From f39240efe0c288adb43321600bb7cb307c89f5db Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Thu, 6 Jul 2023 11:17:14 +0200 Subject: [PATCH 1/9] add cartpole model dir --- Demos/Stratego/cartpole/README.md | 7 + Demos/Stratego/cartpole/cartpole.xml | 490 ++++++++++++++++++ .../reinforcement-learning-cartpole-v0.gif | Bin 0 -> 20445 bytes 3 files changed, 497 insertions(+) create mode 100644 Demos/Stratego/cartpole/README.md create mode 100644 Demos/Stratego/cartpole/cartpole.xml create mode 100644 Demos/Stratego/cartpole/reinforcement-learning-cartpole-v0.gif diff --git a/Demos/Stratego/cartpole/README.md b/Demos/Stratego/cartpole/README.md new file mode 100644 index 0000000..57f0d11 --- /dev/null +++ b/Demos/Stratego/cartpole/README.md @@ -0,0 +1,7 @@ +# CartPole model for UPPAAL Stratego + +This repository implements the classic cart-pole system for [UPPAAL +Stratego](https://people.cs.aau.dk/~marius/stratego/). + +![cartpole-gif](./reinforcement-learning-cartpole-v0.gif) +([source](https://tenor.com/view/reinforcement-learning-cartpole-v0-tensorflow-open-ai-gif-18474251)) diff --git a/Demos/Stratego/cartpole/cartpole.xml b/Demos/Stratego/cartpole/cartpole.xml new file mode 100644 index 0000000..abe7b68 --- /dev/null +++ b/Demos/Stratego/cartpole/cartpole.xml @@ -0,0 +1,490 @@ + + + + /** +Implementation of the classical CartPole environment. +Author: Andreas Holck Høeg-Petersen + +Based on the Gymnasium env (https://github.com/Farama-Foundation/Gymnasium/blob/main/gymnasium/envs/classic_control/cartpole.py) +which uses the equations from Florian, R. 2007 (https://coneural.org/florian/papers/05_cart_pole.pdf) + +The system models a cart that can be pushed left or right with a pole balancing +on top of the cart. The objective of the learning agent is to keep the pole +from falling for 10 seconds and not pushing the cart to far in either +direction. Every time the agent fails, the system is reset and time continues. +We thus count the number of deaths during a single run and seek to minimize +this number. +**/ + +broadcast chan left, right; +clock time; + + + system Agent, CartPole; + + + + // How often do we die with random control? + + + + E[<=10;1000] (max: CartPole.num_deaths) + Expected number of deaths with random control. +Should finish in a couple of seconds and be around 23. + +
23.77 ± 0.162791 (95% CI)
+ + 15.0,0.001 +16.0,0.003 +17.0,0.004 +18.0,0.015 +19.0,0.032 +20.0,0.054 +21.0,0.087 +22.0,0.115 +23.0,0.15 +24.0,0.139 +25.0,0.125 +26.0,0.123 +27.0,0.079 +28.0,0.045 +29.0,0.02 +30.0,0.006 +31.0,0.002 + + 23.77,0.0 +23.77,0.15 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=17 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [15, 31] +Mean estimate of displayed sample: 23.77 ± 0.16279 (95% CI) + + + 15.0,0.001 +16.0,0.003 +17.0,0.004 +18.0,0.015 +19.0,0.032 +20.0,0.054 +21.0,0.087 +22.0,0.115 +23.0,0.15 +24.0,0.139 +25.0,0.125 +26.0,0.123 +27.0,0.079 +28.0,0.045 +29.0,0.02 +30.0,0.006 +31.0,0.002 + + 23.77,0.0 +23.77,0.15 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=17 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [15, 31] +Mean estimate of displayed sample: 23.77 ± 0.16279 (95% CI) + + + 15.0,0.0 +16.0,0.001 +17.0,0.004 +18.0,0.008 +19.0,0.023 +20.0,0.055 +21.0,0.109 +22.0,0.196 +23.0,0.311 +24.0,0.461 +25.0,0.6 +26.0,0.725 +27.0,0.848 +28.0,0.927 +29.0,0.972 +30.0,0.992 +31.0,0.998 + + 23.77,0.0 +23.77,1.0 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=17 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [15, 31] +Mean estimate of displayed sample: 23.77 ± 0.16279 (95% CI) + + + 15.0,0.003682083896865672 +16.0,0.005558924279826673 +17.0,0.010209664683929873 +18.0,0.015702049176074685 +19.0,0.03431233761285437 +20.0,0.07099151554205749 +21.0,0.12997836534293516 +22.0,0.22198406428487183 +23.0,0.34071618137621124 +24.0,0.4924717630817992 +25.0,0.6305310124510876 +26.0,0.7524786563444994 +27.0,0.869701749675018 +28.0,0.9423463747720674 +29.0,0.9813153138044625 +30.0,0.9965400238346707 +31.0,0.9997576988831227 + + 15.0,0.0 +16.0,2.5317487491294045E-5 +17.0,0.0010909079877259719 +18.0,0.003459976165329311 +19.0,0.014634582325176757 +20.0,0.04169879507953599 +21.0,0.09035814767691946 +22.0,0.17181996603357735 +23.0,0.28240130538824093 +24.0,0.4297584650591189 +25.0,0.5688784459558931 +26.0,0.6961899225470708 +27.0,0.8242275312668873 +28.0,0.9090858246054988 +29.0,0.9597851126261567 +30.0,0.9842979508239253 +31.0,0.9927941610885425 + + 15.0,0.0 +16.0,0.001 +17.0,0.004 +18.0,0.008 +19.0,0.023 +20.0,0.055 +21.0,0.109 +22.0,0.196 +23.0,0.311 +24.0,0.461 +25.0,0.6 +26.0,0.725 +27.0,0.848 +28.0,0.927 +29.0,0.972 +30.0,0.992 +31.0,0.998 + + 23.77,0.0 +23.77,1.0 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=17 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [15, 31] +Mean estimate of displayed sample: 23.77 ± 0.16279 (95% CI) + + + 15.0,1.0 +16.0,3.0 +17.0,4.0 +18.0,15.0 +19.0,32.0 +20.0,54.0 +21.0,87.0 +22.0,115.0 +23.0,150.0 +24.0,139.0 +25.0,125.0 +26.0,123.0 +27.0,79.0 +28.0,45.0 +29.0,20.0 +30.0,6.0 +31.0,2.0 + + 23.77,0.0 +23.77,150.0 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=17 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [15, 31] +Mean estimate of displayed sample: 23.77 ± 0.16279 (95% CI) + +
+
+ + + + + + // Train strategy + + + + strategy StayAlive = minE (CartPole.num_deaths) [<=10] {} -> {CartPole.cart_pos, CartPole.cart_vel, CartPole.pole_ang, CartPole.pole_vel}: <> time >= 10 + Train a strategy from a partially observable state space that minimizes the number of deaths over a 10 seconds run. +Should find a strategy within a minute. + + + + + + + + + // How often do we die with trained controller? + + + + E[<=10;1000] (max: CartPole.num_deaths) under StayAlive + Expected number of deaths under the well trained agent. +Should finish in a couple of seconds and be less than 0.01. + +
0.005 ± 0.00437914 (95% CI)
+ + 0.0,0.995 +1.0,0.005 + + 0.005,0.0 +0.005,0.995 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [0, 1] +Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) + + + 0.0,0.995 +1.0,0.005 + + 0.005,0.0 +0.005,0.995 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [0, 1] +Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) + + + 0.0,0.0 +1.0,0.995 + + 0.005,0.0 +0.005,1.0 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [0, 1] +Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) + + + 0.0,0.003682083896865672 +1.0,0.9983745804824372 + + 0.0,0.0 +1.0,0.9883705294401879 + + 0.0,0.0 +1.0,0.995 + + 0.005,0.0 +0.005,1.0 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [0, 1] +Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) + + + 0.0,995.0 +1.0,5.0 + + 0.005,0.0 +0.005,995.0 + + Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 +Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining +Span of displayed sample: [0, 1] +Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) + +
+
+
+
diff --git a/Demos/Stratego/cartpole/reinforcement-learning-cartpole-v0.gif b/Demos/Stratego/cartpole/reinforcement-learning-cartpole-v0.gif new file mode 100644 index 0000000000000000000000000000000000000000..44e99c45c64c6d7343e008c8f7bdad7ea82e0bc1 GIT binary patch literal 20445 zcmeFZWmg;AyX{SBDFq6&h2rksLUAp$xVyW%JA@W@cXxMp*Wl3N?gTA?K!W7Z|K4Nl z`#$G9pWr!pm$xh9x8^nHHCMzX#khG4e;}5>xP>D8zt8_Wf&agp030FKKcXr?Ydpnx zwZHrkehr7i$>C^nqAJSYgcU^DSU$ge@q8BK&{s&P2v7v3zvuE76NEQ#1UL$jL~U+g zz#A+EozdF7fsl8UQkfEU`9l$SU#!+f>k39<$i9UWN!AyRCD19C>x|VGji-Dz24+e& z6i;SwJA>B78cL>fz6PKYOEs3x7Dyy8=mHzd=1UX`q_U)%%70gAG+3*&R(_)Sv2X10T*5Nax6Pwcng9HCS&>b#>fcYz;)fN#(mcq2QzW3jOKs zuKU}|-SHgxp6&Gh`i>;q;XiB&I-*O&p1-uiZ+YZE5v)B&8 zGb`N=CUQI44j~Js+XhNIj-9IKYps#*DQai$ySxFk220aRL;Yy~PSEiMO@S2lw{6}7`~hLg(11*?;))`Rks>P`sg zq^9>Z<7w?6j`eBXC{4v_{RHR9X~T>d<5}Y`HS4pcC9{gN=6vXGmC%|$gt>J)+4{Wg zsCad^b+6nyP3UoOHKrrBZ+yDz?m+s&7;ti+k;ViYT-15ecRdoU z$9s{fJ}tP3u4=x@xD7 zs=onz=gP-Z9ctb1Xw}PpZBd^;D#S6JD!@;es^BR;B;RWpS@|xd1^pNm$O_?*@9lSA z%x;C97)%xD!F?bA#$PqvEqC4%qx^8S`rYr5eLbc}26lm|41aP)L3lYD|KfuJ^=p1I zsSl-J6F%4er1B(tB}&nU;$P^GbN%M^m(e(MCk0B92Qo1cI+2Lj+CXd`a#ZU4{*NMs zK`btB-Wrd_;?F6Nb9R!8IF)`2xU3C%1tot6N1_-c$9W$rerou^wRMn?GcH&@(hysh zd+4Lu`yh2DLmbi8AxyWp0R0IAJZA1;l;rpRk4qsyH?F}qBZ4r+D2CM#Qe>V{&&l@)p)!ROxMLDugCpZ&BMSx3@y4VW=HlKo6w=UoO311y zMLptC3Gr)6$~DI&#;H(}i-$>xr8|XIxlohe;EjuRe+X?-DHIfu9Mz$@N*1`LrZAV3 zHbhho>3@a5dJ{KcyiuDrXhTCCH8w6R)sWD=7D6WKIjM}QoaFP?w6h&$+`hOnb?jlE zeSS<%y}BXmQpHRvS#sKI1)P01Q6hLd_BaiIfpZYhOTQvZ&G-{s=f06G6}iWo4rXx9 zdlyyuomOf#Tww-s3o0M9b3ZcORvCutc;EEF-eqpTTwDir# z3-EWf*G+{1dWFV_)IxpwO{Ilwh1Mc)p}GC0$|0&k=TK^~edVUwW3oc;7P#0AyQ%qs zUTJ_Vz0^+tsSTB_G{PNU8s>%6#YR<{&`K`@wIKDWla*#%M*>3Wpjy`}3)OYL^5-x!7&{%!5< z2o6?~Xq%2i-d6LcDw65>WQDk`%vJUaz)f5Z%wOiwBzOnQzpCQh0&U&Qb^*$=652Iy111h*$+~+f)uw)cOyB& z_jY4wU*pfke)qSal8~S|rifACI4%s722kxMqNyFvCTV;qr52x4q%lsx0))-F8O3YT zB#Jqf9r&8*?Hy!X4q47-y5yUii+UWOY-D5K93Q&-y(mu14bW1zh_R#rZRRU-g6J}T zi0y5sCafSI=S7?aSQcN{wiB5?`k;b5^FIU~mGu?z{wl9LhaZ%?#Sg>Gi!l4FPOKZE z)laI!cR;b#z1a&VUOhMwYjt4iib{ux*GH!fouUz2jlWjRY(tjJ#w%*yzCU5M*;R zE2-jLAS@M?wfh65i{TJ%!GeQ0uG{I#2vHDIeH}ij$<HEvJ|sV%Sf-T&mWUaviw$T^En*Q&@bZ1(Q%K; z`fV7Yi@O}5Y16EukE{h*5p5Ef{q2B8-SXXK(RO}4xf@<}E9dj=JHC(={7iLg07I{J zTMsRZYgdH_s^gz)$1A3^hNpikdNXh~|D&r#I4J&PVB07{D zC*eA)TLnN)s98%ol!_S(?=FnNav#bDaiG1Z28i0K(Rf zH!``1xTC}%rpur2*mKU`Nc5pn4E=aFL54_Jn&fM78StSo3rSo<_$}a_Kl^FCA2U)4d-v^_hS(=7j3@yWO0*z}K{mwR zsKfwD%zY1$CzRP}kHAb4<56*R#GugI3QDqRZix>#PLckKCWQFQ5@>>R(FrE{)Z!kJ zGGgz4WHcHG@=F4d5EUXyWr`Ti)PZUgmx&dTMNC-7KsA51MC?-&W?>0Q9iT%>_FJl5 zAIYz}h+q7>sETzXJtv50l+%n1&At@f$yn$)q^I%caKI^KZ8qxCSNSEm>gZ(#g62au zB8_<9Zc`S;^PwldwD~I7rYwgW?7*D|e2yMC@~!&`VfTBq+|$P~ngs00Ee|DP|Gp|) z5qJ<%|8-R&!Rd95YBs+DFy228&#c=bLFlBA)zP~Akr-T7v5AqILP-FrvfNwfr-I%D z8dV_s=p40VDxEoKLfx5aDwEH&p2!o+Y$lBfZHLOMkz(BMRSKsnl$}AQSXrIM*Moy` zwCYobmn&*>sbrDlPcnKi`>%(!0zy-1SF;rJn6#6X|v)V;=Ga z-Ro^`S{<#+fM#ix)AQvhLsIiQty_n^VqbW0H*d4eL1R?~=aUcle8PQU47^Cs*Hd~e zb;x`FQOj2iGM1G9SY3Nmxtnd8pC%#n^8`N~fweqfhK=&x3%ZN(!Ue7^WPXo^DMUZt zOQq@u;r&)OklsxDPX6O9r^YfMVA-8i>?qCDNO>=eJ3r`{ddbL)u=r@l_^qL9fzbwW zqp>yWu>@tX2!pv^94QGtg^(n#MxhTFsf{Y}lN7yHg5m~;rVxF1>As1sS6H&7;m+uG zqA6lBWjb5_nPa$N1#~A>$QIgKQPGvBS)-Pib4O{u`P{*@6eIwAs?;!ZIXuBOEaYPfMpih*~`bp`TkN?#neH(DaE$c!0CcmEjT_!r>yP4HtU($zreaiaas2L_nz?p<(lH!7{7-xn|V! zdRmh5oVNG*-a7T+@xb$n&EQreD@%ZT>33VDCf6X-8g*%{g z`JKI|l5Ldx0^4cg4a!md6h%O1O!G_Mw@yG&b?n+WL`XrSxR5;3kMVctS)b?k&Q)(3 zUL(C#pEAIr0(WVpWW`MI1u(mfs8y_q=%VKZ6DFi&lhh{~IlDke;+hV{?T7?ebMN0nx?tz)??YD(p-kNpXa$qIYT zMuyCx)?-9$jX_uOvjzd$5;qB1+P}e&%l)zkO^@x9cL+%db0Ukt3L;oi4i+% z09(#!>ib1^rMp@!Hfe4qO)guQ3}?Wv9;=oiwws+OnDQ){^p0tLH!R3@K3V0qt9(h6EADI4En`pp0px}S<~6`Ck$&89+;Y(x=MB5hgRNSp4y0F}=n zd2D;1_W{5Beg1oTpkl5B?6qa8#myX?@WDya<1rVqwjnfvvL*D6ZYamBKsnuUF)&@Mjx zv~HXveY#0Rl+m_yX1^S}qQQ%gu5~?~QK4tz^0FQHq40758GI9CjG$ukX9(eKA*RwjQQ)7EkJ2)%qd3+Rbt6>z zOl%_b>Xm;6-n-f;jN{ZqIsrd1W~NOb%@R5FaV2Danc&CT`+~qZy>>N&3Rb@UDo(o& zo-A+59 zck23{ZsV4Rx>v%mAM99J_5nm5x{ABH%d<8uXAtvP>1b}tD83M_gKk@r=G`zyy}Uzr z>uBgcwp%fd(Q#3uZq_FFPv#h2v>?bK zr2R{w-e8fOF3SIncgUYIp5q;1zXvv}wWZI`3iXOHyinrZ?r_vSufGnxW8r8#t$ewO zBv#&d%1hbd3GRmC>7QK82Ww?@hw?eXk{_sm;L>>?N!o+ck;I&y67hnk@v@jQ#Y)B| zj2l!)iN;S}cK|b?;)zSDdG2M)_}n_)qJXT+`Xx{swX@XT8ILL)x_h46t;qu3}W za#zsKdWmIcj5*=FD{|S;q&o|^veWVJ2*lX0zmW%1kkZ-ocon=lNjn?1f0i7N$OY{1e(<~ZLr^&(&A$W_NE|>erZXfA_ zo^F@*pR)ixb{1X8>DAI1*I|kW8|eP@_u+>3(UAMR&te*66Ywa|Oy*k=CH78Lrl>K? z7kdYnJoud*w}Bx3>(tE<@_uuY5R_nuzR>+U)9oNCw^Fijf+;-X@T@92<7nQUqa0td z^U!5KVb~E_EHw^YuFq@gw2YrD%v5_Zq&S+CF{-@uM2VD=mQ;oxa0;n~KCyUii5f$k ze}`!{OZ-Z=VWT%wbx6lIO>pU_I}G%63Y*WA`OUMF{W8ijDcc+oMw9Q((4LUX`9aGf z$L%T1JQu*Qzn|~O=|x|XgxYjmkR}xrn-^QIQS`Mm8MaW$S_J2%img-vGR7g2)s`#qEY#5QfjlQPAVr?ysYzQwfLBu`n>LKM5gS} z?3xI5y{W3({H>~swyhdt+70HkDylE~S8dxj5eaL=t{2A7yUyA8YLmJT#!q_iks@*9 z&S;3}Ti%lL($#(B>`&vqns! zEh$lu|MnF8O%=*?J@f6hz*z}_s_J?UgT7;aPC=ZwNl+Y_x@k^U-SuWcT3NSATE~2H zdIsOows}!M0=rqnE`Bm*S*IY2Q`DOFyUX-rZ&%ZrGrUrnOT-Baqu>d(KLxZg4_6atm;#rLC;X4+zeAwjf0mtf zu)yo9_X4+bDM$dQLDuH|O?^mDxjaaH>IrmYFYo&(KeT!Gklx|J$rBLGp1`cnCp;oEla&yvAqxD+b$ITDd47eAhcDPl9*nv$Vi53>*Ud19#tzvi5Ja9z7C|8=LGc5pJe0zSHaWB)iWei9 zGKwDHQ4qtA*j5lL0J|{`;h?ajij!l*FN`>qL@`Yyw~{bT()4QG_tE8qQimAI@$5vZ zF_i6uKMak=fBUxMN}ka^#6^>Jx9nMLWlG{{p6NV^VxjF%gMXABkga-@;6!0Xmlw_E zbrj+Opx(~F7A&_YwB(es%-2%A!Or>Y)ka%pYvl>@O>XzZ%1jT2x0@A3l}XZ9F;}^%gv6|KQeTK0=j9LI&d#D~qq8k& zrgYx?()B)LUBVLft^38AV#_&f0WWACHf~wR1lkWoLDp<8JSs2e>_;ZKzT;ANeV&6M z*fnnF;{dlw5`u=%Yg7b|ga49BdES^RgphK@{ zA`wq-{H&(nTT`LqU>3Z2QOTrN7G9D=1WX zu^FYS6xvvB+CQB3mGX`yb69ayX~meK=O;mNSXQfaPK+Y89nR&tm@k4S(YPt}{Q>4U zW*!~}JJk`moH%zLHYOSV)8SoAJPm7;ndov;>O74W)4swPVxa_epx;ojlwf8B$jR?! zl=-QuM7OhrX#0!ydc6;1|9$9bo-CoFX<$57`xs(2YLR-jwqNCoC z`M)RNCinZuz@6#SP8^zNMywaA?7wdtN*W6D#%NHLRMrDwKWu&hDKjG3CfH-v z>c_c$GdYjIE|tO4T)Ry1Q}41S8m5Kji5h2c-cP=p#-^=epZ_*b^!^u?G&*=r1-^SN zqH$7i1JqG|yb(5xnRHr|)karbu}aY4oHr+Y<-SHS&Fr#{gzvY`I_L2+mut!gt5II) zBjuFhmS@9yF_5MpkXtyC>zup)yDH1we(G(Zrw}xd*iAPbjfHoi(0a-f6zS)~bMh1O zobA+O9E0u5ag~Ji-0Eb?N;dr-gG9cs=1J{O4XJ+HWeHnQ=Wb`rq)(=@z_i=7mVAu) z%{XDr!m+|F*1P|4m5$F$%KVE-;eh`z`JV+Q5>005=los(-lOK)o4EXuz_*Wo2%i_2 zV$pQCfa}p({jrn>x#CP72kN2Z&$4rCY10SaGkL^;dtr05qd_bI!&JQU7DEA&0T`xM zv-ApODiH)->CRRQA!>09y09jYTAfr^vMC-8NTbObvzY_0$$Bl?e7(2}jq}rbix2S> zvj#5BTJML)C-m|QhpoQA5y-bnB}bE@1bWIwncBKk#&8}(BI_h zAzrm?8KJX?=lYv%4Y??7E1i>bk0#2Yp2|G!B#P(ImSY9wAkkB;&D_Cv!-Y22 z9V$kX??}&E>iD`|bEW`9T~1gOC)G}!{S!6JGB3D!tgPslZ+d=m@xpP5aM^IFWnuv* z+{?1kn&$?)qA}U@Bu6713d-+t3%9D)KMSX+)5K?FD5y^kXHo_30Bx!oBhxN;x9cOK0#TCWnc~XR*nx^K^s=DlV?y+h< zpDEM#C}3E9E`3RQV&B@`#7N`$;U4x3uw3TnR=zMkmJxQ(&f@|8u(#FXv>4LPr8C1}qYWWUm)f1Q;&+r9qv?NgW1 zyd>_VbApnxY}0R2!>Gmue(-$LqFlh_+%HVqDtRIEf~dw7uDY|>Rfq8`&ULco%=Oq+ zXlPZ-jL+?v%c}O_m)5x;M!?;A7+SZ-HY#-T-9|j7oaceC5S8>U+st+IyWel}wj&@p3oD+ku?KtAiZ=ta))*6c&}eNZ2Z(c`-s`;?;! zo>LZm1W$;^JYKJWiTSRF?d^SUUHo!0`N0Z`C|o`CXV31;_w5b4D1WjFGx{{c4S z8CdCm0sFUcfO=i>7g%Jt5jY0fl&iV4W!XZE=hCg&lc~Tr~x|Wx;3Z;tVa;{z+C&N`- zIbKP?L`JzvPc+I233)yx(*HhNud&}Py5maUDSzWN_nWWIdf z>5If7(R;(=^nE1pj}~VnkG@e#1f@Jg$MZ|yY>sof;5tv!=uD(yie8p{v)M}X;av5) z*XM!t0?C)_$oKXRi;_RxajLy<{wx>gY({qzwQ28*PBLsv@^$F+EO}bNktcP%oIx8G z*_$>b{O6#V<$)X)p)Lbh@~SoWzd-daLCLu1e7lIOjp$1|Wpr z5(j;FeTN6gm-R3Rdepr$48|$PCHJDHVLmf4yH8P@sB`6-UwJSFKOz-8)eDJA@auXb~)X1Vt0S|zy-2bPD~fyJh!`Jo%j zM;b8@6q>}>vLMwWbwRr0ydWAY`ivYA0;{qD5R^8nn3ut-1YiW$iY?Z31W_e(5`VW= zX$E=}R2un%7|Lt)(y2u{7=EAlzagops7>tlswjyR>99{u#uUj+_y+{gWU+MC5MsXMiE;RqrTOO69xZfqmsGAXCjL<|uvG8rv93UgW$W z!*nHh^wYpv+yw6;(T9*`w`OJ0PV1Nk%G%;VlS*9vMzgl5$Is3Ef@RICyz-2MXS7F)gkhoqek{op=}h zc0(B-13`iWx9V;=^2@%*B*`sS)0P)jH~Yp%Nqp=@B*&?SL%0oN!f}>&HB7S7{%z~3 z=aAt2y5CSV?1bj{-0QqpT@U+$u#Saae$d+F;k?%w;3GSx-uQ6QggotYGo>%TcpWH? z`Tkaw>(d>WJR*k+%9_#B3bFrr0k(Hp&-VEG5AT`rOsd4cNPU)83COJ$D5JG5N&qQVa|l62NLC9z1pj z=^6NJ-4Pmf`?ER1^SVsjO<(6T6+5PowOy?9<( zPZI(>&LCxrS$2ykc$+S#vm>Mqx9e2;{t3Sq^#g=naOeGm3*Z@ezobzAU|Gb>o$Yt0 z`7Eu}RvzRb$X+dZ{=_(=M!|2o@$y1paYqJGjQvabU#UckbnKv`9=ksf@sIK1q=G|D z;=s&l+6i(`Z>R&s=eXY`sTNDjSYVu)Q>T8TkStEsqDfOt)ExLXR5D5KW4bThVADB#Zw8pByQVi8i)x5Md z2_%G8_3bRyR*kVZ))h6QS`{`;B1jqgwN;$nCk-n~_tq`LyyN=@O;xMv9g2YQvJQ{F zh@!-obBrlnoItelZreYr1-0Peh>IA69O}!kE+gsF(2{&9mcdmsX-8#a-@#%*BKK3) zk-68ZGb2<9r}D$3vPiu^rk1xqgzvvMVG6S>>VU`Slnd)8nFg4?O!9*xou~Ma&zvPm zQrN*?h0(GaroIyDDoju@61&bbV@5g6@)N4mkEk1W)i2;X+crG^Ruhd&nnI5;%Nzw+ zZc9c90yt|d})konLWABB|%ruEic;|^lz zxW98{+BaMod^Mn@Lq3r3M0QqLvS!+V(^10nSKBy|@sDcPjr+Tq~b(mHZd3egBz+Q>XvSod!O;(?I|ptK8bCqQOuM89HS5IVu_h zVDgolys0nh_op$w`qoxoESy4a2;@(jE0)hBML*v=ZlF_$;0>8$vI1L(8{Qcf63{#|}JQFv-W1mD%0ohYGxi-NCTNa)raSlwt%A{04MwiAjqkI9qAEyt!4 z6gWpsLiC+9snZO)_f6BYsw~YS?Es;_Qk5~nv@$-T9qE4g=RD*6!8Q9NQCidM~_CZV

(Ub-}6$;&qD%ECXvt4G3DG}51(yRsrQ%ub#}b=n|a zXbi$o!3wJ`MWoEdUKC>j>K;BG{>9#7tu>s%aTXI*X@O(PXLtH3@mvrwuJQ^!Oj!G^xlP&+FyF38eJNVM-Z1&= zRxQBmEt~H1nJvpdN_1OP!x;5uwqWc}H@kAOs!hV&83Ik)Y{r1Z14-wNX&_#bB*#(y zOVRedw`W-E$7nwR+zUy|8?Zs=<7~`*rb7%bU~dHz{}F)nA?19``Z?DPC7r%KXW{Aj zaNYVXxNB){T2^3moo~bEE+wW$;N;*_v%u<}`lG?8ruMp}`5`R$zsLhvao8yX={C5HqCd?o#YYP4+~sKrpK}*RC{@vE zM$prs?8b27c<#i>ViXk`%Ye8|qsV|R)JB?8V@6gIT2K=?-QjC$LqpzU%JlE;^i(O1 z=}1f2j-Z{sO7;Bvc17e3ICljawhyR(7HWSUL>Y2tHW%@yjvIs^)?U zo^vH@n|BVxAw=~;cz(aI5a>!O*$`fzy<7u+9$1qf!_Fdd1~T{ffG5AqKg3M(9ZtxP zjvq99nHGf0%*-<3?p@6g<4!hCNWS!K5T-E7S0s)p%Wg0cJDF0n|%*%Q>Nu zpbPnGUXsZUyCHuQo1m zUhQ4$vOMMZFG^>gDHZ#dzWyDDN&b5kLwRs7&bmGDtglkfl>Qxu|3RtBGo_->l>XJ% zXG+OXfb9RFlpOi|S!m5=|5BQz`Kwf_5IYIu?D(2~&R;rBO&8_Hw7XKJ#VL@%)m)?Q z!x*Zr7tYy0wW(>d>$noLOtb7UZ(xU;m0lMzbmImMFMq4X1FfeiBDHp>UHv}&@m^!g zur`rVUrq;~+;}2OK%9i1=X!EFQ&wB-OrvRJHcGk!fX;3=(Uz_`?$*`T1ls8EJ4w!f zvO4TESnf7XHni^Swq)T3Z}9WnB#b3>m_)C`9NIPvW8f16-H@+-yCKQ?0Kvzpo7L5X z9ACUgpN+_~PeGgUxqzGN{ljdThkdF|z>9v!rZ-AD?Tr5`&e4s4m&1u!KW?|V2m*2R zN^wGHOiOhApg%O?Lw(XDK7^C1;pK`Pu7)Ntfhf;d;KH=%dBE1$Z z4EzS+E{LTfDI<@;7epzH=X;Js9XRwXwZc`{EOQeyM8XW>B$Jk?(-hOnOfCHB!!jHr z>FJ3LLdL?1)!is0^S^pZ;gjZQPL`=>{oJ5e%JU+4bEM=yCrVckjPc7n73<*3ak3)? z=rB9kO6oW#OC;SwAp+xfsdh{{fn^zAR=8SuRW+QTyxfB1xkPVS&yY}26MlGH5 zT^0WnUKY@Q4l+$^A0DjGNZV+qFB{|Su&Mr?etoJoI~UHFJzRfW(b%ixeO#B6&B#&@ za$7j7-GsRxG){2d8+A4#hT7K|&qdfabDdk;_daMO$2~jl2umKsyC+f$^Mr^)JJ~%|ye&yVJ zsGnj3pMv|pBClV~Akph8jNoAvUeEDx5ns?ZiUjMkn7=g~Q ztek=VafPO0opn{JBMN(sdVG>~U3k?G9ed-;-{99+deU`KhOoO~D^OeJZr5k^l&fA6 zxjI&G_x;n%c4!X~!6AZ-UYSuYSN6?tj&t_(v3CjJZu~W_8t-X!imbPJgL)L-VSY>F znN*vfuJ>w~I?luLz@qMh@kmdW&*pf-)cx78`~~zpE z)e(-{p+|6@EjF32R_j0)=3pPZmhlf!hpGnY6EG3?;*`$@Z7Xje&Zd{~7!eERSctI(f~u?%s2WdrEt z`f38QUt*W6-}TQGWFFF|Q{Wv`eNFqtd6T{((gN; z9Br8`sgh|Yrhe$^(7jA8>T>Wr>3W=}DdhM+eJf28Am*jc@WUxDjW^{Cw~&qD9J9zx zs8_K}b_S&#i)X}pTH5}I2bGpYxG`9khvlOlm-h9+%cjd~%y4%k)`&fcQYwLm3?;|D z$tNYED2ydFjamdY^}Q=5r@`Zk;Pb*A*3*qfd#a%|@mCd705lP9I$HvdkSH!$G zM2?yxs)aOvzV7Y3UO@Zt_5QSJS_A^&vlsevb@Hj}4#arbd)?2N)cIyJL%#bwyzxR9 zotEhH5IXLuT{jk?%AZcuPeY&k5!<}&gkVH#4x`_r_#MV*aw^#RnQr&$dp?h3vJHP+ z)R~`rJRky3yu6?IFatrgWt)8>czi#1!w|&+l({`=6j#8?jG2PD=*)~D=*TKAfRiJg zI&jaPx35ODudapf6J6pKF@LT@gp8X_-PPtZP7JgJjEst1FNv>?5eVT#{ zg$Ql5ZpBBOdQ8X454Y|o8Vh>vWjkZQfN4U_p5rMAPi+TD1siRk{02SN-aRL^R>7xN z|43_3|4+dFXT9U2-{V~v5xtYXP!t`Zn-0{GbS#Bd8OYRH zzdQ05Fzjc*gfgj&&l8uOcjR*^f-poi*|%j29}-z6msGYD3zbSlDq+|aYQ?f0h?6i? z)1?aIaU}sXj&iL?o!K3#drk`NQkRntk*l0FdfDz>Po|@|7Y6-5=Sjp;JM;le^ z8-f+n&F9&q-v~w~RC7;vIgkJwZ?lT_HWM@CX$APNTtU47De!9T-yra1hx(UWbU@eL z`LT0HOw6Mr^kS`|VeMS2NA{^dFNEmFZkH?R&r5WV4IfmN6k=~E3Ldfl6SQ$F;6l~n zR}e&aDJSsWv32Pu1&LUG0I}Jd9Y1OeHwt^axkbH5^#0WR$oFjAh7rY{c)8K!`P}(2 zNaZ*AUhL;|g<;=mN(-aDmA|2ikZxZp43<-D%@0zA(3!>yi;V51a4m$Iq{(OFQ%94^ zjTNP;#kUowUHz1#&eW@i7G&9%^Au-`CcBzsSp*-OXa3-|q|0+I9y`i$Sy(*Ej~4-1 z6orcM8t1u_q?Z))w5L(Wq*WJECzsekV}ziwFiY{uc6hnEYFT)DdF9@0ctu>h8`P>K zMhlgxxCocz00U>$f` zdHZFG;==iI66KyrVFE)u(^m8wT&Hn}Kfqf-RPpTe-MAP$sHq{dE)zVVtNhS3nrEx4 znyZ|){%bs-Oc#4qOF6Si&+hgW*Sga;Sz8=ob2l}Uv zyC^)>ANSUS9~;M$Zznj+=*0>Dv7PioEPFP3&o3_Dyg~pY{evs$|AnhJ$S`oq-z^9_ zTr$z4HfIR%mi$?`>I%do9z-B$_)hvgQFNqUI?$R;!T8Uj#hGET`y;8WU*^{6XUs<8 zxFtb*lJke(bA_Sk&)I6}_d?+mw*8}DrbyJ5wJ+8L5^9Q`RsSI@h;9i?QSf;<3+SA#qdO>JSz9aFB9 zJeWxD$S|19j?O5Ys+ya`2Y%#E;>#o|u`4yYz4tNFC9TCclye_%K8E4-aY3M%lc-6A zq+Zir*dWr4iAi@HyQ#4%(4|0Jq~C?wr9(4}N?JF(%~agfYRouYH!5s5&RlNrASKXr z*(?*gudO)yYy6mb9Dw1NCdH2pzce8rUz09zgjvco)d~VF&h>yu9A~FUNm&&CkPEjc za;9M@DbNt{qAkwJPsh$WO#?FMxpl({)GPB3#>(=ttFZf3pb^I`}lEUN_ySg;;alv`}X*r*r(mmC$ z^G;B91*QnXUd2T>!d?Mp1Iiyphi=FYUu`#{lLEBNwPV840+(~pEuX7)ZSBU(VSc_K_OS;ws<|cfs<#LWfn}4; z`c|Y}c2-PZOeX$~< zt1I~K2fYj1b9bcr4^h`|<_gCX=#9m6psai2ad@U6YzgpgPX^`9+1hf0u~06BFh-Q7 z%8p{8R7(Eo@wC23p=42UAqd-ArHUZq$s6^WQ6to7Y=hljBC#kA_EVc@c?M|Mc2YpY=xnH%kn7nPA2 zMKBKUa~-^IoqEC1e`pEIk7L-CGKP^Lh$y^#8OKDO2cS`C$2<4RBv=mPc*jAZ`r0Hx zO-d6#NyE#fD88Or(j+z9mA)`lnPqu34#k(}AX=+=m^#%VzpW@;p!vo)vvm?`mgoiy zqs`z>mZZ%Meo8aV_2t};$#B<8wJ2nhV<;_5A(kS~>F=_zEJy_uABSe1yHWzI)1i80 zoL=c=`Gsuo70dAaejr7KV7r!edR{gssH#4_yrQPLn!u)_@x!=vQ4LGQc3m6IeR}z= zuor#9_IuZIVVKLwS<5=A3x)7jvh{2fD)Fn{_S0sxuY&iHe6bzZh`E^UZ-1}ab$%u& zwC}jJt2pnu3^%cpLwg*z>z$^S`P_4WnpD#d**STpOqA$+5cLcH`p}J8C2Rka(&-;p zvU$GP;SZQ=bwey6nV93uDG&9%oa6ir!$ffJD>wQMMyEk4-0zM<+=Q~9J0HKV=}*C) z9&~3!F6J9sWc5|pg~g=>^nl2k%u4h4uIOLP%xJqb7TN75mS-W&vIJ}9Ldk9e_8B_2 zD_#|!e3#Zq4}HIESlr6Ct_LIQ-EDlcd!@hO5?g21gx9&$91MZA$|7EAJ zo*5GOx19<=euRE|{x^Vc!ElPFFH1G~Lm_`7j@DUyA;1HJ|Esnd{o#anJWkhK_4^VD zbjBZ4+UAO+Q`wy75=Z9_#xuXVi=7^Sp;E{a34;xKUKh^zN!ha5ma|$a#wwTb`Via{ ztCgtLm_3Hao~Ra>kfwjkP_tdiH(s6c=}@s7XmU6!UR!Q5)#>s$0SVw~fDHOw&`DV| zmQHrse5Rk8R+lb}N7?V6I+<#(%%-yIoX#_sSdZqC#Y4ordD*momkR0Y323sM%|h)4 z+_G@p=X`41D|GNWZydI|f@;3AXn2YrglB;R?N;utb{e2c^31+RZp+JG{NT7}+I*0a zp6O3=IcqTIn~-HLcOl{@1L*9rcMIl{&;8}dAMrFl@C%Q1zoYl5IX^GRTeJOtvufl7 z{1G0_0w_d{5Cjh@dgKIcNv3XlG@*MCg|)`H<%f_~YvhKa<)!Aku_Yhw__icqHJ5ES#87E4scxXT2qnKoNl#2hd zQ5v@#lqlIsZiFV$0=87_ZXethFX)=R{61SZeh4?-vVROK*9jG5mZR^BUz%l2QJ$0^ z#O76+#y>n}lAQQq*`io2yv;DdQ?30t-%C!aytG(Miyn@!!wi9+eZ{NFvxHi-A za@@MM9nO+5+y3%>By<0+)M-uYN36Gw{RH-FwgXpyOjhv;wzbLu+)p<4qbz8h^_|H7 ztBf=8XM*wLcy}SWI$Y_A;xRc!A;;wCaU1GcNscD>eTz_%7*=j`k8PSU*N|yERF1ha z!pxatmMcfAP3*T`&+GMjJ-_GoM|@u2@AvcheBWIsRmrmc-hnr-sqNr9K*4>IgQ|Nc zgJCSuR5i+Bk~eVpNYx5(#M1cf)e$rQ_p8o!=7a`E2jiUvhX)+B#`~_tQ;><^wl;65+m7ygPxxhoAgH!Z5 zRhP(v%QlIoIl`grkq5UimN;pCK$hH}ReaT|d%UA1<5<@VMc?v90e31N(#VgsAxiHW zuFaD_^xFE{x9YAXppzjrb{#(a-bMv?Hlc+M653KHG*L5ztYj-p-3w$KoJJk-Z;N$!`|8n3t&ph+HJPZ+Lfa-rf9<2-o&I~8{j|T_%dPxcRJJEeQ#Xu2 z*MDqJ4^;~cIy$htYeri%IN-{?H^G}9vD&BFrdw7w(|f^sGgAA0EQ97TFxUwg#aTDa zDULia@m(TvT*zZQmhV_%u`T;dcbcAt{J68(=_MDWvzF@{qyv}CP#iDuNb~b^5tvEQ zV_AG+iIHMwS1C-jHP<@jd;jaXB*}sJ`KRjp+b)3=epCCjt4pG&v|h%KIY*Ez&qB;) zGgDNCPMqi>T*;QFEXx>5y`02N*vfJ=;;0MhUNOg~v%&jE-LtKs<4YbWswXCW!u1V3 ztAk})p3N=0coe$si@B9($P?X)Q>6gzNH~$l9+m)SpiA=7dl(4i7_$58v@jSn4-rT7 z#8yO-zr4m_IJ`Jqot3Fq)e{5QN+}Tnlk-S2gNb2U_bc3MBcv2o(eKvCgJ3NO)F5HR ziVN2GWJLoL1P{)xH62(D_HCMt#0fMBWN~2|a7UEV0s6oKp1A6U6ENA%mhd-Y#qA2| zF+ZE*TbH$V@Hd#Yw2h|SAVN*k3AxI_cVEwP)pFouCf9QCHv;NQ2%Plm61FJ_d`}JX z0U92ss|9v5D$KWxq+?qKEroGc{QFmk1p#G1k+;DgXQT*}A+7D*l^Yual^-dGuB`== zt?ADK2mW+#5zJ~^w*ZZ9xIqu;gn z6u-t)O!3rrTAcD;@IOOnX|6IR=2a~0%^?I=qRt~#RLJU`fo2p5+HNYywZtM&)3r;=Jdo2?v}>Og~^T>w3B|- zMe4>2g4Kf(Wne>lze7U}$R-a{^3HqCz0#LP(o5p4ZJ;maT$-OTrE`I*u?*m9Cb zr@DEU*P^EVgbb>tP41w@s}5EQ&R4ImT|wo;c{?3JZm2aG*l|H^Ql(Wa|8d=W`LPz& zUZu7azdjD=Qb4cl;1%U=$)qcSJxaTh${&S!3I#f4FZk>bO^i_luG`n=t0y$m=Rd;v zJ$i$9gfT4OW*19pAmc4l!aOa`DNYXfwe>59T;EODoIqj~>!&pD0Iz(fMwL&6cgN26 zHjD)^9GYgIa1FUx{d4j@jE)U1t1pUkMhHYXfbIzM!{G)2u_cr}JoFes)vP{f|{RJq6U-rT*;e z;afYbTMw<_IxHbYm=NY;rUK$nC@kdlNSbj5faH}~F^aw~;bzIJzS>a>={GRauCJVk z^SMQgmKaj7BVJm=e29W@2hGWO%8|*Yg0=!Jka~q$FlAPE#CB^0z+Ot-~@obIy zzq;&o=im0--C6E;vV7)e5#HcMd3CcTn_rtir#5-ltLLl9x|6e_Rz|$E>%PXk4}YOs zq!a#e34thwPfM_NWNvnCnUC84h|N`e#`A1Sw|*C#4(F@tOL9+u0rq z2gP!9XMgNcbJ9Y;Ez%vIejSo?ien#?EBWIGFk&{2BQIL=bnoKb2hVahHJsxmtRj%{ zVz%Aqo}7aIK*q}5%au-2@EVtXflibAoP05x8wdmQmUENOgFJ*2)uu&JFu}SXGO4wX za#1Pf;&x>jh5)Mgt6RKcB55{X5?#_9rFiBuK#n~R15F@2XoRggb}<0b`n)t(C%suF zS9hA~TI96u>0a!UfN;&T@5GK4JcDE15J6CeEHVI3T}F@tpD&le&H@-ncqzgYl@erz z4fc(^M=y;$MwTm#*zc(*etn3e<%!L548>xrI@uK!_^{Jwuwtxd!rb!x3$}~C z!v!`j_%Lv>*dzaEh; Date: Thu, 6 Jul 2023 14:28:19 +0200 Subject: [PATCH 2/9] add img dir for readme --- .../cartpole/imgs/agent-screenshot.png | Bin 0 -> 11612 bytes .../cartpole/imgs/cartpole-screenshot.png | Bin 0 -> 91895 bytes .../cartpole/imgs/functions-screenshot.png | Bin 0 -> 108616 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 Demos/Stratego/cartpole/imgs/agent-screenshot.png create mode 100644 Demos/Stratego/cartpole/imgs/cartpole-screenshot.png create mode 100644 Demos/Stratego/cartpole/imgs/functions-screenshot.png diff --git a/Demos/Stratego/cartpole/imgs/agent-screenshot.png b/Demos/Stratego/cartpole/imgs/agent-screenshot.png new file mode 100644 index 0000000000000000000000000000000000000000..337cc1399f5fcedf76b565ad1976f0ed99908435 GIT binary patch literal 11612 zcmbWdbyQqU)95=ukU)^&1Pe}ZcZNWa;O_43?j%_70KtNV;O?#o8U_h2gS)#944nNu z=YHS1?^)lue_YnES?t+e-MhQ0y6RUQrJ^K*iT(y11Oj2oew0)LfeShVDc5-&KWOX-pv$S+_w{iA3Md}8F zKyN{^lHwXZS;x!11{&K>sAuCx96c-*b+5{QzWcn!*7DYlE#2j?c=^CjzhZ>2(xKH8 zQnhSvn=0>hyuwmBa#2*;N|%ligF*d;dh7GscCMaR(3+8p2Xh>0GE?Ccwtk%R^2Cu~8IBDc2`!Erd1M_mE5wob z*qrg*QYia;p6iWE7>=1`k(I6%g&ebfF|r7nPvul$%Fys(cpDm3A6Zd+8p%yJeHele zZH{9wGs}<f_Su-eMhzF zIMGd z&LZezt&L-OTKbV5#e zX!d#2DxJx)QiGwqo>BO*jH?jQYPb6weHhLFhb`r0pA_SPUU5GbG5?E1Dx8=4yBc#F zTmA8h-}TNGyP=^Ye~H@ToTbWpC*#ONM^uK9JMJl$j)!j>g=0H3RpKk7ybY}!t?pS7z-n+-tRu-&# zI2|^`pjD6er~j%UT1$|qSc#882Dw~N2aWf9TOR zNzpmxvDg9_UX7d%M#q&w^FhP-J-iEDUGyIIxxAk`o5yeYvbO!1pVBecSi|*p98j)k zK)TGh_{_A>@p|mpQ{~iaq_y=}Qccj`zhUOP9Dy4C%)Rw?#c?f;;oQ>etNyVLjLkKH ze(ToWmAhtL=l8Yd&|=XnXfZUJA&f(34$jp}KC({(O`xsQNe9=#D?^)e1GS3na=q|Y zZ&J(q?jr0++bWPjWrwljw{Et%JFW_P1i-wu?WMgtbmc0BZ#PGt9aC+}=X9W120pyR ziN8^qZB~NVJ7K(OtwllvWrZEf5DVqayvZHkZB(9$>w39w-!@bi=25~+U-_|8+)Rif zV;<%ff<4LJs6_dv2TvWE_IMn7&im?HV*>p7jE&-q+qQkjtacIG+pa-ciH<64DWUC- zDbq7*5+O7k6Pq{ap4qGLM;W1J-w*-IezN(S4{RlW`Qr#ViJ7_pBJMS zPQR-rs7CC5rz^_WU7jMql{i7pzJ?6Hs!}$qt#L*cF%)7`*Na*>ZMgBMyHL?uXdB7; z_~=n^-4Gi=A8}11Eh|sLW>lu z-EBH+%yfKL-utZe_Ws?ff`EJZ{uJs@`GGwxd7DI{X1la6e%PuyXWbus)lHm`r*JgX zD1NxeD-11)&$$|2x@jWyUTM)7@~$D}@zj|9Ep~o%Hw$;!>XLzTnU(EC4E#7Zy=P$C z$`ueZQIk}6`~cOT3Fr4>dy2Il%)J>imU*%qNHNbq1>ea%6GjeV#-g{ovE)0hPsYq0 zY!9#Pt;5nZ=OEs|^Y(+ePb=!?Inkq{9QQ=Fl?T>BK| zm-jK#s;u5@eA1{2;kVwFhjkGf+uTCM_?3f>ITs`8tnz?vQrc=4oTp7n6a4R%-huSq zWI|WeQZ=JH4X(vedU*e0gw!ci1(R^_g|RoZyIoa0ZO;^pAS6@w*abQS8iq@3Y+_|s zNzF|Ev`ZQm`7!lQp1Ico^3u;>-3(*&_Z!=@P459k5b+l`lG6e{&rz=CpRJe96>~ei1LRa3&scnGJ`Dc6iA;`p$f^G$uEE zNS>eaJc%fDz=B)hUe*X<1=I+QQH6c=SBb3o*&X!%VVY(Ln3$M`?2;dye{$o>dgJ5c zAFXuyKR+R*u^Y3ovZ|KP7_iMjp#COjJsI5Aef|CS4-e2b>B;85_m+Jk85tS!XI z^Ao?Q);~l_!H{3!%NrbpW0ght75=PiIU5dlFD0rQ8|dq+Flglx5m}nO#vK4W%QwqD z4WMIo7QL&@CdUc&&E3aU#HhY)CwV6P6jX0#K@XEbJY|tC(_WN36`N5ZSxRwT>9+iq z7N4Dp`2qUl-~EsWU)cA_f{u!_%s9xs!6WRj8VvSW#V|7kWIISnNzur}zu{ms`xSF~ z?qjtS)m>P4|Dee1#+D@-2>Yf$f7ppGODU-z8FNfcVKyCf)PdZ93XUxp*N15%> zpWnXWFD}p$O3s<%UW#;|g%?>J*Ryxc9rKEukF4tP`0N*^vFH#`kppV&LC?+YeznI* zSq*jCAYNErVq|`VmM7$h_$I|W;L7I#>J}k8!5QE`$B^p}*=zUoEp+bdyQtYs}g|6OUcb$?S2j!=O_RA(eN~YpPA-*)&7ai z)r*vj>t~f#hWmPKc4zNpbpVbC+7TPPXs%a7su>h!I=X)l2f<(PIw`-i`Ki zCu`z)(xFEQF(me2BiK+b(O7h5b?||jyZh8w?o<5*C41%522p7}G+U8YZLY?&_x5O^ z-r`S^5qtKP=rlWxH*e5y+SQ&jUDx1!4&!`P_P}%H{DFbT`|23sj>3{u(ot}y`AcZE zA=v-!%oH*w2cr;*mj&J+cyy3`Z|pu}|J|r!9JUzjG27V_*8;R83ctL#V9}zaLV*o~ zt!!;=-QC^iAc^{t)T;fXq-v#!o&EBH8E{mrZH%K4!{Yp8cU@gwO-)Tj#W*@U+O^Aj zBO{}xs*RkU5f=4Q4gcE{MFj-~W##elac!oQrmDTC&8@BJrKKatjdpO@wL~5V zAD`FxM*pv0zpf(7NhPThi;Jxt<2J@V1tfm-%daRQJ*=oyMSJo2^Jm0^G+ixM*Yo?! z-Q?tC>+u}c}M-7_?=g{ z$3-shcXR6(0&U)B2~zS33;X{LdzqM+xI32Zzm+J%IONCnmZRpbEin&v_F6TdYpo}z z(z^>-FYmhFnU=`n;?h|3IP$M!`Y8j>#O36M*Mt~r*N)9m>Po(YV&)4#dWzLp{)%lPK$;naDx3%=Cqj&DI|apL=|Ms$lD zvvP?|X5-=LvC^Hws^8@BaC0muD5$VJWwFMqz?3o!fgF}scliPD=3t01mF^>2RA29Z zwr2XFcfjMKG4GJGQlV7C&)@%ap`L-Beqgro3LV9$x50T8oToxeN$GqjL2NT>T`rSA z!5w&$8@IyHJE6)WdNW>Bu`8{+{wq){SHyR65;>_IH>SU~wieJUOS@Fhp0F`%2?+@Y z2Nukm+laHXGv5R-Y`g7NU#~5=$W>nclAkn9>}KBFqnDC7lgCzV_5R^k7>h8VRP(jw zj)utQ@Lfn8BKWYJz0Fr$7qsdO`!d)cfk_Iu5KgI&ABPI%(;N)LQ#hy~Rfg?+EgvgArAKqsxs@2ETp0?fIYH98niti#In3y6X%O9bOjxc=_l zyQ}wt`V*8|vv!S5Y<+J|9yZfqxyesnAqCnm!+$$>FV|W8*_cb~I=|qaq9n$pc(Zce zx-B(VZDHLAZhpMlSLc~muGr}s=Q6WgUtgCA5;IUysR5=M{(xOT1~t^uE7K}(HKyM6tW2Y1VDx7N%|eJQE%a(ioU1lrDB*!5w)betTp5SN$r zo~&DZBTrs`11+P%kC)qTcSbV-*^Qo5120-3tHx-0&u%F@z5!^3r+f(55Pfd)xmzjF9p*?{t85{mpya7h2_p67u^sfG}6 z1$OQaKtDBpfmzR~9nVYMtt3M2Fb8S%o+e{n#yLYlIgpuLl2xu4>crpF5 zva(HV(O0Vfw8O>2D^|$(*&PzwZ>E^RMaRiGF)Nh_j;@RK$PKEgIHtqQc>PbW%hQvS zY8o0mj*C1XSUqQvVy2dc25`^paPp(E?M8c6C`9;6A3usrq0g z#?pRrm0E`$LXCQkhY}xirT<6r0gR=%Ky82Z`N_Lf!|vbbb}hcREmL&V7i;H^v{LR4i|7kI) zuBfQU%E}5{|FiD~b$dWl^D^7qyPuu8*dJZMGGdN{+b6+~>nDy6kSq7ds+~C=UZlGz zq+jgu=+6Gk_kOi?rSJFzhHO5h=#fA4j-|iv_8v&sUnz=Gq-7vtPEo9_9SE+-9vVw^ zUi1L7E3dEhka7>W|N6`!Ba=h0c*9!__oCG{YBb&X_SQNoO0i4G|4GH@DZbTRNOwTU zc=yC&AyoY7!?Ga)*&lX=Hlw9Z%v?sM`}>VTDVpBEekG6y8TqSKMK%^Twb`ZP-uhQh zbhn9HTN^)rzHzUwsHw5qpUlt8JE`sl|12wWJ)F&|tAnL5Gu(JV!9($b1TF#&P2t`8 zv-d*Y43G{fr4?!hP#RNtd*?c$R9pze*T=<$fAK1J>4Ao~Kq{WQ_>}1Y=j^h}b z#*jE)sl%BAu|#t5CSuc1)zi>mP8PhjgMw|OMqV5`PpcX4uJ{!#g_9Cwa*Y|6RuEqJ zPCRvCP)i^$&FX2|@rGE%MIfgJy#XbR?$j-8dtN7;F3mM1r8_qtGNj7LNWuJ?M|W#< z5V2&2@4N!EZ8E){TkD80>NfkJ@Z9e$0QL_bo~iLnbWT-*0bqwCkO5 zz?nC^;bYJ0wM{_ej?4u{H)Oa=ca>v$+3|DkQGK#?5UhK_Nx~G0$PgpfEszYjRI-Eh zCW{d?Z&WG}b8xml9Rxjv*O{Jz@?ibOYT8E1eDhY9s9YoNRFN!3|6#yUzDe-rFYUvT3T{3dyH$7i z)B0X!k-%!ngQM;?-{FC1w+IT-QoU_F8|7-L?=`}T2i1EcR!XX$>2BR3ksI`ubL6#i zUs9Gi*e$xTJ><$V%#D9RFxjqlueQ*YF!~hId(R;xw@QR};Zv@r)GZ=pU}kMSxL%R@ z8tE++`?Jf+wdNH4er5~$F#=i(S)d7Jw^4ywIc9G=5>*=W)czA=DudED(epkNcZ@w*efkVhj*ntCycM~FG|y1? zpCvp`pAbM~_Z^8VIUu&BZ>tLj7OF3EdyOc_Z3njzZDwuwt&KPgeiW7Nj}EDh-FSf- zgqDeHGa3~~l@Pm9y2mCNx%1n%!VYNrOxYVQKD66Uh&zx<;_k93v66trHS&w@_$vSr~@aw)@#jMJzj zATig$PpXOUe_(TgzHW!odqxna*rqS2S*oTRfcK9;Mu?9?(}Yu5`QN9< zxM(UTHduH0a8XeQ6LO^G0Hq^V%#2K=HA!5rDamr>en7_v6w3LoRHt(G09$5fYY5@$ z&>Q+PijJ?zcrpa3@hkzULmM(6Psaik{0p#?8085SH7o|5OnVW#?7=j>|tggTay zUPp1sJ@(eLZb%#2+j*%rPOmp0w7iF>pJkPG#QykI)|DLaXP#xrL=F~+k*}RvUS^_!f+O?LBU&rR)dqB9W7PWiQ`{y zCO=%!v{+vcB<$SU&uP=E1nmw>beiQi&}Ky7v2X0& zGP-#!xF9lg0)#bwa!e@{VnGH>DT{45lln^dDFH!3NTA$ak~L~WKHIEHX0Fe5u{u3r zFZo*NGjtS}ejvDpqRh8Nvt3*%Lljsf@S&o#wlzC}ib)4tG4f(7H; zRX0V~(Zo~yebJr$zYO69{t!ZCmT;J5pI=gp`t2@x!;uh%eRL{CVCMLGH`wfa=@T{s z0Yk8lS-8}qQB_yn)gDw$_|K$jHJFSnP37#N*w&s^U!?Z!L0aMiw5tONSNKo#`SV&` zD`+X)38E&(QpTDpcz;!MJRbbG!JNbz6Oe{X2%^Yr2XC&*e>e8p5Wcyvrd|d>hM%D? zJZ|t-bm4}}%Ks3&b5U|j(>aLv_n<-X&E*LT{TkXl3tvc5+oXwYa3C=P@evFZlC-F% zURQD1WO|Z^XSu1{oP)E)aD%Kep(3v90(`3jgPfTohCv`y=O;k;LDd3l~`qzGIJ63Gy$@@Sqf3K^FRB z%G`*Q7NMR+EQVrJ%14K6JiP5uyg&$ECDXI4BfeUY&+iQeM)OCg6JC zF+4mBKnTDIY-~*4`)#0#c(fi2N5sa(9Y}*Rfoi5U?V+h-7xluyUIJhC>V@s19$O|6 zU_|$(vdB9-Q5+5KU*LMt*3vH!aR-5hP| z3lD^~J+>5MX3N@z_^J&yQd~1~U|_U>x(qC$1j>y3S=L>iKH8%NCS8}ze z6&henXLU=@19f#SdNmC(!WIK-xRGt7#$sbw#tx{+p8isGE$PZtg7S#73(5uaV&H@A8n%^ucIKi#Cl8B$07K>-_!Qd3x%cxTA|i;MU~`ng z_jFq2%LoGe{N6fm(TGcDz-1~L2vDV53Q@ah00q~s$FPS<_|5X~d)~sqMWLZcA#H6! z`b587`uqFMBd`=#8|~}0+KKlbyDZ0gKH|ViC!8@%x z9-cm+zd)?jF)%W6I+RGSC@Hb&`$`4BxSX@&0S^$`@bFEc>KGa>pTe$HX{7N92(F!? z`iSAHci>6(uG9Kg?@dhB{^d2u=Da*SBi}iw8j5xdv*VpPo@viso)MYga*%&Pc|xy1 zaC?=yj^xaYzy4-4YoVU>&6^4X!FQ~z1Tp>p5Iq2#q<^*Sjl>r7y(p+GH>n6u5UYB} z63}a+^yUn|26qhs;}dI-a*x%T?GF+kf;-Z;{5nBV234%AfdG64MEw~XqY!ZUQCVJ- z^zf7;1`2w*-=&jJ#U~_m6Cl%{`^^L3d2{L5JL&S7Q$4#+aXm(BvTrGHi0!FSXORSZ zWO_pMxnp!ItXr0niwbvxC;T<}wTbo@Bp_`QL5|~_m5c->qTK`7tiH2uz6~Nsg%Ka%s=<4CT^HXx z=`AukJK+%a?#Gk%(=rVvU}%i@_xG|H8Olq3tr!Bx0VsEwe{Td$(9SY`Wwlyb$^<=& ziixdmc;e>IR_JbSZsL)X1K6S>?4>TsT4nRfq+KI>$Ju89a(y#=elSLh*+v9?Mam4B z11TqGcE8F(W?S*wM+|$o0}%G$MR<~ML2)s_a}PEX#7<}!EJ8SSch=T`m#Q)jhF||- z$SqjWO`EoBl%#(7@}+K@$9~?2$denfCTnQZ$4V`+Kr~{IEPj3Wf6Wd@}x(nHqN?;(oOtXBp+L#?59pF@euOKBOJKEm1JZw9$ zC1N*H0K5V~rj(VvJv_+7f&u`%6idSW`@;u*J05XR$bOIC+xZdRU8He@mmmz#S5y{U zG%hYKEDDkIq@<**ECX$AezU$WK*#5sgV-coeZMIy#u?ezx?I*J)YK*c_-o0vFi06J z@-GsfIRqTpRGoryp&Eec_>_MMZ&iH!js!Z2S3uoiJ!`YrBBZg2-foa>l)8wIjFH zL(>z~^J}dzXf(CD1v^=;P+VLbK;rcPYZvjYtAx}hVVU-iyfkXL<8yXt! zeo^GIIr8}D_sFwR1nm~FnXq=t+a2W23i`-nI@JL_w^Dw|jVC7sfS z2A=a&pjI$6G*qfytdz+&dS;+yOq7;ZUM7tIA_SfHuy8jgy?8{uTc3s0o1O2fm9E>8 z02T-6P*hY@X=y2SqRjy-56kzIS*w{%cMF zZg&dM8tPk2j@!rclo0ZoyIF|nr%$^`h**^1fZZgf6ea+|}*{X5(jNHb7BQHE%^D?z>@$vBA_@<|o@v+&LC{RW&p_CH#I z4Q}zfwo7h)|511+D_NX{?L;}atz<$25oGWQxySl_#-C9!)CeR;bCVPnEooCzV}UMd z2Ox-F(tQ8Er*9&^x$cTV<1Ga-QU?lt`rn)G9;r3nP(k6(pXrrz$Z&96=J>*{Kyhh_ zV-{9c@g#y5nflEpM>m07axF{63rEStN)v%xUkd-ui*b%8CxE|q+0T97*=Zu>EJ7gt zWC!?8+%uG;5a~4`7jywcNl-OXRdcE{%F4w#37_Wy|7w7Fa>9G!C}3MH&dW13kPLg6 zDL-8a(w&!mi!6Y>cN#Q`81TuoC$wh`I#;teUfs7KNJm$guvC$ugK9~_sSjj5C8oU+ z_V#H_4QFwzf6<6LG2OXqjOZaM<;vM$pkm|KEH^pGab^@-(EP`uj$2okA9fq8`IZCr zkuG0cYs9Q`|JZQjz)y%Z?sM!FA3!N_DJgUD_V;Oa#{#2!b;ozLJ=taJ^PT>;zmQPbws%s$rIhl%VT;^6J{EQP`-6nr>c4BUzg>WE z;sRjMd&G3LT*F*$2~0|CPHKF}{V1N*zVaV1l!w~gyF~PJ8uvS>m4CUf`No~UGQ=71 z=BZ0p&2Fv~Fm`=9yquZC50L3nF7V!)$}^xcTyqfhAWL4#k4}oYyxH~aTsm%GUHnlN14OnItoZ^GYGWUSN$~YbTz4pM2R(~ z%=qzvr!u)QaYZ^$;`{T?ePp|NVe~IR5|F3Y`A8492Lv3b_nMfuC<*f%% z5sQ2!Ynf+~pl9pT7}N-Mk6l~MXs287^t9?g@o)r-eJ%g}UP*eqho&>WE_Plg&=>gHL{*!(>KNt}RXR;(-R;WeeBC8ICgm7i z-9{klCKdxenuTSL3isI%VP9cFIs*F{y}&fZ92(R$p9i!+N7>_jP20)0`)AtJBX<5z zhZy&f=s#0sTEo9Ttf`p!daQ`GYHv9}I`829>(#GzW9~pODIb^PxW`Jz3a5^zhwH}= z$kF!biPelI-@8}w#qu)GnM>@@?SuSJzWSH=uZ{E!FwOK=3Q~)yj(msa90i^~#1J)E zAbnXSVfc!s;Gpkv2P;ibLLNi=rs&X(@nv3_#iQ81wIZy_l-lsGZ3EGqLuZFAQAi|L z&=z{T!09iwX{PJalw!#Ew{p@Mkd;#o)dhiPUBLCs0Wgxe1OsO+K7UD{7o+Ik6nWgz z8loNU?-h5;FUtfCn!F2cYjz_&1&|ejRCBJJ>S$GP;rq0NF_vb~it4f5r*BYG{a)jE zVjO-@9}|$7S$|LQw5_g6E#7U3Cl0ujOy#Yw@b`FQxW7O77=~!sQ?P!QqOW`-m zzCS`q8eG+G#J4|~fG;@blrsdB#SG0|byhYzItP8rHSP50Bpd*LyfonGF@zNJl)&Jo zv1I_%;C48LTBKoEu=8Z7k90zV=gTk;)aA=a;9Ty1RCE6Otk@vuA4fYj<7#FW)E{>= zl<)5+Jeoont~^p+?eEY4XV|cWPIH%b9;2(PgPN;*6&8+O(un!a&|l-Y@q1w60b=$t z+`@2BfMoE0%z6IvjPL(Eg#WQ9CVi4PYF1lej7k-D^{N-0TJNtk^8U)@Rv4gdfE literal 0 HcmV?d00001 diff --git a/Demos/Stratego/cartpole/imgs/cartpole-screenshot.png b/Demos/Stratego/cartpole/imgs/cartpole-screenshot.png new file mode 100644 index 0000000000000000000000000000000000000000..0ec8aa0c3379a62572b01eb307fb5150af6cba2f GIT binary patch literal 91895 zcmd43WmuG9xHXD}1p*?Wl%mohAYCdgokMrm&^@3c-O?@HAl)V1-7$1`Gt_xT-QTy* zIeTB{JMrVZmzNB~@V-yn_gd>-_oF^i5<=*YUOYlUK|vQ0=9fW1xkrV9a(m*zZSW2+ z)Vm*ixnuoFMDD?Z2UGKsbKu+OHUf$^vQT{+do3$H6a#apnI5gRj+LICxwRqGX7^4# z4+_dl6cPT9at?7@Gmffq@&xzy3~)WozGxYY-^0^|H>*+ia9cZ4%ZQ5fbkc~b%%0@Z zsN~LecA`_a48QMrYu$41nI4hnN0ty6y!@8F;|=}`!4LRhT7qXVUfAWd^G@X|k3HAd zzBuPTt@dRrQbznw5V-BYJm{T%KPq+R;R(HMqSgN18mN?XQp@_VyKqr9TO3sxYl?>J9?Ap3!c^= ztE>FI)0dCmlBx#r-5b}e<_oDQOBlXA>f9OkP2v%NW%%q(9!H(pMZ4xO4riPuq_3yE zC-^tV5383|s{^|lk^|-Uvo4k!Vqc2eQe%*ULAxkSJ=oCwWJL}F0xX6y@jb#)X0s7sAxU^J;`0# ze!aZHgXgA}`_xsJrnWpx@kU~_b#agaurH6C@PDuF089^iSH#zLX6$4 z9R5DFKVqk7>Zs;q8#Ab`GC@oNPMq4@&8Z;OQ|seh6@QQ?G;(aik}x|pq5kxp*jxPP zc~^BhJ9$)O;p*pKb>ltZoWUJNS3yM9Q2EHv_2We6sJbWrrt@n@uq0<=vfRv})^K+*3r zZ#a*~eWk-_G~s_TqXVI!%rTpiN>qpW6Yr6ux|3qB<=inl?0Bm`SeWzPUe!L5(=m_R ztNeYMZO{j0tMd)?hq}47@Qh^Y`?{-S?Wr8%B#+Sc!7v&z z!^Stt$HEs$p<_;l=V#$3+mZ_X{+J7vA{s%L(@+un1Uy{G;v7<2);2Ik%WvMr1 zXT;2|oHJ$U9u=sXPVq_)Pgb6&RG5RuUQOD%&01b4W0xrOqaf;%Dc`Ht>mV~{56V*3 z&$p+DTGKM_4zjwHm}M+WpUPNIl_yTQv>8)Q81tk3eaIb<6Q>p#Cr1~P=(a<WbCak*Vq>N9GSq-vT7;k>W=J5}M(B#1U`kssO zl9;I=ICFw|Cd7AnMp`~=%G(}Is81g4ni`BjOGuo!!-$`d5l1SDW#?yjsc*CY>5peCrdIy}9o60=CcDRRt5>p_TP_r5gNi%`k8_u zRDH%u@@qC-42&Z}`OWEY%zBrq>H#Qe42!RC&f1i_+3P;a^0j~j^_(a8f)JU>GWdk$ zE>_v|d49`vvni+fTogR#K%6wWRUdK2ia09|v~`&=>>W>-e9q@ZUrwv9 zt||gGuf7QWw-+Ba&Y$mOWDMBThq%kz+oG{;PZeBxRd}imORIHm(sAw2amUZT#SN{4 zg$M>z=y=Rw9rgIBaY5m?LPazR(k<0t1Vn#tg+|Ej?@H}|nEaY#=$yYQPOO79D>-5# zMpz@r)ZzU!poW<;<1wlGlNV3SxCJ5na`HlCg6{`Ca3#|$)sGGbsxfSgG0mJJP7+f5 zU5qi|FixVqilfCGn^!*9fv>b!!;9BkS5li~-%%|@CedkMcKYRU--^1p=JB{*F zMY#Uo%lA+IFNpQOBt^nO=-)e|1n?oy|GxZb`TxtCs!V~IHfV;pQPx+cPrw4J%kET) zi^4XOgfPy(pF7a*58Kh0b$Tp|Ox+t%8gXiMI?*|+qrPNQfQT=_6^wl)$UCvMeXMSI^vRfCtZFqJ{ z=rF+j2wXw1*gq4O)H?e(64JIQY}Cxmw=0iVl?X>OZ5xS$g4(O2NUo$y5E-k2D{sy4 zD!A6T5CH>dxQh!@cq#-cI9}TIfwb5W_j8{dp&wFuQ+eOK`p9H&!HTGaqDAj;oEM9P z^2RQ4^pwKsoOV$SfF{Bheuvx^_ZOiZFG*2DleRxh>JoJ^&OH~KWDDuge;N`JFtB`@ zvT?8>7AH2$Udxy_*x%W|tHevXP#N9gMgo@`OR%x=SxR_&e#*~y=0Y*8E&%2 zViW7*?&IVB5KBH?-d6VC43Xhr2ziw)JV}??nXA2Cy!CDCQUUQo`2|%_#KW#odoqZ= zT+#7_-N&-)oJ({Xv@r4nb!+`g=S7**naoOgoekZMo47=?FSJ<9&sYi7T*M~YcV$l~ zS;$PI=GbPF+Jb+SJuJHEAU<4KtJqzP?TpRk%KN7AaN(eGTl#I}!?MTO<_gyS?3V*B z^*D8e*ntOzy%TX^+{uV((Z9j`R?;GE-NDLE=*NvnOWqKwEY7O}Rq7FB!P_FZSekny~@W7{iE%*1?zqRfkD zf#)b>mU}(V1ja`ea#cCE7rf4Q8*;w{r(?Yx+l`%fjc~8VO+~Il55$%Hb9pC0r(O(> zi@ZI(_2S`ry(6$WYk!jPr?}e384wJ#Ldt;*FPqkzRK}|tUt2Rj(Uk&(N~FF=-}^FVmUpaCzqD>+ zrICo4(3l*!<I};-%Hu zH(?YqaP@)4x<*|lqSnb(jZR29d^rn897kLtln|%7w6Zj$K;zd*A@LQ$Pymhz@olT+ zEW;}gr~|1CdxQk6k`DIJra>KvSvHZ7_!r90)m=8V%_Q=obDm@Q>c?+u$eS#rY`^D!M{@eaOYopPGxL)j*O?L&lP4C!sl^Ktg$P$6P?r3Dwf%k~t31?o zIj+md%&>>;hZe7AA4v-&LR2Mng1p#gZ6kw$sZ1Plr6QZ76u(6v5gKP6-;pJjQ-ZJc zk^f%gAv!HOj?QoXFxUpJXd?4|ira-}h|Ui3 z^4u0WOk_K*IEYp>fl`A%KSEPQKJojyrPvD>I^^s7qQesE#J>cnrteg!o*wla;Z(9> zMRUYHm6ml3CA~7IFnU*J5;QS9B4+v8_b7I?Ri`N0^2X0Te#LmFm&ulenLvA#{FS8` z+vuzUY)~!|9}U&7Nk+GL0~_L}Q}1I98yDz{!Y*E)^xqx|&(a^=k7ZxAZmVaN_{GG& za%d9D6RjAd=wv=~P6?NgUKO+{hVJp5nZCB0ZE+Dm#FNO+u?oKph;i+*}z?Ce&g5JM&rms)pW{Q0>E7O&(M2GQ)yWTK@58%G0>6Gm(fVqmF6S|t2(?<5$#w<0Lt|q9% z$hLz@;;btJu?a`I3&3pN9Y>v{Y#-7uU*sL-^h^gnv0=%ovXf zy(I~sEa%qIefPZPmHtN)clpi3X~fFDmpNJ)GCMc^$N@8dvw+9Rk5YSNT9{fr7zFU( zRczK5Xf1c9eGVh_8QM*PiM(`=2O=KpF6C( z+I3>2vSJo$bX4S|`SFDut5iI9jdJ|GD_rug6faWqL|Cp_z{o+)=cdtqwM$%&AWX=G zW0wuvUAm$FRKJC8{#ZL`7S3UCZ*YS^PCM zpN`7n%{Qe1cH+3D(5D$s+U-1hZ}fllR0kCS62uL>2Bl{U^Wq zmDVz|%CB8=k;8DPsw;1&Su3Wct#xO?r;7oXWxs{vd&hX!&I5~uSYU39J~W$(02lN| z@fH(foa@J6fzGWO(O?IbSh~bjC&G$Ubhl0NR;V}i>Cy?YB@QGS_s*L{@99;BRDyWU zcd^o&jPS~<$s2r<{@9Kzw))VVP?)LYovE22))poOIl*p1?+JPYj~~hJzUp8|y!;~e zN}iKp`}?sY_jL$Q-NxmY&=P?dR|+-N8Lri_iELXME}Ar2888u1Nm0^4rWHlU*)qBr zHGESfObxe5!IFa-E6ngvP*7v7v??_-ep02xr1ce{mmIr|_Vs6*#Z~@MT;G3ue_APL zPGGpn*uuWiw5BxAgkzmVIcn#6R-F}L->d#c{6|i#wr>HRX!BE2nS`9E=Q(%CVzZ)D zsf=RhMx#|;Z3?xxCHBh=99O}SVvjZF*#Bs&ZQNe*lygy7f3mT}a{-ks)@Vh0qk4Lb zZag2#LlZ!W9q|~5i=u2r)AS~X`#18}+4jS=gQ*$soCAeWv`}K8d{-giIy3K3&XWpMqYz0;o77{_~ty@ZAKd|FD8>?k;_&! z%w8{uRCtqbjDFZe5sEhI`F4$$w_-{UvV1(r+H$;4ynWjLq04CtSxr{uTDt~#_1!}G z5UYrqOQ#XWJeNho;}7+`|F#qvz71D*keq6W?cUgc5bS@8R44eFd;j5*#zp=4WUNnjDu5JTHSGfikHi8mzoF%W6lVc z<=+RX+ut^Fjk$HWFBn|lIIe{G35bl09r2zs>f*FAkJaAC4!!WfAsOjexq)XlFc%S* zhweQkBswH#pS~nm(#O{AvwaLz*Ee=^rVn989?+o-eD2hG|Uh%6espBM6w+iF?2Heu>>MT>)9Xx)q&bkSfGq zsL`g7Dvz4`B&<|8wCu64M2ZH+z)~LOx-q=JC)3F$2)SD&e`>60YV7;i;16lGSk9mw zO>L_#qqldXt|4bIi&9$=VD3;B3EiS-eqCK1oAay8su~V#a%@|P0|C6sACOT?=FCC90XQuBq+}JXS^aZEpSdlniKORLWxk7HK6AoB$x3O^ z?xVb5ctS|Rp?j|@wTlvh#y zlFhl&MnM+APHXGltw1B)(Gl>aP`Cv9X$TF;<* z{O>`7tkCumoZ(muR>%^BUw7F^fZz7sM!I5pFImq>53MaNkn=t%9ZP+aUV`HB|4Dyi z*&n-)HP*cfZNFBvaA-ez^)=_tr0*}%H2s>SuYCv)RMkgV0CB>qK-d?eo5&Xm$0;-1~ehv?=bF7T44lasEMEB`XK3RncxB)X4(k*C4heU1s5%sF7gbANXYX}<1{cDQ4BGpOK9-e4% zeh6y@^v87`axJp{=52xGoDVB8V!5NF-qRqpE|zYyZ|)sC~#x%!$uz%dlHFUXF? zBm+KLxEU$wvU{FYR$OChppc$1_Zd}W2lWuuO_a4%sZ@`bK7lAf0W^?SgeIi4)5%{c z#HnNXri_MM29{E`yVC!^CUWmO{I?=k@|o?g|3>8U{2zx~N}kUTFpwD%86S$dlosN$==Gz%$Wqan@i$$CXf2Uk3{i6AcSVvyvcZesix9UhsceYdnS zy^64&HVKJf2m|G zC0DVqD6frE^B75i>v5v99a=^xD5C7y1T0;}%Au$(tFACWxrb^^6aJDE z2*k2m)q9^mHimy{dl;C_ceGLBl99RNVSa*S!+S`_?q~e1zL)y4-N3+5-cbHt|A5vr zmSC#vYH?OCTXbWWm9Cy-nMKFDqKbVPl5}NQcc72a#d*W%^34+tH%)Cn0SBVOaUneP7OK zgasN!@#&2(=6dWpMm%Q;W1h^_P<0a6)|u4`gUfKo{X9|g;_2paae#ZHb)))x!!L@N ztr?c1EPmKO0%fy06-8G-cPYM><#H(XP#Kr$vRSy@JGEa-6VvhbiyvZ=JhV*s{4~89 zZrI(J?+i88edMQs;qrb@w0~8=k<&`vt#Ta9K?|qMc24>utZZ)a9V;=SE|#eQ2_y$h zC-eA9oFZ4b%hQMAIBEskaV2U}uwvyt;XYS?SfmLj5F+B7V4lygLs~2jjd&$w!y?JT zAC{5J>nQ-Msq7YuEA^HC4N<9VxBtkk&>lH4x{*IR<&(%KA62Sy^b*_X1;S&kqujk{ z---HXo6>z3i_$Gh0%Lx3HICAbavxP`&8eV_wv4p?lz^|QnyTO&nPQ4`ePp6d+#LRq%+EbMEl_gP9@Ac8y7tF3 z6fG5jZGssdx`Q?4X32?#@x5YYq(`I}20k{@oU1r{VaXM3GNuWlNQqL_fTl|Olvu*PwZR)hJz1oVe?0SqlpRPra!J%&l%@I z^!AxAy42_gye8#K5UFqZY0$2G>@)U1nw)C z7LU^~-8We_uUFa|>AG?eKz>9CndF*#os!)Zmy3-*N>l?2zqU2K!cI{6Y0w}|NcD8q zU$JsOL^7ee?m}0Dsk4+WQ`DDd|`C>*r8cXm+;s9tq3w zafX-~Z5Ym@AB@Rm#B`M*O)PU2-yI}e_Zf6VnKq8tt{|W>$wE9+;6h=2+U58PY_8wlmcC6wJ!$OV$_)ie_+jHzm*6fqvO7gVt&-o!={|*Vu=BL(W-EhiOqUy9`5;rbO}V=n#DTj8s4%deI&Bo% zyUGwUzGsEm3~dOp=Gmd)H(LKvFy*Z>VulZi$8%EQ>Lrf*+C`&!Jw= zm7<=8sFLyC9IIQJxqr=Kz+zSyLD0JxUS>PeaI;`BDCNo~UJuHtLE9HMo?ARinOyZx#DX&KQe3&j)fLXC#3~dYv-7_(GN*l}e>{=#5DcFC}p*^Ia3(=un?CqV_7SW}bO3cTUPkKs5 zYE4c+YMh%dn+kv8+C+HiNtwd9Wa*Qcm9AcBNpCNwq22>lb7_`ecU`|gzXTc0~*{+P*ETfL4LFgm@z}&*7Pb8$wjiydxJw;e|@f zQ)%hXCmy>eIgaKS_RWTp2R_1dq1edZfBpCOE%O}DAFiM9@Zl^rh>sknJ+DN=6|I&I z*I#n%A!NNwdf8$wuBEiffkqZu)fr!1|2iLMcSY}OYNY^hyIOiaq0b=CyVyKLf*qQS zdU0#pjqA$Ug^G~a^S4IkK5)0P!ff;NuK}mCR!aJ=e2&amBhSJ_-VUljJouYO$E?xt z2No+``d)Pi(Oa5zi*M6VLvi%@TW#}o=8Yp=PpbCD^;$L;=u)_j(T<&KQnW(v6zra_ zwiEE4b;m2J$c5OQAZp>1UBxST zfyPhOKp0w-$9G9oD#ni;gj}HI(Yu~%6OLO;LYzdGUiUpExJ&mVo$HmrIHa)o=%8*c z0e?*)@CFLX&L?mR2BU8A-^q?IJO3Y}I`SF+cg_U;FSS3voG`Pn7<1kQ_wJ`DD?`Q{ zzQ6fQmF?NyeErQeCoOH>&z~PiLw-$|Iy-yKH+l6XaGT85IOgZ)PX=OvPa~f4(M6W; z{%zxa;fV|m-fJa*#&J83j?s^kYu30ANiij)C52eZ>hOu%3P{)~TWOaFucs@mRnnfFOgr1T7}!cs(sf>~Po1J2MUw}T zSlieP+k6L~@Avxq`H$-Avr!B>T(EDEG&cna#6nltDk>^vH+#~p0cV?I1?=qXMs%OR zFZ^wSp&(RrbQZrq#LhL1kIZx0-BBJt=&5E7zsCSc*?-1?bf}Vngz#tszwv&v1y3VP z__<%A<6*vvVkKf`1$QEQHDR|Y6a4gNq873w`r!Wb>C@IgqKgUE3)8Kg^@06`)0+C z>2_u_!-I0fj@P-Z-#|zG3y(YU89#4y4Gb^{Shn1zB=)-VI7o2FT1?MZi0<&|+%)Vv z5nk2AbsrJ(AO~8R7kEOM&y@G6uLXRyYU%yy;pR=IKDU!ve)aIP(K4NZ|$~+ zyuQBGsJ1f8Dzi|3sk@!5XF`&2j_*Fef+MQKH$&p=hB&&ytGk>JuJo|=l66>7XySIc zxjfvWJah!wq-9P?dX)uyAQC>}cR=;Wnoj2M_w-_Pc5IwD#M#Z=<6MBTpd^$jD53diswaPe-20%E~@|{CMOCxYEA_FM1`cq{uY2#RbtO5ubl`25HtTU%Qk z9GvX8xVX6BzS(cNXNweR=;-JaXc-t73QJ1lXenuF%}h<@Xe}))`iF*Oce1U!l$4t*R{Fhdao>S!*#1X_m7!H+OFk;xH!U*M}$w>W@pv^%&4y~Qus}$8mjyJ!a}lgQeh!-K}(y5hf6Xu z+uN7Q63ZVMC4WzP?ZSpYjmNO`Vub7yMtzVmr=1QCCZcoy!Y>7)s zLKHClT8OOPk;d@As*GQ&l$owiw-@TP$!+=*vKR5)V`XI>d1TNV2i{%jiIv~%j^`}r zy9a|^d3vJic|5tng*aTFugViB)w{x0IVdS9J0IocBi;I(^<`)#SGhaIF zX?;9>SXfwU?#uAcoNqe#-y03S84>*5)WpeZHP>)!gyZYiuS8Vi6BAhq-oCyY)9vJm zF3HN|@86g3-D8PWla@}(l~PsBjcKQ(QLB;RXe0ik$$o8?ZN5e}j{ebQv<6u~To@p7ofs-WxnGTsOWHksI(RO9rt zDpfcYb#q&rz4=nS{j9Xv8ycEizI$Y$N{Wh^xl;1-X^6b&--|)K`IGG#iLR69pYZ6_ zd$`}nurt?f3na?6C3cwm`UFQzOw4=jf{6U|^7+_&{X>lI1n%9e z-evCV)2qNxemNBtY9wLL2*w|n)Li5Zfk0PxnD+poB18hSS!ni2NJyBSoh3reXF!PK zU$w5WVrd=4dcQ-6^Ix$cdR7nRt7Rio;3p?1B<6^b4n2w)bIG%@w72I4HRm|TGCO(x zr*H>l8r)Mh#LV<`E&_QR@dIzuZ=KWVJe6_Jf zMMXs=B{miobBE^&e=d;C05AXyH8wU%(z<~iPHkE*WC)q(bwkvfwJGJ!*4~Ql!E zTkYr&NlQxuIS>9G85sdD-oAZH!~#|Vq$vmQ9i*1~+fDfZ&jdIM0E?Cupad;F^6Km9 z5&!&|ikh05o<8z(nv;_gHn{}h1{T-(JUK^PPSp8jlF?&grC+($T{C?y38CRq@=9b+ zeE?EknecVzD&M1@=@3%0*V{kO6Tb<8gcm3=_;u(Czj;bPKtLQc zHaI9FC#S2aiHVP2VKM&+Kx<3Cy|{P}Qy&+TcC&Xw!v_+Q#4lgIJUK+ls4waB^M@A= zBRP<i2b=Cw?jW@dT(qzo)9v$f8r7`&I7rurA-3y`Xs&!WX_WC$@tz#E^`k>7)( zT?Szpl6&!=CQEH)t#u}H3TkS!TYLdBkEuKNw6>Db)9)^{_&t31P`fayZIL0m8?Yue zcBqEi6*J&A0Amac`=fa(D=RBE7x0@18l}Ni5+D$eMZzge6DUX!b^tFXpWH>!w7`0B z*V5AR_SctyJ^?W%Cog~vbK5Q*+mX|t3O{h*^5Gwxp5B_D-|uGXyS%>GB@Hp$7|!zX z@d06fak^VxUM?vtjL&Jem7%d)ybK>Yv$mApiKXYo!nS69`SK^&_z{RkfVcPAK^J`@ zIIB;GoRNZMkZMiGb?R+`1bD1E~aV2`w z(q|Jsk(|-Cp5AC)QdZ`2*;|~#ciZmf#II%X)I99(MB1By2u&>R}-`wbaUx`M+#-;@1RLnLW9$s5Z3)aBaL~%H1h{j)lrLV22 z`R4A<&CSiJ`T~SbmDiEV7=S@hClg7R%Sd3gbT{_kF1HvhiPX7J-cN>XYO-;>Ze-a-6@Oa7Yt}X&@ zr*7fhpBa$4ksOA-(a{JqUY9V-*E}bPQcm&2lOajoJTPm(SFxF3X%VX)fB$jG3eKCnl&V{l|eh(;w`Z>uIRAMW8H0OZcbrXxVR z+SXRV5aDMa(}B#4ilV@L&>BSI1{k%jw$l@xfW>@zZGIjL7q<+o*fNy{9-Zm~bab#` zE)EVAK0Y1s5`BGriJbQ4qB)n*c(dh;oH^Dlph!rpgGnYfon16r3JJBD8|&-p(kKgf6uA>%L!g9Q^ z0t7eHuh zQWVnw3**?W!*DpdQ%1=l)Aep{PEH78+kI8@_Q{C8=kb1j*k!LP;(+a_FCR#b!y;MKa<0a}v?g(eYT!H2}md z(5O#{jqO@JbRId22Z`#W2rRS8EF(_QW-1=keti@GTakR{pEnICQ5Qx;&H_MpjqN0E@JL2_;Hu=aU6I6@! z#VsxOf&L=K#bp7AAg&=TucMQKn}G`lOPnpAv(g(+@ZtrB^-4F7+pX;Ue2K!}(NYxM zeSN%EOWp@lp;c8?-@o6Ll$2bqJ_1Q|=MK`Y@2BmGq=#2pXJln%m6zLVYR-WglUyQh zZEttNV-P$8B2U4&zQ+?X-^^Ul>_+wle#VVWiRFP1`d=*d*O20I} zYWEJz&1r&F2f}`^S&9o;1%5*0Z7x}z1Gua)9?3SJoxX!oQ9nF7`pDxq7!62J0)mTi zouI5>ZlDFpmqKH{ill!B*7K}2uPIFuqW5k(*vux zu(0s`)4V|bNe19(mf&jCOR2fzrt z86F-U5LMvs#kL>_%pRQg|8O6fx4=f9s{^I&Ys?3LePm^11_uX0H4tv?*|B^e8cA0P zrd3g4$Sg>jytTCj*ad*ibYCBIqDW7Y=Uf*q5yA883Pf8U&&8HE*6UAve0a3VsRKsy zRbk=bX>0l*I{_(!=K^ApCl2pge(J+7DOr%10!U{K70ejfwb*&>e7bYB>vj_x8meP% zz60vpRpeE!+wpY9B~IlfCO9#|b8Z{G?bu z{JtF{IBuiE!_!r^U5$+&r;=`=G|YJbNN7C2X=Wh-U5m)kL>C>($fBzp-0)VSc!v`AT!^+ zd)IHr<~|Ix51^$BK*+*rgJ4kfb!VTZux17V2w2Zt>Y}5giFhpqc7Rnrt2M8xk3ovr;pdh?Q9{29uON5;~kL^(i1A0P;pWng3;qJYA6O)t1 ztnJmIQBh#Ay&<+X!ThA`_B*OTz<1Ht=WZ)Hy#i_#kfCpR8_0=q(~~et*+3%B^z8~1 zlsVTw50Ucr_8tcb4rl|!cxkDvrlzKa#U5a3)CNO!Y3TuI{S_`TF@Sf#XS2w(c@*0$+7&zl~(f&hW*X&<;=;oi^OT z`0nBHYO2x=eCP`N4CHpL&AJQ-BS3hiL<4Hsd3oXz62P5^XN4vlpnHQF;&^kcx~j^_ z+4=sxdrHd6#;n2s<-xJGs{E`hO2Fcv?h?W^zlE|5yn=v$fS&et#TtjggTyoK!m}P$ zxD6nglM|4>_?h&)5CsKL_0DGOrtt*SXaBLvtTu-PR< z%5K4*(=sID0oUGa7SyZ5jz>Ujg6&-+r?0=X($dlba|N>Xe#7+fU(EM>Lc{@`<E3 z9|c?GU*B3Rhr3>!uO^0uhJwOU$RB@xdz;&Qx}wx%?8z4+EO1@|G>)pkiN1y}_Q1m! z%8-0~_giXes;}>(`}e&-@S0B)2~1fUfuK87R#9pC{TmQ>*Stju(Gx>2Rl55BA>hH( zBonx@w!PoKWny9i)!VCANfi}mU{H{gbKoX~l1l=8?BwW(UIQfon1S=}u^(grr~&xF z#GIR(`$?l(>trh`>IcfW#6MSMB{;`Boc|XIw<$gdm6nx_j*OruWblRoHU)*c$ER0V zj!sTgxa`gc9pnrcw^15k_y1zPg$A}?3n(ppL$<+`va_iS3|4z$S?N_Pq^6SAg8|rT zxSqe|;+h^AIR@J{`Q-i%0ig2kj*f@u=xQL&09=(d4bb@TlRovid;23umCv6$Md@o( z5xzh#-j3`dVljyMr z43c~x-j0u3*7AQS(g1yC;oxuvDiSjBm}j`SCy6(g_jxxzz(55D3eQOZGrGFK8~90z zK@z9)8|-TT`QfU#m>7`ax9{Akt*r&&$T3&{1M~oPUjp{2a6UgjZwn%k1pNDl20;IX zn8(FIObpG+)V2nQY{18WHH`pF1i#_~+c@0@>;ViywqN$U>JZ47xAy}xuM{G5baYV1 zfV#$)7dSQG$3LA)3JVARAP!(~q!_c+Gced(UuWmwpb}*<9k;kV+yD9V<^L$XKorml zK0wKqk(C8^083L!jz96oVQPX zK+EI%CoSNEfbuVhy~A0QGz74q%UHe|a20@o1a=EG#EZn0jf2B!XBufkgRLW6I$VXw z$pK#w6nfOxV&dYpmW!UCMkrgnje^gQZ0D2!+*>?6@3e)zdFlh=tg_NkN~(X25DI|c z?^yt#Dc!$)1JMB%u!Lag3Md8;BrbrP_)BycbWU30AL_sN$`21?H?b@i{V{0&wftUr(mv0RQtWqbrLfiQ#QDKk5tZ0U7H^dxW-Y~r}%cIXzhx3_aU zp8$8+>I!i@`9w%)d3hNS200io8QG(|-+(!Z!E-hTT~)HxmYl$A7?d@90RbroLy{suX`7={ z&L~7dejNh>pmN=yN>^-?1ShHF|2>gT9s>D;mT!`z@PWRGi9xKyLhBBDIVS@*uV01= zN1KATI{er@IK)wKJXvi6H0lGaSz@o$91*Jvk z=Eer-K)3=w1Jo#HUa0+&h$U7UG)?g6_|c)=AHynm<(JY{uZ8+Pz-|3cQ}J$e3`Y&< z+w}QcS>?wrdSg?SK|8$8tT8s8`rknw?lMQ_OU2>QCZb0fb#=|q>pQ2IlvvVw5|$2Y zoZz6&CdbMS{AtbJ%yrn}fH?Cp|Fg5^;rnBrR2a7BMjs;0XKUECn;!tD3Yb`05`0nj zZ1s=D@J#NX7S_2}`l(M^?M*`6sLMcOp6HGzZw1TnbVnIqDU9AlI?l>^;G{g)D=YS$ z#-x>$1J}m+VyygQAW5Yt&5Ttgs}WdkY{;3b28 zaa~;q@e-Zt}z<3jXXwohAczfeB)oJ}%TF-+>FJQf^j#=of z4oof_v|X16;`{R$@xErPW6a2GlEi-fcnBP(kvAoQts0bD@_=IvSRt<@XYM7kwR#4* z)O;>&w(^E)G&>g*(Yn4pZ11k!xK*fpUlGSosE2*3y51KjkY__ zX<5m~zTl?OF`Zvg8>~}QA#a`;&?x?zD;-lO;IuQHDn&z+6DsNds`X*PsuF4I94vRO z_9c>lLK`%Oxw&h3jFisZOsx4r=k{8z=v~i;>35YX*=^h+#&RtKU7Nfqj)zPA+bh)7 z_GjJfjz@oKHF=^})2iqcDuTXCh12l{u(1F(d$)IWZFZao9WSg(L-sc1`B3@j7Jak&nGP|F=$%9x+0qv$fpmY9KQvh{=wbVJS z@^PQ*L6zZsG48S=y(uiZYTWurSGrMy9sUuH$8}ChSE#^M1$9WNi4dDCm76Q#1qMb? z9U9(;RoEFwY1gy)edMpEqK%up9qh|8S_h`LL=<;g3h6^Sz6 zTjdMGDz&u>wKrQE*f|P$%B99QSR!wJgoQo(`a!dKZaVqIk>TcS5d&}-&@+pROu+lK zoop_Epg%9EEfIxX6X1ThwO(!x{%;rh+M^$3`RcNA=GrFt!lvHsZ=0=8Ja3Ba;nL!| zYA6llZ;nW7h4G};)e2uGdy^*rynRbo?bm5p{>~(%rApgC-uEZwhr5qk=zJe#9wk5U zJ^HZrw&X({?}Gk0%Bx|K-&aIIUfsI-=IZ9NOM0_4|0Pu z47{5%?V~?QaaU4WDgVh#%+faIR&kX{RWHZ?anjV!{o83hVzvzL?nw^N%XIA@%VhOBzD~Pl>F4YqG z?Vh{`-=vhMFws0uSiij_WTT0|W<46z6aXD3z;wW6D!C{JEOh7g?KP8fD7?;YTbVLz z2Ug|u?b-Hgffh3V)us7t+N__uEDl$clkl3wyDU5$@a^-&#JZqU*M2E!+MJwpeRF)r z=~W38L`GjCF1>n<+pF z;3$F4ycg_-&7AI`d}YkSBgBuS;a9LYfBZ>1ineXDsja9pNaQD0erHm-jeCdURb~3c z<(#+~OW${^Dvr5UH~0bPr&eG+8V#x1KmsP4U|AT&TohkB3MK=c`ajx>` zV0Pu?kR@CJlDZ_#R34ppGnkUR)f$t;lj*>oDO_4L8Y-$6_Q&R}9?26EjY=(gSE31C7O-5C)ezOK2=gu zDoCtxuv!HFP^9AsBBvlH^C~DF_$LWvbdB?vFg~{0K$`YJI!_1B?UTF42IO&CZH$Jl zcLYOBHjX2Dq6>R*yL|XCzu)nLS^ciBEDM30)qgFp+3vP6?ZLb&{VwKzW9mD=v3%SA zpUNsDBcqH$!wMDIN=8K~o3f?s?2%cbL}X+aLiWlgqbP~YB0Gu9BzylqzVGorj-R8W z<9)yJc%J*duJbz2&$_2gtL80rGpjdsmD%`vL!1rtj~0uRQY?_Zy%s{3uN$wVZ2jKO zft~DqW8LOTnE_&7Hutgrn{6F-jDOoN8&p1&{^r%t&oZ&7_}(k)tC4{rzuQmMh)KLy zl_Rq2*In^mIzkr4N|&(7Wwh#d*yIt}rN>9ePSlkuVrWHQu>H{HLLx;qC(kv-X3v92!9HGk(N(yNr{>{u;%xLZi`wSO0qYyqfzOF0uYQgMGI) zu(R(>ZmP(e6UkTv@_rJg{CvFk*hD$mgRcx43ld{~K0dW*(nAErWv~mUS;&c;D7`T}{maC@v%(6KgCeChdD~Q@rLXe|^9D zj#q)*SvF=f16l9aNlENSkJh)g3Y=nBQB%~BnP@P5`qCiKtzoWngi+<$1?q>oeYKoK zXVxARw1Bv4Y{bxtDT#*cAtnTBG9pQ~A!roO<%set7oMb|yFK2@a0o-QE~Ty=So?;%awil2BBn(HLXJpra~vcreVS` zy?tA{l38b<>-*xu+H}tuP(9Yx*6i%;3cWR zP)&@|&6{Ao_ft`g{WM;Pj8;)I(BE9RbzY_8cd+y4)|Ykf=7zq9EJZm}HrZvoc)=9B zExsGaC6P=z>vr*Z+kV{z-sYk^K^L08D)Y>BF6UbF5Xp#hvr^c!+_-cUeW0qdvoqKn z%#DD`PHi*1$<5`r{;9h+fQDrwNXA4^-tFOv^|iY;oTdHin{NhBJFG3I=mS~#0*F~g z=G~Vs)>&dN<8Rs+8vf#fyus9Wu`9`*lst;~ekXMC^Oh z=w+z+rP*lY%~`s=_hc^Pni_GPNKRrc&9jz&o&wG8p~v5NUf<*Rr&=sODlAVQ+jWMi zZ~mG=XmoTmV8GPWQOD4Lh0951*dm;qoH#PjEFQCcFyba3F&Nz%FBTrkxm)~GN3M=| z;+g4f)+oi9d&w;EMlvF88@Krv7Z(9=;P3S2^)L5F$HhyUcXz)M)s_70+4WN9@{0#j%tUaUTenWmUk!VZ za7grqBkSW_W+$gbV4Cg6Y28QYUoNrlPf|6nAr{i;I^~6Mw--S{SGphJ#O2}P0rp!v zGS}7BB`LY>$u^PD^>Qsoc1clhef?QYuu#3c`XOKTvntRgjyq-ST_; zkDFlLI1~kB4?MQFq)wikX>l8hzgxZ|<>=kW10 z>T~5KyIS&p-0^pNDPG(0vGK7;gckaaPBwHF@m=kAFE8E86g^OE2=8 z+>hVxldS%}Ce-Ia8xvKz%`!_?mEx3QHJ6#-=Rd-TY~vjxz=M7V3yWJd8j*ohq}v>2b;bqw`k#tPOr)K!ua5lw z-QC&gfIGXe;4$}8zI(_)X6U1Rq_afb5_wC0;$7QC=8ZdHesdBDq%@TRQzu^x^nPcV zUBCX$?6jwX=|RfTphtGQ!#FN<7=IgTvNs7Qsqj`gHX+b@?v_Gz(!kIwvuv4~Q?K_= z&Zl{m(a#&sYUIeDLEWE|-XD=>*-4r(-PdNq|7ArnuZ)I>Ch|G8R;VnsoWpR?uOD|* z9_3z(wY*|(twiOioNKP_)ZjZOwLe$LUj;I_!oqp*oxmRfqk%3J5)vA(3N_!6lg6?y zlB+JHh4Lz9wRBwDcdsLf&ykl)P*hag$H1^5lX9rxPS^8i;#{mlbf;;E-q|^Pp15{_ zTFx!DWb2<;z?KUBynVmBLg`M_e%orzuXId=F#vTtTmX8@?mPnk+G3Crt*ks=D&NcL z^f<`>bZXA#i)G)r8+6n}!?ZtG^HLvB%-pK~WasTnJME6+E@pYxsRydB$R0fAQ9Q9C zeL&;cWEZhZ#I?LXfBxW}T4LFt&jMA4o6C=7LrNbkf-h3bsjJ-US)H-ds!QHK@Z;Br zrl7ikqa!P+NmY{9w8iz*Q)H-qC@nqzeF3yQd~WMv0}m#5NwymIWgEynRNAX+SWc6p zpNx2-5?oD{?lw`}KPU~Y-?2Y^zZ(Kv5;mfP7XAd!lRY529GDZZa!O+&Ua#f&pR-R> z4$%-#Y`7fUBh{aNOpuUG=KC%hEl^C1UZpdo%(JpAmx(MK6t_%GE2U#X#pRT}!zTPq z8;$Jm@Oojm;ZWZbo<gERN@Q=9_yOFiS`%B``Q@+~oe%HhCrAvSQK;kaK zIJbbnHR#rLbPk3zRF;*Y{3No{tn81u0-SPdWzIxXlfnA&B7m3|Vh$w0)+~L|7j+kU zQhvERhJt$D(o2?kuV8vvS+uhqAXRq&bqk}wnK80ql>64+Ze(kyUwh&7nKSeA^UyMr zR6SbzH#xbXN+iQ&9U-@!-lg!y{nOkqIW?gTq)!FFKgg25f7jl#XAkbUQ5^|dh@z3* zn}vmikOrOsE!frddNVI6>3*HeHPtrOc%xmcLNz+))zpANUD+gEvx7heM@?#4TKCtl zTs%C08bMOz=~Xh!l+}I$m&;B~hGXH1lG4p``%!RBq*YlF`HTWvR2Qg;8a{A~U4Hk| zMQe$<;xOU1!cp4U{&G5cdZ&#QJDhe!b-Ok#VKCU<@&s>TVPOGLl%{56S(z(7a`#>t z!ucN*JSid3_xZD;mR3~t1_W_T6beu;K$1ZH;_0rY#^z>8uZ%BerzAB_kWV%4@XG3{ zpTGa-rY7%=mC%ro{WFj80mi4NgPuO61X%|PVZuRSw*nOQEWqLzMk1r4loS;~ z3T^@LHvFzt_Fe%2nwPAr-gUF_I`)k$Mh>JTZi6V zR(6j<`JLOzk*Vm8q67?<=I41&o^-OcwRLbfBP`772i`$j2{<3%Y@Do6`Y3FVn+(@W z#iB}thlM?S`0(}BI0XYJmzWqC(?AO|>%MqebM(CU{Q^SlP;+qA?@efC!99@guZh~^ zu8hBwa=o`eJ3gW)2r_LBOH0y6rYK`(4WjDmJm0#zMesIJQzaxSlah?U=*6A2?yYd* z#k%m{>6SP+es1}G!subFqjQmzIPk+|rKa@s%#%8A%_dYUX+C%Cz=cpxMj3dan)t9s zA!d1g263P_OQk*696M4jyGjoB^tj1gdoff4>L$eXd=_oMwnjjvg+-vXLcStPlUXSn z*tQhx$#37lXF!zY>h9j@o?n;?lHrk`-?_&@8H>y^0r zW%_&Z>eZvPF0)%wTwJyfGAr)SS((y18PVA3OK;t_SJSiBknvLf*H9*q(DC}JNR{hw zd{WY`-nr8}Crb8f{@o-jFRsgO-!ouc^rAgc$cybELGOF;(t(Tus7w|s8D&bYo)05)kyMl!}(^mT2RwbMS7LQ=|Nd6nneZ#e^KRC# zAB`65d*9NPw9RvBN#`Nw;A-zVt(f`xFJ4&PShH~uGro8+(B6*yos^th=rpA{7SHB~ zpS@AVKdt6-RcwH&Uszn&l&taAO?;ohb`JGE{oi9;^R81TxP5`$y$C|MRDDmS0zn_1DEc8MNEww$B~~a*B(G&GFDs=%LYf zc0OzU@(fhn;6B$f^YaCvG*3+x2K#e>6WaNb_`BbfWzJfi`|K*NSL65?KYaQhdkUT5 zo}Id5)wLn*IR42m5Pr6r^z2tHE1EMi)*}4di((So6C(++b?)&gefY5!^FoKipV7yN9j&;WMN$)LR;W!fgWBOvT z%VMi_r2d(5f*m_*OL}^AC&!K)IUhIN3}q-tm*j)8Dk`D(lje>(;b-YO=7DIrZiOzJfiwY@BdWpg$dBWqjH*K7HDM#y6X` zik~Gti~sUtZ_>^8(M12Z7kaK(<*|C&lRos)6-C9G94&=}JhX5`m7RVGzbTFTm2qo8$BVp_Q^|Djx} zszKGg9dZ#JA;eeM8@;{vMm|!yxGWp>oHGn^{#g^L?xMxZ1+q zfq!WN7`*(jEm4fn;fzgAieGsLv4i1tu84&N$34DV4MKY5|GHP|e|cWa+n=f^>18-0 zM7L)Uq3!FLC% zE8Cfx zJL>C+pqql68ivur*RMa~yRo+G>u=pMCWZWUerZYCX)+=(ken?f0j1e`SWq*-+sXwZ z9iMkuIv1RrgsuGx(OAJ42FpY4o(Hf08!Q(4?!HR<_3HrK2;q!tifNIz?RCuW=RYoc zoL=AhQkIW*!$d-wot>>?Z$7`7mv4L9;2{5ryfW$wOK^q%PYXa%V>D(p_0rNZ^YZ>b zYgKOaS8Xg3Pqw$6wO=#sBl@OKvcJY{Q(czz)YeRv*M7z0;gGjN{T72;92vPZ(RqT3 zDj0qUqv63C4xdvk#)Fc|Y^S<4YL+XU6LoqOj$;CXWVxce{G?vRfj^Lk3+CVlp@-Rh z|L?}C0{}Hiw%K35ivDSdD61sKpr9`+>l+(;!_BQ6 z^%j&TG#~gI0xC|m{+O22zv-WCI9bn5sH^DH(%j=5{t{kNqDds9e!^n&&DwIpKsuA- zycKi#KMWVLZYK$eWU)hrLg-c<%d0juYSN^B3n^c{=l;QAsJ>DBwgbb|!5G-|80mk> zpDWwk8kjHCdhfoq`^HVRa?@fB8=Jw0dq3+%sc{|H=hv~=y9n`|%}}*9P8599tgNi$ zkqX+F#2?=?xUpvn!6y;wMFkzwMQDPh$9o;!L`r$?uJV6@(IgG*)YRE_8KK)Xv z(>|7~6CFja!6AV@U-9zgB+A^Ep`k{WmhNi{=4-u>&$Cc<=WrT%c~xg-_8yxZ?BwR% z-28CH-I4M(pYEFr=I?(gs`mI+dfhenun?;RD7j1BMz2ti5jUUD%bB}+Yj+Z*Qe;MPSD9J2&{ifUEkj%51E#2bx#5G2n zlaN67ewbNUSb(GfdyJTvvekOnFk8%f>+S59+Nwu+i@L&Pd{QOei?JFtm{~kmOo$0S zG|pQatIX1+ORQDx4&Q!c%7yq^YE|ZauV&4ZJNtWb^3Z_;DQKWlQ=yqphrYzhYWnx@ z*%|k##7Ea!e|L76`>pc_5;s-y&vHgl6Nx!EZYpZsK_m6*zedXB=c%hFHz#ffHvjH% z()->nvufSh!QD9~p3{Feu}XfR^7-;=-S2A$Au}K$Awe-hLBNQEc|$N;h=~Q3*Mr2Y zSsw-(h*=aP8N9D~(y!aE7(?o$Vk~{Og0;KM@#c5?u<2uqx-C)I+#&E~+*ywuy;HjT%HvCX6Jp;LJ~xP1 z=bUW%J4I3RKJ9EolGzxz7uBLD6!sC4Z*egG*;^O@77pAqjzyJTuk(mix7{ zR20gb$NXty(F=Q;l_6$Etr;AAxs+d6s3s$0KBl|=vX#YA{PI&RueqaE>GyZn3MESI z@z;UbRL{D&O*GV|$>EKf`U!IfyZx>yb~H2rimLL5In(zD9#Q9ce(C6w#|!o$J=fn9 zy^1HRdPE@bJyJ}Kq-%OqrFfJ!Ns%Q`kclEdsCnY3kTNC;3M?c_R1u>tsAb#R-w7P~ zYVGFf`7|QPBQI{@>h()yRaG#G*onT{L%^-HvbLUa>WWXgWqy8Pn|jSH?mT^xuc-y0ASMNet`h;p$wURM{w z-Z~mq!ehv6MMPX=J*`_cWE)laKjCpHQOV`eff~4R$ zX1wG5So(}CRFB>n+KMt%pGffaHHptR^VGXqIvOstFkgMk+3`9_MP2Nnu(GnFj?$!c z#J=w?DK&ll`s`lrA;m~+MA=A8I8-FQp*S9wcvNnXWY!k|Yq@kuk@Bv%u&{d5r%&g_ zca`h{h`_#M7Uo%)+^SgCYb^8^5{y*dErS1bMC9nV8ap&b<$;_5C z5*^uN@-j1XUx0R-!|IR1qQ6<0nUnb+V8Tqkq@htpjS(0z;qfFgCXL z19SU(j-OK9R2)jBsGV_fn0qDv6(C?o(3gisFukH8R*nNroQAqO91ajCKaYy)+=l8k zFE$WW;xM zeftk765QzR>qB#B&D!-P-g>~n`lhAQ&&oRn(rGGOGp~$QV|zay>Qy+`_wCD6T5s&- z0s#Y$mA{}}a^Af82Q?=c%8iW;^n}zjt9S1e+Kqg4@+3Py1Ubp7U&^%B^tjWE&zpsk z*_frV&%hLdwexXUyum-0uhhTr-puJP-jhkYcgwrVhGxQNOD`^#R5lYZkFG^mbY$hmF-Q(tnn;?lZQu4MfTdw?uWi3 zX;pT!e!AH?JbsS5v&mzJ_!5(oeJS~e_20VAO%E|D$M0wTeEnekoA*_HERaY6o1-BD z{VxHLe_C1^oL)vo! zI$AH(1Va8RC`;(V%}=zDD(#nj{`lIZ$B%eIPeK9}gOC+U9QH z)7z17Ke6reqdj;qpkd_L(W7wWF)=es01w!K9qf#E+qhEPD=mF{&GzRr{FnVE={{~? zdOkNciiwIE7JSDNgaZe30HBehM~~`OIA-)^OKIil4-fzRJ12g2yv~m#{@sxm&y;;O z&;NE9Q`OPoW@ne-2(AC%elYLBC=2kw_kMwuOM2JUUpD_Y8%k@1jCm=$ZA+`bWOwIU z@&IMtuY{ygNk;WGo)EhakJY(m-2xv#EK%tzh)?%nyC zKXYPJCb%FlK~{UNE5DQs_+aej=7t;MJpFxmZ0uuQ-5L8(l#L_Usl!13V0A=lgR(L| zP_P>}?tPBnhVq^40d~^W7Z$IQtbbLkh1}N+DD_mnW$JO|%BAs{c$9Ys~Of=2JbTw*H=3kg+7C+HvJ zFS3g+9gnKcs!t2u)xKZWT{FOk9)}JLeUHu`fo2=7EZjX%15|biMUEAo5^eUwZ~RJZ zJX6#>^%es!md-w+JMw}caX+**hV|yz8X6*Y+5m{6%OPZmjQmp+t};e#n@p79`BffYUS40?*&78%I^{oq;{(E78yMuLvOOYtghTN~xo!w2?o zsvXp!*WWs<)B9Ch?Z$@iqKU4>=N&7=OL3>nZoXsTjX;U81aL#sz8FwLZVbW?{TeJ2 zEL0+sd6*q5D&6LH6dMeIFT|ZDQR@G?dgNVO&r=i<>^gIrRUqs0iNDE;M@70KBY&lO z1u0$rlch+MJ&MZ(JNnn|?*Fn>^wCQ*xhP*dp(n*DRTncds!se+&V1tQh1_G2UP@bk z#V1DG|37RB)&sacaBH)9@%)2;bY=&uaL+u}7BWz8s;XEY)j<++HD0tGz!9{QqoS@ZcZ{jFnItq7IMoaMLg37{>i!bVV+>%eDJJ#(pM3r!^UN$&VJyn9fK zTA+FA>cE~qGVWsrl50Y*yGfGB2nX(02<0_36(p!@GjZD>r2|335D0Q5uCUMnA5L34 z8k8Ymd&0+uVCukK@p5youB~-k^iH|Xg*hLx50Js*{-g>qd3m#tL!hg`HNegmd3@La zPs<^^Xx(M_7!VVZPIfRtK;kScAbZ+^$?{(!42UZDuv8E(ReSQq5B2pWHUm#=)Cq(V zE!<(~Vc=c6=jv)T_%=qLrrj|omcWemo0e|9#^@v9`W|~Tc0%+)N9jAxU>*AUn7xQ( z^x)NmpFJ>837&Kmv}~P1bVv7{ulsy(+}AlbxIb7)xU*PNU~_7 zi+g~RtrT`Oc!c)S9ZzJXBK#m7_n@l%`wWol-@nfyB8rNODfjI|>AN7oQER-jHotyV z-?PUT2l~#dm zNX-CeiE0@h5wWnmd{Kg{RuSr|p=!@c$B7O|R9}iYye=%H+u^gaQ6$aG%)qmuV|v9( z&Sa;~vj|TmNW$>Y(1PM(xXTqJI0&^qGUy+6zi8D_$El9g7K&$7B{h$*(v0>z5D=k{A);Ao1~9 zurjFo9a(ND$h5ZY;|Bvv@l@T?k~6wBZnf8`IDM!YTlyD{LmQSGAGg9?Ng3XV_&hYa=izlD7W*Ex~(fT2Q1bkJ~a&rG7ZB2Xb(0eqVHnVIIEQeY(Mf0L!e)Y$a+R*W`)=0 zPAx{V2<&K|Zk_IhiO>Hq%8DToy4)K(*GXq}WyP^Fr!+g;itpN|7`??Fi2;GUF+#h`@>8_k;k&6hKxqMNPHT8)OL_Wknv z)issd9@QaF{qVc`AKF!3&l3)^Ub-%umSgV@zUf?}4Co59pZz+-f5IJa)%e}D96i{7wpwUT@$)&SlTN*~ zH~OBQRr+^%iJAWD&MzAfC_Nq$52QkMCdITa5nmPqz-zdJFP)wS>H-lunnTSt`W z7?icoTUs!PL|A!ND{0zpD4y(YG^RT|dhT+@rJIRXm-`~W>K>e*vAb+C;W6sQ@MNr9 z*v&|6nBj>7QQ3-EL43H}iCErf4G}F9vHZ%kX(27aGg^XieBuEi;iW_AVNGiGmiCu_ zeNLsbE`lqKDAnLfOxT48ge zCi-*h#*Oup3l7l(^~Xemw;ri>Ms>`jsLDzYl_#t}+f$ds@#s8UAH!oevnzQz)|b&aXe+C-dz6+AC`TFJ=MJEiLQr0FKOM zhr?buO(NkUroZ&Y*UR{fxVRO=l|MIUH`}+5OUr5u5%-l=cLp)wX=aQ62A@dfE%m+B zT344>A1Lys`APd^T$)-#q*b=tJYc2ib!UhTB`VNx8*dETz<*`_J-_GiLC~QOjLZbXoOGb4lInY!O&q z&|gF@llSCjEceME-MK%ntBZ}6BUm{k@#BAgx+)*r(i>D~|03Xb+^Oe2>bmP7kqkxZLR0Kxiox;L*2dY)iMLi^162ac zdkTGV3+>{qYFta4ZrtdFLIT1f%r@{*H1iy5{8X}-Ls@gJ=Q3}Fvc>P`5tfwJln->b zH$S&os*^pCT-^#{ZgO%Qlj)rr9r-2k!qp~li^Pb{=;3{rq@j`1H8N>tLu>rss~6*L z>zVvXQO!%)kQG>32_xdC%B{K0^5fmy5wec1p0OyJT0@lsA`wKlh^zTLgylbuzw!Hh zOT}M2uC3U)$VpXVe1Cbqu6DEcxyV!3#Jty+tiNSy;0(QAx*If!6s>Y;SLwTkC#g=( z&QL@0z_E#c$E;uEhf<9uO-4kJP&@A94hgb@Lt%Bb7Ze)3_kCz!virUc zJsn-(iR{Xjvcd=wnRpI6x_aC(z%bmk9JtzEm1+PR6 z7<+AqubO0jq_Q|c+TnR}bA8HnS4{Gm{luR8#GbE+q=s`epM0x$XY~DEauUad+luqP zZ`0k&_a9rS|KRGi;HzC~^8%13P}96PLF>y)Pm`6N6^&P34OlHq7teSh_RRpFxOcIU zRej$~2+k3&kfsfi7q2|0Dh=1W?#6C-njAo<})7?>Vs~G!I_K}RQu-5GjAMLv`-bHUj$=;hzw@tIJ5=Y zIy!a^XT(d8`11w4E8(`>@ott^pDq;iq)^EjGl)}Nua z;zxMfH0pY;3`Wc~vOeFgI?&I1oclLm>(g)g*dK&^KkQ`KtN(D+?2Jy>^uQxxF&pC>UE_t|crX<5({Khy}aXa<&(7-cYdW6JV|g_$>F7b80v$I>j<=Z=kzdIjUY znllgSztVG%anx;(kegkWy=?Es^WX^fC6Uo6eXO!NPjPleP^ho;XYZdIwx(CMMv5!` zY>`*x9B-cOUHZc0rNCB=Cq zWnBUFXa0nA(Hxu-91d|;Tu3dBs*OuWJJ9~$`4US{LnCAG_=7Pfz{D9!2ooov z+`FQpGPew&9?ahmuK>nuI4iX_#@(`alV$1mlq^o1#smLmtRBQZ&J1e{xvY6SP&sI8 zNjqLk_ld!q{A#Y;m6`L)0s==5-#ow=zAg7yiCTtw54V&)i>!+S**sZ-;)Z+mzqkG+ z3fs+nbn;(QR=oS;?j)J9ZLGE=m0o1zy4h9IMSP1y`T42WL##JCw3iyD_AG@*PF$Y6 zF3yb>1E(8>zU0xf&-1!(cFsI;Is7U)86kxeQ&X1K)?bQ_iPc+se^hP!`6tS~fmXRC zGT~cSJHytfm$jv}Pw{^1nd^hZny1DOq{i@_&B#gqa&ErF|NAW>nU(St;rg$kTl-4x z%3dzyKCMt<5$OBI7k?V;$WLnOMX0@KS{V~6QYZ`bH!*ZZ>1MU|DPljgY5)2<7my7p z`(Kxk<^rvr7Xy<=wrgY^NcsP10ird5HoLlt-aqfUG#&Gw+P4#^SR2(oLTwP_)dX^A zXf|g`hbs8lLoe+>U_hNf0j;huy-0a<`P077FJF4T7ug&eIxJvoQcjt&&^4L+YWdKB zQPHCP6Rq=IGgKC7_aoT6-fV`tG>{f~OB8=F$aD}m;a+_G1~t)KVTCfYWJXL!Q=-2p z6^nKKZ6cX`reIS#Yk{;4wQsst$BNM1`+1i$KBIqp zb*{4TsM%Lp<{*fSF!O`{hl&@ZY`dgm&9S`-WIWvBv3Hl}A4K6}b537)Sa$EQrLAMo zZLytf68vU}Xa8gk6sG+$Dz9|8e?Npi3!z;Y#APIqKHWLdQ|+HM)a(}$l9!)PJ;OyH z|1ml$Wd}hf-HD$gBS4Evt$I`q3=Y%Lok65qk*tZTr1nd4ht?%s{{B%-4TiNv6W|z6u^Yzz3yCF_4(0*&@dv-TMKHADMNqu*%Qw!O_a1O{S{aqB{FTdcJIU)gA5^J zA|ilNR>+*v(ddy%AROksJ&*m5d=-Q}?L-s8C9*IIe1#wgsRtpy1kLN!xU(|=qYt0+ zdPsHGv(`}X#?M%@i>Knt%F7|czqnmCtreEIpL5f>hWBz=#I)ZLGR8=yt8$BN3!a=V ze8-Fab6IzHZ25=KpFy596#$og`!dth^NWj-z=5FgJ#jbiqzkjec`?HD1kgFCAWQP| zZ5w60e`0osms;XPu0e|pG;GF}K$zZ}>vbk7HueyB4#d~c(1dO! zP}Wj|uK?@))((D+D+H_uO5KOfq69(;B-7hloBsvex-Z|~Ly90afOd|I zP%0wCiH;81JZPKog{09Z&esV9X98!!j)H}1ZJQ934joE{TADJzUVI_TrrIK(6c|3F zg3Sr%hQ5560pbVD4Cp3?)!OeG1_lWJYi?*@JbW06?ht3uL>DNr07H2$|6zT5k>C?b zqJ^f})HD?tcmZ;>$kUQwsNI4K0aFke(FH53Y$%SBlSe>qz=hBrOitkoohy!btU4D+ zhH=$uzkh?^{Kq@rV@i>LW&mHUu=Dc=BN(%-je6&fOz-#CH*v;&P6q?Mr!JM%y&9<~z%K`ydL0hUdJpz`qaME8m- zPNA=+77lwXbV0t(M+o_aU_c>2gtG@UCm_G=jO=VAMv8=93VQq)OZj05QYGbg`rYdp zUjfqX1P!E|SW$4luy8Se-rJ_8 zux3Ke{L@xYZ+F(4f&$>%mNqsJ;JGbLAM70_)JngU_RLI8eU6lo$jB1QZhkZO5NSlP zAE8DzF9+;&6B7YD%kZxnOkH@S2xy{V1oZ7fMGzA2+%u^d|kpg6^fRRk-~pkN_tva z`{h4+JkMiazU1fR^xfGFf)Ai(LLnHw9p4@m5g~VkI$eDdozPQfJ_ugVl`Y5hAb$w7 zEC5~XLPF4cLqXgvgvsrMj0Fed?f^#>G(>`r;2S9dMFl@X|ehZEr2C~H8wyLWr0Zp$i{Z6JK5ih%)?*5zU|?$!^=Y53kV!c z)Bir=rMA`hauh1XOP3Ik9o@G#f7d=gdsGdSc%)AOll)INNaXudkp0HBmOZ3YR*2jk zZ%?+}bB-VdS1|J1fZi@58w13w*`qW5FkHa41L@`~ToM8WQ~&yxX*4z8A;6={VckL> z^Wed5jBWU=Rq$fKX3KEk0E#^RT^4sg`f*LoHpG4ih(+NFaOShhf&h_&l36$OSu!f^PQIbHIhT>7WQ;nK6twaNvOUjT?9ZK*E13 zouLHMc~5{)5Yqr#cf3iw!<~HJrG@8THBUiH04G0g0v3f?!)XO*id$Yv-IS9%%Ed+Y zr-O9*DFWHu+-9I&=Q8hU<*Z3Z?F^>jvHrBEwL$A!FJD7@3eC z*4x{Q&J~LYZq3@4R5x+Zwkf)XJC6at$^&c)ABHte9#RciAw%p~G;@!V10!$JM( z)hoEz1k1SyLCEoNUHzAeBMm(fAf|RIQbO%%ARf4i@KTXgnfr5yh#0$q! zvv6aP?Yy9m4oH%bwtd74$UDqQPTr&7MdBlam4?FywLMie1M#X(_V)0}`3iJ`&IH-m zI51EJrbbGN)oYgR32X=0l!Gfxw-^PYYGpp`bbrom_*phKHpE@R)`;^E?n1~D@ES!U#=JO&@Nf9q3D~Q25x}n{ z_+LfihP{X&WpO-c;6GBZYtK$o1-SqWGiYnxF|`mV^5DgTk_W9c7+841it3DH!QlZU z#^@-I)2Y@_NJQiu&Ig=X_!T?5Zl}IX!^?#e)f*3NImHx&M+)F{Ao%xS(e9)OnKV#A zEL&t^q<>)FC@3ZfY;X_2OyQ`L1Wr2i9e5e%=)&&{b^zb+^&yc4jA=?Nqi z{fZQ0Vk+WDF)+YOhi=c&*%^oR7%(nDSP#LY!;W-OUY?$T0h1GL?;uV}dq4$-ZgwB; zPTiPd%+SVZ7{{zAwr$nNJW(AopWt_L@1bA&suYHb61|h?2jLU zpVMTuY~Z(_U|7#Oey`C5(gwO>zTE?^+TC0cN5d1kb{Vpv=g3bg`&p`DVA2-+V3RU6K4wEIEGlXnb2WBE zLR=gUQC+5Y?%L>zHxNJ!F$N+HXU50RgT2(0^jN{ohi7NUnA*1VXL4tD+FXo6?mtGw z338Mf^xQE?Gnjfkjs=Dn2EUAV`l@Qq-&>GhqQZ6g__>@twawA5-V-}woj^jdfuPTP zbYKNODyrHB^$m?DTF6KG6GP6*>y-N8L!os>8!`I(_r+s841OPsLG2?jed6cOomGp@ zh?k3Nhwk%6hu7NN{IG{|9PEMYg$wALv9dwrm0I`VcKJJBuL`G+cupT7Pkl7)IOB}A z|5fL2C+LmnZTPy)*dk6U(GvdC(Bilq86HNHKy^0Gm9KKL(4_*;mD94}i%KebcZk*H zl)lPZZ}Vrqp&+0BNnIP3kfew$@v3jHBsmr+OC|g4Y}XRl6Y8qF=|7P-=5*^N3#0}f zAuGt}KlV>+O?k|JV|>>lV1YBY(iWL%a}qiRGivmdmolw#JE*mWjLPH{&c|*&q)>hB zvi9X}@esfkK;wB`c8tGh6Z1Uv|DG0ZCn!}3Pc z9}s|Q;tjMrUMOuT7Co*tIu9>1L-d#SBh(fzk4a-x%9>JIl#y z^rL-e_tHAs=5*NrbgFD(_P4&o3WNH!x3$g3vzEl}9uz?Zh5G|K8&pHM?a(+dgE5c8 zsN}0sIf1SE`bx}cr^&DMyqc0|A8y>J*tYh!dYsk`G<;?`CnWsH$uYf;eO}J0t}0B- z&kkzK90xYn5+)+GJbWSl%gMdfTQ!+dp8^#*j!P()l&Tc7nQ_MNRSJ_*o+2cY|JhMz ziOsrPmTin}i2M5Ccwai7)vITF3irP6AIa6$#WW3doJd5r=iAF#s(p%XUV1n6&fiYV zPMls9yJObZVPT;`^PKo|BuD@I;qv8qi|REUy{Mm2Rx@Usm#zSQw^1g_D7UW~Jk)zU zT>gZUwZm5PQ^%p`yCEk6m1EO{N~?3&e|S$1xac0Z$V~dTeD}rK6D+I;x(I= z$O`foPU8E|99C7=apV{a%J6TjekU>Y^ht$3d9FaoXm8NQZ?>MPzMMaWVd5o!+|^yG zW*0F)!ZMC8h=h@)h)lwAn&oj5pbx@e;`yVLT#mF2KJ@ojxOh?EW=YVW^S?s1`S8T6 znYJX2@Mo_j^||l-+}L48_sfOvhy^OxJExdyChhiT#4L`TK7UJa7r6N(IFeOq{_Uu>OzAH;(yQVS{ z1Q#QmYRGSf>&6@Bnk$fTXY;Y#6~0|Eb7$Wb;tOPf?|N5l@2Z#<9KR@g<9&26=S3Hm z%VY)JrEwm(EPa3XYMO}gQ7x)X<$Ue)F!JL&IVgNUE7D`?-}92Nv+Qy)IYlRp?`Z0j z+|QIo642^h`Pc7Bx{JSdSJ2)xZ}1&hr6>L>FpBqV9N-!}b46B|jlKTz5PLFTIQz|1 z^J5cf#-4Xy_uCJP%^rT!cO%Wndh9vJeeHj zk=S)6rdhM4iuQJ7H1sv(r{TyGGXj%Z&EI6Q01#G{3Rfv9AvpE_NpQzR>2d ziL4b8JJh=^nR-R|3K@I(hU8>Mq(-D^;_V}w0kNMA&orIR$a7LUNq#oGO5k7Oqtze5 zHzHpjI?k{yr=6!(P#r)lu%BwcGIbzYi_Y_c*2iBTFQ3bu-khO6<6@y>ljkrXBs$qq zLm%|*>0Wlf=knhYq7FadiAuPWew!=uamJa`s%IjoFDvLUEXL<9vwgcc`)C11>W{Hd zF(EmACsCP6(5JE9HS%;hV3P!CPuuducG%jbp~hniVLW)S2PxkbbxBtd`3sZ@un#5; z6vUm(STs}}tm-3&^PIBQEo*ERrHQf{tg>z7GNlguTUphmm*QDI{xI5H$d!qlzU1G6 z%}YA*5OT#b+m(q^mIE!Pm+pnv@#^HAUDhTwGrd%k^daD=ab_}&V4?XJn-Ft@cq*Jou&GtZiFrA-95}|YJK6; z{9DFz7Z01is6G1ar7A7Q@rRcZ@`R0FmuPw$mi>*_b8Wd$AebupO{B%UJK2+pbvkSR zfmh=7zxOGtM~NGk}4bms!;4(aC1<$k~a|IawzH^w<<4TgiQ z8`gTB=f3Bh_cgD1U2#}h0a?fFOD#j1I+i+8vBcitM8T`E7od~?6RKRStoFe5h5{B! z(Jlk!S{O@tNJ$Cz!`#g55Go>IiN|lgOJxGReI+HOmpk)8lVQJ+j^HE#WYEkntj;jx zmYVu%DqbeLfvwe1_oz+eI4v`Cf4&`$snB%!j8bGzeV;>ygFzyCu*!_D zgn=+1)SGdMz|+h#iKEH>zSM2ZN}a(bVvnzmPoP$J+Dx6v8;zTG+Os`}mWLLf8UIh@ ztCKjrkK*VvxecemiY(IMoxwEzCGpm>Od*Ojo*?S^z6^_SZ6VJ-mXAf4V>PZYxhv)! zsZ$a2PsR?*CudwgH(YFIOUcu+3v`(ow~8i0`6=;S@Lo%OGj2Fd%nCZpxeeIQSBE(O z6F~wThg^8l@m|F(7_bAH5O6D#In2Vq!NkIX9(h|V@pD=lnDD(0e{=}q_{dU|K+ur^ zX9_smFXLqUKuA=%8+UWdrlkdl^aYyWhn%7G8g{c(NyA zdU3os?p4c2D@jIZ#3y$!nfP-dI>QSKau$Ank&gC6-~kU?j}ph>H-e=GOkIJjxu1?k z$ML)(3>ylIM5copR!QBO28IKw!vmTd5h|ZN1U76RckuMFV#wE@FD0(QD)Gma^!9vF zDYq+bL2qFbGRoI!Y#x-l_q;Q{dt761G|@kT!qo4~@T~G+vvmfa3_@DAv6tr`51Hvk z8I~?B!b%UBSm^^&5A>EM+2SI5txs<+tmUX@IBMi~Low;{7}E?EEN@oVcgqVNJQnN> zyhg1zdbeSy>-j5DDs+XfT3XsKEeDk?t-egAw<>FB6tQuPfle*d#o6+Siz_Q*nX-Pg zIaY0^V6+G`(jZ##uM1jD^OfU!#KaTzo*bRHeUyiKhr>&KXn#csqE9l4N1f$VWFH6}5UV9>h^H z{Rmj98?;bXIy?UDk7-TQA=hl}x0cX~ttC!96Utk{4R_jwWa2I)EZrNn{5$hUi`yH& ztf>QW4)RZnA}+iK-XG?yz=&aYipUmNvp};5V0}gC7k%jw2JPiE>ig~ka2|n04Krjz zjSOBN0qF$l5b6*HI#^ZN^n5RrwY2Vo6&jq2p)nDk!2R+o3lZ1JADPm*@$L;a0p6LW zTrER!DKne=$7H8c-iD_xBJUH9aP?-7jqmaM6I{&$bb3#W=vFkFU=(EoEg+BO1qXic+)Hgp~Vtp&N8FD2#^*dFDA2D-aO&XmWC za9@^aubIIKci%48orezIbwbJkzXJy`}t`0w)H;4u^B6IVEI%3Jtq z-a$n8bi|gGv4a6Ipe!q2vwC^KR-#p!>odK5Qeq2C7{JiD2sjwRm>A%1}#w01MV&Sa{F10Uz)tJ@hlvh0fYuH6Vx80+;|a8X<(-ZOllZB`SI>HK&H+p zK&7kL)hBdMw*fo@j()bZv_Q`j#<8llaH{s9y40!n*hhi4kn_Ec9bxC2=grSQ2YLy3 z!2s!~2H4uKG*qC1C#OXq`1*nB4bpxJ!TO$CD# zEM<-3|Kb8bh0p;9c^GneQ(Vk~e9hSi?KnW$zt+^~Xla3qg*pJ)o50$Br2tM#hXo&*v2L>i!>>^Wu4#sZq_)|IvU`p!MEesgc2DtL(%{%DVpa*I2)t&-*`wFKt zfD3@{0?<+On&G>xIF;={4HnUSU2E%L;VdRr0D=(MF_z6D1%FI zJ%fptPf1BDIDu#YrTC#?2Zx1a3E-Ne0Z9YM<^YufJ;!RTx=M=bKa^y+durb2V3-r( zc@-fF4pR#upeG17ciZ+p!V5j5#nH{JIMN3Qv+f`l0?om6hP+`Tpf;_qPr@uGG_ul* zHFV7^Ej?zMu7k)tx6r^8{3Xa%S(}^lLLdj$H{fJ7&_hC0zwKT^AZ(`KxhVoD3N|BP zMFCB08!&@}F#zWqLn;7QK@PAmF>#vxfk757>BhVLXLTUE2Ul zp&GLOxsMR7RfkDB@E?M~Jp&L7o3Lv{mKa?{-mdrvkR7BEKq;Xqw7)f-vS}|$1O8SZ zBLxJ741ow!z#2>}EOOJ*#8J2QLH1v(315K6{UcV>rJ$Kw(U?^Y83(pAfa3|9qN!wH zT?u>>@F_DWd)^L13Xto+11JoGS-IM^aC>B7^&@)WkYRfjnz?LN!;CfQh*z!>pw02~ zC(88_DDZ%O!G0i*1aJ%BHCjr_xe-I({q5~kflp|3jEsVyKu}z42l@ff?aR(y0#o0n z1;-T>*guYyF}=h5cMOAtho?&Zmc&)W4h?kbK*RaLg9jk72OkWgHHg7wL1!81z?BVg z1u)c_^jDXoaBu)18n{Ol0LcPA41qHaq#~CV7Ql<8JB}?KOo{$(RGVALp<&9V)+=1`BQKOUD=H|M_dcjG$u)%c z1T#Ds+ClaYLvooCw1Y2jBih^Z1?je_Yhu}vgDh;zU^Q(vR+CAcyJ8KXmYGbts- z7v4$C4-Hz*l`ZsbApMpkcEaQab~aDk&=H8s@6Xu-#Ag8K#Kyv^tFMOu+^ z9gfZEMn$)~8z>SLGqhC!IDlZ`$V*bwd^`f*LDQ{y?hkapd7PJfVKF8Ndnar{gXOnL zAZqhJzyqmgA|ek^BLc9yWXyWiMZ3oDLpwB-p<4_&_kkU~v49fzK|^OJCr8Td0T;@! z4k9VY3@+Q_fCKIKA0}{9VRNcOs#qSc$d8XFM3(+sh2{w0wPvMSfa-4y7ZO9Xclsbj zg))nillz3q&OlQ{oMCRkIucc-r=!Cn7q0WzOp1*)v$KO%Lol>piLU1Rfua;(<1j-# z4M7LG^Zld>y6Q0E45blJU7fk z0Q5{@x(fCHvkoeg%Ob!v1@wt$GIs3z9uSB@a4~hZ_@a5I&)ul*v{y4tk1EOkmceM;J2V zuR%IMb>SJ7rl3^@sRcmejL)BEz@4Wbvf6L~xFDudqwI!W;hR}oe*&R6@QwlX4B+=c zD101<^XJ&BX6~VX1Tb{L`4)me06>W!D=PLOjDS_Gm4*l86z14kTO>bl$AA{{L_&fI zoK?A?G(nhSEPF8<_8yZU#_M4=3`i)@FM`KWQ(HSgibLUl25xGgc)6oC zd}u~=WF#ASX+lo~8fYjI)Ez%TaFcE#F!W-3_6-4_VK|o!oUVF$SU?+2Q1DapOu0fP z{Pscw>H&fE49x65JVbjHE)Shyz~rj+Ho+|u%6@q0x_k(-aG=Il6gQlJD&3bty^2rZ z00Okqll3n>4VM?55NBhGP>&4md{ucliQr3AgBfNKBT=P5ZQwBU7$XQETcU_z=;%MY zx}dIE2ec5Veo}5q-E4liPMyDxo0}f= z7NA)TZYKA6?Vsg`Hq`?c05&K&zcaWR)Vf$&n?VZ`%*AZ@lpde~mPJN_+gb>m)O9}h1M3R%@xgK*B`0V3y*w)(2*0r2XcUt{ zwz3g~fnanC;wI%GG_X-S9QX-9^#F&tW#GApHbA?Ul+Te0 zLWwBxo9?BZ>!`%{6T;yvn8OeWzJ!TI83wgOpfW<&5jal_z12)l@ufj;9=YXWEY~es?cErKpH4DGw9vV&L-6J!>)k@ z1<5a{W!99XZiqzKYZNq^w6*z|nTxa?w_wW@=v9N2_heTW6CYpo%5^B}%I(b0V_3{# zUz(GAR$2x((5)?BP)7qUAKY3%I*ooi=b|?8G_ZLt&OtHX!dMwfEQnBlc6U9Y;}44m z=!$Kj#M!{iVst?LPU8E=dVlK$b5J;_gRlz>N$3K$w6<1G>b8NuoXv7AKO38}q-3^s ztBB{`avvzvL8F=#Wc!$y3bP0xi}f;7oX5DK3i$+3D9HtS(H?ZULDCOsRTeQ#U&_ir z;R1}O6M=13I<{^~uPO{(Rs)z>Zf?FB&keWV?>ExUJsTtt;rP6GvW5#uOhX8;RRAUZ zIu>w=u%+BhXqPUMU~M!-%_b&7lmn$y4^3^59e@(#IVh0M%s40mmT)~DeP`AD+~`0hqf~CF7@8!wa&bQV+;6}O-Of{O>ahYFY+IpBqmFRbwL5aWlF6@^T)3x}XHjr}>|7ij0J5L?~NQ zz_J87V7nS{7ZKO+!rMjU1kn%=Zv8NJ&_caNAz2gm(W0iKAn*a5>Nl9v<`n~`J*o!XQfqV4zBnuWPpVK1H!+_4|v%C$+61?Ay8#lni(SEu2 zbJ-y5PDIyrRC$2l`~b7ypb`xJrC|IA2Z##*7x+;Oa<83vX%&?Z_4Vg4q69;I`rzj2 z66!U4!DzB6kIwcx-luUzlZliPWM&}XTV{$r&;lPyXr+KQ2yh&G#w9VXy+JXjp_0~P zc7s3zBH}H}3-I1Mh{EZe>xIDXa185NLXiXEhy!OE;QPSiblFoN2znxNw%rVv8Auws ze5IK(EU?ncyy50+7!iB0E%p)$p#QT_SM}_Hfgs3T_#s>`e%*!LeYlA#Dhgqoe*t{% z5U(mxGu{0BsAadm$p`128@JLM^_`T&K1ViNYN%sydy5oje>oo#VF9Se7n(dII7^QO zpgjs+Ib~V}twZ37jOhAjrK%1T1)%)s>gWJr#%vTz$~+Fr)k`RnAwR;sE-Nq3(16Il zzd2ymVS8C~`f2HTBh#bK5gt~JkzS829C%&~4WIDIe5U*QB6W7500WE#Jb}Or5BM)U zTh;JRqIeW=fQ3{CG>Mfkh{!|*85v+?(lb4M35+E;z@ZMA+%^e7Fb(zy%uVq*pL%?A z$I0gwzt7Te^iJ6wOL-n$v*MnH^7X;OgKkh?@N%%1kzy{L4CpN$}odx;7a zgy;d{z(s-CFQB*?*1CrFEH%1S0V#^F`s+;$5uoe@26VDc-r`r>3ioi9RMKW^cM^NN#>KsMwAi(_YL%BgDM)4q5U76y zY7e)yeHmMS8*>YOFB7OLEXX=IuyO5F1Hl^3L86|NcY+{BuY{#}2Zx5jA^!lvJeiP3 zMpo8vqpvS`ir%Jt3Z)sSwD$k#%xk@9Xmc|&%k-`=Hhat0U+ZW z7zmkU92~6=MYg$lMF)UZ^lViaat^8rX5HdJa8mxoMNgpA1hGw?zdo~Zo9~2~VU0m? zd>U?0DD-apbG;R3g>zPq-f%BF=8hA-=dElR+bq^AzlA^v3=ptMNUf+NM|Cw@{4(23 z1hxjifmNJ{R|hL7@Kd8eN?x86h?ww%H#Rn)tF?lYhs;aguPrFgaXkU`^Q7p$xMXzd zmH>!>P_md?z)1wi!#J3j#2lvYgM!*&aife_;oRQ4h+2>4c3`{>wPF~#NCO-Zp_Y~b zdimzN@oXr)FZRP>N)_ruh=_}D?g4U3#3r16f644vkxyhMHrG#RN<5?p87jHqASQ+r zn{Nj*uQoRIAkrf)1@$u2(U9LEeS>7fc&02tl`ja2bN(T@BCG=?DLj+&*$@`^qyX@4 zfM+XIOaNA<5|SViKqz7XlRxFE=m5%`6)1fWIDuE1B@p8(OLup5WrdKK7*45P5N%O7 zAv9d-C%`$jpoagDT(F|mBU0+CSKkx2@E{YK?mTZbQoL~e27CSmm%)va-b35ytXaS< zVIM-)zVD5lstrtF^T8bDC>nYGm)j3e>nHIw>NLMG38^9+iiV|b()lT-;4V`FeEi|s z3CI>bM<*i+joOR{Z>ZNQiwu7#tB~;<-}L)aBve@T=CbV=&-cRTpzZ4SirNA^@rUG7 z2}|cIfq7sb06wPhvi_Ni5IqMd6Etnsp(A8HTH-J_#bNjW@rtn*s&K%I;h=(Q006cJ z(D18D$%m278{Is%TWWt!JnHl$Q62 z-+rhQ-jR6Pa+t(FF+9~+^1!WqGLprRMn|j8jGY5vZUH#*?%|>D#TlR9_f&|q=2uyF z_+aZCz=U2nw3oTK)MaHuHno0}LJcEtGj*+)Wx7^fN&B_~3)M^u-sch-NzKMun;zRr z^7Tsl*%2G{d(}Lb4Sk?*C#nymLU05ILy+aoO$9ebL@yfZtYh8-;}|jV@he+fif#|K ziy@POs17jueh%^2%J88=cZ_@p`mJK&a$-a|yP~2ZNSVOgelO6!%db@IT47D0BYJ)O z0|RT}I7xc_EYQ!d8Nm5)QXNBeYIA1_b@ewXhedz(_QW@_MNtsq_O?9=psc(J*qGe zK~J1-{DZJj{L6EF4Xyyl*P`+OhX4}nbujm^7xZ6{p$O9T4E29cF9zXJN3Ro)nlGX4aD#MiYqCYNhGY!9ym5=;P8A z0H5FlfNJ|fqZ~$J&bE9nb!UYpr#_qA3iLsHO8S4+ee}{8J!xC5!XYG_KS99%ACp2z zLFL4#;|M}08lDQA41t!(toL<$DaCgR3qwIs7Vl<&HTMMgLqI-pGVQuAa=`=gfHjnm z`(G{kyTfgK4d&dQd`$3?GXK4ERvB#fk{x%d&uScwd*ewLVmzN9%9RHPj?ftP(LZ^P$<+>93c6rP9-j; z>lwR%Gq=O3BT;efg6ARUs?j|Imt0;B#gV26ohbaImrF`Y8eYL^c^~$b2u1?%?tQ$Q zd73REU3a<`P(aXbO)bF@YkQSIQF&0w&ST~bL7`(L&5e*rX zaOS%=Rmv_V?cYzdzwEq)DQOdzo!W_U;Za1q>IGU3L(^Pc{~cn7;8Yu-GI9G zX@0hq^V+Cuv_T!D;awf4Gh~0v`e4$S6FOi}mb^8G3swxQX= zoHS>b0f)ol?0oZlJn>(c!5g&Ihq|oEGUM@#!~0CM#{rqYbS(WN{1e0Z@_x-#G8sGF z#h_^Vl~=`9th31pD{-6?P(CQap_X)Wa)LkYoG~U9XymxpTEiQVk_QW}?8973E80Zu zFRd*UKF2uRco?bnhXI3PoaW@oLwb+I$C=YlT{YmVzff(si^U_>Cw39vlF%V{G7&e; z%3^d`6@I<>;eQ&O92{RjQ;8p~5rmXo-!{)o){SM@PUt+H{4+ry!t1iogDu%29vNI& zv(^+;X>!`(Sn!0g-7C4g$6I+nde*lli@TfA!)hv2*I;cN|Yei4H2$1{!GV0PdWQzp|LWF-KA`pb9Q(tN+v_w8h=0X z`}1WNPO_bi_p7J&0)(oVzBYXEDId5Tk%H>_*y2)8*AsO`u3yxW`$bsdCCL1^j7Q#u z3(9K-G#}Q8ftaPnukuwr|{9ZMj2*=|-#19IYTBHeRV;!?rHM6p`GSYF~9`Q`d_Kf4z3Gr{rUb3U7qjwaD zm%2rui4oOg^5pNPlr$?IlXs3%I6-=&w3qJm5KGQBSK$7xm9poRfY zh?(!C##(BjQEFn!$H@C9Up>?`u9A|U7}Op$UWJE2U^d?}{c@CO1eR&4jj&5PE9mD@FDrG@cU=8gZm-X%cTR<8T>JRS|;~_u2RR0v&@%)Pm)5{`E+JwVZXbJrv zajIFg&Gch_M`xtmaHG)g{F0N@1(9w!S+_@*fQh6`la~h;0HBuD zf4_O7yf)V0T-pQ?s$rn6;D+9nMejEAxQ)!m!+NJ>MLr~-Ey198dRMeq#5C+?Ldjk$ zkApi)#@g=D@!Hk}EAz{p49sK!vUTSCrjJ*k9a}!LS38EpDSFcKUt9qAJjXkp{aeFo zAfHY~W}u@ZV|O2gk5wnR9y(6QH4(S<%1u`;Ue#sAA#mrYVPbV-rh%-rHL*Ie=SR$^>D$D%{^SIteM>IT3CNr z$;HtlaUJwFLp*-{gNPswm2QNa=&>;lw)HFSzeR!h5KzeEHpae$L#mcjcmwANvOdx0 zVBLImt~rp9LBpR^M7U{C%@3E|)q49Qy*_YQGD}NO3beV2xhFX|)h5bbq$VW1VN?(F zr%K_!ml)gT=Gafp`Yoe%*sRA9x~vItTB&JitmY9blhs1JBr(oba&nucCOvoXcKJxa zJ?-Mn^#gu>8UKjR&N4y{W@$HKLEcw7qb1)f3`HncPEHS}8xFlND0pnCPET4hvt!G& z-YX=Pi(F1NSdARYP1f7!KC!fHzc_zvSzuVl3w~7RzL#s%9kAVAg=^?dg-|MnH!{9# zF{0-u_~91h$)ZweuXk80K3TQgm6EXC!<+0T;CI~ENx`xJTed%OUS(% zpM`S&Y|{tG8Eu8m$ZT2zf(8wBwT+fFzN$777YVMFVd8ck@42%9+3B+ToeJYg!c{5L z>Q%CjS!6}hh0ougeAI|WD%763IWEWYG_a}7xyRiiwA`E$%Y6J;Hb1rwd7Uu4{*rrE zbg)O_oDKk@WzwuGF85Eud}6!0GMJ0GYzUb7g?+aZZ;&2v`g=8R3!-ToLG z?-$b3w+IVY@sd=AD;6sXufUn7eWFSv!d70E;m;q81$(V&pEY);Ecxfphu>l!=E#qa z%Mf#awH^I!Y1YQYsg@qYV{Knid2wj*2w#@j!0YljD>K>}Nn~V^Tj6Rmt)72EM_;O0 zgq2@#x7|k!A_g>LR;MWHsl1Q7?qM|@jk~WfPV^)%3hH{BB|UlgxiTv{Y(vAXRxrb*Z=a}C6sgosDYA9 zcJ}%vg_KrAj4|(kdevEe{5%=?N%MN~$n>e0c%FodRrH<2-Ovtp#Wi}j{!JToiN76*s&At;K#sWxx}ZQ zVJJ&qn?5+CBg(ekM<}S-$Y%1$Ha|GH>0slwYz(it1^sRDo0tr3;Z+Gj6B=T#rO}N_ z?+dsIGd{{29Gti3Wz35{9WGQ8Hq@$bsXaM9Ir^$pxWLuTL!T?f7}FVVVr8E56y3qG zzvm~N3F~t{s9+G{=+I_I_3S|09`t|$4=|(~a=$&dBP&U^^c++jK4-R;cXSA@&LX79 zC@HhA8;TpNOrdAJhfcwWX0_B@FA?36K!R<7VZt9qf^?vw_+c<@yCYHTY1d4v6$+G0 zHR6^3PlFdEF%K!81QnLgecwC_{wGh2Hg z7o(`*I0Uzh+PH1T=tjPwE&_2p@^epDHR|!gls~SCiHo?Dkx}OR6`sT{Du32^Ebc@x zbY-Py!7X>RaXLHZc3)cdUqBB&VW?_xaR(cF=!Y>z3JaD0eZpL6Dk{qK_cDz()_d00 zdsKJCZH5Ntam91?bYt?kIC<4J^-sN+m?}oC7aP1I$;cK-1uWweEVZ=GXjxy2f{-UV z#ly%aL?*wIB`be2-(;;Tq)>2qFwMjP`kk@}^4*xLh<^L+XLjA%SM z?|#(5uEdcFz$tokx@pV{mE*X~nCpq{Qv~k4&0hABOtPxjcp<(Itv}r~YB{gE&7*27 z^z&s#eu2Q?q<7Bo@24N<@M_p;coa??UToO~##O6!IC>JSW_?$VJ$TKd!9(MJR|8*N z(NE;AIyx`$+ z+d2cLb6jb2Tl}+@Y{=XO(qvvrcI6_G8`M-D@QG7+Xh{t=|Mx(N)dPb-WGw+t*j58vID z{voI0l+Rhgp*CmZtnYc?{;l#|l6a|7NcsZOWKpVP1{*t7MsNSYT;DYP=feR?ExBP) zlMx$R5tt_%{Hj-`yI7ZTqNkxYMJGggT!-mmqJjA#xS=)0hCEn?@pju1?R%UAEpM~P zdHu)Y^=>6o9wJordxc7jBx4Rw2uSlsC%?i?v>_{bJ^oSUQP%hvVI zjvG~NYlsddHn9;l;=AEq-Ot(cs!T&#{BfI%xtg)eu+VZZGWFBDfQhE1WzMX-sOO!T zxlsFdS-+MnD=Wt9P~VP}^aV^~EV+wZk|6gYVDem$fFN0kPC=UfU_W%CVlC3|@eQ&q zWG}nZ(m@>mPy+7k8gXp2`oaE)kQE6$naAGVLxdbPx5YU*pRb~_6ge@zA3Y8E*>(4k zX75~T3m`7{DG$^53-);aaoUR<#*kAfJl7Ea;g4(aMu*bW(rRC>Ctzv4$q7F=fW9TS z!QrBoY{O~!nW6VQw{~Y^C0!vEQhItOG1(BVG@WRILE;V6jt{@2#U26%&XJdX+rV~9 z9MgzB4nJYB;}e0Vp+&9*g}!Z!fEF>A7b4`lF`HJtM{%65ci-`k>D-HL;~@W&_Vg&% zwqw_+z%-v1Y})xAm&HL`{~*f478M)a1&7YO8uo^kdF*a#GrnzTkg2~hEUT%>CwOM_ zBJ`jpO>w@3E#LK%E-Gt!Fk;Iemx)P1I_O*L)8eNXj~?CB(fKsK z2Irs*7zo+Q3e*gKl$+dhoA4G4;5j`%qIjg~rF}Hs?6nOeA(l&3neo_6DJ{=r0_ChA ze9XRqh<)iU$iRLkKj~r$~4*Q$0KYaaAHWK&4f5t*Oy831Nzx;9{+20tGtIUjP zp+(kE2TS}pUx7pdt{K-j2!|A2wx7tcu zAVHI#@9^w*NQKqb`};=m(dw>i8kYNo5QD|UFcP@~YOCYXuciI|?cdb&OEr6{OTx&e z5cqvoLP9TKU4HyHJ5e=Y8Ea>pcAF^SWGTfihsIn|()-22NwK1b$I7p0BM_h{t=f8U zH<(4=qh+Qfqi_?JaF=mTyyx!_r|Ez~(gBC()g@(E6NdDm9}Ou++Z5C(lSPP^F<0IN6&QKdqK8CP1WSa`~Qs@I$#t zTWX4L*i`lI>%6?#^FNoO4x`l)UWi|4HoP-r`%+aNA*u&({Z4+v7_CLnL2TWQ_bm&>5Z`QOj0JTCQGsB`um{H$7P_T)|}JiYAw zkNby2+)KmP@=Gy}gH9=LsiQNXQ?yB*$%F!ZsapMNVtW=E@LWpncS-RM0gq=J)Bk^aOoD5dW>F6%J?3=E0N4>~0s)Xv> z*`H|)Db?V6)1c9mL`}Fr1LD%0CPb;GdA5nx3y` zCziRXgD^7FFue+Il-N{tz_p6>V^|~q1cXr|HS()|-=CE?p<9wSEn!XzFpmBHZaVEf zQoBF*89aVIgSn=d*y|V#4#9fF@AUsQ`LMUQ&5p@=3pJ)P%Jkolsa$aF{?c=j=eV^? zQU6kCtaH&$GgZId?TQXwgT)n5S7^xadC1VymmX|-_gtgU(P8hx9u|fc@=7D@#61;b z`VG=ElZ}0yPrkmCSsP}jzGv%yR0lk@J2Mk z!O5=wDe9kpiiiCLV$5|H_v1K<$JZv|w<-mi-j4vb9U?*e0WMgh+`RS=%&Ndy8sGn4 zs0IcvfTsk1{s*c-2iO#}P_%1Z!TG5Neh^-wiGBcnVMevl^cE$FV{pTeoEJeh1A!a;<-MSUayr?{}z%xx#c!f|&F6F-*Bm$%+?WZ^om8a-n1 z;E%J+!xP^dQp>liPx=s}qjom6=jm=p;G?ddo4PvQ!P8M3c){r?Wv0K;3g}L#-@jK$ zf&+4CubXH7cE%Vfv0dOxT*}KpEFDw&5#wTsc2tdv?ec4G(!HF33)5C7W&)=bd-puflW$yH>^PRDeoc>A5I=QCIv3{dyPur_ z>;Tz*RL<3|*}#yuQ&U~3ur}vlUR$F(@@ICC`}Ie`H~l*0m-r8UmuL^tG$=`--+uQ5 zt0^@GgW{$fO=5c|BU9pSXK9_EzoV`UHoX-qI+qKzRQqnqUc0(Nbq~Mds2%am7lr%* zfdE)WQx#UR$;p42(4uR7gM%47ui!dVLk7krPxPsaY5tK=>szSpk;}c(NT{MSDn<|Lr$DZnAvcE z)Q&-#{?WnlT1=tvNLz)bkwnW1ZRzn@@X*y$7#0wpF`s_0lHC7d6=`Qfor&$Ihe09c z@P}{VETH=UrWrR+mj>K*Rr2z3M$2fgB7h_T>;IMOL*}g(Lum@A`TqpmQ#iqK^61PE zczBe0baqYX1@hR{37sM)0UzSo!nRY_UAbI&GJMo5BCa^q6O!1|H;Y=jefyfyB=}Zy z4>a>ybS1=$PLtkI*OQb3n5$J#Pl<*nUexG;xAVxoHjvomU2-rxg@3cDa^Ymv2i0S7 zqYZpJnP@3JJ?&%3ru?s;>fk4JmogBds0JgT^|-Nzvj7aTU>Z1R1uLM1?Rs?fsb5s- zGyMODsoQ}d zE-_?Kmki-pSyK(p_>o=%Fk4^0#}x8?Jp;Mobb74sQp-8}>v{BxK&ne`A^Le6i?{kW zCfr@8uD(CbW#BI3XspvW`+vey0y)k(Jdb{T`4k6894&sGnz9n zP@+?_tCt&+zsV3Hb1ic<*s^u?DU2n4ux0OKm3}1iIi}5-gez-~jAg@Z2e=ps1#Gj)qIK({EtDb2lmY57ORl zm+X*qNS60h@Y&aZKyFC}-aoT>6IS8jN9u+Zew81F(MGuZBT|oc`OYQ-4t8^r3SFMd z`?cIrwr>iE=T5ncDWlMGRMdFbOcCylwWFw3rLq5e+-t6^pd@YEd425D&SckBZlxOl zQ`vX?Zhp2ymZ4eW#(SY=Bd&tS>nF7$lhTbN@*^H~Ls~ph7vnPWMD5x* z#a|fPf~nI&SXkUAx*z2+^51qc1-R%GZL5Iik+_tMLtamzdZiw5iovwfAzkA`Uze2V zK>&=>{{@UD;(0Ie*s^1JeGE(n-WLsAxUHQ6Xf)(Yb0qbS`oq!W*=kZJ2F1hD48nZY zex+$P=VzgR`mdzA{M}cn+F$?^6eJB8&D*!F|2K>#{{JOL^T`*JWWZs5IgAp6;^4$J zip2xzNi6)`k}buDy%bQhFaUsd-Omy+6< z4wgfqvboms{~MmE{_o%!b|M`iia*yeAb$XJ0=|^UtRbAMr4fs7a}t> zaXC$Vk7C|K1wAnHYo80YO9M>VPEfisIUMQ9N{9Tk4__^;!ttdIj8Ts^kULA~DK=9~ z{^DFOO7-<*kwyF`%#Q~Kk{0;bh@i=#HH+&yY1=KWGB8yn+E}CG$-AKWy`Cg~#Vl8I z_0^@4n%eU(W5M?^t^!TqAuc+Mn2J8gF-iH4h6Tgde>E&RIpuT10U%kLaQ_l--4M}3 zu*3B)LUM^^WnE;Uz+~>gNyhjc#PA4;UJ8s0ls2q>&O|E?e|1vm(R>&A{I#2(u7@&828$JAxZ>nciA z*U5|~)mZ4(HDe9uWQ^s2GpN%3LE4kth)+yLf52#{dmMOsJ> zy%>i((m&L~ZRzp-sP(& zw>hM{3j2TbD1}z_xonIrU72|3db35GDJ;eY zAUM^yJ2NHxv>q)H2c%ZM#ABbT{=G$ULvJ$DV$XOgPLOC+vB0lB&u^eyy)Tz*$*ia;Pkf}*3lCFN3JAuHd(5CEdG zkCPf&PA=CU_O&m^+3M+wzspN|Sn<2BPmqq;NLA}=Vs(%x)lHvdB`sxlOXI6kK0JMc z=<+h>9DhR5BqMQW&2x%7eGYxaqNUD;h8ktBy+Jl3T|P$Z{4PhNk^yrDCyV4N;?=ko zR#u!>38~Bf3{$vh{)H({{)H(7d;dq6V%=viDyrczdAfnCo~}UA#+_^lz{oG6olQ27 zp){+lZBNhoQ~T!+_^WVf{473OG<3Q<>_4XpBLTQyie{Zh{_Jk=?F_{jK*@*3iacG;nf7R76-MiHD)dOH93SH(+n z!kd(Qb52vopPuyyqySsT@6|gN8M+2W&0o1beeIc=v2De{36;$)gYmc@n5qe8NVvx+ z-tm9U_*_uCz+vvpwbH()pyIA?^v;ZP{;GkdJP7Xh)O8*V*}EbCh82=A10CY;EFrd-RTrH1T__I;FPX=u5fjOp zRM3z_1~#NlLT#PEf8$_0J) zJkjzGk7GkYbo z6maciQP~|qrg~pO+jYs@;&qD6N24m;{Hqg}x8&$2>G!@Nr!{H4xVxyuAI3h--oU&Y zK7e(X#g^`z(`Vre<iYx&5i2#oVE4RW)WCS+`&%gG+e+SjjX8j_x)i(Y;WS z>~-z+`jW#DP`_r$m`2Oa%4%(DN?V%);lLai{YwJ*#9RxrDB_9uQJb5`#+tuabc<}} zSa};BZjIF8_g-v%I7z+~n6O)a*HEvSt8pA$XLx^qJ>f@B?Y(B}D(!eK?TO;8)J3L= z^B>`Zf|g|(+HHRE&NN*6JQV(7={UVFrKPD=s$sc(aq&+IzQ0!-iyDMdr8h< z{quWDk?f0Eh8=gu(eh`3Z8hp2zYjanE*-p0|7P@fyCz4scEoV%hl!(iLA|EJ*%OY* z`deGd0wic=T^YWjh6Fvu{t86jp1fP7omkM*-yr#X}*JXVt1(2!c=(wlF z@#X9lI|nr##5Cifhvkl2=b2X!d+)M@9;1am9dKyETBe2ZX3)ljf%iCXY(x#X0|7T7 z4^(1Rr9=%QD}IgRr%>hn7Z*VOmjs5>O?_b>LW=q9kNRxYrHvvLzTY0Ny;mueW3DEO zB1mNDn&9xpec!cNmi*oRx1kP*mA9P{6;8jE_^eb8_(8(~u*1K7`_2A!qNxEy@7_B# zo(~{=E6sZE<88DmmJ?roqj_;PLl$^R-*8|3J@t~kf0~ZHI+W}o!s+o0>%aq!IHZ3m z@UO^p=8sn&7S5oK^Su}zBPedTsIST+7$GYHkMk3hz%t_G_TRI=P<~;dewD4hjZI<0 z-($Xy|K3Ci470=J0i{lxguG8Hg;EK?ac2(cm?rNEiOJD`PHGhv$H_t z=5%z8nc>NmRj%0fbCd4Ai?6|CTos&zrSJDhB?!=dGwVH)iTJf<`c=5k_EeF+wtK#n z%)`<*#jw<=zHzhI%|{^eTrw%Gd&qj!cuT^BQBrv#{{jGgk2e+AL@NC*RR?tqKaUk4gRFuVy^p)H8JR^b`-iOPKouB2HNot4jCb)Y^oUM9u zxT-dO@p9Qne4o%+8HcZfSxO!fUqW|n+2;d387tqCQVj4_V z2#P(Kc%wXBz58jHqwrSm3l8z=4aiyYzCF`lb|U187f)WWGAO?e6ecwL)K-kR zT+5nGbc<~TSa(G z%7;#}lW~1;Ext&x+u2*CjUBtIJBg>~Q+r{)Dz134kH-&PyW?enhu-2g-zfjN`W~P# zv>VYn?o_*@44X~_?)3?(o_6xHOO|O_uJ?urSZcq%>6rJzE!hiD?zzzZcm(N|A758V z^XvNTO`ND&#%;f969e89U!#HOLjGi3HN!ea+v|bfFX(=sYfc*082Fgj%$~TiUGkiU zUnkqef7vZt+)&GGk#4G4IX`vMkyvm%On$@XH|>tl2Y0!)5a9^6kV}8rABz$DH_SG? zEsr`osM{~y9H$cedpuPauM&>yvo0kRV(V0Jn@7h+2NssbdDL^857C93T9n8X3MPB+ zymotCcG>+sx7(=WpQ$BQUIykuX1ju3>b$g*S?qR091bUKA%~V=j1>F$NyRzMU(q*_ z#S=mF3KZhW+p*=B&XfE7%S%zRMU!-mnVuGCbZn(ZhtnL3-K4cf&GXpAG(DeI^0waX zVN_fR$N3vFmbJkb&(H6%kr748^ca?k%g#yoKT{k_33%c!CEFh9~}2ZgY{raENonk|<5!b`(K}QHcnqjzoneQR#bbYCHYe-M55QYq`Iv z9HlcRI*-X%zAQ6}qx-dvI=UpP8JPXL?fhOlQ^VKI#H>DT%HKvDUHVZ&XV#Yy1)cU6 zjsS;68@pLL$7-&BxIS{`5Nj{o@lM*zbkOu5^;)&cXB7r6yD=?V_5EvuXoCC^KE(KFexHwh5r~&hem*Z7AJ>VO8+Jdj z`E@()GU+GZO%ikp^)kyxe;Di-tJo?(mkEo%`;v=Ckx@`87yF}FM#IL+I$tIKc_EPF zlS&H{a%92NO}Y^oU;<^6i59~L&^ zeP8;^{90qBqDw-P*)EU47}5UGVS>le+|&x@bplO!y#@xCo-77kVPEU6u3%kqy`$&4 zqp_P!r9y?DuTV!-+!4QflRETix&fZJ79)Su*f2dfC$K+yv@j)vknBu zri>y8v;1F#y#-X1@7FGj`a?kw5S0#Tq>*kxI;9(=rMpX{TclgM8G0Os5~RBuq??g$ z_-_2Y@4LQpzW;a5EEkJ~^UU+i9sAz<+IwFYrOSA6=o8F^{@z$#ZWJ8m)5C-3=1&zA zAW>n`-2>%oc6dHMoZ&d`T3Uzfo<-lPt1KcTG_tay&~QB*xOoK}>uL(Mv{m;w9bo7L zk*6&y&RlqwMiZqJgMxgAze24%J!9RE<|fPKYHB%dm%{-!2aYqKryVcXEdu?OL>Qxk z3dff_3phAB{aYJ@xS|pTsw(X6ZW?kKyA{qm-Xaa)0+pnxzvwte&-9WIM2Z(dyONtBQ3TWSYe^hbX9mph8n3C*6SGdyA2^IJ$>o~B(qev z>-NSqU(S)0YlDdATdiSx-aI@LEA%|z>+-g_)mpa9m7{TSbo0yTF(=w#LZ7f>+~A~YtY#r*4jyMPl(z!er~NW3d~iZ z>Ql_5y1p)-55MPuA)-GO@~dNAOuYVv*fA|J@kD|YSu!tdbF-$_@i=lvKmrWKl&Qiwv9f*vcJQzCiQ$V*-0 zL@?hz=3aC+J3|}@yHl&cQ_^a2a zm{?cPVlA}or)PPjQyzPSq?WdOuuYF30{Ox3ta$7lVF#HFI7bu1r7u)`-Qu<6B9ZZI z_AgT=zYufz7!Tpoclgfr(qrH;C01H%Q02QQav~$&H2{QdM2*HI5avLKhbGzEwOVTg`;7xZuTS;+b^PQw=cJNACKxbO zvIKq^i^OM()RpH|B1IqBrUJftnLi*C?Yon}`ITKwGKEe5KOr;6Q>is)o^M2tbqnN^ zroVYUA25g|{!$2~dS+7ZON2>(cH@e%FCCe&$61nHwCuExKR-Br3jE5B>2vKvhC-;h zDs*tQqvKTv7nBn?XJ@5-@?Z|XvwU*ur?m6VJ1Pv@3GYp%^A=l><#kL-?wzY-25(N} zOgI(1$)~Fj%X=LV5@}66_4w9p$IRAJ0aw`!!@ul9ZU6r1uZm9B0&z5M>WOQ?jOC`g zp-=3^?VvaGX}_iQ+FB$hXGeT(YJA_sghrl{vUkJYZp65SlGaS2Oe>H*HnfF|e!qDFHX0LSne@@=s6uCO zFkg(YHemo(u`PePywO|p04$vFa#%SWJ~Xdes0KYLDX6lMyVTWXtgd>S{kJD}^kaGh zlE=UP?eC8r9J5IcYxapnCt*PX=AIHs@X*@<-qv&x%()wH=T@^(9db$sbElc6cL&@@ zz8E|tCOk@6D!Wp%fcLZC?5I;CiaJ1)JD3#2*ZYS-Si#*-^Ohyo?L&32Z&nBE1K4{E ze-(L}1@LEu*y?^zcPpY5K8t?w`ZU@pwN~h+<@WedKGDz8CAPN~9#zz*?1?BMlIHKH zr>`AZ-7E8+nK0!KICeJR?X!!;#-5QqYCwDW#P7Y%Qr_KK2iUR!So$$s(cL?Tr320+ zs`l@<3J&NqiFrC_XR1}lJ>G7-4F0(li{nY-mxDTMtlpC`O_3p8BpXg2LTbKr>ORte zD6nzFjS@(6w^H9GQLi>=HY2M0t;tSD;442}J>_YDfLNl$Npt9ywEe?Trv=|i!piO@ zLnTY)3jUNiYs0`f-X*J8G=`7QF_Yd{r0f)0oM_aX$aG?B)gUA&b|$;PVwvOk>Xn=} zR1fZ6-H^BTK&Yl@T$GP)@AuO4zx~kf1_525|CcWjk#LRIDgO&5uw0WrTm7FgfjYkV z-X5c@jcbbJ&TLx*ML-0L>+JJ`XJo$=e^-#X>5i4n?=aggv%&-?7U*ewvXggGQyfc( zsnez8oNxalVqsHyQv2&H(l^q*Qd({Ab%g>GtoSN)2809L$&Pfjhjnixu(t7tmaqj| z=gQ2)wpx)84^8T3OZ!qvL1e@Z<$NLHB6L8(!KP#DM56k6>W;V>ieW|syzB@mGj7zh ziN|Hzv9M)s^nnzqyW89KXz+YhY;`xgmE$1VWahrP9MD!ooHtz@P9@&{aIF^}#(I6K z&t`67v9{-&$R%4th%jGUxRTi+_7_$*H?bc3=uRA4U;1B08xwG~DNw}7vFuEnnV4Mo%RSQS**FltmtxlcibxDaOXxZ3^U3_>fTO!?_duHcAfwU>4!*mA733N&Fl}b87Z_YwU`G3r`^>}Mf zB@D>8*&jPHNBNYmxG>X4+qRKb^wgB9PT0&aN+&6A9v<|9lqi4r_zU$<2;Q^nJ9Y@J zdsDq6{T&g_>Ewb8>q?3uDj|nEVQ}~UHHFhlZ_mu?qS2J^@qWwpvL4MsQ}?FnPg27j z*VZC2=FT-!L?zMqLH;K8tF@vfwhRKn6+gHW>?&P%a^@&FWN${>C$%=(;~?y6PJM2} zqAr+Q9>e~+Q%A=?CGwdNYo$ikhpK6G5lNq>IMB?rbF4v&eeeQ1Y|Vjce1(?>=5%p* zURY?Za!UX5P)UidGpg2#Q2KTJ#;PP9dV0oF51vzaCwes}Z(=%QXoy_~KWwiP^6lH> zy+#reHPB=*T}$tLY6T4o%O5Rp^z;?O)46xAl4aHO^cL1;*pLMN+-@DY7F*OQV7k^0 z)tWCCG%F3Pu9A4{7s*G#;`Axwd(9&3_I_9{R4NCKcwoe`wvHJ3MF$6W71P*1YFWH= z(}7_8K;N&cVCJ*oS~(U*qan-9F8V_78kk?AZhjkELz<7So|LNtA-0~2y;`pC5lo+j zQ88V4?SAiXkE4#}!z3vWfm6})t`Y{5fApc$jMJOx+db_bWHp_`W5fLNC zzj$QK$oMQQfo&Q_+VRVqPrxgH3TONgp6n-ft>*HLI1R6h*&RL0UNt!7>ly^23vOH_}D&=3|r1x~cf#@tt3xKf=JtYeAA%UcZ6xSoff zvA0P(RYAs0w><$oDR=(-=;)K4_!qUo?+IUfj|Z6|J6Ow7r>FEaI3gN1K#5`G=H{$) z-pr)>aVuKRM5)x6;Ky$4Mc*4sS#UP}6#kl~lfBaEN9Ld3h(vJ@`U!|{(f}p_H8nNR z4=Z8-nNa*^^F@7)52V=%_CX73BrZzRSyQY6ArTUg{#1F*T3Rw0{Ra~T0Bdc{HShJ{ z<6RuBt!W9&h?UMH$Bjc!p5=ACY328QcE#r7hs`AYoD;&2Lo$$3JqJ1$)jz-dp@?;< zT#Sc54SktOD??^d)f7+m?*H_o$$Fx4*`Kbua}ae>{N#TSa@xga4gZ@jP4hyf@mDA zRjFL>OW1>;I8YYcaM(kC2`D*!D;8)*HW0J1$!EstD-Mf3GgPNl0qbODHud$HPcBI9 z;*p;gEF^QzwWoFRIM7(OU&z2SJw%NAXacxXlWkBkWl=)AyWwghK2i(21l^Z1iQetm z7Yih7k&zPn#&vw}@{~viyYzmqkj3}b@pe5UW;@s9Y^#~PaFE$ zZl5cvVd||H*<)0+n~=$d5q*k^w6xCk6`2ro$fo=P1)Cr@Y4>J!eBQF816E4Z3%SZ9oY;r)64t z64o~@#qopE+*U(Q|0Yf+?8I)$0NS|Xc`l_|%);2-M7gIGzd^q&UF{{Do@;yU=?je1 zHscRvbGS!nCS_&B+6`|QrB%~)ZWsH~j(fJL{F=P4lOF^>$z;&WTp zy1Bs6ODx}*k?Y`b!wUL7hk;(`X8Y`cbd8Bmf?~J*mO(K zlB*fGk|49zt}&G^&?|z&cB9f;jE}}X7Sr(GU(!N>w#C&#A=hFcld`tmth{59Tx#3v z%EFN~{HY5lbb(jBUIPYF5DR9EYNJl&j)z5L>4lAI|5oYTenQLlVP5lRcS6yuz0}CZ z)FPiH9@M^MEPH?U0$hhDJ#=Yp=K~mKH!?is7ZqEE>>+AO^OO_;aT8oM#bfH>GN@!$ z)T1)SVkoE;FC?NIW;0WoggEBo+LAde+{B&bpgpcEuYRq)x@D$UZ!vfw;$%NFE2Uu#T;bHC4cFlvnEk z;$l|C!nszK+R{88T6g-B<^kTwB_eoIx5)D}kMz5qWAdEPI?-MM8vghE1Zs+e;T9cB zr0okO#V;y)Tx}N+fabkg|&(&KxC8QF619cDyj75`b!5#}uX zy7HixlyK1<)l{b(KT!t7T(KC1j7WU889n@(ANRuD0)xgGeoB%maex&i? zv)C3)sQ#iNRS5|N(M`r8c4cMc`scBpn!-5!eX0F}>Faj~KR_ZVr6SUqf&U(LHgQ$6 zu6rI%x{cQ`vlv8a{#VuQ&*|p(}2*lBG+)EO|JKJ~Va*bFgC?2G~8kYs3@`|MCb@zZVA9+*Oa{{v5!X~%r_E!K{A^nFTo?Ye^_#P(8;{XqF zhIt6(ro^Ow#gBKy2c*B;fWc4#fAPx}`&4os}=lz4!Uc{Q?G<8Aq3(pSKw+NJNV z|JKN_lfOvkQf6iWj;Oo3UO#F!v&3K#!q26AZrV)zNcek6+17YS0*ctB# zM{L`^)S4k7kq85Z9l*404oGbHZ^~mQeP8||iPt+!nge;+9zuGnb8-<$t6O)@bbwuR z#N*m0&-JS}6`PmW4w2zTc89OAOl2aMWzX zDW>vtIE<-mQ~(_6Vcqv9R5eDQPWt{M;#-!Xx;TF>tUMT(Ts~^{L!KtUExaLv=ho1$ zdu`gLx;}zVAqApTqIcrfKA|Cta`56Jjx%An-cc9qsUYX(XW^jX1d!!@F$Z$A-zk)% z-i_Am(AvEY0C}1s=vw3&X9s5rr<9p8jfkYCQ8H7zT6eK^q_wI=e5oq6Wjsi87Khf? zRO%!;0=!oLNUJ56t;kW1CqDoS%zjJKp4=`9*|+91kiRdD2>5&0U~_MSY3B^~TB10- zJsCg@lK7gp=Z$Y1GJ^oY9maUFhd~GHN#&_hk!rmt zM_*r{l$np?%@qI!FPxEys5?PbLjMmTA<0CLghm4V6P(f`(Z~t&#+Lsbjr>%$pLLH#E`F0PIH{0o8JKd(xN6q3&rDTHcH!hY z1yHaptls*I?#CpfPoJkUr4Xk%Q4b~@6F1p|)KmhTG{nT<9$dj*Sw<=VN*w&6hG=%Q zGdfIAQ!T;owDQ}a9}Sipy{QM4!_WT3bG}bVAB}<(1tiovPH7QmOMcz?xJ*%-k4RE&4?%om$?5aDe=%A`L4`m6$TP{V1K*j zi4VG@st&8z^PWZQZ&<|AukC!}#H)16iu(C{Kv_aN3f=MPGsmZ83FA79@CpBi&nhzB zfYFn?{9z6I{|BPTK{4(oK1dk97d13IKs1{*T;xaRl*W&=X}|Wj&TSx@dnHZPo!v{*inr7MT?@bsfTUnPxyrZL@{XaK!hVl62LA)z zGu`f*FOx2zI``qy{JO_XV&I_e)JnBBqmQTE!0vd#5EF^T?cT`&?16wN4|wfX_d&f= zT%vmC63coYeiq{06nLt9J)BA$yky#ku%{GR>xL3`|{dd zrDvZR;$`yd?bE8vilL)%mjX{scZTCMU&-{`IQ+8$od>AI4JejY2WiZ&xq z8H2Qw{C3t_%~WpUbce4Hw)TI+U`9-&y+FF_b;>C^K0Cp)7p9x)s;VGjQw2)pf7AFZ zpSq080>1h`LEPSYc4WO*P$bm6Px){XvHqu&52vlQhsVh`s>%{IIUo~gqn9!EQ@Fyd zGBG+@QW>;AIIE~gySOk0xBWS))~x9o9Xa$dLQ{26Q!9&kPR~AOza*l7AyE(&$H-U= zw9eDnU^+oeCHv1h2Kg)}V$3p$-Iqn{8XLPC-1jXfsb^*gd=JDbD(z?eo&Qt9=gili z&$sC{FK=0Pc6VEw#i4O+|5JRT zxu~}T7A2^EAx`(MI13McGv2fMtptFOu#pCVQD@?CdHll@^u_>R&|2b3d}Il7vFJ8$ zHFqNLgE?$DARI1a1haiR`6{Vpb93vOdf6;jM_Mo z@jA+*4GwFMaB}zlx4a6j0-OKw5w^(wd@O_3>dCnJWEAP3Uc;0pNWWB8-Un5_okSaJ zCO5+p50r|?d3mk(W`04MGepvp(it_IZ>u1XPq$t`4!(mz;;nN7Il923yGJ~UKj(2y zO*;2X)0)ihNDSd8o?@=~V7qUY0s=bU(hnkFIQV zn2cuYSVSacWo@jiZu8~H#$2*0%KAAuIWzn7A-aU3wWAKOK9KYo8)LWRDhHZFyhcIv zWWQ#$kNem%%F{>LBPWw^h>Chnt1~EK*WM0OM2|X@YE{ase+XZ=5EG)Aznf zu7VK(d87&rCy?J3o~>FdR-xnKSi=(e_APAM>T;$w_JRWAXqj+h#lgH3%HnkEdbMqXgt-{8}P_PYhj@(hnR2JQM(>shuK$kv_uA{E2YZe^- zq0DASUBP5NOL)uDxaP#xD9&y;^ktiC_YDK!s4 zdut#$!3IJdl>74}O{pl~l2J+~vTTCV=cQbb6v}i1kLcB$i%}(h#1%r7&RJYM(nZ~F z`=xI7cK;M&0DpaBPe)8_bfRq1W`V)h+`Yw6%z|S$N}A6N@2!QUC19}y8YxCLHVY@i zAl_vGY|ESs{3L^Oa}B+~gLUfsIHaP*L(FmIAN58D?l_w@YR<%zFOzs_X*-tph-a&P z3c+-Lk2#%l+ytQun#7Q&8(i2qjrBjb${J-e|L`al$*Tu;?Gi_^A1yR05|Q+9D zu-%=GW9#GQRw@^D-}Vj8!W45D?l-AD2wqb;ktM|Pye`&WQBbIT_HTDD$(xlVR_(v{Nak^k9@23 z-(v4)kzAN!=D;_8S_1r2ZQ5J~Xs_(Z@3#?02@gxjuDB#+2{m z!^ZEUTP12`BY(N4hMED&oiH(>R;x8XbNN{~7wJz|ScFq}gwyE1+*CvK-WA68)P=|I z09$2pvL=vaF_i&7z^~vBBsrjw@UzdC`;x?WLK+MSk&$vbI%%dd;KyHOqY?cN;Nl^D zFlnHdQh2<0x8NI)LI%XAFQ2vpWrbHy#dLIZBqb$Fq{r zJPZUm`aTsH7#IV6eGJUZGy!oy+{4uL@slTKoq^!t-XZ=ixv2ya5Z)3GkXUkG>NN8i zhUs4x<+kp)a%@3i{#|pzq9||Rv6B~D3byXhJHr>@?G)k>;4q;K09o-UJXR3~oU_HX z`;UvhAC#64)V5z$jb8#OZ@qYB9XEkCOP7!+8l1%*-U>I0lN2+H>-8-N2Rx3kj4!{L z>$F=cOGf|GY_1w2?PRI2$d3%cFJVnvpM0_r)wYI@Y$fPAHum{@yF&Gk-6wj0KAw_{ z%n$3^*RP*5Ho!gK<8}PKrlozOYBDl(q#7?du04S)5Z*Z`rui3WR4Q@;x=cz% zDvN$#VIucCN5=Dr)$O;bNWbd*1!i02&*Z$|o8+H{7^$mLCqj?`#v(>qQdTel>Saoa z^W9gbJ=$Y;KHht1BU{T$K39@Q|k0S(w^gLR@7d7 zCg-hs9`d0XZU#|Vd%31lZ(?j?xWOS(9WGvgs=L=FpcC=mYLW)MJ{`D!ewfSw$sOqMDeD;TWpLGJ75C;KY19mQu3rmq`^vgcK>+lzYzI{Ga)?6X3UC+wf%0j+4uL;a}1xH8fNPyW44W* zyu>CU2a6L028yVh#ZCOoMtQTEey9VGi#=PodVM?6{ye9_>xL99(ORlJr_b#*$%`AGr z%VJ<*Gcz(G;_+K~B)6oV9%&$}vAt~p^y9pN=uc3&5fIdy{T-K(V7P>jwD|z0GqC1> zn1^pHf06GE0_?$`E|2m1pN=oPPR@i7JM-j~)_m-oq&H_*?MuGn;oEY0igXM(Ddr5? zf;hOi9Jz`9=Tiea(J>rsL7*P+V72E5P+aDEb`FZ zXv>TN2d)i@g?70XwYe-J7FR|ytSq*xRY#G&o4tMe7F?B&papAI1ndtMr}K*opkV+` z*iQ(ciD#o$h|>V8>ZD@u@C4qfr~5*yV8l}-kJoSBbPo@JAcK#W&TD$)cLhWSE5V^NnNYfA1BY_rgx_?G49XMndF{>Ud*cxzIfW|~0eW*| zQPBWUR{#0uy+c<7fk3OOiXo8uGl_+^9|)!u6>V(}=YWFzeV{eGQqh??;oWf7HWfnr zzLjFp{p?0C6g<&y@D@2aIgkz;y1!84-U)SpHRR=qF(vK*qlXsk9`F8ylOH_f*QTfK?fmt>q@lH#QhV6 z+#4P|C7|I3Y+6szq5e~sVHJQyzTPUJHKKc5F=H1gL_OtgPKGj$tRxgV_qoeV&Z zk>e$(zqkZ&!uvk{kA?QGu0VD~K~nM$=$m)i#4gE#P&-kOVQ8V7Lx?ne@WJB{ zFtSdYUxAP=5c~7;Y5+nMO%xA5|BNg`fF1N50o2hJ8{8d7^X2YU*Usi$&H9p94O#;L zA^p_M%r;+*M990>w2X`#thKvsZ~Obp=;(Wa3=Y_BmlYaFLux=X0{Av@aZdNDDf#)X z3+`q>x$qN^Nm|G$8sEOM{dDJs_DCV?1Blpq0r7#A%iv@IAc_3iZG3lw@V(a%0;)-K zb2<#x++Tr43K0K;-g(W;wH8BqO3RA8Jb$tmuQt)WK$>9%+FbVb2WMwMjAa`X_OebA zARWtsz7XI7wdCaG=7JDzlP^r-%e&VVwY9p?3!yrUa&J{rVZDj%XniI|MzI~PcfNr1 zf0ODTB=0=1m+wi{qjC5(F(|dQXM-*+L@pU_%FBu>aHj7?Kr}RtRRP5x5(^8<2{4iG zeC-__OKA6clSd96+2-fwE-T)F|HWguH=Ib9GRDTMnFp-i8oz5-kAUiH0hm5;Xg%-; z{UL=a#Xuk%gq_~^be-NGfgIZwRJnxi=~Zscx8;Vpv8iPE9Jj$-5FQczuC-*t}FHBqSSOkmr#1Ew5;o+WJc`#X=v+gc+YJSehpC9>mfn`Z{+By!U zXs)3(e&REaOF+Q;^EGh#kEaB}VwrTfQ8U4KqT~Svz{oU)K z`+xu#25DFoCtQtNO|nsyy@ox3GYM{BN9%++0gM0$k%6xSc*w!eQD7R7-W?hq$~V|8 ztEq&UhU<)YncDYVoDFitv2U`n;5}qH;sG<9kq)$oz;lfiDcd&R)HNBoS7ghGITXz~ z2bDBEx_Bb?zBi^I%B}AVun9&q8R4Tm^1@Ye$;(H`6zH+R`pj;VM*T(huRUmXMC-EU z4c0BztEXliBB*M0)fnMTHy#%!4g|3_d-Oa)eE%gc_Xx7rm}U^sJK zi<#R;GK)NJTvT-JH*1v?8xdnx?3G;Z%NypCP4zfe`>+Z~LDE#R6MRbe9Ex=F05om^ z4%Fd=g{I0%#e2W7r3L18kiCBQOnE6UJ59*pn7BR1<}>0;@5;bWLh2{BNxMW#bJf^S zm!H~-<#7k{KK3D!G#Xk~{{>~Q{Qxibb}oBc*0aH=KX^gXj@mxi3?DYL2W>AU8)QXC z@DD!KU#weg%FWB^3wLIBCQQfkuj4?w!`YN?qzS=IPWs5$G`q2KNX%DPlhOEn96rfA zobN*4Pi8AXQ^4}FVX|z;#?c8e2(QrpsnsGTCABp&dO=DGQ7duQ!3I47PP~y=A~`u7 zmw}<_sN=uXV-;tsu`S+OxQS#;TIvO0RU70_LiH0>do<)3L?oTXBV_`@Wdhj9M9Zkh zw^Y4x&OYWC{T9oMy}wx+aNKpzY0G&V zwMMnYQQ0?kNIHF;-`ld{6NnO&{N!3Ha4E45v* zX5FK^WuUTcK3*$UwQZHf`dV}W;_1lvBjv>)Q)qgP#d5m8Yo5E3pMQ&IWn!0vD2h3Q zjiR$4yy{6cERrA*2q_M!{Cqk)}weHRz6D(U-F0fkzs{YpIg#$(-23Wh(4Pl#9bP!n$-Hu+p? zfBuQ`KSK?qCa^@v$;k~34S_Vrgulq4(Gfm_$Dhk?6_=hDhs%kblWUX7yZ{+ap>lvq zasdP2gp-aXVl-541EWjq;mIeGLoH|14IZ?k3J7Ts>&)QMOVfC3SV!pJ_MPMx8Z%B^ zkCwALt*wL}4dyxRXUhSq02cSY)yVG1wMZ{QK{85a&di_rLUo)WVaeSl)V56{pqY>( zM(QXRe5WH-Oe1Y0k&wvD!pfQ$r%y2{-rQAiGEGmdKx?#}i8uN3yeBpseemBb(`3w? z&D1#^hPlXOx#xrA8B_|~`PMvnb4mP4@^)DH8F7pVkw*leKXhrgflWG;?O zeRJmTb!pJxmoJ?zSD|%O*uWNH@{Qr&E9k7Xd{R(SJ# z8GYgCu@Hj4c;F0MM1_$qo7zbYw-FnU!NZd4>gDn1;zM-te~+{LqM|osWJ|rw&6ELP zq)YW0>x+uIy9%r85}#PmTCRpiaxk{l`7Li4WsDxbu64lGf}w?`)bwbfl8wF4gG(4x zHx_GU4?S-`*Hoj*89{U$iZ}J&Bq0yvk3Gp6v8^^Rb)vq3 z*p~B2aHqmkP>GQ9nex4{v1bFU*O+!=vu9ZQ;IA>T*dmhx55!coG~zy3-6b`y2cv7o z_f1V`lqo4ICQsqN;4o*f-u1qmXE1L%J<%UfPS@~qIqaYx%_fRBBmE%~8of9sECFx%<`<0v$nf7Wg5+1~Gv1^-(Alq?rmUFw_t`_Vehyx-_x z_5DSUo0^)ET%RHRe*PR-eBj`&t(^dIYXKne2i#hqXbe2$9UC5ty!v?!F@lxbtNgJ1 z5^YHQB7=HuA&J_TQ?^f=>tFXD{~0o@ZOzuRAgLUe=77KNMFc?L&zuV!cxZ}c%^35kri=$ zgnTM|%DYZ@|MeSf;n{j*-7&lh&T91IRz`K9=~5T{VN2CPJJ_llo~UHRSCjl-wdCqK z#7ysQ7+XHx_cZ@;YiPc`lmUSqQVS9gL$Y#nbCZ+nKN=Jw#lgWLApw-<(m_P$rz0aMyx!&;=W<=xm7A(pE*aN?ppu=DYR|UM)v51<>JYugc@m;p zR$Tw3{@8nKvQF>Cg@)ze+yvYGNPI+mX)_M~f`aUCDiIIE!=PMG|SyodG zJRiV_B`)+Qlp(0s7K{{DJ}bV+eb3CJB_UaB1SFo=jW1 zO8rK4kAD;2TA45=4pU+3jv2yt+8YJN60_b+8LB#+O&)+39%)T8wQzZmPz$Y14u9j{ z_TkOU$m>a(puBzgH56_yOI`SFR)#azans%_E_w~|(l`2nN^;|`xO#1Oe`qG^)7W7< z;s0GC0phaha+dpQuGkvYxv^89%rvjCXvx%Hqp+Ewq9G}bGsH%5`Da=D`CWAfv`MQ_l zY;2zLkJ0o;u6H`=ELJHp)uKLpy#1UXO7Urd8)A1bdagJaRdZUWR$J^Kzs|yqKHBt& zakqK6;;|<#9#IhYI~}*m58o(Gk`U#My;Q9{M|P$o^}SJK7}9}nk0ed2MFlA?rS^;% z#5L(&_0$NMk4eig2x=F$eUr(Te^`gg=d9inGEG6JM2EKgltEmJ(mUhj!Hr55oMpw% zw5MFfQN0@8Z1#u2jWIGTE>oF(RL2$Lq!gZYX3gBJNp|=u8I!93gRP3Q9(JU5(eFU_ zuYFP?dQUuhn#&Q#{vlS-CC-^4b>RE#6K5mSroVP8B!8YhLj0;z8;n05(*LU%dyq7) zWTY7Q{9~q4;LCNXuim8KDojlbFq9j|8-dLM$%0D{4%~xzkS1$4KK$AKxvVCA^CRLT( zR5hkV9U(%?zT_>{HmGb2=r#)TDs9AZS9Dx4hac^vM^Gg9bMyybfvJ7YM;?MfXQMiI zeru{LoF1B9xk1jngx7n=$Zbt(j5v$3oyn+46WV`6@NyZc5;!G2V?DXfi3L{AY7c8h z^1$vV!#jt+PV9*u;8|}T%S?Hjj(xPQ*%TsVe)5YcXWN09EVmYRa@@)$OJVv4H+Gg0 zRUYL{2)(RUCi`g~>ptX1?EYqRGct=EC;*<- zYG@`+ygoD77vp!jzQi=gTk5rCz-s%F>Pl>$sJL*df*8k_z+OC&s< zjz_`q4*fL=+%+RuVZL7>Ec&|#d$nL zxano1@!0(CJy>JlH8jE6oG-L{pQ5^dZPNesEAD^2yw~0Q`}*t?d{2oH*b0Qq(XSsP zx#hBRaS5GH8G(rWzqvH>^&Wu_W9x&Xf*APt<2J{?R}Rpw^?*|?1sWEVFjJ}}(DCT~ zzabA8Yfg7ocN#rzdwM#tYB45r!D{aH>#GeyX@X-sJoE>fUH}jNZsxJ;l~F~{;jPbm zlG1G=c+{Ep0OLE?%V&%d8NAD^i$=S1tU#ws9sP*uSW3m!r!m%dv4Ix09DYnZK+(g35JBY7h0ue*=k4W%B2EqiTeN8h zBqX!a_Hl0rpu9gFuicIy$b@>SK3yv-e3?z{*Zc7D{E-uj%8t9;R_vg*PxbO0)OGPd zPWA4tWpP?=B;Qj(?dOQ_o0`|PAy&x7h36MNPsDz&To%%P`SM8A`01Bc311~ey6@St zui~ky88q{1oRDuLK3>HW?>bCW8|N8hkr$m3!r%=?VOJCiHTj9;KN$ zT&qmb?az0uGI5YRvb)0yZwK1EhLt~Vgl4FQ0`WT(jc<-@ELR zW$EJSUOu&S_))>MHX*1%bF>iji9MIJd6lg|JPag(cXy&GYuw< zOY+sguBXi&%tN(NA&H z*|t{WGE${iU^~KIONXlPtD17xzC~-u+Dx9rdodZEBi%Lqjye$=y=?Ov2AZt z+Y>uU+81HQ38!25hb!$8LfkXOl%Z(Y{*V9Ba>&gYf0#JJPPK29R4`w%!A|QSX$?LNi|>R`*3ky;$#7M`AhhIFy9mJYU=E-9Uw5GD;eY ze?6DKj_p+#r{8||XxLO|Hn#J{0ml=OmpKx!lHX&A~wrk9(d6RKIh=rWb$zwKBnlfCbrzd zbqZIgakWIuIz6j(aw&NQ6g4$ayQzS3{iJo;5$|ozGlk^V#crV6xHsE5ooTbBumu=P;pn zceeTHZ0+cuIlu64Ni~Md2TQQvlA{vcHXUuR#1N-Q-jNsTL#?I%WPC2MUQ2t3^eEuo z@g(-^QvG%89~!b1F`+ufs=JgjLQs@hZE%{;&=((KqXVhTrPonc+#vd0I=NNrtVQmC z>O?It9yg|e&FLoL;V$73laW*-8`qA}JZ<8F>Oe*wsniy*=p65iZHxNCQ`u7F3l6Go zz(P!&mchaU%b!9EnaoSLBus_?vNk&W9{gobCq)V?`T2^~ueB|&>>go142yc%E*o7w08zs&x@ww+$~kZ%g06$) zOLh)F;YRP1yh@~#XXG7&u(yjKN_)9W^t<6K-dj`1Y>ku_MH;<||HH2{tE{Lq zOWO}zw2;EqprEbPV-d3~neQ@N7ggm(^_;%@dnOxyQlS0KGEP^EL~K-Jqw|PoPd+_p zwe2L2myVaFO6;}10Di_MZJe};l~t)omYt&`d_#6h0mnp-fH#DQL;^yw;>x&d;K*Z> zuCro#Y=Cgu*|m_G8KqZH$1T1Z+}l_sqt5Q>>p9ZTfKrk@M>P?NR5C(o-J#!Mkewo* zU3j+RR{KsAm{(-qSG16#Fy%FQ8*;?vI_+dnTK^CCFZ>w6om+P{%|dt8G@hRF+|}P} zB^^ReZsz-jk4K@Uab+rQN=65?!i+>Aq;^XsXo8JibG)!a zQGVUFewM=Ct^wR;811*vTtOvAAosRd9mu-?X#^|y9l6`;sBm9Atm-IlqlsHTU7ryx z{&~!pI-L+TIJH>W`oa|wh%!9gj1N&J<;xkHWJG_FO|q!BuSv6+=|V~&Z_3Q&9}Y?X z*D*rFRS+wq;6kuaBs~AMiEN%?PIue0x|)!elKm*SS7L*Bhd*1nQOWTQmB8zti*}>b zZ8^ba%I}pggPhjQc^?)H(YMBi@IFK9T}bivS_=Id?4L@IQUx`cr02*{BB{=m%n;x& z-*2Kjz?SjO1EU@&5yl`yeCKv&V+1#`8t9rzBXfA=OgyR@V=`Vnjc(<^Rr+Y+;qwDg ze(;{w_klh1#f5KTcA*U27dCls2RT%zou2FIWa0=iH87Ml{Ql@C;TpX{N=ka#oTV3| zr>R{%I-&1`Sa!K6V5kiKQJGJ+w^O6Xd|LG<;*WrK;mXa7%wXch>8Uefd%#NCi*lp6 z;e$t09BOl0P>|k&!^O~Co34bbdFi;RRi7PVoe2%@F8uQv9`RL}YzuS?yJ` zo{s5Vv-ihlOnHs;F{~|vt95Cv4!GM$dq7>Tb#@ls&@k7#L&DdCJCO&DlyKh?#5Bjo zHXY&`eE}Ty|4(IK0TpG}{j0C_3MvvxgAU!&J)jPtq_lKNcXwEX2qV&6QqtWFN_Tg6 zGjz=W_YA)O`~SXszyDhIp2b?!Gtcv!bN1Q!+k3ZXOTLFa>}8t`?wRdELpjYgoN7}N z{Dpo``FXN`9n*127GgPlp`7=fZ5h>k)+i0vQ&ELfRi?+_vL<#gJ8G+{IXiV#_S>hO z(big9&-DI!+5(mKJcteH6nNcf|FPu)%@_J}(V;Eb`2p#);ULq-2IKm>Uq$nwP2f6i zx9##&+fH>|0y1Xlb9&`f2wAyfPTzT+k)2hc(sH;Kz2GroAM6zC`|iF0gBpmCcjB4E z8~rzv=CuR7KXgvF%o>7jgUzW>b&u3x7OC55q++@Q)Q$2emO5hz-AMJ`Os)yK%~j4+ zxe@uUp0nxwJ?*S~hx(d3(Oq8-zLXrAD)UPw_^(V%l#h7pH)?m8Ge&zy`j;Gzi=>~o zMef{TmE~}w=EHqN#w=8~>e6Ejfg}b|U&D@S9s!zdcbZhB+tH>eQUOHtP^O_fsPP1I z18=t)OKhWrGFkHyAv`Jv8|2h2n3BdfbcnbfyHs+MV9#|m|uH{fB< z?~oVU-*q6~9omW8;x}{Mw|f*+8YFc6c+T*~`8;~_Ezjz;hhBmaJZhc*aC@OPIW;xo zjuduwc6KNH;mAi8yk*5i19AO{?p!er@TXg>bhhV}X1&FuG4j{59pM>Opr_oqIK1W# zxA!TYYjeFeT)$}FqJNJ5$E++695^BAsQ|HD%qZZ$lI)ltdHi-jSQ#_wm%;NNJ3Ai( zfWZo7`57?x-li57?w*29EEX0e&d)K|_!b<1K)p}A-jobRgSsOH@M2eE6v&l7KV6G` ziNUI2hORxv3Q@`Socl}&*l#WNKhL+kJ6CQX&ls-bc^Iycb#?2cbI?VC0!~MOwWakC ze6--{)hjyDhPDBWjv+_%pAYkV!n|(%1^WDaOAAvqvVi4(oXUIA`h{HpRl54*mSmd3 zSTzQos;hx{sqE|xP<>KUOY7=!CL(5~;}a7axhfOYPcYZK1lP!#m}J%lg5S0zQ~S7h zc+9v++zBzywD@}t1gP_V0UL{6yc5V^Yi<&o1m^NEj@iEfHX|s!YmBw?~g6u+vYvFc(6mOE<3aA zm=A*?DEhC|_z$&OJOJB}m79AX8yl1xExn>`aBULHQ?wIvX=&-{=_y7sZZl!16FIGr zHTchC<|nE#H$4_CeCq+yp4=lbv$eoZ#VE>{@$bh8ObH#jS|a208n_{@sr;@5^uQPn z%7J6(!6%sRc&9SnI^Ph9TP=VFC&FUsx=DwH2ClI z3^Q26;4)QyCC&~9mzE-@Th^WC@82Gbzb{>eW0q?`{yjhG|laaMuUAcJ*!?`d-HJdNpkv zYx)eQJK`LHFPfB%XxC$OGI%pxpQ}Ur)MG#YxCJy8%U2c|RL;8L?nugkn&HsFS!Ox? z97n0G*+VUvY87o$jGTEZdQ??Vl5J%_{!{WU?u|>- zkHLWPi{Zgj%=wXoVMrv+k%UI+9++-H|d1qn{eKcVW7e0!rl>!8{m8-2KI6uXJheM3J=6HsHp4Zh?HNU2% zfrJ!)iq6q?c-lfAUjMrFtDP|=-@sedo*E<0&(CzjZ*+sKV@L;9ym!ps85lRBNL(8PV)Zu-1*2J;L3NH7pi4f zDHS@umYj?3kO@+c^~RLOJ-?4(0Y2x#!Wb_81p72BO*fdhs>$m0gy8s!;I&x%{L&!;EF1HyUZI z9qn`wtx#EI%@Aiue8-C4!J6Ld@x95E7%Upxti>gn@$?$}HCQ9z-4FWJq`|v??{`dl z3!IOnc5cllds5xhmk%^OrxMUYFZmb4t2=uXLsY-p?|fa$KuI|C^KhlpBC-58rC~3O zZAIS^nj?T1^FiVKA>20}?9M9_=FuZ+C^_RT5zm$ko0-0~An$h7b{l~*7AG>`zD~)nmoe0J8s5*7olZ}_99A9}~7blj|9=BYvXtn zLd$P=Hi-edMuHp)0Gm3xI7gwJHh4hse-;+Uteh~DQf}A~$Cz@!;wMoXaaKx@+z5(5 z85kIBX=#I7R1mrVl@xQ3d*2TY4__Q3E~kJWx3RVLE-|sy;i0pj!t;Y#zn1Rxb>oY3 zB)9qSE9&n@%yi(RZ*k`S`J_B(!5u`*>8qj0nVr)qmsLW4w@*P;Rr^&dTeb6@Terrl zK7s3deZdMc*Dk+}i;JVi3kVGjy%H*xSztZ@4zHB26Bp~=GKvabn0*doQevDjADLg6 z2Wp6=)+_Mw0*0?%f^p5w;_pRuuN2T&AW3ATrSA=G7{`h9Oea1+pzCu@`3thFGozbg zk^)P)C|@afMa{T1&V4w@(D?#z>yr$ipMjk|IzsRFWRMG%@$sr=4zRm3`l~#Qr*Zp~ zNhwbsf-f%|61U3L_Z;G!66rs0z0@mukPhoNMxR*Mp}J-1Fv2YNBZjvoX~hdV=XqaV zkT&W!#O;%%@WXIn`M6WI@i_PUoKma<#PMq#HlT%&loi(+{0un*76%NO-JC=LJ)k#l z8l+2QxE*mdPCtU#`}^XuR7h>gz#u6Z0d>>@k|p!QH3v^pTKtV_kJM2Fq)7(7CNZp9 zKTZ5_s%%r)=`wzjL;s$==zBWB_S;&b1fY;NM)D`B0khQ2H6O_%2kmk_#C`R8BvTS# zmxWI(iTWf{@L?0yThW7q4m+cT;F__dAJ@ox6NFvmL~5D%`E$vkQdv3PyG_E@b*@Pj zC*p!0WTJi}@)K-83r|@a$XHofxdeJC*@G60UgYCmZZ`CjvJP!$s`9wlHDFaHMFyq~ z!-Bx8>9}g#zpfgjglW87%D;QFhed6#Io5i-YBASt@l}Xq8Zr0Jz*=m5@3pl@ZEdEi zdGu)t&kx2hqJ}S5=!qHX&B-{;5qYh@l02TqUYJ#Oj8rD zO0FCAv);5^*~a1V%JV!OZ`*>_x7-`ut?bT8+(&qhJODJPV$-_z!Yq}goNnXQ}$7T zRiJ_O;Cad|x@L4T1zf;E-Dt{`>#!;R3u-rCfB)NDJlm5sW7ivyzki#3nz?mr$h!7W z)uE)PGuo5j%UKX9r=+A=1S`3T=Xg4;Fs|p$uaCY~nQy=P{fG(;RV=mA8t-5`CJ}+g z)y~8SC}fjD&sJU3)zy&Gb;dmrF%%CUFIQQNHEXdB`t`B{jSeCZPkDoy9%<0L? zYr`C7MSsmTh;8jBM~I>v$;hkEA!sL9LP7%SXp2?* zP7aQv?Wt;@lmQ^Bs;Vju(KFrE-ekb%4A_F4mfFMn4!ht7P_cu*aB;V&u&ObHoB-Q} zxm$mpZ169eahnQQC6tCbDFwKAXnk87NCbe_N@OW9TIW7$ z1fcW?N$Xf;g*R`Kst?J?A)q?JuV245Z-86?d3oE3?{`7CCoeB=Qy63!kOcYG(niHr07y*)c8CnKckZkV~bc}IKuC~$LXO-)UWx##I1w0p2# z_|x<8MYSvt^RVzQfdr9K^{(j!aNrjg-;LIkD;^yjIM`Nh;Wz_urb;%qg&kj9Z||F< z>k)BwrlzJ^TIB9>Z{9pioI$IW11KzOWHHXSSD;5RbW@lmfddyTZ6WWizn<&rK5>_G zbS!<5tc$GlQ_RcGW@4$`N@R+bUY@g^*j#%orq8(;RX7XBiaH`EHI16Io`c`{W@R{8K02()&CS{7@lUTH5L#1^psC6gT z6)!wX$*s1o)IODigAs5TKyNUJwr1SS!CGHJLf4F$n_JV_A)&n;0R&fswfp!pp_{7< zA2D9t*?Jug2>rECvaKv-efVg|R!4+Sx*-J{$sZBg@67j=zKwGc;##QteBS4J`A{o) zu14h1O5(`0E1h0fO!1>fj<~qm)-|{*$QktU%6!uv;AGjVz*K+s^q2Q|i3wrkvUlqd zvS+4*;Uz2L*Me=8lcV=qnl_G*uDo?tp?t>B`d23b{@t8JE857Jzj2(6&pyKlaOcEe zc9mjUFZWFy1%z>JE6J9*_ftv}T=Z8~`?L}~dHVOLjm#4DmLnSmk$?e>c03_`?3{|?MQ#NYXtndS45xhr0Y z4v%1&4i!+l$Mys4o*l5aFMh;+>gCH z?eXTZ7_Eo;v@EnO*}Y6sP*z?-B71@({a4pA5-%=L$osK@glt{_yc7go1?e_7Zr^)m z0o|#;As)%&cD(HgOzMVZkPd(bNem>0dtJOULdTQ#zFi?y5)@F6C{Lg4?CclG&otk> z0-3%60qpJXy5smkRt<+m9jGD*_~YgcJ~CO*0rhFl&%8WPfX~FlM3<5iB-*i>oc(ey7`7n?n$7>Nx%xQFa zalUyYEZCFQd0NBb>*Y$!fpqxot<13+tanE!WIh7_IDsr z2h?9G(z8dO?0Tbj@1U*)z*64O-&6Ilv$Ol%U>!@{9JlaOIs0BLr*SuWv$*GLa9dZ` zR{zrSkCwBuv!tXasYG6Y)c^r$M7W8#JkOV>1wT{p+x^fh2AY{#xmCH515iZi=voRY zLB_>ggCD73k=x<=$lHxCB8P*DU^+~wYjkvUpI_)zJpKl(#w`ysqpYC@wmCTF^yDK|N7!;S9z9O ze&IHIy@z*ZQ&BN>s)S+T{1~36CHU#I8kiLc!YEzouRS?xyNt>&B_+>3+{(&U5&qq+ zx4+zpOC?ZQ9av`B;d(qpHRHkAKcc$6yJ1tp_hb8xM9d531o2%#?rD4TZ8El2#LXgGFUUslmDrSghDaBYLWOOQa zPK*<$;`&`ri}c&R<9nW+$i$N+|?5SL8c@n)uS0M0gnNH-~5FJ3KqC{pwIefdA!s-i1jg1 ze33LQ6Dupv)hiqhYk*gfmOGtq3cR`nu)k{x3VP9RcJj2UrRAc9J5lvFa5NEKQx5b| zwSWT5{>%d}0LB^_E3yPQ1CbW8}Ar-~}kbeAa%nKo2yuU6w$UTa4+uwQt&< z6ciMIRC3Tk1EMdEfKvzqYlAjg`e;y5jy-h-f!+)JnfyyCpAK>tH}RFsq8P!81KwyV zY7Q=BG``dPW}(fSgq5noVI5wrl=pvBvbk}rDchqbX@67kiA zG%IhoGv*O;8(=5&*}d2LL(|f@JLiQlPy0N13mY$*Ly&(rl1(J-%^>GTPFGh(a2C+} z^4G6-!w3jhG!zsJ=2k}*+k{)bu9=kp`X3Rbu#ikO)o(5$dhry#_7@2#Wg{EC2WaXS z5I;H}&HJYMInFx_S{9LY6FONrmuDM+l-?ftT`^Cc+tP!k3Xj@8=sc+QauhfpFI^d2 zzisqzb7$^FmeS6gAMb{0s%d+xiB<8kd7{6*fv4Yn?1@4uI@WIM)!u?c?`~Em^KDjM zp7jGayuY{ISej!5iav?f51GWML%TVG$Gk$ne>mRi=xJAQKyE*WNx&bwx_yc6dj%OU zrjw(d_dMw9A_;qSvm+uN2#&YByma=_>esf)OTp>Nww%ak_%w4V1PN))gqyTaOia*Q zas6J{Rqt$cXfI(%ebyOPTx=gW1xrop3!}-{Tv{?D;3b)}tF*Lh7k{40kfmhCr8A`z zn88edl`CTSz;8gG7U=Zi$A3kc?S|3dy$+;&N5Bm*)wY4;zdQy=I%xw9FJYCuOBOD#u>xXW+DlLOWqV?R;vle|*W{4&XAw?rK zvj(3{9k;g&99j48;NIIWm4ivoRcby+?9r3WP)58qU(Y<}H$nx$k0W25_~8(;&m9BD zfFA`G2iovwW+wLEHp6QN(pi7qh(B~=WXLLnqQy}(B{SYiDDJDkN77JDzE_QIEZ%XCajNIVy@CL&Fp7U2ts`bJCLqSCu z8MjoQc;Q(^6_skcrJ0qUNFE-N8F|zCIyKwVJwFW%pK3iFiD!&@ilGVIe#^_%zO3q^ zKKl}sG*;7bl@4pKb5&NBX=4Pq&-x?;HTIHKrUeBI#1ms;mR<4FLwsPrXDW8tAqrVs zgObitq!il}6w^Y^Un`a5wY803AAA1(6n}WgyHaKWZsuxFiyK5qX%)pYnNmIE6^I}k zIO7)bk;q5nHV19{a_gX2%nE69v#6wq;^V`~iqElbPJa4?5mV`M@a~>`Rz?NHY5E-e zF>spXFgIn&YmB{Sj-$4q7-vg9zepX&93hOa3uFxjZ7Wx%%BPB3wzrcwo9{nOp@FgC z@#EG?9^lC{_dN+!@_x94*F^_OVS*X^YgZl)%cr!-34?spJr}YmE%)UTyQQ_?FAgUw z&xM2BZiN*0g}#M(Ag=LD{JM~$Imo0 z+!3E<0HK+Q>n4GE@M7w@!O`l`A@aZC{zeg1YSvneWwB~a>bU2YFPVCywm?1z&Hf6G zF00()QkK7eC9+n`_t5>+BM%O5JbU!>Ue4)~i`y5uIC>s5Z8RsxGeBqaHuTJ$hkHws z1LZkcRM-sRhd?kz%-rvT_*o+E-o22OMK820wZIAKXm1zZk*cj}G&Nlkc6Z|tRA%f7 zXOg5qmW}<+jkoI*MU}2otMz&zGrO)>IH13>evqFcLE*aSS8S{!Pw(&l@&K>z4(u*W z4|XHqLx2i?&{HfbNQzL(s}#0?D7C>$Dn>ev9HGh(`a%hufu&&$E(ep<2$sl|Zebxe zhsbgDt>z%&sj5o9&r_PXNfJ2lsp@<;*8oq?G~kE>e#hvZE+w0S&DmeSXS@-#p?3o^ zovn2WM^hg7#>Nixr_uT0Ab+UvT8w_9pxEwaZj*w&^!;?P)3D^a9~?x~_d09v$B!R$ z)S$u)EUd%2Gur;7jjsB5eJOQl-Ru1D%d5uX0&FV`HGd@;G91YR#t&TR%*6O}iq!(} zPnlS!T1~zODA~0~;475w*ufrOEvn4j84kKe?eDg z9{xvABwxsSx(^%xKmcR{4ih&RI!EegZr{fmD|lL4apEig%|M1+t2$l(McAY!4Q@Q2 zJTt*wO)br)YZI)*K!O$CA|qYXu#Tsu_9aqhdZMcYfgs+OHC~?MUmke}!fK{#JumkYi5lJvky;<9 z6)$T_wx^}jdIDFdoXFHd1CC;svB|s13ahcPFWlzc9LMxt`(3Y=m&J|5D5*T4BcP-e zye0bCQ;)6~`|xnyM3g0w2=+Y(wK5A`JG*hZ#JKOTZUzKAA4nG?GOGC8>jXk58ELv4~zpBBkMiNoUJ%JiEUpoxOIqO;g+L?Sb_&ek*FdTwN>sF0iA`aAcYL@zCi$oJBjX(F<0_?N|bSx11=tAB#;$L6`FDBdFA~ zWjyM-qdT|UMcgBVZ`-1~Fj=VpaYNfK{Lv|V%Ak%)bt-ceRWrENT>|u0w{tWi%Zz(U6TQq9pfuNBva0q(+gJRQz<|QeL{t3yeJ9n;gZxSSBk;8z23~e|-g|Jr)?oSa&Bk!r`RPh2Pon(Y*{J>jCZo>L z%PD8LT9N3JYkXnuR+y>&6J}LX;xcRWPd6W#&dR;d;i~%boj|4%?0_A2qz4HPrTh5e z#dvBMW|PE0AZ~l=0VuHH!$Uwo5azb7l(@T)vE!2MD%7-vBx#z)N*RJF^2Lq*`Y5MW z`C$|j>$*|D3L?~^)dJ4jlQ|>WsEyG=dMHB2z(5s(17VQAAM$}da+ObBKwckCk(mDD zV0&U@dI|Fg_xEip;HeLuvawmW9Bm;yEY3bn$Q0xYorm_8=ncTF_*`F~?duAnp^T2DwKGms|rXlv&=uNBwwqEczY zo$He#0`Gv|{|XKD{}|o^FpK*5+^c}lz2(wS{LAtg+R<{MU^d}e2tWT;`=c}^#?_G? z;DseJHhzC-3MXTT5xFEn%@#ZZ9X=@fn$yY?fssV%VdF56E)RrrS^GY41JluE$RteK z|NgX%cXy@$1Z(=&4nV+5)2Mqh_06F5WR$#uLb1b| z=*9pK_gcW}M;r<+hnG$IQtolb8F6tx9XI;5y(&jecIP(FhX+H{r*`@zS_b;t-Hwlh z-OC0Ke88j(J17#^4K9leGgR^^CV7nYZ?#w;g4Gybpd6{M0!EmCxgcPbdbh6^71=17 zcVL7Y5RfTiIJ>8skiFfI&RFN1f;Z%3lY63HPD^BD1R(1JEpm)v`BM;)^RP!mt3psX~-241#NYb`Ygj{J`j)k~qvo-5WA&bG0In5*>;DLQKRH zJpKV_BU~bKS##7ac-MS5E;lnX(0|8mA&Af0+qmI6AzK7ke&E>&ll%-c5WvE#EB$u6KiAy<@E4q=75=_xL|yo3y6{a z)}IN|^r8})j9(+f10`Guaod(2JKpcg7+O1kH7?mjjdTVMyUhp0r%E`x9*w=~2z~cX z>3@hJnDf=gkW7}diO?)50Pm7!oV9{NL7znIsZ20&@fJ`pkmKQ`1dDr<_957hf84&w z$EGdxP591XXY>ZpPNIjixE%+xBYS?l#${#wJ*jDLYhaNBS7JOtAvY|CJe}*0vWM22 z;WO+WE*YxY0ftAbhg`PvdCxz-(00p;cWDKm8TXuLI zjkT@~802YYo$WLzHFTMXiLH+n!OSehR1n`IWEHY< zVd7P-1oDZJa&5wzuCeLVY9hjN&JV8-I1I&u#?209(xk#8R&00ytx@DxB3f&VmgCi< zBU}s3Rkx$qC&Yu%r(L|4j0~oT!&)BeZZZKbi=$1K5dY)tY6(dx^C&=zvr8RcXryFs z-h5@;6Ab@)06dd^@dZsYi$mG%V4kcxDw~thsQJL!q9Ov|bs?S}GIL}MZyq^*FruH6 zm3nc0gZZvGKUpvw{-dU5_`49xqRCcd&&m;!(q{41{@`wBCn#!G_2b7ACVMN~aclGB zbB@hXuOM9vv@mHQ`#-sNIQakDy;I0QM|T0HOYp_5;h8_N`w?i`R0D@rMXNw?nKhh% zbTXKlRF}htjSvwTF|$!-hXa1L?*I2zdn;!EN|>n~unZl}=Q#_qvEeItcTZf=(o zn`A(HI}Nc2vY>PZs#N|DX1lz^q#J@3Z%2d4`E6~zUi$f-qwSs4)a;!rL11enRMcjq zP{n+`74NU>z^i1|aF4v;oR;Pmaw0M@JZ*J)>Z5-!1htVdV&BwkxY_-fUF0sr&K|$1`HU!qkjcDvX68iI zxOd+AJA+VU$J{=D=URcm&&O(t5>9hITfD%0hRjhyH5)(8v;?;S4YT!`+GtE%*UKv} zh&qb>#2A+!P%&sUY9v-v9Oj1aXv5TdJvTwTF8ris+1wnt0HyOto9M zcm!&DPpFlwYfCaA$>Z5m^Y4-pSGl$k9l($7zG_NLluCbFa{Md)T~&GURH%S2uH3 ze701d%+gZdB;!}$@^o|X@^X|9IqTv@mA&p>PCmyQM~dX0lU%6-y}N~pg6%b24s0$$ z!LkzKNOhuKyUIA(cunKZ)rM))Ian`X(S(nG0;PCm4kXTi6Uc@TvVQ#n^1bboWLk6Y zYY^Eie)bd>cYadQe2|njz~fEJy+Gc03u*jJF6n|*6|di0veu`Bmf1~24Qnd8Sb4IpHffNwNw zu)j%$4Iv5&Y~Owjd#=>O4E8J1|NDRNKjd_d-7C>~fvR0f?Dq7 z%9O=j<{12_*laQ$=FWn5R<^cG!;mju_NHt2?SbrDXm(^`%06F!n@41n?oG>c0{0mX zC2PN#W9MM|*RNO*eWSlgTbI@W#|DnTi*fT>7CF>}wW?e^W3-6(HGI%}H4CKM)JHSx zzC{3jcXslM`Kto6p3Hr>D^J0&NlX;+&rV|Ew|lW%9~+W^hS3p;EFg>Ic6|3Vt*EY~ zq**%38HcRk98dnm2Lw>SPHazi7n*?WwfRdy%Fb#l%;5HTzA|0gha-21G82UOm44{p zVPz!?9E)Vono#wr0=<`RE)~`J$S&57Z%>m&&^E5qH3n4T4&b0NFsuP3z*pmfNZ8GV zhl|T{^jr7Atu%$F`}zP+2W&JTV0L#Je%-$>Gf`&96dn^6*22u70H>g+cGfxE!$X}( z0s%IbOQ&-s01Vq6DN-+rI#?>85n zz`D`W-nJaG0~1K4l5he&Qu!S+zn$mNAYSkP|Jn5SxLA}`BIcJOkDZX)yNJvCrD)Ao zfEmLDg5$*H5`-4=HRWZZ?Ivy%{z>z}*(%RXIxj0bFMD+5{v)USHw&56f+!21a{iNr zOal+tP2gd11JS^+Few-T#r8!LVS_(CHLUDiTm9l9b|9!|6nF|8dLYo9q(`Io#|V#9 z<5&seJWQ*En{T4i()@%Y zOaS3D%Q2qdHxy>zakm1y4wjM0Tbt1ur*L= zh28Vc4-`p{r#rK=2S`|I8lSCimjr-TJA^C(g`OzB=uThW&0ivcnt2JFD>lmEM)Qpn zJZ_@6u?ktICkqPz0~Sm%wRAXwnzUU5bu0NDK-{wpo^$BDxdr&?* zrV>o=Zt3NaBOTo|z=_Emmk)(?6cwp2NBs7^Jq3*Z=g(RFYu~dx>s`vu_qCo$po%P? zPak$y(U_orXcNgoN<_Hg+;XGjzwBO1<;|{Dmo372AqjJY<)3_w5@8TM@y)&&Eh!W3 zeQ~M=!NYO|-nX9E{z^8U-Hw zg;})iJNO5|@wJo+3JS{HvceMhmB2|{!%5lJ)XCMr!2~k1v9&f~b~JJ@F|lzpw{wq+;k?4Q@a;x4%eJXp1aZ0;;gWC8>4*5CmzjN?|yua{E z3tmn*OKBs(`4yBHG{eN$4e-yN_BVTNeChpZv^{8X=j-aK&4%8|R!lU^?{?5TxD=%R z9AaAy7DvZW?fPUu_NgQPqPrETIYPmra5>{yTrW!&>&-}WiAPbZ^+p19&X{U^Yia!$ zGlp9^td^%1A3`e=#;-HBtgV9U1lMg)YHUtzTB*!yRDko-BJ&P6*$+d#w#z}*dt-#k z5y0X*FYw53cetm>rvI_+&p3Bls2urB$(V>=jH&c@&m#!q2W(*i@eiszS3+#A_+tD0 zbwlIqzkx60FX#=uArpoxgM)T!OVZgkA1-X4W}1Ofq97~0pTeW2vZz=02vYGpuROd< z%7D#(Twx^8p$T^Rn=PN5Ik_(btr&yPF}?597$Xv^>GYLtgA zBCmhGehR(Z)xkgHAaHwpA&0Cl^!DjtvQw}Y#zK8Va7v(#oX4N0HC);Q z{uwV=ORDkp*t4S~wOspQq`6Gn^~0h)-K*=xeR-JkGbooPb-03rt~z|gz&FW@@7eP{ zCy%a`EX%?C+W1w%hUUcxo=O+ZmeqrmBtsDL-#V&dJQC(TJL=ttpom}m+rFlYFxrR7 zMNP&On)N}~EAtuJ;C;RzOV^ONw7S8}r%rk2drfvv_@?CpU0Gk_Gi5vG{qP-R&q!i_ zwBFLP%w$xlR>btZ2LG>8+EK$A(gD0IBGi%d+u@ypjAMMp)^glUN3@CdR<7~XInn$r zk07c=>$qGK;VKH;used<20H$y&BcR#t$Xz*ZT_eO24#{`eWN@xt_=MYJ#X8rdYZ>y zvF35@TO9wo&0AAQ&9bf*x-vGU?^h-NAwto*RT-|XY<>J~By;m;QE7jR^u0{|*QnhA z%IFI6qq{#O-NP=r?fu#M@cFVqk+rl86bc9Z*9vj>=oYA+$D_Pc5?CJ`<0c!)ADg^t z=C1F0_po#ZWYeF68Pj!>`xngGSS4wuPWE+X79Ti7Gh{uT-dQO&3To>TO@92H-e22t zM*xk>o*;Y3nQU3E>4*38d6Gci1i1vIDU}o$2y$UV!-iX2K|z*hi93P3D{vydUlu+k z2P;{B{f-+y?~RU_VKPy+7%{@6JFr1~IcSKM28NS35#*&O*+$%XrS=BlvRCk!vhZvMDrB1w~@1_NT@V`T|-M?}o9 z80mJJ)JRC33~#krm;4FuC*k{tAaS4{KPIo1uQ)}n#7@d9@kEm23>8szxQW~ zM~Vh69s=lUh-6AMce>huMCRlW0m^;id2~yjkcta^bCGVLr1L$cvk)(${7 z+Om*qA^SOQfFN@3uK#`5@sIkH>Z^VVt0GxXI0%P-@AyY+CTVdCrv%xQ{c~ zjl1fXkRtb}m-${a$q@nOR^&glj4l- zM=%X^a_3FRm=bcwc>>t7K&XNDgaHZwGW&92U8 z;{5d}tl!v{NRvo4ROqUMjPN!RF8#jgkoH94xX5xx-yx@i&M9f`GG#AC&j6v7rxsC5 zZd#Hga{Crt35Lp%rkDF9xrrYnMtHwMdxe4~Y~#CF*JbXmhfHd7D6vhC8@AGn2|@9_ z<<};fo@raNMNr!kr{~ciy_jxb`nz=0FQ=YWTzce)ke>a_k4|3#FViy9(eRFRD@@X1Q_9{q zg#)UdV8oU$#i3!(Sk68HIKNYm0Kwrmu$taVWp~UBBZTJMCnrg05Xk9xB!Y17|K7LU zIbEX_uo0B`8~oDb6DI-Fm(2G6>O0q!EVt?-q7EMIWB#S-jtePII#hW)R^Ta zmQ6nk63$O}9Ey~}<~@9xBlM5tcX1wY0F0NpATPc2Zh7bqO3yA3y6}BGdo3~*)T}CQ z$um2=|JO&5Kmv9d&oo}O$yVW(^5wGu^uFS^?vTCW;7op{S%)t@i(RSNlb+Mnw{{s8A|5VE*pH9ixMVy>&t8n;$|Xt|2vYNSJAu0@l=0QvBr5b zlV?{W^4AqGwiiQ{2#n*X6qLXXB$ZJfcWEDIfjf{yIDJ*3A5NYw=Ejt@{K7Y>mn-zf-^xGgchU!) zd6M;h7h4!F&#{);8eq2IZq`kxX?D(YAo1T#niIpaKJ(~vdtS)lFe0}%dFf=9baK^H zU9ZgXHU98qa{X&MhJ!3Eluk{UJ~5N9bK>&ZqYtE^pYjg{Vb^=CDZv0F7ur@bWC+Al zLXl||-a@rOrFmhgRq2o7Sf-}Nn<*Lja27u1!a@2s)aGxAq0h(SZ{R6Bny3QhIqitT z(2_lSP+lM9n)S;WhqplFxM2W+fY(vSK@2+pjUeHgC*PT}8ad0uNoS8=6TH@Tqh1?` zEdF3)tjx?Ra6&knP&aXXR?}MtmXoMUzF?t*2iJ489aobkG-F)4iJcifV^R$ z#CXG(rqerYiSn#`VmG}9-R@l`7;7Ne_&j=Ak&k5(nIh0klAT)V)w{UxFKw`iTkfBF z)vcj;kk;N#u8|ZEje^k)S8WF;tcQNTYF<0q!a<63T*lSn?QT0AOYJO4?qs^cS&)VN zcJ_&wnsVXWjz9bA{mO&)Tk9(u-hJ0Mn25k0=P74Biy(yGfZ^@3`3hRqYY0f-P@O!;u$U;jvCnm2CE-$* zJ{wDRWI+>@g@c9}1>NutY1G8lhk7Q$w$$}6G8*bjq%Z2ByF>5q&x)u1p_f)ldTW-Apnz~oE)>(JZtZP*_4R4a8YuLW>36w5x|3LwA{wr+ zxUp~P54*|kR`u~u(=&==+ttP@NX*Yp-}H7r2YrQ}nLP8Qq&GdDvxxNBD&PL4eD|-L zndRdN%}0^XC!ADGo{KGjpe&jEJ$jXGQi%0BV~hrN6s~*Q-G70j^1R7id1AFch7!To z>&8k^&ZZ*FC;HB@TeCFD{>mh+OZt~HKEY0z1YX7&hjP_HplKn z?>|&H&EDF&s%JNYl6iXPkPR>s^W)q;9}m=yt@7H_t4mdadL~^tYoZ^s^UqGosofP= z&n?utBWWd5KqB$Q`|s?yC4Tl;9=jyRC93ne5+83rThXHy+Ua216?3v`S4eDEhu&{@ zV)e#HG$?_9Np|ExXzOVs8+b+A9IpErQ_tbaMZ4GX*8@YmhlciSQPi^>hWFEuJOp5i zZSqp9&T>p~Sp2u#S&tZzzehgOpml)KPeTi$A~juWi!_t1C~jr=%*w*W4I!-XHxrtd zy^ZqlkeFEY(72Lr^<$9i(65Iq{}Als2Ze}dW-(9>XYQaVYa4Y8bf);wSbhypYN6P; z!GQkKHI7gRkbvHac*;4BA)9T}X2W+!aO84vD*6Gq-P?~2*>$tMv(`iH6QFlW0yyQ* zVJEV!&hS-C>H-P|5$MMnEn_jXq_F|AO-QZzSaiFD@tCX8kVEKS7hX4o{ZRkd(3L;? z3LudD=jTr2Ps$1pf9zzF6}8(AefT7>7E$B{AJQ~p&Z44k$6#8y%(RoD!GG@e;q=|s5PjXRRoqz6w^_o;9YGxIGtvLM z>A&_{9><2-_M1rTL*6duHf3EU-pQ_DjfjevtI^qqe7+&@a``J@DQhJzF5aKO%*oDf zz=l6NJBv*t8xk3*It>#@NJ-gSTQe~<>@emyJw0u`+Ag|2KX7fRnV;8TWi5j>dot3~ zpYF~$UY%@VlD^vPm^38&Oe+uorW zhSJoHIcIUOu{n)*ladIDh=}~j2U7%i4S%8t3%AOTpDncqCZfDM%Z7ztn1f~YTj_`GEs0%gNH!7hTA_6ZZLy0b?J=}y@l2Z$xUn79Qs?# zrjQ_FVVJR&y|9f%x2T`e+=ZtD!;^UjMvf5w@pd!NSAwbi%+M))- z4|nW%;T=hP06Q7~!7uiE4t+^z;5Cs}+Bb%BT|f)Hx7)r<1DEdX?1X!Ne|O8kz>q&Y zHs*NocX@4X?R=U0txlUqeyo!e?pjDX8-`dIQkUmCA1EQ#AHDJdz6nD2$UHLG6J zTLp!Ksj|fy>$#p;(}5&z_oLN@hK6t7zOmQ{o{<*GZWt3cqd@#M2y$joYO>S5aMFUP zXo1!vwT*NB2GiF?fVYy7(XO+jAVlgm{gINA5)cs3WmqweOe*B{(&!hux3@QcN@+=n zpy}^#{a+XBYMWh8|5)&us;6ak=Yi~)?g!hSyjuI*Htn8 zX6k0Fb@gpab#M#OrH-;@qr!29GBA8NdMwlsu}_wMCv~My@g%T)GwQgQB}#>$j-?fl6$|rP+GvSu(QX%%lz=BsNJ!}6 z;SsyWs8+1;!!$BC*ECQ2;y}>-2od@fK|rZ0Guj@hwkg-0m_XX6q$S~pFb^?!4}I#>W?g<_zO8!`pjhXsax!kMF1;w5$9`u zPro-Y*<)S0J)7-pTP4OMWW~OaR{nStzqhPdlv+|XMUm|?&YR}lk(fy|M^9~-4GrX{ zLB(JA>N}I{?C6d93MepHv6aEht;MPPLV;*}c($%9;~>jZSjyLz>eL$=89AP8jx;sB z5=zroReg?){o{SRe4yl(HnGx`cghUcPwonjDLYmR7&PNvhP_;NVBB zr-EXF5!a;BJ*Q{aC+9azQQwbrJ8}a+htwhAvG6Yhud9N{PZtjSSEH^1IwT1y!RbAkHzmJv~T~K-ES9rRo3|TtP2NlBcH)R)XdIn zsk4w`d?Mq_=lOp2cnemj&0zu^NgD&QbO?XseEM$BBsuYIOR?;Rlb2Ug!YwR>3gsxB zN|;46#9+ER5(#p4b|xhyjf{-MK{ILhf7BU_$;!e4tF_g)u-F30Ee||7$8}jKzpzjX zW#qmarJU-0SECvbY#z`)++@rLL5zO}h|NJK=F z_w`v%3?*DT$ewg`D3Gk297tYP#>OD2ZtU!MUY%Gx33gm+g9B-RnmPxZoiTfNbFAIy1P^BMQ zhzK>N?dst*+KB%Slk%ovr$cu?XT%McaiexWJ{l+3Hnwi1x~uH43?$T*D=nOy*Hwlo zwp_(c_`bXo%^QYWGQS!L9C<95CCF)NhBa)>S)sv{P*h~)c_8gv+@iYJ;tfa6!Qt@d zS7hwkRGB_91k#s#vg^@mF9-#>)K{0FqNEA?-c1y#``%reK`$NGBa)I%sLN|=z?g=z zva$vS259BK(;c*wpHBvydcygoD+b-wNE;ZCxHW7z!6q7^bl6mzVWNPp9JL@@1h&iL z=I~f?DF1=LPEA8O5bV|T{i2JJM|U}dWq^8Egay9vpPh$0G&W;{hE+7uickwm?0q|taJ4@XKu0*%kuaE4eflB<@95j8R5F9W2q zP)S@KG@^;9{B}_{tvj6faqbBvOr@>htylxYifM*%v?m?SE1sJsapkB_{QI6hFK9-; z_k2nGsV??q<(pmwsY;)p9OKWPbPV_>zavv9dK(b%-uqX>fS5TB&$}l|D$)5zfnL21 z-K`|cPDS8?c=d z;^X=F_+s>ZC@Hf5!f`dpsyLquZ?(PpSVA@};dzr^ULKXgp1h4*BdV1JTJ8K#>RS7f z)0ZEu?V^Wz%j-Zg_Fm9${mSH3ZcoPGRo;#l|D7Xo6S=0Hzx0%~K0mv(4!sMYUrJ#& z+tY*m@@;og2KrEMf9aK$xiM1#)+h~dF0H46`GLqNe1{@NVs}}MkGkUGrb5Lz!d#J& znsfr$l=Csd9OwGjtgsls7a!=L&tJa=-%*3SM{}=A%JX45OEQ{N(4)$Fjz{I4hDHdF zLuc7J0iC7)qqgJqz}lo0;!sCS>^ zq`S}Q`y~yrsd1W)Xx;6aD&l)jEaKzn!xUL?9!IJ!q98z=H3ZO?$*(Rp2kRe>Ct2$w zb?O=D*W$x|zQE?j9$%CqY$Jsr_iFbPD{aTP-viXPG02EcK3v4# zQd42&2AvTR5yQlk07T;9;kh%e9$zkcpXAh-nx8`~7 ztl(m&{ry8mkmdmoY+xxw{6zubMLaino+RqwApZsjeWPncDNIh#e{1G5+PTBBOk3`uQ(BQ~4W@FH@|DRyH@y&CO9D0s?}P z`vk=%=bcFcBBFcH4%5@q&&OzIQjn!^6zlH8%&o_hOye3Mu?+ zTU(cx8)>vuRBwHXDx%*3>a#DcSZzRsd%xgYc~rdcpa{_{53^CQrK5}pQxGpUhf}SV zl#Fgkw2-Fxl4Z1w%MRZYc)z37jeH%4LrMpcJmVKKQLV*&zXK0D895#JzV1VQ4^$fx zQ$dXOf}$EKv|BSOo&85Cc~wKT*YtB1%0n}DPd_>n|AJY+WqxGjaJ4rsG&FQ;Ym1ti z`ttHp5@28Zl{YFXI5SFN)w$B@B!#?H&h>zT`a_>XEI8Ygz1bJfh)MjC{GeM#MrPx8 z;ux$^NJuD_x6x#E9~`jx0mt3x3J~PcBmy<3Rp+%~k&ze}7%8vZk1&OAL~sXF1qB!x z`@6flhlXq?3gx3FI)zaD8?J(duMzxWbFY@}nH6QHwPR2dSLag_KJ7XS=cKn(0B)V? zox~d}Mc)$9TWw3vgfShPiOOOc-s*Zqj^?qd4=qE=@rlS#FJS&EzICK)`!1eQikKv# zfASEF_uOI|SLM$atyHMWEU5uNZ6pg0s{c)qwm51=<0Cj9H(;7YPqO;TyqC?P@s!Cz z6P@(cw_WWuhk8*_(M6wYYca9Tv%R@8z2@0aG=ZSprSvECBh1lYh-8WWu$FO zIBbn({;8IYfInqBIDy#N*V#}Qp~wc2WG;gONf4iCp{OS5}W*2j-;r|^yM2%WnT04^^VpdW$Epz?GJolCfvR-RlYK90RdUATr=_XxREg@;j zDU<}c1LL{R#+zn&J0S8b4g}~#V?Zz*$3L@w)Eb9J+NVis{G@4{4?20bPhEX}(swdh zZ9y-!2+MrR1z~;69}pW>p3K7f(lq-j<|5M1f7bt`&nZ=;WdpOIun=@p>gwuv&!0Ds z)I^|v_LXl44V6Of4C@{2ADpQ)k+HBS`1G;(y=ea{1F}*;hb#C9KY@T~#;iV|DEo~m|M$9*RIhK)->`l{#=Gaep| zDrI>%dQyC|OX`!Ek$@(2+2pQbPV|UX1$y5r0Xwyywwc5EK$tZzTd&Pco#1;!$7f@k z$*)@AF47;j7<~*b*H`q+`v&br_S9#CtF%J6!1s2kX}Hczxi@moFC= z7pFT@S$tEuxuZh{lv7Gtb#}{lQ>(h_Isq95CDsFYhf^@^e!N3C5jxz`Xl>Ss(|lQF z7j`>~XWTIc(9-odZ(uTbI@M#=nqu4GFny?P*3)VyX?iV`swXTF7(rPoCg3`U4m4fI`m~ zAlYA;m4_Ik9B%Xb$j4>VE6jFNTyh97$PX~F(Duwcv(Qc4#5~1)tp3l0>QaBC3mR)3H*oQ-ASJj<6-^seTvoc834gOj2=c6C_sLQdg3YgN`fg$vxah@%$-6w z^6pn!+U;rVSZ1zP>K$DpDlevMIV*an5XV3(FRfe>c=)T!%Lc~AKi{*BPfVnI|Lz|U zKz%F^eG~Hb(9xMc*%~`NIWgx-0z5==@?4J0*PbS27bku}1_n#e>4AStQ#Z|?m z^1d$@KL`c%h4>Qa)8;3ea~uw?3d8~n2!1|3RUNIHrdz?V>N7oRl%M_txt!1Dv8j&b zNB5T-TY2vJTX|YPsT*ckEDMje4uB86BfiUvPKgFVvzIx?i)NFaCSgG7F{RRZ(yOk} z#MFe3BjIJ?C2rJp0sBKq^Tz4L0is`v_caYQwY$4}K~WJc4UI$nJiE~^omQXQ+g zI>b+(jdB(mX=ab zP~<73*`&Cdnwn;cqTD-#Fih?N@joO95n?;3RV6VF(ny2#1oLh!n+G%D zcFT44o9|E@rd~xi~->UC@3%i)=`LELMUa=(sVDJghINIO4EFvIxDgp+)JD#_7HJ4 z!?i6(+ah@joa^qc2*!}Q9S&xK62P~Fd>p9n;_3)=f$#e|I;fp6ZF7m6O!06#*yaD$ zLTUvue=v5gcAz#=e^^5B(_kv?rI)?qM1;(lsK+!N%E-@BfoDgT=^6Mxs=~oOg$G*| zK4GDEZq)XEt^t0o;)D7y``+AKLr3TLvK?q<8XB3WC1n&B-DD?F2QX-#s`Tam(Uvuf z-YZpWer)}OH0QqpNc}+cd;GJCj^Hm0?4V zdnzwjftf5q{`dU6wyG*3I$9sVqSoS)^mK9x3Q+*ufvg})gAJkhUx1P-5lyPAq+|~e zRjE10CB?l)E12d3t&RS-_use0&^aS}!lJIvo}?09~o|JpV4iF;G$c zP7$cZ?j}wo!O4uodDY18**@?HsT*U{$0@~#KkhCONBh~e z#I-p53RVUoxnQZ)&%mcYDOP;8h_Vn05aU@_Z0lOvH$OccOS5qP#X!!SjvXn9wuAO{ zLDTe^VaJKtHuBC;WKyzP%w(uX%k{p1KY6KcBOpuIoSjce1YGRubpY!CdP7Xi=%65^ z-X*}8|3_8h#7770=tIhFbSW7N9#%#1*QhdAdi~lzCugm-3_Jx00^9^XdXRBFkkO#k zjSZPDULKw(BHk$ZJTN=8K6swOUAFVIxM5J6!G@)|FS^21P_+~j&LcXEW7=IH#8b9t zILZ$2861l~ZKd~sMR$*MR}_N>PVeNUL0^FsP8@vT!CpWxpY z1d}TLo(&u0feM0AI}MlEF5rFlgs-l*Qk7r$#I2T^pvUQ2=o}5y3xDUhdm&<>fi<@l zwo^IZ@0x9B%=hV6n5D|IR(t)K&Z@r^MgClpB&r1VYd>;8g3b6=DM>*0E3KTdArXQM zV>a`T>?+wT`eO!39)XM?B6jb(*7w}i_59Z_iIdo&jqaZh$EV=n;Gm#bN~R&80Rma! zqllj#C|3aLgF`Nv$9kbbwQw8Mp8dtvw4n_I5pVC?R6$ShqDd@f(yUyat}t5d2h|z` z4LJUEM+16db91vP9O22(<1~CBB`Vz0_or;CypaqcNrde2(uz49@9O9&St9aR)Gaux zfvkWx{#<8W=gANTrt@RxgQ>&{9WJ!J>*<34PJd*}C)p5nd~(CZ$yf(R_O2L4H!U9PEJNEmi+gZ z23A&$rUQgH$GbC}w6wG=UyBL~EUc`w_4J}xn#;-#3RR0%XGwxPw*VaWJV+IA9bC|j z;*`yK7frlX>1#UdN_6Tf{aWm8udUG5;h*lOPoF}czkm1I8qEPpqm!ykxoh?+412I^ z4toDz@u518zY)suAQ1g}+;ITc_J>6DMaz==+m{fIL{}ae>JPmGILI(#GtIszJQF)v z_*=a1oMXS=BkWQxHm$(v51M@d;E~uA+VRl;J6+5 zK-+gp(S%wHHcelT3?R}9AAFR_&3sLOnZZ#~ulm|&%mlA2cXs_r`2XReHSV9wwwO_X ziM6rG8qh(CKn_@59+{qgo1yqhP!ItDq1I-hFfR`o0@zE?aUC748AVkQ&LjeF1AF%K--Ioh6WEQD~}bam(kGD zc6W6FCG;`$l6deV0y6OaNLege(a_Lr23%A9P7~ILA)K`wFh2_i$O`Qhnql5ATsNHQ z)AIhpzF0JEM_0M$t(GHg;(?@r70O1(>uY-s^VB$x)qfT*gl=w(;o4Y3TgSP21-;*k2u2-GfU_rjV8}59+CX zAXHdg591wp+udF{dwO1r1wV1dGP1V51!SFafr^Ywe<(IBL$S3+o}fl69)yBsvS~|l z+dE!uuvhRPE_|7`>~twZ@CQx};Ne@oo>Vqhf$|yY#NncSAHSALZYYT9BwKt*ayCg| zI9PA@xcQ%Q^@^u*;seFA286rxKIA9S3XM_JaAqD*R>Blk|- zeK8+}&u;rLn&Znau@a;E+)!5e+({Se5Q3)m3h3o z`y^_xOWKkwY5-iY>391V*A*v5u?DZ;4qQg8`2+U_I@Ci8KcP)&l?f*Ka0MpEUT}<5 z_)nDLQZWC^b&f9kID$FU z``wvwdDMInM`B_kTpMkg*NfBEO>H>n6)7t}f0BG2*(g}=h6Td&!Jn})`8 zd%U3XKwd$Cm4QJTCcyy95DNx`y?%>V{fC*#GsADP>wr3WKEtrPxTF)p5-Eq|2h2(q z7~5sv%Acs@HbW3vB>&2iL=qaK!I&sqnZeJDd-iH>QX9U}zlHued66&1qCdew%E5ws z|Cd4e-KgbVSFA7d69^btiSKm6rJX+fo?fTHFo}mm6bl~0W2C#R-ugTMuCcbL^C*cVq-=T^(!c$NN=m7;0k})v0ru-oVj0va9 zlMI3w;tbAZ8hz!RtTnn7lX7e<-zXbQtbavw!vNk)Fj>H&tVR7ra2OH#AJ%B;SqNC8 z5xTf)rT-u8)Z`0pGabh5-bt#->hKWo2`a)uBU=6 zCf*dQlmjsX_$Pq(TNJ@BH+S8BEmoNk#UKCGMI==a@g@y{giS3eQeJlUIDf=%Q;@{~ zYE>`Q(bUn2@Zg7Q>*;x57yygP$;%t;3N1w22v){PWJt9DZL;KX@3V}z)Ah|Vsv&xP z*Ie}DH8?iX$yVdXfhh#&f7M>Zpg>xA-+({o^`$wU)Zf2hcUb9-P-!T4#^^`po$LdVGGt%Z>cVT^Dfe1;iaS7oU?5OqW?4? z9zfO=P%`L7AzyOt&Y=3Z8OfqO&di|tHbIeoAjQ{QDtFRAE|bQ*$X1p7*;^N{Ow7J( zFB%nV{nHjD?B~2X&z!B%0!KIGsGemI?K_Z&1H2bW#5?Qh3V=?EmGM^*eWL=^94Nh| zg%q}X&@IFSoQ0VN{yZ>!MvFp5nqnj8N36+~Zcw_#2(sRWU77L_@q;k_Ixe!OMbKGU z?C6h))RuXG;NQs87gZ(5=GwfA{2S^MznB(MNeE|pN(M1o&05^Tnhb1J6K7uO$pEjc z=JemfOb$vs2)Lyg&PQWzv4Fk1>%~)dd48G?OH+1XaIWr#)4@UT(63(utsGQlT;0EZ z@dL(=kI#Csg(MyyA3r@3u$Qq0tCHv#+CCXQF8~!!{&4saQx)dqRNE}@13A##YL%`Y z7HPb~$XfG^2s*Mn+J1CuOrigCs9-P#eazHS8P!s6kH`S}tds}`c@(dwild2+m}~)E zoLU%0W$B@JN(_0>pU2L6dYE|Z%vOD=%I+{n#DLzATOMPbd^x2oyU%%B_+LT6BBk8$AoTwb6siT>YOOk9Vc+{AJuV)$DNGN-g`R|~zl-9zh_5!! zDoFTBGTWp`(l__>wUUR329Oc8vQZ7p^J5*Gx3(E7gL_L08ZKSolQKWe>)!2v?L%Ng zlj;UepASmOkW_b}Bbs7rAxxpg*P9J}M~@2vy*^j+KxuLDe5_7&1u{bt<^!vsq>MEBL3?N zJMVdq0(k+T3WR^`kMt)p#)mG1PUV(!H!Gd?oV00Dq4T%{C=5Q8_o&YPG+$|fBWj9g!eQOvi)wsE5j`VgG$Hpk@KgZhK-lYoEoqe$ z7Z>;G(~Ruw6N3dZJQPGuvq5xBOfoL>VL*L4IRodOIhYDt+qBQ00i<=J;j7#lv`_cgi<=v?OEpgqC*}*2vZ84 zPihlxu|y1KKPRlsk;zeg_>h{T=taAA8ES`?f&@uxZ3FG&KbR5N#et2oy}ccbVB`4m zpxlI<{&*9c3j1!^ z$o+CraIAr6&;fzH!KX#e)>el*;B)xj0t0diW~MC8<=UA3i(^VwdlrHeHV(67u+OQh z$5$|kS@ zc4y0aRYvm(9MwAoO%K89;w$={^QGs_g?+y%qq~52AK0_Y&vhKNI4wqjjgbly6BBfj zNC6q8rTeR^IK;%VH10h>J@~V-lBm8Akzf}JknV)OzerNicKN!gH#nY#^NM^k=N3yZ`rU#iSU zUZ|>00I%QZ=sRBC+6SB4>Gs5dOUWG=OCT{^R@EDvOGW3ZOJtk$g`~)KpPHTo8Qod`G0|98M_? zf`Be9U$8rL^!j4==m^#afkQ-qjEhtL-<#TuF@odI2Ipcar-PIoVzQ z9s6+3a6Y~PxZ|C- zvqd-o2R5}#!sgD-#@d>9@lLYOFxY6(_;P3emR0G++r)lleW!J*OUS z@wR)JdW{|Znsr5eDlkdj#!a<-eDYhO_k%&h@87%6J>a3~lv>IsPl5f&RYiC#O^Wyh zKMKkK8ugQ>vBCjEPkbaJFX`4+SG{ger-08M9qGY;7Do$e`u$yN0UIA*J@^3-`-o3* zaVJ&xe!|EUT#$I13L!rVVWw?z<=t7fU4Yb*LiwY6(>C3OU0kyO7LX>B-QHSS@;ma| zx9JfWQLfJ`%3!=A$mK0=Og{eTesfU~87Zfzh!x%aqq^FJ4IfzbiP;T*0<)`tx`CZt zc|d@eni_6+*Y<3#;Q=bxfI7C22Z@wKw{&s1g6~?erN#{d`=PSYX4YvIMsUHV$>&C^a%l<-+<+hfTLQim@q83n zIykVkupl5KYqeYMa2+!)PFDRtzC?kM21q{fy_>v_Tvr(dT#JtHF}b!TB@FNyP=F`+LI zV1hft#H_8ZR#j8uVPn&1bYYI}j*GxSK?K#by0%tbS(y^$HQ>oX7u?+)+`pFTH#@7f zQjLsBn*REA$9%n`fc@{7%a~49bhFDJP619E3*XeW^rb0g-?slK`hhpE^WJXWZ(nkX zFPC#GO{#*r!nR7Eiu}pbLb%aC4H7!|qQo!uzqYVXewJ3ed~p|aO%x%I&wiVzW>yS8 z3eP{{mR(+IH6-)KB&p+s2$LV9NqhO)Z)Vuca%*M4Vv z`;p;c(0Kw69XVy9ER86Zmyj{B*RPM-KB^;Dz)j3Or8wUR+ z2rRwtk4K*B7xU$=e=omG4_U+!Jm?1B45Ge}z^kSb*WMv<*O_)BcCCPF%pY`?7E9no zeJx8xh>=L@7K3h8xF)#ZxZROQ+U>jmzI+6{≤0)@g|TX{(gO6eyA_Tl>oS1md-% zrbzmHwt|eG*W5|gEZ`F1rKzo*4DeS{lE=-(A(&U-8+NsCTXtW@?xYR-3HIER=5FUIJyKGp%zcMi zsG@Ur8M;go3&qWTde zl-6o7mJ4iGCwLuzbOlP`RIw%{!T*o7w}7g$ZP!I#3{XT=Km??uLqfViy1P@lLqxh1 z5dmqClJ1t422lY4=`I05Y3YV@^L=~$|9AFUdylowICD6L6UGeYJD<4ktDeItmzk?* zXrMa`7f#E}%3{!~ttc$CfvwMREwptO3W}Tt7hphstuwaai_eG;&d^@JIY7}=z>=<< z2b#tR{fv zGvi0>;)qWB)Mp%Oxc@Wx0w4dp=`_seCYb?8w8ny7Anixo{V%(I4dR#)`Bij(bf3`vK@@65hWjymyb&diWvo!+{G8lMq2Jyay%madD}))}xqx&OF_2 zjUG2vOFrBx`$PAK=1mfT&JU$0Bdv@DbTV`{fZ?m1IBxe@^dO^-%x}GDO?ZAn^co7bnb1{4KI>G zyiR4yeaWcwD>9$PtHFzQ((7{c3n8`n0S0c(;yq)$>?dppe6xkQxrnb?f%@85Ia2d-pIh4!o#qc2WEBm|7rcy8YEjcJniCccuT?bRLhyr(M$sP#U868LIs5nr z53BjgBd+!1h0c*~ukX*=qHYVk_gJqH4*X-asYVcw%k?n)v0>^rc1G*7t}|A@*oZB@ zFXaU}*?PgIbM{kBLpdwhMgFD%rdup3$vJO7;H4??KDzp-mThW=-zO*HeiBLwuQ&0# zyYDm;T$@fB3j)7t#RH3vqyjW8eV(Dm1tK2{Z7Hp&reCYkP#-J+{DYu zTK@4PmmFFiCRj=pq@>)=P7b#gI%hc*a<Qr+9mQ?$XfJ(>eST=$I&% zJUD!bKcaDP!|)ON;Wa(*_z>QcKg+2m5#&vA5!A@oG-k$Q5V?vlRzHgOude2NYS(kfH*bFTWk`VZ z0^|~0grQ+!3IVc(Vh3abh~|n`c`j4bVsFO|@e%*J#w4{B-7y9TBfH3`1$qJ(wuQsvSn*L54T{7@OqHORo|&mbv7T+M^c%W)^&7F=QEAF$58`0 zym;yJF=Z4LsqPG~XvaSax%v5oAes{AddasgYWBk~$P?C%`%Ci36ZX3}U*dJit|Ep~ zhpm^-wLO2PnNNhs=HS_g~IIhJ8hTj zXc4Cr0W5eSczYb&%lX!7tZ9wW$qa7%ZcAZTd!#|!aweL|dxwo55O2-5&azkhS}bnT zA#7}HUt{R)21z3%i;KHOG462WScpff`7MK-A|F5Pf_MNwanr$EaAYLb&!sD1)G7e1 z2BaJ6Qgco?7W~@mWl_?0?@XlWV)NCp*p=feyc+1)-{@PpC*Tn1pfY8AA>1{x^mvIf z7$BXM-{|Rq`FU%9UqZkYLp)}+mxjXPy+(I`<$69*dDUZ?q1RsS2y#A)jWDkcU?Z;a zA^JihImC$K=8rq>mMlLO?is7Cmy0J(Gm+;U7so#{USMJg-1)kdg7}I)ct&W$(1x*I zXI5Ms6Q6Ci+-x6&uSlpP5~8U2_43tO&8JM&V&yz0i%$wBZ4&#VEEr5XQHBOTm9LNuTb=w=TYlw(!ylc3oioUPIv#c>a)N($mW!9y?`4}z-&-2`!`8viLqjotind(q zp&kbt%h1ROELo?Y{BNvTe6W=idP&umMuw%u8q44qOs9s$j^mgyfRkmS%x)ddE+o^a z7ATwk`#_Y_%3T24sw%)c>|>xkg>IQG1yBSR^W@Xu8E8s?V3D9B^*oK_@%MK$aHQ#ESG^OB^75^ZW~>(1K4 zz=^AQHP;IMm@;)cEEX6G`>5y^NMiwpr6$nbCo3QrJk0uSoH$V7 zctbJmF=Ri z^8_MvXiPdEg|uA?E+CL#oKvHXkFZp|VX(mde*7g1()(zm-zeuMdnJNUC{DgTUtO(S z?aiJ1^X$*?E5wjF4ma&mGc4=egqSHkGf*wq+7?0a3MCsL4P|j0wghwsM@IyBc&ch@ zS5Z-cW4TGl#mvNX%XAb4k-IA*FaI434JgeM6TGCP&4YugG&sN?Vy$VFmY1uPxi~lo zv0N|^eyHr;3O7jv2-m)-V_&X)5nS4N8gy)JSA2a3Ju_-axyI?VXjj^smm_A)coy3L zPazIP=!yFiRHoKw(`CCONAmMF4ib`Y0u_sk3G*4DE4@ycj!R!B?$e9K6jK$ytNo^Z zavZ(U>iMacYG3b`v*{m}QPnD)dz_T4_xbM=#J|&s(I9)MG*sfm;#D{_YGLOjJ_o>h!Gr)c11Ay@-9?5&$O#S$m|UcT%f7yyf4V&WD~MIfLZ z0Ra+@j$0six^($6KE`WZ##?J5d#wzZYHKMNtD-a1yCmh+06FwI#Ym(sHmt7TF`YSbm!s@m2x;pDbFY;>76w znPu^~8K`;o*)0#twozb;``GqXH5QmhEmgF&87I$lT=88W5HKR(r25S4w5;z*iH|TI z+d63T+(d|p8s2mrd2U`e6c;jO{W4Su8{NJ)=14iaL=2C*nO;CG;u}$}r!+}q*}!G? zX*royBFb_w{eU+ttPSxU2*Tgnewx6Fu~_sP9pT~O0f`qV0ic~Q{Ok7l!Wn^;5ZO8l z5NvAn7W6J$4nIsC_Q4_(!$RMH1^F4kR7}^qZ3A{8edPPa=z_=S@E*!n3&13@vasNC z2UsXWLdjH7FLe4v$cMTZsS&fovY!mEGBOeA@ zF$MSzHllpixcB^D3K#pzJW$$m+Yph)DSiH9c=Y9H`Js7Hs3x}~;kNab%qvP8I*%ro z8+nv+aa6++g&z0!7>gMe(LW-oadv^e;@J$(wQH%36;j#-VAy?@lA#t)VK%|L)Vyw3 z7bQ<=D>H?gaM#NGN!z_mR=0S^aQmk->G>|aw^`yRft3Kk4mEWSpwH1ORv=bAI$G0p zSf#;)NS~@5&P-*-fMT~S{ z=FN6Igu`}x2gd1TA&{GaKrd~O^eET@u8^inW0LBxyJkduSCOxbd(O|=tlDIW-mI;e z@Dx@3srgu|K9YT3E|y_&Bz4F$ROOb5<@wmFlY#3)ECSxKEXy36zF3s%~TW{gKR3;fgc(dwXP$Y2bgrV@1sAuqdk@C8J=8e z?kw5#URmT9ASRzv+a~6#E#118KJ6UTlbWI<8ED06f70qjZGyFwWWRSi=DR_+cz^lE zcuiQS_(<$_Ft+j=wqvB%>qx@S$Drt9N0rU#rLm?0Q^dP>i+}@~ngT@upbBgnWMpL5 zA_Ac6{92?_4H+JWW@h49%CJ>Hum>pb3f!an=+pWvo<4mFMnb@C0O~@7vXmJZ7{GuP z6&;$cxTqA(@3<$ zo9edDe)T5ZAiRfj4PDwlOa8TdORJv_?>CFKULurrl-C%o1z$AgZ_M`zMpSGT((+!e zJ5HH2Sgwec&z_;JQ=!c#v}YAC6Ykn4o@x3XxXf@~NjC%P*?`E*C+l**MPIKv7sm6j+1b0e*Oav9 zD%?_>oSy!In`fOi#=|y)vLMph8xe%tomnOe9A1ZBiPsHv6WWlim=5&c5J$H zrnx7rr(K;jj9FqnvCV3R;zNYN@$Z4AYFEv^aKYgn9p2cfZqZE}Wur3ar&J=zR!;@Z zTv#6raCNX?IC`1v5g3tBLBs2^2jTNEelqY>%Xr>FVyT z(Pb2C6`jOm_(QfZyYwREg|6Kr#~*D^k1LG#X8#X;!TWCfr4KFUsX9c!A8NBMj|H$e^ zLo$PrrKOg#a%4&hjO1NuV~j<9a=Wjusj25tnw$9aGf0&%P`4lWfvrK77a)Jo(DwmZ zQo8=xGcMIZE&Dp!iagK_0;4PNqRe<0sD6D||Gcm1ZuHl0p}M~E4oWRl_*0?ldyz%` z_dN`8nI}vCe(Hbma0@>uqJ9`{%XQ(kIjOA9ldY zL_#*VJYHdIh%~ctIB0E@5V3Zly~(U%gbNTn-}Ey}5EX%)jK@QC`BSIoB_xY;<9vlD zXXj|@J2B?s>5K8P%dYeef=kIqWb9sMwdE1pi54mNT{u!=TMI?Rgm(|Q9QPK+g4h|q zGVTl1>{Fp`mkqSHkCi97EYCS^Oee0Xsz7a01{L>(vcTtTvbp)m@7}cgoOXnKt`58j z32c`Aut%w`z;@#fmb4LK+C`%IvywZzOmrwunyZ6bq%k$i+6KE^4E3(B~I6GCR5*P7xx%=Vk}(r}#Sin3@`SJ`C(N+z@-} zvVKZ5^{TJRDKiR>&QiwxXMLjyz0XoeFv7|X%_9u$-2a{W~y%LGA)sNEnIWSqF8B#dv}$-BkprVOS==90Bw1Jo@I*#Ug_4fspnQFL(Yu0EuSxT{XUTYT|x-6Bdi%QP7muPrtTJwzW;7#gre8HJmROg~)@d#WR5iBFd+9?k8D&hRK>= zP;kL};o-HLuq-$p0xJawbvXz^pU!^;8@=TqL1Z#O*}H%KxU$ZFsb|f+LKuB*1;pcR zF|b7On%NU*`F*B7;Z^l^U;Y+_{q)bG+LIioam;IBsY(XCLj{-Y@-nM15iTM+ev)-T zE!QPnpAj=mv1w)W8#kh&q98$Ke|1bGX8^@ll&na<;Rq^cV30v%7!Siz z{3h9wRGQ*+yThXm%#+oV_kul$Z=jBSomNJrarRXjS@)i76dYYE-OoREs=Us5Y|$j$ zBil_vRc@rci_ub0O1qquQ=#waa{K`4-LPCLwf%B`4gTUw`=4&^?DwapXzbc-Ka&|S z)(OSm`kB&sll@b^#8uS2;Sz3bjK!>NL3(;?DAa-GhDD=w*44v9LR2)j*e)kK8}xkx zlaueoGazpv44+k;)|-)zE=UyimrQ72A(jDl6j0Y08kT}VAWbpXf;K|Zd1HEQb~X(Z z24oRCJ3F9I0+!H~kC^55wJVuay;i(PI8Gd=y*}?Eq0VjIogGDW=1#WBoq+>|&gF0I znYdLt3u?bWjW#p);p!S`_s{T-%-|?2nMBGj;q4Terxa6)3m=OOa{?mvqU>U))C)7i zX^i4sTi0%?OBBYn$o^_d5-As+c;qUoWZSo8-Dw*(&f*upcxQ2YZqZcDtg^1MIttXa z$nTjZ!TzKxG`;1isX_y&lvvku8TiG>`aV9L2YY33unh0fr~2;6F+7UcZ^)BBB?eWq zpO!Sshb3p+2-kv{&Y0La=T4+z#|$6#7^}~#R1t=Enn-`m8rk^TGwsyn=t*PTZWtBu z2z!K2;hRONmbbIOMYndDw_v!|J2^Vy&(gd3VUmntqntu|h0bB86QXI$ax}+-Pn~F3 z4vI@J+6gFJs?QIrTPv8e%}q-3YVQ2nJ_{AwHw#EY@!hJcY%cQn4=n)qZ&T)uh68C9 zq}{Yka7-ldTLp7Nv8_wKz|~m0>%j(yP)bZnxFv(D+u(*O9afI_J;E_- zD{EHU;X;CqOGy34s6h0uj1BtS_xKa-a!Kb#>ihBh+$ci?Z-FXie|sA{Q1o|}=EFws zQ&9SjKrRsQUQ%*1IUo^@V>QP-x{G-s>V{#&!Ql)=E|424Ry_Rt7X_J7Dc%K10yOe2 zP_JNwxPuC2F>a^dw>OnZZ<~NO)6DE5nvI)#?DOZJawk)n!%ggaxS3$uGh#yo(> z!1Lu?&!Q{@fbcw5u>QCI??$HH5L}~IONhN`MU#Xd`@2g7)&e!S2 zeUBD(MF683;6(5+piN19PM&^?riI9pAUP7qV1TDU z=mO}z#(@ukjm^ep6_mUnhr>j`!ZbTOi##zmulCrt12`4zR^S^0s$p?@hJ*$HEs2-m1&2GQv=BD^vAw-B9EVinn{H3d_ za0=pLJl%kAO@Ye;BW+^pT4XY?8*A~bA>J=<++)0GrC~P#I8^#8XxK8uL!>1o9h{ur zb19jsTv|+`v^=##NFzG@ytT5}%Q-9tNhtcu%QXOfcoL7#f4VRISe6X=`8tI<)74Zqjk7D=u$8`-%nkudR_tg1?uZJ^E9d8*3VG3UMux=Am z!4pUIkG13HzC&GfFUN+PS%50{OWk;O2G0T~fA~r6Ip4)Q5eV?Om;TfyK=^pDD`G|dz1YorlyQ8iI4Qp zwQom_isul#m<+-}ZKy;`H_O@gzAjO#GV}eL<(N|fBQGx--MQ1eYz%?@u^x>=r}~tJ z)9!X`-48U+x?Hg(t?i0ycSjfXv{N3TW-zKEkThCUSa{_xDh|9hdUznHf#@z2QaUm-KktcW5G$Mdf&Nu{5SiJ}OWTxL{5N{v`Jo zJ?!4D78wh`>3)SZJ2Y3o#=_vBNeb-4hp(pHDPulne^`{0b6lNw2P>>gWlxHZt0i61 zhd-6Ivbe?5_Na(!zU|FTihGHtm%y0Di}K@HTTg4*CoCE4jo29%_NPNmHbnlQQ-l0~ zL<=`yaX`ckf31(#Qv6?>@~@>O5Hf&-;bJa&+r7M7?!`-u%`8okL>XebFjZ* zLGe@KHvjghviAEZtYLmTX#S7yLkSB_Akw=suqn|c9$awcd5_yGE$QaR2#hbe8lvxP zv+y(pK>?#h`r_gu&jZn#ZYp~N>ppK<9ZUpPv*5fAiQh*&$d8W>TY?Rz2V;lzdsKWI zx$=FNp_|J%JH%hgA!d~z;lQW04u9jS_DXBG#RuT6OhN9=+nrt45SyGM!X+M5Bu)E?G1EISPAm<8=pWzR4@?L;LeJB+DljjwKt(VK12FW( zwe+-(-Ccfi(KU4aG~E)dA70hTl+~n)>a^Llxjq&6;nyhjJ1WPklk(BY_Mx;Y*&t_f z165WDbU_j1wzjsg83lU2hae7+tF28p9D{5Pz|CXW#~=HBsn2T9D&tMuyM*{lxy+0& z&oC2N4|D9^RlDFOKkN{_b)rTT@to*_9~5JKkPT71$#h!ktAmbA<%EgWV(-crK1!`s zSG!q1NWxIl==yICi~{99IIz9$ED@d}re7l(swlo+B#1?MoxF&!{4s7a>Ddh_1Sx8h zC0^H;bh(6Vny8MX9?Ho~Fl0YcE>{W3WpHOKF7_YxYPNFLjz7$#YQjTosNBe>t|Nun zFY_C1j`e;wIB9QW4Irtj!+xyEDVKd$IB%fZ`G~PaWXe;xs*iuwWyX_ByCftca@jrY zV~U?BSxqem_9IcJq;z~G^^gYOM)S=+H&WsTS3=wf%+vJD%qwo-`}y|G3Vc7-BgN01 zoL+JI68=O|3C5%-IfGGRzh&jeh=!1LM1(3C^l& zLfGbh>iQ6QpKMBG5#R9c;{?IDh~t-~+I*96@RTy!j`k zASJQbY~FU8aH|IVy3@_*5(O=-F%Z4!)Dhgiol2lQwnUmEP}+jI-AI;KBy%c&hv5B- zoO_U&lQtl8RWUw3fC5KJ3;sh7T1gYlnrjH@u7Vt!|3#{eysUHEA927U8lz1c#i6{D z*8e8H5yu(5?AWxJOwE8)n`zxF{kMbK$9(l10;SW;r}&CZF}91#-z)OIwjY}EDC-Z@ z)?}0Er0uJx#L&GuVRtO`$%17cQx!?=BZ#%@vvYc-%h=?$O@)9g!ra^(fsD|6Gtqb` z?;tbem3>UxJOlxk=u{U&@(hGLK@y*ZgrBWn)eqAD7C{%u*7fye!dlu4x!v6TzKkB;1j^iykAPM-^r{Mhqyf3$J?))^PoLs~T7vqW5GjNMA( zJ?U$enKX*Mvz&;~=di6r%zR7W*3{gpDf>wtvS#46z1GfP{>@r`PMMe6>^$%wsWCbX zeT?(&6)j^^TSMbP?3h!Q%i?ECufBRD7BE^ie57g;t<)coXTS7C2@$exiLi2(mXz}1 zmHG5mQX*?P!uD8Cas7>`a@&fO%@C)CRHkoB#Vr;@Q-|{_o?e4{%*XJ!xZjZDys%IS z$bqV{q2UYkAT)jKYEA9NlNQAQP+LOqUT?1=ndBgN=GMk5K_T0#{F5faL_+Dn3O%3& z1+lwXEw3!08e}?0J=FcOBqaVT4wgT?g&8Ws4RjW>F}pi%2Spierz*u=+UaRhYgg6X zYe;Qr9qn#%xBa_D%u2J*%*reok+}$|-@B-e_|oon3Kos#n2tnz9CUO*4}=3he5upF z-mhP_XZAs4bbS1qjzmV6bnlK^oyUH0KQDZnwu%S6`BHj%Q-gUb5DQ#@GaDWga}_pOi>lDAeWYx(B zNmz-EcgqW#bcyV+OmNJM*+%?`B>X8C(!VXE`4EcSx}u63QILX@zH4-v%y1rgu^Oh9 z5%?IU2`Y_G<$b8QbocYg*B&81p}2cvaT$tg?p3FZG|w}wO~r={D{W~X7P%g6z=>=4 zKSmozFJp+`r9<8l^Cz^fx!e4b}yr0 zc6D~%z`zjIV84qChA@cGMMdoGH++4;lCF}bc#$MpF*5yK{;-f0xC@GBFh{s76z4V8 zpu=P5@tyFs`(d=|*fe*RkZAqpr}T<_k%l9GS)L8ajg*5=uAeZFO9Pi#UGcLYs<;fq z-aizqIy_L^OJnC8AtZUO8<0&NBf~j8tx22j#QwB$Q0*+?SYY9pIfc2R!)wG(55FD* z2*cqoavfdbJ+H;H7t|JFuF0tG(kIE1ShI5^+$Rbr{FBt?(tiCYb?${rbam?Ea6zV& zqKV{sYv@ne2pAyn0(=rWoD1^2S0M@%It++q0bLeQoh*15HM+!Le!G9abJjt%oJ)!# zQmfodOhRIRWn=>+eGtABq@ndt9c%%hU4VjWq(~=VdNYaF#mwAXM^kfWW9AdtJYZHA zHWQZk_p!0&*4D>gse;_*GtX}KE0SM9!ffej-m0H2T#Tu9i7(89O;r{;GehMaPUG|Q zk9sytE(z^hl7NOKJU&guCHl^3*$iq9>~cT)`hwdFd+w#&HoKzAp`xqT3DnKTF9&{| zXR3L|ro+#3Z(N8S?tYny7!Ee3DqQD&#uhKm5Y)7N;EI886~*;^I$T`tdyqu-INN+c zt}iJNH;ER5Cyj_f;+Fi(b3!CJscvs|k{wB1Dhtsg($C}rT2VT!T3Kn{>~*BIWmu?a z#_Bo-xmRbOAN#T@`L$ct(0$5x>KrWOn&o^RPCpn+eE;sagMeZzO^HmO9Z`I)S^F+q zx*J9(Da9xE3TrtcHLvYp14U(p5qsQv_i?$%@{( z5=6TIrj%^?By@z=WnCBS;rX&sQjgKhVQpRq03OX3)|flw;;HOjl%Su1dS+@e!Lkej ziBK-1-sVle4g62SqIS^iSJ^koq%kr|(uX!m|94Z)ew=)Tx~dM_@0rJ9m13_kL?l9uz2&?EKfIDNZBqy$vDsq@ zVP=h^jSPCXtF~3yCybcEtAr20Z zUk-;SsM4{+PjCi;^jC2F(Xd=WfEZJ)ro2<61%kryamXWi`4U8@?(mT7*i^ZDc7}!! z%)_ zs=vBkt8i}dIihHAZ{5M?RQ~>zPa;RHj~T0p1)Wy?r(Vgu+LR#EuLK0P2`xg@bS}2Z z^vY?-H`w38LT&3<_Rp8Uxq?tGJBvtVRd|?`+m81R(L>QEylw}-bBPk1^92AjR|iOQX=uvv5X> z?C7zYx06`wB)*g-Yp8UWSe*7jn$6Pp@{m=~3%^5@Tw;ZTCYw?Z( zh3zD|vH261^QdE>GW$DrcuigC#A4=czqZM~aU+6i8xk$y{8DB%wtDwnD^KjCy7O#s zy1-ru`5xw_n$S@KJqg1M^vwCS*vRVI8o+{p)Pupy)5}Z8hJl>i7-Xq79K4j2Vl+7N zkQV@AABN@c|7ISytDb_WPs{HLf_hq(e=`eu%nPb;_#^qm^!Waaf!qnpHchAT$pw zZ!SIha$2c7duJr&b@Abrszf(b3Z5osWH=urA7o9{mW%K#nE&Dwxb5#hRm(!$KPk<~ z)6;z3?e65hvou3ZLHIt(XL@uft=LT)xx^B}v)SaQZp?p|gw`-yDQ8*4l=Yai=6Xrj z*n2F8a7~_(T$PEA)_?$8XglSy2Y}N=JDK_PfOmxK>WtBEtBH+E=`1UEORq%o^bM$J zq@#MhcFHL&IF)E)JG&d!Qh_2h@KXS0S8lc+%LibjzgvMG@Llcn)*elJ3N<@z8Q^n6Az4uSicgb3WF&M z;Pl2R7Gu#p7dvIy^~05$FL~lcw@#eJ*Jp1aPX`gn8AwpK6Fzs3{`qObhaAMV71-VVRPiEH-br#qW}1&2 zEl`;F=>b|Dw=u7^YLSx84&Sd{?(IA4K^|Tefx1-3D&}~~%h$3?TVBzlY4e`4uLa!B z@NOuic8$n8xMkmU9|hhK&lKX*bX8T^3_o2dmxcZ~#kt3^sdi(#t;YR@L-^l zK(OZz?|%MWF{`64Cv);&oP7d+ZF4_6b<_?c!pO}Hl8ZFwp}5V-?}_9t)11)YXnnen=gTX@TV2)O=v0?8p{5j-BG_OD5>9JfzsDCKtaeI7}Ly&UvU&RyeFysH@6B|SF-G&Ac%O6Ob$Q4G4i)$T>?Gd0QrQC)#={)1 zeEM=r^p3TEj}F70m-1&r@o*`RUP1md$^~hjP5#$a_tgATzWwZs?=nJV*RW<5GJK&c zHHr|WdiLJEqAmi{CgfA*zDQv=vo^cIrDBqSv2YHCWyY;N2LhSLbH z`3sB51d5gcY7J~HsMoOqGeIj0S#`H>H_vZ|zYroNWsiuCenlsR-j&E%Li8+@;SG_y zI}LrDDS_RQv)O#Cl;p8gZQ8e| zdO)X;uTf7i))i?=Jy810viW-AeqpHQBft3XKD+^D{#C|*-lUJGFO0mKAg(k;W$h;K z`t_x|Gr!A9g4e+3ls!=N!qXD|Km@FOkO53h9QJE|-WWVE8yg@tDY4L1RQv#Y27E$r zD9$=S;1L|mk}+-uXk@NZ2IQ1>n6M;vL!$rLTJ;R1P#t$wygj=0s>38wlA=_z-mn!F z)KgSZOFw@)0kJYdDCFwO6)39R;9iNFjUc*=7x@}c(mU}?fm^vN?h(Y&Se0r;NV3^Y zauI|q&dn(+D)z3=Hr)INmnXdPhz~F>vIUoCy=AWdnLWcvtiF4ZM$2r#^rI^6?Pyl3zgNpPrnElHG9!S0>~?UGQ)KOSiX6l6~3&stUON z2uX_Hlwoa<4-U5}(9^*|C(#Lzqy+lTTUgl8*MXJO{oqg998=YWAC1T9jVtZ#Yb>l6 zHwX}T|Ngy=k$%#f-qi zX_KaqfiKpF@kq-l(>~LnXYaG4QpeyqTb;he3mjOXA_QIyj(Gift6|{QhugDd3a$A&zVl)PXRadJV3DkL>BQ zXUEG0CE?wm6NDokT7GSV5fy3+uwVkN0yhz1Velr4vONdb0VL(pS^bc-x3@9Vl$JIN zfk`VPB?@qS)7!U$gR(?h+uIOoGCe+oO)Y- zoEN^uj3+4uD7kNYLvI9rgW-V_@>^gbL5*~>eKMLut<<>Po$MhPfX%c*pa1b!$vyqr z-OUBBsn@r9b76IJemWWZ?66*A2Xs6WV*K5)v>UpY)A{gF0!mn z_BvX<)gy>JvHmuk@R~p_@o4$028=p`y;H0Z1|NOz(KjD>q^5pdPw7nK&ntr?vLNce z=*N#IHM({d7OsE`<>t~Lq|*hVjARO@nC{h69hBHQM@_QuSiwF716x9)C!uOl`{j+!|?+n@V#BMTK0oMHVG zOH+hOn-z|WD3Z?>k-97NyXQZ&0NPFW5lNG+RD#yc57yTg|828SaKg!m(=@l>bxbqhLoX7E$_D^R5@?NI%KZxtQDf3H;#kq zGYTd2Fy~xEBjys%O7eEN%+~Wu{Pg9?>6iR6I8A*GdtG|^jfdt z6=`H8FK+FSOvY*6oBH^(@5D`m&jDUSf{5MAR`(Y*oep`nPw`I%R`8Jx$2I6zoS)v?-u>~Ze75L9AF zW)7!^0*sd%2n1TM5hL1YiYHQoIP5u!Iyy2`QI>4lAljc>yO@f|2`GZsh?^(6pq;>c zIq}#*=FdzzJL~gy^bldW1>(lu^p-~}VYgmR7_!dP-iyfqY3tvsx^hd6llHY=>|of?#@2-3vq2im zbtxW`_V9}(7*_K(5+6}^81T8wHlv+tQ{aZo5H>VSi_BHCu?2}hgK>)cOcnUzE4P2AW&BqDZt+T-g$de-T?)0)Z(me6gB28Kp-eO+|bN10v`o0Pc6H{!52~;RH96Eg$hG38>!>G4)$+2f}%v=2qd4)oT z{ZrM9BcbsLe-hun1X*3a#)Xw^QW^Oz;6*X;%8!m#mdF1Kf()^x+g7Xpn+Id9!%LS| zS9$!L{7$L%DUZGa8^wQVg1dEhx8Q8_Cl)PoP39X3@j*3RY_R%vh~655_{|DD_SY2Qg(@9^K6qd_n5%?5v9#oV((DVybg+HJN@rPF?d@f-Y40cx><_lI z7y=`etE;TM^=DQD5L_@VB5umOgz>Vd2u{#e&n1XDh?bt%o_rW7a5K^>}z|Ete-ZPgnU&l+WC^4Ks}eN9(O%dJ=&= z&jSk1x%wGDNkCgdx|s3aa)3=PjRI#sxIOU`KlsAS%UNl-TyeVJI3B-O`@gYoBA2k( zxH0cWv?tVThU=*2Mdqf3-zO5Ip^VDc@+(Bq-YSwd!4hkuu2mY?j#n(_-|_e?_jcg- z*O6I>T82L1^P4+;eSH>fct)ci3`J!>kO7M?`ccfvY8iCaOu8Q(c9+%2_(aIT7gtaa z4D)<#8H&I``+Oov3al>*0$XTJ*yeT*MzU4&Ps&N7pl!kT7j~mIOB49tnY(PNe)p$x z-q$ON*AC=z(3j|ca?mv;`k{X<#!RRjrl8ziduUMg?p+A_d-eKcfI6LfDysgtfhagZ zl_fG!u7CSF@_Rxnt#?(&2j50)#z}C)=5y8W!ZOXBK0I|m=EQe4^LIoSN3&(h-_gQ>4d;D(#Pua1z zI_2nI%)SpV1_IOmxG*7)h;=v5TbU-d0}*O6@0>}WqeG#4;~El-!4im*6fTvm#Ne68 z;9FnDZfH3lmK--TYV$X@wkNOVK8zcU;v4FAFN7-VT4@838$S$fH5x&bt8GO*#!)h+ zKz6`C8Y%3TcBwL}GdW8ux%L-}z^%IoWYl-hIvjYO!Ka4vVxgG_rz@Dt!oO5l4k)&a zjEpolr-ImsnfXI;vE7g67jXCkO&XkYbHpn^O>GXR1|dJz)`)K3eqv=shl74`qGy%G z=ol@@*&;*+nXH3(G;nGi^4~^iu)hD3bi34WY00Ekl~K>fx*^gpK+g17^WgKnuh?eD z?KtANmQH5V_}au;>~|y+o}M(vy+G52hVc}O3`Bg(x^Hh^h@)1U@KJl2&S%3XWy>p0 zAx=P#1aamcjcMt8qB3TuHyPb!vtwgnqOGr{ANWC3tqEY`Qg!2unm&{clo>bAfcL4l z=!jh<+-?wDIo#eFtF`%Up=eeBmGZ?Fxu8>2P%zQxRcD1x46Gu^^^&=tne}H%=ep;_|{&2k~qT z92wU7A}m-!(2>7sEv1GF#*OUkAB@{yd|V2XfFZ$si$Q`?FKX{Ss+-G#2sx52AKPOsFU%aA(Ao0?(qdJ$h)u@7Wr?Vw}bx=?#$RN}EqdI4yc;gyS|W@KRBxdXTn zMyVztgd*bNit9quI%66wHzD|#u1VASz|aBK_O@9fr@gqxyP=C?-k`#Q4z}KTji9vc zQj1Y37{@YAnjm``lD45?Bjk6-F^#_B3x_MnaT=cR9sIi9hYhYd*X1QzUaz{pnKBRj z9cizKe2XgU-xsoLB2U*pGt}qf&sJ|-_18s-6;5B>o(_nnF@}HD)jjWx(|o-|X1T&J&3%qlJzbr*Rp~w}XAH{eLA~u2S@JUbCaX)>V{Jp9 zW4J7rKL5rBrVSb8w{hvu%e2j#5H1&9!&p5a^QK}_!Q5h4*HPWI3t)x_9s}>g1t=gP zRt(NxrHqgSjvB6tAL`9o&%?5GQ#h3Z>;Z7f>nemknwe4IpbrcTT)p(7ynGwB19oYyYz+gFpPQ-J4l3PNe zEhq^6XXWX9m|(4wWy=@;GmeWhJL#e5!B%qEEp0wcoV&2>H?NHQUEaB7~drN^DL6}ZA zL+%P*_MLiPO5^Pdf?RjfsHytRTl=tBWx6zuiKz1Uuq@dV?s~1nfcbGS4k|I+!9U9Xn*};=yp| z*Ns|GRrBok_p6~d(63yDlM$#za(>LV6cL$L82=7M_7RcS7edNS|IObilH;z!(Md0+ zP8HUfo@+}}4{StF<>9D>R^yYfK3Mb!+c5amQ2|g+3lR9~#kxRh#V05015axF_3god z>rhc|iszP;tZWx(>H3~ZbaZq;Qvl~|L%XRc`!+RuOea*7Yz$B*C>Ox*0Vj$Q5fMSE z**OQHX(pA|(T)@xMqXhN0n0mhI<>Uo;m`!g18O?il2M!goBwj%o-HT(o+RgCdJ|6C z+3BQHUP;{Ng#pygw*2`VQ#)kW1h3&FL+p{V3YhJdlUf@VL(E;+sZ?lXu|q+ELQY;C zCU9D}yeV8_)9nluv7ruzyH?Z^8^6vr%6YXz`}a!VKrJZwoPh5qqXcqwg4reBD@M3Mn zkIW9dAT1E)c-iPDP336ml+c(#cASx&-S-7YH5HbI%6dsRSN9+0q_Kc396X&ASo@1z z$i6w0%q<>sNd;cVCdkUJl&J-)83RhqrjbZ0mbrh4VP*txpCZ z>F-lAVX~L7eZ6?+Z1xW$z>n0wYzrfSlLbRa1c@*Faqt_ef4buSdH=t#yumB|PaJap zdibGG$F;W@R5fT(lTn=2&q+PnF6L7g8s-IwuqYy`tCv{CfPut)MP*z$tu%h^mg4HX zKK^tfFkq*l{H4P4JTVJRrJ znX)2SY;VDwBx7Pik;h$Jyzxtx_v(r3(69g6o93n;=yN^AZmF;ZjwdL(g~La0nR^FU zPkwo|v?8k73Vow3XFqzP{z>HV1OAQg#O*paE6dSR8U4_1$xBOL^4;J1+4H~Xn6eL# zT?9g-3T-Q8i(AxesX?2G@i*1MiJ)|dC#$NseE;U|?jCu7{> zj_dlJ=efZjdDX|j#Q_$=OKlu5q{VvWs`OnWb)21h}z?o|Kc{JF2DcERrA?#{n11|9vEEO9Lyd&pNO1iW3~qbB5Z(yg3u=> zcK%OoA{WJxOC}vPIpF`QO(Z&bDY;_mtb(QOzwHy<5~$#_`x}2k6v%3hX2B3B&!C?c zr+&R;F!n@3LAzBQJFWmhm@a{f;Fm__MHe5RFjCDsv zUH9GDto_{Ey8fs6uKp*@4X)bp+B@c#=~fKU(uw!=$v8}cz|2}n_#EP>K;j4akKh^x zPz45*vt($Zq3jQZ*3z;v2zHB&9Rs8GIl+MXSe&1}LEMNBQu@u^$>VA0=#asnd|O%f?LyUob}-X1nWA$~;5oMt*v~Y|=bPxco!g#m zD|FrK3gmcmn}?K?^X0&PZUXK2$;=5Nk`sl!U8=M7$5mDGQ-N-Tu6LMDXnJ+I0ITlU zufDu$=mSA36>!R=$Tq&*we&OZQhI+6+Hc9e!x_4;glZRy44^*pEX^Z^1LGV%=RXp zo)#E0e7Tt6-)+b*XYwO$>e>;h+>~_ zrB2^+g0eb%F@s)b`S?&*2UI>m@7awczr*hP^EGwEB5bcS6I1tpJlt({Q5tMH7KoCi zLu)(_ZuiIbRVa(UGk&O|6`6G6BL1H6%5wSZd>z?p3`-{Q8Ye4J+Lq&Z{;lr#RsKHj zwojlY!4;nO_-VHmT;?RVhso^TD}^S&i#8GPw<}tq0i-H3U?vF;_nx4$h7va9J!@)d zk<2#uj4EXcUB4<|s1kuMJ(Pfu4?-70F2Gu|xRB}vAA#O^^8E~7K8Q=S}a-Sc%hRFAV!HZWd5Db35i;;g(3^ z*j;k%aO$vfD_7wy3EK7KPJXqXQ!X zgAz2wP^Bk07X^%fbd=0}g4hEdWe#DngVSHFIbe zfN86x3?a|iA*G$I!|Q}bPoIjMP2B_;6L^oJ`2d;-ZI}Dn)#6qXZFrbJ==Rveulfuy z+4WI-zN5{*!qt04M6ta^s;xUCaN>~!2DzWP_4A?H8jPOlU1#Ax-2T6{o~Yh$@VL9S zxe!^gv%^)HC|b8-F@t37K3$l-;`8d_9DXLNr&0Nd>R=o0`M1r5suADklnt>J-V)Dm za&U}_-pBa#1NrdQP?V15SB)`v_mh*Rl97beoyn2YUwFK`w=3Da-5y3fQp5XjfXq*b ztf}|MH@9c7AFjcuMMT6*6=aP5EX2=+;H#oh&SWK!kS=pt;E5gIU(e#;r&K8D{p?Ve zcp+^-E%JlKyfTk2Rm6ZgrHtHH(v9t_PyhQniIpm=>qUdiveUTIYn5)L$@G14Ea6E% z!@u;}9AG&0l^cdhQjUZPy9VF}5G}Z;y*tz@3HZAPpg)A1g^_Y@ZfzB*Z$i1%&(9B} zEhe_MH<1Fx^gmD~k2ZI8J%Q$EyAgZ1q;A6tu+aSp#v}h2Hm+rQgT2|4?muuyz-N$0 z$He?|G-o$s&4XMHSZJ}?{mY~Z`2ZQ-kj@GSDAcjfw`)MMJG8b7rhW);h~*3bK#c^y zUru`Dkl%!D;BHqY&Z7OLj>=3@vA;bjjr5U0z5(e9DW*}M9UB{Q{E$<6DnBjnbEB{? zH$L+0+JujG($^;h(a|{FKt+nwb(Gbpev7_v`L?jlR$cFEchx8S7x`UsmWct&lbscM zC;Gl7RxzjVN^591H_Hj923y&6F?VMCxPjS+D*K&>FGN`4$;ilH*9x@c735_VI&4!> zuY82^`)>~~5fKDAgYavx-DNc?W`%sI;mOAfTKexwqrf%-+y^O74x>qTzCd{hbk>)# z+|b<{-mSm+X>7~^N@?H|4&H;?(>LcOeeI=ma`wk_r$`tHEja#qq#=?mO&=rcWpJTiQshX6 zsIL*w_)4_}P`y`M8p&TuAQU>COgXUsnt4I&DW}f;%ovw!<9$WSkxc)`V2rN7zqQFd z(9R6Q{|dnxwe8(cN5@>(4O8Lo8>es_R6_igl;d9iy@%$W?fB+?qV)Fi+zrG>l>J4u zO{S={0V;M~oC$vSU6?Gz%!`i`xEHj~hP_X%b++A~rkA!LLlJNAj3Qmm0=5-B(Mm3V z+nM^w-1-~B2Zjf%e<7Rs;scQguUuVw%yw2*oPf!8yi}zDZ-F$xu^1`>D3Fkg zKCpUvauR-r^)%q?#>OMC2|+3=p-pk!@7Kf=!|aL(3jWSDundy6KwHV#YmX6Uh;MAU zaAt_dKp;>KXIJ=U-kliY61*w#H3`nbFdr0@dt^80%MbKi9~?fde(sn8?m~{l ztq~jp;dRc#;Q7~Tero>Aza)P7m0d51SNa|LLjTPVqFq+3;%(xu)`>G8mHdn`jc$eF zyC)S=$al@mkRq^HgNz)a<%-!9I~y71C)G_OPuZtArJCJcspZA1`OGc$S8mnrOF;5_z~P z`F%H_QsEUcd~FnFo3;3M2-OinH^jjMHB9cOGCMyGaF48_Oh6FH?rl#L}i z;+%;kFlhnbyFW}zvfAu>Xo(Aa)6V9l$#|xY+yc&_j@I%9EQE!1t(2^usk9335(f4yq|J0Fo%+KPpMi0zT%&FJo24vGVcTXMI8<6@d( zBrV>yWVArW$;17$*npmZ+JK$A3ju36KiMUcXiACe7?x-PxC3DAHyFyOnw+Ex;s_Mr_URe|YNhv81LJg%x2IwUU2`$dey|1bo z85)XIEC7$=7ciSaYfeH@x!;P$Ca%34!h^VY#;m^6>;x6%m*?Kb9-aJrO8p)mf^r$s zKi`Uf^0GfnIppU{$@nY;;Zq_D*;Z7)AO87uh~>(IoB=-2Bj&dgbQDC4%Ua)J>j$bG<|yl_6<8S$^6=osYvhO&bo($V^b{|zq4+F3G&BKC zT)~FOVs}&sIZ75o+wY#%8cnf3>oYDn9HgCsX#~CW%##syNMrXy>7HIP2I40#qyCcx zD8k))l1-~q+=PK?<2y+>O8w+9eoK9MLn-_sNa>pc>b+;1Tgv9@=16%Svusg!uS8YU zcIR&@`1OKx!?doA>hZ>7Qfo6^kJ^|SrqaFHZ^9AG7U!peFDJ0l5oG*L_X<&H-aSdI z#oIT{phs=!d8py#CA8;w#V0&`0MIVYGM&5!IaZillx5A;v5KDb-Rf`OsXU67wus}Z zt8fg!8j*7P9GBBXexO$Pz6pJ3^d2ql7f zv1edl2R2hpO?LMyN=S8=xi-+Q4oD0(J37NM3=zS9iDcrT$JbF?(*R zxx&8bQT@46j!PU^xI){R9wHbRz2M0Z-E?2SXEx{N;g>9SVKsU z&7G&am(@;?5A3{_RklpLWTB7f5AR7>{L~EHOv`!GOJ+`{8Ld5RVquz%`L>1IUod;u zd|}={-~1uwO=@E$Fsqx%Eh}u^ocuJ9%t*T#K*;v#M?-&VRym0b*_L?xnFkedXEXP{ zGVyInRS|CZlmcx_{ftLkXe+ZBYVWOJR>Qp#{gXAj?m^GmuQn|HCfOt+ z{PQ+8rdDCgygxhJ+y7OQv0iK@&C}A>&i0$Dx5GDTXNL3?90Cq7U%rNV`N9jmH1UKv z!SvF^v+TBn`|?+f&rkGU-MfRJv!K>~TV20J6UAq3vnha<+jT^Tupt2+6{)j}_f0GOZA&5Njl@3L|J=C*VV*vsOr+uIf3k z1h5p|lFqF_UshkqO~?aNHyr^vwcPyHQU8MjN8|yAs`V9_s1XL&7IU+sqodJD3n>%& z+Tl3SoVRZ;ohWVw*1+Kv`3+&EkT4Hz_V;#~Zgb%))D?@+jfV;ZC~HnWQwE8SWOczIxwO( zi34D^>z%EB(`yNdmECqCgRQSPxtX{Gmv0r;==qaaMaNbg^f)wrzZbQCFisHHJ*&!K zB`2n#uqvZnDrn*+OHN<(I2-;jG2p$n$eL^ZsAm}1oYbUlvXa#u`bU5EPM=QAT=!l7 zevS34gksw(zLo)wdJ9~m?!oD+dwm$gE6Ag}QJo2_H{@sCN*UT3THn!F%)N9p^BvV0 z;&Dgs5oPyj&Y+bH`||4*WaPj}0=n~XsqQl|LDCX&Owz-bG<+mN9u2;}kD+HNA|e7& z8fcUrQOU`{S9%ejCSwmBomn_%As?X02?83hvw-wPn3v2$-@JYM?QSu614SqE!-LW4 zX&N~T-K(6kE;{z7WUt8F84~Eqn`<~eF#5=t^2m}uS<)~2lK*YA(XaHn#ELkc5rX^k zA(eKLbtn5iht*>DMb$!ApejyTbIo3RB|aZkx}?ST6n86#xO7iCsGQW;P8aUDAP`_8 zv9Vu@en+dF)Su_zo_eH-TQgQ;tW27`l6=B_(tC6_w)eIvCyPApD&^XRaVBLnK35T4 z5AS$=adwDs`q0EqA+ru_njwn~Ms&8|WiSeCF4!UactN)cgASZeK}`-)tdoY9%&NM&A9MA)m(AWGxDHV2_zepf;iPT}s_P+~t}ZIt{z6y+{FFFB&2caq`ITt4 z;-UNwE+RF4BNLI&!hOmYtMdvAnjVs-92|=N#2xvF$Xc-2bZ7M!j5oIFDpXrmUQ11^ zN$7CcIQMIxZ~GI6OA8yooDfUcd`PvuS)b9(5vL$`2>qLZJYD{pL{2)V#fV8+lhYT6 zr+!_KmxbrM_(PyPCCo*L1Fxn13 zVIo;uFC5DT5QSRLLwDnrpzJ=1N|*5L_kQX$%nF0za(~wK>Lw~%mpjJustoGZs4t#> zs(JfN{W=ArCHZHP_D}Xf=~(po0*dr?ZUJFFl)QDPI8JwoblpDO{b5^}x9D0m;pB_@ z88K<15EK))&Gq%$V1))y9ZfXT!^>CFZ#Rf-@>l5j{tN6|Risbgc+_)h3_%SAxY|Vu zKx9Ht2N(dPL;IBFS_HU4g7RM@$`Igoh@XYiGaQnfx0CLvZUKQa&H;&OQ(kQm800k< zJ%1gBh8}J53srd7mKiThWNrB+;w*PKA1twdIrBMJI?5d2+iG{{E$YQn$1o?DHCSrt zz9nIO_SCpNG$`~elt;=&@74V?SuZaIp~S)Sv16r`9EE9yIw>1{Z2kS>{c9RmkSLsb z@ef%XL=CLd>CJQJx$ZczciK}E6eAznbaPzuNx$m6DD2`r=BMyj$?rDy?Y_-ERexsH zsPbc-3hP}n|1bO~L9)3wt-!eaEXmq^$jk+fjnhX-cN=LR&`0OPXc_Eoyl;XZIdE@uu_N zk3GF@s51(`AB-p+Wh4ZV8@J6V(7D~az`|Z!&{S}DzE@h_0F@>Iye|}&`|DA=P&d05 z^v(`y$zhvmG%6Cc<@$_o?mto23?`z(<&0G1?8WzwY4N3Kw=xvYaW)(W7 z^fmutey_x>J~5wEWzb568NOL#$I4MH6H*i!Ek#_OXQ8mzx95lwU3SiRHTs##aW&VT zTE~>PbbGi;X3u@KirqEbd`8lMs7A~b8|EH{D0OKxebiy`U7Nz)Bmq}@7>V9MKEP;9h>Kg_*nk=KGJJ(1x{wr05;6}#)DTT8 z1-41Dva(>(9}o}#UBwh`t2k^~&@zLwp$GglloM%axN7}W>fV0p@;~i5VQiL{W>ccH z74#@Mo_u)`rgm?z`}@abH1hAf27Qf0x&&4qxJayoofU?-G4TY;9815Qee()A-3a+2 zJKy(EEa59b7xPxjmE$T8S~BB9*o+`NzH~?*Xwjs5rtkd&nxyy z;9R7xz6}03;P^kKC*KImFi2(qxt5fY!dLs;u3Nik&sBn(qKef#RmG2IGM<`|k&&2) zM$vZvNCEG?b7bygEClLLvKIPzDTK6Q+B$XCv}LhnbDw06TNe%f96SmwFgxxMsldJw z{4f#8GP8pdaJL^N&a&iU#ohbHdk6Av@A5KP1_!oY}rKq-g0_TB5X3u)@1>*4SZU1RfGiAuyE$k z+T8T?JLa$vs_59Z0X}?GgfryrY|De2ejneFzqC20)~DPkc_zZdwfTjX{I;-nS^PZ7 z#M27K>-$Uemtju4E}$ct{xL3Ou1_`RAGo84wHmIRk)SZ0PQVgx{CwKtsol^7=kiix zzy|t1ZRpF6G|2RR+Is(&d@ujsj9170P0IIgCalw!)~Np>>$Cnh|5l!VllY}xc9ex> z?LYKfC8&Tu4Nk=d-R0Wsms-9^KZQ$cRzq=hmGnwx5@fpbdPa$vxzu(#!|CV%{*f`x z#;K6tiysP8sD2x`FBqq8P9I!De)4^nIEjt9C;ubsYzA#QPMDeHn&R`c+%uWzi>;T% zQfM0a+_G|Vm!2m!HVS#F%$Moaqz|6@By9PNP(i^P>NygL99&%QB$7)@OF_0UIy;-v zW0I1R0+F1T!j7H$Dm9HxT)}OWo_%n5cpcjMF#tG0tm z6*(N`<|`JIK~`I}hHjzDlAQ*mb-$xp+4h_%vtCKa|6XP7!FI?$RTqt2-|ZycniDAT z<2%uvc3--;+s{7_21YJG&m*tcmd-3b){QNWjnA_-mz?v#J-qbh17-mF+xf~& z$Z(l1@6MB}Z}EWTX@*cU@S?jJsHUqsm(vfk%k`VLwNzA|K^F9T7du}OC^`fHI-B|M z(w~P5RDssEc4^%T>i7m*QOpHBt1M<%J~6e%;|> zz3*ym1~e(tIn5%{(lnCvh8DbSfaJE!sW-WCcDD6&j@=SnEd#Bf% z9_mvj`(^N4jK2XsxB37& zwX_JP4%7h;Cgk~NtYF7tgLlb8EL*u8jBmdNQbK3$0(|vEvtNKr2e3})VicB?#1eY} z>I!#SPfzdR?VFKZG_#6vCDpORn0sT1xW#um`DlRJ$4E3q=XBiuBcT~5(LZ1NlD(y}B&>@*5~H)r`2GI6>gUa`q)vVG>J%d` z=6KidfcDAYD=(t{UqZH=e2d;~>NH^PbC6XY`RR3Ie;e&`s`A-`@ZT)EZnqI=X8Fzk z6*v0yMuaZ8l3m&WE82-hCzuf>Ij23B-|5rQcdE%iDfu^&VHZsg zv(H@&Kb8fmWR?lq3X-i52|1gNoG0)i&0z|U(K<8q=k(Kb8f&%d|BPbh_DplX51|ym zCa>jcfARBiI!a>TJrB|gaq9X{?`5V6E_@D%K9M`RuIFsa@y6en$a3pBSbWm7^0jYZ z!Twz6#8yT%3{h}aGgrSVl}cnOnG;)*hr8Eu+!ofqY&dL z8`N|G*O<`*0ce*Wz-_!w6gnaWl{pBDz{9HoRzM+@huP#DSp0?eE}`NyNMTvo0zh?; zuDU!B3N$7Rf}r1!kOl_#@cIuwGJO2l2=f<7RMythTEXf@z3fioE@Az_X(U3?lG)5b zP+LYzqg1}n!uy>3n0+T!E!`p5oB1C9_VUkIFa6n?giyu23$|77z_FX}$(mGsQ)uLq zk9V8DHGSh2oGMJ!kaU%7b2yjXl$C#!-y-j}GO@QfB$VBYm#3!u#dfrw26QN6B-tYvVnoEwe@^~QYNTt!TL7)$Je!j!YHt_0r_n= zz=R765Kd+a6(*S3;bqN3jv?T>*WT47#YB+f00LvpdcqDdjg7^yfSuom$glv09$FPu)l!q^k_=~S09ztynYntBJ znL?gA+MijnM$BPbXcLnCKBq_z@bX5IipQt{-Q{8 zA_4vPK6b?HqkGXhi)@ElcgYn`DOt1R1`Zxi6&<_#9< z6$F+_u{T(*zkfahttr&;qCWui>o58hs+w@&luXk7-@N&Aa&o@weUZxNR9sZVtYR)B z(*ysh&U)t4(+9{GF!TqdelqC9b#%xi6mam7Fjzmq+ZSZ+$$*PwXFmfA<8X3b_`F*b z6beZhOCI|Q;IUZ0vdU@PiItNleD+fe4DH}v!47=z>kBAX zLF4QdY+*I~Y$uboteisZ=*7#Ir2Lwn zPgT?%{vG3}nxv8!AyV4?yi@X{eD;34G_-WiUCLVD+n0#XYo)6NUAuEm^tzMNQ;NJk zAeN+QemqP0?}_(Fy}!cAt1iRtALA~S_PWbm!(%eoH&+6C+f%w;soxLygmYdGbV_{V4QBqkC z|BD@Y`#CibgCiFpl)7{;Vk`L8N!Oc_y$$=qL*luDD9;?9_8)p8%4t!>&G<|(|9ooz z6r?9LW7&aLjW=pb4ycZq@cr7`+ZsJXa!@?4Qlu*`9OQEvfHON&eV{PqHAK)|ZVDCu z(Q`?*^2Gr@Cv4&2MU;8h)q>@b(Z1AbKm1YI10Fh2h~ zI)o`H1I9OOm1y!P;zE1zN>;oEedR=VXdAu7~+l3{?-S0)xp^ zl7o`?i;BSQtQ<-^P{dLtDk&-oj)-{vfCMI(ZYUIh67r6~s|SD@Tz2tK2?OL)xG-kY zkzu$zc5Ua*ApM!DFqF!N6s`eymPoKVVZ{s1%LDllCAZ}`{5UL;0rP=S9u^SLd-5c) zk{{(MRDeHz{0M6>xL66g6;gO(o@+klKVG?b`!`YxRQ^z2gF0w5*kJ*+IQPy%&GMfY z98^$%u!2xl3It|M-xM(PasDyy`py5F9SKKLYO0i^WZidhgFnwPT-~DmfG(Ci zb->mJ&oc0nu=m>s3>Zigl!Xf2OJY+~2-Q$HP>LL9eOj#6`O+Gk+~J6J_3v4PjrGr` zVow+PR3jSMW8|^1P?0(eJCFXybw$+3v?s?;t%7Li7IGSq_T0IrbbPI!wD&(*fJ{^* zA^I;Pdmz9p$W!5G!z!WhUwOFc+D%qC);}wrhrBTfWTuTs!h-R?6|f?HIL#nn^ii)j zLk-EYvU)DUZBGSBF#SkuCxT60Sa+@gfeiX}AU z&rMDIZxI}aPRIw-LB;~T^Ip}HPwkF-i6RN97hcGhB=Yb!;!iwZ0c~Lu60#K1Q&&;= zZ7Qc$t!`$tJQCm${IAE%frWqQ&eUAKb|)8pq>3SLznw$}KIzul<|10N3Eap7To zPsiT!!_*?Z^0kdMlA_7hvlyBpV$3d?wq!IsL4?32;ZNZSx{9lYO|)`$o=r%Pf2v+? z8S4SvSPx(=Cc7QOC?Zr*9aKLL59wQf|NIOVC?4oY`{ek%-i#aSNu#2Pl<1fdo9nWJ znC3kM*XnPR^G>e`2gF3cR*B;FZ8&FafCJ0-U)Qn8a--kWN^5(PBGa2Q_Ui+w7D?*) zeyw6gKsBqXJ{e`Qc{f#)NPHDB%W$ZE&{$bl>6!QbryhY&KDwI!VMu+5C8iZ7y=rhv zhTt<7nzUDn5P18V#aAbvQ3fi!kSz^Db3z{KNBsP7Kqe+)VG(~8pACE|LO|S?;n~sA zaVxm}<451VmEKT&@ExFu9yYJ;z=2&i{QctMKZJ~;A`I;-zL$iI=!`x~+qg#S(k(E# z6dS9)h7>|qv#e}lWTdLr=I_f=5a+>@6c-nFG_i@z0X-|IEhr>&tg!Yg_(_w~S6Llj zo}v$Cr;D{qwSl2}tiCkzru=h}n+j8T(O50J898}SFN;c?GM7O@zKO;jGy!eX*vNpA z9CH*2DiQW_G>a?7)~S8@??RigcIU%nlLr%6U$%ofwK;AGZ>OY?zWyib>N>0 ziRuqGSrAdYu)UEwwf3SvrOCG_+r#$gI~tzgH3Y^L4NJupgh&a8tIQwrJGu%r{#)D9~l6xP?MdF;u)36lc&stDaK#* zRL&smp{Bv0L_^ndM-Y3)=dad~1zJ+k+B-BPm7$1KR#lP0R0TT`I1*=Fje1Rh#658y zEvnc)u#4kiVZ6m09@BXgUmivMr_eS@RlOc2-B9*TiSV4GiL!7}a&i=(pI2^W5ge2W zVD9e<2?>D?9Fz&c;#Uy=U>T7-)uQp$a|5P1@I57BoE#zh7Liq1`2sv#z-?h*aM0GK zhqgF%Z&Y$6&gC^J=ku(_(E10w*fC@TA#aEx^VFPdSb;<)<8m@z|A8Q;O4V5wrn!|p z^v~BpJ`p}!9C51AqI~d)b$F%1ym*dm<8drK%4QF3#7gqMNnPnEvjfJ%T;9_*N zBQ)7cMZODG(AV6`b_=t6nQbPasR+GA^XI9o^!;%$QXIl+Kz(*o&`0{JmBd@)(eR## zlCxM@-Ut{TtrmV~5Ba*@#eBSbPGX+HrnwbUGcnTd$Y#+77*gF`yy@!~EBtL@gi*Q5 z4eVPI*QqgC%O11ZY^u|Bpm(Qcu<$*S35eQmA$e8vF`kIc0O;MzFl`_kK#>8Reh41A zcK!P00g8ho=0%)Q+=%J=5%+FMn(g4uPbc3UAH{-t_pu}pcrCTE*1j{=6iJAW_x$-0 z?TYV*_V)I;t(WuRosi0@h-rT16idV=0OJxz3_ltz7A;e$~eWSxIj*&^hZ4ByF-by*Cn=rV(_ zu_7JI-CTK@yb8a~dFe?7Jzc|ieZ)Ss$;8ZQm!*xs|KW(%${*Z;;zY+?dbc3Gdifr4 z;j|#}7^8u_SRO$Q=@@l%m~x@tdh2^hGouVkd``=dz#S-aU0qHy*fVOcs+J4G0(B&n zM~P_m13J285Q3D$)B;cdtiZF;*_OjZx0fHrN!@epXbhOo!3-A13}rHik_X7bP4wkSh0Mqb{+oqw0`?oUGDk}Eb5OW{sAvRs+?_xKU-i47O9CnJ2==l3Vg(URUw$dw=8TBzq@)z%(rT)in3-MuAVuk!`@jjR zhg28QeJjwd2ocX|XjnxLxJ>RSC<$$8X?f=~9#SfP$B`eVe(ns!kZzs%fB9Q zi5hV~Vb3;=Kt!yoVuHw{7yrc>X%pw()hBmoinwm@A)Ajk#z}2mu53h^+I=}E*|dG9 zqs`zT*?q+9KAx9q%_jYfJBFD6USEPabAV*+os(=GqiYjvm?$Cz@r3<*h3m_7z}+1i zA+CZ_;KBC&7r2dp3{PKQAND5t%E}_`4`^}-p}8^-jt0%m0#sC4b#+I6I6_bv!$L`{?uY^MU?;*g-?enBSRXL`2B$Gf3r>eEuWtkwXyaH1I&hhZ!%g z=KB^@nHkA^>*c>2{6)58w_Njup#8@DV@mKu<<)j7~&uGK37ko>K7io=n@j9VKi5jiLooR(-0%{=F2SULsj^^ zVvmMRMnFhdYroP9ek;rEnCR%zii$j(oN7VVA`JC_?@LKYumZoi)aohzA`hg55bPs= zpEJ2%<*g)a%}!2FAzdc28zUtyZh31iU?batrB^ujSkIUv> z2O~eXr-db|n2|4kCko8Fczql46^~TK6`HGx24G1HPkO^+|3u@iSmb?p69kw2m-mlQ zMzv%|sBfrf(UfFUY8@QMndYb*#%#BA?-`SBE~ULMnhO~!l$Y!belb2eh#$yRAD2dg zlHNz8p?-tXOyCc<_>jTs%c&}Msc`z49vL7icRLUcK}Z>aM+YjuCLn3Jefg625VV=) z`jii-JXBkma?hYHb+lt;VEx{9fzN3N2WsrV(nDi!4Xo2JY4HO;YrofI|1tx&9*2T& z9PBV5zXWovvfH6!TV(2XNFX=7N-_ZTX<`j>0L{!`--2N?f-|!QV7siSR@agg1J6;968zB_xAMQ zpWx73RH(TB%&o`jV2 zWVr|5NM#SSWa2a<N6m(@xJ)`*zY<8L~%hK zaBy(&iZ2x}Z=zxW8Y(Jtn-VuG>kd4xmqu^rFbAxJi(9T-SHNcgv~u12eGLug+Qwf8 zFQg(Xs1G$h|L1Ioj6J(toMF82*aJgBNkk;K~K|V|jc@{V$k zZ0~byq;GcspdB+HVL1>piqpG^G@lm=WFZ4ErJbr^&L%gBs zI0IzGL1P5!IRc-Ad6m`7d#xAxHdip}tG?YEkXD&2PsUltRHvgSIO(-L@Qau6k$ens&1hA~ zeyHx3I+4I^{9_KqdxT0a({8O1PYpF^+Got2+FgvU^bu>YVOnC&V=dgo5*VH>39CC= z+T2~S>*fd>42|dw7WF<1uXa&*MD~!uE2ZIs4N7cp7;6}785@NSFQ13}ZzWGJH;RG6 z&d;B}!#V{bG82wuSUsSG4>Lv!bOmx{VrPZ4FJ6x`2EI{ zg5RG})hlobf*mZYff{70U%GD0Y(s4iN;i7iB4zX7O}f9gm-Sh*x)=Z7STL2Q2nssM z>oZ5r^{bu|-KKfXY#;x|`d;;$B6qCK;~<3*)Y6){4{E~dg@%g3Z?0%(cAGW(w1ak} z4#pR2XMM1USrPJ}7wp9wGU@|b)k^y5_|0Nx`IUhBcWR^uRTn=%-N;JWsN8C6t@ioX zv1r=!h_5;+svBGh(XEHwI8te+#@)XZ%mwd$f`wy2QWZ$VyjDdDr!?#MA}&IHhBx4D?C~A{IaAioKFc#Fnr3}v60#PJj+Kv zVqVhRZd^mVUg44<_=CISft|1&N5ie_`+u04Z>Xd2^B;;1x7>vKFYMj{PME!SK(Vsq zeSzu&L)EzuO0>sM(0tS}31oG5Kab~5llxQtVZ$6^j+eb#V;@_0=PJS%xbl0Zn^(Wq zg#;RV*c!FBsv6b}>_Kx1F7yKkB2a+vvl=Wj(u1J7VIq1 z%-%4QeOhc**YY+eD40xyiE5m@5jxKr?XNe21Bs#=$cbPd<@Lw>Lt8p@wUu!!(;XweSx3r z_^U83K?uCfaIgPClpKXYlDbYp0yZLGc6yU-t1S0kJPt5wL_2kmkm4MMlm3~*(P919 zLLym7G6#i2)$F>RLIByrIg85S`takuuUUDvCwF`&LO+`OYPMwjuT&gGcVzq#_z8_C~*5E@4mBk>nxw4w}}JK!=*%&fYHmhw~7XzhG*ZYq5MASvfN=aU?`ne zFfYvN{wJ-dV&C=1lmR?X$+jdSy)ayz&oV)%#K*G=tD~4P=iB^pR0MSRdaE8ZnVc!l z^M(trNAUEnFj!-S7`EXco#N*fk8*Kj`}rtHPd3O9lFBvR`i@wPufQt-e!n6mT*yqo zao9j~)$Kq>cqlh9REL$-E6KThitB`+NZdYZF7x;L;n-_~tu;K#8@7V-Gww}aCg08` z=E)0|&jc>OX0@xdB2XvbipY$b5Z{9%M_Fuv%-b)j1-_%s`LCU=G%N}a7APBP$7Dw* zyyn{kI$s7GbKoJKLC;WyyEcr@O@1x@0kZF{uc}|4rpYhFxuaKYYuQ{RsJkf-5jS4N zc#|YPyR|0 z^g1|53)`=7ry`s41pzLxsz+(}868c|F3pWp7BTZ_l=!);Hw8d_7o{ z3KISkH>tPPu5m9qX&+_O?hS@#1fSQCf?TI=3?!bHG}qJSvN$IpOB=< zg*pQC9Ovs(xZjNRWg5Tim8F%q2)EYNk9{y$zJdBEQ`1)co=)Tq1XunIi<`{IlO3?{N}k1MhYBeO_U)L6s!}hr5%t(& zEN4)s?6im|+TD6-Jl$OZxI$Ls%EoJQ!%`Q0s`qj2p0azSdv^*G&x~>XT%VYKJZNrn zgDlm;@zyq0jhFe)JJbP6%FEBnrGaWVQ}(cl@HKpIVJyUvLa{!++OQ&D|D;{T1S zz!WN*rFrIQ5n#{vcq4WV`LMi^{S{?o`>%ytc^+kBOeHlg0!Kal)d(|E(q+AtR42ab zDn)`euch^$`pc;n|8lrM$pW0h4eQZw>>U9MChDh;rsXuvyXg;<$99c&>R#L$6XD(8 zwSuxo%=KS>nK#24TO&QPhYzk5j9NUxJN{#%{gIuwSAdkd!JZr$6}yi=8FpP4Gj}4j zk{w;}1sH5h&e$=953nfpwbrf^t7w}-J!I*_uEjlulP1Bll_-0h$8vu}&TBKU^zSzr zAU~IfI8S)-|8dsPz>UR@BES?rSQ1Jla_Gm(q&P*xE&=GGi2qe=ix!>Rjjuy!C?Z3PqfQ^iBa%k|;i^&8zv|Pld*PVQi!zWIMW|MATzB$E zHu}VhM(ZzB{X{vHB)jiklNJ_Rym}bpfo1ey7dIrI@!~A}QxYAr&Ua4x_J_VMze0^s zF}tIS2(Qh`z8>5_gsC}I{RJZ)GEa0;1*v{omQR@w@Ray&e6v~s8|D9D?=6F>eA~X! z3k(nx6cMCFx)qQv5s>a~N$D18R6z#K*m>kl{IwowBN3(V#AdH->M{u~IhQlX(JV9E z>rqa%dGuO!@b%l~7h?gn8S*|9h-3Ut7n4>?xq9=Ry9PxTfFd7qxpVI~rfk_?NeDU9 zA14RrkdEoc#~;s2(f%6?&~&x>5}b{`zkaFge1jIl_lKe$gFoJi=Y%!Z8q9sbK|o|h z&{{-X-B3f1)|Oq}g^jMnuyS7Uf7YRJle?mt5nOp`D&V1ha+Gimx-I^^-<;)T*K5g( zKA-c9hW6azIKRK_QkHp9Yp7kU86tLSf?B4Y|3fwu@XgZK?}R?QQAy?cXZl7cn$Yls zuR>nala=ccpLQYZaQlek`Xdtk^zwcA!Uw_}d-(qgC_qX^!S}95V0eo*Z3A7G$jVzcKTt7~JvGdLA-LbaY=%mOlNv3Fpz9F!*WPZWNEK$;2iGLYlZz<)mV>^jNb{ z;kA%iB!&43rkN-G>64qtGI`7ruhF{_S+#NiJHbKOPb_SNo?X8a3gCXr&c@HfoVpZZ zvxf10u;{Q(>XRY0^K}?L-=9gc2$RH@IR5~mTIIgfDz#K0k?ABhmE}8%$z+BrlK5b( zSQgKXhs&Hlb|p?%OJ7q<6%PSQB(>Vb|A< z$+_}DPWTLm=uQbY9d1a~^aDc&8m?8v?)a;#Riwkgzhm-B9;B(HVbsQCTSuq2x2fg? z=WaSA*kN}4iF*7T_;#J|BtYs!Qr++Z!kUueX|lSDK99ERu7$ekeI{3YV@hAZVBP!$ zpFNtmpe=~8=D8XE(0Ud_9`7S(3zwOMX`Jo@rY_6QKWT=XZ|`4TocVrZ1USotGm4aQ zIjdiEE1$eUw~Mtc)lyQfWc-QEGT-5tJ&(kCTz~m1n|6gnAl#@}kriJfMNUJwzOptn z_clvTnc;aPNI{TFjFXGg>RGX;Zm+Xgk zqNlBKWanAlO~yp1b0DsIhld+IzGRBN@mH5M=M*}dIOgdu z&z}0+nZbWE@lKY9y$ba}b&%eqi^A;X+XNxO;#RWs0)y_AX~TrPUQf0+CZ$?+F@!bh zlI7=p&h?EwW{z^a*u&8M2kDG%(-KkP=k2SG%JhU@H!8Kx{h&|{)rPOuGjbvNxDifm z5Mmg{H`Rda&r#=*$Fg7&|z8B5^x)(_GG z>mOcI~ z8JPW6c}wRIQbi_IplkhH<$`ngIPm!E_7Bp$ouP;7_!%YXG zMH}Q&<{aCS%GP^E$npkO$D3YhCT3WQ$GMx3^VU}`PO8NOA55yv_470ju(Nf^vh+8f z*tMtJv{KR8FWWJo=_o59n-OOfy4g|mjp$=aHV1XRLv}wg?a4;^%*SWCO*-$31G&G< z?l$1EistOH-(heZB_xbYWR7=trstBY>~3$~vlihmWi8^~qs~$nH>FO{WGI%JEA*5r zW_WKhA-;P&UU8f>95!t*vJ|z!R9{3sE2Z=TyNZ24d?4ZZcRiL<1X0t%+Hz;$iPCGC z{9LiUsU9C`6oYbc-~}Zo>rqi&4R6l*zaRbFY{a{5>Oi_7yAo^97QMA@+iMxJ@O`ZblD6+2j`O*vl>zZb=(J`x^ey)Q;ELr&lZ-{4K-ybM}^qZ9`+e&l%=Ie2!SVez6cQ?>vsT0k0-OBg`SCR9C&k~NT@-7rafh5c zM^AFKony}`N$=LXW!@E)*3@Cu zyeFHOJp*~sN;wamVli&fAJc4klsE+*_ntemcxZ$mIfJwF54uGXtBbUDx}KR^?QWg7 zaZvczo?wmn_tV?19U3WBlw#dax?UXBrN%>bTP_`kO@75KN;@T8@6R`LKT?TYw{OaX z8ZoGy8cTRIHb18LkB|C;HdWH*Y;|R3Jo$XvD*|2kg*F4`n}{ggVpMyC2$eS7?z{Mz zK2_|^O30yu@zXag_guoKo5>6A6OwtfM~w%b@AJZg53)7tUJ%vm zO}{PZ&@yMn`8g@C_4oaA?yNu7xLXaFN@g~A@>iWOxQ6WHe-6G7MRhF1zdble67NrO z+kSn8^yRn_RK>>LM4}R|%?CPktcy(|8Oz}Gi&NMpH z^y3fixH5T^)iH|F9ov9S$x_bhjlE)R%5J@_ zh!(ZLpLvDcFec}IfG#mRqHkEP$y9Q|U!-Sl>?+eLZ=z-#agl(+&2$2HO#i94uV4F8 z^?(r;h{?tKutmvoU+?fk1z7YsB?SQ)yVfqx)~H>6qf@t8b6b zOb4(3xj&qNtHjFvr1V!3g~;YMRqy6qh+{piWTmUE@cF0qw{Jh#JfGbjV=z|OI5^N^eul!;Y|Sf6Dr(tWwO4`nbio~ous z{KqM_#y$S-mrq@9dX`|Tl0UD9UHG(jCyS)2@88dZRJh6D!F1QD|J8&!*b4-otFAV+ z?6JO0ggc2rChGGq5H zDyRdliiaIJ&_BISG$)DOq|8SsS>+0A0z1v~)4(yaThAjTF3Q)xPXC&C?%wc#wmkg4 z^p>m|6(*uY%f0q>blB}a_6pX%=WX}_Hubp=hDv|GFuQg0Ki?X>j(!(x66~N9Z1h*1 zVs~~W{(g1wc^U)!RlrrwtCxkRUIKy-23&X407MawLJg_z-ADgSH8{<(Knu)WfkFYY z{$MzEXCxydV`gS1_%caEOicDc*lfKUi;&QCTU%hqkBylIt*r$bc%NK_kAoF%4L*OW zV`C?P+}7Z_LI4npV=YHVN6>_~wJiiG1{i4V)egbv3}#bQpul_5&fa7 z9wlsA%(qOO>3*pC6cQpbF49+K_iM`}Ph7Uot`yU2bHn3geyx|#h-@zLx;@WBbKMMR z_5-02a7f;NHfn&?xahogNL>cwN$TMcAUkJ1@}{T| z^o@_jXvt!E7xJR)L9PphBpD=JYe?3up1n8 zF{E-wF@WjTt*fso1i^Wnlb?UGvom*P>aSS>4Bt(r(JxJ1)Hp~y{eb*|$-}mY7Pc4F zmC_VI&IHjvFfDyWC~pr?mXBiaHw!Q~CiUICc^6T9g~j|xK`J8Nqk1O|_uOjpp4 zk>f3~z^?Z-py^FIGy z?AdPCah?*J`)H=qK5=HWHV?c{^%aGmSxM=%C+5t$9<|DVec2>4iI4YgAOmq6iFI^U z(jNJULN+tUWr3@obO!38+(Y6!fBZC)o%}BM%HT=uOF!a2#|srq9+CZmJGt9K(_Ahy zPwGSbhz0H4lL!Rq>iBeO(m`+&2&=)Z9zVi(5n~YUBoCr__~s5*PIfjRn?}aQG-wGX zr>2y^Bawk2IQ|jv(#i3bfIH;t>kEz*06*~g`Sm_PgxJ{FfOIcy+0);@=*VYpZx7r& zK()C)c>>O^GzWgS)3^w?qav)J8!I{xSh z>)PjB(~PL7;qgw0OTs)1JVF9V9pCcio7G$ymc^9w3P+`EM|!HY6wUily)+$^lv7-0 zN)kEPRUdV1Q+m!|Og*Jm>fpEbRQhK0>{>&M!y|>XB2-c8 zr!A+k9|kK8`=Xzzt`l7!WtT2UXJ%&h++Ds;2_B_QwY9Y{!370>*B~&`7JNYjfaj5h603=DufGvVmS(5@SpXgm@^3_$Cz!1lMHT6-hSp5t{o>W%)2~z zOB<^~aUeghh?+@s?wDl!*^H*(ws>gzJPv>1xyUejb%SSr&OM^g_jX1pUbDM;$?v)% z-`zBI-EP*t-|jy+b>h2wB40&5qWFEfAa~DrUXZDrN& zAj7d-P!+-y1EP4-8Q@SjflPPr9(cIYF@f?HP+pKyaBGUV9W8t4-3%;f;KVY9;#|Hw z@5l#w41|(Rr$=ju{M~@m>_}9%tiz320_Q-Mb6Plc;>cI0r!1J7 z(l=Bs!gV$DZk+KMzQ0j;Ntfn(i1c^yxj=|thhv9YJ0+`Ee|JZf4;+hf5hsjfdFXj* zjcHoxCCD?q>VLy?BkuI(&kTQ-TOnNa{n(D!(i{pcd%H1sZs(9X{S*|6nh;0Oby?XV z2oR?LxdcU5R_@(Nd2g^Jbq-50>;$-5Q*|}Zojc)$eqBpDz)^&Mh(Bxa{MWBy&h!in zXbIgIe+#T1LRhTfKm;qYt?%GX{EGorUtc# zhKH=|ip8Q-N3sNLStMKom8CZWYn&mrM_5ScsnA#%78tWJAjW_s@0H-(oBH_ixe#6K z5a3L^MnG|ilM44dCTxQ3sDPA`rhU>1?mTrI1ZeK{8_x{^e-sE}%|SsIFI<4&k&}~? zD(qE#VeJJvl52+IBZSJxJCX9pfg&z9-TO?V*H;JwRnttbtP)A5SWodkTz!(WjA!X1 z%%adu$T_nrl`h43RV`VcoxvaxSXHZMdq02P!j~44spm&idI7sh$r9Zi6-5Yk)1ILM zljLuPJU6jN#rJ zA@_`69{~E!87NAS;!w}TWajL^Q`-~CuF2x`SEY~4%Ff0)k6Di&4VDGl+uP1AE_QZy zWHZ;YRO4e~I~JTl4v?&Gnz2rQc31pwz$N&O>7Ug}fRuMvD6NhPM!8uE)iJJoXLQpu=x2XHxB3TJlsbSMa zg0fF;!38gW>uS>k@&TbdAT@!a~g$-bgEXT@awI4Zgm2hqeTQv96y zbFZp|m(Ibt#*qURLwkcxMa*aOtj@EsM-_4;KtF1w zQF6d; zC^|mH_EjMEwQE0@OP7&ge`g&JT`S#}rk!cm_NE($I=(D@v6;wrk7u91#Ia;lTv$ZD zz_Z%>nd^t(xQ;<**QXWPPtp8_F7oH;wQ!0@RjaPgFc^l^4o@_fc*etN)I7FVv>v+7 zprO=Q*yxLY+LWe8azglfg!t4*JEZVCsD&?lLWz3*QgO#U(7SHm_bY*B9*1MefIWuj zt*t1h0IR1}NtOUrGUUdPh)U5%!tuupV(RSdZzj)m|M&&^pJ1lxU~cXP7YmXN;o;$E z*zM=C7ya!?vxe&GQK_j)lxl<^LouB8087B1hW~8q>~stKtG(a^wzkd>4(5eG|0u^9!O+ZP>9@_(&HVXJ|f6ve1LWQEW zNlz=oHkk@2PXKAW0f4Z&IyZV_NJUtfnXTb$oU(_vx3eH`&BLm#`=Q+IZ~sk!Mu zj|%ANj|Xo>OB_{iqkkgKfla>lx2g!Ze7@uVX|Z<=o!o^#GhUvQ0=fne39_?no+)#E zl$y<-Y4qR%HcOVxuk==_Vh+|RGM*lyXaCn4u+r7wsx{H)&ME)p<;MViq<#>TnUz)L zYG5ewxpVK8xfhpM1vvmbgIf>b&Lrj?k7GX=7~g>8)zHuoE^!0$Rgg%K)54-YX_cDg zIgf=E91!rSz5VFuXmhTmC95CLFTf-d@S0@KrMp(p_T04HZ>z(dX};9tJXZ6=JmxGEY5sh(cF zD#z8Bu*Q%t?;8fo8^U8^czljrfiU_^%-F_;?AkS_oy9&+7mz<7AtS>*|2!`4<_nFI z_{N=n!FlBp?Xq;H1!Ecq5!NZaoqIh>B8TS@B3A8pb0&HXvAdL;uniQXr4c0m-rPf1 z(3S!XRM0b_3u~YTI`kjF!NP6<6)oxX0SKxj`EPQsf!aG*H_kh0Xp8}dRSICtmQ-k0~7EzlQJ-Pf>^Tsg49#M1`BP#T2z!NNg#ZW;a- z#GOF5l%5Ffs+R*F&i5s+x3qNOBj@FzR!Qz+zE+^ATOZjGaFJh!pQF=+6;`-C%hTK!BgIO zxU~$_9F$^}{Af-=S!E>O9t)5BRtS~%PpA*fEXY6}tUtJIZ0rUC+4|ba7Q`Y-&_E$2 z{Ze8iirl$(?}|C7{2Z(#fv|%a2Q+Npkv#0r6r$t+QGA`Ra9gktG{XGXQ_!1$whY>c z3OX1n1_lb2us+MHt1lufECs;784fn@OSsoN3~R#9))sj`K3)x74hRZZ2%IgjGFH9C z7(>56-wJMf{%b+?of?`5lZ^gH^*$ngsAR2c{+g37EfD^;wLvY094`CqpD|AHCe$nrngG)r)zL*Ew{r;e9#k zdRQ~Ar)?8xHeEpc{QRPK>EvRN_poU*rlgDldh*~-p#4*df;cN}Ch!pGB_!5TH*q_M zrc0+j*JjCMP8=4`9aj zG*yhK5Lk&me+(l+q06keN~!3d0{RJ3f8`p3;27 z?3XX~kh_B8A9^EARxlv63=F*LSTP$4Mtu?KxuEtzgjn>(rA?t1WSLMSkOb!ICBQHT z&Z3)ygwX1^h+Jn-9Hl06S{bGjNJ%qg&` zf(HW}aw96+EoY|%Q;(<>il93&dj?77Mbh@9Z;HNl=mai1J17(Fwv<_|nithCC9VX9 zp|!Pq5zbq)!p_#llysc0Ast)U9UKO2#Gg-vP}1mp(~^wenHFKyE)}DXL=ieaf}QgK z?5&=NF`fjb%&RE`1xLn*z$Ih)qfPSoyL6mC23!K=FxtSvc1trebuihU8s8(h`q}2P+IYL|<I+LUIbkogotMbidQPcVB2QmYUXJMx1TC%+nOJImr=dz5T!!Kr3 z(D89&G};O~hBi9#b$K~1GV%cfyHWG>$B*A<+~dIY_%-KXR52_rZNEoM4Xn)kohxXwRJ=LL=1dQxbe!2v&S zE8lEx#yJU8ug;04putFUkdCh~Q)P~(J>Li?mpxtS8K;TI(=N9ea3L9D0_rA6LlT70 z($GAZvXy|q3fYQ>Pzo4#0FP*L%b?(r@S(TJ3@H#~fut-=7!COSyB}ef|9Rv4tt*m2 z<~uwAjqXvQKItiVw;8E7$9TKYP=zv!FdCX_sw6s)IU_<10 zDwHfPt`tq>2wEI;mN@m??6E9Yv0=r=Pj<$eKm&O`Pn~(exenU-y%m=vRnUDy#~Uk5!X}*q136yfF#m7{ z=OiHM0K*MbKLUGvcT1=bCp)t5eX@&a=%MfKOr`$oe>{) zHXbe}_I^UYz2BSM*bEfdMWqUPsM2B5hXqV>DDFqar>irASPSwMS^%y%@ip%+yMk7d zjDuoEnq|g@!jeVa^Ybqudl!g(f7GsU&Tg}huTOsY zA_6Xi5GSE@m6MUVgpIAtNC@(ZK$pt&yGuj!!q7O7ZkuiIi%rSh>!9q5@CgVEGtH|D zLJP%$hx1m5tMp*!AGF#j6dSL5n6bc10SD#bYBI^78~K&Oi!E_mw~)>S zXC&9%mXWNe9)%AaPk1}#AAOxx_kBK|JJh9yVTz7u8cd@y!OLA;ODi!hZZP%-#{1FH zN?49x#`ASn+@GTsIcQ>nVvFo?=w`;!8r29Rij ztud#`NC-{>!p`$AVL%A=w>mH#=-Ce>)u062)!R#Jd71M= z3`y;>Pe$JoyfZv6WoQHfD}TmYZ^(-Vhzz{g?O2o5+Omv$ggI5|Fs^o`qkG&jgF zefyg6?Ur$MixAZDe0c+&t{crjPtTv#f)d3fzF%P11*K14yvBEf?U}UloYftHQ8is< zkh6nCC_tP#^_I4Uj)a_AEeF$}B1*%~M~ICS-yUv|kTpW}w zdHKkCK9dyW5C!2BheW^&S{@);45VdPGc({Leu>0BH@&=k8?s%fQ|6uTs6mEpXqXZm zeIve9yus^$eU#X<`Vi!URfl0n0Mz9W34*Iv#U92$AqEq|u?Lcq=wf%46~h?b=H9(~ zpz1hy_y;AtA3OoO4OTrEs=#NhbNV3#uK{%7+)4+tupgV`Z4}5eFDx!b2$rq{oyS>iiIfiYJj=3}U&=e;um!y!b!HDC z$`B#xG9YKa4htKr`pyvwD`XM>zVo!}TKz}~NAqtJC_T`lXl(2_s8^v624w5(R!_Ig zvmpKIj4reC(NXnhVqzu6(44r4Fs}&>PO2NSU&Y2F=M$rMx*m*2;q2(BeAd@qj%zthI*EY#K<^!~F{yBg!NJ>stS>}SVXTnaMiSDR`TgjnynJ_j0#aBh1* zdkd(nU%whtl&=(yz1|yrO=;bwk75B8d8k4YdF((lEJ4=yh$8>s3x+Ux@L~UuTmWZq zT;(n2drQ!TS73tXP*BGY81$i1J-MBe)u)VV2top2$%2Dyd3i)UI;IoYh3CMg&}Zjm zVR@zhE@xqW9z0^X&5P7p)pVrZNEi#GR(EQ>>V7nI-`o2bvUpQ7vt1A_$9SKU>bttW z-smtVvM5l+irP|HWTHf%$!TM4jc(SwrS2LSz^XDbhcf~e6NtVrufQ|`ExHVHM~E_E zmO3+fR00P=bP=*9Rs2sR@+D5l*t>{@1p^$Ix-P(Kh9?IdDP|g*s+rtoQUWg!8axG= zXHW-$$CQ+uOa>_Y@LSQcF#d8or7P)>GE`CdwY#DgO`VeI1EFs855bjl!d(xgvfOuI zw{XT6!rod{F-~-tH=}Qd;zGTi0M7Mv4gLTqIAI7QPjAYO9Dn_A&a?SplXi7YHm@8~ z3r5|bFETSdJ-T&!iu^OxESRIgl-NQR5|XYfNpVH5%z2TC}^q_TrV3Obii(Y}Eu#_QMWRLpYjt-VS7I}=M_T_9ruuO!0?TXPm-^Xab+ zDk{I@Uy#mWh|v;Q-8?asp6`{8Asni^3N0!~vg-7q_aQETV+8djWTBlKaaC+~U*A7- zuJeW#+AawkelLJAdK>jJWsi;!2R1A0{OvYkqd|jA(D~ShYUbB3CT8Yg5BJORx2~cK zlIGlB(0KxU1Stv05U#CN0mL#;9Qf;8P{VWsG*mW6at2`Qb*@svL>)S^+q=8!B;M^8 z`6pn}42rHoTz#;(&&hxaH?o1}z8lq?nMoTF=7D>0SjJ_(69v*M5t4z(SJ*#wb#<#+ zQ_l=&9CrU6L4P0o_ERBF;WZf1*Lojvx@<_z@N_p*qowDKd=H^tIhDGj&eNGX={2t0XQt0)Yg zODQINf^Oi-r91$JKsPMDn_GXsGuRxA)Bq!qTL`WHlOq_f-or02{TmIxdBiS3{(jlz z@YTsT3UDisxD5`>cal~0^~tHI@R8mR)T|XlK%Si`Hb6`0ZTQM@uN`|d-Lg^Qu2=4a z1suQg^l@)h_+yBj%%<^ao5^~xa90i9rPNIm^wbYE`M?34d40_wUxtM<{`KpNQ>Bky z1lfkMSBP^+$V-KWix^P8t#RKnwBRYPRn6e7X>wV@yTk+&DRi?zNk9k6DlW1n!?G7I z9w;k^zkQ2;7{%jbuuN}KYC@Z{jRX0dAAWk z0|K7Qa1Fu;tD&0Qnb(f~3Ja^X7*V@!sWAq4O2ak4EJ(WMiqF{vai|k-R6{=nnmEGC zJ20FuwV;u+dnJ($DN0x-sMLl^+}6|6+rv>~CFSpNe`ZdTWA*phMsNx0d{;5Yu!DzM zPK|mn)a2!!Y@?_`7;h;81_GjcpGz5Dkunydxxf+z|ne)()$H1s~3xO-sW z2elk~tXzzyEl!M))H?na^p7NGC7^0@ZXn@o{M^wITzBVsk1hAM4%)9w(`(|1xKe03 z>;f)$El63?l$Y1n$%%-bfc`@eXDYyzXlVnI*2W&dZ^53Qd-@~n$;KDRQJ^)i1tR#6 z>j;b%#iL)u#MHD)*B+hCGvX)SIE6LK3oUmTPl}{En3{4~k23DLebo+1A(Rw;`qOy4 zPzMH0-Xe1!KbpYx?UMeGhlVh^pYP@d1p}Z~N}7-IySwToAK&nVT?XaACYkG&`#mL4wKLHPDL16f-oOg$QJzuit53tX(F4qSx~7oiTuq;PvKr zIGyLEk0`Hjmyg2aCJTsgLF0X3XP1Wa*#2J)%kgD&F;<|=*h!Mq`i*-xD{D+@lAHEu zJ3i<-Hrd|kBEvGBffZyMG%rZwYfP=2AYh%lc==Xre{Wx3gWK9ZoDW)_oQO75=VUqcNyaB{F6ZF3p=dTH%hFYJS!I8*^t-R)H=lkS7agt)>}>%%djzx z;olbp;3h%uA9JJy#WZ|Sg* zQCdxRcs#k-^sAlh-N>EG>wC7ijG+RsPNAba-xaA>&(86RxSB=$EzDC&WI$pHd@%GS zt#$Tzwqw5;Jf?T9n{IEHVvn^nH@|28jA#G*_wP`0LJR2Rd7;t)=0~Z1Rdw}I7(sWM z*6I7gECT9x=!N+~Q^%DuX5&htxf-9K;L_qEC{9^>B^L9P7ca@ZY5fNCf?Sx-eIeyk zuARMMb{U_n&KFEx^BNnyK_WXSL=Z!4Dp9XFpcGZH3)KjOneDj37y;-Sa8f^OFK>EO zF**r}H3%~j5)oy$ZagZR_!lNrnoQ?kUpD>zA5o$I85I6|)cD|k1DJlp6tl3P4{ilp zKio@~_#q3E)4GJ7P-0gp=!1hKC(e~CRW&tWxr&dAtJmV|BRBCEKZRX&-)+;P5~4Tc zVI!@rG;C}|7uL{!M;-7bQy|S!MFj=X6I^m(G^JOn_;>1=tB}vt2O_LE2sFoab2?gl!nplc4f02tqapD)xa zY>;T7UuHDsr$)*gfI^{;gfj{HB+xTLj2#^22yQ(1`zh@dl5sbot>Nb6beD@uPEoPC ztjy|z_1_PhR-My-;Q(}Gp`3-sWc&|aG+?(FKJGV1#IhC*sKriORAJbKVlZF{x99IS zs56cJgY(V1?g?WY1jYdl|MhCo8th1EMTO0OzWEv-0hct0H2nhuO7fuYdImD=Yz8d< zT*gHw#?bEG-u1z>7mz$cs}4Gz=(hZD)!&;TZl|0~xA1pWT(uUNZm;-zU#ThT)kf z7xL1M)tgv>OP(hnVfh=1t6@gU?jBY6@t@O}VqEkiT>WbEd#;G8dV-Mfod29hL`8W|<8YC;iu6zW@f=oG(a(EX^vb@c z=7NZVejUi-3GjLLh24>_UX)^r%Cgd74gt)*ZaO`^t0cpuR3dE zI4b5tWz0G8gC1RX7YA;axf@%12EPosCjRcL`dranR+%pO8E0&SR#m{xu`^Gwo@MX*$O_(waYw!(Vb4 zEQ_@kZu|<9020m2tY6bfE(Y_3^4@l6062?fwwX^A0lWL4ZA7q{=lAwmQIAq>MpW0v z(eK^EN6(5{i2t11-j!PQZRzSQQj=XE`XP3dcQ(xLoB9wFQ643#z^IBI>+MbRYTn>3 zOPS*js}2{~U|Z|jNPQw=8E4_wHC)QnX4#aO znVvVPzciM3TRYWQ2Jl?_SyGD|er;%aW^l$I|H@-|t7Nd!^5~LF`{f>6T>y#VNy|9X zd%O$pdK=J-(o#p|yj3z1CKYfO?-u#-gdhehz;}+!WML*mh|w>u0L`H>C+6LYEw!R< z>%vbNI~)}EDy`GjYoxB8YXTKHt{zk*_i*O?@z0y2~1ov!I92;CI8Fk>fk`jnX z-rw5#tEoA~(#+w+crI^!85aq!-k=iLm7jVNAaP?cIjL!ulB4oY-|w~gjM^SqkBzFV zmf+;0FdYjwUsPr7Wm3wCxc!cyH6y$8$gBQh1Iw@*I(qX-wNFKvHC1RDjt(7YGW>?D ziS60vq&~8`xD%Jubl}Q|sqs+s3jO3bcQjYLa0NJFDWoqryv#m(P zabaXH1@%KZ_3o7Im-Xk(c-Ry*SzCPLzPm`rvr`~aIh<9hsnA45Ys{Yg$sF)1sSvsq zL1`daq%MD72$5LD}sJ((vs!3_Ld> zi#wE6LGAYpPmX!fONo248!xTy65^W7zvwXVG9s!sUC-*vrg(Sz3*=Ue_M4_sNn4u> z$VSKcEnD8p@Un%H)!~^Uo_dH>X`#kGrmmJ$a$nU-b9ZmdphKMe?IyT6Lz9XrkzGFUP;JQ8jrmQWcJK z9bAZHgMO3KL53M~wh3c|G2=pP7|0T}kIeKXL=HGAjL(*9{#dV-?_~M8=plp45BJ$c|7(VC{+xoIOd)Vc1!)pdeo>BI~hbbw__heMe%QM6R_T zgkN6iU#-D^dO@4&YK)s{1W`1KiaEymK64L|xVxXM=V@#aCxej+%{fG_s{WtQb{3cd zad0B$6c4%0va^}mI5~*Bn^>gcx@@(uH&^59qA==mj--?S|?hgY@hoWMIK4_~CuVwZIVT7WH?=wvn!~-{l?Gapj{QFYED6X zM4t3!Jp)I{dE~3VICF+&fsl}Qwm{3vo+Y;w%IvY#ObsQRRE_e?kDt2mkog-LBwmW) z5(2{!u^JIr_mt$8KfGL8^zrj^AV*${)Wm;^vaPVH!}a99L{ z$ldGAtytO7!QB;20$#o<^77MF#CT!s8=N_aBd1B(M3N&SJ?D{RwgUv=eyJa1uguM( zVb|IFw)FLGOy){lC-w>!GeS!Do%{&BbW~_w;d!+HJ5?X!Ol5k(t04p9z0Ir*Y|yMR z_CYSI?}kR-@9~N=l_*TQD(k9WM7*!ls982xHhdjfQJFSJUS2xu^qRHNrxx9L-(q%! z3245VChHYe4e0CMUB*Upd`WxGi8E$8Z{IrT-P@(;sKpdPUKaKx2k+CZ9AubuUBQ*6 zM80l&KxQHns)O~gTwe&b#*+_)K7xzqJvhbv83@WR`JvO#OpM_4-165+Ey6TW+qz_P z{of|sd0bnFPAp6_s`D*gS^2%oeRDlXNFZL!-5b+CKGF1dRq}4R#J`xiABpK}%BWwQ z9Vz;R?YeBSwluKI(hV&&O`OvN+z)g4&i)?-`sKz^oLf&tU#GAQY;9-;a7gf01&Ft&X zjDi)RDZ7g@ueu8x>K;zdW<1hEZ$E27VuYPTryvS68B-UwtX~rDC5DAXj0T$tpv)~N zsQ>te?=FA5jvGc{E3_2wR^c-+UJ&EOMLuA+!XZa0_}TGLsO;0Qhjz=L@Eo4-Pt&G@ z#g+fU$la7T%DU%PMwM9Fv{R`SHYHPw*&Gs?-1E{u4a<*|ph|zL_Bt}%ejdx=boyg! zGz(!|9siM!K*d})eu}~;3w>f9_+xhuuUL`{g{1Xb@07vmPt>_ygY|Dagp3YVr~b)> zu>V7M)yMD~Z6VVS!n!kOFF;mT({OP&T!Duzla_8r$IDcIx1^utHU^8K-9xzggg23X zbSq+8D`F~&X-!691{2E7&kNl5;=;0E*(xcV5+cue{btSEm+52B;B4vuU84WabS;w@ zAbnI3!-xLaRnHGlWm>NYaKEG!o` z?wST=Wc&d8qPP`k-GS9A)cP`VawC7F9Dx2nNeQsBk3W9xZ_X4PY@_$Y=rsJL?*BW6 zD@joH;D}#|sHO0d;!v{1m+If{cP)hz2>%d-h5n!Qvs>T@rHoAyU3CghtFxsAN_VEJc*WR=JwTUfgh^eTk=(D@ScVLn; zI`IVNcr1}!XwoapY=CqKz@fDQGxTjBx%|KLUdznaGPnSFH8`k@FtV^TI4{Todg{0L z3Hc%Pj=?~nb76aWTEB_#b1q2X0_PUyF1wLRB36t_5)uJow{8kPu>})$XXkPhN@b)b zF*Ow*0Yv`1Bln3unp`~iYCRB77#OkQIn#MK0w^DlXP%y` zmJeZu>;w>{($Z4s{=u+bo5S21yrb#>s|z;n0LgpY&kx`>_;pI5r;cd!_6iEdbQk>RaS$=1oo6tU zK;G5XYI9_vS7)x||99Nk@`?(6@;8ZzdMYYI@X(W!liN&wv6M7AFAq}h^}-|u5FbEi zBEUWmeJvPtODidr)O-e>8ZtP&218u|mqmFkEiII^nS+C<+v;di68Rn)ArI5-vg&F| zE(;h_E7;q!ORB6+Zq7FS8P{{DtFH$?YiQ)dJ%@?TauPsaF%YzYQ`%`IjB#N&Z8+>o zyUWVNH1rR-*!tSQ^Bz;34k>a9r*B;sxYFVq>bz_fZJ)aGy=_(N^2u3N9LP-px~$xd zVZ-XC*N5#7Ip1F9<1=;$dLyjo&3=}FOJyhh<*V&?TL-h$f7rAKyv-A7xn5ZZ-e>zK zY%4YSUzkNhQo|XhqnitsW>c1&2Ue6xL#_dV13ZR3q16R&lQQijfF*+$6Eu<^lS2wo}z%9Y0_U`l{mx1$c-8)(JM)2sIf< zg=oO^tncC5t2kgSl?g`29KX_4^JvX^ni$c$t?FiII%DYeNe}V(ha|rxV2p;Q1JN3{ zpFP|b^+ZRxHP)n*f2a=CJ>yo;jU;O^$ zSt%a7NS$=fOP-ejEteRQ;*^=$%wsH$8=T?`K zDc!v|-&YFLd=Ew@^9Lo?ovUL77-F|kwv*+7nE(#?b999H9=s1$Y=LZe8`as_xeRuf zuGMhS$a}C0AA40*T8j9WbB;C9Ko=XmeiRe{=q@7*Faa?!1StfxXuMjQGK{(~5MbFc zhLWNO<NPmA_%!NsgIV?BgAl#H?*Cu^n_FuTOF!8#Q>(%EDSZCEdS77Y}iX^83wHE}p zM7`Vl_%~2B^T1yvK3=DZ43HMU)*SpsoiN@>=wc$p7R6G>XG9;aIR{eo3365tjT1661{PQ)124P{0Mzpu6D~gS zVZ|{9W2r zrY!t>_wJUL*B>xi2TXXiu@CGF>e2s2-h0MHwQXOb9@8cpLhjJ7M+K08xH~YnY%6RQ~d>+Nngn6Da+V}qch87mdjSryV-Rkjf2J{ScgwRzj z?~gT{U06^$?MFO zzj!?E@C7P!aG^1hl*AHm%J=eN2QYrV0A55D&{pv^^PScN{{>aXOaI=q_udcN@)Poj zX|*-SZe)LyU<@wl7uj80;Vm`RF(7fFxh-2YKH-kFgEy_QeL0<+>Gj!HsS&!Fb~=UP zi;GueQ-2tbW?q8POt=(oP=DnWI9dkc6Nuo$2YzGkYK}4_MFH)YOZw6 z&pXcNL<}Qq6jM}OR$R|*-sfLQ>gK_Bq+ww4FR|woHPo@!%qKpkeMc_@3`A*=4pz=x zVyczT6_jD;;Mlqe3IqdPM12W~T@Ui=@SG$iC7~Coe$QdOvF`Y>Yh2~ltxcQQQv1=o zbh#4d?!H?%1#Izl{#Pp73%X+*0uOK|flq3;EAQ9qlhn-LGHx@WJfz@|_pm8DEn;Vj?4d zHHA?uDTJxKi~E8}5Iwn_;^XtX<3xNoKc=W;`uXX$yq2`w3o0*T-KG5w9ysttW{0Y> zvH+-=pyeMExc8X5%=}CszeUK9J&x;}b)ob6sij}PLWt|hnF~H45~XmZ_~DwM@+p-k zrH@Q$VyNi(b{z4*-mzn(6MT5rliB6c*v?Ix>JO(h8T@^IuY}T#yUe*sHdNh*I!&*p za|z`=>}gOj(X1ON(0AqCo8hhAn)`fW@9c7itCF|AufE~R%^IJ3Htth)=5vw0%@56* z>NUb@_<0P|t&DGueY1SuV$803<2<#2K!W9tjzcBJ5x#SyE;8}&cNi~BcO=yI*xO%U zqbXe<^dC&$C{%gWWE*@wG17oOaDFw@us-Xb1_?r9WT_zyy6~RVZ5e=}wHibt>=SXvw~n)gRCH#U+3^-A8QBFls_Hx-R@hrcVVq zB)BS!X_=W5e@4!Cx9|UkU>>i)rZj{>IK+XesX8u_Nm_PxHnd6`3b6{NcCxwZ$Nmi4 zslF);rABmkcuBo(U{JN(0H&*tTYUNYl^CmFtfz;QF19%G5~$TD!>_vT4T$91gn4~C zerhq)3Lec8l1f$WE2yU z!1|nCQ=!v>_xe9p8dHLN)?^&os&|yfR8(bG7TmIh`Ryv5-~4S(wK_fax}{WAQ>AF2 z+S@Nk_2q3h6>kal)A>w6-1oAVCh<0oP77We|15qVx$tP?$GhsoC+VUf`yk?F;QvUwptMLfk%<(!7>NaL?9h# zT1^JU5AzzkG5#9=pQT#J?IZGIh%Xr~+>exq611B;CCW&Hx1xI^#+w{-Vw;3R2Ux(hS(VrqU#SIX55%GZfgW98b1jrP{qGFLmwH^`NnP+6SW(Xg-n_mnNZ4A z)w`sI;IB>EEQiOjFE?#6c-nk`@;7E=uu}ehw^L4r^7okok^l8VapAx4|368+vE!r0 z69n5h`{6;VeVsK5NIoG$<7Bwz=(=veHe$gN*~Phy&*E9v?xjtw2gHTx3-DyY!?u6) zh@u|$dlhx!a(;l4l$1wtu`^hX^78VW43dt|*9}zhk7YHo54IN=wD0!v@&W@5w$hZjEsyV@vvLu z&djRDzGiN`uj{&!yBVx__m1sd32J!$Q1VHQnvH!Qm@>@a;FGsTQ_nhV`uvY`Q*%0k zsOOJJ3(R&V-36~$aeWGmp^mAG@B@SHpN3O)zZa3QBUR5epr6MV4q?zUK+xS=XrIkD zKVrczPa%agpNGcT*+=1Ve+~>!_Ittn3)>8Lw(#+~Qq0%`XL&YXq)Yf_QF1DRG-jLg zDL2Et@RqD>AF?(gtQ3-@g@=|mJ-tk4J$WZX?2R3TR!Tg$fB&uS%Vyvg6L}!bf)XoB zAEVoe17xzgoSbf%__#k^S0a}>E`G{q*S(|s4omkKDa<4e2GU?yalqxm2@9xwiOpD| zl7ENSd@w(qVk=!l3z$ce*bVarX=a+`O;Nnr{v&bw2p;@{6+k2M^Yfc#N4NaELD388eC#wZF_YBvN58>~05!9a$C zh^1(*Q4(3IDs!?{u?P$+w6wHbt~5Z@4ac!Gt&38YmZ>8Fh|F2HB6VP{V@i=Ew|hfu z`^5P-9&mdJg2ds2UC2b+>G@6D?}2WM>;_IVkL>JfG3*X(Dlz`uUC&Ycv2A4MB;))htx_B`U^?R>&9F9A?|=#ullvM6y4Co%%1UZC zA~d6v=o&3O`|B4ZH;6J6s{_u2;%>@rK>ZyhmkS~v7>O=d2!{`Yrfl5p4NU<&7V_Zj zgJo`MiTUOtR%357InHPWOL^|a2qI0@eFM*N)IYFflUf~!59!^lW3d1iXP90$(M~bCi z^v?WOP}zG>@!|4v)h7oAc=RjYP^7Fh;PQl^l;}d1o}^dik!w2}ZGQGdp?`fZ&#L1} zPSkkS?@E4l;Bf5BG{9r~vpc|Ss;K~WglE2_3(no`QwLSmSgGBLAi+@jf#|Uk^fR+f zQ;!+r?c$XZe~u3qN3Bo4cE&QnGpMAYNKfzQs;5&f%fp-ocY?99wl-hic#9Tj*(rDZ=|O6&F!bgDeXRH7&& zBPCnFV}ZQdv=|ImoG?a*T6@ipmIF>8G{B$&vxY$?pBx{rvTiNjShJ|n#iljo#1uJ% z6%N)U^HXM?w3jS;3P#CfDIy*Oery_r1pwOlbt{X8epJ&~3&eq;p;j0pK+2o76Z#0B zNxxbIOS97^M;KSY!{>F^$hr5#F%7{NQeto~asANTNf9BePUd<6;P`+nc$9?cHWxgW zbQ!EYEoJ3*Ncsu5Qlt4d2>fZfz?mGb-?y@YW8D*jvrh{BuR1q%G}`s_8aq4K&kXDo z9r0VMn1X8O?F*FgMZd6+JId15%PIl8&>T86eMdFh+|0y8NcSrV;W}-D;jAtZJL(!E zfqXJ3RN8@nJNfMO}8GTQ-k zNHV?ZVsX*(5d8vko^cCXrfQ9)Iw*Az4icc2ycD0ZZrvZ^c$t!lrlh>#)S3OHqNZlz zbUY=r0Z{0m;o1_OWrt>~nJ1n66U-bWG~j0YN-(RHaPe*1x;2IKoVbF*K?0|02I+VY zl4BM|?6rCiPqR_%&}wJJlrI#%>+$X7mIwwc;e?Z7DfBzQV+9K|{`Nn6{=)_6aFvu{ z`&F`=dw&B&3wx-FxPbJr9o&_xUR$>zr>ZJw+J1&H@Qlt=gR>Oroyj=fEsYs@BO)I$ z!?fdE(Ywoqv}@8PlH)qg=a;8F+oGlE8FjTT<()f!9>RH0fWaYc_eM4YOEE$N#0u@+ z(Ayx_HZ&}ETE(Gvm5ExT(9X9%hhoV$F~?SY#E}!Z3&h2oZDvao{7by9u%4bwhl>%@|d5mZ>dqF4F=Ag-Y5g4mF|+4 zoi$oqQ&Hb6uWgEi_-F4@hhb={i|R1n9y6Nrks$z42V`2|?y`s+2$2-R&?BNw1! zkEzz{PuHWTLb{73QPO+Pe!-McHTQnhq;t)?v(HGH&TCdRF2^0`2n789tN(ejurV>= z(vQge+27w03feOc4;CMz?%E><4-$!a=aolgwjrejaUWRt5bc?AOS0q$c6f`6YA_5$ zam^-AlGty%`!3KAxq# zPl9!SA9whWOPN7QJb2_ttRgw$wMZied;-rg;!DsJfBn$ozFx*18@iUr^~%Bn>hy2= z_j3zCbFSPxRWQ4k;5grMJ8*Z01sNTYR8e>VT_FM(Fm!(5>Y8oR_NvfnBD0OB>p8>r z%vX;R7H@`%XqdG8*WOhKT|swbzpS>lHs^TXo?gn{J=5xA)RD&Qd^!%r2S~p<$-pDr zPC=x)w%jPmJ#Epam7adk@1L2|?m^pxbZv_@cDj?y#jUi_@AslMl_{Pq9kmQ=tN~?V1BP(@kI$DJPZ<5Gtcp` zUG=2njeEWKYL}l*uYQD>XQMhshhFlPDBZY}n53+tazxlfxQx`Jc5;qC>+9;D2OLG6vCaTH;E=0zfQ?kMqU3}m5|FsWUbAP+`ng16ihEJM1=P3YdTuq zVq_|X@bB+WOX$wAylS#1e?M*?T6OQv>WSUCGYFH#OdN8bK7GRdhkwrz+PaUj5lRWl zmM||Mk#+zSnwsiGK>$Aj=qxkxvQw_63@y^UW_ZwX=~UtjIW3=%VeYE$JR=mJmL`|I zr}+6=^1Xyr*fF&K;N(Q4{?JJ}#mYJiG54{=b`%!>e=QD z_Gi(HI>fGYI9u#hKZLg#*gc>qqluY}`v+|otUkpQqHdjn$k7sE4>opyWtUO>LO|64 zOdYNPRWF>4pvlXH6%>MZ{>7Nsl$0}Y-oZvNeJ(VGY*ayU%;;8rfKPBRgXmtOPwUZb zylfmCWUOWbgJ^emNoD238`2aVLU=gifvs$Nst6`NXMwv{FnOi;$iRt8^@faZDSVPM zYGo-=m*=LC*AoQrnv2H0y;6@H^psnb2VLmwT6>YLEq860{JTq%Lj?v@r> z`+`>whAC1~9< zjrHHiK%f$A1YO|+j%DaNjHtYkRI)HSE!cC~ZMQSleDm{Pzc{R@aVPe13;smjnfAr4 z&f-?q)_&ql0RaK3ZO-u~ntqDFXxQ2YCnvdR+~MMpxeGl=erD#<`fpktIm5V_#=-Ug z4xU_|KZBKzbQV?dgI(1q6lWvi%{143Yv19?CcaTnBwpCf9|a0JpX}Xy^l<%6#VVdJ~N@q5x5(+0LTL&$SPkS5ST=b zi8MT+9r1ekqTKjH7NI@H!SWZ_Wo|L;Z2hf#$u~si(SLyL&&=%XcvH;l z2H(5qP;Z#h-5BeDosjiAr>Vllby)scAnk){31S(?KSJNm45TwAzQfK8Hv`TM{x)p) zVI@%@B@TZ~s~&!PTHa}WdDwY-6ANbLEPpkuQM`eMWCDcktzn^{ zmV=cD6*ZqxV`L>Ebp^5pjBIzrYByELFDzU`wvK%h&s!o#LaCdRmscBb-c?HuOMLR{ z(F^zWeJx@wKg1}FsdTqk$HjIZ4v@+M9JqeJ&!*SW|NVPYGtB&>OHWO8Bav>!Dqz11 zI~P(QBA5zTK6ubSb-sUjWu;O-4ecv3*|fXm+u#h=D>OD-DrwJ;XWQUH&_~7}08C>) z6R7ER3hq?VtUt9fG8(0%8CFd}_sD!ClwF}{Fh@oXAeCU_BP9^^rv^mE z+mrU@7qhXjyeO7TNJ+WZ{81KWYIpX9pA3ft4PMVRzh7?Nyt)0_g~Y2zg|0*ch-cMG zQqL{1o1(WU2+OxV(e2F&C}bwqFyCH28e`X>)(L}`l*70346B5M}Ygbt6}T_d^Y!cG`%mp^M*X&ymB}PUUT_ohmFGPIh&b(88yd~=9B)EG zYPrtBR^!F<=g5P-%}NlRJ=G#651t@edAd*9BTeN%_x z&0kvZef139?Jv%RiY_5db%D43UtD}v%_}stZrwlhXFehZ&iOsNcIis%e{F7sIFsWr zKo#T-FzZ8!vUU4*WV!w%3Jd_5zlU-N>r}4Cto5tC74* zU6OsUI(9lT1T!3R@85x69HJfYxPKL<&|4=Z{en$1fXjA=^t@OUcBsFBmKXyEg69ED z>d={3{$@}0GVzrhfPG5cV(JW}Iw1}AEUjQ7IXXB*%Edy`huqpT=tJ!Q-~i~*OK&Ow zGeZ9D1cJ}%B4fEF{47osq9FYuk=F2DwOnX{oXK{4uB4@z@>D^lfb6ZW#3g|{)2K;o zob_)X*f$zAGQr9g*%UOBNQ1hM(AdJGLDG){xpUOewX-#brUg zd+sjc0@{bVqN=M)jm=k3KmevYXpKr|V?|8jE5nJqaF8A7Gb7!Jw2SHFPulaMvOTk$P8 z2ap#3luSFn8|OZPYwVmaJzU1d>V23;H zOxshQXw>iAx39MtE{b1_&dg<~`D(qH|BQkuBJOtgsHb4bcG1X~m|00+Foq2KC!Slo&_v=KZ*bwRT!|JrHuLEpumW`3 z4qW%7yECdx=RMY$*b}{({P}gu^!z-p8WYeF@QK21-3^gnhU0=;1#a1F9OJM0UXK^+ z(YSF)A-OCjcSCI!3X z$Q%O}Lh<}5REkxAO9(P3cN)&d_m@7v_(aH>OoFNNKAX(8t0NXAVZ}#?8yq)R6x+}O zNZz@41)xW6UcrHnpB*>R^GAkwJ`rbn>EV&_r*$Cx0USB_@+<___z42sMM`SqcXm?e znKS!{#b&%!BwsA6ViTpA@THT|OgJ7cxE4%lLu~qF!Zd5Q8UJx<&GrAhbFp3sbn2L> z)AvT%$J?~q+G1C}7tCMCdclmW7Q&`RS%pNAa;4Cnru;m~MknT1^Wj4UuZJ`^=>qUH z8C5oBK6g%ziQ23?uch$`&tXr4wl3b3enK@BG)+Q?CmFT8d1qZ2#6M zGqd$U&cjjf{Cpt-qFvHu(HQ~IbeO2I)&Nne2>QJUYap+z#ES4+IKE1J0xKH@B5^C> z^ud>aq*Mgo4>wzxdd|1Ar*x0aCRvc)*wNis^w&byfrCMzrLnP5T|>id1l+*bgoI|T zN8t7mGjP~O-1ZL%p~z|N?d&S`&tXgf;O$@$$Ig+?jDp{j`9vO@N%fOGUC0dBoE>4$ z*PEj~_E1u~;r*$jrw0p52+eEK%V1c8ayj*?Cn{eMY<#@E ztBS)CNFJ;z1flZtTD z1vT6yqI6vcah|5YV5&a{U;)LY?v7|na2=nmX|(V{s~WEHVt$b&x%pH9kf`XkRR@jmRFIU&=;B^h%x84kU31P9eYU1_l2O1Dzm8* z9_8?_;`N97@P2}1n+H_kjz2#ArKZ+}lDsAQ7-J=ZS6$%*4N*E(!UC(k}vig30HCZ)cy!3EKW!?ZUR7L%+8)_P3*$g zw{mYe9Q4aEj`za_LBSP3f-C$guMvg|=Udg#tl8xPGbugvjyQC9Z{ie(iFr2=N@OAE z{E0ZOzzE>3uMR8^RRu9{23w$27`Cw=)YNda!vP!uV(dR0Wh*#n;X_O!h665OYdZ#a zY@ct+@@>IbSh5jf@XovTAWWIVsn3O$f@YNONo|>FXJ5T_wPfKmp|rGg9-Svt@i>Lb z%2-aFqMUhvK5}#~KAA8G(deyE5nMFeBenh@)G?Stvmj?dad~NJzpS-&*19e%iy~ED z@6q#LhI@Tf<|-Z%b2zRjj?dS5<{K-K2Z6m)p~O-ht^P}w9xJdV*5o`D?3R;nC?4NH z=VO1vrzcym{Q;5?85_{1!5yyLo2x63lGK?O|$$p01y7+s*x2Tr>>&h1)i2K8k|6-7n4WL^!O{<}Wb!Dfds-=|7Szj=r%Ae0)Q$4$!+)5Z?sIN2pGbun;p~ zd-1BDVk&m8uLMNoM3el@sWLMFi{{>TWSY?ac4)odx~Jwj2OnP+k|c^_HSPZL<(^&N27*_y4NoxQ$b!FoDh1W&U;X`j?vxbfH|zXr2{7(yaIglL8|BBHt1Z7HonfN>CNxzLkvm2wssc7T@+2<* zS^3nretvuD`8-JQ4%EJ7dbAwPXm=8hAv6lBxYe^v1D-wm0&pioNkh+c^WteC3(EIf zulNOPp|t8tHZm=b4j+XD`?!HblsBhJzBMNStqXP{9?P7B$>?tmV)!u z8rpH~#?ItJP9F(5GN|iih`VXI2KVf&Tt40gNZ~{*L|h=~9Hr4+IEMVdlvlKGMR-0AN$4f0x-RJBlUJxh;Kai{GR= zT6&_HZ-Rm(iEw#zxUn#Z$e6H98KrbU*1@6R*Q2p;pE^o60>L&c_Z}V>kq5RPPT$BK z>24#G4ge>gNh`+!YkpF;Sr^}{ew=YacrDZu>CHYGp)D(8iPJu%N-Hq=yUX>x*jbcv z;?NzWFSi5=bs`+GtEHZ?ME5|N3;+|5U4VAw`S71QMIzze#wy0Ff6>O-h{&9t-Xygo z@Cr^nC&Q6{?CRi>1`!9TL2KpXt_-6HE3P+Yu|w3Es@(}H=Na?v5AG`d+SwUMf(B$s z7Y#U_;malf^m>cT?*7V@#SP^1*~nF7mM>NMt(W}ks^=%iN~dB#kun>0+i02?Q@T0Q z#_11u%qP$yKbr!;gYi+=a`3-;?&1QXCmKqEAmatw-H?$nEZ!kKiJJj?h@*U_hlN;m z*wARnPEV&t{(Zw(&+s~hwD6lUh73<}9b+7DlEBUDc9a~&wVdxzps^&%gO=;pt@LuG zB;f#=7zma2q@YAGw-Lx$oI)Hfi=K{N@)<6Jnwq+OduzzL zW1zqPZ55SKtewVlA?va)T2Q~DD};!e;F75ni1873f5BI23{Y09wn?ilQnePgYA%`c z@Eq$tuc@wH?FU}Gzn>pCtuy}pZWZWz1EF{!rr6eOJdZ;z(A)bQ7y&Q^|FXw~r!Upt zSg?7=_ZakSPK3V}Sve&lvW~Q@B~eoQY|4(!>_R#2lhZ`p#Q z#Kh3>whentMFpjgX<}<5>kI2-0pJTh3X00gIVNpfFhfOe!bhQ^LO%_`(E&*+LI<{# zL9dwDnHE15CMIk`BTle}5*=$;P5}1bXs)?6f8LhWF#B-|J6U!2vgy?*IgEQ~s;qo@ z=RyH$_4?TxI|(o!1a5*odJm>+sEB|-*TNiwsa{rfMaRy(?w@?Sk%7zuE zC>2%JrkR+XmYn1r!Qb6iF3TRq<&0 zqI2dzX|3hQf6~<^wEs1~yWA2MJ)KbV0ATwK8*tnlRC7ROBG?s99Yn}L9M zk5B*PWRlg;41ldjuWY<0dMm*A`8fL?GW97E*_odsOn+R@!WP0|A&IKD@+ps(s18n&VM z?j9sR2`xDUJ1#)K=g&7G*m7`qSPTG4#i*lze{Sitb6-ur^ASwICE)y^6i^1}S(kep zV{uEId{vnDd`h04J_z^iD2OwBuq!Hchk522L}V0uRut8%P`SML6D6t(#_5kohRj!a zGfVPW^q{-JKtsa^LoQGzWw0=T1dH7U_X@5~Xs*<};8Qv+BGU8WykLutD03!D)d#~+ zxx}hdB>@93>rl$!cA_QK&aKUXVhJE z`Ne5;%M{?2Fh6N+8D{Zypfthdu~Axh+oavv@3)Sp9?FQMGQV)rS6;^bg}dpIxiU7h zo`MVK&!^)(!KA5QU76}gAIAEjO7wKpruZr<#V_lWD>OYq2oCm z&x&d12iUgpOB^0I+D!hHs1$FaB6Hb^eI60S8WAVr z)J>johI6x>LTQdw>ad(_`e|!$K6HGX7Fjag{N8AItwhU%)J5|HQ z1qKF9iPbV_MskfPK{rjpJ`A>U9==^H) z>QIoy`h2o8N`kND<@UC=Ey_JisR3i{>~DTi4uu$AzF2G-^3JP)8mii7rT?wH8`7$~ zr9IvMwD$qL0TWD?7KRiGtRht1!o?T~76vrEOnTE-AOgW8L7Pd_`Z?y7?!F|sSX3H! zV4IJF2|~N>&E#osi=t(gAWwkz7}*9EQkn3yUw6qW%yH?aHKh@W(DMG5Olo=q(+A_# zXK5rumb04&=BDgwx^8w{ydIbxY%KEe3)qn?KAy*f^A>#AEmc@6ukpOCfdDGvZY+GLFf$6w_dBMn)J75jQoaH zPlq?k8-U7$25b=HyQTmOVumd&ZpSK6E}T#kD%xA$F7WyH+h84FGlI@dXMayC4Gu`~ z9^2mG>4Caf#Qq=ZCC`u6XE&d4yfeC(CX@3m8!R+Z!@CtNvTie`V zC-mDYQN@E{7fw7RE-LEk4gmMi(n{-ngWD(q%Rxpvw2p z3`}|S5+CU6!<-)JCl&;1HBTuk@}Wl`2}Lp;OQX2&Gm_{^bue$PaoOx{MBQ%AV$@T7 zAu=TTvw^q~XejXQiU>LT^WK-^Z*A=i%nw{aXF}Ek5HHPo(wJNwYKC8;s(j|(KdMo@ zJ;~yI0|N)?=qhXXqUr?EhYmU94Yy~{o+)$i%>~6$x}XMKgTuqLc#Rl$ZcYwZKw~s~ zvwp4H*7AEkG~<9ZMuCrZ8~AOjDcTV+Z}}Bj4Q>1WM{vGl-H~#9x#KK?XUWJUB2nM2u_?}q<{(SDJcx{$@0$X0CWPK5zgA>9J7%p@AMEpz;Q% z2G7GSys1aFYd-38ImMtTBBriwx)SiKo&DFXlMbO^k_XSfM@#JE$B$4I^F?1cbxM4e z*6Y)sTHbqT8y=FZre+a3*oeu-n(yMLk6ald(9)I<4ac8ziIcO6je%JvCYf9b8^P_f z8s-DGxWqb@o1g!hj&}?cva)NnL-Htm-dI|+q5mEWYv=sDyvo7*aNGvkub6$vpr=tV z+^~)QtsTtBF;)h3tevebx_1}}oS>Rn>Cq+2yKs0M96-R*82gw0$q(e?pwn2#==*>P z52`X4byRdb5UMD}?+N-P&OtLc!NC>Hsf{mDrCTewX zAMw$_!b;8H;Uh20d#y`7^7+}{XmHOgE`r7h^ax2%O>He@dX^=nKZD*C8VHsTAI>4i zR7%#YG2e(gHxH5CR(fLmGSe}QRYi@yzkArGuU>y>RJ&??%ar$AU+V3pFtHyZg94M7 zh=!!hR1%LDRBhbX<))|?H2qt%gJJ_|!M*0Bv=uzR?%KDnt>De=I!gIPf}y(E=q0+8 z&Z!l);sVa3j0^=18X*AzWj>FU)o+al)YiVo94+V6EKpwjeoSWE!CFJlhv}}!GRx`H zMi>>vk*b-Z{bW5m{p=pB$n%qzAHFzuDvNH-@fC3Dnv9y=^V1_+toi^`k#~KV^eG=_ zT{qvp9%iilUUhP1B_LWo@1YwB<6q22FOAK!#^<$<4T}th2tSDy1oUd)&cx0x83x+% zt{R^avgI9sA%V}_;=e?zC$1^qc(UiEba8P@>TR6DDYj4g1qg;eBJ1n#Sst|k-2_Cu zHck7Q#?;3uEe37q7Fl;jb8SA~i3+kD!;a8?vc6NFHa5!|UrG7U%mnO%|Dh%E`naej z)E8)KA1{(}aBzTq^uvb_J+t{Bx`D5%uLN`gM&2DY#!MIa>X}ly>kFb?Y=t+(h>WuO z`jJr)n|9xI$PcMWh@3wqE*V=_qZX5z-Ipf(5Ic`iCa@i2FQ zM=N^i)jl@fCsLoVJehbg#LM}9ek-LrasKn$8Oq<`H+M1bM1odZ|p!R!$`8PrKP|CbZ~V0 z?WKr1HhDB_hZunVUJGa*IWkyrixXXKjeV5gJ^oB5HFkrDf{_8%vsiG**8#O~GVG=N z_HguH>i330A~l7Y3B)}lK>zu?loxO9s2i|6-R>d@_1pXB3+`$CBv%J3Zs-}23TQmR z9!Ft_PCW%1xN|4qJVlnYsXqBhR0vv}rKM2_sT5A!W_(9{DWuO(8>}M{u0DE<^2(8h zPjWJhP(-mJ{Dy-J54JK`;QT-^AP@W@4vdVDd?F|>nZLdz|3?u;(AFqw(gP^6@`{ftSMz>2L4g2`0&E+QPFYw?jlHzBv+F5#c7}clFXb_OM0x24t!KGEoUnj^ z1Yov=1NazrGqvccfXRKJ0rt_=hZ!iZYfivpDSkNGm}A+GwAME$C|~>YQ?$uOPh%eB zB_eQMid*LG$CMZUBfdpk7)obo)~s=1=wf3~jkbkoD$1xL$Y7mhxUHB&@PssKsga?>~c@8%q$95z24sTR;A*4Ek7y zclo0cx(g`r|9y4;FQTHe1W-|~Gf{*@*N8+QP`!;XKfsghXJTOljTgltI`bf!VuBOp zz-W~H^V^ei-WHm861@R$UliE)_rpVytW=bGnWV`F55sle`Sf9{fJ$Aj1y z3W|!V>A(Ld`-rcfA7&_u*v{zV#0FT5?3Km?jAaP40)}htRMpgui#P}{F+~C-0#g@Q zF%$K~_uMAA&wsvy9%IXj(CO2ou$e%<0?Hd+LmZf#GY=3_HoCugS_dyKi4}mj<&8e1iuMYq|C&MAi?|H7&NuSp>Zpo zjgfEFy|Ae8cSRzDr2@CS%(I0n6*IOcs)k!EiFgZbk2v|dlD9(qtrN_Q{YTc8SX$YToJ)6*PZ6ijZd_SgG^G4puqVt`__5JCOX* zmo0npa<^#Ecqj84(lL#K)chusK;8$&^MXOgRzo%XZcb%93cNhM+f91OZx{E%nd!=w zsg0oEd+SCwiwfMN(?b}9I75aSV?E8EyPUQmi8B#|mh5k5AL4CgiL~9uNBYbDNq;Nv zsG_V~oQi;P7i(gf(zMX<=i{`=N#Cb`ypC-AzS;HweRe%9F1a+(e!tc~%ki8sz02OD z7e_TT-Y@@{p$&Q|cm5#PD{iS{t+wBIybjNLVa*&)e%UdTo#B{e`HOsp&jlnp-`788mqn7(j3!IG&j<%*ncTUxx*2`6 zs1o;JwX~Iz>n2OOcWkfW3iKHSg?ai|G0ZmODMy~yW#R&7VH`c-L?qvd8upaS&!=24 zrcBkAm2jcxN6c@(^HWZtbD>nLq4?JU#T%B3^`oC%Z}aV&`btBiUc7d@`g*PA(p@Th zjr)szF8iFlRn@FkhsReUC{a{6PF(l^t>3-)BRS&=C5@T z6LVgz<~OmfdRL}&7zKZ?$7MB%rJRqwQN@>{P}b8cbg%4GK(KUWps2$()oRz3>Z-PcrMD^7xL|@Eaa=m=E*GNox zBGux&UG2qCUy^+K9l=t+r>^$Qr3@D z6V0==$=4s;)L;pJJiR4YbI->~vuMufUhHZ&@xGq|t94YZlQ)TTB?BWG{O4x4q7Zf7 z4vH!X2Yll7B(vLPvV%uFyd-ZmCz3MW$T#HHvX6 zax*-?34{w-(|R2;m7RqNk1ZZPidXfJJ9Iec6XzjS)9HOg{ock0Upur07P5%V29+rr zSqvKQ?z3*l#VI{sJzX}o-ELQcwD{~U)BSz+m-~KJa2MzOEGFs?H%S>s)b~8c^;UFt z8!d&>WAzgcp3(WmJ?V&ux+|%>v2$yxROfKrv!V&MpTGm@cco|pf^K@iqbR24yMtzzZfy!)@#lwb}hBQhs3li z_iN|NWB$Jm)c6Uraa6H0GS*cjIWXV1SMwrDv87GlOFWBju&KU3xB2{?nqvz!3_OPK zgJsgkdh{qUka^8YtS0J#TFoHB{KebknVRC4M&D=T-Ufcwyt_AA|Mv65_hep^UmjzX zN$q*Ag&$QC*Ply`uR`CjO) zZ+G@X<@6@9Ly+_X+8TMs7u1wR!<+H0usB;e+)>_oR`YY`jDQ|bscH>@`h3|E~hJVeL;$l7tY)A@oJLd*amF{+$qKc1RXes=hQEIHP zL{m!{R zqN|~8dL_I0jV?9&a{F5i#$f%_ynhnAgX6xdY&HR3bTj?)vv;{iZU`@1r?fFuh)w;ysY2ragUCyeE5RnSKjVKO|toes085O6S=FD8%uZRTo9oT&${iJY_ zl|QrGLSlh2M}q4o${MWKm60Hkhzcr60~R^omL?vJesM@uXtZnGpSV*A2O+5D=;*ykK1;xv;G*#Eh0wH$3iKW}m;f(I*qf zD&zKXyx348VW7pA&+P1p!0nlNw9YR`y4TmW@&mZt2OEWok5#?AaE%xu+l}VKr6ZMHcG(e(`Pq>Gx+&-N|5m5(q|OEP!tq;28zC%FNm0P&uJBAr^jJunZl~_%LxzK^op-L_<|hs&X>9)c*wPCb z-AS@EiD7+T&F1ywy*c#14Lc&PAQ!qG^4o>e!`_x4BqY#xIbmp`Pf;$OEo+I&(N6UC zgRtI|UrzQ#XYL-@TE=ou(uKCGdz9C@&NG@Og3*3s#!F#%@8W@UKMl3qt0p@21-DCz z)?I&fLV@sUyUyH{OWOCRq1`J=*^G>1bL$8B@=JV#7H!}+P5pg1j_z24;qMqz8b_?E z`Gvl(mLkvW_Ox$MX&FR3(6?RJi&(3$m{y#{CmMSv55B?Vz-p z)IUNNiv&ZyqB9pdTbragd@Cl*g67HX4+ceDg@g8aPt(&JE3!_#`uMdnm&woJhS9at zVOoW=Z8f!YZJNu!lTF~3AW{6>d@i3e8(S801~Yoc@Ahg=?sTzrzb(^T^bRmn*2ZgR(@-LI>B zK})tC0<#Z3EnViTd0#5$R#Ms!?|ip8OJ-$l<-*2XG*VHrigY0Dn&g8Sm6Dh76Zndm ztagtU#*({P2<5h7R`f@+)AH`;4krbq{3)$gsoaoaNFKe;C@Wp}h3C$nh`dBkZF$si z^v?@^ScGNiouwQ#o3>v0zX3%5UuvR$49^40RsF#Y2<+`(dhrwQ`Pgo6EbHNupuz!n z0C0dFWa7{a{2iU0H_#Txu+~6_C^Q)8;5q_O6?PLS^S+G(SbCiIqWQocYjDCKvjc2Y z3_&gm)YjEx5Cusj61wbweaJn9UC-I2rKF(tqG;LKe7=F5^}V}WTKNLL&^yrSRju;0b%8!5NC1R5e<}c0a8(N zfJ1^oW11^;8Ve+i=vhhox&XBpCH@;?BVtj2b^s2;uFXR1oYYV z@Bans&{6ISz<%+z7?}*4zgDJr&{j@{LuKjHyd57vBbzK=SDXkr2%~XtQQ^8SMwl@W zJdca^fQ5F^P#6TX%S7-MnnDkpha(jeqkQ*1I26e0s5`sIg-%O*+5XYKSReZSj}FR3{NtsWF* zyU1tf@tWSb5VKD+2^6`<|D(}ESEkAByLUgr@D3VyXh$R@B(Q>DI43Jh&@%Yfx&hL7 zbO;@BD>13+-}x!fPimEQbOca+cYrw9Z3Of)f>C?6Md*+OKp`-ShF~TEskouxFmyz( z`aOEKJ}JdOEw@vkbBm9=xVl#9pIh+j)QdIL(Fwa@Oeucdm&U)hJgMGtb>AMv2gbKe zZadp=P@BH7BWT7{f+G@RK5o(^TvFe}3 zN*gzX=AG#=V7DtH@!i+kv&lDw_$FjKBAmBxG}Xt!o9T+R>wxcIu4=yZ{n3XTqiZ$% z{8L4RLe}D@bwk3QqzO1NOo0;#rzCWjVSNd&9Lh*UT3Q?IVsNBpON&76h6L|`EI?{? zb@eRs?zmg0Fe0iQ_#~KSMeW$Jf1q11O#tf#CnsBA%(h{uBU;4;*f5N2TwD;T7`Sk& z=fHulKKFqkbd5zXUNMB`ml^}%0pS8o%IGU$_pGd7G@|6>RD@#y??dvfn0uXrN-t6`6{-`c5iN)LElM-T2lV!Oo@V22OsE;U9#mdgu4+-Nc`sN=4j-Fiyl2I6 ze_~{=bG4!pTZeaMTU(>VuJ)rJhMHRn;|2di2ZVano%1v&Cj*FA1ZgmXx&7Y1=kWOk z;M!?p%_eIA77`HtFor`eRHO_p83h>xIyo>fkmAD8pOKZt#m(KOY7cS?X#_m&78j7A zI>N8*X3VpjXDhda-!bvw^30u+sO`?axbp@b*@j-b0$R;SPe{QTytIFB%em#w)Okj?6qM{2r2=7%ZP3b4Z3NQ94$sOuw}K z8(C!EZ*>;GR2QEvsl6sN*6AZdQP=(VP?5nyhO&`jXjS2LvV+>?$~2n%)UY*MT+&4| z7CI0pK;VaTM(t-`Uqil)1*7ihNuR(#RakVGnHB1M*|3zwKB zhpt`RPrKv(&K=dC=B8e+bQl>3*uBsZoBnOPs(07K7$c?Zdt#H~ddNdVWqcrLtA*WC zP*NKEPHer)^G6QzbesRYAZ&NgQU>*x7UOFvkojDsWMjR?{s51@vHX}`rv4r)j8W!m zycDZ|9)-0us$tfr%=!+CqW ztxV>f2Psd`TAEv;F1eaNX>0e<{Lxk0%n@T*E3eA|1ERHU_f?DeoE*M?duU0%FF5tk z+SXcz_6yBcP=8Mm(A&D1V+pYaou?Sv+JhZrjA-u3awM;f%`Tv{?SOx{Z{Oi~KvQ}1B z74Irrgo! z-Z&2TPmOrKQ~aJ{Fr7OMI(aCg45QZ$Lu-@FP7jYg=!)UND)e9$XuBs5+XyH z=i$6>?dLk@I@k5P&OgT=UAs0G>%Q;L_cOfTuTQ+NawsE2BN2lHtmn0PdRbL9pswAM zioIpR!t!J?v_DV8=Zl#F-p8m?w_LovA!{+uYO?p#(yB>2mrm@zDlL`V>y13+i`}T6 zgoyKg`R5l*XG-SVKRdBr9S|7uW(9Jfx-WPiRuf->-2t)C^IJ*w(X*Fd$2v7`{)x~x zncL)BbQ@Y>BvdvwB#3gJ_8~;-6||h~JxJFo$E8IqgA&j&tXAlWmE1Yeu*f&Tm{$US z1^eX-m+pV55G9IDL=b)7zIfqXH&kRk?dXonFxIo#Tl!XGekC@^QC(<>x+61SaL72b zv6)3)sg0NI-xh4u&0U?!R@9rvoHJTr3=dTEJ#X&hBwpcq&3pF{^P{@Hkr559JdD3t zlK;xJ%?Y`!6<>b5{^re__-xM8kj6u_JX-4a&pX6~RUW!YDB{x79T@TnP4+m(Fek2~ z|Eq_^ARY~?>o%dG^qpb1DWMm_FBnerKeYI0G&ORvz+XM~T%A5g`tUfpiawxP#U|iZ zu)M-NkxCh~9?`#GEPky>HN8r#c3*;*?1+cP-P8BtZe{x&4L(AO!U-*vvRrMIw3#?c_M!urnLH+MS&i#?mCv<_&ww|+Tl z%BWV282#Km;%lpG%4j0#%jbG+kneVT=l+7@#ejqT!q2DXMP;9yE>-9caUCR>nQq1R zN|KJGy6=>g^ZT*E>Um>J-gwzN+Sb2~Tr7U8K5Xx-S5vZWIx8iOzT|AJo;0CqGas!W zdv$Up)wf}KcU23=e6-Ty&l>@c=#)$<<{82xmzKAU7e|yn*rT0}xvYYPr{)N(; zE44~W?F;Li+X|#wv>$Wc6E+bqOk)K2Gs9%Uoa3&wA9$rXmMLIn{L49N|FjSCs-% zZMgKjUZHjEjwSCWMRVW-NqcOi2=ydBdIWF_q&66y2E30^xN?teZDv7A`4y-+0|zn- zI;GA9;I1CxbU9%6q#qAv^U_%IiD^3F$9bkG zA_5090W2*9fiCggS~CvY-g3K?&X;o5w$8YJIRdG;dBsDO6_mHoR5Y=WT;u4`m#_}P z(?s@Jyxi@JX*Vp)Kmibl6+*coy65QO_z>RY5ZdoOc^+4>MHrv>3~q0fIoix43f^+p zd0e1Bh5}Py9=={!!-lk>zqExJGol)5;98Rx$v1qqssKzRb|HmlvYgkM#asVigoE@B zM(+#c>*4(vHEZ89XW+Nno75To^NM_KWVnMfqnz?t2a}dpJEwE6M^n2=k(@rp$QqT;xsjQ^kL|YWbXAnkik; z9vJ`Q!7iM0}dPKIgpb$3hRnV8;q zUqnJ8LgCeqr<@@avv;8)jy+IFwT0t{2>->LEQgSDo8D6}7P3i~I$zAeA%(0Rn^4Eb z$Boc<0EHzuWea|`@a{+I4Elib%G@0n3CN@+w639%f{q7};}@~-xu{4tmMkMId@|Au z_bNwVFYNY^)j@ySiozW40lwk-2q z88pDa-wx|wVTsAX{yTIlal;&dksvYLFD6#g+35qv0u;Kyy`l_7*CIVF?d#bzJ<&i4 zwBQlq#xQMM#SyY)3p|0ejXWj(+dKw7ynhcX%wS(1Fi7Ce1BL*e+fc16s9l6Ut+VnZ zsf`u|DG>yK@<)z9&gwhY;ec3Saf&J)+yoys40c z0EBRe_SRjEM5r_%MN0L~(PT^sE!PlgZNyT;SI9V_L-w4XwEKO!^f3V}kCg{+UN`X! zBtIap_%D&A>Y%|Q#Qu=}A|)phVVqWig5MvRUqz`zpg1KYB)p8Ei8oX(fGGrlJ?A7LbP2!5AGcgf>KdJ!*xCnnOUr{CfRJ?^dk9zEsr`Oc@Ul7D zI)wsjr_e|^5(j}_2s-NJB^!4c!9GI=#yLXY`yTj3n1sje;8?T(ei05Yh}?l+JZ!B6 zF^wR{`c?d*pyewMY_-AT3#0{Zv$hgrLqlLAk0sy5^%NH1`HkKPGzrnUkj<0T`msvX z#gP;c5CH289x13&iQZplCzB3F(QCl>!YFwz-746GfL15eJ2{r~K-=;zeHSVfuPj+m zUL1Y>jViF*;Ea7E`7X_!=cNn`T7W}Ya$K1Few;!q@a3I1k<5&k>sMY;r=a-#$_z@x z>fd;sXebf0b3hD57YRL(Eg@%86}*4Muvf`d%eXOip4FKoZm8jP&p}Pwxbf;-U&PhP zfma7hp@bvHwNr}&6>=f4J#QWp8~eJf4BEx>_rb~kSf5*U_y9~N=xU7s#=dRg6aqhX z0_BI09V@ZZ8joIJWo>PyX{is|5*9_HOEXz`(A+DylxVd3N zw5Pi}Om772h5bUQPjS3dY?5)2MPZx(d5X!cfGB~24L!<-xeLQ@XT8E62dfV@(q zVT9UyPm)jytrXW(ur|0cqZ&RSNOg6sAdxc#UQB-I7h(undw&Lllb{wr^h<0NdV7<5 z_>2If3J>U!+h^089O6bNCM=I+aDPeu1H1{@i?T|S@Z;V;WL}2F-Goo%WEC72q(bY~ zT8*dP^H|OE3)F~~NNYH5WW3LujRbr#d~nb{N((@diV`)H_kevrzF7RuwF9(vRSGc7 zmLjFIUpET4xw^JJbKTp11`e|lGrU03MC0)IX?=Ymx05)RH7JM|+@(Lo{VoW$HQi-P zw>eBkFxK!~CzO*FjNUdtK2QC{b#0xTGWmG}srMS(;VALvyb6=%zB7p*Z z6K6GVXnf^yU#RE7hJm>R(96*(NVWoPo6^qBx8=C^BafT%Nr`N(29(chpy4n2`J!Di z_FU{>!<>lxh6WPukg|e+^R>5a6l5nFa zA~%{IX;vGsOS_e(pKi713%c6D)yEc3oTC;$Szy3?+E;*#cY2`lHOx~74pcW#wNSeQ zjE!^H%V+YBO`BMlgZ3WK!>_}VgEX}R9 z*$~S7?9R6-&3^g4yBz-dEvJEYkFVO6D>EK0m$der8l%GFbpRWMi=SWO8*!~AZS?Wn zp|fFf(57*l#H#HzmYm42>9NuG^vu^2&Cku{TzhS2#gjNP4s5PmQx)_*3Daxfbwk}( zC_d)I9d-SU^NccY+*rq+2vUu4tC**`0@`WiWQk~2#rwXet$wqBf4}hvy)@-!25Fkt zj=&80KCYyivDeoeb%xu1xlR-1D~xBG_!QJA@M}W>jvUu=MaJyqnq~1thv|nMXRLY{ z1fkgXGZ<#m36CDVdA1o{<#5%9>seW;GhCDK*VE}RqzQMRj!~x!59;ccxBt0zZH{sl zR^D)Pzby@~?pqY!>^0(po74X}3KGr`u&Z5*%v6xT91s_8YI}yX*W26s;RN;gCO^4i zc0Y116-Um!@NhJ}9Vc(dGJatJu;DB!CgvLYuQ=*qJ4JR>P0hhg0s|Ht81oAYyrIdJ z$LmWHJU;RAR=%a#`bF;?5J{SnTD5Hw=o;aLZ_8aP%feb`o!bI7?MiF3ogL7=CUw{$ z(DGBvhDPNiF;)$PdTnhh(mA$Hb;aN~L-+=eNFg4i2Ml5$5)Lbq#`2o<-lJd=(=7FYNfhDqEia*|fdV@mtQAp8>Um_qcL2d+L~kbFk`bzGR^nW@ED7`2I83>R;v$?rwPnEQAKbS<6{`19|92Kr` zm384@M2(7kOu@F{0j#IEleb0R!9D!R7+zW({ukM&*FUMukIIZ-1})^}=H8e0KG^Qo zU$-l*eW=Q9BMVEz-0iHHP}dEcjv@mHO<-9}QKcY-g$^HOk*S5nSC}mvZHYHgX7b}J(g*xAGQDU~ zlDW6YijhrtVWKo2El1}ehA{)m+B)X&@omHbNR zSbcNuO(G*|(@Fi_zoa{s*EU5Ww~XdHhbEaWkt zcmBbH!yV%2jijZ4IIH1nyOno`C)TY<%DZ8pg6(sV4J7YNBGKy#X~XTG2C5Yo9-~01 z6+4GPq;T9d3nWNczDu|0%hLs=SFT>gC{FX4PNtf`<|W)=$7rSR;Ce|+ z;(JF`U!YwvB@g)uj^ftV^W6iUvf0M1Lsiy?2j1K!dIkHrl$4YfW3}=ATVLuGQb-b* z(d(5ImyqxUx|4UI+H!~$h1Q^NVI|FBvBnJ~o17eg_M5lsy?%Uiekl}T8ZAle077d~ z_!#>07-+<&OXLQwL-=j_?pg!4-+q2nbLCA<*zB?~!lc-}f0J@?{6(SXDNJNlz;q*$ z4+nT^a+*3L;*(#e6DD82FZ(f`J*4;#DiVMO!eJC(j(k*FUZYryHbY`Q!if##h= z$*cgZ1^6|mvv$=a-8 ztbbyq!Mh{3Ed0K@hQ`;E9TB0SLA<2L2x*QRxY!|YFwoOu>E8y#P1Mxv;3O@FQwCS~ z&M@}7wGFp`v2c9lL)+HP#w&?cyV~;XIN22i^X<1_cO%+A%hnBezEFc_WMY|$wivM? z#pGZ;Oqky$F2lEgN4E%@C1f>;>K;!Kib0ac(?0^0CWl*$+}xy;6My1y5{nvTXI1dh z7~EWM^(OBkP3jfFQ7@ax>0|Zhu6!3B8v4dah8?Wy7t@~{j559OKd+sPuB0j)Cb@C) zo&AsKqbkcnY83}6HIy0{VcFZaip`>_h^rb&a~QA50a!FB=%cMPI3M4NHWU1n$w?1T z9AOBLW#v`Q<=XHTWJ`o|xDV^@a2BIohY2`7AU8PPm$8-i>k1OP@rTzDij|R!@r?2Q zr9FWyw&lok(dsy8@(fjrU-`+9sNRHkg$gz`k><>HxvxV`*z^I0kfYtkq-W3MWMsma zG0STOdy0|XVW5r+FZJW(zqXZ&O$^-k*S2+XdmDu;@1uO~nP)s45`e<_#xO<$3()yY z_5O?2?WQSET`uu>pNU9PXJRyKne|Q>x6wPwHNJqdzh|W&DJdY>m{>Q30|3B=)*o8v zKA1`cD++#v#md?jP%;$z%;FzS=@H;BWn@r&bNu@{X+z>sT0A>(- z{uWamSvVz^+xwwk z-5c*<^g;6N#ETS7SqS#i%7$x`5girS4Nsr{&$@L_0h3j6=E!zn_XKXRgY&p6Wi z)~s2ltWG(m_dNA>YNaCg6)mLWWhxAmu1G)SL`84bPGWWARpcSd$s|K(fqF3?^((T{ zcRvTgTmK0%hvGI_AL}vAcUV9&`LjzIS@TFJyXFj@lCu*hnhwP2YTWPbj_9vF> z#~zOou{9f!XbslZg%eyQz0w>$O53=r2E3C7w@J1c+4x3#wu zdNf2p^Sz}JJF-Y)HlTkMU=9HeDW=wFs}RpoX@YPT8Y;rVHaL=opClj&!<*aU%f(Pb z5)Jb3&yT4LkT9mFnJAgjYD2~DXfjacYND=Qg)>SD%kYrDqDagAZaNjfOtN=&-v|FHiFGqZzn%u2}fBddn zijxumJdA_475)KOR~fip2w%|4fo$=PxwXs$o2Aee#gqqu4{J{`1CsSjHI4x_P&t-Y zJr_DSRUw|smoI1Acq-%vDNWYjY5rVkth0AY=vz$=J$cY$6AQ~T^h@>ic}gFp+qJh} z|Lu2>ke(y{BYZ_BywEKo&KmUeAeF1BtCRJJ-m&d8E-r zhBm}Di8Jaav@XN>Pz1I<=|NA-quJ}|)x)1~Gx0&_V)2H>=fVkFyZ`P>d#};FYURD2 z%>TcqO2l-@Oo-*5O=_iCCoMFnL)t@E0X}uzj z3VKRXQn`vhF=)HqoKYwJ5QGd<(=LQiw6?L73frvCXH!?d;@!vZQ_w*XU?W@G0l-&) zRU!6@tSU(pH>_HeGXu5yf1UkJG$s4 zfO`1@ioI7B#Oog&I@=#`6&o0^N zfcqYH?4Y56M;)y5wQJWx8H#yxeE7jt^JAWhXL#u9Z)tnveG-HCk~NX5l9FFDN8<1Q m@4Msg|9NQn|M?p%Z~k~J?P#Ulw`;^VRzIObd8}gg_x}O|?{205 literal 0 HcmV?d00001 From 8e6db9bc93a2a5993cb0a89a2f654ffcbc3a1bd7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Thu, 6 Jul 2023 14:28:37 +0200 Subject: [PATCH 3/9] update readme with walkthrough --- Demos/Stratego/cartpole/README.md | 43 ++++++++++++++++++++++++++++--- 1 file changed, 40 insertions(+), 3 deletions(-) diff --git a/Demos/Stratego/cartpole/README.md b/Demos/Stratego/cartpole/README.md index 57f0d11..cc58b28 100644 --- a/Demos/Stratego/cartpole/README.md +++ b/Demos/Stratego/cartpole/README.md @@ -1,7 +1,44 @@ # CartPole model for UPPAAL Stratego -This repository implements the classic cart-pole system for [UPPAAL -Stratego](https://people.cs.aau.dk/~marius/stratego/). +This model is a [UPPAAL Stratego][1] implementation of the classical reinforcement learning +problem, where an agent has to balance a pole vertically on a moving cart. ![cartpole-gif](./reinforcement-learning-cartpole-v0.gif) -([source](https://tenor.com/view/reinforcement-learning-cartpole-v0-tensorflow-open-ai-gif-18474251)) +([source][2]) + +The model consists of an always moving cart that can either move left or +right on a flat, horizontal surface. On top of the cart, a pole is balancing and +the learning agent has to keep the pole standing upright by changing the +direction of the cart without letting it travel to far in either direction. +The agent is handed control every 0.02 seconds and then has to decide in which +direction to push the cart. + +[agent template](./imgs/agent-screenshot.png) + +The observable state space for the agent is 4-dimensional and consists of the +position and velocity of the cart, the angle of the pole and the velocity with +which the pole is falling. In the initial location of the model, all these +variables are instantiated with a random value between -0.05 and 0.05. + +The main location for the CartPole model is when it is alive. Here the position +of the cart and the angle of the pole are set to change according to the +corresponding velocities. On the other hand, the velocities are updated by +a set of functions which are described in detail in [the paper][3] by Florian, +R. (2007). They are quite intricate and depends on the mass of the cart, the +mass and length of the pole and the magnitude of the force that gets applied. + +[acceleration functions](./imgs/functions-screenshot.png) + +Whenever the agent takes an action, the CartPole model visits the IsDead +location, where there effectively happens a check for whether the agent has lost +or is able to continue. There are four ways to lose: the cart is to far to the +left, the cart is to far to the right, the pole is to low on the left or the +pole is to low on the right. If none of these are true, the model transitions +back to the Alive location. Otherwise, the agent is terminated, the system is +reset and the death counter is increased by one. + +[cartpole template](./imgs/cartpole-screenshot.png) + +[1]: https://people.cs.aau.dk/~marius/stratego/ +[2]: https://tenor.com/view/reinforcement-learning-cartpole-v0-tensorflow-open-ai-gif-18474251 +[3]: https://coneural.org/florian/papers/05_cart_pole.pdf From f6f2a79707efc612dd40698b720c59d2e1e45cf8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Thu, 6 Jul 2023 14:28:49 +0200 Subject: [PATCH 4/9] cosmetic updates --- Demos/Stratego/cartpole/cartpole.xml | 62 ++++++++++++++-------------- 1 file changed, 31 insertions(+), 31 deletions(-) diff --git a/Demos/Stratego/cartpole/cartpole.xml b/Demos/Stratego/cartpole/cartpole.xml index abe7b68..f78a340 100644 --- a/Demos/Stratego/cartpole/cartpole.xml +++ b/Demos/Stratego/cartpole/cartpole.xml @@ -95,8 +95,8 @@ double cartAcc() { } Terminated - + @@ -401,7 +401,7 @@ Mean estimate of displayed sample: 23.77 ± 0.16279 (95% CI) strategy StayAlive = minE (CartPole.num_deaths) [<=10] {} -> {CartPole.cart_pos, CartPole.cart_vel, CartPole.pole_ang, CartPole.pole_vel}: <> time >= 10 Train a strategy from a partially observable state space that minimizes the number of deaths over a 10 seconds run. Should find a strategy within a minute. - + @@ -415,74 +415,74 @@ Should find a strategy within a minute. E[<=10;1000] (max: CartPole.num_deaths) under StayAlive Expected number of deaths under the well trained agent. -Should finish in a couple of seconds and be less than 0.01. - -

0.005 ± 0.00437914 (95% CI)
+Should finish in a couple of seconds and be around 0.01. + +
0.001 ± 0.00196234 (95% CI)
- 0.0,0.995 -1.0,0.005 + 0.0,0.999 +1.0,0.001 - 0.005,0.0 -0.005,0.995 + 0.001,0.0 +0.001,0.999 Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining Span of displayed sample: [0, 1] -Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) +Mean estimate of displayed sample: 0.001 ± 0.00196 (95% CI) - 0.0,0.995 -1.0,0.005 + 0.0,0.999 +1.0,0.001 - 0.005,0.0 -0.005,0.995 + 0.001,0.0 +0.001,0.999 Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining Span of displayed sample: [0, 1] -Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) +Mean estimate of displayed sample: 0.001 ± 0.00196 (95% CI) 0.0,0.0 -1.0,0.995 +1.0,0.999 - 0.005,0.0 -0.005,1.0 + 0.001,0.0 +0.001,1.0 Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining Span of displayed sample: [0, 1] -Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) +Mean estimate of displayed sample: 0.001 ± 0.00196 (95% CI) 0.0,0.003682083896865672 -1.0,0.9983745804824372 +1.0,0.9999746825125088 0.0,0.0 -1.0,0.9883705294401879 +1.0,0.9944410757201734 0.0,0.0 -1.0,0.995 +1.0,0.999 - 0.005,0.0 -0.005,1.0 + 0.001,0.0 +0.001,1.0 Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining Span of displayed sample: [0, 1] -Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) +Mean estimate of displayed sample: 0.001 ± 0.00196 (95% CI) - 0.0,995.0 -1.0,5.0 + 0.0,999.0 +1.0,1.0 - 0.005,0.0 -0.005,995.0 + 0.001,0.0 +0.001,999.0 Parameters: α=0.05, ε=0.05, bucket width=1, bucket count=2 Runs: 1000 in total, 1000 (100%) displayed, 0 (0%) remaining Span of displayed sample: [0, 1] -Mean estimate of displayed sample: 0.005 ± 0.00438 (95% CI) +Mean estimate of displayed sample: 0.001 ± 0.00196 (95% CI)
From 807ca38fc8e01a9e75587d92f9aac1d8c130b7e6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Thu, 6 Jul 2023 14:31:03 +0200 Subject: [PATCH 5/9] fix screenshots --- Demos/Stratego/cartpole/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/Demos/Stratego/cartpole/README.md b/Demos/Stratego/cartpole/README.md index cc58b28..edcc821 100644 --- a/Demos/Stratego/cartpole/README.md +++ b/Demos/Stratego/cartpole/README.md @@ -13,7 +13,7 @@ direction of the cart without letting it travel to far in either direction. The agent is handed control every 0.02 seconds and then has to decide in which direction to push the cart. -[agent template](./imgs/agent-screenshot.png) +![agent template](./imgs/agent-screenshot.png) The observable state space for the agent is 4-dimensional and consists of the position and velocity of the cart, the angle of the pole and the velocity with @@ -27,7 +27,7 @@ a set of functions which are described in detail in [the paper][3] by Florian, R. (2007). They are quite intricate and depends on the mass of the cart, the mass and length of the pole and the magnitude of the force that gets applied. -[acceleration functions](./imgs/functions-screenshot.png) +![acceleration functions](./imgs/functions-screenshot.png) Whenever the agent takes an action, the CartPole model visits the IsDead location, where there effectively happens a check for whether the agent has lost @@ -37,7 +37,7 @@ pole is to low on the right. If none of these are true, the model transitions back to the Alive location. Otherwise, the agent is terminated, the system is reset and the death counter is increased by one. -[cartpole template](./imgs/cartpole-screenshot.png) +![cartpole template](./imgs/cartpole-screenshot.png) [1]: https://people.cs.aau.dk/~marius/stratego/ [2]: https://tenor.com/view/reinforcement-learning-cartpole-v0-tensorflow-open-ai-gif-18474251 From 1b3bb0c6bd3a82d7cc709ce6ec24411f0a80c883 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Thu, 6 Jul 2023 14:53:20 +0200 Subject: [PATCH 6/9] include gymnasium reference --- Demos/Stratego/cartpole/README.md | 24 +++++++++++++++--------- 1 file changed, 15 insertions(+), 9 deletions(-) diff --git a/Demos/Stratego/cartpole/README.md b/Demos/Stratego/cartpole/README.md index edcc821..5929ff6 100644 --- a/Demos/Stratego/cartpole/README.md +++ b/Demos/Stratego/cartpole/README.md @@ -1,7 +1,9 @@ # CartPole model for UPPAAL Stratego -This model is a [UPPAAL Stratego][1] implementation of the classical reinforcement learning -problem, where an agent has to balance a pole vertically on a moving cart. +This model is a [UPPAAL Stratego][1] implementation of the classical +reinforcement learning problem, where an agent has to balance a pole vertically +on a moving cart. The model corresponds to the [Gymnasium environment][4] that +is widely used in testing RL techniques. ![cartpole-gif](./reinforcement-learning-cartpole-v0.gif) ([source][2]) @@ -15,18 +17,21 @@ direction to push the cart. ![agent template](./imgs/agent-screenshot.png) -The observable state space for the agent is 4-dimensional and consists of the +The observable state space for the agent is 4-dimensional and consists of the position and velocity of the cart, the angle of the pole and the velocity with which the pole is falling. In the initial location of the model, all these -variables are instantiated with a random value between -0.05 and 0.05. - -The main location for the CartPole model is when it is alive. Here the position -of the cart and the angle of the pole are set to change according to the -corresponding velocities. On the other hand, the velocities are updated by -a set of functions which are described in detail in [the paper][3] by Florian, +variables are instantiated with a random value between -0.05 and 0.05. The main +location for the CartPole model is when it is alive. Here the position of the +cart and the angle of the pole are set to change according to the corresponding +velocities. On the other hand, the velocities are updated by a set of functions +which are described in detail in [the paper][3] by Florian, R. (2007). They are quite intricate and depends on the mass of the cart, the mass and length of the pole and the magnitude of the force that gets applied. +In this model, the functions are written up so it is easy to change these +values but by default they are set to match the configuration of the Gymnasium +environment that this model is supposed to correspond to. + ![acceleration functions](./imgs/functions-screenshot.png) Whenever the agent takes an action, the CartPole model visits the IsDead @@ -42,3 +47,4 @@ reset and the death counter is increased by one. [1]: https://people.cs.aau.dk/~marius/stratego/ [2]: https://tenor.com/view/reinforcement-learning-cartpole-v0-tensorflow-open-ai-gif-18474251 [3]: https://coneural.org/florian/papers/05_cart_pole.pdf +[4]: https://github.com/Farama-Foundation/Gymnasium/blob/main/gymnasium/envs/classic_control/cartpole.py From db6e27fd4bbe835dd5c3228d1b476150463f0411 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Thu, 6 Jul 2023 14:54:33 +0200 Subject: [PATCH 7/9] update screenshot --- .../cartpole/imgs/functions-screenshot.png | Bin 108616 -> 93428 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/Demos/Stratego/cartpole/imgs/functions-screenshot.png b/Demos/Stratego/cartpole/imgs/functions-screenshot.png index 27013a2a85469a2392420340c4d8026c19ace5a3..c3ec0dd40333dbcf2ae9eac31d2fdfc05b1c6cf4 100644 GIT binary patch literal 93428 zcmdqJ1yohF(}Ux}`-@kS=NIZV(CSRJyynOSYdz~(bAIP%e&-HSkP}Bo!AF502whS_LXb)Gam$z zLXskaDxZ?~Qd~8Z#b-MX;Dx4sW5B|~qI9kJq`%HwQWKd)`C&G0u{&W=5}a15`>QIh zIz-w-_vtWpNw6BiOF?=i0hJh00TBUb&DS?38qw}vGJ%n7$obZrE_QY)eYJyqEYaUi z4*OUfaM{?{2r-bbQ2c~46sR9Kjq3SQJol7z`P92VwhUpKo<(~!|>elnQ0(EKVE#0snM(=NIcS z>>g}5rig9mhvV;U&y;4#f;Wlb2$s8xxcnR72m7VR0Inj3`g&! zst_U3uZ#|Zw|dp|k1Kvf zo?}l-?1KewC5Kdv@sW_>$1DCzljBt7Sj>tYY1-)>!v1F)=kF%AxWnKN4Gs$45x9iJ z_W$D1-!QW;=AG$TU9eL`SI=CnBKjfIt;9a!bZhKzT^2IEX@fgx?@4E-Ud=8sE3zpj zH8}bXGtnXy2DjEJp?uk!-L#&#yY1oL`JmzsjxgXI(bQ+t)gMuAn3_GoCL!}3_m?!n zxkY0POkc9%<2rJ}!NE@CXB^F9P8wn7YoXb5AClNH24-d17$-XLHT>b&&0Y>QMW6sj z8hUMkK=UNEA$O~k^WV5JSwibq17&c#V$7TEbFxXQ1BAz|tcOa( z$-N$gSBpaiGv(1({zqHu03k&&HRc(QtE{0Yy6d!pR)W(8_l4TZ?U=*bhDzKwZ19Y- z6VbE7;9lY@z5Gw#xOUH(l$1_5Nm?qX69hNAMRy3S!t#0Di&z9w3s+~95>yOZ<_`)^(p*E{bBUSYxJdnP|jMwP1gkFXB^ik!zVbRa5C)yD94qk9HLQ}o)J6?ePCdcUF*wppGJH*yl=gR1bUJ_T

Uocce&8|?v{{KjGVrsh~b@^SoiZvdlnO` zIb&P%Jq;Awinzip$*9sFnoXErC|(;yNwZ^7b!1<6*L8N>nErSp?&iQTlJ8rRAp2Pe zhaoXK{yj`wK;;(c!uiU0U0#+c)<0r&9jm`Vo?5Q=4lIaIRKrqIi4S99;V!E`dV<}V zSH%mt#DOG~rR|ip@~^B=!wU2B7V0oB*1x~yD^|TYoLyjs6tpz4rcc`tQuwzX}|c7 z_P7_$+A3TD#rAc?t1MZwRkF@+h`o8p=&Qn!sg;Z>ee2^II-^irj@> z%E{bB%Zu4ER`H-pV1d@+*@<8Nv#2Q>wnPvaT6MN%P2NW~7>g&_Koo_Z9wIpQfX7ei>tG+kttGQ zq)v|q)3?@dp!!mElTA*Ds+bXwkshLY8DtDTSO5(3EH7Q2^YMlZj$U>>Pw<543J zp@T0d?B%#weBk_F@gEoeu`om_HKiUI=rLTw1Ix-1K6(Z_}f-&2O6XZtcA+rv?XFn>!-8;^z? zAmy$6Y^aNdm5}qHsOTq~iiE4I8Vncd5BUhh;Hj+Z6*HHc$lW_P!N=4y*^9b3N#UZL z`gH-(pxVPJp!NF#YMuAo)mVv4-HY$R(jr$3Xoz+=UHvk~ff<*4A}iS7&5U3wlJPs& zC#{*Z&&Sta=3OB?3yb;^zS}+z&XTW`J?ocN(B9K->~V4{($uiz;Hbg2{o#Ckl{}ZxVyGj` z-|3Wx^3ft?hG@J+Qe`6$rHlqc!sV(-YMVYY{*&|SKD7?NYQ+s(Hpz9MbjjauOh;|A z{8)z_==*f#xiOh;l$p$aOcYI~NV-n-TZ(i!ln7R3K zTa&5QO?BfnI0g2hSL00v!k;_Y16d+-$})B-vsufv3t2=QgbV-Lo8%BmzQtYfJi}T! z{AKH7SWIQ%Gc|N25P6B-xpuYTX>>>-8)cvVY3_JKi+Dy>*XbrQy6MTIglS0NadAvt zkYlJJhHLS>Da5#7+ipy^{M2p?k=x!@PuyLu?fiua|3gKzc%+k_O^W?(?b9d^H+~gwRF__k{XDOZh1wN1$s}X#47kod( zTS>X)XenGRD`9I?9q7wyv0-i6nT^}+4kZhICc1vF^y{9Jgs~|p`^o$SCHF^1J;MC! z5h>_5_OS8@JiYs{LK0qP0G#S*;{K>fOZ|P<+48?OO}m3Q)p?OHRB1)uwGw}RsyD=j zQkTeMgeapXuXA6_{OJruX zs180wk@WA6E~<9$eI0|eZG8JVi1j_Q8#DAuU%(`{4wt%$J7Daa$G(4I!m{r?RX0mv z*P2!}9K{-{g#(JDs{8>DL|R%hKu1eKLF*3 zCyf&!8h&Qn!cLOsA>*HGrK4@+K2f$?9(uWNA}ykgq2Lr&E0DhZFtM`Ks0U@iC@;{aqznLe@6+k`cmi5{^!GIqwuN)gMkp}Cf3 zTBY&Rc~haSt**!?IJeJLo>)L>nbt+4V&!O^%0^~IqOlr42V4@ji%N% zivC`2anb&4uZrE9PP@*En#oe{JEzxa7?xVth`1m9;J5d<)cdE#aB9sjC@2V%MNK_^ z=Dn@%$&|>{)R<4rQxy-}Lnk&gcAIpajji|R>z_33ABlIt+VZ@P4A-j<<>RUgrN{?G z+zyOldM+1Hsxe;8uXX(CC)LN59!rzb z`p@gUve~7JA_>tCKhhI-zHn_1bl%)Gn@&7k(+|3L*vIaEjzAP<=f-~4!~7V?ZhO-S z8t#3cqI7dxRQU(joh>aVEx6UL+cpM>IL;jSO_8Lylzr(kGdE5$5>J%a(dVC&Kej52%{~R>R zIti+-lPFNoQKyFSKxRn!!})u17Nx<1R~nHv6A1uO77bKKige8(4;|`Vn-|eb=u{6< zj^F;2|3pZO3`kc5CD)6`_lSvqfbYAH! zHh4`M+vKd1n}cQ+Tr@;qMRoPbo0&rVBHRGnRIktHO|(KHitwvXS2x?z-tp9PxH7Ij z6}~n6*r5Jy!|96v>C`XF_?#Syq<%GZb+3zgm*}Xd>w=O2GYgCB^I6*f45GsH^z@>l zn+3N6V>*TWM)&S65deq7*+=obyV=p54cy@|@&7B<4};)4gMW*l^*)L86-% zS&m{AvVKrl={6&&tZIGhymXbh3p2) zS*VL?p42KyyVoje%k5pYeugM0*WvQBPMF`~hGO)loTa3kiDC|iQioDoQtw7gprW9- zdwBf)`!_2qYubw4oB!eVq@;S``23vDwVb4pPEszJ^BFO5)914tUnETC1Q}>}csQC; z_WE))!tld~?1ER!%*>pepN2C<$^DT?d3fA+#tIfaF6IlA^R6d9OC97(cqV)B5w_%) zs=YNfz7{@o`H%W|!tId}JUFMy>jLudcdmA{r$gtkE zQ&ZE_bY1I;M8YHnyA^u=;zf7pcocR~`sRC$^eCi9JM)x|Qj7Yw|-L@g`rA?;;rwBI`;_F0%-v>RP zf7UMd-*eyqzuSa%v!Ru$p^x=U9!1(v87BMTb5H};gG4aN9*^ z6BYHH%YJe|0Fw8{#)kQ5?tGn72r?}#t&fk-58Zm~XU~{S`f%->gffQy{2_byjzB<8 zZlEWY4he&BYhwd3y`jN~{RhK7d3#6+WIZy2~P8hZK?8%xp(tBZq0DiTcS>gq~|!37+= zbxdbCk)?%&l!Qc$%fZ4}f$~i*Tugip4-?tN2lB^ii`j@<;&`_)okeOtS0~||NpnRd zTJ>q!spU%+GH8v%dneQ#vSO1vjA09V$p&eCLhr7Z@3AZZ9Ei&spgHx$Y2=Kj0%xnY z&2jEI%xzD-3$I9_ojA(O&&+9N(^}tFV?1D>Q{BBvac!9V&oOl7pq8KvIk_bX-8pR- z2&IZWAxKPp8Mo3dzA$0L2a`TCg9<`+bzqb6K*~Gu20}*0(wmEe0Du3)q$E^$AK4`K zXMzF((2+gg&0a-YTU$$u055Oj_4PHqc9n$M#ZoJrsp%$&XceY|QT0pm{C6U9y7kT_ zH8mP?a{J4F0(gicI#;cyehR9po}F%wf@}Z#_iOgYhcj3z5t5fLU(N={lm%B7R;DMD z2EbroV)Gn29EE&;$t2_OJ)5+Ma(62$E4(h8CY8pM!SfZ1u)D51xR_0A9=!O!Dtjtp z5NJ9niBJ>pR#x}^ST5g1-G;_OdV_$)I+X_VRzTPZwuD zMdat_7ZV53M?%y0%NIdm;Xm{BF6|VsUr4#RwZz0smRhQU5{Oo|wrb3VGl||gUtV5T zR#vvPx67vS=?V)Q&Q@7l$E3L*2Ze`+S5%zT*sX$?G2+$c@fR*b!8-qF$?wM<`BrHD z%SDt#ZBEMTQO1L#8W$ahY*A4qL`aoo_yPC7#}|=3jaUc*L%$=mj_AJ%Ia!Y4O`f~8 z5l<4DE2e&j5g4Bf924Fc4%~!EXRoF{P$KtUexM5OL|bf_I56^Y`igW1w1tr9$iO|;n8Uq{h%<4LO_9(?q=`#Z{5^~C`s_w5$hd*aF zx?R}J)jSh$b*;_KH8Cu1`%(&67*fYWQ@NAsj$RL{zJ@&#~wpot(_$w4(y{APpUt=WR_w!n8Pv zN2Sy5#LmvnaF#f@4KVOo^TYajA0N^^+%$Jm<~kM&>(r3*tQymIBKXJRB^2Q9mo%DC za)kA$OBtL&wY4$ehNRC>Up*rlbyc?Je}EqG_UR&ngYClRBnRx07}asjI+U9{Q@}Kb z=KVLG1W{fqOiet1rgP;xTCry`qq8INK0nR5?v*c_o`kWaY3PdK7?N3ccZi5!*_ z8%#eaV{;3&Aa29rc8svD-1z@EfS!9nw~N!lA&;o0_rS1y>OfZ2OArk6)ps5 ze0&@f%|ar5nH(pksHRqxo7?gG_ivD{M@H=D zYV73X?vO#PiC^b2Exjyq6utk5rEn3#H(kSjE4? zfYpap7#k-Cd3puPaN0rfPRy|b0d=R3>X8rT5j7$kv~5tBRo{DasuB%wL@IA}xx8Y) z($@7Wd3EiT4%XP{&r|$iu*3+FS;EXd_35Zz)(QsV$Y6e!m!lvfPn8=>J3F6mkLF1( zw|s%SySvMiNf?2PcKh;_=pwV?_`c#5HC4X66*9{6aWap$xusLhUJpJ9s9m9(Ki~i1 z0cwGWC}%JOEPn!@M_p3VY|slT3AMAUlg-V+w87<%RW|c85zfkbaZ&X&@*bGp)j%7c%k;C{V|B*`){f77&6(z2?7 zYJiNRo;yiLH%Ke8B_Ke|x4ub*7BA0!1-wZFH|+DI?Y7}=I0#Xg`B~msAyqcc%JUJm zBpnivE&>7xQy2(iY!K%4=u8HZxg0k7x(5d2BqSu{8OFi zEld+$ddHk3L12@D#L%^-qPK9uhEQ7zdQ3(}*?rjs#l==uRw@b#Z-FXiV@rAG@}s`KJ|#uh z)%9w%GXj(gK{5?GwX>wkZe!CskQ9MbJ4I9{6r&*pkylrnW3#HWsnJx3=#nB)G(0a` zGQU%X2(iV>Q_tDH<>q`Lzlh<8lP<80@bQ854i4UoHWtb_1pDnz0A_r-e@sk_zUMZn z+vmNhGG2Q}@s(Rd}Ae*P?O1RSVG^Xf$ zFN4Bo7&rHARxn1}OycT#vfuM-+@5t4O+1j>^vkNm)yyaK7kw)qYl=kXCA74_QKw0NupN|xXseq%;S zald^Z<-^2nh-;AC#W_rF_8j$6sOb+hO!PT>LZS-o#&N^kZX$e8m;?fPBkBx(1Ac;i zQfk7W#Adz&mmZ;{r=#aO?wWla1CH=J+Q!l8s(Z#(FGB&3HcSAVs8`r zqN(KBSy{hD8Fq%Vv9fY}>t2?uU!Nvz^Ny zDdmzS)Y?PJDl4rlEN1FmN^8hjSXkb^RS*{TeWQ#M9TQV&1LXAXM9@hib!qBUDF)0? z`LDOmF56UslRw#1VX$-}y15-1-@Kv+{oG6qiQP5D8*fDYSq-#Bu|Am0RKuzNEl&#Utq)4Yc$cG9P(!XjqGNttGnSXnMvV? zy5APQ%Pg#0DO@#Rn4B(`+%Z}zV^(3; zF|Dv!^!4~Nh(=P%(NtByPRv}jj?OBDKqjz&xwUGA%1L}^XJ#oFihgJv2q-i2FDavsGUf3 zzkAm7c_0e{O=OyI8M9@!ul+Ze(EO9CHxzyyxhDUlNK8c$aWyq|5H4@d|6*ffTd`}4 ziW<*Un!kVl-l$ptdV@{(=8e_vL`iOL?i=h79*JX6hkzR=wmgT)u;Y=F%+IG-wfr%u zpr@y=wq5kxpW~9mOX_d3Uk@%SDmpESp*Tw0Yj)o{&O4JIG)WncndEt!@ppqYfRgyw z`4Dj_ZJ*?X)#U!$RW+}T^gectVPE*&i}T*zE)seE`}CDoBw_wQ`v|2Nk5}>^k6XHv z#BDI>kWuN7D<;dDxlb%^=3ysiiswz5!+KZmqi#{Jf*8Z7^3J*c&Tm#mv>JfW@=OzJ z+hPmVy4 znAA$on*Y9qtlf$P4`lYJ1gp_>mu+sYkdC!1>}jPsh@+DuJp1Vwd_RqdQT+@$ zdfhs938`yRAXNGH029cxtv-d>GMoa7*Q>u6 zh1F|%E&0<1uy2^ycX_QR+tNS^Z>iW@*+fTvuB!T!zsdlqqmI=ZqzYe zaAU(64a0MFPSV=ikASaq_Gyo$SOW>EZ?_8b&~OrG59nmj<|^@O{OuQPz+@KoFR;pf z_wm@Q{%;Wl%NJ@asWf2+$A3e&w}#u(4151jTm@<`vj2k8I{n8_WQ1e<194-#-Z+lG z^b>NG9Es2^?A@fr!@#{>E`BuXU`a7%JOixvm{}!fU99Am0eD|tr7Z$uj-SvrFF0NW zYDVE(XZ;L;7N+59je8sZC*b{aE*k8@2M(Ga1`Gg}7t__%J+LgYDE>hB;nV&0^i3f$ zU?-u%p=mF?_7C?K)*3^F(T*ZokJRsC`Z>bN%bCH|J@%)hq&z=828ai2(uuh_9Z()f zOIt29xZ>gA-My#E$y4F$8@MM!YsqI+f2&E<=Y63ku$`D&I0IF2vICXS&$zH!E&pA6g(|14e18FTeIT-}MfB$2Ss|^JO1sVAm zc1KZ&^eunHEs@|4Q=M07ye(bF?_?bdFYIsTYc4M<5A$YRd-(W(6f%mv_s6P4{}=Xs z?b~X0b$517#_x84W&Fm?HQAy=zd74JHt*c8w>DU3>d_l5NxSN6sR(lAiAFvhs3p#PyEbQ5s}V zkpT=aw6>;aWCXFH#-P=wudk07Z(6!WXFrBU8BpDnqv`Oy~m{@`akvURThpyulA@is{d@<1?ZgVJauRJ)FV#ixOi+F zemDhM*8~<*XYA`J#FhD-?Z(5!!lowA_wQ#zzdq_|HZ}@!^0|5! zThO9loPRBf-}8dSo>2_;=gnsd;ap$xW?*v4<|f00N^3%Ol1@*8%5Szo8y0%rbjI@8 z4fcP^P?aPT^%cf?4j}JVgK{GRI*Z`@V9<&jo?C<1LIg*U>qyeFLzlWO@##ePT!hVy zClYq&w1ZBR2g^8vM{qS$A~C&7I-aDyF3j_r{MK-j-4Hj^H5eB{VlzVwTw^py;QFh- zx{l*=*(W@*2P}Div6%!P-@?X*;VCk^^^6ES3=B+L?-gKI;C6t6gF8Dt-Pzr(wwive zIS=mh

b&z}#Z@)qUhB0lPi*LeV`tLf;xp`yAtTo!($tVirtQ|X0;pRZ5NGZf6; zzkde!9RWeTVJAjr1c;~BqKb-&i38cHISA|UTxcIZ{apHz7NXx)9QZ!*4>^J+o2EDk zk<*xy%#qBI!_gy9-CgNjx4WP?*d5N#QO(VHBf-VKt6W^SPr0C`BRAMBn=wO`8jM zg)WBhfd>hq@>{f5KSdcYku}wsJ$UB!2xeVB05I!71_?Ehp7;7f{7_NCF00Am5GO~yxR=_={%k{;~*f>F;Q$)5_u z4w9lsK%bJPw)Vqqg&FVgBk!`ALk3L|9c5(}X6EPKVPWV&O`*6wwHh+#D>%2dK>#HALhKY5wn%9W8;k*gsuKR=;}@?nd#+>f2x zRTSQ*+^4mtUHf!3v`!-Kk*t+KyZ-A!YX2F55pJen(z{PTo=b1DUsRnU<`)%3FM^&T z5QY$lc+lY|9;mFWOeo{ybh)t=d(svV9)Jh_C@P{ez5}g*G|y}E8+*`G-45HM^YQgv zblps;1|j2ky_X0D+$`Y1%_F+4Ew!q2!XOUwbG9nDb&nKx)J@Rz8)v|@n~hc#HlST7 z-1r;PrW?taNa;rDaKJFuwHgQa-QFUv<0A`HrSFN$W6q}K5eVEQccUm!$3BA$7xtr! zUjH??nNt7KQQFSP-PnTNyTG)8%^w}+txc)=`%iD+VW0oro{+GUm)(^8b$1H~C6e`x zde!$ex~AzbK3dXV3|STauq-S@NN4Ftg#QYpnJM67$H(>!p9mZr9LSXAzV7T;K)#5) zmPuHHphAH3PfWxII){piN?N+tZncAp zi>tf0_d?ZFLM*(hp{hpY7`LTj!xXAq`_)GApTXB!ItHVE!Ph!(nQJr4=AjD^K_&Hl z!Q-?w>0V4&SXfnceCV5JQnM$xe_+yWtSz{kS80BO80y=`HTFjKE3BZ?#tUGcfC@+K zVe&O`;Ybr$gX*dR!Re?JcIHDw4h6A-Bb@s0VXelEk$!yB(Qwf@m8DS$Mz;dY?i|Y2@e$$4)#e-D%dSC=bzKXs| z%jj4s60!Mqb;4P>eQOS4;rIr&YVJl%2cP@T%`ss9t=B&9M|($|lWr*yvZI!=e==4Q zN&fN)nt%2*(O7gOrogm-xY`%`u=gNR;Q{J>%mb>jHYy<@p$X9VC8eYkla>yVky~Hq zmA@S9??)gdBO^1Wlm#@;&@c=1e?fbwpkN!6^Yiobpy%Dw+e^alX=QCKYt%RKa8ifP z{7XEg1S7pNLq+GcE1E!14!nT9Tat;OgQ{UHv-B8(y~1z0XQ-(Y{0J@Y?Z|h{_2JC5 z@Fnc!T@7nvuH(HM$S5c%qWnUz=|?6faW)N{WC1#4YW20z_1dll9qsOS9@nR<{jEc1Lp6YqY)>5nMin) zu~g;{g^gF|CN%Za^dOU)yv2R&f}5F%aYw}j2pq|b+`u!c z*-=4>o@|tFRWo2R--LAIpN7Y$XX|dQY%Sr5>}@O@FUb`(&;03dDV9zhz$ySYeSnXT4}tvshMvB?2lOW<$H&2zXW`@1 zvv(0hLPEmCi~yDb0)iya`@zD-)~k1x)zxkEV1$K(15LrVAKH-1vtV)tX~LzbQ6dlw zF8X&ce3^j796iV(kc|6{v8XXz%5Q=)(&-vBL?|mku7Gbd?Pbi@njdfmr|0nHLqUBo z1^>N2)Mo=5`j7>v0SvtBPI2YCdTV!W?(qz^GHZ^o&TMsfAaiMmFA<31=4t< zrlBzf3VKkxYQBl9tGlj0XmZ;eNGUVyl$sv-&SbbhSG&5uFUP+0zG6BqE^fBkmLE81 zvP1h#^lRpRvSEhuz@TA#=838)M zDG~7Cf$bje9U)fVobKZN34Br_+5)l%T#P8(^`eZj0`$hr(&`o`p`}H>4cW45$3l>A~Uff6y zu|?U17oO^-ogDf?E&@5ybHQB)iSt1WE26;QEPT?+b2?XZZ^SI$#{A(#uQ z?1a!OTxJ;{=ab}d>K3n5f$J6j3#*3v;g669jzqG4<0*R}Teva)0C~{ zYTvU+z->Fe*x*)?WZDi$831>8NMTzF_Y40OZ+vuhHUte3{)fHuALHhu{gWU2e`){J zll$MYe?A`DXUs<&+0*;KM2{?57d(wVz=BXe`Nf2$XPx2P9{dUNysBo0P0 zvaGyVkojus>Y^eQBjFd>`;AMBlIvN?>=YK*zIq`P zV2KfTwi?jT5VQW+n|hdnFMC2oT*V26bCj^p6@fuPwI7#%19KCjZe81lG6)_X{*6w} zA#lK6oJ8+*ivz0vf=UkX@bJJuWDJb^|OoJ`xOrF?Bj1j_+PwPG)kn zPMp}0dgn1=-fJDRL15sobea-n-FD!l02KbYppT%XsR{G|uu6mF5)%=TklNkdZN6MV z1>HhWDS$u&0%~?P`O$QVb~Q6D8WK{#+S=ODY9}2nEvUw-YIAb_Q+MTQ+y9&H%G!{} zM=x;Z{8|2}R-zRf9c^fA435}kdxYXOz_Wl_^8<4$@bCaj?)v&V@Vw48B;Co%$e?*Y zTGbelyz}z%f`XpV#3M4qzccQMX=@V!ZpH=b)o-@*QHjcslVCszd2ld?-&Ily!2mPXRW=dy~K zboFS-4AYp(^{=CnxBYQ-KbBs7H?`_Hnda$mb^&I**04gd@|oKdj04~IRv<#mR$SrT zE$1a*fYGMp=BTo}KHGmQq9Lj9#^6Vq(3SY>|9d=9a`^wJJW+YA!9O4XRLad~6Wa1= ze87h4uSV((z3rBi9bqlOr-*!TI9w#5|tw#o_diL|;sf;0s%Zb6Q zzfYh?uIyn-_EiWPk2rbII*#pmDhw5FWJY-WPe~%P@K{N@+dGm?xcpvvsq0pK>ZcI! zR=dy7TfW~n21AqH+{Wfnkr2`7%SKVR2E>_NvVMd}>+Kk-`xldmlnXP9BZJmce$$ z4{B|1``<_T6ekvEMTB$jaOZx?y{x_T>q9$oI$A%jxrw?sGaDPB9aX~4CQNdCV`LH- zQGr?NcOiYusHB&qp5#Kh?wu5=eeAPF#vslxSVQ=hp0t_a0T9P+^!(ytH1I%2M*vNm zkEdJ1poVe)Xz{|;h#FL%6cp=IWrpfMbdHXW%+1WEs^w>FuCK0`xPP~{3VtSQ2lXHa z2S>Ew^Ok5tRaI5<214k+GIZ+w=8=jByqQ4~%9v4DZAH}uTI7}Lwkw2N&J3nX3%_Hm zaj+%~q_KCn5rO$!QwW~^7Wh4ds8y=jQ|zpp!4zzNBsQ2>hE)2)Aml5bDMn0K+$PuV zVE>-tq2b{hCs)kOnVQbPj6p&|0@4gHCIFMLo10r+Zf=yak(QvI-a=a&JQUJC z13aIgk{2J*arupi!|76acwBC zbUrkRDE*|g?{AE9dxk5Hyl&S^N;>*oF7izdu!=72P)`hjMC zV0EroJnFz%(>faxAl7uXV*Z}l+bvi0P`$$lv zZOH*)s+bi-kRiSwoJwBSF)2uuqj8Jwpk z#g+IKXEp#U=G907*XAD>YP>Dze`e*(V@T6}sD$+{t4CE1M|f1Tu76KlH*FA<@Sn8U zEk5AM5P4p{2&P%7eCFf2?V7kU@YW^|_MA?atNn!?5XZxhC#w{MGZ zFB7VQ_W>8o2|&cvGA}kpw52m{rJr(fgNyg+h#hof#d4F8|FL;e@dbV#+yuo|L1AH( z5HBw;7gr?adm|%w&>#qINanQ51ci&NY?z;)UvzYIPR=^8FoQni+WPuUAqzQ~xVE15 zBZyhjJYj*fj`d4#{eKOp%T8I>oWV>lB2V`TW?Q}9oKemJa)? z2LXHZ)O5~m2~BO%G5IMw1bYAfX3D|4?U*2F&XKgXVQS8hoF9QN2@fx9CxymAFc~XO zwbc`FC*yiaAqseey#-;ses#Omw0gXH@&?s49IzMIHP&cbjwyiFgV1wFm42k47nXsl zXq3^onrFc6S@$(k1b8&t`?g%)ixGDpm>+DZ{L=Pf@M%?u&Ho~l5%`RYd!AAloD_2; zY|B4Z&4lQbloa49N>1K8I7mxNYX%KjpoZ-T^Y!1S8!ET2&!b%T_zxvyjE3c2sHS+x z$;ikE2naj^`c-s-nGKf<{7<;EC@X;VxT}B`jI3`2%)zFc znEOoVno1=8q+TOi#tWPyJ=wG~8@(C@!^B1X^o270G+`c>0G)x)gK(+dOTu$jkP@8y z7AWUNz}fK`3~D*Dz7my+33Ch*P?2azn=pta7vXn5d0sSLq0iZB)I)o&>6k2ZMfJ+w zQ6g1bZs6qM<$n(&*Mt6dEtzH#*Tt$#J629m4tmbY^KL^(>J0@HH9O0SnplKi6r-8R z@XhzRUXaFN2i4@i3lm9=WkUru6 zIfYc3zTzbD&h8beD}L7+*Rb|79_E`ho6?&h%a@hs93@YsbgQJ&Z zD{cxC+FLoJWV7e2K?v@z7TTQddyCD$cqnk{Ub8Z~=tq`KQfaN2KrE^ls5 zuH5P9=x9oH%Rc!1B+Fhz2*|$NTWHj7SfC{(1@_)NkDb9Lj~hHu~b zg2kNB2L@oG4dvwrL9@A|t?d&?-fnKuLhMQOcb>n1Q?X1K-Ud_tw7^AA6tc*v6kUikH}|bw2puuZ7uJ`t zSv?=Pl(Bp-xwnAIvR&79A5uy}B_$-3ZV;rE5(FegKtejC8%Yt6mXdCz6%i0=5NVK- zkVaBky4e@soc~&L{cEnZ=h}OZ@$Yvq#>Xe2@B2Q_eP7pk9p`yhQ~<**Sq&n6q5?iH z?)J_Opi&Gm?eH>zd=nWSp2}l_^F0cfFqjepE!2xCqRyhBuRqnII`NZ@Av$P&umXg8FF+?8W?!EQ95!7sne>npSS0jePWnmbl{4+ zb9-NmdktOjmCKzK2W`bsSC1*_JJNjtQ#dzz)YB@P-5xx)fBe`!A+hG?>7D)O8zf6M zb9DpH7)t}(*>=f}9uz4^l_QjAJ+AmbM5*A_Cuk%#zK8%$ccPBySy6{@QCyU9WqBZIJsKv)|W(t#Vg(Wxj z&zvbFIZU_OKcIRkEuGhoS4)iBRr9E{`mqQ~m{ihr7y13_L&E|iU$g{5xqGtROReve zN__g`<~Fgg(C6PH4a<@5S@7R{b)wL{Yx<&9z-4&q*(=MBE;CN)*8MWt3^<8&%paba zt=sK?{JHKdTBVw5!are_{4#=~I8W<|Bsu%7;ZvKswRGWkt&vx=RHf$LX;8A61*N5w z8O;-##`#WPMS&5~bPpwwC%TlB)CCna-RPhGb)AQeQ~#4%~jVjNNs(Wg^l5Q~m= zW@INQ>GrLaX)E)$)HOw#sO=KUu0X+}C?jH%RLy?r9hCeXvlI8?TA0C_mrgpmwl)_-Ss* zO@es5dR8eZ3v?F>;RMf*J*Bd0k%qb4lj$AvQBy*zupN-mu&``cyM6*y0k)KtrHg0+ zpc**qPqyF}9!!0ovHMtug@Z#Onu;wGGD=!m=@W#~@OF(=ZcdD6x`~v`o?=_xi;MTH z{)eRIxufKCZuST6zD~xz&Rp7xx2^g8t=RW#b6$LU8u4{~3D0>ny6jk_y7YnddKotL zR9G9Ke`@=a^B|OkPL2?5`Wc-T{Y;lc>`|6<9Yn%H$}k~xk&ut}0PBXOlgyQ?S}`F~3=RX#duIJNY^2cy09f|Au_|{9` zOFq7V{~LR>lqTiXgs0$In|?EaVdykRTu_4~uv2Se6=vN@&im`SJc)RSx3~9$cn)}nHV(JHP(QoS zts6j`zhJQnSsU-G#T-GDnjoSuS`y8`#z%pg?e~i>=4LS(k|DyeRzhTNLp9n zYge!G-o7p7ynM~0&Beiir{l?&sw%ptP>JdZq4`i0)@4twl_c*-TeRawb7XRqua%3U zKc*ZyTRe6yUQz8)H93#fJ+ia#HWJ%-rhJzWuKg(Q7sLI{>tB_Ol=f36)A;+_cVZ|s z`OU@nwsjU%-l+%2!u&_N?qe%_S`=ZHpO*R7Oipp_3Ia6u)WaT)`{YK z^T8W)bMp)rksGqI_wR2iejgi4mVXCN0UShl8u~Ay7@jU_P1`Xz{V1zX6qQHyy29n2 zNMO3R8Xr?BKyzw6=iq1R?D$L7)QP8FK~3c_ru_Lih48+};8sC@5u??f%Mbo6HDh}r zqZAgS6iZFV>j;(#^Dhc75sR94Ma#dB(1!UJvZ=F%*H-dck575&B*$+%N}DcB;K-Uz z@|+cj+={CY`qcJT;z0#2-6QYWl&uY^K(E6X0#lOZITXY~_Wa)OEcigoFT` ztorDYi<1+&FIarZc}-#PgyQ?^)qVJJdHIm)>gV?Mf1r?%?MR!S=|tN`b!KqRVOHw= z&@*}9WJKUs9%a>2FH+2&xmK{EJ^I9h{#ZuJLh93lEwU)?1KD7%IOA6 z>WuXr^;fZxoca%6Umh`SU9Xey$;dUmJs+R5x-T7SZmFstB;?N4eICRnbIG^hZ5PyQ z?n;smv<4rfkMUdl#5LsD+J^#y012~asg*63>pW|9ael6dRvZ+@TVdJnh+-^T7p*SEMJOCX=--@n^gcpEc5J;K-SyFy z`)y@6_&o6vLUmd3DMy+YzF*MiWsijzW29Gmx%arJffi>&dMdpFTM#Z6AKily=Sy(G zBKMbS;gN!@Ap@_ zZ{ON-fQmUy+=u$gm8|S+Fb=^*5{3?w>DTew(6z$20BUh278dAIp`VMZuP!U&1O5Pp zW@hB4{Z%x8xVa1$uGb#!sFTa7nOVWejV+uP~yvKY6^fSRZMJhZ0vgb zg#_*@nLF@@EJiDyJb~1lyM@l$e$;(zn+TV#r88`iw9TTea&zlN+zXAP=$-A)i~ft~ z$0J8vIti_6kpz}QJXX8|q`CSj_S|kto8-y7?7Hl&s*y9Ews(yhVP%Q1jK~jF>-m{> zY_=!vz2_aE7{EC25MMrM#_sIoPz=`(;Df+k9a!?r%ov4a{@fACc%^iq$p&BbIXhfD zJ>KWk`t)sbGHt?&cb0-(qtfkP8-j-)!x^rpt zl&;!R9nk$A{ZdSYlJUNZx*1!L&E-IIOlUdzZEIw**Lfso^al%XFoMUn<~+J-vgNva zt8nW!CCPDLwEn0S#ShbmsiZTdOoKhohA9vO8AeS;f~;O|LCLaMjm!fnlV1;x$Lf8e z+%zWINsv(%tHLWh%8V+kuBF1&-}qxqPaVG<{xl&snn;S(?A1-+u~=M&{pU>$e#ZR} zG~bd%haHFZ6(qDN86~5zvONC_DzdCkyeEK8o$xS?ooASj(bBK23bwNsI z$?l&7N`kHWZ@7n~d2eK92b$f|KSDpS5I(jLZnYK0KvuthxGtoh@#Ye)h=Pv9A7!ALHU5@?v!e z#rNfB3Z$3V7%_&+RQbEo=QeD4y|6wmC60^qo!n6owJVHsg*wTc$ra|Lj9KzuId{1(dxxv|~ps;Xe?KmYn zn_m77Edcr`2CE|iccmG+3`=0oW?=Y2S_M*Sz}H<`=wA^CkioA_0Tchnk9J_>1mb0GS``nl%*pm6(fef`rskmsoltp2Ql;IujP#83XIhjr{8?qU(d{` zHAURLDTFAH2JzPOsSqFca54kuHD~|+r-Gm@;IX?6TnCf_dPoh88Vh0StgNj1^RsH8 zjk2Ue5eZq@MQ~1mx0ZlLY;|Ud&{L4%!~+v~i^tEed-RczkEIaltIxWCmC% zJBu%-$x$^P^${Dtjz>d^)(Jwzo%tISl*B8%jw;uX&G@65oEJQ5#e+G*n)|sdLESR$ zJ^PQZD{WHG2nnI`;-g`0rc>NNvjk7<;$j6{so)L(dqK7gK&Sfp`ohB1ck@K>1bZup zPs=0I@crEVHdKO$zIAkjEOz4K2&LAUbdsErz~~P`%9ML;15g@|-~F1}$$CwOaP4Xj zm~ojNprZNOs9zB>axbUIBg3GNVsL7`x8JSNG2Oj~K5j{jXH+wfaxLR!=ZzQWWViY{ zb;<4zKE?B+yw)P9F*$jU=^Cw6c82q)`2@dF3XUymGEO3LLm@YqrT)+2vcB`!he5|e z_PGo^E_6L!m9V!DWo3H_$M?6q9=A1Rb4mTi;W>GRjwD>O zi0B6727&K+V9cf?Aids7+YFu z>*|87)(ZG{2ASov^uYR}xS(qqI0(xai#z*CD{@1g1Oqu+vljZ93OAae@dxasjI4Jr z7?mfrAv9#JVvm1g0*!)#An!|VRV_vCiTUfaH1E~NG=l?bISP%xmof-yi;BA1+FlJm z*4FNLV2JY;{(T%AHd}M;HJ;{XW@fs&69%}YSd*9Mx$~Pd?Gb~8@~WOxl|W7|E>IVI z#$;-l6=qHCv^xqAiO1@1gM1AukcxE8i{@Se4_gVjof?P_oAchEstMw_0Jb|vf=OF4P+im%&a|8oQnS#u757kQQ9 zQ)n+uP;=lqOJW$Wzyta#R{f5u1bTn2FU}R$=bbtCWyDf#5w3DPGP1$0p-Pw7chJMt z7Eq_8h>9zG&&y`X z@4dQ*>ASkJA1XNudp)&J_0>u-QOZ;l(<^=_jNHWT-j^yabuG=+j76d}G)$N%|5Yc^ z3ju;J(1<#X3 zo&7u$7|T?pjin_C;e0_s!OfKGNP>v_r#EjNDJkKHFrvVG|B=h>54veP?{-Md*}lZM znw^CIF{hyl>D3|URt#K__m5lT`A&XF{*&ov?Cto#Yk^F?#6yw#k?0IeS9HQF)|JLZ z&syAsiK}Y@Yc`|pyqHf-s%+z0ExF6^PVv?>RukE~UVkMddP+1IL*vG#tiPFe5YmG9)J~pbafTM!ok2GrKfimMB}~G2U=qTeDg)Jz-_i0Zu_y)H{$|Z(R_b@;P*Ov zK?6g8e-!S;vHue87i~1mKH8}4RCy@|bQuKgiulQmX)-;&zU}(X+$yPNDt>T?h|iJT zvhn48R_!#ydkm7U@omJD<(v+ETQn~d_eZ%OUB!I2_BzPCi~Xr}E(_)~1`kCVe~cyGWUw@v`y=g7!o=mg792;$@ihle3|qY7Hbda^kATGx#< ze}6Q8?pU(y4F!Dx(Tc4hhjU6F@}#bI3sHgGJEEsMVxeBhbn^UlO=`H}ZnoSB^r?`r zb=p_^r#V z3wOKlKntiEnOXm>L&|A6Z?|uDsFfS9I@C%*o>gS4Z}qxVO#FoUbBkHICJsIX9C z1OCuUW9_di?PmikDg+=20}$(b_g;jCKJfJP+`w3dv@a+DfhGsVKvXGJ#C>aXrU^hv zFx;K(Px*ij+c`2a!foWSKK|;qoi_Zqxz@cKufC<4p-6o1%Gk&JLVpvsAzKXOk@S;?_3OZh;j_Z)~`Xl1}2VL4EGe+<>Cn~Qygg`hn zuJh7+C!WK3;iMvl0NR3ek*0;O#Y|?y^v?WG2Q)ocQx62NWKi39$=t9~!lq8j3FE%5 zuX=F#IJW#wuHmRMN`tV>|M)qQyduDRs6)U!THRd-YX3T zD^u8F6dxg8<*bVcrSTF*XfrfDP&L498Wj_B^#t=pR1TjAweOdi5uj( zwlY5F*EK@^SSub7PM#5|oor4`_e{urz4w8bAYXN(3b}cF7||47RJDH&_74q?rg@JS7rwhpAJy``;y3%F_{5%G)x5@Kn4(f18gWIYV;Z+i<*@KA^8ilN%WlbyO9awGo6 zJ7*3WzaIRl8%m7CY>c=L^3t|m(uPh?{VqO1kZ=&pr6$AW(P;!C_3V!r26U~+HiU<6S{0l}$o#VFt-Gsk5g3~} z^s-xjzv5NorURB6A^*iRaDw&3C~xaLk(3*@ zKKuKZ(h0uzReJ2Q1U@ATghl3ZeMQxt&??{OxtZu0*ML_{;SEYgmtqL^-1p3vRaW_0 zj@2p^R&8ZA?NyKI1ok($kc2X?o5ACmX>>+084N)gC|cP99+~MdDUC0by!dLd3^^VVHkC=p4pvewHs`)F0zFq?XeC2PiHKsIDn9UdJXer5lU1JO+) z4Qq`JWoFbDu2PE2U~Hd(R=ZU``eUy-7M`HTZRBwY46&~MW^`lMUFBHiTX35Cy{1KCW?MZ z(C6*xQ>Ui;-(;m`qQAOE)*F51`cppvd-Twd3*fP!;TLKafA8$P2%3Y; z;%5gw&taq@8K zS(}@ay};gxewk|K*A&&OGH_pATn!G|y< zC|I%Nu=S=t4xG2{+#1@t8-7KLr1JdmjJ$)_l%+=@@4j8l;^QCcFVEMmr#%}Xto3V} z0WH7V_^=&_0yP`Oe2e17DR5M4I5>O)t+3K@@wV;cGYgBKR7z@wIE49(Jy-;+_W|qoezi_^s+r_r{Kc#|K8T5t6$kNpb!q9o zy!`SXpJmBxp+k+c)cXk6sWb7dAF@$Xn;1tg_qjSJ@Bg;S@Q0B=@+@h+$n)y_*D$Sn z#$4#}+fmqfFY@5|#oWecGN<5Me9>OS(QrVdt}7IpXudDM>o6Bo6?tB$c8$g2nn9Wv zNU!RnxSFYo(vq9=({Txx>os$0EDMViN4=!(HhRW@Tba^Uc|eC-G0Yb$riArL zM|0RZLjnc$#luk8i}8aTPmi2;`kR_&A@dSiLm?rd3n>jI$ADzbcg9CGfH4+mRZ2p_ zjJ!N71QG=9Uu0sSB5*qi2vq#Lln)j=%qw49)+i7NuZP#dPA~-$d&92_KtMBu6qNp4 zg*pk$YX=8zkR#6rH?q2?07$p~{_*9UGuIxEe=;{K&wgWlZsV`^QP7FoBT+X!JoRgl zjm{tR?Hz59rqj^wLv{lmszw?~!E0M?Ro#V(vYCP*GP)U7q4) zPom@pVn20?b|KIq;D&w1qB_0 zgS#O83u2%Ce=$0$z4HbpN2m>O+1TSZ&H^}pvh7dfC!h5= z3NmPPbgp}J!ps0=8ob17eS<(NK^qJ>1>Ay|g)P-{XElmujXQyp_guu!S%Wxx8M{q1 zc8hUW^hwW{EuNDoobR5X)fV~aj%aJZeLA9BbiGPH1!JJTm6M~2MlCV+aI-W0`-|UN zT<;Y;gL5xEG8-li=;?WpUq2HsO<>6SOCSB`d*O%WBDgu6Js6v;S62_3w74$o9{3#W z%8E>E9>f2XITR{%)O@&e&X!<$h$%X?&zM9gBJ{EPaeV7YI>x{VyDX?8l=!)HXU)dsGsRFXOwsx<*`=Jgu3z%z>>7Im-kJ+Bi2oP(-#w(&vlH1S#7}_ZW z|JRNIDE`Nl=VRh45D)3%DG<<4>(0-fPu^sF4Jo0E3k#?cUS6Vzh{ulktc(p-@4$fC z-Mdc@9R*Y1K2*zBXV{pYo?ciOs&<4O4ju;|^A*~d4j6F|1=kNP_r1`0137zX zoG{3d#E7F?u_4g{0>&T$k}`!VND+nhocKt-<29YM>iha(D1<^plq)+%Ct(mV*dL|_ z`4KVr@&bnud_oa^TeT%4 zgz`=jWpThc8ImNNj3V*oR;LwhOk1>id(QVpb`y{Z&%UWi%Az3$iwEaAe>jVY(273P z+9(U*DL`)el+Sr;RFq#wGTh$?uyFQ4O&{I27Y>h)VV3uEYz*#LZ%BlKn0@!`$Qvkr zAos%~EJON~mT`Z9{#Hyo>;vWHqPV3;O;c0n5an7E4|4!`EV<2h#0gTR`rX~`DP};P z)VSFnh}M%{@fJlxR0ETeIMTzT8yarNq9A0WmZD1B={bmRUWiD~`I4oz?4>Mu+XbHt z>Z}+P-w!wZMeq;<=lzECD#LPTK4Pw?_apE-+~t<7>_%3PR_Oq&YH&<;8vL^)5qE_& zXP`=Z^y?FmLDPqEJiW20Zv|Q`QEh|k{{9BMi?n%(#^sBg=bu4bvM(SW>FHCjDMCz& zdm_(&Dcoo0N_u(K#>EXb_=N)w2;CV3L+bP#S>XGj(=HB~8#LcPKsbtux#I}p`eRo@7m`{|;T=BxM5T6R_^s6p7xd=)lBgSyw-Es_f zciYcRIQaOJAD^NjkfGn+(UCQG?cC$d$%!XIc;(7hEjcxC6irTY0IqbA6OvzP-bV-O z3?%0PqyZ;OT&JL*<5u0@5b?X4GkIU-9g^|see_>5vn*p3WO`~cCuTxxSdUR=A;}k? zMVrM9)%@-oL9LYf^hwc-%s;*%&kM#1?K=qkAV52&eGW*d?OUZlRy>r$YXY7K9)Og> zv_D1bT89ht>#M6pg@uyRyfj!#J}~dc@R`-r_kxU# zZ-qg}50$B7v?(brA*OnTnZ;ALn@AfZC6&05oxJyVVc3o0`!Nrz7~^uTU^luMfntCH za>I4M;c3Z(uW5ISQK@22vRK=o!}3?9#)x@+wQ1vx{g`tr&JVwdW=oStXuhv%V!u>H z!^h}qKGm+Gh3uJSaega3AcxprYl(nS`!9rfWs`T18HK#f%{|}hZq<3C($XRZ$k3S4kT22B?_wr` zwLMEc4>7vtySW=a)Kv91u1{ls6l4qK9=E(=q-9hQ4aE1eEBXrqIp*%O9g7})f>->bTQ+0hs$sHW2G=Z?QgU>EGZ_9`Xi z2@FXL4e5&K!OeBzR{^yiFK;Q(YTMf29S1JY&4Sqv^+K{YNgvz*j;ra@ds3KU&sdAh zuB>z#mVhx(#^u!vm;076UK5PMMuvt0wJ**g(XWpv_;mo7ht`Eszq{gYVoh`HkFXM& zZ&C1vs+cto%Nws3dN2&=u z8CIxr^N(xj%e@Jj4vNlu{DVL9gNieEv~*3q8z-0$T6>`6#44Qa43U)#N7J&`r=}Id_36nWO4_D zg@lx?i$L4#sYLOGKEcYuVt#He!|e)UZeg)o*{E&%AEfnxYq=)FW@;}dJ6>7v@M%&M ziNxD~Z|iB3Y0oLEp&znS0mBO?S zdLJtV1u!cr!BPS_Bd}!D9WGo?L8ZZmVn%?E?*uY;!R80txdk7^Mn_{0INkyY?|$=t z^Jb_(qY$)HpzNWz(*k1f+O=;6TpqScWQ2rvFtdY7(A!r-*+fO|-OL}vpvp=y{Q`KH zmU4;K^KO_;+M)FE=Tzye!J?5)hHm{oXzho8)7ocO?^;JVwZ!y!8xNcL_w#3W z&Up9|V+NG=2nGL%ByJkkmb@!9xiHC?lbV6u$6=v{B8J%T%?g!@Zo?!COIQ zi_MCU%Zkq%BTx;gy9JMX?tiI{I#w!8?IKwy`C+ugSrUES@Q$U|&X-+#yrvJvy1{JW zPRh=&TtaR~-==s`>%{|MV8F0K$PD}=H$WnX!vr9(^%rRa7aJ3kd3O^3@87>+Tmn5{ z5=`(QehZ|60JZ6+r;r~BnE+S>1U?6wGjHW$Aa?F>7}FaIaE+thOi56%G>i4ZBO}j$ zg>r)A4g}uwSDCx|o$;JL1S~jo_KRA`YhGS5VcR2EGK|0G6z@C|>YJN1X1rNedA^G` z#F4UIsyKQ-REk!Op*e1?i)x+v_E;^x4}lu~iJ(osKWqsaNtqRfeu=}DE~K~!!&Jml z-uF*Q@Kg6>!xw+PvSP{(82{g({$*-I11hd77B(Zy6B`Sm`4K4i2KN}Ssra*L;)R;e z;?Q+v7!jTJjhMl>kseV3z1mR=uly)2u&mGYv)0 zTLIXjx{Lx@V=wxQm{>)yvBW54nCEvQ{tc$z3tE^*JUEDbPp)O3dB)D*UTCCY)Za){ z(a|^33GUePpSK_Ok$_rxgG}_*D||pI7NIDGs4zIW;cvt|q35&zAmU2>-*WQ*DB{k~ z|4&6+PpoT`q4;HwsXrf>?Ti!=#GJp3M&H2w=d!LRmel)6wLi8VAI_UVCEI`hp#Fq0 zmcdQ`e~!bO#6?l;>pJW#se};_$DO|=-tc|so@J>&w{S)Ul+ov6hN$B7WetV?2i;n$Ty=AlT zv|3u8RBggTSL^*-_0 zI{EYG+X45$<8JTbq9i9blL{fL-?+NqKq`KIXIKxMgml%^woeW#s2Aen;>zK`K7M|F zpp1du1M4fm<(at;p)AclsE6RnD{#uh;!TYIZx!g*c<*2S8w>FNN{!~Y0#CewYZW{- zkiZ6E7oZ)RnwpA=brYmVb}4|`#S#Zl*l2I>W}P!R2exnzY7l*9cFt+{s>+q67~l3z zkbceTQ@Uyomu%_darp|9ug3Fa#~hj@g>yU_n$Q4 zC3?~U)knKdr+zCG+bRToD|^mAW>3$Uv7ayaCk6<)i)^3FK5W@}NtJuu;eidgkF(Zf z9oG`}!=g>S9c$iU_&b5eycY27rPtwAkKyb8Sx+9NHpRI{=3AESlPM*$y3mC5{v7!w znG~jt+7(ZmSR}r&cfSM5EW9BFKi)f(tmrJktzA!-x#%>1So3N+X)FTeuDQ!TTiju! zdiWe937j&g>Klgh0^ga>l^D)3{96^~mY_An=la%q`ClW@!%Y7FNuaCS*LnSS1bT`n zR8ugmfU+qK&Z>d%?*9HQ$oJAKHSLD7Q;y-oHU%|xT2j){;bJ;eltC|F!nr1JK}Ap< z>xT^1^YZr1PRi_N+Wwp1>;Z|hX6atHJc;d<`Z1iTMEzjd_#N&Hh%gESNlKAt)pB@ zbWQ|7lEjFupCmW6LX@WDhG9*Yo3~#|UObeZJ&#|DSeE5PXN|Ok==s~ zQ})u^yk7Q4&E%xOv!|Eb8R#E$08ixieG)#B6b13$c?$_ug1aeel|H8Dvt}EbBkFEE zrwra0FkweSMTM#zY54l}7w8ti@WE*@3Jb|?y)adS;CN2G8aIgMfwWZU&#A=41bKs+ zU>HzR_wnP$hN2nK4~F79YwNARXy!;d5?maIypFR zv5LrFFwe*>wjJqy{=gib!uOH`&6A!}9>|ipIVR#l%4#`pGi?VTu9>*t45g1&%VSb! z4&c(AE)2QIt!MVSKS@eIi4H-btrez3hpYK5=NA!S+uPK__!|7jTSC5c%=ienX8JmT zi)X`ktlwmOc8FOH2CJJ+Q)+*bneA=`*#=15#7MeBCuGNHoTsV&K#Mr3q~lxsUWLy& z-JgQ07*};6@Qgvq5GojIEXm0e;n-FL81s95@&BrTj_Jyx@-6LO z0OCPFPax&zL<|zwd2oVXXx9y%x;*?vohIQaEpkclgV2W)R4e*nu|l`od44H;DP-3$ zgEX=Ea`zfy_yiUYF!tyo`{(D$nO>V82%0$r# z%!Nem7O5tVTQ&h`7qTw$&vo_QwWWX8%SnFUFf*MVI=FR*Ls{a+zbW=VVgv-FXm5Ih ze^(k5kc`?K>Z*G|T5_6bnj=5QF|bV!#}c2GbIh zj6G=^MGt&rUr;Qw<4EFq>T5vt`P0)xAm4A7#UMH+mlaGkG3MN@+cO z&6r0^RTU1%G;8i(x~K#5rn_I0e@cWjKTpt(U;+Xhtmb=d7^DD_z;f%>XSYAU-aUwi zHuNhlpBVnXtLq`vv};va^`y=p~}sEgnwYd6_jAc zlk>WapRAj%%OKv2<>q=<*BO!6y_l}d%_B&mj$CY2mV7YofQ2r*HMp!SOLOJP%{!F( zuN(3ERiNr;AWCi(Bh-Gc#hMvBWSr0wnayv>c7&kBUNc{~|C=j?6{nlwFO2^^^4rov z@={*T7d9Ruq|MN&`S-1HSC?~<=?YhbS7p-DmsSkpOFB~l7PT)5`oY893QBAQ6gTi# zfu#xry5}&z{Q>!0t1By3W@Z9daX~1Tjy`AA@AVDPa&c~oE=&0K!WqaHxe~h7puD(j zOujEHgsGcuihKXV*RX4X#}#S#@pqvG4`Jzz>Lu@F^_LjLCJSZ&;k~N9_Z=SJR1HQP zrvcgQd!2hIENV+$It44`+6lOUyY5%lPzr0019OYPCf#DWA|ZXH4NXFxE{@?aR;ohi zFJ&JM`QNpBcG`c??gj5U-}Zfq_ug;M=a-Uj`k`AFT=MiL(mwLPxE;~W9NILmIVh9O zs=H4ThsfjfF_|+9YBzo-%l&$M-ml(o>L*LP@3f0%}=r_VKp5Gq!*er$A<&gl|Of$=Gx&*XRd3|BCqn> z2$Um6zZS`?Bpj69`_lD|JBHry;sxY$G&Xf0)4b-v=`+K-?*Ta#X^N6A+{mj!)<5XV ze|W(Acdq>hrE4{!Y*+YOE&^i&3_=(qjQ7B_5#p~Ai6>7|V6~Q4BED9`y!pMS=Mn;( zKuR1RNcn&|f_MX}AUuFZ2JwN1pa1=b4lP_aZ(tz=6)?}%llUs=K%=z==9=t*TiOo03P z{+yp}oC6C|17*qi=>{D7G}C(5UBS}coDxZJf4}Z15HW)b2ZRlNKNpSgP)lgJ{JY|B zQ-k{iD9tt~HsZxNnZr0#HUwRk2q8^jTcLw_7pqCRYp=1LS97NRU|aCae$|(?Dx=Kf zMZroPIs8!FD|>iVxK1#8e`Ly!ylQ(8T*wL^`Q2%wDpRp8bDZjdbjpbMg)v|~9<8lr zUFp?k@C>)(bRy+l)+065j70jpCc6(zXL6D|b{BR64vT3!oHKXS+L|g9v2HQSRK3YT zS%TrhkLBeUzTn1&&hFY}p6ZQiF#2#0PJL^EDI{trwazO@5UE2|3()&R#q4&!qi~^#}D4r=mAo=75&#N4FW9|fJ7M|9CSW80DW?NVj?^&44+a^ zS(Rt${Vxn9bx5Iy83RnPdJ46VZHek<`H;4xrL3FRvuU{qDU~E$h>&X&k?jOwc^+xR zr8E0mBkD-+!HesZS?v$dB=*W*|LXlxu&C9yejMd{HYT1Ud>!15wI51$?C-(P9?gCn z>D9d*Wxrqw(FTehO3RI`V9`F=B^|8i_?k_>f9AJ-wDed%yYfp`X^HgXmm&S=_pb3E z#`^X8U@%C0{pVmTwQcuqgp!e7I}9I&)y;CL>jFQ~Iwu}txMm{~eM8qG5pU&8866Yr ziB1tdY^Vbf7+kpzs8T0mB7Ar9-}KA>K&8Z|=Dn2GKBGgcEazt$F|B}q7-HyJLgDxz zLwG7kLaoCpv*SJ@0ppSH;k`f^&06t}w zvK>wn=;;Ce`yoWxDdoC4Il*ic#rMA$ahRByfvrJb-p8-yg|NG8%M@AUUSB3wZ5+{n zvH1tS$L<`nDN*TB;n9i~ju!WyzCzV~dU~*XU*ZK_$)MZH`nQQ$+pr3?l1{5OTu$ua z_acnm_P{rp>6x`5qNM@ks$_I@Y+s*mp+#aW<5Clgf2uTUa*QU)<4njDkqWj?9(D6gv0)^hLd*&z~C`G=68@DZO^ zpYq=JZ@M8|6XiKQ23?yNm^t}*lo}+RiOWGk^@nm9>&C(^XHHJf{=>-PU$+PFF#X*g zu*uY({-m(8i!rpXS$*ySbu$_ZQ8O2!oNSb8zwpS>9s?xjbv`FenSYi%)Vt1XXo+*R z;>$0hhR9Wh+7sVa=;zNc^|RhUQx$SMra(<^;`V8v{-^h!h8~WQBQJlKZ6u{l|Fv4x z5u?UI{etyu``_-uPmN$ zcU&yLbNsYeWhLM$=J9Ef%~&{XQ>=@RoTezSUaOtoMqe4ENyo_NeaG}=A#xJn`zibjCGI8&Va*>ZFj7$ z=vZCA0^`n`s!#Kj1VNX#F(QTFjHnxAVcf0+@XK<|M=%Z~?sKbmg+Gf|-1YRlr}r>4 z0`c8I7L#omk28 z_NPm6fzf3tD?gvFJ=0RuAUDALMJ?DX(6HdIl}_e-t6 z%SJu%z49YF+j#UBtu$VaWD}?#rC*SYXx)Qn-QGyAb9t+tQfNcO_hGE=I}Z~+XGuot zsCX~PIiSd+3x5sPrF+@vB<9d$_@YjWjgl@qOVHr_VLGcQ)wR_n1FkhC$o7D-EeH?d zuJ?pk@?>RChFr)L7X43585<3l$jn#p*Ny7!{dm?#pV7KS;A8qX8gL~jbq;^xru*CH z#e^5Xhzt+Y|96>z?4^sZlPTn42n${OQKNwnyW1c!roY8axz^%1vl3#w>c`*zm@}fl z7o!Nrv*A0mCFKld4r->d1djexj=Nkr_}X4|xEV4~R2?&%(ZleRYwhyw${{~0Dm=^q ziY$SHKkgzouZrSM*{?Bd23!^M={(Nm9QZ!P>~p;Cn2WKk;j8$;*%Qv@gm`mFLiD?Y zKwL&!vF0<=;uEQ@D?~jZrsETc6_i?iHPJWsbK*~Ruq67SnO%X`z5pBs`J~J|Dk1{E zuK}i$WBf7-F>uu6m&(da7KmvkzN4e5S>e8I3fK`G(5a}{Ef;eOl-`Q_^>Y-XDZex= zEJ)W;CDNT8$-8dJG~6UT*y+REH9OMr4_+pS{)ugjFLcA|6+RbQ;B z$J%;b-Fs(cDcl>}?2ch`L~#snGtqXsHy^eaqAk+Dc}9v)bZE23*xMV-Y_mh|G8ots zCJ;;(V?~tSmnDWf(r0lQ{VpH*de-8vti=}*l8*Oq3vfsI$pOKDdkT!l-R~|9OiD>h zU#1p${NMpAAKwlMtA%ub3{Q8|gF5E7{J_ju@j6${x&t2yXd)I3m6YhC=5*V7!7SqNkhROOF#bl|K7 zhykvutPBVY#0h<*p>YZ<1Zekwgu>t)0>h!4o%;#tTvyR&=H{-^(1;r}T!iI77GYH2 z|Ha)~hIO??{i2Ho2|?)w=@tnAY3Y!bZjkPfMi4}h?(R@J1SvrgDUp^?Koq1A5Jmb9 z_I~4>=f3yc=YG9B`@>dYvHok#Ip&C8+-7IDhuIjQVqqizDLY8$gEY!rv;4T&SUK?v zkU&w?S5kUPomeROOxMt8<0QZK*xh@|>cv7!XN+UC9Qv!ko#xfgTptbV;_3wM*{OHl z5-jElzY}od7p8mE%!P*}h1N(VD*;g+Lmpi^<@fF(G?t5u{^J2rQxCim{PN5@=yZQi zOt%`vA8@X+mj7z`xOHLM$T`bB9$Ep~#>vT!<3mdxt?=9%>*~Pi4yrzQ(!>4zgrt0Y zd|((K9Tl}UQ63KtV!*V7QaJ+S;hhEOJAlqLP?te79#j>%_SrQg^1ECYB_PoUfomF? zT(HY)oaOG10F&v;%1wB)sVONxM)LFX@?4yqFS`}+W|xe?%V-3|hX6*^-F+$8xLmvm zGecOSQ&7rlYG&Scw*-+YX+r2!mFMH(fXxd?q{hU?f=je{GU}yDYA9XEDbW!d!e=u` z43?+F>R88=Upufj zKZ+EzKX^aINAzfjKqB~YPvc9hao+hZ^UWam3Al`J{I`LjWOd`~6pj^~l}sbAXU=%9 z1fG6ZN8pbKRtItnkK%46eDE8>x%}a&lm5ybHG@rs+vx4Q&OBsm;R+6VEG1Glrqb_{ zwjZdyKWaR_C>GvdDyn{2%1yP&3o-A_+r^7*QA~Rcf08xp>!xAo1_Pc5y7eVgd8 ztcrW6pF}-$8H0JD2=(Nn6lSu|9xZ=HOlMgGT`+kUDQ~wQ%I*;i4N8#r>Em71vfzaY3+fx_iq3R!T=&*@0%Rd7YL9AsBT)KA7kG_z^l!q z)nf%vt1xT;HbIG~L_WAqr>3Q0A^m0fK=m?p^D7w*|*E5?w;J#<5fmyS}(q+ltQzinb>O z@vkp;ZUu~V=2te_iA+P5FaUiLxRV?RUtn^a&<8sn^!Z>06M=hnb_UENXvKMWdXD6Z zkwILbqWWAq^u!59$EsNZz`J@5x;N6&(s0DU{1051B}Cf+rYR{YdHs4aI6*f9yas4I z(1rmD7;HttWy|$(sM26VT}Jd_TL4$?!vh7_{QdjoC(#-j8iZ6-j#gHlAl(n0LqM#V zf#LF-FboLu7JTGv`0)FnodZl5R}iYGHE#6)=Oh3u)tF#(wsYRE`O+2ARbRgcSRL3l zfcfDNdfWV9v_Kkk`bZ~=BLlrm=HpE_VZ`s@v8Fy>P`dfL@mTX-v2SLhZhazKaNc5OfkzHPU^ za%MfcLyHiTo2am<1Y}Wj8j7Hyaf?f7@NkxuVdp(5tH9gDT`_YKy z#ybAmuP+x@ipbb$vA`tmASN5!Qyv^>45}J^v#s8^z@}2^0FsUBa zO@kN8!jar}GplQ>;uihn^|Ys4z(f1;j>+2+xSnjBew*}cnI)=Uz#-EtRW#K|A&rm_ zHp)v>p;U#V>~kJxnXT~yj=>2cDS9f69hcF+afGfOUJXk2nz^*nnJ~~J@)P0It9p2T z>gVQG2ik1$eJ3Cuoe1KY$iBy?Due4#>XMVgRx{Goed#d8Vc`v9KsR@H;KqxDoOir< z!GWB@_<3y-SXBG_`@nfH?ey0L-46qUqn@jh6%`f0r%xMMg=Q+KGQpS2TocX!pr#ds z=y@+RJB1W1mA<7OaH^Z+n5qUZ{oJ72Aexgceo`mJ!TNh<)9Rz>N8a*|1K;0QDQT8h zH~MO=cthNBq$p*{ALu^eA4FrK48hp_Jkr#ZlU)t3bqM?zH zpHG)PywHAF?DW33_Y&R-I|+`ZXR)!mdU^}smnNE;mE{j$A~3y$ZW0|J*Wf$AAoi=< zZKIYe@=>511$Jp)cXnv$=t5vaLC*JQ>(N5H zx+KSl;bH=U@Z3k~gg*=o!9gk8S8=1UG-`SmG97>!x4(LI@N=bY{j?uuI8fzx#Eat+&0F-l@{wYU+oE5y9TpY&K{MXg}sBOOWs zmpE3d!3)y&VUB+T5AG@?-+Ji%+rm@m=`y1vKMEzSN+8eAg_M_qa@56|XzwGB)t+5- zn|XyGGgqxNZP}MR{SM2|jExLy7K%?Q5`w;4eauj&BtU-B_L03~LhW|!>PBwW!hikw zSBsc(Z_&lexcF5Sj1ovGpxICsEY0RqQOjRmsE}@uClmf<+pdYbV&RVbob$`Fc7IDBBNtQRBlaTnKdgwZjQqWdM{2Nv4Ng zt<s}+dyTTC#>NiE(S-fJ3wTM>*MTAkxb8XF*?}Z8N@#U8_eRh< z919@y0_zJDi~CnRN=wj-w;=ZeuyI;q;`)61AxzkTbC{JtZ%41;+Xjgh7%m}vnIHaD z6UWU3+a^ypHzf4k-AAd1JM%`G^)|Atwb7<1-FPt+{CE_^{1cWx($=_3q?S($KO45h3XsIa0so9{kKN6i_4zlgXZOE<)8_B03>b z!(S!@FIW>ek$ilbqok~@nes;t_x2JK?fb!I73M2}f3}L9eAdT%dt~cWs5Tyofh-9m zst`rS`5Zq1$u9yO7*BygL7Kiq$en;ccyiKuXHen-8nlEE;^cQ_P$K3JY&%@2RSSz|HTyJ%(*-IJ8Qr?qWfY*k&kAkihkM&)p}N)+sb% zKA>w18`hN-A0nTAeb^_@im7Dj)|q>E4U=qmH4j^Y~&%WREs!kD3pzJ zjjXYR>qSjX#7I8_npVcpN?Lk)Wkp2+(780H4oxtB^EPR%0*(+p-IV^U?6sb!TMS6tod{eUaWX?Q@wPqDy%4r z`tdRcB%yNdiC-L?Y4ax_MI~h=a`uF>KoAM+K#du&1}s3ds`oY8_o#@@Jd_5be8xqk zzctrsB!f?7c|h*+Ho&ka%4J&Vu^ZYxKW=MlgQd&F#8hxlAo1+j|Bbpq#dn2!KV=o# z3N428Ji%yT>}N+JA>a^5NK(_v>YN1?)hBD8phykBpPX!8FT6Q`k%iW|SZSEK>(?=! z(lU4E^eFI-J~`M{AJW$rKQi=0z6#w@8I_VX)fYhcNLIYD4oTUZcbgK5!;8%MN`F7W ziTs|3i;Bdq5*I(n80@Q^ep_BJHYALs6fBW@+raCO48$>}J4moncqf>SYw>6!>{>{g zT~}@gPqkdSVtCjip(A}}y0$C+h6vx^wYE13(avdT!pz0$>PT zy#|%f@@t8H+{C0*O@VPDrE6IMW6z4AgCIpXIDgl7{2Egdb&CVG1;^mfrv1|a4B5!% zP7a8rs0wz`z&im|W1`KJ=-`n!%R{ZWCEr<|x&F9tn`x9fC&fu3p0&7$t+qIkgct>}6Jp*s87+t} z7*bf%WN-_o{1NM+)qo=PkcT_VzY3CcY*flGluNOy=#(Fx-Tl&_?89JqG`^h1SMgbX zOp0pQj1==o>h1lf&kO{zV|F6fES?7cFA?xA}Fh1tp^1y}h|WE5pb+mE2Z zAOH1G-MmKeo*o=reQg0nkYNvWi>^a;C~!M9^TzgvFmi(NHjoAvJNzII3xC(2zOQ$HUr|4a(07UE;}J<=N)EW?H@9((2`EQ7aK z1X{UTc3FA(6I*w7PEOgLs0U(ur$?SF$*nH)qT@`X3Dh`Qd@0!{7J}Ot`vxlsQcoI+`r2PgPXE87@V8jh^*6 zQO@Mn4|UzwoTvz<%C2eO>R!XoJ1B_2HH9BCWflhbnYayBXv3768!uEgcvVJLK1~if zj6%)$>k1;(R#<=_Q!zUQ3vVs0$zooJRG-Jcj~bK8#9U@%^PY0v;tDR2UUP!Rg{v&B zxBHIB@+6C0OjuD9+hi|e4rU524L_L<>f21`jvVET|9+znAA_Pes+5e(+rd;$crzez zcJ@7963kLOT8#y!dU|^?5XiP#!EObVvhs7guj_%p zH;-1(ypStTNs)L(WM_L7IfYajczW=4An9mcZHteTC#z5Ip>t}hv*Z$!x=s2ph2G8$ zY)iYZa>eb)xSS{KDWy-A4;TBV*_6iRs@$Gh0<_S^xW>A??t|`zHhv3yAqOGGr(-D- zTs7=9FKVyh_-=fAM^9d!r0#wcc9r5i$$R_UQNtrU=3ytTZy+8)_zpN6j*e6fe)~-6 zL#2{*rSR#{rKu%@JK7BS6qcYj21O3DI2B;yF~i+Ksl}ydmHhj+Z-B+pt8r>H26`Dl zq~sJ7k{KY0B;9#m*VJTPuMb9^SJx3>;5W%>f}3{wBJqK6Yax2-5#Xl=rnI1C3hk8G zO-pFQC@U+2FHOyh7Y@0R@cckD9TfUY#N}TxhKQgeS)JUYG9`Zq3B$XWq(0({HuFF4 z4>r56$Ijg+^IchsUlmalp-KumQ3}?18**#9m?bZet6o3{p+EVP3?(hD<+YyGGZy`6 zXIpfn!{5cAIAW2FhxqO4K9tF0i|u{9K&@A)<`<@m2px@~$ePv8H8b89rOB;!&B$a} zl%qi)zp`EQGd$oI4BT-o9WX!-w;0>q^I|eJ-r1sYfstTgszFN*uQ!u0H=vEpQB4>ET3qk!#%(q`-VMi?t@o-P1aJ8m` zdnvfdd$RU80vh-AP!K_8o7M}tM4|Vq`)e80HbU&&8;(+=#kbtQy@STdLRZK|?WK%J zZI=dp_?wwlPgc=9ew#s%fPnT*gZHMMN9@g*UWX16Cr>WZ4syX!sIs9HhrWuP-t+8i zs`W336zGq%dvB&?Whw7G9j`VLPORR@>QNpZ?0NUy;dlxLa0NkL)+G{@M7MN>avjAF z?cQpBMvTbB)4xQ2`C4U8nVUR_QT_0bB}wX0U~0ken3HEjv%Nl)tg2+tTIqa#(E(zk-@ zTUJ~1(7doxrqVEMFi^U=h71H$lCA;A7=&7iXzYxQjiL7i+&OPAFIZhN+Oq%Zs;sWA zKCrP7^jaGQRW&%Z*f=?BO*<)Z$SEm#3>vIqaf%20q2@D(tkD3XIr1TE%C} z*s&IpaO&wB7(g!?8u1vIn9$58pcG(ZWnG2FBM>*Nm6E7MJW42)$?k|E)fmsLqSne^i-?HY*o$=d^I+rC z?QU!gjeGVdz)BqYL$@twkZVS5{sRLU-*0Ffl5{exnC;`gvD;OY{(QBXwJ@Q+Fu08; z2K6#WZ7%2c@O9xQTecdot@oYDQR}T8AAL*lxTh?_Bqv~; zOLbH3IvvlPVP3DiCjD_$cJZxIb$!)`=h~Zu#gF&_niX`n?krdtelWH5hyjwt&NNT) z;XrgF4P{e}Z`?0Vx5We=84fLMG*3SvyJK~4y5>9P1QGq1_sjTspClub0IM|_Vj0Do zKXl}YJ5@^sL{*nf>i3=3 z9Fy+WN}?i$1fNX$2wYfE_OQDa)0u24^t~{`2%lL9dd(dC55xR8mGICNs-I`c;_{sA~V5l|ktr&K4vDJK+ zx374;X{Um3Bwq4!rdr7_?mGRiO)Dij6a=$lBKwkhx7-!OiB;s)jpnYeby(0Sg^Sf>GLhqoqcnms777s8^7NG$| z9_K~7b=Vl)N+e=0KX5mnp{K;kBW1RvsiGDotY-;3p4x)X8MQUY)9Urfj+m$Ch8mY4 zG*ljeC{ld<2*|+C$zG)6r4NCNN+swo4Ga*?l1a&U{8T6!wv}J_VkO`p6@VQ`3fUL_ zvF%M+!@<=vnlwX4(@N2s9dm76Q<0PR^{$FGd~!H{xPdz--9x7SwlL;u*GYJ3*`3C< z;7xSCe7sZ5d#dej-`?RQ{?tkYj8j=IHI0CQ>BE-t+9#mP)X=~Wj^@q3J&>UED^l(G z&Ylv{%c%L7rp`23xd@WF_4a||AGFY#O7TA)iX5K5HaROdD;-RC@GEMoSjeB%d^eV; zkBmdzsMF*pITIiWLixaoCMKHU^XNwt$ACejEq+!fREhz=ey9PY-_`Z!z3acp#|Ru z#)!KE`Rj_q*Jr3jy|A4>b8~V!Iy(meM}=10U&D0j2q<}gd!`ikKUh`oPseS=qWRy@ z3c*V(OTWe_Z2@hPrPh)s8T|R%Z}%j}wc7;*+3y2n#>wFFyVQUvxP&X@rq$Y5-Tn9f z%@}6JE)fiXHL!p4UvLLpAFqE94sW~+;imri_p*twOGLsyKTrDqf`It{?F zI7ciw$$jc`zK^M+{)_tH+kX6tHaF?rvt7R~IoE^lo~_$Vp>LW<420=S-Lt%X_bE+H z&Q{fN%g{pcBUxS*@X^q?$EhD+N=n3+TNgc8606BY=gVkj3_MReyk}OH+ogT}Xa0Zt z{#@H9HPL3Jr6#X%k)Th*HhkHH$;Ji40GSYXJWfB&Wa1B?JfD1WT|ZJ zQ&AJ9yHiD*#a z)#he*2c%#-+VGip0b9w6jabdd9Fc3M4}S&$IuF~2`!W-8|97MV?Ha*`_=*}m(h;!# zO)}rCPawP} zi`_vi11{1HBZKPKpO6IaUlx9zg8jIyeV~1GHD$v3|-iz_4(ng?gmzsE$$COi#9V zrl)r={-=!&@%r+&-klIS-bJPJs(%OPeTG5Roq4%3eJieu;)@54;IT_9r2}DiW+H0{O6$Y83s@CIA9W5G#ah_mPfylbgE_+n4bIbetLkk=Z zXBO(p%`Zy#y2C5mZy%OWVB{8&YG-?Gp~w~5I%fs12X9`(vHXe4L~l&S&k=nrdm?&X ze|JDXesYu%C2_9AbMxsmg4Bnco;eMl^L!M?qSZfpcx3i7ztfUqFk8*{XG;(TLvO(c zmfWH;0rG-2VdfULK@TMKgX0n`IbzllPM;}?I@hV}kg$au0{%=suXnxMQok0qurcIj zL(Tb|Wv<7mTR3?DKmn<{@TQ%8-Bc}=oDkmv?aa$kZ*Qm*1u0l{xaTjzV3m#rYX7CK z4d=g(20OwY z_oPRgmc<2py~j$nrpYZ4j&bv;a3oI^H#ckX!)@QzHM!`%;_qHXNNCdZI*bF}wTjtr zbHobr~uR8qdqfSct9Wt*g9Ag*C00l!3?65Z}HSFJ(FSqJU(bGK?yO}V^O&ztT z2GI@2DKz#)W&f6U#6>C^eeg@hKuBB{d!5AwR`-wsKAxkr)oA-n;gS{ogQ5a9hrO3d zeY6_HFLU;Co=WYi**lN>-lNJ{%YITm4m(@-wZ_GC4ut&9O0!EKmdH z(k-RxL1%ydzs_)Ngw{#CBi$Zag%@`G`!f1FNP~wwBj~dS3<_^e->B8>{eZnTpG^b5 znTimvtlI7^?$hJne7i@m2j|P$1pQ)RFkWP78->{lHL<3mfxOF)mwd?DQ5OZ$UAY=L zGLIMdIxBX)!sw)v@t*yR0r7hlw9w0x>BUtm6gus+yl_3m7lr~k-+pQSigw|aNcV*; zl*Je~R)JzAd&cq}>$a0IayjZ?V^lt_%9mVG`^ddBT>|Xn6Ui!bVo+^P6kRqKX}C z`1gP0!9Z`0>knpV^wwdfFzqODfxYJNyuX(~LAf{7K_es+tnbb@J+|&IbK4l>mM5zX z7GZLP7gnhaa7TX(B9izi{FOp{ApbwH0KcXJycA}28rSu9?<9U;S?Qc*xDwrf^2U6Q zaEvzhwBqrH%_XS$f+gPAy~R&5E)XH-S7p9_26%;%;$IFIeiG^BwpI?yJ9z)YWQkg! zPHtk1!OTYSXusv>24`hqVQfEc43D~E@|4aQiyM|~B+li=D*i-=5~}R;2s1z>A>0LGfWj%N!k4SvPz|8YK*>!d|0s6l~e zKM_C&w!8Ybsu#A z<6VJ+jqx!{rN9a|d{!N1+V(3*r`~aaQWh+D#rV~R*|(+A%1>aDKf9W=mR54!6{J6{_Ead>P}%J=B`m{Wfh?@((}avV z9>P~r+HsvHa8&AE=y=h)Fa9Z%4$&fTi%4i*47LG22}Y1}tf{S6!&5@-$+rUbd?_#4 zTjey+Gvl-6szxMvt(IK z%5(Y(Ga21GP)tZlEo@E5w$;@BRCYT+@k0V%V#=YMEMs==H#O}79EoPOn=Q0z0ip3H zzh2{f*^?I8{!I7W+4w)6%`7IVoGw9c>^OaYSv2E@B}8hmyV9CM^yI2k`-#QjqE?du zS()nOb0tm7sNbY{Z{|!oef>2iuuMBtRurdZ_sS&Vv&Oy%Q`K_MNvwuZsMKMzn{bul zJ+b3i&(iqcVS98Y1LlfDL$GlCH?;&tUG7NMyDv&yfgw|&n0Rx2By3&{{!emGQ|^$Z zU|=9+3pZ3d6;f=LNm)x)6<+(-Z!SXkx_5t@Cg_kpS3tlhdmexNp1Fcf1McP^N1-NG zz|*gZ^a2mA%URgooxm+Om`r)8f<3UU}HD;FnZN&qsMDgk4*_Oa=O}6jtYp|89N02fU-6Q>kjTGd(p@nAksKPhEEC#mI{1Hm8+(YkdKWF?P`O+U^*7_|!{@XxgCP(=`qMG_Pw zocYFR_jj8`KU4$;q8O+!PuGCy0D)n8>8gjLgN@)?&7i!SRwGKmUcWG+^MeEl^^)a5 z5Rxny6bPi^HrHJrPw-r2M-qnknMWf2hJ6F?rkMzYzP!53x~kl|>H(C(&h|$!CKp9S zL8A6jFWDzF6s(=c^9y9dKKV)&qbkHdjyL=)zg_#VA|}h!IlBG{3w16jOVa*pLME*> zKhk>Zlg|kX(CQ)(dHFOA5s$g%yQyg}HO&DtiJexJUw_E7C+V!SZjukqrFHl35smqcy zedvnAPQikd{qmIp+5k#arhQ!CzrFj2WiV5ZZ!%~JV1i)Mdq{ocvnJ9!H4+zq$| zk13?l#;1;YnQJFBSF1Z}SRBZ#Uruq(MzB8!`)#}p*v@NbwH*P}R}no%*N4O1tNY48 z=M8OnLnPvx&+ap&bkG$R`9badRp(0MDBg;OgB;HvV2bX(nPggNONb{A@cSPx-7c8~ z<(ZiO(P^&|ZmM;29?vQ0S=}ET_Z;2(Uwij#zPG-*``N_mEfo>?kodZ#wlzl^Q~Ut$UDVy9Kbxx)muL1j7jX{!*b@fBEI6S_ zUHPO4zd0t~A4wf8T1#PS60OW8qi7=7J zz~uhPj5BNN)XTLKX$1Ht(4{2Q!h=p!YvC9?W9daMmKB;79)_0fdV?(*p$FP~l>$wQ zC`)zr7BN0(XvnZc8pWdvl1^1|S8<$(1UlCSQ-M9evTj;lPxW&Q zBzA#RSRqg$k}BX;!g=X(E1{VNAnSFiRh3Q4C5;*-J?5pu-bihlK;7hDeNdQ*dBb;= z#WA_8SeraOaQ3|T9=q-;8CHfLN@!EZ*494Oe|C$DpzB(u}UvcWH>31dV3m0YX-Sx3)`*rg`^Jy+0iOR{T&vRXns<<#u?q;#{B zjEG0slzKGLuEk@fbp<_f5!e1n6v#vN_zUr%{MHaJn#Xi%+@t@6&btQdQC_BaV4KKhiv{Oo!HTb%>73HvR_r z-P4b^U;+en6J;m2e@%u9Uy+%L=a}bF)BcB!XO$N4w%8t1FE^Xse#FrGuvNH#Nkj$O zdP56?KC{Hf5s~tu*zE7kySyztg&XPaq-*M}omU4eE=t^a`cK?p{D*lYf9}Dy`f(yU zCr~E3(9+U+O`_Xn3hyYgR6fPtu32bZM08kv<8C~9n3Om={ej_t(l7*`{z~UY%~3Xo zte3MnP^vR2F^#_By}aj=QqwI_?S0Yk1j~v;fyS&=n=ahn8ETE(Hk3{`Slk&#>5r!-4!Y*hapj$}Y`y`ldd zRSzjjcYk)kGkJVFu9N^tEtyL$&6}o_1C_&{s>T>dqq59;NEb%<8|)tBz=Q+Y4sISk zVoSok>}r*j78rDT%x%mJ0q-VO0MQ7(Q1tls=ZTvFUi5FcK;w(iu%n#rva=)-bgOqzfG@f6jpy-zjp20(h?C3jasB?t|)jAR$uaVIKh2@{I**`dHHH2J{9QcG2M^) zhhT(-Dkhqr43HpD-)wJhmkc`A(cJ6#SRN=5vOV__Wb8pnB#kc`>>E$UiWLB6$IHVL zyubYP@!Y>uC4GU-wUo&e!Y5JezGY3is)enE?-(oqHT-|CXDsouSeEc^@)D0fPdnC@e8};YJq3_#v+v#EH!B{1jrRqyS8%}+WSxNF!X;yVZ*LEV369=(IXHkLu;gY~jdIz; z%!nJpQYdd~o;;K^`~7|6MW0TmYXI3aaZHrQ(HG~D7K5CZ<}?=ed80Z04; z|G@u7Sbwn+%wLjs{~k5t9oajQaq;e7S5T5eRISgfX?R5vZpXAF#8~3(L!~5HM!Giw5(E5^@kHTD&-a;NUR$kMt~HnYGQ# zc>8sN#FGb3LGbQ)@jmvM_pDiNIIj;RM4%nD+Vl z9$wP*Qb4wGd3E((wotXZSsWj*Y!G^-k!0wGBY;S1HbncUhf9-w_1>((;R6$;F3TDR z2}NHGW&6RaL`9nkWdA1;!FSyM2NJUB7g+lsBoO)d@rP_- zUN*KURh*>ymKL&nb0A2A`vurLWUWk)Pey><<&?vJEG~19P|qI;F*&6q2%BIor*y&3 zA6fl%Bq@1DLGX6@bMn|o$~f^i`lZ0xOyb*FZo~v{=U5%bMm8y?m*}?w>f;xsXj%ve z!W8PTj*rYfhPV-OoxfzOW|w17Fr|4EUdL#Oabe}3yIC5dmA@E;r;h2K;MTQdI#Q{? zu&VvBM|y_%<@5Twhorowc$XxQ*n8aiby9|g$1oYYWRtuEDa5oi(&MM{iE(t2A6I{M z!Mx=kD~35xO+xemjhzI@T48CzOG#hJp}|35!)2ywtk?0a z@pYlZ48OO|8cC0I^H}l*`3Ki#rpNC`Cn&S27x-;A9*$^GmS9U?ynE+zoh0K*{7k%I z3MQhcu5Mee4|9ITB|sg5LM{c&FMxHSi5=71P*=ys!^6Uh9t!jgG%0uYdJykP9st)K zbVOEGx@$69*tN~~=W8&sI?x7^)cg0CB*GL#Su`KaHAWIG`N+9*m7hf}ljB8#ox7f% z9zfxQivEf7%t;1Ss@h_l?bx*TSFC7JGIo%bh<%po6?c(1$&Vn zcX=8bvZ_5I8FZ0?#}vx;oZViN5}^mfDWevb*t2I~eFhlN)s+>TpY+sZWaYKI8FaZR zDNNkl^MFr46jfEJ`K_@<5u{1t4)}+3bbRUUmD6_)4t|}OsOfpV{xkKz(B8eHQ$S;Z zLK&@?j}uT$@>v}IdG4>-)`C&PuAY)cv|zE-aIW8HQk4Y?5g?=bVyUM85@+H60t6y> zwQoG91mcM(JW?S+LAmc5uw6i+BrKjL7wj~V(9%+7KkoD)H6d@h#`NDmXt@ri?3sEZp6wf7qK!kNA!Kq z%*+&&h>$M>tD-DVTtM_6|JlYxW@l$fNJ#oym6Vk&`7;5aRD!uQe*siL5M_&y1zS~9 zS_D=aoA%I>8_-DY9;l}PSq`-uK1}^TQ>2Vq!Z$Oqlq&ehe&w%$>u>vzf^HooG;9Nv zza;MdeJ$;xe&WDa2u(+A;JqsymHt?WvMRHMc&uPS#d;{qA@L{T@f25ra;z0RROBP!c)?E6ASQxqLjhy_)fHZO2b^&4F@>jMkb-TIkyO6SgvTig0jp z&N>N+oRpL3=;_IXn??NdIHn`J$LjSOF+(Sm$~PZ+vn^YXD_MvrI4ht=O$?Mf`n@bc z(nq{E7|9vyCz`C3>OYp{FhAI)4)!KTa=ddQexsLRrA?*cIM!)45-BB@<=DEbx$6d{ zD!$StW5s-PJJlx>x>KCldzlmX{-n)1Z*cxBL>hyET&4uDWLWOyZLP0AFDM`c z;mDMfCdX->N!c5Bxa35IQ&UqRI{|A#eyzNm9MJR*f}^7^o(@pjU)sE5hHZf}VrD&` z4D7lmPx^pK+tbqnq|-0fqF@mwAdvuzV zb#3wFH6#P6XQ`}@RUc~a%Ri)}k;n%TmPN|OsjX)ezxcGzGLGR?m{6X$t5^9mq<(SV zOy!3~*(aRp*~15`_g9k3MY$wWn*MdE%0{d44miXL3Sw+_fxc$M2qqR5 z7!o(?a{&#T=!QHx7FKe3@Y(PC2pb#Q*I!3~P0ki{B!zSA{8R*i9PY+27b%FAZ$fm1 z><~67*oguy&Y7PA4jIUWVCMk2&N;BTs>=rvqE4^KtsH)jv;s{YdMz>4J#Vt;8`NF)wlfI}InNEg)>8qM_a5=kMPI zCN3aX0luWXwt|2zOAnk{pwCMITqHt5`a+?9Pc70{3gz6hkUWAtB^@<27ys{!q;KCW zVIbeY$Pdb*4Q~H@A77G`FC7gYjp1CeEF-@zMS#dZd1VvMtN$kOkNkg~gTH1x2QoA` z3xw?G1d7%b|2hJ2^4{()eHT;onv!DbakfyMFVVve2JhJ6%~J5lf&0f&67{I zV2MIW0sfA607c_j9zog#97hnThva{uZK!_W>63BVxi9AG`4adDB!13C)mBo$lZ_Lh z4n&ucS;E)wou-+Yq~$y8FnZVw`e37`UrGA%NiK+CryT@&LHZ<_I|(+S-;yeEd?J`l9mKX>h>u?eDKFr5K)dMnJD@B9{ zCJXr?=dJa-V1|u+1)@}S3~n}ck!%Jv4coS~Ot`daCO-xO2QHK5_|o67A8WvTeM}E; zYsTphED3OkgD;@><)o)83{HOf8pGsJ2?8yI6(Qcfsh7-pk5s*|vr~Lys-m`*PRJ=k@fec9u@59fzpkPD-noSIvNPQf2YV3&e8aNr zFSi2H4e-**NgaK9Hns}6Oi2FO5aV{A>b>W1&^ynb8Fn2gq4=A~UnKz!J~%9ynJsD-%QNH)-nda*>aKLI6-7A;H(pIL?H>?;)(vkH z3h&hqnc)&wHg|T^uRzBL{Jp~HLCg*Q791u~5is18e-Lth^Z;b!y|%u7g_sxu?l=

IlDM&k!uJDP6EtXZrt3-2{?~VV6y{{3Hb{o`|M|NC#d&D=z0xI^!s6mJelp`kOi_Dn9T%6EN1Hza+A^r2P-umZtO7@21W8Cv?s2uVX@e$(vGFq=5szhT

@v z+_9D3_au1I#q35405lIc?`M7AK}i_GB%ED~kTXDpvtH632VzGUJprA>v*5JURC@;p zzzS=b18Edp8sytZ&X(P7L%4-azqSg$LqmGy#}D`eL`p_rdryN@^Lfd&n=A?jNnWZ1 zW5ybBo}K@R1yF)`d6-fDgI$;2(zU3s@y}$AHQ@*<`3OSKhIMEx3 z-2>KOqS&&=F<6$-Q1I|h9^{a9tR@;7U%!8sZ8J_mWdbVuC|K&cyR-B1mgh(Cj*T(o zz5)hJVS@AL<~=G=2I!sLGrdMl{mhtd=_!}xkG20?CUBGepIyP?1sMg=T~Zq#klsLc z|L$4cg=Fh-$eWOV6u1B;IzR)-m6xPLh&6(X`oN*+0t5JD!i96;qjbbfYd zw$Bycrws^xKdb9K(2X3WTBbXeVb?_>DimN?q4pDHh52Bq zihwDhtroqIklwRmS^KNpg5(yEmg9uMwzXT2NKtdQx_c!WR{p>M7%K{qVU&hG77&wO zz9r*hZ|CR;w+pMja2>lpwzkm1q`Ni|W#}CxDAJyBpJo)<%9zZn%rc)VG(M7Kw+!7K> zJ59U}4q~7r>+L~9L{!+*X|-jX;K9blHL1J&Vja#BkUNFaS3T!85d{T%@&NQX9W5=d zQBsOJOjdvvjN4Ntur~%?)TOO)_m?lmVA5&13i%$`Ho+#e#s#sML}@V(l}}PY2#F`Z zc}adk++bk?!wLf(-EAZ;I%(O?gJX1|2!Zq14mLg1YMTJ5N5BYBpNsV5_;`a4hlVj# zS>YM^9%P$nSOfx&pHx}hH{LBH-C#+5^JYC<3}F7-aKA7G=j9R_f!pg)zkN`9$L@6F3!*34KtZ!m7z$nB-h)_oUC(kb5pFKgsSoaJB1$= z#HN<>+FYQ~b@j|PQgO9{hb_7&l7I%3WH!Hl|Gv69T`2nmc2+|G+e=i#adH}(KlxWE za#<1@DoIJ=y((p=%IErO*#&L%ycwQ>^Cc9tl+4nRbgis!SRflP2K@hRF)_#m4o`k| zt^VB+dz_rC4U(T;UI)O5=>oSe@Jqh5{-U68kAI}PeUlX%2{q;!>F-~guBB^b9@;iB zHcmm$aEUBp6Bq9U+7hsIP7fyTf$(%G+Xj>hFodyEFuGv5ud78BgBl7MD6diT7G#G% zq5EZOx&UG3ZBI{Tb+f3F%zZZE=$lsWb40xzj`mjoHP68$SWULAMt}g(Us`h#XgOqD z`UnyzA<4*S339g|C>FYd-dqlS zl?EFUYVtx?MIYy7gx;psd}lyQL$7@U-eeCZ~7_e4O`q?%B?#3W5 z4AJ}6kaUR_d!H}PyK06Vf=59nBrpGHIEDkU(hx|3ii%MhY*oFRFP5}4psavw2|kdL zipuA%5Xnpn)?gt86z7NO)HM93Mmjo^fAB5q^;weHiK87%e!R#NqqrZqzl>w$Y~58< zgPGPU%hHh|^ws?_xo7}uxef<62gkQyQN~23i2*#Qlx-y*$Wr&gbu=AN

    *l0npjOAiT-9vJpt<`bwLURR?61x4bSuY<|Kgw6g*AQ^M z;AOdc?;fv&MBbj$KFA%JcD`6%s}K|+VSe5@us&D>9Tht8Duzk}ysCk;hJuELO z&eK>6LCNiYzo4E!55vGEUkuAk{)U}d41#91GX43UFDqU?F{Hwq+4XNJ)~+Gnt2wp+qu-1{pICnW7>?N-{-Z zueM zN*b?Bg3PjXP-A`hTc2L=-uI!(%jf{J-SYYBat9f@u)_ZlB;h)M)^h97aZSYipHfxvzE=&ZD}vC&PZV zjQ7znVMC?jE+M9gz*LD;8wOgO(wrrH57T(c5{xx@bM^;v$sd8*?>DrQ$jzG%M0N60 zJLDP(4qu;phdhCco4ebaO^TEAxImPEVC$z_(R?i1wtf8k`L%4=-Pq)ikdSbTlFhCJ zhq$=DmR87%W5tHb<0gkCpPV@mrPjBHi+8->@^v=C*u=!|#79KY*x=-8wnxl=SAUpV zCW3;CtLt=ox_{P;^KpmcLvY7J9c*z~>Lc(|bfue%BMr&!;8Sa1&@ODsSiBP|zZr=*Hy2m^HYWYncASIh_qrOGC7jFU&CJZYU0ji0Q;@oZ zsCUsF6oXmOp+k>aLmVy-y1^E}-pOeXJG-p=j}gPmz*&7!`2$z%i*azhC>>ejT{FRHTBM8-q+Dn`E^~^Q_dTZ z7{UPFdGtz+4;hj$bQ1JCa~npVM`jpCaA)(YCZ37Z;A0F>K*mJCkL=NWq&b7_qlD?e zXHTBA&#Ra^A54MC7_Q}Ebx^nkvNMd|ynO<_s%RzEHp7J7%dEa=^Fy~}+44a3w6Dl6 zKg7HpiHPf42<*7g=supAiHYoDtxJQ?FB3nYq0cP-U=tzjxp+WP2T2c7Hry3>FarDi zJh$BZmNz^Q($9m1q5F0%wq)UbUnMX$={-nK?_n<%+40E^vq`i&S*UFjE|hG_)aFOQ zKtcFYY>g**1_m%Tyi`ZaYmC1}jzU;}$x+_}!7e@vH;gow3H36b2bA2btc|iXw>Wuu zF9LUOe#Q1IUH9C%s!JbFK*8CJ z0tbC_UtioP7c4Jv%-NHb1P2=nnU>f_VWNQ?$K$6@H&bJc@MmlDleSy%N!-h2)Js5? z)6X-P+)7W!RH=BpO0naRAqTzd_rbUd-&aaPF~Ww$caQQlJ62B7mKh5%(fHoFbuv+E z?BhpHdMfC1RZjL{d@!B?^+s|q1djVs@bd8$C5Ko4Az921hQE8;&7N~AqT%vB)e^qC z(d?}7t|&!6fB%STn5ZjX(m3JZwm!VRY6|1QQ{mmOn9(}mWUm2$A*Ol46R`#L{^yaA zn$NTFvzL*P0n!^gC#t8x9P0h3vhqRQ=dC+MZ?jne+ysXrH*29F!T9?1>j+MoumZ}< zgWDg3iDGW9kl%`9hauiT7K(`sVflh;!NG=}Z5?LyFMEJ$m$=7#dG^BC?RdM`D&(Mu zm7boS>>;FVb8@ob!S1&@K5~|idh^bv>oCWUC?6f>L}1+mz&uPv>HdxB*|<_&W19s|h(!V1#C&0@dm-Wig4HvguQ%W7o*f-Y zL-y0$tbzAUtgA*R9s*5-aaVwW7Gh~OzI=6jFjYUm9D*VbACN~O|ERUiK>%1l@UT{! zTYp_;DKkE~CPBisU1jdEvbNrB`Q3nHQFeKh5vWVIKP8ub&Wei~^>!-_JJ;*(L+D-J z@cFX0$WB#1Lf0sKLGE+Tfg&?rU`oNCW{`;@fJIeZY%e|@Va`z(fcCi$wT>N~A?ud2 z{wr`&==r{&v}rllM6gB1{{HwxrNNOSM@T(Y;KBk`-vhd6Gg~7iPSjt}+P>A%r0s}i z!K@zhaxsr&Zne=k6KV7Vl#+bW$FrbOOnbgng+mQ1sN4~RUb2pTQEbsPFwB=JBd+f8YCqNhE?Z{JU@< z>=zJV)!zH}zv&ZGDtDaai`dD^DsflfpGzxO>}v^6TSYw-ZQW$UDwzcKD<2~ zxuk2Px;4RkQ5kraE>rh^{?9`cNGNGBovQ#{DSE$u{kUIJ$11u30P!&qLD>;k5Bs~Z zYrQZ>#bqc^@=Hq@6d1!-W(N6XX=$l8zdgDx^45NT-z#kc>DtkZvb6jHFV%(lNH31R zS08$H^O(34S|`s+N)&}DNiP=4=Tnq!ZefAe@PE0~x>v8#U>$Jm6t9+(dn`F*|ZBgG*1_m<{x>jh0P zWm+T!{#l%v$S*cNr%Yb&`Ra3eK(*)kcww6dO-^2_8|n6b;MS9rx*_~QZ9h|1@H3(F zucuT953M7IFHZ*Uzq;qm+S&Mp%71^S?SpcGKjSZbS8tHjP;TaOU+KPUBb?%*#%{UZ z|3xsQ(Q|A(=}=vle8+-ndZQ)AKzGnpll#m)e`)D3ZOicVd;8?&Kavl_Ht5%rp7!0A zoc8r!p0mt`sRvz(uCgC~9=y@@+*v|7`kQ zKL(0cI;cq3y_R`R`QgaP72gdHi4osIZue_{%IUK=+h4mDq;YH`(JH(*ksVf^2aJt+ zwf?!Dmx)`5w!`A04i25#Qltw|(bSunFg7jTWZhqx=sOo1GNqDYNbANH<9W2Kv+`g& zWdZIBSA+Y7?;W{yAujozt`{uSo+b?&mvis`c;W2Hs^czmr{z7}Ol9@W&eISpSxWc~ ze0@}$7}>ljE4W)DGV*9sMcMqrI%P&v%W+n*!%l2%6$4AUo4)W3!USJzb|p>F@9Ip# zku$&Z5~Egh2YuHQ?b+IXuX~&7i&Nh$3oxlJ7^+IX(BJ>ekgbb`e_u|7{fCvc@ketK z#Xn}JXFtcpSms^3ys*cMk$YTZZOA-J_j*#lJ>Tl%rH=dE8ipO=MPQVV8V+_JotP3L zR90s`KK-cvUcgVaW!t-*dR^!%Op8j)%y=e#@e7cyFflDY8$SEyRf$_jkm<7@v!mzE z;x^U))({Uqxt3qt{QN1==5d~7{1w9E`A%6w(%n;XufA8Q$3IrICO6K z4HfazF=O}S;hdu9k@YdS1*HpS$4@EM)F!{5Wy-W9_c?3yJ2!`g=i-~CxHCE&=P#&y zxSlfdef9i!sf*sv+4eV|<*f)!MnA2P)&4vOb>g7Y(zP}I^(*~h-Vw1pjV_yK)~|4l zzse6CT@Q0Smrp43mNZyi?l&js4P)6S*9{rrbDG#)z2oiysdt-o6W)F5QWlR2$xQfc zxA6U9(d(eRg#8|pwsyMVYdeT@mPf6oIq}+iZXQxTCY5HzpQlPjikRoK-)=6ex^$?m z*w4=Hq0WX!Udo;~Z9Nv!eC9no4(qPczS&Yet3IIhhb%>=`qy%;H2BloA1d9@KWp5d zCqEDpT)4;kbBx3uI>Ki>=KJW7%6Vn|$Z+az&51VW+J>;X{WLtZdzNXBJ{AAfQYF-` z1N7W||N3cG7T)cm%Vl?+e6j?O_Ftc`yOUy95r5U0b0)sj#XWuW);;n7zl6^z>2}J4 z{a;1k>T^!kV|Jq6Bba=5R2N^u8`VbHxzh1w5pKtC-(Hw=&PI#UC4UZoN5`zWJI>qM zVue$5rDL*bJ#-*!(!bK+#_{kU55(`>etu(7gou@t#u6)+Xi6H>S35^8_kDQj4{gDY zwWXwhcr8TXwNcMM%57eD@X2T@}+Wbax1 zowQUe-U?F_9G?1QL~F~MN#qI@LGi|0>)Mi#I$v0jN#QxB$LYBZ8{Drf&b%6>q~Ho% zmo5(9+eS$|eI{5a+)qwil=OI)nrO)D!r&A&Ho8G>{e^mhhtvk2-dohlD@reS(fRO@ z5gWXXdh+Crh+jYaaOG*s~dk%z3+zp zOWp*fo_A#N2Fx+1nWG3F{lj#kA6~z0%Z*FbKSX5n^HUHm+3pvfu;2q6FUa(#kr4;MP-IKr%2KHywOfFC^q?(+QH4eYa0vc zlal#_xw&+#Zt(dNL~C)Aem=;^e$4;kZ1^4Js=Ytuw5mhVSsng;tuXfbBuBp` zK4I6uS@D^PX5NI2Z&`F$^L1|BjjI++e1^HY(bVp7 zdCc+jD@9_W@B%uq#FpCC<{jbOe4L-Xbue=~MlN|$5z*fr*1Y`km{R$# zC>uRkyqhQh=i@Et7rJ!9+k@4GhtHq(r*wQ{>}xqTI_hUXT7 zZ}GH1G)2tVsJeP%N@Eu=cOJE(5UOkWzE6F#WW|ua{rvE=Fn#XNr^LN`g*M2=)H2>o z%e`kSoWlCEB6;Xy`1?H1YheRLRuDc|*=O^Z%_)tz$=HOXmLHWR=ld?VZ_-p3ErJ#IuiEC}*4W}A)!#E85sC<(&p$yEU z1_JifCazk2_D-2>3FLET8p*~U&66@qw~?T>XxH#?Jm3Dp-{Mw7y;6piy-L$|UbafiRK5>H`DZbvrg~{d;DM`n$J3JjT;aJ84KI-W3!#|cwgDBzJ~<} zNfX(&l;*exnl?QyMa=qxecu$?4)9gFnI)foeJ#vxNz0eoyzkA@%K zz(?GhyKMdTb6K@?H3TcFG;%erut;Nd$&Phh zVu!11{%hqbeZL|tlg?9ef(;34F~9njPN+Yf-Sp6QR_bq=sG{#KSEatmtowzRrtG~% za$8RGEm;n^%a)A)eED132BIX{qvM>MU}0;dZrP2$=wSK(B-{0S9RJlvI&Rvy0%V^uEZ3ZvYy_#9T(;dlT;!FxEDtLU176*iT*fR#YxG@ z>(hOQ*!KNm25Vv+_Y5CP3M9{5tz&RfiZoD1)! z!lpf}Yrv$azw5)mvn9H!W1%;$ybW6FOnQ4H<^=h_xd3n9l3oi|l5)|5;12Xig>kXqnex)B;6fsxu1XdmKf_DXT0e@}#}@RS6Tk)F%c-5YF) zpBg_s?mYj_+t%{QYpziRmGc-_mHi-ExVmg`%z))1bLvEOn$C^j#sdu&N$ei3xBC?w zo>$zY4%=tZ#V7E?ePm#A*1Pg|`e$}!-+YQ8T36{9uan$vHYvS(^PSd>JYVPE={aWP zpG@1juc@8?4vYum)3V>Zc>^#Na~@!@hXnytDpC+_`GaUOoX$4{^5^OK8@^5O#TTeW z%Yj^6T8bgS0>kD3#cZSTTU=a3w=@E6BT?LV^al=EHn(+lKAM`q+>Uo3@Vyxs9i1l) zv5$P-tYTW`-mmkRQm&u%;a(>hJ)oXCX0;`95<1L7!yk=`z)Mm3UxdMCy{|l($ z=kMQT9S4tKEXPdsy7z}l5BoS^(m?XI?2#R8X(>QAN-g*#n$Bqcf{O`AYXGVy%w8xo zsgQu&rhBNOY7tV7ZD67iIy`<^x;i1D+0$zf%5g3vT0rLwBJ8uF>y_bePT%WJNwJksa*0XA} z^uu6PJ+fthf9gN|OP*46LqHg04y?7014Wjs27G7h__YyVI>5Q_wJ;J-L8l8Lp&?&` zk9$q+$`y1C2T@$JuXtilCRHXPlY@I4+9j3Rnwa^r_ktpFW*B^Q%X11ffY9u9i=& zv`8~qEkh>g*|2_~K~SYiZVkD2k7n!Eu~~QHjZ_wH2cAVrSGd)cjGJq?8x&gPBZTIf_Kk8^xozK8z$??ngciW>%J;E6m36b{>-uM{}-!;^^@k{}U- zpFjU3{mz{Y&4oGJvndhXNl15m7NBcZ7M4=;I$B;Y()pDkQsd?+xwTm7qZ^s(*Cqez zUPFKM>)k!i2mK`xm?@dopW6P6Qhwvg{N(H4hbbxG0Xm_9q94H_g1#9*^wPKG6kB%G z7_Xz*LE^kU!R$l=Tt85ogby6x@#W&7*#5h$i-z8|ehYyv){ze>=*WK-@DJ#LD)CT)gj`HN*eo5`So1$BYqDVI8Tb+faCEBo}oZ{5{ z9^289&}Gn7`-D!g_`(WcdYmZx31r|seF3;h+`+T~$Nl!CpY|~$ncu4!J;_z%3fqBh z*Y-yN2&!aqr%yBg#S~S{KQEBes;BZ2qtWA{bnkl!vplCQgvXeN#$7#5!CZdP_8Y7E zWX`i`)0?>EBrM{l5{f?Oux?O|-)wPN%Ue-ac{w+9TOztUBAhr_Hu&H{MGT-VO;}?r zF!v>Jqlk&_M=a9p+l>m6WMIc|;mPwU?pK(iYmAm!Y;1jA1lO?th3HAWZj!Gs=;2Tk ze&mj>eRnoZsi2-Bw)!SL8gBJ;-GuI!NC=o(!})1Awhi=)%upMMEf$w z(?k3zR~~*V(9;tocQ*V!^l9Ob;$EG-oTk6*-WE3JCcay@ry%y&?YSc3&(1Co7X8@# z$K!eJ4pj?&fjs`}yq=j%--li$D9>KW{2ty}XwdSZrCM;U(7mVj>~5EY=x9DB8W8^* z9AMO~p>aPo^<&EMLjSwtE^i^9Th@rvVBWoZ z5NQ#~`aH$v8r)vdSjR42|6;&H9-VG(YfD4mVCF3aGZ%d_P`j6Y{21Yv`|-C=ZmUJE zp`sG1mZ|nNTI|+?6#3w-3Ru0NO0{2e_8(R+CF*>h`(I}B{@T`=WuQ0z_*1uV?CS3%m+Y-$D4`e60ejQUgQ7{?cLZreMv6c9LEZorhzq^PRVEZ&X)rLL*uB z+PpQwCKyh;H&G#2KoE_Vtqh1N9e0^9y+P5{wOE^*e%>mO5CICJ z7v9{3EXL5tDB=fBR1jcR;Gm4pWm4*xD4}Xx?L7qP6lg%`7@F4wPkSwpUb*9O*OKzl zUGzl^eV9;|x;@9>+TyeamJ)~t>{71$hYm$h50}`*fNhj2?_WIcOr)Ssior~vi_3r? zdiG2ZDcAOy-u_ zqLyqe_qX5VvBy0`>7V|c$FO@y&p+*&pH=@|ckf@_op#bx7?=v|VKv-5D%jR;;|_H& zJ3W2Pb;@~@QN%yc!Jb-PUM;sR5xeP}&8-x~T4LW5Oy7J+lLrI@!BUb(?iD zN4BW{#1DX6qk8gWf!h}AMK|)f{QVhgugsIFIT(uX|#9@nBVPHe!Rqym<(jNC5QQ>|<`Q*$X zu9`wmF8^h=Aiqh}DCz^U5%78nYAf6<7OBYC67L-6iwLN_U}ZI)+v17SGo&rhc-b>@Z z*VxcNy>)8|?(*ZuR9m-tK~=}Cd-iOZ>*Ohr@1c}O)(hbSlJ{_B^e4Fru^ppt$HvE> za^h%um!%PRLWjiKi={%-T0_Wr zfaMm952mHH>|%~Y@H9UYy6DU_emrklTbxGU0saJk|)=R*6mL z+nO5Erp2Q>-&8+_3@-*_#i)>atBBcl@h`IUm&tX`qp1vTlasZzwSxm21g8-Z={j4S z%dUeT0AmhOkX}nm@fKw_*1fxp^NdPKRJOsvN)RaU`7P?Sb#z3am3nf<-qDeL_wEOv zB>EH?TPRtiJ*#8IPB1m!EC9a>9lw}n|vIH%JB&92wno)Gf1=o5?|s7$n@RHNX96A z*1;ApIiSp(5wr#ciQTNDvvU!Ybt*jZM=o>OgrI{-Cu_D*$fR6>k6d=`mpKs&Fyz!0 z9vK92gm{dTx#a4)(FaVPCl~c1UnAg?)eH|0x3mZyI53?aBFiO&emoyH7ymPoY6lDN>91#L|Fy^dhNX0X zayV}MMqWq!0QKci=Pe*kdqr_&aD9j03$_cc7>WRbG>q(LJ;X~fD^)lDO(>{0N0$)EZxrT9-%{}Xdc!v6i^ROT7y)=j6R zS<}-y0dPT%IfqFkAb<04LOq#jvjUTrO~g$(Q2D=*__$JTxj5ACPsT)%WTIFtc9^Nb z=|tk{_U{^Xmdp=G*Nvck(~ecPW%K5W%b%6(?eoAvCg#5l7^F9QFAZHKNa#s!NU^Ic zP&AYo2Kk2ir%t75^KT@73H-n&o|No?|Gfgbw#$A0JjNB|6S1Ly)+i|`s;(`lsfKr{ z>-%A*&Axm6&o6VAfnf_n2>@UjLR12cH(jZrhy*d7#{$G;;zuouX{gap_1?NV2n253 z4qd!})Im+ByX(nCOUv-!xVVInprB1Ym<`gUcR&rX3eW{;Y=`1jFhJ#|IGda^<~AD| z8*7|^YLJ?MsBKgN@)izyWH-TaHpmXO^j)$29kGCRcXx6|@M)&;+pe#zj-KX=aQi;E zlZa)P5)inTmi_$s5$FA3Dhga-ppQsXlrZ}(YWFUtJX*XdXV?V;kJDbjnlc|gy!vxg z)!7KVaVUYFoY8Q^u8;1{-XF2GBrVLejxIj%1 z&;EcTrisj_PWO=8bL3etTX7zOs0Yg?CrA>!9uW}?0-7UDvqN5n0~DDRlq4rHvxxws z4~gYS+DA}g{7$4keR_zo$htkvmbXEpy2D3MvlA+ze8Up1cVYz0A3WXNNo>(;R7sgyrJJF%Zpm8iAJ1 zwRW}Shr7%vYu3wv3$f~pgE0$e<&H4tg6I ziLQS2YR8ob*6|BE)^u(Tbmg{tsKDwwk=pk1Z$ zMiOfBUs9`$6Fi{2L|a=jXBcG5nKDRP+>IM3~YcF)>$^Vx&MC zTO1gu4hkeTHYl$MGj%YrKgf2UA>-XCOm!_P0*Q_UgwR5dijgULxw74NYcG6>Zzf0L z96kWf6gg3Gk&}EdWIbGkhs3S*9BbUp7n;T&WUDI>^?kVdn51M}hI%Ka(AjOH0+`WU z0{@eA86tFYLs8Go8nJmP9&vFugr@0Gpm8o&T~T7-tVM#~KnsQ@Pp6nd%Hzk{s(@iY zSr5)}{LY+-6IZZZ|F;~bl({%N=l07FLpo7hJP)SesPWEMNM$gGqTbEcHWx}i8_RzL z}%NXZ6hMFh7;NrO_7d9#CAnP-JY(_@F z0{}`!G#5@gbaixgLe>=J-AF%E2Q?Hm*xV>ZIX2VoDBjl)FOXOvLa&+?YPU@u3NO&a zB`8w`m}uO8*FEUpbESm87?n=AAZLm1{lky#o*I&MC~iYIhQM*4bBwe=7tH9SZ1xZ- zm6bC4_XqBLZ7x6k5p++r*ESZhyGgc8{lzx&UsCaxyRGl8xYi#L85q5*C?c=0G3aN( z>E}IPNy?DNa0(j;*p<1K~dZ6sAy=^3ds-AHuF+kd8%0Ob+|?4XK@?e)9$Kd9BDyUESH777NE6#iil-f{oAZ7#h8#T$%Yn(M9pM0ybq-17l@DG+{ z7kPV8&&}x3b~6J<5WO+2^Y?ZkQe<{oOu2}6LhOMo!7 zK|s{|pBj=Ig#Id$48G}m6eDY3m zSX{i=%|im(Ae>@xG0No>5O@0UfVvE)yP4St7LqLk#!*6bJk_nfPoSH0_l_;5L@cKE zOWM5xYBKW8LrDU&GvN)Aahc;Cxyule;iB4jC|iuaAYCMr0}|P%lOw+477nd1!hsJ4 zv))y1uQTQ-`C{ViT7U2tGCUHSGBVN?hc{9%oM$4Bx~ZBQpOadANa8Upwfe7EEnb?viC|3Y@6!p{5}7S z*5AYC(_s?#_&JIvUH9eY&@i;^N$S0#-^cJ&$*bt*ni~-rQiVND`>ArzAY$iu~^uy3)}ny zM~;vbQ=?0}Jo&_Ud22g5!W9r9Ulr3?#2pf0a5vY%ssAz6-|T2I~+Y&1?!-W_1W_pRp`cXa%6~B78YU{>s?>3@~H}|;Ev2H%r6KIs2#H= zTV;PY4-6z^O=82GViJc~pX)Oo1DaPOBN+5`1QA2DP5;|IaRJs-r0tf)qsn>UuQ()1 zJ7KfJE<`E+tVwiEkZ_}5-mzoH`~H3`iK37(GxQ{O9=XJEsQ2|1S3GL))KSo86c!HS zB1T5c7O!6T+S%^$>qjc~=a~al&SUpFxXX;IV3A>9U{K^>@#gL}*m=aiE!>LB0p@i1 z(xs7Echvvr*kc7X&+=HDPBT>TG&y&!<@4;FEjwQYLr(G?rXx__-tpKg{I82MdYV(4lf@HUuwPm&1gKDX}^4eILLj=Bi3{gF05 zQ(!HmI-~(t;c~{taAk>+&tYjU*7a0--w9yJApBuZBX){h}=kiGcd3T z9oJlac}00O7k++0_3+)#L!+Zl2VU*VZrPN^8&u!!K_`h44cQRZ88x*BmaP1vPBT3t z+6?tGWzH8j2rPap9X?rj)9`xx9d3)AjmT=_LZ9z9H2F6d0Da*wuQGs{`RNL~wp-KL ze~|a&*h3K~VossF9M5_R(xHp0cp5Z*Cq%h2kG^N?Vw;!{JBYZjG8&|Ba>Xg&)in0xDx#>*1IIZcn%%mPAdDNwR z9B0aPQ0ZoljOJC1b|=|DmUzApz`JaVRN&&=zcq{^1BsiK7Tx|^CbYnHCI?DqU}N%J zc$3%FxWi8DXLlK$J?nun_DIQ)z=zJLlGOlesxOLN+FI-n%oD~$2i>N+09j{d*4gUV z;=S}fA5fj9bv>*aK-gF? z+qK|*E4W3v1{pjlw3yP^--ZCpyybx;@|dmpDjVib>YX-E5n<9ZZ%e%_3VAqUc~o?? z1TWi%b_q2HNwGVPwxcQOo!K5Jd#tUqtE<-$W$G!@b_qf|LE(dhT%wq3>sx8Pvs=~8 z`Lo}q$iq@)a(QkXh1J32bvtsY%5;awerM|~QQhxfYRMfW1sD_2D_5>;eH5a>H#awz z&MzP(g+!u<2YCZZxvNXxO@g=z^YV=0yR!V}JZ=}-!6nOQ@a=Z(X<#{}pGY0~)rfp0 zSG*oF3>Phf(y}&+;3z+_JGXMV*;tJ>r13&&X5XC~6&KeB|1cAlSp!&9o~wM01Q7Kr zSC};(E7n=AG@EU^k~n);w7iKyPX(=%)VlMR=AB;{y|}`%Uk>c+a0F_k=hqCT5MhQ2 zE?()R?EA0N(=r%CjJ!dI>7tE|2a5Cl9K=r@;ul6%mQ{0wsYJ>KzRx>*h&|-$*B-&| zVG|N8{WY0I^yQbC^w=ib-m}twQ`OQcef${sKTxppptGskp{=AoI42j^r}ed&b)u%H zXAyVNEkjMK-#NRY(Uv?VUH2#`6kSD$Tn}Rb(Uo2)Y_br2at13j?-Pp^QggT= zVIDpFGnB$2wzc3IK~V`01!%XO0CJ-(?SM`uHPL@Ri*)+ceO?81YS6UZL&$b(Ok*x( zu~^wP(rQ?pNb%axp+a&5C3YhOmbQ~LCj?9|gkvCnh1`!Ac~n@1n_cXb&bqr~Oj|js zdt;5bR8Zu9Ahd;VXTrSDseua$(8zYzu$Mqh$wmT&tJ;v?azccOLzd@bJZ>215^(7J zKtd2IX$j<0V~Cuk!1-{#e0Q3}{YyzJLZOGpos5xxppC)cP!_!(IGeqFdq-@ZxP<3+ zFAbnd84M$!I755}7C#18uZ0JG|8Ge>;mVtt50IM0B=>xdMSI1A{YGTW%Q%^}wbmEAzmZ zQ>PD=4Z*3fUc;$=;mP~KK^dshxVe4Pvf&J%rx}=M%~_HoUtc=W(7KC(0ThJKv$)Tv zS){rOf=>Oe+dMTzPT)wotNQipSGX1cWLmzl{ySNTe2Z;UYOuhgeLmb$-D#_Iq8;vD zzrU51czU59LRK?>#=Z`sa`Bw&laa*EbL#^i0bEr2ucJm+RSIcNU~JwzEQ- zok+bN^4sEP~j`ojEx2&z5X(%9J&Ekynelbl>R{>-C%V9 zxN@rwWqcO=2H!O|1J;466;uLsONnE@MmAg#5O5ti1>y9zAC}L$@Xl%cc6N4rzFP!X zLvh>_J{1+7FeZkj7WgW@z9i9m$*XSMdTIh^aq^MN7vPErP!>pLI!{CGQ()gu>VI`un;U!QALTomK4)OU_%)XP^jCFw!|*IYi+h;YU);&&8O?AQUHi~bY!Rk zSkB@XfU3WO*oD2yg1suI{P3FX_yiUtRNMuICAk?H3aQ#u8*c%H>JVFnOmYjG)I3Zl z#@V~C4tr4&NG-A#b55kfu&+XnBYQ~Yz<^?XOADXwF?bd!bAb?ZTF&4Sce!>Zj zj=<&i;|?aFVRWd}z(8U+F_?u=ykAjYcSCqwoa%0IOHM_5`vU}N`g6Z%j+&!mK~$9f zrAr4pdof&erY63Kr|c3?F?bSlLKwTzhcu)#Avsx?o(g4korcE^*a!&hW|_Pfh~=lY~Fk%?*@q>*}z~Zh7iCm+dBEFPre9a=kXz7=>alBJ4ft zTV19S(1J9#%Q}zV#p781Xe7-J%{p+V5ZM(K9)@nAJEUNnB-7W~Ifw8EW)a+=I>aa( zoJm+^>#!wq(0HY^@*?zb8`iJOCO6N77Qs%-+yd%g-1XxHSkS;n>pEp!FFGSn$I(lI zJWIg|Lw=qSL=YgMz?9|dS83!?TxPbmQ{TUzGc*L4;M2SjMhEEUY4J0iVp8lBlgz%O zemsole`SX8{xo)d?zvQ;%}=V;(oBl2+fk%L1^awLPFsfsn&EVtYse4DZ~EMZmrGLX zxao^)`fjtLB*^!T+#gSZ>VE@o8?<*)ld2K|MlX+R(KxWRv{Wj9gEA!nYR4#mhfH9e zc+uv_!@4uwuRhPJq;|7`s{xh_)*+fhZDq9m#X7m`?qywm#zIzF;egXg0&PGSUxaFu z93;EsFTM!udcL+HXA=UXhL#q%0lhfS5PB|(?zGWFQK%fmDsE9vpO_JzkRXi!4}MhG zFmrz!k_s1>IWQu7r0&3~r_D*p)UFP`4)r96q}91IHv);@hVQDC9pz@$hf_m}K;9$-NqITjwiMS=Km zL<*QK3|U|nC`^#V%UDJB%F3It0qgX;NIP~zz-~&PVx#*Iz zq6s+33?E$G?8&}cm4Nk4+zkqP;XDS~old0E+6y28=wvxNi>k(4R_YTafw1C}`2jx( zxvV3wrrSy8U`Tue9*IkE|2f)#<&Cy|*4(cWr*yrPa`^kOqBVua5MasVWK&cE0B8Hs z6gPiyD%8ge%aQh zEq(DN+B?kL{Pu7GaRA#IGoN8h16#$CBUz^tjPLK347aaqqu3s$PiO7qY*7)79vmZA zOcUH@|H_IR%zOd^1H+=;5fh z1Wl_*y-gw4w)49(H^!8|ukxyZCm%551|gk$Y2b*01n~0ti0!6GZ6n&P1G~jfUYg21 z`5r7xfQeXLh{7;#(g}Q`(4n)>L6S4nfe$3lh!2lZw0?7=c(;B683c^T7#JA1m}tZ` zA5~TwPhLH^yme)&d%tG-skF8A7Ja?bFH(aV0F}NRkW~Qg0Wg&DR0J^~+}_zK?eWtB z)JPCyC!diRI${sf(^6Cz5EO-^VD08O@JtZV5x_eV1EgR^&+K)63KZw$#cKpsG;C`i zm0aQ*2TN(*{@al!LQ*Cn$#aw%ssvPfiT z@cGNg%*3&911!q>+$}mjLCCf{8?RkGuB^O7k`~~cho2^zvdP$TD5Y3HVzJ@Dh9Odl zb;C5_%o%-{lqILvHw;#G^u0m83y6fZHvL`Llx~)Wh`2bW?{YH!{8YQy{ZMnuCX=xf zo?WM-4PiSJXP2XAsHgYl#cnyf2ySkv>9f8h1e55qCnw;6Mby}HQ2HQo+8_tKFP0u% z8W``qecI643crNh@O0d@Tt2X{gK%&mpT5+46UGt$V7Ia8K@v42q<4xG3^O)^*r3ZW z;$5}j?BR&ywyy_1U z!T<#=z6c~C!D-p(VOPDRADIj2S{DKxpfQjZS57wGv7Wk5+oNoJQ^5S?7R48 zU|<&kdic9PYwz)MNF-E`D1%Lmf(-V+p7RqgR|P5Hs7Ji7^f+W>L}(k{*6A&4qZSYd zGPD0!BKFG=4ZZN1vgA%E$M%tu1s~0==^X4gMQz&@6YoJCIF`m*Pc{vf60E0Lifv16r29KiXk=M?j1>TZ2{~-L!I`>DsFz*fz4dsYZi|TQjyp2|lWp}PV!j|o^z31%MitW?8 z(w+&Si#437&Qf$N@&|Y+KYuz~8mi_0&GfEDEwuO!G(GZjEyq!CvBmY6+Z0pXRaD(e zfTRb}68;JkqLQ|o_S{mQi+P5spC%3%7OU)gV3X1c*US048vdo|ORvsu47zePqJU)X zJZO3zHZ3P5=zjnDMGE{MvVl-Hza3g>@GHp9DXQ1mJsRIS9`X5B{az~clqL@++(f1F z4f*YBl6$&wpo?p&A`@|zqyJQfh}z-t0s`03>s zxJHH_)&8&MIXNk~k#9fG{<`iBH(l6=KRTT+)_op$J~1*mDQW)pK90fgO-cZ4z7%YT zDdz}G2g{4(4s=|)I|=)SEKb6K_0J8@B{r7Yk~O+NaVBPyif1?OyLXqL-}W*6t{&5a z=M)d5@O^l%ZT{FqJ?(G+uLz&5#Dj6 zVPRrsb<@vpVa|KD?mNUbtq&xdWu;xd90)5cbV5mRcN;g1=J88B%eUhb?)~n%vxbIu zPy{I`6gv%jW1PdO95Egq1+V?l!lpu%eqN09G(TkU*z~x5&d+zrhMYuhl_23@A=-!L zZsXQFLyu;_rSG%J>f;0x*%sa@tj9L#_U$On{vx6_pKRc2nyr@$;_5b?OP78Cj^;c0 zpq}prO2vraO|DMj3Uo&~@2%|{dw=d_^$0q|m=;ZHT5OSmOyYTk@PP8o$?KR`Y;-s%S z_8qaiwtqe|EiuzPZ4P<9!{GBLDA4f@AiI`Zb$7$l?4sydYwHO>NhrTSJc0h9v1Rx< zI(R6y6M*3K_rtM1S<*#mRsTxnG>Ock^?QC&USX`|Q+lSs9?UpG)&nIZSV1F5Ngt(F z0()a{2|@k`hZR&(*oeHa-)cBLP+EvL0Y?{X5d7s`V`Hv;8fl(JeSJL&T==NpzHJ1AGcg5f~Dv%Um{V6Mk~hSl-0+Qm(+bMOjD60<>em!QD) zq^RiU(h`g1qmCy;p}e%-)71Oy42e?T&_S@L@drx?81YW22RAINtePx}YHH-)2HP3 zV@wmn3z=Vq$o&!ik$;p%Uwy)<4ZA6ErYIp1>+@oD{Own=E#+U(9PvBx@($Svljy`m zhYJ^O9n}}sv$X;#APw~x$d|odM{>RM5yY^-(SUu`_SsOE|avc-f&&MBjl10*qVsB=sqPOh{en#%-X%VoDL)0CJ`DKOYP~Bh}1%3g6i{7w-bi3ZXX(NkF#~7&gG)1&>;5#+O{2uE7 zCtd$D2RkPx(~4BwA~~;9;|z(2H&;J+jDxX^c;M#ZvcI$$rA8dSJzvpk08*J z7c$keleCD4qbJhv5ecQu0krsIhae9|1rcV&NyF#ZG4}z3P0-eayDR9Z^^ZkxO~gd) z+#x9>6~rOh=sv8Rga$_y<3~`JB7W65BDNQa-`zl z#6*l`8h4bMWbh#se$u~JGUF!ZzYj^vf`d8x8PSJ=nsl4xOf|%k3IQNNK!Bh#Z3CPQ zuG_Xp1xP=1v`xbm{_03qP(fE9_Qh%R6x-;^D{R6SQz+x-CZHaW1RFqHy!(y9AxhGv zWt)oCO$@?%5Q%ZUGybE7%9>9KcG0L-DX2+5C|51U$OZ-`w)g-1H25fN|7=%UVO}Y` zBzR`XujBSJZ_ zOM;K|wHIvQNGc#Jeb~ zxrKpxaxmQM##uw7ZCL$((*G#z{koD^QO(Ys)+-y&ArjW3K=!(^JV`+zOCnlA(_{;q zdS;oc)3Hx2j$A9!U*68P?_mt{YRbAplXb3?2mATOPsT*`%@Pc)10_Fxc>jLKDxe*9 zOF7OU`nu`vICu~PIF7(K9@AZoD@9S&U ztPJz(-oL}|7I?1>`FYswa+{rb_T6{xQ1$ieAGLJt)MrY6Up*(07@_8PeYJBrZogly z+D{q@RjH!7pTSkBEYGHPWGwD*?YpP8{h*U|uNY5u=eX{>>AZmYuD2asZ^Q4NT7Ryh za4Ie?$V#%;x44U=Upp-!M_rxo&+vzc&&-ef#ZF(orzli^#^}I=wzO)P3Id%h zV?voCLWVY#uq7m8#%#${nMsmnWo(;=P`89_$~=X4?fZV-_xax6@AY2zqT?r5atkH#ujcG z+~4Zx!ZyYhUekTaH@Sa0l6||G`Fv_=DhYnv*Vsn&3+)08lH@iBbNUS!kl8=K3@^;- zC#D>Gn_6S6Q*o*5kNwxdT3YzeeUG<=U%6J2A0lStHxt0xrD6x$DN7rAO zkL6!2?5)j0wPzFveNo{3A+c*XLAh+}r`&YD(P3tj`Q4_sw}&XZinwI z^XMreR`X$u<6wRP?#ki%0V|W2ZcaVI1cq}5!XqLhHt1IzQ{_#3l|UMjV3}UBw)Hzw z8#FMTb2*K-Oig5me9nEJUv|n1Yy{e5(*=P4`rgO_Ex zYh1ST4s)&UNePabgZhMyaoajrdqMOQfiE)vE7NI2KJ7WbTr= z|HMf#4jGSfWtl%B3|`J*3AeVCU7Qmn1O*))ZmIKSNGMe&M%Qg=Ke?YJPutqdSust> zSSR+O3UT;a_(3O|%YC$_+-D`Z#JP3NGL?_c-oJQ|?Bwsbo39gnds0o|EJh_n$fQ znfJnXNgU_{X~cf#;o6PVezMSoACFzMKj~H6WS1?82>SfCygZsyc zmx>MWx1PH4olMGpa{S>+iMRhH#h_U-S*EU~`k5{ZjTIYi;M^l_?(`(lp90;M?+vO1 zh0CuikBj{Rg*7U9h(LbOCc;Q-nt{ z`Ds@|)`3U*3LB`;zCOFTGE99P5%6m2Hu2&`+vn_Gf~`KL3zusaZlGeP*Yq>G*?hS@ zCCKl&Uhh|fe*2K4Lr_tmWOm5z$12uVBx@0$7_biu=jf&JmLId;Fwl0`nVR%g zXxU4R7{!yAYRN<~-fOmJX>%t-=daP>un2YiH1&cQr}G!NjAsl4Ozr-)dbX$B`}Nu{ z)_4B+C_*N?@y3jfn6Eo8KoyQyz^$>Ft>2Xxy!*-?LgkFoaCdZmmiaMx#{PiygW9Ym zJg%eTaZ%ZSx|1S&pZAQjnhN>i8KtMp&&F@K+}xA$^|RE+$l z@W`Kv{1i&UtHR!xr(Ilm{zsCYC+HE3{A^T$9G}cY|BT9d^;6H_*Vv>q`LoIBnfuXi zquabnSt=jOO9`p@KA5s}?M+(!%O!BGwql92EXPt5clZujFRkiTStijcJ-Q{=-q@X< zSRK1u&z5*H{jY{lQ=A*B5mk!2&MvK?7-{o3!&K>Z;XReLPZ$}EwRR3GF3d;z@veQ@ zb$4NU@O|aR9`Zgyn6KOA5@B0S3SZoS%{Y7HaxaN5*yQT5uro_O+ zYlNan>AMxY`AsK#pR(e@*b|PYd@kErQBhw;+VE3_TrivVVNVRUTe!0yfX|9>i@`vdswCiOp;O`0EqSCM~s z`T*tt!cbID5RYL{f0xf5%$HrwHlvNi0Hq#WesZlq-9&*17w{aPJ}6*DTAp=cObt5X zFTgyb8KR1Lv|r8j9x&T_OlAOgU^f?+J;t4g^?UjNkwp8yzdkwVm&ohI(K5jMrxRoj zViFh1tGFVh0RuYzsHAk5OKx#FTitox;z}4a*Pw5r6##XN_ zHfX(~G2W>A9q$i3fcrW+ZE>59W$Iy0F@WxCsCrT3O^uJUm~{Xnho^{4C?hj-XmD_L zoe?V=TaXPV55b+LIb_QNcy7oW#7(N9OAbCXlI zGl;p;xldxN9ru)5YfgJ|c9gyNNqsg5I3mNte~gWp>)ZmRePCb!G?g>8`{dNqCSW5x zIWv<4+)&l}f58_eRiaR)@)7)x>-2GARqZ|>4bpOS9&PKj&y{<<#OkPQ%d{4Qq)HWS0tvWPA(0vq$ z_<{*G=(dH&#H5?;QBv|j^9YqMw4NZ>0ifcpL`!&cjtjRm43;26@bLBq*0;F0xEl`s z<*=3VbeGCPeM&5Zd(5amz|X84ei0G4aRJC{{P5wi1BH+CvCSSOh) ztf(y1DcRktqa)s)#B-y^aopWYd0}>Q&&v4kFi{Ib&d;0!=TzXq4NWh7awQ&>>5)!p z0Reh@0*HeG1{8?`yXnRs3`7@XUTBoT+?3tB_ZIoiY6%CmDyU9;K!X4#2=Nw=(hZq? z`}P4&#w|h34d#I$U6zoj=naJNhgk1k3dA>z7ErX&XT5>p4W18Lcq?T{z-dCKVh^0(#XXSa9#H+2S zHT0!lF!>wBq}ZxAnaftOR!%$$4j5Fs+e$!+K-lNOS7~4^`r9n)ifs$3u*nt#k&j-%1-TsPiJ=+J1_DHCZQ5q>rSXIjpFd7?MYC6B@t!#IbSxdicfU z@{1MVVuKg%c6*O05`Z~KNZ$jD%1Q+m<&oq&Qq&4*sBY#SRYst_5UjCKfnKS0J_hd= zz&GV%m2RdUxMu*w1B;5>fc5UM!_$(XQ@`JI>EW~>%Ti~5&m~sL;-5Up*PA9&g2VPt zdCs zZ1%Ome%Gfd7$*!M5>_ejFR;`=iwTdkvOt;`eWu{kXf4 zlw8P(!sqj?g203_hCZ2tAR;7m#@z7YMGCl~zkdr!KcMsC&@cd|M*InuqtA(xht;TS zn7DYJzJ3hHrN{XyLGApqLBzjCM}0u)LQ_OeMn*4-9)gU1|7qC470xFe!?-`=r~oCM zUpq)`$w%mHP-c0JQpIBz$-1a#d$WZ!DrZIR?jRQS=J4c&S^E2PJIkud%C%fYTNN6D zXtPa(zyG!M!p96uOSJYfIX>6aOwG)&)9ouh|BcC81er)c?oTJ_FO(tDg417BD+xLx zKIUUuaCUcBavzQzRldufu^x*Eq)4uQ60jl$(b5}o}lhoAF8HVjonwhqR#SdKmhAo_W zqej48PZ9x?f{tk=ib(-A7^fnrO5ZGR^j!Unry1GcvhnCXjSgg^#l3=Izo~ufNb*Q*xI%%? zM55G}6z=a46zs=F7ohAAHH(uU$Jrr9W!a)zxXRMj_7st`l5X zejDj|+oR{6J{BL9e;p(4^56B2kro#8xvJ?d`4FR|KR<6dp-KW05{?iz<0!tY4SC&R21t$X zHtFu>seh7dLR1TDB0)L~I1uB$H7Vt02px+Y7Py?J;}iT|?}jYal`nR+5} zY#06;OoxowD0i1@Tj4GGQ&=^rVfc*O$loJi_*8e}ub3kaygZVb54}n+71s*PY0dp= zk$zTE!fc13!-vHedytQriA0bxzM_8x4lufrnEvzp{y^?oDM}D?nW{bVGW^;`uH^|xy0L}nN2`DU{Yawu zOR@4$5mgU>-2kE~WF2yDw8({>d~SGEOm%ti#meFKuPlpegn}smk&hfLCI@~iB%h6x zoM}6^C_Ymhek=nX$A0()x9vz<#8I=JkO zmzx?6SLrSLPB>S7vR0_xW_EFMK&&GFM)R~jud!kcrABT!r}s-!gte2WVOAuggxJ*{ zn$}Rzl6XaaLiyvr^s{qvW;#bNzovfclaKik7-(Mq$}Dqna4WaW*F4LU4>bj1su!n+ zu7jQ)vIctZ^Qk97z}N$G!Wk|oXs{v?Wy}fi_h&(J6FO5Q6jg<2o5vJD1|_w90^3t# z-vex;Y!1j0`6-Z14e&m;SuG$d+g?|vB@t8k=~FaG3KnEIlZk~mjz;2ByUV#`swP{r2`lAVWi> zQWu*dn|=iGJf$hhe19Nk1C|=<>rl+413SneL#hBHF+nAO-rG>JdM^d4>py7qLDC3` z!lkv@NU>>~5~!Z~=%0cYx@mC%Nyl(8ps7`S0sm^#NtoiN{%@ti|5-=m+yRFjBAwQN z&^2~ktUP-NaF;owruG?M_U8u$$K<7}t&h*^)v0Uv0wgLUuWY<9)x8_dIe4&Oe2_Rv zf7A4O))>V|-edt4Z)(m>1`kmiQnc2#&wz zk>`G)!8G?53uxs(VW0?ASfhIcbyAJXx zm6LjIwA~Rf8fea>)7zgWfuu_EPaoAEb)glOs6_2LoAYbBV>epmTvB#F2M05CGpAU& zn)uXQnNCT>T&FdCxw$&`{a+9GHAFXdLdNI8`hen6qSgN0lYWp$W{HI@r91G`%tUt?v}|u8>In zdh4-594zIt-QN1o_sYtiM^+stl`Wv;H{U^XakDVDNw<{OJ3H;|#*-4G@)e{EvJggM znd>Mk>IQxqfcfWD6jvtT?Rj{-D5w7;d3ekrLfkoowiPTYY#}Z2_xF#8XarA)jg_@c z12v?z6NkiG5CN|4&t^y zFGdB>B|V8QyTcA-#R3$Z$&AWq%ozwhIU|I6tr4uxhnh%>K_q>J9^8yB+zvA{2jOUO z6eLkDu6X>$ZaLS_A3vrcE)J)Ll9d()_(FS8ib!7jrOCm;!N?el1UelankQY5a6owo zSDuHlu{N7yi~6CC$XYx?Qw8f2*+?m*Zg@%XQ3V7AG05@dix@|JxoLBGS=1UG;0>yrX&2UV5&j*MQ@P?jzRD#;nrIC@JH^W_QQ z@WH)+DhoYA{r!*9cw7gYQ87YH@_T$d{0pY$hGO?=o;sD;bYw!I0?Iz5K=4(Pk(Y=4 zf&`dzx>5*kC}WXu*I`s-Z7tFwO_{k2r;pH@po5Oo4tbOt`~jvpK^R0k53v(MeH6jb zk&z#qzjZoQn7W%bk8K6d1@{U}c}M7xM#oqc*M*;x-=>4H(?ePyiJ{X7a?1)hr6T$_ z&%g4>(-dIbv4euI?U2JDq>;hF-C2Lr&yPbT9iYQpm{y#{2eCTGcBP#uE$uoGCRQ26_wtp#pz z(V9;ChZ9hyo*Wv=o7n{B=H|9hu^#Q&VkJY3>GkNpf`df5aRcL`Zu|KK4bVw7*7$^M zgFB3;fE)AWVq!R0rpJ2B6(4|i7C;7ZRg|*;^nAR7>$hX1%?u0}5y++Bf!&`NWP@xA z`Eo&C9x`16ktl_FjHpYv5}BPn1YIDe&z+7gcmmr@+`pC4Y9&D>IGu>RGIYI+xrcZ* zT)0~+d{@8(^Y-%6^}Osz_kbeEx%^aX*S8td(F6w6-Z^~I6CNXLrywT*{9YE|ru)%R3M0Z1q>M~>3ba8QMkAaIB zWJeQ_f}q>x?~jX#s_q*WUQ~J;a7OdtAytVO1QrfH|`P@U~64$sPrT&-%bui`` zVVHDQP9G2*J_^pdy8#_|AYmC?<#<5~iMN#Fx7hx9lvjiW{PCViD`UPZ8bn03Kf!*P zF)@blyY;Tdb_g1PidEaXRlkUMGE)zH?4|1c6*XY8X6k`M25p~W{Upq8cxA4B$9eL^ zQjsEW51j{h2Oec^L2_y8#Za!%YFU*hIXPibK-+S@7G|wbdSU4GAUbx zY~o=Y96!X7K8sE3>{iRMz85+gq@{W=mxzS!giIAEyJ2KbDLcLPk&)J%WDF- zz2pHLa+H*X`FZ`lTesDjZiYd5&SGbKtMCjMus)Nu(tm>YCO}X9!<<_aQAPAs+KU(X z4(NY|N1C$u<%aEqS!CtqF{v#TK>(P*4lOw?Jc^ZGg=0@aM@JU;cXdvOJoH4GU-&*o z2*BTLJ;X7hqY0fEIBadb5UQbOI_p87MGFETj=z^)^LV`d0|N`#HdEHe#tpf6wR605 zcrx&MpygS-rhuq~L`yzFd}L2YcKd8OBC^f)0Wbnj= zw|LyiYBG$Ui!b5;K7I?9TWr(}oz%8Qe1nxLn0$k<{RPAl&tZvQgJO;^=rD$;BY=rcDIZ1}GvPe9M?O=Z(sN8MzbLwsUZZZfC$O zXCv}0FtiRzN?L~DAR`Om3Cqt`)6|@rn0TOeIPerQa>=7dS5S___Fx-3h*P!jcu~|+ zQ=@B)SfCb~r8Nhe-K)P4vkxg8;yQ*NHf7g-{*39`Uu|A;M%}-kYu79?&5xtXqNj68 z4VIr_?Vi0Li!VK=5Rjmj1K7ri>k9{Ac*@{K@Mgxw#({x>VcfD4<|_*^5>e#Qrw~#j z4aXU7T7C>-K5(5sb>9mMyUcUU&nApOfm{mN7g1F;FCE1fHV&IvIebB27IK0KH0xpR z2NLV;;>>3JCE|r&?gvv8ceoMt0C<1M0_kQM!;hWPYzCW=YVs2x_y}3^Qu}G;22Tif z_>LSgIQQAvB#rqZ$UT7KUcnQ>cz^vQ@$o@gH74|W41fQ=XPq{2c!I!{{`m!J|JO6> z^I#6naTt=Pw7li7a!X(R{szhxC`;483eJ`D~f)t!=H_EqH>!9k%5KQKeE^POc& zU{zWl|I(*3GtF7TVq!ONK0Z?Rt9tz*;JXRp$2)&US~Y&MnirCp{BV1PdO`f(q^wA_ zxSp7?RUL3TKowls^9chz3%VNP?WpU4i-25FfC7G@;)tM6IfO(FKZKw~GxHm$ySSvR z=x4DWQ6ke!8-O3~@YOW^MEae@nZ=@m(dKyLAR#5C*SWa|F>%qDHH-a+tf^`0u(+q41NphEW7AYGFmv+a$hUHWnUWQR;mo zBc?NHctQv--ACd+eJMfCm%C>3=FP)r7Lorz9h_f@&ya*UkPl}oFI`P|@IcqZR(G_I3VQ@G01 z69y^X@{#(~x9YQgJ4MgCAO9R1yOYQMT(LttKtQbIzIz;?nNi2fnKbOry?mc>R3f`- z=?9K%XevN4JoNA>gHx+kj619r=V{qFVALa;B0|o8;&R$_DmQffqXpVoO5-EtwFG!^ z+AiNVk=QRTuAiyb=OZb!xZazpch)c0J3feGhQEUcqZ_ zxOpWZ3;nPJ_A4R(6EIyuZtOp$8)5SVvpT}MPYEfIs#$=G{w z6a2xTU|rZ6p1=8v>kWApcnZV)jlOEfFTEM%5jBijR5^9(3swi-jAej$+GlCU3weOf z<^bWz&Finh(twWYU#&}7zYf)OFsj;n_nyA5E(l@F~Mp^!e*7S!;oOMC)L|SZgsi!_4e|KQC~P|oE+W>(;yg-9(F%TH~#k? zM0p5k5LF!l{arHo!eF(bIq9R>5==&d$fSAtRL%<*_S8?}%;}TSdQq8zA{;tz7^d%3 z@c1o1_Uip>g(&&Jb@4xYk!SAscpi#&SXMpMG#EWyEu~&r_8iMVFYg_{y?~LTo+oc2 z7^G}EIR5;(J|H)L((4U7uYA&?`;S3<$G_}_+uoN2r~&v{QESs*4sX(!p~D9;+04te zWio$_j3`1fQoI?FmF;*#L#ofp(sdEZA*QnRCo<^K1xi(sD70fjxuio+52nx|J>?Mh zQoB(`>a%TK9AKdf5&-8wLsN(1d`ls#qm-_pj{HDFcKdf5C#Nw~M!7-mRf#80YUCtA zNW(I}uyBG%gn{Baq+2jQIIZ?1m_90-`?9U=E>uq}EL8NPk!_ty)BRB=P`u;a=|_Kp z?d51CN_pmD-0rUI!)#-VWb%<+Duf_v@j~FOYaSs1M z^BS!g&C{o0taAXCr4Vs-S$;L7r0R)ae!ajqISVJJoMk&8g3q5f__maz)3yV?e%c|9A)?sE!M0Fozlh)># z6>b^WOIL*04NV=dB=*BQ174$+2o!J^ShHr0tM-{Dbjc7lGm^OskDh4d=DFSiGzP}8 zPN)JfESsDAsZYqMN4lBl&qMG-aJan?csH6?%H#KiAR-A$nyP&2xPk7UX#3k4B0QG>4{)42m>SZqi2hliv1Xx6D8#yao|vWqORpmCzSl7 zo6#d}D4-{$P~PJfN^MK^iCk*QQ0`@T@>1?lh}RDHXy=S{Q?0S8Vn3Ul=j%7jSJDlV zS?D>}y9ahN8;>lzVD_*V!`J(Oj|ciDEzStLIrH*lFuNa(iB{1+k6lGiVZcUc^1Vp+ zcYBwU-E0+#p^FZoILvvAI1Y%dGa@cGq54 z#eEWZz$sXt$FP~{a?-}>(=IXUfJZdEWgWxJboIq<-pntF`>h^!s!zfk^iGVbK z;GL9|1iw$)ri^e4OFFmbYjFQ%S8Om4a3)}>0s2J2sT%q#(aL-s_wN@LmUSOKr>3R` zLX3a%BAr>EQE|AR3Q+29P!N4+^o4)8`6;qHOA8B|0B!wSlmJr?OQZz%&(L3QN<)(R zrM9-Hs7UJHG6l6X-OyepR=PstrjMO zq`f-;w&T7Uh0%ZM*w({riLeI)JqXf%i311D2t-I->1f)fgEqsefm^>6TxMdPSFCUW{%PodD?>T7C$kd~&VCd>>Vw}z}6rVLD6Z1~PiGZ4w>HyG_6Y$I@) zu3~mfKnR^db!bAaK`zC(?7Vk;XewQ{yzi?OTK?L%7}K$Gt>Jot4^tE5uYEw HaQnXia@)1T literal 108616 zcmbsRbyQVR`z{PGLP`)6q*J;Z1f)bj8l+pgq`MKMOF&RSx;vyhL`u4A6VfT&@J)Qq zbH3jh=l$m$?;3jy0oPu8&AIM*-`9Oz*W96s@{$;6glG^1VMx7w^A3U#d>{z^8U-Hw zg;})iJNO5|@wJo+3JS{HvceMhmB2|{!%5lJ)XCMr!2~k1v9&f~b~JJ@F|lzpw{wq+;k?4Q@a;x4%eJXp1aZ0;;gWC8>4*5CmzjN?|yua{E z3tmn*OKBs(`4yBHG{eN$4e-yN_BVTNeChpZv^{8X=j-aK&4%8|R!lU^?{?5TxD=%R z9AaAy7DvZW?fPUu_NgQPqPrETIYPmra5>{yTrW!&>&-}WiAPbZ^+p19&X{U^Yia!$ zGlp9^td^%1A3`e=#;-HBtgV9U1lMg)YHUtzTB*!yRDko-BJ&P6*$+d#w#z}*dt-#k z5y0X*FYw53cetm>rvI_+&p3Bls2urB$(V>=jH&c@&m#!q2W(*i@eiszS3+#A_+tD0 zbwlIqzkx60FX#=uArpoxgM)T!OVZgkA1-X4W}1Ofq97~0pTeW2vZz=02vYGpuROd< z%7D#(Twx^8p$T^Rn=PN5Ik_(btr&yPF}?597$Xv^>GYLtgA zBCmhGehR(Z)xkgHAaHwpA&0Cl^!DjtvQw}Y#zK8Va7v(#oX4N0HC);Q z{uwV=ORDkp*t4S~wOspQq`6Gn^~0h)-K*=xeR-JkGbooPb-03rt~z|gz&FW@@7eP{ zCy%a`EX%?C+W1w%hUUcxo=O+ZmeqrmBtsDL-#V&dJQC(TJL=ttpom}m+rFlYFxrR7 zMNP&On)N}~EAtuJ;C;RzOV^ONw7S8}r%rk2drfvv_@?CpU0Gk_Gi5vG{qP-R&q!i_ zwBFLP%w$xlR>btZ2LG>8+EK$A(gD0IBGi%d+u@ypjAMMp)^glUN3@CdR<7~XInn$r zk07c=>$qGK;VKH;used<20H$y&BcR#t$Xz*ZT_eO24#{`eWN@xt_=MYJ#X8rdYZ>y zvF35@TO9wo&0AAQ&9bf*x-vGU?^h-NAwto*RT-|XY<>J~By;m;QE7jR^u0{|*QnhA z%IFI6qq{#O-NP=r?fu#M@cFVqk+rl86bc9Z*9vj>=oYA+$D_Pc5?CJ`<0c!)ADg^t z=C1F0_po#ZWYeF68Pj!>`xngGSS4wuPWE+X79Ti7Gh{uT-dQO&3To>TO@92H-e22t zM*xk>o*;Y3nQU3E>4*38d6Gci1i1vIDU}o$2y$UV!-iX2K|z*hi93P3D{vydUlu+k z2P;{B{f-+y?~RU_VKPy+7%{@6JFr1~IcSKM28NS35#*&O*+$%XrS=BlvRCk!vhZvMDrB1w~@1_NT@V`T|-M?}o9 z80mJJ)JRC33~#krm;4FuC*k{tAaS4{KPIo1uQ)}n#7@d9@kEm23>8szxQW~ zM~Vh69s=lUh-6AMce>huMCRlW0m^;id2~yjkcta^bCGVLr1L$cvk)(${7 z+Om*qA^SOQfFN@3uK#`5@sIkH>Z^VVt0GxXI0%P-@AyY+CTVdCrv%xQ{c~ zjl1fXkRtb}m-${a$q@nOR^&glj4l- zM=%X^a_3FRm=bcwc>>t7K&XNDgaHZwGW&92U8 z;{5d}tl!v{NRvo4ROqUMjPN!RF8#jgkoH94xX5xx-yx@i&M9f`GG#AC&j6v7rxsC5 zZd#Hga{Crt35Lp%rkDF9xrrYnMtHwMdxe4~Y~#CF*JbXmhfHd7D6vhC8@AGn2|@9_ z<<};fo@raNMNr!kr{~ciy_jxb`nz=0FQ=YWTzce)ke>a_k4|3#FViy9(eRFRD@@X1Q_9{q zg#)UdV8oU$#i3!(Sk68HIKNYm0Kwrmu$taVWp~UBBZTJMCnrg05Xk9xB!Y17|K7LU zIbEX_uo0B`8~oDb6DI-Fm(2G6>O0q!EVt?-q7EMIWB#S-jtePII#hW)R^Ta zmQ6nk63$O}9Ey~}<~@9xBlM5tcX1wY0F0NpATPc2Zh7bqO3yA3y6}BGdo3~*)T}CQ z$um2=|JO&5Kmv9d&oo}O$yVW(^5wGu^uFS^?vTCW;7op{S%)t@i(RSNlb+Mnw{{s8A|5VE*pH9ixMVy>&t8n;$|Xt|2vYNSJAu0@l=0QvBr5b zlV?{W^4AqGwiiQ{2#n*X6qLXXB$ZJfcWEDIfjf{yIDJ*3A5NYw=Ejt@{K7Y>mn-zf-^xGgchU!) zd6M;h7h4!F&#{);8eq2IZq`kxX?D(YAo1T#niIpaKJ(~vdtS)lFe0}%dFf=9baK^H zU9ZgXHU98qa{X&MhJ!3Eluk{UJ~5N9bK>&ZqYtE^pYjg{Vb^=CDZv0F7ur@bWC+Al zLXl||-a@rOrFmhgRq2o7Sf-}Nn<*Lja27u1!a@2s)aGxAq0h(SZ{R6Bny3QhIqitT z(2_lSP+lM9n)S;WhqplFxM2W+fY(vSK@2+pjUeHgC*PT}8ad0uNoS8=6TH@Tqh1?` zEdF3)tjx?Ra6&knP&aXXR?}MtmXoMUzF?t*2iJ489aobkG-F)4iJcifV^R$ z#CXG(rqerYiSn#`VmG}9-R@l`7;7Ne_&j=Ak&k5(nIh0klAT)V)w{UxFKw`iTkfBF z)vcj;kk;N#u8|ZEje^k)S8WF;tcQNTYF<0q!a<63T*lSn?QT0AOYJO4?qs^cS&)VN zcJ_&wnsVXWjz9bA{mO&)Tk9(u-hJ0Mn25k0=P74Biy(yGfZ^@3`3hRqYY0f-P@O!;u$U;jvCnm2CE-$* zJ{wDRWI+>@g@c9}1>NutY1G8lhk7Q$w$$}6G8*bjq%Z2ByF>5q&x)u1p_f)ldTW-Apnz~oE)>(JZtZP*_4R4a8YuLW>36w5x|3LwA{wr+ zxUp~P54*|kR`u~u(=&==+ttP@NX*Yp-}H7r2YrQ}nLP8Qq&GdDvxxNBD&PL4eD|-L zndRdN%}0^XC!ADGo{KGjpe&jEJ$jXGQi%0BV~hrN6s~*Q-G70j^1R7id1AFch7!To z>&8k^&ZZ*FC;HB@TeCFD{>mh+OZt~HKEY0z1YX7&hjP_HplKn z?>|&H&EDF&s%JNYl6iXPkPR>s^W)q;9}m=yt@7H_t4mdadL~^tYoZ^s^UqGosofP= z&n?utBWWd5KqB$Q`|s?yC4Tl;9=jyRC93ne5+83rThXHy+Ua216?3v`S4eDEhu&{@ zV)e#HG$?_9Np|ExXzOVs8+b+A9IpErQ_tbaMZ4GX*8@YmhlciSQPi^>hWFEuJOp5i zZSqp9&T>p~Sp2u#S&tZzzehgOpml)KPeTi$A~juWi!_t1C~jr=%*w*W4I!-XHxrtd zy^ZqlkeFEY(72Lr^<$9i(65Iq{}Als2Ze}dW-(9>XYQaVYa4Y8bf);wSbhypYN6P; z!GQkKHI7gRkbvHac*;4BA)9T}X2W+!aO84vD*6Gq-P?~2*>$tMv(`iH6QFlW0yyQ* zVJEV!&hS-C>H-P|5$MMnEn_jXq_F|AO-QZzSaiFD@tCX8kVEKS7hX4o{ZRkd(3L;? z3LudD=jTr2Ps$1pf9zzF6}8(AefT7>7E$B{AJQ~p&Z44k$6#8y%(RoD!GG@e;q=|s5PjXRRoqz6w^_o;9YGxIGtvLM z>A&_{9><2-_M1rTL*6duHf3EU-pQ_DjfjevtI^qqe7+&@a``J@DQhJzF5aKO%*oDf zz=l6NJBv*t8xk3*It>#@NJ-gSTQe~<>@emyJw0u`+Ag|2KX7fRnV;8TWi5j>dot3~ zpYF~$UY%@VlD^vPm^38&Oe+uorW zhSJoHIcIUOu{n)*ladIDh=}~j2U7%i4S%8t3%AOTpDncqCZfDM%Z7ztn1f~YTj_`GEs0%gNH!7hTA_6ZZLy0b?J=}y@l2Z$xUn79Qs?# zrjQ_FVVJR&y|9f%x2T`e+=ZtD!;^UjMvf5w@pd!NSAwbi%+M))- z4|nW%;T=hP06Q7~!7uiE4t+^z;5Cs}+Bb%BT|f)Hx7)r<1DEdX?1X!Ne|O8kz>q&Y zHs*NocX@4X?R=U0txlUqeyo!e?pjDX8-`dIQkUmCA1EQ#AHDJdz6nD2$UHLG6J zTLp!Ksj|fy>$#p;(}5&z_oLN@hK6t7zOmQ{o{<*GZWt3cqd@#M2y$joYO>S5aMFUP zXo1!vwT*NB2GiF?fVYy7(XO+jAVlgm{gINA5)cs3WmqweOe*B{(&!hux3@QcN@+=n zpy}^#{a+XBYMWh8|5)&us;6ak=Yi~)?g!hSyjuI*Htn8 zX6k0Fb@gpab#M#OrH-;@qr!29GBA8NdMwlsu}_wMCv~My@g%T)GwQgQB}#>$j-?fl6$|rP+GvSu(QX%%lz=BsNJ!}6 z;SsyWs8+1;!!$BC*ECQ2;y}>-2od@fK|rZ0Guj@hwkg-0m_XX6q$S~pFb^?!4}I#>W?g<_zO8!`pjhXsax!kMF1;w5$9`u zPro-Y*<)S0J)7-pTP4OMWW~OaR{nStzqhPdlv+|XMUm|?&YR}lk(fy|M^9~-4GrX{ zLB(JA>N}I{?C6d93MepHv6aEht;MPPLV;*}c($%9;~>jZSjyLz>eL$=89AP8jx;sB z5=zroReg?){o{SRe4yl(HnGx`cghUcPwonjDLYmR7&PNvhP_;NVBB zr-EXF5!a;BJ*Q{aC+9azQQwbrJ8}a+htwhAvG6Yhud9N{PZtjSSEH^1IwT1y!RbAkHzmJv~T~K-ES9rRo3|TtP2NlBcH)R)XdIn zsk4w`d?Mq_=lOp2cnemj&0zu^NgD&QbO?XseEM$BBsuYIOR?;Rlb2Ug!YwR>3gsxB zN|;46#9+ER5(#p4b|xhyjf{-MK{ILhf7BU_$;!e4tF_g)u-F30Ee||7$8}jKzpzjX zW#qmarJU-0SECvbY#z`)++@rLL5zO}h|NJK=F z_w`v%3?*DT$ewg`D3Gk297tYP#>OD2ZtU!MUY%Gx33gm+g9B-RnmPxZoiTfNbFAIy1P^BMQ zhzK>N?dst*+KB%Slk%ovr$cu?XT%McaiexWJ{l+3Hnwi1x~uH43?$T*D=nOy*Hwlo zwp_(c_`bXo%^QYWGQS!L9C<95CCF)NhBa)>S)sv{P*h~)c_8gv+@iYJ;tfa6!Qt@d zS7hwkRGB_91k#s#vg^@mF9-#>)K{0FqNEA?-c1y#``%reK`$NGBa)I%sLN|=z?g=z zva$vS259BK(;c*wpHBvydcygoD+b-wNE;ZCxHW7z!6q7^bl6mzVWNPp9JL@@1h&iL z=I~f?DF1=LPEA8O5bV|T{i2JJM|U}dWq^8Egay9vpPh$0G&W;{hE+7uickwm?0q|taJ4@XKu0*%kuaE4eflB<@95j8R5F9W2q zP)S@KG@^;9{B}_{tvj6faqbBvOr@>htylxYifM*%v?m?SE1sJsapkB_{QI6hFK9-; z_k2nGsV??q<(pmwsY;)p9OKWPbPV_>zavv9dK(b%-uqX>fS5TB&$}l|D$)5zfnL21 z-K`|cPDS8?c=d z;^X=F_+s>ZC@Hf5!f`dpsyLquZ?(PpSVA@};dzr^ULKXgp1h4*BdV1JTJ8K#>RS7f z)0ZEu?V^Wz%j-Zg_Fm9${mSH3ZcoPGRo;#l|D7Xo6S=0Hzx0%~K0mv(4!sMYUrJ#& z+tY*m@@;og2KrEMf9aK$xiM1#)+h~dF0H46`GLqNe1{@NVs}}MkGkUGrb5Lz!d#J& znsfr$l=Csd9OwGjtgsls7a!=L&tJa=-%*3SM{}=A%JX45OEQ{N(4)$Fjz{I4hDHdF zLuc7J0iC7)qqgJqz}lo0;!sCS>^ zq`S}Q`y~yrsd1W)Xx;6aD&l)jEaKzn!xUL?9!IJ!q98z=H3ZO?$*(Rp2kRe>Ct2$w zb?O=D*W$x|zQE?j9$%CqY$Jsr_iFbPD{aTP-viXPG02EcK3v4# zQd42&2AvTR5yQlk07T;9;kh%e9$zkcpXAh-nx8`~7 ztl(m&{ry8mkmdmoY+xxw{6zubMLaino+RqwApZsjeWPncDNIh#e{1G5+PTBBOk3`uQ(BQ~4W@FH@|DRyH@y&CO9D0s?}P z`vk=%=bcFcBBFcH4%5@q&&OzIQjn!^6zlH8%&o_hOye3Mu?+ zTU(cx8)>vuRBwHXDx%*3>a#DcSZzRsd%xgYc~rdcpa{_{53^CQrK5}pQxGpUhf}SV zl#Fgkw2-Fxl4Z1w%MRZYc)z37jeH%4LrMpcJmVKKQLV*&zXK0D895#JzV1VQ4^$fx zQ$dXOf}$EKv|BSOo&85Cc~wKT*YtB1%0n}DPd_>n|AJY+WqxGjaJ4rsG&FQ;Ym1ti z`ttHp5@28Zl{YFXI5SFN)w$B@B!#?H&h>zT`a_>XEI8Ygz1bJfh)MjC{GeM#MrPx8 z;ux$^NJuD_x6x#E9~`jx0mt3x3J~PcBmy<3Rp+%~k&ze}7%8vZk1&OAL~sXF1qB!x z`@6flhlXq?3gx3FI)zaD8?J(duMzxWbFY@}nH6QHwPR2dSLag_KJ7XS=cKn(0B)V? zox~d}Mc)$9TWw3vgfShPiOOOc-s*Zqj^?qd4=qE=@rlS#FJS&EzICK)`!1eQikKv# zfASEF_uOI|SLM$atyHMWEU5uNZ6pg0s{c)qwm51=<0Cj9H(;7YPqO;TyqC?P@s!Cz z6P@(cw_WWuhk8*_(M6wYYca9Tv%R@8z2@0aG=ZSprSvECBh1lYh-8WWu$FO zIBbn({;8IYfInqBIDy#N*V#}Qp~wc2WG;gONf4iCp{OS5}W*2j-;r|^yM2%WnT04^^VpdW$Epz?GJolCfvR-RlYK90RdUATr=_XxREg@;j zDU<}c1LL{R#+zn&J0S8b4g}~#V?Zz*$3L@w)Eb9J+NVis{G@4{4?20bPhEX}(swdh zZ9y-!2+MrR1z~;69}pW>p3K7f(lq-j<|5M1f7bt`&nZ=;WdpOIun=@p>gwuv&!0Ds z)I^|v_LXl44V6Of4C@{2ADpQ)k+HBS`1G;(y=ea{1F}*;hb#C9KY@T~#;iV|DEo~m|M$9*RIhK)->`l{#=Gaep| zDrI>%dQyC|OX`!Ek$@(2+2pQbPV|UX1$y5r0Xwyywwc5EK$tZzTd&Pco#1;!$7f@k z$*)@AF47;j7<~*b*H`q+`v&br_S9#CtF%J6!1s2kX}Hczxi@moFC= z7pFT@S$tEuxuZh{lv7Gtb#}{lQ>(h_Isq95CDsFYhf^@^e!N3C5jxz`Xl>Ss(|lQF z7j`>~XWTIc(9-odZ(uTbI@M#=nqu4GFny?P*3)VyX?iV`swXTF7(rPoCg3`U4m4fI`m~ zAlYA;m4_Ik9B%Xb$j4>VE6jFNTyh97$PX~F(Duwcv(Qc4#5~1)tp3l0>QaBC3mR)3H*oQ-ASJj<6-^seTvoc834gOj2=c6C_sLQdg3YgN`fg$vxah@%$-6w z^6pn!+U;rVSZ1zP>K$DpDlevMIV*an5XV3(FRfe>c=)T!%Lc~AKi{*BPfVnI|Lz|U zKz%F^eG~Hb(9xMc*%~`NIWgx-0z5==@?4J0*PbS27bku}1_n#e>4AStQ#Z|?m z^1d$@KL`c%h4>Qa)8;3ea~uw?3d8~n2!1|3RUNIHrdz?V>N7oRl%M_txt!1Dv8j&b zNB5T-TY2vJTX|YPsT*ckEDMje4uB86BfiUvPKgFVvzIx?i)NFaCSgG7F{RRZ(yOk} z#MFe3BjIJ?C2rJp0sBKq^Tz4L0is`v_caYQwY$4}K~WJc4UI$nJiE~^omQXQ+g zI>b+(jdB(mX=ab zP~<73*`&Cdnwn;cqTD-#Fih?N@joO95n?;3RV6VF(ny2#1oLh!n+G%D zcFT44o9|E@rd~xi~->UC@3%i)=`LELMUa=(sVDJghINIO4EFvIxDgp+)JD#_7HJ4 z!?i6(+ah@joa^qc2*!}Q9S&xK62P~Fd>p9n;_3)=f$#e|I;fp6ZF7m6O!06#*yaD$ zLTUvue=v5gcAz#=e^^5B(_kv?rI)?qM1;(lsK+!N%E-@BfoDgT=^6Mxs=~oOg$G*| zK4GDEZq)XEt^t0o;)D7y``+AKLr3TLvK?q<8XB3WC1n&B-DD?F2QX-#s`Tam(Uvuf z-YZpWer)}OH0QqpNc}+cd;GJCj^Hm0?4V zdnzwjftf5q{`dU6wyG*3I$9sVqSoS)^mK9x3Q+*ufvg})gAJkhUx1P-5lyPAq+|~e zRjE10CB?l)E12d3t&RS-_use0&^aS}!lJIvo}?09~o|JpV4iF;G$c zP7$cZ?j}wo!O4uodDY18**@?HsT*U{$0@~#KkhCONBh~e z#I-p53RVUoxnQZ)&%mcYDOP;8h_Vn05aU@_Z0lOvH$OccOS5qP#X!!SjvXn9wuAO{ zLDTe^VaJKtHuBC;WKyzP%w(uX%k{p1KY6KcBOpuIoSjce1YGRubpY!CdP7Xi=%65^ z-X*}8|3_8h#7770=tIhFbSW7N9#%#1*QhdAdi~lzCugm-3_Jx00^9^XdXRBFkkO#k zjSZPDULKw(BHk$ZJTN=8K6swOUAFVIxM5J6!G@)|FS^21P_+~j&LcXEW7=IH#8b9t zILZ$2861l~ZKd~sMR$*MR}_N>PVeNUL0^FsP8@vT!CpWxpY z1d}TLo(&u0feM0AI}MlEF5rFlgs-l*Qk7r$#I2T^pvUQ2=o}5y3xDUhdm&<>fi<@l zwo^IZ@0x9B%=hV6n5D|IR(t)K&Z@r^MgClpB&r1VYd>;8g3b6=DM>*0E3KTdArXQM zV>a`T>?+wT`eO!39)XM?B6jb(*7w}i_59Z_iIdo&jqaZh$EV=n;Gm#bN~R&80Rma! zqllj#C|3aLgF`Nv$9kbbwQw8Mp8dtvw4n_I5pVC?R6$ShqDd@f(yUyat}t5d2h|z` z4LJUEM+16db91vP9O22(<1~CBB`Vz0_or;CypaqcNrde2(uz49@9O9&St9aR)Gaux zfvkWx{#<8W=gANTrt@RxgQ>&{9WJ!J>*<34PJd*}C)p5nd~(CZ$yf(R_O2L4H!U9PEJNEmi+gZ z23A&$rUQgH$GbC}w6wG=UyBL~EUc`w_4J}xn#;-#3RR0%XGwxPw*VaWJV+IA9bC|j z;*`yK7frlX>1#UdN_6Tf{aWm8udUG5;h*lOPoF}czkm1I8qEPpqm!ykxoh?+412I^ z4toDz@u518zY)suAQ1g}+;ITc_J>6DMaz==+m{fIL{}ae>JPmGILI(#GtIszJQF)v z_*=a1oMXS=BkWQxHm$(v51M@d;E~uA+VRl;J6+5 zK-+gp(S%wHHcelT3?R}9AAFR_&3sLOnZZ#~ulm|&%mlA2cXs_r`2XReHSV9wwwO_X ziM6rG8qh(CKn_@59+{qgo1yqhP!ItDq1I-hFfR`o0@zE?aUC748AVkQ&LjeF1AF%K--Ioh6WEQD~}bam(kGD zc6W6FCG;`$l6deV0y6OaNLege(a_Lr23%A9P7~ILA)K`wFh2_i$O`Qhnql5ATsNHQ z)AIhpzF0JEM_0M$t(GHg;(?@r70O1(>uY-s^VB$x)qfT*gl=w(;o4Y3TgSP21-;*k2u2-GfU_rjV8}59+CX zAXHdg591wp+udF{dwO1r1wV1dGP1V51!SFafr^Ywe<(IBL$S3+o}fl69)yBsvS~|l z+dE!uuvhRPE_|7`>~twZ@CQx};Ne@oo>Vqhf$|yY#NncSAHSALZYYT9BwKt*ayCg| zI9PA@xcQ%Q^@^u*;seFA286rxKIA9S3XM_JaAqD*R>Blk|- zeK8+}&u;rLn&Znau@a;E+)!5e+({Se5Q3)m3h3o z`y^_xOWKkwY5-iY>391V*A*v5u?DZ;4qQg8`2+U_I@Ci8KcP)&l?f*Ka0MpEUT}<5 z_)nDLQZWC^b&f9kID$FU z``wvwdDMInM`B_kTpMkg*NfBEO>H>n6)7t}f0BG2*(g}=h6Td&!Jn})`8 zd%U3XKwd$Cm4QJTCcyy95DNx`y?%>V{fC*#GsADP>wr3WKEtrPxTF)p5-Eq|2h2(q z7~5sv%Acs@HbW3vB>&2iL=qaK!I&sqnZeJDd-iH>QX9U}zlHued66&1qCdew%E5ws z|Cd4e-KgbVSFA7d69^btiSKm6rJX+fo?fTHFo}mm6bl~0W2C#R-ugTMuCcbL^C*cVq-=T^(!c$NN=m7;0k})v0ru-oVj0va9 zlMI3w;tbAZ8hz!RtTnn7lX7e<-zXbQtbavw!vNk)Fj>H&tVR7ra2OH#AJ%B;SqNC8 z5xTf)rT-u8)Z`0pGabh5-bt#->hKWo2`a)uBU=6 zCf*dQlmjsX_$Pq(TNJ@BH+S8BEmoNk#UKCGMI==a@g@y{giS3eQeJlUIDf=%Q;@{~ zYE>`Q(bUn2@Zg7Q>*;x57yygP$;%t;3N1w22v){PWJt9DZL;KX@3V}z)Ah|Vsv&xP z*Ie}DH8?iX$yVdXfhh#&f7M>Zpg>xA-+({o^`$wU)Zf2hcUb9-P-!T4#^^`po$LdVGGt%Z>cVT^Dfe1;iaS7oU?5OqW?4? z9zfO=P%`L7AzyOt&Y=3Z8OfqO&di|tHbIeoAjQ{QDtFRAE|bQ*$X1p7*;^N{Ow7J( zFB%nV{nHjD?B~2X&z!B%0!KIGsGemI?K_Z&1H2bW#5?Qh3V=?EmGM^*eWL=^94Nh| zg%q}X&@IFSoQ0VN{yZ>!MvFp5nqnj8N36+~Zcw_#2(sRWU77L_@q;k_Ixe!OMbKGU z?C6h))RuXG;NQs87gZ(5=GwfA{2S^MznB(MNeE|pN(M1o&05^Tnhb1J6K7uO$pEjc z=JemfOb$vs2)Lyg&PQWzv4Fk1>%~)dd48G?OH+1XaIWr#)4@UT(63(utsGQlT;0EZ z@dL(=kI#Csg(MyyA3r@3u$Qq0tCHv#+CCXQF8~!!{&4saQx)dqRNE}@13A##YL%`Y z7HPb~$XfG^2s*Mn+J1CuOrigCs9-P#eazHS8P!s6kH`S}tds}`c@(dwild2+m}~)E zoLU%0W$B@JN(_0>pU2L6dYE|Z%vOD=%I+{n#DLzATOMPbd^x2oyU%%B_+LT6BBk8$AoTwb6siT>YOOk9Vc+{AJuV)$DNGN-g`R|~zl-9zh_5!! zDoFTBGTWp`(l__>wUUR329Oc8vQZ7p^J5*Gx3(E7gL_L08ZKSolQKWe>)!2v?L%Ng zlj;UepASmOkW_b}Bbs7rAxxpg*P9J}M~@2vy*^j+KxuLDe5_7&1u{bt<^!vsq>MEBL3?N zJMVdq0(k+T3WR^`kMt)p#)mG1PUV(!H!Gd?oV00Dq4T%{C=5Q8_o&YPG+$|fBWj9g!eQOvi)wsE5j`VgG$Hpk@KgZhK-lYoEoqe$ z7Z>;G(~Ruw6N3dZJQPGuvq5xBOfoL>VL*L4IRodOIhYDt+qBQ00i<=J;j7#lv`_cgi<=v?OEpgqC*}*2vZ84 zPihlxu|y1KKPRlsk;zeg_>h{T=taAA8ES`?f&@uxZ3FG&KbR5N#et2oy}ccbVB`4m zpxlI<{&*9c3j1!^ z$o+CraIAr6&;fzH!KX#e)>el*;B)xj0t0diW~MC8<=UA3i(^VwdlrHeHV(67u+OQh z$5$|kS@ zc4y0aRYvm(9MwAoO%K89;w$={^QGs_g?+y%qq~52AK0_Y&vhKNI4wqjjgbly6BBfj zNC6q8rTeR^IK;%VH10h>J@~V-lBm8Akzf}JknV)OzerNicKN!gH#nY#^NM^k=N3yZ`rU#iSU zUZ|>00I%QZ=sRBC+6SB4>Gs5dOUWG=OCT{^R@EDvOGW3ZOJtk$g`~)KpPHTo8Qod`G0|98M_? zf`Be9U$8rL^!j4==m^#afkQ-qjEhtL-<#TuF@odI2Ipcar-PIoVzQ z9s6+3a6Y~PxZ|C- zvqd-o2R5}#!sgD-#@d>9@lLYOFxY6(_;P3emR0G++r)lleW!J*OUS z@wR)JdW{|Znsr5eDlkdj#!a<-eDYhO_k%&h@87%6J>a3~lv>IsPl5f&RYiC#O^Wyh zKMKkK8ugQ>vBCjEPkbaJFX`4+SG{ger-08M9qGY;7Do$e`u$yN0UIA*J@^3-`-o3* zaVJ&xe!|EUT#$I13L!rVVWw?z<=t7fU4Yb*LiwY6(>C3OU0kyO7LX>B-QHSS@;ma| zx9JfWQLfJ`%3!=A$mK0=Og{eTesfU~87Zfzh!x%aqq^FJ4IfzbiP;T*0<)`tx`CZt zc|d@eni_6+*Y<3#;Q=bxfI7C22Z@wKw{&s1g6~?erN#{d`=PSYX4YvIMsUHV$>&C^a%l<-+<+hfTLQim@q83n zIykVkupl5KYqeYMa2+!)PFDRtzC?kM21q{fy_>v_Tvr(dT#JtHF}b!TB@FNyP=F`+LI zV1hft#H_8ZR#j8uVPn&1bYYI}j*GxSK?K#by0%tbS(y^$HQ>oX7u?+)+`pFTH#@7f zQjLsBn*REA$9%n`fc@{7%a~49bhFDJP619E3*XeW^rb0g-?slK`hhpE^WJXWZ(nkX zFPC#GO{#*r!nR7Eiu}pbLb%aC4H7!|qQo!uzqYVXewJ3ed~p|aO%x%I&wiVzW>yS8 z3eP{{mR(+IH6-)KB&p+s2$LV9NqhO)Z)Vuca%*M4Vv z`;p;c(0Kw69XVy9ER86Zmyj{B*RPM-KB^;Dz)j3Or8wUR+ z2rRwtk4K*B7xU$=e=omG4_U+!Jm?1B45Ge}z^kSb*WMv<*O_)BcCCPF%pY`?7E9no zeJx8xh>=L@7K3h8xF)#ZxZROQ+U>jmzI+6{≤0)@g|TX{(gO6eyA_Tl>oS1md-% zrbzmHwt|eG*W5|gEZ`F1rKzo*4DeS{lE=-(A(&U-8+NsCTXtW@?xYR-3HIER=5FUIJyKGp%zcMi zsG@Ur8M;go3&qWTde zl-6o7mJ4iGCwLuzbOlP`RIw%{!T*o7w}7g$ZP!I#3{XT=Km??uLqfViy1P@lLqxh1 z5dmqClJ1t422lY4=`I05Y3YV@^L=~$|9AFUdylowICD6L6UGeYJD<4ktDeItmzk?* zXrMa`7f#E}%3{!~ttc$CfvwMREwptO3W}Tt7hphstuwaai_eG;&d^@JIY7}=z>=<< z2b#tR{fv zGvi0>;)qWB)Mp%Oxc@Wx0w4dp=`_seCYb?8w8ny7Anixo{V%(I4dR#)`Bij(bf3`vK@@65hWjymyb&diWvo!+{G8lMq2Jyay%madD}))}xqx&OF_2 zjUG2vOFrBx`$PAK=1mfT&JU$0Bdv@DbTV`{fZ?m1IBxe@^dO^-%x}GDO?ZAn^co7bnb1{4KI>G zyiR4yeaWcwD>9$PtHFzQ((7{c3n8`n0S0c(;yq)$>?dppe6xkQxrnb?f%@85Ia2d-pIh4!o#qc2WEBm|7rcy8YEjcJniCccuT?bRLhyr(M$sP#U868LIs5nr z53BjgBd+!1h0c*~ukX*=qHYVk_gJqH4*X-asYVcw%k?n)v0>^rc1G*7t}|A@*oZB@ zFXaU}*?PgIbM{kBLpdwhMgFD%rdup3$vJO7;H4??KDzp-mThW=-zO*HeiBLwuQ&0# zyYDm;T$@fB3j)7t#RH3vqyjW8eV(Dm1tK2{Z7Hp&reCYkP#-J+{DYu zTK@4PmmFFiCRj=pq@>)=P7b#gI%hc*a<Qr+9mQ?$XfJ(>eST=$I&% zJUD!bKcaDP!|)ON;Wa(*_z>QcKg+2m5#&vA5!A@oG-k$Q5V?vlRzHgOude2NYS(kfH*bFTWk`VZ z0^|~0grQ+!3IVc(Vh3abh~|n`c`j4bVsFO|@e%*J#w4{B-7y9TBfH3`1$qJ(wuQsvSn*L54T{7@OqHORo|&mbv7T+M^c%W)^&7F=QEAF$58`0 zym;yJF=Z4LsqPG~XvaSax%v5oAes{AddasgYWBk~$P?C%`%Ci36ZX3}U*dJit|Ep~ zhpm^-wLO2PnNNhs=HS_g~IIhJ8hTj zXc4Cr0W5eSczYb&%lX!7tZ9wW$qa7%ZcAZTd!#|!aweL|dxwo55O2-5&azkhS}bnT zA#7}HUt{R)21z3%i;KHOG462WScpff`7MK-A|F5Pf_MNwanr$EaAYLb&!sD1)G7e1 z2BaJ6Qgco?7W~@mWl_?0?@XlWV)NCp*p=feyc+1)-{@PpC*Tn1pfY8AA>1{x^mvIf z7$BXM-{|Rq`FU%9UqZkYLp)}+mxjXPy+(I`<$69*dDUZ?q1RsS2y#A)jWDkcU?Z;a zA^JihImC$K=8rq>mMlLO?is7Cmy0J(Gm+;U7so#{USMJg-1)kdg7}I)ct&W$(1x*I zXI5Ms6Q6Ci+-x6&uSlpP5~8U2_43tO&8JM&V&yz0i%$wBZ4&#VEEr5XQHBOTm9LNuTb=w=TYlw(!ylc3oioUPIv#c>a)N($mW!9y?`4}z-&-2`!`8viLqjotind(q zp&kbt%h1ROELo?Y{BNvTe6W=idP&umMuw%u8q44qOs9s$j^mgyfRkmS%x)ddE+o^a z7ATwk`#_Y_%3T24sw%)c>|>xkg>IQG1yBSR^W@Xu8E8s?V3D9B^*oK_@%MK$aHQ#ESG^OB^75^ZW~>(1K4 zz=^AQHP;IMm@;)cEEX6G`>5y^NMiwpr6$nbCo3QrJk0uSoH$V7 zctbJmF=Ri z^8_MvXiPdEg|uA?E+CL#oKvHXkFZp|VX(mde*7g1()(zm-zeuMdnJNUC{DgTUtO(S z?aiJ1^X$*?E5wjF4ma&mGc4=egqSHkGf*wq+7?0a3MCsL4P|j0wghwsM@IyBc&ch@ zS5Z-cW4TGl#mvNX%XAb4k-IA*FaI434JgeM6TGCP&4YugG&sN?Vy$VFmY1uPxi~lo zv0N|^eyHr;3O7jv2-m)-V_&X)5nS4N8gy)JSA2a3Ju_-axyI?VXjj^smm_A)coy3L zPazIP=!yFiRHoKw(`CCONAmMF4ib`Y0u_sk3G*4DE4@ycj!R!B?$e9K6jK$ytNo^Z zavZ(U>iMacYG3b`v*{m}QPnD)dz_T4_xbM=#J|&s(I9)MG*sfm;#D{_YGLOjJ_o>h!Gr)c11Ay@-9?5&$O#S$m|UcT%f7yyf4V&WD~MIfLZ z0Ra+@j$0six^($6KE`WZ##?J5d#wzZYHKMNtD-a1yCmh+06FwI#Ym(sHmt7TF`YSbm!s@m2x;pDbFY;>76w znPu^~8K`;o*)0#twozb;``GqXH5QmhEmgF&87I$lT=88W5HKR(r25S4w5;z*iH|TI z+d63T+(d|p8s2mrd2U`e6c;jO{W4Su8{NJ)=14iaL=2C*nO;CG;u}$}r!+}q*}!G? zX*royBFb_w{eU+ttPSxU2*Tgnewx6Fu~_sP9pT~O0f`qV0ic~Q{Ok7l!Wn^;5ZO8l z5NvAn7W6J$4nIsC_Q4_(!$RMH1^F4kR7}^qZ3A{8edPPa=z_=S@E*!n3&13@vasNC z2UsXWLdjH7FLe4v$cMTZsS&fovY!mEGBOeA@ zF$MSzHllpixcB^D3K#pzJW$$m+Yph)DSiH9c=Y9H`Js7Hs3x}~;kNab%qvP8I*%ro z8+nv+aa6++g&z0!7>gMe(LW-oadv^e;@J$(wQH%36;j#-VAy?@lA#t)VK%|L)Vyw3 z7bQ<=D>H?gaM#NGN!z_mR=0S^aQmk->G>|aw^`yRft3Kk4mEWSpwH1ORv=bAI$G0p zSf#;)NS~@5&P-*-fMT~S{ z=FN6Igu`}x2gd1TA&{GaKrd~O^eET@u8^inW0LBxyJkduSCOxbd(O|=tlDIW-mI;e z@Dx@3srgu|K9YT3E|y_&Bz4F$ROOb5<@wmFlY#3)ECSxKEXy36zF3s%~TW{gKR3;fgc(dwXP$Y2bgrV@1sAuqdk@C8J=8e z?kw5#URmT9ASRzv+a~6#E#118KJ6UTlbWI<8ED06f70qjZGyFwWWRSi=DR_+cz^lE zcuiQS_(<$_Ft+j=wqvB%>qx@S$Drt9N0rU#rLm?0Q^dP>i+}@~ngT@upbBgnWMpL5 zA_Ac6{92?_4H+JWW@h49%CJ>Hum>pb3f!an=+pWvo<4mFMnb@C0O~@7vXmJZ7{GuP z6&;$cxTqA(@3<$ zo9edDe)T5ZAiRfj4PDwlOa8TdORJv_?>CFKULurrl-C%o1z$AgZ_M`zMpSGT((+!e zJ5HH2Sgwec&z_;JQ=!c#v}YAC6Ykn4o@x3XxXf@~NjC%P*?`E*C+l**MPIKv7sm6j+1b0e*Oav9 zD%?_>oSy!In`fOi#=|y)vLMph8xe%tomnOe9A1ZBiPsHv6WWlim=5&c5J$H zrnx7rr(K;jj9FqnvCV3R;zNYN@$Z4AYFEv^aKYgn9p2cfZqZE}Wur3ar&J=zR!;@Z zTv#6raCNX?IC`1v5g3tBLBs2^2jTNEelqY>%Xr>FVyT z(Pb2C6`jOm_(QfZyYwREg|6Kr#~*D^k1LG#X8#X;!TWCfr4KFUsX9c!A8NBMj|H$e^ zLo$PrrKOg#a%4&hjO1NuV~j<9a=Wjusj25tnw$9aGf0&%P`4lWfvrK77a)Jo(DwmZ zQo8=xGcMIZE&Dp!iagK_0;4PNqRe<0sD6D||Gcm1ZuHl0p}M~E4oWRl_*0?ldyz%` z_dN`8nI}vCe(Hbma0@>uqJ9`{%XQ(kIjOA9ldY zL_#*VJYHdIh%~ctIB0E@5V3Zly~(U%gbNTn-}Ey}5EX%)jK@QC`BSIoB_xY;<9vlD zXXj|@J2B?s>5K8P%dYeef=kIqWb9sMwdE1pi54mNT{u!=TMI?Rgm(|Q9QPK+g4h|q zGVTl1>{Fp`mkqSHkCi97EYCS^Oee0Xsz7a01{L>(vcTtTvbp)m@7}cgoOXnKt`58j z32c`Aut%w`z;@#fmb4LK+C`%IvywZzOmrwunyZ6bq%k$i+6KE^4E3(B~I6GCR5*P7xx%=Vk}(r}#Sin3@`SJ`C(N+z@-} zvVKZ5^{TJRDKiR>&QiwxXMLjyz0XoeFv7|X%_9u$-2a{W~y%LGA)sNEnIWSqF8B#dv}$-BkprVOS==90Bw1Jo@I*#Ug_4fspnQFL(Yu0EuSxT{XUTYT|x-6Bdi%QP7muPrtTJwzW;7#gre8HJmROg~)@d#WR5iBFd+9?k8D&hRK>= zP;kL};o-HLuq-$p0xJawbvXz^pU!^;8@=TqL1Z#O*}H%KxU$ZFsb|f+LKuB*1;pcR zF|b7On%NU*`F*B7;Z^l^U;Y+_{q)bG+LIioam;IBsY(XCLj{-Y@-nM15iTM+ev)-T zE!QPnpAj=mv1w)W8#kh&q98$Ke|1bGX8^@ll&na<;Rq^cV30v%7!Siz z{3h9wRGQ*+yThXm%#+oV_kul$Z=jBSomNJrarRXjS@)i76dYYE-OoREs=Us5Y|$j$ zBil_vRc@rci_ub0O1qquQ=#waa{K`4-LPCLwf%B`4gTUw`=4&^?DwapXzbc-Ka&|S z)(OSm`kB&sll@b^#8uS2;Sz3bjK!>NL3(;?DAa-GhDD=w*44v9LR2)j*e)kK8}xkx zlaueoGazpv44+k;)|-)zE=UyimrQ72A(jDl6j0Y08kT}VAWbpXf;K|Zd1HEQb~X(Z z24oRCJ3F9I0+!H~kC^55wJVuay;i(PI8Gd=y*}?Eq0VjIogGDW=1#WBoq+>|&gF0I znYdLt3u?bWjW#p);p!S`_s{T-%-|?2nMBGj;q4Terxa6)3m=OOa{?mvqU>U))C)7i zX^i4sTi0%?OBBYn$o^_d5-As+c;qUoWZSo8-Dw*(&f*upcxQ2YZqZcDtg^1MIttXa z$nTjZ!TzKxG`;1isX_y&lvvku8TiG>`aV9L2YY33unh0fr~2;6F+7UcZ^)BBB?eWq zpO!Sshb3p+2-kv{&Y0La=T4+z#|$6#7^}~#R1t=Enn-`m8rk^TGwsyn=t*PTZWtBu z2z!K2;hRONmbbIOMYndDw_v!|J2^Vy&(gd3VUmntqntu|h0bB86QXI$ax}+-Pn~F3 z4vI@J+6gFJs?QIrTPv8e%}q-3YVQ2nJ_{AwHw#EY@!hJcY%cQn4=n)qZ&T)uh68C9 zq}{Yka7-ldTLp7Nv8_wKz|~m0>%j(yP)bZnxFv(D+u(*O9afI_J;E_- zD{EHU;X;CqOGy34s6h0uj1BtS_xKa-a!Kb#>ihBh+$ci?Z-FXie|sA{Q1o|}=EFws zQ&9SjKrRsQUQ%*1IUo^@V>QP-x{G-s>V{#&!Ql)=E|424Ry_Rt7X_J7Dc%K10yOe2 zP_JNwxPuC2F>a^dw>OnZZ<~NO)6DE5nvI)#?DOZJawk)n!%ggaxS3$uGh#yo(> z!1Lu?&!Q{@fbcw5u>QCI??$HH5L}~IONhN`MU#Xd`@2g7)&e!S2 zeUBD(MF683;6(5+piN19PM&^?riI9pAUP7qV1TDU z=mO}z#(@ukjm^ep6_mUnhr>j`!ZbTOi##zmulCrt12`4zR^S^0s$p?@hJ*$HEs2-m1&2GQv=BD^vAw-B9EVinn{H3d_ za0=pLJl%kAO@Ye;BW+^pT4XY?8*A~bA>J=<++)0GrC~P#I8^#8XxK8uL!>1o9h{ur zb19jsTv|+`v^=##NFzG@ytT5}%Q-9tNhtcu%QXOfcoL7#f4VRISe6X=`8tI<)74Zqjk7D=u$8`-%nkudR_tg1?uZJ^E9d8*3VG3UMux=Am z!4pUIkG13HzC&GfFUN+PS%50{OWk;O2G0T~fA~r6Ip4)Q5eV?Om;TfyK=^pDD`G|dz1YorlyQ8iI4Qp zwQom_isul#m<+-}ZKy;`H_O@gzAjO#GV}eL<(N|fBQGx--MQ1eYz%?@u^x>=r}~tJ z)9!X`-48U+x?Hg(t?i0ycSjfXv{N3TW-zKEkThCUSa{_xDh|9hdUznHf#@z2QaUm-KktcW5G$Mdf&Nu{5SiJ}OWTxL{5N{v`Jo zJ?!4D78wh`>3)SZJ2Y3o#=_vBNeb-4hp(pHDPulne^`{0b6lNw2P>>gWlxHZt0i61 zhd-6Ivbe?5_Na(!zU|FTihGHtm%y0Di}K@HTTg4*CoCE4jo29%_NPNmHbnlQQ-l0~ zL<=`yaX`ckf31(#Qv6?>@~@>O5Hf&-;bJa&+r7M7?!`-u%`8okL>XebFjZ* zLGe@KHvjghviAEZtYLmTX#S7yLkSB_Akw=suqn|c9$awcd5_yGE$QaR2#hbe8lvxP zv+y(pK>?#h`r_gu&jZn#ZYp~N>ppK<9ZUpPv*5fAiQh*&$d8W>TY?Rz2V;lzdsKWI zx$=FNp_|J%JH%hgA!d~z;lQW04u9jS_DXBG#RuT6OhN9=+nrt45SyGM!X+M5Bu)E?G1EISPAm<8=pWzR4@?L;LeJB+DljjwKt(VK12FW( zwe+-(-Ccfi(KU4aG~E)dA70hTl+~n)>a^Llxjq&6;nyhjJ1WPklk(BY_Mx;Y*&t_f z165WDbU_j1wzjsg83lU2hae7+tF28p9D{5Pz|CXW#~=HBsn2T9D&tMuyM*{lxy+0& z&oC2N4|D9^RlDFOKkN{_b)rTT@to*_9~5JKkPT71$#h!ktAmbA<%EgWV(-crK1!`s zSG!q1NWxIl==yICi~{99IIz9$ED@d}re7l(swlo+B#1?MoxF&!{4s7a>Ddh_1Sx8h zC0^H;bh(6Vny8MX9?Ho~Fl0YcE>{W3WpHOKF7_YxYPNFLjz7$#YQjTosNBe>t|Nun zFY_C1j`e;wIB9QW4Irtj!+xyEDVKd$IB%fZ`G~PaWXe;xs*iuwWyX_ByCftca@jrY zV~U?BSxqem_9IcJq;z~G^^gYOM)S=+H&WsTS3=wf%+vJD%qwo-`}y|G3Vc7-BgN01 zoL+JI68=O|3C5%-IfGGRzh&jeh=!1LM1(3C^l& zLfGbh>iQ6QpKMBG5#R9c;{?IDh~t-~+I*96@RTy!j`k zASJQbY~FU8aH|IVy3@_*5(O=-F%Z4!)Dhgiol2lQwnUmEP}+jI-AI;KBy%c&hv5B- zoO_U&lQtl8RWUw3fC5KJ3;sh7T1gYlnrjH@u7Vt!|3#{eysUHEA927U8lz1c#i6{D z*8e8H5yu(5?AWxJOwE8)n`zxF{kMbK$9(l10;SW;r}&CZF}91#-z)OIwjY}EDC-Z@ z)?}0Er0uJx#L&GuVRtO`$%17cQx!?=BZ#%@vvYc-%h=?$O@)9g!ra^(fsD|6Gtqb` z?;tbem3>UxJOlxk=u{U&@(hGLK@y*ZgrBWn)eqAD7C{%u*7fye!dlu4x!v6TzKkB;1j^iykAPM-^r{Mhqyf3$J?))^PoLs~T7vqW5GjNMA( zJ?U$enKX*Mvz&;~=di6r%zR7W*3{gpDf>wtvS#46z1GfP{>@r`PMMe6>^$%wsWCbX zeT?(&6)j^^TSMbP?3h!Q%i?ECufBRD7BE^ie57g;t<)coXTS7C2@$exiLi2(mXz}1 zmHG5mQX*?P!uD8Cas7>`a@&fO%@C)CRHkoB#Vr;@Q-|{_o?e4{%*XJ!xZjZDys%IS z$bqV{q2UYkAT)jKYEA9NlNQAQP+LOqUT?1=ndBgN=GMk5K_T0#{F5faL_+Dn3O%3& z1+lwXEw3!08e}?0J=FcOBqaVT4wgT?g&8Ws4RjW>F}pi%2Spierz*u=+UaRhYgg6X zYe;Qr9qn#%xBa_D%u2J*%*reok+}$|-@B-e_|oon3Kos#n2tnz9CUO*4}=3he5upF z-mhP_XZAs4bbS1qjzmV6bnlK^oyUH0KQDZnwu%S6`BHj%Q-gUb5DQ#@GaDWga}_pOi>lDAeWYx(B zNmz-EcgqW#bcyV+OmNJM*+%?`B>X8C(!VXE`4EcSx}u63QILX@zH4-v%y1rgu^Oh9 z5%?IU2`Y_G<$b8QbocYg*B&81p}2cvaT$tg?p3FZG|w}wO~r={D{W~X7P%g6z=>=4 zKSmozFJp+`r9<8l^Cz^fx!e4b}yr0 zc6D~%z`zjIV84qChA@cGMMdoGH++4;lCF}bc#$MpF*5yK{;-f0xC@GBFh{s76z4V8 zpu=P5@tyFs`(d=|*fe*RkZAqpr}T<_k%l9GS)L8ajg*5=uAeZFO9Pi#UGcLYs<;fq z-aizqIy_L^OJnC8AtZUO8<0&NBf~j8tx22j#QwB$Q0*+?SYY9pIfc2R!)wG(55FD* z2*cqoavfdbJ+H;H7t|JFuF0tG(kIE1ShI5^+$Rbr{FBt?(tiCYb?${rbam?Ea6zV& zqKV{sYv@ne2pAyn0(=rWoD1^2S0M@%It++q0bLeQoh*15HM+!Le!G9abJjt%oJ)!# zQmfodOhRIRWn=>+eGtABq@ndt9c%%hU4VjWq(~=VdNYaF#mwAXM^kfWW9AdtJYZHA zHWQZk_p!0&*4D>gse;_*GtX}KE0SM9!ffej-m0H2T#Tu9i7(89O;r{;GehMaPUG|Q zk9sytE(z^hl7NOKJU&guCHl^3*$iq9>~cT)`hwdFd+w#&HoKzAp`xqT3DnKTF9&{| zXR3L|ro+#3Z(N8S?tYny7!Ee3DqQD&#uhKm5Y)7N;EI886~*;^I$T`tdyqu-INN+c zt}iJNH;ER5Cyj_f;+Fi(b3!CJscvs|k{wB1Dhtsg($C}rT2VT!T3Kn{>~*BIWmu?a z#_Bo-xmRbOAN#T@`L$ct(0$5x>KrWOn&o^RPCpn+eE;sagMeZzO^HmO9Z`I)S^F+q zx*J9(Da9xE3TrtcHLvYp14U(p5qsQv_i?$%@{( z5=6TIrj%^?By@z=WnCBS;rX&sQjgKhVQpRq03OX3)|flw;;HOjl%Su1dS+@e!Lkej ziBK-1-sVle4g62SqIS^iSJ^koq%kr|(uX!m|94Z)ew=)Tx~dM_@0rJ9m13_kL?l9uz2&?EKfIDNZBqy$vDsq@ zVP=h^jSPCXtF~3yCybcEtAr20Z zUk-;SsM4{+PjCi;^jC2F(Xd=WfEZJ)ro2<61%kryamXWi`4U8@?(mT7*i^ZDc7}!! z%)_ zs=vBkt8i}dIihHAZ{5M?RQ~>zPa;RHj~T0p1)Wy?r(Vgu+LR#EuLK0P2`xg@bS}2Z z^vY?-H`w38LT&3<_Rp8Uxq?tGJBvtVRd|?`+m81R(L>QEylw}-bBPk1^92AjR|iOQX=uvv5X> z?C7zYx06`wB)*g-Yp8UWSe*7jn$6Pp@{m=~3%^5@Tw;ZTCYw?Z( zh3zD|vH261^QdE>GW$DrcuigC#A4=czqZM~aU+6i8xk$y{8DB%wtDwnD^KjCy7O#s zy1-ru`5xw_n$S@KJqg1M^vwCS*vRVI8o+{p)Pupy)5}Z8hJl>i7-Xq79K4j2Vl+7N zkQV@AABN@c|7ISytDb_WPs{HLf_hq(e=`eu%nPb;_#^qm^!Waaf!qnpHchAT$pw zZ!SIha$2c7duJr&b@Abrszf(b3Z5osWH=urA7o9{mW%K#nE&Dwxb5#hRm(!$KPk<~ z)6;z3?e65hvou3ZLHIt(XL@uft=LT)xx^B}v)SaQZp?p|gw`-yDQ8*4l=Yai=6Xrj z*n2F8a7~_(T$PEA)_?$8XglSy2Y}N=JDK_PfOmxK>WtBEtBH+E=`1UEORq%o^bM$J zq@#MhcFHL&IF)E)JG&d!Qh_2h@KXS0S8lc+%LibjzgvMG@Llcn)*elJ3N<@z8Q^n6Az4uSicgb3WF&M z;Pl2R7Gu#p7dvIy^~05$FL~lcw@#eJ*Jp1aPX`gn8AwpK6Fzs3{`qObhaAMV71-VVRPiEH-br#qW}1&2 zEl`;F=>b|Dw=u7^YLSx84&Sd{?(IA4K^|Tefx1-3D&}~~%h$3?TVBzlY4e`4uLa!B z@NOuic8$n8xMkmU9|hhK&lKX*bX8T^3_o2dmxcZ~#kt3^sdi(#t;YR@L-^l zK(OZz?|%MWF{`64Cv);&oP7d+ZF4_6b<_?c!pO}Hl8ZFwp}5V-?}_9t)11)YXnnen=gTX@TV2)O=v0?8p{5j-BG_OD5>9JfzsDCKtaeI7}Ly&UvU&RyeFysH@6B|SF-G&Ac%O6Ob$Q4G4i)$T>?Gd0QrQC)#={)1 zeEM=r^p3TEj}F70m-1&r@o*`RUP1md$^~hjP5#$a_tgATzWwZs?=nJV*RW<5GJK&c zHHr|WdiLJEqAmi{CgfA*zDQv=vo^cIrDBqSv2YHCWyY;N2LhSLbH z`3sB51d5gcY7J~HsMoOqGeIj0S#`H>H_vZ|zYroNWsiuCenlsR-j&E%Li8+@;SG_y zI}LrDDS_RQv)O#Cl;p8gZQ8e| zdO)X;uTf7i))i?=Jy810viW-AeqpHQBft3XKD+^D{#C|*-lUJGFO0mKAg(k;W$h;K z`t_x|Gr!A9g4e+3ls!=N!qXD|Km@FOkO53h9QJE|-WWVE8yg@tDY4L1RQv#Y27E$r zD9$=S;1L|mk}+-uXk@NZ2IQ1>n6M;vL!$rLTJ;R1P#t$wygj=0s>38wlA=_z-mn!F z)KgSZOFw@)0kJYdDCFwO6)39R;9iNFjUc*=7x@}c(mU}?fm^vN?h(Y&Se0r;NV3^Y zauI|q&dn(+D)z3=Hr)INmnXdPhz~F>vIUoCy=AWdnLWcvtiF4ZM$2r#^rI^6?Pyl3zgNpPrnElHG9!S0>~?UGQ)KOSiX6l6~3&stUON z2uX_Hlwoa<4-U5}(9^*|C(#Lzqy+lTTUgl8*MXJO{oqg998=YWAC1T9jVtZ#Yb>l6 zHwX}T|Ngy=k$%#f-qi zX_KaqfiKpF@kq-l(>~LnXYaG4QpeyqTb;he3mjOXA_QIyj(Gift6|{QhugDd3a$A&zVl)PXRadJV3DkL>BQ zXUEG0CE?wm6NDokT7GSV5fy3+uwVkN0yhz1Velr4vONdb0VL(pS^bc-x3@9Vl$JIN zfk`VPB?@qS)7!U$gR(?h+uIOoGCe+oO)Y- zoEN^uj3+4uD7kNYLvI9rgW-V_@>^gbL5*~>eKMLut<<>Po$MhPfX%c*pa1b!$vyqr z-OUBBsn@r9b76IJemWWZ?66*A2Xs6WV*K5)v>UpY)A{gF0!mn z_BvX<)gy>JvHmuk@R~p_@o4$028=p`y;H0Z1|NOz(KjD>q^5pdPw7nK&ntr?vLNce z=*N#IHM({d7OsE`<>t~Lq|*hVjARO@nC{h69hBHQM@_QuSiwF716x9)C!uOl`{j+!|?+n@V#BMTK0oMHVG zOH+hOn-z|WD3Z?>k-97NyXQZ&0NPFW5lNG+RD#yc57yTg|828SaKg!m(=@l>bxbqhLoX7E$_D^R5@?NI%KZxtQDf3H;#kq zGYTd2Fy~xEBjys%O7eEN%+~Wu{Pg9?>6iR6I8A*GdtG|^jfdt z6=`H8FK+FSOvY*6oBH^(@5D`m&jDUSf{5MAR`(Y*oep`nPw`I%R`8Jx$2I6zoS)v?-u>~Ze75L9AF zW)7!^0*sd%2n1TM5hL1YiYHQoIP5u!Iyy2`QI>4lAljc>yO@f|2`GZsh?^(6pq;>c zIq}#*=FdzzJL~gy^bldW1>(lu^p-~}VYgmR7_!dP-iyfqY3tvsx^hd6llHY=>|of?#@2-3vq2im zbtxW`_V9}(7*_K(5+6}^81T8wHlv+tQ{aZo5H>VSi_BHCu?2}hgK>)cOcnUzE4P2AW&BqDZt+T-g$de-T?)0)Z(me6gB28Kp-eO+|bN10v`o0Pc6H{!52~;RH96Eg$hG38>!>G4)$+2f}%v=2qd4)oT z{ZrM9BcbsLe-hun1X*3a#)Xw^QW^Oz;6*X;%8!m#mdF1Kf()^x+g7Xpn+Id9!%LS| zS9$!L{7$L%DUZGa8^wQVg1dEhx8Q8_Cl)PoP39X3@j*3RY_R%vh~655_{|DD_SY2Qg(@9^K6qd_n5%?5v9#oV((DVybg+HJN@rPF?d@f-Y40cx><_lI z7y=`etE;TM^=DQD5L_@VB5umOgz>Vd2u{#e&n1XDh?bt%o_rW7a5K^>}z|Ete-ZPgnU&l+WC^4Ks}eN9(O%dJ=&= z&jSk1x%wGDNkCgdx|s3aa)3=PjRI#sxIOU`KlsAS%UNl-TyeVJI3B-O`@gYoBA2k( zxH0cWv?tVThU=*2Mdqf3-zO5Ip^VDc@+(Bq-YSwd!4hkuu2mY?j#n(_-|_e?_jcg- z*O6I>T82L1^P4+;eSH>fct)ci3`J!>kO7M?`ccfvY8iCaOu8Q(c9+%2_(aIT7gtaa z4D)<#8H&I``+Oov3al>*0$XTJ*yeT*MzU4&Ps&N7pl!kT7j~mIOB49tnY(PNe)p$x z-q$ON*AC=z(3j|ca?mv;`k{X<#!RRjrl8ziduUMg?p+A_d-eKcfI6LfDysgtfhagZ zl_fG!u7CSF@_Rxnt#?(&2j50)#z}C)=5y8W!ZOXBK0I|m=EQe4^LIoSN3&(h-_gQ>4d;D(#Pua1z zI_2nI%)SpV1_IOmxG*7)h;=v5TbU-d0}*O6@0>}WqeG#4;~El-!4im*6fTvm#Ne68 z;9FnDZfH3lmK--TYV$X@wkNOVK8zcU;v4FAFN7-VT4@838$S$fH5x&bt8GO*#!)h+ zKz6`C8Y%3TcBwL}GdW8ux%L-}z^%IoWYl-hIvjYO!Ka4vVxgG_rz@Dt!oO5l4k)&a zjEpolr-ImsnfXI;vE7g67jXCkO&XkYbHpn^O>GXR1|dJz)`)K3eqv=shl74`qGy%G z=ol@@*&;*+nXH3(G;nGi^4~^iu)hD3bi34WY00Ekl~K>fx*^gpK+g17^WgKnuh?eD z?KtANmQH5V_}au;>~|y+o}M(vy+G52hVc}O3`Bg(x^Hh^h@)1U@KJl2&S%3XWy>p0 zAx=P#1aamcjcMt8qB3TuHyPb!vtwgnqOGr{ANWC3tqEY`Qg!2unm&{clo>bAfcL4l z=!jh<+-?wDIo#eFtF`%Up=eeBmGZ?Fxu8>2P%zQxRcD1x46Gu^^^&=tne}H%=ep;_|{&2k~qT z92wU7A}m-!(2>7sEv1GF#*OUkAB@{yd|V2XfFZ$si$Q`?FKX{Ss+-G#2sx52AKPOsFU%aA(Ao0?(qdJ$h)u@7Wr?Vw}bx=?#$RN}EqdI4yc;gyS|W@KRBxdXTn zMyVztgd*bNit9quI%66wHzD|#u1VASz|aBK_O@9fr@gqxyP=C?-k`#Q4z}KTji9vc zQj1Y37{@YAnjm``lD45?Bjk6-F^#_B3x_MnaT=cR9sIi9hYhYd*X1QzUaz{pnKBRj z9cizKe2XgU-xsoLB2U*pGt}qf&sJ|-_18s-6;5B>o(_nnF@}HD)jjWx(|o-|X1T&J&3%qlJzbr*Rp~w}XAH{eLA~u2S@JUbCaX)>V{Jp9 zW4J7rKL5rBrVSb8w{hvu%e2j#5H1&9!&p5a^QK}_!Q5h4*HPWI3t)x_9s}>g1t=gP zRt(NxrHqgSjvB6tAL`9o&%?5GQ#h3Z>;Z7f>nemknwe4IpbrcTT)p(7ynGwB19oYyYz+gFpPQ-J4l3PNe zEhq^6XXWX9m|(4wWy=@;GmeWhJL#e5!B%qEEp0wcoV&2>H?NHQUEaB7~drN^DL6}ZA zL+%P*_MLiPO5^Pdf?RjfsHytRTl=tBWx6zuiKz1Uuq@dV?s~1nfcbGS4k|I+!9U9Xn*};=yp| z*Ns|GRrBok_p6~d(63yDlM$#za(>LV6cL$L82=7M_7RcS7edNS|IObilH;z!(Md0+ zP8HUfo@+}}4{StF<>9D>R^yYfK3Mb!+c5amQ2|g+3lR9~#kxRh#V05015axF_3god z>rhc|iszP;tZWx(>H3~ZbaZq;Qvl~|L%XRc`!+RuOea*7Yz$B*C>Ox*0Vj$Q5fMSE z**OQHX(pA|(T)@xMqXhN0n0mhI<>Uo;m`!g18O?il2M!goBwj%o-HT(o+RgCdJ|6C z+3BQHUP;{Ng#pygw*2`VQ#)kW1h3&FL+p{V3YhJdlUf@VL(E;+sZ?lXu|q+ELQY;C zCU9D}yeV8_)9nluv7ruzyH?Z^8^6vr%6YXz`}a!VKrJZwoPh5qqXcqwg4reBD@M3Mn zkIW9dAT1E)c-iPDP336ml+c(#cASx&-S-7YH5HbI%6dsRSN9+0q_Kc396X&ASo@1z z$i6w0%q<>sNd;cVCdkUJl&J-)83RhqrjbZ0mbrh4VP*txpCZ z>F-lAVX~L7eZ6?+Z1xW$z>n0wYzrfSlLbRa1c@*Faqt_ef4buSdH=t#yumB|PaJap zdibGG$F;W@R5fT(lTn=2&q+PnF6L7g8s-IwuqYy`tCv{CfPut)MP*z$tu%h^mg4HX zKK^tfFkq*l{H4P4JTVJRrJ znX)2SY;VDwBx7Pik;h$Jyzxtx_v(r3(69g6o93n;=yN^AZmF;ZjwdL(g~La0nR^FU zPkwo|v?8k73Vow3XFqzP{z>HV1OAQg#O*paE6dSR8U4_1$xBOL^4;J1+4H~Xn6eL# zT?9g-3T-Q8i(AxesX?2G@i*1MiJ)|dC#$NseE;U|?jCu7{> zj_dlJ=efZjdDX|j#Q_$=OKlu5q{VvWs`OnWb)21h}z?o|Kc{JF2DcERrA?#{n11|9vEEO9Lyd&pNO1iW3~qbB5Z(yg3u=> zcK%OoA{WJxOC}vPIpF`QO(Z&bDY;_mtb(QOzwHy<5~$#_`x}2k6v%3hX2B3B&!C?c zr+&R;F!n@3LAzBQJFWmhm@a{f;Fm__MHe5RFjCDsv zUH9GDto_{Ey8fs6uKp*@4X)bp+B@c#=~fKU(uw!=$v8}cz|2}n_#EP>K;j4akKh^x zPz45*vt($Zq3jQZ*3z;v2zHB&9Rs8GIl+MXSe&1}LEMNBQu@u^$>VA0=#asnd|O%f?LyUob}-X1nWA$~;5oMt*v~Y|=bPxco!g#m zD|FrK3gmcmn}?K?^X0&PZUXK2$;=5Nk`sl!U8=M7$5mDGQ-N-Tu6LMDXnJ+I0ITlU zufDu$=mSA36>!R=$Tq&*we&OZQhI+6+Hc9e!x_4;glZRy44^*pEX^Z^1LGV%=RXp zo)#E0e7Tt6-)+b*XYwO$>e>;h+>~_ zrB2^+g0eb%F@s)b`S?&*2UI>m@7awczr*hP^EGwEB5bcS6I1tpJlt({Q5tMH7KoCi zLu)(_ZuiIbRVa(UGk&O|6`6G6BL1H6%5wSZd>z?p3`-{Q8Ye4J+Lq&Z{;lr#RsKHj zwojlY!4;nO_-VHmT;?RVhso^TD}^S&i#8GPw<}tq0i-H3U?vF;_nx4$h7va9J!@)d zk<2#uj4EXcUB4<|s1kuMJ(Pfu4?-70F2Gu|xRB}vAA#O^^8E~7K8Q=S}a-Sc%hRFAV!HZWd5Db35i;;g(3^ z*j;k%aO$vfD_7wy3EK7KPJXqXQ!X zgAz2wP^Bk07X^%fbd=0}g4hEdWe#DngVSHFIbe zfN86x3?a|iA*G$I!|Q}bPoIjMP2B_;6L^oJ`2d;-ZI}Dn)#6qXZFrbJ==Rveulfuy z+4WI-zN5{*!qt04M6ta^s;xUCaN>~!2DzWP_4A?H8jPOlU1#Ax-2T6{o~Yh$@VL9S zxe!^gv%^)HC|b8-F@t37K3$l-;`8d_9DXLNr&0Nd>R=o0`M1r5suADklnt>J-V)Dm za&U}_-pBa#1NrdQP?V15SB)`v_mh*Rl97beoyn2YUwFK`w=3Da-5y3fQp5XjfXq*b ztf}|MH@9c7AFjcuMMT6*6=aP5EX2=+;H#oh&SWK!kS=pt;E5gIU(e#;r&K8D{p?Ve zcp+^-E%JlKyfTk2Rm6ZgrHtHH(v9t_PyhQniIpm=>qUdiveUTIYn5)L$@G14Ea6E% z!@u;}9AG&0l^cdhQjUZPy9VF}5G}Z;y*tz@3HZAPpg)A1g^_Y@ZfzB*Z$i1%&(9B} zEhe_MH<1Fx^gmD~k2ZI8J%Q$EyAgZ1q;A6tu+aSp#v}h2Hm+rQgT2|4?muuyz-N$0 z$He?|G-o$s&4XMHSZJ}?{mY~Z`2ZQ-kj@GSDAcjfw`)MMJG8b7rhW);h~*3bK#c^y zUru`Dkl%!D;BHqY&Z7OLj>=3@vA;bjjr5U0z5(e9DW*}M9UB{Q{E$<6DnBjnbEB{? zH$L+0+JujG($^;h(a|{FKt+nwb(Gbpev7_v`L?jlR$cFEchx8S7x`UsmWct&lbscM zC;Gl7RxzjVN^591H_Hj923y&6F?VMCxPjS+D*K&>FGN`4$;ilH*9x@c735_VI&4!> zuY82^`)>~~5fKDAgYavx-DNc?W`%sI;mOAfTKexwqrf%-+y^O74x>qTzCd{hbk>)# z+|b<{-mSm+X>7~^N@?H|4&H;?(>LcOeeI=ma`wk_r$`tHEja#qq#=?mO&=rcWpJTiQshX6 zsIL*w_)4_}P`y`M8p&TuAQU>COgXUsnt4I&DW}f;%ovw!<9$WSkxc)`V2rN7zqQFd z(9R6Q{|dnxwe8(cN5@>(4O8Lo8>es_R6_igl;d9iy@%$W?fB+?qV)Fi+zrG>l>J4u zO{S={0V;M~oC$vSU6?Gz%!`i`xEHj~hP_X%b++A~rkA!LLlJNAj3Qmm0=5-B(Mm3V z+nM^w-1-~B2Zjf%e<7Rs;scQguUuVw%yw2*oPf!8yi}zDZ-F$xu^1`>D3Fkg zKCpUvauR-r^)%q?#>OMC2|+3=p-pk!@7Kf=!|aL(3jWSDundy6KwHV#YmX6Uh;MAU zaAt_dKp;>KXIJ=U-kliY61*w#H3`nbFdr0@dt^80%MbKi9~?fde(sn8?m~{l ztq~jp;dRc#;Q7~Tero>Aza)P7m0d51SNa|LLjTPVqFq+3;%(xu)`>G8mHdn`jc$eF zyC)S=$al@mkRq^HgNz)a<%-!9I~y71C)G_OPuZtArJCJcspZA1`OGc$S8mnrOF;5_z~P z`F%H_QsEUcd~FnFo3;3M2-OinH^jjMHB9cOGCMyGaF48_Oh6FH?rl#L}i z;+%;kFlhnbyFW}zvfAu>Xo(Aa)6V9l$#|xY+yc&_j@I%9EQE!1t(2^usk9335(f4yq|J0Fo%+KPpMi0zT%&FJo24vGVcTXMI8<6@d( zBrV>yWVArW$;17$*npmZ+JK$A3ju36KiMUcXiACe7?x-PxC3DAHyFyOnw+Ex;s_Mr_URe|YNhv81LJg%x2IwUU2`$dey|1bo z85)XIEC7$=7ciSaYfeH@x!;P$Ca%34!h^VY#;m^6>;x6%m*?Kb9-aJrO8p)mf^r$s zKi`Uf^0GfnIppU{$@nY;;Zq_D*;Z7)AO87uh~>(IoB=-2Bj&dgbQDC4%Ua)J>j$bG<|yl_6<8S$^6=osYvhO&bo($V^b{|zq4+F3G&BKC zT)~FOVs}&sIZ75o+wY#%8cnf3>oYDn9HgCsX#~CW%##syNMrXy>7HIP2I40#qyCcx zD8k))l1-~q+=PK?<2y+>O8w+9eoK9MLn-_sNa>pc>b+;1Tgv9@=16%Svusg!uS8YU zcIR&@`1OKx!?doA>hZ>7Qfo6^kJ^|SrqaFHZ^9AG7U!peFDJ0l5oG*L_X<&H-aSdI z#oIT{phs=!d8py#CA8;w#V0&`0MIVYGM&5!IaZillx5A;v5KDb-Rf`OsXU67wus}Z zt8fg!8j*7P9GBBXexO$Pz6pJ3^d2ql7f zv1edl2R2hpO?LMyN=S8=xi-+Q4oD0(J37NM3=zS9iDcrT$JbF?(*R zxx&8bQT@46j!PU^xI){R9wHbRz2M0Z-E?2SXEx{N;g>9SVKsU z&7G&am(@;?5A3{_RklpLWTB7f5AR7>{L~EHOv`!GOJ+`{8Ld5RVquz%`L>1IUod;u zd|}={-~1uwO=@E$Fsqx%Eh}u^ocuJ9%t*T#K*;v#M?-&VRym0b*_L?xnFkedXEXP{ zGVyInRS|CZlmcx_{ftLkXe+ZBYVWOJR>Qp#{gXAj?m^GmuQn|HCfOt+ z{PQ+8rdDCgygxhJ+y7OQv0iK@&C}A>&i0$Dx5GDTXNL3?90Cq7U%rNV`N9jmH1UKv z!SvF^v+TBn`|?+f&rkGU-MfRJv!K>~TV20J6UAq3vnha<+jT^Tupt2+6{)j}_f0GOZA&5Njl@3L|J=C*VV*vsOr+uIf3k z1h5p|lFqF_UshkqO~?aNHyr^vwcPyHQU8MjN8|yAs`V9_s1XL&7IU+sqodJD3n>%& z+Tl3SoVRZ;ohWVw*1+Kv`3+&EkT4Hz_V;#~Zgb%))D?@+jfV;ZC~HnWQwE8SWOczIxwO( zi34D^>z%EB(`yNdmECqCgRQSPxtX{Gmv0r;==qaaMaNbg^f)wrzZbQCFisHHJ*&!K zB`2n#uqvZnDrn*+OHN<(I2-;jG2p$n$eL^ZsAm}1oYbUlvXa#u`bU5EPM=QAT=!l7 zevS34gksw(zLo)wdJ9~m?!oD+dwm$gE6Ag}QJo2_H{@sCN*UT3THn!F%)N9p^BvV0 z;&Dgs5oPyj&Y+bH`||4*WaPj}0=n~XsqQl|LDCX&Owz-bG<+mN9u2;}kD+HNA|e7& z8fcUrQOU`{S9%ejCSwmBomn_%As?X02?83hvw-wPn3v2$-@JYM?QSu614SqE!-LW4 zX&N~T-K(6kE;{z7WUt8F84~Eqn`<~eF#5=t^2m}uS<)~2lK*YA(XaHn#ELkc5rX^k zA(eKLbtn5iht*>DMb$!ApejyTbIo3RB|aZkx}?ST6n86#xO7iCsGQW;P8aUDAP`_8 zv9Vu@en+dF)Su_zo_eH-TQgQ;tW27`l6=B_(tC6_w)eIvCyPApD&^XRaVBLnK35T4 z5AS$=adwDs`q0EqA+ru_njwn~Ms&8|WiSeCF4!UactN)cgASZeK}`-)tdoY9%&NM&A9MA)m(AWGxDHV2_zepf;iPT}s_P+~t}ZIt{z6y+{FFFB&2caq`ITt4 z;-UNwE+RF4BNLI&!hOmYtMdvAnjVs-92|=N#2xvF$Xc-2bZ7M!j5oIFDpXrmUQ11^ zN$7CcIQMIxZ~GI6OA8yooDfUcd`PvuS)b9(5vL$`2>qLZJYD{pL{2)V#fV8+lhYT6 zr+!_KmxbrM_(PyPCCo*L1Fxn13 zVIo;uFC5DT5QSRLLwDnrpzJ=1N|*5L_kQX$%nF0za(~wK>Lw~%mpjJustoGZs4t#> zs(JfN{W=ArCHZHP_D}Xf=~(po0*dr?ZUJFFl)QDPI8JwoblpDO{b5^}x9D0m;pB_@ z88K<15EK))&Gq%$V1))y9ZfXT!^>CFZ#Rf-@>l5j{tN6|Risbgc+_)h3_%SAxY|Vu zKx9Ht2N(dPL;IBFS_HU4g7RM@$`Igoh@XYiGaQnfx0CLvZUKQa&H;&OQ(kQm800k< zJ%1gBh8}J53srd7mKiThWNrB+;w*PKA1twdIrBMJI?5d2+iG{{E$YQn$1o?DHCSrt zz9nIO_SCpNG$`~elt;=&@74V?SuZaIp~S)Sv16r`9EE9yIw>1{Z2kS>{c9RmkSLsb z@ef%XL=CLd>CJQJx$ZczciK}E6eAznbaPzuNx$m6DD2`r=BMyj$?rDy?Y_-ERexsH zsPbc-3hP}n|1bO~L9)3wt-!eaEXmq^$jk+fjnhX-cN=LR&`0OPXc_Eoyl;XZIdE@uu_N zk3GF@s51(`AB-p+Wh4ZV8@J6V(7D~az`|Z!&{S}DzE@h_0F@>Iye|}&`|DA=P&d05 z^v(`y$zhvmG%6Cc<@$_o?mto23?`z(<&0G1?8WzwY4N3Kw=xvYaW)(W7 z^fmutey_x>J~5wEWzb568NOL#$I4MH6H*i!Ek#_OXQ8mzx95lwU3SiRHTs##aW&VT zTE~>PbbGi;X3u@KirqEbd`8lMs7A~b8|EH{D0OKxebiy`U7Nz)Bmq}@7>V9MKEP;9h>Kg_*nk=KGJJ(1x{wr05;6}#)DTT8 z1-41Dva(>(9}o}#UBwh`t2k^~&@zLwp$GglloM%axN7}W>fV0p@;~i5VQiL{W>ccH z74#@Mo_u)`rgm?z`}@abH1hAf27Qf0x&&4qxJayoofU?-G4TY;9815Qee()A-3a+2 zJKy(EEa59b7xPxjmE$T8S~BB9*o+`NzH~?*Xwjs5rtkd&nxyy z;9R7xz6}03;P^kKC*KImFi2(qxt5fY!dLs;u3Nik&sBn(qKef#RmG2IGM<`|k&&2) zM$vZvNCEG?b7bygEClLLvKIPzDTK6Q+B$XCv}LhnbDw06TNe%f96SmwFgxxMsldJw z{4f#8GP8pdaJL^N&a&iU#ohbHdk6Av@A5KP1_!oY}rKq-g0_TB5X3u)@1>*4SZU1RfGiAuyE$k z+T8T?JLa$vs_59Z0X}?GgfryrY|De2ejneFzqC20)~DPkc_zZdwfTjX{I;-nS^PZ7 z#M27K>-$Uemtju4E}$ct{xL3Ou1_`RAGo84wHmIRk)SZ0PQVgx{CwKtsol^7=kiix zzy|t1ZRpF6G|2RR+Is(&d@ujsj9170P0IIgCalw!)~Np>>$Cnh|5l!VllY}xc9ex> z?LYKfC8&Tu4Nk=d-R0Wsms-9^KZQ$cRzq=hmGnwx5@fpbdPa$vxzu(#!|CV%{*f`x z#;K6tiysP8sD2x`FBqq8P9I!De)4^nIEjt9C;ubsYzA#QPMDeHn&R`c+%uWzi>;T% zQfM0a+_G|Vm!2m!HVS#F%$Moaqz|6@By9PNP(i^P>NygL99&%QB$7)@OF_0UIy;-v zW0I1R0+F1T!j7H$Dm9HxT)}OWo_%n5cpcjMF#tG0tm z6*(N`<|`JIK~`I}hHjzDlAQ*mb-$xp+4h_%vtCKa|6XP7!FI?$RTqt2-|ZycniDAT z<2%uvc3--;+s{7_21YJG&m*tcmd-3b){QNWjnA_-mz?v#J-qbh17-mF+xf~& z$Z(l1@6MB}Z}EWTX@*cU@S?jJsHUqsm(vfk%k`VLwNzA|K^F9T7du}OC^`fHI-B|M z(w~P5RDssEc4^%T>i7m*QOpHBt1M<%J~6e%;|> zz3*ym1~e(tIn5%{(lnCvh8DbSfaJE!sW-WCcDD6&j@=SnEd#Bf% z9_mvj`(^N4jK2XsxB37& zwX_JP4%7h;Cgk~NtYF7tgLlb8EL*u8jBmdNQbK3$0(|vEvtNKr2e3})VicB?#1eY} z>I!#SPfzdR?VFKZG_#6vCDpORn0sT1xW#um`DlRJ$4E3q=XBiuBcT~5(LZ1NlD(y}B&>@*5~H)r`2GI6>gUa`q)vVG>J%d` z=6KidfcDAYD=(t{UqZH=e2d;~>NH^PbC6XY`RR3Ie;e&`s`A-`@ZT)EZnqI=X8Fzk z6*v0yMuaZ8l3m&WE82-hCzuf>Ij23B-|5rQcdE%iDfu^&VHZsg zv(H@&Kb8fmWR?lq3X-i52|1gNoG0)i&0z|U(K<8q=k(Kb8f&%d|BPbh_DplX51|ym zCa>jcfARBiI!a>TJrB|gaq9X{?`5V6E_@D%K9M`RuIFsa@y6en$a3pBSbWm7^0jYZ z!Twz6#8yT%3{h}aGgrSVl}cnOnG;)*hr8Eu+!ofqY&dL z8`N|G*O<`*0ce*Wz-_!w6gnaWl{pBDz{9HoRzM+@huP#DSp0?eE}`NyNMTvo0zh?; zuDU!B3N$7Rf}r1!kOl_#@cIuwGJO2l2=f<7RMythTEXf@z3fioE@Az_X(U3?lG)5b zP+LYzqg1}n!uy>3n0+T!E!`p5oB1C9_VUkIFa6n?giyu23$|77z_FX}$(mGsQ)uLq zk9V8DHGSh2oGMJ!kaU%7b2yjXl$C#!-y-j}GO@QfB$VBYm#3!u#dfrw26QN6B-tYvVnoEwe@^~QYNTt!TL7)$Je!j!YHt_0r_n= zz=R765Kd+a6(*S3;bqN3jv?T>*WT47#YB+f00LvpdcqDdjg7^yfSuom$glv09$FPu)l!q^k_=~S09ztynYntBJ znL?gA+MijnM$BPbXcLnCKBq_z@bX5IipQt{-Q{8 zA_4vPK6b?HqkGXhi)@ElcgYn`DOt1R1`Zxi6&<_#9< z6$F+_u{T(*zkfahttr&;qCWui>o58hs+w@&luXk7-@N&Aa&o@weUZxNR9sZVtYR)B z(*ysh&U)t4(+9{GF!TqdelqC9b#%xi6mam7Fjzmq+ZSZ+$$*PwXFmfA<8X3b_`F*b z6beZhOCI|Q;IUZ0vdU@PiItNleD+fe4DH}v!47=z>kBAX zLF4QdY+*I~Y$uboteisZ=*7#Ir2Lwn zPgT?%{vG3}nxv8!AyV4?yi@X{eD;34G_-WiUCLVD+n0#XYo)6NUAuEm^tzMNQ;NJk zAeN+QemqP0?}_(Fy}!cAt1iRtALA~S_PWbm!(%eoH&+6C+f%w;soxLygmYdGbV_{V4QBqkC z|BD@Y`#CibgCiFpl)7{;Vk`L8N!Oc_y$$=qL*luDD9;?9_8)p8%4t!>&G<|(|9ooz z6r?9LW7&aLjW=pb4ycZq@cr7`+ZsJXa!@?4Qlu*`9OQEvfHON&eV{PqHAK)|ZVDCu z(Q`?*^2Gr@Cv4&2MU;8h)q>@b(Z1AbKm1YI10Fh2h~ zI)o`H1I9OOm1y!P;zE1zN>;oEedR=VXdAu7~+l3{?-S0)xp^ zl7o`?i;BSQtQ<-^P{dLtDk&-oj)-{vfCMI(ZYUIh67r6~s|SD@Tz2tK2?OL)xG-kY zkzu$zc5Ua*ApM!DFqF!N6s`eymPoKVVZ{s1%LDllCAZ}`{5UL;0rP=S9u^SLd-5c) zk{{(MRDeHz{0M6>xL66g6;gO(o@+klKVG?b`!`YxRQ^z2gF0w5*kJ*+IQPy%&GMfY z98^$%u!2xl3It|M-xM(PasDyy`py5F9SKKLYO0i^WZidhgFnwPT-~DmfG(Ci zb->mJ&oc0nu=m>s3>Zigl!Xf2OJY+~2-Q$HP>LL9eOj#6`O+Gk+~J6J_3v4PjrGr` zVow+PR3jSMW8|^1P?0(eJCFXybw$+3v?s?;t%7Li7IGSq_T0IrbbPI!wD&(*fJ{^* zA^I;Pdmz9p$W!5G!z!WhUwOFc+D%qC);}wrhrBTfWTuTs!h-R?6|f?HIL#nn^ii)j zLk-EYvU)DUZBGSBF#SkuCxT60Sa+@gfeiX}AU z&rMDIZxI}aPRIw-LB;~T^Ip}HPwkF-i6RN97hcGhB=Yb!;!iwZ0c~Lu60#K1Q&&;= zZ7Qc$t!`$tJQCm${IAE%frWqQ&eUAKb|)8pq>3SLznw$}KIzul<|10N3Eap7To zPsiT!!_*?Z^0kdMlA_7hvlyBpV$3d?wq!IsL4?32;ZNZSx{9lYO|)`$o=r%Pf2v+? z8S4SvSPx(=Cc7QOC?Zr*9aKLL59wQf|NIOVC?4oY`{ek%-i#aSNu#2Pl<1fdo9nWJ znC3kM*XnPR^G>e`2gF3cR*B;FZ8&FafCJ0-U)Qn8a--kWN^5(PBGa2Q_Ui+w7D?*) zeyw6gKsBqXJ{e`Qc{f#)NPHDB%W$ZE&{$bl>6!QbryhY&KDwI!VMu+5C8iZ7y=rhv zhTt<7nzUDn5P18V#aAbvQ3fi!kSz^Db3z{KNBsP7Kqe+)VG(~8pACE|LO|S?;n~sA zaVxm}<451VmEKT&@ExFu9yYJ;z=2&i{QctMKZJ~;A`I;-zL$iI=!`x~+qg#S(k(E# z6dS9)h7>|qv#e}lWTdLr=I_f=5a+>@6c-nFG_i@z0X-|IEhr>&tg!Yg_(_w~S6Llj zo}v$Cr;D{qwSl2}tiCkzru=h}n+j8T(O50J898}SFN;c?GM7O@zKO;jGy!eX*vNpA z9CH*2DiQW_G>a?7)~S8@??RigcIU%nlLr%6U$%ofwK;AGZ>OY?zWyib>N>0 ziRuqGSrAdYu)UEwwf3SvrOCG_+r#$gI~tzgH3Y^L4NJupgh&a8tIQwrJGu%r{#)D9~l6xP?MdF;u)36lc&stDaK#* zRL&smp{Bv0L_^ndM-Y3)=dad~1zJ+k+B-BPm7$1KR#lP0R0TT`I1*=Fje1Rh#658y zEvnc)u#4kiVZ6m09@BXgUmivMr_eS@RlOc2-B9*TiSV4GiL!7}a&i=(pI2^W5ge2W zVD9e<2?>D?9Fz&c;#Uy=U>T7-)uQp$a|5P1@I57BoE#zh7Liq1`2sv#z-?h*aM0GK zhqgF%Z&Y$6&gC^J=ku(_(E10w*fC@TA#aEx^VFPdSb;<)<8m@z|A8Q;O4V5wrn!|p z^v~BpJ`p}!9C51AqI~d)b$F%1ym*dm<8drK%4QF3#7gqMNnPnEvjfJ%T;9_*N zBQ)7cMZODG(AV6`b_=t6nQbPasR+GA^XI9o^!;%$QXIl+Kz(*o&`0{JmBd@)(eR## zlCxM@-Ut{TtrmV~5Ba*@#eBSbPGX+HrnwbUGcnTd$Y#+77*gF`yy@!~EBtL@gi*Q5 z4eVPI*QqgC%O11ZY^u|Bpm(Qcu<$*S35eQmA$e8vF`kIc0O;MzFl`_kK#>8Reh41A zcK!P00g8ho=0%)Q+=%J=5%+FMn(g4uPbc3UAH{-t_pu}pcrCTE*1j{=6iJAW_x$-0 z?TYV*_V)I;t(WuRosi0@h-rT16idV=0OJxz3_ltz7A;e$~eWSxIj*&^hZ4ByF-by*Cn=rV(_ zu_7JI-CTK@yb8a~dFe?7Jzc|ieZ)Ss$;8ZQm!*xs|KW(%${*Z;;zY+?dbc3Gdifr4 z;j|#}7^8u_SRO$Q=@@l%m~x@tdh2^hGouVkd``=dz#S-aU0qHy*fVOcs+J4G0(B&n zM~P_m13J285Q3D$)B;cdtiZF;*_OjZx0fHrN!@epXbhOo!3-A13}rHik_X7bP4wkSh0Mqb{+oqw0`?oUGDk}Eb5OW{sAvRs+?_xKU-i47O9CnJ2==l3Vg(URUw$dw=8TBzq@)z%(rT)in3-MuAVuk!`@jjR zhg28QeJjwd2ocX|XjnxLxJ>RSC<$$8X?f=~9#SfP$B`eVe(ns!kZzs%fB9Q zi5hV~Vb3;=Kt!yoVuHw{7yrc>X%pw()hBmoinwm@A)Ajk#z}2mu53h^+I=}E*|dG9 zqs`zT*?q+9KAx9q%_jYfJBFD6USEPabAV*+os(=GqiYjvm?$Cz@r3<*h3m_7z}+1i zA+CZ_;KBC&7r2dp3{PKQAND5t%E}_`4`^}-p}8^-jt0%m0#sC4b#+I6I6_bv!$L`{?uY^MU?;*g-?enBSRXL`2B$Gf3r>eEuWtkwXyaH1I&hhZ!%g z=KB^@nHkA^>*c>2{6)58w_Njup#8@DV@mKu<<)j7~&uGK37ko>K7io=n@j9VKi5jiLooR(-0%{=F2SULsj^^ zVvmMRMnFhdYroP9ek;rEnCR%zii$j(oN7VVA`JC_?@LKYumZoi)aohzA`hg55bPs= zpEJ2%<*g)a%}!2FAzdc28zUtyZh31iU?batrB^ujSkIUv> z2O~eXr-db|n2|4kCko8Fczql46^~TK6`HGx24G1HPkO^+|3u@iSmb?p69kw2m-mlQ zMzv%|sBfrf(UfFUY8@QMndYb*#%#BA?-`SBE~ULMnhO~!l$Y!belb2eh#$yRAD2dg zlHNz8p?-tXOyCc<_>jTs%c&}Msc`z49vL7icRLUcK}Z>aM+YjuCLn3Jefg625VV=) z`jii-JXBkma?hYHb+lt;VEx{9fzN3N2WsrV(nDi!4Xo2JY4HO;YrofI|1tx&9*2T& z9PBV5zXWovvfH6!TV(2XNFX=7N-_ZTX<`j>0L{!`--2N?f-|!QV7siSR@agg1J6;968zB_xAMQ zpWx73RH(TB%&o`jV2 zWVr|5NM#SSWa2a<N6m(@xJ)`*zY<8L~%hK zaBy(&iZ2x}Z=zxW8Y(Jtn-VuG>kd4xmqu^rFbAxJi(9T-SHNcgv~u12eGLug+Qwf8 zFQg(Xs1G$h|L1Ioj6J(toMF82*aJgBNkk;K~K|V|jc@{V$k zZ0~byq;GcspdB+HVL1>piqpG^G@lm=WFZ4ErJbr^&L%gBs zI0IzGL1P5!IRc-Ad6m`7d#xAxHdip}tG?YEkXD&2PsUltRHvgSIO(-L@Qau6k$ens&1hA~ zeyHx3I+4I^{9_KqdxT0a({8O1PYpF^+Got2+FgvU^bu>YVOnC&V=dgo5*VH>39CC= z+T2~S>*fd>42|dw7WF<1uXa&*MD~!uE2ZIs4N7cp7;6}785@NSFQ13}ZzWGJH;RG6 z&d;B}!#V{bG82wuSUsSG4>Lv!bOmx{VrPZ4FJ6x`2EI{ zg5RG})hlobf*mZYff{70U%GD0Y(s4iN;i7iB4zX7O}f9gm-Sh*x)=Z7STL2Q2nssM z>oZ5r^{bu|-KKfXY#;x|`d;;$B6qCK;~<3*)Y6){4{E~dg@%g3Z?0%(cAGW(w1ak} z4#pR2XMM1USrPJ}7wp9wGU@|b)k^y5_|0Nx`IUhBcWR^uRTn=%-N;JWsN8C6t@ioX zv1r=!h_5;+svBGh(XEHwI8te+#@)XZ%mwd$f`wy2QWZ$VyjDdDr!?#MA}&IHhBx4D?C~A{IaAioKFc#Fnr3}v60#PJj+Kv zVqVhRZd^mVUg44<_=CISft|1&N5ie_`+u04Z>Xd2^B;;1x7>vKFYMj{PME!SK(Vsq zeSzu&L)EzuO0>sM(0tS}31oG5Kab~5llxQtVZ$6^j+eb#V;@_0=PJS%xbl0Zn^(Wq zg#;RV*c!FBsv6b}>_Kx1F7yKkB2a+vvl=Wj(u1J7VIq1 z%-%4QeOhc**YY+eD40xyiE5m@5jxKr?XNe21Bs#=$cbPd<@Lw>Lt8p@wUu!!(;XweSx3r z_^U83K?uCfaIgPClpKXYlDbYp0yZLGc6yU-t1S0kJPt5wL_2kmkm4MMlm3~*(P919 zLLym7G6#i2)$F>RLIByrIg85S`takuuUUDvCwF`&LO+`OYPMwjuT&gGcVzq#_z8_C~*5E@4mBk>nxw4w}}JK!=*%&fYHmhw~7XzhG*ZYq5MASvfN=aU?`ne zFfYvN{wJ-dV&C=1lmR?X$+jdSy)ayz&oV)%#K*G=tD~4P=iB^pR0MSRdaE8ZnVc!l z^M(trNAUEnFj!-S7`EXco#N*fk8*Kj`}rtHPd3O9lFBvR`i@wPufQt-e!n6mT*yqo zao9j~)$Kq>cqlh9REL$-E6KThitB`+NZdYZF7x;L;n-_~tu;K#8@7V-Gww}aCg08` z=E)0|&jc>OX0@xdB2XvbipY$b5Z{9%M_Fuv%-b)j1-_%s`LCU=G%N}a7APBP$7Dw* zyyn{kI$s7GbKoJKLC;WyyEcr@O@1x@0kZF{uc}|4rpYhFxuaKYYuQ{RsJkf-5jS4N zc#|YPyR|0 z^g1|53)`=7ry`s41pzLxsz+(}868c|F3pWp7BTZ_l=!);Hw8d_7o{ z3KISkH>tPPu5m9qX&+_O?hS@#1fSQCf?TI=3?!bHG}qJSvN$IpOB=< zg*pQC9Ovs(xZjNRWg5Tim8F%q2)EYNk9{y$zJdBEQ`1)co=)Tq1XunIi<`{IlO3?{N}k1MhYBeO_U)L6s!}hr5%t(& zEN4)s?6im|+TD6-Jl$OZxI$Ls%EoJQ!%`Q0s`qj2p0azSdv^*G&x~>XT%VYKJZNrn zgDlm;@zyq0jhFe)JJbP6%FEBnrGaWVQ}(cl@HKpIVJyUvLa{!++OQ&D|D;{T1S zz!WN*rFrIQ5n#{vcq4WV`LMi^{S{?o`>%ytc^+kBOeHlg0!Kal)d(|E(q+AtR42ab zDn)`euch^$`pc;n|8lrM$pW0h4eQZw>>U9MChDh;rsXuvyXg;<$99c&>R#L$6XD(8 zwSuxo%=KS>nK#24TO&QPhYzk5j9NUxJN{#%{gIuwSAdkd!JZr$6}yi=8FpP4Gj}4j zk{w;}1sH5h&e$=953nfpwbrf^t7w}-J!I*_uEjlulP1Bll_-0h$8vu}&TBKU^zSzr zAU~IfI8S)-|8dsPz>UR@BES?rSQ1Jla_Gm(q&P*xE&=GGi2qe=ix!>Rjjuy!C?Z3PqfQ^iBa%k|;i^&8zv|Pld*PVQi!zWIMW|MATzB$E zHu}VhM(ZzB{X{vHB)jiklNJ_Rym}bpfo1ey7dIrI@!~A}QxYAr&Ua4x_J_VMze0^s zF}tIS2(Qh`z8>5_gsC}I{RJZ)GEa0;1*v{omQR@w@Ray&e6v~s8|D9D?=6F>eA~X! z3k(nx6cMCFx)qQv5s>a~N$D18R6z#K*m>kl{IwowBN3(V#AdH->M{u~IhQlX(JV9E z>rqa%dGuO!@b%l~7h?gn8S*|9h-3Ut7n4>?xq9=Ry9PxTfFd7qxpVI~rfk_?NeDU9 zA14RrkdEoc#~;s2(f%6?&~&x>5}b{`zkaFge1jIl_lKe$gFoJi=Y%!Z8q9sbK|o|h z&{{-X-B3f1)|Oq}g^jMnuyS7Uf7YRJle?mt5nOp`D&V1ha+Gimx-I^^-<;)T*K5g( zKA-c9hW6azIKRK_QkHp9Yp7kU86tLSf?B4Y|3fwu@XgZK?}R?QQAy?cXZl7cn$Yls zuR>nala=ccpLQYZaQlek`Xdtk^zwcA!Uw_}d-(qgC_qX^!S}95V0eo*Z3A7G$jVzcKTt7~JvGdLA-LbaY=%mOlNv3Fpz9F!*WPZWNEK$;2iGLYlZz<)mV>^jNb{ z;kA%iB!&43rkN-G>64qtGI`7ruhF{_S+#NiJHbKOPb_SNo?X8a3gCXr&c@HfoVpZZ zvxf10u;{Q(>XRY0^K}?L-=9gc2$RH@IR5~mTIIgfDz#K0k?ABhmE}8%$z+BrlK5b( zSQgKXhs&Hlb|p?%OJ7q<6%PSQB(>Vb|A< z$+_}DPWTLm=uQbY9d1a~^aDc&8m?8v?)a;#Riwkgzhm-B9;B(HVbsQCTSuq2x2fg? z=WaSA*kN}4iF*7T_;#J|BtYs!Qr++Z!kUueX|lSDK99ERu7$ekeI{3YV@hAZVBP!$ zpFNtmpe=~8=D8XE(0Ud_9`7S(3zwOMX`Jo@rY_6QKWT=XZ|`4TocVrZ1USotGm4aQ zIjdiEE1$eUw~Mtc)lyQfWc-QEGT-5tJ&(kCTz~m1n|6gnAl#@}kriJfMNUJwzOptn z_clvTnc;aPNI{TFjFXGg>RGX;Zm+Xgk zqNlBKWanAlO~yp1b0DsIhld+IzGRBN@mH5M=M*}dIOgdu z&z}0+nZbWE@lKY9y$ba}b&%eqi^A;X+XNxO;#RWs0)y_AX~TrPUQf0+CZ$?+F@!bh zlI7=p&h?EwW{z^a*u&8M2kDG%(-KkP=k2SG%JhU@H!8Kx{h&|{)rPOuGjbvNxDifm z5Mmg{H`Rda&r#=*$Fg7&|z8B5^x)(_GG z>mOcI~ z8JPW6c}wRIQbi_IplkhH<$`ngIPm!E_7Bp$ouP;7_!%YXG zMH}Q&<{aCS%GP^E$npkO$D3YhCT3WQ$GMx3^VU}`PO8NOA55yv_470ju(Nf^vh+8f z*tMtJv{KR8FWWJo=_o59n-OOfy4g|mjp$=aHV1XRLv}wg?a4;^%*SWCO*-$31G&G< z?l$1EistOH-(heZB_xbYWR7=trstBY>~3$~vlihmWi8^~qs~$nH>FO{WGI%JEA*5r zW_WKhA-;P&UU8f>95!t*vJ|z!R9{3sE2Z=TyNZ24d?4ZZcRiL<1X0t%+Hz;$iPCGC z{9LiUsU9C`6oYbc-~}Zo>rqi&4R6l*zaRbFY{a{5>Oi_7yAo^97QMA@+iMxJ@O`ZblD6+2j`O*vl>zZb=(J`x^ey)Q;ELr&lZ-{4K-ybM}^qZ9`+e&l%=Ie2!SVez6cQ?>vsT0k0-OBg`SCR9C&k~NT@-7rafh5c zM^AFKony}`N$=LXW!@E)*3@Cu zyeFHOJp*~sN;wamVli&fAJc4klsE+*_ntemcxZ$mIfJwF54uGXtBbUDx}KR^?QWg7 zaZvczo?wmn_tV?19U3WBlw#dax?UXBrN%>bTP_`kO@75KN;@T8@6R`LKT?TYw{OaX z8ZoGy8cTRIHb18LkB|C;HdWH*Y;|R3Jo$XvD*|2kg*F4`n}{ggVpMyC2$eS7?z{Mz zK2_|^O30yu@zXag_guoKo5>6A6OwtfM~w%b@AJZg53)7tUJ%vm zO}{PZ&@yMn`8g@C_4oaA?yNu7xLXaFN@g~A@>iWOxQ6WHe-6G7MRhF1zdble67NrO z+kSn8^yRn_RK>>LM4}R|%?CPktcy(|8Oz}Gi&NMpH z^y3fixH5T^)iH|F9ov9S$x_bhjlE)R%5J@_ zh!(ZLpLvDcFec}IfG#mRqHkEP$y9Q|U!-Sl>?+eLZ=z-#agl(+&2$2HO#i94uV4F8 z^?(r;h{?tKutmvoU+?fk1z7YsB?SQ)yVfqx)~H>6qf@t8b6b zOb4(3xj&qNtHjFvr1V!3g~;YMRqy6qh+{piWTmUE@cF0qw{Jh#JfGbjV=z|OI5^N^eul!;Y|Sf6Dr(tWwO4`nbio~ous z{KqM_#y$S-mrq@9dX`|Tl0UD9UHG(jCyS)2@88dZRJh6D!F1QD|J8&!*b4-otFAV+ z?6JO0ggc2rChGGq5H zDyRdliiaIJ&_BISG$)DOq|8SsS>+0A0z1v~)4(yaThAjTF3Q)xPXC&C?%wc#wmkg4 z^p>m|6(*uY%f0q>blB}a_6pX%=WX}_Hubp=hDv|GFuQg0Ki?X>j(!(x66~N9Z1h*1 zVs~~W{(g1wc^U)!RlrrwtCxkRUIKy-23&X407MawLJg_z-ADgSH8{<(Knu)WfkFYY z{$MzEXCxydV`gS1_%caEOicDc*lfKUi;&QCTU%hqkBylIt*r$bc%NK_kAoF%4L*OW zV`C?P+}7Z_LI4npV=YHVN6>_~wJiiG1{i4V)egbv3}#bQpul_5&fa7 z9wlsA%(qOO>3*pC6cQpbF49+K_iM`}Ph7Uot`yU2bHn3geyx|#h-@zLx;@WBbKMMR z_5-02a7f;NHfn&?xahogNL>cwN$TMcAUkJ1@}{T| z^o@_jXvt!E7xJR)L9PphBpD=JYe?3up1n8 zF{E-wF@WjTt*fso1i^Wnlb?UGvom*P>aSS>4Bt(r(JxJ1)Hp~y{eb*|$-}mY7Pc4F zmC_VI&IHjvFfDyWC~pr?mXBiaHw!Q~CiUICc^6T9g~j|xK`J8Nqk1O|_uOjpp4 zk>f3~z^?Z-py^FIGy z?AdPCah?*J`)H=qK5=HWHV?c{^%aGmSxM=%C+5t$9<|DVec2>4iI4YgAOmq6iFI^U z(jNJULN+tUWr3@obO!38+(Y6!fBZC)o%}BM%HT=uOF!a2#|srq9+CZmJGt9K(_Ahy zPwGSbhz0H4lL!Rq>iBeO(m`+&2&=)Z9zVi(5n~YUBoCr__~s5*PIfjRn?}aQG-wGX zr>2y^Bawk2IQ|jv(#i3bfIH;t>kEz*06*~g`Sm_PgxJ{FfOIcy+0);@=*VYpZx7r& zK()C)c>>O^GzWgS)3^w?qav)J8!I{xSh z>)PjB(~PL7;qgw0OTs)1JVF9V9pCcio7G$ymc^9w3P+`EM|!HY6wUily)+$^lv7-0 zN)kEPRUdV1Q+m!|Og*Jm>fpEbRQhK0>{>&M!y|>XB2-c8 zr!A+k9|kK8`=Xzzt`l7!WtT2UXJ%&h++Ds;2_B_QwY9Y{!370>*B~&`7JNYjfaj5h603=DufGvVmS(5@SpXgm@^3_$Cz!1lMHT6-hSp5t{o>W%)2~z zOB<^~aUeghh?+@s?wDl!*^H*(ws>gzJPv>1xyUejb%SSr&OM^g_jX1pUbDM;$?v)% z-`zBI-EP*t-|jy+b>h2wB40&5qWFEfAa~DrUXZDrN& zAj7d-P!+-y1EP4-8Q@SjflPPr9(cIYF@f?HP+pKyaBGUV9W8t4-3%;f;KVY9;#|Hw z@5l#w41|(Rr$=ju{M~@m>_}9%tiz320_Q-Mb6Plc;>cI0r!1J7 z(l=Bs!gV$DZk+KMzQ0j;Ntfn(i1c^yxj=|thhv9YJ0+`Ee|JZf4;+hf5hsjfdFXj* zjcHoxCCD?q>VLy?BkuI(&kTQ-TOnNa{n(D!(i{pcd%H1sZs(9X{S*|6nh;0Oby?XV z2oR?LxdcU5R_@(Nd2g^Jbq-50>;$-5Q*|}Zojc)$eqBpDz)^&Mh(Bxa{MWBy&h!in zXbIgIe+#T1LRhTfKm;qYt?%GX{EGorUtc# zhKH=|ip8Q-N3sNLStMKom8CZWYn&mrM_5ScsnA#%78tWJAjW_s@0H-(oBH_ixe#6K z5a3L^MnG|ilM44dCTxQ3sDPA`rhU>1?mTrI1ZeK{8_x{^e-sE}%|SsIFI<4&k&}~? zD(qE#VeJJvl52+IBZSJxJCX9pfg&z9-TO?V*H;JwRnttbtP)A5SWodkTz!(WjA!X1 z%%adu$T_nrl`h43RV`VcoxvaxSXHZMdq02P!j~44spm&idI7sh$r9Zi6-5Yk)1ILM zljLuPJU6jN#rJ zA@_`69{~E!87NAS;!w}TWajL^Q`-~CuF2x`SEY~4%Ff0)k6Di&4VDGl+uP1AE_QZy zWHZ;YRO4e~I~JTl4v?&Gnz2rQc31pwz$N&O>7Ug}fRuMvD6NhPM!8uE)iJJoXLQpu=x2XHxB3TJlsbSMa zg0fF;!38gW>uS>k@&TbdAT@!a~g$-bgEXT@awI4Zgm2hqeTQv96y zbFZp|m(Ibt#*qURLwkcxMa*aOtj@EsM-_4;KtF1w zQF6d; zC^|mH_EjMEwQE0@OP7&ge`g&JT`S#}rk!cm_NE($I=(D@v6;wrk7u91#Ia;lTv$ZD zz_Z%>nd^t(xQ;<**QXWPPtp8_F7oH;wQ!0@RjaPgFc^l^4o@_fc*etN)I7FVv>v+7 zprO=Q*yxLY+LWe8azglfg!t4*JEZVCsD&?lLWz3*QgO#U(7SHm_bY*B9*1MefIWuj zt*t1h0IR1}NtOUrGUUdPh)U5%!tuupV(RSdZzj)m|M&&^pJ1lxU~cXP7YmXN;o;$E z*zM=C7ya!?vxe&GQK_j)lxl<^LouB8087B1hW~8q>~stKtG(a^wzkd>4(5eG|0u^9!O+ZP>9@_(&HVXJ|f6ve1LWQEW zNlz=oHkk@2PXKAW0f4Z&IyZV_NJUtfnXTb$oU(_vx3eH`&BLm#`=Q+IZ~sk!Mu zj|%ANj|Xo>OB_{iqkkgKfla>lx2g!Ze7@uVX|Z<=o!o^#GhUvQ0=fne39_?no+)#E zl$y<-Y4qR%HcOVxuk==_Vh+|RGM*lyXaCn4u+r7wsx{H)&ME)p<;MViq<#>TnUz)L zYG5ewxpVK8xfhpM1vvmbgIf>b&Lrj?k7GX=7~g>8)zHuoE^!0$Rgg%K)54-YX_cDg zIgf=E91!rSz5VFuXmhTmC95CLFTf-d@S0@KrMp(p_T04HZ>z(dX};9tJXZ6=JmxGEY5sh(cF zD#z8Bu*Q%t?;8fo8^U8^czljrfiU_^%-F_;?AkS_oy9&+7mz<7AtS>*|2!`4<_nFI z_{N=n!FlBp?Xq;H1!Ecq5!NZaoqIh>B8TS@B3A8pb0&HXvAdL;uniQXr4c0m-rPf1 z(3S!XRM0b_3u~YTI`kjF!NP6<6)oxX0SKxj`EPQsf!aG*H_kh0Xp8}dRSICtmQ-k0~7EzlQJ-Pf>^Tsg49#M1`BP#T2z!NNg#ZW;a- z#GOF5l%5Ffs+R*F&i5s+x3qNOBj@FzR!Qz+zE+^ATOZjGaFJh!pQF=+6;`-C%hTK!BgIO zxU~$_9F$^}{Af-=S!E>O9t)5BRtS~%PpA*fEXY6}tUtJIZ0rUC+4|ba7Q`Y-&_E$2 z{Ze8iirl$(?}|C7{2Z(#fv|%a2Q+Npkv#0r6r$t+QGA`Ra9gktG{XGXQ_!1$whY>c z3OX1n1_lb2us+MHt1lufECs;784fn@OSsoN3~R#9))sj`K3)x74hRZZ2%IgjGFH9C z7(>56-wJMf{%b+?of?`5lZ^gH^*$ngsAR2c{+g37EfD^;wLvY094`CqpD|AHCe$nrngG)r)zL*Ew{r;e9#k zdRQ~Ar)?8xHeEpc{QRPK>EvRN_poU*rlgDldh*~-p#4*df;cN}Ch!pGB_!5TH*q_M zrc0+j*JjCMP8=4`9aj zG*yhK5Lk&me+(l+q06keN~!3d0{RJ3f8`p3;27 z?3XX~kh_B8A9^EARxlv63=F*LSTP$4Mtu?KxuEtzgjn>(rA?t1WSLMSkOb!ICBQHT z&Z3)ygwX1^h+Jn-9Hl06S{bGjNJ%qg&` zf(HW}aw96+EoY|%Q;(<>il93&dj?77Mbh@9Z;HNl=mai1J17(Fwv<_|nithCC9VX9 zp|!Pq5zbq)!p_#llysc0Ast)U9UKO2#Gg-vP}1mp(~^wenHFKyE)}DXL=ieaf}QgK z?5&=NF`fjb%&RE`1xLn*z$Ih)qfPSoyL6mC23!K=FxtSvc1trebuihU8s8(h`q}2P+IYL|<I+LUIbkogotMbidQPcVB2QmYUXJMx1TC%+nOJImr=dz5T!!Kr3 z(D89&G};O~hBi9#b$K~1GV%cfyHWG>$B*A<+~dIY_%-KXR52_rZNEoM4Xn)kohxXwRJ=LL=1dQxbe!2v&S zE8lEx#yJU8ug;04putFUkdCh~Q)P~(J>Li?mpxtS8K;TI(=N9ea3L9D0_rA6LlT70 z($GAZvXy|q3fYQ>Pzo4#0FP*L%b?(r@S(TJ3@H#~fut-=7!COSyB}ef|9Rv4tt*m2 z<~uwAjqXvQKItiVw;8E7$9TKYP=zv!FdCX_sw6s)IU_<10 zDwHfPt`tq>2wEI;mN@m??6E9Yv0=r=Pj<$eKm&O`Pn~(exenU-y%m=vRnUDy#~Uk5!X}*q136yfF#m7{ z=OiHM0K*MbKLUGvcT1=bCp)t5eX@&a=%MfKOr`$oe>{) zHXbe}_I^UYz2BSM*bEfdMWqUPsM2B5hXqV>DDFqar>irASPSwMS^%y%@ip%+yMk7d zjDuoEnq|g@!jeVa^Ybqudl!g(f7GsU&Tg}huTOsY zA_6Xi5GSE@m6MUVgpIAtNC@(ZK$pt&yGuj!!q7O7ZkuiIi%rSh>!9q5@CgVEGtH|D zLJP%$hx1m5tMp*!AGF#j6dSL5n6bc10SD#bYBI^78~K&Oi!E_mw~)>S zXC&9%mXWNe9)%AaPk1}#AAOxx_kBK|JJh9yVTz7u8cd@y!OLA;ODi!hZZP%-#{1FH zN?49x#`ASn+@GTsIcQ>nVvFo?=w`;!8r29Rij ztud#`NC-{>!p`$AVL%A=w>mH#=-Ce>)u062)!R#Jd71M= z3`y;>Pe$JoyfZv6WoQHfD}TmYZ^(-Vhzz{g?O2o5+Omv$ggI5|Fs^o`qkG&jgF zefyg6?Ur$MixAZDe0c+&t{crjPtTv#f)d3fzF%P11*K14yvBEf?U}UloYftHQ8is< zkh6nCC_tP#^_I4Uj)a_AEeF$}B1*%~M~ICS-yUv|kTpW}w zdHKkCK9dyW5C!2BheW^&S{@);45VdPGc({Leu>0BH@&=k8?s%fQ|6uTs6mEpXqXZm zeIve9yus^$eU#X<`Vi!URfl0n0Mz9W34*Iv#U92$AqEq|u?Lcq=wf%46~h?b=H9(~ zpz1hy_y;AtA3OoO4OTrEs=#NhbNV3#uK{%7+)4+tupgV`Z4}5eFDx!b2$rq{oyS>iiIfiYJj=3}U&=e;um!y!b!HDC z$`B#xG9YKa4htKr`pyvwD`XM>zVo!}TKz}~NAqtJC_T`lXl(2_s8^v624w5(R!_Ig zvmpKIj4reC(NXnhVqzu6(44r4Fs}&>PO2NSU&Y2F=M$rMx*m*2;q2(BeAd@qj%zthI*EY#K<^!~F{yBg!NJ>stS>}SVXTnaMiSDR`TgjnynJ_j0#aBh1* zdkd(nU%whtl&=(yz1|yrO=;bwk75B8d8k4YdF((lEJ4=yh$8>s3x+Ux@L~UuTmWZq zT;(n2drQ!TS73tXP*BGY81$i1J-MBe)u)VV2top2$%2Dyd3i)UI;IoYh3CMg&}Zjm zVR@zhE@xqW9z0^X&5P7p)pVrZNEi#GR(EQ>>V7nI-`o2bvUpQ7vt1A_$9SKU>bttW z-smtVvM5l+irP|HWTHf%$!TM4jc(SwrS2LSz^XDbhcf~e6NtVrufQ|`ExHVHM~E_E zmO3+fR00P=bP=*9Rs2sR@+D5l*t>{@1p^$Ix-P(Kh9?IdDP|g*s+rtoQUWg!8axG= zXHW-$$CQ+uOa>_Y@LSQcF#d8or7P)>GE`CdwY#DgO`VeI1EFs855bjl!d(xgvfOuI zw{XT6!rod{F-~-tH=}Qd;zGTi0M7Mv4gLTqIAI7QPjAYO9Dn_A&a?SplXi7YHm@8~ z3r5|bFETSdJ-T&!iu^OxESRIgl-NQR5|XYfNpVH5%z2TC}^q_TrV3Obii(Y}Eu#_QMWRLpYjt-VS7I}=M_T_9ruuO!0?TXPm-^Xab+ zDk{I@Uy#mWh|v;Q-8?asp6`{8Asni^3N0!~vg-7q_aQETV+8djWTBlKaaC+~U*A7- zuJeW#+AawkelLJAdK>jJWsi;!2R1A0{OvYkqd|jA(D~ShYUbB3CT8Yg5BJORx2~cK zlIGlB(0KxU1Stv05U#CN0mL#;9Qf;8P{VWsG*mW6at2`Qb*@svL>)S^+q=8!B;M^8 z`6pn}42rHoTz#;(&&hxaH?o1}z8lq?nMoTF=7D>0SjJ_(69v*M5t4z(SJ*#wb#<#+ zQ_l=&9CrU6L4P0o_ERBF;WZf1*Lojvx@<_z@N_p*qowDKd=H^tIhDGj&eNGX={2t0XQt0)Yg zODQINf^Oi-r91$JKsPMDn_GXsGuRxA)Bq!qTL`WHlOq_f-or02{TmIxdBiS3{(jlz z@YTsT3UDisxD5`>cal~0^~tHI@R8mR)T|XlK%Si`Hb6`0ZTQM@uN`|d-Lg^Qu2=4a z1suQg^l@)h_+yBj%%<^ao5^~xa90i9rPNIm^wbYE`M?34d40_wUxtM<{`KpNQ>Bky z1lfkMSBP^+$V-KWix^P8t#RKnwBRYPRn6e7X>wV@yTk+&DRi?zNk9k6DlW1n!?G7I z9w;k^zkQ2;7{%jbuuN}KYC@Z{jRX0dAAWk z0|K7Qa1Fu;tD&0Qnb(f~3Ja^X7*V@!sWAq4O2ak4EJ(WMiqF{vai|k-R6{=nnmEGC zJ20FuwV;u+dnJ($DN0x-sMLl^+}6|6+rv>~CFSpNe`ZdTWA*phMsNx0d{;5Yu!DzM zPK|mn)a2!!Y@?_`7;h;81_GjcpGz5Dkunydxxf+z|ne)()$H1s~3xO-sW z2elk~tXzzyEl!M))H?na^p7NGC7^0@ZXn@o{M^wITzBVsk1hAM4%)9w(`(|1xKe03 z>;f)$El63?l$Y1n$%%-bfc`@eXDYyzXlVnI*2W&dZ^53Qd-@~n$;KDRQJ^)i1tR#6 z>j;b%#iL)u#MHD)*B+hCGvX)SIE6LK3oUmTPl}{En3{4~k23DLebo+1A(Rw;`qOy4 zPzMH0-Xe1!KbpYx?UMeGhlVh^pYP@d1p}Z~N}7-IySwToAK&nVT?XaACYkG&`#mL4wKLHPDL16f-oOg$QJzuit53tX(F4qSx~7oiTuq;PvKr zIGyLEk0`Hjmyg2aCJTsgLF0X3XP1Wa*#2J)%kgD&F;<|=*h!Mq`i*-xD{D+@lAHEu zJ3i<-Hrd|kBEvGBffZyMG%rZwYfP=2AYh%lc==Xre{Wx3gWK9ZoDW)_oQO75=VUqcNyaB{F6ZF3p=dTH%hFYJS!I8*^t-R)H=lkS7agt)>}>%%djzx z;olbp;3h%uA9JJy#WZ|Sg* zQCdxRcs#k-^sAlh-N>EG>wC7ijG+RsPNAba-xaA>&(86RxSB=$EzDC&WI$pHd@%GS zt#$Tzwqw5;Jf?T9n{IEHVvn^nH@|28jA#G*_wP`0LJR2Rd7;t)=0~Z1Rdw}I7(sWM z*6I7gECT9x=!N+~Q^%DuX5&htxf-9K;L_qEC{9^>B^L9P7ca@ZY5fNCf?Sx-eIeyk zuARMMb{U_n&KFEx^BNnyK_WXSL=Z!4Dp9XFpcGZH3)KjOneDj37y;-Sa8f^OFK>EO zF**r}H3%~j5)oy$ZagZR_!lNrnoQ?kUpD>zA5o$I85I6|)cD|k1DJlp6tl3P4{ilp zKio@~_#q3E)4GJ7P-0gp=!1hKC(e~CRW&tWxr&dAtJmV|BRBCEKZRX&-)+;P5~4Tc zVI!@rG;C}|7uL{!M;-7bQy|S!MFj=X6I^m(G^JOn_;>1=tB}vt2O_LE2sFoab2?gl!nplc4f02tqapD)xa zY>;T7UuHDsr$)*gfI^{;gfj{HB+xTLj2#^22yQ(1`zh@dl5sbot>Nb6beD@uPEoPC ztjy|z_1_PhR-My-;Q(}Gp`3-sWc&|aG+?(FKJGV1#IhC*sKriORAJbKVlZF{x99IS zs56cJgY(V1?g?WY1jYdl|MhCo8th1EMTO0OzWEv-0hct0H2nhuO7fuYdImD=Yz8d< zT*gHw#?bEG-u1z>7mz$cs}4Gz=(hZD)!&;TZl|0~xA1pWT(uUNZm;-zU#ThT)kf z7xL1M)tgv>OP(hnVfh=1t6@gU?jBY6@t@O}VqEkiT>WbEd#;G8dV-Mfod29hL`8W|<8YC;iu6zW@f=oG(a(EX^vb@c z=7NZVejUi-3GjLLh24>_UX)^r%Cgd74gt)*ZaO`^t0cpuR3dE zI4b5tWz0G8gC1RX7YA;axf@%12EPosCjRcL`dranR+%pO8E0&SR#m{xu`^Gwo@MX*$O_(waYw!(Vb4 zEQ_@kZu|<9020m2tY6bfE(Y_3^4@l6062?fwwX^A0lWL4ZA7q{=lAwmQIAq>MpW0v z(eK^EN6(5{i2t11-j!PQZRzSQQj=XE`XP3dcQ(xLoB9wFQ643#z^IBI>+MbRYTn>3 zOPS*js}2{~U|Z|jNPQw=8E4_wHC)QnX4#aO znVvVPzciM3TRYWQ2Jl?_SyGD|er;%aW^l$I|H@-|t7Nd!^5~LF`{f>6T>y#VNy|9X zd%O$pdK=J-(o#p|yj3z1CKYfO?-u#-gdhehz;}+!WML*mh|w>u0L`H>C+6LYEw!R< z>%vbNI~)}EDy`GjYoxB8YXTKHt{zk*_i*O?@z0y2~1ov!I92;CI8Fk>fk`jnX z-rw5#tEoA~(#+w+crI^!85aq!-k=iLm7jVNAaP?cIjL!ulB4oY-|w~gjM^SqkBzFV zmf+;0FdYjwUsPr7Wm3wCxc!cyH6y$8$gBQh1Iw@*I(qX-wNFKvHC1RDjt(7YGW>?D ziS60vq&~8`xD%Jubl}Q|sqs+s3jO3bcQjYLa0NJFDWoqryv#m(P zabaXH1@%KZ_3o7Im-Xk(c-Ry*SzCPLzPm`rvr`~aIh<9hsnA45Ys{Yg$sF)1sSvsq zL1`daq%MD72$5LD}sJ((vs!3_Ld> zi#wE6LGAYpPmX!fONo248!xTy65^W7zvwXVG9s!sUC-*vrg(Sz3*=Ue_M4_sNn4u> z$VSKcEnD8p@Un%H)!~^Uo_dH>X`#kGrmmJ$a$nU-b9ZmdphKMe?IyT6Lz9XrkzGFUP;JQ8jrmQWcJK z9bAZHgMO3KL53M~wh3c|G2=pP7|0T}kIeKXL=HGAjL(*9{#dV-?_~M8=plp45BJ$c|7(VC{+xoIOd)Vc1!)pdeo>BI~hbbw__heMe%QM6R_T zgkN6iU#-D^dO@4&YK)s{1W`1KiaEymK64L|xVxXM=V@#aCxej+%{fG_s{WtQb{3cd zad0B$6c4%0va^}mI5~*Bn^>gcx@@(uH&^59qA==mj--?S|?hgY@hoWMIK4_~CuVwZIVT7WH?=wvn!~-{l?Gapj{QFYED6X zM4t3!Jp)I{dE~3VICF+&fsl}Qwm{3vo+Y;w%IvY#ObsQRRE_e?kDt2mkog-LBwmW) z5(2{!u^JIr_mt$8KfGL8^zrj^AV*${)Wm;^vaPVH!}a99L{ z$ldGAtytO7!QB;20$#o<^77MF#CT!s8=N_aBd1B(M3N&SJ?D{RwgUv=eyJa1uguM( zVb|IFw)FLGOy){lC-w>!GeS!Do%{&BbW~_w;d!+HJ5?X!Ol5k(t04p9z0Ir*Y|yMR z_CYSI?}kR-@9~N=l_*TQD(k9WM7*!ls982xHhdjfQJFSJUS2xu^qRHNrxx9L-(q%! z3245VChHYe4e0CMUB*Upd`WxGi8E$8Z{IrT-P@(;sKpdPUKaKx2k+CZ9AubuUBQ*6 zM80l&KxQHns)O~gTwe&b#*+_)K7xzqJvhbv83@WR`JvO#OpM_4-165+Ey6TW+qz_P z{of|sd0bnFPAp6_s`D*gS^2%oeRDlXNFZL!-5b+CKGF1dRq}4R#J`xiABpK}%BWwQ z9Vz;R?YeBSwluKI(hV&&O`OvN+z)g4&i)?-`sKz^oLf&tU#GAQY;9-;a7gf01&Ft&X zjDi)RDZ7g@ueu8x>K;zdW<1hEZ$E27VuYPTryvS68B-UwtX~rDC5DAXj0T$tpv)~N zsQ>te?=FA5jvGc{E3_2wR^c-+UJ&EOMLuA+!XZa0_}TGLsO;0Qhjz=L@Eo4-Pt&G@ z#g+fU$la7T%DU%PMwM9Fv{R`SHYHPw*&Gs?-1E{u4a<*|ph|zL_Bt}%ejdx=boyg! zGz(!|9siM!K*d})eu}~;3w>f9_+xhuuUL`{g{1Xb@07vmPt>_ygY|Dagp3YVr~b)> zu>V7M)yMD~Z6VVS!n!kOFF;mT({OP&T!Duzla_8r$IDcIx1^utHU^8K-9xzggg23X zbSq+8D`F~&X-!691{2E7&kNl5;=;0E*(xcV5+cue{btSEm+52B;B4vuU84WabS;w@ zAbnI3!-xLaRnHGlWm>NYaKEG!o` z?wST=Wc&d8qPP`k-GS9A)cP`VawC7F9Dx2nNeQsBk3W9xZ_X4PY@_$Y=rsJL?*BW6 zD@joH;D}#|sHO0d;!v{1m+If{cP)hz2>%d-h5n!Qvs>T@rHoAyU3CghtFxsAN_VEJc*WR=JwTUfgh^eTk=(D@ScVLn; zI`IVNcr1}!XwoapY=CqKz@fDQGxTjBx%|KLUdznaGPnSFH8`k@FtV^TI4{Todg{0L z3Hc%Pj=?~nb76aWTEB_#b1q2X0_PUyF1wLRB36t_5)uJow{8kPu>})$XXkPhN@b)b zF*Ow*0Yv`1Bln3unp`~iYCRB77#OkQIn#MK0w^DlXP%y` zmJeZu>;w>{($Z4s{=u+bo5S21yrb#>s|z;n0LgpY&kx`>_;pI5r;cd!_6iEdbQk>RaS$=1oo6tU zK;G5XYI9_vS7)x||99Nk@`?(6@;8ZzdMYYI@X(W!liN&wv6M7AFAq}h^}-|u5FbEi zBEUWmeJvPtODidr)O-e>8ZtP&218u|mqmFkEiII^nS+C<+v;di68Rn)ArI5-vg&F| zE(;h_E7;q!ORB6+Zq7FS8P{{DtFH$?YiQ)dJ%@?TauPsaF%YzYQ`%`IjB#N&Z8+>o zyUWVNH1rR-*!tSQ^Bz;34k>a9r*B;sxYFVq>bz_fZJ)aGy=_(N^2u3N9LP-px~$xd zVZ-XC*N5#7Ip1F9<1=;$dLyjo&3=}FOJyhh<*V&?TL-h$f7rAKyv-A7xn5ZZ-e>zK zY%4YSUzkNhQo|XhqnitsW>c1&2Ue6xL#_dV13ZR3q16R&lQQijfF*+$6Eu<^lS2wo}z%9Y0_U`l{mx1$c-8)(JM)2sIf< zg=oO^tncC5t2kgSl?g`29KX_4^JvX^ni$c$t?FiII%DYeNe}V(ha|rxV2p;Q1JN3{ zpFP|b^+ZRxHP)n*f2a=CJ>yo;jU;O^$ zSt%a7NS$=fOP-ejEteRQ;*^=$%wsH$8=T?`K zDc!v|-&YFLd=Ew@^9Lo?ovUL77-F|kwv*+7nE(#?b999H9=s1$Y=LZe8`as_xeRuf zuGMhS$a}C0AA40*T8j9WbB;C9Ko=XmeiRe{=q@7*Faa?!1StfxXuMjQGK{(~5MbFc zhLWNO<NPmA_%!NsgIV?BgAl#H?*Cu^n_FuTOF!8#Q>(%EDSZCEdS77Y}iX^83wHE}p zM7`Vl_%~2B^T1yvK3=DZ43HMU)*SpsoiN@>=wc$p7R6G>XG9;aIR{eo3365tjT1661{PQ)124P{0Mzpu6D~gS zVZ|{9W2r zrY!t>_wJUL*B>xi2TXXiu@CGF>e2s2-h0MHwQXOb9@8cpLhjJ7M+K08xH~YnY%6RQ~d>+Nngn6Da+V}qch87mdjSryV-Rkjf2J{ScgwRzj z?~gT{U06^$?MFO zzj!?E@C7P!aG^1hl*AHm%J=eN2QYrV0A55D&{pv^^PScN{{>aXOaI=q_udcN@)Poj zX|*-SZe)LyU<@wl7uj80;Vm`RF(7fFxh-2YKH-kFgEy_QeL0<+>Gj!HsS&!Fb~=UP zi;GueQ-2tbW?q8POt=(oP=DnWI9dkc6Nuo$2YzGkYK}4_MFH)YOZw6 z&pXcNL<}Qq6jM}OR$R|*-sfLQ>gK_Bq+ww4FR|woHPo@!%qKpkeMc_@3`A*=4pz=x zVyczT6_jD;;Mlqe3IqdPM12W~T@Ui=@SG$iC7~Coe$QdOvF`Y>Yh2~ltxcQQQv1=o zbh#4d?!H?%1#Izl{#Pp73%X+*0uOK|flq3;EAQ9qlhn-LGHx@WJfz@|_pm8DEn;Vj?4d zHHA?uDTJxKi~E8}5Iwn_;^XtX<3xNoKc=W;`uXX$yq2`w3o0*T-KG5w9ysttW{0Y> zvH+-=pyeMExc8X5%=}CszeUK9J&x;}b)ob6sij}PLWt|hnF~H45~XmZ_~DwM@+p-k zrH@Q$VyNi(b{z4*-mzn(6MT5rliB6c*v?Ix>JO(h8T@^IuY}T#yUe*sHdNh*I!&*p za|z`=>}gOj(X1ON(0AqCo8hhAn)`fW@9c7itCF|AufE~R%^IJ3Htth)=5vw0%@56* z>NUb@_<0P|t&DGueY1SuV$803<2<#2K!W9tjzcBJ5x#SyE;8}&cNi~BcO=yI*xO%U zqbXe<^dC&$C{%gWWE*@wG17oOaDFw@us-Xb1_?r9WT_zyy6~RVZ5e=}wHibt>=SXvw~n)gRCH#U+3^-A8QBFls_Hx-R@hrcVVq zB)BS!X_=W5e@4!Cx9|UkU>>i)rZj{>IK+XesX8u_Nm_PxHnd6`3b6{NcCxwZ$Nmi4 zslF);rABmkcuBo(U{JN(0H&*tTYUNYl^CmFtfz;QF19%G5~$TD!>_vT4T$91gn4~C zerhq)3Lec8l1f$WE2yU z!1|nCQ=!v>_xe9p8dHLN)?^&os&|yfR8(bG7TmIh`Ryv5-~4S(wK_fax}{WAQ>AF2 z+S@Nk_2q3h6>kal)A>w6-1oAVCh<0oP77We|15qVx$tP?$GhsoC+VUf`yk?F;QvUwptMLfk%<(!7>NaL?9h# zT1^JU5AzzkG5#9=pQT#J?IZGIh%Xr~+>exq611B;CCW&Hx1xI^#+w{-Vw;3R2Ux(hS(VrqU#SIX55%GZfgW98b1jrP{qGFLmwH^`NnP+6SW(Xg-n_mnNZ4A z)w`sI;IB>EEQiOjFE?#6c-nk`@;7E=uu}ehw^L4r^7okok^l8VapAx4|368+vE!r0 z69n5h`{6;VeVsK5NIoG$<7Bwz=(=veHe$gN*~Phy&*E9v?xjtw2gHTx3-DyY!?u6) zh@u|$dlhx!a(;l4l$1wtu`^hX^78VW43dt|*9}zhk7YHo54IN=wD0!v@&W@5w$hZjEsyV@vvLu z&djRDzGiN`uj{&!yBVx__m1sd32J!$Q1VHQnvH!Qm@>@a;FGsTQ_nhV`uvY`Q*%0k zsOOJJ3(R&V-36~$aeWGmp^mAG@B@SHpN3O)zZa3QBUR5epr6MV4q?zUK+xS=XrIkD zKVrczPa%agpNGcT*+=1Ve+~>!_Ittn3)>8Lw(#+~Qq0%`XL&YXq)Yf_QF1DRG-jLg zDL2Et@RqD>AF?(gtQ3-@g@=|mJ-tk4J$WZX?2R3TR!Tg$fB&uS%Vyvg6L}!bf)XoB zAEVoe17xzgoSbf%__#k^S0a}>E`G{q*S(|s4omkKDa<4e2GU?yalqxm2@9xwiOpD| zl7ENSd@w(qVk=!l3z$ce*bVarX=a+`O;Nnr{v&bw2p;@{6+k2M^Yfc#N4NaELD388eC#wZF_YBvN58>~05!9a$C zh^1(*Q4(3IDs!?{u?P$+w6wHbt~5Z@4ac!Gt&38YmZ>8Fh|F2HB6VP{V@i=Ew|hfu z`^5P-9&mdJg2ds2UC2b+>G@6D?}2WM>;_IVkL>JfG3*X(Dlz`uUC&Ycv2A4MB;))htx_B`U^?R>&9F9A?|=#ullvM6y4Co%%1UZC zA~d6v=o&3O`|B4ZH;6J6s{_u2;%>@rK>ZyhmkS~v7>O=d2!{`Yrfl5p4NU<&7V_Zj zgJo`MiTUOtR%357InHPWOL^|a2qI0@eFM*N)IYFflUf~!59!^lW3d1iXP90$(M~bCi z^v?WOP}zG>@!|4v)h7oAc=RjYP^7Fh;PQl^l;}d1o}^dik!w2}ZGQGdp?`fZ&#L1} zPSkkS?@E4l;Bf5BG{9r~vpc|Ss;K~WglE2_3(no`QwLSmSgGBLAi+@jf#|Uk^fR+f zQ;!+r?c$XZe~u3qN3Bo4cE&QnGpMAYNKfzQs;5&f%fp-ocY?99wl-hic#9Tj*(rDZ=|O6&F!bgDeXRH7&& zBPCnFV}ZQdv=|ImoG?a*T6@ipmIF>8G{B$&vxY$?pBx{rvTiNjShJ|n#iljo#1uJ% z6%N)U^HXM?w3jS;3P#CfDIy*Oery_r1pwOlbt{X8epJ&~3&eq;p;j0pK+2o76Z#0B zNxxbIOS97^M;KSY!{>F^$hr5#F%7{NQeto~asANTNf9BePUd<6;P`+nc$9?cHWxgW zbQ!EYEoJ3*Ncsu5Qlt4d2>fZfz?mGb-?y@YW8D*jvrh{BuR1q%G}`s_8aq4K&kXDo z9r0VMn1X8O?F*FgMZd6+JId15%PIl8&>T86eMdFh+|0y8NcSrV;W}-D;jAtZJL(!E zfqXJ3RN8@nJNfMO}8GTQ-k zNHV?ZVsX*(5d8vko^cCXrfQ9)Iw*Az4icc2ycD0ZZrvZ^c$t!lrlh>#)S3OHqNZlz zbUY=r0Z{0m;o1_OWrt>~nJ1n66U-bWG~j0YN-(RHaPe*1x;2IKoVbF*K?0|02I+VY zl4BM|?6rCiPqR_%&}wJJlrI#%>+$X7mIwwc;e?Z7DfBzQV+9K|{`Nn6{=)_6aFvu{ z`&F`=dw&B&3wx-FxPbJr9o&_xUR$>zr>ZJw+J1&H@Qlt=gR>Oroyj=fEsYs@BO)I$ z!?fdE(Ywoqv}@8PlH)qg=a;8F+oGlE8FjTT<()f!9>RH0fWaYc_eM4YOEE$N#0u@+ z(Ayx_HZ&}ETE(Gvm5ExT(9X9%hhoV$F~?SY#E}!Z3&h2oZDvao{7by9u%4bwhl>%@|d5mZ>dqF4F=Ag-Y5g4mF|+4 zoi$oqQ&Hb6uWgEi_-F4@hhb={i|R1n9y6Nrks$z42V`2|?y`s+2$2-R&?BNw1! zkEzz{PuHWTLb{73QPO+Pe!-McHTQnhq;t)?v(HGH&TCdRF2^0`2n789tN(ejurV>= z(vQge+27w03feOc4;CMz?%E><4-$!a=aolgwjrejaUWRt5bc?AOS0q$c6f`6YA_5$ zam^-AlGty%`!3KAxq# zPl9!SA9whWOPN7QJb2_ttRgw$wMZied;-rg;!DsJfBn$ozFx*18@iUr^~%Bn>hy2= z_j3zCbFSPxRWQ4k;5grMJ8*Z01sNTYR8e>VT_FM(Fm!(5>Y8oR_NvfnBD0OB>p8>r z%vX;R7H@`%XqdG8*WOhKT|swbzpS>lHs^TXo?gn{J=5xA)RD&Qd^!%r2S~p<$-pDr zPC=x)w%jPmJ#Epam7adk@1L2|?m^pxbZv_@cDj?y#jUi_@AslMl_{Pq9kmQ=tN~?V1BP(@kI$DJPZ<5Gtcp` zUG=2njeEWKYL}l*uYQD>XQMhshhFlPDBZY}n53+tazxlfxQx`Jc5;qC>+9;D2OLG6vCaTH;E=0zfQ?kMqU3}m5|FsWUbAP+`ng16ihEJM1=P3YdTuq zVq_|X@bB+WOX$wAylS#1e?M*?T6OQv>WSUCGYFH#OdN8bK7GRdhkwrz+PaUj5lRWl zmM||Mk#+zSnwsiGK>$Aj=qxkxvQw_63@y^UW_ZwX=~UtjIW3=%VeYE$JR=mJmL`|I zr}+6=^1Xyr*fF&K;N(Q4{?JJ}#mYJiG54{=b`%!>e=QD z_Gi(HI>fGYI9u#hKZLg#*gc>qqluY}`v+|otUkpQqHdjn$k7sE4>opyWtUO>LO|64 zOdYNPRWF>4pvlXH6%>MZ{>7Nsl$0}Y-oZvNeJ(VGY*ayU%;;8rfKPBRgXmtOPwUZb zylfmCWUOWbgJ^emNoD238`2aVLU=gifvs$Nst6`NXMwv{FnOi;$iRt8^@faZDSVPM zYGo-=m*=LC*AoQrnv2H0y;6@H^psnb2VLmwT6>YLEq860{JTq%Lj?v@r> z`+`>whAC1~9< zjrHHiK%f$A1YO|+j%DaNjHtYkRI)HSE!cC~ZMQSleDm{Pzc{R@aVPe13;smjnfAr4 z&f-?q)_&ql0RaK3ZO-u~ntqDFXxQ2YCnvdR+~MMpxeGl=erD#<`fpktIm5V_#=-Ug z4xU_|KZBKzbQV?dgI(1q6lWvi%{143Yv19?CcaTnBwpCf9|a0JpX}Xy^l<%6#VVdJ~N@q5x5(+0LTL&$SPkS5ST=b zi8MT+9r1ekqTKjH7NI@H!SWZ_Wo|L;Z2hf#$u~si(SLyL&&=%XcvH;l z2H(5qP;Z#h-5BeDosjiAr>Vllby)scAnk){31S(?KSJNm45TwAzQfK8Hv`TM{x)p) zVI@%@B@TZ~s~&!PTHa}WdDwY-6ANbLEPpkuQM`eMWCDcktzn^{ zmV=cD6*ZqxV`L>Ebp^5pjBIzrYByELFDzU`wvK%h&s!o#LaCdRmscBb-c?HuOMLR{ z(F^zWeJx@wKg1}FsdTqk$HjIZ4v@+M9JqeJ&!*SW|NVPYGtB&>OHWO8Bav>!Dqz11 zI~P(QBA5zTK6ubSb-sUjWu;O-4ecv3*|fXm+u#h=D>OD-DrwJ;XWQUH&_~7}08C>) z6R7ER3hq?VtUt9fG8(0%8CFd}_sD!ClwF}{Fh@oXAeCU_BP9^^rv^mE z+mrU@7qhXjyeO7TNJ+WZ{81KWYIpX9pA3ft4PMVRzh7?Nyt)0_g~Y2zg|0*ch-cMG zQqL{1o1(WU2+OxV(e2F&C}bwqFyCH28e`X>)(L}`l*70346B5M}Ygbt6}T_d^Y!cG`%mp^M*X&ymB}PUUT_ohmFGPIh&b(88yd~=9B)EG zYPrtBR^!F<=g5P-%}NlRJ=G#651t@edAd*9BTeN%_x z&0kvZef139?Jv%RiY_5db%D43UtD}v%_}stZrwlhXFehZ&iOsNcIis%e{F7sIFsWr zKo#T-FzZ8!vUU4*WV!w%3Jd_5zlU-N>r}4Cto5tC74* zU6OsUI(9lT1T!3R@85x69HJfYxPKL<&|4=Z{en$1fXjA=^t@OUcBsFBmKXyEg69ED z>d={3{$@}0GVzrhfPG5cV(JW}Iw1}AEUjQ7IXXB*%Edy`huqpT=tJ!Q-~i~*OK&Ow zGeZ9D1cJ}%B4fEF{47osq9FYuk=F2DwOnX{oXK{4uB4@z@>D^lfb6ZW#3g|{)2K;o zob_)X*f$zAGQr9g*%UOBNQ1hM(AdJGLDG){xpUOewX-#brUg zd+sjc0@{bVqN=M)jm=k3KmevYXpKr|V?|8jE5nJqaF8A7Gb7!Jw2SHFPulaMvOTk$P8 z2ap#3luSFn8|OZPYwVmaJzU1d>V23;H zOxshQXw>iAx39MtE{b1_&dg<~`D(qH|BQkuBJOtgsHb4bcG1X~m|00+Foq2KC!Slo&_v=KZ*bwRT!|JrHuLEpumW`3 z4qW%7yECdx=RMY$*b}{({P}gu^!z-p8WYeF@QK21-3^gnhU0=;1#a1F9OJM0UXK^+ z(YSF)A-OCjcSCI!3X z$Q%O}Lh<}5REkxAO9(P3cN)&d_m@7v_(aH>OoFNNKAX(8t0NXAVZ}#?8yq)R6x+}O zNZz@41)xW6UcrHnpB*>R^GAkwJ`rbn>EV&_r*$Cx0USB_@+<___z42sMM`SqcXm?e znKS!{#b&%!BwsA6ViTpA@THT|OgJ7cxE4%lLu~qF!Zd5Q8UJx<&GrAhbFp3sbn2L> z)AvT%$J?~q+G1C}7tCMCdclmW7Q&`RS%pNAa;4Cnru;m~MknT1^Wj4UuZJ`^=>qUH z8C5oBK6g%ziQ23?uch$`&tXr4wl3b3enK@BG)+Q?CmFT8d1qZ2#6M zGqd$U&cjjf{Cpt-qFvHu(HQ~IbeO2I)&Nne2>QJUYap+z#ES4+IKE1J0xKH@B5^C> z^ud>aq*Mgo4>wzxdd|1Ar*x0aCRvc)*wNis^w&byfrCMzrLnP5T|>id1l+*bgoI|T zN8t7mGjP~O-1ZL%p~z|N?d&S`&tXgf;O$@$$Ig+?jDp{j`9vO@N%fOGUC0dBoE>4$ z*PEj~_E1u~;r*$jrw0p52+eEK%V1c8ayj*?Cn{eMY<#@E ztBS)CNFJ;z1flZtTD z1vT6yqI6vcah|5YV5&a{U;)LY?v7|na2=nmX|(V{s~WEHVt$b&x%pH9kf`XkRR@jmRFIU&=;B^h%x84kU31P9eYU1_l2O1Dzm8* z9_8?_;`N97@P2}1n+H_kjz2#ArKZ+}lDsAQ7-J=ZS6$%*4N*E(!UC(k}vig30HCZ)cy!3EKW!?ZUR7L%+8)_P3*$g zw{mYe9Q4aEj`za_LBSP3f-C$guMvg|=Udg#tl8xPGbugvjyQC9Z{ie(iFr2=N@OAE z{E0ZOzzE>3uMR8^RRu9{23w$27`Cw=)YNda!vP!uV(dR0Wh*#n;X_O!h665OYdZ#a zY@ct+@@>IbSh5jf@XovTAWWIVsn3O$f@YNONo|>FXJ5T_wPfKmp|rGg9-Svt@i>Lb z%2-aFqMUhvK5}#~KAA8G(deyE5nMFeBenh@)G?Stvmj?dad~NJzpS-&*19e%iy~ED z@6q#LhI@Tf<|-Z%b2zRjj?dS5<{K-K2Z6m)p~O-ht^P}w9xJdV*5o`D?3R;nC?4NH z=VO1vrzcym{Q;5?85_{1!5yyLo2x63lGK?O|$$p01y7+s*x2Tr>>&h1)i2K8k|6-7n4WL^!O{<}Wb!Dfds-=|7Szj=r%Ae0)Q$4$!+)5Z?sIN2pGbun;p~ zd-1BDVk&m8uLMNoM3el@sWLMFi{{>TWSY?ac4)odx~Jwj2OnP+k|c^_HSPZL<(^&N27*_y4NoxQ$b!FoDh1W&U;X`j?vxbfH|zXr2{7(yaIglL8|BBHt1Z7HonfN>CNxzLkvm2wssc7T@+2<* zS^3nretvuD`8-JQ4%EJ7dbAwPXm=8hAv6lBxYe^v1D-wm0&pioNkh+c^WteC3(EIf zulNOPp|t8tHZm=b4j+XD`?!HblsBhJzBMNStqXP{9?P7B$>?tmV)!u z8rpH~#?ItJP9F(5GN|iih`VXI2KVf&Tt40gNZ~{*L|h=~9Hr4+IEMVdlvlKGMR-0AN$4f0x-RJBlUJxh;Kai{GR= zT6&_HZ-Rm(iEw#zxUn#Z$e6H98KrbU*1@6R*Q2p;pE^o60>L&c_Z}V>kq5RPPT$BK z>24#G4ge>gNh`+!YkpF;Sr^}{ew=YacrDZu>CHYGp)D(8iPJu%N-Hq=yUX>x*jbcv z;?NzWFSi5=bs`+GtEHZ?ME5|N3;+|5U4VAw`S71QMIzze#wy0Ff6>O-h{&9t-Xygo z@Cr^nC&Q6{?CRi>1`!9TL2KpXt_-6HE3P+Yu|w3Es@(}H=Na?v5AG`d+SwUMf(B$s z7Y#U_;malf^m>cT?*7V@#SP^1*~nF7mM>NMt(W}ks^=%iN~dB#kun>0+i02?Q@T0Q z#_11u%qP$yKbr!;gYi+=a`3-;?&1QXCmKqEAmatw-H?$nEZ!kKiJJj?h@*U_hlN;m z*wARnPEV&t{(Zw(&+s~hwD6lUh73<}9b+7DlEBUDc9a~&wVdxzps^&%gO=;pt@LuG zB;f#=7zma2q@YAGw-Lx$oI)Hfi=K{N@)<6Jnwq+OduzzL zW1zqPZ55SKtewVlA?va)T2Q~DD};!e;F75ni1873f5BI23{Y09wn?ilQnePgYA%`c z@Eq$tuc@wH?FU}Gzn>pCtuy}pZWZWz1EF{!rr6eOJdZ;z(A)bQ7y&Q^|FXw~r!Upt zSg?7=_ZakSPK3V}Sve&lvW~Q@B~eoQY|4(!>_R#2lhZ`p#Q z#Kh3>whentMFpjgX<}<5>kI2-0pJTh3X00gIVNpfFhfOe!bhQ^LO%_`(E&*+LI<{# zL9dwDnHE15CMIk`BTle}5*=$;P5}1bXs)?6f8LhWF#B-|J6U!2vgy?*IgEQ~s;qo@ z=RyH$_4?TxI|(o!1a5*odJm>+sEB|-*TNiwsa{rfMaRy(?w@?Sk%7zuE zC>2%JrkR+XmYn1r!Qb6iF3TRq<&0 zqI2dzX|3hQf6~<^wEs1~yWA2MJ)KbV0ATwK8*tnlRC7ROBG?s99Yn}L9M zk5B*PWRlg;41ldjuWY<0dMm*A`8fL?GW97E*_odsOn+R@!WP0|A&IKD@+ps(s18n&VM z?j9sR2`xDUJ1#)K=g&7G*m7`qSPTG4#i*lze{Sitb6-ur^ASwICE)y^6i^1}S(kep zV{uEId{vnDd`h04J_z^iD2OwBuq!Hchk522L}V0uRut8%P`SML6D6t(#_5kohRj!a zGfVPW^q{-JKtsa^LoQGzWw0=T1dH7U_X@5~Xs*<};8Qv+BGU8WykLutD03!D)d#~+ zxx}hdB>@93>rl$!cA_QK&aKUXVhJE z`Ne5;%M{?2Fh6N+8D{Zypfthdu~Axh+oavv@3)Sp9?FQMGQV)rS6;^bg}dpIxiU7h zo`MVK&!^)(!KA5QU76}gAIAEjO7wKpruZr<#V_lWD>OYq2oCm z&x&d12iUgpOB^0I+D!hHs1$FaB6Hb^eI60S8WAVr z)J>johI6x>LTQdw>ad(_`e|!$K6HGX7Fjag{N8AItwhU%)J5|HQ z1qKF9iPbV_MskfPK{rjpJ`A>U9==^H) z>QIoy`h2o8N`kND<@UC=Ey_JisR3i{>~DTi4uu$AzF2G-^3JP)8mii7rT?wH8`7$~ zr9IvMwD$qL0TWD?7KRiGtRht1!o?T~76vrEOnTE-AOgW8L7Pd_`Z?y7?!F|sSX3H! zV4IJF2|~N>&E#osi=t(gAWwkz7}*9EQkn3yUw6qW%yH?aHKh@W(DMG5Olo=q(+A_# zXK5rumb04&=BDgwx^8w{ydIbxY%KEe3)qn?KAy*f^A>#AEmc@6ukpOCfdDGvZY+GLFf$6w_dBMn)J75jQoaH zPlq?k8-U7$25b=HyQTmOVumd&ZpSK6E}T#kD%xA$F7WyH+h84FGlI@dXMayC4Gu`~ z9^2mG>4Caf#Qq=ZCC`u6XE&d4yfeC(CX@3m8!R+Z!@CtNvTie`V zC-mDYQN@E{7fw7RE-LEk4gmMi(n{-ngWD(q%Rxpvw2p z3`}|S5+CU6!<-)JCl&;1HBTuk@}Wl`2}Lp;OQX2&Gm_{^bue$PaoOx{MBQ%AV$@T7 zAu=TTvw^q~XejXQiU>LT^WK-^Z*A=i%nw{aXF}Ek5HHPo(wJNwYKC8;s(j|(KdMo@ zJ;~yI0|N)?=qhXXqUr?EhYmU94Yy~{o+)$i%>~6$x}XMKgTuqLc#Rl$ZcYwZKw~s~ zvwp4H*7AEkG~<9ZMuCrZ8~AOjDcTV+Z}}Bj4Q>1WM{vGl-H~#9x#KK?XUWJUB2nM2u_?}q<{(SDJcx{$@0$X0CWPK5zgA>9J7%p@AMEpz;Q% z2G7GSys1aFYd-38ImMtTBBriwx)SiKo&DFXlMbO^k_XSfM@#JE$B$4I^F?1cbxM4e z*6Y)sTHbqT8y=FZre+a3*oeu-n(yMLk6ald(9)I<4ac8ziIcO6je%JvCYf9b8^P_f z8s-DGxWqb@o1g!hj&}?cva)NnL-Htm-dI|+q5mEWYv=sDyvo7*aNGvkub6$vpr=tV z+^~)QtsTtBF;)h3tevebx_1}}oS>Rn>Cq+2yKs0M96-R*82gw0$q(e?pwn2#==*>P z52`X4byRdb5UMD}?+N-P&OtLc!NC>Hsf{mDrCTewX zAMw$_!b;8H;Uh20d#y`7^7+}{XmHOgE`r7h^ax2%O>He@dX^=nKZD*C8VHsTAI>4i zR7%#YG2e(gHxH5CR(fLmGSe}QRYi@yzkArGuU>y>RJ&??%ar$AU+V3pFtHyZg94M7 zh=!!hR1%LDRBhbX<))|?H2qt%gJJ_|!M*0Bv=uzR?%KDnt>De=I!gIPf}y(E=q0+8 z&Z!l);sVa3j0^=18X*AzWj>FU)o+al)YiVo94+V6EKpwjeoSWE!CFJlhv}}!GRx`H zMi>>vk*b-Z{bW5m{p=pB$n%qzAHFzuDvNH-@fC3Dnv9y=^V1_+toi^`k#~KV^eG=_ zT{qvp9%iilUUhP1B_LWo@1YwB<6q22FOAK!#^<$<4T}th2tSDy1oUd)&cx0x83x+% zt{R^avgI9sA%V}_;=e?zC$1^qc(UiEba8P@>TR6DDYj4g1qg;eBJ1n#Sst|k-2_Cu zHck7Q#?;3uEe37q7Fl;jb8SA~i3+kD!;a8?vc6NFHa5!|UrG7U%mnO%|Dh%E`naej z)E8)KA1{(}aBzTq^uvb_J+t{Bx`D5%uLN`gM&2DY#!MIa>X}ly>kFb?Y=t+(h>WuO z`jJr)n|9xI$PcMWh@3wqE*V=_qZX5z-Ipf(5Ic`iCa@i2FQ zM=N^i)jl@fCsLoVJehbg#LM}9ek-LrasKn$8Oq<`H+M1bM1odZ|p!R!$`8PrKP|CbZ~V0 z?WKr1HhDB_hZunVUJGa*IWkyrixXXKjeV5gJ^oB5HFkrDf{_8%vsiG**8#O~GVG=N z_HguH>i330A~l7Y3B)}lK>zu?loxO9s2i|6-R>d@_1pXB3+`$CBv%J3Zs-}23TQmR z9!Ft_PCW%1xN|4qJVlnYsXqBhR0vv}rKM2_sT5A!W_(9{DWuO(8>}M{u0DE<^2(8h zPjWJhP(-mJ{Dy-J54JK`;QT-^AP@W@4vdVDd?F|>nZLdz|3?u;(AFqw(gP^6@`{ftSMz>2L4g2`0&E+QPFYw?jlHzBv+F5#c7}clFXb_OM0x24t!KGEoUnj^ z1Yov=1NazrGqvccfXRKJ0rt_=hZ!iZYfivpDSkNGm}A+GwAME$C|~>YQ?$uOPh%eB zB_eQMid*LG$CMZUBfdpk7)obo)~s=1=wf3~jkbkoD$1xL$Y7mhxUHB&@PssKsga?>~c@8%q$95z24sTR;A*4Ek7y zclo0cx(g`r|9y4;FQTHe1W-|~Gf{*@*N8+QP`!;XKfsghXJTOljTgltI`bf!VuBOp zz-W~H^V^ei-WHm861@R$UliE)_rpVytW=bGnWV`F55sle`Sf9{fJ$Aj1y z3W|!V>A(Ld`-rcfA7&_u*v{zV#0FT5?3Km?jAaP40)}htRMpgui#P}{F+~C-0#g@Q zF%$K~_uMAA&wsvy9%IXj(CO2ou$e%<0?Hd+LmZf#GY=3_HoCugS_dyKi4}mj<&8e1iuMYq|C&MAi?|H7&NuSp>Zpo zjgfEFy|Ae8cSRzDr2@CS%(I0n6*IOcs)k!EiFgZbk2v|dlD9(qtrN_Q{YTc8SX$YToJ)6*PZ6ijZd_SgG^G4puqVt`__5JCOX* zmo0npa<^#Ecqj84(lL#K)chusK;8$&^MXOgRzo%XZcb%93cNhM+f91OZx{E%nd!=w zsg0oEd+SCwiwfMN(?b}9I75aSV?E8EyPUQmi8B#|mh5k5AL4CgiL~9uNBYbDNq;Nv zsG_V~oQi;P7i(gf(zMX<=i{`=N#Cb`ypC-AzS;HweRe%9F1a+(e!tc~%ki8sz02OD z7e_TT-Y@@{p$&Q|cm5#PD{iS{t+wBIybjNLVa*&)e%UdTo#B{e`HOsp&jlnp-`788mqn7(j3!IG&j<%*ncTUxx*2`6 zs1o;JwX~Iz>n2OOcWkfW3iKHSg?ai|G0ZmODMy~yW#R&7VH`c-L?qvd8upaS&!=24 zrcBkAm2jcxN6c@(^HWZtbD>nLq4?JU#T%B3^`oC%Z}aV&`btBiUc7d@`g*PA(p@Th zjr)szF8iFlRn@FkhsReUC{a{6PF(l^t>3-)BRS&=C5@T z6LVgz<~OmfdRL}&7zKZ?$7MB%rJRqwQN@>{P}b8cbg%4GK(KUWps2$()oRz3>Z-PcrMD^7xL|@Eaa=m=E*GNox zBGux&UG2qCUy^+K9l=t+r>^$Qr3@D z6V0==$=4s;)L;pJJiR4YbI->~vuMufUhHZ&@xGq|t94YZlQ)TTB?BWG{O4x4q7Zf7 z4vH!X2Yll7B(vLPvV%uFyd-ZmCz3MW$T#HHvX6 zax*-?34{w-(|R2;m7RqNk1ZZPidXfJJ9Iec6XzjS)9HOg{ock0Upur07P5%V29+rr zSqvKQ?z3*l#VI{sJzX}o-ELQcwD{~U)BSz+m-~KJa2MzOEGFs?H%S>s)b~8c^;UFt z8!d&>WAzgcp3(WmJ?V&ux+|%>v2$yxROfKrv!V&MpTGm@cco|pf^K@iqbR24yMtzzZfy!)@#lwb}hBQhs3li z_iN|NWB$Jm)c6Uraa6H0GS*cjIWXV1SMwrDv87GlOFWBju&KU3xB2{?nqvz!3_OPK zgJsgkdh{qUka^8YtS0J#TFoHB{KebknVRC4M&D=T-Ufcwyt_AA|Mv65_hep^UmjzX zN$q*Ag&$QC*Ply`uR`CjO) zZ+G@X<@6@9Ly+_X+8TMs7u1wR!<+H0usB;e+)>_oR`YY`jDQ|bscH>@`h3|E~hJVeL;$l7tY)A@oJLd*amF{+$qKc1RXes=hQEIHP zL{m!{R zqN|~8dL_I0jV?9&a{F5i#$f%_ynhnAgX6xdY&HR3bTj?)vv;{iZU`@1r?fFuh)w;ysY2ragUCyeE5RnSKjVKO|toes085O6S=FD8%uZRTo9oT&${iJY_ zl|QrGLSlh2M}q4o${MWKm60Hkhzcr60~R^omL?vJesM@uXtZnGpSV*A2O+5D=;*ykK1;xv;G*#Eh0wH$3iKW}m;f(I*qf zD&zKXyx348VW7pA&+P1p!0nlNw9YR`y4TmW@&mZt2OEWok5#?AaE%xu+l}VKr6ZMHcG(e(`Pq>Gx+&-N|5m5(q|OEP!tq;28zC%FNm0P&uJBAr^jJunZl~_%LxzK^op-L_<|hs&X>9)c*wPCb z-AS@EiD7+T&F1ywy*c#14Lc&PAQ!qG^4o>e!`_x4BqY#xIbmp`Pf;$OEo+I&(N6UC zgRtI|UrzQ#XYL-@TE=ou(uKCGdz9C@&NG@Og3*3s#!F#%@8W@UKMl3qt0p@21-DCz z)?I&fLV@sUyUyH{OWOCRq1`J=*^G>1bL$8B@=JV#7H!}+P5pg1j_z24;qMqz8b_?E z`Gvl(mLkvW_Ox$MX&FR3(6?RJi&(3$m{y#{CmMSv55B?Vz-p z)IUNNiv&ZyqB9pdTbragd@Cl*g67HX4+ceDg@g8aPt(&JE3!_#`uMdnm&woJhS9at zVOoW=Z8f!YZJNu!lTF~3AW{6>d@i3e8(S801~Yoc@Ahg=?sTzrzb(^T^bRmn*2ZgR(@-LI>B zK})tC0<#Z3EnViTd0#5$R#Ms!?|ip8OJ-$l<-*2XG*VHrigY0Dn&g8Sm6Dh76Zndm ztagtU#*({P2<5h7R`f@+)AH`;4krbq{3)$gsoaoaNFKe;C@Wp}h3C$nh`dBkZF$si z^v?@^ScGNiouwQ#o3>v0zX3%5UuvR$49^40RsF#Y2<+`(dhrwQ`Pgo6EbHNupuz!n z0C0dFWa7{a{2iU0H_#Txu+~6_C^Q)8;5q_O6?PLS^S+G(SbCiIqWQocYjDCKvjc2Y z3_&gm)YjEx5Cusj61wbweaJn9UC-I2rKF(tqG;LKe7=F5^}V}WTKNLL&^yrSRju;0b%8!5NC1R5e<}c0a8(N zfJ1^oW11^;8Ve+i=vhhox&XBpCH@;?BVtj2b^s2;uFXR1oYYV z@Bans&{6ISz<%+z7?}*4zgDJr&{j@{LuKjHyd57vBbzK=SDXkr2%~XtQQ^8SMwl@W zJdca^fQ5F^P#6TX%S7-MnnDkpha(jeqkQ*1I26e0s5`sIg-%O*+5XYKSReZSj}FR3{NtsWF* zyU1tf@tWSb5VKD+2^6`<|D(}ESEkAByLUgr@D3VyXh$R@B(Q>DI43Jh&@%Yfx&hL7 zbO;@BD>13+-}x!fPimEQbOca+cYrw9Z3Of)f>C?6Md*+OKp`-ShF~TEskouxFmyz( z`aOEKJ}JdOEw@vkbBm9=xVl#9pIh+j)QdIL(Fwa@Oeucdm&U)hJgMGtb>AMv2gbKe zZadp=P@BH7BWT7{f+G@RK5o(^TvFe}3 zN*gzX=AG#=V7DtH@!i+kv&lDw_$FjKBAmBxG}Xt!o9T+R>wxcIu4=yZ{n3XTqiZ$% z{8L4RLe}D@bwk3QqzO1NOo0;#rzCWjVSNd&9Lh*UT3Q?IVsNBpON&76h6L|`EI?{? zb@eRs?zmg0Fe0iQ_#~KSMeW$Jf1q11O#tf#CnsBA%(h{uBU;4;*f5N2TwD;T7`Sk& z=fHulKKFqkbd5zXUNMB`ml^}%0pS8o%IGU$_pGd7G@|6>RD@#y??dvfn0uXrN-t6`6{-`c5iN)LElM-T2lV!Oo@V22OsE;U9#mdgu4+-Nc`sN=4j-Fiyl2I6 ze_~{=bG4!pTZeaMTU(>VuJ)rJhMHRn;|2di2ZVano%1v&Cj*FA1ZgmXx&7Y1=kWOk z;M!?p%_eIA77`HtFor`eRHO_p83h>xIyo>fkmAD8pOKZt#m(KOY7cS?X#_m&78j7A zI>N8*X3VpjXDhda-!bvw^30u+sO`?axbp@b*@j-b0$R;SPe{QTytIFB%em#w)Okj?6qM{2r2=7%ZP3b4Z3NQ94$sOuw}K z8(C!EZ*>;GR2QEvsl6sN*6AZdQP=(VP?5nyhO&`jXjS2LvV+>?$~2n%)UY*MT+&4| z7CI0pK;VaTM(t-`Uqil)1*7ihNuR(#RakVGnHB1M*|3zwKB zhpt`RPrKv(&K=dC=B8e+bQl>3*uBsZoBnOPs(07K7$c?Zdt#H~ddNdVWqcrLtA*WC zP*NKEPHer)^G6QzbesRYAZ&NgQU>*x7UOFvkojDsWMjR?{s51@vHX}`rv4r)j8W!m zycDZ|9)-0us$tfr%=!+CqW ztxV>f2Psd`TAEv;F1eaNX>0e<{Lxk0%n@T*E3eA|1ERHU_f?DeoE*M?duU0%FF5tk z+SXcz_6yBcP=8Mm(A&D1V+pYaou?Sv+JhZrjA-u3awM;f%`Tv{?SOx{Z{Oi~KvQ}1B z74Irrgo! z-Z&2TPmOrKQ~aJ{Fr7OMI(aCg45QZ$Lu-@FP7jYg=!)UND)e9$XuBs5+XyH z=i$6>?dLk@I@k5P&OgT=UAs0G>%Q;L_cOfTuTQ+NawsE2BN2lHtmn0PdRbL9pswAM zioIpR!t!J?v_DV8=Zl#F-p8m?w_LovA!{+uYO?p#(yB>2mrm@zDlL`V>y13+i`}T6 zgoyKg`R5l*XG-SVKRdBr9S|7uW(9Jfx-WPiRuf->-2t)C^IJ*w(X*Fd$2v7`{)x~x zncL)BbQ@Y>BvdvwB#3gJ_8~;-6||h~JxJFo$E8IqgA&j&tXAlWmE1Yeu*f&Tm{$US z1^eX-m+pV55G9IDL=b)7zIfqXH&kRk?dXonFxIo#Tl!XGekC@^QC(<>x+61SaL72b zv6)3)sg0NI-xh4u&0U?!R@9rvoHJTr3=dTEJ#X&hBwpcq&3pF{^P{@Hkr559JdD3t zlK;xJ%?Y`!6<>b5{^re__-xM8kj6u_JX-4a&pX6~RUW!YDB{x79T@TnP4+m(Fek2~ z|Eq_^ARY~?>o%dG^qpb1DWMm_FBnerKeYI0G&ORvz+XM~T%A5g`tUfpiawxP#U|iZ zu)M-NkxCh~9?`#GEPky>HN8r#c3*;*?1+cP-P8BtZe{x&4L(AO!U-*vvRrMIw3#?c_M!urnLH+MS&i#?mCv<_&ww|+Tl z%BWV282#Km;%lpG%4j0#%jbG+kneVT=l+7@#ejqT!q2DXMP;9yE>-9caUCR>nQq1R zN|KJGy6=>g^ZT*E>Um>J-gwzN+Sb2~Tr7U8K5Xx-S5vZWIx8iOzT|AJo;0CqGas!W zdv$Up)wf}KcU23=e6-Ty&l>@c=#)$<<{82xmzKAU7e|yn*rT0}xvYYPr{)N(; zE44~W?F;Li+X|#wv>$Wc6E+bqOk)K2Gs9%Uoa3&wA9$rXmMLIn{L49N|FjSCs-% zZMgKjUZHjEjwSCWMRVW-NqcOi2=ydBdIWF_q&66y2E30^xN?teZDv7A`4y-+0|zn- zI;GA9;I1CxbU9%6q#qAv^U_%IiD^3F$9bkG zA_5090W2*9fiCggS~CvY-g3K?&X;o5w$8YJIRdG;dBsDO6_mHoR5Y=WT;u4`m#_}P z(?s@Jyxi@JX*Vp)Kmibl6+*coy65QO_z>RY5ZdoOc^+4>MHrv>3~q0fIoix43f^+p zd0e1Bh5}Py9=={!!-lk>zqExJGol)5;98Rx$v1qqssKzRb|HmlvYgkM#asVigoE@B zM(+#c>*4(vHEZ89XW+Nno75To^NM_KWVnMfqnz?t2a}dpJEwE6M^n2=k(@rp$QqT;xsjQ^kL|YWbXAnkik; z9vJ`Q!7iM0}dPKIgpb$3hRnV8;q zUqnJ8LgCeqr<@@avv;8)jy+IFwT0t{2>->LEQgSDo8D6}7P3i~I$zAeA%(0Rn^4Eb z$Boc<0EHzuWea|`@a{+I4Elib%G@0n3CN@+w639%f{q7};}@~-xu{4tmMkMId@|Au z_bNwVFYNY^)j@ySiozW40lwk-2q z88pDa-wx|wVTsAX{yTIlal;&dksvYLFD6#g+35qv0u;Kyy`l_7*CIVF?d#bzJ<&i4 zwBQlq#xQMM#SyY)3p|0ejXWj(+dKw7ynhcX%wS(1Fi7Ce1BL*e+fc16s9l6Ut+VnZ zsf`u|DG>yK@<)z9&gwhY;ec3Saf&J)+yoys40c z0EBRe_SRjEM5r_%MN0L~(PT^sE!PlgZNyT;SI9V_L-w4XwEKO!^f3V}kCg{+UN`X! zBtIap_%D&A>Y%|Q#Qu=}A|)phVVqWig5MvRUqz`zpg1KYB)p8Ei8oX(fGGrlJ?A7LbP2!5AGcgf>KdJ!*xCnnOUr{CfRJ?^dk9zEsr`Oc@Ul7D zI)wsjr_e|^5(j}_2s-NJB^!4c!9GI=#yLXY`yTj3n1sje;8?T(ei05Yh}?l+JZ!B6 zF^wR{`c?d*pyewMY_-AT3#0{Zv$hgrLqlLAk0sy5^%NH1`HkKPGzrnUkj<0T`msvX z#gP;c5CH289x13&iQZplCzB3F(QCl>!YFwz-746GfL15eJ2{r~K-=;zeHSVfuPj+m zUL1Y>jViF*;Ea7E`7X_!=cNn`T7W}Ya$K1Few;!q@a3I1k<5&k>sMY;r=a-#$_z@x z>fd;sXebf0b3hD57YRL(Eg@%86}*4Muvf`d%eXOip4FKoZm8jP&p}Pwxbf;-U&PhP zfma7hp@bvHwNr}&6>=f4J#QWp8~eJf4BEx>_rb~kSf5*U_y9~N=xU7s#=dRg6aqhX z0_BI09V@ZZ8joIJWo>PyX{is|5*9_HOEXz`(A+DylxVd3N zw5Pi}Om772h5bUQPjS3dY?5)2MPZx(d5X!cfGB~24L!<-xeLQ@XT8E62dfV@(q zVT9UyPm)jytrXW(ur|0cqZ&RSNOg6sAdxc#UQB-I7h(undw&Lllb{wr^h<0NdV7<5 z_>2If3J>U!+h^089O6bNCM=I+aDPeu1H1{@i?T|S@Z;V;WL}2F-Goo%WEC72q(bY~ zT8*dP^H|OE3)F~~NNYH5WW3LujRbr#d~nb{N((@diV`)H_kevrzF7RuwF9(vRSGc7 zmLjFIUpET4xw^JJbKTp11`e|lGrU03MC0)IX?=Ymx05)RH7JM|+@(Lo{VoW$HQi-P zw>eBkFxK!~CzO*FjNUdtK2QC{b#0xTGWmG}srMS(;VALvyb6=%zB7p*Z z6K6GVXnf^yU#RE7hJm>R(96*(NVWoPo6^qBx8=C^BafT%Nr`N(29(chpy4n2`J!Di z_FU{>!<>lxh6WPukg|e+^R>5a6l5nFa zA~%{IX;vGsOS_e(pKi713%c6D)yEc3oTC;$Szy3?+E;*#cY2`lHOx~74pcW#wNSeQ zjE!^H%V+YBO`BMlgZ3WK!>_}VgEX}R9 z*$~S7?9R6-&3^g4yBz-dEvJEYkFVO6D>EK0m$der8l%GFbpRWMi=SWO8*!~AZS?Wn zp|fFf(57*l#H#HzmYm42>9NuG^vu^2&Cku{TzhS2#gjNP4s5PmQx)_*3Daxfbwk}( zC_d)I9d-SU^NccY+*rq+2vUu4tC**`0@`WiWQk~2#rwXet$wqBf4}hvy)@-!25Fkt zj=&80KCYyivDeoeb%xu1xlR-1D~xBG_!QJA@M}W>jvUu=MaJyqnq~1thv|nMXRLY{ z1fkgXGZ<#m36CDVdA1o{<#5%9>seW;GhCDK*VE}RqzQMRj!~x!59;ccxBt0zZH{sl zR^D)Pzby@~?pqY!>^0(po74X}3KGr`u&Z5*%v6xT91s_8YI}yX*W26s;RN;gCO^4i zc0Y116-Um!@NhJ}9Vc(dGJatJu;DB!CgvLYuQ=*qJ4JR>P0hhg0s|Ht81oAYyrIdJ z$LmWHJU;RAR=%a#`bF;?5J{SnTD5Hw=o;aLZ_8aP%feb`o!bI7?MiF3ogL7=CUw{$ z(DGBvhDPNiF;)$PdTnhh(mA$Hb;aN~L-+=eNFg4i2Ml5$5)Lbq#`2o<-lJd=(=7FYNfhDqEia*|fdV@mtQAp8>Um_qcL2d+L~kbFk`bzGR^nW@ED7`2I83>R;v$?rwPnEQAKbS<6{`19|92Kr` zm384@M2(7kOu@F{0j#IEleb0R!9D!R7+zW({ukM&*FUMukIIZ-1})^}=H8e0KG^Qo zU$-l*eW=Q9BMVEz-0iHHP}dEcjv@mHO<-9}QKcY-g$^HOk*S5nSC}mvZHYHgX7b}J(g*xAGQDU~ zlDW6YijhrtVWKo2El1}ehA{)m+B)X&@omHbNR zSbcNuO(G*|(@Fi_zoa{s*EU5Ww~XdHhbEaWkt zcmBbH!yV%2jijZ4IIH1nyOno`C)TY<%DZ8pg6(sV4J7YNBGKy#X~XTG2C5Yo9-~01 z6+4GPq;T9d3nWNczDu|0%hLs=SFT>gC{FX4PNtf`<|W)=$7rSR;Ce|+ z;(JF`U!YwvB@g)uj^ftV^W6iUvf0M1Lsiy?2j1K!dIkHrl$4YfW3}=ATVLuGQb-b* z(d(5ImyqxUx|4UI+H!~$h1Q^NVI|FBvBnJ~o17eg_M5lsy?%Uiekl}T8ZAle077d~ z_!#>07-+<&OXLQwL-=j_?pg!4-+q2nbLCA<*zB?~!lc-}f0J@?{6(SXDNJNlz;q*$ z4+nT^a+*3L;*(#e6DD82FZ(f`J*4;#DiVMO!eJC(j(k*FUZYryHbY`Q!if##h= z$*cgZ1^6|mvv$=a-8 ztbbyq!Mh{3Ed0K@hQ`;E9TB0SLA<2L2x*QRxY!|YFwoOu>E8y#P1Mxv;3O@FQwCS~ z&M@}7wGFp`v2c9lL)+HP#w&?cyV~;XIN22i^X<1_cO%+A%hnBezEFc_WMY|$wivM? z#pGZ;Oqky$F2lEgN4E%@C1f>;>K;!Kib0ac(?0^0CWl*$+}xy;6My1y5{nvTXI1dh z7~EWM^(OBkP3jfFQ7@ax>0|Zhu6!3B8v4dah8?Wy7t@~{j559OKd+sPuB0j)Cb@C) zo&AsKqbkcnY83}6HIy0{VcFZaip`>_h^rb&a~QA50a!FB=%cMPI3M4NHWU1n$w?1T z9AOBLW#v`Q<=XHTWJ`o|xDV^@a2BIohY2`7AU8PPm$8-i>k1OP@rTzDij|R!@r?2Q zr9FWyw&lok(dsy8@(fjrU-`+9sNRHkg$gz`k><>HxvxV`*z^I0kfYtkq-W3MWMsma zG0STOdy0|XVW5r+FZJW(zqXZ&O$^-k*S2+XdmDu;@1uO~nP)s45`e<_#xO<$3()yY z_5O?2?WQSET`uu>pNU9PXJRyKne|Q>x6wPwHNJqdzh|W&DJdY>m{>Q30|3B=)*o8v zKA1`cD++#v#md?jP%;$z%;FzS=@H;BWn@r&bNu@{X+z>sT0A>(- z{uWamSvVz^+xwwk z-5c*<^g;6N#ETS7SqS#i%7$x`5girS4Nsr{&$@L_0h3j6=E!zn_XKXRgY&p6Wi z)~s2ltWG(m_dNA>YNaCg6)mLWWhxAmu1G)SL`84bPGWWARpcSd$s|K(fqF3?^((T{ zcRvTgTmK0%hvGI_AL}vAcUV9&`LjzIS@TFJyXFj@lCu*hnhwP2YTWPbj_9vF> z#~zOou{9f!XbslZg%eyQz0w>$O53=r2E3C7w@J1c+4x3#wu zdNf2p^Sz}JJF-Y)HlTkMU=9HeDW=wFs}RpoX@YPT8Y;rVHaL=opClj&!<*aU%f(Pb z5)Jb3&yT4LkT9mFnJAgjYD2~DXfjacYND=Qg)>SD%kYrDqDagAZaNjfOtN=&-v|FHiFGqZzn%u2}fBddn zijxumJdA_475)KOR~fip2w%|4fo$=PxwXs$o2Aee#gqqu4{J{`1CsSjHI4x_P&t-Y zJr_DSRUw|smoI1Acq-%vDNWYjY5rVkth0AY=vz$=J$cY$6AQ~T^h@>ic}gFp+qJh} z|Lu2>ke(y{BYZ_BywEKo&KmUeAeF1BtCRJJ-m&d8E-r zhBm}Di8Jaav@XN>Pz1I<=|NA-quJ}|)x)1~Gx0&_V)2H>=fVkFyZ`P>d#};FYURD2 z%>TcqO2l-@Oo-*5O=_iCCoMFnL)t@E0X}uzj z3VKRXQn`vhF=)HqoKYwJ5QGd<(=LQiw6?L73frvCXH!?d;@!vZQ_w*XU?W@G0l-&) zRU!6@tSU(pH>_HeGXu5yf1UkJG$s4 zfO`1@ioI7B#Oog&I@=#`6&o0^N zfcqYH?4Y56M;)y5wQJWx8H#yxeE7jt^JAWhXL#u9Z)tnveG-HCk~NX5l9FFDN8<1Q m@4Msg|9NQn|M?p%Z~k~J?P#Ulw`;^VRzIObd8}gg_x}O|?{205 From acbc63b15724f4c1367987d9de8779d9484710d9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Thu, 6 Jul 2023 15:09:59 +0200 Subject: [PATCH 8/9] describe queries --- Demos/Stratego/cartpole/README.md | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) diff --git a/Demos/Stratego/cartpole/README.md b/Demos/Stratego/cartpole/README.md index 5929ff6..6f0dedb 100644 --- a/Demos/Stratego/cartpole/README.md +++ b/Demos/Stratego/cartpole/README.md @@ -8,6 +8,9 @@ is widely used in testing RL techniques. ![cartpole-gif](./reinforcement-learning-cartpole-v0.gif) ([source][2]) + +## Model description + The model consists of an always moving cart that can either move left or right on a flat, horizontal surface. On top of the cart, a pole is balancing and the learning agent has to keep the pole standing upright by changing the @@ -44,6 +47,29 @@ reset and the death counter is increased by one. ![cartpole template](./imgs/cartpole-screenshot.png) + +## Training and evaluation + +For evaluation, we will start by getting UPPAAL Stratego to calculate the +expected number of deaths when we apply random control. The query `E[<=10;1000] +(max: CartPole.num_deaths)` estimates the maximal number of deaths over 10 +seconds on the basis of 1000 simulated runs. We see, that this estimation lies +about 23, which indicates a pretty poor control strategy. + +We therefore train a strategy that has access to the aforementioned state +variables and has the objective to minimize the number of deaths. The query +`strategy StayAlive = minE (CartPole.num_deaths) [<=10] {} -> +{CartPole.cart_pos, CartPole.cart_vel, CartPole.pole_ang, CartPole.pole_vel}: +<> time >= 10` does the job. + +Now we can rerun the estimation query, but this time appending `under StayAlive` +to it in order to utilize our newfound strategy. We now see a dramatically +better performance as the estimated maximal number of deaths is less than +0.01 (might vary a bit from each execution of the query)! This means that UPPAAL +Stratego has done what every other RL technique worth its salt should be able to +do: solve the cartpole problem! + + [1]: https://people.cs.aau.dk/~marius/stratego/ [2]: https://tenor.com/view/reinforcement-learning-cartpole-v0-tensorflow-open-ai-gif-18474251 [3]: https://coneural.org/florian/papers/05_cart_pole.pdf From d07a33720ea7ba5b8271347b0b65cd1fb1065d99 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andreas=20Holck=20H=C3=B8eg-Petersen?= Date: Fri, 7 Jul 2023 17:02:07 +0200 Subject: [PATCH 9/9] add python stuff for gymnasium evaluation --- Demos/Stratego/cartpole/README.md | 31 ++++++++++++++ Demos/Stratego/cartpole/main.py | 52 ++++++++++++++++++++++++ Demos/Stratego/cartpole/requirements.txt | 2 + 3 files changed, 85 insertions(+) create mode 100644 Demos/Stratego/cartpole/main.py create mode 100644 Demos/Stratego/cartpole/requirements.txt diff --git a/Demos/Stratego/cartpole/README.md b/Demos/Stratego/cartpole/README.md index 6f0dedb..9cf7e74 100644 --- a/Demos/Stratego/cartpole/README.md +++ b/Demos/Stratego/cartpole/README.md @@ -70,7 +70,38 @@ Stratego has done what every other RL technique worth its salt should be able to do: solve the cartpole problem! +## Evaluating in the Gymnasium environment + +We can assert that the strategy learned by UPPAAL Stratego is actually useful +outside Stratego. [Gymnasium][4] is a widely used Python framework for working +with a wide range of standard RL environments such as cartpole, and since this +model is based on that specific implementation, our Stratego strategies should +work in the Gymnasium setting. In the directory of this model are some Python +files that allow you to try this out! + +First, be a good pythonista and create and activate a virtual environment using +your favorite method to do so (or just the easy method: `python3 -m venv ./env +&& source env/bin/activate`). Then run the command `pip install -r +requirements.txt` which will install Gymnasium and [stratetrees][5], a small +package designed to work with UPPAAL Stratego strategies in a Python setting. + +Now you need to save a UPPAAL strategy as a json file. In UPPAAL, create a new +query that says `saveStrategy("/path/to/somewhere/strategy.json", StayAlive)` +(if your strategy is not called 'StayAlive', you should obviously write +something else at the end) and run it. Now you should be able to run the command +`python main.py --strategy /path/to/somewhere/strategy.json` and see your UPPAAL +Stratego strategy being applied on the Gymnasium environment! + +As the output suggest, a perfect score would be to reach a mean of 500. That +will probably not be the case (more likely something like 490). This indicates +that the UPPAAL strategy is not perfect and has not solved the problem +completely. You can try and tinker with the learning parameters in UPPAAL +(Options -> Learning parameters...) or you can increase the number of seconds +in the training queries above (eg. change 10 to 20 to force it to learn to +balance for a longer time period). + [1]: https://people.cs.aau.dk/~marius/stratego/ [2]: https://tenor.com/view/reinforcement-learning-cartpole-v0-tensorflow-open-ai-gif-18474251 [3]: https://coneural.org/florian/papers/05_cart_pole.pdf [4]: https://github.com/Farama-Foundation/Gymnasium/blob/main/gymnasium/envs/classic_control/cartpole.py +[5]: https://pypi.org/project/stratetrees/ diff --git a/Demos/Stratego/cartpole/main.py b/Demos/Stratego/cartpole/main.py new file mode 100644 index 0000000..4d0ad36 --- /dev/null +++ b/Demos/Stratego/cartpole/main.py @@ -0,0 +1,52 @@ +import argparse +import numpy as np +import gymnasium as gym + +from tqdm import tqdm +from stratetrees.models import QTree + + +def parse_args(): + parser = argparse.ArgumentParser() + parser.add_argument( + '--strategy', '-s', type=str, + help='Path to the json file containing the UPPAAL Stratego strategy' + ) + parser.add_argument( + '--epochs', '-e', type=int, default=1000, + help='Number of epochs to run' + ) + return parser.parse_args() + + +if __name__ == '__main__': + args = parse_args() + model = QTree(args.strategy) + + env = gym.make('CartPole-v1') + + print(f'Evaluating {args.strategy} on {args.epochs} episodes') + + rewards = [] + for epoch in tqdm(range(args.epochs)): + + obs, info = env.reset() + epoch_reward = 0 + + done, trunc = False, False + while not (done or trunc): + + action = model.predict(obs) + obs, reward, done, trunc, info = env.step(action) + + epoch_reward += reward + + rewards.append(epoch_reward) + + print() + print('Mean score: {} (+/- {})'.format( + np.round(np.mean(rewards), 2), + np.round(np.std(rewards), 2) + )) + print('(perfect score is 500)') + print() diff --git a/Demos/Stratego/cartpole/requirements.txt b/Demos/Stratego/cartpole/requirements.txt new file mode 100644 index 0000000..90e3503 --- /dev/null +++ b/Demos/Stratego/cartpole/requirements.txt @@ -0,0 +1,2 @@ +gymnasium==0.28.1 +stratetrees==0.0.1