From fccd89c3822f976c83eeb43fb40f3a5bda271fb7 Mon Sep 17 00:00:00 2001 From: Santiago Olivar Date: Fri, 16 Feb 2024 00:02:31 -0800 Subject: [PATCH] new post LlamaIndex and RAGs intro --- ...2024-02-15-Intro-to-LlamaIndex-and-RAGs.md | 47 ++++++++++++++++++ images/RAG/basic_rag.png | Bin 0 -> 88967 bytes 2 files changed, 47 insertions(+) create mode 100644 _posts/2024-02-15-Intro-to-LlamaIndex-and-RAGs.md create mode 100644 images/RAG/basic_rag.png diff --git a/_posts/2024-02-15-Intro-to-LlamaIndex-and-RAGs.md b/_posts/2024-02-15-Intro-to-LlamaIndex-and-RAGs.md new file mode 100644 index 0000000..d01d69c --- /dev/null +++ b/_posts/2024-02-15-Intro-to-LlamaIndex-and-RAGs.md @@ -0,0 +1,47 @@ +--- +title: Intro to RAGs and LlamaIndex +date: 2024-02-15 12:00:00 -0 +categories: [LlamaIndex, Learning] +tags: [RAGs, LlamaIndex] +--- + +## What is LlamaIndex? + +LlamaIndex provides abstractions to make the ingestion, structuring, and access of data more straightforward, enabling seamless integration into Large Language Models (LLMs) for more accurate text generation. + +While LLMs are trained on extensive datasets, they lack training on private or domain-specific data. Fine-tuning a LLM with your data is costly, making it challenging to keep the model up-to-date with the latest information. Additionally, it often lacks observability.[^footnote] + +## What is RAG? + +Retrieval-Augmented Generation (RAG) provides an alternative1. This technique focuses on context augmentation to achieve more precise text generation tailored to your specific data. + +Key steps in RAG implementation: + +- **Get Information**: Nodes serve as the atomic unit of data, and connectors assist in ingesting these nodes. + +- **Index and Add to Query as Context**: This involves generating vector embeddings and incorporating them into your query as context. + +- **Pass Improved Prompt to LLM**: Further details will be covered in upcoming posts, addressing querying, retrievers, routers, postprocessors, and synthesizers. + +The beauty of RAG lies in its absence of training, ensuring it's always up-to-date by adding your data to the existing data accessible to LLMs. Another vital aspect is the ability to store your indexes, mainly accomplished through specialized databases known as vector stores. Finally a RAG framework must effectively perform proper evaluation on the accuracy of the responses.[^fn-nth-2] + +![RAG](/images/RAG/basic_rag.png)_Source: LLamaIndex Documentation. RAG Diagram_ + +## LlamaIndex Tools + +- **Data Connectors**: Facilitate data ingestion. + +- **Data Indexes**: Provide representations of the data usable in LLMs. + +- **Engines**: Serve as end-to-end pipelines for interaction with LLMs. + +- **Data Agents**: LLM-based decision-makers offering flexibility to tackle complex problems. + +- **Application Integrations**: Enable seamless integration of LlamaIndex into other frameworks. + + +## References + +[^footnote]: https://docs.llamaindex.ai/en/stable/getting_started/concepts.html# + +[^fn-nth-2]: https://docs.llamaindex.ai/en/stable/getting_started/concepts.html diff --git a/images/RAG/basic_rag.png b/images/RAG/basic_rag.png new file mode 100644 index 0000000000000000000000000000000000000000..1c6f04b7e75c2b81d334a850bd59e0f512173f54 GIT binary patch literal 88967 zcmeFZgD10tzT4!VD-#D4o(J-Q6u9jUrN#DxK0Zgn)oZ3`ob& zor840``{D!{+{b?%|| z1y0^!yZgRvL}y>O&egQ+^I^qx^W0<5JKSGCW`4%+@rWGjb*L3TTS9yg#`UU`0ho< zzy5Z^`G(oO3H+ycx3<6DkDd3>31&GP=F{(asL!W7c^`p+<$ zb#~SSjI+mX*N@fYSA{iDjfa~`D zu16jnzllGG-2e$sVY&0uTH}jNpGx^8#?{436$@D;OP;R--KD zn7_BSHPWr}N@1<2loK0E>dkA}ho-@N=LB0!v8JvYnu{=E%RIyu?7Nz$@Rrv+o?i;f z*X`mJEV7I<=E=koUbu3xXRNSk#2Sw1uD$ZTR&d428|xDe{&yUf+D8$@1hozYRPTIj ztVp_j>c{RF;iiA(wZc}%?yEJ&kZkzgz+4XT-qyzPp`#Y|zZ3E3(;12S5(ssaMhU6;?ErWUSsS<3d)1Zba2MqyGEj(U^w>$x|{}cQoGN28HRS z`p6b$oPBq;gi_IqSwu0FQg%6mrdv`$z~ss%e&|#A4$flSLEPnlFhSeSmd@8^YqlXA{(gat^txZzcVl!VxY8(WX>6%DUO9(1=qeUAz7Wl! zHm3TEYS|RyONwuS2i6FkZ$A65fdAA(jBt;1Pke|9Yt@4Y1m+P1QuY13ErnHzyu3R9yM(~`> zhAfCIj7eSonj-xjN~Q;7yg}JyEmx%Pj3`nor`{R3gUj-n*<2}08S!aDog&@r(^77$ ze7ih6WB4<_*kjoZCJBP*FWz!bd8H{*bu$|ku5tycioqn7KZj-B$!=8+RA^RWlIP9+ znI9y_C8wX6mSG_e%W@IjT&K?E4dFfDji2Fcued+!JE+b@%vG)Gtr|IKUV>WSw71-R zxp{pdcOjgsgVKQV2Biw+dCqpzkoM2*_OUGqYV6x{!{_4)(qauVW(eARKn zGL+4iVwgjoQl^nSu)6 ziVn9L=TZJv{&eS5=cx4+)rh;-uEt)yc=gQttoPpU7w@Uv(^8>$(V)6quu!;XU~ZY9 ztD%3`Au`Z7YEUJKY@<@+P|GuqUB1WnB_SM5iR4E1t+&mt&(g+tq7rp$Iy^qQrynYx z7d;;+^s)Z+M{m6klkg^_9dm-@s6@@&E9+l&s*`p<<|B)IZT;6}X9YCws=w7(&`4xs z*Zis_Q=;9Wh>Dt29Uoj3u?@D}Z_XXn=u4Q?oImOo8ugu(UB2JSu1|lT=)R`2s_QfU zc$fftLTq--bZ$?_lLi@e6gO z>!z)vot{yij#x}|cau5CjFVN8=?mO%RCaidxBG?rT<{fsoLfs5LsrSLbAKqN>Vx}( zvs86NOoYx?O-KE}>yvuhr zATT&6JAA(me@4NkaZ+V%f1;^eVufbqdE$9Xa?4k%KiDRS8Os^2+~$|IlN^qHc+-mf z3ZaOfgia>L{;igr^Ur{(v8lMJRVG;`$;_SZ@@~?b`m$d#_$2x6@#RXJv9^}%P~NJQ~{<5~_BqraxX0i4L6>NcFsO)Q@bo=o*n6C2+!xCd?%aCaf`=v8b+WFnHel zepQXMbj!lF-$9$t0co_KaD9c(B=}vBP4GEK*5QFK!KK;SeMoeRgBEk5mU?wSxhNvN zhQ8pFd4BE4vTMydf@hY|&hNRFyN1h*M*|Kk4|#~3sEzLSF|*x0K8VDmyOLFt-HQ^5 zYB*nbo`V>k9h9@M8+&A{Q6gfmv)M-}E9q%&WbT-tr=d}0a9Db-{P7^WjnP`lVn7v9 z8J8-j5@#ki84b4RCsECV%iAppAF)OG!aKvcXn6Rm^J9Oici@yv6^E1%sO}Hx4(>_q zB+Z#Q8e77RoxjYyTgm*=#hhN2a3isqZ~f40WnhiSx@oTBo2_p`%OhHcr;g|aqWKjV zt<}*4ZW5seEF`grT!SqUG37S@O@D8?mxV}KHE&SM{HW)sZ$>j<yRTEngEm}YfkeV=JtOW?a3`?Fzt}~ivl#~2n?hn6TciVN{Th;RamG~x!jCk=vAFRyX!{nRc)L!sY zHh;|^Evb;17D9qQyIazXs{Q5I2yN z#9{`|@vzQfQ)1zQXV~BY$ENz{xd`?htTQLC<6vP07-OCN>oZc|H}o$8JfQFV{(a`H zKh}Bh*Jbc|7YD!P^=$O@Eo_Y}?PBHbA;AmyR$?l) zSXftYLl10mIeHAZexI?z3%eJR5|8vO%~^F`TI%YvI+)YwjIhmVT z*gkTC-8}ikBk&x0ne8Us$w%x=VK-k$%Fqc}+UV19v$C_Y--Hv;(b4hSyfk~x&&S=iqCeUZPf zBdl+$XJc$-XKZOf2VGZ3*V5h&cJn55qksPW9;d#O@xOPnu>EUVV1jJWJ8bt^+1dWN zHux$(^y(uSV<&wx6=7p@ux8*MaBePk{*%xD&pZF#@zgh8{QJ%O9GnkMfA!Q`|MyoF zZS`%0EX~0^?co2~>#r}Le)F#{^0PrxKeZIU*ZJgCu+VShWIVSY>S@rG!ne1d8#ujVl5fmX&bQz)=`M)lGDV2?WGUuq z*ZR!(${c^V0584-xh~x<*aMNPiJiKC0L7RWuG`m4L%$d;w>3Y>*ar>p!wvcUy~TXA z>3O%eF=y^<Hmrw^nA&@A}K_$8lBxvy<@6LM_o2&~#!?6ozWKdwvX zd^WXS$}e88F{H3Lk`b9~JKLT>!TL$P!bazF8Z)53;N0a*q~zE-g5=EM+duGjZ~K90lkNB1w1`WJCeNcDigmIYYs5*%Ct5}%nE_<0C>eo6!2 zJY3;b4mk}P#&pSF*Yj(RzT~Qv4YK4{>el;TEQ;kY^jFqQd4g-&l@?lJHt_R`-Fs$5 zW;eDnB?bK~ZpjZ1J4He%^}*s?l-8)Q(Kj8fu0q?i+*2ylZD7ax%;zTd?Zi*MY69zR z<9r+X126<1;NMwNn5!^oqom?@DuC@T6_uLwFgxNC@F>bUPe&;a#u_HhGc%LU4_5Ea zP*L&Pe99Kn`0_H)G>$<^4$GzKx?{P;T9%YPe}^!_v=|CMV(I{&zg6)RU-)A=zrPo> zbKLs;JbKUz`;6IKM~X$IYOs}_=<;K4 zd)1QixqL7K;le;sx@-GJy*MVd@n#R#MOyf9spaU3Y7Xn3H2>PGOg?^Wqszm>aj(I( zrrv-H)709k{^5^ff@j^vGV_)v8$*kbD~Oh>Y?@0%&hww62VvX8lgu#UDeAzD0Wub) za)J);Gv^W3&$;5=@-?fLN{1|pbQ^;Fu#Ik(#Fn1K!>L?whmk#7hd=J1opjc%%mFu1 z;ArO~+GBs2+xREFV~ES_2_tjp>2g?ZU2nCymVvP{Eo|m(+sR~JX>J5s0@73&y`MsJ9J6%+#Y`Q zl-Ft?mgb3$WnZ4gasaJ|)vA_l8`suGmo#!lu$`6S3DaL4sggtw16VZsC=&X`q$lh4eAKjC5m#gtqMG>nqwebm6Txhy(V8yJ zxZmvDQO=fOkeAT=g5f?GzC8&2@y~FL8IuX5VUTMvuv0#G`I=*{^J4()*Y{gW88Ruw z9L?>xHM=wMy_xciLj^j%TxR_pN1OScDt-iHb9;%``L`g7Cno{Wp~2!#wD0LFH?t*w zm5)k@=dpCqbE*b5SNbG&3EGe)V8iaRv9~L;dmg#*&3>>oTbpQ5Dl(9y67Z zS(I`L!0k{ot+9H*z3rlsHW&L0hf(f!FC8I&i^T=)a(_krK}3t@Ou*!9IaJ!S#hMItL2=$e+`n(Mtu zMW?+C3ui`1T2i+dU{#-_T2xSpXU^sXzab_Vv{{v4ED~3BxR9M+S~lu2M8vnmzJIWeLciko5J)7J5Ui$L?+QqaWRSGc^OW0l z*3NUIgb?&4Kv3aozT%6g5mZj~Yd|8O!%_j?YGs$E(>QM5bv07T>yE?LOzz9h*49+q zW(6S7qYc{PrV&W#81`DCM{{%x{6B)@Yk7g|d#eK~--`QE%KNle;e8|6>5!jvA)7okyK283kk z8>zG%sW`Mh9QK#XkeDviR^oZdiFYR(${JiauJoN0EHA&# z?5BTsE!Z1*I9VIrdXNtl>WNZu7=-lXYmKH!#v1^VB(D6PzhVVUW)J{z4giQWYsHo* zmf1Sg!R|WMxMAY(WvL*rs#6&N62fe3*r9d#$98n4*aCU!2G=}yr=uln)dDZyURunr zDFvKF|M2lhV6a!+EQ4fRd2<+R)rK6fVhoj`B1cvB5Fa7rOoBE5z8JO-KW_dpTzZ_& zNf%c2@{Z8^75Xh#T>&&M12>a;n=Mvl(4HhPO37)Y4Y_oRP{1JIAS-p!jr$T+u5DyD zyae~4k_Vuxn(&f6D+f1uQ5{H4K? z7DZPJG@>WbX##(7s4PD-PG-{W3w@f`iY%ZSIpUEFtjSx7NpaIKt!lTx0V7pEXtPIT zf-$Dut^6ZW;ZetU3e3FqEp3onR=?Z6L^2Ey}$ziFm2?1R(go^h(Wbp|A_Y~wx zM9}8^Cq&QRCDB;U9H`}UTrum(RxWd1pNVY@dMWPaEtT+Spd&?S`3FmWG2{y%j%Myj z91MvNLZiC?W=rv~|J2R~cOa6WLk!vimp-8&AedbQK#H)Nx6wX7+f~7UnG6?DO?YIV zBOG`ca;bsZ^R!D@aKfv1zrRSTa3Ftp2@K2%ip%F`n$k~iN9cZ@hnvxhH**VN(X1K^ z3|w;85H{1#Sd{bB{oMz|%)Eh{4uGv=h8e5vMc6N1P)rI$+o%RWbEU%uX)n=f6vFbR zzAW=K(_&?)%#ugZwHi}L=x}_vJp{O<;cCsX2T_7w{nY!fAcB~KkP?vKzBRA~00pst zN_`p}mj#cVx>L4-GYj#PEiI5Q9WU?DpITJlWRC@V62Y1lL)i-e&ZX2~)-U4jTO3ylvr^8Sfm0v1UJ1j|;YUBnNdF^h2omA%m`K~( zCJA^}a~c2q7D`wF7!QkLmcq%H(*(ilFN1Y1^*G!cC;_q=0!hv!_YF5m!F^^XVN4xd z^lLQ$(G?^`(x1k2Abp+CJvU&OR04P3D=)ku8ctI+bW|BZjdOf3E3oWOWl;d4>A>qt zw{l)Kzh!Mz>S2U34k0Mxm}dcdw0b*{<#gKZO??FuNtqeH-xx}jD-=M)Z9O6E3Q~j| zy{0f;CkCRZc$~Q8tY=ZodAg46A9$70Bq)?O#T~bYD+xak0x;#c>Q(3QGymu1&{+hox{pF5NA|Tk=0yBKz?P?b|cFP6~?Veic-M~DbGy{g@LKs)J zE0n(Us#$(Ux*CX8o^bSJfFw90SK|Iq{F-kkufZIb`o|4ym3g*r2>JI55yM_8t6Tep zQu98@BmZcdeOb0P`#nfyRDjis?4?Sa4|dkl^o)$VGu|xrCgc*QcS^C<9DLDmMBDeK zJ|*O_^Jd5b&Jjb#s^0%=7L_D&S)CcUTZB5;D$VvaM)ywp9(}S`jOK`I~%+;YP{T(YbTY+{AUWY3eoFcPN|(pES&p@| z$Lsu*K8jpqQ7g^Kj4QL7|4Cus*n|&7a=QB%(3cQF4E;BI1vu4ZD%O}gf3)r>$f zf`?&hX`pDid@?L}F^a^kF^Y%Z36T4x?NQG%X@SFTKpx1#)-(UHjy$l={Z+!;(~2ap zjtq}2urz?Vu2&)p7I_v^gRGjBPU`uu#yIjS$7?}gH<3@5D$%L;A5bw&m~PxvaCF2? z+Wj?6xUF}BpLEtB3nZP@?6~~Lc%OLpufc$hvglJ-Pb@I(ak$x6u63!_a5xZ+|Hy7m zJHPT*(B=wyD0I8|VN%6py9)3j?=zR^cKAtP@Zi%ZYRm>~u85v*+Wx?<<3lyM9>URH z5H4`^a0L#60;2z@2B{O zDuEYCzTZh6lOO-+BOSWB3qpu0K#p86R||*j5ZBoQB@5i7U~)F@P!)uBElyv8)}%U( z>r$aox>SPuLi=$GTTOqTmZ!N3E0Bb)yKi*%eiDy_wTI>1I0JHnMGO&qN1Nv(VmMtQ zc4F{T-i!v)q0MEaSz4H=A7gx1ho7%YRt zJHE$!Cxid%2OSfxE+aQ$wR+#IJ43cNUrPYFn1`J3kX$2zE9bn>0d}uhoXIr})lgX5 z>6Vus$SoV8+*k5n?$dN_Ljdg~TPgPk2EiTna01WuV67<^j0jnkPVTZXr*pW!?YIit z=n%?V_?4BN_XP#tZ>>sGStjFevXz~KK0PEWdR-r&cXbpH@Iu!!$0G5=CYVr#P`ElI zr`s9!Ir<%k5-jeFNE-3P{D&+0)kO@+)TI$_X1dc0gbj$d&yl0+IdI%|{9s zd2Ob?qY>_=X|8^$aaW8igP%+SX~3zh+2;zK0AK_wlUbh<9$Ken;`FdpTykU8svhRF zSiBKHJ;5yLj>)v;sC`pI$`2)Rfe@v6vF+RYPZ)-P?Jd5Mo3y}3qz{V9va*vwI?)VL z`<}B^ajqznqQ>MEqi%_WSoI})tq$9wN&psDV9C@@g7;qv9AJc;LKkp6(Dr?PL#mxI zFPQngA*b0jU%JW<?b53LW15b-P#A9ySiJ(*Zhl#PNqh5$6p z_crF0O3hT(NvSWnHTr$fcl;+}{8SX=Kx9wIqjPvHhUb{!iqpG2 z%31?pJ&X*K+#QCEC&=8GI~46Ffl4*Zbq6bSIjGuw-+^4$17MLwQl!+Q=IWh^U`*U} zN4d3LWaQPhkfWs{l)*Jp1wF?f;`=6@!jCDB9^8RW~S*CpY zAW$cl97Bg}D}AIjd>Pn&1=m$ihVivq`lAS7D85zxGWWTZfI&db>$l^$%@?RQp7@@- zxCFM;a4t*bi2P@>&4nIw@EEk4bRTiwMq6kce>;~1k_D8^Q_7WVvt)iB2r9@{lt6-@ z=(fNWYWoaBVdzE_4q#&mXmzt5$!nKREhvegAPxasaWjKmBI*qRoUM9Cmxp2I1Fvn4 zW|fO|K#(#f6H9(PQ45l6;|A2D!a9R5a9+*0swlj-&BY{V*E919pHy9WcMc_z&%#av zb18NexA?XG+zz9X^Wwf*vC$i*mu<^WXS=5)pbYzQE&{=_(|uO-Y*K|g&qG=eKnff| zxUHfpJbyZv0JiLf5CDcI-Psvihq$VK%liSa>bb!GVm(+HwL-wixPgSzx|K?UWk zeC^8U@sT6na&gyif82QdeU>D*Ux5kMjTGbAfa>81bz&Ma$U?~niwvc=gW7M&kNUwL z?eMRCBSl|}m!)kh0djlxAW-7XKvdi+t2t~_bTbK&Rdi$C&_Aj9iQNSQ{f3||K6lz9 z---#=8rn6?0>ysm?Q>RZvcL+(walRBxR#Wr3N3%fy3#9T9Vd}anIm7zb-84`6k(TS z+s-@wFln6XSS?cnSxS{84_sT#b>qSB9M5*+`F?R;%9$(7CV@oo{PGC`9@hi-^}7KM zc`_+Jhe!LXTS>vl z;(AzAMVW1rgXl4Egj|qb#d<7(&z1mK9}Tt4L>cF_^goTH&3vXXX$9Zv*K=5{+V)58 zSS*bby1tNoo$*7l?S0_?kxTM91J+PA-6&6HRQ(6=eE;zz|IDdjM5IXj}|gMngOmd@Msl?={ag;7UR{F z0rExJhK91Y=W31*EnU|d$j#?}ejXQPkosU0hbP{bPofmea5PYC9BI7NeyDQ!#*TW8 zM->z|{15~lilNUi6#|ZtC{NzfII6#<5vhFOhL)+{v5t6)&h z+Zhj_ZD-F*N9ZPj0*@=KEQ>E)GJa+&TkdmEe0h`S9N^~#HdPCGGl_>+tK0WUBFC=c}AS-tMV|4=*7dgc(t>j=!JeM zMZmAv_8c?6N`!)f#{>ZoMpmj)^#3sD7-UW$B@{w}8!*vVR-X6$5waSiKvmac0a@|; zbmh0SMiKT4-OZdu&KCE8yy{4LX?OiPAU0{t zKR__sjUFyCc)r?`9Sv1z#uq8e|lPpU2|MA(-v>qL*sd1P3~i&fkx|-!b~eQM@!A)?Ux6+e53pc9)dd7MyVR`2L+?- zfknmJ*tU z$#nV2M!;#>m$&RAUSba_WZae`{9P^^soM7)&N=v15J zwOlqD*NAYNO>k5n%bv`nl;dbHwYhcABsgphs$-fTb^)eV%Nl)qmu`ua>+N38 zL#{lcdSsU|YKICWaocN-S3+o`@OO5)o8q0Lr@SIF3&APJH%5V zHJeym;i``<~SMTwIsr&HC2+4;dw5w6p3qBFP)7^Oqx~;RA`FUU@-d`r~$F zaO1MudK=G2Euuaag^aNgW!Go#?p&%~QC85&6pt*$0=^G=au%YO8SDxsl~vFNR-1`h&5G85AoXTQdUto*zc zf>J^3vj}!IbTry zJ?Mfo4}c=G>eI8|-`t8^3No_D@oE%QbUcQ5ASg?&`k)@@|9H{-_I55%6wf9VYMVg= z#E0q=bUZ!=f6!zb0!aD8O#-!_QUDI|KGOEHAdnUT38dMr4>MKyNcA3eD9ax3KUI(j zNkmc`i#XD{T|H4j#7>$==o5j-CeWm+ecsLkUnJEQ7Chi{Pt-~o@21+WTgME%O{U@p_cNJ&4v4;A=W~!qWl7EK#CaagTEeWDRUTp68goBQJdCq268O5=Ckiy-l{+Md zmwHdA?PXyQC?8v#ZTr6hWk>6ZhtEf#4*HW)XPRyR@h%r+Hryb4nyP%LYW|Om13390 zsWiV1Ky*SwyS{HC1n~7)RQMIhf`EmB%{L~QBL2tbQ^$!LyW?Wu7`o02K#Pa_6GM$k ziAhuxD85&)2K7GjhNPjX=Ez(CZw>?c(fTp{uPM;GHz2}xSq%)gaFsasPtk?sb;6j~ zq+1pe)H+5jKnmjv)uHnc3t9B#m*cM8D{$Mj$yTrULRD}3?e(R+7GzTY_wZE}P&u3n zF9Is4}s(40%bPMYaJpJ^+bHF zZamw7EXOrkDDrHB8r^3O(mrT)=!?OPo{Z8^o=Bj7->CT}xKR(<9jJs9zw2U&E(=WA znpKE+%;aAPX=3RqmQv3glG{Bg}bGSeK=gyRb3~NZXR7 z=f0Z1#Y#gkxnob_tA1W76gG4pYH*)cSt%lD;r_vZd1f#LcSlD>_dK<-b~nfELcOLz zXd8jH!UE7BlExzYQ{54j2+IYeIPE?h(sTP75-e84ZTF4tfD4fT5BI;4^UnoOE`6S1 z42f)NU#SLaDpc43Umk(j;yu;khXtf-^X2$+G>UoZ0~eJsfYg*@1>*T8 zT^pCVtxjqHqENTNt2e%XUfTdDkXb081p7x)9|E$J)`S_aUk2KTjh={994CI>S+Y4$ zz5vN&OBj652oRm7Iuq%(nLP1O&Ve@!T&eM{J|lv0kjDsv&?ur)@P~wtNB!Chf!xoM zws%zCOhzDCcGOGFV$mSDrI~bq%GD4qxw;iy`b3d6iHyDlkQ~wO@;lB8ndykJE@f8} zxmzc9%Ge62zc>~F7DJE-=)*JYcLM&{uNzk}kWI!92-iJ{3p1MKRytWQ(#6tFN{|fEJqM}BU1O&+ zr}H(;?_pfIWmz?G4dOXO?7UG|;PuKq(;y?A_iJq4PYkZvaIvH3SV-4-{N~w!th{ z$qgZ)`wOIcYcOq{UMKJ>Q$c!`G;T5wtjd5ps)D+q#`d-u&3p6&{oiFnLOzfai}L|B ztKI|!VrxK8VqEuY6VyZWSt3YS{05q^IEXT+FaNPZ9rU8HitZpbfoy(ruCpFAR#{@C|iDNst0^J(!pPlK-_6yB9uc#fFUTj&iry8w}X6D z3T%j(cl1ps%D_MIQ1`4`PdcL5a^OpY!e%B$o-By~?zz9rvxr8PK^c4R=jY^953RIY zFZG8+e=WD3T!NZfKv!BnXkXF;L9>m-#l%cnQt-103RLDFlp0oAoNaAb5lvK` z=#RD>JflV{uxu7Rl%fw1EyyPwmNkdHP@cg+_5;pmkUap=EIkHN{>+t3(M1e57ethY5r`tr3_5tTqA5-LJ^0%^xWy_rcqt>3!odUUn6HNr-52%^#! z4?Y6E(hrJx=Af2^B5^ZON6oRWED)f6v%?R-*P5M2jkr#4Li#u0M(#Tl=xMaF#~x-K z4AzmOlGdSLXA3-41K##_j+qphNolxQx!!(~F*7Sxs zB{Ni%|2HTFG9_b4O}g)?jBt&lBPxM9i2{oju(>)q3d#z~*+5rv2l4>xr{}FK&kmF_ z>q>!#Lv3ry&CZ~0uphAdWgjU;=RHwCg4+TT;~ElJR{}jPjc-6ZmIqSi@Ymp{ZU~sS zFGz?sW$4n^;2_+_+&EAmn*++gGDuOZQ43+Y_~8q^x$(ZaV&OteV!a{DkXVv31ETN} zHCI?VG5=;xM_2eFXh&$BNTd;@&8*vTjDYL-KR z4nX$mfHrSqd19cuwDEOlV)+mhF*hFlyO7}7S8M{|@a2DBf9WwMwVL`0t=)>yjw-I5VI7T&AIbud5x@74y4EuN%s6 zL-)Tco({@DY~NXfoZUEX={s=3ukz#Rh+0!uz!ZVZlvKg8^jD`^-lO}?th~x``!n&D zP&)BJ4RBtG6hly5(wLh^ma}Xqd^X&;utM1v*}EU z`!yhGVJq*4G_A+p$_fE&vttn`WQneG9DuVs=okUVe?Y??TE?kq0{RX${Bo{^@vS^W zZVj5ELzW46$y}H*A-NlOPnwcmTf@3`0s@|kg2s4=jSZ-^_?>Qy7kq#x9FSD~OTMUz z1+#&j!7M=LafGQS-U8+P{=pJc4X<7H?sLE+t*Tne0dgl4V8Sa+Xhz4PXwcfNQJYHZz->&*sO6Oh|)l_FsZKR~k{k%XkTn;C=H?0$mEkhHl$EAd0!~WXdQ+-gF1ti`!!O;XWu%Y1FeJmmVwv zJ&en!gU*tbp2$$6P}dJ?8s@ed6EsZ4TF)tJ{{qA>^Ai-Q7onbFDJ2QTqAdV={=~Ev1U@Ah2zkh#@5*#a-t<4abTC8Pa|Fz0@ClP+?HQ#;RoFa8Um5c z4iBhRX?z?U6;S8OpiE;O%T+D;0=m?H;=a!ElK33)&W3G#=DyxBQsX?yc+js}{0|X(bO)_Q$tD@vGpax0tPG2Dp^0%D%8B{k6 zSm@xlKvF0T<_3_5Y1RMnt`HIdGSd@H&eOUTFnv=P%M8fk-^4sl_f)!;6|kkxkBWFp z1{Q6I?QW$*(S^+!xr4jbc$oBwKGS4Qzo* zTR?QaiI{zW04OA*LoftSfM6AYIsBk1i!^AB(Mj^y%XI(M%m_t&WR{|*o4tI#T3McH z@M?P=mOQ%0Ju2Nt5;p<9vvDJ1q|ak;G<;UP&w;Il1KOvFV4u!Ak5-tRwwTxxY^}oz zpg~wIq526r=Emd~fyq4JSc-UiP&FLX)1Xp8-erXplMOl0@sJIOlYamr&UAtfcF;Oc zaKoNRVCVoUTJC`@y_}xp@dZ@9%MEiEKNJQt+yNPD93ej>;o?Z)Mpv73DLe1wEyL%! zi!|3)Mb9S^*vt>ou(WYQ1N6WVr*K=ykK9}QeD&~&!gheW$_C*fsQ=rXdAVr2r=O{U z-Q}(VqSroQ0X31pffe7x>svn)UM-&Lp`jZ;o0=_9L?F0%d|PWX(_ZTkkXd5fB!b7A z&amQDAVMt7CV4u9gG{C3&}MIfOe8D#5R}2E>)Js#d<>%4G)ESudq!H(YT?-QXuMvE z)@hFbbc-HcQ*fTy(3o@rMiu-;K(B$x)aq!Wwhh@2PB8>TxojDf(AMHz-D$u%2q=>r z_W&jO+>2D)cZa3=qW)_B9G)I^U9H*z`S2$e+`dzcSg?+8XF;0G;pJ7Yy=SPov96k# zYyo%N3}V5}oXPn@kl^)Q*VLHclCPwRlMqi*v`=T|>p6FifYV*sPRl#fN)A1($eR^_ zBOTh4X(hkEpZtIuqY#rRx?%0sF|XBf7t?(|wh%V%X=Y3Zt#meyIJw(1QN3DD)84xW zx3d?7FZzHU*!il7!>u7p2T;X8YE2BP)VO)>jGx~objqidTDxv@>!iYuc7i3!dCK;Z zUpZk5f8!qLJ)-s6!^kz(~>eb$_{9xgNI2osaeFgKfJtF>Zt^r{)|XTP2C6SM_Z6^Zmjm8dIQ0a7Zd$ zLEqL`1ZY+Iv0l0+ukWy4Ibe?@%3}Ej56cN6#NyGLV=^ts_HY-@H}$f?+wl59J|)4r zeq8fOtJ^Tq*9~5tpg0_GTht2LxhL;gte^kD*=J0A!1$bf&sf(RGqjSgKcToy zy1yURNGhhnJ3`#IyfYFvF^Z{Y6YppIK2o(LOK0pWt8>=&*O-795OQuGBXTc*R_e7YJaCZO-G zRj1lY>!b_xC5E-R{>D`?x=b)cucMzkfS?)m+;iXGDgiB`duJdA%a zYg{M%^%K&ImQ^qjedR#EHUb=YlrWfov@%^3V!Kfi{S~mzJ;V<{{n`rNw@Pfs{1*+ ziWEH_W@D%q7DUE!RRxGf{-!@2*a@}ErP=Sx(eK<&(n)HI=MnYMYJUToHCQhn{Jgl` zV+|x&>I%?Ja%$aW=2nD@ww<}k) zm9`~_X%(79EGpL;#X$O5=U!En7|#FeyBKHpBIu*$etPqR4TMBR7Qf;|9x@prS+pZ#wsT{=a?TC2R8Wd0cEmdORMqg z_Uj|IE3H3i@Chhy?n!yn;WNG(t&s+e72g5xxcRtNi2j;5I2AQJbZwv7ZZ~}H!_j7|4{D69>+(_>pqMwXHnfZp~Vg?qKr+Qb{c)cun5|7d>RVkNoma}HK? zv-VZto8-Em?&tfq9m#IY9h25dth@n5R}ml07njHq&uWa_8XOf+5FYQ_%-IIrlC**M zTwWio)TG-VCK-bL=URic^_$#kv*C!3_P}=h=HCNhYY?1HI!ueNID|T$lT&{}9S_wb z`C2s>(5xOHazMu&<6}Ek6+S;BgF3)-%?7@3gNU;aRXUv>9vueIxO{inURmZruPZ8R z=tJFFi;pqJwOV(8x>0or-AlJ)r_s9UAyYBeSlWp|6rGRCDz%%JGxu*{O8=nySdh|U z)%>a6^jx_I{*xzspd;oUp35>gw`13rmbXy&oWw28|2(Dz2vRvfWX;PC_Pm$z%3dli zK^BbxDy(}~4BVsBf#eZVvP1~I*yGNyLs&3+Td2>e4Qrk;i6Bb`?exT>iO$M?TYM5f zGd>uBGU^qpnTzuYQmJW%NYy{N>PvZTKo(CT%!+N*>SRyEyxilH(rd51Xr_ za)?%upTj|Z8Wxg`^>b0); zt}$qkhiIpLEihrnTTzb=n+pzF@kv>k0-0c0Hh0K~;l#H3ctfEnaK=0%|9P|V%yf9r4O0WJ&=5)_;CZ-d> z4~EY%Q$pu8b+>-RN|I${Sk-yfjCK|IBXoZ&sdS9Ea?CqdT0!j~VxFz1pH6z;VWFF8 zSXr-sDOZ=>lLLaO3^ZBe^wj!gzH}Ca#>x<@iNDXhIX_WQwE# zmBZ}MprkZzeRQ;4vs$X=0LsVq3#iY}x^k{w%%VZh0BZ9nTf_PK>4D;SgAAH+>GS8C zIGcGt`xDmGMZ&0K$6Z}F9Gzij!W)}3xM-?+@-W1OC%b4~3z*>-kiVcHV$ zRfw!q_Pz4B&JMOUJh<=u=ZE9lyUum5@O9J_cM)YW%8WA6E}rg%wX=zobnDvuC^7bS zWBO~PclaBR&Lz1%>H}w))p_(Q;sgrhaZA&GR6Z5ejgN2R0Enu`^a#8s}n@8+bfj9^H%ncI8;FISf{LK zVHG$#d8<}f2U#IK~n4f;lxy`Z`ODFq2T<)|{YP~S)OI#dd@YsJ{t^_)V^;KR9`-=0(6UT$7esV5b#k;23# zAY0-8qS5@#q83`Xo0I?Qs!24nbQw5bI`}Cy06PEczHuC+ ztmV#y8vGG>vJ2&e=*)ek(bYLmT5~LN5iO$9X&+b69s|*19EkXUEcwIK!h7x!$^g=j ze|f+Jwuf!U3xO&eo2#b|y6?xKG28R5nRnTO_Sjo-m^sj07ZP&qew}?}C*8b|{{{T* zq0upUv{mYAXnVS8IVii_Jae8XB!jBPpQ7VhcIP-aBvER?!S}B=_o>{gnneo~$;Y>C zB<-?}P3h|{!x)7C(Y*zogz2~|sqNB0ru@p>62z*P%Y!8pTROihW!_5!pX@QtKbX>A z)yOC=mzPZgxFXzEzE);6UWd80f7xvzIDq(45lB;_+s~+UUmQ&mipo98&v1QYuo08q zS!=i?EKa~#M2U3>4v}9#A!}+4kq*msdPbGKph1kU#Q-#E-ya4`^PFMiAH*OLJA>^$ zyE3fn-?;Bcz(hSr1l005A<))TR8|?I4q|3l6$(7r)1>uXFi9? z`bfp*agS-;_2u*?uj`?l&-xS=(!APLDMKRhR0A{?k&voa4?a`Jq1pJWNHMM|sVCxFiZhmnA!a{8? z**4`vmqSU%@INPAY-3IGu#>4a{E=eIXI(Z|cx2OjXmWTN1e8aIx^HR$f0Nb|rwF0w z4WKe4n@=;Gl)p5avgDf57u9PSc5J9);n|Y1A*-v3a7KjI!&5)Ee<0-UePTFLN$xd& z@P~?uBsNz3lebW0&!5Y6i#A_Hg8b*>D=->AH5$qZDuv;o5RH8S4^dBor1%_>zwD_3 ztcOQ6fgn|DfoI}aq^BKgbIy(VCCM8Y-rgX}4&VU+-x5VLn-xGK1#~~&=#?wr?|h=F zK;TB7#Lm)vn;RU}v5&47+)}#%)K7OY92_pHsJ?KqRgJwK2_}(efPQ}@sa=-HLkr;e zftl)J!LB#vsztQ-mdvYr;;ptNcgzRNOR#eX;dlWAneg@$tmq3xzlX;62%| zSKP$)Rl;XyA22yxnBEDkL8WnZo$UOVaFK6RH%jcDV?Ryf$HQ#2Ir$2UpBD*Jt)z0| zN0zG}@#7!ja^Ad^lpN9#Lcw*bdOdlM2<>Yn0yCqYMUB#vQUR~9ee%)I!F5@+D1m|vzto77^-`zD;4N;!wt-X2;{|EW&pY)p;O!knMd+$OyCQm3D5 zTlw|7Q7yyOegpI{JR@~lXcxCL`Ddz47mXz#+6g=tva3&hDwb~rWrHx_Lf*M6ChVH) z7PuKYjPc%*v{DPXav$BBE8qPp=buVmc5)>2`g!7Giq*{Y8ItB>^QC4d9Xqa4U|IEw zne}ql@F=xcG$@tCHde zM!sH*i*q>=u=}Rqe_qtx*97CpAy2G>|3neMk*cw-`7c!+BrJ|lT_%1Rk>b6(W0kdy zWpOJ}$P`+CWHW)!qT+Z3`m!AUR$<1rz6%HU!q9hJ7}qT<9N_vBllJ~^X&+Gk#Iao4 zh6R)b{y*6nxj;pr=vzLug~73k;AEhFo5!ENF7{;}I7X0*Hy@uA-P?EnTMvmv5(~B* zNMLuy^}A7b2IxY+AaT)M_shv9ES9R*s59An^{!xlb_0n9XROD{ox6jVdqSV-;5oUe2Lv9K_+TRm#F#9lJ-;*@{Z2`x9t15R^cxJv7Wa3YCTtFU1MXZS~HQ?%r zpQhBSYF4AA2{2RN{4v2plSnAbd^t+4*Wz2v-m`N;daD6{^}k^re)B2DgW=`Juz{aY zMHMd#z>;&cur*p!WU*b_G(DfdBrV*yr2PUrDZEQtXN1czde zY&64^vw+Fdn~H61su9QLb;9%?924TmYr6 z%^~1fB)Jh!aerC#)ESkE837%tl0)V}h*z(MCFud^|FD@X(PQ znBsgCuy+TF65?IKo)hBG$k97{m8qiu>Cn{rkUA&(d!cDt;wnsmZ-8{2B;$#|o`Pn$ z3PwDH{Sl0R?;ia|jfEs=D06JXznEWX;x20rNCtHDL(a+Lu8fE)8&|KXHjI2@KBuZ6 zw-~6v#})mAIrc7C8zxy}H6QlLSijZ*-3e?^-F!;2P4r zR|0r@f$e`^sNWrvL+Sw&61zW@LS-1ZCuxLjl67200;pFF8C|h}PQzL@8p2@--ZEC0 z8SiP`o9D}yuQUOv?YlM>*WTP42VT{AJS3+0(}4nY3!iPA23ch^Ar?d45O8#?>YW^I zO)pvbz``w~$2)X{Y8Z14O@MiC#Kp3gEO5L6;=m6wSfp*6t!jTuXJB7=;WUF5y`?LA zeojlkJd%ay6O$}wI`blkTfPW(Ya1dL2N?3T1`GhLQ0kTrlR6SRr4~aF2^rGk{@WVE zB_7q*1BTctATh`+M1hn#ePaQHcMbz7gjkjF>| z%V%!%l6}}5<)0n_bbouKglvE|zvccJJ8v+2;L4>hOuE zQT5iZXn{7K0^-BtwXo~|z9mT-EGU#rVIAi}f1(A(Y;zExou9H+U#H1=xE?V*Jy>FI ziYi;Rbd`6y-rJ6<7f%2G)D?#@@hQ0-d?q01_4k7BikaVG!ZTv|bP;h?Xv&BnQJ6Jr z`e0)BkE;W{({3hiuFYaEVE#`+2#Jgy5FfiLy}c2gRbeJ$wxjOCbZb@!uyR(Ja*)^5 zRHWBkAcycE?-HFA#NWwHyT3%c7d*I8v?CEn`=fx z3sZxFs4k|`DyU^G)pZ=BA%QdpOdMNN9rMoHi)jDTU#!9SK-kb8^(vOvus=>vzRbkJ z^j^Jo1@S4TQlJVXn7Dec4LA=(r{B_$a)XGXGJCm%1|=d_h-(igblX+_ebd4i2Us4V0Q9Lu5;8x3sLc($Ip)i5*vFIJf<*QgbN_xXpK3$-C6mpOT7Yqebdib7&T_?Rg zw-mZ=#2pTcC;f{Qz)ID{RY(-=wJP~afgHUoYK$N0n6!y5-#YIH>@Df%p>Aa z9$;KuP=RI92%imhHz=mF-tNWXw=`>SP%cp ze)W+d>M5{z^cMMP0JZ50Jb-@TPz3BwT`jg5kuhVqEk}xgz4u6?bOSUNNVT!&i2(z+ zcx|yqNTB_{UzolREWi@0cljnQb{DN6AZLCD-m0;%W?{xp6Zeb`Y|CIgd5q+QSOT22P{Udw z#SF+Mzr4KqY}TLjN`qgF&1JNr1tF=ZE?3y8?QQ43e_WzNjxBqAsr|QR+gbr6(nYle z(7|q!yh&t1#Z535gr}ahz^;GS?OsBtf{F|&A+pQLxK}{jT?jTe$T2MbcVt_F8@>0M z=i)yN-QN17yMc*#agM+j^V;2Z&IFn5TafcOL8V|alfR#+bIL$NJ_8rb|iB50wy`8q7j^(Rq`D7>Cx z2X=4T@#7~hZ#arsgEH$!=q#W_Ij~XtlDv1O5(_H4w%z)QZJ&Yt2)%aq4g~dv#U2Q? zcW=L~1cAFV^M?+cpHO*E@K3lAWPB`vB`y3RpkTQ zkoJzALvng8TZDGGi|x7wI8xpKZD+|V?UGN}i4ca*-QoW>aIq=s)EMSRBpCt9t`U4h z0poqqPhu82gxFbH9#qpw%h{ce|7$-Xr+a|BWO6qGiZDCMr!~>QUSeLrZns0L<`Jx# zeBA7a&xfDj2@5U{Lc?eYIxH(sNJfP=BhqW##bPJ;U@uw$%CDjWwgPL)FJC(D(!9;S zY1vNxI8M!BW6g1}XIi=PRmjIlM>Rw%>DnggwEt1+mAlamo{vJn1&#)$+fDaU&hC03 zOJ^c9$gM)1JcB5TPJmxf_up{%yG9dMh8VnyyK(D^m_=3# zQUC*{b#N2PYMlm3{8!5PP@*{X+rBTEmJKUV0kc9O6O-ABsT{6+phz`d`@a-f2buvXz2P|it*-*(Zhm$JukSEhB^4tQK zq_3Dt5}FaG1$&jC%j_RZeRw4gi8CGLhbSi<2Gj?>nYKQLNUN9+9t1UF0+A1Ib~x@L z#|cD@<}P297Sbh%PSy=H{Wt&puFST{<@x{)FCur#2wk;r6ElSmNlDPxiNMAqLrr&W zD^PYV+EW6+2P}!ZcXN}JVp${(#5#T8`Zk_n&Z?A1bF|}C+&J>1LR1*@1`O=v#xtCf z&0q8W=UcvrX-?_E?xH%0oZowQn;fgp8ys=ZNg%FqBk)mi%pn^b(XIf5MVV(#;S^IxtbBR^lqd<%$)ol@j8F^A zZH2H7jCr%PdZsY{4cWhclVre8y|9?h4qPu(cOuuB`tTDLAVjbwrRKeBWU%8hooHV3 z44F7Sf22EIT0_Zxtsx+(KfkWr^uMLTemyJ4Ld9SSqY2Q3^MO^8 z3c~>Y7ZOIK*gLniSc?YZg=Xyx94e_nKNlZzFYs#Y6LJ2pjAle6_j6b^+ArhBwaIkc zFo7GzF=%fl5&aIx6m2FahCG zXR-t&Fz3KWaX{=P$ZEkf!QBb^U)C>TPsMzyAW$J`Pa(LaP2{2!4DLAi5>Woqgsf`6lj5ODR(A9yI|v^1+1bI4=d`pbjy3d z+RE7a?Mh4n#wBY3sGM3D1~b$+KxMe$74bcC7H_g?q0hSVHu!)QAffYpFhZ&Vw#98o zwZ)qTbD3uWrkL|>Q+a;5BtuDUhQz}}J%0OFUqu&*EfD;y;-MF8LT;*iRx`M)kB4_O zhM+w;;+@>h6afXdL)jpJZ1bC0XJ|bZrOIGV`iwAA|1Hde5NCSr3qo1f29KQEvOa%% z3M4@-vAngOfvcO7Wxc={vH-&b-U2SClIe`hS+HMl;8BVfXoNm+#_hW(%!EdWWTC0e z2mC{9YZ68z2H;hITV$yI!*gfy*?p&gBW~8?4Uu5n71}eZ0)ymvQmex}q{ zBV2zj9e~#bweAdBz{*E{2({VMyq!hXHz^At ztMk{ow;$iV|8^PUVakWW9oLA|oI4?y_zz@w>4NC+@TjD;FB~{1#rssAgoga!)tF?t zhdqUIkcppQ>IkG0a$mJ{ zh2jD`uFmf{Of8)31B?2A^Y{>&mJQ8Ozm;O{dMo(f-!ib<`C_oo!*u*P>&1H<3NZ2tYl9mqGv=>1w$J-VIO*-D_$f=5etPc`D5v7!9R~>4 zv`$Zp??OcqQns+nv19!l_R#f{2}Hq98jkDS?_-k0{PjbmNcYNLsr-@zpjKg0S;rgb zXlMf61+C;Ld2~7DV>p9tmTevN({Z|Km=x_!YJ^BLT@d|njXNkIL|8GWzfQ4a(*x*= z#4-8d2L_wR>WiTw_>^ZXFV*9dWo4st+<6N&MwDT=2uscA!& zm6G+kx&7&^@{^drUi(q~912j<@bHapn!Pf@A5T$q>Gvvp5P&iIxCkKl zliXQU`YlwM!-J#@<{$Y4B>a_dLQte6IA913zE##p1FXK;oujxiSM{)`Wtx)Tv4&Us zIzn?yF+eT)6YAp#<$!6_jX+O&W61x2#A2UpI zdXG_pC9vm7VjbZ>MpHiG^oqUkzi&Jk&U z8SxyYkx>K8EapyYe}Q?8{!DufE7l+o4(n!30Fm>pQ($W#yH7b+JVZc& zlQVhnD~QGujsO+WC3fcTx{u&GfS1%e+PE!M9vSG!WOWRw>V@oz_zc(&r||vJ%5cC#)eyY%u+Q{I7JN#_aV}Z%=r~3 z&wI79W9?MSJNGNqJUM}V>0WmE_sf-sbUSKWPVjuA#~Y*R4bJsCpZ(`~MO5wLD6b!> z_QuxGlg0{AW4BuLO@jVYM7~MUw0(+Gl$X4m*_k3)Q!~gwg3q8PUSM6y=}OQOvy(BS zR#E0l)G-`2wtqg2$rs}RwkOQJyU0l}=&ekguv2b=3VfSAm_i&BZR`y+NeRBEWw;NS zDzBFVt(JkW{r&VNI9*1giO13E=O-@7>bSx%0=p}f4fOCiJ)84XkC-BkU;!J!IJj(4 z!5M~}bu@g5+eEFH!A?(vbO63L>3JxV=HN1xnC=^6jJvHoxv54Q9OiL&!t z6xXrXfzJu2t--Z1@sQryHPPj$LQfT^Pp8iCI={7bzN{J^ zdN`_!PEHV=6}ToGZ1$`sZAfFR`K_hj54D zs(_Gx;BMuuI{n>1K_-p5h|ZASvfZ6cF~y_b(gpK(cWJ!sr_CqKH3BV@oCQ{2rQsSf zekrL`CrJ9{xG*^InaGlOqVBGi`lg|pg$3c*M@qs$WNVq8Ox2#mGP{Bd6_f(rD{RXw zNLE6rvLx`{FHQCg@%Bri8KeXsgg*IM!p}ac*M={H1H{O=-u79QwS1}3`7}Et%oY?U|@H{ z3s>m+xb!--akoib=|KRoz`APZnDXeQU#e-lD*-C(B${O$5{A$0g!7&uKfOJG!{OtB zn+-IQ3wu3ZORT(x7K2nAlq5R1T~DYuNDi2)M|?JbQSc|Y1BFh#rSOuJt+A84L>@vV z%5-t;GesfENQ8H7Vtu^R8qnEcLkCzlK41xoJ*zqgO( zCkHKy{s}$UQb=D|!Tk9=p_oID>a9Y@O7Z#ob{0$N*=b%9QlV`CgLV(SwiO^emzc$l z#U-xR(2${3w*yN1^$A(`D9ErsH(}t@8nn?*=X09a1u(F!-OTCM`Sh~V%DF^i;3bJ3 z&#S0f6zGWcrs+zAJ-qC;Iy;r_GFg50Q$aNe#TO|hA;ll$w%WB(t~q=G@6K!}t1kwP z<**S@xU^z#I?v=Nh>hLj7bTZ|Yw`N+na{#Mp8J7XEKg6pumZ43CG3_U@uh8_5{J1j zo#^ZYKFv2r!O}}rLMqcyh=mh?XN3jO!LI(m4(o<_PSA4IsG!F84~IOzu54hvuXQA$ z^I0U4H2EIIMJE1m_fzRfalE8PZ!VF8e{zxpPE|n1z(my(em1MEt26ft^gQ3-<0aYP zI(oh%A=l*Em0emJ7RuP|XBs##cBDqS48=~F#YB4<*hjGJU>@j$+&cw@;;4u4`jgaDc8AK1h zb>G~5ug~>F=O+lkJeN+!M7jL*v1`9T`P0*^YbDlu=H+2tQt!6)s+2F$@Naw#ovQzoUd^@+R4o*bv#|o&kjQs5HghZncnaS)U4b;!KQEep zscvQIa4k9P0cB!6JI3u*V_cpCEJAn-1tSfA($RNW$uXx8ynqzUJ42E6xepOrErrfe zf}EWE0{@ZC_X8n#Nh#M23)5@vzU<2~lXd8m5X~Ie{1*DPJZ6C4DvRPp`pM zE~xb3MS;&6k9<=vQ|h`rHB(U7b*E4Hw0kDy;qkZdoIaJiE^DZ5d*1Tlf{gm+Hh~oV ztts=FV{O+uE`RFc=i}qFjT~aD{{SVorN{h77>de_`Ft@sT@qRUgRDhhA;VY;W|S-S zREO*DpX6bGsr95h51wbEfW|yjvp9!+lpAw!X^$9suuz%NJEVCtugc!1ND9D6N@Mz6 zq%}BWvNO5G7xWkD*{zAU%acnnOhb_6Z2;Am@TiM}yCo`+TkGB-RJWN&Awz+5?Kcc^-ICh!L8 zYhKA~=pCw6kSY3XIiU*?;4Q#t?m5T8xZ5d`G{XdYxXrHWzS0uhRsKlw0|<|6Yo-Oh z_O))EVXk2B=hd0~ZUVGiTidzUBNiK1p4Oz@WPWW)V(Yn8Z3C?<-8HPqY1)jY>S`HM z8#swu{8^*TpZ1bY4aWnr;~*HO%$)#+3t%IaqyCGG;P6CUx85+GJ4(a-0<$QOIN3~KuQ}jx1m^_{Q|tAFXvO9 z=|MSZ7$&H3a%NrEc0!7cp!nr8oyD>dptGAgLo<#ca}P&{!;VkbBlefIKzGol&_1n-rntb>B!jJ=a6YB2c1Mmb63aJx-e#bF$R;br_O$Wl>YS6@O$RyH;09`; zB}!ulQ{C6HGPyT^U;d_QW_HL^+d04xYVSOvOsR-ygOa$-TIj~>{9B^#hr{~lGm9hr?YEJ zU)Y?;*16I<{(i;QaO44&Tyg}i|9S70q^lo0#k`9tj9za{=v!l(FKI?}xN`r=syW0# zg?H~6FHslrPB@54$!7zq^!1I%%tOhiL^xU=8L@F+seFTj!8s|>_-#3j29PGwc=;Il zUe@y%lJv zO4QAonQJQnWzh}^6h!p+ZK9s5P&CGgoup;{y&L5SF_*MFSU3nYqQM6IX2;iS9XcA< z$a3p0H=aEie$EpIwx<3&+|U_~=YaL`!P#Et5NivUgu+-I$SQO&5Y1<27rzWDJ0l>7 z6+*nHZZEDFO^i<2M6JkkQ0(l?1KFnu=p>IDM^(@31=TP9n7Q!!C7FIqdQOF`R1&{Q zbB?2iPbrfOvWsG7sU5PqZVV&%l%;cXIi-z#8WBMR%&#euhNINaK$bohQ}?aL8zQx| z9G$mgXU*Ibh%ikO#HQU6)Nm`9Oq;(N>jNZmw=mPqmP7zRvW6^`XyUyFh8=S^{L*nA zbaaRKDe<72hht$fcXn;bx5~khhe=+U{hDlt+M1m_(_N~R`JZNBAfj1#aVVQM1{%AP z&alGuYrLH>Su~8po)<=IkU{GFW>*s9s42WkB1sYjj|<+1#l>f}A4vA#)XhwX+wKCrDiWnt528FKC1Bktn9N7}_}gHE8sE;@hVghPe?Z4 zHKzkbIVB~HQzNHJTBCT3nwpvq972lBo61W|pFMdJ$Q-~V z6F+#m`0{V)E}{!70-IVIO9rUlT1;a2j<$~o#n&YTM5B#EyT@f!fPIsiM9CVVi)F{) z;oFQXCUW^YwfJu+yBzh!38@U#LzwoxlM>>^98HL}r_jNyb2*07+!4@97>UV#YkiVn z>`tT1VJX$MI%!)hduxdu2q`2+SKG2B$2(JvKY?@qDV03WyLoC$ z?3J;BP}41HW5cPM&INtqnV8uJ$FUD*@}5&nRaJMccFP(5 znFg~X7Lr8p0K#zslE_hw)Tu?CFTOK8I_LVn_CC&@FGx)(i=yWCZ zmYAF#fAW|0^HDHc6CBm}acH9i@Y1hPmqr0m>jKT)_lc!no4{7@0)O>I8vElpm!F)u z9e?}EW8te{e>rm0SnF1on?&^|kfvLPXRGM;6pQCHH?82V?lmnoM9GWP;WJfNjim0> zm{RB!|H-%e2p-)O?rcx)c_jSMY_;fkso&L>lXovInTwMvvXds|WdBz|rWW14(S9l?xr z&jBz}NNS4zPR3}O%MOs=Nc1SJNfHdcrC#-rg%CESN?(h|Gh%I2>23A z{}$D+kKvcc{D%1d{gS`Wi5M?w>n71HxZU%fuEN5<|C$dKmeax@7f?N;ZhCKbh67kE z1%)gN37Nh5q{GNvh88{wzzk14+(n+VsAOb7d-_N-Xk=^ z%6xo$OhP=_q~elJu*H7wBc@@}AgL3Gmah30aeL{g9Lh^t?vhS zmG5vCig5;M+flrvxKkpbZ4bc~*_ob0^~Jp()1C4V!05qMt+_wQ{qI_%JBd>c{8oyh zWoX)S2m1;vSkXB3(a=wuvrd=(xqyg^u%5>-T!cqRbrALjgVCZ`@=;I)(ZfLt`HA}E zi{O3up(X&|7-|`lM%*G7kL$ zIT*v;a1TN@!v$y8-)nln$v?ViG>491sp2DF(T~1koKwetM*XDb<@WcWkud@(6(&82 zJr($qmn4?CX&_=cAGnEX0%1ur2c7+92SYh|7*YFnj%qpAOd!{eZ86Z>`#O^0yaOJ8 zS#UBHA^z{xfq^@I*aw&vAAr=uib}qDaEN1uquZijnDg!ZR1fRk-;|`q8K$O6(yO+A z?p}Cge&Q_Dug8c!^7uz_vCq1qLuS*2G6#VmG@q__*IHt8-00JEh0*PfQT`^A_?FL~ zk0f4KG8Fr{a;^N0=XA_my6{AIwQx32@G{dVQgmT8y`o*sOo*CjeSSSPvA*DqA#&4M zdD<&=dlUR|-iVYu)IUC_v;FM8_?KGOT*7TMFv!l}8lyhWZeTTCv5>S3Yhb0nL?AKx zaBFrm5Mm@=NN1%j3BP)>)8NAXp!Ak453iHQKEyrbI&nhjoqn5bmCBg6Y);T7R@Ogj zPLt?kYUCgs^|Q4pL~vnzDpXI2zsM9q!~Q&~MsgUGe}h1K-I|z1lpIyYl+#DT3?Waj z>0!E%KFE7c7oa5BL6yw%DGZdZu~viSy>%k}OsMlMB)nNgBuoEIDhE8tlIGq^T-oZN zO4_O5)+yD{X(5_6A7$*Tgv_n9!)HK6Yk*X$0X8i0o64M=>etA?3vn$pP`LmRMO-b9vm>7ikO=23I&PU#=jtw;74id-#bq^~m2RNQ?015_j?&ef zIm3ma{8X50C)T^PWt?5xFCY9L-(g8v7T|m$rar1kJQ$5!L>n%)j6jxV3c)b+m=+ou zxh%>n-hSA?z5iH;?Xq?&i#1Zs3<8$e1X7L<}LSE;K$}nOaf5FvX(0B2IWRAsa%xr zv3f7OPn{>YXE(l@TSxkSTaF)pf8O%STaq2t$#_rUP^Dsfi(!w-S2OQ517!g_$~MjN zbu+`KbWk5Xar_(7L2Trn8=%rF$RNb3*enk{I3508i=oy0O2`c3xzM)B9ioS1OT|~f z!8NH5R2&oNELe|xN`lb8uqiNUGDQ_Rr-pixjk58d(kV<(#FoMs*OO$mqZV4S)G+{(= z`++W<@C_0%oY8@6a+(1sgZh4ZE!0&=i`?kMmucikBQT~p^ z8_qd5L)zII$K6y2Iw4}A<8zqjrXi@hq)UUL{&7bi+4IaTh5QZgi)yQb;o%qviFO0 zIa|!2;B4u%f#bvC>7ZaDzQn5PvGJI8@1DdCh%$nBs@Ll<97<(+Dd;mT-hl{7JQ6*- zXTsdKoEpO-9A3g<5*5jJd6d+Dv_#GY%29KIjnvA_dlKBs z?i|>3x-^I`;5`s5xwmHXy6uv!w6Si0lJk{ucn`bI+R9WQ== z3YwYCPC?SgRRuKI+`Tqo(nKEW*G@;nP&O9M>uh~;VThp-xK_=ICp^tLFJGOJn*tJO zNquG&+cCq-Xl7=g>&sDA-$KSTCjv9Aagef*z15^7r<*G`yFV_*o)uz}PKq_?Jm%B) z6WmVd*i%0Am)N)X-{d-u6&$E+$9Ja1h#lt#;hJl~-JD#5$KXW%m|3HyT(GRHB&eGF zq}5ls9{(jcWK)JnMr+I{xV}FMpiWb}TIX^DuI15b+DwTe!b>k`z1H;;4nB~2I_Y;m zw<9)#_)>!Qaqhnqkw+L_3!S0w=DR!KkEsrh_w(=iw`IS#hBLD6EsqBL1A-KJrn*e{ z*YC?-Rl0!Ihi<9S4G2v+L~ z+Btt`r^a(yPBnY2{t^;ECq2D1y7y*ixG#rGAv?5fUP?&m`v=@E!5Q|-0B)s|H>UM{ zU)lCQ}lhdk1IB)V*+(d3%~|H-Nc=)Ktp>P@W=EIT3(NUsNaNG z-oarJsSTRsFE!u7c=O!@O!FA0lMG@=bWfagaX7Cc%SqLIS=;MCLMFzN?q zzrGN@&h8OnlJy8qFu@@qt2VeEFwyToogY@pA5=OWx>MW;vb$GTpywEelIIcl_w`m% z@E*6{FH2D{W5YFD)m^^sQ*;FHf!Gz0`-qxLi|8E<*(+X>m2rnP*FY`v0FeNNQP+U1 z`x!(f@Ez}nioib)$Aw0lm+uUl940oiN2v&XZIag52Y?M(;@2CT&f7q3GzA(q8kiPj zvm=y!|A(IW4rLV#Yod@U1OG<304-GH4!}RCS@d`4p`q9>jpT4%s=w%mqse?1o#Jtn zI{Z{%>N*;6FT55aRs$|HeP7Y`r##%BIGN{AREOkhqySp+Ar?KlZm_d`~ zr&aY^j^1fCi zh-3l&UJQ~R)Gmt1!g}8&PF`%>#e2%499xri@ZbpPr3|ESYsVq`W^lhw5kR+Zd=t~Q zf4U%L7c7WLCYM-1Sa0Yjneray^p}7Uk8iCk%D?}eDx|^=lM!P0qpmRP@cZ=gDxwRqOs~g_^W7BETF9N~#zeR)AW3+ZjxTQvs?^p`N2Y*X%P2BZ9q-{d-*1 z=(|uZtF+Lj0XPwgR4Ot#;x`^ba!C(JbQBxSt`z+)V_`9;Ujs)XSd?HBY9qPR@CtDc zeV8Yar@L2^mM{Wacy0u*cNiRA^vje)mt>~kWQw;0G78Fo)$ZphpE^=dyrlKRpqbCG z{>V%@;9`7mwy!xHLN%&XPx~vT(MjroiN-fIq#?rd@-}IGdx8%k0%k{?7Rh9;nmubEntk8^vbQ zRCmq6DYwN49{5IL3!Xn% znRZWp_cL_IG2K^ZdGXsIDB$Vx!3$6WdOrss42>_ye?xAP)kH3UoXu)lL(gpo@)Av| z82Fpy&5f=IcdrGA&s9SvOF0(nf!ex5Gn`aO4~*Jq(6=^K`yIw!HiztC>}yIxbusw& z;%-pD=;99=3D!t-iIus#3M0515xLs{>wM_H^BbHoW64UxJS?w5kwJ8}Co)&re&htHc}88#OPXWb-{)?r;R|MDi?*cXN>0h#rG%7;57 z8sH;tYyl>iYhmwERSLqD2LJ>|d;G#f=%TO|Yvw^_8x04QH^8%Ffyq!&-9=z09{uVf z!iK6oGV#w}FSAaGs$N)kSdR>F`Z3uaa|AcroeiRTBpjCA2-;>w=sFz#tTmrEj5*%B zUethXy^}|Fq+C~yc?kg%Kh}v;Sby*B`;0T?KpvU;_|%WNf(!7g?H9=2p;3f7JRVEs z4y-e>;-GZVfNP}U0|gtPpl-G^26wwW$C>MWVX?;OJluYmd&N{Wc7FZ6l|T7Z!J)}5 z(c55JS%`I4?uanR6Xh*qk1kKp>~AfVKn&e+dio*2vaBDL&X>+$|Eu&5A$@rtTl#bdJlAh|(wXA$=RnY0D^%l8yrni zImeODEi_Adkn>FAhIcoIcE8Mn%1njMYZXqn@nX`^`CanRk>hLuxr@)T=QOq8ttgPf zOCs|fG^HLd?6bt@y6rS@yMOfWb0lET}Y?yuYJH2;;YqH&gBABk962+Y2^f)^$ z=OqA{HWWJ~RgMiIoj<^H-Cwy>PFUsF8}*N_0$06T*STGuuEEvZush7eJq_ds*E9Z( z{WQO4HcatVAiBfS9K7kdqBe7^G9U-*!b^S>9qItLjB|N0%j*L#cjtgT^z<=UxG}uz zxiTVv#c_!%Ko6KI6HMZL?Hgbvd+39|e-*%pT(0flpKU3FGlXEhbmgbga=u!R43_VcsFxSx16DkkvX_<)(| z(?oX}G4R2G#h1z)Y)l&e!lB7`a4q`^TSirZlJLIOowvwTbx@>U?}e?S14XcTQ18u`^ILby>Af)z;r-;sveiw2!oO-}DN2s3dLO;u#A zaeNu)*R76|`XC@1rXyy#56Pr)uOH{B*ePB>!tMHC`Gm{ZDV%H2Qy420p?#!#{6B^~UG1ZsQ(P%TFWySnaj0Sa??!>}n!KD5?aA ztpa~D((e8WEFPFAz1E*P%ycQDB)76Eb_vH^Z_tWpjuCR!LOR9JLA4h%V_ZM6A|kIy=01gNEJ6=b|y zvIJS>S^Z({-xbmj?yyi1h*Q76_TFx44G=vFRbzgg&rdJAL>P|wqx4Y{k$x5!GwE)| zB0T#aY{WS1n)q%}hO-T#xaNKm2FgU$;T)r~SQ?)FP_07j0tCdP+d;eWZN{}1 zdX0UIv1*q!2iT(KLltj9N+%ma$-@nnN)b>whPs=uu)@9fV11Ha--2_8jiB(vzBbf0k3~rP@{IvPVq)deMNp^h; zJ^(u|TmLC&Z6z8&vc&~)oE@iL^ddK|xWIh;yt2fF+Z^8;mb&&Q!^ zOod_sR~)~L(Wiqh;(84$r}&Z+YH1>oW@FRdlGUkBndr&8 z?{aw%%4d{YL#v-;D+pVY1YH0jlv0o>%mOp3I!{m}5sBOK4}q57-qRY2E>ZB{K!>8# z8`OFR$P9xQ zp#i54z$@?L@HLcv{qxJxCb6kz-hz>_$+}<{)E5NBTK8j0%xCEpk^iI-0 z{MQ?Q=Xxe0D|GH=GzwPmV7ac*7~BDoeb@-Cz{QK0*fMlq1KPl2Ly-uB%2tftgW=F2 zP6_%utqDR(6r37#Fa0ndO@mL+CD1Rn9N)&=APk!E3FN9{lET4^f}T~=;{ixmVux|% zl|)^n)@91upzqT$h%jGTT%P>}JBpP38BAq7aWPIgw)WrtF-*l96j5`6TGX8BqhlshL;D zd44JBz=16uI2alFv*+4&jm*BW*BzEFHz(m{Hv*E#Wz~ZiB(sFHqGnGR&95Tsu>)!W zc;wBc`GB2J^znabIWfxi`jSC5uKRvQ1t@(n$VdL1cHhWo_|T30!eZd?^OMA_vA@Eq ziXTSJ&ynXW_bSm5TheAQI#w~XdyI`c?u*_vQKyal{e%thXl%z)3QAlb4#n8iBM$ir z(%*5I^6;s9OeJsrPjXPsXG; zFUhe>Qw7Yl>QrwVaq^^Eeywr_kNPf)j1c8bc8&&;lzo z0tWD!*L&98^%Z}m8o<*?fO6&s^}^r}0{=C1k}_oMz>(1!HyHVOFh_iCHkh!>ND@|tL<|BYM;vUHt61YbEdJ}SVQ#e%^v!Go; zRgc23t1Ad+n;;@{KqS0eT4Gbh6hVo3ipOJ=kftj^YKgSwMgFP-XdA`py+)f3^nUC= zTyu((jF^ck39?_TyJ+}(c9=%L;amb4Y#Pj$R=@i4#3DETDVcMpk^2k8)d6ux|7WB~ zQ&_|sYQiH9UvI8q;Mb3LIJU^uwTZ*4ZONFFF|c+{VqjqG?p8`uME`aupVc|s(^1!zXmRl@ z-b=P1wjhH89IJ!w?<}NdPe@(+@r8qpoo&_k1i5>)+l6=B6lC~pA;}EMa>U9%gm%j( z+(s=cEVuK@^2-)Pm7E?l8hto-X|*|le`1Rxr}~=fI&^T&yW2y%aWG%5Mb>v)Kto4I zeCGksdeb0Pzt+{VVH5Dm4|gpb&uhvh0cYtaWULk#449#FF3~AD2sru4S6$M;5E={Z zdmIGD1UR0n5xhu0M^R11ccoq;%?G(aQ(+y6y#HqWxB8cqb61MYD{Z`5AB&j4=+Ojx zz)8wBt&VL3?>rrft4Rsvz6F#FeXT;vQ`->czbe2{SgA?>hqCvM$NCN5hq>KxE91V6 z?7dg^3|YyhQX$ITWG5@PO?I*~vWt+Bq_Q%SQAUzvk4Q#Bl;?c+`Fy^=@AG>7o;Os5oyd+eU)-fw%AJj;GL+eu1G_gD-2Z?16!(k)p+uiiJRt0 zPw3;KTOpRZB5q}MKrHFI+>(7<^cExvix7tr{X>V!XIf~)p->&Zv#0Od5noG%$3L> zx8-ZJOE=Zj(oarB=9NU`8b7&cgT2pwO4ZN$I;ml&|BUs;t&2(U+2(hi)QZzk;*l#E zF)hdiJDJ7y6QaV`&hGHEho_{*_Jrz23{nf!k0VPF;0*okb7cOShU}i`BN>A9R)x5 z_w_rY@JNpzV44nu@h39<_XC4tpu~Us7@kT6w+AIdKlmhbvt3GQ zgoGjsSg4ouHk??yGz!eHU~PS?O1-=WKXbaoujG-c=m1i(1SMf4*WpoUo&i@L8dO zGX8|RC6E{GA#HuYgMMBQbafNXk9uDsgH_lhdncCG zU=ZC$Xg^F|w1+Ti?M+M_FkavU!v)9bzd>gXlI=V5EWlwqgL}j46-4y5 zt!VPFX;5iOfxm(zk^$+k$hG={za{pd7QxDL2gjZwW=yN}P^;Rr`b~zj@!hbonlLReQ^_6}P&ATC*%bZp zP_wKSI{I0EoDg|B$tgj+c9WBG?biQ(Z|p26$U-yZIWCu2|M3O7MC=jXXFtmTEr`Qs z^CR>bF{9^S!Ck_9I@2ma*#{{oX`@L%-(J|hSvp+%d+gvVH&dSf7ptNb9 zB#T+x%BdMrPO@(IHLCRH?_D|(%}(Pt``#(kvpAkn|Bdwr(ZB8N3F;G`RteH$*fNEh z;o~S88RsHGvu8~q;EZ5j)i9Pi3`nyWB%T#=J8CGcVYt}LF_)MT(UN^pf=s)+4#9cM z?DoS)k0pluG+Oi5z+TUa70|V`mVnR$LYc1=^7GhQ!<%peuU4e(0T@ObD2;HIl8b6= zcHyEaoo^#dk7ISuh;O$S`KsA7CTqS8=2_X`L-A!1a`|MJNw)e;KG_7EnhgdV8 z#1KzU)Y_cehQjatv-32}tki^@?3igTZ2iWjXBWBu?F6`iNQ-(08D5@oC^I97T z@3>=B1tal4_x<0~Z>v5HO|q0*6pJ32Me4WaVL(-^g+*$Wa2_8@nbT;yvy386_f&In zaq2xC_gT4&;1{PX;(z_fUFS;tG^APF{n|a-w&o1GmDF;Gd3^mc@fObM6lul5M{6F5 z6w!>}`Qc_Pmt*BO2lF%N0^fb$^<)9{C$^N6cL<#2sJ^{{Z20`~D}0)8tC!0yhVgP@ zhCcg!>Q~93nnPQ^=OIzeR15UHcj>Y?{KwklN1!SfjoCAPK$W0+e?w-xRG(=Z!T=^~ z4*;Cl1XD+Yb_!uBJ!CS`3ejVH6!kije_`}uMfw%~O@xqm1+x!r`L8kakeyax!Oth7H%4l91{@R{P#|UklI5?*u#=Z2MkQ3MNwGiXO6e6 zX-SE2XW=r-J*Y5?G!WYrlT|4 zvflk#%X@e(v4O0gu8P{tUW*kEUM@M1o#?iiL?!afxwlgFAUNB!VgG%TvbxO`s(k(> zu%wsFu<*-DPLYe^<;Lhnm`f}3!I<^S*Moh<+3+P_ht@iS9}vzjK^nmyJ;Z-Z;7)Sy zqrl);!!)*UpJ1{bPv3j+*0{wX1qo)NE0rY){Y16No5Y3k>Xxmz;_nbjiESmAqpX}- zPJKA~a!E602;me_Xa@-j#>W!ijL-$oVi&%CMAa*kkTcqDP}u$5bN^h_D#6&$kCK)3 z9g`H^tmD5sTcYq7V+n|B-pooo+$k2j(wEyMKiKqV2#f{HS{HLn|I#Bw7cu>iJC&H4 zl9gD5wr{j~s{Hxpr`Nw{*+UP!B55yU1G79_J;5Njble5M$nj?=9i|8niJT*UhRp}G z;M%gHdbLo*9y*KkxldEHO4wu927w|%8R;^;EY69$U)^dlI~~lwWXre-_RU%e?WA2a zh?RMFxcllz`jgw!`^6onIe)zaUu_N_t6iGD>7p5+M^fvXV@J4^iKMvnqxTez*;{sBEfzdL-rx z>&Tf&A|H{n-OO|PFLQuh&X2|;sT8oIKC4&}mHKR0oh)sE$134~$I{{|wdIfd@Y~#G zm(eZn+M{lFW~H*uqMUQPMN5-5p9iHiv$C)BIjqs4nq)1v$rEos7!V(NZ{hdxH8K*! z`q9O!c_%hwd9YVa1HIh&BlafkbKJ<@=r|+|i+uSk%Dc(%jVb+c+4lH)qxPEBaRtX&Ks-^Tr${=z$A zr$bLW6rM|Bo&7>6bj<4764%S{Zr)H%p1n=h5y z4=kZlhQt$oc!Tj~H`RT-uO&Cr*3}vI8b95IY?zif)Svw%Da49Qcrz4_om>3yQyPxP@^FEJL%X7;N4I309cM5uQ*kAEZ%H-5Lcy zvHm~+>ewxN$+w*V?NIvZjuZd;LWzqcSiE=DwKnptO~JA!2p!J<;XgSpEGrHXhL@P< z1ScwlLkx&KMyo>;b7bKAMP64+`)S zy%ACoAs1eifvZ;wQWM!+4A@(`vMDj2l9cBdR|S+64HE{jGV54;w)!*_`4oU#oqS38 z<8!(|*8$D)BnzCYOnwk*OZ>t5^x($Gq6lpTPTo1K3(yc_lhZ`N? zqK=3^tx-^lZ9ULwSlbE4CTvcP!v#UKN+v=N!*P2*7Kg!45)`6Z(qaYjC1a|~7_5!3_L3iKl%Q1pdBct~E>RanO zA}90eiXX@WrrZzp3LiysrF}~6Pqls!alJKjsp8qM{8?T*aeqd-+2+-sSdv@*DNnN# zQsbY%)Ghn9Cw|`0M$18lLHW2Be=tqp^ZY?Xx$M{5!kYtg8$N<_P%E?lG~OzE-5k~n zsgJsxeHfn~nzs~zpVNxhL~8xwkUFLG*vkrg*>p16GR+N5O3`oWds2R+&AEdmH+mek zNo+DUnGViUvn8}YnJHcY;<;qHF~zXY66D2_egZ9?FQi~L_Y-S&X1DHfli7z zD``xd^X{>P)L3`eEugHFP$s)YQLr#73{;IL*3KN`n0}P24vr)<^Jg^*o?r>Y9Wxx5 zTy9^$oOW5d5TpBCv5=ny-|e3qyWyS~d%9=X92GMR@(%h#{Nv`Y54)Td7Q9R+6aneS zwZ99Am13t!JwE1Fz7HMxgwfo4UaAl5Pe?ipNFim_w7Wi`ZQsE5rT9<-6k<(n_H*w$!Dm#~g;yY;T@m&xP5F|@q{9mmh9@S(;w^YpOqSo9xlJg(hGVl|!y zZCqNIdl#iU%BIr02q}S#-=(-(p~?82l;myZny+mYc#4O5bAKO<*j>#p<)54MO;V@< z8arnbAx&hZ@>3FWH>1;-(8+5xmiSr<4z*br^U)BF3e@?FHL1v#F`l~@%!%6nXN4qR zdD^I=Kk%{6foauWl>5vbJHOK6`!;s48Y7CRG;ilWC)o+46GI2R zC}Ia0U&((A{^vL4S4OeRigUDH@sQhSCyu^~0jMSEj0-zTnZ1BI3=|7lz^1++BTP!P zS+Nx4$oJ{*^YzdXzLDSO>^jsa_=Pnx?K&qP-RZFN`NkUZknolMQ3Skboq+azy7cBo zmk$PJ+OxxTZPwl~Dk<0@(l)qjgkZ2aJM_hS43(}FKQtBo`(Wi5qX7ZI7U5isF&ZV< zx5vMfyjK}>H70@k@3F`0XcAC|!KjV6(j{<(cne6IK0pb@y4=b_w`@Q9aVDQeDR9sO zW8Z1Asn-9+vCU_ITPE+lWzk%OPiR#~^Dp_!@w-yt_{C9wS5-GivPR*bg@BxC`ZY@@ zUyFSBUPQtxP@Q0~ul3E0DFqkChzG{Am1FMsltbbU@Z=gT4HcbBM9;)3pZo!)?XcN-T7!4PF{S8Te(kBt}+jkhJmGM z0hviD2)mz5vM}b?Y-`WfX@s{r!zc3}hqZ`937z0U(MJBW)#94(jhp^YoPm3G*u+Vn;z&!Gjeg!v21RQa_2>b1T9{Fsp`#zW1>bnf*S z72cX1e#Zj(-*#E>ZzB}QL3F76c#$)i;-4Q|(M(wR@5`vvLaDVq|FqxJ@Z=<>ttW8lQUTDi5bvnO#M` zJNmpOQ;f>3e_!8JV0gpd*QbUC3Wgmq1+!z`?LW7)A(4CimLrRkU66f%O>#S@E15Yz#An87<-xEFp~)b(=M(LB1lUvxL(?W8H9-4MUyLP@S2jb z$-+?>V=5lG zd_DS~RVa|`x#fF|N*iVkFo;Efs7^j1y-RbyoW`78lpA%7a|5XC*`Rs2uogN1%^95) z$baRbRv?@5ZIL~JZY0a_R5KzTGUdT-kP!wu9LRBOkO|5}Ll`@*4nZN3oIXbv9Ty4* z%HTD1KD(k77bVlRCTO4Vw_~65n5n}6sbddbSu@xfS|`X2A=Ok>v4c*6wB-C6KdzhsHpa+Xqq-su zb`j)4qcsc?oQYj17_V`~;B_a5r;-#?2nmBt5X!UVbsSTAKK{^_9krlIV3v>gYBMPM z*WhLN)u8j!NxTfeiXEe@yZJirlRr|(iWAfGQsWubRP4y$8>N=l1aaj!T)#L ziT-}0e$d0lC1~MV)j*wpqZC@05;WY(l9MTl_fEn$!+1dVbTemxzr88Vs=@l?O$`QY z>$yB&1YK8byN&dI!l03r1!`CAM!=0S3NKYkP@{6OwrbH!F)D8C1ro%ugA?>Oex_nZ zsE||XRR8e`CpPK7H70;gE`Kp!eIb%z7OBii{;{`pwnzW4x(}iJnWRPb`1IY z>@ClRFpggYRdeoy;RYaV&BkQye`2^2#gHZyjAP+VaN>jzn9ot9Dp zKI%=P_uf!bl>(1j0s_(htU8}wCVO9$YDoJhL8&v(CY6Xh6fgOqr$P?gHql4m8y{Ce zIay7@>=BA+RZKw;`DW^+*$o0dbVCS9&5=gyjT>dmY=4h>Fmj^Ue)x;v$|=xkx|^Fs zH(+}W{fywshRZz*Qi&Xhf;|?H`zf&IUD#D)8w2uY7W9%4mPK5Luw!uQp74%i%}X^b z5_BCy5reP?Es3OYHb2I(o_T~XJJ2|gV)Z+ho+?v$w3-+S;$?# zNNBmE(Mp6IYQem{h(^8`L&v~BKv*aRyH<&LZe^vWZJ`>{Up1hKjz;3ngPo56OuhRB zVFXWP)}j9gVZQ>}Dl(9~5u$YrXcRF1m@3^@2*jvrWtH+cBw?RR8Ph2Y~ zKvv4t2#p6?Ox)XoUZ_x|X$fe^x@zH8kBy9sMM@C}JQa?!)S@PiL293StZ)#n9r)Uz09=vb2WL-kC>QRKCK&qPbb$OWia=@x{$l{rrpba0d_J4M;XwN>@Xm#hQjIm$cF+vLQmJi(O5tIkTAnwy$!{iUpyf_b=A+a6^RN(Do5(;8k7 zHPP|A2qXpZ|Ket6*~D(=JS$^9lWPrr@*1QkYXZ9E&)-GU_I(~5;ENrMP_Y-cQziKR z2BJai$z^~u1>77*AKsG(4h{mj@G%b9IhiCFzkyIjCiPq!Ey0exC!Q_k#L4SxshcaI zNj&ZUa2}JqCoDftd!1t;H;zrs4+0kxM629~?8=3k@<0ZFp5x0)rlEtBLg%6}+<1cA zb|tW8Uj+4&)R3#DBVa+v`5l6U zwI9>G-(Zv<@uKqB|7JMDcXJ~8H;4%H*)E^KS_?fS#Y0l0&CJ1}X#%p?ei-o~m^Tdu z{^t4?B7xWCIQS2+HG~=kYZ#+0Ek8`D!F}iHc*NsT)}^vmvrV`5Xm5^E5(EU2KsokI zZEim<)G0&LSl6I@c`9x$=Dv+A*Qr>ft zER!d!vvk}ALRu#s%5~h~1h;Y>M<m~Mr1B`_=K1mpp)zl?~ysM;d8I zB-bI<q%ph$u(e`P$=4f+%0h)cS@b!j*A?*CQUX>aKje>ZLzsQow)l6EZKk&V+ zr@SdEjj%yGqgU|KC)vh5)2pmczmCeFC46z)Lv$vu{Y7LT*)AhA9sJO18Uk`4lqNd8 zdHhRBj$5PY29%s6epJTaK8rdZ?cKg)>~AWEE62c|oIj&ChP%FZyB?B+V_+mhoP$b{koPL6aIDjRJGb^3k0n^W)OW-w2)3dljUz5lp9L0`S`^R*z=N+=h#`jf2|QZ; zaL>8}U-+?DFys(oCWM3uJpf@&A%Lzu2y$j_IcgyP)jrEEopiXsDgbOoqq@iO_KrX= z>xVpq|EL-atBUc}DDrZWiL8x+L_bRb#dI)p0|=>&svV(V45>@Pa0AaYTHeDK;ei8G zkCC3Ega;aN4Q3Fo`#{ibhS2XF`#Aeko8F5aI;d_N6V+=-Bisjj=v<6;gxSQu17QHC z&GOhK4}42aB~n!i9aiRI{PCe5ybPX=Pji1=$SC19vSm1h`kBCSJwNzRXQuJ)fkpuh z=I#B{vQ1$5j(SceIzrI)2k@hCL?=a~U!JW1n?_o_HxY{u!xhA*obh?wRW|FO-P<~` zpeH~kbP`%kI~%W#-xBG~NbMfo8+jtUNoNj2`0y4XtR|cnx71I(H<)UFq5#0AiI;SV z@F5A%XC&W-Z-Fd(K27m)7vI2B7;fPY7udzE@scULg-rg1#D*o)vTr}bZ7t8JMC~_D zdiAAwJz&f)A55)jgO2t6R7w)0aMU>hEp?f~Eu(zvi1Ac2->nf@JY)XO*`exHfu%iZ zR#$QyKMCsBs~N5gwFJY{3S__=*!U$BDU&LWl*1l}9!LjTq~7q%Z)4}D)N-|T#8+K_ zmL=?YN3dD}HqlgO?Q0EoCu9>P@w-|yGv=r3NkQss=&CvtAECJjmNWB;QoMx%6>Xz? z8fL)Ze+%F}Z=-@VrS*6y){d*}Go!TTtgkv{=2+&Y}tWB@4qAZUw zuiMKfIRbNjmYO0O2wmUBMEz=VCnsK#4Nvd&h=?j~?oy;D-26JCou17_nwShyZBYk{ zS!&%5->lzXGNN$lmHAMHc*Qq=E?KtXeU3Qy^mqjpOS_B-OPvj$W$XJTaLpnQvv*jt_>tD055=R}8c;w>J_J%yCgIp~tyD^m z)t0GmHqJotGJRhKz!1Cm!|#L{xu+L1ZQcUXo7;eOxuYvg)F(o3d#lC}Up*)f*@*Ox(% ziatICFi7o!<18}gtaA6Jyeo*;vZS0+^K|s)s0Z#td=0NLzqy3eeUd1Xbjmt;&q9bH z4ASm%kFCsZAz3!-q^S@N1WwfpxnA^2`VS2l&l?=qPA|fY(?!#J@4jQNZcGu!ZQux9 zE{ZGz+hqtCGeaEh#7wSOlccJ%o^jJ$#90%aN00QDH<)qd+s$S7pXP?Z*a z8@DlucchvI5)kWReS_GP$8+_N8kFSf-W2m$9@=1(BN&-hkbTlw#`__*s>{Lu1&{J- z?uQ6Sb`;+_NGnU5&X#*~>8h3FCY|uqtz1}fJYiIi zaH0mN{}HxMpPL)b2j**OIafU2@yWM7J>r(cW7eUr+Y)uKPQiTEwEctr?8`EU51T%g z6X42$+an>AGidFk%7bRWFBf^dHhr#!C4&`6E{=N5 zi2`%6BdzRpcQn{fKqmKufW~`*N4er@;#=}AzUlUic=5Phn0Pk#C;cP1* zZi~aR#ZuA-NKcRN4(g9X{Ot$oqp&vnX-ERrJ=k{G(*i02M|7V{acI$=riC4@fq$Q=RV1x5irN6S-^V;r^L>QqS{i8^-NqgYA>7UdTopNk4%0Sk`l~hAyw(h58#v z7|ls)OZ8npxsbb+M0iyN{U!m)E5s9WPCj>KJby~2z2VBsU{fIMv5{|$O*z(dkH)ov zDH7`R4C%BU;UM!Y@KX8w!QtRhLm%N$^+Ol}EY6uM3A@KDO7QKng6xIEN^*l+Wl>pc z17MOB4$=A?x;}=1ZD>qycZ_cUwbpbp;$CIXYgsSf0aU(&S-f`QjOgUn<>V z!_?fxt+e51xSA)$ZkAWfit9;9K#vc?7e{O(QWzL`x<)7hC+YZLk+ALqPWgA1u~#ZO zQtM*V``X`x1JJcKJzy3aY6y8}{r@fR)WPlnVat|Oajme8m%kmtqurYAdj$Tv^uF)N zH#{4ANji6p49Aawt+n5A5^^D`8fF$hfm$;Hv-?Hok_Y$!sfZV)6$^N@O;fC0Q`hlv#bw7s>=#glqf^p&VqpJZ4xF@`+~5kK|lh@=fzT zWTtD3!=zFD1I3oKP@81zA}1$+l9fpdeOv<(nIjMy@zl+#^w_kpULK&ayg*RPQ*Ruz2M!ShsqUAboh(m5rVdJ)K~J5$T8%=jKx@-FCOqIQtIdij%q zivtyvo7OI|D&p7;vw=-*X_+sLMkUJEJ2THPp?)4??{g0_9vm3+11{UW#8zkwpjP)~ z9N~^?>Kt(1LBmjNH!*O1jaz3usum2`8~5i-1|5m`R`ffIukNuutqQWoE9rJxCt@g$ z_(FyBN`2NR*jE6 zlFLmHk57YSKv#e(Kn(QK1t3;Y1;sIu%NI#ul1y&g2n|6-Gauf5zYl`We{F%GBc}gL z&{4U^W$9MN;Bs3(y{$u@s9mB@*ak5?vT=Lf8&aaGq93EfB;J^T;Z8!5260~q7kGIn zodr6nf@ifbLc}oZS$-I-3yH|PtdF&H%*^+sMqXgM%wxI#T(oUMPT#XNg6C@-N&56{ zxS)uSsvK`ZmU}^uVDCLiW6=`?%lbIiJw}b^M&Kik&8$vLUHn5;L-M~tke1Qw z#aUhN-)$wuf9LA_iNnuwsW5Qej@J%ajADo#ob<4MJj(&CkpJTGKMj<$=P}=eNs-Uy zAq>5TB^<N)7Eym`O%IJP`=kEulj!qFu=61Fv`SZ(#Vh#udY8UDf<>U z2T|1Cw3LvqzV1lpp~mZ|{_{JROrCXh(8g};TZxboR7PNoF(_cA$XtOD%l^fYRkG;S z&~`+2yax2$sgI&_5d~`Q!ZLR;G)Sb{57+(w_u=#?q`iz}A+@aD{ZQX8lJMaWQTD6gjLp#_iqb5Gp!qN}|R zX(_x_Zh{&({)HIJ_cy_JD(2)eIO7%5302mF0bemm9x_rrNT%ORNE%??96uw(hq}fN ztA1n^O1BeB&G#m9L-S=9qs#ntEpl`GQDzF)xhSPb(#*4T7E+3f6gYkvq??u?*2jl} zTmWOE`SoS%R?La7tyzY0?lNGrdnjz**>aPyK)q(ZT@6+pRG1 zq3!VZ?@S&Gx)Tf!e<{M4>Egjs-J1D8%H>uuZxS`XL=2 zXwnAE94~-C`o0(PkN1dM7BV`pvT?$h=bIcKnkO>n9*$5HYT=oMnws;-2Scwa7p-E8 z(2mUgkxkV5Gpz)NpHQ6!G=&z0)DE)X%%5Run{xIoXr{RGra?vdJC&e~ zR8`y3o=2nA1zv~0lA}OlB{N##+B&k^~bRBqH@~0#G zApz+JDS|bSp>cH}uC{Y!=0h{g%xH5OQA5g79&2UK7ptO=^c;Dk@89P|3H;Nk)MF52 z9Z^6Yq(NC`?F>$fkuW(A=Fk^0NZ7^@GQgaX3WBs<8YEQZhU~{99m4dd>GJ z(20QiK`BTS?V+l>>krc_s_sUU{^39}Up6yW9MT!6S!3z@QcK3#H-iIJj}y!fr15Si z<;w&I>5-M?&RFW#su!?mFN(ywK=Bi(0}Say?;W%O#@b3io3m>f^eV~XDv@IPHE#qT zr4_IH+za(#Qx0m%bswwDk_WhQ*v>A1mP3W1D31891qbjFkHLK*;NkDP0f^FHwTWOzJ9X6R8? z{BIw4smcRz#~fhm^4kai5SWFqT=Wqasl~b8+t^T9d&@>p&SnF-{~(|G?9?{gOI{yL zp+9~LJ-vs?&LJY9kn)I$7y_HRzsw&PI+uO#vY9~VGIU-uO17-RKASpMlz?rbqK&1j z6r&tR4CjUBIi!mM4bMng3V?v$GDeWvjWd8l0shvp2+)qb)60@5A*-^ySE3mzp;>`* z2!=hDb{rnQL`~r+pm8d|Wg8&%o=Aj_izw^1MLVyhXvm9EHUKtIGD69Dve^0Y3>+D0 zkh@AiAl7<@UP=DM@Fx17)_cGdolcN@O&f9P?V~>z80&SRusFR9r|ym>39F8t>xQol zxJEp7NNDhcaCY5&K>5HmE7v;J>><2a4{m_cVs_a9tm2b*jlca+_BP~T z4>22S9W;OSzq%-$f_tshwef=93^3AyxjL#OqWMJOLRR@}8Z1f0$muM1zznZ&jR-{U4ah_@P&4wvK|E z$M7Etz~Cpd&Z(xS(Hu`d0~oA5#!weE8FxURq> zP2B(cNN=JlgMp}NBkMx&J&e}u9dr@nv{sT{qr3o~tz~?J zDxE8!H~0owI+FyhUKi;*KYT2u(@-v-IO(MvjWSD5XPA4%<{|^3r3IFu_$xNO>Wd$J zNG9{yXSe`lUaByb40SNdQ{yKY2A=fdH8Qec;F~91bNw>6lJNBR`^boanqv1FNL!DA zQNeMT3&mjayiDL@<*()uUtpRO`;j_XN|&K@S+zd;F*sS07Ks;z%gA_r?nwS@Icj*VDnROp=Eq$nQ|1K%O6i*C?mXIY*1 z?k&`Y3M<8}&OT9@D+ipX8g(CqLn}hkHHY%(ij|GCYxnVX0h_3!=UyZS=cQclTHr3M zFV_5_;wboj{0%)1Dt8nM6Nh)95}%WuUF4AsJ#3c0|Wp zANH+Twuby0(&eK44 zxr$AI#nNq(L*ba!7pp%120W1yl_K)MjWa=TdggF+5R?L_=V|OUx=Z0;m7}d7C4oE6 zqpWIj4SH5>03|R_0{p=tPTG!J8S08CEvHJ~yQq;V<7PGl`ctRyONMl_RJQ}z)jdVr zgB$}mn?&VZTIFi;?((n%*H0z$d`AqYo%WusJ?Z2A26r&ouukn9++cBk4va|PuqL2l z2M=qyNEmQLK&Dw^1zw~u8b zUX3D30`-S&@{-|xBe~FBv9cQ0#O)Vp`$*(2@QuC~2|9{hV`Y4&gR#v zLvuxm3J(oVAfv#0A7$r^t;8^26>S%|1p_iUCekxwY}zmIZ|=j09ljFtV8R*0L2{V) znp8grkY0vua%$7F52g+*vN>x-`EobcYP;XmzML;0JjT&aj_|YReH*L*;>Ga1N)qo> zLK2JDCn-1>m#k7%!moLQWRtjQcR*palHj)7-mo)x%!D3D4{+ms*J+VPRvRQyoV+YG zXnI~Uk29vHW6XjqUs&nhXL74gnWSvGZMjJBZ77gvo+uGIOxLo0d;we+zeC19@&3zr zNzX)A&@Wn<)^(^XS=#U_LUVlESaT4itc2pG`6H$4Nk+F%9mZ6W}@0aA}e%Psw?oAS;t;xxl>kp^W1HgQV*$WrfLu>Z=H&t#ZaC7V%S3|d3uGnMl5A6 zb${>30ct{p5TIv9*QOtW;Ir@O)}%MaYYEi59Gr$mgD|(_@M;t& zuB4P>z0#;#e;+$5z#qAyRQASvCG;0$7HSKE=HdGZ*Y1GgNMT+lYc73&4{r^ z&emGh|GWU0RE!+j+0fxJ=K!+D1Y-G%TDuO5}aDG4$8eb_^gvJ-TbS3 z&~!hIiiGnN_^Ey9joU@dXF??}{I+cWGyS7-^G`!&Sg96iHd~*{QZ=RQD1S&YPW0=~ z$UPh>uyZc|bx!9x-_KCuni*f zK-1G&ADVe(DRK{ryKchOhh5HBruRMg4u+OBvK1CCcp34n`pbCS*j*Vur*+xQ=4EHu zwdkK~z{BSpx7zZA0ks$byid?QjZZT{WNsHwH2a>24S4kLv8^qqbB!;psESO?ZtOm> zrM%0Q%=#;lAZwO5c_e^b%C&a>qzwVN`8e&EcMRN?J)@s*>WeisEz~6i66=ceEyP#5 zS37g@u+0v$7$y_?r*E>hk|=*TCA~HC`y}~L#Ld1?0R}9sR&=SK@$iXTbI`0xf4(qH z#IMYM4Ja6d12c@fiW3av=TTSAv^XnUWECzHxJJ!#7MK9Vkl%e!_sTEmAJI*;U1{Nv zoPO4JoTBo*k%+cZwP$V2Ak;Xeiq-xhn+ABLBakp(sDIKxz86YHeZ?IbeOO9`vLP32 zhpNE5sD5}n>u>hi^jKP@?A_^bN=5_PWCh6 z;@vMEEfkM+78T<_=GS>Z#-=d20S&V<;aXJ63bC;G&EE6LBJU{g4C#Hi8J&1LZLhPN zG}teNge|<_{tB_9!!xrYlL3m;CGMeqwa@if*>2P;CG(AFbABBM$>7%(uE{4&`D7@C zMP&m_>WbAZ-L|9LY!}qn9)ApF)jNW~eCMKT-Dpqom_eZQMM@BVl>_I!1@)>=yg{8K zqZU2GV6nMdKmNn_6X^a=6yT#33L?w?5d8>hzC|>}xBmRiy|xR21KXjU4tb%sGL`6N zFMb#8T)*H?mCs7C{6$|UtVZL!c3M$x=+wEU8`BpxlG;Q&BY|%h7023hXP125=>-Lx zdbxR>oYMaZ25NBswI5sCpXT*ws2wS4RyggIL&%BSSB+qIoZ|n8ex8>pW+hMg6O_2h z&ra$5vWykxJ(?)~0u!X`j_In^k-U8Cv^QfLb!X4^Dr7K61V45hlF`g3>@U;hp5!@nzD&qX zP;W4Y%Dd=juR?SwJeBS>yK+%*IPXa@V-XLxaHdE28x2R1qNPp5zr)BonhF*;+2D~P z{%Cg;Q#D41UJ8~Sw|{MWsc*mR@kYRbvxO)2(bq?&7aw#3*Var>w*rM3iE0=4;$g{#%D?D zU-O96e*bymV2Cp*P_|Vseew0z^)DFe@ZQ6ZIyoiuWVyU zDK&O4g16-K`OEsk#ua_nRHB-xh3S)`h^Qu|GHckE-^=TTPPXW{wl=b%BIL}YwWWDA z7y(^M+c=xTy-E5hzPuU+b_nbgCOnLNpu6;gCqs0T!MCP37#waXU3j|0rt@9+BiKh= z#5@yEIA0v#p)JHm*u18`8?1*?iBk_09566C)#;GNKlIa)X`4gYH%r-ddVxCbY*5#Z z{wGY8p`3TzrynoyejK3$$JVpRBEvJ^)%IrWMRa9d>yx`FK{N4(p6h0omGUmj_F|IC z%g!Z0{n8q#KFp(~>L;faUbR1&&}(ZDSytZmpqN!QT)*vSe(SOP9iKr3sh6K6iu!El z)}p&dU)TTQnobPAagbST9MJlZ{57raiy|Sp2fw|~l+HF6!=~VO3dEKjU@E?OeIsJ? z8@I|fKR0(Vm>_~7mt{9xQaN73?SS)w_ssTa=9 zs-3Lt)Z-!|=<1cin%7*T`qgZpJMamgO zIb1ud#?e{kY*V~?#au~iIPi>9!eG-&j{eso!^(=!IiUr2(u+KospQ0-R-s+Wo^XF1 zWrEXq$!H+$o+J$&oV7tcG&VPPMRJZR9gHik#{Hycj7-tj0#0cy~3}`+Q!HYj`5#qHvjS>@t_ypS=Eh$to4KW6n=x)$F9t>o{3|O_oevs zgPOCmllQHjOAe2{x_z{Ovmwj{S5=&#`&Y!r)>~Pf?l$&Ndoz-gIk}SEq zC!D}sXtU}Pe+dmVb|rz5GZ_#DFY}#G6grw_y*%r^JXAOns2d!?e<2w^BFymkJc-u3 zn{pY=Le>j+c3x<}8x!Ba?-^I=ve+i5ZmB#%UB3&;ZI(~l<(lQ!?ugc6^(G0n_?r(2 zu6q?_3jp8JOso8XB1U@X7IrC>4)R++77ABj22xq^8356;xy93ealU$h}L7f?vcA|QUk-e#HG4tVz3?23l%6oe?f->5jI?csg2Oif6 zPh1I<{3Pw!*YmkiZF>gs0OOhSI8|W6)s=rg$~YS=!Ntb>)wDm_t@XlYkXkVO zrC<4?w)vN2ke}X1>96YLINwkeqWREDY|=dKoUx!AR4P=LJzVtNayn-QSz!v|8rPoYg5iXG3G>sp=0Ar?f7i^E z9hI3;eAREi>s=bMWiE({3vTG6uXu6lGw!mYKvzv*zDVohX)9-jViHa4l+^H%c7`!_o;cXmEuH!9EV zC|S2-c$_Pw5An`UJMC`b9thsqE~eSmq+TM@OIUgS+Tt^)260<_W1d^*2P&2sGAKJ8 zf^SIvAVl+H3IVt{Uw=jN9w`%jW~=3eg;RkytJ~hQVrYk$+urYAKO!va(SFsOz?|>7uSGyIwRjQ zxJB;qtJIE;ag}5uXx0ADELU=MuKJSZYqq=G&RXyqPN(wov24a})#~Vf5dsDrZz^~B zE1F#I;JjqW3Jzm^5C5i>zr6Enz!?IN?rd&F#OC<0w)K%i8cle?3t(9G?*F37cV4As z?DkY;v2AO5Nu044e|$HqN7ekg)+@^xi|*gxA~Iwju?e(}_H6`s$$Z?&$DFO9&hf2h zL^fz`NJber_wT-TI;ABtXk9^nU<%HqmbP4-7zRBX$ygfNvGAPqJzu@8SgW6e6C2#h z7pFzOs=n;x>r$}LI`{t&_TKSW@BjZemrGW5h_aI+BN8pK`+d&)_WS*FZs#1=^}3#~=X^XLkNfbrV;1brEGOBZ z(B@dpSJlM%{o;L5ihakC)$gGtv%!@Hr2KF9ZB*7Xe$3b(P-rZ90tBhR+)JPIr)b#4 z(_Z&T_%mMaQbPJ)hW<*MJ);DGHK9g8#TjY0@q95W03d%eR(*;$ozo0-pZfcdv$I@# zdaNafzw_w>pC2yIdwqh8oV1Qp$Tmv28AkT5S=KmT@?N8aFuX~UjQO~0WJMaoiD$!y z+TC6d5v(evC#eEkd?43R_S}_{&nd`AL)$5cAGmCI*CE`{Y>~G_rzU{gBlTKo z;u6SzX($FaPa;aDuC80owdK9>JKDC&go8QV$=b%boM%yW`jSsGD3`G(KZ@^Xf@Jmrh4Vpbvy03^Uiue&BKbWkbW-m{ez5i~s+RJc?lc4l{dLm@{3{Zw@le*ngn#>7rFMWmV z&I`Zzi8%G+d@&sx8E?CFLmtQJ5>HUK$GGzu<11wG-)RcruT}A=oM$2G%3u1Z?Xq$D zquN{BWz6?_*A{`8W4Ir_w-8;iq&RnthRU3n zpEUCkU_xiI1to7b2)to}=_RJ~xGhrfd1O~*8c(1dLL8-g=CC9FowJ;{S>1%v( z7bSK_%CDUNFrzC!f^BWS?OdO2@K@H=YaQEHM)U`?VCqw^(U(n!#@Z~X(%aq){yM1n z@N3A=JdT1{`gkVXgVD9?2%mEAm#>i96CiL{KP&WA)DG60yQC<2`9tSn<9Cj&MHLS} z3hf7z=g40&#(gkOFK`B7#dCGV7f9b^+keSOj2rk^598oAZo=f*yT|{@mzqIR{uRKDVYQrb?&6?aMSOKhz3oT9?Q#Z0ZDW%!|~{v(RL zaU6;vkn+;!BvDk`Hi+C_gKFASO@gJcOVItE4|d>kON#oCkJvwtSC0TFrNdIb^47@y z$y2aP?x#-%9$kwPoA;}FIl_TiyRO%UV~-XP(yH^s{b6GRq<-h;WfT+CXT^IuxfX&9 zG`1UsKT~ipg1|($#eCaiD(tf6mQ6mOJ4n;klht9zS&T-yJydMWTW0hHu)b(&S=}Uz z>u~N8;r&?zPOpD&Ic|&@Ngi%{909*WT4J4S_f?XmtdTH7XpZE)s2+qX=2R@`n3?MMHp$m9aJdNLsj zb0!R->Q8RX;GB9DW`emWc;9ygh}DW7_k!M?GgrClQAv$*E&Jfwf^QLAxk3*xSq18E z?3Yruop5i7yn0=%?5fTL03PRJzaFO*9SiS2C|ZRC)I)QL z_c&R`Crq0_2;IX=__0I_#$ z4W<5MV&^_T&TL{JX2sa&t1LBm74p)BTd7$}ZiWM2n67@^h_O3T9%CWL9*T0VR}6j+q{2p-4p%yRL)6*1KrMQ9ErIZf z84udwT4m%>CBm{%YLIF7Azpx@^Zgr zPipdaQD}dg;Px0Lvb{6aH)R2#^eRrkrL*08Z$8q#qGjSlPgj{KU-d{2UX5A)PHo5U z0JP%JAI8s@G~65Rr$FSTB(GhCM0UsTSI(d9!~~ZJe6uHN4HJvP3ndcJTEwNtQ_~Xh z+3)xnl7{aW$#wjLtn}IzL=o=|^Yy#IbW?skx2xhU(o zQARE032KHDfIzt4_X}@^bHgx{3M)e8k}#f572M_K#A2|n-F8| zd2fHQG%@|2z=Es?8NI+6n^OyI<-;|YjH?qRm^q!pG5|y}Httcx0lWV}e-XT2;0}6V zp@z8#X#QJ&s@J=b&cna=vbdu|V-g7&073P#Kkq-mrV&l}Ly8T|= z05xN~zIXCv>MLAfi;mP7d7sxkMRJ&^6Z3xDg{Ds?Q48W59kPuAWj0NP1@0iUO<0t6 z>&|?uuOpR(TjjT^U#lOltt2E>|z_%K(Aa>THjTc7T4vh?*Uwf zq04o&!+;&7856xeOlgWD9eM|*PGn&Pb2b%`Wrw{N>V?t1)If9LeZIcwljnTR`XF1)eb0YRTe>&|65L)R8{NQ zCl%kz(9Y2SO6Wa9L`<`sRM3KBqRP^qD69@B_DOiCOOu6N`X&S(_Z_0A21BNI?Qyq$ zmXSw|4oBA6?o*E>+wOl&x}$yZDTnw z;Rlz~g3n)^p?4+A|3qjib>lhIAL&($v!*_6;%p)YZpV&zfH)-BhgV(HlwCxZxZcPkN6FJkPmPY-3wP|Eh>HdNN#i@Z%V}lAy#^ziG1-L*^MrnJ5$ic?g29 zqHioPX%F7ncr{(|w%IED1>&g8dl`J;zJLv1)UOYpmC)-5o{Y)(A~$7@<{xO(jd`_} z`!qpFSY#qOp#x}~smDHLo)$|2lBSF%&jHf+*hLl0UJzC#@1W={rcyDHfxFa_F`$sl zC)}rZRhfYdv=;D)s6(W`0HCR{fVIG7g8Eh_m?;SL36~XJ+x-l1sqiw!rEe^SLOKY} zI*(r2C4le*#9~P0!!J0N?gl%ujrN9!`~o2l**dYO{6M9R;|RAH0&Uy-uN?^!B$~^5 z2OR|aR;!Z4#(eNT1OD%1e0Y=j1uoSysIovDv*WeRRdB9bJcQC(G2(J^jClgF6G@${ zT>x;xmNia)VxA1-ZgogG#bwdNGJjB+S7cis=g}ZkDXR}j2W+6^zz=RR-L>A{jsR>^ zaRe&7HKN_{nqc_JmtP=drPdO`NV??ZC#Ys#`;^-63IF;T${ZrV?Cl7B?p5?~neY1G z0RWiu(jrzpiZ)3N!XOTKjurtm23~06K*jq1dF$4S$o?*>-$U-VTtbYX)({alUB1zK zbw0SwZvKLOugXNhXebc_@y;hNQk2V3?Ip}&$8&eQvfXT3V*+5xuz zjc;`zF%QAy^pc(zmqV}r#V-2Z_=zNs{`V_3CwsD^rlpMmMwew&>vhbqgtAbZ@r=b; zR7r=6gN(*G2aw6oCI>9t{;4*AW`>=AhF~B;(3b2_h`*h-euH>P{RsAn2_B{+>s6U{ zX>?dPjOZQq&+DN+M}MGa8%KvGBq|}ulp-=Q){#riqufETOP79uYIP>o?$8dv_=#VH zhhAG8%mk!bbQBx2XJwi1vA+mLUkWhglr>nFtBaJM1Q) zk8se4miJeX%yWcW1B2`R2f+Bg?0tD5C!@*H{o?hBfYj%6#Wrjj^vHvs*x%ts9?T36 z-ZgFJ4v{WH$mM|S7+ec{*TbTNP|$&COtetYJ4u=2fQH+r@!rO~>DW6|8WgB!0QG;71=B_e zmjZ%?*U^MKe-?;;J_0oa2HfnKU=9^FRBYIv$*5fYs((5C_hgJAE74%nFe3zg9fc(q zI5L}zL&f8Y8{f>H&rV`f8E)$}09@uy8P3# zR4eDoD=dBoocY}so)c>0qU>%s0oggRNk`@%Padbesh zp#afhKoXkD*D&_Z8it^o}|UdQ6ik%BC_>C6u!j>D3gCK9)vc2 z!Y#S&0{}~sadVr;m{GcV_8@Se)Oh$4d-NQXQkrVzi?3cq)>~()S-o89oxc#e7vEBz zxvq5htN$1LzKu{o{mbv6yyRaOLFIda(D>6N0BAq^;NpD-UX2>~D}AOnPhvfDZp-s{ z62;DCE*ok@%OmC@aU)=+yxt`{btxenw)n@!lY5}6*IM9%a{Tj?!~rj}ctHh5tMSWM zDqr0{lf0RXp4$5N7J7@3dg}$KLO%hUbHGfimwH8cf%X?6(Lxo^#cPDa*QYR)Icl(1 zo)BI>gZbH*uRp~CFs0_)K?fjulvA2{he#j(*+f2jOFRlBAgpt|Bv|d_f9&}(yCIn0 zAre=X;2&lQD*W$+z>dXq5lm1o2`2%mQvRMbsse*z;w2w}iq-AJPL z3p;sM_!;2|ppl*otOqQ;)G(BMg6SMNkptR-Hb|CB>7Cfpv50`>}GabrUOvjSpsYZ|Kw(`pdxoAIEIL;;_x>#e?gtiBWq@FZJ zg$^oGKY64Ksspo*VA3N((foEz0py!NvX4D_1DM6KRJQT+j440HdvYOPaLn~C@rN@Q zIP}$j0!HRJqGbj__g8SJkmB3z2krIlN7KLbg*0{5%!ZG#L0YxQEfMhlJkm!ZkzDB0!G&#eCN3? zgBpfE1V#9L?&g;x#8Nu@i9N4?O$q8%C%rD)8D0AiG0+;vB{1(WO= zh)f1t%w&y2>+8J6NW{PZOf!yy2(PLOk!tf$rtC|&?pj^u%xLJp)=|{3bAsXZ+pScn z%sbz8+E>83PK2`Y0Rj1wNj2!jCg*uUEMg3pWM6|K${8&i3ezNnSv3Z?bj6DDj+$O` z2~CDN|0FnnqN!Cs%c1iaa6PlR<0qn%WPj7%Gp`s!L^J~w1fi`fQ72VyrqNT-6`o;K z=_%448A*)|HNDK=$wv&H1P@1RbQ;o&B1w(di%u|Yrb||iTZ_fDu#dIvgHpLsZVOe` zJ>YK&|4S*Vas8bv4AUBg>vF~HXXqxYrKW3K1K{z7a0ae+XS$ZrzP)QDbArw&4n*E@ zabvHu5L}7#eS-TayX)?871h9d@&Mj@=m;V73q%uG`mwq{2j&aNk@5x`d8`G_gJZb` z&%*AzlaH1Gt1h;FLpZ#BFXn;Nvll>ZRCFX0n`1#jwH6_@E-?7Ba)gfgbcpb@41)u} zjD~*yrk;cPSMxpGd$73d!e(X=Fq~(LvqdAo7@u%F@215Y*g&*QTgCxR6njcb=rTnX*M)Kt1=kmH*Z5P5@DE?_SKOyTwAW zHGyXe#Ds z!1^14e#w2yMzlH7;ObprxHy;!37gGJ5lVf)nYBNjuI;blVZ|^3=(C%`QBzUb;5Txx zx`D*}aJLl_MQErWE*vLYwKp0<1>)Kex?GKU1jQyZsc+0rXcl^L5?mp77E>&JdD5`i z;m{(43VVaQ2LV%>2uB^b#KsR;WQ5DbA;dMU5c{6ArUx~iDt9Crf*d%_Aqbi}PIHOM zH}C47n?Ub(m&_k03FZ2&-C&b2^T(swZj-u&$4cPGvLssHe0GcV$@!wt{*joe9zjVL z(NFPh zY9oI6yVWHV86tNRSK(LS)1yI}@eu>M4XmjS%0iS_UN%Ij*Fw&3Ev4-Qu@^4Z}XZu3=4Q7JWe*9zIPw-Ve>(cg<}a((CQASHryI-)Zk&-sQ zvx5Tu3*bAcT(f;U;v&OjRpZoTt~s57d45^uGK`LF`i(^e8(aO>mdi_3iE)>k1&&}4 zXsdo3>mV9fOA6kIl8_@{N0rwRwlC;{7xAma?7Ro2S%AjzOZ(M$RFn=vNhnqc&@F-=RKYx!n=VbV8?^G@#;dX4^O&274E zN$Lt7XLT@&&4~8XLPIOFM~MINxnmUXDqo)# z=8P0u$XP9Q9=wZ~IkiCfAwR=6mwwHJocR|8WJbt;0#tME{3I0?6tRNnL5S~GMK{OR z{hHkwv2saAR)WT`?j;;=iyu~X{U*n|@t?m%iRM9{7HJ;>TsTH+)rS22L<3;mt#6bM zzGX0u6y&0w>Uw*oS$3%I@0JoHFE$FcFg$BJva*s@ESltkdL{|J{@lP_W&>cCb~rpCoQ}D{FRu^r2(yL+3c8T zF7NN}AKfu$VhAP#ze#>TZ(^4w&4K=X$D2uj{RZxMqm&@EBato}5_z_HGugyX)Z#!9 z{n5K#FC9O@H)Q)pc_nEO3is(gSU5l6z)GOS8zSlxeWmOQ@qSt+J%@iryk5b|48oPT z3$?x($4HX}oVLw0HDX5s|Ir_OqJcL}ldBWe%PQ|DAt#0baad`SDtRt5jmFNDQ3xGyYn)T#F-v`)2AsGQ)2nz%6!p82R27~3fYW?_{4&UPq{j!eWU^oorMx1V zFlE+XjaioEIO%)H<<15kd(pHxL=X3JsNbgx6vjun#!4Hxy`e~(Q|z#j+Ks_@v;PNp1Ul#7_Jrc%mI zR-(!hY|TLgoDA%0B2FsIyy26T#0}KQlrMOhoua^G>t9Y(RE|4Kk4WV*<630Z%?wO^ zik`lsIwAHFu$WIGpz(Pl6|CC?!;a`IQ@{N^oe`4v;i zc2J!69j2_4BXW^&PVWYv&!X*P?S*Bukozp7H1`gbHb86N%RLK~xeq2UF7m!(NU)pn zr;)8V<{B~zd31PpP*Wsc& z*Vr`j|C&*KRm&@0!}osNSVC|^yPUGB-tJ%K5ZZ=@$_f$K9j^N_v33&*5> z)ZsNi+?>^^>GS-H(W*$cJz&nfrb))8&PYElo1$XJX4*qUL8#`M{QwBIw5OU8Nmfxf z38woWPEfZ}BDxx-G&_xl=kFe>n!L&{7eH_kcLBH~OD5Vh3yaIgJ>@IqGZzGokE8h`)uYuf;&-1LTUZ5-r&nGHXyq4Owl zW9_W~A0DsYcsQBtJ=CEpQV!9?8w>3T2^;-;KNnK8cL$kX`)THDpF1|j&Xgov-${;I z(t7juyIZ2c9SeIz(Xg0&;N#CH4H-BC!O*OWgP#VnzkuO+JmhJO8u zc>Fq&=)3{^`)84u(^9~P`jQ!MxS+q=&THc!{NTHUb_bxjRjnirEortL5JC4hiWiwF za}1H}P+rhZ6P6<&9H?bFOY37U4Gzlv9|s^={pv;=A(|&FO*Wy>5wquv%^z83)5?&kWAmfnO^zG0cYDLy#>(w!cc!hKg zg}wG&=h5%$WiB0~W;(_mF#-4GheazvN8H=8$yQiuPGH|c!aUX;I_)%E(>_k0)cF_& z%KaQ)>~U3cP1Koi9~HfP56D}Gq-&Fxa@RAT)p`q$dN^KZsAE07U&qUVSx6hPYo;b; zu`Wu-#pTXMGAtIfqQ^ojfzTE3HHBZ~5$NwWzDH#5DHY&%EcXnW+aO(AXM`{zND%yB|!~2>Vp#?_d80&(Va|4&q^N;raDlRRXJh^Lj zi&I|rL6!6~Dd!9usu!u2T)Rq*-N_3HJtK&5W((yDgJ6K}SFEA}NDU@?ga>NiroDXD z2sV}h!ydpkJ1$IkhJtGt=L)6Krz;MAOE!=^i;7TosSL<`RW|=DF|TtzYu;Je!RojS zwHX-qUA*t{&~fM^qLH76hpT!6vW?s+Hl6IM`UMp;40sdKkub(gc z&U{YtOxQNG9(2FA<+b(meTvf7VUqbu{x1 z8jpo4tC#`@4^7u>iUQY4s8;_Nc5LT4ysTd?Y1NanS`iT_gku6=fbc%8lX=cgLW$~? z1Ubhp>}Y=(yW|$x2IkdgljwH6Ze9AO_-(Fs8vAQ_b_wb~Z{Z$LuJHt=_CuXqFYFqV z$HJxL;N3=2=Ynsr1MnqX+SwC}?CfP@pgbj+-5G1WFgn+xIpjp|DYVC4sUFuxJ$5-; zg0oMCr46No`Ksi(n%nkHXu%%LZL)|J zwMXo5z1U+JH@iK9HT!6;I^{E^G|O$&o@w-QU{-d&mEe=*p-h!QXUnR?U-dn@AjaOz z^j`$QiM%zF1AMx2sAm6>dJ!enS)Uu$L7|ZV#8N7BSg40cA3XG9B?!t_FYaEx1Ak zd2^C*Pt!SxzL!xN5z!vHd1>c8=o|b1$2{JpYqQ6QxoPwf%4}eJo8IsHmiJC2h_)7i z5zi5cx|=tYk{TLGoD-RR$u**Hxu^Led3&XU%Sx1Sr!s^;uf5}5?6lXzK1gdqFE@bK;@3r{EM96Ub! z~Mm&fXzBC9J#gyd(J~Ps7u$R+66C6|Jik@w2}=^rft@)&t&Cot4E;a8Lu( z9g6PZIUSyraToNc4#iW0Y3HfRfRJ>rpkBv{k`t}t_wpoK^TJq*^5zMTyedR)Lwv1? zn&fS|RUXN72E_*S=KWG-$9i+2)(52}`!B!+>P_c4r9f{tX$!4xQ0lu6B6|-O7FR2n znD#Q54?ZHi1G}=sg4dK;dm^QY^|K&Jbn2`1#>zD(&9NL@n*4+lim$xjaC}(u;=Jz2 zMeq9)@y!bU>VYrZmi@lAC%$l!(lIE@>cnE^lg!s9J{6u=}ENFS>_NuT;Z$_5+se2ZvaGu~_;Pb7Vk~<>gJ{^8-k2`;v zB$6jmDUwy>=I^HqCGN;_C?N{|(<$PjW!FoJ z{`s(yIRxRwFQZwX6EO?&0#mC!4~<%|F5U~d*@GbAcp7tKb-Q}Sv;F3P4HJ*-(J@3X z^F@Bfkk`Cn8iV$D#!YS_OttYyi92YpnE1$VIDp(uRq)f7c~uMfo>pC+>NH+^FGt@m zf6DDF=v4A7xb0{eu<)?<*N7dnF5~ST(ZsLbf`h_hWj*Cq8wyU|7vec#0X(|)I#4?9 zUkl*q>E?ATu_%qJ)yr(d&M~d{CTqz9)13HnEs9(`)Pa8SIF^&wh37AuIra$-pRqN^JuUU5zR$g?a9L$U5#H63&fo#NcslusoIo*3NJfT*1IGFV>6wbl@I@(Q0kvqEp533b!Kr#bv{v(f20CyiyB{nX9TAg1>hdAOANk-};LF8e zG6e47{47^zjbl|eJD9;e*6LJ*qZNlr1zddUj;d8Am|e9PJr+1q@ksC!h=n)FlgQHd zGrg0_UVBS#R@X}GZ{TPjrQHxE=5qEcsAX8JNd;-c`_H*4dMjhEF(~EL?#LTeGN%|; z3d;Frqm;-QBt5iG=9-an2z_(IL-|d;cTuGkYzIjtMFpBBS-Y{PCoPHbeSLC)MztT zZ!_n%M{jwvE%@W0esCj>WUB!>-l>W554q62grr%0Bz7_#ZkNiXS*%fBPhy*%Qs|Xr zNfNSj)Syn!mKKP(%d&+2>r5ouF4R1#*9pnh(BdN(6}o9h?^$4Gq(0=jlPj>XF7UWf zja=--ue3+O)=Zv{>P{wG58!>Wkj|Z+U@58CuJI~;Vli-Q>p*^S%Gvgfq(?9gYLh)x zrQeCU9E9qE9Gw;h&G%DC}x%vmji6ZRN4QI!tLVH=G4C_qq9>nzi~XHeU{=eKUe1 zJ1hK@tNF-yC8svpH^0XV@olaDe$;c=$+P#b7LlzJ#atzJo-!GmdhF@W7C8l7foTIJOh_+)b@vL7v`XQB$ERJs&`tsM@knnJdk1@#n7dYi1?|r4SPJrR=UNJ!uX1hJZ zk&j*M8)iSCS6mNEL-3TC`=CU#KGS=~G5_}aCF~>7#9uWHs3VxsgfZt4+nHbW^prz7+0!?cjOW{3PC33GOI=Y$wl@kNn9xx_MOj$qg`z11p^o{wC`e*Wy}F!Buc;-4_iKOR!v94k zH3A=cd-7}cJmJ2#?-}NclQeWVI2Y-azfp};g-YulFgbP zhun6L+cShLKGJ3QaITqxfm0DENCl<`lQZ8()ayu@B;E~HrN6%iR}YJ0!37jK)VNZ| z&g{I7Cd*DB?0E_soO92BAdT-?G(>T-s{?Y`YZqZcN8R)N@R)80RAH77P1i3c`Hg+l z5(GZTN1RTWxtCeKoJ8@md@<)TN{1TRFMAo3t`M?l#6yqun7!?`Kr;}X*}WV*R&xF3 z+A)}zif`)%%dBPVa-$r_1&)#Y7RfrX7uHPZv~_(t3jkj zk)s7W$U^C)r7(&TdSjNtLtZTGDvT)07Zj+F76VG41?0p|B-($z*b+cd3VKzR_ivnC z_)2u;Y~@pVmX5Q(kGotG8;A~_k!W?~2#q71YWJ$;%=fO~v1sOV$a^~YLcKwFxaB8k zjuG;79*A#FZGjO+=6kb&Tns0AU|!{xpL8Y)jg4(Bf^+r^G9zDZQ*6qnZXuI`b?3F` zQ3(Mu(axek6Riw1`Uat{Y~kkM4kAfQ&s2DewA3YqBr2-Uif4Aff@012*Md?f6u?(A zg>R0)z*|0aa0!u~_%jL#@315^GB~*CM7sWW_8Dqe%m@Ne;=b{^5Oi$^AQokkX-|=K z7p}cH+RO&=)`g{|6TWgt@3CCh(1sq@M52?0$|uC^8qR-u??!dic?uYcoaDL{uWfPh z$tRa=>izIdIHAn1`0lmmSexpc_LF4$Yb;%(xB$GzTPI_)b* z_zL5u(HL zi4$GaPzY;8u^Q%G?urb9kMs*9c!GI1vz&>8^r8!j`{tWcZ~tH*Z% z*UmtdVe7Z%%5Sn@C++Qdc>&#ZK5B~E&nZmP8Xg!14^)~bTJV(y8VE8hPgWk*r%+1c z_@2ezC`>onpP(DZq_~AVJ!BOf51?LxvK?|c5UyY}I-><|e0PhaOeR$l8Y9z@LbgPL zi!MfbaBDAymbK&7pB^kP7tv#e9)yS9AcnJ8ng50Yi$DAv>qiz5H5nXVmlF`RGZqcd zponM`*X_yb&1Jj=wc%MXX~hvEp=>@&B2+9fGReDyk?F+30+W1)5!NqkuY{OgPc|Ru zQx*+VaKEuSuDV9}QX1*C^J5udFjtM?!&Jkf+N8cN5Tzi`7e65ECxtKgNFP9pG-^H7 z+bHdjdGE@Yzz&a!CA3S@3S}5#iQ@V54)+${%3H%5;G(I{jd7wO$S9)WzR|xv-DV3& zEmEOmA?q6`Yt>j7i9wVCv!~NJ2Vjr)RXu#L2xc_SKL&d%o#yX=MN!Vy@;P#NGYb)D z)L?ibBWslIpPx9pWiI>S_fHhFQAo1tRybq=JPpJe2ik+&@0ewVm*U}~Z_#ShfqH=Y zEiA_KHLz0ASf1#jV<>oESYIccr~vlJh<@gV%nY*RcHZBQTevOFi9RK4!ymq*y_!pj z1%=MzxF12iQndiV{Ww(Ud&+jYp#{#Sw$*^;fy!ckk*VuEITKtr?wnkkuQ#9lnoPfz zP~?>@O4#!PCd_8vWGS8R5z)(O*s7w9E+8F=gA$_E$f@u;aJyaQl3xvU7euaq0DOT@ z&A1gvYuD$XG|r+aK1TSU)bU?bz67A{avz8+4uOP1gZ|1X28M>rWnzT{WR{c?+a*Q! zrDS|3ELCISX%R(ZZ5PeU<)QPTd#{2i9;B2mqOlM%^FG<@nNzR6$&xpw#eVkr@A**OA(bN=QZC)TAv54*V4I0EXzWJvJ`_QrTRfVO!@Z&eW?c{QTb$~QN4D`;3wq$ z0^2Lv%@f_9SF#sY_+TmK1o#7Afc=5a$#MGXCIjrEyI=d4gB>(3x{DoFmD^reBAW(} zuOK7r>Nj3}J5TUuRoz27(N_gyD_-3eB=CxIf$7)v-M@#~w~y%MJaXhXd$tY!=>+XFscrq6>(qGO&!2u@{9v|B zQ&dce3Z-4`q#zcN#L=0{Wzk;Q)L>__iJ9Yl=>Q#?1+&6TricMWPo>y~EU+LiCqaB@ z-8tIlAQky8atg7Y!|pV3hSkn^iWBcxe4PuuBDlJ-GE}6zM2w5Jx-gc(8m4|+0{)k^ zK53W&47L^TSj$BisH8+jmZ+1sQV~jf$fNIg31~x)P~@nN!3--yZsg@iw(4f-2?OQa zwjA>>iDn9n&e|K?ai&xuDJOS|XE0ae4=%xRABDk9M(=2Q+!22M^1iw-UHIX4mP*_97qYyzKJteF+XOC#A4rSU`h^M}J zohtwbMMH7|ds17U;uJE<=cz-OhUDV4`i|#4#zB1{d^wKvZUWg9H?p6RqQ2l`fybrr z?%@>ZWmzCXgA9qXjIibY9?XCJBPR@}-dyM8dE`w))Ke?QF4f#BGDkMie|-Y^w+R}S zohRS0)yQcD>S426uZ#{_F`K#S1CXJ%y{T^>C<$2ZEx^nV0uIv#(vB{W3mc5D*~pat zl_KVxCkd$>7r+Syt$;@I4R^>A|A_S7&-juo{>=q6y$TN@XKoJKkF{T3h_pl4a2GHM zuSfx&i)cLqMdpAZcK*Qz4qfbaw$#C=!@X~{gAlO%@WCT1L_*%U7vZxOlizB#gv6mx`8qAF{*|%R?kDvn$R8xnvr1V_LNV|M zeA>}&0P>%HEx<%Pol@+MDEVIzspPs|jV5xop zp4ocuwi&6$uX`*zVoM;vAB0@$0|b!^NJgI0BfvWnvGWO`e)^H{7Djq5nFb1!btJlc z0$8`s76^_Gh0$=^K*XIUweiw;WLqnG&uygAxn9;e>{{M77~kA!m-wl=+PxyXO>{6$ z?ri}e3k4^gxWA94B3AkkolJy_7C6HXMFU9=j&HDg=^q^)G!}nXFxt)jG=n%_=pSZH z2F7_$o*E@wO!7Y5t?;nuw>Ut&kGG-Ov)4eRQ68(%2I|A6%XzQfaK+4$z+=98ZoV?& zsYqT}+br;w^oS=P@rc$}alT&t)7S8mK=n0bVmR(n6lu)7tv&crco<*1KRpa|1x<$` zkFogfwzhLAvyI&{j~>+Q-ZQE8sMFVtxL*RLvl%8Zfg4tk+UtBa>b)L~{XC7=CX%T_Z+4~oSsTGz;HKVxPgI!s;V6cLCRi-= zRI6j%vagYxX2rf@lfGAv`7(%sf0|afPuoz8Ak#Y>$Qv+gq3QuEG%1WwGOF0m`JnF= zaBmp|2QS#fGY=%RMRI+aR`8qw4}^00dc#sx8Ya?nW&6Ntn_ADnIPN~psQ`>6UF!uJ z4`H2n5Qv~H*Q%!JnpP;CS*$g;m?j~(zQs`kMVtDH+89zEQ8 z+p)DD(%o?AwN-+pX|(~i8oQw*NNGBL#p?je35oaZk$yZe^P3^Zu-8d!K@e(tYMouj zahI~7VxO=_L!|c+gqDF0y8q}rTZp7B7cVY6mL@?#hAiWh2$zgzbIncTh0&}2?GsO53<@*sd^KoDyPh7vBvn7_>;K&AzLfojX?Y zj(1R(oe`?A3&VgM>&v-Nz58qQ$k5{UVM!;k2+PxJOlR+t~9y;X&}X0`?*46 z9dgKw|Fl>=-#%g48go8PBEhoBW-X?6+Z=4>M~}S5Unvh}hTo?4xRxlGt5E>@|M`V0 zbAEn?z1$0Q2PtNM-?zJ1q*oJy4AUbBOJ(Z(+vm&%KD@B*$tJ+U(&TIW2Gt$S*@<~D z&LCQ}zH6!#?We}qjaP!a@c5;`7iwx=Qk|Oh=DC$}ZP$H7y$|>G4_PHE5Ot}}9E^aD z^O~E*DRRtDa*;6F>$+QQA3z+mxxu_9wQaoGHq%etpwdX&R&FK7 znWpAh6%r+OdSrdWviGUSWOcU!`8?8gUdgY(Twv-G2aWK?SuT}dqQL24$fxtnAYijh z{{0FTw+)mFpu#ra&1th}+xZ^y41w*+_}EJA+McO;bEi{A1({krY&gs!U3W@+45!v zZH7Dwvb_UdNu(w_b#G|5(G~Ow-VZ!HtWOlOCf@GrY4jA_r5;ildEEV09IRs#k7HDN zuMW+Bk707jvoWa2SDA38uUXc+#nrSyiB-e*$}C?KE5Es_r&Oig(uc+x?Y7?Z8-X<6 z`$tgq`mghv;^Rv=*3VYO%J-J|5MT`|oj&ct*fV+WG%^#{r!5=heu6s3gAd&R3}){8 z=E;9Bj`^^-zuWH38?!q!dMNCX-_}l}VO15&eUtV9)pvwLYm%(V4h=NhU7rs00UZqW zFP;D%3~%i)1bjlfil66XgA++G%x-gO6mdc~vy8|J1f0pQ zt05UG6LHBWIj&vj)R-&u?yu4_dhSAnh?XuvYi_|T>papB)aqD?wl|$r?*U!y&ei%^ z$oUL?UV+;=uZQ;snwvITlFY~e{@+kSv%tOUE>Ufux(VAK2Y1};QF>$Omcb=TTSb0cCtaOVG4%m$Ym z3XiO^*&Gp+8lfBvb_|mkm##KN-nQGk<_xk&D_fr5@c^v51M|^N3&{{LTt(kU#^wH! zr#0$AY#BuczizK=u6JfnAH(LY0<=>nCz$D;pxszq67P?j2>{u2zD9nctGGcNmS&fK zyYf)xkDA>t4`?OckL>Ad*{|ldJH5gawKS-9vi1SDiWA=#FV(8Q>N7_YC;!=2II-c- zSrS@!B7F(P%9z7Y~!Boqjyhb4CyUy72j1dIYJ_@oeO(X)0kdK zv4!$yE|yplI^N^9-)xWdv{Yv2sWW*X@#t1$gFd^evpb6X$$>~Q6enj8S4H{7btJ#` zpR3bXkk}?oc~;#O?w~B}C?q?=?9d?yJI~)e7nYjdz*{#$JiD^{(Cj} zNI!<5;h`!*q2{U1(ReiX`hmPrCz-@*T_GGthud-9e(o80@4@?}9HN6EppGmxknol6 zSIeIAY(Mqi?~QarswONi<>`Jh-vHt>=XZK68X*4r8pm_{9$et7kUZM@Hg4Izzf*&S zcKFt3BL`c6+rGVN_=w~63ym9jfq!cratVTcLofKc0s0n|qULIDCG0WPE`V1IF4S6a z*4qPxZR1_e&_&yKO9w4dhee)?w?~OrcA5W2(-`1Ydo^AjM^l}#gT)%;esAIX3xEfC zvRMhk(Z@gd6E?vTM6Z0dY1?Uf`yZ|P{XUAw5yDm#s0>=d_Fq(0y>nyt=!3UX=)M&4dK_^&MBe{_phu4g@{A_N~c@{Frjw=hpXTtsckS{ zfjgPQDX_n=aHRbeEBufCmR`rdLxQ1k<60dqwbXLmoaoZq?oKW5akGtlhr~w(L3siHZl3P8_y!e>(_qd}D}V z8d;TQ`$0BQzs92i%0rhas64VZ;^oRt5xK5H4DPWATjI&hfsPJihRuYyF~_e-qQYQX z{zBw|p~cYZcw=LT`q7b9#<8D&KX_oo6`xCAsLxKBc|(b1_>nv2I8bbcJ=3)iJr$8`_21U(e|`U?2e=?LB2}0HKYS9u-VjQ58z4FeL#!q@aGn02`+MrY54$k* zvlAY?0Psb~=-^~&oHGqe9VJW;f8yh%LlHgfH6m?Q@cP6IS3@b z2fxcfi%9MEjmq%|55RW~{l*WX%>=V~R4?+ot+(5x!fR2DEO$olpm4Ph6w$@R*Uh&M>?j17!5r>-*;dxyz3eIvP0nCK&=2?S z?e+mJ4?bo>0h{m%cA3T z+LdO|x`kMskoQJpU=f~kM#zPC1AW^B{OB)llT-!9*PR1C4URr|mwrk0=&O{zd)Mq^ z^Lv;1^0;gGSVP#fa?e95G#j}Wjjd)PO7~!__7MR0Z+Y#$qC=2x4$3N6j5|@V7jkAd zBjPh(u!fPO_OKJx8{MG|Kq)UWzVJ_R-C3bP)yAS}A~2wYhyQ?O&V=uG-Q)zxYPcGZ zzML%w&}!*>aOcmrAmpdE{j*Ns@jXs!g`J;Yc18W4JgCh2VY*p4|2rBRzQmGAACL{g z_!s_H(DRD~>L`~A7R<#mq&3Gn(JRmo&#D?x$52dhJo~4hXU)gjBfm@cI@%vRR?Ws6 z(Vc!N{LU1y3B+L==?yE5A{PYt)O$$Ab7Fv^{-|@PXI+zj)ZX# zHn-7ZegLfAA++$J&Q?@A`k7U_xn~q(3i=*87aaM` z9rjNhEVI^aBUP110*ZQ?9l zt6NW`HSN5?eD)=ErjQYHx}oy86MWvUSB7)JX^+#kfFT;WvfRJ@VX9@FLL<^KJOzjP z){EVUb1U2sw&YJaqPR&*b3*nHykwZc+WVXQg6D)jucS zvAD{>Cy98-Uh;)hpgPBVv?N036B=7b#<56_t1J+1K@|s<1ko*`1u;6kQi%xB-|k1j zDfO=&gyksGSHB1w1PUn`%_r6RdDe|c{&}bkiCzucyD-!92 zW&IJwTc^0~k1n+T8Y$^4!F*bC2Xa!bn@RXNbJTVXT=tw8_#y>3I^Ip3Ept(EU;@yG zac6%_l4w{a!+mBMTqQx7`W`kq7#lkyk;;JGGC$!eShTep>Jz8z zsVEnpkuRpv+z>^u7BG*X_$%Ovtbs))q-?2^WQWD}NZC&~Cv)^lS|oa4+HJ`DXf;zu zbC|`vWEHQR#`7K-(HGF)^x5eFpOEl>4=-Wf9u`K9=K4 z84K3qLJK$~qB7h}Lb{%D4R~QOH%?# zf6i?oBU*^R?z3mizoUTdDs@OPpfowV9uwKZS>bI!7Rc>hL{~vT1l)-_zGzv>(t->{pcekq7E2YZFl@UGbv!&ax3$<}Nh|%Ep6KU` z>3J^#DNA?C9$Pb_n#6C7v;OSRttzU~wC4gQ67PTd-gPX{W;J^q9m;TIlCfl~`uE3+ z-9p=-pj*m%)>>J8L5;~ zcNhI6O!K*DQMU21Dr0a}fVeSBnaEAHl`CPa%$A62dYFj8eI0u zVeLOLgK3Z$KB6P}pu{^xU399=d4LzHH+=`1>vEipz(Kg-jqG{Im1A7FE|Ls$5 zKbyvuD81`iy}mllFzm9_akng!q%pge-t)(F1D(1%V}8qbd7R2$@#AXE6}mxVas%;7 z!nNRL4HyMhW-U#zjjgeThs{&94Z{+q zs+_eNFSOI(_8Ki5BDwv z^jn}Z4zAL*-JU^G_9L8&YtMSk6WL*51SGbq*Km@u4SX!+MeAg_&z31Lch1uOA6l}w zxcAxz1l(qy#*c^70x{RjO$wzv&OMfeF+r~X(Rpff6w!ZvWGMoNuv``O=0k6@Zy=fD zxB|K3Arc>Zo3+x6XbkO!u>R3m|NBu#h!*3znFwMm=Kb-crx=>Wf|RY4>vd*urwGn4 zrIoaR_s5MLF*L;!rvIXx^_j6g-iZ4wSlU>C_s7$S*%7^S!;;za{jdRV#KG|@7D=1O z`{U-;P##Z{mh(`Dr1RggrcYWH)_nNdoatvMA51WtR3=p??9{RQ)Xg literal 0 HcmV?d00001