From 80f1bffb7a1e81040ecafc43ef0a0845402825aa Mon Sep 17 00:00:00 2001 From: Ruslan Baikulov Date: Sat, 18 Nov 2023 19:18:32 +0300 Subject: [PATCH] chore: Add CITATION.cff --- CITATION.cff | 19 +++++++++++++++++++ README.md | 6 +++++- data/readme_images/header.png | Bin 60268 -> 0 bytes 3 files changed, 24 insertions(+), 1 deletion(-) create mode 100644 CITATION.cff delete mode 100644 data/readme_images/header.png diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 0000000..268b544 --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,19 @@ +cff-version: 1.2.0 +title: Solution for Sensorium 2023 Competition +message: 'If you use this work, please cite it using these metadata.' +type: software +authors: + - given-names: Ruslan + family-names: Baikulov + email: ruslan1123@gmail.com + orcid: 'https://orcid.org/0009-0003-4400-0619' +repository-code: 'https://github.com/lRomul/sensorium' +abstract: >- + This repository contains the winning solution for the Sensorium 2023 Competition. + The competition aimed to predict the activity of neurons in the primary visual + cortex of mice in response to videos. The proposed solution includes a novel + model architecture called DwiseNeuro and a training pipeline with a solid + cross-validation strategy and knowledge distillation. +license: MIT +version: v23.11.18 +date-released: '2023-11-18' diff --git a/README.md b/README.md index 67aa703..9fe6507 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,10 @@ +
+ # Solution for Sensorium 2023 Competition -![header](data/readme_images/header.png) +[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE) + +
This repository contains the winning solution for the Sensorium 2023, part of the NeurIPS 2023 competition track. The competition aimed to find the best model that can predict the activity of neurons in the primary visual cortex of mice in response to videos. diff --git a/data/readme_images/header.png b/data/readme_images/header.png deleted file mode 100644 index c0129a7c09baa7bfe64f3cec3b57f092c75bc0d2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 60268 zcmV)lK%c*fP)Pc00009a7bBm000kR z000kR0jNKxX#fBKJ9<=DbW?9;ba!ELWdHyOne$C7Dagq$$;nJoC`&CW&dkp<)-%^L z)KSPNDJdwn($~+0E6~d?O4kPfsdW)5Vmw2~001BWNklb{}M>KcYuH>i_CTNKZ1!?9OO3(>-^lmpZ2^mvATazzqZ!caQMMjI0wd ztIBY95(IYu1VH*<=zn9J3uFKykRbpBAVA)5oepidjakJ%q8e?)A=ebK(flq@m8Gdfyb8{cSID#Y% zgYnPC<)0?N`Zgv?W6l`=ihO%;J|6w|0uBezFr?>cQhk{B86S_Sd;s=%1ZI)G+y6U2 zZH~$QTKcZR46c1+T9sb+udiQo%w=>i7Uy3vMpgR3aTGGjbr*e z&v~1M-=R$XUDIz&KK4F+06u+)O?UkDJ*FS;<7YbnFe$%zu^3)Brnd(Ij|ty=AlL)B zb_nT@skp;G{{?sd`nN>>^9yhk3C0n0NcDxaS-)oU4FG=i8T6|k()Yjq4gA+H=s|aV z8-~1mqV`+`+^6TksI z19k-L9mQw)mjJ*5#-{fS07g6;_YVN5@|+j$@riQm2-rhP^6(!MKL3j!56qyK8RqdQ z=&@-HsI99KEF)_PJy)2)hJY}?nB6zg-tPO5rRPIxe-P6Aur+-gg^#Vx_f%`+{!!hxWVy187Hrx3dimpH+1J^AuG^~# zlCRf1e#!Ii1&jOC2|%XR{>yuvBMNzy4VC-s5-jo=sxZknZfKCb+ppbrJCwDtZa3Hm z#^od{fGxn(mLWO*cY^?=CU$M37>1l_wvElEx3S+~NAQc>DM|^pi7Av_b!xwn{BZ## zNkC~7Q_mdhayDp&4g#%gmvfXrv3Y`&Wlm^w5;$s|_=ceSf+-&kirL`M-mwi7<8x^x z$PI3AgV%-LdZ!upTG}O{cCq|z$#+9;6`!;QGJWRC0|+X9bkeR!6O=3Rd1W06p}!)S zvCuZHR|53lJpQ96Sf;(VQe>u+5N)P~^g>4=1#I=)ohyysmYVt6GSO0hs=_iQzy{b^ zux8t#qgTu;p5whOoLbSh<0tn~0su(Nu>{{Brw-s7+~5+RH{uJ9%W_lR2XE5mpJ^#U z^$je;e`)A3IcpiQQ_2KZ^hbjUdCzdpcz;c+oEzNW1}B3Sah71OncXW_pC9XQOEj!W za~3f2lk`@a@Utgl?ZsC#1x)w8u++&cpDOS5yEo>`OY276!&koNblY#Illa%}qgHvR z(xJ26_=u~49hCqT2&RES(BM6^j^7C^Exydov>6xD5xvHuQZv8Xj$~Z}w93#l1ff!z zBm(=LZWraBnZ2+Ok?#ozmiMbov4l_^#g-53^5>cvSjLns=m=I%8z zX`KR~m`6E&$6yGiPMb#;`FnNw`H6a%|D($zh zuVwhyn|QbA)%f)H!u*-K?OAEPzE@1`gDe+^oAYOnY0qE-cS>7U8vR}u zP|TnH_$w?lYxwk`*omk9eY$%uH`M?1!p_KEQxA1s$@$gF(%s^Jx%>JJ_J;R2mQGLt zc)@-Ue!qdSC^m1K``g~&1`(1Vnv_JX3DkP8ZN7SW71JO6Huo@vqs$L@^+p~AU5L4) zI7`W-7kf9m?->)((V~ZPf}gW=GYS9Z8S%I!xTHu$9^ldhW+>3#0Kw`?DF0u| zeK>0n=n6jLY=Oy&kN&Uk4}N+ErX=+6Je5q_y93Qt_c~zXsY(#?Lt0XUZb@0TM9vau zpYo;WpwJ2L^xiZMz+r4#qaCMgd=#L4>>uu6Ki)-rFTXzE>FcMCui$;F)4iZRvL^W3k`@YoX3m`N=|vJZK4b9(I?i9xceBUrWH8@5`b5wK%Kp0O8%x`G)O&?E#khcL~3t>Lp*A7laVQP?h_J1}0M3BV|Q!x9z1u)Clf(5$5=|woLSXlFQ-c&>?CmZ@} zacQ99M?x4Fm3c-MUqb9h@dQ1dTm&V>oXquoyT$QaQCHLywNDCkYW$l;Od9LAR`I~f!3Lnb;Z>{5NptcXFKz&pTlogc# zl;;^tjI9Eo?0d_(99l5Z@xO%MB>X%Ocoe74UWiZWLp=n_OvqIIPLvDAwf57N3R^($ z%ays11rB@VJ@*v$T=V++q_}6L4{Fo9Ik4LHHntfY_kMtnK@;qyC*c-MRv9uyc;-Y@~cxZQc8g> zYuL$fjyYzLH~zN|RG9!EGDb@qoie9?lfZFnIAz`DSGl1m*eU_M2GrW^Y$oppH@LyY zplhC9`(7Z({%A{x%?DO3{I%DNd=K(B24wW=?^;0L;yzL%Lk3IrE(}>2@jIYhT3NdX z>|qJ8MDJ34Ti@b4`P-hor*qZiVn^7DUb}j#XX+vBx;FM;)kN6%{S{!TZtsDQx+dr- zJXgJY0~iZ)T?swkCY|owg)gd&ucKjZup?Ydu#g%{0L0*>9iyOS=kdk>*KoGTI!D>O zD(#Y%-OssRvW#|<=If=PIEl(>WU1W_42(7MV}#;*(scx==TkQL9w?^!98hcTBFfj^ zc%*6WCD2o@^wUSP4A0cZ?~0CavY#?2pzI)#4aFGK2oxDYFVOznK3FWHACX5Hdw} zL4R$l$=b&jmLJm4goDz#XcPff`>zC{$~_h?YsB#-)!&vu z>N~3|1G6jsTI0HBxuk`9edVC;|K9v-S-3TX_>--0mIruV-jxU=P2eSen;c3%)2}oMb?}z!&>97V{w|r+6KRjbWb2$b*NRK! zuf+i9nRkzazo*>4Q&(Er4|m{)bg{bj`KD=ff<#76GUBA;40B9O==}K}^XI#S|1O^w zJR%GBN7nt5(?!cvS$?gPXGV5Xry2HQzAT(X>cD`nA^<3@NLHVUK-3$x;9VL4?#zV1?9J`i|J8E8`LTutkd z^*N3(L%&v6h1Ys z3jCZecZCpIZ!l7S-xAL9`F#afl3c{;DUG;%uHezKe2eEMl-*fVG57jX4~^{PKQMSw ziDA$l-;x=w5Zvqu*&e~qAE@e0Dg5t+<;>@w8+Le7fada9$A(1uGM)ynp;Xq2xYj%U`!(RTtZK44_QvxvJvSx54Q>F`1<@MBz({^aEKXKV zEI#|86(n01a9(CAq)F=edrcDdb)YC&7Jv}=Z#Th$*_+b& zH4U}T;{U|~qLrQ-%4y?lv{&u>HNsl@b{6=0?jL9IODDUPT-yQ34eHRdzPKp?t_${F zZ1*bvHED2#<>fJ6abwVDHNM=ciJnYP@%k|e5!uVoN`Wys*f8`*DD+M{(&{Ay2a7v+~Ce)&p*ZhQI(58smD;4COYORJ*r$gTn zymkb4SE%~2R_TPCUXnq$Lb@K~xZuNDT=AyY8dC9^^>J<(V*w1@HE02wK^7B0n*RIJ zvcFq_gE@RWUDNd~F&94m+DCt-4|12L9=>y-6%%01v#xJpzFlcQsQ}Fm$=tdm`+xC_ zMdq(H<&t@-Eo8|TZK^}Ls+N00v0T~BqptV@<#kW@0gYHZ<3 z+ZU!M3L?uFctf4vzpyJ@I=7y}`*~b7DLNITE9WUz0a@OqvaVdg^WDPfJm5_UPym&u zy(a}1Lo&7U0#an2q{f=rMW+qEnp>__Tulc7!vG3bWetO?WAGofHZhMupgm`?coW#V z_$Urxjo+Yk{ll9Ux|KVp^{an40SUvvc!h%+LvhUXOyAeQU~+S6KruN1rMU0BR)0B$ z<@dXTzoO0O59a!DBdyt-wv}akRObHH;(d+No#B+K%agofV_z|Lw2-|vUll40xa{9B z{=4*u@52Bb#_XH)ljeiTt~r~>Aqx&@2LcZi1rhT+z#J2e$4>*MPiel)cj5HY<2L}0 z$eJUg-sl%TUr1{K^TLrnI$B`r`0(pJqjvhb*2?Kp(3PZ>5K{DYMM#lr^<1zHWGZ}6O-s{Ks-3C?sNs?zc*g>NS2?ix!x^xGpSl3kxG4b&@Ed0qLO1@m5tZLCxFS4eey4UpBYP$=r#s;RCx`)p zx!}BfUEjC1U|0iNH`q=i6)hT8Of?%VfuSe^SRCwyiT(zQ9TFIiQ7H742WsN(6sffDn9S9+N8pcrf`%XHXKv z@{rF768|E7l7Qv)rk6z5XVvP}=`T{>FJe`)<9I1BDH)Aa8vVRVG|1M&+Im+1U0XSI z`Agq}VxWc79V+l4vbdvXTBk@&~61a}fAh1YY#C z>zErd=0SJ|q&;vjsbdLAh>u;@*z2|be1IkEjU~7wFBkAj&}&?lR85YHkX0K$Yc**n zq7QsdRMLpbsRIiNY5hMMDCGxYe`N<@K)bEtejpjJ?S0Ozapw0}c{>1a3GAo$=&N9H zUxQ~jrJ^hN&6D!&0k6|>ud4(IC*xX^sZIFaeAJ$~2}nHQ&sz(dUJ(Ewx=-KWoj{x$ zEr#@pgtAjWDDCFisbQE3AU1Mv?gCMlm6x8e$V)~B4 zn1&O77zoYkgIv}kfMCEhIt95Qz?xJq>jk@DEJigxQ%S}Y5u;uSSsyOHqNkyW&?G+M<)kNk`Fm>2}+6 zz*Ng0{-YCy*O_&Dr7`t-N`PR7J{TA9#F(gc%S@a16qvW3SndhIKYH*crr~~Rg0n#k zq*;Jw0!<7vF>su`M&GzoDB+W8W(H=sYjyP1P+7SKJQ~=6fB|l;pV{YU&@}h!FWnX5 zCXw1QoQBP#s|yVd7f;5UKQd?*W`Bm#eZ)Yz3s?qmBXad6^7Zw;-P$wikpXKMdA6D?bR}`ZJE~A(u-#f!clleUfuXP z$Q{AwKRgpkAMB+=mMwjt<&1D|dJvROz49?Dqs<7h{{9wFtZ8RFhqW?3>+hB4#)`@6 zZ_F;9sYt;6XR!}5a(vWyhW;*uXdA8&^sfeCIUmX(J%_S6uN1KARdsDx8ZWZWMO%pe zVb2G&`iI$1NWEWh;vdQL4-8-+_iTM55GVJv(C%4LEchFThXv1*+BwWcT|X{w56Q+~ zW6f$o;Ddxro82Yve-mrPMNk4*zh|cW%dh7BBFx>Oe~n%1ukoa!LkvNrbf z!I>AgYK<-y8j!9ZGqNjM!{%3;`_&5TwQ~!78g*DpDtTLNT_lzC?7+8F>k-;!BmQ%@ z)mP%fUQY?Y3`|F0Lg`bzD-%M=e>zNF=}+y=Y$ISyyQ5y5rzTu!)M?RzsJkp zeZbT2Mm+t7aQqC+AAtFz1wL4q`x*SV1MdH1@cI9n@%f)#fdBiSK*I?7&5xLW`x!64 zKH&J-nY-QnZN}YSo@c4%ZeEkQ5r@v>6zkkL! z%y|0KCw%xL@abPBeEj1x%zu0X-yOgYBXB>!9t>as^E`pRy?}mx1poZi_0z`>us?i; z{d|Y{^9VZtho5E)KRE(1!=mk3Ycv`Ugxu-r@MG5%a;|?xz`tzdghJ z^(*MFKf`|cN#^o>XMp=Vn1=`8;U2iVbDyReczyw%pTSSh;Fsg}anS=~K%YK=K7If` zKEQss2j35%#|iZG4Epv2eEkOd{G60!0m`+1J=B=63@HCOj&6J#?_2GKa&9T6j+6Tr zpmmRV6v9jv6`7|>41l*5TCNcaX1(!VO1#y~r))fLtYqmZ0iZPaY{&@<;rT$YcWJy$ z4}|$HU7IzGfE7Oa$4`XmBa%K-`}i}Gc{B3gYhZYuarY&yEp$X4<6u?_+@+?knGS1H zQLSj``E(nTOPWEse<{%PY4d!|OB^leMVPvc1k93NY+}yX09MQ;9+28R2pK5`s*5?G zgn^kXV#~_m)5lwKAU$f~&s=MRt5f64KW) zwU(1LfwjP_@)5bX1VrxpadN+3#9>nS9>&i&I64iv`7{{!cXa&Cd_Th88Q6yb(}MvU zU_KCd@VbP9i|s({=KSHCyB?94VUBKGko5;OzI_NzE|Km-Oi1xZycdI+U0jH$_w()@ zY}{`|9oKgZ(zsy4-7W!@B@Z#DBmSJXKcwv|cFh|Dt=nut?7Q=A{&2VefY~w$thY|{;dCo0$ z<~dc^Tl7Zv1x{_2DbS=77pL!+#UTpz|9?NeP1(hOgAx6P#}eUsX51e zXEHlEBRgb7d}hEa_`(<=rxf?rP84{-z(#E_EoSFhgnT^?xO;r9>?=Wk#1RytA&tb-x?#lQAYq-~%;2XdhyU>rJPyD>;K>ID3;!%%X3Vyr z5E%U25(^Urt#&O>5%{k`e5+2ZzTM>iRX}pBD?iEyoY$yS;Oobj*a5cS3=D?ME1y*i zf%r`FS>PzX=lHuk&;pr&V`xbTS%GP57jQ!Rt}!vrl6TsVRDW+R|4eAMM&OA!PovXU zM?SS4xDeFEL2XRk?V%v-v@+D1rjwoxU=M*IM0S%!B)Mfx6L_FrcVw0fj&I7=dTn_@ zfYgF;OF)shS&nyhb+8aZ1!eh2@FK9*SvCUEsx&I314BI96wHv2Vj_j0xJ3RZfk%VE z3*kY*#|#%=!PCU#1Uz`bEeL{9;SlKbub}yGPk&G@k;floBn+{&oq!y^`KFLcr&tim zab*nv!!e&V>@7=?1aL=m%Etnc1;`Sja?2|nLirSjPCkHQZ~AhVo(uZbcqFS{c#`$J z3iR0nU|tZFG~=Ta+J_egz4+TQUS=l*N+Hr)(PAKse=;y5;V=UC_pSr2=!>WT^uK9N z;{z-dBr}61ANRsKWdH!j1BbaI=T`vRxIu|UI#zkI3~F$wg)tq(itm|art28a@*9EjwCp@POOe+EW~T`8 zry6O^cJxNJ;;l{Fr4};4rG>s5+~5W`xWOW1t8Wmn^*+7v5GIo!wq#|_l~^rWlx2&y z!Y>$gNzZK4DPBmUPW4J&aL(#QnW6)kpin4L3(Gmhd#kUcbgwkt*GspF+`P?gG z&o*gT-!pEv1KeN>T;oIyu$8uJu1gOVPj*j1*=dUnn?w~?jdAONWpH*fp&7?_+HV(w z3X}1U6fs>3!d|AOB(mWoBr@1aKs{K>Ans$~W1`3abUiTNz@;~LeV6M0OMzG0XU=TnrR+h-7cs14KF!mt zv3$x;tapO7V=bKO*Ax)EK-8tj^Lv^vuR-f;wMVC%n-bs#-wCwzx~;+gUKXPs2U`2S z5iBpD&`JPP-s3DG#Mo$Q&lkw$c>*R;=DDX7zX*^*4fWeto8%C3DW_|)L&-g;QuI}T zHdh}F_#k3TRLrHbyVTWiV}s~t3zPz(GxJpGP5zxEFSgKL^fG~d7VcUv>XP|k$md^h zQ(6mqE7cZFyv~H;q&PdKE!G)2=Iu2QXH2^t2`qf-r+dmm251T0j?TO|Jd;jSrCB`= z%}+)95g-E4{%PzcY>5N`fRhLrI8Z|2=+F<(orjnY%c9dTiT=dy{e>Cf}%)|PaOnL{ah|~DRFs60=jtC4*(>L)WW-FkXTcRPi09dGX@2nBY~Pe#)PFA*^g@Nyrxap;9K)vyElZin*L6M6oKnbaR*=>fqQ57f?g2kDt^VF_3}6I zN_36&GFld_sBebP{}EO~tm2dqQQ0>&ppCX>ySRJ21qcPut_*mk?X<GGqUQn}0e=g;n*?^mi;u z*6bBQ$j+{zlkKi?gzuugw#tp9%UepTUnmGXP*q`pN(?2=KI_-#!PW(MXWmw}*JgRX zV%4!4Y6UeEHpM*Nz}M93cTtw;4CLm!y&~`ii_r8V`-MTc_kNyZYz5~=7BrVHpZ{`?vAGS0?Pix-6V{=)mXF;zouLz z^eZJmHzvfA4{(vcQ+6Z2Wb8`*D=)vs9xgp=l}YcpAa(6~!ON6B>z)1`4ERoL+s5Qq z6OUurKU;m2^*1f-Tzby#xi@jGee-9@R@VAEudm3!D5ZWW#K!0L{Huiw$i5471g8`j zf{d@5hT#-Kt&{pt_t)O0CO688`NCeU(?mS&L6*OcK@w8gIzvs6)hF#*Anq)Ri}7m!5o5rY z(^I%q@yWfkA@o&}!+Ney-U&PF+fh zMRxB3E`X}F2KCC}%DX+G;I+19KUE2!eQa79uCSmlESxu30?BoplAVxkzGeW81Ni;` zJ`Au21ACwtIon0FX3)&u{BQ;xXYldpPHu-0{P7<1r#s9a2-Ab>=i!ktJ~D=HN6_Ol z@br9s)q8c4aO#+n<8rnuh0^bM{O&b3!L5I8aD#UNTCR~w4$>#x zrxu`@Unzvu1cjcG@FW^!c{Q9Y6f!IJ7kNr2&HppDRtals;oSCKga4Fon~G>CPTa#O z2=nKjlBSw}0iQ%&{l=AFGLL>i`Cp~9A#Dj2<(rbmtbVQEHE3Ahq(c^qMTu|g+^Z?u zm&V(rS>Y&KW|~(l68WPf2joKl}doD@hC-;4=18AlDt?= zqe-wk`C*83%FpozJrJ8()KH&-hT`>7Gz_2*55TW~fc@bC^A86cKMk1g$O-+k^EDhM zcIJg&kD#BQKtF$l{qmE``}e=W{13mvU9GBb{OR#(O9jbevv?Wp0`g7fF_9T0d^ z;jTc$+lAIGbW4!Jr>w)uJu>={pH5i*lPd4`z`a_*;uCCGzc`@ZAUBrRzM6a-Y2nxi z|DJ4Kq%v5$k;XJpnqR1i%2o)FOA3JPWh~wLl;SITn8tOd<8c(UMW z2Bsr;I)cA_#o_-o7zf~Uupsc31DGxBQgEvCDzw4}U(J^6ZeWk2mG&$+1@9?&TIuv= zv5-yP``$9;u6%DYSHzm7wB|P>fk1?X8x9Nvu5sx&0>8@ebgT5-V{a@F9IR4444EYJHgQruJo*?CQK=!W`t6y0Y@#s4CW1&VibRWcOrW<~1nX2jUo5SG>a` z%c{LR6V{-j%J0@bsDFoRDy21}Olnk|i5kRq-=M&#jm3>P98f-oSLV-B^;|A40!!<> zY|jn+PzPQ5y{BZoglo-Ud|en*5R}S7F*`w?qi?U66k7&IoDh<6^UN6mfXUk=;J*n5 z`+{VgEkHIg7nxw7%1)O{>)>KIdt9O@VpUx42Yq)?CpMKvP z7u`--2`u-vW^4S^lAgQXo{+z(yg6q??y+y|G0{&g^ISB&eXW)L+!bJX z{EdB0saFtGPy8w0d{z-FHO^vplvV;axC|6++)%Q_&F?!?!W0a~+mP|DfjPFDYfiz8 z3Px>J(|$)o>jpQt!40kkdO~$g>ALo$xP^aDg+LFMTo0stS`n`6I4gM1=DSxi7r}j` zLEmn!2i4Q%_|Px2$iL7BKwkfiO1m|1S-<`79em}ak51PCI&Cn59NL27WXz1dIn zn_7uH`%~BS?p)ScC{}KwD&564N?{FBJ+F92J~ zE%;yYFMba?=|-Mxge#%J@yL{YE{RYD=x;j4lbBO>AUIzw|4fvX!IU2q@j$Q#aS}dy zcfN>Vs}&#e^tF9^)5(2Vb`d;FkJojS){9>%U6-eyEt2~O!+8?OGZ7gIDfA@^A(`c~ z|0hl)NeNjrGwA3JUkCtAqQ4kLOo;3@iFk?~*5{C^FA%qco_I37rN4VnL|LyxbN+>D zDnpCn;9}F>Cs%_?;XMfZ-&Q5c)^w*r&()z<(LzVCL}z!!Y~+`l&%(HP%{{6nbT3w) z+g1iAmEY@|#XoS?kmd8l>qXpkFGBXm-naN;09L(+J+48PT+A+ zA(}+c%@D66+;J=!p*8g_e6n>}8_j<+p&=LeLFDc|m+x#4kY2NM8ugK;yjlCLp^eg? zUVGWzy1ExAp=MTn5CdPq)4QkR?wLTyg$3P~hMY-!(=CCrKNt=8E(yVWpm=Y4mQK-- zv8S3To+W<3jtx9APi8eIikgApn4S%dz(exspMU!i(;q&^=jp+?^1}BKVDbF)+XIe2 z9OCo+fpI^iXZ-XP`1z|Kfb#iYFtb`HuFUDh^`SG~txZ>nhG&W27#GmC1v1`9c+S4V zIsOM2D1QcG;63*{#Q*?+v34b&kg-Yl@B=PLBacGpmrVs=c(yovv+?`zbj0w@4*&~b zonQd2?Y-@;|g=c&!pu-u1lvHyZX zUIyJjlKOS%kXqHOs=rhU)UMz&MttXT!pH01M1hj_bKuez6tA|WF11DL`<0qw7GzcS zpa6kSSgGLZ%T*yw2Uj&-MB}}r?@|!!vyo5KAos^seJ)j(8sFF0uTL-IO2<015}>8= zl^W063I6#IH_E__?-&EYGj$Z0r?AOc3l0odGoa&l1aa)f7vf~(ZAe;%l?y5R;9WMH z)=*lEGa(#h{bP_H#ng5EEq7YLn9~>(?{?P#oGO%L!roSbIQz4??A<|)e^&3~)0vw$ zu-5$sp z(81&sj{|5-+dOLpO3}VuavPP9OmY10GEfyNSB#g&vvyw6{Yz4i*X)u1u44)`Nr&oh z2FM~Q5iEcyw*+8NQt||uItB)G^@(K$s|9Ikr7b_I<1t?(;x)OE8CLwlTK*ww(sZj( z*-%o!64J|C8(O$^eWa2qxIPF=3Rk>R@JgjMdHOPP)2JXQ8SR{)w!WS%ANLsTzr~ja zOAWtX6lq&)Qmu{wmJSeV?|TApt?$nT9pt%Heodj-c??kYht8L+5Y^$_hc?5*{m)Hw zX{@B@h;J)tTR+0k|76kK}?&`v6z;^$GO!>~5OSb-xDX;vO`d zfjuFG_e?38vPh-Wo)e@2&lWYvtwXsZt&_(z?1U zOOn>!UR470Xn&h^x2hnJyo^hf(iZL@8M5+ODg=UHA(bZbLD|d!4^dfm7$1yuHK~6lf8!ikPPfkmJ~7sZEA?b#7Bb;?PhrC`l?ZX znNK|Qf&%Ax#T=7MWTZvRsjMUXZ#mDPerM2_FH%ukOWsuWa*=pBCcy3Fe}A}Sn=%8l zztQ1%Tu$G@@zy}(t|;_ZR8kP+{Yf&1D-T;^-H;P*hrtQnN(m4*kYFJ}K_I3-olZk_zRAJfl|}3R0$#i0}y z2!K^gzHDI2rO+s20*LYmaMus&@-iU`AUPLjPUh+izwRobOLQUw>GlWDoLgxba1`bH zyxkZJO>^Y-tk@JNO$r9J@@0B0)K$ol{PiN#s-~H3g}-PIuGD?adQ}r#R8cXhz*Rlz zUjp53t^K-2qxehVFd*F06$LF(j%**R`YobW=z9%EN-Y!`hBMyIpi%Af!t*yA|)ro6g%`A8aanMty zch78uaPN6*=Xzv-fxzPc9>`s%J1AuUQd=5tk!oh^-I*9PTVR?&lXWporU{s>d++(Y z^2V_s9J3pbffqFfm?tL-0Pg)Tcs@9c5zgChi)%(4>tT^6tm3id9JHLzMcIGRib#xG zh;bS4v<@Mqt5o(Z%8>Y}q9A0O=wPWhboovU40wYZTo{;v=?F}2QD&gM>DBUj-$=&G zio6$OikX3Fa)Ry?gsG*ZLzdrU8T_NEle?CWn4QvtywZV>$2@RYjbRJ#j_i~cFUL~z z8S%R``1XY1-{9^%w{v9Bc($uP zN6JrHh9O;%M@Y)2428%an42XC({KRzfTE6(H&7=ath<|?UM&vc+R1~c@8KKc@RcLZ z!(X3q_a)7z`EbC?fBAh(|MGdn^eN4Gro0R@1N5ApEg`$s{rT@6@bbG9W8mQ*frn#q z$Km7Tn6#5Y_h0^)nRHiWPlgM!(7`XqgT68m$oo$D#8XfPhq6LUi2#QYcu0hq0T`as z_d(+KYhef!NWOmZ^k}*_n1ql%OpGDK9AL)q^@zhy$As@V11~~Zujse;2FKri@DGfa z9}J#!zSiV0Q1SLo( zTWwj9$}eW|$fBRHp~@|W<$HmJ_Mqa&?(lX>0HrOxDp)IQzE^l}^^+$DTNhw`>QKOf z(4fDa+GGVCVk6WGc((3&jczo<4-7(zBeD4=fVjCMXJXd2t!6YT-)WwK88A;TWek8z z!pQwUE`v zMXb{6way}MFtwIxAAe1Xye)wII~@}sYfVOeyMTo=k&R{NN`z=_5D^Ha1u=Lu>GlT( zFm&kM8%~jZ)bk>#H7gG-EOt-8TSV60*QlY!`%by%LXYG{;b2PvOS}-)DG^qeSHWE& zXUqKVm#6X6@aoljp)Im!|KH~QFs$Edp$KJktGu>7^hQI1x7*&P*C}p)C%o1cSmZy? zhqtu^pvHuh8l!y+6ulZroo z;s2#Ut})C^-S%w0nt+ulDLfIkF1x`EZg7JugA20n%ACBaJeCSI?q3&sO8L2dTq_J} z^sErtBvJ$AE|Qn;Vh$|RnLQTYW!aUzbcx=@`ZQWy3*p6gs4FW4kCEOi!>LN+$QLe@ zBI{Rky^5klHd@r*20jUwQhrk!yM6h8g94yN>w7!wyTO~l+b98Qf`&0^;zkp)y)~|s z7Kk4HwUZ{`8wO`mJq*A&x|0@W=kq*GE(qE@x69iVDD$OvrjYE+z=Q9#<((IXnkH7# zlYE{5r1CG>CVSOyEt*YZMlu;HT6gsQmZwDk%LuI5#@so@+yee|Ffvw#5^j0g=jn@) zXq7^Mb>!$Z=91@tW=unwTXE>q!zIwcfm#+PHO9F{U#kzVVFPb5UGn<|hC}--lX}iA zTR5?8l{H(Jw)70Z-vE$)XKC1%7wc2Ws|zR&pu~$=#Q+FvUvLX2z>aAS+X0z5zow6o zaKZmBidQ6N?hK=Wy%*cQok6|OF}&PgXDf8OV}@{+Tr2ydHut>$YAo$YpkwL)=YEm= zdC4+pc57ZFE3O58ZB%ke);a{|j~hN}_XHAaJpenJ=6J|h837kl1NgQpEYH+)Ha_&> zye3Y6Uo(8RoRAYCzYRcrtKrSob~R?0017_nDCc_(uLfbhp9|gLd$9aiflHUC*Xpf% zjie`-%V+N{xF1#BA1dzxotYnY;)^)Mj%whKwfBb`Tx&O3)+LgN6g(kK=yMWLa zwWeF*0XyGb`*3nMT*VKRoAsLf@L-_4uZ13vW{Ql z>bej>WN&=d2S+mlK+j2IJzM0#O!fdumIq<+$`&AYfiz|m0hKN{;d^-5`Gnh^-{&PD z?9wZt#@wG&rpD{WeF&yU;K_8_+ia{yCoW}R;$MER=v!l|>Z?-|nHP7J3V|nlQZXm`!85K0rYt|><+t|&0kSrl59H{J z&j639$l(Y;2=Ue+ORr-HJpK2dG5_Xce7^g~KjZ!%|B@1fwV(%u%&*3X6r$vJBN$`( zy|>m%pZlhXF^aR8Z|_4S~nhe)GM-{Bel*<_A?@Lx2b*iQ@%@jVSnbI!v!U zS+HF$#|IHG_yl1elXFTdoMM7XS%Jp2px4!z%kilXOg7%;Q*+fLF~6z;=tgEgo+`K2 z-7RfWIf-uy$tS{M{qxfMuLz}p9RfyEB|YHBpIWoLLO|jLIeshNh(zJGsTKWG;mKnE z7>X`D(Opa{d@6IHmcJSgLgx{#qfMGL4*6W`gQe>kgJMD|ytKto?XOhm$OAJYf>uha zVsCX_xD3_mB1kLeSWp6R-gdIxDr-^86?aMLliyC(Nx0O0K$4~F1vQ@o4X>vJ5QCBD zIoDFw7FB&>dg&9zb0H`+AQ{6;(96lMv4_53#wr6@rfq$@HrS%sUWd@*Y~VPzP5iiL zZxw>cZ73`v@`m$yQv+?cf#zC~GSY$Xk`xEQ1kX$CEHB60$S6(yX9v}KzG7s72h{|_~NHK9F z{)vKG{9{%IP+fXREGH(!00`eKa`#X};6pAnXDDm+lX?+S88m}q^7MQdU>}mu$m5{! z=Mkkh#~VS;tgxoPfED|gW`34Vy|VNbrZ!{HeKhNsn;^A7b`a^=Spm>wQ$MM7h6rhV zMTRw$=huNjtTh^jd_3@h((M2Y*Oz)cx0u5g=zXI%{~39Eb+*b{;6MuHHA&I^fwbpT zc$Ou6+d$3o?xfdQD~+(0E^hqZif2u}B_2Tud5c1MODL33J1Lha<{kG8?yOPGVjA@& zoy1%9NP&E{B3wOF|FcV@7xJ*=h1QI#j?h>opx4F>NVBLc>DqRzZm=>qcF}46 z=K>#BJB(0yIN+(l+WuLBr9Nr3ACU7ntJj_~-RrsoT)QA2fii8{Nm5Oge=kT{v8>}6 z@1$J-m_TR0-vHKb)-5HJyxJxF-P+b7FGo%1RKZsnG~s)=_NG9-#1tzUYWXALPTfKo z*84=7Am_ap@c;lI07*naRHTaZnRL@AM+YL)+SWy2K`W|Ph;>0P_G^?%S_2#`FcwMW zK=E?Apg>&4+AZq_H@Lws2ee4$5 zS3W`r4Hd~Ovs56LVQDRG(NM`(JrUfpUu{^|qea{I0--LKHl;_07hoV>7eI;iNZD5i z?o=5EmoOJ^;W@_|b5Te=GyfJ+;;$7v@7AldF9Ca4Vz0_`p0IgYCBQk2@Ma1Fs+ila zq$8X<$ty_qG=~mC>EI$f7beX5+O;);N=W#@;dpN-jZ5`TlOPlF? z;N>Z*wK*y~U%o%27FDmMjk1fkQ4^ehY2JGr#;!5W^xgaIu^hV>a|fdIC$@d0xSmE| zBlO+O5zafa)?Z6Z?w(8;s~7;5vy)iNHYuC{f5);(r>pYh6(|%!Wv{9Fs?&<%AMxLX4M>wJX*WWiD1f$(=h-F9U!S!>|+e{@auy(jkEo!4q6GOvDMaqZ6%xxrO;Cu z%Y$t2iodWt{jvEKeVFESg(4$b55;L@IkObV%*Vr@OyEWtS3;7azDprL?qDoFY7nPG zZPrlljhYC~3yta6qi!h{DF4fx>MM1{8BtWfRx=eR@YZM+e46CFVpgjQ%!@E4?djGd zp)~1o8E;`M>o_qkQ>l7bSU-!iO;v7Fplm9%xit{39P)V-Ve9_Wk&!5lnJ|DLepi%6 z05Z#-LJ3gItJ3x6UVxs9=O*COlyj|k2q(iD!Ckc9YD)n$*1^6tN)uN+6kG5Kj0;4g z9Ig1_a9yI}J$8eY?Nw>x%P0Ye@?d#hpmu@jtn*pl)1)hyCI=tpv$Q~b`UH$I2QDPc z$os^%n1Ea>$O*K@%xn{ERN!P;)xGVDZCyyxeSF4%hSA+oJq|GA=-OhQeIUunxeu&W z;%o&e0P8X|gB<6U;EIA9KrMX;J{gM$8@XtMX@&NDR}joZvpk*V3N*>f`*n;0ZJlK~UxNl8wN^7qTU>TTIJ>FmzzB-K*mKNBRW*_rXg1sRSy_UcRif)!# zg37y0a97H%7G0rVw9odUOB39>e9l3r%$HfSRwd^0J(+cDf5?8evLLicLkXbuGnMkr z3ceWoL?|2q*9JA^9>jOqMy<6fTjx3cWqoj~+xrw(O<$s72Yr%YUr~b!q54gV_W1hi#Taa8E zoI7?eY99DY2U^}t)%RZdlX_a8Jlp)4I_m}z<$maj;R?oD@mUp3m3P^9&ShM(UeFH# zy}i&b^=ug!;o}V_kY_@<=Ebx=ijm?9z#VMo8MM%>5uz{j7YynvY^=TUMru43^e*5V zOr{iwfkXq;tOCTla%>ZHtQ~2TQj8xt;21@WhQchPPd?R;`&*~A`lgbNVC{MN_kxz(?xWZv*u_fK!EY<4>oIF%BhwP)&^SWX66_OceY@w%9}33L~2 zrL{ZfS12DU?RWM}TiA!Hu+@sP_pX+vYml&@EL^F;xtu#d&m6s{Svjq+tCk`61K;V| zT>*UFg7IeX9%IIV(;MSw1&g)0-@cYs|jY%5A6{rfFJ zTU)f=t;zq|uvLgBm51eflxt&W$$s6yfC0YeQ_f3*^s6=@N<1T8LwLz{J@?fA1}i|T zTJ^gNlo(Gx%92xpB?RhuPgkF-IQ17MVzFxH)NyZoXMpT~y>EJkx;WW*(-vi(EktG*L<1WPnz{?SMdW>o4WpHr<0vraHClqH#kWB`#in}Fj-gZaTkLC+dwf$7W(V|-2pFcD@!t{srcFw+At ze@M@FeKaX zwD8nZb~Nuo56{Yqn1bRb>L2}&VTj{`?hdX^hXFK>LIF%^OoiK*taW>q9~*4hxouh* zYhq3RG^8-Gm35U|rv$bG^7#TF#@xu13Jn2Uxx)CDr_oWs;vn3HZkyh*d{?-hsQzlj zBq$*5{Z+R*{jM?g-PN=L2T=-dnvXWZj73tId(A^qB_o7y&X`JG_7_ z+*o?q?!lhfddDXL7%c(7rZb&k1F{B zb3>K>+;s)0mA~YR**ZBU#M^Qr4C+~r7p+vN`TTdsqxjBTP`|;Wz7- zb&A@MF^a7;7hdCI?59v%t~ictsb^lPw~l`^R~5=zT)xlX*D|42DL$}#-v(;#XJ{_N(^8lZ6(9U^IOg-xCoA7&1*|2cQ+HiX zIGA`9-m|9csFcmX;#Jf=rQcd;;D~csDiV6@g_Q9~YL-j5DFJS9gB!drxG5=aaDyA% zz(HdTf?X$S#mJD?E!{$PF!CW^j75sI3E%%ESeKnW07D$=1#=kF}FotKz zsCSw61$wIK+vPV;*;_?$@8c3JO1Tn%@^`Fl?$@}TgmhXs?CLYzN77fm3dMnLpK2V0 zHFIDKSoUMQr3lAuqV@9E4(so`<2$eW$dN|cn`4m$^BbT zG=C@j6;JnH4zRk%xUyJN_StW=UL#qLu6sey+Wd2vm>U34jFFB3P|uM6&hp3qP6K_a z7ED0H5;&O5yq*RF%))VAo7~NFPR<0-Q3@fZxT1`sZ?QiGWX|f8@mPd(Qs{rHGllYn zX410Zs|6zD=J=NL7zAqQ>)Qe}J=N1|?cUJ^?)QIn{;PLe7~Tc^tQcq}Do<`}F(JD2 zZU8OBDSEkLNm0ZokiRMaUi4qB{7@fHOWWLfiJ@OB{HQUjgudFTW0AgzS_y6XTUCgY z{cD%|v^)PQ^aS(Th9J}LpUV2EuSV`EaTI+Va7fTf@um9cGP;s=KmRJ&>Smx#;f+{e zWiqwqmj)YL__BSXR|#Iw83w>4^SHPv*swWRzi;0HEw*8;I{z06RUuA+6ub+m!#|r>TJYCulnbEj zPjNc+svu~2Gde2fey5V58GLQiY}5k-3K zx`vj%J%OImz2x-s(OpyPVSKm;JtU|29tV=zVnKqAHiGk_78B>EW`L`VW_ z02}&`l}@eJ4D$@U_#gxp<&8{2q2+u@dN6n;iER{C!--O8E7G6%4NwBU=Xq>u?{J`y zrQfMhgY0>Ol!CIxtV&(;sLdY;21S?bHB!dQU91W;me}+R%$U8p>O%h%LtQrTCN$G+hE}F#_I_9z8y# z>rEKHK)XBS_ug2?O$l(N;1{ZS1}u`fTxNcC%Hn+tVPAK>#n5O7xjrlKWt@v4y$zu2GSDKK_6o9vjNjLc5Fsz`lNR->kLwCi+x+ zC|V`IAAjrdAY~fK(7}Hb^w()rkHtxG&M$0f&tzG#K`_~B*^#7Rtdd~m>Gmb%kY4#6 zOMsZB_1iy(z9I3Ab^6+K4R)3r7t6w)A@*uX~{yjnn(PW>t3h)n-bs#H|Rk)1&Al% zgZpcYzn*CJ*LP5EHhXPQ@P$(IEKgdLPid&XF~Br|y=iUCAFgML5sELM3<)&s0vk2D z-e)|ESZ&!|B@|q8HWhEuHH_g@D7g5*oH?vV zOwZ`;m#)$0^-x!`MIUbx&mAA_s$a4CEuXDHc1;@vi|SzFZSsR2o!_1Q<@ls^Yw-DI znW1pGk?9#$UMV=Dd>&GMV=F_nAn+W}?ORK7W+A;X!^q8aXY20a3+2w@YOiyZch&M4 zMT`Nhyw@j<;xvb525IA|Q6;5(0U(jTI=+`kmO_yxQ=0nIlKX&%C7YB!gtcLu0{JL$K#UXOP z6k%IVr}OmLCpDL`0Lm37y5Re52z89Ho7Mw2-=>fRfUWST(gk0AKYlcL`7u3D_ka~H{T!4Q9)@qg_?T#< z85o{)f$Fz>R_+<@o%Y#B9}31qmoEg*!Q?R_ba~qRewsng$;W?q28M6yv_{@}t^In9 z0q#Tx9gn3Vvp0UFPd)&=7?3B2fFdw6&Ekql1`a=4+>y8uxfnF zoV&XKZq8-&tNA1qh8b~i>yvJy+We0(V952^Y*RXxYajA8BJ=SVSGP$;Z}mhSYV3## zglqn4`7;H#O$vR9FMOBuSeux8R(M}?zo$w^h56E=qa*ZI6Nm9FuV?O6vG70H8MJ1q z==<8h?SM|M+bztGaKHlqcL&fgf`$Qn=kHndF}kXt6^%1{g_LzlYdbpye@HirI3=Ni zH3gP<7ZqIcgjdZSs^;%E&&kl_@u(bga;}LstSU2xAztqo>(^R?m)b`|Z7-4Of$ zB@YI5c`Z6g^jD}`W+fETq28pY^kFwoYWJHG;JpJWArDBWlxrg8UK}_v7IHIX?rW-E z3&s&N`ru^4;575Ib-wNM?1cWn>;R?DFZ=(lF*qZ$lMU_ce0}BnI4n-kFzPaZO8rk9 zcO6Z5J-x|=h!`~LLgPMceA?u;onaXt&xm&!TQNuE-w3|0L4&RC;9gh$1?QaBifh-0 zB7H>(Q1#FAPfFjRedM=yJLTg?3BgPNix>fG&=o?pV0w7SrwS>Wt1_~zlMEaOfDa57 zGAt8vpYs7(i~~1(5<*()uUh}@d8$ekANyW;HQutvQSsrbn(QQD(Qq!E!Pvg1xfkbwLW!?gesbswP>9aS-b(4mh6JMNlOIKk9z% zw4vCyvzse)U)K1qFkc{UY^quLEGgyn^TkAf9^wv-nPpog-89wfSTp@UXZ&s5$M%+` zw&2?ulyY&-q#r^FAebS&Ah-BPIgl?ZY*IRr5Swyc*rg<>$$ID$t6I7sK{z@ z*pvoyn=s+S#x^fR<=q`9{R!G}B)WEkx6q(3f!}cGZ~)!kf$r{ryE`|&rV0G~3_QO$ zg@BH@{GK4R`MguxYepw9WY^NSTa^f>!nt_$hIZ;4A>$9LEwix3v;_P$Yll==vtzD~&j@z&X6FTK|gxn^+J=gz=0t*1Gx?-@ZZfksRfMtMZ zUwy~(F|$+9*M#*=!=x}hqjfu*Ls3n|df8sm?I0Ey==;|H^pCYJ+O)2z! zRETPj#M&EXD^xs4Cft|~OEI(_nqCzF8HZ9s`;pANRkB&h?OY2dmzu6I>2+{=Rzq=z; z(^vW4AAdD^Q7n!xxVG4Q@P^w zccV}p=+gLP8u`9)q_{9(;#DYO>Xl)Xt8 z_`DK;T~ISS0~5+C>D~(Dku1zuIyVy63qq_yhs}2p32!`0dRzc(y+Ol+s?Jtw}BJdNl|Fl=Oug2B)wX z2GGI#LIoj11b^ds1|KJ1$BG~2)qr3S;$H6CJJjRxv99DPtViAo3fAg$2#P)tBOsbo zMoSnmR<;TVR{@;;DL@40%VH&jwwQYg%{>}{x0`o0QK=XM`(QE&#C^$4+h5{T!pLg+oaH6 zdk*i4eEx4R>(BBxl+IeI(30)sUMpeH%2q1ZiyAK^+gmC)!}Hd|ig1V&+$V~d7fL}J z6%M`~Lh?*Ou(IqmP;p7gK=*I8+y$C49(TyUYYW;!388WBFI+jif+j%l@U;O}>93}H zKnp6$!>FuBxfd=eUt0ZNbJ;0Ct+}#KdNE3LQESIwji#-KBMQfo&|OuoE-3I5tO!~f z6w0l7tWiQ1NoxJMOv+-K?)O^X2y*1mUS&0dwB{OW#01z|AU*Y@EmMJGJ&thNpAgk? z`$dIgBUaMQvsWt2z(i@`UlI_RT^?(}H06^xZd@0Zsa-4pUu-aj*_&Rm&%Q3R2QtPCCSdoVr zm~}LMPCv5^Ugf(uEUaBwQtu)qVpVXMlc)3p`~0yvY$0T9>yd`fcc9gnQpi(*gIYs> zUGZvu6weA_c$Ox?1=CweFCXQ1?c*Kz3X&N*`D^lk4%9hJ|~~jc~naRns|faH&cQDG5BXo_zmx4#Bcwh zLPt%|SzO(hgv+_nzi|(*Ar<)aDXQjw1Rj>@Yk2px1P~F+>)(|;kbkWF-pKz(MNcEG zwzlo{Q%~kur36SMl~&1S-6nW0A9jiop!cj`G2;EDc`dE{JhS{Y5&TcPW^=NPBs<9^ps9Ib)w*xI55sL{gf@^3k4yg-|7$M}Y;MQcuJxE6V$O2<p&1 z2V!CAm3<`*cZ2T`gzzuTwZdk0>1zmi<$}B(p&++2(WA1vztA(BU><#uL&mb-?dv(&KV1r`h(y(+8 zbQMim87E8a*Wg7@R061t@CG+{Gw_2j`U<{RxYS}T+NYZ=2#Kc#_ftY<#t;goD)85t zS*K#SrIKQ=jUg<6&07*$QsdrRnpj4_6N?%}ovL&rcNKq96 zq-JHE(Z|;2_oV9vsNHcNgIWUG^fcbf9!Rpt0_#y2wvFj(CSa64{hFL-1|bPY&%ZW! z`JBEFPrx9qowpx=`A&R)_AvtrCNlka`J7xR>_C~{`QapLxHV;HrJDHR|`G$a5#k!H>r{)tW`-+h-aW50_^;?cl3;kA% zFC7565YiYl3*JasuUkXlA*F>SOd?X_@be4q{`?$q({z``WSGZvMP&T{kYDmt1nwJD zdqpcK_KNddDUu1R5?^@VyR$pw11d29P(G8**JQosRLhC~`TjZ49iRn8U_80La2g{4 zZL2+c@uGULq{KYuM4Y*F8C-)WZq>EkbW*Tlh{)h;~UgL`xISu+j;>oV@`s=xRz$h8Obc$ zsr7Cmd>edQH+DY;iokZbvbo0chg2S334OqoGZUx68A^@NKMW@zNWqNcRi}G^X6Do$ z((<1arT>i6qP;_Yy z^hq$B`#KRx?b^H`dxP&8_EQ4f;0EsrG9^mn&->QjZ{+Mai2ht7>s-nR zYXtBuYpAyDsQJU|^{}-USIZN^cn#kr*0C+I1bQd=z*+RQqOUIoAJa-9^<3ny9qMhs ze=(@__fJ0thBX3hHo0j z-qls7A4T~=a3>dREe5-r=X_xe=BO=v-sg@E2jDP*4hM%Xm@yxZ>8eFoiB*9FGaA|2tRSwz8?*E8-$&`x+5$UJ*1 zYfo{ndzQaEY3=%$*DOV9{V#o3d-!VkJL#E~AG1G=&D;Z!=yT*I{DqGe`4$mgJkVBOntKR7^N53fRwHJ`)c<@kc4W0ha6t_sf<(gS* ziwxgZ`q91eZgIR&UStZgDibLDCy)r7xHWJmE-q3n zhJ}G?azgx5&R`c=nVnJqK<-B`*re}Z(RmXHg5~DTrlOEKi;h5p-G1B1TR}%(R;E=6 zrn&F$SThG^Bw-_XABe-tjE30)FGuk_`+Jpz-@m3$2!%9p5hzdQF*Cb+-W$QVYzV>^ z^f?E@Q6^A=(R?7-yHvpO6EJ;9`R6;r)9=#vyDyBxPwD&g0L%}f{1GmOL7?}AV1%x9 zcm~XiY6q=1l=s5lAM#4t8F+rizM$>76|{sr0GY2tNGr$J%)n&x?-JoOfu2PJ9n~b% z;|ox6224(mzB}A9=q2H#dvS#$!v%sI((`;L2RA@Z190#Om|-k%_$KK6U|{cL3;!02rg_cMnui0>tZQ0|-88cWCV!(Hc|j9ZOdX zc5#Jg`LQ-`-#}R1bBy2M1`5_G0m9Rt_UXD%(@m3CB|L5P~<$oIR zyZ`)W{I7rbKk%Op!2kK}5BT5z^q=wNzy1n8{9li_`)S7X`GBAQhkHE#CyPJ){a^6= zPe0@T`P=U?{qX}1|4R7q&rcZs>EGN&9IOLE^ z5z|M5@yTNRI%D|y0{r|4{QMO-9?QIU2jIg8;NcGT;Q)I-D&J$D^u@wF9zjnpz~dtT z!t|Suc>W)Mg~vYt;~$cGj=^UC4+PM0hIyJ` z9$$c`7x3eg@B7MW&*1DiXL#T+{!|1z*0kFZ(2Lsz z@&|zg{eOP!g&dlAh67VeoJL_E}V0bw&Tbz_BZ##A4qd2DW+k!9!RGwQQKTH*qE zud%XGSq8lLo$)v2H-;fwp;0`CT=uG3?_c@oNC5 zhUL8>##u?_rG6cK5qgcOJU#bR-+EtS^Na$4^v<{mXWBWBCztwKQcL9lb={iu~ zgLYlelJx}i9@O{Xu8S@X?_9uVfyx-cIiQQgvSUNYUA^M)AEo&q2#vEW4Zb5thuhs6 z^7GPWg&Kcb zruuHB5OeQM!Lx0)YnJNw6Uo1gl}DkE*9if>7j1Dey*?-JFo3@dK{JZbKTDnSW<9c2 zqASx=SykD$%SWx~>gz~W;3Q$vhmYqa)|J$Lm-2xX z%P>|Sw&V~0_22N}zXnV1{}cavcu9mFf59K|mz<{q@XP;|${_qF5q`#hqIoy%h@kBS zwfnsV-h+Sp0(yBt_ty@+b9itE8g=0>!d;MW828q9zx;yVYjAG+sfeE9$V zf)6ImPwOym6mEKX9Km0nfv?Z#$e|;`gVba*gY$jgEBcHXoGd!T`fuinxOhj!6xdOb z)Jp>6cmyAh<@JX4^68WyLjsF_}1DFcBXMsGUL!fnbK${l33K*J%mT_dBnIo}`dYs=Q z%a-!B6{OdU6;*udl%K3;gp7a6H!4uEB>8HSVcTC?AqJ z()~C_LjA24b|SPcJuzjGY3$x2D!=7Iu2^m~6>r8O0JgbGyeo*r2uFhO%{+4A{E|T$ z-#xU5)-&guytADU_Jl1=pxm+u$Sy6JF|e8?r!vvY0dx@VD=)7)CO`_RY3r1~6;oyK z^O2EHpItBsP2JVKFnY0d?!J0BAwU^>0`FX5+5u!=W`r03$4{ky#s`4+rhdsoK7=$0 zh9_Y7D4Kf+e*X!&1JDWl+zBd1z_=$2pTzf9KolP>hc>zcv`moaGnnT&ZO?`Kd1Aa1 z7$FkK1vj7s!>F0e*10Xw9mnX_1Au)rOe+27dZ2qMkscY8-8V8XEy7p$rw+$IK4#pz z!-(#s%x~&;z^7bT-91)lp(Yc@b6heYGXg>hD-?3!yFw z;}YOq45}+|Y6&)~_6VX~nb3-WtrA(HB5ZR9h85N>7Cmd=tXMk#-vC_k;`IVRqobKGc~ zO~2Fzd8U)s*8&4tC{YpnRIgbnb!ye`CYWYfU+cHcpYYy5YgIS103dILrVW9?l(j;- zxo8gFY7fcy8fDNX(mT=i*QA&1o^oChq5iEIEc~GK-dmqjYwLSU`ufbe-iZ((X_Vt* z>mc~1FvE1)bZe5WuJa73qxZ@T*_3!WK0wgA`XC4ZP#;Q5CVJNf=^IXgNY97e)o_Ui z3(*C_oom96O`Lx-kXj)i6ZUtw!yWGM?xD$iU$guhYC>mtFO}v}Sn{d2f(2Q*#W6<* zGwEy|3Eo&!$+`h8Bx#*JEhc@|GQr@s)Q77XDz1fwv&mNqq*c3Cq5`00QeB?cma%3M zZiPml8{y$%fYQ0Lt_gQq=XVG1KnM_-w@ydER>8{d@ctl~{R8W6N7yo!TQqx-`IpiB z3CQN!oXk77`gb*@;lQL+_tLpKnVLBO}%tG+?qd3hLtEzxynmNDn7ZY5}%+om6l@2E)h>f3B@j$T~>hk=zViYJG$ zFV*Kr%LyFP_ zP6aHir-s0uZJ#%W=xR_2=^8N>wlEczsbR}d)ahA7d#^1CsCGYDz=2KmQopI%oA>_6 z7^Jzcx`P{*4R(B1GLyMZlecwN66)9hvJtInTx>v&uVP{tAog|gG$abvh;h%)^KL2r z(3Isv`YWUNOQCRXD@7NkMp+hEjEx+~JYJPu2o_gJWeFh41M0pN8v?b2INgFd|CA*L z`?%k)T+!BYp;{}ljw$*Jx=(@pn>hyPO;k&^lygiVF%5mKED9}_)S!>)pe`^)<41o#hQhRD4);3&Vl!$Lr!CuLqK6Jl2E0^ zGU56Yo)$)8Cf&vbY^aGv`}+Z_U|lw0N7}8+`hef#{NTU%tVP1@kE0NoctPOyM)d zgtkc0Ia$!T?h{oysmY!JD+HLWy464W6%}w(# z&;R#&MoZwCZ+E!E?csJpfV6=}ty4Q0Cz;W(--l#6*@>ufQJzePbUBzK0SEw4hp24g*&M4+>z4!aSwR$ z-A0o)ArI=ndGBF9Z4w$ln?l(3wY0Z(KC0Ur2*-~iLl%Fh z=cm-Wk}V+4PCt!dqyMel;y!v{&RV0+dpx>Q$D+?j794#&u$_Ofm2n9X0^Wfoz>fstuu>*( zbAz2W76-Vl+&L~IW-oygn-!oK%5`W9h7|zt#y38 zo;a+2ul;_9JKW(8SA>emmfx^}Kwrtc+T)_Z@2slaGTZ6hl+eJGN1#T`K|_bQSo_c4?Fnq<5E6>#2&hx{}jU@1MuB@dgVUz^V`c3SM62zBdAEifc`eWvI z3l`SWBFwp)m4+S-(BxSbFnnrUMk&m-?s{_hF0^+W9N zajYkL1yK_1<0g`>#7&#+5+fh4#G+0M5c0j=QoA2-1>ln{gr+x(l-Is%HsxD0a^Jds z0eO=dgG?p8KX=o*B_ttK{!N8ZZ(TzvAz3)MAjBeZrDZWS4^F zicw)G^W)*r;qbfzq9wp^a{4IuI=wrx3P$cuP*)t%5dM|+M8$3X&RX;Dy(WIPcJI=7 zRq3%UeIvViCaC_Ugp>Ho>Z5^**0qe29)C8Pe|DM?^$sNl10iVlvah_UE=_yO3&`ni z34hPJeMU1&DNW8Vuj6D?mJ+@(ei9O+kdoMVDc*yu`M_1LcCem+(7DL8~4nc59qSTJqPktzKF}Z|AJZTr%nnV*1LvRrr z<6M<4Ka#0V^okOiAX{84T9t82d1lV4Ng)B5_ePl_Em!0`YpfXs##)3@+>KWf_zpmD|CR!#EEGu1jgySb_{ueu z`rq3&FPItCu z4dOd9leWNdl5dt>#K}FJ(YCnY*k1d$)g-G)xW}0qH`8poTOAZ3KT9ISOJ~J9d^fNZ zo5Px4g5sEu0K#>a3<$!3^)$GNplIgcwM5Fhg@)i{?r>TvCj;yEWRqCpV*#pUmSfRO z$fP-|H0hNv7@uYfyIvDEHh^sB^g)=kIaBzU{vg&&^us?!?0+jS+_8iI>0>q-fBl~x z@cPfi>HhEwf#s=c;|uhxeDvw$(7hCYfWQ6uPxvzaF+acV93ZZ-?~cH(ge1WJGw|?h zX}|BF0u6T00QaSV-GR{^OZtaDAK?D}rQrAV1+X{EwC>BEgRM-xOumLOm*7bInD2TW z6W}=LxCWgA8hFeC*1za~Plc+zs3joERQ=5`i2op$$YrUNlb#Y2t4xQ$jyCU15pAa39U6PSu7Hegi?9?Te(kB?PefrX+CR6wKmmCYfm49Rj4an7VSZ zf4)_}H4f(Q0t|t3F5Z*#HwQFimjZ-@&y41= zGSywu<{0B&@?4m-gkM(}EAAcq-sNVnycr;6klkxy0uU2uEE&dQkK<81lLusAKM+Xx zsCOrXz=IKny>?-D6t?gDJObSypQXtrYEQ5hp^KUC*M`ON=f{)C_{cX2-A0{L&q*@| zgudvUj;`*YH04<+kcvu{C2)ygtv0ud+$t4olSM;6aqAavUFPU24HdoIk(qe^HoSD7rQ{y7VC z!==_Psyp*=UOnf@0&CX^)9OiSINJS`$yx$wVOX0rxRD5+KAwZNC_c0oMGC4{9TdiwkepHwcdMvhH zGS+tC&$&cIhM)RA_(64DsB9d;udl&v;B>l-{Qfq3JkTdx} zs%KN6vOHjT>20th439$F>Ik%>tj!-E057!vY-0it)a?LZXdnHC&%QM2qYvK@}GoT5tkyZ3|_FUq}0AMyT0f2cWL+gB7SdW{^Ujl*}Z%#PnXEr|d6*jZ; zulYr2!R+@u-f4PwdVJgn&?tzyfkA`NR4aew&=xhH)F)A8PyhfR07*naRN8^+|MdS! zZJ^A9#$OAT(M`XV_T0E=T6ctyDSnF#c`|+Q9O-%Eub`HrnO`;rz&I9D@TmD_VH#en zN>_lr$3B&50JcC$zZngQQ|o(+QIl=3SNttq`FD=H!Ni!hVkB&F2MDgG+D(CEOpHlw z>IzU-B+5zP=D$zAOXa%u=g4H2*TN5dy0lW=4Xj2l>c5P`?dgrTr)aqSn>YJj&r~tf zs$0;_o64NQZM9Op{d^-K00$r8V;CU5Dq|&xzNMgLQ~BRJQQmc+{T}qN2lo5G&=Uod z{o@J#cnp4DPxjb?IlWuAg`1>NY8O)SR-4ryLG(sQ)y^gd^aF=LhF zdk5ZiMMiTR;AHF-1~72`KJ0=KXveZC(zrKdJzHx$}9NXDKho(`}hduB0xun z$NwSF9RMf8xp>_Z{j=e@I;blJhbO{|FgFh|0ScqG`{J>C7UjKo^e?6T-IoLKEE1ed z)Yv4<&lTcb?fKky;HMZgfuoS~SnwmJ;0BkVBi)|U5CW9~ktroTXHEOLci@L!JxlOA zhtr3W{`3Jj{+yT?;OQ?X?EhT)m|jolp3C#_(;je7r9I3*ZfLHA{A2kEklD5l2t-Igqn*;q^}_%`CJDeu68|Z9z_A%IPe=qCP8hX|+!ZRxe^=g_}*Q z5G8D}2a%-f#aIXnk#aWMGtK3(4DL5w2$q-3|EGc;$bg$`ESy`6SnHh(T4>v$wD+jn z0@O5IOJK1EE)__eQ~zw8cUtro@HR04u1XZM(3G50?sqVeya%6-L6CAdmV11C44Rd# zDG&o=d9bG({U1m|PO+J&#q}NZ!L?yh5G4)?=^LFk+r_yX^HjX^_tD3-&vg2LOeAGu z6H%a)Ek3@FHeMeL(+QZqI72W=>8~I>Tjgci@IuM3s($8xR%Ovyw8SjT38-3NHUIWG zy-Uz1i?sMWcu2G0$~DtzCfe@_<3quZiIv=h35scCA9<4W-BAeCC$||Bz2D97)HIT^ zVrGI0{Flp5&qfFUBJES{!@vA&g;tI2QSK4-6>PVMY)RPCOiLjVbG;R}=F65zYzbIr z%hSoj_)z}DJxX9k4rQtS_XrWR^Ru{(f&prrEozHSZIbOvkfLfg@@9N74Xs{krC;5f z-h<%Od<#DN?GwxomMUhd&ul%2 zlXSuofWvvOf=)Nagn5EVep6_jzk%i@=L#v;#4pjt(Q3$xab9F#1v4(^6HxV2ov;2* z5x;^f021N+|ofYxDo$%m*_tjFs8dBwX#fwHdHdbEN_J!N=nccleed3FWsI!0L{SL=jnXBRrrlKW!u23G!zXop2h}TqL zWAB(qyIi;-L>ro)uxU3Z^A~6Qg2UR7`-zwmBOUfOK?!?nqs^=sOBAA<}bSVgOLAPm+I3 zAx{G5P{k~;*i`r_%M3k#$q_i2cc;6+D|7D#y(Fe=&DhMr3>~#X2(V?gsVjCUG-M*PSLs@BqBi5{N$p*!)yXoOalYzYQaTbBYaP5wz`sUA|J{34W-`d zA$&^#Le&=yT;3GE!9-s_Ft@~FrrPCtuPX##e_303gG4s@hIL(FP!pld9DUz?F^5aR z^3wHqV=!^zVF)Jl_O9vg8M+R%+m)CCyIts$VE`YG!M#9U2e=5apHu&JUEHX~=zoYG zU!d~tARcgAU~O`nE*+TZpnOOEz)fgL-`_>xz?G1RTo?Tk&EA$YGpqO7rM5Tvs+A>M zJysKBzIe}?>m5fu9x1qJ=30f{Z435$O(gXlKz(7-`!3uSA3qPD`h3rND1TR(*K2nI zQcO9G01g8E9jX`rZYaHQ`UDK0WO1wn6Aym__P>?-_J1Gn@M~da4!<}Ye=g>^sr+2r z$e}x>P(q+TJOP7f?(3g`uTLdG_tK$%E(t#U2JHSHaq&E$V=lN(o0OmHTRH_n6>MLK zyqLFiBg#JW0D(^<+(Ed-bq@TPVg_)KABijcXrS3CJbvgg{OLn}9`=OssrdMhd%!=G z{u%q=LXzv3K_LkkpE?}>Sibka0^La3FR zggcI)5%+HJKw6s~PJR2C$<{_cvAp&S2kl>pzJWJAkn)nUWw?r7I z=7*gNCQxA&7!q3WwA39keM<~D=Y#dlEHBoc13x-nFx5Uep6{Ffe4Cg6w*cnsmz?kZ z&DtZce*@)af+Iy@n#%$4BQda}2jc|zF~k*cP76myaVSnf<>Tgy;2`g99Li#B6W)Ap zu$Ab24-98h8L~oSf`)K6(^nLqmn7kLxCmJM7~?)AO$!q54a*AN1uG~>CZeGvyKtqYDQ4zcO%f9kn=bb7?9Yc zHuEXAD2&yD%2@LRFI6vIX}Qzz-sF-~Yz#Y7#685G~i7HG5D z+XAXGTl0$xeiq+^M=oFD6Msv$L>tIX2?6T%G&QoV{*cx(Yb=@OV8QYQUd-p2{dG=O zySnbF7#URNFp-(WXVN&FeeF?q+9Xdu)&8};PTIPu!8EHb`4&tyi#av97FW{PThHUO z=~Z4=*YB1-(ALvp>UBj5A;KN*aEIH&dp9w? z!yWGM&B4kTw(J&@1Z}DYKBz((Jlb{uC3hp1o$6j8K3Vls<2=+gj}~ znf}}u(_p@?g%?D#)_u+Xn!{<1iDvV67SFj4Ypei-pu7_LH2Pq&`W48wTnOa1HA6Vd zjNfop-sy|qJ)AED*rE}qC<QDfh1(> zX=vNCf`Mo;0fp+)B`8f{z@VzZa8WdJ(X@Ba(f5I%sS|mm-?wdot&1I$4>@|m0-sv_%~HC3>3(@ou0SCmic4H)8=2Q-sG>Wy|Jv5 znfji!!gBulI6q=y8lht>KsPsxtsWmzSLW3*3k)k_JW~eKe*?Zt9CXAzU#UTUi z2;<(B@|^>@PLyrdzvl{HYc9PwL!@c6j2k7Iq|)U_vu`J>f%kTlZ#|!k%hkn<{uHzr z&;?C*g^TyW^>YrUuF$(FOo_e{EhVfel+QmfYhG`yRO~lG;|jhzdTy9Gzvud{WpDk#HtA;4}I@1^fT zz?tZS#p%v?9~~Cc{klZi=Si97OTX65=Hz10$Wu2n8b7dk`nQCl3j>VNGTAfsF z+wb8%egK}Hz)$;dPrGN(aR41pAuh$?815wZzPRehy(9XMQVM*P%sP{1f?}F3>_ucv zU{h;io_vpQHYbhk^c&~weh+$l1U)?hk9+us9l(HlJpivq@be4!a8TEE&Vq~q5D5%Q zaZdU^w9mPK;V=R*mI)7oFmttK0`l(TkS6YpEmPf!P&8%D;_vD-4R<0{p7jBi`*n^H z5W&W4Y0Wo4Gx{RCJ240)xaGKa#he>4h?^^d0e1rSpG#RU{{kHUso>ka0Nnw(&0`0Q z#bsQ@3uwXVCt!ROFT6u{66GHmAO54XvH$Ie{)?DPj#Qwxap%B$VXofw7=9KV@M#49 zYblS09^GHdvG43OeS83Y6b(8JVcz8eS^~?BuozHkF7HDAG`|v`>||iS24UKfo{yc= z=JezWlkXYb$mouxLf-*?ujiBR3zL0%0*;^38U(tR5&M4#CVgb(!!KPATHuZ&y5pG3 zqrnRy5W#(U20ni&`2744{Lg>L&&Qv8y#9+AU)gyc=njnCONlq)jvoEjfG>Fl4Ib_o zCk=C$AIFt@U4mBJ5h)l@zZJI}g;WxK2XsbgB$-m@^?0VUChaNLatB?Sv)=;FX%=&E z^OVmOe5(c}m}}SqT_k<)jleU|Iu6viybn;{gS#%o>gaoL-vxRmDL3SK##{uf`MeGE zMGjb+&|{HKifvWXxRgWYyA_0|cBQk{BVRXI@M$of_WD!{l~oYy_l6H+srV6RIm=ic zYJH17lWp-n>Ov^2*W}imf`Lk!B6&AWwYPO3=y(1o|oUI7V;lmt>IUn|- z3F&<0Ygf&|wR19YePbA}(+PNvf>1Dc@bOyDVb;8|Stc{UWB$$F2SWBV1O`=FQY4|t ztlup_QDesDpji!T>Ac1PJAcL1#C)5|znS5z_af!P57K2Cp#%Xcjv)wIlTM~Qg1)Sv zg|2L_16ZEAovD9dI5ByGo(0U~aS$pz4}N-*nYPNW2CJbK+Bw-5qs z%dGPopZ*HJ7QVDTeZ{Xbbc_fJe5NXUEI&!O-xI?4sQCrM)Y`deK+R7^J(iwxpg(2? z4MvFO2!1Cb56ZF`(UL&yOT=Y8N{f|*jqID;CU^}Swj|V%BSi#9O!p!8CvE`>T~gt!{X*4(ja4`&m>bz zlr0N#x0vq9uZ)G79t%0<6L+%AjoswBNcC_mS~A9s^ozXe6l2TvJISc#JtOv2buPE) z)d?DwSwN?DET6+ zyMinU2Nu!*d5@WmS8+|EB?&Rw*lY*8@5N}>j2R|>3(Q4Uzr!8w@Z&;5_CfNsCC@ks zDGDJ>p4BtFq3eu*mf3tKl8CaRq8J*{P*U24fWd_)4f+5i&d~7 zD455jB_UqupNaNeH!$Fwh9^nVlId0mCd1b0pG`-I7HSs1TmmPbXJ4xpIT+}$?L z1VI(V{dF#B<@0@s)rOEXgHQqo%^h|Nn&0mOzAwBl@-tOLx>bc<8J6(0^}7`9J!xa~ z{IdS}=?XoT-=$!k5hJFT>g0EK3@!lq`w2l4oYIWYn*0+h#V&SbndS+0O%+i4EP6WS>UU=GCLxcNm?_{Hflhsm=rUb+}5+ot*ne1 zuy7~$8nRHOPmE9m^1&qqh+{W$Rp(SpfRKm7{7ieUyxoTpX(&;-tQ!=@R=RT>9o(Tj z`;N+O2C;rG3z+F$Y;c8c3gwE=(n`fj1*-Bz{*+gx4bRlc@nfyz%j-wXTOvK@ zY=5VJQ__lR{X+4AEXyRbAS~px)68T^Tm3-2fkNCS63?FaoNrFa?j{R_SHe#U!J0|0 zBoLTXoUAy&&D@%__}Yr2y*@F&pSfmouC7~>VbVh6W_2J>*A^W0rLm&s&nii>qpc~ZGx17VYU6v+A_g_Zro(s`?{Heq6vDEkJ zzm53A|6S(z;g=4_pZnY;&Xm_3fc{W=@$d)W^mBy_k`j=x)f7#fYgG5q5qw2r;==Gobu0Mh~1!WWK(fD>QnzFXH<+f<_bL zKr%sHm`}N?-W7L{=+>l`lPgSfUeUrGVE>u%__sm>^}n6aeJ%YzK6daQ%J}=9GF8S5 zxEGJz=Tm+`rx7IEdm2C|5o6#`$_4=X?HPD}&CmOvK4ACTFZucPpZECszr`RG9O4;_ zkHt034ISKZU)tvxE(w_ua}x<$0ziXDe@L;O06LE7UxqRsrvZ4?I9?2Mf!ZuH<0<^h z8-_3Grhs*Oo8OxzyDQ6EqYcjzl)9MZybv^(Wio2pJjIAKDpB!wtPtQ_FgPjYMuYUo z?-k=lb-JbFl^X?H!Qd#8s`<1=2(VE9rO>3AR|rI^a&X!BRpq6!CM+~(*NDJ>N{DbN zRMk%iJ+{IUeI!AxMbY=IBG&f9sv*>gt|J6U8hz;;XU)PC4)2{QcxSNL{_8D4ES?$P z;LN0__d+VgiBYsc+crU3P~IE@4S~}w`;mm-m=cQlB7kVMuj@dcK7xOG!uV;A)5jje zBcXrs*nJ(*eK`WZJ_FCs8+^{U;4Sb6N?^XO(}I<8h?YAue(6MkQAk!lDM;w9&%t%j z5iociDDd^QUEV7E33zw_Jw1Y-9>9+~jE^1Mz;Lf8(91EzD0q1_{kLuNr>7_2(+BvU z9&q}!!}#Dpp3y&h^k0sk-(Er;!vK1G03P<>hdr?G!mu9)(BTArJpzXV0;Qb-t#%^N zU5qi{V_&!CY~O+UT?p2???eA4&EIJV3|b7nn4r=|IA<7j)_XV6I?IvVL8d=#{;lV% zWfD`+CaE=3(d=DSzw$$N(3*P&+*pWsXPCThVDzu0&rTnqV*)UgkGMMl-Lb52HxNkP z`%M7tN&$W!82JR;LkU872lxm1-T1(p`AbYXrof5dge3qI!9R)y^kzORXoScCQgy8Y zJ^^ojM%n3PEknSVjdssnJzrO8#3TYO?QHtwfiB5N7;v5yKE%+3qw$#!WfUfhn2jZf zFxN+8eR~fQ>z_^|AYx1qbJ6rOilqz(+`>>(#+5u58B7)e$o`5kOHj(dN%p_Le7-DN zhRC!i3}tH5RFz8t0c&N_sy`Hnm5EKF(=Co(s+t&5eEKPv4R z%;ywHS~1tE%bq%yN;-S?i2i28vkB#$O925xKwk76xbMOH9_T23@TjIjT!&s=cklvcJS9a@E^CQkGwmpRHh9!wT$i2hDEs3xGSVJVDGw@&3WQCJ;``0C#K78Ab($7Y{ff}fkOD=lDE^ul1azE^dyd2F@Sa!f1h z<)!j2hq*pjCdQ!bDFv`ZEEMv^yHQl=~ zhpR-*bztW-8vLX!vFrsknxykcE1tXsECk(c?2~NwAGIf#I@k1_Y9m2N6+{A3Z>}2? z;A%icgCnno@W5RV@D5;U^UXehYSrYSOZWd){x4TPK)wmYYcDr@8;m3P^RK|?U(q21 z^?n;jhmd#%vQ~ruZSI|M#%f$<0mGL*_KFNX%&d z_&Hc((0>5?#$m0d^Ophm^0h7_R8n4e1`lUQP=_((o3o&xX^ly!+Xs9`V^W=wb=7*G zD=)}uc{*)H@T>rlzS=UP0H4jX{4U>d2Y4|tf=_lJ z>TG!wFj!o1=DXmsAfJ`Xbx#-{q`L#@_L%els~7_~0XT>b8XFn~@AdB`P2?r+eJvtr zjwws$Mt(HoW0ADqZD2d{!8|-=Bhuf;a4lZJtyTh3rL57Kb2Wd7;JcF2JF2@>@(t2Q zyEz`B{KOQ`G2Nrjw+Da$_d@7@JLP9$f=d&KIoxg_@Ckte6Y{aC!iY#14un^(w3mS3 zzBB4Tbj6Y(_Ptq8im;aRV~RPL(_l6&2X0Jr%uLVOcU#L{m2i&cT3O%(U00X4wX6u& zFv|{wM^sFCLhG&K4@?L_EIYg2G&_~O)k4Cir=sy+SHrxG|5ojp_3pt_XGp z)AT3vxq5aD*4NI>rU^O~U(&7+Fo9rL3S2hmKnHH z_?Ji5-0C@;I*iZz{OorQ_+u%b$zgnwTt5^OH176z{nz3{9*7R3?NI#^OedVf-i~K|*bv z?4bI9UXO5p`?d6gBfVZmbH4FH|GvBiSD^@xpL;y~dzm2qX%GJSV|)PoV~63>zSOTe zAcAmr01<{q$^rp?ayb6ePUL6R-|pzKdoE19dmYfHmMX2GH38iJ#D%~Zd_DipnRkil zud=?803Zt==IW=3KD#0wOYLdKp7N*Ugcq75&u#oXuhZ?u;k1L+~wD z_=)dUp2G|p(b}!Mzlr08tNq68MkWUBFJ=s&qoR8$1d%*u)&r zmIEG~ViYig2Or{0#J0ovQc+7FnJSW4NlmTOF@gvLb$`dKRY9wPcK>SZ_e)2@$}^jY z=1tz4<+NxPU8YHWUAnww`8AKw_3FMF2tH=wlX^8_8Nfo|MMUvAtEXT(?1U@51A&c%{LR( z_NK70{OQ!;%X^d!E4Xcy~^cf+5l1V8-SuzFykyjfgd#DCE z4`9%i1x`e3r&0GGdlP7F&Y!vNVU`ED263at+iQFY`X2iVXN`Zw5LtHxkJ_q8 zGNopzHFaZlewt^tNrhiL``X7}TWW~*rM0oBt+wc;%Hn=1+y$s((80LtBp-j4FC#ed z>=CRMlC?-$YaL4an9cg5;3AVtaiDYuW4v95ObiIBTt;nwW9Ip?jk2j(SArADF_0Fm zrc}iEGeD9JYtjlF&#G(H$9K*XWJ%Q2_r(`j*G4ON6K<be;yZQy*;@fc;xSzl zl_neC*hF{^pLm58IdMQILgO0vI9W%EP(+IO$%H~4qgz6QP*hAa%y&88d@VUoX%h6k z{+{4m}=jP)EY6;VEk zOeE+#b=6@u<#>3x=54!up8lhx z-~WTr{iU>j|JlspVF14#%5%CVG=XJgdU35K5U#6~^TEal7>4i`^O%!95z{}R6J>;8agFPRt|%%yy0;B*3sm=Ik@=w!@?z5^ag%mnUSxSljU z69Fkkf)9Z#`N72Okp0sE$4>ztVt_w69R9d3{W1C?v|>j0I%4-*i4j1rN6?qof`3Ij zcpd1`r42!VwV;>_{Fdh56yLUn2FUe@-L7}#h|#Dz~*l@{TjsQQW=-d>?>>Ye%F>7dIKW6S(6Za03mRggz83#sl~X^H$sTQ)xmP5 zz71+1U=)XEtNbh!K-4m7rjYlmr~sBr^-yTz&*15x8b^XNf8n-}CT`Ll$-SZ6?wdv{`!YNkqi6AuuW* z^IkAI9fg0g-we*SwyH&<3miiQ*P$frO2v1|1wZ&Ri@SwwerI?LB3&LF2hC?HVgSgO z?*u@)DCes|8nhS?mK)2sat{nV2_O6e!wViBo$ene@2!u|x&oNJrZLuPKPJu8+l$z} zjuEh^4c!Wjy>XUtTB_UTZ|qO?{F)}1ms)CLToBb)_ALwQ)O8be;JewpEUvJN@g+ol z8l2wyb_`G=8#xF?s4LGz1z!dLCvLxBfW_?yaX(ajL{#n(PtW-*4C@n4+?HVQZJw2K zZ&lACz1)xGRc97V`P>o&Z=EmI=kjjz{=9HLSUNo`4d%*FXBH+Rl+WOEHffYHZrLx) z__s9uZ2soorf;73fjHHm_yb9*a-wG`EB=uoA&wQ#o+~E#)C@>{3Zlx2y z+0b)Z(P+zq5t3*gn?&&x1uFT-h(ZnJKEt*?jfV=vnRqm>>sM!U<<24TpAiDc=NaH7 zi@!BY?-CPjl?<~8O`OlO=}mhV>3Pc#3iqr<{95&|g*1^iSPr$?cS-)UfF{YxspPfX zMF)l4VtvsBxds-~weUZ)PrggV;|<^)_d{Q4_%4Q~E@nlx4IAI@0nX`ztB>WCU`n#w zOdF-^Gmy27L?Y5KTS0CqaO#=GTuoODW=(dAD%`;3T&d{AaLz%H`ei~OHCd#vAduQV zd1tjOcN0pyJzsS7Arh_$VDQzgkXl5u#bsWTliw2s%M?e&Ld7O$D))(Jw~~2u+V!RX z8KDC+m`d=hb4)rlzIyB`BG78~Z1yylQlgzJSE>QQoLVSvn4q5FC`{q>-I3CyS1|$% zHf&#chC7LO9+2_&*+rA)x~P!6gYju*jC+Y6%6;kxmH5-)%)Bz_`V?M290m6=x;DZbI%h>HuYWI-r(k$uGaGsqqCs7SB%*;_UbvD zW&IrIubqRk|Dk`g=WxSKD$6pRbK}vnT9`^Nd4lRZGY>Mq_rd)$eq#XW#*&so{QX=P z7<3YJi7(bo1i&*DLjoYIb4D*>1|%zmcSavw z3O8@gMn?bA@-6{oUVetMvSm4NZD_GbQ%4r#O6Z(PrzL!>HOSd@r^ZW#Amq?E8+aWfRnJXBf1{wT<|-L#C^U-Y#6tfHwRK8cvZ&XoxnMp-ZzC7GtFjLsIBRy zc%ib~pa{W-Q<~F_rcb6~1}s@?q*xezALgoybM-U?v$4@%9uzONE149hJB*nNF;tE5 zt#(ht}C z98N!%;DfJ!>@Yrc`PugfCdrbi7fa*$zc60^wbbd3g#M+JxBmz5@VTUSV+Y5jy~Ccg z5W&!--75kAD9_{H_wY~Rj>A8l(EX|SkPqVyUqpXC{uOxqn<&p-H|L{YxlCZ=VJN23 zOeCiRIbvrnAhMd;)1d2FP;kbeLT zpGxx%Bl@o*X28n<^!d4QXXBJQ(Sgs0zP z@3_<&VvTDJ864GIXjQMIxT1e!|K~ba$Bf8`guhc~SIc^5&HmNc@A_{py+}Uu(yTd4 zzpsp&YU_rw6QN(>_XEQve%ot7YA{sYYx1Tbc{(OQ_}SP@QnqR%3GF1O$Cwi_>4jEi z7{Ys-Zk0*hnl>@A1p-r*5GNp=(MD*= zJBBZD(?SdY8LfY0bdo1K0d6ecJ(G%S;!}(Ofv*IA>O!C7?*ph42=%OD2yhS6*H`9P zEOA;9dS-rjucG<0XDIvdh5hGJSSBo|zpv@JF#qKIr~0}HGp00(y=n1SF;XH+pf3`e zC;^38#&t$kpg z$*0A@dj!4d$3J46ifjGEF0povE?G6Dbs*2dhI}i3lf;L7)QQadw5OQEwvBN3(+q%Y z+RWzWlUAQx@qF4mdo1lTg-fej;@D)XX2#__?NtPpX&egybpuNPTOlSoPfX@Fi!t!l zjJs&RB3iG-)KSzJ#4*}ONw@@lXZJ(WJ6J!kCw=Lol3N9vXa$T}|?mxat*_xEpg z9$d{Y{!*BrC6uscj-J}k4od@Cfl!Or&OF{3{gq_|Ey1Fo38uO-;oE9{O9`vm(`wk< z8=GK4ps)cJ#9QT$6}njAHndP^P3bYyblq27c5fvFNTzs6(rG6|x@zUUYt_%y#LD(( zD}vN+zFhc01lsRF4-etmo`*h|$PEMdc!YmF0I#p}^*9H0rDD>6e=~Op(N}ph(~C*3 zt1}Pg1ko&fohOB1XbDi}`#{}yn_M(Vn3yNO>9EV>4TX&+dn1t5I;6dw&%t-9k~Ht* zm5P+^uIF+k*IN8roB3H1Q7YpFU^eE%dxothUz5eml#>{X{8uvyZ1GUvg)kBT8}o4P zNSpJg|Hbmy5HHIIfBk5E-WQ)`0iJ=ecyW`x_12zO_M9I8CvVt00(27PjW&Y@@(dEz z@xd>8CjA)x<>w3;*U|i@^Hglsg|F_Zix2_-3)-%?9psLTt$e1F)%d?%^ z)olS}=GWYEG2d3rFIN(?Llpx+@q}_dG2;A_aaTlqhlW*H)8~Hy*o+p}0%Fo^0Z zn#jURhLT#Q@2fHvT$Z|lCh78(eYcd%DzP|oxGT#y_$k^zCZzcJ$^xZE9T740XE|^4 z#fr>ay=lUxHGPY<@m4|rjvMNQuF~Hv+`9ej!7nf1!=VuEKsh+p+)Cg*R@fZAAsD=E z6Bv49@my~-Enl9PhPs_50wckd1E(nlm1YDei7AhRo5$E}m?;nzi+oc+F@0jZoC913 z>Rhn)NDTEjf`=iPn-Akp6lXo z3r{&-t0DG7KH%q>IF)BjGDT2HA=A{MwN!bFXlo>!D~3^+59h)aefb+}>!RHbB<~S_ zdJOldr}gx>2R{g(|2|y-7>g5kiUSCyy{_QQow+iM8_f}nhTl8*htj;^Df-w)7CZ2{p z!S4$K?g;pUNby?_{J*7vG>{e&$e@Hk5dunl6tQgfW9!pj2^C2*^(s0$f+@H3!GGNA z{ydE!$rK)rz)?ss;x(z=*i}0R|4{mS+!6dk z3RDM-dtiKY`597307Q47vexPO0DKk`&|31@@fl+b2Nsib&V<#j-%RAA>^+_7pCzV` zP>+eETSp;D8%8~zM8H=ev?4;+_eceFeIMpXDtgz87y=C6J8)+58NMSNe-`Qgumk@u zC1wB(9^GLK0t5!!>k0kmD7EuG%(t)41$Q~$Q~zvH-kc+}wdds)M(G?nU@FVG{Mk~z zieDn}_lAN1TRfQ`nRaaa1BA<{)9G_DLI6PZ^}Z#I_$w_x)B8%uCku!V6>Yy(2w>=_ zEdTQAnbY^Vy;ioVHHYP2CoPaf`ZOkMuAQvG+R zwsT%8^YS|`iEm|X)4=D(?f`dK1(ESn!4cB}T*Khq+MPl&rO}*_6ESh2r26I%HwTiN zQiDh;(bFLoaD$;-Y^&{$4GeJXQ?~e}Ac3IFP_v9Ae~bR#B>BBU8ksf``V`ws`nsH| z%!@RWiwKE7V&k8LjT?CDfWPK=Qhk736Nsqz6a&TQKh@cHis?tT1SsoKAKPT&CfNR5 z5W)~@pLbPW>$|SMy28v9uc|XlG>s&K^9LVjnb9wl$2!oUt>1M}#yZZ*a0kt>QDk-s zK4cKs*uP6q?XRXhX*C4|T$IoNI(^rHM2DQC`8EjF`~MbApiOUm{2djc8AHdQNW_<= zmyOJ&y5epQWPddJqJ2AnNYHT+ax}YvPzMEQ;7}eKKWFL(bW8*y5eA0C`jM7J3~=9z z2M*f)SWQ^Yf|(&`Ax@h9DXuX2vOgvPyx8kG;uP@oTG(QtL5JCMtEHK*N}Ce^+=AX} z@Ji`-6JNJPZ*B~%H?iR)&3)3;TTOnkFx*mAr0KZqgYq^i%4x*85$8|n3c|8hkLp34 znln}iP<@_ipQVS=m@M^uYkkHC^(j5C+-s-IKI~azzc;ef=x!KbntEXMr+Pn$Q=EJD zlVaRkI4qng)?%V+=M4n`27VwRfE2%6T2wlz8w|j;%9q3v1r2Xgnnv-CsVN*JbDlOU z8LaLa2ZnQ?zR!`q2?%iqPD9lA4)0qK@GW6$zcdc{dF6G3sFlwfO&2Sz&sBzX~EKomh++~xnJkKwP4e>BAaUJ6nWJXP#c zd*{ZMD>m zTYxGF?%6QuBY%amQ~API8VF1~dk>t%m54+^?bA6B#Ve}Dc%7M)ICmWoudSmbAy4Mw z<5)}u&xR<7=v*-S?Lr+CtpFGtB>8X2ye!nk;{Tgr=|H|#JFWI1YYMpta9ZhC5F#wK zt6crC8MJmQ2@&!Emk1?+hmv$Ijr|qZW~#qczWP2>PYc(p&fUhLJ-3-pnb*yI-;B-~ zWsv!sAkEjb%B*>}bZ41HsrfrSYaYciEsfEY-4*4xIZg7hmvp2=ZRCdgQMq4$vbkUT zd({qV@H8_GuJ|FKedB~ougt-r%>8REYoq=tCa{&iLclT##;1I-yav-{G|B2Kk+u}5 z8i2*?mugoc@!XPmnz>6hg%MD)NzC@QFr2{Spzklgg<0BJ&>%XAP{uG29XW*%zNF7`fd&6&$yMmNz=lW*{*@d1q3b~V zJ?O&|@bn0N+JpNJbR0pi2jKM(Vm&;+0(}tfgc~5@KhH5Hz$uKm9OoF+D4j2hrr@NT ztM2T!;9Ri=NoL>U5O5fMc^zM?t zfiln1VPVU+>95dtOGU^kV+@9JI7XpQ>>v905%lz!pZRGYVgRJ7k~#DQ0mbp&@3J1D z7$=S~0rLE1fKDvFlZqMO`&34FF?Im=Wxe;$BOZR`{N49}?+bqJ=+T`7UA5ErI?r&Y zQXhAuj6u1Bx}uMv`R?uj^at@mY)cu$Z{O?ktdNU5qd%4b?T!Gx3MR>1fvD)r2GFpP zFdIkUC<`D!@J#R~&|69~1q?tk!60B?I)L{bn4U!a9!>^sI~;+7@G(!qZ;6jg-VIi&jPyV0T2JjU4 zStee*3xW|>Iz*b|w`i3qh0H82RLaeQ^Tu}z+#Y*s;V|PWQVHN@ud7V;*>CZG@_n-$ zD`;$2Rf1jXtY8?IDpv%{Ediz+uk^dM2UYcp{P7>9wMQrlS_ry%YOL34=_P%c1<-Pg zP1@#UpO`DT94hq?${3|Ol~S*U>k0u{hsqtMVTw8O9ylGreuRv+&6&9u2PKE-w(La! z!aNRF9E115^hY8kGb(X{XCL{=z;M&$$pv4zWw0TL%qGa@yjum{2PXdcCEN@D9D@G^ z=005Q$fGX@)i8u-8j!RjMI(XB#$`ckYw=D*Hp@e9k&swXzZgqZ-kjEuIdF-dz%JsJ z%5g3-mu3TGfMND2LugRSmkIcHFz;^#WUdU8;|d63J|$og1sUKZaLM_hef}HuRRlw; z{`iep2gc)^M&=h~7$(>;!HwKVAHQ3ld6aLdLiK$vZR4FpwV94{Z9tCUDO`SpMqhkXgLl8WXo&b{uJA;`cL;Iw_azfF#%Z%N;NYy5=aVZh>B%J z+}HDM0?hD;fktCBz9VpoDd6>91Ln}bJISQ`APCR630kbPL4YS<&3WAtGEB|Ih4R=k zZb~q-fv%g}$QCxitao5{2TQh4Ze(R4y@?a%@@}>$L(o zU`B)AZadE@Zw$>Gf3(Y$f{a$R_PjIn>}2mx_2ZOcwFQ#SBtj14j@bS=3^I+xB8^%5 z0tdFte}zl_-vqSqXpNnrk5}}=mE8e;U}E_#fjKbt_Np2MX62k?YIBEg1I!_^|7ieT z(;;Eg#J}Fhbv&962{thC*MM6Gq1*~-BTn5jj`cFIgy>vSSX0ce1z`TD!UC zhLJnm;SS#hk~I{gXtKxJV7@Px=+rF4FhNmU%=8qbzLf&gIm-$F($$G%Th@+IOE@@G<8l-gu~ZHwMmBMyqzSbF@G5QY25IMa0fKQflCvKkm;<9% znVqlCZ-u=rP!WRxEj3nGW^Ir>YD7xD-_h_@aH%E1_6isKn}KpT6qS}pU?}HJ)xWpF zZV+fpb&QA%)*rq>D4EjrdNb);bWG!O)oYoq)8k1V;8F4qdcCs|a)@K4jW8j{82}LO zeV6W+mJTtN1=aFy9Qaf6za}JnCSbCk(xaWqb9JQ@GvnJF&pA!|Ip5{8y#jC?^}X{| zUh}TP*X%u>OpJ*69%7ruo)4zKL-hah34>QISo(_Ei8|%?T@QMA01gLWw+p7_%)vS* zwUs%#F?eu_DI|jjOY>1gE3-u0wis?}x|`2Pv1haxcFD|+V@WrT;hdFM3AUJb#gs<` z$@GVuA8DT!H)c>iuj6y)>jjw8B8-ouQ=2h1QhznhmKkkorRAMs_SZ0uGmM0axgdor zexkmRa$RLjCUF7R&9K0Y;K%>~AOJ~3K~$x{nX@II<@xXs38_IFHfWMH^jcas<{UW- zE~O8b1TxJ$B40DmV55vRt{p9yLMLlq(nci5EUo=Ur*5UqT0(${>Spm>TfYz-6nF5Y z3gve(9$VYm5L&Rink7IS5OtS!ItM+{+~YL z^vfQHUmVC2x)Y;2dC-y3y?XR71KigG@caV)@(g}?4V!>PCX34r~cwV zdG7%j7jF)~8!$xQ==J6?k~Sgj(md_MT-xtTU@GrJU?CslFEBvIW0+e3z9~W0iFg|< z5qIt&t=)BIvR+hgf*)~`&27?YW0oeSChL@h9H=$tIjtnLuMO8A#N>SA+z<5h01`g` zczOi(!U>#QklZ^_jwCwem1*%i3G-);S2a<|t(AaX^!uOaZ#TxCjh}d`IwIDgX2V7(R*_WU_XzAqGHx?Et?QM|ce6r^wJHVo`2aJHjaG zGRwoXo+Xd81ICAvqTek{6w4&Htd)r;jxe&K=>7ScfyH4!4x8@Pg zF8)mA=TzO})r0_X(N|HH^g8t7Av?ov`9LWa)!Ho__V|Du@8i~4@`9 zz9KB~CE`Bl^j&G{$rfN_KGuZTK{KreEh6JrY?)?aQ-N*FfeZYTWXlR;QlPm`AW`|8Pn9nj$tir6YcqJ+1!&$8f!GM0@e;DzYFmr{4Sl{0C^6v@l z2CrkaC{r^IRwbU{vh^}ze3wK>iug{_nkWhdNVTK%1*ad>m`ka=M4zT-haw=80+I?i zRG$>Kc`XzH5VgiIr6Vc=tw=X8AnJ!+TMfv4DuX#EOC|5?7$LTjT zS9AxcHyHgn9(Gv^(mD|kn4RMh?$H7|2)QwzbQuE9&OYddr+QtpP+?`U=LX zuxVjWVrbHHq-k=zoE4gU0PVn$*8-tA=Oh$RAOuik@koK7^-Tff9H~wptNF1L01W8DSetH46cfa6;S+;7AJrd}@kVJJni^F5%vnzL}DS$GS=4C6ydr zwAUfK^eT>23IIY!B@#WfMOlliq0JZ4rfTw!xji9b%4Hm~G%zvwR#Dob+atVfOn?k& zvI4(rhVxrP+0BX+DoMuPGb6W^aA@V9`#hIcNaC{AiJ)&Q7)J!>WCpi{=BHC|P5JdV zbO6+iV6M}fr%%_5_;0^nh@#}&l}$Zq;u>a!H-nZo>w1M(U3^iGGoU;TueGkWwD}Ut z49_b51`i{m`XiPdUAv?qj;xN_&sKg7@!TX-r=Ybyn}wMA5=~%fABGm-iR%Y}u&imY z^H2O9p)Cx(o=*$tEy7a1dRCbE%m%-u0u$l5I(=hro*BQTyT0KW7>82tFa%3K`Q2Iq zsQit6X--qFZr*{=0!^f^@}m*}=O`Ks;4}b-F+cM-XvS?TLu}gvD06b2+m~BRv4uIy zFv%E9rCIa57B{mFH-;}kFE84LFT7kS4(>401vJA0# zm(Fb?*kD1MsOJeFzht_!5!MK=%1iMl;+up#!wEQQ=GDc2yGY}Zq;*=#7`uk5v1n}m z`B6{?dCw5#h_Y6%mcpR@da4jnc{%X^`n&q-_AtU`0S!Uc3#Pnjec$jr8Q zw*?w86Sfsm_b=P|mC_|7SB}Rw5&}#N{2gu!>AJyaZj!IVlh?DQKue=v_S5?zz!G)P zi^m+0`D#2&Z?YHhq{%cdRoe`>Li#7!Z}LTJoss%850ZdDG>2?muS0eEX8lG&oQe3i z+z*!eN6v>vC(ZR+tNDvfTUlTxOvDDy;<`w?`4fuCV*<$(NUcF4bVn#AhF=fhgSZ&p zk@g|}4*IQU8P`GUVXQ#(Y)JEmfQ1{6UG3xPRgM%K?0TNif}aI%8+ z`0Pdo9m=P1AJa$J|HgRuRg?$RE(P+z_~;X(4m3!*8Jm`+Gt-Nq&CxxS^=@|zCg};B zwj^&r)I4zB{MfTdJVK z!w?vCAnd)n9(Z`rW$*e@u3X>Iyx*NlhtuHU2GRb{U*P`wx#YF+36|gtAzs#0C$L&O zIUeT-A>N9Xo2q9?FyM>O1;G3PO%&n+NXY#Y_E(Z7wJE^i8a!1RS?6-{O<=2^!zZ5| z5*E0e>dL`|22A?LOlFv`A7=hat!~ovR-D^(5g8;Y6VFL|yx6h|)2QFiTSt`k)r_qb zDy08SaiMce-xb#7rE9y{4^#NddgscV`Mw~KS_QUf z#8+=41XwZ=wx$a9VE&fS_krl`T+q@2$bsRaKlpb8k;#WApzlB*J^&vc;h*;4haTJ! zy5|$z%Mtwi3jX@_2MMIO0M=ZFAtaRcz^i_kvhx4JV;_mgkB{IF4;Y?8KhxmRJ&$nD zufX$b2yD5;@Mm1@E5p$&YJLsFG&j7R)8*y+PEGkTjWy4-@4$tSXdIx|2P)%|80f5$ zHKw17qUIz#i_eKbjQaqY!O6^P7J8s2qEz1*6zo{0D}oalxnda2yUawS-@1=l+i8Wp z>0jk@K6ubk+y-!qvsK-eV67k;V{|SKmTp_c{4R|hmp#e~D5vPiwFL9pbv7qd$m=`p zp)QywCs;!dF5!EL7NI(;E!eXs|IZe*q0aS5*Js#LKj|D*n`VRo^1D5Il395b_|giQ z4C79ut$*e~?l&?+Q|rA{*ore{icXuu?=9*7+-(y~D|0=xiO*ftp7{@zYmMZgxAa3} zpIu|guz=)pmgKrb9P7^n$3&K^#ss)S1xdr6w0ChLvAmw=O+gYjRD9R-oNG|9DH`r> z2j2BSU(CQMYK3X^T5uCLj$(%A-+nWBFF+IoNe_>}#}A-S`yhZBJ!m(8c6*?Yw-I@xi3mu62S;Ftl(h-OlTfho$VJ8k$1Sm9e!x2e9D(Iw10mikoeE~ z!%qNB39%B>mn;FYkOM^kK@b+YjuEg@#%ocT3O*VA{=9jDNCpOV)}+AnBrM+Cr(m%p^7hNJ~OV zMT@PRJG_vl64sg@&M0?Uih*2LcG_PMkhOM_4FX$BC#EvJFR=@fKfhEytq}rPYhPRW zTww8Yh4d|arsPpm{c6Xs^Q&u=3HSS$T~k1!19(d&`-~d57bC<@u*d8a;40fW8oD7_j@g59Wq>;WF_5w|8wzj^w!Y zAX8FT_lzCu4Tt^Y@c;ji|G@UXtnHoYo~n{E2|tiv0w9?eDW$5eEktye@_!QkZ#yu3OW*U`=eskfRe;YyIP>kpvQ33O6NJdPvyGEV(hSQ0mmJ9E@h z%V$kxio}uHYKS8fYRd4Ii<@M4w+VQ~M`77-Ficm%qGg<&=Ri?EZNraYDrlmw@tG^n z-;*Rx8lU2unL?WgH6ASWzu(|T+n+ST_U~x%FQ%4{sjpS(#)Is`dB(7S_T*+MUx%Zt zz;6?H<~Y@ve-cec!ZCqQJ@BMX#}FmB%%=`hxCjC8?*GFGoNYGwt8)OXfM!PbeJh#2 zzNIXn6iBpjVXlm=cgvrqzfLy{AmJq|@;L|0x-xYi&_8?7MM zf>H`!Ntk?CoOjI5Xb{D0`#xhf;+u397E*FH~e+RyQ2X`H^hY2GegJCSawKCqTg6Arj*+hU+ z%HR=r84=EB;BP3j$+h)riG33KXQi74@ngiJGLe|uJaDzb79`KWz>jC}^D98V0Ub?y zcb*F=iJaLW#>XxBaR5IL;1|^=n$c^{!L_eug(`D8O|rWpIIgUK6cdhXo2y^;p*G|>J6^dlFqYn)AYq@nbCdqE=PeoE!g z>{6Fgpc{e-N9dnN^smz#*d=M_@Dn2e>3Cd&qqA}>y#7V_&wmuZxZ?g3{M?~ zU#D~BPk;H2-2SFLL3G*8b;|WV7a6EXEUGVqHJa=Miz~`2*z~`jgM0XKz(m6Z|#3)Ju2J`Jp)Tg(IwaR9U>JkX=-WJjv{WI0NouG!Cckvl>nqZ zOn>e9&K2+#Y~)$J4v8Ai)_hOw@C}SkomRjdnS2LYArjxWYuC%`i?~q5nz*R|%qo=# zu$};W?yU$P^caMX&`gz#e z|94?|7YL?*d?S5bjmGBh=l9mt-*e?&zQ#s8cN(n1d&X^qdzHVVg0roJ`H5gNeN=pV zZSL#&w%M2OasUcFIh&9&a>t|%|N{UEvL3UO77!w52aQ%cP!C$}@@ z*2J~Vc5mqW=<=4&qDOY!&TiYacBj6h!(qxk-gna??I;<R0z|u0QF8YNV(x`UjOAAFRv>|`=w%^`@};&$6_#o9;WZU*K@9sb6nleb zEHkYSZ~^`m=Jf8^eZnVv!bgW|_M&U}w>eM4Jp|b~;b5sOy?2?T;Nmk9zL0>dFc$u^ zs0(KA^Y|55>MbxUdtq}9I9`|X2MPtRWi;+bG+CmxB~kY6x$(?YdrPJj@Aa{!-{ zEAk#?5@9;eUWiw)L}Gnm$dkOINeI`V1#yX?-c4Xpb!&Wb-Rj@HfG7&_DTbPkhZy^G z8G!QzIA5Y0W=#>06c%(m0;eNzlo;#-aOz_M!IV{=p3k5kFQ6aKF$aN99Cyd|A)V@w zl^l{BE^st~>GPnk>TIc_&voQ^q&BWtXUdb%Qmi}-Xkv7{MdKOG?7|=KX@tW*#Rmo&=v!QTFk19P<{dCn!Du)t)$#UPQLc#$QXKi2bM+^?ZTJlFf zz7?E{`Lgqxn<>wSClsjp`3hKzPtE1}p1`o-4Wpf_~GYeq2*a39;jnTIAHRwA*94{{p5+-_c0V#PBwaZiT8$-mx>U>VA-{= zfo>IAo*NA?b;-S4_ciiM?f1s_D+&Pe-o5f3i3-4QKNf#y=rykICQrr+lnWePd-R+) zyu_NqscszfQ1A+s^0hZPFzw~?8kL_E@B2Du+mH$AJpLQ{`<^Ww`PRrq^BjIp5nO`{?Nl=yYo0$d|#=yus#N;L&+n1gESl z7)F%%YUn)UNo}Uv{|3-q7>7T`?1CPQvNPgCj3``ryZ{gfyKm~v9!cOjOyz|hISxPG zfDwcXcXub0dw2N)9Le>gR9qK{`a;A(nlS{6lRsjycC9NIL*)oV-M_Hy@l1Y2333xG zS$mF$s3;aV^uSTM!xPyMslErk>X`knMyTW0xMytwJ%1%cF@vRpbiRQ8@B8%Ww_iZR zQ>q+z{x{&S|Bifp{43$B_f?Z8O*UtrR*&mm92YF6Z=Lgo* zy~IbXVeYjRT>m4od!uU4lwU+y?Q8ULtp(Hzy;6@37xCXMDC?~nrJ;N<0!mo!Phktw zkAnPk3*jxrc(leRm28yYR@gRmxB7ysZzr!r)cY>)i@wjuhVSfQ;WkO=cI4@|K+z9L zX*33PsptlTw{;=Qd2%%RWJ!o#f_sIN?#6yzamrTBGhR>vxmbr4W~T34 zeJwn;0=4RUgSq~Jp>!RzjJ8h*O0e#R)TP`hEo(|gMv>!_DwRyht>e3p0|2!)t7jr) z3x8WdX?8|)Wy;cYkBFS5Sa4ifzI$GrUQpqiw*UbyW*=4w5MUDf6^RNLl>qiRceEMF zhtuYT`Bc2Cm1N#irmJO?Sg2dCH?s4aJw6PRlYrcO}rvE4)H2$3@{i*n*1C zyO=X$Nf6t?IKxFEP+LVS@n6mGpFUV$cgBB7uv#hz;H2m`ecE;Q>sEiSoU7cDYu+6E zdO*WCI%2h;`qsSWT>X2|;4N(=-ES?P?S?+nxNKA;+3vZY`8q;-a3-gw0pU}ApY!tfrT@w}xdwPcZyr#UE1;ZzlN`y^iwZQjz zA=J0Vq@e{^8o~n2hG5myGPKH7My*`riqOVeVGmyE9ym7f`sD5E@N>$g*C_$CPy$q} zQ4LUr+GibyC(k=dNsFeK zzL;YmOflB0Jqczk7gsjVgoB8(Q(WD4&86`cP%2y2w8r$hw_HPwx42`S z-1PY94*l(1GL7|0D==kF3Uq+6Wp@rcZwdF+iX+5ie62W0vAeeA7wu3+Bl7Qi{a@47 zv<}(*KVNeZ4q$Nd_=TF~u8l(V>4F@x8Jy+OTOSL`<7m#JonuZA5&F`u%@tMFV1^SG zfA;RaIu;fHMn?BKX58q^z>o_AMyMF+_)zlz9SWLX9N~6-`K$T7El_pOULnxy zJ#r>QsTl&{JtjKkB|_c;oM<$;q%d+%zvuUI^~{th&pU^E?eqv)2ib*ux^3%l1dTb< znCWbCE$k}#-Lgvb<^(bNiTQvy&2oQ|Nw0d!26;l~ktNyq*TBQOq)ZwcsQ z!Z=Ea)R;MbKaMfBx;ii`T~F=>f^!n!08BWK1zxLR&)HRV-@k`rCRam) zAO%)}UWJ&15eNY11SH}Kpo$gG1;UhQF7+WLB?9Cu`f*787u@_^AYhi0o}iBjA?b7k z4hK*l6EN~w$m$NxSjD0_i zHU~h#yjERZ-8HEni|9L{eu<&Ji~vnB+Vtgs?s%A#TTgwA+fSbjUwaH+CPw=BeZ=8; z%6>-<|8O9LgJ<&9&wxUx);k7;fKI1}7=v}kXKqeyd0z{8bQ!JCC*MdRV=(UI9$%p1 zj^4E~;J!1KLG}raypZgtJ)_jJY-U#UfTX=zK<|rkt&Z5k>F9C-bl{VE?)ul@#~kDL zzkRjO_57^u1G+emA7JtS=9RK5gr)T_x=Rg0FuaEx&oPHCUgE*JR zu~aP8e(wcag_OA*A9Lm2Q~9nH*=xN3YL;H%8w?SEXfCJyvrmcSK$(xt^L7~HoRxWX zJjR5^61K%0b6rS2mcF0n6n9FvcVVvH&0UU96~%(!-uKhB{L4uS)gD*#y5s!c^enwE ziT#RyT2ZgdPcihoRtX^MQhR1-{95yAi}zrX8751;5Ii;Di^V9xt+-$QEY@;u{Vd_0 z`=(OuY*Lzg!adgW76SK%a@}sg)8C)eu)EO{fFolc#z+(sLFEu)qNh1VUlwmjLY&rK z114EdwsyS-0eg(e&X`CM`geriM}a&)P{wHjlTab~BW{VSnqx4QG-yi;J#X3~gsari z0C*VV_LI(wrsHvn3754o2Jp~Oa?I7w$n%nz0RoE5=ehr!@V{tvfnrS5`$@pnrz0?t zyY8$YvKz6zM&MHb01AUiL_t(k$`I{ZDD?|(A%gcFih;a|yM7Q0bE+fLFlJz^2=4hG zm5K$QUHleH1WgLG`zTb|ByKA#>!Q?>Zt4hpP|AqTKCkj+bD4a(%v0PNp>EEMha`1-LVm?(ce7l24Z zOilo6sb9nI6V*mom8TO0`u@9&=+t<37Y2<}8QsX}dfG8iQ!5Y*lJ+jY+fE;74l&}1H&fZ#C zss7qE+NbuULinw00GG***8~>))$OI#o+URT<;PUZ0%A(;Q*q5}g{& z@Lmpjqtf$y_GBRkHLs~PUNke`Z&d;;=CrV{FFda(go^wUZzQNM^4E{RtB%7qC4dNO z`yH+-2`A@B_ z5Tas`8Mq8nBD};%@i@S^NbU_y0a@>q4+O1fVC4Ru=v`%_{e(~Wgip8@YJ#4=_A%?u zQoH5!oTieYX1%X^DLI9YF0b-_Q%F$t8O5DHdT@#NtMpg1&cIQ@?PK!S#M7>$>X2< zDkV8z%SR=+H&46ROBIiXW>Vmmx5mucwXZ3jNMT6MIJ8j8`c7-kk=Fe^M&p)wx$fIl zd04ho$L}FApePow*P9!t~Apfi_I1 zTgwI04Ybd}&M)YV++ANY6mxTr?YZcj!W_)J3X@kxw4}3AB6%j<*PY&>`g8Kx^Fw(= zpSJePwSM1CU|YdB+T#rUHGu3HQfp5QmMqzNxR&Kt^B=TKRAUM;X@@oLn^ux()P zHdzx|y>hy#=)>aLDxf2<98t&sA3E?+l`*35n2y8cMgg}% zjR~I_k5%_-N8HT_!j>MO6oNg}lmmMRa<#sw)wOZ|S&B(FbenW6Ux7?8Z7P zV03*MxBQ{{#B&-P>9c-5+g&BCZe{Pw+I%|Oy zL3@>w;)?c#0GwYDh7`M-HJyDzi=u0K-vg%;=-byA=Y8xWewP7wJ%e9g!OyQTEW)2h z-flFq3#@2Vb3(g~s?&Rb5Ps#po&}pA#Qo7YR;gtAOXg4R+}dLAx;VztM!+h>W`)?A z)Fop{D6C6*V|y5oawqTdt%!$uO%zTG0@Is-U-Mp}S9l?5Izba1kvpg3d?K)6n3R8e zz+m&DbU*qiB&Q9r4^JjhUiU&c>AA|7gm%IdCoAs{jBc3vfClSsPk~MO7)FrtG%I5G z{rn8Ug$MYY3~oHe(Iq~tSWnEk^gd?Zt<#QxV&h@hkUN)LGEV$#6|oobH&eWF$C zeKZtGVz_(=JeU{VbYEZ&$J$)o*rpX?;s;a$ykn3>L2}k+e()IKDH!SlQ5$mF0J!Ub z^EtXZ>GPS#FvY76!US*7$^}H`q0k1t1A$CDQPQT8-Pzgq)jNYM<*>buH{%~|k?qt* z>WQZr$8MsP z>3iLtejs#zOl=4!Abe4;SLMx_{z-Vu!i*At{r!UZ2UwE>E$A&-vx~h@%6B+8r3V!_ zc_C=x12)A3w;+|#q^&hi67Ov?hmTk4c$nMYYD$3gH*eu?eiRtEt=60tQxj}+!LUC_ zKa?9vNNw(&>PKz3^88HK3wcfo`c%{d+eiKwWiLq91Xiuo2|V>-OChucf}0Pm@z1;# zD|V6dWOUj`cBAn!$1OE6pt!>QcRW`Y$`aHdw``mBP zySwx}2y!2}_GdSL_kLCmY!Enr6?1S0sL=^+jqomBGEd~s&pL*m@Cl#r30t7p8$Ti+ zbtBZ20CK-&-PYG$ZtiCKcuonh~X8HVZD zw+|7suOMY8mrUtG(DIRRbAij^;!J>KD`k~fv6x)iCHkI;*tS4&&7;F19V;2#M0tou zO7dke?)K5Gil!re0s|b1v(lS&B^S49w&P+Wc?bP-159yvOP1Xkg%KgT*8=6ybZ-S+ zJVI2CN}{xGI0RrA(_9$e$Nc_#flsB%Cw#)YgmSL~tYUq}Lat+>Z2`IhxBlD7dy8*Y z>?vzJqqKFt`o4GF_pl-9Zjlebgqu}JZlz|0M+k{4C*(+ zf)b#BneYKx;N9Y-pTF1g2J4JyCI^D@G%CDEh@w|S;QURr|9#;7^lo0CSK_fJ4j+^c Z`hSk=Fn^x|zTW@<002ovPDHLkV1n{563qYr