From cb3e0acc11ba4c6d88c100446f2168a2bb934d23 Mon Sep 17 00:00:00 2001 From: Jing Xu Date: Thu, 25 Jul 2024 00:28:31 +0900 Subject: [PATCH 01/12] update Intel(R) Extension for PyTorch Github CPU and GPU branch URL (#2982) * update Intel(R) Extension for PyTorch Github CPU and GPU branch URL --- recipes_source/intel_extension_for_pytorch.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/recipes_source/intel_extension_for_pytorch.rst b/recipes_source/intel_extension_for_pytorch.rst index 03416102d2..7632ee73f3 100644 --- a/recipes_source/intel_extension_for_pytorch.rst +++ b/recipes_source/intel_extension_for_pytorch.rst @@ -12,8 +12,8 @@ easy GPU acceleration for Intel discrete GPUs with PyTorch*. Intel® Extension for PyTorch* has been released as an open–source project at `Github `_. -- Source code for CPU is available at `master branch `_. -- Source code for GPU is available at `xpu-master branch `_. +- Source code for CPU is available at `main branch `_. +- Source code for GPU is available at `xpu-main branch `_. Features -------- From a0a9e3bd3286790ddc4a8cf2277a47b7e94a18c4 Mon Sep 17 00:00:00 2001 From: Svetlana Karslioglu Date: Wed, 24 Jul 2024 10:55:15 -0700 Subject: [PATCH 02/12] Update what's new for 2.4 (#2979) * Update what's new for 2.4 --- index.rst | 10 +++++----- intermediate_source/TCPStore_libuv_backend.rst | 3 ++- intermediate_source/pipelining_tutorial.rst | 2 ++ 3 files changed, 9 insertions(+), 6 deletions(-) diff --git a/index.rst b/index.rst index 1ddba17d1b..7781628c85 100644 --- a/index.rst +++ b/index.rst @@ -3,11 +3,11 @@ Welcome to PyTorch Tutorials **What's new in PyTorch tutorials?** -* `Using User-Defined Triton Kernels with torch.compile `__ -* `Large Scale Transformer model training with Tensor Parallel (TP) `__ -* `Accelerating BERT with semi-structured (2:4) sparsity `__ -* `torch.export Tutorial with torch.export.Dim `__ -* `Extension points in nn.Module for load_state_dict and tensor subclasses `__ +* `Introduction to Distributed Pipeline Parallelism `__ +* `Introduction to Libuv TCPStore Backend `__ +* `Asynchronous Saving with Distributed Checkpoint (DCP) `__ +* `Python Custom Operators `__ +* Updated `Getting Started with DeviceMesh `__ .. raw:: html diff --git a/intermediate_source/TCPStore_libuv_backend.rst b/intermediate_source/TCPStore_libuv_backend.rst index 34037b5be7..1e285eba7c 100644 --- a/intermediate_source/TCPStore_libuv_backend.rst +++ b/intermediate_source/TCPStore_libuv_backend.rst @@ -8,7 +8,8 @@ Introduction to Libuv TCPStore Backend .. grid:: 2 .. grid-item-card:: :octicon:`mortar-board;1em;` What you will learn - :class-card: card-prerequisites + :class-card: card-prerequisites + * What is the new TCPStore backend * Compare the new libuv backend against the legacy backend * How to enable to use the legacy backend diff --git a/intermediate_source/pipelining_tutorial.rst b/intermediate_source/pipelining_tutorial.rst index 3d6533cef2..0c6fc79846 100644 --- a/intermediate_source/pipelining_tutorial.rst +++ b/intermediate_source/pipelining_tutorial.rst @@ -12,6 +12,7 @@ APIs. .. grid:: 2 .. grid-item-card:: :octicon:`mortar-board;1em;` What you will learn + :class-card: card-prerequisites * How to use ``torch.distributed.pipelining`` APIs * How to apply pipeline parallelism to a transformer model @@ -19,6 +20,7 @@ APIs. .. grid-item-card:: :octicon:`list-unordered;1em;` Prerequisites + :class-card: card-prerequisites * Familiarity with `basic distributed training `__ in PyTorch From 1d3e94f84059bd0d46de6403c3863f9f7c288c76 Mon Sep 17 00:00:00 2001 From: Svetlana Karslioglu Date: Mon, 29 Jul 2024 13:06:16 -0700 Subject: [PATCH 03/12] Update to switch back to use stable binaries (#2980) * Update to switch back to use stable binaries --- .ci/docker/requirements.txt | 2 +- .jenkins/build.sh | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt index 7aede51dda..a355966683 100644 --- a/.ci/docker/requirements.txt +++ b/.ci/docker/requirements.txt @@ -13,7 +13,7 @@ tqdm==4.66.1 numpy==1.24.4 matplotlib librosa -torch==2.3 +torch==2.4 torchvision torchtext torchdata diff --git a/.jenkins/build.sh b/.jenkins/build.sh index dbec2d2552..8830c4259a 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -22,8 +22,8 @@ sudo apt-get install -y pandoc #Install PyTorch Nightly for test. # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html # Install 2.4 to merge all 2.4 PRs - uncomment to install nightly binaries (update the version as needed). -pip uninstall -y torch torchvision torchaudio torchtext torchdata -pip3 install torch==2.4.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124 +# pip uninstall -y torch torchvision torchaudio torchtext torchdata +# pip3 install torch==2.4.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124 # Install two language tokenizers for Translation with TorchText tutorial python -m spacy download en_core_web_sm From db6cf8ec72cb92f81c163033d4c0de32e638bc6b Mon Sep 17 00:00:00 2001 From: geegatomar <64457308+geegatomar@users.noreply.github.com> Date: Tue, 30 Jul 2024 03:00:24 +0530 Subject: [PATCH 04/12] Fix typo in knowledge_distillation_tutorial.py (#2973) Co-authored-by: Svetlana Karslioglu --- beginner_source/knowledge_distillation_tutorial.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/beginner_source/knowledge_distillation_tutorial.py b/beginner_source/knowledge_distillation_tutorial.py index 4601352ff0..49ab9a134d 100644 --- a/beginner_source/knowledge_distillation_tutorial.py +++ b/beginner_source/knowledge_distillation_tutorial.py @@ -352,7 +352,7 @@ def train_knowledge_distillation(teacher, student, train_loader, epochs, learnin # Cosine loss minimization run # ---------------------------- # Feel free to play around with the temperature parameter that controls the softness of the softmax function and the loss coefficients. -# In neural networks, it is easy to include to include additional loss functions to the main objectives to achieve goals like better generalization. +# In neural networks, it is easy to include additional loss functions to the main objectives to achieve goals like better generalization. # Let's try including an objective for the student, but now let's focus on their hidden states rather than their output layers. # Our goal is to convey information from the teacher's representation to the student by including a naive loss function, # whose minimization implies that the flattened vectors that are subsequently passed to the classifiers have become more *similar* as the loss decreases. From c3882dbd41ad26bd8b4cb009d282e911f7b1fa71 Mon Sep 17 00:00:00 2001 From: Aravinda Kumar <76619616+surprisedPikachu007@users.noreply.github.com> Date: Tue, 30 Jul 2024 03:01:03 +0530 Subject: [PATCH 05/12] updated FSDP tutorial (#2975) Co-authored-by: Svetlana Karslioglu --- intermediate_source/FSDP_adavnced_tutorial.rst | 2 +- intermediate_source/FSDP_tutorial.rst | 14 +++++++------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/intermediate_source/FSDP_adavnced_tutorial.rst b/intermediate_source/FSDP_adavnced_tutorial.rst index 5a0cb5376d..f7ee1e7de1 100644 --- a/intermediate_source/FSDP_adavnced_tutorial.rst +++ b/intermediate_source/FSDP_adavnced_tutorial.rst @@ -502,7 +502,7 @@ layer class (holding MHSA and FFN). model = FSDP(model, - fsdp_auto_wrap_policy=t5_auto_wrap_policy) + auto_wrap_policy=t5_auto_wrap_policy) To see the wrapped model, you can easily print the model and visually inspect the sharding and FSDP units as well. diff --git a/intermediate_source/FSDP_tutorial.rst b/intermediate_source/FSDP_tutorial.rst index 034225ec46..9b9845667f 100644 --- a/intermediate_source/FSDP_tutorial.rst +++ b/intermediate_source/FSDP_tutorial.rst @@ -70,7 +70,7 @@ We add the following code snippets to a python script “FSDP_mnist.py”. 1.2 Import necessary packages .. note:: - This tutorial is intended for PyTorch versions 1.12 and later. If you are using an earlier version, replace all instances of `size_based_auto_wrap_policy` with `default_auto_wrap_policy`. + This tutorial is intended for PyTorch versions 1.12 and later. If you are using an earlier version, replace all instances of `size_based_auto_wrap_policy` with `default_auto_wrap_policy` and `fsdp_auto_wrap_policy` with `auto_wrap_policy`. .. code-block:: python @@ -308,7 +308,7 @@ We have recorded cuda events to measure the time of FSDP model specifics. The CU CUDA event elapsed time on training loop 40.67462890625sec Wrapping the model with FSDP, the model will look as follows, we can see the model has been wrapped in one FSDP unit. -Alternatively, we will look at adding the fsdp_auto_wrap_policy next and will discuss the differences. +Alternatively, we will look at adding the auto_wrap_policy next and will discuss the differences. .. code-block:: bash @@ -335,12 +335,12 @@ The following is the peak memory usage from FSDP MNIST training on g4dn.12.xlarg FSDP Peak Memory Usage -Applying *fsdp_auto_wrap_policy* in FSDP otherwise, FSDP will put the entire model in one FSDP unit, which will reduce computation efficiency and memory efficiency. +Applying *auto_wrap_policy* in FSDP otherwise, FSDP will put the entire model in one FSDP unit, which will reduce computation efficiency and memory efficiency. The way it works is that, suppose your model contains 100 Linear layers. If you do FSDP(model), there will only be one FSDP unit which wraps the entire model. In that case, the allgather would collect the full parameters for all 100 linear layers, and hence won't save CUDA memory for parameter sharding. Also, there is only one blocking allgather call for the all 100 linear layers, there will not be communication and computation overlapping between layers. -To avoid that, you can pass in an fsdp_auto_wrap_policy, which will seal the current FSDP unit and start a new one automatically when the specified condition is met (e.g., size limit). +To avoid that, you can pass in an auto_wrap_policy, which will seal the current FSDP unit and start a new one automatically when the specified condition is met (e.g., size limit). In that way you will have multiple FSDP units, and only one FSDP unit needs to collect full parameters at a time. E.g., suppose you have 5 FSDP units, and each wraps 20 linear layers. Then, in the forward, the 1st FSDP unit will allgather parameters for the first 20 linear layers, do computation, discard the parameters and then move on to the next 20 linear layers. So, at any point in time, each rank only materializes parameters/grads for 20 linear layers instead of 100. @@ -358,9 +358,9 @@ Finding an optimal auto wrap policy is challenging, PyTorch will add auto tuning model = Net().to(rank) model = FSDP(model, - fsdp_auto_wrap_policy=my_auto_wrap_policy) + auto_wrap_policy=my_auto_wrap_policy) -Applying the fsdp_auto_wrap_policy, the model would be as follows: +Applying the auto_wrap_policy, the model would be as follows: .. code-block:: bash @@ -411,7 +411,7 @@ In 2.4 we just add it to the FSDP wrapper .. code-block:: python model = FSDP(model, - fsdp_auto_wrap_policy=my_auto_wrap_policy, + auto_wrap_policy=my_auto_wrap_policy, cpu_offload=CPUOffload(offload_params=True)) From a66464bc908ffd31e79a86e4355bbcc2f7f58a13 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Wed, 31 Jul 2024 01:16:20 +0100 Subject: [PATCH 06/12] A tutorial on pin_memory and non_blocking usage (#2983) --- .ci/docker/requirements.txt | 5 +- _static/img/pinmem/pinmem.png | Bin 0 -> 73722 bytes .../img/pinmem/trace_streamed0_pinned0.png | Bin 0 -> 83185 bytes .../img/pinmem/trace_streamed0_pinned1.png | Bin 0 -> 83389 bytes .../img/pinmem/trace_streamed1_pinned0.png | Bin 0 -> 87483 bytes .../img/pinmem/trace_streamed1_pinned1.png | Bin 0 -> 92727 bytes advanced_source/coding_ddpg.py | 34 +- en-wordlist.txt | 14 +- index.rst | 9 + intermediate_source/dqn_with_rnn_tutorial.py | 2 +- intermediate_source/pinmem_nonblock.py | 728 ++++++++++++++++++ 11 files changed, 770 insertions(+), 22 deletions(-) create mode 100644 _static/img/pinmem/pinmem.png create mode 100644 _static/img/pinmem/trace_streamed0_pinned0.png create mode 100644 _static/img/pinmem/trace_streamed0_pinned1.png create mode 100644 _static/img/pinmem/trace_streamed1_pinned0.png create mode 100644 _static/img/pinmem/trace_streamed1_pinned1.png create mode 100644 intermediate_source/pinmem_nonblock.py diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt index a355966683..183867b2fc 100644 --- a/.ci/docker/requirements.txt +++ b/.ci/docker/requirements.txt @@ -28,8 +28,9 @@ tensorboard jinja2==3.1.3 pytorch-lightning torchx -torchrl==0.3.0 -tensordict==0.3.0 +# TODO: use stable 0.5 when released +-e git+https://github.com/pytorch/rl.git#egg=torchrl +-e git+https://github.com/pytorch/tensordict.git#egg=tensordict ax-platform nbformat>==5.9.2 datasets diff --git a/_static/img/pinmem/pinmem.png b/_static/img/pinmem/pinmem.png new file mode 100644 index 0000000000000000000000000000000000000000..9d84e9d229d5cb42e982cadeb388d59153918591 GIT binary patch literal 73722 zcmY&=1yq#J_dXy9h)TD>0@CFoNOw2v(y6N;poDan(o)jhyDX?6(yf5NQc?y;NJxWp z!+-Ykt>6Eg-NSp{eczcocjn%?&%MtOt*@(g>juLO92}fm8tTe092`6(`0fy02Y2HC zKKTm%;JU-q6mi}U-C4!Kf#7H;D;WA%Z{!lU7%p7(w3ntRrtwo-vE6mz)iEgH4u7*| zuBqOcR3TjZ@ugBwbb#>I3x0>1bF=t7lf8ZqN zd%u?VpPZ+@a>JRv!$)Si=)kkXP4+tw9K8R1=AfZ4GI)Xo&d--PL?QqA5aE%*J@CnJ zaR2+UAq&YkEuz;a`tKcZ5yf-*pEt0th6oYKYX^?pw84q6A9MZ6e0Qvl*xSr~ z9jLgAuabp{KJ{14gs*{{T^t=@ zeBDx9T!bnAYWR|Ut~{gK=g-no^jlA@viIr{TikJzV;-p^LapCP4@RaF&Od+Clo*W; zPfa4`(;l!~5N-eU%hJFysyx%Uvk_=6Q?-K{IygL>K;*y{QodMqr#$#fAw>AyZvz&f zlVzgb5lH5>*am~0)Dc6Xa`(-bDGE6F=UN>GP#unvbKC&~yeL$#6p`k2JV-%0PO#uE zt6IXF(xLnWGQ-yMBnF_zc4BchWZx?);kE7Cp`)QVL=9^4s>W~)$48G?gF2eO^Y;?t z%XcW@O?Hb&Nl9%bQU{&*|G@MzfSX77u(*4_?~fnpMB#*YI!)UZZSE%inZQ6ZUM&!|F ze8(}QjvqC1DM9EJ(Orh<&rkWAh=@YukrY(|$PevnJE56qD~{H+gU=*FUt5o6w0_A6 zHE&e!^Ga)y;6d@{RrGeuVx95uAc@iV&!c%tL@1k;?ZzGEyP^@?S08$qi{D!{+o_i7 z$I4SiaiKBRAl}vKu zhW(GKMk^SAS0~FX zl5-)~RywYczRsT4leqInk$(;LFPs;%Xrn&OXuIj`U0+a1d91*qDnq>5?QgC=g{>C}Ldc%urF9uz=quNZUoovrd(W1xSGHSIdHia4G2Rw< zR;GA$@ZH7`D5mVYso<>7LR_oy_&6{02>65M8Nj@k}pR50E|L3>vtoc?@ai{t9HO-UYQcESDd2 zzN5A_Q9(N$crr3V@jtvfqx&HQ5>aSLRu{Z|N7}=|H z_xZAuFL8{NdHr&Bs;}vOGu+Fw!5m~sc?;(Ht)bs9#lDvB5WxFj0Do=SsKR^#j9gr! zBQ1l?eC^5Diq6?8Dj)f~GZNnFcc6UNkh$4wvxrkC>#Ixq1*i4$(E<}tcQFqf`IXit zKw+srotE5~nQi-frOmIs%GN`3$-RO5t2JY~#mTyo(U=sT;(A3MSo1=>l(Mhf=?c5# zgrlWrLH)sS4Rl0i2vd9Q?T+@df5|d!V|)EtVHS_e!^qj`#{p=we^dq=<~4jp0;67 z{V%uJvS%%iXWIg6o(|_lHMo0ZPoc~{+8LG`^1L8!A9m^_X>4Fxda>2GJZfZOMeSe` zBx7bFb3FG_(axpq#ID@zBj;egoLss3#n}-`Y&PIyR|2iYU)K-C`1it=xUKKr#)Hh^ z;=&Q-K}3ijy)VC2CvlMIcShV&dE&9ZGUBmXnogmGHJom;mH@@kcqS?P(Gm@hPXx4I ziMethZY{tn97c*%*mirAF3zL$(zuv;mtW>rd34?qi`o~L#PoR22GWxA)&97%Q(;m6 z-iK!fp1DYwEndzwY|$Rn>a!@2ZY3j**Sn|wY@*yKOgn*DX5}TREE${sR|P_P&K^YX z!F-gE5dPyGi$*t&*8Nc}k0FU=qMbWZUi?Ot)>iy~-y}VZS3caF5@Yk{PxC+8qE3R# zHt@G(JO`ubau3R67ou5s<`XZ}J{&ge9-1k--HK_x@%OW+Y@~1h%k_RIF#Qj9U`Jci z4l7>^i}=x#F}8=Dq;e(M&P~zRZ!u75B(Dodc&(0xtH$4P$e`EVPYY>sVktt-)DgH5 z;*wSAb);lqBy=(?99ddud8*{Ak9QRB(lmXy_K$OOb9?2wnOV zF7a<26Rdt;0<#^H+HPSla{0w|oM`jLCh#DYZZ|>3v`W%zgWLL#@7o?GZ_9BWewF-y zU5&+Poja^8=ezykuRa*Q@JJ8eN2Bs6u6Ej&2eVBOj2lbfz`Sx=U7XOUizD}S~seU%kU4bTr89|o%RwTPc?wcLyKR`WUE>0xK< zADLSnL&Xx+Nt;@hD(^nad4TG4sNS!p`U0mxPkQGkxtCPdjuSm+Y??SXVKR0)oZt%12)q#uKP&vZ{SIb@Z7X zooV%t{cg5sisSoX9Oyw0HZHE%;QITsp_y`5O1SWhw2IkvX6xlgUI&T3JJ0SoJRx6P zCCs5o&$dk>jlXnLPUpxXjYsUJfAp&g2tM1a*FaHqRlMfErbasP$USeZ%3~Gwf|!IY zc6aX6%hfN8F0bEs2j$zIyuLp~HZM@zqLs#9_&7nv_#E;Oy42WmCpwi-%~S$bjvOw+ zj1h@D_V)~A-bV*roEmh`)Ho#59WK8twjE$Kv*=Ubt#KG*BbgE(9n8r@oh!VlE_@N@ zLR99iLoV`H=VJi`ge^40bTsgTPSVa}8VCOXdJ-bigpY8b0i>m3eNmU8ERI~Dg&5)oP4f$?>_tzSkS#&_(tSY6^KsXwrNl|9BN7u53O4Idb# zZwdd&u3Ah^QK!>qH~zD*o@wfz*$~LKR1})nUYr_4Kk4{4W6|fkp9%AYrbb)~k5_g1 zWp?L`4qC#jWERu!2<<*{SUQQ?VawSOUXrMgPIwb}?5iR>Y_>FU67cu)oixOj(s{78 zez$>|we8U79+INPPvkOb!pyu+A7x2;meU>POZ!%5`1kdQez#<&A$Vaf{WNV^1w)_# z(>7XtfTs~R>6U9YJPsOy}*{bBc{9XkD zQ;n$}e0%(`&-Uk1lQ6CIz3zjCzn@9E&(^+~oU^~|&ZEtK;VbUeU$F|WO--@aO&D7) z6V_XuyEX!2m+8u1F6%tWc)B+HKoJe1vDf7H_>sFWNh@~ZLJ!u>?nE21jPOKeOzb{z znX$aN{)GOM3wueD5mabgQ^@Xman-eRQ<7EnlZCx`chPV2d~*w83I!=XO?AlDSo3* zX_db(pvv;2`o|wTt)FsypyaWSs+FkW@vq%ve6j^o6Yk`tkMS&qaq6bqW_WWX#+Dz8 zzUSMX!jMv`PZ-}JUv4a2OTaO+&YQ)MEV`Dk;Cd>PAhLosBPjqf+2DF;s%=Yki^Xqs zHt>nzeJ?$@+5NOT@s~UEjPY)}2o9QRYCdCSr);W(SHFae0uw5iR`^_Y?vh$R?;h0t?u+I;P^6l`ssM@RGYXY!tm8QFI0k+mb(Eba=-97dTm?y)Wx?ed;B zZ#8M%eCeL@W91V`lh1Dop^*7=;2PeWU5-1UOz|WFY5ZxNB(74AbW`1BC!~GF@ba=c z*!pd4L+$97PIuTit>Y@U4lsK`Cu;b!E|#2W9@h6bOy=DuohEC@4^l0(`oe92Q%5o0 zqnu$18D3&xwG@l*sNSDfm%}U1VDm}*_sBD--~&Q~Zv{K|q|G!<>kua0{aMuz=Ah%> z^Lp_QcV+Wh7^EjY&39F-nBDcYzB|md)Qik*RrdWrsV3;FEyb6 zq<5mGXH)t+_;!M?F1!r{XCfb1pA6Jcqx$Ci-9vnxd1D{M?{kFsB3GxpxFrC3(SUZJ z!#wEk!0@QeRV4{1C4U+KJ9r(I9?o1x%5nvep@|H zYLmtLF{H<$Re}#Tes05XhCf3>qjpLOS_@_@x(-@XCWG(ekr6>~gUaw+oT#^PNpQQ8$c@sP zQFE-^^dmWC_*kgL3Qe6#oHHm1-Q+6si6CzPD9av;X&zs0O*cO^-3&8higLI&#Z-Ge zRGS?KI#@%a5-8t+gB#?ENBWzT?w-7~B=!H-?e)lAa;S<4E*7Z=194891N9}r^<#W8 zsOT5srvN;Lgj9l&22M+J-vQSOc*riQirrhVZU-PWWKI}23fv!4>EwJML#RU{&|NQv}LlGBm~;h z1sQ}~kt7-{F!xc$L9CJcJRt#qHx;MLkWcq6z`i(mGa#qn*U8if;@=ex(0o57`k&^x zu+2YILxM-Lh)bxzrgeKt#Q~YH2xeDao)UDznW%mpxO+Gli-?$5ItXZ_1?~xhum@x; zxHWJPG1dU*CK7{oGQY-@T?4pt4#;_JmH-E=k1(7r5%w(dRPZd3ByN<$SAU!}QoKwB z97I;cX0MHW6DilIVSj_q4q{s6+nc z0R^4m3oB}$T+6(A?C|QiaW;BXLakjhf*!fDXJ@}Ek$x7JV%g451kwzsmKJG)Pp;x` zQAO$mSm15RnOKLw*nBx>eZH?HG0xp@RHLG`(>=%Q`h>!&pG zOA3(3L?yWyJ=kLks|K?|$MH~8+xIv|?B~(EIu)xe{ov-<9f~!TVu&6Y(LG!m zW1b4%1=m zk62S~19VG_Tfaz!h;b(RXITYsA%Fh-iEx2gJK2aAT5#S|WfGww{OYfG9MD-P#(qdadd$5jZ2(0(N z?6|X0=+i=syQcf)RQ7nnSAEWHqVx0hS&@}Cv;E)mw+zBp+#IZ$iXLBcG`wmk37=~A zW=R#a!oUd3y_tpZeZIKM@LMIshUs*ymhp6n{J0>gB@ESOonwT?4e*7h*lEtX)i76l zcP{*#$+sH*xzyk!XZHL_llL5f2jYNTbMb2P%j{|vF1*Y!Ra0cA@3~}IOCy2jW~EZaNa+DX=HPv>&tJGTdGde$7!-s<7_mwxs~VM?{_g0l4I~^csGqUY8p~^q7;Cp~n$MNZNP!dccQ2vZp&AZ;7pC zN~Jz{6^uHh9WVNj;1Ls(^X1RZf?n{5)ON56OYkmJ;Q6X|QrUWUz-Do-X4GoRjtTtZ z7p|!9W)V+Y_c#KpRv62@{fySeI)9?hGJd~wztDhqy+^+{;EqDeO)-|@;ga1`>u`s5 zAL{>MxcPLO>+k${smCz;c2u}q%R^n6pp#9PHIGe_nipgFB6m?frgAeoU9ZCTkH<)g zW+Zo`Vm$VfsL@)He&c)PALnBnN|i9_84H;2fxAP4hJQjv?K#QRHRW@kl|K__LB!}1 z{$n!IwD6k?PZh;>k+=2Qt1=?wc9;*=W?pR#Iaw8vJ^Oa0?evkPYn^3iLyzlDu=ooP zkJF7|v`IZDTa2IP%1E#0Po{PF_Lk1dA|+qXyTm(~O4FSVb;DG>=hH=;(>|R)4N=C_ z>S!@5)=jtY45U?ZVF$2oLGr(b+R)eAFuteu4<6@RD6@ZQ(KGRKlu!6IE$A%Zdz*Jy zrFAvJ-CqC7eRatseJr>0&(~K5xoDk!xWi%tsl)#LZg-fO_?gYr>-WvoFUEhtGOMWI zCt};hekQtnjw3ay5frMmIcx>Dm)9r9sL0_cbCOkTI!B{}77>GzZv45JnVfEUZrD2c zsK)hMNCWjkxPEco={>f}u^Cg9mk~o0kFBG#;H5gdpcx~Iqd)KFS>!*jtks+eEQ_% zXx=lvVCDr}Yi*`9iSDp{GgJ)y_kdc_GWaYo+b6$1Uh+?w(l7Kqw?1yXHP^Oy0{y5A zJHsP+TX{$oegG@d=iL6`S^m42y>Ghd2N~*oCN4;m{B4k4OD(*`7)+ZGxM*K4?K5_< zli*2{Js;fmN3H32ZTXdD&;vQOoZac8;HVSS?nCIHzaOr^>An=mdkEe_UwICeIW&*V zZ=XM6vOgz@jb5&Dla!7tz(6CTB#`3r9o)E{Q`}4>1rVfa--0yot#XuqwY6hoVxmkI z_i&*H?zB55KR?TzE4Z|uQD0mxdl^)5Xxjg9R3k1D{!(&+8|Cc|wK0^fPN@%Bd+~TD;#~UqFv+{)xzr>7 z!;Ru^R$tTv!pvJ;$(SrZn|jVi zJ=O$g(o<;#ckqxtgrx8Cr;qVjGjFXksXY}fvqoHv2A)L;HWkTBH#+<(&b8m33G{G| ze1Wjwku^2_7%!KDN#oJ6d4Fbh^XDFP?NV!HhJ0Ip+nJTMIpD8oz1&~ByVa*lYA+WA zvv%_sH0RXtnz{|0TYEgiGfqEr8*l%hTp9zKqjWF`u8zO#y%Pbpgw@V?pIOm42 zK$Z90(VQqZEGq9|=C!`>wlP^7>2=vGMKQg&^6XOy$2{8L17ZJ`s1?KLrdY0Cv-ftP zu87s7S{E?u6!r_^-qaIGSrc-o&edfI1JEIv zFDG(W>E9bMh|I~x3hJcSZUHNZ3VDj)t&id5Ur{ZLFtcX`qa-7`gWG6J#fA)h=4VI; z1i-}|?xy0~9T5Zdm@rKo1jBfmS}V8?V1$Ne6uASt#ZL{Pf-_aDKzl^WT8R#>hYqlX zL^;^iayeoxO%)8rVce9P7la>t_|oL?=kK>Qr`RY#U-{V3yCqZ~y9&R9P}52+{w8Qy zz91unYD}M7xdjI^6j~S{weKnbUbX>svWrm)Zm=%o=fL%~?~7&k!1WDm*^L}4`rjy= zu5tFiy)+<(tjCANpe3cdYQKJ%&C7Yr;FzKkPT6!qbNj|WQM4{aBICwm?pY0tIwKfl zE|Cu#a`#0E*_g)~FE=0P%^9>ht(?RRI%vWI7JrhWbKo2uwB%!WOdxk|Pn8qW$o>2r z8H-hgB2Wv8H6|^5C&Mt`L!aszzHlapmy<1MJ+FbRBKWyn|1s+zV|!vu8jYHu+gVLP zj_lw&*KSeJBqZ?-c$R}L2V9cf!;9!n;ac7+;$TV`+FQ5-PaEB^PSz5U`}67gM!dYI zLWc?vjP?;b9|-emAUIGCHY3ev<0J+ZTa86KH?G^pUMcC06$uq5LK3~On*aWU8z?EH z6CY0q1b&n2A68J6R5yo^xACbzbuL3=OFxT)PP{j!dY0 ztOGC4(x0DI<=hk!-8t}WDSk~*$pgS7OXFR16Ifa+5HeG!C|fDT-{$09hszS_ou`i! z#NPh+KC+j19oVme_6RW+e?YS2A>HGzQ@&t${$$V7fX(!)3Q$Vy-BEzSda3a8V$ifo z3&tge59)GUZb%HKY$f=Ggw%rp%1T$0%NUz?+NnO@LP>a*|7;{w+5^=hTwa| zI2aonzk(b>Z#{gfn5qC#A_DI;zFVY~uS^OzEOzeo+UqMr(~>kir)4GvDmn(pX`FU2 zL=k%(1tbv(K3Bvrw#ygP^P%W4M+T&-2J(8jwcJw{KI#wgXSJlq6_S)_?hU+9RvhRpZFn&jb6zLL*VHzWSPHJ+%F}w+v`nY0g3lxR z`UV#;OggYWL~)2wplAFT`MItX3lpYqV!WutQTb`wGJc{4urSwd*ge5Q3stPWSgvMf zXKVTT`gUCn_d%I$U-z)d$+e5WlNI1b>ACBh=KF2Y1`0st zWPCh6Fnk*~5PA`oxfa$-DY zasX!WnSTOdkJCaPK?V5vOExy1kA8UZ@ebxFHp6Yb3&Yd?AQ+ZsFD`_-b6mGv@DL2T z4)pBAu8hSZ2$4pS|8N25Rl%APDdR=$+NwK59QYU#;s;<+bnzE?12DS*0IV{M-Q-8b zex~j^9|H(z<(qD5;D|o9^e+Dgh+=1*U8D*cJp}G$;cvyMzQE4fAJ%6ZBi$3=E+p|4 zSSi#0)NzY|1gyvgF3_wr8xHhrGW>VDUFeJ&-zwNPy?kc!x+QM~}q41f%Z zqW0h+J$AtrM2GMqe^&7fXB5%w5#UILj;JFqaDPbR}4gDO#aUa0pzJ+q70RX_<+|wJ#!z&I&cZB zOjJjpjvS(fpF;tEulvIe{~P;Vteb?)fd|RPLT2&GWQly#fUcPQ7qP~#2fPdjeEm5! z3Gi?siPQeV)B*x|7LH<{(L>OQBx{_%#W6ry*?(j@t+FUmhmhUGnq19&M`AFD9N^L- zj4qEs09?_okGA=y@0?GQGKOk=ktI%vH8pLrM6j>T8YpY)g!G_6Q*9ubVU!h7D≤ zR`w+<=d^CS=piKW5D4fn`>G6^k+B0ET!oawCZ9cF4Q#HC`lE-T+*Z^TJ(9c&;$;Y! zv=MU9H1IYdTnKYRLuG(Bss82oeP=j7z|4!C)l*idHBJ)Y!xn@DIH3ce&%s}HDudvy zx8y`E8Jurm(eTu<&tc9~jv2ObH7`x51xVmC4JzX`Lk=m)V;!Gz5=DR{|4YWYoLfw+-sf0`s_64)MGKE7P1Z4J1D;fB0lFL=Mq`>2yHnhBt<+Kd%}K)=zgq71 zECiFrk)OIDiG}!!G6VUQ5)u-1j?qRZb$@>&z-q}SBPz+rN`*OB+^UEvd#GP$|3HpE z0#;h%x}uMO4(30I+ePYz=bSG7Q3Q(wB%U026@6HM!tC+!xRAj8dfhP6ZOw6E(9^V~ zmvGFI@hEe_m$Vn7S|h=;1L__8`WegRP=Nf)8CT!;X@$vUrhG|;3lT^XiIJ@l;dv3Q zP{2JWsjsq0n-j!q;X;-mfrW!-Obj+yOH&CJ%)4&A@|3!NoRvlX@X~~4AUlj#DopY% zsYI=x|C}V5YZ`EvW^L-geLya-uJGeffO<{56;Gq(q73G?jsd&xX6h!JQ16`0yALuYQ1#(F6wkQ(w zwOR;RT)LkgblibgEV^RTf3sK#Pgd0df*`r{irBMC9c8{>wz5~7R%+<=z_X2q4HeW( zV2}r)OoYFNAQiR<%A~++ngB|Ax<88NMH#c9oHZRTe{iH6Z3Ilg81!_f&0QlbZh_HD zfNY|d$yatnOdbeY5_$0PIFP^W%X6}#^O|@{Ed@`)Q>SYAmd?fW#+^~gv4y|Rp%3c^ zz(ysU8ggoe4;>sgR&51?9H1b|$xvmBTA+o^923kB8!DYSYw@IOIJsCsYWg;K+fF5mQ_X<@w0X_j=4OmvHBu%yf^LI94@hUJeNn!)M#;b$93C>N!nbY1og-@EeQh1+^`C zIV^k#N_0y-7hX1?mXDqknt!Y671zsCVt6$eMx`K6i|hFt{(DjShUoSaK8Gl@KtKa< znjLCbfEHxNF=RuNFnpYv)^bs2&(^Mv-ViF!;mr2F!E-Re6j2l+e+SQiB>!8RriZ?g zMGge{Z#!fm2aqZ=G>2jCK)-R4xtNAo&yF*0*sT&hy~X>$FNRCzGNY#mutYi5~Q5WN+TFH3* zV0c)lJXL7#IV_6D4;yuXtSazH6TZkG`XN19=#uekrpaY{9+sdO`Gp`5kgA^-!v-ql zs_UJU!SSsRI+X-wmkS8PJ#g%wn$!C58ddpEyu~h+bpV&tb3Ggu}!>{rptNo3iOOYY6GLLv2 zQ*rTgqS6$#?-x8SxB+@4$IFZ5Nmq``@{^IHK*ThIow$P-Z!O0aD%s_qKKYANGmTQ| zM7M@+6!_S`VIe|YhS+CINTCNsjBI*jy#aUzd^@6p0$>{rYFD_W0Q?@9=9@Bda{0Tv zyKLvJF*%CbFTF?#+8}e%xYLYlJ!y30@Z~8o382&lr4BI!X2K|P|HMUTQDnNiX0&!; zdR3wq`?e2Aq*U;6WDM{ zpL@}C6ZBQ6@)@X5kn(S7hUWDTBt_#ZJXca6s@rUUASaX96v&A1LyK%5fyne8uO>zq z124=;ft@_gTV8RO-6d>ICZCiS;pPQ<`y4T@O)L+k#$A-IhNEOGkK9hQ*pD8N7@lJe z1$pbnk9XZl#^bJ$!^ODSNx`NhMs#eg4Oh`KQkNbVY9nJXLg{z%Yn_kkXxF#O#CW-w zajo5e){ZYW5aDZ+KO`40Z%U$xy-K$vS~E^D6cFheH>3oKNgP}jN_9r4D0>;NOVEJB z*wx+CaM1~c_S=A*#NQMdK7y>$;qLnk$5ZIaJV8&f@_1CC=E z2#J2MLbi>h97>wL^)BO}ShpY7+VoHwWaiT<^6o`sARRqhKzNoYh(D^UJwb}Nyl36w z^CDUW<~6tN41IOTWE6|x_leTHsQ#i0dvAI6Ye`P6%VQO}>v8eA*s6~!W7c`R1_bV>v9l zl!N#Oxmuc@sIViK0N3Po#2UU)30B(#p|8o|R(~ZEEL39KW;E|#A1_66sc2bC@5FKS zdSMXCB@_GpCjRUcP%GlGo)Z6-nFs!(TIO)CIGZ(-dF~g$GISieA!hq+7TGE z?ZV9h_RVWRpxg2)Z-Bz`z#xzxGPW)+uT4IvwJo_$2G`qSeR2aY56I&;gU^i(89D!n zW0CJ)JpqEYU?cUIfZc#N=U@~Pv6SUgdas$QPB%<h5E@|8KXc*8Jb9?J^urueCS$?%A4n~-43A?< ze%ip06nd_1?VJ|TR|^Yhj?}JTkVkxmm$~1aE9l;P9Q&sI?g@#$s#n#gwhvOQd5Pu1 zSsE8V>Bw_zBSK!6e~B$~n>Com33Gh?Tr~f{czyV(!N-52 zuE!takHWO!#5}>i<-7F4J1Qmzh2~-702~I)KJ|K^p(ABHK(WMcb49^xa)sF0W{WM_ zIJ?2c^N{yLRI5l{P6_;CaDUaKJbku5ORmjFO5zgAaMn56uTIo8ZaSRg{$lB;bzSBM ziiNixT#4HH&}q(VT_V31_pjIr8w0bFr-e2=D8`&z5{jlRzD1|K`{4yil{ifCXpb}q zB2(wX<1ha(Vkq>45Ruh1RTkDk&Uf=C$}ZymKAC!5)$OFQH?PMy5e(ZVglejuy=5__ zdyD*7uX(>I9PRMUOQve0Se>_ z;DMAdh&mpZTdtaC_%Oe`%!oiRc!xDzQ{){1*^7fTwMK;wf4uU7CW(Zbh^&T9Bl-~h zjpZ8uBWJ(mTI+(@L zbqH9S+CD=mJn)r)`@HFf@2CCCKmn#U(2)NsfO7E6 zmB}i2$;|MiH)e8FMe!3Sfbi9PZa1KDTTj>0Wh1s@e?I?F73z1m!E-5;U|#Du;#5Da z3T8Rz7h~#jMxNKC!+h&OZXgvDr7c8k$FBy2fX% zj>f2G;mhkbRN>Ot;@EFr)K?8NHCS@Q1bS=Lh@U#>D6iE6wlLq*DC_ZEW&GVY-z*Aq zb*YJe7%=mV&Gs<0% zUW+z2m_f$R+Y%Mi=d19<=1iL*6c$=B$vl|48k(DT<8v@?%t_8BBLZ3 z+-%lD>gMt;CXq6`vD~-2iDlGBU?f~-q?>+6Fe)n_oGj-jG}#U3$?Ok`&3?T^5QI(06r{x_WW~zshw{S4~s%vhNk##WJL>I4zcGPc#X>S!GK?Vb)Kw={#I$D_w1Xp+^dMl z?Z}(-ih9yJ_)AMmBe~u)JViCp@hY)2(ZV~Q90;7^(HIp^mYd6zCxC5m+*JFOXXe&5 z=)tzyHnxh~N~lXq5O6ioX1MTbWg<^n&tu>t%h)-=dbdRGe=8AsjEY8{z%Txe-3t(|;-!pZ4_F2bLo6>=Rf!z17LYRWT> zE{CmLz95API9n@g9eMAy`XAlMT$CuKweld3W0Feqfxs9q$_d zVhKLqVJpPFcKz$d&ySQdQqs%&Z$AzdeH@m}o~&_TA8J0D@$a7JO`FsbY`puswnaRK zRs)c&b7=(mgNn=(NkLh@zRjgeWbN7#NMRiedjRUti;}!hch-di#-P$~xv}-#Fq@MamF>B2+#NF+`}vf>Ww(uFFb`@bE&(8!z!qnQMbnj+S+kduGK~aVkHN5jMcvl| zg_p1xh?=yN=bG|hwixYM#%`LP^!F56#SgEmwT;1~cFmx2q=s#loC+HBti68PzSy?O zyWSz(pMA794@mIT`_~NMEHP-7qSDtKR$VD9Dj2<>d3J8Z>0V_pe1RmN%rodLm2st! zCx5hV^J=spXj!!g)qc^YbF(tx&QYPb%jLdom%H8qlS^xJ+Ue~)RvLrNAC0kfPG@4y zca7s-yGfGHj6~e#4TjuekR$;Cz6)jY!La0BVK230F-WE&-s4b-93x38xqq4SV>OxH<~Kg|zDn1)&}d~urH_>iY?#AiE#XJ1l3G6+-ZPOX$5^N`d3;qcNXJ}gopc+Ll)V0v$+N8Db@xU%8wp0Z z)Y)$BHwiTEX1h<#oCaQOAcCZQ>ko6e9fL0Q*pmMm?1bUFewnpS5qn*R2Isq>3s4pH zuI4$%C7A!c%QyCRhj?C1CHa0u&%4?8R{kq7vdIpsF)U?jUhIBzhYvg) zj+Pyk)&^@<1{u-jsTT>q_%d2vMaan7sINAtNg5<%$CzyQFn4Y{tC@IyuDq;S(`Tmo zhTbfOAkVs~V)J689t=a5B#K*3bC=#6-CMe~d3AAQL$0u7bl4Jwwj0bs*uZuIO-#8D zMVHpW*$(EluZ1strU&Nl(#(JpJF)N3KD-@Y3zb&8DD_J6gHEH7dilD=s?-Vl6J-W3 zt^GGeu}pL62Fi=fQpuc3cjfNDQ#2LI=;aKfy+Ls^R`Ts+g7GVOE?uvOIFZ+C)4UzB@CC!aYwK3{ziX(R3oZV zcSB+6Hop=eA{i@d%lR(b0Sd$XJHx}RX|;EP!REc&sksbMGP=XgauMQ_7(zYr71t4Z z5w{J(@d|&+CaL<`BxI)qF4vs$I2EEPIEcqsbi4hNDK|J=&?%IrCTkw ziqtLXTZobCdJ!TojHj!t!-~wX$toLu(Y4=AYeS{ycnZ!&bjSGT#r99B@3bM^#sX$u z<=4NNUr5%IWepOhRFjsN#B^?>A1ovc=A-bW0mI)wFKfQBq{Wt6jtBGHPvOKcX|Lqv z`L%v`=z-q|{B6piAHUz;Vc4giHIHnQwiiWs*MvRF$i~hc#<*P^KZu+dAUA`m0`{g| zJT8OxWJpMw;AOur3s383Ewlo!50aU=-c4B!!1SU9ya!M7(N10pqX@%FFFF}FJ%8w} zf=km6W9XZOrq#7gfDZ7d#B{Wzaz5YPAmIUuRN(Og2wjfLp znUVeUDlIX#)aO7ZmY;>c0vzR|p3*Rr@R7ug-2rD0yC@5Mt_<(=5kH*bu4G3x2bH`{ zRw_#U%>0}@Ra3LklF^u21?0=4l{I;=T**-tb+okjKV^vHF`=c21BHDoJ15sYcA2Z& zUvaF-C5U`vATImzE{!%bQf{sHW%mg%xxHJ-MKt^qy^>)JVr9Ch9K%d&UnhbcFT>(U z8`bnWiQFwlXgX)xF1q3HgsXb>{7ejY=1zpLX#S*L%0-drMSqnhQjaNaK@7{vV1@A<{ENYjF@>`j}oT2>h! zHHƊkK^3Z(<-#h~pDl9d$<;n<_p!%7;afUDD}FZNFEN_=c-lPY!@ zRbQFzoJDGkr9~5%oIl1PBr0Jm5Ud%8J|P6PLgbn|dS+PynIC*9QRl2lfcbs2lSq^w zg`P^1xesIDLs{QWdU}+jsM0S+MY0>*c@(`x?rAEQyqJ=IzCXe>J1SMVU$jusZ8O-H zH1W(iAe`ZwO#Bx856SBJyyg5qGCpY24Jv<+^($ck{?jzUwgQ^Cz?$SA9{IG!JDTS| z)Kb1!pMC0?C8B@tHc+_#dm!k=nD_C=n|&yH-03|~J|!CyX(rJBg^zzvp!+d2PJ372 zA0Enk4?{i}FUg;!fH5C;O*rlXYhZkyAI}&XV}E!7SUz6cGfKAo%!&IjS(kqurn6rA z@tDol`>oovq?k6{iDlg`;hM)ZiO1vNj}CuB_Oz*=9c{IG*yi``_w8;wbhU2sG(X-C z3Pn^1j=Cq62yNLg}t{h##7Bv>15OO{L4b6tmWe?ts<%3#%S zX?NkQ`Dmk5m@uWzu%^9!vqWP1eW_iXZoxwN)@)lp4AH<%hF^qSdevFCb`#9OA13Gy}Z3?Q$2lo&RClJq72fejJ{?6seSlxzNI?aoD&6=-$>PIHa*=%l(ujqzwahHk9 zRTuT4z}tEL}3&g0A|XPw+C zqlcC^@#sN~vb-|X2s+%?HNPa|1B%>@c6gm6-e)0SJ!TwvijxD8Q6AC z!ioa)26Ki{lhSdtJx{u*V}9pkZFgI#F{wJ*$gSZve$D{%qy7JI0XQJRA&T0YFCsD~ z7a}VzltAqj&@_IEW6;k?t~ExYr}mg81kBC7hf9s8rQ>lb%H=u2SBBYZJZ%vP{YBidXL}u(1|hd-v$2F9|Va@1K$ezptQ78_h$DcD7B7(VsOe-Dap>& z;{@&0Q6GeHjYsjO-ka{*#5N|EQ62esOEnrEA$GXC~e_4D3hyM?hgMV42q<{!%ha@#M*D*3IJ(_;;h)@eLO{$J8` z>Rfm)VftpqtyD%)=)4&M=tL(u+D8whnv*ih=cXrn#?`&yONM#ds9m(@56KS+WN;po zbjk1ttUbm<_);}I#WqYuMKjrEu}^*Wv&0NpVi@n0+|yqJ4FnF~+pjGhI_RP{PC6&T z6txfL(#{aefBsP9otH%Nz;+_AIcW2ue`Ko4rGv;w{ zQN#oEM-jb>amc2FYov&Bl;{5z5i63O9XT_r`$dzinG(;YTNvYh(R9?D*d{sWN`!`{ zh-=-)r7<+pZM2E^N2V8(l;)6)fzuEQoa))`O4_2cH`RyWcu9n0k6vE9*(CGL3w%`Q z1OJ|!e=gZ$NU9N~c-0t+ycOIKQHfciEh4Z(j`+LWmuHB}E zf&XXF!b!$grmG504EUKdBFZD#VLODlQLEsjJcTF$P-pr2gSb>!yy^~uGB2pA?75M$ zhG(d%k|~pIUV%41U4ITh+!v+<*#<1d~H2{Izbn`&PKzkm%JT$CwftKP07d-FhXE_z*6xh`$= zccTK8=ec$Rnr zi9x?7bOAQF53>4LTV?@X7R%L9IzqIt22|2Ywo3f*^jlvw^H93PDW5&nj&yVu`f0Q+ zh$60kO&;yR~dAQP(#bL<-TO6ValK8bL%Cy^J<92%DeNp|QlArTq+i=e@n&Z;DXu%e_BD0>bZHhnrlCuV zd8+u8Dq~__C=E34ZgJI9^y9mf6*#l%KW}ml)Nq6V{)FutS&Uxn&f+BUBLyvbmKMq+oqO(s~3#xP@6dMWP50`19k%E_~&ec zfz3l1Kp4o)_SfW@KhsU>JWlkE_fE2w{|ab8LR18w6iv?tpT-Ip%RE|sIvjjnlYvW; zjlSqV%WH+KJloHG3nSWXo8_#Rv%vAr|LaN@D?+ zs$TW&`C6=^>nYIpKv*S|-T!K$Lbhjk&;Ht^u18j?3ZSwQ+Px$miDQv}!oQ{v~JC}=Fj0j28h;;I%m{#U(8#1eOM zzLEby7Nd$~F_4jbXLIE7D-{bZCmlX-ek(cupx)b#X7vvVw;Yr`f6Pv9e@!r0yWf~L zI8??EtVQc8ntgG0p3Lu;x361x_9n&?wwFh1Ou$b>!pHh8hS#s(&2bACEKsN=C3sx_%WyI)Vt!%$&W$;oF6^7J2lyoQzdAOI_3N<8nxGyZUj zr5}oMmgOoNlR3Gyve$M+=F92Z__5b!L_G{yW52$udn!+}NO+CEF#C%;Xu1GGV17eBx+lQ-EP1I$_WoA3yZZES4SNP3s1p8=&A0gF>mw$gOFqm++~LkgXX8r-p74=`NeFOi8F5Zs!MND>LQ2g%F+#oRXHw<>R7x}ChE zmE3Qt9C|0{M#ki>r`yJlYM&d=SQ|NFE$dEvk8N6tG+9V^e`;4DM;L}$xAFG9eU*f? zJ_&JGzu)N(0er<%;~8<a+K?d&jUC>ul?z4q9;smzFz40Y42r2i8LW zym@f_MvL8G()F75XPtLBnYLTrO>QpVDGKsq2;7F zz;;>4kBj;RE17aj3YJ627A4hoTB_Gr8K!czwc;Jn{2f*Cj>18GNm4&Q@vaA(#PAmBpqr zHozZ4{LyiYVQ{Fu*yLaAFIo0`xW{4n3*~|8hfq?~$(PmTX~w09uzUfX_sCn+?w$v| z*GY>t>J^k`gPGA#q48Dy>uB!kJb!voFw|sN|C?`A7*q9H5RpaD3B7Vq*2cw$N3lF#0lWm?sbl9a z)}!zX9EQ=Dz5vd4Bt4>*B_l>f&J*sM%OUSNDBim*efRv?UBce$4?*V}1)3Aro7`(K z4|YBk-randUiZ^Wa(x18t|`jCe(aOo8Y`b}S?6PuUwD><%fY9Og=;D{wb1-=X)Vno zp%TzA51!E8$xKyYZ;-Hh>Tw|(OV-G)d#3dFMSK$e?jg5hUuQAAyEhg-VV)J{+mcMN z!qV-uIuJY*w{tzB$zRT$M6&T4hWSNOzftIpG*K-*a-xj`Z5Q6I2)NYHylL1I^;+S> z8yUvY%AFgi+|6?hwORVu`Nw+EG#>$D$;+=C>ryTw>FizsJ61Zjv~lUv zd|H#Yv%no0iJ_^T0^Pg@3{*aiD<=X(PENH@@AfxtuW!#!?Q4Re97BVK2)h7R?gQ=D z_K{CHU*?&}b8|UuyZXA#mP_GjjAH5h!$+mdGQ$!YJqLCw536FimTMZ%x$1V4^gPWg z(mtpv)E2#QU>|JF*oaJco-_uyc-=5jc5K$S_?2o$j%qfW+PN@(og~B;le;PRen-W= zj&Fep0R=Jeq$Qo@#V}O5<=?jLEm)B!ywx_z#%vw2;DE1V=Te({<{jg(&52Kj^r>u~ z-tF-zJ0;@bO8wfHJmW51Vs%Vka&#E^fr|c@!@3i9!4Qv>mAbQ^)t&C($yU+9P|+rh zr=?Q`vy7?LaS@5r2VO$&-la@Bhs>{DqPj^f9&PQ|X&va~MplO>VTyop(1Dkm%JqO^ zegk_u5hK(n9|lUCR!@YM<;FQOE*|AiU?W1+J?gzt=^_@|yMNbmRMdVC_fzMMP*K)C zdt{~PO3)lLp1-JGHmNJqbsJ8I4OM(Cw;gpfk!O`x(>Z`9_pjn+-~ebI8sJ!kttWN0 z8$me)hhMcO^qZ`>?{!W~O%m?iPgth-^fhVOPw(*teUu-V3Yd$r4_hjn5qDx*KlHyY z?@hQbCfE11dV6{x_r7;Sm3aA&ZDAj125Xx?753thkxWs-;X#CN&!5zvZiZv8?rn8B zCQ?X+(&1k-zM_*pXqQ#JD}}u9D;c4A=qf=YD z0RvuD|4V|0cCCd%D)xzH;3l6d9T%&A7o2F%ECaN-vYn$|=o;j5Kf`?#{?T+o-Y^w^sx}ZkkIPCyzD_?oqHhoWoK1YCbq80eE{+-1JD=o>wcyrA@*`BC!`|1IdqhADk1YDO&3;RO-? zb=)06 zw9u?@=}Rrwm<&+DlA7I^!em;|u?xBU>#ex1-H%Jx6m+w&J0MBy+MT+Ub0=;Z{KeTm zBlckasaU`OoC5jagZjZ85ZBbtYd;yvH4b-NLsWMLE1@2oyQlBpQ)T*b7T7V_+8)TU z74HzvZlBkM0kw-gYGlXPP99%y)%wTZ zM973c*)@Co$3(SERnFR5h8|M1s@fx&r8vxpLrmg;(2?5e;(di=s7Qc~8)Apw_em<1 zv}fOrlJ9x$)4iF6cuO17BYDPK3`<*by(%$s5)kL4yD`<4Ucpr5g`p_S1-{nvSlV8- z|HyAy2G_K2$Z6M^{^~Qey~PY71cp55lt%4e)*&^bK6f&z;emA(MYdUd$w$Xe`e`@S*_Q$1+2=hs>_RU z=0}W3U#*;oV$8n#3+eqoaZ{-xe|+N;MVwYyyu2C{eF0o=e#p&u{Veh+mD&!5DG`#o zO)H3loJY*F$=;up5ZlZ?SOV%sO+kc>if2YN^tS{uhu6L7h8*%Gs?&Oo(DN$U*{mTf zcBvP?#oR(nc64gPAYk7|M{RYI4x@j@xOQZG{~R=Ilwj=gplZ&qX>Nq%o)Z)CPQGMUl9RbR!tVw&dxZN+z2^~UG)x76 z9S?nX^pGCuh$qaj-=ulhXxGp<5el^EIgudc3A)4Y!CZ?;(@yfA(#T+q$L|%-*ej=y|@xv4Q<;X7m<%&1yL?N81^;^@Am4%Ae$u?%kegS=Y$=#1=Psj z+={}5W)XAjeg zZm=|eO&#o|iAi&J^wxuabt&za@^U9iPPPF^mR3K$HTv3|@MOv^@3q8ASSa{_oG1R~ zh27r99Xl4>(dUy=7#Y!sLe9nM*)D?U+L1%@H)kELg z&-pkQGr9xqutH*O!#c<9zAE5pILXnpvx&AX+(^3Jrtr-9hS=U~cBoVvjO{kNg4FR= zhOw)CK}}pjLV*srJ@g>hKT}3h(Ku;ho&M;lR8WV!tM`BhtuGZcsE#_OmxqJ>^(z(2 z;G*EiD*A!~j7p}=(E!OnUiUf>0E(Fk$b9^}fC?sD*NEg(A(fP2ioMw;am5BlA&OeA zJhq3#(hLspN%`y4Z>jPdp^v)tPCxL;hSn+1Vx+N_5ugg+uS=R+nueBQ{eqotFL;S& zD69?ss2kQAW<}+>(>I*a5R2_KW<3UHIFm^G6)iqMt?QAo)pr_qtn3@keaXy@FCjhx zf+V<78;l-1I_-fm@^RA7G%#5-506V(KB!wvErP5J50e<3W5ZJ1&m*lY_%p|XwseyX zrxZ@uP2nG<`}Y)yYN?8oi?@ulJvy+DJv#a-D?7!w(0<3PK(4IwHKq`{`T9my=ByK%yE^i>A%z+`kai_9>yE=aRfs?ZgfJA9uB;7}VrY}FwqeoV zhje3-AuMGLTo2-GW-wC_z|EXJdoTU~NU;o`c()rg&OFrQK|PR?bZ3$A7M+F!n+*8^ zx#8#QSH^CT_V#Fw)_Y0J=YemmNI#)70NGqgy!NmYBm3RI=^&1c&X?3Q%`!s*tg#DHS76MC z925rYR#c~LKBKfK_p)KRjc+nCCTre? zmZ}H0z2Xa>Z37I!yohOl-0)7c9kFWgpG@$*qUW~tEDJT-E8?90a(%r(m!G{xT^g~f znQJonu*IPHHnRA4Uj)C1|9#$jG~QD>nRVAg2=DLxIbr zGJMnYPN`C|et#}d_zw4zx{!N7VdHp)?o8y!2DA#s2lz;!x(cw4P9Kac*l7bAQ(sq+rN$$WDoUQDTb%^utjm^o!>@4bE}1EUSsVeE!}`8fenSd%n-*0im3FP zm#3X;eC|Yutm>!)8fa4(NR$bn+nauAQ$U02>GXiMI@C~CR$3d!s9-KoqDis4qg_8J zf0!v)-2O4J9?(f7d%NdS#6;!ub|FJ=%fx}=9jqJ&+Hy!^#u7LJ^3%$?VS_{l13?0) zZ9@&|=)ev^BC(0$mpY0#>xdQH0R~B<;JYNbbD&GD^-=&2EghT(aWn?j+`s1^h6%O7 zv3_S1rhxt*Dx^orOL1Gp2vAwq(p-Ql*!iJ|$aSJL;OU1%lMQ!lkWASCutUJ+5TH(V zV2p>d&JjJpp(#{FzSosJ8zv_Ff2xgD_Fk>ryG4*yV^}^0D&~i$7~Z9HEV-&_+iI@_ z;Gal`AY^7||2>H9b=?6QiS4!GvpCQn>uB_F2Ec2b&uR`U-~CaaSOmMuudSU zHqV0t_8*z-3i%{4vdOqR!I?gZl5rIXBusFH;vSD)ygNWh(f62te-Yg({jZ{bZiZ0f zi*7iC@AhV0Iv6gmzmA;DZNsmmzK1hw0tZGGc||rXl%Z^(u4;^MH~}V~pN+dXd29x- zyKBZ=#=a{93>!KtVbZ>A)yw>O>+}R58jYEYC~Ew8E4g$?3d@H2BQX+S{a7a$u&Dzi zzl-vBEM<#A#V+Jd-rm*Yc%!>^54-h8{T|pL@moT;KpUhF1zUFdrKDS@r}b@+ib0%& zXe$m}<|Rwdb6NQak2ahc#$ktv)RLg=q*D?#SnkD^`Aqc;*f`2o_>PLXAzW8>rw2m#yi2)=|97wS_ z`<1d(#snXj{2woT9ty~Mlcgip1{wCz^cleuC&j8wK+Z5qX@O8%TzM-&d8g;Xdpi9$tQE5@K|yr`jz{~OP4m5y?hUykdR)0 z6Fh^e!Dz!VEFj&=A0Y3%0PaDkCdMbwbn)`&9Jvw#0jJqI7c5Vwn-Z~O2Z#{l*6+RosYx40b>-)- zJwxROBYn|!D44NkBD7#BO&P4~#hsr146wQx$-=BQ;GnW7GRIp;fb!noma?6{ferG| zkvado)}3;97S})QkQEE|m_BB}X-ZDBPT%RT5kP%~0FJpLR!4$FJxQD`^HjqACoAv+ zHpF_L$r{w3CnGUM7>^_Al?P?WXnhX}Q7CC^x7p1@HLxw}-R_IKWo^SnAGW{qg0j*( z`r8jQs6p5>T@(N~QCDVE;j zc_X|o3?qO_h=o326BR8`8~3#DAT{KpN*ZL&v{*@c`V0Qcn zy=ASUE$sDpo$=EBp=A?UTaW7UhlQm9#2GkWN7F_FRv^n{Qeqs%<*v0XU>pci`Q~~? zpuY8>w_W0{LvmZeU6^I_{sYEw2I$P>`u9+wF=(Q=-c=fC4?p*y4uggQ#JNy3bYVo( z;p@*nbuDRO3w=-Rdj;EWdE*7ceoceEJirm5BSukLK0Qm(`zAqNR`IKEBT89-QCfa> zc+;jx8$Q?7NLOU8@&ja6_4ey^`4S_h=O~FKMS#gHLFMjP!+o;r7l!enc+O`dfWn7; zD2nBf6vz>v7gS~utgX*U{hwL@6ox^D84ln%Ao0^4%X9-n6d9qI%5qh=ZSc{uRT5XXD0QssB^dz2CzrZLDl(UB}jrMVW z*(L#GxxA5@N}|B?kHz|WdT37;mJdVdYX@0u!wa)%Y2>ie_ktWBILiDVTIpoPu;c(t zUAy*;o-->!LrfA-@42;JDd4xv_R!2=T(&dd5~gnG@=&u95jN54Bi{FPTQ>|EQi;vj zs$-Kw1!lIYeIGzYG%?I(GZ~jze6x)}Jq_JjYj46Z1<0re<4+Sm(s2pEvObf$(q2eZ zD0P2EOm_DOP(57|0_G_m&_~(Q19`+us%r$5ZQTza8s!8!R=|XpvJNgCmpOKDxe)$2 zeS21J39*!kmid_gX$r>}fe3yn7PoATw4d*Ml?mi9VsAd#08RnTmOhvINr_(_kk%$* zlMj>@o`z*w`Vtbqr45;jW^4)8-km~MM?H;mJmFgaF=jE>@4SoejKs-tpzPrO{tA~W zT712ZMlz8UL7scK2~=)OBOr?57&cI1dUR=K4L53Q`(65E9lbnuyeI|dZw4;!{ySn|J;pjL6LG4$*9Y9VL+dqc0fSY90P_{FP#SdeM~DmLJ^qBCD|^=Ca7;?|C&aO!cSTez9#jz)JfI;B0&+ zOkdlEGMA31aNyfv(XWfX!X@UJS&t+Hv%1Z?$;C#>Cudv+pacXyVtN6<@X23%##F$c z!Z2%x4L3J|8!4*Fa07H=gpF0ZVZ;u!=F@zWuY;oN%5Yc4?$CRC!wf5QWK+*rQ=1!5 z*;%r)y4!^tf7R-wIy3ii+M>Q5b*GT^&s6u*2v7k{eaWYdhT%d`b=+6H45&ZS#_xXc2 zXSV6-g{PQ&Wk;@UsXO&d@osTu1&ieQ6}?2if5lQF+UBVUvg4extZp)lc{HF1_*!ac z3D#}+d!7S8f*%%glGWW@><{4MrVmSmP7mT?`a#;fh33VhD8=GoaR^20(i77hS9NXM z$HQG1Q<{$m78gBzeYv&HM8hMK$p(S#nt<4ox76=GjwQB#J&sm-LHcwL?bR~@`A`?wnod-0$6;Byz|jy$1t19t|q5fBIS76!!hKMN9f z2Xcl+Gj`kas~jkGzv4^}oAv}~G+*+A8tt?^HJAp-reFXey$_2Q(r;lF-{He8${PWiCcOqq)mCy+wjUY-d(u7L^8@&XF4ZdzlP1dLo+5YE&`>&~ z$Ap8mTU)HacJa5ozD3K0R&^=CNzJ@>EG43Mzh`V zKbU~nCYW@t$D6~Z@(_q!JB%K7?z5&0ntq4;6K+tK4;$r6ym4Ji`;05`=fiRvW?8Qf z1)mB-Conv9jEc;MVc{~QGq=}#=A zgH}68I1$z%t6|>Ct9ip_MPjaP`FRY+XDz-${GZ0y`!Ni#lmDw-3Ew@d)K)YNk&Zxu zA%v<2MFJP+o=|BU>5_>Y18-fmZDPYq6`d9eq(PuS zs6|b%iN;mB{B7gxhoK@EG8%?na}de6BIb3|GyNri9?LcQ`~Ov)WGtIrpaep9@mhL3 z)Y6P2VTCeeVp{XYi+M%vMY0eUbC{%Pl6QaXMb?V-AcEZUXOscX9fgE4%kK7#p^9N> zM{@2>6)*s&7XgPd-`!>7>%Poc}#rF%0eq9W*ry zGa*3x#B?8eW_`X@ZrD0bKW4{`-uk#L{SL0q68#`@dSMvchFF@?wsX998v;i()-OE< zPZLTOuZiu&$h(i~D_L|g4Hx(%P6A2G*^1lwDc$a7l|o>kHA>_&$Bcwd_l^Vx!TdYS zzvcD&Zm}18C>)992K?4V@|~B}|11acPd68zzj!oT6%!uy5-2a6RCfS+7h!BYzx@aW zBmne^W|T$OF*#aCTEVS%te*BxPkiuOtE^kQ*gp`2t}j#mZ)s#u<;m zc?@I0>txSABN!A$`HD31Taye+XX%*ZI4@(Y4=H|~ccoVWbCKjk`}!U~yibW!K!?|T zu458_auukzOC*LB85*9~q~;vIZh&fG8q@>tVT`18fefE$7v`MGqYTKW`HfvhSL59F zmrxSuaE!%SN2Kx=bhp9!X`>lw62E<>9OP?thG~1<$TI{H8ax%9an{MLa7w_6fMz>t zL;u&)su8L83d(Je4uc5-xpye4>I{PfdVxp>o$U2&D@o68UrLf2CBt2bVfqz#00alq z&)L#w+lFQLyG(&3AE*r$T=pQ<2Hmx+;o48DAG9*|LQt}(I`1lJZ4)}9HdlSH$XuB| zW=)XcF0*{Ex_F5u0K!&gXqp`?+%gr2gJ|&_&f+9uBV)1g2?zgHwCT@DWBV@MC4&ju z721NE^F6Pb2F78<#UMH&?a&eF+MIJE2j%1$Q3z(>)WBf-LK;}oBw)!v6ROWym&IpA zO(v#bv1!6(W~R*$f8;-q>wPBbrK@W6QzjpvRr8wNk}U1a+a-MUdSRq3Em}ci7CB9x zEDdh1PMJy3m42`BLkqviu1Ys4M8#^C9%{* zvAh2J;4k99;dBRRt{z~O`0MY}Rb_y}YV33M3snE96ELG;1(jkDFjnH7(jD%9y}o?T z9#|Ym?*aXnYcuVZ5_wmyx|3sGdnipKtY^I-bcI)e_!L2YFRLs%3?##UBOid`a5AyP zH_AEGTTMqdLR+iN<^G(cpot4{aG<_!{-z<2;Vh`@#UEf9prrvVlCeK<1EW(cX35l0 zigF#AL7tZ68ABka;HXzz5FOP^d+Afhq^bXp30_uFj?5NI0C!ipGYFHJP=k&Gxq}qL zFd6jQjuof`h{D+V(Px%=`UH32lCfc;!fT&Cq_A8K!4CmBW1!^xBnBz6qj$!E{+Ut) zKx{j1q&krPW&w<(-^nQJQHTR((-r8d5jYN5Bl|x2!!#Lc7ML_Tij1*}`Yt@6viGs=mV z{k@G(6QQNc0JyN~lif>8dB81BqbqpX5-Hk+jTF@P`Gg)w?D%v2w}MEg=UOdgXp0e6 zVvpucLqSaXmWj|L^_a{Kg`1bEb_wWA5ez`0@N9?x1_CKz(*G9LQ_aCxm6ITPs0(GL zj|>pGZv`t1`xXGHT<2|=p_wLzTq^9ksS;TJ&AC<5|7CP2y62($Sj(zSd$DN75xRIh zfCTrm3)-h-81M2V0C@);snF{am(SkS0Q+W&42%JnPAzLI(c`oCmmt8+a#P8LL_lFP zod>vNRyim<6a7BrfvuMzBHwbe7dgDzF8f(ZIbHBM0ioZWCZS({)k#?5b_Gx@>&Tq3 zPCgO_H)!f|R#7Ex1Tt^{8&E1^Q19_6wY)B)m~DTNgbXK;rm5VP%!oIY4ZJqC@~>Y! z9_$Dl4pzP@o&9GEL7RDK+>+O>#Aa}eR_~Wwzr*==Gf*p^q zBAT*dzzg%ilKi*)ebaN32l1Y?(AYGx347|xuSAE7y8p+s{m7z-z^Ilzr*+WNISc6t z2KMLkel}KlXXC)Mg_BI62DpYB0;an3gp)U|eqZjQ$2YSTRls`(0_>FpFwiu7 zaJEiUETVb-6{%TeIajoqfoVhkN#@GknS=TiTuH9T$|qeE<@jTu@-)JdnD~EkCpQ|q zgrBvlDe$~Gza_Q@AM-4I0+c(Of)9XJFy1vx%E^^KRTwYW{g;SDq};0JI6ZHCm}#;0 z6K|(WyTZx2%TNS*IL&m!I*mo=`ru1_$Y94T$|y{lNgnW!#48%JMQodrDyk)K+luuCxsMf#Q7KWhAXXVk^;G!J z2-$O%$a)Q*qo#^?`1?|hNqeKL8fT46WH-R(Qj~u2HG2LQ(*C3pS)}NRfue`SVmeAy zsMEax?9a2U#%}EGl8<<5?dw?zqk9|TZuQ^&)nmJE>9soTT9#({FQjgzD!ZoXVjvGq ztS9T9jYT$iO|If51hbEX?)L>5S3Qev2DP8+A4w?`UjMxHEO+LE0=nkZH-aqv?w6i1 zmvYi39heEj_0Zv!3kW{KcvCyU3T+oSL@ zLHn{dixtfhC#EAElExL8ewxuY3kQD{7=MQg>%cu<-{P8xzxhZP;#a56@FOi>Sf;v) zjE(}_Q)%B|`MV_Jq|UFJ%t3)1T#;eO1~E5NDq%=u|GwPyyy<0xvRlqD%TE3K8qYGt zvu{9z6oP*=c4My6q8jduyW;gr?JBy26^89HFTj?jV~LRiq*w4kf_v`IMOjkL{uFh5 zq}L=XtQu0wa9c)fl)0XFi7r)q&aw|Di5gsO+FE-pwbD#<-s$!(C*kSy;m0Hm1Mu5_ z`k?G18L`A_SMUIv`;nz1ohf*S*?vTTblX_TTHt=4e~g#vnHy16fgHN;4gOy9IBoj= zZ&&0ZOK7RAScTf1KkH#Pq2Ki`U*(_w`&Ckwmfy`D)%l|M`ws>ye$=sA3ZJ>Dls>`lLs@A$SAtN+S0fBsW@<r5BNYQ;rCpNDPvp0VGKb|#aRh@!N`#ar{lIb6%Ra+4TaMd#U%Hcnfbhi@i zBqkT`kl-a;w21K?oliu!J0xKg?S@J_rq*WZ6XPF+!--dZi&|{@yPZq2j;!g9zG5*e z*31NE82;*~X83W)Lo(DTLkpZc5AxH46kWo`3dp{=sWh_$kUcT}r9Di`DUw(~XAfa! zp71gLI9g;i)Oxb8N`frz@B_p}_Ja4qhhdL(SEONn+vRZcKzKQ7`Lhc-*jzRf5S4MT zg}nKHw7$PEVeH{WbMns`9T!8x96qJK2c64d8FfFM^yN1Hin0Yvj(=3=T(LhM)37}7 zvbT+Y?<-Xj}%Z1Hj@9(^lr9z9{!zk8UNCetgSK^N@a?tVEw9I z&0Rccmiy+YN4No>vq2b0E+sECZGjv29F4ro`kq~+p2PSUF;&R}6(5Tv1A8RaxDfo} z#}YNKSH=TN7HgJ>+NDdW9$a&I45a`IZ_8cPchd7*ZsdPuCYTI2{-Ja6X;H_yg?c3c zMAtN?W=okJ{d}Qd+G`}}UqZm9jSFQKctRH^OOxF}q z7DHt|(ffCg+-oeYCnvW6Tdq1@U6~O0XUpE|i4E0e)@I}eD(u6be<7TBh`Rl1bxPKs zWoUVzIJw8amv*;3`B`Q05=COiS4eQ@MX{r#&r^)Me24xnFH4A9%@lbPUXt zc_Ay3GDnAHDB4V#m8jzz!$kfs^Ith8cs~OrU_#3|jJ{5LVwyNT0v>aYGV|rbgO>+a{oD;=usah?(p}sAz3F<8i-m-S+MC zv1Z<2KY@_|gNk?1m76uU+i}tpbQc~z7JfOdkjb;vJe`xlu)xRg@+J4A6513yjNNwK zRdlx`p1Iu!m;qNL2%2kB7JgsgzVHSGq}XFuzT7pfT>Ad@f4v8^YM#b{EhgKiDKdr3!~LI$o# z)hcQiyl?aSeW}xLlJnUmgBV~tnN9~)O4+Zb@O^nhM9rSxKZV+hBa2W3vJcjd^@_HG{8y?huNbATeo)Bq z4iH{-Nk7i*yn+qBv!!GU%9^#OXo63oJhq`6=}jbX>vz6_krC z^J7)^k8=PiPH9cAO!}3)Rz}^_Is@-G_+wuja;Bq0Ivouh18LG1#fsVs@zq>aqxo8a z_6+!PX4OwUz)dO)G7QhXG4!^876Q7r`g5RUc0ZRu41X+I+%fWgNa$BNAAi-c2Af3l zNd`lAM0#R}Z7JVMMfxJQxizxyRzkZ35FG2Q0u$oBiWh29Pqc2@lTx}X+$DHL0B*jZ z4CnsKbX_}duV+?bS(D-5@V?p;WHXK9Ob&CjT^bPpckl%msgp2oq2k@{Zqb3aaP$v zo}4VW_?ZCfTga!TyK?A|A&0ZRVbpuH@w2*wkSYmJf0~qs4=aHUY8O8N>`j2N-lquB zr|mXN2jwThpxN}sc%ke{mh=t(K{uDJk;Sd12TV7i%BWN#hFevCBYNuRnr5YR>17H+ z$W%*E@FCT~Q)+NUm#hFg^eCnJZ}kt9I7G?X?8<%J6N3Q<%0gs1okR7=uu$sidSivT zQ`&RZ4I{d{6zVJ?5Eh2ITc0a>GF>W2j9tEAi?V&mK8!+2k-RKfJKz0PttZD1yKN>@ zf@JC+0UI&-6*N50G*UczIN^~oUM_F2H6X!1b5C~6soRU?E}i+1eRoDRNh9LZM*5Fe z)12uzM`U=qZt*=qClCdt$2l38mG%2S%<;$co2tag31X z##f~1Xx(|PEVjniaQn=+2GPes>Rxi5)0XEN*M^NRM6Xl$I8m{Tep$;Ab)tF5;t0OnGmgwPXCMJ(odz$hWsEJ4#!$8oNGyMsmx0@M~m1FU+k0D8Ed4@nThc23Ah ze8A@?nLdX9WQKlT__`}tl?ikQ)5h8c<=g~EdJPmxF4Obx1imcN-3Km@4W9kNd`mxehNKW@2*R|s@-ZxmV@GZ zM31PR{n;^p*KB6_v9XAT?_n|-0Mgcdk}>TgfEiR%gPG&*UlAw{ZAAOI(HD{y_!2ux zB>4SZel8eP@S7HE@0olF<1v9&tEP6OsP>H5Dl>+vF#DURVS14Td-$B-4!N$*(Yj9- zFyOy+MpV88DISNE5l-EIqUBrQnQvIWUwfs^?Dgx)g-@PBS=Ff?DQaD^px9KaB1lAS zDcHE@@M{XrX429p&CFZ}aOTR9@FXfjR=OU0WR;OJzHyvPHE%Dk#5SDW`nSF@&x&XY zDZ*?jH_7zr^)GFUH>XUOA^U!gM9Y6UoxTMH@-0^M75%mqroY@^kaIweBkE4C+!l=P>wK>G>QesV2X7zF402%DPVgD~?#C6~z z;mlD8u#>_L0_^#%t&t-gtm}o^)2IL$TjM@CA@m>z{}Hl!LBjEKU&EJ9d9jx0V7VFZ ztZPNl%>vdCa(CeoSh}T=Y*IFJvHxIVau`&1nfn5e{#yyXaeha{sg>p4Z4y%QmI*^wmM0i z4XIOCh%2JmoD!1E0$LS&)C<>C|0@xWT!El3b`2!b;o{GhoQosB+bPgfJeNVnKrpWN!cWz%BmD~XU znOPj_^wleZE3y-2k^xa7lQ4hFj{q(v9;Hb^n1BFfvqp}6hG6@QvwIKRxFRtvHZxSl zPOxG3BHJ^&S(ds?x;Wx!e(FAaTCx>X8;19d`j?Phc@G{amDSi6`oy6+k^IAOo$ ze`*2H5%LZ%C;2&wUQ5N9-6PFc@*(}3$9DfUxQ6}V>ifoCV-;+#7oT?ov29~4xwBYR z$4xz1f-zJvU&&tZN}P9ez!!6o89Q^4o=ahQ@1Gf=XA+MT^Zpk(p`tTg4ovijaxt1xh6coMi%))u`1^dS><=HuMW5lVtlUfCspA>UV-q+lY@+JSnFczD#Irg`P*82 zWTM@bJR8Q@@YONjcEjd`z5;msv^l*0Z0@cF$KG<^$L+tCcBz?=RZB4@XVN%i_BFe{ zZMd#{oOH&M{qv=J#YN6viIJUR@3SJVp&#lyni{V5nKw-0dBK`ZehCCQxVMGvez|k?Xq}}3S(k}lZfSW-C2ga6+Lp5LB)MSL zltz{ITN{D65&0RH12>xaD`xWC5p`e394$Q0_6?QZ>fdaENd=yOU8-PYns41f2K&u? z>gJ&wUTC-^M%~2PNatumDzf(ip_cZJ#GTlEJj^K%qL7l=bAp zY#xj^8w>0m+%ze;fyyVerX}&jfVy`zRm!9!NoEyqgzdwW&QYKiSkKYA z^xTLeFn|n{NO(bCrqpa=wYPR=8Jkf2g2Yd`9h6 zC5%)ys>|f=k%gfiT!jY4R|hE zAuwz{rM6pWsUkDt7 zY2qFR_Yc1dFXU|B=r*27vkksp1v&ZCTUp*53_Ec5K5)i2OI(GW_o>vbNj>pyEks^= zdVA8VdF@Q{S0wxDK_H>!>9M*kJsIOFvq?PDN|4LTfHX?+mF<#t%5YxolTcF8zynzaRPmpb|Go9T%lyEtL@x@!ZvLYNz^8BPfNgkHJD=qL{mZ3UA#(tz z$SknR@?QgZ0pZCgke~VAA%Tx2Q~-!04jYyHuK`vBIPRAS#!~{i_PVT`YsE2sOz1gwKi9I+AxJgo+?ZVRKKOb>{|~eyK2iU-Oi5f$n&+lm@ZTYuA~(PLi-nfRtnZ_={FFFBprDevU%Cq*hEQj zC}18>7fNQd0r6ZVRpzfEtWiUVhJt#620tWK9^S_9d%4s#iVVMJxT$9@CsNly$NvQo z_yzl&#x-BJ-ObtA3soIG(#$GHq- z_JNN|6m|ELrwnny;e?H}(Z6jYg&1`W|Ci^%;coe5cw?Ci3c)1Osc#`>iPlc;;`h2(kzr*Uk)k{PM?P4r&&aN8ZP zA6E`K#22dav%I~RT7$iqE59}dlTU&b(T6Vb5uj_jT?f%XW+MxxA5Eil5c;z z7Nw~H=J<&0!#T?Adu(2c2g!b;M$ge!{*WO+V<1CZ1LKw8bb16=GvtXfTOx5d-3^aq z_uOWQ%z%Zgv<`~#WzDPsSP*(k0uMZZr{^b4c}R?UNYpzEqxzxO#51f2ihKIjMQe{> z&SI`qtqefIC`HR4bh$15EhIaS{?F_CeZ<<%*Y4D9w88Gb!^br84NHUKp1gHA0;0(9 z-PNl3o5Xn4h-GWgj|nnQxfJB=*#E@DKO8=`7`TtRYHDW)k;-Vlr3TaQB3?R>qPus8 z1}`V`=gECrc(jGdVf}&o+0S42uM-w+NxRoK#ecH789dLPTK=SS_KDcmu(`Q%RvY_s zJn~u+YASUXYK;t!DpDo$j3Q>ci5?7i7iB#9|FHI!VNplz8t=>?paV!KA#D*dgn%H8 zg`_kLCEX?6Fo1}(beF&&-7TGpbSa(E-F?=$_q+E#=kxiX7uPkl{;Su0|DI=&0cE#y z5(|td6C~8_FVhNhO%!ZsF<}*-x&H^;o;vQ696VUT!filomRqxfJj!v8HN8Q?dl8Pj z4L)hR`Cn3{LRuv03KK`j%be4wPc`C0O*tf+PJ66r;GG?$92_(PW@+nVPI_N5B{93~ zU3*L;AmH}+aicy8R9)rZ@SgK^x7$|ZTdD$mJdDhMnL`Fm^%hS$(j3i|Day#wPYgt0 z$-HJ}5i0jH3>8@ z>dlKN@!DUvueR#8Cnu~MH#Zh?vjdNR>k~S4(l}K&UM#U&U7arXw=t z3hUpO9#&i@E-A^WpX1aVPrFS8Fs7`$<6nJLwfB={{he7UEY*E4fQr{DNyEDSa5BvE zAcH|$D>e^IVceIKOq6j~+g{gp*C(AKn%mR$Lr%Fpz28AL@k_4DwY(z7%k$&yl0#oy zLPw`*m+bTX)awm0b(3_S^_+wWHhB5tIAE3Fzq^^ngM2ja1y1uON2&Q5`^$=4UlB2yhy)*IRhAjNRF+j>FOWR&8&RTWK}H)Gkdsi7{<-Yx{`_qIUryu{h<%I0`b#i@0x=)_5o#&&B| z-MoNS<9jz--E;iAVIakKqIqG>c$$-$p1_lSN1X)hsBuwcU&R-uo2D0e+Lu3t4u=)3 zK$Y5qf12~BSG%2bbs1s8}xkY(T8jn%Xb5IFj+?{N*f zrnOVoeSf8Lol^pH<|WW@j-ZMxO&!dXJF(HL(ZI}{*RO3Okvh3;Gs9Z57$Mxh3`WAy z3lWvdaWfXDpUm0zuYW$me_DOB{%G8MTIgH09#Ni?;Tc~M*E&l-nGU7!Nh~rwHPJf$ zD&B%CP>}3~U&Yk2^vgVj0*OjkXs!7ggNa^1d@J*WvLq18hkj;v1)ntBth z8&*A!%2H3=g5B8gISq1BN#O{z`!_r76tAn(RRQfUTmc=~jqD94dQ)U`y(mJfB>i<2 zG*%{1OW=fP7fUY6m(14;-`+}{RBT6rd$^mhn3tNc2sdnMy3OWZcy`<~t_GR$dmHVY z(?*_HtU9mdWb-VEwU3cj`S2|#4YAg)e3hv&8V|bIwD#KX{e1BVQn~>w<`U?ASDC=89i&9@B-@s4Y$RE@kii&&Yu2D(fXiRTf>%8ZV$F;rd26~ zi=9E@-8~1^W}BinW~{>RSLi(QDtDIf+IIrnRQhsW!hmn^SSguH;p&4zfi~ z{Z%Vk_Q<5%1W{(J;Uc?jceZl#3in1y3+pyYyZIlemPzuyf|JK=IZaqr{fzJ^FTmu$ z)}Eg+FRGuk_S{e86zNkRJhsx|H<01A=%QpbeJk*Oxbk7v=9}U;Pzg0#8wwLU4M)cd)^*(O60ZGfK0qKjqeLu z>^{+prwzkLwH$Q=g;Qx=SMI0Yq`S7)`FsN5LVP?NV&^2mSK&{rv&a9gxDvSU^>^Zsktd@w6p@I&Gn;TV}wiR*w3M} z5mjvmH|=76@lchHKKR(i+S=Y0HCm*pX0vkQOlOwk71VCF{}o|!rYyCr1x{YscMY)+ z$|cpNe2&IqamD!teJYa5CPs2H>Gc;mre@7j7b0v)?>)O9$9sx*8c+5}y9R6dRIyF;l6C1K7^w|ZaQz9x$`|CtKlvZf`)f|}nW-@#pjkua?no&7Xub=h7n{*h{TBf5_L9#KrlJ1oIJdP7BHuEFD$?hYTe{Z-u z$of~@Q_p)|`#roxuB>iEdoQPq5-ryVf;>}8zz+Suhm1hl>vCPYPQ$7u%g7&6t*oNf zE<*l;(E__ke^|@cpux^f^QVb^znD=u4g@V ztm>%OR}{0mZnM!-NzM#IPNGLM*H=}zTqzC|gwCPr(5;(o-*-ExSVYdj2=t)A$wT6r z`l~5N{uOM0fFBIAbdS3}s%kt`nF4EB$1CQ(7xu#Yzqn|ckt$ug_)H2bgiSJu&g>Dl zaEdb_9>Mo1)#0!0mKMe-$e5D41IIxpaC2G=f2&gXYO1N`-gC&iwb$&0*xwbaaV(dn zUf16k^~2T|>w*}kdQ@ubX3lb!f~rF|mW*Hgdg)`T$@FZq=S+fQc-;3>-L!|<+Y#P7 zlBRUUZJ8ltR&Xo+y46TwxqRVS;(EwaxQ^|wr=8OC{uIaPrTZ|{C+#Icgejxc$w*A~ z{4|y>KiT-yo$_`Uq9HcX18^P25n%wP>kmeG9R2A$_epjbRl9;35weu4dmN5Tfn|tS zq73RpTRhk8$D~P1ukudh(jFKh2nV?KB9hw$3GF^onAPnl)p^){A?0#wL{eFwa14yp zQ4xIQ1aOe#uAhE`HS}y0+1g52?ENf)lqO{a4^fOt1RIzJ&1D0VQ z{E3@OT_GZgmX&ITO-F)eU#5<^4CSL`b-nu!z zB?^{OGtG*2pZutXIE}|n7*Cotrg(5dG<&(*j7#TCr*C)K^sP;$z`#Ki?~KT5;-}yo zpJy-Mvb0`0TI;*Uss`88_*%%DJWuWCn7t>1W;M5U-SanZEZg@yD1uvV7)$Zy>j+-7 z+=@H!emP@ti+5ahZ$LNehGUKAWFi^f{ZV-qK}E2Ji?8-LO8lurjB^;J8x1_3u0Oh7e$nwNgq&p5WUaKw zs4!qAVl#qd>Zuq_}%2)q67RkrPv%F%Sy5 zwte4dmNnjWYPx2NZ{BX+9voCBQ+9nqo`;_u_pLa{VP%1~ti7GdKPG>?&I-NeG^4y1TQeX65HZ$fkDChtC)zLC+1@ zbwkvjcd?=gTI&3Kx?*WVD7Xx@p7vI0tY1gGA?s6{WcccNbu>Nu3N^F)J~w)O z!sm0ww*2&;YCZXgwdkuYmaTX{*igA#;P(N8Q~BqXJW+!TqHLOG&S$IHQ{aN24LZFe z!%shG{m(K9ql$0SQX?f!bC#oV>Js_72jZBKKhmCc-ukmQCgo#o8&CD-7on+6ws5ZCT;;b78a_y zVhbQz<_RHvOFrv0&8k;F{EgJ5!Ty=i?$`^HhPqx@5PZz&9Cs5)B23@CQSZVYU4Iux z8kqG|ZT&M*srQn2+)k&*TlZ?S(gMYV#@Qq%XA%3eZ{rrd^;~y}mb^*M-1iK-6!03c zq{%fbp3Y>t^0I2Xpg6VtaC%4Fvyrq_!}1c=^jJeX_qzyWq6Af5G<;bQ{#;OB?v0Bh z^$5k3kRhbqJ@<}H@VS~JRADnHksQmlt=-GI?Lafl#vujV*A-mkc{HJ z<}bR2+*W$rG-{%3$ePf$|+)z9qhPE}|J3U-6VyQ9Qn2ODqBvaT7*J@a}#5+ByAr zlMgXRQ0mYneh4*Pzv$yWPIle0h@iGL#7Bz@Rn2QhsfZQUnK70e!91AGS}*>EIlsf z=F(^TZl$naF-iPPprF1NaU;$MnpH8&O&$6jEBWgyx-;Iry2y9@KP($Bk3#L=AmS6R z33xRIaV4vR`$B%bf|xUF4esF%kAw?t8k8u#uZUX)1dzj%j~gE}>!R;dWhXiX65x(*N? zsD_>NGDX^#BC9JIsvIos2ejg%j_=zYyT5`>{AUJB0z&aJ^_{&r!^}ZS%n8DQog{AW z`@*SoNmHz=P!QW6|IUdgZ&zjrgCPZi8pWT*e6u#(^BtW<%CLaMhZ)*cPPcGl8&YVP$P#BxQ!LQ|4Pt@3e|qqN1}}6; zbDBIKnb7F9a!qL|#U1z4lkRXTBttoyR`DjsGZuB$nf}aq|L&tC^NA3iwe8q)nj>ZW zm5;>kjze7O-s0|(5yEoS#C)B!oFn5M+b0h~-G=u3{71rDT7L~@?2MR7oeN5@N~z-| zdk~ZjHy>q+KKjx##zbi0d-|ME&rUK7Jt``@)_Ugc1`|dyCVlYHE`{Z*ou%tQb?)IL z$5Bytsx~%1d3WLN;cu$n9 za7u<>)xjM@Os-b2ki>nGI?d;PV<$bj_PFnru)-!^^L~o)b%J@J8XtClMcCW@H%qjC z|Gc4R>U)5fl1YmX6OG-BdHW_ml!%XxfU+IlX@|AWEVWLy@q_QA2o`b_-cy3`op8gV zSQbpVL~gafigj}cJSJGpy@halZZ^5(GsWYnAqhQNYbgrfA9Cv#>kSg_p3$UHMrD5i;fCpzEP*-6swCK!?@AmwLt*>O@8VgN_B681Rj^o3o*M5urj-`IX)Xh>@4oZHA}3cX|1wMBLkyZiai!r<(Q;s~F^J_YE7LOFe z%j47U@W+bT;&>K)*q&cvluRJfrgwW^}Y8FACIPs^qpI3k2tdC1pOhe zzxGAmO_`hQ6J*S2SXCjsN)bi$rJ7M0exUBaL8PXOJQPlkp^F-MB3yl1?Fj^xZ2hKfPS2?-uy%^g8J* zqf-ud;W?l0?RWoS0TzO}R2&r3WH@k9w2WS?n@xeYL45ZuMRJCCuVhDy?j~+{*3Aj0 zse&mL+;?lS;Y#*paaJM*)dH)b1W*JLUVEf^8B(B&>gzsZ?XlI{mb#5E(XoX;ftR;|U#JdErMZlWQ0y zp)dHWx9M4mfgJ;x2#Re|9=_5}(wQq;(1QEKTTaxW3~!q?m>l6Z_5@LP$022zD<}+( z_+Byj@PxieCSP4F#>m`gY(Wd}H`cHG-#OAsX^(+u)5Utc@(qg-J!oRjCxVYM%c_WK zport)YRts$etoBud=E?^sq9@W+|0M4! zRZsHu;so4{ryU_)?qBg#i2>77`8{9wk8SPJjp)PtKNwnnfD<+%OhjR5aD{^$y z+0Po@vkj&^Vxf#0RMAi|zJ+t$CJ2AG^jaffB&5jLo#a+m&QfR8TLGo)yG(hQ6YoQ9 zBaUZY3O-bX&u1ala!tiVe;H(o@_P}ruxjBiM}d%Mn)phda%rX*6}|Pvt@~WPgPz3c zQCGixKg~Y$i7I7#Z9mV3%6N9&@j#L&Z19~yLHSxFOo&Bii@r3DA(7b-M=|&&*}>=3 z`&0$9Sh62_ai}c5NQ=`Qa_?S{MRs4P9WJ~$q%D?1#5PsIE_=MkQtrr&lA^8mSIiI>xjnCUO>P;2- z3`f{T9%BDQgI(3s=h%DFJ%zLz_x>_h| zg^{sGeTIth3_aug_=%vmAq$Da`NPz;@xW@0`v#%n-}x08W?FiW*vIr<#$IGjRz{X6 z-`y?(=^meAiy2R=^T>#7Pxw-m$)%~6V8;2(a_X6Og<0Z&tu)@D0M_RM)d2RjYrCa}g3!c}`8TdCQAXx3RB=Yw+3GFZnXBjqaqnJ?mhGtt5< zc!jh(q+O)aRDK{#sN&;Hz>q8;Ym$Lo&VBiuGVV#Mq$_~~`tHgjY+KwRrlh@Vldl(M zK5$6^(}Wy$g|sq^wIuvsieB>6AAC3RGl2DR-BnSR@a9oTW7Y{2e!Uhc7t_dWQ*|#o zt31RwHh~RW@+->Qv@zPXri7dTAyGuNjV9UPElfB2f~lmTrs0oyXdK_uC{>Jsz$S*s(gjBfC1Sra29yL$&q@=)7Vj;}#CR&o5 zRGXKE8Jl0tJI32|*w*X;o}_?FZH_e{HAruYlw+fJJDzKH7y|%uPx+tU&x)<+t9V5V zjG?NiJ(R*fv$s4Fb{{}P+|yltqYC#P&6}b#GDYv*HQ|ekd0}uU4|++jYSV-L)tr2^ zP?!@%$o3(nfQnc^Z{wTcSIk5h!V(ex&(c>&Gsb?&5j|2Ks^T`i*dcQET||6TVM+}& z^GDDdp3(g)!aXJ;wq>_jh0@F1+)oWz)M;ti_zbDJfC$J02D>kgq82DsS_S;0iemF> zrarM&OKe4X#lEs?EbI;F3F>X~@`>P!Or)^CV%|a6%EV;Z&0HWR<&9>c=di3@tW5(Q zFgagz*v!m>b$##(1Kk(O%c{Cd3gr{hZG9r38vQXO>H)X|`YbRPMzySRV~7kUFGy zufT_%k;DVMs5zEpcm?+BPLZn^s^e=>{;S;p9ZE7=B^FhO@VD}ok+60Ql^ARz#{wQ= zMHIWGKr+%XEJ{%=+AJ+jdFpVD_{*rGcq7KX2Tz-O`VY(KQiDRGeMl>Y@aV@Iy}VL6 zv;|Hb&P?*W6zJW+-WEd_1Hk1AOz4T6b->KKP}Y`kO z8Rh?ZH^2dIplzZDF+cFXpRWNBN{{k;Ww!tOQ$zsIH`UCtPx^m-z7X^eyJ*#DDGdGc zpP%~wrKn$GJ+do~?F#p0{_mFq01Ge`)S}}fBTLt4d^+Jt0xBNqA+i5cdWEzAcoeO) z_Ws$UaM-X>%0#9YkL2AW2R_4 zDbwS)QC|gy*Cu??eWvl&#D`k{Q#z9vSQggMb2+p5REJ9nr_sZVORrsCr!o2Qn^rU}Rhw?9T0htG#szvkvw;>0a!OP=$s_aFZ)bMaSE~C zIkt&wJOHEoPZtxd#Lxy}9+KhRw&6VR>^X(2kGJlW(%c$h_@5dO_l{ucm)B8e=?`dn zJR8L-HUz3dO3E|)+xh=~&(=S#AgF;bV=Yo_8BfwK)xQ?tV#zSUvXeV8HVYlfR}+n1 z*TV_irBYhI(bt~GjgnO8^MUeb6O@+UDm(z%mvf$W2ZNYp!)Txwa^({b0hr{wUG%?= zDbSl^fUpMQun;+%VV*&yD*gqZ*^+QDjc@xrPd9 z$#=hzeYscZH4sgHd_DDHyJs>ltX|=C1pGg_d0ntkRuRsF0KsAn%ohj?c9FahBbb=? zuvmUg!A4^tE11me{+m8v$gzBCc3o6i&dy}ndt+D`!$uIvXc&8FS&b}Bsk;@fH?vti zh2-P-*sOo1HAblsL=XrLjmij|+D)ADI^?~)Co}jYcRv&CDoivuWbm?VW|idDCQY-G z|I&J0*f@dfMr(m{Q%~*W>&lGHsg#xwZQtJ@P^YGn^pN3CA!dMy1hI^#@HoR88QO-=Yb7PE}q4}`OR5z59)Tmg-!dggM=$qHBn z%tr{7^-R&`yEjwija&@kg#-M`b+pW?`O4l2mkF51DzaQv7o)g~Gc10UTAe=l8pvTYw3_!Sh=O%Q~lFK9FS+@EGsK?u|F}&2^Tg*$>WL z%&*E$d1LvXYe)To^dH^PqWJ>jWA5kCq12*$6_!6+e%us5gwDzeDBB1X*!tkMQR07n zY|}}z>^N!D*)~K-4(XjTjMbWa+DRRGa#5PRgP|F;oTf%F7p*s}!-kHMp+>BvQKPi2 zZ^eXH#8U0zQ|dMadPZ!Sza+vep=fy~Y;nuP0kJuyiQsqqRbrvktM3GNUti<-r1JbR zh-|yF11^WQHBNCsYlprEGzX1FHKz6*!3D(iRS{j3zqJPKdigq&fy*9E2baDhTk|sM z!+bnrO}Meviid>%d)E*5$CcW|zF)W1ZB-|S9>@$ucoM%Aw~T-lD5mY`P`)&cbK<`7 z6CglZ9jdUEfIH!z-BD4tJ!IxVtJ4qvg~_FfrZ<v{CYcx&2i`>+Y?1Y&G6Zg;WUStp+%cKTNkup$2_mnpQ3;PRVp zP=RZXzjbk|CT+V<*ZX*9+@DSCjA~e)rhR74P8!sZU&Fq32X=u~f+^ZYQRbQQQYpr+ zuLDm!xkK1O&81<#PWyQ!O zaOkO}Qe9!NYz%+6F#wkr zD5VtxLRf*4v^!#HY@(f6kiAGSOO#lCh0GMbxB8_ zFsU>|QU{lCmi*aJ!9DR~(4nSn1id<$`$Vq4`{!oGsQ)Yg?(;OvCzW|%388qb)NrvU z*z8>6cRer}t8=n0T9D@IS)_HIh4Py8r&&2b zGJ)Y5rePFs=pKVAhO}4^2FMnywmsMB$zlh+S#@cLrRe)0jq6H!q`mJ#pTM?YgfoW@n27t4dK0H!0;=Pt-UG5x{e)}#Lvi(eW z<+LtF_eE_*7|id+P_>*HCsk61+F&1^BvdBN$8f_0a08Z;puy(>y+wDb4fO`idj9C# z5KI2VP(ii=7N_Mr=Qm9$&Nu)0;pA+yFC$;nU0KaASatZ>D(EeT*T(TFM{-|1LoPPZ ziB`7y9lmV&A)(_9!-7otakww8NE!5t{{EbvvO-ZPKwP ztqmOrVsH3u?!NbfQFUz+*v6ADaA_7Rr(MmjKYWG!PAa?D>sIxUgHA%KNwJVrBB=en zZgwXyujTuzpb|@eKFO;F)5~P*)6o^c%>22go~l;KXy5Ccc3uc+Abhf!f$~X-2#aQ2 z#&CPtT%K|$r>@PanXMG}JqhbYc~fg_I4)Wu{qAYTk3DnN^=0g=a_`5}L?jrjsH*Eh zkP^ZZxelSs&&9&Q|A3_M?wGmw%j+4R{5|z`u_B}on+%!8S%#d)ZbJ>4GC58G{AiDsR!FWHrw(`P8Z>`3F3=P_ZoUlzpfmh^=Toctt3*NaqN~ZISgueX#fx zTiN1Me$tN-U|>Z~&x@yZn-_^J8ZqFc)?j7G7eV2jGMOihTiR8; z*M4pdmNoVuL7Iuam);opBRqhiJ4{`6|D(cqlPz2KKon62GD2wa%d3kX>?WNb1~uMU zOClF@gwci$ww@8^k+7yu-Mz0(=)kmd<#fWm=Wvr6!+nn3CBfa#WX6cl)+Qy=b53T@mm)psIGYTHt1a+`~ z!HAdAviCEB|BEzz3@P`l@d4o%w}lYi?`~KPUkz?F(G9~r7G)_eKDuE8Z#*j4U#)DD zdT4Iem++_&D_CtB_h=u1!=rA=<7_&C>8R+$R8Yd` z5b^nA%^MQyvHc^35ug@9&O($=#OiR@ftw;;3>AU1ES7<9+^QMI`!6{;C=#hkDt)8^DgRx`|?nzq|9a9ftX! zYQpJQ&<--?V5)LlAv-f^?9R#(7U-wrj?b%;{Y+j!qj>hax9} zOJO?fjngb{`5y&d$9}nL!AK}SJ_j+jAeEcQLsEm4#E9T=LC)%5>xwz6WOQcfCSwY39`c~@oMK-Ps z>b8jZY;=}WObs)H27+^<+ta2X-n{0IO+t?|ifr)&V`UO7{hJv*E}zvo`l@C;*QahW zU3mVDH$I9{irHa4F`CDfqFQh-P)W?s41mmoXYvyPn1A*X(Cl z=}E7If*)RY1pcD%uMsP2khlfYuqbJFuW)TLDzIue{9^@Z+(mv3h|+s8-$mB7Q~Zm= zr?A<&z9-S3qL9Lt)20+|u1~&?zXq3x5Z<{QS{4phM>h zP=W`-NkXLix3K%YRanRj{ERelL81ieplobr8$?4jiiOfv$hOSZ1HN#B2-d&y?gcrb z2_GEGNQElHUxe0TVb(n=5tGr$XJsS@#&8WM#H-? zLl3-}^T?Z)zwh_1iww7NyOBMw0n3L=P|ClW*?gY({WqLqJC?&kN0?Qyz=fq>fuo=@ zW2m1sV!QjjOy*`E|6r@tw5Zt_4@WyYj#NgL8ldBTK8ooo*$a1z^pAh@14|SsEn#Qi z8G0fSQF>E+-o3l?R@AP5qg+b_99f$GaVgwC8=HE7;euTa7VwwV@HEx+wD!iQe563j z?ENw^5}nul=*-8Oo>g{gm7T5<+6A7Toqdowlk_6w)5fzkmPVylsVyydH@wu|(>J|X zc_@{Na=of-yH4sx>O3{fp*3fsRDWTe|LvlLp3#o)TeR*hh^Rik%5@ZkS|O861#;?5 zL^^kt0W+F&<_-NebOi35Jwwk<6RQVDniVZ1{x^7ZLouZ+vpZv!qyliPO8h3P2W&Nq zBvk-c&EBr=-H?Y)M}8-tcQ4)vT@o5$^ZZG9mO^U69H*Yv89a3P+v9AePb)$*Q^+BY zbRw8C4y?uN)3rAtd&V(pMmgidVIo(*TU83CJ{Lc?%^=Rw!jnUgJUxhPdtiPl8lch{ z@tKf$AOxxGEdW=Me=t+Rrq}am<(v8g4^*MLl3NlL-t2-D883EBzqjQTklOu(VFm}0 zK8*+{_M@KV?qfhQ=3KBH)P%fGbp7>J>WtYZ^Yc-WkuC#_E~LdK-J@wSn5!45Y`(TU zck_8E^`Ye;n*9N5)F>O9KrS%SH z@hD|bR{7~_%hefPnQNsjwjyl!5Cq)~r1_tl-i^0vTNHvx-75bW?R(qYaE8ub^lU4S zD*_?v%!cJb+T_^fV&iHc}-r%PxtKbcmzUi8OkV*J}Sj=vW8+TYqFkTTyjeum@a znZj3~+48QgTSvC6BR?%)jM%APQTK7E-f2-rC&QF7$EC$+yc$!#J%{1^tbW%_x*vDB zEx6i9uJJ{)~)eFxw~zrqT_0IcPZTWu1OsMQ#V75K;5O(Y+7>ogg}RVM=EY}S_OsqpMS=ZQL#ZyjbB_IoBw2IH zN%=xcdl~;PKAP;2YL4*t{iTgNv^uJS<789B#Y}bhgY2atUoNp5U8i5=-xPCNFT2us zxBPrU&kpg4tQ(^5(Dp}}BXpV{T?6MPm0o`{ZLx8zDoTXONQJ92;W zp^W2l9uEiB{z$eY`~7u;^Cp0#+RWaU>%{++t+uQ(beKbW;_A#_eX1j^$$N_Y7;s>N z7yNfBv@TDFWjUcxOUoPWZ7Kx(qmrN@wXrbA1#Q>SYo^e{@)0>n0ZZctu=vk^f7Mc) zkXU*)L2;EF`AR1<)wE>~fksLMw&8Wg-X*SRZppcn2F3^2%kuOiWw`` zU`)1;n7P~L^XQc3o|Lo5EJ=ICuLO-KEgaJfY|a6v(xiS|%{Yq*LoAPVbNl^hvsY4V z<|tQL4_rKlkG~B( zEfX5f@o%E=$#+JU$}rzr$JhlX$*{j%MfUPPI@3&aC~=};k)jWCu5R9ayhI~s7$Xvc zRx8Z@vV?Vb&ZkZV?&!C}C7TGXpw;-ZT!GqxE@!A!C$|Rl_r7#=ya$G2)PXF`~qfI$clH`{seyrb~zDM3~ zf(P9{BoQ>PiCcFFGW6t;Pe<~<5a`@f95NbIuW*fY);|6Z3lRHa+>rUA#XS>ghtUMA z{z$(R(U`pV!7c4|*#n~f+P?|rXEP-d@NxYg42>0*uOkgqn_XSkk9$<aC#gm?yz2kFSYUHt_A zSY+z?EqUZup6EoVk}llj=&aDF@20mb7v;=v-gxxc29q!|3(+#oqYQlx zmEmRt*G9di+w}OroKIQGe=F{jfX(AS%Ec+uXCC|iW!fn$HZ2b;NW=?5a!=F9uq6}u z>@6mKC}0aeQ>(-0E~BfBxw~=~GqJthtK7GCtV;HZWbtVq=DECiY+SX;wyIk};j?p` zpAfG6NLqvY!>s5wYzH_k1LqlfkFoPxjH`O+V$Ll)zpDqT&ni}T)61E=BtiudH543y zprdWUtKYuHqYntWQ3w}hVI#Q9NxuPT`Dscs=DHJ?-<=;2Ev%Iib8niE5n9+oeVWPf zv9KEN9Bixu4M%LJrTdJ$!&kW5E=%6pctk;yDTwsrwYWYBcx zSVLbkgCu7n|0bF01R9c$c^gGJ{x;;uef7Q$&hu)!RQn-0#~UR#x&3XixpMJ=W5ZOA zwMOt5k-%}15n%x#hUKl6vtaAGFLm;0vahcEoXvOhd!Ej;zQ*vG9hM@$g(vz#;2rRW zAKa1*;&&Kk10x3G?VZ(tFF?~sEJ|SeHL`dsyWHL6jPuXUovLr1j#8zf3kDU#!s>PSMp>C_ z5_zJEfD_8TXw1e0B96}uy8ywt{3T}f903uY75a9hw&@tDHJThiV5KB@Q!aH4U7WnP#*~Nz&Iq0~? zPHMYg4S?ofvX^)3kYGDljAESYjM1Tf+b2vtuFlGs^bkFAO-%;}PqnNPmW(Yr9t-@X zgbj_}eq8fvOxw$&3Wyr#X}QJrgKWM{7hn?^_q@@<{B3rUs`afn72lz^?>(kNytbG{ z;D(b%n!b0^8!!4ix16RNVlk(;giNu0 z_I(f%ccK*)*P8itEviNAR`uf~Oi&Jx8*LW#mikt+Q{O+6@X9`@yK^?c393IQz_d=y z-luxa7nFPnSg;A6NkKU1jjM7HBXxFr6X=zmL4E21q*>bzHoe>&Q+h$Hnjq5LhH_L# z3h_C}y~yM2Ajd*Xlm|<}N_paOUbEENLGWG7KAvtzpn_GbV#Gx3VV)Ug*-XF?HVWjo zq<5=sX#U=(6~`LouNS;L7_uts;j#0@A+QA^zq{2`J1fd#6~v70O&02smaPv(NU^P6 zyZyI8(S?Z^w2GAB*%fIut34dmSf0MEMW2j0qua}jVLWwlZ#^bVcfSqh9n=!gux%2p zYICmZ@Rv$DY3(#DE26154L%EiDb9A4v#Ald3H+tEW=q4JTuzr_r(D+ymf7!Ez5alS zHY@8Bo?tC*f`z&l_n;QPpN|I|;zL{CP8SIfv~tM%C}X$FbV!%xt4(_U0+>Z zQfLF!eR^3b%Nf|dLA(rR;h<40F$B&fiWFP=mh-r-Kg}e&=PsTTP+rj6a*4^N0unTy zCv&86-5GcmH#pYw%W6T*afYqcjquqniaX5*FrK9nUl>T8T+jtE#|%ZQsQ=J%N_M2| z_TW&^1kL@DI~l~Sg9HT_;v$vs4O9_fe&c6xQctO)+E1X?Z(<(AN^08WV9N2EE6{W8 z2pJweprg-v&3pf3B_nJSBR+e*odI#I1A?`A{8X514k%}SWsGBq!nF8)8k3GI2oE|p z{EN{ct%~Z8awpP(dOzfGJmqAS?nh>3Y9$@>!$wHQg;Jy!cnyN`ZdTuS#Tq}#67Bs> zv=)|VRJ-y7;}K&>ta|Q6rVbBdtA5^H=&S>A5d#=IYI+aTk5of>IUe6M1M>Ef$Tbkj z1fOHVgr?Q&K~#l9UMl||$3t*v-EEfcW^eqSX#10SJ(S>uW`W?86i;j@- zJ1$4vIpd=5dx43DF=}R`$@`i{-tjLSp_ij_t96>>JP@$4ejy6m_3o}3%lcq znXAfqmRld^Qfol?%R3V3S69C068oQ4viv+FINw@BKCYPjn{~>stcWD z+VIal&m*o*g(DDcr?E|Pb*!ps<5xwZZ9niP8kKI{csa^$r)~S=ap;W;-6;@0T`${3 z7lTnJr`ITHgVS_~X)H87Di$w5tAwUq0xD^<|l&<2$b72!pjR*HpK_TpO2Z ziG_RnfO!yK+@`8&v*qW?K*kjDTk5%M4T6KAHPv-NZ`0AhTwyTyB(uSsr~=YMm~Ylt zt)9(@`v<|$m6JC^f{~XaF9Tb-VCw`n$C{Fr{2xtNla^A-k-q=WyQEc|XoKxS*QV0%f1X z=lV749o6L^8ovIa7l;I__q*T@jo>4s5FFRvEq6^^L6`PWFYvlppu75z)^%{pE`w59 z?+w8V%BovFMUdY=7!rStJ++#AUWExX^s*CtAsI}#?B@`{=PeD_t-(Zb$34}btQdR0 zu4}e4+Z-t^TdAp~7x4I^54r?iWgEQs>HF z)pkA3j~rwLcR%8~<*(?LEK||pl;7W`E`|*uhvaepVJ>EXA(9ah2!x@*9Ob7C$Mr0h zgnq`692G#g-(T4PGoKYER*XzBkkubc04bM)mq)V$6VwY|BD^+wo5NuvLRJ8V`xwSf zooaiuNzA9LHi*_jjHsuP;eL`|E)U^>@xG;Ti1J_Q54@-Ht5*dnQc{`h@;9DV3>ATK zNvc}Yh>D>|@4sLL?ZaXgEyKi=cR#%}@P9nJ3|75^*-xZlZV&J|-~~y;_02d`)mVgr z{p;j09I*%@xVwIIn=5dAJ6+RY7cYr4!J_HWCK6*Ba}KpE-!{!jaj!VQ>Q4as$n|$R zh`1)Mh336RY^8y>nz%1nIQQqjyt=*X&_ToEI|j^=o-ltk+jxJklUBOP!!d1b(}%N? z*IgVsezVUyQu(^$GMX`VeZqrFzL>(#LCz?w!yG;^e2rEyR*iz&g7t9V=Ucz zs->EbLr4_I!<6>!9}WX~)Z~jm|5$!0-xL+&uQFuzLJkOR?+qtI?-d(3=S;Jro zGN>ElDF?E4mr)Z&K^&WQFhNzUNyz&(v?9FZIH9d1;^$Bm_~=_vc7!IbC|YMu1Gu4= zjRY2($U=fH-GB^4#jwH@B5Pn_QxHYj{m9R8uLPydOfUHYD`ss|pXdwh=f*=HjN749 zcJ;?0U&tmFO(1Q0hv@dA{7XB zi#){^>VJ&TOg#Pcm<;4PV?qVJenzKMmb71@L&q>|yr4^VYP9G{8s|tQdHEKzynNAw zVhs@-Pye#4K1TmwVcNY1mi$jpb5fPplH5c;W2{f7Fmcwb&QTw-@8<_1vx}8<14?yh zd{wE;W^rz|k#lRRhra9p^P`s9&(4>(sv!kQgw&B`TnH3PcasesQLt>T_t&Lo*ww|= zZ}4<1Pen@pLQ5b+AcAg8zr}UpL6oCDX*=BCkL_UK1{&don7!BI0@wTpFM#8hO}i7R z)C`EmnoA6r9%#teb>Ht9E1+uP8xVFz{63H#S&u^^K+FP5;*ePaU_sSWzN>C z!W^c_7#9A3AQch_xe;xSOMCOdkj;ra7FFhJW0r}VXzo8J%`Z)UjueC{f zh(O~YH6w>iMndmDc<}}XGnMr(bL1PTKl{z%S(BLTt*!+j%1_04vk};aN7X3Zbn|9$ zODS(!S9eMi2^`hg=uP{e(fa|y`R~lzQm6a?M0;uL-BG!(!`^E78f4Ob+V`avk<-5z zBh44y!igr>BwtHmi9$F=D{B5Gu!MiaLC1VZIYUxr&ywk=@TG+xK^n>$(AKSo- zgWW_a0;~yc-I>nFQwxMLBC490x>rRXj2e}Rl?CGm4|wIL{*9HABO=p*dvuamkcoJ9 zC~!B+x$C@+EzB_oAx!(DyN@P{#hRm*+%)!Z=Dqb$_wd*`K5Ibr$({0Ff@MEow><2& zU0ty>?BLdANy1?2halzgA1D37`M-YM%AW_3!{{-9jpK>qF$TWi7SVS{c}!g9573vq zzM~+2DzP-U`)}_k@oyhQii3vWr73)boj|h5kT9aT1zhgkK|(Bd6p6+t_F%Cf)Nurs zi4y&~*E&l}k8kqWL7}>wZUidI@bvrX$8lSm4A*!!AJ%Y1x@Pf8_h4+Ipa&=uKPIat z|0TO1)UuQ4>L)6zm4Z(YR;ZY0RSg~_5*fvs(>P)*wUy4s{(Z*>w_Y9lWZ4&G-U|{@ zkk&)J5Z%Z(12@h8AFkdypsJ?r9)<%*Ntcv#9}tv~K6Fc`ASJCxNH@~m(%qd>(kb02 zf=H^MG!hcuY@g?T-uw6cdt&dI*)y}}TGv|ZVnV2@;d|KD%@{bSamrV?j^it1eq3ij z8|7KFve)A#(Q)-piY2`aM-!XS3pR;Z7$e!KHDOtLZcm&dNPpMb%!(7XTub{o^se|u z=jHiEEQgL8yk@%5aKX589LW`6i+Ky*4I7U^2?Iq1K>sd8*Z^v<(d(^&6#xryRpHtQ zJ(K1xqB(b4M<1DC3+_Ue?@sz|fi$f_fNZEI?orpkiCC{CwzE ziZjOjN4i*V%*2?jb4V(?5$s|asFt7fj=YXC(=8tFy|=i?(a>7Uh z?=g`6Gepe+uiTt$iozPBqs_Ly;+DsySpr#|aTFGV+R9j_d6Nv+gSt1{sHxLW3{}p_ zU)F33P}xRqpVuBqn9}Huf63Q1p>UJkc??b_kedY@OW!2jJA#-*xr#-vqZXGiI>rT` zyJ;m732~!!{Hd=OOl}iB4jxfKb&m@a{-!G`&UDcehDM`uYla1dlxcm>0UDAn1U4~j zL{hDSPbd@RN}6*4!6M9r+l|2jyx``H7D=s;$!%Z8Zi z56bAdZ2d{pJf0mbsc1DCBTBwM?Kd;(%Hl^Unn*d7cl>uC^`fS_Hf4in1DWVKQJ`6q zGm@+@^9Masl^R_)-mWqu8lPIM*&17yTq06Sr9SPNnla~PrK$OuxOrigid9g$K||vd zY{6;7$9q=GtAe*-NO>>r#~C$ade5j`WmX+D+@6JlNy=Y+6}z=7leT$F% z$>RW<0<0Zx=;&92z$k`qnG0%%mvoDb{@licD;{X7R^9nsi($~M^8S9Y_())RemlK> zv_IwOFZeGrndggi-qdy8zZ-q5FG>0KmEV2r_Z%TDq47P>%K*~*j#m#zC#{owjt!D; z6o2vR=mmdx=)cdqux~4@U!W#}QI*8qY@qqUfiEn3%IBz>JgsW<)1{7n29J@)U z|Is5A{`bK6iPR|O6+`=<=lTZ%Xs8%wb;CBWI1JgcSs-B#dQ6$r@I7MBJdxx2$nm^)&btj^v8&9t8g{`2(1shv{^FSSl3vr2=o~2U>2+TcJ$jD1E8UzEr7LwD3zJtsvG_A!wF0C6q@ZFEJ`tcj!&U~!v#chc+v?L$6>guZ z13OnWqeaM5k%6RE`p@epqZguhjxABExC9sD*|nRhOlKu8`#$~L-Synk`U=4sMn*=y zPgit`HV9KwocGEW!7jd8i1=<-o>|-^!*9nX*Vy;a_sOixJn*N(2j1f4Y<~^;hSdV5 z7PXWv=Yw&4lq@*M9gfP_*`|=eYg5<+e;y4y>xd#mOJU9X;*}v;rSpOG3fpL6RtUn# zj}BXcc1Af?{9ZO{cH!Jk@Pgd~xUAEaN_hmFXb)&<|u?@$|P0yt4r3x!+BS9C45kDaqVDp?J)uLb(OR1%<`K26#-v zvH==_HVkUE^&A@F8JML8;In_4Y=V`9tK7%9NVF%?l$Vw(e;u+p`{7^z{a%c)>E>-4 z|Ne3I?Dh5KiM_iJ>%DSQOznXGU4jaKN)JS4$xJU)?#<%q{5VWlKu0OgRd_U5o&H?ri}~ z?S_B-L}t_C0kgqp5L{N@m^8IWn)fzjDG4%OpYhReby{|wc4RJ0{hWx1$( zYk>ali!{7N>T0e^Idh(>ED*ZebUD$P4Kx)gr1C1mJ#Wz4f!EpW^~I#0D>i4N+Qubm zE;u^2^t3;R16!~?RliG3WP?KHe=Z#dV+Hha;G^|9VjW%4=5?g{&OOJ|zUtisN*|vk z%eht%Y7MM-?RV_O%iVW`n44T~EfVK?6*wmc_mTdR@ zKOaE1iCCg#_F);911h7pPdj;xF^M4-XNiM`O$0*8EEi3Z2MSVizBmP7A zlYRTIaY_3_L+l8kST-gfQ*beSu5ho#IJcqzC-7E_SD*a~2orS7C}FJ6ss z)U*I}h*_K3Lih*3e;pwr+Ed^Flg__jF{^i-46XgfcGyd_;-=iWJ3U`{Rq&H?8!xrK zIE`|yY{ZK1J@Yx$7MR!4+0}c6B`Y%`>`o&7b=^udpeCGF1$CU)cld!>G*L zC*{0jnRML03gfkn|1OtL?0`8A6rS-+$`?tfpng}fvCSFgJAl8m0R}fSU-v*-H7eZ- z05tXhpW3;@>nsLHMa+SR*yjzN6c_r6+}6{Q?~OSB2Vi+{WY9Sird}^1It8$ECptjFu5+UGTXy>p>Qy&YXF0Go%K9_#z;|sMV7iJfcZzk5 zT#^AcKYukDPz@GOtQciCc$D8l?xyi>^lGY#ZW$r9@FRqQa(v;}XGjd-l8fK+8od94r88%MNPi7~d~-Z0?gk;J&A*ZJp)85l_q@=nL3EubkJp0I z%W7_bJy<(bE5h#CsOmX@u$&>fYI6((?S3g2G3iEX2DIhHd6o%e$TkxF68IPDkj_31 z{BaN3B@hZEth|4vLUP9fTesb8N`I~|uWFSu(UV}@0F+C^JIF<1gUr7|%WVn1b))ID z#EM-Gqo6oE0+i}DO#kP<{>i53{6JCsdxw2m1i+jOS(_oVI;jhS~!^V&sCKMCk ziX0$}#oOS(Nl$b^{T1Bd!DHa!>C=9Bw!i;*RKx`Hs%0bQI2~3#R`h4TtLt-mSGra3}Kw-?(oiRTsI|jkzTDlqW>H{}IDN zxtdaf3Ps+3xB#$Vv{~8Qq$fI`&F1>Rsp1c(Ea!k$idYdq2DJooAJ*0BfOS1jvP*`f z)JB)`xWEFqzQu@xW8ej2SD#Qg*By_~FB+nSw^PlT>t>>XbFvgY+GFOA=&VSE?>?Gg z<0V5}e)Q3|#=f7ffy?J_2b5eSS|xa0kTFFuQe8JCzT5?v6#D?xJw>S|RYsMDB}26B zKR|9m<)K#Rso~FR66xwd6(9u{r-Z~;Ttl;aka^dlg<6EgE65yi4~^Jc1o=U3gb?Q3 z<#ep?re7C8DqY@iBA|4MYd858q^}U?SLsO)Be?(!^m09uig_X{_;;e(QIS?i+ybmp zH(cr^Wl=AO`Kk^MrB=a){9A!b$;UcEMlkb@wb>=CbBy{mT7;_bFJ3=ZXS}KHkJANm zUW;ghYrs|P34>;{^OP+FnviZE^cAc{{ByVfezky8FPk?fTSAc;!tjFx$onn!t!RA$*x&Y#E`O{mnSM}aKpKX+-N)&lh3Ub)DY;*fv{r0|5{ zdBl}HdIR^Auzn#GivRif=oJZS+zr?Z+aMD}STUWn=`SPjUTWvVOZ{S7Q6=IHbL_?$ zoz=T1u|1>V@)xVCZ_1K^U1jgn6T#S@ccV$gCU6Be@mDR;!uZOIC;lElUl+rIQD(WT zloN(84f=?=dYyu!x+VV%xyfQ5WZ_nxiUcs55a>aI ztPYDLYiA@hBv=AYYV8N4i?6UmT5t zVu6tRl9Sn?xrR=iJ!`sFv zGal)U)x~N0f0;THs3vucZHQ%ne*uHxxjg%iyfsNa01)zD%axQGTQ511JAAhmxC#Gu z^+Vr4q3`!c{^9-%u*&-OpGVf=FIuE8t<9C;X!@@v2%IA+iNn+NTa=ckUv8 z1&LLsa+_d2D))Yh@KrXnoF{`Qb|( ztJ?4kW$T1wlvTp=q)JB!zRabUU2-51>`J`EGYW4goMD(y&{H5Ua5$x%@DTd1)OMr* zQ1XEyR_&&)Wd9SVHQV@<7U4dSX`jhY7GwgSz&!xpS8CzhGi{>BqOv3HM(a1}X$Krx zQO3I0BNGyO{b5|_j7So2|88TQic)+XQMMZJ+?faeycPZnV)MqMt)&6u8!{1 zM&f{zn(ZJ_)ZO1Ok7$}g;Bn9Z_0mOTO%5J%$}Fc*LI9hNZe@*ia4->Vfmq5avKW>< z()mYbP9(7a`$CC&f4+u%vrhxRX!rDjHn7KzktOOfE3A9aFN|njc}ryF$Sm$m+bvo`{rMWt|As`@B&?{A z{uNV=!r^N$i3?@G?1)a0&s!Jsnw*x+47oasr*K_U+Bmd2q;v$M*M#}YNYby-7N#k; z0Xo?CdeP$$%oBAv+IHey4BrO=vu9wsdTyyvUtAyeu3LXal{d%SGI-ahEM9jXMJlg` z;nb`Mg*N=8r0YCz#@;_ha>X!lqnDO-XNbC|vikHWYyFOC?XWvi*PPtvT3e@=C`t`q znX-uVqL7_)asBiRnNo+W1DnnOH6c=zw3vtn&zfwTp^27bXJ{wVf&`nL3+HzpvIDHp zn@atoCCMV@A8R_SY`ie;EiwcaRf6J}hNS8Aw}O&*m`I`pY~0xE7heq;sRixI9>KQ2 ztk^jn#XAF(h^!$61$XhG~}*z$*3zY|wArkdcIHgX%Z2N^4)dAXWK_ zO`~XXuf_ZaZ(FP|zEnGgUjEC|2z~j0`%mo$UlEL2r-oouFzIOB1f9;Hr!6W(G+DJ2q-qiP(+aCw_En=~5UBWZ!Ur!KaBy>TDlIXlb$DJ!e>QCf%d?Zea_PCu4nW5U)Ajj1s-J`z6S z94&7~I@uPq6F_EQ-mEmJO!t7R74S?Jv{4>blH#pAKn?Q8$A?MMVg|Gk%{nRAPzi1| zJU(qyFHHKKs^9T3ZEOCC)ErL|t1wAKH|5y0^odnflJ;kv|NRkxff3+DP|Cqmm6T*q zBDqeUpgDHkBxK3UnM-Q)=Don3QbQp-mY{1KUs7P@^Y z3(SR~cs@Y`5iV>-yhW^`X!Fz-(`^MuV4kR}w;`;sIn4G7i_?UqVo;CJbEi)riKrk< znI)gbPo3mHR{$MAVDJjVT=!x z2m;u^Ud3As^O9}_SN&U|ZT{q@ib@1VjfJsxGc<_*?NYsL?sk9DtmWg5kOUH*qUuiz zk3TNz@AhBlqh!nYY%&HTCC+Nb&*;;Z3;k#Cp)nMpRdY5|Wcj5hb7M4qn7_QrRb$iT z8$26$gjBrrcbNXUftn!HPjx4QGAD`zjj@lJ^@a4%F#hxX6c2tWB@bG)ZD6jnB5?H9 zeDJR?DutqQWZG{T#iv$;RG!3Lht8{kWH>Afj_ondEP{~Igt0fGx3pJ#l4yOiKxEyst^7pJ5A zKOeLr5dFMleYvv#OxwTX9hPc~`~Q5f2}35BHN5+V;{Rz2)VTk9h_9_teXmb-7mJk0 z1ORl`27=T+9H_d1`_}-duEeV)-&>F!wFe5{vtIzg$yfno5?};%Pwl)?Uzpi!sgj|@ z6&soEzgH~7*8`!4(bK0H!T?pe&H=!~Dz)3PBf!4iDY^K4;kpC@^A(84I3aSZ+zgRZ zz!7eUXb*5RhsGaoL_zNI&H&qZ@+Cd1T$H}J%w$I9KYfqmgB4_pEkt{lcV)OAhpx0V zR3^Ecme&m6pYPUmEkhJ0uJ;F$XCNGJ2M5<4mz}u}1%R@M-6FW1+P4B&T~M)zXQuDL z*>Gh>>4A}366C91^FlJt>*Txo^s)HWfmAajNru7<@Derc^egQJfl>2QyQ-#T5P@w! z0a4~+ligy(&Z|uo`r>G5<4ICzrZm#RWaX=NiQu!VEI9&QJy75e*JGCL2%Ud@vjVx40|p2gWYS&S#^M=I zph;}J^VB*o`2Evf;5)FEVqnYWcL7Ay`_=D{Mqq+9-z9Kb6#5&Hb9dvRVG7WZ{u--F z;~1xLgFCv3ew9r5cuejUAR3OSWTfZO0e)sN#Qj+Y`k@^mw>`tg4-gIj!34`t6%HK( zHp-$aNC*#*yx)@pi%!74!+tRYQn5}C0(5ee=pDqVyKN`10AkhGz}&yyjiEa$Hvu%M zs|AhBaH^{7<}!O(QkLh3`H~+n5m<(Jq!luJMf>Ag(#jb&jdMC+vKU|m(4fa`s4S

7uonq)#AS-sI2Kt}d1`C^{yMUGI7k~3v7*{;LNi#(W$K{TA7;ki@RaBmRTXbA8Kw}3g+7Rhj9{~WO>#(W>1Zr6{% z-02W<%haBXogvCs@AFe{0jg*ZO3BzKC@`1(`RG3jFp9mL$Oo(vdiqJ+yGW-5b*l|l zs{3x9ADG^{=geBN(HDmS~EqPU4j^?h4bCV-qm`D3253E(h45kOoiXq zPQcfa&Z zfsN;9G81UPGJ3@j_2Gk)ZwwTl^T&@toH!{DC3e)e4x9meOs1k^=4duk}^J)AY&pHV{~`2HSgp8bKt$<0syqa zTXX4}R2q7$2hy>Oy8xdx`pFOq0#1hca0HF0XXBY%&=mj-oYIs(gYps|GA6zOR-Uxk zNCW0fI0qns9~Qsd+h3^4Q1z$L?fwP?&ByoTeDn?}xBdY7^#{(nenOJ7$Y@LnEg}`( zc-4WVAe#X^hY5%eXb&*)-`e;RIob!h8X34k-)Xz@*1_<7X-_X+{Pm1rwoRf69TVDY z%cW>vZ8j3qMKctchlr+AHYNRzw?!w3oRi#alpY8qE>=$!1GHMVege72M;al)hUxf} zNs|zZJ5l@U8ly#mvu~1Hc@LNnTeU#OD@N3X{OPVsHa^m)V3V8M6INbZMhUN%Bo=a! z65_PR7MBVP6a#6cI_CS#ua|H!E8blJ6BYYu8M4#)Ttl-2JnU8TBbH`X-{e{4N70iV zn4cbylH&!0YMFw`*l2o{yoO&=2*ms*FMsgsBj~yh;h);t zweyo%)z2?qr_wOKhu%6X^`l(7Iz}$qT^Aog40ByIjU>F2i!&+qr;=rD40-M=iH=_0 zI-MtYPpts_aHoNoyCfqoES0~HwJiGYc6iGW$Ks^8fW+Zwd7;MEwErtxB=vBEnWP_g z-3?%ro{u~=B*KGe)AT8vg4XX~2C2m@XLZvKb6qgiv~E+-2)>k%oKwQbXPmh*xQP0e z=wwq3KHin0Q$u*f%#ugZ8B(3o#&SJBxXEhmq|Ov(D_g2XK|$w zZdl^aGWpyY7J}L{Ehc|M9|>QtL0;vSW6z0ya8gKwdsoaQZEmr*GfqEwQRX-v zB^f`rj_=KdRZZc;vtF2o)vTn0E)!ayoh|?IqsVAbFNO8neS%r1shOs~<3mMjvROTi ztd2i9@u=pWm#rohThk=P%AT22m{55AYp{QNCUaCf^y0Gav z)U-fDggfmWx z@3Ke}2T#smIMNXOIG{hV>@;e7edr;_$wXRB3dmy4 z!pk2E5yfSZJTlb5Ns=k#qj+NH-5dk>I@{xr1mOU&0B;MG|@~h9nQWr?6og6sy$OXtt*wdlJ!8q^*h(&kgM1{c$!nX8GdN`*dkB!z8 zQ}BpRWLpz6FB5>7*Jt>Tj8c5}r8lEL)C{|$4 zCXn4>EF$)8G=&PZcz?w|mo!n~+oHI%FQFl^!=}9Jt)VVo;0|cdvoXit#|2V&%)Q zoX$1A6akW8u?X{4m-!7(f?3bpN~^y|%!jhHHJiLIbmb9J^-JG#OU$GK$f=L+rQ01k z2DKpg4>_d=dTWShj)3;y-J?YiOq5e;x|G%*Do0X;KF+sXQV=!uqD3$og(_>%Hn3Ws z$C|nFH~3L~+Vq+e3L~{N)BJ2b1nPjL9p1ev5gO(l;RsMr*L*!A6`d;ioX(5*%11qm z?)-d8@=4+oImwr(WDLb8)a%y1&EB!>`jtUkXsArVTqM(fx+(J~-KUHhGEAbE!e4Qs zSrE@(0|nyg^I7Es?@5Lx;7FG|$r@?x zpj(Vc>xlI=UxACYAsz#>M_p- z5q?m;eBOQ(%0_=z->~aLRFjD2Mq^;Q(!vt15PvggMR48nJnp9$Cdf1z(dDD3CzQQd>cLU<$U=}O%&GJ*s5VZv zRv=nu<#cyN;o;^DL}Fjm-OVi1pI{@Hg->f4{oPT77~;sB49cmu$ug{(lJbPXPS;UG z$B1f%GTrwIefGx2u&He)uW-HbkZ}@P;r8*v6yJ6_XeMy^L8sX<*FvnQ?fA`VJCI(f;zp5?kVe( zDIEtABdHr|3=0zmHa%Wlq2JmEnNlB7&yxdb?lC^Q2y?v$*Ly4NZfio>Z}wkmgr_fJ zVwgJzTu|0iq<3=u(rDz;a?%LmNok~M#ylo3#n%$<)c1tIB8id%^r~H{6yJ{;$8G~PS~nvF-vDkFIR%*$`lf+VtlWG0GqeiB)u*h z@)MnO8P1{(_2c$ay1OCuNNi!`t&cW{;qt^Dvf(q#_=EHXRbpB?Nsox7!uBFKs`bJS zN}dg~Uq~pFJl{4ZevE<1a*0TgEW&j{#blr+ioaoyjXGetLFgquyql|>An0Ep$l1j{ zLi;1@{7o#=^;f)`deflRQxrl>wv9&SVUfaA82MmmN}!_roVT7Di{PRd9A8bt?UQ=# zrucv^k%k4D*`j`3qsF3;4|*7+lHG zjYtob;CxwYjWZ7nJ@^$}A>e&yaYOhLP%zGsxNcrj2DY526_GNG?W4*}TWa{p6r8ux z^x|ReFSj<-#2gmZCP4*&OLRH<6mMJcm@m6|{@5xL6Yd=XCK9+v#k5t+hQXzK_`zONg+1l~Y zYkWuzDdCau#w-s&I1=hCRvUFhjC?zHHR$yvHoOde#TvhPF0SKT$o!+6cC$E6XC~I* zi_~Xp^JkxRM>_@T?FnXO^J}dBM(SYm_N36P3XGnK(`Z{zw!Cr*4a{YrFT>QL;D3?I z;+*QMj-#%3d>=VFmSM-RjzMd5Kzb27z?J}?M+Fg=MD`};(`wV{3+L<0W^wjvgDICT z2-V14z|fme%TDAI#L-sUiM>pc{c|TA$LERNirYMZ_7KMa7NL0LD*b+q(!A(pXPRM` zx$0TW3j5z(!%~8lZQ6(L7v65r3)deWQSw%N{yWdWL3fD`{3{JVrT0zj=i=L0(MMM~ z&l_F6Gq>aZ-cuhxtUM#RyhNQWK!k>432t8CiiJ$a%?~gWWM(=x>SenmyA0o`+jnQ8 zMDBqU#l2I{386rN7aKO8Fl)R2iZpZX3AhbKtbf>#+o5iGHufLBD{^G=WjOKiv%c4t z7pTMkZJ|`IVIaA-!jD%)5q1rxMZdv)rtSe)C+qmz;?hN@)MZo{b+}cCn`_7ZkM%Ah z!Ixvt=QV=?q_zDgI^X(Q zh}^lMxp=vd}Oup#qevWW&iv_k$%dlpI0SUQ(-RCnNILmdmpn9H9L-V zo9utD0Kr!>_||M@6xrX2f$Qt*5WwNn*nFMyuZs-I=30c=lqOAxd@$ad+w!I1(6wPA z>c3JcO4kX@-Xr+m-GaKsF08x>kMvyle)d!gi?EU!BWeVjRHd93Z~o`lJ2U zZ}(O0b)UZEI|H_%t&pe=Vp{&HUVYIpz6?yoexw*WeTeux5#8to+*;3E{Lf@5UuwDf zK&TreA?v{I2LPY$@9QehzM{9!c49<->xqXzw4jRKTwky?PX%E_fpUhT01CAKWbxJo zR4uY0`i)TGLPu^Hg(~<0UqqZ&rdfb`w+x12-vi6WW+`*w1KnCp!;^&`w;tK$?nupN3XBR=w{P1x)J6WLTGwaxpaW;V zYvYoN>Bu93Sslvjnd>aa+o2U?yNPXFJ?DiPvRy1XH7iti)n6cux|bJv-wB<@yOxC! z0IzQ#mgRfy#N>h6iItfRLVOdHzzP}*Ks|8-1NW9}60+-Tp3_jem?S@gbipn=CvNy2 zOEbLvjrZ7^CUl(oS_8B2JbX^f!{S3bVcuK}b#LTGdps(1Vjquv8x3m$e4 z{Dw%*kwj3%g1k%wBRuxPZ3GL69rD?7A}%s56%^GKK*3N8ak0CS*0Q0?rt7&uofXU; z=G))UMZvORn$Wu9I{@T$Wx6g%*1qPu^j9}~N*a6wA;cF9kRNczQN)rka0{sUVj3bK z5NIaO;H(hVUaXoUW)G}?-JtSmc;%9Nu^e!-)Bty`MPTpxUgq;%%v*r9QlIMw&`NzJ ze*@yWF>^~a-S9&AoyT^M?&E(fq^*ba`FUy^s(sjYYr$l$z;r>1-FpTuk=k(}$1iSr zkyAxZ0Q1uzp*0h$0olo;sI4S<|a?PN3 zyQz=64|~jt&-tvk#avwv{nOWqsAwb|LBj=n{*RTa;@2m?xP(ADY8m*2>_L<_nm6hy z0SAaE*2-U~6dY6K6w;&ZZ~aTa6IpudUUx#u!CK5(vSonetfb7rRCGs!$0?nUZ7b~@ zT@op>%xM~#u{(^0t&o{_L$(H+L>E@tOLGk>OYaw~bN5Ka6rlB5pmKyiCsYVmJcIm8 zti9{eQ}yp0i2zhJS-|-=C#~C6g9g~DtIve&_5cS3Lp^IXKF;%y1lii3=gt_W9w=6cyKfp?GJJ*7phroynz+kDnVtoL0A+ZN-3C z;(kZ)vOGCUH|EYj(Ht1P!_k7A&;efkm;MdbYESu2cfQ1gA|55oim-PA7GFo7LI1YM za;~h^U46|K{>G^}TOCuJUbOJQSid40H{1En+GqUdQ1~5)m=PW%p67ketddbTMK>aH zv6=YA@I?>5&E7oUJe@zjGgx1L?xkqd(L<$x>GUY4nW}`1xWaAjJ=RpYWWf%pH_ffK zlAYMg_V~6>?T|7QW#+jZdI2Gkn(pa=o)NFC*>XnB#L9nuJzNZWTxS=}QCf7KZ?+?l z%<~?XK4Na7H}VzyrnD3d&O9l4mMQQ`S7YYf_S0VEW!gb$HSw`aFlvHnw}xKuX8i9N zS*#nAD-1P06&{Pa^&xZpyCBQ)eEc+kY#h{e|E>V9Ms9h4kf$rdcfqJc3xdqRZOEu( zcdEgHTD<*Q&Zj;twj-yVOQT`Mp5{{JqS_FriSeV`E7UW2QSp9Y%XtS&S|Fyp#T$7o zL3Ue0IvMSOmtjb%3oMla1IzU-_c`vd!TMkXGC}??>h=uSQj{oy$%3S#i&oKUOBcSyOgreNVK)Y^V~5NwIx(3^O{ZZM*HY$9 zorrRv$j0BE(ng-`h8!Qn&GXtfVuasMegjKzQ{}jYUe8qIBT}j`YEHwsd38xD2jZja zQY~QepT{0Vn$bN7as2d^aoNN}IZgGPr~)HE17kBQ6ZicYk*Z?B)?f#zqiDN@GpjsX zRD_SJEkhX7ZaW^#FuYg-)Ka}w2th+NU`HomRvZbk&O5|mt zv9d|sa!N}|u$}X=GwrW1rj%O>5zL6LhjrY zU#xlVwsx#}i!ipxG!l6VaeHT?uS53X$F0n~$1KPyK5<%v%x|AYrG~ISe1J@96~-v+ zj`0BNku=d351fub;4NBbi3&Vq^Fx8(TsQ~P9)?bL42_8Nr1J4&<74wa-LWgL#NlGj z!nx2K4(3R+2t?~gMx$3)?rbEY72nFTV*(KOKiFg{QsiG>{22X4=&dwP)@+JHc?D8G zWD8VtS_@>u@ZD$v?m5M0-(MW4r|TH|oVtn~6waGcZ>Q-zHbIF5p46B*nCcQ`Sl5&K zeYChO^lExapQakBB_kX|^J@jIaNaC`t(iP+B)8M&1NEQ_$jy6&z#-g{2Au$BCR$8@ zT_E?7xO4iEZzmB1&2Y@t!Y?y zDtZ`BN>#|A#qzI}7)t8vz{WsiThWC_Up`^5v&JlsnhL!Ce6Sc?YV|8Yw*94VP#v6Z z(u8QhE13}IB&P4))>7E(1bLE<2Y^hnmpW}rqPhE%>h0|>^HdpWlbKCs7c^$Q&s%E+ z;gTPokP|(MM6x8i;*!!7k6=rTH=;|7mIZ+uy<4aW<@iQsy zr!wQ57ROI}TD^A-8x-=d?y&}iqZ`wW>0GhWTBQ)?C(!WeW4Yt{n3~Nz0Qr;Bde%mG zFKJ7#;7zjbvqMYnxsj>2q|Tieh9U9(q)E@Q7~-$tGo+iSffUn-P2+ zQl%3mB}Za~W5EgI%$8z)1nhJFd1N2=(}463b<&Y=wFRY?n=`%1X3~OyLG<0vlK!Mj zuPm<$)dzhr0>hn>8tL$kA4^KoDOXlm9@eVBcL}!b7O07|@MkQd=Q!NW1SiBg_i>0|qkiOJ#emlR%U#`v$Btf- zs3y^O+N}dp9k6J3ZOR(MrVUH`O~!yFUgtHjaQIXZistW`7Eg=#%h88-5%)YMb3HZj z-@Au0Bze)fC~E*}AQ810$sWZ+ULTs6 z8AHCJP2Chp#Ow=v_^WaDT}Ie8Ss-~1wI|bn?{oP5llUw_OE=ffpX;1@;U84AeCy17 z>lr(6{jT7(_;T_L%qZDC>v!{{sf&$?l?_ly>ipAogV1;nMa6la!SFpf8flu+4q;MQ zTzBSW{U53xs8}@g1_s&o!p8K-kp)(l6de{tt0EBvA8hU|_p^SLQw&c(qEyL@9LHb4 zSqQhjlXQ^nP%uU@9+H96lx7pnErF$PUgf|^>9WJ3H$O~e2gBmr1*h^#baW~Q|H%|H z)cFPBok;AK!ut!J7@>BVb46|PuX+vB*z19` zdfC|*_{PChVoKelrBskeP8f7D!6=LTJZ}v>cn)tZYc=1f>M7<;{<9hv~+o`8C*j2q&9hQxs_9Y^*s!)WwzAm*3K z=loCNB#4>$Yu~wkbaO3i-0B!i{(vjBMsY<#msFW$`8&9!mh0dKV^)74US-c}<7Kt7 z-X?1!gL1O&UM9P%sGdH1Z>cet4tImHen_&J3!Tut?9|b^Qg!aU&t8cqZ{k>$mn%PD zaO$Ddach88sJ(Q{&0=RrT{?r>6(AfG&!489bjCI09&`1ezpyokgX!TRI9U;Qc8T1!0A6 zeSKD7`1!m%(}jQB6vs9qho7RlJUrAd)j$74Kvee%OL|V6{{>1U zF*BQHkUGQpbdd0q_UvH)w;@|S8_s(&J|RK%?n7xz*62aJTnWi!I&~tAHV5@t;@8_- z!5-0vS_H6UTKqdy^HN!vj<|>?Ciyf6| z^V#syZqHC!d@Q^a!Z@McK6QtlUY8O6!Z}O=zAo=C-6db+}JTZ``<88ghP*5Mj~eQ_#Q!}w~bRx_+$j$ZYoneO>+lfZ4cI~yW6>6Bbz*- zt*td>8xpND?QbLopbcfui;Nr9X5+KzvSFKSd7CEjAlWZDDQaYP1@WDQL|UoK%I;(P z3c*>-?2dxc(Vm~m;=csapl_qNX1+_c2(P$KEhBPyGY*T4c}dKi_MEV*;oGaHsWy0G zs-+L%u0PXV0u@pU^4lbx43r**8Q3a*N4C2m^0t|5mO_duTzJE(`{*)7mwb!h5tDT6 zS#nywBY8bSX->#@QDMLviLMeADVVW8u(Ff}8#@qr^UfI?Lvv*hzJ_M88g?C(K7vR( zt|^&6jc~}SGzNqET|B?vkgbEMiUrDKTLgL9*ZUYOjMOmFHt)Kd;F~ya8kJ^}OF0cZ zySxFW+8Bdk6zt)=UoA2w)F?w!ui|+aiu02ybOndZ*7;3!xUR&02>Uc8g`5*Lu&u2~ zdpQo&iam6r&52XTz6uC>JJL*%e&ncHOOyithL^;Mp(c64eFoG4`Yytyp@Or7ygT6$lC$@g>>es9G4 zSid36cId%F3O$s(&ETIVl13C?>@J-ds+~lFqr^Ji-jldTH~mGK`5kjT#S|`Y z;Yg-EjX3&I&SY=k8|F$9r&77xW+Rr=5A9P}!?<8*mM@;b3UiqsGP72n5XihstsvW> zsn)ZsW8fsY=6hQK&VGYLDmQV7{GNfdlZ-lnXGs=Dxwvx%4tSgaadP~8{eJj4{$^p^ zFq=psJ$Ghv6@P-qdWdT3>5ea+yCfz>HT^b-ZFPnQCxr%d?p3voiwqd9`rAZ@D1sb( zo$j38)u{06oXLD!yE5&Tz5Yf+4Mp_)3;D$1GI^V_wS_Z)+&5CdPMJ#_0R_vpY}rz< zdV44qb_cWPu1%V-`;+gwm}}j(l3y_>wdRz(C+P5tQJI@K8x`~Lk9-?*QxEQINnK48 z*kE{MThN6&lSyp_T8EaMRDPKn&(-+ZjZSFuoFEuqlTQzS1EJVe7}zCxh-~7&b06ZMR>=ef30ikQt7X;tpT>Bb4G1BX_Anu7th?}#J)UR1>&;GeRocL^~ zhU<#So*x;1n0^u?=LR0^(d*Z;lM4t$9wqRznLd_?_|A7(5$Z_fwjPREMZ~Es`aZC(qy$( zURG)Tc)ImDmy?U@=iSmN7m9AT zJDpZrd`WrR>Dst2Ra2ssUY=amu$o~u-)Y&n?q2t;Z?`%(FIw&p8l6Au_iHDg%?eAe z%?yz2Eelv;a(2RNDd1dFlxX7)o5hiuGdx#iY@Ycsx-{>}!u!)!Y1@2J;eVTT)GVT4 zp6vHnf1X!PKDt7?LLLO&>Jy*z%>V!L;?4hS=UHlsY_dx;$*nG#3!WjFDRAP_7Wroe zTRHv+aQ~LOTz5XNem>JuC6-458y@?9v{aqoxzv#3!E3Koh9a?>^snr`GG|6x`Wn8M z#!8d_i3WL;#vh0+e|>l6m6cxLxL(`hAogU-wRenbP2^s!{@j@S9J^9s>A)-Pj?Qis@TmD;Y*0Ag-{NcUVJGLWJx5fuJpHRiT>^XR4 zq?HuYQ-LclJ}!Pb;bvdk>|c{@nFNA9RTWiD^-31l@P>oso9pNI*A}}1_brsDa2G{= z(9O-3eqHmZs$nT)X_J)}Q(4nx;9!l|t_=6iTbAGb>wh>uoT6?w`F@7`T;5mV+R6u3 z#^eZCC@8)*NzE)+D{a_2DfplLj_WHz+T6Gb1K9$aD4K zh;rZz&x9V}o`;pDhc5|y_-``t7jXZ=A+X9{$_$=co1DA?Q)>Snck~xw0tTjYM`nnv zt{ZTUFgnv})q0RRM$m+#gSPSogCr@{xoXz|7 z|9{_g&S9>(X0i8*z1FjySkHa$Pa10SxY!ifNJvPyiVCmaAR%FxAt51SVm<<{SeL~B zKiEHQWn?rIWn}0yT)@`0_Etzp3ZD{_F|?j;kp$kSDsokRSa<~vc0*CXk_a3vh>k@g zRQibZva6WA*i`m4+8<&gB26dlpVXT6k>+jt!R#p8^`Ixji9)T;fxq1!s8l{@DEn+&37jI?gSd zNFR$P`;}zxv3G1HF};oEQAX)=k|X9777*Rzh*b09KSItCUQ{hlE@z@dvfpOV3K)ZaV=HAFI~}pJHO3fi2B0UHG1+rc8koU z&V)WP;e3P?{YqsLH}*i{?N#zE_ViKJbnqtK<$}oA?Xhg(R>mmA3oPCYyLVHG5;xA+ zV<=%7#!T)x=0kz|+o~n_ItX69R4c(vZt37xbGjfxm0H4o^*a)|JqWcFR!bikAQ;eh zA%yK)(W%VTuJuwdBs7y(GK6DgX3%tMc18?^+uxc+>eD$s^Dup`T*{dh7Lrr6?3Z?1 zlTj=riUpLcCEh(g3G_g7J|t2hXREjj#l;I}6p%DZL?9l25DhoV`esS6gwvz_R?0nL zvJXM;Vv$IYIG+Tn&>=^*xs*Oy3wc#ayo+RI$~A?L7nHLk{0=R@4c&>{5TmA5;*iWO zMDh?DCn(00D40(Cb?CcT=3M+#X`NV!&JW_x0$7P6J`iRxvJw-%BKm zS}ojL6ag91tO5;|lPB9jkFq^~k&*>H=cb+rRb5WyernzJ%!yx|RxOmYt zZJEId)fc%LZ!x4{S@)0|KBMHK{doQUGf6IWU5Fb) z$>$L=s<1FK(?Xv86gm~0ut>cRdY`60KJTDv=Qo|<_T-jGc{b?DPFxUD)n0ElJq59U z;lU$FYY<%2K4HOSc3^g0O6x3~K{1T85&XEFX=&7Hz=_hi!P&j`xK_=O%aJUm$8M$Q zkmiD090L|T(sR&G+Xm}c>^@(XBIrf)3zm2m7_0DvV1iHyGaSnXs|M@#gXUMl-yb&R za2Sq0Dt|Kgi1Cr5Grd!Cg;g=tQtpUOHhxsWP9ZN>f0SwT>8KBHs=a~-lYDIG+W6X= zBc3B-7yL^;*-&#uMBZRdFKha9jOQEA@t+_3(E9m&JUvZe=$qp=owr9uv6|D-)@+E@=4{z1HH@KGI%cEz)|S`(CHMguhVb zZS`Bcx5HWs-+e)sKaT>jjk~nEOhWVH^2<%&UzNCUv&nz^+8WM?&LGb)>C;ln3*}U7 z*`B<*()7mgQ_z+j*A&ok|Mb3Yn|$0+;PsGJbWu`vwd`K4e)0^dyODd6sEJ>QchQx@ zDFLnnE*Q62E=cZ6w?s5o8jfnfklT<$T6CIv6}NtpK7oE@)!93vQSTzvNsr0(_oVM= zC;f9#cR<^(x7o+0OI&4aK)UKe8oGrI%I9DA?IZ*wz)k#3=1mpeAy@o<>VDb&Wp^UC z$vE1NB0smWT2=Cd;ke-h<5)hr#u3Gl!yUr0z?r0&AeR)NC+CTN6BQAy9~~BT8f`<# zB~;AgZ~2PfEDck|Bdsz$DkUwoJGEHIfuEXtjN2j|o;IE$!IPinlgh{oYdgz-}*u;WEIb9fC@ z2kP4+0maXFr&jT0Laa*E&(*^@NqABezn-jtu}-UY&So@qc`$mAtr(iqZzRLlnYymI4BY`hBXF4U`tvjUM>+qQpLUP^rz=m$qf>6zoPP zZ|WyJ9DdK>@2pHzt!=Fr4e#7OI}A_r4fR#LyFK0CIludOsd-`1^C%p*LC}|LiP(^> zl7s#EP5tKv#0+zTYF>J`V7~qS)Jmh(h|ZkO?}=gu<5@i7=cI6wQ%6`+Q+A4`p~j6_ zPdl})GL`b#KI2}(-YzFDhr^6jquow%iB)j94_p%NPAp1H`9jX)*kf^FwJG1DWPhQ( z$;6-V?!?q&sX0t(tUvCy_EzNDgzBTjuRFfujqMjjKihwTF=R0s@MUS<7kKD+UKLCA%TU`;5yw8qX}-N0wYY;*{Y}(%Du<1t&G9hw%YcNCud(mlY3QHF zO+}9lXicJ8AT=Cci&o$C=CLKCa+=uNRKXfnoZ%VkY3)Ww)F=-F%ZB zu?#T^$ND+@dboE%o~zEr^sI3W*Bqk3^^)^?|J28I-`%6jO`=xn!2cX|AtWfA9Dh-= z-;4hWa{6>PJ~&@VT{&}0yx?YNrKa9-W1mmLUqUETULs&_V9)Qg;pDu;&x`9jm(tbg zbpggMh8q4OoCR-@bE`!*M8WUL%K+AUO+@$2P@h!OeIpN%)Sq*mBahwr?(?(*e1E5# zU!qi!H@g<=J-W2v-?K1Z-WyNO~*ohVC9SNuftB zDzxJR!K;oHNYPqV73l>~#zaC6w?#q&O31*M0{9{!p~i(FVF15`!1r|)%0KR6m}Q~< zql}FCQ1Rtk8AV0l_pODCm6fCGJFwdm6WS)At4UiekQ+!6eb-0URiL8=;bGGG@gIzdiuPHuWh zY&tqRaTiN#(KoN<{@xt;PlEoPo12p;7ni4}C#NSLC)mY?i$_F6go~S(i+Px;c#?i_**Cc=;yVStA&fLlbbErk?x^iGjp)Jn*=@m!$AN1``dF`L2UmulB4V2 zrv*%q>){R;4<|R*Kl=unia%Tx)v$$F+3UTwbpVzJ7(AH`pi4{=_J7pah+ics}fX^-CRVTD%`>(9fq5=uHQRG@N$&eXL|MQ>s z^iIp6q!S4x4c0U6lSY1%(FQ-z_~TXic3$k+PDb)%8i7@c zQv2)aU`e5Ozp|jptTqE-c+}h1iacL_lzeHLr*x>)9R6If`(H=<+jC^?5D4#l%-y>73wF1NKdDw5c(m+!9Ffja2!k{`|V*42>1g?1$48moI=(KTOf zvk95D1{SkYYQi>YZ+Gqe_ICH6k6Q8m_Z0v0jqNhC7K21;8Bc@@Pe0AErd(?XrfyIC99XSc-FcXucvCIBnOZ?BC z9>y5Oy1BbP*dJ4ua?g>EQByZ9dswI-=BI~?9~=sXTkfs~_8O0eWql6Lcc;fxMYnRH zV1Lf)DRT$n-@lH*Ew|NTr+?ngcafUxzSA|958$d>BRoGDQ*YpExfvbe8xeO5!4-63 zD`|9D_)3{}pJrF=OzU^@S?s8nfl^;xpmFuuUZ_%2r*?G@`)=DAw~|GzxMg@D{A|s} zo$|l0!IyNTow#Hp4?RVeN4OMg-IQQ)A>WI`u#)>kE#v%;EHK~EA<>;e#~IuFqMw~g z6J+soS0`Jmldd%j-gZLsZe!ZoCN@fjSn1xU`G!V|zQ@rfGB#iQf8-@a{PexQJ)dv6 zJLU4+uiL1XIG-B>>Z`ib#&9)Xw3|FVXufvTI%t2)wcBDQGOqPj*4Y+=K`zSapz#=L z;M_$#ugul71{K|A^*m@g|Hf40V)R|BC?qYQw(4O@PlK?*HhzvRY%Jw86 zz*RiqC8U}W$?IAST3_ynNv|8=;uy8>VO!l5DOXG|`<%JBD&DRr<~nJ{5Jq>~T5BsaNYd@;?eeazm)SI!PU@AF5I=7Ih39-~l<`CG@<+T*M>ZOa#1lPCW6syWBX( z=1+J>w%ds4rraM@<|@joSBuXl6)SbYaKsUF;b8z zatYtZjgDWo5zoIlMGakUzz&#UzDE~Zb3G3RY1X0UOS)MY`J9pGJUr89UnF4Obgk_6 zY_>t_?jpyY`Xt?Bc|F5b?HqQ0lW%|J4I5n1JMbwSL*hC4avZ&hi;}y$vONgr#LdjD~rt7IT9unRsha07DRFjs~*Dk^p$>HODEU;aV8Cw>U z(dO&@9l=?9J}Gi=9Xv^ME8y-j|9ZD##Mj3<&6XM5l&@&C$HIdxcU4q-e|r#c7cG#` zcq1^D$D?!0I!!JF>CoF7zto2?*b~;eNV?Ow{d#E(^*-Om$h0JfM&w@+&z zvT9LHnm@gT@C~4(qXyx}Ph=ZDo6tzs?Z00Ra~Hr@UMpe>$h-ZRe0#N1BDSEl#xW8~ zqTjpMa(}m<@K(*aprpC}Ab+$NSP-b4(yeaeWwpkeA9H&3>%;lovyj;v`{RlsR6+bH zans|#e=9s;Jpeu4n=CPzeqGp>>3_Ag|06%s<*B-O*{pTC1Jw>=V`1~zjNP?+bvUj6 z6s2T_=Yp5xoO919_BW;^P&-G<&5^8?#hml7$i_w0FkpY?TAqxgtv?H=S}DTPyYBqr zcQ%c;nlU7_I9DPt@6>^7+}GueI{~$bk*F3!bUvL2)^b15ne|>r-IF7vB6LJ_ zhh1p-!_zB46ZdiLePAbfx(@P$gN5vLZPj)pZ8uh&3yIZv`xqs$VMbJ3wM!^1neKp{ zxjcOjDXLpf%T%Y3;vG|)$kzCk-DsJtP-v@pVfG}j?NJyS+3R1ECjOUQ=LetVX`KD8 z&)gdhni~wPQ>}Pce}q)k^ZV2K9tIU8Jce`Uzc*&eSa+kzJE>Xp-KFM<&yay*5~<^G@c(L7JbbsK#4 z>v~H1${W_JXB{cG_q#O`YOjR-rzm~C_qFqhQ{lQ7sz z20#^$qWFdnH>R$V#OJt4^(+Zs8^9hp6gu$Q_%b;JD2=9wq|9(Y%6FC&Q^6BYBehp8(^=v@SXdfTB{i+Fq3GZ zG7oIJ{8ck-D^h$+aq&axU^_;z$;(50d}d*qiPB0qb9cJ`+#Ced5f{%7$l&{|Svd90 z#1l!G!;#zb#RGVdYgFXfjr^zZqt6!s_t%TfwEgk$3ac(-pFOww)&ZP{v4y|bv=u*(??6r;TcnlH8IhimVgss9r zNSUFIR0@CZNC>--_h?^PQ;%~G^~T~^Fy$np(7g*3!>nJ1*|sAHgJzRO_2`#lvFvsr zKK@)~dU&L+iQhPBWS+30Mp7J1XsG%A&L;pG&S-2Oi0`!zcsbe;sVG|KD3QrQgp)W&zQF$8onpL<^9}dE}Vn=$jDpcV1kE%kuo~pN!jczqg^Q&V6AsNDE~d! zk`{Yn8mW~acO~PT;AVf_?~U8fJmFfpWZ{R!wDg#(aVcI3uyB&N6ZwTBrH^_=HRsCw zD*!Ke<*t)pQkau<@@hJw4J#>17^?TyZ2n2tb6dSJv*@TQnkW<}veB$VLz^$|H)+H> z*1)b!3n8|-X-jIS%lcMNcX%cI zjRWAa&$@9=Ldrq$=6jUr&wN28?eF8VpgtPCLR&`6!T+Vxiz zsg7P6Hc|EaC4Adu{V05vKPzOem@7rtPTde8Cm)NuMU! zI%gw!lX;R*bT%M7K^&j-4CJN`Hqh@B zO3|+t_LV>C6PdXAv6>sNcGM3lmM{L?fiE>zk{!p~EL%Qf-Au6g9| z@3E>0xMI5?FSG3D@4K(BW$QXHSV@;&w{f+DWH!OG$EoaIT&9LlTnbcr7V?Sv%=~AsRw5Cdf zimxt*F)wEB0&=*Fj2ce&TYY9o6*-hc$ele{vl1al;4ECt8%EhL?MPTj3#Yt&z5F4R zDWXZP!6mBhvJ{<9i0G;h7gx57D98)KU}6}^aZkj5ubEQ2q;BRA+J=fJ^pY$`L$<7M zs)CwBNR24861R??%K;u;@p2aD2w#mAYSvG7_>CaKZ!M9M!~MJD;y2Lkds_GrT^LS< zz$2k4bW+1#xQ6~&x|KQKLkON?FN%QdimK)SH?vGzNVW<%13~YGSW(DFDna`cvHQkj z>PajxejJQaRLGGg@JIX(64NS$UEy-#ka%hKA9?@LtC!P_92ofhM(_Lb8tGFYG;WZf zKn&JX&!kiv#8JMJ{(YUC?Ew(G?3Jh%8zjW%!p)HNHlD?Md(|%2FYUde;a$SOuRUZY zx9CCpj-j>if{_;gr+5Z$<_+1BsOb#^^zzQJ`O-SzxdsciQ}uI%18#r5A?WAc#RL*~ zMAb);USu$H8fMxqaTUo3uM}URWA01Vb+aSQ!H%_@l<+=z9{l*2|6U;{%D1wLq&E#~ zNAfC?GCVfJ}{|N4yG18oN@N@anQ)Z>^EIv?#Lu`ic3ddAMTY<7mohH@kmH<52{d(oVs? zB=T$YS$m8CFVUZq)G9ehYiO0z1g$38*TIe}k~|9?UlIRtr)(4bm^ZWomriDla596H z7w-Ba{Yv;OYoAZwP+^-)xJVnMB zTlP)%(<>biT1M-XK~S|okr>h^wU26nfC|AY%K`PZg%im8{h<_kH1soPW(T*4<`{!( zihD$N^+tjX@~HK+keMN#HiGPhtXaq@i;$C_!j~GE+D|S|EtDTEyfa71E%VNK#3t(K z56a-_i>C?2wL*{(L4|5Gl1!iVs6Gz=`bZf>F~T^cs-dKr(9r0o#npp~CZt6}Rcn?7 zGN;5P>ZpWak)sp$i;lJhVh|H)H4arB^|Sd{5&Bt{uTu$OHsN+B(a!PLVr88KrL$Y@ zjE7r_R5C>J2 z&|htf#?WxIK8Xy^ba>>jI`#}heD28zDixUeb9l{n$dhPr%`zX_edlaX2NUnG0fbdc z6OGsZtvX+o?x0y>bdLB;t14_y0kUK{KuYD%MNiQsh~L`F4UeA8FYOWp2mVkq7GGL^ z8cOG$owe5XslIMFwy4rSD+7MD{F0#LsjKL-9cw zLIb2#2w59Sis16f7Ub;{@|U0b1PHzp`B8KS`>(ze}ZXtzqJ=4eW zeu8fGgN(?Kue8x14`{l;SeRQ9`x<9i>W{kb%!MZNky973?nTW?Z~J-S4_Y`E-hyE= zC^!ex8f62SfOK3}&i^siZA;PCh-kmx31y)Fm*W)b2mdn7&juxbVCCem;- z?Ieq+N=_w;?!=wfYP_6vJ;C0lrT)=hVW)3a>WpK*u_^atKDLZAKBORY69(BYk0y%>lXCvkC)QKdBVPo;n zW~_l(YSwhtrP2<(W9ihW+z;r2Plfv_MTS4qbUl4a+|MRLA88YirS29~u^rYeK8Is5J(sS7$&U1uk^`UHAj5eQ6ig6p+9|n1e8%=zdex3+9 zns&=BMSW(9;m={Dn59#)pFT3s^i;KWP?`DCpd^Ohh_n7`DfB<&4X$~GJFqIczZkehvASAYzSFM7)M+s`_Ljo;ZggjP`!sriaVxRXxQPJNE8VxF*wgOXnA*^L)N3enBj zTSf7e*oGx8*W&L&J&av?vO!k3S`!70Xe0Gss2XsSTq{F)HCEn`+Bxqk^mz2~{`$C4 z;`Sx1in>U<=XfWjO4Lxq|AdlBFbw@92KrJ65bbZ0?DFLZ3aEu-HYxg7GWQ0$cm$tFm-o z%ndz$FKxqiHm0KJRjXQjBY&1%5WhDTGBuh-?^G{OvoNG|KVu!z_N*9Y`i106D3#r| zqP%xPF>7^MMh7dp@+^CoDwBA;J7@~ijUT13DkpylozP9CkJS69I=L>{M<&fe*j`NEz{E@-bvMlhYgyuHX7)w?%JVXqfuZU#CEMfSr0@;ZDh(!U~hEj!p+3e z3~9asMj^i>5}#*g)B996&2S44rcoLmd_3JfF_OJJu+1*? z?qpX)jhG_oI4zY;G>qn_S>B0wFQWCw;gkijKN)MG;Ok}3y*u9G@MD!ArA~$qM4^f7 zvEj89$0!yzbWi$ZSQ#}zDJuT2c+p2L6u1e+Rs6+~;)B1Yb3?~Z!28xU4FDu~Ra#(HZ+WkcXyULLA4TeC?r+00f``wa*C zvz=Eo5u!L|aotF=@X#Y|B3+9tDyaz~&GPc~$RK2xmj#>o>6iI&5UPbA1rxsjGdywo&F_8;|U<=bkGxdYB53h`Pqa3k0dYI`Z6E~)risn^Cn9^*lt0l

6<371BsWimP@COb)O_q zayf=5l#+LO*0Euzh2VorEWdAl;DNjgROmHpGR7zV@HfXZb|t6%yxXhSUrt@bv$#`p zKEfTSX(Tn2zH*y?-FTFR@x<|`%2#{bcFVyK6lgd_^*5`>77Nhd)!*uWWVd!Fq=L1~ zkq1$go2bAyPH!Xb&58`6Wkfc+(<8M^6}AKOd!?|vXr zJ{obYY?X~~gJdxRXP{=^s%YNCWRGmEH8WCcd2}J)>KE(lDh7}pha0T!bKViJ?R73= zIq4s)yQpna+dY(E5=qRFqzTZ(%9OthIH5^u_jZ%A-`6KNTw+0Gt%#3?3>L8L)dH`W z$(RV}Uuz2vCnib~k1Cao9(h`+?xmQ2L$$gT{xKu5Y!u*&Gm%<@+`A ze3TW0-kijQdnQ!Mm{4!WTxLsCv*u_fxJJEgvR&;tjUW~{M#H~M=s_g_!=JZwOJTFD z@%d-+Z^O2$j=Lr+5Q>NIEbjO&6%WgIxYEXMd@YXtKgLoIN1_<2qh(V5_ZQ(+9CuEI zA*IkB3hW5h38`FGO9||JqaIMs8r%biGY-!Jr+P&8vWJ4x?iFikrFHKWF7)(`NR(q~ zmgVH@2_YV>-)V`XxtEn8)Q`$K*Tl-nxMOMaxGweNm0Yj<5Rady{$EcbfhslY&4XTDVO?3lqa2b;tI|E3gAjE>x~#$k)H=nG_?A#m0H4{ zG_i)QGXIRKyG(7hJa^mKCH?`s?ktW}i+Ma*$i1lqjSOxAo!*2ynS6GPbO{nTfd^EI zxD>Ngg&t|d@_sA4SL${j;${Xit3Wt5>&3S~RbYZ}6a8jVcyBR1G{bJY%#_zS+I6es z)qOlwMzHxEE#-d3TQhsXAzyO4s8idg$t<@Ak6=)06De=8AeXZ!CcfH+iM)K2`z5va zX10HfXJsqvRf^?Qb&6E=6Kh_X&ml6-{pZGIcWYEaywy@&j4S`l<6l=W$7o%0c^za4>+%2Jl~-M)vj$#@|u0ws+y24wyF?t;`es60v8iM zMsIKFS$GkB>3b##Y>>*d*TrgEV!8ofxG>+4YR938p&!0X9RX<*T zhEy$H*!LqNcf{)|V;p}CRzrQc&yFW&$dZ6cNket=jdb#d@goHwLuK_#sENBxhelkb zdn8_tlf0zVcl3wEAga^&Y)WM+#+%_Wc_S7>8y9hY1o!tE(8&|!%gzd192_l^I)uf6 z$6cirKfXGM@c581-vzU$M;EbP<44^wEKJT4kJ^Cue;_jdf@Z2Wkjbn>Cb-L~cFbKs zm`AT9x@ijax@yd=I3nj4)@I5z%=cnX$tMgoy~~Q3dh(lAtO!QxnRiSYdt;uV=#&@c zFM%eb#n|cL8v5ndvi=jHrR80v$g1%+VVvis35=QZPfooG3ol%5K)S^Vku&2Yw9&YdtBQ*}tme_iVX`j@ zG8T0t`Xl26p7Rx!b+7jKWlS7t(TFK0x%T3BQ}vce+9YdjTHthFaawc^d-c-d(Rj|g zCvOCP)d3FoWSyqIUG)rH)E_MxX%h(WD?*qj8OsThsYjWN^2FmW+3nFpUj(@vLl|ZZ zRsF_|!KfXiu_qvB?Vp0@+?gct0So@4Lfoqx-%}{=SophB}1c$YIF$c^g^+TDs z!+`eez6(6jVi1?~o8F>IQD{x`W6fe!ge&O9*H~58IXbV^sBp5Ge%L54$(%5;j{iJl z`U<&=9d1FMu^ubdO<`wFL#HX%!)0Dr@i~NFPrA77Sw9Ij@g_&1(@JT0q6s4AN%Q=N8X?g)5A zADgycnB!Yy75!>IZJ z(8yP_jh>cGmB`JHWqT*_^9%J)8d^W^D$ky=Y2I(zOfBY`L&_B&_k+IZUSj7Xvhf># zrxen5x!y}}u>o=3(Rk1IPx4r43}e`GyAB9ie1e0`+~RhNMGTu=tYmmHm| zuUh!t+;Xg5_OEpSABOAma3fj|zo}ERN%@%rpX*z*7O6Dn03fWKYDpwCRT<2C`c5$2 zdNO%oXWLxwsikf+bW@aJ1ls$1#uDwtvtNZf(cX~EPJ!2028uQus^@f1NZ(T*qhjQj zDzMJ=9@|I185T_zz*^m;dY`=a%#=kf?t<-PVTY5y4Q=4lzlHUEqNJJ7(!82@ zxa=GqeYob7^ue|OabfcWEy>7ZT5U2M5MJY0)ij0ufAUBEgWT|sf86{~B!1tOqaXgt zmYD|*JN5Q4Td-=;eU%5YhFtSk2jBKRFAgfl9SiZBSvqEXX8cBCOBd6J&t%ZQVV3`f zV!Gvf1l|^Gs3;#*B%dqiNt{w%(S0H@1eo6vM_Gvtw zFyMGVoGE!NKT`6Tzb-d2Vva)bDC;6QzTNukNrsQ-=QtUBCkXyeQp`W*@i)4RG%D5{ zfM?>eH))&z41$G2(RvH?A+m=3-tjAYv=ub|0D)D21~R@1V4v)buZY0W)c=D@@jqZ1 zRkZG(&y%fq|A&VESME-b7Rp_E=?@$B(f>l~`OoM7_x3-Tf2}4j-j(isEa0H5Sw9TwmpP&``uHJIHLO_VN(B@@#A0D0~sdT7s! zt^v4h9?0ge1K6>kP!E-BZuJF#V7e3(*S~k$55bpoqV>PXegN#}(VnU-t&XiEn4N6? z-hTjN`G)x8(*Xq2&rLsLG#!kVCTki>tm7n45UCNHtxE<8DHrRWzG7tLMwtb}FB}vA*LULJ2!%-o+~3ytoK4#pjbuv9 z6DqSWcT*I&hh#mlY97)On(-t6dqD^&HE8C@)!Afvbptqzxnr8`Hv~XtP54~@J;WO@ zQqCs2|9G^e?>W#T?LJx_^A8W0;oJk#@GZqW;yd|`BxEZu`71XD>LVN{0N`*QFaP3E zl-otDZH>(E3k_vloGniRRhxqJKxxKRQ{PZLhMF=+?y15ZR4snbl5*G6E$(Az19s3_ zQ}!H{(bmCcwLeC#1ZiHEJ8}0!%&-jIomhPa)$GCM3D50HB$wgNdl_$vNC6bNtVjas zXH{!)%JtX#4I>VvZIAXR48ZP*-R?X@6JH#qmjHH((_@axSf8DunmIMGy|rQhEB|U7 zaC`jCuHiJ^-(_^_I3dzWtJ$$#=R%9VV*?0|nz^_aJq~>yGgWaU z`QCq3H;q>nbbbg58ZK5M=ZD1(4FBL5YYA^=g*4KWSg}XaUf30ug|)y68;|-OFAkS~ zI3t1;0JV%f_Kb8E+a~|Bhrc8UDvT^h6yC3BNjb!S<`5vmSPK!uBoZ>&3cT! zNY{zfk1qb^esM0=nweN%PvrjPE-~KXn%c-ZqwGVKl!YnpFL$dYKpXIl-`KjJ&$+4( z00v;60VR?pz|hvv?l}hs0Nr^hXSJScUVK0e)g4GOaGWmR{2Ez}7MaWeP)KaVBLS&@ zdxFVsYJgH8Wit7|2qFXtUs_nY0jTMV_Z@(VGzi9cKlt_Q#n!jycWX7#YDr?14YSKakux1&#iIKV*4(0OF95@*yEqO6|@SV3|~Ac&(=zKk}OB(S9*& zJE^2^*r>J!+d=AaZ#!)}t)I}ht3u<#1-=>=u4gd>y~Ns>R>V6drTLSe*yB@byil0Qvk|!H@TN3V$`IsQz06M&w(l zqcU{Q)9s4Y7obUTSYsK;y>!TrlGbHB1nge}@MJxn4gjU-%s^d-f^-A1SF`BN_Iw4R z99Odf^WJ`bKETxidE73tkum0X2~S3_d)T9;shKW#ZMcJ+RRqSh_D$}uk{=W0$~v@C zJh96+<&liAnN_S_u&`^MH1-(+&!>^(qO@o(kEUlmp4XL@gc-?mE9>qf_>3HY)L5JUX)Kj>SE{beU#;Ng{OC9l@E zA*vCdSTZ+*NlE4?!HwBt07_Q>#B|4OAImohS!5ANl1KEz>oD!U115aRnf4Oc`?nb1ZmKCbj#9iEdR>8_*8y!&JwJlSNS%!;{%Z$(V>;=_Ze6|?3l-sFwQ+HS23DgB42 z9|cvfP5H|USr8RMp|7(3W>_m1A0ZZz&kFx&%FWJbLZuB{>|200eo_eq)1$xepcsWA z&Hm``N>uGs6@e$nVt;pWe!(!Xk&XqhhE5}|efgsMrZWiMsiOo5d`Y)2?=w97R=kLJ zR9G?mzCwiEqw$vhaMYERSM^g9PM58(OV!+ z>05O=h31?>7F|+kecwRdNIsrtw}t@}G|s7)Z2|Ivs?f2OmA!(qt4|xzv=};ic%e@X zx?NO(@c)#tHIke4;_}gYBvXXu4~{N*!>6@bihY1rBpZ zPgu_j6V7n7Yz-S#&kBhE3rn3Son~J%KJng4tO#0JTfGfvp94Ypu@_cuUv+=siKpAl z@!K0u=?C|iu|0IOr}sQEs%tXj?*e+B{x1Q6p%@0J*Rp5GsE;mW3P&c)wA=s)%pnU)n@SGI^Uf~h3JG2Ilqn z6re;hWX?gOr5#aPZqL&1N!S}0&|pr76Ekr@MjY_|K9>xJ(e`fzt+c&wze`>kVh9&M z?#HUWan&_+4!y_ih$Jef()9*Z)ffeynfStwQ%PCAVOQ_@!6xX=n(&=6bZjQ>Y!F6b z(~>i`sb?t9tf2;FyQThecGG!)ZrEW2;K^GRnOUre9C((&Z(DbB&A4C;>aHakoy)8--NMq6`4~z!CPd$Pk$Yl za=-gU*JBU~=u(NU9HROFP;Pzt9^3Mv*_QfmqYs|b(xgm$BZww%N|w}Ujo4%^pVc#* z+Czc4rj(#p)-;UV+NsTxY5sw${J@azAt?}Ndmz_wUaaQ@=pm0e4Sku@3-d ztueEvjx$Huz$;$Pi_EluY-Bha$%g&u6+l;QNO!F7OHPbZ_V{qzE9qXkhXBZ9a8Dc4 zbWn9ukJ4NQ!FQIR2dcCKK!&)>BVAv%D`}blEU3kuzBIH9+h!kT8jR&zW%yK4L@knm zr{yuEEnGc|u_Uo_hh>^;Uv@5ksxN$AWlAoCw@!DEcYyuQKWWgyj3G8$y3Qs~33dtS z;Rq&Z0s4w=&ol5Ay3d+pvG-0esB*DlSF3}JR1;O3Unuz9O5E%w8|+dpOCM!-^cgt=SNVwR6Delr zM#By$%^t3(FQvxxcU6|lJhnM96`{_wK}Jf5=>ctnZb%%1@(_ZA8r z;Bl=6LX|a4&@}ZY>7#|%j2ydLYKIXeYTJY&jzq$T!$yDEEtFIJ2yhxsUDqaw>R_8_ z;9TE{25_*46_AyMK$eP}YubP`NKo{0Ej7`?QAm1{{1wsdeS>;fwx#buv+pURpo1Jm z^6Y=I1G~zQq#%b&m6n=Rk-pC8>@1@zUvb)AzCj+Sv&^W~cD?P~dAC+JGtn!0lraB! zcJlLVlI3s)2Ri#k+<90oN)o@K$Z!M$P4dG@>C-Im-pYZe#Zu<$Yd4dZmovuLpsJ!@ zIndLRsv`f@Ht`tyeut*hiO-D{b_#~b$`tzyie2jZ8T}m_=viyWI{H+rN>cgx2BRt5qUtwvZ%-=j~~#5w?+?PWJWDQ1glux-@u7_ zQ$Nq4Z%4zOe@1tf!bqJ1?zvX|8wOoy7Cx^2yZy`e9?gs#UFjUkOnhC;Yclsjd45id zy3WCtapfV37{heGxh!HBFqC&RaH))Ubt`&Mj^~QiUdvE+@IyU@goFokDEH&y&NQiX zD~f#r(~TUZ{DZ>?9@Aoq?MOA_PIWcYCoPiw-nr3*rJ_RJX!Y^Wb?$4`JiOF(en1y} zLJ&$Wc;e)*&vkmUFKBxp{m{W^50AAoz1fvGt;;g!f(&i(JQDAUZ9 z`0p8tf6pNNGq(U_Agr;{Bf99Lr6->SGO;i6uTrM2|MT{Lf0^VT{Zq&X7TuJ6*dw5- z-^ZRu2tVP@74(-clx_bv4 z!`L+w6Sy&ija_<-KUb)t-oC#=3rH+-)~GeO!n#|@ch(S&F{#bMo+NRvGSek zCDz>wgVijjnvY2_<$Jmo+Z>w$@rCp5Fy^;+_fSgaWg+%kskuqn+nXAX=8rtiub%ow` zo!84whD5`w1tElzp#qoHVGWC)YXw*6Ytr>2#0AWo6~#LhhvRSF>W`h~5H>PxY}Y=F zyi`&yfQRj=EY)U`0Teb60x>M``3qpgrV^1pcL}(Wi^EYSZ@p>?xcnl&^4pF)6GVA< z+_^7+6Iio$y=|6@$cpZl%i_)RCdy@O-6TI=fA#ZyXeeRluj_k#QW^4R=EJ32M*N5n z^#^I!^v_EiBDxHW_jSGvE!Z|cU`t%X6d0k$7ajo|UBzS#EfKG;FXDE*`+X*EiZ9N# zY%zXRJuKPmt$@`a-^GsT_r8((mg-|=5>~TYk4{!ICY)4%9hUYBq6BUETOi<*9GS9+ zF>+r};)|k@n7IWQ^~K=D=0xk~O6QX%0d<)YJ|tbXE?T)CUL%0nYFBeE6qc^AodRL8 zyb$mbQG;_gdHyK7B=u$U?U@1a@`V(v<>#Qg8hdeGV~Bi#s2*oQpWq9CF&0Z(+%fsFYRyW<_%zO4J>L5xK8T%RdDyEv{PF+H;`PZks3_{Mm%ynak@z^* zhL&$QGLP;f*7T3PM!7zpx4Wu5zfU-GJN=HcudR29 zxX@QR>dsEscX#{$Q1%{BO?_MUs2u?Xl_uSWbWo7qR0IU18;UeR z0qLDk6BQ8w0i{Y8klsOhNTfFbr3xYR-je_!5a8{2?|t9>egE;^8*hw^Ax1gbIcM*^ z)|zv!xew~~wB&}uuikAUC*QDxNw@HkR&Mk4;noBOGCYA%<1d;6n1CP`FIG$8(1QRT zRXw>!Xl@+Dxn-yNb#Vy*;4q~qN*#byV?^$lgm(g1Clufjsm2avt^NvR4L5WMVjxu& zVCGmkiS$C%yBevY#M{owT!{7C zw?evSitx2H_H1fPS!amq85X|MRpeH)xB(%MJ?W zOrG#X+4RgB!9oz|Lx_Kc_p1L3aFG$uuXS}D8J*8tD%3SoK%xqOW)r^4ylZpF2Y{-L-y2>5=Cd zY)*<-A{j3Y&HqKT^Y7o^evlxo`QF@jnTr4vCbeQCCKWsyvU2SJ00=?5_sM16yVsi& zQl@>CGkE4I*V>Oar~fuMiI2UyNf^}A^0C+9eOUd+lA6$QGqUDE;5j0$Lj`v3)rcw7 z6SUNMX)C77(ns;U1W+Gg2ztf8exRjr}3+yKtSnHE=il&i&b^8$T| ztUOy=PNiUKaR&an&HPPTO%ioF%dy}Eix{c=n;#7%<2hp(`ubd_OD;{a==(Fk&cU^~ zV+h_DkMBJ$Z>uHw&Ce8YP%x7q1{yHR%^7(;>mE24BCI?AgR}8$)Rgc~uua>8jjfUj4d?&+L%zflb>=teJh1q2l9b>!mdgnCf=^sA$LNn(Xaw9{!$s26#b2~&j zge|gnXl3BgdxB^D{L#)-%2naMR*5>78~lZPp`=gtEjI!ctmY5HR&sATcUJB{yEfo6 zXX?gY79z>iZKtuO*xSWA^f_4JB2BWl4VDmsJJQSL--1E-(lNl zFNn7vBu;51NQNt3e>#g|MnIlvAZ(5O5n%CL{auv!MP-Eg43$+L+t_+!GkJKQA{Gg6 zrZ`u6!NmHI6sj*7x#@F^cotk7+T%hPm)vyCAJy7YJ~wOSV>a|%tV6qh_rw;x~S$1Qxb(4%s1Ca`9y#!TLkU^Vo)T2jwxoL8R1V8_+< zGjbjI@eF*(G@8>b+obPy47^T{O~`}^(i)T;%bkCd7JlZYLji%#0$y%*{4N>7cKBl+ zr&!FVl5E^8<}&<+%ll@aWm-WGR^A3cZ{tEbzJZFe8Nvpzv5)S=iAFp3; ziz9Or2LLf-lOb_{GK;2R6hQLJ^+o=c+TW{%LQ88D^YruT!R#L|K^?8chLF1&j4gr~ z#zB`ZSPUD|1ke^&N2e*-$P_d`f0BZ2se#+khTcmbpu zY@Ge^DvkbYpX}ks`q^F?lQj8&aX@@6lL<9wzbdy>7YyLb2%HD#lkx&xtw@T!oe^`t zRsH?oFv%cq4%nUr6trj7g3mywsSrcnUJ26|Fw#k$;ep3O^#Af_tCJ`cnbfHk;F^@# zM9}>bqW=I{JICrURbrS^YhPa?;h*p^-&C~k8TFM zmlfCfeH;GyJ$YRW`FDjAq&m%)qprrN3@F;yTq|*W57OI(E~X(g4aN8C^1RB^%3E3; zeuJ1(ZNtx1YaaGap9ry^SOKVR+%u=%9DLAlZUBInfS{6{1Vf-hIbOQ@9lI}yH!|%6G@;{C)^AVOrycIUEh;10&l=$CQQn8e6mj^MKkK0Wr5 zFyeKBQ=b`2TXH(cojBAhu@gsVIgGQXRY{vE?*1u3Igx1Kfdb!iz2+Twpfw&yeREH* zGZSX?Ye)IlZ4r?dvbKgLujxe%JUe`NwrD_&?3HJ{;59+Opny(W~lTYZP0WMr;$lzR}@aV@C@AKuj)1LZn@=!*y6-ef2``OlU0 zSC8-fC$nEaN|bY($*0$mWMcx`9-oZfM6=JMoNaM6E(LcXkmLnQ@-mrAQ$fK&~jZ%`H-`Cwe^NE@ozg& z&;*(I1vvLokuX@QY9(K}FsEr{r((Sg-}eIYVL}#~>a#E%Q{tSRV2z_P9(z4QtHfoi z!)6w+Gc+;g0V28=XiCQ=E&vV+%@5Pz$T+cWym`(lPk4ehF{~-B$d58|9~M)8w7+^t zu+aHb?kJ>Y*<0qg1$el%$Wc3{pjnWTt;NQF|9npgev(?ix9ly~QORAn&yoY@$6d1X z1_3*lb#btDx4woZDX|3Z?iQdh=ONj&-D`bC^#a&xC0EWrwcg{X7Xka4bf zlbP6}kEe(83}-|bT?yb9{gea~eY|J1@4rYdaK;@0lL#}PLVr6ts%5KqQ}KOR;f&6e zZnrP84m}@n3C^1$?|A|Z%zUgQh7F69M?g#r+{kCc@gey*Z9j&qKGnQh;v%HL!=E}y z@fPmE&SMg7&LiE$f;~UW&^sGO8@u!;o(UJ(4)I&#z4rw*6@%0Kq1VLc-*-Juo=V~^ zoZXwdJvjTI=86w(N!b>nA2KJQJ7IhOr`TJG9)ns}vrzD>0c>vi@^v%hsOL_+ch4op z7#hzbLe33p_!K&f!Ae*#!5oR~wfitsa<$zRl@F}$Ut|fqGSQlq7hwWB=Uk^$TYDtp zEy}cL=k9M(z88#bZOOj?!vD>=pb^7Vr1m3Ol=px?`^X9f7k%u5%>W|{M3av{ZszJh zjr#l9MLxOgB3GuM=2!np3RZs@TXp8FAJx2r8rpc9E%V_Ndyzda&zs757YGn_*gfYo z@Q`8~J*}hbHnHjoBv;Dg8F3y{C6Kw`7QDcFH#IF{mBt@u;;jzPICq8SEY>)|!P^F| ztlc|Yfz|u>*~RM5IJ@fmYc!s{rVk=9B7xeiQtHH|dD?Uywld0DhT=}Gt;m(X z_t~8~WO4CNFt|bXxTGKECd~gC_b!`dNT!P^apW`9vN&TIHr@m_nh%03_~AWEqsQU2 zQYr$E>1%wqgklEwoylpyfPd`jsE3FTlg&cvO;ZR~C`l^Z^G+O`9nLsh&P@g>TH@gaAHv8<&v$fZV)ZCY=IDFpDHya3q9meI ziR ziw9~YM=`j_PQSO+Z9yWpsu>R0O(t5UW-_QxoO?r84LQ+Jv}?E(xecbj{L>zsJZnpp{MLeUYp|u^(FAp}Ity78l(%l z6G4p2{;e>>PyGevsz)u+=Y-_LFy?Z6t_7ogQ|3Ifd(|l$C3TzoUf&lLf^22&9`q#d zAfmwsD>Jx$x;r_DKjH(RV|Ffk&xMy;`gARM)(T+?SWvrz_peti5zW9e{4JUP<4zL{ z#d!Zi&K3`wCg%{ImReWJh!nydjzYZ;$#C&DC1(VOiBNhc356xrG-@SoBH9^Mn-y;+ zeT}jA?1RiD`|-*|?sH`xr-GX<+pERoxbYb3?C-2C?^J~f;fNghPNjx^8K0U@ML8$o z8lS~{XnubY-}U6;M}Ml7Nfi9va~_kj?3Vp#H_F+^!dzSy^x@y5z5Bmv&q*E;fL!p? zApauYa_ypUb1F z`d2?drna5YVO9l`LXuZc(?|2zl`+oK@)69M+52EIJr*-72iGF%LCOh%RFI& zo&ie5R>!JQYqRDEPr=F9*cX1!XG)t|XCRKP{jq`xWf@$W*cF+ks5L!$nmTpV)xL)l z`saAMbnX;9Sy6KBqp#-R%*LN8t`AZ~4_FB`7 z^OX=K{^WMBA7c8XVZbU-L{m9m6Hr%i=lXzR|a?ZG0gx12sA24?gPE>B+b8TH^IQGZ<0Pljl; zGb6-kw!b-``6M}G?%xHD9`_|dB)^T)_K1NvLVlBXe%3zDpw%B~?+Xwa(qHv@#8~1o zaWnGmHRPcOy@VVVh~FmfBnDwx9BCyq2uPfNUl5L1qKV*DpKr6^`&$fJb__1~;<5!| z`8Cg?4E4kM81^cencVcHUEf}GrCP)(Ughg!dPc5cgEdNuXt@v-dj=g>eTK~erm*TS z)XP$GVPY^A%@umdCbr=2-x_c$lSp2;Q^FH}q2CAmax{0h-b|&nZP8LZN_}}PSh&ja z5*YZT-uW@cSV|_4E9dr->(?xV;^UwJu|sv^hUoaq`gPCz`vTpFoZ_CO%ylF}8pmkU z6)w}-KASHuB-CGxiND-d&}#zgNN|%&`UExI3r>bOJyoIG^V9S>?wl$~FAf3QrKE}j zuEX!Ggb2^BSf$vjr>gQSY+-~qF{LvFICXEPMIl>t$xDz{?!D-dMOt#U&<7y@uM)^& zHkkI?;0!na*EoQ3*n=G~_%hCJS_5rKY>C}n{*y+#@*&t>YL~tVyKR*p;bQXCh9eE} zU$>rLkKXCbvGkT^#O3u}R|rmiG1(nqcExlBeuU?o4A_zDtbI($3fKGC@X;9<9;7j^ z>Q$|4z=8+UJ{~p)zna&6m2s{0VYG8r+OM$FM}kMnl4dIe2crPZd7&N zI?0%Al2OSvB%8V2tFh*#d=R#srQkVNs3)(*QR&)t*YeaJD1vcTPsB%G>KO5SE_EcT*gh}`&EhKKA5xI70hr#Fd0om4PfFA=OHSN7r$Br}W3U7mhiUeF$yC)qg zdKb(9$mh&!@`1XljN>Ro_-`d)`{_Yed;9!ub8jx2InR84bm%Jz1v|a;0^$Lc=uu?Z z?BBGmfi`Fhp>>+6$wKz=47T!JK%nKk_PGe@#EmPEd}q7RCUXAu7bY7{Tf8L08I(@f z0`>qx(3xX$#;x7tyWh!oWx8(rE{~{LgrPkfy(WG+KeFVevupNvjh?@3@pOBu#s|s9 zb2;J**kx;3g?50-@vj|zs+bu(_h(PG@;mR^lNg1|*%7;LcF`-5O`h{v3kHXm_KKfT%-suw^Ec2^2Ph~gQ0L!cr8N42CV5@A%lnxUNKhsir<|`K01#cM86uc0}aA#we@_O2^(=8~p!$k1Vi#^AuKX_^`W{ zIkN(wrtCC!D-x&7nPG4W1tD86ZR|^X^@08FW3SZ%`*Qr~7ZxvNGQ%~3c$mp+4i7c> zbMWA$EZaOt(0gayX+y{uU0Sj90$SQ>H-8x_(ic({HV882j*qWiP)4@D6%X zua$U~(eOuE33kZ9biJBJUwU54&SR93sX(u)s#S!3)o2`qz>R=i<%PgXHy&m1(vjPXA64sE^Jb;xFJ=#tGanOb(S&^?8KhO$3>7P!v?ZAshv*w z^UtrPts+Oj`)j4hiPF!0=If2U^p8P{K<~GtZ|Vsl9OiCflvy3;1VeRhm;>DEsJ?{9 zv{Pjdl&FM&7wVRUR`aD#tYoYLsP(aiEH5sG;pkON9d_6}x@Go1pn-c|KpojxzoUhhP-gW+D|oGZj)o3LZiZ8Xgjhm>q=i= z8Er5bb|n*R7Bj0|(_sZ|*8xWR?^?)|XoD3h%?qh-yYs51&-~wY&>#>UX&1*vAZl(M zKXgFCGo@ELk`@X~{116SlJ3vb(*2Hl`VI%nyT27PUpocW-J;-14giD7{WqviE}I9^ zyi*`S03eqw%LgSTO+jd=E_*ErM8AKP%>_U6C2dTZj7ZU?H|!v6w*YZU2Aj32XNXd} z)57TJ6~GAb-OUl;rrvozE@D2$jhjU=6M{xdkfP>SyomfV>t zDxXvFe5Y6dkb}7=>@k@Nby>5Cho1^?DxP!G>{QpS_HiP66h(wZ_rqwOho1SbK;eJg zW-|UNyzA#7h~a=3hzECqE!ahNrPDYWVlCAB;JQ5gob$?+98fY$@Ch>!#OE4>@ER68 zLG?enCF(BC6VC?w_}5+T<1Dkib?jo|Z_rYvjJkhg>GUZ&_fD6!r>(&j(HYw_-}3+N z2ff0__r?Lud@(5z&E{oBJe$J-(hO2=gv%>{2SeRJfqeH8fAMR85kDe_W<7%qly)(M zMs_eb@$ia|@DFXD+JtuMj;WG5J6xd1EKyREnjguh(3phr(?MFEsa-4Y_Lbw3If-A^ zW6sNW@|4+0Ds{bBDxlf<)!Rzbu9tX}M_=sU4rnG?rG^bbX`LDD#ivOARntq6QM-VF z*)=98Tb)a^1*Fu+vTt$#8TOZ!ert*QKA;(fe4~cUHBEnOWFe$K_MuYXK%}Bb*!Y|~ z$Jtfb!TMs6qRzwep>kw_+9A&eTh`$`lEuZs^#q8#=L_c0hw&s*r^R8I<>y_?P8KNH zka1GiXuc(2tcwxpPaEgx?+QrFARDD5KtHliGR^3)nFIQZ&6jHn__NIlhEwV(5P6c0 zo_p2%UAF)o8oHwpSiM3=o^Q_6> zotzzY+hv65-H{%DKe}rb@WNgIE9Npv`;usluQD^hhNAhtGabq%6y%bR7{4WS;TtZV zA?3nEmm)Ky8;XcgY0W?C}E`f+cgqECLJ=Cf8%hWa4s z#yPoD>K&(kUsFyA)zo*5W|8$ST}4-y7&t_*i1C&4L5#SQ0WbI|>$+>O5;uBT?Ieo= zlY+Iqc@07?fA38>?pNu$>On4(~vy=LcBFWb1t zwb?<`RxFEyFXfqOq*CFF4Cspj_P2Fn2)}bhfANUv{Olr|FB<1%To{q?@D%E97fEpb zX~|_Al8FM=v0KB9E@30)s<3|TbCVR==HDwjtW3XK_{({RxpVjk+qoN1z1*^q-|e$& zd{YBixt#l32HeN%p_@0(3Um#Sfo+W6EAk1>N^X>gf)tyk#c*XmisKxcyV(Tr`z_v=DI_B#-RsOqt7 zJWi)Ho7bo;BL(y-#1v|zZC1?8#MS9m@rnlY_nhYpo_7&JI!MmnP)XPj#=ZMVqzY{< z^>kQiF-`{fQtuRJEB`osnmj}4{z^+32UBgE#vu=7@N5SDb6TUhB9{}x0aCPRK-a!+OFi1k={9Si6C|jORo4_oQ1}MHo;Rk@@O{gzUifB=YvA=tH(S!sp zSnGMD5%TJUK(dz-Ya~F9m^I-*BJb(^l{6@;J?(V2RgbjVFTE2O@ zqtb+)riA*x$faA0RC*G{)~K7E_0kOcGb>4dT4AXCf{80tE1jZN{d4GSp69d1L%Nju zNjwS$Mpg{%jIHa-?`b(Vs%hIS34kiaPfGP*Qg;!mLD9BF0arn5X!WCYfMpdaeTO5@ z9Mib|u2P82u6#{Y@QMs&B(6x==8I-Y@H#~Vv3~0JkWet5payddLgdBEn5Yw>5@QeG zXjkO&`|s-Y$&DyJBF$#fZ+ERY#3BL}Cyu0Rd$~32`6;Zv?K;r5Oj70z6?Lxrz$=N! zt>)q5^Ry*_`aYm)!Mu|-)0XL#z*>8tXD=KTxtTX-*bkGO0EHNk`kg3O(8^4Gt_Vt|+vyvU4*O}{;{kKt1YLmk2@ z4+_o{rTBM(-$}Z6!U(T%wFLVkp3C94SBs~uHADC>jXFDp7yXJF+BGYy{n5QfkIxcYP%8;_>dK6a~kp>_Jxu@66HEkGOiK( zV`u(GS)fCUvJY1&kR5UV-2wEE#$EM4j24ZFBVXA-e7j?P08~d$ecX`0WxwGuzvKN^ zr8}s|G0G$ydOw2_P?oAb)srQoq#Y48L7Zt98i1w?f0dM%ldRe9Ss-;JqVVCx)G3=0 z$OSr63ZPvZnF%Yv(mejFHJUSxV#15=jo^wH{1=Iz!fyuL0C_>vcGEH?O*Jp zgxuG=BF^Pspre0Y72(MVw33|I&6kL*ck4cY@y@4R`2W|*8-7N+X~vg?LvteNp7#P@ zcOkW@nJ^)jib9eB(|U?$_y3p9HSxjoBi><;0KXl3Wk`bOHffi7WHsDIv~R?BrkX+A z)v2(|uEz|5G%Jam-Iv7_p!NQL zaQ^>4mAYb=UrBJSE&a~KfSy59y-e2FWzg*B`aSG0uLq+1{O6auptJWqbA?FFlj5!) zWqSV+^ZuV#`mcXkdV9uKJX4ED%-nBX?63Da5HSq{b8BIz#Jp^eW9Xl0r>*P3;+d2T zL$1dGgt{IH^kBnYf4388OjYesL_60U`4RxlO12Nj0Ec^oQ%(xh^$TM+Bud#9TT+Lk zf-bT{YwU~bCje;d{W}lfKYgYFz)u>GK2(1+=7$YmT&x~jv46A(5NOjh;n4H6uMVVF zi&>Q>Jr`5R?XRxj($U5~^N?{W{^F(ENe&|Lqaa{LttC%<6eI3)e?N%H=oT}35U|WW z1;td3)GV5L-wox5o=CE2mUpS>l@3dKm4Td(5+{v2164_OsvQ+{Yf5q4BA8RBdLMbT zZ{I$7idtZ*jl<7@u#_2Db8*DH4@3A7=rn2-Utlb!|LLC(2{_BXr#%=uB+YIjjph6z z=B-m~d?lPpy5Ln2q!ksyVMp5dJ34}EK%4Md{LX|vM$VugTSHDO)lJ%=9PiRPWgcgX2#jBi2x)>}O0Q+#k8 za9=lRH4{`0-ApvF+g+)6)vRz3F;$48#VrDUR{s zB6JOG)-Ky5bRF6p7hn{Qzt_mqZM*4d$mF5DP+}G3#)yB;uREu#&a=V08;;iAiuOz? zQ`F^}3fGLK)HYi?&7WNmiY~BE^F6M&*!Y&Cs3JvXmMMPEtOfTiAK9Lhlk?m{(z!+d`n9nP^zd0ol;840mIBRtxn@B`is(m zlQ~+P1X7ryw4z>7`2U*R=u3ufvBYsVdx50`nTfrI@tf5sdY=2oUM2DpKLfTm;+^Ub zhuvOK=$9{Yc!nJ;bZ=rpSA}N0Bww*ZyB>^qul5rrK@vG)V=_{&H4Xjzqk%M7zY!|B zf$tjZ@iOYXXyW%;arwYNdsmOpu&^sSdojY$mNVw!10xVI^#dFa@S&!_$R!=~TK@0x>`s!|{SOt)u z&<+Vo0q;ZJVw8p9Yf=(@7Y6DMh3bFrFhflwHa`y3SuLjatb0vYI_-6Ajt_SWPitbF z=te36H`PQJHt#weQ_y%AAiXM$o!YE0QuZm!W<p;SFO)32b6kn}nybij7kEj$s$Ob3 z4O||2*LNqK&4Vqkv=b~P44qA(cnyhK_dcoiG_r-kVJ+yIY<8?|wRY+qwb=>ntT=u4 z74D#X4(;`8*lFQNv}R}62%SPoiyqI_$@GUEx_9?T97yLLzlLvak{caT)OO5a%UqnO zKIDN%0pf6c zJK0l&ps+Wk2!??t76px(8Nz3^?z~Y@@L19YpU}<`QDs?FcXW=`yLA~j@Gtc3tfNOp z0!0kq4(#Dv8w>yy&Q7%BOA{i}&U%2aQ14iM5WhNF@wHoFbKD(+JXl-j@SlQJW0hI= z1#_^$7yTw}Y>X!qfea}!QX2OdI-Fp0D@@}e3OEPDE_6nIytDD~I1I$5RKHy#u!&4~ zM2BN+(qJsH*n>?JMb|>bIM@=W=b!%)H}zA6(1nlgEFQdAapKKD-wL zLpv%3APA}To?Qo67-LH5|H?O(-kp*6T~rTl+WswL=0%H_I*3jhn}>A1_Xw-R#-O;-19DmFQ_H z*};nz9O5Y0W|M|a!g@KdW!J=ZX*2J0Ie zh?V89N0S%_{8{H&iqO#>sA+2ep-0OpDL@~pUd-m-fBRK4e;;DAS91GY^_GZx;wfi}d>S(1+#iC8>lRv|sT28Q zWivECKHJVQWp;J9%nutFSx}PODV2J(%}m(;ATb_%fLvru@wyCcRA;K?JR&s);L(pK zqwY3tx&debyp}y+*D76O9#`IVWwQSLXN>*+%9HWNz5R-qATE z^dTK1&+^6v!?BnHdTo)b(%~^T!L0yLB^EDMqA?U{y{^jFa%fUwH`o_9ebt+@T}b_RU%GKQ4+T zpG>{e&mKzXawodnkkCNc2J8bdPA%_S=Q9Q~$YWRx;CECo`>VyX8#RaG5}W?`1FX4% zc7I9LO4kOE3E}h`{0E@*U!smbG}GeC@9x7hF}pHrOX$~8dvEc5grV|7QMc{JQVV$! zAdIBwlX)J)59gVj&;H!)L_GR2+#M^q|IYJ{Q+9%l*S3+Lu5ZYyIjZpQ8|hXz2IT|MW5XrAmpA zno}gWJU`qYqvotx-!&h&Xp*zVo@u3T{G+I}w`rr~d6H$Jp24IC}xP!X-6x}}a=hK)8)e8VLojujIQ#&0^G^W1jhJWI?;u%IGL0F{)KXB^8=D1J@RiF+=9v1nQzNFp=IF@&2mzjLpsGdf>`AODs+Uth) z9g8PVK`&QiZ6J;0wadnAk7{cd&HNZtvfu4#u5{)kufziToU->axZF$(5S7p9;Y^1{ zCjGnN(eA+V$mtDn!4=5Tp6Kv?YrtkFVOH!5m*FHD6DMXk>`yRfy=`_v8z-m7)X6uN z>$1>aje!_h{LfWER-JbZyZcE_Yg39pYbsTWrc+@nyzq|YTo@l~r(*2uPq8QlW&sIT3zM#n;ZQmvl^EIgcopVv={4V!d3ioQY*I+p|F z7P*1++r+BXdS~UNn3ZxI0$&bRLr|cNvs{dopF25Y$KrRHIC($EDUl5?IjV_+F39p1!82v&rfNt zw|-4`N5W!MpBRUBg7WOza;rHMekiG}dfpid;a7vaq*Rg$-2pC4{fC4o^#J2tjI)As zipIag>UIg^<{J_D-PW48w@0VBJ^3z{ zYaQ23>j542tgdF0f3@{o;(6oQarHNzJ9Y)f3Vy(HQ3-p9jn{n0lTM&fyDV^zS3lHp z^X#QU1qX$*enf0_rb4&Y8Gfo=A@P_DL*BPM{YujB%&wgObbky!F^=q+m~gDAZ>Tqk z+FZh*C1mgmJvIwo!ic0%QH^LZyQevu*1dy`UNpJ*{69{Z`hh`PQI9n5jnwp0eYE3n z1yeDHnkuW!9NP;N*G`=JpO-cbWpc^ejB@s}p~J*VIhmuiiCP24RpTMqR)uHtudQuu ztDgn2q+QaYAozKi%@ln|s>;_2TP(_6sg$icN5lQ8p*7mc6X*!iv6hu~qS3RqHa# z^9E)^0dqD;x6Eu$Lhvm8p|OE%jU1Af(A@`!(NmbZ?`cM z>Y!If`gm*FUod6jNG#)}6I91NCE7FTMUJmZ7pJU8Zmp+#l6dOSba{s1idjHUrSyqz z>4Tqn@Z*!;H5^xa@B#JDKBEhu&T_qoD~ZvSY0{^i|7SjexvBkz@}3^QCc%pR7n+h& z{^@-@%tSNA?>ld0yQyy#1bvD#`y|uOFaB4@iS=pJHEk93+8d3{ z`yR>r#-Vx^4=xWC8<>_L*9VKlQbfPe&acVkrru1->MJp>RdRli>^F5uFaf1sJ!JFT zM%ww0>fpwg1&^;83y0_EllL5lJQ(f>eN&~L%us>(CgG}+OsFIJOe`D0HPS05heADZY%2|su;EGjDM>9skL3aQl1eh_%`c)Gi>C&`)Z z0XV+yGwl6}gkBEO0d4$@8CJXu+D{7%F1z1(in;*zKA5{5o}_)cvWe{c)6eheljR~- znI(7}<-1p!zCF)mzGPE~({GldkVQ2y9tU4&2;C#5i&{U)iRCxYjThoFJ{wtsz0Dwr zQl%)bXB$v0DMcus9UI7xBkczoJawy6K6@%M=4I=h5|66e3(229TlDCnDWDlWcC4n= zs#O-&GL&uZuOg-Qc~mMyt$%9weQMC47_a^0Nh7JR%Po0LI0Vl2Bai0-DzvQlTex1| zq7{72i%3BeHC%*WQ|;@cS%{Zg*L&lyISd4@}Jc{dwel*FyqBjZI6RExuey5+>l-N@B0j|8Fle=%Eszx)XxM+}SbaHuLw5>G1 z8>ip)_#X@B#HmKQ4-!Y3JVm#UFJixqW!D@l_WiclDg2|qv)Zr9j*ivmy4~yg+;cyl zd2psyJSHwidGf+xXn*v;atdl9Q&~$QN9dw-5^Q4pP?<%X$l|*ctdgr5etYmv!yEaL z<04VpiHjAyD4sM;xcjwrzvmJG$QkOy23MK}C>CuU!1n0<>lc^el4b>6sUcgD)f@9I z{08PpTgrx~N*%PSs1|1L>kfHn{n!E)hM6*;8zx5$Q}Le*fy z+^E9kLeajj?!9vHPRP*;h>$b!=Sf4&5Wb}jX$p%R%@j3_#Cuu5%yi}T^%A$(!Au)1 z_IEvyMKd2FSE3A*M#DSc1{b$qYFG<@q}1Mi6ZMNBcjfp?@ry06$bcg_c$a9Dt)k}t zd#2^hW}=vVV(X};g+=u;?hvvqZ! z+Tc8W)4qtu633IR)>86Qz9hD>6!h-OQ~?RojHW{!4!qj=IeMl+U2i0MY@oMj^eIZ` zoa@w=z*0vU@vPs%riwmxX9Xz&q%cQ&^Uvf7za5|9jMZXq&A>Jcj9Ix0W?wRND4qIW zdtvyGgG`cwZo67=hpGGE#r8)vJU>=Ia_(!vEh%K)!TA{`-8ssb zN1JS8ES~Kt`^2woZ2pJgstaDFG_5xiF&Rqgj_|TE&6r=Y)t4@ApsXZ~9UWb9|Do43DHQ;Q<(Vw%Y&9a_7V>uw&GIxz?+{iO}tZNSoUzS8$Bjwzip8+R%zSc5;9os zqZcLkCF_EMN}L{RrKzxjo(Ik*?e~pJt_m?hlN#*;+!Is%g?yVn)%BI{$jq5Mjr zDowfQ;nX-GQ#sfT>d6tQrS`^KX^3<=X!rlBX>-^B@D7u~#g@f)<%VN5hUwgg{^#8}jKAd>-a>o>< z>bRrWbwa;S`7800#Bsb5|CQpfu}sYDfa&+o7}5SEa`1qxc5BU)!GvIm@%uk}0p z^4bEuIV)@vjKt2nTHYy+W8d>=Nau9h>M(+=wu2oN7xfo~Qg#?C*-U1y@f}FucF`V} zTzgiAwg;nMY!hLJ6uCBC)&+uLL&B9M%$mo3Fo7WhV_vvCQS|Vq$wCwQjJXH4HM9r5 z{GPQqlRNclCaf~$k-7ho6q!cyz;)(m>oI(Z*3)SgYU&6crj^evDZ!e?iJPj#>4er={Ft6YCbDR z!n7qS9akCIKWRwl>j&2d7%`K2(av*ZRK(`OnirFnT1_IEZ*(&oF-%J}?k z7BRa|4Qa#c9~B*$cK&A{`MamQz4^nKb&^0To#IQscmDN>f4=Sq-M*xKDUR|Tc&2rT zjNMwBwDf}aG}&D0@%Fj9=B!)If$N=S3*d;_985iQK*kxRlm^3v2=$)qR&_=?%1>@% zxl_N@Z?GxZTv#jVqXlOk+(z8}T#VXfk={(MSl)!|5By$>G5W;ASd0v(#kky z@3w?{PNXoiL*Si}ApL{2L%+oV;YZ-83x^c=b54xcd9v0my~XeNOwfF3SJvl*uKoEe zsl7K*zrw86+Pd9kPv=qFKk;&dl2gcDq=IDGnmCg0Y0o0HLbE^V-q%0qjQYLcTpw`D z^&0#qUF1M!r0kPp$Qw&;gNi=% z4b;wVy~oZ_vxh>BaI&|&g2He`Y-K~5_wB+If&Z17$euJ~?k;fn{J)+p`LFlSx8!}* zDC7AYcd)xYUz23kxL74PVF$&GRX#296>I4K&C$ZA-B&*E7-n2)XC+?|lV+Znl%!sM z(OF05a*xjLSiiI;G9gKHr@|cl-L}9We$3GcQy058l&xVO z6`MUQLb1DP0>?C;UOb<(*#ify{yxC2PQXHMBlblqHw>ntBQN}8+xkc0 z_%~XekGa2C7nrLYYGc!PfAw9x$xQDPH6s(;UZ=~bf=m9`kjMly{dvur@%lFbwT$oP z-F=ag6(wk`R!E`T5A5gjE+l?Y(dZ18cXCmBlIF^{eA4CUGiA4$Qf}F@CTE+&pzj-DP9s^>G*x^pR4bmi}9)Csq;Q#->!BKAG0i;to^bR<#vLy$Th^I zb{plIyT6K;Y-YtNUwiG$H6nUY=c|j<#Y5eNL12=S5;4r7=$m`98k1r{iKDhho_K$M@fYN#N<6UXDCnvV%J?5HV9=cV^Mhj z=kQ%|tuBO80V>n2)q~&70(t|C#9@Ryt8F(;VdU0jeA3NZJ2fb#IE^8+mkT6cuCb7X z{8%g$y8enJfcE+;-xph)0*WNKlk5ZkvkU)3Vb{Fvq^~_4w&S<3A^qQ~@VjPEYuu#1 zL6%E{QFq0qyh*C35A~9ZkFvfUn5?Z~nTkhsPR#;)b^W*Jrr6=fh%DHSR(WX7FR{4Y zyrh-pgT&tOqlh=Ic8b`*&AUYRdb1Qg1mD6NF6#f2WH_(yYnT;e7XWQ#k5fNc8kij)cq*Q}3_rMp#mU@-G ze@zJa*OKu1#yMF?=!+a+TAmArbCMeN1Q73~Id8ZJYINy~TUNnRbCbv=23Lpt-Rk}@ zKQRmZ>CKq_R-vcN#&YRFkL0s2gb!5q7v$muO&_wxAG1yz?(sT2W{$5tM_`niG`X#K zY#cd^epkMm{28B&;vMm23Z``P<|{f2I&udGlHd9V=xAy_^bQl&EIA_Tnv2{ErKygS zzVg|uo}#nR^nLJXe`F|bD$}z1(z^RpMh8{Zdp6fC&f{0RC#CjHxb2g*(HiV8#nUIr z#PdVU#qC8BA!G~h%+56Sc5Q+GvfUC_9JayHN~?rg{n?;Ii8}a2NqcVU`|69-9PWP8 z{Vei%c)@Hg}@U$oy_c;Oz2}C&pLDO%aEEno#A)74EkS zC5o!RZdVXyefPwnuEgiEwdcjpIK)gYbtDCTM+_eZ559kj`KR*v3wYy#1$r=@^)o;< zZ0DXF>k~!M1mT2?9E@L7)UP?6rR_z8Y4|!>kBXlRRJyUQ^nRoxD^1SA6%IDz&XI3T zc12&Ggi9`#t@VW|@Rj6>Y`AIgn)O!t!op(`UbJPmmAWiEB(*uameXGf)nl!mj-N`O zG4n@VeH)hV0n}JTOWzUWVB#Mw(yHIcGDyE#h;;3&!PTHJc@T)?^WRaI_pG zUp87L{~qhx{>HjDSr}VC6`Sb++V$7WGb!mER}f${IhbJRY1qO&Tbaf3C|$$12`&_`!uqLz|F_k%*YMKV(mkK|cT8e1;km6N7*X zcLLUL-S)Nqy2iy07x?iHpd8|eWLLHG!LsSbq(x$Mva?iVTdD*AW6~8wyRyjtl^Lc< z0`|RBBq4i6zWIpyPa_@6cgxcDg6^2~L4&K|Zptr}q}JV?Q<{K;5Mcyf&R|x^Br-dB z)9ozd?rhkB!2QUk8!$=2r9Wq4h!_6z;Gtum4G z6)$}t`#Q6kSlD}unu<3aW$s@ZNX_bVw)T)b*sJt2Rya;_(;Mz+z4u4X&4lNz;M1LU zv|0O{kge+7zU7pJ`%pnTcZnxNqSYZ&QF1c#J#@rj#j?D=wS4j!`>tTHMrVuy1r|=4 zFfipa2Eyr0IZxv7@uU=0pt|7Ochx$Y?QF-u7rrzWZ%%6bXnX2|?hT-sn2PoKB=oZ+t}y!kNluN5aRe9zHBWjv(E$diFahz*RepoqVArV z_qeN+`^|J&Ox_EgzOlx&>}2PAL#H>WWpjuR8Ty(Hs%W8qv|`doIa&v7avX&Nc<;VR z*7$7W*++MYsggE7)0iPM49m1TjOS-f+L2-^Img>Gdu7i~6v+M00NqvA=FiGmTzSL< z8+yWw!ZC}POwvNGi8IQEF|3;)Xe2W_8*2T&wo|p;^?DpqY|SUu+;*e-2HE!=S!!nH zKu%81c5AHm9{Yu;*jVXFP#CAf4SAm{fmV!#P)b4mk*6&|TPwl4NQ2yN*9KZ#m=*@K zj1-BRDbW6V5K?=EF3rUEon7JK5g%QRA)188GjyXTdlO%LJ05udeDI5CF&EEUgu2PS zr2iK@`#rvYV*&hyfz#XR`~QD;h`G|fqqcA*=RUlm^S@8Y{C5nUjRCcmWNcF)D8v;0Kfe!Ca8y`Pcj| ze>ZahoEaRaWA5~zP94pNVwS=-7{F(KRW3U}Zq0TU^8u*n>-hCT0+?N>sN3(3>h~V} zc}$cfCi9Ggu9eQOEV*slbW~5~ncK_tk7juc+;jsukRjQ}-5P-hIP`ZR>f71c5d?bO zA~+GY63XgRMz!M0bgs>2&|gYIxK(5J9{d07+TWE_>^m@gI3yHIziZ;}3Uu}O9Xp^< z;8<#`za7EPpi6*1409rp_uPm1A2^KT&?_r{5t3&9(UtmJF!>uKdf%r8)a>?cbe+F{ z`}v3dEZ&ZRCjEzZvU+G1VJYmblc{9x&b#<=du@TcO@bGYA3xq4pLcN_pAN6OsV=mO zI>ts@FDp*f?obDdl-!ZO@5(bzF`R{(sz7;+mN*In0Xyo^gnLmp>R^8m+qt)@*?y_Z zojo-Damf<=h?SSeN(6Ey{^8PM*?D?KG$nK&T&`V zm-8Kv?q0n)Q(h^-9gF>y<-+o;f(L0L(c{mwku0gAnRSZ1LKip`$W4_v7o@M6jvDZl z({jqfx^-t}g7BF7L~NBat3a|;n|j}Fu50T?h_J})vEOcG2bD+S5X-6WQ0}|6@6z_! zt0}2W6(>}!Zsr%qk+3|i7kD19usGPJOo_VKVD|Y(2#SHbCUa%%SyL<3*EZ$W-cv?v zvlDaTuC$B@HJSXVnPEzWt4i=wgFZw9hCDNW)BK91b4X1eFJ^w$+K?#`0e^9_)>J$x zaZ--V8D!+(7spZob)H9=@tR4KMRjG}jZChg3E$rs&vUoiA)?8S5^z>SpfOnob_<^6 zxHAZ+Q>y1qyi*`^D>n!YSIu3qA0KLW3^Mmc>t)VVMQa;pF=Aagg>4CQNLzgPHVTxM6E=R&}FV|;LFbb=3oKJ z%Kf8CU!P;;U7F8vpJQG$uhc2^C$W+-CJq36$hjna1$_h}`h~W67e7W?{uWcZElmA#~@=5~q>oo28CEl`;V7}50 zqZhBdhH&?SkiHJhO92B=cTueqBujtz`zF6#TR%OMm3pJ84l77^mY!4{c<-augH_FD zvwJY|EvFVg6z&Q!6&2$)>Q$(SZHiu`mYUkvBtk*$e7I#QsOmV^-60fB;9a|stM&|u zwUCzCnPZ?aVYKf4>Rq#*93P&xvlxzT+Z??tG@~bPHwsARenqb4>Okgd_UH&lbZM3(!dkqB zy-FF&C|}q=Fp%avw7;YLc1B+Qs_DT3_wh>;0rDaf#Z_>z4fUQA4= zim&>0>VMn2A_1c^bu){IB>5E)0GWb*LMG(`FTdW0a(}m7?1;9|8mS>updR{TmXLv$ zK2Rms2){sym5qrL1A2N}-BW=j8T*l?W=)KfmCn2> z#$BeTRRb92ya{Xvk{PXQ4i@3aF?lG=C8&t0f=NE2O2I4=%I!5aYP7qt^kCqiFaFLuB8kse)aCLNUmTt8f&jl+qWA8f z_ImAx8ZG*1=b%zjHK~~}b9HOoST^WD3$?;yF3DT-B)l&NS!_Ie|IbkND;=elxxOVg z%-}7-b@he#H_?l8kY@4aViMPeWUjYfy?!Z>Ek|E4|i<&<^sn->&pan|yoPAe78Ai$}5F z_WZBQu2Pdg4~Q)4U*fu<#)E!hX8F}ZSHkP}g#15`x;%InA|svYJ(#0$i{Qkak`U(E zvWR)FXTsgMps?)b^UHov>b(Kb4B}+UyI1hRZ#n+ulf($W-V60Y$1`HOt1f*LLb~$H zIlR0vjce%b{rpb_`m?Wo??W5eYfoR6UstC3rxCpJ%Acn!KtGq&*FU(bCTlOtKGlNf zUcdYO>3<)4f4&UnoC0ds|CEJc^E%J@5te+_j-A^^#^e)l=WLZ=a&T4RLfr{Zm)km# zfW!1Puq|R@cQ;^Sc~;vx(`Q7p)Vbr{@mA)Y-R19Nj_11^ic4;q@jQK!yi;@b2}j6h zZnixnPxg0Jm&}k;m{=gP;q$ZX};4N%Zpw>xW#08mrfu2ngTea~}L8()> z#qp0xcLxg3lbv&S(+O*Pc?zt5P|IuRMVIW`FgdXc<`qs+u^-qI+}w+*BTNZKmp`E#ZnPuRTT1&d!_%JnOGj?UW%+ zH!^sa>Nh4L)aW8fotN`!V3Y_KyW5F8cC;5P@8$knVgN5gUKMsd|9y7{ZvGU?Z#wHse6-~*_0RcpxIE+ z$GQ`=`NjDaI23d{^H`EXegX?GwXW_&0lDh2;aa5w@KgQX$oJ1(9R^IZ`bR762W}1X zJ2=#xkJj1YP;_6-6#*L;qoe-(^5(HW+f^|B4i62tw${GOCT9@NUnaavYt~ciqZkV$ z^eQz@>$^+?b2;kS2Ybj>&Nfq1+fmt9MN4)isLhoC+6lsxMCMvmviUa$HB!$gP)Yahm zDL407xAl-TSXRO_=1fJ%ylNc;MxUJ4F@y7`P`~V+8g@x|T7=@kulQhpeD7TW$FEKG zTn?`y;-~XHP3rcUbocu@1a1hd4uY131KBd!H);bHYR-7prz)R|A_vv+ z#wHHmi%H%*-Y5g*nzT`78nDA-a(LfLVQf@JPm;Rvcf^qg7}6O=oYBfov~<~M}RyqJmd>r}ljOxidm*4+b$kMeTTH?wDb zkB-#Tlv0wpnE&FlzJTg7F^q{}X)h|cJue8FH)(!EipYp8rkZ^6zDmy%vy6Y)kb-)$ z#wsy^(`ZapK|R+bH%0*W_b}jJm8p@cr>^RaejWYc=kW07+1c3*;8004u!>z#eo+zj;?v``D@q-KjXt(dL^oLVw=(U(x$N@B4QD@=X?E)42bCcZeN50`ih0N>P{plT3(= z6VqX=K`=5g&9f-{3sC@E=5%b~7X$1LYJ9Hi=hmZ{G256S|B>YCff(OSL!1pcH7#16 zgy4pI{}S)I)HUYU7}tH@{6ph`=>OmU@NWPO#7O%mt@To6v`0qE&hl&j~ zkRKcL%Sg6@Hpk^ep;}9hBJ3BB&$bZBrAC`<1*gSI=i|G0MWI)hoc((BeBdSRWDcKZ z{j;mZ@ULrZ48I6faBnSYS+&pVF`bp@OY6$*;_SajQp^ga67SdO!RLvKy&(;f?+Egp1~F%T!(e=!EuCpEO=9 zuFm1H*Y3)o<;i|e3TPvB2v1*n)-%>3Y4M$TEB!~+X!-&O@1i_6YHZM4Ci#4?B-`t- z74MsCSgj@x2r0Nyl)AgI$>p$*q57yNKRJZ1dlsg5x@T`Da7-ZJIKE!GI4#o7&eF4( zJH_qa?YSqSRqoDQQ$8(NwLQD&@G25KE8HNODabO25KdXu9@MtQQO6kmuWVd-Q^bVFG|2FJf`lGrR;RWs=L~8b5 zA0K4RI)Fu-m7~L#&M>*MD=K0t5;e`Edra3uW>p2GT!U|Egw)OPxScm@FJ*=%BgZhT zyC=m_Lj@^qNRc#4#ZyZruvbS(M8sz))o4VzK9WTv*Bsfi(z~f#ZY;S>y}X~m5(i%b z9Urdvyw+&W

    o65{3^3GVY!o+qJP&DeYOd*R}N6i+Vm2R68l? zI*+S*VkI89nJBe}crwrYYj)y_TM;|FN&9h%mgS0@eFqRxr|@HTQWpo1K#m^Q*$--S zW!o=P61AH9WZ=yA>4~JUj8*qUajNrenn5}FEYS_mVB=hBx&neOeuvL?D7@w4y_~@e z*j`-EX)yEK*(3^wr;8$LZ-AWZpFCBdFkTfFPz$@zP{3!btEdsK3)=G+Vco|SDyjG0(ksR5rGD(f$Set@A=-l9LA4vls2))Ho7M0JNZY3#b3V<-> z6^F8>^tWno4{HlfXNYP~@D^97Ij|hPs%PnP)XM}Wwi-&F*zLH;C`hHrs!uzPesXow zp0^j=8{+9xRe>dIJW=wkRs?M8CmIRyc{^LRw>eK6m6t;)4jSv4+AhDR6TRh+3@-`=}1$|Mix~JA= zDkad-9cSt?SHnV)1@*K9s||NF9Czp2!WrnvIv+8@>C5>w@=3v8szkY-72KL%{2Fp% zRLq8Gke-}8{9wHPRd?c1#8(ZNOisQ=!cJ7(IGbq6UV?#J@3#DCn<-TrOsJt-x+KXyAZ-0RIkD-s^Cl5v^df{Y(T?TLnZ$8(50O@Cb321FiF|qlrL*LWa z=jy74tH9AACp)-H>O~snm@ArDf_BAUm4gM0c?!fPVAi4CvnbaizqTr)0?i%-T6qz$ zZ%(wZXtPIg@!-9dV$5y8Ip&SQmGi&KE01BIWL`=yD!M4;mkLLBzn#)8CZ{_v80?la z)2vRd%!xkf)4}wJp1QbaJAEkCwu1c9{^K`{_D#S$ufdF-aFbsBTUEyvyTr}8xj7{> zGbXx6Z_c!WaPN$Ndgu+T^J@RTbvn%dsY}B@Ge+Ck_|c4v%7c%DiGR}sK(^%F{!}cf z#BAMik4Zg0M`U3zZ|E9}NlR;UysL*u5AgBIJkM!a)1r(l!Mn1knL+5#z~Yg189PSE zhFO=B(1Pby`zz^=0gX;j?cV(fw?0fX%vY63qIKUW{}JxKbH7Y{O>SUcg;zE&(BbGq z`p3I*e%Vj=w9XYUBal!%)#L4{i~ccEEHyOW-x2+Pjvp!j^ngE&1jg0piMf#(d6AD_ ze>I{P<`%^w3cB~(c>d>hF>0q9-&#YMe=Sw``{#dRVt!q17X|QA$Ho0LtgCOl;&=Xi z%JBk_@ILA73iLmL!@sXzeT>riO#t@Jd)@BEz~|%i)>ag;BZ;`?ed`%DFK={lNlEtW zrjJA!l1qQx_@MA=btqr0#8@66I&mg$n7tRnd{F4Lt_7@wR>xe%sX{|fB?L&%zDO=k z&S$*u<1Uv0OjoO5l1Mo;aeIH-a(=R52F*gdegFE-&JKgHFol<-fyBFa59_@Ir#Js{ zRz+ieJ+b}V@=s*=C!h4YDs4Rk95691!_^l3ua-`S004L6FqP*|-*g2f{C4Vc$DdiF zjT!6K|L+a&#H6lsa&a-*c0{on&+~msf3v3#Q5Zj~AV4Qi4+&Hyk*HmID(%BO*1Kon zCT$+M^}R)#4?7@*4_m+5VLJE-$}o0_ZQVvZ5xnb>B9u%6qq%uX<$6b?YM_75!8WlU$;6O71TIMdjAIVNdV z)CrUXw2;IiXA(B;z?QtcEQ6ln3#$Ikd>lg&P?B4eb8Xrr&v z@sQnZcc#^$*?!O({Zlt4$#DDq{WF13c%Ank`QqcvYaY`$xFv6?IX2 zCJGCVe2dkc=AF)>>14jE!GvC-lWM0dWY)2ZeYUX|P}+@x_x+&JLu?ZgtlkN!aeZ)+ zEbjRi8L5ci2v>^kqYVde^l9<3X;3LCaJLQ2t1jRUdaq+si}pe#-viWCN6nq$b`ZD%*NMAOgL@ias zQxl?l_f`aM-n{t~iBsAL6pdhDX9rf0e7*CQsK5>r6Eh+vW+{@MSh6iby76ely@ZjK zH8?Chyz5m~0=qmVpUpd`jd5xDcpf@tyrV4{Z71Cw=J2~AzyNnd`w`R_(q+yHMeARe zcwHMk#$i_>b-aW3zTAd*xxQ|k6FX}b_w;$(qU1Dda=1;E{)PqrR+MMO4^P_j*YLVe zb@K`W+q^qX4f-*|n^{h}?dp#hJ-`KZlF1!8c2W1^u-F0X_lL9m}xP4EeMF%RVP&Eg7#E8=Vd4xrq2<460 zRF2)`MA&-mp`@KECb6Cr%)41di=ZY@!Y$EtR9;MOQ5e?CFy;+TT#-}Zp?Q01Kfh3M3;`Ez6x1< zo+NDh1{H`^c18kQ=U$LU@0m=fDJr70S^e^Jq*Y`Aa`7D4W3m^hq-}4ge|p%?Q>JUA z8gjM_d{xH|d{RiZ^?hY9cNy3_ z0AdcU{P;*NM(pV52xjNG@UbBlyI9zDJEq;XG-DZq5LD|A6)IY$oRaB|PP3O(BXHMx zJ@K7*qF`5zTQQag=mTA8qYka)P+@jO&j7Zg*Aah#Onn4%LW3`__;8Kk2#n9BeR2i=0+Ub%4JNoKekIppT5gzh#i~R+4*$K zTGm}dKh{?rlr*wS-O})mZvO*)x$QSY<~O5{cf_6PC=OArk?Rt>MmCW=F@7RWP4N`G zYj2n9lUsNF+cZ9a`*|j$j2g}SUQRLvpX#lvMg{)a^vUfZm+%S~hPBx4S8xNwMv;i3Bib+xVr9HP6CwJLJFb(&5(%e_T!f>^R9e0?yp?|QCa)3X!IRG zeedXkhNI|R5ngS3VX%j9nj&{+bUC3K_mugarV+QFZKUH_H}|o*@4;yN@zVRAGZtC{FvBp#KQ8z zq;0v2cPhh=$}^_Qc~c>nlsgS5c^-5BRGe7%1@H}a|5Hsi`uX)R1ciu43|rl)U5-{6 z)7f?_Rn<8li)0`%`_R+ZY&1T+rhT*%(U{oxdVoSHGQcHX+sA|YKVS~R2IMlMk0{1# zetcqn+x&@Wbg?a*e)S#87$f6i_7a3F0YaYKzX*)$^RQ1PWl19+zg%`{5M)0VhlH^Y zl^Fkp2T;LtA&UI9X97;s1uT9W)xqU9_x@@WWl`ZMd}Mmrsq4Za4{UivxH=oP^!a2d z51J!4b*5VM52b3C9sv6LrlV}rO~sw-@yH9C+Kvhv(eeF;?#6*&+dIOvmyXhTwYqS~ z$pStCUOiF@sYDF9WpS#bXJiDn7C0OeEgpR+877(l+GX7-P9ti#FJvVGDC_4h zo1dyVkP+g+&+o@r0B-4dn8InWhiQNC-P$!Mxw-qL1@;(hl$7OV`$g9IS-f1RZjCsC z^1sar<}vJ?*y61)D~U1>OstF4{@Q9x_Ii#rL7s>5$@qKQxo5+2F_slG`Qvv4wFI^n zQ|D1oy}wL~8fbTm$j<))!P3`991=;Oygnr{Tw@Wi=U+tNHLcHI`qEm$U2y@Qp_h7? z#}o&4o~GzMvbz0l*(YA)aO>dl4=YVgUx&4N?Uo1Rr;*Wd9}6G%*mT(4uPTjwJa*}- zXeyy)wb{8mb9`!T6y-zQjs`jaQmSOjD%{$S;hY+APJF?)q{4QW(Zi+cyKM#S3DnZ} zOSz44^$_jR5IiNcM&4|y42R6iRFKvb_%$w=ay`r z#gD69(<}=WR0%rLKDonpy6N0*Bp7vC01de14ieEmS*wp9vjaN+n@JIK74ve_RFnUN zNi|dt7akidnv8Y(z8D4;ZUzv*lI`s5{GAUegx#J{0ELYm<|9EXRxqw*nS%sogSZ^7g3vLeBRIuX4+2MzGbjNWA0!6gQz^A~Dj{QItJPGj0KExym{BeJC3X!?T zZ%ktuL?NhA;8L?uwYoH~wg%M}3hyNk4`Q{%&uOC`dRmehB%*}n79{8bOZ{e!ndYBhivVU(u>Yp zoMM&*`79Yd@HOXK6dWU{ZWOUOPpax{G4mPukb@1%wqEHoZS(*5WTEVd(ea#d?U;+; z_9ASJeZMKrWaY~=6(QUgE_urf)Yqc#($4347fYRk>1EU_7 zt+tdk-6v+>Xn{uw8K;C!bUGX8l~7nBGFLk}-3XI2Tvd5n#2t9UR#%SEw)Z2rR~cHz zOS{g(Tv?quYe@lct|`@@^>}B&DnK`CC(NU_%ury6vop|a(iwK9s#twd*!=kNx5ZQUmqnpf<&buug$Gca!!#hke zTW=Y|PG&vBvN*!N&1kp`7y;8NEtmlG!kG@IyD`Ml)E#Y$clG{dI+88%IX8axE71_7 zKkN>UDVg023)G)7qIBC>d+69>ZTAP8HX>G_e+E0+b~1QCVmQP>g){AeC48Oj10)m| zUdhU=?bRA2w#b$Ec>7-W8^y=6wM)uhc+N8wfi%&I)}Ul)(IEe1*4l=r(>p6jUu@zPm#pjh&CaiL zeG2VVXt88Wx)YWU%FK~$A!w_|DoK%!t3$m&Eoe#lLK zFosw(IX#lNh=><(^zibr`E_U4czuO&V<5j>4xmr!K^p}&-PE=Y?J!bRRb2)u&!(y> z@cVweP4W!b^n2*(B(Rf_mi3*^hAt-coF3p?Kd5DZwHA{zF{{=K;QQX*r^6HOPW@O^ z9x2Iq9ok!fy^hTlYr`y30SQ+Oa2ZMp;PRYUCj7P}tIX`Yp)ohvpAH>;!YOYOdTBid zW3?>|r}>dbCFG)1&J26OreB-jcCaB2kP-d!hesu+D+Aet!pGm!NAaMDfMoLyZxvh> zufrL?I94PM&$ihFPy;Mx&_#&Pa;kQsGaQJkv&1(oBG$hLW_=;|V~MQPl#G?azxvqwMlh5JJp9h1nNW(S8M2nS$AO{562)?LaWn$foCT*IvCl$ zA(tua^;{rjgqmYb`R8B}iI|5n<;?}D6 zbW&Q^a=BxxzOYu2wK+PTJ>I&f{cyw?yw)`Kwx5rE9zEVdGtId1~`l}({6o0E?jvaA4>CwY@%lk(F z`QU+FbZH7?M`?bv>Gk>*J26_}y5&jOyD#kv@A3eKi$`NUR`y93Icp3!Jtm}ir|eG6 z;`=ENpOUus*x7e+Cn;s=Hvc1gWWvkMg9ngJbGBdYKizx41lG2Z3|mb2W_hiLN7rU z?|VT2U83Jyx@48nxZeB@a1~$Xtb?%AZDy;9AUe*p2&k;*V-=5ZflRBQK)}F}gL_R4 zV}(YeY9XrzRFe|%Ev_5M`w#F<Q%k2uIB%mvP_(k)Jsj2A`vjGMQozi{h^Tq=Lxov z0a}U)`4NY#4+Bpqr2`coVbazx1>~!%_Iap#O~6(*MVe8dc1rtB4z0zMQd;ABMC$x2 zc2UBiq&&+l{-IcQ*$t|KoJbEn+l~PKmmS-Ffvq|#%V_(3j%CH}C1ja* ze2U%6K&P=mf3ySzTUB8jRjD}cb`GVt6M3aM>QU~faJa%`HY&IrM)f&p`-m+86Z1ft z{?13Xqo=Z1=f-4o(a~F5JR4XGdu`rzItP#`qenR1eV#oY>$9`<+G{d`TBJy#wpmU} zt4|?D=h1T=M=BY3)|As>JAE3lfMM+L<10Lnr9V&DY#M9Qe0jZjLHkXtPbcx_@GxJ!KtadlSpcR39q(Q^kzv5?$Se!cb@(eGAq3;f){>EPzk(dkATJ z2~a2n&FmZD3J=$io3DV~yNt;y>TbE=g}pi&?GW7JX&oGmL+t5o_yE5aq(BJ0x({Y_ zk2VVaqO`wvOCP`hYK$Lky@&`Vfxg(;j|fMh$u@nCh#p!y6O!-Z`6q%2q06 zl!l%#V}J@ctLj<=ykZNU$^tCUxS!FvDUg5%eq7xI%~)KBY|cwQA=)URyQ$wsAZ)n& zEg1!N0eF}M9E*kvcli1Vgg@j>&-ePN0!sXDcnw0fl19d-B*Oj&;z&ngN#}{sC;1=!- zRRjd+sb}Owt&f&*Sr?M~CkQ&THMh3*19e!XPU}Z;DFk{%FHX~aVmTi_91#n=$J&WD zOOy(aa{xAP`{ty%_-)=bUQZ9)jwa=~Eu*0T%v>dD#3v-j#SY0VklWRE3j?%iMN&C1!GA)Xy!3x^Vy z@7BI=zT{$zG5`fLXyi^n>GIj@kJQov8bWJ&Qh}`~=+%a&DXM2!g50TQbjwm># zlXSs0>3zOGs4tFnZWnul%3AUH8$>cQ+WZIrLw{1BE&8Wnw)lXH1tQ(2En8NK1;K*` z_2O;f+MjeZ(aJd!6)i@U_IaavOV4HMIuU$#tQM8Hh|7D|4M3OuJ(tV{#APX}eE1Hd zP80u>FV{ijx-0-OpNGLhtG7x~(WjpwO?!_XZ5I4xGQ$e&5EW3ON(acJ`7e3e5@{C3 zpa9hfN$T_hsdN#o9+3UylcfM^tDIFV)EhfAsX^CZame7F&m#?_H zU~SFf>?}AGnWveKKtgr3WxK-%^Tyd$wP9Ahi-*CEUy46P`!t6kyp3_mOS&60FL@YF z1hxqyV$pSMA()JJC53CXGsI`c{b0jrkhzFeq?O%VDIt_!tj1!5vtWlA1RXfiiU6mjWms^wa0_G&xu}zQfN=%OH z7ImoT0aR8LFma+2b2HkW#x){;uPkk{{X<>D$Zo?@{LGuT;4%Q_YZ&XnS!ZVof^2TF zdnsB2=lTH> z@{bw?;itmiE+ze5|3P&$zHnLNufBs6NU>=djSxVVSBWxO`i29HQu6gIAP5pI*9#^f z$!c#)>0c&LpjbVlyVn6E*7?nhnRa3+VfZzfQDl&8#t3{loP!O(YC0e!FW^Ij*?1;} zuw=X46M7sY{T|5vl65(};^8GjxKLX}amg83$V8e_l7&BAm8c!Ip;6D((JfEM3o7TF zu_m+I$W?gAa+^=T8;dTI)!bFY$&G_-mESacQ3*JKBo0> z%}YM!=eK#!SXIclz?S4Ky5ylL>?xVPxWeJb+~f8 z3Kc*N)xcLGk{R2XO#=rp6}4laZsqsx zz>fV@WM~wN<})C=mMk=k2^=i<`zgA5CNw_VQ_f|}*m`p?KTNY;WnuyEh)ANZ<-ms0 z3pm$n^c=PV|xw z#SIL`inlnuB;W2|qNkA$Wt3Frz?8@@wsf&}38o{}<+D2G0+ z(pz5p+DO!lWvOWbkN`?w<|EAiD<3KBVdB5N_kEgWu!|?HeoElp11d6<&WgQg2Ht~9 z(4^z;t1i{oGWNFp2~jcPqji<1W~cL!oOoCrMU*tFKL#+<$eIaoh^`EIdq*z;lLE-z z`LAV^2RfI>K)Nwci=+r$$OV#+zL-p7qJ7<;AT1EMuIs}u+B(}pa}{MftOsO&SN=8cDg=m%w|U|?Wo3bxAPj4(!1XFO z{;hlQPi=XCO)K<)d~%BcA+PX&YFJKc?2Q&c9#tFVBU-gWX@8;c;ZfJ09sT6vc;3T= z#*V3g@{=P($SMF+jCuN^Qy{&r+4MGz4cZm~PsSdLU;!37?@^0w@|rqtKq{L2qnjbu zYuFvk^YN(FXpVwrT!YUdA6UQ()mR^gv5Cs2+;C4J`JXe2P4in@&mG$EWJX==JA-`+ zeEz~os|BB|RFJjqANFPyOR0}Wou7ao<#DgDFe_BPpOZCmpGyF8o_EZmbrIzQ^C|3D z+UzyEDsgO2yUZH z`EA`Vfayy|B@kDUypo_7w5gMSxD!o78YoJ@mFT?Tsx=QAjv{b#WWfSs;Zf!xw(qqA zH4fhACq$G>`Q)~Spy>`0Opc1(o$A~!3>H235`LLq)v0~np=1_{ls#s06$uM`*%Dy6 zRK)dbBF>!@w_cJe%crxD`?Vb>kmLi<5bwJzfaM*VHN6xD4v)4L(AbWIq_ma8aZj7N zwAUg>0d_-$p7US%nLm&a^(EQd(iG@Ccv(3qCAtn@uZqB~zMM1k>(sTv|JdX-=`^8V zXXv^5KrI^c=MG{QSsk)}Gp}G-Io5N)hN5!L-YK6g4U`wSABqXN!w;r?j6TD*ZXfZRQE1 zaOrRbjn50rHcc7mieU9=e9M?WKW=9(SemfjtXgG5xeJMEI9yIhJFUH>kd0UkJS5D5 z^>WL9pW{;e%eHs!l^y`h9A4Q2dmJz1s1)seBUD@>Dqi#F-iFnmvVd;B(?V#59;}aL z0qY;{!O076^K9p+Osd3!Ry~jAqjyKm3zj1@;VO~klnd_)>b`+z>a9yMyBOFeQ9;)i zXsL{2UtH3EI{f%uxq5U!l>tQ79U6(AdT$I0(YZc0#kjN|54!?rR>naSQFm`VD@MSB z?SUZYh+kEjL!P?m347a{R{Exwe{naJd&f7IS#yYLbm{Z$d?Kv#Q?R1qiISBD&!nAg zslN3y`-%kQ&dmA@ON|{jV({JaG0*uM?UtvzGK}EElM6{v-dSp$%cV1{Ph~N}Y+zIR zbfR}ncX$Ek@?7hX4A`RgupQ1r2j%TnWd>HGTrPY0?!qUidb9g*tL2P4Cw-$yl;8k# zak2Cu+2`v%ZwqPoYGsAd%4_&!pyk#*0y<6txNphXG20PcKBzGr$dYV;)iF{$lRGuK zOy5tP=`2s1c^0Z4z6KW0(CGu~SilB-I5TcETm>&~f!a76fwel)FN|niIvg=k6Nn!1 zA8rQKwSwCRv+~V|;_ax_DhHi~I%Z($4Ge&}1rY$L&)31{Px)!CIhNdOfcZ5h8(DFt zm}j;bK-Q_}sBPb>x7*qUW-j}f<@rf16uHfZcDwDC9LmfF2kljJ<9p{*1o9t|Sd(-< z9d<=6EVHxeBxBTd#c}tqkDah7Y;)<)R~D#9WKiBv|Lj=%s{HZ$7(37N)1%SOcW4;! z(a)%d5Y~k*Ct&h~TJwRdo_GfWBK$@L&VQquT|o#l0^2yOwlb{2^LtHJD*uAUB&EJE zrmsPL-(%W&NJ(m^b2eG=9NXbczOLF4v?ABLbf06Ioe1}IeutU|BZ_CTQFFzwlkGOq z2-d>GwtuIFA-vpFlPXO#m6iaPLgp2!ZUiuRH7pr6gU}DAKyWBW>27`K)D?OB*UKWB zgpLn&90l@JhUe9>o3PbtLNC*PHgLraUSJ8+;`7KpJ&Uan?~~kX92qt^NDt!fOkGn+ z(!w$-Wo`o0L`6ZAj{f2KOl9cH6P9F*@w^q=d%s>nzj@W1aD zId@F~vq$kxM%UWKZh=fk2Z9m40AV@ol(6}8?H6Tv7o(x+to3LaFD-o-?{d7@9+1W>*9}@0p5AvC)T>x{j7Db z@TB)r>$f{>b;Ibu4p0$TcXab2J#wYZB-Se zn37JE>B-?vsolJM&FejI7y-a+^={Mt<2c7hKvEcFGs*(B!ar6s439!uWw0 z-tU0%WgXQi-R!=r zvnRVP<2>_K1f_3g1aN9TR?A1L0-)l*z0o zD$y1WA6_dXC}L!7f`@`kUnU0cYlvF8 zdS61sml`po=+|h`Cr>WU&dtSjR_(HQQxIhd;_Md@{VF7kdEp`ul=SZH<$tAI|Fq@{ zusHucNUF6rIk0&ubzgDl8pyjfO1`*INAwlb{qzzE&ZkS2yth{TGV3vLmq{7Q7}#YJ$+G{hkr2%z`6SEoQ09}`+Jr_Pu~d+(A9wWeVK_y7-Q-{k!M{PZ&_SmqA zpfA6w^8c|QPQ-nAOPs7p|GM`F5?4gZUV*(LR!y9v+kb z>okUUH!hO%EWdsG?(O|gpWbHOiX=e0tzCRN5zmW+*&&_CZCS33dTp<+l=8wnIg#) z;1|l3;mYvMnPxG4&kg>X{qI|)Z#GD(%H$JYa^u(hS1V_N*V~|)u&1ExOsTOgHp}9@ z%q>#LEK;69O6bzu#aEiehUsMb_a@Pspu^R32(+|^SvsB@_5}E7hvq%*O~pE2KmBii zAcDwqA%)5Ahj+)uDmft_E!0dMAu(3%kYahZ0{?`!j87zY+I8cq+;}>)ss&)l55soNfaA8y?hghh?ZGeJ zsx?}qIl3iRZ@9TKZ1mSr+-B7gg$$RaUlHlxZQZ)k#P89!R=33R&dq*JCYn_jZ3J+z zh8|`94(ZS6XiAp~s*}xDlITMeQ}ognPqVH7=DD3$%ybwm2*qhi(wC>H0)5Gkc=_$! zw$$0F{q};=;ZmnaegpBJwfp{@P5zhH-dyz7ug`4aP8L<~?YCQ-@s{FquM9*T%H5MP z2^Mg-sXjaXtY>-h=tll%bgjn*XH}eYsG7Jmv{;% zM_De|4~*HbfAw7KFT?jZ?)DYH95(VKL7k%FkZ-VIYQ?II5DdyCTvp)Wf3@U7DDfzU z%Rg^M{8WgwGh}b~>$vy)`KsN1O)dEjDffa4REXzbs=!6D ze9G#8+w#X9c>w{X53F_R^DLgAESGpJC&>|Y5=VP$nb|!VJxEStH0UBAdEO$_5>p;j zn``?uyhuma1s5=CGI!WvOXAx8q#>;}l+69)uY`rVS+G+xX-g@9;2 z^>3cM=5!z>?**dN$Yd>pWn`gj0P`iex3U1$vNL3o^gvJC{6@9o3R>EIH_z@RJsYmx zje!5HOyIAdV}nGUpYiDmuMIx$HyiO$na3^^h^f}iLsScOl+2uAoQIP6?`9R3Iu2E{ z+?8_1=hOvCE$hmdrn2QGs^kX?3m?C3%H}heZ;Q>Jo^6TD9BUbBMr@L{n3s5+IAli& ztyW65HUyBFAEXs=vmoQWUhy5uQ1O*VuMeMKe|Q^2@SC9DHJNK5Nb2|uTN0#O3)h#b&g}V7SE5B{c6zB) zgB8Yyk?JeM_G&jCBAjOx%VcPgIrPEFU8a^J<$asDvxSzJl*{c2?C;O*-i>=)_PHfM zLOM~sTuw6@MfcpQXCu9Fs1T*gUY9r7hUM(1X-N|Dm4|*&Ulzb+jAxFnzq^#+YyMwV zgh-iRs`Q^puZS~xgU!UxS_#*U2;aHa?qyClHe6Yxhjl&up(#*)^tfTJQ+kOkKgD$n zmTAY-uJTfHwZU#9g16uTHs>7L*cdO^Ko}cySAGEQ@I%t(!6uG*+8aHGArl(9+TL)- zAs8YeFCIY3>9ARu&)&_RBh=(MV4w$)L}F~JW7)_+8fdhvN^yO3eMcezF2Zn~r-cG+ zf=AN-q~!D0)p@>!L#*&V`1mUAX;6J}fpvVDw{nSK)kn!SMJ@&9SaOr_sy6znFgGwAYp=pjC|C)5|c3AM}_%f8t6M#Hy*5}Kx7Ki3sJ zq`fA;>9MiczX25;p`;_l1P!~lH-#q=rh>riFlZ;&m34E%wSTNuY9NR?pS1~($^zUJYe*r%A+RY{;N}4~66s1;)-@Rf8O?yO^{_ zz>z|Tdt16{FNsnhF)=?}M)Uz~4Vrug0w#?spUGW#)5kXtN1qBqSw!5-PW{ zvi1S;W1nyW7F%U;4o^zp}bGDiL;JW{;6>B!ehJ%H?E9J zcr?UP%_WnIe%4ij12#CRy@6)L3L2+vQUe{nDvhl3Gs)sHSt1+h@Hv1i1_FW z$+)faLodfMD1*SH^n?q^N71yhw>?-bTFg^u@J17Gtm&59`3n{z_i*-0zFzcVcIhPG zwi3RyuZ^7}SK0o_dug9?g`BsyivJpXW+>#2_$~IXvNJyuPQ_>X(yb53Lhiqm{bCSo zT<(IUHE0Tk0I0=U6JsYf>>XLiJ5%`W&Hv?&ynE@0LWgP^KIN^NN?kl(nS8I2) z)dy9MJvaFrd-jMRINlM&UrinuB`7k{;N_k1(ts`-??hYhmSr{BBQANzCtWyIufqD? zfo#9KAWW$D^=bFE=og2EC$}hXhf>OU-#9n46QMu`!1c$wXP}h#5902(e|JcK|77Aa z7y*yBADRA7Oa1RZcqw^b*Fw^LWtdwFX$6^WkBl4h z+q|#1UGi@sA)LosR~rBt6*Bvh(9lWMoY%zuEis!2A4!6Q)SHs>D*emsx5D|u`|T!= z#hFwE75uAh-(ao{7rNp`GH8d$L@K92=r_?uaVU-8afV?nn!MzTp=i@s_49Up^!UoW7z<7!l3-my_{@@7I82n7zT zrcbvJ$7hNX2vp49u{?1i-0`TYcUZFXc9LlO(i%;|P~iS5?r6tWz;S`AW`F#o)P7Y< z24x$$TG4YvRh%T~7%WUKl3XR|jGM1l9_t^`CW#<8NGQ;&kzm*4P_BK-pFJ?q&sa?O zPc_i@6>-o$H+d8jrJoD!iF8E^I8?RfHy^DoJ+F3Lg%dbA+P8{b`h8&F+}>5~Oe$&W zeWiE1V>!{OnqJC9XwY$+8Kcy=@W-Nnh+2+X7+vi?3uN5uofS+!V3le(xbeoxQv~bS zW+%vu^GlUuzpGodIe>^?=;56=H8C6TUHw95X-)+7KLc?pl2moO?;ShlI+7DNZ?(yX>&2x&P|t^Zza(AO>hji=#FD2kp&M{kwpZ5c zKH3j>AiLKB26{S6GQ=&NSEO8rkI z)=y|c%#Jut$}R2+@w~Zz9;=!SmCcp4XMOc`(v}iRyN^G;hHl^KR>_T zA~Cl(Vat2Z6CQgrY2=7{ot+>Xt&jI@@-tn_n6x?zGkww7Dw#S&HZ^)@)xJ~yWa$Je z!{|YcCZd7x^%>BuW~=i?CM;7Sv!6wqXz8Ai8BL;yQ*aVwx6}%;nvYy4PY+gWY;08C zAfeUKL#1yfdmTSX_T1&4ZH?~Ky7D(AC@H&3XO^Q1%a3)B$Mj3B8>v*&JT?x!#_<3suvwjLv!S zY1lqj(z1F$qXR>-eW1OS?U-h}J^JHlAz7q6`_LTw+Wpc=`2@@?za{8knfUOu#3<(k zU$x3sX(eW*A8{7~b&p$x^oA|+m zPFQj?9Q$)Qx9)>D_)UwBN_L$E8fNZt2s^%C{)ST=(=jhc4BtpI9ku}am z2Gy)3#qABD)RLb@7W(s{+-ALl8MnfI_sRDyuN@yXIUY*qd+P2T@hl3#xw%a>#K?c- zzFt$xmFIjWj`kjF$})-;P}NBsY6Qc1+a+{Hfb;d&Ac5;sX zmp7Ed$9t6dzR0@;N_Bz#x(HJvOD{u19LTVn4)pWZ?Y1W_y)wgDfp_f>a%IT&d{!n{ z0*L>?Io{{K<~$ng+#Hr{x^Pp0#vB*QM+JF&e~2TjnLv$TnqDpyB%z?!=aU8q`e$3c zdQ83sL-yhv^U5vy{PmnSXv=i_NOe!a2{@O-u)Wz(4!4i5?^0hbpdJQH^G8bij6lRD zF63sflB<>3ec6Kw4y!$gI}cNrPEVsBK742&Ti&GIU99ibH_!nC{Yyn}kn^PWWGbjk zzB}+6(cU;>%F(Ix*K-;9q6g7B8PK;mbwSNVmg$^T&g-wodXRfjBOELSjDxI0Kx+(4>Nf+~1<)KJ2W86o+GLcNCE)!obvV^;hR6DV4sJDE+ zLHQKK)UpK(o4>D}`?@z7a?}%&_+9j1^zH{}QmryWYPHHT)nXovd=)KAeD~Nmj6<&8 zlWMD39uJ;8J6hp2hyKhu^f0OR&Z;DEyo?VfulxA$%h2jo%2aL|_vFHu`&gw{R!v1s z6!gDPzXzaMh*=7I0()>l`Bx;nIBgi-2 zK6P6|pRKNBZ!Pua%XSJv69y;E$;|o+ERA(RZ{l*;NXE2UE*}NlIHQWs=J-Q!alJ#= z*NcZ1>dhui`P{b{wR+>=6orvvXyvf4CsWoKkG)JdU(0VG1@0?qwG<@9)S`B~Rkw&<0 zK86g>zd7=wyvcC-oz`qLqskE!>@JB^m1r1facvP=a%$wLGRx9 z|AsTbqrmCB3rpsw5wrsn=S(A;;8_AIx=4loaA8_uhrgh?uc#I3w);o^i`sU&Y{erHiiAM`lKCQ!8=AGpk{<1O~ z0B{!r2P4kj4$70E|Lk7SRNnohxJri3s-icb&g=J$I+GGp)6y>IkhO?TNYE4-G!X#x z)N11A3S>NMAQmk+vb6s>t?(vup~}G=wEGj@XujAg-zDU>+XZ-EWqgN^%yrjqF^E#@ zxhiF9WGOxn7X`dhDkQJcZoYd2*N(Q9vD~Wfo$Jox^TcZVz5}7PN)1Hqth-}I!Hc2< zw)Z6J1v=R~y9?MCljIQ+UvB-bxuhI>0s732Su&gV0iCSG)WFUqL_yg{;CR~Lcn-CB znH+ahANuJtUekQNL1@A_`A-sz-yTeC$h|OE5leQBtKHu;_xImi(V*Q~;{5_nDKcLv z5T=7lHS}7G4Zr20DwA3jms+-R!|3pSG_6PvtTjqAo_AWTx8(&v;@YAVraewv-(!ci z3^pPGQ*j?zaZ&_15q_Pny0yo=TBjp0aKOdZTO#RXM?QVd>sDQIC|VxSFUtV~fGb10 z{rfh(fX7EXksst+)7Q#)CHfyCtB~4j@SoRObthO-+;0Gn_dr?1&+?`%aGbdiwLV8MMn^Flm8jB8Ha61L&5|awR2yyGcHmLu+fZ-pKN&*kR6YfnLZ8QTNn%h4Sve`9D!1KOU}(t$O%rLUh^aK=r_<{ zmz2ABoiL!VRpM8K3&+3o;#xfG$BPngMGt9+Qcee-{pYg3zwlP1CL)ey?5(2cIyDXq z>_6mqhT}`U1Omn{Vpom8B7JiI0=)&%m#4J6GfAc9*Dj29f%9X}b|HdKqFMD*+Hxq6j43+V#}Pu>#(r1D z3oymW{-iC^nk9VdG}hD>t#d25S!O<|7h!g1DdDAiU$5o!iW%~eGAG2_&bKW(Ky%N= z#MSx+pXKmJgjoY;He5ALq=ry^MBAWr_4mC1mc=^>AQ}7q<8A*x+gk9sp6eELvDfL6 zZe`e;@B8aZ>AfaDeeKs5OgUNdS<6@Xf z_`K}sA`Zu^Df)mn^Wz4rOrMhlb1iM9|4=kM?L6z!ref{#(Ai(QTIJM*%XJ6@5CA!Y z(AwYGW3lI-l<{9GynMWMmw7>Cc1H5|MFEzicPR~+cP+H!$X^T<(Ip&zvgYTx{i|I< z&*e}#i6P5@Ghdm>e1l@;ZwLgZKI!z5&g@9YeDAB!4WtWYK7Zc-7`JyvGTEa#;ZR6O zJo>{UAG?3K&+O#kn9G^-)Glo)DxYJgdXL9-7Td9XFhWRz^w`{X zY3{cTwrv|%X6ew`(8{)Wr8^(0=hUTgGC~B+;Lp>n3s}9oFFe-o61a+=S#&ub5);;F z!RP$C3ETE*s4%g_Q>R^8z+GU4xBVkOwy!oUWoFf*DQm!hYJo@ZY(jEOKhq+*mCd-| zOGBNdT=^dwS?WbutJ8&&BWP6T$1a$cRhp5PMPKmXUfqk-k=NQhRzjk(>K3VFddWuR z^#gT?1BLuvp{ygX?ftupM>F)pr;`RI3*{?^UTeBLpPC3R{%O_S_aIsD>a-q4or+je zw9-@FOBBB0qjo+i6ZC+jJHh$1_?H>FaH;v`8wYLDxU*J~DkA7zm!pxGH%(DB7`7K_ z2^JdI)@vsWbaeiWwVcT$5j`6NYT8-fSkkdYxN+w5^N<@YJ*_Rx{Meobtd(TlhvX0u7kPe(J!PJQMfGY+6nA68 z#F&}+gk${<50@!%2A4 zPD(#gBjvQyQzEkEcB-k}>6iV0Xzb`g0GHDSMzvDs)o`H$m97%OI`|d5IQ=?bj+mv3gfUj(Y{h@#JN7S|)PTvWbg}FWQa?jOLUdx63#o z3-Td0s6+dvq_iLNU8lvioMp=LBIZBi_-{JAQL1;3WDM0O^W*8rZBN~FAvGCrL@MfZ z3-)H3i@i2UbtubSXpdlgk2Q=cwS*EXdAk>pq(iDd=aA-l5yM7C;ClS7R*G(kd#AZI zJ2KsD#`$m$T!lrRsNC}EGDKQpz*%**cXs_vsPL9UBkt!#%eQs0H8O~(8hH8BIcukp z;X{jlx3vO<26e#0aVD2Z#1f-`z-7yc5`(^jd{j-b-2`b_eN%f^uH8~EgSbBGgs3Rr zVj9wN7dn-{hJAWWJI`b_;Lc-hJp0CE9+1fVWj%s+a&%MdvyqKEW|3&-42`^T`Jkl; zJAUoGc~Ww0K|lA-V6h6y9eZge`)u@00fnahNK<6V?Z52J6XG|+RTo*}<_Fu2zb)%$ zna0EGYJatHSc$HI@m<4Zg^x@ZVDs!j{w3lF|)5(R@8fW+h%z9a-728}{=n7T2mE9OVGBwa+ z2AzvpU?^iMXJSzcwjE!r*nvoQ*a}NTX)v4cs4JML8yyU*oTY0f$$}QzBtCyWVw94^ zVbWle1Pl#at+hX=Zi||sz`onw5F&SersMsUSn5#Y?N{svy5B*U^@A>y4K1j~b5gBQ zwux3tZ6{YteR#!A8PRbgqAk7ir9<|@17#Wh%biI91M@MPQ6)|yT+KR>RdblJb0@Cl zQXMN3Y0aln8RR5#6uUXoB6DSHcKr+c0nIo8@*9iMo9341TD-9AHu=|@HjHHlf+J*l zXY%=jdE%jFeVKL)dJMcP8o{G8-~CkPw-2(|L_Cmsq*Yq^1an{IUpdMb_c-}2M&l?f z_ZMK&)c=V7(nMt;joOU340YnqQ)QOpe;nV~a_x~fQjt}gqfXECSfos5cRSXZSKEb~ z^Rv>xF4D|osgyrAOE($0J(TNIo+aH{M_#aRd^3_YOk=o~v!N)+-ldGxmb$DZGI4q@ zt38AB@!r|ep;-x?NzF&yk{UMRWtKn?t;~AG4+px%=E&ajyX6QnVj2<#h4RrUk36|QS zacSqNv-2Gx&M%N1$l*0w8XD!MC~iN9A4Q|w;S(sai^Gzv0%%%-RA-Z>@0IBtZ}D5O z%u>pZ5oX@)GlBM`8j)w24ivc_jq)a~S>;S^fm)75S-rag?k}O73anJErx&7|Fv8T0&4t%tj4ULzw^MgWqbAq z8v&|j9o~ILtw*XWY02I`UsavKv43=?02Qu(yaDWXIE#bL=-6AxO(@dQ_%MV$8`&@N|z=Wg2iUnhMCtqJME;w0G(#4KGzh$Q6&Dw&% zN6#3Jm|_#zVP!u4v9KnSNV=@Pa&%*;feC|ll$^0ni>|_EW#&oJX@s#nrPT5>dDiu) zM*hCa43r0ZvRAc=C9Ew)dFXrTAx76sZSD2pOi*pcb!Mm@d#lL=$K~=f^em3u&c;T# z2_uhr;E0T_dZQ5`g|N8K=DbwD1S`F~eGeWL>tG|ptb2RLvb5<0X;+7~lAVzGnM1`GUCOjk?tGlVfpX8f=a(FfaiB|{`+`oxcKR8n1e-Kw~f3VE{>iot%LRS{k) z%8lVQzs7VYzO*_(mmk(c2#%44N=z~r7T^Y=s6Ow_`_?5ygGC0o4Gj%rkH(~TJkOH> zK)dt4qO>Q!nJ4Cpj>j(K&O0=9I`1}N0??PpH32z=z~hgujydyXm!o!yOV}SiY_a&R ziHwbThc7%`W)#j;y1mzKHln*{XPT(S2U}_-XrUP5R6#rm-?`pJ>SdWp*tl!MT9BC0 zacy~q6gqTzXZn#EYxwBx8l5QQ$6CD!TW`E&`#qi)kU||$6Q59L?dL2z=eak&nr{~I z4;h)>Z%N*QkdZIt_jWq@czJPK33@_{qn;bzD@|MCJs5ekTQsx<1_)<%-V4RY%$K;P zA+rRSow|EdN);@};zeMN2z7inaDuDILnq)rPTs>j6p7*$6Y0kNZD4@e*jBh8Ke#O- zQAqSxvjKdpprtwa-MgWz6onSG2INyS$cN=ibg<_-a{Lj*Ve~{91fxNp)`M&|<3jQO zcD!`q(l{|*o3QeDnIHPk8|eS{+PVh}!EOdb%l@}9_}_Si`z&~0uf^Z)?WV(HgSB3` zz#Am}?1?Jg=zSa#gih6yM?U}D$npFhi1;q~X|P_E*TgfcvZvMC6L`SRNAW(L7svOy zF2I<04=*NMBY#$*c;gbUfcF%)D`r9W?a2eF`@+IW@`(cCSFYc}`!)_5ZcoTeOniGE zA>`)h9~|u1F8T+~(-3ef17%=kWyNs|W_|yb**lzGVetb6ziox_{i~NANL}z^_L%_9 zx+$+sxRpvidXRkQZj$$~h9??EK#I?`p^ba%oE7*QBm;tESa0b2vH#zgoj(fBrO-*G zCtcSge?6Gic`il%h6L=l;QBW@=09)W$$j@wrdeB8Tfg z&H6vy>$eAmFpRLjp!LMtY@xvK3vq{R@XJmjkNhqiWz~OIeHY4VgMfdF+*xpqa#l8f z;A{lMDSSR?B={iIhSwY2H6mD!eUNb3Q7Y`dD8H~|p5&!{=3`qg_AfCuUaP!O2e8g~ zn7#D$gW0FjSKlMs%qubY3ewTeQY|k>VUPBlCM{+O$Nk^l0L3QzG~iMtf$x8aDG#ql z*{u5^M^46UsE{2_>rGqS`66~4b(i@uMtTOdZg<91D=>o_doSDDlMN?XwsZtow=ise z^SKlD(YJr8D^HzDxqCS@u`(Vz=$-JtzB)nNDg4Su$tq$i} zx^}KDCel@2$K&VZPqE*>Yp*iD6J6!?l&+r7-KY#Hf2yqYOLf`rht6ZUIu=VhdH)%ebR zhsyStc;%Jwm1$3d18VuX%E&rgbE{Jt{D12_drISbbpw^?jgW}{JV)hc?Rn__^g&#I zGXJk{zb`s`XdtKhibn;vl zn`ZU%kF7pPHGJZL>3_LE;C!wxJ8}|~T_wZEwzz}548O_0(7TqKSjchLB3+k0(4LS1 z_7e`2NY7IS7`#r88Ic%cG|pxQW8+WX0ajLQ3eBt-wnO{GG~JVd@j$PcD0WS_JzO;g zD4ooD&V(oOn$wb>>b0*$oNjUlQ7L0z<5@ZfSbEw-+k8Ed0M80Nm2kZe>Thf@MFFy| z4APSU^X5!Ju1ui*XnwU*Bkxh@zqFLuOr5-%w)%=fntNoJ3@#i`1<&Wo8MwuQVKCKM zg*w_u6Vd`@=U=ZBLQAVLcd#ix2J#Wvk1<9`(+7(Zm|f50R2P;#yIlMDwct8~(F3=_ zd1Hm*_%(^TlPT8eiAGF{jxa7Sbjt9^qzMDgR=rFyEhG1$ZBuA`*pd+0T#M(|(yPW` zHcr&$Dg(>gyz1a1Cy-8!N%JP{&G6~fsSlCYPk&-OkAkWkR~A!KHA{@QUt(~x^-f%k ztM1S?f?dYgGFxv-7Hyw9!xF3Sd0=$7TD@kkuA@T%r1OF(U1o^QyUAHub;exkrSC?3 z`ys}_@Ioc8_hX$qfqR%U-q191l7-ZLiba3*S=ENq8|3&}dV5Hi<8jco=sH=F`gngu z1U@aJdw!>exlT*E)a%+2g_QHTKy1)<);}IxSLjAX9aXATwL7^tb2g8xN4eL5da?>| zsb3|*Vd&txP)fYh?|uLC;D{X;vmn{ZTheV#M~o4mtZ9xr2|@Ys+ea_|xw6sDe6(fl z^nqCzxUGZpIklc%>tap5Y|2cN4)LNEB0BcT-SND9DjlGj*QsJYnr!p^p5BBmR4cjK>p(-c8wR}gblgjH5By&2q;ua4{wm&d@575;dspV^v?c| z5nHdKX%;M6T}p=c)LXVAAZqGdT2N4gWxP==wupBLkve^&?jC~VXu#yXOM69~lpI0;Q9 z-_n($k)FKw6R3)@W5W63HNI6~UaYSD$8ye9-VXsrsC1odjDvuLQ2Kw&$fKd;{rO}s z^zu*%BOTqx)w(m!6|v*}>Ca^mNB(@T>Jz^eKb*IIj+{xbJy{y9w7Xg7f15>yP;mVM z1nL-AZaE^Mk}02VGu_w?L>uK5gm!Mx($SgGTjpz(Wt~^^01Xck7;f8ht8rB9Dr!p} z9M0tF1yuoE$+G-M-5^ILOTW&u${iGjpVwcyR%@1WRiX7O0(y(;>F{r>A*Hgr%r z;V~&oc=Q0zi*vQAX)c^>Pt&q*fw=GM(9MUsdRALw+{xabo(lux?+qF)Y?Owe>Fb}J z9knErz31F(iYAlPT{b-9xkS~Eny}mBqb&1> z?v{H~NznP&jhE{RWGLOH;n?u)F>}*;?Z$7hh#jqApoH|}1n4kg$(N?Adw}Q^KE~va zY#2YQO_TfH&tyhE4@x=6uj`G5T+etORnZ}r##;n5O{WRM!z~=AnvBwQWN4zhX9K~7 z%Iv3CV(XBWRT0R^e66Y1ruVqW%J08LX+|$N7_(qIOxwQl7d)Tb;6T%^evatyd!83? z85z3x4GlL97dd7@RcfaW#O7z3w?F9GBX2cPyOW7K-v7X9j^+_6iU)L>5VVQrGGz_{ zRhY6E^i8iGI(WNji%IVrEBIRY&>u?RS3r$*wtc)sJT2>S&r|>B=<>US z3}+Er<+;e4*r+Mt5+1!{!%Wg$Tc=K}ZMSx`p9+`Zduxvc#FMo z68L-zA!(o|1kYlba~2{Gl9%BxLG*XXN<2)7K9Rjt;H$Zd5b%+h>F~p;QU4HC9uv~e%*~*p;5}}7{LEgMd(d!2L(D%56 zW=*UEcZJ>g&bu7^ptN*^7kfG$g7n6i91VoLL1SP_u~7>;fUQOfQL}rm=3p*<7~9ri zNO`Axwy23RZFglvB@r|k1x}R9Wz$f=X_ex6EJwo(W0I}P@QL!b;;{Zog$H)+yke&h zP{hu1G2~uf_;kTu1?Z!y6yhJYW*Vsd&YFP6t9#|NmBK0pSHS+g5Ui;}s#XJ3FMB>s zpFC+C&mw9mnq2EUmdDE22Bu$iRW1j|^XShu7tU4uX%W?=`DV zux&N`+xO0TKAgU9b5KpsxY}?szUpZJ_a)Is)@FQnk9G+&qeKwinlH`7{vRj!u_VDbT50_$+ez7|m7zmlbJ{|M;W4BUwZr z>dl|1f!bu!Vr(@6O-Y_0$6a%Up}Xg0_sp6@BkekaSe;@+X|26Iff9mfBU~2Taxc)Z z;xNu~R^!{dD`nIDI@iqa;+l>GBWKLhH;v^kapu^!P>Bi4B7ITy2egOqe6H|d>>D1K zEjutyC8e=zt~wUZ0qmn0)|;BY(3P+~yuCN7v6MTWwBstz*4BOOxQr4|Vengu_x~5X zNf%;quJ0CJZ@MmJm5O#?6VsXJc*fqyto%XAPAJJH@ z@&3((0P2>t1fgG1YM(p`W(;SP>6_D|K=_eBXS?gihkmWcJ?Obp zN~!TpCpp)|weOl0c=XBXH(=fLD>O|aA)Ok~Q&vZ~@sG_Sq-|(LCpuUpv%1|$P~WG- zyB&2VRfSZ}2=h#mc_uBW4|)6{6ABw}XLQm9&t&^mYY(ATRtxO!IvEQh&jAc$LYB}zk#E;S{( z(QNwi%<6ex&K2ahUTT-VnN&&&2(2bqBZIq?dn#%M4orlJjIas@Y+V9h?4|dZvp~Yl~qWmMsC0 z3Q(M!D(rE%APmEl>+XeXtjWhbeu8X<+0ah438c$JqTPf!4aZ4hH8ySaJ&!jeb@dKu zazUl$Nd1cS9bQL@6QFD}oIR4S&Aalo@2rMPhYfX?$4H`wmz4@}Wuu59&Q9W@ri?@~}3? zxp;PTA9}|InV@-KZwc^@w_8}ACF4(xdoO~rB_;W+!1vH&6)n|CwZ+Q-Al4bEti4Nk z!HY*{yR!6~J?bFvp6j#Zk{NS?RTRrQMFYx}j65HeZ^JkrFe6Zu!ltN=;>mW)1IQz$4iQx=Z-?VUumHiSGfLbn#fpQ64F9xPwJ!=%Xjv zT)D~LJBjX-Cx|14B$(C*5{^AeCfUSRZaRVcv?$&%snvEqmxvc0$_cd1ZMq6gU;5-* z0e7PX)6(x)(r^b4fo1`+-374oaX!bJ-fn3ln_^5i?)fit6Zf0^8vaI%6wxF;th_xt z$=c{>Mr%HoCtu&s%!WGtBi>4?c=)bAG&!`xfaCIB1nP zM+@79Y}#ZjU!H-y75^L+<+3vM!C}{M>vk1LrXGlNanl>;;RS#}AZe5ws!}-#VnBM0 zK!9TM5(}mhF+~Qx&>$&TICO7hf}OQOroJ9AZ}}?=n?xZ6=G3y5QL`(a zyjG)G$cv|-%Zn+Hq*vKHRrj0P>C&85d`kc<&s0^_q8SGWvZs!dLlNn;9ga3t`sf(LR7qxo8UW9G zp2qQ93E_2;-7b!ZK94{$CUic6bs%LzN3kc#VLE>(kUCxwq)HeCdL6v>2jPKCrmTx> z!q&3hsMow8XNUdq4C{_h5fq012jd+nQ_JrpWaKAdJSZ1AO_(j>C6LEK(|=>ck|>ax z){h_#3jT<$ zU;CpDA35Ej$iOZAep=VWA=j$gtYIdNu>?!X-}JL13n{U1nu><@z^}S5oVDY(k+7=T z8$kPSE8NXS(xH|q&*82OFk<%-Z+Yase-HJNbXCN#96yf_1SW@iC&DQ%H&1qH>j!4S zBI*^Z&bXAx?WzJ1Wvp#~8nx-R@k@5?=-RtM zAD!aboWe_|pB|D(jpzMm_#+o6$i@MuDAh#DL6zqi1zK zBUbbdZ%#yXmM;|lA_RVI*YdB{xA2#%%dW|e#)g-7lbwPo7#^~Twm0ScSKNb>1(y|6 zgWrHnQ)4+4K-3@RD|g7G<1l*D%Ro<--;|kqKNGaAqHeV3QSniEdBE)IN|d)Xwh>F# zuLYo{%{mwe_9Nr%{(HO+;8Q-PKz=l&LZ2hC-HFnO0L-yl$vCW{8m$r4T(eF8H5L2UW*Gj zEJo;gw;I8N6+ff!jSqbT{NJ}t}o#`30*VVh*raUEBQD7rk2|qTRl9*4gRnHlZkf{741_(r|p1U$@ zV`|OMs6qG2T_7N80<2mntK}hR_%SN~^}TpHkhA>7$@eXn&~{W^+AW@hmFKgfiW6H$ z)^7{tjm*ECwB$0%3FkQmo3WCme`z29%ZGhgFVsLgMsM1LxgHSdM*iq{$Px1F4p`;l z#n(oel>{8@6&762k_$9CTqV3Ln-YQhwAoL?wsrl<1)be~jW0i#Ih zW9L!ZZv(7_u(VN@9Z;zVCdd9l4+ORtn;)aoVXHx08QGdXmjBu;`tZ4LuA|Q6d8$bf z8|uaRRlz>IB~$jzdosl-Oi~_@$%@ebSJ-)nHJNQ|+|HmP3L;8X6c7*)Dbhg^LXqCP zi1ZSA50ODdL_m5kQVc~BdgxI=7&@Ut=q>c#L%BQ7oO9;P%)OUC@_f&ihkPab+gba4 z*ZM84bx8mbg%Ba4D-i%93Ih;P+ZqD`fQS|;S=GtL2oNV3`$m49DP%d@2VIR=yPM#U z3hag;3KD+7O?y1-ju)u@P`U2*?JA6I(pvksTEIemz-hO~Oq{8{_M>7z06I@)VJcp^ z-5ZQK8(KI#J-zu>`fV|14sous7wX5`(37(OjOdx~#sfbCopxHQ%jLS#g6E?#^w1N$ z1TC_$yEb7^*0?GfjFaSVr01Ym<}Ta1Jv!N8ZcqOX&^Y4qn<$$33ewAf*WLqkzX z(c25X-O_^-xB^qi@{1Xz%k;t;P^s4WrT1-NcS))VE0tRSCcJpXF%yyEt0(eA2&k~5 z-AamX;~V?PuR+?~Uh?iMBq*(!sM4wrQD~}YD)i+7_{s6C)_2U|M$l+-?51Zgr--p9 z{}OA8Pg+vGEqMyGMPC5E{)3v1-@mx=C0(lBTUTS3!cjif<>z)eir zC&Aq?DYfA+hmo@6V!3TPJq@DT0%=mbxtX+C&e?Gou}9i?U4ix(tZkIM`M4wlqgmb{ z#)-=cplN>vUdYsVgv(Uh*+f2HwnC0iZ*BKT;?Z*oeJ-@4YK^R;4X_`FqC~-5xr7i* z2E~hSl&o#&4YlrWIbp(le-C%Zi8A^MKXmH*?d^J_pX)7f4HNUn$bjn|+QIUI36GLG zhU_S$$S{{5(xQj3yF^>&r^7&5Mh0!#4Sbx8qDk?& z@+K1k=7FCMh4$~(N7;0Z;Q5t^D@+eM6q=N?ulN460-U33`wv7*8i-Fi?x+Eq7KJII z|6X+?q`?$>DAEO1r~Oef(rm1yh&N~l{>6bqSY5@;{#;4%1bhNUgMUd4IBWdNMsnWQh;oW60f`cO6)a_~%{A;BJbv7#sm$tzia|^ zI&TxWDhvkOwVP3h{cU`?55w?m#<#=EHCJ7qpxrko=*x*U^ zz&ivKLUGJmdQQ}yA1bmSr@F5qDe{Cl0=+-O={Lx;V9>~AxDYtK{F=xe?XcrCtl%rC zi#?m7+JfVOjuywYCyGgd9)dkr)b}55#ueHse}4MbMFJF|rPJqCxfZQ$-SbTK$Tbr; z)@mP&Nd0Q69BgAVE8zdWKQt<_CNfvNO^Jpg~osg+#_ zM>{n5C{NlN5iQDc3`k?L`z7AFAHmx>*NiaQ7Mda@EG}%Y3JMPDv`5CBXd=M zc%2g$N1rmuUDOsej)*cK`3df{k5ec*g}kpyg;J<_czr%n7XW0uJiVYnky zA!yQl{#Ak!B8u{TM}isa5`ezkx9R&je@0a@*kLLdo^kR1*dm+r6yryDhSNS$Qi`*HVp&$qG7n6QTOSF*GogY%jp`+rhE0A={F8^X zl`|0TJqSDD8vp95%r#zMCW;lGnmy-_9yv1XI%|0xjQHd7@qRyD7OFp7md8YHDsWeU zm~$*EYHZd}t}wwaWKP$i{e(i}*5y$r;{soJ_*Sah{b~;KhNA{2ICZ<$@jShv%2Lr< zG@+uH85rHbSE&H@?4R5kV0|C8QXti8|9lVo2$dNmB~nVwhKczvpMS_~Q|y*IQFLy? z*DJ+6dduLm_N2P2H_tRWA!C>>Gx0eS284*WxQX7|TZ}`rBZ%>S+Iiu_!AdwGsxwW- zdlh5%=rNs zg&Z>IE+IVm;w~43ua6i6G#6RH#_{4yH<|v zMFXIG&rX;0ze5v%W7YrKiP|jtn{j-hxH4E%Q_HKZu&#jTyg#+o|EEPcvwD)cH6^2I zT?ZOYivulZ*}|U;nmtYlykmkNSQr9h?RU5MlJ;MO&7ghYy^>{l8r{4@ZiUKhlY;nS zuXP>|TQ=M7wFF>U=NoXFJNF*bY|Y~Y_9W;Fzmo(JWA^B|MRiGA2j2R z-{oe~pmBLg5tB;S<)^y5kjm;D?cAqRjTmWdq=94J%pEsSrG-97cJbZ+foHHL#JH>s z>ozCxiUiXVa4mY?~cQSpk@>!jMcBHEGRrnla|1) zS-ivYN1Y6e-)VB=W@rDvK>zUDgE~NXPZCc8<>xYFGy;6x06J}9gxEgMDAWE~AqJ_D zVW|ph%heowaxgJXZrQOi!e`p&E{C6VWckZt<} z)SEpI;WDecRC%i1iYfQ#MhoM(5=FDqC&I!svYeX^xb9Q4_~9=_NQ0W^CJQm!*KR$U+e_|+tNLA}Vv}+yM&!tz z{YxGcfF-6T<-h!KiM!?*upB5d{TEtH;?x|sK(}e5eo|UWN-5OGTQ+@1pjl`MWvN+i z-`3I^zIAKMV_g#DTG&^6eX#;P&3h^|FX@#z_>C5oJ51D?C!?t$p$u5f3uIm&<)hi9 zHR3I2awMuW{Wt#M8$9jDDZ!mqGUlr=lkgZ}6R2&~qz_fgZV1lC)*X#_x%>2U30HaY zCaFp|8A-Tb>8-?|xG44WKlLjO6hT5dhpCeh0r*x|8wf?TQerCirgoNOU<{>Y>4B=- zBHlPPoGjc|htn)C+|CDW$FU&ldnQT9=l#n|H#FL3M~aP)aFV(BWb_S;{oxqntfhr( z_PgM@Mr`_AX9L**$@F=4t&F~oYRPL00ppvH;MART<8ma|^}nW*`4!*(v=o;QlIc=G zwftgKB5NEv$JYOq?Bdgq&;wxr$cuTPG<6;IKtC)1TeZ| ze;|~OWY9$>bzTQ!)neJot0(iKqZIp5F%U{#XSqRMB5bB0Br2OG9i1EGqlmFlcMCd z>hpGkgZRaz<4tm}bXC}q9xp5&S(ht=52bs;=)U;WyVrfGR~_@k(G~i+$=x;M#MhZF zfD(RiU6GMb5^=)UzUe4FqhH)pI`YL=)}Y8nTW@pOMc8}#p(1T(ia8nV*J$|O>E#nV z)C+A$>y_z66_2R#H`W}B!@z8B8w$gdcd}Qj5abNE?OTNMVG(-h4AQoQE{QP_x5UDs zC4=Ke?A>hp6haB5`^nhiTn+RK_H1`eCVfjx_o%DQHv337$(2rV*Wf>;0slUp=fflm zK_NyyNT~=UA}|3qEEVKRcE)NOvADU($EN!x9c*?4u_0f{$rVN|C06Ch-96Zf2+g*u z+}RqJBFEk+8Bv{jw`~Phh!vyu+X}{`7s?G2`i87@^Ch1o9m`?@iv4+&>`Z&|yxo%; z&H9jv2esP`izqDM$fy8P?OfH+hGpRalZ`74js_q3T}c~Mh1}0N@Ks#aZxtY;Tf0vr zwK8YfeF6kCS!4JSm8-U~gHU@ej3dW*x-h-WojYJkP|J=y%FwQ^-cP&RygfWFB#Rs6 zY~E2S1}%l`+Vf3jQqOl~w!~jUHRL%fEH7?ggUA12NQ_VlmO!}+&N|f{dKPOOb)pT5 zX6rdb``h-kaP9ib<|?>Tkj93J?U{|Ymx|{~3VN)D7kk|5@9P~l*wpKj8H+l<(}Ib= z9WY5q*HJyt&C6fj>;*Pv&)Ws>MjHBgMr9t6P$O9V$YX={77}?oLjnqGUtr305Dh zyGvNCXl6@iyCz2A#=XD(m}YRC;lf?Rh#hloJ|6&#^3KqOOLqbS2ogDFp~<_J7UL)d z_~#p(`t!xQ3qiWcqMlhs)dxU9$62V0XD;JPv4jYT4A9_oA&tmrVvpul=nx}ZZX-DQ z=~hP{{8-&XgIdUjncnoJwdo>#iGyi%!!N7;SM~sBe0x`q zRd*m-$NUH|o)K!93f+h2B~*(Yue5b5i^)Z>DD~i*M@PzwoJtuG0C<`~ZA9~#u+go2 zsf0@zy5s;uCjHUoMojntRSGY`aMAT_JK0fRRe9p(BZsU$NVQKg&wV?9Z!CDbD_-Rp^y`J8ta)x!;!^5x zx-YDmLub%x&L{e75C!7BE#q*P!?=?cHcdL)af+o_L&(kZNA??#S7(J_ZiGLsQE^kp z6i2CiekvW$3pD4BWU25hQ-spc=@!yky{LD&nxKzkZ%qH<`B8xZp?qF6;($rWd`S@h z$~vp2zSO>33t=}>5fzfd-8fRY`;b0A5&KyRvi!!Z(b4~1zr^FlazE*XAdUcBPt2Ow z!V(=Rk%R23H}_ivpM`k%g}*~RKOK`s+WXL!&)Q>3nY9hI;j%$4{+sJP5jnwg!Eot(oJer!i#3gcbjZaK??@UMWJSN z3=@0!i$?nuutAjh&iN9r$LIn|>fJkPu-(5^J^O9Relru9lnMy#3NvNhS{w*eFZNt? zD{06eFDOtS^2?`1!@!T>N7TNV96IMkx(0)cSeRRc@9U1uU*>DKbnRW!_+yZkD`tzEwCCaOJl z`HNQPPA9%%<3^*~9W8nV7hC+5q$ISh?og%{z9ARRE%>=6VAHkzbUo5RY}(h>hHErr*#!yGiTEbgH#IqmqXcB^TqAj7rnJl2g@q(C@2EFC z=gQSpR}1ZMpZSKP76|~UR122JhvyR`)LoL8ZEhH@AfzSKZQc5d;I-GUI=*whVG;pWJ6nP4z zBG;wE(6_n9s?ICg4nEhmJvzKJd!t4!ei&6-Yv_wuHj>O-bMKy27E??a#YrVmB}fW= zxZbOOw?(VYK1##06lES`Ka{Ls&2JlrTkW(M-`HtMt{I-?)K^M5?>)0&W{7s{@Se|O zA=|bd?c=VJjVlz^+D{%R(l4+a@4H9w@A`;8Hg1bub#ScxQlHvq?S1dcYR%>qB2VX? z#IDbWnpVf8jTw%ssD$A(P>ATgC6zdob&vgO0aCuHsgWBo{B^f=L#c0KXJrau~okif5tlpDxB&?1=mWI z08i!Ft+cecgzRK=de`~&3x6xQ`LsgXqXikeN6o}*mL}i8BdCUak=e`#i2H$REf&d{ z4GROeM=$Eo<%4!wn0tJ%NjdAiwY!l|<|BAD8IyUn3+Mf;#^U>(u%3tK%3Z>$*xkR? zN}JQ9i0Ef4iU=cWD$UhJ%-7xbtIV1^VPk?dMTIbm`Y#QkS5k$m30YKCcs83+A7Pwz zQBR;srDN|rjM2`h_!E1Hy}~f{C`%lgu|4+3`qWI2MSCZktD7A*z9fU@pQ3>NlepX; z21a?!7O3_klaTgu!b*EI#g3|@)|I)F_ihbH-J*94UTdcfO*&J*mr~(2J$XDgIaHy&jpE3q5t_m)o!Z{W5;l59;hpK}H{Ch#1PN zU(oxko#pP#dpZF%b|bV={@d)L`kZId)x59SO#~iSq@(MZ-sj(D55x!trtWAThFb+n z<+(Xu&wUl&pYOdih{Nd@utxq|eJR-<^G%mpN6t6i91mDI|L2Cr%FM_ro#zTTWOW)f;aw<^CYD#IfI zO1?P)(J`%a|JAOO971iw%v{Fhj8gzR|B_o}Kfer1MA+V8m93ibu)X@sC;89wu{ShG zGv0a_Y%S@~_hVRO;W@5Qa|=xKOE0XfleRW@o~QoB4u#9@l<#*WB3Hl96uxTrKEovQ z=QIA#xf8ei)NZV0B^qnHnz04!jlIlOi}Iled^2!h%a^2-%P$Xa8L1IZ7hMZ`k)Qf{ zBX!#8E!LM5Ev1;VJMZC$01h`SiuF{{uwR*-Zcd literal 0 HcmV?d00001 diff --git a/_static/img/pinmem/trace_streamed0_pinned1.png b/_static/img/pinmem/trace_streamed0_pinned1.png new file mode 100644 index 0000000000000000000000000000000000000000..2d5ff462e1aa64f4d9207b619157b311878b9cf6 GIT binary patch literal 83389 zcma%i1zc3$wm*%uG)M{pLk^*IDFPxb(nyC$H$x*O-JOyu4N}q|J%Ds~H_T8&{tv%* z?|b+C-@Wf$_{?X{oU`{nJJw!%t@Zt`P!%OvJnSdfNJvO{a&KP0LqftdMnXbnc!UAm zVXq`oM?%8>VJRi0A}1w9ui|KDZfR|Xg!CpfF&Xnc@eY~aeX1PzXW-&1yU)%jZ?MGt zMvEh3(1_lC!Ft(M#!+S{{TgkY^aF{iz4{LtRqJr$_QTH{D7(M39+M^tv_0KF6gg^! zA7*$S3b-Bm9^Gz1vz<_p5{C%G`3#wmc%^6JdL`*(yk0S&N+2CelB-)uuGkkCYq-0E zB+dHoK8U*_f1F>eq#Zsx8onFEPK8hrd%xwgQ407hI?Y&4Bfm)_?052uF6ut#5856P^Wf#`4TKZ=h=W=NV?-uj*XZfD zm>mj(1_Orhgo|Nv^ecrayqF^~wX5V?>={_i%;#--#G=sHEnK=}Cu7tdVkg>?eebLg zA*!Eoz*x>S^eDLp&WEz$W2uzjWy62CwEtC4Wz4u8~&?0N=2 zUw+@dO95=J>fiEA9q(WA2LxsDiU)A6&O!~R=VnDvxP8o7BtkC;n1>khWm3+~u#oH{ zr87G$4Mwq$o-Cr|Eb|`liJ|)$^C6K7IGDv{$SqwuplC^=g!$n=_owAX+1xJwEM|{! z*hY0AND=7&F$ReYiR-bS0zGngyJH2$dcdm+(tRW|L+~^KzJK1b;77Egc6576Jof8lF#&_uY*3uFy|AbN@~Q2{SFj;>I)(X3na>U1|lVT$@@|0Cq7$X zSPt(;y7zduC@-YQbBa}1P9N|3V|;b{Lr&q(%1tvFq_~pGO>Ex&)c(0Bol+2adxJe~ z6D3y=`wF8ysuyw#{!&2Wismsl%46Q#U<&%lN5m)69Wk$;p~up*$D-t;eSiHamMov9 zA;6ijJa(9ZIyl(Ku!QF@gy`AtwiMAl zR;#7Qw3pnXnAwrTJx3jM?b)46-4`noguQ6qpT(Z~#k_e;I7#&OQ3#d=Rvp%DplUAB zNZ_^%E+g!Ve5mdh%rBh3(|?Pvg5*+7WnlEu@uP37-W25Pj53W9k9zW^TEB5+l8p&k zpICnfv{Fz6vUR&!+iF<5&6f z5(TwdHGH+9_lw`Wv=BdFe%Sh5@4F0wisFi@3^sD#g7Lmmj(Az>%?i&V&ob%I(Z~wq zRqt4yzPeKN!1R8jEm=zA>V(&vfBZ1&QK~rQI<@(U z{3G3zPd@6N*6!i`+viu@_=?&Ci>So2xwnuAX}x zNDC^kKpBsZ>8s~PX^#|K(|)E$q@<;GrOa=3nKX0}2 zuQt@l*WItJH^b5u*2d--;Iz|e*BH`xRlJ~)$ydRrXYs}S{ZPG~Vx_tEme!Qk#q_tC zz}b=-%byUwF?aJ-s14tog-@MJ)nJ8~;q|mq7uU3H>4)$I5l?x~GVg}l512os{5sh} zm_zEKG@`tE#G(i?J}OmbPKwkBdpo&0BneIl6a1oReAe*3e%@j#Y01A!&dmaW^zt&*)Mt@ysA_Z0WM_ZG;($lsA) zAWQix`46BBV;Tj#`do{?V6j)#u>a{?r9%EVY`OOF+c)puX!pWZ22|ue4p_Up9`7Gi zXG3{X8PmonFgm7<<~p;2(}Td+5~Tj&kD@`*?u3@)4Wd(L6juI3`oBcK$HzVSW=S`Pp z%XL=OP12u?D^aRU6f~G`?zI_-l9q~lESE?UHj;VTl|8e5(2 zVo3sl2{{`o#~pWq3vL^b8zjJ;9BW)wA8aeU24PvGC8XCHuh`=?Ys+|b66=20xh(HW zS-r6uox1ro>1s1FOR%>(S+l;gSvs_L`}8;@%`3=D?(X*NaPQ*o3qtkMqz5AeuaVyi zyiBUc{*#k~_2yS>g*|5gE#>ixujs6@yDJ%H~*_my2bMw~} zRXvp(qn-{LO?hhh^TTHc2?zUJc$_w~W=&RmW#wj{t2{TvH(W@CNvYUmT;Z-ui)+nA zuH}b|9nA(lM0cl#2FoqMZ^!!MZtHJ_t_`Tai2b?agKzD!mHz1XVTUP=*+?Kw`>ELV zdzpBNle;{g9%C`3DDP2kX`YX4`lnK>i;3?Oq_n6#rak(1ai{WACoyZKEGaCXl+!Xw zz7S3)IB` z{}4)oCGmd9^DFl=;{Eu~MQ@emvvx#_Zw6QEe%Wpv@`?F~31rEN`OXg}?qjqFVIxQhyzPw37{LGtg z1c~#IKC@-Sp|mvyAgK@|NDa{m)jhe|1R z_RBw>L2#tNJpNg#Hhg@?%rsvX^D_rkVH7`Qzj#i*)703HFD^qAhE9BUuCvK{tM3Ny zaF`^}!>Mq?JVHW3U~XP8 zFE1xhg3}3N>uluCY3s!JAC3IIo!4egCXSZ&&X#tz^bhSC8QZxyi!m@fyy!pw{-d8} z?w0@cCR?Y!4GS0`_~8kdhl?BhpKSwGMIY`8t5~|5S!=(xv;n3Ec!xNz5Vz=G<^RW% z|9ay;)YST~nmmI4z3M+a`v0q{JDE93+1UW^bQb@wrTN=?|MB79DvE+1hW-yz@gMX2 z*Ii(u#j!=f|G8-5*hDGQfa@cPB=`E|dw1mhO!S;*T{Xd0$z2PX9EXn|5pi%Fa{~tg6lL#rQCg-I(7y@JihZjAY%|g#>0}C@< zXSuDXx!ET_xGj(_`dl9@YW#-6PR|^bg?I8(fv^9ib#4``43FLKs5QHa6P_V7t`+V> zrB4h*W`6RO@1~tg&~44!&yHJ-dt&{Bdkpkj^>zf%;=2t$N95Xm2cmPx z{I(==)MV1y@_wpC|F9nU=HH%ETy7L83@z{GUpCK<$CM>%cm#&~|F`wY8uxjAW5!m8jDZboN-V+EKU_Aezk4iO=*GF zuRgA_#5XL;H}84WymC;tgzq#g=B8zl>Cyok02@5tp^dyB_Pyh4g7ven_@Ux&k9a*< z$((mfz~j!N!py?T7(I_A>F1{JH__b&XfLfFnU>t zV)3pTd-=tp=kVsA)FK0~ldd%m1NW7n|_16+;P?(4C#9sZcK6lJYx`bN``*KAGgku5;g1Cja3izARCFu=zUG_A*)u_!W4#ihaMWEf$VZq>bpLs=4ZcOH%COL)=+IMu z)$J6f&+^6YW|P+mT<39^-4#))DK~GW+li~?etlyyGNh&~Mmi+CS7KhZ$LFxS@)<_E zv5haXucBTKD3*z#<{Q|6`c{=F3?{WAbbkX+AEKv>?ox_Z7Kh~6D2XH1xo1q{nUu-J zC+Ami`Jj)>8aC68+fWInT{>Sym)6eqZ<1JR!9iA^@jJDtRL)ig5xRA zF0Lvp`SSMU=$KzB;8FZ8{6uuxmkV+INv^23{XFg6$XVn^`(z4t1g(pF-TOpD8xOwpM26 z%7yK=4sNS2h8GFkC6;gf06XyS7pM(%Ifpg4PG83q_!LX&`7u3#EgK9-5sSj}k=I7> zL4i65k-nCJ_t}I^*1@E%T}>Ck{bi3t2Zc$5(c3};UKl^b7*i;17 zgZ$~N>nccGb@Pt?2=#;tC{DJ02bR&zNlzVbw(lKcr5%$F7tm>q%^!#7)sse=lqVbV z>6~PVl|?HdM%C$StVJ2daJe38r-(t#POAxZ%@^X@H(wNl?$7I5(G#3O+%ueU>NTKS zEt0leJTl@6(C1%1Ctc(kt$+&UR1jPVH0q&o!=6ez_7-oojmKGKJrZ>==mqplg%56$KVdVQ(mv00qbG zb$Q%&W0wTwkr<@r3C}M~`@|M6u=(g>)~fvY_F{=jbCsnWk1Qrq1UQhirMr1DEX3no zTQ-t(tVoQ*%%nCrSqG@D4XhG)A@kG}@C@;wJZCY>73vmoj zaB%9iC^|EkPX1&Xa@8+?wqJ0Wn#tg3w7xrZYYji6B%?nm63Gh9@!3Z65JN6=a1J;< zI(V4Zh7FcXqf)OqNOSwE+p_-ggD@?0g}DGsf?6ddL%EbF`>UNIf^g2-6c=}o^uT)O zUm%N_{*qgbvtGLdF6BGY$YsW_X|o#Q7Y`+B<7O=b5SvP^xDYlkF?SdTCC`+a|Z zcXVGu8y0U-?cJ4qcgo_~j#MB5#>l}nRWbV`b~dh7s@KaRKvKfrrJ{jxZqyk(vmDt$ zg(}jaf}x?Fx89?|PjWl&?#S1(EN1-s5ss9WZIl^o_hrvZFI#iUeJqwv4Z09&$1lxi z=mKSOwn(2SZG+_qQuA?vjTYjP@%!t%UidmPo$W7H0Rf6=iMx8HfiQ>qec)Ut%N7_C zzq>RM>4_u)3$%p@PU(A=BH$tCozeVTS216Sn{UtOHlQ^P+VAU2&KVgjpQ4s*7vavY z8^@5s%wF(Ubqm$Rq905AEAw$13At8Y+998=Kkugzj@G7?iXcyR=Ueg3WEC{=(?3#V zH+R=Zb=)Pd%zT1{BsW9jf)T(WJ=49Zt?I`U{dpB9h&^0MYvjvHiV*20o@y3Rk`T>i zZ_1vL5mIp1bCB4SmI+>ZwejLUu=yW>c2X`j3OqKQQ`wDu5)mM>V(z8)-YG^71E;1v}U3p^Q`%v;y%rI!VLiV4Nz zBgeJVsD}k?z=tL1^gRz=jIlo(2!EB#pG2gw8&+mSY< zC=kO|BiRKN^8{|G`9T{Q_Mj3BYtTMk%s!#bo4&O#j8WV{98-)_y?|M5;q)y~&NjKE zs^I|biVC?*)A{2spIPlTu&XnXk$o=x`>kmdjq$P}FY^o&cO)opr z8JsI{twCSwk#jod+}9!%L%VZiwT8x6vz>;7&VvcF3>8J1lnG+a#)AzJ8PX z+JXI+gxmT>n?o_Koy}L#!T?#-w=|SD^@tT_)BtW(<^I98wohUht{ND5)@!8YurKY-vww-cK^HIpj)BCidBTZa$URiv{d^l%s8xvxFi5Qp^} z%G34__b2okY%qSX?T#_3?K6zI-2nSi26Ku*6AnOohOdh{+z2#uZEEbNKDf;clG=D3 zw`2C$QO02k#DQBbjRg^OESP1)i%Dl$Ry=27)gnT3mK4QA^>jEa?vG< z>WQ;K>b>5>{;_~8D$FRJ=EWViMMqP#PaitNYZLK=L?7r}rP@=c6c7@^nlfA_|Iu1{ zatXh5WtS)kHcP3k`Z+L_kz;!4ELa5kT`No8x4I)zJf<=YQlyFve8k!_TuTB6p0nM z{bz)S^%%oUHmTs3w_6hTl~p_;zcm^`b0F|d3Zs;qVrHsUAf{dlj>R3J89la`#!9X` z6kgs{PRKPb4_EzR!b!#TvkuoL+@M(oP6}CB2^8fu2z$9RpvTn+W>(}(mHOWAMZ=p% zI#fa=!|V%BUqT}bVZv+D(n>VbI_cN@jyr{86UG_z(=~WqSnkOwDwS>hSI);$o7&XB zZwhgF2Wq-SS%Mq%Hf31};0FU7)e(c&Q&%!JZla0Fb4odN#5u!jOlW1u-Q^{8;P=l> zz9c8o`mD>g^r3%+K%RRvf1S#^UuL4ZLdZl!Y8QCs=YRLKG8UFh;4zID4OY*=UA?Lo zwhQHs;f<*jL$%`{!Fp%dtljxZ7(-GcYh;9&wgAuagr6i>pk5`V;$4(KPC!*KY2|yr zs5F0-FjbPKrl4`QPDQi;HUR?MC!pl%cc>fO8%1g|azPzY_T0Q8Vg8S0LqH8Whcup+V*p1DJp($=Po zbWBe-G)+0}rY&k(;J5qCs;n=*j6qUB5BZwEz8TuoFcec-;*pcHakXMjwjsV5%971Z zB@LDlpkIG+;5;__BD@v0NfGbtl=pMSJUvxH;8_V;p+btO;3CCq85L7U#e{Jgvf$dB zMT-8R0nB;l-0jy5P&`2lNS;B8RawLS!OK~!fX``n^r^{FW3|#>?qVdis%N90$A$pz z?bKovBlc1qvoA>-g}c*-Dh6sZ?o2^}P>KyI^~wPoi`yo+YL5olmz0o!5W+8zM`|+n z2Kd`I^pD|eYuk<@5{#=}3@?FQn1I>(PqyTL+p{{)=m;nE!iC86RfhSXct&ykjGJuQ zkK1lAoT#9>#*+rV-szsJSvtj12d_^4GbDzgjkdz~ZC$93HclEAyk7-OH=EL6yD6dS zSk)Wapm4LxbGF|3icBN(5U{=q_sz@1Y(Di-R}H&)rwW)JQbSC#2)$9^jh3Cp_(KJF zygjeDHf?#JXO@koo1Q!zW&M0VV>hL-q#7MFd*5_3U6kb0YNWNw%nW<6-sypRm9oBv zSm^6rxS=!$A$j0x_?oDEsrth;P_gHK%C5Zyzxi`<{8=Swgh3HzA%E9&a1c7TeI_H( zB`?h}zuM!%Nn@^|9p|GBNvzTDQxWQE+VJlPeSN;*W)Sc;X ziHc!gj&o;@V6Ix+O9vU2Vq`+!Rb%(Ozyn%}472)%kBLS(1*qmKul&0Sg6IU$aSPLJ ze|={i(!%SleL|5?Vm%j`Q1LUWmot>6 z*Ht3l;AB3Vj6M#N5^{#(;puASd>lJx&5+uh#(2Fl%|#wCnjsA5l^o5{D?5AXUJIA* z8{Rb+r?-3C{Z5>By))V?MlDK}-;uF!A|tS%dWG5uIJ6QQLGO7kP3p<&zjj6rM&_(O z&Q3?)P1YpPe^W8>P1QpWv+1lyktF!nZXpVSTE}DOB}CV6oNlOH-l*QSLHp%Q+Vcde z4W1PcOD0Xv%}1&(S)Uljg`7X&XV)0EZ>NKU(%HL41}o;*i%qO)SOyp+_Djyk>Y^G5 zHMN9I^#xd% z#7ea?7H76`Pt9)7IEd=edyIpTvh~uTs{x2y&FO#Il6J%GSKpMZ2}>kjNv(@Fnrhbx zu8P43(}NjvMP=?x3u}izk2~4REHbi{b(-kA6gDrzR|}^*lZhQ%McHll62M`|mt2M$ zq)B}ig1?1!wxfBcu7*v(mY_s zJdcZer}2oywb^a0`lw;yT*%TAuy9d&-~F->-e)%7P(_qrtA1tZ9oy1q&X0dSwPBRH zHePOTa!OiZ3d#5R4AF5Wo%AGeyr@>Lva!4;~0>oRGz)i$|QO2*q^^~OP z_2($o+jq(%u+a-%epAX?%`M{abpv@U`FWXg0cWpMsZ+xJ{I>qNCM%&2wIxkIJR_V- z64H@za&Wlnb4q*TbA#&2DAspK&QOtbi+Jh3HfU(YnUX%4BS0lG zQ}29>w`(|-Q7Fc}uFn&aZD0;C4p*R&wR32%)WR!kkv9wdI7tkLYq94+BpWn1dc<}(Z%6v*F&P6h4{YNH zpfloWyjC>~E=Ib934ZgY9dxZdckq-CAP{3bv$pu6j&a4NBDXC{tb{Ou+UrS>goAr^ zm{)IfI5Fi*T6cIjRj@1_WZbqR&Mv^7F&%1frkJFB=Dyok#Nk~lv+~&jhmzz^Z(iy< zM1AE`vF062@`8JqJa|rH&XGNOnr0$8-JEhUXT7_}HiP(VD%~VdzDIe<)G15YP>Zzq zJSS4ceN2dXE?W4RVusJU_CV&8&#%hh#8oH09>t>hJUlK5>fTb`--oYnUGV3IaTHSD zLK#1kG?JD)BamC$LhnYrq)!TY^TxQ2yW!@wX@3$t)-d0_{)PfM88F7G=r7NZ{VzR0 zz*!)#;N=zCn^2mP4CkTeAxO^t@0Qv(HSt_SJng3O;URMlT*DD;Z2C>A)Q}Et!Xb-F zt!+Q!ScKvbUv@e_=!c3r`_@#fSS<-P9ED zF;K2{Z$}e3+#gy{$w1Pnr=I1@=@aQF7p=MQ)c=JOjDy3-qDMy24e@nZdL7JN%c9bDV+|5Y4PTH@-^=Qt5pRPvaOjx>F8s|07=k3gnkQ z8K!14lNyRO8a!aPX>l9)WaIn<)H{M+k*CiYK$I24kYZFYQ3>^Cz^qYl6Se9(a{|n* z$A*>09>~Ux{W2}<2GN%59(niX(A@H6s{K*I$#`Xr6u>%q_6m7A>9c>ds&4*fXZW{;3KkQF}b0W!bdxfe6eOK)_|WMRLIRJ z(XurI7*^Oc!u?u{vnv>AUC-V!3VUK8F9dQ|jK)?eKBD0jz@f0Uo-Rx}h=9n;=w^H} zlnNcJGH=oDduwQ`qhsa{5AkP3m`pfwcE8K243RkKSA1gg)oel9opJic=St{Gqhy|m zseCAv#_}Dc5lKL1t0A@hV-34mC$}IkJ+GhmRkp0+X8pDbGjDG$g|tJs&_$DzjoFWc z%q!Q=FcpN>iGruSNzkiI|5Scj(OE-z12aa&t^z#}S;I=ujDNw)Y@2Y(99A5=)<}`X zdS-YAi=9v3^S23X^P8YsRk19OUpKMtwRPq}oWZ4nr{*&_;Fia}YN>Xr_MJUcVNKrM zifaJ`Vjt%uilN$PEQ+>V^+qo(`|z;lCbTl%AxM(#!-jb~=E zWWB$C05AHw->L2XurBt@ZV%NWvBFU=%r z+~2Y%@?M*A z3NvvBAaGW5v^7cwxr5yFHUi#?l(%@#8O7%OjCwR;tqF0_^X zfl4p|=U`9uC64r)MK%$#H(#SA%aQCzcuP#z)ZBa1aCg2wD^N_mPmI`0`>Gfhya(7_ zwdaM+LK@9+E6xhdDfbpZ0#4O|LCGX=?Bt(&8>ta%J;0VB%DLY=Gz-#5&b;ZZqaE8m z>wYEX8kTea5)*W*F9xynVW)I`Gdj}ClQ|9mE+(EWd3Z82va+3I-8a)pDfoD1_!t|k zOTK2Lpe+jMG&xH|b_lXxdqTT{9V6gKwT(rM%Pxs9iRyl~M@`klw{@Q8|2$C|D2p{vc!)_&dhrp#BNzdlvEnfKA~!ReUICtWT-$WcZSy^2r96~T%XrI-QJ-*gssb+!!f0(cl0mnlO>*T^4V`BLeC&K=Ua~Sbg$hJj5Fj$s0&{D;-lK3G>Jw_9 zzI6HTvGxB9vM&-iFA=nXhPgvxEmFwijSA?&6V=NBLdEN~B~Y`taP_QVtsQy|W! zNn!xC>N`#?H`Tf1EAP7@2g9o={3oiQMTRL;icd6T`g7_{hr%wQIF++WU3ehAf=l)3 z{8AsLon-N{uE>g=qnydrp3jV%)Y|XcMZe<0eL-lDk!;BG1GFAvYz>9g;j%AR?=>Ed z1}OW~fb_<0RP-!H`g#5#2b*z}et39-24`cV7YVtvm5zCeiQ?5noY3F~tC(v_iCGMt zhACs~)z1$)--kbQZ@O7By8e;6<36t6OtXqW?bq3mZmb3cqiaD$V5|Ou%zH1N$O(v8 zIw~?y$;~{~n;jqEqZwX!5bSRg(HE~%srt%C_H49HiHN*^xi;G5!Km5ERQt^- zG2|9S*JOgLU}{>kpWD@JyQY>0_#cBT{;74l3dFuI><6lfA3h@=!Ebo6q)m$2R35%_r^tAG6z>~-%i8p9~?FC(@j z$hDOdTmhMEQU-m=LUf$9_O^+olS=#t(Bi73t`F8-P?Yc0L&C-G#++}zg5lPLD9VKd zgp&H6j?hoCR|ijIVPyx0FZ}Va(fYf7=1R-uH}VNCJ}dcSQSD z`hT24*1+uENs;jQm+hATs578#RINkIv=B(F@DW?CphyzLp6IKAh)JyX8Rz?9rz0e~ z^UN%$WQg6nq54t(SXh-j`=9Qy~U)+80GW_bV54;^LQ=%WDDA1mfZeSNI~X8C$}*Mwa1f#kZyEzY@N(!0SBRzTGuxsT3cUyq9htym(iV z@ttbk^`~;4mrB`T&6Ixa2H$m=z>_70*S;Pmw@qFj(3-q+eX6ByL*QvO9u@dtC04pgL2d`Op=HFrk%_~PmnL5a$NX&$1kMJA=| z>5WJFPO+#bl`J^=q0b`a0#_T(OZ#Ed9y)!Ug8n{AhTjX4cAZ}6IgdzR>!mig{VO^A z2Np_O+f(kq13x+d&8S%ZjB`Gxqb6bFIiI{cJ2fz9BWguVx z)ef_Px*qudm)a8bJDnj>(ot{2_h_W5c7nBewp7czn$bE7y+!=ejkNWd*#xl{0AXbm zZ5GmOb~X@j2soJ8vJn)7GLcUbxpZ3{@&Z4Y#!8ondw(zUZl0HJ$(yqa9A^LDSSA3q zX8R>dvYw+HL7~2qM_wfV?ujUdF~-5iM*rT4y?wMev~k~>wFiRBAAkh%!6y@>%_i|L zND%*=r{iCUg=;HZDEn^_KmN}2@mD~Rnl7J?{6C35|Hu#e8P%2pZn^5NW45JHR_?<( zWka#ZaD6-NGWEezJ++BDlMz6=bJ{}scpjJo^?PNF9RLS|I7!d3k9+oGUJ$vy`_m=> zGjsKM0AKB_d;yGo1>j9^w=yMZG2l}2{*JnhCf<%};~n52#ur@n1Gq&M$7|6NX-!6q zcD*#4-;1)a0c_e_>(lpw4m4tgm^}-Y8$jk>E(2iy&*~~V-kkIN4sKmY8>)}Hp?0yd{4kG{r#xsc$GT+ZW1+c}V4x73K zGV=_FZtf{Pr!FJs<578VP_lu~O!qQ?2ReQ3#RH&(bKf~yO{pblDbV7Eap}B{{l)0M zZOVh2oo{Z09M^k~7d?+sp$;t?zKIj}W(ZcgI!t`zg~mRa&FyqDosVC+Z%@alzLZ?o zaJ2eM4O-1|Aor#2|7=3=eX2GU(GZE(DRpQp30%L-X7R>0_ZF01J|Mrm22~l6agLpxMZ@jr-*j% zS9Id9q?kliIyD~DrXv8vi;Kzb0 z$|V`(K_Kodk`lE5q93%C)ly-shti$FX{joQ&|YFMK1HW4S;umUlN>Y8YjmA zeSoCw6e{Cl>z0*8Pkz_imzX!L$H{jXh0vH2vw>#a?ZqF6a%WQpbmpmMWFmK6U?0Ms zlK_9Y*K{Hy2<)p)>*_(WqL_0NUUX?rFeW!w)&uz~^2Owr&NUfU z{*^%DSqO7#_04IaD4{oQ)Ct}<)P&QfllsGUU`7{!yi;vvdD`lFm(Cv5E&2E_D42da z)6~ADEB5|$778p&*};$$h5o0fq8Hvxy{m9g?&7_*KFX%P4913{_;*O9LRD?;pix-f8q zY6aA(;>;7;;cBel@y2L)4pKtYS>bZ>UQJQ`sYH`dS8Wx=;yY$h;t^RImju?{+9e;) zxx;CcOF-EDNQnV1VFhb9(CaMjo&5OO{BB^^SnHW*d%NnIwZE1fJ=!VCE?e%-uf!#G zr&#waqnfQ z_d6%Udo`4W&2OY=q|Ru2FU7uPJ2%{#9J%(^NOa#`m-BU)SrAQq6O-ko11<6ubpqmnVH8kHJOoR3nbcMsDIh;m`N@ojjmK;V9Q|hAbg<-& z9|B;Ils(#E-l(E6Xj}nIfRv~H zIfO)N)b5_%4jPh!w$|X!Iaz%;Rdo}m($xBP^mt7aMH{v`{0;JRzEvH~-N+r*$5Pku zVLg&Olbdhwxf%tJ@#|ig{N}-$Nt_J4=Sm@m-8kK1n97Gp0Z%7~WJF;g~FE>1|PUo`w9T>VE+`EW9Dsv z&0rmFRb6qb_U_(S-H?b6pF4nd^DLYH$W*aveK1>9WQGBi z(eCg7L5&r>KoD;p##-2WDj(b@e15_c{??}T<<}$)&YA0 zt+nj3xgqiL;OYZW$jv}owcQY^+vc{Zin8Ed9V~EzEhKfRut)=YE%bk}gZpS{ZEOXnn@N z9#c1ta8Q^%b;$2DT^k zXT^^Yaj?zy9QUb9oO+@!Ze*Ec_h(^yv-5K13$ZA2v}0f5GB8V6qkKs2S0#u#{&j;yklU+ ziR<6bWABbOofuE8D6%*qv7zcS`)@xJp{A~y`IX#Z3z@RSm)wB|z>4t*B3zNvZOYCq z)zO5jWL@^#@1!>3?P$c8fa?9Us;{2@*Ey{}@%pxmTQs{$1i#pT=K*OMG_i+zVGKXk z_Q_CwLPr<>JWb?I=*F5bbxe&B01WCMg z3$E#<`#P2di3%tEbq6ZlRb4FcJ)lq8>Ph^#`z2_vhNeG7a6W;o?E<{&I^^s`qKDeG zHJf;%wlEc+lfh-ci0)w4ygVO`c`CI}Raw$)WTrg}RwO9E1Y=h0rm0JcK4%OdR(u{? z>Z}mrcG1S@M?KPd63hZ?|3rJm%?iC7Vqel+r!IC9RQBz8Z7^H0`dMHdVzd!RtW;47 zqfmJ;Z*2P>yyVB=koDR5P4z;w=|?i`Qy%G-bckm zs!0X6-PBGBB5nZRGaZlsaS(`tedfgU!TwFRt_m$(T?CAdlIQ`L{1&jbX>aab;gP2j zH!B1ha#@TGz9#!?cfJppLE_8@K5tf5 zAl|vR)o7_o$7+l^4$XMrO8bmw3@aYLJAQ@3X`0O_cVPr|vX8C<_=Fl~zSh}_zN!1f zW6x)1K9gg+Gp{hIcDrTE%Bk%d*j~|VY*lmeR5?v*TcGPR$Ssv49#;NBX@XgPkwWB_ zvPO*)$hd9>w0xz!`zw4MgW4Gy+FYkNk8T>^k1Qxwd8h?BxfT)R5Bxk&Lhv#J~CsL}~l z`{UpyQ_7jOYsHjP4fe1t*LxOvrXSYp0hn|7)=vdW*5z!$!MsU{W+3{};0ckET?;GU zb=;YJI#U+{-9Ne8E_~crZ-z`QRD0t}IV8GVAjDX8V`wV4xOC#8^8jOXM{VKP%y+ad z&7_qA=Bw)U`izaDdU1^K*Y|aM5Oc$bjreDMp0^wlBf0l$UXJ@vz&t)8md?EgSmPL3 ztPK|O5}t)}~-VFx1@{k%3 zOaRz8h6TzxSm{lKAKegQN3O)>5)zB=mD!9!`=sP11GtIZtogz}qjZwFdkkQ9Njs`s z@C&@QxgC?+)Fzdd%g)$m!X>7blh)449yQrBUYwMwjS=ai#h%V5s*QJ{`vw`4$t-C! zea-K!s#6=2x&92tXy>RZp&}z4;1!o1ncy;sodxt7I5ITEpBLd2JP%+iUgY0P4mRo+T2rPs zO|j?$wnE;$d{pM;U&Xw0N9}@2n{;C}@+@)3o2ms*6ux_wmB3*GyXDUKBE|Re*P$Zd z$4*MaWTJV7Rhz2&uW{}`M`X_??1_M`bhrxNKd6ac=e`h~r=PyR&jrJzcKz&kqwLfz;<4+@q)vREIbtu;>eAY(%8 z`s_ENM;a>DqIg@2g4MY^7;H}U1xvQz{;JqZ)I?8~J;iHhUf+eAe%sgjVZjHc%_6C8 zMRQH@F3A~vTx?R2zmH6tF&)$0;yjz}>I4{MBLfdi7sQTabbh!PWqR&uO{R}Zn&H#= znt#)Lt3zHE50l{(PHjD0Fs+OFbiwLUwU`NQ9J5*M`z1eQ>IP;i#Tn`IAXw)=dgkV9 zz6~vGU8rd&|6=o@b(0lP#{X90(?c<16p$593j@E*DyCA-J)xmA$5Q87<2&1b9*_AS z4SPhj0k$f29J_JIsh&nw6%ca)7!SIJ&c;*`iz;s5fPX6pGplH*0xJJPGk+K%Ch_n0 zJwwu$>DUS6+d4^Fd0P|Itp9Js-u@OO`kCq1Lbw+;U7L4-oB8*^(SMCD2lU`;^6$6a z-x(b?Y~cgky_XN6pw7MWR$3MjAU06}DB57a)8ti0<&Vd;~XB zOx8;*ea|K|jR5xm|6$oK zK*)`&q;~d`##E|#8tc4$C*I2SQ7b|62Ul%(ApfER_(8{+gGm?&>20fuZY+YpfZK$zuuD5UGq*w0ox4Iya){P;>%W7Sh*6_RR4w;8i! zJRqq-?*XCVC9PzXiKuV~*|4O2WC(vqH9^yuct|eVl$n8^0C@`}z^t~|_dX3tshU!{ zqWfp#d+{(ntF#WBe-=zVdu$lQhOx2xK!nED)X1z7J6UcI=mcU8)Ja;#p~vg-%4r== zy)jSyIsF9|oYlg6T)P3kCYvUY`e5jBG#$I`7T|w|EteG100Bb9hJH59+Sf9KO+B=p zT7o3yDX8+rCJ(F6PJq2Ys-e|>Gv=#8wghmcNsDd24+G0>`BDP#Dk?_bvIhYfkE|Jh z$5Y$ynrfDWb*YB`&rp>=5R@yK5_V&eB{F@Ke==SW;bp_m!K0iwh8mI1^R^TqAw>8= z$F4ji0+JSk*tHw_1#}Tn?EOPP)KpLu*2`E3GBeu&VjGhmV0f8;KQdzTV*h;3jt+33 zCIz{cin?;XEdVKE0J73ytko69TSLhhwEy5?k!hO}&V5dus0E}o3vdLHcOCwx;u4c= zYbBgRRS}b8`9t;p7<=omCfojh{Pwm{P((nb6eK60C^^Ccq@{+$KuV-Gx?v(BN;gU> zDU5Cyp}+(Nf&!x%5|gfxBgXHX&;2}~C+^>IeE;#_P&dx&y3XqzuXvxQ&yHKA5uV%t z6vV$F@-G-ZaTbq%IT>_Mw*k+dp%5mb5t{<=RgWFe)mn`|rCJ)AslJ_6u&fbJdwA!z zfu;}Dsw1e^BD>ys`v~`KQHVNi0O7R3gfv>b{(4vG zdNcS*0|ykZqdheLooXtIHt+Ze(ChBlaw@!i2{022?b(GleG-_Q!FwJ^wQGfgSN)`R zcms$V*{|dsgYU=N#{j!R*k^akZh&ee1`lSY-|$ z2%>q5&)N#q+n?Q^kP&&EAoL<|LofkTr9A*>mfYY0@2sWe2=@XjjaH?G!fD9urSjg_ z0Dac$Qr!av$B+YZe?g~U)#wG_q0BBuTI((ZoRfV%a?_a(o6qt$ifjJB$+_u`3G%pX_hY4B;5B ztOrrK8ANureh{n^l{g$egLdiGcpQlQw#}fGeM-Fdv7@q;8XR{3X%Gya~ zl(0d<4?1I-zq#J$k)MHOjb5m6-)RKl0b)YQAfF7?MRL=kE%GLCjScoUHiCA$`8c!D z)0v?QJHX(C>r_GtEL_K_T}bF;xxyuy8t!=$G z^xFT;YG=8Ro$y`5ixbs?y_NjyE`e$QusWA>QZBdweM&#~?0*$T{>BeqAWIs6|1#T$ zxR($3D+BqtC%1M1!7=29rF#3YHK`88DL0Wa-N3(j#L}_nF|2_W+I~Ie)yD@xFgxAk zv#stXz*@C=)28p!&Hg9mL)&&r3)DDwr}eTG>lq5LP91Bwhxz>HnL%-<80(#qzu7Y` z;eQBklg_pwAI$_$NJ9Uw2>Cy^_4Cvhu*P3mFM6CPvvoNxNy z@^QBL*gi{%Z}nQ;?B9L6-02&oZJZOYSrD^naq9;ETY;W9<$upK65m(F!+w=^8P8gM zj81y>v;Sif(?4ecP@RANXFl65|4$Y0AA$O>_e|{kcjZB9&=~m;tw{bv``(-BZ`Sp{ z*YVfKDat^JRi2G@X&SP3BAJ$ z_uh`l@3OS}TFk8fy1!s^E|BGso5pIq5xS9CgWMr=bt!cgsda#n$RR^lF8H%jYUvV7 zwfC|5OINpFlskK%*%Bw=_{N02wemVBio*oz`%S6AkbfoGHeoxo-~ItArd2NE&cQeY zYv@!MtU@_6B-=n^Rgp3&++}kTEQYdg5C)f(?n*!?nsId%5KYvL57d+O=W17H2ADcE zvX^?9`2X{R2=sjo3xRRoO6+i{qz zbK_bEe8iR{xM~ntb!b!?U@Y@#ru{E(fJm1R(K+->&hKN@We-cYk`MBP5~vL`SO!k> zPrfRtpF-Q8p%(^HtG^#8NIgjPN^eveYg6j#-M_8edswek$32r*J>3|YGFeoPr*k^@ z2#PgH20t*D;3IN~V`L2Hr{00&>DoAwP>q{s_wzBa4RO!^`s~sa+5t8K9!0)eB<9W1 zl&z>6dFNr=BbTr7Mpasb^<8(edvfH{IqqY_hM^ac?KL#l$ifzTI|9jg zx8OzzG~2Y0+1?KI=E*h$KeV!IcZCpTickqCE1O{zCvfArx?~%km3z{m;3w6FJg01f zOv>-lcLWb|`0af03s8obscbG7l<*vRyHpqakaAgqWy{P{=vny>1zQP3Jw4U4xeCa! z*Qa@tiwS&;6Mu+VJerTGm3-NY3)c?(emr?59#y{u3~*Pz0!8ah0KX5gV4LVyKz2F> z;!+qE$>$VuR0Vz)#Fub;Gb8-dws%*Gxii2GBvQb30F=i(I@NOw~pmjj3!i)NGW0{6s8iw{7 z14EKYTi3$4uaBVcbDV)Dqv+jh%d!p1q3cWF4&sas)Kd*9N896l(BtjS9gRZJqQp#z>_Zq8U^lnEW%xA6P7alPa9q-mKvcd(Km0Sd9jm2Jbl zMRXydRgQ!_jv}W0N^ygX{>OUYV~u<3=xL(@LGYCHHdnwyL9!!Lim>&{^dlJnQ8s!f zPH-`Q2ile9?;jsD|4`&$1Kb891(=wJV4o`lKAd@6DNu0cPIo=9Ee8Ux@b5-~M$3{a z!I=0aK7N*3@Z)PhX~bpZh-EYd#BZKN(912*@tgyl#M5_vyK~LJB+f`JIMJ;j!n1XO z?EQJG8&XgnO_Txj53Hqexpv_#lVi5)D-0dK3YgM`cqT9Sbix^;7Hco#~}7A<9~!K05%FPu;4NQGA$Aa z2ae8bJ!#nJQ85L{{dAwwGf-yH>@8KL@qdbdZdE%hI=0U1TmnpB{vv9pnIk_8uv88m z5l%d`ozy7=#eg~Hso(qMNb4!QY31q|Z!|Nk%a-w&d^dLBmhy5^DcWQ2?)A4FQw8g4 zYyC%47r`Uy>piF^u|9TV*=1Q%U0262BCZZaBjG1K5##|&Ox;Y#W9qIcSgS(c1iPaP znDh;k|(=|ks1UP;? z_N~;)g&?sujKtnfq9garYLQBzug|wXhQsvekXV5h_|n8d7)+R zX1pQdGG4wYj^z=CnA5eKn-c%3H{Mz|EM$_mCNdk4A1#q)p4EpH6 z#Pj7o!tN~2{9;M-YuYoQ)i-=XCC6p9N6pa+S!c&UFV;-eSX2(0ol%MKXvv9k8#E1C z1xP`>6JJh{)`hG^D%1ZJFweFvV7NyF-$dx`u2a;$VF#E)ts6oAH?*&bNS9VPQuqD- znLzMmVj#C3&Auw{FWs7)Wzw#&7FO!k_sL!G05q$T(x91PwB)>pSKH!E^D$G#gX-;j zY%X6w5m^6f5$XT}DvHxgsVirMft2Cv<$fUiP@~S=C@@l<0YRy>xO$UI4jy?kvT^bq zl+-O?C}ISk;pz%jWDVU(fU8ji#Z6fyySPXRm`J!X_#YMu*B^X!jOD z3Je!Ov4+Wv!mshc0jv}pnjaJFZkeJ~HfO@Pf-9e&9D!ppcg~az-vj1c)vt}r@@=Avls^+{*x@H!G?_`P z$n_IJEH0m>6#PuF5uP#&6iRFR9jhj*#)NsYhdsWi{0=#l|pl|TQkb~ z_QAd_`i@i5!K*o+xw#0Q`+|>u$Px1=bta`%LT{?opr`9a*h*}0g_Cg4Z+GCoEa2Mv zN(>ope3-=jq-MihQEXBv_Xs)|^`0JY6YS|zfA>Rje9y;GH&${7yydlvNQ0y@stp77 z)is2&!7^v%+6S4Pw5JJfyxn+j)q@yQb9a8neWH+=A!nAH;6yDhhqa4u z%6hoMu_|i`D0*mDMqnLw2&Z}?Dynf*ZHV3q8@B!k{EIfY)tF-!NE*Ymhn(Qa$ShW$ zI()SAsI^C>=3ALA%4w(76MZ&pP`3_K$mM7=tiGmjBF6f1kpj*j__6K)D?vtJMbjG= zm-W6@XHEEax`7f*jcsNX1}%Sy%8gZcaD(&Cbbj-%C7lb7?BF-c+fDLJwJvM1OCkER zC)=z4%KRlMXxjVv^;#`ncpm-jf45*&1))lj?DmQ2|OjZ)No=)4a-KiE)f?%?u zCX4ElO1Zi+ZS6S8IZ|=UB-bC2Cg3qlg2$kEGrcr1#c8A+cJNjLB02BRZ=q-u7cSvm zlk_uROa&|-+wk~(jBD3~nsK0-!09;sIUKyLaMI-2!!@O<@4`XicBQyZv-?a&%T#4X zh;YLxK7D}89ljvg#i)su*g#S*eb{Si@m|7l(LF6fw&{+@f^M-1D4ncnu!s9Ia;8*F z1hiHT)qsR=q5^?nipx!v7mV)!I)b{}O0I(^mnl z6$HS75tv!J2dk`4H9t!l(1G+yQ>Xq+G@TJHkNc2M*~b_8F+#Rfzv#VGAZH${Um@%@ z>FSvA`t4gg9Fq7H;$b!?&cFJHl|$ZCIB1_(N!hK+B&0R(knfm4>>yLZ~}O{zg7 z-+V2I^#TkGeSk*%d6AnNVyOQkm~`>ME+oJB{%^q%HBW-eM?zHJZjU;5$30JAuy9=j z3Bnw0Wvvri$9G2`_)mj4u4I5AFugr}9IS49hfb>SrU?wtgF3S`M&HbsmFHLWE{VHE;q%dKD%FCi ze!XIQ!}jE8erKSho#tm8-;JhxDQ9(xb&1Me$5=U=<%b=|nx4xG4>gAGc&3-7tGazu zpn!T%*QZCVU-FyDM9-y*yz|17cWU=LoRSvQ*I-EypJe1oI=%;`=AmOUU*xz~99=th zYLj)B5jzUBT&cRCxD(NWwvC;}@Or2ehTt%T0RpLGYw9V?dRYvZIDhG3Q$?qOe1j&r zXxp`}sUqoKH^ziFX{)n7WtF6bH+6bzzkWUDp7%PUwDdg|RH}WTK%E(y92Ou zoRx~iM21pax{l}R=k-nXD4B14L#4ULkP$F)Hgbgb3|6) z;D`k2)JCqoq6@qH2@VQe$dZv~#4decOmc@B;a&C;-#u(ZubNdRgMB#`AKYVim>TWw z2s_M}Z!=jQR9}mbl&3g}+d3mdG<}F8$Xyl=6MQCKOfAjBI4&7-RpgqaJ%}QD!!@MB zKcd(=EJHv^z?Osdk@_*7xf4K{} zH0%v!lDV-ss}}g4#dB^nQc|?v8gUNl`POv8BZ{>Dk5aJ|PKW53kh$^dsm?z*OMC zExBopx$_BAuThW8IgOLmr-j|GCB2MSEzSQGzQ1HqhQcYemQ4MXUDduujM1ZNl1fx` zypkJ##ya(wTI7u7_PR=7@;M#j0BL^V!{|s--{=l8#()lA#j^2u!d4`_aeZzwd>1Bz( zj5_=z_j5JmFJEy4xyZ{59}CA~L>P&hZ6NGdJfenqcj$DAG)z=J^ z!doWvD8Ig~IHv*efCvtKJ+64hGbX-=k=MEErQF2}zVVD~?!RvnO>F4=)9~M!sYW6K zyf3d8-$1Ml>S9?M;}8CsY9;HiFUpg|_z9XYM<-lHWJ+^V9gTDM#2B3?Z$uMM+$#x) zHK<&;*TReN*H;>vOhS9>dJ%!PElhgYxBpsW1bC5PgRvt$Z^4VA(!gj>Ae!)>c~6O2 z)qj8b{Cn6c%%F5i8YEXIHFl-1B#m8BA67@*y5Fn1FLqq;GU<7Z68Gg9%~vS?!k$}D z;@2X}MplZFF{7oDL+57qM8Rs{@Kr1nC!nt7d9l>lBZhg7X_vSPOAM@5Bo+9{pFO5X zePB7DfOtp^$GHk3vaP?Cl_;8+@|TU(+2F>~47?E(3TD6<;u-_%vc2xzhwpP)spLyUFp;v~DGv;mKOuk;+RX4>`%7h)^c!Buh~YT_l4?^_ zllPlD<)!-kxNRNHS{~YwMWOnQ9&Vyb)(K_38h)W%8$;@Xnrk?W|kKwKCq^a{nKly z`kW=V>jzPO4C_gk{)H*b|CM4E%%5+>7e|g4fG8`n*q5&knnwhJs$*n+6DW!GwFH<) zPBycLNm){-l?l=jzZB!*%E`tzg4J=45-&Y5@*@+!vdU(j*06)omfcTSnZ|L5dlql5 z-RV^|SIJ|PtyH1KRXqc>yHki2tx@!ml&Vk_)T0=DC!f3JlOv(&@y;Uc=48_uGH#G$8 zC*9&u8I|)o@PP~a(v&FFwdEhK8T-?^RHk+Jr(154MqiISSO*c;on@gKJZtqT#7aa>|S! zt-CZaN`-OZ00|BL$Cdr0aId#3$3hYDs8GA{e;09kz$T`IN?bQgOKlJCt z^F}StRcI8#RS3r)*gwXd5n|&0(U>_VKYUMri;2L0E3{RcJmVBLl9lB4=7N?~UgOZi zti7<%>dNRU3Gg+^j@NYr?(#0`(6{7TLxZY%(4WlcP>KDm15V9v49DEqQTu3*b9HN? zO$;F)t8pgF&+NJL_d03Z84njJsdadhJ2ntGY{=LT--ywaQfx({d(A^BlPWgu%+)-- zL^;YU{}B1LHT>hZhP`fdhfb4Ojciv;M3)UDrN}v>VXfTH6U&y}ojf385?pjnyGgL{ zqRHfCqyX-Rx*{Et@m_Lb<@(N)33jAa&oR6hyS+_9_JxmVg1Z4gz!TR}o4DNjeD8G0 zDLd2g;QPx;~}5k7s*ecH<+4~=!j#uf2bJMuJQo$_Bz8|L`5Fv(AX9Qd3@%~B|- z)eMk-f=OFfDZn z*cjxHVt&76wIP~Klc}~{HH)k$ha7tk!J6r4)91N#`3mxy%GFfub3T|ySs5q{F|uFy zsRjLz{7}CmPtz|SW~nj-s$rph0JEG0GvYFQ2|?pWq28v?%v&EN~R8G7zGfDppnS|p!EHK&yaQzoeqKUr6AB9__( z=JJI6s|jq0+Mqe$>{8C)-p>e;DYV6nU7V?VB)JcCu^s0<`-q@{eINcr)H26|E1=ya zQOLQpP_oWjfxz#WkQ;*J_xR?ZyWbJ|2^OuZ-6~m!r|ZjnHZ(6`qU>)m>C)*B1wB4L zCfS8m*HX6!B!jm}p&S^)&uK3q^}*5~dfP;=WMynbi?zO^E}i(4_CWXYKf=gYo^Y%! zHQkO>N6H==v?P_sA}(a_$N1557zefUt0?+M~cLsMdIS$@D|2u zw7NCKD)x+ZmT0~i?(NZG*TnF3bBa0M!q;i9;=WwjMTJNh2JzJnCQN`HFK&xOvb~( zvw{z;>bPzmn8Tl|(ppqU3eLI(Ak(kbA0Iu_y+OV}NpT-9ao+!uQm$_u+!Mq2*=NA* zwK1`(!QW zIfp~w6uD8?l;VWrC$5YrsCu0FW5PVE05*LgemuXd^9sA?G`-<1qb-QNwG2sA1qnLx z@|$fRn#|2yB!?~4f^D?ESp0-*F=v8>YO}`! zkmP9Se_<~2#B1qcgqD6DLLm5eYnK@p+U-c_mbl*4ikOZ4C+Gv7+|7%{ac)u}u^4XG z8(HsF74yOFwHngF?;HLLI{}R%jm($FhL3x(M<`|!b`-3H@NiMDQO<6SCaiR!0{dXd!S}A|R`-@~o({;FaW~KqqPqT0%y=KkTbZ zO-CQJNe(~l_#OaiXNDyAm2Mv}Fq2!CFO=Q4{1oC&qfn!7uqU1(j~k1Y`n9UC*dp4! ze3}q#i&wi#6m~ZRuwB6-vU*f^;QEXzCCUh51SMAmx(md7f`s~Fb1U{U8q$>sbDkYD zEzl*V!~1SJ@2e4-_U-6i9wBX=i{Mw*s}ig&L+7vmVw*^_Ayuo||I{#^OM@RdjdJX9 zz3NU6O>?Jt{byy5x>b}@2J1=`FF{Y_sP zI^B&Zn#0YQ&zIbeUVz~+yNonyySwcsh%%K_C3jX{5YOIxyA&OY1kr&qJpLH|F0V_e zVa_}w(vGY8=PwgZ+AMsi8mp@4iq4E7U4I!$TfZ_hT(Yj9>vW~{R(l=G!~xKP4d-b5 zI8DbPJIeHt0MzO5rNBQd-sK@%l%1&x{*zmh4L|qK*s++BAz|gu5(J&}eQ{z{`R6Se z1)qUIu%b!z(d0J;XM?|L$U*oYGVr9dQZ>F-!Zp(uw1d+hw>*bFb&jR{ez&GVAE;b= zS-^_@7EutqQoT-R=-Lsi9{bv-h_Trd*Qq>0ox#g=f*ak%Pg|yv=+vOm!PLojRdYW5 zv+rU3_R!|85Fht~%EM<18 z7)URMaAp_Vb5gzXd`~iAA!`ne;6K2`D|w&c^Up$bh79z_U&qNo!u1(L{$zY$Y`15W z7k_#F%@9y*3626sA%c}mcVm1=UcX!1n^CAkOg+oxSF)|T${9=1HN`Nm0oZ1Gx#fsC z=zMtYoiPCu9BNWr8?Hg~r000l3x{wd%0? zbNmtaL7iC<0CFMdEe-lI9uK|cxTh&~D+%;-*^3tsf45MaVhPIBekXjNh`>=PwB{BN znM2US*8nuDU>B$6Xy&d$o>>zrvkt}#7wb5Ln1EjDwv@(!P8DM5Q6Xb^^}9QVrO1*- zD(tMb7AI8cN6n!uH0^gLUP4JhCzgMAX<6psr5XdKWs3Ax@)7HAKv1v%z3A7OYHG9A z$NS#u!7_lwHSz&pT$hnQnHj5i4H_iw8HM<0LWj&6IzLmlz!`zM0#hyU54ebOgi(`o zF6`eswdXxS+-k!q(t0b7ebbH(j#@Bk{jw5t2@5U(K_Y|=H{U6aPFXgP6 zDDug1;Uqo_y|wV+Yc>%u5|dSy{u^h0`j9lx0smD^Lt5%tJdsK$ZG`fK(0b|pg!)jE zx#Bl!qS0&SVlwS=Hq7W?2{G#grP%owpRcP9r%32-o9bjr)JgC|K+{aF3+a$MUbUfJ zXWHxXJ_847_*wq4swWzhN}>g$fs3-BFS&8T49oaYD z3qhxGHcRiFrwHKSsaynzBspbyOpI3^6cXeiO@1l3++CjAx*6eLk^WC z2hrdvzvh1$1D)zpQkl*P;xxcl8Bh#y9*#Af@@1n&#j#PkWsAL?OpSINou0AznB`h@ z!3BBx_R5akE&+1J^=!L*En;ilQ+s^=Mtc%tI-l#?ZjINvpZS>ig&_tpzo_%3m*V2o zd$RNGW;(V_hkBUHfK!(Rf-47z>l65@qNfiKr8+$i{t1}RQ5fqK4{9<>Y}0ge=>&`2 zd5q`#^l5wLG4M_cZzpmQ#6M2 zYvoVugbU$p&niE;IAIof)?~$zRUA+0qt94(9XVysnJNj89Ve^dhiWc7)7B&^1=1Ei zZLrjt3NzG;QGNUa}4l6(a23GAZ*3WA#$60PE{S*ozE|^&?~=Dv(cnXIrdxY0Eu`We$pn*h)Utp=C6KRg|YTT zCX3l`r?16fBdJ6Nz&B*fB&lOx?fkjYXyp^${ZgpE6`+jf49mZJDq84yjqMP?PW9da zUQw-v4ET90T7_{27^%zRN-y$QKN)K8uhn|V)6E?*^eaIySl>0#82|okf_tYpY{>Y% zE`~b3S^~JemoVsj2}>5U*arRAwI5VdOm{CgefRIee)q|YRc9x zMt5y%O_T$6E;)B{oM8%bt`vT5BQJ1!n`kAt47C6f8NJ~y!|Sz+sXqm~{N#qPlCtw} zDPLO$E+O&vf~%If7}bG5g9^IW(oM5R{!6-&u>4N>IY9fPg&pxVgKQNcfS=1+A_-l9 zS5{YQ5q^t)y4Ex`HpFu&G7%`F*ZwY%lY)}Wf3~BpfhNfs=wJTzZHTYWj$GeWlttl$ z`=_Ix^z^MOsEJ6onum$P0xvKfp9iWwJGA`JmY6-2=u$394hG=-u`I@PhL+*!*8;{D z?ljZ{bM`l67~leS_)z*$Z6xq z%8kb*1zwcDdr#i*K#F@e~JonLC40GYD5z|sa0n?3d z>T-6sr75`E_Ii%=RkO9<$>1UepdQ<@@{!e*$^@*Wy130BWVFn%8DL)$F0%9$pi$Ni z=>niUmiyJ04?gbh7~ZR^z*dY^(r^8Xkg?x{I<>knuIz-eMN;_??Dz#P8Tez;>}f!p3Y~za(+w zjGXq=SYw*0R(+nXVJ0Q6TXz=1Dc5Fh3c~f|5Um`y2}L%NfA^)dn_LiL?_}Dp^H=vR%y2SWMBDT z`Y*t$2}nDM+bf>tZy+s+la{-SYeN_e}VbONd?Vs=(+6V=K)Kaq?W$ErnS%A%2w|H)yT5vetPy% zsP@`J69^eCfMGyTIFgoLOTjEC}-CW~<5as&# zkLt^E62IELzpPc%uKIrG4XP>(xIc=gqbgct9~D^2FHi5xANZ0d`q^7D7CxvDe0}WS zNAfbvKSjmd`1(SoYhs*xo3@j|WuS3yXZXjS(#p7so@aPnM`Pq@&NLKgYS`cShVQ`E zx7I2Yr#}KEOill~ZbV;35l>>X$-q5rH^RDh-r*d&jV6u?VA_EQVrwz8wmqZAVZ!~K zt(1FQwxKfj2x%8oyi5Km#`G*mwbAHwvB&3W`)Efb**NlElH$gr6F0s+blTxP{y_pD zv01(1_bNX1N!G=A0cqIxGv*EdOumIDL#3Z)V-!te=C z=9zg4NTlr*!x<{6hLVocQ)sYqA?JRw5Jipel#dVNS04=R0np)Zi_ZtS_+170>$l)Y z+&l!mE)?}Vpf1GOfN($-O=~oMWUbJE_T1aavu!W{cP(tFeCh-EY+lqd(gi-df43Z; zHY-I{eOxv)N^yVt5U7=s;RJ5a)6gIkq;)`=@>c6?ajwwO;MG)jJ?c~o!0$NeW)p6wiZ~E)sN>UTAzTjjE zxNzmR#mLg()031|a5xb~@n>kS`sv%khYt?X?*`ibAHHyw{!jBzG4&@d^J-q#m(;nX zx@7bM?~S7dwiZuT$tZSz|9|+7ztphCN`J`Pp>E3oQMO`UAHDn{(8x0nvebyb2U9ip z9}5XGE~{BC6j+)f7l4WB$9w$qs|n~U4*Rixrz8F!0rT#)BMpL~mwS3$AC!<=7&Kl{ z4+x?jW;6j@E~m6LB;|J&8ukL~w+J~oWkt{f7G$-o-Np!Qb903B6=1?y?(~Q~hz=2^ z1H)sU0~b?KGY~8=RE{C`sK$cUiG|Y)CxzIOQG}X_d2}JoVcqQHP2k^d%>m;r$qrx0 zGeMwy$ZA30ihq{Tu)?E6(dF*Y0FdSl?j@p&=*~$ynCxuyc7wy6iq6OD zyAA!G>Oc-+_qjRhyA5|7+&D6Us`!52dS%deo3$Ip*J=8Xm?i#^w{2~9W3 zI$3$%J#8|$=e<9wXX1A`JJE?$JY(z~a-pOKnpnl)n1_MfH7p$ zq4%3;+ktF$j;LpPmSXjK zmCS1b%xFn>>b9Dord#A^Z+aJ(e|B^?o{o@Pz5nic^jh=c`XOiNt!HbwFRP4wa`&i2ehj8hN5;YLBaddB?wdnAZJ zEY5Sny9f3C=ND68@~U7yX7Ik-b0(F6PGaUTN*Kc_eKgB6|8~pc+4eWVb%U(jG zZp1gmgQWFWX@2{XMjH`H%|-FaGIqsFPOf;j0a}ey5c}fiN^_E?9#ce3)6SCCv#p1l zJr1}Eq7?wvYSxFTM{~+uVcPx1I)Tj@Kg-MEBQHUEDfe1KZkKa(qbR7!&ASK>zwmx0 zVr*}6b$|iIp$=WdIc&&7gVrM&Z%K*DK-g zcK*r4i>aoxfhV%6(uC@X4B>{eNvz(_suzBaHR~`io2W|gm0Qc(LGM;@MWBmnhGUEO zmQZ&Gr-Z%ZVJ&{<%3V_tP_g}k7KWzP06MzOSDO0ZSe=pLZ!p7lebbD)*hi+jI3Rms zj5iTu_4rIN&5>JT1%~;~RdABe>yNj)E-lyY5rV7D*( zmW$-opUqsm_ciN7|NDYBoc}EAl!51az@NSyYNm{&AeIB%q(@+t;XZ3)#Rnz>rw_Xc zzJEMYE2m{eed-B0#rg72vwO8>t>Ni|nwl*yck}p|9xwWB5lX}t>tEDA)oU?6&&VGf zn0K|lO1RrD)kw@+5+UyG&bmM2yZy{6nxAYb)*&h0o{~_1RSva>u^Y+_Om?)?@LV9% zi?~jnB~!{uO0AQgk-Defml9#epVanjEklf>`HkyF{0x;=Zr6J5g|ERH!{f#kG@@mX zZpCPf@7{A8M5nmOnVr;g*pnH?ZRD0&eCO_dTRHOdK#EYwM)Y4WjzZTx9N%a4%=P!=|z{iv^$aa>opMGgq^X1{%aO547i+((FaG%R)W80)*p#nOK7)t9ypMmRjWhD5A;u8-(E-~TpXg4r+I zJ?8+q>&mIYD=!LEYcoPZU9t$pl_2#>%0@3AvUL4v2hHS<43uL`eyxpeGf#m*JHgxC zdBy5mB5~4j>Z=OIZE4j0^(L%&D^DLCKSCLEAFtUd_d9sFmxqR(lbt>5lsjz>9YC)+7w+pbeT2hF`Ox>zxo%f7V?U`sn&3e zHHO*?l0OV}Y*T8zsD}z3cP*R`WADv~kY03y&bM)m+P^Ib-BQz&v#p2PRTUU2*^i7$ ztbU!dY7XiMWKN#hDzSeMbXE!aRooc$O{_-3C)t|i(Z4na*d}*t=--K1XZx(TKPTG_ zMvxZkS8!Y2nd}Mct)Pk9%4sCFX>XHYIetQ$18DB5#+#qjUN&r#^m?Xt#xlLWxlS)G zczL2#nY|cF4zt+S83+P>_H}WEhwcNX5u6(_;*IWTO%v4a?K!tWw;rE$+UXY=n6`s~ zvy3S^z7rqMWiHo>W)YdxreFD=e6*nc&GIm#_Dx|TywWbv=y1nct3W~5b2@$i4mJ1N zSFynt3c1(0R93xoOAXyOtGhG$A+;|buC}#Mk%3`!?2g%vtxOSjM4KIMz!qhF))z#` z-E)Ljjv?g@(Rcqia_s!S{=nV;8KBvSGaL_#zE{*JyyA0Mwn%Vuet*Y2JLy&ZLZ-2# zTGPDaY+dr}3n_03w6cQBhh4M>9tWIQP+I?Wyz%*%SI0NR%W~hnt>yTJbFvPNm@F{q za$C)BrQV&`d0X9`L0cu^MwAV{-!TRWMKq?=ZOx-gN0z-Gjn!^WPo4pe&v3b}ijQ)} z>{5MMuAExDGz0&2Y8scY!y%ca12U^aj)>!;UV z!8ZYy`xL=O?#@Lkjxi11Q3Pg_sb(+L+j9L|)%X1J@4k%(W5GHpeL81SK6zuk`_TmD z0UpK8%cZ-?x-v{~{=K&50L$TW>w7ZbsH>W@o@B^d~8$A(MhO1Vd>Wh$qR>mIYs5kWI>p!5I`_Zh1LyYBSct5jA z8FsY@;9;pfNV;RqNn3Aqf|+-Jd;Bc1!8zL z+|b^emm7WWGaMvP#<>x8H;hZ4s7tJ&3eQPt`mD%oS3lc?eU}RV8pgKJ12R_9?DZV= z=&mH_K*5QAL;eMh3$ym`LKrsQxx^K}W)d_EW-kkD$Vt92+$tmEEt57wC*4Y(-5MgS zdv9LCs~@i3P0Px^H@?S-6VfD6W7MLG)L=52T0e4-1Gnz^>$X za%>TyX_V0~rIn>@xh*{)EVn4&6~;_e8x4 zO%qXjZQ|ZgK73Ua<+|nXtujDYGmhomx?BQ`QU1x|4o{<6(G1BsX^sj}d$S6@i1{$_ zu|*zmJKarc7D*5bLS0Q^vaFTs^ry7Z+fvNJ#y8l8E26-etf{b^<-O5$;WpVlw}fEA zZ5j8GtdJ2|xBZpUFDF>4w`WqI-;<0mhF#FZKdpPS3k)Yd#hA*4vU0}>=sN8!%9)#x zH)1qKz2Vit&y=h9EoQ_wk**%^YFQ^l^u=EcpaPZ=Op)YRtfB-$1^cfYA%tN@flQr-T%E#ml^C$rI2 zL)XQtCf?|L%u*ThvE^8;>-5<6xI4qLRBj=dEimL}=((_Dy8O;%ad}Ej*2L$Bywjqi zuMzym)LDV4|JWqbdA_Lua+M0OK4-hKze z7UW%AKdCp(+o;v6*$)(Ydp154ikCawX|Asv5!&pSnBh{W-sSMzxJCBdxU_OP*ZCoD z%LY@+RBOZ;o)?M-I~j(IdEIjO_NTO97)D`oPgRk(Nis*Rmg}B96r+ogn)7I(SA2Fc zWMsw%Iq9*rDCyLi;(oj%IwKHFPTc$nYnRdl2RJPhLPra2KAJWjoQoXi+2_~JIe=^v z+#8_^z9;h42Ll6kza_q}%_2s$S;eROS1Dc#7PKtPBJ^m6 zS4=LY`g@dmRFXwUH}^6gQRU+=KDQ-?P`g#v-PjTdQ{5<*ZQ7PZ?PcIcnJ$%i*S-bJ1 z&l*Le$8)A%p4}=y!8McojOEdYy_jPaN9uyw=lRVE z^t$Wfv}WupOTHmEl^MJ`CM)elP!r`=IrEtd`c|nEsm?Zm_MFxQgobOTB;P5!^hM_xnu54Vfcke?9pz^OlZf zD?Ie_Z3QV8zG{1iaczxto^B22m?03)T_J)Rt2`sNefiedF&ZtkaGKWThOXcE0KnYxc(15pqVYGF)4uN#XH%x{wYI^PD!70J+%0lkV{&!k(~= zq0-wq-BFNb;p&d)c)SvjQS?XqC9nykHEzcw?H`aw#w}-jwHl}T^0eVwP$xynrOzx` z3I#SjX6rnNQnA@%$p5Q2!B74o=Rd*QMl)TT{p`KSXpZT16JQ7LlDb#uv8+2(=4&fi zV#_?|hi6-ceKoWj91PCHN-<}C{QmaI*oUfC__Ep`^Y%WXvo!rD*;$hll%5oHBUtiR zLKtlNmDR3nEqcB>E4@+|%1O(Ty*wnnnp`$^eGyKuX=8I6{b5)!G@2B-ARHmL^$DV# zq2S7_n6{VOy>vrhR?ypfd!Cp|^lU$b3)DLG@yzFs=53Y4#qBO?_y#un?JaYiWcB#4 zv5-(}Ur32}{6{c{!oIGg;A{je(2jVC{OXg7u53EEX1Y#}(^ zK2|L?c&|i(lSr?flieuZKI5WW6;gP&|MVbq`O>tEyG!gWPx* z6A|iu186XqiQ z)sk@FJmE^5Kq*@SI{*9lM~Q=?^HK>FHd*m?Ca7jL!foH}w&x11t{W1!-8hf_douv@ z_FpF4hD|j!uVk|aWsHd1kEougm-uXmmr}WsZ_>I~581^0EK4&X1|u7-41XlN_BMeI zV7(weyD;VPsGQE|&7{5r8b(N4;hw9La8xAN!?QU zSJU!)GvN%L?oQ<@zEs$A?B=fz$Zr^PWAwH5*j;=nryK^cJ-&3gBzJuDhWLdv->$pc zb&pf7`aECd`ch!Zg^5!x^;~BvOyQ_EJX3|Jw_NQpoM*=`JOa}>(#B|d>C=39>LX;o zsu|7WG*kXyxiwk#AtDKpm>9Y@9TO2C?VEwt4WR+gX-ut&aQO3q6XiJbGu0-WA>E~n zst4?{lOg2^gm73hw3!eCa^1aoyoQ=xID3j;(ywvU-nXSHEGe8a=ACk_6NcC7q_^rDhllxb{u@$qclpn-#J)2;rXkuP>Vsm4+QOt)f;Om> zN3o8Prigb}M#N))yI#e)hd)7bg{ z*n9VQru+YY{JJ_HE~z9%QYtFpijqUYOu)C8rMLFxwioVP=&a zB80YKY|f{d&A*Osp8SGyg|FwDOf);;Z=@XbmJ}jKFI}bwIYkI;NiH-nzcXsLtEq5?QO3w!d zM(Qdy99E+x*GT)n!e7lbbr*~&KZTV}D&!AkL{B%H2qg(78ua|DbdJtf_9MMVmWtbr z<=cHmCP80_3}1ky41g&wJ|-p^Y8@u^v?(j=VG5%F#x;eEuPpW<() zLbh2SQnDv*oKU>>(R@F@+Nfcyz7ql~vx(DvLyTD%m7+iCX40Oct@rx*c>8C8&g+Y} zK0n)Qc2e}LV*bNMOrEK&-qc9{`)N~b*=(p*P)|pZ8IjyIOP-rh5Z@GGZK^%FN^9gd z;UFE?@A5@9D3o^zX{=INNA@=$cYmW=*^dg3!#o~#O3osV*c9!5mZv-(lA(0lpze&obh(Icm1zUYP0&dE z6lhFu!XNeSvX**;@G3G?(wa%QXP?59wr-9^pYd*c6FYLV_o|uR-XhTnXVK<(zBfIkC_GqUfy7BZn0O9XF5t>x(6Hq3` z6qiY|Bo0bRvOiX4qM}t!vPc2`@VU>9-TGZiZu}2pbjW`F+4&@2FzURl|BG|Wi+=v> z>3oK*L41EXttNoKtT+P(F98(cF2Pa4NsZtiMR0<-p({||c5sLMo$V`c{G>L@xXu}sM zuae%kyqE}0>sjEjjd^1S1a^Diw>a&%{w_YApkS7HQ9f>Y0^r`b2i$-H-!JUcnZ^j2@nW6Zi)*WA2p?rT ziOG9aDe_?5OjqXGQ*bIh@F4^~4zS&N-A|IG`7n-ViAg{1$ z&Uxi0we9({d-vnP25oQ_`O z_>7dq8x0=H4AH+r=ArdciUT>FA=oez)a~~wqthD?1cX}%qd2&N&)1(mow2iOOE>b{9O6EEU+NVs&x__#9)EHDZ>-X&*k9rU(#B7S*{FcT^3Lxqp++nSHoKKhZom(Q$leiNUJ(koXW z%vvGfCQb0+75w>lvwQSm1Y!#bp&^sGi(hhbO6ZKKlh~K_q$*SAib8Y75o~P8S?w+| z{*vRbx@lt@y60%k-bkz>{OSn7P7RMS^ivqT@>J~yI-Dw#=-G)IoOs%Dw@bmz(D z;GVQc14~Sbod$-OXh$ASZY_AP;QRh<^ZhiA*#Lg=VlV+x6O}4fCzgnd$rsh99=xa@` zEc1a66F&xz@Xj?XDfw(Dd5`LD zetJ58=qD?O6A|A8k9;4V@Nvh!eC?PBJ<)Z+zb{Digs}#qUp#=5%S;e#Dut-bDfnYWBew45*s>YM#5FBvQiQjB$%V%;VT?iFEBx`B*WJl1yYue0lD&Wbhzu39e~X14x8{aZXfn_8X!+{zCHDm7FV*9V82@ zopeOWu5QsmzS{@I)`hshslkuf?AnyI4bl3PY>PT$eeuM55V;Yi0lV!IId*D2gy#bf zn@?EVeGW6kt{f{`8WMbxV`djV>|}opLnF-z6ze9Q0g<|$Cb+uU(E_DKtT`-!>&^7=^NsmeLtPJ zQ;>v&#lai!x_wyHo5by;dS00QJ_{v_fRNcEdot4P2u?Pg#z7#ezo9*VL=MVgyUAoK zPKM^*XPNAw8;ZJ-@eD7Shxu?OV&rDNssC89Gk3mE#iqn7k>QC6+9f%IkUU)K+L*au ztFJ{1i$Dntesi;Uj;+mEBR!LfEx!_E@zSJ9*=6DGPBjsQWyipZ7RtvveB&)7lZZ9s zefKEvbG!9t60iG~3El{_N$Ny>`%Tccs_r#5R%<1Gu+euwdkRJB|Dwn#7&+{5kc=Za z2m4TGPG-Le+xs9~TUH6}4O2ED55LqX=%|CTiJW}jt^|pJDRIoqtoxYv@e0pr`CC)6IwEfG&gk#RWEMk$o=%tl;*WB|E{;gk<lJE0QqOnK3&bAO%MV@rjaDi5M6KsnZLT}r^IpJB)`Kq$T=wN1EV|vXi+^iu8l%pm zxyy5;1I^ghv1YWyfQZ5;DF!S4lKXl&z@YvV1cwuG{FT#C?hmepFptl63|A7lB7c$D_Zh$O@^4_h;S znVTaWVv*LluQID$cl1UGP^cO(kk;%DwbK^QO(k z0)BKLT~w|k^6JldrDko={;O+#Dq{7_?1x7sdKW#e&f+#G(h6peOaRz^D!aeJ>`ANrhn1t964#Rm3VUa`V&xG8yziZULo zPd0uLSa5ES{q>etU*}HaJ*cfG63)C>wQ2|Kz;8y$xD^d4%1IA4N*QrF@y>HMR<7W0 z>j`=o?s0`)uxdWzhQ%4L=G>o_9ya7E1fY$6nl6$!{5A|+W$`7X?m66@xNU4zhC~gzFpnPW{ao%$Nzrs2SS5VmdsVp9ydzt zr~b%%fA>9wcjpQXH~-Zf|CPgjTCsk0@CC0kr=tG(ljc8XZjq7P`y(g*-9h$m%iAMq zC)V{`bMOA@AKZk$Wl#wKLUltFoJ{WT_}lmY%(WK}0;)=^xU%aXKlykA@SyY7x&Qgw zfAg3&pW0)#0-V$=;o7~w5c|JhJ_CZJa60C{-}nm^_HP4nu>R*m|5s@IpO2qgrvA12 zKcs&C^X{L11M+nD+U?`FJ^St_Y%}gHR z-?8GI`#_~@?A`Ov?0+W@P(L;*;lkfNnjiiKGzvQMf7B?yZt>juKd6&4K%~<)C-nV5 zmcL`~Q`Z3XFPy*l&st*r>SfeqB~ih2o#8)o)Vo!d^+t0kk=7D>|Cs<=mqq&iZ~p`P zzgnjL;WK|hZGNEU@1j$e^b-Kw{+~kqAK3r@Db)YJDAZ(*7|^GMsmpG$qq=y^YmiX| zp4W%qy63Sgv^E^EExG7HEjU0$SvBLgB-sPSQr4xn zUmk%FV%U&b|EG24zp-}u-hXXvx?-^@K|MLF-EE+*Du#=#*S>YNy|`9v}`z=qkSO5_Rx4J z%J1vMjq-@foZ=|B6}mP#I=f+|aU}0(A4jD5V)IgAMPoexooXzq3y4&cY|_nlOw0a7v5@+BZCgfNsgZ-Lt_jeqCE2qWL>PC|X~vh!H(Ij|^Mh1u>h3WI_IRdwxJh&awNDmEAmB==yOMD({M1+r!iP{ zU_9jmPoasDz%1n3Y=OxP2li-)B&x$H(yq65O`dSo5eLs^TKN2vx7OmL!$}9z+Lwe(BS{qq=N@EkX}2_7~YesIU&HuEPXkn=oD~%yvU`Y z3w4($Pt&QqE9t3m>aOO*sl~-Jn#E16gJsenxBE1pqi?%)MKEqzRL5v&NSD03;E*+l zliH@nSGcDRN$XAT1UZbDu<2~U+pHmaPvQ=(!iXrlp z69ol})AK?Pp>mKyo=Com29AXwkztHG_9jFZd>a15|kSq3x>A)pX~sP-|QIWRq0xOT?8;^s)>WuFKK+VJM`jgJ6s%T z_2to56;P0gL}AK}Of`E~g@Ep~ZgK(I&TCwU5eQB$Gf7;05_3;4uaqus9A>cF5ZkGL zkejTWS4%d@5iZ_MKf}z4S|d|vs^l?x4#zEwb<|;Wx>GT<6SP; zTH(&dP^igQ(|a@YQa-=B*0%$}`!w2KVi!ZCT4lpyh{-tZt<^h4`MAPvTBz}iWIq%- z=A)pkp)5Dd9Zqw3`JJIkVS61pak50zi6@(24U91A`nmUWmg@Ai`e==^H~7LeI^y}) zZgoyo;qdty(tWKdj)m<(_=S=fB`ay>UiNKAb+W{~z}k{>@2bw(l9&%ptPYLU0p}K# z^>a0ASg(DCPqUBUkcaP&(fj?~^;xZvPAnU?iFk|uf+aF)+$muHvI=L(dS1}(-j6q1 zKUh5vVfjWmS2SK?$A}$e5-8NfgK?8IZ)6@mZh8mI(<)xQ1?L{3n{ZiI<>m4PAJq7W zA|m=KALz5Uz&M#&Ppu0#^y=jqk5uGEzDfFsc}tU+TxQ7IUQkF&Y003J(yTpRwwvY9 z`H-xN)*QJvc0Zk}kWLUrNrKyOXmI;d%CXCr$gl;&Rc+RmBh2Jvs zzM1I%sy#?!A6iLLzBENPZXd~7HnQ&*?$cro&rLboYv&=3zESEGS0CSc6HxPT2aLfQ zySUADUXTUVr<~(BSD;OFo6gm~8B|}q8k&-2RJ|B8JvS{er|hrWvb)`f6xz_r(pRPB z?#HE2Hv>t!8kVzk%yDVk8t1*w2}0jU{CC2?oR*zH*=|b?jBx01s@996y1uHO)S$nJ zVZ9lIWB?j>#GPjwky~pKrz@e&XUBCQ-KXUi!;KZA;76eQbkDVoLhKJ0MFZM4eKXba z3>&)a;S)pQ9mv(J(s|%^%huKF@gzZrjyvb`5aF@QlW5$f+o$W*{%gy68W@+nik=2! z@v64}$R0C2ezuO6j-~n+{exdFAAP)Iw1Cu~Q@pluV`qxeaMq){gldy-pp4V_Li}#d!pWO;n@=1< z@wSa44?jzp&4B864-o|Xl%_+o=~aVwHNF#1=r_7hD9Jy))T-d~_}Z3|-eHKg`M8d! zBR=!4)iGJ7<>$GhB8SF&zj2~FR7xo>IPADP?u8z*jvl{bX)#o4hWxJbS*821@qyNc z)MBbkU_F0_Qw5&0OfX){7#?tz=RP|J7O4bCd3xV3OV=QQ4pY5y_;sxZM!8v1!vn{k z?bop4V8}td^R2zmYB;QtfJm5ajs{lH*7B@FO;|xePp;oZi;1Z}L^Xi=5F=%dKr4+Z zx$TQ*4tdp%U9XT!0hf0|*g-m8h%L(`P#y6)IHI&0Ydoj6m#H{8S8uDU5|`aw6E6Ig zfi6GS+^by82hOCtvJ{EKz$LYmDJ&3_&J+eY;df%cKM7#kSe=))dUo9A@5xw;(7lCHMaNbw z&EU4>BR^#0G`3bB zWp-NjZO;FY{+|;I-&&Y*ohvve&vk?4AFxpxI?WEO3sei5uxrr~I)H_tMWD|9levNH z;3h^K^%pM()n||KG1u236uMf^SA%KClr(E~3j(d1MgPA%8~z&8E-&FoRbyE`jo69_pHx!Q^O0x$y4jv3r9HYcJx zB9g&2H?UPI#I=l{lIFs!2(iU8h8oM(LVuAyR)-E3f=!Ex%PZ?iIp0v&$}w-H!X#8D zA-Sz`>?1m-TL$!N-W{7{56l4d!mTHGciT=>3cTIBN^xm4eeD>%Ox+X=kZ26>hBFkL&8m2;R)Wsd#0%fmL0%}qrAC)N!f zUqY*1URrD;UH+n|&sun9v3xn5Tf;lG#e4nzv-WVZq>L3K@r4hmRXS8DL27dG?z1ph`q)E~CaDirR?uv+q}xGM0_FI0`}-vPs}))`le=Cl_o0egt#1b-~;1siIrjLCeZgmQ5$hhsu_@rt{75B2_u~dMyY%@Ga^d;!E!SeqCSY)5bAsyTgM8LDPG^ z2>ZxI{L9-}^6o@jOvJP3<8s;4W88TArIXLl(ffcl6Sz?d&9rKlCBtT|jsiO>N20p2 zxWnBZQ|UCn)@5ZE2S`AiyP!-kUEm#afPUDuWZ|`|lk|5>vf%J-V9S4eVmPCRFm2b?l zc5f>Y;)~WxDAa+~bcadfMbTZL?R^RiWc~ye6evQxa1Ty`xfbvDzrk!?ZX+Erxd6wbP&-bfi?FvR2R4(?u5FY@4!WOYC&?^d^cPKzI5J5M&bm!=!L=>qoli@IvD_B? zWgku7WA)Ku)X7@U*7nd}E%ez~x9>2XjxqFs3y_yD0N z1CQ9$cJ^KlK_1)><=a&6WRB((Pk7#-e|=2pSQb-LpBQ3X3$UUY_}9{c+M%t_XQ!1j zfHTi^wZ8T&mymJ3azYwJHQ%kMol|ZPeRym}@J6Gzq;udotw{P6v&G*7J04-1Rd_9- z2}OY=u7zvCTGN$h?&fqS)RqD^%Wd(rl*eb?Y(RZt_ zfx*YV#Q}*air|uL%YOG)oH%(>C9xHcE+(IrF5DAnkXC)1D#&R!8Q zL{8Sou5%T_H+K)CW6uF<6LNS8q1C~_J?;`tLg|v~zwT-vg6Hs2->nKb^-rwDzq?-k zh6{q>1OJX=y`21TYRgVa$V^4FAI8d#CWjM_mb|D`vVQssd|{W2~4D}0Uk?s3bOv4YEDL{D2d92n0B{y#Fva?=t^n!ZrRbcj~a-L_VYb%*ex zSnUhA&Mm~VH(G2{0=XUMn8<;Nl{McXa2)p+dIuD}aQUn}tXZXRLCTQwL=`%5H@BVX z832wrz5Ote9hXB^9~C+N;cRlwlV7_tuqDoZjk~z{neDSqwdZ5!>fWbfmHNa4--AJi zMj*yA4|XSQ+|GAzXx5Gc4%orcih)|jlHNLu*-=qoH?d!(xIKt4TRa<^nY9CkqIde> z5car}-HL-lqxWl;Lo8MKrf)O}ySEg)#Vx>U@J*i&4QnDI5&(Zu%B)G%|ix^;7?5Et26 zzGuY4xz0J^*z~H`U&57Htz|Wq069}g+@0q6Cdfk{{F8QU-7JyzO7t8n7@_FcC4Ql> z0Krs|?VZB{i}z%!op1_fLZsnP9M@k%TGI9EZwBsmxo2er;`s0gWw>p@{P}v_q07HI zHWc|c0X$*IHF#R+(WD2NUDDN?;x_c0w0#hr;pr5WJI81;I0f+K$rkIa4zn) zY+>^QprC1$_CZJNZ{dQxWOV}l{hmw@HwSGzat}8WU=)9R*XP_Km(DvQ120Wi><;d^ z^WMlZ<0h3cV2Rl^?p=L180^g3Sa~x*Z3^rMKt@R_8O86`JtyZx0*f5$!OV>A`)`hW z<1AY%LZ*ANN9!-!TWEvvA1$HB(WmF=klC@r*D~&ZMPl5jF9ajmuBE1pS(-ktF0|&E z?;|#jS-WNg*j1V)czl6u@%+MZjNs>_9ibUoo4`6kjfsr}#=91aQfdEy0@Irwl^9EE z1>Bakz>-~c&gogSK^T8!xf+h|*3H_&%@z%L zDE#58K)O?zQBOrV*9F^8XgE3p1TX^E|3sRbxKf=CU~E5{Gj&1PdfANblM9-TS%5?| z0erxI&Tovg{ct2ZmTo0{6c>_KoZ|;<+G^)Tj#{EV_u5%Y#~b#CEFC`TH2r~?vytF1 z!`nbCLwC}P?0+_isZBU|4h&xTj@x>EokPJB!e^FGHvH>%3vK9x(($Wcx3@g>71zK( zchux4>(kpqpM7PF;o9w{wU~`I@fK|2_2s}kF1)KzeGG(vwMXe`)F}ZqNCW0a@HcJp zdEm6jDN6YLM0P=zsd8nN3{9f%GWN{0UcV%$8Cyp3mjl@u+s}$VyVRMy9a|qfrf4yM zWq$IEOP^QIMmh?-#vHyQ^McfV`&!fYJbk=Xpgz=&@oNmA7Y4^WJQ+-kS}fgP@wbN> zoCnyo`BHkt>*eF9r>g?|+tRT_rrOj1!ws~@P5pkHLoFMSDj7ef=yxg4Y9o1pUz30Bcx1-%qH z<8SYUttsG0d9<1ww9WM*VV+T`ugW_us(>_gL8GDaS75S*du^Lqr9qedC(i4nxaTx_ zp-piYrFTXM0MQ}B3AZors-L@}Z1MIcW|?Xo&^Ec}gm%m6vHQ3|_RV6`-JZ6JZpV)S z!E47z!NmxaN;*Vy2~5B7?z3t0$d%|Tc5SBJwEa@5~4W+)zn35#>&_(FRseSI8G~jfrd}L7B!)!s( zhCnZx<)rC>4ux?5m>B#HOt{J9?3Onf!;!9=*PWV%h9%;x zG@xPo(TqL^+C%8~`0jg9RyQ*%u8l9d8F3-)adul*NqopR@gqXOMjxDX-H=%ZFh5#o z)%&TckOLw;^2R$@_{^UIt_S?(XlD0sVObwp`a9@vXi|pAQlBki)>&T2f5&r5z~d}> z%TbxlP&N|`)+1M<@9oyN=254{x>gD1n^Ld}v|2l7-G<&! zyEAOww6gtSoIVDv{O>S`@DfaLh?Pvr+{<1KM&6$O1uRwp&BH$&R5i9S1>p{zQ76W#!9t4h-3 z?u)t1cHBT4gk2PRoPZpJbXGgu(u6YkySSk#Xy#Y*+=!G&M1j)j6Ep4hZ|lq;5vDjR ztJ3t!_^>jwQ*NZ$Y7YBf0q`a6x(gn}MNy2#7Q;swc5;4`@sqS0Qp4VS+AWa&(qiCt z<_$v10W=O<+Lx+f+9=PkHcOR7m6iM75Q$0&!a{WGH&sdQ#eJgNn|vD&QAC-UI_p~| zGZ#Lm;iG|CJ2|jTuvTJM8lt4d|F_Fgu)BKmSt|igSrt!WTy5^jCQV}U=`y-@I+n4~ zq07gU^Q#}`DKHsw{)Dsc9}^X-OasSlfNr)lYZ2x9CCAPInd{#T2e=HfUee00cl*l- zkRez-+$F~~Z;EmK*jX6xXp`(Yt{-SNG%IDSgH&2<&VbVx^J8OI;Wc@fJgP;B^te`b zD0blNCasTyqv9Ew>Bkvqo5dcu$zdD@2-0DxNNpKF?NCT9ja)w(qEu~nMr z*3!j6Nn|{yA(;j9_r&#Yqt5eeO0<8@M;RX<3FH)GN~n)GV@BrW#v*93_Av~>^!ReR zql@z-;J`STb=u8&s#C)488a8R=hyxapyW{flGyM^ zFT|EZHz4L56wO(cQ%P>tvV3qmgZ3~B22}umhAMLRUUB&XUXB(zv5spFU9@G_FNX?l zjIbmNR=^T)=?vISTHj-ZvBLkv3i+man>fKYfLC}ZZaUt{eX!%gdJqV4oyF zt(iH(aA4nR`2v3E5e#}2Zu-mA7Oq?8Y=Z)!(k68oO3~!b;GRcQW*Ny1-)0#zzzM33 zf)BqtvoU0^95es}r~r^)=dVN3 z=TtbrH_mNmyOpNzE;9y*_A*i-7T9f=qt=#^Wil?__TursZ%RiTtysk%P7ylvI%+zt ztQ7jtmd{~~;wb!UhqqI|CtUcC?`d2ySp&5Ng2^ouwoT2pPA~-N&KB$F?f~SZ-2&+m zT43whV;Plr>->w7r)5AqE>Z1Z-#fLS2gB|_=+53wv&jLj@eWHzoLzrlRItEgbr?hj zz|b(LG23J&YLcK`>^ocQSA)AXpBr3}xz<#R5_#+?{lFPsN9u?6nfjV*p z>PYp-a$LU!mf_d7z8xep8k%&t<3rv4-ez+5JT_XOIU|#E%HJ)CaG}cnqO`chp3TP$lX{% z&S?f+&od2a=NlO|T5z4Tx`+znFjf`o8}iCbHQD=749m#tr2>k+aOH?dXQ%=VE^(04{TD$0Kt-BKH4>YBR6UH@TZKYV5et$1$AH-LdL5g6AUP z^YYsr!`Yh$?-qho>EjB^Vu<#r9hwzE-zt)uQ;knmCPTwhjE%S!cZ1`u8h=^36_|?r}Xo-yk5?&FN5}t2ReDx3$Oc4&aUPX$}xv! zetW;k#!fTf4A#55+}qc$CT8dRu`4Jx82A|g7I~@nz96onxsp2fy9Gn$h06(cV2Wh1 zrnUg}3&>|W*jRBY!A`}gcPqt9C3DN2EMR8~lPVvq*4>`5*qzsL;mS*=vDEdOn&hr) zB+R6I(jF~HYAIi!PKoQyUms-uG8o_5WTGE86iC>WuB{mrW;^Sv|tJ)0g4C8CwLXE^T>~Lp1n)GReEc4 zLMu=<&VjN-@73;=ji>7` z61!Zs6x7>*GN11e6R3TfPb*#y>9(?0m}DTn>IlKC!Jj={dM~F_ti`xkF3JLxqOl$& zkq6dB$3uJyia)em#yXH^3ZJdS+LPkuc2Tw8AMvwXJ0W(A41a6-5iGMrPROa+Iw&Ge zbh_=MN6fUNuP*#z9k!{E3x1htFZ!n)TPj zDk}|JTeXe(d06c{3CmbVN3Kb`UF;j^71`&dKQdbNtLE?x?ls4&I?tVP&J=luzNV$; zJ2j(yaXYyfr83j-Q0If;mE*rg3B{v#AV?>lL2&(#iS|~76+G+_C%+=Xze=Raohj{V z73gz^X@uhgy9|H?jJf>U`WAYyy4}v+YU&uXQEN2#L}q$7XJvnwt!@oO0XUeO7J7K* z8C&@v;PVmDZXIj7ee?t(xO3Ld*%QY5<{(tK`}w$Ie|P%5P@%+iexRPw0g!0OoD`11 zBTiPRk(l#}O`w*oHK%V^+vC~y_Ku63f5q=@f!#R&%>w!sW5!_4o{Y}Zf){()ntgI# zJ>?EI9K5%DCR#g)BByVC2D-pM|6`{ldDr}2RnZ@{SD-3Q=Q-k)W*;n|)&b_VR-Z<& ze|wP5j!A}OU{3t2O3jBRak{cN48sE|Xoe@|^`d(2~eC3_i{qkMX}08P#~*fblO6cHjW(se#LlmhjN3C(D`{2rn;N=>X@ zjZawF@~CBO|9BiY1CL~F1sPj4;t<9;5K8JR`USB#`DjtVrFaicfHjjn-pKS){ltwq zI$9#tKJ6`xw>QqZgFK2(NXXKwDb>8l_?IWGHct|LmaFd~`_9ymo=DEgZ5T`qvVhY) z%bNPFe;p2AScY0UZx0-H*TEj}sR$aYXrC=~stH>hIaI|q3D2dyQa&oOiRIR*$^%S* z>)ICcMj3$y1u)Yg@Oa)F_N-@e(7^QufNnGyXB&H3v|^M}m+^tEJJ-1clMf~KAA%*< z{88G*N&>Zm3%s2B2t*M(c!s5(;>djH<{*$!XR2f8Y!>Hmbre-J#eCU8g`_!=GH-^0 z3NQKo7u#w`vFs7vn{#ow6&BL{u&jIO--`)P#}Fm!KI!mraG$dqDwZf)>bu9CFox zdEx>WRa^CpOqt;=QizMyF>{|)cSj_u=y^=el}yThx6@A5JLzfH5c7|chc9mc@}Z99 zhErBPs+2I@w>Jj zaGeJP1p|5E?$9;AXFI$C7y-4ds4y=HTmw=SnPZGJ8XV3H^A6yu3(x*dA^g8PN50qH zT6+GR@tFD|>5KH?&l!|oc})lScYa#o`Q+WbIhGQ9Va6tD)1iLr?fO@ZEma!o6n>aB z^`FAsk~X=gAd8mVFpBYA?f^z$fu z=BPJBFX9-OFw;qZD$?$Rf8B{bi@d?@axvgLe^}+-{`Tcb-hhNJ-vtR~qaY4~91q+- z=)c-mp60zMW*Ws$ymLs z;y*OXTxPBw2M+I>Owe4H(ts^h<2<_%x9iZOUH-p8%**M_?rihd7u*?sCh4tn*IKL$ zAEv>|TTDJIkN5Fy?|sxT@F~fKZ7Q2XPtmF+ zU&j}*ej6)gP1SFKeG*YSP zIoZPa$#aLsxa{|-Ltu*ahFSWF=d?vt%KV3JmH9jegStMj?pSZ(MJF3WuAvg&FT@U% zTou%VF;dSg9jt~uLdY(@%~j$_V3@QrH0+p9b9Yb!*j>g^xDfyW^P~pAfb9X0GEat8 zHZ5)(a0~gb$20(WVcuP%cAI6~<^Y=16DEk`2f-WzpGI9Fzsk2+aH652dOCaQs-ls= z_<6mdxZGa#;U&eSTO#FJeg9|a3+*i`OHs(?B>gu_3erm~W7mdUXT6K;sRov=VzMKn*3AutPrs^1Ix9Ni>rStg>obZ2bIzj!J_O{- z5|ZAF>mE$=YBeH&xvFLCCLNc#?m(X;9JI3}SzIsJad+6bIgujVaWeRA1FVe@yQm#n z@_ih1SK4pX+qSH$1D&3jloVy#`b2VQ8Dp>9TgM>2NWkq5L_20#q2MDvBRAAsruJ)1 zJhOImzDVeLORhkOg4Ey>`cu6l zH{78Ke`W4%Zw*SeYi;o)?%RDLFdfxPgLtQaxn-cVg0e@o^4PhFvN^qwu~Ao-#ZsTC zzKzWd4`sX$E>FTubIZ_&Wh%Xvcnu@-ABHs*GFNEr0>dwwPfnN2fI*2B$7Wp0IJ2jx zM33^RZ&k%*<=ftv_$he@dso%iIorG5Kq#a4!p zQuO!(&Qfv#Gc76+ATwdVNI;}H*>j}D9K-cKxX6ZlHGls`ndr3-OP+kQtF`}fkdkxv zTe?G7!`DMs?ZVpLm?p~xb$&vJ%Bm01U!;>$H3Fi*PPfp224A0hyerM`z)-UQQf^7? zf3xk4pUKB3&2`c@SIj~Y37+OwrInLaoB7|6#GG0hIor3oekwPp;fAmp-t?;D3d&Yl z3)+0gnK^jaK27Rm9d6E?eUnaMNxo9DV;tw~--tYt z5RZVH4XHfuH~A&#_MoSQv2fBqXG5}`ErTA}Ys=1_3UKi@S%P1<_t!yLH`i^`+M-jP zw)mB?7|6UOvs}#%;TMc<;xLRD8t86MR9wDeyC`ik3$;AUFlds^%tk-lt4iK4CZq9G z#l97mn9Tt2>fH-P{99?H_6ShyGtr83Hc0)oHwc+SR3XeBtDKJ0u@j|t_!VB<3`SwH z$XVm)F0r)?;^})|?|TKyaR1t6dQj|Vc#X$=4%E939YbADJ6(lITB$8NRE~43-CZ;p zsyr~z-SlLL4V8B^yC~f2XD5dYk-+v|&UZSHs^fuy6{j$41}pS@$T?wX2+;LF~8h$NV- zYS#?h}2Q_ zTXh#?V7tENH~XN?$q(rcW2$g0rB|WDxmouvXZBWqY#M{Hhi2#~CZUk65CXl&ykb-J zP(}lPU-BjRIV?I#3SRW76y9YbVepm<=LMF~<|_8^fAj~)5{82jq5D7&qF6%`c$ zX%PXHl9omq0qKx#L_{25=p14|q@}wN7@9%4LsGiCI|dlKXZSt5=X~FJkDl*$o$H!E z2AF5q&wBP=>t6R>`(CEgcgvo1qTG@lrfMpL#|6`mMWBm3FA1G(_jgP>&ialb$mVLh z1%Yk$34Yv0hJb<)O66xa-@HLGAI`dHR1=EQFRF-|dw6&dq9U_AR{XI=MM3J3FBtCK z`|?r>Pa=LVIH*Wp*x=#?w z@nNPQ{cY7qp8CKqJgP%e_1OopdaW`WY({lSf;=^&HnT@KO7_S5P z95>!@e3Hvr!^G}iV9~2F1zj;{b(Y~fjC4k+0@Wu;wMOj@x$g=XupjgK#dDiwF5ys2 zD;jr3as@V=wIMj&&Up?ImT(T6?%ON$PsrsZ0*GNWfzV6upJ+5Ij}} zac0c8!uLFG{QkNfFB0cUw7&azE!_q($1epI7WideF1|C!3GJ8Rvw~2r1pJaGeba0= z8UEd@M?m=SYUI$;bvty5v}hz?IIRjJdZ@@&@-SfPo)N;3g%JN~T3;-4UT?nf7;H3M zd!HnQhp~E}yDh){EY>!XMqscT1NZkKczAH!d`+cJ_QAQvklUiT#vR4CJy#LpB*9qo z+7?PZ(d(GX9$fsqdDd!c+b6Ui1Mr_V*=Xae_h z0}o4aU>3e~JCD;JE?UA+P5&g%Q7_S@e%Mg)cBuck*GAZt-O!%7RT8iB1GU^`KE`OO zp)5tk5PRr1p{G2-6l#pd1q#uNxniGR3J4^w_9iIm)!1eF)>NtY6ff8hM&`7H&zPh@ zr3E1ZZ;^Eu!DuVpgH`5r6r0fmV&G_J$QS47c-GV!hv`IF!<9S4zU5`e8Q%ThXE`wG zLEa*P54N+TCgWo@>YF_OoKVS)%+)YPdB+9iZ(VB=WF#z!Szw)tcYO91<`c!nWuha2 zixyhW&MbvZ*!Qv3Oe$9$WgDCiXt&i&>M8ggD%U zT%0&pKi!8%0>8T}?;{oo{bDSg6sc=^Akh$IyBq~RaMmJY(tguPN|f-A+5Lxw{;>#e zCwnB~krAHezN7kYFUbJkdexG-y(ftjo$sZyLiHkVLH=+=|GIVHPmg$SRlr;3zG#j; zMNl|0-u+bE_)bzj`QBHj0P&~yJQ`=jJWi+@^7N23)s8o}r-7{+dOkkBRQojcM^-Pa zmVe>73As2qRjLrTc!@OL19<1RWAulj_K0;)YTEJumC; z{3mn$XK|i={;duEEkU15_x6hNx883mGE?0W6uEKxzj^IA-QuM>4yJr#_uqY9 zl%ytJ!era+^FMv!fBen#!flHI<{6AcJQrVF>S0XJDZJQ&zV#_%QOJ`QyGUVBcFDSF zCjoEVK7)uC=iB-BPY|rt3B|Wx%_&Diwav&+hD*5@=_d^YI5J+MOUHQOmLSV+mFo6W zG8UNRGjLhR8S(C3Zv>2YglYQu{88GQM^X=fyW*zLPE+{ZZT#+o0GH(HL2wVN=jkrr zyXW_)iEbw1C8&OU$NJyRERlG+N8y9F$6wUCqadA8j3g_4DZ;Q3Y1NB7je@i}_lprW z%c0DkZ0)1X;0>ui|M@*8PsW(Sfnz9cY}9HufwVK$%ByDoy{&1xP;r; z?xk%;UT@%<(Jf`@8!#32ACsX`_!hl|Ur8Dw*UjKI37#oV??!T;r|d-!kh|dBv}% zc6Y7~oU7y&9kt#1=&3jsDyg<$)C6`N^g$u-K^LT5uQyt-kA{F zMz$LcSXe!}`MWQamV0Kj`fBrVxvn~jY|K)rJ(sorrg5e2(Sfj?o_9=-fud0ZrMN+D zgNHlX0(+%5B?y8G^(bEb^+sj(ER4mV_KhS?VwxL&@TOXJ8Vhon(`;W^`;{Bf$}e(h z#VZ3$26bBDpmjlS88s$xm#Be?kF8%K8>AFA4_gGQHJ7;6HX3(~TJFxiHekvk3gjNd zEV(;4itVy7bh4U91n0@=8aiPRGgSj;*8!5~sG}+3&UlV5cWcq1+Nk)jPx9vy2SlZy*9cFG(mi-U2jgRmaP=F zIZ~)-&fAkLSkudKdL~LpL7_mzsGbJ2H5v#@mjo1{`3G$Kuv5nj$Ruo6d%t(bu@5z0 zIe$&wo*K&^+w}kTjT)^9^oMbigu=DN4u~(st8CZGX@BDW{!E{RKD<31dOlXnY$}n@ zcgti1rwnHGi9wT-q({&pnj2jdnCzT`0oH2>0R+RuEEN%X2kvJ-6%RM*6qTlY5kpl& zG1)RR;fH6jcP8iQ8A=R~E1VJQQTG+sAqI#OdU^fR7uz$|;)UgIrBKFzPCU^eVf{CX z6==#4u)1gN2&+8TlcbG z3>4x-B8VpEFLq0Maz1*0DTQjV1#~9IX*=e~mc>V=KQ-+#b~uQ7=d{p0G8vjjwR`8! zn>D?cK{eJZCn{ZlM@FYpX0Cu3L&>`(yG6e!7Vn=*pL@Zb?c?L4yoXOy`e34DE%k*& zz$WHuD}aLC-BMsAKG^SY3&vhDF<~SLx)#mDLz|FenV# zJAvXA2D_~x+*bkR=3xe9?qax3QINKPrtgE77~7~2E@1VA47MI=KIFX zoW`dmmcrzjdg}&AaJNWSa8kNTdmlny;9QrHLH7l&#HSwd6c*<=^ibiQq}R^L=)$$z z=jf6-JGbZGe`=?YUp?*Le#&nb-0F0ErtDrGXv0Xd*|uu>^G%Tb&gvX;Lz-Yt=eD#*1i}s zutV0#Gs6U2w0Kyq_IIx!y&jr>1X@pOx==kZ*=3VU2*jLDwp@-6eY(J*nyYNc(N~sN zWG4&8N(|-Cd6@R|rziyRp?A#IO6NgWtUgHxew0>Ml|ex&gT2f;_{&-M=qm1T8V{!X z_naxlXI@ooYUV{VphvtXAh6}@3cK129bYEH@k9oJJKo$?`_kmVbshH6_g=0WUOqZq5X2v zy0h2rLQBiP|0g&Fyh*>(nu*%$lq^U(d#Pzh!=ZQ}&*1|#p+c_b?JEqU3<|PqaF{;$ z?a+W%*7^nsf9%^)JGc=vTR$+M^G9`3ay?QWJY8qKL<`^?2@Sn8-J1}XUmAx4xL!Hl z+VoR3sL$Z+6^@VTUCTqx(Y>ey_k@OI7Cpc3V_8CC*Z3d}wm(=NbfJ3DDo2!1S|CFi zd>ZW@U!;xbH&U9$>i$IQ^dJ1i9Zx$FmR8=KpNBjAmP1hAhJ2#!{vs;*u@RCU zR$X32MveSb;OOaKi=xn|+7`c+RDn$o(8B2LCJ~HEvMv*l#d<<2ig6bw4UbAPPJX2) zDbQxQTa@EdFZ)tU1icY$-IFqjgUsq6Yf5)<`^`~UlXqZ$*Vj97Q0FxU2?`ryX&)_O6l3)*rUafn%WVzr}r|r z|4Kz$g>8q@-`vCRt|sy*hGz9RHcCH?cOm*A+XnTdRq@OSj%B3f`h? zJH-&Y1Pn8^YvSOWs{?~zf64t7=Fp@UBb(|Iq@6{0QC4p^D5C^RobOt^aSprtZ&A?^ z!}G-iqe`o5&yElLc0Mi}8=KwnmR4s1k7eVgxCEMj*J(Gk+;QJJzqb%8&*3f(MBfDH z4Mh%MoDn)ICbBmt$T`K5`XqVg;W+r^!hN>I5e++6AU7u%Ne_r(Fr_jJe){@Iy-9cd zR~XfBwHg*=t7vC9$Ce}sy$hvyuJ7FyjGfD<0q;j=oB~IrqTuCI&G#EblL*1-{~=SE zyMJnvX*&88e(;{aG%BdzgH_pTN!#m{j?LEBg|o|Ln>YWYr9=j=*)#&qmf|O3J~%@r zYt*Yjx{9U%18Y#=;r3PkG51$KM`x)dUt8}_aw!U}vXQAkIexr^yWTk#s@}CqKhE^6 zwgAS+11i zcb(!#K2CDuYOeLf5s)hMRNV%uoPkcO+@0Yx$^~-FIoPqI=Rle$SuqSM3kwSy{mdhr z!c_xCaNFZ3JlZR7TUglZTU|g!^H@wv4RrE8AtHix9iYc+6}gXpIW+tG)g<2N^{eZ` zd_41K2>X|_BvZy9v4Y?OoA8YojaDj5X(hP z{WTY0_gIs#i$6pL#r)|e|F7TN4)xf&46F;eb&p8xPpJ0WRh0yl){N;c)E`6|v2JO6 zV1XpAwKRCLi9%r318yN=!HGL4F1fB`Xc6$=|=5A zR3!98jP2ii&%Z49M-FNA;)Ym00cp#h&-u4|{O6AzG1oXEf9V+iY4LB@ObgyVw$vB< z`TToi!$+bL6%t_6J>7*{WnsUJ-c7SJ*@(z?;b9W*53dJN1)xpG{dt8&%<8SPz&LA# zWU;BSft3RjJDc-exyY=~TAiV6O-9EO+jD(L&hHc-5Y=PZHgi82RTKQ~<7hWw9J7jm zJx~6ubd+fg8Xgi8D(5*w$D-5?V+8Wr-jAkuJsu*R_<(mRdckenezV{=%Va$B)Ve~5 zAqBJn3L}K8>~y7TfD=8jYIi(-lY<2&;OmGM%TFIcu{koJ%H|o#xsG#u><(73&1?j& zYD3T=yjS&5jiJs7%Au(c)$}sqs!nZ=HvORQAS#H`YJOEIn{8((rd?d!ReqZDl0lk3 z#$rZIpG1B| zkqRUlRmM-z!*mwb$uGu3FFMGCon-duEyj%~b4;QW0G09>Z`%L%U>HKq zJm0U5KoXblH(TBQCer(c=JVPlOf^^Cw%U1#4^?9h=a#a;FxO2e_~xvmjusz?La1aJ zE^TOc(-=S9mN$%}0$r^N=ZLPEfG*-&JFiH}cDTY#D-hCaiWJ{1-yUUnO^vElou6#j z*tTP<9nGcoFs`Z)mnk1CXb7d-cRD?WZ{|$xkygXi)7^JJVr+6*;CV}atOH-Iy1t4% zHrJI-!9j@6%*Be@w&8piUX_Dwodv8PJ4vwCbe=e*?PE`YuBr%p*GI~|bL_T>Bk37@ zgO^yjdx;At{n#Zw(e*a-ac!g16ild&=Fb=G%#p-=wQd+QstacX`h#v0yImE8Ku3B( zKGP>F%<7_~KN51HTFO2j;i_c6-^e}m3s@tnlofJOA^SpQyOM=@Hw1PImOD5LRX3%w zRkHG1Op53nHUn=OoiL@m4o=`QT_1WVQL1V1Xz_BpmcfA7dhVzZ&jbGI(u-aYu>BsF- zqxQOJ&o`UBs|$P~TpAl(>n#f$k^BbSN5vc1@dD?P+NiDu)jaFhA?Hq;UHoEMATQAI zv{ttMfehzS66J>X2?b0z+Txm{QjRDe`Mj7QtaSeHd#QDgg6VW7gCN?Kj4xfiR>29y zKbfXZ5(8I_Jr7!!&y=68iJy7VkSU?>w z5|x<*LWOJbT_p!GmOf__YwPB_T)SjFG@YnVxy*bR5C`hT6jMEY0@gZ;VBg`&8twa* zft(}D#!kY;PI(hZ8#KJ4?j{_zAC)cT)u1g&qClBmkVib|kK#Wx9daj#QQ0#M0<~`4 z?|i1^J$iYX!&0IHz95T#KHYQAWwB8qo;@S|Osl~uvv+R4L!)%-e2{vw%z|`V?d`-( z6^(aCqao{2-}wfPiQ+gKxIgbZRI9f$TG|rP8@+AS70AMFtCg|uja@4<&PlLvOm-#o^L7*HaQNcDPfL+> z`duMB34K1KT7x2(eARUq@l}^%xsMO~p)Yum+o7vy^T8!YFt*>$#X|uB%YoM@y zsagGGkGIGW)d@Q|JV~=0Chq6@Ybq)pc#?IgRT6?#+MIa*7R5Y=#ZuoF=^m~XCX~G~ z|Hh=u&I;D9@%tTS}Mi;L8;08Yrr7Co7He*61Mp^Z^`*1O~eSJ&%gj~_7X0aoE z&9r&B-;r|Qt~B>I+Oj~Fq!jnK5_O)EGh`iMyinwuVeZb9I^mSN_2@@O?p0K7dp~bg zLujIdbE2|HSX=rHOrwyaM=l$%BEex>pNp<<3U1DqXXOABf@eBZAY^<`R*_~Tx@QZZ zO4BNc>M30G$cz!3%!;fbE{X1^uB1u)ZvLwZ7fJiX-J%5UPh}=-B?cFfWBp=v2^+=c zk%G`;_9OuZ1>e0pw?Li%OvDm1*M1B>#QU2c2Etckm`ILx&*!0i%AstKNkSdkZ zuviT=PHeSy(!!Igy(0H4p3_BV`fU;z2GO6ZabiBal5X72lJ= zUl)Nn+a4E#Be8+uGwBa;o0!%%J`~#x=n?S}^{WnId28PQYr~1*Mtzg#*RN-8Tcf zg~mELC_u-^%3omk@@G6gxKj?#@Nnl4U25MfbPj4WwO`#(t9Ibpz%EkTjLztRBEMsG z##XJ4$wP=X8=%`Sf>{ly;&XYJ#MBT`89~skSN1cf?Fy!75$3uVl{3&Mv3rZwo3d@) zq%S!+#YqjtqV~8r1b3YX^uA&jAH{17qXq61n?e2e@AwJV64{KI#J}^7Z(U!Tfc68a z_xfdA7a?)7{u-`^eUqn%Hr2EC+ZLm zwq~rg57`1wdp?@o zxBkPU{J8(1D=lg>{PAPb2kj<(Bn9fuLXxi^5Du9X&*BhU3b&XPTU;ywS`BSviU^{Z zr{iV4WoZroU{qbIm$Zkp(vpJ)BF7?svW2ia5szBWy6$!M4%%z46P58;&MNW2``22E zJ;yg$lK5eLq6H)6zURK#N@n;gOqyR5C?`l*S(H4B?R7w2wq7i5M18@fklv5>?&kIZ zRaU{l$f?|*Vx1B7K8N-^-#Gq4)fJ-ZTD4uB8HPb!dt#Onva=z)R;I$bSe%37UxBnW z<^H_}#SfeZpSx+&GK{4L>BrUDAH4v7i|I^k>jw!X3Oab~$5<6WqWS(Up;e9+359^d z`#4aaTPo}nYfQD{02Xn;po@E`CxPc^0_Lh<{*gO|jYCg~FLxv(QD*MV<%ikHm8ogI zMjcdi;XAn$K{EVJNLbjx{#mvwoTO=MLE3wH-s@XhWaZ*Er{ zzmpuVSI;{zt-&=HW9A*XyaNJPCj{BpT^2a8Ts8HwxJf4Qf0xi03Hi64*i9Vpb|@+ZsUpA zjw_)$!5enX&IdFFs#G`?YoCVO34C-TZZmlJl)eEhllYoiV+jcjz%+ zkFSdFu~PDfmHgHPAk+TeWLN6WZ72T4bWFt@u)m(prn;r7Pj7OyxMHc3myh5vo;_qS z*-5*6M_VI_;DYhU9L={qX`{3~AI_o=Iolkt+yA8nsh`5+Gbmy|1I?BamC7WEUi5rz zn7_Y?01+c zEz2x>+Kfk{f3D@U*QJ-j7vdHRckMT^Ect64FYwMC_Lcb{^MrMm%XHOsBeFa>M1}Ae zdBG#!iMorXv0HV_jqs&JR+MLaUxHiRmC0Vfy%?$s#oTk@QII;cwi_thAeRy8 z^}DXHk()NV@A%mymHVEDhsj@@q-sUVnt03KcSNb<8#kz2=w*)uD1xB()$nZ>n7k#$ zH<%*smZiH;lE0ZaAW83@7cuB)s)L^tWg(cqDe4VxB=V>y;hD|k zjwN3?EL0EZ(Mx82;hSpBGg*(>jzL{l~OWOq9!o;RTu zIkk?=3Rs_CNtD^!e!e?)Rvg2s|C}2=t9qmxQnwIh|Hgh|Xfl#gM07)U>e1%S&Xf(p_cRb95-GND$N@c8Mf)*u**s)J?b@=S;BF@suvW3{IH~s3s&4is{gyf%JKHKxArsq68_&_fDaVrxX=X=+ugZIdGBF1 z(UurJVHMf^t=YPSwDfdj8~nRsPH1Bol_XGa7|_(*tn%GKX~TlbYPFkm1_r3g%!2jA zpvup0c2}tKzH}^-`4{z%)SH&IW9GtZ#VABET^{q#`SP;|8ymw794$$|x}& z;@7aC-2PcN7(1V0;k#D0p7&4B0?r#{&ir#9EcLl`XAzE-#!}2XXLOUnI)nx{FYm(Z2#R=A`CQEffk^i!5ml-ivfcgq3Lhg z{QqYvh|JIb^s-xO!wvw-ib9)xam|vP{qr?VkY5$3{e#WJ9SR6XM@oXUDKpJlWXBmn zRx1#@*E+n?=hj)Orb`6|IJ=E=jI&Kz85ow`j$G2_m)<47=O{PMMXTH;bwhY}HBMK~ zKZvk3qjfDm&XNtr@m%#Uwu$Y-XyOQKjrF^Z^qpjCzYb-{1t5a9&sh?;FMsObSHbzR(caC6ja-##F}w1&!W%q4asMS30M#$u5aZ+S@JJPMbB zpKVVhC!D$jVuHIaPh=O-47@Y2e|*UgVf?qX1W&}aefSsOjP+ctH3vV1cJ;461pa3(!yi8ayq zDfL!J3u?sq?E-qUoA$NxM}172`mUoopwyxoYx-`D9dIA`?`zj=K{h1rl-^f~VOK7R>=+Oij7yq+`GH>!7eJoB+~mUr(Y zwP%LXc!~KymyhLOj@ADnZ{9A38{MSUCfbCSnl_jzl6{E&E+dukEz+6%*V&GpTg++X z28aQ~1(>mE0(~OS@I18EbR4iG3C&0J1&uY7C~;@7&49OyS8ALR_&$CI|DPze|Kkft zPc(3ib{Y-bF@>bFF3cV@eE#X9sgDOJA=;y)v(#I1(X9oV5%)jHWCcIoqp+F{d#3@{ z{SN3pDJKg!;}K5UZE*v$9vINgh9^IA*SP_DWZNovBkjH%^1KomA8T&u|{1Ox|X!u4vDk+XH%TFA;DR`zSy zV#eVQX)VO1ziyIz;fOq&bY;#FjO4r65bLu~M^$_QhfU9r?Vi99;K#mKcb;g_x-yv}%#pFT5 zCs!Pwfnm}cEpvXjx1kHBYhYa2`ci7|LX^8H@J?L1+i{IP^4bDiJB1WJKRu!UYt1FJ zX}IG&^M<>1jJ4GgGFQ(Xb5K1#QsFY_RAiR~evH6AZD&?3np501gtq-$w!FllPNX&d zYgET)EQ}39)Q%ga7*ObH1;6FA!JP_SNouCVZA1SP>CChXM4Ck4=iT|AoQ6%eb5*i} zcUIA;iyT0DmJ`r{hX9f+Fa))a=4-0a>G*MUbJYD$(Q=I?u4gvjTHOi@@;i6#46Jm; zfVyMZN}cvTXak#=-e12`EAbgeJnla`SOYEp3L_*Ye*3V*puznRkXum(gbD$`k{~R z3hkBa86-N%)|N)m!pN=~Q>v(Rt?Tgct%14O5^HFr3%I4oYPLCV@kBy+WkVaAw6cM+ zuB8>!o`Ricwz7e*S>_8N4_ew9dUT0PSvjkN{yy?}GNW>~EB~hDb3D3;FBMj8a}m~w z^8dJuYp>ebymkdC)j7Y_;G;UE6#+&0@> zNr3TG-nFU6GU)~+PBK~P;XLJt8Um<_Z|QQ;UbHjIy=$)mzJyr--;pK#PlswAWv&SH z>JSF?CcchjGkUu@QIb{uTp^BKLbeL-_guZ476-pkH*RERut3Ym0@)Wvg}Ild^!?3Y z3xQ&PM+6PXZM zQ1^e`*F`_7+7YQ=*2*-nx75B7XOcW{MhRJeehx?&AB~pej{pq{t}CnhkF4tehG4i8 z@=e2D+CYm%w=z^FnknZ97%K;G>L?6Q4&eGAjObhNkD%Q=C*wAk0t9?YlvPkBkt>Hl zm9ffPz1zn6KssM?Q024%_qxp$h4V6=9tmR^XowbQxf!!#0El#b9)s&?YZy2ozMx%O zDQ#dbm!0{EyscS3f_TQhBiI&c@?k&K7Bl1*m<=1K71>uxaVFQ!WymjsZay-6=(oNZ zXlJy60hQ=lUMa)j2BPw2(L>QJIO9P_PdG$SVhkJYd+BZ$Yb zOFJ2*K)F-J)$@?<&Xwv{l6A+#KbC!x2(#2Bsj2x?Z)$4|;|=Ganxtzd#B+{<`|PxU&a z7w}2c`7koezRNl=hrT=JY%Wc2bee*#A@;3b35ak=K|amwllF)Ch6N8oVu0~MGwc-X z7OTgt$vSq-<>UFzn&;XQYG{tMCm{P~IG**hDy?l0^W>%abTzm>#bIQv?qzb-a{BrEs{S7%x3P`H7KvVr;Tr!|MSThYuq zeiewLrLWUxk96IfcQ3C3Q{4b5O%NS4lRCHBA>t=Nh3=PPFyJn zZ4V-o%x5HHuW>{w02R(K3{0GLnnv?e;~9b0l7ZpP@h>Pq68#;3!%E$`OovmOys;2W zlEF_0+Vofs24z_XfTmA=%v0uaE9VoT0`D7dh&QoFsHs|5fln_;*ff398)cbUaZJRpi7MZ&6|0mvCHzoNzmzoEL|RaW^#1BbU1n%bRF9f^@@X@72n2^d|sxW^X)1Gp9Ldo zo^*ViXFX``ouY_#1xa@vi38|x-%(L_JP=VgbkydjDC;_N9{*QBh9fNw$qRXedTgD8 z?c~pU zVxvyv0=IWW-(XNfp2J0ue?ulvE*0Agx#`_ql$GkIvN|uPYGu8c0UUtsLm_Vm(-30M@(K6C!D6kYv|2 zRt7K`(U?1f^PVTEW}?-;7U1&EndDy!Y3_0<3C3)gC0WUq+9d!`lijxOM1#bHlz<{# z+%_81q{i-l@Rm$RWOV~%6}eadWv}mbB!ez6EPcKX`BpO02Yl~!9jTd?@JSquE5YL% z5Th2Iiw=7>5`Ie;&Hb|%u)1OPx$VbavjA^z0#c=3fn90uKiXdzvr23yfC4y-PuEfx zn=C?(Q0hKNMU?l9iQGxnZLfO0F$HRNZu0({ug3I@(-OL~ThL%`XcnagXJp6iaRvc_ zVJnXlQO30#2c0kE85G(nEXN|dy89H4gk;}B0eQ@sOB*+K4>Tpr$zZKYt2bM!iT$e7 zuCg98yyB8PLVK;oikPLT!(^jTXEVY9f06RnMIOPG6NK8N@wlYIHta{=pucc?O^@TW zfp>{#Pc2%iwn8~Gygo%nM0(ml@732Ve&p#!II?^&TWbHl4L>w^P2l{jSDu-~{n^e~jg)Gk!` z;IDw{8&+ZbN)&wS^v3k%oqd&`U+$E#9UN{9P5$cCxpdeVjO&bHEyOOZwTae9tX`~X z30&h|X?{Bm^nOqVWU}p29CyZZE;{m@01%ZowOqKKHt;D9Q071grjl}6hIBJRs#t|l zhY`K3ZsBTW-BCvi4&y=YW}GNM!gKP+RGFCuxMk$N=cx_$cddx^#TZq4?XCk1>r1Pr zioqwF>EkV3mRPou`QS4`?$xqkDk~@5ONVlX>B;w+ozk^{cjC$GJ32eEp6@Yt9UKue zh>G5OynbViW07Vn!cGlLOq2vO1>#y&K8xj24_GR`Fr26&nyXok?vZUf^^$)Db~26S zhq|=%zY-LD8f-W%7A9IZrh&2~=*E7uGqW2}G(NEKGQhvOxvwK64f*MT-7*Aq{x}g9 z?6J#3n=oObGfvm5;QjQJgUlfl=dE~JlSS>)7*)P&IQOgoX2H>Eeo0v&PHn`e`jR$l zmUpgd$F~ov_8i%O^PO5}%Rqjz)F>#eR3V;`_oVVk2?hE5kL#tLk!M9M+TTC%8YP|F<~%+v5Log$}?VWO`$3Ah2q1dX|W-hgYE?%Now8aqBiK?jqTWb6a4Lu;#8ax{3WK3-Nm5$7YxD#cr1#X9YEep4-7Z z&u!){vv+hTr=9rs6se7p`}T|WhRoEOEi9Lm z?vc#0fQM7BlRF4;8t9!yC!s?+Y=kpT8}Ev28j;Y{~FM^bjGmbf_|dZeA$6>Phz$s6E_6?7i z&qKb%eiAa(s=Zrx9#BUHF{oyzVi$gZ&DFV7%o10A9!P6JBZ|iCorP?pDsHVR6fL2m zosH>J_`9Yk4op?K=l4e&fU4$Eom*GC&A6N{$L1XFLz$<0)7CT2#<8o+;eaxe?8Wi+ zkhS50;c&g1i|JH(fx=KwZXp&4>$)9FJ0qBiiVD;bPII29!>w)WJgXm<r$^#mQ#`V>X!~V7w@Xi9Aqx*cR^~zrxz`wjp0NiUUzqeAIq0gwJ=)Uj*^eJ}3O0V;b z(Vj*(#7_CebknCd^8g`uOpDr1U_mw}Of4RM6`FpR1ZPK7fBVsLK^>$Z)O@$FzUQ- z*p?q}QdiKHG&tqoT?MTH`46n;ANdbKDn9GN$1t4Qpp=ib&J0YoQ34+aH5PK4lTXPG zwD+ZTI(`akIZZub%Pb*fOuW@)FfioxJ_QM%tNk%L=-KeiOL1`h+XPQ~#qp2(&q)O{ zaoPaNz`aA2d(Js>LOSI(at2bjup?ujMSD2Va6^`2f$$e1h{MuoP}*lXw4AmeF$1YD zi#e;T*mS99w1RCp%X|V5S((7enjxU!mrNir^B@*$PyOSAnP3j7{9%WVJb|^I1W5x| zw733uh7D!Unmc;R7OXnu<~i7P7str-@o~+%8CIa)>%eegoo^cfA|xOX0~)i|&yL2N zsC;U_tF9l_r9*fSpfQUdtC7}8+;}qMm@@kUh_5mN4Ylus#)vI~Rj)|sm0JY7qWer& zIJx)tbM-A$&bz0m<|?hd>MwTq-7*<1`MdM%oEcYbRyqeJN=%MqbbG0czkc~DA#^(L zRcg1P48E~yYgwpUl}0L6trveZ&a{Evx zSZ(Yqs)>oF+lx$itCJ)qS!8^@HgYT~msKs@34^wW`&%x}RtzU^Nw{u^tESuD1ykIY zG6m58_*VeE2(th zdNqQr>)hR9gJC%8(*XPG7Orr){iD*xG6~QUg(uykV%n>hf;VXgqxj7K@~r@yw^qMi zei<5%8B?)W?n{%xqih$!{)spBG70DcoL9eVQfL2~XZCHv+iC!xa`GlHRfgJl&Tr?^ z?@XCfdDLpTtHLuoKMGI+uZgqA$B29!8tk{AsemITvJB z_+wvs(uqtyPVFqe-COh|RcfbF6qFrN2t>&nN2WdO7?-+gZFeD>pf@kERLj#<(mU}5k%4R-Ief~yH`yP~}6 zFLm#~%-)cZdrg$wyx`qktJj%2WY}t(x+AtJOQ?}0$36R2<&y=dnRVmZl>ktLcQ=}^ zZqdBkq@uoh&vD^hd_tn@@px`%`9GkK&glNu*h0p#DJ>r^B9$`K&YhzfKM+0*8k5s_g$^*j)NNa)?$g zHWfR;yk+G;zlud)4M9IUiK}1M$!Ous#c0XK#Ar$S5$J@}4fcYfjx_4j*s=~bb+{Y% zbH{U3vP{L85Y1~d`^P;%uNE3idAe=uhHDKGKv=uBx65R8zY*vph@$lN^=)^N{emU? zI_DSK#}6R2^TUCIT+NnGvaLgZ1gP(g{$MoFh1@b!!>i~y(zaj5`uM@Fc$4H_Lyp%T zxA)hokgdfgxZjk|QAQBsTCRjQFzZ|*r@ykzy-u3i?-mYDv63sbn@5_Cua`=$+#&>- zy>WU#asPse{FF|{1ryDVBP7i;E6`}Y6!Ws~R$PZCG}T$w?SAe~qfX~(%Ty&iw&5@K zJYpNN)HpRMd5pzc2&9jS%wuF5|DfYurIY zzqSQt;5=~R?aKlPHOzqbNrl7#QVK`}XVjnEp-EX!emvVW!nCw|f<4B3B3TH-xT?82 z8#xvu_@&;VWd$7(|A?MdukLXqF`+kUMXUnI`s^}(%_hY@7TMuYS0vBRPXgF)=Co!V z7L5q{2Gh;z{=vqAufTr2w{Q|yGo6Lqx?Q_%sEArBj|fsqao;CflFCJEjN zC$gc@+BuuK@fr2Z{WD<8@qqk9gF^S{Cn_rIYAF1~9QhX&K2mIR0N@=N;Bm zwzY8^77$SC&{63KD7_f+(6)9=Utl z@WH#P5gqp>QB%^O@0S*X*6f8YSZ9$e$f)5D0X(J}RCS7C8~P%?)=xXe>{UOMcxuG| z?!7)xN#sm!fPiEwW6lpT*^Re4+=<)pi0i(Dezl^&y=k(f)+HWpA|^J@kHtAXH<^`R za|c4-(x1Ak(+?TBx4S}Q4Fj?h^%I0vR@bYX3A0B$AjR5GI<9bCn;3s*g9iI{?O%F< z1O6%JQ3jc9+e{0?4&I8%_Yb9E_CR%XA{{5U$8=YmPknRW$!+}4ur2Kg(TV2pl6SSh zSu?yph6>Lx3QY{?Y=O*GP=)QS#gweaR65t_vi)0C&OWllkxs37#(DyMLH#vd%b{Ty zTec=K5NYeZcW$|zD5$0riMw7sbE~06>(R@VZYFbe(EnV}zeLd5yW`F=j%Ww3uc5Yq zTGa2DB$M>~S!Getq=g`ANC^xKH1Okkr(V9^B4?J@G^TjCZGPJ^k`GT4*vZEqGraqXo#578(;R}T1;nVT_1s7j6%qz?98oTBMf?oKhni7(%a0r^zdwQ+k_t` zO#||WP6R*EiP%r(DBJL=UR%ya1=c+h=nhHxvX+*b&MUpSQYm;$y(+E-v|GaJa}yPa zVb#-9s7_Q}_<_$L&`4avy;xtl(g1d-akz_&b27+! zakNR_^#?N|{juz##W|+kj#&|D1V?0{v0xFzxZV4jhIyUCC?>?7Qeb5tUlpR)iQ9ya7jP5!uvp7 zH3So@iomXuz{!yKO$w+_stB-6r+qJ-SXi-Wi{V;yuW>Gg&9h`G({HdhdedTEpyR!BW&70-0v`l60O^ELWpjhuH z6B~WM&lYY0gt!Cm*3DcYl;>1m%-#x?VaI5%tEwBMwX{UrrqukGL);p{(GxFEj>c2& zF#)lBoR-_99`fd7U=nUmSkD2A$MKzUXyPuUbFohnxEikE8KZrZq-2Ov{af`C`tpD(oa-%25W@;jdL zGthcQTKMhD#V-D@ZJA!S3Di3NHs`(se?wv8X-&aod0oH{(r8Yll^{dtXKL=HDJM?saChM^(wB1&~3`DTNGhj zVckgx-nDFOLG6!ecSFxa-}Pyt_BVXNDs=?8f_C4nDe+KARa$PPvq{T3nL5eaIkGyj zItk+P)Vz_Y6wSf7R?3#XaQ0V-_&Nb-elf;&ESO&G!&)}i^shFwpDX=-+FreL#=GoR zRT#)2*mXbid%?x^x%AHVcTmXcvEIFfdnM4r7j-oH%uh13&uD*ZadD{Dr_0Lhw50u< zW{ydP-~hbm(`y04oRUQy+t5N0A;jwFOJW+Hw1FwZTnDy9;dRR4Iyj5Z!Pt&(b{k@4 ztT+HEJsu(H_U&$_PGZK!EbqM*%~-dZPTA7@uY}wguAdxw|MtG|TuP8~`CWT$#C|Ed z%FVX@x2S>35E)uDOKL>bQ%GuwoFLS<-9}oqid|Bvsimps4PSiry#YHii9j@{Q;z9Q z=v|b*b}h0_L7BKMtp0YL%vAeJk`mMkv~qM-D3ja1Uct?v^x-=fYOg`1mzd+qNOe)C z_nRAaAx&mA3X6?GOSdo)7zYVrQgR&w)6eJrYR(HQyZ9E?q>ed0XwRi$WV|Ua`JNf8 zP7|5|q~)=}EAc>)M$U9$I*Wj~+vEQQAUpbwYqpB$lIdl1r1z)>vLSc_K2gzVV~m|V zSfi%BxInJwcZR4_7%s!9&4^dt-$9{+sRgtRoT3u9z1-Ehf4Y`URcvlWR~H+dHp%DA!h+;AsEI? z&toR-nmMeiz3O#e2C@5In~{7PV)@NDMuLmS^3-vJl)7DCL{D zS+P#Dcr1<9-aY&sU43-a|mK9l24r zzHi?&!tPozUXzpp9f;4qPn$ZP&m=Kzc*2Y{#`EKjtzl$WP*l zl1jT=SZx_~AnV$4nO@BOLw-DI*Ein;shBvC8dbPhXJyUNFjsL`TLi}mc%gT1e`i_a zgcf3wKcZ+Fcrf4QEa&;kdOZIvoy=x`#QKKh`nmz_Km8{^QTln?WpapCiz3SeL{L-8 z#_MgZC0?_{`@Uc92_29Nkfr`cxZLfz+nA4?3AINd34+_ZWjnnLhCDcL0;8|KjM(N< zFVPLvp2+;f#b-z?RO-;4-ZYa#%lqBgmHjbxVx1k%C=W;c~GgQ z$0SdKcHe7Ib2_R*Xn$K*WnkX6IZbDwr-jsMMc~l8NNXwjOT6I5WB$N5IhsM{kozg-7 z4sXxR#oh64>AaAHUggy6WkvEuVQjIJ>FC++sQcf`Nuv;%<>r}4R$A`hrF$BUX!#wW&I+L6LYVI%QO`t zhWrsv=Vm@OG5lLwOSfF@?(3Xv>gJU-0B6-9cnRTCptwiXSlig7?}`Yk!A6y|jz1 za+^KFU`gJbi)@oh&9;i*=wFFYD}fED@55HfD+}Jct_nJ&L$@Bu0^Syd-C@DP2KSAABDyTpo;Go3-J9jb999id-ZR3x`ZqNQ$j^9`+}f* z&AxQ5H74LVmGpUs??IGti9`BKtv38^<+w0oLd-O@Ub|N64P}&Gj4;Gv#&_9oY`VM!yasi8C1)Y&Vbv3~pla z=gH~b&j`ZM??{h-XjJsmD1k?Ox;k}xZ!mRTJVMgbBWf{D1hw$>Q7ak;It(m?AL9U^N8Z9dPOVHvqdKqgn`WMLrNe20oWiSL1jFd(R^#6c%d&~re)F9hUHto8l8zw z?~-BeLR|s6$7gSEUb&KA2kPKvdJDx&KslWXVI-Aa;zk-)&n@j~DH8-d^$m znGZyZ10leqn;>PNgiBUT0^Cl~HtK?; zZkQxZ5NX|fD07PDP*Jn}bJBPi8RNSvgfni%*Fe497PI3g>l@25-K1%`OGBgj2QPCf z+{=hxeWoaoC2Pu|Z5#??$V0PRD#FXID@UI8l%dYK-_<{4yikHvlZM?!REN3X0atoo zT@o*F{4QLJE+N!$j6*H#ms^9?oZ^Yp4fov+f!LsLQ&Arqj}M3mw=Wm2^g}XVoF{uH zVW-T=zzrZR1*F9e;w4FZ3$OiVV{w&=``&x8Qm9L@K@C9|ECPk=H zD@>JErJG>~Y<%Ol%o#V6!v9^aPkm4_jND@k!m8Zo6Gwq+`E3}l ziISszwd!#^5rervZfd*>jX+9YIr+7v36{xUBgjud&z9R1(wSx48@ySGiHUJ7n)WFG z5_3!g4mMF>M*wUPg_ zT^zYj{Ue0LfY1+Xgxghkcf9hURDBt{M*qWn(*gHS`7l?0gA#3~lkla|eXnSI_^H3- zQs%NMrS#yuW19ZKrGW_cr_Al9Il|Q0hOagvxivHf(B?35=8f{{nB^dYR<^{^Vu%qP zJxxXjsB5kmsMGlFj@9b#nE6(YPH2Xs3?i_v1^&8d@Do=1B;4emy@G&aib{(mmtS^k zm{zzD`Q(gfin8q&GDQ;C92-}8W-8|_Ag8B-@fF(04A7H70&i# ziR;DKoy}<|mmm+CNOc2(xpr;tUiOpsIZ7OVJS+AR%|pUsXld0%36P$zvoj zMmiP3J2~Gsrx?(i8S17F!?Y}I>c7g0iNxffc*6n=$I<1Qn>51t)H%*(gp#;boZmXJ;SsGR#OZ=~1^#j=I0(gY3!{Xw1|XI2s= zWqRHy47`{S>w_(bd;h~S^I5?;yR1|X3K#h$_DMU_%5rN@>jQovbhjTL3JR&rN`iVC z-jwU!lqmjj6~DDt-~Y}CK24oooqnsz%ynK(Q0Dfd=tWwc%-fHe8FW;#nLh6G8#}ak z+9gv$A7FInx%)m4tp_AV&IrNxs)t+y$aM{l&e$EyvWg`lP7|m<{MNsER4&Lb@O~q2 z{!(1{Ne}6j{De*fj7HnetihNc*fXz6hQ?KFoRmjIe!uIx;CFgf+QOg-@gitT93`Z2+4+*R?lw!T1&` ziDxGbJ8^VGhMo-oFRbRiAZV#*UCFB^-4o#NL?t1rs zuJ&Yt=FAZbTD4ozTfiYHF?1AtwKeLZ7h!x4?lM@c*ls^*9Ivq*>x{K=%NkbJeEpGe z4=>i2<$QdkHYitY@hhfn_3oJ>2HlIv7nVboM=N-J#JogB9`}TSHCvLo?lKQvJ&LEd zsZD>OEh)55MvFdnR;BKctkiZ{lGbqJ)mKe#o8?i@&20M^>nhzmkHT_l0H46| z0GrEfj!LL|hLqmsBBlQg_I7oofQ8`QVC@l&REi^QJo{@D2A;gW6bsVZitQiFe)qot zme*00K7wsml@nW&dw5|?Lae9%8o9G-QI;!X+>ZN9%c*8I*eO~!W;?PF9W+~uFlf(N za@n_^^_++Jp_NLIGADLXg=oDIG8k~W^WQ$rA}}=uvH>r%FixAfjzM}a9wm}x;*i}dg%*;8h}AePX~O~>i73ssxQQz8Gb z3jQgnaq{Gv#Ik;$py+k`J}F=6JafLerG?|@^%syr&lS>u_q^Siz(a^8@EIXGGT5v# zj_Ifm3?~u3QUK{uFnOq?oPl%;079YnjhLXWLIt;cf=9*-_Ph=(j{qR({P{<$JeL-?aa?zWFt0d2>PNVIQ93-`gxBy zO?j&idAT=B$l;zl;~LL@9glMt882@6uq;=$6x~ENF^g9yoeb>HU-y@h^kegDm3Say m8S&*DNpS~bSa?3r$P}s9(Mr=mZlz(I*D2Q1_ z93L5Bry8;{Fplf{_?l{bTp6a6JJY$XoVxql@y)haa~c}$4O-DA=GfHZh1_HqXQCqv?}S`JI?LDR*;On==Zu?7+B6tZ8Sg7*1f8P1C^~U&7h{AAG_vV1 zjfXGHY70x!L09pa?-ez_v}s2DOylpR7<4tz@s3#rt=Defx;&e7(#WQd$>Hsty8N23 zM`F}$L>HZWJx=`WPI(S1;Y3{HF6{w*;k?uz#2eFR4M_1(- zF~jU5`bvf|)U^H!UW9FbYt>|5JApeX)k>_i&K^Eh#~T7f@H)2iWHfwt5Motc6J20{ zK)~RQAi8huPbG%#w^9NjVYxgKAsm~FBgXSfi=qfz{uWH&$ZKrIF}g2u=@4@?ILBDo zoNjBQDKt2;RfPO?o+DoIXMyi|;fMvD%oDQ}*KV8;v?URu0-y5*QE?&c{HY8UcSJt! zB0mx$2@SGJfFpwA#0gZUfsg*-T!s8QM7oOb5YF5fG>`o}sBm4#3aRABGe=T=l*TUc zQxew@iBojUpm<|~U>dQPVO9x@U$8SIH50^thKkV!FcUiJ3Mg|wY#SdCXJ~3+5FybH0j#O== zoMCJm^p1$W@EyMu5c({r2ckbhK8fDDzXq`}<$c2wAJrv!1#*17YT;l1pBOdI8Wg+$5EhY=| zp0=#++yc~k!R6h*OhG0mCeSKsC!uVzG0fdyjBbYYDaT<)a;H`&x2B6GReg{>NqoP} zX89@A4VM^7UhH`PNjLS6yq>kb>kTmO0Fqy@IBj5p0uJskyjQ3ZXqIS=Xb+*UKjTe? z{*l9^KmVu{srM1(BgfCIpAwtQiWz2d=QOfOQwlZ;MPGEM7^d*2e0VZ!72Fx*6T*Ja z{(f`LeNO0%eakBw_FnO6`(jNE(3`y1V3r92 zTY`CXv9NdO+vr&6jfAVrc!VkhI#Cz|E`&-1YRs!|eam0I<#~7hZj-tEEvwcC&6Y~O z@5&kt8qYPx-mZT2)xQ099*Az(`?l98tR%6d#%TNVD-c!z>7=i<{-Vet{33%cHKn{@ zVeOvvrS#ovZxla;ce1mu`8C}lKQ!-?&f4?89DN&Go?6f#d(@wBxx_2*+7aei@!cE0xa?X}(^cYJ=g5AMO7PQ>a>u@jiHg;Y4Uf5s zwIl}#R&e{9N%NUxqAI&*)@8+{XJ+(eR0!JfQF2XlnPzQg&ZdiVmt^{6fOsnTI&Fe# zjdj219X2$Xqv?t0ptBEiIOzV+9MhC8ThYwnt>V?U{AlrZtjR&8+Cpbndrtd${_8^M z;`e&%IxpU7Pm9eFJKiNr|3B@VB;Jl<5HD9B9csxlwS+cC3 zU0>^^8vaWBu3DWUWVGBqU^f{jE0c($m_m>^mL_06J-P8Gd_*4-@|~%lw?u4rdUL*) zDU}(7%h6mtNsyK#A?~{AQc^xaP9vkhEX3PHSN3`B?FH$t z_0{i9`nxH$lqi%S$1jeOj}AGpIP4b9+iVUhD$Rpye6}UF-3Ubp$yw#xFWlEwx7thG zE00&Z+l~D3V3)>5>mA{*riT(AnjVCqMid{#Ct$o6yZfx=-@3m!pva=MV#`u}D045Z zkofN6sf49ZUq&j%b23m~=r5o3q1@(rwse+|3bEg;-w>8~sWf+%uvN~K&h$YoGyD73 zl38LtNh~GuaI$ByD=KIzIio*D%Q=oYu1aiGDaGs@Tkd1_GdL_2EicC6a)!kPeGPqK zS79?4?d2GH)J8F#o{b!z%eUSP6tSftavIrM*5|cuI&ELRYb+a`OP?dF6g6^a+Hfs| zX_Xiqh-QnD*|#j)wrqQs6}f2cE-V=~f|k!(U2Zv{$5%cs$8PSuuHsGL6aQ<()sUbF zQtUN}Auql=&nx`Hq~MZQYD&3#VrBQEn~g2@yT`oZ{^EkU^5Ox@!$*Est(Vu8eqNxj zpjUTS&@z-m6jf|w%vEpUYx6a>v$Dy#+W_Xr*JpkAql4h~$2M*P@XWR5x%=Tt-*x5* zw!h>3gb0Pi{h{ej|Kz7&wamQdeir`rk9gNb0j_6S_j6MYL~FVo5xxODsloz`I|@Sh zg>b>F*@*~Uts!vg_;C3v2!VVa&c(SnR_6g-NI{Q3lU%Mtg%H)Zu_O;az;&yaQ{+ia z_=H`+g%%1dl6O6S?wpeuz+`dd^jZWVP%SWtgZDDylNJ9>g!0%~z#cS@XrLB03d3Lk zKZ{;d=*9+|S50$mMGF-bI94Ey3I`uy4Tl7z;DHYr@PUIvObmxZ0si9wpO^Uv|ML{Z zBp>mA((rswFG^|1C@KQ~HB6n&&Fx*R99;1^JeGl?=B(dpyK1W_i12w33M778Zl=x3z0W3<^G->_$E$gcyM~~aymF$g1Ci+g+W|AARZnL z;0+EJFMC%LPY!z*`o9(OKjpkMcQJLgc67CNu%~${*W|r}o2xh--BU&X`1@Ns%{{IE zS(ClX-@65L5cKo}#LdYC`bXJ7R;3=r7=HwO<68_h$|MKYHv%YgNcb0Lm1L|~@_~+34J@dal{Ch?*&{Nm{MHGLN^IyLL zf|fuR1N~#rB+y$tD1ecagj0Me_0|*qFy~o5W$$di8q!Be1f)4**$|&ka8lAvB~1j^ zo7BhZ%LdVP>e+9W#Y5MRiC#2?;oLw3JszQu<96t3{jTMD$3h0>L#*A-VaCzfq&)S* zWT8AZbSoY_Vz;~g(A6I_jwpeBBes4K`2U!28$(1j>5m~b#g@3q_q#vq|MhP4a$3zn zCgM5P?18e|(cv}~pOw1S(Hlb$(>hXiAig7lY8RRi{QvihI)2c_IJmRebA^9ORrHA9 z+wt-%A4$C$>*2OnHj7uj*_LxQ8kMj6875MpJSoU-0+tFSi}R6i?vdvVn5U01VTlg24yi_@`lk?$qNQqa%kvzE=rKozSipDkmY+m80+BA*>SVU!7%yl+Q|Rb zT=e#L($VK=PM)E6l?5HdM!wbJ=L7VRvwrHOwu>=fp=_Z1s0r|b_CHim5@%OgpWWhlb(+s_> z6&V_qos|xj8Y|ncSAEJm9<>s^Ld2-N|IlXnK^E-p_DU*QdtX6FYM1Y>4u~Nxf@{7m zStjA6--arApH+ma6z)&!8|L{zbmnC&^ZfUU(o}1FAFk%?vg{hFYsV#)+?VVGq1T;{ zE2of~KZWt#>7G}!T1mddI%c0vv4%@aaz)PAJh;6tt$emqv}}6`wdyQ$z53#WHc?x* z;zWm@*)_=JF#SPl5e{mgZ~zphn9|EG(0I2v%bq8cUM3t9t+TW^bLhD9(O=JP z_FYI756E8cCg65E&HZ9j5C#4%{kbW(5M%}Ow~x!A|Dws?uVuScyX9Sys=K8pq(D=9Yz5|F); zJbM%hN6FXi)7LhomHi;!FU!J0DAZs|2k~>Ky{)PKqIjh|6kn=SudZGAza{byMiA@F zbEQ~9+tV){YDWbyeCRV#&Nto70+5OhA7|dPmR{dqj8h|7p-!sLdu@afA0{esmNK-e z;+NoYq8{VM9M?^&GF&bCoV53}H?De@{WcViZ@b5F=d9{Nkg`aKi}*a9tf6XMH`=_L zYonpeEqmv_GH2QsQ(fM;x@eJU&DeVNOYaEKL+mYNhIqTim0$j_+g*!`{MBR(-Z_1j zg-E8{dD|PgwUMobKfYq(fZAu~QtM{Pdh2U_K`TQjum7bhMZ$7z5p* zo|e-104Q(Y5)<#Zn2V<OQI)j_^Y8C<(!!QVAxIJ z*$$pO+K9-(_g{tb@s8LWv$kX#a+Cq-$&Xi+0Sk&uIc5RSr8VhSK1cOwc5P>UCOohM zqsPoIuwhW=JPNfh&Jgb~do9wDxXL~&I0%>Pjl=E3-9hC>EPrU*{o+)z>GylwnrZvf z@Y=SlcUr;dg(N$RaWo&-GF)LnODfR>AIH8s@kNRYDx zn~s6$lRqhL+!gp4BsTIDG$+Dl>2}6T)FCg=&mZznP56gOz#)v1L!?Wx>{~1l zt5JOROG_4eu)(%Tsv@O!)xAW05@?{Z%IZEclf0u`pJTKr?A>gaI2ECdP^qrE--$|# z=ffbQWPu?{%N#e&`2+p;kqq4!XNT5Qt`kyHSqbfGBN>*t*37%MHG_;&^Ij`%bI)jr zq5M{&kp0==I55l;I-Lh22z5ez)YP?RFbyDtXNPuMW;=ze@C?2v7|}BHDk^x%1=Jbt zTx+R6X0=wb++IiR)0?CspmW;2L(qRQCJH*V%yAxKG3g{TEUWDBUe}1D{=~urRY(1U zW9aPc9y%weHC!lOKg%C@3`iB5i5Q*qp|%t`O2o0@(;=-{oOhezB10#&DtZ3 z_>SJZX+0R@aDYCZ4-znZB@8K9pqG>SkZE0v_JCECgNQ9Q(HBcj+=K@f7f`1=?36*O=%DMRKEhl!;N|gOV9jdRaxwkbUO^q$+J>FH_I1{vF*oD*T%O-OUX2 z{WR759(?1NT2AiH#+2LR))Q&}L{fn?2fa8!ZL8JtgRClX9|$IXc77sr(s~T=l&+?RRZ;iWudoMfnFD$!^Qyz0G=DIIhZ&1mv;YB=inUp2Q za_Rt9_A1YDz@`iIQ@Fg?3q^H1h`tS~0&@ z1mrwY44z2X%E+8h%hajK2=&^hG zj}fO7kDZSXCk0edNtP~Vy?`XB3^^s&$CTi$jBE01)^h`3w*~r_YE+D{lSdfng{+Rw zOvH0aG9vrX6_R<}aGrdX*g$HT1)TGXiNO#GjO%GNFl9GRDvD`Fn>Uv=P9BO5k$3l? zx;<6Cr*Y-XDUGuCrQ%T4nm;s5G3h2bt6G8TbR#Is`NHuGkYO161VIEw_nXa&;sq@u zKf>d)grCt^r?g{$RV2EL}ekJrB(580sns9E#lQX%mV z455L5zL}xI=1t?nxUBMOz&%tnK8@Bruu;I*poZw+`d7yXPhgm^p)*&gj;EHc7l+K#GvmI-o_enq)$V{4dTP>%Uako7 z!xd2vNOnW*9AYgCbvzxraELRqam3Z)`#zg{GYLMmNtSAgpGd}k#*JEw>sS*o=+EL4 zeb~Q!C42|(({uQ&hkR7izsmQhe(rF^V-3qW%+(8bXQ~gcYo7|l==g%$XBaih8sl8< zdC)}agO)_20=1lRd=-I-Nbm>DjoW)_XvL))gnDo5aIgktP#khUxD|@8irTH+M{oLj zLIxYl=WD1U^{4MO%|}QrWbl1#JbbZv4d2$HK^-LLc4hY;21_jYr;I|sX0ME4!|xBV zRZ=i=TSw4+*&M}P#W8UI*DtVS>?~t$zSxjOmb> z;D5IfjD~AMA}tciVx>ywyWt66L2mA;hw+0uNmTmH{y=ws2sSnei3r}+mt}TzR9l^y zNmRLszNMEpCPG6b_Na(DFPOpIg8PwOXjn=}KIL|qrX!m@xFhV$GfB^|q^gmEu1<>s zxZxge+G%dpmTzRi&29w9*h1{VTyptQ#z_skLb^n%NMXsb{<8W*L*$lv_SNQ|j?#{p z8jFE~u{ej*Mmko5GPhwoMdw<#3TY_ZcUu1c~IFY zf%)wGWx@zI11os1o2RJ|I$y^`ws_JGHFQj~0e2VFkM~GyODc?H*`ZTE$`v4CWK zHV(mbs4vqaARN;DVvjpF?|Q<#tvg@3*^Y%{9C64jZEBSkP!52`yCPu&{w&BrAfM*! zmUMy9D`BK>hjWvbUlwBAx%`})w^MludZv&Knct=GTD9z7cr07CO%%`L$sN2@=u=#z zp`N!Yj16`s@uTXcfe4!asg2=>2y-89*MMJn%{v&Ggb{Xk1h}kyv5PD@cV0qsbwwEQ zY76WlF@9jZ-ZGEU#XK7-ilDyzjB-AN(u@1%(I`Nr|E`$TJy@Gh8wuyGOC_@=_M40V<Npzh1!+uLR!wYutBRXi=zNl;XUG$;)>7|2)|@TjF#yC zblNre2}Cj!CC3+RM-{l&^JT8lXyc>ZDx5}cn`c)K6N1#awB%q2rWfznAHD7UAjj0R zo)Gq6zmc!I^3U|FQRMHL7C*N=X8l&pxoa6;k=kHF;%WWi^oj1zpeM~}))ickB% zjAi@EuDA=a2`*8(HwwWmqFV7uM@`lGSJN_aP z^~J*vsJv6a>DlX%9w_ht`6`~orlOY$12nu#3JK@3{(WWD5^uU#DJHKXPq`~M%r>A@R)6lVb z)FU**>g==n4}WUu3bCY|%Jc4Olu;N>_<7Y@hCp^=xOE(L)}0l`L6Y_1wR03DRFULJ z3t9dWWrHo)5W=&dMK3l)gbF>s&)U+$B2FoIBT>igvvL?fxBl`+WV`Y`D|gE85Il^< zV(4+J1CDF$TrNK__3k9r&dk>m+FkC*p)mvG^J}AId=1TM{FlPXP4lh2RdXfui3=ya z`PwO#R`f^Fc;W8m*#lqW%hn2|#Q7FG?4$ z%Dy>tpSz=UGvW#TPLM%RXQW3n2^vL;JCzIf36($n`7-SE6><D58gimQ7=AyD z6dM@ZC$A80j0?{c?mC5B;AWGxLsFY?1|jSQVPd0NA<)5Q<-$L6Kb z3rbLtFLsQV=%1uU@5gN>LE4$gAcmhp{^9IG9RS`*Hw_M?F1M)T3JK&Mk`MR2`GozD zY=aal7OEJXRHe+fOpgh|$*+#a!3_b2S9kSL*xOPe5JudHF{^jBd7tt~Pe{j3n^K%M zgA@O8kH%&t!L@KwIX~w0%k8|dkbQ+CscmD43nOcn}ZJE|lshMVdOp{98vd8evuNx84hHovJ3Yi=)saYaMI{=aPH zsOA^qtcL|)LOChGF&km-5Y72ksr8>Fh4UUJ@zMBb3pVe;j5g|@O)B4&Y*rJ8*1$o< zP|KUH0Z%B5c+qQ+GQ>DVT;00z98V1D&XX-LpIyNIB?u?2Z9aPIrAVAoYOtJ$e-V`L z@W`rCgwkm4aMmPqOTHcVeWA9b`22|+sdP7D$91Xri}c#cpHxIKucxFI5T4N!M5#A0 z@8T=E$y%7jCrzR^xs*_ycHSNTtwJ0i1Y*R;)_KDG;+0am(ZfKT}f0RuPOvr;N z1>`?EeWMCa_+Icln{QAFkqjerQVDf{#!6;UE*#R^72>z+98OFzb&dwH{-iTdRg%je zD*q?Sn0!Zr-ej)*MNB`YuCJXLLgvslH^tf|Av9p6eQcWL}EWF-yY1 zPGNX1ft&P*bb28v_}Hbk>TC`@k;+_ac>&|xtX}kVU{BI<;%8DqSYx^NdIru_ z;We5KsnJc=c2_8Thca-?H+^6%q}Rl*yC zCmMQbaAc~Y;D~5R@P#M?!;+j$Cm@9}6d}=lZ2d&WmvCLx&o)E)zO0U+2kGvqxx~0# zg0PV&vfzB;-mKFW7_KTle%s)XLKD_mH-0I<`*Er6gRs1uhK04)8{#-TDYyYd#``n! z+rt4a1!VcmIqM`&Y6rGz^$TPY?7&MfV;oJWZSnojjab%mS}-!BUns1L+(?W)#?#`Z zC!A8}vu+t%k$_o21BuzKuw5h6Jr@e}kQ`G}9EoY_kjSBa8I?rCY=uqx;`^xhQN&tI z2i5Zle5y>1v#UOmjha16>Z)cnN-nFOZ{k+;bqg6J(?{}@X6b5|n+Qk4?UzeAp-SiR z6&H(Y*t1n{JgI(rt|zx@jdz1Fe`}KBd3=MlL>yf|E0$!~z?FHmj81eFQFjJK*t(}l zxQu8@dSP#J4#Q7k(H@hhr0?m0s?n@J0Oq`a{^ll7l7|XiD06wAv7_Us8M#Pua;NvsA$TUqvqll*RF~5 zm>i#mZiNleTbN5hwh<|J`=!HFM-1&hWSEMWpL?ko@c?ECrcINi4Hc066Q9awUYIu> zQQufuciX|CyEwpy6GxA+{-S*c6Tvh2C6^3+xi&;%4`nnX)l-0Y?nF2!P8v?O_xrht zUP`R*U?-l&sHZ8+V)T8*de%WAu4bZ|h_Z^bHXe;j+-KuY@@zyQ1SGV>vcv`iMASsK z9hQ;qESCAE+6hi;o?EdSu{5C}p&O#le8Gu6ZM4!YVhYK;sQi^3cl$K#^x%%Q1?C<^ z^d#Y6?bTl!8;Auj5a=1biQvQotG@C?I`g3>abu&CP<;@}Or?+U5|!)E{P0>PFqV~f z?dwa#bd*#%($yQ2*RLKYH0|T6ku0+p)LPF2<@6L%TB%lDKlpb(e!Af3x$!4prCBdW zz(VTXmO`fI&>9LiF)`ydJEJ%|{5Y{o;)sf;V~iU`SJ$iW54=JDE?5<56BRxVLG-BaOj>Ae{>r@!;=4u4{6=GHvLZ^NCxs_A#)aNSMg1st1tR;`;n3u3^g zr+AG&L_mE#%rAEzjOamOw5_(bTaX$-Nu_V1ct_DI-Fn6q{O~hLEmRPBa-a_<@9yk0 zF2Vh`3w;m&qdE5A8p3a9cH=i;>s$X4 z%>XXfU*U~BIV8Rc{!I@xq~XS79>s(@UYr2w^t}JcFcwRV=c*(x@smylK6gp_hIah4 zq%O^#yfZpB6O?? z&@<)_G)RNf6*9u;UP#W*Jn3VkLSo0)Cg;o)u;E$khG3Ou{ZjjnJ%AU*dIOIZ>3I({ta>gLpSGUEhsdVBMJ+ZhvD+wd|kO0;3Bu%$B~=V zu8G^lQ4h%-3Ip+iL;)r=02R?|Fwc)K2QGr{S!Uvm3)yFh_>|o>3NR#vZTqux{ZDzj z5EY*{9t2VIg=z0UO??=%XQA$u9mqW5J*+N%$UJaa9MdYs)otU>Tg z{xQE+6e}dG=2Lvy1f1OB5$)nD82S1DWwqS}l_MF@NCFaBB33)XZwr8JydVrZhv@I(D} z_lU_4k(V+sMn`)(DfPJ4m{&11x`fM`9G*5IgMy9Qs`&j-4y6&N#ML?$8PUvTNJRJN z`az^@iT9e)ohrQNMTiI zi#ELGTtj;?I84L7cdmPQ5*yV*k$QC9Iow}fuTW(K@kRHaOBy-REPwS1&_tz90`5Lm zT6-mZqC%acq1yd7 zsTfAl)VDpkXPJ~+V(AkS+jmr^VeZTx@y@3-<81|n66cHYuN&pLsr8`SySp&tB^nG_E#m&<}a|HWXaN&I}0>Oxynp* zk^y$3{ACqjR$d(2ma#iVsHOzjY8rx$*yAlYaZJtqi4Ohjl7b`!_%@hiw zd58yRiy_Cd2Q=4Zn#SP780D6Rd9(yfLYfL?G=!EL6qXXinyJq}8j^5$P!||0fLh{d zl51G~RxjDoB))Clo8bUMGo#^5v|wdTmrpKaY>XqvD*jAbz4U%KCB7qZCf>X6Y7{*j zMa2-OZ@*(It(Ag$zl%I};T~5EJ1(??M-gUzLx(h4)_Ny=234M6B8{N!6gt}(l21rI zrdQZ5uT$?Npx!+HWnk!wG{UoRCr)Cma?!`6dqZ-(TTlHER`_FhTWz`RzB%Fy$`QY2 z3+1bM6bjfqc__QRn!XjvtLjM6dGv!_-cIiV+i$-91CQ4w@z~VV5)!_?$xCb2WxFNa z_92hu$#5;QFYhD2JrxVGCZx4x zNV(!#36X5kILJiNk6EUp^{`ppwMyQpb77IO*`eNFQN7wN3f|d|3uo=N>*ypN%J6Ek zi-we@Vh7Ix$3k2bIwQgdvwhgOn_$Xnf5Q$&gjI>NwguIThzk!`OkYKdg!dx^cJ#2+ z-#G4YbbZ209UuYoy}!M|xR7L;56I8viS_n>>us+kC%MdqvC=MG&p>|E=_b(49DaIW zRa|?1XhqR3rkan3U?;qqp2jcO=u2eJP;|`&pa`zs2*aGMwk2gfcuMS(dqaoM-2W2- z@^6Gfi$u_>LVz%WCxCS{oOWY)ERbn{DczR;!aGzRU&T2^#_zg$__F6-pgM$j2AsmW z^rTj?+o(Okr%wNcV_C7LGR99m>1!^Hf%6NY?rSFGorc*|I~+8%QIZYwkJeVR_Kys1{WLmI4Fj|XNC4w0si_yX#CJ(YH6w}7(Q+oY2@ zV~ze>@ch5=nI||z1e}*UiGZG@HgRqfRWq#6B^50H#{v*utRwcjx8Voz^ z$JL4*r56eslUe_aF;)v4C%0Y@%q#69iLe9#r`Hp4V&@7z0Hh#|1)RTI_EZ{m`ZtX5 z3~N^!w%aZ@IYDl=;v=8|u#3EMkCRpN2N4zoPy_xS0we&X_^7VBAVgB>vF6uU-VRyZ zSe2*tGaHwHe&?tepcCl9fQm9J$p-f0d=9G{073k| z1b!S(;B2}l z`i?2vQCjiPd8_u#|MVvl?H)KG94~`2%1ZwNK}3s0P4Ux+)Y9f*d4z+|;8g zar--;-|_SZie7UgWviS@JCSO>DUM{>ah5|zbp*A)5P=nd5j-be=S z2>=Fr-Qmu^PDXggm05p~N6#5}V=pjy>@d?1_`0VC*yt*d|;AuT>DFgc8FW`A< zY?`xTmZZ|XGyu>WTIm=KtKK$C{?H@BWjml7-)Oor2k)+d(_gYoF;tVzyM4Cdiab>7 zTK|q>P58wSksuK?v9q7}4Zn14NI?R$bzT6Was=!|v*>{RRLb$|fol@M`@a(7br~`&a9PNY{P{FtI>q%-7Xj?4hXs3%d zl?(bVql9?U6CxjGnAvvI#?Ur!ObL3@w`F61^Ib-(A1>^|TbY8NRsdK|T^xRu69!N% zc2BTXQK~MhEoM7_&M_R6RF=-xUXiHge?t1DW0`a6Oar2Z?SdcC>g24(^%HdT<3R>noDbCt&btGwfa112n=xG7W9V5D6X&;3J_F&Xa982|;6^${8vyX(?|8NeIJ7~F zsHdY8hGrzZ7BNp`6a?tU()(x*3wpU2R5a(2Y2S-ctzV!l`oC0*x);?I)OqjxWczy* z38p@b_qjY-qEP@`DK;|OUukVTbMLGy9d)^ARn0F)bKJ*R3*N3Hw*94Pq_NaOCi@H5pa>^S@LNuFKrV*>CsUo5*L7^K5R|KS;C$M0aM zT5(@;+sO2u&6ez^>G}lnO$%{&HM9(1aShX|qG18^{!hH%ar16?BSEb{Iw%W^y$?jL z3(UtRC*S=PEkn{cudUYFwxU0Ola!-0Qn&*@Z^cb2rS4%*I2Hz(m@nwyBYhm|n%n4| zxy$c#fNukfp+=7hZDB51WZBu?oNh?j5_kX(i8?$y-yo^RlS6kCzCz`5 zXwp`dYykGU03W2Otj^7_<9Yyd4R_r&GFD)bx$S0{iN6BaOyjbsJzyHI)akTk@l_dp z5}B1)P_B5^rSr|INZ#ZI!`k5uyP(DJt+~>lEg_|!E2{Yd2vhdk=1d*9(0=NG&@?|_ z@f$KuV%>^$^8~moG$yVym3aV9?D%ffK+u*x(lTmUH?e#n{+pc^Xu&>eenJmR_|p*- zUiFi&axcGmj`6g-Py|JD3XMOl2d5kytZBbq{BcgXLKhBlf6?VZ9WQo1aHV5 zp}&X-@brf)SZ;`lw!9ltyVe9&JLeKvSp=jJBp)1msInekZNo` z2y7R|iLkawjzo8E_gNPCznbf>R%kjxVr9y&f9o#5xaA0}iP)e^%ag&;P8r-^&fb~I z!r+xH(c|w+*)7Gp_Aqhi!}VGOO-BU#8+*|pMg-rG4B}H^`0DItz_j*6!+<%d+VlXx z;yTkdYTNId@_?CQ5Dtf7>BFAug^is9|2?h!NUxNaw=$V%ZCwGwI8tj2`w<=ydH#vr z3KeOBUhXCNZXuee6(UvTWVEK`>k+yLVSH)zud6JT8 zHus_eyshQVvALFmwO%W)%Xs2@EM*MiW}_#&B(H6xQ83ZAH}cRsyz0Buu)R_Tm+CuQ zp0|DfR?bL6mTnCK%N;M~KXJ7<=5Sg7W`570QYf3C1lyH{L@ZfrOAPOCQD`B9PLgEhTGp>7=e5klF7)60b#twZ>auBmZbaC4F_fFuL3D! zBL>*enzC{qpYW5B<@Up)X_suDB^Qq!yYXy_93QCToGxpt->cVp6|0sXwlp2scMU;5 z7B@XKk8|pm>k`x28#;6yz5}J$lpcEP)S2IpjjRl>rivG_R6cb@WxiOKs6roK;Az_Y z$JpRMBISSs(!^++11H{s|K|_VL@40@IP^5KihAp``~F`Q^JfG}NRC2fo@%m}I;WY= z&>c|d{}?X(JM8}yt;o{`;xt?X5Pf2DNyJqZ`14~+eZif0CMr$gPRxGbGd6cE^L~A| zU-d%6E6I9-Z9}I-mY=>xxy-1V_gLPr+0}P(0PgH%C_7}-6R4n|7ciA5kYg|#{F&#$PzO~#1 z7`TUbPHBn`tZ*D*1~>r;gZQHZ8~<@UtuTdUr&i!=d7TopwX$+^aRA0Sws30z`w(w$ z-T1?oeoO~8CQ6skW3-jexHLC+Uy;(IcchMgG9nRNSvk5Me^V>YNWU7pZKPmu5qJKk zm9M#V?VZgj(eB|r=i{-w@VhO6bcdh9!{B#O$1WKgZRph zz0B;deK6R{*K>|%8+C84tUQ`SoT(&VSevZ`;Bc6FH5GNhJ$KLdhZyX0h$;1Uwrfoj zL8PcXaq~g-J1IAbX8v0Npz4&ShCZ5W*>dH853#q57dR#Ux!Xp?d>4{g1xzrN-vUqZf6p?c&g+PgC( zUESaP)&vN$p|Y}D=Y!=Hb8Vo8q?1cZOBIi zH?#dZ_Gpk68%Un=vxfe+{Bv5Ltf=)KT0T99JNTysKxgVgelH?l#0o+0bc;t_Zfq!K z%y!EwkM0wnNzXe{a7$~uh3kt};#CKbCcpEEr3Op<+?y@anss7}<#IpNhHj@B*{*j5 zrO2_MUjt6R&dF+f^gW;OkVei+nDd+|n;q7wSmQlgeJ2q60~~Fq3fB*$6gjkwkJmtW zKJPlMLcFO(*!&}?w?5h9(rT7w)SOUw*a)^VG?wu~=~mFXV`q%*?1i>7*s^0!Gy8%y z>o4sPjc8nCsAOL021hjR8{(hXc8+hYbzQyNK5})ZdYtdXz3+V?+G)9hK9^&A#*wq; z=VzDVKY{#U@X+Gw?=h-!~T|GQ32#CJ1!{PDXB3=b=FT4$qM<(bUp8_c%zs1s$h0>CoZ+Zei=oe7~1RP@pv4FpJlR&+# zOrCDwJjl=h0H|NuMR(nJAH*|u$vkn+i-n-&pGp?M!E+w8YaGe z@4&=KQFpaFXJV~iI-z&09bRp2oo+Y8Z{~!a432%st(<;sTdjTAfoj8DW1m#69*l5- z;X)qVSUom2p^C7?nvzbRmZS2jQj&h7_WMC1F}UW22Ji&)3hMX!6)N4Zn2;)Pqe zi-cnjc|BkLlilWRqiBu_z*0^EEy)Hf8QI#C1>HTZEHa9AU~zc7wwY>l_B`-6SQcHs z^9H<^r)b&|Fl`+i^)qh@GO2w}gUXwCG8+K*Cs;K_z_p@9g)#C) z{JCGr$clB z@b4+M)fKRVULY(0hZf_E8D@zSfxyKg($|N;wWu0Wi}W8v`i?(Nfr~{8!QfyOq<+)@ zVguLLz?~161u*QMIB|4hxi-gth!;@XacAPF9;_7}D_W0hfNi9LugWjJwhRKadu52E z8*oYHdGK4LAAnlbK0wzV8+gZr=tFmXx}!N7wAV2Yp7x34Vn}d@id_94AFgqT8vTEl z{6Iy#Wm9$Rhiwm~KG&LjNUz<*MWKg1(~1qiP)UEOdj9cYyJ9$Q>Q(=4%PHH9ATUB< zIX&QsNT`p91MA{v(H^~QLQv4`$7l-JP#I%usE1RIV(pF*+R0`e>*ms%RHAk0cEg0^%_)G)#U%yQyTmBOCTI8A5?_z|jOl3Sps_IT) z&HjmX#@oiyaXkA$&^NRQ7qm)VJ%j-;78r1u(n6$qi%kmP;*=iK}L|DN~8dt+ocLL|w@-rrtp&AH}WTVYGndGtg$ ztolVkxUj{uYF#269!tJ9<^G!nnXfU4L*J$s#Ez2c8EA*rPnvIHn76^cB686h0$G88 zp^^ZXH(@ce?weq&g>#>1qkj-}@ux7y{?U;0;wqcap*DNh>DCRuC%#&E@PTsC;-nkS zAl{kvuAyBtKKaILmcUxOa`V23)aBR(UK}`XSTn-xGie)LOr$6m!y)1L;ZC$T<9hG` zA8LN`hqUN* z-}P;D1dY~qbi@VT2fpl*k$d=BV7ah+YU_U=bF~hQ>E{e}#iO~4>oxzb4ZAJh%&?BPM&$21&QY`dPkuRjUK(u=VYozo;}*@AKc>Vul3miDbCr~ ziE-^!_jEU}INcf6xZtircd!R}7EDZ^?kZOon~*w9#B=dS1hX43`0X?w0fa)!cFy2A zVHP@#ED6Ne{eUip%MMP~5w-v|oqo>h`|CWVAU`k@QeGJP41g#X2`qb1Kq38_4aE5a zDskz_3u|M*!@*=#dJb9a@POYh*rX@^b@Txk98u&Hh3-Enu_8nmnR@TNc1ZN*zt^k zhO_zt{=XZ1N~v~hXoL~JfG`>mljwQ*Mh36>%Lbrx;ZVN?)hgA5!~D@xfcm|SUzuuO zuB?Ou#3!j4`SJzD3LVukxLO^YMd*E#aM+m65?*0?2=KrZ3O`U*>xoEj+RU+9YePPdA*%kqkJ`|OxjcD~;=$ccS$ZeZ@8BbypE zrz`1tN|oz&)lNUoJkX_JB8rxWDAR?Fx(Y0E@34x#sY8$Te946gV&qx1ua<@OwQRIN zn*Gq4a!)>GZ8g}B7(=+HcN--+-^{z4gc`Ty>W^v?cfV?4GJ3zrX*jG4T!jO9BN}#9 z*Qo_^vQ%v7ey2~g56cWUXxat#_wa74(eNt6ww#$^U1BaBTlc`B8!C>6e0(-YfsMbc zRh7O_5SUl~_YLbP5^wb5UfTw|B+qyiGRV-l93 zpCv!_taf?>=P{YQMw^q4n7hpcrR_CHi*rxV@O<4JpQW8fja@ACjHze1z$uB8f5SFz zXkUqFc0(xbXW?8+adpkzgy>)Iz}bkj1I4~b_1GB@1D?{e!SAK|0m2Ch98ON{) z1k5;YCjm=I6D1p~Z@ z*PloT$N|&r>eme5nA~^eS{A1rzC%VYER*{4v1 z*qf!&04%yy7I?(+8jn>4lJ$?CsGgbUPSfEEA>c5kpzGuuSHOC z>z=d3{M#$5=u1*B35mCi@)v0d;xGB&bpegi?8TBHeZR3d6m-IwqR`;-0$a`B=q#Ig#E;$ z&B+So^^_XsfR{!&a)zh67Q?h!4xh6r(O_rM=Ojci(hV|xx>Ea+pk?pBW&zlhUsq;( zPWi7Sx+uq5N4nmAJ{&M=Oh8=JW8$phZ8gtfdfRh8hB&jvASm#PmlY!HI|2MNmLa{~0<*7Nj(8jBYf_oOld$+FsRf}`oM685oG&NImt4J@_#2eDK)n}=0WX&<@(JlC(aq*x@gA|~YiQS7 z=ZLNY)r&1bS$=2VLa(8wZZgXy<@37{(?qEgCZMvpfx90Kp7_`&#<=?x2Z@8yfVH0F zB$CS^MMw{FW}GwrPL9)g(UBc@ZLhCK`<7&-!8EC>B23<4cG+Z_s_U#Hjq(nDger>{ z)eGCR)QdvqmI+9m>4osfij9G%1($W(<=7W)341T<%-)`)24&2!!}EQ?#z%tJm|i@m zPQ6a0YrOu!b&MOAkG$dJqC?Y_#UtLDS^2~VR8fMHq74am4hg+S&DVDOTPP}Rkv9Sp zw3WM!qUjfSUd!k+H;yecR$ph|;P9o%S*1UW#}U@ zL-8}O4)0&bKTX)>9(Ycl-pZ)?qOil0J#rv?QNV!B(mtjE!0{W!a8;qnH?ka*7AkMP zvrF_n!rYMe78)IRXx*a1$3;u>9F`f;Bgv+P$E7 zLwzIxKxO7gh-3*ei@u*;PDaglzwMjE-AV)H)a}-L%h?~Z!{4=EG_ITIq_T-L>?=bC zdsgae_BzxU=pYg^?!#9FZ9_DWKV(m#NPtJE7elT^oxMeceaw>14!^_y-iTTt@aB-K z2CF}}G*SZR{-u0eO*ssqEOv2D5uzB$k5~3Suo3dHk=6YE4I+VsjIrLVst-+MSBWI@ zbOx zCu=_x-gWDnWuHs^PZKVBZT3x4?Bg}}FL-%B^zKOry6~=VU+v2|Pq3p!h&GJgZu@B| zo(B)}PQ@1`oblkGyY;W zgkn9Q-7_twrNCGZdqR1QhdH98HA^ncphDOiZ(xDcPd=YHF=XfK1Z>|R7Wfbq z+ZJn?IB$8VrLrEj{Z3LbB^UXw7QXZH+GVaM@Y%+oX`NYlp*guxyhtb;o~QuRDU^e; zQ2xWoFIp#jvs@YlAtDk62@#t|_{G**-!aN{HIIXnVkm^)D|CfRn~}4-repmp0+!T0*hdJtY0PqI zZDJ8HHG@L4UQ0}7iuH-xU0u!+j{>Y0zVGIje_!v4?XezQWD6Wk@B3V&wHTHEtkJsv z$u#RV!mgW-xYYLKo%_gS#ZsF5A`{UK%x}LMn3Z+lgrt_a`VN{8FxfW-uVMvjm(+ir zFy9=C1R%JR=N3n}{%6G^3-yl3J8yqTKfk;Ik@Spz^89@M12#tS zFW8cwy;9u4>iB_iC1=wWbUj7TpuKgX#E*91i z=beME?Gw=ZtQZPEw<~u$8Kze*DK_cRvk?dml$eOCvz!)m>5GhSWfc07eWOfK9z`+R zzWzZQ)V9L@kJ8n9E!4*a!yuan5S8gSoQt$qorDbkg0cyg+QS~CPE}U~ZJ_qIr=wpm zCErh4{1&(-){;;UBg-A}{MeQZ+gR5`Y9G(0KI z$L4?3o7KBOgOqG-c9)!T9*8?L`(y3MorYf2*?ig4Kx_M_+wdjS#x^KFTaVCc=0O#- z9}}PJ9{?zuCenOOx^}bN{H_Y`{izEeyYzirCyWAQH?B9Tfn&UYS@3}K^x2ls%`R(K zciw02Q_*!Wya*Ld(TkB{`@>y$`wFSBLJtld%IHwF(RzAg>ZiT23EsY}65MlY(RCu$6@pskq zq6k;N7~Gh?LT`<^$aLkAzp&xfz_&Xv(WGL@-`Hcg1$RR>(EtQ!@{%bt_Dj zjE*AsOZ+E0SYRYmGE4ZvWv-}m`O-7M+y>W$J^e0iUHqC{ie*6F`QtYRz@gS%kgv_X zj4lC1ZFV8ndGUvr`Cu?ND%B3@l7-d$VSyD}&}{-@^X*(NbR zR-wM}%3sdByaj6EziP?M%?6YC zn7YiGZG?+V(R?6^y4np%(V8OnROiA9zt!O3Xg5 zZ!_!^KIe1n%Hg|6Ijq}9LiuqK_W&^UJwEm_eok*~p&C~&(`a;Jl_J5R1qy2;PzMk7 zVB6%e;o`4#bg4NP)89R}PW*-KwTyKU&W;joSod5^vARIocB5)CE4+}@3DE{x(YZ&{ z+T#Li<>yNQMa~YLa5XP0zVN)3Hr+IuZs`mzl{0aEr-ckJtC>ZUBzj%ep9Y2od$vw- z@f*bC&N#lR%Yl1c*cL*i)5ti0B@ZV~8~7jHDvk9Niu`DB zzFD3nFudFT#W8PF!oZNW(*UDyL7{%yJ;Ulr>ZIn+X)XyGNvGVCMdRc4EBlYDrsyxa zN045wTPX*Jaq#KpD2ZXzef7U!gq@OD00Xh<1FMhzO;&uh_(xLOQk~u8x#R=Dg}v9-2rn|ZV>+fqgw*Cdr)4Rob#h4lG9>M?En-o4ayiY;~~ow@#tn2%iAE9v$#)e!bcA)ZbUtKHE_4RH+m_2 zJ8&NR)gh9V4Nnf%AF&{1q0oAii95F<40@}59IsHyLL@quwK8E598Ktcb2b1wxwc?X zP&4R*0V9-xq#f})1&9?NnrDLXT(X;YAOoyXeD4`sUU|)Wj2m6F5+-!bVdWR%9_w2y zPo=<6pH_&;%{mIQW6-L&yYVZw&APkmYjT%M*V&!I^FaXx+B*vzp$#G%qWLZl>5AggsI!UN+FtjqGG_CBMW2gu|AzO3y=W6UV_@>}od zR>^_nJUYRdx_BQIy4SyCWU568sWN-HLk|B7cxImcbmX1_w3Eo<>+1Hr}9JF1rWr2D*6C;<|kY% zy_ywQV?@(zB9PoV#JZ_IS8yQaxOcxsgoEoMm(wmL?G(dtT01cTp~CjIJZ^^G?Nn(B zJ39L1aT1HU3H3bUtEvpyS&XAY9=(8&-MwJV=^;;sZmh5DM5{2O#t+%zg7;nmmfNBu zP0r}WxpD;x)FSKb03K7!x`?-J4Jyqp77A=G(mkM9yjZhKJ^&6y2OEpCPXe8O`)OIL zEb#0Qhwyk^4H&eL6dG0P(3q&aSo9O^wlal!nS1$H=vghwQ6ohWyi4~UEVL`@bs9yd z_t#^w8qIQN)U&04qIX%jZQ@MR48T8VPNeFf>X7QQbM1OJ+9Gahf+`_)dGOkKX93D& zx+H;A;$>LM)@Q8o+iwROmKo|yVeq~D&Zr^Pj-|RZ1FSZH(rL4iJGUSFwn#D(`pqFq z^hG06MOoXsV9Ekcl$vsh$bbQ z`-}2@K@+|LX>9u|eFXXEti(ej?L9>q)yV<%l`x^wC@Y<_M z4P1;BI+WeK5aFs$$3m8!WWS1oYn%;BsB=@HHQXyAdMD9o_nzizY9$|Ay8CCKX7mej z-ie~n@xP@YGzC4l3`>oirwIZ^UoT_2c85OoMa!v7vDfbK*Wv+MvJ2OL4kRq$uRQN# zRkFRu{AnN)q{+>4kR6U}IImIbYW~V4tTM7FR}yIlR~E=kB|l0ZTZI%wR-6SAZR4%I zz;;z7Y|&vqtri`m6seIqwcF5RLq-JQTqQacZeCo{7n^8(o8AKUT=K7eqg_pUhxAcN za{ZkTHBF%Wgw*={3=Cuam>Y7@jW2(;n);;A;g`79^DerNg%jysY^W!fLi(%3y#lG$ zhE5v`N=jU=SWUryE0aHJ%l(cm^bqLhS>J}iB1%?o*S3pqCI+f`65*a~&=7PLj3QO5 zvq)`NAibUhnNBaq|LU63I8rUCV;gUoKbx-F)Ag>{v;pmNn^cKz3|e{V$#FqBq8^^d zb=N4;?ytr=2o6s}v^*1b?u_482RV1_>{V5IE4;MyjaU}(kdk@tK9}X}-;B!rp&xr!}-aq>gk+75)$PMipx5OAxN65X*GkvpC^OH7L zzCP#};?j2nF)^{3{$b*vbejpYD@6SAeEmOWpd7QD2% zP*=;!CBDxlp-HF9@ebM6>tme5erdx(9nEieXp17 zvh?dJw|4NtS!gk8Wzw2;|C3(j8?MJA5FjLw6~F7ae$ExHad&7Q-82$eekZv>mKH7i zzFK5_crLPQI)P5~JUP0xLf@U)@irn^nJ+p}x8;?Kk%||U2p8-a5^MdSJ~;3+Fn(m1 zl(Y8Nv&G`q{@Q89mXQS;2{lWevGoiFHg>bIh^-cVRk;1~{znntK;Ge2eRJ6EVbzU4 z69vK5pjs)_Ur;B)jlD9N)VA^A(dHH)>ztu?C`!%uT|7F}R?;7JBmr$q7%b7IZtRPb zpFj5%v7@e?F}Lh{KXBs~7qTY6_5MwDlf{-xSX5H7a+XxHVf?>8B1IRxb=bY=@!Xr$ zV+pK<%J5+$UxQ#t!Qut?PmNVE*kXcISMr~?>wzcSLS50n8B_0j-87?6NmZH6Rt{UM z)5w&P$9ol=2U<~%0~9Mi5QWL02^QJt$|>1-|H{4Ify>I&1^MnHohQFIpG@q`jIfg} zvYg0MQpOe46AJ=%j27sS`YRKA?%6AzV{yMJ+@IZ zB0}6s7PEQW^6RT;+M&~!k!1{vDp`=k@Y<7W?K7o69cbDN(ngJ$`~O6ruQ*bsirp>^ zMYfgQ3^Lrx^#Qbp=OCu7Z=ocYqB>$rGdcG$YhOg>GJ=$fXj^2vjlMb(RF(NUsP8&0 z29Jq_yv;$2^!)lys8*ovYT3UUCx%Xe(Pg83Mpsz1$K3&yG89l0K!0qvGE9z5K9!7y z@AXV=jPGeo@7BcB>xe7sl5j>tOP_f`B$#7r02Ko|T~8u-dyI17iv6-9MK%FHUE?@W z<3v=wlvPK^fRF9l(+zO2iHzG*{p%zCwN1p!o_VoBTCVB9r3OWL2NZ7ya4#HqF)?aJj8S%PA96qHNHNGn%M0t8wu z!e$Y%!3v_ozt3;RjP-1a?q~Os<<<6ywa&oL~+v0V;J zpDS19QE9ujHyf(P2w-ZRsalL=tGGBx%tf!K)nw&4(7l1>36%p*dX;PR8P=5z0C15D z06xldV>S0k3%1oFjT%>`rn%U2Ag=7`X6P9hu4MjoZT$Cf0}Nw-f}jUQUJ4M=!Kwyxh`1!=|B^fTYgPD;8xXS#MX@_-?1L;DvJ^BpK`&_g z@}$pZX2qsoo-;$$uBi25Zl1t%0x||eJBlqv-d4EWjj5x&A7i`S!)+I|EFCQL@ zjgJqtK%QjM&C(ED2ym7`Nh!`;6?(f?a$Gla`#P?a1VXi%adl820Rs6J$h;2isuZ;X9hY-sfilvd ztG-F^IQ3+liEigm8+;VdHO6~;!UiR>(KCZOxG|C6KpSz#z%U*1^gED_i2zL@4lS4o zH&*zW6PUCIVx&2&5(tt~N^K$|!JA)xLi%O7d;@PD^ZWjnmWdl$BewnFDeVEoI6+`KF7nAQlik9~#IhO;Fp@0P0nAAili z7BFy?sIrhB@m7Upgig>lUQKZHr4Sgvi6E2qa~f8cOu)=BhfTdBpr3wAM-$hUj%#cc zn)G7v-AKME1cVrgYVqYJkgY1A*KLGoAil7l^dN;<`N*;LoaN@zg>9WuC+6Xy_&sSOyE2jTdj4XdVfU>vQeG4igQK zz`RuD1UnrIB{7)PdF3Kc3kH+d;Fc*hCV=DSOK`6-c|fc@Rj&^lYQJB+zqs}+^XMc_ z<3T{LQPV2$##I7AVDGgXcP9)7bl}HJWYQA?S{gP4bY3y^u7Au(y0<~V5e&Hgu=MRA z7&{9TC&mU&=~Y{BTzz+Iq8FoV0@AsHyHXMiaR?YVuP5n4_IP$hCouxdmMk|d_;b}{a70M zcn(KC^oPEa%BHL%%U)L zOH0)(Ay|3*LWWyz1ep}|`oxGcaNSG>Vu9PbucT^#*Fyyjh(6@!NZxXmD2XmCY&)PC zw-ClqZXPAY8J-mh+$AD6TNoh7$DZddS68#$4y8+on^CpL0S2x=bM7r5%`JvC^$C;q zgG<5aWoQtYSW|JshVABHR@ip|J897Aho0FMOp)Mf%ap!O+h^<4O=ekX0B<4l!pd6( zOPBVQq{*@lItRvp^Pg&B>)D@Fr-ohs!{J*g_73#t%a)EBrpM+yt=%_bCvmeUBjh~{ zK1V`hSytV+qxwI=20^B7p?bOHvC)kT!KG|l#~R`*Q<4tl9QxSekuaw~OEyO5Puvw# zctTPXDaH`2ut^ik634MTBMd3vGM!FH`}@24b5>qxTnj$+YcNAaBz?yYcN zlk$T8+HT8KUmr9!HPgPJQMWpI?Mv>|8_5O`uKpGltYe$Xgr{$|JQV3x6%zWKyyZTt z?Rn-&izvOiYV+7pm)Q9Pqc~aC8dV;WYgB4qrBmmpEpAu&`p`;NG2=Pc3aq;Ke1YoIe&=DuL=c(e zi(Azi?qvI5nri4?QO%-?=N24GUui#BGxK^MJ_TrAa4ZoHIAI`tJd9jin(#yvZ8bvX zs;b8Is+Th)`XrVFP8#;OpiCm`!l>Y*84PH@@D<>xLi1U)rh`Q*DcKH5PN^0 zteb5im<-zvaMYOI|Bks+%ZS}(7vEfkBee78Y>uZ7D%B)0%g}DKO@y#HteRl^uFVy; z)Cm~wh|PDcN+Y5Rvmb4~)w1LSwPN(2SvB%XBq!J!iM$67KU0q(l+9z5$Z@E_L@=WU z1n)q}=1zNf#8*gt4{MK+!Hp&5LF#iujy21d>-SAGCT?kwRnp^}W|&kPK@Wd&JJxga zLzr<@XKq^Ck(A@G(q>iWjPow$Tbduw>dd%wnc}w3tZ~2*z4)I>?oSQmJ+qK*LWJj> zU_{p@=|8O*1MGO4JY_Ks4Lz@!YcB(Jn8mTQsO0|jo@dHRzW8ze6V*MNWdWVWs2h+^Uo-HhFlQBQTCQPsb(>z|Q z_r%u+y$twqRtk6n$YYD} z>e0khL}8FsdDXaKtGd`OJ}tkc>W30(VZ%WG-$Ccc7_`*IEetkw^nBa+`|)v-$5Z0g z0r%SEm?FG^Z}7d5@)s~3Dd_7V7zO<$R1;rJpI$7tl1p>xk-zx;9H%^&) zMx(Q`2HP6Xy9(?t{LKsHf!28yeGZX+0K_=TM6ES@>;( z1Y>O_pRT={4I-0ZGGuf)S@8U|o@Wuqy?Nn9lcS}`lzLJ>jMb1l&6Wh?mlqhe8U{mY zCkVEwu00~Un2;S?dV0ga{BYqLqkV0=rEKae{}8OA7;sNJ{5}S>H(|%~VOF|lYAM!R zvu^z}7Twx?abiXRlQ|1xCc={$1)41HG6PQ96(r8{CHDuoJl8v`5lx+JP->Rm zFq86zGG#3rH>40K@=LwJ zR+qMX!d_NMyg9fLsUc_iQNYHkLYY9#zQC!WlDn*>0gCHP4fDaEThPd{0*11jFp{6K ziHdH256-|tOnLXTkHB;7H`P`IK}P8_lz*F!p0hD}wIg$DTAZSBfkt{t74sTbS*| zw??#(X>R=$K%aZP zD(Q;gA@Z&zD|Ul6GBHRYx|o{;#7WI5sMzJ{II zew+d7V`!hg-BhpejP*WAvUDX*EH)-!R6BGMxZWr#eNJ8zXTK&)I>4cE zVC;GubJF0}PcrFx&X4)iD?Cex0-|07x$`|H%mR8l=+2`Kwtb4rioCk7e^5>}f6=o{ zAN^6$qb`mzjd#iUAh}gL2MZ+gtHC)OG#YOZiW`f~BRcOE-(=WdZ1&l7GR+Lwb0H@; z@#$<|kO~|+RF%NA{O5&8a9KcSyLO$r{&@A~g742f!+J&6Tf21zyiV7-F>Jm(VzyqR zB#C@c^u|^ND_fXq1;q|>oGqp51ma8~rBc#2!BJG=u&H}6wk>Xgs~=`J-1CTiNWot? zzT62HZofaHOEOh(g>BO*X%6zk0oIX!beJ?ZiF1I!X8hXa#`2sN3^e`OGS~?}48r`E zLdXhDZb5pi=BB>%!>`*EHOwx`PSi~)Jd;->gx|&qnzn5XLo6uL*+`%7_-;;mNI5 zbujo=va7XVH|NF?wynBkbAHry(|ik9TBk;H;7M_)nGJ;dvoueMLUES~rhvbQN`Ure z@FyRv{N`={`MVXrzAPO5ZY2w|s}v!VMh-AN^j+-CYdJQG7RTZnc&wO(#_;tc>ky9e z)dNbB2jKn$Cq>l(3rce;Eq=g01)YH!Aa+J^uMO;LwI`j*LC?bYXinUb>`ASAZeE)H z0K>(EkM}W&EJ26qx-Im61F{Rg1%bwv)N%uzWNs)?D}-9?rMT_Md-F?o7hSKtW9Sie ztrgw>wRyF9MU}tbkOIu+h~}>hd3-VBe?ap=AdH{^&EShKyG$yMdUYslCaQB9O6$aj zkB+Bg7SeCSHPn6WjL_kFqJ2j3-W7i{)$vTXerNI76TKsF`xpvr_yDRRqCi_sa4o4N4frdPY#Isovx>}q8Yuu zayQK59jRs;HE!6p${C+ii#WfXahvm(orsd5FPdn-V=|38pPTunelRn7uX!Iw?^o(j zJ37W(WG@-lcK(03xLDrF4&H>*jT-db_|gET7M;hHIP_gj!K$5XPPoX@RvFTre#;RX zMrzTfKnab<5ti09f|IwdeBN%D^*l6(4!m%iD31;0f@_bNw5U(4XgS*8 zYJV~S+IW2f#9NaUdEat62P<1ci|pYF@1e(YzP#s&uU>a*CbBUA;Z%}QKuF{H#^#{# zb2xvn8J+k!n1jRGGDl_N#cUn4*QkZx{H2pEbJ}y-CePWZlTqMhlA+(=*P_TKm!(g_ z9N~#nt8bO8FJ^O0CR?S`M-lRb-}RmbosrJn--PQg`@ob3e*CbjtGsrFHcoIf>=PDw zU3~le`V;!oRj!u0%6D_ZCR9<6S0`2sSc;|!Pr*oqAQ=d_Q&pL3%c#3o)U#hbh6;p{ z&YIU``7Hu@q-gZ8RTHU>P(AV{3P=>rYFpw`HhZF!aT32X-sjuoH!sWHx-8#*X_4Rb zm&{I&1m)`a`K=7my^kN>zmE_##q0U}R9^GZ*ZYT;9<;hlH|LZTKx`eMkTpk$6@(XK z0I|!@tFJp7Z{+tK@rFwXP(^RH?xdYV%N<*6 z^gzF^(TFeK)$#bHTY8*Zs(H1~=n5I_3`rLLi+ZRJtS81$ygYQjKT8fJvr>&j*FOMid76Cs~33WK9JtPXFCxnc@+jFYD( zhzIHf152m&l60F$sa@_?*^kG2iJSAgI3H?P$?uG*g`C|Y(2vvN3_LZ?h4M@7l=6se z2b*ES9s2w>X?=4ZN^d3%zt@8gJ(u&@oOjSszh>mzNgeZb>C)i z9KKnOTXq`adQK8eCTM zL^N_aaLnfGwxS-+C^u%J6lp!}vsX7ni{TFE>7Mb(ue>?|KR0)YCz89Ra*Ns#;GS`( zK6YkOyM4UdLsx>fbDk3zsk)82nRzR|vU-il^N=1U;dlIg6HPXp7cf&AkDW!C^GV}q zXGp6Lw>GxZwCzS+1`JMzIRvfCQk!w5aR%x;tp8|i8vYw{j(2C{O&Cyo~ z-5$^XUV-$F*=BC{>yc$wZ%}hNc0_NOucbE3>@yH zT@-IKIaFP)b71;8C^ZS=d+UNTJEP8L^b?RYMa<@R?YOC#_^it}MtlkSc4l$fieRgD z7*5pBzYPbnDU0!5*qhLGR!lR2VIkrF6x%+6NgdRKa1AdzKkAf&`25x3ECb+Ts8@WZ!;=RBMYR1tmiu$*9Q^C-;PZ( zvZ`rdZhrGTY8Zm!uk!l=SpghI#4qj<~xZZX*{uB94&e9 zAZO&M(*t(Kj}_)1{+M0hOcM! z=ZTx7D<~dM=t>KZwLdkiproX*nRX!?E{luKGqR{>FBz}hs4Xs9msXrskuw(4F8Mse z-AZLOnWtwZ=2MdOV@8giokcWAO!$ynv%a#Qod)}>c7(m?CjCGil_cDm?~~L-b&$=z zufKT1-dH;ogO}8&KkI1mr6Y~)ud?aahU5v1WrB=PsCwaEqzUm!1B3l!xenEiAGv}w zY29!IDthzWF5NG8qN`CWZCtvU$vcKG@k;GApv0?7nlE&qyrv@Vf0Es2NQCiU+RRQ@ zXP?&Dl?+~<=osbv9YiMjv}nw}9ap9 zwg@Qw)f|5gUv^q(oL}GP*6NeR6m$Y(! z?BcDCJg!k>WH$Eh>E|or>6CwWWlk+cpe(W?y}X{hKDz~R2eg%4&59s&FJdmzGgm&y%51-+6bt&gn9^5ioJ0su> zDx;K!X|ILb4+*3)_?@aO7JW<==>0Y#FgNF|(FkdrVL&umOxM~LETp&f+szc!IuUU3 zIFGkI_enK#+zcfME095X9^RO`-{rWB7SHVd2-{S(&Cx*!Ii^@Rx%61{j%@!yjU4}W ztn^;;gbVe!4#-}@m-+8U6W6<>5~A~6W`qQ~RO+m~1HCn=Kwx_6H8Ou0{N(6yYN+-g z0JizlNF#S>??snt=ZNF-A&s(JeWvm;JN z?pCyoC;EuK62my^*#Zjk(STi{y0tX_J3w5g;bXBrE$U`Hv2#<*x|2&m^h6MXqC-?S z9v@v@1a?p`8G+0z!B*R5IxBkP67qzof9R9&3?2E~mAcV{1@0KDe$3Q%yTO2K%Hw^? zy0r}S59MOsAE&@G{>RVTpvnj+m@ul4rE!5ff?Me%Dgn=OYv{HShE^aLO%xO_E^I8Hb8{Wi=7FA_UtWAk zWI5k0qmX0aX|K3hA;EZQ)Az}-x8IuhVX1pF1fNNwJ#eP&`MupeJtGAgjQ-1JV!TfG zcPkX(y8R#gcis{Fa9L6qK{w5AM3=cQIz+AYB&)eu_U8_jzwp`UWb%?4_eU?qI!Wp4MR$eI|uQxaALYAQGXh-!J*aYj8RqRMVuoghGtV`&bNF$f$e{WMcVsw^h;%fAw>w>x zrU3^WGnRUmT-y^;O(eB-Fnl`|y$<>q*}#6R=+GPgWV-<))SGg6o8+!DewEfcW#tOk znF=F=t5RTR{);_gb9K5mTcZU@CVI0%r!X|*S9ifX!p7TZ!3z8oTERWZ!c&J80%=HM zP(+#15E;s8ym;nMi8L-7l=^DIhsRTbVoa$HMTJqG=yE=<_y6{ za}4i@PbYCl6jlGBqFUw-#ff{W4p^g$jp~t14y9{uuA2Kds?^HyU1z#>h>iG_8CPn> zI5=OOO>H_2JfJdp+OO`V0IyNsU+rB_7&m4K5aNUz`)_&pfGKmQU{MP_{G z{OiI|GsjtMnLa5z+Wn;-iPU~b_@APLnXCl}@EX^y9KxZdd{gNflEC- zz_c*BYaT3K=lu%q68J@@@Jy>j03=LF7p4i-p7iQ#eZ9RoA3t`j9er8({%xP%7L0R& zNWzB3QUvYTxwyDE_Xm1A78hSnHF#H${_0Y3t}Y*4;V;p)MObC*H*}@ylBX)4c{g1q z_>yPca+1f+%gf8eNXz~3i_<3$;(=6nKwqcW|F!i6YH5=>MYh?xq9`gSnh3=p0Fj8)6>&i zdn&K`XF0Ak;|0e~C5(P`Jfwb49kXa!i2tURp`q_PkOzG9>FZn>LxM?c2;+F_Ro#+ z&;9f7xFF+4*d|Cwo5}Mn!RzLH)BF|=LNJp9bruRL{dUp>$KRnaCCT|@ok-1p1aITL z56Y1`jjvBIzaPA-wv_q59@}>`Oq!o#)H!aq3l6v*q^JUEp7^lm(|%LQ(s<4C0)_)T zqYrm3A8)mW;2nVp9>*T!JB zL`$kw?;myYf1k`B+xRaiUaZGYGv9>lr&ekGe1aLT9u;Lqe5tdbE#l?AUh7v$Oxn|z zUA%51;IXfxZ=%ESd2)=S)7@t&EvCzdTfq15X_xX$x{r|byYe~R%S+nt7P4E+BRK5z z#bR9pb(3Cj(!HvG-}PW)?$T1aCtZN6VX7)S&qqDqRNgrTe#EXo+N&?*{j29w#OEU? z>7jUd+LTIaYB?9REY%d4<6FSUuAE~kV9ojgvGA^tzP)gCI0s-BDbBNy8`I8M)6jFsZrH zlIbv?_3O4nd`W$`LDBq!wC7#>^r2E-?+40YGvALxm z3vwNQmyqMb~v}YawvXiO5=k_j{g!oXC3zV4Lk9F z9VE?uB0t<&fq>J{{X=?=a8jvliK(TgAnRX^5G@;*$AXTd5j53~a@&|SovDKk&W*>* zZ^Sk>?A#}PqOQ&W5`{4C61Iz&@@_=XB}W5;$^V)K@E_N$i~y0J)G7azfB&k$(Qy3_ z zh|*61>FCJf;qT_xZAS`YrBGfnY_BmN78HkKS)#N1{KbbiA#jB&ebh4JaGxthCjp{G zuWIh4%)I0Nuaj_@{KqhU1k^Ey8ZswuCAE8>#2-m?W{tetWm6`8NGZ!~ezEe}^@>EpNauqJn~eqQIu3 zf(QsGy%!bfU1|ui0n%&e0TmGx1*A$xI?|+ungD_b2uSaQ7Fy_?gz_%*?6ddT?(chl z*Xti#G39yIGi$Axd+wPv^N{9m?!%ue^7a*neHu=kSs!T6n?9owr%tjVRQ9tj0Uh}0 z+xThR6u7@Spfz;zlyj`Tcb@YvoqeI9{G%X*o#IbzNusvh5 zA)%toDEhIq4*u0W2I)gYT zK1?SpD<$PNtHIV+2&={H%z#3RUc&mi6Qt?HU#mjMg;)Vn_TzCAlRBe*ZklV2=jrk5 zLkolni1L~SH{bQ-K7e`4pLCNm09?uIA}>PH}IGK1OBmf!$H@r2SBtPmWCKLO^6m&eLcab4cE{ zo%*mS-4DEMpLTOQHGVBzp$9vT@QacE8~hYfBKAd~pAGFSDV{8-GClags~{M;8`or1d3ppN zgfJm!YFrz!o9O3?o&16pTF9y3RCV7&`EW(b{xb5t1W5d)i;2 zcg3KGs4lscO$&BL?T@2NSS+?TdO4Yu?K}-}Beqe3yJvN%sc><=O1;^0+~ zhTMpJL-yvnv}6Kz3s07dL3aC;h&$Zc$%@QOr2TDHbJ!$xjjiJ&ohy-15ju6RY3HB5xhlhvfEa}+U@nL6Yb+A;&O{{5-`8tb1=dz(n!@bZa&5CDIE`1{wjkG0n&w)#^)$0Ik&p{1P& zYU~Hh{{GeDceFyzMBIO`I+2z@Lo;zH#B&h(sxcnQaW7c2jhicdQVee_ zPjg?#G?!6x`&IHQ|)f;l<&CJy8Lic|zZ(%Qg%dF{6`}2VppP!vdN~x}{7At*a zE|+X~{<pKfde;kzdH5Gc_x~TyvlSs{taCb{#y~z{4!T{<%4OE}>NA43 zLn$?{X{&$BHNrs4{1Gt?9f3GuejeqUqyj076`?4kpb3SA)4x_Ydq45{ zd0qA36GOqQ&tJSCZu#~tdHM+k&12B(^lN2Z^oiA?;fVhg{>X|x#ZCm_mkiMOYrFh? zKINF%L!%7cUU*>VEiYV{VasKwtnJ%+Nn`_MmEUFk{{x`@evv<4gW_O7?PX2ev-m$^ zx<~3n@&kq!Um^Z7-v5Ei&qBAAyn^zEiqG__tYebrv5q4TAF9s&OkItX-9tt z`GKs@BW2q^HYqa8KYmq`>DC0zVf0zso)98zan2QU?R2*@pB92I?zs@q#@!pDRO$73 zjFuZ1->wEmjdZRf`iu<>vs*$w(s7F{)}?#?L{pvTluhb`ZrRPn(mQiAsZN&ly_{Ng zU(tSgogTv?x#<@95*kRt0+deM!-%V*m(}f|?7JJ3~a!2VjNFSZT;t@5fOKC zICOqlxu|#l$D(Lr@;ht&><0@ZDjimLo3kw?vRdl;;zx~tyiq95w!~4Yw0BVo*>=D8 zWI;$Qb#Ae3EvQ5K3;Le-q~04z?r_%93-N?p%aJL?ytL##0SKSs6;P`PJ83c#$1@i4kwC5OY>M|e1oK2tdMbXxqrLbEPpY1Q?wr5-6TMc5R1L9DtfES}kpJu+0V%yuW}mr{!a1T!oT zdy4U1ZRLxLh__-5@T!%`J+h85K2a5?SNfu*hxSWdScG~a7HpC1)EEoe49k~!|>tBS-mAvrlkw=~KP4CX>E6h@ec?q?7Y;Zwc2{T(mv!50= z1nrN!)=f(;`_ga8_RdO@MtS(J94aPF3{h(Q)AGsP;Rw~zGQ8iZB^l!5CwGVK=EHs6 zi0J74^ObL8UdY`&MQg8;ewwlC>Zc%;zgGS@`)AuP#w}yEZYpYODJd`7BHo9qVy#ri z->f^SsI1uvS6eP|Tcss##Ktp>?Su%o`lN079xmHxux?oOr%hi%i-;T@kP6$4y`l~e z+al{{J`LGl0J~f_+6TpE|6U^ceRso3b+JrRc?L{CS}fC0de#*jO6nWpi$iaEc}}5J z=RduM4SR_Fmy95Ku5?yNg)386(k7(D(*$S6XQE=sqaQG8K5zFfYy8`o&(@oupwh&| zWrEK)*FjWF8O4IC**k7lvxkWRlmJdZhylG6@&3Jhb8~aANJLzmD&UyzBbu$$KmKVB z{zrClspfe$XPBO08=h;a6ct+{^_O@eZw3n#G3Ly+m7UG1I{_;LGLPHJz5D8ds==zLH{x_`vBqsEPnC7)vB|)T*^*omSN1-+sC|_MhL>EQFpSj|8nl^AaUXjgw9! zbGcnzIR4V{|$4;yP!7ZHX5- zmv5Z?b_W1cxut8*B0raUd5<&y!gz1bKH*Sg5mHypg7~sE{K4`4U#Og)^X|^Bm6%A| zbKApM<%jpN!s#&ulIa^Od~WgkbpGo*@KB)Y;SN8>1^z{u{=U$_SdW$15;LRw?^^lC zv$JYa*4HDWBZVIj&;3Sm_CSxvHd^R6`};_?p4BE{_>+}q;}xh_$CAuPoTHaJzk97* zZueb!(+b?~7v|CjX);HPKe{cKG*w+<=lsiF zKd35B@`!b{8C09n6o0MqCa5%T#ndBaMvCxO<}2fG!jW?T4?{Bh!sPeGe?E}>IlbFK zG(K1=nh$Yw)%cbhU*6#wsl=nrr=#1-J0q$%ABc*qM%=wGNnVMStZq!|2Rj`1wM{i} zK1c6V+-SS~3((5LqIStN8#8kfOP1mt+6L6$-^-{#7WOxkT4Z|HV! z^yX+!G*^{}GlTFFqUD?IZE}ovf-4P8ClHSuX@cO}_9Q$*Tbz(~zowd6nk<^2&&uzK z4@Uvp=A$4oQQMTBw`!xV#;%kH+l{jk!)3gAhYv3lqLxIfp_ha%pdONjmumU6PAk1y&8=a}wxBswybF7!oKvie@(;PMUqU7wAdeZY|`$ryj)ZyNDW zf8Yc4^^tOI*{Q8*ua(T;1FCe{TwdRFZOW)+>G3lvI`aBsMIQ_@e2(zeuIKez#5wFO zOj62dX6RTs+1cmV7S;!gT?#FcqqkdU+duO81#1se`+nT;*>k@Jmzg|+*x%uo#m&|( z-?)($3G>ZcpzO)9Wh}K(fXS?#f=h23LMiQk->S=}&cB3P_zC|03EO#H;%e!er20wX zTTf!0Oj+RCJQ}l7f~LrdrW2%HJkh}^ln0c3_{UA>(iDTm-cmA%sF9i_1Un{2!s4$b zNxmq{ZO>HqJ;)9bUm367m>Z5ZO$ne{DKIE=l0>`;Nv`OS&fGxx_)u?2VTJfUb-(P^ zNI#;G(%BOXWhi}`z2UAp$s8x5LqHwm>YV?5cy_0#$;g7ZM>MXm0<*Y$@x#qSu9nu; z90IdEl^k39ssE_?+@fA-ondXX4QAtqN-uZh-Y~hPyroAZ+=2QpHUHwmbwhM;k*l@J zYh~s8C2$@yA-h~8Dc^8u(394OJ}lNcR-a_(zTdm<(KuYD?U{PdM**2@s{YQntjD&% zbpI-1z4oA?BYU(oHB=yO8q`Pec}PuTH=v{l^I|SU`|=t-NDB88k>1JtnrHl)>~Fqx zFZCaxk@C`lT{*l4F!D=ubh!NVOi>e(Ex1i*0bU_lPMYP~9cjvI;x848r)Oq#e0*dk zF7s_!Qznc4E)jUBoW{neZGkvZ>+6$6ulodHMjduz@&1`lNFEFthKtw|+g!_ez>j7} zcpuel4%5MYe4B;+FgkWv9C&6GGR9e{PM>D~U)?BolJgklCK1ia{O<=p4c3|G`p~LQ zBTX6JPrL+}%WLBkUNw~GoUf6-8D7S;%7pxHvenOB;0qKje&gBi=7xxvB8sR0rQX_3 zIp>=(q(Of6ulf1UE@N{ce*KY7LHS>l^uGcTBGASP_}0vqSghk~@b3z)P*Sl!DmC#&@qYP8h#-zW0;ogblRE}dJxo8Bhi=j!3*;qeO) zJd=ZR0&oFGoSKmRIUjOrXP&T|zqA$QS!Bri6Y2fqiWG5ju2lm&9gRR+H&NF#tTDx6#kI;Vhk!XPr={E zY$o62wrXGgW^2w_v&OH&n@dUPzPsH|FaC2%7cK!%itBNx`#s$Fyi)DKd?otn;wD!< z^aFaqLIS^LJ=eHmK4f;tHK2CDS`oi|G;JnXkU@E`27hzQ!{NSMXnDrIeAPc5pG^yL z%&Om>J-3!^?vzV>X99?ctP24e+>*zT8*1l5hCF!{~9AbMg+F1O0gB`KjEd{ktIttdp zde;p>FiCO-)whDhLWVsb^$qtdZwthqxNtS6cIfrj87Zn{Q?nTn=Ly@3o;Hzrm)@9h$5F0 z2|HaiPO*IMdp`L69e;`P?>+*8+l~;&%aIY0R%k}3FH^$JLv!N_$2=$%>2LChK9*0k zA{FX)VA^x$`I2PNoGhzaTEV@L)LTtSn*Hbvp`{zVAJdQa%?KOeWKPRE@?Qyh=Zh6I z_-dRxec^IZrTxy)rdxIU+0COjY$<}3-JD9l@H#QNw48T=E7T9QzFuy;OA!dE`7(; zLmM|^$zn}C2bzTlpPJ?-I$-^_>>TV}xmekSso7c0OjBD)+*CA*@S%NWhhKtF`+T!r zRM3Tm)S5pLe_p+6*Df}8hqZDlb#}hiH9=3yL&BD8DBs|_#yiQ{HRwj%J&W!SL_kqz6vi46ix43arsDcj0e;C)LMW&4Qjf zM2~Sls0{FN3@xork;-CZ-QN_h$$pVK3V|mFQHm#;8m)>8H-F1GEh=@#S^q{xqqV+P zT|4vkg06@_N&kh-87kPqv)RfQyr2?daEVGDHFoJuv991E(b8BIGJWN6T{;#1B1st6J3xHdX2{PDwhhhNI`0udaQ0Vt=C*{?o~>OS18oBa*J|n+Qll? z+ex2j3SYl|?b78Fpp&|JWAv-AB4sa}#7$i3bZ~$7KCi5C?j>5WI~>O7)eii$}M!M3$wGK}7(1sWqD_i#x2PWf(wUb4Y?^!LnSN-33s zjD)InPN-cJ83Vd-PIYu9hg>!lP)nXiVO~!|$&@zqTWeU$?~>Yx2kxVWMD`9iHs;=% zo?H|u(&^rEe6w)JU&8n!ace!hu(*G$g=k^x~pXSnB=uFxb&!^#LBY@3d?K_)qcw2F? zMs`$knp#C&rPIUPl)B(EHZPz_Eh+a!$^l0l$#Qp`YnJUxeu?S34DdPS%|c__mJYo< zzSA4gxEn3743I>F@;My7jm3TJ`Dn>gV+;qH*ad%xB3gJ-da&B&_o`F%s(p8XVYF%ZEpftMdQVs!oExzNC-4+t^A-&({iR7cUe#Az@%$JqBM)(P9mw?% z?P2<>|5V6w2)1WSfw(W%Q>gx_rHF_fIcnv*bnn+XVXE#exUxzfs4$m*$4P#Wct@WR z;t>SZh-P*rOCU^2<2|yg5&Q+Q%s(uBEAe@pSsi|FOpk7PV@uoF*iF}w%0LV zVqr&Kidfg~87gutANne$Cmk-*Zy4FSRbgwF;D-|QIfxp4eH@1LQ7 z=MtK1ACo_4t!I|OQIc~2cRW*m@GA?e)D$9&GJw5&Y{rh*t#SbAz91&5v;RaE6 zD}+D%*UV?}o^n5Jc~6CbBZv1Hhb<3ZNz!v}kLpiwXq~yFT=U-kIU`fy7I{?}m`PDk zQMW*vN@UpZ0IK*~hiN2DZn%ao`e4JL(sD>}b0UjS!aLj7FoklzQ{YrXXb8G}OV!r~ zuL$}vrYFI9XfzTX;*9eo8+>MRr%A&hJ$)_v@g^Xp=@-O!j#o~8;K0dkyXa)5gE%`obIHmked4EA4SD!G-AZ(7 z;pPdC#Oz}7YTm*aF(n?JyI7_I_ed!jRx6??oHJwH(1l?;fe&a)D-J$1`{?R&w-sT! zV1BBVB_h`fn^;x4%HuqjYA|=ml$uDxsB)V~@9JsDCoSU^e6; z&TLv$iPj({28gUh&q>8Ci?2OWQQ5Q&V$x!J`BtJO#gGo{(`{2|CM`rYE^CEOx;I@Gd&!{;4})n8M;eG z3=fmj*1ixK6{S-5Gi-tU*#k1z5nwqh)%c>1BN=H+PsaS>Mk*dmOs8g zo^u&BwT56y)lkx+*GJ7gR1V@9?%X=ZT+MvSWH+D@A{OK_@oq1_ylOSdTXTf>5JeTS z;@q&!{v2J;-%m&WCeN#4>{~T*kMNdseTE#0b^lf_#7<8>R&SKQQ?I+OU>_<#+s`PT&5gAqBLtm96rfxHOhmJIeKqJdGe53>|}Z!OsrKba9Lq;rC)9_?2B)EPQg`I z>h@0TiXeYKbJeY_idsy8_U?}I6d}#w>p`hg#-O5O`B?cH67f`tl*GOQ^uwtba}TrI zF_^-1q_vT7P#o49eU*3Nr`|Exq4y``NXEIxzxQBn+vDrsVUhNn<73Y?t%;R27mi-N zTp+&v$;>Ov$aJ7mm@mcaeV2TUcS>s`Qpet1v0j*#)yexcr9jdn$C_KHhGr?zJ<_#| zLks$9vqaSKHsNq2PeAV{y;Nz42)vU!|) zRN^6)RG!{d-^eH?KRhDhlIy4z&*Df$IEbBOgB16V`fEG}#>OfjM&je)wBCpfu38OwnrQF^BE#9~f^Hvln&3THZK#nr z)UHOqLBlmF*O2R}b+8W~c64>4ohX#aFtxZUd?tD6dHMDL4ru<$c%HdF(@d2EWi{%t z*=xq5&ofAqeuc_5H=OsK%EVKfy|yUGX=%rTU@$+9V7-56g*T~3@4sR<^ZE5EG;Mf` zWJ8*713DwVTp%yg%-2r{ohdcxP^Z6%L0}#egZa-ySyZe>*?CR!O`WgBSU_b+yY&4c z?Dq5apRUs7U$g%;G}s7iN@&6H!-_z`$%2(#g5FHU+p_PzngZkaU_#C+e2RBAXOd5T z;4a_y(>W29=`Bu`H~Wj%6{xro8B4ldv<3&D0o&8wPkQ)~t07XiL1mK1Tc}fOk+xP< zEg4Lt-S(C9*Fes86pY@&L&j(BW5C>}oP09l3<%N=9M+cIOVVZL;^)tdhWW(sRnA>G zZUJSvHrW{4_Lg374s=fI#8!k4Wpbw(N2-Ay=Bc1zXaJ@3rq&QBTWZ;prCkEY>9=KN zl?M)$*;=EAN^I|dE*jN#apX3`W$HX2zHO#WjRpgktR^!BGQh?8RWwAuN-e}T!C(s zPiOSyf!TPzcZE@m3AbPv=*%b6?KLt4D8nok!d4=>%Fac`@$Fq!4iZFu!D4CX#)7xw zQ3B+d`BH+LH^0`s;Mji2iPW|gcrzf9>)k1>On12NXa??OWRgxX^D(4m)x3#U(ztSU z_Ew$^4IJfqfCZh)xp-UhVkvwFi2C{2%7U}jDPMp=&3vw_5UuiG-9swWCvzxv)pu|J5^K8LqTz1Ij~vuZ9f#EFv< zJZpq}pzM*~%5`Z>Uk`RV|1mUx1LmUHHJOW8pL$rh+PdL5zMZoEh>Q|aMg?Xy5j@l% zg}ku!q@yq#=esM9zJ#9}hl=NG&^n5{PIR2Rviz9Hp7n0wY*YVz6L-~Hg%ipot2=G- zu5n9WH_cWP#htG?I>47lDnwR5Cs{ww?L}o!`Y2_&Y*X)#Ikw#E`>n(llQ1TCjaO%@ zC?Y#fba1Ff?FwI>{qo*KKiWV9JJ18VJV1;~o?bYvkKNmSE7+dg%8wr5`_euy zKuMcYJiQ5uzH}$JjVUAWn;-k~Al;y|o5s0A&&J6l?RXok63HK99cj0my8PlI_c-yMD+&iqm$lXN>+@ycK8p`1$Sb1gCO z(MNGE_nGL@3R6COP+YjK@N4Yp>ijypMO99@OZ1f+CRt4*78XX35N==A!L09YNn8Y| z^A8P(?Y9qJ6ZVe1=FI)H;plKkT9YfI_B3z2t%!`!$P4(i{2$jAMXFczmjju3p}QMD z);%=&gNg?pP~!*4eUD+=_Bp7Ro<&YS;8QOscBfjQY)_5b>Em7^K{9j)F$P_qDX-s=us&LJ}IJOb$c|&h6rr!#bLO?4Ewe@r{#H z@0<~3PUKWmNWZ+EsdlqA%v8Na!$C%p{q;$oYR?VOV6lMmaMZDh*%Qv41Vh>-nC>-i zfmRjraiaEpCmJxmM^MtU9{$%!wZ)TLP)=Hr25;86hsJ8WxBO z-|UBXCAaKG#A+tDK&O^8p8WFL_E)8BhlFY(K}fB_HoFPs^h4hTkvt|w)N(Le>k>rE z>oSVi8I1-FYR*~>7Nt{msSI9IkJTzRZ*!4xZfS4t^J(4F!h+&QDM9PprZb+PvrBiw z>xHr1BR1K;?4`e0YbADlIqbT=JxxBWd-NKLcu=E^66Bw0`l_ggH?MfwajQAx zt`oC`^v^ZG8xyRT$ibPkiPVnapUnv+v7flH4ZkY9X^ww@>njJ)+zASmWgoNK&l$&w zYRI?H@1HJx>o+HS+22}dR&toSs$RzB5LNm8tEJ!I-B08O+4i_D%jUp*7^gp)({hzAQGhaqG`w(}x1VM{eA5tYw4k?*-Uh*{ z7;iQ8(MngtsmZ3%*#5AlbDM?Hdvwo?;}r zv7Ld`?u!q7wSRHE1-ce=R2e@w=co(=-P8e7lfT zeZy!C)q7HDx2EfjOfE>@uv|5VwBx-Ow(u!l2(V=Zf>C)4SHe&E|R=AQ-^V8Z zV%4jY;qhf#S?g2@K-WCvN4ZDwRafN2YIKP@DgY(1OyQ>q&Ct;bV5i2!2o3wRIBWjwOnN`b`s>9TnlKabtpj1pxwk{|0%h7VntLh07 zda|rh$Z;&&HDt3{f3DFT9{t=OO-x$mFpsz=l`l6I&cX)}<``UYh!PV{z&5jK^^p1U{zl_(Q zc4RrTg$}P|@3&xzi>{0S$(XYD!~2l%-d9YD+>xhc8PCZNzq#Ujg7Mq%GtSdrLKkxc zk2jIxbELS&qL;(i;bT7R?Xbf5mBnXQ8()Z4@w+BevtwfDwhM&|(plUTSb@3s3R}!l zu@PNpzG;bkhz(+ix(`2SVU$P;8fx`Nhes#zQwHbn0mNCIdF#yhlD+!SDm&EO899)j z8BK1FqV-xI6z2mTj<@flhgK){^Uhu9v-qwG8+ciaS~cInis@wE*c}`nvxfW{J+|TT zf?CG16y3rt!h%|vomtQ?6+%|s7^SogWhGrL8!Bm6tq4tPG$MSb$-P7|_DD5t^xh?p zV!|VX;@8)FfjPwb%uNv;9?B?zuaW!am!?bV$?=G_Op?RcDS{sW-xFDf5si9zOUb!_ETj|{%O38gjlh5wKk zCIB=)UQwz}f^At&7-w#Ks+zC!_8X~KJHQvFyUZyD9dm19)Wwj2bFS`YK?yc*V` zWM`L8S-Jj5BlvYNz2K{%GD}>)xf#{#Fr)Y1a=(55u2wk{YwhCDX|xMF!qZXwar4>Z zH3>+IDm`WBOhQ~!>c^AOOhVG2CNMlSJgKo|%ftVvDaaRD9C%;OOli0bS`QC3$dfXs zA^WiH8{7t_CnPP}nT)Gkc@c+uvl4R6X22~KuknmB@N@D6trE9HP)sG$k%bws>KBo= zs~h+C;^Sv6K4xTOEY$Mab9_Icqv4%+vXCilnvI{(bV9|{5|`Uy)_+(N<-eRdVB4Rc zkl!KEKeg=yeU45#Ykkdv(K{GE(;7x-%CX`|G8l1s1hmEe#N@4LPtRuuF3`N0vA3)?N=bQ^ z3r#Tz5gV6PTSFtFgBLnZAZ?*+4I<8A4e*zc1^_HOD&Gc`=;`XfJNXCWfya0?@{vit zWJ=Eao+DDM{X12mT~)82yun&jy|4p{AoYIZa_gs=s!s8VoSZDnl?+uMrJ|?~w}~6q z%QYole+I}HQn`v8&Z@4y8-Rq%elF1D+s9V&ALQS%bd1{mGGiSa0&qCb(o;*Q0eeX6 zZaJ4k@E+`^aX(S*@r8%jBd7p{02*G~G<8Mb-M6Z~Lske$5>NM{i$II2YaP zh;2t-v+)JJJ3IYD?XVf^fiA%A>^zL|J@&j)I`ITOu{g}^!G2(7J;IfJg2yOD@juTB z?p*B8yYCw!ih>PIT_?#qw|}s3a-x0ss5&A?-#9)!p7Ho*_(Ln2A~??ZGGO(VTH%VD z4B?;bL3MX@ure(z?LuSZw#j`BM_7U~=|he?5_Qk-P!dtn3pAM4wVco&V-OV|EO>Lj zx5#<6eVZccQLKl8NLDj8T|l7(epcAzbh#bO6aK5)~G(X$teTQ zWOy@QpCP(|gYGPS>S*?e5vs;VT`W)mhHrL*TaQw}S^BKa8(5`jsPE=uR(Foi?515( zo|{i=7PbJ>6lKHf0ZOooms)mzWw}UcFkox0&d_= zRAKDOy{4A{W>z`Opo$R60L9$x+ASy73`b8Z-hl45!ey^uDs*n-i?$dXhFt|vXYK-l zAvcBGw?gf12(sXEA>H@L(Didb|6-lbzZcpKf&sv(2)H8xPFx&J1>)FX)beZ6q(22{)$ zHi%+x2KK|!d&EDp84xK^eEo689=@ewZ-M~? zvUJQ*Vp=Ru`-vy}t0QI2P4eKz#$!H;)wU)$ zUjtQ$a_)LW@??VZxHWo(r!IR`JqnO^;39Vs?!cE2A` zr5)^sRI0`ag*f_35&b*%li@=4|MlfC0LpBY|55Ehsh>y{UOZf0zB*H8C1J_8co#r0 z-a=ecSBu+B#afj2QY>Tt`Hghv$?%&67Y@IM4$Cw?N3*&$Y7Du~kgtHnc!6r#wl?(n z>kOf|n=YIu=e-7W23>|OB(95}m;Mk@meLFYPns`4{3ry(pP1Wl6flys0*$ZodpT-o z0kRi;dEVxeB{c8t;2Mjc-^Hr*adg>@Z8!hiclkLu2-uV?bb$7#YuS+Dbb(?YHUQQJ zsn@NHXU_**sd0RTy^W&j$SbB{9kZdPz9&BbWhqjv)XQzqzchCemv?WM@lHFUSNWyi ziP_e@&uK;28y!t{{N__qoVEgtnG`?WV2z8l{xw8Iazx5^BNuDbkk2aClW+=OHs@o>s|6_=q1X|HYev3^j_h|3fAK%AfC zdzPU6XlstfUQ9}LSd>ABQ`l_q`q($nGXfkq6QyLZ8~pU*WAKx*&MG&1L{t)@&9B`i2x*5}uEe=iRmSgo*S6f+b9P1h9LxcVvp2_ca3w?r9|$^}FbjA% z4n99g+BMl2G!Hn}9w~RoENDm)p}FT1Uw?Z`JBKB0_0bM?fKz=`ROHa?Q~O2ChtvHR z6C}qA0y^n}ihKI+^#U$n=?U^-4DGQ$UR(f{)*^~Y@kY#x?u?R$Sk<`1w8og>*Pa4u zL$-!{DFGb3`L0P63APGL*m{f|g!v^_GTLo|*LA?Pp?Ta^*eotwL`s=%Y=m}rYx9u= zCF7#|O~7}D+3l+v+DMH&S+&5xsUOaVvA%wCvE9=<7yi>T0W5zKA!T@-O_(a*epLh@ zo#0EDwBTa~fzke`g5j+1Hl&|?+_uy*A=(MVD2m%&@MQl3(YIv;w*j<>aQN{_>h0#Y z$s4^(B9pZkaoP*4kPVXsXW2BW3#!OHJE)hx9th$d5B1G}MXM+jeQl=7JL6F^=B1e~ z`Bd#Ve|2LC@JFfq|LY`WGr{|&5|14w;5=2vPghQL6T_RS6pg!k^6ODJ_WCXkS?X+$ z&k00hv^;Q)mX|z(2GFMQwp=k7h|vLWHw~o^2pENsS0%%%!j?#`y<;|!(6ohZTyAx2 z2;&m7RRK)bELI1%h$uq(8^DpqGvlEddzsm7Q5E^ptST+sh^ z{1DMmf5{ufBSgMT+O*9+Ljjt9LOXFd{))^^HKpN4#(?y!I=+r^$gvZZQU@D|tyYJ& z_+QPtjLbQcIk)aMwS+h#n z4D&5tltPZj=Q!SB>)~UxVZ3;gWd2TrzylQFL12xNHfi2$J#6TW5_cS!VSji%y30d1+SK&sH8VT z+mQ#MNjSq3=4;`yxrku{nDx%`H_vUhb@vS+J^0_ z)Y0z3pKZKuY^Nj6@@+U9i67IaC2q4daLMY*62%Y}i6q=HtwQS6NF`IZ2e_Gry78R+ z$~U`vCGq7oJO$M{q;TPjk6*;@S5OMhJ`f}|gzE*MhcDH%o7 zlBRegj&{&T^w_lOJH{pm*Bf)6qE`DzCU?z40&X3SC~7##Jh42`k#8a7uHMgI%$Yu| z#5ef|XW7T5cCY}$T_#qn#ZIxFjHeX*^0a>D31Bt~T_#w=qG>I-aIcFGaYZ^AYgxuD0CCIIC@IUE^ON9V+m0~@w9te5FRYn9=0>2xp z_#J9@KI#i_&8YhLV=$g)dd=zp)(U-6yY;o-X~dn8*(~XJ2fLQ#5y+H042)U-*)0a0C`07IDqWvTN(rMFE$d(Tg6VT?ifXPJTIXUv{aL>6DG(KI$1p?(R`mA~a=v@14(;c4JfB+&tM9K)`s+4B@yFrpHnC`& zbV$W28HB{-_`zg{`KqzioXbuLXUA8H`I1gr@|bry`Xcc2nOn<9&|#|PKsu3?N8<6< za}1y>Rxn4)mcqWW*6`fWwI}O?oL|bHI^8S)c?J@nD*(IarI$TW2^uDEkr}x*#JEEq z_(bKLl1rG4ZyGMM?dG}bL2gQE_$tm_kIO#$dk!3f*nxV^#8_;q=$dA?K&YH+MGYrW z4&!biu3lQVQ&#BDepi@+$&?-^p18Nd6~2BMjUjQk z_DmEcE--Hq9Tt|ONsbh$_Lv$<(WSY!DiVVrWh{-jngJ5~%i3HZ7%mofoIGMvbAqLD z($kNSL%1v8-n!$O%?9#LfEQ%@-A$n$co-n0%CCcX+(j|rc~!7Lhs>b45Dv0Rl-0~` zfZLu1nJYiQ?;o3BMtA>{`GT$dmAu2S-&h8M02De5`~Jn?#d{^w_~tdm8fyLVqRSR! z*yvB~>)!F;)GggJ?D%}RrcAa$tdr1y8mQ#D*5NeoqM>nhYozC%tBZK9Mvn4V2#ND~ z*Telid=Pp6Z0!n**W$-vQ39XFnjj2YQJ`}#jpdA9C>-?wiG1NF1qVIs81 zbhVOYkVkPs6fZ&$0Pb%49p6d0kZI1(yp8fhM$%_&HB zIA>)1Dy`Z@By5ilel=>upRKwyh#Pa!O*ph&=GA_By+7K7rNR7L*Enx{x=+Jmiq?C? z1HQ07{nRB-UGi~WVehcvnM;L2K#_2J0n7%%AvvxbD!?Q3N?3Wp`Dl6ld137v<_VLl z`*|L=1R(fUZ_)e}yZv-^T@r^2c734gvLbhS%}`wxEf9Gihre|R$XzL0QUT}LJAKr8 z4ZpkLP{tmJ2|~b%%;aLRHzhINqRqM)iMuO-0b#YKcjyv2&1RX2Lk7*sL)*chyEQS* zu_l^!N(7TfIJr|7?Omi3Z6eOk@>L$t8XOb3vMKL<(6>PNq6HUHLThq74q6s**6av< zKqDRp2q0pr!}Y(G2uLa#O>-#a>wfPW676AcvXVYJR15o+to4fdlz_~3;vOULxNQwc zl1b7WA~S49@g^Wz^v1S-&+a(MYpdK=5i9jZ36pC5-il zG)R4-l}b_M-mBu}%;sMLeAH&SlB+-34)Pk&h2hWh?)(z=bqfj{*Pk-0JJ9Q(nJ~x$ z8BegEgKNX!nF3h~b5}M-%g4qK7etD^`=ttWS9A?}H- zhzgN5x2kZIpCO3oI6=d%f#naFv~5pc8iFTBuGqz*b55Ppq#aH~+o5+TFAN*6bE{JN zP%;Pwx(7|hssS1?WeeAjqp1R6x-JO2*LD;B=8!8BsCEp(i5ehoab_jsiMNuO)3;qE z2;gKXR3zM;(bkOtWhW?zU`@R)rMfqEgB|o=G~XIby~H^5~v-U@WYb54rm<8_Y7)o{hmg z-(cS9|8UNi!qomzS5l>Uk3ZU*@=6%UAH(5c{pS^WVRU29`{Pm~~J2vwzd8HrO5-Q(kV zcu;oL70L89=4O0ooXbF$8TD>{*`nM@4Zi)W_|Fw%Pj>V5_deRzmWD3HfaoCrdu`>qY$ZXY$aaw?TO`X}gmw(3zby;P?`ls=IeJOuD zPpRP{irm5(HML^kc36&X$rNe5Kj1KDS5)BHQCmfd}Mj{gs1 z-yPP}w!AG^5KvJO5j21T(gajGp$S3|1f+LRkuD-N5K2I$h|;7<2^~VH(rbtfkQRC; zLFu6+Lg*0qHs_x6`|dgS-s5>5{@~%+d$ZQ8wPxO#_0G&W+?xwyuDEmPDs|e=*D*T_ z1(i6%EtJgepQrs6VTy(k53M9*=r=I^K2NH=^s#ZwfILj+2n3I`# zZI@-NvPHxTpdNqc0?4t2`u=ZEoCiqD%iJHl$u@1Boki#~pG5%L>StM|7=TQDf@)lM zv03s{d$2~j(70}UJdbYc_(x1upQcc@d0%;+A_awT{i&(8px66>rkriVe_@cIXQFL@ z^znR*{n5|G*W$*$wNe1!!`PG*vm(KLA8~-aeZD~O^*@{2!}F>F5^m{3oYePX^&(-6 z2gUOoOX-0SZB2vVi2|!#S-a`bN1{H1g?T<6bD#s{*l4L0q~8gA`q@ZXkcGE3e|X*W zW7s@Uqqg;36ShzCu;}4G`3cNp>~^$iZ}U}uU4kaUa0;!(=4(KtsBg>}onxsL2@eiF z&3>-38HhdI!_|`@d*6vh-1zgWACwp}^aTuc4$I``FeAG`2T-uzDq*g_+7e?VM*klP zY5z4(?}0Pzg=cup_QvfvPo|5y2~@JYNc$|#b$tsSF$XjI5%N5g(#XN zyXgq}I31V0I9NpPjj+V2t5A|>I}cPyh$ZN?u(p>B<0VHw#H6O(7cijQQ-@n>j<=L| zv8tVSk9h2M^Y}kni1nn8Z6r7nqQ$PHZY!MeS#XT7Tq@i@n$|mhV}EjIQ`&U=?m&>Mju{KhlNMzjL)VeA+OnK`Gv3K=xK}j1Nl%4j^ zUSmbkk@7pC0GU;T!E-TJf=SRMc8B4T0?>^iL*uf92^4aL`fR|FV;o1QPAVMvU%#p< zJlyEEU;93c@AorfcUZma2wS4;$71yEO!kyU+j7pw@JwVx52WT2wC-nyiX^yevdgYs zr`)y|3P*tzkPyp=OyLt+IRlnL899Ca8IBHjmxnmzdd6(m4<5`_+JBPXdHVfHoyX$E zWefC68ySia?ro%Ga6~r%+E5 z%htNTFf8&#fh!!<0k-MDm=xS!UT`R5@hC&@>!}}W4Ib{) z9&L#d%oN#8E%d}|bj!TTng{D`l75(^&+Cn1N{DnM@t(D#VYZLYgx2NRqTJ!jw?w^& z>am=LM<{Ev)p}?RbLl#ARGSr3r#HdPp}U-A+ghW-RKx<^EB(&SiT>h^yu})4k{qaU z7t2M*zy)7r$E@X5Gs~%GKf;`%ucxpJ;Nkm@RnF#@|ySr?Ydni7YtU0A1oVE zER0jn4||VPIbHVKU6$xa`!MXd>{G)?6b8Eyx)$EylrC~j)s(n|tF&d;fX$hk zWa1awvdkcut!pd1CX24~-B%G`NvR$dH8BayY^UEG|6g0|-}aztQb1Z-mg%k8(bLs5 zOGZ^eN%DR1t8q6}i%xjv3S#!0h(l|9aTb|J^q-l93nA(hsP0frr{U7dXl#%m^{NMK z1K#!UDGM|M##!7n;^|s`qEa+LVLz7 zK)IgVAOi$q4`r59CO4s9a7A`h)@QwU#kxJ7@RPyH;W68cgZaJ*Mw3UjzZ_YMQj4p% z`%!|?PAF!WC%o}iYLDOSYh~nd_eN@_W}i5Hd7-D+XJbh`GA2%!M{9l{;G@F5-baml z+wNYJopmol=>I-#|6ddv)FW=Q>Eqk0dDvdrSxp)9pNpN4-WBr@LdT~VhhtBp@XZ7X zE2~aQO?g~G;mF?lg)g%wDqRi2i)ScVoF)0#5ru*1F-_;$2qTL!n%VA0D!b8kJWI3# zE3LY_gDBI4XZQvbq`|cTW~ZMIGqk3l^t0;ZNaQ)};s=2IA-$*UF}!-4)WVKZ2&4uG z)m9+rzRP^~9Z->8={vXEV)nhU4*hv|fWGS81R3+v*p?sD4D$Via|zcbK`qe@-b(JH zE@F>|yrccdGj8t9(#~I`|JkwWqb^BBzbZCI=R!wC;eyAf&tzxDscX+uD(#2boTUAB zCp%w9ScKOS-!E6GEY`(ZhNsRzJ6yeE1W49>4`6ob_uY4 z4~kS7t|#P@%g!}~-1kfAD5x5b{2pUL%bvIVf;ljedomsGk&IYN4*AZ+-IwhdwXUz(uPV8^P$wdu91F!YL*AfaBnd_Lixn;wtDjnjKJv5pbOpv>e-%pMTEa)X-21}4GRxJzKg)$Uj;fw(#d)#Pc ztUR0wfwh-0sd7p-=&y&e!~8>!qJ1LSL~XH~qQ38sHnu1+tP~5WH>pLO`>;4vlx0%s zKv>@0Sk9@dbnJ=B_>!mG9xn|vSmD&Gb!8%N(K}e-5nJ6eguKdt)tgf&?aZ$yD;e)7?^7C ze&XulGs19b46y?w|LjH_ul9>FzWM5j)I8{Nf9)H&D$nInQR~$wm4fxeSjsjs&2Fax zwSXu!=aZBi<~AkXA&phbqkm$~^_P%D*0vb67NieuLWNGlh*DzaE*1$^QGaXje^)_V zLLWiM@t%cewOK~J7WDaG`|t=8>|Dg;HqJWXQD29qk=)CnmPiq;SCDsdW7X^)%R5H~ z(7Vq>(E5wwYlB~_32;tGcNQA9;7)vsxaD?Hzl7)|af8RED-{9TBxtZ}Bq~Ot&Xr;5 zq3;%yg8~BsD}D}5%xAFS2+^q#J!RvB9YSGOs1i^aX;lEWw}M~8*OTTMkT^J80Cw=Q zwPC@NAph_PNET+4&_&9g$JH}OUx$4dlYWo|{e|$bpN9%GRoZnaDz{^H`_9l>bsH_{H(0ulzh?tcb zPycN<`X{e!9hUszb*0#K()<-fN%uNap!?!GcIyIocv(Cqx>k7B$!o(+NHD{(y4ZGJ zWHD;jqAht~_rT^d3kzyjkwTdYclL1n0`Fo2d%itC(YO2~d!N&dEnl~~xN~rthde*5 zlcPSyHjk9{X^$5`%2$DFN1}MNZsK$?jmd(lFaCk*;`r`E)pFUzFHP9>pJ+OcD8A#} zw8?zJU`^IvzymM7=cjS^E$DI=zgY2!n-2-24Y5;%(7xT*8UAMj6jF}hkxaIMVkfg> zk6;+$C+OdhOx0*PEl+N#1WdecqHio{T)8WBR+W#c0V9<2BwF~GFHl`ApL8Rd@tBUz zk*@yOer5dGpWzBBUb*-}#c9Kqbzf(dIc|*Y6+)?Dnf9Pr@h%6q75y56x1?2CKt5$) zn71uatb39CeN%$w_;JGK=j&o3dyGNZYLDdq22URzuc+2zd#-izk1zo>?(QF(jUNj7 z(QaiP9qbcPD0TZO zPTS>VcH9x^M}2B+Gm8Jy*ZBYFr#eTW?tR1-kYIA*;zgC?^cS-qH-%ZBoIkWf@&{)2 zrb8D6O>~x}J)Txu9sT=}oR#!hJr9z19el;BTY7Q^o80%7r^E(uehKRU1;c)? zrnHJB_|>a)#z6y`%YW}eJq$c8aFCNjmUuw9s86t265N^1Qr4^2=3dxvCv#DqChSvH zE*L}-c`x0E?1S$~QM+~TW?_&hdI%T6Yv~x($?UfZb@Q(@5_Q!_%+h=p>=#DYsS*@Z zy)qd<(q2)3mo!;+n)VmA@FV|&{o+X*q+@4r-29BKT+d1=#g=fcC}blw-4+7PXf5f; zfs3=J^NY22rJZT$k1pem=a+)XJcF$IgX34eg-%41gPZF<8zMZ4mH zW?xjcR!_**1daB6t-gMiou@tY$Cvq;gywDrw>h1$!J<$y%x_P!&UO2CINSOQfZ~m= z_ZV?~D|YJ4nOp!yeBJ#S+jd#vX?hnXMI(rgsf_J~TgW^iEJ0{k!JOS$F|gLPyIX=iS0GwD zpK-&tp}`h&03JYZYQpT>7%Tj~$eFB<4SJ283p{d6N0UQe`cbV_na1KS-_ym5tT&%? z%wS`ZucKw7o5TIW%dFc~W(4%QZQl!9`tzIDomv4uP7pFz>^jY=I^GIX@)$gEY`Pm! zbb4_pD=`h5?mE+^i>n8Lax{|19X-Day_Zi*^=goC0%A(AP4AQ!&@Ml<6bfPtQ8)0yPH-DYjRQD&{)Id$Gd%5O*1g$1~j zy@~T7`Oz+iIsIzGU66!*zaW^1i5}c54POvPDR#XLOLiic&W$}l(FLtnG@0*+W_)fU zr4zeEhjvdKvl;T9Zex5n%PlZef=l;Mhdu~MO7%LxwB)I_Qdjtlof~<3minyfBdY4Y zb0tQlDJo~!Qy=z>f0BCMoqlXHI($5%t(_)DJ`;e7eeV-220?|6L&ZI$0L0b?7p`=) zPUA9cW?+c-`gIi&eA|`FPu^Cj@>yT}-rnBY{J_tj&k=)F=00ex#X+a}=u`%jc9GjW z3YnGx5L4pmF7PTm8uQG%x^BEKx7<~kF;HMY@R(!AP)b8tB^rVCsJq+r=HhiBXPhNm zx6&a4Htm#kVzYZzBRS8Td=VQ`Yd#lU>AR;cjG6QVpTGL|04x9;C>>79-WRTKq>kR~ zjFC`fu$V#xy?o)e@WuP4>C+_*sBxlwbVBBuG_-jY`66kx#whW{tY;x$7x)CedvZPP z%k7+B;Ym%$)kAA3fb;fpXJav8I>`m-cl46xbow@Vwg>1WMEKIGYquRH&)D%2tXf+h z2Y%>nT=UbGj;>7uiZ@O?!!DgIA6K9^IA&1fI=wyuR9Ta+-*|BM?y;4%k1{hqfj~hY zC>sWuf|NdPa;Lcg@pgDr%&8^Z0s7FOS7f3e(h|u&^hi-Yf=yOUCT^9i6s*&#lXHHQ zY3%RSWq?B2v9c$vnMhuInN77EvBVmT(zJpcgqo{t)6Hh|GQD{)P&bpOR08nr3HkoE zOO^ANE1c(U`3(n&L|^cqf7@PXo~jxGxKToYEN-yl;U5+1GE}l7yj}Df#@Utz!*ewc zUhPqw7{aUNAzuAUKq`bi0HN20vm)o0H~UMpgd^CL#(y|g_oGaQ#@)%Y8avJta-b5n zg?SD!iTpV7+!b<)Tgc+~xf29vd7CG(rc#JoExzJ9>ddf%ko~=T-^r6RuX$4Mw-JYF zeqqWbkCkzq%Gj}7?Y>)c_fK8Ag$tp6GcyV95$1KC zIa)Ry_YG)nuzw@@A=a?<4*5R}4}G`_yPj)FE3NJe!;K)29BZ*k^$BhhE4I_^2-G(H zG*Ze9{(MB<5NjswwDlpQ?x<%Qgk6_%;&h%Ks#nzg8+mPpIjse(qB7L1zQ*xc_bkxK z+6SiRlvrjh`;98(@8cX%#>YoD@|=AZ%H!XPR|A&#h1}MoP}WXZ^eR(ZmPPCQd*xWL zu6HfcTc7e{9k7Pa71opR${xg``?i{9*^0_ayl*Towjm^t#DJM)v#MB919t2K@IUdi zT*I{O#ta~FGfbA)ji&;B(qs`_M$-7TTE?|+(VS~vBFTAiun+-w*abdCD@z}Jq#;U& z`<`*I0mA^IW}D31-A6;d!=ss!Ugcz>O~U)-nQpSdb~({(16j`AK2M+C0N9rChPqFT zG5%<5^&Dr!xkf&nledF@0g%ut!`@xVpG~9Z-T><3VbhVV*)pM#k*7(KvzlzNCQy zoNcBKz^ciu_V7uk7Xh1R>kgP)H1^#U<3SqdM{6$mX&1v#hU#~aaAWPypw*kosCXxtahsR{7QO<01P;8 zERU-4Y0q0Av6)`^UKo-;UYNWI~UHEMWwh*1O&D zUg}N0VM%c?-Zp1w;=O{QkY(;*k%`W3mD7Cl`r_9yZ$f_tI?>z!Q#e~!=;azA5HH-< z$7RL;So`kDzYAOc1|uh7oW7WFG>k)$u-k>k5!WIpx+S=MM z)@d&=Cw1VM*~8{Fl<1RhQDb{ITwrHaeW?7Kf0hR$$6BZX)Mgn-&nz_G7WC>>_Jmrd z4PY-plFt;fsx-XVNB8H<(t^Pi((b z(|LJYRz~uCh{E@cv)_lZT+^~DwR(vF56>Z!^r{j(9OItK|6bmc9*Vtg-HHG+3;-I- z(-01a=j#_3G%TOu1eL9ba{z<+`=fZctRF+D@1;fzhge?|_{GyvsAHK{#ZQLGXf`*o zFM}Ya5Cs$3bVl)_X>FmuM^uR_=@zJBcf)8KIq-xuH&~~%0lISo^XhhfQQK!=lw4Xz z5Fc8}pYgxI798d$kJ+>%gcbtTfQc1T&%g2zyF>T)|NHk(Mgsok;w{jbf8?Eh=MT^{ zGGxsDwe$d==BE)bc(%SD3cnJc+;NL#aLkz{xnhBqAErvS$gZ$VgR?-Nfo@u#WDBE| zi+?|nM8ovEwJ$1MW-zSZOJ=|*_oi!!%tvj{1d5(j;CafLo~8P$0lcF=Z5rHLmjiY` zR{)<-Ic;K~-Z~j20o+=gQ{X8)eoXsUALu#G9~_@fZ_8;vW_h4(0GH?2E`FdQ&)v^X z&7uZKfn~upqwH5}=t3ngFYhp#A?_!$0dW{Ct&)34ipX*o+zH-a8uPx7G?!$&_ag+$ zm3nmpIL+_412l)9xID7`)!1$w^P-!KX~CjUp-LV>mj1Jh(r$ay2uas?3mB|U)3gN7 zyo;;IVVQdMK>g$s4yuDwdWL#TzcAAZ9IvV46xDmR#(0u^;MM*q?XWSn_1E%70F;@a zd&pJjEE|3K@0aa2aYVHqhC5m>AJJt0)qgzPQAL2u?6>%O{1<@f(Ch@>7Xk!yAAjWe z&MyRi=za${A07i!t?3j0Ks7vZ1tJYLt0w~b08sTeL*cNZyNe6$c+UhWx*A1$Y)|Bq z)Z~RcEN%lJW6DSx*7Gz();+a#;&69R&(KrvnquyuH>IP70fJ57H>S%0;%<0g^`h$1eA9puJ75@O*`x_5jFL$PS|O`HZN zpMBXd#lrcBQRlPx-yfITZxuEQQJbm#r(V7Y0|GPl*A9jA2$J!Sgu@>tl*`!&+}#3o zleB>{A1I^J$1J@&ZTM!(zc^m;5%daD%hnf>_t$g+WWmOw9D>4?q|c|?%rt1H&mNGgH^us35b@?3Wn9e z!d*`s=W^#g488vQJXPN*)Lo)&C-Y7KNJb-h$K@SA0`Dme^!pBn{Wxv{H0xF$zD4`P*>R-668xh7)3H<4qUMQ2WJ#QWYx-1ybP&jpLxkTw zykG7fVy&|vW%aqMVl_d~U2s9#$+#ZEe%s}%;RSC#e!h^t9tzUVtE<)hAyg8ChrUpe zzZLHJOgcT%FJrR>@Jc$lW~^}bcv}HNtaLSlWvY5Qr{x#T)4mpY?18dEYc5%5q}n(tlmMBax?;H{9LKx!FcWD+hU{VLwHSEX!U#*7F^3 zekAJs>1GmTpH%T={{+9@(wT*W)uZk!W?V&k9`wgUj-fP%3i3JEy&C$$>RiL+yxpjr zEXqTO`T8pCU$S&<^D3?cj^ybDeTE%8&Y^!$jZ7k}Utf0Y={bs=FNgZ)n42>6yt-O$ z-@hB#!ysbVO`0e{?ghOdjP#i2naw;FB`*i%$8215+HqqJy6{ay3GZbT4(q%p?^|a! z6a#+FK$OySyy%p582{2H$*PzQO0Wy(TFX0S@&s2$8d~1{i_+tQa15w?E;dFdrLyl` zVdB$^S{N)=Eez;4XL&`lDyDiAuWHwQ?Qw3%Y?g z*P5KnLM$0&%&9jgvJeyvV|_RmGdl&7AAHjmFLVzfU4eYp?0|WY}~@ zmBXGrg^DR|a8b4w4PYLly8U?`r(u-Zu60%1R7h8EYu4O+(a6y}6P#;ZjJWAWp1?Cb{XCp82z(;~1ev_0rb6d^zFJ zx8qMYRu^>Q)D_iQ@^tP!XRT}(E6c2>BW2p#bWH9|ZY^aTTB>OmzUo|PqNdsrX}y=e52@?yO1hbZ2jIRX4~$dPgM418NO6LuIa9RZa(2bn-bGvq8PPZe+akciC|F|{(9vv`72sJD;(&P+b z(7LHa{C-8!?!k-QZz{wGGczw+*|paf2JAc3g%{5ZRyq!K*Q}HPL1P|5#K54_XtzK~ zW9~lp)3^9ELY@4T+s z_rVFw>o`~_owhMI+P$D(uvSNooY*(I8-9609S8wtPAbzc@&yf1)+O`{F6Kk<;ttOl zobVN|lYE9B0d=*sCmDp<;iAe~<{hLLf(C_`WVieKu==0=lNZ5ZPB*QqySJ)`CdSJ^ zr+ZtGk(TLd1L}$OW*AS-p3UY}-hp>B^yeZgW+H})BPDuTLZ-X24lW;oT=YlBI}Da6 zgb$oF+#f$skWISjUPYWA02i>!NQ)ONOwagwdAr`Fku8fKazmYYXyNs0Ifp*MzK3Da zet)i@Uv;>w!gIwFUDSbS8i;K=$k&{Ptqp${hxIR2tdI$JtmvMg8U6oaxm9xm7Uh-o zSwx*i-?G6cX(zRliE?5N{ppRA9qwA*RR4s8PcKh&?|GBwmqyCheoXUK_%@}{&VB-A zkB_tg(ZU;MTOuo=ePB}I{SXFFZ(5r^|DscYfz;~G5?OdY&D@9g+O-#-KYw0}{c=F5 z?wUaqjh}1VCZE4@r4al~J%KL^{7|aMVIcoX_sZ1DgmD(5?AE8b=PRF;{kWi92YY>5 zY|}54{&F~gIS{l0kZkyh1iVZEqOYj<< z(t|yS>RMNt-WX1>PWTQJq1FXA;PZssJ;{EM`vJ2-@Y4c;OCaACPX1M(KOcNtRyD#F z90UZqD}}3q$dh?q#`42Omo*UkwA;I5Y^=`kh@W{QKzO%r&0d#K3SsXVBcUwQEUw6^ zK)33yJmmTt}bC``N)#yE;`KzE0 z@1zM~%62=>2X4uUZV+xvy+_A1P_XJg*GwBoL5jMJV5QOk8e#!Ew%Q@CKf?Ro5hWzg zg(7cblZ7R$yMAnGUC?EYxY<7CYq^(R4a|*oW!Hqn8#Ok*u~XOxOL`>aIGt^g&$(F! zqj55zYh$z{ifpa3>D>*lI*mSs%1t?3^DiwK`<)cr>O+ zMAn?9rx%%EX}7ldk?>VgQ07H^Q6u5=oUi0z@J9l!*1s+C}F1s0n% z-Y+t(%-(Ps>keNWdRmA!;r1r9=5Do~(~Flc5i#b2oPRKVJn*Y}&4Ga~B%dD$tA3xS)y@-|0NXRC z!JE7=^?y;`Ckdx?B?G}h2VzWc zS3h>K`D3TCpv}~>v8j#*`8VoAn!Ot$7_YQ*uD?a2|9Y@rpS(bue}9H7e*a0yTDg?8 zw29$$4h{~A9-SC~<;;!&v?LFBHU^&Q49kg%Ix8D0x*}^HwjvXVq??VzeMXeuGj^TB zDtRmnR^sBQ0Q1M>42CvK=T^Y}s0E-F^0eVJ>TE01g>1+|uA(+jw*61L`#%ulpmwhdhcbPe>8;9A)i)1L52F`tN)H7K0>I26is({d7c1q4~36ls#Et@unZ8T-yQU* zP=$!XJFk}lJOA6u|9a?|Fc77}TMRMU9)9BY7yrX-{qcTw=^-0si#pxwug})_9gldG zmW8P%MnYc<6}NO-nr`$F%FnF;+thV&P|!SKcsSW+g_*OsTi)kOr5zM*}K4x9^2S57UiJxbtpTtf3jog*< z*+|R2Eb%zTw{Yp3)AaWqk@FflH47x!d!r2CKZhsy4nt9~>&nDGrtrrcqh24M-LH$@ zIkg?@Ns@oWUpP{ez{bAASA_pCbYH!IiMTgiXI9JVWbmkk_#8I%B}iKCN0z1CP~+6B z_+lG8M6>VXt#ZDlG|mctvOnv3vl;C1Fw&iGGT*~+$74i%2U@~e(sH7UgLq?l>Y~ty zT9J=NrpTO5vF=WHshgi z|AR;PEcE+zTPd&UQjPF z@lHINF+q@!M%iWPWKSN2%~1tpI+(pFZ+<_a`F2&VUivT2^C9Sf^S%~25W{Q;(0m$v$T9|HQU>r zYfq-qaA<0qhlFet_PwK&X0IGKuaSurAz=eB6#zPhIDx0ezG?+eN2thLKH%UZbM zY*bBM>j-9mHiodevubTlnCkn~4$|@cY0oM+9FoW!c(YFZb-}+?P>-{0w3pqK)gTSz zIo4&Zv1KvFf-NAJ^`mIf8qRRm;ne2F&6tJvUUl5OJ#BRA{k-9fCbEquV%jYH+P5qMUddCSDE z`#EKZCA2k!(ZN7a*+(!-!aLSc91d?|dH+Sm2Ax!#06r(5R&Ej*hDI7lnbfEb-azAg^O=%ywcN=Vy%Jd1rJ#VYokyV|F_8;ek z*DIPCbNAFD<+`K%_n&@9J@X#qJyN2wEVuDc$$E#kbI+3rf$=g%k{Rk7IzTA~YRp|) zrUNJO*KybLB7Rz~t-Fpst!K?IW{f-*f%evgo|iybCgy6+Yrq9UEc?A<1WM|06kNoG0IFY-^hQoboUZS-Xq#158G)p1}pN zVgpXmvFf}G2zGUTMB=(|_Ppb*{)#)+lV`LrH;nVVzwkeUIJ@%Xx<{>oO(cRr9K?>P zh&~Rn1<$^Xm;E0!mFwzNjLjw3UblJAcE;$oAmGm-w<7yJEY1`V0@~yGzo*=l=@sYT zxIAMx_mk4Uzc5bLUAYFGm+|hO4=$n!?TVYw_Sx@ca=>LL$yq28KMGoGoe@*p$m17Q zfEuJ4Acp!T7P9bKJ^_tMnAG9*7t$LM4R>H`x1gcq-Ue-^(X*ZpN)A_!j@kWfKdz4a zfp~JxkH(E>{yiIPXL=j{G$ZvWGT%|}oywYHR>?Wi)U%b%%|4;MXTwbeo;noinR)j0 zR1-Pp)c8cmVB-d!dSRkoic;l!SwkDqB$J<*5Iz=*xjiTTkzJgAckaVjm2R1l9J=eZ zZbIl4dQZY0G-1-OukcZm;MA9f3v4W0~Iy!!tpzh0nsXS-5?L~$@EM=;bdFV zfR>hQhf8W$jTuUD$FH(IA?LAP z?h`6H{V}gs!Wc;W*xlORy!wzydyZ=l<{$_p`Goo&qlKOB?Y zNcFcB&;ps|C~A)^owvE#a*%`~xYz1dC`Z1oEBDxWC0F6QjJZ&pJK;36Yd)aOdT%Ni znsdW}?lGIPDNn^);)mFtVj&hV_s@!^vY)#)A(6ZB{*=dgNf9;FxCye8Y?BM1_xdY7 z$?R+t5;=;-pTx?&g1~?P;fxwn><#yCh)*(fTRY*GWEK0Q%}bZYbM1Lg!|bbw9W$uc z-mFvbjVs6%PWE(Ua93}ZPpw-b`+A09-ytni zS31*n%*$lntpy^HcD8Jwl!J(I82d$!1ZL>ZI#U3V#rf-#ww4Df1BqT9jj4l_%kHct zF=`jkFWH_N8fr;((C%3beJb%Ssl^F=CB7RVRdQ@I^+PP9SM z2?Hed<_llbx{NgrvHlka6SLGXaRrS|f%cC*<){!fXJ68gT-P)8xIzA` zyJcet%Ef{@WK1^CtmF0A%-cNToyKW9=Dv_ZJ*sQk+w0gPw>0vm2I?^8DdZpa!Ecz( z^yn&&EzhO+&n$?^4t#Li9;_m74pP=y!a!?n-B@hMW6;00Zj}8ox*)ma46GR7L=H&+ zPNdSn<+vaP8^+MLZ?ivsR9M~A^7VC8RXqtbq5={>M9TRl{~Q$fO+u&}9}y|NJ&7rq zIY$S#FA<){RzOZ@W~Bs5t*IK^Q`ej~6L!S6wjw92H0+0mN#~be&0wtv3h_UmZ%M(t zKI(-vTq&B^G%0eWEw^Loak!qx}^9Eg$c=mO{K3cYQ|8tH2OxnsH$$!y@ z%K7cGThs6ROQHE3@Zq;^MGtg=7PJ7ppi|Y5-s3-sd|MAbj&AcCBNNUT6-VNH404KT zgRXwsJ7aR=HLaIbiV=SJ&#p0-`A1lRO-NPvPgb7)vt=KJ@TK5uqX zg6h0Qf>&{yFLuLKgB1Ab%xa$BNeCu6@MmW6p7i2){{15rziCw=4P^2xaP}&J)Fcf- z``DvYB;dF8LpPm6?C@`=tz)UENXIj?viNv;L#dA*jY(kvE}9eRz<;ECd`AVOvG3y& zke>fL$K{(BK{~BxgU2<=EqGsYvZd+7pTm7Sj zA!vOE;$hS9y)Bn=8)II2oX$aeKYf~iyd)Jd3;Rx)`x4>2mVsT3tK5#Hx=eA!{TiE< zi?-3K@#R}4N|&80pgB)hn4Rw>)JSAZ(a&tLxyY4$v|MSYG%4Jg!jC)OSf0QqJG;9K zDQ&dhf28K6ULU`U_EM|+Dq{Wq{O09$ig`-W{!asHaiAyaPu_~HH|1tDuWj49n@x*f zLhwSH&=$Y(QT&g{IY$%tT(;kC8Ctzw#RuxJ$6@BR-6iBtt{bdq3po21+<*uVEY4p-+T2LFG5s(LlE{xh+ym`~*)EOV?0MyiIY= zXG$}6qEN}kq|~e3Px<7u|CGMnrmt8dvyMUTDZ%~88$)*{@vpoZN2_nhSS~y1SiPxm zw5)>GVnTw07j(a!XJf-!mRFemnpxYnnT@xyc#-JAW)zEU0&z)-O*RQ z#eO6BWg_Was<>^ErrP1_lBRIXJsxV5>FGDs6>g|k|3!-13vEJtUX5Y@;{#LM3$saM zTkV@4v$~1fNzDh}UVtBYa}^R_#Wg>?Jc@V~O$@%RbX^$&=>r%uC?E~+UI|7cYh^}5 zm!H$pqP`~EHupheY%zYpP+*;b+uEn>^Zj1DtOF0K8=r${r+mwT;frZTws;Esc-Ac& zb61r3&CL`qJEM{fiLRjMm~+5vu@kDBL6{5to1lMv&UeLEBc~vhZrOaac9G1)sh*8! zABf)|>Dxi!E#!e)QLQ*t{wZp&nTWXpQLEjXOhgHtnsMmTUetQO%1YnBoc6<3okHWufR$O%`@q}G) zYRRPIoZuLvYvd5E0F4)8v2l4YY;FFW@Ef3NR2^CeDrO`SIR@GuasSM}5w2DBN=gCFbGhW@N~?@JPco_g{zX ztJ1gBiDuI?Kfjso*Ti%;O+?qP`wLs!kNoj8lVk{o!Jm?SX3BHx=62Vlxn!Xd*q_r4nWe ze87gTX=q2Lve_EL6=X-+(BM53r=yG|&g{hH1FlNP+B8$8gbiRV_?)K%$Iz|`i{B?n z-^?3n4$t25UbwsE)|-NL|Dy*rclZbAP-4VRkDHWmQsAKyIUH4GCAvM7be|x^<1|Im z*!5g*ChOPC$X#=BscPoNW!(hHS~3e;+~-tzn{MBis|{2rShr`Ba(yN3KCi$DiO7bq zdEeDUjC+1I!Bq6tbYz`3GDgEHi8bSO9sk#1TslCJ=mogltrHXSfmwZ? zj8k{--tDe&nd0T(2)MLbJC~YO(zp|rBx*mof%wo{BjX^t+Mal>ZG@-AG@^D{F*!L~ z7~M3Iyx~7q+fF;O)n38HRtas_=*3#*N1+s%om=E1&K`|y5Zq)20~)pLw)OlZX&1T_ zDnOLDc8*zXH~xaiGc)GH<;UBRfWL$Zq?Wi`=c|hcG%28zgcILLq?T+L@qK7&lIKn> zAs%GW5H~dsq6ca!_*^gv21lKvL+N!to2IPnK1nIB{nu+6770vms`uFVcJJ+O@>guB z<5y*)y#7t+^?JYD4R@qxG#q){9KLwX#aXfS^0GPCq@v5ZwGXpx#ipdKn;fLC1H0NOi< z(hUJv_L{%~@UOUkG@Ax8UQj??cYq1cEz7#zouTAlVw~BB)Y1h?1g`Hh$nV`;9{m;Jiiu6$0 z6mY+pLB;?rNbG^pw);aP8q(sm}!F)10ph7$OXh&{O-DSSoK#l zU2QZF64RjlqX;uY{_f_`x zH{Qh&ya^8ra~?nB>n)6l7Fu}{bkSK(aBj*QNBm+-Z0H2O4zK$e0WU%zrpIGIqd@t= z=Npy9>c+s1sWHs>abvF8d&PCE0xHMc*mWtRapvnA@Myg$+~E0++Z*&R$&^~aSh|b(m0ii+ zug1N;lg^_2=GTWh&oduXoXpYGsbbkg!F$omd$s;L)lWji@vflh@xE)ZZnyI1x22>f zbi+LbZOnp&cq&Kh-ONSvvu-8MIVd1sV|t2bOp-lr_j0Eec0XrwZj8sakn3=ei0EY- zGwaEekZhmxtG61mX#f-u!P*2c>nbV`Tr9(YgwL8nGh$oC@A1C@F&1RGyemudE*^|Y zIL*hxx@;15bMZ;G`gn4bR7&KW2S}oqyIARqac_+U_BYf997ODP?)u}Rm;V~~h>B0U zn2v%DPo&Zt%=>naC@+&&u9_-LXn8~2@Ko|^o`kE5Hg;2jLxCFE5$7AXCf_72bV^M0 zAC>ZcxUjV{1$rrk*cbw%*q=?%);kUfP4dBTg5w!R9B``QB&;4?eDnvOP2vFOqb>v( z308pvg>^>DtlwC`7mKRbzV%WaJ<$!+^0Z$XE){j?=dB}S!NC1?AW(Y;`dcqCpgKK3 zprr?;NqgiIugsk3+*lsdO_lL>Z@HlbmjSv9P1d>c*rdt%&6jt{Wo1Dk7an283GE(k z30T1Kq~A1yQ`U$2bJUs5F+jN`9h6Sanh=oU)D5cl?RbC7>abPkSJ~0==(cS)Bq{2u z(qRUu=%dfa^7Ts3qjyFNMD2UIU_i?vcccjPIyvY^oy@@=xgRK5RyUXGljk&6B?^>A zt@GW!4b)*`&PA@pCTHLx8PS9eGzH zEJaJDy}#L#xXTs<>`wG;)@ZFo$0-EsGH4U(!L9qra`er>7;6IMwl41`W9^yq2@^h( zldUxqV>suxYaP>zuEmGA%Y15|nCa|;S;<4RPn3EtgW#A^SbN+`o9r$4xbqSvd^bvX zZ^op}@BcOSol#9~UAxDM6{L%R90WwVBGQYBbP?$_U;*ibgcka-AWaAz>C$_mw9rxM zz4sCcgis{(5=yuW&w0oAj^DlGzWibg7<;e1_gb?&b3V^(78G2F~b|Xj{gTZ!w+EC!CwR*ckjy`km{14`6hu=lUdw+JoXgQG56d#cW>ZBrbT?`vJ5eFFsA{SXZd-hf#X{eNDBh%34(`!916vm_S&KQqC8dSP`3`Rm ze=Wb>3U^y;+KBF)#A5GaH*|@7eUzQ9)?QScL~E-#Tb`Dhx|J0%E!kvr3^TJYg&lEa zPm8p-li<9*{~?np{>WRgPsW}w2UAp}iQUeY2Pa0T2EX%hb8M>7(4+x4$R^|UNI1>< z4t`^>OU_hA>+TEEm@$MCd@TZCRxGo2>%&AxI`)wn++tB#87bK`n(WDF%1dj`TcLH3 zZ8Z@Q;fTX`6N}vo)kyMw>qzSdX6(h|AdLjah9lzr7AFuruTX%04rZ-YqWkQE^R&EB zU24?}0VGbuwB{$LxsKlcwYIJU2OVP6>Tkcb77EU)rYJ7cA`o4Yf}B_}cz>$@lIzDb;IjdY1S zNCzTvb9VrZVc1FbuCPX62ZuY!guFXLRa2K3`60_fA4L^g-#$)@%>w_k^kmZix`(pc zkHyQiyVK?GUOmxbL_dtq-dHL z7d*f!-zqT?F22M8!I}Drk|$Us%+Rv$i)W{4ebc|h5$pmzXYJg=LgdC*UkrUyR@Rzm zl=6{%f!DNJn-iT+L^iv)%IY((L|Lzx%#?Gf)Y|Nv-f>!UySipAVeDSwaO^p|IlonM zJ+EqeU3_PwmpYXB_?FJ*_Sbn`q6@f)>MhNZY|tj}AKmn^2e{~OlC7lBYb0f#E_U<= zZqfdm)6bZK6fLEE%ss(kN$71KjMU5oFuFZC-HTcVSzNzhXuZ*#P7r$0k>z;l9!UGHOjsFyM6G z+3ItRdY3xNsSZltY-7SNkjGlb!J6T@ zGH?tcxY&9|-4lawVy5#%F6Qy#;Vk+iJP@Uc1}+)H)L^%RbjachlK}Hf;{%d`cQptI zkpLU0p!5>0z~5WkZ!l z&QehH18I%TeanjacqD-*+C4nkVZo6>{|T7QA$f*yc}QDiqspS9|06b%nRZ6pEa?F+ zIjmAO{ME#K!LO7cAF1!&R>`3QBd2_U_{WG32lv-p0G66G-yv=WPLMTqyvus3SW3)n zd#V>F1Se^Jh5#fAW)vk896?N)nS>ms-g?`vyw#|ck(i*PfNQ;=o4mG-X>d=N^zX*H zCooyE3Qgh>cU-s1p0$M5UMf^Dz-cL=!56H}N`yX4iCSf_l;EC@at_Q^wVGMh_0*@2 zb#fXpnxS;UkQJ+duR7~7sT_+adN^a=A!&$9)Hf2);^x7AU>;TgXq{Jq>{MnApK-nJ z_Lrs#)2XOJBxY@{sLvzZDKbxaBEQFRh(L7qofa0yBG{tmS;UaXPFlT1f0Tq^)s*XN zz`|P_M|0A4?A1x|Z%T&NVmy!cq0O+rP*F))GI3-e;FjA3E9Vqpf@ zG5)FK9)ArTsJ_%v^@s8dPr7T|JS5ol>he9QKJCryM(lBR1u~b(*`zUELgt1O0V7=6HU>*xkZM-@C;M$a?~5}eq*Nv&KmwMn z;whHN$_E#$-JAnMj41IO3pB&2s?MRo7@=_~GmF+?*idMSHEty*$ndhPTaEIw1^|eF z>wB@F$GtbjzFJESE3DZ50u}z=`L|iBNZZ+^=hP-fRfc{mipstuNUn#=&Gn+g-2t6;LU4M{kcTMmru?sf1bZYPzx)wWf)NSt3;_Nbfgk9NY} zPDPT>iZ63KsjbG2cru4Paa9iK(aI=}O!PcX;##?%`!<)VhKhAZ?1Ld~ePEur%81O$>a0$R`!367pBG`GbtvS zeeY_xIvQoz@u>d2r;}SlT$HRrq_%_WG`?G#xYX3;-S(#;1T)JKM}!*ux0AYh77q*fJQ*5K{135H6AX1Bb6hV^=uM;Moxq+OLfd>CR|# zQ%d(_MTdDKIPq5_%py#dU5gOR3UQulOdx2PGGQPr4K{IvbZ!)B7uo3$$-Nr%E zz4}G#!?u`TQARf2OB%g|P~Br5Ze%3Cu-z&H=MqL!w7sk>gyeK_iTqUP>`y{;e16! z#YOFyBK*N*E$z_HFS;_T(wHy&5e`jB9?peK?Xn(>r-r(_HFowkYC#=$ASveZHIbew zxIYw-kDMv^QW}7^$(Be%Vi)Tdc6N3Vmqne$VRVWtyX?FlqiIjlr)vAL66;EBKzJk_ zq7oUASuU|euj|rA(Mn_Mw?MO!f#QTP?ynQ4I&$CWqfBzMx#yOp7h|N%+(mv`rg&#b zJ+F{G@G(v<0u%9SaXA&r?p{+sMJRi^-hauP#9HCitBAa=4ul-n$S$YZ_?uM}hkTh{ zfZg21PDn*xKDv0yg_RQ(pexcuvFxf1BZZNXMA4bHq~WOv4h;8ZRYeBC4<) zK}e-=po8^`d4(0<5G^pGO%!`A4G)TTl0$q1!1VQ6q6bo>gYsj8fGs8~yJ-4B%Nq|MYFnW3Y^ zaDYO`Yt&M_SP(r%K)k1g@P7jZvQ#9KLUiw-KO z?T1a8X@l5`>pT^Lp-nG)4`liPT0wI;aWb-%(*6K?RA(k& zCi1|Q(w$M-tTdnm`v{a0h>kHciSCdgP?(TIk5x!p+K+kWO+xuQyB2T2kn)Va{-z!k z*p||${U|0eRB(ef|M5a)Tw@6(nlSJth{S_(JJ<02T8K%X%=yd-9orSHPvrrTjpJ5j za~m<;A+e8+-%aD_*wmUAJ~&?%Q47DTQJvJj^DVQc`6zk5vb2bZ+;1bd#=Y(_^2&p{YYGhI4f1W4EG z076}J{nuNGO5fn!FhD-fl$5OY*y3dcr3)bIlP2}Rff(9+UlYs>W7K;gMnwtJ_4X)MI>m$4V4_kB(38af;HTNAHMM z_}qlXen<;rP`1(BPJ5fDD}Ij01r%{6V~3RM1i+v#()Y35jYESYRF>XEDd99a7=M#z z*<@X%n}x?zj1lTz9F_1X{~$cpz-leF8ZW6Vt^Hn*Ogy@^HYXX7Us_X-T?_uRs^tcl zHWLl%#Iu)=>ky5Du~WDY+t&$psN-5F+!wPUwiFhpXHpG{cZ2OKxD=XheIK8OLsMP? zH}(_&zj~_cn7N_<)F5Df807{(ToA!FQ6=d33TM0Z_tjn5|0!VnQ;e-Zw+E{IbD3lG zoCg4=;s7u$=VtFNY4;9Y1FiLEiaJ%Yb-Az9L1UzzyDg6?R5%fyFg}tkd>1T6=7`qt zrfu&4g&6Q_I?Zn8_pKK#o!VvpsS2+*$*cdWp)|^?k72~sOjIKQz}I&BcpYZAhS5bT zDABoT*5@BaI(sNH)m1dI6qkdpF-$XEr^#8H=r>ZQ|+L z_xXpXcI9tW(U_{)g#& zdPhhdrUBBCfp$_IFEgPktcS#BNso?UvkcnLmz?3xZqqI7je+^co`ddI(0@GO-P}wxlJ_X(K&b61A)gho02X{Wju-V$orZB985v?igb#lX! z$Zf;xH{$l*XBn*oXuFsidt~cv=WNBrEE1syMmewR_T0iUd5GvH%eSvFZDCwcPhUCZeba$57Wna#rLdCQ zbRljZVsxuH)T4!n=!(rkOYkuH?>dJj+Z&$bBsgbfpA}=>QdBCtuHnPi@zw0`Wk=t@ z_i>LMPErW3@%Hdn6TY)ltM(Z68;~UTo7$(2epc6ABPIOwo9Qq@%#h>r&1(JR zJmNdleO>Bw#s^~hYZ*%q#I<$HDv3GxYFXXr&t2`YLfuRIL5Kft9sYmx--Hp)l+(n> zzkZitj*3(S%{j?WUz42VZel;La&OK%8vNav^RKqA|Jn5P=h8`a2qfoI$j|fV&(9Kx zPrwKfQ7syGPtShfGVEfki$7II{Ftio+ysuJx=8BP{x|hPv`NK7jKidGaP!IkqM>Sa z_IyjwWY1Jh&gbl^M(o`OrPf0QahqV|+o<$9n2TgIi_x2l5MmtX=PN!>LrXi)))>_H zVd1DtXGo$ry^vU(0zDISjY$OtgT?W78{tMq4Dwi?M)KeqvrxnVXV^SVue|9#1#PWvC#i@epch~<- zMgrYr#ET|%&Vhm{l9~1+m{;n&{FUE|7;p`D_Zw-s`Sqf2>4&QB?-?~%(!qoz;-0Wc zD-XVTdpR=ca6_XqX*;c0JN2QC;ep=MmchZ>H9n0=-Y-OJy9GQ%w0ob zkdTnDwtxUhoV?xr-tT@F?exBT1o%h0O(lUL35Ppa3og5H*JU8=d)~;)G?7XC)|+Je z0p;=1s3+aU5^XP{KI$^{)cj+xU z`dd%`?2rCzk}9>c^<^`~eq5j|{f3^`>g&Y9TfAc04UP|;z?{F={aIR1i|2S%-uDk1 zVbX@Y_cg!t$vP9~H4UHdO$SWV)!6F4ClwS<@R*j>!ski~-c8opF*OFnehvl6mbk)n8cHi+0dGc{0360S&+_ovjVtM#_Jf8+ya zbqhQQMckhejF7v!@5r?ktb>L9r`gB-$BhpC>i7u+Lf)kMNVD-p}$% z70~A|o1W$~nq}A@K~zm%OTGMYKc35D$mp&mCF{|aSn#q?!kxFMpyWIs+PV{*fm8XY zBsr*_2!@XPurhCBgw`kMg6XqBuv_cX1}eOLBL1sBQLK-vykCKi$lJChC5qS z7cvZbrAEGZFVyLNoNJc;%?f&+7A|;)zc9q1M5#SmWYKEu{G5)BO=+d}uDYIU-uIV7 zjXj{a+=ABPqPGyoU+87%Oz0z|c&oBX`8{p;@y!`@UfB%IN{nHkDIIRx9ZaK_;b35q zMWzK)imp4>?R?u`>D~0LQv-4wSs4wFG*3tlr}Y`A zC4Rf4UkUf)@fXI8um$=ASJ=)`*PCVf*2uosB4WA4#Pp3SH|yva#?%CzY_aia`P`^m z#3L=6Mp*a_h1?uBO+!jd))wHafx3`Z$5`q6na=nAetol;sSHqTSL1L98UO6_S)Hwd z+UtM1mE+FXzvM5P$oM|dizhM&T|!^!ZrK_yY*S>DBZI_2cY%?)b(Di~U;xAW{^dS|UpWtxxxefOmHPysvYF+{|@h<~mL zuSPdgz@&bKK0n`5i562b=pRYp6T9D3sDTLxny@q~38PQ-973n#a9pdeCaWS#m))2| zKTOnATbXa#eG$U&=&__*@50AK@`m&7g&0?VB=5qwmrZKM>{7gel4nFSU~_c&nY5^1 zqHdTJi=~;o=5+BHr3J4Zoq&0F3u#?9uaB+DCu(E&cl$_xqL>&Umv~Q`nRYv8eu^+2 z!fYOgzT~OH zTeCr}mpg7Kmj$?9pjM0ys4|#aA1}35Cr9)3H>n%9$k-Qr9BvNH8tv_cn~YwU@eFDk zV&1Hi@wDnQj>LZfR20J)i{-a`CSnc-8sQx2^UFNi7Gh619*H&mylXp0vDt{@G7{Bh z6QH^Kn>qaRN6$&dP}c0iv>PSQzP-^wyV%-{6*9Zi2|oVzg8a3M&BE)j%-$mLdXRCm zsjPR<*ruBIm-5NKPHaXZWarj2Q!Xw%?rgj(hzYuEGxerTZ#~vmK`n~YWAmwAMA^^D zgv7)og}pIn`Ag7Eoi*I61o2yylyeM)f<%V_==amTtg9D`xcK!yzelpFxzW%RIMjI@ z?iI0g-%#jioAKMnSwK+@g_9*bNz#sgc^w?g&kNN(-8y@@#9Oq}nY3xmtFQ2Zmh(Gg zZM`f~d$0S3N$q@y;aN6K_V$^P8^0Zfmc09W{qJu*$Guy7g?GF-5*Rs^@!UH4Gka21 zk8OIIRiRaDD}5B9D^Sc%;i4W&M1)mssNhQEnL%&I@sbNBrn;#Q&)D2-`io?$^AjGd zO|SSNASybh`k+px%EH+SQEsFT^k6bRZZYRrX+i~1`H1q_3kH-Z6pC*1G3%aBGi60$ zFNGVk-L-OI3^K>j$8GOYzm-j222UyDBsWal_2<>brY0=|gL1tS?Q5W%6b;-ZY@%F+ zHnd2}Zn8)r%f7dWD~XmWi}!ReMVCN=_HeGaHXFS^&u^CRoOs!N$epu4uk?DOWkqPB zbM_nVTAt997+2nWY$4z{{8fXVFRRdFb2XL4IEEuAAQmmrU|Rhs*;+u!ebiX`EjKrp zmdcu4H~nXpM978KTypvbpM0(g;F(%!D)R8o&vNpahm=9Xc?90@g-SSD@E?&V&IUU8 z@dXlNpw|0|F*;9Z9GYzD(I(G5LEc3&K8^JAloAYW(=WW)FHu$glwC}$zu@CFjkIo^^a~;-95M5^q^K0?J80gzK zZ%S^VL_{wWamz-Y-^W~*N@wO~>b$nDc?&~pbAG5Vs~SXW3W*zZ_PJ}G=uGu_``(D9 zTjvUd30BTu`J&BE+#UC>qmL_tb}-KnvcK=XVmf+3zqAGaC`&eOlCtkVeE$Ei-~M`e z-Vx7_xjM;O9J3g3$E?tAT{piiNZCOk{)UI|p5f+@j`0p0c7KM@Fj62j@1R8kxgrBm zUmUGB(liVzw%p%)6C8-;Nk(bDwYg{Wh?U}UTEi~l&a0niyoK#69*x4C*UT4-F~K?J z`05FGjPW$lXg?(9UEz&>Q(DONSagIW+M?;wzxT-N$LBtlzH_04ERNaqj`4};gd!_F zcLa@iDsODlLpFi*NHa>E!6)xFD|zGg+QQUge2%(!D1SCambH8`PTaU6bW&k{5Vn zs?cF3uIDa(q(;l#`{<77k{Qnq9+7KOQQ_8qQ^JHYd&VIENTqAk_w!m(JW1ev5rWB& z7BKoTc0q9*6D?%7c{N^k)grD#VKeBSMW@*2k{i}~-!A@W!Di4rwuNVBMVq~M?4C(A zg6xX;`1t!I2ZgBpO@J53%0GDV!T9uV(Ul?n?fiG8*?IQX3TC255*c+r5e4xW}PIF zeC@uxo2+7?9*-1hFr2!OD@T^&uBGu)^fl@W^+%lv*~o}?uD0lOtF`er7lz8Zmtt5n z>}$q8L8NeUl)P+6SUY{ru#jm+1irmpFm`L7|84*kx90gt*i$e;Vpl+BSmNEA@sd;x zs)Gk^4%nM3TAAiW8RMAw#foAb0dW_8qi9C$-(G7R_2)z0Jd}t-VcSbI%8Zd?cyqp2 zJN7$5Q&*3YO;ks(354P)XO%8RG2P%uzjXI~z!zK9fHljkYMHnppN-4*6Q50InK}F2 zh<$^%&7PnTW5cnMe(#=sxXR|%_0wvU*9|{x)_)v88I_)#701L)lGP3=TKGBMQ>D8* z$)&1e9WqSQY_mJlF6IyvhBeRq?lk{+U2v|NJ=tspTf=SSCW?tmGHxfQKW3_D%&hps zO-QKl(Fcd>`i30|uKsjauPSda`l!A& zC3BbBg-;cBf7qGI4o#A5t>&$Xhi6nF{tPm#d;QRJCrx%bRTwf^>0ioF(qt@dCqYek;_&i%3Gu5u^T|Wx&C!P)lxS!-iG;iLjy36ulJvIyg8#&Vy^PG zG?X4PGM>;RK<-=pB!8AFM&Q+D+Gl5eJM~hhFK}{l$rW)V8Ac>Y`F=VU+93opXzyH? z=@=Rq-2wLXmY|(*ZJPh>FMVhqQ^XmBq>k5(C6BK0#UU->wIG>dxOy3PjVsz z7&ou`$T*x?@V+D330gUMNKc9iW(D>5T{^}SWf`K5%rA7L?B5~1_mhjG@K68$4S+(j z_Y4gB2|Em_M1_U@$s8gXY>Kcu16{)r09MoDsu~$VoT%Vvy5)Vp_*GZb!aPsL z<-LQDw)90dquJpra{>m+4h{|#nCy}NYE05=uRp_bRY#ga5?by+j7x3Q0V$`O!rveA zU#W$MRUO~GaGs!a;1A5qtk7#zrWzj2+BEg>Pqqu3+}!=3fxfl5nVXF$!50Okq@X8-^I literal 0 HcmV?d00001 diff --git a/_static/img/pinmem/trace_streamed1_pinned1.png b/_static/img/pinmem/trace_streamed1_pinned1.png new file mode 100644 index 0000000000000000000000000000000000000000..c596fcdb691dd35de32fd4efec3eff39f972b289 GIT binary patch literal 92727 zcmb5V1ymi)ny8Hg4U!NvxI=Jv3n5q_5Zra+E*myZ2=49@2#^GKclY41ad&sW&G(&| zIrsi^&OgIiESm1FuBx}*s(R(AU*xn~RGpNQ;Y;DLB}gm|KBhV5EZM6OokP?BM!5B}=nZep`HR`_&0f3Ps3gtROt< z1(r+@ida`MW3j%(hZhq#I@pSKD!+*ptwIgk4!<(O?bfTm!inc;CEq_3IBGgOOmjcv zaXIupde|DwbcBbAAATLmp-&CNE-@R^D@yv&<2?nu2+Xl4o{FXDie0Xus;euVD5(EY zM;HuiHosU#GIDV=@>D=~cKwAJMuE4#PmrGH%|`4`4EwGaE0`$wpG#);)vjqJS)UTK z(6jH2)0Ai-W@)js_FOk(H*2nGBWb%Q8r_uW#d!A*1Fx74Z*rZ6!L47+*P#Uv8OZVd)vOjD7i^i ziFk^r7ZTaH2QS^CGH@tN6;IPj>2XhKR%zAAUWOza7Ekclhd_v0Ufn>$_`WNpQK0D$ zoEcZ-LTiM($R1Wn`c?B*tl^-7`0bQqYO*u=o&l!8MTA2 zSEol28h154A8&5& zzH1&-kBUxN>UL!@Za@DFc40rJRp_Ap%p6nzj@8SARwVcelV+IW$H$~g5DJW4xI}up zx!xEG%-cn{tY!8C4j}{|Lk<``9(zzsn)K4OJ)F8IT!;?_r!NUB+~#)4S0OvZ!&brr zUi@#qW>GM>FwC!fK9RwOwmFm{uKT?&#o31e>9fpWV)*7P^P0WLZ$q#n&_=3h6*|Uu z@)JHrMe~i+$Nowt_`%;SislDqvZ!j5Q0F&6a&J29kZ)L7RCG94V(eyol^E~7g=Ddt zkt(A#gzP@ayULLa>up_i@uy?LKtCiPgvB8h*v0N=W zCb?!6M9K^w={agAZOiOf>b_bLdENWM^Q#cKPn6WF*Hc(B$bl%PC^aY#-xRa4M!#); zM58lQvu*hLppL624bU9MoziLh+n+oD=xj(Uv`tFBa#_`z_M{!eiwa+{XYK0B5SJ{V_LR><&O`J`JO%-l_x164zJ->UEJ@P#y zqNyN;Mz_&{D%k?ioY20a86)1I@uPi2A3`%in|?b*Ak0NUz!v@`EF@erJRs~M+?0@o zragnjf(6xdj#3V7(;yS&;aXd{G82t0^=b91nV+-YpoLZD zl@N|`SCiF2YmPZnuNvp_p;96JyBYZ|<{6tJozMjVcUkvh&$0K*hg~q)GlF5Y|zMGxkCB(^{T`*SA`*i=3{dm=x0yyGjRuX3*^0_S z%FYZ6j3ig@S3_3o*G#)hf?6`N;>kXl$#l|o)2LEoj9g?k7}+cd=0k4I>Nit|^w^(v z;ffFlUJf%VYxionQlO+_Cpz)&Fwll6^%2OM(5g{k+I!Xs)Rnj{HX1IHE&1tn9(_KM zqL(3%x{zAP;HNvribK|Y>FEz@uQ3-hcOU;a)-i^e7YXVFO@Of2W7$(B-eo%}Y9;7S z#T3ey#q;XTH}zVNMo5UqypoQ`ju}qm291xdYzGW#U-}i&_Hg72ZjG0n%Aw$!mH^%y$Mz$wJJQ+>}6t5#jit{GqR+tzt`SKLy{a%}p( zehO?o3dP)8ovK>j*(@5~dmuj!O!4sdkbZo)INZB>47yRgHtInPL~r2sU|Gh|W~gLh zq`$9^Za9I`G|1(qc5~-j9nP#af<{#5RY#|at##)xaOm+ia4&2!o0`5SDQYX+8}zgj ztH~0{ULH~%#2xH2qcd4UL5-Gs#U-GxstlDp!tJD+>O(#viEfLVOtzB`-c~r~S+Y?9= zcxzKXZ&knHR*>tcx-~neTf;Jc(%^W*e0O-^?s(`7?s5{U6*=;{f?xFW4J5!^67Gj^ z-nw4A*^m92FY{S8V@I&yerUC(-e&8NL&!^rCqq)mdw$@+^P=JWs>Bn*@{>j8_TsJp zX&*@*6A^9EjqeJy#BfqDI(_3!_oR5zeLvJE()85GhAlF2rFsh9U+BI{Il}a^yZ^&a zBz(VbwAnKn{q=K7CWfbpm(3H_Rj#+wiQ4`2m@V#-W^0!zbQ5cbT}o6^}!YFR4WkLYJi4 zF#+RM6{Ie0A}0s)4!A~!fekc=c>!F(0>5v8UlN`ymVNKb|6)WWoQ( zH7wWji(*RR($c_RB_jtA$i~sk)+rS4xB~dpw7Ignle*j|ej{6JW&>keLlCp8wcT?O z7(rKl;L;l8WI*O>ZDr%g?{^XKn&f?Uo2t0o)A ze{>7zAj|U;7B*&9mjC=VP*m{wF291gE67UYgSj;z9-t0k4pu(Fzuy1UP4qW|>h|1GNG2yzg&wFc^R68^8D`A6Y@e)x}qf-KKn|0hxWE$6@P0)iGs z6=eC(K@&zDQd^COff0p~{vf983cH_<;6o%a)uZ>~C05#U+rmMI-@uAPuh_B=JO=N+ zor?>GOJGNOhmQCkfq5n=yO+|-dwOzD?(S}RE~a^=On2{+J#{8?TYeYs7Eh}z>=g-wEM?qS}wnGQ@5t4xnmX;af* zdFT1*U`;|!Glkh9Z5SWzS zY^IJNVv=aHc1NHHJ8dhtZ+{PbZ@9p=L}*iM(BpHe{BHy)%0prIM-0h1XCADp8p*%= zvve-UVR`;Tdm-hlld&cfHIZXv+E$WQjgeuWS;@id75Kyb_InVtfe~m`YFOzPaNS0N zQbxCw^bH+tfghf(>xzxi$5WY%2FvCKbhDA4|Fa?Vd1EFC=jr|Qa0L!q%sJe7(dc<` zj=Q|!@^8k!3;CMJNVp}!cs$yCBhht`Z%wc#t^Pd5$rFwk(o_|%s?Iid5e>me|DULl zLVD|n$deVR$FXlXK3jG@l8f_m)lRT*D})u+8%7g96{`oB8{!T&M5fe@W~pL78SWJ~ z6f@OtXIo2*7H{dfA8-jARF3Z#Rt%Rnd*0#7hn@nm@V}ffikzj*^e{XdM3|1t@g^L(}1U9WM9KyU&*9o{u+M1{mp(wcG^F zchaZfJd33*j~6AECEgDV+xU+_V|ki{g&(ii?Bud&qcn`8CE9ra%iH1|pGtg30D8r9 zcdA!I7@&Zbn+6htlNNwUr1HQ$SH_hwBtNj`2q%>O57lm9!c@lfvT1n$6AHOGDSXNP zndWiYcd!yjiV^ZGxpJjFr|aVta1XId9DPKnF*5b}s3fU%tQ>c8QO%;;CD7-YZbDlt zH9b$~XtOyXM)+QFOreRx9gmAiHShpa%?oOMt>9mtRn(BsV6o(y6jtk-qwO>CK#VGK z@c^efk6b=&$04rjvtfb66ZhR;`R#JjP(4Zy9;g{*!%6@lwCR5Sr@dpwFw6ASl$Nb^ z%l)ZrazlTcEWzDjgRMs0_{zozXu6@eF++wl%>`q)?T+>+vyt@JtMv}{2nh&W~8UZ)B4Q72W$@&c!b%X0Shv2mQ*OKN}J8R`~s0-AJ)-fThI>Psd4- zvd=k{waQK`IkMadkU=5cG>QBE>*1z{%Q>8_-+b%2fpAW~2)Lz4q#mV=_@SA3NrtF7 zHp9Yq`&nvqX9|C^>pBQblGE#lj~amwIg!HUzVJwzCAv-T zYd?!TOmq{Nrj_%CXevBvyDT_^+fis|mL4x_UM(Cp9NDB=l}m4D@ho|qQ3dOHKTHbW zA9qA$CYz+tJ6(S3p?f0Aar!auaCcC%)ShZh=XK-!!*{FUsF`q4=8IRHFar*xVLLz5 zt325>gRie-xWcVgcac++t9^>f{IFs~xO%^Q09v~iK^S8-BtpV}davWM0GhaJf5|fc zeP>EZ9*U3Hm#TZU^eG zvC-zKY^fw&HJTLOQhwZr)Lab)YL&Q@Tvgu^iY%3_{X7FNF0#0{?EgReP}~)~_M0LC zRd;!gA>BzS$uT0xG3d-()`?X;XVc)%H}r6|BvQz4eE7x@5c5o&lDv7UO})8- zkFNVcmDowu?QTJ!O0?(gd6`k9(3DB0=VexwIC<@u3G`R&&R*KK9Ezjvp?+)8)JAojXmF?g)eOf~XK;WNaQL&s+&tK`{4zM8WYA>?x~ zUY5B&ud+WI;+X>!*tSw-hmd!~gXY5HsObvP6Mh=*YUHp}k46CV0a| z)zEjNrY|smiCCX}f?SBx{@FmW3+G@SZE=aadAvIkcN-(9POt$s_)>)yEvC=@&1`cG zE=PZMp5s!W!64FWMwqpbGaZzm@t(I|+Eku)VKLxdf#;aE1x-Fb z!_6XQA6RqW?izph$3;!6`@Woq0f=$w8{to2d7m~(wdNLB4Wf*(8{%I!LFlN)E$jv5 zvfFaAE!)Fi?G}^-_$K1PRxg0(N{haYH3Q41_#>}m(>5U-OVjxmg`aDWfN{eSCvI>` zb#OrXbR7tM+T;7s_s)-ey<`Jq9*1>X0Um7;ZFjBkm}rX8YKXUDeu(~ULs{?k9Ds%HY3{ZXH7HFy^aTl%0KDyZA&4K3^DnMJR0}%@TkmpPFvLS(FjAS zAT#bqP2!R=uBSt|Q$JuyZQA>Ic!*dUkKapu#o4f%1-377*F~wj+r5$wKASYxSy%@}?RSXe{fZYfK)`90bH z3o}NP_SJH(`{tJm@#HuzD}n(JbX2-cM}>O!mT!i~JNcOyiDU$dYnjzoA;zqvCMMx^lHC8D;Sh4bM?Q;%MRdE*wnoFuIx|h*#8L{%d%NK zGnE7x7WATnf)||C#HBy+1-%3jIxf+nuXKQG1~oX2LMgtUR`?)26%^N793veGUQJzB zA>rABsH=D1@IaAlhS&!Wa-=|8VrZx~aT$Yp?0Wt46leAj>j-e`JgZ~du?YgBh~M@_~R&cP1)k(7vqW> zo*VIMSUQH1xwBzTZqqr`n}|L&n%ASV$D26t&`e-8kHX`Z=I4wnL-UwNW0e|xy%y;k z5)mdJhY=F8dO(55z4+<7(mD<7#@mzp8lf!5^=@CDmRhzfKW|>BOfp9FnhC+;uHhbB z|JPNgcokI?9+Y`B`*Gjz_R&kS%ym>~*mU;vM}QTDk8RoL{EaZcIts!Ngi}+9`0*s@ zeZ*u7-FNli;PR3tbcn>wP-LZ|NsfN5JVDeEzq4CrNy3B+Wm`Wel z$C``bN{J%Dxx}J>OpTt4cN!<7cSEUbGwezja!^m;gr{vMMp${DmE|D`L862*FUc(< zz(UD+Kocj?k|fEE{!(w})tdot1AM7riX_2eYx6ooETdZ1omQ^+^&+RXQ8?FExRg|0 z?1#!siw!cH#ovBNEKH15>tDnS3LQ?eVR$N1t*bTU?&(E%=+|9#auYFle$Dshlv2st zkk!(!cE>u^t*p>Q*SxAzMZv_ZJ?xE3?oEQXbaImc5b| zVNRy8_07!t?LVbe;@C`?Tb`SL+mLv< z8$@_mehxKju@IR&l@#=9zIVg?Gu z(gOeO4MoX2-lWUANXdRR2Ufc{4gtGs@UrS9c{3tQn zC5Y`8%!&9TRvPl@qs!RW0{({%gFIlMXmU>=MQg%Lv|^0vhvVe%W{u zjAx+1kuup#u$u8<5JVW46WFjvyVG8?+-wmHm8_>H3cN&CXYGuvqXEZ=_p?q1Q6%4V z3wi+_jYlt`qmOnVh1W?B5w`Xbin-0mO z)FOj5C8h1C28%6Kw)53pO6GM=a60KQo+SJt#jxEa79zT(W}UB!H9cyhNp>s*PN!B& zuH3{+B%j)3dCt!+l2}b7uB0G&wu`|Qhjf|>!++?r%_M@w0xF$hP}!>e^hH;h==gQ` zCE~mr#l9JU$YhguvNY%ey|K$X{bOE=(*}MG#7MEF)yLmfACmUPXH}p&HNgoWguyl& zVxL!L?RDU2BYUs=qu02KES*z^0o(O@tvetUFHW^o9kLPc_ceIZ#c4Us=+7T5BP+ai z(e_r+I>_Be28&dc04u?Dco4De4+Gaw3~C(b*5y!&WVaj}#rm?b7(z-{CCvFCDYo!( zOn>*H0N$_BQ9=Di8e|Lf!sflAN4C{w0Fk(Rj!~-nVV(GrsE~nzdd`Gge(qW!8tkgbkC7XT3(2&~ zKv|Y1&PE~0SGu=kp4jd9u8ulmJy}F~O8HOibPL=!RbA5~iDzisTYCqxcpra>Q3*DB z#_6%ND}(MCAx>VejxXQv#C>rzTUj}veRXoVazNS43Cv$T(hWgFslJO2#hzaz@gb!|xslFT@sT~T zukr1phL0~C>qrxq*M*%TiN%IEF~{`KJ*~`V+!fZuU@fM+1Sj>Gc8@2(hR2Cp8muyv zv$T$=9&zza<}p4@yX+REeA$?^H1rnN#g5t1%#o4P@DR5{JF{BNq#3Wnus|@!--Q2j zlS6v%&+vkU3PZ30r+4^i=FOM+I$bjXNFHtm#9(0o#R&&)n@ycKLQJf`y}=^D-*~J< zSs-&Opg9mP;5Pvi1(hdm%%*kV=NY#Wo?Cidc0+PJkz&i8>E9dF2UDt=&YngIHF?+F zjM3SG1|Y^iJ8`UZ7Ybo!{)9GZ;-lZbB5q*YQudXivjw!tqZ01Zjcxmk6Q@_x>1P?a zBh$N`jF3$;itBDi5&Tg2c_I$mD+lMt5MqdJUWjW72U7` zcRP}}pn0rG4A^#)t$;K4nno9&qtyOQ`*OFI<^(-rMj`$O-(f=G(IqC*iaXOosOwvjyB?0*D*TJgzg*^Z4)3R_Y*G9*_-D0}|DO z?h{3pMx3A5;uI&D7B)L)L~BU8rvo(^br7+e6z=s@OBnC<*x^VcuZi&XaW6B;`Uu7I z)7TXne`~GUDV&cyJ>_d^JyOIB5&OVY$+x9|X`f z>fvBFHP{9lN}bsP7XBn@85|-~V`rutF8cE^S096lgKv@w4Ghp7y`e&pb!51&SV#OQ zLLDOoPo-S@((#tq=(LjIC*P^*hM6wP2k4+^ajg6ED(uJLI@&Wf8uWZ%f=UIJIA;XZ z5pPzWqB%MzOr9r4Si3|qYiE;Hy$xKEi@X*gz zC+E+uCkOn?C;Aav2E{8Bd?&L9liBnF3@cQXWHlKv4C4tJB--<#A@fsEqJu<#Cb~!S zmP#ZjX~WTXqQ1BNtr2mJQdyR;B5rKH{-P7)&XnR0hRbb@j$9qGm|vD1Ga#Cq1x_a%#_?dA-u2fDVx>#!%x&p@xVcTY+}h znxi2(OVcqYUWnC|MI}BP@&&gGf8)C%Yf_9YnvBV5FK&Hd*re)6J-z+_eE&dXe7svI z!wZ{y5l-E=ztA8XOgxK%W7Tc*R0@){73lD&&WN=AFYrD~${Zk+5~9!fQw z$8HZ8rlOJu?=JqvM?iVThChBI13TSGMLbrf%x)3~*MZDTdQQ_#3`|BHyF<=i1C zvq*Uxrgpei*etT`!_C@9+F+IlsMQggeTvO&S3$R`;{1Hp5DY zXay!Jq!X_TO6xAiFC+=ZXo5w+Rzn$T-u0sa@$HU|J#s(yJ>3#XaE;YSu-t#&^9P=v z!6{|O90!q8gCU_%ap*O~*WT-u6jXd(3afz?au?he_w7uvqxTrt6p&r-jxQB0ki9%b z$?8aCcs2JeXoQz6I7~{@)g!WcUH)rE20bwKrJU=sQg4I|XF6>0UwX zfM9#!oUV2x?C?Qb2d@=>ykaS&E*u#~TwGR>uKXeeA9LY^gRo>CDw2brlKgZ73f<-U z{tJ@|FKR#v<7;vH*13W0 ziFhz(9F-zPjB@#aS!Prmp9tGa%JNo$bg+iKq#(X{rxplTHYw;0l2)*WaCbJ+xS?!5 zNxkflMPtPJE)RJPBLol0Ngog3swt_x(Pb{E(J=&!JQ!9k}fG%!zl zki|8QJ2KUN%SZc11-aCft%0m8=k#O!553S|TW&c|CWF}}qKWjx224AZ8~Nm2jL|XV z%@zHvpJ@XPBxpi75E&|ao$RdUTEl%?OA(O3)wq*mAYrT#(eCPBX&vdVXPkS5(5A!s zz4lf)w<@$-azCznayfq2xQfQf4s?_dnK&t@M>N!WdV{Q7quftUf93`CYex;Vw5mlm znci9l|MrcjK~zT!cOWpC@8ldfHhBfFa@$k=(j!04R`z)4vns+_HAYySZ!CMbEsR3R zeC5jLfmTIEJ?BXkF@s>k@S~C`3$yKeuP4gKslxr}F}1C)VO#~3g!}mETbqbElcnqE z9r}GReLno_H{>fcL7}fUDEyd1zCe*S#|D_u8Psy`Cu;EG0#18E%y#_dG@^d(tHJzL~m z&p=6>F#ia6rm(fE)H!fb(0y%)ryU*Va9wtzBSP^e&NTh=zT$&^?d&olA~nr4%iP=x z5yi)KJa5zywt#E4(^%n=aAqFS`N8&>>)CF9w>3nBn~Cwy{yZ-=>cSOWS7R0DrLZUH zMx1rGeovB4GZYk=*UVq%AaBwH*IZ!>57DLydyQ@R35|O_c-&m16^m?b9rTo7wg_({ zou56DkCQ-aMNaoj0{#&*jpO^lD~sW%8$z_R zT=rDkW{A3Z-&Rx7lJQB%X5o5%3Ki-8hu&|o3$iLmYPt9S}3aZZdMU@Pa|>viSMX~pq5h(e&0AwseVYhQ1V#- zj~lXT{mG6XGzIPCJ7=zZ@{s=;>A} zH$>h37;70+2mbMT^yrDL(I4}A{{j78>{rNGK%3gqA=O)c!?@TVVj4Hx1&gdX?`zq_ zG^je>88o*dnmpi zgJ0^Rs=hv`HJ^k&vN`Wi{_(G=uof^2_5_qutL_I$-I>cOvuKttz(GF{UJVl=}?yS0AMS_1!n<#PThyOVX` z1@jRSz!xUi(U^qBfCA~uKp-2`$gQylF^B4`7(+GtI@8F{I0j*}k&Sd^1L~ko+O-@d zefM}QR~5Xzla(n9#=~sZ>U{Km6mJmlSCa7zxtK$V6>MZ)Gq#xj@}fRS5V8p;^r~1= zv<@eoQ(@ogr9j(60VO?&i}i*+4d$5V^Wv(NW@EX4$_)m{$}&uG4ELaH35;r;yb3@bP0CGUc<#`rpzuj9gNfX>WXoiX)0^V1@P~U7S)W& z_WIN}+aWJB_j=|iTP}X69bE)8BZy}fFWC8shkI+vmZ+U~kC0luPF*Ca?sj!-D${`> z)~~Wg?M0hIl&Xu5_)%qN?#=(v9NCqBP!rA8^Tb5Gs%g8xpH`&NTwHgYhw^k_SDt_4 z{IZgNI)O@;-$eCiHAo#2`ipC+sH-O&%Q@#LJ@0}2x;3utXUeZco|`Ebn%`Y&L*Y2# zbmj#Fh;oac0RO%5G*)l-Ynw9Ie_DUA`Zb+pa3)UYB-*E+ma4>#O2J?GJq;?_lfVi^ zOn-_Aekh)!hhZPT{UIHAZ6-Ux^VqAT<>$cdJ?pS7SP(F~n@s3e4JG$FtA5xti6TV5 zwofmW(a?fnD9VmGHyF7{vG$%XR1kq!msC~O)#b}srbad1<}@8YAdh7c*Zs?gu<2|4 zIW1h`TJuyGM`2BmmHB>%GgWHDr-H_~E^DiW!LPqUnd^VL8q0-z7dW%Rf{V-}e4W)) zy_Gci`ov{|_sc-lLJe1ubdwHnIz!VQLu@3bu<-TupQ;|DO^W#mc^}~+IcGTH zp}d^&0^QwP?c_JcSIxy{^^_yUy`yLAFD%IaC{7dZ91A9xLM7Nz6O$UQ1mSi9ij8Q{ zS<6F1_75N#)+(A>U9u!ljt7N9`FA2LZ!1;7s^!_oo9-&)naPBU5kE8CZnCTvY+D}M zaYy&(bZxI+kv)#%3~b$4k}qGpxk^o+@aFa28kywHi-=roZt`@$yWE?*s~L6|KHD29 z5ovk6zkT^2%9G?xmdQR;@2%{?Y)MIWSaox#(aawczPVISXn-4fyl0WuaJp|nBqSoA zh5HOYjIz{B@zgX$+AvW&h&*Eq?r;FSU{%A=fhEg0dT_c=0R9&liGOA#+-Q88&4M9X z>p;F8yL0wC@q$a;=J zJqxYhD<*7LYnU$FoH8*yY(wGo74^C62T-he61VN|`rg2bwBJMOjn>04$m%!5J!hqQ z04YvMr37FepwT;~jZ5B73mKl58h85@BUVFP)0Ot!1o^vX+ErW4P$j2KV6ObgJi))J zy)-t-fS9D3=Oy10d=}M?V0+=J`j*Q=`I;@iP2FM1^D5aEB-pK7hSv$SA>+gHR;G6~ zfLpZza1gpXkfRnK1&E-ktSC=_yZPEl>r?|NuQ?zQG!x4T(MT5^N3kmJ zqX7evky-1S1rvbz@Cfn-D38k6&%(12!nbB~KnBurAti$#@(;@SD>z_0TGD}(;N|)F z=Q#k}!PSkc1uz?{iXrX_z}e%XGlBg1wK*mJ3c{8SU~x01nV$Pm;ut6=f6L4!`6MV^ z6qAhA^;mxm60sz3)Tnd;8O}U$6BR$E0Mo%{tVQsyBD({#+v+)uWq!w@8>s3_I|YxD zm9)Ac;sw-EB?MqUDw$jN1SLq^5p1=+n&)D#b=U+D)hh9Z0Aa8t!eFi)HQyD>37&LH zle0AJvkRQ|QXT*pLYe2)!ZeA;aoh1GSAp>e{~lulke&2n=RtWztnIdw`%F|I&{ADK zGarwqi7hj$p)4e;1Z;*M_=89Vd`V<|RK%CO?yPGg6grzPrnD|MQ*EIa(|V-XRW3`O zH2}xq-1d2j2|ZlJ3yH{1)Xoi9A*=x+0Ha5e*jd>%+7O_DDlvtx$%s26(?ug`TKmbd zOM$`4^aM~LZjWobXM(G}$_0R*0*T3MaSQ5l+lng3WP$-#Q4PJvWf78pvUv$4vTY)P zp>bHm1oV@&0Z7L018|0{g7ULoCcFs3z+c1PV-52R^KBHYozk@Q$2kVLI0N3TXMJY9 z1IVU!8!0+dOu^$;R_?NFx;sI&A*P{`%#$(B`x%r%#qeELbffvtGW^Pecr(>M2h0|4R70%!u+( zvfix65;EWe6C;CatEAOOrybQ~RwJ?8dR{lVoid)- z5YGkYFN{sUW>GDDco%?23gAFZtS6oTMDndh!ezz)$$c%HrycUN24Io1KyIG6xWFG* zvv)JyWwF##gyrKP`v4>C2$AF9>o_5e8Z})=F4|H-Nps4K9-tX^gT}4E>SdXz?I0aQ zd9sWopB4D#8khv(_B#N|BP;b!vOkX@H6mr<(*Xw6U>c>`4&-6n)$lA1ndz4dK??oZ zVH+Fdy4^#>U4VOXZAi1=zqZxP(jT>2~cX z1M_)l4*l%zTrU{{Z?BF>n-5x5DU{^6RJd#pH($6>!II1;YT4A4RuRn+n3k|*eGuT2#dsIeOs+2dm4wihu~#uY2YaL&ay^!FrD0{L0TL ze`fnuyf_{fWbIE(1*7eDUZhCEbnSVZ4Vf}ht;_spaAC7muYP@2AEXOzyywgKo`# zZ}(Z;aGGr2*i8Yb0b?nK*nPk3ptJ*{qOAMvfZNp}v8rH}tAs%+SK&8(hB|=vc!s7hSa9Xoy0BN~+<|nSlk0Z_ zU>QeeIJj1&Ho|APFSpSMpi5Qv9Z+2dmSSCnVF#wup-W)5zsxG2=ZeXB)53he3zt9QUeuX*NAS9D|dqVUpy$XUJBs~TWOkoLhN z#y@-BQtU)}t2&%xJTnM+?ezV%aFayVK*50KDATqMqld`>=5HZeWP7MvqjIWe1~BP& z@8>5`IAwhBqKfNxf7?a=^cGF}&**KI0jL9PNGakUM!9Bz|9+z%F5sqTL`1mRH&1b>UnMeEM z@x$7rjoDVIthLEx12#y{?ZsYVTJdJLv??+n1`Y5@ z7hd4r;k2GNx`A|{?a9d$_)=4j;sT!bk2rGa21N*w>Mvj*s9S<*Qs`!GI+D6vGBm82 zm4@WDW>PXwqEvS4^B}&#MW|9rW>H1pdDpqPBXjF?0* z&OC9YS$mASd6jH2;y5{fd^F;ky*Y-m{-#%WP327EFUza_mLo%|cK`Q_Yoa$J!aJmy z&L_5m;K{dV9(=wwAG4}Z(uy_X4wJU3)h~C(^WW3U;x`9=ksI}cGi&vMHONNuc0*o~ z8#SQ=H4qw&uoPu^%DEV6GoUw@C93vg6{ip$(k0A9#G_aY0=qz}2SaS|p2f7qvHDu( zVRvoAMxw>G4dl?~rf6ycazb7d*M(`Ms!5-^m3KXZ7^)(vZKUm8kEqy-tI`ja>|S6R zSzv0ZY&c9Z)nS2@Lz_&vc>MMBeG%HPdz+|Zm)|nfVT8T|HBc@cCTtxh=s|T{1}lp3 z`U=0`Ui~eAy%ARhGq!~?Ij0&ymzw+P%7_HYj6P0Mis}CnkZR0-K2NBL@<AVNrLJ{!&`!7Zr zTbng=R$&X__AUdqE>=AY(e_NXN~UvOrqBk;wZGc9bU357O`=rJQSwW3?2=pYWv-!D znmwCW)wkkm!|DXP^qu^Ms!*UWyVVUFbqyQS1U256tJduVYLv?(u9H7Gr;8eN+@Bk! z+61}8sTi_eBT4;VxFT8aVB_lW`|S3YlF&chN4~)~LMb)81dOGZOGN}mFLw|e|GiK4 z_sI`YJhIlBfiu;?%Mkg;QH0ZNjsMZHkbk(cfbUCZA{qJCno=^nax{mM&*2A<%lDkR z0?v2Hp-vCD&619`kN_C*0FNtrle4-ZQNw_4VpyHUlevAu0wf=K{kSC5rINF8&^w^z zi;__9A|(jp=nwjbX)%Hx0BAYLefiso_;qI3ne7S#&FX^oW9|$CWPG%0BJlK2tg-ts z?v~XP^HoM?O?KhI=#ufRi~aCvNw4f@yWV5fmh9|;2fP@9#}KUxGWWyVw4hubk4JywsF)*3CDNuOw38; z=`m!h$=9fYiGDIHIDLB!MSTqN{>H%eSCh6UkEntrru{`)xDCA6$N&CJlfO5n;I7Z( z$Fz!jcd~Kg>$?l9wPSrjpvsJ zMV{`-@5bt|@;{Y)7QXobU?353UMntC2O*UctxgnWJr@-2uYc7#caS&muj9Ip2w+WL z)*e^zfaCAoNo?&^`%>FQ9F1s)H6CRuB>O%+W%TG>{D~So#?zbh+ZXy`avfT-D|Sio z<-xVON#JR_?h6aJE1ae5?ixy-XyksZ+HiTPn~N%t)zY`7N6ll@tQ1gl>x`p)&=Pfi zqQc7n3TWXiAOVEu=~2|ljF(x96+9emF+F5;1bJwf7s&siLp6!9ZQIG`?maGn>}18w z-Z(iNk5cvYeym4rrSPAIq6(`)+rtCrzb`)9GyTpvqeE|6Oq|`;<6s?+MPV=ir{Y9r z_B>=ZD@g^uFCKyrx=^rOG#C8I;P!k+$z?_pJ`A6&9WdSVk>J+C7`8Jw(O#r?)&)ZhvWg2I~=xvOxB{1)>dN1G?z`p936Ej!IKZ-*fmwq0sL?#xeL z_UlKK|7s3UyLgHp)TP>c1iDc|lRVzy?jHHO5@-&u+U3#XeM(PD9=PaHkbwc(5LqI< z6+gXbgjr;tXo%Znc-y1eeb8da&9WAKw{SIY4IJ}GL?`0?10bbTgxpq1&z`iw-trXc zkC$J*L^-u>&R)$se%3P2jo<(5eH+`T+^Zzd*Cl+rO(}3Op~Nu!>^l8L{R94w4jAJn z;Pf{G2D=hBK+Deop$SXCqjII|VJK-dOw{wLD+8Td6cpi(WdJ^YfBO<}%nJ-yKv3W# zZ|1#kHt-q%0@`m5jbl(B@WvvTD*wD+nb$B)2Lb1Hys*5U59<(vXUOTuq_+T)w3pq z0?&R#`|X61e3g>CkVL-KR}>m#2tcksk?dXr*%kDi=#fg_SqVHH<7b)|TIWtuGq#xX zSVS{yF(nzaDys46ezWxnnrs1mEswI6rf~qmPD4VwN+5AEZ z_^1*7K}QRAU9lfYpN{|V+R<78a#exyooY+0X`;Jad3FmuPTQP&=l6dMx^VO6Ny#sr zt?&w*13>G3jQ3j}l?A?^S0Tl@Z)!1*^>z;{u@)Smf$WMQ{X-3HKcME{dd|B47~Hc> znOW?5p0!Mjf!>q{njQ?0yX%ywk(Ht||5}%}lMBFct!lbjoEsLp($;e5qZVg-KB}Mv zgmbI`TE491euL#*JqV{_2dARxjov6MaQfQJ&R>ougetuEVLkS9H4vq&Vnj(VkzD1u zj$ECvpLzuJWfss4Gl1YXNzSbFj(9es=Rk=%SR%&E*V1KC#K6g-fiYOr2Z)4L`fucU z4Sr4l!O=7_a2o>NjMKQBDd5BCUk?F}bsI5=w%-`L{W*8=aA50Q0UWGir~9NxH^QfO z9!eEr7gy5};EB8X1Q7T}EG_pA8W}+fpxApL!16W583+eq^#32qzB($Zw*C4sQ4mo= zqy_1eZm#-Jo4=!qXLZQt|DT%)=ONhHDIJV?_i*O@}{)@&Q{rYCsqojwb#X-qT6L{C< zoLQ)MsiMq0rovynDrm!z-w&?BOH&|T$p31=MR$#0J>Y`HT^Dj8QSD}M1(1WFDiOY*Xny!n}Kl0Vi zm%3lIy0MMHwctxn4;8du%5;aG)`}rM9o~}(Y8iHT)d}7$4@F9Lu+$`#hS$%S4&cV+ zs(zHje>`COi3}n%RV>MEB_$*LB+$H1b0@?#yy?n7QRN-S>Ccm-2-o^P;YL|#dC$u) zVr)iJcs-ZrZl2|dckbfZmamtoYtVhQ57?H!0S6Jziz)AJ+Te%YmB5A~Myx;I{*;g^ zSz)TVagE6Hhm7@d9lsZ_22VvxVjmJmfOXec0`$!8fbX3i(>Auhbdpj5*A%S~8{gry zZP{nVl_Suk%flaF0jv2THa4N)P28Z+;+-^5gwVjs2LI#Q8hv@+>u5e0XL%9y(!_it z;0VEnfPOT|V}`yU1xCx4L!`uh_h0TZ<^5WW7I&zb@eV)Om>6_uI?w{*`l(IO2k|cW zo$Yi5JO^~MM>W`K9zQ(?Ysx9>cOs z)t3gT$!jfNopX+)WEFfX4!D0azf(oPVzm@Hfq+njU{bdZ&vi2UQ$ma}xkr6ukGKmv zuP(Tc6P>T(mbDLi#ppN4BU0BJyVYx*{;ZpX_nspb1AsXe!>$Vw%k=ZK>8F!O$kq_u z?S4_8qp*qoE;)jVThOXHTv8CacX?a4m}&z=PX-hBgc_3CZ`I!gy9XZQO{iyko%&IY zj6YG0?ashrnTwUh4N~XuGQ12&4c4a8?`dgL%U_oR=@E(B;iqeYN3k(DPj!`4Sd&kOcJzK^Rj(J8LQJ8u|`3l@Km`pm^wYVv>e7@5R_mOBqt=}|%^ zb*sxchBL^Vrqd%mSIt6kwx_1i8&UvqJFmhI)ehMl*Q1C;tB&wr21#OrvHom^UKNqu zViv6PHV#<1K3vXSdc;D`Sp0V1$1DjICnp5Z@S_IcE&N~_O_IwyAY`U9EjlQ+=fs*TIHJINgMriQDOt!a zVGA=+85qQrv$_F+eEED^Fizw?Sku(;-oLXAm zuZJP&x<_j)&aml*Q6J#Z?SaP7UggA;Ni3)&QMI!*a(VD!qLe=%?&m!(c~o4Zv+`IH zS5U)m-e5oY#;T>YsYYsj$++PxbCCOZnyScE#%j+Uogc4e1w7ZCk7tS>y&M+ritE+o z2#w>KwU(Fg;#xN^%Tr}Px}1KNcx)whOo0lTv%pH-ifH1LwN)6CB~;$zgwT?8B;2K8 zAEGhDfeF&ft1>+!qONGzl*&E&6cY8qhx?*Rzp3l}bJ0E0bU756=dMoh9ZEGU5d^aB zcy-I}{L{ftts&H+ExQDlKYtI#Zp-|U#dLt+ly;-Fk&AM}m@lQPmQWbsWsSs>Ix_mQeTk&T}EqxC}sPrdQ0a;d33jhtE)c#drebcdnAtiU{CCc1* z=cYja5{;`?WBg-E?QO2XfU_}r*CQf$d8jZOwR2b;`(hAHhNGsXCz1BFWS8P8D8|P9 zUUntyphLSk{ASV|pr8eH@<8*uj$;8j{PeD#Bc#L#*XxgN)4YfgHz8{11ufOK@*glo zNA?_msk@j-Lrjo4&Niv`I-flZvtOqdeJwbCwH>8_Rb0wggLZp=t*NCpk2dICZ|rDl zbE*@z`WEffpIOVg&zD;v-@|2Y-V)JX|H*OM}* zzF=p629>cqVk-;N!_e`x8g{;`eeQ$qkt`)uA?|^Y=bcd1S)g6YWLO<><0coqW12$f z?QYH8K{*@9rmJ?gIp5e4>OT@&#`F3r)fuUby&Z0Sb4yKu!#@syw6sk&qg+4GI@6L# z@$}HgeGE)xFMr8|pzB`C&nRW@PbAc09Tz6m>XQp#>ycAy?g}Fmu%AryI9^VQChlM$ zft~ddAbLt_rc=pr5emeG#f>k?jzNPI=$Hv>LSI_{fzjGkry>j%Pm=l&{$1++?R)T6 z3x*Xy^O_XvSR6313GB3KwX}DIDf9u_-4b}i{Zw#a98Lnp#cvtz!v9)HAE?as0Hc_@ z2m|g=tQoYR7Tu(BmdzcA zu#wB*I*?zW0fe}_?0vFU@InJYio|cDjuiFEa%?_+{%|+IgoNFBuSu6UYbi#EySx^R z?XI~V-D47qDQ302!8JFPAnHE+8oC5V+l=hr6E9v$lOSqr3X)C3?r~~3joy3<%y#Fr zN?M{hn+Ya?Pr~#EdUB(egZf;RPYbXWd67qvwIh$5hu?)q08S|W zFKY|0k^Ad<8r~VS>Y5a>q^l40)yjZuqevmaBJ$@d;1=+lqsu7rvX(QddyQq}cZ!z` z5upPU?292w#><6ESvFf_s3Ot@m4*_)fMYlZZj&1R^&}*smY?1AD2Xl_3xCVSajqET z|6*nl)Q*x9+_fM{dP-7QN5x_^kM5gfR|7|zi7=TPi0J@GpD?7SQnzhxNg?{nqV*SW9dNt7Crb+Bp-=fk1^W{%pAj|#C2wp?liaxm!j z0AHKASOSD|BG+j8Yp@VqN6s#etV;ddWQZ-VSGX&@DTy$OB7x@z8Bg2|XB!>RzxY^4 z_021fogC>EJp|xjWv8p@gU29+v6+}GFR^xAFY2pCd;K7LrS^6iYAz0b5)O*HdTl%P z++jCLR}Jt#NiMm2{JlbS$J%wUGv_V>gXi~XjIXge+k&HWNl~Apb9Xcs9lB+#uqK4s54T^=&Me z5yx==3CR75TCNZtDczAEAG6_fy+m#oI?Ox5Sj{A64GWd}>|2{i!Cx-R28_qeMK=w# z0<&|?^62N}mUC*EAAk^u{?9)(80kab{QUM_c15KXwjQgQ-5yRA;LpNYk>f+3RlA78 z@VIMj4hTOYCO*?Ah&q>3J;8ucrAWFz7@h~Tqrvd|Ho`0(Ho2N<``al>av((ekp8Vn+&BPCpQ=gKqMD zwo4&|Xc!=*d=p#YPo8>34eL6`aw6XPF;4)aPK~|rVA^%&mSs|5@6lhMN`*#lj;zLs zy~L>%G>@jpYYl!C!sQM&HeG}oVHI7Z^j`X1(!4L8F()y;RD$eZK1C66PMUe(1~r9% z!i9HPfQOmwcvPAHY_qZDv_A2PQP8Q&0+xSf-4aSAa-)u|@uBwaz_++A5%XASO3lAJ zN7q)mU`c0^a|Ua^m>MByaVyJZ*Ov(^cE|zurue(K;UGMF*yIGTI-?AdunqhpO)d%^>yK;_(W6cy8 zw(c~>*3@HJqjgcb4QKpxw~1Q$-`6a}-Z2Qt@>g6?Gzb&KSO0BYQyd?AF z2q8Mc!Bs`Y3eA5IFD1>>eM$I0y+<@iLuB@c@h*A9%P2!EdCYs9on0CM#j}{hd&Wdw z;k-NfkuxI>ZZt_UWV_T0A+rgVv}CS~sBerbv&2|#tB$nXp(|(C3bOrOj-W*p3z_pA z1Gm%Y(Bf@r0?ZivWqyQ)ln_t43qc|)pi>wCXA)f6EpKq&tO?L|i5H zlhzfoj(eY(GhhExq;FhIKFhw3TH+v4GU&;QYCC3*tZIr`d`eq7c&}hMWJAjO0qEB? zz%9e(1>GpyEq)r>Bz`3L-UA-h?coHCI|OTtY(Msw8t8|QRD2S|dv&=Y@<`woVY*(A z9$=&|z5Xvg7OPqG&TV=qw)KqCNVu~F#1iGPun8Xru|n7@Bf0f=mH5XrcD1~7=;2@X z6|L@CX^p~~p6D-`9%-?JDew(Hgp+rgxAjDA&Nft~#%q3^Jg&IP$6S%K2&6eo?c5-E zi^2Jej^!Bp+QP-ipalNvQGhsyZfF=`JV~n$sYiAwBkrmyeE0j@m1{RYk~9}2GoFtgM3citj;q@aFNNYqWSveCp{8;E%*w9yg1Criio6CPS-BoGrw3eF)MfjN; zMySo^zSHXn*R`qyO$BE$GiRNY{_Bx$wjx`W zU1P%J?+z|fjmh^Vylvw$V=_jlxA6oET6@4%Q{qVg$ui)u<=m3ZqtcuF021n5usx{Z z6gl@bF;+$Lds#FdP5D_lrJ|$(U+iVPZWqfhyi5ugn2Zzab@6O z*QkTlXepS{jg@_}UYJn+4Z|T5&PU58gTIw7mYbeR0+@WvZ2Vt1n-uXB99u?T3w%rU z{f6j;nlp2$G`-1_ght*B#~%GtY(M=}JkQGZT??g(ewcEBA;A`is`{v$mrW!FL@#aG zqnBY%dChPBVu@q6GqaE^_+Tmkd5*d9Ke({WgD*)8PVUPEU~{uaB!-gOOlhs6yR zs2#UFd&SF7o7H_X&K4?Sey4`Hj}%kv$N?w(MhLLm6E_)HaHS*Q1a}jEDGQ`;cBfd9 zKRhlkhY^cP!Ug=czu>eL8EE-rzg&WpJsgO$(ptFe2EP-?X=kWYK9f#;+w9nz*w0L_ zx|{vud|{8PwMM_9QUn8d?_0koRXNpF?FJ*n)^g)o*9|sJ#+>8tovHk2-IKgHjxGTT z49vlHnLS7oy2BQ&%AN&W~-rZ=~6T+nKig` zI|PPQD?WUQNCt-){62SSjuzUb(rq3I-_3NyB8>UTgrs)*_zw+eIpZfj(gA^2Kp{ERJV?+vukD6}GZnE!lrURn>fWTDu8Sx1PVP{7&-MeWjsia1 z9>9*`RM`BXtK)N2P@sWR6}z4Gr$Y+zkCg@s`+iSe?A<|Uz?p;YdGDy}_mkV!B%cDon1A(f zQtM2Y1zhD-*KN|x3Q@jt(pYmoo-igIIZlq?NNUh*ipf3(z~WQHf?V)wt#u0}Hl8WN z(hvi%p>i?cj8M*MvKn$ZU}~qR_osK(cOLH$-m33j%nD3Ufi6C3GfpR|-jt&60KYFZ ziH!3%;OhU$mAY?Y9amj2IOa{M?X_T-9v=^W#N@>hE~*15Nk*_^1=!Ykv93UE&+q>< z%lEZQKnKy6!WSYV8J4#gWYMQNAIBHA9YsOw9CYMzBvVJQigylpTR!k{;0J}{89K6r z@Gbxpk+CL@C23sr4%x^_Y3$H-ey~6(McBH!&B*Z&xDKqX8A7EE&&3z1)yg+M&zDzv zZ~Rv0rCP+>qmPP^-RKPlVkt_Bcm_gMvNumyz2@+2K->lLPx^md6f8x%0&t z8LHe`XwZ3{#KMEQB^L; z%I_jDEk4GH9PhX7Hoe-0v=C#DYMoWn@<^a(mxC<)D9PXpy#9{ZC@s(80MnjY$6 zea$DB)I#899(&kM;}cwDszR&fdKQoA+h$9$mZ3)%c{*S3v!>_0Wv2o^0Zmw^7w$>G0gw^uN)j;pLQ^Vx{y7-GEb~$GB06fz8|( z5V}YEXL2OvuP#^D=4pj1ml+Tff(~^x*fS-7VJGF-~={ARKN-F_DAvLMsDKwa-!zG7XS14iHk~^Nv3w8 zO{!Rgqq|uD^fDKRY~}P`Tq#~gnY_C@M49x7$b$)XPy?~k@y<_=)m^H$A573I-1T1= zKhmk`n>Qxc;fYiwv(E3Mk8uhExDYgoWouLEVn;{hHVu|o@Wqf6ZkGsvE)n+yrCZI` zrmvC`WNRNQ&Y26kXExA{|7JapTvt0t{=?JEn$MIm`#DEdFr2qsc8iT+Pu#x-N?Lzs zxGuFcxr_?Yz={+%u|0DRK@bD%n*lSKjyG&uh&hNe?j;`QN|R^Mjx((P${F zhj6+3*$qXpac(ETz50!}_+Nb9q?GXSgq>(OU(RAo7&uboDYX1xBxUj0Yp!c%@Eex$ zW?Ffc+P?Yc%T#-jT5vN<%`FgdW&=k1en$>$Y-&^RhYU{qFLYH(2cDeY8Haj=XRDEV z@{%VGYX-B5&P7QbPnQ`>3f~A_$w0^qg~GHfm%3w2_}Oq>eB-oNcj?)Zk1aW%*0$X7 z9>AGmLc%>Wyf#5dE!qD4Fo=cJi-XsT)MXQO2en|3+my8Ir2t#nE{MK+=s5Jgc8r~u z%8L4e`?guXMd44wh2m`#N-8_U{KmyP0jt#dGvSGY*vXBD#w3;saSKH*4F70_YEG!8 z3==y|r!9E5tlFoLkc0>0)aQ}WWtvaBlt>zZOelElt`+N1P1g}ZLB7|wQ0|N0D@-Oc zzeCYx=xmoZt+nmnm(9Nj10mahMk=~8BoAL7{r>}0PoO03go{`j)Ub~#7Z3+4CWp)!$;XcU4r_meL-90($@E=EuOFma8JS5)Z>&y3U}mBWzRZm&B64hgxzsj zag{-}UQ4|ZHth~#2V-gk80H`yx!U`3R|>wx%U&ZUY{OkFhCnf_q!PFor+KSsgIAv$ z$>5`kae$6pXUio!k7?MXqGM6NZTm`zGR=7&iqeR}1>*{ltZqtd5i8(uf?BH#%)lj+ zti2~wCUW`ZS=B8r|z2J4aY!c+2Kw;c3!Z|-PIu43l(5+1ov>}oJN`1MY>Mh zh-0;_KdQew?11*81S6giVr&XlJi2ALPp;awjtO&A|EWner5%c!@Is~=7iFl-O<&sj z80>9PujT{2BCNNDeD7JjCaWtaB~ zk?wa9-Dl?^;sE_L41RVf#mu{ggl0n;{Y0dO6<(mUI;DGzJ+(>I3Kpabgdq(sH zfZ|{?g|?{GEpbBVc+Wa?!SF2y_LjS5G;0`5jCF2M+WirMWgKYMRLgasw>mg3Z~Iz zc!2Wn$UveN{a#{62P~NE7205I)gC0Qi3{W~p&;>=qOUf_v9&lIcC%DA2~qKmpR?op z$rnIWYXv$J^82;K5jVeYKN|$TWNX3v;qru7dM}m)tu+7p*_$*`8`husg+4g(^ri| zVr5h9=PqB>c^Gq%3XpB>L{=Qmp9wb^jtjN5wpC0PyoZjn)s9(bP$a7CdtOQFQmY%W zs%bwN<9Udb@?%>D_&7T>`&BTlJW(n;%)x=j9;W^|JjAi+u{kh+a8308(nur}>~Dw` zb(mP<_}FW^m4ca5K>>cDi%udCOi|TT#k-9_St;>mZg1kiIya4GtiFARi(Q|T&%||& zM%?Qn{louPdZ1olb^LvpkLc@4L zGufXBBgp!KHl=QcNJ0t;nTckWa87IjlbiRhM;jtC49K zd#b$+;ou#=ONSK@aNAlu_eY z8U0RIN&=+KYjDHS^pMXnk2WZ_Hp$+CJvz{wicGy@oWqq|y3p0ynmG_LWO!|LTUjt< zp>Zuik8|mFSP{$dzE$RPnRk>H{91W;O8Xl`4=ScUb~ifz;FG`#&suJS=NzPG%c zEAac8k8O2?DxWRUS0PX$rLm zzgUleq*J7PC3DQP&`%OTDCu06Vn1UHHH+xwZ@K#RJPY~$k(7k#1OD02(1vYsC`TIEt@_x0|JN(&tjGBJWX52qYbbt^ zDf$0nz)WI#XZj#V^MJX);sk3S+_Ev52lUTokKW@Ah%!ypL+-E}MY9eA@`oI8x+^G% z3>lI<_zHuV{9i)HpDNQmQNQT0ufHvi$SBqOy+c!v+B}>S6@%n3rA_-8I@R4(7EF7+ zMFY{jknb84@d!JQ-ochT)*J{gD!reR%id&v7qe6==>Jbj{?kL+CrVkR+>;(OrkU#h z*FP>*>9h9g*JSKN$V@(IUW3fhX)OmEPXk1^Gxy9kubAFqBOS^p=h+@|-$Z%2^!m}^ zuYTb5zd4$)J3+G7nmGxih55X;c`l8H)mOWe|DUX^ukSE^GU7(oJVu0O?}4oDDwcxu z;d~I6e+t~DcI$=tRo4haCNap1cTwHX6|HA{Co93~Gjdr6|J1N?w#=Y> z4>Lk$HQ=4(wv#r{vY0;;f#qmU z4+cO?wK}HzF#(fbCC-tt`H)oQKp%sxtbRDt=Om@Qr25)qkpexcQgXf)b6z8f zRB%`cHk-uDbe zDscQR6unC0S8-(|DU-zi44ahSZp@+R@n4Gkhn2U^jy7&l>|#!3zvO56sHItaBMxmU z35dy&K|U^PHVGe;s8r<3EDN#^Ps-ZzyFQHfT=XS(ZxLcSQ5WGpXQnK=`!%P5rb4KT zd3QXT*p8W(DfxBlPw$aP!Rflybo;@(WH#W-uNzxn!vEQF;XCGzTHE?=z5h$Kr*JjX zcU;TBqG-WDmCz>)$zws)*CYJwoaz=zc6;Tuc6Bt!2|D&Nr<%n(!7R6CLKOy5^=&i}p8 zL}I?ZN2c3u*jM}Hmb0^HD^G67iT;LV*u}EQ4F;E3pm!ifFnvz{c6U)1BFNfWja@1k zV~u{9=ja1H@4Nao%g1_nea?2JOE{#E+i7Ek`(Kn(NEw&#%xWCN(i@Iw3Iec>+&+>WQ z*ndAmqw1dL)?S%i4$(k$)3`pzW~mppDViKHt&f?T^6r|OwA(TC+8+$Ru$MeLfpYL{ zd_%Chk*HQ*w@_5+x#9(X#?4+bgVMPBz@i&LyxL&_VFs! zv_%UI+wA1L@{bfrMZ>40$9Y1ZlRUn$F6!7~4=rxYrgHy93-6V5uf8-t0m-c)h0urs zX8Un;LLil(NbqGq_H!)IJ2Nz_)cXgI)fV^7x`g+mBY2hY!hl!$G|j&JdyvI^1+YGk zW3Z5|srro)V`rtiR_T64Up5uX2FB`sKRP|wuu>M^v-9XKS{?fD??C81=kwPk{Yh|^ ze9oqK$2}0^=}Ll&!DcG#3zat#-V@>O7&HXgRzpw?9XL_$-m&yI9(!=qGPSu7w^g3y ze>Ns@`o>e`V^l;ul&4YLw@r#*YIZ{0B2Ia1&Rxjq{4>3{X+gMs)Uj3h;oMoDWtP8p zn)^>;_>MbU(CdJ4y-5l0L)RDc5F|nWPZJy%v-Ik>gT3&J=$D~b>&Yi#3mc$e*N(^1cv<1i zU?$RPDoG_EL*uDtilUAgl_idj+9Pg<-u4_9dMs?AbM6Qx0fMJ*QlpZB`Y z*=wH;ihCfXDID&>q0%5*nSxeG|Ae}Hu6h2b9HbcXcC$(`xE=&EGfHzcWLAyuHdLxd+Dw&)F*O zTaKRI8?qTWPE77-J~`8W!P2n!Yy;W-#`b5gQbR8$B0fu$s`0&{bLZ@kd&jvQx`o{g z>e!geQ8l`W`HpO}8|_Y{iqok$>CWJqG+A{ZEeSFF5rsNXJAJH{+k7!@g;{~pOy&C< zcW4=Sa8sPLQ^4C&yO0(!3kOh>xhd1$L3{aPp=gfUrA^urXOL_$AhhI-G`TpiYw(?@ zaE)%Bk~rOFJKYZ`v(w4FCxH#iuy5|Lyp8+%8@t3CYLLT1W50YrTC--Af*7B9D~o)c z_Usu8L_3#WnkC#6#EbvO$^t1B;olBp)DC`sDVxlAVFdT(Z1|r4OY%#<@a$iw=0}3h zSWe4Y>@AgBj-$j6IvX(U6{k}Vdbv!34P4Vo>VJv}yg>3fT4}e?31n(!_fFzgQm2jM@E-*p40B^-l5kXG8`Z=(x1{>(p>#Fx!QH#S}EqJ&r4 z3;T+X3#wbgG~?6DpE`Tk?w9DmQ3kMc*JdTIWbs|F_iKa$J6e!M=fpJPeYQKM8uW!Pbpax9RzK!c!**7e& zq}id4R|pPTjB;y@?Z*<(z~z7s^*@&09%t#epv9pfp6(2plb#enI*{(ZTR2Lu9K72D zbK^t*DiNH!g8`g%mx^~b-}w&6cd#*m8?AI)h1-{Qs4!~XH?vF?o+glFt?Y{uwR2o@ z&I=Jgs5>;exZ@*qVYq*8jJPFg^zx^E-@_@( zl;{82$N#n5-n-Lo>r_2IXim$jRFkG*x<^Hd{m}9X zEHEi*CKH0}+z^b4 zqIiAIL^j9i`|~x@bYg5Xt*p7`T8;RGL)~V~J>$8G6P=b{X*G^byQ;5N_mrFAj?HHh zOK9|kFXe)+ML>r=2!1LbyJ*Z6ce`N2AVXq0J*rxx^s`|)-gSIaa5ftYoY_T9_M&vQJx zFNLI(ap4;l;kVB2pSR^|_i0Jom!<|0GS84!WlbMe8zq^=JdV30ca@la`*<9DBvQu3 zZ5W%-X}c@F>2%q+w0bp*mqf){-;C^j{ChQ;Y-LsmcUV57+mdPD`Ov3CdX1rnVV^ZVd~@GY4( zZm2kc_|nhMPa*4TR;`Do(ZU!Zefxw2{0@uEDX%0$gi?je!B6lI3*laa5V_4+3fln#QWKq81#Q$3J^x}*I1%_a&r69O*+Zg8mZj&xjTzY z`+%E)N(&Y%F-MB+Ds8yAyo3?mR5=v1oQgdTN^=m1KVKs15P(LOH5OGZB#f0Y>siY) z530f);ZrN_*g(?2#?9s~Y7>$z@GKsxsXgRxY6x~DN@(}%y~~7Pe&Qk@JWpW${$5fo zndXR1Dz{0}?2@5zwL9u8)|%mLIeXNw3`YWj))#{ud|>2s1;VKp*fhOvORtLAl8l)> z{C4fxmFU=vvC43c=Gs}`!KN*`)p!?dL@?@3r$!Du?loGDr(v`$J(yy(1t*11_y%xKMNO}Bf zoJ3-r#T|NnO4Mjh49h8Uav&o^Oi}B z&LSpl8_kk1T4M>tREqaV3gK`7>hFkWj*8s4aqJE?6Tg@U$0RMp(&<;3t#(JfauhqQ zxHIWT)KF3`vF8^30;iXQRLnlh3oniQNB`mE&{*lLVA$q|QPgz@{;_0^c(w-|l}KVq z*FhbMADV^lb@4Yj^?~W#q53_g(~Qa#`m_CVGHs6ed}H1)!~4}=tpsxaKF3Gz$7P;s zH#9q`wk-&8y|3;Q=t#93)MrN8*H=J_io6qMSvvdQe8(YAPOEoHjfZnoH*Knn8riI8 zdwj6}KI>R**e0j@>c;)URUD8$0!@FD>09&+;aP?~Kke-vQ6|7w)7B_O7pIOs)w{T& z->WPsjUyd=_dNX9x+*?m-9~A49Q0?i{bdks#HMcLrtS7mbTJo^FL+#UzQO%--UJ-Lt^9v`HfnwH(57K#*| zxBG0q-IEO%TtC$wfFrt^vx@1OlQ>jwLu_p}N@^;)>gjYwX#59~Aio>t zO23ZTM`wARSf?4=b7CU%Mx+J$(0-Psw!027Gdi=K1Nf4^g*=d}Moo0k?uy-q2TEdV zWdh95`jcYo!`Z`6bNz`wMdmJ^uz7eqT{M_Fmh1QCWTCAGwsGZJzd(0W-m2vW z!a9kD-oiE!5$I3BS&z`xMo0NNXP;k7aTuB@l*g$YhSUDAi` zhCAlLOO+&2#AYR|v}(jK`LgO(h_Hk)%)xP$E+&3m2$N{9)J2{w>a=%maaMJE9Ib9d z!9tYZ!f`S)#j^JpZ=P{5i>`$$d^7As_n2O{!bZwNGiP-B6tU3 z1m?}VyS*B2BPPK#oCIR~CM>FyN^jcYayc|fHN$ShE z(K1I)QMv4BX0b0^2>c}xhW5o*)J|Q_hDwqeO6C;nQxm==8M(w54nf(%z})~ z-|p(MEo-*PnkqsPa~T?uEiY7bQE{D!4eu;=^~AHN=Nh*J*$2sF`UTz2&oT)>p2Mey zOWVbIuFuI&3!Yum*EX^d>A8-hom39f(S8YubKzvOoy5uw+FMVb_S=1@5HP{Bs#gCg zHsKBoZg_m6erKM03e&Fk_l)qoR-e9RaD5)I|LP>*ilW!7>)R& z{&ceAwor+19b;@&`}IS9uhX?GBCN=$?0;NIa8=cqKI@;}WDpa5(}X|H$EGispnh1_ z;XvAme18qiYe@l}@NnYt+KS{_+CO)Qo9iV_e!ceH;m6q7$oG6&2!{Xtc-C^2uVV$0 zdSZOMr*4AAdeDBjAZ^BPr_$xZmb53+k^xPIgR<0~TjzZvxK1@Cwbmrq98b{a>Xej5 zQXwdQ|5$Z5-qD{Q3K32IW+%g9Lvg(Kjq}uz(^#=VSI1}2%}4LX^^7fZ3AjMs!r zTIxg-$)ZJHeh87Fbj~&K-09%f1Q}!YX&&%Ru#xRu4N z2b1EfDu*v-RD6G1naS21QTgo;VRS!h8}ZA%wP3mG@wKL&N5`vh@Gf}HD7xX$2zGG= zr#r<;8a_3K&gN%^7XC08)tLCU3DVyfX6xOONZ7O{A7z&YNs%|sx(htfw;m8b`gYFa zyuh^Eof9pus=72WUjJP88q8x(d|Iq#Uvy|Ub#!aUW0nQHn-y7K|4}yg`}RPFXhX-C zlD)nC=;T0_q_Mzyop)Mk%)4tApWY0Ubkw`(1gv_@xn}M2KU;U0t?zjN`cFNgo`K#m z^0&D33;vl_?4oZ&?6#bGOKMWAu5OW!L=4#aOPb+w2mE_Ox!hbH*GbkD>5 zUr20sN{vU`QrjIlI~+z%#OP;=w3TAUtcF*XMPp3#V;$+AUj6s$p8RVl{zOvGVdq7u z&xLi{EN*??PH$2=rz@%EpVZ%!BK1`0s^(G^>s_OSg@3*>J<@&K;46>Cj{> zRig}rrgOi^{UtwwCnK@yZrekGH)BT4=YJJNQi*@R>7Ae9wm<3gYNXA#?V+wrroH!xc7b)riEYs{^9SYz|&z4&uHNj=3@YGH*rUmC9pa{G>~+B^L2z8eh7$y>ne3j zvm?Ac0KDfkwO-zzp}G|EIa~F;H!WzqmsIPPhI>sv!1O%aEZ&|jMN1s>t>+;pY{&(% z_H}?G&vVsXx^_IGJcJY(OqQ5U)OU^KUjpnxQYM8vsok8NamWnL|*-%e_rq#ja%Z2O?Pt`>F~Kff2FA@vLTGI2V-n%@lAe;)BD+ zIMO=H*9+*0dmxY~4c)vdWquUhWx z+>X;XC+pvr0$i3K!?)i!kvyAvd8!Au#1Uks(2xlz+sQmEI)3%c0@3GcdOu!j>QSKu zSv-Dro6mp3rzh9PIX38TA%ZGK3^wSPkp|}lbD>1v=wx1%r2HUk59g{Ib*M}ICHeD= z(av9W{=atEcN7o1E{LPq<#`NpYM11LYF{cxeW3|Vde zQ)_(#_IjyZ;B=s;@!yXb9Ubom{kmg7z;uX2k}F7otQoXCKTLC+)XZ+cr?9+gu(+ho zBt*8<2lBnFl-Cjwpr=>YsQ5kGfPC#lXVIv?ToiLK9&X1mR%2}3&{T4BhOfK`o8gbD z6DSw*o#v}MNK8W?o2;bdkdTD;yLZv~i(7x3@tSy}+hx~whUn#*vf5@Poi#oB(RP>D z4$BC#)?hPlNBS)(iUfAo*~+?uX|USv)7DmN4j&R;(O?f-Fiyc#L64xSg={hW)<4|< z&{wr^>s{8ra8DyntEgSd?&d1L@AG@IB97xUZ0ALm8T5T;{;OZX7>{s{lkT#XGrAmU zL+i8?-`|uJx#*w8-;_K~b)KE=Cv#`(`xm6Xg`$BAy0f&{VI==m5W2a+SD@TMxCA;O z>b6dg_4BTIu2gL}{`kK(d%`!m*Et&x9ZBiin>MDrAN|8_K^PXUdLtURN>p+%a~U zE-V21ub7>&o>fWpc&vZ(_J?1US_cPbcw7jeh+>qXM3vi*Z_jrjIDo_{ZPKN;WC@Ey z9nagx>)d34nXz@OTSc8_pB$qawkAJ2(jgy0cR)@nQXpR`QY?O&bpY8(aTxo8K%(2G zKA}7cUyJ2%ZA6C8^JtS-Iec`YH-JELp@jVKp(}w;)u-M&X(Ok*0@I#m!WSPd;zTd} zf*TLA{PlsG)}#52)5S`fLp*q>u@=_yLs#m;6pX1)znPaw_2zM;EdKt6j-lTagC%s0 z=d|xN$JW7|v1F$2tlDuQ_h2`W{=7c@;yaYPcU(FYV_$xLzQk*JZeAGopK$lD+k6;1 zgJIhLzR;kyzahUGg6C!S)Qjhn^uU_qmy~d!F&;)RN2FG*k+&uOlD_rbJIIo+7P4Y<0k4GA9`6@0g+yC6oGX z$0|-Dj;rOQ^QNG(_;J}T21#VzS!}!+HhR3b8hSJMT()ilI1McC zbW#UWQ%{w99utT^dMq6g(qkpP_xSUk+(t?iqiCZE}vk0y@w#Llz9hWL;X zFP<(MFE1|(Xcg|rH8LtBe>w`A5^|3l2qWcFm=00D0+kL}w|&w_lRNwu$A>CCWo=Va z2CGjQb}P2!y4o+-p%uCBEw867CfLq>3E1D5;6fFuc-42fwKVHbzux?939)copRR`f zVlz_vUGH0YlXJqTQofN+)yqWdz56c}a$bURx3?OPZ!_nV)(@8&*cX3wnD^;Sv6}kJ z+ste@8UI3fxw_u#URjo(=>LYX|Jk4X&;NN|{1q-oTRrx%hG!rm+%8Y}{*Tx5U%`Nx zq8~Ge{bomZ{=@jr$J_Oc!_p$X1|H}5*<6f--2(3us(UNZSCLHbEfqftl)b`Tho(u< z6z$37er>k)N9)9Cvj-l;kQ~?D%==oeQxpzc)$a*Y)189L+2Cm{larsk_z%qRH-311 ztIAN<6gxX!b>YDHOZwL61iuSxO=(%vYRmD4;sn$waSyuNO7B?vXJ$QQ7_Ouo4f-e`cYyhzs5(rF!9%6FJJ$tKTEf`dY%@3@tAF0?~wHLL*sMd zD)!yJZG|Vw@W>9$<=xq{3i!0NB_!*BXa-e~4Ohz4(|Bv5*7~n3fEYVhT^7mOT%DUq ze0HZ7E*)wt#tA5n4^h8oRL5D_yX7t#BmH)faccU;kHtmsnEBp64e;Ru|aZ8n9YMO$u2CzsLoBiG15?W5w^oFmVj528h>3WO~(JLZFA{1F$qZzps!xD zVYXHGnYF40eA{X}nCGDsfY%uj%fa<(jEPq^pK?)@LizB(?dt^1o$5EZZ$ z5Kt*41*BV48U*PYm5!kq8blP7Zlpm<7??p~=o0Df7?}Zy0R|WvhI|ir?|rUM+|Td* z$ItPcGwgl#Uin>XuO&%btoWO$@TU=H%4bLD!UFG-eOH83 zI?aFm$$#GD@FUP{e{2aakFoE#rMLa|zp>(-mUD_ALFx1B7cylq z>f68ix>VS(t?IV$+>|}x!Ey3d`X+XKq;`Gd+p*?xO+2n6l;&at|5DgpQ61RMCQHQ$^Wq4$wX z6r+|8t}lbvu!3qf;or}jr4LTa(B5?}E!8oPSBm^oB)gJTA562YH_r&v=%}{9RlKD+ zsa^g*7#YVTwbvzbkX!qR zsWL1R+!1l{p>o&_<+u)R-pgv}vKK%zN`%m}nM_o6tinamNj#sxe>|Tq6&L-uFs!&b{I22Eww%#t>JUwsj+p|g6b<{ zJDdwT!wgZJg&e20tM3ivJE)quAR$ouQd9Blv40ZR1-6^*++1{AMqxfL#PKGdla88o z)INdkTa|(owkMoya|@uQJFMh`+w9l}Wy@|s22^>YPR>iERiT0RTuaG5LvVvi%BVR; z9i3t|e{n=mu*ea5{Uh19p*2wjpEIAsP`6g=*Tc{VEgyFSRQwvuQyg>QfdHG`v8grI za#Tcuii6Ahm@D3C{E6G{hRiIIw=TM1c&s0>u~gR6R(*ZLB$I5^PGkeqkWKiv=@J{HS{7YFI&DFwW26wyYHA^(1EU%H#}O?7=s-8uKxhq zK>3*YFivNO#BpIfnS7Abrtw9SW>j0{OqLz3=7XRy3fV!)MW35nQ(!qA*Hd zoi~@eYi!E^A;06cK0Ij8432;v1%P+sN=2Q<`>t-KL{{@lv`JKH5YZPRki296{E)!bSviZ zL0RRQqh}03(c>DW{Pn^wdk7uo7|c45VJhKS7h>gA?ISjqMh1!+?2ji%WpT6~9o!@I zY-hpeXJU|su~%`s&>>LG;q_d=Cgx@@9*S6?_qp$*7|)(lv*&N^IHS6b-d~C71|00P zsg}01Y2|QoQu0`rm2xHi36q;bb5k-VbKg~Fsss!>K2@cLxXD*qm-{C1P8mEfFr%#s zbip|GlrCF^YZ7(jN3|us~0&#f2QCM&aIcCh1O{%A-{`zpq}sbEK^+G?Y=KN~=Xy0nRh+$((Vu zJ75md!|CU4FZ-p7%-|Cy;H!^TYBX)#y7I?|Hus_h3Sdyn!|lz3_tTsaH2wxG(<-hC zE4#bOct^ZwS8U~;Fn)e!$3$wD=xVQ5&z@sX&d!+k_F}&RC#}zWQLp)^;kXVKeI_=| zf)Ci@@&1=(B+0l@EWaCm{wDaP``k~RqNZ^@Z93?p<`_cwnseciIW6mQ26>dw(SvHBEEHC`>{5ATVk6fj-I&{sgtbQJ$` z;4HWLZ7tvA#0JzOJ;pEKHo931%hmg;}YkZ1^IBW-QeV@jULTL zLhi?`+t$W@j@&LPuhx$}6zbU>c`@gC3})8vFsIpTS-DIcTITbz*1YAy%y&W-;}S3a zXQ%d1?>ZTyJ3PK>(*^G=S8;-aSdVxW-Y$A-oD(=9fKsvYQI-eF>A1W#Kz5tTnsckeXEGHQD zZZk`C@5_zfK*W50dvC$~ZN;8U8WvKcD=xOhuuq&_#f;*hnW%^-56|;C-kV~wnr50t zO4U$)u(DO1y|=;s!@|K1M{F|9Nz=B^Qo{hgFg{+C1NI2CE_%i_mfHf#{IO{;a9NLz zxn)N}^GE>Wh>T12STWY3u#(jFD@!;KM=D|p^jfyS^e|Vm=xRu(0)Kfv;S9__#9^#; zH?60`VUI(N=lEJ1eycD0(s7^MQd& zn$1U$*aPtqlE@(euPw1jNgcpbI(pq@nEKVu-{5H`ZJ)$r_>gy(DVhcH%k{WZb}oO# zFaxT{*QLkZL!#--_DU%^P(()vvgj%_IVQa%uS)*XJ&Hu#x#M;9qcpw#>?fgE0sTjJ z4h~$n65cHMGSA}^C+I3Z=RMxcY8dAjUI8mDSn4XB#eYT9<|OXVEYlxP*d%*4DaWmN(+V$Wf^(5vkDjs^V`TF+`tG0uzRFEr6n@=w|S!kJRu05+Q-d_6AIBXGx zZuYWS7B-E6WrNtfOOZl)P1QrgBjeY<<_XLd!xF?6-%mO8g&#*5xUb|lnN;e~=Ib?B zpcT3T$AVm{d*?R(w6A_Ku|qO}R_EN_xju|M=3UqqP>E`O#_Pd5fHm&mixRqD)_0DAp;)nIEa|evytH86v34 z%EsEcIEXgZFv&XDHZV5H6DNfnby6W#4yXo9;&q%8VUOIto!S3^^p&AC(p>bmIJ%{a zNfQTB??b(5Q?aWe;^5u%r!b$h9zjgDtn)K)naz4Kj5rOg?KHa~7X zs6&gF84M07yqG(-4r4iu-Rx&%IVB(dik`M!@^#%w2nCCbW6~B6F@Pznr-IP03L~r4 z{D87$)zWC!lL#xtUsZgwmEU02YT{Gz#FRbIGsh2GdA*S2UJaL+OSz7-`z$hJ3DI1+ zyjmCnDcup6V0N29Q+Qep43B?Xem%8$#J2=!PeuN3M1z%kuj_#znc0b$K!|slb}&W)6r7r`SwNhZ;n9tz?t&b{5b&u z-4UnObIBQ^%BO2@Y7nuB6qTyaQXlH>kz={0>FC(3z~zVoe!KwH{-pNURN>uip<*qZ zcZ{fagHh4OR}oT(7m90R1~!c=!PK`N!wpKDSkLidN z4fiEIL?dqba_o$0F^g@Kh&s$S6wQR8O{VhWc@8ruv#@hDCO@ac+AnS>ju~`|sTd0G zvsZYG!qx|N?fZcyGsaU~#U`C=E#uFa!{~v|ejZ_B-nN?tJhL?}SFA*R)sPhQoLnGR zU(v$jT2m%#F8tnXobf`cPb-O@EyJ;>QD(FgXB0S8P<~~?%B8|9dL*p%iS6=W!0*5VJ9}mE~^7XG2Rx;;+=-X;CRFb%-`1x}n?+(DlCfoqxbkWfSQ&&F&$ zzYhfGbm@F$=-efr1>fph7al(Ep{}7};$fh#|Kq$zDxR~hYDO#`RJ^A_0Nqg3g2%%8 z`m9+Jx!71WW#w|N1_Sgt|KcOrVXo!GaGC4=$1j3dudqVjJ8fAhZOL1V z- zMrC4~v2EYiavW14G@Ld1GX^9V49C&@W2TzEPOio2$IuPwvWO-9A8yV~SHuCb(aqb_ zRKUp4Ajnk8c`p2NW=mv=)>ingYbbQaHqmD6K_zbWUoSK1n0Gv?^CDq2@YX-RzMh?o}>J%;59XwJzR5J8UO$LY{?^A-H4# ztN?M?Ul1E5w->BS{u<7CKk-ACPLLVWtoz2zb@bDZtFNg}w1WAfH}bX=T5$XH+Ze!@#g-E>YGUnjwK#3^Iku{tAMFmZ{o zKP{h`ynpe6MTpH*N3%_P)ufeIzw*)Dy<|NKkLsi&&3&z?S;qGgi)! zgDJkA-6-5{KIV}&6ds$>PZbSb$RGVfR}G%~UNy4oS7b@mqq2qg+@N^o(cK!%Rk2}7 zsKDsBwwRC5#QD+0l*4VIij^9gnG`P>k7DAmEuED;d44zI!M5S8I9#8bw9gIa-;G^4 zqER^#HnSl)5>rQqFZ0*_0}48olaDwECqCmRQKXfG)7jvV;opMMY0j6w#ImROtZ#+58 zIIz0diAWTxS~3jb~T{~8zA{AxB+Jsc>p*guv07i9j3 zlxW`>)lyke#IKT)XgGdbU%4vma75d}dXY`wMZo7$WAn180!IK|V_Gt{_fAPFHr4qy zdy_+#(Zr;0_QFkd*@b-&qcua{+o6e(h*`hA@}{`Kp^6rFJK3CO%3j?WS01*55?Ite#c9y@Pvp$K zwq5AY0$^{E2kbKvS_vJW`g-P6((>}!A)m|3%keJ$Vt0H^AE#w!KVxNM%PJ{Z!?|{4 zia14`Ng(%iJ#Mz*?;hy8MTC!;LxWFoyYP%Ng=#m{CT2jw4o-#hH~yq0$>}raH;|QQ z$8R{UcD}H4(`?U{@fwsKM>5{ANfAI+8WjR_8cxy zhs1Q?V*K3Sc2Sk+IFU~&_R}&J=+*M?!~bE6A_P~4Bt|!+g zqOx+_^e4we=NVrp$ipzZXJ729(pU1|81I+u^~b-y7q6TI!N3V@ro4g#)`6#kra52I z=JA1v+AqA~vBYi7tOZdjTNw9L{t(Oc070Z?;KidbY>i z==7nhRzp?ecq-OWcBx^i_u5yYosO2cz#v+rCv4FL9$C0_t;ky<^3- zQdwv~-q}C4AjbJe>t)c)&kpaM*JH~JBYb@J--~(A`;j4jh-cVFk6pmbDznU!{kgM$ zLXiK8>Pe2DI{`SUO<(eZT`fNRv3&Q=h8rp!9m6%mj2WHgms%!ePVuaACco7E#7+`V%c+frCgO9*>1FbzTRPi z>SuE3t7~qRZb@ct!4(!C2q zokNJ2I&fr~H+X7G?YmB9c@Hj6ui1oOh*@`JNv(6q0s^*3cI zW^P`SA1XS(FTDB#30~E_fB=s)#P)FAFNB&KvGOut&P8+S-bq%t=j-AOQ`lE~U~`rB zlR>#>{MPoAd^ZIvyj^phq;GP2j?m@S7A-@3kJ8|bccN(mU zj>pQ{DFTw1i#r`np58-_<%Kzy@)b2vcqFEQBQA=qTQ5{~++EMr(a}@?acOj8XSQeT zh4I2$G1L>8>Q-gPYXiQ0j6ML6 z%9Eh%zIK8T>cgzd_a%il%*bo5el0N8WGDc7ROZStXVJrr3UG zeuv1D&&i9r*f}@zyzjv;?J=kLvNb)YqgX5TP8m6l3%mK_o2U^a7-(80XZI=5g*o(sRw_D=Tw?3KKqXwa4U6V? z#(3&H6GZKX>G;teOE+eu#?Q@QX4~d7R3d9uDy7^Fykl?knt#bhR|M&oqF*`Gi zjpitk+I~Pk`aZhsI+IRn44hfDD0;>_#`qjCY7@CQIlHrI3Si4IrEcp#Hv2R8YhJfK ze!$Mk&-O}T3DUI3KDJk>n+s$yZVaZu-g2;8vMtMZL>AQC`<==xJM8aY@SlOe$9S|Ao z;4%H@7tH7UeLAM|lmx=t3*4W^C_Q_iU9Biw%WF}pkteXk+Cggbb=-knl4$H+q0@qz z#Rx3+&iPoV_DNw00B{mvlB3 zNG_I*B{&X=W9N>wT{*L9`w2}@}ypba#Z0YPDqPN7AsPY@6kpn29erQbk4`eHwR&k}i7|6_| z_iVOyq*dBe`rm{7oqqvW8K4KMPhAV?pB?{!%m4nUD+aKw_(vi#(0{-C57$B}r>5U4 z*rzW1s|>$iZ*s&-8hV>3L*U|d{478(YUNoiSf}jG4QL*3KLyQi;k4gW`mp@TAB&NG zW%a(n`;UYL$$Mwccd2}OW?ji>(?=QS&FH9gNVlW^IUebJi;?CUc=CpiR~t{fMos%r zv2&q}g~viHD5+r1v38;|^0kiBJWL2<=4G#{ycgq`Hh<}Vs=Y_tzM^f#9Cl6CSN*cx zeu;)y>9jj=@j~7vrAy`3sq_^(r2GjDS82xwO$tlrhSUwJ5JC%f$z+{8zo3YJsnEYE zRpV62nkPqyB?In`g5Y8a&duLN(q9bx?-yxjFP|6`%hbfh9OiGvuK#b-#&>|3^#f9zj0*)KQQaWggU zql)NVAl_DV_>rZZ1ZmASZBrpGe#*&2=$fK@)e(VfENMJXr?5j!T*<4+dv z{mX{@+oJqyV9B4qXjCbQM&XZn0jb#Pn(D3PKmyDQLvM}s_4U~)Kg#e6EZ)q1{`4$- zLqkPVX$|ZBcuaeC)zUqh<%dsD&|bHvChoIBU*v#y$Sp8r0?UufB|@6iv|cbsgwn7*T^?`y zfvbz-6mxHdgS;m4_hilfTBv{DMPRejvM!x&))Z$8y(YO*8Tpn00|L;YDrs93!=)2e0a7ok-Dz(&hVKyCc|F`_@{ zJ2R#p4)VS$MqVod>BnV`E+uB-)=*X&Y?Zz!7haP?`KxS{@0B8S#d z*GN%bQGc!X{)%2=nG-6N$7e3MWKY)UpGUt;w54WCx$2^?0ibf<{BeK04Tzpis-o+T zbFB;kbnNsJ>xKD9Gllrg&07nVZnp8eyBR!2KUs=8Dllyq%u<g83Vr=b6y*6`QjEU=u8OhjC~fKd$k<909OnMb{OQaVc1?}pOyv-z8v zG#3-+;+)a-LvDW;)c<)ME_RZb`lDUYW4iudZ1`WO>u=IT_aVTzfG?!CDp_px*Tnw$ zBK~yRi-g3*@${q!+5ekf>3w^e0Rf5e9lIeqxkUXxW$JIcBsoVmBbNe>1{|cG6pla8 zB1s|uX|li#tyk{7vwmi?Kz7~a?mtR8--}lPqyp_;!)AJccZoRhk5on98`3Y$7edqb zi;BdB%RMApC_awm!{ds~>J;*=iLxw**=l{cRZ8;8VMv!^R}(mPqXXd1CKQ4H?bX zFZu5}u|N605sM_z$IGozqI%(MrdOw%)c%nPz6yMIAF~GdX;gKsorPW%>wW(c%?@@-T zHEdbKn1zRKH#*k~+1^14J`E z1q^ck^Q`{9P4AeV8ya$!@|70lnZ^tbQ&(8VD1LeE&Mq<`VfJ(yodl1;p1pHiC4f9O9m&#BY@Z^X@ z0>(vgO^ed8rlHyeFB9CdK77HT(edeijHACb~R)_aeKW96rR=g282ZVwvXG=_MteOnR&5>9KDZS zv!Em;gPRX|ifVNoNpahEs!ps^w~Ib{e|y=g>dhx8;(hcEP$q-VytONHhEyV|#Aw`s zCB?CMDB0eZ?%8KmMcMiCI|B0sxO4i6KmB^RhVAEGywJDx1T8)6IXswl9at~+tmf|N zv+q29-rqux;HK!+%i3HcH47%*e0b&85|H>80ZUN*|FZ=9R_u_ORZ6Wp5wsuOlDqMA zPF^zJ5cdRz0@F!%;_f4yfY9SR#WuUHMk$SCz|fI9T9d&s;zyIg_HXE(tshYb(F#@9 zy?p{Q*&LQ4{SvE+gqN7QDW#Jkgu;gJ_B>rC+hH>p3BvY95w6ahvJ z|HB}%EBF0`=Vn?O5}jg&vvSkY?krS()YPtU$U0%n9OdLI1y?j+0BC*w!i9`=yM`ys z%%O8!Fl}}wCMGp?^%+=jBffcNeHK6itKIr*Ja+EW?Mh~F)P)`lGd5hFCZGk~r{46x zp6I)AyY6;py{9e0=$hSB@NDWCTf2aZlW6PstbsLxqX%6ZL#xdg#^ebpOU9RcSR`l<8ov8TY+>(@Brxta8=|{Xc{|^pO;V93(MPu-JM%Agy4Z!* z)HoqH zc(S%MEIG#G*__Cn5DsoH-bOgG|89;ChViE2MKhp{UgKNVa&qz8a?8 zf*}Bx%2Rzux2cf&*llfW|C-qPQ9`*|Rn(@u$ z3=g69PjL!>;L#%1tx&blv%PP2!AgvU-d&%HdpYH?p6(V<#wAjx*mTShsML_74>b0K z?l6VIEeFQ=`0a12)NS@F%r;U=1hY^fM0CN-?w_WjAIVo>7yQPHm-0YJv88LvAx{-@N z2~tPPH-fgee%*`Vky-#>Z^t#maMwAujjI*I<$fBai6cHBDNf`YGF;lJ@li~dX`t2 zbKsm75J^})1TIBp!U<63FGT3_Y;`3*)J5UGg}7V-h>UVMF#ula=dD*IKH(Jje=*!HrGElk|@ZkpZ8t%*XT%nM<9U=A49mxSk#mNnwV4ag8$Isk-4iKSW$?oZ9NBgO}au z6ZVH{dJ)&ejw5K8yq>;fhz_2bcnCARK_x^n3BRZYOb2)F$!O3|tQJ5Kw@#?%fWh(k zgl3h}-ufDygm<-h{T5Ky&EBmiMNDsR3(ErZ%nM%T-#bqdz9&u0Nb~9aPqB2jy^eRi zZD!xVjWbr4Hh~jrVU|Rgs0iKRSOI?frIBNx!)+UI%$@_No~NQtW$Pv;4m3ZQ%`fhD z==kD@2o5;w6qAtRxh_|+J#J+Jw9YL;xntX21<*1J-wL2}{}N0qGE8Dwdb@o;D+LOJ z#b$&G%a51Ya)CV8-WR|lHf-w-he-lUFOqBmCyENa@CO?`vmY2j!-0kc+K=j~xh(V$ zDZCWq;2`o{IT96Z` zyK_l$q*L>i?LmKLFoV;2ydCn_nwnvY17d`NU*~`s4;=(E=*A13N(iGOwfh z2{k(yw1tY`dmCj7pmNLZSDTv><2LO}+WZ05FQIy-OP6AQu0J9*c<{)*qsslo>IhlX zTxKou%;mHU{m1>I>#+kyCqEy!JLF=;5>m|#FX*`}OmUAil7(wQI+d*Klq(nPG|_{~ zjU8~09wyf%JAb9JkcS7!Zp+(aIV@e}U(XXBOdyi+snK+eB1Z?L#hJzzar5>>fQ)`q zW|7Ms`7wDTo2&X_bR)cKcGx=YvbVoEo?a7ta}gdQIX}o zgot>Cnp`USnAUeADdW;NfV3Dc+D=m}X#-LvK(i;nT`1|5wA|?Q$8+mAPe6R-LaV zOfeZ^FH7n(os~s+gMu1N6_Bg&$6DRWb*|Ymm?-g`R?mX`&>Q(>2U!{@SxnJ#&(=b5 z{8DG;@5cq6p-<)%RE|?e7Zf~NCowC33MslJ> z)*c$0@&=MK@QOL=sz8mNW1yELa!YI5wN)2gtXkcc;V39!l)3GE}U7yTI`ftU#PgJvvxK@3k3m zaMF9aC5lBQ7AWbV=1)P(T86f-V%I|`Dj^-)Nx;E$V&kx2G5k!_EKqP0p?9ecXgUO; zc}K;O+&r{(b>5*t;7Bc{7(F2QQt zb9OLYniMP0&B6-Q1qJJ=Ywfd+07ck9bUp|6x%v4{N@-!~#yoZAtA|8Vw0(%0YH9rE z?M|OUE6OB+8IO&GgVCMK(&*baCxrYD)H8?Ih8>;F^wacmos!mB`JNh=g!p?V**@8G z_2XSaJ}cUs+iCcdPV^-1qNEOJrfB$-?c4FY#C(87&(Bz%?N|%t7(KiH9WS%UN&_c1 ziOQpZeZeixKjPuJo9q^nt)Kd>(}f;)=V(0kILq60L%-(1F6NAFc$n-eB@^IWT%9Hm zO97maa#)(mJokFK*%SUIPl3=3+soPB6BQ7_=_^eW@guD-NVWw#JzeHX$G>iSR(5sv z(|A7KfUN{y*nFsl9p58c3ypTh-fH<)QgHaK+Ml)z-YqEE)xG0wSY^In&9bmmpQ)nbg;=>sqewN zOn&1?J#-E-O2^$##T*3)2=psVupeTo*0Z{S3NysD8(nm9vH)x%lCENR*8Tp19f?S( z$ud(tx?uX`gZhKhG+kQySo1OlT3g?3k_!noUZ0l(_`meTUXtQkF4{?gveDMq31J## zt)48WMV-91wp|q-D^9XHjHtGrrez~aggf%4{DR8{BG^JopRj-F^hdf44p5J_4^bsTS zGr3X^28%pggu<<>uM+C)QXpCb20dv$JtfH`Q9-+5lFQ-1!BDIGQQ&lphG}=w1E5JW zdX~!vAM^w0kHBNm&*%oU*D%@W5{Ls1WVe%BE}rk_2akV%4GtE#J7Wze?rBFM#){2U zDi*R6t$QJzpSU4b1{_Er&BhJrDQSX9c8LZ0f@t1g*M3P{XIs7IKVhg%oYK_P_pKt|v9lL$wgRPk%~A!R$Q{dFQc` zyy{utDEpxXt6Oo$1`Lm6_OuO6=90jGPCq`n2wj1(OsG34CEb$dz*_Gna3a3k&73#d z$-5%$*${=HaEM(}(W7V8&J({ZU}4Kh#I#bj2|Qu^YtK8RKVbX@4_2b~U^e6R_Idr< zABxg1lzy^=HpDyNjKa zlOgNr&3F7=O881H%L8O&lRNPoFi_n&C}xXY^xy7^;QPKu4!+(Mp}N#<#;yn&d{-v! z3f&h})}X$i%3rcG9Q$kX2~LVNZ6^xZJ-^mH3Mw*oVgguUb9@D?rSfpwg8pR#*^YFx zS5C~lVof_WVb{hRnaF3PYLDyxbTaUaA#?j0N$lHQ3J-; z1UURQLgY_40q}+_JOI7P^@^Sbt3Y78DTS03!k-AP^bkP53p5kvs{wZQmhPo?GvfLJ zoTTqck^Opl4ghGJuKlY_)Z^-{t8CUTnjDu9=m6i(I@uT%^ z1L&Z$hz%f11S(XGP~r4qH-FBFBpKY$ZOwFA4b`@EbwSE9*gDfgI1)|y(G65y=4mnh z8S`P`9c@$&S~5s7xf9Wc`YMapHcQ9wraif`{`ISaGUgR&^r7&2RHQg+@*<5nL-gjF zmfmm*uz*Zd^)!eQdPKoPo)2~OH`16Gybh+=6s0K{$XD)@SaytC$)ET#fe&jvRDV|b zi2}a2F{7t6t(HskS$9CkgAbinA=VZAA=7`XwBf#)m+TYaD9YJVSoZI8*7*6}bN+#x zQD%OAC&_DP-<;+r@TwKz1%!9m7k(P|TZb9vW^OJL-YX9W{C|grvo}ZIFr3dj;boJY zWJv#~nyzPV(S2zPAFe)|KR5O=n?y|o=#oRTJ7`vA>17}%{QCR3G4qU&C&<1#rg5AG z`5(b$6T>zgP)R4gd|31$pixa$epIXjRd&bHvSQtU2DD48dIo%X3$Ut{B0U1DhcC2x z_YV7GV3yLUJ$V>A!_)#@b#-IEic0dYBuab>ZsgsTlWN3ui>V|W&QD=wwXwAx%9U z1L7gscF9yLDB(-5=6ne^WUpf$8z^R6!oVxY(;yxyC*<0(K&sqwduxe6W&xqQjq;RO zl1xpupl;Gh{*Hf_Wpr+~Pjz3Y7m*x9V$H_FSU_y^paXDGvA1rP#Bf+t-ipyz253#4 zDR{b)cp^CSP=eFPOuxT@ei`q!?;PDxa%N-{Pq%gkb2T=k%LRm~AJOC<5I^xzd0H?c zg2eB)+nCSE$awejys1MzYn){gt4`kc_3%1B8HN?#OXgd!d$upPu@$C5U_1I$L{oU= z`iw>VIRWVw-ea0|``XJ?je4Zz>7wK92^S|rdI$xx*!^~`ya9*FtWY+v*e69gY>NJC zipYq|CjY$#A%lZg6FxrR&HWHw&V|XaZTmy}6HCENfn+1p_1y+pNAp}2JZdtiM=Ct@ zK%Ft6GX@{(MqXEYL`Wtguo7qj?s6{Y3;`c7M5 z+_8q(1N5{Pnrp)TofM1Tv3JOub91y_bhDalwB7e_0&^-2uBj7#uRnp;2hhbnahOPN zF|!gHsGe(U6xk8SRd#`MqQX3>9}sMN1#KN|B&Mq8Xa`eD z?F;J{%h~Kin?;lppP-Qa&nIm?J#o?$LQgi+%k`|kzCQq*I{tbxmODd|VRT~p7^m4U zFyTX>7RHn1JeXVu_C{T$yoO)oUjKD?LP;=*R1H60U3Ino`}~^i@$K8zC1B+6oK?Mg zl#M~YT#wK8m>IuozLd^T*?i4=v4D+FvX$~cbtc21`s_KZr6#$kmDm}Pskj2nL4#b6 zQTQOK0e5g_M|zLgj((Leq-+8rjffGZ5ME6f2KjioC_d^fAR{yt8|HUc_vdDEej@Z(-lj`Am)~ui#bDy| z=^7>aiNpuZxhxi@!`wnn;L8LZ;~$o{Bz8Yw$pM*rg7g_2OeLlQ)!-|hFqMC^4xL0qCX&nZqV7!+l~kaL}h$BKyx8$ma9V; z$;OZ0Llb_w8_flJuMyhX`KNp`B8y#jruVcPv+ZR#dv(}o&co^Oj7d7~{hze}YJxcC zrbFC9-+nqy&kU2WHoBdb!)W9xqbK(Xx42RUKnKf{j+Z7ZuOx&?2m%iSA~+V00x2W? z1lfJ;nm$xi@^S*IZ8S6)C+t?5K6rJmj8|;H#b?WlZt|5js*sorwvdFI%(osCzjC5? zj9>!FB=5p#nprHU>}o!G#=ck=ReL}@LSwhRK{@3tJw$L+&d%6HH4XUJ{g;;b1jA<{ z!UX1o@?RbWL^iwNc4$Tc%vrtWf`Gx7@DsAyI|gWb11YZ)AiOiCd`Am?Ad@K92DqiA4J;+r z%^S%(BlAL2L%N-ZLkrjD+$!NaFa5C;n}t_KuIsy`!Ie>f6~@n*yVeF2>e8?Q>VJN! zQ~4%9Q^FTG{-j8cN?M9=Xv+=8RlECHEDH*pmjj*QQAKfW#TUs^ |KY!l1?r=Nm z_y8mE8F>qUN4B@A^6p~}4YQ;`a7W!|T7!$0Y6j%cTo|m|#xb})(}pj<4MbVlesDmf z_slOm4{NpdvuRr-nNB4Y@J>NSA$<9RqWSJa5RFt`mr$`B+dS#lrErq)2zY}TIWrVS zsHX&!Lrn3YOHwuL!N&H~9jphDKY_xQ9!VOis-|12tLeEbgHVzcbXL840rcJsFV+|X~lO9 zQu|x=sxDNqu00laVk34n(vSWadx60@x@N23HLB%C70SU?d>@sv z_CbpzslP*_9|_omx86i5FW7#|@t{h>$#tB>Xx{B&tuG4oOzd?Vzokg}dSIVTWYNyBv^wrLY2AFtL*e zr#MQOl%|`dO~_oI$kj@3OgT147yvUYFF-Q1h4HBBJE+z&*jam}hxEyQDlb#6AJyJ< z@oFbHzQ5v6JH9>V=i-i+`Ovby-B4ej`C>0|b-|Ei-lM;NbaR|g#gihfCCZ#F8Ssh3 z30Y1&Kay2t%+@n5;(2JCz5Wq1Z(gwP%M*9a6`YkRlI%xY8c{H#e{W*WAT{YEh+}D> zho&N(hv<7&J5%r{g$cgGQd7Q&J%JajSvJXFl9Wue-QxnKesKt2Bdr9*ozeJX*6Qm!iO6Yo}R-dgp0t7)38rHR~Q|suE$`3wJ!}8o#wy^@zCOv1(rW(x$O})zHjrTVV&5@Bm34Dks7Fe73J=3?F_^pP^C$wlK(HjtL((CC0t9cm{ zxw!^Oa8SxxDxOX(NDaY<_Nc#D-)VHnWwM`~rbIm?2mI9Z)!~s-koHAnv#PDwa>Yq7 z;Z^4F&^xU1lb|60+;z&%)qDEq*OZ73Dqpk(pymLcHu!yD}KUII;k6Z z3kg=R2%sLvcSHvC`AOh?qx3}A1OE1^w2HZR6=eAd@pk~VNtxfU;j{1ndX9&ZZ|XAF z%3(2Z=jaNOG`{&jr@45ucAx~dxdvDPO!Z2u&+?Az?&{Qbl1-f_0DoY*8 zKOawqKzNxZ)>cF6wpFiov#>k&yD#cIJz)?1Tn(}5Gblvf3D`lh8un<(Nf_p6(Z0z? z2&*R+Gg-Lx_%O2?h!G(k0v-c*weuUAC8k-B@OjczQg|ky9!D((X9-YWt_D`sC{uL< z#4#KZhDcB(S$*a)34nD!aWfgo+z_0^I>WYZLG(TiB`rIeiwjSRwD42JO8QXHlVQ z(`)I}ovBMrqVcmLoj&JB=w9ueOJ0+5G8b9^Uf~`|lzGC!<$hdyX5S(>T!)#hxwz+R*{Kg31@`|pWhDq8Ub9nuh-|1)4 z9`p%{OTbnznOd#4@MG^q;KQ$f+;;WhW8`@VWRXaq z@wkzfN4cF=t0A*p`)uMHz8ez{E(Ll}pg{DVt5Q`8D^G74%p6t8(aQ-6|GreF~c8xi~gXben9LcV*^P;g|@`W4hc3P?5hLr>+jJ5jn98sBi=ds1F zE??V9*`VXnDf$j$99s6^`w(y4Ka^8RTMS$D0vd?VOa;&**wmb#LT&W&r6yhF_CGgF zl2_W^al=QLacaNmK6~S;LYemPoqUoUXJ__xO5yoCR6-7!OBI+DUr>G@%)1`Dh-C+& zP*$KCzxNIwWw&(7-mHuj=a4H3Xv#3)$9w3++#hMO^J0ozr@x)$=cVoH(g zd>WCH!wA2{UJ#V-QN0px&*ty)j+a^`u$U^XeAesW70qdK&8?%g<4d>VtS;Gt#LM?E zB6tCPmHKl@Yws!CZ;>Hq$ghwCzE2xXk`S6kuuA4vnvUOYm3T?E-z`*iovG8V(XK$# zA>R@G<5i(nb05ci?w!4r-PvE}T%XB0$wv}0Salu$LyP{5>~hrV5w)nXIO-GT%Nsns z{N8ROKU~279pL9M(7WHVsO28>-}R#7g-g9TM}>fshhok8U&_z8@@Bu3WO;q2s7?*?I7KVQtGz5U|3bIpexJEBBE2>@cYG7S^k{$NRrx!V`J zt|bs5BPwt@QqYy#+vY4#w)(eWhB6ThPhK?VBQ8vrW zUJIF(|ZX{5Wm zyWzXhbBuG&`(3~PxOi&r*?achYp*pk53ww5(#iTVChiElXe_-fR$LsS->Cgztk$A>vQ_i|ND?`HRHJ}w#Erb5ETW> z^OoOr;B)Emfy2%slur<~h-F!R>G+k&aU}#3FWdmrvk{Cse0B<&YbSS@KBbNCSa|-s zH`vdgz{22XnN2~5Z`#40SZ{!qmQebz;nv^je)D|l$K?Bz*`3HjO;N4JkQ@n3ZLsuj zdDkc*5y#P z(i8t-Jk(s;qW;Urzd8sXtyXJx0zVOTxoe&^p(-W$MeL*6s}VeUN+OyyX1^B?v1WVd zCtjpEj1Jz*{?Lrjg-y5~#6-(Zq|lr&a75sXkJH1&NXwr1*|h6o_lQW1;n5er$dH%g zFH62$7#x7SdEbAOu&X-&lz@D9()A`QfGV)pVy!-_egbr_kRs|@15o>DBN^Zm!c>4c ze;~$twbUF=RI2N#g8xD&l5?uG;chxg2q~3T|5s+7MyKWHWF=1S@^c5F<;%6^>egQ&;ODoXZP=VbKshfR&4&`{CT8$FxFkHT? z4|#H#6>+C1w;O#{8|Sui&fK!=oq;4M)V@D|Ga?;qDbFf17RS7Q8XDZqw|z2m$J2S9 z{k3e5c^ZG!`LTNj(!y(5bqj!do9O3@KT5Z6JmF2d%4TZtcD!117puQ=QY{`d;vhU5EsCfPnGZ5p}d^24XE_mzn&cm;c3BVUC5~7q-c@H zyw|}VPt|K|^;c8FeIb_V#yr*qa4}Dwaa+_;vbcoBQDv8&6980zfK`8MFi{Ar;$QN! zq=PxfYtF8+7YOyYcnv_~>^+db6KZ>Vx*CDfewqw-)n>VRE~%n9<-zU7O>*~D4p)h` z;}%iQbV+z4=kBL0F%1h`kIPVi$7vw8KYUURF3?vSNWBAjZ$0j-5JIT0+=bf!P_Gx2 z6CN5)^xph-;{9@?2jrdy6cQytF?+QQ=`of|tJ>#Bx0CFJ$KbXbw6PnYyvP!94BFy7 zR-jA(C+WQa}|Ee{;R?DhJSVIl1?)pLgu9-LQPRwrY4C_k+PjD+j_B zcneJxXKZx1D?3*Ht*Xg#w!C%)qZ>dN+RV6L3jbe4?;KLVQJArX*&5zMB0d@M_M9OU zz$PIT;`I4|x6%oJ2q-Ih6~$j}P)11~r4 z66>x!LX#b@9^8t1J`WQ^sB?fPNF}Kwd5b~)Suvava+8SKA3oVj3^ z3}`Q506~=asZZ@yk6uXk3i3A_QMc|j#+s6n5~jJCX&>&Gi7OD5nQR5&7fWlXT{_lD zEfA9A6zsk!deQ?Ja()OzX%EQne`+Z_^46Cxj8weR+=cE4ghIBEt(BzI^NShsWo2!4{9AmMNe!aQ9gQyT9BK|3C+j%fkHpE9?Re zvdJ3VoXyS61DWq!<9Tdgf#}>O#dqsbv=`h|eS#;QVXoettd{X>N;|b69rothz&60y z3wC*Eb_?KM9t~cmzvckv<-GNPV0^tjqonLiN!1sH4Rb#|u{?9I={ z{?Doc(sWO91AiC@co1DtPrSAK#ci;xW%ovi^&_aT84~A6TdfQU$Vd|X-X|bu5a`|Z z)zTvN&Qt|T0+*c}iKJ?|@gsNlJNBzj)dyW3o?(i{w4caalf8=P`mP9PsvSC3x}#)D zKrF{D<#3YmoKRR;QN!FkTj{?ZMMTi^h)pVGZcKf!VWW`UAWN+h*sEyuy7J|B@4*q( zI`PC%D%2rVfh`4Y{vDd30&YyviK_QBFH02gI8e@tD)gtfO_;?G?qcx^^`pD3uq;H4 zH}iOxC$#nK4aF}5p-~jBbl8nww{Su;7eJuw;kRF^4DZ}NH@00)YI^-v|9laYnk$(m z5DM&$9m$qwFg{kzUYhH@8hvPav?@`{x-BnPpa4^5GTOKVR zRl;ZH=Syc8R;Q{KE(|s=j7M{`yo!qpw3@uInH}l#H5)?iZiD%%n=c*Be{($ca*qZn zx7u0zH}Q%}%RHr5rM%BlNaU8*Ebd@6a}&463Epk}XK_{&TZ zk^Y%inIu*&0wmGKIi4bmt}VyW|}EoTt4zOtc2#yA@u{86nBbNKXaB$upyjhRc#_?CKe&ILk4aP+87!v z71hCr&y%Bg;C@p^IOobH6)~o{+Lw@XNChL;JV+v3sC{Am8V^EQ8TOGQ43Q*u=tokq z#R)La$njT#sfrdbkMpowmL}MN%542x86G5^W^+mZaU+{egThr_g9x60fWSbuT^xIj zSOjfeIlzgbktO2&787x#<|h-VHnI8-yA7Or)z}a&ToD&FTGh9?>(uQG7y9;O$_#gc z#yHBOzfV$eZsX_^yhWG#yy?3*+?DF{IiiTKd>Q4y!-di@M#FDRI4$C^8@UIhn@RI&t)z5Gy{CbP2h3j5-S zO37v&g8JrmE+t1Qs z5;)fuGeZ`%5hAsyvCp%8ZN~%(+6yc%uxpFO>F(*UCe=Y=ZxXd@v~JDaTB=UXpyRc= zeouKhk@3lD;~OcpS}FF%!+ySg;ZVYUt=)>F;rytpGvS2EvO?1hG?s7jLd#+g99ObgENyHA z939ywON~7%=0Hevr@K&!W0f=P&ZoKA!eBjaX|C&qE$M>0ex|?j;amASp1U@9+6eIas_qX~Nhn zG4G#9=#1eZqn+kX0X>HpbzO7FI-xBCB_|)?C^JimVp#U>Zu)NLPb}!Y2{gSBe@bzk zgQ`2@rv2oWk(W!jZ!feh4R7Jj|#|7DPI z>WcqFC8`9TYZ%cuX>>MJDU|}X;?zpFVq?|#14EwxjN$M&Rx>%z35|Zf&|ti~c0j*; zAeSMjgu#_p6y#f`VQ)H@UJTwD>8{PuZWB{F=t$f@Igynm>JEvdQC$$zN~(Hu1N*4Z zWQ-P{%O0IkY|Od})F#(A)6&9-S9KKari_L9E_RZ(PtyGFBIG{Dkwe6ERVvoG9ZXK= z8yj%n=?Q;6rSqd@ac&;DDB?S8&+*3ju}(dY(ZYyx^ZMDGc(>bAOh!su3(7!9QgH3Zm>@I!Qxbbfu91!c3dYcb%SGX8|3-nmN-g!>AyL?=AU4* z!6C7bN-1OLDsNePG$Jw~$pRvd6K9o|KxP|SN4aouef-2*yj`wSW0!YT_S_kZz8xl7 z2sWCj>ebH@s@UHHTA?5T;q`tQvE$WMwg#MfRq$7Wxh9Xj+1Gt)C~$P`+>Q^NzAl1? z)YByUu9sM0!bR)X`2vQsY`2OO*$3c#yGk3&jK|ucmS8!Y7T-_itB^i`h@i|=3^ta> z7|e^SkemGCZS;I+Pw25?Bx%EKK&{hJ^1Bux~M#(r2=s>5r3)?9dY?VfF;=v^>BT()F zk4!WxrWNlnp4mSj(s?YMiF@d{BA8O#8{A*%?3h0*?pV}BHEwHKhpHRwqRaLyMZ#|5 z)kV-?CDGjhVTd|MZt-pe`unM$5u3OhewlVL^dn2R_EPOgn9Rq+hZ7O9kx7zgWF!9LH5IQcm!{=k&xW=( z+11FDyOGwgDoUxdf+b8YNosAJrJg>cepT1E$JW-nP1s3*Op+wrwJC>tI=%oU9(A3~ zDV?Wc$Bq{c!r_S{vmm5axfZVtS?LLvU2$^0%FOzp7qDoxM8==a;C2(twj{wp?PJqQ zXtT5`fli~)qn5!9$Lc4HyyTMJ(0aYTBx*QX8{^cVL7|Xaslk$g1|7N5gCjejxEDqd ztw$l3S=gs7_S2`x!(PHjYI1odx7f5A-NdrlXRqylwQaXy>*YVuE(_kkLiy4WG|GPa zRU&t~;o%*4);EUEEmYJ!L~!YlCP>rpPBWhKuR0A~gbw0D{L)FaUXHGtRSk^$F38X< z#HPKpjWJsuvmw4pPP+WS4+0(mNvPZ7)Yx__yc>=Ng{44|Mg_^c-kmURmh-_Jemb9F z)J6zt;p9Py5c#?y_8CbF!|Fz;ytD%Hw%V4mOSv`oW|Wa>eus72gkiz;OSvgZDS^qS z-S5q1mn5Q0ogR+;Ecp2KF)gj_U-gG-HYXb%`Hv05>lYEZ;!3o$bAcoH6eYkkXGfqleCUBg;6mn0I(?cc# z+55C4+c{GhtuK+-8r~xO*zrUq9&>NJo**G{7a9e{;kw2IMK{&RWN9LQs@%M7qhxJ_ zT#18UXr$a^3K!UB)@0HmoXM$xH-zP|H3^ddcEfF;VRC~gH(}Gg)KPA)XM;_Y1i#N2 zGuLX{quPJlP#@N~HUCs#`1T1|h=9-nG7$qBjY|3Jt8z1X-F4|V*XvKpH0xcM4+N;y zDj&F8Og|(_^pjof{n5Bjg-u}6*=4_YEt07%;{AA}S`2c^qt0aD5j~#v1Z5vOJ#?Of~UGIwL=9aFhk!~Yfyu7h@ z7YW7C6q>M1DsMUsdf)u@QDsB3p@8&d=~H>mcCqg^AeKdVkDa2nH-jR`n+O@Y6ZJV_ ztw)89@!KhYP0)Mgxh17fwt|POc$RU69L^gr!yKo+2;ohaR2`v09_U8@sQ$A^=hes& zC*oq4a~JiX!@(MRY)c0G}Y)nnn6 z{h614;TgtKpb=mOqiSZ?rNQCkW?D2&x`@x{c43&ybxekdtb#!{H|uM#U1G4aW5D|p zjCUGCa=5%H=}|eGYV-HL!0gmZ=-qik{yid9V;fK|AuJKy!ss5Lk?sR{Zv9&tl`-GJ z`-E%i33Y3`=H(QqJ zN-;)0$Y7M5+iJ@S8X8M9_zk1q4`V(PGQMkErr^!Bz1~Px(2{tn1~Tw=o~hK~+ziG@ z14v;Z!DpP4A|xcJz|^-YY_F^YtCX3LozmB==%JexEw=6KID?Km>y4twM%%rOC4`Eh|K6 zVkpE;msK^!dJpckx0o9JLGCmY-a({|20iIVCm_+ART_dBzpx7lF6sd@03q;qgci9o#f@p(#44iAHfo&*d0jxS_}RHD$=kEBEULEQ42 z2)az!_EL45$~FNA@BRE*hK87AZ;ASOCZXi7yECHY-%=q4SHnq-;fwObccc|R5bjB5 zq|f=yZk^|ll;m*-HBE%SJKJ9q7bXTtNE>p{0r9Xa{Tqzr7h@XX9&3$q^jCT;|Co$F z?C>+=zW&jMVxXr&{Joo19N&18S)-iazfJ$2W(CetT)zjmC5JdAMmqf^KS$=-fe7sF zg7Rw4=Pt)bN)6&aX*QE-r6bm()S>ww11fxM>Gf%H(O($}J^zg6FEHLJ3Ro>le7SU2N$)*sF7pwFZ zeC8_}hV00Dyxxouf~YQB=og4*?Hq+J;A#KKlYsH>=a=( zS0XBSMC6ImE+yjn0iC_2+)S0>*4xV7Fcy%E?QTrM5$^bXTJT-s^Jy`YV;?k!8#03M}o>05&w+Ypf+V!PXm* z&$-gr?$@;#Xyk-fD|ZWCs7mT(hH#gmyPuOlxk#?8mj<;wd35^jmFS<=8Upq*a$9c` z$fQ$sd8Z#CbohsYnrBFAPTm1U_EAsxoo&#cjkUvb>x&X!*p^GF&L?? z8uI0BFd8;~DPWufT{e0n~Y>u{=8V-K)KhX5%^JVf{q+-M=fH zIf2)&p&_B523L%R-~$rft|45nY7O5=Ub*5F>4a)n^PbvC zVBbOP`uZ;J45kcUY>qg+N>C-zNw_>ePjdW#W~ISMaMZx%pgnuWM+{VdqkfigKYchg zyKzLk;$SYFWV~9R53@%lu)3G>W%|vGJ~Xr5bJI_!EWv|0QwvcYPh>Gs6lDntRLh^J zU$S}%OR@z;j}Kw{;Oax`TeKOip|q2aOa^x^&EVX~Y1s}XIu9F;%&l1nZkgLjb0*P) zjx9nIYutQM{9Fy7K@R+oExc9M$#Yu-GG9Pew(BF0@f5a&y}2cb>Yt&9 z>?B<*jrhHR_A^8PcC&>3o@u_NGb8kf6&9PtDU8<`u)(6>K+;*zy#XI1@M53w7VCBU z0zE?V#ObP|B*z1^u+D>OJClRWfu~`OCaI{6b`B1*5aX~Xn_9bLHqzO0M#FB+=)mRY zsYM*@HKrSHkGH1qY8>{2_IOs<&R+Ag#S^lB3AUfb84YAuLd5R_8e8qKW z$M}r4>m=Rl323?zdYi{FnJQ(JvrY~{h}FRD!-71rr=LVW$rqMMOqDxYY+tpD1dz+~ zGBZOXVbKW1mG8`NZ|4eCX;j;au9TU~y^Js#N~gK6Eg3HDP&GhRe3;bdIQQ(ytSj97 z;$m`_ZRG@J9GltOtw_yVwKCjbT$c6(E(hsKEw|2#@||7E;#7d706dzZ~bsZsUXI$7EqNA zdtq%E(%E^P)*&~U^WJ;z+4@#kAhU2*c0Ea3mZtrEUHnGDSz<$wv1gTY+qaqyrS}e0 zX!7CnfLd2`fXW-2-crkp>xJiAW#2~xL22TV^T0_P(X6hpx08hj;dUYea*%}pzR_z7 zSlK^5esyt(VY$1le3C6)YQ+m&0WQ3}$&4odzJw zivR#hHk~w*wQIN)_!d%PV*a!!IzBh_b{`}x;vxD5Ru||1Ose#drC+Vbc|*uUfuuJU zwa(o#Bc%jeD9H*WL;Y`0Cu67P@Y=dD`T2L=uAjRIyvK%6c7n}Y`AF747uh$J3g)0{ z(r_X))zw808p;wJ)ypyn@{I^DmZ}?ozX)7z53fr{EinjDR~W+bo2d(h;*!EMdni3b z#bziE(+kcv;*KjP)F2!Y4X%zbn3=66Ocol}sB%Oi?Z%R```>9o^u8$K2qj>kN`rkw z=p~}l+RSAU95Uo*K2xJJx?M28X>3zy7GDe!5E=tyRp=!R@jh6Zj*@y~d5S0&bvMY* z;Y}^FgVJkwJdRYL4q4BIy?sT;g2s0M?onIZN9M6{gUX)h;$=g&znJsD( za#aoujaQ7Rn#IRkXYL3TeT+X%PrL%7?VS{wQ|a0d8_jTvbxm&;0kYpZuRpg!=m7;`KmSr3iQWsj%0d=r7 z{mAgZmgbF<0dUt?X@v#!(#-^2oYV!VU<1C!fk>*n02u+cK=U*a5teAuZZb0?mU3-l z$Mdwk#1M|>1i{*|I^}hhSJ*twFC+gME!bl{2q|)8jpj&Fa$0=rd<{w1uV$ki`~y9=bo8b7!OLV*sI>$M-xp z?L2Oi&2Y&Vnu{b?W<+4wfBdWTae=^*H#Rw-TMtyGnx)^Pd?F1k>yBd{1bXyp*JZXn zh3E~_C+hKAPfFPerw7ZVfxMFG$oV6ckoj=1Pc>iiv2$=`J;;WZIr&yAOVcSXRJ7W= z2Zg1GRVEHbx*Cc+8-Z6un3n|KW#d|H#Z4hi1QYLl@Wu+>2oKci!Mb_uM%R3eKd~zG zcx?2r#{+YH`b<d23Ty6WD^^G-lHv|5D+r zRL?Wd!K1bQr6|p)q_TrIN=_K$(hrtqi2(LXAvZc{Gg~e%8M4Oda9Lg!rTe9)r>Egq zISc4)*L#--EOV9Ud<)Y_uCAP%l2T+grBDXO)hxG|%g^39i8p#~X&mou_bX<8#tic? z)5b)YU!{xRD)JkrOaZ!3?0KBCbMU(=bQ8rjuQU*pi)-|lys9VA-hS5mZ_q>@mVeJc zO9(tC9ExYVV?*Qv+@RQ?|2Fz#xdWTwz~danyjFme)dr418Gi@Oghiv~59InJu?Wgl z)Jk`Yb0k$(i*of3;au9SB4q{6V|_~HwiK)VclS%3A|#I0B;@+yNB~SwW4DEAI#UdT z$95aM20CGu@^smb-f%LumkN7NaGyqmM+)YM5rmI^bB;0?F$Hq}L0OQ28T2XmXF~ry zD-sVODuqN#NNXuP|HyP=QFFTUv_Cz8!Icx2EjKihCU#-5E%3g%lC6=YDzpmR8a{UY zP=zBy4_digFEtMz5Y5rn?z_;{9v+HkgE?#(UIO%VaMrmR{X$EqB^xuknM%cLKYKHv z$c31o6VC`CkfYR8i>L85Yh8Vj7K(SPQjo5+%G|E6lK*p5p3q30hLb=cfI!>t^)qt( z=}DdNkeq#4vPLD}o1LY`*J_ zn#mc{7ljD?!8zKl+WzX)Y($x_;at{3p8)3cGo%rn<>j%_36r2oywg=oTO}cgl}577 z1{-n&sX`EyZ|KMtVNnV4uoCTpWA+j_yUmzXRlu`{v@wx|Y3xMTg3;IG8Z73fNg8^! z2yiK>3H&OzM07i#HYSw&Ij@z6jka+^VP4;fsTZ(jc)8arwP^P zT5(}*-Q9QqZBni}JTij8Vm$0$qUlzY;$3QGZ~4EF@*fk*kBA76nIrlf+N@2oI2l@8 zN*KTJn8zc}&UH(?s-EQk25Apq7-RV#zWIcy%BwTVl49qzllJqCG4e@P8(4B9OM?&3)1(~O&Ty>AxcEJwO<)md#PsF&PEY7Cy`yDcWTKMk@VLto^NT(O> z;r$rI^{aFrQ1rI7ttJ&xu(-z+R@t{8khD`Y#G{=5z z%=OlwX8olw`RRT?`yqcX_|9=ie1^E90wPtZpRb`&Tiy=KPgmKoHLVO~&)@8e;7<{` zi!D=OnJ-SROc{+l1pEExdh>wHqHIJh$?EFv`uQjxOYrgRju31GGgk4iZRO9eHK0%L zY@TV$3wueu`0#wpuf8I3tL~{k+&ZmtV&1gVIo_xX+h?|_aiYO4IE(eo>@>8iFB7-d{#xNqvaV0g zi+z}9JXQH}ZvHe_`nAyOh3OAD+0%n{YjSbI+)Nl(_VEE@qrmwKT74beg9R(lLAy*y z9Vlx4ioSpGls~8I@2Rx>Yq+ei`UD$@MZelW#1N2zVi!wu4JbJuxo$cA7xj?l2lAQN zi_adu=qCzDCoq}sFv=Oe&51I9%KV%fqU=S3h`GDPdq2U&PH;(f@kzstA7ey-)=2Ws ze)rM`ia@`XZZ^14nkge_eG;qF*GZIYOE;PW*(LX2f-SztYX7y4r0|T0g8P@S8uZ!pl@DdC$Od@Xq!JdU_Rl z+gqeJ!h7@~bvl^prQz8dp3gaN(N9$5SoemgMm8f}?u|{pn^K8cJuj4TD4cEkC2RQ8 zdyy#~dt;B#hD6(ScDD%qTv(p(5kBX=ZH-1|Z;d`Zd#!Hgq-ESNa2q~r;0VgrN}k?hnmoJ@?pGM$6DA8v|K-Gc7t zPox4tSok2LcUkGxN^ynetun{TM&z=uekr&;C(Qk!3L259hSm{~R6!7i3>w zU%PD^%RyVE=HPZ#Y_?o5?8^RJdP~?^QI}lv1>%aARDS#_uCDH8TFKZ*`O0M*)7UVR zW-rXAs<)Yr8uvK9&F1zMfH9x)IgXksAk+l&=TUQw61~n7!ss!eP~ha-#g(NI=XxGZ z4WYiJw-@rnaIS>6x^DQPBJC{mUb$%vx5KHMV=5?t-EmOO_gA~`&)_72@?+V-0@v~^ ziS5V#j5WkDkc_TH&=gyEL%7{KgbRNc@eeOxeJKHS^*_CCW5o zYyE28?rgDOMH6LSjx7mJIbi@Fbitwn&|+`mL3jPsdp8;~t&33Af!t3N(bQaeskv`t zuYt-odk3gbu$!hU4J>q_9q-Pa;$-x3%{A&$gywfA?C~Sbh=%T{)Yya`!QrOZ%(*(* zPa{?e{%bXU53!!MXodI;Tj(`Pqdh;&%0b+ zTZ`JbY)6)942O|SAknj?7p6@TU~Y1Y7@E3yEU-`y+}U7IB9GIo~7Y z2Ona8fKw7;Z8wgLn3~)Os8VH%>=hCeAQu)EHsxx;Mx@}fKAWeyM18XtY$kS`sC7J! z#Hc>XKu8zC@x-H$ePr_G0Sp?2B}4d%ay;EZ zPG8hUv^#eruQmD9xLqGrUDsJ{Y}z@kO}AN=8)V-fecP{E zq5QyH4WW710rOQ~99LpRQ2}p#Y~{n6a(sa_TvB?&H;OFTXT56%nW*J>cjMlhC*9in z&g#La#cYN4UnQq2L2x!?G{U;Cnac~fJZ`w8v<|No<(Gs`ZXvJkI6jcY%DIdy<^QTq zzR#lN15aBVh8n#i{d>_hdgof`B#X)XP0`-dXU`ykZp8YbEm_;)P$*v}YTDr7;QI6i z1+_*gJX5-q@QO#kc!fnGB}s~G8hCRgI};=n3X+w0YPvz$apHF1^qE=%J%Q7{k&MV4 znnRM#qLvp;XV$d?K9lyIa*m45CV>mwpzG$itC{Nw^AWY%@Zi7ml`C53+;N{sH4j; z?c(I$%7b}O{g>eA<|jO9ii`*C&sPpwKex5WOWV#AC#-*~K;X8ne%IOxuEaz8LB(|a zi;4-dUO0EXRVdw6fNSf<;O|(&(>{Hl7Dl|aSa5e=!jUW26JOTNqGDuY3Hxb0dYWRK zl1wR%*GJ9?7^uKOcA2nPo? zjDIM$-!uVa3T~WtNp~czU_*VKymYBUV*UQXiOd=f`#eU;O#|0m(^{fywpSyE^=d1@ z(nKMV#P#De@d#$2V#$B7Fu97$PQ}8ZiE?yOQgmB00qdC889m%(#sNScKe80tlEZ`lCTfn22HLTWfQI1{8m_T+bDh^_f3q~~wAlSI5psM? zil;Luq3=s~0D!v6`OoM1$=qhygd&bk_3|syYgEu0 z7%{c0?;djRl2Hvf=)#pcmxDoHkIWSBilNM^$5_Vf044{WCIRK_Rm%vxI!;zj6n?uu z&=5^d4vxudX4pI8E7UvT#qg*jBJ?DkGv$wRldw7*fEhMYL4caucxW+)Z)|HBK_<3g z9R0IZ`oq~o6z_SOBfeieP3O9#Y5^d(eb?CNiLe{=W`?S}@QZhm?N_wvN-LqJ)Ktqdobw|mr(wV2BysYq+OF&c8xSg^v zPSE_j$M9?U8_^IqV25o4J6LdJOV;V!yc{;xy}T={D_=f66FMk{c`RM?IX0iY6~42J z$&d!?qM?8r$-YfWHE2F>BQ(EdR|q@wlp!J@h~xU%PIn4tmQ2NA?v(17z_9-$6_!QT#z&f|X1jkZ z+KqddZg<%c5*_gt2-+`G8LUqdDugz<~V02?&|CN%q+ z1L?Rkinm5{{3>SM;LxDUD~7Yxr)tG-H&2&8JTa~@#*iHtt{qaUvKu;{#zSaEcD5te zz0|E6kJYaf8B7LMaO45~Q74`>Mc9Yd=6D2i^+XwvDoDNVb-0DcOv&uPA8Zc0vPZ}wCW1%)QC%eQW1<@xaHovS9`;UF^wxAiqc;s}`r@T%c!vQ6&H+2| zkf}UUxqDLAuo)qsr)M;2!=sGI@-|_~_t^4$*{L{y0#vt-#jbWIZ()MyR$_`DH>#j>zTv?j$`Lq}P?()HvC%rp9+d^TAbcrGg3b&CSK73tMo;L^(cD8#5 zL6djWM|Au`8(nAw1i=7Q$UZ5(wLaODr@lB*e28;Mc`y6CICehWmf6y7{5J{(GCqLd zpV)!^;&wXL8?*IZVqDufMK4)EJLF;E44P~yZCMv5%+SPvCMG+$|FJMbh_yJhM~~ME zLybn_?(lqw+%G4%H;)+FmUheslAZ#a>ax=JB9fLvcBYC97hZj)m4%hhmSYHQym4;P z94~gVsa>*b2ez+|7z4`OB0!NG=oMkSth9a8d|r38mMBWvs|pK%Fmz7j888g%VZbw@)9R8)<>VD zAwE1?pM9hb-c3!Hi*yr-%e}&ydidgx!QNvrPil%riVr2rdIlLk+vN8vn*zobUpnKP zXhvAgI|ieXDd5!dh4TZQd+BMFwcZGm4oyD+z6%_Kkco?n3w6m-p5J@urSU~%1Ghggg?Ky$ns1>D=2lzQ?EHa z=#Q58`r<2d%VBYaNF(dhz^EuT+#v9 z?=2miH^i{%qJcDt4Bb{sINQ&PtA4!GbNKOozYL;aZT6yAG?IdPXAEuz(2e+yFPtxe zObGC4rkbkjh}8K$&Jfz~eWOWWlX8gL$T;thWyy~VUs>gt-lXh^_>Xn^{ag1PAruYH zIOrUQyE9cE(B$!AkG`3ZQZKXSYqEPLVDl%PMn}s^Bcc;H)rITZ}&E_kZZaG28#A)NBo_ZQ`l`Ld6 zwUUh)ijT9kwuq8_v{v~7+En!zj+kt82?~CqSBIDsPzBQ$PgEbFO$iU3SSp;!BulkJ z{ZagQKBNFBCY;0KqQQU8dzc2~*`AN~Xqdve+2)p2?0#>Y`uQ?IMMxeCp`n!a)S^1?okk-$Wm_RtM` zHFOI}iq9Q?x)zcu{Z5L&Mt@Gh(K8FB00C7uDFt=s zF`DK?&H9|ly1Tu!XofB!?G|LNjJRF)U5Zts1dn_9ZD6#MZ*Y^)K=X&Ahmh0F6^eKmeG=sHaO z`uz-xSDN?y?uPe~-<@Czp@5~!8mG<;Un$->#3t{FJ0*LiR&%$1KxL@V3|z`VNelf+ z8Z5a+RX!^A4bIAD>FdxzP3@s(qka0#tT{ao8CLuu4fFS&OrzLl2Z2M#s(9TQb)HOD z74K#pWIR3VOAkwD(+BYN-Gj5^V^T9@?prWLOZ| zl%eI)s4s~gb&fy7F#aN#STTHSZKt}>{l#qfbYY0XQjkL}mU3<_;O}5*JepC>Pg5MzR~W8m>fOGF-2bz5rZ?)!L;V{_LS& z@kdT9cjf_hVTW~I*g5!CuY)_kz>d@8w=JjH@z8~4Cuwpg?b*BO{T+`E`Lgq-h5xXP zE;q!DUm|A&;XY0Y&K_rR+wW$*w{Vywq?w!dpEjW~C{ zU4yT4?S&t`)q#HJdeAQA{MdSnQu6u=3o$AuB%z^Swj-W39U(F)-A?-S(&tl{OzmZv z!;H3keQ&pp{N*;6W)4M6Kkm!Pg*kKKJbSv#@D$^W5v;^opZP6KY{r}Xm1iV2H-U=u z1~bg*EWEWRQroI`ft#``WL#OUSRuPYr3^5o&@6h)J4rEHL0UFEER>3B$mS{`loFgv zX;SVj?THzgZc~h(yD;6(5jX8YqA;SQ=NFlR>7=(-JxI~t3TRJr)&18y{e>|Uua@b? z#m5Z2s4|eB?GHn2tMCxrWL$sA-($0|eHnhpQsg>;k70_2 z7LE*6lfn(9G$sGeM}zh*VAm*K$E~tANb1bbz39;Jo5_1rfA04+FWH9Ow&*6NdBSEK zLvmN1HHkM|3-&0F^%1go<;`h@GVoXegB@5oFe%Zkuw{`s3?e6oH(qV z&F-zqdSEaZP!{xHmlPwnjP>(i=1WDo7+~s;C`=c+#;9KSrfF+= zI~Uwdxy4wlfQfMFlyAOktm>6nETW8)M&T(C!>gD+HFGzH#=@wGQF#7r z=(>wsu1<~pFcH|NSwWj93n7{CRCc$$m3ts=RSq(FtUr++vT~)zsTfT=Xx+} zE!hrkkbL@`>pn5AAM0JnH7QkgOAhmn7t7omX-~0+>o!yQi%xC??8t&KmEg*V>i+Gy zY%tT-#v0LDWsQS*_FCrX#`qX~tbSmLR5~J%D&$;^^2}Z>tnHz7!t#xR3*R&<}ZPk z!sB5Y#!i@m;fm}Rv_FeCW-f$w4Bb^q0bk`%g=rRdifroK<;p7uzNk+Y8kyV-L=QW~ zpp=y$>ibhv(3$!p+r|OeR+Nsl=3gu_1wc?^^+5!4;m9sY3a0rIEXMPvlixb2X_{(q zLp8DGXBxD(Q)uZ32-({c9&pry^6EgC#yh8UxG9!MSsxoDa6ULURRqhFI}Pd_M^P5M z>3z{&qEwJWoEp4I7$g7x8vE|JCYNn(6%Al!Mq(ngJ5T!~Dy@v=$ zlP0}`C{;@6H6$VeQX@6gPy&P=AoM`^UiRMSoO{nc_xm0G3vaUCnKf%xn>FkC@&dZO zGGc6sYW71VzCG;E83>sG%$+y~H##@|S?*%7g{ttl=j$@o_)2+~EVj z1-U!7rG?!jWMm9oJ0~VYs*EgFI7xBjGde#EOPBl?nOznqS*rg!dHW=I*8Xfpp!?dP zLwCk{=GYfb&dYY;7Ts$ZPh7p88tJHFS?np_!jtpx@oXCO)7LQtcgQtUr<@LEwapn1 zo+)-JGUI#k=aG)gYZ=J-)el3Q{Q@xAFPw_Ls7{$ihsRNB?<5U^02eWz$6pq4$gUT$ zrIj0|zIGeE>Ds+!p(=W`K-9}n%2nT4->m8qQe-T|icGHiBM_sSl8=MX<=WZ1SE6SeZmb%B= zrc&Csc|)^it~yTn*UU0lS9V!Dqb5Z^jQcbHK)m4zjoK6(Xgy9UXF= z$TZnfn!wK2mM@1GB9{N>tN$tehr|!6US%Wv{~mz+sy)LvWE?Dm9&&0osN_2bEn}BN zIO|#Db$St*lx}eaaq2OIfh%Vi?`ap|7mOJ?#T;ulU;+5%X$Wp`QP8ivRGQ=Fh0N9;cX<0p%QN z^Tkut|1)y_-!(Y@SS8@UW+r~uf97NLB9qMDh%tg4+#>$n*!;Uc0Epsq?>|c(&H(i< zWU2M=|H-p|xDEeyRt!{A{*g2?niIAV-Z*QCx%c_(;o;%d{r*dQ4kwkBUdHH4KJ>y0 z{YFlwnlD8q(j#$WdJ zlLjSXLgAHPj8x2o@}Ru{C7|Pad)@uq|C(_ z=`-SUj$7hZ>t13G(;~9}$>~so!dtCn`(Dx-Rz-yaUn460Ex#ybJbMW+S*WbX?DqJ!ANelwl zh)Tt_6%*VKh(ysw6n^U{J!ZE73HL;e)z(|B`WrI3Gp>Zv}@b;QD#wGCOk#h z_aB7XmG_S^dn-~(WNFBugo$ybbH_pIHw-~~K9+fs>G0U*!l7^95?*<=3yleOPx0iZ z!9rH{Q^!8VYZoE5Ngug>6U5tr_9#gGBeH6yuu6_Lc~lQf)tH_Jyl01S&lfpbqZ}rC zfK+cM8KF=*1)9%XAGI0I8G1R^yDauK^QWgK@SryOHKnn2UE;_oQ}*Is~Q+sfNC z1vT5Oo6W05HMvGwIMz&g-LcwCP25rI5|uPG(||PgPHi4tzB#m8w^oZhj*ZvfU#|a) zIh&ZC1F418+3W-8_!4b|E~__LOh0zN0+46`jsgU`!NQ=E52wK*POV1 zL}Ldrz+2|Lf_-h>74sbzB7fE-fL^6MTid-e!ENP$S|%9+<=O@5$=f%j$)WWq#sjAE z#lxn#%Za}uYwQim$G2UlND=elnWMz0ZV)vLs(FMo{gWhVlPDTd;>9vfIFO4v-tVBl zcOZw+F_=6CR=yEMBo2y9wGV|94qyDl=kAMK8XNXaIR{Ah>;be5Tit_xQGi5klOh}K z(lb8~U`cAWzS^4+7>r0QuogXNjK_i7B!STdyu9nYEP_3w$>jyYO2sdx0j;JY9tE76E`%e009Ow$U%M6r zoBAiQg&mq>h}-n7fnCgLIw~R9klWC$=B2pI&m?_Rra|7unmh0x zK1iDZ0hG{yq}@1Ft6C;dKuh?N|5~_J>s7nPVnCm~BI(02^dZYm)Gq*afC}uJ^2O|m z%7g6;&q*3p^I#(8gFCJg0hmEYkX7ag1*=F`rtpPbaFa$KrU&9+bI0_=uQI+VP z5aY&6B^{Zf=(gMvRQpfpRc#-YC+rc9<>19Hc2R4^+ z@t`<0dTP}J+j_Nf0Z`qh1e;YGv;m&Gwz&F&e&uU71Mh`ZvpiryBckQ**o5LUH_zOpjuYz3hhH`5 zdmEgrySgdwNemymT)f;{;5LUZTx3-~8C!9q<}y)KkKEe$15oQa_j>dZyTH!<7=?s) zTUj?w{v?7T&^r5A=pHc#N#@z~MFU@xuQ50_WNt|Rf<1Y~Wadz2-q2XRp@08C{bcbd z8m&`^9vnU%UndSODfXtiVId4YU>oqsmS*3rU+CwSs`7$i=Fmp=>cMZP>D=$w z@{3|2;XMXOl#Qj$@dwd$!JMLcI5Z}`)mXtOiY(jIyxLaTiM8j2Kr@$TPIL({s^uZf zBM3JSV0)MQ8#jfxWQLkgmTE5NF$}RyU}!4g?A+rU6`!9{>b>G^Y}6IJ59M z;DU()+_-UIF$b=R^(yOft{%6ld$Ku~dbdm^L&oza{L8bjnVdx99}%qL4l_TgftEj) zW4YA)1s^j3=#gF&w5!H|-H>>>4F_(a0T8uuW`$CNFZ6xO>VFRHhULUso7(z4oip(4EL++e_Gv8c z)744OLl-n|yOnF=ZX~o7(%{0>S3ZU(7K%Vqi>k+N*5- zC>_?;M3)V5(P!e1wvB+BU}1rLp)Vqy%*54Cpt$1|SRTehBV)?R@^SK5Icb%NQQNG~QugwA#y~M}loN7Yc24+(CA)&3aezbay zW7+nBsfcKnW9+!hJW7!}GR$b%xgLhcO<`CvNB8DXUuFU{UHL(i} zf6^p1=@9uXRkkE~C(e1n)!F*wkzlW#s3bX2KJSe z=dQaNo8*S#x{m9x6&5|tz216Q`iBy$o^`bLXme7+Kpf zV+jS6=H|%~j<@g7-V1o$7R3P}e`SKE-8b_oqkW-*ywIgjkZ_tkKLiIuhaQ0l0H%)tw@$>4^1D;x;>h zrY<7^@Ulv+#91jH%XYUlB*{KmHyvQfMjuWXEu&Q}G~bvB!0WP&VE1~Y3E4mua~K-& zBLTf}$9WP7ZPBqH{tloEwHv5WOBHhgkjoe#%Q66*#v|93t2!?WwTnMI0u! zuM~7+dMiKgG$If6^EndC3=+v^b&wk_ztAU(wSBTO?6GiGc`afnW4Lm>HY&)qFtoJ=U;AF%3ok!x0GWc8vaEe7N;ptON6{ZKqBeY0Z0whZmc-mk^-gBNsSmk<8HrmS zN*i=F&zjm=JtPD$oC4sAoSOLH^h;tP_num;tBd;!nJP!gk1=?Qv3ord@)wV4(F`h3 zw`FdbY|Ufr)asmqaNcC7L*@#fvUKBU3w&XEtNR?r*mlHY!SN1$?zaaoYW zLaPpnL#>8UukVb7LeV{A307!MBlSKfH$I72YUOoWz8s_xGxes$?pvKJe8x|uN*rVT=D5@{9SEnESGXYDYquRZU2vPdI3mgxi2mF7B?&nOwg@Q z1fDCd&zC85JiHpp|8R&J ze10iKP0@J2dHre2W9&;BPaM4pFxv8A`yvn}WO(-D&&_nA!M#!niI8C9Pg{EpLbftn z5;3r~=|dkrFTwpWx3^r=(*KW;Uj;>I87VLS6E`lwIhy4#CG_h zW2R2)rnN!#oCxB^{&xzxIOS1blY_Mpn?(}N`vB66nb1Cp;|Mc1UD+H=$K<_oJYMHK zmjs;y5$C%Xcg7%~;-rWqzo;3S$?pbt#3R^5bnznNbtcNDpP=v4Kff=1a5r&M=Qo?t zeq>lguyJYl0-^5#Jz`pwZ|z;pC9&GpTSy37EiG90$Hj@SXn>H=DjT)@vqh9X6>+axYxK1%8 zXL+XfDj(+_Rcp6bIImFf5|boC#WE{$pK-NE(M7CaoI(|?BkP)!`O%=_fc)BTPRatTJKiFr%X`}%z9 zfCojt7xZkXODH+5UHWx|%0bSLd_ullxN-jLbaXPFwt-o(24DcoOOKX4PrM7UQ^G%gI^_EOVDr8$3f4zVG zs4YQwvtFpYpmjWjZt2yTwIg%)XH#n)uW6RS?oAfQ^wtnkh>Ax4!#;)Oo>+k z&VOfiV=M^Z;k2dl8HV0q;!A#4o~wL7r}%E81i6XeI{NwM=!&p^-nyrjzG{tmu( zB^{<96I&Db;T(^G&_(LY^iq9SZ^zC8oL*_T!96_Ll)M^5G1Khm$&r_OWwIrxjl-Pj zPDHVToZPjE6RWA;^Q#lt>Bzi}PIaxmM1R;jV8}!ZnBJO4(Fq(y7h>2UYXNViJxM9W z_A3tejN|yEW{5F2&ST#NKZGNqI6c0y)w1hBJ2k#q`cB>pvp!kIi!V;40MYQ;f9S>T0QYWc=lVgqY1W9 z0K9VIjvxWk#S7YRtcv9ZB>?s>z(@b#1cn82c8{2oYNEz0uLnI=_3 z*wHp-pg@Z|MIMIyIau^M)}wGv4tnrQ@|8*VsHjs0apT1}&@Q}F8;yVpffk&6u?fi( zr%V}G3?+SmY|$&!Bj`*h*jI-ibcg8e?rAW)d4Bz>x%7nk(vv^D5pglc8_#_|-;==4 z$fh5~ARMz-%}Q}g*0`+1U>CW&zfud&Ht=mcl5vUV5-Ji7a5xbT1IaWnuzl^o^G&=l z%lA+JSPDTary#5rWzx~lptUROl6hlpe(Xw4#gnydUyv8XZ>#R*D60;)s60*^qi&X@vDIc z!1%0qaZ469o#yfG4sv=rpW9-t7NMMZofXo*BMkSv)z*COQ;-c4j-$Z}_t?|crQfqF zDH3k$h8o;#D37#cnmkwph^#tRx@-@bZq zu%si$qSf2;8O%L0DOgh4Z_5EViA+|vo9jDGaanEAJ~Y%Ps?)9zN28ON{H5nDl3e!k zd=0(x+w|i=+wa=9Vu%jEW>;yDkIH9!y`OPuww=dn;x8Ly0&C~vLA0+2$!=dU0&rzr znrXy;19{u~7X{O0*G^?kaoIir+5P%i1Un-Ie>Vq>X_FOH*Dk%yE_Rd*{)xX0;8c1f z@1>*O$N_i+%GFf!p(7Nu5(->zGkunnJ$3j|i3v5Q=iNJ;rl@s{t2zx>h&w+Kfe+!Y zS`wPLGd#Z7@^lqy(WAF%+MH#xA8`2s0Oqm$2}%(x&ulOy@g5mlbFWc`TuWVJJVbAE zZncyXS^#lA0<9djIBHo&+B1t zMWaps8Qw%6s#vo2EJyNNE?jyP3Fu1QJ|~NYP%3mbFDESwh#_DP!|rnKF$L6^GUn0C zV5_atp8*cI*I^UW>Z!(?%uTG-CXO{nthftfm#BUQ<2L2g#TQ%8R#J3?bB?V3CHX*j zu~DeBiacy-yYX!>ZcLR+5tq^CVJuFOT%zMY8=ox%IYX6q5|&N(1HjLQdpOE89Tg zhNDU5d9q=!L$c>0J>o5B@5;g4#!l*G^Pe%m?%=CtU1n@z6(i2v7_9jM1U(n5C;;%Y zW)VOm6khE?w|!xXMcF0Z*`p}jU!=Hn_G*)?H(ULpgNbfmRIT)5!8b(jX(+AhAez4VAdA2T&?cCP|XHdsc z_y1}67-rC7rZ7Is;YZA6X6GPdwAHdPz&0#p4yzEnz0c|4tT*+lG#m(m%4#7wC~hGv zr5g44X#q#65C-4*hmo_^ABfUoEwhlZXW!05p6z)5p@70Y>E-(N?}9YCVwDH75?S{a z9L+=sdqOdWhH}A53{51Tyu-R|Jp1evmZcC z*5MMOlbpS*+!6cz=wLfmS*K+9S2U;jMbk)pyPj{>8U>w<0+X>v)~gs{BgdAjLV_K5 zb^w|)d0}?0`4FjF-BM^@(GtAeRH*Oy>;c?ujz3gVp6c8QTx?DEI)LYX*MODiX&l(e zSdOrETNy4B672NcgVrG?h?C?Uacv_7Pea1eU|~OyfxT}9faO^x$2Bf}E6mp}){h1$ zeE)R(Gyu+Nr0X=&Cnlo|89gnvdm5+y9F1dRX}z4-?WQ6AAeO4j(B}dv@n;#aNiO6R z+mTET6?OGDl{}i^4@aE^_JC94s5i2ox94ZtBjk?~Dcxq9V|u3FQ%aL@kHxD=2ndLH zUn{OFNng1m>_L2=V2#o|;%NnBTbUTts9AWqiPiJMjN`g^!KqU>+LWI@dS%yk74Y__ zICKRnHn{xVYa@Lw8GCkykc~B3SqJ+6*l4xkGY}kc-cI1sFDe)mi;Q%6+b&ifLFmi& zf?j_?Ure~_gLq{0$16fRUB=f4*TcFO12=-TH&HNA37o4Hne;f#5T#7 zMoymYxSw*#A;dESVpwK!*2rzde2tLwwmGPm7mj$0XjmK60k6(LVYQRDR!TiKOf0Xl z^`-M|28QV*Zhq?rB6|%WWDa0`XyBo&Oucc*8OUNyMg9UB?)Lkiy_m08VId^=F&6Rc zA%wdtHfLH!W8)W9y8*R;e&us4#aPx8su^W7+QS|LY=`F#zQSrdWpDt<*C#)XFB@@~ zbss2~=hv_Nn<=Y5noaX8fG^(uTr5f1NFo8M5BS30+KtlNj9 z8rMy${E<{U5I#R6fGaAk1c7MGCu%0MCDl&8 z0~g^N`SI&kFHaK+r7!QIKEll4iv@rka=l!TQUQoDw zw@EbgBHMwu#1kc}kYJ=yhe^0Nmcwmog{Xt|;e=x_LaS6Q3j~j;mKR4+g$vhQaSduS zE{#aVCo1czf*wi{gb>j0qYle&*KrZX;IAaVHddI@ZHfaJkaY{TTO|a20ESLaCmT7i z%O8} zEN5#kKzQ`D*Np-UW+CHj$@6Jo3}=)z%mqD64L91{e==1)zJ*IlnmhaLP)g@{MpArn z`1G3|A(NXl@p^l2twrI(Z!#rxr?m%jXB>Tb`}S@Om-Y3}nI*uzwwKz6S`dQ|J5*KX zY0|Dgj6TQ43pkw-JCF6wwx0^_ywDS(kZ#&}9(!mSa#e;r74G()UFF2mmmThYqwD#8 zMz-WbR4LBo%7+jc^MR*NVh*P@=fAhF*HTiE=M`MSr{e4Q? z?x_zF(9DSbVn2}W;)W6rz!pznRPTaCBIPiK+xN&~a*)hsW}!XPH*^dw^Y%;c_(R{z zvRYZcCx*0x67bvcP_&hIiRQPsCJMywOWI2HkMA0Wbh5hL>_rKa8jQio^rIIMCPaa@ zjdQLccN;SsaEvvmF-OXs@629&na#!hp zD7A8f>onGPOoHs#=6+1LiQ}cRoV;epeBgZrW)SG{MHd&*#+n8tZ={LWaki5DOA4!D zN*g;Q*dwGjf}hLsf{%$xl>7w+X$7=_;(AcJ?s!e>#sncL_>aYCS&eb)7WmGT+R_9a(Ec z*~VM!J&H@WB<1$6R(MJT1$7%Jx`e-RPQ{^&=cSavuBq zT9~(<;okH+^Y|0}&T#10idx^3>azne_#9nC0TxzW$iznnn`;^W2u5WIfQcVTUf2?#d$uHHO|2%dYhGAsj^{I!buuZGZ&-R zIdF1YtC|TXbQ+Nsi*M-awyHtY#p;~)3d_xJY+e?7|i%SIV@CY zfuMoW`H7#I7fa>xhs9uY9C{8(7O6QbMrD_)b~!`{rvy`kiSmpVUj?h zJxH7t`4NdXa<~=w`u^#=r8ErJkA72B*6%8hz3Hxe@n6tVctGhjI2Jmp15Z%VRExcQ z8msr7;tq$-G~Di%?QrQM;|v4(8zrkHQce$ zIzuS(9JxrYW};Y>24!}gAB>a{@E&0hFsKgSSsG22s7=zFHf^@sJMmA zc(5ZjH!9pW=~`DNh>`n9I3d+`ITen|t>}>pKG-IJI$^r%M)fW^qpnLKMiwaZ&IDca zcNYIa0Pb;|nM9Bx$Az62McuxsbW6E@VOxP#5qf{HN|zg_uy*hB9pgUc6=C<#_Bnm0(D&LNK7J2O+ogD zYp_H5Rkx`}G4`hIUf;C8<_-WvT(>5ez%L7-yZnPe8L$2(p05=Fxex+GE!)PPafJJydx>&sn=%|@$-*BX!xcfCqE+%vY2U>WhV+4%|gNIPzGu-9a ze16^PsRB;=G~kS0eL&d#IP4n#7Xaa{-g%#$&tNCrj9F}j!5V`df9QTQWxuCkKc#o; zKS=h=)6_CM%S|r7M(~>52iy5SSMG?u9eycA;=mQGJx~)u7#(iFteQt%E2jc>ts0dZ z@PchGQj8in6q-_lh032QcBO7W^u^pC968Nijkem{=oa5>pJlR|PZD(5WOMIBF!vYq z+BfvVS|fAZ=9`w)WutauA+KTkLk9UanQ|5}?q}6*I8whZsOKy`bQ5IrTB{ola1N*FqRVrAo^w2)VRo1KkpbN9lY%39+59=I zcjv}5lkrnH)=_$*8g0C#kjZG(3zNSReC)d>xwUh&+uQ#n`1dvEOo@^4Wv3Kww0xpA zpZ+~7*gMRv822i%e#Sx!W)3uzuaTiWmsdqOw?qlh=^`1n9eG@b4sA5MUEx_V&j9NsJou!HuAb*||814mE~!qO z4sKH8Hovt%vdVeMta?M9uO09`>E@ezUBdqDvj+fPaX=8wPg;0=afKG!!CFJk z)(;|D35jxBw+aA`?Mw22W;+)+jjOzWpPs1cP`c17@SpUZ^BJN=&&`aLG)cEh(0zDK ze)pr`-#zo}o;x=1PysN4T;JPG`$F%>;Vw2O(BkZ>CnI++_UNE@8CGwg$)7H4z~$zB zsWIsq;+UOZba$Q!wUeuAjXa*6yxWaAPFChl^6oWNG_>Y&B%n>w@1;WION`YB;ofOG ztRf*SYojT~4a@3F@=NwhP+WKJVMCW&%l6`D;hyXx5UZ{BFZM^18$XLi^e#*{NP>U2 z%_Da(rtDuIGL+v}4`Y1af^8~&ntYrQ4QVA6#Gcz2UsO2DYJFkp z*o~A^39$z`f3x-Z*_3Xj-kgCtU2E4%Ix`84ZH=Zo7m2=!iFv9C{YieN zwb==;^&zDer>z|kp+5`VJmYyl{+kVN+QOl#eQECGeU~@8M~j)U89AMbk#V)@ zT_hj50~9DZG0CfKoTxNy>LRNT8J`3+SfP6xgvf1$psP0V2uAABHTo9NKN}A-Co{H1zqFkZd z%1jnstY@{4t5;1w_?F$d(-K>%#f5s>{D4_qe8T6V;}av>Y6T0qT`ZB?%f!%u*zMWu zQ$Ers@t@>}^-N|8sn%N5h8`r6vD;NKFlkk`*!=H-)xQyh#q*vMJK5 zU<>~(k3vm>qf*;l0ROtt<&NkG)Lqz7s>61d#OqnJoHfs$Qgh1quoq^9Hiaqk z?~JChq*5huM<52o`Mty@_l)4_-s#W1GsnSPabs+5wcfin-oo^xZE3#-3xJ%`b+IzG43|Zx=4PE-Qe7Crq}7 z?GBZY$ll*3WjquN7#0)%WSz#He6D!*;K7_osjWCRU|jv%?y zRbkf!(=xVWqWxN44l7yQH)?2u*-xluGV0k@Ly>? zI;S0`sImRsceYmDBQGfRPtTvL!h|;7wU6{P@fayLcS-T|zaCreGm{;A(EgJT#KmEO zZHxtZ*e$(M_8sU|>OTWC)p)#1LHoG?ehz<`X+A(A{%`v7^xc;`ln3K3Dy?QF!WCcp zaye8M3Sl5&LcGxvHEFkwrRxyZaqCRzcwM(eUO^`8KzVD_0)L;D_u7M-)ooedlJ6Dw z=a=0eQa%j6FRgtwd6hR6l4hUR+GIUAsDc#TVW}&UPiD*Z9c7S7Te;mBFsPD{B;=mW zfhmd>Mg$6jW}V)nzYN1;UKhUOCMt*rbFsOJGuElhCUwpn4An@R59VtrEpc;itNhJT ze%bzqL#)GX$BR4WH&UF0q73CG1;EM`_%6{x4S_tiZW^Xwpb21K*?j1@CAWIEnguIo zQU0oB#(4K#A4$B5-rLc8F8yu$9)mo=ujegjvI<8cuTKLx|Ab~)w@C_(+fg!`_m+l= zQ^Rnfvkv*M3oUdbWPHgjiH41JWR(P8B|15oQPqQUW0yH`}w%JKLe8mx(=W6Zl5=$@sx~-MY@uA3mG>O8vZl4^b2xsn;WR zjiI1iCU}Fkc5V>lXY*a+g+WOO(u(Uz&2N7_j->dU;_)SoY~0miM0rBLkA$N?!uuM2 zrbCR1!`c=kTxg2vPcfgQhZG|UN1DD>{%(>nG^)}Uo!P~>EqNjkiPsn_Mm9Gt3}3y- z)LxLwCf%0^LGia`rW$>96J)GHm?U)KOJgUnx>t@g|K?}BGC8CB=|cN!WdlKje%rQ& zs(3g>xAeO`XrZu$YF?-XD{f-6G7GvpAAa2`z}tg#Pt}_Pi+eCl}>B z1mYjexm3a+xoa8pf?sdJ}$CfWbYVQ;eK|D(K)`<24{iogaF5TMMtvr8|f%~GT zkx`GI1INZ@R^^GFbTq+K^bBSL=gktTwrF|sUce?Q4b!nXk zn5ZX-B}RsZB~)F(?`}gO*n(ymi9@sMQmHweqk@!?k|hpYW`e|j5QKYvA0JJ1(8))- zWWN~vHt=JdBsNh2IKKgCsj)>w#JUxooT?4d;DzY&&{ykuKPy^Jvgkz4^r|1IZddNW zaohTv9z5fxczJ_pndXE{sn1aw+|cXB)BS3l$=EJyZ0x7-$Yb2=fo8;y1$-vVDYl%H z=~gc-Z?@U#G>)G)FuXyk7(!r!YqU$uIm&5CD-0sQ0cR9lHURy|; zVX?K}CbGhG&}$HOO3dFA0>eY+Kj?I6x7Ro!zQs?@9rT3>JRdquq24}1$@MUpw(dFC zJIn5rXH03Zl35NhTaWB?9$fUSP?n#Nou{4#oaWv+P66lk{q!0b%-W}Q2|RmtneCo#b(d828+!|TRdAY2 zV2>28W-FM!Aap5<39O1wV^w|HOq~o-CU4djt5<7Z4-Q*7kE%(i z5$Uk`d z(}!dP9r^6o&M3Fbc8RrAb*t$<@M8l%gvqVy7PC~n>%E=G_YBl5$8T8s>DmKb1;odM zqmR;7^^Q2j6k+_u`+DHpjFS;vL)t8H3R#qj@>{2h*V0FGi(X2nfc~~9f0x_*w0~rr zv?bHwX2#+o@UME6@96DD5P@QL*rx{7*Xyhp)zYOzbp=yxpeKdWSkL;vwMIPqi2mMB zY@>5`NR|eD8CR@Ah(R?X2tEZI|aa9icRGX_|iO^EP}24+<$Nh|Bvk2eGb1& z9$i*eV?ka6X1soUC|dP%*n`9LJFvZI!B-U)-G&v`QvW@O$z3Y?WsJJtwOlozdmF d*#7zuCU|P+cD=>BgHynt@-y|PC6C|u|37~V!*Kur literal 0 HcmV?d00001 diff --git a/advanced_source/coding_ddpg.py b/advanced_source/coding_ddpg.py index 7dd3acf238..c634932971 100644 --- a/advanced_source/coding_ddpg.py +++ b/advanced_source/coding_ddpg.py @@ -182,7 +182,7 @@ # Later, we will see how the target parameters should be updated in TorchRL. # -from tensordict.nn import TensorDictModule +from tensordict.nn import TensorDictModule, TensorDictSequential def _init( @@ -290,12 +290,11 @@ def _loss_actor( ) -> torch.Tensor: td_copy = tensordict.select(*self.actor_in_keys) # Get an action from the actor network: since we made it functional, we need to pass the params - td_copy = self.actor_network(td_copy, params=self.actor_network_params) + with self.actor_network_params.to_module(self.actor_network): + td_copy = self.actor_network(td_copy) # get the value associated with that action - td_copy = self.value_network( - td_copy, - params=self.value_network_params.detach(), - ) + with self.value_network_params.detach().to_module(self.value_network): + td_copy = self.value_network(td_copy) return -td_copy.get("state_action_value") @@ -317,7 +316,8 @@ def _loss_value( td_copy = tensordict.clone() # V(s, a) - self.value_network(td_copy, params=self.value_network_params) + with self.value_network_params.to_module(self.value_network): + self.value_network(td_copy) pred_val = td_copy.get("state_action_value").squeeze(-1) # we manually reconstruct the parameters of the actor-critic, where the first @@ -332,9 +332,8 @@ def _loss_value( batch_size=self.target_actor_network_params.batch_size, device=self.target_actor_network_params.device, ) - target_value = self.value_estimator.value_estimate( - tensordict, target_params=target_params - ).squeeze(-1) + with target_params.to_module(self.actor_critic): + target_value = self.value_estimator.value_estimate(tensordict).squeeze(-1) # Computes the value loss: L2, L1 or smooth L1 depending on `self.loss_function` loss_value = distance_loss(pred_val, target_value, loss_function=self.loss_function) @@ -717,7 +716,7 @@ def get_env_stats(): ActorCriticWrapper, DdpgMlpActor, DdpgMlpQNet, - OrnsteinUhlenbeckProcessWrapper, + OrnsteinUhlenbeckProcessModule, ProbabilisticActor, TanhDelta, ValueOperator, @@ -776,15 +775,18 @@ def make_ddpg_actor( # Exploration # ~~~~~~~~~~~ # -# The policy is wrapped in a :class:`~torchrl.modules.OrnsteinUhlenbeckProcessWrapper` +# The policy is passed into a :class:`~torchrl.modules.OrnsteinUhlenbeckProcessModule` # exploration module, as suggested in the original paper. # Let's define the number of frames before OU noise reaches its minimum value annealing_frames = 1_000_000 -actor_model_explore = OrnsteinUhlenbeckProcessWrapper( +actor_model_explore = TensorDictSequential( actor, - annealing_num_steps=annealing_frames, -).to(device) + OrnsteinUhlenbeckProcessModule( + spec=actor.spec.clone(), + annealing_num_steps=annealing_frames, + ).to(device), +) if device == torch.device("cpu"): actor_model_explore.share_memory() @@ -1168,7 +1170,7 @@ def ceil_div(x, y): ) # update the exploration strategy - actor_model_explore.step(current_frames) + actor_model_explore[1].step(current_frames) collector.shutdown() del collector diff --git a/en-wordlist.txt b/en-wordlist.txt index b52d8374d3..62762ab69c 100644 --- a/en-wordlist.txt +++ b/en-wordlist.txt @@ -1,3 +1,4 @@ + ACL ADI AOT @@ -50,6 +51,7 @@ DDP DDPG DDQN DLRM +DMA DNN DQN DataLoaders @@ -68,6 +70,8 @@ Ecker ExportDB FC FGSM +tensordict +DataLoader's FLAVA FSDP FX @@ -139,6 +143,7 @@ MKLDNN MLP MLPs MNIST +MPS MUC MacBook MacOS @@ -219,6 +224,7 @@ STR SVE SciPy Sequentials +Sharding Sigmoid SoTA Sohn @@ -254,6 +260,7 @@ VLDB VQA VS Code ViT +Volterra WMT WSI WSIs @@ -336,11 +343,11 @@ dataset’s deallocation decompositions decorrelated -devicemesh deserialize deserialized desynchronization deterministically +devicemesh dimensionality dir discontiguous @@ -384,6 +391,7 @@ hessian hessians histoencoder histologically +homonymous hotspot hvp hyperparameter @@ -459,6 +467,7 @@ optimizer's optimizers otsu overfitting +pageable parallelizable parallelization parametrization @@ -522,7 +531,6 @@ runtime runtimes scalable sharded -Sharding softmax sparsified sparsifier @@ -609,4 +617,4 @@ warmstarting warmup webp wsi -wsis +wsis \ No newline at end of file diff --git a/index.rst b/index.rst index 7781628c85..91517834fd 100644 --- a/index.rst +++ b/index.rst @@ -3,6 +3,7 @@ Welcome to PyTorch Tutorials **What's new in PyTorch tutorials?** +* `A guide on good usage of non_blocking and pin_memory() in PyTorch `__ * `Introduction to Distributed Pipeline Parallelism `__ * `Introduction to Libuv TCPStore Backend `__ * `Asynchronous Saving with Distributed Checkpoint (DCP) `__ @@ -93,6 +94,13 @@ Welcome to PyTorch Tutorials :link: intermediate/tensorboard_tutorial.html :tags: Interpretability,Getting-Started,TensorBoard +.. customcarditem:: + :header: Good usage of `non_blocking` and `pin_memory()` in PyTorch + :card_description: A guide on best practices to copy data from CPU to GPU. + :image: _static/img/pinmem.png + :link: intermediate/pinmem_nonblock.html + :tags: Getting-Started + .. Image/Video .. customcarditem:: @@ -969,6 +977,7 @@ Additional Resources beginner/pytorch_with_examples beginner/nn_tutorial intermediate/tensorboard_tutorial + intermediate/pinmem_nonblock .. toctree:: :maxdepth: 2 diff --git a/intermediate_source/dqn_with_rnn_tutorial.py b/intermediate_source/dqn_with_rnn_tutorial.py index 991a0ff8bd..6ea0955939 100644 --- a/intermediate_source/dqn_with_rnn_tutorial.py +++ b/intermediate_source/dqn_with_rnn_tutorial.py @@ -298,7 +298,7 @@ # either by passing a string or an action-spec. This allows us to use # Categorical (sometimes called "sparse") encoding or the one-hot version of it. # -qval = QValueModule(action_space=env.action_spec) +qval = QValueModule(spec=env.action_spec) ###################################################################### # .. note:: diff --git a/intermediate_source/pinmem_nonblock.py b/intermediate_source/pinmem_nonblock.py new file mode 100644 index 0000000000..78e57b6cf1 --- /dev/null +++ b/intermediate_source/pinmem_nonblock.py @@ -0,0 +1,728 @@ +# -*- coding: utf-8 -*- +""" +A guide on good usage of ``non_blocking`` and ``pin_memory()`` in PyTorch +========================================================================= + +**Author**: `Vincent Moens `_ + +Introduction +------------ + +Transferring data from the CPU to the GPU is fundamental in many PyTorch applications. +It's crucial for users to understand the most effective tools and options available for moving data between devices. +This tutorial examines two key methods for device-to-device data transfer in PyTorch: +:meth:`~torch.Tensor.pin_memory` and :meth:`~torch.Tensor.to` with the ``non_blocking=True`` option. + +What you will learn +~~~~~~~~~~~~~~~~~~~ + +Optimizing the transfer of tensors from the CPU to the GPU can be achieved through asynchronous transfers and memory +pinning. However, there are important considerations: + +- Using ``tensor.pin_memory().to(device, non_blocking=True)`` can be up to twice as slow as a straightforward ``tensor.to(device)``. +- Generally, ``tensor.to(device, non_blocking=True)`` is an effective choice for enhancing transfer speed. +- While ``cpu_tensor.to("cuda", non_blocking=True).mean()`` executes correctly, attempting + ``cuda_tensor.to("cpu", non_blocking=True).mean()`` will result in erroneous outputs. + +Preamble +~~~~~~~~ + +The performance reported in this tutorial are conditioned on the system used to build the tutorial. +Although the conclusions are applicable across different systems, the specific observations may vary slightly +depending on the hardware available, especially on older hardware. +The primary objective of this tutorial is to offer a theoretical framework for understanding CPU to GPU data transfers. +However, any design decisions should be tailored to individual cases and guided by benchmarked throughput measurements, +as well as the specific requirements of the task at hand. + +""" + +import torch + +assert torch.cuda.is_available(), "A cuda device is required to run this tutorial" + + +###################################################################### +# +# This tutorial requires tensordict to be installed. If you don't have tensordict in your environment yet, install it +# by running the following command in a separate cell: +# +# .. code-block:: bash +# +# # Install tensordict with the following command +# !pip3 install tensordict +# +# We start by outlining the theory surrounding these concepts, and then move to concrete test examples of the features. +# +# +# Background +# ---------- +# +# .. _pinned_memory_background: +# +# Memory management basics +# ~~~~~~~~~~~~~~~~~~~~~~~~ +# +# .. _pinned_memory_memory: +# +# When one creates a CPU tensor in PyTorch, the content of this tensor needs to be placed +# in memory. The memory we talk about here is a rather complex concept worth looking at carefully. +# We distinguish two types of memory that are handled by the Memory Management Unit: the RAM (for simplicity) +# and the swap space on disk (which may or may not be the hard drive). Together, the available space in disk and RAM (physical memory) +# make up the virtual memory, which is an abstraction of the total resources available. +# In short, the virtual memory makes it so that the available space is larger than what can be found on RAM in isolation +# and creates the illusion that the main memory is larger than it actually is. +# +# In normal circumstances, a regular CPU tensor is pageable which means that it is divided in blocks called pages that +# can live anywhere in the virtual memory (both in RAM or on disk). As mentioned earlier, this has the advantage that +# the memory seems larger than what the main memory actually is. +# +# Typically, when a program accesses a page that is not in RAM, a "page fault" occurs and the operating system (OS) then brings +# back this page into RAM ("swap in" or "page in"). +# In turn, the OS may have to swap out (or "page out") another page to make room for the new page. +# +# In contrast to pageable memory, a pinned (or page-locked or non-pageable) memory is a type of memory that cannot +# be swapped out to disk. +# It allows for faster and more predictable access times, but has the downside that it is more limited than the +# pageable memory (aka the main memory). +# +# .. figure:: /_static/img/pinmem/pinmem.png +# :alt: +# +# CUDA and (non-)pageable memory +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# +# .. _pinned_memory_cuda_pageable_memory: +# +# To understand how CUDA copies a tensor from CPU to CUDA, let's consider the two scenarios above: +# +# - If the memory is page-locked, the device can access the memory directly in the main memory. The memory addresses are well +# defined and functions that need to read these data can be significantly accelerated. +# - If the memory is pageable, all the pages will have to be brought to the main memory before being sent to the GPU. +# This operation may take time and is less predictable than when executed on page-locked tensors. +# +# More precisely, when CUDA sends pageable data from CPU to GPU, it must first create a page-locked copy of that data +# before making the transfer. +# +# Asynchronous vs. Synchronous Operations with ``non_blocking=True`` (CUDA ``cudaMemcpyAsync``) +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# +# .. _pinned_memory_async_sync: +# +# When executing a copy from a host (e.g., CPU) to a device (e.g., GPU), the CUDA toolkit offers modalities to do these +# operations synchronously or asynchronously with respect to the host. +# +# In practice, when calling :meth:`~torch.Tensor.to`, PyTorch always makes a call to +# `cudaMemcpyAsync `_. +# If ``non_blocking=False`` (default), a ``cudaStreamSynchronize`` will be called after each and every ``cudaMemcpyAsync``, making +# the call to :meth:`~torch.Tensor.to` blocking in the main thread. +# If ``non_blocking=True``, no synchronization is triggered, and the main thread on the host is not blocked. +# Therefore, from the host perspective, multiple tensors can be sent to the device simultaneously, +# as the thread does not need to wait for one transfer to be completed to initiate the other. +# +# .. note:: In general, the transfer is blocking on the device side (even if it isn't on the host side): +# the copy on the device cannot occur while another operation is being executed. +# However, in some advanced scenarios, a copy and a kernel execution can be done simultaneously on the GPU side. +# As the following example will show, three requirements must be met to enable this: +# +# 1. The device must have at least one free DMA (Direct Memory Access) engine. Modern GPU architectures such as Volterra, +# Tesla, or H100 devices have more than one DMA engine. +# +# 2. The transfer must be done on a separate, non-default cuda stream. In PyTorch, cuda streams can be handles using +# :class:`~torch.cuda.Stream`. +# +# 3. The source data must be in pinned memory. +# +# We demonstrate this by running profiles on the following script. +# + +import contextlib + +from torch.cuda import Stream + + +s = Stream() + +torch.manual_seed(42) +t1_cpu_pinned = torch.randn(1024**2 * 5, pin_memory=True) +t2_cpu_paged = torch.randn(1024**2 * 5, pin_memory=False) +t3_cuda = torch.randn(1024**2 * 5, device="cuda:0") + +assert torch.cuda.is_available() +device = torch.device("cuda", torch.cuda.current_device()) + + +# The function we want to profile +def inner(pinned: bool, streamed: bool): + with torch.cuda.stream(s) if streamed else contextlib.nullcontext(): + if pinned: + t1_cuda = t1_cpu_pinned.to(device, non_blocking=True) + else: + t2_cuda = t2_cpu_paged.to(device, non_blocking=True) + t_star_cuda_h2d_event = s.record_event() + # This operation can be executed during the CPU to GPU copy if and only if the tensor is pinned and the copy is + # done in the other stream + t3_cuda_mul = t3_cuda * t3_cuda * t3_cuda + t3_cuda_h2d_event = torch.cuda.current_stream().record_event() + t_star_cuda_h2d_event.synchronize() + t3_cuda_h2d_event.synchronize() + + +# Our profiler: profiles the `inner` function and stores the results in a .json file +def benchmark_with_profiler( + pinned, + streamed, +) -> None: + torch._C._profiler._set_cuda_sync_enabled_val(True) + wait, warmup, active = 1, 1, 2 + num_steps = wait + warmup + active + rank = 0 + with torch.profiler.profile( + activities=[ + torch.profiler.ProfilerActivity.CPU, + torch.profiler.ProfilerActivity.CUDA, + ], + schedule=torch.profiler.schedule( + wait=wait, warmup=warmup, active=active, repeat=1, skip_first=1 + ), + ) as prof: + for step_idx in range(1, num_steps + 1): + inner(streamed=streamed, pinned=pinned) + if rank is None or rank == 0: + prof.step() + prof.export_chrome_trace(f"trace_streamed{int(streamed)}_pinned{int(pinned)}.json") + + +###################################################################### +# Loading these profile traces in chrome (``chrome://tracing``) shows the following results: first, let's see +# what happens if both the arithmetic operation on ``t3_cuda`` is executed after the pageable tensor is sent to GPU +# in the main stream: +# + +benchmark_with_profiler(streamed=False, pinned=False) + +###################################################################### +# .. figure:: /_static/img/pinmem/trace_streamed0_pinned0.png +# :alt: +# +# Using a pinned tensor doesn't change the trace much, both operations are still executed consecutively: + +benchmark_with_profiler(streamed=False, pinned=True) + +###################################################################### +# +# .. figure:: /_static/img/pinmem/trace_streamed0_pinned1.png +# :alt: +# +# Sending a pageable tensor to GPU on a separate stream is also a blocking operation: + +benchmark_with_profiler(streamed=True, pinned=False) + +###################################################################### +# +# .. figure:: /_static/img/pinmem/trace_streamed1_pinned0.png +# :alt: +# +# Only pinned tensors copies to GPU on a separate stream overlap with another cuda kernel executed on +# the main stream: + +benchmark_with_profiler(streamed=True, pinned=True) + +###################################################################### +# +# .. figure:: /_static/img/pinmem/trace_streamed1_pinned1.png +# :alt: +# +# A PyTorch perspective +# --------------------- +# +# .. _pinned_memory_pt_perspective: +# +# ``pin_memory()`` +# ~~~~~~~~~~~~~~~~ +# +# .. _pinned_memory_pinned: +# +# PyTorch offers the possibility to create and send tensors to page-locked memory through the +# :meth:`~torch.Tensor.pin_memory` method and constructor arguments. +# CPU tensors on a machine where CUDA is initialized can be cast to pinned memory through the :meth:`~torch.Tensor.pin_memory` +# method. Importantly, ``pin_memory`` is blocking on the main thread of the host: it will wait for the tensor to be copied to +# page-locked memory before executing the next operation. +# New tensors can be directly created in pinned memory with functions like :func:`~torch.zeros`, :func:`~torch.ones` and other +# constructors. +# +# Let us check the speed of pinning memory and sending tensors to CUDA: + + +import torch +import gc +from torch.utils.benchmark import Timer +import matplotlib.pyplot as plt + + +def timer(cmd): + median = ( + Timer(cmd, globals=globals()) + .adaptive_autorange(min_run_time=1.0, max_run_time=20.0) + .median + * 1000 + ) + print(f"{cmd}: {median: 4.4f} ms") + return median + + +# A tensor in pageable memory +pageable_tensor = torch.randn(1_000_000) + +# A tensor in page-locked (pinned) memory +pinned_tensor = torch.randn(1_000_000, pin_memory=True) + +# Runtimes: +pageable_to_device = timer("pageable_tensor.to('cuda:0')") +pinned_to_device = timer("pinned_tensor.to('cuda:0')") +pin_mem = timer("pageable_tensor.pin_memory()") +pin_mem_to_device = timer("pageable_tensor.pin_memory().to('cuda:0')") + +# Ratios: +r1 = pinned_to_device / pageable_to_device +r2 = pin_mem_to_device / pageable_to_device + +# Create a figure with the results +fig, ax = plt.subplots() + +xlabels = [0, 1, 2] +bar_labels = [ + "pageable_tensor.to(device) (1x)", + f"pinned_tensor.to(device) ({r1:4.2f}x)", + f"pageable_tensor.pin_memory().to(device) ({r2:4.2f}x)" + f"\npin_memory()={100*pin_mem/pin_mem_to_device:.2f}% of runtime.", +] +values = [pageable_to_device, pinned_to_device, pin_mem_to_device] +colors = ["tab:blue", "tab:red", "tab:orange"] +ax.bar(xlabels, values, label=bar_labels, color=colors) + +ax.set_ylabel("Runtime (ms)") +ax.set_title("Device casting runtime (pin-memory)") +ax.set_xticks([]) +ax.legend() + +plt.show() + +# Clear tensors +del pageable_tensor, pinned_tensor +_ = gc.collect() + +###################################################################### +# +# We can observe that casting a pinned-memory tensor to GPU is indeed much faster than a pageable tensor, because under +# the hood, a pageable tensor must be copied to pinned memory before being sent to GPU. +# +# However, contrary to a somewhat common belief, calling :meth:`~torch.Tensor.pin_memory()` on a pageable tensor before +# casting it to GPU should not bring any significant speed-up, on the contrary this call is usually slower than just +# executing the transfer. This makes sense, since we're actually asking Python to execute an operation that CUDA will +# perform anyway before copying the data from host to device. +# +# .. note:: The PyTorch implementation of +# `pin_memory `_ +# which relies on creating a brand new storage in pinned memory through `cudaHostAlloc `_ +# could be, in rare cases, faster than transitioning data in chunks as ``cudaMemcpy`` does. +# Here too, the observation may vary depending on the available hardware, the size of the tensors being sent or +# the amount of available RAM. +# +# ``non_blocking=True`` +# ~~~~~~~~~~~~~~~~~~~~~ +# +# .. _pinned_memory_non_blocking: +# +# As mentioned earlier, many PyTorch operations have the option of being executed asynchronously with respect to the host +# through the ``non_blocking`` argument. +# +# Here, to account accurately of the benefits of using ``non_blocking``, we will design a slightly more complex +# experiment since we want to assess how fast it is to send multiple tensors to GPU with and without calling +# ``non_blocking``. +# + + +# A simple loop that copies all tensors to cuda +def copy_to_device(*tensors): + result = [] + for tensor in tensors: + result.append(tensor.to("cuda:0")) + return result + + +# A loop that copies all tensors to cuda asynchronously +def copy_to_device_nonblocking(*tensors): + result = [] + for tensor in tensors: + result.append(tensor.to("cuda:0", non_blocking=True)) + # We need to synchronize + torch.cuda.synchronize() + return result + + +# Create a list of tensors +tensors = [torch.randn(1000) for _ in range(1000)] +to_device = timer("copy_to_device(*tensors)") +to_device_nonblocking = timer("copy_to_device_nonblocking(*tensors)") + +# Ratio +r1 = to_device_nonblocking / to_device + +# Plot the results +fig, ax = plt.subplots() + +xlabels = [0, 1] +bar_labels = [f"to(device) (1x)", f"to(device, non_blocking=True) ({r1:4.2f}x)"] +colors = ["tab:blue", "tab:red"] +values = [to_device, to_device_nonblocking] + +ax.bar(xlabels, values, label=bar_labels, color=colors) + +ax.set_ylabel("Runtime (ms)") +ax.set_title("Device casting runtime (non-blocking)") +ax.set_xticks([]) +ax.legend() + +plt.show() + + +###################################################################### +# To get a better sense of what is happening here, let us profile these two functions: + + +from torch.profiler import profile, ProfilerActivity + + +def profile_mem(cmd): + with profile(activities=[ProfilerActivity.CPU]) as prof: + exec(cmd) + print(cmd) + print(prof.key_averages().table(row_limit=10)) + + +###################################################################### +# Let's see the call stack with a regular ``to(device)`` first: +# + +print("Call to `to(device)`", profile_mem("copy_to_device(*tensors)")) + +###################################################################### +# and now the ``non_blocking`` version: +# + +print( + "Call to `to(device, non_blocking=True)`", + profile_mem("copy_to_device_nonblocking(*tensors)"), +) + + +###################################################################### +# The results are without any doubt better when using ``non_blocking=True``, as all transfers are initiated simultaneously +# on the host side and only one synchronization is done. +# +# The benefit will vary depending on the number and the size of the tensors as well as depending on the hardware being +# used. +# +# .. note:: Interestingly, the blocking ``to("cuda")`` actually performs the same asynchronous device casting operation +# (``cudaMemcpyAsync``) as the one with ``non_blocking=True`` with a synchronization point after each copy. +# +# Synergies +# ~~~~~~~~~ +# +# .. _pinned_memory_synergies: +# +# Now that we have made the point that data transfer of tensors already in pinned memory to GPU is faster than from +# pageable memory, and that we know that doing these transfers asynchronously is also faster than synchronously, we can +# benchmark combinations of these approaches. First, let's write a couple of new functions that will call ``pin_memory`` +# and ``to(device)`` on each tensor: +# + + +def pin_copy_to_device(*tensors): + result = [] + for tensor in tensors: + result.append(tensor.pin_memory().to("cuda:0")) + return result + + +def pin_copy_to_device_nonblocking(*tensors): + result = [] + for tensor in tensors: + result.append(tensor.pin_memory().to("cuda:0", non_blocking=True)) + # We need to synchronize + torch.cuda.synchronize() + return result + + +###################################################################### +# The benefits of using :meth:`~torch.Tensor.pin_memory` are more pronounced for +# somewhat large batches of large tensors: +# + +tensors = [torch.randn(1_000_000) for _ in range(1000)] +page_copy = timer("copy_to_device(*tensors)") +page_copy_nb = timer("copy_to_device_nonblocking(*tensors)") + +tensors_pinned = [torch.randn(1_000_000, pin_memory=True) for _ in range(1000)] +pinned_copy = timer("copy_to_device(*tensors_pinned)") +pinned_copy_nb = timer("copy_to_device_nonblocking(*tensors_pinned)") + +pin_and_copy = timer("pin_copy_to_device(*tensors)") +pin_and_copy_nb = timer("pin_copy_to_device_nonblocking(*tensors)") + +# Plot +strategies = ("pageable copy", "pinned copy", "pin and copy") +blocking = { + "blocking": [page_copy, pinned_copy, pin_and_copy], + "non-blocking": [page_copy_nb, pinned_copy_nb, pin_and_copy_nb], +} + +x = torch.arange(3) +width = 0.25 +multiplier = 0 + + +fig, ax = plt.subplots(layout="constrained") + +for attribute, runtimes in blocking.items(): + offset = width * multiplier + rects = ax.bar(x + offset, runtimes, width, label=attribute) + ax.bar_label(rects, padding=3, fmt="%.2f") + multiplier += 1 + +# Add some text for labels, title and custom x-axis tick labels, etc. +ax.set_ylabel("Runtime (ms)") +ax.set_title("Runtime (pin-mem and non-blocking)") +ax.set_xticks([0, 1, 2]) +ax.set_xticklabels(strategies) +plt.setp(ax.get_xticklabels(), rotation=45, ha="right", rotation_mode="anchor") +ax.legend(loc="upper left", ncols=3) + +plt.show() + +del tensors, tensors_pinned +_ = gc.collect() + + +###################################################################### +# Other copy directions (GPU -> CPU, CPU -> MPS) +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# +# .. _pinned_memory_other_direction: +# +# Until now, we have operated under the assumption that asynchronous copies from the CPU to the GPU are safe. +# This is generally true because CUDA automatically handles synchronization to ensure that the data being accessed is +# valid at read time. +# However, this guarantee does not extend to transfers in the opposite direction, from GPU to CPU. +# Without explicit synchronization, these transfers offer no assurance that the copy will be complete at the time of +# data access. Consequently, the data on the host might be incomplete or incorrect, effectively rendering it garbage: +# + + +tensor = ( + torch.arange(1, 1_000_000, dtype=torch.double, device="cuda") + .expand(100, 999999) + .clone() +) +torch.testing.assert_close( + tensor.mean(), torch.tensor(500_000, dtype=torch.double, device="cuda") +), tensor.mean() +try: + i = -1 + for i in range(100): + cpu_tensor = tensor.to("cpu", non_blocking=True) + torch.testing.assert_close( + cpu_tensor.mean(), torch.tensor(500_000, dtype=torch.double) + ) + print("No test failed with non_blocking") +except AssertionError: + print(f"{i}th test failed with non_blocking. Skipping remaining tests") +try: + i = -1 + for i in range(100): + cpu_tensor = tensor.to("cpu", non_blocking=True) + torch.cuda.synchronize() + torch.testing.assert_close( + cpu_tensor.mean(), torch.tensor(500_000, dtype=torch.double) + ) + print("No test failed with synchronize") +except AssertionError: + print(f"One test failed with synchronize: {i}th assertion!") + + +###################################################################### +# The same considerations apply to copies from the CPU to non-CUDA devices, such as MPS. +# Generally, asynchronous copies to a device are safe without explicit synchronization only when the target is a +# CUDA-enabled device. +# +# In summary, copying data from CPU to GPU is safe when using ``non_blocking=True``, but for any other direction, +# ``non_blocking=True`` can still be used but the user must make sure that a device synchronization is executed after +# the data is accessed. +# +# Practical recommendations +# ------------------------- +# +# .. _pinned_memory_recommendations: +# +# We can now wrap up some early recommendations based on our observations: +# +# In general, ``non_blocking=True`` will provide good throughput, regardless of whether the original tensor is or +# isn't in pinned memory. +# If the tensor is already in pinned memory, the transfer can be accelerated, but sending it to +# pin memory manually from python main thread is a blocking operation on the host, and hence will annihilate much of +# the benefit of using ``non_blocking=True`` (as CUDA does the `pin_memory` transfer anyway). +# +# One might now legitimately ask what use there is for the :meth:`~torch.Tensor.pin_memory` method. +# In the following section, we will explore further how this can be used to accelerate the data transfer even more. +# +# Additional considerations +# ------------------------- +# +# .. _pinned_memory_considerations: +# +# PyTorch notoriously provides a :class:`~torch.utils.data.DataLoader` class whose constructor accepts a +# ``pin_memory`` argument. +# Considering our previous discussion on ``pin_memory``, you might wonder how the ``DataLoader`` manages to +# accelerate data transfers if memory pinning is inherently blocking. +# +# The key lies in the DataLoader's use of a separate thread to handle the transfer of data from pageable to pinned +# memory, thus preventing any blockage in the main thread. +# +# To illustrate this, we will use the TensorDict primitive from the homonymous library. +# When invoking :meth:`~tensordict.TensorDict.to`, the default behavior is to send tensors to the device asynchronously, +# followed by a single call to ``torch.device.synchronize()`` afterwards. +# +# Additionally, ``TensorDict.to()`` includes a ``non_blocking_pin`` option which initiates multiple threads to execute +# ``pin_memory()`` before proceeding with to ``to(device)``. +# This approach can further accelerate data transfers, as demonstrated in the following example. +# +# + +from tensordict import TensorDict +import torch +from torch.utils.benchmark import Timer +import matplotlib.pyplot as plt + +# Create the dataset +td = TensorDict({str(i): torch.randn(1_000_000) for i in range(1000)}) + +# Runtimes +copy_blocking = timer("td.to('cuda:0', non_blocking=False)") +copy_non_blocking = timer("td.to('cuda:0')") +copy_pin_nb = timer("td.to('cuda:0', non_blocking_pin=True, num_threads=0)") +copy_pin_multithread_nb = timer("td.to('cuda:0', non_blocking_pin=True, num_threads=4)") + +# Rations +r1 = copy_non_blocking / copy_blocking +r2 = copy_pin_nb / copy_blocking +r3 = copy_pin_multithread_nb / copy_blocking + +# Figure +fig, ax = plt.subplots() + +xlabels = [0, 1, 2, 3] +bar_labels = [ + "Blocking copy (1x)", + f"Non-blocking copy ({r1:4.2f}x)", + f"Blocking pin, non-blocking copy ({r2:4.2f}x)", + f"Non-blocking pin, non-blocking copy ({r3:4.2f}x)", +] +values = [copy_blocking, copy_non_blocking, copy_pin_nb, copy_pin_multithread_nb] +colors = ["tab:blue", "tab:red", "tab:orange", "tab:green"] + +ax.bar(xlabels, values, label=bar_labels, color=colors) + +ax.set_ylabel("Runtime (ms)") +ax.set_title("Device casting runtime") +ax.set_xticks([]) +ax.legend() + +plt.show() + +###################################################################### +# In this example, we are transferring many large tensors from the CPU to the GPU. +# This scenario is ideal for utilizing multithreaded ``pin_memory()``, which can significantly enhance performance. +# However, if the tensors are small, the overhead associated with multithreading may outweigh the benefits. +# Similarly, if there are only a few tensors, the advantages of pinning tensors on separate threads become limited. +# +# As an additional note, while it might seem advantageous to create permanent buffers in pinned memory to shuttle +# tensors from pageable memory before transferring them to the GPU, this strategy does not necessarily expedite +# computation. The inherent bottleneck caused by copying data into pinned memory remains a limiting factor. +# +# Moreover, transferring data that resides on disk (whether in shared memory or files) to the GPU typically requires an +# intermediate step of copying the data into pinned memory (located in RAM). +# Utilizing non_blocking for large data transfers in this context can significantly increase RAM consumption, +# potentially leading to adverse effects. +# +# In practice, there is no one-size-fits-all solution. +# The effectiveness of using multithreaded ``pin_memory`` combined with ``non_blocking`` transfers depends on a +# variety of factors, including the specific system, operating system, hardware, and the nature of the tasks +# being executed. +# Here is a list of factors to check when trying to speed-up data transfers between CPU and GPU, or comparing +# throughput's across scenarios: +# +# - **Number of available cores** +# +# How many CPU cores are available? Is the system shared with other users or processes that might compete for +# resources? +# +# - **Core utilization** +# +# Are the CPU cores heavily utilized by other processes? Does the application perform other CPU-intensive tasks +# concurrently with data transfers? +# +# - **Memory utilization** +# +# How much pageable and page-locked memory is currently being used? Is there sufficient free memory to allocate +# additional pinned memory without affecting system performance? Remember that nothing comes for free, for instance +# ``pin_memory`` will consume RAM and may impact other tasks. +# +# - **CUDA Device Capabilities** +# +# Does the GPU support multiple DMA engines for concurrent data transfers? What are the specific capabilities and +# limitations of the CUDA device being used? +# +# - **Number of tensors to be sent** +# +# How many tensors are transferred in a typical operation? +# +# - **Size of the tensors to be sent** +# +# What is the size of the tensors being transferred? A few large tensors or many small tensors may not benefit from +# the same transfer program. +# +# - **System Architecture** +# +# How is the system's architecture influencing data transfer speeds (for example, bus speeds, network latency)? +# +# Additionally, allocating a large number of tensors or sizable tensors in pinned memory can monopolize a substantial +# portion of RAM. +# This reduces the available memory for other critical operations, such as paging, which can negatively impact the +# overall performance of an algorithm. +# +# Conclusion +# ---------- +# +# .. _pinned_memory_conclusion: +# +# Throughout this tutorial, we have explored several critical factors that influence transfer speeds and memory +# management when sending tensors from the host to the device. We've learned that using ``non_blocking=True`` generally +# accelerates data transfers, and that :meth:`~torch.Tensor.pin_memory` can also enhance performance if implemented +# correctly. However, these techniques require careful design and calibration to be effective. +# +# Remember that profiling your code and keeping an eye on the memory consumption are essential to optimize resource +# usage and achieve the best possible performance. +# +# Additional resources +# -------------------- +# +# .. _pinned_memory_resources: +# +# If you are dealing with issues with memory copies when using CUDA devices or want to learn more about +# what was discussed in this tutorial, check the following references: +# +# - `CUDA toolkit memory management doc `_; +# - `CUDA pin-memory note `_; +# - `How to Optimize Data Transfers in CUDA C/C++ `_; +# - `tensordict doc `_ and `repo `_. +# From e4a47bfa949a41ab698c9acd96b63a120aa69e16 Mon Sep 17 00:00:00 2001 From: Miles Olson Date: Wed, 31 Jul 2024 15:54:50 -0400 Subject: [PATCH 07/12] Update ax_multiobjective_nas_tutorial.py to use TensorboardMetric (#2985) Ax's TensorboardCurveMetric is going away soon and is replaced by TensorboardMetric. --- .ci/docker/requirements.txt | 4 ++-- .../ax_multiobjective_nas_tutorial.py | 22 +++++++++---------- 2 files changed, 13 insertions(+), 13 deletions(-) diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt index 183867b2fc..e44feb39e2 100644 --- a/.ci/docker/requirements.txt +++ b/.ci/docker/requirements.txt @@ -31,7 +31,7 @@ torchx # TODO: use stable 0.5 when released -e git+https://github.com/pytorch/rl.git#egg=torchrl -e git+https://github.com/pytorch/tensordict.git#egg=tensordict -ax-platform +ax-platform>==0.4.0 nbformat>==5.9.2 datasets transformers @@ -69,4 +69,4 @@ pygame==2.1.2 pycocotools semilearn==0.3.2 torchao==0.0.3 -segment_anything==1.0 +segment_anything==1.0 \ No newline at end of file diff --git a/intermediate_source/ax_multiobjective_nas_tutorial.py b/intermediate_source/ax_multiobjective_nas_tutorial.py index 79b096b9e6..0f1ae21a55 100644 --- a/intermediate_source/ax_multiobjective_nas_tutorial.py +++ b/intermediate_source/ax_multiobjective_nas_tutorial.py @@ -232,21 +232,21 @@ def trainer( # we get the logic to read and parse the TensorBoard logs for free. # -from ax.metrics.tensorboard import TensorboardCurveMetric +from ax.metrics.tensorboard import TensorboardMetric +from tensorboard.backend.event_processing import plugin_event_multiplexer as event_multiplexer - -class MyTensorboardMetric(TensorboardCurveMetric): +class MyTensorboardMetric(TensorboardMetric): # NOTE: We need to tell the new TensorBoard metric how to get the id / # file handle for the TensorBoard logs from a trial. In this case # our convention is to just save a separate file per trial in # the prespecified log dir. - @classmethod - def get_ids_from_trials(cls, trials): - return { - trial.index: Path(log_dir).joinpath(str(trial.index)).as_posix() - for trial in trials - } + def _get_event_multiplexer_for_trial(self, trial): + mul = event_multiplexer.EventMultiplexer(max_reload_threads=20) + mul.AddRunsFromDirectory(Path(log_dir).joinpath(str(trial.index)).as_posix(), None) + mul.Reload() + + return mul # This indicates whether the metric is queryable while the trial is # still running. We don't use this in the current tutorial, but Ax @@ -266,12 +266,12 @@ def is_available_while_running(cls): val_acc = MyTensorboardMetric( name="val_acc", - curve_name="val_acc", + tag="val_acc", lower_is_better=False, ) model_num_params = MyTensorboardMetric( name="num_params", - curve_name="num_params", + tag="num_params", lower_is_better=True, ) From f5c28ebc60789f842aee66cdd270c1cdd326b2b9 Mon Sep 17 00:00:00 2001 From: leslie-fang-intel Date: Thu, 1 Aug 2024 04:07:08 +0800 Subject: [PATCH 08/12] Update link of dynamo overview (#2987) Co-authored-by: Svetlana Karslioglu --- prototype_source/pt2e_quantizer.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/pt2e_quantizer.rst b/prototype_source/pt2e_quantizer.rst index df666b1f6a..be6d6949ed 100644 --- a/prototype_source/pt2e_quantizer.rst +++ b/prototype_source/pt2e_quantizer.rst @@ -8,7 +8,7 @@ Prerequisites: Required: -- `Torchdynamo concepts in PyTorch `__ +- `Torchdynamo concepts in PyTorch `__ - `Quantization concepts in PyTorch `__ From fda818463b6d428da03d074a10733a4aeebae5ca Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Thu, 1 Aug 2024 02:15:16 +0100 Subject: [PATCH 09/12] Fix torchrl and tensordict requirements (#2986) --- .ci/docker/requirements.txt | 5 ++--- intermediate_source/pinmem_nonblock.py | 2 +- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt index e44feb39e2..00cf2f2103 100644 --- a/.ci/docker/requirements.txt +++ b/.ci/docker/requirements.txt @@ -28,9 +28,8 @@ tensorboard jinja2==3.1.3 pytorch-lightning torchx -# TODO: use stable 0.5 when released --e git+https://github.com/pytorch/rl.git#egg=torchrl --e git+https://github.com/pytorch/tensordict.git#egg=tensordict +torchrl==0.5.0 +tensordict==0.5.0 ax-platform>==0.4.0 nbformat>==5.9.2 datasets diff --git a/intermediate_source/pinmem_nonblock.py b/intermediate_source/pinmem_nonblock.py index 78e57b6cf1..fa69507a0e 100644 --- a/intermediate_source/pinmem_nonblock.py +++ b/intermediate_source/pinmem_nonblock.py @@ -556,7 +556,7 @@ def pin_copy_to_device_nonblocking(*tensors): # CUDA-enabled device. # # In summary, copying data from CPU to GPU is safe when using ``non_blocking=True``, but for any other direction, -# ``non_blocking=True`` can still be used but the user must make sure that a device synchronization is executed after +# ``non_blocking=True`` can still be used but the user must make sure that a device synchronization is executed before # the data is accessed. # # Practical recommendations From 740e3b01fc928b8fdb13762a8c52c844fbd0f792 Mon Sep 17 00:00:00 2001 From: Howard Huang Date: Thu, 1 Aug 2024 12:02:32 -0400 Subject: [PATCH 10/12] fix dcp tutorial formatting (#2990) --- recipes_source/distributed_checkpoint_recipe.rst | 2 ++ 1 file changed, 2 insertions(+) diff --git a/recipes_source/distributed_checkpoint_recipe.rst b/recipes_source/distributed_checkpoint_recipe.rst index 32666e5a3a..2467db878e 100644 --- a/recipes_source/distributed_checkpoint_recipe.rst +++ b/recipes_source/distributed_checkpoint_recipe.rst @@ -333,6 +333,7 @@ Since this can be an issue when users wish to share models with users used to th to their applications. For this case, we provide the ``format_utils`` module in ``torch.distributed.checkpoint.format_utils``. A command line utility is provided for the users convenience, which follows the following format: + .. code-block:: bash python -m torch.distributed.checkpoint.format_utils -m @@ -341,6 +342,7 @@ In the command above, ``mode`` is one of ``torch_to_dcp``` or ``dcp_to_torch``. Alternatively, methods are also provided for users who may wish to convert checkpoints directly. + .. code-block:: python import os From 89b3343bfac82fc3cacf97cf4e8f11edacb571a4 Mon Sep 17 00:00:00 2001 From: ibartol <50273483+ignaciobartol@users.noreply.github.com> Date: Thu, 1 Aug 2024 14:04:42 -0400 Subject: [PATCH 11/12] Updated linalg functions in tensors_deeper_tutorial.py (#2959) Co-authored-by: Svetlana Karslioglu --- beginner_source/introyt/tensors_deeper_tutorial.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/beginner_source/introyt/tensors_deeper_tutorial.py b/beginner_source/introyt/tensors_deeper_tutorial.py index b5f9dc0bc9..d7293dfe29 100644 --- a/beginner_source/introyt/tensors_deeper_tutorial.py +++ b/beginner_source/introyt/tensors_deeper_tutorial.py @@ -448,17 +448,19 @@ m2 = torch.tensor([[3., 0.], [0., 3.]]) # three times identity matrix print('\nVectors & Matrices:') -print(torch.cross(v2, v1)) # negative of z unit vector (v1 x v2 == -v2 x v1) +print(torch.linalg.cross(v2, v1)) # negative of z unit vector (v1 x v2 == -v2 x v1) print(m1) -m3 = torch.matmul(m1, m2) +m3 = torch.linalg.matmul(m1, m2) print(m3) # 3 times m1 -print(torch.svd(m3)) # singular value decomposition +print(torch.linalg.svd(m3)) # singular value decomposition ################################################################################## # This is a small sample of operations. For more details and the full inventory of # math functions, have a look at the # `documentation `__. +# For more details and the full inventory of linear algebra operations, have a +# look at this `documentation `__. # # Altering Tensors in Place # ~~~~~~~~~~~~~~~~~~~~~~~~~ From f1c0b8a3675e6a09cd3628d981f047af24746ca2 Mon Sep 17 00:00:00 2001 From: Zaili Wang <109502517+ZailiWang@users.noreply.github.com> Date: Sat, 3 Aug 2024 00:48:21 +0800 Subject: [PATCH 12/12] fix xeon_run_cpu.html link (#2989) * fix xeon_run_cpu.html link --------- Co-authored-by: Svetlana Karslioglu --- recipes_source/recipes_index.rst | 6 +++--- recipes_source/xeon_run_cpu.rst | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/recipes_source/recipes_index.rst b/recipes_source/recipes_index.rst index c9aa2947a7..8959ea98a3 100644 --- a/recipes_source/recipes_index.rst +++ b/recipes_source/recipes_index.rst @@ -275,10 +275,10 @@ Recipes are bite-sized, actionable examples of how to use specific PyTorch featu :tags: Model-Optimization .. customcarditem:: - :header: CPU launcher script for optimal performance on Intel® Xeon - :card_description: How to use launcher script for optimal runtime configurations on Intel® Xeon CPUs. + :header: Optimizing CPU Performance on Intel® Xeon® with run_cpu Script + :card_description: How to use run_cpu script for optimal runtime configurations on Intel® Xeon CPUs. :image: ../_static/img/thumbnails/cropped/profiler.png - :link: ../recipes/recipes/xeon_run_cpu.html + :link: ../recipes/xeon_run_cpu.html :tags: Model-Optimization .. customcarditem:: diff --git a/recipes_source/xeon_run_cpu.rst b/recipes_source/xeon_run_cpu.rst index fcf96a2ee8..6426bc5781 100644 --- a/recipes_source/xeon_run_cpu.rst +++ b/recipes_source/xeon_run_cpu.rst @@ -1,4 +1,4 @@ -Optimizing PyTorch Inference with Intel® Xeon® Scalable Processors +Optimizing CPU Performance on Intel® Xeon® with run_cpu Script ====================================================================== There are several configuration options that can impact the performance of PyTorch inference when executed on Intel® Xeon® Scalable Processors.