From 843dde88f56b1997e7e1ed4fb535ca2898eb8809 Mon Sep 17 00:00:00 2001 From: Yasha Sheynin Date: Wed, 16 Apr 2025 18:23:11 -0400 Subject: [PATCH] fixed issues with SAC scaling inputs --- .../__pycache__/main.cpython-312.pyc | Bin 23198 -> 23108 bytes .../20250416_170503/main_20250416_170503.log | 0 .../20250416_182038/main_20250416_182038.log | 0 gru_sac_predictor/main.py | 6 +- .../sac_agent/actor.weights.h5 | Bin 0 -> 50656 bytes .../run_20250416_170503/sac_agent/alpha.npy | Bin 0 -> 132 bytes .../sac_agent/critic_1.weights.h5 | Bin 0 -> 51944 bytes .../sac_agent/critic_2.weights.h5 | Bin 0 -> 51944 bytes .../sac_agent/target_critic_1.weights.h5 | Bin 0 -> 51944 bytes .../sac_agent/target_critic_2.weights.h5 | Bin 0 -> 51944 bytes ...test_performance_report_20250416_170503.md | 42 ++++++ .../backtest_results_20250416_170503.png | Bin 0 -> 349054 bytes .../config_20250416_170503.json | 66 +++++++++ .../sac_training_history_20250416_170503.png | Bin 0 -> 64278 bytes .../config_20250416_182038.json | 66 +++++++++ .../sac_agent_simplified.cpython-312.pyc | Bin 24443 -> 24443 bytes .../trading_system.cpython-312.pyc | Bin 99412 -> 102195 bytes gru_sac_predictor/src/trading_system.py | 133 ++++++++++++++---- 18 files changed, 279 insertions(+), 34 deletions(-) create mode 100644 gru_sac_predictor/logs/20250416_170503/main_20250416_170503.log create mode 100644 gru_sac_predictor/logs/20250416_182038/main_20250416_182038.log create mode 100644 gru_sac_predictor/models/run_20250416_170503/sac_agent/actor.weights.h5 create mode 100644 gru_sac_predictor/models/run_20250416_170503/sac_agent/alpha.npy create mode 100644 gru_sac_predictor/models/run_20250416_170503/sac_agent/critic_1.weights.h5 create mode 100644 gru_sac_predictor/models/run_20250416_170503/sac_agent/critic_2.weights.h5 create mode 100644 gru_sac_predictor/models/run_20250416_170503/sac_agent/target_critic_1.weights.h5 create mode 100644 gru_sac_predictor/models/run_20250416_170503/sac_agent/target_critic_2.weights.h5 create mode 100644 gru_sac_predictor/results/20250416_170503/backtest_performance_report_20250416_170503.md create mode 100644 gru_sac_predictor/results/20250416_170503/backtest_results_20250416_170503.png create mode 100644 gru_sac_predictor/results/20250416_170503/config_20250416_170503.json create mode 100644 gru_sac_predictor/results/20250416_170503/sac_training_history_20250416_170503.png create mode 100644 gru_sac_predictor/results/20250416_182038/config_20250416_182038.json diff --git a/gru_sac_predictor/__pycache__/main.cpython-312.pyc b/gru_sac_predictor/__pycache__/main.cpython-312.pyc index 04fa44fa4c25ae115318a54b41ca10b644449377..9d6bfd93cf409e1604248d369b049d107ddaf478 100644 GIT binary patch delta 4924 zcmb7Hc~D!&8GkDYfzSyOI*^1Ug8_lT0dp7|u%7T0V&fAq!nTaFHnt41Bc7AsJQX`l z8l3pdlF4C+)3mt?iR~zEn#&&2G)i*c$4FOG2BVp|1xv z^o8)Z7k@Wndt30c6+dAZxQ7dE+c6LFd&)U3mZRWyY?~ym;9p{s>P|)8Zg=Nu)BY>1 z{Z(zQzkJ^CZ7cdrZBHn&PXJB-ch6n@aP{`U67*nBjrtuQ$34uUK7%LmMb0fs(^DYM z32Mm{$3^y`bviQ`LbsKh(UIcZwnjn4#!hi?;e>KhA>laCaKe5zCIZ;RM(Vk^Lb!vC zMD9d~oaSs!RKP`3i_sr-P0D5wpwo`3rdGkkq_FKJLcRnls=nzi+2s))- zW^9{G`5sq^s>nff(reaR1t!cz;waB)u3tI{Bo^R?Ik*f<-klan6SsqyR=AfzxEysG z{O%RPeT*Zjm=)~pN^E14=IQ}-&fw0vnPGI+;5JOCnJD0d`%s?I=0DENWWN0zY=06! z<QG4ExgyQbqn7RT+ug^1Z@4zIa^t7|8eG?aB2 zJCKX3g_Fz^>N+mC_CdypjNzcnNHpodC^~HNfQLyMQME~%6TJjCko=)bCYwy*5t@s~ z=zD@x+^vEe9M~S4G*&I3wE4%0gc3`jaGpalZr;cw0T=Cuopg@VdH-vU&RKI*U1yHY z%pA_H%p9Wn(5Ud^v`0^p0F~Xs6KF8sl|%9?sv}RMbNM#UrUTkc7@`XHG-IudD)N~v zDtJB3{A)Es&FFpK9MFsQnr&c`rZj5S=D{t@D%^@GNy-+^_$oZl{DfQ46|=jln>9>4 zTg-;r_7vh)koRsM)4dxAXHb)+9^8laT8g!qUe=&#i&Zt0PdW+@oMRJ2UL;2 zZ-g6cnosz0tM;?!#pr@vm-6K` zvS87dc5B))NVnW3oC3tB(cMLVdScABJkvPY?phmp_akU0AL zGjj;LP%q}w%F?LDT@|(mNKN38YodCaL{($Wtf9>65lvG^S;ldUx5~VHn{K^QjN`6c zwBGFn$I#KaPRSSd@r*Cg8qpM+FFPdZR+N2$dUKNaj|L2u;s-MtqAsSuwW$^LF%|wU zfXcqQs0&xhUsPH4kX&xaB|zrY(CmYlFDj}S=0yEaqp&kAQX@nd9h)sq4xD2}dQ|Dv zrqcOHW+DM1qsQ-jRK~%3p!AF9;bQ)V7JH|s+WFXIc8Z@b<{$jt9N-l4cq_p;y5eyH zdRst$_h^yd>qA9etwPv|y1kXC-K$m67CGs)feSR%@1i#tjb8U!(05*)q@VXh#w#4J zHbM)E0>0EZa{2UV(5Fo=C34roi_VwcHi!<3Ci4yVqxXDeSx-`nxS`R7QZsVT$patI zSc7w{1tBIalrn1SCunev-~H2!Pont*IP~UqmTSrnZQ75xh1?Sho)Rsyw+`k3_=wKj zUR*dU7JP4XK0WK+_zZ4wc5f^oHd~$*3vlZ{CvSb>_snO}EEY`tjA;Pw1c(+~+pfOn zGZ97qgS+Z|A+sI6o634Yefl8EETX9wn5KLQ-8dh%Og?PaO3|hKZApdgjA+C0oR!Cu z&XTk!x6iEr=Q0a&Zh~sOB-e;m;W*?SN*5+LkB*mD>VM9>#z$`iRh3pEZ|VQhl)uQR zr<(F&sYhzqEw9MOZhR@9P{!@TAJRqA3Y!=$q#IAPPrW*s`j;W@5FL?ENQ*dg@h$f? zR?v8%Fu*ip3rIUSUl&}Ab8TCo<7HNRW*GNH<~kfj{&K(Z4WUS`jINXwYtx*m3nY8W zi_!s$UM<(6E9D-1q#FGWDSXg^ZmV#hF25CX2Qimsy$p#;?8=zDKJ3uO+g~ky7T~S0 z4o&-swa=I}?WAZWs|5!ozFV!#JGSXkwt@GX)q)bTmal!4bkbMqcC&6ze6gqlpg|=>Ql`e7ZOa)T9Kl zUbMdDJlLDaX%!WUSPvQxd<6y*CwU9Djh+scfWzp$U@5-Te;GWZet>8kLC>`P7CeN6 zrAKouIJ4xEK4eGQWvwH1R`tg@rm@nb5>tPoR2HU^YEF}fx!Huy;WXy4l}Qbub2&}H zSR|<>v`*sd32l&QBcV;4rf_^oGLO*toW?cdu1=Z>uy7jZjB8%9fB-9}v5t-0m9!CH zPmMSTDC9J@ab40$XcwpP&CFStbQ4e{P3|GIm(w`LtCK!L&!GxeiwRxAY3$?fj~W;xzR}Ig`B2n##5VYB4AMpEGD2i1zHGbpzXAeA8=kij5^G)HX| zF2&G2Q*_gp%P3sVMpsa{5!Vm?>H2LZg?z9If2*?i7RspC@NGWKXtncgF6DHaD~sUEIpOeN-|lEQ?C-m* z-q#m}eM7NN@zT1S72Q9$Z#ed6^v{hYMW@ILB>xk{{z}HO2ln>&?~e9gRt^mh#Xdky zoo7vtlhI4$^*(t`pnr8%qYcU*G6p*A%96;Z=vq)hH|p(V~=3`5BzX3GlrLQng{p7{R2B% zW3?FKKW^w!;$rt#KwWT9_p!-}Ug-$}9a4qFqPtX}A$dTY)1O0BK-%Zr#X8K0xy9EdD6T;owX5!G!azT)?GlXs3`UDd1c$Tdpx?z_%igW=;s(;6XcGiL&!QoL=s1o_ zFln-&y$}*D;1zQgHWDpwJ0{?!6Podi1Rg@7K24R6t8*_M{Y<0xT+gna^DB5R}faUbdLok-G?A8?G9a+`Y*Ae&FKj2whLCR^rm zYJG@CX0{HmNQxHp5Ikven@;Gs4HBsK*Ct2cDEF8C_6YcvXAss*tmIKrv|DnUGFQo& z)NUx(wYZH&H^rG8dABDAfK6D7~qUB>OaF!0<9TNK9#hom0@QXYL8iUXBJm|QRAWyPM^=NUY zi#p=^(k${w%I{N5Lqj!SmD!c_yoPI1&po(H@jPn&ZqHpec&_{o&s}NH=Cx_hvTpwY zauWWQ?>69dTX-GQQ#P45lHPLQ^MWFnDAZ?T&5(gNLtmj!%K`co)6LOGZclol zs}VjbG{8>_4T*7~18}*pFd=6hRM;JYT(^tXJngoYswaXIktXFl>EulYdB|N+`JkLf z2RZtUL0;tc>F;go{E{IaDF;)x!m!F~Q0BSh`>8^1t3d;p3_rx@9GvAu}D} z+jN3Lg~!ITl6CoVK8*@j;r@T`WB&bMDAL2HK6BzIM^C^x-wfz4(wovmk09w!?2LvS zzdn%$!$l6HBo0iJS~F+z)PS%27I?KZc`bl8zmch5ghIbB>HZm5?RTVC488f#6V-to6{xux4#&Dpk(gsX?EL2Za_-8H1R{&FfHJDHXSP2as=&v z{acBaxP?(J`V^NTD;u-zN3!+C-6PfiZkKK_TyW?A0iT$R1x(L@x{EoA-gO1>wdIYJsB=(Z_=@sZj=uR!9^NPhwaBg~X z_XAU@9tzz?wycaVbEfoU?1jS88F01q|IRgYSy3X-u9qhBY}3!u{`Ltszx$rh3^~bV z9!*(K!dxb)Y?7T57sj=T`XQI>ihd0H%N&lMr{=VP^l>Yx2K?oIqnl$k%don<_~G&# z$9S4j`cHwhoF#tz}nzMjYc+14MkRBp;ZyJCB)dNk-z z>~ggkp$B4rsp-hj4bm}72V;xsuVtW-SZPxqvW>E;hgdPf3N{JS;n=CU280GW^KWFK0NfSUXpDhE_&8ZwoDNTi&)b($TrNy+aDa=HM5oFV+#V(jH-Z zYYDx2kG7W5d)xWeGr9+vpHbMc@HgmDs9!XiW2gTI*zJ9w4BlC^V7Sh%`zSkatTe8n z(p5#uq*7cbh-O-w#pG;3w2Uo_i%iZDMB7+2u4l3#QEz0jDIw=FIZqG^j<>|kOwJcX z_mpQ=+`@oW5DTZ=GvhV}?1E??8@?y*V8EGdaWPOJh>qiicp;PBg6N-`))@CN;7xSy zV{(xox{l9^`S8kpQDh~6n*b-amzxk)gOf#xKb z&%gpfoIX_=jJHrQ91o&oghGflwo<6XXrTfZQRtcS&i;I{0+;aCr3zd|Asg&+1+Acn z&CM+eT1k;_s;D-;N`Y+@Dig6Rp2@bmC&tM zV3;d!P~b)im5w$ka5II>b3{Q~lBiojTPb3bcDsTwMFBR^+Z1?5vav@&+Y^S@cQ7>4 z_C;^(sikd(;hBa|aGLN|qbn4&X)cB9 ze3KPn$X#1s{Vo$Pv4U+2(qmNmCw&FUM&Xt0=3Tq--rj8sq*@B;PZ; 10x lower again +SAC_CRITIC_LR = 2.5e-5 # Halved from 5e-4 -> 10x lower again SAC_BATCH_SIZE = 64 SAC_BUFFER_MAX_SIZE = 20000 SAC_MIN_BUFFER_SIZE = 1000 SAC_UPDATE_INTERVAL = 1 SAC_TARGET_UPDATE_INTERVAL = 2 SAC_GRADIENT_CLIP = 1.0 -SAC_REWARD_SCALE = 2.0 # Decreased from 10.0 +SAC_REWARD_SCALE = 1.0 # Decreased from 10.0 -> 2.0 -> 1.0 SAC_USE_BATCH_NORM = True SAC_USE_RESIDUAL = True SAC_MODEL_DIR = 'models/simplified_sac' # Default dir within the agent class diff --git a/gru_sac_predictor/models/run_20250416_170503/sac_agent/actor.weights.h5 b/gru_sac_predictor/models/run_20250416_170503/sac_agent/actor.weights.h5 new file mode 100644 index 0000000000000000000000000000000000000000..e6752f34db5de38611e8d62592ba4990effbda69 GIT binary patch literal 50656 zcmeFZ2V51)vM;>IC@4`>Km?VbAVDOqsR9v@D2RxN2^HOnsF+b%iVBJuGh)IliWwDM zQzhoChzT?1go-)q8#i$F-M+iu`R=*jcfRxPariaWU0offx~9A5-!*GWkbhvUnx-{n zKQ3);nYv8>_h|LM?^RdX;Yv<*x;j6;Dxy+FGpp!&)yjy9?8l!>R02%EU!*EBwLjUfewF>&X;oGfUsYeF{mTB*e*cTj{u2Kmrh%XBw|XASteV%V zZ@1cBe>e7O=6{2>ZyVvSB2)d_te#nAx7F=bPt2C4m5o&Q%Tlc}T`d<>mG1jffBzd@ z`@gDa^}6-59&}~Czu$+7OhaZY)0PeFF`)MkMtv2P-*x_DHLcWPrDm)3`TK%frR*QP zzgj1M9-qIG%dQ%~Lh~Q3|ETXjpSNNgRp!T65?Pzp5n;dgscPB(Q~xBHKEnt08rE;n zz#d7J1*)f8ovQNv1||<5*8TU{_IFN|nMm5Gyb^j39Qs2c>Q!l@D%!KhuwH$;4;(aP zK#!z;qkH^l;`f~Da#dz3`@MX37nx>NxjKJcUXqf@s>@aPqenu*?_@#kg8u+DwUmEzOfnOT< zrGft&HSqUvcjpF`cUArV{D0#;{_68Tu7PUYa%)u;$yM~js>;Y;;Y^w9EA!*4H+y|GHLiu^sh)VHb>{AHJa*4w{Js@g8A&x5MqOIc|Z{#mVu>hqv#Tr;RT;~%7z zc)IrA&Y?V4R8~}7e|%Lst?K!(tZFC7?ay+_Rp~5`O1^KET;{w#%WbVn7cZ#fSD$+o zR^hnS?Uq%gW!9B)o>ldI2>x?@mLZjC->^y=UrA(rtMKFM`hI>c`&P+CDk~$^aw%2m zY^vl}KaX2~I%oJ9pZ;}TR;AEidD+kU`bW>pem`%j8k8SrHGj3A_<0`ud;17ayUOlYkN1Ci zGrySsV>R&eJX5`ou&i1~t8e`O?R~^w?VHn@R<;;l)$rf5--;HMg4O-5D)x)~n`q!? z`>oy|mf8MU0nSy)A7|u0uIhEu_xIF){ol{)WJ=ZZQeAIuRl4Y>e*D*4`k!5*dY$}P zU;pSjsqsTyRg2jVABZ1*DZh_N)xfC8Di=Hz)k?NgS+#rUSovro9bfPqoG2q^CUj(HJFV{zeAI}4Br1W42mXf5&Fizf)fpg z@~d$ZS#}^-(AAlV#R3a`hu4AT^IOAzw0obOUx2EG^rKKhSm@YpR6Q@W}PswFblV~I}IOZcw)Dw#@zCf2TnUZlLy`z z!_Lp|(dc7S(0G;!UQHi>$@)j(WY|J^;VUytR#`~d9`V#;K{lR@b;aqIreZVe&YTr# zPLB>|P*IKB@@~&{c4m#g$NHvBx2rR4OI2& z!&%Ph;<|>`c(q|EH5=B97wb;NlJo>VRBc0h*e-f5YC@?QwJ>hJ8#i;i zMW-4?a%q#Al<4Efx$_;^b(c9WIrfRd^hWcWGry7B>8bppq!UMX)MclJ&7i1ct+Jc9 zGj^9x!7r1{QC890Yx4pxn73df%|2s;X>E>*r*3+)zBK0AyPILnFTuRkCISy^PvqWP zZbR(H^CafPvD>+hplOv(@h7%GyxKv*_xuU@>g9gyJS|(uejy6aKP)3*>uuOgXCbY{ z2XR<&d)$+|h-AB73QZOw=KCk&Y_)VQ_8ZHWzRg3sOHFx-qY;X}k3m@8hKDamudQi=2^+i8OrttV=g6_jq}gw1ZI}`64-diYS5Cam^gS$k zqs2x0TmWy*MCY(aLLb{iEREBlvhwM$y5SToUoZym#Sg{a7NSsKX^OvnG-H>|!93|( zD=a}DHc6O-ZAYXF&K*XGvDa#$cDMHcKAybi-W;}AdK@k_*h#TZ{9!ZC!MEYlc|^iZ zxUQDLeO7Fud}RWLwVQ%*8Kzj8;0VKdrDE3T0@3;51mSv-KGxnp2j6`9LZy~{!PjUW z9I={!$zk_}?{||i^>lOgy)+LSQ&Bu=qh_Y%&fNxH@{Fv|#J})1|SzT6%jcfwZ ze)}cRXraPoTB9jzWsW$^JwouixrvT02tlo{dU&cdmJ(KcgxqLbeiS&F;zwmbQPMa0 z;^z^(d0kV?Z*I+p#zt{YP*>Ks9M9S7uhNP(_4!Sw*;ur~4Rgn-GW3te)B6+I^mr;K zG?U$kEc|pX6xEhZ#x&C>$_N^z>>Z$xSI@h8n-%hVJrqjA zwSVw_7A+^>#tC5J(&8pJS)vV=*N%zg;9UhSuOwngw}Jatbc~V zIG=fGX+Dc&<9zx{!DM`zPgj+3K0_tmXen%z!Ye5V>1jUE65mS7kCmvI>Nua)Qm~cc zTPCFW9G)og)yMgClG3{+{thV~qB+jzi4@-@mA8<>eyRSwO~?5-nvCGl=z-fh?CN2InL*@#B-P8qa?aj3Wp@w0a81GQWzrfgs$U!hQTZ!uQxZmW=wexy)3xhRyu4HU`^rV9CKNsl@< zsdA0i3T5NpQkCX`3gxiFsmk95q{?6J8zT?bRwySNRwyeZn{peVQ1*P$Q{F3LxV(-u z{*&5EV|`+@@%H2|5pLJ5mHKG;D{^_a8n{yOOmyuF`929cfmI`@`846{eSA*p3LKO0#u?nR_ zH--FSv_kH7AXV8=Wvp_5qeA{gp-@))Ls!4=msP!Q{gn+>zgKy-{40rnPyYYDudICY zP?7wee_X!5|Nn#jH};WERaI5(V5?HH%<9O$1pO;K>Svt)@4e3-^RB#|YWw_`xVc}Q z_@`;$=lA*Q`Dbg@IZ<^-{#kgGzEIg>d{x7L&wkUOQqZzW{ulZ8(!kI5TZuNvWXV+qbuYVMe z`u%&Ks>STbH$eZyeM7bBRGUE6kp64!8!GKqy&AHUC0EV2e`SBw>%lSnD~U>eDU_b63i)QK%`g7}5BpKZC_$mLmGXASDU=7L{7J(q`;{Z%9o2QJN_a?h z{6EqyLlp8+?<)J!U&2|c^Ug^1{fKW)smyyX;U+)QZW8vh{p(ntSP2vAC}Ba0?_+&D zB;4qpM6IN}2NHhuS;D1ar1%dRXga{8JKbC(&Ff4AC9uvq6#@FNKq8<9v=tbpY-e*KBKwX8-#=n z=2&1Jj!%tGLJ3Xg7JcU8_(yXn@0=YwO`A?9X5>-QzFN3%unj-++(Qs%N&yz%;Ktw% z*lzz>FuT4`_&RJgy>^<$-&^{yoplLJc3TfQ%2r}%Njme=W?VF{HutaRL9Z@u5bE{X zKsoy-VqigATqHzrSof*iWCg(spA2l-$B;+aPr!3|m&v->OE{-m23=CL`CVx;n|(b1 z0~(q0YSq~gGhq@I4VuY|)3t?ruToiW!a`g$@es&^&k1kV`10h>ZCTH!J6`>~fX(;K z$LHb6Xr&)6h=aB1&g?!g>t!?kC+>$@RXtz-()*#m!YhCF5B__2PfA4P-B!Kg{d-O= z|HgOyGu~7Eei~opUtX=6e->U@6j|9~d{x7L&wicfR0>x2yQp@qnOU!^ok^uc&} zZ(;J)2uiLML@Guda7d@7d~8)N`IeW+TX=M&>jNC%&~RONp}SOAQZbIab_Vl1i&f+l ztc4FQP6uC~Mna3$ZN)jacR^aoMnUhb4QG$qEM&Hhr6yh;+-s6MU$S=PW4all)1I49 z`$;xsr3VW3^5(cBsVy(dyackW2J8}96IHvr;M6Y1pmf+V*sx54_3}dTl8KD_-p`^e z`!_+@{!=v;=5lXZB@>_}XzC2byrEVO!p$ ze}ndoXwG|c-qM88g7|1vn=9ghqP4N**LzeXyGG$} zzESSkG-}`MqiCGd6@vZlQHz63xwl*w7w*3;^meX?4cnWc*;F&!-7Xm-GltNaqI76A zrU`ue_EKnE&mL>k*a*%ip9#6m0^z3BW6*T6kovI-Qo84mrRN%PN9PC(du%|RRK8JK z$+W%SF8jd3Z$5ZQ)sKB0*HMPLF{V%Sq$Y(aaLj}0c+hpw{QOK=oIb~Ehwo8ZuG<+k z2I&eb+hs#b8wW7?)B&Q~II?fW0eQ^v*${2n8&pk~gWAEy_~xiJkDTs~4#W4;Q)3fW zI}nD+Q9J2qRsdhfvk{m0#q#WfVfan*<66_t7gujIp{7d%(W-U`K3Xb@%~xr%?g%5e z-N6C(o($o@`!neAg06gKz-e$8Qx66joq%V@JF~WT3p{+^k011HzxT3C19G2J&PU#7(WXW%_QHcwgy2d~Zw{O@7j|ey@U1o)+-2W; z`ReetWT~n~bSValvq8AH^B&xu9f()Ph2i(~^W=`3U~H{UO4{^=#to>4ZKi#tR>8#pyZ=Zffyk=z+eBx9{oZ5Du+EVwwCd4rTD3~XR&ghQP#+ISn;6@@RkpGwbsFUBkn23j@Sa8hD*f?)i-de znH9(y8&aQbo2Y9W6`Z+yAGklb17^Wpu%tK_tYba7uCEmuUfxSu;YwKd?K zw#j#!wZ}FNj$Cy5f;?&6PD&oFF3$Y)4lIpFimPM&`G$cmN6ZZ4l=jVe*wXr7FswZb z=AS6l*$VXw9|;=|Mf1~jgZ7--mL^}+r5n|Isl)Ym$FbKkI~1GcQ9p$Vht(F?O1lwG z&T4>BJ^XRT5(6}~dLb;u)_icU6~s~nEbY*MU+Ff0+%?n0Ohau>?>CBU#xJDh-7bJ} zkPKt$T&6Q7UnuL9KHu9Kis_+Ye9-O*?RxPY(mF2_mT%F)pl5+xRCYwUc&`R#?QMte zTeQL0k6Q$bg7xxKsU9$FT@x6)*$T`2XOVh}1v-bi^8r^4J{4vJ{@rajcZ3GNYH$nI z_FO?TO%K9|4)ZBK$&u2UtlL}nb1;`Js>iYoU%iI*h{QK4H^hv1JA86uE?un`i#uA% zd7g(mE_PW@VFw(*eMvAKdRj`slAo#UPH*LhX_M&U(YBac-T?Z56n{^}fe6EgLor1*Vs}ACp zTCKQ+=Y0q^48f$Y`qbRXhJ82np{=bS3khkiT(`FecJDKh!h2Zr(Sz+dt;B@p*Q&=~ z+r6Yzg)a29e@Yho%U zZ~88ptjUDF-n#^S?n|i^b7{S$H@)t*opQAtSl0L`I7~|f*UPKmb^kZubEX9kX|N8~ z-Uw%R!IbA3G#1wlF^1d}b5uF;1nzx{q;rF`@krln>e{C>z7y|(tVW!-P;3kjb{vBX zZ{>7-jul7E>_!h-cfyL*p1k=^8DusUg%{!B*y++U;giE|u(z@XZ(V{i%RAup^b18S z^2Wq~xp2aHHmqD>gH7+o;lvqgJos@3EZg^i-tJeyDO4L{zkd(2X|y!*3bkLd5LS+vs$4g)F}mmnv%PvGo;uZ>Ke%}Dj)75ZyFVXx)at<_9~eUX z-U|7s;xp89xHZ?E7J$v{)bNq%X+fr+=9T{S0D*S|dhCe9X0~2@C%FzCe;kdb(|p<2 zB}0(kH{?gAju_O)gOZ>7WA^1t;ZrwHJSk1%byr-X1M=3~?Q#a_n|iai(PKEL_(r7* zGR0&wHF25ry~2ApPfoe!KrK$cgb}QYmaz+j&E^7sJ`%u!Fn@ch|glUusx7v<_qPeOQr}PbDVK%Q4FqK)R8yt ztjQ&ZNeY;(LSyd8WmooqysWFG%c5IA-t|~0@ zv*BdRZM1IpW!md=4URZ&C+DLHv|Ly!=1pvXbrb6|hw6gkEqgB6TMWx;@1#BrGGLrq zIcWwI#qE!mt)opOa;7}ZTtpTsw*$@{R zdZL9HK|>b{TrlD&Bu;3`WgSDKL`=fV=rhBz1JG3=Tb?XD_1A0TJnY zTQB7jojbysZS7#)lWW3}i$!pCP%iDQn+7{twM4#d#188mS=KFWFLh~&d(W(f*sB_3 ze6Y7T(b5{-*A&9n!J3@wVkF9bE0#ZOohJ@G;?HuweU#kXn

Vg^tk7!;j9Kh#>=sy0LaPXxA`=>e4;N$At z(lnM^hBx7U1{*2;n1X7&Y0J%0KLeSo*f>+eUWf@*W@glED~tM2G<*$_^j0-mQG3JpS>alBhw?6N)(0%we;q_N(da=rtF z23c|Q8_rmsJ(ZL-9#cyl3%v7kE)-04fbsPwQ^yA>q~rMlK7UvPU9KIV@YAt;d!`+> z-_#k+$qPom$%KbDI-~v9??SM=H8#BA%9&9|MO({BVxF2U@3M;G@y;zES20;RWc_K_ zTYocbY*9kj1}2JgidAvH#sHd8QwIy)MZp>O<#4K{Kd)RH$@yJFxt&%!bWYBsmW3_h zm8<}+=bKTudI+n>8qlZBomf?AEBK6Ui%m+}LHKTc&RMXUx@Ha%#@X0$=Z%x-=E*Zq ztClI|=x&0JHVt`FaT^}`#TW}`KBJX2I`aG>X83GPEPf1k#j95}xMh?l+m8(6*5%T- zNiA1+w@q0iy`y!8-sSQ3Dd4VS;M`NyP5iNLmA0F=5C#au0 zLS`?_XtJpWMyOoraGt0nDiCi=2#y;wf|ycUkS;fq1(wcvJZ2QDe}riy39lzXBU zuRp&}@N2)3?4A6vKC0jj>$VtH+8yfl?1%~L0zus%5YA@>7tdd`#H(H_x3I%RV;SXhNbUzw)Sw)(%JDs7ihG z&~?CJYt&i4pDO3MH$v|@`7k^;47J;Cr3dAHY}CkvMSX2@bJt^MF6hqQz|;Z@3hDNWF&sT^AmuffeNoAHG!wp4mU zn|+P6_}DEEt`PNjnRyxbjVXcsHJtG6k&kq=Q#0KB_zL8;)W*%LJMuJx2wvPfn2kM~ zQ>mRQ?&xTYk(TGhMGuMMdki3}gh+0&<{9X`UIFzzgYo^xGFmqx40Fd=3Way}fMw2h zVf^h1uxx);Y&2F02|14-T{aHX9i{IICygV&d;vG?o(4&c6>vbcF85d?=PjODd%r&q z5(8!jbHCm){&eO$_}Pn)@K%@d`#F;Js}?+Y%@(*JYr}!>I)F zm1F8Wb>en%k2(Rnzjx*wy$p(Zu0!kJ+n||^ledMKUHV)wF9hojYR9MQ8S>T{ z7F?%R7B$&t06Cd!Ag^g3aa|(`iwG`&(SGYmd%{ZLRqID^OFJ5i_Kl?7#c`-Rrl$1n zv{N3s*`1FkYhm~fKTh+QBDmT0q7uD+P-YN=^$bo30nc4Hvh1W#e58f2Z1@mZJW7Q2 z7xd70m^5dYAsSDdM!O0evH$02JeAc0uAFFzjlN!?c*iDU@uMiQcy@*`Px=n8fn5#U zQ(Fty?_Vc|l{e;LGe(iHr7?`M5is}VY;jqFCHd+)(sVY&DWhU|L(u}Ti6`i5uuTZ8 zYtHp1>=xdB?VvpJ$(C1M3uke14KSX=l(|KPhn#;7UmnLo_Xdry_+uYYG}%W33kJe? z-7YvhQwQa9VsXpfZlrlT7e22(O$NhlaCV|GcG#$b4{PRAvhF;Z=UD+-QH`--67rX2 zQ>nF1d(0jZ&0_r;v?I<4l@8VzF4xB7Cmv9Hjy5-Oab&%H1<-QUG_utmO)v@Gwm{q^8CWnn5rnB@!)q?E_znzH&Ri zsT7vl0G=(pPa||I;JN>F=rqv>MXxP1>_|&os_QJws#AkobV?W2oqa?ZXod0CZv2Ohhol4XfD%>C+%t)^LH7c)Jg_hsUw*8;C!Ge^8Q!3ewUW^f-p z3GR$5qLo^;p!C&r;o9z+d?33V9=ctldIz6?-*hDn408eBeU12thdSFfYl3U%o`bT3 zGsLTHav|z~A)eTn3wC~&NVD4>D2m7te|tX_X4Q@0QT|pOSVKvwrO|?Cf%LvK|13B? ziGqEvyHnoxW_c)8QSpg(lhz<4+ji%!t`^!`rs`jB(($~ z!#}|2lsy7*G6s-Cw5IEr!TGW#Lfe7 zLkz&^{%elPx0?xSfgbv; z*$7{9bZP0`VDv5PL(lIWgR#Smcy&WH?rXeSY%|E0PJ3zdDpgHPGVg-Rdl}K~uF>#m)TUxZou9G~_^YtCb?`ccAuS%%+ zWi%DNmn#=-i^Z+oFN(?XH&FCjZ*fogZZX5uj1QiFK|}7UVRJ7HezNim(8p*T*wmjV zdDi4>A4M`Q%2uu%wN^fUNIgF0N)S3udPX`ogC%i2;rLEZyt?zWR| zMLZ*SU4_!z*NImY=2N@f&B!Fv7w3zu!K+OxynL}SKl87JyEe7K)rX{gSCl@ugxgX} z`5`EGmyB)E3`fvySHp~(W zFI*Hv32SMfsf*4U9mI+iJA|Scn!@VXnY3krK2NGQ9;Pp9$Lq>HF#DwoKDTR)lUzo_ z%20K7JKF*yqt{Scou}eJ=`6?!ze9&sMfByoISxN7;pjm!zGXB`2s=K79BNuajQMJ4 zm}`bZ>^)dFcmlcg@W8L8$kFBlgxq7Tuwr*PX@!2JwGy5>b;vZx@N(oj$2#EKLu;Xv zmLBTema%JMeMFO8aNSbE%GHk3kwufhx%j*A$mbF4lJ+oj#!aR8gB`JL+ZMb&4QYD# z1Il>s%5OJ?qV}=Dv^`Lh2DsjaCX>=(WQwkk+<3b1Iqj~H)Yt*G7+T{I-+Ju%xjsit ztIunO-3H5arLbjnF|3RA;*@WVu*M(_t{Z;{uJ<@Erk`>k4J&s%qSKMbz3$8g){7`p zx0r;8&v0{R6fSUS#Y@NfU_y*7^o zc=&K9x;Lpg42vs(ZlB+f^NMo8VYx0_%)3Wx@?O)5%k_oni-N&#mI1b#Y{M&R4x)EW zW7sd>4V`9KadAeJ7(TWo{^o9oq3Rl}7Tp3{y4(`-zBqBg^GKd=@|xz|zDu%}_Irx< zTCmQi1Ee}^9#l-YCpew9$6N7jSZ`2UOj#I+C-%IB(4~OxT1II1=CpA3h8n8(x8sBh z`sCldP#9!qhX?wthxIv6MGaFo-m$KPYOl_P=0V4)M@J1lX;uc7>vjukV`{RqhBNLR zIuo=9%q9KYTv1QEAsg zO0a~TNAX9aXz*Ux9|AugCu?T|T$Qkm$>-$oxef&G-$?E zdan4ejs`}j3;~^W$7yEPPSCY7q|JMr`Fi8Cq_@W!XNLOo*M(6$X1g}4zg|JNFC%{Q z?*%(OqIvBqPy8C)h8Fv_Wk*vj2yESgRhOuq(z;qF6gSi*#3Rqn^E6qPO-D*ljB3sGtU1f07k0n)^l{y`Xa z&WVC!o>Am#Tj7pkG4vKqIQ_1`@Av1C`}Vo;JSB?fH{C0a+_{Mcm*0oX_PYi8q=J?s znHr!I9}O;osm-@iP;fUA{cO?YQxulId`FG$oT2NVn!xPJ)OXx_F*2kH zxnC-RJ_GubN|+c5gUVSS%bcTS4Re&x7yK-r~18 z&U_*$M85jG26pe)7s}^fhOz^Na=+s1kT&wf-gYB2@!QdB&^k~DU-pf{f_pA#h|3_| zIFyHNXuytH4f)+hZ~pc+TUhhvD;3`i6-zoUg5*cn#doJ%aaO-Yu&FE%?Pl+U-aZE? z@^WioOS6%5euFNK$e9PXUN&Z@mL0I@YM%1)5KZ1Do%QzI9Kc;(8u1Me4ZgV{2cF+L z1W~j0Q_5foU)tr*MK?l)`D=I69sUd#PF;n0S{Cp*$CvddgZOq=dz^G^8r0CKi|wD< zL*kH05GFlOw{{(-9Sb8cZOLtA_E#5b?9~!`-E4v#18bp$(gxN22U7i@mtYan1~STx z@z#nc?)zQB3~vVU#_@)Dteq-cIx+{E7EOS{3wg9J+7^3#Ge!Sp9aynG3I|WqK~A>3t2Lk7+1g44oq^%ZNlDzZKvaXGmX~c7|6sFH-hIT}GSf)UWgjyfv@E z2R%BmZ^23NYMBnttJMqYtUMy0dbJJW)jSH7&fLFwXTcUzEo`wM2y*p{5Y3dM>c@OtSC5X)sP+S)`7#4a%y+o z5<7TKrSe6?V0=gnRh*3xH?Qu*xAt`B1VIZmLfUZF;q_v#$?kmb7#e+_(RKLQ*FfpqAlg2KDEZWWAwLqx5kG=`Ltj+0Rp<1ex8SnL0>7E(g2lPooOhu!zKph) z)`{gXN~;&iG_91=Ce_AA?VQ=@RyQ1ZdH{U1F9VBq(Y)Bog9~Plg+84xLCuASz$jIZ z12mUH`5H4&Z*32j>K%k@8CG~IT$i=aT%Zq+35?Rrup)meElx8)TbVtE^wpGa>)ae4 zx}T$pevhgB=NcG$;j_3Z!w3^svBD~{hVOcop78pvu$0Xy} zl5omSnLy1=mV;-gC)FMm&VyRq2c3c6X^ga&YZy`?ZZEk9Au2CnfVDI3TT=)1r|qL# zH)X7EJ&63g)lvW5RtmfrN59o>fXPEvfo<|3n4Z@K8r8|AG;dd~ujj*IDoaVf-z+-p zuYxfPhwN$TMl^DvGpif5gImu&LYFok@MK^G7^i+ANB?Q?V6Ybd7TdYuizsds!aL)tKY?5~Hi@%4q= zT`^+bVI$Gq`8v$)wkbzDVH4!PjxivFbeI1?Iey$YqhoAT!~b-*p+ILs-IT@4;@Rz|aShSR;fvFz!; zSriXBV9@tP^R32eKDK)a_SLZ?+b?_l$*M=PmgN+=a27r&61NX<~-p zg0q)(LG1|wr})kgTX=khCaa`(usjuLIlPmW9;1TI88}j1{(rSlbS&nT;0(ezM5FdyOjEYrB?urs;R>tI+xMsxhH7g zd@BrvZcAnS^2}Z8o^KDMYA*q;BxCfd^ODYF-Ga{@&3Npfvtak-g{XUD5RG#= zNe5HhF?7yJn9p+Tpl*S=_P{r#AFArOeo0bB+)U^sb` zcD=8SWd}P`kE2V4DdRPnwJN~TFNSp!16Wtfk4_}cf?OMWq1`hT^l-UB!;`$I-iS@Y zsl;f$x1=|`-rEU<-Al~x`X1UZL3~{^j;{~RAsrom9B1r`wga>< zx#uZi>ho7(er_sUo3#;7mRRdXB8gN={6)5cI4m!Z64E2j&m+Qf#MN5Se`nZdR|xK#@Tz| z(C1DNw4zWbt~F0IS+$(>`e@;f3);A*rVE}rZv;Lg9tkFGC4YmAo8sr5UhF$)zR;{w zNAl`>nsjOrbiP*uFNT@m>L%tOgLgtk$MwoV@m_2;#1+E!k0ReX-R1HdFR9tld`Q-K zBfisLN@`9%s2X(_X3w?7PcbLN;KMUu<9jWrIsG`LJ@OMR9|iLh(*xwTRSmZ#hoHrn zQ*iZs9;Gc$f#n&U@qWg8D$dIn_a9cn-s#Vj1IuH0c*i_A|E@V|+|a#F-0JP}Yf?b;0^P`kwlxN$DJALus_#t+5HDW%T z>+6Yo*4c}eijkr$D_F?7afYyHG7K^>!?9)A5RhzwdGjs!$%1e$mGqAHS- z2~YDnugpzs#gP@pGpj&O(xXcw+#>CL~@(y@I;~aG#(j23rtjM89OIjb&8Xt6D zL9Ul1|C%Bh`t4p0`5Udd-$SOOPA#~Tek}IuzKvFToD%Yz_JV=4&r5!ResF2&4Vrhg z9d7cr$8r4+3o9qDrekU!X+c+CPU<%t)O+|sM9@>}e%u&iww;9`nLw*YH(^_Di#NRD zq_fl*j!F%~$OuR8x6|r^mP;_dbTGhO`?dof$-GJX>|-$hO$W>jJ0Zvv zF7nWr_g;<9yVHh|wZx31htxUU89!*4lgZ#Tiu2Bc{8=6}{la8YJJS|F7kWxQA@2CC zxCNGcSqH&B7vSPZd%C=MHFP=iT|8gU7H_IehbLtlq2f&-c0Kk`l-oJ-MHPR%vO$K} z;~O;Ddx7R2ZiYL`_EWppsp5^MK5S{_AReo?LO2yWon%Ii%6(QbU^F9{)C1b{QNQ!j zo>wVXg_TgE?oG~);liuf`L01iPJ}<2ShopHnK1YMDwhG2RkB>vt@(x01 z-S)i9Cy--J!tq{{H+1RidfMy1AEtL}iv=1zVOfh3C`{~6z7Hio*lE8(UsDe*|I(DB z(+|R8Cvz0H)(7>@_VD&gV@z_0Cl|Nv@bEw=*X(4o&Qc6J0)7i%us=1+t7TJZ%BZ^^IB z4t>{;mix!ogKo!r!5CK`etf5~bbhAFjU>G6Rd61azbvA)%?Tc)Zh_Ig&%v4Wvv7M( zH(`;tA=@6yrgCcq?Qd`dj?5{hgLPYz^B@7=+*5_MXXe82h638Rx&`oTGG#g?P|=~< zcvw9JzWHo`aWmG4woSiK$)TpKnth*ouKom3^Gab|y`yCKpb?i+XWsaYDI-q>&CfN3 zaBmA9yeJY2z@0Ka+ECX(3m&WOLg(dnIQafGD7YU7mYHvrp1s}qLa(-LF8AVP8G9(d zRGYh-`QRDzOz@hs3`VJH&asDs$!&OBktAC7CWUhXW7=1aIKdiYlJv(S~pF(=h5-P0^4iCql1kp5mhn& zgcBTg?Zj*HU2s=G4pbB-ig$L8hrrSKbZcuzoPWA6?U8;5(|oN5Pk*|B65D-*6*XGo z$3S(aJ$10K)^v*AY{#Q??ua>?Td~EaZuqIY0}Q+Hgt`?J!Jsq#s6Acsr+QZ(@70Ni zG&h-YRLWFwyipWR7|;$jfSgaQG~+|IE;wF!83xn{1@CKj;GAv;>}i?>ZRWVaZubT_ zN4cFE$7_JAbu_GBL_L2X3qaKHjJc7TXk)d-fc1PWvW0H7+7^H90DS z?(co#Jsk!}=LBWn#*pwryD5&W9qvdUy_|Uehfwrvwn^Nnp^gb?0Yjtp(du;>RkV5}biW;l*jjbmZ+0&<_X}69!qqy&(dY zEOOui19!TiS_@x2??6#?mx0Qu5WG4dfS!+x#9GCE!k&~47lbPOas?D!SXRi?nk zS*jdze?H7_g#g4c%jz%Ir0c)?Pj_?op@Giy9dv@_vm-)F){zjLsDyW~OKu&XfD?DjY7BFyzoYvZyf$`frNCvdOCi|CcfxS5yPFI~wsq z|Lrt=TSstII}a60(XAGRVkKSu~cA_(u4sFeY z>qp>)n_=Ru!HZ$}R)6mBwTZB+d_8SfONY#6b@}Rn_2M_h9qJlo!8aV*;6eKVP$v1m z+bkF-7Nnn|#BGnsd#WkcmG(nDx;Dq_p`#(=xCic&&IhhP49AhB`Sd(fNxSdO6Q*vR zPuZ?IG{vk93~$_!$7wq9LTyW)Rj3Jloj!<7rgenW&xgtH;7xGi{zA)hru_8cMZsvi z9geOynU<7!^17x$eAC00M>NcY&qt3@%b{W5zM}|wUmZZNW;eygrTWlhQ6}BV0ahdl z|Es-gkEGS`uYq%^T96|v@2GPVSsrVm81;75*??G znc(m3Pp!@e!@g}uM-A=^{`Il^kz*pWx^2)l~vpy?(X++Axln^>kM`0nlLVV^#j>Rtxc35{{}s5I!GVNIu} zd7)dR1?!YK7Ygs0(y~Ryc>Lu_7PrzAi>|t1Xx4Q8M1e5>-SY-0)m5Q9Xd=89sZbPQ zL@5vLFmhHZ_&ZF4r;dG@<~e25Q8pIVA$jARU<;a{+!E(R)!s4aC8dvY6`lj%?zLxor5Mi{NFVLAK2wNm?Y{WidC>@GXtbd_%e#_gvO5Mg)nH?VG1CvC?R;{@9#AXV3Z0hgQJz{|Z2glF zy$UqK9I+?P+)QkR=Uadgnm8jWov(bX1R4cl5RD42^u^PVe!v@hozQUpi~mgf~F<1rmsiPMa>v)xJ?I24(^QZQ#m>v zcmi&0*2BSFI#XKNZPq->CDQm+MkY z3kSZBy*|ZUJ;ycQU`EY^`LC=;J3)NUo=RQYF?~;SOyAs*bbDQ3>kXA~!qd8F*U^}B z^01+;_4-o}(N4&^a1-uL8Hp}^;yA6Vw^+oiXb$w1X|HEF?3goysgGXImKbQ!oCg+| zRrH#TH?L1)Q&echhLbQeV?G=f#(P0C3|RYsec;<$nN~SZVtLMsCC|5NQH)1>R65*A zSm%Eibk@#dhZc>bi1-|CRg4jfFKbD!#~4G##(or9B%%tx=HxO&*x%rs&d*5l#DI>K zyhqdLtTgHtHzrvZB^mDc^GqF@IN1jF-W(1OT(?4-M%iro?QltL?>j71Jhd!RabDf2?4pR@s^D1ZCQ@2P9?!1Q* z>|A1lNlFRqyvIsbFi96%h%?~a_#SBKz68{Rys$xm7xlYmNUK&0V~bK3n$XGsTLnci zSHYK@yzmwmc&!T#Gwp}Nrsgv@(^h1R*|76e9%#QXrpS6taqT8A>h7g_%7E^_6qE{q^v+Z7f*UI$B7tdlG{jF@BE5RW!$!q$nlu*;WMu^Xx3?8cD3!hXNk z5H|h-%RatKSVK%KdTcBNg?Zrqp@Yz3!f;gYqE6eCHNbFEd)(0TH2hf1z@zOhX4%Ca zqsMckH#iCE`MS`cW9`vleJG?ic*I6bO686v_QnI+&KSO9AP=WwB&OyXf^V(?JLP{I zhW=)Q^9mj5)U)%jjTd%M5AZb3S6cD$FP0qE2{ z!d;xbmcOrl7tXiwp!;f@VB{r1N7FJms5HUMo7&X=`vRxW|N9s_9MsT7!gY#ZEcVn-R0hQxUnvEZb7Xa?$d zsdGMaJ}?kH+szYvLw8uYb{1=8_&tn1GLdz4LbNqXVdB`vR8(6RlU}qy$I)4Q__RiB z;-FlX`c75wofNSvfo2qY&j|I$&j+8*ZFzT-O0Y1u!u%rOGgQ=|mADnuZCRNt7wP`~^9*;j{QTXSRdbUFynjD*d#rTsCz*LF57`4G!_`B4#e5hpuNw7%EZ=~Sio3sVQoOcW)a<*Dd2M01lJE;$}al= z&8g>%BkYU#*pzd;tIHZ@7E;E&_&o*kP3zIH#8Zv3PRu!}bN1$~@rmIq1~Y{nefL_jn5lR9LCg)W7i&^4 zdjo8ep9{NgZf9rgY_M%$OH2xLpo@v-EUvCFF83AQ$J{9Xb=FGORhR?elLjz914CS# zG950=C&9+nriu$~$gQv^1iQKlZDTmg+^va^rYr=fh5OhKqdI}*A^|4u=7J+I3 zcX?wZ8?|~MrT^HH^3CkoiUV6AG;%k4=l6!$=GK!GJ12ozvMq+zxy9c;UYE?Tl=6)) zH=#aL$huUsGmAK5Obu7N;NB@F^h44c-n_Rq?3rbTJN#~D)?U#VD|FOo{KEs#i5{@! zhWZS87+}Y3PvLrbBHP)ZHO^@e4jH|i_@@rp%SQG6*$II{Y!L_~6r@<+J0269h zo1=YCjzf8AISedoLtD4cfD?@k01fg+!ey#0A1`+l+< zjxWVW<+5H{qK~ZLkLhpr25ClpS^k>f+d@E5f2C|gB2ijgRU8!gs6ID;zT;YHdGbyp zKqkj1)T3&xY9x8TrHI$3@=-N?52>s(Qxi_V;JCp~_B7=xAQQi?af2d%ewwVkl~uM{ zAnyvryXA*9Z=8x! zsl$H<9{<{2@!2e`edtfp@MGgW+azhe8hb_d)W5Mnal9w*pAuyHBZuR2+bi<>j+-11 z95ia8?~E~lAENxnOrADIIP>!j8vVnl$x{L+`A!@+(>G|`l*#{}KFai8r3U!)AytOaHn zn&Y>EfMWY0?}v@HS4H4+_rppel`4MkMl!#5#4c&MKCs6sue)~ZJOqyJOD>r?x`Kl9kX@6)RLGmJif zuE=9Ae{Qz2M+F#R&7UOMeic}{>zS2)v zA2=Po8}=u$`z}axAIs{mT13Su<#6!3_3VCHOGb3V^{85_8cFVtQpD?1{ZY#AA(eGzb%oRFeuFRNk8+dw5&oExmObpR n%O53{wYRd$RSV?pYJP6Dq;EQ+x?cTV{wTK$DbQcHKkEMgm(tQh literal 0 HcmV?d00001 diff --git a/gru_sac_predictor/models/run_20250416_170503/sac_agent/alpha.npy b/gru_sac_predictor/models/run_20250416_170503/sac_agent/alpha.npy new file mode 100644 index 0000000000000000000000000000000000000000..2b472e767518a31608f3c70486a424ae39a7cf0c GIT binary patch literal 132 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= XXCxM+0{I%6ItsN46ag;Jm_|DQybm0o literal 0 HcmV?d00001 diff --git a/gru_sac_predictor/models/run_20250416_170503/sac_agent/critic_1.weights.h5 b/gru_sac_predictor/models/run_20250416_170503/sac_agent/critic_1.weights.h5 new file mode 100644 index 0000000000000000000000000000000000000000..45bbf9dc09bfeac39cb50d834bda8ca9a32f0779 GIT binary patch literal 51944 zcmeEu30zNIxBstEX^G`-uM6h@8j2}v-Ys|KKp#n+H38-_C7ns)74$ByGD23 z_n(v$Pn@UlBPhIl>-s%D)tMrU3-iOf0wP^Bxr^=)?F@+UzW?!fYF+6)yXya$FVNr3 zjn}~`tY1jGit(BxIzv*zgkSV8g@C7EszK5eC7EJga z63V5ckm0{bMR;O=kY9x^`8Dp=Sy6abeVy{l`&0S-FW&YS`~NZoewJUM9!u`hYr@AB z%Ignd7bgB+&;V~AR}r4*?^->%OKyet5h`XKjn110+odDc85i<-cEuxqYVZF=)Be9I zDzsZa;~>j({P7$jJPDpMPl^{EF>S*41a%RSADDl)rkxmeA}hpG_B&G-*x%Fs%ufFN ze*TPaeb@V|)cRiW_xk>}-U`<1%n$D*JP#M2p+DNxW%mEjz7C#=bE3!1o;*D|B5I7) z_aZ`dE7w(ia`cQjv&a0^@~u0{h7wJNM~{n`Jt4Z||3`{Yyt>4c zH-18N%!D!4JjpJ8l`c9qV)nSmG11d!O^b+{yfET>6FazgJYhK@?JRF2gqruCmAC0A zFWptYupJTO$NzY)&H>WD)!$jKZ5KC>S0n#>@K@j$0>2RWg}^Taej)G+fnNyxLf{ty zzYzF^z%K-TA@DDUK&RhQ^iTbkmfD?7HtuS9ST!B*2UOG{@!|!f^H{cmkaHWg@48V*CQa5OW}G@ zm-~`;wafo01VFeRB=l=~3N!ve+UZXh=gsdb|G2C(Ago`ZtD{)%>r8j-;#=?XN4}b_ zc#~UadUzLKWS1XTSl`e6L#T(F`u(v!DU;5)asRH0{>90!^|F8Q7xe$Qc|Z4Wp`NeQ z`D4R`{lxc=$^USyvww^HzFu(kr}eV=y*sO3uk#Pz;xAE9xL)=%UjOKN*^l+4E+P27 z2K8s-iKedgEuKLq%ztkjF{n$S3gzoB@p67W@*V|I>DIepi1H-lw1|Uh`8s{@AKtF`=FO8L$5i zJNbPt#-G{ApXUpI&rXJ0biOO0eEoWJe=P)l)-yso>G{)q^PgoWcUX4fAKvvEe%Z;t zmOTDfpY~_@73wjmF1;qKPiVjXr{5(e$l^$fY46=J_SdlLW5PFnuh^~mG-e%~C}@%wvrGTE+^PbgoVv0vA}3Iadt8KIq=(Ir1Z9R68$ zvTuu?ZEBw@s|Ke@_*Ru=lE_k2;&&I+ZvK7bGt zakT%b%C4wzC9W&_PbSsJ2I4ChJ=msc1EZ&1BMN0hP$S_34SgGnVvWflb#pX^SOsDY zZyjU%2B?L-G1*bH5_FF881KQku<4aCG=^%B(z8j#rsOQix)e%UURHpe{{g&Rs}D~F zl8kF~0G+V#6nVr})0(VrB=PZf`e1P>O$##ywdkpg&bo7)tlM^!-%?E*b+#~VQ!UWW zc{P;oE~i_b`QxrnZL~~!97wf>!Td?5h-Pv;w5Q0EtHli3F4jcHS&JdO;2IY?cn!U} zVLdh1aKpA*Gpsx+O<#TKjS4;L=_C0t%xg`D(mHP%9wEg{vePAxjztki2|hz?Jc(nK zG1$eef=45(Z*F57LQw>QoQ-Ru-{Fg1eAQ!F86=8<^*)oL<` zPRCDfi^1mbLQrf@!jIcWK)mKu(z>IP-t_-U>-oc|q-`2j+^-`qwNLWX=DlZP4|hkk z_H^24Z2%Tg(I{?|4hG#PLg+L(6ewlkvaRzl-LH(gGW$uimm>2xNsitgai0eF>y4`> zTcDI*Dd{_NK6)Onq#tY}A>^YPxVGfOZAKr;Yzt8(sui32ZvjXCG5)DYmMV^&1y9?K z5bo+qOsf?z1=lY!t=r46)*+RivWdj(ap_>y^9Y=1mc{vtMpCBv6EsxZL5Gr_EL$xn zm=S0W$_w`Kw{?Gvwi{jHLHSy2SzAO7DfAFHUV2Ja#HgW{Tu-db9E4Mtdd&HzhvmBn ziWT<49nos!VqPMIL@NsRoj8XhtOO8wXdT=<#|k`-GK8~{t}HBtJ$u0R{3;BLDS z=De4IJ<3{G@<1LBYUJb52kW40_aI2VaEmOonFGfe2~_jwOCQ~cLwCnfP`K0tYY(oa zk6bOG`H~}beAdJTKj?|Sxr$TM2WQAvH4UikbArrWZ-C-+vQaz82lHE}&tPQTVL__3~`$XzPGa5)Z33S#JGvNW}$@AlJSe51m zYsMk&$-Y3sr;cD&w#W%a-1-gftLh6PFFydD)otdSxHmYguce0J07W`$KrJ+paF;~b zyC=&)&8ROX&Q1fVV-j?Yg%7@2%VQNU_GBBrTte{+94)qTzy;bjxK%1an4*3T7D)GD z3%d7(n{P!R%zP*)OITyDiYhB{FAwKiWWm9&8K|{M6BX{qkwdZ5uw5k@1|1tr7vAg6 zTAt`FsMJtkoqv;NPY>uO(2179+839g^!!TlsA3f%RyOQ}u|uhB)KN_7?}d%C4-uu^ zQi3S8X;_lu2s3R5un#P5!K@HhD3{fPNhO4x?a)Us@rx*H99E45i)M0mKIw34tD-<@ zT`@E$8VDRcWs#lo97Wcx!m}3darTJ&_~`Xil=i4Y(IJeWb#fK4Z5c*+1J)Alf%-V_ zij!cXy|{qAt;kAAL;z>Afvl=_US637=ZVhen_ak6{w&?;|J!8l(tRpnAz0d|UhmVp3aR z&e^B<-2`n}JQ|O0mlWL9TML`kim^hoWD@&t;m;4H1QSIR1;V^O4pM^Y#;?J!T18-s zE$}_PJ^MPAk9`ko+QkHWceVaVE4G&YQQtE2+mIe}=11C7*9HiEC;t0=gmoSk7h{_z z^kD19cK`i8NiUC9f6pIxQ-ZyD>)+ZVEVCw0mYpdo@;kpUy}Fmg?`c!ZT43FfH+W-R z4*Ozs0vo3s$Ie<8$AMvha2>>+G|HjbZ1rcPGZN`eJKX3!ON2=jC{ISki2^ zY~TJWI4Ncek{8neHr`yS|U5eb{Ts$ zE}oSXU&uC8u3*JJE@byUh-1fR$Fi42ma%f1V%dv}REyRGU-<1J+;XwPAbj>fYEQx~&~7R9mW)Z*A%pBA&i?`wtgeak^YwEi{~ z&a0B0|91XgHT6G^D?4W%A|2n+e*ZcCxc(dczZgdf`$%WSUG?&K$-jsG6#{?ekNSDv z*x#Gas}1ga8limtD?Hn;HvIDt_<24r)IU7;KepkY<&O#<(s|$TuG{}T`EB&-WYp>6 z|3&^<2>dL+o!*9y@9jPRh{MnRsPAV1eE$jEu0mxm7O`maO`@6LJ{bSCU?<)4bmyM;=k`-t?AOY zf7UvoJy09=XB?gBoue@x&p7Bm=hNxR9yH=V=lfUB{pZP*v3D01|I%{xRilR>AovY# zKKus6RQ0lxTv3$Jt&6#do$y^g2~x{q!F`#G<$@$_}{e%uBJMa2b6Q(HmwCXX#> zm13E;7I>(98@ew&18%!lf!CM@5Zxor<}SOB9!*m0g}||RU+f7iye-N;6Om^p>U9^~ zUh){D?uiO|Z>*`_IOGN>UX@_eu8FZTpGmS0#kXU(!Zx`7@g|~=EZc6y6D&C1jx)?e z1tau7!Mp2c;6rx_foS0&=zFo7KyzOU1f;+DF{l4mm)ZZ>_QiJ0oBq204|YfhZckf{ zE(7lV@V9)&dd7i|*pRXZO!7bfkdJ;d*1;+Jrr-1b{rjk2p7946dU53jq%OYjJ8!hM z|L^$+dS8b`zNm1X%F8)l4%IWNe(PI;Kv^2Y_wh<=w{0zf&Q$hX6L)aE3 zTm3ZtJ_`1W|L&{Vm_G@QDSw8g?>qfNVb-5O_S=RZKA@<$3{Ke2=x&{UC1L!A*1I2V zQr(;2P_I+K4%19x^IZ~H?YFV4ZfiVy&A!7|b8Z*w)ial!oFB`Yg)C#gZi;6o6vVQ7 zMV7F3ku%xNyk+dMJImR-A9LB?rY&RNVjO#CT`c=ZERL;|Ph?-$$FesD#j?jBg-u$t zm@Sx*z}~tQ$Bvnjz>3jD?C`i)mY*5RDtFL1dls`j_r2ST?46I{R>PI=lMwa`y3|Shk000-IX7 zggs!skPY|S%&IoUu{D8n*^GijR=jW#8>AV>4oO?a<_%0@51fo;x19=P7mkwB zs+XH!!|ntW3z`Aj=6*y`vs19S{VTqIeID1%S_gXf??9t(5e{1?#hzJJ2$nV{aC1>N z!3o_=)Q+u3j~?wPruYD7&>L`B^a8vW#Nf)7-B@`t08_WTf$(YKf+P2?!6`*iHes3s zdjnrX!rpS|8&(DH7mBk!t1rU5O{XBj>jsWkD9xI!X@t`oKS9gI>ku{jA=Da33feXA zqhg}C;Nyz5sIj7+OnrR-toa|I*Di7PL&iYr()1CY4&t$^zlpKZ7bOMV4A+79sjZ-T zL5f}Ge-^4Xd_?Ooe^?XJiYcW@;GtCayKD+&tA|2^iRaY z_x}$(zI!bH<2k=Gf;(HE7TQVwp1;R;bSGce6t6S#>-v{L;Ael2aDH0eB|kzS{=5B^ z!g~MRd6qwt{$2dXIgme}SNY={$PUiGaUSK5@}1{ITK%p3AN6&dFZu8Itbg>O?+L~~ zQvdw&_xh34md>(5{QkVAUpfC95%{?u3H>+iqyG4`mR-^RseOEoKb>b#*>!Hn)t}n& z$5#D{3H_!&Vx{ z|K$RAL%9H2qN=!+(H}^8_+@6=soDHR2PR=kEDNdmW;iS;2Bu9oO=*l3oO5oVI};}3 z+T;-A%R1oO?TvJ=%Ubk5e42`#KS8HAsT3&`%hYpTm; zErZkZe9%p@kh4DPjqdX6=%d9uY4U>?OwGz?+^LdWYG^nCQl$J~$E54@W|1u|7AeK!n$tAPVm`r*L%Qer-{@$l92^`da}&RW`6Z#o@Ya*lf389>E9+R@y{31t1}2i%8)#^hMH@$K}0~E}C!Pjsf6S}R6){2iI9xL|K(i3?!hCc=^ZS=AD+7aq_W;DRN^Q4@n z(3bZOFt%%p;vH!Po96flSyI~6m|dAG@cGk)NdDGhGv->9M2YI>)>k=&9N zrR}mKQRBWT25b4DLW>yJsAm4PKn!dpclHTQOXUOPG1gONpj^| zh=_&}vu)09u2!t zl4FOLOHPt28^gKdMxL;7<7X=CC{4_(j; zBAICJ9fD70_QxT8UlQI+f@&EA3;n+k)ybQ&M7o*8+hpOk-S@a0@fH&Hw46@LO9rq9k|Fu z^%#gN9eyJ(@};oQvyR68X2m~r$Qr(7p5!;BX7SUn4C5*)7myE6w$QhatI44=pXd%P zUGi|V1;{KqNGcNo>6>-m=-$_o*tqf$`MP*CKT8`R?0yifx-=Ls7U+|T>1Sxs_MtE= zB?v8wbEp(IiE16Srv+bUaXTIwg3o&^yt&1JL>KwtY{x5f&$%@Fg93rX@$NAl#Luiwe`E>nkrM29WtJJ7HOhbvJahBqXene`|;NoPm|(wf&X+^uVG$citnST%12{d_2krm~9oQRX3$t1*HX+jNnO_&`PX zw2{EDL9|V32G^5Og<26SVl8!wcv)?xaW9Gq&s?KAN^T7aQjVqXmh=PB>3cZqZC7bV zuUL9p5CXRC?htl&W3^p_BeitZ!FQMK;7xQl?EcUl()!+`d2061?v}yObz|rlv)f!t zy*BplQA(uxt>RkOE23AHHw<`~1Wa)U{RoIa#C zuOu3b1%^!bfvfwnsIO@^k|V{!IHQ4RLiABhA_S$2^)c=I0Xo8F7BxNQ4JU@)CYln) z80m15>ey&wa|tku4)-L3%qKZmMrhJe(GnzJz)-vz^^T6-Eem%&r_j%L-SKErI@$PS z5O?mv7LqyH2zR=fp^l9cS1}HV;Qn%MnY|fow|Yg#ztF&oQ=Rd%=tg=wNfc$?A1CMh zdqYH<4$LlACDr~zQGc`r?c;ZYhOIotjo%ecLd-+K?F@nbZTl&YNI4YPEn(7?o5|}y zM_kA)rRL+eQvK6k>EhK+bU6PE&3*Qbc;2pIYK;=aUtz`*)i)wppQS zwKKM>j-_*FttAUHN^r%O?u0k7{YJqnU=GM1E*7 z%~Lo>*BhRt@*^wAG0qZNy~F8i7Yo?2vW~1+-IMNHqXheEj*_w@K4xkfz&wpi@-f~Y z{ioa`?n!s)W3m3AxJd*LL}VDF0-f&eN7zNfVV;LIo^cex zx~HCaRb@DO>ubV=$)P0X={PccTN>4It)!XZE~w9`pfZdjyOJ+b+1(7bhVF6jcx8k` zC-_kYc_zfQuS0T`yyR9eiIp&=!pYo>0zwFH-~$h?Qq^hC(L&nj_L9qc;!_Q z7tr91!E;lH`(*~1!}92QZyM?2DuoU2M`8w_;EKE1#Inr@V@=&i*zG>pYta(Y-@t^d zkKNB5+5M1~zm4KN^LUh3K=4cP9THwRpE@mWrIXTfsbfkHzM;7@crJO&XnWYBTe3T} zOAe>M&59x7>Pv|jYGJ=_((qv4XkzY@L9EuA!F8X{8UI1iURnVTJlB zQoPs_wiT^{c{iMhok25AN%IBIonJVQS)*XdAz3_N{hUg~n!vEdDsa8NoY9)VknrOr z)l02+k?UH8NK&zbdsQFFSm|dZEoTAKXHyBetZs+Pf;#%qZXdEy-5k@NZ{m!z zN|~plwi5p`N{_|*d^*Nw*uO3z8OY#@G6 za>DgD-!hFahT&@^YtT6;g*{G+L1wNKs^_F)Y8DS+UQhH?>WyWu$KuK|Nyu%lqoKva z;APt}TGT!mE>6wB8kB=1mP~+s?@tgj88!6zEJDma4j_l^_R`>HmWq$C zC4KDP^5^tjhS@KV(Fv)e@Jsv>S~PtP8NHRoG=oYmVDoU$yA(&S)*Ru~XY`|m?-VfS zp$GO{BLmZAZQx0C4873QMlvRNWAAUuxS{eQomlaV<}W)sbB z4FrqUbL6+0j&IMr&9OY&lG-Orp|;#$?6IUnKZ*xJll~>XkF7U+c09@*9xM$elP=Q5 zHmdl1%Qj;Bn>iU#HXQRRc2e`NK{O@D3SP&GfQ_6d^m$=L8gwG*jH(WqI(U{;IBG*P zx0%HLmQgj}h#kr(xPq$jG19VTG?O%-FU`%kLLw(sF##RphZ$F;uqpBjlaTI$P4*n4 zIZ+3umbhWi*$2e+c{6?2&6X&Q^#gO2G-5qy1=${`L>nW!F+o16c(~mMGsAmQ@sdO` zDbA7CG;iHCL z04C%bq3IX~mdJ#{_Ho`2Wf@C#4wqIReO5{o`uK5&dbz-u3M2etWJ2{kxADvT-Z2lS z=U_>AE#24{2B$t2kxOr~nEpW?;4uF!nW>|EA3Y47P417W=~L;d z6-%Kq`VP}0+6&Xl-!fm;4xsB+U*TN%{h)7p)Fj`GpfWkaSMj;x95haTcA~b7CE^562-F}ew91<)coWYdh}WW z#?Gr{6!fAv$8SARdWRzfYCF;BQ^jO2TSU~C6_dQQYgAOt91m{|gSX02sCM!U%}5eK zjmUenK=U=}b+$JQn5PC8i?e9t*fi#hsxkI>?uPmWnq)@GW@cNKG6bkIFih0~^6qua zVLxoAllunYkinMtFvSSx@5^KkZj!+vfv3m^bv>wE+yn0w@oDuaEgC-W7~eNW2X?&? z!4|zROuh1vZk_=UHG@E5J&&3;cO#|Uu92NaQh3eM0GF3JL#*NTs)yI^Gl!Crskvwz zsg0jclyz5dZF9d-N2`&v?ZFM&xUo00usD;f;gYF*T^4!%PMU@f+RSJCmg6#0IsCfQ z8&dYlveUmUfPjm2cqUMVycEkLL;J3Sf=9aOJ4J@o+HFj>UND1iqc-A>kLq;hosrn+ z7)_5&4udJX^T{x=I>hlf0!i8rvY*HDW zA<1FtM=3$H{4EkYuphr*RyWMp$I+Hv&uQfmKl*ii08SmM41F(TV0(ofohS7HZyo7_ zv;DF${A(eRmgxagZ{3HHY6Ib(*KM+NX9CV%CnrcudWa#jyMx@I1PnF+QqgDJCT|{sih4q9pC@DY$6kPG!n<7 z9~ptHI)2%Fl)UmuHGv_Oy^`19jSw~eW3|$^421H z3K9G~OD|%6tB@Kw$I&QReahO-hb4&zn6eQmFl78%(q3i*!`Lutb|Vpuq)YfQH@z^f zS_b#r3?M_rmxG(#8VH|P!H)Bu!!{N6XLAq~$DVR_mg~3vWox()!T>AjX+1nEqH*8~4d)Je*M|KjOBilJ|v-9-s zUI9}WR7Y-aRl_oOJzPGK4|g;IL4Ro>4Xn2%jVsPDlP7pWiNk0*(B1>&#l@gdx9O579`M!x{n=w zCy?TXNZjgPL#KU~Cp+wU+{!{ewvAKA!moN*)B7${oTI>ZkI&Fv#I$by}|w(jZ3QeycA|)G~zqdzTW$arJ~7KAFr|h+IMLFm5B~4BvLG zA?jP5(JnQY-n7-E>n405VRF+L+g>h2-^C9Oy~(G%l${i-yzoJ`7FHcAA&y(L`LXk6 zF=V+5wyp8UVX+3_oZA=1eB{9t^G)Qq5zjrFAc?r54YHJxl8X@s)29pC9zDnXipH78!z3oAkgpp;lK zRq8Vw#-Be-FPru!i6<2B`2OAW?n*vhdv=)d5b=OX_UbTq+)ko$V-N;SE26dEb`sB| zCPsOK37p}g;f!DfeL8suEpVStO_GdpXtOAm8w|n+lK1Gd)i0^ldh}=>sr}@KPE`wFm{kaDRf?dsRz>u3N-wA|D5s5n7F6-zHmY`c6wMvM z;-x2BNp);LIDKq6Va4XbYn!QH7Id60&~s)E)$*`$l>~Wf@t86_x>pz8k$`~uVq)MQ zgiZ6>sJUJ+@DwNTC;1Gep1e3(u8$jTjt#pdJ zDm?ynl1ZCriyq}V;BsRyzLXmb4Ie$x;b{Ume=4VLudE>R_5_?^lgjK1E2NexncR)n z-cY(>DczWm!S`9v6HH~)!ThES&ad4;=UOxnk2O8uCV0`w-XF-In=iS=X5nPQ^BvsO zObL4X(go^>&#N!W-={|5dx=?&61WEPu;T19`pH-Y<=uK<=-VV_kmy2OY?wzx@30BAWWPz9uMB>@VP#9L#h3SFa%GM zbCWiaEvpWZttJX&Zss1^drKMpq*_eYOll&U8HM!7%cU63KBdM{iR6|*1dbf)@MW(W zOcGCBp^^=unUc*BAsxve&bU5{%nnw;tYr~e3X2#!G z8lPP{K~EGFlld=p(cDc6bij^ksu5#CXp1RWC%+-aReP9+&BJN=nGPS#6=m{h&??I2 zJ3>uhD9jagg5~f0afQD%R%K*S`)S@-s`!GeZVP}j4R*+zvK(IN4+QQ?Upl{G3cVa6 z%}m;NmYR#*q$;=j(~JNo+;K^d+`2ggqi+qx?i!AG%iNNVyjD+h&EpB*G>&gg%@thtEF(x-C|P%HOgnQSFOi#aifPxR{RnV26cP13)pMI~`{< z6ePmjpy8@KzEW5MuS3LP>5>%cVE%#}*R^2QTXsW!?0cH5aD!TBekPdmgv=E6uXZ&M zqvQLHAP?Iu;Dv5K)DoD2K+FIN6RlCyK@M*ZenGOM6iQg=6Hwt#IlzdcBhEkRZ+?!*mq~|byNOy7rxmYa-)EYq^JTd?mfkVf+50&JRvjHr*wVO7+R%W7> z>?2CUO|a)S36N>1=Nz@uh}|p#Yl=RSf-rgJiLN|YZ&^+r2Inx{r!o+C;~KRw^TL>U zDj1=_!+Xwa$@CIm>R|kZe6Sb>75u$4Do2vE+}6Ocmy&2qn;5)|KSa&Xz9LuluP1B2 ze5^h;-31EPp5&n0ee%X=GqqEBMyGzRA?3_IYEvym3~jAQ$y6hB9MaCrlDS88cC}Is z5p85N72!!~A1K#KWbATJ&<9hMF`;=5%^y@nN7{LS@y1;=qhAyKy8J7B*sIOq#?pdggVonlx>t!qFnxO~vvrm(chHZr1KN1bb=P&{166wqR zk`Sx(*1<*eCh^e7t=j2r1v^S)P_mLI@xAG(7(-lB}>ukay# zLpQv7sT)2zV2gJrQIa(E1g+?=K&VO{v61WxEccC$7r#tf-B*#Ur#1A|%rMltvXFe- zewys^mci@u^GTnh{@~*-${B1dpc7ho@OsF2hBNFAr$YC0c^(mT{r=rt&N^v`x1CNO zk9tp?Ppqc<#{|&ZOLa+2@lZNoj~pGg%nxEki>gBV+QThPM~p0aPS?yxp^wANAy_km z^Q%2cMyrj)2a|cYD%~6Hqm96HmpN2Av~zOKx@4M6Zy4-734k5;ZKl;7*z7eoA@1E)5RV;!XlG{*26Y{J=#VeD z_;oPOnh%`&%t~_Gshr4aKWFgx2d2-u7P|kw3GpztMb*KtNUL%`5LqHeE29SC)zD-D zTZ)Oa=?RBTO$0rnHj;rAfgn=a57(Xbz&FE}lG_DC;nr7UXzh>>qest)W`~}pygZVD2dMXduXoC zPD+j$!Q|jH=4JK@x?jfzHdGOG$?5|QuXIuLs3$raSyij`ct@3MmXgn3STfdeGqKdw zqIr6O5U}19bZV2U)n3&zs-tq~l*`}9ft=pJ_m%>`09%mKkjAH%^XM^9rN`O}X?V(W zX7HQoBxZLoD9qc!rJvA;>jNZ#cQ%^Y^koD$;-CuYuBwmA-Fo4Y3w2~pkq9Wxd`&}A z){t(yR?_m~&9pK4Iv1VbO;=9eK;T$1b!C;nR@0guzwQnZ`~<#oKVxirl1|!^b7_M~ zEv+o|pby4b!`!!ZRDaA3YG5Z%bOuaf%9l2xF@+uW% z`Qq+ab!d$oM$}bAiL>N2>R}{(pVZ*c9uaty|DNR88<5l! zIwbApV#eZ@BQ_nZ;lJk0mxM7kZy|G*tE9baUXSsVMaE%XS6(P4R)(4hP(1r6&8_A}iKy+%bh2`e7`rwUw z)VpJh>*$@q50I$ivL-~(J#L@rA@@7nsyHLKqGtkv6neNkI!4D^k1qK3U+(m0P0C<^DuS)*XCw8vrUcjF~9;q@ir9am1)7j&HSrY}#I zMJU7lj&aiH?(fNL{gI^hQ5p@%e?xr2gJF@!0BD-8i#z77B5>LUr|BD_`TbI2qdyGl z&%NT$lV46R>Q5pQ>wlvuBTTSz$UGXcOBFIcJ)|3Bys+tU4JUAu#n`$Y_-dUql!h-Q zG1sNJTebnjZ;C$1)Z1g;xNBr-+22>=yWU*zT2F-sfMNM5WYY&yP@ij0wm zWh&E1OkE4%Nera3%{$h1T4&R^Fdr-qG^*O&D1z)gbClhYMWha&AoU(nM6|t%Zd{!~ z%`Y~SMFs`cH6{D18)s0um^Xxx&eMVi*CiZ`AC@vrzs=!}GJxkI>WJRni{w-OHTv9o zHT6AT&bT*>hD~BVcrLHQ*YCZWYqg3X;a~bNY(W-v%z4NZn_r;ygGP1i4^hBC?W^R$ zdS@Ir+YOuE4xlxz`1|Q#VB05n|`Dvxnq~E-QWUg8sF}ie?=0pZ_ zLoV&44|>bvHOJJB@yT{>sFn#0UwDu)Z(hc)rI(l;-`cqS9wx|KQKb_PeWM1CYU#ip zqoB=pCQLHxg=1%GgXyqmL@{|8mDL-DYf?k8`?4%@rwU-a!c@peKTTVMgUEr)rNrBA zEuA&tBq7_^&>4JN)OsI7DkDWeBVjbHU>sHgJTC0#5Jvo_6V~MJPG2 z3Y1e?Y57J^TB`aArH-BeN0kxiuJeV=9Ms=_d*rl zV`v+bOKmev$n#6~MD}mj8MSo8NeR0gI$rn(9%bS zx&87Txe+G=1%ZNUQwL}G+ZtxGht{$ zKNMYhp71PWnUj8R&@!Nm`?7F2-X0K1QcB`M?aBvQw7)wH-e!OhJO^?e3bACO9eL^^%46|>p@T``Q= zHUL~kt|GHTr1%xa@#LV-By1tlsL;&`zK+bJr!0=riy}#Md_^X;em{!X_{5Olv8J@L z_8HBYrHeO9R@3$=L-51b&rFlUbIx+o2k!CoB=qTH3>zXTU8P|HN`4zjpJqdhm6X9( zXUB5mm4hJp!%A9d@tR4DQ75nNd?1|27>pR_hM`L-i4U}e!aHi@w`>m>yDNdN{M<7o?N`(jnD7b?6kVrs9>B-?iRU#buoh153KZf~yF91hm_Xpj>I#^h?fYaI2z#mZgl887e!76bZ+_%1k7?)L% zvxCjhD9jOe$A2LoEWfjYQ=9&T&eycW zIUW0ZYLALx+QB-`{NXk#CUAqcsZVK-LQ|L_b)Bw_uceNb+UT?^hsI7F&A%ZY29c$5 zm|)t>jXEjTs=>gxMkdrEJ(bl44iD|T_CH$9@BBh)Z9VlP))JcYy#bHcQ@-C%Z4 zc~rgriCnz%f(~#S2(6m~aAAWsygH_YPWL+2%a6#S(+d&myV{j(y)zEp<(p#ldp#Kc zn=CjknOYq&W+={AyheLU**asat_M8=S8>)5e`{SHfD{1hiN!0#T2zqZQrX|-eQT4mexpQ~=;;Vq$blyAx zsd1df>0Ir@lxKDL?GJ^b^HmkxmqTFuLTAEzUBoD)9Pe0zxl-j4`IeMM^&`QNr??kS zPBZ@5m1O+_Nzz-=njG0DV5H~1rF!RFu*k^>ne&H8qf8+;dHqJhUS{CD2hw*}w6L3% zI97(}K-lBQ%vTc;Sn+N!?bta91;tn;bvW$h= zDO#~21YI`XB!2U}AYpDOJ`OlWj4jtPsk?QXqtTIiinwUs%V~ z(am!fGe@rIAVcR6t-jaDrMMn^N&DAC)ZYiBcq2jKl?3em=tuT9+L6I80-+&rHFY?f zLt}2dqyEiz$U$Z!F*`k?+RC#Ryexb{91ji0e&)}p?^i=SJ@GBkJ9e2QXO5w_XZk>m zgKqUTUmetv8GyU8ElFhFxSqD;Hg$=6igsszHBHuPgq0l6!ho5)cXRj?{Bnu zvoct??ja# z4qHz3!=&dx+h!Hf%(!kScT%3&U)-n4p(Kq=e`Ev$%(@fjeX>~8I2i72Orh;!qoHyA zUdCqY3lgx+2#zd`fHiqpMBO474!=80GqQ~^HL!q0)()n{6H;hs+Feq#dO6p^_k)Xu zAtb6P#@@`}J(*eJijuuJ>itFvHDcKBF&@8(ew z>%O|$cFa+sDFgpmD#P&?Kg zXKW3IL(2!kGapU5Mp7F+ZNGB*7H_%u$ZB$@zAr2toJm5WrhvjuRVb5rL*riVBv@bLJo@4^Uxr^3|{>zl|1DuVYrPu!pr`fv{=!5Ey4@ z1_K-SF&mef!=SsXnIrF=pxE~;8PrD$M|= a}ciMLRZBKM0&a?K}2(e9o4kS62q3 zl=FN#so!!cc5)VdydnrM*>(8tR*K+pw=ZP7!DJYx{)pOM-b>l!@z|#Ig&MC-W~#k? zFR7#bf^J!nohS|8f8!$%xP zyz-;S_yeZ&$=SV}`Ppo$^MBgA?zpIqu8o3#0*Z|$O%SALqzmjlM?ivzfQv0CQL$jd z7{r2NTZm%8iU?RxgP=hWv7o@-Gh)ORQLv$+D2j>*VoeYg{5IL$_j^Cmes7Xr%=gOu zgL7x^S!V9DXU?3tcjh^3pMr;iAqK`ekgM8ND9?+e$V7j3tiqF7?AK>%_W8V4zdq<6 zdI}b87NFX5JsfdN1P6ccW5pJMXx%}HeH-G#YW*G9@Wra&wV?;Qd$|>s<);C7m_UP` z3&v0IfmeE#Sad#sDYU*RP|sRMg(X_dDVt-4QHE^oi~*1v8$oTdgzVf?OY&a)9KMby zqN>Pj*xu@6)Y9M`G1tmF;V1Byi$aAVC zt1svRnvWmx9<$d_mlSObSg4CLr+tR*9qqC2EPWED3)#K+M8SOSB9*$$xozR?V|LUJI*#f<&%*qr%H+6w*Ow8Q>lP4pjR&72Awq2PNL{7y5L zREwSHOnD47MjL_4=0{|+ZZCNyU4YWOAXaQ>KneH){Vg+nL7a05%YsA7a027ONj``y^(gMHWp zg;OxQO*M75@?w>9+Ooh|KD1Wb4l`|+QpNT<@rh0jC^TLuSwCe!Z$I_I1EnJR#k&LlgL&Q)u$Q{9e%N>^XjJ183J2IZ3Sli^q$G88jU&LrzzHfS97j1%WtFmgvdb2{F+txw}?Z6tdgn&@DU^-x|fWK$F) z@w(DO{y^0z7QOfdB%bVuCGBIW>_!$PUu{4y?fq!+;49|WXp0jMtI#@kOR&>F!)${% z{A#ufrkgsV|CnG_zN91S*tQ0feJK#C=F1K=IbuevO23Pv4RKjVR}3!LCw4qw4l}>o z%CbXDnYF28tzeh|9+o^8&cBilL#Irj_ggI(`{5M`E86kdx~tjJl_l_Kp)Y0MDrB1~ zi)s1j-k4No!IX=$=)LPw7UodH43{Odr%Cr{*f(EssRcP0-n0{5K5v6&Z+zLdLuu@} z*_Uj@+BcAIu$+#M?TICtulR!S2Dn|528&*EtgU-8tDWgZVro;<8 z&Ml>R$LnE`gBNe#w3Q0BR|sY$8{w=ap`>MFkEG*_k1cay%-Zg3^Ic__9+^Q_hoVVz zE!{QsL2q~=il;5Trw&I*0;80_F{8ZzOOgyrXGZb?v|`^;RIH6u?~72uxCXj zO|&Sv4!o;dv*^sxXj$3`z3y$Kc~vh!<^OCc{Njzm6R za0aCU>}foRvI6QMde2knvDXBOO?B~fTrrg_UO?5EmZ(rx#ceI}Vg71|LH~gQTXex# zQ15HN$_6;H`08M29am4fZUP+J(GDYy=%UEy7`NwsKb)xIN?x8J7(8GiueQw>wY%$K zc(+xwdtx%>B)VXn;Re{_m;f)y9TQ*m#fMwfuxad43R}ksuwRdG3i%psO zivX5-^gDQ5Py{=Yb70O#OOZ8WS`BewF zD`{R-rPzVh5A4ZSy&8hP4TH%>3;C}G>te$mz&SbY?9j4dcyECi#@2_f3pWpf)}_F$t_H-c!eH{0l}js>%a@z)n+@(CB8 z!}Ce1ELy{s9DAjLe`%uR`N_E3^1g^-ru8LblXCv7cO#s7um&dh z4WQi-nk?ziQ9Az28><6z!Rll?#(y#e^ls#V`jerU5xE@BR^6h5izVw?pFHDTGv-p( znGzUKs>iEW#S#}4MNfKtxXL5nqNmV)wt zC{S3aCK!J<8D42Sq4|u5e1xVNUW;~Mea~l-)#_}R_WBK2IA%%aD*}uz&ZV?o9NU}s z4$5wCho_P_Y2QUZ($lfwLPou!9y7D3Ak~k&vkLjPi$`Ox6$$)dy)#fUM~BZ=ilE-k zD(suSQLbTkT2pPXWF13hAimzA#L6c*vUQ2KXv^BJFvngDVOkw=*l1mL#MY1!t$p#G zT0cWeAQ*U&({et3G$eF)rD!F?_4fNdtp6G6?M|>cD1CU+lH3J9s__2honW{M04NnEJg6?#-#C z@jhZ&*`Unaa;rEygFWCN83V$xH!j|sNVSr8WR|naNwLFuP83znTjoZy&bFTHfVv~Q zVx)%MqLgUQxG!07!g<0jrYuEwC;xtpC*CU>PuowNfZRnn+}la3N%^5369@NZtJ_b8 zY->--yLkv^F0jR>^?fii7g_DeAuw==BBsvPpt)PqL8GTGW;rW!I(2Wk@;8QLZ(+r1 zVgzvJhy{8G*TcSf7Pw)vkhN>f;KK~MW8)Mbd^JA+rzDp_{5Eg)13Lvmm2|3$vSIZh zh}Z9rgoC0q*xjRx@jjqhRVQ9Z!qxA0~~5ry4|=d>j6h6=W<5=_dk)Pzo;#f&kGn~*;D7Oz4U}q3$LF7Bv_#*lq@&dDNEarCbDIkL~;-t`}xn>alYPc6fJPXO_H9pDFZF zbsZJb$gfM?2Q%$GnVypv9CnU_xI0ypcZ6WTUUPP@<6~MU$%pdrbTO=`9|{ecfw<6Z zF6Bn8pl8O`OqAVEpz}1HdsNnw6+F8wE_hcY{!}jpJiiHqX^wiVL~$pbon!=ap0&sJ z?UqBmMjNJ8{3%u^8R2=~_IOmU9kZU8Mst<7KuP6dsGV#?3HBPSFkclawWGNtRb$-V ztBjm`FXZdGsxSq|cn~a4q%Eh*z?_m`+N?T=tnY+_rnbjDS%X>dZUKvVO(T1&if=^ziW-_~d90DtM71t}#0Xq4&b6G=CH{xDTT)-P%)C zoi#o-lf*}^mh4sf5G+`j#1$Lw6o+2j$eRp41wYi((58LY=+R*(7C!w6=q*_b8xK^| zq0s)=fA>pDybo;dW+TeX7|CoLvbdl!Wj^vH55}3f{3Ww4c-rOY=vty{SU< zZKaJ~1vj9wM+eMXyc{%x0=bJZLMl1cN<83-5p&sTgx|V^K&q(^>e;!l$r%rz6FmWA z`kc}-&Dez-kEm1GY017r4cgd0kQ9B*QDMqEe&B37tb5X(RhGJ-hqez38|O#YAHLx# zPT%HD`&)7)D}cXk9<~%)ezp^v!|Kjmi^If%4Q2dE&O3n+UsUWL)ue9D^S@pkX zzhN0tMPr$Mi}<(@Xl}o9-m+ksUz4NJoM-B<=I4Jc>o4-bz<9T`X18YTkhiBrN)eFr zOf|>rkMd0YJ3s%AW7^*s4-Aq0rg9UI6<5gQKSMO<=MR?o+h1#)d_2g_{51{f=W;)O zX5Vk?8OttT&-!h>fBMzG(XNKdu=q#Y)!&H6uogTNB>6R@Jx;Ne#qj?hc>FRyuV%Ki z^)?5k^7rDsDLGQTAANhv@$n(hJl>O!PePgf$PxLw<}2Apq%{W1Dwf)>g2MY|hrC@a z^5aIJx&6xhn5N9H$g{)uq<$NnTe zl4LyKx%$$wGk zs{KF+H1`8?yBEpE2YIt>WGAxj`LBNCCRg|mW%GDL=cjC6|JxtkWaZ#y?f4I?`L9=( z#~aP@`lIp2zw_|7lc4wW=Qb8UVcMLBU+y2>WQfblf1HPZeL=H-B`eO8$qyr9`CzPb zo&$;1wS2%75qDB6op<+(gT60!@~2CRpnKE;E^EZM`5Bq6RH?gC;Gr19W{gyIDf{Gt zVA77>SUOw*ok9fM{tNoxw5mc@x#vyqn)E@zm(kymN{NzwqmgJmsl_-WOghXV-1MZ@?$)R?!4H+%%9f z;&iXGVzW%X(`t!I_I`fdP!;{C4a``9X$m3Fsm6}1l KqFMRF7XJrr0;((k literal 0 HcmV?d00001 diff --git a/gru_sac_predictor/models/run_20250416_170503/sac_agent/critic_2.weights.h5 b/gru_sac_predictor/models/run_20250416_170503/sac_agent/critic_2.weights.h5 new file mode 100644 index 0000000000000000000000000000000000000000..fb92e4ee2792fca2b48ac64f034b71c6f68a7b4a GIT binary patch literal 51944 zcmeEu2V53QvhN215(SYgA_xj*RFE`PLl8s+m5dkwBYH6B41x;gEM~-j3B-&rRbaq~ ziWxCs#)P1l)B6h!wR@_*(F3h?xl$vJD} z*U;)>vJ&O0kZMiBFZ!oKz}wTU+xG_!tA6SldpcQdXEk7qjT$-XdpIU)LjUif8oP9@ zVfZgn1zD}%*{@Eu{o2&75)@f2ugZR9e`vq|#oPX3|6hi{&-Po>jwM#NYc-EsW3NAq zy(aPhf(CZ!+Cf34_?K2avD$8H?o-n+o10YKq((3ET2=8HKJV&y^iTT!U#Rx~RneM$ z>t`G^Wv)M-LqVo2)03&nhDHtP|2@H2LE#7H-+R+446Bf>!Bg`)Q#IJ%)BdQR{JDPq zh%dRi{<2KJ3;r(e@3&iFjjHk^tB9Za|5eF5cq|_F9d!e@C$)o z2>e3e7XrT!_=Ui~9RgK;OT|C*TiQ0LQrV_j^TI<_fg1nozug1zI_l1AO{?{W=W0y7S zLDlX{Sy8qBvj%{g^`IKRrgu%oKS`_n=}NNk)#XcfRRwC~>r}rewtK45U90($J$}!Z zR~;|$tV)lp=8LZO}S0G+4Zs?>qXT@ z@O=&HkH!-v)$3cb##J!?qj7{|b%R=CUw?|q`Sp;0LEz_hre+*rUTr@$jQ`!^h(8)P z$5!|2k<~Z;)lb&cz%Tmu5ct`CYud3A>)&(#Pxq7KtKXNJ`=nII^M2Cf_gejm)%24; z{*l$y z@T;HvbJ^p6^=W^$-x#Wn){rrj+eHo(cl;TdkEC@lRxA2 z-_cKg-;?-9{iN;pO^NcW+xN|l^6MYS~e`P^?O**{APXjr7m)TJjGXzH`{;fVs?2Rc1J?nqOJ&dH;1Lb%;Q%99-tTFO$n440wDka3jRIiK$hF~+ccO=zc8cMPKeAhvr!wjGsV%e9X* zc%2fOy6(V`twxxbwG0Cy{qfa=J)|@I8N6EVz~iPIz{UZ?`OAqRINq}pYc8L|b2u0W zC_3Q9_>WMqaX!eBeWkljiO_ZAYFp^ns}$!wl}D;3&n`f^@Qnqc%ng=|(TLW48oIbq90o|$@{ZjA56 zb7#MTFpoaMfEiopfvq3zZn=~=eg6xrdn>8HLVOD3>l1$Vb?+TKrMU`swpm;U@EFMT?h3KY)8}f5(Eu1 z#HAOQvm$zd>v)t-&5`BGRyzxNZ)CaK)_I6MgHy3bzqQ=q!5CaP=ba#nQj~^hE@fBJ z%=L0I#^0{HiqhI8Fz=zVxbMYrYNkJkz56FY&x7;v@>zx4?OB`oj{0`=R#?W}R@}r# z9X7M~06qNN;5bi6O~C=JkF(Jy6)Nd)NqCa_3>-fX09HnLOjo>M7h zDM=qb9K%uLbkV(@H*T372*(x}Q1kF%>|M|co!WgCF7zMD1KqDtrS?l0TRV%*-%OP9 zo-~ot^BeN?N=DXmfzZBtB)V%+9-8;c=IpLhSlMIPz>fPivZiveEJA zw8kA%W&}%~HyYsE-TP7Yn_7+l({T6c+N{$gPntPpz2L2I59sD4vfH{C^>$C;aVP=GSEgSKbtPG6HZimC|w$e0vbN-MsgmTsQqiW^|Se18~rQCI>-Ca93Q}Y%Z zuAR-DbdF-!1x?&Dc{@$ror#TnFOV=X0JGMvg{b>o*k*}_Xy#ZT-1NFfIUPpeDl7fm z(MnOMH|iD?R)V;6Up^cg;m>Q*Z7F%8Hya&og9VG{^CZ2VeCU-E2k6@8daF6+cGx_X zPMmSf?fupTb%h8vpR)oVjrC;j7BRT|R9*3Mmv%HJdpM4_e$V?>jNz&F)}r(N*1Wwm zh(~|1L#y0C>>qLzWrw43{LR*|bif^7`N(o3ySHH3ml@g4bGJYjO?2lYlnvqSFXH(9 zq{ZwS&EWk2W`c%TaDOKE>%J8-_O{Bs=lhPzcRP#q z5BFxR)t~S|!W42X-6ky^KNm|hJ*8!PTZu>NxQer*meUQZov69!5Y63_2i8xr*l|`M z&Og7FHrqPnng*HToX+2P*v(*ZW`LI1*W4&~{#{KpZ`7SKLvleeGM!o%spobxE`=d0 zJBZQYvru`nnYcB@9>)$?fO*<`;NCtXY;@xahq`<5jM^>4b3xZ>@#+?$U(;&=M}8a7e&FX5^bnQZGrb zzQFV_E&HsN07kNbSjtGSkF>g3i-u>6r4hC&siY4wu%=^kB$}3&z&sBzm5};ri&9sO%pBe zPZLA>PZqUj#)}H4Vny2}(?q45X`)m7bkW3qfv8?ENqqMxK|Jg}S%hUv#NJKf#7PTg ziu5H`Op2Q-4mv(n9M)lqc=+TLQSZ?nv294K_+h|gaYeUD;-}nc;>|a)qW|Ssv3JB& zQR!Bk*!@+ksMsw|Y!Ej?)DE96D(S_GW9!9=44p5pdzI;DfEX|!P z&bcvNOjnvK5>FNO->Z%h&w?4K^SJvUJ-UolN=r8rr9d1Z>Ye&-Ca=KI>3 z`M#~=UnBds;hK3>qWjXak=3{V zNA_FTxr))en*SI1b0P4v{Z@G!&;F>e z>i4BaPHc5NQP|)fN{$FK2$a z8E14-%guJW!?P?ixnNeE+=8waxq{16eivLfxBKzi=y6Lk_h#v5Ot@G(cZ5t;+~)8Z z+dF;a=yo5`rMPZx%3Y1zQ_*$ARv1P-T6wMHiXae1oRA(_ATcp1nct)C(%P zL&Dy0tqvD(>rma?DZ6C3c9-`^PYo+^r$#GG-cu`gbVMl*l9x|Ds97^-_;)wk|3Up? z0#Gbuw|M0)KPf*X*bvQ2NJuxD)J_uP zPsWQzIa9@rhOwg1K2hvbXSx_I_xEh~i51U>ED)74;>0bZrix#ePZ!hFXNvoW#fe>e z#ERJmCX1V0r;0=OPZa}w5=5iTGsMKT31XeQN#db|FmcWG1d;B=ie2W;6YWgn#X07Q zV&^lHMZ+iY;;!@=;%&L_=wa$aSNk||-jg_Soo=k?d4HDJu(n*seXB+74RSg@PR!Xk zPTaXNUeq1(k)J)5YD#gWG3N_P%begX{%|>ems69?;HxcDYvW>G zylvn2cK=^E9_m_cQ~%cEp?@JB-Twc;k5tshOW9|Kl7;dFbz)NBJN5 z@{)fi|A##J`I3Ld*Y?Ld^gY4mN9rH{{G<0sbwgFz8vOoP(yyHVjR^ew9@Y47-uL?b z)7n-?|EKoxx&CyXL00v-Aw@sw@q4X)#cKSfKjZb!`c40OAK&-z-;Q6ZTAZ4Fe6H11 z@JIBYUw>7N`bl(kbbK}ae?tz22XX6m-SBDpdb)qA2YQSQLeK75(uhmCSg*v8L%aKO zN;`(38&|-`pvTZ>+eqQc=K?ZS8wIno_rbw^p6v5{GNpu6|Dcme*McB6`5|lZS-PI~?&?Q4=2Z;tKTDHNq}d({glz9|;u^&CzVeO?ZCB0W8(@ zuv@?8T+uL$6HE3g~v2i51-%FpbWrIO6&vxisU04bLcUh!523 z&~V*)g3cFrerWNYiUm(r>7awF&uBwhcn7XH7KVWjI`hZ+rO;EU3p^Yi%^RJSI7!2f zwbc!9%Kfjf!AV;>+k=Ad$1>bh5;gkMtaC^pi zX@QR$_1maH%S<1F$-*SHw318gsq&=fPz6d(fVKjuiU< z&pvS+Qr@s|x&AWhv`Q1*tlaS9Ep0q+0339;9chkP3aL95g0puwy4Y0UGUr!d7u^QX z%aZR5{s{B5%;3U;O47e=hAXtrfP%gUTTPwK&&w;Rc9l7*eNP_zT7f&y zjOKy^3H0fsDt_@_NJ>YHxS$R2!Bys55tk+1IkyzfxccDd8se+w{4x!ZMEvBb6w6I^sLEWuTa@%=QZ# zBey7o8>cQn<=i%~A#X1nU$mL>p7`hJbm+<|4=mX3k|{2m5P;j$UV~29Z_>f-cZJI< zBe_@bN`AYo5^jDw>2kz+6Wp7ZLD5qWlidYB+;?D`vrKo5Q|6Fe!lpWprHADcSjtMG zm9o}6s3MWIRuu_v_yk!kwW6@wQS?yHf^8=TQuAk>uqdiF^%oVe#cV?iT{8g797n(y z!*gU%I0K{S?S#&?*TL?9eQo)MF&Cl# z)!O(v_6FVbp9a}&GGNB&?(FU8&2HWf?6%7i4dx)<)GDN)N>@%zJ4ELV68L~dEd@8T80xva7#@r}Cq%+LdOCS8&B};_TiVOGO=m}G!#V{# z_4Fpqu2>1jTgK7QF}>0C^>Lc}sR6WbA1n8xwdQio2qCy>J>27Q2fk?@r`P84_ERw* zCJfi7x}Dq6tJzVM(;wJWF^6Z~S`Dh7<9V@t5tx1%0^MRFh523X(Fq%C+I4p!B(8Jf zQ{|y(nSHOryek;qb@>(oz)&qkN>7wgIC;kjWNF&>b7r*f5OKy#@^4dgb+sO+zCJ6N4h$a^wT?*$9oPrd$)SRI$ z`k}0}kJEvsS1I}2EWu|(2Gmmt!%rKZQ>AKaD1DVr7KdAd;=tcPc2Ao>CwF0sPWN)= zjnH9ttJ$!)>3#5M+JToJcY&lZciyRD1JSL{!xPPwbjU4$M?X!2#-DU}#E0Z;hqmXb zXZOZDcWPHyAo}si0aiFB&lg?$K6cr^cVv$HnGMpX1?BWP>b=m=NCTU7IWOJO&m+p+ z1aneO=A6=QfQ!zVVx+S!1=%a|vh#%$`DnRNCLSR5$_8NM)tgKPeIO&>Fs|di2-fwu z1AE61)w-vKiR)4+P53PN#owmQon5)rpj7IrXUXT1_rWAH6+Cb}7a||jmu_dQgXb|F znHsC{1!{vucaIAi8=u0Fm~Xr=yBVU}be5Vslj_ zAK@Zw^}PsfBg{};Tm#d~9!On%{GdtBMQYqk2k%7K;`_TFg|iRb@Jy)*PP(Op6YbxF zZpw19h_B73?zzE;&7mk$N~dJQ3L4i%;Ozsi5w2~`1;Yox%iUq@IjV%_`#G^zSuu4C zI!cdK8)J9R-V9?q;-1|~?3>VshR1HC3#D4v|3Mp^w)PO^&W^&dR{|;KTPEm*yd}XfgfKS#`4b}$U8fT@|MI)9rGqa z>u=WFXmfq=kL!rrcW$9+EjqKokPmPn#Gj1}TC!%A3-7Gw#V!kMF)Lsc-A%H~uu)qrhhj_S03R6`)kt5EkwT#;dkIJUO@zZMxqVINq0KS`83;OEjQCv15-e;vnKBg}sp66v#;F7ddo5aH{d`x9>al=%;0sdf zp-+SKUD(C-DO{dD5L9QD3VoKEQT(?$-0p=bs`~Gw#R0}_AMJvf$F~V;De+i#!j!@m zt)nT;+VS{QO-|1m$JgH0<*kkzsO_)-&{J2SdOLlwZcrnhI{F3VH9R8>d+>@X+XG8w zF9jRM*LP zGLHpA?+`9*+KZz)Hy65uY=K_K+_2KW8J(TvB`q7SfU;fo-Vc5@#-lhNI! zY_S&3RAMOGR|2I5Z-q!%p!8&IJxmHcOP~?S>b2fMxw9KaI;ru~1()IaxD2{;r4h!| z?vbPV&X~7tOOo1a`ayY*NE-Ph9S%13!l#D*Jlf#|?HSgZ_guaYjp|hjK8MQT%z{?v zs~SxX{cJe6P!S8_L;2o=+f?D)24}>z!+~*!U0kPpl@`DMBDd|2&@3-WuuC5g-Gga37_CoNic>N z8*neRPm-#1N_tk?g3FA$^AoN0uq;uATA42V81=A@N&-DKG~pGK0&&OY?r58<3TMUz zV1~Z!12uLZPUxj(;FR)DN6wLy2+X=>6i55hL+ za-|9Kt@_%|``)#Ned8KHyTpso;+zw_dvKMaeCnb9P=R~z*5{%%DZ-*luB?)j01XWN zP~X`R!*3SS1poS+8rYgs%g$4)uBD_=+?r=zz6-9i-sEHrHpT1Sb?}v)z^j%ohr`dc zL3t!{ddqBDcJL8Rnxw|z(>~Frv$ouIl|HYV>4{UFys)`^K9Sn;6lAo%4i2+?IO=Q< zoY%n<4^C`?vl1OpQCdLJfxvU`b%G=HR)W<nC92eNEu7k$M?(%Har3ViPFn51n6tqy)<2A6D(&Pd>LgcU3%_-w+7jvVZa^ItUH)O z9!PKlKhPY5U^HEA4R0>{v%B$rVZ4?OP7hz>lC*R+1?u#|@CBD(-?0Pa-dXV8Pd`B%WUlFXdy&PWFztb<1>EkfDh! zq!>uMt;b&*4?~$_m{f4giPz=HztPD$5BoRU<5%qjDh}?8XS;Tkuj|bL#mrJDm@o4B zQCf_%Q|ao2E?DVc&z?z7q|#eD_-y1x(1mg#wy&pj_5EY`6t|t!hpeX0)*ab(!ttCA zC)&V~sk70B--sCL2U z3C3{eoF3Y=>%+MZdefWHems53UYCXO&xL3_EHwFA46bR&sSlK;m~A?cViWH&a-SvE zznudM%?Inz_4|FJe8yY_tFEX(P0~G zrsl$vM-PP9mK8Y{x38sjUq)m56VJ)~n+^9m?uF+=YN2i`EnZb}AD$m*LidK0K;)qI zT)HA(nzZYbbC13kp|09{Sm0xXDakQZqIN`*-7e0aTR$9TFL*=dj}Hm26m#IBy%w*S zHXq`Tci?Uw^`+sbE>RPUAl!Gz1?RbIg5#h^!nTaJ)c1Zqygc0zH`nTh4#pihv->Sd z81k9g-bkf)W|=fsOFn<rco-hs31H2GYYwp_>N8VuNR9rUd_ah%;YSijE$pL(qqYzE0n?0DH@Bn2JzV|#sW35!l|oT zap&ml?2MdK0Na~k$!lYJeaHdl%g46+z8LV!(f!#!`7ro`J`9+w&hoi23X!Hzyt@pJ zg?E4!I~=IQHY-QgG|stka-E#r9}W1(EqnNuxqx;Tw!vln7tzJcMRapsE)|ZONZHQv zxoJo^^y_H`+n#u_*5_;<-hC_;t1P4a3acH}jY+e1B!OtKMXKP$r9oi>u0s|m*rK8J6%eME)O$(a1~g0!^ZQ0i!8g~Lo_ z9IFtAjh77Lk8!KP(+Qq@&~*}Y)M|m$tueRA2FO^y83Nh@M<4u5w{AA!7cW(~u}ubKU-seB zU3;NJU?UcnJfsGv8{?&}`C!tZlGren4%~ezA2S)E%dsx}ae_$hL#ETK{b%8xLm6y! z8BXmdoQ6*g{PEI2iI!fng4j`0astYFp!GB4YZ+_cvWdV7L7JHH%8(b%a;BM=7E)l# zUbxsgoEJHpVR~sOPqgX4KJ_#y(?3Z{*mbAiK5nX>v zc3E?6ADLeisqW${ux`j6GJ2#)A@@!3&?9A9w6Y7fwHZhH0V81c+HcYpm!ojJtp#Ua z08WuI1=+PqNS~+5%|Cguo5dGUC=}ti@&rDXFcfraeTE~}ru+^Y@R2F|Ty{lU;llpT zbi!F5C-hOmaurKdAJmH1oVSC~J>7VDgCp>&ZZDo5w}W<#YK0D8LhymdJsP`Y75IAZ zgu3#2OL9ySO8YsH>W54zTD=}VA2%9e8@0fPFT&9GW(C>y$raMy*2C879XYx*7xqg^jaUoXJ3Y=eM9)+K@ZIK4nWT*I=IGaBCP%V z6&Ck#z~`Oqp`AuMntM!5c-Qr@bR=aL#D2OaB)O=ej*26{`|6I59vp{7dS=+>b%CH7 zWP(eSKS`aW`83{m3f)S$M>>&v;e46_d)-Z-l+sNuGK(bX{j_g_XUALc;`LOTv7?Bl z?|%<^gDWYxTP>cXew=Dycbs9}0An|ucRpG7ru3#q4t2E;gwf+7_>Pt{Zpv%JZ!)~t z{LF2^-D?)b-v8(#+g?vtm!`)%*BbMEk3{G;Ee&lo9|(mJrc$uEGC#~5!9{-FTx-e; zT6(95EhZcA$&Pyk1EpIaC1_ycR3+NgMuTe?G)ASkq0$`vm+<9W2W}JQ%^mXnxVKp% zYj*9zLFc+rvvD$x9RHgT?be6q4ZJH^54b`vrWN3aOnbUEKMoZRY=KN^kP}=Azxo1=!WCGp`#G%6{G!ym)mU>2GO?&(qpa7yB#V zb$2i2%E!JHiwwC}k04xNq=yyRZQ#wZHB#`XtRBu-kyz|>a zvYcqlu6Dg8jjZMzbKjj>u_JcdQYNIGbH(+t7C3Y8RD5Pr8;83MmP*Vt$sw!_x@Qi; zt}~VStY;XeN3G#kDm^jgwiEk3w?I3`&bc51PziFez7zOz7pf$GW(i2L2Jt3KP2BoWt`tHSbA{S67AwX zfh;}Kd52#!I-0-5<*6V+$&Fz-Cp}`N-mO-`^g8PyXHFvu*sOww-CfwgG?pfg?t^pd z#nHjs?&v&i8}u02lND`NlSW2M^m~#9AM~$-mkXd`{Vu}kr`N$dGL)8RTcU#fA<`-E zkqTSa7y3**K$_Z~tP^<@3J%Gzx#?lbUUUqeJ`}m+n=6{VYXeQDEuaI8zysSrjslx%QaI4(bT zBEnlk{@t>(enH|~Z>`ZD})(Ew3I%4n5Yrxzd z`Of90c&9~e^l+XlHMkbeQ@+~r?9dIg(LskBPVhsci7hB>iX)F$=)o85)>5Ly2Qt5Z z5&A_>lu}a~2=71dlwt}k;a%`^$ZC)W2YRc^$M=tENXHN~wsyj1&=khT`=h${2k2v~ z%H3-<;_=h2ONUxH;>>B==)|G=sMB+v;F-|^kKc-*x7!+U>v>Nluh-`MKJ2K}v3Mb+ zcpk~Q;G@LJuIHrK_LbS#aIt({NCyvJ0qQ4qr#FX{QQgFf2bkBx{LZ~-RjM+Z^{jw~ znrEo~AT>7s_E4JLY7gw|v;`iu(Zkl$JlW`^C3k;2nBOkgNIH1|LXhP=>UX>$#vhnV z{k?i($vQ2e^n)KOP5cckOKfnvRyfr4)Wm77b74Td9v=$Ia#<1FgUaWAqv*tk(4j#? zK2txP%nX$H)1)wVck$+Kc5#yW-CW2Tp}|gzyCXacMw(FzbE*)E|H%pFow3dDx$ekrHe=C1HsBmACipQqodYq;m$&P zJT~M6{r@wB1pg|2O#r7Z#PxgRpe^(dX z0(VybID=eo55#2aV2sJWMAJtdgnQqd@ttW`3@L6W{q`Y!qAEV}YbA?hHjP0`0SyeVm2x?~u53YMr`k4gSYdlDb=roq%;${g; zlUqW|MjF^+$Vh5C;21m(D5v30LBd|I4y@y1$##3&(YzHKz&O4gru5aOzE(;+?c{wL z=zAF48non@@p+P=c`%1Rm=A*D3X;vT;Ea1Ia5TOJx4t0qY4spF;ZQ6E7F**wk5?}F z@$;yI_AqiSx|tJRdll_5dqJ*siiMA@%&^|JMmR3XpC`N>Bi((K1iL2oLa$z?xID2j zpWIj*%`c1*rZm$6N5d@Xa)22>_@qypqrOu8-7g^g^>$&v$?agC{KjSGx@bIRw1yVd z_TzEG)cJCnBe))EDm+?x0Ax3e_)B9wT;*(zQ^GB=wE0-tp0$Na*Jld>Yra9&(f7jb ztP}9eKZx_Av{~`dKs;i<1s6r%pev`faY&&OX8g95Ui;4GbHZ*==pxJQZuy!bH+JDB zlO%ABFo$i|qIh+4iB9U;@>|oJ+x*~s*WK})B467WZX@@Rp4Z^?{nM117 z^{^3N)_1}6XTAx_8TGk`uL1^Le@nTko~ZN6k3P27V9lQGfQ)BIJ=^tw!?&FA!gGDb zbyG>nrZcV5TPwNjGK0rPMKIoXKW*yN8f4)IvXvAJ;MAmxv^zT(3r<_ZG`WA+Ed2`g z$vQ(v$D6XUq83)#y`p#RhEcOdTHLH@9h?zp!AW^`=vLJ3oXjiriZOBKYO;FawhI_oPgBuSu0eiINIYXRq@MkaRr#_Vy_Zti{sflnV zYz=hlxLRo6Zxy}tx5Z%Np18h8T|S^Zi>__EM`*hrl;UdhQ#8fL2T8EX=nkE(pQW)n zfm|BDUCIj_?GivX@IYSQT{LysYy2UY{;D~5nv_D%Dt%FLY6gr*aG(K0-$3Ne3SrDD z0q-U6r0WS6s8z8GKe(a={r6d;QoJ7;ntl*I+52MKW!*6B<^$oxmD)l_R-j?|a-aBp zGo0vq4ThcQ%opNcQAq7ARJVN$EUZvqBWFYEvNeR}#A%_?zD4xBmW;;PYOrq4o?Kwn zkfVF2OP$;raVwj)Y5h4zP0I%J-pr%a7daGd=gxQ2nqwb5fiIji!Q9p= zxN*}47;${fgPtj>pq6I}q0nQxbht@6 z%#Z9s>)sd$&Gr~^l8YBkovDX~MMtU6yK9u&x)=AvoNb(;9-jL|4OPpN)VP^Bn6E1<;_d_!9DE< z@KT$g?CBy>43wX<)AJ<+Z4adxOU}^OXFj}XR10{wi^%$|Lrz+I5ijINu-$GiY1At> z?lUSM@=o`4G5ERzQXGOwYit5NJlhvCFDOE=R(o)mNtE-koqRvTa7k-bTU=$pQuL>x zRKHn!cG&8IseQ^pHZUv4KCTgWSpa- zTK&k4-wg_Mc2#OA#NnsOC&KwTlc-B%cY1t-M zj_>WsS?By{AZ~;KN1|AikHd6N7QvYM&A?=`D-PA$NDGHJbH7%8)Yk4MSZFuFosmP~ zvbPpH^v$G1-B@z#eU7%?jG@?edtHW4QR0P*Hqa1DCG3|Hg2@Xl*~_~T)_SeZWArF zQA-US3ntOc@z2OQ{xQuQe?~rzT|mzlM^pZ?=FC?=!NakMBpYrbE!@5uVwdctRa2ir zy-UiN991raj~~LzcPyl`FWW(>#FIylJ4O2%xZIOpLDNN=+5M7UWwqw9dwTI`Eq(GjQUEUlE>pCN0r%+q7(!e2;c50~DDqR3 zR6b*r*bE`|^k7M+i!bj!HC9-; zCl>~o^yaMkp9HTbW~`M^3m0xGqI%%?JB<2JyDLG0V+6^b; zox%KY#zZ=x;D;Ua{Be)PHCh|mn3r8&4jD^)*~`C};>LcV%Gmxmx{D1wo@vMR?AlV^ z3j_T2RTX`_a$vW{4)D6*2#3pqcx$gLn%pCfV%3s_dnY{Q`$qyerF4U&yTu({US`6F z7Y2M{SY6nq*9QCCIp-9))*akKXTaQgA$V4?DMr>>W+0y1exx znPn7_W9P=Ke*G0hJ2xcP&(7bik;@ngC*nqhqXVp8%hq)JB>?C(u|!&T|n$uufFGETse7SwmN z8K3(yhZZWf=kY2{xle}y+;aRKif%@f)YXPtb~eUi7dnA+`bv74-ie2|9!FFC@*(AU zC!xjWr_@dMO6b|>B^g?|;;>G(m=>bU!E+BuJ^FaU%aTTzd!!=|x=;kyW?UxU=7o?D zoj@~P7em`Eh46AuEo}br3*An81EX4X!j{)t@LcClbn(TVA8qzk@AEM8#WSeu|48mP z>E-OWr89RuzXIOW*I_sHW03dGF~@ej6|2_1A$$r5=2rf}e0RSl`fn?s?7~o1pEwQD zI))2_Du2!}5TxT(1hbThP+x(3z9vf*D~_r5bU zx_AxUdKtngqhC3H3NVAW&KCSwWd!UjNQTu-qS@AR3q1ek0FE(tB!`>f>}j}L3U%to zpOdCSqjy>y(qyTS(7q)nzaK z8%5EzPA#!sy!;%+NA+-E{pS?%$_1OuJ`4>Vd*H!`?gtO>cokjuUA86ibTPyHQH4<-=RF9kGL30u?m!!R!$qo${_)xLjM( z8n2vRh#v9{5vnV~DD$NW)oRxjPs%VCk)^@I}6k*SEJ9zVFu!HKq(?$Hk^>&~qP+uL$5u$6fTTxF^R-dR&$p zf&HCKaBADmEYq0j5<1jc+Htc89u;1uR?q!;V}%Xv4eQ6BKHB2j!{1=to0DYtS-$V5 z|2|>kU^g_XbfLZ@tXX492wUgu7RnobqC>_?s2mmRq#qKCS*IR@;_RdOo=}v&>l;+68x2w2*LrBBX2i;#1o?Jp5`ChK=8-#brO5HRX{s*{nnw zJW>X+!xl(Acbuas0nOQ~`DsF@9_)9hHqJ_Fh^hm6)9cd~_*;{BI6q@F4?OO|LAuSj ztYk1moa}lF^=hSjXsa5pcZGd>VE23&d!v@Bz86aOBeqke?Zs z)9A!>YW&O!cg$^%N?HBj){)ly&BBU5u6YesN9*$LcW2@G*eO(}R|t-?FvP@pp13)E z9qsWs47EP^;csg04A;|Kb|zdUtA-1Syrx6J*^8tXS`W6S<$=4yQ95>g1X;ZB!Fzks z!7N}AXr##3Jv?T?G&lxdckGA8ua`l$Lv|F`#Gb>WOmhy*y99%DTH%_A2zWD~4I16O zBSl+}p}E&Aq2bMLxX)P|2Q&}CFXq17r!0}oOIvYh?apX6;vwji4Hb%8SHRBk9yGM+ zZKx>k#v5wQruypYF0;mrgxTghK`Gx7eRe0&{L?$hyi7~DoPUt=dKkJ49~MKV*%L^4 zs5QFgt{0x^x5O5Y?@)w)h*V_XhYEtb!Hp;RuwmN_lATb^ei~rShubva@x7l=&_gqN z)%^vW%I?9ziMe2NIhFG5TJqh}dZ6=m4xKQ6NB1@=vcd5e@Y$n1?{SDC-_9P~IHoq< zX&Zq%=YN*AHF!cE6}Gs$TNB>mugb|48rVb681@?Gk;fNpKJ1{0btgMu;HY{y_whA2 zKBFUNq)eyEMy5C|$^vcDQiaQk-jq4EE?+oXM#D7B@W2Tz9{p`2DcpT8-7+{rvOA{P zU!KR1|9M-MJY7*S?IVQW&jFMB*Fk0TO_=@am~gtI7C$*g6tyP=zs6YN5Q|ib5uZ`} zFK1z_LoH)&lZ^2(-gao z-6c8nZHeZ(SvkihctFVOD^Sb#6IsvuLL*lR{IS%8O-1<}bBqQUPb;E+#Y$ALErV9e z-#6>g(*>ZXaG}5kJ4KwMyg4z#MfVo0qp6CjL)S?sA9~Wnqbtb6?FiXQUc!ZvR%jdU zM1jo(j9rx>Xa~yh+jD_0UF^k<_aD#^dI?(|x?@=UrD$3gnOw+ zLF1+$es*&QS2bJqsNI3pE(G8tO&4sxAq*$ve3jTbpBik{L1C;vxNHeRRoqL$Q7mUwLmX+S?Qsch84&LuXLG z^!JeIs)cFRy7+(EyY{#mv+jRVQKTzsh|-;?#B_buE+pwfs!>X&5@TE%x7?#b8kdwy zgpx*tC^CtjwF*&9B-hC$Vq8iT%DC%&%sJ=%yl?X}^ZCroZ_Mwf=Z~|_K4+b?_Va!A zUVH6lujji*x(m5rTF&gC-ctM7=S5_({HguE!yy#kXhd2CulVR4DG*nsN!4$6q3idZ zX>7`JDF31nYQr1Qa?Drk!V?wdtJ#B3oBkBcEOl6VjwNdf_n@tX1}r$H1B>a^olCNqe_|rKeiexm!i!SS%28mCV$Pd|c4zY6?8r3~JvW#i7<3Gm%; zKelPnEB=5JqaSpYguHA+evQ91t9#y`=5;N@qD_A6U6)JnNMkZLyfg~*_$*tv8JyIr8nzRVH&e6l(#uC&1P-fna&ZVEe9dL7pG zj>gRwx|3t~M_9Z+g6$ZlkN#UqasG8Lm|X71!n|Y9JJNt{UF3?VGWS8j-2l>Us^Sus zX4x5ZIR|-FHYD@HnXM`6ONy^$nU-H?R#J5fL*Mj(6?G3`%X&rTYqE(2Rd3^!GG&nV z2y5PROlfhqL6mXL6a$CcL1)|bWLHzc>#e*G86oC)?6oTF8*?9nv<>lb%xf;`PCWHF zrORwJ7;{OfG@UdB}QdWno zhF^fUx0OJyLK8BMm*94TIG8wL1*DfWa+yWifbXm9DuY6`S5L-!?E^w+{!iYmkc zYx$=tmqEq{G4xC}AD!mHy$o<*S#32~%79LYw(e|ejWB1j(LAd=JT}mA-&plb{gznh7BF-6>l#xRXZAWMuqCaHK>oxO?;B{2+vIjW?zT3y`Xuzm>;pP4;!pH zkt;qklhc0Z1=T0};aJ&0G~&@uSbRv}vR^-t3cQSH>7tR~*H5^QtF|7JUntP92u~!( z6nNlu494oc1gB>zoC8r9%uU)!)DzAkZ~VL2`6l6&1b;6 zyPLCGIUlNMuHg+=ny@8JI_&ziOR#0rIkfNBfZx;wv3`>^s6;`L*$cY)*o;4}8c3%T6S30vC?|JI6Nc%zvAee|Sr|A_Mb0%oJ|_^f zgWO17){Uus-kydWOU8>yZP8(y!0Ej|7P7W#u@t992z)z`>OSiwq%wQ3!k?DgN7eKq z_sGp)d0Lfr4|Zc+Eux`de^+W7RgazZLNXANk?7DswD z@fgIFXF)>VP;jquW|k_)K~=~n(dnr~>(q1kc(pxf5M%`pLi8yY?!bi!wRr2~UT#jQ zAGv8o!RmTLOcZn%jSNJO*hY+4>cPG`(vx27zKqJRQ}8_p|HZYc)L*X`JF(7;k_H!G zT-iww&8a-PMy(7BV-@VZBJaZC7;~28=Fdvz@4-EDT*%!zm}MCbr5k?A>{;S!-p1L0 zZrF4nT}3nA@%9OH?0TG&o3jy@jdi4T%~tHr>qCh3auWv^8=nmMsp?m&y zA#bDa-o9{a)k%Cft_v7EcYx}+?c4#cOng}Q7EEMUqo-UWDth;3ryBK{cC{1l(k+KC z*U*L)>i!hx{29v|8ba$9_%b`|ix3_e$QCAglPJfR9ya>ouAh8ZbN&*XJ41mMmOVpJ z_crzx!sB!Y=O2T#9wxMFu^Xv{#Y5J+Xl`nc0+>w)&~Jby1#PcGkG+QMrM3r!ojD7B zvy*wfqBGFvT^}J=&>xg84o21b0`7cQ!FCrBJ@9}FA*$_Y0dPXQIuI^JJ6{U><@9JjRg&OTHu*ij~GN{@kY$^&>;Rg zGi8QW`V_)qATqiU?NfExB8NTPdtbnOMnzDTj-$J6+YH<1D0B@~6l15#2WSu6| z3D0_FV!hH;3>Mi^;e3C7{+_{Pu~3U*FkTQ@EoI}7RB5Y;C7@mw`ICV85^A*Nc(2= zVe!fOEc|RfZ=XAfdpYwJPPku;Av4;LYSBBcM`2s?``VIqEbSoNhe!k6nW5a2NGDQa zj?`d3gr?-x9{DjLkmDjY;~aTw<~eK#zso6rI3rt%+A)so&c_ITa14`Ce2wqiN+IlG z1-?F{$fh>yu+Y(+*|pptth*#jdVc1t-6?ry?ofhT&)br{Eu(wiy~LepM15`! z2Lsn&n7d#JFMqrWbt0@uM>m8bZ0_3nG?=5wCVBe)Z5n{zScnns0VSrF!W)MsUbFZm zbUadq9pi;|>lsV7TTbJfgh3EHwuZaDt;&9c`W#LnqLCk$QH0tHeAvXqz38gD4LcoI zr{M=($!(T_uvQVxM0YxoyLTu|@3e}l2K2xaE{|Y|dRw?^t3n++wq@fImeaWBo!N35 zFRD+f2W5-pkWzmY9z+FWp_&S1+vsvZ(*{t8u%;RtAk5{u^`u#zk(e{UoS8k{j*sn% zaOm>B%qP@}v{Z5MoO^#NAraJ9#2nRhWIR6`K~^-o+3WqmOMRD zzml5%-+27hd{;6e+5h5eQx!=p?-AP#l9>O!_B(B_SW#D^-zq*W1X{LVDQ{Vj#IH%w zXvs76SM&3~kn|VnV4%BGY}v6zJ*4$%m0|>>JX0<4`lCEk|H;q)eoXrt;{h+pHI+62 zNikL;{~4ksKYx(K-+rie((xcK^Ftcq&!zlsCHsC`PgnAF<^JE+`=@{VH?}Kp2^Rn8 zcJ(*n;nRwTNZ4OP+~Z_rOuqQPfye*M&#Rg(uD!)UvHZPwZ{qi2z4yMo_4xD&zBC&hk7USuONpdcakmiieBN!e4fF`}PD z&qeY^s@HPghDeE?s-z!C^;-4|sXxvBg>d?Pe-a;?Bs}1G+TyY}dKQWD^u%SUUbUnw zGL-!ABZ&{)AJvuYs1zir*YEj(_!6iKY94u3nqSj-^Sz@!!3FE|9#yg7e-qC z<2?NFg)RO{Qk*N1A4jkg_OSgN1GTJe_9Z?EtZJ76YxuU9*KqbkUSz`euGXSnTNQDq z!sYzgV>ca*T&x0{J33{``b) zMsWSwJoMVp1wHlF9yPDfpePvTn-! zW$(X_gMO>kRs>oRXhonEfmQ@Q4gxLn@FFGitq;{kIqQUi-h-UhBHnb?qJJ)zh4N)s zc!EH7c!sm?q zo|EXMi-h36m`aIc{-D2V&H8Ju(8MULnO~FsivCo8|BI*nMgG4GfuHqPV#k&@+cnAM zO7!)IvP&xe8);wvfSyt!>EEsT@@Bo2oJV4q4cj-JL?V}=OjB7x=ha*u^OL;)4blF; z>MHSDKjWYxa`|x`QX)B#hDcE~DSYC{?-kloQa>>N?oFF8Y(iFor^^EAfK3K)XYgEW{jOYDSW~( zyYF2j=C);X|FM&%%$zaohqWEnOT1(WE-F%$e3e z7XrT!_=UhP1b!j#3xR(<1e)TO(tjGaw9#vl*}PfwE61BMlKAVt-WC0l=zkIcN!&84 znd$Q8RB>=q=Fj3x$-|o3!_DyAW2-)OVaQUrcLp5Sy5zj|EGtVG7|o3%@2xAPE);0GhMR# zAL)vk%T*pt^77D>t+AqH|YPdct1bi z5<8z~_(#Dc&q?4PtN-Cr)AKF$`+7myPwQoo`c15p4gcX&{3SX{*2{jz>mOY&`>|fs ztOVcJp#E$;QPsS@B{FS-`R|P*9GVTPM8EzLH|N(y{*J)Uc1ALeFl^Qz3E}_rIO5O7 z%~8#MJ*@e}zx<@+4*W|0BLsfdUx^*7GW#R-|7|}R+5Egn&Xe9;F8WE1KT7qhB=M6! zwCF)_gL(`FW9?r?k2J)Jh`3uk=4cK;kEV#_NB= zPk!H%_-B67rfZWlfj@RXibQ|UPcHwy2~qr$=vPze*YU4{z|VF@;wPsx>yHG7f0m!T z@_kdQ_!su$`1keK#kGl0B6oAQU&&ttfuHqPvd(MMY}X_(G!MT-&E`>TKbw9o5`zC? z`g7d1wE20F@O|A}R{Keg|Ke%>*ON>9`a-wK?!K%YFNV;){Ef1LmT^AZakz86q>1iX{$ghXteu!%V+tB#o3NXj> zGiMWXOh~Mng>**5YAf^Ep2_Cixo67kX7?>vb~+Nyg~zc znUr+Ia_7$l^(V0u8`&Qc)5fuHd-CvZpGLgk?1%F9iF7dM3_GA*;v9Ujfr~ocg0vde zVkc!&u%0l9dbV2&4zEYTpouN1u+4f}v~xCX2s(s`Z*!P-pgQ+7wk1~de~1Gt^l8Od zYs%l4$xNn3QqZY9oY8&^WEyLOT4X8&&e4YsQ`5=u&Rd%5l?E=(C!OQ1eX*DGB*?sf zmRZ%2D3X|e06OJL!Y)`hOaF3?pEgfYj~z}@pfP+{*tfi8wH^ivjn)5;(bcsti$ z(W5DC?{ig)#&K3VEDF=oHbLF8RNVIHCK~NBhjY`iurAhy&mGVg7MAMJD9sLqvG2yf zmkAvyVN6RJEvDz?sU23+)%C#_y4`1npVSxyXv?F%ib z8#P)37v>9yZOgT7}(VB{6?deA94k)(tfcYJj;QYO{(Bq~B%}Tt4J@yQSDNBY^ zRqSr&bjJ@|CPr{|+SQm)HA|@O^9ko1&xU|a0a#qDR482r)aa26eKu`_ar2AOWt{`u zaKFH0x;>}GZGOXghbgc}mC+sf7Nk+}9?D)%f-wsovg6*5Y1lcw&~Q}-7uNSGn_#?% zbShoJ=1u|eLFd@`@%_1i=PHGwGgqO%pHX4SmIolywSsHOdV^Y^Xe_C_^w9HIs$&5r$JSm5(tOICChi{OVrpD*Bx=u>h1kC8_L@7ZqPB84KY*Td1qb)>sRhtwWMv-S(dQiJ9sa5(9W zC)>2(eXi*h4(+YVUsPA*zr2+z%xfu2lXhK&%&YON=1vS7lHHX*?9&Y^sgUA2`_Ppc z$Jmzb3Wd|OCepr*E&y`&e8sxkFl}H@II3a<5p6hrz-zt2uN|cLWyA9*ecn`IeducF zVcNQISJ+PIHPg7z#Y=_q3!ahmniX_v!3Ub6d7qxY8Bc4!m5|?cr^5GR^O^l?KNNLa z%{ullrorP}3Omk}E_|}EHQz!m90a>fY>Uw7?9iixO_;7wSaAI&xy(-DybKaCQR_4c zH^R}bR===M$|DH8Vh=s;+0e>+iF7w(0mQ5^<xmDpy!vv=U-NrFn^4+BWpx@(H;Lg?9VY3MFmVUdb0u z+*bovXJ{0rIM%@T`dM0KH0SYq=x|B8(8luZkGk;B3P1Qo-@XHG?a%$Fd$soh$mGfV zejW+W)90jkrlHDQujTzDwp}4 z$EJ`PFuGDpQ`c|c$99k5drL+0Lsmxf*#*n^gxn?kL5l@^JDUakI>$)<*q~^B@u39% zp>8z)_`+iTef$jGZ+kR9zsEd&{`?qTWljv==(vcNRfy%E3o-n2*=)YOjWf`v_Kac-%BbtA@Hj2L}Zd<$}ihs~|8DIHf5#PFG z4*!8I&SGcxcGW_!p_<24ru|FcuKg#gWibsX@ZaQyR z^XdPd{$BBEA~bBK|CRi;5cpYto1zUOQIXdlarikN_5E7{-+z*@tHjt#=$cyp{P=S` zYC!YzBHHgJQ|9N_4?%#~X zzqDTMEp1u&UZ|x4_8LrB4RoIVgp_8=7v6IjK#!Nm6}GlcfV?ni{)LV_-*~EwYJ8>n z&xz~kqiG!-{Y{}zH(sr9>tN|ZsoC{(XQg~$x8NFBFj=!O?e;5ptow>?_AVoX@$cdI zE$PB5N^hai;~N|o6!^QtYG4iC0ez!$aK|(bjuc;j#ZzQ>VbOhRb3lPtnmmLq5;ZF zUwh#z_4TVGw>nWFf1?3fojeOIF3J>s&^`j{iSmWD;(2bp=Iehq7yeh*-~V~}qQvv2 zzwW=0rEK9vh^N3_6+hxF-|-FDSWlPq_rr|+AAjgac)@De*5}^u?SFd@hPfsFL5E2C zHu#La{5$P}XFk8TAMJ4q+82u?^HkA3%Y(p`9Q#50blg=it3UH2|2jyKZ@hC6=I|fE zQ#lR-FFt@(p(+KVhF6gR|8KFHE45*e*w_G(OPk_D1p^!4YvZPZ@A7#>uM;G4x+XNm zl_cdpFW&r+$>wm3Q{nwI{^Q|g{6dWwe$vAzo^CGYM?YT72kzXxLzuF$fCy!mk z-(S3#AF(TnUm}i;>|8pP-($FlZ+Ctv?~u5O_n5ng&)pl%FWV5s7ru+)4_=JnuU&}Z z#~DWPoX2whX2g8nW<(61c`BM8+&_lDxnUmvbZ`{kYE2ZMJ~xV295A2v?HkR9i~0XH ze=)yt<}yBMa5Vo#dkHUU6U%Q2U(9#u7ssn~TFSd^T+62%Sj@{9Me*u2tNANq*6?;` zm-2bXqxdWBWB9()7x39ebNRSekntcI;$??Qs(Hd5AC z;QL+M24>|aNy$#WaL~m>nt$~a@jf4DzVCgy{Im=%y}JZPwKJ%X-hPS=^`pH9Yr#)h ze4ej2p=y(epZ!^eAAPq5Cbl>TyAK_MWim3n_q3}JQg#ORN0$*wEAqM-7h&G{28g+E z3(^)pfcpiqg_~rmXs5hPq4|*&lxtkTRutqwT#tIFagyPuB!}Pz#Rho3?kntHFU@}% zD_59lvI>;MvFly~75J$R=V05ZdfHg#1E+1?Q1HY!pw=b7>!w6E{(9+O*Y-d*J;OBUc zWPX~}tUnSU{-@)W625=)JB(*IsPcsuaYEg`ZHetXx#K~_wjwt|NHSvlf{wj<8x`g1%HITHLkpa9SP3!^*TSw24iG zi6hS=PVWj^D~j>-QgPezf#jj$L`N&nV-6-zpX29o)0hmjwj0Ftek(`I9&DiG33{|$ zMUxWRq~XH!WK!Mbh6~DM!E=Ty_(BWjeZ>MMzRja}?DOC=|V zGM8r#kQ+UQm7Wem>$4B2KKv>^>oW-AoXedSeclX<7v{1R8%>4Y0|Q~ET4y-y)`bdg zhM?5mesug?Dsvj~F@I&q0ysZAfLf+*6>I|i$WwINs5;;x~Q5ttnM3 zGOS4WdeM~TSsY`}uEf&Z6PH=*Av*BN;3F&G2sf8X!|BS^Xks)ONA0_W*Rrfo_EUFE zc^bo#zf=q7-3{6E>9^Q(B}H6jccq}uWD!+<(1YXp%Fz17M=Uky2KS47U_{TSEVuJq zmUk|g<(E6MGi~Kyl0qxmag!&#G7E^P)S*jT2C_WEWUe&a0t-KOXYE$0vr9UAn958o z=6+EY;=A{OYd34zkUAc=PT7dL4hK=CECH+BflEJks$l%_ASkaXVIB4BaKXd`R<+k0 zc3A-UH!4uh=1^fl?JF#G-;IMg8`2C=1+_9mP`Y=NHJW#Zqz>cRiW7rzLcOP86@Q-@ zYl{1}^o4z;J8|%3Mo;hSIcOFKq#CxSW zxST-C)S&<$uCgqQL+0uXA7clD(~__3xXEjD+}43sR~y3pRzYao&yosfV~c1VFMhbu|Z`p1uA!@HBLdK_F6_5J8v6X6gG|Z9v2R#t(LL-?b-=Dj3)y=D*tHlBm~M6qMO#5g$+m>3 zp}nxfY7<)fp@9vS>jrU)U$W(vFhm}p!SC_U3HCcwewo$cp#c; z^3w`D-nNFPN9U8?#_n`;-&t0&IZU`<<^`KKf5G=_+A*tqReEaFing8$A(xbR*zYj_ zlqYFY`=K46_M#Lzq}t($u6|H-N`*vaZ&^g<0pU|C9u7R#rcFU}v7Px#*6;cjRD8S- zz24LdS3ZVNPoqFOd}9onMCvg8&KHEtZ@^0GqUfHS71GfQOmVdwr51<5O5F-Pc4i=p z8*&(9%f8~5zCPm3ugh7zyElbhvZUT7HOw&GiQ*co>qBsdsZ6~RNO6}cMWrUwv}4=xz(b{i{drXwQ)dr))kDG8 zNRz^jq@(h=4%qkJAlUoF8H)NS6!dy8DwtaM0y8KVEvnt9u{4`~e7_NIEcBp}8bZcjEvste5>zLQ<6EWyX^g2DN{6V)E=4Fis!7iw(=(rYD8+R?@dw$==QwfF7m z>Ov(@>3lX}%^xnbS&Zg8FmmUfYgD?a$*V zbqmOh8_xz`PezUSD?;99U8qbsg&QhjSh}A-ZGSWb$G7vPQFk8|Owe(_nhVx6?WGYY zw`0`*Q+G-%8bG^}`#}6d)PU*s9&0DPJ zG+@i;k7rl9yJDE!U2bBl9^z;HH&)t1k>mnSW7Kb5o#n6CL1njl&QDgZcXmY(-YuEW z9uH2(WgUnu`1%p=>2_cTH(Nn!$6S^d6O3=ye8VeZ{c^~D%7RC)a9*zmAUfC=58m*m z>*>ZUXYvKyvD+8?;`&ih;d)dQMx$=ABc?Y_6D-b}Lf`tXq`uvW-8d0M=kMOc?d1-R zN7Y`jPx*1|Q>s5cx#bDI%61ULd};YxV(eFs3`9Qb4oQKxmO}HkTamEMP0ee7H%v-ejv3vY6lap9Kpwt z&)Kr1!+3nWqcCWn0gRF>#v8`HV6yE{d>E@lwU(VprFR7S?a-l-c79lG)CR_{Ji<+X zmMqxc=*Rd9JEnbH3+~i3VnuWkPLT`7Q*WjVd1>$1vadZUfA%u`a%?@$Pf;f~hicZg z$P8ZX>OjJ^29!Qn$AUv0@XoYZf--4BiBwl+t9XvtL~q55YciO~s(rycvjnzve-wUM zU;$x^as=hUx3Ri53azXM!jLFW=y88@K~kw0JCPxMzS$k#P7?dazMinn@gZt#b$|ws zb=(QxaP;d^A-pctqi(G-nWDuC;eE2$eyaO}w>v=>mAgA$L!CA!Co_ML%5o#}AvbtTxiN5O>UFJX40 z3Qg^CmLA6EqO4sjTAbB~hE<*A^ak9ALnr&gigEJr^wt+Rkf00wiuU2Ex`()ARuyU$ zsN=>@LtxgJ4G3eeF|}I@gox{3=_)Bg=yW|M_0#}6)?8-;_Nr6Wj@<<_-8u5zs|lml zZ(;Jv?MR{Et<%5|6{;wF$4u8G;fs+Rj2nLxZLZ>Sr*tl{;|^}J zw7^+-^k(Z?8pGNr@l4&(ng&h|fU=zRxb>I<>+8tF2(un!&y4A8;{ZCm)tC~m9zl(w zsW`FRA5QyLu#?x!NdIdoPEpdMiCjn!zUWKCUc+$6{PcJrmm2_I1Fx(awi zkHyzHo>UyWmW_4oF63U@#*)UG(Fu<(WMtBvn6}MfscM%nx#LAt9h}RS8Fq#D{$Z%o(;BWym$I`Jt?_PR8^|dtW`|;( z>5if)v{z4J-vawkpK%YE#gY4HrPLYJw@A^E@b>WKrWu>jrV~7=yN;)O4+b0io0!%n z4nwQuVa=#bOm&<(+0X4nyBFy|a=rr|Sz%4plY-f+gB_r#S_@Kj+*so!RnqT!4NWwH z7(Xurs)KFG%3X@iJolos79o^kq65OJL2PJ?2zDbm5xe)y!|oC8G&f$8G++eVzx+CW z%;!iZF59V~+KhZh2H~5pC8)VI9W~>uA>+_F)@z759GRyAhdCu096w)}`aocb#%|Oj zSH?SNuqxeo9EVROa zKF?jiI-6Ru@Y+6!4@f-YUmR)R-4Lzz{;I%d1N3zP?ZVKw8(-twPH+SA15z7xjn$>;lDcLHC4St?d1Zazj*QZV zvGEK}c@BhS+UMA%`8Hsf69<(;?OFTd_c1Op5WMz&6?V%Ff{+kJit%}ea#5C`b3+r} zb}Hd?M{+Fe)V_knw)b`;gmnUW3! zu(1g?l=yOsV7oq(8`x?uJ6gMzwHaYZi?zgaB-K>R+U3opCmE9P?g7>g8bDVXdy&HC zaBA_nmfeXCB83r*9D2*K{8xU|_{s{_DX37ZvoesB;!5Mk#*?DvCp254N?vXB>6(8S zZ9OCpDGg_Ea)uwgtviW38@!?N+8Qddo5uCOXigh)4lo(RXvnD-+dXA1I%V0wNu9M~ zD#H%qfG0f4_P1w^w+fuEw_iXjgwr^3PG9Tx+UBia%5gq@$a-&%76p#b-$0vXwLOFV_xe!hC>^p$4MVpC9@=PD5)7daudz&(mNd4!Gi7bC!RfXN|RxI*R2tA*<4`-JQM633;@Fq$MxRzd!?Pkr4`H?tvP#0Kx z^ddt}51t-QXHmbc%kOrgJ1ML61YPr!?8B;|T$EWyOj&n}jTxQK^%ajFQYI2hm;QPO#vO3smov1088)aa^eb^gXME#^#6d?g=H3 zeQ8VqB~CQJs4vB&m{HeZ94t^C1UV!8VXMMIG&-JHQ2Zj3sTl+bM#J4;Sgsjqn_FUM z-yu#x88^7Qm)Fz2uoB#SB@~JsQrV(~$km3rgHz-?_BPoP^oO*heU;Ccx#?Q&@K8T^ zF}5?UTst1uES>{-lPWolNj{XA^^U7k?S%K=lHl%a0Ve%ia9r*g7HZgsb&Uw2Pwr2d zf#o6^KBF_U->$;c1I%d8c~uIu-HOp2RTqsV|+-b(^=u5(2@1Mvz104b`;9hJCj%1dUkZ_4Sar499OAK zL#wmfFsap6ike-*sToZWT)wrY;_(~=>$&2(a~Z6zbSLY3U=Qog?x3`m6&>Fh3U!L( zX}#rTR6Hjl{V@-4uF@N3BC8MGW^2LqjP*Emcp`VHtvR)N=|O4{25d^)R&LjN4d|=Q zLEF*dcQ-x0F#V6aahyp%>YHp$kK)WIGAD@}I$VWzE-ht^+D1?^zZE4aF>zc<568?t z>AWw_0Hori>9tWP>F0jIBSj1*?d2fvi!9!WkY&#mZnH~W6=-U-2`xS322mZ$^ADAl zbJG*z@%r+GtYmQ{(}-Rve4X_TUAhj&SJij$_GW!P|PSS;7O;#h5%3Ry61mTn>xjYu{GdW<+p6FYHc8`se z{Ye{VRt}~sE|c)&*ie{wAdQvR6alv|9>1vW#$fkIY}5KKjC>(}K_1 zm~rMkU7V^(({HY!=*I1=tC1XheN_R2wR*qs4d2SDD+@ZUKCCd2<8CjPwb}0`!1s$k;y)Udx zHD)%knS#k71sZuMh#p-(g%ir$D5Kn&MLu>WqYwFPL_;^&l-(LOByZIYVXpV5sdS zW_k=_yHBX=&=+q8jvvibBS+>2pa) zPw^8r3vMuWN&?f~=|m9uZ>&WzoIpyu3G6vgdD%J(6QLAq4H z?`Q7Y^qiw+PvdNdxYN#|eaJt`6nZq6z?05WFy3kl3*3WPZJC1F{(+>EszMGc;s5CDDea4R=(VAq|aDOP8-(Jh22Ah$Jy*I|^wSh!6TS4wj zJ6hbn8!5_UU>k!Fh`4$jQ zoGhp=*vUHe=|`>CHQ)rJ0U%Nz>FgQci(aB=+~fKR4?N$8{!zP`uH9xl6Vi#)wqIbw zj7=f%?M^HR&;Z{T0#_z)N4>HP!TpXmoG@ zM;px~;lUe!IJ{{gny+o^95|;nbW+v^tGmkNn2>>L=dZF}t6ITb@WGVOI_7YjYPCRE(GhA#B7pmoK4Ot_N6x@>F%3;Tb?BQ?+Pv$-ZIo^449s}s2$XCo=_ z;07#nv}a58E;6giO(+|+iK|JfV)|&1B7x;r zw4tE|No>Z@QoLKhL%5zZorvl~i+n|7u6YjIj?6JcN z?BAbkY#T2W>EE}S@-Pu}D z*60e0lCR>`vi>yNmxt|V`qM?1B?Z=TtsrNchzxmon0{T0YDSsS$}(%1k#5L7N@cJi zw(F3V9AKIkJxS}G5rrhQgp^yaM%9(D78j{O^1P|vq`QykAMxatfAomAlQtL^ND z!Xj4FY6Hq_wFSS83%Is=q10x!3{+3ph8c+sSl&01Nr%TlGSpOSVxU=csyIu674)lfE#Dd&XjPr3!kQ z%HU{={_IhMHMq)KQraO)D3mdU?MrNFqnkK(zKPiD`?gFB&)s`h7KXU$+4wAOn>G_o%>(sy1meb z(XMSEqt>0K-hV4-6zoTFjEL+1Er>07!{~)(2unZy&N(Bx13f+AMe1B1XjAPEE+6y- zyNlj%|CBbq*S?N{{rhk$&jzq7LoC^=PTe3I22hX3onXfB0E$X6pfi0OK{_QEtU7k5 zQ)6awy0yNfXcHs6J-L#F8TWy5Z4YP}r3=Bj{n>>xrZ9Jt6RaAM$0EO)K#J)>{Oyef zccoJf%bjaUtzzWh^W<|v^y$^C>of-YTYP5I4{C7FI;eu}wx#UY@g#0a4-WFp%8~2h zL)TNp>&0p!df>L2E#4Q1PUc_PM{7UOUX_g#Hp;Wt742#Gjack#EDJS@kD?r zv(ni$1y+zo4S{LUB(*oh6`+euG(UpQn z@fNHoN=KLRYLMmZ1A%5;giC#s#A|p1Az{1;%L;Vk9@^hvFM6*<6`=z&S+Sm(9PC4K zJfoKW>$%XcYOL(_NsNjzC8=tEIyhIG+DfYdP`Pv9pe>}&e%<32~j;D}S3b%6R zQhakt9-`a4b5b?9%UoOK>Blh$;5n1f`(^$}1jd|_b%&gHEc;OpPmc5DIrYo3%+6jC!HIxkM z=dim2&a?gg%2aiK3p3NQ@vsXAKA3h+o5YK7Z zgej>0q8>d@C*X`>!T4-p2X;Ec7gZ0oM88Er5GB1Me^r?S+|zNPG5cQPswr`poo@vL zbk+$AO3t#jM+Q+=KM@_v@+X%`W?;473aZoUh1Syznb~lC@b>qE&;C6CMwK%+;}mu@ zeGfZNhdJSr7dt;x8looOa?Yb9;b~kudi!lF21qH9)jPGc-Tt&{ff?;rsub2AFb3^F3wk-FAG@B*Q`q}y=aJjYvNf&#Oi&@tKgH|8VY2+gI1@VE)Yx6x%D&i<_xr`;*v$g#)1d>}|rn$;MFjSq@@*kKtzvJk4S<< zAT6u7ggpa#(Xr({NVB&p+)nUD~EIXWO)~ZX;bhP zr&ou?^VW^u*z?%k&TYang$*(V7{rMnOD&gs(PAL+jsgZ&b|krudf@WuX@RYHzs#mN zYM{I9GuLs}W0rdJ1RA{$q2N26$);sJmzXjPC#}(ebd64ApZJ`+@0P??o*&O525rNL z_p0=4hCZ|(p+`nXyCeHnjBBUovbDFqu^_I9?Vq%y;BvgQkY}O^gOXa(95n!X9=Sj)}>sl$jakP=};=27B3 z64NrV{`@&X!%JW*G+r{JuAN~=L@Tg2)gUK(V2|BQ!TCZpj#5o$%ash^Sm8)Pjr{}k|31d`U+27Y@M%F&J{%8ve8FX%?+JQYW^l{M5`1n}vP89;n48xI zmu!ECceJ;$YLPA7>SRh4pN4|v1Xr}wufca)20~>UWSl`?A+yzSEH-(=`MkNo{G+qj zlyp^AW~_>f!Zl#(q+T?%MLnBgJeZX{PQ+H{-mv~*17KLMZs60V17&Vo!5m)L(M02p zWc4tU)j9aVp|4M!ABHZ$o5rJAiRe0RnQBRSy=Pf;n0CTtj{=OP%d?(xplYM&MFyp=B%?2d!sKH4hbYt+8J))l|+_3 zS{~A*SD^GTRWNd$z*?_+%|voN@L>3LG#oNh>=y$_@s4-?+E-FE{ecxduUXGrN1kD& zy%d>DLq5(`Ny3U%PuMQQ9R)@EathXNL7XA#%_*hof>18!Wd10VtNLxGu)QD9rSLPX zOZIj4IqkMM46_mguV!&QE)NCSPW}`zO_>T8B?)z1!&%r@1I}sqI=mNrhYMbH1xp=< z&~KmB$Y;_`R-Nod5i>lf>RmT1>Uo$eQ;NjT<*gvrt_ysw-@*(hJa;}-AkUr`hJ@YS`%(Q}V-8E;2BYkOSd_I#@ojCyvWHiNZs z>alM);?Zfm)h86z4x0iq{k3Sic)aND_kyL4o`aDK`~ zd_SNcGw-lpT(KIbjXcXVcCW%I&i15RKb>717Rw%UE$CC73*oKa;{5=wbm{_6UES4a z!_`W1FPTo!caMTb+wr8BsG$pnMzmf%0N zJ1fYp$7v7xk=^GwYM59eCEnMXKF4yS8jw|eR750UcP6V+cVj@$_~_+)e#NX zMG22v`I5q-HQ;;Mf|M3sWg=@8ZqLXXvgvzBsGS=^PDTCM{@KjavDA&TA8bbUh6-i<%c+Y zee(%&-aW|8Nv!9)x`AGYwJh}c3TKN0v8*_J1i5#RCu;>)cxJ_-90uwh(p>iF#oSLO6la2_p|yF^DVLTY?%} z#|)lyq@nW4l(l_?u=QvNOk5C;dDd^Zxarz#Mdy#~)PbRtGt+|xEkvf|X%E_0wb}Iz zy&QgK3Om12m z*nP^D@|f6G^(bI>yt`1uP8a$#@+IX)1bLfaxevc0zf zqs9+)z9TFCR%UlqD&7A;*cB}W^Okjh$4^hQrMbcQHGKfvIX8@59IsCk_Vp$IJBQen z*)yTlnb$Z}yw72knIScZ=kUkx1PK{W53!1bhr$#eeYkPl0|ImR3!?jv(Bfe`S{j}$ zlw^!!OD$ZfSXU7uTdUH#eP38W$SdsT(E~b}_oY_G;yrF*ZD{ytZ5Z5Fg~q&+LaS^y zmbq&Ld`Rm=1@%TSqJK-+cEG1#RILw1s^3Pv?cJy-*c7&QbEIzzbRZDbapiLjR`sS6 zghiBK=xudoS-25b*1u(+GXf|;){Qo_++M&siPue@#p8f2qtUT;AQ?nu;BUn@aObuf z;Zmguy)vo5{j&;Lk;_EEu*`tVU9UjvjtwH8GEGVeVGuFbjfvju;I!gS3B5yZ5Sn?csX5HGBjapvFDb0F^Mwi?vqnjDstUboAC~p^H3O6&~ zyBu8WMY!{xF153gC8rQW2)+B1GqIF{B_F&oy7)7mQ~AKO@(*z7k5+PP=ZdJfqYbU? z?nsx%c|uz+6|Sw;Im}%)kOpkN%YtV6z|vWR=%m+4W@EFO%gXJGD^shuVz*ILJwulq zFDk;*09Q&jF6IiMjCC020hz(NWRm9WytLn9rgKCKYIW_waadnEHN%$Hmvw=o#ikVK z?=Rf7vSnfIG`JlFK~T(pV_$m=2A`@>sFm(UX(RRtEqYe7^!#+Lg{uyX`uZEImDQq* z>A{dW(1il5OkfRn27|5VagSab5{EO{gR5mMy|9I|yyF|T!aV@=Y6ijc2jcHl?g(P5 zW4p7ESHTc%nt;$_BTm2b0sB0uWchbem~+^W0(5EzHQQgYZY3c!+Uf=NYwSozM!jQ3 zCvURlNyD()hyW;Z>QHby(2#VMyHS@5HY{byeU`UKj#EJ?a$K!M0Ua1vE%GI|k*nB? zl^un$@qsY<%{6?oRRhw7Wi$0HPSn4b7F3$(!P;k?vEP$K<~*bpwpM5zkx zxZ(|II`KIA))2UooXuToe93ghb5R4QaHxACjwx36hbhAf ze_6#!x#hyHnn1YTaUk1V*(T4|w4P1f*OOkg6|mo1McT4YyniA;i=_`v<8o(?V6qz@ zv(>7uH0I4Y?%iq|Jf3GkuJQ5Ay9Tz*?_hUW z7>uqT0GJR&3sej7u8S?bm~jx#*sH*oFnby{Isl&}IY3rlP0lb)iwvCWFuh<6H(R{_ zb+t?|Y&p;yMs(}~JHxWMnVweQbU%SRQSSP#THAT(zrmlrmo@nRpZ2ajuEy-^N2PR+P$^wexs(*uIcrrSNm2|oLNQ7SgP+vomW13U zmyleh5gAE}P@QKlA&I2iDxv-Wp~7Qmvd0#tski(`*R!O>SEsMkba?4>S8Cj;H-nWqhnSgQ#1y(!(f+y*Oh z_khJEV`$Q~$M|pDVWOcq3Xgk}Oxqg*mGouIq`Wg3@EaDoE$K!thYf|sRpCq_-HUD= zGH2(PKZlfw=UM0Y42b=3m_2aGXIBc!L6?u!od>C6$B8>wLSqO7yXg=Ou7Q1VRjg<4 zv9v^|h`EKB)5kn5(0KBg8#H$<^U3UjqZjDl>}fvetl1xfiuCwA3oj~)-y+bTQp!%B zdc>@Tjl^Z|OQB+W6r2t^%>;J6u~eZ4b`CrOkz>14L;IfO9<&Wynw8K+q`~L6_9FZI z_dvl8cur$AQ!E+43M-ehv+@R@_~6jOIi z5Dp6$;PCOP81_UNlgu=z&4U|IHn9c*mg~YPn|SDG&=sA>RI#q5T`)jzHD?kbN5>{v zVbqLS!jRh|Fvfog=tY^*!b@Xu7$h_83qcIN-oms??g*a@cA&dYU9ekdEpH1`AjTe?ew+-?_g zIiU^|cfA0D<3_PXePUSC0$u3-cob@>8bNI8EQhztyI}t4Ah79Z0ed_Q@NjV>%RA^q z<=7#_G*YLI_r&Q zvPJ&HX0K+OtR_&gfJ1JVzXW<=!f59t~Ke*G1eMx zcAW#S`|*1fO0-a~ToX1`o6*5T-?Di-zrlB2`J7#ceZo2wKeoECAGyvkrs9|*j1=wI z8P)F~;l)ECZcE_v#ntFc*W*yoYXl`%M?u~2Y&N3&E6n59Ki^FWWB!eOv4hQH;jU~8 z>at@rC=ad$E8$=k*v%L3hGcSQPrv2V+ReiJUZdc~p->dv(qofrt>~oj2bN>H4k}-J zkwaYsmdQQjG9Qhj=tT|CNuwi{s;y=>%hTD1q(&TNn2N(TEv6Cg`{9%<1!i!*4eXLR zN$H!dap_!pT;)6fPnP;p{yV2kQY58S-b(WbgcY;$@9Su3=6S+^X3FOWz2|GChH6XS*{0a6UKdvMMV~&BtZI z@q*b!G0aK-6^xwa%Z-IZmbbG?5Wd3zxx3#oquDlifM550VxA3|ON|IElwf+~er9nv znnhjT=dk-hA83e*XBP})VYugbnsBxYCWs=~#;+C$!-gwUYHl^SY*#?VY;U^KOOEE; zi-k_3ohfOr5m^i$OfeA0PF%1>BZaB3wQWC&Io+N1X!ao^6+g5dYDO1NPbT$$)x%Gl zt!ZlWI~Kj84%BO8$@BSm>~pOHy58N$t_*((_0QMC0?#n=b*p3_dgx)pCUs1Ie+{aZ zZ(vdGGlcrr1o+%~C`FZN(w59m!05CoJniU5M&|lLU!;k72ev-usR?MZtlM_XxykL#J@c z+dZ(0kuFA5tz~TZ4_3$HXhDPR$TN(#q7gENpGBM0=z6$kRaSZILv$({r z2bo2WYXA@AG4E1as-0&6R?Y*cDZ+^?KUlD9ODsvdrw_4!C*0t?b~JZ_8{53MJwHY} zkV~owjXvQ`A37F6L*99q>VAZc*=~zdnnKy)Z!bGURCXu%ob~M4bwx7hd6CJcbfMjz z%CM&4pz!7%SEekdPBusRIM8nNr@dWPosnBQQU_N)0X)v<$!={w2Jg-nLFHsQrXSD^ zw2QX$@nkhKE?*5v9hM5Ol%8eHwMJNU$_x8jX9zdGFr_!~8z5_w8*Q{x!MwR&aoMu_ zxF0V*hvz|xl%!>EtcMv*v zEqrI;#$3;8khLJ271X<-@vCe&=Bh+o-(b)!&wqlnK#NYCfmFPebS@>@6yg+jO-rp;x@ zg)<*_1*&=z>M-|qTlSIXtdHI9i*J6Aqf4`FDJbhE!x^0*xq}FHC~D%o2|9G$p!TssvDmA7W>P8w@a)eE%`F>he2fK=Fv3If&41O>NqJG$r`#wYg(^cAI z>XBMD*_P*Capjh z%2ctXgCkW?cu$7)37Sbo7tXP!IwM-7lf;c1;)0@?!EEQLQ;@yzi11c(EK6FeL$*Ws zTtv00@Uoi|yMN;_%%0y5)z@2MS~k+_)1yE$MhnH0VBBpzTA^iyZ~6|R#k<^? zN5LIoh50skHrfJfA7^nPg;8K52!l!C%UDWvID4~ZCA(N+E-bCS&4QJjVBnM+kSt7L zW;YF3K>NqwHzSM9so4n5UMlD`t4vhO=l^NRbij}bJ2Z^E!|ziwfoexbdiz8qu=uVL z^xel`;7i^=`*`7i?^p5rJKLd2kr#;$3`3g>ZfHMv5nQz};IOWi$@t85c%IZ97gr8J zn>N<;a)JqM8Rvj+D?dX0s;=O;<1IADo@cYleTp>e<|Ht0?QsE|J8TBn2D1Yltw2htD8PI!62FdTMK2N$#3pxVO+UTciT z#5I@LuK8^R>EW@UF{B6Hi^^jW`zzSFTb-~;+Ymh(F0pd6gHY@5fb$&O;eL}RZrFGq z#@}|Pl2c2$^|gLDZoEFtABh-XJ(DXt){k^|T?B8_om}PO-k4^tOGW&6emAZo;XOTS zXQ}A0DDXX3ESC;+$c5^n`11pjCc%c=kJ!Tl1Yp*a7N%9RxcolU`(_FB*f9#4G<#{FB$m}1_M)f^M}e6R$T!+cP4m=snl)IkwIv7neIF$d7l!+F z!Qpx3p!!H1i+y52)6ZA9Tgj9CxUwMkzLx<#7;lIvyQf02i90IYv8R+b_duIH1rs)& zJ;^bp$k0d3FSCI8+NrYlrem3{M-P+Uh2^opRT|i^mOTD%{C}N?K+3D)wd>dQzO+w&$txjd9{KZm{LQ>2*#4t=!hVaV zC;KPyQ?&A3eQ7;K{JbrBdZd0OY0tmo@n`d0wULqiH@-Fv8A;8l;(7xl)&G|L&e|_l zG?eJKiZ2U+mi8;%{s4);{aov$<3V=X=QPCErTlJ%2Yy}8 zQ1WqE`mgK#(?9(S?P|0Hi+{9T{e^gZ)r!Z@=evu0oNODjG5l)2 zzct?rJ|fop*|)d8zB~k4&iAC_lb6JPq=@`g@k+)~ag70zipBOTBlEGvOWLkh`DG)} z(tf3WOhe+=r07TodoSsQKPX$CC-#%1zewvTm6YqV{$NG_&u^E;D=qQ*z46M=XWB~- z%WBWR{oJ{mcE`lP`hGe&S4QTy#>p}!)|c9sxYYXhOF^KepOKD}5fb~6;_zpWlVU$3 zFJmXEKv6>ME%h^2lCqcNU_@Vuo}1*2RIlZ^4N($34M{(c>b2|_QhU$%L^%C(e-ghE zBs}2Rdg8Kp_ADclZ7eQJ^{OOgneLJs|0eOd^-;s);syms+Vxw0U|peDQTqK$Zfg}^ z2m&qrfYk1zB;$h=1}n*%|1BPV?N6tD{a1f`^{nDxobn&)?tfrfARyatbHHaQ#y$i zd-8kT4P>~HCiS9Gr6;&{Gwr$f_;s9-t`f9Kaw6He*Ez*#3(5)cW5%ak*xpmy@Kh&t z@G{Xr&C~IMY01w;vp0EilgNT?-ZO+wT8tNkO;MvuZy#{Wy6#{y!xMR~zIB}4!Hu~| zfi~18-;PUOQ3Q+X4LQfXn&`CSn7!=wJ;D#7ZLMdm{XM4FT5Br;tq8Ot(2Bs{h(OCc zyeLV$^|>ZVP=LnLv>Acbxl=wbEkD5jBKgZ_&CRDb`IxBZ3wKTHBY>#xj?&1tl2vhK?C z^@p;{3jZ%)kC1Mi=>JzyBAk{eRU| z=C^*9gQm#qM?d65N+Laxs%T{Fi1_aXE#%~W$o#uEZIEGuWM%Ty{EpNp?C)iN<|lt1 zpFhLPY#hG=lkbGT)BF2&E7Gc=KBfVP0(`p#|KO?7?f-#4DbApABjd&n9W^pGp}))b zCNguY)!2UM$i#7D`~R@E{oSNxjcOwLd-d+pdd0?evii7DBjaMn#*dW#_wOLBlc|?X z4+qAN924KaT|4E*cFh~%fY`BdL;8;#HF`vB!qBAH?=1HJPQOvTWug@|wr?+^_kU{d zA#JbLNMFWB?7)FPI^Hlr`hCb`bicFw<0@_32iO9H32i?>p^G^jHD`b!MXuTK6hfuHS+Y#w3Js6R5q|LS?fpUs<- z8~u7rEVezr3*KbiRZNzsPB|Ev7u#qWo5 zrB}?4Uy93b}1EP%Y#%903Uqk{w>#uB|*SXQI$;8k&{Sq~rN2&d6xV&Tt|4I0B z-1SuB^CF{L+nCq+iI4x}ZT`oj%lzce^7?1}ecGMzSII`%YYA_FoKyCWGisnl{{(Y6xKg^3 z`qho0^2-aE;i}zOqPB<<9S_sovdQ$4n@8&oyFt?!HL|xG458&MpkTN$_BJ8hyM5(lw~BcGsqfFcv|Uvb!a zMKBNE4iUMAFsEQSM8$-`mr40Jb=M2F{d`C2MhBo}_e8odC;?Wl4G=NJ?+lqeST_N9b8Evi)qC4XLaA)aEO0bxXCPh=hBc~627(Ec^{zP_lv?pBf zivfP%GRoXuiajQeqgxtjq&_VJjQ1E(yTv|GDN@EqyN+`1J(g0jy*euEox$F{yO3{! zDijvkfI-x7Q0Ot2>?Y2Ir_*||#ijzTvC!uw_Ju;x#dK(%zYumF;=!}zGhNi5N^93F zrn~A*Bx|oc#f*_H;oHWUlvi_{8@K!!-3{tOA2#-aCqCz?V*N4*KQRV3%v*{rvyqOU zuf^AyE%>0OZd8q)P%!-ks~#~7+#|0uqk{^t$xVar(bSk%ZMB{`OLD=)Rbb(x3?N_% zQbGT|%xfYDZKi!AjWwQ};>T}fH{ORoWSs@uj;x_h)#G5%y!V_aR$dsPxr|y@X-ND% zT7dE{o)^|FW!=^*^1|~HY~6e)1;(ed=tCLs0Y#F)YuWU;RW1a|EvH8nH(-|CCJG#+ z2cxx1Xw$MRu(B+n&U2LUX{R!7>foo${qrb_&g=0EmXG6>)4j>^-AGI=01v!G`r*pxiz7ctaVw|aFrj`wsO9~}df&WEU8~kW;P56AO_Q5sxNa_8 zyHyOmFKI&llOJmWk9dT8iL#wx~w z-k94g_Xx)?+kb-fGYFegAW-VYX|3+WYA>2Xgd7bgGRjWAW7cnD(SRk8Xmdm zCh7N149&Ry)W&rMycq9Cp$-Yq@{0~%9?}7Gt|vgBYj4Tg^*0(d(3bZ+;6&SN!fEUm z7jTmFfb#W6Ky)OwsDH^S5)S%6Pt~s!6XignFKLDT^ZlWC;3j6dS%)_*TLq?~MI?GR zRCw^MwWK_}J)gz(2CwZ~!KCIi%0nmqxjFC|6H=gdP6-(`%K-Lb1U1!|P9G*OA+PRz zSxKw|Rpp1#QsEBGo>ESA@^f(ij+4YGtMljX&!Qnwxy;1WQF1T%J>Gog&f6X7N9hUg z;Z^EX^s3n=ESoqVDmDFt=WdSt$=1Nnja`AWFF&OBYpZ-|N3$`+I0fu4Y^Os9)`&^8oxQ*w1;*1@;`7UMX5<1ztP}}U#0LF zj#K%5%ct{+p(%WezB75Nl!bh~;!M7I<#@ho%@qF3{SqCVqcpC$~@M3!fzO6V4>_#}cOTv(KmSagUSv zu6zo=HY|B}u&6+Z2As{VDvK{Zsh8M`!RM8T0t7 z8X62D1~pOIED9KH-mq@Cy5`mVmiM}cM7k4Z7M%wY8o$lzgD*1cXpRa_3uO3 zx@wNk->?6xmj3O$vSH;RCw-6h`{niH_kY9xi+Q9>{~HK5(iMs3{GR%ENc>qm>gRJ~ z|7bmL*twxMGX4B_=-V$I{&f=gc|9+)KO+A>^6;;UN5up++&8B2_WwwKFLr4_v}nZt z1^!wR_*s7&q75QZao`{2@N+z>ePgvO>?$+%GQ2;w{@dKo@u91WPi%0z|uYWck_2c^ujn3?QAn0E>Z}4gyNtp^XX6H1*e-F^0w~D`?UoCF5w|~Z+ z%pVwb{WFY)a#GnoodSP#K~w%gfgwIU8ZNm5L-VvAXa9ToOO~#i{<{C`I=-XoC7*wfi%g8l zF8XZo0B-uI{8&#qPEzJU^YQPom(EW=Qgzh)>m&1hij>-*G&Ty`r(&S84cX0aOPx#A0M^x5Sk| zu$uOd_{{e*K~C%Uv;*F5B43l}`!EC-|bqasv z@^rpKKr)|uIfGA|lES~1#%1)!&)|>WPUCIEQuu}alKD|*r|@x{l%8Z7zuP>OSDBf{ zizlS=HEHSmEJ+l9JT;Z~y_w9vv|GTNeV)N9-J8vyA3cR%fHV1u-_m%ugc-c2%)BIG67(H++s>;a`E~W=QgxDMuTqj+ zx}_-DVEq8VK!x9Y=Qt$3P~u${*1#L%OjhDGkM14&Kq(V8LfhpZA?5jH`p`<1zff`+ zULSh~8f$7nPO}-G%IabKDkDl)dO=RJU&6PW-eeWqls_1CmC|f(QDmmFWOlNuq)&TI z$y1YsxUba}%JzLl#U58Ep*sR+Auri8T!Cjh9>T7I)q;I;33y*_B1y1)L|a`o_>ZNU zlEd{P$*`weY5d6dkiG8{tVnu6%u8ExzH1%T``?E1%P!K<>Ofd@k^e>c0=>H$`_#UzR z+wc4)MmBK2sCNVWNAaG}ehqkyOT326uiw9n1b&Y9$kwNMjrt=K#D8_XQbzYbe9!Vn z(SOMI|9;l#KYXw9NBxiQOG;CJ=X;d@yI$Jz@6`XGC;h(Uf52=1;~Dy1VE?1^&wu{W zbELYlp{-1Qe@^LF&HqFR{QMlr;x`}q{;{{tjoJUMb9`Pueb1nv@w*`vKk@NLu72fY zanqmW_0PslfB4fzr~3Vs_P?FKG*}$jIX%!^c zm2U84*9N?Qx({?79S#H24hR*Fx}aNWKx5uY&uZln8@XvE`xO3&jkX@aU2r;wc4}kT zg2MgMvsZp}zQ+{Iig;D@`I;pJT+ydGMLmjXpTgxO+ zZD?z};64%(V>L;m*a)@a*W&K?I&{|X27<;;;o>G|JbLatQ+cW?MJbW9q;Hrt@tALi`4HOEis{ z?=qz>%}QBWRTHT7^QAkPzcIRhnDusA%sh>9nDvAMT&&78HhhRK6xj4a?OJ0P@ZlTl z{X~Jyz3Gf@(|BxhvMC+BC67w$?y!;%YVbI|9Ta<>7p_L|82(Tb=Y4v>j24|`@l_V2 zqi=?zm_BS9DiUV*mWQ{4TGHp*3(RQm2c|uv6y*mnntQT@WxXY?+;}<8Jf;bcYP?{- zk`8Pe%~9W~4j4LWDa+omh~2pshL>A$^uqHsa~aZ(fxk7q$o#;bJ!!!%Ev&=lcg*0l z)>)=mI}SZYe?tX zF*tZsfg=J4bID_Oh+ ziywy->2&Hw%GH+S=U@z-GeTi|&Ksr^Ib688y^2e8=tp7hne=X39c$sO$~Ent!|pBE zjYFm#!Mn@5z={@q#iC|wJr0i8!<`;`Lnyj2k%WSD44dglXAS1iBG8>G% z6N?Y@ENOj@U~Dxo04ictFsJEPHe{{=L`)b6C)7r;aR#O6FP{bhuXEUgmf7svn?0;1 z*PGhpxk0Nzim)u!j@pIzL#dt@T@KD?+drwmuyL1J{8bfrlYA4a!ltvrcDq^H*eIH$ z9Y_=9U1`f%EAZ>%O?R~}V(ez1?3}~6$#^DR$TkAcvI^G5%p8IzRpaFes~~9SDiGzb z@U%ZtEFA8oRb(+(QW&&h2`zcmg4&-8q|#3MIOef2c&uN;(jE%9;5T;2XessBGg;WUUJlMYxrK9ItzzD>lQGjndfxC& z3C^!KW$eyqNPg->wVM68o~?8t-}f&2rdfh-EO?l{_c*iZua2P;#rSr@L@bJDbc_mU z*6lUS;ByKs=~%(+zl>m^2{Bwo$UV$5v_v*@8Jn}-gD%zff&stw;3?!vVh;}T&T+=po%gPmKx2%f%9*nt%g2z?`4gtQLVUd zH5ahtkvt5)Y(|v_)gk_EPiXO*BAeP#pEO6hu@;@pXkb<>{kEVPcqMtzXEp*g3Jqz= z^Dw&VZ3X&MCbNNNe(+N4fr7a@-8i<4wVrr_ZT8MC>N8*fXx0qyz*bi=vvf8Wv~f4v z`mGmix$q3@RGnDe>l0{l#EJQg8_wERXp`cq5PGOwS#&)?hkR`2vL&tVGo5ywD9DOq z>5)FPQ`w%4_q)L2bygvIcc(6&a@f}wIy6XcMWI{!3m6^MlIBnA#uoBjDQS!i_#Fxc zuee8Ix6R{=3eIm7$_i?6!kPD+jiCn28G1n&?^cW!Ih$GN@zX`8wM}7hsR_h*Hp6nU zJmsFch(jN);9l?t@x8>98T zad;(uloLbF^UpYewV_^?94ttGhHZzWGyl8ySh7S}2;wd?Wu41R+uID(`L(Ro(+9$} zl3=!1tqfbX)`3U;o#8{(C+>W;H&~V!!AgB4Nb2~3g$Av_IWtvg{dgaCeNQhCDegl4 zOf9-tapds$8mf+PqH~FZSpD8e@*7i$BL{oXZ=-KuK=?6yq}mdKTlOQL@d1#(SCN8K z2Vi3ICakE@g81roQ2X*Q`VWnT^@%;OXY^jC7x5BF5(bYo>iQ6aig=2EPpp#I?L~doCPLXmjx^fqeb?i#L>McP2 zl?N2hswq;PZ3uBCZZyzh6m4)p3@i*suVvGP%uQ2Sa;iO9bTVUMDboJ!+=|m3y3k3D zkF5XUP%_eYB+UXb4NLbU@j_=P=spIk(k&tSTr>RadI$#(w15>?+#%5tsBHOubbOG> z6q_2b%BSIQ)j5cq4h_W3_v0AN3?@-QYauVHm(btCnLdu`O%waB#AiW+nL~&n4ar*q zJx0&KJb8D#xmg7Ys@yrj(g}=DctNah2Hneig^GQe$4jDibSYbt?ra!Gau0PV*L@=% zE{$a6&1;2c8-rl3lLbv1``gyqurP(&vTJbS*}#GZB(P`gbKb)3;xyf{Y-o?8%mx4)9r=)dD)L_LJZ z>vUn0!+E@85ku+>;eM!2YiNUP4PYjNJ zyo(7f{o$Qa7`geM#QafClwW?IWeG~%Fy|_8hNkmNhfXHKshMb6DHNOdg=Qvb016Xu)!xmRX8m?Rk0*%)hOEB zbOT#HM+DZJ#B?`Q51PE3iBAlSXwBpvuwzRUI7?L7^ts*POTXxyP%pW_!+{y?HT<+}Mm9&4Fw|!*l<8C$@irDLXvi zGIJ>PVDGE1O2F=h8~BJT19 zY}>5{HEuZ3tnw=6HT!Lm-9!`E7t{n^yKuC6#R|6lnKp}^2b9#U5VH?G#LQGRdbg$? zcbs>oZmXM9)+#^f<1C$49rLQiqwwg%#F_(WHTxY8XRUv`2%ecj0TH)3l8 zV(8NhW!f_`k_JiF6n(rr;c2-A>?&P+Fq{^XO-?S!>JS-S>6Wh^} zcG@tqb|2&Vw_+3ZC1`t1k6k@!Nh9Z&zhBs zV?q{)bw0;)W@lE?4ozJ&GhEF~7A|K7PR6jlzA5`OsWV#dwS~It?vy-sFiUoPRdi+h zI!qRi1uvf(wD@LEeM|hoRZR(+wbi24mG{}RgSL2YL?s(K)Rk&io)GR79q^o5et~T( z`^XYaj3FyC0TpML3uc z*x+5AsK7;&%0k*x6Z>my(2nb@xlL!PnYE485Ag-hyIGvr))tPM2R4&Lfk z!D4zvaNaL;VRXt2b}_vR-8|U@i|!b}qpy=uI1oTS%atj4RtK7KUy18*-VM%)TN5dF zqe7o$%)j?+ytUzxkQZ8xrw6%%tGFvmt9>Tsu6W`00Y{m0{56()wF~W*`i{AkohbUg z6(q=w$F&J*Sg2is9q-S@-Yb<@cB{d#IyaoI&R64xZMTMLtJ_k=JnfqD@3^HZa3cPa1=J9@EB3*>oK-DMDHrA`%QPSjF#2YZ!iNcBM% zV$$uoH-oN1%YHl1%*%+*)t-f2N*{oKJRUYaxg;zzABh2mHZaOaL~T>2K>EwU^eJTx zTe5v29m@5Dz(;dPVXFqj#BJo*p+$7`!Fk%yG8u-2?W2nLa^dhij>dGn&AMOThZDX% zr*SV_sW@V`kT&oPRbHuL$R;kXcw_ljfk`FmOFYb~K{KpISI5rnT}<)F25 z8!pwy*ztoL}Ne_pBD-7GFklCTN24AzP@w*aVu4-@}fcDM#HD9lGab z#7eu)N1@$Ic2xTboAb0(aAVf+GGRMbZ+8L3s_{(Eu{HKd@M4!LEy=ir2Xwsp1wW7T zBQ2N7EI`WvFtjB(6f(AZ!xm=e#3*ggXS{vOmQ?GMDa&p*liUuX_~rXpryf?+FZ}^7 zKG71G)d@D!unx%}8xK}JL8f5qobl*0Vg|lGaGqUrdcktViRe1%468Q{gR;Q_ zE-SNP$z!G#xt-_(DzAZ>OYLO`X{<*sTocYbHlRhbJ@HM&BJANPeb3UaH!b%xgIzVf zXiUBjfszvDg{2EwJ8bBc=_~9$K%Ks|b;AV{%|SAy4d&kyLBQ}#an7~Aa~q^qyPJUd2U_!b4wp*t$FTJ=TG>Hc4zp$yX-$yTP+A9oeHP z9nid1h3h(^MmUsk=|GMOz(-wd2)HFvSUiQsCXM62fyql$cQQl0u76X#r^D|4IDsepZ) zzT$0GQ>6&I3(AE(?KDW`TuT^OVJ^6~dB?t#b|SOQzBFWBAkCPZMw;D1D7-WjTTc*C z%*5f``18@^zqJY44Z4DRTu#HaypEWZGX?wyY+!l9V&Sb`Pv}&f0FiIj;kvt1VR@!G z+o54Xjnq(GyIlYL2>lY+=*t`FOC4F?qT46Eq6i(1w6O zymQ(OLbtx))MoL(FK7)Wucp9Ldlg9Z9wt*)o?hmf3SPmmwW9{kN7B zoZf_{J!wOcA9P7%ah|guE6+482&Y`6C} z@_hM#rDOj(f~JZ4O|}h{~c>*Lu*|2dmi4A-$P%i`Bwy$#XpF(haBGIbKwG zLyoO}TgHZO_{Ie-Go`SQcG$M;8s;~DfV-~9fyscL!pPPZu-@cC?Cq+|?pJ-py=m{Uy@artdOFK6+JjT8d?0-DHC%Sg8q|X2X=Hb8 z^7*!qT{p|b@Z&0|ebkH|cFJeXo?l_l_BDf~)+Xe+-k!E!x8v%%ny`GkELORDDfi^C zz;%e3hH?o<&}XeXbWhmN3f|r0>Yp0GxXX_4!akctqCIBnU*`_nn7~1A4fs+lhnxML z38{Wc%=3jWHi=dToqjItx%Mrrw{(S9%R17lR0gJ>T7X3Snj6wF7@hOv$;Nd9jxOqf zO5-mVeL33;Y`U3(V2PdX)-k zu62cAzJ&RC>42r27p_o?#>`(XZH?l+&22(Kc`1V!E13y$4}flyF*O6F~)8O zg^`C%CD+qqF}qkd4yWrVfTd!ccvtdc&c?qvOK;%{-dbCk%X}51NyEk@+)#Gha8d@S*0o(fJUTrgdUf`yIt*=X|JU{w%D!Js2+B z2#3}tbZ+7v8~|RbThVL6cHh7p=j<=5^!oAfL)D%XDOHtOhuY7>#uE zID6E+7RPvmbNl=|k&f7!X7+YNpXnP|in!+So?G zQ_Y-d#Ni5>RNt4yA2WouxRb^^C6n93)53WB=csr=gQj^{Q|+JxuC3xUiZVR}F)vRR z_3L23&u-TiCmL3Q`-Z73JZBFZKXI;*Sz`n>j{WHE{WQ2VS30Ntq{%M7sASiMEoO?7 z$Aj&fIA-`!ACInB$2cW@wn%S~5On^Y@T_%5nqn%)4s;f{@{$_SEaaH`aX0dJjcM9+f7=mG6uD{8x}bJUWp1(%*P#zPa@!O3&TdXQyQZR|eHVP^uv&15 zwP48)D%ix}1Gu@f6BG45Sg0tc&k{2)p|MR*C_iJzzQmZoon2RO(v@>K?z{;p$!o#6 z+Siyl?Key%O**he3o?3GQhKoqcsF^8!;+0yQG5(DvrS`@Bptvyd?P#I-44DU>qaiU z%;}u4nY{?Hr#>H=z}Dur%>SJeJ?A{&+h<=kP<=A#B~!emVQ6TW_J|ZdHEbh?(R-CGq(%HJ;sVt zme{hJv%0Ym&1U33@h}^-ybYzk*nm&#f}u(KJ*@SsjyT)*9gDg3iW|3@gPP2pcsKPD zDkh3)NSp?X-){$fzXgMf*+(v{unQcE35Cd8)m+U?Ic|NG0^V?&Ku&$lASw778+Eb^ zU7GnC*RS7#W9|%Pi(bi*p{D`PaF4`!DOzB-e=$B&5a9%84Qdu0P3LUPseALCLdi=@ z;@4K;`XL6a%C|X;dguZp4)><0y?0O)l!8Gw(s8Y42PW#6E~LEi=JxD6Cg{7qW>NP; zq03t($|&5-Hm{b0ET_*!Nm}-xqLhKz&x>$~ix17;+XhxN;poySBak>LLs|AlcKc2) znzmPh^D}zUsl%Gk`jH}8PmKWoq)m*R3o%2w20eK56}nemWEXvB2+pl{v5MFb>{hJL ztrZL@UF;7z3-v(j>M`u)RDoCQ`ckx(KI5iJ=k5FL1plWoNFko2*10!CbPl0!-osFM z6v(VaEdXrRqDXPKM|IIg)cEK?dac*7>xRvRS6^(Yeo6_eI&VdmHvU4kz5*E-6|V7fezUVZABOB!?FrcZHoB?iPA_ zDLQfq#j&jAn>6`?8(TCZtCc8hvL-fk<( z95NJ&vR^Q@55#JI8!c`bf0kugh{5;a9c(&wB1ZZh5-c*_b3;$QWm7lVvZ!V5H0s`2 zJi6pH8*A>&4KWRZ78M<7q@F9Rw6ugBCmE~xI1xjVqp7=MGCMNtwJ>~mF00aR#w@mG zaQC!)D8gK zLpUW*ZYtK4pJqU}hIA#@6Bn?1`XW}`>jg6?wuY(soghmkP8gMyfsZ?RQS3Kqe66%A zI_hj@1CnEjm(IhQovL6tTkYAPM_w>eZxb#W;Yp+(jBTW6i7d5k!Eop(w)2xFrIqc$ zIn9#MyI(2pzLkLK9rlSAwoxR7LD@LMS`nIvBS2xXHQ82L!u9r2AJM!s#4ekJfuFNk z!61NZ%g^Arv-(iH{)71Ikvq(1YYSTHzFW*jDS(pSXPi5@ikWv4v)yh1^b$dUkT6Y1K-~HPuN$|e#JYV#U8o{d9aN#i_thvj z+ZndHyy0vZpj|f8?b@0S zc6H#|M!dj)!%lQut1sbgT?{>Xj!g(E!zNN+GOg+X8#pzVrguDxG4-*++q5yly7Lxj z@JL7eX}U6n1~25g?deHhLd4K?oGZ1hvjwm5ySd~u!vv#{V45c$%U!xj?CSZxwBf0U z`9C(J(o6ENXmbT_Jf{WGG5QpocN+7b+OzA4zTg#Af)Ue?Vy6y?Xtc8@y-7>LB%ff| zsu~9Qme+8Iku5zgU(R+f4JQAv8+cm%Gn&#sm>6Qu9?f#0`H?O-D^njt-&8?6u#nw; zu#FvF=gN-MhEs0e0-Vw(1(Vg%xz~<Qf(gl(pH~(I_R=JdhOu1 ztwTLu9`Iu`T~pb~lM!%Uz7@nPtQ9xi+nsHgDyFy^Dzy^!jWkcDbCyGH*OWI7#g8gBzHG7ckO81>yq{>0}((#y@0{FCU}Em`+sOe+8D@ z&>=W(Kv$QDxX)qDfd$KhnF7$Y!F{E1JY|%q~2Mo?uzeI&%(No?xixH8*g| z3yd$|;kVAtFaVXPKI5>EBKWedSymu98X!H_Q^6)gU%~OaFEX!|X*kPk33Jz;Q*zBu;7uc-lPnluZLln96^^CvJg<5yWWCl!! z?4BQG#qZsVyxZE4mdZ^|`D-|}4eLo&2Q(pU+c_+}*o#z;C$o$92Xb**T|vu83&y@b z#JNr`#S!QHV2E^%XtcxuntdAxVIAdRYr71rGGEB8=;_Hy@}J<6(zWd1_B8xzu)Qcz zX%A;dPH-yiGn;V23H+}P;LetDu(?eT3pKD7mKGa`NL40Uf2T`t=FMqYReVp%n;5@av-&SVUR2RZlb7l7E^rOhHZ2mh_^aB!mFko z+2Mz}FxdDR4t^~L+qp+rU+XBS@l;0Z={=}IsuMv51uVgJw$NI9SKL-Uhn)>wOa@>5 zaLwupJo!ceO!db?K&zSTP>dKljXQ&m9|zKb5)BYqsIuhYrR?$2mH2#PA{#7(!omfw zal#A-sBoWz$~}!R!54)&3PH5fvm-q6N=1*j09ZBNx3KuCrFdM1BOH%d2zvHPG;Mzz z=DjpRg$~`|l;{&TZB_|d3$p;O`jMYsUmQE=Hrts!g^9MkM5BN_*17ZxrVY5l0&$KY zeZi2OT|Ah`OowKTThG>bKf<0P!>IS7RV<)sAG~p+h&@cPg6ynZJmr`wD6da|k!P>4 zFZ-<_uAe_R#D~H|8bmcU#-txD^^aYpiERJs{WDS{pa>h*{0G9#GLz6*&oW{Eeo zv=F*4zRn(AEXOxVVKn8FEiNdJqxw(I@a4!imizV;T6_+M9&-vf%JBljIx)^`ZcjKR zg2M0aNt-LetaG59>a%>;7J=ebB#Rcj@et1_39pDT3&*j0vbrJfswk}%L zD+Jyja}nUc9JWg<7@jycp~S1U#5R3Hhw`pC+2w&yR((s@u=Fceb$PiEv!fJWZ);8d zZO-7NjlHSsVHKE{ZVsx0`r(^1mXI5f%EZUV(BKj=g*R(W+Ev5YmAbBA@8(L$3Vzh% zSrQZ1zGta>%kb@q7Vt^9f+`zhVW~8(s_p1Xy<2)iWu!N{x~P(mLVw7xjRaG9CFz;Z z1#Gm(Zl;}K3wgEn+?ZM|P`Uja@B7_gyVdQv!h2mQxm26N+CO7m4~aqNy%~f&nu=yC z4TM)iTqy9cIz^81p*uUTGrXpU^F3!_{}BN&=3ODyUKgQ_!Z_T}tuKl%8G(g?Dn6CY zBa`oO+?;wxnjgSm!juJgR8a&8+RAiX!3jn`xx`+CW)@kUoPjN$+Q5$auAo>jkR6tD zrX5K(B)9Gjb3E3R^4_0ky=|soll%ynU}*pv&-}o{eLdy}9brvAc7>7AK6L-}a8JmCA5lZg$Wv1)f!J~=ygduk0aQ-!GW_~LaLc40i zllwj4i$yREcrgbDIXO|JN*6Hu?E%wyF_OFC^os4A=!+v;-C?HEvmzn8(s9=-c`;2$ zWOFTcvh%HMAZTwocIvnjEnaAG*H0Y6;ywoA#8C;jFJdyDcwh_Ok`3I`=8h2b=q{cc z(p5OF5rgM?hO&LSC)v4&sVF+BTKJ^99sO2lOYPg&VE6+wd>!?iZR*~Ko+%bH`|@o3 zQtm)^a+)&*>v?#=;yvEmBv1M!&)H{RSMrMMk5?c1Qp*Gt(9iA%;fp^DhQ3dvdzsF# zKh&1i<*U-1-Wm{>Z^T;I9l=gtwCRYOCN!Pm240!EF!1?RR+1J#yR&AXd%iJDkF^B* zoNTUKJ`nT9H>FGGU*ISWGdN$XMQes_!q;Oy31>GRL(yH6!srRZFzkXeO)d5U`J7Lz z@BJcXbpJY2-g1i_2|2;F4b-B?#}Q+tV}2{a8VW|>&7aYBsqu(lxs02)4?o16t^_^(sz!Wa`#uIk+oIP~z zUy8-^5;&hQ2Rdh`3aTU53#T6Vp8r?8NNJDBx`btqCzE-I*0 zqeas1(#CIgrNr19c(BbGR+l)_Q(^8t4%)9_z4)eZ*8eN_Wce|sajPq+`uH$T*O}HE zbRxA&-N8vDhNu;hpyvNgAiEQ2nyUlc_%Oz{hC@`(eP|NnkG1a%gpU$yh@N+v8*S|Y z_lu{nP>n*At67d4R3@UGw*_4{v%>}3%~^R5f7t%~Cce>=#z#ih;v%_tPBp`e-okV<81jLFjejd zIeav1nJ;E+svWE&JCdw10h=lh%xp6YlXjTUp!)O3+J(XV{f}7GZAFOC|BSl_Rx)+v zb`+ng0@gli!Ao=an###G&; z1uhFrV7EO@;ogqd4Aw1YDxGFxn=LPeFZz3N#|0Z&>)n#do@?OcQJdIK@k93Yiyb_a zo~0Of)Bu(Rgs=kh5J<|_BbDqR8u&4eH7x`3`YfjPTaBCP8+=BAv`IC0_ z0QzR|O1Qt=9nKDVjkESUQbI;Bh=SL8)_x78%BXe1!<`FowqYc^Yn#WSAIvN4JZK=! z^6=v3ACAR+AML0-Vi>g7`otNHJb)X9^`re-ZP=2i6RdP(8mbn)XRl9cL5^KB2n*K# zU+rCcTuoW~KV77hbU`7c3nda`N}c^Y6}l)Tm4q=8x$7mD&>*=*?stt#2)QLRxwM~0 zs7QmRaml4|H<3#yQiI=~Ip@sh_cp(o`Mfjp8S{H}{y1x|eV((QwZD6<=XuuJYke1A zo8*amo-LG5E|jsY<6HT(pm5%`x;2{~uM*>uH^Gu(6TbC!Cw1-Fi2t=<9-Qy<626;S zM&At>j^fw`xT4BJ+&caRxZjZ83%2WoR%U*j>}7?6=jq}C+vc2PZqF-SB4FG8uieeQ*fE&*R-*8QWgcLxs$<@aN2oLkEe&2@LK(IuEw;PP`b8VAo&PPx zM0I2<^9CHKr_CXU^5O1AGuHC5R3?N zQFQgw!Yex4X-R8sR!i;A6C7ClU?R$W(UZBD_54f7Ml1|iL zEvDpz;#KW;WO}hb25qj7!w#8qZU;j&Xy{D;n$m+eZXJcWc{gB1+c--6wmCOAUrMWU zV=%dgCH4O@kM^hbgwf|iaa_$H+rO}zl>GvusR z>4_b7*|A==239sR!866TY3L6vU}5QF*sw|mSG8Y*(_?c)y}fG0yZ3`Zv>gjQ1vd6* zOandcQRf-UIida`(I(-0ND1#i)w-{RSIvqk%*>jq=T!@xDweSNrd zsI)8&K7F_n9wp`pd$Y~hXWK)u{M8~#$hZUQO}k){oLJ{-7t zH(a{ti%BZRJw#dnkxsp+CEwo|d_+r7wCI z_eCci!1zAt@Iq$}MYLv`k^ePy?9>;Ztu>=?w>RMYi7EL%*XO#89*PwWE`wSy(Pa4n z(PNyC@MeH3?$of|Rmy+3NU=%FUld}fs@Ks&~W?uSucXl^%%Az?C ztCtJqsal|Uw1Q%jx>9<$IdAP(M|gorVyZ`-N5sH7^EEGdvc<_1Q?xh}(6!Nzd0mp~~Td@V!nOp|aGGPo_U7gT-2Gb}opWJsR=B z+isGNSjf+;$Fq~MADS=F;1%t6L8xyVy0S184nMvs_S)ADo2PpTS*Irm3*P#G<8Vj% zT%#-By!wE8Buei*ye-x?{vaQaOHwS*TrRr22xs>FY9UeVw=zF@kW!4 zG%L0)#h-M?^3-_H_iKWiy1#^sD0ePxVk=E$_QR~Z^X0QjY&qN^5w7bP^1*Jt*wi5o zUZpnWTc%Gbpj3m0U98LJmW6ZgFFfG5vv}XHIH?A6S0@j@05B|fwVeWHJ z?9|{SoS)o;{a)yDmka6QGQ-_u73K(!!Yw%i?m@ohLt1)wmk^y7$}2X-!s%z$WEQT+ zXWk4XzxbDQG|UfO-n3$fx=e`?o9Ram{);ON_!A3ToSk6L^VS@vCHXlZi!M4=XM8?o z#cRt0WADS^c^xF)vHo~w+HOjX_GUZ%!Ps3-nt$u9kC7qEMD(=cCgt_mT*qGQHTx8~ zH9aY4Mz5v0pS$sw?;SDX`AS-7dsNWgwOBawJ|8*<6oc28cKpN2v6)$;>Wb}G>!6pK zgo&pY*9&_Fw!ubdz9IyNxjYA>WF1W3sEfC}W!y7Pmv%n#$xQgBt>hou!tF&l^n6HT zuzKwZx0Y-XHoemE#kRhK zc~wkbbaA=}lVS&A{`Wzgb3BBfzwApp?*?NR^EjFkrOjXDSCFi^y4=AHg@e;hz}6Nv zoE+lIgFKhQ6Q_B?y4xpUIv=2${-zwZMe-r1tniH#Uqqg}0HKpNiWb@Dz~oRnwx01B z=w0ka22YO*xlO~_VrGEUwrnv&>I0vucN)~fr-A(!Jy2MZNr!eE5WafX6fR$t+F$oU z)FZYHKhAzdvc1{P)zVnrvkV{B>R(1zN`l#FdRNY0)*1uSyNVMYv_<<<795UJ47B3~ zZAp^Wke=8lRL0*EbiG^i$N)KZj55IRj87@By$5T$1=44cX0#=EJjA@~!OlzM9BzMF zG%eUmLj*h4)$fk7qUT4P46|tH#uqfer!jlJ)?lGy3S}Ly&zqt>a6qm$w~4UBzDL*4 zThs5Tq{nXOkhFR5L&L$4Ss04qaskUc3&qI6e)J-z0ayF>XLYL^aF2lVr1dSgiZjIF z{-Rj)Mw6%c`m@V>ZJOT84jbQC2y09igLj_;Vo^o_UpI5dhQmrJ0ryfLudB3qZ5Pg( z)?b{qyBj-vVahYc=EIRT-RQ=@)cHb+9gezUgSQf6=-s6oa8_u5hAn$xOhTI2GI|6) zu)GNmu4uxY^_!vZtTt$f-7!zr2G!TBfVQ%4pj^k4M>Uh;w>f92!@=>i#aN`Y$N{uH z(+C4XdWuCUt|$hqA)m%^l$YHR&#TRn)*s&$4K5$1<+Jn!>)lnuItkZWGi!Z-qEN5=xSuiOb@AdFw4h`fg_h z_(cRl#i|GJ>Y*7g+=eh-8f!A!HHQk{%mGi|*EBx~F++NPqUWDTan2cFS7#Fpt8C5F zAL`?Z_yn>nvS)S8Bw^FQM?$Zu12AWnCGKzRjeGZvq|)){VUDdG%eDoPw6vS%y9D6n z&V60xmbJ(6?(e{;_Y#<}wh@kzHKWoZPYh7kLbWi&f!hc2zNmJ%f1@QfljeRc)QA$Q zCsa|T&S_fNT%8+bzY|(yY4L^^9kF_dt~3s@71~Z1DvX!b!{xtsr^b_tjQGs1 zUbJg)3)Jo4isc;-kbHHukbEGKKCf)SRiQ2{cScS-SxITsnxD-G0DGUoFePTTsCBZK zT26Q3HojrJ(W8w#_*ntpyAPcs=v$@v#jRx zsgd8%56ink{O2XYK9BA4%X7m8?ddPYbGm1!%ceja6S$vz%r{fRlSb@+(1&|Yw8EiZ z%)&KtBMuH43K0($vh0%mFXNAXA%t|JC{JLO<%!ibROBAS_d_G{3{3jHV=V{S0!NUZ_9mb zzy6X}Lcu)p*Yo(>^j2c~kLC&cJ)WK;DT=#LQgeK4)#anV-UqMd-ZqR9)+N}Qoc6%xDcpWe-$i3(te{#yQV_JL3yC!nfj~w z`74#}Mdb|4cPJFP)hLImJhiC;0Ts_wO}zdn&(#0s=l{{C{f+TJpz@ijs(>;ZuT1|L zNlkwKFr~fywbH5l!I8bcCZRa5;&(f<@3-a5l|L7y{#xd=87S?V3LTZR4^W->lWEQU#8Q;) zMWv@enJ-KKlZyV!|E}t<)WqwL_E&z~(_Xb%mX37zYx{0?IjjIS^r#~JJwI9W(~c@X zUs~~}+V77Bftq$kyHYEzuHeK>`Wb57o`Gi<$#OI&NwLZ0m_XLLzQyg$^(^L z&3zkUm2w8kcA%20*)CM}H0?){Y3ZYqTc_j!KVqghuZW&yvLhCXyh`qtGB2}Moc~bY zzcxOq*l}AL-%=Lr_w2y3GYUb~^Z!uyQ>*vGAW+i|sOo*J(m$w5<)A!JjgP9@gPTg= zKTK=J8>X3x3;cXtWj?G%IsQX6|MlXkc*Cs*UVk*+_{lyhjbuFuys|>QSif3mQfvyFPuij=aU%NNIS5BXmI^KVwSp6$>I1n!! z>A#StxTo-kLB3XNEdsR&)FM!eKrI3v4gp2ns;(N6k;VS%4z`Lis`^z$c^|IK|3uBd hj4KsA57j(8Rs5(*|3n;lLUI3^HDHLZk^ivS{{gq;ay0+| literal 0 HcmV?d00001 diff --git a/gru_sac_predictor/results/20250416_170503/backtest_performance_report_20250416_170503.md b/gru_sac_predictor/results/20250416_170503/backtest_performance_report_20250416_170503.md new file mode 100644 index 00000000..057be368 --- /dev/null +++ b/gru_sac_predictor/results/20250416_170503/backtest_performance_report_20250416_170503.md @@ -0,0 +1,42 @@ +# GRU+SAC Backtesting Performance Report + +Report generated on: 2025-04-16 17:09:06.155365 +Data range: 2025-03-06 15:23:00+00:00 to 2025-03-07 23:57:00+00:00 +Total duration: 1 days 08:34:00 + +## Strategy Performance Metrics + +* **Initial capital:** $10,000.00 +* **Final portfolio value:** $10,417.44 +* **Total return:** 4.17% +* **Annualized return:** 6338986.83% +* **Sharpe ratio (annualized):** 10.5985 +* **Sortino ratio (annualized):** 16.0926 +* **Volatility (annualized):** 110.03% +* **Maximum drawdown:** 6.76% +* **Total trades:** 1 + +## Buy and Hold Benchmark + +* **Final value (B&H):** $9,658.75 +* **Total return (B&H):** -3.41% + +## Position & Prediction Analysis + +* **Average absolute position size:** 1.0000 +* **Position sign accuracy vs return:** 50.93% +* **Prediction sign accuracy vs return:** 48.92% +* **Prediction RMSE (on returns):** 0.004036 + +## Correlations + +* **Prediction-Return correlation:** -0.0042 +* **Prediction-Position correlation:** 0.0000 +* **Uncertainty-Position Size correlation:** 0.0000 + +## Notes + +* Transaction cost used: 0.0500% per position change value. +* GRU lookback period: 60 minutes. +* V6 features + return features used. +* Uncertainty estimated via MC Dropout standard deviation. diff --git a/gru_sac_predictor/results/20250416_170503/backtest_results_20250416_170503.png b/gru_sac_predictor/results/20250416_170503/backtest_results_20250416_170503.png new file mode 100644 index 0000000000000000000000000000000000000000..c62eaa414d1af2fb457a3f2df36f3b924324101f GIT binary patch literal 349054 zcmb@ucQ{-B|Nn1OTkYDks6AS<_N*#O6}4KFwpQ#dHZ`kuYb&ZYMQpJ`t!k+i605N{ zL5$x?KcDw_eZPPFuIqRG{%D&kNl(r>c|ITGe!o5P&OlF#g7g+C4h{~*Lv3|K92`P8 z4h}I12@&uNFCo4s@Q<9QhN-8KtG%bsOZQhek6(I%oLoJf-q>(@zjF6@$t!*Yc5i|9BHQ9v%F~KmM0WNSOS8KS3=)VgUN*QHXF!cm8qM0ZwIT z&VN1`c*IP=525|{sbF6U$079j#}jtc|9_s0wrIBd_q!6V3lC>?TyP*EJAg*5+Fqcs696P8Ep6H#9abPI7LX(HvF8IQbn-Ly4^qzAtb7+E@vUGf`if<+nh7t758oOZ27#AoFP(zH9S_$PeD=RoRsF_v zqdTvI);Bf;s80m_Oc{iq-_E34GsQmxq%0R2S>m3QR#wLLdn|dC67Px z60`f}U+hIIr8YQDrO%5x*?v#GD+gL!wZ1;j2t4iKNFPk$dnCh}o+at9(R_pqr#dl( z{Vaa8N@jf;wxD0TU1n7Jy%xqUsQ+MJJ?YhU#}fPVz)q;RWvz`y5*q2@)HLr+IQG)K z5B){Baay%wKfzVo$jE4BEC5Q#xOTvo4N{$X1#0U!X{cUT))Qj*HC7K}4_Nd2JwBdn zPKh73I?B8?_M+BlMxy!X=OZr;UcKxuh#QH6muQ5wyPrj=LylK^aJ3AYN^XtQZ@-U` zEZwX#xc%a&R4EPnmW)qgFT=JPrmWmIE1OPCtzD;L(GRxb=3F~1y=PuADoA~Ds(TlR zZbhVd%30P77bPhQa9plwy&BDyZGj)H|5}aVN#yqvab9Z_l1U`y2&|cyn%cbIxLMVj z{(!RY0cNZIpjb5MVTM*fcR)3N349;3p9F@Zyg_5<+pb_ij`JVUcKz|pElKjbZS@u& zBlkZH+L5MPHoF%G{*lZ}7H)zYX7r$A5C0^AFN$OmC2i2>z!##dC%^s8!khyALvmC` z?OEk>V{fICc^_*_1{BWhn*~Rz2WYs*Ebol>ob&Mm7&<;+0yz9H+o07dV~gdq58Ahn z*h2!icE}*22p>d{LVAw^AEcE3CV#6YE;;lBe%M&EO~TPZ=2xie5&)A_|iU%gQG5}eXDNB?$=}KG~WkR zb5KQPk|;@Hw(kq4m%Csko1J-znO!JRH?{iX81N-7hOD+QbuICD@q)Qp`F+Q7qWm{} z%v9%Y)6hg&buto}qDU4Oh>FHH{h$pa1uOZjnx3bbMAUED1GdD^MtwSX zs@o1?FMtoosBBtzeg&)v`Zkm~;yitUMWkh|kbM&a>`cMD(_X%(2L1kAID9D&+eJ7J zI`;cn4q6eHE(S^*>b%*lFjkNFg=J8ch-r=TPRphUeFf(RooFX!r?s4f*o_#$647sc zvBY@L)Oq<>qtCE#vBhiiDFlall`~$2Ao`2Xf*-03g7=b~`+_T)wUB#A5wle^w2bCS zdSD2S4k4nkJKmT)zq&k`(TuE`oDECyQu8)d3VT)x}*NByt?Cg zHY=F)Ly-+sM(D`G&}bPf*;gq0N_3{BbID4;{I zREftVr(HNheL8z6<=2i)b=HJ^^y`qfHsjC>0s7Tk76A};@gF{83g|D>Nw`!o>kJk{ zLm8qOz?NASP%bsROaInww;$E*!1^vgq1V>J91^|6+UsyW;u>7E4au+$HtTdGyGj^~ z4Y;>sdHR6qeIR~64g&iDk>nd&^dVy&ML2$VtuV=XAGoJ$-UlHJzB;eCAJqWVd<%Ik>{?ZU%ilm3#>XS%@(yg0C)OPeQ3xr36@kJo!0K$O7`Ctg6bp zalzlwVfA~Of|Y);;V3q+JFNdKZbo%r=6AanRx2!98(+-O>dC0&f&XMVkmkZX9P)y^ z2e+?*^*uGk;lEa3g+8PLpN5M7v0;q<0T@_z>xW<zN^_2JeDIrbp}T% zHbFO`K9E`|X&1;M5g#3?ES2JEK6`jHN3gH*=GnSF`0K7UkP9UzkRQLU%;Et%EBr8P zEU*N2xLP%jz3+*LU7wcL)<;#YbIwg(lrqQ=_OVXj>(YDtIH7*>nR!|pq7B#}qiH5q zGn*Yt(=R(gLV~jWATIPeiqlQ z+F_tlC>ZiZ&-|R7eGb||UPW}O;S+*W+F%{5)ty)VNuB2Vz7}J!nR*At2ViU(k?BZC zNI1U)Zy4nX$dm$^*Kp4&5P{7O!Ndy~Usse#u@jJ|M-%0DzJNaoGg^8k=PtXpA3v+! z-QL=o@Yvexq2icuUVI+cXESQjc|M67#A{I`GbVT@|I0j}P;_s8nU(*~gpvN_@zT{V zMlCk4)ZFrQPk;5D@%F)4#~{tu#^7hCra7OB9~S>m=)R<7xY>nn82mI4}{5etp!KVBI9UA$G4jhR;B3f zb%N;e!!af68dg^A%$>x$gE5~&mcQOaExg#0KB3XOql@lWw2s7({0Bar<&ua%`$+AoM^f4(08Vy(5l%$W?qP_X(;S%ZTHF%%XZF`Uf0duJeL&bkt& zK%(C4r+D^PNI7+N0(f3uSI+DC?aclCB92RK%lVTB!hh=XE-N&tL#{EM*G49H3m?YL zN1i4ww)M%08I|1ZxZHLvm+$QuJNgi>NXg|LGbQd`(TqTxf$z9%?c3NOWq zYy=3=1~QXz^DU5F=p|Wc2Vs>d+%ZY%>J;t)sd5YI8ILt1IC(CTdl|V)>S7{}Xf?!^ovIh^+sO#00wo44N9u%jlAV&L^=2PAm`_;+ROY&#T=d?zdbkx!2xCV1 zfxGTU%`mn1!H~h^r7eUAh0#!(Jv335$~@z1wHNc5X-0_)JI6Q(46xU$rsPJIDrl!F z6iWT^^j;|p&B`?#aYsyb(g&gde=41+y4lrU+tvpT>Syd!woEaJAa#M-#;eA!N< zv!Bs$NGQ!mv!mPDDq^o=5&_WZC%wGHjxSl)%bYW=+D_D#%^=DsO2;v*GQP zDqXGzlkLbb$cVcZ-!Cr{?%$*)+HFTKgrT_7Z9@h%yE)m3YpG;3)6@%* z5M)QVM++UbHZ?fJqr5skp!LCyS&Vhp*&HJzX?m9lkLH9JEeEHq5fP;(q{&)pXRooA zA?ky%6NdtMPhpIKM``Vc~5|PVqMF3;!8*7hJyyluZ3Wo z_HkTgYxHrRC|JGMPf$_Ev@o(N3Bpw-G~$_wl!!gd2fp?rZx+7XyG0bg-$a4FEQoRI z>AFp1?p^l7zjvI#CUY=Ef+80j?g2FNE!#4tU+kL9>34-P~X_zBBr(`76;mzUM`a#;WJJ0K4kZ)f(6gjNMsW%1^Cz37 zGA*B3r$r7>?cq3Gl#1K}CB90ai+wh(QF0<`xY0h^rKV|hHQn50++*q%2hnE7&%Di> zD3Q@c!&<8}3;g0lVj_b*pE5eJv=>TI%ejw8xNH+|R$)8r&qA5@@k$&(v*eUC_3_gu zuh@#9>Gg#L?JPnvhBe1by`%vO-Me`buVVF**uH9KVRk#Mo0@?>3I%+c8#ZFiS#|{a zxwJ^8WBy2Y&e*c~jMdL+H8GZj&H;eT?(DImP9BO{2(@J>p_M+sI%U2i?BA{&f$JA5s zgQUamFb`5p{p;~UxJS(5m&!`769o909fkr5EaBUaF1H-cErDKkwPe;d2%EY{(|b_esDSHBG+8b>xXN7|Uy7Fy zR#a`f+0G!WuWae5#dAN_!x?-rIsVM{QT}Iqtt(zsPRi@1x&?);T(>9x;pfgzl zxssy)8zuJY3bLH|YxmpJ3(Y&p95K^f{%scE%VYn<>0Kgmi{jB_cg_-m&20*JY0apK zbx^}rhd)mRXnT=;wY@VfF7@s)8#XF<{;o7Pk@^YkcSW|uXcmoPw;a1T*J(h=E1Jr^ zNYOwQo^LvqzfP`9Hl92jRxM7JDDFaaU4c*P^MrlbYne-Pyq_nnUSkl~8^Me07Kz83 zQ;rwZg&}R6{fo97n9N*JY$czKZB@^kaOS{3V9&*w;=y0l%HN5g>=oAmV<@u4g@H2+kc)Azgq%tXCHs+dlfG^%FnzQ;XSBq ztIF<+3}tsN*Ww8J20Os^Rrk8TN@M%3b&Ok;KNRh^7|Hl{<))40Rzn;{qiorPd`Bt9 zT;NZF^umv0i-7G0!m;Y-4PTL`JcWdFRS{P%Lu9k`G0S%ocV~WJbih@Q=6;J@u~@C& zHyA!cRAZBTP2NbAvzTbUI!WIsp0VFO$m>M^3E9y6)Q(}FL z8vDppEv~8pA-vdAJSW;jPYASTmtR>1C_%$kksp9=`QGCDsPYyj7TnOnT97Q%Z^O%y z+XXk#MszzgMsWTLBj zCKIx_6ZL5(jD$v}9C;<|Z2)!KnP-6So9dTAm_+$c;=121Fcq1*wi}mv6e*W9WwOLB zQ}iyz&k)3r)@pF=w=bUt*xsWCAFdT8ZFq&?1+e&&2lQ-KL`X76^1E#>wyKRUU4@~0 z%B(gNaX_r%_;^&h(pnZ&v4e}PTl!8Bm!olUj+Dfp;%;G*CaJ2{YVhUe25UqSs4tfO z@;PIok()YBb~{L5ZnvZ}ui@$VxXspPS__riHdiAN;cJ?tA1s+!FFS3A-$EK$U^e%sg++ryBGp|)|%#+iQM0R&a$9W`@8 zP1eOHH}c5Pw!Jc33&dbPfp>N5V~t3cexG>mf|xYumQXfTj6;uZUI+L6bNnTk7#SIi z3dOK<&A)LYqsAxiM-)`{+1G(4#^KN1!y<4FossEKBQ_KlYwvGni$S3jccc|Ab-|xL z24T&6#^5dl8>`Q^CvAP%#O_t5$d)KaHoagv++#dG#nHP?RL;yYm2RC~=$|H^$CaxD zW!Bs-#5ajh46Nw1mUUu(3fmLXQNh5DC1w#8f9v%zuXi4dC{XRE&YzC?ryT@SilpUB zuGV+Aww}6@(*kQ#?fTErO;wVawOTyAvQaXL$nl5$sWx^Y>9iH%#*8*Rg~FV(C(_Xk zorSj}z`8V=Fs3j{_3I@{8mpdfCmkW$aqIhQKhp4L5NmtNcEW`2qQH`@4O)rM7|L>S za+=6{mMOBJA9E3;aba3}i>(oggTj}~K8^3oFN#j&s55FeYw6=|m`5#TpWFN>iv-~& zv*kPvG-3K&GqaDwEtsyNPNdEmbGG(nsjbl_P*&{n7XHl`lqm%Ca>vgzWIspsqSxC= z@9+g%&qB=^k~*1-As}){M{*s5Kl;$MLq3shiJSAeTDHRZT9M%Mq)SBsdIa_0Qo=U0 zy|{X}9Iik(b&KHk1FNJT)~YQpeE-s^sgrFwOriAjSzsN+QOZ% zq01uZc+y|AC!evfmAW)^in{Wpimp0%gT#rS=|_(bRV_UV_lm(6diG4fXwIHD17jX- z8;M)?$))Ata{DmH+?TD8kz<gh$lbwX<6{(1#-Esld=!Nn& z+eKynoyXdF_+9H9fyGyC+ zZZ@p%zUhzAZl6iSCh2Z1Ih*HVgkTK!PD zJL(kK^Cf$;UoKHlI6r#pu@h|=U+ zF+rH;UDistR zr%M4B&&pMU*6qqBq#BO2md%jw&DOElNehHA4R99#+Ebekq=-HBsya>UsCler)%;WT*^JiHd4KjZXfd{A2 zqT9MzM}uN8C+E!Z&NB${%&k63I`n-|OTl#E4%34#bb-5!R=x$XsZ5z)>Bv=Ic0rWT z9fnR{zPt-k&bj$*86+ym9>X%w9ENL7{>=6Tg>!DlC|{iLf^(A6$w+|S;!DR!@|6~W z+&f`j(-@e66Ing87&0cyDLlx!?5Krx%Mk}ghMr$i5f?p?6Hc4cC*fj|_r&@!>(U?z zD05_?ZsYq2W#wVKLNfz$O78roQ%3kp>J*)qc}1;Vr@g*h|3vq@<*)lDQ8GId#!45hlk9;kM;VT9w^Sz zc}B<4oq6``ooVm8Q^zNBuGLgAf@|-WGrL!@+H2>E|9*SXa>5tticTg7_xQU$S=S^# zYa91w+t+NDeHs>zZa_g@FFz`&>y!0fhcfInEQ#5F0i;|?`gWLJP_^gVPQpa>m`W*eev0fjb zLcB62_B(ffw**0ED*q6CaoJiKuWYIh92 z{lJTmfquC(d32>9gT}LVaP<==#_(v6HJWhL8a^l173J|ptda2LO>h7*|M=>%mM{Qg z&eYO5&8(T`LOgDoX&DNQGIaB6e@QsrVNaXZI<>4A?m-G0V%ZLziGW0#xN~$1vBhjN zU8q8x1gip|Ua@8#r&n!#nc_9!HU)izANQpRz|!LRF;c`kZ_>g%ZiwGLIqj)TQh6cj z-AFttsJ=Ke^OC__cYgCig!p8V{TjN!VAZpg6Pn2^(EK-o{JH;v%(7>1d@h7&76&qw zpl+T)t*WWO!^RCPExWByy!Xb&#?LKCHFjeCfTqu%j{jR^wgJJ!BZ;huuxEf}VFWz{ z42DF8uE47^6j`oTs2*L5pj8Lmf=x(!D4rF+x5-Y!6~kjo2&iC3p0vv^&U*Hh4m~~V z@MZAnV)XGP;{11$e_IsZtHy!5u_aNe1-SH&HJ;Sy#Fi8q+*&Yc(`_y+e@rUhcQ|Fx>gpw+`Zfwmcd5 zVg8ya|NTNJG5Z(HyTVWD9kC_;(6cbSU~`w|SA&IR5Ldcz)oD}4s(=vHWW~I(X24O& zHp~x^Ob4H@mmVWdXU50JZDj-Ph0x_X26Ek^plcFQ?2yqnK%PX< z>aEoZb>smiPT7i&Gc>4W!Y?wQ3GI7CMEaw!OC;7ZfQ)0gb)P}4H>j2g-ijK|DoTRF z8DjAnIgBnWX8=d(IC#=LboGkvv9Q+#NHk9g+_9kK_SoE@jV&@cZtgBtq_iRvIz3(IQ?p7mo0c%A3v!7-!!C$DOMcqtmV|GGu(*CBz%Kuc;H1QRyGfixmYc4k!cF>PJqYKr$P-hdhwWo*H2y2(TFcXvSdUn)VvXZfOfVTY|Bz&Rb;hW@o){vgXZ{he1 zdgX#u5F3Le8XK~`Ag&^|oth` zwybdrt4C>5WNV$a4cPSgg__aGI3Pp%eNYNfz8r~c9gkSi8yj!EEVyIwlos1G?Qr2y zeMn5-6^{;%h`LPCqIPfURVa>@0Q|ivajYyucu>u_T#TcN(-_C~saAsVy1o-p*KtGu zX$KEPJ~<)DxyS3B8L>=hvh5tB(#0ZG!;fr*-=K_T(;fvXhr3oyT?u5-A|+@ZUcyA} z3B?c$tA@g&wn&F2h$$YupMOHjxz<&IyrDE$~R;!ZxBk5#qt-yLd+GQW@T-q*>X-Lq3q9Z-X(P}H=%ch(nM5u_VzNB3mlz4|)wsqeV z+0)UAO%{{_yxf-(EnLBf5@J0}V~Ez+k?Fv{5bjbSsDEp)M~jM|5>I$deKFtf6Y9+M zmJIB;-^3^xN(3lc`7j3O5I9_wcnbeWoH zN-i^1LjmV=6YaeuL6kb@&4g7#I$vJz$;MTa$!`*&dFbZV1I9<=RWUfpQl@#rPZwBZ zIQE;EoCV;~Zmjz=Zr7T)PsnCvGRMOmiRM)02~k8R6zBk!pnFVnb;#NNhS1H0(F>NX zzcPS@BV-D>8!enYo9EaS7I3o)x-csr^QgzE+OYl%0AK#@XFL3mPpCNSi$Xat@+!8^ zX2S*3&DfEjC?vYdy7T+7g|#)JXTBxy%pCf#uND1ktZiCfw;)Y}Rt2rc zZ3&|Dn%19ebrXqpoECZjNm2g({rhrpc!}M7d4Y9>%fC3H<*}A|^^h%Mv0E^=*lqSr zX&F8_N@`SLYY0m`cn4)xiof}J+oALFWYeoPley+_R33GeuuPG`WKr|`iN#iL>&3y) zv0Mlb1IEb#7i*%G<^{J{DV?%{HhM;$1v)K8$pg0UtjKeXh^6zD3@&>#)^bA{1WY5br0a!nuAQa@1XWb2{t|>1qz0(vgL?=P{%1 zB(9b!9+%-|@a@P>S1)ua5byTw`vUOJ z`duNmI<2IHx1HBbv`c{;<+)$m0BeKeSDS;_yK}Y_*z?YY9nL);G2&~<+B>{ppc#Dw z8Fd>IP?X-6CPPs-MjkTlYyqm5=Z_{rz>v?W4%&8@ z9jKZ%5d2Q~Q^Y& z$zdv;J(Ah?Y_Prh)c;sf#}XgnvsFK)c#b9kco5+}5ii!|g~T|tE7hpUH(ECZWOmo( zO0?3&%R!Gq)>D>*nOCRmwTXa3J>Lv?vSjHhn44gSAHP)t2v8FY=1v8YypI|br0vWZ z9wdzgOd6ZWUKS|*&6?ir3urXzR*kcJAR5L24y?|@m1M7}yjq9@>Oos*^mW3wHJ~&E zAhCXifu2Y*#(F9}rOTt_g&c8wi+NDmY+<{dT}U{yBrek8P6YK&B{4}nNhRcOfHV6^ z`&X?49L3=9FLb)^v?2(&@3m=gKlBqD0Ru~yWqqC#I4%)^&AXkp!%>SPHmv#hcVlCj zw3#n|8(ZMB$?3mw)BJ-t3&&ymzqqyN|5w;86#1eeB9-sc$ai4p7B@CN3sgjC?^6CZ zBlli{Gqk_ zI`dmvT7VnlrX`T}0k9TK6psq19`e)OTA$}yX3cfAgCLtVqiBH#GK**b#{E-iEQkH8)MS{$AiB9 z;HonsCaTfGvi}cMpX7h@gUmK{GZnW}22}-BFoGsN{B@u{N$dX3V*ZTM8y@W1X!yoA$< zmkcZWx+PZxWEv{EGC?Kv4}Ox_rr(@Mip!Q6L2Z@vk5_<2`hSp>cEhr%*jj|@+#faa ziO7W&^}oL#Zh zm-}xs2a37i5BtRb;4HNtRspEO*>{r;?j*(YFBKNehW$6SSluEjo;T<$1feal9MNh3 z0+WkH}>}&VZo*g%Zu;+Expb@PWHUZvlqS z%>>O?2P=c_a5vccAr>BNyS~D>?=++SWdFe_L<8j7(;7+$axn_sGE61EC1zcTx(iW5BvxaLWY0T2$$KchM2d5eJalLoMO3aAjQue3_6bQ(Ggd|i!j_n{9}7wPE? zXBQ|X(O)Hxe~m!^Ut%!FXCW)#5&+6Fu(*^>ZRT*6q*e!zRCF9196Hfy@f`nLLb||W z+xH9%XMd+_qrBVGi0MIGok-8TEw6kUe>Lo&$RiC0sX^tg0Hft=SMW-**7rxE?YF5O z?1gLrOyl`1V4dh^DFih3L%LoiY88KLY8pZ*qGjpp^McRc%-F;Ud$RZjtA+5p?ZItu#2zEAvxc`QK3lVDIpH560#%n?tL+Xa?;hG>`6=?8lxh(|}W7i_KQc zFq3TKbh`uK!h?eWo((HvP;{Q}(mQv6g7~vg40Q@`2-08c&6ud3Stn}~ffDPIMVl+3@ zC*CL;aQ@+bPB`k;i9qZ+n~+8vd&*Uw{jn;QaUTaCenNbqPK-&v3JVfRY9Eujkxatm(P@GE0BGxo7vjD1`+Z`bSN~a0BwU0~ghob2+yT8{2!KaT_LM^n zSOgE}cY{s(d@j^S&j72JSLtj}-+ePn+BNq9Am`WF^u=bsNW4G;eDHTHDy5+X#>^qU zTl&l!*955#UI4V%PcOy8Vabmviqz7VQDH(S*g8~6lC+$gmk8qzz;>IPSRM4i*-Fau z+w|c?z#gdr_VxA4@reXh(jB{}??+3t{2Bjqo-r(Z9%}{BZ=H0-sq^x{SAJOh+V}z1 z4;5)b1h;N|`=$4Mi>`S$9jNJa(}m2q4^d+#4)W9fo0XI8lm%>r&uT9KCK6GJ0^z60qf-qM3r{nu$Y~oRlomS z2e5lys9^s~#jsxce-r-_7TEU#iDj^RRq?0%zmJ2h$X)}Szb3tz11M~&vOXu$=)dO; zdI$-9B)$@yR6U)_uV9pG4f@w9FoQk&CF@#b#ecS{04GHU3>d`o&#&)Pqq|g*kk1r%|Oe4Mi)XlN2K;%F4 z(f;c)`{~!#RY2BL=^y?iPGBoKJA9edRHKz?+oX|8Ocy>?DiF#XrqRm)?8A^Z#wRQ+ z9Nw~U=TZ8azjg50D`uVF)z+d$rFxUw3HPv^;RUdCGZJWkb*sLv!$`U_vj2y|sx;w4 z=;*?1R{HAZ@(1m#wU1Bb%BlW!du&-U%eS`d&nrlnZ_%)Fi?c6+Or`!euiwtmqdIHE z>RI0bDoU}C+fVk-$fpc>k;%!)I$(7VV7Wdkgd|V{nKisk!{YR6Ev`xc{J)ZEn>ZeH zaX9ZYT=-`7f9|q|DY&YDNy7&{b9`SpXvI)P0f!8uQ z$l2VG%U4Li7~O(1#N6>eAuk+w8AzKVJOkIJ=J-o zm__W47XsL8AW3!(*ne{7#mdB_>6PW>zs4GD`bg>55q>B(S)gSl{-y-njhx{;C2K5k zJTr}5lBsqjd-m|`*X*g?vedJcr@4c-7THWu|7r-{*KWH=Q=%_A@3zoNoT_uv(8r=i za|E$O_bO1H7?1yE!N+Gj1PYDG`xMBSs}(+_yR^Kz28*nTj;_5Ac~g>sfT3@lckj&y z3lNl0p$f62ou$rQ&@G<5G|dOu<`S`O2c*#VBKT-2_{_BE`w{z9Ev55hrFP1PIS4PBl*A4z<-&J^z@*`e?E0_nFzr3$UDoE#Nee+_#3k4MqWIUokGFi@YB-A~ zBfgX^pi~O%NM4XsJtsm59mR&?amnU>*Op16>FfjxXx&~jdE%9?Y^tdTSp~#z1L!Fb zo_~P>uv-?$@2`NKIUS&!blK*yTVe9<^+tL1+j|u5?KIZzJrvSk^5enRfQ0gMAjMs| zEf~n2D__g23>O3Um-^~l=H=*-i@jIVFvXHl=Pj}m8fB;G*7I4%>NM;$3VYDe6QHwK z_b@ZF{>3Ag!WtmNhHg{eeli!kS&{50+5^l zymaaHViDMT6PLkD@A%x^6tD#N@nz@Ph^rltiJ$RZ0uvTxG*VdFUZ;u{#-iGi0c53W zLn9*|>+_!(Ivu4=9tE|vPp*Ilph;Py;jJ6dSN|$41QbQ6XZC|vQUi#|_gYQbM7>9Q=&h}- zt9M*uj&WT4$RhkJrr3EPM~J|~$Mb0SFbsgMRZCLDCb20tNq;BO^NBgL+ULOF?a6Zf zSjK3oQ=9@3xf*e(oC)|p>_wC1CYwU<5(u${g~oTMFFo^mJV$ed>?(N-x{tZ0=7T6G z#AEiZ{xhe>9A{VWC*68{L-I)!5X!JaF1QS%UL@<-Aa)-%Uk7Y1RIm5mcfsm`?nttL zm1@|sTf(Ez{J8i%fVY-J-|9sI%}J$`5S@)Fz!qy;-JK>T>5pdfHiaHigBO{IvFtZA z7)NjvO}OMtJs36?xqP_Hacv54=}9YAFw{ClAa8H0Y3=+Y2ZvI2LA%$G#Ue+ zZ9WLbVCo=VwL*^8ydG~+zRT@U6U@LmoPtLE9%S0|EU0a)(8OK5-uUyc6U zUx1cNZX#!dd`cd04tiU_dX4!xSTOIHnv-i zcm<72>dj6uuje>wIFOy!m({}`@0TMRpfOTs{n8x;X8Y80rH?=T=J{AGs^#mNH@JhH zyTP#IgGN$`}m10g@?Kr-$aSPQ*g(Y0f!wJ@7S%S%+?=(5yxPlU4+@^F(tLg zww|ts;y`*KYNK-|KZ$s{ME}J~W#WHaz*Bi=7Me1B%xB z3xvCeik$sRp<&q|lYpE#{$Vpp$eQ>77PCkVoR`~r59h^Dq8CkP~WX#>V26i(R2C00W`IBF%W0J&1X zECgW!om|Mi7?_IQoDW;eF+?z?@Aof-0N}W#{a9`#%+WS1Odflw+ML|5VI@s4*nKtS zXY#!wzsoyW-&>L;&QPFbwH`qVDBJZbw#$DNZ3AoGwN0KSI{mttEf!Tjb~=W&nN>A& zu>)LvleUSnnuM?Dq&2)T*eQhUqH{-U%ty_dd`=Y5lvffeEGCM;+WZdhHL*V7_f4|o zbDzhpgBDzJUfFNYHVBCE+*-wI*VzF(%?H>CNS^1MBv>Z%H#l50aFI+-2B%4mwCZYA z6g+NI)dL0i>sL9&ARtn{t$nry19lhRJQWCNR^N`B(7n^3l&@P&j!e2ZcF#B61~i8! zNOvuDO4beEY+!yon=KW z5@s_%S6Ts5qp{Wl(%^25L?L&(9G+MLAY11Vx~ z)hL);eDU-1!vkOja|4M}w@%X&PQuKBaqnk#c)e&AvjsY}WhN&&`U8TwXTE$v%q^sZ znHlpGTLjoy!+ln9Ni2}*`5Q;w9n+q=j5S8EgQ-I!MAN_^(LDrP5>@bCxH~eG_&ats zRl}=k&ZQNO*~?j;_V-wmW(cIb=BBvIRN3vxY{zo!h36W7v3RUBF#l*LeOX$`N^g3D z;B4JPDGfFCK(y2);45qGI!#aqhmk92oWpM=dFd3d&L+s>!+OPp@oJnNl1_`qS=CE> zo`xE^Sso@)9NZ(>I?x}94iq$=j(EQ)GsSLp5@T`sebRjz-m?~V)hsF^(jp2c{Rw=S@e8?!Xspl z#6+t1r%vp1%2!eH%!n7txQRiKQQ~FzG|>EgbgUYe`H0nI`)9qH3;ac@btL3icW_gh z?zeh3URf-R*MrooU#txH^oxDH~Me=Y5N@<=~c`FZy(LL6P zlFu}@70?oOHW$#Z4Ag1Nghc8l9v9VwEo(pi_N@ro*nXi1;m{3t=8O~uyy~0p1!Luh zUmzR|&5WM%rHp6?_&neBYsSI-0L)Ffu|J$of*7s|>>{kdN`1%9EQ9r1{u zuB!$59n`>UWW1!*0`rU~B;|?GJ^JB_+%hG`d!p|Jt=kMo!KW9&@67Lz?V16EZ8$K5R)xYs)T}y~wcQ8+fxxmQX#)NXiaZ+E>B}OZ?&*a%u z6LU9ad<_^U#4HcjD|pJ{ieOLL$GJKBzI z0kv=6Oa?SW3zxS2ey)oZ7LGnjpTN965i~v9Dw)EA`g7*y+GS0@^7TrqQYs?6Gu1N9 zz%j-rcOslv$@}P*choh1H{2m@T9&ybXlt)PbtPq#_0&ZklHs;-4=WM$OX7l+@q#B7 zzke!`V3zJ-E2;dNKjGLYKc^17s!3dA2-5m;6@;GW1E2rOTLEUNjodDQ&S=DV8klBF z1zs=#2HW#eEnxtHA&8ZU|Bl>hvHPh%tFpL@^^JCpb$N?y0wl6h0TQjO1EMFPmAJq8vBBRO~1_5RF1JK-Zb5-Ydo?>~0eFv^LaVRwD? zcd?XqnIh2z%54}|uSWS30SCg$0l=qx2P849j-3JwC_cmn`{uoFGOqwY2&ig5c|HS(f~$Za)?9_Z z3%=NgtpcgCm=$26dc1Y}1xMc5ztL|50=7h}xA)H3VC^8`kXLc*xrNCCwq0XgH69@b zN^P;sB&!g~RO-5Y99;N>`yR!HoUw(EI-ZLQzl#Rw#Y;&w@sxhj9bUsI|G%AYzxZrF zDU36LEZykJaN5q-vgMxG^w4(qiF})#0B675a1FEUem9(A98w8mK^HfR9@e16LiIFX3= zZc#oA90WeXF<-YirjQ0Dpa-8cu}c!aXmrua+*}a2w@oc0i~P}?S6IwX!^Q54N%zKN z`DB6OOVt8UoY&(0)_4=Ars}yVe{-V32id1g1pK_o+G{;wuW*TQ_Bj0*q=YA;Cbl+a z2w^2srskZvKD=^6?DDShY63YQye!LC`;J|Q*o~CSd`)sJVXrg)^u0Z7{ zoFqIEnXC6mE+@@SqFB;ODk6RKv*#Vw5%L7SUpM#8yxNyeCub6!HNq9=T?Dey)Vbfs zrQhf#>I_9am&ln2u;Puwm_9cgOg+thA|0&PPu63s#EtDg?Egjd-R{Q%OS2;TnDkE;8Btw|k_ts3so1*C7nW-Qw~d(h z&jj*1l1_^$wy7xSf#L42-@bht0QyeROX-_}*tz}3Sxo%lwTTIA)jNL_d<0((ez+q6 zz6!jr$zx{sEp)8N-$vk0D2~0+>dcRTvoEx8+`2h^`R#jI_Z`!NU(g9(PLwJZTmN{C z!s-|n{_DjGxmpnvvGpGwP6mDE^4SW&h|Mp6yPL%U%Mz(3CM9hUmD}$85yXEus z%9`xCuAk|kFAPfb^F)Al<@uu@vD=$+bpqK`srQ{LFXxg%^m(UF1sUc$kBUXhZZJfs za$y~xY^;%j9ieu(rOOH8KJLC{LPL?@JPk$@-4st$Jbz8^yScgPF@|!H{%6nXwl z8_R$gf4iX7f53%p@>hY`=O^KNK;*9Q;uDk=>1zY}NConKD+AO4AoaAf>#x-TznG8) zXvNPueFCgFM=@jIE05~A-L`pElk*vz;a@4dk3X<^Ppjz3t$+T2QOra> zk0>|?>dr}zu}3B*i2dKTdLY;uF=@`MDE8MT+`Dh^VTH11;}|#E9+jSf%&FB5`;l8g zBO-?YH^9(F1?-3|eN47b7GO$$*zw-0bPW>p!Nc3S&X)D~wkNotb@1S5TFnq)CaSgT z|7}a=6%2m3+t9(MuXt>?gZMN$`!o@LHSl2*a#r=}m}%j|@LazCkvP{<>dN7M@b=FaI`cEKId?Cxn1? zVh5OSbG=_3JyTae3_<0W<#NC#K$;ZNcjX)Yjmi9{mcp@-BJF8+`0e9Kb znIjl)Hf3qi_Wu#_$5ra&fUf=SGj~ z0WgThKrR8k+Ph!ZuW~IbJNs!k?608@l-+BvWa@akA5aitA(6`G>dN(JyiMhlB|T2~&+x;wMBaFq72~^F+V0CB zBskqEBSb&qXl^a;15R8dmGu@{k<}6XVDuPh$LQTRU`nVg48aje)wexS&;f&N=yFd* zd?dTq?{BxB`RpXKtt=?3ARI%K=y1@t{5S|$vVLU7#Q*=gXfl^&J9-LSof;Eo#7y|Q zO6mVqd^`JBAu@E&#+)4zw8-1P+hKl7yj$W_@)c-DY{IfM&by&gN2y=C^&D=B21ZQD zga3+jGjuZdT2NifFOFcJ15-jSi7=2Iqx9kffV?q)4*b*#=&;I3e1PIGf8GYzZ^m93 z-Gx4E2Hna)#G_ol&SE}&t=ANTKc{M42_Dyn2Qfn&oma?MZaaA)Etbt@kPASgn8!tj z>v|LL0ti#2ubB?YV}Y$$#Y;jcT*9B;fX(0J-~G!nKsk=odsR#q}B_<1*TZqz(UY+5CrT&{IJGP>*9P??K-)H_ps!_PrWv06awq z(uo05Wt8{-MLpapC@5ONzMj(?-vvmNt@Ud3| z02feaV&}_IIM}Ro@&=ZM#s$)0n7TIuFEJ&1w6 zypBb~?uA^Nl>#OkAH1N?|O zuurv?3)EN!QvOf@z^T%;?Rs{t!V3375Vo_^b+c1)GI*W=#>DNsw3nVXx-r*f|!yE;Qr z7GrHe{Vwcw>w408{sx6Ws$cZ>a-bBe6BF(bJF0hE^w(=(O|W}Z@%C6dV0dvHdsRq& z0~eMWjH`C#aCsY$z2mH7+~;0)MgAQA1+ONP2>K7y!)%ORf>+8qS)?Y81h0~&{iP%h z@b*r%%LIrh^9+6M^dkfFn=?NciuDp~r;!^Q{rEB04{#938@Z&cdE-JaY}>b$77~)Y z>G9&}RzwgC=_zZl^qK0p4YDktF{+Z820)ojM}(!@WIPe_r2LyC8er8jV;@^gk6I@o)eY=K3_9I$2MZAze%V#k{~o+Y z*tP{YSZZqYfB~Ux(-CmD@mPKjF16d3++4OW4}AlVeUP>Os*#_Dqgj%my)%vz`Y9GP zLdky>p7k^GS#X{09#F!x^RQ50)5z_|nTCet-^CNxk`3k-e9&LB91qbmla#ls z)SWmjg95+&QA-{0F8vMgxM_rKk=pcq*b@l!-@t4=-7e|X)RQ)CxN0o`OvP(|S`&-m z{cgXxGe)EM~VoHsFlSJL*6EvOAn+Xs_6D zlkg#QWcy0Co=T(bIq5>G)3-b8T@kl3oq*5ZlG*grq{vTQ>XvXE;M!q1!QK;epe*R@O4+6?TV3y_J;T#J2$IB4N^)9Q)2req5?c8~m;v9A5*s zLs-i=VAZ|l8Fq1MJf-QdC69q9simg5^$7(QR>gh_`SVXbiGQ<$uvEbS)~XB{WuUmg zK!XpVUhAOTlq)`oai6~i7AZ}TIb6;wzwczK_7lKmIQvaxB8EG?!KcFXlVhSNoYGD9 zB7j1Y1H-k67Cd&l6lV#wM@y;?i=chA9ODKG%Uf|Aqq}9Z1Gi$WRhdV_WlGkKR#o5| zHb7dZfM_pj?=@@t`KlmBn>jW{aRqI2XU1-`zP* z-`|QT0u+&akv1z*3`s<`XZ%`6r+jY&ebrvDW5WXJWqXPSDo0!5sn zF_CC``S)!gLL1Gi1}$rhCs8TEHlW%oqv8y#Y-kEp#AYJGLetvE>H(hW)3zq}LZjDg zt!N$p`j6dw0?YAi9e@MN%REX>k2sJB6$wti`^^jw?w9TdMnYp|JV0)Ie3P7`rj8v* z{;ErIpM6k*K6(~^mCWGms{%9Refw+D#EBIF(lNQKT%RZMO7M_gy55Dv4rW*-U+E~(ek79?RO_ZE0FGu7(sSD1;f%Rc>e=Q zAMExTYIOTlynA9jhv$gO#Qf#goW(c?{|`$<9+n46cj4Luw3qgmAPQ8#o(KC0?iBF< zdJK$_l|x^B3Ui}MRY1XE3p#oA$Gl|AmasuU+T-xrH}*?HzZ&D2bu0TmlG<>|2Vt!B zxY`uG8j;u_L~rjyw)yzO6ngT6Ta8o+DFgR{hV1=&{3Q{)HRaVXoLyZHW8AK42d{#y zKE_;^o;iwP|M~g=$V;Unwl;uu=_uKyRVYb}mUI1n^ILr%d{wKlx;yB^ruB57qKI#$ zx>}khg^Z$@ArypTm*eHsi#b+w6GH$hR)e+Hj%+b>v8%fK!6bZnxXLYtm{n? zcCaWDYxI3fVSXV%+Z!{rk(lPwTY&;~v=9H#6X2fv@|w7{a?y?F`*4tIm4t*)@{Kig zjELTm;6vc$-h!ImLQjOt*`mcdT0zJ!qV4-mAf5n!CwjL&`TMsr&*Kc^`{&Xmk1Oa4!yHYz{GqA(G<3a&$!ak19NIPYrTPY_W} zcz(J+a&RP)rEDhI41LuGnVURJZ&~V!t)kn19>P3xtm+PpKPBDWw$17|&IP=TEliwL z9k2vVNPY`Jx*=x_?Ce6-Mt#=k%<3`!DG1A5*Tu17j6v54f5Z}@-uqykJ@N{Av3G*P zP(I+auK%Arf()%3c5SaMwA>hD6?XW#HsKAp^O7v)iY@Zz6!V5D3?+coj4vDXk7{Tk zkw(TL2%Iz0|eK&1z__I z;)GDBKt$uj-;bk7>%M44eDe_LdEda?ZksnNj~oK@-G2y3zAoK3SJVy(fRyp zhogS926WBK1(#S(+$fS8EhlXyVRT%%~(1p~>B*fz~Z1qMu|I zqWDHVY0%F-zVKk(P%o)lfj1Zf^-GD6&+ec1&(B=4p~h87a3;v@Op*GA;{2Fa2~B^j5UR3lu9 z$qG9-iR9n^a%PvZkUpB~mo}LB8lFXs!9zBiJu2?TOcp=gJqW5=rqA(0z5MzQz%caB z6?ZisH9Q+jT5EzIaPV_e64_r0uxp1Zg}ygUV<0Y#94c8Ei~7*w5J(QILmfH7xfINb z@?N4cZWYxJDj%PP=DuI6Uy>)kN%qqL-vS06tIy(GXsvG{Y#$GPndZF<>+HH8V7O6; zxb!~ac|5iudUYoOoAzbr>~dTOm_F`YfZz9N+#d2za7rMTlI(w*<4xn#z?OpDjf<`Z8UgDp zp!W$)j>aUnZtckbgi*2*I@mM*s!}Q`;>J^j#_Gy8>Qs@N7_vUd@2tLoUyoq)s<0u3j1#OIyEI*_^Fm+9Nm zou5OKhEK1@h!ymQDK}9BE~*# zD$FPCG@UdXWdTp4i?-n<2u7sSUxYsN-GRry6PRWQAg7)XV}1Kbo}=^`!kbWXWmW=w8~SlvRvF^l_J+#VP_Kmg*b#Ly#;;I>OK)NGzX|$vLAx>6 zy{cwp9f-zh+bR+v&|y;>>9#hE0K!+_fL3 z2(@0abX7)*Q;QmC(nCuf4f!Ye8Mmjjksyi_=kbzZ=#TE-blFrcy*P=|W^6GbXv~b~ zChtQGZ<_&TWSuG4>Eetz?91GU3?Cv zd&>i9Tf8>(Uki)G2+QtiP;@lNJO3k!Tck~WXdbIEOtG&_64bk?h z)4^_{Wvvk#KTDRUp4w2{tBI$orF!(@My3=NH&mHmHhDa&+dGGU{1aXCESBO%uhQ&2 zrG4NS01{W@C9~P!3%*^PY$!rYGfl0!PXzQi|Ff4=hChm%Rz5YtAv}acqUZEX)ol8U ztdz!pYcDcUlW1%5>&&O><;~@UxR{pK&V^f)p`;sZDka}c(Qz?hl@oyq)#K2IA`XL2 z2F3Iwv)pl}{pWuI*xta-X7cImpv>?mD!t3GXsB~>_h>lNK_=u^W2Wdkz%dwS0OL}# z{a0~M%5f^e>jt91Ru3y;Uvs@MQgmFD)kh>7R-QpomfIk2D#NNVVOOJ3BO=1BNHMh` zI=*ZedO&6*3DRV8p~+#kn`b8?a0T`uj;3C;b98STv~QM0$VIF<*Q2-jIdMMppBqzD z2rM;|t0dh8#NbwIW75kMT?e!~bfl`*&{QqSt6?RXr)Qw?FTs35hH+$4CRinz;9B>1 zc`dzR+~S|2GOC&EB*LT6zfs)myeU_0Xfi;?E}0H}fpd1As$dVNWUEvCy|5@1ZXRx-wR+ zvBET(z-%44b#x`vfen_m*+L#Onn^%`kf#3mS_|w;ZhRG>{?EwGy!n&mzWu8`>f>(| zh&l1rC*c?Hj@#0md+dZWr7$~gXLL|UA_4dFG7k@h&;Pu>$vW-n_A`~Xn_&0h5e$~HcKhaZbbjFWnIvWG}{f7 zLgg88L=usVzCt|NbAZC6E5c0;4!S|KqxW3I>P{@H>|gJx^Z$OE*A#Hrd**^H=3d*k z5w_vZujf35l(&+W`SFQ6OvtjuEU%jy%S9VS}N~_#eDTxoWbb4NJOWPbRJ2 zw$MkoUPXOHKM{}QZChc+=cua53HM7k*YoEShjS7 zd?;GjHLEWvo(s?*$82f@h~-~wYk2lE$R5e_8?j*jnn^H-(Dk1xHG2q6J7dRa&UMR?rR)xWEh1< zftO-(IWja{HB}wIeSQmL!^LB?f_Qp;{1j@C3y%i}h@nl(hLM8d$^O{Cfy{tWAURjy zvjc8W6vT-R69GBAegp8aBZ2ySYSO(%=F7{THPu{7+qSn7jVKZ~6tPMZsJE0Yu7iy& zT{^6p3_|!(nMOZ}AN0GQ!2ve_OhGPH%xR-wH`dx>_TrJ$0Gm0Jiq3kA$x10%k()gp z5Y?R7QAJY)BkWH^!eM)Z3`#iv5ustLGV>kb{ukFnB&HiC`$d$Q^7&vle!rXcwW^(* zzCa+q1z1`NAdfPRx1Y=Arx4Xtn_J(@lq1`HRbax7d-d86-$y42f=;4?or)@0=(By@vIacqCyn`;|6vEvQ z@>2PVFJ~@YcKCE>I)>VO_*Wcup_mIjQ|3j;@HL#kvN$JFVac_eaiwt!`|Q)(?7`Z) z>x_YGjRe6sJH8NJ)GOr6DR)wn%8C>;#gCaK)dLa=;|*VsVG`U;-!XjVA%i(Xc>m0u zr#iY5vqZ5Nbn`g$mv|Jmzzc2i-dPo~W%n`kmuFyoZ@h2mR04(Fdh8;hl;KB2;)oAUO3Zd;15L+09WR4DS`^t zAFnluwNZW+NPKn)c>U5vCPIeVU5|?C6B85KvZW4(rOMCZ&}~~CFdxf0B7wD|Ynpp4+A(+iN(*@y=iC*vedMr{ipmowqs=_}MFHz@PR_Z})!^YmbHJQs{nu*x4 z+RSX?MiC}8_3?hugWT?#7VuRho;?dub5Aw$J2#*5bbR2DejEsupVd{_V5N4h_t;FB0|D@T2PZF~N^ zr5#+GPr#z4)}e1RGDGAZRhAJ9l9)H6-})Jumt^2g?dTy_!e+~!2(xAq=J-P1g(=cyakydxY86mYa?=8EV)SRx_rMn7N9G zg2bYRFh%~9kharIV#(Tn4#EsPLrJq5G^?9^$7hr^x}a1F&2zg9cM$B^vEeIKPG~K9 z{pT-fVKP}+r3QUA^I*9?BR!%P&hW>%yJY+B8WAOfgxzxipx(%kk2K>+$Qa|a!}vKZ z>kEx*@LmHS3shDcbB22Tv(m7U`#)z+ApTNeJ0m|c-haN;nO(KXzU(9o1vzx!!;cG3 zE~~?12pIW#qMM`@N{i#Q!&LvOX`^<_T5>`@SU<$4ntO>H!DOH4T2lKgYgX^80kTbD zZ5l${3_ZA6b=|YE{$PAA#v6`D2Y&7*AX#|df@+Xmv9{alrARd$+5ltx6!qKJnr8KOGd6Sx{DD?bOx;vR)tuHzTmJ+m_@$^Oj79{2i} zgunr8c>^O$x1;~JVNz1HSlUmkH(r*@zC<-#RLexsMl|^6QA*_$!_kM1b{I^X{U8tA zd?FN`KLjW$vTC1;9GPWB-}>%x4Pl*i_?}7WD`#uMgZq+Ir`+;GP!KE(MI}y7`IulUp8ZHaU%^hVp|jsrejTKGpj-0Rivbhz z)PZNAjq7LHEK3$y5H~?lqsQxd+=56T{=d7>2+``xvfZL@-3y@b=^|o^gcl5?NUKV@ z{1kn1pMak$5y}Bok5$F@Eq(yF!}uVekz@Z6@-8P|my8;|M{Juz?RmAF)Rtp&xi_2q z_CNW6HDPJhcEd(jmqD|rer(Ty;;M%0e4S5Z-HUa^>b64GJ@Zvi{L}WTLkU!-Un;#Y z_nSaatErAzn_9cx8DLJcnOite#w9l)R9eoVim=3VtE9pGHPW9EH{Tb1iPGRv<2D|{ z^>WEDGBHIPZ-!l?#=+BaumW*mw9}|>9dah0b3C%5IT&*5B0u9nCx;N#J5fVr4^6sL zq&j3wFn);n*8#?MYvHz$Cj; z@APe^xO^`A)q48FY@#%KVXf?& zRPj{_NwadHYVQk><1K-jxD)fIGh;mU8RfYOYWB#rZ)Maisp<~=gM(pPX(V&W!-vJ6 z&u-~sHfbvRo_Be2k`IV3rPNk|rFQP64qfk;6`#$b^~=a5mqRd@ZYZDWkvouH7EhIa z7IU%3zi@y6Zo>WN5gc~^upZc%$8$Z+`?BY?>B#cJD@r-U!1N*vAEsw$F!!Y~C4 z4~$P$Xo}=I{jY$}YZI?XT0ry)G)c*Zj@IRW&n277OH&<1s^kHcp~0c`8(RHbuJ6b`4MTxqPA=Rc?T{>=yLyh%;m`<*Z%a8qCqd2(VIKAyqpA?-^ zXIu{TLIrbWUp1f*vbz-(RncrX2{if!i8CwF0xN?%$p5;_9Us>>1W2 z%oJmWuqRYFWh@dFk&qz^0Xo0vsRl-U5L0LuYW;)i} z58kBBw0}CZZ*J6_@$GF}p<3b{Yvn{DKod7XoH}6qfyONHgPN1wZ^Hm49dX2oKd@y7 zEeUR&Mm*YtyJ~E<@h`Pz&Y>k)ZQjSPcYxp5NeC(DYRxEel5?Z|I(ehZo1T1|W-u2& z`=mH?AyNyzFVbRNkZojthur@1TEWKW&3Hn8IQ>gMat&77$#^$_W?nltO5hIjk9eX3TI5-dYwYy+`8 zaa0|x*2r&_fi#cSqDY%q_?3!C=#VJjWQ+<-!s|Ns=xN5 zxZ1Gj(?}SjR`K+2LjE=4_Bi3N?^aVX2-)h>SPV)3PNy)7T&@TLdIhuN>!yjK?CRrZ zF2gx8V@K=XakfJdXY8Pw4xTFHT6>wDH1uMsM{j#RV*X33Zs; zHl>~5)7&TGpqKMb7{{$%wcD-QQ;PJ)5kzz(3i6qT5`M^{rFV5J`jqR)x`*3H2hHzX zVJE)LED@uw!X?w$tM-_182(U{Bll3itKQ>&k*(Hn;FYKmqQOGim)V?7SwCA*SV%0 z7-&N<;k1P4ngZQr?cE}YECqXW#)AJC02yB^Z$m*7rk7G2q4ysnp%I`#IVecq!~r1e zuzy>O^EsYsoawz)Thu%6JYy;6LG<(>?(?}abN@a*jih>Ac&UuG{fPy-)@m)z^)f>q zxE28(o(Ug%^b@q)nqR)#L5sstZE1gP`)_%HZwg?+OWM$WVXMs>9Oo1X48PF9>ku$7 zjW*3HccAeLq){O;lHZ9iN<{DH8KC z#wD>`VbbjQ$d~Ij?VC%rA3W)cyS!GK(ze7T{c(m;2diA23BYVAKcsj0V)nAiD|VQal*SW7Q!->TWMHc=Ll#Va9r<(4NT-Rz+BXmH z1tIEEt)7kC3A<*hPTfl^pYToHHbtTY=|h&KnX)H*Wzu3c`{6mACgT(VtRW$xTBlhv^y!zBTiuI`*Xtwbd3^+CC~kiA5LD#G zye+-$zeq6htZZbzTD-C^vBPeP<>gK;+8ge;T6YI7M|Te!TaTtoSspGhJK(5PSlKY) zMuNnJ=*!{Xws&l9zXk3wwY%bGDJwNiO>U{k1#a=f^kiWD(rY${H2}n5#chz{UaXbD z?S%lw`FoA^@SBd|2CaW*R<13;OJ>6|oo$8zG-Va1{u6LfTuzOaKoExywYDg=Z0~$y zZ^5hKfI5=5X%fvL$NV1*6LF(20+>i2KI1_U*GCtZU6e(PE zAD^CiCp&r)5#?oZZ60wt%88s7D;pu4)O2k6s75rZ@XWk^Hvl<9*qVR`5`_yC1gBF= z->j`OAM5<|^6%4AO;!~$le*dEkEx$FZi_1|T@Zh@@GGtj(+s%S>HaX>?1=m{!Ivry z3gB6D3QD5Qh)5@25ajIjX*H*mV#TEi%k@X=sH394*a+_B5I%M!Wvg}|I14CE7O|S0 z&0vgYmMtC)dv?ubhSyk~C-?I`^s%sJ8EDkC^p?fv;l72CpH0X~X|+o+gXa(M>hg4q8k)8fG9Qtdc6krB!hk)El44E|Ob zg@d1m`{#p2F?j!SL{3m~*X2@=kD{R2yND=YERSK0F8e3kBl8K$F8Sao6@Qhg=@hYO^cC6 z?(hPjA3MF=B{U4l7)>R}4mRYg5uqG5McXLckQSlQ2=@(CEBWaBvO{w0=qylqi%yLO zJZKA154nzxBB>EfvvR7x9=275F-`-IQ5UTFws~`NouqS_Q{HmAr3MJyW@W+0?zFl!43VC zEBu`4$spp`CdI*wl8`Hw*S0h88U#b#M--4XI7Tcxs8ZIB=liAH2oe0T0i^SFf?IDN-fU;Z|uV{It1b4nngll9mg7642GA5a@cbX+3(7 z*yZHcS)7-*Uq^B(+4iKyp)$&iH2aNrlJdaDbC##2!ue%kr&KySE@Aai}4iz(G89H_9;?pv|mWu|(Ixqi#%pLYKzh7hDxl~sHBho1-x zHKm`wm}IZlNBoxm=SQ5ONp!|{DF2>Aa=}4~s6-ceBAZR!cLsUl1TQj^?`$&aq@^1N z1vA06Gs>4p2MWJG0L-0r(CagJdnS3CzaE213X&@?ger^9Z^@Sv;bo<5WIB`;gJ$3D zVIR-Yeah2*UPRqrbh8_!!$8a&)Fw58ZgyUU16wKCS&*TuHPIumpTeD-*oQ8IU0TQt zO+D%zike+v$v1T<@i^BT4NEl!b?f=o&qZ+3UHaB~SQxxy`4#;ZTPI7u3w)VTx0+Ol zRcRcYOBlgbAbPn&0EgvBmQ47*4-_San6?DQj`QihN82{c)!-9rL&vi?p>>YZ06vMw z*}7_7Q8q`I+4=K>2Jykv4Q`Ry+u>8s#urH(!kJq=nejq-~;5$Em6+W*PD*X|(6w20%jYNz#b%Bn=( z0yNflT)W7C30DYA07y;x5*ZYRE#2r;w}GI`sXL9#^-G{s44cU zxT=o`_l-Njci5yRzjrk|KbXRJaoP!%g@so;moNnuS$)PYO|UOw!AbXrWG-hIJaz{~ zL0MCnm2&oN;EZy$lW@AZ$R=og%%EmixuMtqnBQSI=mYU6>b^Uc;(D-;A zcufg>PN`ah25^)wL5j!{Br?xFc9w#+)al&1YN?Oxr;5nX;roptcs!$&90INTM_IVp zpA(Ig#{L>a!$kG@SPXfg!)JQIA~da9&u$*enmBoY?|gyQ$*I8;y=oBhZ;6olZQzZ} z1=Yp7WExQcMHDyT(LAY;rXA1b>}C0APWjvhx55c!Zbev@=kh+L#2u7SuSJ)ZdUI;v zxqNt~J#juOR_j-zxN$UW{9wnPA0!WIGe>*yeSq{FoJJ?ra?O=FEAO7zx=5(^bg(QK z2-8y*DShnI6rO2M3ECEjs6&ItLoQ+#B}Ty(88v1m!ODVy9ez`t_2Ok6?{#uWboA)Q z(M)*xh23dybj0 z#s1<^>gej7@Z?Sm%64t$C%X6J+?92xy8F11ttb$$)J-amE~lz_5h1Lh(fNUZ!<^#W z1-KhuJ$1q%U_{aR``>~2?uzlq=PF9#INRaiNmegcy$wb!b&pY<0$R6d#{MJ{^h_F+ zyIs$?>GuPY7P3Afo7SW=;XJ$upeu{N26lN&7uUrj*mFbw368+QH*%-XcKJ-_;A3$| zF*S0dQDfOx#j-%<=XnNeA=0S5}g7@e(`8uw~3R{!F6IdD_>q$3oM^s0z&%Tmq3ewAFZe(9Rg8UiV{@@`E-rw1=5Ii(_12l^T%Vzk zBk_4Es7ZZUepXtigi!LC=@hE2g)pe(J9d`(v35QSjN(aUKg-5%+q1RV zO?DXyk&@B#k(2i07;FhJxKOnY6U)~22v0tnUzs>}t^ z64mvJW}f#i2#pu6omS*08ZZ+&VOZrl~(JDFBhDL0YPCz z@F6C5?Pd!)ISyVTu1#UjsS^7^Ya3x>O%(6ABXmZhXs!K(YUK1x1C&F{57KO06Xm<% z9vW@EBU9nyVc}t;m$N5eofKHv4H0;ME#iCp8lZZ7>OYNxR)}tWE4lD#&1E#l@i>dj z>7}|tkT7|;V9*s$T!E>}z5Z0DB>fer^#3k2^ZP7U>HW>tBXgTwog_k7$!|DF^0xQbXn=eJPM6Wqf)$NBcXAAGh!Us=b$a$_a3RW!vv z!jG9q>YHhhoUzeUWFimOEjA{A)e9$Gzvnj2eD8ib4cyMbk}$VQ1~4k{AybZc<_{;} z4E0~0E}UOT1eixjKKD78@QAm>cypET1i3zWDeh%XYp`B1k0`5dTKK5crGF24W_tw3 zS_>#?wkg$JpTmThip9y z8pyQ{R@mgkRa6qgq~l?%R&R55qNB@%?IB#j0|x&)I4M@f*05asa8@;9x7kRg4RTv5 zVx4W&Z;xkQPE<>2JeKY=|3VD1PO#$<1;Cf(EOwp#1HyCjROqUX20W}cI`UWhsZxn| z7X{jDVKSeA7efY31U6phT<^1$byE3EjA8Y=TD5`Pr+SVE?1ro2v#a)D`iOgdsd_~* zW66eE3L8vWRurBWrpk6UwRp${&PwYVa1m$-={vIGcw$YchVJUu)5x;G z-CgNIv>xysi~!bsUY7M}DvDbO5Bo9{c4&cL%^$fE>98X|Zp5z1`3KL&?farh1hDU1TA=)~%{clu-WYQDl=EMC z7{UGwPDI?Tns5RLg0qSEQ78b|Aa~{8;<9ehZ(fjt8 z$&%=_bY+#acUwl=bKc_n&tw=5Ae!wD!N#No!B^T>|o`iYM>D2qJhleD|N( z$3iNN6Pp#)+YljMQ-P?f?}IJ|@*y-N-d1!OFZkG~C%VhH^4UD(OPR$eg2(U$ob z3L3$3X_!uRXwB?tK&zCl4$B_pOc?IJh3X+%^9OaHAI^^_>;Ej-jwwxdrl>lb_o=i^ z-gC`ZyPUGMgBi|5h5e};{}>nEVjN-hJ({ih3Wu;=Xx)9q-t};YR87+y>9L>de35sF|JB zzQp@*xT9sYh8Fl1L(Djv|D}^=RmlMu!I>2q`v6R!Xe&f*3=)yTn7Eu6@~(z~IZqwI z;TV{Tn}>|B=p>1=#&;#?q(-zhIu?7ZZcdXOffg1neNR8gEedk~tY~8Gd$~@w_qzGQ zI9VP_Fy4rQw}4(;WboSyJ;qtQ{D+ciW%-hS6P>A>gwOcdmzwUKY9^&G;EaXm&_scp zQAwTtu=A>s6m9xHt9L;tw0SJvPc$_92M2V&qx+f?e)16h9dfHq#!;(GN;wc4je7if zUtDOWeUJCwrGqA=MA&GEq*La~M)bqRTY8a=^ub3_4QpPL)4YP!rKq8b&B)LoJ1yT- zaPDoZNe|s4PZS27PO%+ZE&gC>P6s!yOZWR?OHdh04$~Fq7x7PJNX(8CZpGLXX9SRB!$_j|^oqc(6(7Q5sz%ZA&Dm*HOi&Nu#@0)>f zCKmqw4|C(9u(Yuc(8SW&&+@?{;wMOu7-7j`;gZqHQ?Ayx{S=B6rAzr2Xf7r7=zsvC z4L-GpRN_ntc88#Cr7#D85?MdcVU&AD?4fn8f#$g0^DQ?S0G~Rh9d@cIw@uJzq>2xr zG?}CO7$2Uvnc8N5(p$0Y+BsZ-Q`pj%9=oK_?IG!-ekpjn^O&{GpHKZ+uuG4p^^6;R zHd%VCOIMd3kaUNo#>UOw+HrKzXJ07&;9H@#TB}cxRu1P3HaY-S6@c3%><62{X-S!^Ja`Gp`H!u#$>R z@d#Q9-7<4=tCSaNT)mHSKfZo2(X@$PXnivDrG{{6?lY$_G0*eusEy?qURc#5iDf-O!QWZKEHP;&!(s(AvIL z%XDcx8Kaq7*Hn2bB|KgN9ggBNA!9aAmjF$?dFWq$@>LcA%&+p7VTGJ(zS$H?A6v2o zFn=T5Pjn1XD&pj%5rl=AwHareIqI#f(lO9kjrbiFJi#qSK*3jb)f?5(v}D>W3&Oun z$!G**g`D;+Za~Z+%A^%&U{2+C>qS_+C2)m@u$ebFmpJD}z_{6E6WXziAb{CbMGK+o zEly<9*-LdA`q*@TR=ny>E&p(ss?fD+6$1qj=JI)eEL?;7^kGacJ?I)6pF0a(CErql zYh#!5&=LMIfVrwk)erJ88=#MfdCzqAaa>MxczbR>XLiUwZgf?H1WM!QAm%UX&dImF zOH~(A5=!3L>mB=DFa^AWu=5@Vtxa)zG48m$3t8F>RTEDAsmLSak7?fe8LjM*f}xe_ z!l%7l=9+_I!9`HyigKf9egJLcln_ji8uMXsZr23h&b8KBFT^ z$dtPL!nigZw%gv~x7FrnD}k(CNBs!QBla#KGkuc&SS`-lY z?lm|s3!^TgEIPy((uxddIMmC2x~o(|8YN~-JY+kT=j5aGF7JpOs-@&xWLcGuG3_(Tsw3+9nR8vMu9#E zBH}q%*)PlxsAFFuB3cg_Hr8jXNJB0a1@`qvT9()g9 zIs(@E(SJ*s?7FtTXQm$RD}BEo+m<4s-Na^Bl8T7Jrb!VOyU5P=tPoex?$pe0$u^<| zLFHt&t6yDa3Nm!b>zM&462S5c*qF9noNwbtmQ3W55L^cN(-~)p83%CM4vE7+ zNIN#P?KC{PjN*$Fy(D}%sWau+Vy+B-PhR)_4_9aXSJe|OY$XLG1nKUQhC_oO-Q6YK z-QC^Yh;*l8e!(Kc40C zlPa+AZ26$+WFFxSE|zCa>dOQ7FBdGleflU}-lXwz(Q--qc`-i*IsMDnpF+;v-4iE_%dNEmA>_-)o_P*VXx=V#*#D&4V%3#N9b6%*9^hbX-!Xiy9|Z zy0<`s<0Hk#l5&SquApD)uk{0Rz-{?(!WMK5EX$`SxF{B~7WwoW09+Q+UmWB|RB;i+ z0(n`M5xYC9_M_h2{XfJlsVG9tKZI~mhk;|=yFb66tl1Gr$J|y^N0WEFbX<5wd@L`p zHR}h5cTFcgJTXd~*hasRc`zVYrIzLHFOc90L4GMAD``%fL-v&Ta@B6NzQyPHQdQ00 zz@{JAeCi*_RVU}gG;WeNgXKI}Fu(&MVndlCLKoF<#U?+8a%^@q|IhjxnfvTh z=afMmavBC?Jw4Zs@VoxLTbm}liH?gbrP+Mxbo@P~m;5V#dQ|C41V6qoKGZ&@3cX9P z^?l{4GWP6xm8ty|+hV$tV2)s~F&GSB=FAW@JMo06uf(JaM~qV5!%IEPH3 zerD1JIseu^!P7#keqWsv2%`;;=0W@I;XrjD$69jCdhE|JvD`qN-IxY8cupk5r~6OG zk3GmGH58ThoVV4m0Obje8@p6+pbvl`Q)S^)REg5g(r$mt5((M-pdY4%-)VIg@WnJ5 zc`p)3WZk6;9>^z)+sHR86BZay#4N;=FtYJ#3d1C^3t>Yp^JC#eOTSEIalQVwKX7)L z0C<2#?Y_&FJ?AWG8x3={?UPl2=ILf&uoV8i2Y*ieM@x%pJ9+CTYW~q$)SHoN2I&1$ z9LIVdyf&ss#1Ff}YivHqmrOrfIFCU5(G9)FN!A}huQB(tTVkwNHA>686#nHWSX>*j z%w*o{{G>edL*iP457k6-fm2AF;wb;_`c=kexkMz`){bXkioXQpm*)AR`NUvDY`pn~ z=d}CXBKsKECAn3G&sg+!fgAZ}1_Rum==g^f3T^>KO&X*Fe2?9ay8NoJFV7%Fl1@x9 zq0UX(hWbsWQR^3dLX-o@nflyk|Fs{}-5;{>Ko7sG_%x4a+!b@*M|bPw>-<#6Rzb3I z$RQ^W&=TEdPT9^!ll7P%Tn+^ul6)%;@H^OFjxIidbgR30R1nzQJA|I-w5X#?vw84$ zoiEx2&w|--vRY=1rmIo@2%>o?7RPemDI%Y2d%njI|It|~%9i(+*0a1xm~pH*g^-g~ z0<9$rSjpd`|CdE-d3f&nD1RQ*DaT_()VlQJ)U=Ej%b6v^W!yUop-L{i^Ypu??_7tT zNqpj5S0I_P}hccBsTu9drj~;YQWF9S5kr?Xk?Lu{wp+!aZLtT8OSh0Du z5*y+ZlOjT^!m+rnKx6#%5k>D5*m%e7D@SzlV<;KI7aHDhJ%)WTB5=n>f(H49cX~Y8jsig3+9Iy^3swuOzK7-O zQ%|`VC==RG(;1emWQW8ZX3*Pj!bcw&h7X|M+sl8imc{RG(5Ddo46dOtJpSQq=B`U#7 zu$|0hm*MQGI*yek2E5w8MD^vj#CEM(7T#-d`EM;-#YEp$L?OssE@Ben+XTB9cVJN1Az#!>>nk_k3shgo9a)4Q)h0y`a89JWF0Vg= zeSCa6bAje^_W#R`Bo1(8Y2U-lVlxTv_6I~5qBvb>o_K-nwbwsT|i}oRmSm3nm#QqkGo@P8&S$cMDu86-P_BSvah5eFZysAN-`~#^^Jut%2lFH zmZ$ALUs&7!=~&+koORo77V@G5+^2}n)!7OaG=21J`2z2;vQ6Srq$?AsXk*^97sFt) zU5%W#4b)rWAfs4`t3hm@*_+52<{Zg1>rv_oIZl}=BB^cdFm&39tV0;Q`c7zm_Do#p~B_`wt6_cV`IFH2UNdhak>GM~M z>AU4t5lC*UCBudZ2ZT11);h$>Z6zAQZpr=&6b|2XJ!`Hk(h+KIA03zdqU^wgmPrkw zQlUw@xu;*J|WH|cKeCa7v zhi3c)K#dDe+X39mKG5i#)-=t>c<-&Nn^TMX{RM^PCznfPPzP+FvH{7k&z4Z1)4Qce>BINE(?s=F!1LaQ6Qv#EO zxv)vlDFbF=rcXkaCcj|-v!$16fKbPk|M{~}*CX3s-X9PoZkF9Il1lDTT6kL9wYvK}KV6wTm0o7HDQV*t4J)1z;e zuRCMEO>PW5qMEZX!u-buG!IoG9GDI(-7tMb*gGVNh+w<+zrr~?hu9Dip82dz504(( zJf?_fAPtikr|x(Gg{A{EV|nr0SMtWIdIP)v^7@tgD|`URgi7>$FNd68K{{ysXJp*# zt|_nntXC%gDc^?oDbuSpZ~xV+0MJQQU-4NFw{-#k=@6I^UjR@j;6F|!v~Lr6<>>HU z4r1+B8UC#V{1H8)=M#1Qw~V|yk(7Icn}5P>yKa}A0d@ocbv>hawFF3<{fVVMyBR24 z4synaVu!Wj!t`}5b~4asBMY)&+Tj|0`?8be32myikwvqVp(g(l7iZZ=-Be0l$e|Rz zwhhhrCh5rXm$r;mWwA351vN21z>z6{$Zx40l>#S(;v~SW6{&>5vTvNLc&*5XqkuPhhHwi@) z4rTH|j+b8n$HR;gpYFnkfihObVl0AV3qT09?Z^USmr_h9sQUb~wk~zcU@?nvwbdnW z?=O7Q$8)|E`X+Ss!axfN3IyacA@BRQqCe}3w}hM?V|aHFC#e}`JD<|WdDal1k?1w# zK!?D)V_kJ3^ZDau0P+&&co}?@2>@jEUi%>dfQH6MXGwRrLD($-wUh~Sc@~SE1Z14) zx(E|bfBoGCNdfq5$9uTHjyx>$z106w3ZBKXb8^gf2BSJA0W*?jJ*n0(@>2=G(|!ES zcPzq?Ha{{Pic>CKM!i2XuH@%Rq}p7th!hhQyBeGS#Sfa3Z()_C+138Z$_JMk+bq}| zH+vY5M$S0PxtK${0&TH!6y!Esh3SyXG}gQd5^|80q`@T@8AiV&AgNkmzaw0cqR3KS zarY3V!XY5|0m|nLQSztF?5XuFsblOR%YeAX=2jafAGZ~An77+z^{8aIN&xlH$uith zV$UkLmxs%7!MYeFl=dIyUHK?Q3Jlq^s@<29rLPw*O$5X8xFRnJKJ4NXjT-+Z+r@hR z&95z8nw%`NpP&l}A9{8J*c2NF!=h9}$$uwp)+p7Gi2>ts32n%BzRU}MD?X{;m zlqvlwzynp*={PB2CP>A1`^>rIBL@RpZm$>*J!{bt%Fn=L8MOoxS%WPBuezYhE72)CU6 znxlK^J}0Eg=548J>%3|iPU$bMjf1Mv(p0dI__?+kn9@AQ%H$xrq~5L8ppmNwiD43f z%~8jOhJ2d})aRc?3XXL(HECV<8@lUzj%kWHAo&*nd{+4fHG_Z9J@Bw=Yx9olIhW7P zy6+UggAx!BAg8}_czvn|x)J(_g#jlgJpijC9Ru*`Yr7AxcyNIB{^-RiMQut{K-Ix# zIyLXHmo^CFRYH1^w=0);KCe4g+9$u?l|h5P!ty!ys+yFzkBIa^|2n+*dH}%J}2$FWtU_v3X||~&$v$tb!h=V?<9|1uWrTjefC9; z-_;}=-B@MKvdYHi9;Bq95SDOk(7bF>jF}3NMM0U5Ep=&+@CDAC`A9io$r2aW@U(BB?$#pjnUXz6s0vU){q)_K#_t}tJH5RLzbRbnM&aiUI>H5#+sPBL4U^49U-?1m4{mheTEzfBkf?|W zLv|i}8t7!Y823}$q~+>9p6{yFh>3>2^y$kmKaEx?PWUi=Jw}G3BC1V3iNZ2%szFzB z>h8`sJ-V})!>>xNtkhY(5Al(*Tl@rGgKup;dI^~p(?RhYO2Nfh&J_7sTN z4L%-Tm zrBZgfh1t}6&yiDI`txQul8gEHbPmy{Ia>R4q#*9Sz^>^uv-OJ!4hJEYr6md*4LB;C znxs_@S{WCUrs4tREIylV-#?K|K&FZCyelr22>|MEn|>;Ah^)|C$xlXVFj{?)xB0Ga z?{ftD>nAbr>7ln;u;g(+KxP&44{ekJ7A$@}IWm_?LJKn=o)V5oV zYs7STk6_iUpyuXQ;Y@XuC2uTN?2F?-j`kvea92GM6@1hkgZF!{A!c4A|s+k1a z+hlRKuQgu|mYs7|V{yD2ii0JR8~$G*!_MA#tPK-#I8(s#s;>vAS|^CP!2Ubeu^*{% z)jVhH=6Jyk03a_PUE@6al;ye4Z#Kx8n3yD3*~`nzx8Lv5ZtM;LG(@wr(~?LribpyG z+Wlcyr50 z`W4l3HRv`FIfk6H)ZL6bAn4?_h*TJ#x@sNCKKXlCv-cOOD9FIPZL)2@ z54$0#J7QXc2tz|LOq%M*Lxu19BXOWsHTn7}%7%0y)vh1UeaL=g z%#?a>%YQq?h?Q(kYNq;+c8dIP$NEcdMafK@(KrB4m9Ws8s$4DpOt$GUEOPayGQ#vL z7(9QTxns`b{bSBM>ntZ5g?ZgICcoLHZlVh&p(4pJx# z=J+Gk5i+!#>eQ47DgBRv#p2}R9hNn$)$@B%8yFE0HG#G8@`fTe_h1p?NW4lH<4-`y zI{W`23umo&hVLZ0)Em%dYA6$DoxH+(aiqoHzlXa3yr^WYL}Fg1O_b3HTNbjivO$zD zfG8@}7F4Bu;hqJ!qMON55Gg^gwzlE1UuHkS4HLi46T6*G`_PX;wiVw3b*t+!ZMR2* zzJ(E~?_EoOdY8mf)gDq&O+Q}58@<>yN;h!ebD*z41Iv-)W?{EQBtcTDd!}_g&28jE zw`K++g8neFcA8s^Z>hL?X>30csEdQ&dl)X;k01IsdJZ&lnwAuS1-Ki=KQjK<(&U-n z9jorR-)?K1$?C75>)lr^>tI3)pCJwG(x3fsZ9no+Zs=-%JpERKY)MvO?>oofEH5B)Mab9E3BzHV}E~g8i+|>w(Dz#2!QXpIRgKsG@vP+cqvTwNF2c41Q z+qT#Ccf#@Vj}Y?OO+ZtiLxv4=FM>!+^~$i%^**V1jJN`h-$}1BB4^0ciJ-=nqz z*#B2;sJaNz>S=fZ$cO@aZ~y1r?n{YZ>9pQ!EbNktVr=4w2coK9RN@BXmXtk^Q8Ri_UR%kM4YZmiIc1$dseI9ewJbWXe~ykPsAo?%f5H2Py=}mveE>u)K{N} zZntfDkG%P;uMFgbf475c(G^FDH&2v)EK1Uh<}chW1#DhH;~tyFEl&K^;H#)HM{zOH zAGXa$1}y{8c4s#&UUQD@zFOC?YgApw{RVx+c6Fwp61!mFnqHY)ls0ar6QF%)Oo= zkI`CQ{7f~jIcDd~#t`wn%dJPiYxY%Jx0Ta z=>IG%z>!W?QZfR0ch1rv@ejb*t-cW6OZ>72kdPPMo?j2(T?T-YEKH94#W!04wDY*|%O&~)kXvB_%!BK!q#x!9HP9s&ISESAjBrnx3JA{Y zT=}ZJ!Z(KT{C|L>5GZ%<$xVloiro+g;2T8>A`|;YcvgTU<^7s;X`?+(sZ(dw@7jdw z7a^r&`~@VJMh!=ne}}^tC_s}!y5xpcs_C%UI%i!0ZN|ScWuT~fh>bwcx)oL|7D>XRb;?szIiB0&z&1&5vn~HSi;a*K)*LfueVz;_ zVI}8aVPo4x2?r1+YUbOJFBSn}`p|T~o-y~47fvx+?DtA|?dx>sXP;gt(=G~sX8eJu zgJ_GUz z^QU)jfE74I-;1H|w=2v7T)JWguQgR#3VDqow|(#M#hS0-`UDRhxxaHl#4vI=tW@RH ziG{s|Vsy3KjKDf8INU2~d=TQOJBl`oJUR3}VrbQ}Y17L_o3*Z0B;VC(L@d@Rm~=xT zcn(dv?EB9BgIREyQ956y-W((v?0<0!bvIC6{OH8tKhrP=4kDxv@ms;eNA&s~!U2kV ziwcpPO&WZ$<@)NQJ$uyww7yIE`B^WyKKzE5aET%=K3ol{(TbOiR!(E{Ms)5-m{|2> zs@eb<>O?14xUbEG)njFl0 zB|Z*UgEW8*(f^XVbm|h^`GoJbx#|y`{Tmy20OIWTo&(uPqx1ELVKqZ7d5j&cA$%xQ zF)rMRu)(ph)%BoE;yXExt6^PyW&^!jXQ$WYXP_<$zqKI~cl|h>tO&JgEd50N8wX-p z>w&g8aTh{R-Wu32F>fPH24B-}xUFCLO%;*jf=T(fPhGFuVlr!RC-y#*$Ip&=x3({i z=u&=@lx;SM45Xw*1$CA*G3P%|ZZBp$y3d}->Werkz*BcZSf#?DAvD3H?s>-6F@bh8(8Q;%Wy72&zm#lwmmb7*sjTgav$bFf_xEbuYC)@G2AIX@{ld&OOC_e!yuzC2d z2EG=~zqS#4k=tj=5@TSj$)mSAk&^b&?D&_&4m<8R(}M`U?_TH8lQ%(w(YBjZYm)qe zDoPxQfT8@A&{^V}>26%Cgp6C}jTd(YRxLUBYojPXA3f~bOPMHFnYs*Dn)1_F;3FPc zIL;kd|1%f&R7pKYmE~H_ibcX)Q(0eaYm>2ju!^Y^;nTL|a^NiFN6}Dk=mN2utCs#j zo~327Y<0cXwNkxFf}(5MLaMCp7ZkrUiSQmXGe8oC?X|@sIH(_gsmY}$f=W2Cekio& zdZx3M>(tAn`2B0>Cn1KG&U^(ssw54pzk_ZES`qr0PjKvy`25o_*O*CHV_2jNFXhjg z8x?Z=2d-LQxgL_JVLi7)+UEUfOKCbAurMm$bF7F;H9(9IUEC>;_c40x;Z%PPVpC1G z?|A>fPQsz)e^=Bhk-+Q!cTFFN8pXyyzgA&Mzr=e2g}53dx6GVj-F*rbp@FW&!T$O3 z-hGK#OA{tdPp*P5k)qP+jt!8l3+()|XlY0}dg|*%&?QPEb?J?m!5b`9%>v2}2Fo4w7PJcRLhnuz!Rh08Y#o%V={}pfRbc0fRvNgQAX~ywiQ$hi zV4BnQpBrhMyl0vCvF`E#v2T`@wy)ux;T2^0Aya60*Qzrxl{kZbC(iy0vIWy)thljw3$ z*X4>n{1medQdeRH9e%#7_sHMxfc8SOt>Ea2CKBR8TM<_|RpUHPTJ~gD_emo)Db5T< z`!|6!&}{(k(KeK#{ZZa+al5;NiCI(lxz^WpM7t3TLCC`F`}~r#29+_#)M@_P;IVSB zQD^VXO)$LF?J@@%YREg`1ngvZoJzhMTv%IOeV_jUsrL{`aDD6dio3!H2@Cpr0TMc) zgkOR{IaYlYaocaxwj#TTmuxJf3_wmeIx7NPe5){64U*M$)$r%dyty%j366(0SKEBq zZAgB9KYlj>ww%}(sPZ?1)Q&oYqkxF|IZ8z=;Ql^8iEv`L6|jEbNy4atCeB6KII_HH z0#z3E1;;w8iY);;X;xb@G>`N0Lf8@quHa6l&&bL|#Fc1&tzvA%=bY7Y_Tu9VsKO9_4YdV}4PwmtYABit;vO>-QCM~%8N z+3gZ!w{2dYyM|zitd~o|x20WUy6$Cw85whfq}NC@txu z+3|6)iv(Usf+^L!OM0XxHof%Z|wMe4@RkiQ}HMKtC+Xsh9` zF*p^7!IWqOA|TRP^S9oF!snNA3BSUE?>mLn=}sk=8;8gC8sDr3bi#j}^Ax{pavRmj z=+xh^rwxAZf&F*aeA6XfyJchah+>oXGR@Tm)-`*lqT2n+)^Nn!Qv-PrxTR}M1`!ke zihvyVxqp_=JAzh!a1-VI)7qX~6)d5Iz{sZ|J&z5^+wy+6m=``iv`i>-0lI^E3O4QQ zIq0H)qv4nUZ_>fO2iH=f<)3YD zK|yJwi-nC&!PP>wUM)vi`84Qy=jbQH{C#M!>uAxWXdIwwrF>5*p;5EATfLNJ&}IUf zEdVCZSmhs4X@2^+RG{omo0==>Czf8Fe2-%PTOYf7!PB9$bX7-vT@L{S(k*+^>hBdp zO(-;Kh*QnxGlJ+t6AaGbJ`Hdk8(M;eaEPGG@65my%T(K3teN#NAUu`<3j!U^GZ41SR3z27@9{)yA_SpF2NUH ztn|AF+hH0w7uDYkIY=@T236vsWlQ2z7;@Gln8r`pXsUZvpfhZUU$7JVM}BwiB@5zr zx}P*!&!RH=FEaO4a8bsTz82Zo8uA7O^;8!rj2e@T<4%HR{r2(z>+mofwekA9V^m6p zLsSe)!fI=U8;mBlvU;Eh&;(<1K4>)v1L8-X#dQx~kyEb%^U~b0)1~0dA6Yl;Ht8#8 z-khLry?N$5Txf65g!V8lR21dMhEVp|UV=kT@t3`>Cf|zWHR$N9u0+gLpd^X?B^D}d zuAh#%WQQZbBKvx}fCn(4H)^xV4a{yAMI{`0HaEA+(hUTuPHmcWZD5INFe?h&)dF@L zKlep?tG(vmb?l=v_uo%tEdtsweWB6er~KmE$}=LajTTJHHCXoVL+-V{3~MAWLYC)=JlRR>B>iw!=5T8y7-7v z$GAi;pB6CD%uDFI6*~B6PT6nSxSfaD>=|9>jX(5A@?21=3`-!>x48Wc_Wx-(O zco+tVI85KY5~_2%*Vx>xzu7IW7C7>fP4`E7?r%DPT`@);v3^v4&wfHkS+a-ol&X~5ZI|Bo;;oMqX@y07r|eAN-CW${@K>tK4aC~;#i(#a3*D9 zqoTvF+9hWLTH!}lG4m_Mg71T%MOuZMGtZADt!V+o;pp)UcOhAG4aE%UBzkjg!@^O) z1_lPVB)+Z}niaER#`Pqh8X;?V4;Md$Y9wj-#h;rz1Kz^S?PdZyKjRVzqR;M(S>eGs zY0>998xgtQES|iW5*D1oSf72(14HP6rgHX})AtoP<{ zkK^WTK2~Q2)J_Ro-K9*0!rL$5L2rK*;M3NeN*8nRO?>Eg5Bf0fv}ee|l5z2T$aQ|I zl@hZ1$GP-vomJty>N>RZ*x^ACA1ZXdlJ(E1^tV+UvF<%WT_2fBhb04?4-Z5>ymPvE z&`7jY*TB+OCmEmPmr(*`-RsKwWoTCW{vG}H^zUEd0+I%AXK<$K|b3k}UJiN&~Hv1_bXFu79pblcI=mp)^!cGhT4JHEc^rP;>YA z75(gFr*8_082{@~H+R@w|L>sjury`78?nr5+AnUW^yth=qpbAnoz}+3adzS&xncb z(UyTM4z%r_G6J{(W&7M%5AEua(>qdz*#7l|HUBM3IiF+H+>^FPRywSoL$+s z`$w`nJHt-V`Ar@_X%fw$`0Ce}p8cJ5|FhMVX!ln{(J?om;w3NB`+^`2xCdiFP&Ip& z=rlIEu_-&{Zraa_^#4b3>AYh1a;zKG+o*r*dH_7eim?apB;Op$@VU-)q2*J={xYgS4V~JKKczDR zDsLlv{MW-^HID>VH*}~nNm23z?|D~!n&?%qDwhIg3YMVbw?k<6{rzQc3K{*@v3^(P zrJw1$u7yT&E~4rC``DANKNGmxJ8kwk^{ZJG9M&}vZ_SdU_`G)`n|%&R0-F8VJ1Pc0 zvu}KL8XwnM=~4)2`7xcCkzSX!Dcmh(qTDPIuS;9@gOT*&FwU$&(lem~aTJ8r$`YBX zJvUz>d}>0@>kM^j9BD?67ET0U$sg!ptM9>g{pp}A{GUehx_V&&gkXyqyE@*Ac?W`r zOB}bhPO#(?YH(-VA2Bw~iM@{cmN{<|QPW`awt;r^m6x0<9kbQP)M~@d_G(*0`qK_V z!I9WQ>emfS5U_#aRmzlHCm3!>@=$3TQmuihGyZv+PZxA6@t*UgPeK_lX`K^qZWNY| zEQ&r>qdA1Kn+KNwo;WF}JS+?nPQj0D$~pII>4;5me_hNE8-F>HdPP6gor6{0X*d6n zyLP2CUTr!qR6!wVYojR9YWs6~YwvPucBB|A+h4y##>c1FlT{UB z(Dyc(d6Eoo`A=khMw|C=f(Z7?>=$mtM~d>1sAPuKtM8zru`4jM`F6XrnSWh7dost* zkJlQTq=3q1TyXe#4HN&yacr5Hx+(>3fq9UpUZv8X;n+BVzJfco<>!~RagAL*T-DL; zF8(|l?lf!I$w<5Jb_5P{Y7?QA_1z$PK3-gUfRfjlGjltY-s-xK5WDP7B>=B~4W1df z`Z{c4R#=p+od&-RBs_JZZQJVlAZ7e(hG1#!G5pXc5`mD={)KbF6R@)n{ zPS|RvNEW^{jJ(Ti+*c0LB4^E($RnmBGj**8{3NDL*?B6ntM`22GBD&kCbg(>epi#C z^fW0>R9WLkx1pyT=X{VR-af$#&-p1F?D}j$avIW19mW*v{>EAka-jR&jkwI#FSgs@ z92qJf<%an#3n(?rryzF`Jh<9kPy61BL*iG6=CKkajG5_!M&a4$9ZS~2y%<{DwP0F< z^D%VjTUba3PS{ZHsx}p{5s%6HyU*oiD+ie7OKKQP#91#tr)Hb!>#880S)@lHuHs3X zPHz5_qoJ~Ded8xdQNw{Me?yI2mJQN&k(62MKqwj-`x10{*i*8wys^Hm3mCdPI;I zZS{qvI5HhAYy@yB4c zbAJ99*-Kk;`A3Pf6Y>i?g;&ATVFxE!Y0)ne!y(KVN(KPre!-18_+!0limW&A4wyVx zkd&ws60a<3<6kJfa_ECOTOIYHovpnMxB_Oe(omyJu(WHV{T`OL97$4_B#lKc?ICGL z3BctrKiCxN!Re}WCO!ioIDgx#cm0qMuWSTzgO^Ci1c7=xB+_)&Yh|L4ZMp*)}m%N3r@5liEu6N zm@la4;##hT{DM&DSv7`^GWoxo#9ZrM!8>IVME!wiKPzB#}XJYxS- zE+7jpr@SfQYk2=RSdx~2ETBF&iOuV-9bM-2vA+e1jU&G+v)ju`-ts7x!6_2rM)&gq=zaiQ@u+QU7?B&9H&4uG_?(IF~bgpr{xYzHAf2vaO zTCF#{unruK##6`QoPTR90Ei~{G5MNfT%i?SAtHE{iEWnX#{NlIACzDYl<%Fy@6=i| zo=8}Qrj>x4Q_rt*v8ShDgcrR+JRbApG;3ko*pcEoDSYC{Q8@XWcg*Lm8sInatqyyc z#&-skVS=f1MrnhBb^;D^KwC(!J1YNJ7TC|gxbG+VfYXp`=MAjvMTYL?-=^q)=J>m% z37rbASoErjyIfVzXJSJu4D&aZJ1R_fZaSI521>XtGyFR%3@xnoqxla=F4s z6F~+3y*^h|;JGHw>tYQbH1E<9HQ%Zi!t@bOiM4(GdDi_vKJ zGbR1x)2<_TR{p^zK9Jd`BW(RuAD7brb-z$gKSiNvTI87h${+P(n=fzNHX~2?LjU2+ z;M#fOE7(tBFZIo7ff{c5V`Y-8*1}KEfNnH+sIdE+H_R-)AXS0M^}|4?kX7>7xFs%N z?`-nc29539VD*S@^ojZL8N)M%c%G2|QcYC+)^@o@88)I5yeV=$+A=b$(SL!@ZCv{6 zy(#hToY7}vky=3d7Z4JXD1Fo+_jzOFgs`oWdF~ zWGT-B%K!FQ;Sk;f^zFYW^7`0Sr`usJr;wrWcJzv-VQ#I5VxD%U2jVmilz!jDRfDh_ z)tXN&b`^%as|WJZE8qiuc@i#sgWY8!;#%(eXhf@NIxRyG<`r}rbn0x7P&sCIczm4vXUWv>MA1zQu@?$dcO(o?7rQ<89cb*jyA9F z>-Mpc3>B>fum6?f_2}H>_*DlA5i zaP9HI2~`8&pw8(G?T}qYI>^#pNuo4pNYdg4B?ygb*Qw)AES}pfQQ7r$V%tg302cXM zba6lZ(MQt`QH22vsQH^WP7{bE-n4&5x;D!S&V=Q-h5duw(G_QSnURq0#p=6c+DuZo zZ;Br_eUoHM=<^fz|MO7LX*p1>6ozd z05+8CalgE1z&!B+*Cm{xq#9jU$!W_Q{qqv=pa=zs;m4*6rB?_qH%dPEX-2`Fkw4sX zTmJi_?cSxH4d8kHdUj(VKdHj@*J9%CCDqRNOixdev#mK0yNIi8opL>U?6H zGXT~+DI>f{m^*6bEYpu@Ee-?55c}7C>m#OR;?D;0@++%+G-%OkXzf?vO|M>b7qnZa#-nz*n8o8JuUXM zSL~)mezG0UU#xRKCe2NkLvaNz9}8jQPL*xtd{8M+Nu17bXv=hBy!-`uitDO@vX>( zb*fEi&vS?^Rl$=$y(d$*B#1)4$&9)en9wG4t>k1RMVDE1XuN-Sc9<_LmgCdt+IIlO zKLu;>gapK^p(__%el!3f{E2Z(+(vcI6|kFjDADmoUlLUAYz6hW<=GlZhak_jBWp-h z6+Jg`uah!BKG0>$bcex=|5XzhWAOMh!!J=X13oc79;1}**oKDOgxiSPh@!lXn4xg> zHr-Exa+C1F?ukK^s&18w#ZjnA9)v;c*uq0qzy4r3JyET0VgDmg87jUzpbEdt zzj+Wv*8TFh<{{~hTWp*gHN70TxWg&J+U8;%^Hw_6hHMSam5oi?{g;D5P#+`4v-f)8 zTkLG}v^)kzh)E6deFwM24}C>udZEK=C7U8ghlj~qarhyKR|p+`%%zhO0HzRNSnCwI zFVaG~Z%RBt#$>YTedw?86dju!m*c%o4bv_%GV=qV^)&gs!=s z;W?zV!Y(}_;2cwyS@I(BC;9Q9kuD#8j>uvGGv1lPf)Zkaiq?cJbOtWkT?jE(u1MA8 z$;9C+FdDqSIdBRL-3ktEfU9ou!tD5k$m962t#^4y89OXh)z~C+9!Su=xtQi#>fjgE zw(YNwiHbC;1ZxpEAHo%B6xmzYy{mO|62q@Smf!bOmVOyh+^wy4#niBU=xk6b-ky6R z{X=MAP_rh>7Oe`>EcTo%+8$?n931$!CN>`8s448O57nDK)>4j?`lS+3?C53?J<8z99S?W1jUu3nN-WMv|k*Un5kL zn~z!PySiGys8+Cq$ICx-TUgou;~6J?zVvR8nas0DJv);AcYcH@sW97?Fs^d20tM`l zl1Y*1kG`c^+R2x?74ybCrE9TjV8#13XOsP2yjMNs5>I!$nefLu0Z5#99!v%$MZ6^> zOYwjn=Q=ZTxFbFT{qoRWP@W4h-JR`ZivJ@3E_3uF$`_IvdZc>r&lO;iC#i-bq^RDZ z=032ePqDqZnrT8nX)cuggrPX363&>8m4^+*Zk6L&;WCbguN&@v9mX2D`DdX+R)}=Q zndpc?B;*i9oIN8IyB54WoIcvcpE8zB&^tA2bj1(v#0dSh9*=bxvla-vD?|jF@laLy zx!x{ad>$Pzwh{_uqwUs-A+~k+BM4=ox?5EXh9D3)jx`n<_17fJ$;{t0=-$nnjFea{ zh2{7hscYI6DQ>hRbTrXF4&des4^&F09cZ;eLaqcEe^Io4+vVldhu~pA`GC3VL>R`; z0%nC;+#Oo|(~4>pe4akDo`@|~$$LZ@!}de?gs4QFI73sec00Ja=v!L}`fpkrR zDf$@yangsVVT=mlv~X6U>9^aOoI5CtU&?lANQ7+8TDd~q&o=6NI{Txr3on<~_ts%~ zy5tz&boo6Vq0n`ssp|?T%CTXM+vQAOE$2SFc7AxqHtkW;C8DK?KS#U$FUognK4#s> z9(&%4Ltxk^!fpe;!KiByp){nHl`}6@jCK#05adodzrfcuI&5fX027Kc5ge5~Kr*3o zLN|Up+u4Qnh)j?6ETZT9iA0%%W4$=E^D)lGOnaF&?H|+|c*8Lc6U$yrnl}EE5kxh9N$B@*D<{*%a30uOCiRZnPBcePAHTYI(Nsg;X+v%MLKcPOKjbf3dn0CR?!7c}5GaBp_mx#Lw( zgC1J*eVG0By9aJ|WI;0`+Z*3ZF<%aB{)G=1g$ZG`i|H|$+16UVMk$8Njn0jUhR*@U z{DK#;xbPwS&uCm1b4wC!lr(R9V$2VZP&gKI4rZE9KB8`y%zrdJkbdW37in$qThGnH z7*ShWOWl)w8!djpnd_UO6}m?x)lLK4Lpcs7MG+nHswo~yCDRNMHWcy{Zc-{$bZ3g= zOn&8?FjIpGRS^90H%o-zlWBRByDn}Bm_EY68&sHu^IZTO^1TuTj0|R0C({= zp7-trE5ULJnJHc!Hi|^lN|*c$kAb#)AATj|p0Ucw@pFRKHxhi9bjJS}L}NCHIlkA$ zhLRi6FZiO(ZhcfL;q~qln~S^&i30XRqze4v49l`_KWyau63G%v_jaLg$x|L`Q=M7h zhK|qvMU0UT?R>{-s{3KVxYr!C*wt}7MGe*(r84~-*m|+(+$l$))<(NaFHQ)3W8ZqB{ckk&dQO=+87Ln^ThXdE1^!jLAMut zr^+w-sdT6`=$a-JW=_szf8w=FX9%TYIkz#yJrBd`b$-63P9D)9mr^=NRy%o<{#Xd3 zXJDJ1d}8$W8SEwe42Nn8nnh{p`P{-tf(gy>?l(Q2ZKKleO&Uw|)htJ>qPrO^AbE;* zyCBXg4d^sO_q%H#4DL)*7q9+IyS7+RDAeL_bul%z#A0`ct-7N;2lel7&_#u{pNR96 zi>Eh2HGBOj8l*-w!&^byR71O0P>I;yi{I*WwPvF0s7$2#*PY1KU*Cq@cdt#68Dudn zFZu2L8XQz3J6>I5CRf+Z%l3OUw5=1_SbQcJ*q63rYn(Ld~-)qU>C4Kgn-)(2CR&Dz~N3%Bzz9aU|^9 zk{R*4rIM)OZxpFdP5R4s+ZK;>A6jt|OHH3u3)cf%!Z26nu-Sur@!yU%=Er{vJFJ-C zY=7%am)fkBG+aYV!&WcAimYV0k$GD+ZRX41ib@#PNebd><~a{MjY+d~p>wfE5kBUmxoFzt)s1-lHB08#QxbyCu)+VM>YN`cYri&L(@dN^*-f_HsV3W+ zIN7#s8yx4{_W7>g+zWk}yNysa3jJ?c`H6@nPGQ(n1>#;%mhI+X;-t^FTgjm2w zPJP2qLKmsAe7s=Tplpef@SM6i39=6n`C&;z#(#HARyo}aB)Hx&mH%NsdvOg?oj1cs z4z4;?Kou@Kxpp_{=f@mU`*5$QOR^ux>FS9q)~=t~3qOCZrMvwU>`9}8iTs#rvArk6 z_U&9y7S2^;Y{F`}fmpxyM++yayaEgLUbh;OzLxDOzkwmuf7y{dkQ_*#LTD{zf|WnA zU`#by+5@!(&#Ng%hn2ugM=}VL9NW3kB<1?Pn=TDh`-c+OIA7ExpMScHG(>88F55*1;`PQzZY@8}*_h+Su z+n(zHqoyC;73B|cxaPJ^#@UqM*BjU}uV0}3+okdMh~{t2Fo)_ABN~bHAyp*p)^3%6xPp{xn zmr|E4WC>>K22s{OcQXU_*0eyZV!$p%sf5z%=Aajcv>+qAYn|z=ucPE%9K`ouKinV8 zX7i5Ahfnt{XHl+3$WMy3u@GDRHlx_0Xcqg$Och!VWpNm5+c?JoC%xeY2-`OIaO0t> zQ8ZhC+ZoW@?Da1PnF4xZb?gEG-%(Mg)#h&QCwq&YkY>=Js5cBP&EFgwVJADwH_fr2 zz&MUyjsKFNPFks~L^1_*F~4wY=E3&%i=8>qW>FZac4njNkE(O~!HkHq!Fw^jHleAV zEaXBo1*G9p%ACDN!g)i2vm}sIXE{553S`bXMec0JvcAL1rCD$YW!|ODMD1qez1>fS zUIs><(%$zM=~hJJk};85kVJ4$2RHIcidrpffET&|`N&N!6DL{om7Q%#GS@dVh8wU~6v$U9DD18D&tjKYZ` zQJ3?Sh;1^8uUXLL68m*VeeeL9|B8J&47zQbx;+IJs{E&92&?SABnIK}Z>Y2;3H5PH z2LiN^Nwh--237IewmSIB*oAF1Nq}iiltYtZ2|+wXfxD@oQYzq|Ap>n5e#=0*h{q=M zRO5=0_Mhx^{RHLh5pxY)ir|m^JRfAx?X3B`a%I zM3tEQN~V=^@4>)2<6e$%Z-7?iDv!Ee{LuO&9$Lq-Rj3W9D_yQ7HN?!hlr9&vxlfFi zTdx;8nm_}jU$yzKO~g1aU#fcE_uKkhXQd5Hd41y71$+K|g)n}syE+iMU3&bI85mNQ z|2ySu*R5Y;Nfh-A3ku`$azSRlt$jg~@0+2qS4BI)g-_fwI(aDV3Wb!7GI=J=`QlF# zW`E=U@@nME{Tw=Od{6Vmex+QMRP6HY@FE#f&F{=+{wpR~?A*+Tm@{rn((O$A%UA$EW_b9){vw(1m;c#fG+$PZLo+u0E% zREb$TPsKDy+}W;5!JbKWp_6emz$U1fvQOj7ke_}JivYLJV)34Z^NqB~{}r9T>YQpT za|i2*aVPBj0I>>E;nTHOG37wv!M{>3MUFQm8d7w|Nme?u^z|B4Z0;()(rn%t$P0-& zRlfq@qmdx_(OS%o>8lC$B)%u!X||x!6dyTH2l1+0929sl2yL`|R_!VWGWz%Hz&>>Q zZzQchTCcUfQ8xCprnP?NX+XCsmK}@9h}X)V7-*R-%^f!-{YzWmeX!tg6mJ8 z;{^3IM9lS)#Qv3p0(UyEHFn6QE*VP0Z;=S2jO%E-A`V3tAIbN2Eu;DW`hpWO;N7vd zgOLIr)FSc5b}&*SpldrX#&yfUuj(WXKRc5rb2o)*_FR~o03m6yO4R}v6gHE~k5i4A z(9l(a(xNX&@UoGWs6pPIg)3|hN*nY#{I&iIomCYsd8SH`j#T!Hz;L+YAe4sj*`KC+Xr-oSc_JE;s84D z?%Tc8#|yXbv}7I=c_K>Hp=Ge!KJ(kQ^G4nQHoPv5g4iXADDMi1xVpO(!D^H{MBV6L z1QaPqCeH$oaT&Pp@DH^G0a>})EaHcVh>D~sg;qbxi7`g}6Ut~1Z%2En~^2oLf%<&5fjjho(~ooJ2hCy-VC9`tg(;`oz}Wg#D`1bI}C7M0&r8pjc_^h%r! za8hpeqaVJJBN@ZEWq^hprLoo!5>-zk0+&BR7EkQy zkaZeoCkM)%1nAGW;Tm?%%{0|xm}OxK<;O+kVW?7ddkIRnivQ@^OQ839b-R!q>>bUO zq9s|+tTI@kp=8*fRxJHE@_;HCJ=wO&Vg7eSE0D-bz76=fVYLXe0fst=>KI^qT_%MO z5$F)=U>`*~Ti!Hb70v_-_~Ucg7>x=7SF=D3wIh9KLK4D7i25(X5zf_eU8lX+(aEQ` zUE;AVIxQ%@_7pD#>(vU3Pr)m%SzlQch~M;!X&DG`D&~$=&GCcrI!VV$g;BHB?&_FD$}L21@C98-~KWf(!YaQBlGr@ zY9!(qdB@S0bv;6v!zU!}JH9~!d#M2fd;x>n?H0y2@3o&RgpavUS_q~}dK}_ct@4SR zkN|0HBgKk8a@>0Q)Vnx+Vx&_8?*>`>rnbHuwAb@jU$r(%!EUA?>_q`BY!?d&%YVW6 zmwg0m$DStmez2qltHwv9DHsXtg@_@pvCl&I0mBLp?Pz|S#3}>MG5t-iOCh!;L>ihl zBUVi^>C<;K$=DRZAuLpvcE~j$qxIu(7V4Pc30~0T;J47ge9xFgf3KdLs(W+7(2wtH zRossR_$>k4iY{|u?DICV+nf@WMXI=A2fpn$DP+ zxtF7Lz21M86?&FvoA6WCOf-)Y3Qi*=?(tWDS>d~f@U4foRZ-S|-9cHwUYMIZx!=NfTR%f@#L zGP%t#M+Ou|H6JwNUHG zs8GWSCS;j5*;5;U)m*=K73F0jvz6wbu zu0CmG{rp#3X-r_K{VT3!{Bk6vZ&tmaRLS7-KOoS*hUCeyQaBB8@YPOz)vg z8M!ZPwp?FJf-lPuHzC<}K2coO3Wx*NWlV}E>Lj((xDyuqpkTICD)YJUn7rxrd#ZNU zhbZR(Q32!GATu4-115G7`e+|b2XhK5T)!$%q?<{%f*wcgpF3>%e}H^%x$gE7fsZo& zWOYAL`@N<05~^37=iM&=^C>;__f_v&jJ522z^HpnH3LClmzw`Maw~Ii2F-hsEEyiJDsasq^Q6}speC*VgnQAypl&TmJ)PWf_7!)PX(mo+GHQc}3v?@F}zhM?gx8O$ad9pj(70V?dzOZ`gmS9OMs`G7+P@!+!rqP-h z=iQX+phQ+E=*R(|5;SU_nu||$Tal<;ZinMX0q@d#9c~$m7b|REX*4$i{`--Xdcl}e z8tHQp?yy-WKu@&z^UAMXa#egwp8B~$y!BXO1+jUR)9r2wSl1AE-vfIzP5y7O_S7ys zMJ|*(0`Pb^WX?Yss*NiZh|LRXk380+*FTGR89_*UFRuI38*8JS!=13eKa4}yeC_r< zTm6XkO#zzQ5EmUy_MP&REe?-6d;ER;_BJg4aP=;lc(Hwro%oFBka=XA{p8{?|HamP zUHi;v%U!07)d!O{KSMYHCO{L02}1EE)TibYk%zeOg!jJ|PSuP$@Nwo=s*hK#3gEZ& zNP0wq9?44WRqn^azmigp#U>mq@6|>j(ws0P6V;5<7`pXka@Vwi!tjo}a#!SaqRY1S z?ZW%g`gRcpY5r;qHKQ_;eq);(<=k!gPxt3>K4#6sG`JLs-}2a}nab`LPa%Fo*NrR+ zw2-+I(0$dB$TZ(%Cz53cpYTZl@fHK39v?$t<+}8xTU86YUIb)`s#0W@PL&QpLzV@d z{Jt+uZ%+EtO(riQMfAQw@UDXzWkdbJ^&C5kZ$)B>Jsk(C#QEFK;6Irq1%3c`&Wv4* z7Y5<>79lc8E;L&6<=Xt-*)~pGS2(7s@^BCSA%xQBlE3)Zi2*gxU%L5TNsmD`)%w)( z8K1OF1IP~luxgF}|FXLb5k9(II<)l7#P?_TQHp)0_q@NV80U(lHlh#-OxZ>sKd4ok z^45;x&TE_qWM;Bw}6(G`eCK?)whei@~Ga2Fc0sK^Qv$~S9ky=K?T86(^6JUqI) zBF&oHn_!R7;W#-wYjNw?e_co65-G`+eP2$-j}EI7=Ju(6 z;>i%u!k5hihE$f_lV9G9X0g>_)$3$lOPO&`^cyhQ<|_fkV{4ULphIT#%Gn zO1JZ=Ac%F-l-TD=SN(;pb54IX;`pVCqmfe;a#lkY)W$-^bg|e1qKHr&WM2*;D)G>{XOAye zn$s2_FOdi>ewY`r<}0PSg&Q6^lW3)#!4v0SjAtbw8~|847kSw@;0U);z6#y*F0Y_2 z!&wE^{symlgD<{g7lhJ0et`=1q=?_=8;M0Z=Muyn7lV;PL5@w`d$-%LO6>P$F5oHs z`|*sCI&;yp)p@X+2k&a3FnRTu(eyt!Zl!_j8c7b5)D3Hax*#Gs@#F{fS1>uxNQ)0P zOuf^*+`JzuxMO#@ZPuhhym{~#l3?Z6LjrLdkGnT*0t^{;-kBup0Hq3U!nSMa8h5&l zcq?8&w=)nrocmz=Bu4D?ZMK`4nh)sRvigS~M}DT}_eY0{vp0k0R0+I_i_~ql=jIg1 zwZ!9yli>*pm+E$Q6|ddo+;XGHNl7ZzQa3qSw>Ko<(XROq@Y{J_2^A-4NK;f@oY1O= zJi{m)7m>W-AiCZ~3QO_xa5?bb!Bxu(^{vBpN zFUNL;e`M3_nu*LM7J~|Qx}88`XZ5Un*+IU*#lxtqNLEqPN9mduY!ASj@DwA->ZRFD zVi&RD)1<5kfmcZ9;0g0Hyjpxgo}Zs4EM$f0H#sK`$YUFRz{dBB&Qfa-`W(F*WG(vF zAM^rW=1z#kecsg07chu}`7HbviuAe-Th zCRI{YLq0(>lav%xxt%&5?koO;b?(PSzFyG-fp=67-bhK=!iXXrbS5UsISWJq;Ztv2 zIIf;F)CRQ;gjS{6Q+s$vJz-Vt>HA^&biL3>K*~?Raebc;IUZ zcK6a|Kr_MBI%iA|#SP_b^KZg=5XcIJJHX$QLav&Q*)v8i-IJ-y`9)FmrFH)pn0K!q z=S&#dIjS_ynfNDmE`y)eC{qK@EDZcI2Fxb`qB_zy<88gmA-iUNx7gehftwOVtn%(U^k<$4?U?I{K$ zN{@|8Q2dJ67wENI!eJXg^jSeayhgYktINuK-`t?J0tEpf<&$|3fPN7AQ8($WQ9pN; z?)Abw^VXx!Mb*38_~usVMuH$z3%JPvU+gGZGw`MvC{1+*tlZ+v*LN3 zeqP^8g`WYzaLf6l_B|3QkIC~NGrEd8L)!eDhXZA&{0I${3{Tb8Q2WN`5pjWvCw6Wu z9|y6(<-v%*KN%7JmZ*>i+C7x|XG0-b*;x@A|EvG&9&1xrFvp?EN9TuXaD_I#a`RA< zaMq;DCAYi#xf)ERX9ny#X>^kjzIy$lV< z;(K!n^F2E&y|GDo%HWH)2^7sMB8%=tpl8TMu0Y!v{q5FK*Ut7iPH;zg(gcrFSC9KB z(d@zNQnB%-$1RN0e4g!mmLbSwhd%-h7pyp56dQGB1^$5`%syjoL1iY4+x6WZAYQym zKd-mpOt@N=0xt9HygoO>{Rd$zf=)YtM`&T3*Fs*XcXr5hb23)M@UBlXR_Ngo#-ZL5 zSW1II8g0p8V6ug=M(2mM=y}@((5uCAla{IB|FvUZLaip`^^zm+_4^*{VXo>0>1xRD zcl3`IO@Pg&Z8!|>U-Z}-yC@XtaPhal!?5!NL|CfqNR$gV)GqI(-3fZA4!Yc>bL3ZlW>1lOKQQ6AX zTTES%0pp*c5Q@!dlAbhdDCRiL>aZV{27AllmLoLAdjE9w1?s2Rw){%~8u0&i_%wUT zgMF~g?3D+;KtQ5ek#8L{j3>jwjq8{fol3iQQNb#eoD6Q=1b?=_T=*@<@~iG|ST>_` z^Y1f!u`cR(nOc~WC~0O2IA`g(5HAsL`OFdy#7-0NbOJ_VCSTA|4X7+7_;LE@V_@t) zmhTZ6__axwvDR6p=4#joFVhZYwc%zG>rHO!kWlrYFZSl4ny8Qy;BA^~5n2@Wsk^c| z(YW6`Hx9rqjg$Dzf+39P$?9koSH>`A*9+!s39Ye@PXEm4ACXYQx!@N?RPdXxTeQcEKQ^}8%Wj-BshEd%ksrGRfdY>W{ozVqo z&j}_zP|@rdHb0+B&+A!H>G`-*7IVWV6cQAbrxoRCSR@MRn7GRZ2r{OF!1^qDBd?Xm zAnwm2F8uFOg}a_8a~o}OU)5-FUR`O%%$V1|I+B4?G6l8*%wlxwY3lR~!SkS_Z*cR$ zG}*L9O(O@Pvv$LzZUdT*AqT%r25XZpxkn~Ph=NpIC-b}xso*3X(9gYZm*;eQCO zB;sydO@ofM)hU_3m={I?89zH0eb8d~Le+Xg4PHnx->2nTYB^g5S*PjB{Pl&6&REVq zkqfe+4^+RC7aw{Q>wD{YyB!J=jk&nwwp#8~f%IMcQ=n>&V!|gX%FKaY*~zj$%_GD> zU^@6LBaNda(YNj6AP@0)6`u zeel_BOvyXc+kAt7+>=oQ){BZEk&d%kNb^0Mxk7ocogde?c@e#fgWiCItT zZdXmtOy+j7q1c^9&y= zE_k!*eD7P2qm8Ot97){ueBAxn6p8B-Kx1O(TRgTgAj?Vv0p8g$q&B4gv*>&9nB~-= ztym;Yp7)s1;!%6rzStfTel!9h0KoDO4x`3|$22Ha+H`9b&jfyNK9xqEnYQvF)ZuVL zG`>M+O`R2V)FI$9rvP^RawGbiD4D+oOFW<^mUNLWVkTWs$eDDw*!~sSY>}iHM>YD= zhKSB+KzC?bf$t!_xNLj1w~0d5e~?#CV3#Ws1DxrT!tdcV8XFn3QI=vI!-Y|Q9yX$n z{+G!$=#VNyI|l0oGZCEOEdW%Z!UW13Y}?Z*vi;5kodl)zqQAqCiF+Pb7C*0byN=26CdlLj;?D|88m$h1Mj-kll|&@8||%^%bL(L?3+p&)aT}$P@b%N zB1wJ(jNTxKJ=4BWJRe3O!H={1;kjr;EzCStyn}Gvs6!j4WSiJpeLM8uv$Or`=G|l{b&k}GR`qGIHNWses?fwbp@QxW;00~hs9t$5)jOk9R=IOc z^!tn6&=m{p!=?<8Y!U(P$<*hYhQrpYX4^08BWb^X&>IglJ1ptIX5^GRBX?eLn^=DL zfC%??>Rf83rio$d>>0$h`xVuZ@He-Py|}_d^_m~0??)@l4=7TPzNJ*2|X#~2jY;J?^DSkwRIZwwecz) z1euQi8?R9;F>3v)tMq&3NIVB_UDg@qeUYYQx>}+*`l1%uFmPXOeb9pa_H_6#hjq@q z5Ra6(_%Qn!q}JBn$;ITJHmzoF!P<3*CvG+!Mzz4RpC`f8*r<`fLgt_U>ABC4@(B6; zRM+EhnTREjG6A^5BR4s#MBVXY}W+dqW1vC^FtPCRH?sE39Z` z5_BY)+GUGS|A@O!R9g_;e13cXe^`^Ba) zO1(!sYZ`n-xgqw~)ZBpPIYRdQn%y${w6VUH1AS9Y`Xny@b)E=lhkQmvKN-e&S&dVZ zbd<&UM)|g};VXoWt#afy!yvM`I4Y8*4azG&RkC;BbuN0=__oDHgTEe?Z0zx6=S}V< zLSD$JK{TQajVs-kSD`XYy+y9VyJ(Goh)zp&mGn0(WPW#?^d*N_GVlfxefr?FUzljP zd9$=Wha1`qK7{TNd}kkoUgwPm?%FMvaXqVJvG7X`$u$0{3;e^#<@aMd24X) z-M<5!49sC4YSjY(m*Eb90KXS^G|f?}WIq15L`8ik2EjBB234sNM7 z#Hd-i`{iwR(wQ)sMQ)2ck*`?9i!GfD+HuJkE#6pKtSy?b69!7>oo{-#M~O$X@Ih1M zl*H)MGwzw~?jX0VvAESL8V^zR@-C&WztK~*N!)A{dwns8$2c!V*=a)EZuM{bkl_b} z6_1{!oRfvTxo|{in|EL3f@Bj9+Bok2Ymqew|7NdDA|HIc`$E>vVP+MYLA&In=ztZ& z=(Z8rl!203^|@vUia7MjMuab)6auCFOa%mlAx9JMRT5jisndFxach$!dW-*BOM5Or z=0ZVUGT{9y=Ii0Hu)q_?hR0*cZNYa?W}5&7rsQC~wsES&QrUrOnc8vDXgostCH|US zkhM~0$T<81mEFXEjp@NUA{paDZ(q-deJ>y@t#npo6fWuAZ|yOxod--N;8d`-H2(1R zL^}{(h5f9^t+%VxI28MR0~u)%wdPa)S7KM)HNtCt50E1l0o#WkS!}3vR_s+D*{;kl zoAdD)egGMFZdGa*doFAV8?ho=)4@jD6WzbD^5SePvK`|iRD1L1%G~wwx(xp%e^+`S zC$Y(17YkY24S@c2 z5!_xigjtoJds4G-H+=t6wRMk2uarE7o^W(iCQ&`gCDm?!@`Mm$;oD1fqEE8ZAtm(NQRg;kf| z@sKSH=zA5>hQ_F+CteNp5Yd3N{Ik>wb#su&4c09&_~Q`MWD0i_i1cgF@&E|v35q?% zZ8+EI;h(-zXxtW;Q9vYfNcFYJl=pA2QKWQQDyo_PYeRpb_Ik8xRl17Kg%RPZKA;Z+R zpd;gbiOSG_(>F(6#8u@1G}oCw2cnZ(%*<4thQ6VsytLC!!!8?2<(5=1++ira@-vj3 zYbV%v?O}WG_7&U?FY5`K-X3ym5@c7`2Sl}ig0UvE)P3E0d4aeSpZrp|}g6Al_DF)~tv`<_nu? z4;-o_xmjEKv+)(!K*VX#fyCTGb1rZx$wqoQboax4%yf+wnA30;eEYX*dDgB@46mK_b|X-)z+2p?W1T%M+NJ{K z0p%B)d}v=}wRV8_u5!3aVkmDlGs*>a(rh1c6NlB0z*5FQiZhch5`o;|hOVv^2L|B9_F5#%U9>DdsAO1 z15|VM+Adqn3~g9_bxS0{@T)%bMTgSohaSiq-Q6alew0n8+qnZ@K)KETDgL%R!-s)` z=h9p}ph|Li6gRiZl*#`OoKML%>VJ=(+LG$G(Lv%DaO)5FNJ4q#%HoYh~MHl3A{1-pL`Rst$dQEH5{=eD9rYv*sx9fvAO@ z%ex^ArNjKxfx0_%JTK=6RKBtFAH(?w?bnHyEIxXUSBb+H^G%z5n8Oqm z@+tr?H$p1WF^-D&l!ID)OMiG_RNGLVSS#F^H-@t5eBT>yPF0Qw&sz!kvyZOq+FqKR3+99MV>fPlii ziN=9(dRCDB_fT{DJHM}OyGel2Rk5og|K1)#q-gMesVYBv<}4vTkw!!fj&)e%7Yep? znL)>+Z0F~7<=VJYHZ+~W_wlU4Z`&JR2Kv~rli2PB`!@m%-S zeV#M$lJdoQ7yTn3hmMIPvVKo37~4yn^TCvATsCT*5Mn-1Cr^jHahC*t6+R2tx_pJ7e1!wQ{weF>^isn;1eu0 zuhh4+;h5xGyoXx~x?p5qlofux-DQ1ji^U`;R;3Q> z_%oCa9<0EO<5flUYeOo%8+92NL5R>RA1t-1qGBv;@qN>|(u;NPdTkKML8@>w9bMww zZ&9GZSo_ci=pX9mne+T*-D&*Xd1yMCJ_oll6l6fr#2uk4Wo>F3*1}I`?DS368$q$v(y9aZuaTd@qWM@VX1?8_m;z#{;tm_4@spEdLLHh0vJlm`^U9yD z4t;>rEqUG=sXIKF>8OhbIet_x--~b<^GY6>P)pYvkTS-wTl7??LM*2Ean8k)N^UJo z_j@lYiE^|mVyZ}HB!TgIj^`_MMrCY6*LdF*%iH2IVeXr_$e_=XLP(;9s4W8-u#S#Q zN`hzMq$o>AjwU{r7CJ}j$;~&;&lpWpt@IahzV4|3vN}OntHX=hd$@H_1bjFmV`{SI zulaI!|3fWu&U>1m#{`b0$+v&0+rB+_$FKLh$8pSZ!frpqccJvZY&`-xpn{F>=(q7i zfYA#N!M6f=%<&(yl|CzvFxOeCv*BFpQ`@c@Q5~A{KYt7#<{uvTP+q|;LK-1J zsX+K8TWa4toYCV2`D)sUR9MTygE|!}!L7YD+-8ISN6zc0p==6EcMeK$$CaJ>UwjmV zr1uG8&sJJ}?weI!o7TB75nmlj_pB)shW2pzvL_ zg+p~jbSDE*mK)RK8!^r2?-xqs`vrakGa#>BpXbXe0fT90h||RKz_tn?Gl3R@D5ijJ zV)1P^t;mxg$#;%q>u=|Z+AVL!3z^bNsph%QjSbMpSv8$W@3+qgPqsSHDNHMg#fTdX z>$k9|1T;WZ8B~7EIu5LqATOz@@mB$_T0y;@4>P8jJh0u;0$o52>J4|&!|a((C-jZO z`CX&yaax2&&M|j$x5A*JA8h3 z5j0#zYKz*k^6~ESDsK1%>z=!|%;T7053@#G4t(VoY{gb-hbr>f4oV`!emscnsngq& zJs!<_Rqy>T^49G{9u2d5@Nl6NB0C!qCVCPQMa&hIk#J9~=FpZ?yi&mha1EdC*%`Yp z=~fAo^fMETCk9`}Pnw^QBQ%K~R#EY@dIQG()4#CisxaQLa;Hux;=G^KaTT!=1Np(| zNpN^9^y%$wLp%nC`AbH#ui?kxv4*C^qf0NZ>ZnU+=Ila)>f6^(8YP+Io)04X*xm%JUWU3ro4qYPl`0jm8@48#!NM?+gVqMTI*3_hA0Ig{@=U+8>M(8Wp^mqb_fYNQG4 z@@VP%V-l%=2xSbE7w~ z*mAth3e?MM0o~TfN}W?NVNconqng;w&onDb*`~L}rR0F#sGqN9GmjqK0{A#5p-%a| zLoRyxA0dQa8{lQr&AIqlFAf z@;aL24MO_EfR77sA&LIY6)RvHD)745aZD-CwU_30dhiFt zewtv?q_ON3M7^IuWQBF#u_xzvv)cZ>D-b%mpJ3+gr15q0H>{|i*Utm>QtkA>e{2aMyM~27;*pj+4=b zh)@EWLk;J|}T(;0J#%{iGGSVxe0aZ9a^ z&01)6nCejS;H)BBML0Fhn;EK!DCQkRIaM&r+h#;lEUk{y_qQ@lPUHUADASD?4&D-n;?f_-d6+rP zad5BYQd`L5{)wMmUT$E)K$K0(abIlisOLsUpOFXU5YeRTZ}7hyxTo^?^jprTOeK{o zziefKuK|iQIgAjuBeOi2aINcs?^yuk-AG>+_&~Ke%ZFl{GRyG3NGS9O&;JW4I(e-UaOGfrv+BYU?aYnq4Tn!2<3_a+(w0&)HLzNfHZhpr;C?InKWpS1jM$ zew??<(uDdMFkssR+mC#x}p z>=73Lhp6|*Z^AO@56$#iPH7B1ordjiLsZaH9V(SRI)pYHA~!8Tujbs zNPoMEZ=Pjj1k_95WDpVv$6j8<&I<+F?&zI{ue4U@P_8gKC-PJdEeAAmCsGbXs-O_6 zf;tpOr`ct9`d-6|WLOBXJ|18ptFN@#&K1UgXv|sBd}TvDue7uEBxZ6;GFm6OvmMTb zhgQH;-L4Km;ZG59k^?>U`Lv6z8fndFO+fRxE&~2#34`kY4w9i!dwOTpRDp_gApiGX z4UDj1QTMTrNu~T1$xHuKcebeoZ;?-|fU~%U30W0(^I1Ws_LI76&ni?enbz-c7GcN~ zb5LL3x3ni}lfoYju0h0y8}RNnj$(*K8a(8ZyGEa;+)Xh^6&H`AjxrvJ?@b38z9g(+}{qiBoM`o=F$DaNods$u(p@ zU@!UvH6&|;}`KF3%hBF6_D7Ko@;op9;MlSUczKVJ+Ekv=QX<1#R$RP6XCw{m$4z} zm6+Iv`L8TT+>p#4*&QEPU1y#|*>y2Tyy~OdZQY@Yily6=J$$$C;A}n0vb~Xm3}-r^ zum)2ye_dct6!x4#pKSemz4+=Da@)p0 zQ^NLSPG_ReDXZ&jxIt-xdFZwQ>$a}Fwi;B655RMNL3M}P5G}D+*Zsb_%sP;_bA)}y zNL{x6E7>m9WObsrs+{0S_VfuZ#P|m56Iq+Hq!iog%{&a(F*G#1xn?zvpOSzY z1u%NL)9c*6fSEXF%udrLhni7rzDiBR7X2PNI*&{%f#!)4kfQ}t|9im_**`le33eE9 zJ0?U~-L~6l=$aXM8m2$XU?Ed}PT#fRWOHZ1zmPAY$&vG4R{z~C2sK@xiLv>cjnbt^?;^Y$4_v?&Y78jQd8E)L*vLOn1eE*yvX~342YT0L*>njvhf6S$h*+|H^31A#N zMJ0a)wm4SL_=rLnC_iZpD4M!lY)un@GFi9Z`#b>>J#TNIVl8A)d+EA)-LwCTR)*?& z7+COaaQ@%XgDlM7MNkC7!O94@M1F2oq>UD6-6niaWCTk8o8k+A&CqWHhyR2mD2jOJ ztHXh80_I97yeLd)`9*={S0+w5E4o4Bt7e0A#tY;4aQi<=ffrmZ;+LL4lyl;`^h=IO zkxXe*VP2f4%+eEKcS1DaTiaK1W%hDTsoz0`%4oO3O?MqRU6Dv=!o{!fXlfRbA z;6>aGx1aS95g#c*gnpsL*^X4er-lh9!TVstJ~&4GFkgtFd}1%oTU&#L@D$W!Wn z-DBN#=>lJ~Sf7^NgFW1e&wV-Tk>+}iU(I7UNyu(2HSlt__q>mns( z7vjV?L-L6Iwn2p!{I+0UpQ}+uhWC)4l@?pLFiT4BU^z(LZ7p5cU;;^MLjBMQ-Pf!4 zSr!b-{HZf@_Exg|hs{Uq3T=SB7Av(tpq-xR5_rrnCI)w+MnwQB59$Nyf=5S3su%|& z+^xT@t103mKQ|5b^%$Zn;7b-Tm?D0`KLPue;Y!d9ejAxjxZsGmr?Pun?4qGW>ct5Z z>3M$r%9&mMl0P+f1MR%(Gzll+*dU_DE`*vhD)HpBh#{S+{d3If3OQQk0e@vm4i@i1uc8|Vte|LD64YZc`swugXQg5Bx639Q)Km&l@vrgwj4&*PmJoO>Vx{3 zo8AvO^DRhT*?_l!o-aA6(oiZ4h)TbM?8M(8_PG!uJ|RD(!ywP+t{&y+`jT`#rFR@f zy{Fp~E$ljenfl|{(&cyN;^&rW8MVs`$i8&L>hYqen{>%u1qt&`w}+PSYx4;u-obf* zynSWwF#8EmkX_9)%A?h>@M@WU{6?bueoXs0fT;UQ5|Gb8dr@?CradcHWn0(m->GgT zwwzs64z7Xb`u?d9pb;-klv{JskkBLaI>n@34gx8p(^d2B#m(u%mcZHulRtP3Z0(;^ zX6M3^>iy&Nrm(tf&^h^8#$0UBcw!HlD+m-4AsGR?iz;O=+PYtnrM&<;j)4QRvmUn{ zj&KfTLlKl@QSu-c4C{;436QF{B=)Ip;EFHbo{xzYrvLh-d4BXMU+%_rU1JyDSnd!SY z8;MA&JJDQ~+PEr}JZuN}`>vg*VL$NScN$R7{iuMMaK?jIYlJ>I6{3hq3t($G+^TH- z{L8EO?@oV5jBgoR0D>J4+5_-51K$+a)1sdyZ)w%L@>Buk($?#Ou7-L%w-=Lau{sS37=GHmdR$7BU-p)TRX9A>* zd>+J`ffsyO%7$HDW|4cuwn7F_;Q5W_wrhpttNU^t)*K9r;Yv^MXcI zSjO?GYLKjQ^E4*hWm!<2x2qDFE%C}{5}b5|--Tp5ABRMYo2Q~tZayIiZ!%e@fBd;? z*tTYdPpI*MSJK`p+?SSc*MU92TFO{hSXitEE5#azZoZ4gmohL8;1T_ni~fwBzVUhd zcRW$!SYWE^(pdc{#VEzT;Hq%H_s}psa5S_qX@$m+?cTCKJ^mwpHK;|+WW-9P>Q$LU zo|@Roe?wJ0a{PQIdN+1A$KiO7gUCg-+ibXCQ+Lxmh@qnIDs7UA*kCqc@TUA0R*{2n zhoy}6a@sZ2MI)6HbfSDLh?`5blUuiVUbBr}$(g1~rJqX0O+@93dE2)45;uceA>RNj#jSDF^0 z9OnR=+XIDrqd_S&9Bn}L-PuxRF5-syMq+6Qrd0T&9`ez3s_H(Dm@pm)G;p5LUjWxj zZzfdQ!Bu3rY4Bsc?#az&& zcdoDs_q7e=blRIh|3)4c67DwUwy?068!X{&v1G_5C3vdOVkt9PlE4$eE}BHn7y2q( zO~f86PmL8!r}uG`Y#*7b)9|DazHA#4Y4W5Mr2L}y8$s#ja=z$g&>&Q~gKS6Xr&!C- zntXEeo2+&aq7;cL&80l znA1Jfu2ENO5~V-_g(L_8W>0d6e*T;{(wi^(9qP^?0c~Cm24XVlIL{-byKUsTln69u zX7I-zYYPhtiJD*xJ^uhH$tZ(((N z)_9p&`9p^8%?r!LktQD8Bxg!^2fWGV21 z3pUZSFZO8jw)S|R&{<`4P-WOY=i-a6Qwcw;l2mxKyfd9`QSfO&!*d` zd+2UTrzKuP^`T;{RHMg_H>;;1CV_Z{bR@zuueY(Ti@l47?4V0XrAV?k^VkwT}Yiq*PDPmUaxO4bMsen#$c>Ph#p zeGkx^P4V#pmko`+Rv@;sp=2%kNphf*ecy_Wy=fu%)v~kIQYK!u*%`0?ZPrZ>Hbwr<@@`Fx&U{NfkW6Hh$Rw47?SO2746zeR(CgVfd4MX!6^>v+B> z4jec@FMHX`co`cvZlpi{<3A?XZB|VD;0HgTE3dqgGMNmWbIv*R@sEFeiI2eAL2e!j z_YGZX>Yjr-x0Av>^fz1`3ilXauboLSMgUdBhx-z?MFhbOk3_Y0SqTq! z016f+fm>`=)`F!>-BrS!xZ$Z!K223c;T~<0qlf=!=@5PVk&n;^?|&a1-hU-cj-AEX z0xNt>Gp1M^OKH%t(h2(VT&AHS82ztTj*s^8>6RgyMV75RaOD%)1F7&g%YLW=w&0{vlhjOQG)GnG-$fw2ILj|-{Wzg zVu>>QexoTTFzp|tzJY@@IJAdi@#+l1{SW`^UV8Vp9&S=8gZR!y1_Ic=2a0tk7woV0 zyaBG=wSiLcbU?U2F?xt@J^DkM7~8?h^Yb@#({*ROjCwMKfUM_fog9tVSu^m+#()kV!%mug(whka( zZeDgFm2Fb1&+BN}kZVn&TJxyx`9Z#i`xl}(Tka z!4H0r9(m*u{`)=ec@KTy10M*2hgZM))wE~N9{Tc^zfAYsa}VvYmgbyBzw7BU>PU4PLQ_Pcz> z*&Ap}PpH7rCQcojrmhyY-FUcbB-UA(WJb(=QIE?{@kWo92y1epFLxY<#V%z7;eT{o znxVFXj_S*HOXMAF7p<+Psr9;P2AYYn!X4*ivMh;j^q6xp6+@Z!1phrbzMYCwTd3hn zVx37Qq>MVAqIk@sM#HB&kKaMlWdSlza{J4dg+Vmsy2N&5LK&!J~*evYiG zAqh#eG3`G;@X;U%7ey0MKA8&|ctI&NE8#wefhjEsZu%^NhGz-3G(uwB)*=blW{fCp z>~B=@WOdg|2eJPNkMA1lVQgVxVR704F_h~zsNN95J>d&^+NBEjh+PJVWss2$nyVTW zIu!2dc$x{x{=t30a=(1vVS4h!Oz&$9>_?eUc){cSe6)Os2}GxS1}nA;-NPKuyzt_F z>g_+&cH7Z}9XMwr{MQ%uK6=Y@&Y|Ca-nkr)WB=a$?02w53{dmDz_KnHLZI0vH>fu+ zFbqWS@{*GrH_0E3CX&`AX*T=l=x%ys(ar9#LZXYX#)_wrI^f|`MBxs;Z)+K@)iP`aQeA!i`f33N| zD%{sDkkgQ*NH}iBL#3v^w>EHhC-{{ky{xm)R`OoKR{{7$o zoi4oaLZ0{OPk%an=R4n_haY~JZoKhE+O%mCU2(+~tfc?bKmAkstH1gyN~hEG&;R_- zthE1!fA|Mp2Il|qkAF<>d*A!$`s=S>v14?)KubAiYixv)O+bml*I#oc{{!wlI8N{X z{^L#LeJeD;Tup>~EU=Uj0=*rOM?^_<{DeJAsMwEK%J6c8keB^LAh3As8WJ83E?l3I ziRR;6seAlSl=s>|Dcr8LBC1sn_o^f3t}C0M@j86jeHt&rPd&z^;stX}NmIZOZyIy_SjCXr`Ut_UNX|?BQMSr%Bo^$R-ZuWlJ z*1n+EQgklFovr+Rr?U@KE8_j4uRhAw#Fhx62Fl3aI?KKt-@Y2wFc)7IRs z;Cootv;$)3pNvhA+npw_K0vW}jNb6nopj}y{Y_SUe{kI;^vIXLPvawJu_aHv*2UF_ z=Wf^#h!N0BC%O}8csf=arLLSb{ls;kBAVvL@&xV z$3dK{Z?uW3g@uL1X{B(#_S$Rdd*AyWJ^r{5t@qt`ACufKdC5!o?^;bp%d^>#e2T~8 zZ25xefV=LxiyX&c)w|+?3of8D&peZEyX`jq8$U0-^in3<6(G^4rl#njhaL*1i7rE@ z(PdaHT;cxhhmX*(y?yKlZW=olf!o6MirhDT> z6z*uoGJ~Ku5iggr8Nw8SX{EM!BkKqra2(qW4vZHa4)8+{cM}Y=B4q85e5!D-)Z{|y z&L&uWhO<|!xqN*^2RWd6z;T$WR=6D4b0uL*#gk3_3!qkm0^KK%Ca3!NGc;pG$uzJf zzpZJ&NWI)^4N2H>O#p|d4{+JC0?7{=nu3T|m2(mv?k7>WW1|;Ru8UIUR9qTiLBSVI zN^lL->OPn3YT&8LCnV(-OM_@hybQ{%;Ko>3SXiucXcb)96~!+3`DTTCL>&nwcQRFB z>k=rg0T8?xNPX>jujIe`2KLM6zC#Db%Jk=7x}Uy!|I8+;kBvV>fBo&-XskL)U%u}E z{l8nF4u_w7mc7ukSy6-+QeCvAu$>A8u|H9$P#{_%SE{-k`?Ugb5cYGfG3c-S%-Qt* zU$~Nb^B~Pz$Y2vkBoc9saZ6QE!4GDKI8Ng4;tAT^+f1U@8xu5DpWr5(o);&#A+~?O zWUWZY%135w$LH=kL^mER(36k8h+WwOpQX{(HzHP8b8#$>9T-VU%ox4bd7R(8ef5cM~I1aVStCP zDHD^=K!>Kfb3)KGwX?#V|Cx%*sPGA&V^Aq&Dibi6B*(xD1S+nZrtz`uL5`$V4(-VO zr9wU>adlG_?;PPH5wKX30Oz0tJAOiN6&1wsJsz=IwXm?TIIR@!fA(j8#-uk0@ze3lP=DEthv*< zQ+LSqJaQbc-Emg=)E$S*L_NAKD=I>m;B7U%STnjFZRfoxOB7=-g1 zzxxqWAP$%)yZkp)>Z-(U2j6$85kvd|`xuAnb;Py}?swEce{GL zJ#FUzoza_V8!ufsbP;XJm8jyC=-}Z#7By__N(a-v=z@*(?MIH&%P%~azVq0As@93_ zd8ChS+I)E5iI^unqL610@&=#s$s~(291ryX&F26lA@XQ!do&N36S%S!1h_A8qY;WIl5x+7 zFdS-d-VzU{L0-|9>Ze3f2={b6OLbp<_uLc}CpOXHgI7~BmZAbXFEyx;icuzk>jAOM z^5hj6Hsq#YFu-wKa!~0y3v{5!gFR7)=hs?%zO5%zYq(3N1yuCr`Qe#mNDv`js~f}{L8;gsZ@%- z@P#kXum0+<(!js~lk!lZLjk`U)VA+__q*vG?|8?I&tYMM=B(=pkB-KuQi{`|gHv?Z zt$PT)kA89@M!R|%RGtn4&8}2~?z!!IZI@ATDVX+ue;olhQTfCkx^|PC>%9l0ozKMK z$LQPNdX!cJ_PTqiR+;7?v^+gU-@kEgp8whw3&-h}<1sp~w?W&)0+ibA*#orl=-kTd z^umGC0h;tDsd#LRDz!XSP8^_`H%X3Dqv7G>^w6C$n5Ve^&YKAWuOlNh4!TRz-3Y(Q ztJSGoFVfzJ?NTG#)gn&^75c{1Bu$rOAnw3D57MF7!@+XvjXIS|Q{=c6 z{`ur%57OZH1N3C=cB+;$oHzj~zd={#Mrg~?KHA}JqGz33qphh4y1T=D6h*kU#l<5_ zwA}TM?|%2YZ9j(>>g4n!d(u|RMY`>WH&F{WVqvjp*PDgKQeZ7!Z;#dPrm0Gmio*>` z`$amo`#!pBxOti>e~PNr5o$E5toYr#`%0=-dZ>^n((v8~>4Lr(y}I!t+Shw4O^jSY zrRk|a`FqDLH;O{qb?c3^8W497R~_VS#QUwUI6@_wqV8BXl^bPp-Kk)I6=knP zQ|=fwk`9GGKMQa$^En~Ujvy#cZMh;KX_it=}tY!o3b6j^!t~HRA#`C;hCpvWC z5(+eKmg%KX-gSF)`7kazB3jIDeSxhudU|@= zs@nl5@BiQr{-8e|pvS6zEPed_iD^kC%#Jy;>i zNBT0IIZ&XhuD!7BGHQ-T`2+VfeU=^?psTJun}7f6*h56c6Lir~?f5=z>CaH5=F@i{IYE!?KR|wO zH@))O^J%*3Qh!&HCQ2^l(g{`tA<^1Cm|f8R9vQ2#24?eslz76U{n$7>>QdC5Yknjg z9jj5P?on4JK~oi%)jHS)R3%`$w)CedA1RkUK2fK>Lb7RpPX~PK2j3#E+@PscKjo8Y zy5iDH=#eMxq={sTay^4|={4{>ZP2FP1owTo=*nl&Xo1*xG%qf)#q1S zbpf5dp^I+5?D=B6>6(kAbXkFf@H4l3j*6Ki z<*19coxPo|x@;@m_23iKIFR50#;eaCrr)^Y^>k*xsJEU;uQ=)c;anwSG4>tYV$S5Y$)!bAKiB= zow@TKy0-7l^roku%`qV2I`t@rsuQ2VtG&Nv6t`6KC};eOu}{+92mNn+>YHW6w^(&4 zpNg}64ECRG41J=Zo)piAeoo`la(piKo=NxI`2Z!(y_K#SxSrm4^{eQG<)5K}%pm>i zBOjo9V~1&KVrGo#rx4?G(}|-mqe^@;U4G65v}N-_`rKXLpy}APOse8Ibr<^RCC|N_ zy0e|PH^2AJroUhGoXgrar9WfzUOIL}Nc2scw{fn+>UPJcZ37vOxfD32AN%%y@cji< z?1ubC_UG?Tb@REs^x_?K)po9Ekl!ti9BidB#MPT>CGd(08rEA&-B9*)X%+*jJW zY9(Q>H;d)MdcD@BjAO}~A>1*700JQj1W4_?(t3M)gGQ=%-gzfCJyk*;7XiHBU-!D# z@n?@c_81*FaDblijA!uQ_zA0;6DLm4#*G{KGh9F*#V@+(qF|cV(Q8bj%V-C9$>U!u zus!SP!UVc=8TO2>qp3(TN%tR_YD>uV=F|LrJ7g1y8S|hAt4==+IXEvP!^d|u5bmiY ze7n^(Bu0rO&V8b((M~MkQ6^?eY7-~|Mev+rzwgnK%lkY$UFZGepp=_q5+z}!6BDbN zWGc0wW-alAX|idq$GR8i^~Mv)8P{km;d1laWGX@Nn%K}_8?b%YE^KouCFg?u?#QKL zji~!HliETp-0;&}lABJ%Xmf8D`>Z2DtE1dGmE^=yuR9#8{S#IG9_UK-P=971xK?wS zG(@<_R zleH67j~*-EOVjQ&-Eik9m8Q?&Y0p0ICaTv9bZFmGiM%c*hPtw;ruceC-!3|T;1cTF z+)r=3-~w51OUeQjI7lQkjc<+3;|@tY=*774XcGU>2sY+*jN>_ONZ?#2cpi>vjYW7i zlcr22MR`9?Q|uCxpnRf0?|9mK>9O&L>7s#4IVRfPvxArQs$IW8J=t$l@7Y82=^uME zRvio0Q*@>%HMy0Wkh*D??ms$4-9!Nc>Dn#NBgdEH5sm#h);7&hT|dLkVY}0z5Ual{6ULaRh)l$q;;P^-i6xl` z2jQ2h6J^qAM2l2)U5X=LM%-v(Kb*^C!>2Uvvw0GOzww-1bkn25^rDNmQYzhf{(L+^ zWyj&`TrG59tC>uC^gB=aJ^IT753?74cdCab>*J=kf#e}fz{g^gN#nkd97J=9(eLPH|sX&r`zS6|Z;&6X9R~`qydSzJ2t?FMg5U``-7`YhLr3V453lxPgA~ zgCEeIJ$vZOU;Z+Wvb_4$uVxjw67jH{fzte@n{MJJs{h~r_x~|b{`99mou|RHAl85B zmwt&Gvwr*A-=@F#i@%`X`mNsz2=m|gjo;vP{K=pE2|fDgqx9hqf0!+A-ul+JuF%mr zy`aixC}DufN_+pKq3+IV0wfn`*ce5{@u*aD=|@it(|B2$UG`*G&)5-roCljMYIH@# ztrBSeuf9v>qu*4*)2Bv{|e+;|c=3Q)t$rObksHg8x@H|IzPM|jzzNcS%!Sg7cu29XZ(s1P% zFXztvV|3Gl4XReUX>wf1_Ws@}dhPiyp?n?$v}_30->TxqAi(cl_Gk3Q3x0i;{Xm>2 zjp5rN@E~sx5A5pzO{cgIpYrnJF|O#u-{56IXsJksRo`e*Uv{Zdhc9`7o-%X|3lpN) z(S0_(>4LY=Yc6;J{o~I)m0opKRD6K`NaDlj`7RaRQU1MF4N2`}EJ@uaH)+LW$>C

rGx+?B{?3(SDXuIq3iO6UpLycn`7dL$9sqG9szepOmuhO13iP7vA#%(*Rhl4o zz%j>pNG3#BfuC3>di6||qrUXgvuPoHNS}NDM*59sokKYcl*}?6;y+aAM*Zqz=HJGy zE+*S~|1y2FwQvSE?hUt24pPbp?Uq|Jg#jatrC4AykLRDp{}yWxtnmz*2Ad|T9;$ie zLv4&a_vP7ltA)jS#_C}y4L|M5O*+Or8;~ROND9}h1N_i;U(Zuxn>#t|RJgS=i+Sk5DZ+XjGn21O7Ran-%^PTSu zra9}ZvzYh?!T$dDzn`{m-%kJfum8%+vN$>V^Adzl8KT{7Q>E~ti#F3sFWEBdaxi-A zLDn82+~5Ay2WiX@(*Ot1D=%&j$yY;9W22%u$R{591buJ+P1K$I7X9rr-WL#-((zng z$fIVz5d4jn>eK~wb!7Qr3@*!`52XB8h;cN4NylaT@K4FzaN00YQZ(CU3JI;?-kFhk zPbYT~D9}Am)MZ`iB$xL>^)EvaAR^>Q>+!pHdA8A zhGY@TQJlA7+exVtIgTF4`dNG#lfxu&`J~;P(Y8?oOu{_bLO67-B>vXPTV)0Oewd zKv2S8VZb^b9?hS8hH@M7uWh(*Cj1jOmrEU+(7*U%Q4q#dT9hus=sY;cT%s!Oy9H zaF6kG0nbHL>O?WuxO=oH0=lgO%>#%Q78dIRtB!E*?(U|4{KtRff1U8Vzx%uVZ#HDJ zS^Ch2KE(ezVaJXgCvAB0+~+=*?zyMgL)>C+=rewYAjqo`!d&sPOSjU`UMcFF*#IIl zI{$%|U@aXNg~e(~6G4N;pgJ`hq=6=I`!VzlXwX@{~ zu!|b4BjXEHxGRaS>UAcN&37Q+TUHUMvViVfqJ@-?%}_e?avLVdKTUvUrfBBmc_~gX zKvriG8CJL>00-c)4+Rb@+uhyty+`h&NRqw4snYslP5rlWaD@UaL^KYv8z8${{2ut=Haa zuyR_Dkik8t+O>Z8F!rFb|0&#T`}Z{70%WnyBH`J2x@XU1}W=8Vhf)(gH!w?FRD#Ml^Rl37-8 z*WGT~klRG(ZS0|+zu*cc`hi5EP7aB}eqn?=s@C+)5(56k7`VqiU|(>}AofQ5irp$! zJXQ>Mw_GN{9?wba|N&02p4cJagEIt?W}GsP9Ka+)%hO6z*Q6~ ztWs7%1#!5Jzjpsoeg?ky;@O3Qt-!n03fwI$)-S9NfW?xbfF?{PdOA8OjU}T%nc`e< zGP{a=a&^7MT9qWm6^4NZNztu^GDQN@7%NjilA^hk0_6LYGe-aZ=s(k;(%xVV3*BQ@ zp*K+aDve-{j@QU>MX8Q*xmE&w@8sij@96D8@`2zaiYB46meBIg)pbs0gZiucKFVfe zd|k52oCi%j8n2B}9Rofl2;1-Or&?94VL*(_&lq3tt;i+O@Cx%1tKDa_gF*5Ql}{pu zb<4TH0LPKyFe}>wH%b+VB7Et?Vg`Ppz_$0u?7;DAj+x}$d*FC4#}mmInnku+$`}&I zgtc1=+h}XoCV7_667O!v4pAyqp{iG*$=Z0J=*Bv>_VltH)Lt6a6=)g_Rwks)Ar<&0g($53+m5|X~fzJko~O|jS4R@ zN~v_2fA30lQBU7t`P@rUy?8dqUYobwPx-=OO2;#8t7>^bWC1$xXPz@8Hj=zPiSMdz z)hx7m+Oi|(YJ!2AXkzw}hu=eY9KVHb*!wZF zeDzbGKQw8=&vM;ok``(<4KkvG1DN!m9{OAQ_@f`9zrXu0=|d0v?-`zjO_nkym|(~A zd2Sr$L&@!OC-_+3NKq0s-;?AolT2_@2EY!cSf6BtyB_mlf0*iZ@eM6>pOEPY7A}pp zgnK+L)ef0Njt26b`xRjBbTY;YcTvUrbfQ?LcYNs(9Y1mj`?qiJYv1S#o~P4QTwAgY z>hOZUki?;>Y1CiyR1i%9b$yFP=36YxzDoN)SezUf44f!AOe$Jftaq?YhoX)44cXi##%&cXY{+g3 zNaZLn5U&IIuuDlN(v(ODVF(hwodumLI6HyWon|{B0ugV2vHj@pO7Tx@IeUjEg|NiF zX>0&{lV~ib>ryKjGSjz`tKvm2mOHKcFM}1ZZkf5g@VAdA+~A$KvA-Bt`JoyB9_(G+ zCunH%t@MspoI~eq>~6EqvW~fgGSPvStIq7FYc3p-&)pO+M`QTtrXtQ(A|5%7`kKSz z|F2(p3H{y+&TCo+E8OQnxMxx^>M}}Qw&sa9TiPrnLJO)97C_qTxyE&Wt~uV%+%**J z|AyQ~j+AdgFSe!<%guBI(qQ|Hi4vo)D6k65NoiH0w zIFL`%v$m`6GoMaU)nLl&UoDkCRgq!ab8M@=qid(aHox8kRCKX*iWlqxGDI<#|K2xRBDdiNiS_pWJSTh6hNzkxN0T)8ddlAoR=98J&vJ9K z#V6d2*Q@2*R|Kkx1Z*HbH$VZ%_E#&tAr=;^09@S`ArQ5Bx)AR6F6jgi?PX)xR>I z&xw1e<~p>0VuJnCQKj~}r|f8XSB4~eG^}kEl^`aVEHw)dHsqjipDA2He4+M@D(Z+Q z>TSPMOq397%@#Mqn_axOp*Y9(AXbE5J469W#4N6nx-1nJm%2( zX6z5hEw91*ufTPPJV3q4Tk&(}{1PQ&SsKiWW#3Sr%hdotCZ44WHVx2OJ?GMy$!&Db zz~;8<`3hnxvwgDx=LG$Eu#W)t=>_MWYrc)qaA z7p^*sHW#*1J}HVRR7$Lbr3|jOmt4D-WN4tlvHo0@$lCvEp{Ue6whPr~uEp{}^R8BY z;i1uo=p*-inBI5)JHlsmT;7M1rXL+ptU2?GA$ef?^s4^0u&`J>Si;?6NulZ*G_Wcz%A z3Iv^_#k%;%F1NfTMpRLoA0LS+2yY~sqNGxll$MR|ncOSq&l{lbbT6ed;+YC<&NLJc zE$2L&$WSg{q@KJ_mu_t>8J6==b39JqFbmFeA%&(oDDRhb!e1VMB5F%-mIo$qo>WPO zbBF{Bz`4Wif_ny^NfWbBdA1l}bz4l<4TXrR+bmX!aF^N(8^+HK(!XNW^w_qrSW(~| zq*ic%r|)(XA6T@9Snvtq_Jzm4K!11p-_d*Sc{@FFY>dC}?w+DTIwZUG{Vs%av%0%g zd;$VaNgf3(NRoy`R`6hcjHtiK``Zr`?)a`%;jRPpAkbTZxJ_am8MKGxAqaN97Q6=g zt@Hcd5YrM1s6~#bs?}C%b#h%5OUC7ql13Gqa8!%($J!FIQ^&Axcxa{8z1-a%&# z402wuDZi1DW^e-icwpP|*314Uy(0gL88N1KGs7ArRQ1mW93RApu}GZv^v%y;kp^(= z@TK&LACF1=X7>BO6Zdg1o$!d!sr z2OI`eU|fIE=AhbROK*-|e(BaG10NlLS&632uw6o3uTmXxY zb||EiO;#2w5va98I*}9tR25^Wxr+~0m~Sm(BjjsggeleOYt^JV_X$j zwBM(4wfGX6Z>QMYGf`ZU{9M9>xBX)ct*)H>S+6E@$O^gxs zk5`3!CoxAMlcK+S&1LkaXPiaXpZQAK-rGl;^V@hHR0ehe#3I=4!0LzNrp^H@Lor_Dc4A zYHkYmPEDVnwpopk;5H1k^@aY)hdvo;#xgUiEIB1|T_Jr7UE}-{%A0hi$jdl-=ra1& zLq|BuTj(oWw*^TH6i(62Kq6488IO4)8ZAxoPbT~uF*SBN_wYj-=8I@Laq3`4o>!P*to+#lgO*y)vla z6*xio^QXRz{^|vKFfOrWW;w7 zyv;(+hs%ecf6#7ak@9I5|erD@41J(Jq4!v)9 zpG_5DRDIv+s)tA=6^~K3Y4#euJy5Z$%~KJ#k4)Es1r=+Rh@}uwntFrzw9ggpKP(?H zxNOtxcAD+LKKDU|fN7$73WLjmhx-EOS5JOa541y+a1VL`tN`PlilzvJ zXKB1H6-=-Ym1qB4*Qk~`1m6nIHG(QiJB1LJ`I;9X9U`gU#F5IHY&S^r-OtLfr?s}V1J>M ziZ&BF8C+j1RF*sR#QLCcX9ZRxBVOz21fP#|9L>jMd!}lYz*5KeGThh{Ddo=o&2-_w zr8L-;39dmXx}f;)$|ZuNHJV(bc@~bZ2HQ$j3t=9kTq;e;WJsZ^hdUJRs0z{Pl+;(! zJ6et{BzWkxx|q;pn3HZad4)R6GVUv`a9``>7@jBN(+)oq7sJEd!oniFANXCws#xRS zK1Y@3S_hsxV?~E!nkY2(!Lf21Am@mNk6jo%orZd5#;wvc)p%96DA=P!BM+vt61sW* zr*3*Cz47vw(Rmktlf?kAlmQA6d&V8zXH&xu8^7yvRZ%YIxxL~UuW`f^@M>4f7ydgD z=eS6f>zH?AZzdq%0j|zV%ipS07S+4Ngt|^lhsLYjx%TnDZ`K*L)ZyxYL_Am)NYPRS zYVgi6rZ)eLRxP%J3Ke+Uj73hT*8@npY$n0`EtWFjcc@U%^8tnXNJ*>;vF#J(a`2u$ zzyD(DPi^PlyE7^J*(>FD9tcUO!d}G^G%u)Pi42n)vPQaa*&gpd|sTZV$}<*I9qY|iM#2~fAr^cuz0Zj{I>tjvV#Y= z%*ky%_9N9{J}HOxJ&m3?UZQV2c$5dwKK#J{A;(Emu`WWi>6%m#&Gpn_z!U4WHfl2o6w^(u%IuPp!Q0D>!rR|p+CERIssZLq>;8V@32INjQnHB$U_D}cdvrl|Hn1@vo zPKg?Za4&lkbk>G0UPhylAjb(6I{)$L$L2Y*9zqjnBu_sa{vzEm@*{fx{qG7&eKny$ zx!iblqHR)!pcEK`m%C{$1Oiz}S8Q9|_?ylJNSff-a;go876PoVq-BDQbfCJ?5@_uo z@Ts31CY!Sh^CX1R7v%(Mx^+bl^ z>>V#n>yW&u!d)6{Ndlxkud2?HW$E9NyeyU7i!M8zO3-0L>-O>sZom)ecp248@JBKt2nhK zcrL&CychECc-C-pM3Mn=wUyyMD4vkVGuCMc>UPh!zVv{+*As4AOPM!c^gHy5OU|b) zU7P8uGY5jt1KT;H7H^FT*wT+=06!{*!Jztvo;3eE8C2J<`=?54iB+0C>pO{L@J3Vd zhF*U<00BZA2O7_QY}ag8=Zh}f%<!jc#7gNk6gb_`$~^+MTqpbI{EWYuN8#z zsDeR!AH_f1{SUNzayNb8o)2)$AC1$LY`3;D%L|+WwJ>cJUyRj8$TL05&_8RkQm1={ zZ|A>VH$#b-JZp=Qo?UZVr#aVF>|tTCJ~1~>4-1P^K(smPxf{Fbi4#R8+ZR*ezM7yx zH(ur^sz>=HJ6W5QCZy(Fi_dO8{5^Vd@-cer6@NjgM3zb}6z)=L>NZL=T0O!Z?tUZA zFM7qX>9I~$@FxWVNzJr|E62^YFug1vvbBj!SBd!70m*oZT;HKs2K%&$#>#DX4aM|?At8bt5_W&KaU63bWgy(uV#YJ-cBDNCq=ir~QJAcwteZ?} zBsa=pFVaxari%B)29jT_rYD!^*!;|5=@DnDKrJC?O@sYX&GQQXhNtS3&m^d?Fu$(Z zob*_gyM+Z?GocTN+z&$7G11hB#0zaKR@h^Eom4extc93{-??Z6X$B;42tcCMJyEz1 zWw(;&CFp-V^8&hLNXT~(>NsYhJ%?J#2+51%A61GgI+2{adZiZ(YzsA}h!U3r*$wpH zFZu=g*>k->Fc7VZgRM*<3&Oh*4qTd_uu9q33!y;scHr~5pmiVF)`a7jM$i=VWWct8 z^oJD!AWsn#X#Lc#x-v%}ZP? z`vQ?fCxyFDVq4tTL0rLiBHFI3&GmOxknw)d0> z-46Cca{;a!982}%Z@s3Y14X!0S1Oc5HLKb*?U~p^h3s?W**Ay7hRJ+Xt$IF{%XpSH zsF0m$VKiD9r4y5NKJP=lVeSyvj9M%kq-U56ur=CPj5>9(7ge#-4-S7{=5xbJ<|)%h zXs)-GG-qz#^x49~V(r5+B^FDLC^3HZjsbexi!Y)-e$fSUR^E1J+Y>4~2BksK>Q$YZ zgvR&j*S`B}!S}wOpgoU2j}9NWnvRqX(Je=BV#T>j@I*%=*aXGm9^HKGTf}aHjRd9q z4Z-}IbGv4gv(6Pr81=YA)e)Y7khE2Q_i1OUX&r2%5{pw;_c3ndIcgLkHc() zduy%~{S)a6lFIIUii2+?#epIW1bjRtYB^_;j+PGv>h@@TuT)7$vo9@!#@A|L!}G+X z#9Nc@MOV1vztvP)vTiM9M2Xdg8(Uj2gHXJiW>9b;s(w|sul0%m3yayH%~4_NfI;6- zRUML$>T?^#$W)#Ejn@m!P*tt(<)}Y( zV7amYh7rx$1)&9ByZ5j*W7qBF!4z1cm>w@0^YNfdReaWS8Tsy18*FN&oi-x{$uw62 z8S6$otb+)8tZ}SZfgS^)In&am9Wu$zO8RQuGpc?=xN|HPV}c&nJ&0RCeaL!>J6!pbtyDD?yqA@f#O}iTh*t4Vo%P)Y0oeEHN8!U*VmyoGO2f9b0X^0LOR8b+UoN9o6WMkL{KDoD2`9 z0TUG&P@BtD5`A~fW`kv6VX<~$33rPn2kbQzn|iWz-llH0OPMQrIw;&{^JQEW9_}V~ zEIXy9_wsacBRTavO;1Tu1`_wt@dxR6`6&5bf(Elglt{RAxU`2HR!+q!N2Zw;;Hi3I z{s9Vzbd706)gb{#5Ca&6`^O*oDBX7a`+=vttj%X1@l0-teZ@yh2$DiYoCfFI7|b+Z zYX_8Fa>KExcWfKQ&~gB)tNKv5gM5&NuUS~inElBm^L#E4WR)G46DQBha$?nMnq9S9 zYHOmRe~ZdT8jit=1wN=!UM)mC`)>LU<#LnMJ8*!8Ha*7Nr?S+O4x4Yz236x@oAJy{^K&yK|3S>k@2B=ck1E_j z?DrO=xhU_?JfGDm2oX$A0p2!NxQq2jK9dx(tR)5pc{i8JCAI-^eLl9jE^I3l*%)-t z-a1ijH}01l$adqw4`4ba(AdUB74GC4!ky@m(TC}$CvKK~Xk_Wh6Gi_0+FhZDrk$nC zLe$=BAt?We=mLcI;2i9LIxh1RiFX~qQR|dq*$r%0`XdT|7LTk@Ksi-IzbZM8F~T)F zcW-sfh5NeB&qQ1gxVC1_h`3%!S2S4#bZ~P$6YjVN(erA#;xXi(6D1iimP+F0?;SkL zBZPa+uhH(uo=e$y7kOSfB;3oLJ=|NL*ZP-MkXcw*tUp-7-D1fRO+I!Ei^jK+CEuB79qK1R9`J(bUChP0uXN4)Sx>~$o4?B70lm2DS3)A*&=WA zWX0i9VGvka4%@mt?Vvt(_#VM2L_|^l_vHjDQ@pD9)w-f0M`60y zWtqoEWk9@XASsI3)Ja&MmRe&PDBYRx2$ChDOE+A~zi-+001XW7;rX;wS(Iv_q8&*r zmpH3mdn92I)z(raFkxdZixut{VV(qc4*!(aI)Y~kKkLwiYW~Ym)vonTwOG%Pf%0&$ z8@CfzxS3|Dc(>qvHCc95mZ5XN^r zE$md#@G}*@kI_&a%T#N&c7Xr5G(Q*1z9^ot`Pp>I;ALD5Hyf~SG@6F3hmx5f2lH9( z&KXoSsCWOV5}pzd2-&`=Ps9Wg>&&0bS4%u4&_!4vgBH>#zFD1$eF2eMshwOwDis_c zc*A(DD=Q>E$aijD8X?wY`C)v;)e7+#`}ZSO)axSjaQA4sR;OE!{)pal*WU!oI5wW) zn0crxLmRuZ&D&(Iv(|OZ2iPZAtl|3Nn4AZBM3uh~=&;PG#Ca+R@lCuBu}M3HJI?7! zg_9-prHY9{z2eqRI(@W44%Z`cT#tKEnZ8SH@-SQz`mEE&??Tbf%`1K_Lp}4C1C_d* zC&Yo;uR*~T3Vxkj(=*N2bLJ-~RzF*(l19jtI(_<%{WD@v45pxhI|?3bGJ{X;s>UoV zEY?0O;cl_y05PlR>tMq%8wLyEJeO|krT_KvOXz~lJx$ZBCgLwtxHkd?yW+ZSuWa&T zuU2~L<_A-Bq6oEkjC#{Uye}K`{aoTGYBQ9$at0vFbCfU&*Ev~o_$7~josw5oWd%xf zvz@HuNlJjA&0ZB4(T^e-Pf{XLH|3EHs@7czl#B&S>-su@{n}NLWE5nwPsuYz$&`!XuUU0g^%!BhpNs*WxFu%Q&jngCDRgY zpoPV00$l$Z4~UhV`N9l{E1?Mm;zUUlnc_h^vx4hXFg)eZ@T8XKuRgHyUw>Cy0Jg;t zvaP=>#Uu^+NwINjAvaawz9G^?9p2sO*7XW)Q^P!*pt)NvKEU3t!mlO!;h!vk1fY2CAW72j?Z;;0zw4vIbEIZs&g}0#L z)6wZ+`uL+Cm8~)JJ$yi7%%`3;*k;SL!bGl_g${o3u`vS`+I)7Q;A`d-uL-S$L|TFS z2KNlEH$WT4@^lf)rRBy;&w6E`aIZLZ+2vUV0t15BsME2J>cy_{$qYok4|D^jI=Jqv z?m@?;1PjF$Xb-p$;28p2Q+|G!svm{piMUF0blAxRwq34N6D5wSe;!bE!GsCbdb*zr&EP?tFI-9&3C=}GNbre z{S05wG}ZiFb?Th>(HXCy|M=0qE|gBAsgzF=l$PoqmFpH!Rg$+S1>w z09p$0pn+GR7>PeUP)H}J7b>A_k}YN8@uD=rs!U06}n;z%;r#{ zpbNe1&+a?BDbER;aY^zYSh^TH08Mh2>;B-xdKuSeF}sJm67C>omcp}tH9(UVsmL)( z)5gMltMQz)Nsq;PhF<@8e`L~9W`$=u-pJsd@NNM?MlPN+p|YFb^^3S2tP15`H8Yzk zt_DP78-3nrQ+VB82oTU~2hZbl#FtypVA34EgPV+ zWpne-M4ZX7Fy4s;4JYLpF4MwmT?P+2SKaA5195U8A+{l#dZh_sv=T6=AT`~&*(aXp1Sc``tI0as=1C-f6OKp(vyXpg-{KP ziUOZv4efz3vx-j1_NbCub23~zQxzGATW^4Hf-9w$Q2>E+0Q)FBGo$Aj)#z+D=p~z~ z68O7no^$YI3ZgbHYnpZW(dUMW*mPiq2SQh;Bd&#o#S&p{X66>F3TF)D=^uaoDfE`- zoHOfmTY7Ue)ZJXF8%1mtH%%R_Oz{i2E7>n3c0J$JK-Fu&(=f@uV_pm_ zbfwX_ClY})Lc;y%a5ugG`;WH-gqj>ksoZRVB9?M^`T!N{Q~Y_Y+C>K^Ce2caO2%^@ z3E0T-^QkM{P1_4+QYMk1gozSji5gElU3IAruS!RQl{?Lx%t#uM&O$q zwRV^XSOID*teO&M3yXDz=)HsYhV&8bc#uuNK&q<439??fd!5U+oJD?))*J(ZDVhmr+@K9TR3(f z7~0L>*FD6s@!;OUfQ*ZP6a94}RlDK?-w4(Xt3s`AI2Ew9Oty2=*yV&+FPTBA$mh6r z|M3@|LVxn&3uag%E;rB<0jRo8u#N4WNQgb6pCf;hia9*Pe7+{2*yd?5S{cD#-TC`; ztaLb>*WA`tG@5h`#;a;w0S(L>J_ed3ZJK=^@ zfBS4N^YuMnr{BHlx9LRrSWq?Aw9dN6?^p{9i?t0)xLYg>P&#k;UC%xlu>GE4F{h=~!yN+*C@XFqeBgc4Upjbm#!Ql@-&{C&A$6z1QgIFX zR3Tr;COLtPu4XwcUXY~s=94Sdr9 z$8UP~!BPf8V=E1on90XRy3ObNGdb0Z`hveu@GP2&hg;DGaueMWDozkBuNG_>i_Fs}Df z5)ZOHV~TTt)69hRC21`)M zu@b;q^C`(~SmEAc{SpO}>A~kvW`l5-dtB{&GzY6UngtM(^>O;b-p>SH?);y*hSy^# z&3^VKA6$uwLv7}(sGELk$i;!7Ee}#AE!V?z1p{kwR=EGd)4PLtS{sOK9y^BjWyzsW zKKw}8XwU znQJ`SvHpoNf{hp}+_B`8x0SL<+16iw_AYwMv(KToz2rQZK33s%Lh1GR#3OXDw3j}A z|9$iyKi$K2HwdE8Xbq*lt&m_;h_9%^UDZS=FI=uhYHVTSOt8Wo10@ARxa&4a(^QXD zES{efb-tf!t8j;+0Sb9(e$~95Krv%HQ`2I+bo;7MI16u=Hb9i|4VfwZ2{u+JgzJCmSQZd+sB>rR^ovI(9B04fw z4ScKFI%6r+x)v6v37FuX!}~(-6;vOh3Q_Nw#d<%>yMA>IeyP17l=p$pJ*&*c`alQ1 zn*|d>WM?8Tc*J5LgP~Gy2at2BX4XcGx;}gd!kHEDrl~2OWgvLk9ea)~S-FYCPQ({t z4G6*$O+gbh*dspjAo;<8;vaqoQMh#g3eHmtAi}2Z;b$QA7ix2cI0xIN$0G`fbsKzL z;`p$24JrjXEKBP&)YHBbxyu%PhKz3#0JT`FU=RU~VP!fw?x_Tt#KtL}aF~b%$*vpp z<_rFWD?|%vsf3_5F`*8?;NNm7erJRF*q>?%aWJ?Mv0;h=_Y{s_r$LY`*1~h8J7AJ=#+$~lOIM6l8-Mr_e)oUrETgM7_5|Vl_I}}V0KRCFUqESm+749Ht|aC1V_`@8MoZ9Ql9EoP+3&gY-Skhl{E+IdM~C)bW0G9iR#>KtOxJmxWw+F1 zo$}^q?qc-@8a-|A9pI!Po~U!+Sgw2QS&I2i9KD#n`OqQyr|&<`DmiRdyG`MSV@9kR zZAhl7_%IluB?p@1OuI$$Tp`?}3U{C@-Niu{Z;vm^qqr}YKuXS|lvx!jD93NxXDZA$ z+A6)&gFPB_XH!}Fy-WUz{>O7S(pduo^rzQf7&KsG^?jsVSiSjI(|usET$VBdBmiqM zY)45haMy`D0!0`GnnX!7yS2<@*`<-G8Y_q}_@^cP0l{Sx9gB4e9_*gO8-u;FP45FJ ztZ@(GJ&gwKivcCCR@0rReIl@*{BAe>O7J^K^r?E0TtlY0hIm1*otX;vhIv-CKhAiU z52Bf>d57b91yWsA-3k$+G%LHCw%2?hYWWxw@6qQXwn+!)b$R%V8>lWK(Wjz;PKy5d zLYu~_a=-bzNQFRL24T4qjyX1!7ORHPQAV!k)?QIjh{ci|8^m{fd|Sw3@z@WmGc~SD z#Z#1k4I$jUjTbb~lawa6t-XJum5J;T&HFR6`R+<#F``Pf@aQy%fX`uLwUVSWTgosW znxL{%3hv2PI9^DYk}!w_Zl=+pKN>Xw0gVw+!|3_tYwhFSn1d> z)WTxz!%7q_RuvXv6R_G41dS1r6-cqAOoOVfPlZ$$r4t!CS~?WWSFd(cmg1aXK;bOQ zLNhTW8wtv#W3+YP9@_W#^^}T7y&>g=jr_qkDy(*ReBx0`rZ!UDjMP^vy{zm8pwJqb zuF*L|T~zUeaQ8h443&fiFd)#I?&E~Q^E@g$9_8XSB0tG$o|;#s{i9{^qRb>XImP*m zmZj?UvAqKm)n-5<6{iwPYfZwo(5pa{_r4*&W3x_ItW8RZypM80QMd=H9wbNHG*!xd zIeBUjb<-gKol7Nn`yI#Un&%F6;UO1DvFx%v!-^>|mjH9MF~GYU$04OkRGtSazQs8fa!-pY zaJ4{`=1?h$f4h*}xE_c`$`ka?yMB*S)hpVwSV&qWfw@nGnI7u)*4SWUpI96&CJ={g?#nEy7k7VGlDfQ^ zUgSdJih3X4b!U@oJ65ST!bYmT49+$Y?pRE49k&P6{%RA5*iLODI)#(5NaOoNJjphM zL^-aC)CnrwR8`_e1fn3z^_U=>b)8rllIz^cukPqv|xsX+*6;WLXc4-9>kt zxP|VXEYZ&Fm6V}@b*pk#a$0-pEIW*4lpcCmhXTk4`_lask9(9b`5&&4-b_CwlQoL* z`%3QT)_hy7g7ECoctIZB(d)h0;&5?I+AJ(ARwFDsW3j5xPQ5cHtin84i(Aor6i85- z30DoQlCkFTu6kWm?LFBPUZ@x$!wHOz?N85)Xa7Ws#u@t2KDhWK9+A!2aFO zq(l3jYL?;A{f8&$J>Pkh?mc{zKT|S3O1J|Oh@fQFqf*VKs#_+<$pOlC1(Hf6 zX={lPvN$=!AJz~IzPl#F_SSnzpP$?$+6Uq8P#pt%?fh1`WEW~jDG}FaihA>|CX&x$ zbphVWBa?Nu3PXhiuCuiSyqD)prkUz9SbT`B+U&vz*C^mYSe^_@c&x;&7;RYDv`uEa zu>EQWBMt8w^pm5vaqM&d6I_~K7P1BgT zSj7OXabKvZiUd=D~S zpYeLc#Gid`+d0&e=4C*w92H{B+{RF;o{Hf*&~BJ7@mG*LbtS9fW(jk6v}o%Zy?@%r{R=)PiTS3OmAS zu&`Kfu!OtCs)71YFN6e%tzzY=nx?Rw4CG7tb<0-Q>q1)h;ySRarX|#i8 zJ(@_E(Q{3*&_KQQCGIwaj8hW571K_UzWm?=^uUo3`s$ssJ~R?-N4OVK-E6Z0lD=Gb zsqB`iT9F2y@T~+U$`ZJ=CbUuCWG2B{{La-sQxo2WK>g#fZJjV)9jEu+`44o*iCaZ6 z>-F;I{e?7dkS1e=beB;pLGhoWiIRABc4we=6c1@6cB0Y{g;zVFjy9i4Bu+gcwT((G z6sSzm=Zxz)Yf`bT7G3&G2(1AG(#SAOY@)uHcora`g~gRLI19;oA!b%)pDdOi4O0y< z*8~@K6d+gd5AU!t-dAhn2Ge_Et`-j6xg=Yd;hhH+wSSU6D_Yq$C&HbT01FgaoFYbw zbtX$@Y?FyoAdraKhTyXkW+4&s41j11*BV180Wa1z z&AlhIiK}=>OXEpx#46Q=v?ig}EBM#nCC6T`XBHWjikuC%^VJ@&5O#yLiqjp3Kfi@LY z!X3Y$Dy?;zm4ezJX|DC)VX5+M9TecWq9thf$?==`=eG}hwW+csns){3X|amhSA0_X z4=hw@cA6vTKQ>Ec_M)#d^1IpwY5eGT4qptur-Zx5)!fnRvo9wDs~UILT*L?>A_LSS zCYr-mD!p{eJr~dqpEzOmyV+hN-@Te@;TpBA^=;)yL1KT=74Q`U~g~lJMFo;+!&cLT1{WRTi{0{oz(eLmYeNVd159ZT+Ms$n1()qx{ z9mno5BYe4fN52GUNXU&!j1^-b)!Q}xg~BI}Y2pjMq@`4G1sh9QtWLt+fEDh`)NFV; z(Mm!DggY#>Ohc;ZKpuRMkF(;aS;^UsV7ChQ^#i;YK=Kq@h@MVhD+ymz&aCh@)?p{Z z=v18*@v9k12;kLw=l(JJ$jwjkAay55b5HH;XcT;=ktzl;W-MPVBj&O#yd4cH)jTRy z=XP!u3#wRceP(KJnZ82U;8K6?FYcqdBe4DoiEu{`9t=2OUjl-07Kq3o9$5TH z^T_5nA*xoF!9wwpS3v_**nI^MK{4v@PVw(b{LO_}J{^H$fp{9n2KI%3?kZwqD6@5N z0{6T=>t&vk4}>WCwK+Z8tHe6zE{4dD5$taa;U3HKef6(D-V;o#@i4Xtq7zll<2|=V zPZfi!FN{4Csz#zcSb&w@cWHR4J+0*YVf$d?D4)r5!SSWXLMLbi3g4sT&alIa&fJyi zF&25Jzm@7KS<0Aa+H%BWjYzZb@S2ktvW|Wn94E?iKa;|9B2>5ou;-F_lL){05| z4SQ5fCw4JJ$B$e}btg&xe(PQ{kE~T=*XU;!78Yw0mT@%T@J@9-Jc4Z=P6tVQ9D z?MLt}Nu=Ml!Dv*mI$z+pal_VG0$3>ABda5)E}oeKtZ)xi=&5*;az@>Q>VV;*%ya41 z9#%CV>E%RAOHvKtK4Y7FNf5=0b#D97n%qH2A>^TbY+F!}7=o+ucZBXG z2Dfle@O>V6=D`9)6{?zB1xlu-C0h^o^#r^ZaF5J|*pb0hA!0$)=jotc3d*>Sdf40FFOmYcjV3gIE>kBih__#DyLp*bO(tSaEvK|Njb(e!?qAiC2gQ2h{TTJykmQ<=a^u8M( zqq`1_H7VTd9)udwd>JUDvh3Ne&zr7Hic;}}*`BaBP_&{FU*TGZ5X2W#7f@Oni7=#Sm8dtDB*%%-+n(|s z>WZDsp6S3j8@mE0K>WYvy7bdyAiHH5g_L-}N4<&_HMd5tBX%g76y(qlG)iU}K+&D` zcku6BX$g#@$fpYIZ3l9`Sg%sOE^03zlbz%;>#fJX<58u2i_qn50^hq-~&(36h{_kj2Y$Q&cw9=l%IK&xcZDRi$xKmx{BxOchtb zJ{b~U8lKI6$Fyu5iMds{TPQ?{rPsUkL|AKiTeN8^k{GB?_1=Vy0`9riXI`N6k2InS zRJXzHv#@*7;`D^y(xiLVX-xvGiZ%6yM)Oqk2Z>^|=&-6?n_lDp7>HfXl_nFFDVnNH zQn3;$@o#>7nEvmNcGI^XIz~4?euDnxN4q=Dugbknszg0@oenhyB!KE9>)pre@IQO1W&Jm&&D zGqkyBI}CQGg6h>o3^B7j3lgym-SoH&WGP;C`L=MmYF9K<{JiFX!6KX&ZQ_e#iov0v zugXg9Jy)QjWol>@RWtUVsBGeDT+aaN~IjXv{v&=wx}fq z_?WCtH?0$azIqe425%L&-sIm7qJ1d0i8klM;6GSSqE0tI)Cd*dEntOv+#|2yve#X` zCTgz@8y~0c-lIIK|KzZ28;EEnz#B#($h&HS?cPYqc5oO1a;$m1m>*=v$$~Fdod;!| z?We)u1QRF|TWE4(JC^|?0qDskBTcL%5G(}bd5lW6M&RQoNL9^QSO9VjMhBSIo>HdW^FaZ!4y1e3E=I^Z^Di>J4&+7Ww>i%G zfhf`D7AfevLz{ytNe^-sB<->BYM{_&(wQ1GJXsH_EwCPtxT|%L?$2-eGy1DL|A_wW z_Pc`54^NiqzaF@kKK$c5BPH)M-?gIT3mdVwyN8&NH%;T(K@_9%yAr0$-8?RMMi|0n zvMd89@N|dr5O`$l0lIJG&S0M5>TxDsoVxVbanU5+k?J^V$UvYf&~@;AE(1LJPKSj- zUp~q4LesYTQWc1p32}g4lcJ23YM+_Ql%H$WQl=eLC60Fj;y67QI6Q+rrYBK0$^Ygf zTtFNvJFiVKcEv06PgOgs!u?s>o=w*bJ+oFH(2+?Ku!>jk>cn)A&(2Czu&d|;||Z{7pjm|QDP)XE3ePTUmNcgXkAD=jYfbf!Rw zgqaqtRJk$+--jOV?7trI_zxQ)$EfDl_`3u@4`g~=@*wGv7jv^~^a4X4HB;$fVPUa0 zVF`B&izUKPeuz@B6b)sz(QD3nBfap9mj#4#E|s8s3JKcGV4*vc6eV*qPOrau2mPO) zy@H-~?hqwo+89b+-jg-)H)*s4dqAr~tLj$Cbu%-*hk6u5eH5OXrHQg^=db+CSu?gT zpA>~Vf>Njf>NQb&WwK=|bd9im%_B#lbQfijCel!epaeadSa(VWg&dn%=8eF&Z3%k> zAUZ@zK6?=BI%zs`@G3fX=yDFUQFRb&h~Kj&J_wGa*^?X(Oowlfut^{lW91GMJ7_A` z30NM81(5D2b)GA546(ne0mA$i77ADz1PXUk2ECew>{saAEFlAqBhjH=8S z++ccb9V?5IS&d0@eDZ0-5_i0_lS!$Dz&{W!una+h41!jtW6yWv$%<KGk8d;xvukwam5yI*I*q3V^X-n;l47FDq7gYS0Db?Ac+yodhfq4(2?@-d$0SosM5bWDSL-j~uK z?R)Z>*ksNBKyAYU+m-%7mZvk4XhfE46v3v(XSFS;FhES}VB*HWe( zgv6GZOphzuy(EM{G!35RV5)jK&cYYtW#*>?;`TLHY^N*E2t_zrdBx}5 z*b=T`zMT<`tA%uzzt!G+B_ZDaGYR*gS*m$fpjS>O6zfy`Gaipq1@>bkRfni3KEL(}UML(ijhA{|)DWK#)x`q_h&&KOg010)Mj zPlM!585M}C%%OA#*vGxmps8BPl(5OX6{D5_W_Y+m;qIn`cu!Jg34pg0woCIKgIGhn z+ppN(PiGE@dR>7ALMh5K;SL};ag4(2oWU)W%}tO?6;|?}DAw2}N6XH!t>qdN2@+i0 ze*DLDptzSFJ3d7d5zlu;tF|sE@jt02YiI$`DTu|f^1P7vMljW#P4e{7N|L~XBRfT2CY z=2NDLs!*s?gmB#@B6^1b2IE{HvJ&9*}62r^{4;?bmIyxEE9(TNB7=W#>07vfu* zo=eqAFQpP9h+vyJ^w^vS)2&TBJH-Zw2YU@kEGkPOYB3MCyPf)48@8@D3p(ttlIvUr zU>eq+3g$x6^LIEuOt_oq)z2GCn;5dd`4Bn7<>?JnF89&R=$&CK zRn{AHm)rN)IaxDVtwNjcfopJXsu(WS0})r zt_pWkxfQ*M>#ka>hDv;p{g@8#7|ex1C$?4VFyLTeVX-z~33rQC0V%~=_{(OcgSFYV zDVmU$9XBA{@$c;OenYMO576Iz^AURM4foL7zw&^n1%eee@55Y347LC;3FvH=GF7k2 z+a5i(-C5YgNOIehw1RL?hF-S?)1#}g#O2zm*21ab{V<9s3ybFaI80mIh74$}C1{e$ z9+{2sK5T_P({%r%<;pU@JP+RS^@r#KH$6@V$IEMOaKfT9FmS0BF()P5%{v?9a?~T* zi+GkF|$f<#3`e~L{AbR-z_Av4{zd#GH=?Mrmye*-V72ztF-_v zrEeuYf@%V79%u$4cphzL+%ym-(=X@SO;xLSzGz&5N;TNrb>|cG-6J=U>!#_zo~P6I z9^22~A1@yjV#w{LY$8vawms0?YodW3JYpR;KaX(4ETTxClN#PEpBpri2n<@GHgxOB zf=(354slCCXj;x~Ebwqo$I_IbNM$QO1I;tE zAp)xPIQU<2YO~si0_~cq0<#IKW<#;+(sV6+{}*d@$rt?w-L=P|v5~X+Sw7UArNPV) zPm@emImf+pTQ9-s-)tG5N3}7noZ^gQ~?eTUmy%6K($J+YMO8#q9NU12j&AbRYRrb!_h#6%Mr1Qgh(!F&(J z5}pK&UW#&wKH6T`LFe|1{Y)cX5`Xj>&Z!A54MBlYO9U6=wK1M{YQ|EIzJ|IFg-kef5&C1DzWudEQ1hotYuIloJPNE3isH0 zZh8ApM921Za6pN&N5}7{`$zAlkrU^#Wz6l54DfWvD@RxX8K)Gb;tA^MmB9)im&o(> z7uXVTek89nRG-^`I+VB=2-0oEcDIWQv|2Ap^saS4+0IQ-4dIUFsO)*a3>TKhYKa(p z`{l-P9EqVJ=7<8P1ly=pj3Ax|y64tlcP%0Cu3rVBsVGs3=hj%cE}|XtK0x&ge%Ev4 zyFGO1$rsW1=#F5%!=-~w%Ty2dWFpNf_b3_-vz&(5i|D}ZdcjYR{*->_=3k{dhJQGV zjcE8DX@v;B=6}4RIVMnb#op}EV^eg`?gEvHLtITh)Rm^qg>AfDXYRU%UV2#{z2+&~ zDNd+hA!@MjO{`L}eRT&mWPYS-gD8>o%riP3#2iZY>tJtmf7Z|0x3E}$SU-`N#j1uj zt%=55NM1q2pRPejG=S8Gn(B!fCEVff) z+=~Sz*l|}>>;9@pN-S0vkgRE#jsy+~-s$?h?1UyFu!Dap?nC%+h6$Q@Z%5xKAlM#1 z9yXe0`<>bQFI%i3=zBD@I|=U-?k`gHs8n@nvgEWS=+F!s>St7F;dhW^yd1SoLCj)U zV_c6QXinDPdoh4*=K%na{b>BwrqO8>Q?)7H<}~%nU~=XJJ^O+bU3I?LAw*Fw4bZn9 zKG@`W8-#N}rQ{=*0O3A;fTrq`^v(TW zqRBe!H6>n2#WH~JxmkzQ4>4kn0xf()FbrOCw@RRzZwYJhPtw}r64v?sZ@oYf8hXEr6b=p z4I23Qs<}PC*J2)h`iXy~dxmf4&+4A!`wgz9mUkrbU)i@%u%++5b#m%0EY>CF-o4Ml zVhO=Mi;3ozS?~czzzjth6g{&qfL0wefr_f>#*J6`fclbf0_8SY$^fc-;pV7im-@R> zGLr5~15frvH5M`(G8?I0?WTCp*t0pA1nM3vWipgbWa#>xKSMp~UK;8Sr-=rdTpCTp zO+=f@ljD-O6f!A#(a!7Ww!6mpxWnTdO<+@r1ofr++3(!*JTBeSW;jUL*~7i=(jR{Q zUWz9xl-?RQfe2BBj!+-*or2S5UcvbB==gzSIGKozY|U;+sem21~S4U%7u?P zB>nY9gUU{ogJj)n5D$g4B>mCK0{s1gtuLn^J@hSZ77Jt(5j&nGB-~ZGhV4m45;F@6 z1=B>4E}&@Wwbp`mFJg7ksbLwEj2NIrGfUln9Ghq(V|;vYtQ;IJD2>+Gp|Y3-${F*Z ztVxiS7e(_ml$2}Jv)(q1t@-)OzX+j@*)Ri?3Rjd^c?Ji$QmQa8Fr<5s+f&{$Lb zqFaG?rp6;vP`LXER_bLFaY`f{x~uj+Gv&*g=Btzk=m!rrXj|qGz4|E|X|n9l?%^8u zpONLNCwqgAPS==_z~4OhW&CZcpr|6g_J{@WE{_zh@bLuU)vodYKKUR`7kh9U0~68y z7u;YuumO~d#q-j^-|za~cPTzV6sw)dRe;x=v4f_%cF~K@ypW!^uy82dEb?%-VHs_T#D4~QT1QG&~g9F(7*v4SvY;0^3 z9exbhB!jWR7~5b2{!OsS7!d>_3gsL&X>**}${;9`d6V55uY1z} zE=uQXX{k-trwFaFuMK3+7dW?2@oN>SMjz9dnb0&uF)ri0HKIdQ3^I?C0y@tEF|?4^lvi9Y`1`)FwJ zA|krT+qd3qoK~deS_AstfGM)t3zaWwzc8XlM((1!2Y$l;K6capqiS8)^jf~uaqBc% zsFB+%i~jnS_cZLac4&wYA(kAL{-_>e(F9(+S{x{><1r3ORl>E{pp&3rJDe`KYli#A z_KWDDu>!?SDYW-xRl!}K6EMULUs?smT*96~(O67U+pIoV4tYr;-rZbqFN5Lk#0a)M zx{$u9H{(5j{pKh=Jn!N54$s8FFxXd8HX)36KyV1Z%RHm!S1W}BOQ0#E{oCFK* z!Gs+NtT64Q2q7BuvW-HeM0GbAxKgv)UY%voo)_&#%pc05e^M1xi{ z%~6cNzMwFRITGDq%R1sbpFmOuu>j`0WHiBsZW_y1Jwijruc7wtoisAEi61N41^Um2 z?xF{)Kcq(=xs_I=SM%{*)Yqn%>(af3bI023YFp@71W91BD4ir&@IZ%|XJ$O*gtlNf zf|Z!7F^jM}JF{u!sh&41&S^7Ty#S-Pj$>xnA|-=mls(6yw7K1)Uh_&CHi)(@>!fFH z{%dcW&%U^y&%0?xymLKQpm>hO!DKvgip5GLW75(z74hSoH@9S=v$0(;fGWJgFqAaDP;|b+3c@d*%G3J}Ow^YrN_KTX&4K9f2l8>g`TK|(`a;8eanD7FLDN+vMI z_tIpgBzpVRjC7n3#!ZuY(s7DMqx8y+zfLFeC#fs8O!8kvNYkdNT8<3=2h&vzNTrr- z$Xo0$oichIU0 zh7`a>QpF&iON-q?%qzU$%?;?FE9d*Jv=p0PzwHfl{jz6LPoi%M!(F!~>p&EeE>RWC zgI8CvrT8>D)}uaAo3}ZN0q&o-a;-u(yRREwAw8G`U`0P3mx3}F>p-@Fl_Nz3ZS1rr zyT)VYBNPfYG)jJg25$sLJCY&$S zy@e>z{9K6lc!={0SxoXJWt@6#$uZn*#cF59Y`wLHyEfg@>}9Wj)*uf>R18Q~;r9zo zH}yhAQ1V23djz%4c~Q6S5*|X41q;NpjqP|I`q-JINXu{%t@Oz;H=)oso1XfaAD7?# zRjgvcN$&lzf=%Oji8W9N$NZ~h3x-O=3ZZM<*gaOT1cS-UN#r`v}%1p2Gq-UW>hKKEJ%k zK1IV<29p;cm#0=ze(1_6v6t3xH;ouY%@_?H zzmzq?j~%*};zm0^S8>Wzs?~Tb#r$!hNI)gb1a}!9IdC2Q_k;Vm(5=V!FYNvT{q)#R z>F*x;+Xnv+4a|Aku>4ej1&_(`Rs4H8dy?myVpYwPRq0^Hf*CG0a&&y3pS9vS^wM>| z#CIrm58fSsHbK>kB=`}O4H_y9dJDIj;a*n^cX?kU!<{ratqyYCg}o3LBE(X}1v0dU zIG<=`h5|@37LeyqY#jiJ8Ds*WQz;XjyLcJyYTt+Rk}yJ=MeC!t#X4wX_DT-ifV9$a z)CD9Y^jek$0SPnVm84A7kznrRSlXMg(Xxhi?qH!Axa-7yTwumFx&r#~zw^vZv~^h< zUAH+)Mnv9#6@2VtDxfKe&qJ}jTeZi>tr$g2rB4`%dByvc>D6RfRo1Ti*}h>f$=7j_ z|F=VxYKG!woZ>N;B36wHYha*0dUTv7%h1u4H({Td;m*Yi&5n~m9f>m-d>Z^3t;?>A zQ*}|E3lmDax8hXDbxevy;*^QD@j1S7b;p#}R?pN*ncf1BddKIU?XHWMT5JJhP743$ zJ0%IRkTu+e;U4^Z>1nv@;(IIL+kxVo-)7u+9?+(32j&rNUNtyAy%B4Or2*aYEx-Hn zCe6=llRRO+&%WJc%;Y&b9*Zzzl{?Mq{``No3+~uH9|oJWYU4enn;y9TG4Eo|8Ym3V zgM;^T!5woi=IyOrm(nk7{&jle<$pmxx8axR`Rks?Q%&FUC%yN>9R0|_r_1lI;~NKp z0jk*bIA>K=aK~b|bfOV=EozAsbPi1GozQ~euIF!j4(53r!+Zb>D%h?^Xz&(e>h#t9 zpQn2UekzL+Dn*JZG6F~flVy8~4^M*(+&L_MYdM*)-o7v(V+IQ9azB9}(@buWg<#2d zR&*tJq2)pb#)b18-s+gYI}_(_Tkfo>jMDyzr|8ZTx6`Md`p}f`wPr1&$clfilcl}8 zZl#GaDd-wT#M5v`!TscKn*ln@nJV%b#`03JgX(UC$z|EL6Fiqe<`i&L$AK=I zd-VwTEvR6CW#}RzJ&Jxy?1QcL8~ahRMdlS4ES~WG*3zlMaIgAvr@quG$JY!0i?QAj zB1DLp5frGBOPT8N(5xhOyD zm`qo#k+$WH0f`qpi?(guDy;RqktB<0YMsiqX0VwaD;*O$iq=8%w7p|{>F}7Ck|twF zfc>vMv{>Kr{H@fJN_wmu6x_kc2^OC5`Cx$P_FS-YF6+6Bx)XhrG?U&!0M0-$zrnh; zjbug3tQim7wQpG7&unm_oGNmG&0Z~ML_0k$I(j^wJ|{ejo$bE}_kkP_h6*j%{70z_YG8NKY1E%dIJT}tbEGEgqX28!r9=wGY4$oI@)zJ=-SSbpY3G;DXQGC~uTah~75yzjI0o`>H= z_YMAxzJKIfl&|G@k%3KRBR0iiQaD)?zg{tv{Z7Fkbewjsz_KyCXmDW^=@vS0ub(I# z5xEIvpbF^t7*KNI;Ub9wWUr*tk%MPdya?tlNiLk;hD9Mii$h6@u)b}Q%zva~T-og~{%_@>ljSm==F zJlPiA*~tE1=txwLsl^GsxQux)SF&5y7>llPn<1++;<>`%BNYe&;nc6x@a3UTmS^Uh!%iw>^G>?%6*g5{Q9C|3z5t2oWO0 zEC_2jAdo!TH6*-~&9^D&_2h~^xBmg{g)8xyuRfO~l8VQz&6 z`m$5opf!BcRg(({8k#|%S#9zfgI=_Ktr&?KFzAxxb9H7NWwRsX8fBKYIXYhCB&6y{ zn|WS2v?I`gmR^L!*h?4OHSRqy%J;^=SXm0?>M3TMCoK-pMSs=hLIVl_axS33t6wX> z=<~pZiMs1K(IW`Lx$Q_sX?17HyGMiflHNuZw08A8BxQuLC#=S^34A^bbM<#4M2H}y z^TlVlbAq>2C1qTf{$`EmX~B0GX)l;MOR&Z z2cZGQ2C&TWxx>W?{*FYc%b(X;;4iO!AH8h-E9t{Ge~6y7_Hyb^EvJN;q-YG@Ck`)M zL3bSga4st~>43u`agZdy1^2*w%=0PYLG{>!Lk8Wk`y}1Hf0#P}`F(-?5E(c*He9#4 zd{1*_c)QFTFdmsaOz(a8P4vM>-pPOe==gVOtTIghZ}-1>uMydu2t~{qA2*6)DQ62m z*O3yrfvNC~SI-3yJ8AZ1i1QD4F0D+j;aECYxN9&?h3A6qS`0xQX^Xlu(RnvTK2>1s z3VLKQTyu(V45X$;hu2Z5nB~7$b*A_yG}<9Y0&VwFsgtE*@~-53mLZ-Q?J-}X%61}N z-uBH$M=24Hcskxo9nfg6I8~}tL^mC|-~N%jw>Yh(nDohDVjjz-`Q#}*8NiEUBv)fy z_hw-J;jSvzrM7sR$25-^4lkr44=t;hP;2UA0ROqmRhI%8)TjJ7v`ir+Wu!wz?h`$| z~36EaQEJT@){D(kw_Q`*MblTns& z!ED<~&roaHBd9|_h<3b_r9pnqwo!Zr3tIG5A;$vfQ}*QWlT@oFIM}>v4!_*x#OX6&SVC zORg+d@IqXR;UCFMGxW>2@YrHoLHQ}I=dP2S5K9x>_U)*)a>dGq3AOe)$(ON6<+G=? zOw5_qfB3Tk^RNaN#G9Dhrvojw0&`OQ#2k&!)G{;J{zS3HGAvprd89BQ1?;NG&}ozQ zX0*lH>G^A3Mww`q`Z7WgK#Y;e4lqj(3*7iDoGY-}aXcu#2Z6b<*++r5owS(g4jeBU zQ#wu>yjwKGops+EJzAQ9#Rsq%SwdizZ}ew(e}>0R#2i{@ISAI$ts*9h&_!MAX<0VQ ziw;knlmc4kG=_Gp;eHMasUT$ZcL>8a#Q6tq&*!ar8C}2PI_giYXjyQ__p|xCav=lb zLoy)Qcs>zh2_S!LM#h1{xyGiBEi^W=j!vG~PWgO?xA>;fo0L4rvHkI(H_=bM$z?p= zw#Vf?y1=U$?i1x2?HhF`zUSTiceR}LVmU0hYI2vBSjAtEmW5ABaBk4X z+j>!#x2xv(hR+LhuAw^|ax#Dsaaa-+9inB91F%iG7O%R&q?cVT-(5YFbDF2-RLg?K zJBk&$`0sM}mKCkhPmkV1`}f>TyPtS5-SJ3@9(t;SSs3T}$$QU$Ja6nHJb>(&k;T3skYCeNgM~$$J|2 z8Rsb2&L@Ev&WA%k+I>UPHA#1oVJ%+ne*F8f1KtDOYoId`Oy*y3?!DB@WEol8*km1fP$|@O~Ne48< z;>O8|D$lnt$wb!`lH;JEHXCw-iLP!XEZ8FUc<*<1(ia~*a@wD(O;np>7hM22)1;c; zs|wn|!ZwQG!FdtPb`<5oM4znWw>0dg#zFI?LFG`gzy>7EX|20CQD_eY}K zn1$)91%6be-cd zk^hm!?g)Kh?_H-OM_FBE_Nv-O+tJSfb3AnR+ zp8QWjga~nZ2n+5Z&N{fYx_Kg0Olm2-3v1a=R3stOOd%9(7bEoX=!8`ldtgS2BjQ$Y zW{}tUUl6U_%UL&ENy^A;(Aoxeo52%$ERL2u$1AvNmRq4#Alr^JL#;g(<^2I0thsC8 zd23!oNmH0_TIZeH&%rQgYCXs2qAj*rCmEl&I*o#Rfm;TL!ElcdnXw}8KeO1F;ir>z zlb*F1+C^*wh5umD9|ioBVwrnE3K4zgo`dw6dk)a2?>Zo? z0mWWKLXLed+eNwmTuGWW!@WLDvW)u>j5d6B!ZJzMz0W0+EkuY`!1qXNxU+F$3%2HB zhnAYsa|VE7*nI~^=|_8H%%FyGvav9CWUR<+=A-!&l&eY0F96vPEY1bByF)BJVBr~a zz+d0?IQ{V#AEZLn_IzRVf-V^F82htH8QdQ~HbGCF%+a@=I8F~78l~L>(s^|%&`CSm z*)_D(iVVUFw?XzFjOST`4U%p(G5;)8WZ``}hI(+kWw{pc{llsQv zo^}^QEO8)iMm&n2`ui9xxMP72vNMROLo7T*Rbf=;SkUz@s__ZF7RbLKH5EjglGD_{ zm|?lTY-rL8Tyh_ZHtGmgMHBuiG_$vBB&7R$bVb z!}BdP=}!m9dj}_~G%{HYS@R)6oJX8p0pbuLrYpFky_-ecrKpS`wb?jT=W2_z-tHa8 zf82F|?mjT$xs$^{32~M#R%FUj`5ZrR4X_pb+olXvc(Su@p@tBAwV%>1uEtt zDPw!g?rOctCZRC%Va@S))MLD%;8d=<%$(NpJ^FKFstApVABIA$q*IVI)Jy(_mG*px zdSa`{w2EZA6)ra1bM#UA?EVkY)qU5~6GJPg;z&?}PwP%6XjMm&R(HONB9Sl9xAy*s zh7P`*6K<9PASs@4p}ba~!k9y1qmARVsm=WdNBKT__y~+*H8Vj1G}9z1=@wB{a8E={ z5niiZ2>&_@2wb@%S~ zj=dCMtn*`P{6t3x<_&bZVDasFTbI$Jm4Bw;($lCb(My@AB*Z9|VXRwXrz}JOm_;Bf zwrk`d)m@t&Iv zZ@##f=kc5|M*q7{3I?`=LR67{eC&Jl3mad3O8flO_%6C_=T0i*d#LUtSmG@kYvY2u zbRCH9E{g2I`U!WmO;bph`CE=%pKpErfI&)wQj9myCMQ1N+|g*d8lpTe-LyG)pX5_Ul> zScW^t0$z?KK2ZQXEFkIWII)HWRZUI`B0{3;4scg;ivYu|gZHkqy-7?#m%3r9EN(kY z0;|_yNsAn;$Q{p7SPa?HDe`TYW7S!O z3~Rj(_IZR^>b7FI1CA~7qL6jf2C0Ca7g!coG3sNMr98D{*&OrL;oJd!9el}J0faah zwMJAPJy9-GP0cfPui)-W&0+J1P21-|Mig_NZ=Nm$x)32koO>+NQf7$70L3_cQ#~;P#wlz_|KD+0mHq@=N3sa%xO3%0K=UkY?218JLtVuYc6Y}LI=GWT2e+c zEoGZNT+PC?OL`uVbsikaeuw1ohWN^oO5%iKJ8=8X0U9bQc5i){zsmq5uJl4(h@}aP|Bx5c{sx2P z!`^euq;`p!?Rq@_=D{z~H}`&z<;{W!&f%x@`Rd-nLO13~_N-CeSZBm=4{DujV{o1W zC05Ye54OeUZFIqju^-SejTU(jC_+4c+cIvoM;ksLOR1g4M_1D$`;#=36SGrbvN}N@ zc(`uiEi z1s5uGS4Xg*jyVe7c@ReQB2XAQE*6HnUm{6bNs5EvuHp}kmOf67FR>Xl;+%^$zpCy^ zhq8PQq)jjmPR*5<5^!iG)n#Zq@GX;ZS9_1Ol9U1VPVAPPu!gQgtN;yeV>!R6;WKnCVa`4Y`EFv+(NxS+y z6y!C~jy~HtN1~jLN0{x=mCmphUNlx9yI!MGInKv*Xx|OIKmc_19H5I#^)ysOaan;uAxAEg|HbFuFQj>jwT#hVgv<{we z-Yx#@#^gVglnHUZaY@f5^va80!R#yC-K`7&7dvWon{2S5l)>1(UC-g4!UPHqq>Yaa z=cS`aqnHh=mQ!7#o_DMOHx9Y%$hXz=~^{%f5f)TkLsK zQ1UApheirCIO!YcotkMY48R>`;o*1baGPHGWbPX7GB-Xx`VbXr6JFc9td~nsLN6rX z2aXAn2w0%U0yF+;cKB>aSP6Q`hL?JO4;;IU9^D_O4}X8R_ZSu{9zNjG2fsN%fA#gp z*&r?munci-TS-PiMlPGQIQBqy8$XAO6_D2p%JXQ`TVXvaJ$`L~49#BKmuU#jh!Hk zXXrxAS3(FA8PGXauz-pf%Z$Vtitw78)TKNfE?uciQI$UwKOc#Uezv;g9r13CWjdmL zY|5O;4l={NRlc~?z!Imn6x^ef@e1o8RiKzIiw;2JSPd{l187mP-k-ttSjy#R81^nXlXEk=32RiRLAB3lwFx(H06zH=* zD^Q`(!}my!GS1b&wdPJKvr2BH#BO!J5R=`JVz3W?P{_AEa6)R zzC}-tJV}oaKYrFeBSeVBjIiJy;;cj1>GHcB&|A|nX^`RVv)+9TcN9WJmS+0NVj+gF z(jwRhDfCE%J-E-@vZj*7;N-3+eFW-wO#%$}hzbVX2stRYlR@cNlq?GpE+Q$zY_PgZ zla;(`Uza2|6&1~MeNB)U;F=&oM;o_B%oLdwUJRLrjuXro#MsPaHaPaPH?fS3Q_-GZ zD#xf=$x^A<=^t;zrnXo|9mj6kUIMP!>%l90_rQD*;vpI zvG9P)yL)^meRbd0y~ohm1z;W&w)s@{p)Lv!mrhcN^<%{g;B8-hl)nDRu{nP}?pYMs z3uT)N1-c-tXMfE&gWQDHEuSm2nAC&AKc&y@|0sQG&qw%i%=?;=$G>|A=Qb4F(=nO< zP{e4~A)gLCDPNT{K)i*}xEuCx*$2 zAx3ez@QrJN_(7i+$liHzpejPJX0BbQp@}M;7^`q+9SSPw+|vaGe5)bf1B1SNSq$n2 z#wxsx$;vp@s{TShVkT(&I+Y&!+FhNr=ioYT41wg%|G8#O>+`Q-SYadjkB7C?5J84} zMi<<%$mY7O8POpY1XxzYu)G{Am=Pqb6b(%TJCo&iEL#5G7jLJxJZ~%Aut65}T_rmM zfFy-nMx!m(Mk_O`MZ=v8GNTnP`WDq|mPq*45*XGYCxe5GQdYdcVnrfDWKdz83e=pM zKfx)mwz-xLRo}5(ZJd5`{QI7`dIm14cuy(L~EIy5FySrbV|S)?n_8g=70D7FFiUW28S5K&;c`1tu&1N!9_xC zLa9es6i9=w)iA9ZC8CjrMbT58M|6vBh=mQzn_t}bX?kinN@QHlkNx1u8olz;8fD`a zmFk!yB)$N&rmJS373~85OIaDpM6=BD{@SBQX}naWS6{o9=glCVI5t6_zyA=u?uPZW zsV~cOAqwgG{%Y=u(q`!+xhl^wE4mcpFVNMcncC1aZ-AQ9?l}4#K8Ayn``D-r`>GeJ zu^y%8sY+es+R$ZY8WD~~kmMVPzf>V(wmEH8d*htl+&(^38YH{6!Yf4N$~79VjMMw> z{35k?9-+;hTRaWqZ2K|l==w3)wXIYi+u|9=VHfb-0)rik6}onbb1C}0E_c*n&X&g% zF~EvYxhjw0#NfQ)ctG&rE(63+b(b0Ll}d``V#KV_;qhgBY&luVX9sxU_T}_TSGO*< z2fGffi0*dLBXJlPTa^z$y75>X zW=R<)p2di&L}Rt1R8aF3_9ZAO!;b~z*mM`P5C9{h;g0U`$}qnMvaQhsy4U@CMm*O< ztDom&$KARs9N4CKnx&Ju5KgB0qSj25~BOrOhhP;aNQZSz8TIL?I#(TMOH5#p@E zmrL+Ez$`>-BDQMbM;qEg1z1(h09)KMMhz6)5uSVP&;fWZ>Ch05 zn#`8a1$Qke1Hf4wfgdDU9Mz(Rq&;6PaB&$y02VH|fUdd+B7r~xb0d<{bzM^Qe)_r| z-X0g{r(?J`C6-+usjuk1aU;{+4<(D!%I@re?B_>MjNH|AS> z9xnuGFBXgDWKZI&gVCdQxZ&`9~D_t=s0laxsa zTMr)tgH{bTOvOCsruca*zN0`5DL9tbnL{kqmFT987yrONzX1s=NVOGec~6^muy~wC ziY5Bk5BIbD%;@k&+B?3>iv=u8iY(D+nPZltW9U2+c0RtxV6f}IJ%+n7MMW_ki)|>P z<2#Jwz`2GNKYVJmK^)Gj_6x!`@xFpRNsgVOs1fxThC*JDu7H!UQv}Bj^CqUBv$Q3B%MAV^c{~QLTNd zx)}iE7EkSb0hNl&C}vJya7Q5)1$Q=ppXN171-gI?vu(hnwB(^?O&IRV#2n)&I-@lK zO+%BW?jE?4i`+jx{(UaC1CI>d&lzd3MxdqAFdkPOEwgHZ(M4_Xv@A&1{COVx;!Db? z99=ypjB|+-BDxELTpFzmQ>E^cKvs9*yYAl)xc2gX%>5Qss|m_gCmTAwQ%N}=w>@z} z9j+!RPG#($Dnv?E2x)Q+&VFt%mM`<%9U?@Cb5L-vR;#po_inQ7rKcww;?y98WtluQ zgn{Hsrvw*5@!Az#36|^#0!7?f&7IPAty_=JMXS`QqE@d@;W|NM+>?#bn!{|ssf@nJ zox=FXKd{x~QG@l24O7V=aFQrVBLexhcpE3NNM6Af!{_8saOdJO5>dQXOr2OGAF&5_ z4)_I!H{H60-t+RysJ|^ih&?(pFqfH`;V$nFXvIbh%EsE+l^scVtrqhbgH|L)+4keq z7Hg+1otHFh54x#*T&m!{XLKLSzI^nqJLt_neiOa!YagITcWq>r!sPfWW`%s`$rHi? zbZnLm(CzBrry$7HT6n?Rqvn>$ttU7zLUJx2>U##vbgcS54p%BeEVM2nNXnpiwD3m4 z(?ifWix(C-*+FMXP*NsPBt*jIRO!j%6Et3|(wJha-ng;XV=nV{ttv&;80xigpK4;G zlA)91RT|AH|BDa{4iy!HYNK7CPIY?x*hD~9#((`-Wt8Wa>CDe2tHNLe_7CT|=>E6g z-a%h}=xD?1G*b_AA-XA0=;b-r5HoYkCs;&>l*`a$rGbU5HOWCH7%Noy@nWUUvNVvM z(f1l|*?e`JixV10^9Mc86|m)C9vm#V^D$GFf2LK81*34p7g#jFXQAkUIIGn?-5Kwq z7jJkz&+mLLS&jvT?K(|V#+ktvl#Kbv4|dZ@WvV(lyn%n>dCc{nYDFI`HAOnp7B~88{%iKRv_E0aXY`( zYi1d~@l`ZB+RcCe%G1}o)U(81jTT~tun3yTySp@$>ROIxIN7v8$5MEnb3+|)zmc}vpeEh zer-qhe(&|zm$)T!qMxJt{wKQo9`y<-px3DyD7FL1n8ETwtNTiPAE7H#1Kp?H{kwSa zUOvwtD_W+$zJvTX{9!a3T}X*?zRm>N+pK<;>m^2}8|w!8kDrBR4A z;KvFzmU;t_kdIeK8$Rn$-Y+0D1MG7{nbiScxbv|YL|xe!$0uNmL(?5a4Y2E5;pH2D zkvd~t-h7FI^?0#H-`jPJ_Uw28FYap$7EiFu48P8f@nXgmUC*T6WItWpwSkgGl8lH; ztGeZ!px`b{cKMF6q>L(FdR;usRCjqH1EzT>vIiFyfR1#Oztb2aG;0#ySG{23+F9OD zbOeGFP%gE5+wVwDz5dOR?bW$>8jH3z+6!^vA}FWOpG8+HQCm9N(7798;ep9bk*KHP z4!?`ZiDh(U_cQ6Dj!S4n72LgoeABhY@Bj3wtEerhJSb|J21yysfY;#8V=%nQrJW;t zR3b=A5}Iv|d59MkP;kebXw}sGDmfdVeYmE+ANi{v3wqBfE!JS6SAQPi)X^n%D#)yP^N7yTJvlQ!U&hbT@@UJN|C+XbUa0-|SNs}lw+Cw*mJz2+ z_N4cDY|I@kQ#o>ki`2MBSVAU{SD!h<-EG*;*($gPrRA^)j~E8zfDj=Di}9NEetFN;6tzrNge#ZZsaEds3+`4s zwfdBYeW3gM`Q&=cR0;<_@nDces>oe$N@g34AlSPSZ#LP{$gQ6}! z7LYE1vD`fePtyK9H&Mjy=f{rb4>hpOf&jxE#~L-#o`JgF2bQB#4014WxwT$t)CQpo z*Ep$q!5rGSBl#kI?V&OL8>VqEKyz&he3!77eR)5UmJ9srK4nSxlV|Mpy3Wc3M)VG9I{7mq2uEq0tvG@7B6@V z>{eRUFT6_R?C@ICh|z>v{MQ5@|MM{a$aBNR2~Qq#DT3z`*QJTd7>~;lRdA154ljJN z88&i3t>Nz5Vg$B<`Kk5xo6lX)x2tN`Bu91S{3ooqm%yg8BFP5B(`9XmMuxlEmK58S z6s!6U<6a1&JJCyhS?T=3J#^WsM!%C^zv^1v9^wcsH`AGnlVQ}DNLRMy90+?};(>W# zxCbR=&eE-gyu7eC4Fxk1BJh@Za!512ukIDw0BS0mij)e>+Ytv zT=OUN{^7mM9*>$5KqO-(Szwi0lDO9Gn39yqF|!Qv44PfR1pr%^?%EJlO7DJ23z+S) z@IEOvnr^q#@9T(na8V2Yz)r1{+FB;FTm&yUypRGJp@fyBh-s5ug9bh1Y^GjdPW0-4>y1N4o@kCNRUqx|GD>d3_DdE1up!i^L} zW@hutHB!eICQcz12*gxcnWn-RYKi1)x&S6@a*Ivpnis!dQU>`fjBQ+)bER+yR5*dD zQ(F?!8UaZeFv>W|wK&PaS6Q=QPo;AO%ws+FEtRf<#RyynHYsencDC{`;W?_I;0`Cz zsoTLdynnC!4ujMc?S1st7p&q`+N&oMm!!%i` zkzIG_;}3p~M$1x2N30QnUR?`}oZL(YGi5&i_|A4mx@nMx>2Tpmin_~avTQ5;d6x{= zpr1T7M2{RDr{BM66MNX8pp8TxG0be8k?3B)w-V=#wclNrCM#0Zf`+?WcPN%DQl%v4 zN=HAz7=>kMN;b>Z1PKVZ=Q`5Du8%}qUZkkhT$bRQOFSE5X(M=R_GiUEBD^gY0bsry zkd*04^zdA8&w&v-HeTZE8c#qH1v!PVuwyL>?vVe~WFzDjhepJYW?gsMGgjq~;{vYk zvcs4ueo{*j+O%`LI;IS1<$D1+u@X#b(T#)&2eL6*!##k5xxLh#?53~m|6Gf0%e)wj zef5F}a$~2g8S~Z@Q)5jGg9OaluC%wo_A@uq?tw|V ze02vEs}4Cf(f;aIdO&##p}@bgy@N(gn{)Yza-QxPxRb8wyD{(??z|Y)V*cW;aYb&M z?+)#Tg1f61O_u7N93sT&VP2^iLqkK<*Vi}Y@j{^xN-$i22pXem=mZZj3JS}?LhVcl zN~>TJLei=yO&}FtJgg!;4JBeGC1c`Vu8m}YpvI$K?bhcAiFZdTDeNpZP?h6GGTIjJ zAX72i*_h0AImyQFqTw#VfYxnCu|4J$+pN)dMW-%gwGEL236~-^(xNkgm zj0+NAtsuBs)sd#w;I0x>)u1^`yh?ZblU+yIxD=>0s`WD6yfs0S z)d@OLIM&ck9mM;;yOWJTgLAr;O9|@!YTy<^u^j~hXg%v9F-#V9+@s}d4^1ATy%S>0 z3Pg<*7lweGVsW1=4$vo_{6{*Lmlk$t=gJ9?IXD@G@tf?E?x52hc3qh$@3Y9aKucY> z`XlZl`nfAs(aUZap={d#7YlYBYg`cT$@qnbzU5C+JmDL~;X^?_Sl5-JD`HoOFN0a+ zB8!%R(sD5WdCx&EP<{8w0WbamSpX#d+2TelbZFyuEk8I>9p}Q9TaU2;eJoa(QZzs; z)ohH4bI=T2Cw)!(+T+xnje5HHAuep-JEUi+_M}CoiG|=WXk6&PRbxpRRdA1x|9w6> zE``#b{@qlqWW4wT{#nx%+yR(o9~zZ$W_^#Z>8%k_xeD?fj%t=@ETJV{^7aIe-4^7; zuz(RYnBlJFzowIv`S{MirO)mCm&WaJ7gL0e9o0j9;DCi`4o*+M*Pn>!+QZS5VnEEVvm`BW}BR~;Es4m$15QbB}51x^IE06`s%Cc zw%cy={?>!jCqMZ~y8im>=kudNECMu-wb~$5CwWL@bgR~E&}^olj;FBNezXJb4O@-ZmQHlVri+dR>GPU?ZzBrTKLqheGFpveCJp87cL z8Q(#5HcgFCHZH*cwgpCcusu!}%=JgJdFw3KMN7(PHb8Kn9K_&&nIkJjg#4!GA4xan2VzL8em52Vr>v$p@A`tf4Hxt_~763x&RM6 zbn+oK6xV1=#5`8}Q28W1G4cq#^Zqx}!zUl4H-Gb+^xYi;-0cQbt5Rs_NX2;K53=|G zbed^KH_mOb;&9OjbEP(Z#eQ_eJ6T!*o+x%L*}(LB>1C^F&4#;Z^S19&SIp0f1 zSbq7c4lZa!jVP_lZsfQHMV6dmB8u*;Pqg^jqetndPYwA}F^Hi8b1-76BV$FfTbMD3 zq>qe?SR}D)alXD?$#%MV%`-SY!Pt_HX6cG18325 z0dJxIbIn?2xw1Lp;^6~b(7@Lh3zuAQcbjGHgcpRhu-+(KcJJP<5aLG_?+q74mD~qO%>@c z9KJBzwLqwk{geJ8^RYu$)4tue(9qx(8X8(nfB*g64PHFFFsrVqHWo)52_WZu)6?E5 zo#wGTW!q2CbGGzTM=HwiLtK%F`PW|8DT0?eIRDCP{FtE?@ZM{CZzRL4G6@ZH(DIHL zch5O)#andA*Octp8ORGE57;rXgC@&`2Ja(nqB`GzpNR(IE3XT6{y!>2h((Ketx~?{ zJ@26xzVL;#W5*7%ZJYk_AODemzw55M=*K_)@qB(%h(!RfhQZEa!>^JA61s+>%}1Ii zv6*y=gD=B`Xe!;&g^Fiv>Y;yq^;L9iqD(708w<@iZWM8aeI>b3 zJqR$l+T!hA@P@$Rk>Pv!{AfuT9SmSw>6FDrZMmW?+OoP^KwS^f7MzQu41xrgB780U zos3x~{o%I1r2j4s(vIU2O!Q^rE%x2zRX-%GNa|sn8i|yc;f{bNCE~_;6x`Vqu}b6+jTWl3rZY`<9>0TfwHj4b;01OA*d{?e{h0z06yqRf$b?Lu^8;Km(L`^dvt6rGNfq4PdYlW=(2s?`2a3Be z2u;T=e(zoThP`AFfUE#mX#mX6etGk2`S)k9d_Mi~*mvp62mg(TUfj~B=4q=tsV5U> z3A2+qnfrp6t|*InUl-!>JN7O3Qt8wZ2IPZ-4^p+POvZ`m@KBU?4_r%a{SLF*H423u z8XWGTkNxyPx^%NmAZ!-PG5%)tpg=R)}#`!bfV$=s*d?s!h?%dSkXp=k6$ zUUUc|X(i~U4IAjv)o-9DMjxhIR=to03n%Ga-`q`3O{C>E_xS__6ueDygu4qS6~i4@ z^Qo~tym)|E04A&dao2v9WN3>=xiFIqoSQrM4)gOjZ0MoidgjI{=N0Sj*!QvWIN5fB zR!5!#GM(KI0Urg;cbyGI7hPLHQZ*ce+NIdC*$(Au_D^f%Xj zjBY>rHM;()XVRL?S~dz7L6pW$a{$*@&)t2gKHA&Na3_O0v4}kl@Yd^>-Ap4B8T!_+ zymwh!lISFnO^9Djs#LOc&;AkG*s;+wTR$D#e&}}k)Dxc~(~Z+xFMmH}s7vNB?g)UK z?Aeo)K^Hm8ENaqaIP`@G!I;-|_Zx4#ksf*E5iYi0dg-Nf`|Y>0#LV4y-%VFtb=7=+ zRER|YOipOI*GzOw9>Pk}EO-5H_7OR#r{*O>iy(-_Iat||YA7_jfiE7|>dc-tbV55d zk?TxHnGGK-u6r8_Y)5p{ZBO%9!`2LURX_+Dz~CH8yPUcv-npJ#BULA&;;cS(k)SKl zOY6G2yvJ5`NNYYOd;~UHD-RzC#yyy1FizEr2Dyn9R4Mz3d0VW5+dXkCL9;V_@}7Yz z%g;ax00s9%LY_Z3HbHwPcF^Z{|34b9PB0sf&zG6tf{JG6qu4N0(TpX0qLC%T9uBc| zpufAC;l5OEQ9s#5LA8MyF`I9#JL0Ok}8&a^W)G>t<;O;)=?mq1)F6(vJiu$|DPWDIQ{Dr zAEtl2>o)qz!$-IX&-(64hy2D(Vn`mu<__sv!!6U%eUO=u_)i1(DD=&@ER%WbWKJjg zf`Q_3x_9u-IW5p=nU`i0(DCv(?H%9C$+?DQm_&7pP8@j}RRV?haq=eG4U$J{u3;(`{Strw_mKYG%)G zXx~gPTmMU3%tis>cdoyd=Wk$TpwkTncXYymg*aK3;yqY?AA92OdBFq)ecfii=VXpD zNlSGG`se0rj~wNnckP#jlOV9q?I0K=Et;r~l4B=T!97MX(>IQVc6)Oi<1NT5-F$vb zGu#(J{2Agr!f5Ph4Y4@T9q;ueWts}^T`B2exo-LOw7q{NKZaZegt8#g(F|SIvz@Y$ zEbSbaY|U1w{bn8BTZ2FF=#SDy|7{~ehU>H=bsg5d)4EljWl`FF7#TPxDwk~U@7i?cn ziAYl7&WOaL#|}Q7{`ZkQef!B1e4m|e!F?bv3q~coL?=o|aU*@=6Q7vx&4yUS&~hDM6C&w>gEbH|>zWO^xQn7Jf>)SeVgY&~xA0E8 zZ@gF_zhXfGE!<$5i*B5--h;sNL3joC08r4+#Ij_X+JMLMCRWFZlNp6+s&A6!zc0di zsT>P{)RgUN2&b#kH+FUWyB16tRUR+@}RBV$g( z4}J~Gv<=eekQ5eB@R%sqs8&rfGtr8bDV{K>R3Q59zMs)g^0!mX&NS{{B+867EuEv= z?Pdb*y$~T58ua(nXSgqoC|7HwdXh3~;JWVO3LT*ez2KTLisUciBHO+pRd7dQ7ASzm z39bVw@P_+(5TTW5FW`B&xRUvRtHDsMg$eq)h{`vV}%JQ zOxBMmP4-IJFW~S(vob0jJh7ctue*;7!=-Dxeu=(y@=^XajZLN~Q|#n9G981g4g3eB zAfeBt?z+=)2DHiX8Z0K^v(w5e2d{;s%&LwyvNzn#y0kCe@Lali^`BE`qBYA8jD3w& zDi-h?DcO+;sylx10)+#_83#uSd~VGqNuK8G-;CqM!*u6~AJU=1 z9+a+Ee&E>UQ?`wBCnll(V{8`6(xN3P(nE64C7%C~ z_saXc4e(f>id#%_YtF-wqiVFr+bL@``h21&yNbRh#(0a61fPqDXn#GOZH4b=dca69jrWeWi0B-#JCW> z7~@!(f_%0nl0MCV(fX}3K?e#!#LWn;%Jx$_7N2710;v^zPMQOoMh1P%GPvljS?+45 z8kla=!BbM^mf6PVz*vvROm4x{Sfyljc-y8h#xzqD?d#aDm>~>z4n!l60T6~Bpo6cQ zFRf5}=Mn$-T!)IaDpjj#vLY56p;>WZG9Dc3cvR%ZXO&u|YeIIQVv{NDE@d*yY8 zFrJ|MT&UQ5`oQ3w3#Kx6gk|mG-;(JsSolCIKV)HW&cS92UUw}sgH8v?lA$0C#@edP z8j8gw>91Dh-f-)dr}Yk|bvk>THusD4Ni#5yK5xxS=?^b`3tiQBE$gqQGlSIC|0w-z z@SAks$p6yAL-$i}R_5VC)t3890mXIz9T%qxF!B)p6l=noXNJ4s>&ITXUgrE_zK06A zUiyU%zd{Fxi_Esvn4DO_#R1;GChrw2lA}n3xjR^70HYj|G7&`(fB~d#-M_eVJEhX2 z6i?*ndF!4>or!LKJXf-*)MR9<7u*4`$%8U+nDg-uvN8{y*hP7JlIk#i=VF9I{VN{; zC_&f0W48OD5#QuA2wkX|4j*~!ee~1gcZkP@6XgYW6wkCDPOD-X;Q8vP4o#THVsR}f zFAyR`D<}mAM(FvoIDqeaN4(3^Uk}RK0nO57A{W$J+Eg>7OR9kGjd@L`FX(R8r5Ma% zkmFoRDBFIQm!4-)aA$uljJvT$hC5DnQW#ym+*gvLA`CUhT{5kc=2V+z2C8j zJ(useUbxjrnkkhJON@XmAZCFCj_BN<9)SjaE&4XoX6c^H3(Y^KO3H-ZMj=9+)q?xm z-u5_kjE{O{l=JB6FY);kF789wO1-^RP>eyNp zsP)U@*6hcFB++Owktd>2dgEnpZ75JN>(z;S0btZJII#}yUvGPiSM-C7_Fy7D)3I^e zyDA1WKZjPqj(}!ikktmZxYpmrHnc{1Jd*NQ`bdgVbociuLN{&hqg8$RfYA_=?HV1P zJVLcI}?W=d;@ersVg?XKS?t$9C_qvhB%l2%f6P&G;t4V6#GYdN;0(_^^nZ54FEU2^WT5u*kR?vUma zz4$O54iO@Vd5s#Mdg>|Kw$0bI(%7(OCnO;*ETB-yrk*K(6$pDO!kJ?sibx;i5#~Jmkl)4h4MH@FwO2vHE zfCfHOiphJ8S<#-PHC<_s^`{pcz!XC0Bi$>wb0OU1 zfFzk3qiC$e!Pkb~G~KxT+01&=$k!%0IIC4NtQQN0d$nGm>o;_G?1-eZ-P3f|#|efz z--Cw13pk0UHuYwNMrk1yGQ%DAP%wmCDhLMgTALl3%UAVX?>$~IMBAB@wMxb_P6jYu ztZMf=WB`~i0=8T9#^n=}C6B>+DyFF#I*Gyi!vy2p0CNY5s*n=l>rt0P7RfdWqgozl zyfRAVayv87u;9DCZ4-CMu_?ISL(lAeh3bls?+v~~kV@g-U6fb-Tx& z^d3K)J4o-o|1Fe>%Um&0tkHO}N_QVPuG--*WBIdxxMSBTA2+`0B~@^DZILL5szvFo z{rz<7`Wq-6P18iFP6reld}B|Cr?n2IzdV*{kdx8l$aGrMD0FDK87z)#re|Mj8U5dD z{*HeC(lAMe1`D`q_?BDY&8XsNHe`gZWhPWljy4TWo z_@|`+plOfehmJ2;kRd|Mgof`{7&k5w2m$EEl{YejIylk)){PtKqJG~u0|?4X;U5+n zbsV7$ur<=^?-lJSFMYe^qCO=(q~%Sd=)9CLQIWZ)T1(KeL)TCt-$PN74zh%0QrwIZ z87P$3ne>2yEia%u;=2+ABm-Z$>D9C{y_$>Xycnvg0Fb1atiXqb=-|Xb`iDpUfd-1l zXtX>+J5Cgs884mQrdMo7{)(<8wei$iY zh$x18q|y6lcp^&shVvXRv@(RB4f$$bH1mhn(-(e{p&#uz$&YIZ*t4tQ?wh8bjn4`Z zVzFXgHQd|V+iCy){j_eK>iJecu|1uhelQBLw1FaJUwe!TyGVqkJ|t2m1+~&V8}xgE zE8bibUg#C~7HGvD$Fb;D_t_8)WV4%kvvl2tZtBZo)!*PC&oClfaK~Ktl2yM!UppRU zIhonE50*P8^sGlbw_`~sEUMYio}YRlz=*?VzWe2u^5449jiAzGv$8tHqW%ZrepsGb znUrPEH5-saOgKK`8E2-!9z4&bg5MG3n*Zj zb@%M2-@Qb-F;O@{K^83cR_ITypi8>1;9@)GAmCRoem(uy?oV>@x81}&7Nzl0mA?G& z5!!QdjHq+9m(o}36;Ae>7vEdORn!4ld^xmJplsZ#sp3izRQV52pf%Y}n zx~!XOxi%U(X;5dp%QNspF&So}bAgZqB!0lW9xO!ZZMO1vnF|mT{{FVN(+5Xyqn+bK zBY6}~#@Xy0+WRZBU39$SP~9l-cWkU!_4L-kZbw&(Y{wrj?mIX_zjxCn{#{?2@zFI@ ztz@Y^CY^T84EJV}TwHfNjj;iphbV;Myt6+|_&pCX2WZ38Fl<~LK>k#zxm;M+rO_?@ zZM3N`!+BP#aZ!&4ynubam?6#y9%;E$hu5e?P{m=gF&*)_@d)a(` zRER|e&D=Hu|4^h|-idbaITYO0&Dy|lKZT_3yrRXV)10tz5gG;YIh>2&d#~TnO}AX! z=baBW0#&md3eEkoi~09#!q?894$#DBZPHU{tAi=cvT3fN=$xv34sKAfLclKI$JKLS zxNq**M9Em4Qkh}ex-3nb`?GZ2vS-q3xBd?GWWWZH*TP+XZNIdaL-*CTvEU%i^1aC( zp6GKm3Ch5f)B5iy=Id=}w!vJB=&~p>xAPJr#JPemZQ`?M+$G0wm+?y%$hzWE9D~uN zJU{h_@tubx6=bF~dJ{5M+Eh?7Jo317z|Jnk^NzdTLBD&)>#0yHc$1Holo5ve(vb66 z=-~EmW)#X?qT9%kY$IvM^%yK2BgcVxb}tuhp&^dfu4(UOxiS=P!6XAZx(?CiZQrGr zZhj7}&In-y+hBvvY35|yU%z+BpEa1DUfp*CUDJPqyx){Wf4o>@vrpX5VqJ2aIRfmGZz_gowUX~&hv^)KRti_v-t0^T$Cnj6Cwpm#3}JC2Gc)ZzRADwjl_z;^wj1?~mCV23UTQcGlzBFMyK5iVv%C~2B>*Hy+{;#HTtY$V6ps z!m*TVBA0inCZ~KJ5T7hV5f!H`ih!BE#Egya010P@}J0xV* zuV2sqwr<@@-QC^v!4H0LK0hkNB1OQL^EBQ(RZ?cL8CU5*syS)J#5z-QKOMlp6Im3c zlh1$a$7tH25X3g2Dv9iQU-0cj3p50>O{d~xT_)=&>0uD*;sj)UViyX|F{DX&yU8gsIG*V zrdHfs!)X!)(MBEcR(NXsDY9LM_KZK#FhXK%)9+mZr+&dhT9plIPg^Wi$F0|O(L2R+ zNOpg8{M$4!wwf%rlRDEey0|~f-xbV-X;u9A(Vh|NODp{CLHc#h{-Yc#1W|k(6R#7#g$y5>s6ipDR!(DA^TqP;ggwcF>ch zC(|g`0&M8X(29<SztIuz~OTi!NDCtGiP4^z~Dj?HW8zC^=AEY4FN)9MH^gM}DIr9%gQUIOdP3 z)j3MrEf#30ui#PTN^-pD$U+f3VoIzBNts*?v6)LT!}kOUGTehEuu?(rx5MeeZT z9wNlqla#sZuDj@a-}@dt`skySOeX2F%Pym5JxiD?AwuY6<#du3PJo)WHCH*1g#w+# zw+g_)lHhjjIRFfa{X==WY*mM>A}gi@0>$oR2aT2U^!lxDqOaU{yn*39d*JVD?4K!c zJh(o(ID%DwJpm(eMf)aSKW`BREq>6~>!hdkKAlZcXF@ib^_T%@D>tDB7&WO|71fRx zq2s!e+@km=s^`^^1%t?doJUy_EcIFx4pH=*DL?R%2Ny+8|HBNGuwm@d zZN-bD^=e@Oixvap71qd}%})aft=87|9#hwcI}RL|juZ}1rQFB!#4|Sbu>QYp9fzMt zVMOMRu2h!V`>Hfy6K(6dEU-O)`$$Z6p&C*wNj86%=i1{P^v-KPMA3*O$ZNA3_~)c^ zjOy+tdho~z{yS}n$3VhNl1(K}gdaOPM$g&e7khtv?0d}Ae$J{FPP@1bmUqp;=fgjx zu>joHHnrfstX<^hJOqr>PA3i%nH4!Fm1><*iAL|4xtP!4d!m`*=nR1rLvK1uiA0IY zA1)7pCrUd< zpP+wy^gXm^d?!C2qizan5T;|68c*sC_fW2AQ#=M=o5rs(n6F{|AjDk3-z~N96fV*% zF5q&#?6Q^gi&w6mv7<%HkeFtKB96lgy72tKLSC@oj;WEu_m!n!c392yv~(mAcdbt%|ITA2_1_KkP{PzyGbJb6~vX@H&AZOFSujwNLp!% zL`Io(0gsPIhaQu~?b_6WJLXJixNDM_)DR5Hl_b_o$1$It{;}dZqEow6wK<;Di?_{P z-jCU}&wC#K3lX9fPFMf3l_uJ$FtN`E zWdGbLNqqA;080-O-&|Wy-}%z*baJA?t>g&MG>ZlW`(^2VN|{|$ulCZ(+&+)Z#rreM z_RpvTp$XE0ZFnX^Mt~u%f3|8-*VmN|i2?;N99xiGhxR)isNhj6A`JJ-dak7J9sU-L z*M_*@?l=iD;|8+`(%B)Z6joE*3b0M)cswYwWK(lv1cnH4t{Lw5rvvq+Cn;k#NXqmm zX_$%17}@nIt?e~vj}VGI=tTMIo}1{w;h)j(U-Cvy`hpTNdZ4S=4kyKu92v9j&zJW7 zC!HATqnkHwrWGAYukH6#lcNwmaPIIA1?|}i?kJl#UnPAFFvo#GeRwcMF2L{2c0M!qs<*#{LfIPqWCP9K!M&m&u4Y2*+{JYJxE!8 zyZpMgjm&h<86(WP)+pH0T8|{SQm^ph*aL@$=%0UVar^is8;0oXNB)yvb9whw)RUBZ zJP6ExWxGrc3hrch9UmIFhrx0m&P!?It#i&bk(IDBRhFKM>knBz@}%S zSK!=gsW3eUoXX-@(>gZKX_(ItFBoe6U}+h3e@NH2%q3iKhlEk0iz23&nxgwEl^&&X zA;|@CV6Kufy0CAn;`jCax6tTQy);ld%AI>y;Kzc5-kz301e@M=YSiB`b+LY~(6O=G z6zhZw)FDFnIAebBM?UfqDwoUN?=$_I3mnIxzxu1cVmTTxHoWHW;luRe7r&TN zsTB3~_0gN({ARN4M)Qgv{pd$@<&{@bJRYY_n>Nv>KmF-5I9nmkq?p_MzS&q*3j$61 z#|($aRB00YjaIa|0!C|zsHBg&ZlsM@6U=%eIug)_ecGB%aYLWO`SM$-&m0IwgYg0f z90BvzWgT(qZI3m5z62_|DGukXPu!>*>3kw_CE~aIvl@u|wmW`Yz z)2vZP*J0YUelNZIWn$zC%=K8c$xet63kmx6Md7HGdFWz=X3e;Pg1as-Len{`w3r7= z$H@$g0~%Ut*+K1?xw%`#$!CDiPVI8Hq0_k3#`LF$K;Y_${O0;R1pM;F1Jxv=;+by{FG@})Rm6$ zoPleF0Mi>Fi0WkRNkGwnp~H zq?DSwtMw|~e{h5zKQ>OExyvsk9LnwI^KoD}PlJ=?hBo>#G~DZKw>L$$0C?kbF5(Wj zKY7l@v}KuZ8vN$xT}-!bT}Hol-8w#&(~X}jU7&Dael7-ZK{PPjU6+g3C_sTt=e5W4 zwUA#S3xsou*Kb=>W~L)L0qRba&lN}okm-rXW$^;XuDe%ce=Po9CsX6p-Mim={P6zk z>BxcWXk=&u?ce=us#K)_gL8BJh8`}0q4)xJsy+hTLs83MsU7TBKv5<{h*LvQ{xZCW z78ks=wbtW&u4MDLrsE8BWwB%k8)M3N5*(Y;O2SM_ZKwrkgpc9yu zo}>)4+LxzRv8-Rx6uFqrlo(?hhA_c#tSAd70niXxAL;y8QL%xz!v)QXq_xTO6iiFX4sH5KT> z2j*Z$EgYSyPW(({6aZa#OM~_kBEoIdlJ&(QYm+v$M^9-!B~?sY6zqu>9hfBL8NgCG2W{_DT~i`K1MN4MX8 zJN^Fe|30l)vBEQF{gXfW6T0oT+vtm5{35>>1^Qq3gdA{Vd&a#~t+g*T0^YFJDg2fBy5&^weFj z05|JYp&41N3~m-OTCwnSYx-zsR&2`TtuoNTrD35JkHG2hGW-y=#NS|G*8kz9@X z+Qkqp#O(0qhk$}WG}Hs?|-%X#r=OjJYxu1Ug)GOX1x{Dmj~C1%ya?crJ95tQC3v*RypR8q(Fo<$VmU8VfYpa0 zec-b@(osSa9R9kvb1Qu(I!v`{n%|FN4CL^#w4CBeVMhWh(yQrYX^^T;nc8C=bjw9+ z>6f4WY6Fh;h!B8Y zbi#s8I2SA~aA&ftu}%w}x`-r<%Jr1&B<2a^A{siL5Sc1PDAIZ~tm7Rg!+srWl%_V zsASu8qH>try1|lU`fJw_?_wQu$i5*TZdj{VrnePz&7I=+6fZ|3L$U0zlnl>V5q+I~ zMl1iVa&#`rs~Zc?-@5izdiYSDemvaC3j)z-iH`;M2Rh%TBY-qRzpQMRc+t98R$c9C zFF+{~Ggo;XG~Llnfk@&^Z3CK#J{2dNH$#M&_kuf$(ye|!U7+~=@|VAy3*7(;>YxAo z=jp!t?rV6>umAe5)6F;E%zyv(Z~r#^>%aahzXk>OiHQmN_kaI)`rPL}N4MN^3%}-5 zpZXLVxZZQmJ#^i5*Kv`4$BrHJ{qKLD`uqFoiYu;QCjDFA`d0euzy52A#bV5w2h;vT z9}@E=y#LNS@8pGru;6|MFyPdF>dh6c3tl_?iC=GXQusEH8ZHN$y2_hL`P_fWWC!ycCM=o-U+oP*=RK zp@2I{`TiCBfDOwOuR7+9xvD|D*`mK)zoL9xL3{bACnXY6B#uSmlt_)MZJM;EqmvFq>Qu81($Hj`3jz+6s9ulI@gq;8A=jnB z;o~$=JkCk@%JdrAJ(%Nyd)2|*Zjl)Q!@Y4~2?z?JYX1fZU2oFi+zp@?zqG-EY#zhWmVZ6PfXAw z^o|!?PbW(!Xj{)lUQ7U6{jFENiyrN%&=>9P*Oowcl1WBHZ0l=|O?MvqiF9DO!chN}YuC|z2S@0slR5g? zKA+$Kc07TR44YKg_RnBUO`8Jp%YofpNZe#(*$xPr3qEsF)3 z;jWqND16JDB3Y=GOU3JS3=@w=>DG16p}U{h!Gti(b69)tJPTkW#>-OSv+0b zaKjDEB;T`V5C0AGRTQ~j_`(-9yyhF<_y!$2c8mv!AO7%%{Cce$|KNiU^8P&cxzF|9 zvt`Q`TC-*i-F^4n{5O7Hdg-NHY}Y^$eR6V=o_z92?=`_~=-23Ngg8Ac>x@%J`qb8X zf-PE$4YuvG_AuGacOiz8SCtqdiGI-~%Nw4DNsQK`ojb#Qe)dr(u3{!ANp^c`=B@;- zaj(xA3JBb$8JN5A7>@Pk6}K>Jp(okT?}MBUJ_E&g1aWdqvJYBz0)dCOU33J5g|QHe z7(p}X2X^@S#)};~h=1jV*HYX}Oj%%Emh{It-I5FRuXuu1tbUlDb#YRBAe3$u_0gU0t&I-a9cNtT7aj(eZ(zb2H%pY;v@?&jxKGe7ax>rGO?azBk;7rn>iZ zn|>-5;W-xaESRrxUOBmMTKv~+Ks-UQ4V)S^%ol^lxI{;leoP#L_G@fCZ5p|!$&8RA}Vqt&jbSY{{8OVcargacF z9~h%GASZ*l4qaeLLr4}F+k-?4ARX6+*En|xUaSC-DqpSe3AO57d~HmtLa}(BZrs#M zH(k_6zxS+7Q#!aI2c#F)^&-lgp>2SarwQf`?Qx>L8}z-Q^J?EHS1;}oci`~?40`}r z+>H%JKH^G{H|De}E>VpT8_DnGS|h_9cNgMZy*cR0>#jomZ$3;@K^k~;ZyW6!5*_yt zAwme|O^_H;ELzL`Oz^h1y^V|BD3F_`$`?r6~vNakX{pd%T)ea4J%Yv(Ogg)_! zPtdcT^(=mVU|@h5>Kz?u(Di}hI-b+72^QP+^ZL1&UW5HBl}fB1-;7G7!v8ezS^x_G z_!r{z5R15!in(OCHq~nWY^l%bLOr+GFRkp&cf6hh}dBM1#bc_X4o}ux0?=J7`JT#H|$LJkx{RcTer!sxxAmzB#Pqh?AOb2 z$Oc<4f>n5%>Z~>AkYmen)oNg@nRIpUwX{6-7zZoZcd+W}j!o%k9F20ydq|4+%y4H- zygE6yO_i!6rfK!Yduk>u^!qKu(!pHswR&AKe!0$z?>O$~nZM_Y0X0X)Guu&SrmjIo z-62O6QG4UdJSsnee2uoYV`N%2+R(N^&I21m$-*a!f+-X1S(pA}*GDO3|2Da9j7pUn z8%G)S2-T`p*3xW7sZx?Lv=*UCCF?!T%&J0#I#N*?-|GfdYoIVKE^6cX8r$qzjg!i9 z1q^MQs#WYm>vP8jWYroCmxk&6kNqVL?0+F8X*K=vvp3QD?lg@QhxwMsO)TTr_jQlZ zTW@+ke<$>OX}Bo*VlJ8b{on-`a;Rn_S;xE)A=kld=u$E!Mg3INrApPMd=1|-{0@^> zziUm;y_a=eN&CkCo3hC|^`}!*j~1!3>ma@ThOJx-e%IB1&xQ7Pn(w7uyKdn3l*iGf zA!e>HI>R@*Z`lqik95=Vu_7M_TE^>6isv;n3KmOME)<|Bfn#KS^%lq0a2}!MYDmm* zI>4Oix;91dorGCkRTa@$(;eqFLMu9xRIR~i)+GzYB*)=-dsKa9Ms+!2A0npA^Z1Uh zYHz3AdC}gt)OZHGX7le-Y4jd?;y@dp<2WDZRPP4h^*5}eZ#;IK?$|Ah78*D!cn_{~ z-EpXn`-1NUxi^q+I1XZUC3A#(rjA%>aebFVod5C7M%;?;NqGM(I`H^_u?6OqEegdL z7wW3WD)S2R9ONu6MR?w@$+LUHB7Zc(IT+?0s$-m%;%8Dl4l_@~5QaPC?P|3uxq+Bw zF(Y5evz(01!-BwkFAEitv%>HbKi4L=)1!OKT%6w2ouvErH+tiACZpciA0>+n!nv(e z9<`UGOA!ag;4Z~td0M;SZhGz0U+eEr8LA<9SRIcWr!+nwpT<0b<>#7H zN7_n!iTVDJxRvKaC&F_ewjGVsc~M-(29vLU688!h%3W%YLt`FZLN*o3RjO91RAsh$ z>p7hlyCKC>C{xu1JD$igqBL2Qd^cvfWW>j)?sQS9id?)##j-*9A{OrJd>?93b#^$Ie&YTg(vyq3*3LLkJU|o91ntZ1q;hc+fzb5O-FJA;=j(a? zJ~NENhH;7){*G`jr@1+N2`a7pcqHs`KNjI&{(<*a<97F9d{K0i4`H}<3(=4s#=AhpCNX>FFKJlBkiiRd0X zLPKSLFx=EtZ+PF%^AMkfIKNm7<6DTu1L?(|iX7KwOez*~G<!h zuH~s#tnLv;Ih&s?5&q2OrlC>1Ixs+Efrw<@$gL$qVupjBy?c0Kq*I#7L*^7%=s z)hbjd)X12epaTOHDiw0npLFTaV?U)6$0JnC2Z(mYBt3Z7asGY0K2EjT1TT~h4xgk* zEJxKzo8t8-ximqY<+dqv#n~F;#jbUFJksJZ+iga|`>EPC z`&_Dlf_u4`Bg072{u8^XScp(>=V6*mJVg29D`;qFkRH8Pyxp2{Cg)^lZ6{5XC#am; zNW&-BlV!+$-1(z$tX;~u(B{%&Q4F9LM8W<3`|oEt7!;Qw*OE?)QJKb9zVek>xAEpT zznNL?uX@$1_-}0I(4j+I$VR~(%<@0~^FODre)X%K&iiGTUB-p^4}S22TyTdGYPDLW z@$vBnmiyq~AU_A-XHXYjKd+zDKlNk5*R-{@wPZs@CrbbU002ouK~%Q`Z-4vS+0-@2 za9_Q8HOt-LeIe$5#R*^fTW`IUyDSzOj*pb7$nEK1SBm!Oiq80~8mqG*SGMWoc$HEy zlL}RbI#L$(w8;we@MM*;2Onfp6yV~ER?@bM`dBxASy#Y_<{SX4-p58N%me`gpsypw z?Ul0u$1qv4S@HpG=-H%6<3*bps?cf2`D{yBG?uq%#qe%AF)8i#8#b+=?OXb3a3sJG`Py0rUBc)>GUaz%H1O1t7>zTZMD9nAG!d+^X0eQn@D z%9jdcnNeD?^%-=@nyi>7PlJ;aV5HEDtd;YP2k(85a$`AK+jl7?1}xV5yy}K4yyww5 z^rd^h#;jF@8mZ)+bmOXPY3IaBdV2qjbj`ZwvEDb@h4Ec4DWk|^LnCxz-~_YL#^Vu6 zSy@`SaW!pR)5RSxof(VAsOIyxV`K;2asM4un_Nk$%vw5LJj9PDQfXR$$#%N9FGKkX z7+VId?2J?V49EC$jdL-!-(X~q6>MrxT6AKp!fo_z$tX>hYAg%3x;NSI9{lUc z#+agfe56AAkDR2$(QfX7bYljk+k5C~*I!CI_8g$tp%F?YGPJg%mtJ(!WerTN<(+Ys zt{EJ!Ql`Z`WILjniv7WUF6)T1#(XMaQfJyfCsn)7`++uXNC;qlgUpPU$HDV31HGPJ z#~ay8vbx9=RJuRd~&)-8XS9@-^RDl0O5l-a}-kFNf-9P;S-)|u3933uGp$biXlb)@6xvi)%EcogSB0avJVL({#?ofw$~7_#$wO9lCD<@? zV5~y1sK}0uPTEui+j{4{luBo5>$bIY#l{}bkR2w{wp*u|8KG6(399U~>CU_Fq-rci zZ9S{#*5_@TF@9StK=;sRZ~rVglN}UEwo!jan%?^2ZS=t5F&>jyIXxexdmrCVlhGJO z6LD&5Yo}~8ova6AB{LLH zWyz|ork>1lx^!I^{m%7IV_7kMT?=ZA59Z*A69>ks{9Vm5-F$AqH3wTADP*x)r)8Zn zmP|$7FJ{S*4w6o5NZ>$D7l0hy@zDy$Ac(a@HICbX?%iujQ@J@n*5bmGu6Sl-cyL@1HW(v3G?Lv6E2$c9*axKQgL zlS;8HHyu8Fn6AJ6 zdj16E~FdtTw|f0 zU(>RQ)!A6T4~8faipOJT985)R=(R($j;%;37W0oknZV?3vOx-vPQ>s9p;YqxoTGTW zP9+2-@SW%DH2biFuTZ2yWV;3zJCX^DCdw|s%MPAG$ykJv@hDA}AvJ{Ui8fv`79}fc zQ97RHHg&)-q#dt2(@tC3*HG1#_s63KCF4^KbQbgd7GmjPwtEfFv1+K&9L?LVyk~|n zCSpnp??S$ZT^LTGm`ON38Pm)_=Uk=i(&b&((PLxx^55}fo;G){r`KNcI`1`xV^BO6 z;R0yJ5=oMd6bw#b=m@zjBBO3l$#y9bhiNAYrY234iI#UZo|`&*Lf|AvSwH*Y^@r)e z@h-C68ttDrOxspm#>{%w@U(Ev7H84!Y>jQW--=b6Dh^Rw(xOt$p-9A~h-p#8t@Gk2 z{x)H-38_FeE=M4pZ$Kaw&l{|7dZKiUoVp~3XuYmNKRg{uPL~qR72aOzo0!35&zASU?ZlAWFodJkMEfox0lMT&Oi5|7jYWyTu`a$?*k@ zFY(zk$8U=Tm1;#|IK)g5lXJCXB1X@=NThl(XW;w6YZveWQBI=ux)gWQY7WQz9-OPY zGYM~;H=QJzICln7v1U^OGC)p>YeY|5zJ=P7zF{i1Z#l-4F}~_VD4CEL@KnZr({%Vd z4u2BM!9uc(Ej%|y3?{*0VRvAxOja}yLl`E-V=x(qk!+NVh)MtFnzg+D@vdWJMMub~ zIFzrdxX84o-7nLsQyr2}6&qr~rbAVNf<1rHGQ9#KL^UvREc58a2pNrt47$ z^Q!DitL?*2iT87wT-neba@Yq$gwY6yx|RR;6nLz*Imc20plEn^v~nV#x99qXugYMHj>Z2%5oY3r*2NEOzjB#k-A#VLKQ5 zqlIqFrHz5^;y9 zN;FZbGV2EkAUcE8T3rLGPL-1<6gz=*EKbo_k%n@E^o8BuqZK_Rx+r_K@{>4QXJzpM z3}`TvEz{+0CtMRd8WAIL3*)++H};&BOU_{Z{W=)ZHjnZ6`;h|{9UpimKaXUvSVeKf zr9v%Fjvb?jAq960Y)>1Q0op`2IQ(N#rc|j@Ixa?^T-=Aj9T!X*=Pf*kxd?tBm~Ywi zQ<<)5Q`SP+7Q?qwES&Tv`{@;1pGU9QDu1u;e+&KkLwCzQI#r4|QHn-VVh(3Yw*da( z{An|`=KBxlnzdck{ClRRso0Dhzsuhn6hy$<1alq5CCshO;DlUF?5*|@kFn8U;Bn0V zcpOE2d=}0-e#$IA_5E5Wc(!?6)dM^OJ6@1c*ZNG(ONbCb1kE%9VM~D%a z^{(a*JzVHiNs|N1}d?w-y0CUbQTl)C@_nqt{%c@Y-b!e<4CaAdYrURch z{wI<$y!}X$#wwyW-G)VrlFf_E(0WIAmo|0v4#7bDF#Y!N>Ad(f%~+<*=`%@(%6Z)B zOXnUA5n{eDFH5K>kVEDrlgZG^l`H8ZANdFuu1^QhXMe>jUO~VA`@c_Hw{E33z3EN# zJHPWg^zL`R+k4FyzVHRQ=9+8RNEJo%_r33ZybmalYkc^_AEuYQZu3N-$&Jr;>3lmM-Zk6Al*vYAc zBS~O3o+8tf_aQ-ic=$eUN5<7a0wg9<3;isgJ7CO3!iU7JP!{%}Hrj&JTGjR!ih}12 z?aXWp=G3_;j^ys>@ikPhTmF4QE)C{KX|g&_juYc{e@GB%@YW3fKEUtIR|cN}!WS2Y zdCtLnZLkbYD~S>8Gk}CzC)QZ#)`exr5B+F5MdTwEW(`%_#Nhd*dDfs@4$51){7Wm->ZgH z|2cIWD7k20U-1}P@%uXBQmCKil0XMfgPVC4Hj7v5Fz7be;UjHO+XGg~TQL!l-H z;1-FbOR`159js{XVAHWH7T6urCyQ|*y>Za*QiXJ!FUvAHx8v7=>CHyAk`rdp!Wftb zrPF+B4vsmdD;qoYIWe$+A6$IVF+t)}_rrZ8Z_oQ8yg^sp>O(6_`Lxc!1 z&kT34%m4YG|CtNp!1urZeb!e;ak^RhWj189S^9^6_y_(s9Z)>~)Tcf*<8~5>1bysd zALD=10qpo@$(Ux`eDlrBvJVmBbfH;ifKKG+VXOTAJgIYFADBFuRqlW95adX)`uqg` z9DHCAfVF$)whx>*gN?xNHON)$HN9woVuucJzzC62jX~>sGW?okG(i!s;4YtuLK_z+ zAxm=}&qs(5^9fDeHGwYvxy?*4H>fpdMUzP_@x~t8}Xe(eoL!J*NBX?6_LC1=)Tp6>? z=W%|yX3H4ewIj{PNwqkcu_W1Qf5FOwp9!?ip;M2KmGoDR5v=`8(o~BaE)~mYcR%wE zmu_h42O0lD`kWEEKox1xH30qCf$<9TUOcdjj3w+tV4_gtd!QN8@glKR(`9W5e!Ys3 zG}B$jP+@&E#C!l_7B4V`_tT<;Uc7@ww=B+^-ohNl+liuhMl@evz2I1@)#*1buG99b zFXy=kaY?Y_A^5&1WYr=v&!H1+sWIG5N)cxFAj4f3cQwPE$qb53?byO_Pb-FdPddh3 zh#Fmr;m)jUbSz{dh`6p)3G8)OgFJ=hI@o?eI@$9-E23ns)q=10b^b$p3p{r(TjX@C>WRG%Y6K} zxJZWxap6J=!G~UKaQf3Z0+d^kiK`NwP7oCUZ z7VKa#JjiNC!5xJ~oC72*xpxDpiX0|VknAz z?aD;C7>uGj-rL;<(=>}^&hQiSm1dhma^-a80-mu9%Q=uI7BY%8DY!@K2|oDdF<)|Hl{6d6SDwvmoyKTcPDKSM{9_FSYLR{#;#D)Yu88=%x z-kgHrsbiuEWEh_nn^{82m;{dFAw3$`z(XKw7J zzj)y`FF}u6%7h3EIcPSkKp89*U359c=9>^979^U9CrgD@f`YqSk9ddn=P%gmvG?&q zYoX?mq+Qdk zV{>9>V%xTD+qN;WZDZnz*|BX;Y)@>Te%|l=gzmj}Rozvq)>XJ1&0!YTsGl@jI|+6? zF~y>&65dt{-{)@Z8iRSpX5WED>=uM|f*#du_3M51z)|1nalK%EqOK$F21bsx*ZF4B zWX!ym}0(I6Fah~f%OmGQw4r`mt~M4u`(;cxJ#tfCkWE=z35(!zEe zGp+C-v;W+5989)@PiYRNE@iAM`>qI3V(xAcV({Sbs@JrHjI|H~>6v6}1I1Wd>1Eu3 zn^ylx@a52m)U{r_-Ld^$&xdOw(3cN>ueS;BeAOqDiX8~{ih1ltND3C?z6kuA`(FkB zUea;L&pMqHvwE(M&;AD*KD3b)Q5kV6J&kEs7j3HScfyj!F$}J=kS*e?!9M?7;FVjgNt)YHFm!V1B)1-GF&osjBJ ziB4sJOR6HHT~ZUfvTy6FJu9qukP}BNwpHbe#aoaN>`S7d0Ht4N{ym7Y{OPSO(2ieS zyQD_x1+#rSN;*xh%Z|`&Ir>d6&ap-}d*!`WKVjubEE)!VDXf)i)eb}k%KlMwxIf;X z9p)1nxJQs7ZX>VkIn|zDw1vYoK)_`gG8#_46B(SBSBH1^libfqce1K+?K3O3Ts+lc)mXFfI!DexMF7^eZw9th*b~K~^cq zld}W0-%0ukw?iep%Ix{O>~BrZ)PH+T;!O(_ywXW%e{}3&clI|*fWCNrQC$*jNNT!m z?RHCCWU_2jU8z*kShR6GZ0Tn_DF_HdQ^uzV|4DtKebBLA;iyY((zBD4L}PUMj+R0s4ZF}amgqC*;k%$;c2-gf7HY(*uA z`>Ur!g~3COMmjMRCO*3{59!z<^i!fLfD@}=w90Ju^v8wVtnACI5Pop0ca5ze+QWbl z?L=<<2W|n(%FS9t+3-7Ch;x~#^bBt#J|!(y~e_fT{F4DTYzC%KC9k_Fnuz z2Q5Xhurv-n#mUGzn>xLU@rPx&uh1Yt%$_aJqT66NVLIaSFG>UxxFLUH!M&?y)V#bDXJ5xFO z8pJsocnK)S{@e#QYX_aj4YgNo3IuhllMH(9a?@OBzgGBCxQItpsbB&U)|4KchG|x6j_@gFKXz~7C7%0~1 z4p&t(ilu!h!obJ$)w$IGmkg}xJ}E`)UsSEKv?f528bO?J%~;kH+-!ZLa=G76nF%Qs z3W-rF11DijIaY?M)iW&4uJoSzXS9cG`u(5aMsnzD$t&X+gcpjBi$&|oH1p0ZwiK6K z%+k7VWXgLb$p0#Zz?3~`rVKoZUBRE!*(A=UV9XmsQfD7I$@p~^B&Gz0V_i9RStBU_ zzHME)0is7m}JA;rl{7~ z&&uS=Myw{QV1V{>l3{v`Y0(4c=L!!hk}MLs>1Vdo_tN!w1Yvu6(oe7jNs+i_R0#>M zV62nVkt{B%2(Ic*qqlKbcInIgA6$4-k>Y_~uXtxoX(7!API6>0dg@M^ko%D*86-QX zUwq3V3GGNbdBrQ!>c_SBQSCF=tPNw%bkpAcO7MXlCR~~CRJBZ^PPm9>9DhZhb(cz_ zg13xFW_y@E^sv!GGl_NuBHUCWhogvN@?x%SjNn*GEph2T+U0nvnNEn~VFiekg~8#j zAZDq@=BcH5K4NBevQNE*`x#)OiU@N|vL^&6Pe-2QRNalSV(w7~*6n4o@?H8jnNHm~ zt54b|!7&q*oj8F`hw1J$=_M7Yx6zN8mO*ZM+nfn;`Uvzmf1+^8;rZK2O{G_KEyV*@ z%@-v9)H3)R$S7E!A8_!%RW0SkD|2L{lWL28M2BiEU_ZxLW;0rr6!F4avdW8BGrXhm zwKJq)RQ?36jozy{6-@WBiABO=@RjC;`J{7g;o*nUUE8F(vNTtRCTAOsbk6@3@u+pK zilU1K9|tf}f;Q8jKy7qzI9#ErpY7(7-j?nGEK|$Z^#p6sVJZd+NWjvxruiwK1rDhF)Jl=4z#&a(fst>I^t3tP2e5*|GdF2k9 zPnUI8wL-9>-EHwn)jw1=5@+(WotdMa^ZTPBcBHC0l$Uhv1FoW>J{!MPWBF#$)6JE- zt8{lh{XtR?pJA~*U0as)Q}h*kouoN0xjRz6NBrUPe7fbOR?gx<5Fkugt{4ptGH=_t z9`3mxr`fJs-#R#$Hp{(j_2Ur7uIHth#bwH9V)*mDc|3_;l3BPcPhDV8NyK1!Va`qv zc}i>&Q?iWlAI+@LQDJ%rwfKLs09Tf*8K1b?*x@QKCn}d$b+~)m}aIb{Jc@2nc01+^Iq_Iq*p|o9$!D+lc%<%pTr6XD;D@2w+>IAW#Nl3f}BTi>`Nh%DKKo|DC*LKviEiD zxiTXzePcT56WUi9O<9F^qRY3el*ojpX)mK+s;k@C8;PNr}$Zqso8;(|*Z}&qIeWh?uS5 zSrFl4(>@wvE zra@Gt9GC02G~86Ae-+x&m zWa{J3D}0Qdm#uhaOD)y}o72@#tWZe$TyQQIFF^u{q3Je(^90!S}zhx%3Bq(5`Zur6S-?O9Otij4Q{o3@FmNe<*v^Jne(h{NE5 zC-C>BFtZj{GK&WL7!jp+(d;kqEdjG;4aaAPbqaMS1OkCDN{XH@5I8YOIEpm+>v#SV z2IDL+pC7%z8yG+?n==P|D&X*dZ3Pd4DHmt0B_6=bgbf3Ae(nSiJ79&p1(Cy@0&`u20)X z<3ntww}>ENS&b~@It;_uTS|dZ33-Ky=4toNn(+72qQ9G2^%#)Y8&33)_;Z#?k4M^l z)MWb8HeFvl%PPIvD$B5mrb(hCxUo?R{)ww8Kj-g}u)q7)CtYTR^{HZZV;{H3HXsRfnrd0EUP^etk6Yt?<(2WY1 z5x~w87vM`LXd~c@-d@+X83iA22&R^^M+N7dGGM?=v(ig+|Dvu>^>y*a2m2D}OOlj< zz_P^-XWst}j4|INcBJqho4U1B^=X+S)B?fMCVC}kNRB;Vp%fuZBsWKqTyEt1?q|X% zAiob5q?`fDhI?9nU(ws2!-exE)&*y6zX=F&Y7VC<2-ETKjd~$=I}Gw#7pvX77}+7; zCR;C$Rc^2;Gc?U~OVn<1X(~ugWyM%mSpZ1Opn#oql%IZ~s20HMgF3e#hPvuEm?CK{ z?iA7LOe~G{>7nBy1OhKnz(8DBL3#&r#|Ks;*!gJU^DN6)y3HYdcZ<9VehrUmQb~*` zx)%x2_Hs3wUN%i0X@COhNoF`Phtl_q7Tz%0rIKDR2@3c_ugPLNMrvm zZ0FwmBo$K;lSPRS`7QDk!rsLX<8tE@|Lr5hw`&ziA^kPi7AKuJ+9L>`QpTEAbj>Ta z*3biu-~aV!DM#4x}cI`$((L3H|Jco+dgT&%#Qq zK8pJAA^bM<+siK_$&Bwzd}Kn%kVN@#^}D!XZuIVxjUoS@!aDfq9RPH;c8O0>iN&h6 z3_FJ`Uh9L*3Vdhi(&Ev2Hku&DcTs1jK~Bfulf^QNS!D2DfkFtEDa zD;eEYlU1->SRU#E2CilLr#F1!u^h)UAkAuql0-^5^C!FHqFUIR?EMLJu2(~TdFpHp zl&Mr6gl%ipAp})D6pr;&K(@FkyE!?3IB$v9h^*1%IT&Da*&J}>KxK*wdD3AP zvwi+@iu?6?IVvs_o?Q|jJgm`GXLV9}CFVU3j=;eL9_T$et2z)WjXi(O=ZfZTx$lAq zw!l1nPlRQ$+|7Co>jeVbd1fkXSww}u0c%)?rW^aM3O}5yA?`VK;N@R0yDy%>P=4a5 zs}SgPZ=uLR5A$v-50};V<*krUA-C%P4 zA~9L{dJhbt)%fKE;k&Nf*PfU*?DO6YXa^Rmb%XNCLyce>+Yd%Gg8c!m#p8fed5JMhmI0uqM;?DvW_O)J0;daO|?5Lynxl zBYynlW9b_okbc&vKr8C}#YcF*>?fG;=feN8!JE|4dQHhEMxw!KmdP0SA=1}&#mbMVzt<8=1ai(+2c9MCh)Au99o z1*faW9_XmR|C&=;naZBPbbGuKuwvp(Fx#J}xBi2CTe1;i&yCbzb<~E^D2;YkB0EjP^)n1IT@)Vwz8mP*Su|*> z<~&igMJQ3E0s>l$x~OZWv(1260(57t^=Z&${A*<;janzWPp7=8oEW6RD{nJm@P+O}?*9w1atpfgHt<-g+HQj1ffD%;GK&hDwK9E=X8sX#{<+E<` zQRfRK@$M#sKff6jYHu9B%B0<<3xlTTHiADVqUy^GItpUyHX5H4RVySrX1T5@R)A&< zIC%UaI{x9{^F_Jt#cHJ&Gs-?lFgDU?K(|+M#ci?pr=nd^M@qnpXGG3#wz>8{_)R;6tta#UihQRX9_YuK**$=(h!OYjLEr;xOYE5KAD9k ze0b@#$yD$+=hqAJ>F%LHk4B9Rj91>lQssH%3?B>&$d&o__I|fNa8J(jMYj6C`>r-e zK|9?i+UxuY^)>(=aTbr!mbyg|u4URh`EkOq z>%+Tzo?SyW>`o6_w5A+yv2f#Q7>~2?;{|6qOf9WT4w@lYLVS`%iL_i~*n$Fc1mQ*0 zDl02lpSWsNOhp1iIm_H}NUf1h8j2@c1$05R;oPYa+B@N_Fs?H5wK`s%$2HZUn>mhJ zd;56*Krhqd1RfblKFZREn{2gBTVag3p;bZRIgnbD3;yd3xR6zU^))cF zwnvpn2m``}ZFDftPG|g-F;gh`K{vm>^lFH;Qqk$n2S(Qnz+8tO^JYg!!y-xEyW?F> zD~d^2JgDrJxNjjM6f-`Mjq#+gZt#16IbLkIpT0g10muEfB8dV^ zAF_(IdWa0}c6}}}-aN@{@#U3%wj@x1XQYQghypb&%zf^EQC-448)!V-e#ZuhL8 zVE0?!iMplvux=>w%%kDfJH}hVmZ3@>w%9P-OjzLHudUk0ivx|=SQs8Adl$r%sx*#( zX(#VUm$c<=-w#N{V##o#l7>5Mf6HeEpQBdxRP{U;)kqTe;;ImTv8kUBIO%O}n9rYh zBtw3ru{@%oTA@O7ze>=?PtdW&Cf9#F_|C42<@m7X`pu~Q)BZO{zt2;TIPksb`3D(T z!hpsS+jp>2N@ocfbtl4K5f1VPhua3FCkugvbc_?1ub9D(jG#8glH~bTG z^syE%yN3QyYd&SxPSboITvNKXtgPye9b_EGVXX&Vxi0ABw6uW<=Sy{LySSwGo~8j)B@(oYHI zo$3mPM?YQo%lrh>eX@-_rzL)95e}c?5`R8m0zIgo=^)0~W5)eiV7vO((LN!T5+|*_ z<7-n9^A0`iuqoRA^z{mLwG1FfGpzdKSfd{`XR~ z`Zf`J<6gA@2tKkc!9yr4Jqel;R@Hnny^I>-NObraRUERT+(F5D6f{bn-_=HRclvV&^*@e1qjf*bAq>^Fnrt<`<|WXE31Y z{Gx12E)+W0%kIm7C60)gmJ{%Hpn?U-`0}hTe8iUX4d0-X3g|4%RYw(47krm|%(<`v zM{?qY<{1b{$yrSfCPE!1MZ&E4h{+t<4AuP*GUGLcf5Xjey)AQlS5=JCp3m!E?GQYP z3FLj>c5$WXwBUJewyRW2b-HC9J5D1Gn%phpbTdq9F2|7kuD(RK-|G?4-OFY95;NoF zG}`B?Qe+UBL(+o%Dsc;UX`Ozwg7~5Z5J z8{zG6J$P5Cr=->$z1;HuhCX{qDo@hQFhj+?V(En?0aO*0)J>)#~w|7WC}ns z8a(PyY?aV|vrkEB-YP3nh?l{dK<`hD1o!z%J}sz5(Kb=_N95O#*)|rnLYR&M7xNGDISK^sA^>Y+c<(KoXyk0eTuIQxFO07PZ7#g61mak zCd8ZE-Y&*r6Bn`!rLY;7tQysR`>hq39+-Y$7Zh|z-@fTM1}e*OB2HQYIs^I%%FT*- zWLj({79YM7d_9yLOu{k>e^36>-nNP9cMZKy5b3n=YSD3%Fvg`jZR$pe+4lzir76tw zcVIpS63;kr1BoL0S8-CIJd4T}?Fa62@52oojO#a>+a^21Z0b&}&1bWa^#G2Xc3WSX z^*)!OXRI(E|4kDWygk&`1?W{F4LQB&h`X; zSrYI6o(~v#jXN5PXf&CI#MF77qXqUto*uSAeS*L#6lrX$o+i8O z_|Md#1fSa_2aAvj+QOrVU|**Iv+;CDI_ePY!d}uDJ3o9`z2PEr;NTRW*5)7n)}j+q zjSuIyT@0#zXKRdUBoK-lOf+~KT@rgSy!?@Gwf64c#WEtm?C^^i^ock6G&^>HqUQXy zGk#}SFyRpC=D?s|e|Sp{Qn{@5zrEs6NZ|ftI&pJ&gF}ts`5eOE${6?_+w-vc8NhU4+Wh)8O1t+8lFGsKSpNzeu5~q z3(Cj$zd|+QoWadFob&rwAccauP2!s0UV9Y_uWV;?J$TgiEy{r$@>&0+18Oj$T=qvT ztZn*93|q2V5bm37)Ok>36r$ENKpsS#Z-yHOPZZidICF_g{TT|JzqIYAlR0!o351k! zEc_Cc_8^JiNAgvuR&c9*0^miiUMmYqbsw=@8~g>m!}fktsun$z==grB?E< z^e$)mitBH_bHbM_oZ-xU$wza25smgaf_QNnQU?gu@PN?{;yocDp+*z)yf#?xy6kK= znHDwcWUu-guSqOPr(TUQRwFqEi@DiyC?{GMM4QawUbACBd6b7M0|LDVYYvm>ug^&fDBrnM%UUi_R2gEU&Bd53zW`Y% z+-Z^hC&~{-<=c~hFRk3OvBJ!5ClP%`6^a||XgDgU1Az!_{91l92f*AmnPW+iuPG1d z&9GIbPb-Kv44oCQf+QJwP3p?^{t{kIkA0k=!g}TC>Q&uIy zJz`eh4w_lUB7_}O5}jnT{LH~YL^NaJUi&#YwytQUeyjE)M0$*z9Do&fNw28X4D z0e^)_0J(Xy_bz0jmo4T&DzV%oq8{!(E^J|9d zu~qgb7+s(jx|crw^v(v3pY+Gd6^dN|;1{Nz2$1Hu_X~c+6+4#PVjkUu+KprON@u~e zD7e%aJ%HoJKfmo59;BF3sn%bm)S5=Nv2?$h6SY{U z*O_h*cp!0fDH4Ne>x0NLO_OHB!0)Z{upH)XaA#)Vfq#o!&r9&TM`A~H()PCXw z^YBR8zOCsz%}F3APxx|Dlnw7p|ElC^+Q_#7!ye(N-?+_>GLbja#r*p?Xp)fL-`^WG z0U=nMaz(r9Hh=Vo=k)w2W4;EILE*a*=)yhGM-?OvXz>)Xe%Q|c{o zs{2#BS0wN)ck&d7fPRPNr93=6wlPzuU%DlHM)>Pr!!!HP03xi7eW|NN#oJX6Dyr@+ ze=)nOYhg?X#9IJ+Fie^93KTH<)z!b}q~qYvwakdH>)5<{=-9~8C>5OE&Z29N3$nzT zTgKZs7TcYFJw%25uq;r={m5)kg~{){uL3ijJXRtJ5ts^J+JX2 z%1RHN;|+Aki{oVvmmvvU$k35^{v$#uN7o|3m7|h1Fi|X(7JeV{VY?(X*N=*mzzazfQv&3QCr_pO~LT1xHHQadcZ@ReEtr2MF%0f-T&Q?{4}t;Lz(MU;ezl z(`k*CR)yqVV$$q?Z@|NoO2*oj9L=6X$otRsbQF!dDzyon^`N;*6#IJ9txn5fJ+W5F z`9-g&ux8pFi$=kHr#>?@kmqFBA1Q9b8Vkeg(|(UI@P8)DRc+?*oNF7&6cB=FW zJs=`DDQ2SUc$was;%SBBYmH3lDM>Thaz{a}YBkB|6bmUu^J|8sl|D!Ttt-N8z&0U0 z92s!ZENezh+G-$4mwF=BV6mlB=2T7wA=R9o-RKL>#=Z*mv{ztiF&73lbRHd6Y>L~#wv@O@y^l@%V;hwLyCnr5Ir_>_QO zV@uO>jSlx^E%Zmsb0D)==&`Sl6>CyHavK{djkFbO23F7Ru*Ch?YLL%ghb(m{$kI6a zr{X`dm`Z^bUST*x8_E=gHBUK@f0v)a^7#4jWG_-g@d!GuJNn}B(XVq-q_4PxPyJ+0 zAUs@)Y1WI6s>rZ{9>B*;-Qqt8>G8+pL+Bx;PVQGr?HWAfFI#Ys5UYA?OP z_WnZ2j=l!SXrDoy4QA+fbnSg=WhQZHVPE0)cPb;OADHQ2FaQ!TV;o`5$nh8TYDoR3Zy8{{xENDZDc|bslm=!_b(_^s=(z)TnK=qWp3R;m2Zn{o-SA zm;!}Uyo+72&c6LMkHtdNxQc8z@bdr=x9ef2i76Cp8zkl61pBW;)Nu3r+HEw+QJz=f z{5hLo z!5wJ+sWJ(P7&UWMEyxRucK&70K6!324OT<6T?eeL|;}ba>`eytoEcMfUh5+GBkr_i-i&ywP)D6GnCCN z{ne=EVpGmE06VlR(s{;NjnzR;!7^dG3oVh0iSA?ogzP!sl$B$|XDXsmX}FPdAq~8{ zBd{&AsgKGu68HX<*09}JNi^o6TUDv127^QOzdl`kwOq3Q9c<(M-pjZ>qv9{T+aoSCYhNp|jc43yWXi1Dl_{C*s`w&(C!6etknzd5V5|E^WM&msY|# zCrzT(U)hX60l_s4{1q^43isK`V-;aJPdUp7DM4`zsljYGMlBnPgx>rjlgIM4Ty%N{ z4#zcy31EX27~C5x**Aw#ygif^uOa*8#vRNVe^D^09vS*uc-3VucCqlO=Q3APHZb6{8zM~g*-gR zXeHz*p24&Wt~X@bqX$vV7(hNsJw@{|xxo!woM^8dKdB^L_F*;?_rdt))7}za_6ZA2 z$Z_`BE5oBQFFlRR_=e0v4YXU0i1w}}HDzboqF43xm`jGhd#QT0>o6S}0KZE6|8EdT zO{782Zg1LyZ#RF)Do|M1HPe=ch<3vt0LywW=hR(wUTQb;98`qpVZj}?$-)AE=!uh; zdEOQO)J_kvW;b-sk4BPr8E2zQp9V)cfxw#f-7wwu&OP(<$qR|$gVM^^me7DOi{pt) zrzp!z<6%F0xsV$MGXKhsI38XPX227?!Y_6Uu=ygc6#U{4j4_HQqcdi^jH<0~Tf-;c+J51C$WehF{nXF-k=(?Le0YC-}ghh?j;u5#i z1f5vyVHF#fhP4r(vxLlC4b|UadaXP>mF4XYaguEB{cf9a@i}2r;#Cg_4-8lrB#Ro! zDQF8@aGu0d%(Sl2x{E((ioS5y2h>py{`vJ)Y8JLV0H)+D<7VU*x_z_rJWqMOdCea` zJ0E6eox%YC#LYs&BlH&F*Lg*qzk)rOw{z@XO5{=eK~t-t7-u6{%8K>T`IwFY|HEQ? zM6g2jEvJhkqs9DITEkfSymRBczS&T^_ox#s84Z+vPlUHaA=uA%^tkbM@`>(ZjyV4p zD^X3HMUEvyBqBH#8<-;m{AYy|$fsQFK?_pPF#o#u`!fjqOd-!vh<$4$D~EfTuxiIE z)Jj1T(r+fnN&Rax*~k%K$1~Cn%c%zbZs%QXk3t#DIC^`kAW46M70RKqoc9YR3hVv@ zJ4URMKL422+v^Tn5VLE4IN1%J!SOlHCZ{NY2*DF^Xs+KEe4DEn<64EiKJfqo{z~nc zEP6uW;FCoe@8~awi1W5E+HrN&GO^kJ^f~_vjHyK__wd+0^Tw#72EaptL1$AOWpn>I zJjjF+_Qm(Klag8~8~G!zpY2gDDN<%&pC(1R-uqXbAltz3({Jdy(os))%Nn=(s8*M| zQ)opg8xsvTndD-etJmlnEzR@9R6c~(@|bskSsTB1V!$)JV6iBg9*YeFc4Ha;(t9*r!?1hb#URJx>h%asf<>_6V%_guX?ajg<*#W?aLc4d zuqj4m`x-ftl3+!M7TscCy$n3T8QyYdiPz_P@&og#rS#B;lnf4i-!_H>rNBe+5dA-N zbPYLZ4I}||#5-s)L*qsi-Lk{kjIe5ToFk1)O_EYN&Y|ePnGJA~kd!qANPh%X)?5|q zOW{ZWy9`+WRT`1x239?Z7nc&?2j5@c!Qil^D3pa(AfG#IZ#}W6 z%9UA1)^;x}3?zoK{WkzoSR_FnbsPSbR;?*8L-bWTElk z{Bp+dKy&Ew?|>VWwMSe^0nsC2T(}JdWzh#Lh zd#9h@exQ(nWIK6TR4wJ?%D#Sw!e8xtt$DN3Z7g#1>KArSf6zqHx9Me6DAunqHj8LG z{KFiRc_61s?!L{!JB^)+x_kLYd`@IBxE$yknlssL{+rd1gd#IXWH1vrgOsQ;)ink9 z>VJis!3zpbyCtknFH7Z_+sqK#8SVcfbq!q8n6g|x@_6Y(%-6P5l)&65r~PFc-f13b zw>c4yj)tdm)_gB=?*{2P1QGqYBXi=<4Eo$3{)G79tE8y^TLraPDzJ4Pi&E30>#xix zbYwZ3ntTNoTjq2pUoP#VG|snz@2PgSWFG5-7EO1FDE4}D6S@JYYraoTJBedwU5 z1C{+qU_G{hax{sAF`@eWsRsh<$$Hl!O&z<+`+Du*es#lG(Ubt0F1J|%Kq>; z!{g7cZ}MKAu(NKG!xmJ%cc2?rgoPcazyIIU@%rhSZRj+Ljcm??-coe%*&89CnDPiZ zE7pynBo)>>X_u%VVm}gao>UlsOty(Sn`)Po5`|6i+27h*oSId36*{%YZynW8M*HhG zQ^Je-dvn)I@=-pW4GK?2jzhd;kk)9cYtoYTSYJb#X`_*H9jC`Xb5r|fmWI5*Yqb*% za6*p6=Rxm<6Cp-F2y%0$%irlgaj)p8!9@*{ptG@cg((&F2J)ivt!dacwcnKBuHNFg zRk+4_M-k?eo<(?%_|btn%Km>VYrr_5Re}PZ3ZDg8u6f%3jfiS84)$n(aT*=|zQ34y z>nf08^Qa?Q+&?V-;ey#SlA8j-fh3)E41q483PNUnBi97$3O4L2DkoQ`9RP`_*(;Hz z!W)NVd5Wj_uN;r#!AT{07{v~E+=0T_2f>qGyvgEo%k5!~eadRx{VufabFftZBkP^Q zQ&qBS5pU5s-;E`#n3GL=HX;`;9=g+wEie))n)0-2yIgfV34+fs`mPdk5^;#u;&)E5 zEb`4+0`|i{b4Fu|Z`xHoxr=oU@AVP@W|t5u6R0_q?qZikc2bxdZ-Kg-d2y~9qXm@V ze_vRkH=t0Rf+Zoh_D*s^-j}Y5{>dJ(0wRj>{8EnX|E_gr+%vISRy_WQ-w=zfUp>HT z=dZLSr|pSU!@nkTnNOuHrQkoe5+r1+)tdh7eryeR-8U>dc$chHN!-8XSl;3QUQQF{ z=JoP5r0A(^sfGW&x6%A)Sl=ymgy)Q!K=Q4*dyxq;dY{D%BJtOp4i$MwPg0Vy_8`cZ z!f;+fF@$50Vk+Dss+_WPE=#Hn4o%1eB7fXoHhXa(b45wYX?8x_t5;^c8Y#K{GE5^$rc=|6IAAs*x`FI zzjl@NXejkKX@?TPeSaq66_hAge`S8_Z@5-kW4LR_of-Gm*-CqgHFO^h4li}PDd;`N zI$g)en0q5MmIY0mqE08M3X&=RbqUp(UbqqeQ$Q=#aH6l>K_KG)N{d^tVYBH4!auPK zKr@a+RjkW@l#)by&VeO-o4c@R5XUkf2f^ob1*N7nXRYjbYTaq3+0pikrh^Hvi)*oq zUh|wP;=-A2f+5u>^tKK~%Q$1@WB20~L!#3$=Q!`j*KFiCF3 zt~tMUJk(@hX%?Gc9O%Qlz2B&I&9dP?1F~&}{o`Ohr2S z;EQ{FdxoTYj!+XKLcjfAP<-hNn-juUaiXvS_{d={f};^*vFc7eGUZ9;230zDa4{K9 zFBW{bmM}G#G!t>AppwyxRm(NzC+h8xH_ z#5X*Myf-6wj%8MaXn!QLK$V&>_Yk?2mkTrF&S+YVM!{aY6O4oS>JN(mD2UxpQK+#w zf4}r}unzZzL}IcR+hy|@;FNx%y^pJtVM$F7O+(OO4!c{yXg>ike zTEVtcg^n`hD#QrSbB#JlH$mCAD`ds95V131+j*;#DldI@l;f@i9}%%8zj3G5c20`9 zJOC^F{T273w6x1v*{GQhXw%I*c`HOn;gF@8Z0yefNHbur%MM!YW7B;2Ji-U_QbfVJ zG`0nT1W_^X}zTDoqGeO(3UrpXK_~Yxk_icI2zx$7C()Zi)&3ePL zRJ|>lejG8@e)Ehz6@{1##l;bhoU=ra;U`%;L_{c?ln5-@VX_GB&!9tOSn`K>&=6*Z zM)S2sA8qRvf5n`qZ@yXH>s)Tj7?0Ae<@6n_72k>6EN)i|_xxwh-sk5b)>M!8h^NKz z@sx)%(SqU-Q{-7d?R}B0(9aIf-o#!sG5B0U3=_O6x~Gj;;HiDyr0TFtuha^ge!3SQrIs-VTVGSrs-t(eTVYwZ`n&hyY zZ-&4n90-@!kH#MC0C7xbV&t?!&Ut2W4s=5re!NXEr=`g5&yQ-!X zk?}75o=XanpH~f`A^dk3BYNiZ$2bd2kg_cTit%?tQk={C-=dsTWC8bN30n8HZ`m}e z!4RYIglEYzJ}fAPwK8&LJ|FEKrlHmF7pL3X-I$_}SBr8X%RTd<77Wxl=fyRbM6Svk zM;;K6U(2a``51AgZ<`I@C6U2XkO8%%0L57~E(HnrY1Xu$wX&Ot5klF}dHBiHc@dwd z<<>p+CrWCWhpE=Jo`$C2&T2>8rc8%)fkn+gkK1LY!-EcGhJ3Q%cUWq8%Rp1e*%HJp z!lTV&0|CuP198ECWr7DmhmKeo!qr@wfk@WP(sz_ujYv8;Qe6^!?Xkeg7~hJ&0VJ1* zeeU%hfafFMMfdwJ47;?>S)}Kc>>iZ_Duj%ABk*6cApiaS)I7iK=?90k6?0@SAs-^3 z{^0S$%!}9l@GQ5lNqfD%D=KOmjYD{r`ot?^nZ@#aA6`(ZYIoeawePT7X#rO9PPlfr z4L824s0eG>ko#?)UlCe4xHW~}dyH5S^b>i^wN^U4^bMn#XA|i0_bV-$tz&9)^_Flg zYvO~z5J~O#ga)8>j_@_h29!Q?M0)WN{!#yQ)w~v*thf7NCV}7C^-f?(wQ1Q&CwFyH z5o=?VeMS!JSQiga2Nl7)D(@%Z^f@|`u!8#ODEM9V(3=0snbR&e^D~68qXIWI4!3pu zvD~5AR(g7*=?AyuPLqAsQ6+9wI7zl`M5i>Nc3G8nTt()H;JFkIg)f{z2a+fV9WpTh zygpm|9@A65WRL6Da$LSmwf<6hgsq!H*L;^u3V|Ly)_fi#LPdc_L}wD*R?I8q$EfEA zbNBf;@7Z|9d-LaAok|gxSQ*X&quwJFP1Z%F5ofknS;%O*J2w3+Rvt-&Y(JYq*VDBc_Ak>ZB&6=w zU)Fwvcg$WVDZWt0ZlG*)T;G=Oe3Ox9-LSxmFwZHzXlY@X9s#>rW=YAM8Ldk_iTU_L zD&eND8;{SM3eR{HwOw}m;adBzJa7DVdIp6nkO(gyal8pi{#EWy!@x%0eWrfb0eCJK z4G6OP7Hk-Ta*)r&ZWW`tlyQ22CZiXN2w!LTS5uJF#UMr)p#22D)DhTVK~_Na-{xmL z*!A{yrrR@FwNn@fQkI3D8n`tLj>M|uJk^W6_J_2)T+Dq(J$xQp1Z5rl*Abb7|OR zqZa--dEy28=4>bkz8-Ej-_j64|Mt*+`#^ramT@G)<*#ZLEZ{1F3{8k2f_hL)_!4a2 zDcBGW1uPta&e2Uz`x{5O<0Ga3!;N0(c7{csp?!F&Wmm_I@n*Uf_DZLP~BYS8~Y^*?mwLrd^@t7`addlS1h6?osOvE$de9`s%#oesY%#!No*YPF)nG1f) zs73faLBYem6uxSXUMBI~6dw*9fRaDup?WCSe%x_z_pwSClK0>dA&SXutVQpf(V+y% z(v$|^ijaIBzI2L`mTe89HArj;`b!q~xwTCn@emV!JK1#oVF-xu^0n+u8X4nro#pAUP=$VM zskBqMY|f8w%@qe%_aGZqbCWT{j@l&@V}bGWdtv%qm1FQ24bJQ}fO&wijB zOADX1FK2bbX+P##{wmYWlC%j{{NGR2gi ztOy5uE!Ac(ytULEWTb$d`YTM_8sx>_r0>?7M6!@_9^n`NJiY0ZH!NMy--|FeP2o%g znK`CFhDqhiR0QwCjWd6f0N ztM|BB&#v?GB%#()5_6qVY#&Toi=2>_iHUD4SP&+9ztY}LduMSPkiNS<7WE!4Y;wew z64-^MAT^%H=O5yU%?d#lC--vz+!t#=#fh90|I1bDaLr+9t#1(%)Hbn?5Zgp-cv2#wt z(p0faItQnlW%+NfI|j=j8qZDv&`z0FJ*)Y#PDQBef9do+TCIT=&2b(y+>*8l&AdJDfOyr*p#15hcIZUh18uB8O&?k=gNW9e29 zknV=1TR?hg5NX(@k?w{CSzu|N_4mEs&-)+D%sFRf&dhbq=uP4?l+;^zWXiFhMdb}W z@<4{Jj!5ALO%>woA9_V25*4!`@5N~$19m!wsfbr=^M}~P31P!00gXoS#B?&BgWH$% z3>cfJbj9xcd#u<|qdbo=`TRciot0;#%eyW9DPUQsQC7lbZ899fnobXf39v!t?qzWJ zbzV-&(UkvvJ2~5FtF+cf^#)Cc{q_ICA7QM8&`^VFtd05^%Olu!&7*wcnH15|NaM%L z9IOD(JvV5X;F8bx1Z-@gMdHF70eTb_aOsA5!Dxa1J`jI5L8VJTUX__t58^7|Hz=hA zL=Eb7Lo%H7p`H$!?>J+ z!d-?*!Te(L0x^kP;WN_AY`wH2x3;?-tY=vYhUJWNEJ(zWlB$?&0Kl5OX9(5K;-=58 zKdR)Lu}tNV{Bh_a?a=H9e)BpC4KI!0UyAh{$v70)e6h`6(!98gYp2+0%6RYkM!a#a z%9&@rrhh;C5TGIRe0q9a>@i@b#&*zn~@eGjMI~IM+FEpuUXoXBNbhh>>K{T6GyaUAK3ev zN25HdS9F#X&Zex%GiQOOSO3uk^IvomY|5u#6uHtUXamI~?sZZ>tydzy^0YGQo6Usu zp?0iC3u*LgJw1GT5wsH^?`u=;fkvpdfdlaG&n7c%R z8sA1yXr5p-H`z0(O)flnoV=uQKvNT{4dCVexy4=(9!`}Cs}-4GBu0DXnQ!~p=uP9q zt=Q=&ZofrYGTt-Lk-a&`h5%VMKC zHv@VC_G{zBfB1kd?_dU~ud=$_P-^@*yIu|aW2`rpXHpdN%$M-uqoYXf=$}pNzfF!% zHjNUiuDKfzk50Wezda%t2+Zlf*;^8sO@0I)ZXxpH7}IK)H(+^*n(-Hi`}Q2w`aknW zW<}*wF><6rLFNSt#xt#>#tZmFMDX&n;C>oks=;pl2f!WQ4 za|c-L?^V}eGE}ESl+BmEb8|8uNb9EaUO0VTw3l9tcz=?YFCsZ(Zi1=KNg{s0c-TeE&uE$yh1rNmsb*ky&RIJ6j+jxE|qIOvf(|Od?SKwsxwbBd%GbM73dPNtBI` z@9wh*c`pQZlw!@nqJlHWflo-`Ly8rjTWTfV{FzY}wcvO`%j|tnaBVa=i(?{!N@jsWic5j->&!WVFqyxp&4`0lhMcjO$?8Sdq8hKFF# zJr~`Ybq2#U6_6_C_b@Wv=SB!dbG|m40zILk`Sm3-@j7qe;>%rscH~hWXB4{$=ds@Wa-jy3uH@XUi5BYb{o#-+`#i7B_1S5y?%ZP?cMLwoWH8zpKwR;++Z zs&UFp;JI#wdH7oaq- z)NRK98vy3}L=t*FmSmd7P~G@mBTSczzb*nAU2!Ft!^d6{nL6)RUt2wvgyhxz8pzlC z#_!$rB$ixej=`8mL1*`*HmGcG9x>=5FqsRN{A$FQ4I*kn>=%$I+T{7_V%Qhy++ zYEw$=mAnS#RZdB)n%S;LOW-EnkH=io2$}dN|Ic5p%DOLS6Ju6L%9L~0SC&TiH1d#1 zQJ2~F!)qwgTwpZ1SI#O%^@b+~{emWJAdPjwbk3{eZ4X@z&`yIyWp&U% zl@PiEfBaqjD4zw0ocxx&&+dEP#?hJ?xU+NY?m@;;I1E__Im(NV(?r`8@k`DqwEZS^ zJQ$rC6ZW+MnnswoA2SS@&p}f8nwhpUM7%stVaX|YC=q`!Ks@(c+PE|34{qs48?#SWAbwYCZ{r+9 z-tl1DHfd2iYYST>=)(yYo??XzSdJBzD$g!g@3Xd8>K}*_Z%WF+;Zp0@FzYqreqgxKVX#}1MnBg_v^erkMO`xm8uSQatOXoW`!s-I7< z`hFmdK8TPxA1am^fR z@^Q3XEMx!n{fo0&M+x^F-}Q!?uc7R)i^{g1KF$|kP{4U=)@m}p+A*_WLt~qq>S9N1 zlRFD$3;0r41GhwJaa*F9nisq+h>e~CP*-@NcRjShpvAJ=2XKBU+Wmx!8zG?V5G ze$Oqd>jHaC)rpL>HK-5#5YU0X?2J;tOvvpptaJkB&TP@bcfyoWNf;&jrL?*YO zX-XclkR3W_zaR&kS)N`q(AQSXVzPwTI)CN7c4(QMao?h3_LivgNBDTuCU6f!Ks_9o zYl+W#P_YJ0Zylo3D?~{zv~IL&mo`2AO?9_lsDgeIzvX$PFxF!)exOG5fYv4B-uNGj zv+RS63hpI3r%Z*Il5)k+1Ogdfm+pbe;hv%)G+90!K5N2bA@Zb6HIact>w>d|!2$#A zm%G&hDu!PESqs9dMKzmNK3S|bZWijtxCg9|bGK%v(z%t+dRx0oD^Y3Rse0tNvTjbo zZK>>a@T<~G0YM&v()z-f(b>?oQMnjs>`Xb?scL9&H{A%QmAE0oCg@?7@?2KjvubOe z!-_~8rOwaEHJfgrlIn=QsA0o}(c}VKlZZK=H%dN>~ zOzWfR=Gs?-?zHS8OlmC$F2=^5CyPInj?KtmvE{WGL5~MI`=yR1vjSqMB*+0E%i3OJ zB2@~ww$i>6P_x@#>Q*{_v1;v*F^5hZQJ?jX-M7T zXAEa)YR?tC>5wi2ZtO&@@_K9yC~4Xi>@7HrpA% z-JtA59Qoq9hYqc>jRdX>7YcWbCB5HJzEt_9%*W98J&Y)Qc2$R;4B*>Y11R z{Yw~Y>@u4Ij*)W4Ki?#euKRN08DmX}U5l)fUyG}29cdT{%EP*Wpvh=1ZW3>Xh2^+} zZscKqkIlA!0Vj-j9cel4W(VQ7Kp4qbi)I7;{HgW@NyWE%=Dq_43N!#Y-hhp*tNfQ_ zC^a~Fe&~YkyH|&*R_6trosHagOH%GwVHnxxj7)2{`=kBe51wGbd7O7g_m_FOXQioI z5C7`hhuESc(+6vq{^p`To>}6Nx+1Uz_;FAD#!rBqc}8km4slJ5#;KPF6QppXC=hCo zqXkP?JX0Ls0KZ9BV^sg}yOz`(ky2>fQ0v>Jv2=02Pu5nRghsx*BVf75lTznA7J&x0 ztQnair40pLqxPO~T|Q2YkP*rsa;Rb(N@x}e4tyqjMtZ)vjS8RCo6lZnn?MGs!JTN> zr(Fi(fUa`_%azO8{LhWl>a5pA*{bt;PD+7uy#@zsZ^PT95?Gh_6oscRzN7`|aqg_5 z!)OmhG`)piHQjNhejbmiUP%`l2r23G7r)vsH@=3*;v;7)mIwGP$#4>oDT zHor{ppoDiZxw-|lI*+bs#Ih>(`MGHNJbeBZeemMvIU zpI%DssXj-h(^kwal<dE=ICVK_o?2didw3 zfV#JXG@quJyLW$xWH1OQ#gq}9o`VvfL{R_czM2qvsBZ}_Qg@_Vw)O@3O`a>v6643r zX%{IGY;AenDh2zA1Q8RVO#gFM?PB13HLXKB&Vgm04PU>!_kMb7$o4t1eD&I(Uw4Ay zDBk%u4ph+v<&VovY51A2$yOilL)Tr>obKU(K_$^w%;dz=B zx=8P(=04qQL4TJ#&E=%(`#jnlpRS zl*aVW-|~c?^KV@BTvL{{Xw~>XoPvy+UGa@t3k=-=zrZiYgg;qGBUuah=;1wN1cs($yNG@82p+WBNjFNeYYjR(>7 zQ?#z!bTQx4PrO>>S~xx-A{mxL(%*yaCk8F^GHqLMc9ZN{`D%JGP|E!fvK|p}hRqi# z_q}EMB(?cKl9Mi|A^{O2+?ReGSAwEAKz9V`{vhg@L9vID7EoNTd*4P5hM8x63SoY- zpKtV?>#Ms;l%6T-BdXHnGNK3B>Nz=nk9IS}Bib3{$rPRk5M3sHPtQ|$6I4{o2y?So zO4Y91o+6~5z1n&@?9YCrG*3;nDd-QDRx~F-1=0V@@690TggrS~gng`0458JY5Jp1# zcfbTkfym={VFPyVfq}TvX7S6b)k$!5<^JL`(|pdzvc2*r^IJtu82yrUk<#iZqQbw& zilbe0*(=kF^eY!SGlNH-k(XM1aTQB$%R;Rs_h;$wIt?U?YAeNNF!er`aScV>cvwsX z4?M%t#K;wK*~X&h){BTR3eT#n*l%=ATz4`+ojv0(k+#Ki2BS3Ny(v63Z_4Zuc32ZD zEwN=H5+>OdnAlebJsK5QJCSXx08fx&dP(_@wxTNK9IOT5}I;W1GM6il0#V;&2k zP&)*qQ(oyEO+@n0InIWDy!k76yLulb2*HhT2ZG9QTT6EbAJrk%LfEO%O)S#!Bd?O3 zBa+o`E9b`3ZAXCV=k%>=J)+m@%h@|~ZfIY&pVC^PB>O^$jrYYUs?^6W#hAENKBUT$ zlt`@p@4JPU9qAOL!ih&oH?VN(d$fS{D-nO?6PSQNgcHPKmIq`W50&LV&dZ zRO3|>pe8Xikf_Z^Z7SVFxa)rWP~UW~)R;1j5vRCBKXw&ptu~|XzU5*4)}nW#%ZZ?G zYV7*TrPIHdh`DF^MUkyti%BUpu87=>K{^$WCwe(7=m0pDz(-rsECoHSW3ET>TB+8O zL*xO5LZA4YvWtyD`Le0DrPs&Ya*8XoKnUnACXfQ95L$gwm6râKN&6O6CTMpI` zHH*HC4ly=%hrLR=C{t0_z1q26A^)bo*zJ+xG0lt4}#oETq=TN z@QKf$DS5*l#8NX3te+>fzN351DU6X$8hLdlaPzc>S>V=(;X8um=&TY2-&tE~baYm( zO?rm{b@|0A9m3jV;zS#sSaezfH$g9<9xP}qID-EbaIx`z8cnI=BBSfyM}8W@NMq`i zf09Ev$a*=g#6GU7lC5+p@9MqrapC#J?=AJ~F%{c;F=qKGEutku1PgH%w1CYCL^XZt zYF-QQ0GoE_AABgg_)D`@th%6t2c{_AHJZ;As}U#ed@%_?jp)}3i>zHQZ%Z+tQP!Kc zqSkpv>OCU;#SSd@92t)rE2eVN@+iI+Y8aFVZn;L!pm^Nh43T7mATATp@5W14uV$V9 z_5FS4XHAnG&$v$l*6{Yui&{SxEGaN+^z*YF$kBrI9Cn}Z2wxsbC{ zLL%|&1%v1w@2VE}?c>13z!PH*SUt&D8TMs5M&*$U<5_g9jOKLFqvEW((O(uEi7fJ} zq)+e4u`Xgt4(fwcgH9jtN}6NRjiCp@z63%9e>0Obln)}X+#!d8;+`$fJjC|SH2IXZ zgN5gk$y>>ZMcGrEMIIGyMrx>vbeAC7e66b1p3F&dlU__(xybT2Go?T`pahglEU4kL zl=Sf4JYfX-hwBd<=d=nW;qxZd5Rzv)@BgpD9*qqV91-4hNn?BF`nboM)W#iv-ucT>ZyKD-aZzn;-S&48uI z)as}A+p5N^$pb<_#o0Q#LbWdv4LkcV5b~6?RwT3rPO7lPo1C!L#)kDZmDCg zi6F`c0pHnFVoS0F<)Dr)91xdT7OdN$q89*OPdTyX%}vHVA#xLGQ58m$>}n5n%T9*@m@n_&d1TGtsHOEAncH7Hcj6$bx&?ULw_HuJ?FSX z`es$ND>zapsv*`f5CMbeRws3ItHfc>tNoH<0pzbX&< zeu=-kPT+_OPne-lCIR@Di*`Kz5WOe9%YoIfY&({_ebji295I&eIE_|qNw4kZOYw}e zmu){U_x@OUc$-NV!O9DvxPnX)LsAW8NbNzQKwP zdi?=Y=){Vztg=VS(loK89Ba(|8SL*X;E&3$FM=qR+8aDtsuMrWv_=-L_oRXZm=bcx zONZ?X)6Y~)j2x8+$|VGAZj-{r6-17E{rZ)l&eF9sW~JQiJXp(V4JQ#hgTlvN;-0VdzY3yDYk& z-JS>A4%Wspf!ow%QBu(rD=mB-KYlD&SU?*X?kA${0@L@Yz&J9~Nwoxj)lJaE-Kyh@fn zxC|zf`}uurq;4?+(`cDq_qor7uOh7#iRf6i?q$lRX-R(1$X*v-pwO5r?AO%bwVSTc zVa#C0*CDr|s&tiG2n?N6g|aZ=0?N7P*^nV$at4oFcI7(txX0^b&54$* zN-VZCX7Dt7a+FCgNL%$we9K2gv~YMx=WGgbRULJESMTUyB{>1b?=AcvPK>*r^K4|c zI2jV(AF(a&vCFQ*#g;q?7X+;9B;F@UPm0`@O!^NZB2uy3P|+G%0?l z%v8+zh3|!+RFZwcbDELqCd~F8(%TBl+6N( z+LjWWJj26oTV!W_q(WIBPi7?bkeJ_%wgGx^zTd=O4(bjtQtb#Yl%*jF)X_KOLOb^I6PQtoGO4iJhVU!(-x zOWqbdkQ*R8$o66DK8#GuRWA1W#Kx2RA)SNj+Pn^okzyw4i}x2>xjLd{0FCS@IOQK! z?SK9}m`S)`O2XhwSn2tRL+Y+Ou2&Ai1ZK&_{v0rA?PkkkJmG4U^tm$4DgUn~EH4KI zcO|P>h)X}n_r>Yc(G1&GkjAq-|ClU}MKyYwXAlT{elR}{ztj<|>flOz`}Irew(AL)eQFQQ$}@Ji;J;R(VE&apvia z(z0j8@H&*%S7vSc-d!X%`L9r~vG9_RhV>0Lk{1>4d1_$t?_-RPnp?hBN-i|p&+&9V z5>tqJxzt)?*%dyI`con1C^dW+{d4d~ z%(q48NJ1*6BuAN)7xN;i>&QN0d2h7hG@;x-E198GjIo0H;TgX%rHLFzOl8&oq=Wq3 zAxpgD>t(rdqBn1R-Q9DSnz;|De&DLiKcKEAYLu6U`77pEK;f?P)|-W zOk4+_>uoI57~xILH3NeFc=zG~3sKd5Ipqt~loo2Aw>Wt4yv=auWRGnMO$xYgfL!tu zmM8xil=&lZzsRY1X@qBb{U8`c8IdXZ%8YfQ;GVmh3`4w;vAeZ?E2^=Tef^wLmRlcd zvWFB4zOY`M6Emtm=wO`$6`E0PC4b}2Um{jn<7=V1Ps*HJ6X81k1@q+#Hp8WLvN}_rE7Llu*_}v@TTn`2ZsU$Y@8ZzNi-5<_Q^CQscI(*lj?~ zB`w09dnG^Cx6y71QDwW+=mDc6-}f$aot?LYtBg19PJ-#jX6pU#c8P4#-VHM@lKpRhR$hHC~-%PY7i<(eJiW z;x7KPvp+~COt(^^!bZtNSIz9EEj9ciOu}NDrsK3nv%j&;7;A_4j0yp!m%KwXiF0^B zPMF%iU~7cD!-+buAk4*(J>=|Dr^-HOw6`G|)VevaJy{>n3=wIFNn&${8> zUcTYvSKmXiGjP|zP})%IIhtcFW*EwV-F8xAZ>NZ>N-w>J7GnZgC^mn6dlDp2Y4EE- zD@-^lvEtI+15zoMar8qnv-^&Q}0Vtxsr5mpdpTTr>{ZQ;{G1G^7S&bt0p*RL)( z`b`WR#ka^~Tq!Y4FZ251JN31#j<~5pt&*%5ZESLaY$77|uq(EJ4kN=M%+Hge8_8bO zQ$Ez_SQqjbh!niv4PY#)iHD1#wNUUniCc;gWBaVI4o?D=O4DwCS5M$(AwH&H-e$|d zUT!Bd*w?#HXW&GY%*+!QP0kt9H#zDsUrdFw;f zbFXcexL?6{aHiJj3D?XIZ!GBjRxHC2ea0@bGn}IR6a|?Sd_q&J7;jp3A z??zg~*_CLlz|@>IsxTCLsmi(dc(GYiEVndA*lTie_2IHaTYpk=4*X?xZRHxhUXcv%NjO01@ax^b@EvRovj_2!T zQ(I7b3io(&uSaRA|NS7$9t2bA;Fibl;|k(0ah6%cGvnI|8TJfqn>Iu;$;MbT7+j4G zDaJWnrV85WPA1`wbknne22G}MwDY+%ypz8I>7$w#I-tP~V2SRKsiUV0^zQkmyem)& zVHh@mo0lo%1imsbwL9NvQZDUodCnPt_${zqi>v$cpj~yBIiwCRDS=G+V$0X|$I=Hp z$0=02x#ANc&&jz#!Ld4uQ*M3!37Mv2!0fRln3T z)8%>Vqf7B-+2i*zdb{%rIEwmC?A26if=tecwha@Wuy}SL@D z4G6DDP+xUp?%kgRiHoAPv4V0#Pyelm+~+P;$+1I`d%A9gufzAOIQ;Zmv7?S}FOLg3 z{MWJ0%T)s+J0C7;rVdSzt>@RZwOqbXH}I#$CdWcQc#G`so92#V$MYV%Ku+VG>Na?R zZs%DF?d+=GNyoW`_@%`eVl4!Zef`bV zWm&44g)MnJTOKC2a41Vw2|Xh3SXA7V(zqkQh*n+Dqk(9ezRS3+!HwI)W1F_6f>hRz ze?=CY##B$-Makioef7uZdZM2{=DX2c-qZ|!-F=6#-@cmWv-)-EUhDUy*l}+gVY;ijt1L`K!n*V=8|2>Lf@Uvm{}OS^zu$C zX{~yb+0Ds9hHkFDg?Flhi!Q~K573?hpKlHqJ8c};GTMmx=yn}#{~7dE)*8fXZFy=S zjBxnFRhC@8oo*zjG*kUGc~3^U|Q3(gxQ} znVZvaait4i9{UxQ)dkcKr{U+-UL7oiJFB-V$VmhkDROgR`smRDQ}H7@y*BSQ zy`M2B|<9==Rk(eHohWB@-%{qF^e_Dz<(#8_H@jB}WQ%iHoQ{X-lC3SZkP~ zSUJ1p@9ai|Y{A0BGfzwj%%02*%7>@~3amsrXI5aqvZZ0q@Tr!XUL6rnSt=zZVS8Bd zZA!%DWQ2_n8+zyQXlbf*2ZUZQiQr zF9o+NXM65{`LJoDnB`ox2K$G0f)Kbj3-R*88FAgJsl7eTl%!z=8c+o~@rJAYTOV$U zkX8geS-g1xZ9TcZ9(5V7-NzYOpk0v?-wS%YENL%Sti>4X^0xvuBwC76eyhkWFIi|l zJ_U*$zhRe=B9i4=JAum3T(K;ze|zlowV5ad`OWnfEo|{yYya$B_E3sQ%xERc zk+mEj9QPDL!G!sh9uH%U?L7M^Rzmq-4B2h;v+9bO>f5Laq>zN_yroML)4rFx;i!6k zwfgO^!pGPu^N?=lH%rbP7doyP)PgQwsv#S%T2DG}_p(;+N?xo_adC2f%zZd7-KTz7 zr=A?>ygznUjE*K+%m9iW>QByGwXNQ>cWlvfBv^sZl1sn;srG@p<+8-ytgnAQI5GLF-#v?m-@@&38TX88Hure7J6PMHS6_9r(D3<(kC;hn9shgyuqInmf~$H=7sSrmiy8O<_kl)j z7q2T$Fmfx9;`1qX3Fd0C8B@KuJQx7rP5RT1$vdJ;+G*dTYolz#3rw zqd)}Iq`YiGoncMWI4#vE)4QENt=7}U5*Rvs@gtpdQ@O5)=aaT{{2 z>a-N{PN$KRMEgW_pg=<_35U9mjFS4~`Ge$&7ePg44^r2us##CYnD99P2E%oRK04O* z33-iprZuGs_a|)}j%kuYVW1{7a*IbXkq#ZKo&a`c9XIsY_(H3lc6RpeS|Z0k$n(0^ zpoX6e8RiSE2EeYIzYgFik$l^_ornYgEAEg)zs+xqUlON7kkj2RF|UNOD5i|-SBoE{ zJ6Ek3A&)!G4<+BHv$LG^Q!QH`d#LZeO8r*C#5#6#bUdF->*NhMI^UmaaLTdUDz3eb zDr++YPmQ>!_@`bR&XvMy*PvY&7AWTgDA|mA*o)iq3KAGn967y)1%Y3o&p1416%j$8 zeJOs5x=*pY3v0GX6;>hrvSDSJ)P>=Ak6$X*AtGLLUgDpqS%RX&hB@+m9TI@v?sumj z0^s$xS+jo!pTciDF8pj8_!Yt#sY}CE0zx~3hV#y(3OT_f6sRZ$PL-+kaT-`N&!1knyWKST`Q&{H3;EvH+fG@`j$0dU zio#7i>S9dUPWjKvY1#KL10A;BU;ID})m*u6t#MVP8XvfdkmbK){@rorLlLx=Tw^`MvykA*5v6P4`4@3N?K77P39<`W+l`|S+9UJ;FNfsO zr@|Zd1kyg`co?{%a>%$3wHM)7m(>!f0g5i2je(xMpOOwFU*!VvHOITqEoUHwBnp4}|&iAv< zd@UQ-8&3o*x7)p))?N`kMB+bAh~Lh`7zWh;K1X9ELfHi*HrIJ}f;T=sh~}>RE$3q13NMGpsgd|vraRVwjXI_7DRtGI z#`8t*$%ouLr=Bq~pDp1u^I7B6O?@xzI}@5pZ7#1d9wVY)xz(zcZs^q9c6iE3dBu*d z_!27cGZ8A_nF6M$mOs{UXUi~L@Y)bqoH#oDI+)P?+N)_snHzj{skdb2L>s& z_3NcVHOP;T*e1Y-UK9Q79Ai$ZNJN6V@7jYaSp#bwYj}IML}MgV&7#M0<5oJug;(oj zlo`KW+{|A702QtH_wqG&4F~UJ4occWf1C@4KMJ~HK6Km1!FM?>(?k96>s;rwNS;EE zikVLff@6@dO+yIsm$y)nIW%$MMnip zfeFhAB&=D8Q{BhYQCrm^a*xV)@rpU_{vA zr!zf@EO|QiPjx~Ty$s^mOuIspg9A;(@Fo6441;!P(8CHBS+)aMa$fy(u+9;H;tu3%d?k-FS-KrT0Fp{{{rEkHT^k2W zs*ba4y&II&M|YnmI4)>aUQWzM)KBL)7iL|0juXQ-ZQJDAsetA(LbP;6vB8R>ef++s zMZ?b99@bH=PQiWG8Fzu_LQ~65noQs6SMk3fzMg3OOkVSU#|-q+|L9ZbBrS|3DDN7D&l2D6g*`A%1PsW& zpA0)h8>yuqxtCnwd0+*GDf%t0!~VSa>cjOAaCo9~K`Hy(`sJo&fPBFGVrtU;;BGt9 z2#7nB{jbI3CXV)EoYtoUXSbn5uKuGl3!85T{ygRjYJXHp`!VTP;y*cedhN8G?=71a zn6~bWx$C=fWTe&>JSaCGf4`GEcC%j=M?v7YO+WFlzAC`F6*l-_M}alO^${b%-)NG2 z*aQ_Qq0*>nNkRsfLiQaOc;<(YIqM%3aHX;4 zN!YGz^$JZ_Zmr*aGLBuTw&$ZyJg*}i8%iFu(U{-IW2@!XJD%XK)zb1QqmiOuW15lk z;!E>V2O+ikDWjz21}Q7?c#n%zks)7T!61?Pxz+`zer#rAzp~a0d)dk5%OH*AI3N9s zWmu#6igIQtBM!VxF?KZZIToIxMU;?z`~X_jQ-CI~U*J;>)S67|!IG^T zpa=}K`yA6>;Rfrj4)?geAC2M26Ws71p@rxMbH_~gZ&RSwiFMg!l9m5JrUVa{sFL9~ zi$Hly?m0_1Bdz>BnLhKxtPls7{K)HVKhpCoEFkXKlTMt6#;D;@iz!h*UJVp~W)=WA zHeLpy_RSa0weRq0&eo#lNc*lJz_K*~$M*a1wv!U)fJ4Lce=%?)bJvD!r!?@OwCM9e zrRlxhLbG!&Wb5C5iNCMs?&R^lYrj7Cp7nk{_n!24wJUe!vZ;CE-@bc&;{Og9-KDTE zKA0L@7DwOr7VFSpNvAJa#O?#52yqRT^y~5`IkpuN`t|`UsY)!4Uc#Brk=gT1&2Id} zmv-?ltr>4y{&pK`x=^&_^@P}=It%1Ds%1S&vMa?JXQb)sOaaPlwjcX)Rb^N5y&ivi zpcwg`KYaX_-Ya9+Xo~CpJ5eJN+PeA|nFJnpDb*YfyF75SMfG4nFLXE9`2Exd1@e1E z;D@L5n-S$b@xyVUiv@>+ASHr@g7kVt(EX+ z?RL9u&H%*_8RvJq;<-*;_ntRvnBwVTs}mFNVwCVG0q@zbO>Y}b3x!YGlTdY$x#E!} z-@~dzdRPrA8|r$z?V4f~`}?x>=Ae@J??1RS8e%}9LX}TTk%|Y$wNv#;hO<*>0@!%jNg+Drl`^_v zpCfy7Y`p;cM*1(|Iq2aEV8EvxAi;M(EB+}N$&#}uSm;zF=>J!WKahAME#mm-P%go%SiShXH1QA zrtmh}@0GNW9Lk!>Qfd+TUim7u%M_QI!xsZOw;FQ4b$v!9JDT*$=5f;cmrh5Q$@h!r zj^53kb9-E$6YJCk3!k_Q>C|iAm$7%CeG|gwx>IXeSMDWTpO>S6pPdaB*%jxAJ;dOg z|D~ofJv;@DC0# z`PQwE4?B=>@3*%y2Ir9pkoa~7`cxU5lb4WhUsi|+ROtV+kN(EGy+AA}wm_NC_GcxA zi7`EJp}g%`+_~*J2)RG7ZTfXm%`gGq-uKN>70O~V*gSTV+%NDT$BSxcU(%Jo+jJ+&iA`2t{Ib@m z*Raht+_FQ@C2$HcpKE;^;QIIxfN(FlSF?z>oON)Bx7gAg@a0=013A%Qi{VKpt5{oe zmt?$v*UFcw8Yu>nj0cH(N1FH_mk=^Q4gg~E+|MkFio&e-60X;b=a7t`&QB<`IGC2 z!%5Vyoswxvz9a)uJCyX*yzr+f(~W0glwp;(rXZ?OW=NKaq;G6 zW!`z5u2j})F&w6>K@hI>a>ln{Tn;tQVNbtYJ%rB6EMAYIhzZU*ra_!_)Fc|d`$HuT z)Ol!-yt}Y7={*z)+s%6Gw41r^l$cd5-~kyRy1od`-sFz*3>B)eQpG2}ohCEcZL7=; z&2|-`_NExz5H~%wXZdsH{B;;?Dm38J@-?3orNGZu;~|t&KlhIIm)&oE^C`2xI!;W) z_F~G@dQ&{cJe*bMg04+c-eX)`!j5*HYBYrNh(e8z!Www1c*3#-U--XU)7H_$QD>umk+);0eOY}4JC@jY$YCVgS4Mta6pRGMDS z?oBqG)%)HY!Cp}fTx2>B3kCWZ%8X6^%<~Dw4v)$BW(s&%JwFM5h*i;zEnU1?uqd5$ z{FV?~8I?)ipos6GWnW1+^IkWi=UP9SbDqbnfns84oyLc?B!BqN5}lP`uW@SQ6hx_4 zt2Rm9QjG+#uNSsSpsUdY;q_6*?OoH$>1UCUanU8Nkvau4>;{y_!vHONj3t>{t3@g9 z*=gh>>>B@?EocZv58^)l9N{)aC(jECT8`3^XPQyHIau1FKk@axnLZD1bNW@z({lo8 zcOI?_%RiH1>&<`mEL%YJt;f^w+oeB~+Ih&kD-W$f{SC?8CyCVk(+SN?CnUV=qGi~= z=kF)%J9NbQ%r_vrJ>Sh}^E`H%w8ZFK%Fqp8DVS|IjX9 zLPNWZOL?N}dj*{$(morF+lH-GeKGXf*|)9Zf<0#tOgp*h4E8;dt|kI~L%-h> z_d!&gM;1{VzhlJW~Fm$_IJ6rpKL+At^^qytt^A;+PAx3TE^D!o7? zmuVoDDYSLefD?zbD7{49Pe35{Gt_me-*#agT665Is~Obgz7~CF?V2O)?KI0U68}!K zKT0UdcfrVDZhbi5-^sF4+%1o-c8HABq-1%zPkCgu?P;s7Fw~Dt&YdE8gqM`*KjLc3 z?*IAy`5F!%agIN^2AwT))MM&*kN(EN#c?VP!E`F5Q6t{KWO=4=rDQG)(&6&htsAel zdunX>8}ttCFQ^i~B|ULTM_IGfRHc2qT&^;(S?Kuec4B>CmzAczHwU&}%blxf;G(j?uW> z&q|IH$6+S{F^|0fJu9R~>10O8w{RBHPs576oWZlyA`wTR9pk}Tq$wr5blAyPxdxS9 z=4ld%Yie*zo|d%^@QaPCjtR?l`xb{E6uWIuRuW8RN5)Cr2{hWDY<&pdx`afU(=YP& z^}sO`+IM3AA5CW&7FGAPaSKo>Q96}wq#KlOq`OPHyA+iUhmHZ17*Y_BZpk5LfT0<> zYv```@PB;gJ9Dx2IkWfLYpwft8#N!Ed*k9lUxykgC0nV_X<%0-9(6Q=i4| z7nKnG7PgA?x-E0;s%G`u-4)){^S@%+SP2a+Y)+B}V>ry7otLl3{K3N?{-1Nw9 z4E;#o?Il9c(Zj-fxmc%-rzLGvjN}3CSf+5UwJg`G+qzDKi!!KI;m{zxzOsKxQ-ZZ4 zuIj^6Z3bl$RF&mP32`1U3!T%n?l2~xCHo5YOhX`(eY= zQ*NBI*Zb)Z>}_f-esGyHV|=}#lNu>tgMH2SuOs74XUOn zpm{LR&rP8qm?0EzEt|EQk9rLo0}@oR8pD92*9)haqIRNb?ZQMeB0ttE2s!#Wxl z*UpgCV<0Qs9Q1OHn6R}zPBEjvy2LdPOMGJWWJt20djsAY@Xq`RV#l*yu6*lJ>$Lc8 zsoYqq`Y#6O>in5LK?RjvRvs*h7wg&_BeeV%0q*gOVqX^68MJ8B=@p5KE`!)RqVzu` z9QpgG&$b5gPm}0xAJ{lK>ynuFg|doqv6FMs)xr*_Sp1v>$_-hn8G)V0lVk zuR;Jlh@EHkS`L3ROS*R$=6UHt(9Jk|wJLGv;4@c3Xk2#S3C@{d#$4y`B$w|+_h=ha zu|M+)HYe+R19Kj#IDB6ZH*e$;Et-joqxj*c>F9?Y_al`4T93wbt^Xpu!j3cRY`3D_ z{TS{ou0Yjt^)~RNZ3=BBtorGH6I=uYUA*(DW$V4pX|El4Dv`S$l({b#h>Cr% zmwwm=PdA13&PWY>5%99(@$uC!0 zN+!@;2FJ~u8Lwk{&&A{ZqD!u#<&%M_mHM}u>qtZ7#@KHK&TM!2`J&fl#iV>iuC=Fe zAlpl~_u;vA$&FX(cd@tojlpsZ46z6z)$0NgNRK}2r{I%Goy}(4>xY5YL*o3c>`>nc zP9DrPmuyGRh}QtzVD2Kb6~djQp^07WVQT8oerm=R5=;rS1wUzh@*>vSUi%Z$xW}@d zu*^t=Mx;sIU`O-^wr5}(<}VFkJ4nf`)zX&H#~v9QI~uKjmRQLY4#1)_8LR3|=++K> zx|Lba&h;uxn4_)#Kyx2z_g!F8Yk1z8pWFkCfWo}%;n+x}YWDwrrsr4btx+A{bI+Bw znEVbiTdE5f=VvI4GXmzLG%2So$zb?^9EYo~lo#5iUA4@^N1*XA%U%H0^{UcEl@4#a zPLL&P7f`oD^gu3k<;LgNK7)?Jn+(pA5EPt`itl8PhogfixKorOTRd_EH}E+P18=~0 zHC33FG<4ZLC3CkTnk?Br^y>EK&E{nBtd_DR?|b6mdGT}A!xe9gmf>S^fYXu2I%0Z4 zJ)aj@6=4&Ny^8tfi-o7{PG7XF%|{naX&J4K=gOmrpPw5NBQT2ZvkFt`pEP>R@?RD0 z5u*o{mwnzy`LvQ=-z?Sv2rY-f+c1B8Igqa6lQVP0P+=k;g%uqY`!v$&N*pZUeY6Xa zN%SUD&aXSrht;P$?FK&&JaO(mM4c!iL08UXWAc}<#y_W9sm zgYB|8#0}FWK63bi3b;)=%pVNYt4s53oOur+376EpJe6X{Rv91JyX8p`cCCxrSHb4~ zidV5vhPqNS3d$Lx=4O{OYOj7rs+Gd@+`8`sorTIO(iWLrL^w)MrblnY2S5|qT=U>h zY?7*=xs*Bx<44HX)f-cz3EOlu(9rejBsarsbT_pk%0sN^)n9eNd&g&^b9P}DcET<_&LFj zgrC{kI7J}W2FlTWB?mK3Co-**3g)89ZKjChnVdNDziL5B&3mD!XjV7jSMoy87zHF=m%kc=BW@2d0U@far{4yW=6LuERmeur=YO=JhiIGZ_kX$<-g%Bu}`zW~9DlPyY;kIPL9}jXagCo^#L`^=mV4 zEsAW*v)$74%nYO;?jH1hJ?BS^O_Ipp*X%eejkl-=Na@+HGomg6=nrJq|8O#SpZ)GW#)-hwX&qh5^;6D9Hr za7%z5^3`jrIn`SGY%>ZQ#+mGH=wWlitryOJc8{Pt?y-#kPzElxv14~r%}iCqPc&1Q zv(12RrnB@!^3lP!8DoXLi-U~KGh+|z>UDB1U6+E?>u`&>AizzFwgoB?P2isX+isE7e0lUq2_ zrcEK3H>M{;`=urB&XA9}#j@2Rxino~xty-|zU#-!5PhnMs*km|;)^UY{Nx zoMcdbpI37jQAPPsoUHkC1jvrR{ZB-tMO$YRVG;GngrE%GQps;ClJ{J7*X6u5yDs~7 zf&1#CPdu4DTeQYX?VE(U_RB|fWm3p;?EVlgqqK{tvj!py9TQ2M7I8}H$ z9B%LF>IW+%ssQb!90_m980{BBwz@bSYy8*~A6f$B@^zvsw($0ahdUdfLjP`;-Y0S3 zpq5JWN-UGaQL3JmuAskQwRR`-{qgyv#a7GQeCh^)u!*EicS+F#jQt#8K@dqQ)Z8=? z(Ki4RsZzrnMOvBk^!<5y?(iwS^sDA+AStmn(Rf{4$F2^3QPp;#q12*klX&g+5>7WM z`Z5y`rYXVqY<9o{iJ>tm0{kX2rn9<}Et*SfqD|NFJvWkoS;LTj&N3mwOLKb-yz^&G z;yZ>@Go9+QZik(ZuG?RZatl)V#Ubcxe)@Kj_nLO_5xZbn%tWE>vcM_u?QNA;S*o*Z z3Zt;5VgZ;MeNiMAZNV@N>p*?A+ys?uZDx30Ge%i{8Qug5`W8VA~Y>)1qtF(JVi~U8f zjlWqY)W4Ea)FG`jlt*uj2&~!N_;e6ctR{`DfL;aaoF&giVW1#f#4s=W*h0&Vl_BP* zAddi3*|7uG`bWX!;}i|;M~f49jL9dWuYR1jJNuCI#$joCQyJxLl!Vv21n`h zN7Xec6Z-H1jJ{;~dyN}Y0`uhyCTVB%B|F=R$u1iKA+-{7ajiN z1#$u__LmY5qCLcylqq2#bRkNhs3TA*Mp0LQlDwqgk-*(rwtG_hadpB;oxBUjY8|JG zdR01mS7>bFGijxDD#8ib{+7~gk~FLhWSv{hcIZ#V!KpsIi)OJ_`P=8dRL8^19h2Rn z_^b&kFOK2HLuWg57G>p*3;u8`&deB%rtjnf8oAqEa zEKjvxwW$RxjpcOxWood#;o+ZY+~@5(|BkLSU_y&w)oU2_qd(HWXl5JFCSLy?fxcm_ z6`&GavP~l@ue$=d>1<+MILMe*Q^qF=l<19mQY4If)~yJ#4%k$!TQGfi8=gVshHrqA z4(PR2a=Ra-*`s#;EaccgaJ+BNF9bU;?$@**lj2wV{IDNHzXoL0Sb%JIwbbw=)hYI3 zg==qluFQ@u!bng+FO3L)vKm>*QM@J9{ySZMyGQT2WEO8m;JBiaSUvcq9XxhIOWTJ! zsP_57`_iv&K>yFZfKlkgT1UD35fsO zN8fR>)cGs86im{KtCM6Db%+96kVpF4TnZ&3gLoXBFvN_SWwD`b#}7XvcA_$o47>UUKfgu@A`%vdSwOe#u5!()==-x4&k)lJhFX4b3cM<+NG{UZB=JjnW?a) zIi!Jc6q{~c$|B0HVz~Q#k+arH5Zy5rPsbEi(qzkG)nE4Tsh61vNnpWm6_l zZcII_L7|{*e=Bim@?)?|$0gau?dM#4Wv?MAUO8+M-;`x~QZfx!uJAhp%nf}vdVn@5 z3DbVW-rDWTytG1TvEBfB+N-9-z!0awTL@VB6;kp(Im4c#T#_enG(^x7rFck=HyI^{ zw%|#}FTyOq#c-!n+5%B}p?+oc{GY#rlz6d>?EXB2;#~Efjdh{ZAK(w8%2+mk(lEQN zSI&uK@>y^x@hbXMQhop`2Jk&Pug{W6xjQI(xVR6(Q znGlcP2kXkhRtrz?$|OS-X#VtX$;z3B1(r+D!hbZ)hv1an@NKB}w-R7nBEQ%v*_PPw zl)1K^Qi@aLo0_YuwC$Ah%Jpm|YBRCw&@!qm!!cDz`52nW1n=uYW5=PO%H0N9S9IB5 zWP%A}it3Ptn=g0n`vnhRSIu)S4g3?TnHM1e6BsSBYNc5h7c*XR*ysJKjUt{sJy7@b zVK+H(|0A!4KpiSk-);0uD2uU*kuiVZ?IOYhKKxUOW}xUQ#Ldhz_sQNAM`^Fa_`vyl zcrmY!vHeoOL^WO10_)S(O?&5@`P;R-eEHxIyNHfJN!J8{b|wI_FyoB%^0}A1wTYCg zT=nb3livmzJw%_q>f93*Mi{lE`&gShGHXQ*$&zmby&%IpNpZvH8|a6sxA?2JG!!Bw zPtGy}?MOOGm4&x;WtRsCTH4x(-qhW$ldw&tm5d;mVmI9}T9v#rFPSL>RuT2>M$pqy zzRG0|3fw2`ScZ`MHPC(-v!(|KIhgssXY7CEoZ~vt2?9!G8H;7hR_x=8#yE)!LDCZh z$H$%=IpsH|*-HMf=O{$OLuuWAGrzWZ?QH8hK8+R_U zn$DZn4kDpmDSect{hc_>ym*|3nN~Smfbv_lnRqmmC#gbCFFIMQqxq#~VRBOe=$UAT z?%bP;FC4FXV2Jh8Oh^x`P_Mml!gHin*Waey2uqC_VQli_`_4(;;-=y4+^9dpB7hm7FJc0Cv=-#m^EE}*H#jNVJo+beWOtFCMp8gCv_>`H z&!3J=lP)4m57s=(E%@SIOkBsX`>SIPZz|BL^V~3v#e2SY2hz_wIE&bob;*`L^VLe8 z*3uMEE)%C8C@}gS5+@i5{5#+tOh}}ZFU#oAUDhUuuyIoNe=s=$PuS8PaETBk%$QU> zrrma-(wMDg*LR^JCQC4%s5(?1I0%vt6(+GvqhA$GV6JviXfKSCZ^pId*82VWxOSZp z3lO7olh2UVcntq)90&Ci$+(=~*VR^~Ut<5PLKtNB%n0+V6?lj5SZe3meNRslO=X?Y z``EG%OWPL;&FJqcOJ1+;XaJ0;PrFM2W!j8LG zzL0o_!_ULr>>%B@FZ^Y<}iT)A!Muj z2DtB~;Saeqa9WC?&m0T%1%J3uRE^!Ft;${{7ncV8&sq-FEgyJR6g*q;#l9wTDpTox zgV6Q!f&A!mf%C8pikP^tF$?ZeSK2OW-C{Q+{WQ$62(jN9!l ztS59chN>~8<>*|{HgBt*UOBV_|4B?5E4UUeO5PB)#hK;W*1rV5TKczF(3|J1JKd;F z>rTJT_XY9vb4|^|aLx*gY?+S+zu0h0qy4S_7VYRW(k2Ha8w)V3V+hM!Wml8kPQ**A zH}dXpZHmC2<6@m&z*?GK3@6tX*3K%E=|$qCT=cOw48lBO*A|pcg=DX-zBXp%C_4Le z6L^e;;X9;{tDa@8Y@j3LZXd}hFB;%WG1FNugS`3-7lt_yRmF8S z7BVVkN*lwUqIR4(ChV6UaOk+Z#X4>D_J{hies6|!bVSA*&~{+;5`m0koCP>U$)Y-S zN93yUx+)VlDn6{#LQkXW0e^PhP)E^Nol@t7d3_ffnb4Zy+^`x%W9#+Pzu?2|J$G8hV4Q%(Cz2si zk8}0zV<#BWe_=(j}2PyT{$9%PYE>Y>d91Il#R{$g1U9Z`cVqKI*0cIbO zVn?@(G#5Y;5eB~R5Q$rWA^OzF?+d{FxP(ofVy7N4tTXQN<}T`rt{qaR9HRlejcOd_ z;LR;zlM4WkMK2byav&VMQVj8I)b3z||5Ad90a=z*yW0Zg%VkHv+G#h#CaT(p7Ysi5iab!)!b@0mz&RnC_^YTVL8 z=-V?boJV){U#R)d#iu>08jMC;#~}HyP-|H_{ZZ~Xep~Y)YY=1An>v7Gz}p;Zv`3U% z>;AJ}8uDk6Q*$}jp&gKD+rJksIXP8ZU}F{9^W-}d>bcp+nn>fCyHAsUi=?s-e&bFT zy!?j7z4_B3ZL3jKZG_ZQ7vP&WDxZzWbNv?W$!YP5%lciPfD#syfFr9^q|R9lS$;3z zXmf}r_s!HYVeJKYcCifJ<=uS!%)?EN z_nDUH ziEM#uv*&?vv6O!F)!tb@FqXnLR%d)059pvS_AR^bzz!?3@$NuyF+}Me#P>YNvh7m#a zst4y)OC-bBf>z6xFSvbOO$9K4@JsRj*n=@l2R>>M1UJ*Ix-3M)0eC9X$9;6b&ar%1rE3CN|0ik<9!KnzBPd~rr=k-i(Lj|o0*u2RMRB67TY&b%j7>eD+ z)o6JOZgD2uSB=$P!)J0Y^NYQf+JOJPW>_R)Z~j6eCF%oK0ivm@8~V)9)+nm4=; zk>^#iEs&5GF&tXfjV}}Pv>DoB_I&woZu)qZ4au+G+=ut==-)ew#q3u}j+XAoSBvV_ zyj$xrMXl9UnbMwPf977Z6wQ#zlXFJDu*Z)j)SEDaF_pA>K2t0kDNK+PM2;;_L5kk* zXb65_-~Nu~P3W)T?O8cz`Jz3@HzKj(@95&~ISu>=E)@l2rd*I_-4CCSA17#krEsOk z|peWw0v2rKt^<-SpZyry{Jo$(p#-oM_W2u{XoDE=s zG|Qb8*}J=xd(v!(T~MM?cNdq+ntVzPP8#AjTaNzuYFkpg_{$nPP!((V{=8@?8qwqb zdelj8jhF@mBT2LH(>?3#{kU+v*~2pw$Lc%E*)Z(VZHC#0)AB0Us6{gt#WFPdRaiB9 z@k|03kfT-}e{f?(?-vOSn(pIaTn7M*K*Hp!{RVTDT8bW9&8l80*56)3fsd%f@5iu| zn(W}GYUnq!g}2wrTUaeCJLk8`3h$XAwBc3 zFrjf^k~g`7a%4qZ`iyH$XZcbYaes&6&psUMt~fnK!RKaF;geNa&&#HD0)Ix$d(OtC z&(XY6qYXK~nCqdjLAR{`VH|HoQNZjJ3~O5Vd?AP*%C6=xw6GvERa;;Uc#6no|R0->U%%R6@)%(~p4XbBy#*IvY(MK2hXx>>)rL!N9mQnU*UOa|R z&4`Ed%AcGyX(?gyFyIZt8CDKWW1~cGKPT9kf!dFJi^XmO-u}2BGD{XGKWpPg*VBXt zO}KZ+$JmsF$91Efbh}~yG)kkc<15AJgR)m}(PN@w{9X_(xBJSg;CU%jwZW7%Jo5%j zS6R{ILmRXClw&siZCZXhb+PhqyGBy-^OUC#3ZTjIDklk$nn)LP;t$K+L^ovOA$b*1 zE~@E}%g=sPsx#L-=8nx9g#)JmjeX16xw9pF0j3=8o=nakyP9~GDn`}MYDt+pn7k}z zNcK{G?rB3&$8OH;t>kfoFnhtQf2#^ai>M&r*N6%ORUnhvBz-VKb$U9#26UbAH%v@e zh1Ex!6#MxaZtT4r`ggkA*6)egiiDs&>4_mWVL!-I6!}b!EnIMg4tMm+2c$C5v_T=c zCS$bL=hP}p+sB$r3v2476$=@xQKduQqy@iOJNrU1XxOS>{jbAGgc}@ZLt|CfqH&_h zg>czoQCF+V-N+N1O1yS*>TNi`!qpZF$ol%z?wm<2Sw@Mb`pxBDZuXBj@!N8@MOo5( z^oqJ7Pb6LAnCDFq2X#I-7gu0-;*~)R?-nlsR2_GFCG5?Zz4YNLJYzYS$*cx*zb>6F z&pMwlGB-Sfprp@VvM4U-VA=#iS+3J8&cgjd@rh@a^nxJsBW4?dbaIp{c?6SPCF#hf z+1LwTp>Dg}L*f0I!r9Hdd7neF4TfwN(UV$FkX6aVST{#ORzNoSOjZsH(JC`9@2y5i zHvD6m46& zgV4=iq&AWB2^N@^={5=gwN)3c)Nh)y3A4~`yQG{s5GSsKFCjn&?v_w5b^T!6W8Z!C z2kUmRD?;;2Axn0yooL=1QmAh|iP$9V<3K=A7q-D_4n}#SdR#oE{?_~>?7NvZqDO7t zKL2-f!}CD=EbVA6U&#+?1e#k_syg5Zpm`nIXW`apnqp~y{FJn~R9{^O#-T(Wn9t^8 zDuXb%+tH32a8eZNt#t-RBSSn1OUjbM47G(APhS7{n0 z$d`F>8MvMbx;^0eu1md?K9`K;E$D9Ud5bl!g0P^uLQK6f!~f8nRj}B;tLZikshe4? zxgCUnqlq1*6bx~5gp{LCG+=#oGiaOWO0UK~iQSwRY%0pO(#BoBvB@b3LW_Do#i2pW z*e+_5p?O5J#6xkDbyCNINoKqv@fgpMZC8%0qpvZXX3BJ_Joh9xT^ilcmj(b#*trOF z2bB;`abeaDE%*X!UNCpOF_eCW@@-^n?cZUH&|2h62~`ZF066|HQ!(73rmTL1tIcWB zzQC6}U^VgJ?&d-SnW z+bYMfs~~p;54y(onOT)eB}Kt{gUog}%HnEZgnRHENsmWw94WT0-U6IDH(daNc(uMk z6?dBp)SmVn@k1d`C!;*^01>vFnPq<+%bu>=aB;~(VQX%5M`n)!*cH_COSZnaz z*O$*%-dv7?;`$a!O^Nauo36gw%~j>rPV$Hzn9n`dH5BOhAAOG{0X$Rpkv-5gUM@}3 zQ1v6v2P;?2`oO9f_59C)OFmXQYzjPYb>eFtMj%8LGIHo~`+f73#QHu{%7Tr`vQh*T zg6g_xa-;(YqeY$7DcygOCw+l-d%dzyOAeIcP25OIHM^gLPAenUMcNLn1=5_nvW1_97mWwQ~78bjQoS<7}& z6_K4t@vGbH;oG0GAN>#PA|+&F=`e5H@CIKuRBp>3Gk7;eg=DxNrg;#OqBDp+X^OtS zF}NnDUHbL}bWc)hBQZ?EK0ezEV##Et0_AWz6Kw7e(Q1A9 zKz^*_sLp=x{RSKtKEG4X#GPBBotjEBoTi2mqZ#>Ai*t2@MN_OH*15FjEi~qV@h7oz zByV+IE~Zj!lQSiVr8@rYzmrGxRE&89b^Tf=i~0+d&WSh3nGicDC}fzB1+0$3r(--x z{}l1lauir2i#=t5@kdCporQ_e>AdEV{buysw>5{=(rd3lK9X0fMHgDbMUxhUi zB0bB|`P8c$DMpQs(>uMY#rvjURi=XK%>L~-h9du7r4W3rswXZ5F%k5nF+O~rYY5i& zgi{@zvsr9wYatH2MKOZvYrq(XQ7iN7^}C?|ElwNKEM-eMCTk7M4 zFn_go{OWWRpC|sP691T#)|j)o1>H#n!Xk7T+j=zBDQL3{0-$sc~d-c=XBEHE&d z(D3^}rxTY|ak9xZ{vshR!*Sns1W`LDH8V{X^Ior*(jv^COYHKxLUlwq$j64+hl9ta zU%`b#Z&u#8kuKN($2(qm&Hz?pIm3GH?wo%bu$=SoZq`;!ta&oYa=fIsU=8c+M)C@A z;`T=gUyv&|E%T)KnH`OAkdQ}*Hk^-e)u+_+->k`#%ns-iq*u$yMV`k@qdYdmX>N{2 zCCoum1FGV{w6+#y@5iI5off$RX(I;g8-WAtK;CGF`4VRA}~2 zOM?$+tcxt9vC>dJ)PKuG=O$zFgO+N|gaVj+9>tf^pb(y9`0?M8M8A%9aWu;*zZj;osE6!ll$h!zQzuDT8$kSN}seaXW)i-fA2Q~Y~~^!UzHLZB`W_E zs3C2N;JSqt4^<{y3YXgq)g(B2iY6`7h4`(vNO<@v1&`9Zk3{-ws?T1*|Mr&M5%4?Y zd$(Rk08;Rr6S7mfxQv&xTyM3N;oiwV8MZ%1T0=|WarRL!?=N5~yXC|5S8YJI*+j+Sx}7t&02)%R+p5<3IHfh2tahLeEq zr6|WCzQu@KRio$|BE3R4dfnBuy~?uD)T|v34G2V=0(`~qS)At;r)#a0a)Pfxl<1MK z`n-i!+vPUqD_4|%jbbi=7WrwSAxS;}N4Sr@Z7IiI*sG~Bl|c}eMqfmlxhG-}n0%&* z^XKU)umHY8>rZi+#y$Nk(~(a#g^>o-F~`JG^AnE*Wx=`%53*c^N8XO*)qo{^SyYo( z3)aOj2UT0mGfUxr0`QPGZ^7|+dp!hrMMUYK>F_2D8rI&x*xi-7WQV&awsid!g7Udb zkTdIjd(En4zgewqE=kf-oFS9oBelznMoQJ`p_f`A&nZZOH0A?WE*+Kw6t=$nx_*Zo zv+HkThsv3)m+tA~;F&12e|N9%6j-i!6Qr2AXlIN}K~)0s%bMb@;sXWf*tx%B8pl-aMboSM*dM$#(Jfpi{qUrDRF|{)z>K|`grkElCpP_|sW$CjxlESicJ}Qw z8mr3n?4ZHz?1rex0kMo3eUm3kyz4t5Pq*z5}r^@dJe#%)f^wZ?fvOh`v-Fwi5`AE5rOBLoTv>8HY4H`>>loaqvG%_dpgD%r1N;pL$l*bEvoO(|Bbqp&p@7qNLaCC<>$9U zA&oELRXE-X?B?>SQ^~C?UZ>vp6nMQCIg%NOH+zybuS(8-a=g_1QtTI_p)^4j8tYa! z197Nb(Hk{#vlN~>+X}02_>wYQ1#bWQ&mM|yBdf?TOqro>yQXL-RN(F9>zmcb!3y3% zXEDk+-q5oIthRccA0qjj{gzt1^IObywxO>T1n*=1)b(v!9O?!*TuqtvQ(LoWxXs$= zQuUZWc*{>(=7@(pDV+vT)7kE1kr{=;^TR#_{CZYu0!v4pr$?2XW#LfnBd$461#a4A z{g$2}*T6e+lqam;fn@yLRj-DZ>dUZFw9X?^;-X>ky{o5y*TI{N;;R~mDjN7BfmVKk z>W&UpyaquOQ^b54j%$4edUbu~OQw$fD~-K$KtS9QkbT{J6;#G_kMQ)LG3sly7OE+^ ze3Ml2lgDk<>aD-kL0c;r2%?SoYmctqWnL)eTi&Np8x?9}mSH5B#~SM|g^|84U9hkV zz@XEh!H_INvpx#2-?G(unj(B3ecRICRr0&vRXY41G65=r^-U(_iOO;;hAI6YdxIxu zw1>20OjY%NlIGlQsMJ*7xLPwv1iX-5nj5G8F$F;Ao4hq*1pUVM3Yy8LH`gdcnU`l* zDAgZ+1N;M6+V!L54oSb*ku$yO!5k6beQLoxA#vH+9#;^jwVjOhS?I7Vx}#wT`TildzO5)wTi_jaHxMsP6yvK`O~CqZZr?{46$YD9|5PEB0Vbq2_%#*QI4T zg#ODT!fLj-bO<012fo8Pa{@;#*taQ#deiU$;C#dB;iHuJrAuJl~TvXX{(J}C1jXU%L z0e;N6s)2E6xBEHdsNkcv`5~(L8`H^U8^yg_IYfdIn)r^{KvK(~k-W^Ltiiy%#cL$Z`}q~x|8khN zkv28_sgJl1k{|7gz-9V|ct}vwpj}x`Pd}sM?gA54exq?o_#A?R`rra)K&kWlxT}Kj(_Ws(zNJ}MzJ`cga8kkN1Rcci`=}Og%kYq>-*xkz zhwK+O^F6ncGA2Sx`Rdgx?>q>RqqAjb#~0Vihc9+yYg+OECqx_KY|^q}7hiR1bEU&V z;RyzuyO!(AQN4Mg+d~hUG1?_`RVbmglM%oebP;zQytv-Cw6k8Iz* zrc#o4Z@F;x!58TZJ6(HboStH}Ef?9)|F*M{pU4s*Umc<0jGvl`_@6emoilSZe^A8M zp6CYoYldl0U)ky8$T2K}5h7}&gSfnwDITN2`_V<>3?r? z+fs)F*_~CS8XJUEf*W&wDimn8JfwsSRP4RtU}n><8cqt`QZ~&%Cje8Y z$;iE5Nuc8Wdh15VP)mb{T+WNwxR5?;=gbDY3o|Ga7*oEwS94d&Uf0OE+<3DmmE{;Rlm+Ek=cUnmJ`)Tj@=~gm=CQGhGrxvK0t|hc z3c#o5wPsB3Qm}w9O$pQ#ixno;sC9^PIj6vHQgtbE!ZAP4)%73Y=YzN!9ys;SXckrR zls~!J^xN8y@Gcc&uI-WK8!ob#7*39tr-Oq^CB&bqjs7ogRy@Pt16842yiauRI-OfU zw&r%k5z`dz$@QS;^Y6RKX_wLXu6ys+tVb8$#Ee6$I3o%?@<9Nfq z*J7v8GdnTYsg7!{3@9ywA!qbeL1b5kxZ5w^(8T>N5hVuQKn;9J*(ZRDhVLTIS!{@; zAVZEFZ+2-L5n{BJ;`}$c1;xBZS>aPvNbSln+l;@J!LJ@rE!)+XV4`HKe?!0TiCpBJ zHMRD-72ewDJSJ+{dXr|F*1`_?z60R66{5IMAE}-&_XjqVinFuk*V{QNJ=Y_gIZ2K( zu6)(|;y!_Ypvy&WAgEWBL;pZgf?iz)m=Xut9&L~QaFC#;4$$K`L%#PgF^{{k%TSET zDo7iot8ld}9>fCbQr`Tj4FV&bp`b6BJM>8m{u{k%sV(O}IQnH0fx6q*wF|C6D=(Lq zUpi(ei((2H;>9aCO=j13abg%k{9CkK)^~iTt^_F*Zpmucq7H+W^7sRoF<$X#lH><` zrZ}=QT1{uWIyj!)-VB}#Akhl6@=8Yulx^>?t!!XmKK{?>M=QkZo6GwGa(ZS&CI!jP z`NyXyH4TI&%wv7R<>q9+sN&BHK;Y21IHw>Q{;{+a!WTO(Q)tY>d)o2ZHR;2)rs{qC z4}KT^hK77=F{GAy^c#Oa^|kyrywN&IZ0dm4cX6WEtU||=8ilhcc{FbZyga%*F4thV z6|#+E*>k@uA6x=7hG5lEU<)g^(P2-`EHaX5nc%y@VVNfD?!`IMuC!J6FmYMu#%)I) zwG26%8?KHqvzxNjR*Ms}dMh$tAvY&=N`r|t-ueMgjj0R$fg_bA7yhjkS>8x$mQ7H8 zxBoIh^>|iJMr^Zn!>2atmV^O2^eEiedu`Tlg@q+Ww~KQX_0b3~*f$*+mvw6HXzmbU zG%kVVkfVi#CxLtW-$mF#JlvLbxG`5t%!?A915`Av#y{c_D%+T3s~3jUbtR)R|1ARk z@5#CfVcBm34w4TD$w=6H&n2~PvsSIhQPf>g@7Fui*r6&mw3l*(a@0C&0^HhU-*n%> z>J>hfVYreSbhHXI(Cd8o>w`b7@Bt4_+nAsWG+~B zxc@2YXa-%Ee4q3Fzb$#fZrnBex+|02d%2rO29Tgkz4@7KeIUx_6S2`B=dzp~YAT*^ zAW7F$g5^z!j8c)0w5Rv1W0<*b<^Z2kl{zz~JC{661gfSW#6S5hqk7v`wLqEj^S^R_ zA2t{N8p>c>FD;zDtgW#*5-2zjSk{eoOLccwyfzb-8?Xx(lzqda(pwhSG<#= zHRsR8n7+?2vYtBJxoG^W20FP}j7?#;GX_kBT-lu-1T3tTHqApwzEh1e#X9Jx%*)jt zi%X|>OuMEu?PaNVEM|$~EQ~z-&y1Fiab0Q&N1k#>n!*O%ngVrF2!S~F-TWweJ&LVa z&0+y56)#Jw-zP7Ri&}6Z!DdJzL?)2r{1@3Lt;p~eM(S>4HIGTQ@>A|ehb`!@ zg6z2){mW&8+Ykv`xtU4&xII>^mSnVlNAFjuK1(~+UrFwtZPQ{TN(r?QR$_t2cexdI zxe<2u$%{%VSnMKUc3+krFsYvMVWMn@`D@o?|HU@;zH!2(j%eqlr{C;LQN6M-d|?vp42YD>bkVO#oA7AJV=d?N;X6P7 zJh41$GzJS=KC**dMy}1BHcFv@vYbnLUB^SQNndzle3NK(E95;{L(}La50wvLg%x_` z72ztBkGxu?BYx^(v)%^1xhCIAxrpgKP2tgRNXwgxBv z`0`2~Ilvm(*yqJ?Io?KO8{i-cnxCL8-Nrhrx8}TWUH~6$jF(Inp+#?zC@;BVT1*r` zSFmXZo0<8Q0TzG>VUW`a&LG%yoe|SeaO&SWV7_*U2&u4sp~j~UKb9s<@bz0B+%ltiA zt0csZPgfuQD`*TExvek&gPxF&hxiJ3OEDh$dGHYbP%^L7(PRy$2=`aKObgcTbw_@2 zs^t03nYST4@9f-#0EcY<%Yd4;ul@hU^Ql@gtVeK70Sgv6yXyB{rs}s#nY6sId6{IW zIV|Uvor7R!N|YU2K4D#O8dCCIkpiXG>*QVS5H^!kwthaThgV*p2q!OzqpLLsEJOQz zx>ecnH?Yor&*@Hdo(s8VbCZ+hrvDiU`QWBtsjuMT9W5bLQ;ZRF?VD*+9*0qP%qrY2 ziY4i{Z7{DeQ|nw1Af_tpjmo=cKxsgHL;x=Kajy7f?&$FF`z~{kQ`3Qrkl*pg%YbVA ze3Q$3lboz9O6DYm`v!9V#RSZjf!!+@zI}Xo@v`d;8fg9xxoX$-ERiu= zEkFlhUVywp3MQ{juDrRJT|Cx+!4PX@fB#%1jsE@LOYz_n?*sm;(Gc%ssQ$YkE|_V% zQQFs0)1M`I1L8;0G47;~amJd)6uFTdL&~+oi=OHx8Fp{|%pGX)kOi?`0(|tdHo@TT z>o>)hc$wrBkVe&cw#T$Ac27}e8{bLRM^Ay?w8S%%lYBaas|HlyzDnA>n}9pg8rb^t z^WoJp`kzamPm1u$SIGH;SnnYWvHgdBcUSWqIYRTn>%#N$d;arRBUU(+B679!LBjX6 z_a_Hed#xr?mxd~t$bq{H@w+gw3#jTykJu^a<@7|041;P`-aXe&`L9^i?ulO}s$rY` zGA#HU0}rv+bOiHAlMKUwa@~`vH^aoQ-!v~`JO8*RuN~LJ1D&45-FKAVdLMfz?b@yD zg#yHOVPRSo$hYv2QM$jQTp?G-ATFt(!tvz~8Q0?op|K-oT(woAoQ?Y|7)TI*yV><^vl7F!Q?%E33+tXui3_YQYiJ^rW6Gavl z#~M8hxa#$U!(mjnJ;w(E8*(XeG&(`V{1N}h+k3_}wME~e*svgAN2Dpe_g?i#k*@R( zN|W9}0s(|0iZtmRRC-J35UPks2}KAHAOWO=76MX2fKcuZc;5Zr_ul8bzXX4YYp=am znPbj1=9r1bMe+u`4W!R`#abV74 zSReh&?RrbdixqElWAq1QyVmV&{)sjB9FuojPPOh#DkYhmtT5cFn4&c%gdSy9arn>a zdnNnU`Zoq1pDHWP)QnHq~?JJGHeWI^`;SU^WO_ zUJqyz@32X`{|-U70h-u~3&(Lx`!``sN;km=h@1i*NW(vhZZV;-m4b}r+c|rRjWK}I z{rkX~LXtT4iuGFfOrsAEn24H5CLR*goggzy}l&RU}J zaLDA@8zkdpSEwc2t%13S(9*t_@!HG073D=m=kNt`J-j-0>v3rZI z;*AK}4^!B?02(c|U>nSl@(O2XXJ3vz*^6Bv1fLMtJQo2$!?GWpfR>)+mqK}bvG>7_ zgGZ5{udjG{MyF3u%p?Aq6`HW;{!i|9Dky_)T10XF6I| zS?ORpuK3Yz<}<4A;Ct{hnr?+8r~G4fzx9Ca#qelzy z=S7xVnF2Eg?v8rJ_Ek*ljvnc4cNGg;6g0>`QQ18S>AS6)(&YAJ`jV0JA2&K9HTTxH zr-HVpf7rls+%Q53C9^v}Gpf5(R%RdPoAQcwg<6YBNvXZK^KrjOSV}7;>6LWT34c1T z3iA%Kgi0SEO~M3%;ysmfIas~y4kbs6wLE^qr5%Hk)?1dUMP)q1BqbSOBSnk#95ISi0OZ0fdm*YgC2`ifm z1(bY`0ewg8++QtUsa;HW91F8e_3vpEO1;hnkz{Bwu_K)Y9oQid)I~<(;^Np-h~K`2 z$QGvbEPlr>;k^#(gLs=X0s@FN>%NQiLD>4`XtzM?gbpw~nQtd^Nmj+;^8XaDhE>Fj zk@ejrP2eo2`J@o?u0WHS6*b5gzrKWVQP*bO(u;SLfqGfASi1VPuPsN~g{@yyio|sa zvJB0&0N%pqO~=PAE>u4E=!iG}70Qw{%)d;<$hNUIzYvgRGs)Jtt{UKApVJHE5Qd9oZZxV-7}8CPorj$qU-xx$|KOHeg~7rwXIb z9T|sLU%9cyZ3H!L*%7TQnD1o6dXJu@zhM76!ldUynm!DSNq`i}6!Cdx7> zDelFebZ&Vnj1Idfk40jg3u<8(kF*rvIA`D9wq`4k(Di0NS0#3suO7`z*q2ZlbyuWZ z`X&;1zLFEt8ECNx6q?aM_`acSiCOt0s~u!Adt|K6v8WR^Pmz4@ZSl)muB-^ zXrtH3rsc~Mslo3vz1Pm4)cuboK@xjbOD66w8YO=imTi4AkaV=O|Nep2S~Ip=@}1`6 z~r9vpQAfs5KOQ1 zSIImtu_U>fB<$BOYMk&t6*b$$$QQQMEXnoyLsDb!ee`i*NUW#u^a%CCEi$z1 z9OZUwWiE|721Euj@)EpUzQD!_jcZ?bEO)-rMBEsNe(|5Y?TYyZh=x@A!NIfr1du7F zI|3?th{^4aTkjkb+Hy{T8`km!B4MMDq!pjoO~+tM zf@Hk*K;?GaC6x!adcdar10RQFpI)MIiECH->e$#Z5^4jmbw(b*x}~BH6YoCD)gO4X zgj{53;#xA7a5@cJ0baZuy6=sZm;GCd0OG)oyu@A~i~?yU8fh&>zrauK%?Ryo9cNdn zoOHDm(#}rGHL1-yJ{k&6>Pj1`(w;y5*JPSAo~gvptF0u#I(O?$`S6pIK*CE}j&dj6 zgD*@amAccFHZsl8?^si4?WK}cv6ByOO3DVA{`>R_f4uFIdoZBwtKtUe|0>Da6Qu0x zPreHro}cnx%32ZTZS}H{>FPUNg&uR`rdu+O=M|2_0D0M6?=-(Q;?!Iskai&<1SZwm z2=yNmJ0TU{3EHFye(~?#t4hu|u{J_LTMB1w-fpG&+l}8+Hl4}*3hOr`yUIF5j zOPT4j*J!og&VfT2eYdmK&xodO;XZFg?^ha9y@T0U^?HQq*7CSJ3zoR$$S{}YT?7OJ) zt48@}%~nmJT=aSiVOna9bb4CR+;eT6H@q}0zC^M#{4N*UL|pqwZAaD{N1M_Gh$7)( ziSC_=l5f_2f$$pDJ7=sLvNH23EjRI98?S!3dnihl=vT($IBA>vj`^9h1M{@^%5x>z z5rX-KqlJtEy7_1pRCZYkMuK81cT|WLYxJTi%7eG#t02{K-;euo9oF13J`a`in{GPPxdjxo94g#EAmC}Tc^)YYO?J=HeQ7Rk8|fowMB%iB za)?fR>Cuu;Hb&^2W%K|wJ*g|cw#dtQNct%dd2L#*eAjC3PS-j^Plz$e6AH5iaKcWg zC_@$RQ+m8`jL?V1NPeG&tUK@O?#G34eir=5YGT(6shaF>Fh9DNA~Wyy}HH0PK{_q*cTb#0MUq*t;smfGZ*UHWImV9Ptl@Z zcerw^x{P`GF&VjBKq8`{H7!bS-Cf~B54C;{*S#6d4rVxKw--9&<9k`z^@zTYlH<`u zdD-fD>ziuNTyVS%0mZ+-K%VWy$xPt1g}?LHTfFIe;Qa$}(87*nEr%-sso+Bc#4e>K zn_4f-Lu~(QvGGZxrNmv}h~)^db{^sIx11g|R#Q`#E>2jZdTu~h_++iMekd+X;1dzM zrF~YH*0fHKa8%4sEi&-?(HTU9SR}18c4^LMcRo0O)Qj*P zQV3eQBDb+h>DYXi4#*ysr>%cEUVHfXbUIWhU-E06SuZJ$myM2}x(}MJEv zo}gq>qNKS-lR5zu)+^?6P3jDkIO}T&CdwKhFt=!I4~lEUe$iZj*DPmg`*XN#jI&pJ z_ypkWRok_aQxXF<@UrQ@mID6t4@TK zz9N#AT@nI1CwcONe*<9c29j}xs9(9H&1(jo~OS4$~C7JDo>aX(CpH-a~ zJ1=oKEBiFs3AO^hhc=c(4ha&qV~28r_sOCY_1`}D_hz)lfiT#kMx328Tr~d3weHG# z_i5HX5Dd^1(SsD$H(hf?dl+lK*y>K}WaKXzf1ot*B5m{VO5`ZLU&l!#^ZS@sD!A~= z*N8OTfMN^WXGtBqe7yP1+S;6Wlr@X#kDG&c?YbgaO2k0jO(L4I=6Q4X{3W@7lv(9s&^?H2W^cVVLjW^)x%6CgjPuv_ zw=DpbAuL9AS1+Bj)C0(wdnlm5Uw;I85)IbS6$5Lc|9IG`{dv`rKQ_7*RFu{kS+D6n z`}p*2jNQn_iA8K^0tb9g49f(DHkyC0dZ(!jmdwRd-sNr1p(_PA;s1D`f%s&aaK2|* zA8oj!|LG6_LvPd+rLTYN&%>-O@K!AoP>Fp!!1$=gLn1maqU1@ECrwhA>I2#83~r38 zaUC36;3=1wxxdcb_N;|^M&QHC;$`kiix$ckXnhuhQuBw;NYr@DgB-p^@%DFri8r~x zNt(A`S$K!JV`u7e)iiU<-qnl+4_D4RN+tW$6srK06MQh<9_;AZpsp8ftA=<85tj;5 zhN5rb*m8Qq28|^gxvw)e{p7TG+A5Hdc5Ex)@S0XzL)<3W~_H%atw|wRC@!|_!$W6)9 z8VaPhhi)xRnZ{QEvRPRznz7hy?a1s|ekq(9RmzoA#mvRZk4r|HtCEDOkGIoCgcD)Q zw%U^#+4FG@T>IS!jMy)3E`;!D`>JA9z@_$pWep@rN2@q}m zN9P@@Zf|iHhoj>GD^0PP-qyzK7o1+X_eU8EnygIgZY6e_OtdJc4ET(uMpkj}#SowF zkX+6^KkOPrTbv_Qn)=1~9oDvl*BYAd5iGR0$=TN0CQj&}aW=sIp|@fGCvc#y$c%z> z!+0)JTl|sRYoO?7vp_Q?qy1g4y8GEXaqos4_J{7Df$@Q64h! zN!aaL_IB`Bv#(V3pM|H{gmq~nWO-5mTcMUf3q8>L;|zFY5%XqBUOyvO#SMw&Kk&Pu z<#VzLZ|Exy|I*nWUGrtv`RNKIVwOd@U|u)VKYxUL-e>H+5u>l0t=u!YmSEzFd za?nWl97$jX2=At|uW(3T3UcP6Usnn5jVNML2eO@Tfw4-fl_tMl2Xc$}@^MRZ8zj6` zk&O-B+cang7nv0{Tlem%jP-10ym)%Y^18PfCDhVQ*HRY9?Trct_RboEn=Z1+eE`ft{Q4;x_p8oBfPbL1`O%mQOCplRfet9v3Z9%vyg^P%1uZFAyR+!EQ zKktk6itI_|w-uk9Hf2U=2%`ZLUMk^xgKhqSa%_a?C1k-ThAnbJ;kERi3KGt^pvzFR%Iub3fC zu@hPBFPqw-7v8koK7}M`^5R- zLXSl(=hw}He;cGfIO^?QxcQ6Y$irCvy4imDck4USTHzE%UE&1|r^PRT|LPR=<6ZfK z7*9o8b{)H`;%!ZB(I4xc;sw>Zc+#iEQ!M-g6oc^?yZ1yMH?%S-TlHpD7tcBKAs;DY zfYiQ5WM~5Q)Ru?;&Ti=2mydmSkK*1gLkw()kbo0^9~6o?e0YS_15;{k601eNSfZOzMBRiHip9I z?)mqLYeskv0hG)Bgd&=w@mE8mi_h(!L|03a-w}yS5jZ=Z6ZXIZ46Fwc~Fz$L$AKQJ`Y}^jmnEp+fufpTEcoX1ywP1>W0h;#2(z;0 z|02+8@8;PP_7ZFwJ~P`Tzgqj{UZM?1Q@QJL2-D5y#F#yGr?$p?x7U4fqjM+Reyw20 zF$-dZWUmgWCJvr&b|}H5#J5u2#a~TkYPdr(yk(CXn;~4W0QGy$ovDN}KbGiWT!MH& zvF@Sa(bpgPKxx4X>Z-?A%scJ50wSs5H$^WJ z0>@?{%&+#|clz9$%<=7%PEyEOD6~g*`lT4Tr5Jan8aK&3mhq&1S0RilTSh%8;b)+JX0 zFzT%b-LwZoP7-#_8)w}J5z}V&<$2%KSU!(R0TRt73`*}0xOyW!mpf&GLf39M&5^iH<+I9fG;2uPxwCh7oPcxJXBo!wdafjNv}-Ep~sb(2SR zMBOO?F?Rp{fQ^K3oUm3r$`ut&UUm<5deL-+S^}~LBqVC8;4JhwqFvt&~irLC;L3a>{lj&MpTA1wk@Lu*HlWs zLF)%;F4(k<7q3tJDDZU+>eWW2(QInAb`4@TsmVnC9`DcFTq2a+?z91Bw=SO^m0#BE zfPW+iL{f(*T^jEPq_rufRhucA#Y(REAyY>r| zdS$&w6wd2j|Mvz}HUaWn2rB!}ba&pDsIKS?J)lmQc-mvr=ISIddh~2JVhShi*6N@d z)~&{DTVP2;MtOET@06K#$!}ED$Nj5v+n+eMp#~u}tVBhJ`Q38OO%e5mwzGE=l5|eu zp?=%MglkcF-YXAFH9z8Y+Vu#pDbWXUA|jogMVR;~da{APN!QVc2V5OuHa!l7>9neO z8WYqj&ORX@q$6HAfJXp(aHs05Q8Gb>^m-L)YnPnYEc3v~bKC>pXk%{2zve!xk1 z^MEhmXAf`Axqqjb?(&ILcYw{`*N-%j8*rYQII_oWdp|5S+`J-IOkyO_QlI6bIu_qi zjv9TaM(M}AtbRyMdLZD^SiO%N5{`%rl%n;GzuNMO{k+wq$7eLq^bfC?fviVS=D9n7 zSJyPHxT^LdG$7NCo_X-EIsEl;KzVR=eeIt8_JHT3ez$tTf^!sSGlxv{W~Y#UvU)+W zFuH^DQx{*;^bK^vbwbVTO-J3cTR*1Yg*ZJimHSq0v#;FTxBDXPBbm{av$6af!8x~* zSobkfi22%_qI> z(|r>Q)Rii_r}bRyd1zCXM*}kKgJY1Qe^+K@<=@U*xy+BVOO@Gi+>&YP_TQ_>+#2@L zHN5Wh?Vod}#Bj3o-*ZSIm(9;3^PUF{FN=8nf|_+=yBDLL4oKhWIwi^i&mpS2!@EVF z;Cyo`!VHzyN|oXXQG#F1o}zd!W5oIUbRIvxEeD)^&}{d@T}AV}0Z9P~g~eK@ZYMwRnkYq3_*5%>qS~z?z3Nd zp_s+?9)x1RxT_SM2J(O)!MpR747{vo(?;+Tsz%pPMtvpuB|=wRE_xD8)oUzu?YmLt z!%V_Jzy9ohD--B&18KjqdSHfd@oexiAg)8?Mle2bu)@dqr6IHbrYhO5zeA$yuAw4~ z*5qqQ7#dOJT)074a5WryL`NA8G;(&G4XhwIJfQ9cx6FhKA`e^7{hla7D5JTV-4kFi z`S?EzNM;28HcQ&BLsl5pN7mf!UmVe7S0!Zo*vYxz_;1A9{MTfN-QQj+x0}bLskCQTmvZ>AFH6JlR{(OeWt>JDa|)+`mm2C-uA)5<;)eT+W-ASs=sgC zI=pG#z+oyJJc3MCxAmn;5_;)D!U(5V!G9C5LW8HJf4Gsgo-T7r>rU67)8Rk;3F6G+ zlj#aZD@Xh`k-9lyY-evDaR1TSVkG@0^~}j4OHGQOVvp8gfIl1*;=KOo|J#Ph_eRh( zKRXPkn5FdIIg;t!Uq=*Zqvrf+D1xk7$NM9Y-s2&h+*2v6TJYaW1Q-hSzZt_HwEz`i z^KqzpUHP2CEE&IH)XcGOS}$ZDs7Pomd_8w%$$v1w0s#sS4`0@Yg6`JV*X!EbbF>_c zLJJ}yA_{ER+fITS=VN3zQ{Y3%e5T7;8-YuSNBiSl^2!0bYjL&^pmgd%pS^tbhYd!c zS4Kg1aPf!Yn)s{?U#-7}1z34o_x?{hkv6r$VFlX$(II#vz!KrfTahE}!+iwsW8{Z- zWFv9JU0kj};4H-s>5QcH7!O5YfkJ#c`<0bKpaHM!r>Hs?ptLjW{qchK@xP}v6)!97 zwR@*Etv5zm?DraeGz#8mAq>YJjmP#3hEdBmTs)NvFe1ONh;y|ErA*<>WFNa;CJQ;q zX_0x`+Myj=`_ zW`0)3bTfO(cgJVk+Kx)v5*%{Kf?UZn1Gjoa{I$uxmEn&K+u9B{TNRR{Q-ZWeUe|3s(F4LV9{74*&YJ~rRrv2BJc+TbxPq($A8{)-%D-6QS0Aqb$cz2?(%TuI(e<^2X=|JJ+aC7Zh8dq|aqe~ncnE<+henhHC)xZp)m7wo4P3ln!Y0_bUGg8C5 z4+jGn1OK#h-=A^ZSst=QH+YOX#RYF48>sVEDiWNoHZ08?z{VU_{cF5NUZ^B>P{}x_ zFA22n%?SgfHmxO#mk(F`$+Et-2o=`VqU`b41XXG!!X^G+y(=%*%$D_ka|s=MIL~B= zu^5miuB{6T+P3+VE=9=tXW#1R%T&a4sxE3094lwY-u6d_w(ZaO)<>91 z3Xv%Q67@i=insFD$&7l`1QK4}BGl~Q<{iJQ%yITn*jMc0GJL|Fd_5y1U^Slu-a=Kv z@i~YvyJ0iPWXN*FAW$%DD|qPotEYrY?Qj`;ga;xQY;mbk-`n70F zD(ufcPHug)H4@UQ0l5ihAG(V*b>ep9^*%QKv;}L0W1!N+h%{**$D9qIocysaW58Oa zaM0o2>V^-}yk2(m$8F337P^tWxCIx0E>;dmW4*P#FiD2HMLh{J;ylo1PkpU|?8PcL zKen<=BVp;Bm6p(}A0HgQjesgf4hcmmQxYVzor<^cRY<8He-&9`M}!99OFfb1en~ke zhfAX&#k9+!*+B;@+!V(Ee^D0?IzMOX3bQr#=)7BcPSZL`-=KK4d7}>HiUAfoA8C-` z76CYY+x|jPO=sX_7-#|5vYcT1iy3g(QnqR9X0+Q5=jH7c?chcYU^58BIa%`5PlKGK zc78pDlkVwgK_*zZ7woZnbM)j@&%2+=N;J>4NbwVkT{c@S;GsQ#J-M8u9XNMe-#GPR zx5DveYzk=ultCR8WVmwMXL=|nb!H=VnT|fN#4Nw)W%K!c`@VKWnoXZub-y^~-`iTt zLE!dFG-c$%M++PZ#$#q){UxlL$(6+QCO_?JU?uC}keXpN%;EN+05o6< zE8T2JW;IrvfGXuBpv#%|+fIN^ky%WiBLGXgjXwBrb2K;0e=)7l%zH@b!hk)np!6%6 z6=Ud$YZ}8ffrVk{uwxjZmfo$0jc~Vjz zN%9UKpIk(r3ke!+_hqvMzWyA1ex2-F$Srrn(-MIP8~|jwo;jN>Kskp4zWya}&X3IM zF}WsSl|tTL1#In6X>U*8Y7+2WNQ%Pgmp}sm*;J79_is;O{kx>2vCj&p&DxNR^S5ux z)UO_pSy9z>A6ly!BFijDf^Tp3Zv!~+Kn(esVGj7GmEd9MX~sba`IR$^{`dmWQQ#W@ zvz*=m=nNTf57PBIB;?Fui#`S(j&wbE_!nwX-Z(>-|2LcYw#;t#&rD-uV@WWFX1Zvp zp{-H6u&r8}tiNY%a90$qNU7obms$b2x;0||V`2V3>vN<|d?nZeEe(;;JHIY6p{p&Y zf7H|`4DVajKYf0yPaad3Xv`|EkA8rxP>zal>K1D85oUse(}Iup;U8|Y*x^^N!)3H! zX&!+6PQG-{$jSgp)seZYT=?4Qe{4?wV~;8?EiJuPr=2SJC5m2Z=i{0%+P;cDF+aru zWB~nHk&+OkCB2ze3v3`trvL3Df4fWiu+?&QqR>*Y3+Vq`eERnPkAbPKt+eh+eo7^k zcR*t&4(#1SWB*x}zXpc%F*H^X`$YHe_zM5u80fw)%2D@UP|5B5dZGzn33zgr-!!Z_ zv%kcrnJ^syM|%yLAMbT3B+srdBxv)K${xeF2Ne|Z2rjMri?;Psz8MbKOCoTY>CKpw zqgrY!Nw7WHeJWs%zQ(!*6HWaAzPF_XzQjP4_X4xM@uAA2k&**rr9QQS$DwHuA$7EafU66%h%Wn(D)*LRNQ7E` z0SVGj-|ZWyqxuOf`XfivRh8X+pltSP71AOg3E(ytd4Jb8G}kZRzO60$!j4ckuKJ!S z=#8;`mQSzg^j7k@!j|1hCpb`jIihMY-6qEnq8hgT$D(u9*`~#Xsqd) zM$`t>K-?COS_v&sUf4oB3EXm%u+GG*NWNZxfzyfehuB|lhR zH|dyPTI!TeSg7S~@&&AsrdKAgQrn)9wu;TFnvQ6CA#mP^zgb8>(IpjX`_=*my(#iGj6ar@V z%)N&kje(`RB8sr^$0T7|Ho$Ip22NDAlm6s)E4RsP04`$o=3@mkd*ui4Pzz|ytQmrY zKlPF6zQCw$02bFce=>Y+#y6)2w(i=5tFzt5q(CA5By&IEHv>im4K8ENrmSP-$Xgfy zFk|U6%~$j5pHaLWoUfkO5AC56>p;3o6&BKDfJ$+)A840oo~6W)@N^om6XwEKkES4m zT>Q4HGL%OIWI?q{|Ju*R4O}yAmXp14ovfpC*|_CAS@R+59};!H`ruWLz`(vxDpSJ# z_bevXoP&|V0{_80)r4MPBYb{j)f>A=TA(gr5rx?xNBlgO!j)TA-LW;mze>z}Cu~Ql zKVN2i^BKUUmiOHmPVmrReFep;=0mFqU{^ zu2BuW{aZCe?p#JBe`8VLPA*gV`PVcSZ(iPATg4f+9q9Yaf1WnH`Y*@h6zk*+vWbE| zk)>}^OPRW@Kn{e#lNgipFJb3CiKqBz{1!hqQ`5P&y_SO?Gj)58%6#k>`g$TKZ1W2> zxM+3uhPM2^O>J3O$CTfUd2RFxtd1Hl!j1fWaUX;QJKOyjQeiT`q@nQVEw$bf0f1LV zQ$}y*>1K?|4MPKJ0hFeo-=tb0u;e}2SJ}mAibJ9GdZNE}Z>l~QAxcZER-N2x=#4Ip zxXoc8Q4&y!GISX!dJ#4q4pf#uDV1-k)<%p4ZAMz^x$rFQpQ8UM%j2z-RWI)LiHj+u zlo{^vl--Pndse$xtCYJ^3d8q&(H>pgdwYE%gL>FM01THnTVl0MzW8LkHeGkE6f%^? zGO#ie0AQn1-y@M3*2l)bPiqJ4!$Y9r4(@*l?4uKY+yXK1ske3gzsGyTiAy_F( z#7{4a1!?yVN(nuQ=j76cUMwDho{X5rPur|BEMB@Y5^T5s)!KUMIx;c?_KY6z;Xu<}Aul%Z=Lu zGEEj*ReTfFVN=-}DJ$Ep2E?^$ZT#Vcea@6vH5gxNS)PpdoJ>I=?#Zk)%*SBU?X&$G zvq7uHPc%<{hf(_iE+6b*Lpx|IVf2{sBLMxOPK8;%tB#X$1T+FatS+E`azxsxu{a>T zE(dW8I5&_nBH*UbxwlFw14QU`Y5a(8fb0nn%Bf55A~nP~Nb;P`)%j}mkRWV1(l;np zcIz3w6@V@_=}2K{^Dgi%+OU8vOkKnS^Ul}Yz5NoxhjEM)knn3+)rYPg6T1|SJ;aUx zV=LBQGbm4VMkZ*>PaOG;Ng?d$K*U+<;Bhg}g>Hz?m~kP_bLL>IephncI9B5Xk#p>w z?vMk-V<2F{R6TKnG?PYa(z-+jWf9hsz@lz(0u0*n1BIYKAm+u)svTaM*0S3e^AiHWkXdQ^B6z?MaTDP+pmrORC;JLB#CN4x0 zf?ymZAX~}j0r;Ygr=12}_bMB9O$O`@gtR(l2uS3++!*PSA=@nAX+{GFWj31AKrUEp zx~New0E!AH2vRhb+v!L>l<23-3@I9kDR0ENLL8XE@t;Z8Nq4vR48BISmc#N+``1lv z;*<)cpu+>(w4)%to**19N@SpD(Z83gP!t4V1Z??eAQXTz>r1XMO!8{L(%Z|7lD~-r zz)@U1qL%&hO~c$^cLwmTW@-V4UIJvEHni=jJouJU0$t(s_R_r~d13)U=E67kuK?!| zu?MVRb014w7KXkDTXh8B7aqyTa~kc(aU$-Jf-WP8B^gtomCcE!$DIOeaNkV#Z5c zwx1xIF?_AJ{6vi&q4;A*vpgrRd}2VqcLev zR*hIou|Raet%h&cqU*R(w%)f=%hz*Kr;Y`iyt@UrJg&N~+}o6wr{bjS5F8&dC6nt` zQ8nGOrXdb)VJJsstkwCoV9oWByJgzDn^tO%6st-uqhuZ~J=@h6mcAUn`$-(df4e@* zW|v(ATD#O~#o+zx$tZ{|LljWDzyx;Vzp6Uq3_&uVPwK>UTCD*%1!K)bG)gk}?_o>X zdBZnx+|#PT71u2~0bRK{!Vi~4zOzwBdIBsm)uxpxb#`Q&S<`U!YeDm4gfb~ea0hD+UC$x}Be}F)M}VdBt~%>3PUK`}^w2ZD zKEcR58#vjyQLJ#;1a8KLRX~PkTEocm^?I#9R{6L(EGGVlu^fj3a%x>hO+VxJlt65l zy_z8E*M{Em!R?<-DuJ@`{MKTLBm@-!xWtHOwBg?ES}Bt zayH7X4$-N2L`$7mx1iiDceM&}cn@`4V7nX5Z*4MR^Xlym!S>_BE1IwfU$KhY*R}lc zho5?=54}er$a(^GlK06#;P%s9CrhFUo`uJ}C>Q|DdeEitr^&j0g<43ItT1$ia(Q$r z;dY`7u=$s+|L`GTNLzvm&Ees1t(57DNu)SpNv2}ZIG!f3U%o8XauJx%=gDw+kieiT z1@y{6-u5T?*R>jj>nVQZdq2)TK`+T0QUMFv(VTqS+N;Q=Qon_=Jho5Z+=ldrBv%aV z#V01ngrQV+aYA|(*@a7YZVRfdMAAoUbsunqBv_fY$Z=)pxT$1o*KdvlYWei`1Uz$*H~!<5is6%7-uH zk^$-w<05D@0vOKZLj^OL^9ap;nXH#M|~~6R~C-UeR=Y;`R)y z)|naJ99iBv`k>EKLX2y*;3DL^%u>8`jl7P@E4$v~p4uw08yUj?z?7GMTDV>1UGj2z z$i*`x(_pGT@flsz?f*%bF^u5?E4;r}Ajh%=Ssc_-A6RE+>KRtgpC1qXd?*L#h&i+?Z;V+6ESE`^TUXmLeGwK`D7TcJv$VCJ9Su%JSgALSmdWV|&ZADlh-WEX_pRffxIciA%Nw}vx&f3k?X*wxVFK0t2O*o z!^!{$G^On@zsnl{F-k}P?xB2Uzyu!!0yOxjl-pzI;N}|uqv)eR3vnvDZ%$^8ck3M| z$CeNbavO5neIiXc>V7k9DP~np0H{uzjTZ*|DTh(MBLI`*q?a?jY2J8OzS2KwgMkIzjuv@>_9?T`W-hMqi8`s1!R(-xe@%J^--nAzuIxGQ@^hs@IO~iB#WjXT8 zWDpT&*fIu^TgCPAK+Du{^ne|a%T_qvn=d^|*;3{bOSH}&gqn4ksMF!uTmk^}>}I;k ziuL|>?y|;e#U51NEccaa$jbuu-bz`hK*=&c& zg`tT>C78@^sV$Pf@50sg*12X#SwHR57*=y&J2L>6haMui8XK~}@e^|OXdg08lrdGS z%>+UKqaM#9zBp?SY`h)Gp#4C1OXu@Eg+~W7@ZidnzC-g!(lDX zc3CIpQNHeE(&V!`tzL$awEUhRjRIXKyH~=nSIU52)F~Er$i`F6Pmxf?!^QHeu^E`# z#b%(DeEpwJ*vBt=%+w~L4QR;()1*j&ssI}WJHcva^(ulX+ctMvSgp+~_EN5i3=wYI zOY!>Iu77$=2CL%zlfXGoellN3tSz~GzqH8%X?rieGQDpg?GZNK#e(D)sXq>Lfi;1TMb( zTm5RHF_(*+@sI8yY&js&gG|JI&!Fw&V@s$>UHjz5X#{TEky1KRh0vslyD50n*)O9=L<6`@TSQ zK|Yx3hjL-VUM>~3kI9?Lu4@=us_4Wpv)NaHS8C(3MJx}7Q`B^at$F0ObwGSLZn^B? z+dM8pISl2)w>faF=CDK)NHiBL*+~)frZ!>83pensVZ|XS3i~B-bD6J;dB)TP<bE*n%+QjBCw!slzGxNmi64Dcaq0b&^AD~b6pTD`#7@7NkG37v zH!Lqu=Zf)W(jttErK9&Br4OIGI+y3lWJrpus^_OI_|3v59G_-`H%uJ^MU)Z$)W-{yIhdV?dqqT~Crq81PGexJq6i`lMHDp|+j;5>_1XfL^=jEB(w^NC393uJq+} zNjCB^kqt_Xu~VA#c7$>KPPk?6qq*qoY3?HTlPmWVI5oumyo|$zr?5KhL7zwYG~_Zd zk8cmR0?&JR`&;jE$tbRDsy{UmF;dh-z0$8vJk^4FE+ovO_p>|vD? zAbMhg!|lMn=%tGarfvuIY7VI;u5*QJ%DruQ{Ti`m!Je&nDo|YzKed5t5Qct`@&|hP zb<+H>iEsr$Xbo#}0L0r`(=9`nxt>aVGUFfxG7M~MZ#^84?#EL1td{8K@TEw>fyb^u_!UA5x%x%JWHjOM>z0)btUAJ`>-L2ZQC zD&m-!N!GqJYQ^Tl=vJ7-RxYQ)&Z>&A(^dxyZ8Sb*_mJ}#2nvWl#p(uEYFj~k{P#Ul zofp2?xhtKI-@o}uW7yaDQ_JPsYgmt9_DHh)3B{Q0|1WL6^FWgdcBT z;32ZTE#HxTO?lBz=Qh##bKSUB==uFeS#*@e`=|%0Jsz4 zX~L|Tg2`olI{vEu;%b@apQMSe1ts)N^2eMZ3}MBwW^l=CLgQF<>}C%OGPd1@WAUf* z#<^LO{A0I)+L01X!DjQL&DIfow<*f3>W*$#gV-C{M3-`C)6vv*jbF>a5h~rEpZacB zAvVWh<(TOb2uC1rlsoXJ77T(=i0Gd8zUpne78_WwLseJMG8%S$H+kt+6c%hPimU{1 zsE0;@AGW{mZCpWxRYc9<+N`)RiH`FIsGDd1%qz+Zf;G^SnkMB)?#! zJ@`BQY21;-$P-yVluLcddt*@Z$b}qgR-B}9=T+x{waQE6@q?|bFIXD_wt6_Uw?Q$M zp-|YPDQ+TH%gxE!B=jBlZa!|2*kk1uZ*!tD6^;l8)t43xX0#5Jw%5!C8g~2Tf!qfR zQj*@Pc_ALjF-=mg$*}Q`c7qGkunqai1Ffa&d7_qpvx|+TRi)-GIA5pp2@-3uIpNp+;2aQ>Bwjv ze{=SWiocY-T?(C#%MeF+wc^}`7L^gTO*}`xz0;YiT9q=oit9_S&rGpg8Z_WG%7^oBt6Y(d#&1Nmj&a2g#NUmeuMEqfUnD7 zYHQVNM(s7F>FdOZgY)-)eFimVzeh!t9nsW zKc2;=Wme$qu#T1ZpB;&kml$QrU`D@u);^UZG&HVTlRxA&zjPLzXtk|S~->R7DqAhe+%_v^JbFLo_s zj6p&>1lSPL-e+I~ov51O&|<8RIEbMS+cD~ajS$&=0Kdecqa0aym}N_F<)Kv+z0kiD zVC>3FAK`MO+#Lg-Jo?8^xm-qvL?C9=oQBDj-gV45yEayKDXxW$jK zpFxOa9MNg_^Q={Wo6hfWF1h>bSNvC(n?_S-1xslT7R#>>%~g((>Qo(^>?7*F7SwCm z`#me`zVK}s0RrJ+j?lxt0USsQnE-JKZ2fcm(XswMkBXt{PtRYvJIBu$2Bu5MwY^J- zn9RaXH@9!@J@@s!X#cfzKYG0zg>Z_}bF>9Ptk1W+Jk;)Rt3Y6{)0;dC;Zym3?Ol!H zVIe8Am4I@RU8u{gUjBN$!Ec&?WgPI>w138{y^CB}P2yDLW)iD+e^@k>l?P;jX;4d% z*r_X7M+ut-J{>3+1MJqq*k>v)cS&*v zQ3gM3xm$CbOlNJzQ8mTN(d)!s4FQeK9=5PZ|UJ_RkKkp+#40>@T?14(gOX;mM{PoerbO!as?2fnFhZFPuAv@}jF&p2vl zJp_zNcQ{>mMxpms!`77Z!Eb;4ti}SM=)!JGdkX!ind&YdFRi)Ci>&iHug6an%^ssD zINolWRD+jVqBzVMW?N(`&PG|0A+h0}t2lem$CT|OtfV!aF@2egqL1zck*ITz*T}&e%|4j<=$Pgv*I*_kpiF#Tr}_sTlq3|umvg6K^~~YVtxTFu z8C!PX{WfKnIxpCCF4|F4iuS0CdYSAi-p2QR6RC|a5S|LP=GZNn%T8~ak2MDu?0N5*W9kb6RPecn*|?(E48>DA5f)q8y8lOI@l3Vvsx z?l6@uttBI@nfGzp(X})Fj{8;Uad9UCW?Bv;L(Xcd+{z>?Qls`RDfvCz9u>`(Omi-( ze4(mj*HhKD+A<=%Pq9&P`VKdh8`Dpxln|`DhpzdwoC#A;9%&*qSF;m>>YI8DK4Um$ z=KScFkQ$nBbAl?^mSW}cs6vRC;-6sj(3e|iDBi77=Wf}5vG`eRL4pcjlaXQcwYag9 zvuxi8rm1VHQ&{)KokIJpp7=@mr0=n;SauZe5vX2*;{77w{9@B;zMF`%Sko`Ga>tt3 z_@px@np_P%-d@Yzbi{U8!ml*;icL}P0BA3#PSZv&O%7*zh@U9jVwITh({^vTgF-C~ zObwjaeY@jxmoUG{xCR4%-{$;mef=l#C;VNOTnt3BKPIYt+u3#FfcNB2ypW)a<1Q}|6XOvi;)-u#3ZL&EfZKUA- zshG_v`9J$x4FS>O)aMv$Oq#Z7dlq-;WUvV{(Z(zGMf&XbqBZXW3LC7}9J6x|epzhi zV|(JbYl50i#M;D4=F&)S;4Y29%g5NuiEgK(jun1V73D0F!|2!Tn*MUhhv|0Y)uC7Y zecyH&m~vX*p0J*y)b?B}uY2>I;@QT-jp`BUQk`p{VsQ1_<7&%xJjpnp!N0xp$NNRo z=dufODNbT88hHyD<+t6(kj@t<40|F4`aWH=0)2zBY;LY@SlhFe65Zm$N#$6A^lY4{{_jw$mJ!QBKC#rmDY&%e_(={Iq_XNp^^Rwp<|*bol*ieZ78G zN^fmW^Ir`7PZ#fsO+Vx8B)PCZ`IG>GtpLY@ty})1buo|bBLg`9@4E|)-;oR;k~2ML59+o$Pl^L)vc1NjfXjGs-Lp@TjzIEB47 z2s={5^Yu#m4c)VZGm_Jq!Zl4_8E(67F{|=j^r4sE%RW{TeiTS)J29QEBi3}Dh&miX zKOw9T<`-M!xuad24n7W5@_5u!9mRUj2`Y8!Cuqf7Ni`ao>2wcU>P5*(;kB+=72)cL z)68i9=xfEz(?Zpb`O;eIOcxy~%{ibTT*@-N#cCJQnKRD>?&|p+_o>lms>jSw?mA9N zswyzpM>wB1syAxtT=Wig$*mJ&_xR{i_&Vl%+dqw(QNYT}(LjiED@!m27v>?fDOF{8qgB?UsK8iNa z)Buf8m|sYVo_FEaxb8vO%sS-N$=sOG6nZtDOr48aCwc;l{iYWrI+*~GaGjJ)>BZ-Z zo@p*w*%gM0xIaAFTh?ng@Vaak^&l+a1f#*y#>JHrPyB;^WvS6^8U;(zhC6d|t*CCV zY}_fwS>2ECRV+%;0v?p64$mH%4TJM5Zz7$$0x}q4J-x3X#Hn0s6RH#Z3u@<^henDz z?iH~aUxqEXb6aTa*qMlsRVSimQAsorw4(uAz78^d)t_7*6ZmSSpR;QsxCi1nugx(} zR25P{Ihr4Iy>xnyngors=W;!NxB7^0r}44=j0QW)$RN9(1rN12pS@BhY3EwUQ05sR z61f8HV&$$oYpLBw!}wljJE{!|xNUBUF&@>KOqekJ~-Dx6h*bXo}(sHdIP`OrfC=u({NgPLoP zZyKDu1A3amsdBx+`@uogZA`cUB8aAfOGcBo8{*1etes?Y=)iiJH~on($&9MXC-fNz z>2~#;As=EHndPdoN+844%Tib)uSss;)9_VH^l*3}l=4yi!vy{sl}ZL`Ft%hQAFWg2 zOLRa%C9Wm-P0*+I$CA9GX3oXHJ|{qcXX=Y@AT?bPN>Zs|h@!=dJi^Mx8AKKQ3PNcm9&4E{$7bAN|rq!`O)Lt%@ ztABHt79qmh8u$-oqz`x|A-;o!AepR%7X}J?yOeJ7&%QmE#dU&w1Lvw3k=@FoYOZI? zY&)&*h3;J!s~)*$2i0;O`ZW}T(5K8V2zn-=JZ>B)g>;vONh`^ShA448Y72<{Z_%yS zb*z_Ky7J6uAWXC(Y)5tGN3L5d!e`UGMKeJ!%|oF(O&GL1@&-tYp&)cM&-aLzX;DPL>`bru5%#u%6r-eeKE6l}RgH!URgQh|EYZZFr*+ApfVhu*^a5g&73r3)5#l~A%HvzS zt{yXQBtHB4GkGsacWnj%i5-|2I=pUI5#=8JvYh~Aj10=lBnA*+kB65|;V|XKfZ%5; zw_-f2H@v|3?U~S_KX&9wc$)`H!CL<~rRO0V;s7y39~qgE~dxTZY1a+Ov8xN48#1 z0uKTH+`wNC*qzpKTDo-$^$4{L9i|LYT~?Rwe%B1O!<@KGvrmA_l#}8F><-EEYD*MP zK+VVJQyK@0J(ywkQMxOy=TRY73-S|Lw<3za=9_u}veAr%sUFu?6J{H-`#Z-jo8km78Vwg_8Fz$%}nLPkzpW4WtsULv@>KQ_6l=Yl7KSD zp@Zk}@CuwLL(NQG#*x6`u;D<4ImZKjFDPE=6v$GXRDJ`fXaY!`%c_@=9W!Tg;a#)i z2Gqo;Ft0Xh1v#$uM$6Ud62&>s8%e1jRaHG|5EMD9q3!g+x(3`~Vsc7${5xl-RtcKe zw}(r#BrP(4b|L1X)WyaQ zwv;uH3)$&%CruMkjPoAeX+^wkX(-7gfp8N^cnbG#oubz)Jz~cSp>lpdnZ`u3BB0roo~4ME1v3ph^_ebJmm7lopJV zZJHC;)?yCqVSUFjOm-XPW50fOk8H#m@*gPpNJZL#vs6(>aR=2hp{(0tTG^xd>ArR` zc$}=_3%H<6Eo}ZdYU91>wTw?T%SpFWy3QDyH;m(aJOk9}I7a-kR=`%%X`3S@{1PYT zoh>F0^{#OptECO=>gH8s7#;SL30}m7RKgmUU9@xzCY%lLo8t5)vtz4s4Ifepox`4A zxWRK+nOhJ&jTV=%#X&*l1C`YhW2;8TY$oWuhWHnUA-%PiJ5rT*87MwW$_L)ZUcz-d zRt2JEa(Hm@8wt)n4N)SJxD7Ey)T3E+4v_ zLUCvvv*~24)=>zk_OXJ4u^AZIU#ApKlLzyfLOS`*guUkJ#@l!%<91q7;F^8Ta{l?H zKea%GB>)9oD7I;j? zx_(d1XgU$OTPI*(i@opqvJ@7fH47$XGr z3s_srtBOJw0FSd6h`0L?b&A2Y33eZzOfd0^fYa?!<3&7^($(En21i(h0p`&S1{&WT z98TNo7hz1v?BX*xrK7UQ|RUHel9FK&`Ai3^X>Me`h%zTV0+lD5J1 zAr#%wlp96O%AwG?rho(S;d>zN<oVeoihvy(Remp|_y+i!wjKi~^*<3!VmUQVl=T3*l=By&9Yy>E+>snO4_hc|3 zlrLC=3YrG_=@#+dpNw1uow#=ELEe#ebABUyhOncWhOmm#%wqMMpFgId+Lu7i)i@IL zp`$gCJ8f^d;3dt`81Q|4_l89StLOY;-)GQ@dYaGfYdo-Egg6KT3`TgI<9_I^w$FZr%@VGcp&(P~_g+Ry19_?K8R#+r}^A^D6_x9tYnJ z#{Cosq)P6A46R0|O1hl>9>24iAi&EBTt$h^+@O-rs|dlvU;m?KcyfGj_>7^J@Dt${ z74v;b6v@}RgSBvLjKi2(pu#Xqtuv2#3r-q@=41n&o^Q$(eDhbgrbsLvP-f z>@Pg0`c2f9%3LEOgQumL3c)6H!Gw6xK_y_3wAdoriX!4y0@XLk;Yw`>DKg!54g- zZHsNvoy#cym~$zIgWL7&0J;uQK+Ws4cSxJ0N!}a46b8OG^Xl#!=CCy)Reu?JvYj#% z3}blRqSi=U^kmVuyt1lPu=eR6b{`ud1h zpReKC^`N-@%a7xc5?Bew=1lN`{Lv?cbtPtQN7x%Kf^M@Di@BJh}ihmtVz_9XQb7+N;B};0?raJouqQQYKMKJ`ZP? z?;7{{#prmRrwH5Q=*jI4df*|eSrgOppD`NV&ikrP`j4d^bD^m`0JEPp42HJN*jjur z%z%N~8y>{6bRr1W2%tlrA=-F1Np>$%1m-qBtT3s7N*8eHN8VRSN*DT3i0w$ShclRG z7AJbbF-Ev|OI_B|K9rR;@fQ45MZC@$e1X$%-{Uk)cq-jag#jf_F?7<9aOdk!Cw+9m zT@b>00Pcvql>p$$x+9#rIbGEIJO0>J>EUMPbU9ex*U!%{zK^HsOE~YE=M4u`JespP z%OLctdp{RYcK}DYI;Lp>JMM0iFHV8%1rRBk#IvZ-V#MS0H~z8xyDxbI=Lc`~L9XI& z2Ts9Dza0lNCG^4xUd}{4t@Bk=EDiMH_8E|LP+Y&^ZfOix0&L^-uPmrM zo4ircg-?4Aqld z;(X3Lo;k=##MFYnKVje><1`BjZY4K(?D;ezrwtGmLaSP@9P(gnA8^kWta{2TcebGk zgfy`N`*U9KCoTY;o2w128v*+MTlu^!7rw`h4?nEbZ>~)9Zk8DbE5d%j#SPIzMxJ58 zoqsfbP zL2kDIc;PQGf^-%oEFQ0fAKH=TQO3oqx`aFkwgQTw|{JOLPg;8*4!7~6O zFAsMZo8|@V)W13CZm^ytQ=h-@ztBegf3bZ1kF%Kn{d=PX2P3M?t+3IDQfk`+CM56K zvfd@lS(q-kDlpQCMb{RYTUuIbLPx>#q-rm;n5p+)x;GCGH(9`%cO%x%I6dDui06GV zoaJ$7+y;tg3lE&*0eFwM=?yZ1(JPB^rmx-{l`|(+!~^gE65o%=M->>0c|P9O1z>!p z>p$fgyOp$r;U0ums&EEwbEwDuGBAU=?%bCN-d-A-%NW5i-PBhxhW>g9=f3$ttZx>v z#^slv)t$pxsTivc4uykZYh27sV76PVf8m;4pYpST+qr84Roc8Mu^()ibaLQ)8!FO~Hgl8Vo`$f^do~_ zG11IB8*Bk)T3L=x@-*5SHK8!j0O+#(UU`SdKxGnxL~f7{8g_w_P9uGXn45d&Is8|FGM0;pLaRWrXyLKJAQPVF%0gDfRIlQb0oJGP>H)N=HX&kr}ZSXdi&m%Z)BaL!LZDx3$I zqPZBrwqkS!v&%{RCc<87J?HKXLM`ncVR2NV-;Oo1lNjJo9A<>@+!k+odW6_<`8+=O z=y{jbC^M54tmua$l~f_(xYVF8pCAZNwJ z-4@p7bmR2HWh=p;CfwbneI{lCz4B-`B-bTES(JU95!l7QG&6&`iW#_fLff2Yo7^dj@{B%(rQH@8HCb&!Rs<)#3W2sRw8Szfb&B?HQ>!-#MfE#7>fu}(jVrbG^nby-ubiae-XnrHIv%lP2+B}E?Y2CYdCX+s)ouS3 zgwsJfmARi>L=6gTb+a=w0rj7X-&7Y;GOQ#|c#79M?R_E`amL3NNvP-IWZ7#U7Ha-! zjyl+4rJ%ecvvZzI_+Nm!=FDI2cxpQh-c-6 z0T&D+@dk+8cmYk&w(*s`lWlZdCjL}8w2$-1k6@HbTgyLakbTe^#n0aOjPr4MBP2E1 z%cJF!sX9s=y|&3BqN3cXvR9zkgwFrXsFq2hjrYkukl@pR{e!3&rIvqL$QO6R@d{@; zIUj!O4$no*nq{NIHwCVmZU!f&n+Ptd1dJ0v2v9%)lTA#`ABRHc9BLAK)MDYa{4H-2 z*Q9i(wGPCy{vOtXe^kjWD^pgjEO`7)d)EnzWtrTxGi`^)ZhFIoJ1dZ;3o`(A40(1V zApaxJEc9c1z}CaBvv87&hyPWMI7#;yaE66;^g1B6?3ck*eHL6~g|b)c0G~;~3hxdK zT#36D@6Ej$xcgJ#xksQqNkFH8D5xFHM?;X)1f*p~>;wx!Lu4fMSJ&8|QQ?6}#0H}l z63&>)nb;MP9%pP<1GL6$XFYPCBz|+VPba{@dnvU6b0qod(>$P&k{G|ZBKvtP|7mMU zH;Nwo6sG2`ykH}~i3bqOguj#yV2~30`kxbV^q*EKm8uWU0DL544*`VDa8)hDi0@ut z84)YO3vaBrKHEpy*K^TEyo|a~@S;V>LFkEdYX7;?1`F=HNNe9NhKTR5NGH0#ZZ1yGk(J*G$jcT30TCNpm6}(k5w9m zS)=G)FEE(pe72eQ`HvMxsnFY~>8vkXNLtu1cSF?sL}v+ak4Ctr;;3B>Qg^U>?F^R< zzS;ibC%fHR^1tT2qWU)`)q2Ov`6Yb1b4jEt)NC& zHznFF_n=4w@0&3j$`fFRd5CkdjD{|sNr29i0MNB((3SNM)>a(^*zlYJWw8Uu5wfpd z#T1F05NmQc5BVEoMc%E-7wH_yL8$?hgq%QK`uO_Kzbk6@wo0#u4T9tFB>7gYt#WEI zYhWK}v$GzjuNV^a)G3E}-(^<@KO4zEbIKAviCEgYF9N$p&d`Dcxl}t*-bV@1ch8{| zp$a~e1RMsSsVtkRDlah687uO{2YiuU^*R{Kqz)dTDc-xo=X3oyOg3qkzw84pmN(gO z1HzVo1(5pm_jey6fWj!~EjO>%SsSvSsQC>Qe0*9WA_or4bRGt?%A|^+dLTL3%*RntG$06lC-!u{m-KSE(O0@=ra5^G{ypkn>UK%?FIc~F6r1BiVJc)*YQW6%k`9Q zY$2sgGqhV55d38Ix1h!%0ocS`QSYapcV`uNU41Ol472`uyqU{8?O{vh_%ZR7Q+)vA zfB}C#k=GgXuHR6nC@3M!e@KJeh$?`))d+BT$rHPV6uOLrCfNZ)0SQlZqFmL`uU-a}aI8J$_?a;rPv@%@=*6&qOo5vLM z4c&R&!volYs(21os;Kgq0f-4ygpeHvwvU8v>3bB(UZAdfJ$)Jy*ux5b$YI!xMXsy);0CteV@FuwGn|rj%gBBCG%F=2r zCM98$>p5%xAbc&kv%fz{c(CV=u|Bu=+{Ih-00>&p%Ys{knzHQSXG7w!hdan4T{z7o z`a(gc{@nAfPR5g?*XIg49l1r&7ifNA##^%yZgu-b#>y-nkDtZli65|!UMIQF)TNjgJs97zPR{r9IBuUk2%Hv znquWoW3tZteZ|ncd`M6<=UdH+*eVOS*M4YDx{dmNJ7V92b0A{V4kQJZTsCT0R1WZz zK#-0hg9;b52QJN242k@GP+MM;Ud)|o#U6|oH-TZM=BK!DlkyT8t8@DRd?06WAtc2P zOLQ?5c1tk-0`=3hzI#fkMPRP!&tB}2^m0gKGmrMiq%@ZdPW>j`Q#va#a%=!lYJ+%> za=lT}i(y&eQP8D`SFh=USc2rfFk3M~MMBu)_Yy8JhmS3L^a1<;Bc%SRR4-~^73kT> zYwHn-FCN^9Q7PDd4hsu;ZMBb1v?zzD&G~V~uqwoE%tzN#5hL$CQ5|H!IIa>n|7xlZ z`sNO7{?D$ZA2pwDSmhtT;fL`El&z3r{qa-}L zr=OS!`ls;$$VIkt&AU%xU?xNyPAHSV{&vWY6$5skZEL<{B6E(c}(|SF7Cpb6; zDmqz4W*Ctt$*6-9vNr*Z=LG1`RWJT_l)c}8ymv671vEGdED@2JszPi;uB1hUchXy3 z_-<#4-9Fye6{_1khpMEVXX}78rh&%llnxZ;3|{8idYpCr<*uud943)nGoP!+&ATb0 zQOK#n6kc4+EQ3FO%I{~F5F2w0F<&f&fuJrX2CMze`NswU7Xb!%o}OxQYKkP*bae#u zV5Dp7v4#$ZT(w7uKW~#|#*x3U69yjMJS>u5|LhmYD1*?<=D%j>PcW7~`TYy>Ub;p7<#lkU_Rcbo%w;`gtj zH;VkRg+O-sZs>$iplP;Fm4v^re@p>_5H&*tnD>SdMD!tmh;BdRF59zxfOxSp`*FP~ zdI69LKz=!abFjMkvRTPGkfJFu3U6($hS~w%B~0>hTknkP(~Q>1#{b%6&;PWx_jl9- zflL5BYq6OjKtj>}kL63(`-DzYy&>izukFKe7-;5h8Va22MoXSI`_h z5H8U!*kTm-Ii>oorHAXTKUOv29BgD!1PydXbulC&nbXsu6cXSn7j2k=BAhg#!;5l6 zihQol5`vMuaYE$j?=adJ^S3^6um{df>#r1Gp%W)Y1sFBIoqsNhn0@r@xJW$E^B7^~ z)V^?1GdV8XWlMP@#^4pd{^`dAs7f_yz@|fnBl#JNck?)0O`265M9*3=P$KNB3P%^9 z$2Tw9@&u!+qQDwJ5;7)Z@pXrmmM4(`R`JU6FVecFyCY30Y^pXdIa?hR#8V@2)lL6C z5Ixzyojq(*UbrwhXFG*!v!I^cDzU5E*yE-$BB-%?Gc;P~8a- z?4sr@Xvu84eX&Y$(k4JnQIIfTJ=G+AnYU2me^YWJwx1ASqQuZ`1VUI^tvKov;p|A@ z$rRztm?i4^JqM0xZXP6_*%*TvN?ps#&5%XQ!p;xtVDKTc7a6>vh#ov_1|M0a;y?5J zsB@(v)KK$Jxr?HE1*v0k4c$Os?Hm6nu{GIjfQOlEAL|sk9M+c*XXXCrS5o7V z9#GiKgJ3NVU`#3xFz`vVCkA51G&I|OD??W{mrGyHXj!^;efA25pF(-7q&oz^D)TSO zJ>7P4OG)R9J?7&6K|Jnyd^L+8a#=hdgDTz2`wg~^Iwc03`uz0f`DkdRKnVN+Dt={gh9NtI%uR&A#Zk!Q3^JVF ze#-0g-*_J!*fcl>PDax8na!kV0Ca)C{w?cS=jgkxtES;P7&_t&%;MQK3Pd8_8SD<*gxv+nr8UAu8wqm{A>wETEMQGpiRWuWzbQ8|t`#fA0yAS8g zQ2#n6JOD$@FqaN<12#;TA(Qn{xgxp^KmkFTsDoh$ z_QQYOpg`hH@H7xd+eN{-fZBK65m0+?n3}bL?tUDEboy0`9fq{+hH|GZKoH^m%P0DA z=r$dPLM9KxL$A?*6z>~2>6L`mbN_g|f$m5!aF+4tAu?|d{ZYPrKdM>-5`rfJtlko-s!H-^{_FRlL!i5Z#dr`6&Q8;jOxhF>L;DPaPv&{Yl z2PX#bh``oES)wqL3M9lP+vUBrGnC@IgH&L!vYlH6L0BTFDK1nqf&s7PAqV=A92J_J z8PAAy$}**HEH0LaO5dsJ$1NZS{9`V0vFd}HoY0hlsj{Kn|o+=5Mpe_P(kDjjHsPQVlrRNI(` zE>$8FEkObnApp9POs z)&-}0d8@;E1JS1b*BZZJDz5?B-_%6N?5zu7*Nn`b_S!G-Q_lxX9G|>l2(mcJs#P3! zgTp7)8yIBYI%gPF#sQGXUo|f0poTX-+SW!amPV8 zsF+|^LnCdg*32msO7L`*aA%fjgGw#bBn+bG;sLBK4TW4Ky~&Kip=p$B-6-dQpy7Q@ z|DwJROeO+v=elBn_9+@PbKUcW0TgoM0vstpebARwubCX-fiZlMw)I?;rUIiO2jA7! z3a}Rv1GD3b@%Bc)l2MY8wJFYg+*C0N$J+^Lgc8ct!C^6o~ZnGJLQ zutm?oPE(+53^71JxGrh}l93ZQi#8)%a%6!es2EbO&-N|I$af~fpid3zf~4TH+|(A1 z_U|id{;1`HjR*kv1(a{A)I%*SNFbPR2f^P$1B#H;D>xQB!m;Clni$(Vw){se{s^D} zoV4E4`g_db!aQ`zpmS8koucA)TsQfrm>+JJ5#+7D`K`ZqI<5mkMe_o7#MZ-?QhLv4 zT3@`S)(pxNv+h8qB9C&B3Ulh*G%?uOeim7r>qraEfM-&R%cc*SBx@ z6efDqhdw+L9EwOYoSfD?DQDqUI9e?GAV(fupd=SS&ZtNpB%qWhAL{uK6VD(T3W2fq znW~O}WhD#o&GA+*q7Sm-{#KWi@&It}SLV4a2(w~Sl z#z!gagqtkw{*yf+>y)+9E{RQQJ9&=+ZxIUq?Z4UXk^jFM|DE&&tFaz*8a%z$1oT8$ zjkiqc*xK5TLzK7zYSNLH?Zb6j2%L#^VuwV4CU5`8au1KFjr_H8tGfIKOQmlCNfoXR z1Lyd*I7GSHnZWN~Y~C!LcFII|`4vuqXelg0zIhxqa2Zk!OW3xe&=}hUIZL}h0#aJe z9Tw}wRZGM+@*1qb%3ona1lnp=$pFj^@8*A1BtCKnShU**RP|1%b7)>>WZHv*t_HdB zIB-=apf4P$_wIwz8CSpI0i=lN01%_Jqk>0>hWE9Cbah)dPNYb~kZu}zK-(e***qpy z=*0~WUNsg@KKxuPnFvpk`SJHaH|YG>LsXw{xp;pt?6HyUFW&=l^P}E!ugc4%Dg$91 zeRb!PYV=B#aWf6eHJ#jF59UI1PjwfV z+a!AVh~~=cdz^GBf<4+l;}T;LDX#g&n2e0i?k+!*;y0=liQN-c{uV{N!AfbP+3{BE z!s=HsQ+2A;@ifQzS51#q|DUb&WD1+-cfhq=@jwd(=w;TS5`4}D**!5Pb3?c7y= z)X<@da`EY9bi6mCi5>d^6-Hlh&VSf5);m(!3dLsgnI>rWc4B;+X4FBINS-V9S-mb3rZ3HHU|=g!g^%ICMX%=e(Z?JNvFtfFeJ;21$K& z@;sZ%8Ws0#V4S{A>nex2F6RT;l4bG?3g(gzUHJx2ike*9>qpwl!O7})l&BT2LkHO1 z*LQ&ToF(Z9!NZG^*r{ikK<|o$Nz=Hn?x9F56mLjPIN3$4*R`OLMHf!<)?mRFt^Z!# zcla~omT#$G3@~3aNjd0ZQPlkKAYi-5>$t8({d;ozmz91t0S`99swZ@itposHncPiY z*8uMwt47NcDF7lN^{eEU#hzOu@vcf&!=foElVlCFNyk_ zC16f&m@t5n3zlMw`yUmGp9+k{BXW2@-w}b|jP(DP6gMqj0gmpw-U`D3fcm|8h=g`J z!K4SH@N2FPwHuan(Er+wkMEz3XVHSbv`3>%F#tR2!x=oo8KT*YJuN0vZd!cD7SI8M zC(L^QM>62LwSyhYL46)VRaZIGRR^ai1X+hDVLQygmv}5IwV=7l;OJ zs5jMq`&D3-;hUd`s8fYA<1R`=#$iY0C11_u>m$4W%nX&=egb_Cv~9#U5g@k-$*#4j zg;hcFn5q#70Us-APIz7-5ze|8NsVwUhz6j)787#hkRt>F96Zl;vR*-*sU-2cc;-Sm zFvf%d<=1S6cGD8(-Os9CTE%Q-_~L*m@m4}1;SrQ?xq(yADBatJ;TAJ!eg#1<^ONV| zE%&H>EG)zrzCEs16lm-xM$kh#8s)kjS%uNbz`@RTFO|(K)DCmb`@xwP2XE1=xd=@K zVCm&~2r_ucBY;ze2auTOu?ygpE<$hmemL1p>!#y9-T_JQY^*B35z^zRQ%^1wZn9d% zK!-Ny&0U5w-M(JJ)M}gA=|Mi8MjqPYL#?H(YFwwNlVD!N0USZ^fj=9)P>m1@k6Pzq zC|-#$l2p(=xM(Ugu7mB0i<-us!`Zf!Ilm%u)Y~t9lski<+C1(uMAiFH=eTNCo&N&# zEeTSNYeWz}$m61)X4vFnfym-K+Uk*w_Q(Ztk3mBz-qeB@aDsW|EI79&m0M9?iD-1F z?!#`uFj_^1-$c&e@(Q_!1YPeCJIKukP27@Wwx?t@9h{UE2F9FzCGP}rg;=t%jV$rWOu^*tIukj#CjCg##kLs+( z>^l&P1uTO!RJ-;43T)CD6g<%QBI#mOUZHB>h%33k0z-z4RfkY|Xj_s94g{n|Tvq_V zC!FB;KBP@CS7Jv#GPbo$Ii$ELc)0Z@WfGhDvL zzN*{lq&M+S>Jl6F+f;sZM*q4NPrio(9d>)iD-@4TZYwHUdu>Y5Ig0YDj>HSv^z6IA3VHtfe8N3wi988X-H< zn*0Uksz8Wv9~`>ha8#nA}F zqkw^CJD+;S@Aaz@Ic*$jX9ohO@wHXv8tEbjoAjHo9gG(X66Fj(1ifJ1DqZBzq;34g zbM~pc(2%3A!FQlV@}NB$0F<6b2Fz9rUTq2hC)uHkDXa$rmSi{p0!|HF#=Qcx^QhCp z`83_xWds!yL4yx!;lhwbe(q!U(U*;y%cY*bN1MoOl`e($m$VX>+^W9Y^|n!Cc$`e> zL})5(ZegsX5C~OV7m8H39hBg0m1#2(Y1YejcSapOiG)5)Q{1FHrKLY)_60w?v|BW{ zbYY*^D=iyOA(Wq)i_Do0Wo%y*HHyw|I1CLn4XyLCmr_TscpeW0k%t^g%g9R!A{)zQ zIB5}87j84lHP^h~$Arf$sB84T1p9nJp<9*I{UI2OV$DUGh|OD?cv5!O>(Iie-D9=M>ESvq5I8;`D%CrkrB)b*WBHirvjV~4gaYKP$%5>vRIWpV%95*@6 zjp&)9=4b2jvQ~6P^R}PCUP?DYFlF4~fjEZu)(O$4?2vG)!jHrIeg^ttxC|6Aeq8AL z(kIGz-og(o;^2d2UBKmzosY(KO18`ID&bVCv70N-z})j-?EqN9V@^jLM^$?* zXoMgf8k)^Z#6#goZm@7N^Ya^`9crpZu#?ISiY~JsoOlCNBGfcXnjVx>K^=POkF^Xi zA~92TIBJzpu#81B!~r8L1RBQI10r@x94Sj9VQYoZT>0t%$^|G7$U_8mqA{$xyBzn( zx^RLDm8*J;qHEc(W!(JU>?E%C>jltFuXVx7q{iosPbSAkjfpxP4@M%p)Vk3oA`wpi zLdk@4KTX5TkUYVfS%AdjZ>kGT@kGqH_$M$aO`ZpZS~W^8%R4KGf?XWB-l<{KO&21x zXp3ihFH8W3TBq^BtVZR*RDXN57-rqpV62r(P9}8Uy}Vs~0d`?S({{aTuwu<0psBDa ztvV+{`uIjjiI7yf}EkPIyq;^OVj{1M2wX>}C?isJ3TB3{a? z8!ARvec)NTVWQfK$&aon0CBmc^kPtIAuzth9HvdK>MU+uRFmk9x#mdm5w%8(kz2$T z_1C+#{N1DJizp&U;ij_eKpj+#{PY~7xD8#gxmGQM5yn|*omdQdaXIHJk021=SL52V2h5Y9wy}a^&|EQB zVB6E7)&(Sr%34sOS06Y7nuYFCtZ8+fEb3M@$?445OYzf}`4jn8FJ^wLoF5r2D*qtwwIWh;x-a zTXnQ8c@M*`YmTBD+-U{Wj|brlzr{PYoL`9ovP*1d_-SSy#aN3RH!7d8*%?6x^*eH8 zM{+srQI9l}7glUqJ#qZ}5QHFl77SgAEr^*(avbOq_C&qAnr-#>IW$+5*N|uuy|iC4 zhAsVACFW6Q%`acRe{(}GzgVZ!PscVac28%aVVKI#CHY1b5Z;prm7K*0#UBPwlOuyw*qypD%NaNCp^#S~q3kKuH2HhSUkRZ> zhD+AfPSS2N_cdbDQ@DvYA37e%xp73LRInq+W)o>F-F?vUg_Cu$eQ{Wfd8*LR>b@~~ zj%2bWMN;ID)n%4;Oka{*W$9ZviR4EvxlP}@8T6lC@+$tt)i3q6tyFeE`aBH8lohSy zD-_AciXLm=hMW#qZgO{ai1hP7O>-gg{2p3mvoLt z+!3PAtU1zh(u}-ZN}B%U-hr2xb>=Dx)|Xg4^zhYvS~|0G!lRSR?be0nlPBZLMVjVY z{oX^0)%3H_x`Z>ze%qoP4!x z%>N6WpXUQ==tGw(Mto+U`aSHN?@JwfF5CO#;w8i7Bu8>@OkYOmNXnHIR-3b_%K2&f zM2OTx+N`|r`)8bmhY8HxE{4bM_@~9FPYQQbuXWI5Gv$SE+|}#Lh&vR>;r`>%@rFpN!hEF|H+d+VuabMlH$MO|pp^j9kF z620H{Fx6Fq3g|1n$&+P^)TgyUMPY>ps-9#AILr4gJAPRqRu{sY87kSQvoJqYSQHw= z$#9WaW3DnrB_C@y=9Dd3EEyYYn&7y!6$lTl8Ot5$jhLxh{7W-CEvN9nF-^qO@q&tHu`k#sbm>mt$v$BbSCocdmZc7nz+*AIk5a9PW*PBcwbGVyQ`&B`kC#7 z2itvH?8qEq&d8al-}8<6IBJsk({A3pEbL z88qsN%kp}2Dn-85rbiSt47cBGUTS?>xp7%JIqQ;vOZLZMM4{gC-4Rv1HY}@WDe$z(8$K5O@ zD_yR}j@hE2_p~$0$HO4&!hXb&EE=U7^USuNqN|h)`wcBm#utl2j_l6|{c201y>;?w z-@bZsc7tS<`ZlTC=Msr7mKn0%w`j_3+GbS3-p#jjxK7kOvd--gldi@?{LOYZ_a689vfsH`l%Tn}zML~duYOhYmFMnl*>xA=-7YTK zdp^wm*2eQxt_NG;ZkKHDldkIMo80!5A*bVY0i|Y%7u{^v+{37;EM20Xh-a@w|7@Z^ zXJ5?Xo#``$UXThrze$2-TwgK#S;6$#x?$@W%VK$%w=qmLUT)vs)JooHJQ_7vTyZIPD4@J^H0U-Yp`^4 zdN&}v?1jnWwNJnJ(HB=ylA8B*Q4!`?Fm?$)U#>{!!mK)}Oov&hpwTz9DY!FTeJBz# z9$t`wxrpBBtd$jo7NkfKKIX+ZYF*{!I`)FMy9Rf)9-XaOHE1rKR>uj&vU3fNo*AM- zqjDo_XVKNK11c6_qy1E|0Be=*e_#76gIA^g5k-bFC>j*-7cdFn^vrL#0{KYn*WQ_D z_EBp3ocDBezXKqUS+Vg%lzGiqcTN6NY;nqmzBMcVsc7zTLGc#sBp?GBNUJFd!tpFN z!YM>rwvc(Kc934NeMgRU_kES10J>KNy`v31!WT0!A|pbf$QxQi%lkUsCUYfp-Oe%( z*2)t5lKiZ4T={d(bLUXiR>%bFyyuZK@ZO<(8QbO@8Y`zlE_bLpx8;bz*2VipF)F}0 zT<-QG9^Z05+X($?LmX{_insBstta83q~3aWw3>e^BUbJc`4Sx5P7DgX$cvoG3VNCS0?R5Fj3gxGzYuiGy+#rr6ZDJXF zy&;gmoc!Tl+^nm&70fGcPGSfKRfDE9(|m1$iz2_?Q?TF62|)4JIGd2C?fT6^(`oE# z3l?mP-hK_&sGIwfZ2KBkYHYaYko%qw5||`sx7;K$Ul$pjSkjlj-+x}O&KhP?Vz(PN z{v_>+sb)M(^N>B_QX)f+W&WARurBD1m|328xi8lH%c`yj^4TsKVbBSa{0@(X3*-dK zk8GaeW-{y77my_n6S@(1cCDK2|K+BQWu&)VPjA_9=8Fi})QFZS@+2~y6`@>2;Oz7O z1G!O4;WLhXu~jMc#HW7MQ8~5x%~$uSYA07W`5HeNKjr9fcX(?1hCA+sjs=bn^L82e zzkn-Y=~rixbH&ZczIsu5Oh=&f>*C;;$=I1UJ)Wyg^(O_r$-W{cOK073yj0$stvWqS zek}ae0ju$*KN%-S2zABFEjf-zf2<-*Y?3n#cynG5_QRU^w>vBiogz^C6#cxeov4a* zjFmiaSU_{DMe%$L1p+GNC1SX#GqrKwzcww->P-FIgRFK>&(_~;_q{d?gQ6dTR-5*< zDjQjxQQ_azsVg`Jdfk)p9toi%{gG3JFa1QOXaI;<6At$h_I{zWuXxU{cdSJ(hLV}_ zk@3l#kmADm6ISPuJu{+y09+Thm>|4h_GiqDHqg?8QjT9Kii&r+89skMPHt2K8XXm4j3Wns<_Bd)? zd^nI2xaFV+H%Nzh?Nx|zaI^E^k-mH@=E^SVPL=z49Si&5!Q9y=%Yag>X(~av=*>M* zRM;bCt~sJo>1b;pPf$M-g&{KL1Ma;v2}#kQ%mXqz)Jk6YXk=zKO&KvuEnEg>n@>m{ zpb#mFliww5cNK0aW|bViuhX$QZuAP(pbhl@EhhVX|nZJCa zYU3rP`|gp&`5{Xas-O1`3)LnKZ(G)&6m}?d2>c}DLWfZ1FjiGuN9b}3U9C#2tE|kJ zF>GV&nXfo`C2`tIu*cofUujmGqnPX1Fb9X4=A~1eQn#>6-c!oET_UHc3vqW<(E+cRN$~XmZPKpGyxpVL|j4HWz(F zJ1)8e3A)cQaUGM&NKt3xbVtH5-l|fELNz~n$M6)BZ+Y%RB{JAwTaI^lXz|y^eZ|Z9 z^n9|}JG=BKao0ABn(ZG=3TBFbzWK|2Pj4%hvV0@*JkrHwm(Qe+1`Q9aoKSjD_=#Qb z^SPmTO}*E_y$fyIAXU^cAHHTkuTggM}*|d;q!);D>egR|eZ~yTA`AK8$ z#+N%5^TR^!(=PXD>8*B94mGN4=%tWCGt}b($0trO)#Dsa)Er(Y=#VNl-QgHr+PHDo z{IQ1$dAG+BMHJ9DQnqFJTB5`9P0wT10Sv*@Vttv*cT-0R*Da0}ToJ{N$}Y4-hNE{s zt|Md9N3J=WxJS4nEAo1ED8}R)Yr4i(A#@^nYVVdmq$0>Ji|% zlv`9RuGzy1%5@4b*q6N}JLK%@p1+jd?>XWZ)=}6YSw|Eq6E)hW~yb?=gIn>FLP|A{*>-Rwv~w* zW*BVvLDg`>nsD9T*+Unvl{PyE)}(Imvv#388i6mo38iX0%3rCo_WD-8?a{6W3hbLt12g7N%7nqD zqUdX{78H8l4}R!MxzHy&GF`kjZ>y|v!ECoerm|nv?YpiogZ1U7Z%>=F{V&G8JD$q; zf7>SW5LxHgMVV0?dykfoLS_hM9c1s7m2oJej7Xtm$FXO2gfen)?Cd>{@qA9}`~Cf% z=Z~j9yy}&6pZosYpYeWQ*Y&>MrC!~EKNQ*uU0>ci7*DkC-nnq~tG9naS;BOxO1O`n zopHsWIt-njzIAEnl@DXbUaXIBhqZG7rJhE+=b z7#il^De?AqBj_dv%v5RSQSP;MS%X^#8_&H`4hZD+SL$B#a*N9sB^*D0?H43@Py!2P zh6@bLP&kYa2(gNPlFd=CYoEX26SR83mG&Cpr|~_dlki&F{t<`9JGY>$mB(__s;2S| zR@NQyUubfOo?zc2Gs+X$BhOqoA1uurBU!*aWA}QuZ-^#i{L_J02GQu~rwkctpcnE> zN*IT9{3uvL``m+1nhg zo=;M_=?yL=Hw}Y7>;x3$1jnnCv+Kep{s~O1v#Aae92;5%f&*{%PFSD$ z2+c|B5DWsGY4i0&(s9z--7{*v*Ij9zTWZf&TdY~gf8FScP9Gncs1%ytKlNWuBSqiZ zVQ;Hv;}+xQH$ZBKXI5Myy3+>@zhzCWhB{l->PFiW11pacX=0VsjPy(|KWmn zKxy~t6D5^qGi9FFgt)3NsnJkPDk470MLtCO-8CYv!vxPg4$YR zrjS7RK!I^}5O!Ufnv`FKA1Xg-lm&4U(GMedLGq3te6I_uF4u4 zfG>y@Ypo>Wx@1-E(P$=A}4Ue*uub!621 z-pDND5Zp_utq&16-o4GYEnyOsODetVq!}iC_f6sQ#2J;Ekv(E%()UlSbYuoY8=1+5 z?_aswmxVd3qYHIE4JFLrjC?tbja8g8ikm1(tE=_8ts2}vl)P^TaUzNA}rHnbnX9(nu6 z5x}!G16$c-z36{vq6eo!`si=nT_4x_x(F~Y7n3DDKJgz}A#R!S%fi*U^yI=M{4W>B z++W|$kn6GV3(ZqvxaA9geTvoQItAJ`{it_t3;pNK>g551s?8v*{6JC0H0q*PY$$M6 zh1V;GQRDB`0<=F=POP5bHLwONy@R3{ec%1^YS&1cn|3D!Itr3P1~sm=T?42#m-9yEZW(2L85+gl1w60FcSd<{=~)uM_r@p#HV zy049glD{J6r;Jqc;KeqgeT9d?cY#vD)Q12xJmuf6 z#pio}1PTa==to*EPaey?F5>E;(mzKIzcd;7?gvKV%-$QbkEVUP^kh5Ij*GjtwBN`X zF3s#Mj|{k*`W^2K^=xg_?YMWYNw8y!0bAR%Cl>Fb!lQEM3d3mF+CEPEHY%ir6VoeU z8C5UrjXKsJmD`V!$m{{DpiW`qswXEP@jY7td3!8fAYfSDebK>oEmjL7K`_CNHOdK% zUEx~r`}}BQG;)h}_w;aQX}VlU@Ot$0HxlCfzLR}m;=DDjeT5;EZ)0@M_cr`=+WP=l z3K64Yx4v%9b`hq_`=9va2!>e5>2Bylqx{-P$)B2IwfH3IhvhxSfu$r9!e4t7=5fjw z^6Xd&c;LqM;)=IYd%Zg1&lB(Y0u%Zkudi%7wxvL{U&@)Z;7%zIh^){b{f+unPagS! z-y-~xG)x0GT>)u5afYy;*s)y3!a$C6{V}ef89g|wmnwyxXI)ymer4iDnKy!RS~PJj zU=O?C9#f%+CI4KlY%k9l!b2g225U!IA)U*d1Y;AV4AJC*yG%~0?n-XnvClaNRpyfm zS$Ky?3+uFfx<#eU*`B8=LuI5I{#-jJoGOt@tB8hqg0GG^iOz@@LCUSiCd3K1K@LPc zY`E+JWMUm4C0}ltY>*A!8z{C=Z+q}`-hxFsadJLasf+|_r%x?ogt)guC9qTbPn>Y8H0)nkyqOZLuLZmNycV1!zGu$f=L(0>}UZ&V;6j8R=?UABOK zoa6`%?h;BTlVE`k6OvLtL5J~mM)b0X2|`kck_6uggc0=Ig>Mwg%~W_zTS9mPJs4(c zn;R*Twt$Fi&d18_vJPrStA)Q`KnMQS^(nzPd#e8MDiE1{Y%qwlAYb~t5jqWRlXkwX z{BXcRdc77O>6e&H5@X+X(tPsNf@Udzg2llUCAV?hd_2y4UNw`ijmuA2qzeyAQBR84 zY_x~w-J$N|_o&|=+lpcfvSrZLz^hN=lZjsAu(DRUpZwjecdCMHgCD^-<-6dBM^4r} z3%h0|G0q=jd$c=+YFm>+m+cFNDEA4KMNIhltYMa$>pp+;?tZTD?VRY?v6XMpNxy%BsgB_)4R;BA!@hctK2Md1C^cK^3w!;_K1^Ac zCUtZFV*vKtQmadmEZ=+P#fr=H;Z%w+0v|U&u~C{Ch)=NxAF^BRHq z^PmZrUdtF5ErW=+4wu5wu3!L%SdI+BnFDs>bwaaOwbQ>7rgG zek#)bq{(&m6kj8`yiKy(qIjh8#cJ5}FcQKW?x) zqf)`Cjy@R+y2DtkeIL%yCfxHjIVIe@Zk*sPyzu85O&!g?$@Ct68geetHu@n3efeQ0J+C?W8e^LgT;v8NHNuYcN4H1sq2aUX zJ1#$qKkk2Qt@=9Nc(~ymIpJ1DD)K?ZWT~X_7;Yl{g+(#&pTp=-&J}#Nb^|pC^Liiee?Jf~EVG$hnxdLV=sl%kom;krXJUqNurRlC z2v)LY-P0p*dIOZxIj05<-ySv{cz4Ss_3b2d6$3O;y^ddB2X2{6qC>?7mz?iCrD0!% zQs~p5bB85x+8xd$QxQ<2ENRWUejlDus|k2n7IC|uD9I1Hc~fvHC(2=rtZM(w{@&)3 zX6FsI$-1qoe8f>hpGmo$K^v_X*t_R@)1)PGqgXYC;ggu_F(hzAvA>f5COOxzqF~Fo zVGkNpx%mCV{16zPY+JGWVcu8TvL>u)hFGEg`_xksWJ8w|F3^QZ145oAbuD8hgh)U3 z_yFThvButWx4Zj{nn+l6&@`=sl#lp+_eRPTsuq;fQ&?RMA${NnyYAe#&jQ z7%?I|?5NM?x3n&O0NliLRMNNXMvQY>lD~NQOHWLgjF9)FV7I@vfR4boajWRde!hqW2NS4uL%J-R-#h0ge7Lukf$PIUT;qjAT`B@bSnzM|ZapmH>;7C7c&2gDoFJ&j4@H z9(l0Gr}h$dHLWGAD3K;p1zM2SbL%tui8+m~q4*c8zCDaeq2G_0WNNs41nyP6jCyUa z=cLqMUE~dM8)w}XoIOi6O#H0XGh)Mc<&#Yx+ptF6R}>AY>reNWH);bZn5k{*nfd)N z?xgb$sbMv3PWda~3g5Bw#Pb^6+f9yaez!3VCdKBe4KC|-%7Oz9Vv`b#rA}YfzVS7=gK${txFRDB$~7d3&g z37>O6|8niE(2$?+l?i;`QxBn-F|CGcv96w@E+LTkOOcbN?^XSk$T*3FZo(;$u&Akz zCK$~iF|v`hkQwq1_dYsDzRN6E;&DJ3k*xZ{r!U*i0g3FbojFU&T+e`KmT>5`#eiUD zO)a-CWSl%+B4_c4OD?-Sr*>D;kiy)1%pC$ziYJPE=&4Ff|D(A~r~YD5xL!lq0tj>D zBMh%;c!eV%@t(_Jq<5BRd4sbY`_3tSc?fwEU_%COiRY|hH*;hc*ZZgD(wscTubb0A z6yC2W^muK&HqFjpMwM%n(X*ueQm7cQK?B~wTDy`eH_JhDd-P718xPN@!r;--!4^zU zy2KV~tx48l@)K-C5Rfsl>0f#A>qipVuKdk6Yc`n{Qq3(*S~N-rtri-w1fM~L0UFi zMDv_wbL2@`_u%dbX=A;1L1tV-baF#2UbTSDc4_dV3+1=>OKKFvdqi(8i$X@hH_t_x zf<4E2Vy>StBbx+#)?i)#e|`2$tVH}x+~tu=ZTE|rrW*}#qxxSr8$n3_|1~ItZYw{| zkCxlt*s-#-OVo{^J8#*QC|Ke$-}CDUvSi1vzqka(1Ukg?Z-hG-_)s}aWGg_!UCmvU z@Ux@0H|gb7+s^*CH!OrK6*RJ9B*IsKwyco5=Ipf zS#c5(t>OpGBo|HVWcJvveVC@|HLmli+=3MvRtS-X{O5U`@yJ&%TDHZ&N*)bd$h-R? z@wuR(`1e-{eNHlOZzR3LX!fsqfc5f{yK1`H1Pp(+9ru4`#5I^M-<@zP1u=)9xMh|4 z(R^Wre^-uY)k54RWV))T;nuV!{_isy4vPQR6aoW!4Ij4wK3N(RoE`noHNgC0r$=A= zmTy$4Q&6*cJrA4*K*z(T12(?}bY-azNNn)6S%8(HZhVr*|+Gh1n>+maQt}stkyL zr0rMQX@E1U{RHE2jBs!7AbK9L&a!*NVYDrco=$pb~@N z1Q>!lfZ0)#3go~KhK_*^K_|$pxj#MrPJWmQgi}{%rvLL$Awkp_)4e*qfI17gum~`jzNa=Z&qA?oT?Ko~7fFX8l z0=+m~X(v(8kUZU`oinT*XmkaD7PMR}xG@&g$KC|8SRGuu%URG!EDjLNtp}7f*w0-( zY0|Sm%I`Wzqdn0D-h%Kkb}tENNqhEok`)6K@vt;pUVE!!us&IOp!&`cQ=SBRy}0=E zHxA|IK~|aoM27TI7yd0EF!_ndS0AbP$wBM#4w|dD@v|5# z;R}%W#bcc<5oc%jCj8wK!&U&?R({q=6lCw}3Uxr_n>Iur3bcP+PI1cgC!hcbHhGFG zfdFe!g2RD$l#a6dCLC1x;f&&t0HA0G(@vJ3911vEIHnn< zX@^QJUU8e$BAbHjOn#fF^R3>h(xRRR2w6Mmku^iMc;ADbOV;Qx{4qWP!H=j?4u6WF z=5-SQV9e(cHL}%3&|ljeGYx#A5`gzpx08MIE%xgIPls`Bz~ER*Lb+`w{ZEfyOzReE zzfo&AMn$92wAS#KVyuOv62opD1HCBM%$5i@VH==pjpwm&D?UuAN}aTolG%FDzs)Hm z&L*=tO@)dGfG$bWBP#&cae{t_jB~bx5z<~MAEpL%XpC)6(c!dY^DK(NT-l8Q)zD%w zNblr@wk1qWJ=p%pr)Zs|JO4@Suu4*&k-|G_2y? zBWxzx7rMr?R18knGe*rQ!{v+cF~@6-%~TGP8V$GM z`MddoSzsPYy?2G6b%yCyo0Eb26@?bC^-rhCx1cx-p)oG5KBR9_W24!Mg&|X%tx9<6 zN2IAMnUU|`OS3w-se~x_sO3k@`KS|?!_3z~dEhGi`za73hep!}wnxDkRc1ilO`}0h zA2ZfS0|V zh2dKU<#s9DCh7!4E;XhqMZ*}kBCZci^Z~Zej89oeMMSy9)*w-g`4 zQ9!(Lfqd!~$K$6K;B<)@CNDn5`J#lg6<@sj{<+H|VVaHekon2=r{NS~)#R(>Q+G}L zk6qh}3zXic@fJQ=`SG2Z%mWy`r4bY)T)0JEJ;uirmCHo74MEf9y$L=8LiA5(op7CQ z7-S}d2$o1w*V}XSFfZG@?}!AOeU4;^fqxXkizH7B^(Ad&4%Ou*&LBl&+eg>HVh{9) z83opS(QCF^Uw46(8YPNm1dDjl>}vvC^^&J7wQ`4~Et)7u?$oI2OS`WwqhqrQ&D!HQ zdzQ(F#o+6yKnOB=vGc}%JvomSf>#?q5US}wPpWD}fga^^BX8UV3LQZYHkAitMeUSf z!^V})4<}|P{aUg)riiE=S_*LeS@3%mkzau48r&Q{Wq~Ou)Gy9TNQk-VAi%!#lp8v_ z3Gy__0(;AkIA>$cI?2R{hqmI?FhPO}@zjIxvyZ;zBB!s@gq<_;1(8YWP9v<)jJZAU z6qxTpwb@kRoZHi0B2sS4KULBd@WL!$m7C>v*n=*YQxHh(UM-p8BnQ@3ofkzYc*Qpt zCac=2f^WS5Hm3`1AUiPpg*P|u&1tZBUGN1lI(#e z({ucCEDTdifLe9x{u};-2#xLx05!DnIq70d$+{u-oQYgIBnFG^Bzlk>P-COtR_O!M zVPa!8qlIuY#UAm*@717%s^90OmZyZw8M@ZYOaokXC3RZ<#d z`6(_R7oFwIAEo7o>~jiPWLU6rqMGlXg6Tp}FZ?-xkmzwsJ`rJIvs`oCQ;}GuLddJh zRXq;3X|ZN@qdlhV2G?ar;x(#03xD$ob9M`b7NP9O;{gzeMUZ?WZm24v!5imxc%x8A zwYkL^;=cH;!(DQiX5WsCQ`LH02AQBqcd%Nm>-aALia(+6+9Od5 zk;)n+lZb-zj>oinY705ZSCRIo?fl*C8s|YEBkJ<5vge$#TfAl)sKLOcAx+c&mE~~h z#eQ<-+(v7dWm9%M#!NYYa1a!|$ccLI+5s>-_6bNK73|c3;m!+wm^PEPWF=QQFUt`J zX9XKlA|$SRu2=p}E%D!@Qe&<`gE{{D>#sk7NQoDmruAp_2(@9zOPwJ6I}dh@1Q743 z+=X9Z)yS@fy$Jy63xB&3Z-}MPr^j!-DE_X!xb8q|_xSH)&$^DZf8+o7y04R(;FEE$>4jHKOw0IQ82;P4v*mwhR&>v!S;v-6kCQqD z|9(uVpPhUaci#~j2-AAG|JR3*n7Rkbmn!}~97t#RP`D(Chwqhm<mAlLTKK5l9V_Y6lLakWI;*rJ*EHrO%Z)>eQ#oc&)-=jIJt1qdX82Ukmn` zzhA-?2BP9?W`g(f^&2NZ1><>eo+2e(=6D_+i&=HY;TnyAH^B>r@j1?i0Mx0`?z#dx zE$-gO`wUh78&jWqu*p|#6M3QlP<{_omiSM!B?=gDeU4&G0=5GBqA9rK7qHCSRIK99 zK^Axeyn|VQGSFbFj*fhQf?FMzCg4n4+5z#w4T3WN#%bUpLkU0Gb_6>xaqmc_OAfBH zZ3#HKuY;I4)gA=`ytIevUPeo%rB+`+hzsJy8?&7+(t6d|9e#4#NolC{$HBmC8M` z4yd@Jcvf{&R^H#&s$s*2N=OdaVp?@RYP{+PB#e>-V1W1ujoNJo^DlZ(L1$1jF`Ln> z5}g3|yaOh4otWiE4*RUX_J!-EK48HW5 z@bjn>a1TgaoxIbX=DRq@nGhqn-I2e^3@0aRkhBqYSPwGy{q0!xwX^E+yC3*fJCpI)$cF1RBRG9!;XOMBPUIB(8|EkyoE?+0*4y4aYwo6!mQPkybu zU&EQ1iAj%H9%ednoKI}esJ3vi>=oo<6}O86^q(=fo;OuHnXU<-L2b0~F-FeR46h>e! z74n!;j*lsKA2i&13lf(S+aaMmke=X*@nV!~{7+9}0-}fLiQ(nN_TcMMd_WKEn00?} zYIg#>g%wg9Y=4HtXfb>TG}d)V?Og;STvSYC*6BLd~(JF+@#AD>Fp0z&+i|9^!_5LH*-$~e?wErXMnvX}0&wATqSB3?V z&e~%?S7h3~hJsr=Z&YJSRR&@gqwI|D?t97x&EF>_46-@cw36mzQr>UzE$@OuAv&DT zxDp8q!^mX3w!!~(2?y8Bf!Zi1CI=| zFJ%FB74j*KD{s6HHfQ^DZnLXz@7Ae@S3wFV)1PV-n%fsWb9<{E%jOJn&Q7Q~}=CMMV}do%!T1X(ZcP25fV%7&_CS%n?iEGroV5 zHpwE`fClsh%jVt%uYRIu-UXDJO12s0Dsm~6s3K06#kNSjwjtMa7O4N8Njw&>F`DL6 z0PS!}oxm$*h2%}LJxyM6B_bu9I?wfhBTJbh^afjDsKOE{Sbc1frY6ALTa$-8WDpP| zT~0R2H^cUs$;mp#&9f0@7LsoHXP~2yQTssVrcJOyvq4;sU)Z)qD`s9@&AEN=z3#=C za*UJ8G)FpdkTlU0*v=7#AwOrhe^m#w-HKiBQE4b)6uduUq>j|F z%mEDS?yXnil1+O63BthpE|Uc)y}cyEeL~_SKg>9s1R104or><;@N0$iah5N=CJgai zHnc3C-Wrf64i+EAh2ZFjVtl6O3i&idE>Mebu_|Exlnu@)O{3dz#LcO#1rW729K%~T zBsn8V35D%P%Uxp(@@d4*k#)E=j)4|6mJa_3m6!qcr(PA7dtEQz1G6Hg^f}Q3J(tre z97K#136Imph^mo@Lwmzbv>8z=Y`9#xunU$Y8uA2H&Ds7#se;OAg#TWC91a_*qzXJc z#Y^r)%`S(g{Vf3fOGP&}`0YvUt{hVr!>FC=QOO8GBELT=*+ollP{S)lNViDd7C@G|)$VFq>-CA- zZQ4bR{)R}A{l1K@9jVkEykP3`udA?{;x~^)2nm*y>}YLpP)RB~9AT#42*c6@6X49! zTxvoHu#}^by|HmdXVG2HugxX?OT1I?iT9plt5klIm$=Rmue=<3=l44)<=r%qf2|R;F zjt2gz7E`L2PrmC9VhSH(d*Td2BDWbU8kp2KgH-@prtvX{e?w7cR_7{U)bMp{cvU|5 z03&D|dMZinQ2)#eRZ#t8feYYdmD6%z>(ujdF|`N`lX{?T%N9q**f~$utB-kr(OViY zRAr3$`3#i^P`D5y69Ap3=`)N8Gc^Q!&BtJa8p(awfqC3?_zWN{UI53pW`iWPWitr= zhC(B--{wtaV(>Y^!=9lPa?7XQB^Dh;cEzkT$^~Jf@e|F=u~$e)X0&TY3j8NfJ;8voVm=Zv@lvxh_goyEyt%7-(Rr- z5mjazBGsHjWsfy6>^LeMrc^RA8Pm_m?gQCpB6k0`y%7?*(_;YY`cNU}6BV=!q0BAK z62umAkKS6vE|h>#5SkOtt7vtVNR&QTS4)A`Tza#J^W`H>O|k=Wqec&EX#2}kN?L{~ zURs>PYnmd>kz#5HAg+@RZPp}h-r5bDS~UzoVlkgVd4JPLtKabo%Q;(A4^*$eoGZ+5B z3c$!+OInMC8OXlqpPRamkT*B5tEgs&Ad9I$XU+IhVUGL{cZ`VrY9wZ6rm^_6tOZ^z zA3>E=vnO@xPbO5r4H+g6m>gkvf4iZ2rk>@fZGn7)I~{fzV7Z8pN6UIGb;EsE_s2(Q zm6*QngMMDwfV%1tpOQ6e#h-Gehw}4@Mf%st*$7G$=7#_d|E;j>|*Fuyf{XoqY+9`;t(FrWo{j! zV%AD>=miMp{dM&cd?xLu5jHgg5s_sbi(JQqQK+0AA z8xj%-)bqLltPHjdFg9BQU0`T_@JVUl$VasoGH?_DbN>KK@pM7 zdkCS6FO?IbW{Sn;zr500hkDB%LXBxIN+GnkPY*$O@C4n~2iVN5Mog0FDqvHuD%g=~ zn6gOGM^n0ZyFWTptoe#q$m8#H53#iA)BO@v9_n2CF_!Z_5r;H1x&1rqJ}}y*3@V4_Pc%bzJfESZR4v`O&hVN~$gJpF zN@$)0JzZ6g_b~w*L-L;Nl)l0{AGba>M-S@ssI{uJx3@Lm+dh-Bjy!Bb#fULizQo9B zncJPuM=p+5ti`{-8^!qSJ4m~3lsitO%&c&axYi(z{s)_h8$|)<9sN<0mc3WnLEb#M zWKX%`aK`nDb>fjuTozExMHNv5MuE4dm4aM1OX0&UKsIJueR-)_tUaSM&k~Mo%z%BT z5 zYU?_eXAQEH8>LF2hWqK$ULH_izFB=|*dGS3>;xy(i8`8gmJe)6p|Re@WthlN0%&?MD??a*&uNLVZ$^ zY;w9anjbP;O!)40h7hp-d+SmSqRE(sI>e;XBLG-6HWqtqnCI!y^vEE=25bZjxBLLv zg#KPl`iv|>SfB~G8BI2?A3x-)s^}e zJepnBjq2CrIgxSQ7S;!wnAp3yT1M9sTQb^%X(FM{WYCSd;R_>#{vUqx+W&4Dx1OSm zqzA8`+o*k)hKccb0kGJsueBEQ4N6m&cdA^MIsuHq0W$K8E04dm(_%ncsEH$Y0m1sk zQ%+?IY_UqfJ3^?h!}kFrjq5wv0Vr-LBNmJy8)OJC5O(kr@(r1R27Ii#NTE?> z$re145!Y`dhMz5F$9c9>vJ2N>n>-Q!GW(R2Xe%iV+p=W?$hWronYR`|3>qiEt*eqI zh_Zdp@;{EcJpk{(B|91wWC%l?4553a$2h~u9#avF&z@TAzI_*f8o1HUxaV<6mNzAO zd#mcnMFA8I3lGSEY{I0|C+h0~mlL6zpPc{k!oNK2RoPkeH6j6H7O&NM#+h$J1%eAL zfWNf_2926V5EQVcNM)u#3E!J4e&$gFMyrG9O6^bv!;@ ztH)5gBi3rUKHQ6t+0hlPNc|f|T{GoFS+f{cynO8He+oOWeLP5SP{YJvJY8~zU$5Z# z$uU+MDGl=RinHGbN*>;rufsu4bf1A2*!;|*@cpv(2uh`88s~$;s>Mt5PAaD%FJX#g zoGoUjx;<&OMDDJr=0=nJWQ}N+0*v2R#gicEWT~snhByC0e3m5iXt8LWwPqT!nUg5PQV7R9V8|*AhSf0P_e+Xu)y!v5}=3id|*dZ%`saAGPW69t7br# zccx0Z%z#`&z(Z5jiUp`uRPv3156RS0Ii|qk6U8~y(8_!gA7_b0SS74&fa2dQ+L(Fk zMX2$-!7W_!2pPVD*W0|cQ3VfZPwYtG?ZSl@Q|0YV^1zGst>Z);Ks0iQWY&O>780D@ z9XN;vChhioq+Ku^i9^+@+}DI~{5zm4Z-c3K0i^peX!i+Ue5B}Dl`B80*6-L$60mw{ zStuNfgR>dc6p|0|ehWepTr+Kr-gMcwU`Nuaa4=?;^YLh?!fr2c12iZRQ7C8{h}GJxAiQbCZZqJ;^0Ncx&t+E zpRwVlE+C`n1mMa__zv*fb0r}M2Wyy8uQ!Nw-+~NLGtj7Iz{qp)#0Ak6Z8~a!Q5Tpg=6bEP|KN@%^nX&># zv=($rQpRmxl9M54eN^{A!`CknzKZDRv<>Rw@vgw!bEsDU8mL7mP!8H5y!Im?pk)rkd;)FH3I9Jf*0U)kbLiICW0UOfV0F_M)Qi~CJ@}M zB1KIaW$D7IeZ5lTO|zXWkW9QH|Cl8MV&Xl!CzZTk$LhRx9xn_RznKzhTHd7za{z#XXI^txct`V0v`aOtM2DoX&k7J9dn6}JGW@g>vity-SiZm`~k{GX<;@(#hx4{_UHHxv0A5*R~~>0sw?~tR4p+L9**b#?KPfSh+gp|@1U`jb`i(X@{hRn-(TnJ%{xV0 zEQ)K=K?!JTPimqS&`?b}7T5W>ALV3$b0mdj)`0Hqmp?Lc$*Jt(R1gMi&NH;O!TKqe z?!Mozn*+)vmylD?)w9D>)_E8Q*3Y{lal4fU;B96>%K{|8TORq`S zufd%9*rE37dY#VOsmjp5r;dh|j(|M)^PLs>CEu{3=i*=lJOK~|Vwhq;zQL(CfI*SO zC0Z23)Q7YGZIm~5t5;RZJ<$lyU}?B*xB^iaM$jh)ZaG#4P}nh}X>lrSj!wrh38{pt z8J7_ehqU8TXE!jz7OJhW5<{$4M4UukTuPDI4W+oHa&zCFl72+H)uJH)<#?$hXgV6g z`oCp(CGFoW?2XA}CFp)4dM_kNYdE`kO9d0;fX2^>XNkAK%Yc8r9jG<|-baDCdZ&V= z|DJKh{v#fwD4zXCy7TB!!}1nS?mu`E&ly~jp{*XVJd9ivmde_A>-+6L{UKpb_4a!d=tU`+G_7=pM&-!vB%H7eUA^}_Rv2s zo99gU@>;#H=)=hNy@?zzTa9uv&jAfJ7qk=C)_jf^e}5!^pfu{{3&HFNp-0<`n6Q4a zlf0Q*b>f9=3|1Al3m={PGs`t}hEaX~7eqK!0UL%3A;N|~@uM&?&^@xwvqWFBBPz3T zLQmY9kM9V=zQ5a;;Xa@C?%d$u$7>@3@sqzH9)suN3Z8I&XIkkg?#(O@6)e zl&52{2V1?E-s&|u6CI+u4(aJ^VRvPUo1 zOz0o$Wm(cJn~ZUAUtyM3<_Zk*CckJ>gL0_^AfB!xIVTVPPj|!mrI73dj7f18eT4f7wpTp1kBf zc3$*JZl%Le!~JUU4pt3Oy7vkfv-OM3O8{xo1r9zTz)+~am*BPFmKJv$7Xasr(=IRP z!jl@s=Qvqo?5+5Fb`z_uZ62`IVudj2-vh^Ur+941|9I9ULwcyzfnt^2kFUR8{$|;= z9}4lv^>vNQfEkL%E!%q+)Ibg<1W>p5-IY=4QX;ZzIUwC|?5W{cXpMo*(NVQ{NTKx# zTf3<#uY7*+pV>(yMy-e#I*ArUO`i;zoCV6TY&t-j!|-lJjW0v&;h1-H;HsxgwSD*dm& zLjEj~?3ernkVk{vGX-H$&jXP^<8KhK8&>w4B2MQsJRC1}i2r6;B^MDD#O{KAEc~}# zz3iIsqY#k!D@)14%qD%A{jNvq-!t_Y#FsMBa9$p!U(|0L zlqN7&amnL+!Rg2P9irg0X)B>c}A3D7|QPKjsy)wc4>I z5lG`kfzaN=uI`;+z+kwyJffqc{6#oxP$O-^s+&mo{!FG9&o9lI?6sO?yJe4~Q6X%+sMe{QXI}7uEaRq@@C~dBPi-a!$Cl6JHXE}>Z9vfW8=z$K zSKMIM6eyBLE=E20sQO1O^`7+Flft1w)BT-Gs5iNbo3jpm-;VbrhOE0ql024Q+M-7z z%)fFVpHkg=pcjAgXRir2qu$F3B2X5Wc5ihY`8{bsB04Mrl$|P1sc)TB(J}}B&}oFO zx>>h!mahvu*Ki8PF{h>aVG+Jng@sdO?$3a#I7zn{g$}J4?UbWTt$ydnd_M z6YZsO1jv)$cVDYSymw+hI#r$Sx-?ZS^ZOArtenPN=Qa~`fJpo_-*Sx)_qgmwTis=C zhg#h||IB^5i{oU>h6we>feC+!Ax1&Ei+Vyn(eLkQUQXgon;EZod>7-=8k-an(Dc!7 z=-Q#uFZ>O6NslE#B)cENv5n%l-~hb$hd>RIcW0n^a=fnAyVmN~>5y&qGd+Yn2Ja4n zp*tP64_#aF$YkDR5e}A*AOADB-zEzh7T6pyEPvL~OnINWBB&DVneV;*vDtUv0+QYT z$(pd?;OP!_h0z1sKsdJaa(b0v$NEcr2*&l(z-;>8_oRi0t#|{&=_PXh93gS&^T~Wi z2lIKZsMGBPZ+7%zW3KMSbvIy?JZ+`Lbgnyv`;0p(`23BVoOfcGPB8BdHakg?>2YLTfx4jiPD7FXJj(?S{g9y`*bIz{xTdgdnSbhEE z5qFXIwRf0;f&;e|6*eD{^~)>X$nBsY+_@63%+o))`sGUYuL%yK7zetW2=$)Iw0S>} zz8hAw)}_o^t}N6!pOD8!k(1#d1mfqJZ+E`9k}bXb6eC|`72Pgek2-zvy(@q-K$~&ncotsMMxW-)aPp!wal;AYCV>1 z^Y?{Y!qJ}^yIa|Q%^=RoYkZ(kZ1F>T%YoL>)@`$+$SKB)7H4T1$AH~-<&giW>_$+v zY~1?5?bV%7is@1Zoh!djID>X|_LQ6QH~DXtH`m_()I??WXBS(AXd-ClbYn@X>mRhC zh+I&-Itcj#OXPyWQO5K;rr(^D`$Mom{!rv?CT>r;c?ICBll1x}UCIT)KVRntAP)~BsgwfE%)`>xac zd9G&_jW2G7VGnn>Ky2qA`{x|k=6PwfYXe=iXbm^=t8{X;rPXys-A)(ie;wGKWcm_& zgkHJ(p(<2!`qscZF0fSt$SPl-R=yFYYE^6`JfCj3FGs$*fd6~viQ16jkDo*o>h~F+ zOoox3+xY!1LT27I!^~0a{wK_p+%+!N)BCI6Zvfm(!Rau?njpjQ?RCt`y^kvAgwN#} z+@T{tZ%4DfT5_4Aw>PMEs|>2%^X0>?=>7Niba`&5B5CArrZ>Y5LRt95Y!e?*{wb7k zHbk&XXwD=Wl26bC_h1_P1pQmW8%A^4i6_U^LR|%gys#@=vz^zJB-a&AZF+4`OG2ez zUaGR+M35r3z>WyCrvMhSf;JO<&$}~utV~Dx`_U+hS>qu!x8;q&J~#tMuN)~gO#KlO z&Ah`nR2MA`F)j@C)*6GHzt(+iy=&X0(c(bl=(W~D#l#`Ss>?i!#8Ha%^(Mu9O8qjv z@}bl9;C9))a69zR@i2iyGpKjICspdHUl8_N9v7(35OvFM-x+Evzs2MA=lzkrLsb&zc81v4*q$6XhkdxanJv#n6@R*xJ5T@-fY6RS$N=FCW8tJ>Xuwt=UG~hG0BN( z&&y$XAlLWvrs;O=bI&c6x)Z6AA@6B;S5j=Zz}+`bE73)b%Q^KYqJ;EfR;b>CpWJFa zJipIIjdPJJ?&One;-ahwe_-n0w)bgTp z;a&bC(bI#Rb>DEq#?9kg6XWhC3C2f5J>i(ib@HjqDN8#M5ADpL%9G75 zD}VF22S3UhdWnJ|i0XuvKWDY5xIOu}$Bo41EM`1xlwGy9D^#Wa$t4i*TeCMA<$icqUkE@{7x93_n@gCY(uy?pir-l&>A6C?46 z89Yd5VeMeqvAu*lPmuH>Wgpq9-@!B-Cws|m{!BGZ13$F6R*8v$gHXt{wDt5VWNK1M zof^QEfw8Vj=MJjAPp&>ZJyr#(7s(A3iNmdeYLysCwV8q2s;jjUo33%~8tWlAKs+Qn z3M1!U;9YC}xy3O|a}r&3bz_Mu^I+Ey8A_qr18|66GR`=a%iiVQ#@1KWD4x-+jJ{fu zKNaZD)%GcmwiK3jCt-7!8b15z`NJzg)l$XMPefMjvx?oTWWIRH;?WhMIZ8<=cu|fA!f9SBwHOPV_KgK<9eeOv0SV^ zv!qtm!|I5taIC&%iBUje*WB0mO^jxiO9@TeWcK!ze`TKW+#pg}=)2%P6+(p~LP$pTv9ecol5q~svBNo{ zIJVz)-rvvf_xrnU#p`vwuIqU{p7+P&=}*Oa6e{!RwYJGvmQ7N~WxKd;AE9-8SCgDi z)WC5d2`-&yloRjb14Ya$b_Qf79Uns_Fuss_v!*FXpx?joneF=`i-^EicLq0S=R~GK zX`^v`?+qxqCWHr%j#fPKSP&_c*j7;^3%yzrXlk#AYaBhY)If@GS89g%8}?6+di8w> zw&A(%lPP$O1z8s}GM<`gE?}v%OB{htE&RN9rTOq4hks>(+Bm^#4kk;XEtsc8r?$umTUB)j%K^Q~|W8gGqt;7(>CTcm!=loFK~ z#;xdGIvMv*9{GrzmluevHm{$4HOsWMRT-pN{ivSXU-P7)+~Fk(i?h-&Xgv>`_I)kX z1wp>}GMGRYiQ|G=D?_O$+D@MDH}WC=S9V39tgEe09N|4fcCBB3x@ayF$@8J*M-fdM zLwNzr0ks@UA(Ehrk6*5`l-S^1$UM3VBk9RTpmzKD?=rT4f190a^z?@Dtyx2v=V|xZ z6s0G#R8=Q@OI(b7&A;F5q9492o}lX_Pa zA9LNq|NG99aURLc*wE4U@t(aUcOLd5(u+_ZWaERs&Vf{_mP(B8ZYO?g=M4LjAf zzl^?$UEHwrO%HB=B-oVj$%;JlRiFbr7#tp>&uIL2%2BB|h<{U`SZ8CBar7fKX*v)p zUzgm>q<=%i9c0xV*hLS-<5eJZ#9i~*eJ@>Uwl5<@X`7XVUw{(zAA=`UBU3&T5FrUa z{bm$c8I>wVaVSqrg8KsQ@a#CUMq=~k`BBlJsSR*4r=?4P(^hAl0viummv`(84X{`fj7JvLN=(Ro&M;5R=aj&0v?S4Cx#B;|g7nB}l6%>B+yVZ7I8a z-=bM8Z9O={+lqwBte`BAsifVOVfgE+R*`n@ zXFm@<8uNEtE_VD8OytlbYoIhlpOhJ`%gavyQ{9giKiwSJNhYMbDn~w1@+Z7Z`8zFX znLmnrLnv^!eIn{KQb`MB~0TwuP4`&8-l zNTwu%N#O5yL2l7@#-ldC^pmqQQmC!4??(4hQ$U2R?(F~RSw9RrP5igxQe~K9CxW&F z2HfuIN5De^05HFW|6aSI3gY|w$tsL;!s^y*tLEB2uIKZSw7=ibDACGYo^>h&dU8Ed zqc^(y=x^^MSW{NA+nyc+5@TL6s5%fpLt4aOc-QaEPRo-S8&3WSKDM8yQ7aeC8^}|! z2m2fO{2!i&((>BynWRyq^!hJQfysT#*fCEJ>jD0Av3fG<|nK=iyMw`ykeSx zrL49|x>feCo+N}Ff+>Hb|C)+j4b{3kvSz59GfaAIAB;x4eCxfoPb9zL%-j`gzafvm z&hj2~>JijXZ@4g_9u>!+QVD!^E2R27nbG0{32kS!gT0B|rFrX%)lpCgmY0b-AlRH1 zA*m1Z{Lwpd`v5_9lxpyP{oQL+n4uH|nq=vni16H*;0n^JbmJ8!!GS*KJ-iD6827x+)^H+!!Y1A}{Q-^Pg7c4d=%cY79KCv*XjS8Uz>VjuL>hJo}igm*xo zd*WFXoWRIC?=iUz9lT*+eI(~crG?Cfr^xsJigp*${X;ht%<$G0EWWkx{pDx7YGHWK z-sIPh&0`f4g?p3QkyFN#g9Ely*^=50z2rRI(b3dV>1Z}Ey39#s1Np(x1Nsu|Ftiy@ zyo|>u>zv--my$q**fe`PcLDw7a?LvMF-UxH3mT-;S?45i+zE!(afrIE!dK z2l(PE&?O%F+!{RuCeJ+j3@-XBG0LFPLiyoz&MAKg1R1P?#}H730Q0rkYTXgiK>#QG z1U82s73Puy1bDaX5EyH^uHf_s)dhSDEMTalMJ@s;;MHI-;A4DtOTsyRA<3itZkF{Z zJes}!5!Q_0mcN05>Caxr!rn< zvHr7Hqv;n%kv+MOD=|9PN%FP9;Tia!hy7||%RHtrAHo-X`Y#s)ZpO*kT@pnQZpCw1qhLryA@Gy(QAE;yDVGWy;jiq=8)TJa!n zSKg|K%WoJBNw5DE?bd4^+xD<78!)HHyN}5feBJI2;xGOx4TBmalu}ro^9z7je6BxN z?2=g7bJCuP0Hz*jIPbSjrL}Ljh9W?617;jvwEYajNS7svB=m{OqM93 zv6=bIDPJnQFKO+5mdI?sf`GAOsYyk`_AQ6$a;w_V*69~~szE0%I3H~jy(|$Z;k!Vo z=kNi7THeW*pKUr~+~%U><)Ev7dYXo2YXW^+>pg8OwbI5iKPdivHdECpz)+;U`$}?5 z=U`7m0`lR$Ez~vs57k*P=QLvmW({8z}9xDZhL4)RH zilP=zWP-GsxXY}V&27C|^y)KCSj77#cjIR78a0eW?@tiv@$io6SXRg7q23oBbDy@S zq|Ym#tji*5pS7;We%*d2{mmuVW4_*4+HLlh@|kUF-LJ}zv6_uz63<4we^p8jyicD( z{`q^hFgiiO^y6b%CUkYH**BPO$+Q0|HeC#Oh0Hs`+W%n?GQYPuWMKtJ(DsbQYS*Xa zPkrbm(>SNi5CSGTU&UX{LY);A-oG$%5-;lCP-YPB?;E_eYTYO7^?!eMX171*v|h6| z9R9{8EHb4ePspmpNGpvaf3av ze3!@+%ZwP^d)#nm-|5{@5>u>lHE!`#e}6yhZN{yDxE)_Q`l||A8F(X~!_=O%Cr1g< zJN6_2<8__S5AQ$gC1-p-r~N(a(p)RedQ+is<3rxF(Hq7SrJhT951XnI=d9XK%uL48 zt=mfmX_T|KUMq2E#>Y~oAIuoM74|_qTM8jUoPGoz)jo%xWs^eX*`EeLbRXAJ->Nbg zabouQ0T=uTZmar?&Slr~@_6H!g!6>=T+0FMvzb@2kmXSk#Mr!sQeAO1SlZ}n_?KK;E}DeNqe z@9-JTxaAA@0ti&VgC(Z9YbYt{7Zx*gJ8~y*PTFIThtz*1J{aU!*7LRbKzRpX475)yZsI=h>d;&NgA`peaoN@17mI!mbY*yCe%EQdDJhs8S z0K0y(AYdeOEtC-zWR<$};C!)O;7>Mi>=gAPh-(5WL)$R(kM3EAPKPT3ZbS!|J<`E| zERpN7u&m7C{HBDR&-VQd zB5gC+y$>u~suG&buk*oqNJ*n`0HLBF_TPyChbn&J_HQHy$n(K7N+i|hAjT!L{Q_90 zpysTCHpnMQAX8g@;`w@6#KK`$9>PumhEIFQv4Vj452^{*;2Jd&H>XX%X7fKD zts@5Jv+x=R)sOcxtOnjMe6y^({jY|;qJ6Q!)eHRfdJNCgCPuzGN2bg~hWpIyuA}eY zpBSPFqLXyzYR?o6Nt*pdgw1<#@7^**$+*ql1Rh84i~0w5szl9eHIkSF*U3?|KLIpq ze+*XNS`?+oD_~s18$5G2W-2XA-^qAd|Cs?m$HoOXYwuy^8}halU;KknlpJnN-vL6Gh!6PM_3s_x;Wc_HVG#%8`4Mgdfp`e> zu@9#3GygXS780JWJ!V}JpcsW5e;ORgnG_xt@ti72`CZX7gvICqZngO`)6fp-jMoc# zV-}R62#gUCgYHeq#)q3+VDN5i^5hpfZhEH{ih{&s87ofzuo_%;95Mg8Czm zXbH=IhqayWq{KU}W%PHNJp~0=ywUC42#%|Z_GTmj>|ZeRT%&5>Hz~BZ&GngEnCF>1 zi1Rys5;jW)NA5OnaBPUuZ_QNiwzh%bu?M&9vxSJkjQY2K@vY`!$uK&f-#6g_VhwNE z4V27R6Z!Ot*h^vLJA)*TU~DGk4mV~sUyj~q`(rHzht0e6OK})Zv>8pFzO~R0`@H+w zILZ){5@S@P@m5G2!nW2$Ht9isj3WB4;RoD*+-?fsF{yErV)zo48UgXyih<#x0%gBG zf8zpT-32=~f>nbFF%sD~Z^C(|Aj1y>{sjM2+d>?DPs24BQZ4sO(ud4N1`lO)&|&|7k1*5Dvuj z2Wskoyf~^hO{+*nf=a(_6||y-yw_AI%QqVHvOFl8=?kL?15tL3Ay(VpiwhcK&I4rB zIND5l{5qf~yRAoSUZb{}BBN2Fchxuhi)xpsD4QH+UMa%4JSzD7B)!^#Bw*yB0?tzF z`zj%8!Ctbc9?$>Yx;BTve67?*SamzEK*5w!aAT`=h}PxB`&>X7l5-XR(W`qv z9iY)YTO*Oo@_zeZOH&jcU1R?nHh!xMQpeHN7E~jLEMoc|t;r35g#Z6>EZ1Yq<{R~Y zMBNvaDy)zxAyzod9>g>y>%CiD%yN%v#n88$d4q1VW>v>xJJ=Iuvnsor{7W*WA|g@^ zLFFXv^PiB`y9_~kEG=4!SgiMZ5Dz=dnB|y};CiSj+eWEyJKBgUaEc9+P@XxJ$N9h! zl2*xtBmo(T|JM<#y~0%L`csU0>$biIKr-vOvh7K#KA-N&G#B5K*8E<;KqZsS;#U*| zt(q*X)_>cxpjEdl@SmYKaU9k(=czokP6V7!%t*fn-&{>)F0Jy0(_shGk*Uut&Tt+q zLn2)ecSUw(+MnTP;xFQZg>qqP=u>8qmrMIsb(#OCfT{Gkzo7^5k@7O&*kNiO#k=lp0i_FodGWAbN+Wc+6f+vAO{?R$QP5ukOh8N zwIrRm;CR(Sw^{QJGm_3QsFPs*q)>AbinK>(8d5CH)YzZBHPos7pTth!-z5Yey8rss z%Uc%20kVh&dp3&JqwH(B8bqWC$QQ1#rf_*#BZNU4a?cF+MMnp$|r+*MgSZ>{x1S;wY=xN zFd6yc&LjnPZCJZ0Ok?P1&3Ri7n$aG0x)}T(Kut_a57$xAME2bF&o&?U$N@)A^M<4L zW!x&q|NeK|0cxL|&*Bnc)Hsu8aCQF6tuKY5PCxm5<|-}FQT9OEX1EQQ>se-a!mHAx zwL1eGg1TfRh*t#3K(p&@|7(B~hcA}u-@lN?>qm15GJ+5(SVVv5Y+S4kg{jsy3^!I1 zO-qU2p)4BV`E}G=K+qhhVXp8nz6;V_%=4|3BVOr&>@fVnKvD)&=pu(7To2bv^EJQ- zuwr$x^wIap>r^Ly4ShfxCk48h3LU|KKKNo7v<-DJEE-7-pd1a*q&{AzOfUW5O_{$C z)=Jlwsc-#Z&_1oXiR>DE(C=I6OoAGKsqYJp?pym$Goqz3K}2IdvSaT&e~yfAlsTLI z`f-ywpc=JUoG1uK@B}`#}gqL;;6RpUb+(5;`~fj3>jMr=E27) z=B{?j7cL>}STLK=dZ3_1{v!Ytfb-^LEge;GE%wl^5a%l9bH6@a0$?0wi^^Qhr2p$d z4&IK3daJ1#v9C{FL4&oSIi>{tbKx^a*9<_#zhlW^IhnU}?!%*YJ~vE%X>F1+p5BJV z2SXstm>p+=#~8PcqrzZijiU!%QbSi#ZSFNHP@c~w6iwKUBnn|I~=z(NsL(Zv9D>&DoGja@);!b1F0vgmsI?Y!ZPQFWAx-LLlCnzik}?HF@$@1gRR7$ z6)sikX15YmlYeaObUD~lV#WTl14c*DUh7Ebx>`cy|Ca6q+WKD?#aj6njVBFB9@q0j z>~fv5wOXCigTwhZvM8{qcuqYNs%3}Q9~3n?LQRTYX9h{ICUz{YQ*E=(!~yUkvp_%= z>WJ9Arvl?)+rt2!T0-SKD|Wbs$idXCHl03Yal5rg;<0b?j>WAD!tR~W4Ah-fCjDEy zQ|KAI<#&j%b{hSGir_JsAV~K>rfL>jhSYfBK)18tlq@QUH>#CWw9U38$u*2mUfjQ) zssvZU&>qZ|b%AW=7Ji~JqpP7uP4N|dKA)$DmoZt$pGgE_ z0zUMaWbl)A#eW)xXfNU{ZI5nQ(cg;7a z58_jG=?gEqNU-*Uu6?h)Q(Vm955T1!HHZD(={1lO^_(>%5V!DWoKw8JJ=Kf@0~fc8 z!@n+C-IvyF?AX0KjaVjZJ4S$>vrCbV8h4G2VhOiD3`W$Ws-&WSRrw*D{Mk}Ki;&`f zihZF@jvEZ#Gg+0_<**8O-5}U$F5SKZLWyx<(5wZTT@~%hCzF28mpJA0VNn+I#u1G# zF@;_$sAlYM!rTW=dC#iG-?N-F2afx!!<&>ZEms?6G`^kxN;qs<&_aVRL&twbik02x z<>zg?fdM8>*noF^rS}hAdKR}86@Hwgz>{LCq>X+y<(aenHSECyY8=4TPO02Y@jG$s z|8b8F1aqsf_y?6DI1NfHtvB#DeMM0lC|eZ=2l#}Z{F@lw^N(W|O?5kG;7bC9)VB5b z?ZX9`+R(jeQ;*4Mgs04mXp0WMM?3vRlk^(>b@{tpYE#&7KnH;wYn zqD{5+M!rYno_uG{?X8SZAyup;cUF`9$LlXaX_D*^uEEEG2#;o@o20q5U0jfwCm?%*ZZu{QKd(6(Xpz^ky#}IQsBA zMMkUfq9{$ePisZ09hx`6eg=zz=I*pq8~HxEF88B-vB`5%9{8w%##@BR6S2~Z^sOZD zxi~H)>ha?vD@jo%_smhmkr7WWws=cox(AKXHX{aD& zHPJcIXh)ucxUo4Ww$flR&{#R$Eb2~=0Q~hs*8i2ouk2%pbu+un zm|p3@c7Y1(F9JZFYc7UatX8$sH}vI*!tFV`t#CtpC3T7p3EQv%-ypwc1WGnyibg~j z{|FEhhp9~}(0LB!b4Igm-n>~?QRANwy=>bm`?pVcZAsavD9WCyt3i=XZi()4?}oAN zS>*|7E8E?a3j_@HPwBkMoQu=7zTZ4u@JI#>x(@8f51;J_iq?=iu7|gCr~^DrMgUB_ zsP*)rUye)HLs249_ze1r8dZwbk<<)Hfb6G<!b@e#3`c<#d)qmInvss1tx{{Xe$nL=Kc4&leoz?=w#A_<{dneO2vjYzN2i`M z1fZz|Dl$@~)UnYo)o~&cpAbibJc-C3BRdf@WlyU*_LBysW)dv@-Uu{)I^73-9lzeK z*}3{WC|UmyKP5A<))jo&l{41p-UY$t@WK&gD{{zFQsoQQOZV>%Vy86e@nNSaQ*@~Nfwi^-&^U1i2 zKNMJhJTz2NnYc93{H;B&KcdR=V{T!Xd7R(cAR;e(;rp`NTbD%Uid#*5{lw zza6PL?6!}Fw!dhu;-9E6N3SpwiTG?Jg`8GGw{7!7k)QEMmX0*aJ=`I==loBP6`gc$ z4+NEKsMr2JM{@LF$`F?}f4W`0nYEpAWYh)We({x+6>QoV*_8J+BmvC&w~EF7dvo-% z2&ROm=o=w14)SyBFw-u@bZXoi!O=AU!kd)Q=HR&(an=G{G;DZK6XmPsWzvf&kOc7| z++Y;AN#&N(Mgq^74JF-T>XGWkm>@juI?w*aY2y3~{C8W!9%zfg==s7C(d#VMo7OZk zJfqCWoD~n1JT^wI*h%}2bL1(Fl9|I&Xb}UlhJDw)-B1!ay^wmICjG{pnJYc-n{z`uq@R4m}v4(og+natydqugQL+HS$5Y3zYy?fcNj8q{7972E9&yL!NNU zy)VJ`_Dy^IaI(XvbW`@NeUly!>mbKQynlI)X)Y_J8&;vc5OHzV(%TX>fUE1NwOIX!gpZ)*L-)aF(I+g07W zwAT-g#-+Oyb9+K}%+jw*YGB()-3h#> zt7FjUaSAFvxTw_)=jREe^-OioIu``thS@jw$Cb6nJJ6)Kp!{%=AJsN{WyAr>CKG7@ z%G#y`+5@iw{#JT@lqW5r?N8KTicE{~3b+Zt1+L4e)H0pUjy3397d}~KnpBUZ#^4P> zz$Q8ynP>tV_&KMW$!)0ss>e@pr({oY(|>n`R@ob zN7&OVoRVNRf;hc)fIJaHH>Qb99@&oc(neu$i>~axK`qKRa}gwFU8VWV)^CO3rwwUz z8v%buxvM)oJf^@J0*Q7E8L?-7q6I<#&+i}w(=W(q-5=mwr{~W87Qn=bhBfgx?JO(d zx0X#9cx40jz&pN}s&SG$8t|%nG_v-h_BW@!|4MkK-@k-?vx%uS@|Cdq_>`Y(j5HU9TIYyL+k7 zvdM~lElB3HHqr!M9fg7kZuZwSN}IbdT#`qOgL>CbOCR`(47O4eM;mV4D$H)|@*gO{00`k{x5HD(p?}&aA>zm*4Q7y4^np~D`#mdX{ zSX)KpTyOv(h*%zp3E2U;PEr!L<}a?#hx(s?fYC|k{5Wh#;Rw6=SPPN2JwrCm^`vcf z)IxhTHOl#&txEPlfznn{EFR3mr%t{S(nzj!rjv6(JbNOps8>2A;0Fr>vG%rHkOVsG zE>+JSG>rjtRQ7xt?IE+g6RM$8Vo!7X*?n~x`mS?8M0=*)xCQzygO5xTM{*eERIG|m zDO2Z+H*HUUHcag85z28bGCaeYXGTi=I*?v!n^ZMPafANAO7KqAp*e@2*Ex zlZU$qdW%!p+F@PK2Xq}Y4(A3ewHGBW7!3yaz)Fj6UGRM2e47%>|MIs?pR8rSa~i`H zf-6^aHB?Qs!Hwc-W4{`5saBPBLFBWx+uv4jHL z&7icoep<%Ta!Amc`S?7w?6Vq40K$^#YRAQmKT%#lkN2v9(-bAl0C372=3t&J=H{9=KcCIIXc%pSBNytBnW~XI8q2@nL3X9 z{oZWphW>NL1r4yT^eZYH7Y{~}tiMQRu0ml!{ga`;31+SL4$VeEV-9+#1e4{dXA$t7J&RjRl^P=b1Hj^F*^N(Sn4rV7a-; zYq~7mi*##Syqo5xo=N#?2ZuaT7hKuvKG~Mb4E)%(CA0}$Ti3P@3qlWImagVixsP9Y zK7HqefTAN(-t&X3E;VSIy=2>1kAL1ql@u{2^yIaCRwE&oRb(*DMtmOdAuFs1i@CJ?<0jdt_7zaB4p1%8cO7hiZk50BHjIXxat}3!7B%8y< zU@dvfsYY1>wXYkvp*NTkX8t6<9qhHM1!0gqik4x#mOZwAY#Dmcn&Es(m&k-#*vN8| zPHdA-@~1e$I?o-ua^40M?jo8-<3sRRyP+n=fpDOu<$GJ9GHDv>#mw#wQ0aUgFMW&b z8)@+sukugmcgkB+di*J=`Cqd6cV84%`+b*Z!RXj;%+eCMv8lBHIIFa5I}V>PNX2xe zjOA$>D9usza=j&Uk3e|b#|DFn#+kCj@jkC@u^jeLsHBilpG5zC+^%*B)VZh}Rdve4 zp29}vUrSeAZfoigI&9Ix2!EHxX!Wa z)QauS=1W&}&fhV~WwMfguIYWar8JM55wCo2BOqAoiLx10$==b_$qz6&$v{RI~vMLyT!yJM61P|pP7>XJgDraV zHHYE|DnqzjUE`P8-CSjNy4&v|*#83W`z*OruNe3}L#g28OZr#pdX#2%8#xa_7n0X% zus`Z^I=H&%*;HHyf-%nr;i=>j^_w$?A;nRr6Ca^#E!$zQeor;A?9f0aX8Z}~2evc} zi&0hEpHKz~c-x)CD{!df-FN7+d(zV6^E|*>N>rLD>a=zD-F-JA%d$z0?^K}o)=6+N zK3Q0X`eiZtQ!2r!kv}pnDU?m^yoZL(iztO?N6`1@)gjW_Ni>!Ti7{i9jq_rIm}uN1 z*kv@|VHl~cu`hqHqzb{N8_YBqrE}EW0#j%&Ut}oUd>mc+f#L(_mjUA1pWRRHM3JlJlZCO7&f?5f}`Qe{uRyCAI&1o#GXchG=lzS2$kRGXGN&01Ji%4 z)zmoA4k}+Yt>{J~vD48DVSJQ@58R2(A8n%iF970hnsO!O7rN@UkOeG$j__Q^Q@_qv zdpyWFKkoh7=K|D=fzN4@s%a2Q@ zxt4VN_nai)?&94#;khX24d}ZyQZbb)+GVLovTcPgJ&;tt)x8t1Q_Om;g-kjK0LyD{ zw3o`xe*7^CWC>Rd=e=^HN7l`uJ+z&j9ibYYem{<$JzSP*L|hFT*Ytw(NU}$5-WS!p ze3D@aQszSXY0V#9A(IuI^MFDxIX8x!xt$%yr3>X#$rAbouMO-G%-4%=ECK$CNCVbd zWM7{5PCSsmNjY)*Z>{D|E&i`JORCJDiLk)ZZ8TV@4QkL32f41d41BP4Foi zyQkIrOSq?~MU?&AJ0q#P2#R+3FZ>6&N~U%oH@`M9@EpD)+0bOO zvu0`iW*REQYSsE~`1e#%sA)_wpZu#gqX0}7SG^lQOG>RI3lr0y47{$uBDYOp=j?0K z2U;c}OvFb1w|{W@E~Y6q!b)87l}ZYv z6w5B7Qz*^5Eny#LzBH-LHWe9#J6z2itdok10XeXcs99|a;%u`85I;iiS^vPlEb^Bd z3vzNXy2t7oBgpV>N2NxBh>%ggT)wtb83ai{!LAKrc*qxC1SyOP7Q(oy)#AI04y;dT ze;UF}Wms?A;pZ*yZjhE$)Blnt(;`fJ1B`BIzZ{j(-;>OJeR?2xCZD&Tg3)p#QgI-* zj(0h2w5@S7N4Y*ikq6Yq&w4_ykPrEKbM;t3ANgM+gM<388e)3dLKi&1h z8s$5nFuhFIwnQ_fszKEskJo&x?Ih6HuKp%L9Uyu{&Amk>rPtQ5X&StD zTtwu`t%nw5E`I$uczNNJG*I3O@shJ0e%q@jWSe;KO&I(!tDnSE=Us_HO_NDU44Wd{aTS7-i@Xx}lp+mswB={#w7$5lC6^{cH* zx{}6ZkkMTa#FcW(KuAYHoo=nmJ#R3ik6OO4KbrbO5E+}B_LqETo1amidFzM+QXYa4 zhn)j{%uI!r^+nI~JI+)>sP=XDZsc~{q!+T3a3fVZ?+Tg?55|bTn;P{hLN%0#!og-m3w;DRf7CXF zcgig!`|8QzwQs3)#a$tEJ@ z!QJu)D%UhOZgvMRMANd1eT^^(hLc|Xg_()q;hh>J>9V49`Hb?=9-M_pw~j><68wmp zvhpE5AQ{a5hF(SQjH=!Dp>QgFgi-N|flKZ9cERqtjz{HlDWkpXL zY<4Vz9KPCjs!@JKsEA$Fg4;#II>IlS1^>;88-uFyUcGxJ*jjSqVHZSVh9nHg>5tT1 ztbU3&JD0*c#LYGyF zApMGgI@9k4G$R!pNy~)xJ0|e`(bH`D2o_KKY9t$?Mz1MNfwh+TVxahIx55XhZ~8MHg*9c+{EeKGo#<)C6%lOz8}^9LCX9rfQk~X6 zyYHi<4JAIXXp2UI0Eb2jiCMo0h$Kp+{bxOkn4~H~ye2C23Jcc+MystW=BlG~L|&gE z`H&U1edf$#E_R+lR~lcG(!}MVt4>vLM99UXl*dY^6|jo(G32i>(XEr&hETU3UXSa3 z@e#Dmw(jJIlFtL8v(6hj0<3NCa_n&67qt(I=0xv+d#_~M|?z= z!adntHT^=1)M>bg2wB;&v$tQ?7TG70GM3~Oea(@kxUy{jv&Q;os-Nu5m(C@w^3t8; ziEk}o@Gqz;h=}mZ8zax62L)Cm>~2UNCg-i_#Rq%XYL~ZzrgQjLYB^#%CZv~#niFTL zE2CM1Pk%g>xX1w*H#7c0hjcNU6+WyOyz%J zYU{S9%ilXKyBMYAreSOQ?~TUg)doMN|tfvAE2|b_ZsY3-8wbLzp#dQ%>N{>eF8Iy%%tAX z%@swz?r#>J>(q~X`9wH1^}5FvvB^`&#yMb#I708j%9To{c?28FHifQKkkNUz7slt)FH6y+IJ{B7sZmk#pN=uq;_&XOmTd)RVjSm^Ot3>)q8y zUsIBd{VfY9+`OVu$YcFrK(l7_S`0`%i*cwxrCR<2sFe`>RG$rc8G>su5Twy8jvc2Z zivA5-G<%C%{2PFtbFNW`FVy>_a(i!*+qZ-l8hNRJeqcso=XBCi6dA|hwRmW)2;C4G z(6cKHkeQ8qoXrPe_!M|xflhi|x-1ocuckvFCb{v9c^Q=|mWN{{IwUYh^#?NotM}is za&Ztwa0YVp(&RQJ(~HJ0<;pDGrG5Y@R_SGnAqwH+T8}UP7?tBzq{WmOODQO{ZwA#AMO4A>{biUQ(bCn;ybXd)_#Bxtj5fiicG49RW+i5@8|0y1-5}uhJE|1v`LF zcA-nBM!0`FyAtuU&se)A&CU|a#f1CzPVUjHof*$?A^qQ#Qj}W4m!0<1`kG8_n40(R z%_!d2xsCR7am++{IH{HYr6S?;yH{fhquHP;>`|22lSis2^2%O5#i~1k~Xl2a5-&58n2ajkrmf1{(8U|3Wz|IU~Y z2@d(u9npzEv&U<5m>(%IUi80|$X&9_+sfk?YqxGb*_s%C6cA7Wv>jf?_YE~G7!y4L z+9kB_famMR`%%raeyte-@a>V7_Cs$Td?-T(Vph^05DHXc^Iq5a*WGA1;w<7EUu#Pg z$yz|LV)r&ZtNRn5kAkoTu!u%P>XJ+1y8Yq7U7iYK2-)x;N_631)7bY^#_V3P9@V92 z(=!^9dCqy#$jM=-bMzd8sU??}4;UVUYfiVy4eNXa7n?a=fyM*FsE8AlWfESZM6VvARuN$iT_!{6S;GoT&Nd6+d!D0RhINMXWp%2#!o5 zS(@Mbm*+E<+(aB5r>qZD&s^?$+3|l(xlS#e&d4(mA#(C9!M5jS>LC=9&=NS(*k2)| zh`Y^Go&p4aL(@FkjPIZQowH+ypVX1yTKq=+EEH(?;OcHiOP4Pbo(0@-cVa0qSq}Pm zBix@^p)vRu2%#;boc3?g{2{xAl!HAFDcoz>Rc|-lDSg@ltAvAe-*9Q&lUJB1DEZ-g zR!ngF!DF7><<^}nfqS(Kz6$7WE#!?c_XJhS4c74GtC_JJLNtmCVMJoaBJ?J+shSV^ zh2XI0WekFCk25v}qbi)cdyor=bna*}77@pHLT!E?Zt>8@Yp4K1MB2*D*MmUN5{bH6 zedMlkd7Hi~box${I-SR_msWzsZj8lD3Iv?K?E-I1znBU%GXb>l5_yPHib2b%$>qhFJmcX+70dvx zh~Mz2(UTka7ir~Wz9==gtvx2VGv9MIT`FX}wqcRu^F&JDZ{HZcQP{J>)N@APY5Esc^GiE(Bk0D{T`%kx&?j{5ZF z`w1va5x1|0p6OS+nl7Q3pWt!+v*cO8t2n;b*on?06@q<l4rf) z74@yK$tEMEtVa=KGP3;>78gtQ$y$0@1|urEp<3ppoP8Zz8PE6`m5M`Ew#Fe3?u%Yq zB-Q3*=<8yFpG#$suQ!ACcHbZvmI{whlH=l4v{fSH0uAlH2eOQ*&F`en4T~EsxL zZ@}UuyZw`jx|W$xJE>m-l3GU?J7T<#!_D~(!J{~`~YmDtzbL633;~_~_n3zVdv`5V?HcPdCOn=D`?8>X03>yk z2b&le)VY5!9|cuvvI)Byg0#?+V(jw%wUp!@sdrL`D$UZ<Hw;fJAi)H?iWNz5WTqp(m^}kP#wh241MAqLFQjV(x*Vvb!VhV8G`sH;n?Wpxt zWSq_QO{J}LX8)URrm9oEhw)IAu7|9XwAwF@&?R5pW&a%{Zd!AuVpTUdX z<|vYXksR}ro}IC2J$KGKxFX51H8hJs*jAnE74t{`iE$9zsiM!Y+tIo1ULojjZ)LCF zMjfE{TZ@_Fh8Jfj;|r^F6C>pfb{>bPEs$j}BMS=~3eGzX;|^&-=c%RQ7%TSND6wDy z;%|*A@aY(^aPi7dG;8nK{#gv}uSrCjGv=y4ozvzJZ{GPRu~VlCf`NY7&nwSESsz4* zMO_aVeE7JBc;0pq&gSVa$|ZdmF#_E!_P(zpM9lUeTIUq$6Nx*PLr$h0t!3G%I*F{v z%xss(oyup$++#wbC1$#=wua^8d-ZxC>|QY%RnnG&gbT@ro~KT5*QFbT&0!^I#{}?= zqkn0q8I0jWT71X{G z=J~7ZYmc;32l$d25${Z!YNkR({++1F)lFmv{WF?EW2c9aGM*nUeWWg#JmglX?M`x| z;ZI9KXXga=;`?@^%1HYQYwL(#(J09jD&%gp&&4Y1~RVhP1%|Ux$`c) znD66>ZZ-j9`FZS;(a4A6e^YG{1oExy%?$;&1_DNZA?KPFu=?HUVBj^nnO*FNQGoE56_79$zufF1To5(7HmYy76C$H-C z{loN7GaO@@ItLnf;*A1Z(IAt@J~7pKLH@`-!9_*kn%3ELP3q?`kVF(#)$*so`J*BP z8$l#tU(b=ZO~*r6iW9cnytF*m>zu7QSZl{+n4wc%(c@V6f;|eWSPM zT?+{llnBb=2};|V9`KP$_*_+t-wYt>7Y@FizR;n$}Q`kPDq~47Vsh!5`g823C%T=yOhX^4poppP|H$C-I@Ec;4 zBaWBnMBu_kN*WV%ce5>B;{Rdntb?L@<3|nBB3&Zg-O}AC4Jsfht<+LWgM_4{N;e21 zB_S*gl9JM~OSiz%A$ecEzqxnrUw5uE&N$<^vS;_a=abJfic&l^?-c`J?aRHpT2HG_ zUceNWU-7-Z##m`IAUr0I9zyq6YS)JJo@npe0qAkm`?q;f==wy<>|HDj4eTJ#(o(x_ zM-d;MwbyPwO>Q7C+9M2gqifF)8dc5y~_in-7qrLE1(M8^#MVF(vf+Jw}Wjxym z2o#;S<`p z`YjMJ9EO3e^)nQV&rd-Ups~IxZ#?zXb&1S}VNB6vJkzx;UvRnooA2E%t8b4n8MwmB zPvweA$#E2G@t%A%lzox{2&dX*?BAec&lrJQfl_s~XJgFxrjoXugw7|z)k>~PO zB*Vdu-z~L?*A+dL0Z!OdqyWMAD$0Wi#4BEF{tgeM*+TT^g7V5*F z3UFWl5**)lVR=*+U&xo5^&JqXO#rl&^7{78M&;Q^bFRz#U=eE{rY5-h&J?Qyr=iI@ znCm%ZcEhnwwGw&%AfhSOi9Nnd~1M3?dNQ( zW%LLx+8fCUVB@qF1r>{DgmwJry)avUM%>Af@-jRL4dd|04M1Un)Mp7*i6O|8S}mei z;Vw<*K9caW7lyEvQTkt>-Ldz#bUw2a8NQ_%uGE(Kts$?$H2~L_ZgCZa7@q8I&&}Or zQ)xq*XM7S9Nt;<3B0w>1HLDuqesacqcYFWaY>2#f<~V`O3<50G+SX}^+-561#N=D{ z4tpG0hbQ-l{)}YKs_pjmg|NdkYk<(RbomHB+xp@Oi_q4OH&+q%B#~{9>YYdH`>iBC zN6&=ZeGp>qInv|GAFKghU49Td(C*jdV!z5RJ6UDtVjN3s%92^N_43uhKTFfCf-9WA zV7!!_@Xy|eS*$}ezDGe@teU9UFQKXt4eTiV|DLmcPXXtuossjeUj1k|rPdnzYoPl^ z);>i^X;A6N4JM3#z64e5;eu5fZ<Tq;wJy3tdJ%iEj!$gpBb22AJIBe&q5a7B$(3#_OYt^hiEm7c+v*W!1M+D zv}5s|=FsC6B2}mOf75o*>;;l-s@VoW%@|JdV>DVtO$Hu&pjEa$xuC|be_ZCjTa^Xm zFV-dcy<+7${6dD0SZw>(ESq|e?zF!4Zvsz11~wTZl=kMRLZXikAJpJBdhz+Unb+d|b^?7~ z5d|=QdRWQje%Ni>lO>%Mm=h4v%eKb2kxA#B(}VuLW|%lla=JY0O>a~JqKkY31-ICC z!Oox=*2eT&x5G3hn^Qu6E8PM5`}XQ?=Q{fr{RjCJivY|@_6#ojLC%AXK&zZQEzFgt zd&l~^VpqHE@KmGs_7rWmm8QTy&ZKYe*^Y89L!)#II=NL&u=$qm`bltV|K_<*w&{0! zp5z;Z<9mKE<%3jM6;e5K=Hdw{!7|;RTh#gGKapC%#F79`Rr0`CiT#=qecGr_(=1#v zE@w?x=ln<%5hqsC8gBzXw$)v-t(C4JzyVoMg!c|Ab*bA+g-Cx&Tw^us$f^=d3$5E> z=m{tGeF-^V8M0J`D_`Nu-tFF{TipC|#0oHeq=N`*qg*;5=F2mEJNoM+@8E`7WYGHO zj>Lku;#x2k;t5UU!|IroISgl~h$c}z%$o~!UZQP;(b~o8Jmuex%UO^bzXzWk4m7*< zuGQ5h{~JEK2bI{=@+;X(`@2tvL!ws{@?oW%v@>|p`)X1@gyzU#4F`c*(l4tq=LrHa z^uY5RKx6^^G7If$Jq78Z%JWKH?LLXvZat%CU^ZJ@c0`A&Bt*=PQC`vn3oD(8LwZ=ZuVSpSLU9XG>CcnmiRH=RDEU1 z>>FGpv_-gykCs~xlRkg%cx1=|7u~yQ;dMpeRM?uteIn<w0m!=8O$g8jO%SMo*_pw63ybon`m zLL@Eyz_4T1`chWw^GF^Tz*AVWT<~HHfZnSSSC@`6EZS zy@!em(D0oP^~exZ!j~fr)IvRC$-HfdM<%()dsszGzk~%K7HjYV3&BNVbSfL?)m$^dh zKMBq@bC6chG6(jECJJ!SB{1S59j3|>fz#lb@7XQ~un3n?16v4~1}W|{1vGZxpoo17 zR>w4xfT-38xKvnxQuuz;8&fJfCx`Fm>O2Lkej5YL2U9PNS0)gN@L|OBnKc{UYZ!oa zwer}zGaN5#Z?-6TbsordRO2N6vU30u=0u6UDy{EUo&x*`*|h(Byht-^v(|o8L8TxB zi$MUiVK&1IAgWV2P=xO}bl;$Z42bzSSd5kVJa?I1scesSwp4`p9dDEtT6X)Zrbf)j z_`@3L@J(a`uQaXu2!)&k$J8E!v~*QlHV8}?{a8$s+_#oz1&urmFi}{!gg^cfZ!Woh zJ~>H~(KYUKl~C^+Or2}n+i-`JlB)1R+Pxq}9aZ>TMe)~)^DN1E?{8}8URQ>{i_(_E z5}2`(11Wqd>bwnIL@oOO#y{KaQ&S6A7)0|xkHJI2s*$i7FKdP`wuIs%*?%4L|AR}i zIZs#(!N9c!cBvzv^X_lN!>(OdX+n0-?->Sd4cJwz%qkr;&RZ6EJTO-NJyPU0a(@0wcj+s@8s6RT zUBBq{cJHOxI6}B0?)$7(2)1KI{wwoG$r_qAvKmp~}P@p%P9HnTT+HYlajieAommf+V2F{zFvC@Er*I zXptwtyseN76kwtS53JGeb;iRvbdY*0pPS3mPx@X4PWLwDuYlP<+&CPxF~`ME z?f=M;^O~@0%ih#V-Fuw^0CyyO)jR0_;wz;A*R~W8=iFPT#78KlynobW8bdej5Wq-t zZ@8xfmMf+u65<#_TMEY00aU5$gJ0)+HQIk4+Ag@qmo&z`O`JvWpO7E~oJ=IuASL!c zFZH$OSzKDk#LWKXJWJ;Y%i6yMz%zgp@c!;979sg$Hx)0~M&4su!71$9`2C|bY%RQ# z<~E-#n{az-C{;l1GM6=GHJ;+%L1%lT-04oSV~tt}qm4z6e9KpRMk}B%L*Bk93V}XV za>d@^mzfP|!ta}@NdrYGhqgq*q^2%z*hr47`PoAuQA}4}NaU)^&#ZAB^uW6tFQY2U z41Wj<_k0!FM=5xx=WSJ=Oc+&O;BRPT9n>Gx#TOqatsN?+}{VGfXRd^_DWLQtLr zUG4b;yd1Ynrp=#2OjoCEy>Vx$rT2SrauJp>r#l%$hd&)|;8Dz{gPAz79sXLv4wz@~ z=C$=SD8)AuAJx3p%z)-JqoE3>d;o5lP28jT{-{Xd197#Fy8xxAbHrdO5&I`R+GhQ1 z-+t?^we@xNKpB~pN|2`M;HTae}@vU6N8bJuy>L^bCb-bU!U$U?7 za0(b4sBF9CRE)sq0n_qs35Q72a2d=Fnv~HptVh&hI!HkCQ8z{%t+&Bp`WyW5F{=0%!Jr7DuuM9R@zi&>FcGt<9+#kQ2XMR zKJ5@*XZ_4!FgPJ62pUhOP`z&QygI{Cd?A@f@n_eDpue{(XqHQr=vozIy7uq^=aKqK zE3XnMNFU#t52wE@({bXcl`YnU8~>eDG!CT{{Vla1;>gZHB?|QfYlr6z*O#Sl7w0_< zgd47qOl$RvQv+M0BqWV^%)S;Tpdzou36pl1vJ>=jhFA^se{r%D_1T%uSPxd3MjcE(=6Dw5wr2<@o#;q%yba}39x?x zvykxUOF3MP5s$5_b833NIn0u|9qqn}WPhQCl?DA%w|6`Cvowvb)n8m* z{F5JY7CesEuso{8m4(j(;bwue)LcBqv^tP7!X%zey`(H__#ucIe2$I=HhcpE1&pfl zo270%xEl6bH}on@uBSqeuRm!wxqcp+Auw~;jcdh`1(%XMk2~L~(Nv-$dQLUJrug@X(?m!@d9THcqdV!4~<9q?J zG%*YOXCqEANxrJ2`OPeZ?pIq@Nclr&zwQ81sPsmv)mkJ|95#FS_kj)v$CJ7WrWyAW zS6T2FA=m_N$9@wD{!f~Xd*;RvFfb2K?k{IZ%*A*v>dei{qE7C0G$!m<`TA%3$RC-7 z=6@fHvtBXM*JuY7WC$x#KU%Sj{@t*d%)ONwOJ}a1*_wI8x?F$ zOZ;otu~eZYjX%FFQItle+Nkt&ARLO!)&UYRac7+Wjy>n;}w7BupxiwQreFuVhDislp_5 z>Yc0JpUOcD?ukzRC%Uf1y!zzSmqw`X7-zyHRd)AD8P!6h=lzD%FT<|*V?k?0w>uYUJ$f;<3T?km`y)Sit|L;463m}|ih`QS44rn8ynWnyVf@bkLq;!rsbB{*CBLSGl2h{mmm;s{2 zg={42>03QHRst2r^rvrEx_)oD@1EZOCR~Z2IsL5IrfT%^>C2d`e0HsGzr>n?cpv<* zquq8pXto_1JUv{U@9q7_aqTO{@m{*FxbkPP;_bA#fafgfkuFir8h%H#5TLs}!-ooJ zh|Om_6_{>OK9A;Pgj+V%w=B_wVYFQ{ig$ut^}B1U3M&!%X0r?Ggdsc;C(h+aMAXV* z@BQGk$$8^+=_|bE7W+i5;ZGA*85G7$U-=$&$EX^J>Ce{j^y4u->!nip^COSrql13= z>$QPWV*}tBR+4~z962LW5R6X+qj%;3FU@?`$&8x4s|M4BOP9`o?~Ml-QN5h^=YFaO zUhRo)O58Hqfbe=)@UZxUo@>DGBo@6gLxBdMZC?Wqi%<8a!$9CmYFG-vz4y2Swq`v_ zRSQtgYdK#5?RXZ#Q_`xoBra=NsRzHw5n-s*IGqUWf8`eACUV|6)xikrCb| z1g62BEOmA?P|ZIYR8h?H`Qd1EJ+s1^%Jdz!11U=JkZ^w2lZku&HTzuptCk^V7Wx>fppm6Sks6vB(Fe+6S4i%VH%omccOg{ zx76<=wUjYA_}`o?dD5W_m)7mB(OSpZG1udGYH>Y47o**AW)f$GF)egL6%tOoguOAm z{Jz8JE)3#S>2Y`?X{j$)C(1Nqz^jlMs(m$=4% zP47qHZv9C*xh$`ee1E_13Mh?)^MLD9?=T&QSdKg1rZA7ZzH-^x^ugM6(xur%^{j)V z-F7HlI$B+Nkf2725WPF}zYEBHAMNp{vQ4CbKClKoI@(UqgTa-?qKThBHy)^-sf<%g zuP>O~_Qq8qE{h8jHqrGY$ zLT*k~q#{x)8vgPar>n!5|4{aV0{5`6yT`5n`59CEMI~+n^7VUMK$wE4s#5J}FptPM zV3Pj1U@o~|<_asM@O35tjpqy8DjEyIn=y4FKg5Lm2GI-q(i^+c+) z-DVx1IkL@+6cY5eWCAxU5q8%CkA$a^VS7Ct4g$;@U^7Fm+BdxkXPh(Sm-Ciy!qK|0 z#zjWc=wA#9CDqK-JP_1`#0z(370N<)<0TLsEGg)fzro^T9{Ulqhf+CxZvfE8R;RF8 zT!4rQ%4m!ITbMn>hW5-u9@hN=BK!ASUrHVrHZc#yq7>8AFNR^7wSs-~EatNCXXglHI;OYptAx$4lYi&7N1 zLJ}a?;;*fL;V{ZdbIzhD{}}8fFIkqjI-UM?9?_Yxx;+R?HL9w_}6fl<_UeW7xORP%tJeO#5PaKaqV22KRy zJ4}UI(S^NWERzVycm4EnS}9f(J7Monx=3!}iO+v5@~abuf0#BGeZaHONu&z1l>E^R zJ-Ap!deYS1YqKcK5e%9c75Ib*CZY(2@Ev*;e*OWSZmZpqcv<`#f8*TlCAkcd9wL_* z*ev?dK$DkfC^26fHwgY2*|MzTBr(u9N|;}Ra_^+-6Anc|EMsdIgxG<=^{qt$@U|r} z!r~tbFs^L!nl`>@tyAwIS+UtONowrUVX$UbHKpS&Tr3HzvNz7>SAmnx|7h5A_-n1bo@R>~WqFLF=m) zc=VQ~%(UqhVA}Hh$FeMCbPG?&b*$s0byAa4E?`#dkQUNCe=Mj!$v`$__gDi$kc>uP z@PyG~cbK=|VrKmJjr~|x3&?SL@SsD&8)sl%5ShyQ9CQS|Aj=5R4yld^!@ zOX3f?92^zx94fDU-@N-eorT|VgK$UNSM>jwb+d<|Jk6kC6+jngZ`;9ehEi`gIzw#|*u)Db{?mv1E$^A|MjKMkqU~^keAtpg=DGsjb+W>7bBhSy;#a z(*00Uzx=~}{ZN7j8T$737Pj1vyIrAY_Jto)ycVMFF4eq2_d!9;H`vjc$C;K})zqQR zUfvT!S$lIBuX#U=ri(RML>MeaBA9tgDqohq`r`aUg^-va;wqfp9bX80h@-Gmx~6^egH|=UM9eD) zR_fHpIK*CkM!sz#anv7YGzRJ*k*)RuG~b=_o~iY)i$&hYkod0$t-w6fP2#36MH6r<1LHA$H zuwYOl4?Fa-1B)@>Qf-i)%G~tiqSMI~YtDtRC3u(+Y^{-WhMIWo(!nR4aaS*>nNY)V z9uemTTvWcSewZ`N8=sM?AYco>&=A3+eje=nDpUYYrHcO^?5 zMfQRC4^)(h#su6ovHB++QTVO)ZqAiKk&Myf8)JcpVt8s@U#h@|5B`q^wNnW%Pgi@= z2JZ1(5v%uXIDrX48?dL{1S;iVG&LO)I1-5nbRSoRnu&^JBJFZ`?vc9iyen$_Kx-tN z+mzEN*h>y;DfO7#r|qz(FTPSK7mY5l4*nlJGm7*flKC_jE2&M03;3ioKRk}AN2gHN zMLc5`wr{m7!$0>}n$X8>8eQ-gYP7kS_{EEoMGPB}@DizarD;c1Ns58$wa@^UH^Vjy ztl*%i{z8m#{e@1Q=}<>>xhh(iXJjAYDZ^7bx5z%Qfqsl(ThXx|=lLDxe?H%%9Ea-J z1^aePwIYr=(;1ZzNq893rpwT#jLTHWs_|Mf(rce&fkAYDZ3z+IqH1wX9k;% zc#P7%q+H7y13-tgL5N*AKFtHV7`x=avi2KUN5kd5EJJj!a$)pgsTznM2AaT3L%9bN;jV}Bs3xj&`~>j506Qw{Ta zZ>K6G*sIHnUQzl5^T)k17a(>C!F?DLo#!^gK-if`AS(6VFkUQUxzjYFY471wrbkA1 zjHbMI*N6p#K1rdf>b+C*4zCbNm5;lSeXJ1{s7t}xzw^Ywg?$~HoyyhZyB6_8A7e=~ zei+k)^wJOgoKC-a@uGu9;Q8a`j=+i+zuQ`pI1Oayn%|lH2Nz|&mw#?6roCpQks%Sc zNmM(;E+zO%38l3f$u2<<6La;+MeyVG>eqI|#+;Vgk#Ys0xoNu{?Wz*zcYVPJ$>!>t3Lluq z%_km>^S<@@xxM=`ebLb6$={)y_x~QN3r-itjyt=1rWhiJ&i&c zh~T0rdaTreg1xx#4G6;8_C#u&ykjZ421&`*_Expe4FD?l`BMy+mRwEj*L6=Vn}$;l zgqW6L+8DkjE8a0rzeoP(ztLla0ZqE*eeXrmo0YMuF2uo;h@-7it!j`OckGvJ>aUCv zq&;JGFKy3I)^CJ=O&?(U#PJoyp;d+sP>G{$rkE}{jY!9W8GTf%whP^sMpw)?@0@>> ztS}3J>lv1CLWUsf&PSS(=|$iRKPWYodbw&tzxxX{&hVFYu*ida6Z)bn8)t`;hbFTr zX74c91l|*P@tgb+@iv!8&?yL)+_I?W0ZfY6ZvZ1)7!-6aFp*c~u+2h@%rvR%hh&3(@z!!o)b_@2669m?IbW!v*=hrEN+CvMUPtTX2tty5 zdD`sR%Wz4?WR%SF#Ib^ihKVx)@Bk(L2z$CI0%Efk-_xXOn}O$mK5qRRNq(=n;JQzV zrC!Nbr`_4cXh`W=Z}1=kbdVyd2|JgU1 zH3KOb@NcJR!DK>zo9Qi;KK!+In|o`^nh}7n8b&>Q7Z|$7q(U0k7tBR%S({Hp191Cs zwd0gtbs4mwk7mNHgQ55uI1fLPN7mxJLLo!LCrl!0sBtzu`JmScFo{&%A!(S2A*g6P z7IgdevMzN2%u6#MZ*`}saIH+;+k{M0pIV396bYm8ACPdQc1XGAzoon9CgV^bfaZg% z#%?4ziiGX?TL=6l*IpVnm$n<|e^(|}T`4)9{GVM?!_6XhB7sBHM`=C5*jOrkN#P_y z*@=>`SplAzdF+(c8l$eaH(t}*adB9g4hAM~j&_-TC%x1k}@MpxlAm5^n_0ID|yci`JCr-h-mcEL?NRE7vFf#?>dx<4{ zJ|3a?w?Q@i<^#U_kBd}54@AF;qtSG3HV=MD%y#rZmj1ukNrs*TNHq;SOzH-u>58xR zh5uIDe|{uaC)Q=3xk%&{+9!drk5R?Fbl8h4*~jn;4f`Tjlgd46i+ZA8_YGy0$kiSj z2UuZGRHYN{*44*p{F7e1pHfh%k@XJKW5K)gL~_?Y-y3^+6t;8oXJigZF-xzv-9rW7 zmQC|JID`AGqKUTBY@+7 zKTdIIhyh5lG`m0H4+^fO8MX%0*DF7*tj)Ety-(dNN4VHw)-9S zIMe5El+_HL-p@cz(?AVFL?t@s92N%set4G7+MVsnTSvjW6d{X07|v$Mx<)PdhU+nrt)fi}5AIU|Xvh^n{nZqEpho|BvKB-a0jiY{b${rKfb=qx=f6l8OQ zUy!k+!MPvn!o6OZl-2B1<7M$X<09epF;XW9YJdm^X5lVRBe$Ocu|Wsj&xa^~(eqSv z*gfP}%a#_dwcL#g3c7FuT%P#d3+cf(FmCq@Si8h6{bI;@tOrvCw7Lds-;NgwPmn8w zRJmvLMGI_PE|?;&xM;S_7Mp6+2A14!prr6}=V|GI*GS-P026%M(Gt@?g^EJ1KzyJ| zT;v6OzoS!!3w}k9$t4V-{i&vZV!EP&OpJ|x6T`C<{J~v6rkz?R)KH@gi6?a-()Pd| zmASa}0|1Ms=L~e&IEBH9iUq3o0~8gqr=N-7SOjN5c$P7LlGU*yu4M0E3YS2x_;fLg z@U?YEOBXV35gLK%u_P`>GgiI2y1uEG!2*JQB0Qg8 zQh$^_^5Tm8>X1J0#XQD;R=%(sC2_+`O%S}mm=VOh>K8V$?e-mFGZ(sd;ps6V)_MIF z_32v8r6vd4VY|P56O`-|5Bxcp^TlR(t2Q*Rso!0^_VU##ncn1V9284wZ8h#VzHs2> z?#CddiuOlDyy*mq?0$P+XhWKMek=KA8hj^RhNjFoRm@Sg+25}+5Gn{NK+LPHpY`?b zOqEl`PbN5`TV6&TE7jd{=?$hss(Q^BJ)1I8(>C(dd-oIDn!ePj3MZOMDzoM=B(*78 zYqb^PBGZ?L)hLrHz=2p;oBFmyFKVD7%-9UWt1aKCFmg#$3#e@Wsm*>d&-|~xS=DL! z8?f1q=0Ks(L{)c8`uvf9CP^OJA<6f8M-J}(PH`FM%!XJ>XCmBbA|R1YO+y`(O%*`P z;h9S+&VB-zXeVM|Cp>S8X`ELu#Q~~K7KO%c`{+K0$A0F}(E_Yr7$5X*W=h^ThoM`= zbAH%&IIrtV4pQo&=B>7BQLC2?Ft)@9xr)D0en-nTR%ZVE2;sF$2*Pa>KqM>#o6?q& za*0A3%33d+_keey`PO&&kpVFl)Y+4_ZjXK4MDM>)$P2cazH~b%#0Yrtw&OnT@MrcB zO=mphJZ>%pYCK1XU}zM-yFm7RnRl^H6HE~)J2zJy9N*p;0A{X1b2x;iyweoJt9fK7 zBlINaHjT0RA3(2vBVab$Y7g-ujJ#)}a&-g%7aMAQy~`rw)WFdMGwFae`@*)xy9gs7hI=s3NCj9;q z78kLE&oIwwxO^ph3#lB*;Tx+f_cJd$pA4fr;zB^#weG1OwZ}Ikfj*G%Ky3#1Go3{l`4WqadwAL6y&oKVMqI z+gd~Xf;(v(FH8&PbT=-iCX4ct4fK*a_UfCaIbfeO2oWv%^Q*BcTmpKmt|5{$rN7$r z${zn0bBO{zmDE*Cg3cpq_ObfP24FmM#%~qPBeN7nY(-*no6aHXCp7|N(u`fm!1Px8 z6*vr=TfD3KBIq#jY4hy47@dJj10nOy%Yd62vTgMPg*Tvi@g<5Xj?8y@=9aOQ9ZHqJAFdT%<~xMNi3k%5;w~% zzL&X3!-00j{`TnpKPaTQLT11d1(|)Fn=}iRaSgbqX2h^}MF?S_f^m`v&sId&&;@m1 zZn!o?Rlq=L(8S@ZSKx814-cb_PW$O@4U>6s)++MHih3enJdu$!la3?SCoM9gdj1s~ zMQ|gU#r}Oeqf=-q2}HvGCCa}EI|Ak#JyCuI5+Ssd%jG_88fw3U`zZO{4XHm=w1J?VorpF%Zgo*sfAPL zV$$H-nrI14>}PfzH0A>u?yv&pzEFZE6cfQ%>2LeQpHYeyTg2`INx)1#J86>mbAp&>uK}yDqnhDPbt(xV;$Y| zN0&Vav|SnRG)U9DL#_%1n~JR~(m9Xbjz^|Q+r)hupa zT7dZzHL^3JNxxiIZ8sR{}p0c-WN4=ZsBG&6nyY0dl6loI_LtIzpR7*`}QhRwUE%(LRYjBKI^>>s%OOm=3o zRs@N%cN$vKOd#-YP&Yw8$01=wM+^@Pd;+7Szd;Y14fJYl$e2kubX5vpOD4AUMsWuY zMDF=~RXRhMTW^Xa4h1Q1Ko;-F6Q#eWYe2z zPThNAJ*~$S_tBV>u0-Zi95&fnNv~kc=#HU5ge0=pQDJcSfGgMc_8%iCQuzhs=7u!s zy{pGqu$|UQlv39u2x%Fl3;bc$IzWavpJi*@1Lbe9dc{jZ6)$tS^}ekjPU3mGh|}|` ztVj_2(H@Q%IOnxRu|+$+S7ux!Ri0-WG-(acA{GBDohVU^r7}vdWPA1GZS##Z$Jq#a z;#@H%`Q+@+PU}0T1!+6}V2g*vA}_>+6APJ!GMc7cKc4MUZe2gKF4QQ)_wp~!4t#BW zWL>{nI3AkVSrXzmtT&ixr7m#)9>P+#P5RV!Jzh4S1QGMV_7SHO zym5~^a{PEBZHH42ezHa6EeSd>iw?nJW@E%N=Z=he6&=Vco{T$QE;?2P@L?(OK(S zYK<20K_WBrUeBHa$plmBO%upStP(7!< zr1~gfy(0R~8(37&w+|Pi>Ae^#U!2YDD)wg_oqM++)83R5qWukLOyGSN61k680wora zG{G!VQg=OWjg>5fbjVa(**fQw@)?r&U-j7mPM!);rsbEf-d|sB^wiCZxMT0c$=y}- zmBE#6v)QZPrbT6n`+im{Cs|3q%17eEo)YgpVP$?*q)p)i7I+$6^K~Qq%By9g2fe4n zzNDK_o%~Z{Q`9QavdR`<`r%#+3O#0RfflScJC!je(6lx3rl6f7ZYjOM+urn6kZdvU z<<4kXx(0B8MIHtbzZ8;(WarBlXJm&XKl*RS~{Lj>attWn;Bm9=tOM#^-WiZHW@G6%0SQjzMe&vYdU?)sGvjp1jdM_GM*+R^?&S$)I5gkH2qlNGIoGn%GLN_cra!`zE}o6LdkMRvRw z(k+oGdjN<`x+eL2NcX;IvsXk zU)%lqXV0H_S!65Po>CjiWq1o>M^aR^b~m@-plO@vfqD87FA zaqNpxpn2k}Pz3yIsd`}Ssm~5?G@(K? ztE&y?Jj zkHI*HsNl$U%RP6aU5a~fvNe)BAKnbj04j?Ns=pIBgEGClN{^X-(2TM|f9aa% zh4fvXGPYee>*N2pdbefn1TRmw>Nxd7uiHxwU=}>KP3$xyEvT!g^nBrMYfGt3B zfFH0Ly|TSR>qtqdzrFkxcu6G&ADMMrpNuPG65u21Zlva609H~|VE7LGO#opV1I)$H zit_1a!6wB8r{n;~InTMGOz#l2^LZvT8T@nPyfUEjA5{I7Y5mX6klkftQt!3D;CA$z zZ6N6GhRvq`GtlGwQ@OoZC3rjE`15{p{yx$oU*hG7p27c{%`ukWruNk~v3Jhi)^7nx zzO7O|sPAzLI2!pDgjvL4q~wT!FRv*?^lS?zd#lxhW`@tkzA8hWkH)c3ze>bG9>;Fo z(uHjgF2P-5fLorHh<^rU!B>54#!9))+0`!T3+Efg7pTM0=yMdI!yF%0t)fm_H0@jzuhW7zdCR9^Yq@B3GvRBSfk;#7Vhdx zxEz{l@mmH>-OU`nBakH7WpB%4ckQ-%zWUiq2S{M2ly8W&%b?& z02%|z9DbkzDVX-5Q)z*lRj@9r51(#RL6E(nY5jGLJA%okRsajU5;1#1sPsUX7tDd1 zq`lVqJwCkz^kES-JoGgn`$=Nkz0i6762AfYBGhPf;nHGn?n?q)P#J5BFBw6f;ohjC z^|d$90K)5+ZuM9QeF4)xECG;qJDdN&TrJVh+in4m9_;48Mu0zPP)5mh!q8+F;729v zov}aSNN?aK62F2DA^enE8w^22=(l(`D~bE9uDUYD1rhW4i6@_@*SVHW(YWjR9jvLz zLAA|w8ah|f1b)@O$c1efZ)SP<@G%6Vpe8{A9jcCwj*^KZ5EhQC|75l{H#*pbxun&AB$;Jc; z{hxdds+(GuW5ZV`UoCTf?KC}tV|3tjnA*6KGr~$YjB6vmnjFoUmcv8siM0ALHV#U| ztA{7=vdR>GNpVHKEcMQR8#g*z`+H`gb^hC4w#d+oEY~tgCf*uG7mDkDKSap1+ymd$ z9+j`=x(!gOC{%tPMwaTfS@YC1Q5)$IC*`Q@)V+s=Qs`QI-mQ=hfT@p~< zfaRFuaz7b{8~KVyb3KzyTWqgomO6W!kcB68D^`g*hVI=*xZ~#X#ih;nXVu-V5&g)o zWDz0+hCCs9N0VU#v6wd@q>e0II_2u-TvFyX+4v!{hJr(%_Hjs)jOeit$LbmSd4RdQ zdGh~oZGR5jo=QBX zI6kYfqJ%Uwu|V02g@c20k^W#ltRFARfea7lhPn1C0wskF1#NR9=B`)^b=sW3#K%S+ zt6b=7>ho`W{Q->FUx?hknXAQiR29{{AHYZRp=?Kr0t<-BssA zO{r+<>n~-nw6<|+5pg>OCbFpgHXbDupGy+}I16|y@&}xK!J4}4!V1tcgix0R~Eh z)S7Dhr7aj(_pb?|>S%%P&3S{_8r`qY$sRrCrw%#qs%ZTpAF z)gD)TyK`h5hF3(QU=+NpQqq3z@6)Fp84J-PlBb0GlHXDqGE?!(no%$6F%PuKEM{M} zcem`m*B&c>B_bfSIAX?lMx+&gZ-m~m$q4hbP0UA#=d z!tWj+>iITfr^ zcSM%(z~$wTXn}%mh@Y))cX0o*v-bOV`{9(5h@bCNo`}xIurZ@9T$|zC|4VRZ@iiYj zINO6q{5#$(00jvcsDS^p2djn6B&9=dYC;I-lWQ{OgIml|KmA475hFdEsT#vY-dwus z)5;S*e264?bVKS&v9N@l#(@{iJnz}MS#!O5oq%di7ssJLqm{I)3zE5h)YdXde0!*D zf=|T-UkFmD9D~1vHNo~+Nq6u4!d=2Id?ok`kIBc_)R!1P)*!1>g?s-**Vj?$0=nR< zy=bvdD7|)O68VNgnl8-?uurTGZ*wLM7#Yd~56wT_zkh7AZHR$w7_(%+-?z;t6Z*{o zy);1UA(2C3J{97J&w+d~wpq4RL5)@|6-dW_*^H%N7V4VLOO^{>wN<8uNp zaf-FFeqqu1zt58N$_GQ__LJYqWUdbs4WvHM!|>g*i|DWfwZ2H`g}Z%@dLnG%6B4o{ zjgDok!=e=L8a4XGy8FG6oE)=`J9f6YJE0G`)nv4w$k0&vb7q*nnWT7D-pM+in zI_wYRs10Z1?amLxJgi@M_=w6@%CuN(Dnzn-Tc;A|m{Ca$1sC}?Ew6fp?f!~ypZrje<{89rp=HjVyL&qP_eI&%B)X0pz9feX=;l<^v+BEzghf^Z!Vj4 zs+_ZQqsFUQUXHIZJdIR5to(Z`nr47*44C^Wr^QfA}0O+J9FsD)Et1xJgO2vomOWm&*`Bf7I|NHtRhDfg0>&N+liXOl1 z;A6n?AiLkuK)@e((h1#`CS1EDM`1(cU{h9*l1?jiys zLbi_|%r-lP9-o_w4a^60E%RcZm3+rV&L(qmn{fHw*@$)hFOsgpk*+=rt1G5sI;W?Z zZX2^r$FONL&Bb)bbh9yClhbu|=cb#Bt4;UC72mP%AK;#Ie(}8T6YpqQuUQ69Z@;iq zl3z_tr0)GaXA|)v`?I?%zmBTG4yd7wB~A7oz@8pm`9t1`;IUi~fb9jrCfG-XVLyV} zNofW1QXPx?)tQb!-}RsDyGQoIJ1pt*3x?l>APc&fORgu?^U65#pPypjfNzs(<9NTY z@!%+>ern;lu>M$~f_7z2b}jYq=u{I$bKA|zLvx9E&!8D-3JB7Pq2Ib&74nG#5jUX$ zP#oYYrhi3;v>?m>?|ORq&`Bxb`}w##cEZ z76~xg?8T@7J41_Kj%qWYFBRgTyS3=viZzjhBuiz#itkE3A?EfeCG@OXxOXs7N&m0i zBHMRYFN`;%J96W%e-vVqp)A%TC$ge`@Ah+!5nrXkoN69&|MPq}0HWS^ks5S;F`pZL zEcGFOI90HPL#k~j92SKCK{(;(gWz=Ors>&g{WSvR*6E2K!6Tv|Xi3G%yTTnG@4H&N zavZVOv0d5)hzQ?NI`f!n4DHuMtI z-t%|__o&ah-A|Lgk#!zA1g6783-EgH)2AtD^OG@AA*<-ySwWu8vn8PYr9|AU{j)yY z$k)j11$r!mlf82VeS?Kts1`bwIyGFf14?3FIV#Z5@z54(S3jG+iOfP4lJ15V3qo(8 z;X*tV&%6%CFIB65lXVE{$(&)Ff#Br^k-l~`Vqp8`TooF6wrcbR>1GNep7kgEe*f=? z9F4r{`S3Bdmuf4yWM}L|L{K1y6mLuiw}^6_uygu~|ID^?afB0jW*PN&n*+0k!XxCf z?Y!#=C%yvwCu2=6HnSP=^htsNpx1`#IUyYNez(sK_%XND1$MOp%rNRxW3keXLYUKE z7C0Q9CB7QM3`C7FKbNWLcQxz!8}9Fid0K+6P;bO}s&caO;~R`NJ+S=&os^5edN_kY zh&210|E%jrU+)r>XrU{&la0al7PN^1(`MC^?J zZYQc5muIp9&|->K%H50A(k`pB>Mg}^csMpioi zFGJ-vL)MOMhcSC%Xfhcfnsv)b7kO3g@VG9TLoMdNn3OB=ELnD#hb11r9uMLq;TxhV zdM)l7yzt%t)Y&}MG@-f1MY@LbJ3`eMPkaac3yFFf^QZgURvEmjIUEE=USuObwR+cT zc^qelEeO3Ch&?={L^ixQ6j~6{$~az=%m<;MPDFN}!Itg#MQNg=*E{3MOUxIXFtDn; zJGpXx!~=$W6^CSM`BeQ`S89jw9cF)XTq$(s?u9igop2RtZZ}aKoqST;-T3Q{zG#^R zZbSd(Fw(H+N=j}atwtLTcn-qYCns<*mj;WhpIaLpb`4dTE6+Y-xwg8oruJ9a4Uf)> zZ9f8Ug5V+LI%^s41DY%E^I>;pgvY*eGl{sz)w=8OD^%2gKl{e|H>)I575LPiKjVT* zUpRZG9fD(@m~`I7O6&U+{JV)IfOq;WrbWW|!g~4M4Y~hakC0uKpVwZ~qM)qgGbTOa z#qdMB*tN`s@qwZXA~3Q@h88LUAKkj)O?ni)NP+gWsQbYXa~R&PGQWVef|C+)W8YKK zcCa;Ti8^x<=ZD@SkepwrU?~fOAR`Hx>Cvl<9APp0rk~=|s)a(bW#GLJdpnibsYR0Z z)W<;Z!O`gH{`n_s?4+jWqA8Sx{EXrwvKPA}SckPm4Zf|8t#6M#Uf?eV^-L*3FP3I4 zmx~FDd}`cTmwa*`iZd(8wYMAB!COWTz9)9?8xLtpR57ZF30u|) z4{oZ?Tq;daSKb%CXEEmMc_~YPlPb^Ecb425@YzJ5c8|yKKGjvUax?wbY@#MGK5;K} zpW1JD(~wA!$tdplN$%m>o?1ybGD97b-@3yBt+)!wpD)Em9E6Dv!*WXt)RPk$Mqd_v zA{ZUtcGE&5(|q-E?c8i3#bf6`x-fB-Cb?&609D0%qpytYDj}W!!!Ro}c>P6GOtGL1 zN_Qw#Lvtxi#U3t~)2X?b9MF_J?~$#m3k#BYu+=I}$Zo~>_q|U7z3lC|Sya-)03WFV z;s-F8v|g0}+E`2=DC2W-szb2dfY~;UGj6@mr>^+cS>MLv+}oh#&Xty^Euy!UDkvZ- za9A58i_{f3QTICuXHP=KZzcWqAW4fZcGKP)DGT_R>_zMvdLh;2cNMUzB2v>A ztPImBRh>#j8lABS2Z)cnvXSQ2`k*digEYN|I_A!;C0$i zq!xF@8BPJ-v>ZvIgr!zSN}8Do?uT;70uz zn+3@4xTl5g?o9bEgZ!!URQ-NOvbnq<)v0(mGTi)GQ*}<%-_h; z@4?&#&rS{+UI4QW7vFp;W|OOSGucW^wpiF#qW&MJCHOrI_N@8otWWDW0RU#|4>os0UKXJywFZJh=gD%z{PSkXQ)4N&GE|N z>ndAeL4UN8*;13o77m+CoHX{~8}?4cbtV#~0{QM0EhBk6cyfPhaMlq7Cxrm@&n{ZJ z-tKMUMn1Cmvb^z)>npUq-PV!ULLXjm75r%Y%aUy&=MH4HcQf@9A98` zQJJV-VWf%x+NUf604L_~2HwtJW~5LDVi(kLI!EFYK@s)3fea@P6ymDGF86PQq%riN z#l2!a?Q80#X>GSebC7XJn|;QG0Z%i|&Rl#$p*?w!f68Z>_6Ps>qo_foC=7yQN!TAx zt6aXeUb8fB)zkz4vrP5DI>g4&5{&)J45{mWk`Db}*0%9udUAqqM7-k-ROm+EwzR#{4yzAx)qa$AY!GwXw_v7_ZEQ6Clw;$RA2 zkdyOLk@MD!AvA^75J#vV>*G?3o|(S_@ShjjRdx4WU^L9$Fz@F{;)IX`n0s-ik~&~O!=u6>Pnhr4z#DJRvmkOJcnJ20 z(!aAs7fdJZ+cHC52egzh@$hDRfh4i7EXt`cAb`xVR}(YvH!$Vw(1!71Cs7!T%UpM?Q(cV;gGfzg83)9Uie^` zMeweJwmt3kL>TPx>cI?r`U7i0emi9E_#mSJXm6p$sBSKHQFWCSNfH%O-sRe{6ow{W znON#KIx(i@1jZxjp6a_s{M%U!fnHi#B!I9Cm{s3O1%!-^`C58S-#J&`eF%=69=>=Dd2o_yzcqc~FwHM-rC!k|v$sP%l(T~H>)>O2-#?mw_i6kM zVq?1@@ysZrfe7mJe~AJ>*uoQUip3xv0bOtfg$rc^{DD^F3OlYg$boTH(u5g`)jp=n zIVXiggWI_HCk;>)0*)TEV=ofm!KG*ox^oB8pLZbrRBBnsOtkmS9No$(!5;>PUh z43fFn?Rdx2c?a|`hZ#6$iho_Msad=j^Fo10}=^)DDm zzEz|EDJP`s6~CLFK8RcRkoEOV;#{$m8#neQQ$Zr?61B*ny!~{h;DMY5xr_6U1U0{TUzEg!TBp8|pa<#;M%6#LZ5g`$63- z0V!#L9a&!}ov-dhAz_QZ@G^`%RL2Np=0b@TyhO<9TQhO-Q3Y@zKP){dm#njE_is6O z)-6lXd0vrbD98zPM^|kZ_<^K8vB_=`Nm|;t1Iaklo|Mrs%U8%2w#_)6VMrH#5P2bb zczfNqhPrD2vUQJI`pjy9++Rqc3U&n%On+^#>ZQ-+iz}-jDWIL={xGA`F=5~X-h1$g zT{T;WeePX-+zs?etoK^?1<4(RKP>97+f!y_A~J0(6rwqx0e8~$o)>nywa*(sh*Nm2;5bd0ao4fOQE9A)KF|zg~{{6=A| zwZm;W@9PON-yXS9iEy)YHyflopOUa&AQv8D-e$uz?2U0d>DpOOX|d*2p*8KyI32;K zsh0X9J*NPUwZ+{iAmf6B&Y-7C!;ZHUqJM$lHs$R1@8~--f}KmI{!ag%YX|34DIdC? z&C)bp+tJ+F4G(Gt#P2IC-Vs)wyn(H$tk*-M0$B;=mfquz6ijt=1}iM6+Wb}icZPgR zGoV8*ejU))fT~`0t|%7KZfo-3?nVR^h+>h}mg9cL*d2CP^R-5QaW5w%$9ms`@+$V&a9T@Z*em!XLu$4wl;RpvJ1eFe_ygOTK z(fW`)=AlRcGP6;9Q79K@n<={Vg*b8&7%A;Dm*70Q*49_(f472EmI+#DT}>!t6>fG) zAyx;d7V6DZI%!(>`24(O^0nyg zcOTqZ53I1im{;g19(oHo+mqJhMjOocEdNN!P7aY{#yALQ4k7ybH`*+c+#cz^z$V!r zY{VfGWZQhp!PjZ><-h>>_OTk!DN%S{GcSvE_|S0g?Cm{TD6_Xculw()c;tliXKbGaG5K)vM9OOd zYV1QjPDq0-)|cH+ToCvnZp(u@FIXuH3?g~?RJum#xBV>t$N^+^v9_wsP@~hp@!<}- zanZ06v4KWkWXW^8g106>n#3*o#2o4!AM9E8)( z!kzF>C}X=;cY^hw8%X_oqA0_n6=jkYY}9#D4BfIOT6zENbP2i-DWekj=ZI0YpFyUg zrUf(L4rv?_vGG}xTov8I*xR&qU z-r;4xt+`$D-8+2c&)nHW-O}CMaoONMc^03d_mX(gLPC@Xt1)9o+U&1k%0I-B8OdDe zKhNL?Bbp9DD62zpu#OH{AZgTxp+uDQT;rmhl3c@WF#GerM30ptJ_(fZjUXW!XtPdD z1x*x+ZNpV@d;!{>*+e`Ig6hv)gnu6PrzeLfzu%?HFI>80FN?tb5Yb;?!pOR2hsS)UC8qH{cP?pj z$?rViZPozv$ZbT1-06y4S~;mq8cwNj;6w5it%XHuuQat(=d`=uuxv*>Rw^trNe{Kr zBmK?p-nv3G|KqQgW%FZOp2&o$oL_y#m7CJN7^7<$Ri-&KlgE<<%4Pq0v70XKM~g3Uj8veK@x;i;D2hrLFU$KB3*foVVgZs1 z8whZf0>ULofmxfAF@AuqsBC02%kRDuNc8jv;tZ`~A4bHFUM{R6(9BM?-lQ!0@}Vv*p<#k?|DmUR6k%2-FXH zMd?cGU{zuKfsq3{MP&Q~SU3;Otwf|J-p}8;^!g&=ADYub;y!qm5Etif{`RxT3p)5#jH^*5UFW)2yILe zvP)%ITLHv)*9}H3?u5Ymk_R$Q1x>Qh?txuOVdQt`a?i){{#OU!AB|jeXs4kPwx4?C zcQaqF>;Puf75KuoIQr%dM=sLeB!o_?B9plRhy~fG zJrEnNor=;~72=VT%WxtM$X^CrU0w$w+*b6A8lFPG4L;|Nq1DXFGG}eP_kPr}TQHaS@0`GLv|?J%a$F z*vISbKHlD*jfyy~p|NPvSCUdy69b;xEFJY&Pn(6!PvfHa!78psFv>`2f6Dz7>++5Z@=yJP2 zCS_bV@QnAd=oRHqK@4=yjcA*mv}YNvXLT=>vYxM!`Q_bNRq zF!cu!p7Yca!MnUgUcqw*U27w2xU02K{1G@5^Y9V=s1=W!-YVg_nJa>Wnelbu^t=p2 zBBEqZpIj6*?(^1LENK?Od|%OB&i{61y*%3f-50GK!p8UVvBu0KWjEUze@)lB)*D%O zMH=D8FtDkDa%mPTSDG1Z6KkReHErQ&lwnx*WI7`?WZ!_@3#^U4D(sTR{tFW4h@}&dQ)|-7MS8Fx*K)gg0LupDUH3;=qPGkpHjYe# ztnuru3LtN?9P7YXYSPn3xEY0vS#XZBj;&e@udMJGf#I^{-Yj1=7#gB#n6)~f|*bh>YT(|NL=C18Ok_wr%@ji+#- zNPVZ#*C*%Db<;IN>;h+@R&RZ3o!dy|BEYj>i}-A7x*rg=y?RfITPjk(!gWA@e-l|Q zEHhp5*L@@Y!u|ew`5LZQYl*HO!Hm!Fy#}+EiE%L2_GzH-OLgtQv;Fy(c;|Qvm%G!> zl|EjbELri5i0n4m&-Q;p{B~3=GcU+?xBmpuRaXkboL+6w$Xq~`MIavNuKT}YNcFJC zsXJDKC2W82u3y$2Co`j7q%-7JIg5dkVUi{%%yTA?<78l{*~ZAj`;;mDHMIV&M(580=s(uw@-FRFv<_U!5a$r>gde^0n9;9!zvW`qFiI zu+3}M7lG1nv@orbw#W`dPsi@tW+or4sM_D(heiGAnD|*U&c8=p)V!D@nO1oKzK)H5 z-o331rrS7UNh14pQ1ktLU=L|B_Td+z`mPtUxo%dfW0US%KP-OfpKO2ut3dg8GNWFT z?}5pDrf8=H${a8!;pRm%Q%(`TWehL)OivhLvdFaf#T;Khmg3+bDj}JL2yKauLm1ab zcdy$kBtTmy%&C_UD(dXbXQ`ICN44_VK&Hd*RyfYbgC9n=vCvNj{rokt?NbO2MW8?xmUp%%AMOyFe!Ve8p4j2e-uTNc2+1fR!h0M;_GPj zZ~sJrv7%vm`UYLD+}Y7O@nMVdZH&nGSHhDfB9KGFpvd~b2w zmZ`XhTfPq6wJRU9J-!Ln%o~q0(Ni+-2|UJ%6G<7FlhpAmRS3J^;`mhue=Du`gh<{` z&*jhb_+d6~AkOG=Igj;*Lt1)AV(W81)GTi~FVlle_=?|0eERiu@zsQPoY_M5z~-?# zISE+s@o}?5t-p^9sRP8pI(Jp4PO#=Xb6wLWk*NLBUs=MP0*{NpP-|v%L0+;dUk(JP zmGp%DOg5aTo(c*Is`L5#_iyTCn!Pi#pv}w_Hy|x2Gwj3sG9vo&%dUH>?Bku|X+9q&0&cW&Yu5DT1f%r=(D$mT0$Jl1@-qJK z5Fph1X(T$oj)WlpmRIyC)Rch@YgK-u?<&w#hEZ>nF|3n=WYU_*=1y@IK(4v(XBNs~ z#u!H*Ww?xcK6CwE+HI|?q*|_c%V_`W!_o7r_j{--#EAhx(nwrcfer_2g2tC2qm(|= znT@)rMt@rI*E0*&pKqL_@pPL#G+@z&doKr{_T))9BqcW9+Yhs?y4f?2`F$9N&!6Lr z%BL>lenH^rx?qp(dh}N`!dE(O?~@u6+J8&0yZ7R-X}BVj%`jF|hE^B;yq=SE(6lb? z`#UMo&seb-D}CA~el)f1p)GPaDSW`|J#F?g1HF0#g`)x){SUe|-t(H|4RzpSt^fbA z>PJ7wup5=W(|T=f+T?xh1YAEDLFl*>z5~<143;NlCq*1NSMwRigb+WwqSWNXnWQ!zUdp);ArAX*f8RlmDeV z_oLolC)_5>Lsz0Mb^}(S8DCWDkF?$dkaaxR9sK%6a26?=5_#6(^`VRF*wOMq(9?pU zmo@Yif+IOaY1SRiqsTWEvvqMFMIe+87EDQ<#F&BDEDlWd#2CJ8S=)a$!!>0p6CFQ{ z+XY~zDHfC)AxpK%d;+XvM%i#9nKMMdxtX_@;-)^7zhduwE??|p&EhUS#bhWLC(TDQ zP^X@1H~1Um+JbBAN0Xu-+IzWs7f|mx>+aR#imG5QT#hk|Rzh)-wi$7M6Brn@FZ5D- zj&wx&nyJ!_r#FVux#y$9w8Jk!YVtZN^4c-TOG_I1^%us2AeFSsN5)W&0!Gx?sthpT z&2AOnja0auZ#)nO4Rtt#mtVU^Y5(FQUIXK;T z1I(woDjv=+Bx~72#YdtNrUcDg^N8{i6;0qA*Rk(Z3~h;j($(qy$J3UwJLW6($IuAE zg&RAKd@i&l0Fy;($H5cDDO%o+fpzU?SAftuiq7wrP*v)h38)_&XARt}R4$iWy==N5 z5j6~t>T_js)`r%K3ZA}bs?d}5{_Pc73W{Pu{#JlR8Y|Xh?dj`V>m@UqqSYL)u~5AQ zihAHi-aY|9Yp&H~L5hS2|Az+qgM?W9Tgwj4= zH5;Sz!jYdy5osV5Y3KuUXlsOewU)fD+_^>`5LGr8-{!bU`d7AsLGvt~8GSPHSj!%I zK$X{+%Xa(HzrNyR{dHZPAC9(sc^gfbEf!9Czl!@uhODF$?3%M0-uPUz4!?Co|4x?w|9&!53%t_kT*%^?2vgBJa9i;amSbn_ z0i7SM(2*`O+YxU#vBqclQWFvr=Y?;6eXJQc4L(2wj)yoZrhJ2mWP+-MS2mPV0NH!% zjZ})nJVZ|vYDcqQpDu3Uvosa@H2#xeQ9^hmnFo`QJvFamu48kCVVikqM3SBdD#3fY zB12j8AA!cPB})M}vnZhtustmmFIRI4>_boG$}F2UsuwY;sHCw%w)ymnd;h3K zO(E%*yRV#{2?-5qM=G^PPhH0Na*flgFdC1KS92Hyq(pb5@KG~byFwCk08i6iD7nxd z745Uk(SWnPfIc^*X-^bH`}Piv93Z3w4x#2Jha^=tR`N0?0apLqiuOzo)Ou zF`FM78~5Wi3)fk7Co{z*avwRIS>-ET^0dEjx;69+=Rc2@O@8)#hyaR#S4#?|@n-ss z?&Qig)O4;v5b@5EdTh@vd)uL7#Uvg7gPHNXR3Q=cu3I0T;+Tw-A&pVrh88@whg`o7w(W-cPprWom#iq*M+4y>`PpR>ve=% z$-ELEg*t0QEk3ejKubg$TxgjLjK0AF&b~?NZNL*2++Jo{(mW0lfE4E1%4)_DEL`d7W<7dFO*M$7LvBLZRepEAv=S|!$W zr&ai-#D@P+0n zJMmNblX~0QrhCt9191$;3&5ab>x(`I_nSFN{J&fTzA>P3=m%Od#dewsVw;URI!nBO zJBKYGY{IjMePpT_1acD?ACF1PO6WF_m2@1u{$aKMT)G5~yrzJ{T0k{oC<`W28Qy*q zE&4IBgx~aHOWj;{(#!utcRG&^H=gf|dH*-u@FYTDDbri(?+o=?bT*5&Ba1Yon(4== zVp!v$HTisODJbqGgob>=u^?aT~mKSlws1>aAc=Xd!dl{E2eRH1(9TxtPlTYkYd9xScx!+mTY>^lw$ z|LOXQUH9k9M<*wzN&pQ2LUh>AsF}Q!LgkvnSAHkC7mnJcV!lx@V@8#n_gt`xSr4x% zHXvd-=l$?AP^TSz|3t)IfVmC@;{B3F{V2sUL6PV{(+fSYM}E}z{ztX|!Ww#yb{_+~ zwUh;iB-Z%X!BG%x=os9tJh#8X9zG;%d0EDVX(11*LBYx6>~ zc!}tzN4=}?%ZsPS*g}`%XvJ~p(?0`;T;J#qD6*yXS8V8tL%Gc1UL?RSc-tRgqX*IV z@siI9hq1@iq+^zjCeIh>KYgw32Y?v>$RyLCmMeaVtJ1*i6ue5%zbHLII&}&-a5#lj zt%qJZuiD^&65wasX}Y{ARNtE7uw55SMY$kpG>5CvN{HVzgUOH2q~{n8Q&HArFJ1Z$ zWT`T6Dh;uM`q3~@UxplCMp5+Lmwn7|gCMSSv6X#&_tSZl@_7Wb8Y_XPaAVXoA~`tY z8QXl9*CV-Dklv$h>lfMk)vt6fk*{+)(96jaE%SDrCjW)cO3MCYgF6sL!xHY@DLL4P z0KKZjHZV_4eg$T|^ux%fLv?K%z22S@=zkBcSSGWCQ^r+~&Lu;hDlUI)**1U^@a9Q^ zKLswO4O1LG0c^CKostESRmvxV*dZta3#VQGPAG_Gh&V8cGTA1XseZ-jHy36urCSCR zs&6}A4U+V_IAaSWT*WhgdJPkBFTyRhs-}x<{7QX0Fz7hCNZ^1o}%uMXjb6w?6191`vfh* z2X7?KYCb#vPmE9vOqHT`TkXHVA9yYYRuxCze?Z18M}N`U{ArZJa$QTTVZ^eii(4g-r! zWV!R%XOAS=;WNl<1%)kfDC4td1g1Ba*f=<^0AuMR{`-E<391MY8(zdKvIW7r62h&g z-*y*kielmm3kLmSTWIN!223M>7cJ*WS$7~}{7uIYl?VUqu2uG+0kdCBqvW**+k*gW z@7xg&wpw`~^i^tV$YY<%K1}b`{;i&TW;pCkepWRp)>AsG}^*}QL@CLmrsAm463OjQ?;lM;lJiqR821#)Yxv2t8@{>kL2hei22O}-UalX`w;@tmq3oze61itibcKAV0VU};iF?jGL@mp?4DYCZp z^Gfr`_(8)8S~aa4H2Fyq;Sx21=eVMOW$aVyg4k=h;~-yIEh7XUI2vIpE1-4^wH zO$?1i*2ZT4N&5IJB8I@Mop(UTw0khImy?bdEn~;hCKQptEaNJq)-H9l2#G(707OR& zFLKnBeZB<^jQ6zX>wPCt&dWYsbF>KHLj=r>B1>^wkv*HkJiKoc)kS>JLF3vrF;IWJ z)FJriG;F5LFwV*K=!56O{&5R3b%r3s%lJ8!eec*__b$$XWRhw9^A?)UC7g_8QIt^V zmDIh=t}N^i|8|yYBiyCa=fWCxvlqaw8TIn?H0t1DFT>B$E&!;lIx4kq#THtTzfg`w z8*9`0IMQ7II|G=0zL)j(@fokR(kzoLp@%%v*ou|DN=PkEDB4hW#Ok*|5)enWd8<3Z zj%kkk?d~!S{R?7-4OHw*F?PshJn$s*%N4rg4_;-Jw_Vq`-W212)h}pi#(IJULVY8+ zwe`bSht%o@;1yx@`cUljR2^@4Md3?F7r?Tl!o_Qnh z|42sRB4J{eBKsOO{T&^-K}$&O1+7iUoJYVhqGpO07OAJFd?ORjp6HCAU7TL zmyz%4p75@jQ0y~S3P@!DhEpJnTa9>Sfw2tUi@Qx{x`D_2S5P%G0^8>h%gF@G9FI$3 zOHavW>z~dVLWki8icwt+SwrLU7H*^Y7UBX&4fWl$8yckLuwRoKl(4bYG*fM-UtT_c zAwEC&(`VjsdF4#lxc6e8QzzaRxhYJavWv<|ULosEM?oQV8f(`s#iF|1RrMADz={!! z_cU$~4R1iG#pC&Vq9|l6i!P*+<-m*uJ!KvdF&k>myB37^a6|5^7WfnoC?`5?N^)J75nBIl-wE!&af=pj$fMSo@iKo>XmL~5vc z|D2D&4J&z(l(|pSw}=@(?7)z_P=9{4pjc{P`0Q(z1Fc2*S8LV`-x7{Fc{_C(!`l#9|^ z$3`8eHoxFyZNx=<1R|$oyq`qX%Hj@tzkD=lz~=t?wj3+s+c=urKhrdXj)|W*i9$KL zM_?pdLza(WYXC1It8_e;s_cjs-`1Vn@>Du|Pv@z}_d{05>-x_OY4jG&04MN%X(%~} zw2D_n8gNARGaK5nUGB_%5+W3A`gv?7-e%OaoeK&a_j)3kuS#e9R|AqM#B==05f)H89(?XuL7_|ZpLTM`_+4=AOgqOJF{JbUhcoz z4M^Xq^RP(64~Bk{E_Q#dYmu|!2r6=U+d(aD|DEOE;f#24sD5zemC~leLChd%hX%ip z`6N-fL$u5?(7Lqwj>3q5tk8n-G5f+WKmvTK(EiYl|`;wHEqw%%{l8Lqy-5QH@eJ5>ZP==DHpTs0{I==0_Vd zqU~$ie2$VkHkvx-wLwQ|t|%g+7>eRsH?s^POf2Zf>dN;2YFDtd2L7qJ5^LKpTRgX2 zLgJY*NT$m5dZ$bcq6}UNFRmtD#N836*pXPCd+o84OoJX$W@eJ{OgAi_#x^87{o2hcWm|VP6*RVY zV1(Bkinyje1qpVRcu`n{&NMIF2&J-(9%vp*6#`>>LyLoS6Q7o&lS8$Eej`m!deaD z-9m!V+3(xjB~; zz5()!2?0{j=-QM73`z-usdf~Djum56(3~dA;DV4G_gGon%A#K>JJ;gLUc@BAdDU`H z$=puNzilx~ndiI+L`2G{DFFZ)IGK%)n)#UUiYERP`JTT5aB^8i6@|$ewoJnPf<`P# zjTnlvmy>|%>!KoJXHrqoC3fpj#f6wBL8S7ozL*9_ml2MWb{_NKC+x`@WhOFZIlX=osZ)ZDX*8C#G#Zg`y0oql`U6oO zBn;n;gPlum4~oYP1Urd~dzb6<&Ar^$_U!ps8`^rr=~fRX?CQmy4@MhmeH-R42;SVi z81{asFGfK>>Y!&*E+rWo+k3|o@^ar&FHx{IWjnsjy+u^KH6A+U$_O93#cZ~m?u#dL zSLBt~dRihiO-K)~D9zNp)HaMBC}gs*yd@8b%=q#!R~Oh(09G`MXrprSC`D1c>-w}_ z?F@D&jRe@%JbtwB@K%q7?oUVZ+!+vK1In4N2hZaE!4raHZ#xhO#2_l#*m0kfM1uBq zCsmCC1mEz17A5d66|4V*QG8QTlmLo{*q|t z(Ym9L#g70@ZyDC$WJnJxuhro(UPocZ%*t zSfA3-OKOoQmvwKqfl{njQo;n+0p%)G>wNxk(+*u{B;uTBfnGJ3%T^6zgKY-%S`oy? z-HhHDq?l`Tz%3IUAuN9|zW+%`_~h4e8rl6f_qW)m{e=nE*k1rWWouYJSFkG5*ros= zO36Odb$zKxJlz=?uA3T;vDFC((gBaaYI*Zv*Y0$wNtJGG7Qnf$0(z0Y6h1Tk6B0S*A%Geq0~TRw z?5)8V0~18p>UCL#1!+y=k4C1OuFu8@s*WuS|MSVOE3r<(7A|Z1SGh6TKq3pp@D-(Cx{M*b+s; z@96+qUKj3fGa8zjO_bwuCFxAMJ34vGkUfJ*-}LhDXt%^?&cQ3b53yJpN5uzT9=1-M z2$B=eQf<_}Sd4}GuX{9y%zSf?>p;!}>u|k4c9tLNb-oh-gBc$b>Qoq7PUK@rU2hOS zHaa#_`b~lJ(d=ZJL;SRw<3=fXO>E*%IT@ut+4rAT4hiE2;>#+0f>A7F5XKlKw9js< zqfa)=j}SwR=^oDLERA!T_%)MI9yG`^!mxuUz=RvOnnkN^gp5i=#$b(_{ngdUPkAzt zf3-qrY7o)$(bR13gG6WDT1kH7fw5S=muAS;^l#VfJ!H)yXpWFx-#>S!k`K(MUDIv) zjaP%(`dde4n8DwOK>RAGlxm!D!&d56+@Un2s#8!G%7Pl`G@^54#;r{_$yF#$JIu= zTyzyX{@2X71IM+!8EExKvB^5nMzpB=1nu}#N847BIqIf^&~;2k3M<04A8&{j+GNZ_ zb#?VCVDxRJ#V9SnuFE3kTfKwzN?Qx4|NkBGL zo*zAX$xE!E5u*1iU^c@(A?m$}cg9f18~?(Bk{2hWLv;UCG*JA_6x@=}`-_)i;(c#w4P2SQ z>TWO6e#|7CjoY1#y?cA=OK(+p*2UP{ZSVspY9cL{NRtvd)P*l|%`o+Tl>ApeE-K(O zEgwct{d;FNFfUy}2X^|-N2{Sg;<7|KQMoQjfB(j~N5Oc^ z8@7u>UtQ;zZWoNl6+?a309!A{Oqr00cHCMOI zqoAa;z_+(3FiN4k@)Y@LHksNNl> z9*6E5G=1rORObM52F=cQ##5UO2-3|52w;U-{?SycG=QIU4Gd>1+W3(!uWlC|lDDz{ z9PhbXBK7u^Z7pwShQ3xk-s!-1dEwSve%+z>I(ST;w5d#q1cu6fBh~(tR_Y_IL$(LU zwAjbEurHXnE{@?JE(KF%|iuVqKnn*F$@G?5JhC0vc<)Xfv`BTOwX;G+9do zc>oU8;J5O{XmH_Wchpf}gfbw(Q*U;)@lF=CQt^Q=UP;5RbJ z86lL=D3{S{y-IH>KWFNFQtD%?F-SjniXBcK{OCR+fQBlGrts+&)|rh~mH)Za!A%&W zZ{H86HtloRf>%JJ&yyxdWT5BmuNFdG{+Tc=ErnQK&G&7r#LFowh5JlMJID&<6>0oE4;3b!M}8@{{_Nnr-nV;`3g2 zxaZfQG?)DaD8#uy5R8~_W>CB1@^j_Sp0{Yh!bn@^C^LUIq2`00ccQjwKe3($l{jU; z$$MO!hInvefV`@maQ-ulXGL_Q=v`)Y4iG@DVw?N)CGNWO5sSr@v^mQc*2V2!vCbaNQ_ZkE~5P%Kp^#f3pT`tII0uUfULRdwSFJAH$qKB-#r z@q>?t887>yT;OEV(uU^ClV)mll=9HHV*U;%5olnlT-pNfO{MRReD&zZ|GnPE#i8gSb z9)?wa}heOxU6T5_u_Qj%?HKSJw<+J`2p!2 z_xfF_Ju3PLcSd){afVO_3$JEXsHyU-C9 zPNDECA}|+cu?49@PTO$8;v*MQogWo>9qN^41==!TKwA2brE_q|^L^WRHkNJMb}d_r z3v1c7wPkLZOHXduwQOVA*0P@7yYKJ)530NSy3gx8j^lGUi))of3CL#TPD_4>9sE53 zO~Dh@8UM6aE=}>@QUSR~gpLlrr>E!BGZYk5LN*IlV15!7_Ma*=Wv}}P)|%9y7)|ki z07)1o6ddgv+->E-fU!TOI3lBc`bez%7UUlKNpL}U%NESuHdzX@y8Z=K8H%AmCKZ(Y z9M$L1+ZfZvOkQH(yy_siJacK0x34CJ^6si-%$dk_X8s=ag9~dd?#x|gX)?qg;=pCDJ+he=8ggAuCrObV5xT%l%?6YAK!;) z&V<`J+WGb7OWvO5YK>NhWn(ny9xCF2f|Dnlem5n(h1~m(Iildyq|4mA_ru@=_Sdfu z7GJ+^0u!l>Zrat}<3*Q8Yb!F~T%%-2%|XfuwV^Nmr^wKhOzZ8oeB&^9U#M|lJzjAS zyI3E1dK5lzmv0=bvJ+hK@x*Kh@q(xi+S_KyCTDfJb`F9?XnIJIM<{bxk4=kJU)XTk z^8Ko@q)|xr#xJSeGaceBo^sWp5=(1M;eJ0TK3~<{!o$pr_lYIlA7km7U@%GRWL%w{ zQIO^phR>VY<^<}xr2&>KlrWEpVwxn6BVok3Bua3;A{(J{G|n%oS3P#;BzE@VXFoFj zu13>+!0khLIXq>Qm6smP`jgL&5HhJ$7m+lP2wNAuR*nebgx0vz7s6b+*QyRw(1)~z zUZ1Rt_Dr^6?VOxXPtpWBc>?qILSziC4m`#n@c%OBxFOGgS;5c*C`4LS%ZLQDqf&gU zUWL+d%#78__TeNc27ic_2pl5}^%JkU!)+{!dT7~C|c zUeb1_b#xb~51ge`tHil?iJR=~5EDtwhjO3KAda+kkM~RMJe1HMisZ}G?G8Ach%1#G z!-7}~zjezzdDYTuoj1j!PdOqPWA4{xH*KCw4q$NIv^`csvcWLW7nD${?_7>u_dB)& zNeFTTbDHKifHGgy(njvZmvSOkl#(rGP8YdJ5YpCl?!vNL8S*&3S`2#}6m1miL&thSZ0tbJncE-oJhlSLT3@CYoM z1w#q1<+Wph8$o|^dv2kM)zzvxtsu*GI>dbsnw$ELhVTLvks@sAhmO0jT5*)PtbUJ>&B3ZQc39GDZnib3_qt^3}B}UZf z{&pZ{r8&fG;G*m|XLT4KUUAZT`tA$3jr$RGuG~YBtUH|(mj)lt6T}T#!w^ui^6;3t z!?_$_)lW%w!SggSpLz=u_;g_B%cVcc3wdqP-`3o6-~bGY`W$#{>2K>Lakve@n+TKt z;a74Yc?wR-xO^=IBdBkoqtJyK_Ff!uS)u+HVrE7d?k5WnjAvAEzJ;1iQn^~Mh`<-h z3`hxWWW1FISGCYLYBREysY7C0G`LoObQC>PVVP07U|NrnY}gCSJr-iFk5{tq*Qb7| zFG4L@#;8 z`qCvrS8hrunY=o!KzF+Nr9c~Y&yVZNl}F&I>Km1Mz*$OP)?=+c`~ab7+=7MUmfm7( zJ1%U!L;wTGRXp_Pu6=3D@TYc6oQ_Q?XYm_vTc=9bK?9eEnG&r|>GwYwCiw<-h}tJB zRL$Rz(aKn+n13zZ_s>q+Yr^JssLb6W+b~CY@G!q0$5zH~+@m_3ijm8_eU@q1n=vy; z*;K*$n<&)GVXL0Z@6u;oH0i^@pHEn*fvs#NgxVA~^4$j8azYO0{VYeD$Nt=sP9lN4 zSAqu_8F+AFhK3zeZRA|Jd;I0!~6@PJ|BDG|b^8siS7{-)Z0Ac4qQsIChQ& zU22e=m2)wF>D4C(Mx6vNTX*1Thp5>A29L11kUBEgStKOWGT9h=U*(#iM5%K`PgmkH z*Fq&3$1p>q-DX6P1f`}4sdOo2^VhIQGCl0Cf zb4D($57_^cNAS2E)ST(1r;o6VOdMU{51Lja&H8e>pkf`&e?Ec9g5(?cZDd&P%4;JC z9qs&KmtGO4j`b!&?k(s+yPMU3{`u&04Ij+o35}?DjXrGahxfuOHmox=w0V5h@OV$W z+R{bFNP9*5DPXsuZ^o|tFjhVIf zM0`>zh%Q~K)?);D7WFerMdB)gjA3Vvkb#kqmW$m?M^AyL3ZUwrj#$C1-vCM-S+ z=kX7MJZ5xuL}mNGYG+pnB0HK)&Rb@;F(w9dw5)^Mi_r-eZErkZuQPYlhqNTRpk))V zau2x>OBaw+arNbp%FGciafZWLy5l^9{{#wowhJi8NDIG7nLj`$q1+&yjxwVaEF6~P96(ZY#6X2x$`9PbvZr2{_!}uEwQ+8W$W}s|R3{``Tr4Npx~dQC7munNd=?8;2PU- zE7A0=u`W@f0bqi#sBqkVo?zP0&u#K6S)R>!@W+r}qwP^*qf#j-4e~X_X@5X+1@p4~ zyA}NT&)4`(KaU`KLlzp2vgyLDir$F_n?X**hu$+st~MFq(BZJNhw9P8Ynkh5?SXtkYhc@;e$9KtqBxTCS6?9ae5oc+|*Vhc$l;3 z&dOPcMs$~fb{}y0rHCZ^(zkycJ0fRykIwK^dxUQj#_N^%T5KFg8=taM4fjUD6WpvA zLY%3r#H%VxdF60IrpbXSj!IiiG+? zY&wP%WXm7GK73O^_n(oOSZwX^Oa1j{a-ky1Nq_)?{ztKm3@L;NQ0#ucZ@y8iYvi;!KReSLo+>Hp*MB1P{*;ADP?VcVmXL5MpM#DZ5($-rc(1<`I@!e zXJF-dCps#{lefG+`VLE-a1Do z5*=E>s1~ddv{VvRGjGD{=LdY8a@W@D?V-)0g=pH41H|(%<8Rk!_dK3gdrz`K!M_z< zA|$;{d3)1gJvp1QGDf>D#<;|T#tnfGaStSrb_dR7O4%{vzb9l6Np6ciFFOPFDQ6v4 zzuZMjT$t7UMjuhzD_60@3LlcTlajw|e9jGA=Z!TepY-F2$7`%UNw5AQbpkvXSHuYP3BPA?AjE4fWWJ$f+ zJy;<9kAcsh3%{bRkMBUwr4<0${#Xi$m5Q7UEu!t1Bz|$ekoL4lf!43D zueJ)l#gg7g=UR#4u3fGtK~#Z6&kP#H{8N_Vz|t%la6+nmB7PZOiaUpZ(SepZgNmqZ z5K9vhA>(fwaT>5KDx;NiDq%ZgVS^^hb*eg@P9G2hT&fwXupha9cd|5=)UE~MPF>P= zy2144PCfd%{Zev&zQ9NffC?ZwAN*FIx!LrBM6T#)rTO#=NWqj zT4VgD^gdJ3aT`TD7}o@ssXdl1WM-~1QAHATXlOWb(JQ!|I(M@zIrkNd^sMoQ%&5oH zyU1(KB?u5|IjP#YzObD$Ja`%qNBZ_Em`GCBJZmmy5ATCksCepBBR)mdV_u_r1v|fMjx|kfL%Fw(^ zZEaKg(!jns@2V2eVI-wzkErtA+<5Ee@W1*SwDB<>SA-Ri*NU_!x&ox$Fih^Bj3X}} zQT3iDcUw%Nl#Q8tUWcZE7`b>+6wK3W5n0o)6I;Y)fE{K+GE$bF791UL52GUo%mOJm zoj&Wl<~7NGOf7sjyL^Pj3x^UMj9o1RdDNopO#Ol*7g*_=lg(&bsbpIc9u%kWyquSB zu-Qw9fK`ym36o#T87kFJ6$#}at^Kbni^wuV39gZpR!NOl?mo(lPZo=VmqWq40&|D= zCdjGjMyXIY=_bFs@LOVwOuL!M>u{z#T^@yVH(Ns5Y+6t4zvk@8k4_`5x0M2a0dg<& z>9e5DVo|xzoiNA1o!F8ZTiQyblNkir!MR$|Mz-`wIvGry4#~aPj$U&lZ=#QEvPjo1 zw)Y{yc_G!3t$Ai^{Y)rtkxYDkBH~Z>lV^V{6lh5+3@;)IOCy&B_$MO)rc_BiWK$wi z*kaxTfIs{Egd=>{XSX>=d_qrPvt3yCx6L1Yt}Ci(zB38oyiJT3&PTiL@-FA9yDGlf zj@7yRhi2T)Y;16Wh-o^E38l4f4_s~RMUbp}Vaa`>p{!ZF^L#K%{gSxY!NTsv$Pw2( z{>M}vEpK)ggB~Opi5i^MvIA)CX)mI=kAK_o>4A?-BDDiF8hAwc7N!SdH!jv@aAVe; zwfyimMwFzqBo0k8Q)FAzEH#Dy75(5KybQq#5h+}f2c#w;6!MLNRgeGSE!~tS(g)LH z=VBm){V<^fVT0xlzN%wQsg?(_?M+he(-c$Ot0lKm5n03M&1Qz~f~|quDZv2`Cl-g^ zROgW;OI4>yxlOOM-{r_+C4|tA|4v>mr0N z@uzji`x916v%i;Wf@(AxfLU=I_ccm{f9#oE$JV?GB;n?q35swE?hKa6$%- zzlEf_+O4xQ=juE$t2dj|mxxfXAu=!*>s_o|@fy=QSR^NJifWy}&Jm19n-7*;t?H+b zfbRF!^+&59iu;8uA=IyTKa-`Lc_RZ>w0F!9&Uo$c!WSPL%?f!hDRM9eIVkp)D3T6y9|pqMmT@6gGj#)FTRkdCP^ETw&*yIhuaW6p z2t6b>m?}7JJPM3gj^k`_;}!{Uzg~FCIO(XzV`~@kOya=g*HQfUZii;sB}j5`MTx%Y zw^dlH>G-C&3l!K#JjZz|#cLNGBH(ag7h$gT_!!Th`w_hHt7&@n3AqHTE$=}(P=hdZ zQ`bmG)-D*b58uksnY-4nYE$$AO`-i*&zXN}VufKMo(E7|D$qwnD|nf;LWp`$wg6v1 z(l#-($Q*78)+}IMnoS1PQp}i{egi8{5F?f7ZkT0=>Q$*WAXFbjJ zAe!(dVquZhuT;JQ0XsxU;*AP>PLpC*F*9n0+UtRkyw(5R(c&cvA83*I@X{J3igj<% z@7_Hy7=#*sd0W3Db3qt_yQK|7MiF}jBQ~3sYgoH45VR>$8eo8w(e((6D;(!zA&~Kg zLD}4fjve26E^6`$?I)t7?V1Y_QceKX>R59f(k1|&_gH5@kSyx%Do_>w&`#(g5hDVt zTSvmDr2hOn8Pb>zOwF(#{_(2j$?$JQmiC_ooPa>gD0`j7`4J&^GskB^wIYTO^BJRi zNLZ_{QZ3GmJfZn=xcXO)kJMcefhExLLi~08t8N3N$dT7!Z%LIe?R)b3dM790sV_6W z%1kMixa5qwl;$veqnRjG!~UcTVneLuKGGi*y$R>0yzjlLD)QgBfblVIF0>uOu___| z!V#oWcm>N6#@GIR5GECekgE*#dxtSpwkYfb^Zv;+iNL4*%Zp;6hb6q#u#podI!|BI zj$oL3YQE?;+I7W9biv}JPWOk?*PQ+VR?8k0t6U|afvO$aH36g->kHHHbORd>D*2f zap!F4P^EtmcBK zvx;$ao)VE@^w86x%5a)=6tSmcIJ;fkcJh!0_(u~5l22;WQ+OiIHY!&aiVh%)`>VSf zUI^(N6a!?fGs8<=7u%cHpYWl84Hk6In)bQrA1x_9Z_B8F4jQVYUH@?!TK8kaX;O8y z?EF$_n1qW*sh?EFCSP+LeBPeK8q>q$&(Fh);{uP3X~gvJ8O3v6Z+2N}@50S0!;ib1 z1@h{%Z`wBmh#{73D~Oy>Rx~&FD`F0#$lc-N;@6SQ5{4f&J-jqizhe@&r{0)#2ckl3 zkdwD#@JX#cP&);PY#5n+IN;Hg@@=(0v;pQ{>D-1*v^1)(AvgF)JzRNjwj;GF>g4-5 zDCLgODiap@pI_f>p9$5>AcVH*23*E0qGf~RaP9n4%rg2sK;p#+-O+8{8wFe44c^_$ zIO2AbBRYurPgX!Bp-c#Whow(=?dZ}yPT;|O8|L9F-$kJ=yLQJ{+`r?|6vIy!vGgjx zP$VLnk%{<|lz=fi5)g;;3(9z6*sL`UP=LjufibkoSlxOxT+nVQJ&H>KUu)UsH3Oa~ zDzEC8)45^Fro%*$Cc&u9mtzFNub+KBSb=M5C$nPp7XYpFIHQ2iWrmncapIL?G=a;B zfLXK{(@&z*$`0=s>6zGr7f-0ytZ@!pe$o3;60$`8#e3%wDHaeG$&Q>CAW5{!(P7tl9D+3iUZH^i%XK0f6 z=e zRamtm{3;GNqU7d)jfA!4%>WQ&fcYhkOiF;eqd<@z0|A8eixl?G501MncTf|=hZZ~9 zOQgS1y(4R9sFvy+u04pDiVk8Y>A>T^gw~Nj$kE9c{~{zXDNkNxgj#-4!xqKVlWpZk zbnhnj7w*m7v!KI~Nf)HNBP{?Trq$X}hLzS*Up;8y5pT#T)l!3r4^cA0o-~`(mB7i8 z;HV;Ca^$>)D2TEN_jV2sD4F)*X2e**`Sv>hR1256dTGIW4qJQ_czs*FWpniiEzo+F z#L_;*0vrJE1EUjs>DZLsTsPH;F#0*K2r74b`e?`Z-456bDP<*XFfoq|5&Q4U0|Yl0 zr`aPcAjVBTF(=1e$AhjW|Dh1GL(q))C)NykSk@zI6~~>XwS_k~sn84F!J4ML)q!e9 z*GHpE6+cFx(CDYN-Gx_V;5P|m0Y$wJFbCumpx6U-qWM`j z8;{#k%E9&hLp?p|8YC%tI;53)@W_j-!vXQLNG_Dn25i+hET>Y4kTiONQ|pd>-hRT! zn%pO+xNo%WPBdN)aBmAb-V}AOLNfD?J3_&)J`;QriF8qf(7_p@!J60g<+a``iBj6# zJWu$8ZZAPhUvW{ky)j<{ML0;BYcNugG9oqVqkFSTRMgHpdbN==>Vv+>@U#@AX}hBH zJmoMQ`ArcENx7Pgyz0nsKLzmU6wKT+Nhde>w0@lgQV@gh!-^LnI#!KNH!}NO2 zb4*4)U@ZT{*IzUdlk}DcxqU%@WJF%zDiir z!GZExSg7a3*uZ8>fct{luSpcX-mf6<`gcXXGu&+k#e`$M2e-;M-hbipUKALy0o!Cu z8?M+e`P-Zi+SSOvqqCp%(qKKW?YZxdu9#}PeqofA-ImrlS26MNyuN8;WX)ZJI3+eH zEK1QMI_|&iC+=V5&Nx}5*D5=+yFNSp%AoZ!@Orzv6|WlJR42AN@6e6Mp)6HUkRDnZ zXjCr}WEm@M<^;@Ugu_7URP|5Ja~6!JcB=wq9n0`Difk+4=5pwW$+HUF_Ko3Vl18PD zMD1($WcQWzfO`YG_})qsw#dblpP^o&^WPyW92iv(BnF_RY7Rd}fvQ;u%h#ON8n5PI zrr=o-0ZLme@p{~VLCH=>jTp!dNX*lu>{NZRR)E^0C^?lnskqo`IuY^k{lRw?Pqd{LVNcr6%w2dv$4a<+!Lnjf()LEl4lB!$1iq3fB)gG|M{K z26D8DwVLZ6u?@=RC{-W<@@~KRq$NVyGG>FzB4LNg%ngTvH^zL%wfpz6-+uCsXBKin z`9lK0JsW-g8KPlusTz$kv3)i&YgDDy;EuD!-_L~OqKQX>WaheicuVP(3L%P{f}*ib zykqd&L@q%u7Y|PZ&ME_CDz3M7;p|Kvu7-gyRM`A%?mc!wGFsR|18*P>Z2HnfHCKi$ z)|~D<#!X9pxJ}e_{$n%X5NjXW3a}9!tY-)Xwm*;Wx4j&h1n8b@&QG?e2ef&OwU{E^IA><%vC%e7=b;hDojReO}^>G(tO<5+XziQBQKE$Wm+QiVX-j6`<6_KVRR0Lu_ zG||@F<@CmjU1CMo$kI8%e&=gh8@6w;0-)}nhR?~YpV~5KKJd4-ZgL2T!R(_$vD!7p z6{rWgo{%wnk@EHKA7;~;;OAB=Yd|t9k4Eaq z2XP>YSE^>d$P8PV1}Ih`sF*tEHN1!sFP#H5p7e{u6R@bQ9=#=JTHD;BH3e?vyLg0M9%BW$3NzOpv|) zXaU^?qe=u^|4k=i2;J~^d5Sk$@p6gtyPXfuf}E{_n-OC zhACEgx^9Tb3l=Jq@G5K&pVlmxwZ_Q0Q)v{dhs5kGyKeyjE3Eq0q4)5fM6bfcl(r_h z58F^WUjw4-d92Xr_$I7GY1Y@w3@gSIF9p}kzO#imJ0j-&9PCC{-l*O-N(`%OO4*qy z-LNoA*=g@}xxxEj3dNu$hk@P_@1Fc~a~asAkPJ^Ixw&l8$>^j0xRf#|m_<(T{iK!U znHF2zrivNjF-`poArRx>jdg!qwMzKAha6{9xsdF-gXj{(1Z+E9;z}6Kw}XWw;dmuJ zoKpVxk>U2DlC^zFF7^*^u4fStU(xZN&o;c=3wOzz+3XdA`DSOoTAYzO-!paxzV~HJSe~Bt!M5`w^s%&x=IT4oaO;i8E z!xBgG6x$DTo9*XT;9-hb7Apd&(_QcpVLq=$IFAFC1wzeQ%=~eoZRUgTuWg|7fKYZx zvKa15kD7^$t;sEk%#FM=@i|B=VmnE>dkSabcK%Yv=MB}cuE^x0iHY`eh>(9SF*q5O z7T5(YtWVDh|g$U&)bie>gYAohak2#l?vU;))S5&{Pnk>6# z0ca`uN3jMY$&5Z+5&bi&uiKmx=IOI!m!KI(}|XbVqBn|Qb< zWrhc@^wv$%uP(WWsnBF%W^JVvhL~b#V5ExHaJrqu%B6X^Qc~)3sPE{zRimEi&k&Wy zyZio)Q1BKh309XRfNm4)!5Gqm-xlrDlr@vEl!zt|27ASD|Hq0QxsG z)(27TTxQS2Jgy_XA(Ub#OP3QW6I4PeTmvdtVjW%X) zI%!RFVtam4A3q0@_b&w9?{hzuLEWX3PyQ`byP%l56EPwC#5xc9p)XnyS;1FRN?fYt=#aO`n~g3_~`NI;dNV%s4|=l z6V6)~)y#0;5d%?^V4UAIF!Sj_y`z9SBWaWKL>4gOn&Qxe& zV7eU=>&_Qj7Eqrv`Ngb;=4SIl2Fu^l>Jb|V<=_sENk%?NcHOW~ouiVjstIfrBo3I! zr|z+|#Bk}6NH}9Qut6R-_wX;=L`LexKJfqkM)v?8u;2VU z`=W3)U!KLks%!%hV|tZ-k2W}SJFV1IfTerZGk@P{c=b6yO^f8W{^%gRqyc?Wo^{;(G4PdA2yq;dgz4YfkRuu%6WTrPWx%gTsVNan?#p zN34sB#3ikkjJpwTJDh$E5&zH8_;J<%?N*x;peUj_E4q8D3%JqzbH`kqe+&805ic#n zk@*!d2XXJtwgaNH?18xOh|b?pZKo~TSFin(@+hy^AkAGvCf(uiTS6TgiS}LfaF6J>I=BWb_6@`;ObeZo-jENbU0pDRch zO}0LMfVr3K?@2h(z4hmiO0C^ZDmLPTEN1o~`VrP1ndLkzKF=C1mMd^A*oN60svY3{ zwf*W67g#P(N(?PCnD3fT-p-k zmKSxhT>zRb8wtiG0VC~QIH-OcpDhb91e#x{0k(4c_uh>2lzMr6>%3rVXEOu2hrAfk z1_e<+=nrdXy25|)v()tXTPV5x_)qluhZEYg&7TqvtLp6hq4<-&=(~DM^Rc?jn&J{_Z@|s->s>mexW;q} z*`RLKIgGrO^y6P2l+3#_=ah2Z$uto(sT(5qH(AGPX2y@=$@m2s1zz6cB682={^~Cr z=#8VIhb!jR>u3z|bu)Jj==&=^&7&Ux3P_<|ZUP&>7*Nh0K5Fxm14$@IPb za8&KBuO9UW$05Fjnckg^+q6dP#Yi;Qo{cTbWtB%GDE@Eu-rolUui^UlYuvfqlv)@0V7HgT>a!O(RU8lyCo@uPXUOoJSS4%KD=`J)cxAqOghPUf3K;T-}GV zWsL7OyGftMG7>l2J)GS!E5!A+@5DB#GWs0sF)pf$v!&mn^Uwj3ckaX`MrUEn6 z8_dAZ#jlN1P{N3xuo3e>#&*m1I9>2j$36^QfFww8{l+HitWy<}Q?Q?BcGpv$-*2pc zS0DaM>$c9M)gUl0jbDb#c7cAD)Z`!7Z$hR(A|m6X)wMln(4*7Xqdfoc9jF z^?~l?0rGC8is6Q>iLeFU#$iY~^Vi*Vnx7!dq4Cg7#?}OlH$szDfxN-Vfs>MbD{K-8 z1VZ1hZyu?pyQshB@HNWY=^!K3^RNB02107!F(%V*bzg=X0;oM2o5bNhKSEVS@&{Eki&Fr46^lDmr!q$xLkX zb?9#>4CDeG|uya?+(!MRB1npX~Y#OF44GCRV+S_tfT zpWFX7C=>{3=#fQbX-9HiKc)2A0j}(S)#tpuxZgak^8b7z;%koCcBzQezg!9nCv8n- zq8(4@qq_KGHcPxCqEC76+Am~N;{B$+4u@(qro3*Y#^vX~<;-;+*78e3U=?6v&8R{F z6^Jm&qRF~yRO&e{Uh=x+B?#aDagfAVRE{9ZsYCSmP@}46xC8**o^prBHxyF?y9oC` zDpW&YM2fg4CpMc?NffsCpRbUH`7(X{4mmU zn^n%=&X?yCC?*kDI1&oY*jDFKJ!=)Ec93vzqWi4B+iD~@(Yy{OiPLk2*_#9H+sP{8 zn-ye)&K5ZTtmgO4+DGLuc7!+T zQy!zpNKT2yD_FCI!e!KQ2{zCTldq>}%I(H7-=3P_<9f!>7&xW?Q6&%W{{?qgy7eJ%ZScvA01k6)5LFL5VBP z9DK39<+t^n=n}N$v)9Y+*)_f2K4@XER!MS&Ycu%whYBzb+OaY)>|ZhX->Y*i)X8)V z?pElCIKNZ(dPD>S2msy>`|)CRd_uy9o6}`1+eJbSLZF1|z1my7M1|z+?gxv(c6oJY zoli_m49Y4%7JM)50)lrO4y*iGqW0M*KD$F0F~kCx`T6;!Mje7VUfYPfyI$%tRh!u` z8GXA(flwSITk6yJyC&pxlC~Y*D9UlN7jWA$_=EEuF?d*j^^_UkDtoXzj2~#Pko2pu z{_yT3b8;-D)|Eh|7*96Nuu7aw`{?2FCnJ1FCD-XDvNAa;Pss~MSv!gN-rGN@5G%;M zwOql;xK!`Fg(oYPuv~Qn$b^e}=o+Vva4?fZPYWkAGO+UTEEHPdgoGta1>)x_+i$>{ zOw-7y2%A?FXMi|U)Uw*UE)Ra?(A@aTi0vAc(Br8_;?Bac!Bma!^g}*%sBhrnV9h_X zvDTJUtQ7sc{srDtT_rY>SnfU!gj@5}AOVBvIHLb;A~xUysI*Pi)29zU?yT1(W*!`$TibCkTj$Rzamg~|^Cr4ty8&8v{R)HEgJqW<-52qAB*vrCQ#RFN8N4njU z3DB)#r2G*zDZagzaz==QWnD(Pc}4$r)R)_zein?g2q~+?diU$|fM=r3n5Rvgvyi}x zg(q||FJzq1P!Qdr06p44()gudist2ZPDo%|ANV5n4C{By{;}2%Rb_p2KlGRLKR7JA zpw&0%=(D-qA3kDfnMJ_zs~LJ^&wdi|{7B8cu3)_Uy}7rkI@W(g&eSNYxHN5a5&}ax z$i_eBRjb2lB?t&;Z5}ICg;6GXxG)nScFzr^Y;RjRw=q+i8wLyVg$%%QTUg(^y+6$+ zCPKr>pVWsJTpb7I60f#rfvSLcB|XH~$4BtJpb~h;@PGyY>10~vcTTJ=fH!(9@<2h{ z<=gP%dIH+#;ZO-T0jPjvo5xv=1!_xn(63+Aen8*C1CYPraM~1iJDx)nd$|nt=+Z9t zq7<>5AU<8HmBIol7aZd;sAM*QDuq8l9YEFhOTaUub@3+@$7Q3Xu0_>*d(1nTX<{`` zT0o~z-&xQ9EU|c|PcRF%+Q~ew642##7r@n|(eCRZ%ZXCT~zW;yie5J3t1>3H1k&oSY65#XI%RdM3$2YF>~s(cZUCjARWFP5I77!B@B zj`hDGQNS6-){${Go2!oW2}jA&xx6~M8mqMcU8q)Kyu6wW7zO^08Zc~8Mn)-;-kYC2 zxp-t!Gb1-vW!k|9;tiJ}QTC+3Fq6a3toaMMWim9ha!n4KGE$`*IulX#cEj(kH-BdoqDTjsN3WDKO?D34JU5P#mYo;rKTz5KwTsX9-C3$ z-Py|M(L9nQ;+0l@2Y&)rL6v%H!FTJ%G?McX3^s)Ih>Sk9mP-5K$`TE&bLzcTtP(u@ zbB`~tp$h_OH%%L_zIhQj7@rAS{mov5Z<0-Y9P+o9Z@AeDS@<}M#%`kWjzqG~6p&3V zbs&7Zpc*@Ro3y{fAAh!HMxnPP6KKStD|U6AYv~9cb`QSxQSml6X&Gj)tWwf-&#YBu z?HF(=rto zm*%s20>5fPv#MB#t@=e-dsAv!G5VjkT|-?^A63%;!V~)?IJ#}q_mJ*^1PqP)K+ac6 z%S>_(soyac+Jfn4@gMKLA6&7gpXVpFtal{y#}s{lPY9I}htv1rE+p``_VcB!Xd9*g z9bPY6JEEV)-QGqPo<3g7-FjEw_@xN1dbtmfdeOO3VQdZnKUWONuc9hyYg)9!Z-0MV z@$>9J&)r=cI(sO?fKLv90=g@Q#b_O$SB5Hio1s)#p*qJ&BQ`ud{Pwt8k-;Yy(~YjL z<>YMj3@@PD`GRqmYrpyn>J3JgEl&+&@*(+PbFlaWwTqq7dX;M8%AW0xdv01tdqmS8 zAh+tZaxl*KtMST{Y=-^qV!Z?$dnxvhk9kWu0ZUDJ;{rO2hYQT-_Jnl!(2_`}_`K4I z&fSdj&Ca0U!oTPGs_)HFa__PI@d3s*B!)%^R>0_v;8t0r>Q!tKwIaB^z{o&_5$Y~R z*2sg?MJUFz)w*)yuTb!u)L+kExisjaqTr!xM9xmx3^8*MrPH5#fS=qsHW9J$_pRrC zDt^fRQTU&JhwjUyLFMR!Y@l%N6zydt2mX&s3+b*m8fn|44EP7>>j!>5)a4^Qh_}l+ zZ_)hT(u$3u^3b_nFmT*T)p5g1MvN-SA1Iex7WW2A($H=ikdt)#6*{}vom=`F(`<0u6#_2!8&mHS^xM!ahZ5S6_)6UPDvx8wWZh zKE%zrBI;TkaH)|#80eb>p=;~u)|gnL{C&KaJ`wkzl zOwEwK`h7{8u`!+H7AyKn@^DA1p|4`4X{KYx|nja@nxEofc?}QV9DkRP4*Z5r>M74Z1>RtkWn1 zv+*U{#B&Ek*e>PWCECr5V=jlMfN=Q0vZ$5vz{DDI&AF2$p5M9^tCLuQK^ZIBkj?0o^JB$LXGtk~C~4=^xt zyd@@-&RkIY9>FxFa4rKWHQbYMkL`$i(zRl?E$Ijkd?6RUdLdi;S6?;Iy6LQ$fXv_z z(C0JKZN6$cKeme5Mpq%fn06V@ZpR~hmNtQ=4ZAj#z+Bhz&8{GzPmypnW|g%#EsgRr z7e9Z`<^aVA@r{ORGufTArP4^!X!Kxn*z4~bZ!T3}Pase9>5m$jp_VYBq$gr9D%jRR z+UOQ?=u99u`vNC@B|Cep08*fXK3;@x9K1n$OO|&Wb7`?aDWyXAf`=BQN@>}4aFdC; zVPD;SzlyZ$_J;bS)rUK_$$y<*B?|0ePqd3DN%QbVt5r8?@XrBe%m!Lf9NUF;maCZw znVAa#a7$*}fhR5qx2eRw#^F5Z3}z&&Q=R91!2E?JYg2f$jQ4;Ue7GviM)q z^{Sb^owo^+fOX*)cf|AWgD-(tjEe^>^>AtzHV-f|pE@T?`oEDN4k^#E`a=~)-HWPC z2>H|P8`gl&tzNl>Gq`LtWXBD zs}Hn(aRh)LE&U$0BLBV)Lk0rf2|GYTleCgj3~hnfWjA!j5YPwUd4_LOqtN>l%eP*N z_?WT+1}-kP)7*C--GQ+WL4QkUq9>Kl72aLq@>6{90y=HL9w{YG{KTc#rme z<&umwg9rZ*gH8OFudG^H;j|Bzs3Evne<}C`b>^ zj&bd81g&kxv6WE_&1Q>{-QbJ&aLHAC50(13x%GL5`?{C?L_&J^&rS*9|D)=w!=n76 zZig0;RuGVoZj^3N8l;Aj5LCK5hY|_t25C?_C5IYDMLO z`pBH~o^$p-`|Q2fTFPud_G8?{!+UX(Myv1WK9S((@=Z;NpPTe1b$*-tcg*AZ?(SM` zg#bD_O&=ao{OT{!a`9@${wL-I1+>wQ#Y3(;+1tl&8UKB+EpMND*+luf8c&}9bbsB{ z7J+ZpKNN^M)9$uyGH8C_;JCWgTQIU%XMYL2Z=P=0NJX3S0N9+OK&GN(Mc+yJv2lqG zd{qRIA{6fv=g=Y{mP`&kIO6#vKLE{^TG~YRUjS@Eo~?wEm(OeRouI(Zc*j*d^sI~X9+(fXPJIOzRnknY7$%WaPolLmclW_0K6us4z zTr0=vj;h~0a?So20JUS88p>~htw}tjNyaV2z|(5sJ!vqP$l@?n9nBbgTJ*aQkWlWu zed=6^hlQWhm`{CG1Zaz!BkRS-k%>S@_cKmNyZAN#p(@EW?#>mq-PQ9yVI8x?2Adw6 z3?1DN`7wT=m*DljYT*c6ezAU7Vqu6fgN4%AiNmLhCk*1=+6su%JOU(Q%=O*zH5i^m zRgsBIKWdvP*AHN@Jz%MRhlxhr&6bBkVqaZ7%^U2kV7~?8$sNgL78**&t^?`M5=wXsbRi}OO(_?jtr=n9uG{4 zLvZx8l0|UjdtV9>QQ&LBahA>PIsE|T7SVe|YV+@8R@<1z7cv1L_VM!t)$6P1+hPs} z_&=#d%JG%9aNi&7OzjVA-}pw*DrR$hvVP}Kt2SH2ilEx~{>f~p-3UY;uZclh2Hk55 z=q!2ES^ZRMOjXr)LkQwdU@`R&2nM_t9xoq>Uc|EXdVaSKFWCe~?W`)>MZH_bL%j+~FB{13P0FtaJ` z$mRzJSg7m`2%rOAgiCfHA4qUn`_|?sY$)H5y_AkTR2$;27ShOt#7%q-G`^AKmn-Xu ze^d2Nw?onCmU2#-($%XK`SwXzEZJAbBLasb%kB>`6ufHqT@LNrfJjZ-N?p18mJdUs z&6(nX--MwPN2T!QVA|Ef1$$@oF}jaomh0=bR48R*tncm_$!&@WH{u^57w$K@J;FV~ zZ?H#?cCR0QouMp&#FhJmCdvWA-VG@OrCjM8sepLMbU}~1$YaC>+wXIKrWOvjQ_`-c zzIO$n8#jO;vWww{Q^)a+4$z_U!mZiE575a5;7rP#mfwJ`{v&W30ODDZ9Nr|g@x?5c z$Tu_eFbbq>g;SlpmkxaK+67x<0~hieS&Z5KX)!nHwe&I^h}Iq0wUY%Z3uvxn!6#S% zJF6uL_8;QAh^SBJ09BgYwDFD#_IU(W@VlwWqB9zR_Kg}h0)RCB+kn&UFeySfB9yy^ zUn2_QUf8K|^Cc|#sqko_Il1uD0j*DHzizV$z#Lpgse9sgd$P6C_n5?(@9SQ5J~920NDj59+!xwDrvtRIC;2=a82sLn$=* zOIXiIKKzi?$;HCQX2_1~%eX z(jHemY=qS+3M&6SWl>3vUF2=a$A_kdW+UVw!Qb%cW|f=y{4U)o(4K%4s<@;w4L7G& z>F&#Ga@@y^w;is)x4Fio?NdcbDMbl)jR-PqDP$iL!9Tbd_ocAl7!6XVWLo8QbKrjh6*D5|)cUnNn81j$IZac`n=O3H z)g1;Uo9#Vs=LjC5zep4iaKffA#2%~#x(m6^gM**-`lQi4RKm(1AE)9xOaFk!z%xCEsx|Ndr@#BbbvH}~peOi$Gl%$-gDF)J-PZL4 zAy~t_ja@Qt2$Q_?p$bT>0@Y2AOcBW0AYgRi#d27&9>6Bf)csFce(mqh&BG*SNCtkEy`lB z=QpaYJ}^B;DYAmsE10iZ)!Y)Tuw?D2liW*L>%e546#q0?fDMs%jG3t1q5rdvr#Th) zJ~UgQwawm`Tx`JYsJfG|+*d?raUxAG`s;DsdbP&nqk)XG_b*?!Sa~A+#zYG*NXsXR zA1x2=DNkKEl5C`SDs|_CzL&$XHNvi6e0O%`AEGD}tgSu#iGt+ykvY?MLa|%H4<^66 zO`MAdYE<05L9d15F{}-g@y-Ub89BN~S9ZB&Zc%rh`SyRe5XSyFh^37FvyJ8OgmEfK z$%VP|&Hif4hhd97@s@7LrRBzoxjCzDER(Gf)?;^hulcY^YSx+5cg%yVt*#+Bx7;cR zG=*0=Y=Qe>%dc+BY`_sg$j@i~5z#qA3Jz?wfGo8$YL*#j`-r>JE;fI?Mb1-t^+Aqh z6MB5Yn6<&Abkn3aTe-_x!)zXW-hN9G&=j#dyDj?25~5um&|o)^le_J;Tp9gd6!>CQ z>OU{unHebts+S4n=390L(7l6HiGZdOP+RJ!qGwgjBY(X0!w;X8 z6)mQ#;@}s#o{82{F2^FUrIue#gR!jLVxWtz+ms}^pv||uV7N#WwgJ#->{Ve_Pxc1CyM7D3y=@79pqXMx4*2yRn`>61r?M zEQ2|4jO*8{D*Izl%;>2FD4i_51X9{jT8syzB2_XlvT~6}f2%h${#ldQa}rl=Z-2cK zTI(;H*7Y-5;^Wi3ymtmawI@4juYO7u0!R#LE=Vt5(?`8D`xQ%f@?i^`l^0KINQg>9 zzcVf@+=s1&a@&{wA>rvM)h~abKQO@xXyFDR%)t+`wLh0%KYiT9KOCXEK_sA;qh1Y7m~ks zHJM8F{`48x_fm=nz!S7YPx|7Qt4FVeK=5TjxmSS40c33C_2~-#9Df~+?v=Hzq{R7j z+Az)$`I-lGT)RA|0LY2G00=z0G<%AsK7>8UxF6LDFvglgnsm1+s5E}1=fnVv0h7Mi zrWRP0J^<*;IyIW&=H!ka!94W-_vE&w_Ai`_x1YC%4^9L{-L%{+ zY6UrS1`jV*NF@kdvE)kSH+;R&#BoUE8XrFpr(Jvtx3^y$eAiM(g|1h<&yl@g4=Y%) zFMk%aLe*vNc*i0ixUEk6PhVuuVnhIT>I7m*Ny5L^^iTYrl1&0SUOj*K@0_U?$NjTk z9Ccy-0Rt2vC$x3e-#kNS%W1`MRZ=3r?t9T&XP|S%;fUw*X{8Ts3kc^lLK zsraMRhD1%K?L$r)00Rih8vS`iWlsqE{W)U zoa%@(Sc{txhc%`Rig#@sKBH1smM^Z?Bzm|A-?TaCVQZo5W5G9q`Uj>i=Xa8dTb<{M zz@h~BB$O@nC5P`F%YGVhkWB%0vE^2)9yqt1SPx*&-&<;zb<*#yRT>@@^ryx=(yNXZ z3ZKLS?%(<3{oJ~)a~~#D>*__){D=IqAr1L-DtUcJs^!fsm-FHp`PUYX-(Ee_5*!%v z;>fTdU9$#SX>kF-l-WXm0!Q|a#QTo6lUoBR>iqJ`sdWGA(UfvCeR3!Dodmww)$vxV zL_}!dWQ}}?lx6IS$6qm|gOtN_f!4@#BP?60eR18kQH|$PFpsf}uXZeVb+1UcHolBH z%Xibgqjx>DWfvGXaU(6q4xf5sbeYyGU$!rQNO0OU#OU7D4)l9s-GW7KJq_V5V%d$< z^`6&F{Uxona?8dkmB&R=N6?kR6f`RBtFB@ydDwz|Lg5QTiuHc~i2`OPuS(3O+Eiqp zU&p-fLhkl=e1K0(%za1=A3#M#YrS{W{i9>N4=Bc+C@uem_g*Kp#z^!0GsJsNn)svi z#J*3X(X7GXI292XM#KHFO2hYoEVH{#IZz&QBTgCCfN^Xh14&M?b{<{k>z-F%GpPNg zKGFPMBSGw53ytuljhkob{WaTuMeGz5T{jKTcer<-s*r^T{%;uaRpmw<>i2G$0SvUf zdY;Kx_~CpG^nvbPGtYGn3>DA)r6e~Z+NH5Q6)ev_zTTDl;uyDL$?t?~B1dq~6ergd zM<4Y)t5z?&fhGFD-0>dhxx=UDv&ZDIDAv1*&8vron%Y3I5Rhd+{LzY?wAmCFc_1U2 zg*TJ(d};KqQI^op+0H+2`ZWJWjE$b-70%*VkI(l$0|n`{i`$Swaqc07hgh_aNi6R=5VPs`Rkb<1;+;*q zte;ft7Yk46L$wMT24#Owe5q{J>19h_Oj*uvP3IVy(20BL|NgkX1&}CIr1YUjos<1N zZ+4eW^VVYPs+^0^O7D^H^5N~*fq36=lG)V$`!G(=w=P#`#6WHk77CKg+)J|se|fd|CbPsL56I-ZNW9Pr=X7TSjfBI|)z49+e>Y!%RHg6rqw#r{c zpR)U6=k-xLF@?Mp74s{*^a^_`O%=cP@nO5RF7Yr|MkH;WN;BW}CqHw3KyHGG6Cdc+ z23QmkOWVdi&xvZgh!CZ+kc~smxWK3mAgnA* z0{8=gwb{c5G#an>2ugEk15G@Zsn%@V6C@<6oYZ7~u~i9^>z6xu3~*uaH;xH5ya*_u zpl>2X84H#8RV_Ng8fdv$F0>u?tK{Ena_)3VRUHNYEjQhioYe=EVj=&p&0@NXpJ(PX zzAY5>SJ<1yRQSa)!73 zgIA6&LIeZ?*QzN#)9*`UOBMt!?f-nhH@ZR_6XE@*9Ywj`C21naT^ySxJdzvZy%s=} zQRNydBks6Ml}4!?@yqMm>)|&gKAG(s^zonJwNR>AK;v-yM+xF-Hpr- z0d-HOFM2iwkUXp>w=3(T&fXW1SV+ZS&07#mU5@NqssXXoefevl|3YoDht}dR0JV=X z?beY(-y3LT&LS1<4@zhAePF5)5-iO(FQz5a`FC+QPHc2<8dx}~%fXKYh*ZZ51U}iH zN!Q&PoW9{NU7^SB%IkE5yZ7Z(h&K%)3i)iQs2@?<04j%aRRtQnN&dYvR0EOtr7@8W zp}n6+QK+TTN4xqx7-;1}+9yytD=2%RXUI=`*k*NPR~xtpxkdi(tbS}QcrDN9GgYR0rw+%g>~K@rC?IKu z+RB^GelE#>o)68{|0w5c7 zDC+M-d~2ffC$v&=+i}mbzMzP^idAWt7l6gRoojf5Z!6{ft>?)>!jZIXfF|yr(=P67 zwqh!}N5i~=D{pciA4-dbmZ>I_=Y&SL{|uhht@WbpOw4{C?`->M*Ji?&nWN;M)(bLe z0{d+4fBqFDQhkv4q!xV+5*J~7FdR+OdlEssz+{lzIy)nKE|BzTvkgMG2C75M|D5$b zw$#hudB)bs+F952KBuCc_FP(*Mv8nYRDgxHANimr;Ee$dwhV6c~{Aj)(z_$ z>EzTV)~@pLy>7z<;#=ink0rRLo4#%$*U+P~r27U_l`?7SmJy4kw&A1_e1nIUf>s6& zYm+V9|EFOFWPEfW_km31s-$KdclJ>#o)ANSiIO{OOOomfoMS+eAt@U`C#?HqGZ0H8 zfKPBtEd)>KPxEsOlbH~`O>j<+F#z-X?x$bjCVIz84uD^XJbGzA@aLE0Nao`R;orBc zdAQ$1^pRLzSNN^1v6>J1A^suh8w;V=r}_+1vxC130nmNm$GpK|4?}95$rY(%m;Uyz ziFC6K#dWG~wtt0`3hIBicm90-d*(NJUl|C9;43kJBr09oO-V#{3p+3Hpu`EpQNQsE z(@FT>xIDrfZo26UuJu*Y^CTl1?{5WY%zhu4uLeL}-?gvCjg7}jNl@6%8mx!Z=Er!n z<{00Qx&5VnjT~IaoihG=RaUS%KKm5D!T-A7`fI6e==N3os)_V)Y61Rq`-aHv&W0^N z+#Xbrd1C^9P0#Ysj0j*@0LXS{04c?b(TDOqeQ8boZGvjTt>ggZM)DBM4masbr&S_X zt6186*I$a)OJZL?5X+tW`5eo-I0$A+Rc-MDZ*XImWuXH7JIm?iO_{NAix9ZjxQh9xFTY1LJ^ z?K=IB-3xsq-XpNrPux68k8P1Zmuew_&p0{$H{yPL{N#1NQ0->hJ79(o;ZYX%JSL8* z@>gH?h(j&Dczd#uFT`pu+$qdM{7PfOWM%1(Gv9kwkc_ABE{i^N#|k+=T;qNzE&Ofw zLO^E|Y?RylFFIm-7w*{zVk9#L2w(?k(D&6=k$t-EHB9v)bXf0Zcnm-HT}T*Y(uED;5|dP4GBn5r;eA#v|GyLcGhv2A?k>9-{Z_0St%;01 z|C%Tt%HLF_G2ll14R)He`hnTpu0dgF-09GiPhzSdTIus?qsJS{C(T?*!QWf2e!S>% z@{zMRk9Y_*KCom~XVtxQ%nwhv@W^wdh6VnM2NGuzYtCgI4NLYm@#u4hxGXC3?W@_v*G zW^BHPf8ep1t0->4VeF6y>>I_#D#?k7*W(L*{W}0J8|UAAikMyjveuo4fasf8slh#y zJNjaT>pZoag0Fz`=qbafr6p&=hwQrZ(?-jDTI=;voPBMOOfc44$+T6X|Lm9lK632% zCRC%v-5^H--1~^qGnnN`GvSlR_~L@2<&sCFJo(EmBhEXF-{!G&O9HsUaz5RAf-AD7 z`O+}ZUN;^c`@Riq)V7u*qjT9ujw|->JYU0M7omxtv~I+&HC643FbKS7?JwnbV!~jL zXX^7k5XQqk+*H*IHxp7wW6}?UJGJi6FRheGYog3N|ZQ0cQ44Zy~$gvA0gIO>Gjvn zbuq=e+G1~AH(4w(6gQayjROLKbZw~1*@N8eOq*@S`tn$Wl;85%8gUlxItmqkuy8BB zc7;$+AD{oY+~W>+9Zt)D^Gu@H=#QhP-yGmDM2cXLOIaS)ArhER)sU(|krV z5Nw~E=UC!E*WFS>T*E;L=FY4>N@8<$vRIL+rO4paBcpR3y?AQB{UCYXIk+_COOA@D zio$4(@<12W_v}H06j;K1Uvtq-mWm5>4QMLK_};y0pi?J%po?UW-Bx z{r|>}>8^I3y*#jO6$nrZ_?#l#5^R;C+}hc{gN$mK+~)O$38h8H9oS!ttz@P>y)K_K zd=Dc}wb{&0fxDXU*nef+3g=2*Pb@WKhh=dOb(XEw5&po!@&$ngawaYOvxXcw)L*&m zOWFW>RBcnkpa<3sTr~IoGX}c2o7$c(~~|YU&sm z&&*K#VC%YGDG-Pg=lfvm4qwGL!SEd7xEEG-5cf6NEYnWM@Gz_DJMn2p#yao|7`P)= zJ$Og;k;q)+RFyDifJH|zMuXU(k~W**Z{oDZNxlz`{Ws6C0c{pn64V@1&G`gU=w%3& zDhPK03&iOvnBi}&I29yt9H=U3n>w*IQuNi{4>k01U>3!P$*6HTeq7USN69nf&znY* zIM!Iy7S;JMpwrU&T{k?lIR9@A?|EI5*NaesJ0OrcYl*VmBD}Z3v7E+NL$5ByqoG8E zvIJwIu|&Ffh>Ck^yR#87D;SP|)Fw6ShIT8>{S!ZzmW2_e8^-+w~mr&;C0`1plSfJ3Lw=^5CTvAO) z35Wbs)3~o>$8sP&4%McG(w6pw>H+sDXdCE`OC_-|cPrk=RRllXFgQ>dF?8h;kyEQ2 zAL3E4>=&bo6X3t06>c`PitNa8dv2EycB~h3lP#b7q#F+eT923emZT{w`KEB<8eHdc zv2#Nt+6^;z-D<7VFbwW3zMoboPy&4%qj$eA1n) zPMzjxY9=Tn9qQ#v6e_RHdseeUqeMwSy+drLr1&0|@BPPIVmJu(uGYlV&IZB3-biJ& z`zjlvu308Rg58V4vL=;gMso*{zsh7fk>qX!pu$cy{_Nd%mDp}%o-UY5Ct z5b+h~{!|ta`@7w{m*`KExQ2ri>qkp$5NOoedy0=Nt4lQ-6AtC$t0sZEZoEP?bQ^$E zElaAM%_ZP+h!h9k^x*SYvFD@g^>u9pY3ckW%_Jv{OiyukcZmx`z|FnjLp|8Z`1!&L zT+6WQ9%fH5SyDz}1dVvutU&NKA{031>zWQPzskS^2m)pwTWglV)#DTP8dk_(+4Gec zZu&LPR*A%8Mgc$i@=M`qul?8oX-V9=c@}9$*T9It_#5LNK0&YLAHe?aJ45J@i)#f))j0C2w`dVZT zGN=jn8#K9qWc8k%SxYv2-#DK=O@%snzJoT+p+(QQby9#&ZY$<(H5&sR)*eGL6q<5W zuBEY2k!mVIEAca$_mLq<2zzEt*mFY5dF-tYPncz&>}Mk)ki1gAn`=;h(+Z3I_9R#t z)J*F9q2ZPIJjK3s-flbWAq5FY9-!sPgDxE8Kws48?FDZU!PYO!p3g#qle*>?i`Jru z^@^)e^)fbT-Jy`l-{;l3h`-UAa4NL7kMoSsa@X$sf-`Z++^b?64s{VvSN?Qw3FEO- zg_2)Vv=Y~^6jqOA$@Mbm6c)pK!&_h4tux8A^903%exg1YuB~ogjjP(cF_y4k zGW&<-Q2tFdy~vJ0%>{o0imfbQF!$FAEMaIpEkw4=5`LomYigSnWyVu;Izway4U|CaNPTSq^N_#(9NM7*&4Y*s zAqD2b2i6?Wl-HAh{nzDwc^q?{v|PLZL1{e|2*gZ&x`~`h<>@NYf2;PpIS(g}VtqE-Pxb#Uw4g!Z1_iTcZ9!aI1B)lP zeVckuK45_NIERz?v^otkEj zLH#w2tG+J?6aE?NXp>`!vWiAu5Q{-Ahe2%t`nwoU3!2fqAu>e}nBBK8ysrm!e1-Ig zUbB$a{3^8mo__l!Mos)>*l*XOiC6UBsvbBh$_BDK0J`EFyzYJ%RusmWz=6FiX#k%+2}l zBU(24i}VR3Be)<$qhFu7*L=ndWNL$w$dp$*r_V5U4u-?`f_S5UGPaq{5SKK3cPP5? zNIhB=0WW?LlmHkOPmH%uVlKrR$0TOkj>q4pQD*d;S2aR+u0BjBnq9l>_33H3ZQz0m zrPV9Qjn&z2B3!FA2EwN=UO3VNqC|jUq}B5_nYRsh!L?RD!x#(2zjNT$ARI;-Qm$EZ z|2VDaX#B32A0I5|-@(_pzUMng1#SD}Q@zK2##ePoM@IE^7t=Jaswb{Tcwbn zVoFis(ES!aGPQ)#lLNJov)vX%L!_lGDTfK7)zCaR_Fr-CJJ5;F*z#5PWISXL`)jm! zeX+EBoVT-?igW8|3%4!|$9j}$0udGi{VDh_5`LLrob$=gT4(#gP;#~qf%`H4S>1kW zv66rqjDh4DRwa^*e?@zF0URQIFCP?jB2rG@>`&H&=%@{^am9e>riKBXTKnXDi}P+i zmM@WHlr4gw9|4)hcZI1d^!Fc3NnIN|xI27z%Jt*)L-DC2wsWw65g9S8=%1 zS+G}qvd*X~_ey~8#%*M2pJUU>*S#N670g&MOE^~RoosyYr-d&KVb40$s^R`--SV=~ zKmELDB)hBl?^4yIuH;7S@74XF5>ly%Z8&x2qMd3512=tY!Q_O+fqGZ`*)_4Q!)@4F zu4>qc)+}x>`q(WByc9u&oUrRZSK+2oqdX-IyYn&_Ip=z>d=~Fku!)>O06b5)K4}LX zCQQ%NEZJv@Y3%oPPNVAL44U~ie=-k?A>zUD+`--2s|S~GgX3EeC-LK*{pzt}r<@i3 zGjN4oustHRCj>nNhh*&sZ{^uf2h6t&lcIzUUFA@Sl3bZ)@}Kf)*`^~=P?=9(3c74uy)RL@VYY@@0*DP zyt3Ycand68rmS3d(58d^sy6uj``GKC9C?w2?U9mN-}`7-2weMob?EmhA6#R#JpgH2 zyMMh{U1xJH{djVRb11}Q+e2gDoU!L$bR5Gf(diV5qSz5^3D z+%O8|+f&cFbZdjwh&K=LEz4SeOfys3zG#?OxmV%hYk%m9N3hfAtC8-3bF)ujuCRC` z#-;W($oAz~E^MDe!P%==>^sv!9aOdXB-6n=1?(85eCN^Si+zj#JNk!ENUxyl7O6EZ zFs{y1m8lK1ua&i`B@%*6M@F>N6*OU{tLMZ4ITkhG@s{A%2f0)e5Xg~|8|2n@ERlD< zRGNFDR5||2!S7?{K4Pm5eEzn=B@uQL43kYxytwS}Lp!cJ@NV^cF>+lUh*c~;u?HRu z-#3euZjSRCld)7_=409s6rXNmwFiW^k24VH*|F4j4Pz6v)bxUIhUp!q$=#J2G3h{b zT^5+HscYr)Z>!>*;Pl*F8OLPw%Pl_WuM8^bO%$bLm27%&r?ScEbG!L>iE1icXid9z zu_5h)?RnDvl;K%s5s6wqbcbV&m~jx9&aov+N6D=W&hR6eoC&`hdOiTxaKHk zRkcd?kioPq&0(lBd(&AUgCtO2y=GMg2c2bV~B| zAt7ANKBE_WeugGOMW=O+H2cAOGj%sE+|w9`R>s3DYQLK;fw51Su+6!39+t*4v7T_v z1qbhyD&eDn`Lv86c1y}1bH(Lne8Ea4Ckev)_v@OpFc+P4^dF?KflH7{lJG5tXLAPHnx{0lrK5ieE(D22Z(o*`h*)gwW(u6bEF<2Uz!zO`S=rLBkE>rK zob5Yol>q`a!TnW5-c|8S2fP(SzsKML+%8{(0Po+v+m4)Q_jUwi>@}~>kH-_`t{>Kq z0ElPr?TWHW0Bxxb$m~2Lpf4`b$lQ>Ddv0nGGs>DBBd3kxX+^xIjBV|QvPH=2-dq%T zjj2_d!`f*@9Ex*X+SQDW-_QhtK&&apdc|2RCD!PG#7)`9S6=VM{^;0y!>3K>!c}j- zhns(pxga=7cysh8%21>8$~t-evR_l95_s;xM#+ng2aY?}Yvadu`OJqfZZuCxT21-R z?8*_+O)g?&2ZzX&vSR;1=fls3UFEG<7=Z7`HyfCdx_HkC8ZmUwP*E+_EQC5yt7 z@i>wz!|*r*j65vPuvJ`Dz4fQ8+(fcB!SJ+Zz9!V~8+8RAjYSo88HRiFvs^)6Vg2sO z>rTIRR zG^2gC!8+F5?+>2L!A};+jgOXI%kK!bOES$paDd$T3wI2STyUq&P5?Fqab=su?o(-_P72u%ZQ=J?P1UFeWl2X2#SBe0I?!Eu zT3QLR*Qb`=J2Sc*xo%-}R&r}e3P%VCdL4BEFkNs735^fMV2nirs|;&|{ST}#^?V)P z$kN_;x=oa29n>3Xcy)b&eivv60)66^z=R2NjCX*DWpvx8o1M;}RT^*vuX7HEwF}oG z@^&Lt&HB?}){BU-XW9_T%&A@4Htp_fL<0)%;)H?9Y4^~z0$qi$syq`~SWFRYd$%>< zU6Ns|UdESlE?o;Y6;nGegbB0xKA#e?(1<#i{6q>4wcXzV7#^>%(hLyxC^Q%!}2=<<9!$ zt}CYYOMq6*nH+bHZa~3Q!y{!;;3juxaRAY!9E?!20gFJogF^oN;!`IcOc~MA(jy7s zA$;da7p4eNNV0RiLxCcGrXGHhk(Ro4B9)uFIN;!!rGMjA5-20DW#VYfC^R}>aiaq6 zWi)5UbOmRKW&-)_Y1P`T6VKd5y7bg~!}RK#RIur+?j=Uu{IVU>-XYpvXKKG`A{N2L z)104c2h(2PP_GzQP|GRnAQcjt>Y)6^?tJ>J-;=>-X{5qT+Za`+JFqf3U?22m;^KAm z@2R&%O$B0rar8PsEdsVm91xvt+y<4!0N~K^@9!d)jdttSoN+Cwp_*}*YSy^)SbqSC zw-5@cmOfp6-@cg-Ihk=;w|81G_z^jIND%fMqQDGo&d6$`5 zVdGomzG4z7H&Ridx9(!DgtWQX@!|iuEKNI0czL&Xa~8AXZ8sbotm~HC=u0uA+-L%C+f8E zWB&CfxC2_is>HOKJrE53v7v6Uz~P)Cc_LwO(fqJDE%BNcl|-^Fr>X^$)xF|Pmv!dj zaO_BsY<&-AXDEQew1%1KeRt}?lRvi~J*cVa3A3m#{*Jd0WN&Z3J5s8db2MvP(3V91cuCzkvhq2!`5`CDR&yq_18*2J!*^@rfA;1psNycrEc5)K=XQo=g&Kxb4={1>bGKLo}=# zgXf7#N;wo!N&oKMk0yD=tL*9)Ydpw>uNof2amSk5Cn?)rz-OVh_^73k$Hq>~liy!{ zS$uKfY4tS-!_Flnh7+)F$K~1hz!Sq@WMBTV{>2HEt!lHRdcQ$&iR)}$_zaAZ+x%+~ zfEjl=%UB=G?7;FI1Vf#?Zb*L6*yjG3a)f4Yhnx*sEPTBLZs$pO$nL$LDGWhJx@;UA z9dJj=ynMIsgaJT!b&wC8+hYtmO0MlXcMv0U%{l_`z4f~=45Bp?-YQ zPy2uKNrip(s_WRIcD1Lj;nU(-e+InlL8^8YA|JeWNYQKI4ANp(ufQqk~gH8MWoHP&kCV@&5;u}s!j;f62q9c zH9#!<$BH-8Mvj@!&wOBkVovr-)c%U};<`Pf!eg7c!snZ3E-(jB`RfgtT|S`qL++F#wlM)Q^+px7j&AJT(k2=jE<||s?Wl!( zaL6Dn>U{`0Z6UPdEFh_AYx?)<)eSfONqf_&!PfMAr<%^;eEnQbS>-GfdOu~lbNv9* zX;nhV5xLzwPaF|u&SFvt1&Wlm>S)o}#S12ff5qtJm(I^pQ)#mPxRfsG9!w9ue5?sH zliYZDC6EH6%AdKNc7St;N>~s?*RYy3^*304jgFs>Rtt)aNh3Bs--YhsZFOH2doKZ1 z`SfkZ9p|Mdlcp`=uPUcleQj0F&y;(lmtDAfz9>t7`uEs;5G@z2J>}zS_qMgTI0bHg z&b)=WD3(Z6-aNhi$~4kuOy)W4Q3seu$sK204U+M3KfcD|NYx_b?L;Yu`qffe`yx$N zvqc@$$fFeSDPXn=uyxOi_?DvM$~Nyc-O_)>0p3k(?s0**l@GCnx>v7{CC$B^<3uYceXb)$9etgbutBXTiyo znU7N6bngC_lCb_+IRdkOuTZk44w1F!h@J2%)NiXz%gRw*%Uo)bsJkT8sDkcIiCsUe z{G6|-`XGYkHia8gx`aeDc+jJnJykP~Y}Eg*G&p=-fejyEO7KSfkhiG@ppc+plDB%S zcVG*R%DMKnKjE~$p)2Nxs>_-4iTp*%*j_QyJq9{n!VDmJ3Mv{}K2Q1*!b$@2>=gRrU(QnEBnYdbd063>e3B5|N%GVvVZ)ZRI5?zM8 zljA=L85Ud~$|eLCaFjGMLgDz^omdUHxYq*)D>ruo!Dmc)F5LZjZ(t zRfi!R|Dp4!0Axnm#8tkGhKEgw1{#_&y!dA*7Vmyom;&$v!bo;Cq1~8HKi-NxLc&K1TeF17T^SiOR)Swg_4?>2V+PTaczLS2*sG$kxVwL@ zD#P&MUKfnRiIjdWVkepdnc+PxVXHgn*(^k*OzW0;bZDh#J z;-vP-Tw@EG47t8eST8zu9f>>p^KU-Ctay(zCIRcl+rm_O4VYDY`}U5Wih}yzcVu%D z^UdvA*Im$TpJ@zSdZa>g{h?{8^yjbol6`84Wrh*-GjDEBu>8asn@|<>117mJm+9Z| zskzMb$MwRmf!(M8x+=WdM4E1T?Te0c7gJK{&mIDQ1ENS~yAJ@gMJ2e&@VG|($U&f_ z*V)8zfo5eL69+FUv|KbXB$*mS7D=KnfYC@$nR(=A5c((rw=cJUO@?Dw2V0^8Z`f4W zMENli4-np-U3mwYnG3?qY*QO{At0=nkQ|dREqR6P91}dQcmwo4fSBGj(@>yURJB85jZ^aeBm~$;Uw0c5NC|=vY=EFJDuN0~ z6H#eGAOWc=MM?q)1d(WB$QC@Iym=!GvD)k&;4`%-1F;1j_2&N%UbVx*L&7p zWq`EX@a5T4hbP=T79>Xr0Z%;$JdzbwmSi?nD!0rL3b-tL%7M`(y#fdRuF0(6%BP(& zeY{+MA52!5yW>u@ZUfR80{WX1e(I5240DJT3XaEdH980EA;a;^VN>v)E0_L2E)p2n z2Bu6vQbkGSU1)pEhkI5>T3xtN%=61_Hn&8)iGY!CujYcxBNndcz|f^-R!JbY1LznG`Ks*LXP3R9oc7x3r$ipifLwXcObDQ~@U*I+K&)B%@ zlvrxVEt{Lvp`+m#--Kl5ejbL)a;Bf>8R5%LcKOF?{hx0IKf;xfCHeEvmqfB>KaVYImS@}Y z4+$ZpwLg!j708?XJpRAj9C& zv^JW=cE&%56JQ6FHC3o&Mjw5WTrO&%T^={I^DW zx4BL<1Q8~?t@6(THS{1pUXuH6S0X-n+_k>QrTHw7TtNzAOG`IL(6@1@BRsgyD96YeL#mN7&@|oHJR`Kr8RTudbB=ekeU}nFN97|Lun6?q2+ee_u5} z@A$t=f$-<&f|cRQv;Ht^!UY6}ZUjbJH@CEOe*e_Wno3SiM!KL3SX*p=l}=ye)iqIE z3xQ9YMl@?Tuy+TFlxCh}K;2w~16_cCd_q_9tU#O&@1d#A)LDB!iuxRoz{MfcoFIh_ zO)r4Bup3FiKS5|!=%b^@jvbrO-5&1*g#>Pgwvx=@rj5o#Ycg#)= zdu@D2CaWvQs)7HfdF;Z7-ctJmD~HjrRB8%3k!!K)gI?%Z9vR_9YWe2o)OJUG^Qh~! zQiAw+Ei>(j8^ED|bZE=9CCBOo*WPv+OaaHcedEO;)s}5txk6+kM1_1s~vwJZ1h+D zVg-=$C6^~%L%+Qdwkh%aqjpmN;FU>=Cgaul>!@!P<3-KAV~5HMoj$p&%lu736^g^r zj)?0#eJ8HhTj?4C5jH|dXkI+WZfon4z_w~n-VSjHfy!Aw8h56CX*(hw;KLJWHzo)g zY!%zEZUskq;$STCQ*E&ZFV(-VS0)E|4eel6_FLY=wP(oi*m*(AM<0L-aeGt13sGh2j z;W;zH+ATk$E?ARuU$Fi zni~pUfBmiN`RR9ZZ=6&Fe2xr?vPIi3j1=3K2adAv{Q-Q~+EqNz$IiBmwIUrcA=8R0FB^6$-TBnKIHEJ<=M7-G*v!ag1&gs72%G zwMX+Dt95yDI5;$7Zh- zJ5SKza~(E7iUMhGEKzEAK%_Jk$683L5c`+7CwESs{QuKMdam6e@`eKhQfVH`MZ)7QmydnirBfo$x`;~`U-!+d;>~**2@#mW^`4yJ59!5mOA(M<<;{b@ArK0U1T}GUC+q()T8}%d5^FQXUcbB z8zaJwsW4%Yv|mv4&CR3Vc#iM&jbz4pZ*%bbaBSy#;nf0y_*I^BKSpsZ^jJ9E8CTCK z!kkNk`R3W4ag%T2Bdsa*Ye|~^(&EAtm$1ZC)g(GMZYUBl_YO4hzA9M$@R9cAB4)(l zfUh5a>CIEcWV0Dw1p!_MY(}>^LPnAmBePbbM_1ohdvRtMCsmj-qSDq0IT2Psw>=Ic zj*arRGqaDb6QUF{P$6U93OHrC~iQDPNJXh(Cz)Xg9B;^U2Yl%{FZ7snvX`&U= z92S!m$&2{#q+i9Wsc1swTw9r+TURcoBX1a&r8iz!q8ZZHL=~tze|1N-C`L=%%Sozb zUG*Y4>^fnwh~#qL+Ge$4s^iy{J>4knFe!JUE2TH7CjsLVcwGCU)nQScb#aCuc~$}2pL{K_1!yDOx5G< zXMtCDqY#&rwDLd% z3*M&#PW87d`pJRTP~sHEL?!U9x1wKeDE(%%D4r~k4dyPVMjJ{ta@szEQZ8tUs&Y%wTI+AK;MAN^G?^+isQU1nCaNsRxR}92a(l(a2Q_!o zjjgR|{)tj3oN@Td?zTlh?2b8*Je0dnS&+@Jt7C>sdqcV(G6`?fpv6{D%7kIq^_uHIi(ERD1 z#ehflnRGj4%S-h*JAN+r+=vDrC&a7IZ}zTDciC*4TI1u$3-weC9*>BfI?diO6{A*l zlpx4&Vcad*xAqxda}~S1V}lKw-;V3Gc6?*~;utFHi0pP_*)96Z=oY}MKUJ6SJpzs> zkd})X#xWrwS#I~*|AilvbUq9iiwZCyrFwCyz%L@! z*K%h@YFb)a!eeDNrB||GOgOWY>M9}+54rQhta3b_FtewwPcqOx^}&NrdlZ7dY#m9v zE_TTwgk7S;!xTB+vdFVhC%3j0dsvKsyS_6!k#VJvTMID1bPQ?{U*wCtixkIeKyIyF zZ((7&KLr_`V<%4dn58bx z$O8Y)(Ud*f8_ z4|uB)9k&tnob%rA3>ReTHSRU+f8lK^$aGZ<3wI}JqJDW??Mg}&Jx*GaLGM$^VNrbm zI{K68doS~!l=vmP$V}Qt-zz3xqhc%*C`D0uoso_mJp~0=Y+I8lV=Af3ms}-e9zU;$ z9Y?ntAF)mryPO=`8q^q?zxKT+7w>s#FqWbeV=tNv^(Ys9xX*8P-zo~`T3RtZ+rFE`&CA1_n6AGgO08j9{ZSMlC zCBx9bq$&85dG3=FJppMc++4$z5@TRTrBnxS8`s;UHJJ?v9uE$ir1uI0u57rcG|%&F zj2cwx1=y&!d!IA5{(`e*Fcxqyr;KuM``cDO%N_Oi)->EfB}&_Y0Hb?IK||Om2(2Wx zA#_#m`k-$edYi57cjbt>5C#I*J6|9)CSj*z(bHG`bX-rb>g@3uyvv;(PY z`=yoHvy}On;W*rmA{P`tlh3Z#=+9D)a>-#H^@zFN^KmNSjV@FP$5VG~?8D6ulnZ^# zy8}X}UWx-bn5{uCJ>}}drd~9SNw@BLX;3%ON?7d3+sy;4ERD&@-HUkBWB@RSpg_1U z#Am~_)=V+^H5URJa>aN6MMvi$0&L9bpPgt>Ktu85=A5l#-L=g=wNdL$D}$$!O;Zk+ zHA5t%-ZpG96a_%2#klpMZ(fE09^IGuxTFkvwSFe*?w8z3>(HqM9M>(bYA&#Bx_enrORr4oR$ z@x~}8OmMorrw^Qci=ph#iJJzXSN1L*8zf&MefrntqlM)pjZP}#p-U&GaVzRf7YS>N zx9)^zOETi8cv94eDn~%{xEJEPSBgk}a$K5A zi0uCUix%%P+-sM?CchJf1Q>3}#Yo@66^ZLMhNka)8)zX^Y^>Vmo#kV0h5D*C&$V zDY$_i={pZ(i%hM!eU+>Y`!q1^Ft7!%WIouFiwrG?o~NO7H0VhsRyh=r@w~j*kv&VU zaU}|&f#W^C1qLh9_5#HNjEo`HXR#z%=$SW8;G9n`uSBTn-O4nn_p%3EZ->nc z3X>&IpB~Xz>x#jMm|$gXcY1%5f>o>_K!K#-jv5DYJtRSD%IX zJ$Y>`(2p^+^`=tAwjk%y%(ISrHQE~lg=Gh5cZvqGyJXjjhcULROU)OL4}H@MMz8J> zYDGdgTKtN)^c%2GZ+}sH9_uX3Ov;v0km#|{rM#@~z-5fpZZz|Ey9j012~|mD7p7z& zbPk;U9lc~k0W>MqV0P2c!;6-XD>}>GF~6-0%qpjhx+iV5ar)E0R!CppeAUV~fs$mx zSF^pN!uokw%(srYOpU^UKHRsSFWyPD_cS86RGA5j%1E~D)Za!{5An{NG()owLMYW# z`N&Cg6{6X|f4G>##sN}x-~+Mq0*aqE@SV0u6ZfTA6Mopg_HP%}>`g;tkf1=kcz}K? z=o`^@xE}YdBciBBx=oebo8gukY6*CVIV_g6^za;d&3A~d%Uy2e`nSMeo~>1@Xj}Nb z@O%n9^@CEP-H^jNTdC;Q{c9K{UfB_%CwYVlgYIcy)as@VY?)v(U}ag6rJfK@drLQy;vT%2gI8s- z2j#TR`TQjz1B%kUcfi2>P<484t$_;dyp)>5xa9+pxN3UuVW|-GkG3PjGpqkpAS@_v zcw@GzanEh6a`v6%S85vwNiL6jLE_1YiaMQXT*l0+I5|R1Q3un8KUfD`!xtQSB-yWb z;o*}NSsq@NJGl_jmM+jEezT3lcIVss>V$2V`WG`RBWS+r<|L}=j4kn4`kj=? z&(xG0;7e$#N=`}vs!|t53}dR-3-3bDkPOmA!nU~wp7)mC8FwH?bxOoW185E$^h^ z^$qDi6=Milx?aHOPv{Vpl9DCx9~`X~&n4z5V^o=wVu;FU*U%QI5Kj&f+b(t{5D*B` z6xw(3QNXGGZY&a=k+{eHC4%}{97h$XoIc1=VQt)T@}dIsHfOrmFU}!&R0*HqkR-V} z%F>p2c^7O`^+lHyBRv^Mm_Gtwu{mU&0`Q4_y^dzE(3UdaI8XRi-2&yom}d<;X#wzFsYW+9|*R9xCzb z4n$&=Y2cH`D;D~KhDEcj3LL1nHy=oDyuTBTtnOgm_^2+BuO*Yy)k`d`xi6V1kOrum z=t#>A0oT9^oCJ3Ekd~H~sjKU=1F*;5PAx4uAn`lpaV6P6S9W@QczSEH$0@Fi{}42s zjiXF*0lYtI*~~xNO3T8vKpR2cibn%U0!Lb%~1w=VmfZ%yUB@%}$P> z)hd77BRVz2R*X1=&APbtygGjwyBmU?&03e95-)vfit1Mf^&b`bBpG&FI`|DjD*b=)giH&>^KNmR*!ud2 zjkj`NW}NOzMAVhH{?k%Ez0fH#LCrDWC`M}Z#zxbq$?V@Thya(I@X*n*#o5hmSqJULIPaQ zz8hQpk zAS^Aup8cHEm3~ARuY5b5Arb8b(ePv4(AVhgFJaTU!@$f>A&VNeFY5*>@gX@?H1VZf z*`>bRUdR_+a_hnMmKK&%6lB&&Mv(q{Z7l11VHzC$ISrzJuc?$Bijy~BmilHM#&gDL z%9AO93=f=K9e7~NjXO>K$r%237iZ@$0C!J=)A9$Jz5Y|_-JpLA*AO7#lY(71A}%+?OCXX)_b5*JBwUSR6=ym(eS#@t(<;>tDLfg(L0qI%6s(W z%J*ZMenQG(44J=ckTVF;TYSTgKvqe4jo|d9D81lSdC=>JVKuU1hJO6`QNac^`&pn9 zVDGkVc#-EWFP~;*m9ZzEgmBtnHFuWdxux>x4Qu}~E?Z!YfeA*|nBy z?@TUi-2B!)Xz(W0BRl1@Y11qCIKXXwW`epaJ9)_TB5f~W$&L`l*dd*~EvMnD|tD4E!aq?l><;l-={9(AGz-c4V3q-_gnz#yv#c+;;5zed zkO9^VHdlQKDV}y!#Yqrwdw{oWqEch02N6NS>A(86<)9bsWIti45@n~b_guIwcj5I| zzD3I6fcWH-ctk|;>BPO^L#7qt%Nh~*4b$WJveE?31^$1lA%3e|5>}233-_aEPa|)0 N%*fO*|Mzp({tJc+9bEtb literal 0 HcmV?d00001 diff --git a/gru_sac_predictor/results/20250416_170503/config_20250416_170503.json b/gru_sac_predictor/results/20250416_170503/config_20250416_170503.json new file mode 100644 index 00000000..9d1677cc --- /dev/null +++ b/gru_sac_predictor/results/20250416_170503/config_20250416_170503.json @@ -0,0 +1,66 @@ +{ + "run_id": "20250416_170503", + "db_dir": "../downloaded_data", + "ticker": "BTC-USD", + "exchange": "COINBASE", + "start_date": "2025-03-01", + "end_date": "2025-03-10", + "interval": "1min", + "model_save_path": "gru_sac_predictor/models/run_20250416_170503", + "results_plot_path": "gru_sac_predictor/results/20250416_170503/backtest_results_20250416_170503.png", + "report_save_path": "gru_sac_predictor/results/20250416_170503/backtest_performance_report_20250416_170503.md", + "train_ratio": 0.6, + "validation_ratio": 0.2, + "gru_lookback": 60, + "gru_prediction_horizon": 1, + "gru_epochs": 20, + "gru_batch_size": 32, + "gru_patience": 10, + "gru_lr_factor": 0.5, + "gru_return_scale": 0.03, + "gru_model_load_run_id": "20250416_142744", + "sac_state_dim": 5, + "sac_hidden_size": 64, + "sac_gamma": 0.97, + "sac_tau": 0.02, + "sac_actor_lr": 0.00015, + "sac_critic_lr": 0.00025, + "sac_batch_size": 64, + "sac_buffer_max_size": 20000, + "sac_min_buffer_size": 1000, + "sac_update_interval": 1, + "sac_target_update_interval": 2, + "sac_gradient_clip": 1.0, + "sac_reward_scale": 2.0, + "sac_use_batch_norm": true, + "sac_use_residual": true, + "sac_model_dir": "models/simplified_sac", + "sac_epochs": 50, + "experience_config": { + "initial_experiences": 3000, + "experiences_per_batch": 64, + "batch_generation_interval": 500, + "balance_market_regimes": false, + "recency_bias_strength": 0.5, + "high_uncertainty_quantile": 0.75, + "extreme_return_quantile": 0.1, + "min_uncertainty_ratio": 0.2, + "min_extreme_return_ratio": 0.1, + "use_parallel_generation": false, + "precompute_all_gru_outputs": true, + "buffer_update_strategy": "fifo", + "training_iterations_per_step": 1 + }, + "initial_capital": 10000.0, + "transaction_cost": 0.0005, + "opportunity_cost_penalty_factor": 0.0, + "high_return_threshold": 0.002, + "action_tolerance": 0.3, + "load_existing_system": true, + "train_gru_model": false, + "train_sac_agent": true, + "load_sac_agent": false, + "run_backtest": true, + "generate_plots": true, + "generate_report": true +} \ No newline at end of file diff --git a/gru_sac_predictor/results/20250416_170503/sac_training_history_20250416_170503.png b/gru_sac_predictor/results/20250416_170503/sac_training_history_20250416_170503.png new file mode 100644 index 0000000000000000000000000000000000000000..b52d6f67ce8ef6d8dde0c0ab85303e6fb8c99a04 GIT binary patch literal 64278 zcmeFZXHXPf)Gj)pm;n`0K>?K{S+XEOL_jhU1{ji(hn({Oih>d)=b&T;7;=y(h~zlr zEK#zgLGsxRyyw%xm7^_~9Ua$Cu{>GI3{d?~BlD3Q%kh2Wkv@2+bxEk zu)tSq@3x-1bhhpD$;Yu1UV7LpLszpl&uQ6I<+v)qX}eYtdz>&YU;#(>F@n>Bk7uZj zRavS<*z9a*Z*Lc{s8}hvP~%`@Q!t9!8RKyKXZ6|F_a++~+hsz+a3wiDF^lgDbm~=EW5kA8?9_LO}3qa zMwF!!?iGAEHN&>3*G3u$M2y?<;f}=EM6yJXUIIx@r1zT^lVX0C$1qqDDfBFBFQ=rZ z$G(xMXUd6j`S;sLc3Z{XbRaieUife;YM#&T&zH--0s;au|5AT+A0O=qmruUG8n_qt zY^_r1=y1&=_RCT;eIi%5wvdnzcc6N)N%+B%&T$CEGl%;-RmLjv=6-kBN-nBxuUN9~ zX|tBk-2CkCZx*syY&sxUVln12`n-#jS+h)`rM0#FbdvCyVX(N`0UZw(0s?}YR8*EP zQueNqb2SMBiq(H@X_1QNx6jJ_)|07^2(~YRNsC?~#Pl{&c`(l>dbn3LE)>-fT)o{? zV9=Vv-94F=S;v(6Lq#L=_R?s1VX_aH{WlWC&e=4S}U#-KnLsMla~`_U+eE`vI+fP*k1>$zOOLHw+|zDl{VH(L z_JN(v&B3YCk(9-3;nd`V#P^?eofkw1rmcN-+3uw}`g?KrZ#{8CXQw=!Ow{m-M#HO`Kw z^&ejI^AH-%wM8q<|6|c8X`1}u)$W+0B-|;uqq#6%RUxq5tHgoqp>cgMbIsS+SLVr1 z6LnBjmkNe0XBE4?SiI9EN*w)Mf$;8=q+j-_$GJyc+NM0i9xGc|dENP|NA=BUv6uJ zZqUuNKB)V6wOt5x|EX2&aNKPcguX}4@M^`H(0(=8(xV7PMa4Bfp}jxUrXnID0p@!N z+HUJ&o1^1Zt^>|NCALeQi-zqn1|IDUN@;4gwzez#L{vg%6i?oG4()gx?|5)0lsc|y z7YZ^kWOn>Bo4-m(Se%O}&KkG2Tk6m0*p%a&y;ZmtBF&n)K2A(2V7vlm@vw4_j3;bm z`&S@^YumJ0q9|%jqI5wB)yZR7b67IOW51|us;;gcFwMlolml(=h=_>(LHDAyF~il- za>E)BVeQ8&ow;#UM|(?#iII_!_M3C<+_(kT!gvkLyFGt$?v~|a5OkN8_h%z@+Nv`$ zGLp4HwySkkct-&9Bngdbc1>Z zgcWYWe)$gx@=RrRS&0F1^1Z)sQv2@l85gPCy4-^L7H&0s`Enh5UYL(>s9Gz%I!B|l z!|fPBsC-yux@nhF$4|BwKalWU_3$fJ<{oFC3Ode&w_w1eEMKoNX2FBLu76XuMncfi z-i5_vyi|$0o5tu!W|9ZVUC%}01# z&$-8wXYKgQ4fXB=%=A?FB)0qWgq3iI_nR;i3MM#BUET%3M@H-m{M)Ge{t9P4XgPz2aFBvZN|NQ;0xn@i~-sToB?M{-~zg4xjh@Ru*i>a)v6yK&qx5I-| zzfOMU54NQgaQa)e1}*k(yod`t!(9i)b`zh^tC4#iO;a5|8A#5N{EqwA5i#W@l%+pfO=^Q>2*eiVui2w%Irreh?$uYnC)pyQ2S?*hw+vab@>p z(dg(*kTcya5g(qHLOyWh0vYIzQL>6Wxxf3tdSjZeOnTMg;ydyWi(7TxJ;+ZbM@rv) z-=NG!%oF=Q_Y9OR7qrSar9O;+vk#}mm>h!y+r@wV4IXUrJh>vD-DEA^Cg;P4KdNQX zUy2?{w#Ppk&<I)u-5?!KdcYXl34#8bC_ zdApfERLqAf$Kdb!hyBSoe;xEzYwuC?rA;7FBk=*aUj^KXm_x0>m@3m6^j_LOWOx$) zuyW%`UcWEw?v~uRQ(AM_KHfIQ6YzI$31hjn3xhpxJ;gqM!su2QigX)%UA(BZ-ge=9 zc4#9tbtlqMIYq)DJdZF{?=|d)FOBwVj^4iX7}a53I%X)mhLsm)Nli_)PpENNK}2&H z_@WxhA`DHla`8Uo#K@$krL~Z%YQDC7+JnH)K04fwU3`#Z%*e!4xF#(rneV~d@j|o% zq{{w(L}9r%GahQ99wxI`^(EyCmF)ZjFfP_`sSlZv`a8?}O$jN%y=0K)(}tx~GkZ6Y z!W>l=;M$i&JWs+T?0Gsbl5_dbA7hf+3q|x=ALUdru{`E6w@68wL149j8x-ctUhZA_ z{%tsa@aWAz-$2$yT5>7DjV5Zk$Ji$#u@$CysTfQ^d2xA3Za=Tbk=s6_1oU8q>_B9rEzB27r9Utw_RrK$qy-k*D#;#C{`#)*y z*LLo?Vb}K)iiXmbPflS%6u%20pEj_jT&1 zZtT|_?+Xu=S?dKbJL`J-72g5?|;^^*c{M5H0kkJ>NuEV;!vJSklYI zHp}~KHI7?WAb(z-sv*Dwf%XeLtZ#ryN|mZN({9*OifQ>0MsAhUeXCody(T^fa~B3P zzRL)hE9}1UL^aBAI0LuYQ?1HRp{N?y%Md#}Ast(3I=$5|AlvgA3eiKA&V}lNwjg=f z>@B3nX8Ho|uzkV^t&-lq$9JB5cX7st%KgcY@La})wKYo+u+G`7Y^K&s{|vat+p%Sh zJ$h>tZy%vk-*wqs@36l#jgvd1bSecwx`@i4*?;QMpx(r_^pixUuwbdg{cNgq?wdBs=kdQ|^6CO2YgLxtd{%h)mhO&ND zX=rj@i@06ppq;L@vYb5-RZl2FN(#;T_I5Zx{LLwnp)kJ6BPUHD4Wdkiesd4!bQ@@g+`qbB3>6hCnhGo6c=v+4}ul^B5R!-QJ&hzgy^>UMP~F$ zLE($0!;k^}A>{x@hfOJ6E_`zGjqTBA68e~y=*1$&KkqJ5e#zCUi1|VTNiRW^=8U0c zJv}{b``De_L=jERxH#9B*=t$JeNrp)vNlR8Sm=UdJir543&$ABfa8IG z0Q*3IySNE9O?Ga7sW&r}EC~Ks%Xv0DBtBkiEh@{y&_y=hzF)n-Y>0!5-!8+sI$=KE zah%VBn3-^3Z)-vCR|=`((b18i$;5P!u(r_wfN7Do9ej;$7x&cvY##t6iZ=rjp&eS~ zx|2(y%^(;VkRUBu1q7iHcPeGft6o!W;Yh%4Z3!3nASUWEF%OgzGselS!d~{J!Qw?U ze@;{!01$lQ!n}v>Y(TAPZf_Ty+sA{|_PvIvnO}G9;`^(tPp}27Ra=VAyR(t9;h$N) zC<3X5&aJyv?D(J1Y?zXaRqDIuA6^&RZxsSsrLbDHqg_51W7?K)GSd{yowm2YM}^vY z&8f07WRw^_+Zq{bmFekTCG0DO6qviT^oteF;+&vu^BU-$>#336RLkAGrQ? zy=m;_D6hvh-?&VdJ_UPOc@W^0m(Xpwd>oUoJlq2dN)q6cOHPHVjWQz zwv3MWXR(PcW5iTKqi(l(N3Fbe<>or#O~(thEdlbijn85egirWsn|2Cp`o}p8BhxzL zF8tt+S6mD4=~1+mU3Bg7Tm}=&^R5u?j|b~AL_)IIBzb?fdh&vo{n5ehoTFcZuI#H< zdE<6iS?<6JphC7=1CHt(Z~Mo#cd-xM&R%HPo|Rvdo!v%GL1DgvO%Eytb6kB04coX> zZVnX4w8VSj3sv{^d7!(&+&Iynt_1$&HV!tFT?3O9mvi2ZA;mi;BcS;kS=b|M9 zJA6-p<9}zu!^skl(pu)ZWsPm465{n0)UK9|na*NA}GIa^tz#*gD-u=@Z>_ zON4=nFt-Eo^oi{X5J|b&KVFBy?x3rCGG+L;rI5vqKsROvdny=NVxFub2&NLFG^FR+ zk#9^I3J)?SRoFffLs<7FOAznQ#ab>3%mY~=G%acEEs$x_I3&@DW_F8-a__JVrik5d zMOS3dAMK>zsG=z`bg!LDB>aFY41QqT;14HRuoJ##{vkJ9Yr=g$2Nmm%+f!Fb>`3c- zIb5l^lUeUW9J}xdfecGbv}F9f^;K!Rh+Lvk$JJyGP>Ol+o%pOyouiFN7h$T{kdT|4 zbU8eV2m=R!Dwpj7)m4TZxkVs8WiIkl=4fIWGI{m{kp#-y^X@xij%m8G>A#2mY-c3O zivDp-B~{xy0KhVa!FSJjiO*DiEISCEwScn24H?CHj8yZY{y5vU=&W=~rvF*wLfp$y zz?u#?v=1_7+mY+Pe*M~O{2~lyP5=>Q))(~@gjrmbJ>skUAEl}IQ{~e6Sv1S?#E%p8 zWMlbnuRKfP^3RYx$2{VGPhP$=bP=npWoVeTTVGv0(2oovzc%D@W#QJVc!$0m4PMUe zW!#7*FDl-wNT(aHCri#*Y0(;Xyk#1Rtpa_I?iF^MS7_0tkwf zhY>=H=#CfxXB)pDX|G3G=DDfJ2dN@skvi_ktP-wU|2jR6s4@>fY^S9@TG!;3s2`ts`)_v1$ zxe=qJaNXf)pw@>weoJs!WKbG2s<1f5mDWU?D((kzt6aYZdv5v?VvK%Wo>HpvSl@u* zqL!DUw+Jn{vb$Qs7nvse=8csu7w;AiSEDMB-?ZW_3Rf(N5M$qDC%5fQuqp>!kELZ~ ziY&1V?&RWsMDGolW~9mvnBztCbWW9wSa1@@=cd06@V>ML^f~JZ50qY43z>PHMY0ls zJ;AdaPi)#QdEH3DG* zdLdM$3%fI&$h(Z$vgf{q^C862`WQ-(s!~j`b_D!d3ks_A%EO{r{5cPLr07PX>>0n| z9J1u+sUQ%C$=JHBpm{&m@2?0Kd*Gurd6^g5mJ=67II}>Igq3+2fLfH zYN-J;#f=f(!h091ad}zeFEza$qAbZDAUB;+o#b17)eizgL^|%53&1B!aq{T7twUqA zud+?WjM9x?Wq&~`eci8!l!r+<^lE?rAkA`r$Kl|%w*mUdsr*}ab#4#4^ukN5s@nYO z)%%w0?@#o|sPA9i;Vgh)&)FwO&ar53wxpN3MUKdO^G@J!3k%t7t9Vs+C|#G?Nj@yp zY`bEYUae7^kLNZn)u6FU3N=Q8rS3K4mrOEDOa(AXs@r?L`-%RW9m+f`Y}$4g9A4%=^{AsT$EW7D7fCA^FmKf~(od;sG4< zL_|b96F(wYG!_LN05UQ>u&}Ve?I?__j#cESYFdBf=Hcmgli#a~1K7PE_@+f2^M!!P zEq#s=bS-gS1;W(w2;}G#vT$-1cC7DdB>+e{w~6hX`{u`5kd~4XHNEXz+*kxOp8XO) zEti1dp*|l6asW5+Jqqa+_JyMpyC+v$+GTtZ^53*2YP>Qs9xp+9;3X)$0X19=MVnLccGxAql;OS zt*HSF38CYsR2L)CG9R}x5}USHUS4iE`%3GwqU&3rVhy|iVH+$cN!3SghuZ_PZ&cLP zkue#jg>G6I;CE%WU4X(2eQGmLPXfNm1^hqC5~bQB-F!6~T3WI9@8ACf{(g7;>G4(! zaJ0(C<|eI>koM@9d}V?!O#0^s)z6@KYLR@g|8holHrJ+ntZzaq7ONyBCDm5``!0XbAh5%_>rZ|PlMwOjgMqsQ z+?Ix(KE1i~9x$Ha!e(Y9oLm82T?(68e+5sDoOHXCM_zkdTTDVCcJ)}6)CLj~9zXt4 zTl?JF(TFFV+W3>2vN8=B8QI)US=mzw;>#yL>wV#Af1kg&6a4VyORj}-?pmO4lj!K^ z;4@zYGs`K={j+B+df~&#!B6ifhEC^g14oakjCEvZBuud5fkgS|W9bq6HV1_!NY6>X%;b-$q zf>r(nM7q}ztXhl=3=BkMUOed2c{IL;&wNK!LE!fMbtM?BEq>aR#6HGEsQzo2`*W``0PhS zi3Mq(t$+UF#a8YCO>D+Gn|i@ZZz2j4ZF*K#xz)-|xlCY>ornghfRPx|ifGYp6k+8; z>*`(!HL!dp-%g{d@!!!-p-n32YO$=7Zd=rm2qi~lvyWN z9&EIx#Vr5!q2k%M7XU6(rY2A;3hbBQBx+Eenma@`r7Dp$22wBq-+=@BnEPe2I&h)D zo*W{LfH!Skb!_>N9@+ft*_eTZOLdWbLLlXHQ)NwUhN{)W@rRhI*&hs3Yh!;gvgfD> zb9(_bW(6@IElU!O?gc86?)!|3luorr_X*>bot(-R;z@7aqRG$C#~ngJRt8ibP)gY^ z^~*xyioC%3hXteoCm_+~DHLT-bV1BD&@()^CAW+mIe^zYU?i4{rZ;c(@aeKb*%pPz%I!&?=m z1c#$XVg}(o{jcB6)|FUJunHd^6lN+a0@u(60N+@JRzr|N==}L_AXZYa>siTWn+E_((PIKA$e}1eZ)K z@Rj0FxSEJAp8ll>AZjM^>b{j>IY^_fm|8+QPIt<5)~_l!MZCV`flC4sp}%a zeP>0mFRqB+3}m+g-G(dCyp{<9z@gv3cpOT*?=8?T4CW`d#c)d>0c70_^gyFM&oNLU zHTUm#y$|maa7V$%_|oA$)ao3Uv&p!_P`r9yCm-FQghkAtEGv231KrFpOX6I|ttavL zq-p_4q$2zQ7zRrBaY}kSH&NH8NULqA;A3tPVPN2D%*H@iBy{js)K;^`{ZM8CoxG02 z<-S%ii1jUX+ua}^*>a4R%J{0N)IHEWuF~h~u(0$eOnjw1b!)RLi#Z-Yv#P|d(sr&b zpGp{jhw`P|3Yn(9ba|@XNiX6UGq;nAQ#%~ovf#hSzKc=FpWdQ7Z$Y0Cs*lX1}dIX4RVzhTU>KicGFX%vw zc!ASEL)HrTG=_2m(`B&Y;@t;*ukM9Zn(g36>AA$4Zd zX*$5Bo{%?+A(($0(6K({Y-DPdS@i|6xp1#3q{bNP!yHBlxKmvP%RTYuwj<3;%OcrJqIgC@}) z!p{bx-)MG6di$tRXM%ZMMkA%G%zG~{14xF^vnQxC#Z>j5*8~P99WA8hwJmxNztTzs z1q4Qc=<(Xamwy)DAsAHRFIZw~j=o>UTGSjmVArJf5ep9SS2FCf$#aoS;gOL>gn#NzC4DxS32(9$UJeU#my5U}t+LV;jhde6Zyrmr zRZdFw8CZloZs@}m9QTdG*`S%y*|b5MfuS_YT(3f`d4k?Cvih?9$U)NEOAyilA2~&L z$@0o7-Nef8c0n_d%2DQCA$2o>3}Xgr>6avkF@674R~n}XMiXpwv>a|M40|amAV@X0 zKM{tEq}xSa7W@VkD|U<8UH;E4qOaA>ZwZNyPMb1W$I0yDI$q;#lz!HlU3Ooe${ic- z)(1KMQvmh29h@O)j5*>BcfLeX+ub1%amUXoQ(4j1-%$9N zN4I?Y_Go?c8EzxOxN2)(B?qMr3SNPou_;RuS4F3OrIoS0Gy4(g%ikg~cj1`aB?U)HM zW)qwzH)JkP((Ap9ux{WInTL>%%iCWK4U%?tMPZSVyhG00n$nT1;XsIaV&DF5t1x}z z#B&@j8RM6=Y7ipPW|!^Sz5XU1M#vY#@u$lc2)&?6lvOm;k$lKoih3}p?|+Lj64`Pz zoy+X(IP1RqR^z)`w#ta!dzAiO7frdo@wcDn_xW9-jL)B)x+`n;R(Nx|DRGM{8aEPK zfDVqQp7FgQ$&qj5@8n$e%+CKQ-`R3YQrVk*lM4o)^}fZBlNV(!B9y>kuJB${sItoL zGm*{K_3oEv>-{g%A-vUmQ>bN#O z7bSeW+qnVq!EoaA+S*#}4PdeZ#GPi+Qmt>4hHR-ecJ)^CFm0ivnqrD1ln)WUCKs0R zfJ%axgr#=jTy|lnP{pscAc2ifnJoxV@+w%{Q_BcQpa}K(ljkJMP+F#Gh>^_2h8_0i z1{=mqexU50`n@{W#s1BJ59O(%WnhrnmLRABT(x%P7qP&0)EReO6C}|^PTGTF#`}d= z&_zYP0%jW<8*QB%8#bH93?&05%>(B(2|zeIp$k@P5P$IU9*&4$TRRM6)-jg}p4ym* zDcE;u`Iuf5x*$rDBKp#E$S^bex^!xpfa-V07WoaqGIe|HgixsNPUek@qT-`>@7`?y zjMzkG6!#Wag&Q^v2@9iHUtcdkV(E4vdjjz0Z~!I`GUh8l#m6jg&@u|OI$O6yPwo^U zmnx=@y}`T7-lyd-f2^%SI&T@yo`0L{7Lt^T*oWwbY*I$Xt2FsjVAohKeL>B@z`zD7 z38Di9#!Aj0xf(Qw(DtBJG5n23ph%Phlt2s>n?~9JD*J;}4X`p`2KHqTuj}_T?rzSv z0>AZVYb&}z`;HX>M4KQURbO?Ei*ko}F*I6-kqX22m?}r;@xrc(NAglpZL?tV?8fiU z95f7V%)R{)7qTJYAv8`;B^0`mFK3${S;3hSz-p+YFlo@kAwBTU)aTFrG}NLSo2< z)UJuBZ)KHD;z5jJpAUji>Pje+I8Ae}koDBc!fF?LT{&1kfSx-xgVdS|yrU2xw(lvk zXjiILA0N36Rk@Z{QNdrn{IKxO9@wf)QS5ptIyLTrl>8^BFh^|sepDDT*=QO;N&~S6Bym;|K=1J=B@Qz~{K#8H+YCy;I z;B>u0aNvA|0vlzdyZ(eVC&?D5Wfz#KMpPEsBr=aiJS^!Lx%}3Bqw%-ohR=`BH*Zg_ z{CWE=+RPxb0k4282K9b~@AmDfTWQBJYs3t!sBeFN@ORhP) zHVAQQb)`w$CAHlRrkPI+dGJo?C6O_|rtHb2B#GGgw#-cTHE*nD9oqbTl|PhLh)<96 z500jO*3{H-V`}afmk5{OS*Wy<(NNlyDek*-k4RFoyus}1_D+bO4^7K#eFzQv=tQ^Z z2fzQaxP6!^LVp~yKv%ZsJn?oPmtg&a!&W~e4qFrd&)M~c2?*EMGJMUw6NiXIB;{I7a`U1je+VJ9%Y^EYyom=(^N0$aG#jrN( zy$G88ht+|UkA|O|UFdK|!4*HZed(;qV%@-^UApiMAKbrJiE@M z0EV25upv{TmR3K<)~|6{edntLMrX3!*E#g`FOq$^yZGlJKKEH(=@JhMQ;j)-W0;5Z z)+|X$XQ)-L$%jaLm+&56h`Vuik*v98*^1-G$QlUe=+8yQnCJhfwizqyuv!1|a(!Dj z=0V&^bvc-R)~vju7vmbmI!F7{l+BEfIY)*+?nO^7e*1BGtMmmLDs=-NPrqh1hDb;F zYUF^&D7A!dOMA(OC&J}#-R_i6hMix>**R`qe@Akn7(oX&v9Ly#sxF7}Myzlj!zFJV z*&P03wK=MFn3@%_`q=;ZR3-9+vzBIPj;mFx8nR32y=` zYxsXN6wa@xW|);Tj>wn4B87gBX6=4wGyQ?p243T|ZslkTPEL1rrO%l{RTLO8$7QNu znacaN0FXqPF9HtEuC$>uW+{PZBB;3QBFJ{s{YZ<%Bcp!yO1G>g+2_*JYi9=& z6|L6Z;FPrj95Ay;t-U1Wl1DUOftM!N)7SW@e^`o1*3;egFQTADMn7*nOu43aW}*meoMyplGUH5 z@B01EmL7?wh*f(vHC+*+Qc$TReSTmNbC~_h-Y;Zb@Y^iF3^!+%X7lp#bKjpGKmDqc zDgPq8)xl8G9r+QJSP|P)i+jsa?HcC4M9ES$^}a!i7vGrUEcEp%zD5QUfT z5~Hf;;pADGSwKEOjre635T@W^=@UR|eD&;BuLozpS5z+$#D0KFJL*emH?OI{hi$8L zUSyz5-qbieR944h`E+_AU4~$d0X*qlnQw;49u3vf)A^Jb>EB(O+`pPUkSGy{U;U z*im&gatFXgYOz^EjW3vV8LDCJT)<60Sm1N{1Y11YXI9Q5JsUFtR68w^_Y_mIdvr@^ zz4x2L0dWxXBBAZ_5e~vL`bBYq^sOXMA9@HBJA_x;3M_?FQ5grjy>cAoj@eFKpD2t; z&t`%(wdh-qG6LDqhud;1l(o$QF}Ot~`B`&P$`c9V8?~2h_AKmxdRDNtG$0R1bGzQp zPd7LmS2g#K0JkXz4G&OL7u1?HT!aisNB|l81X?1-f7fw1yZ@FW+a7#WK8=;7tGx0T z_eD5h@qx4j6&srt&!@jvj8o&P@tGbz6oGu0h2df}!?D}`O6e?6>B52gFTFNi1!PH! zU?BU68+InJfFdhMIA|icqxqmUlFf0e>x4Zrg+JqvA@` zdao7N^gf3Sw}Kk^2&5HU}z?ay$UD0Z4jPsefu*`Iy{>tlfzM( zgy^o-%}uRIVOP+Aq$ykr)ihj2+t}L9f~xUwGET#$5L#(+RCUGbcWH~N?SAqTh|A%; zp^trBO^cPNxTzdz}fD6NWYAcAlv!aINol?8lVA@`PFt5>Pnx@_$o)si1ez#>U1( z`RxMZ2cV`(2qpr5&AB)2ju$oSC5bB5$t%z;Lr#W|>qX<}eIpNtuLnDgf*h{xYXL*g zUjA!MY_tnOrqg`FL`rZ5-L|6CX8oHeNdN2ze&bD_VZNFSF%#%)IHy)-^;IU8r+s+@ zIO|Y*lMLSpJt|_2C7NqOOXHeG+cS0Z;pR(;*B^P1ji}S@1d2lz*k>J+eT7ittJE zUtSTTX-gQxMvpWbpUWV$>^-L+V~UyvVijeqidk|@#6;vBdHIZHQ^FQ;sP z#l>PTs#$`5P4=Dry}cID7Gg{Z{S-E@s)l$-l_M9y>pn`&P)=*8;aTdV$zN2Z$@e|^ zr_V`5i}MFRJ~?{e3xE!5$CVP}TE#jx9vZI!x|2BK%JR|_VwQYypy3#50&71jp6<%V z8Qf`UbRC_=^$AN2Su$O5@W1v1d%lxuFp!i0@BW#WlGIGm!VpnjlhQKUjx2CEzH!5P zfP2>9xo!rSDMid(_^tC@Z%(s@C!O_!idSCL}p;>h=1J|bpTk@fm7BOikU zt?JIAWIzcoTA`Xd9G+RQtB`=IFjN+O_Mw#wHLd?*=aPEq@z9Fu8Yj^$xMbvn>O$SuTi`PSyg;9h_Ap``EV`|LS~5?fCG| zna?f`tiV$gZ9Fa2!X#_Fz1o5*Sbvj?ssMz^e~pqwY5!LXAoVwAq>Tw`*-uAK3g8F& z;@V-6j*xmNGoRQjP6~~65sOWLlWPdAE3;D%Ki`z3c7VxwpQhYl&*k@uyZY@S&d2E|^aQm(Xz?22RUFk4Me47w z!~VnFWq+mKFNNC9RE6)$2B8b2{DyJ~2algT6@ict#iMig1!Z7QSx;}wioL-ge53D| zC{QOb49=&qoJxYGdFXJep>w4EtKNA}lCxaPsw)pN$}tu%8t8r-QjBdpmhz4yYDg>Y z2kgB7ig}8k_J@1Iv%mE`5;kl7;;6b3N#$rbR9Z^B6WQuh8tHd|R!YsYRJ8FDjQ$MQ zBEHu3Tp>YJ73wCY%tS<)TUb1ru8@c|LFa2F|BO#thH0KZ#RWwLNAR`WVR{Vf5cSYU z14E6dnn+E7lqyZ0>?#`XeITL1x@OKE0qJ7~Oc(?oR3nxlR8z>pP^XhiH6hlqK*d(A z&1GhWzo|Tt!VMPy5m*V8h7Dncc=9sKW#_iI%<@JZvHisWr4aGz( z<=->G%!yBL=jpo*DL=RGxTMOz^{hb9Gb?F0zu!bSUC~74P2(FxF9-(IIva3u(xl_N z=*Gdf_z<@;#xmb48^KGB_7Q+?rSm<5oo+8rJ&+@3{0JE~4v3!_csK+P-6s1(JrJ zSD@4?eYqq1N^adj)y!~y{45Xzr`FmNjX*E^fyXN-WEqQBaBR$Ci+yJNwtZ+=FeWNL zt_!o38_Li}vln=s-}`Gs2D?vuoOlyDI7UtGb@YLyp0C^Y)h}i;fRGXc?u-_<4+DDd zt1p;HXm#XVKAk15Zj<-YB}OeqOGGVoIb@1(B>RZq=$O7{>0@Zx>2UtHspMTW@oGOm zs)a(oXJ{TRt-O$yYZsScC*$M76KIc>L(G2Q>zXA&N85oG(~=8c+wOdt+hObiIKE3*ou#>b5bYrib$E3~ys0#Aa=^H?Ro6vRe2XX_J*o2FLCHZ=0XK?sZ{Jd_@w2c!u>FiGh6z;>v_Joex2ZZjyZodtensomQ6n0p)0Ye8W=Eq8(=XoGA46)01l zCz`4i9MWuow8G(PUXU^$K3qz?be9$DQ_QPGfT|L>4`%u~)3rRVsP6ze8-TYmD1tI@ zC>I-S%rt{8{@a%?UCN`{0o{)3lx}}T_8~igh@2f-O-72^$Y27Eo>?z&(H|+5AlQxaUcN(Y!L~yE?-?Ep5ep}Mqt1N0 z9Ms|(^k%&70oLR`4z!0$D=LQkY;0@=FMpV!I{xQlHc>sc)sZESL}oe<&dkn6CxYse zxo$->Okc?V1gF*(t{hiqr@1d0ba>z5Q&irjC@=r)zi<;Ub-6FrW7G|;$yvj`Yk9Mf zSUN4WBeyGAeG&Ah@SGdn)dCd}5P?xIF^dK-#<;&-2FeOW=;Y!aS2(PMfHL!eArJ5d ziPm$(0t!a^pq~GEALM*=`QCqgJ=&v5i-+O}#rP(pRK;6D!$7S_tPXXbUjSBX3H9IO zg>+KxxY%$cx0aE1hvjyFJqWy#p@aLp7McMo zp!Pllyn@0P@EK;cyysA945z(9I=);ik1SLodNJTG81=al1YPee5jVF=JH*nhv`mbM zvQj0`s0OV*?*0L(g|MWLPl2FZd0UHIjYYj6rQsLESCgE>!&F=7O+#k;XkBN3urYLd zYMz!;!r@6!9?TLDVOUpPoX|qRCnJM!LB=$Ay{Bj8KyFl-YiSz;F6lQfMU=jrf zt3EnDv<`xh2LmITYlL5nph>6Eo}KBc3-F{s+K17fB9tVtm1gEIKd0B_aX3wZ8(s{>p^iCX#-^9!qV=?(#5ri~5}z;nBt3xhR6O{rko zB%w?^U*#kFX8RBW_`hm#NYci-U1UDMms>&rUrGRc>B?u94VoZ7o(AA#Xr?!`)HlZF zxYYBwwE}O2kL(caIko&u=(cfLQzIJ@lsc%|-8={DdU`;A37o}~L=lh*zfz+ZDYV!K zM@mvrT{RmBe01CX?BQ_gikF{)(tSi5ufVJbPm@d_6HwD`o3%d)2l9^Luqv@KP-E%x zdPpH{nM9r#gf~*yq{}Hx=w-sBXwDslFdmOYF@gXlo!VeBG4QZXM{bS8=sntf<;Bmj zc=2VJ=bY&2J&RN0s2mNN=a-0@D|N6bMTk_DpuqVnr{UAm`ZH${XA z?7EGK?COg8>XRN+yS$0~^Bf4c4mRS6PZzF}O?I*4!-h`*YEpnyCsQyR?|qIwI8b^_ zxpakrC@b@fR%EZ}YFf_~@Y0Qwy8}>K6V9+%lF|&2LUTcUw63WsNYSjJE)7k)=SG?b zS6@$w0W|GNa*9zk;~I3sRa^^YQ^R=-*qG5pYxm-A(cOs)d0+(S!gUWepFk3rXY$#> zy}ADQ(S=7zka0^iduybW9*9f?=SXCVNl`hVt`YAfdxK730H-=uWSd38I5nOVV0Z?U@! z`I5^y)rYhy0H-hShderveUloL%PvAh0glXJtd)|JLxp}i~4Juu7`}^Y}FyGjq z2CbOQREV5Jz9~i+O#jg26jX54FqnxP-VwXF+oXOtH5-Sw-Xr|*Lp2;6)R&FdzqNps zRoDhD;cF1-^m|eydnz0)ok6x}Ujv!Z(zaRv4A*6{BGbtm4&NJuHV@_U5`)oJ0B1P7 zo?k3V2s9g%eK#b`*vrq%~h?1fr=o|dTr$Y{gu|i~)HyF;=I&1V8G_0CodP{ni>z=YA!Iy zq=EtI?Omj0NoEluk6RR4tvkrnz9ih+G)!OEczzE%M=hYiuq4@wYS7y$Jj@F|szM!v z;B^bHKySAJP(9jrd%#G~{aS&4(lEj)liC-u5*?z0csnt_G|LKtUWjCsu0HS`K3~gT zBn5Ei{{1)cpk>nL2f>{v(u=k>Hu~U|R8zCF23Z9O?t94c)$dC&o3mh5c^XE#l{E=* z{{_)8b*j`IE+v|UbrFxHTTZU{U%b6%R8(8HEsA0SK~w}Ki-<}NlC!8NNDzS{=Tu~r zoIwd90*d5}WQr_E4uXmx8Hy~3NRE;-Z>(~kv%mY!xqmNhx83})s%ot{=bCejKKkfg z>Q%vI%xP#~us_yU=`jBriu0j6TbW6o%v@Yt#hwSQJ5ZDT4Fz&WbI_;SO1KJl5u(u{^{$!ud1rz8ov_ad1KIhco?WX1NpbL4v;<5oT8B*Ka96m z#!ZBfkgt;xt@#=OGZ6^oC{c@fb|-z)BUXWU_Ph?6#>VTn=hi8ygq-A8t9337k4&RiIN9Pp7 zli``h-q`LLZRCbCwr9AdFQ~?&yiSYjnsoaz9m{v}wkR%bhA%-Y@HPDeh02zexh~Wq z&Yk;-z?pzo&}u0PIm#&0(yE`-j@Ukg(wJ&0{oV}wTPR(g2H;*pWaLL$b#=}~nErA# zZy*`|27+iLFk@v12}?}9qcfJuemKS<{5EdlAIOIC;9)aUB!UPa>9*i~mGSVTr~oZn z8DS(xv=7SGcnvQ>xwCgVJr*du^aybS(Fn2xWrvs%2tGjq=^BtN9{$}=9-GGgobz}f ztF*c7B^T8)Hbrp5cc=OF1)AR^0Q`R*``*nqR|H-o;q z{fz>zzw0PSj&$GL@KtrGdy=Je8^ruwOp+!cb9yM!UbE*wVHM<^r>=#bwnw3~qH~u0 zR+Rb`7EvDw?=GDcrF}@k_hfPg*rLX^>w`q@DggI!qyKm zQ!K)c3vZzLOc8j3CLhg=dx27Ih`Nc$c`0niQ>tYH(z~Ygf;F#2XtAWnTvibob%O7> zph8R2TCu`?1uEyJlVZ|sY+S?DqCX}_4*#rXD$=B@ibTL+RpQu2sh155ZlSgze(Mo* zPKFLNJCF)ReKB|&XHz?viynX^>;oGcn_P8G4I>Xv$=4#-dQ5aZK&7v(@digh&fCmW z`v0RwVN2%rfpBs$;`HyejexXr*ca}faQ<$5m(+N-^8_#$&AKfT07A!g2Y^5slX&x1 z=fW|RQn!v;9KTJZ@%PAtUY8QC{lB?YwaeP)u`ykZ*v-x3z%9XXTatN;HSRn9u4oQZ z=HJ=)w%l`U;vkQkz5QC|J@P=+X2%^fv$p$Qu^0boA{ef5g1l=;%G&{{3n3zU2=mR? z_XI!-18SfU@Gd?+o>E1vk}zcn(*da;BM2l|1QX_d{(P^8T1-Ho{Qkcs2p#Bm`0rFG zPtnXJeSbNM2gnqjgONIV2)LfMZ)Oxmw0wo#+PbYO?CO7aG62VBYj}Yl(ms2#7=)FN zRA4|UEHZ>fxNkrl-FbD5ksVb3Ak#JZXf;-=jp*vxQ0vD1EksN|{d{sftN*0dvA<*| zG%*6#)Tr!D9wco(LfwfOoSL4bzf3Iu1_&AtGqdW+=}7+_fNJ??`)wEX%u+WEyUepm zWB9UIh&-Xa=;EbIM#~mt7cXA(^z@vX#_@S`N{XsbkIjCjkCPFPz*eP^nV0RdI#pb= zijdndxpOvTmw&O`mU4XaD4-Ih@4^Na264=TD6NAw_I`oohM3BPvrd+3Hrhu^wIPi@>ab1F}S&ifAQ{Q zP8ZE2WC*_||G15@!0F`3^T<1W{E3o0y$CJzRk#4Ryba0B@*X(?QDhAvb+{)jG&A!I z1B*3dGw>bD1E=si()vhB2N_i6GPLW%2LJvDf3p4caU`lBx0H_BXcjbaxI^}Po+;{_ z6^H8Uhhe^jk-9Vx&j{Sa!NNRMfKBdKZ`rD#OL?`!NG|sej0uaW;V_kR^5GJ6hb+u^ zcv*o*j_~c?CU2FLZy+ zNsMTWirj!zWz&fmLKfmYd)_-Fi|yy&ai8OM0$a&dnHJ;O5LqR&QsD3XMiMEP%Bto< z`Ee8TWHHF2Kf}fHw78HxBs;g^8daE`(O^ESdM(TM{i@yGdVnq|#zbZ0=gAlhEALAe zB8ViMa$0|ZTk}HTH;Ial`Ks)0n=R`@MwD^c^_kPPcixhLN&YbD{?&@?k9f# ze0xp3h-Fw=J#Qd^QT?Pb?`FVh=QtJo2TpOAX5~X2W z%2Ac|)l-~_X4$n#%kx9}}TuG5bl0 z*a8@7Q(Ol76B$B;feP#YZn1%rV=yx&T91wtHMpw=Ahpo5Eci-dDJ1dhY%w#&B7or+ zxKhtTDp-a^n|>wN^XW75{#&!uWLK@N*NY%r%fk(x1d9;_Z5y?XaQP*u1SvPOv6n5+ zU!=J;P5d&-?sSP^sRV?u7jYA*@pci?bJGL*p5eL2@=t?jeWuq72=iQt}Ph=)4=;{EaWq+QZkhfvtp9$g=0nK1h`6nmW^B@d_p@r5u5 z2UMf=p{WO9rN!($irrDyI)rL9uuM%!Uh-p6q7%;%bQq=shih~mCzN54^^5RF1vwc# zl-^nH!6$9lhf38`giA#9kjVJt9k>Av+^EG$>qu7+^r;ej{GT{Ti!EqBvHI~Cv9d@M%>W6kB`3uh}{umo;7oOwX_-3X{ZF;#*psD<{( z7W0&dd|LFp8J73Px0DHFDo*02f>;?i!Dq`%z5#)*85YnJogFtclGFO4GPeRF+7*3p zsj4>ym-Y#qg546cY4ROFEC8j~9YJT!V@&*XVPjgKT;3ELbBp%Bl-%iyj z?{9zRvXc{K5xf#5*O7OvGh;F${5t@1klRPN6@S^))MT+CaY7g@?Q{e3UmZfpbva0o z8US8$8*bFB{=?!QM4RoVvJnobABQ6bO-UOXAHI&A~za$Y=mCFh6T#TP857kuzB?YFf0 z#8cMvxX0(YCTFNsNhYT z1uzbOI3T9pT+bjHDt27FpkGmc5?9*Dj61izHrlv4(ax%#PpVQWrKOFmx_#IfE#fY}Tb^A!M@e%lk#;GB7S1$0>NJ%TYDlL6t&n2QIPGlf9*PKU(**<^%j3s80*FLObPTM2Dd z-w&%oLlw@3z@YH>$`iXonRj(?=tY?76KsFWaHDqn3>6F1=)&N5=h22)l9(qd%#cqo zr)_%gqhe`k859gFghv)u-ISH|?Vb~=i-MM8qhcev86*}Qmx*QGyp%W$0Q3j1WEBrX zPtKvk+SS!{k(~Snl7ND6o7%N&*XBe&{@)qrKlis3WaNw7OQw=rb=)2n6SlPSIsK*K zbf*MzSK9fO&!1W{F1fgG`VTw3yt_upGi>=&TaJZF*)^fOWJi)*MA&-&;2<6Pnu|gI zWe18nOi%zQhBnVXD_K?Xn~+^|kcg~EBrGCng&?$dqN#&aj5I^ySQVV!>4ugEs^lEc z(c{3pe)+NG<&_{`MN8x$nnLsr0g7Ve=T`+v*071U%5b8nTbkW;d$Hc9<1qqH4PG!8 zUL+-DWMRQ5(*0^q3tgM;h?0JHBQWZ6u(=QErvrR}{)2bgkC~J5AH5Al-TeM3{vyIm zY?$n(CwQjOf&ODacBkaoe?Hy6ByueiLVX7iQst&=f!^jh;=&SLl!x5thJo$BQS8s? zz09=g?p)gKoFFv|*gk%*#RuIJA%vE{6!Alvyf$&Y!6iT3 zn&z)JEr%WJ12rW^VPVZ*zkX4RUVt}`jFnFOE|Pzj`KSvBM1 zn3{me{&20HH#L>z=f}p5W6nU_qa}3zRP<;#e7}U91+cjwy8f+JGgSvI2;?-dF!Ho@ zVt_tmR=g>ZPml{uWc`8}fN}sNluJ3vBzdu6|4c4?_~-dN+?ISZ^L@8L#tHU;Fm@#J zUXoRKTN-Ch-6O~>;qUnR&3FO?m*wZh1A>tRIty1Cy&R$XgdNzBhvXW@GS*LBf)9Qe z9+xwYkSCz-rq_D^JlYj*18*9qEpk>`OzZmDvW)KyRuskN3LnE&55-Q3w~jsfy7e;h zsWwBJ-j-0s%*fk3PeBv-Pzer~FEJnwQsJX%;Z;EaBHTY~jAde$01W>v5(tNHru>>6 zXNQ8{>f*5gVhZ?_fIf13mT&`YqZkfj){%@96@TDX4{cRc1rjZtXV2Vt&6lDwoh5<5 z`S9)#;;uhVvBS99*hfUF#x@+m#5hU5SNj*4f-skY;U8=YsTRN%!i#K}@x6(y$Ke#0 zo3fFP0uCwfX6f0DcY&g*a%kRMrE(;)v_y_C2|I*#3z0Lj*g!icVkZ2~E5jmfKN`Sk-2^BjpX&k`_ko7$=pi)r`0#j!_pD@qhxd)99 zvT@fdA_0x91bV|lCNaA>76K*6bV`=jR&C!YRY^fJL=ktk>TBQK9s~=+Ln4}FKS_)n zl--AcA%q_gw6F&tfU#xSEkQVNW3F9Un4bj35M0}iaB93wKp4Q-<5>t4-rEL95TJC& zwIYrTKNBhd&|e4a(W8e*PeX|R(MJ%FAfU3$yB_k(He619T+g!FJZ3 zmmZ%Y?V*HLxO{ePi#r7i9U|O0kJ8LqA;-Z>Hbc%6AUSwQ}%aWj<6h77vIy=Or!#)p0OJw027 z4k7cy?4Ny68dmUTbK&i@z&i;AwI>5-XT*r|g}bPZ@s6#Pi1e?H*^44ac*+gIpcJuQ~Qk zob0WS>%c0HEbs;5{XU$)ZPJ_$}1F&kvmT|hC7#_ih!y%i=*jxsQH>;>r1M`DECMk4}jN%Ce;X@p{743w*LUv zP}TIa-~t|+;aSjkV{D=&APJ8mm)j$?OJfW6oGas!Tl&7|7#iWJAUh^r{Baob@)dI* zi%puhlT{yN(Hq}Ww2Jn{SRV7l&C$@YrV2f1$pQ?&#IPJGG2*ZRyvH1{CTuT&sKB5z z=T;dZhE=^x{6Pz|moD35hgXDe0LYO=^HwYQ`kr(awyZ{e=;xDTeGn~72Hs4314J4b z5Z?odp9j#rUrpH-una0UJIh{2EP{f9+~&Qv5QWHeP@XtP!;e>TZ(?JzDktOQVaZk@ za0Yq>ZtxALN;zf|=B}G+y-dPEC(sW>qen(gj+8Vefkza6mc2Z={SZ3VwSZwG=mK{Xxtt zA2cYe_RQTt{rPYArU$70{aRk;V6y_b2e!jlZ;Y+qUS^?|(S!Ur%eJTQtSYR-G*KU( zGq(;ii%Mc>e@N#3T8?3S63eKrd5_%k=|JK5ajo&gW7IzXVB3qM!l0sPC0uX*`hU{e z3C^9f?pjymXu!qWQK~@*!CYhQKndtB880eUp+#BAEdA)Cn%CI!#4LNGkbg7Onx2_Q zotdS+PshTO*XMqO7xMW(9`5%6-(FtZDK%hkO_{p7R(}5SWw3018UGYf)|TM^pUHz} z+fvZ54rKlDmg$kBQ48?IfRgvY{iB6_G8El$I|e{Izvd^$3ya<_!qp@{E&mbn`G?eF z1LK%4ltteMJ{^lb5gD%H2kY+;9hneXT5rCGEI1xE5E}-g;|*gAmLGCtJ(Vpi$b7v- zX(ow*a7EfZ>%Z1^dp@L?pp^4-qcV3SB04N<3+n1{9gc6-|y zNj<5BtnsW2BkEy`xskie%c%M>ZL0ZWuR9Za!JxFZDc+{S8D26JrG^=UqeAFd9D?Nm zGUei3YSKnYA?{gy;G}t!gY+GMv;?Em$kPBQAhke!g#md*UDwfwU&QDB{(hg-Q$Nj% z&&tS2AW;`V?)n&T%FNdbivMgpi=r+11YK8Z5cqQ*w&hvOSu$;<0V=aD=^M0k6f@AJbT>^^OGPhTTv+PV%K+iv ze&l^gZi8d2Gag}3D7Y0*X4V84ucc@W#>U?CGv>|28_GE5`1;J7#5zA^O4LTk*+}Ta zMiC&51l}ePd?&XFzW2e7S|ZvPxkK;RfGRRiJu#83g!f{BOl9|jn`I%eP>=XIz;|lv0`xRv%)Jy(}M~*1qfA<-N=PC`|Il|caeLpGhwsMwc^yKt^7xVW&)od5 zGNfvg(u;hqKxZ*_&OEbr1wsSJhp2hAkW1^I!oF@BSU)%Iq0)0~BZau%;xtP8J${?H zH>Dc!{5?Hn^T+X8y-|<_K8aieXlQR_vNTGyC9-#4$OmF}JW>?0_csbjMN8p+-y3OC zl)$`!!{Th2@i$<=B0>M9sCj0eq12q5B$b<*dK;R4D)w)nyO;?10rWK($M`VdpSA_8 z8jXLnC)GH3cB|~`;ea09?2IPs<={mQsI@<`=fs_Jc;(En`OBx4=XNWrnxQuUk(BOW zDP6X+Bb`k;&rIre@4IheS2u6B0_e)Jn63wrf)Q3g2o>^Eoz*Zn0?Ggh5Mb6*##PMx zzSMRAwM>4Il8Myq>$mNtF5X==5CIWJe@3qNjs(a!`93U*LHk>(VFc8T;y`RX@C@y2NB%umGv$ z@>wa|<(?2`B{v&SMYYU%1WZoXsDxUXxfm23){1vFDSdSe3WJ#57^3vRGy5LqS8*RH zg@i<47JHn8mg!@F3Z>R!GcyDyP2XT168dgSAt)e1`+SY$gLs|0Fu?-jw5Te0BTk?I zS>z4rqVWD<_}mEHw3726z&7yQro%uqvc~Z8pt054Fej_z8?fqCe6Y1S^~{-BQ-t1$ zOV-`|^q*-_z%`4)g%C(qhxZdfZ+nq|be`n*00z^yB#sCS@rL|aTYaMxCfTMeL7aQ) zBMGUv4eBhi?D2R=VB(%Zt48F)w>ON!+(18BfJFqYT|~3zQDkZkL{VbE()#{_78e?L zM*@~yatBEp&22ui4kj`|R@-M*Ned+LMq$72(8!1!WcESlE;>2!|4o7MIzPeySsA6* z|A_G`c6L*Vz$&rW3{qalwUj~JB<5U}PXtN> znojbI#Kk_Vesv7x^TB>&zi@HkQI7-eT002#w6a>vEzCVt^hz1-LLK8889BxS@W?8n z`AgQvSv){T;u1f9&fnG09*TDs{e^q=kr6hr5#T^E_@~9f^7(O&2~SLM_e#rHoF=Z@ zrgL|tpSAN<+GON61t55#)5W)p`YdagpjgNt{NNif!MHOl!tGxY*$&`NYCJUa2{mt0 zs3YVP<~l;{1>!^Vg?)~g8#ysWYyj`~3U9*mHA(oS_ z^Bp)8jlsFh+*&&L;P1k@=O06ev84d6 z+MN@B=amm|3ba%NImYs#*tNAXBiJNni*KhUfAvHl*QE324WMxabtzC$DPu&w9uNB` zio5eO)D(U<(ZoQ}#-DX4ksk6*b6EoFUa?l$)4gUsnI*_li_OQKBetw3)Feoez>3_u z4bkY4<3QRV8z=s;8Sv&ClMb}YPj$S{&Gu)_U_L>rRiA)w5_7#Fw1jm^$Z zW~oz7XGno8|2J?3`Xh4l$?uB^cb=L?&Kkq^BMZ&nu>ClZ!ZTXuTao5|AuixF{k$GZves{h3#%SXcEgkiVXy|&Tz%o9O zatH~(kic*~KHCSm9!~)3d|I)vIYVMv?CumvkO$dCB=orQh6F-32$8n2ebht1LJ;hV zhEE6gp~uj~r6n)r8Ay;L8-dNYgk}*fL$Bn}OlW9hXQ)z!48tIr9IA+LL$~b$@#YWr zmZLy2E&1z5L?RB@6x4h-O5#CPLcQXqCQ_0ht16!7(b<9o(IdCDq@MjkHwV3PwFtTv zK@9-<8^3rgat_q)fKyz5Se2Riy_&c8Hk+*tDg|1bnV~~lLl(=zzFo%T z^Oide-Vryuzj}h58WpX&8 zb@hmd#;e6rja6PvB^Z;}lIoR^7%hDZ!|sJXbV)D$S|X8`OWDKQEmC>!WbcgO7t^`j z|LkY{Pcp_&6Kq;?L>ws2T)K2Ax>gks{|vf55Wq76!!qCt^d={&&w&#Ac`q+ivR!x> z;oHRu>tf!_xwlHF4@IuNp(?Ka8tJCdDwU@+zce-KBXk=0yZIlQCl{%yS*^J1bJ%X) zd;ofLzd_?J5|dw*3ucMO)9tnIx_0M9Me6fE1{xV=~XVjmsy|J|Q=MPut z(E2~vw1Y2jlX||Je_6^=!N0xgMRHLE>e&=MY%);R3L8(j_PIZZn}u3av(n2u<1471 z{FhiI@JtYz1;}#D+BX2R{X6t4Ja|Bo-uAtfBLb>qa%k|S`lv2iD1?-;2L&5Wpy0fC zw09=M7Wew#T_!3#1mWNB-~eEiK@1Y8-#||8CM_-PGvG-GxuUJw-!^cQDi2Cxp!tt? zv#Kg^-RknSM%cv>B3jyAfxl@lUi}7sF6ipT7BT}m{{H=YqxG4tVsk9>nhj6E$ggKR zF3b9)C^O(Pl$zgvKxL(lz0C(vY{(l>9WX*?+7fJ9{V)#2OwiR2zRtj^M$o4|+d+9ub@9z3y3?VTVwe%w(jxZ~ z+M+sN={Rpm_t$yFI}TL8aoaB*41 zGNz3C?oR<{FMUZ;xvOYLMdYzZ{7rF zPFq~U`oHZUMH+cGs$ao=<+Me*jJ|&|lJB^kQxuS`0%~e?eDe+@Pf+_o56ORO!wzlM zkaoXpVWEmG|2x6;*|^Fz+z;|E!8bsFLi|>yZh8YI^na)fAu2~}!vB5_@#Db#{Xd=w z+zObRoSM1;s#RVuLKZtyUI69k!(h{iX?yN5M7gUKp6#a^0&UygLEL6QP!J{LFn7JS zwiekALGUyTk=A|{6h!6FPR4?YmSBP1F;;~`9bHu3Ud@+6K#~g5%7$F5O z51y@uXmr;4(htr2iYZEHLemV=-GiT*5eY4VLQIJy7@7oYfr#d>i3tWonH36xP5UXe zV5L$4JkUwt!bN~W_G0;TS2D=ve)vlF2TG0J*(F`#>lma#y}W9zE=cel6b@TJ)JW5C z7-7dD>R6zGiILWwH>y2yS(^$>g^qSPBqKu9Q1^E_ydpuKi&P5{iR6Cv`{8U?YSYsK z56Bs~anDchwzU)is^9mJy&p=gZ$LzMuNE9Kbig~v_;`M5ks9lbh3*_S51w#;V_PBs zDH$0Ve@#!T8oJ5KzSaWb8t+F@@B+L@L7{HC*Ol)RxqVnuQ}g8lszAr;dCmh`mwShB z7kvX;U|ssy3WV<8je9Yl#H;rcIozIj0geg-7Dc41%4v=GZ>ZN^1i3h^xY$i#G{NUcF>e77c>uQC%UgnlinIcZwzn$nV2UI94fWA37W0?!B&Vm<_;~7NH?BLrVlL` z#EvpWj(Hu`5YdVZR2Kk!UWIaAt>3$rF7Mu}moGUBQj>b1qOLJbU0QbpyvFbGPGDU5 z3@VZ`VBG@V&)>k-h$AK@rfI>)IBs_ve2b%Pr3)km3w%n2HraRC7VE*-=bn^-W~H5H?xxeI!<1aIHHdpBRLP(urB0Shsu;f-xT zEPGuJz>0X({W5eaLXF*|cA5nI9-|S3U)2XE$pPTR5qEbCb&e#gZ{_uN7fReEB6bCv ziA8YMc|!x5@vu&Afj*sA>r!fz_<=N{3>#xEly^d-&a;LhG%89pn8{7Z+9O2Xqi1Eoh5P|fyK?{k@fOj4#J&XtvPr1A1nW^OzJO!*aroZ>+yjqEjqM2+(6`^8hq=>De(uPPEJl`(5+g4Xy4cFE!2sFQ;o?mD74R0 z$AyO*C2$$~A8a9p%+!0Z;Q9so42r1jWL@)tV7->L2cVx`JK`VJKLF2m^uzK9V87O7 z(5vODE6}Og&6=*9&4|kdImEtKuL$P@L9v6QwF0qvpd3c1;W&R`h~=iX7Kh8?CJ-rk z%BBM#wU?ecbxI@X)hp=hIowVaTmm))n3BO^qH0>@DF!a&30ZKDn(&4X|Fo#*6N>}! zdy6D7k6d7Z2uy8>1A*Iav`1bz@9UNaG&!h=iiqR_MhM0?iF1Y;CFr*<*3c!A2fDDE zi(s6dJ9r5G#L;68y1;sOfX>}M*a-KY+SF`B3g&O_<;pdsH_ad{>b^%DHNCs=6dGI0 zW4hA=soHycn~S%Xr{6xH%`VbznwgzdH>_GLMeIBF_&i7e$1RisIr0wF>;YyB*j-tH zOuo<`@Dhptl`qC~5k|8tjo+1`1$e&U@ z*z22~+Z(I%I(nLfi9lob3}@}IaGEUi-2L$3gWO4tjX9>g?ry@|iLR$+*b$J~w+!hg zWLYH5j8NAQ?0-Y6rqPzEBwqSHXLlxlC$s+koiHE)+1OFGQQJ{KzObd)oXc)vLV z;awfB_I@9IbR!}u$xE`MhchkP%!__;tB0Crzcbr-r~@NJOuQcIr77?}<#j%HCI+n0 z3qb8#72Kj#QWg4ik9Ji_x#bdsu(EY9Kh9bIJAqImL_P^Fh^lg$58Gd0qZ1Y<)430P!iPx3)qPKWT%+c?ha2$ zN;xVUo9UXmH|1Tcy)@~SmKbUW*kI9ts`~mDc85AxXW?DiC3U`kmEZEER!|txM{K^U2luRaE ziur-`P>ku;R7zva>?u?76SI2SOS;NYN6JUl_CoP|q~g#*F(+a#Wb&xz=RKAJ%TGzD z>{+#Vzs1}62com4S{{D&r0Mk9AidpMqBQ&}=0Vja_<=~s)lKZevu)<|SV(2&qB4np zschtM!HWK=)YyQSt@-b`5?kDL0xJ*%SjN-(M&mT1f4GgscJg#)%i&XMtLJlBDkV{N zQ$56}@j(}c?u9}o7PLJXe>%&M$`-im#U*{j{;|(dU+nMpRBqu5etb7|&ffgJ|7C2b z;Lw$lsCW4n)e`cbWa^Jm{Tu~4FshO6K8Yi;VrGkm;cHa)}?n*AP& zBp79#x-LW}o!MZ0!Oa$RzoGy)N(HpK$S_?8lud#gIUwuF+cgeo{l4D zvKN$vb9>!|id3KHx88fStXFo)FcCkr>Ny_jxHvyQ%p=e>37n-J8W=ON&+VPj${qRTu|`3dh%!4`ET9NJ5mqD5%w zEXEnpfT!H%GWcFvD#*wbgB?xk*P_9}!9FVM@=w$Sh7TV;qv)yxcHbWa_&w{Otf98bX+v|0Gps(@}Tt5iH)`X zEn5f~=r-aJ4S0vnoKsLU$+7Uc6u{}LKlo07Az{0Cw zHy0i%EkH~&=4ZN6p+EZAR7z5WXU1@uO~D^Ac#wG;P|QOC#CLlMqWqMv^VMMH-Us5` zY7Ez|wYtrXRD9TgW4vr?YKnI405ZI}k@X`1p?gTa9Q%CpK@XFQP>ll1Qv4Sr(_HVG znj=09-JYqZA+*NRV6-yV+4Bm*p4t~;Q^se2j|}r{r;g;648ZEwF8nKU?#4*uIg! z|FmcUV-}n5Y?*0khzn_XMTMZN0PY$*_Aln8GM=8bAng%UwHMg0bU`mLdPRoH`|o!o z?|?(gBT2~y0`XArp;6Wu6#M-1=TCCC9}rI=Z!5x@{9j}+{wg0MVjckZG0_$qbKV3W zn<#^QtD$6nRW=&EoxQ!de#^zn*E+lZCwlQ`^r?l>{EdI%g#Uyg{^CCW+Uk^KwY13e zj1e?tB)!ed%nT0?kM3xVF$-lUAqh1R7Ds62@Q1$e--a_yU3blRlT;y9fM?^c+;MqC zNKDK-VHHwz5x6_>=S{AEwg9n5opa5j4}W?+=*u-Ii(kBQ<<`>Dk~~cb85x;0=(O#K zf;vaD?tjUa@(3p!H$7VbY-MWEcoeA~$P5M+6ci|(R%_|#=-BT)|EO*vBT;^4WEocu z!YepXtByF~-V@@od>;sqD3_+qQoQX?vF%HRH4$jj=f@++K(7?}p@HQh?7Lx>F4fv*6lUD!vI} zsDUAlxPzC~0b+G>g?80nH)w?H-ypB$m#^3%0d4OMF!01V{(=g5cb%7)lC}eAVXK4G z3RhC*Hdj4IBIX6BEB?H|0>*|_p)Xwpmqib0czeAVhrM#h*^rkU~2UhR(^ z9V8Ka!uq0M}|4#v%&KqiM*LKXVeflHkD6>R^pm%zEhj}Q>j;1bMUNgjMrY4?dRjJK3bR^l>YdWw{2t&P*H!NyPWBLMQB)F&qMjc6f7pdn5=weoH!B&!jwfk29Zz9beYC zUylEW5v@!nHR9~L3XYl4Bkutd$xxfl1?!hN0jne%4;{}PV;6`95wBz+$Aw#n647L+ z*M91O3uN)hhy_Y_Pfr{3TSWUB(uKZ5t-Ph~X>-Ow*zAnKnae@vuC8WB`k2F_${B^t zL#H{sM@p^W6Z{>tj6z&SUS42mZIo(csd=g6v7zEJlM*mzb?K-cpQLwC3~Z$Wa{ZHQ zYViPO$Id5!f;|~Nyjj5ikR}D8Ep!ENZtb{*p!&s zyJRI_+)Cii;yK?lZLtmKh{4eo98uPZse@9GE6PPgkx%q`dc@6j6f6R61^S~EU#gdo zy>|~M!)RHiq#&wNyTAGf5Q{?wK%4vlgTD*j53;nW(+CTZT7Yu}RT%k(2-gGElM&oxs=%p>Rjx`arWmA@ww0pt&e zWtyd3=44Fb6?&ZsHw+jhJ!XV1AWFf}59g-y*VW=0gn@HO=NIJC6BhD^U zwAe^lAky@jpn=jJhG56SB;3@YA`wC_#dyHGd3Y_Yy52`zKw^sc_ z$nuY1!y$d)BKbY-{Jv3ct*4#&kIn-S#oxR4V%x#yEWL8{wJZ6;Q_+SO_w-{8uI!Ml zhIb~5y^ft9sjz!L?L2Cw4?$AXDbqr~CPH4z8LhD)JMr5TnZ#nyhE8;a^Xl6LKlUU2 zvv)gJLHw74>lL#?bS6c2bCTz7AcQZSWj14<&(|o)3o>Sy(o2V3N*$aS|C6uitb(B^ z5oD-5Oqkanh$(z##nD;9WqM6yM3AsRQo^CzqVVqNfjuID34DP?QM3nhc=n0284cg! z#@i!T2F6#gSJf^wRvm?Oj_UIXeqhlKosP$9w~o`iMlTRYH)!-@zw`t@?OhR2mW^}m>*kRcAhlY zHow{$M^uyeDqrDrPpxmJYeSgeV~3jpo>!Ff%QiPx+FcSNyBt?GIF}f=e=%*(YH#lx zpxx51@hlQl(UA-->3U2mr>C_ z$TO(?->N}Fj*MkWovL$fiu3^>P0~fgg$!Xpo5Kyl-P?Rd=u%D76WA8Oq?gQuM2>rdenG$p+5j%hH1Xn`oUWX_)pu z{H_00GwUW1r7LutT_m1pT>tt$++OJnqjXq!2a~=2Z|wV+$Enght2yr2jpYwYH)oE7 zlygqk9h@PdIaB9;uO)UxNW{VDk`C{{X?bU}@5eJ+Hc}eXZI@KL=CKP`ZmHks+E3&^ zBselV(LsHBLf21az98+oG_#K5fPTPdp32UFeMlW;b8lQBXFNl%JStng_JtY_pyWEpVudqpolO-2R4SjzbwV62$TtT~tlwSMHcgaFB$^0A@%nj?a`u)dFQ@^>=Oon10>LF;HxRm~S zq>W-Vd`j|eiA)4Dm)GI`HC;c>>rp9!vB5;?Y!f>SlS$JGl(BmZB92#B){SbF7Rd6thL>4|$xYzoMDelvie7 ztc+wUI%BINQ2<2Qnp&SSP~ zA)F=R?t9gDvaVa*`1^xvdmUZhFejB#hS)KU7|I>5YSc~1G1CMuOL^6c73H9pY-v91X5BhR2J8EF}fQ)*$?rL%u;>Arufx|S({O-Nl~UN0Ha5O(xE zWOyI3>=K#qPbg^=%-^d4BJ1=x!_94(u7~0H=g)3JJ7!_iO_thtNC{l zIc;Q0hV;%96Bru9yZdIJC|e{qJwoFIN7b@fiC}Fsx@-9N~y3yJOeYR{k*dc78`_hQ0fA6iq3AQw||Oru14PaJ>y7X6p_;Dm#w6* z={-1+Y#EUy-tXx4ri7A)FthILi{1O*U3{%i_ zJdy5>;HRO(V4^=27tLpA+Mmq{DP2TDxgoZ0GIx7a7kc?e_MRoeloU+SCk+;G! z8LaXyGRi!L{spKXM3iggYYB1_86G{6mp{jX%GDbzHa7aYBW!$IO2==7+1;wKU%)-@ zZ0xbf>(WoS6E*x`ZmpXw|{mn$d9r6eN?P|i&W zdxks?T(a+SAD`YOeiW=IMz1Dfe2-^wJ}C2jmyD9w3)-za70mZln-&N-m%hvl=>Km2 zHRx5VFld#UZAPD!Gt5kw*WeKMB*TE`mu0Bu%2)B!S~>dGUDxx}D+&V>Ctie$yKY=m zKm{RXO)1Ka3r6wk%mtmfxGu3}SW6+8cM-%`phObk@k zGsnJ?BAND68?xstv7hb!{IXQ}%$}rk#1=0*8n+oVGrzt^$WS1uv|&{iDy2i_;FbPk zPcq$=b9)>8N(;R-YI;U_Ed6IFFT-mcp^M}luQH_lSD0V(NR#RR)`-4_vRS_MZFk(k zSM8)atd6exkrTcLbbGmC^3?dmJW_&bxR3uqH@LshfPwir`_t{YKaqO+M z{okYLG}M+`m`zUJ`e}OKZ0#yOUi03o!otE!&%$(^gQY^Kn?3gyRd4mI5(da0$pA#-_IHJ^?}BO_e}CB{3^}eiZ3=+p0;^r zX9YY7Tq#2b0@X5KS1n}FfAT9&^6?ALc3#z$CCY3o_#zi@#D)Q=jD>z7dX)) zH0NsBOB!>(Mr5DLuR(Tnvsun>kUP}|aPB>Wv&c+b?3p%M0EUHg3WMk4u3JK$IOSV{@Q*`$M4^QhkdWkD8Diu1_ynYu{_5B(O znf1`@G#THl^3I!2p43T^c9!SswK-dpBz=%5Q>s~Sw*0B^c51dGM*@kGm|vrH(D9f1 z`7Kvmulc=2iPzu@vhCvGbFD>*Dx2UFn^A%IKk`K)&^gBPl_8@iYh*al=<8(vq z^xf>$OTq=Z=YmY6YQAh9Js7V&)W832WrL(gsBxYygUtVehUij&5Zl@1fiUIIM1|L- z!@{J|Bh(F;3euD(2k74_#jlMBY6^CV0~C*5REXbit5?k*?HkrT#u9a(W%S^W*gWCZ z+2L2%C?~NiA)X>f#}tYQ=(P$m$5VxW=2?tmj&)tC<4ot2Z5*Z^ci7WE;ePu%pz5+S5t`EaKC3t zzhAU+XVxltez9;qg>ye1tzjCyMAh)Yb z_BzddzN|ld>UzXV$F?U%Rpom}j&qYmUTP`URd+RUWwayEs5crV;;O)`&f5^;r#`N z)TQTJHbIGN_%!-k6FhN~iXgM(}E_M{2E6 zo`Uq@GM)6$8QfXAPk2mOjeaH6M|re~lZNv(`w(?Xmy6%f*!}c*W&`Y5{)0#x_zT%mSpG=HcBh9-RFL9wX$z;X)Iqu58iZb*Clz* zk@(z3*ZY9OhtJgVN6Y_5+^;HK zJ^tK}TbqWI93RR^lVBw+IL=WeTADjgQt!<)nBabCkxXew?l5Z#>-6ZpyH_p#+s9<9 zJuAAtkcWFJn57n1mAxT2)UfF5I?sO}2JSB|D~SIgIF)LSmauBD{g^V(Q~oDYW*0- z`(}pfZR1{H=_iimfvH5&YXMQ$o#wII6KFA>Cvj#h#bc=DdMIL}~bw^Qg!dPTqu zMGc{hL59VXC^E}lllLN3JxpHb>Bgy6oT|`U)EHRR$1(P6E^jlqtr_p_2<^?J%+C$9 zeVEEsh`9CroLmHhshxjsPyB71*^r_}s5D)nl zdlM~wl|tT4WN+X3z!BBOL=Hw#>M!Es*R8EDj=#%e8m2aTKTc*myfL@40o zHnF23x-`huH`EmOJczQjF68M^A4!s?lQtUuBnF@5k{}wUp8nO{$%F ztJ!tld(U%KwoCeKl`pw|$6H1(sD7C~ZC_3)tNwg{Y^0xdtomB)11*wz>~QPKNiV+< z^^Rl#Y5|fKHMZDkxglG1C;#c7yCrUk|IL^f_4#4dQfbx(Gh(=9U;6Ezpg!~IZgd>V z#Hpcruc~DA*oSkpBz**_${MUPP7HC@i*HYW)S_a z-r&<)1s?1K=u4AY-Y_(hdZ$1fMz-w4V_(z1z^C#lq;2R(P;l<1$&+ErIoySQfcm8}z4P_dg%vR3#I4~hu_SRGO;y}rsM`Q}Co?&4(J6U~cbmBeJ zdC_xb{Gpb(-P>U_mqKv{(v1rr^`!*W%6UOyA#U~CC%6W+oyw~7Aw(V91cDO@o#KrV zDowZeCo*IbcdurY(i|S&6zRkd`~c40aC!bwK*80gjC{ALW4ErZsAXVyB)rs6$3rvN zbD>H%n*H@vHzxH_8*<1Rmqw{3H=C}~6T6CC7+$M5Ub!ZMlXAY^BwKV}sz2Z|np26- znm*ga?1pZ#GNtxR((cWU#jn0@?kFj%e#ztn8n+KuJm1wuE7py=)eX!gue-|ybm}A- zy1z?y9ELtX7yb?Vy{=(posoeimc#IJVHnlk@xjt5tawKUL@J;5~ zVYOjE9{n*EbL9nfNB@9s!wwtn3@(m$)ea6n4>=cidF?nN^U#>9@G7V)9l}{zg(7n= z$!`n)amXk(FRVAkevG*j_@~D5c={(T;o2C<3Z1Pgp9<@T0Bg$=xx}WUS1}ml_zC$Pk{K4q;;ycm20ir>EAJDu%CAYqHV8{9G#q-JQ`Y zgGLGGndFR;v1}WvlS;+apv(km_7uk|QIC%Vmj5*zC7w_zWr`i{sPa8>_}yfq$(Z@> zRC-IXbF?4-N2gVE-ORU=-^0j^-%oYSzfC|w17xmbsS_Q!i(Fys#5eyjfwghW_Jk`r z*5s5tbSEN_SrKa=8Ce5*Oh_>L3>R%PEs|eL?Usb6W9RBrAA3j|Z1xp(9@q8XO)DoE z?&mnH#HUw_KE@2EySz>GCiVKM0t;5qy2!yZWqOxyDs!&kmG+}0+MDj4!vz!B;f5a- zI!O{r@`A8#*Y9e~Q{AG#$1}oTGoGZoIVkD)IsEO~X9Z6sENbYNCKeL**9` zfnZIL-i2UkPy#M{v~IO5S2X)nGs zmI!6)a5Jb2lpen2Jsnv8n(%JfC+?+Tlh_|wC*CtJlMk}BsQEolpk7$&3mE)!RLNdO zjHHT&_tdoJmpcNz6DiQY%I0j6j}m zG}rSn>Q|`}zx2)F^XmcU78X(_OX!kRMCT7UB6D=sn=YQ{+!Cj3JI0F*V){|G{=Le& zeQdo|$$6Rk-8y9?N5MW_em8D4CMuKpaM@&txb2wa!A_{Bqx=53kkaerRo%TxX@(=} zOyS(Wi+-_2yz zzuuK;`lLfQtLXFeprMc}nNq>|vg6W&QvUn0qDh2$yA_jrhUR4U86^URV*INu5#3`? zCGtKd8fouM;yV}Oa=fE;Qjh40JpF{oi({U-+Hfl=RqHUS^Sw^2<Ty@rCI~P8PKp<(eM)F{EX2&wM$d>M+pP`pmuP zCOG>YOo~Wp#8FYHJ6Mcyh^5m#q~MO2{oTErmcpwYV&wGf$gbKq2xyV zO^l@=fysb^lq2xlJlbAXTt}%WU!>O!cR#mNAy|HRoCDF&d|Q{1D3q)X<22_T2zI{C zOlX*xPH`HGqru10r@NuZg<=z{Z$Cmmz8FPSD>v65Aj!hx#TM1#=o9thDm(is4rAI? zM02TeLj(>zEO41IUs7h?F`V5ArD9Xuw4r1wOzwU@=8a6JkMgfEcYL*B46|E459E_( z7jqE%eNh`x2gzJKjb{DZ{8#0%qQ>#>i)k7+ z0td%sh6j?&*EEY;_I)%4@`~AwqFxlZqEKH!kEHtko;kO7^wh+K`q{8|DhcI6Tg;s_ zM)8J_yd)#EL)KR&J#L&o6Y$g>;d)6d;9w}{FtF0}JgfgS=I63K6D?GDv})8!LwK{s zCuSVfC-*Lv);`sLloS>&yt0B1e1_xJ1Gr@YXynNW8XJqcE0?9 zjMLuowJ)bBLmBC69p_6dHAQ=5 z`FeQmQ^LA_ziVzbYL?%5IexIn0R>reqIZ4Kx}|f!aH4F3uZsvuW#hH_mBnRRi=|^r zUG5t=MaO1^eY;$D$Dh7&`c;s6{xN)|t1os>V@t;Vg^G1cT>c{-cUwAlQS5XtjP?Wq z`dt6Mk9V@(;CT6~Xni`Ym{hjrpP4S|*R+bvFnlr{U%AnDKnE#p$us^kW*4D-S(*{C2!}p#fosP%*aJ7Jq*bIV4!e6 zHV6yUHa|=n?9AV#P|DJ->*KYOwXft+teqO{bckUzEP-TTpFzSro$vCpuV^j<$|j_5 zD3e&k!=7(uy;E}X9kanl^yyqBm1~GXF*WzkbeSZa>xxP|3RoJ~sAgMsQtnBZt{|J3 zb~6|v-}{|u0(C2VRo2mMue7gwHMM{DNf--krwzQAch^$E-XmbB(Z!xIrk zl07me-OFokIKcqaZnq7l(f%@aX<}| za-0lJrX>U)Oso=pteO+&GeH&q3H^IUMjB+Ve$$6|yPg!A)J&g9i3%0pn{l=7D9S%c zTkpNOzEP!2Kg4~TeOcf(-j3MK#fPN6pFX!sRTb8gd==r3tJC{d=s#v9L%(%AVt2LhpU8AL$RRrl&Y1-fnd=@Rl(B5zk8Csm+8D~hd~8eE?@TyKa2 zxjM_DdU+quXSPXVmCbqbne&=)b8Bb?FX~|}A}(8Bzd@(Z4cXaUCRBF{0R;hXkbUb* zyIWUHmc8=y&y-8P*%QzYL;szwXqZ)k--7<#Oq~1^MjK6fxX)_y4+j_61h+JroBesh z8xp4t8mCIx-xN}ujyy8z$7GIq%8^H#-|yb3-1`v>GyQrW>vs1BA?Mq{r0Di%8`}jiw?syGk zh0lf45D<_1j*OIMMF#Va%f4kWl{60Z<4OqIAuPZ3!1W=hUoZXaeRRXV-Sx>2>#YVz z-XFIcZ&#F#(kbXCk&PxBsW3|5{1P;6O?6o6Q_E2Dq2xE~sB&}q7EV|5y`75J2s@OL zKN(0?`ON!5H1%B4?k`3$q-6@^1&&ag*gJ1EWrNuzX10tex*A|tJoZ0Ink% zODoK^6Xpk>wNy56^AUiyg2=|bSUyvUmsf5$FMn=&C*s1J;8ndb>jIoRSV7db*wEjA zr(&g;3Th8%AX|@xpoL%eaiV0=lWH2Dv!@(sFyG4}hWN--jt=SkdN?4Me=%ifkzHx` zEy?vcxdjpEx_Sy5P1dxc)HNS|FV9G0%}kXiDZ3Q>W+c%5q0Y76VRaqL}d7JGmVmDA_`E_T?M0!G)4=}R ztJiUHm2#{=@oD|_vJ5w%*r43aFLW$VEmH+4L40BA?*f<(TBK~#xb6L)j|cit{q$n^ z*re7QEs|X`_gsPx18bDguiRhWYg~`xW^PhwW(iN5(@{7<0*y6hW>(3(E_zvHlkpQr zJh`qEW;a{OY*1_vPmNAPDSKqZH|VE4-~CbXQKAY!?z_z|Xv_zY?rR;XJ4ew)>pBj) z(ihibX9M7X(bZyRPHH4}i)ZW4?fFE%=9U(=FVnIMwVN^l*X*|FBlm2X%4V_(9*>`V zd90-(jPG)M|Ic(8{fxeAf_RYR>P+_g-#jsNqjzV+t-g#_DiS|bXdw8t?8I8;@UTfY zRYmRg2Vq=|cF!MqsrdPALUYu5t_zHiM?pb}(8=%WBD3E8?)zERLOM0q(&VBQo_Uc} zQ%vmzK3^(TxxId9%$2EJ2B2-JD=R44X4WO%tX;Dds0n*3zgd{r4)6wzmENe!Sv0QHvjNrvK2aK(#ZQOP9@+K z5DgTgQM-s!Z(~R1VuOEwF!a$XgLue1ypl999xqFSD|Tn<4_F5_n(2J6p-)iN?pU13 zd@tbr&H8hzjH&ocI${q1Djfrj6!XePfJW=y#5MpcJCdbv0|{tiwS4jcTf!rXi&Bww zSz~I}!-HgWXhq}cgqh{t>M7PF!TE>O)P&3AGp*0>3O}<^1ty?d>67V>9dLlB#-X2o zyF>Pfbc>`WHO{+2=;d{&BdG8yU!6}0S9k`>`n8aF?OeFb0hTT<1>94}$#k_A4>zFl zq^)8Dlx6irFy4p<#uG|@c$-?7wrOB3j$KvF%bWD0HNQWT+X`o-gz#|Rh2&X4O+l(X zr4QK7uU(fYn{_cNsLv0t5j*k2ZO{$CT*W#h25*wB$ES=KU`on#ZSSd7ROT19@6WMR zwy+UaCAVA8=(kK~$`iK#XfYUnNCcg{L{z8Rh<|ll&Ot-w+MUpE z%H&&Wiq1#2T4k=JHAe2}+}R@{^UhjjB#vU_3ZA5F79|_)-`R+BzP?i@@N~rzD^Foz z*Puk~Xj1W;H7_+hKUG7fmE=-yRSHBH2Cmd*&E-?3T5<^((=9S@>?_wH;y?TM-Vv1UGnM@HqdO zr#pY^2`R161*Wj)54g5miH1H9%lnKFO&$lGkQI;8&dLXpwabNBE3h_zNunm=|0JGH z{QMP#pv8*14X%6mY7j1qKsDa(Si=yUz-eYddz=t(uoJ4G$Z2NCFd&Il|MRm_HRk&* z+rlpfo>7?>MCp8fMy!u=lW#iT)yU#QygFI0&5!i}G4ah*a(F6eC>WVX2__H&it4TQ z`JD=E1y33zJ-vyeH1-zx@p{%5^!Mx6pQ+M=0R%ECN6%bv+QY+`Y7Hf3?#6^5LOpA;xe|@V;xGS^56s&3XI^ZeMos z`uW`amWig_d(lqfVv7&eufIGW6>||1um?LngX0b6(O^g8?vTq0BOAF@=xn(~F!TPR z(q~H&Btw3>G7mZV?pO_CEf)DWS^1hiPHr^4((3)fkm~bJwf0P+^mMOJ-{K7&&Z<^@ zy2p)=oOjg7Pi*b~)UrePw763HV0I|omE@7=Ai9_rALT-Cs@o*BoGD^)MtZ(ICQx+r z(;k;v`!6tF)3A{WL3(L8$jtvSD6DZ;-YRJevFfwDSrf3#xV|)R@{pc>f8>&JFJ4Mf ztjqzanG{-YJq33n*?%WQvXOzbyAs{;0VnQ`%h(6UG-7*%c;aM>%X;~$q){4(2w7m{ zxOw#Jbtj$8OqL9NUOgSiJ=6jNp_Y!EpYNP1_e(K))bkB0fGEP!&~O; z!{~Rug12HF2P(-TvxpQu42LEzJJr7;p71*Xj8XDJK-X>F{;I2>KXAOf@t5&y+_BTx z>o?jZS7uL#7+LwHrQR_ovG-#BZp=o2ri%pnt_Cw&+4|u^zKLVyHp>EHma7c6%s?pq zKUYFPFL@*ctn55TP9eB@l9v8(Lz82;m+_jvzo@v*co`Y@;)AmDf$y=2$3xzR5O`4a zSr{Q_wuh3`aVtgX%d@TB(Toa^zNew1$XJkK5OCbnOf-ryX?(x3`{L}~p_CO;^q&zk zQePY#4MqeHsIqub?w+_8rMoz_Y^3kw1gIeVsv8A&4M!r2ILXGTS^J`-V&D^8x=X1M+F$y3m1DUEwc#9!3(a7iyL~B$$AZX>h;EwoaY>hupe=(`Phd!Hy z2B5z%R}#k+qSLFuW&-&mfPs5$1_*H0IJ2z=lN3bQkX=P}8DCs0uX4Q@;zG^KJK2nt zxN-S(VN>f>^7yIO+cU`e*vTZfrInJHvReYx*)^=ZM%pV5HFveE612}diqn2tCEvZ- zYkYc)q@B0FiBA?_HN3M0fEAxG+v#?z4eSWfF;!uSSK$(pNen;diVy4_3y>WqJ$#&X z2SIE_bl1nMcMGpi3wP3SyfnVoPiMnixJ={ZfG7@}n3#@fH0MIO9zu4Gi8ljZ`u>!z z9@AN!OndZ~S=Li=KNZ2dO`zaP`laRD(X(yfIATD3H*6$&cc@IF6=2aA9Ddpiua?m`kgQ3Z?Lv%()oB$AHd02NrgRELHy!qKq_oO`m ztKpO1RrZ%t$d0Jl&noJQGFopJ)-u}l*Hk?k?e$TYF&RK>(G1N}fz2ev5?&?@8i5og z9>mQkE9w*iI?UO{tEun2=;vgzpL_6U#jaz~Irt`WfF{9W^*lDPFyVh%zh4qPgjsAw z7n+Zgq~7}>!fv1#v46l-mcEG&t|r)UAFGK^TKqxTkhLi+A8Q>MED9`1*&ynKO^ZFc zfq56st>NOwR|U2!78Ei0y6gjn+bmh-IVqU2Fhdocda8_|QOtrS8Lt|GWqeR0PuRYx zwwFdjvhkWg(EGPdH{UAs?8@sQLqh{NFP`Ydbgv>$D1JY>vx(=p487N1U$x)&boRfjc&~U8Z(3#OvYZS>ski%>v0WHMj#>h%!xoDLUBS3 z4u23|4Nvmzm@~deLPP;x6{nGOh5CR*qzi+o5_4_j9G0H4eN)1g7~XBp2Ll;40&w(x zm7X_@zaB=!h%#k%Gc8=Uo+pDMiT#y{5W>V((?CsR_iiMOHeNn?xielv`b|ueuj#|# zMZ9?o_UJlJ-HGO)ME}QOeMpL}rKW>Soj9I6dE#Xp~tmYK+4R@^z*?8hyftfO|=pMISxPi~DZoM~}7w(3Is0{Y82k~SM-Ph2=oGq{O$V%E#&n%PtZn`CVe4R@o!{j!MD zZ9L(d`vKLGK_)E*TI$HU%3{SZB1zPiFm5j#yj85MFQ60)m}`kg4Hnk&N8>x5UW#PX z%x}6+kG!Q-08+;WUVHl#5O+b(^{#H042XqD6LJc(^IaX+e3U+&Km2{Iawpu^ZF$_& z7fCl3Bx%?o>788A^9g~-{fc`VhnpaZM@Wlp$1D+W+j{Cp{O(Fa#LQU<{8jdJk z$bOaQ&ZQ7f`z1O%s6?rx0+ctv^*0&-JMEisE9Z}X5X53`#1Tp=fDP!a{=+a@GMUv6 zf2dJ626@XKNUm*He7!Pk&p#|D;YHS%B4ebpiec%@J5&TSSy!|&7m&+UXj9`!uv-+g z7I@eAiv2O!mghJ9FR(0ZdPDlyp%s#CvgGz6KjXg4gkPqt3j$TWZ!oiOU2px+<{28C z*{;BkcwyyKkYCyK^l8DL_|>1ZGWhECP z11Y&9cEHEXhmOl@7oUq?q`2{1ty&u3nX(PZ8G<>8yPAo0)iY7#+%fcCP|-ug~W^+|9eccNxbY|1mz`Q7ts!(|ztDoTFnjWsi>;;cX*xC3I99Bmeur~P6&z( zeOcIJk7PC*N0YVJdtR^aIJ~OBiQV<>9(y^v3(0o4#G(g)7L?r7axNB!#O~3sX0CVL z5m*CBJ-0e`wKKYTbIrPa;rfz3h0+AK;X1{&I~qc8A-78DWUYwLmIG?TNXkdfZx7f1 z#!x04OxsKz*2oEw$f45bS@0qdKt;gIzO_&gbi$mdxT zot#imlqvRpkBHj6Y7$Y`k@`s`>LnE^N0;=T7(u$VK38`tmm^2;yj(=EU(9%&-N!n> zU;nrf?gyZEUQ)={!|KU;w1)YPGedk(VvZ_l;kAusq$AuW)(`2!C?C5>YWD5)wnWC`<>7?F zf~Ccc=eJ&z?$ha7SGEyx&yx|`Mu=Il2|7hUyZ69zB^%!pwI zL1Cu7+{mk2w=>vy*8CH|`dA0=LA*e86Gk6V9E?0r4wmBfi64*Rz38kpOc}9rMR84M zFCaxQaI#Op-JVnMbE)wUd)=|~3~_eY&h|axG!wx}nxliZc8m)#6IfHk4=gV+PPA3)3-s9t! z>tie{ z-P@yeKDnj!nWdaFq06J#gn7D z3>HNck0*<~YTMUjqDwMKx691NeuyEeH=^*O>88Fav=Klc&{#C~mw;)>aAfAbic#k? z=M9n48V?e^C>DHx%hz}i+;F4PJKY$zu-YM&YlR4v!~l@$Xji)n5sGeIf@1Fp7`P#H zFdmqg^FIi<(e8_ZOGF0*K*SG~zYA+9)2hmnWm+E_g}A*S;yMZqnZYHFwxe`<+KZ-n zH_f$^CZg0atwc@GE7j;1L>?26ue*928)A+<_{cy9r8+s4i*slZvsD%CPrOjV&44>qQR{+fd(&YWv-Xo(( zr_A=D&PRqL<)gB-PTSw~Mz4NUei`1BAD!N_h|`_sL?mp)qt8(G4tyUC&;Y%E$&mI3 zcDB-e>`!4pFZGqp+wivj8zy;YD3&IU2Hq0c;ChIHHv$8Ee&;Y(#WF8v>4fjLv;owl zheOm|P@ik6FEt#(@b@bfw6(RR9CcV}7&iaB5nA+$+?$&G>Z$OfI&#gH%I)df=M@~R zjBRwRF)pk3|I9&smg4^+tLIPK1;=5B`$9vkZs@aoPy7?mhxy%X6HIA7pUqWs$jeh? z{a7}d^TWU~i~G&58~B&|ZPM&tsm&>pckIvhu1~IX&Umyj7j*X;85@DTi9CcgmJo4D zJ={Ee9lTcdrYLGVnq%IGn~U6avsFN7>N!2p0c0c|!9v7slS6d>(bU%$=A2M>%zF90 zdZr2^&kgR7_bAOFrc|>d?=an{dm55{fZLvzy38UHO2{L&r`C z3STcWzps59F8UU`9;x1(-2wJQ>&XBzCW)MmnokHn;rg@DCP2j$*$Rm`vAOS_H!`Z9 zECEFc`88xuyQF+Wl)NHia_lFOS2?O zrSi&uelivJCe;TmCjH6q^WaAetfc3&El109OmmSE`JqD728)tW>D|@QGT>9f{jC&1 zl29gI-|)e3M=(PPOTiT%&?={HFG}_y2BkqL#mzwAGi2TYau3WPftAO4I^mQz2Gfi;KJgfN>??yXXiM8MZ$=wV!k6p)0%nyYgUt~!1dabaStDl_-zf5uiU6+|Cgv0U~)P^n>_3IT{3_G@(WCLeJ z)m1`9l+@f(-8w+b%J3Y8E`)gzw5a`^DBCR@dz?vS8Jb22N&kSlbkok{#@HpKm!9j^ zyz=QMH@>5;D1ACv#-egc25ZnzwW{#-e11dOmARWZffS@YtmR5WQeS^VDSM=s9&DW`}0s2S|ad%KkU@vV@Nx| z&Q4VLaNEnQ@3>b}pHYL^9jJ(K_N^l#Yoajq%g7;0SU!?WXkSGm`!)z|8Sl4%_>zjYQ}f>&c`B`F{1Uu+#=WUV${*{xeT!739{s-c14bc^Q8e*?hO zieghA`n7Vjzs>$!67u>F%g*bSUHT?+S$C|8i+V?&MVsx+dO}IjAVe*TQI&wm;fSZ= zH$R#2%g{ck>z5oZuz;K?Oo+9aRx6^bJ==zxo6r1&LRQ^7h1N%x;54QS(-lJw1Q+p` zH}Kr9a^1U=^MR zQ!I0?sf3lMkd8u#{kv&CVN6xLudVuD39fdZ7k9~rF;nTk6C6yM1nj(Y4aVdPl+6{)u`(@=H6CiQN6e?hD&PR zbQ(2e$izmztXEdH-qOf@{DeiB(p4OtpR)1qU!R};mF^HrS{%>lPCHi8-HKB7(-}8H zbWz22A6x|oi^6fZ@gp}@gOQ~`@gU!GXR5x~aB^j3&5pKE=zo8KP)4Lqy2nMo{kv_l zCXRU2&JH7_$ZsMZ0Unyw1;KE8@ELIh1|CS3R9x$(J5@kxBYzT-Qh((;bBgp5LtZ_$ zHL+jyFHR4B8sUxhHgzvY>pWD3j=WIHq=m|W7PWt~kAQtA$wR>HF#DSrg=qe1dUphX!VnZ`;B zmBm*2bSreOxXXR~e`k*Z!(OEmYOnB49v0TDjRQjW6vY89A5!r}nga;F3F50xqHK3sgeQmz*ct+w$>%3`!J#-6-4PM*VTQ?{oe56oANT;~{|~1KgHb`| zUtjXbhVSrQ1WAk&TXg(obkW?mYM$aUV&N*D_mc|X4&LX@w{ zY~qQx?8*|!M&^`ux-cZj!gy&sX$W7tm(;tbdDZRv(C}h$;A~YQijYPBMjPAd(wf5Q z>6!&U3nJSRS)beMB81GXvc5bfdB87>0|DWuQKxU?1DK#`_v|sYexBvG0Yn5@7R{|!|5sy!ls5tX1 zoD-4y2sRgLL5MIk^~Gp(#}=*%0@kBg^(?9w0aGV+vtz0UWbx8N2#=V)_x2p@?OhT!C%xGd{ly7jdfJkB_Yhb981(J>C=4OL|e8afI_rNq84StUw*mng$BfBy1IGhxfqteo> zjbWvWrAS8_py}Wk)Gb4K>Ow`RNB~6VB^g(`)XOU)K>i=+Z~`5|Y=AnV^YddFgiokV z{KQ>BXof`3>u6gdPhIvR?$dhW(TSsnDL--)ectE?L80xLZi!H_!!eBJ)Fm38MO-qI zf&6QLI(Rts+p=Qi8@MF3KoF%5gw;CFqhwhp<_Hbuzk~EMiVC7%^*5IJE22=DqUX)! zz|;>0)tcj^3#=mBDxag?pwk_a(XLSjX!bh!b&v4_)D4y?Ej5+Orzi~wdG3Nu*{kIIGP_us zhEI}~J}NT}0#v6^4{@N;@%rnD{AT{p_F*~4oq(0jV5TWlV5}Khc5QxK0yZ%G7O=H` zZHJKaBsYg=ZmGF^S1gRTC(~x1&1a*3X|=dB6HP=j(YkwIGhSTf_#cP`TuC+e_77mu zlB}J}(#UxLob7g1OZ79sr0kZ~Tk6(>Poiz=Fvzk6&S&XWxl+5Y*S%jbaAtF6_a@Lpw(2u_4ncH-|hbpDgkS0v|*AqTn9p{5A>6oAp!QNKJ%c6g#^!MW!1FhWVp6 z)Av7E*IyI?^7a3KCRzR+DY$h=TVtWiT1e02o}7o#z=y>0nJ6i;PlF@Sr^=wsIYWsm z%o7h0??^rzfx~$t7!_MPI{{ZW?9aEhg!F;8<(eiF&t-eWM|PNg_O}JzQ1}V z0!OM#{#s-qg|yDaY5hQ;W*G1}%@Tme1*$DAwllmoqayieb@$E@2%OV9tC9rzQ005L zRl^T5sRJ6WAmmUZX#oaQ0O$i*(t_%sI_5i&+wkOAcCz`aDb*N2P^jgbToLiW12<-S zxbCu(#Q#*q>0gbat4JUpu*obLMFRoKB%_7D=4)m%2$Am`%vgaRE~<+A@kS-JUt-Z@ zJaZ~gY$}*qD!guUn0q@e%|C-7I6chzS3j}Y!k@k%+TP2&aD1C!z;pbs9l&}8`B5w+ zPs9a=th}x*d+PihC;pK>t11OR8u^h8MlpepA@FF|VV%pyU3zF8X)ao5taXVVO+RlB}L zfj8W9mW%~c03yecc+z7y`r_ymj1!PT`DXcVvAe(!nA(9tlDU18ll+H<2x$9MH>9RQ z$hy(=H#7Hgwn@#3Q2yNa|NRC`nW^7Eijppn{eYl?786UC>hBa78DVw=a&vXwj}5-- zWQ?A76~jg%ou_9qH5JhXMe2jxrF1}`MY?!r?XJ=%_rK~qvJiGKIWi8HOaI)PF~98J zkYZ8G{&)5m`O!HtSv>5SLtM^7LKQMIj+_71dI8KashNsN?x{~EHJhRNOV|F56oCo{ z*XKP3I+%KD2@?;TLLt$=dnZc)J7gFqP706~_UL+r4->DvkYMGRZ4t=}gQ+iczXqu* zqzverbx(>?veCc4svv*;V#WwSP2;eD-~7p>SU>*RRuL*;Xm8cD#!9I@ozcN|8f(8Z zv;V&V!P&-XU?!|(-jzB4&_#L9DcT5Zr$|VOkrrOGIwMHY!;mjW3QCYu&)RxUj_v-< zZ}lB-t_ol|uHhaW|8Ej5Fp0a`f;S)7ST|lDs1^msqq+ItzN^HeY20qnyW)h=*dENt zy{@IjP5NmSn6CUI(*A8pp@Dal0$9PXh$m+Q*AKXCG*#Vy{i@yk*igu$REz_T#*-4H z)CLg%U4ihv?;L0^jU{)8_ErN*vslH($}y|y2pDDSJ}XN0()>F+g^#?WEPrcM9$0FP zM3E3aj`t?C3f~DY#icAn%3e-i7KWx#KDdH?72WfQdR9KHB6e#Bs_D8G)iHN#NFHnj z|9dV1p379STVc8S@$!}UL1KgTjaLOkv9uUaU-$2sw=giXN>|Fs5(Rn=l9zM!-YJHI z?im$i_7zmTy#Jf)6Yr=n$~k#@YW&Ugue$QC+GW%r5Nb~FqNwhy`MgqR`g`SN%`vqW zG9+$fjNck^qBN}g-U@kMA67ca1=)_L+>v=#{s}};^lbYXGk=V=s<_FxIs_WvLT$$P zZ|Hym%C^@JwO)M6?PWI7n_8V0R9kTpyhC_GxIDn~PlnvW%kNTe98&Uv3{u6Ujpmyn zCNDg$_oOQ&2ULZ(|MwU`R)QPM{1xbb){HYr$q#GhcuNOKel-7gejYWQV_(svzmV>J ze$y+oBDSZ%o)*mJ(*mA}W~{3P_x>JUwPkXHv;wGm8Cx{<9~Ta_F1Vq8fo>cNm}Z2C z6D4ToMX?bC_o<^D5u65ShQ#Yyq1G);>nq#?2R}=*P?kXB0~zl5Aj84K`SRcViS3CQ zAK#sx)!+a$4I8b{^&+o(*ZO=-J2N%~qg^jZt zn;1>wowU|Z^lbIP^_9)_&JWzvar5ON{|)4@7amddnA11~AP0?Mfe@C?@7w4EvFNs zhewZ(dsqth4{fwQTU$Kdx%IIQ3O9730JMAhi#P*sbsau}ZfxZ2xXs*Ip>)0;rOe zHlN!SO=lSy)DRA)R-*-f{XK7fj;iz7+{w>sdGf7qM-E{=_<#+?FA~D1Ly7$TUQvA{ z{W4~aJ4t}pg29X}xxG7Jy{s;yyDGkx&3BbJS9UV~#`t%igh6SMpphJ6TZ zb6KUi(&X;KA&~`-E{fPubHv~l#Wq|%@e2w0tJhHh&F5ZDiG^CffiNV8o^2_4}Ms>6ee! znJQfzz_TCkNYwqS(UG!MbshfIYDfMWqXcQer`PdBg??W17gg{UJ@_ZY*`TttQ9UY9 zsX~e`)OzG4L(UW2i5M{`=j|~^4;nM;c0ApUU<&l?scf5wJn46D(Az&?+I^D*9Kg^2 zk(o(%IzG@gE=aE(fS2<6_3O`LSHu+KIvA`dClB(S2~cyR zREG6gO38fG2YhN7|BMY*OcaFyL_42DQ)+LZ0S`uK9|2zsp2g2>?SfnTLJ*EOf<%FN zvA*Y@wEN}?D5%nV(5eYTGwQ~!aYK_Hqh0|-(X$ene+%)B;feQl!pUI}u&748QMmo$ zTPT$sbmUP6h9z2;U#~+w704YRJe$M+ur)TUZ!lR|>w6*Pbt6c8tpLwH?U+zR6SfRgrp|DGC5TEb&!8Pb`GdV@cP zbjf+~|IJiwDmn_i&o0Sjbm}_DelL#RqRyxx=b7@WcFf3#i|OO!arUCKl(WxN4hqG} z3h5fD|Kn=>->g+@E8`1jniL8dg0OJ0{pZl1Ah+x|LXLA1Fx=CSF8k9x=WnnCO>Yt* zf$=jzJOMftN4=((`Mpvyt^%Fw#79q{;|-*)a{qL1LwAt-AzN&gJ9N8>Y+N6HMsF)j zMVrw)&Z4JxBDG*1lh~FT|6HnuKQ_G0_C-$Pc@FLAAyMOg%b_g+W;{`uya{^LZ~FY- z^cQrO0(Do0iXMZnI1QZ>=OBK4(0$Y}pWE@+eDtyw5EM>B=)SH0Whwu{G*I^no>dK8 z=ZuN^)=(kPA+q!|mfF?C-63R;nemE;jHQN)?1yy@tlohe#SbD6BW4a?tGxbKS%Iw1 z8-=+x-`;}p-|P$Lv(0)xDJS2%2sII9W80Iq^A<%y^<)l^FMSFLCaTIRV3~ShA(=qd zBydlsNjF8i{hoJ}kSRmVAT9{e=uwhaIdB%iy!y2Pd08QA02V}e3K#Zz&{fMxN8ZwCj!8H@O z@(S6qX=p6JIg@3Ah>Pu` zC-ovVC&$7c<6X_Bs)sErEFN9ZG&w&G%*5mgQo*JpP!CAUR28jtG5>!0s8rUM$eAhr(1!V|W;fKE!Er<_Lu!hpt{v?j~xEp^-4sJQ-4T5#Wxd{fZKNTOXP zSxo0_LR1FcX+@NItA5+v6`g$b^{*hRFpit2N2x2e&Nfh{3UJ=j2h#uqoulqSmeEOW zt5LtFiF3R`*5>^&+_(SuGEIsU-N4iB#WSIgqB8VO!&ju|nD51Isye@0><3hD5l<%a zhatW5>a}uy)0rh~+H_8C$-K*Bg|9xX#_DJqqMJ~?6u*EkH!IO8Wp|A))=p4o_`T@ic=V6eq%@MJqcpuqVPHC)lK;Dc(hx96 zQ0O(`!~OL9GgaI$I?NAN-VtfIg=%M-@)$3_a6?Q>yc%6@&SG$m^Btz5W6)*Idnu(* zbO6*P!j2q~Dreey|7LAhLa)h%UMeZHp10Z3dq*#oQ+7~mcLBBIinZm6)1rCfr`g%F zvG8nPo^MsJSewmzWP6^lP@gS`}o1SrgZYVDefP5(5RArYTn3NVQLM9^kR=c z5Dr}*o=cHl5w9Tx){o&)>#b>}T-ofjGY4-=9m1-S%iY*cK0**#O;WDO;z|g%9L^=B z{&Q7rlxOuU&Z!b>cj4_V&TI&~;w;VJY6NLgbR1t7{Nr$zjEX?q^+Feqd|%n^iLcR6 z)tPutGfFHbC2o2ZL52%od56eTV?wP*+1kiQB6#%r;Cb`HA7Hx z$O;$hP*=hM`6P@hUk{Yy*xwC3EEcRTZr}u+m!5k+ylW8Yl2v(_Zv}k#I zLkj*0@w=roQEap5&<~SAixi3cyD?h?rpCYKwHH&v4dxyG;&&Q4L_5F z#$Yi*cE->6<-SjhxviyvA_vG0&*vhG;kVG(#-Vj3UZ88X0`k5@UNs+}Wtn;ICUwN| zGU#=M_v}lS5OsZES1~95^&C5sA13}3bi%uz&BSf|lN=h4-JNUu5W{b-F_MNtJpp*o zi%t3q)l{~C&ai_tzAYF_8_>#62`~j;%Sb$%IS0vNV`w&F^z^A64U}%yHM*IQpCv`6F{d8m3W7-KcK5x8I%LIRL#77*ry|4HC8zSLGw8RYC-OFwzOYR z_?rDyXbaXcM@SQ>;cbKPD89^!fui-85`*TM!Jk!F|2%_I(lWpty_yRxjJd+8^R8mE zO?WPhoaegJ$TG-U}rz~F{MR7_#F(|knJ|O9c+y0zg#&{OL5{}o>Pw@Z%ahiu$IKlWyzM&A{~LikmD)T;at1I6Vu}B!y>tJE zI^W~?+3hx~%VLs=kS?q!Q^_i~V_Y`YC01o!8_Ff2a)==l&9I|-R8}aL*$}J7&=$Fb zjoB@^CTo%jL&jw9A_n%Ug#LRvpJx@)>KxVC$m)% zT9N0F+FTplzh$V%?&cmg23Pk*)NUQ;?E%v$%uY1L3@R&rUbu3t61Y;m0@~q312%Of z@E|!B9C@bezRm7@y#G^S)&&~l(Ua~;`V!dti$MkI%RJX@t(V_SZoW>va~=@0kvBcl z-)xz*pR+d{vp}6Mug!@6%|cSvzmE7Vwa)p)U;P1hZ?pQO?PNC+vo6k%ZhDzAxhYA1 z=jGDZ;3=jVoXM_<>Y!gxc&TP7{xTcn%fPB374caLe^p=MR!` zs-tASuvel{3^o%jn>-`=Av8Qm$%VH7)qw@ymAlk zJi#g0BtF+z%U(@>{{j)P0l*64H_$$u|4|sY+X0PEfosX|tr6pdT+_`Q}yje5WC zg^;Xl`0hRV2c@_YJ~o~eMmhFd?$IL8#w_D>C^_~_I#@y>7&%rVTx!4Ux#2gX7fzRPNN!>O z{%z7uXe-I|Kfo&}Ktk(d-XaR{`)U#07JJUtZCdu9Ty5RC>{B&qZH;ZvPYLF~|D^RB zaT4OpcaOYel5d`{E(1}VeFW-dCpvMjz*@@>aU}UG$GEz6hB~E6F-!A)V1Rr;(f>7r z3t;JiGu)cjQ#lw_+cYZulF5583;NM<d7i9gjwCwNQAk`F?iv-s zrhn)vu}qzw6Uw3auAZgek-~059aldLd>SFk3oMl#aL0@r@p#0?yg1d-pR&^}1!B=t zjyn(Eb%uaTW_{l1=&5xF1~(71aJi&Lcn!4tWOmWNgSQc&ckOl`SU1f4ok^XZXIoy9 zzy0i{U)D`ZtU}&P>5B<*T_=b!<6oQph-n~mq( zH|Tmokw+w5rgX$B10o(yFY!8!CVpKO7#xCA(!PEmL$hE&WjTJew9{7^Entc7>YU$e zecpMPV08Bbz$*XUBEqT_avqsGhm8SExrJn1FB8YE@BK1wM06{s(EN11d|xF9mp-#~yDi*Cf zAn+Q<1&`wO&5U)W0z%9ZiA1w`#VTR#j$ry`f|{53(!n$ngwW`!rzG_T^@L3{6bbVL zq9fLY^pKYJkdK~ir<@2#14WLk7R#6J>^OmAI}MX+PysmCo#_I{7}n`R*a$@9%@ZI~ z&d8p>|uJJpH0YYq_m%)r^z(>L<;h{LG|sr;oOTAmIIL?Damm zTu1;lc1tJPzSWgBJS9#yv;PFu7MS?EYrFk?in{QhHr+VtS-Mo8FUdm!>7|JfaYmk5?(})3zS{!?%`6m>!ZKJH5;(pebMjSRDjiI@W?J*e?(>E@pQ9WQA!OXM(ktY+dU#@1gD1d=w`x+ zB0EJ!VaMBWY_iXxglUq3!7CJ1-xmgfF4w3+J@zXDz7=o6h;i^3pAH72cHg6fA|@7V z=tt=|Go()eySfFVpF!FpjvU+ys8T}4hst$x$rUzOoq7{w)sEpw4rsX|6--7_9_ zt*-541MW*#A=e8?d?Rp@ydJ3K6|n=D4}6<;w7zf0N-*_Mw9-_G=#4#vZ5qzdc}(PJ z@8lP7eb8Sppxg9T81o4SfO^-D!}Dz6Zjox|<) z&e#5{qBYvsHe`+1-haxI?_R#v#6ITaPTqUPxQEmd-Bao;8S$|X6s5-@2R)fZ5Gq{L z4|>fz=QgN}Yfx`Va4<@ir=6Zf(%813&(`RRbfefQd|nv4Y?X#Yk>PVi)tFJ$BE?$n zsC*1i-30Q^eMm2)0js4y>wnWN)$bV5sxkTa*R;hC>$Cj)qpKTsRSJG-^NvudnIBL_ zg0FrdJQK<~q%)(_5O}TTwy+TH?wleqLHWxs`o{C+oDs}ZCK)|s@vO|19#|4EaA=BH zudb(oDzk^Y^?L1a=t%JGjZxitwbWluiptJ#;`;# ziXFaQET#|Nk>_fhP{#^n;z2W1+UwVR97O6BQ%2_gKW1h&5tH2FC-RXEje!!+WW@I$ zNo}Z&9tzf10pgyC&B3rL;pElYz)o}~7UVfuS^Erw-IHNoT=}zZmN{GD5!$p*1ZWy( zU{*Y`q4oiQ*n0Q3^jAo#7lR2}vOs8Hdvr|?nZDf;A6fYFpc#&*gKMH9fBDu?FA#Vye>GBJ@?BaLW zL3D`r^!(?85(1V?3R=Rl(5x+Q{dUK4L(4*RlaGON<{Y|vq9KJNq&~KKQgQx%$6@Sm zTIlj+t=I(@=($}$rd}`0nA`X2)kru{-xC0uZl~QVo)Y8Bxg^z(2A^y5c$CtK1MGqu zfQII~mYifSF<__^ae`$p*)80Rn=3!lbPK470Z651Qj^+fY2j_wn%k}H*pAMYS~DwG z(>q{9bDh+VUp?tfhQ~^BIP6)n1U4+9VF8x-Ef8Ow*+a33tSleH(PDG&eS+3N9os4+ zkdqRPh_j8q^L>Ek%tINlxv-_qIlO`(Q}3!A{iUqIX8&H_#)G!XYt(QTqzO?elhTCQ z?A)F~!@ze`O4=H!i7FG!G^@rOF*5(1F&L_7;5FvABN&-^}GX literal 0 HcmV?d00001 diff --git a/gru_sac_predictor/results/20250416_182038/config_20250416_182038.json b/gru_sac_predictor/results/20250416_182038/config_20250416_182038.json new file mode 100644 index 00000000..f372d5d2 --- /dev/null +++ b/gru_sac_predictor/results/20250416_182038/config_20250416_182038.json @@ -0,0 +1,66 @@ +{ + "run_id": "20250416_182038", + "db_dir": "../downloaded_data", + "ticker": "BTC-USD", + "exchange": "COINBASE", + "start_date": "2025-03-01", + "end_date": "2025-03-10", + "interval": "1min", + "model_save_path": "gru_sac_predictor/models/run_20250416_182038", + "results_plot_path": "gru_sac_predictor/results/20250416_182038/backtest_results_20250416_182038.png", + "report_save_path": "gru_sac_predictor/results/20250416_182038/backtest_performance_report_20250416_182038.md", + "train_ratio": 0.6, + "validation_ratio": 0.2, + "gru_lookback": 60, + "gru_prediction_horizon": 1, + "gru_epochs": 20, + "gru_batch_size": 32, + "gru_patience": 10, + "gru_lr_factor": 0.5, + "gru_return_scale": 0.03, + "gru_model_load_run_id": "20250416_142744", + "sac_state_dim": 5, + "sac_hidden_size": 64, + "sac_gamma": 0.97, + "sac_tau": 0.02, + "sac_actor_lr": 1.5e-05, + "sac_critic_lr": 2.5e-05, + "sac_batch_size": 64, + "sac_buffer_max_size": 20000, + "sac_min_buffer_size": 1000, + "sac_update_interval": 1, + "sac_target_update_interval": 2, + "sac_gradient_clip": 1.0, + "sac_reward_scale": 1.0, + "sac_use_batch_norm": true, + "sac_use_residual": true, + "sac_model_dir": "models/simplified_sac", + "sac_epochs": 50, + "experience_config": { + "initial_experiences": 3000, + "experiences_per_batch": 64, + "batch_generation_interval": 500, + "balance_market_regimes": false, + "recency_bias_strength": 0.5, + "high_uncertainty_quantile": 0.75, + "extreme_return_quantile": 0.1, + "min_uncertainty_ratio": 0.2, + "min_extreme_return_ratio": 0.1, + "use_parallel_generation": false, + "precompute_all_gru_outputs": true, + "buffer_update_strategy": "fifo", + "training_iterations_per_step": 1 + }, + "initial_capital": 10000.0, + "transaction_cost": 0.0005, + "opportunity_cost_penalty_factor": 0.0, + "high_return_threshold": 0.002, + "action_tolerance": 0.3, + "load_existing_system": true, + "train_gru_model": false, + "train_sac_agent": true, + "load_sac_agent": false, + "run_backtest": true, + "generate_plots": true, + "generate_report": true +} \ No newline at end of file diff --git a/gru_sac_predictor/src/__pycache__/sac_agent_simplified.cpython-312.pyc b/gru_sac_predictor/src/__pycache__/sac_agent_simplified.cpython-312.pyc index 2bffe33bb43e85f2b390090a53ca4780ea80e074..25a163f643c2c3c66679f73de1f48ade7b875d39 100644 GIT binary patch delta 21 bcmeypkMZ|DMy}Jmyj%=GP$9XIt1un_R=x&` delta 21 bcmeypkMZ|DMy}Jmyj%=G;3vM3t1un_Rk#LT diff --git a/gru_sac_predictor/src/__pycache__/trading_system.cpython-312.pyc b/gru_sac_predictor/src/__pycache__/trading_system.cpython-312.pyc index bbe4ec5c75f75f67f530f0f39531336d020fffa0..153f16e0c7085cd14ba75c37e547115793d872b4 100644 GIT binary patch delta 7967 zcma($3tW@e^*IR%gai^GAt4Y5;Ss~j2la(dD56$D5q#^?$QL9mB>3e6AqJ^!x3S;) z(B0L~>S}GbR&8yCr5jyevkzTeAHQVAl18`M*1gvaA6;GBt^a$z5JBtu`^TT>o_p`P z=bU@)Ip;g~5+0BR4$4yBN=Zo;(ch9%QCt3@q10{_G?MSAO47EnT{f@1#n#C>7-tLT zVFN>|59dKufYet3=*YVb`lNeB8+1&vLr);6NoEud1EX|g$GT$LocM=kthu9Al0}8I z%9xaU6E+wbJ(GGbY{-?1@E?=KsAw;bF)(V{nwT`oH=jwT(9C2|STIJH&1hoG6Bum_ zQKL}GHS=EShQi(iYfj+p6()dxkxy2JG)#hDWK-bg@F(fPnEIg)> zuv^ADy#@^_Th#-8lJ<8kx$`?ofyY;sh(Sf(X>MPswRLzp9B!_w!`AAsb6u>%=45)J zI$O8LW#^nOC)az!gxu-1xjc5p!9+DSuY(((bW>|Oyrg>da(Ih8u)0N6WF1HdCz&Ib zQfv#!=<2%4uyVx(rFukJ6jBzQRa!{^RM7OS^(kLFNwAi`v1y*#pE9=4Tif) z{GxVoe0IETmy(bygLoR`RuC~j?SiX>pU_K)_j)B<++yU?N}ZNTczTSTxBZ5hLPi>& zVgI+#q0JhiIF)SvW|62fS@T*knR1WP^39~2YD`nAot~^%mBBx_0+M8XAQ$<83`w=b zc8@%D;{Ia8De|Ys>_+Dj$d`Z2Bg@~(kTA)y!Bd=rE>M4{M@6XcnAMpdEKT)0j_sD;j*W>&SwZ?EVVV z?RK}@!qZIqh3qy{1-YKivzmX5zBF6{aT6&N&2bPWM(*hn>>dovsR>E<8L|E;6h;%<>|Q&^v1~J)h$gt4l+jF_kWyV8JuFQIqG<9OyQ|9~h_y=C zN*q$f4|z;8b{1Xl#gt((nb_GVWg4aPnVVTVLl3j5*ULFNDkdblewrU+j@wTOz56M+ zOLRe@8d2ni6uCh~aYU(paQXL_k0?zcr74)dDXiQav6c_ihLy#U(#hCPie%_7sxo(T zBf651t|VBtAgo$=!@%6IYF;Ew%jfLL8A&S&r4@~eM3xoet0GZ)|4Q+NifOww;k44o zl-sZ^kLZmT;=~1^v;s<8v|J#r7e~HMd(n`)j~mIG7RsA8l2;qbt36{_G@u$4C(E-g zSZ9q`=ZCEGpWkuDx@=76s*%!#q0)uH>c%srs|Nao4aE0o3@MF4Q^T9w$O>m@g)`XD z9&F!1<@Z6g_%m$Qi!a3*I_QTDV%p?wMBP$0i6a@hYv)y2mqiKktm{_G4JmVj`5i%b zU$A2*rS69%xM->P4s4c)>z84>OuP*n6DzRtif^{?`3(IRqjJjkb1#0LU)NRV*UlEb zFY6%A%Q)lQX3h4=h@9Zz@!h-!L3}NftPYVS1p|aTcV4H<5;|D_{{hxV2r+ zR?&lImm#6d#76;tUM1Y?Jy4$rXSQxmk_h~V#AhZ0r&_vey^Q7!t zx`_1otvSuOT5#uFWT6!NlJyBZ1F!id0A+zwegDpcdUE1Nj11TL%E?zFdQ$Vy1JFT2 z4=o0cWbK_QW@qystH4W6?zO|O0v6sZh9!YJ9)1X*nq1glUpN(c?nHn=5(}m>>|$`R z_aRtG8V{7@twyvIY3@c0MY8j;`vHPgWdDJsvduWSf&Aq_>9R(OMx|U=C(WI65Kp!X zA#7uu9nnNLV`o`=FWVr@EX8OPB2cgxyGdBvN(%_iI*qL)cmCJ}I|93Y`~s9^jHe_U zXA@F06V05EWu{HJK2FvjTw0--xL|60h3=*m@d@(U!A|)@RJ?Z@-4%Z+2c{C&qbp@Q zX%*l-A9(H2EeZXjGLf3K~izhuvneH}+OKfg4%ctda#8#H>uJNjr0_@NGC02}J|+Qs65 zMOS4ab^3$d-|zm>7QSsy+rBR139E{akq3VI0VEOk6UP36se}20)k6iLf*C=jDN;Q1 zd3Zkmmy%HN+@P|6iZ+;n=GmdF*#mc+&&qyO|FHhh{K5Grs)8$8f)0Ps+(#wViI-pq z)`?f5cx>pPp;0_=$Iaq>XEIB|s?uZZ@$RGD&utlQ8~WjsSCcl2Md>Tx>Ye1vC-cSi zQj&N0JhTVCJlvlM`-uOzhkDuHkJsm&rzU05m08T9EINna73@mvK10?G&YLO3&IiKL zbFAIz7Tmz9jk*3Hj>{aKo|ZOmGc@$pRBk{(a$9nx3&6` z%S=secDB<|Wn!<=QJ=cZRB!Jw)w1^OjAy%>4u48^ykM~Q;%fBZ*xq6xf!#s`Pa(jx zz&4OqUYKPOzBdVsowKt;bSkRq^srp3$K~|cy79ZjzJUuqBgPkX>T8Jp8^I|A9#Z>a zp)9sv;(l?y9My_KGu7kgFKz}`AmgP$-0mB%)Bh7HqlKN@^`STmE z!TsdvldB}`T0eomS;>M^HRPkaGw~jg#7Y=xpVU2xe04Ijgh`~RfukH_KPG9sf^?@& z7?+a=Pt_OA;dIw2laDFlw6uy<#>f4lAO1o^J~*i*9~_hS3&LbKNKnRCf#?PaDSpWT z(IevV*?wscuwoGP%lZ=h39Oh&btn3zUU9#S;wm>V>b}GY8m9RZX$_qIh-93DzbTq zk>tN`mZYb$IVeYkdq_i&PO459^!Vj)@iX{tXj*aJbdXlR%zda<{UoH|`6$&;Ij z`Zw8|GIad>J@ZF0ibEO2hkC*pQz9i5$19FjjFc=6l`P&}8`fANg_909Jk~H$I44v% zXLs$7>M!WBM|4v{x+!7Zw1~O*;mnI!xxqYpIBQG9Y@t1^A(*}Rtab_6`kV58jh=7V z(=ej3gfx~TNny>@NUnL$8i8iPS?$8}>AIky=ESTMB|&|CIKAOQj`_Da<%hZl>fbM# zwr5kQX?xvHIuLj75?& zbsCAgOF=vSWU{S73rT!vC1{ec2J6f6rwC&TVJux3GjLPm!njH@J7|=o`D1G`k7?uA zaIP{=(>{X?`q zxX#`mT1Yi{Ih2*9A2-B=e30eOCa<2+ki>1N6SJSepL46>Y=7>phI9OR!tmC2R8CPl zR%JK+?ox5p@u8>35Sl~rb0_>JC}i{}(5#kwLsq*bPjc6&hUA@@2YF=knJk@2$cFhh zuOk)5im5ehDREKMG7}W!O*6nq{(2@AYDvTWIix!kz()fN`za^Gl zg<@SO<%QaP9yJ#G6QmW2te+yb3deRLXr|q0N~@EzQJHQpeO~EcS0YI%P9$)>oep*` z68-^!Q2dwSw2-r7R|TBFyTI*Vy9^-V69}F}P=cTdf$;rG6u4q{;`g9CYAzJY6B8zV zOfsxc)WtT7T{BJ;ke8x$3arrCpCJg4lyeR69NBbk3H+Qqac&a)g1mcf8VnOSzgKn{ z(|ZAV+J7@Fot&diZgJS>qnPmzR`hUQX9xKxUG zrF?asBs^EY+8{Y=kgm=n|M<|7I-9Cq$I9r&t-#JE1s_#H5n20D1?(i>{pdi`ZMYM` zutM<|yHL@wsKn{!SS+?;))Wp{D5d|2D-zKlUm%u&7=Gl~Sri-h+i$zrysd01-h-#n~BH6}B z{(?)1i^Wp?p_;?XA6q^uLj3ufUoHRT7#=CMUX|b=J3a8_#gE1G>HNZqx$IjUF7`9j^j`?B5#68PFB49?5tVL2fUDSMig|Iv!q+?Y@kZawrGZuqbNNjf@P_JPIu=c2oL>5@=U|uclQl3& zy&nk=Ai#TrZ#@}&xRC#W26|+NaPTo+u7$Nw&D*um1P=b^TJXRSUz7>!U^%}t6Gmhk zaK9V*jXJ1-%lttdSgpd1==#COLUbOo6AUE8&Ewde%73Na z+HZus5^!Ak8NJU=~cyL@$fVIfs{vl`l2Idj8`q7*f1|_=^Z$;vY3YS>Xx9 z_ad`b5qlZIYY1LP@Ct%o@&7b{ZOwlW7w%>!5j%z8D+D6C%V^q!M~AUD3eAl#4r8N< zKKchHPfu^`+WHQ^HyiS0XOYi){L9&pCl-r`f1eE!Nc{u{8Oq#yJJkhKvN zqRx(}^CN1V01J6>F|Z&T?ka}O2}vCiQMw(ja>LOQpnn9i@zQemC)5ppS`P22sL#GV z5A@nARHbMNeP-{nyKJ$CU-l~hZ(0z*r+n6YxK9zgNu%bM_`&&bG*567;d3M$e=Hl| zyx=RV`JM$}lnE~X1%F@xY^@VKXA^o3x*2`Ar4Oy%*!#h86fYBAiEL3R>*;bc*2%Hk z!%g0}j$g76?$lmJK~Eqr)SP`1u_OG;3u$_|%AZ>Zg|fpq^eHc`hITm0cUFT%@e~eW zk-;A0AFqZv>Sqvt7Qt}@pYWelgAI1@^))a|Lt3_8`St`D%Od>fuL>p2Y1qtf{pxfI~W@=55^wWFsDV6=)-j@=j?FA z9^i!S2_Y+3MhLc>LY4+8ePTfI`3Roijay)`0)sIs@i{wLAMe=$R;c73-U8>qHQdz# zasXzypMia9sOR-vPzvw!wO#PCOfcEUd}22g(xWfy27^K{;1T5P;TyZD;!pBj-C&Vj zMZoh{G&beEA$M1u?NcGSw6iND&hEWT`yzJe42^u37XY@K$ljh@rHJ}867`7eCX2mcxF-2rwfMEP@f!K7t#ap^n+^ARjS zV8*QoU*?}+cLxGBO<$}LK?8R23l#fCt;8+@Ki{y6x^SCRs=M6GZ`%c$nF1BgS;Y+v z>;Y;tYZomf!r7Iqq~4pEJVBsEnmZX z?uHu0Dx|2#(I@zq?go9Hpv#T=MU&>z3v`#uF`q5ruiOoP$aX40e@TS!vvpZD3dp=H PLU?U-Z2^Df9VWS#m_iw9L_`#3-czu}D!BaKynDWY6n$TQzkklX_ndR@ zJ@=gRo%{KAD*C$=k^dDD5iam&SFF&uYx8T7E7ed+*Qd&UYINwW^lK>Lv zCskURRkOU14t2zqgj;nMr8N=TDE;8WdnY{DgDvc3Gs+>B{*R|v z+GKf2zR#)+AUOdv>aj%ny*-YZT0upp)NG-)+5{=FdFf_dJl*zPoRriC=|kVf(Z#i` zzHe)DC7d<&k>%lGHn+*{GFz+`I`BvZ9HCi{E~Q%^EmL1mRS$*;`jW1x-{9VSZ$Ggv z5(?>ThX>Bnla6dC_FZ*cfY?BEgVpS5CRUTv?6A5`Hm8Zc;i`s*sH$msav-G9>^6Hm zgiHfLAX5>3$JOPfkV4;cO>+Sr_6@8E0ciJKA@OQ{7TKw&2$s@^cFuw2v~y>XG7v_rd>2mBcn3R~2u(C+ml?MBp5B!%fyutZ z-G2laPfPbyW{yFf9t3e&qmar+zy*@E2xZi_$Ecr&^zFR{SmC?6_XMP>94?2|>1lSD#+y6=^-7oB?6KKxo;Fi)p~*wf z?3-(d7|Bu;i24Oj5uLWb2{zKB`=3@kA`t}lo4#p1OJobLBS5p=y8+(d+Y7UGIPNFY78hy0rwb(xWc)u$7 zicarOFYeP7cg?$`OWLJ(SLAu!(Aqx%h#19jnw|z%xRxB2olA zC$bk|0XFy1;bT)$>#;q+fuA5T+nnNoO?;q=Oy*cmwjdKf0fFcdW?*wVo%tX8G+%P^2kGc> z4ejCihPp;GX|hf-kQ*<&lQ8QhAIgg*$tZDu8!6ayp#t=s;9i2>h|Nrdmk=;mNhw|Q z&crGVsesI4_L#{*B-KqW;%RW%Z7$PFv%T3$-b8^x9ExsoxozmYZc`(7Wfy59LpXQ~ z;VlF!z4A_`B4`8}{_fPU8z=|$XxTZwTVd@PDXcWI#hvs${QHk~$} zjiV=S$I>6qsv@0{BX~oo3oVcrO+WWHs1@9BBm)hJeo;@i^*t7*;uDZ;-lY0-#!2m( zyJj`GMY|gCmBOuT2!y+vmoBxs-3`t5_P7SK&2F_Aa+}P=V>8?BZPW7Tv*(O45kc<^ z#d*RJl=SqutZAV*hvOMbPrVgtH`o{UB$(kg#YV)d#8e^Zv*fX(TGwx4T|K!I03AQWQ#{JH2=f&)q zec3ZN$@-%*1`L_|BfBFn8cO;MC7Wb_jG$xt3sy(Rv((M07o#)#qBD0dybwM5QjEr* zSbA#WDWhLo*&kDNNfqsn8+E+$K!v~B>L1nMZ&>D!X}qAa-MOUJo(rwo-t5nrdnWBn ztUs&rqQ0t6U-hFuwCV@9jxYZ0*jb9QMB%-}u(F4x?`1@mO_07fLC)zwxR_r|7CDCD z0jj^CldKGMumeX!=L`=-B(d5GHuTmm6uCB^E*{{3|XTm3Qd85qCS4*cl^s zCVIy3G4b&fu}{h%MH=lDg;a;*4slE4<0+z@OOhqt1U9%B;^?V>l1ly+JA%QhW1Htd z!V4eADu1Oe#w$)Yg8QC2O;FvYkAI~uQB+6$AJ3p4y{95 zmNGKV*o;tKGoJh*o;H6nxghnBSY&eRrg_sk*N+g@dqcRW;n$)&Uyq}qm(^7DQ!F)J z&frz)&7x#B&I)l6-VjULJ)3v1>7k&ZdP}@K&6|EWoxX8d7oB;3=WQ|`@7eVFJ#F9b#KP`YPD!I}NZhGR%1z1lv zeOAM3rK_KnP}|k<@D$y3^&gsxJluH{j>1eJmOP&#b%pNud?7^B?>=u_ogEBhu?j*H z1dF06+?r$?HpN%wcBE>tZxsTTZh?pfo5#dm+v#p_5eF$l7Mv#_^RzWt$z)`_h9Fi| z;^bm!CDvd+*H=?V7Feia2f|JSBSJZXn8-p<*JW&uOge^Z>6zjSBOcSs0UQ=z*ui~b zQ-cFq+Hh^QawE3!7|3DTd#wsyp^EF}@G7mop3BSV*6YP^lpeaiMR5ePk3i@A;{>Gm zB>#LIB*Rg@HUIssWVWg{UpQl&rLRjC`qHMfCYbl~fQ+VtUyX%Knt5Y1 zcxc^?ZB<3MOz~|WEIxTNAhkI?M2>b4tt6hASnK=~nFZYFFjDy1B(Vqu91aMin9jJV z;T7`ZH=orc$QQuw(Srj1`)4iwMkH<()BnBc2x*bXlLm>LlCQHS#mlQ}5xx11fnQwI!++uB!`b1h8Ors@%UOA`#ZGErHax{7I;es!R-=Oyc$&F%kgs?K zxt8~K>mUK(S#~TD{t8Ff>Ll2rcn*i2?@daEcnP$yqEvWSy_xp~LM%47d5N9-Hk0Wg zSNQ@mQiLt6L=WAHtw_JfF6-ej7|$jcpbi$XXAIzigX{+bEQIN-E)6a!s&P*XSYbMp zD!$}0?P;tt9kgsyI;aZ8YW3$c7XvO3{wP*!!P|pq6)__I9j6<^-b;t{)uJzmp(O_5 z{};OVgHepbpF=Phfxn15vFzN%CkRNFSv{l!dnlil?bdM19&=Q z&t$;-)#8y2;^KlQic|%P@$#MDoe-)J79fZfx>(xYuVt^|>8(NNMp=FvxLexp!KPTr zzl_vAg#8F&%`19I4e&yWbfAcsrleKodeV+OHO!s~V-nD{0%0Dj+hY<7;|Vyng1wdr zuPJ><{|VvG%#j88na7ddg33-H^*X{ygf|d+5stApv%s|aJEX;O`Y%Ymg>VPqdk%r{ z`}eg#!~>VLKuEi(iMU$Zg4c_`irmE9VhUa*v1AX{<))>LX6G_1Ig3g^M7D^f&4geK zH4z&-kPT|dkI;J}8>FDTj!chp`?_b+q3b#9N)Dv5h+HU8)XI2gcklFESQc8M%jtnW zov~}){p;XhsG!N|N$E?N&^2dRA;fF&`Zo}jG!T_G5TzN2N*stvVV@NOfzaOiB3LX7 zbxDO7GYqfnJw6_c5-_tbO5kfK@9m!me^-x2|0eHq3kD+Y<$~bV<129sW~Z~6r-$H8 zp4?yq<)DX~>`pmsP|iTn=?MSBo}UW`^rBCRFC@`d?t7Q$So7Fp^B_eb#>X&gp9jlk zi*8nfZiYU|zdrB_ggba2?7`_3;{DqckP}z4(~>vl?#%?J9HE@$%!eoA#f@x3UAS_x z9jTpc`+S~LZm<*cAycsfyKb^C=EHK>#i}bHN4Xojx)EMtofYtK)E=bwBD{=noqbRN zCRoApD`A4e_g9Yq4JEYWLrVM_wXyjBNl*ed;$L6pGzio(C6ysa8j2M}}h;JUzJVtT)G=v@O zCp*khV&n#-?Y1V;#Ht*S2ZgNF0Uv|8x84b104cpsxL|7(%wV@y!zlQWWvqcW6{5*L zV%OI|CVa`1osg&$4cLR4Ev&GUFMK0MN!b@z`TK*E- z!`@j71+bS5t%b4ha&Oi;NCIy88S5bh6tAszQ6zR+L9<_ZJ_Pkba6 zVJ0?Qt7HojH5|InX@+4JNWE;0&UOriXq8JqcMU$C- zbaDreJ{0wc+110gZGb#w1@axn-bw7k4d79ZN4gG=p@da!gwoPE$We;D;@jXiIJ6bP zfCJ(##MM2x;y~zRexYl&Tc;8OJGT+8C7G3=9TE_4muqG!A>o#QcxP}<8awwKnEwy$ CTqtM& diff --git a/gru_sac_predictor/src/trading_system.py b/gru_sac_predictor/src/trading_system.py index 1bd725a3..d72c1f53 100644 --- a/gru_sac_predictor/src/trading_system.py +++ b/gru_sac_predictor/src/trading_system.py @@ -368,11 +368,52 @@ class TradingSystem: self.y_scaler = None self.last_prediction = None self.experiences = [] # Store (state, action, reward, next_state, done) + # V7.23: Add storage for scaled feature indices + self._momentum_feature_idx = None + self._volatility_feature_idx = None # Initialize scalers from GRU model if available and loaded if self.gru_model and self.gru_model.is_loaded: self.feature_scaler = self.gru_model.feature_scaler self.y_scaler = self.gru_model.y_scaler self._logger.info("Scalers initialized from pre-loaded GRU model.") + # V7.23: Attempt to set indices if scaler loaded + self._set_feature_indices() + + # V7.23: Helper method to find and store feature indices + def _set_feature_indices(self): + """Finds and stores the column indices for momentum and volatility features.""" + if self.feature_scaler is None: + self._logger.warning("Feature scaler not available. Cannot set feature indices.") + self._momentum_feature_idx = None + self._volatility_feature_idx = None + return False + + if not hasattr(self.feature_scaler, 'feature_names_in_'): + # Fallback for older sklearn versions or different scaler types + if hasattr(self.feature_scaler, 'n_features_in_'): + self._logger.warning("Feature scaler lacks 'feature_names_in_'. Cannot reliably find named features. State scaling may fail.") + # Cannot set indices reliably without names + self._momentum_feature_idx = None + self._volatility_feature_idx = None + return False + else: + self._logger.error("Feature scaler lacks both 'feature_names_in_' and 'n_features_in_'. Cannot determine feature indices.") + self._momentum_feature_idx = None + self._volatility_feature_idx = None + return False + + feature_columns = list(self.feature_scaler.feature_names_in_) + try: + # Use the correct feature names: 'return_5m' and 'volatility_14d' + self._momentum_feature_idx = feature_columns.index('return_5m') + self._volatility_feature_idx = feature_columns.index('volatility_14d') + self._logger.info(f"Successfully set feature indices: momentum_5m={self._momentum_feature_idx}, volatility_14d={self._volatility_feature_idx}") + return True + except ValueError as e: + self._logger.error(f"Could not find 'return_5m' or 'volatility_14d' in scaler's feature columns: {feature_columns}. Error: {e}. State construction will likely fail.") + self._momentum_feature_idx = None + self._volatility_feature_idx = None + return False # V7-V6 Update: Extract features and predict return/uncertainty for SAC state def _extract_features_and_predict(self, data_df_full, current_idx): @@ -706,13 +747,17 @@ class TradingSystem: for i in tqdm(range(num_sequences - 1), desc="Generating Experiences"): # Iterate up to second-to-last sequence result # --- V7.15 START: Construct 5D state s_t --- + # V7.23 Get SCALED momentum/volatility for state t pred_return_t = all_pred_returns[i] uncertainty_t = all_uncertainties[i] - momentum_5_t = all_momentum_5[i] - volatility_20_t = all_volatility_20[i] + momentum_5_t_scaled = all_momentum_5[i] # Use scaled value + volatility_20_t_scaled = all_volatility_20[i] # Use scaled value + # Calculate z_proxy using position *before* action (current_position) - z_proxy_t = current_position * volatility_20_t - state = np.array([pred_return_t, uncertainty_t, z_proxy_t, momentum_5_t, volatility_20_t], dtype=np.float32) + # V7.23: Use SCALED volatility for consistency within state. + z_proxy_t = current_position * volatility_20_t_scaled + state = np.array([pred_return_t, uncertainty_t, z_proxy_t, momentum_5_t_scaled, volatility_20_t_scaled], dtype=np.float32) + # Handle potential NaNs/Infs if np.any(np.isnan(state)) or np.any(np.isinf(state)): logging.warning(f"NaN/Inf in state at step {i}. Replacing with 0. State: {state}") @@ -731,13 +776,17 @@ class TradingSystem: continue # Skip this experience if action format is wrong # --- V7.15 START: Construct 5D next_state s_{t+1} --- + # V7.23 Get SCALED momentum/volatility for state t+1 pred_return_t1 = all_pred_returns[i+1] uncertainty_t1 = all_uncertainties[i+1] - momentum_5_t1 = all_momentum_5[i+1] - volatility_20_t1 = all_volatility_20[i+1] + momentum_5_t1_scaled = all_momentum_5[i+1] # Use scaled value + volatility_20_t1_scaled = all_volatility_20[i+1] # Use scaled value + # Calculate z_proxy using the *action* taken (action is position for next step) - z_proxy_t1 = action * volatility_20_t1 # Use action, not current_position - next_state = np.array([pred_return_t1, uncertainty_t1, z_proxy_t1, momentum_5_t1, volatility_20_t1], dtype=np.float32) + # V7.23: Use SCALED volatility for consistency + z_proxy_t1 = action * volatility_20_t1_scaled # Use action, not current_position + next_state = np.array([pred_return_t1, uncertainty_t1, z_proxy_t1, momentum_5_t1_scaled, volatility_20_t1_scaled], dtype=np.float32) + # Handle potential NaNs/Infs if np.any(np.isnan(next_state)) or np.any(np.isinf(next_state)): logging.warning(f"NaN/Inf in next_state at step {i}. Replacing with 0. State: {next_state}") @@ -926,18 +975,36 @@ class TradingSystem: if os.path.isdir(gru_path): # V7-V6 Update: Instantiate and load CryptoGRUModel self.gru_model = CryptoGRUModel() - if not self.gru_model.load(gru_path): print("Warning: Failed to load GRU model/scalers.") - # Store loaded scalers in TradingSystem as well for convenience? - self.feature_scaler = self.gru_model.feature_scaler - self.y_scaler = self.gru_model.y_scaler + if self.gru_model.load(gru_path): + self.feature_scaler = self.gru_model.feature_scaler + self.y_scaler = self.gru_model.y_scaler + # V7.23: Set feature indices after loading scaler + if self._set_feature_indices(): + gru_ok = True + else: + print("Warning: Failed to set feature indices after loading GRU scaler.") + gru_ok = False # Mark as failed if indices can't be set + else: + print("Warning: Failed to load GRU model/scalers.") else: print(f"Warning: GRU model directory not found: {gru_path}") if os.path.isdir(sac_path): - # State dim is 2: [pred_return, confidence] - self.sac_agent = SimplifiedSACTradingAgent(state_dim=2) - self.sac_agent.load(sac_path) + # V7.23 Use correct state dim when loading + self.sac_agent = SimplifiedSACTradingAgent(state_dim=5) + if self.sac_agent.load(sac_path): + sac_ok = True + else: + print("Warning: Failed to load SAC agent.") else: print(f"Warning: SAC agent directory not found: {sac_path}") - print(f"Trading system loading {'successful' if models_loaded else 'failed (partially?) '}.") - except Exception as e: print(f"An error occurred during loading: {e}") + # V7.23 Check if both models loaded successfully + models_loaded = gru_ok and sac_ok + status = 'successful' if models_loaded else ('partially successful' if gru_ok or sac_ok else 'failed') + print(f"Trading system loading {status}.") + except Exception as e: + print(f"An error occurred during loading: {e}") + # Ensure flags reflect failure + models_loaded = False + + return models_loaded # Return overall success status # V7-V6 Update: Adapt GRU training call for price regression def train_gru(self, train_data: pd.DataFrame, val_data: pd.DataFrame, @@ -989,6 +1056,11 @@ class TradingSystem: self.y_scaler = y_scaler # Store fitted scaler logging.info(f"Target price scaling complete. Scaler type: {type(y_scaler)}") + # V7.23: Set feature indices now that scaler is fitted + if not self._set_feature_indices(): + logging.error("Failed to set feature indices after scaling. Cannot proceed with GRU training.") + return None # Exit if indices aren't found + except Exception as e: logging.error(f"Error during scaling: {e}", exc_info=True) return None # Corrected indentation @@ -1302,30 +1374,29 @@ class ExtendedBacktester: # 1. Get state from pre-computed results pred_return = all_pred_returns[i] uncertainty_sigma = all_uncertainties[i] - # V7.13 Get momentum and volatility for the current step - momentum_5 = all_momentum_5[i] - volatility_20 = all_volatility_20[i] - - # V7.13 Calculate z-proxy (Position as proxy for risk aversion) - # Use position *before* action, scaled by volatility - z_proxy = current_position * volatility_20 # Simpler proxy for now - - # V7.13 Construct 5D state: [pred_return, uncertainty, z_proxy, momentum_5, volatility_20] + # V7.23 Get SCALED momentum and volatility for the current step + momentum_5_scaled = all_momentum_5[i] + volatility_20_scaled = all_volatility_20[i] + + # Calculate z-proxy (Position as proxy for risk aversion) + # V7.23 Use SCALED volatility for consistency in state + z_proxy = current_position * volatility_20_scaled + + # Construct 5D state using SCALED momentum/volatility state = np.array([ pred_return, uncertainty_sigma, z_proxy, - momentum_5, - volatility_20 + momentum_5_scaled, + volatility_20_scaled ], dtype=np.float32) - # V7.13 Handle NaNs/Infs in state (replace with 0 for simplicity) + # Handle NaNs/Infs in state if np.any(np.isnan(state)) or np.any(np.isinf(state)): feature_logger.warning(f"NaN/Inf detected in state at step {i}. Replacing with 0. State: {state}") state = np.nan_to_num(state, nan=0.0, posinf=0.0, neginf=0.0) - + # 2. Get deterministic action from SAC agent - # V7.13: get_action now returns (action, log_prob), unpack needed action_tuple = self.trading_system.sac_agent.get_action(state, deterministic=True) # V7.14 Ensure unpacking handles potential tuple vs single value return if agent API changes if isinstance(action_tuple, (tuple, list)) and len(action_tuple) > 0: