From 8272a1639e896a3e9846c5f820f3132a129c44f0 Mon Sep 17 00:00:00 2001 From: rfl Date: Sun, 15 Jun 2025 18:34:11 +0200 Subject: [PATCH] Add new talk --- 2025-06-12-ai-safety-meetup/README.md | 1 + 2025-06-12-ai-safety-meetup/ai.bib | 64 +++++++ 2025-06-12-ai-safety-meetup/talk.pdf | Bin 0 -> 129436 bytes 2025-06-12-ai-safety-meetup/talk.tex | 262 ++++++++++++++++++++++++++ 4 files changed, 327 insertions(+) create mode 100644 2025-06-12-ai-safety-meetup/README.md create mode 100644 2025-06-12-ai-safety-meetup/ai.bib create mode 100644 2025-06-12-ai-safety-meetup/talk.pdf create mode 100644 2025-06-12-ai-safety-meetup/talk.tex diff --git a/2025-06-12-ai-safety-meetup/README.md b/2025-06-12-ai-safety-meetup/README.md new file mode 100644 index 0000000..7208947 --- /dev/null +++ b/2025-06-12-ai-safety-meetup/README.md @@ -0,0 +1 @@ +# this talk was almost entirely generated by the perplexity llm diff --git a/2025-06-12-ai-safety-meetup/ai.bib b/2025-06-12-ai-safety-meetup/ai.bib new file mode 100644 index 0000000..f416024 --- /dev/null +++ b/2025-06-12-ai-safety-meetup/ai.bib @@ -0,0 +1,64 @@ +@misc{metr2025, + author = {METR}, + title = {Measuring AI Ability to Complete Long Tasks}, + year = {2025}, + url = {https://metr.org/blog/2025-03-19-measuring-ai-ability-to-complete-long-tasks/} +} + +@article{acl2024, + author = {Author(s) of ACL Paper}, % Replace with actual author(s) + title = {PowerPoint Task Completion: Evaluating LLMs on Multi-Turn, Multi-Modal Instructions}, + year = {2024}, + journal = {Findings of the Association for Computational Linguistics}, + note = {ACL 2024}, + url = {https://aclanthology.org/2024.findings-acl.514.pdf} +} + +@misc{gorilla, + author = {Gorilla Team}, + title = {Gorilla APIBench Leaderboard}, + year = {2025}, + url = {https://gorilla.cs.berkeley.edu/leaderboard.html} +} + +@misc{aider, + author = {Aider Team}, + title = {Aider.chat Leaderboards}, + year = {2025}, + url = {https://aider.chat/docs/leaderboards/} +} + +@misc{metaculus, + author = {Metaculus}, + title = {Metaculus: AI Prediction Markets}, + year = {2025}, + url = {https://www.metaculus.com/questions/?topic=ai} +} + +@misc{predictit, + author = {PredictIt}, + title = {PredictIt Markets}, + year = {2025}, + url = {https://www.predictit.org/} +} +@misc{polymarket, + author = {Polymarket}, + title = {Polymarket: AI Markets}, + year = {2025}, + url = {https://polymarket.com/markets/all/ai} +} + +@techreport{aisafety, + author = {International AI Safety Report Team}, + title = {International AI Safety Report}, + year = {2025}, + institution = {International AI Safety Report}, + url = {https://arxiv.org/abs/2501.17805} +} + +@misc{trackingai, + author = {TrackingAI Team}, + title = {TrackingAI.org}, + year = {2025}, + url = {https://trackingai.org/home} +} diff --git a/2025-06-12-ai-safety-meetup/talk.pdf b/2025-06-12-ai-safety-meetup/talk.pdf new file mode 100644 index 0000000000000000000000000000000000000000..59e4cc12b1a5fd81ece918f74cdb4bd423428077 GIT binary patch literal 129436 zcmcG#1C%8}x-DF`ZM&+=wq0GeZQHhO+qP}nRb95Ly8L?P&V6_Oe`c*WbKkpp*2)zb zk$KM9nHk^S5#J6{IbqQs476-eq;pHdYfuav1oQ;91{P4<+)#8%?smombZW8&7RH87 zP;`pU22Ovi5w&%&hN2S`v~?rUr2lh1I{~{k6y0BH|9S-j6rGH|lY{x6R)#;V^aOw1 z|2ad!*wNP6!O+-|fblQY3Q%;?#x|x-W&{i@1b^H9e2ux4ld%H9E{{{*sW_ns?dgg!sePaC|gTelU2io35UZCXJ>8Ah5K! zpc`01Ch>i!;GAQ<=QHVnw^N#&FdMY7hL&gc;oHkvH}D1CpHA#DP}|vHSO_L0r7+dl ztOg1?fUQ1`t7^%Fy-QKy`5pSEn}QO}#O-#K@NT+o#+qdn-(|E*S`A$#$EsA7B|$ZD zbEqN1@X(`@M&8Am7nK&=GkH=U57;gI)(?D8%(2Dji&AcZ|9Hb${yq-;XQX7{_}laS zKS#=CH7Q4IHkh6Z)msYu6tdqM_baT6M&}ZoPX`I(k9kxH=jMk)3Ot|hpktuz)YeAp z7KAU7hX1!>4rJw;`0iqT$s zQ8SZIU2DInYrAf}Yk9-2$%8K42-=A>fuMs}MKd6P%#h6GFV(kQ>3&7T{=2vjR% zOE_Kdq2d(fw1SmP0qT-2T!s@&;Gd04ehb0bJpkAtodzNnH`MUr2IQwRv?L;{?x zS6}8uVvL3f`BOv|XfDO>q2DqZx@pHl@y&6Fn8H#k{&qT$$1ayV9UXFSSx%h-?{+N$ z4)}YWjX^YBmx?HHCz> z`H6nV`os)d`5VMk_fo%g zdyc_0VB`)RP z=qis~cs9TC1J$g>mOVGDvTrtHuJ_op>lxe76rpNQP@azB!nzXS!p?~Kj0!O2<{#V5 zM#juU*Ug^K%tE{_=l#R5Dx)yx=Fw>{UgLM!EH{fO(Xi))cP3k$g=gT|5+7Do=4r#< zX~Qy$%>tcf3|Lx!=L9Ci{u+GTHfZr)+uEs~pb2snWsSUgzFf_WtnC5G?Hyr;Wc08#e+EDzDpnURvda1VRKH!Eg~xuh zn0`E2_lW1_Rmq0XXD+CB6ExyOhj)#<6w2*aGIveNto22fb8D0Y_gKa1usCYK!|(8@ zS&n7fRz;q3Vq;Fb4?^-~a@Qf@%1j%$QVuMx%FB4S;T4)_F`$c7n)s?pTNs@Kr3RxP z!Y`>TsO6LhT!+T>oQbJ(Rk$7dk-c&@YMxphQc!8wj5O9I3C5}214rPy^vEUNSb1=3 zqxOk#sRv*h$b0>nA+jem{p+D}T^)F_#-<*{;f!-NnbrbE@+Djk|7H4e@6-><`i>U; zqfiOwA>3y5Bp#*ijS$MIZFynUJY*;y z`-E=F$=`px?@hph>7`4SI^-*I3TUNB4O#UQK`^EXxDyiH3C35dg zV!+BpF(~D+;ClZAe`cO_EC~VUXzZ+%hxv>bb_%xejX$x2b2be*V2O;mCMt^0*MCgl zr04jZLjbuJsxZ}*>bGsMH{x=4&b)eWd-Nx!-<5sC16__nC)`|X+y!<#JN13Z&<}(o zNq*yz64jnDvXgD$7(h81vw|Z@NyMPCfe11MVy9*)(9<7an%e6C;USsQ#3s$TgFx!z z=_rUo`L7_Dl1Ta)N*(2yxrwEv%182tTYw?HNK?*pPn=D60(I%aJ4~}v%GQ%S!;FlX zKpm5@95~*3VN&X)7azJ@!XIqcgXjc@lDoyBl3X6UVZ!@jeWI_t4Q@F>H}PE=!qyR{ zrmG^^ln(WzLRiXXJ<>%M<;fnxL4oggO9-cR^N^xtQ5d!Y0md?_%;ziHqhn$b;bL@Z zM@pq7(!s*BT*kJ3#@6^mm~)$8^3(Q>O7kZVvrZc< zDoxxw#yKP$RheTLFx%2^j}C_y(BomqMbud{jZeCcXdIm^Q55$SAacDC`}p-872qAB zAyV;$Lq6<=WGsae(@q1VyBue?wK_wWkHPj_yso?XtwiIJFVyR+zGypafe28{e3*Uu zvLt>9nE+i^m$+(PpGd&&^HOtOJ(N*tV1Lvh5gT1AROHy8*&L0CX6B&hQlkgICq!q= zAT~jbv(j;@3ia2s!eyogpb>oH$N)9~JqQ7m}mT~?hrZFL<`(K0P&-*`)Ix(Ue03bdNIO{L2k zM>r|dXs!(a)~*StwoE;_?X@DBtvHV|H-ekJ7XUbX;jGV3BdLgJ$SE5+fnR22s zwQ3LkiI_=Ogq`_?P8)C1_*1`IVA_=&re9h3$Xm)giR_LMfzvcYApv(uKQww}cghPe zpG1Fz19Qtpde+ue4g8ZM0VyKi-ZqEyCPL!|;K8PM90}wJ(gzAc1!S+Z;q!*K~VjHheA9y;paAjUT?n{u&n>W85#0 zfLuQKT0l8a&-%TTxH`UOq6(C+s@nErvTB`-@J<42Uun=~MgV~L9eYnE<+wR0i(VHy zVZ2e($$a^Hkc0`2YzQ6R?H^=(vw&&e0MI8m1pmnM3=Driu>2c8GSYMWZBFQ4;YUr! z%{J6O{Mbj#f;>MIOfu(f?t<)^Ai)`a^|Q3`3RtF}k-Uq7#JKkT!V`|RYpg*ve!=FakFt&7R>vB$7txQ zv`9PA{NdiWcp3Xk$&x6%Q`{VNmL!!Ot-m119?wApa=10>aC!aDTU*4nUWhELHJ-+e zfODTb7Dq~@(B_sbn&hXG?(h@iJl25ZSA-XtX|8<{%8+(a9dwq2p1)`*1o7`k0g5Dr z1f@J!QmeL9A$+_MyAy(TQfA2MO?#YVQ9*KG@6t2=-kx3XI#wQV4D&H}s917>V@ zD8#U5|I`qq6iNY-y`TMLbo+#kU~&<$Nmt1IO>0qh?9M+h$>Q@To@=`L452<@b(nX^ z3)a>J&&V-Fd=XapNEYQWDw$>Ss;96}t7sfxU`{>ezxk31ITq3nl2uPJW0 z&W4Wd@oFJMWSjLImk`!deVmMRbh1UQ@4L%B$!K&AzX|$$xXE7!%Vm7!EM&nidm%$= zDR`f5)Q9NNTrnktk!cL5BvD+RiSQQK6(FG~ki#^IkVpFXtTU=sd9T)|U)tX{lpKln#<)Z2WazQa{^Tbr5`+WKLvMad?k;-w zYV7%R%n?|P;l@OWCq<^b)FXBIe0{t85ERBBL2yaZ+7%odjwhgr8BC*c=qBm~Lx&~{ zWUYK03@8>b)X?o1PH@EA+8|>UzLhuKZuxQE?EO-1y;6PMG2C0TiywB@C{}FC8Q0yN z(+B@WLa7E)LuOzD&{3vvU$XAF(d1?aAV3<<&#s0gSVCW@PD6vY3OyW9^$w&mLi4-0 zoVEBmvSfr6-e<+xN7WemCt@*Q{@n?>)=wt|FoJ`xVKdKd=dk$%CR8If5%ouCH;<-( zp8A(*14z|vqAe;jYU=6frQUAAHg!4c$sRSA?wz*!x}j_GtX!JyBq^z;?BDrnXGkZA zG;1y%!LliG#t^}xpo_rWbF(e>15;geoQ8B`4IakMTc*bK69{2*^gi6GN|1qX_FDU9 zgbJ32;Mvtqp1{;a0)`UmSEQu*am8umM~lxTH2112bv5AFOa~{Gzjim$FY4mZB4?l) zyR2c-nQr|+i2-NLTC7`EQc&2AqLO;1&u8>uw((u*b()8}TN(;#GT(22T?+^h%MJHK z=EEbSWUF;h+arTXV0k;}`zo(re$nRF`SpPhVlj?zUSvnVwMO^LwSK}O_%RuL?`6=! zo_PrbTGbZ`fWvot)8lrv_V}1?D$AeO*jii>4^PV?SIn=EVcFzM_xCkUx;>nGUSidqDzPIa=;>)#X=5qZ=0=T`nBPLfms}ZG09{ z;!Th|73qUD!FiTmz}>nZHGqx`G?aDroVE_4AQM=%9nR2=QM<5 z`H?&=PL|mo1v1qg4AV6|a_X5V0O>|{83iBimWQyQa3j?>5xse^RPAD8t+>fbXCn!& z2Y;uu)Hl4bio-S>#cCI4eK9yJOtr8&!`{cKXb6BVH+AllAd^fdqUKv~rE>eFq@#ob zMHO2F3dYnc`=(i{8Tk<`;pX8C>|;Z^(nR8aJ27#zi_Y5DcfSz-B5Es1>@J-7tU!j` zIE-B|Q$(CfQ7JP|WZ+N- z^hY<}LqBG^!)*VPAXylA0!`VZp8On7z=4X2iV`oeIY~>Sf?0Emt*+7=`KmK0Zp5b8 z=6U{CE$1d=epC9~PrkzHvTw*xx2wtPw1J3?QM>&L-5l#h(LGN7qtDpgXwH zCt^(hen=dwXc61`OGA+K26%x7$OF!PwYQ1%1D9`eh0)4X*K_DS*|9 zj3#D5d_jrrWXG`^-^rWtHm6I$yaO;<&~|V)t#W_h%*B5<+``<0%k%~|sXAlqNbP=- zu2GiKV`u;3{j>w<>-BN{+8-2q|A<^C`P~F6p^mDI-vnw>trq`$pep7p!t zLEDE4ocyk1LOZ#vVwu-@3UY3DWzEd0Q~Fr zFGwkkZO2VkB;Oa^{?-L1LLq<;D_vUq#HR9WM;uvO8;=)$#kxPkBclX|%a5m4Xc~UW z6lJlAC)#ug@jq(*+Llj%)b9A_UKbY>YYxnxPb)tp4x%F;YWyJbH4`3Jwo^?kFR#Jd zdFd?fC!2joI}@(XN39D>1m6zJPuw?hnWquUB_^Fqy&(|HHe z$sB$pbu5ltT%&eph1^l~xcpmnBzo{?8Dv77n0IhQtY3)_^BiwsS>~s6eClPOT7`ao z7PE8kd$J%y^pg!s<@#(zcJEb}So>nPDE#d%YL}Jk@v+4b17uMq^GWk#FDC%37RABw zuYx4E9sqvzxuirwAOY5Uq&`pvCHzqPV=KGG#lU9nf&2xIjGSZNMzAXY`9ByAw^i!NWh_`Jn4=W+lEH z7Rh$Y&Efy5sLCnGo@@~Z?hR5A!D&W_Qb6rPB4H(d(?B&~Kt_dzX=aUN1qSHjj10s; z_YuPiBC1E6aZkaSSiw=!1PfSV1WjE77*j{`%Q=Q%qN_j&)f;5|z$;f^hwhv$+adp} zqM8$r$1jpz-s_W(M;gM&c-~g)sY98QmM40`iM%^*1lXZTQ?YAIUDszCf!6$JZ_Z7} zj^uEG_Nsbj1*b@bz7t2QBvd?U5I!>mKhRGxI;`Ik)oXk$Lz1$)60e6Gy{=F9_ahgo z{;fpa86krz!Ge*g9SN5fNCzv+a@o20mEG9N8pVSMbO^boMzUAT5c04AOYx|lwgEji zqaAJ3`Rvo4rTbkyrf+`3Z2*B28w%-EM@j4L?f!UgjiDFEzs7KKk0nS8B^W9ek6%C4 zp2gwYmO5H)_waSRhAh}dZrxpVDAy8=*P9|!U-n>_)3(jvX!~~HtJ~vC79_h9)pP#! zbnFno+9o@}4~QrjWy!s>68_-WdE`*OjGpI+HcDtQi;RyH`0LodV42T4v;9TNlO}C5 zSvP6J9w^T!i{F1fv$IR%2x20(>}#@>DEo2(L_8CcUD4X@`S|`bS{VU`5rW zfd8DOV7QvSQUjI1T6htCIvW$INgb_j57tIWHGWgXH&g+@{=&qapBTUXS3SCDxF;dB zH>)%tF9DbS65WPjPJ8Z?nc88~X@_NIeo}VH>Qz1XuPGxDE0LYcxH9c0RDbS%gcq^6 z$BPpO0_0<6)fEL~xuPXb1cVJsLlIKZPOL|Em@&u+6BhAcUb$M8BB8~F4sa!TxJ{C; zD8;ufY~b0eip!>TKi8Cl2=D|Ae~~;270PJAuwIwbW_ta!i@`B=r$qR@JhSW{Gx&n} z5YrR6k1da?U(;PAPU)JVY)Nz zM5n)*E+oie&yV04>E8}(<+O4fof_xu`&|Hr*&?hE*VNSr2TSaj&gNiBN@G59| zmN=XBjyP>}<;%@iZdpDpZs`N?v`%(YM%lY-imytI?4s*kn_{LZ8%t?Mi+CKgBPA$X zTWMHvgvZWrHmhvFp9o+?--EH12QRTOdB#XYRl=}|cUXYnmS^jqZCq;8snPoA>3XOb zMv{^~*;bxLOO4*k=|diT{xQI^?~@S5Q;3>Itfw;Yftznz!J_>*w=%kYd@uC=$$Cq_zwn7o) zP<*bAk`4mETxIqfq;@2W=81xiLU6x3bVibjZ?PRie6_;;^f7NRvECQst-D&(OqkFI zXA2%?FIuQV<(vQRFnPs!Djy2X#)R)j9ol|G*Qf=tL_1<;0zw>~QN4x>X#S#*YRzD~ z75oZE)Ccprs<~c_zdGe76msGV=Z$g+5W~JorUCY9;*Nzs6?oA~5tHUa_!jq7x8Dfa z6D9oFM$V36BDE5Uxw**^t`Rzr^iQHuK4yohPd52ri`fg?U*v?&gT3S6xVycqJUX8} z>Q;ey>pLl+#~>T9r2FCBfi>-=U35kwc+!b#j`WPmfzXEAFDl7wi5)BPmTAIpwH=Lv zc{9zvVvCzJ$MB49LS3pAr5wa3~kwW zJk@@DDrr)Rt26s>HVT2w{R-s0U@#!f*@D(qF)Rg6Qea?=2+!VzjJSZ9kIj>UOhD~p zH)hb;HpNBZ>YW`5u4$vkeit%g$5M}lHktbKiLQ@xwUaqL&UxE+Z;dpj9zoS$5gR+> z8y>rdj-XL+J(~&P+#g@*^*qss{o3136t+-PY88_L)XP$3MoJ|{*{NWTPlTf&gUN47 z{AIF2*34i}iO7}fb`)rKq>QQ}SGUMQB%8Lizq2Ve5!H?EOhQ7ui41vPNg2lWVwreB zzxYdj)O(*B=+YWX8B4_UoP$YgJR~mK_Rq-7nI@87Uo{ix+sb~snMYG0ddmnsps?mXpGtA z->`b(?&4|mLcf&WE5%_Q{**rcjNn}Yysh=|hD4R=%`NNPOOS+jlv>PKgQ%Bq+g8#o zydvatuSyRHoswPrEh}@E^{v+2e!?W9mvX}hC=1GuAS-i=cim|Sr2Eb?_&PXBecqsRYQuwH3uIwG^7`0VQ1<4p>=IytzLZ zz+S{0$i3aXXD3@BCHfttZA{VVtG?W56)m4HPE?5_YBEY+QkXA@TS#dnhKC?Lj3hpz z@Hoho7?5PkiGdr$(hpVGUIJl8SAozA;b59eW#KHq)rCvMHN_YKnIGVi#JNDVK_b~T zMmRy#G{7KQjYWu$8o@pWYEjS0jTe*$^R56ZP&Oc-0$2dz0#6_lBoc=bnP@@=iE=2_ zlM(C!LcMXs&XGF!IYdBGslyu*OkhSgiJ|U!DxrGCew->F&6E5YmWsd-16NpV1(4Y) z7wG|jlIBOe$Ri8Cjg7q=A_sw)L-BzcnGY(9n*kBZ=T|tO03PW#F~g1tiv@vr7mA>= z|Byue%~hc3ghDD8bRSevR~kWq3ltMu?TulPA+F+P5 zC^{Z+Q+GuQm%tE*gR&pBs)!KHP-25{mkRS7qsMCf$r)i$UUGg%!yS#@XPxt=A`sXj zrre#|o1yqv?CtvO=)-HFx#Af7@mBw7n;MzB=2nvONz0~sYlp_L(YPvc(=ENrtuDeF zs2PQ)^w^A%5A`-Mu!7^u(24bIM?v=`7U@x)?(4IYRA?H0@!{<9_sx78sQ9}NqfIU! zudvgb4fEM42rXx_9e$&9!#9QX2VMLE$*zDF|nH**>Vq;qr{xmJu%P* zwmJnO6trs7)catxee6?r-=l8cVh6)(vBwp)#(K7!F*HS%tTv1hk;(@90~_yZZqopX z_;;p-uU*;Ba(S{qPj`1-%(jH0j1|X6i>tmZ2kt7bxJly1Hg2Jf91T=~&NjL4$W&P+`vWzCM6#mCRLHW;Y|xj;ywH#w=TBUz>R{qu@&M8}Or7 zos&?7=2%Le7NOi4O z(d$0QqQUpKQdS5a`@HBX*v+jPlZxU-g@%eej>XMh=`mt;k4H|_j_gj1(dDu0tW3lf zN&5ScSbhD-n*}8rrK8B72|2bRcPG0!95z|en++y{a3V$+8^rE-_^R4yZK?w+Yoq$Q z82HC(-ZgPV({n$26_mRQxQ6F;T~n(P@hV_Co?qHm^#EJJL_13jA9N8Q%AV>vSAy|s zo-{4!5q-pNjIIo#1RDL|BJpLGq>+=jZX~}@TeH{=%23Ugem?pM1?d}$AmJ3OWcRmh zu|VSOA01?RWf$zmll8Pr&M-{qHOO?H;uN;A&eNgxbKkfYf|vY0QVcx9Mef;=Sj7kt zv(m5tiZyE_mJ$3h)MQq`a0K1ID{x{4KmX@y$i$Csp8F$~FbD;GN;FFZ<5lfIoR|?` zYg&v8*rSw~Q4b;W?v%Yk3D=f(wa{|=yPs@oT1AJe%r9n~@21RLn+Ca!fIQ&Jzws1H zVwUKHl1Zi0pKY>zj7NVR+4c@{PB+Z4HO!S>-+z2O?yxA9m-CgkBbIXld5*O=mBE?%&3OWyPmw4Szh zKx+=t^G-p~U9H*O3BOhBA#L6IRW4BcMh)T`Otp*p&M7HsGJa~yx()0BN@iFY z?nIm%Yo0tYTIWr5^PqV3AawHZaQsk+#yAM~$^iR%2m6{2mtGn=wJ0PCiAidd6en*W z8jeY7l9cuzg*X3+8{}j*;NCFRmaE=oXCkG-NW65R2TC&=+?2a9V(kC%ZX+!@UI2=1fWjULx#w1L_k2t8ECm+mt)+6eLMElKLO^W)h zr$z&G(qRL-=&}NB)gjVbfp~dh1AYU>xN-jYC;EZ?pP3-p*qQ(387*~9$3;;TpV>d= z8BZ{3&-ogc_a%P+0T3t&9gNdJqRDWwltXa`iq9t=&*UqTk$7zl#z0lh4M(RQM_vDU z)Pd6{#2q!rDv%Y;JiQ^1Xp)04GG-#BJTkGy!q}IzoGww6bzew}nz{3B+v(e>Wh7i@7HJ$2^1Ah~5#Gu7WesEZZ=w@_l1emrEz^(`K2NyVU%SeYwjVazoMc$d@O)x2zb_Cwxj) zQYYupNM0XiR~1BtfMwYUNl5|fS04rn{ernB^egR-|1L2!b?@d=s)3)79_v>c2;^J~ z3b@E8*M~P+(``~-3A#PJWJpb57TylW+WVDcjXC)pgp`2?y(pPt-CQ|lP4`J7KcG>_ z!1M;&!88l7POvIhTj~+1)v+5|1|RI#!|a<$O)2Px>$@DV^w{uQvT&NF!HyJCAoqVrkw-NfT!J|rdL^kS zdLza*bZ8YBhKR}7K$adrVrKU=viXHo$nQ*@GgQf>tE6wHn8<9mJijemFGMN3XlvNB zSvT1Pmlmc<3imVx9vxkTKnQ%)%CKRaXsJO@aTlXtDCDMHdkA_|ZXV}Y5 z4~XrEmR@(2Oe^A*ySaqt_4e2u&i-&-gW=PiK42Y1~v%!XrPabZVZnuDA4 zeFT504r3(UpTIv;QePm4|CUAGCEF#o(85!VoHNFVAGY?=km`xSavD6P}GJDrHkWhD-x_&^QEe6H>=M?7?g96Ki3T?I0 z*zg<7nx&AEr9=?!!#kpXMuUlN4 z*|Jl1M(OFcLF7pTiqDg*59(W{oBmZ~Hhq6v*qE<1Qa4hiuRS9G?(`IqJXqw7z{wAM;*hs&qM&VxG9R{vs#-b)-Vxt(#NpYWyPwxj#_G^{vId!3vxyt6j4RXyJhHck6~xlv+YGis8R(bL3zR56Z3fmTZg&}7nOQX^nFf!F74^Ys#5+Kxs7ylz4L}NJ9-$xH; zxPQX2M`%t#Bx_F&Pu@ShP1asY&yKYa=l+LG7a&laJ=@%`o9$3)OOWknld`J1v&Oq( z{a!Y+wS>q;0F$L(^dy~1<}ef&eO+^Ac|d6vlf+{cnRsy=_him&z+D@%f(CJBy&q0? ze6QD+rtX^hN^Nc|{ovXWT8-*+7`y4Dns|H|t&b&s;?G{8xD1ddss&h*N6@kBjOc>` z<)Bpm>Qs4Ewpv9n?_=j~P788>F5b@vem@xf63gBB&8!oKK=6l6iTo*|8M0q&`1Sh) z&*=DLC7m;P$ljky)IOPJ^~`0j8RQ!F^nu9L!lk~Qo$ua8;|vn`Hy9k61Ck=m#NALp z5v9hL6Fyiycgu~_;f*(^&;`TRJFRAps@|DT#-(Aq32QWDh9ubEpQ8zTZZ--Oz4^Xp zmp75+y>A;Hi>TM(Rk`5&!V+MtegTaL3q2ZU$K7lazsN*~#Q_LmjS>P4Bm!6jAIGFO zg(}?ND2AIT5eceqyf$;0cQZ^xmW{^ zp|0mmp|}Q;Qq8{gODtr{1<{?zxy^ENaQCC^jZ z+~9Is2vx-Mhe0#b&A92kJmsV=`_PkXh%8JXcEpJiQlR!wiEZ1OJF;KRhsF`YcDB`pYhY}Q{p9ldI9X~v(} zs-n*9p;;Mx_#vAYKIm3*)E8}vY5iI}(Y^c$Vd50*FrjfH#M8+F7I4%0okll6;Xm;_ zYC~Xcl>waJl2_HJnYr1mprWz}x9)5_Zk*^!b)nqbiJuFr-7=)cosiyY&9X89N?O*` zbZrq)HFxc44A~94-!(-=fk#H`T+vb(dCc0Lr`oO zaofcr!laMtSA^mp@_I+dH8mRO# z>#%{G_UAc3#}$wu2ooi~r?GuECLl`{?u;WWhp1p1YHte5d)&7{mc5qRpx0LF^mekQL#fZTsGUxv+rf88 zZk+=jxE-pi8+LQSkj6&ImPvh^s@KJ6I@gUQ4(vr)+yKZETJ zXx^Wv2h?n~s~PMlRFec)yxh1-D>3m8`WK5v8Os7jd;6ofKGjs zplOi|(6=cdi4X%CG{#v_n%e;YwSkuv%v`3MP7>(hknlKiQXyag(WfYQn3(-AX`fzh z_;trzDbOL5o9pcxL0~46uU6;gyzva4%T3N2RzWbttF@<2<*FvUxKi&fmj$M&MB}`g z0!{~%rB50)x0%5d5wKhh_mt2z(LHc zJdrr>O@QAxGY9iAMg#5YVY%Y_I=R!P!eQXj;^?+RC4kUGmt_7{&-m>MaXm2oS^g}A z?$|m9LekSJO^SC+$Y8{Or|hqjpZ#&6B{+c zRbOMhlE6r^Jku6seaR2i^F}BK;@O-}Bv*&PeGG{5fUe_Ll5P*Yan31F>jwk69VI}3 z+bXE-s3<1)9YFnyP54JkA6sxE26sG3x6;* zkIm&@b)Be7{c)Wj^t`L?iBAhN}iWveB*-*yOG*BEf6Bzs!IHhD zk1Q-$ne-tccf=&mFw4Ar+Le-oSXWtu5LD=$VL&u9=IQW=$D%CQfuHRL&PKAA*O)$p z@}+=4reP_Pq6bUbg^&J;gIG!r6{m%iGJJiOH=2}K7jKZptOE1pjoG&_eW`C$kAOt` z0ze!xKuXUTMky{l)d_$xC^d3})Ngs0Qowm}t&}C7O2y}i2?D5? zc5`cRrcD%*$dj~B8hA>5^p-ir9Ig1n80=-^wXC0M!#GcjE$r)C4sO4UHcQVdd@3&n z6WCX9s{fSYc%P>qsVug7?@G`AEmR=0Bh>W0n3YS(A~$F_@YNSZZx>IZ$HU@?Eo0*o z@SUw6f=g2E?Z&QPb(og8kY-RudQtk|kN}B6s(ePS&n=+MnCburNVT*)|aWP3LVtf<7&^2o;PTSWCoYyGhlIZO~;>K%uvY- zN0~1&8dx4L>Z)cKeQGB(5*XMfDjS9(6OE4xFB*jE+2K&#l50mh7cz$>d z*c=|CcQ=;a4_-Fz7gH_03BL4=%!w)1$+G5CkbF5P7#0Sh* zgzTj1YN>Y1Dc!7%WupmYC7Hcao6K?i6I;CS({Au$ za@EN~_6hdoTNZ|Xmx-T8?%U2jp16{l)9uJ4Sse{f|v zFf~pNa6>Pe{9$NYGD(q5@#A6V`rA~QqpA}T0(|M%mm>{Tb{O<>r7Jb|vTXmB!9%YC zcQvM*+#%FAjahgVlsMnwr$7byNRry=g5R4i;=rYq&ahEW;}tl|pE6uD{)Gl+ zHW@1}nA6h}S}2hPKe#a$2m{gUq=DimKP=3%re$&Q>)>X<8>q#e<=dTN96Sg%p!Y58 z#18p2!BTZPg9n=~IOTf#mKP4K?YH;Yn5L6syYA&@Gk%z?y7cIzAx>N*XYw&sTf>c5 z!pT4wcHU!YID%GpL%%IAtT@U7twH~k9Alx8028u-8?oV*De_vy>Hn%x*x%-9eyDSf zmZxiJY0jB7SJGx~>0zy|T^ooovp8`7n40wf75F};6C(U*$aix@Xiyl-+(@rNxi9Is zIyP=rON)t!u{N1nSkX!&3+j-6oKC*u59;W>jr3fMc@aGHvdPq>I2o?m6|uZ{0gaXQ zq<64nM+wI*uXd^eeSr8hvgIz6#8hrAm;&aJTLf)z<{Y7)Qcw{Dj$hPKwIjILZ`~LHBJYJ|(wy|fl z>_^+Wt%z~s{Un*NT_bAR_=AOZix1s^1ehx=5CnSq#2$UffF^n6$pV zhS0#cNn-D&jZK8-OXSa^g?-K6k&8#A&vDwY-NiO`0c3QpQuVURk&}Vw*_HMF+ zkD+>|0sWh67%#4M>{S=?t{xxHS6sfI3)P9*rcjkfSI3X5*YvH)6{W(Rv#W{GO1DEd z8@iIihF`HRo5#e82qk<;Ks6xzanXvmCfY8R$gCIGx`Jb&ls=0QBu0W0r)%(0wm!5R zW8Zwhf7Z+ZeRb^qBjqx%{Nv)-f0|e4U|{{~f2Aqoh~19Z{h+#+h7%>= zdeA7@jOvNY5jtdF?X@;kJXkfy z4nqImS=n~|YQGgmFai9d6vw6|YTT3q5-aGTIn2{dl-7plP;g78kx)w_155&{(jc&? z)`z3a6)9;`D!eNqWloecqy$XkE2Jv0B+USaFqZ*7%WV?ck`iXHv8Dlkr1?(FQ6u+M zBq;&XQiE6w8_x^)Q;N-}96JEn!Sx>@O++zVY2{0YRBaJN1-1cU?-6zkKqdgzh%c(H z|8YdoTd6WS4d!^_ONdHDrjXf5X1fT-+P?2c#i{ zXkh%4wK9D0gqpuVW*pF;HFDI`YN}9R0~l)5b`Hx-D$w==%iV^{f6DYws9kNw6kr zS5=p7+qP}1%eHOXw%ui0UAAr8Mpsprzv_cIv+g-FbLP8u<;tD0^T*yRRzzk-zHh|y ze0tZt(Vy#7E~VZ-aA~*hcD!mnwY`31%h|lS@}B#o=|W#+1K$OZXm)A{3qEiz?>Ua0 z+;3!OwO&m)*QnU4R(qa){A&B$-t*?8R*`yXc)e=J_`m@d8yazr3>=80w4uZIQX>YA z)+1XX^cNk{-l2#?*3APE>RUwH9L(uq&tmvB#XjdX1-CSE9W8BW%tj5`r_zAKs)FbA z(`vXWJqqbGCpXKwrw4v)gNIRE{w%nnsj87f<5%1ff2XCeQ zLSbm@cB*_@0U8gzg#gD@wvQvUfj+5^5xqckpdqIL$O(m#cZd$W+V6=|TI%;fl)Qm& zf}=N3JUCv_m==0PVW37`A#bhxgq|=?Ir`hg&I!^54ctO3-j?@oCKZGby!H;$KueW5 za~B}DQjat~i#gAT`3bNOf#*JN%iVS4ENQ*zmk^!v|T)?Pz# zo3Wp7r`_c#xA&Gok+W^umOa@n?^~6sXr_*(aBey|ZC96X^E*@B%ww4!?_MDg)S=G~ zt-T)DWO*Ll>YLScM{I_boUHGLK0i-%D|vs;swM0e*p^}qnk78^s~u#sp|sEAS}Ca;be7&kc-phlmw6^&An)}(b9+(rDOz_gfHrfuj> zGYxk%R{%!@xtRqO#(+Rx^d7VQ+ixBXusW5nUH^Ncx7>CM)kDfRT1(+!@G%#?+E2(! zjHJWBE4r)!wABz$y)5vkJE3TMK78j5lNNqEpv8K;xc;lwtU*(G)^7?xF+(rR{C1eB z9p8YW$$$6);q}hw4;!}QnaqK!}CXzATtf=^~14cqX&i+oV4V{5boKIF4X0}o2?%o^K2M@Z}XvYc~*-`D0|QN zZsG8G6IG8!O+^AUi{%!PcbUltWX)HLQ2(;JUC`iG)j~xMj9)Po6gPXZWPsk znP@enG>QBoHCoJEycSi)+Ar|zmS&ofc3h7QbuT^K$9-Q%KkY?5(I7qHXpn<+pOtnz zz)g0W+xZA5<@w}yrRy!5SiI{ba`a`AE!Fx}J$7~MEDxW2xcr`AhL z+q>&(8Skhcuos@2@sy=! zVA)dTh$_~7gQW%N!03xZu-N1oJBASd2v-|8n3U!OCXLY!82E=mV@y0wU1LC}2 zJICMlY(yeO10%^O>F{_821XLm;(-x2if)3AFpvI)lHv>0P)qF3V#ouwt#_&4GM~B6 zH_vt*h?RWg{UK~8+h@jVLXLo?!CasGdTRY(sN+xXdnay((@d=#VgEb?VEk8^aYiQQ ze;*H|A>p{ujQE8I+7VZFCkG&I-PmJyK}^k#FxFO(fJF{Z*B>w*5Q%s@pO22tniWqm zN$N0FRwu?h5q(;Q!c3x2N09X4{=p>&DhE1knJ14Zydei9;5OksL^LN+&;9Had%7x@ zi}X%Mx*0JMdi+UMwsiBVP!N=+E0GUk`+e#!5q&U!yuv8@ti!MDYW3)7=b=%oG(Lzq z;RuaDie7c=(vRGJY{H(%g|zvIA*B1D~QFDt3`Tkd)~^Ny?)7`jQm^(J0H4Mko}#~|?$POkWMwuVSuT&uG? zIKYe8KZq&WJ}UeY>-8?GS@8zF&wEaDy$w9swP>0jHaou!z3^d{+A^lNy1ry{`$zG{#eI;VuJnr>=BpT zmB3uhnFld_c`Stlj)*%ek|5+3Pqq6S=K2(}GE{px6ddYY9Et9^fY(nAUm<;nTvF-m z-lS6L9|*<8o-H}kI3U!D$Uk!C^*dfC{Mm}`kv7Ka5nUX)T|@a?KN=k8^}k-bb7ehM zzbTCbw~|CI#FcrgS6)S~dF4;W~1eb?%>XLO;0zbQ0B$<;hmsryL~ z4rno%m@_yU=IlF3^IuwZyJYslb4=V%>og($=!LX#5b5D@AMz5$UM6%p`x+Nx|QPneW^ zEQ!Pi@2KxJJ@HOb=W{V`m^)bJJ3r2}O4LqK=1A(fIUal^>wDgzIaPP9Ye8c=AV@+4 z9RmK53vPU~+RjPJ*XT)`ff)gCAy+^yOzd_c6feJlU`IvH8?z`+dxlC~q!aHSUvlFB z)=z#{U)+;1CzF_9Fo)WP@LdPgfuVR+B}7vho49O>4!Y7568pSnBfBf zcQi_>yPS^b7TlWC36+rEwxiB66Y(Jc;_W@Acs+R<;Eu=7Khmiy=e}p0IS;~Z6x#Te z*b1#pdmd93^TXla>buH`gfUQnVMK(fo^(lZk1T<%+p{5~KC*PfECf~qAjxnv@&iaiZlpR6i-jx` zD310a>n6mRHBEcwNA^OXbI6VhNWRIB*rv6>&1%~UEBfco4Sr0%tSIN3(RxJMK#r%K}%gYMurSr=2h61+Ft6lqA$%-DGHf=j0+03fWEUz z@n{Dct`E7@PF2s0KlNUK@yl8QPSMO*l5}{*kL_ouZy7C?7M|MMoS}$wbC%0M=rib% z?|qX3cNp$d`_+8zq&&lsbNH+lo2-mS-i)ba-Jns)qIQ_NBp+JYeWpvPt_~a_@Z_Y2 zEP^hwR=zy+a0cJA^Ya``JrkQTe33@;d_?0b8Bq>T5ZZxDa9aq)f~3JgxDO$8R;l4CcFrg#`{k_PLi#50mKY1de>@F?qYFs%`gcFz} z5XQ_&KUIH}owK4JxsQf(0j~##0m%gIyx#R^FnFth>8~wLD-%)^Z@Skl1Fhs2YB31c zAqci5WBHgm4b%ooPRG==MgN%`Z_l3G4XlL)x>(fqRt~s?X$6i&Z#FjwJV3(+YFAjc35XCR~(tu+B0gQ7=|l8kJG( z{O2p?!>!079w`)Nun>%XdM5YJc{S7Giw_pm3XQhL6&^<56(63IY?#zTZcgfiD?NsE zvJUL=;POX5;Et^oHE9LUrKdKCii3(*<@{VN7rwjd;j%y}#OsrbBD+)R-#==B*nHNO z50%<=+KTm0@KdaKrxWbclNVh+j#f?3tuyDM(rL=z8X41yCfYkFCQoUy@>tp)2j}RG zc~N%#)zkV0QPWVEyT#4xO*r_(?wkEZ5wOddB%Fh==8NGV0Vl{4tIGXDKLk|XWzVk^ zI75sEK#z+YXnW~ALseY#Vgwaey4jupl<8!|`E?FelOe*Tyw?PKn_zK64I+vrZkX?u z1`>Zxn$aJ1TJUy{o<``7+c-PjV;bgQgNsC|_e~5cy>2{Ys{_{YSpr+b)otQK+J>`` z^n;gK+t;Y7>0l8w4!Nq-G1-PU-j9p5#CJlTAWNaq2I4 zTdC%cg>`W+vqIV^v5V%UUI%U)P8z{8{ub(??32z?s=n3KDUp>wcy7tpJ-(JS#|#ty zlVE-7ZLppaSb1Ma2qLXu#cTh!8Ept9I^|7>wSFa*c_z-K;Ox7bP(dtH$_PU;2 zed1iRvH!Uk*Cn-Q*?U6G6EhSR%c71-y$`+z-kY9?;%|a^rk?Imv$Q99kh8CzLT2|i7WZiT(ws<-~Ibnv^(tPOKAN3!EpK=gA zZ(tQ*2Ce@*`eI`E!>0T@o$PPZDHvG4(53%>avlTBI>5b}^Npv(iH*_wQe>C@r265C zykE;~hd#R^$tcuSjHqNXCxr1)+aot^T>&r93rPA-QkgoK5WlkfE&RP<5SUUa_!)C) z^8OydHdDOZ@L!WD6pcPhN_F#}znETgXE?s4f1Q{Z@x}DgPzn6Q^fJK^5Ux>BVm56# zxd7x^D?k#bPK0=gY8;_SU_il`YP?mCfB@=bG=~0Og-6B-k2eeE^e7-D8M7fbROPRU zOh0pSz!2gK0q>q-jL4EFqiBYH-qXJaEDD;0B`j>ELdHP|6FdRTGp{wX{$vcG*^i+| z%wS02l>?9$){tb33D^PG!JML342&2W?x@Qp!Ja8eUurHS;oe7fALMHAR*m*Zfl3=kFjtHBTXZQpRlrHTl za;yVF%jhbsLGPkV)2t_JgNf@|i|6x*r_~8#>@~&CpCcHh4yjJ*#9`~q&rPZo0(z3C zV!KMPiFSTC2`2(u`OO30ZC9!Y{>^5?kgR28b&o zLAy(I8N*U{qG)#m9?zOP{dv_(2SEP0lf%6%VO!d*PR+QJPSU#4k>zJ+WmUr>P^mJ# zS?_Xv`AfCKrtB>zs0@+LZ0P6cdX4*Lrwd<$J|zYfSDPZGb4(*6r)|HSl{`-%TEr_T z+MGxzaipA=Ft%mo%vjEYpe7dX<|B&Z-dn==BN`mrcr>>QyaQq(njce6WwWoL!a8i9j(g`^qaS z^eZ8yIw}^96A|QuvuZDXh6OV3FC}lU8KceBss@fl%MFexP#$YmD3wV{VR1=~k0SzS zRg`~!pQ8vk&^~moS~CV9G%|oPzfP#Vu4e0Rh0}FTUB(Lh9OY*~EQ#VpBaf5K8+9pD zUw(d|z9Nw7?G{C&pAbKQAAuSfD<0GRokYpj<~97`Ly&03wy(vxsBFJ|z)JI~&jlpX zO`+ARsCYAn%56q*eb+p*f)_N$h$Xbx3S`KsNOx$*IHWd!A(IoyAYP)RW?6%(08o2b z+iVX0;B&2KSM+)p?T9Jcqd!x!ta6Ky3hB+w`Ma7;S^EWOQ)_vrg+>@Px>J@9t7_@+ zu~xn2lEL8D^IWx)5zYzBLN9Kfl(N!GF=r@%Ahj%r@?0AHv$XWC@Z=lLiw0LchW27z zX{Cp8j3C%d?HOy6R6kH@GOx6?L~KR*jjHrwB>~rcx}Nyf52jU3C5tTk9w{WdASby}%*8=?50!UOtawh#=@NZTymoGLXQ4T}^nRapadtCSPGLy6?-^_s zWZ&f&a5V@w`_giOWr2zQV6;*!+sUzKR`~Ss1U^bHUE?0hWBOk=8t?)(H?WE~!CR;C zya3*$-d8+ryLAs=q+M!wym`|bs3f$40f(=>TbNZZT}pHIE-7#ZRmjOhK~*E@LiWBN@YlGepr`@SWN(e^dG<0@8m1 zmc3TT|BHtb)4w2TG0-#r+fo025QA%576p)d+2l?QGh}%r$eNu`jXdO$C1#lu3`TQg zKfM8~dp47eL}KO|AEQ!uoh`|IRU&P?3AqbpC;LAZ1N|Vm> zZ$HRd6e3^v!X~vEL)ku)Rb1ZWD`E|v!s}Ever&{1`-2E#5y=1nGFJ>5t+pd|esi%G zCQFcx_#y_2AIJ)qc`JlR$qD%LcQT+8F`uf&0NGPji(F?A7ofDu)i?R$Kw_pj{~-nw z%oZo*tL3xie-VSJx&IJ@6-8U+4hjrBb8` zgO?iafMCo{gb_#5$n|CIWqT+t{SU>YpgYpL%%=lpn`1qD^kQvI#JwKxZyV4B-noHjCfX9$O zGDp)-b>kF9a)`vhG%9XK=}zd^9F!TWW9c;GaV~=)2OnEnX&>Cj2Dj8>sAHr+?x!kb z{KKrrkcxvjX?f?iP^~w~fV6_$&X|xFnJ3z_CG1JLVu@T_wjBH!T7^(G;!Y`}XgWR@ z8PX$#g0^K+zhhfgp0(@|VyaE8-zQpbY_~@0&8?ba;oGU0lggNz9+dzN-4KahiYM9e7{rKVMGcpqtf}6(#0idX(sWyHXrv7V3`i2X5ymYr zdf;Whl+DW=1qC7nCu|m4YKnrY(Q!@yvEXUXn&pLF=Y16q-LQQ7byn#-^aHP;g6X@* zuiJ)YSlx`UNV031^!QT#N_2joo8Q$0OG>^^&V)jCc@^ru0E-#qnNt_VIk?-~Nc~QW zp_EUkE9x~}749{7#p|zw9!=iyogQxxr8oGKuTRx1PW4N;c)4xQ3T3%s?P82(ZII|* z0{jj#Aztw$BrO~WjSG6ylISKArv@k7G6>MYqXu;fkft%%L=$nXfm^F*Ew>J9!4HJ{ z_6;SI9KKmDO-iXwj77P-C}_t-Be_j)xO0_f+#O&OK9DZ-eiZ^(Ps{VSkNOR2 zla@Qazny=dEuOc1&Zi}O%>Ulp+uy@g^kvwb3#u5Zcw!mOob>2Qw`uYG;Stf2dXbzh zZx$)$`YRV^kfVF#;+&fac*2Jgm~*d6{nZ7$8dqf=Q?9D<{33qu5`QI+QXV}5zMO!i z4rp^zqI+ywChUmMXJuFaU)*Te{?)1+4)%ZlMx(B6yWfoHJzazUQV75@X{!K*{8YSd zy({7nKY4VRfB9!&PF-`dnnU2*>r`AmF_+{XbEdV6Kg%Ej$3YfH)-HLJ7NV#RmmU{Q zXo`^MH$>4wgarwiAe1C1p(T)X9IrOE(^VQ2;}DeewH!E%^=- zj{cwEsAPhYl!~(KT`0u5xEpbSp8cbKvhbq|<_=PJV=(qgX-P$`&kKyQ{51^ zqJN1!_L60tBAfdtps==*_``T)M=<^_5h$Hwb~b`olP6qrnT?585~31dB-)VwY|b3c zPQBS0U@zrkxVkn6Q1vl_A}UePaPtE63n^A94gbRfyzGr0biSW1>{Dgn3fp6H9Rs z#e!=#8=c<*XKWf{IT1dVIs$!^K6^{HhMoLqb+r_pq359s<-!F+-4WH0?)&^~T+O08 z-Zb5}_x~Mus~d)THQjv zCs=SJib>GVe~g@H-3QivlIz;+bf;el20@jWA?m-v;YjBmJnelA|pdWX)j`RU-7&>=W+Mrl>mN% z;7LJIv$$ooP~waHbg%~eRl3yLFzggtLudLq$%L*E?}>zt0b#rgdTw_zeGIm*i_$Ly zG#v9a#Rr>X5*a~5aZ=HNm!zA_bg)tlt)in8_LKW_rJT4swoqx*NU9aj2~I`Wb5Rp- zsxG9E;sa@`dIm6)Jw#d$NzCl0m|=a=L8?P(qn8r`T(py)m_?MJ5%9*oB0uH|`A?`B zY#hkc4nAIBzOVyiuGNQK@C<`@B1mJ0#%tYCF=RB3WAA)XZb zKyZ5Kw?HZ92u#TZ-$=PZPVl1&PI4|jC(_Y!x*tznS~_$Q9y--q!7RLQ$uz9$Ji6K; zfWyONTd78crSmCKK!5=YxFE6&=vX7&!LaMcp z(_NeW?81JXoWT4o8cI}!g#HaoYxexqN)JrX;tZd!8T8Toc_Nm8j(cna-J;PWxnP23 z19vB8Cz_k$jCz}zRoPC@k(%XZ=VNq(pgb6=(dKl9(gJpSme`D28*Scw>-#fW5T`wi#50BN zU1@YjEGCid_@(1j1MwnnW5)K@7O3UyFU(}bN(O7*PzuoYg*#5F)@SR3siVj;mR; zOKrrYlyCsgr=#eG3%wO#uMryX;pwuq#H@u5_Ckf^&2@&4EVv!8fE#iI=hLU1G-$`u z7zVTEqMlc2T$o?6!!Fo-3tQ&Duc)*^w2b%P>01^z#-DSdhaLqy_#B)V!>10|+Re{z zvgf9`x99+8O~FWG^_kZf2OJyffUHRJzf*^;KWmY9n?j4cNVgv~Z`EtrXe&8Bak_J? z8>_)BUW;REJxwLw_Oo~!r4)qXm2MiJ%app0&_Ry7L>_Q*% z-^Jg-Q&Jc%`pnrS@3&3!2^xO;44oo51SKk08U3s`uG%_D1+Vq^Pu1l)$Z>BF$tS5 zhm)P{AB7XXiN2Mi@t5xAuk?@q$|m)n?NRbdB5Jf>9w=j3eQRTUayn;62RcWyFO?3R zld+qXxyxUU)+RJY=8jH(PSO4OA2&LKFF};C!`}|(hPF2P4o>EVR>rh;MkW-Hbbt9( zd3{r3S!Zj5FT>OqaO5wiBy3D!TiT@^$&y9 zA3xUL>hfj$`2v+#GvYIS32Of05D>Ly{`&F!6zo@6UY*$m)AZ#qKK!bkMJJt~`OPv(Q2LfqbauB-so=78QHY4=-fo9~)PwWvNcBLmnYHra@B zHS1nx(;O%?WgTqV`+kTpc;Yyv$o+F$stZUg6`sE z-pTgGSd6W+4~VC8qL==;WT0cC4F5sA}&BX5Uv-JUY9*RPpyCuqP|k&rCj7N9y=wZG7Q$zrj{Vm zK%d~55P1+$xM6@zjnPuYZpBMBf+WlYP#?X*0HUvQmVcC})i3VM-gp0`#!M8tEFp$q z_{!IJcU6mGPTX)0Rm3|h_UJP0N#Q~l&~v#T&U0$j_MbcNUz_gl-S@xms(_@XN^e0iIgng0t8HhcCpyl9T!e{vN z`M4dHHw^MpF=FkXukkVmU4(}N1=S^I6!q3Ll>gcxY4PnILf07)kuB}`XEX! zZVz|79pR9;=!AP;F=BxtBpa#6Vg*T(kdfFqf@xw-6*`0nutXfxMBz3hF|oKbiz-fv zwO1Kc2`Q{sv`mjEzmOA2FgW;kkZ^5nKq)o58GQLS2N=>eKNXgYlfkwOX`^YP^3?(O zB6kJ`pkxac2F0(H>eM@l0=f=v26`mZ2I!f@`zG=^0jZp`g(FeYj1(f6b>pO8WB5R6 zG#PNX*iS%bO z5GQfHhT(w1eeNU>!}y)Zy+6z(QLv+`Ak(AR%Y^4T(#9xa(cxGO$e|+;cxy2>7pS)k z8Ji#>&ukJ~xa|_bP&d!R;P;?ZapHE*dc7I*& zPB$2p%4>MQZ*BkC)`so*V`=TW8KTHR+`@U*>B* zU(5XJ@8`FIpYW9YO*GWhakX|FKzjxo+D|IknW8f2bbgU6g8I46o7kILzs_@3D9*Pi zNo3UL^UN2R%`;eNGOFF;!_urbW}Pj-PCXE_lyU}BTBr+8Ocs@)?VzRGVU|+ zQs3`$O*ZKYj-I_3tkHOQuIir+@5|lo^$Sivbs>&NF83MNk$Vm9 ztz>q_pEG|7obb4_d^kVabYxAozbT1(kHm#~Jihl^w+u3lsJTXxeH3cqNbtoSt&U1K zZgpUG+m`Sn3K2{5&OgXv2N`i#MTPeoIM@ygyilpg5QJOzJyl^QWXsfdvIh|il1|Ju5$F*w1P*|=x$N-6P#EEKF}5%c zTrbD%RjyNGlW2x^_6l485Ui+{5}*XN(x}qQy*3pFAatj9v8-y$`BO`k7hOI{ zZhtW{E;MM(4Z)Y5ozS^z2W(AXQe3HjJHapOt;cko4f<&QLWkH6GecA4U2`q0Mi4UkU42QTM8NDMRK+mi{v!@?U<{ViM&3Rs4%N$aqZ+}-O% z%9;6ixu=qxZe^MaibU3RIB`rYe!>CUo=%h-3YpGe_;d!UjPgZX1dc+T5T%RwAS^{r zgz&SrTQVgs#n(plw=HxZLBbhcBKv8WFyX8&tk7F3U{iT+i)K}u^jUxuhS5AuB2XIB zXbwLSG`-O`eZbr@y-|D7mN3y}R`7Z2fp03-{yp}Avq%e0yQo|w-y*(rjkLTuyxiJp zqteg>hwj{2aOpg#av4Is2C3dc_#b5*GNVq}5dr&vJ>bDv%K&U-I&vNPjy$*LsU`t- zLk}i%w4>3`Q#sqU7H}y%A0Nmov`aS*F%HP(*sxy3+qcB|?Zp12{%7HsKu5V{yJNoC zl7_2n^}|UrkxpInU*>)+C6_e~60a|Zjsque?`})I-==>1{p?AmEn+NQaMnHZc|E!) z&J5%6MmrDfg8RT;X-nDJv=qr@>6Hkld5I5y>nj);=i}~R#0~6DTJ@a|uNv{$mN}Yt z30`2LX(+xdCVw{fa^9@|c(nClA~53Bx=NO$c1FfCaJV^NFM>eJlJ#Np@&6I9#H4Xz{Y>ZF3SiMKjzM_-+-^vdMcu z+sdW4mc(WAO1X@4S9!cGe)?I^kIR|TpVRrt+Wl%C%a<{a%lWlq%6f*(=j=9`vR^*q zabG^8S;LRh{qw+*`Cm>HU}E|A?O%VhIKHahv}Tl%2iP7h{Nk7*&K`O!N_?#SzEoeF zVpVg%`u+qW9^bAr8eu?UUVuTDss;ee3jl21Ya(5nD>tAAj14%LS1yo0S?beS)IhfWvhE|PK@7v z0idGU8BlK+#AomUrceu_$m&DqeFd$(-w6&A{10y}$-sCO^2pNCUjkOU;J&p+eI;df zBssizfcVD)75(Ai+j|^03es^UFva+D8Aa@W+5`CM2wV~Fer5iNVKdW@RR-iqu0%+U zq~rPaKupje!Z-xd(N4v6$(MAE3qja=IU?`jt)b1*SA_HOG9|v?+gz@1L)n#H0_g+> zCQi?Z-cypEysqa)GUQv!g7dP0;&=^>VR+NAP*v|rKiLHCp~s zIl?Q-&L`;YBk#5C8<`8DXOpS4+_8{1bQDDi=GHm$Elg6pmUn}nhbP@6T zGjM-BA2?p-ZdUxgKkIz2m)jMF42uvPLK#$G8x|Be_*wzYVb@ZjW^}4n>%H5^S{lY} zOIYfwS5o}+48MdwdOUSLuJ(-25>S+g)LeRKscH_QW~9-(pg`?z!&^$Glg9I`Hk@?YzZmGz0{x%7^m0vt{*lZm4;OSOh zS{6=Nyq`q}r|{sbq04*_e>ux#=Ciax=#$@!x|yv`jM)xGP!JC!x(TypMgL~v@#yDh z25zH1npD-K{P5P}Y#;Am;}=W@W3-9I)mrR=gqKsz&BRJfV3%eBNJr5+9HZ#)5TBuQ zYoxKhac4A9;8Jns1*|OdTjXAdQP+Cn$*8MF<3Jq=PR_<`-L>BUEPk5m+hjB_GVN zN|@4uKA&8$_*%T4Y4Cu#rrc*1ohipesA)%!W{Vw0cW9fNWaujFM)aT;w4B6|051kK z9(J6JgDz`)LSI~iS?6s*&ahHjn>urQ5>Y*2t6T!VW*ur0K_wQ-CSF4EX6{rDW%68N zTS6gJtbv;kc=36lTz#R_&BhgRY95?LWIBT}^Co7%u!C3+3$8@zcd?kTXIr9Ju4(Vc zGE1iisq8%`>L?M;oYDRM5g7$u;%uBT6oDxnlROdL0PcV{fpNIFsdCtU&#cv_URX#w zmXrOD@-o$@udWI7@qBu4IIep7{<=bBbKY`){*1Zaiyce#yI1MqPJ8cnQ)hb9qy-E3 z;;@_NMEH#WdEpRLL<=7DAi*H_g1a6#<7*eZcnv(zI$Uq$t8wB@;iiWhq0?G8BymXJ zPYc1o67$^i`3t46qi!&WH>7`cXZ~j|Bg5CLJmY_?m}A6eWnp6b``g)9%Ioh%d^VPU zA5k0a1frDWJI}f)8R*v&;6%GAE-smhPe^@HPhA%|Ue7!i?F2qYJ|_-Nxw#2W9-ZXp zH+R_nQgi(2waszu`IzN-o&M9rhv~k(Ix}&yM@=3hsy4WkXop+?fgq2XUs-igO&J&* z0BA7CkN-QOtSl1x7{;BeU(h^sfKwpBPW>m~cM(B;@~CTE@L+*6!W{r>S5v<*bbet4 z6=6wKaNsZ?e@0(G1ab8q9(YVp&=W|&Mg+SsEQk`yzC|dAK+ZgRu=fYZow|LHu#pjQ zh&Nd<@^=0>dMkHUBKYA#g5q;KPR+MD9CS@}!E&+S<_2Q23ES8F2p~ z$~#B^Zas1^KZF680AZmXKV6}3zxZk6x=oM>cY)K`dp178(1|X- zG!*DUe+u5Ot1Sk842c8)ptrZ%58spxm=rGvv^Ptj8NKIvO8~&xSO@@|X)pI%+bV&6 zH8~prTiSgML9lOf?}a)Htcpl$EB_8TTY~QUW*`B9OWL3(#HVw&tX&Y;#CuiTlILaLt`Q3PQ zdf)Ug$}VK>Ff`C@;HnV4FEOtTJ~ObNV4KjJ*9X&$ZKSX;FhI!a4}fNPa%kB*Ip-)W zgU`_D9{`9)5VgPt=;S~EA209kCcy+4=zy+|FJK?9DZvjcN>R+p&z~93*QF7VeMmb* zgs||)$pApYehLZz6cdr#-RJ0jdcKdhcx4)Pp1?b*Rl4s6s1K^sCw%5T_a)+PfSMO-HGqrnhLJ2E*~&E&q%kQ0Q|J{rZs#7 z=r3&r^a?W~dcc66wkO|4@PL+r{q(PBKXDcX{pl0rLxi$Fw@4;raE>4Vv3lfPV14b5 z;JQ!gIyw4x;J*c7T`ZG<;*$dbf2cweF>;Yjm=3@QP4EfgvqkO6ciY~k!t|P*ZPS$Y zUc&F_?ja?|0sF;?$Du(S9WkT;hk&Ce2N2|Rm%+fJ1`x@oAp@9b@%ixpN!*>Mi1^I` z=pXBL@kv9w2E~8sO9BRM`euG|E>7Wu4>UexQl+JQ)cc;}0o?|z#83DLuZ#w>tAsM= zs8BGugIB|h?_U??W<)~5qVbXnI+sOj(ve}BcK&wi7WQsd6n?KWjLaEJoWBS@#pBhr zP_yhDhy_t!WcyLse2eFcYbZzhoV8){DZb^G{DiL@EYb|V8f@HyEi)_Wg$8}ectrek zSbdcyakrE2UPW7kvsSviq4Dq%47+KK(U6Tow7|8llgJX@uerfNMQh(%!4OM0|BG?u zdYmmcp4dZ4f%@Us)6{nt#ugDUi-N$VM~*)EBnyYmmg{gNm5j;5?T!fwL0eP#=M@Wi zD(k>@N#N3DF9L1=-Ug9|EvQwoY*%-o#hhzYTtU?NSIb*O{(V6;{jJ6#x8@L-a44^= zG9`=Fwbyqn*dJ$b-&k2Y7=bZMV;xM!^LugUYL>Z;SQ=AC?oNa{j3)=(YhO>#OmFjd zZIhqwFn-w`GW)}hEr#_}y=9`%6Tl-~ON9PX)t0Bb-wXMDDNE9u8d>A>wsLoDT|jgP z`lBX6%o0+U$;U;>R;OC^iM_ZX;k~TDL?(Wtg?2fyg;xn%H`SPIS}4=-h=*(z-J#|4 z?Po`99fX_h$*(D=3nBRLt7dhI5BAb7uMSj$#$h-zhg1D}XFQkn63^%@Cu?0Xc-x1o zcmYCQze<8);XuI)v;t;k9YpjFe>s6kvYfY4p_TWvGTQQ1O47={21Mx%sr~R2$Hpu{ zkDxh5Ixb&hw^}XKp>}p83?#^g%f)RJx3Z5gGJD;FZF%_JKz4)LeVm{_PmGAZKH+VH zk}$Z!R-SXEZLL=R`0Hw%r6G{pU%=tKox*^(r=VXHGG6WeJFdRSf}pA`?P{h6)(F6QxIl@ zCA-CibL!p2^!E$j`$bo~&N+Wc*q7DGX#&EzR7bPEohM<4rAPu8di%o>E(Lv5h|m~I zmWer2v02PHu#e?*OfVR{we3hM&g#exPfgk`18OT%|A^5nq)~UkDZV-s07Nd_@D@~= zD{n~*&0Gjg`G+$k=;JH~I=4Jk8p#v=->WBUQp&nC11f0NIM${RK3CymblXJjNTS3~ z`N75U?3GFx9l3($#BKE6ZK^Qx4o$4sS2Dde3YLcvj4emH=XNg+d<^siRmO?k^m8=F zj(cx`IScXbRg#;5Zfjsi*HK&6s4OP;qZsi&_yvB~fQ6Da|#tVab863DHEtv?x(9Z+WpMKc@~cl7gL zLDJu=OSA1fTZ2w7^t3CvSL3!p&oegVQk4*Pf%f(-h$?x^Z48c@uc#TbE$!cMDb5{t z2dkAxz~^SNhFYIz)6Z3so0-OAD8)fW;POWf2C|_aZJGow(RJnq`;Z)Labb)>U3aDWk~9eVQdZdsN3l$ z!qc=sDqRD&8flZ{OqzyGK9V8JZGYt56yA}5pGkS>^0hQ#%Vx=P9ka#D(@JKix99ON_?44!_NPg(xYSmNmr`Rt%z4H_c zkNQF2h&7k`*LEb%y6n}$oq`;N5|>L*nPu(p-wGBxwTd8qM4&z9kQNkAlTVjzXm5fH z0h#t{GUdqhP6dP^oX+VR%XMjm-&n_V|b zbsZsFC?cq1WTby*VrE=>+O3Yh7M?4#%eznrr|a8ov&z8lM6EsxKewfet=1-jUXRtx zo|;b)j*I@K(T=X!Bep?o$p!OzXq1H>Q`dr-D!LK_l{nxKKnlvMu6~^W2@7xixR`4q zt%!9Rp9+fIdKH9rFOkppZPFBOW5$gr5a|+*uV>bZ1Cy>F2~;ORYfF`O_L#1P!U#3# z=f!3LAxY@sJv-)Z>McYRHpvWC?UF%35_)Jo1P3OS4Qg8*dq>C*i4yj?q}&7m*hjqI zXPqcl146C{&+l*i(`|@pmfOwc1|pW_yn!K6klm8Rx%o2_85U~IWuzD-W#>~pzHFUf8MO1sja*ftl&u}!(N<#av0^y?in6=Dx7LSQDUg7HeG8Pj5d)svKPt7 z5}X;>xX~$ZzS$Mx=Kl~`hvr&EzRLVF>({t8Sa$b4`KipAz;^>cj+8sYYuY}5Y-Z`m zoofxYG8D`5A%pm=cPUaZ)#dfj1uO4a?8i*#*;JOne7T(9Hr-zyPOdpBtc=U8`%Fz3 zA_#Xf69VM>B-UoJ`M*b|2t9rYYSo4*l}mMAjL!=4Z9I2ZP1Wln&pZQNL8imi9dkJP z;^>X#+_k&}4B|&YXK}-f*MF_MBq5XR)@Rc2WH^>IX3CqKzH&`+P#AtY6b1_E`R)eduUiHJ>4w#C$6=_5vo&wytdAkAf!c4)cx8fl*VZQH2SL?LB9kC?FIlDyy7S8?l)*4T$ zUYTuwziJ7iOdkx*6&6;0c*Z!$U}e>iLTXOpn_Ma3Zc)i^fVpKlZ6e8k9?^DUaloiX zt8OLIb8A(17T(j}D6ER#4Dzed=#b1W330Gzr2sUa+e2tUn}9 zx9hF*a5|N;y2Eh1%+k39IRNl|J!FVMx-FOc?4n^k22%g|pt@L5!eoVelZbIwqJI%v z^IWvmy79OG&mv4bnK)7}qKvtYXTGkgk%twilG_b@D_k3jy2fp>T>)1yix`FomCl;; z%wUbFy0W!vS2+G^LrP0gbQ-R_0u3Z@J#k&nqrJh$n-33L}|6|v|jk%Q7HVnm_0!SD5ALMv4T zCm75INod+E4?=VAn$yW1YVj_l2Hp}cb-i1hjxtko)6?-?WC8Wb{8ae%c`4mt|BOV; zFg?b2{oQaE&gJLNd|}LV83Idqf_C-A0eLqdBh`h~t+c&N?GJPbtP9t~r8QihvC8)9vlUpU{J zbE>~g#3?va(<4=c&BNxj!a2;7-H${xnp32-KKjQkw$-@S%HR*!+WfBKGlwpBnQ5LX zPWibC(6~}l-Qy?{yHz5SJDF%eJE19t!%o{v-Y7fD0 zZE3{y>n1-L1Qu$)Oc|QTbJZ^LQJ#Zti*H=jN}tZ1T|kuMCh(fjg!>*g{uN6wKl_2E zjrqu9`Ir9FjVKQa*^da7)AKfPkj^g8!Gh<0#u;hgALe6D9Lx(K3n*b`1;nL#2E_!O zD#1*=nwzCT3Ib=GuPb9&)kE3+>nz_NL9KcEYCa~ z6JzIGe~?H3SCk#!H<^;{ZuZrdNZyL?_S_5%?qw^luZ5lU{%qe=MGz@A1U}loxh!S} zL@eS>yind0{{JXD#~4wfZcVps+qP}nwr$&e+O}<-wr$%wZQH&*`I4EN%uOcqXD2I_ zRO(Mv_OA7==OKqCV*RnRfUy{thv-O&&Xr#h2Wi?)&9QMxJc&Lcz|8< z2%)f;sJqw{I+dw2f0K9DMkb>Zk|X){-M4d1}O-GtUpG@tZ@u$u2?a^6z~; z`Ek2!(QZon<#|7e9Y3L?Ac>zI#<-J6*~&;RDD9`o3+d_7I;jCP+4S(V?6yW?A(byh z1fLS}6~{zN?ab;qkRPC_HQ9u`7`HiiZE~;to;uwU zhF^a|_)>gRqf$XGXN3RtSEcZgZA*;|YSoY+)P3=_qHAv9?XY)FB4KcpOyN0m3iV9u z!AOa4=_;IN&z*Lh=SW)L#@j$cTV6)WjKSc|>?0X1DQn1)mZ+n8S(ym<6w7dH0kh(R z+f^jbb)y(gJWgftZ6bXG<}@I>_>ocn)Lo!G=Dgn$J)K8UXq;{^mUwpgC{zNf;zxpP z^8I{!PC;<@#ibmVDXv{Gb?V99lroJL=plk z1Ff=IG)Y~Atoe5fR__-fE~qv4$8)&_-UU4;?fslet;D&mDPY=*4KI|$f>ye5*v)}a zEUgEdM{6y83QxcjPbwEsc0+3f1?jVT(F4VxDssNda|qIe7ps8`SZ#!_;JnOUg3k-7 z%kYh=LIvgc3AL3w4)Id?F05V= z^}C)i^p#b1pxcmGi;bJkpB>rjQMTwh5=6;kKiBkhe($*W*d7LGdGCRWp+X|rdFG!W zg`gpFd}tT)95)@&$BdpC%Rhz1$yJs*S*N(1?cxdgsA^agNa13R=Xfj-n>|n#hhFsZ z2kKY>!tc5kxrrZom4w^I1n-A;S`T#e@lIqFT2XHEo=1z=jF(5T={Ts*sF^RhS<193 zGWNu_9~k&paJ~Il8Lb{{ji4J94 zOpR)#twhP&Y?KZK6RnQYmrD41Z0P(omWN6IXFgTtyp2A`NP=4g$Ej%Sj9>f+H(5sX z4_r#~(9C|$b(@`vueNH|^{&Sl>Y8P@1dMSLLVE{NVvP~eqx|fa!IVY&C8MOLY?v7z z^<%N-U7J2pWxmOomCOM8M0h`_BG$3q;yPF8o0mc*1&ht(Ec#o+r<;J>{abgaeP~nm zdr0W-+V{mWvto0|+1gGJ7tVu>$ktOoX6oCvnuxWhMiH3a4Prn1@aGK@$9F#x`O)Q$ zqsvBK5zJfkob?k$%fjL3%p9y5!&eJ~E{%Nh^OYHZxDH z;}Z4K*p+wkC3K0miizuqcef#XGNt6^Iqi4B@=VR0aZEMvxVr0m)rk-kr#Lob)qJ+` zuQBJKeJxQKX_3B3#~bWl+7?bjGW3#23te^HW+voD78#Ly&mVN}__+6^38r4DD?jcW zke-LZUCfsXE-IyOVRgRk1<6&D_Xz#f^srIx3nvYzJmE1*cfSVQ8^Jr`p4^rbtl2vH zKyaxQj%vqWIN-kZhN#$Kb^!j-rDvZ{JLOQuST)n*r?*p^Q@E~`_!Rsttns{hGyNXz z_%v(~X5B$RsT2+s7lYvb7dY^&b0o%z5`T}RCJj~7q__M!nUSn82lmn1N(oZ0&8@01 zj(mx-Ad30`%6*ktKox$0wZdsXuPNWNA~!;z+P}9$%tZB+=5_zM%Ey0U zfb!y3Z1cqOjH3OnxXs^ot7o!*XR4Og5=C!WDL7|Y z==(K zT0DuZ(#QguaGTuSShZ>1=gIUg1#>KqcRb((o3@or-r_P>5|sYP6XlU1t7-6E(@VJ8 zAir_0M1v`OGn%S-kK(Qhde&yM1xvM7on)U9n?_ah^J+Kv!66`;9!2C-xM^*X+syE8 z-tAt-?dR4-#)ICQU~jj~sWZqDNrONWj+D4mIt?f0*GYh;Zugnzhvl=|;PRG$dfiHU zaF{0M{6td~p_|!gty7pNrEGXTF}C%Ykc|ZxId^@60v^z2#@3Tl5OF6SjF?cq>cikA z{9a*Io0K@Vdu!1PH57}ImsDoz&yT)q(yFidS}p3I&+~=aVe4{F!45>DZHvVYgpaO+ z4(<7uVJ|bU4kY;efT9(8i_clFD1$7*^;)BXD_17EmbVLOs*(mX`S7(Rq1vowq59O- z6FsRdb`a2GvLGe9VCLJEhPl}%xfYaDgd=8|5Ga1v)G=+qPOew^9Pw2)w|$(S$WS$A zBg7oEPYhK@?#&p=@bS{F-{T$3Y7e z?yx_NSp|sI`tiDPIGmvuZ!_-0gu9pKAqM=RFw3r~6kY7NWmjH;@N59TuV=AVZH#&D zrv4H1IC**pXi(kHmf(k-yGy~IcNSA{yy*UF#g2&2D*5}%+h(@dqM(!aDooFXOOMn8 zgsn9ri)2_z6B&&^6+w4LxdLG|l4xdYvP$YsXIVM26X|f?$k2-v72Hc_K)KMirx#(@ zs*l4YM^Ob8k%5lC4E0B4S5m07|Hd!Mw;r?QbS+AGkqYonHw(~4YP?r@ZLy3y-xUP= zXzQY9Z}_k5@cS#*P;z4&md1TYvxo7{Kips6=&6RKOU+YHRP&#=D~^-i+4YZVRv4CZEgU5^1?ay#OOPY| z(~u~DW91f>j=+Ed1oY$xW5MHn`LKbU0YAp0CUc;j9fH4STYr(Uwje=36fYtzr)_e#Ah<|`Up+CqFuBd=xK|BO%0H|^SNK25Hf5r)bU7y`T*VYF9 zeSDr!2dpQ8_Wgz`$G+9M1SSwKq3S_60aXMTwEq(Oh)c%<3qV^z0uFZlSVNjIYGX`k zhD1#+E+!!#o{m7eHYXSuf_n%Vv;fHd#a>$mwgG)rWfDL=g!nFFk&^)nXrUdtvJXRB z!a9a@0tNmD1|CkjHV&J+e{BNl2HNKiZb3-}yp-K9=MPT(gWCu9dg1`EmA&;t_agsX z7fK-KPZ~@^TM#=#KyDwN1lxzT4**s^PVGFU2T#d8*4zGj(tq;+kl|{m-KV1 zyZyUe$D6#oEa}F73~S%S^s5Sn+TENEmpnX*TSM_V52Fq8p>-Mz2KW{@P=Jtt9^euP zz*}>}>1#t^a})D3E$Jf-Q!lu;j(G{w0G1y3622a6@W=4IBao*LAiauvZTCff)E}9Q zoxKmr2ohK$z?MKRy;nUftAE9x`SV+sP!E8ZpzEs*uutFr$B#MCJsovvy#K@fRbPFo zr0z~fT`Tk|FY(7!N?N!Zpa%zN3jhw!k3c{}1A}0U9_IGv#&k(A-rwXiq4LxO78K&A z2F*|ANAdDb9-85Y8J{NLM^73R%3g;d;LSY`8~80S^%nm6=fv)Z`sk-_+`s1D|LWmK zmE`97-)&mn+fBev9R4AMS*0FFRa!rKJBJ7@sl> z>>kSBM?iyRC%vu7&J7`2Us%j|et-aD%czGjkRdNf@cjIJY1n*mY6f+^8yJ1VXCR^d z$^f_bpMWb0>QnmeRDJOO65mbVvp@iJ7J4NS`bZz>A%OsO?t3H9`$}H3{&`OHLgtp; z(?j+@EcqkD2S`7#-vPEY`6Khl->^dhx50dq8n(edW`zLgp!GuHS-#PKaf#AZ@yBEL zfqnz;0agD9c;K@66X?WW;Y0A_j^RU~8~%U~sB(M;I$*~3BJzdk$o*agdxQ^}bolmN za6r8UAG@mKd&LDtKX?Zp7;gKD@^PTGgCl6=Uve6>2Ydz}Al~{BXycjP9RprH_(K0y z=hy7$>=?*f?lr^PvH98S-Em-8gSLs_WQT1=fo=Z4*znP%72O-JXN~S?SiwTIpF8c@%O7H87h*G#TFUByM!r1!Qft?}ZCt*}D!AqALsW2y5Koc; zj7piX+ZK;z%P-Im_GM%ki5hfgm2zEGTf+Q`z<`bDOtgz7{MhR@L`i!#wXEQ8Y$XqU z@&1mgr3#F60AdotC(XRB`ol5SrRAOU9FMlDpa!z7bHhV3Y=*4h}3r2IRN6$jFpWajbYiWa{3ha_~(GIe%znK0rJPVQJ+i7JIC9`ssiHo&3XFTkGi^{HEnKoOG5GzZug zUcuwU_Wh7UuViKz5+Bo(KrNGP6m_4Gw;3?H7&k&7ayf~7-jV!FML_ZbmlHSH!7m&sa%3IgK! z24S6cG>##kP(+ijCrihd0=~7U!(f$4(x6<}%BmOrn%^IqmE=OhtKf;Uo}qH49U_Y- z4IE?m&wplhR0*4{W#m#I{vP<0-AFGo)uwjIeR zzyIAh($N9om4=*~w$Dc0f|8ohF8$=NWg2>e^h1#QVgU&`drc3ZBUmv$dOxX2gYTy`D$_%r>^!72fg6Q7p1QDvYxi(1srE*!88=>Z>bZ_u3N z8xHhh12Xw)nZ-47bi~mq?Sn2|JB!fQ0tLEH6w4BANaXBqij+_}x~w^iHm5i0AOzLQ zPOY&$Q%xlx9>=yC0dWAwmP^9Jhk~Th<0S9aOce)ZHAEo@-=-&E%X7pmGjR>x1d2fA z!@|vrx%y=L0J5CRQ4Gq>1Hw4$D5%Cg1!PAAnQ7556~~GH<-g8d%l**u9k~WU=$nBh zC8XSPFLmFynKZ#lbCNksLD2xP3IRTjb?>WE2hrPjlxMPn_%T-kIW2dL&x!dh)xuk$ za3OVTid&g6_1}*~IDg_b;HU!KpR?s=afRFq3e!(PyzXB{Yej-PPj6Q0JM;F}PJoXn zvAEiF(Q;0F6DqZFrT9fyPU3q##ptdP@xe9)j4A96f9)5QYB#sU?!%pQ|GdrP@8EO2=j7I&$lWo8F%|Do3+mJ6z@_K(ZT1Fi2qK(#K8CXKHXJph}3L6 zr*qXXG}B9555!Tesu!icZ2Nk#M#kuEn}*uc-)yhPQChPU(wP>PuFgBZzp5D&m=h^3 zu#hq5EkdwxgX5k1ZHNk2+>g|HMz}i+<4YuJ5ZNCd%Q_*sd)(e}lk}R~(8nRe8!&5d z?*>eCe%oqvAK!Gz*N@}2FT`qYf#@E*Gi-N>`l?|f`wh4JNBfe&X-B=oKfhzZwd`&^0HHYJ_CY&*MX9o2&Fd$vR$gAtl~^Wqwt&@*lVQLZ*wjI zmZ>)(_nxOD#I?u&h=tc#fY$U)1p@A^k?I7kQoxU>=QpoMqNzLJ5?39)rr%u=ck{s0 zjw$?1XR}fb`2M!-6aI20<*Hbze~$en^vJ2oN#Zi-vAi6QM)>t5?w#ic28VwgUQtxi zsztY+Td}s53J+PC1`egZ5*lD1c5lg)alxrC>JD@#0`5+uc6aX8*Nao%%ldxYyi ze5WO2k0-Fc*)Jl1c{Ri^Zn~FZhg6@UjMG(K#h{R1pZSw*wkW0z(Tf@eTquHf^bmQf z;eS5AA}Xm>#F0Ve9=@)wgsu~`$N;it|+P7_=v6& zpNi~2*s$JoNjR&HfKz4@Ty|bt*igPa&ByO&Nw5dO~|t`)xtwu zvCK2>H)#}VBK4mcpHGj#akhze9wUs|)=tW(uqpic6U6MxJJXzNYbPZg zU@JjtFoi+lFW)<|EX$HYB#B3y%LXBPR?UbuCBnnNx7-Bxb9SoiW~aC3qkLVQqu{VD z#xHsCSbm*lS0rL7Wjzp0I_n)Gp`++UN!+CAEVq@r#Kc{Q(WO!(4uYHeL# z_Eh>;+O+pH@tm-SD4dTzsyXHsn649ALLtvJL&j zFxPpRXK{N|XWC~X4JQfVD$wDa+g!K^b0LX|zD_ZRnElRdgp86u4vSzF0}3-Xf@uiz zs3dX1t?mfng=j;QBXciB_rL7D%M55rg*r0yQHAP-yg3&@c-))2oGZgzUUdu@+&};< z0XN-*G&*fLDj}R+*HtUsCh!CZFIxRULBDVW5xm1PHg2Py4xv`7Av2>uuI3|lvU$HQ zT)dC1LZ3XWbM?H6^q!$Ky`~4+Y=PuWih>1Mwe{j~vb$XO#v11wr#+J`32*3f)uG7G zY*Uk?d}DR@Yg4C%w z#-_}CLncN+9lLA9y^YX?F=4ZhB+ofLc&gN-&KqoW>;(n&TlHDpiT7+{vL*JZ96VtZ z1(G%CDRWYOxVBAKd95AVXzG~;avgxzp02llQ^BZ z;iOq45cbA-CL>a(*54vVAGRGu2T#fr2&qH00`^m(o6WvUTnC;W|OYuhA zBI*qs(H0`cl321UeQzgTcpD!Xv&6ZAXs_`(`!>svgdinf}Qiv?MjJS4p_{?KW9iaKxuwA5C4?i6tG z2Ua>W$ETcBeB(Gm;zRTFfUlAF(Dcl8&7RKO!ALTXj{Kk`xwO)Y@mRCFTOesx`mwpI z4nKuwgkBDRyJ__@>yjI8W@ITZRg@JH^Mx@R)nNPAVR$+c>B?l)Sc4>uP_^4FLpM0P zrrae1*7j@s6V_3k#%W6(Og$+1damL;2Sm{2zK z#w7d<4Oe0hF$4FMp*1s$Xk=_8uAAHI?D7tcEzSYS z?w95R6QOdVxFD$Z*-V4!&-kfrCjKOWOW5$fy`lA702^5=vxc- z!Z!winaUj)Bb+dpD{J|{cz}}5;|tOJ2ySE;p*}3vgj7yZFptI`U&Pk$;RNkotw`FF zH#6^_SRY}6s*8^}wds#~E`II5!*XcdqKcV()@@Buw)(c1_m!_e*T3{@YJFl7%+#2q z4&BPV|FflaTVh68RAK%);j=X1ql{sXAQ`fy1R58BUoiUC$pblkH-ydKQ=xQ9E&X}1 zNnVhd6*U!&4Ujrl2%Gp}Mj2_I^&is&BRw4VOk`UG)>A zIave?Tt!g`#126|)V%>Do{i`>14%+*+Gv|?0K7tOIEv7#Yne+IY#4I$ZLy->O$r3I zq*NYwf528!gn>WdX03!FeUoi+MGcydOP^tA;bhS$wL@1^Hvoj@co>k2&@GaggWOKUQWeNb zgJ-0c`xl|MnzQ~7O%u{z9cuZxJkl`Alu=il6ud6=(02bA?EroAE$mLz4Fq^E(yGQU zkhepg`0k9yPq_Lozo$mJV(y_8V$^2}#@pd*a2g_R?*M-O^Fp`i&;zKRq8)e98z zdUdhKJ<98AJ0mzDh=YcAJA{TaQkqSKh9`c^;PK9iAHpn&@k;@Tc)wU<>f zaTm7!zCz3u;S^n=n*Qd`azxc2(2nE{PLN3d5#>D#Tn|*WE~2R$Jl!qVPfAShi_%&v z7_3eG_L|aFJkF}-=Y4_v#%*Pi1LG`JVaS!7tOD@5@>J@FH-VvQ4r6LwU#+q~s-=^* zf@ajXaBrjQTSc-K#;%e;(uGJxBQ(GjEt)91w*V<*R}ZR4z&1s9?_-uVN`ZL~rS)%R z$KFie;5aUNNR?9uXdyGIu|RM5EeSB+Z}cPC<2mD2c!`8NK% zVLtQ~^PYe-#nsc7 zkbMf#`JPoWDjq+xKjIl;xEj^{B3r~4v@Q0nrs)U=kHj0R1dR4_*TwI#~L92+a_UiN?g48jU;Hp@oS z>X^3FuC9!9dtg43(&6UVaY_^eN#^l&6~3<59V$egs@>Cx8I zaMZ`FD4c@#urw~2>j2h0_(0mmFi&vlAKQA#9j$KY#qd_#+WW6_s`zahKfC-COJ3|0 zOWjr&jvijl#GK_55yuV$5d@r4@7NW0`vUK-SFw6Qb5Ut<=iYa9mjPb0f7zuICDUm5 ztbmT2eX5kGa~i6U^@8`8suE^9p!em^3Xrg<%LN3G`ALT9Md=TssiH|YaxRL2y0tM( zXcBVEQJ))Kw?Q*A`c4X857d194pgKJY?_Nm%+4 ztJrJW$iW;Pc;W#CBNzLe9f^OL@4kgHocA11F2Kz<6}PTr9!a%fxZRp?!tZU)+;unm zcI3QP)2)|~)(gko*+H%gg8~wWIdh50naB%w_tPlcRjW-$`qNY{;0+2i+E^9#Djo=A zl+JnF!ul4Id7s-5YHM$R9Eduob>N>Aaf@AUzsT%m)p!om$Cc1K9F_U1m<8>u`!VC) zZ=kRq+iArmD4se;YQ^m-cyTDG3$TW&MTwgXAIve7LcJnWlotC;4EQ!7Y-Y0_+L$l!?WUJc_af>u2cALJujN$XA z9Yw#*>9sa)o9Xc8tp>?Djq%O%{o5K|coieI)b(5+vq|pX|2%sCI|}i>9Yc=J2A?g@ z9*c|5*Y~mWZ;<8=X$G0lw56%N^O1Q$n*O5ErcjyS#~}!~i6-Mnh=iVZXO4*H4JOCD zyUxw>K+g`Uq>FcC+X?b0q-$)$)^FAO*6%y>jYyjxbD2O@tYwn>+oXM+m_XL5%k2?R zg8Q36K-VWcisLBr)aa~;`2i-Iht*q53;rggk8Hmq&2enU{)M=wi! z_|n_0DJq&!j(4&-H-edvSjeID^VCCoy-QD8#EYZHy1XLd0qftdUzI52HdH-8XH7?q zlHFSl6G=h~lO66_nBSMXjK;Zr4>}p)=_3latc)SKcq_ljp5?-YtU_AZi|R2`36e=~ z88%qkOt*gj)NpCV>h~=bk3;u>;7|N?S_bAm(X2f{NxP(E;l$#VuA!uH!hWDIr?{4P-MR`E)z#o* z6A*22+wHAh482~3pKE^!|9^Ow2b4}9!BD|?4R0yjo+98PIlW<8t3407I^69Q%QX!o z*wk8u+s?$^$i1bOeX0n(j?F{6zCfx=?1l@pkbeXd6D^5~=;)<2(o&jR}eeTV9eI z$y^_~1N*Qi1I`Gi?rIv7ZKJTG@3=0Osh2s}w*MYB9HJ#T(~%i-lL{76>yZYB5mzF@ z(d+2GE7CG{S?mk@M)GFI1?Gi0bFAs;PZ3VY;(9Ay>DQvuV9UVr^lx$&sPyZ zZ(@hG2IYSNX)$ZtZN%z;k%?a8j2_l{>!bB*Ft)$}@38H#d%|0_mg08OI@X&a{E#1a z(!SW1zBu|_-_%6p9!cLnP8=u0$pkmOdKWLrjEP z7k7V(Iw-p6quZ^CNG5;c8pSof$?n38{Cm{R#Au;hKP2z1N~4|{dS07}JUyR*U0_jW z8W(yC29|r}&WB7QIzBA$&Gu~>GbsO6dXVL+Nr4H=Nh)mk_*d=_nJd0fU_%7Y;~v88 zdh$~^S5Yom->LLfyYY>x`ds-tkLY)r?zCC{J)y()2k{$K7_83n~C@2 z31cIT_8R|10&LexoTE|yr(%O0s?bqz6^w~4KXE=YGIZ7MO`=DaQeAbGjprxgVBHco zn`U|W8(Ap^2DB>5$QT%JMt6kS!Vn} zKMo+-x9&}m@cE)AN{x4N7)d=Ax`0D_KA;azr{%ppA&=&LB%_Y&JKyRZ$Ev8*GB&bN zic^)9@^#r9lGCQMiXdfuguKfpL+LI>yG9=IFp%`qwoUbgR?+U2E#slqu-}0~aqa}Av<&!fJOyKR8QR15Z~avxwIFBtpqx-XLf}cpU?_)BvNPKR#f(75^ zyH(24Z1mG%l)6eI8LRS*B>(j{7IEQ_dkt5G2-`EK2Vkt7}(1A z{RET&h+DS(W3@gZW_1WeOW{+FYhcggF5m1Qi>|;Jax?jWy<;6_qGw7$8Pg`l`z)@> z?wWzgfAVi;6ZRuIK4X+jAFk6jE9@4s{hSyJvSZMEPX+gc9vx-L~c8YoWB6GrMD4TO$lY=J6pjI`N(=9q?HoqDarGi%Cv@XTdybf zx9u-OQB$Yu<`JncHXfFq5=i+(E!$+aW9!^S4(ESlJ9<6~4mfDORkPORrLUKhp9q_} zv+S7!_;fpi)|qkjXY~U~An_XdrI$@piBGm+V4bD7#<<;qBKf&`uTMqX*4oaL&_fYU zDKJN?Lw`!z+KQwyVhQo1cM@KV%<_oUB>fp6c!^x8>OT{!Im?KqdzZ4RV~p9J{zwOR zQ+-kqg{ep1D7c<|QXeVoNVsT~_8SKt<6rLc2DZ2ws_o!I+oG}_b)MN;q3n(k(Ohxp zqO00v=f-VkczsmMLlMhHR-8qV-}wqIZFo(Ht{hPaTuule=VNM5%VQESCJD|>K5>vD z95WFo`kmR1<-BqTdW{C6Q}0SRvuZLkRACLbOXU~p-AtkqF9u59E+oDWCdkns3?tqv zmwiDC338@J)-OtqT4Maf$)m9rEc_hk%1ch!|kM#aVdVfhQG9lrx(;-Wt@mAt-d z=CXia#PIRR(DI1F#<{2|4oqq%LR*a`P6zyj>eg^pHkMPimYlx88Sat6&2ye-Yfke_ zupo7~MQU}gJ0G#ECuLrx^kNvVtDwALRNP*mNClp$)A%g3OzOWS{kUuXCr0~%f0x;f zh1BU%adFGuT?n3#7zALn}?<@G);qlO$!{i>+5@j+ntkxH1<*F)&0 zO0vhIMP_F7OnYa%2?+a%55+32`H2FdX~owSmThu_@RXI!mA78v30j$wAzY%Aam<<@ z(C|Y2M-fuK-e?erGot2ua3OvTQed2taxYOg3=i%I9D~r1-dnVFN%%&5Le%O6f%eb& zQ$E8Fqb7WNFhBe|V>%$^@ptUo9 z2UtR0P`z{;owlB+I}COh<`Bc_pCpACW_%6!v^RInv!HPR+0E-gCWu&-fGCnC%&j;RHMv8@6y&&6?Y&R$)LKZYL97~ z{A_&^we@leV3#%y;i>GsURyC8UtA=36sBlG-aQccOBM+Wd;|9M1RL9h;p%ER9S!D^ z1I)*Ss^?DJ^I=w#f<$_$HR<9%G?NF@st@4upJt3DK?`#P&Rx)IkhnM8-tJ~QStc|c z-bzUCiCzndc%YM7BXuedw{%^(pc9N$3h5;fEtUD^70&~Y6>1le>dx>aLvGu3cMW;r zvab=6qs*>+7WIX;keP+PENz`yjYJFnK6|?TGC)3YXHPcg$&!_l=8v7*SMZjedQ$Zh zaMI8pc}>UZvn?(BAYIq8Mzehg92Z4r$_`s1KA)u!v>Lu6$Iqh^UUaH_BUnJqO;xOQ zB=!v_Mq|T*%a|h_SLV2)&a3cp5C*v(A#&V0)*?Qu(J;PudP(>;CVY#cWSGCMlDO$s ztngaBzxrxRJSm0`^>I!Au#{{<;tct9U3hDo5!{H41qk^wo=(jV!4C(?%N3{=dc49W;1NJTJN)>T?4C`5ACP$YvldM<=6y=m-a&+ksZzNZ)~mZ8{(H# zicwNJ_PdYQyE}x(k+l%qD!F*(Hyp|A_pDgY`aDV!YeX&=bTSd;7pzwdWbnW)?8y*h zE-EkP<5WgB$o|nN&+1~Wr7o6mSJu}#pBWp@U$FiD-)4H6AD-~%XqrZY+`{wbPnW#n zs_pJP#fx8yh7eWiWvb3)OQ;z>+W^V9@ICBEx!qYuRyC02wHQeq@(FL#l-bs1uwcb# zz;m6E2@+2OM{)UPFa3iZj{0Ni%1$m62}cj_JFMzd7fWr}xgI>y>8c(n#vXboN-}w< z#~+m|O7}khJ}@tEcHekam9l@vA38!)PUZrfc*?a~3U9($8lJ06iS=qqKm@OSuy$yw zp=W@WjBcEzaanxOCMQA8SCGi2jNZvGa}Jy3Ca?L%taYL^Q(MKJ#^ztb&xPDeleDE) z;HIWc8Ve;lrBhp2dQ%WV=kSqRx?GGZOA_T0kj^l{wF38)Bi2j zU?gB-X5;)nc~(Xy4yOMRO2o**$oc;jXgx>!D+?XYBEjt99ws5_?hZcDI=L8IRs+^lnfA@ow1g#`37io zUs>4&pr!_Arl#g*LPf<&ZLa-~-^hdtHoqtd6=UcpEHIsTZVi(NnceNr+IX-a04BON z05*6)Ojce@SY8Th-^|3s3%>AQVt#?GwdDyIf?1e&z~BJ6F%=^NZ+LNPXlZka%pV_+ zxy%K?wbxe3m$0qKbN20aP0+P?zV|I)tX6)R~#*PZ}CK zJG-e7H@PVTacDv=v4E_UMp6OLQxF#y&`dx-Ru~0_7U1t~OlBrjf$4>bGy8U`wXOB( zHAIL22%8$2KmzjcFz7LuQ-}Z(@N%h1K$NS%{N9+OZ#DyvPiAZYZ0610z3;nk)G?^X zw8r`h%C(stj6*}v27q+!bs)ezQZ(v{!@fDCy*?m@r%LR zhl#C#0ek!^zkwYn6Z6kJ-M+uLErj3=;^^z*?uo%MhvWh zndvzU1E7{hV7$M0Sa{&EKl9-&Zp{{8M|J$RG4S8-_qUfMK9laLJ_7By-DCe8`lyh? zki-U(!Cl;+Dr8j9PT;QewsruSOPy)}HZ?mp0C;xnzLVZT3QX-UWv~l-eam=GjJ_B5 z=6J@hGNV<0w1DTlNkQ<}8x1Ifu@xY|rrtE2xRj`6l>4ZwAJ63KieCPvRW*JU;5^mwz8|tS0BGa8LvRKO z@3J@mXlJ`akOm2FvhhAny^x9W-|Tll8Yq6qB%S-cL(t>3k68q7D!*mkxqZ-~@`r4^ z-Ln60b!;DGGWVVKO2Bon3sNzB$Sz1D`$I|>K7(Qd&Dr-O!NKV-d3ovg@x!Hw*2s^* zME~ywBA)WITdfzCfHvbtOhUlfxoY=Q`UAV2!>{1tCcvf_q^0+%cdDN*);}Z+L*p|r z{x!9CG7M&XVQ>ct;(ZW^=!2M_y4dLA_ii*WC{jR=(Z=nfeV9zVRkfcQGPC(PyG z2K=)J5V3a;F7)T@9bD*m?|GC+plka_K*A&L_ra)VcZUUuJb`e3G;K(toDT7JsW2wjXfvIN$)u3@5<@gR}fPDD@a}+g4hYa*5f4IyK`ZFVn`}%%*)+@xeL){IEmeNy=ekS%nX2{ zD02`0;zmDkm>RJV>vHI3dQ69g5#;K{22Xr_j>?q*fd9fB1*@s1CwS3PJ$p)z2)tY#berAlt*|}U@e0@2L9SAZGv}}c;>K;BPUofKjhP)WDEOicf*NR<+; zQ4MZu|87BPwTl$Jm={4896etZNE@h{1y3uV?=x=N-a}KR+^grzf%IGxT;Df}xl@K8 zi^xB_3aYToSqv@w3#A!~TmWZt;j{Ea(pp0{YyrX~vp_rlN_JrBC$xLabI!ltX1n>X zdS-WHzXz?i zG0X_e%EYVN_u~)`O{#|l_-E?6=A*@Ec^p}p-Jg08= zbP=ZRF2;cFd4NXW(aQl#cVTW8TQO6^&-?jgGtzjzE>Co6Szlf`_rs{xqt=yE$APre zx0ABD2S~adjP%GuZT3Q2b4kyX1yy^p3QvY?;k%9afuiJMZZlB0scyE-N_G*{6yfDQ zF>slbw!U16b^UJO6dlH9+qAM#C!U{K`3}GWv#2b6bctod{mt%H*Yt*09cg*Ok^ao& z!l7&z61_h^H;qRHVd_^pN@Q-A+BEF9MZ8r_v$6G0LRTn-LW;SFi_hX;kNW^-Qw1Hp z@cDQ%k#1b)SWon|0Kz(^m zj2jng9iyw41UH3;;(!E>`ajXfIwVSeKEo+oYbz0pfi^2Od&G#aF!fT#5vCY?=_*6; z;OaXMDbmmvSiT}Vf<~Huc8`_a8R}74iTXyAy1GpGHoVCY#qAmfy^x?*&O6|GZd!!Y zOd8ml^sDW7MHstV?V^76t|fUxfsL;LjMU>wC+U&Tng{W3zALq=^EBI)o{Q&L2xZBy zC!<#5abxw-#s#^N)h&`SPpgziLuq9AUFVfgZ5DRJuhexskxzeZ1*hD?{RXFZBRuDL zPyUOsbBqxkY}fVJwr$(CZQHi(Su?Z7wr$%s*4VavS;BVgc=BA8DR^$A5hWF zF<3{28ZtOlm0}^M+1HPM!vM{0<|-tYmoU z>?C;@OTUA&sKv$CAjd|8bcwGIn}jN^zvo9V$n&;b15EIALIWgP+t4x!AglBOD`H?? z!`gV?^@NMIq7Gyr|Yg05GlO+gLLB9Puyr2Rxv|cdA5LY z*ka8UGTs8D+_`MOa%?ETTIg?)fL@XD48o{)G*fRv)yIc~W(CV~D;N$Dh-Mb}^)e$A zyb%3`h7g%ZH&~*5Rgp^E)Y3_6CNa9D#SPGN`q!%-Fx@U5hF(6oUjy(!g~7(=Q@nJ~ z&?SypM2mZKuTgxaGdgV%{|VtmzpG-EhV%AAbl_UKbhEm#hyk|~vUA*WN1Gu9Km?X! zeaej1Dd)TLVpOG!LbzArZIWVMhG4He18Sx4^@!C+K3-oV`u-W4cw-Ag-^Mkj?<;Al zdYAi=Ra{OlKs_Ibv<*YC!vsckC32kkwow^b4hPVgQiO8wKoMJrFJ?^H#@KrLK9^rx zhCW(dB7?JBRcW9t5<*89K{&XP2hD(LYs-d^kT|vX2bH-QKLi_-Ox*Zb+Ot);KjDHo z|IvAOy`r47sH!(eD zHE!K;7_z|e=n%-w(#zZq{g~%JJWsyfzfHXXF;@hl3d;(uFD#?pmOgQW&1SDFW1ZCF zSZg?1WVR*}nV{@QR*V)^ZuSR)!t!K>v4=Gt2Kootq}Sgk;L`cXyx`*)j+vr`7(J~c zxvi`o4r3YfLMa(#(SqLj>Oz`9E)S+6M=#T9I;~+*N>*2Gg%yAob>(rH_~nf{6c`re ztB!maey@UFT%VF{__`>)_B4XqHYES_`Y56l&QQ_(wyXRP-yA)vW#!f~21Sl7n~{WT|bu9U}45YFbFb6r(qT=v&St}#rWZY-)5<@ruCDlboKw5 zmX`Ch`LoJ_KYua&BO4yK=Ye9!GfEcB)a!b-t6;tpKk2FCOxKJS%Eto};lN9Ty0rN5 zC{%_u8KWuAW8nq|;~s{%tbx3vxU1jmQJgLhlI(>ml|w@>GKv*1DIiU>#?c5Ay_T8r zBxSkEZRarZ{Oorin0_txaa7#a$A5?z=2_tLnHqUlOd`+x3GrI#q2T-^4)J(Uf6*s!Of|HqzCCe)Mb8o z1J>%Pctnf*o+d9>xJ|ci>|Ru4 zzA@sGc&5>O?PY`9nW_A7ftrdfWfSRcp}XRjEZ5?IW|?OMmr@4l36alZQ=yYfh}AfY zV-{8ijauFT;NwXpJU!k0fd6O2=Isryuqe7sl#CveBr8AcGznRVRD+oeU)A*s`v7G2 zg?9lqrG~&h(uVWyZ4|^u6-M8JoYDYz=^_!N48a)VDQZ^sHIq?v0X<)>k?m*WA#t#D+nrNfLb`wDk?AOh9&CSTO?^JLrG@A#!XH3re~Xg_)vE1zyOo;EWytow zh@4v<{wZs(S!;mPz90uMG1{MHaZQSk4pFd-QeGe!JR3$bf7{@td7of7n`A zQPys*Rr_mh_l}T}yf6UCa2xou{31S$a-Xjvfacz$wsMznrwtvIiFv?wt?AF+Ys8gy zRZmZi`=b2TW4x9F^AYV{rZOBL#^Ap0!pGno6C+kkd|l?d7tL?D*LZ^9lSn+yx+{`B z5vhxOzH+H&7i6xHICK)|`boUwF+@LM9EFNR#L|&^GK=wyH%u>k)=2a;e%rmnn1?0n zUDjKSspJ(siale%oIy4R$6p(PiZ2H`E}`<9efr>4H^?4%tGOQqg=bG5Fyd=Q6owb$7&lyN?GQxN*`*ELfnu`fO%A=IgUO?dnTQ zfA`|WbQMo2vJ({IwVy19QjqF>tH9*tawdZz=QLHCP-}4yaD-4yQ-sT>cfS;9Pe1|x zy3({N0%s=_>>TjmUYVyhQEkW>zR+Mw`x-reyr^mIx&6LC55Q1&U7&3tSen1%bwiZ` zRU@Yf3%Ryb3i<%wQo>+)M9ogNN{ga9n7KdXnW}3*Gh;Xj`mRVeI{@j@(#RP3yaV2jWo9?*=dM zbVL=EYqICqzml10<6Bc%=MTssRL|>o7*g{a>T#N=+k^gjHx1|6FzS-p=f32&o72s$ zDpkRHFDDjzcTHOOAl$9C_U(B{*-E@ zUGrd{h~=lTXIX^sWE7Cvi`${2dUG!rjf(e$AY@JCAus#I^spQ^bPN;D^{?_#heq*R zry}WuHV{1;7@62Py1|+&XlAhD|y-G;x9H}8Qk@L8aOaBo5cm!=*8=fEnE%Fa9-L`?D30HegV}VI zM_$OY@GF8eg`!~<;XEo2+YGvqO$DyN$13A0RdjxEFBI`Cspc9OCnl?hWSu@q0+Nd# zU#?H8k&b?LNC=utu(d2iw-1(K+8ukZ^X8&(7!=Y#^Le35E1a=hAl0XXpY@1|rqEb{>%{w51=DAT^KT>IdDJXk zc(=Tm-3<0uMi>d=FlB@RS#+!wsmfk`W`b&^0@Dw-Yt3+OWeBP#p!U}Us2A&V6Xo1U zIg^q277=k7EP^<=%pDy0EYSXeo8MJOO`KcnjX6hn(1_wp6nm?<@~09t_gJIm;Gv{K z6eLiZo|oHQxQ=dG4eBjo!ehbkROc$VAD++9Gwhk$cbS=|)dtHrIAZa`H|sup*k|vi z-mP4S`{+E}onf0glSBdwj;>FYeVX^Gyb{ZW84+*XIBtQ?L?eM{Ua4uQYWKeC($zLi ze5*SN^MgA3Cy#2V@c~L*KsznMU@A{hu#WdgdN2k6dco)3gB^V_%lR{8Dp7M56#c7~ z#izJc9WWc97-y$u^H0_;cJA2HO$U&PP2aTtVKkfaF3K%lTKp|W5+B_vZe=PXyDOGB z&@dYpS)Mg4R*H_(LduNbn0VF8U~Nu=;WJE3iYV9nf`b|mdMXQ2t+??_+e1_O{J z1YeG7Hu-smA-IM`d8{~d;DSe%+Kz@B!p^z;2+Qjy3qC;zQZ2flYKwWfUhg?yE)-wE zN|U{^e?I?!XKp^gJw`z4YCG6e!AXfTrjjlPS6(d8N9UwX#@~wi3h}a9XX3hTq7%yC zsp`_Y64P$lnWdn6m%JT^mb8IT+gOg?v)H^wdNt%tP?-kv9irKkJ_1VmXx!9ji@G!# zm!Gn(sW5qd6rAOc?K@E;Ak1S;vwXtjcJfhY`u(S*G1Hq)=Dkcq%^!bM?`YYUQ9o{w zt`)Xx#R1jD9O7rNS7L#4Drs?N7X)3~p(i4xzIbv3>>As~UR6xGhDI6=K2WUU_e5v4 zazSJ~W!qAZ03tgz8JD2XSp;LDe_1FlR@;d24%U~C#^@X&d0)I=rq3Wb?R-afYG~Vl zq837^F;5vSDnvbg+lj}T5;@u3-}cARip{LCBv!!R zXF4!Awl@zWe?p#E_AT`BZ|P5S4{ov3`@IfL&tKRogYMEYN??D#J!3fa_5qkpPl)FW zY%@8fM5l2gDHl&xp$!-?(KukC$OdKYn^A;B8^Xh@r9f*jSj$qW4?b%d@^|-@1_FLC zX5*SwI5?G#XDuo51k#wYIw?!fpUTIe*fotIqxhWACnK2?V_%X0SfAc&OBA0e@F$D8 zd<#Tx=(<_e&bY*31*MAZ)#Y`CSD#X~0`#((04Z)^FUy=1kKz3RM z*1bM1I9s;4!R}0|V_)e22ClyT6qcptxgU_> zExaW+v#5!xF&40|yL-*Kd&sLD)8v+^fcyq8w}`^WCuJcT?H zV-Sh6x8s$ng?f2LYF8U^4{H^m0}8!H5gnRx7M~ zf}68R$hM_w1(zxmo65+{|Ly1i1sVUs50?cbEL58!f0XbEb@=wlg?}_yF?tTE!m!2Q zmeJe)SzUP7V-xzRzljnB>EJ;TqpHKUxA0n|sFpv_ivGNWd`2ab+02r9JL`K?PiLsA zi(&&7^Qw_g#?cZHsx#GOh5H0iZ6AVv6%B0VH5?obUDv;kn}%g>+mDyde%Pu=!P$2} zaaeF4lfSNaPP{4r)ok3!!e9>mSg9E|x3V&yk0p_}%4m7Z8_A2k1RpM)-ks8+mUBe# zMWTYP3Pf^^=&leyZ0bsI5rf>4rMun-MJ!SEru4;l!m^db)(J6kG8_p}4a@NCE}g0+ z(ZGA$%vX|0&-Xn%Kf%sg<*omy^HR%Sj|xeRanRGRu=z6-q8fkFCAKxn^wj6q{PLHm z)NOP^CvPLn`*9c84cvoiBAtC@^&=*JpqSi$xnutxHFIP!u7PXrps-AI=4lY_uqYS} z;`;GlIW&TQ>f(HQRr4bOzm&v0&A>*%R^1GF0IUNJ^3ElRp^-dZx(@JWy7C4Fw{YRL z#+u<=JX5de?nKR&h~AwkQM0TX=PnTLD2u)0%{BL>VyIm&TfjxKSmrsYRghvp2M#3n z89FEpdu3{Zqtv>=wt+4j?OlnE`IC}7x3c->>NI?^S?AzxUm=_fE%qj>7x&zSj#&!;$HH+>Ibkou7VB0EfF9>s`>oxuxwy2F%`4C*q=D%=uw06RV(bjfNsz|5(Q)TMG<$r#t?+jl<9Q%H`*`(Gk zYuIgkCtlI`o8byEUGELn)6Ri>N4YZUZ*Db7bEv-ykWIWeR%b&<;jC-@Q}PkGhrKsw z^JZ=i13w!oUl0gx_T0_(8J3-&F}6B{rvC!uK}npq?RjOLgrmq5njYF~xvUSB#f7p^ z5Q7_{eCm>2RPDpu<Z1^L+WfjqZ{WV>(K7=45UK;#`U0Tc zstp-vj6bWh56ha=A6!+M_0L2t8v2+nxhS$zcn-DwqIzO>f8ekiOWzUCum ze709fXvH;xVPx5*oHBi88|W0?n7n6PijVvmRicIoLCO(m&NvLoV=OL) zM>)Fz1qBR%RhZow_K{Yjhc3GO{?Z)0bpd3?H9OVP(4dnaLhuTB=_C+I0<9Nx9VmJ-t6&mkKlGvR+VFgJLs*pDD_kVw8SYQuyQ69kmlz zDxr~kQt*gErcOiiI$Hi;xd00DQ#FUcZNcT;x^5@8M9jw)4(kaBKfevANrMEzm4ZtX zo-q0=4T$1D%7Ty(C4cG!a@`BxLS-%O^sU%dBZCh%UpqOI`8D{Yuee!5701asp`QA0h)BB@)yrHx?Rd`FP%sqYd!UAY*X%v9JR_c; zbB-i31A;QN5b=J?zkBszbGQXGdT2wg>M36tPr~`vd2%2UC752^5T-RXra^Lu{iC6~ z0XP#F~HGY8nHnQ6D4tr5t zlwo+2kBb_m^ox5d7|1+qUiq|=9r<$)(tZ9H#tI1;^??tRi!XeDG^hgA|2nNXSonJv(j=Px8C><7;Yi1)M zB~E1&o+If4B%5O4+ztVLr~T6b%iT4%$4=KoOkLk4ENt%*8XvR?2Crtd z=1+DSA5n$-Z_p*Z8X@6mHT-A=!Fm(A!NV(3N#9@hsR>dfy}5R-!YdorEfrd#Zm{=cqBFe z^qERA1Rn{Orty7mlC>U$^kT}gIfdb!0#qo0)Rk3{>TJvSntoQ^SS#t63IvrJ05rPG zeA`3D7&WThR9+G&$4x0F_A>}tN!4sx27x;s=^Azp9UQQIkA+vRhr&UnXh%<)?I~uC z|Ggzv@rpgQnkG%NR-e!wB?KdeuW&`hGGYEHuGcEBdpca!!9~So;vXNkqvnGUwey)) zVoQ}P{HXCYLXzgfbyKxBwKUR70Xlwt%vY8Y)=NqAb2qe!>$)UtyIxv2tg26ayr-sE z@X}Fj=CMPfQu&;`d{G;G5jy&l@&U&Hin>x3<2$T)%89+dG?_^pC>(*8>xV_D*`ZXc zfN_CBvu-=y^DlSc72&lf_EV8q)SeFaXP0F)Jb-X;SaZ{F^&xEE`F(x0 zr2=`bKMHm8=s?=0`)t2$+7B9*(TYSQSAEtJV7gUfxEWW^{5LRY&cP%P4^4d@taP5= zPBowW?gnyd!B7QKm<}N{ZL_qL>4csd}roW-%ZpUgsZ13w+TXijZt z!y((0;|X0;owe4StjFBDy#EF=kD)@;Kg~H>8jeW8Jxqnvq1Kw5)@ek%`J?aMXCi*P zE`Ob`b3Vk{CG26s;pyk`Qip+$tNh|1clj#(bIPw?(u|ZaglMmx9;&!}CXD|Q2ii*6^0AW2~lM|E5D8WgJ3&m56zAkCL1o1=Uk<8(u=1D2?LnT&b=LLBG%{FjB|{`F{gO_44ks=}*6t++jbRZ_>h z&}|0dZlH(U+)j9Xq*k{`gq&;bW#kO*`COf~Hg17i{FRU#fn(g%NK_WhcJOOJ;8$L^ zC66Wbn}<0W{`k|@v{+QK6z5U_FX+_?aVT0%2|KMqBGafT(d2|bXSu@$vbR&dR%meT zhpejFgEEqsGZUOTc`*_)k0!@8QxqLLM*DWh`jbNO!4~L!G4>NKt{lX`TcD@>B->;T zlqH6K_v%Zj>^}*;Jk*N+fH)C}QfnHtQ}Wk_-2w}1#R2QbCl%SZAR6~3oRL3@Q#CuX zXQqD3wQ?x2asDhi!OUMs(tB&Y8E|&T6u-RqRO*mf6735ByVhE ziI6YK^_yAsAlc@ymAH_XYHRc~I+xMlc5=kbh!mb~*-J2+$g9fNO+~jS2l+KMkn9}O z%I!r{fA3J@9R?EJ)GfN7@a`FKM*`bD+&n=WuL@J@61N{nrJiXkK;o5bs!aMc?abhN z%3GheG9I`>`k)f(igngxRqv+3j!bxm&j4-%lNIA+lmvScDW|nP+HXW4YZ$rBr#5x; z;v=6Dg+ou}ko+jar?}zO*upuAzoXoHkZZ=F1ASkPwa_$#2&86{yLHS zc#eGgy0*yZ%-o^9tgPjd0cuK?paM+62y;o_obGKFp$D;kxP?58`m#R63ZkaU43qS3 z5TWEgf_IT6&@&|1D>nvJoD)X*1*_cTv=hcr5QEX$WB0eTjW!rSGF0VG4(+w|OEFx9 zrpBZ-qfx_+7#HB&zW+rwONf{pFz4)st2BcBowc&q_=r4OC=f?Dt&mAP{;)XURg#Cv zUXFHjl_*g6we)WCWc1=&G2E(?QnsKUQ4Pv%HGu2~TpCRSPco@ka>E3#*6{DLCmVRu z7Pd-*kDk^8QCqWlQ3Q6jy7rS$#y;`(9^xWQ&quKPshVS{ecB)1)i=DPE?>MR*|9ax z+0CBHuvWueXy@ofSx8EmtEJ8K^6H@=hEIj86gjN{`7Ys!Bv!B`A{=Q3_jEVq{$ZAD z!x7{V8JA_j6VMfq4?fbDWkjf5q?sA>EyD}vA$YZh<_5mVxycX9h{p>~=^0Q?uaLzZ zSyzDR8uh5~liVDNF&Q6wgiA^CXd(`Iw;K&^;M)-4M|~0M8B2OJE>(oA2!hDWUElVZ zO7#+NPA>-qeAg^HM z@X|aQ-|(Ss724yr-J)D}mTYN{Ej9Dm*w^$a%}vxjj!8RIRz|^LyxDJ3o}+6lDbkNK zU53n!S-{^0y54n>wJg1VOQj^lsNy67_U?|7_7$}43SgI*(&91ydKfib;eFe;Hrj^o zA9D$skhaf-jAK9y_r(Oa7rof6T+R)>9dbAB!AIH}Or-oHd51kJH)=;b7KUb0R9@l` zO(7^gV#&fvU73@Gz(Oj^=%PAsFLSX6lQ8$;a}+2?=x==9$8V9^yS$=RAoo?iGJ7Ny zSWi7{Ai+rTm0O`0;V4Ky9hRdo3WFeD>%>&IDJAL`UDY*PW>I93sQe{WBL0n?d$IHn zuTq6)TjW-SEN*bBxc^ik_Ys-yYrqEh( zc1pT7Ry7AUlg6X8pud4rxbI56)|Jo^=Yxh=hy8$Ip5eUOh)?f1y>Z8HmY69uz8AbU z&eR30?LujZ%YNy+G@*N^lkFC0Va9y=E?XY@fXT2a5lVozEH`&A5{4DlX-|m|?L^OT zTi36RRE0c7nlf{HtUdB@+pD?dQzYv4qkoi&Tdb(e4M{voSx-W{3rD?(D~lH5!u4f2@GKUA@k(qZ|DO+tm!hKb|?MqmRmNG3GHCb*v@|ISmw`o1{}x zPex8S_`}qE!&q}`R6lYStivYxl0G2Bs7~i(M{a!nq3n8hOIP%In*Qh+v1Yu#l9fk1 zcJB^RWc&DWEj{~2g2m{xK#3P&R$0+g^Za#=D`~m-CpkUqQwq$hi-MIqgq=*cQx__3l)MK$K2v`0gThSNoemwaDR)NQL-zBl zUe$-yU)oYnc|@66E~>4ym+jDJ`%F*|vgKEJQMVEr)@EQv^$$7Z(3-jg`V9tYrX&{h zTX2z8J}Mx~FuZ47x}ern#EzI@ywM9>=Iv~6t;ekuQ&3-z~VLZIXGk<5un07B8r19poz$IOze;%JOYrO0y^Mfujec zT+o|~9sH53Re7r*Z+}@+G{^4Eq$GO`2pfiZQ*1W)WYo7K!>A26C+8Xzxw<9hb1d$e zpQK~Re#S=ek?h;Uct{xVH2w2`^QzLLcsqqs0sEp+8dBr;MGiJtE#B^`sCknWKd*k0 z|;aW0=o_tt+RK=7)l z*N)U2V=oRKT>qY^DIvHhm;A_HrO>M+!S|M9+ z*iVN@3z0jmOpfeS#333T{n0XKUq1yMNsmUs&OZyN8HSCBZpv6`aw5Btig~I9%LtE! zp8@1Y<>Vy4$BZ11$1eI2fnBqMq|zp#w$*FyotSc43JbD7+Wn*UI5L<_gjM zIdcSvQS=jLSVWN64N>fT0r)lk+Ps^C;dTD>06rYIPL)6HW*eZF3IFZ79>k2kHU1VU za-@$6X&ZtHEPV_iwrki`)GfeJ^o2+UEoTx|g&cw2w9fcL*nE@ApD9r2+?NZ)S;>zy z?!m>gexp*`sS=>Q*8Y&VTJoqF9>h2~&(Zvr>-0Cq?glOsXU=(M6}hMk=*2^cr|CH~ z`H}hF<}-sicksB&ZdY|ZF}JpuvP{g5DUKxiM=iR3h$juz%g;mQkm*)As!s;=YuRvU~ zX9+!fE~NU`kY;JNPlmueo>&uAFd9UhMP2Fo(i9dHGzjEt6J;0ZHZAvzSVL~>MX_r6 z#`3Br^nu(V!d_=+Z2xKU2fz1ZKD?MKTtC?#z=!C7RT^t9!7S!6@3yhLZQw{$l?^>H zj4TS=r|?n;tDDHUIm_9$#x&9RLGYM&5?N4s>{_mk++6@6P3v$mtZl6u0<|49c?^X@ z|LuVM$o7QKBim3?@eL9U21#21{yp_%InUF1b>b{ay*@apxyv>^rvh24jj5%Z0+#S% zp&;`C(KYCaQ8aGIcS|#lqhSixJgEkVI`>UUta9IwauWiw#>U-nvjcq(Qo3Tq|a%Y&Hdz%+{0dzMs++A z|7${%QmD&0e|PJ?5K8Fa))3m%RBUuMHn(FthjefCPlXc8UAfe1xX{1U6>Uj$M|Xdt1P#(F7Lo{ea1FcHJ!ijSWJ5ObksK&T zcPj!n7r{E&zd zm;-0mD`&WUGMNq*$fWB)2h@E{U6Bglq=oA{3Q+MWo=)UPxH>l+w6&<|#ZtRTB?vPi zM;l&0p)tvw(lI+A+@Sn{&6ZekzRM5ExM!lpGJu9_wokR+OGJ<0eA2@#J1^(dA-(NI z?VlUYmbg6dm2?{OA_00)N){S{<-ASQsis7WHXbE)!g>|<3}@JLAtkCLin*b+R+S%~ z;A3e*wS!4Uw^4E=0|CWIOQ&;V6FXMih(iYl4(!? zgTKh>rHlM_rU4AM)Jv#qR)+~rHjuQm&~INk^LaQ?4ntEnU-rS*lQamUrdBT z<_GY>hZ>KLn>vth`1#%$^#4g)!AihDU~gmv#l!R8VBat1$HKt)-xCu7BNGeD{~iB7 zZv`_40|&u>w*Q5YX}xMut}0X+5K)&1l$2x(XatAzG0@@B@$i~rSDn(QD4f~W+nwU|+*Vciqva%8Um&py!AXot7wt|mt5}R9q+t)n5fX!0eO3ZpQ z7+mYk=bIW`8~`VzK8=CU2)|R(fwKX1s;a8GsxATYfB{bJjQa1XyTZbGZ|O-l=o#C9 z@#($)^7g@Og3OIBz(9P5pB|Z9LV<8_cL4ZyeXD%36E@TX%FxPY0p0{2r?^G*76uOs zH1=ZpyvC+n1MsTdUe^O^_1JI`Gk_Q0KPAy>8KU|Tq<+BuKWv8dX&5QtGXJbO!AYz%WkEq5v(6qRv-0SDilNy=TElM!VHMX z`$bf}vm@{yT-+F5g#K_CGP(eC>{q%BpsgP*BLL_|+%e2wOGxVpFat0r(KnZ(9UVaQ zDgFG;5Uc^>hb#{O+TG3&v_brIQdNA!`&0Z8*p`DMxP zu?Id-ev>)y74Lw|lz!6R1wE91{*KH4;Q|#uWOpyme|OV8U=Q^E_bIyz!}WuN--h;! z`qdnL*#l{3d`jyWWJ8XD`2_sLJ2-tO{Bn`cKduclCH@3$M!UUZfHjCdB5Wfq{u%+D z3?DHD-i`dXsSEe+pg6sAPwoOO`aqdG@A}6C=%f4v!LU<50uKFXy_4W^!vllcKo&3I zpc-ax;6by~=kOr#lke~#@H@~ijE}62@58e@;P(ax(ep(&ZsZ~Z zdAEHA?izM}2kz3?`O`qHZhZZo;LHI$NbB`mCyE1!eBQxM`S(RUqoX5;{Ki{tF5oTn zBmVb=I4*<>cm@I8RGx=L^Z_prC!03bhxQ6N6+T!>f%Y8-$|Wvj3?hw9@jlXk(PA7a_i44+=@h`^15@_^H23};Q)v&Fc*aW|jI_R8>1s1-z5t(>1frHYg zL5l)%Gvh`vIZ6*;2e`g9gOpj77NMV^|ATpeyq1KK_H9~GgMLX5riAm|%Qa3ZEK=v; zoPwa9&?&w3EV&$-;C)C@PrYCaO0mkdsa(6SxE?g`CzoSq}(FcC%$_opLS-b-Y?!sTGS#W0|`+@`VJ(V633_0kwdUNL98f^m=+{ z^nISvYwX>sd(4NceZ#IEg9_`(q!3euU9w0O(kM5P@2ONp&UrP`v z>G5H04u~dc-`F4KY)3D&bR!wvfH6Nf<79Q;?+BbD=vlwso8NLc75_FP`m*AU6pr|3 zxq{&HL~L5U+M~ihRH?m0hl}DxaZKB`X705zLzd^!H3fVLOAWc~cvSP!tn`Kiy=ZrU zvb~}a2&1kV30zP%yi>Fo(@kIi`T=t1d{%DTy?_-jbThs zqgfv|2Ny=kjuey;?99qq#oE1Wnzh_^`PXvRJ^@35(YK4BGlKDNFwlm*y*NY0{8&zW zJ54fOP6)`K^-%3H5-0f`VjQFqPr=_`*byjWMew$1ni?5oaZopWHB}XJbQ@_67GMS# z`L$HAEKl?Gx(fB%73emoW?EVmH+0>Db$FHzP+IxnflSM6jKS+T!&G!mKxFEAD_ehS z6QRZnJ=}8C`>T zSXbFb0E;S#-w2=MFM~TPn=FwF1ZQv`$C7?q1;YBX7YbwBjcTM1r<&ys6f4tquY2)! zYLxU$Xmmh&wnMXfEpaVUNC#HH@3dN|(_?hC)rziRhyicG z$dTzoXtcl^qQB^YA2;&sBbQ#3eaZnZvF`%KzDk=kP1DB7zQySWg;T~vYL4tJqF zA0o@%?BHpNw+?Qi_Ytc$<|Opa?~V?ljc9Pf+`KB+t4#E9@MRY9jApa_M53`fu4NL@ z3)MvGH%awaoUDh*4_BcIZM#o|I2*BGSIzU1)7YuwtQ0CmY*IC%h^Yh_L=~AT_2hA-*}e9^FTse`Por$=m@S&q z2X-taI{yr&o3KwDGnI}U%_Zl}Z(c&Z+^}hslGSzKK5NfU@k+xK+dclEtO8*^l3=hH{{<(mVw>KGL%B2l?~X|$=6lA&L{WL3Wjm^ zb&K?9UgC~x2nT$MH}5L@b7|NF)spwbNxbii!BLrJe#H)W5XB$Fq~KQRR89hKIRe(>B`&v(p>Cct(SU)qS|B z8#%+WmH)X^fV@Euaef4J=mN)yNcG_pvuM)^!o0z|YzuJNF4|VYC-suLwBIICM9cN_ znNCd5*}W<`An2PN#-CC-CrpCmPGDajA0cMCEVxMIB?BQxbQ@gt@1y3tNcaiEOnm#x z@3#i_0FXY zA3O7swb~FJD}xoquuM?7i>vZQ>b&-h5*`1>V}bJ&Qy8OG9`%C?M3ssf$pFb1hlM(C zIV{zCsh4necUF!X1gD01V8|JxMZo^p-gQ@2PmUjrD}-ex#MHy9RIOaDVKO|qV!@MY z_>yr70nXcHbO?Eoyl5OpUz+EpNC~R&I!AgM2%*!rSD61)-7j%G!76Ke0HVtYmI)78 z4l*vziry35M0K*)nOgT4S6ZoYw?|MEZDL81B!bzptiv&Kw98TyMwfx)N$~ zNw9=flB(Y}Q~anb9c8y>&lHx7O8dOgoc-h9*rdm_o8%ebF6cJe^Dm{QPhD(0jZv}k}rmAFqU+_Bx zIrYVJ*~J;KLW0_GMTWgX=q~_h91XPwKuNrRGHD4x*08WrR6IbQjocO$L{fKkl#86C znIoR0kBdxR@M|qH^*K?%A$9keSBg-}skg4j@_^dAM-YxYTJW>sdX)sSy+`n;UqH8| zX7Lvw*eDi%JT1O>Gf@4x+iV*dr68be1#;s=Wl4GiQzroLD?pAGs&!RJvvpH$_Ou3w z1Y~>=iD+iR9{)3wvG+U`k};8ZPZlUF2Kp8NaaeadwYU4aUi7;}q_yK?i4J$V`(Xa8 z=-l4jHt=&K7&jCAgNE>RVSybzQw6KN4GXTiJWtygZdY<$Xc>Fj4C2|!*Rnc-FDO(x zN<_Qj^RKAeKJ;0N9B$RH7eeuhBUy7*!63$(7}pD8Gnx>CA8i4;<`U508JOK5fxcY| zf4y*B-UdnLYj5peJ=)NevQX=&_wftgq4r|e>Wrej5=PifW0l~RFIgQT$glo8hq6HJ zydSkAldYJ56(>ojcG0N^x4B8M#HFB+0PW9c)ek1+N|iR$=`!g$mtiph1bAQ0-rzc9 z-yn)=HqrVVF07Zm20a-)_=Xd~Ma!<&aVk~J(Yk)!Y&2hGn%P%f2K-7eH9QNcP%I35 zm?hmha`B_s?fR+D@x2*wdDWQ%g@B)QJSi*I)~(^ZIe551jcW{AuKSARQI@@fJI8h_P(s8Cxi7q%6nH%idMUfyu7ZiN=5L8i`S=)ub&HvJP_qJ$||` z-T^w}jREK9!+c5^U26Ts zX8WP6E`VMS&Tauw?|ik4g$^t3^gHLm5fv;Ds9$1o9E(r-3{d~Y*f|Av6190a&cwED z+qUhAZ9AEm6FU?AW81cE+qRR_`w>TtWrl8^RmogjH*unL#qW=!D28!hO8%nU=d=a+1^o-9jw)Mn-mPHa96A=>y%8 zua=i`!1A<}ahcI>Fwuohh571dF(+QfUdTa@8rGF=@bxvA8fj@Q9F4c2;*-T8=In!i4y7AS`tg5-`tV6wJyEM%8iohSsHZia=&SP-@97jOlS8ZA zb!%Ob$oy;uu_>`pxCzuNhs*>B>flkrJX8DOhjC;wy9{r@IZgv2R~&$O65yQ7u)tvd z$jlPHajqGzSBj%(#ycO{8tdfe)nN?*n6RWD9OZV-ZMxGY;hmL1T(DPly@NGAWzmhnlk5diQMXSq3JDtl-lQDHbAuD}>h1}*##7XnofBc*x`M$2Q6Z1lLri+8#TG#M z+&}qshLOQ#NOu>3#J*F{fdyqAL_*VH?Du{2}&2OIK4)kD8Z8>PP1@qe|s)SiminZs>f^5KH*ZT-nZrkk2@lx+zD0wsT)7o zQ-?7W-}dmttJ=@1gBwS|b4p*|TA>&dr%55Ljqh<}u;4Cw3U^9VEr^51i$TVZ&ufNq zo!lm5_hdxMEcPj(Lo!PPbQd2ypYui{%?i>#jT~Us z4jT5~sJLsnhSG!Ste#aX2EFKCGaiQNAEuhJ;_=;umydrF%s0i(!opypM%x-INs+_q z#G7#~@9m-VymPVM753^6O9?5fu!gGL37HK$|HQ-q*Ih_Z)foramTRU*S0zF4~quf4Otq~US9l!Qy#bKq)n8IoxC+(0xMy)Io4Z zbM+z9Q;fqEhNrok)0)N(I-d1no{hah5eqOz?x=4NZKg#5xu~Qdahq*HT``zZqJ}sj zDB)2}^kfSfD!076nnADRTz{ih=aa<+J(?X>h;V-kUS6(>J{M;8f8OR|v5)f||B_Jd zyEwO5G53J$sEkQdaAKcup0R$09A8E0{mKud|Hb2aUI0Ob$Z`-;SS{4NSi8+?)Ai4! z!2HeXsg!j8Ih|@W$EgrTI@!kpQ}uC>8J<|dK2^|z0`cikOqSW?%&DMN@a~`AfMn{N zSN{{IU;>7UfAfO4wl{j56E};}2X20ArETl*sKllB5pI@WxfQ`fZrNi3_q7iI{9R7B zt5+aJeQ=miywomQcz1E|kfV~VK!$g=hpSGhX_*wdUE-!w;#iYsx>D1`q2aP|iS9xd zeL0N#S!nkce6|I)BGGmp2LV=c!|hzbTnPs+rQ$HPZa;LS^y3t zz~6?Q5vNZG-81S+@H=~F-&a55VNQ8jcv!>AsBDn{d!am@SUUmj?z$zx(omp$dYCYO zQaPl0r=`;WI^MKDiPy7i(<01tn^}4i9C;axyOCskN8RbS!D4jtE;fR}VeEXK2w9qV zuf&u|*=inzRH8UBZVY64hs?Um+nXN#;t-kMGFA3)z^ikPd~UGw+p5;MTdk>?p{;t^ z<*Sf;ly*{5NAVX+$!-=jO1yeuW`}-B_F`iE;><-7lP%F|ZRp)UZT3ct4y^I0swfci zkH~~+L$HH+)@dL$-!JC@JrAY7dnyFHZ{aVT``)@=)_{xTM4UBe7v z!cw2kZXcT&14b+7L`Q`uk5T^!hFm%aehZ4fk(`KTXQ)sZ6ijF48#DYfQr*%Mic>$X zV3_#l_`{Cdt6o%Z3qg=u*M%Zr<8NKnOzB_h3m2ls1g%=9CIiX$BknK8^n0gquF8?142dqMkP;aN-dPsx3>x5Ps<-DE!V4iq(i5rPq?I5%eQYI>AmYY!s zoCD8hYjOc9FHd=tu2r5wkZR;)vyY@fe8;8N@YVR;wINJYxa+|!Bhj#lIL88DDt`-p z!3%+>Vz}xEV*XuT2Q#jT||GL_Qs0Yh|DB=4=%+YsU+&b>gjkm7r z^_qCpA$(za0cU&27I51|(c|ivaYu}P0F&{FPvE)7E4I@LUcttR$$2W#IS~~vCW(HP zXWa(^NDijer1p29rE52hC%mx-Vq1pn+?46Pea=pd5yd!#blSzvM%)s!Zm@2cg$}T* zL<*aqVL<7IXTjskAlcLAA4ZdHy;q9#j-3REnN_|)vGT|NMbcr0O*xzNazvPib5v$9 z4&egA=l9)j(iV(@^5YFX?BOz_J_SJW$Gjw^aEK)~H+=p6R!TmNE)((c;S`Y5AX zNvnM#{sk|2<(|U_4I*jsp{WZ07NUIHrbv~ki8hjMMB!k*-G&NPUV;2KwLv zAE(o*!_Esl(Ix(6SwxOAhk}sNsI+7(g#~w+mvK2+F)j@i)BKZuqk7~?m8tSsJ`I%9|?+?QMJ_&X3O z-qVbdjtO=4rw0DuX3L>-q2O^2w3afT&S+;Dgq@o7Ag^__C~qrWL`4;R?^4_LIOQ&(CGEH&q?QWk)K7&Seota5C#e0&kx{N&i( zC(6NVllzo4 zZVHYh5oIjA9G6#i$+}SgoRq2OfFL6<_*Fv^lu^O56VpePC6t~K=dyG%N4@Du(Ku|S z0Q7l-NBo^SQ_*L?k2I)}NjmJ18CAK?AHZ!tqZVVaBw!G2C3gVE9JyUxxR(?X1+Jk* zGX0_k-VRVSaQ9`&(|!^}Z)T1R;(;c0Nhh4tT}LW3acW4Rgi)C;tPgR)9O&k)UDlk z?BGXVcEBk(1Qd5Z-^HF#AF~EWB_f!?*Krp1$_v*-K!sjpBkvP?@wB!yz88m$U#j>7 z=Kct^8_a)OUu!-~u^^3f+d_2}+uY|6WcRCzq$4zK8Bj(;R`qQMv|v@R3#>5X2x>Hv zsWh{{&lBmp?7wxVmz0-=ATk=wpiHpGqlXlv41TPtSk2pJ@!0mE*B1#c`{KFJjt2|t zb=3XRR=Mp%^5)~)yXmC}xx{BGi(y?rn@>b#feF8a&=bOlGSpfA9TT4F=S~}06f#oC z3bZWkf0pX=wjW)X5SyPCsEH@vOwox?eUYfR3eKgmpdQm0YJV9yNKC^no%D{6ycF_7hV|lr-@ZGA%`!txN@X{E=uPWx?h`Db{fS|O!GH{ zRXu;Nt#!+Z13+w}w>JWcVMK=Gl_YKGHBLaXB3~M+YyA0F{18NE*E(z{Z8QT*lgZM~p*BD2I@Z;i^mI89AYCzn|*SLt=}1Lpazb+*x% zeq!A(r6%_`A+)Xd23UlWVzsqa+!U*>912|cHn|gCu8T`LeI}Om2YgrGKSDM2(APbm zD=B<7Bfpx>18dd2`P1uU`gMH;VRJIoN_{N(c{qqg*ma)$Xi_ADF3xc`B)G`1tzp?# zMALHv4=G6azNuNVcietis=kN2!WsN<=Nt6e*f}s)Tn+;E^(Y(#lJDA?C(`b}W=jyK z>hURgsudYj%lZjk`cFHig^g|kF1)LXDenIWQw9cj%lS0(xU|XwZz_5zqzlR@va^XH z3(v3TK&~^>2&0^J8FMrQ+EGMcO-~_FsEUc;qT7_2iAoZx^DNt8<<$AUkFC@wvI%2%|r9gIssneIF zF$-%d&*DnV|xaw-2&N;|(mUgmUgX47)0LnA(TQy~n6PTnc zHk9>zYxLrUrZn&n+KLg_@#|5>O@ye4v~NC5q8E*8#RQdFoR#*Lc}dm7zCoQq0#S>w z8a+4Xe*OpqkRAJ*?~*l9(us4{=Agc>Y9a6&`Lp9Q9Sl80?P0Z22)7j)cyaYV!ovp2 zw~l~UkVi^Sy% zZ!ZKzxeUs|i8gyE4Zp1E?J4|Wu760EirDP z*~%8ZnZ zZ^%l!BX+*NC)FjHE@vKS2)u z?}Q>cNmI;&hcvc!fp}M=;c-7wta>xc#k!>GQa6kdHger@5cK5=8;}<7@sf~ZTVHxv z>n!VI*ue>k!Jk~^>)xIuQpjCd>Tufrz^&JMIie}1rNOd46{*?Yzb=Na4PO?li_tot zTJtIxi<<&;Dqg$sc|`}j=#1?9$YjHkH^DBxTSnHk_j6lHmdoK`xHjqo$ek#MLX=FU z;sZHIG3@SM0AEAVuY=V7)Jud~(tt@Y0Vx?tiaNhNN!X1`6%kq1@d`~j`ZpG>U9a7X zg~tyAEp(@FhgZi2;kEQYV1h2W5qxc)wa$UClw~2=hs_>puwur$Tp#nVJpThpCsdXx zjpH>dnI{1KUf~A#`cJ{_!Nm*wZ?>ug>iN4Ieeras=cdmA_T2?q1|c;X%~9Ikdk&Z6 zzE^LBAB0?bUm4Gaa1h^1MmsCCB_FnH%4JZ@X&g+uhwAaBW zrL{q7#DP=Z5s8tbhImB@@-(^ku5nOC%cs@MZXs}lWIh+|3)_BR#X+VztMOt(Sh1zg zUfTSX!fF*&Kv`3qG_EnUJniN~C31l_T3){UyEy0HNP6t2o0*S4%UI&IhU~xPQwMo_ z3YEj>ZpY0KHe8B%e`%8@UstoG;-WeH^q{Ldd%0U?pbeJDe|RVqGMyE~e_nbnjlxYb6%g4^tq`YcXl-HC^pHIc?q!jg^$SVh}Ynz zo&;4#Jt$ICF0d3^KTE=U32!}Qs*!}WfXBUMFQS%|9^&3wxB)Xt}k{*GgfizMc z0&PE>G`gxL{+**Vn(uE|(}3unx(SF#DHb(dKu$6oHXvbuzJqzoGK&39%4y6HB=LCr zw}cBz^_1f)r&9kTxj(?jbS$2>-Or`3AzsH#&Z_*$Q*h8I_TNZ@H!BtVG&RmW`B7`D zMTV}0btn5UK7ONNCV|;QZ~{n1=q%uXppy?$*+)dT3y2RPsYEf`)&7=?+|1f7eQFXi z`(Gz|nPJwIQI{J1Dc|w?)C&8>t1T{%5O@1%EhUm@p?`4bvvQYsVmkkh#4Mba+t%#) z@6wZ0Rz1R3l9u;{xtciK_Ng8RV|r+$VgkyQ5_dKG*ObWW2dcO)V!3A-Y>3ROP@pYw z>l~p|)aBG0WAylbf>$H=X7j9G+nC@qsI`IQeVn$lAC04`p;x7AHGx zi^|X1jrz5N9oN{Kg77rd)Zu1NtZAOjo0qBabS0YQ&s9&c%NBjg(|%b*TY43%EvdBn z{W$O?HckBPOywg_{RKh~COp?`&@O2}<0Kslx1Tw-*% z%<7$GDAC1pep-JoCqV-H@v1Ts!+=FU$-^}%<^oq?w@$DwnY(GQ`Dw69IBCR~L4JNC zM;r3ZMnO{B@m7xPz1On)m2AmtJtaj7s#IT=)mfqiD~Y^9mlnEAfwFnmUue@~mj{8Ap3+dHc8p_nR>92VRkzgVHE}8TLpe(%P*X<7I3Q%jOFV4xh;*d zRONT#+1Un*6#-2#Go@KwBgqt_J=i47Hk~)s+_4sZwWU^Ijbc1 zUdfTDX1c1lZu^mWN4-u`x+z3?H;qIi8#n}C4Y}NzdGvO~k@jgFTb2lb*!fiZ5?*jK zS&~=aj){US(7w;rh1)87(HRrvkQfcq9rp_AtxO;u9mfOvLTW)LLCn`|rCri6J8SX8 zF{<4GG<6l)8`L{jVf*X!Tx;VcYnLDN(p2;GcArnP6+cG;X%6nHcBR7nR4|nV?`3Q; zFd0Z#Sk^v*;`!3V2}vK3WIsp~U0)f<)=s`(Krj3tk>34TpoHl`(wRq?B*Sa61G*wL z;U>@~hjlj0vO(wa*u%sNB~f})%H|Bf<@3I@AWMTpjT-W!IJ076rjPK~ z7%XjK6w+m&tDRy>aVwi^f7)(XLP{nnPqldbVw9+|P5Lh%_*t7=-vy*D z&n&J-@6GtqePDZ+Z7TK8aCFgi5=w(`OQEafV!@i0+F;>X59i6Z8I9TAgZzc+S=f#+ zD$Y}o6>)*jmw5R{oRNFGNPC&2_b)3ZadWUvk#F1&!0OTiApjl_*-A$|#amtGH()V_ z!NoYVR@8r(eXAJdL8=HCuiy)R^=LSThRTv&dNtvF`KOM(UsIwEak-oW<6z1u33E`} z{IZ4iZMY4Pn05$f8r+2=0`u6mz|bIko7d9_zWe2C6lSAME>*mmM)s0}s^Yjg7HjdC zUQTHpZTvv>dY)92v=d86x!bCz2O^Fy>SelmQH1pd&U55~N_1_0QYSqZ+_2!@3MdB< zU=Bpg5FYgsM_WFJe<`@}>ebai$hDm%sdFdb!4Oq~M|6_2!6ej?mCS3O*3-P(FH9&3 zFVxWR$M}PYL7+};{Y1<5#q?UZkG8AxS1l?)i9p9ZIF2PEUtO>K#EdiCV~d{&aaOYZ z&TG1C$&;lnL35>IAqtKQ8GtvJlgnhCqih>q+SDuNK`r~7!#DIAb*zhmIu)FiG9dPHh# z@0JM}RHcJ>>kgqF4UDvYBTsR82g;=bwIhvqxL(~mo}4=qM;wE;c)Y8A?7knyoyl&N zS*ylEh?}lInrFvJj&@E}mq9bQ<$X2=>bO$jt`U;h0jPkXBAKN$_jroG`%VLg>M?1wwZYj;L zrJiMY)2$|>>AUZF1j))bYOqP$IVw+XO4+VqLv=q9Ha+b{P`GJ^69i-EIzi-@QPH1J z9K9`Qb^kGDp4XB+GcHZKZ(DNXLu_CRac1O~{adIW=w!{U1HT>P2%YX?tTuHiY`NLQ z8NV9N&{dlK8-&(EZ?M=aIS7Nt`n-7bmRL8Qj>?L}>LuGVQ=eiZSa6wb7YsuG_n84% zoDo@f3OKjtdB2N;F>~@A-GH0Thq`|Ib!3bb`Mklc2gS}YTxU8v)*zk(rCgeq^chy> z``@0`*vp_^j=U3Jn9BKM%zIdUd1llci5)ru{p|}ioS|bDw5F&k))Tt?rH-$ zMCsaWUR5T-oOClN$ONd#TsGHXR9)q(9Z}2mZGJax6ys>^vivt~3h`c)uJ66`DmD5U z#g-ZxH@E`ITohX@KGn(ionK^29vbi)Z@XDTU-@hXI}n}9db|e8C)LRkpegh|kdK zy#NKL`6paRa8n4>XdKq+KB;L0ZDPpnIb94<>UsiuOtAE62L?M)3*1yGCgvjKEQv## z*r81cW4xNbDiB6%fbKpTAU;7s(IiOIH9}*`w>g#w(t{Apd z1bVkZ8K`q94y%d7ex4t)dZs(+PoK@F)4Z=$lBSf6MBpX38nz6|n_;l4lCv3i%1Gn3 z5k>=MQR$}&P)9zRSbEI*0=e|m#H-MZ2UhNLo72JWJJgJ7?rs2e@chbb+&MH$&V>8UFEpFEBIBqKhylIKWcqg(Q8N)gIB=L%M}& zf;uYdiUD$lN;MSnVs)tKtt`SSyoK&P>NoMb(g8iGS_xRS9f6H-4Ig^19 z!{Ib`=$N_XLsiaAd)`^vc!2I|R)1z<*>(3~RM>@#_6-7492{9Gyegmv=cZ=kyffuQ z{dSL|?r6zihp<8@7~a1JJo(>Z_URyz#!vIXE;cZc6`8G@6)Myd?kY9RK;NiNfZ84C zvjS-NH0RTk&bs+o0IHs3q!g+!YZ%kuva7D|=J!~v|3)~M_TKOqog)}2P2Yx$YKT%N zTKyIb&hDE06I}0g`{a#B($6R?x5aVey5cq?!=vk;U%K+BMbc*1M*FWSd6rjTpeZ8X?96Y9gbcQb>OH(Bu8q(}c@ZZE{M_1$t?Wk23r79s zjekiG0TCE32(8C&nnXz0(>IPIhQBpVHB#aPvC?0u#lRlR9bTBk8~-7)o&=wWv=4cc zQ;wcak%_FgzQT)=UD3UuANa!!6+vw!Vf?vOtLVk}dY+;hx*&hodm>BFqgpZV#{IUl5iNuwq zg_V_^_;qklmO{^-yNwO@Lv1D27k1)36R;D@6OyEIq?g2xXO{l!#1mXwga9%D23l=2>M4? z7uUtV9W>ZRNIr#J+zp6}1Oq1SQb!zx1m{m=X9U^E;Jv@F;;nW|3#S7Mb6a~m3+5^} z%L-5Wy~;fB2Av))&={e4Tq4d0>W#)akSB@GO!p)cVH~I`9c|XPQt3)&YYPrn0FXTh zjtoj%)_rDTc^1_O)J+OOE-@L5q65(Cr!nn&EHK{APe%(7Gtf8OGr@H?h}PQYrHzS^ zk^Q-W$+4xSIXq*1128b^fGL(PukHzuxLc7w7WOLVdiN_%E0)$8CRR7rhh7Jgpspm8 z!NbzNKer3JW1WkGqnSff!)v+BP4$`4Vsd1z1r>||iVKSX z-`AH?<--&7rwQv6 zF)Bkiv^D?CFAX|cn`_{kqGKSCll0XzAVG3^dLT#&l%8XM5-M!1ui^v&pTdiY3t-)E z)DJi1Z@RThfkeT_9I-rz4|`hA_hu*v;1WNC4tf-v#L;zzo$u?~@AboP>$UI5yKm#2 zZ+p4DDt2~%9mUV(gKtwq6Kl);SAxuDEH_urbx5xF=E|D)?jr15|0T_pt)YkSvjW}d zttR1-sg0xU{00~F<_Dm3YVEc(%?}pV?~%nXZ7v)co;W~f{h|Ie>>vD*fd_vVdv7zN z&!;5LZn>jv>X~)yPkU)59u)8S?x(-$fAI_s4onUrZro<=2Ow@By6B3iM)t3@AQ+if zR@*yTfwnU4fzwubh(27)FKmFs^SVX95qbV7y>K`JVT$>oQ2bH)G0g#E4t|lrlLO_y z*n@yzlKG*q{875&s0G3-^qbdlOW%G-(R*|G5<6e`=eHh4ypGfA}-1 zaL7>$f~oeOk;eZ_{`{G|{F2(THFCnyxoGr}xn;%ln!2*(LjJ^Vzx=8XMRTr?th2uT z<-f_2e@gJ;_B&VLrV_Y*`{l^a%4Qo8Gr+!5=R3gubM+&@escY5sJS`pHg?4R8ZZBo;6=Ty|5|y=25+k? z{K7`ijJ~_@M{W1*$@7KQjdpnRWVG__Xycz1Jx}nm6ng*jklXcdTVG7Qjqi%XO1kBr z1<^JC=kP2L^D();kKj{2dyn8_J$~+9XdmApDF0pXmZQez=<0Poes~S}XdC-I?(eS< zD2Pvp5*(uCjgn1Ro{_uMPE7>j{fP z+?Fo2u#TF2y`{5_!e=)+sVs_fIKGINY_15$iHmc%7nhD_I-*lrX%x*W@dQRD_gWQ# zG~!u|1$hr(m3w|Pr=-{nf>& zOBMZtvpr1aMg8C%mK+k{8rz&Wg%F&eg!|S)SBXpOgPijNdH(DqE=VVJg zCRWst3sg=*RMbURE_J474B+p!bf6A<`dN!X812=!Y3lLIDBF<}O1A3bNIvY$E`!e- z@~UHzAMOxBj|k-Se3`EL&o2*XJ;PxKb04;4TznPYP1F!Q-)(V~1%qy3a#ozh#wr~R zMCTEPkEsJ#1{Pmy+MU|XR}Q~`{SwwAWtoJ-ZgZi(^sA7$biJ!D_nclmkn|Y2b%Qkj zF*R=2fk$7Pz-fnYY8Nuy3&{x#Q)6EAxv+IKL!`Ui90VYC+x#eUJQAvL&C`%By;Hj;+G#FKfs z?)CGFgV4$OIxG2aDRl_Hg<(9WvaC^NMzv)0y6|I&8y^%&(E;a44|j#jrlrn(O1}zo z;05c#g%r@rqI(C5di4Btr8eK1+hKRjNTv=%eWlfn$FP(jJpK zdEk9fI_M|i@p)j2i_b*3xCJ2s-{0fcwq@sm=Eh|C5*~$lSJa+89A)xPXWSPRFB)Cx5urquhahX0ejFsOqz|ObZ;k#Z^b@C=o29S5xzLd@&lea9P znpY!!M(^457N2#x_<#szXp%r^#_Gg(!sV8BAmpO^3!6Q!Nv~%S+R|^T=!u8l`z?bIetcb^y$vX9+eZ}?|1UvB7NEbq18yOo%Vg`YRdsW(|ptq zy_ChsI8Wf(zHP=ekMRUK?EuU!m+LFI$Bis$_C+eQ#W`!^ZrbD#5@}GDaTMzd!1N+- zEgv}oK~4G{FUiCCnD-Or_~}Dx#=iVZ^xjN+hbcbo-?_aotot28+0NnK+BO=`9@8Vo zWjQMpZ$4ph$0r;-E`^wt&hd6<=(Ldh%jgJ>3Ch`85I1_QAP9;{d~HgE2IvR3UF<;~ zjKc#n$Szc>wIsTG1LFxngQ|J>i-sWbjO-LcFBJNUSLY&a(L#nJDj7o(_8MHz`jUUx zfeaX^-2@2-Lq)c3W>&()ryX@`rIZfW6F2?Du%8t-HCZDFwh?tCo-ZGwn%W0g%*bF~ z%EJspj=0}(E<=GY(cX?y$^WR1naoAXDgv0jDx=0G+$o2Msmz19v6aIOvkwHHop?cp z{8&gFG$icF=&Ew^kk~eGM!0nqu^D#!+P}-|c1?6rNAG2nD0)|bD^*k(KA9ue2Es@` zT4tf~!@ZT1{QPSJ+8ZW7Z-8`2EB~y`XoZ8+_G9;@yOiw@m4f_!P;ExNDUw)cqvbjy zj>Wnr?10HnsU$qhxf)fMd58-q;MH4Wv6%D=2B#;?(y=%%Ks>67pI7Xn$jX{w>g(>FYpV!#`y|7m0Z)zHW?chfRR_kR0Qz&etOk;17j+({rng7iz zOaX0Zmts4f<4yT_s`yTHqDkf}1WHX+J^ub+{&-7D&C?L`ch2_XhhI0S$ylRq zPE3iWA7v@><1hm@>&5UdLbje7v6s)-{mTVKY*zF(EXBgF=lr6_&`NC_d?F+7t^_;- zXEvDKxRkGCD^1iyoCf4ks3JPQ(=c!0-10+TF3*8EhS97eFxvyBwYY>#F+WGC_* zXN;DM=snm&V_|3bDKP=bQZY9O?PiJi)y2H7#>Gq$VulSL7EEiylp6gZ`AGu+ac_S; zty5yMIA<{|e{UNB-C|o**zP zw@cMByr4mw`Nt%g=DYBy!=K9ntu!< zB#m(zb}hF@BBNXRLflqm_NXnGSz?p#TlV+InGRC2a9cfWB~iH1exg?f%K*z3mJsE) z3~}wt?Dj;AJ?B!z7rwiKWy%GX7&wTeTgyg77TE>((I&t?Y(BFRrGZYx48!=njK7h< z=Qnj}OQs&qN_Y0K+ZhRC52gZcbHKJu;w8|^!L-Py0Q%{MA!YE(&qla_;=(R3qG7&_ zbUYjjFck`;pZ8F2?3-jU%#Oz%G@lMgS4Wq^PPPn3%Evt6io@U-gTcta8Ditk;(#B^h=|ov{>J z%=5v|>nth@JaS2msSU?5hnprU;qGhg5myNt^5=q_*CF(v{vI{-`WMSqZ=Cq))p1Ud zw}L;%nB9;+r}9x~H&85Rq@iEDb)M@L6KNk+%iT?gm zD`Z7Sd+e#CD8km)Rq@a-0Q3$Al3^%uR%Quk2w+NZv?BdQ2OQi;QA8%5G={3~Y6gk6&=c7*d(t>ALHqh$^_wmQEW`G;;mQj$ZOCi|SqNqY__nRRMVT z)_^%n{_)Y_xs*b84oRfd$cS#wcBx1O2yd&vIf9XQH1XK4@DZriAN>nu)HdNQt?Gw? zo&_8d6XJ=)MpviA0ynOwML*B0#o3k6(<=J(B{uiF6e@;r8>}2~UpBMm?F7~=YSh!gTJ^6%J{yb>z7`-_m*n~{6dQwTg@lvYLQeZBB?hIwL?jFdcho9u>#!Bwb>Hp z2nN{4!y(VC#T6C87TB~PXQXeF;?$LLYjW~zb&O5v1BVx>)k?pB|9qh3m4kPnCgE)t z1B*V&4_>9|JlI?@pzip2$S6dc3c2-&R;5cO0vD^kW_hX-9#f0R^}QP&1cXfD3nTTf z(iH4pbkNhWNuF3trr)1nRSG>H7d?UcWov@P+Eh9RJoBWiIYPNk36*Wrm5QsrK-XX@srf(5Y_{=pAt_9!tAIAP7@qriWu;3OZ|k3=CNd_{)O|w zt#>ak*BXe1_VxO=cHdvW-a3AMJ|^I_I7meTbj*|VMy?o(oIAvGOqLt0xWQtwM^(is zVWY0jZ(YU5c;*49GTcJ3zhNJ1=qb`p~AedneHoUOyoxLg%7yx*&Q!a zIZfJSRLw7Dv)rmVt+Dn82xgw$^Ri@HzS6;hm%@(^d+$Z=`2q;C=evCHtzR3fF#tYJZ3*2$azF-y~Rv`;G{`y;@TBIm;7n}bwxq-v@!frZ7qyNZYoK&N! zF`>*C&pO^Ippf7ps|(Mv<87NeQIaJ_3&|3W4hxnNJIL9#7%crUDn+wTE< zE6U+nvH4e1_sJOwT+SyI4p1*fyx!5`>m3XENjp|g%UTL#2BVZe`7S1_cXm-74Xu{C zLmA^+mY&0$xb%-veXRvoJ-~gA+y4^Wq)e0d-{+?jo``5Ocp+mSg6M#G zkOJ}CqiI;YMYf*|K9t6k3>ft!K#g1BU8tq;a+<20G60-g$6Q2I?iEbA_kZIiJdUG- zIUz!3z7ewx@{Qq;2~(|1>X8a9=dh*48tIu={h=+1@=|5I#fp$Nya*TE5=?q_+#EhA ztFk<;C8a0#+T9Zh_gNRxC~rvEJYTaLjk4C^>ISmqlVA`WgG*=^CS-E0G)tF^DjwG?b;3&rlYK-Z^of+?DnzlLa1XnTgqPfM zVM`6CjpgMyxD5P4sCDe}8YRp{?#vAd=R_t6sgG?%D#$Hdh>Y_?vvs#*l*@{DW7t$n zsZBG=kP!46_+$H47&0AN@xD39FUR~Fn`XlbFOqW+r&GfhHp&ZW^IG>OQGer_QJ(#4 z2-+P%^{U4I^zwF1HPZno1*Ld0y~{ny2pUx4?$?nNJxv&9x;13p3LET zpZJ5Th74Uu{BI{>*TDKW1osu$;%YAX{2((tlbC@%h+h!sEhas-&(E+LHL&W_OrOoA zWWWj5jpE45Un0TY9nKq)I}gr?o;F|#4P)r+YQl1N+g*Pkw8N=} z@v9K$*Kr@#A3@5yWHBzaySuB1@<*O1o4ToHq}O@=>K$L5WUY0ukGl;jQ~C*(-9$mR zrl1Af3G#^-$T7T_AOjN_<|B)T(v1gK(bdOZpw;p`t*DTfcBT^XA@kr6xtblVu!QfG zij3nN%`Xp^GuQhs)jfA&73W0RQ@BvPu5E62&hV4H=(QCTYT`OoNt?|Yw)p^@3pa%g6$-w6M`DgR zq`^eLFrZYIdeidNpr;zHG)f1u8JWN!c-xw$hfi*gQ+Uc;i9%2q!Qgke{rD1nH+)4j zd4qcbR86aRp=v0|g+3Ko)SNvelh@W zog0ErRz|Jqpb)$qc?^ozUorT;61w#f41^S`!B5LDzs#>Yn_)hhC6%$5hdh5sUoJP5 z{!_K3kfj4LcfO;y(Z_wmuKc^15e#@Qz^Yij97JXK5FXO6HY%R1)3m|6n~YTmv*YCc zs)uFR+eu^T_dE8TbICgbYx#C> z2ppmyER`8~yiL{IE4qRDk*bjCV}ZSIFMtHJt#`3t!uWKVD)NL+tg~?=5n0~GYCw&v zk&eU*y?CCC)~uruM~2T$QdtcU?!Jp_R!8vB~Fg-DK?%hm`440=+X zCMh8XS+S{>J+3Ze?DqG3GSPfjpOk7g^eNTfSw!O0z`9QMK#J-x*zjsZ+kd*07<()Z z1zqDm7$76qs|j=MT0*Kt#98kXVFF`ZUTgcZ%9N}Gy0p2)@N5W6Nor!m<8t?$Jprd@ zf@NFEdvBb;CK{tlAXPCw(%-eTsBG&zC}$%AY%C5DqmJvz^_z!d{iFzJdKR(;q!S;o zmE(5!e>|JS5d~0&f5VhsBCd{x;}v9HJvh&+4Bt6{Nc*< zoq^MKkA0;V&k*y#-pH*T-P0=Dq66*3qV)8k|5{ByUcK}NN$gR1MQ}T8T^rPG%Z51a zo7w;whmP<^n5@>G2&h$GxyVh(0&FuSn-pA|L|ftPo@DdNr%CK2h$xxsiKLm$$=QxM zCaQ8X@mDYZi?MT95{8KqW!tuG+qP}nwr$(C-Tk#~+qP}aznX{}F^jvbH>f&wGV?k< zB2uTm7aM9?JKv<|2v`#~_{Et04g9DCymYH4J-XJ-he?*?V%_|5L6}*r(d|wTZo&J^RHL#3&;X-^ z|M;1<7U16j>)^dlcXf3A^QZ+IRx|A9=I)-TDXn>`OW*?b+U3$K-+=-cz zzBkouqGO(+hrm1rQ={pEF{Zf@Br%X@hZWhK!YmE^(UhOako&U9Z$wm zn6rAf$i8gT@zyJIXfvyixmcOBe_yg1w*`sAb^hHVcyI{N)$8uCQx3LAoXa!H%DnW) zIe?#>dygj7N5{Ncx-kHU#g{411Ji(af9<4)QNBE`c;ZVt1{r~Q27p;*Ih6J#q4^iixhU#vE|fXoblUfpF%m_=|F$42~r z%Ky(Lur7}Qv6Szge7r5y5}AEumlG=w+FLBD$AZz%ni65m!Db=R!gIO?M1sj_1q^?I zY>`eqJr|yc8`rBuB}RKCOJ*k~Uxsgn^XT{6SAwO(VF?v;@m_wlQqwt9i!6Q%n7R|B z+YN=$ojpgE0Kl}(1!hfHds~GzE)XexGRisOZw=cUhfxYwUzGmv$Q_}DD7lnS?kXH8 zs9{7ere&mm@aX@&PSjs)YUK!wOMMEi#Mc998MO7(jKdQG>zIEwo9_CP#rMbdrHBX) zs5VRfK%j4V-eMnIZO=1#z2z)eC>I59ps=qiFP9E}!kqiSbT+@nu?@yxi6zErnHZ`{ zAplY7oqBpdh7Z<|;9wtj<#Q{!n>CG8i(T5)_sd~h=`|1MPke`=T30M3cL0;h8ZXm= z8{`IxXbi~6NQk(qM@R1vlFh`zbX4>{@g}v2JL1cyOJbw1Q!gvWOE_-3+_rpi^Mb!itCoW)4 zp5oUtqH2f0E#*-6Lg#u$yN%btyT=zs&omjC<_<#{EmEgI3OE!WgvyY(#969u8%KM} zq$|hToNlifB*7He89dOO-i=3byC$?E#A_^<$^5dM8u+qB3130Fh^%j-(&J?AL2TaQ zWg&2*R}h}Dtc66euH{|D`_C-~Qgx{Y@VI;_0Y~G@Ke%lKH+{IMPw7PA^u4CU}cW|J0FEn*CJ)S+>Mj+;4wB z@?F@NY!QwAw4hAgtE3F<)jn2=YY0q z@Jjf_Hys*MWZBhH(;abQy>Lq*ZSc}*Kz6IC%Z4jybx0!-MC1aWlKm!H&4*K}q0=%8 z;3Xx?ZDPhaW@1jrrMpTuUZQ{~gK0+5Wu)u!B#&gvc0SR<6bJBBXU4p{p z9Uj@X==3DacKejT@AR9PJP8YuJ#rrYMYrf8gLeaDMF;j!QQR*8NuK)EIv)?)#&X zemE|OJdp|bfK~TwfcZIn^}!TJt;+30g%g5g)`=6X6ew;bVwR;0yw4Od?nNNye)%vw zd}Zqs<^~?6Yy zyStjI^?ruYL%gg^+YLlT+{rDfM#?=?_x(Lt%`SXP>hOrXuAR)W|MW$AEQR)SJ{aD@ z=+?YVkZnSmn&Sh{){}5dMO1bH<1iEnaxa-*%L z>K&-#?d^MBWHVY%+4#r|EXTLw$Hc(hOrNBZ8_^@XRVJO%6b`x%7?07WQ!V0*U#znY zG$g-k_1_0xA^l=1^Oh7phQ7;-b4=fz5~f-H@xo;r?_zy2^)7a?Z5h@AKEi*ao+Jw= z+VW}bI)SzTkSIg&=XRk_?Ck0h^Gm@yh@z>3jmUEM&vs{+Su4~sfUPL*qNYMl(hAQW zhAi-}4}l6y6&~FnSq|GA%BzEamSYT8yGY=$k%c|LMOGsni!JT7V4s;4U&pc)!uV@< zb#MeCUi`IZA9J{wG)ggR`GlxWd6pxl6rI}zWa$>Abt}a1<3Mf6YbdA3YGbP^U^1E_ zj`@1QEo7F%dc!MyXa+iB*$gqe@%Hy5@}$mMHz*w^B+V3J;@Jve{6_qSl&P#7%EE-h zeQW%7hvD%jADT_q*eyoVZz+WQ-b498(hP;70&RjCx5BbF<9&0#1*`gLq1o-dEq+p} z7Wv$ZqjRC6SJV5D;uCaB--f>ASyopY#qUHJw^N+SG3SxL70x#v#Nx<3CRUXH_ETk@ z=idTe;^2c^XY=y08nK=@&$sx8m2QQqj989X{0kMGG-R$ii}vTKp0ktUKpqPtr>*5& ze=qMY5}~BRblxXNtAGP`Q5+3VFZZ{3t@uKmf6U^ovr!J;vrC-K!P3@uBp~@wRZt4JpB7J?(%8(r2R^)_>ZS zn5NXpF&I3?eLtHvE#31E)vTRMaK}t;c;hED&T)+vb$T;CF}nif?nh8IB$xS6AwBgge#ETtFQ%X)aKGolG4 zsHMBlKZ7W@yr(SK{JLJm>^W=tsS?b)VVWYKW;j3+N zG4+04Gk)99^ODrN~Hmv!Ly+d%;(`?0RL9czj2q7iGbdXH}~+e?Tf=RMRHzq z33jeoRMvPMmW_*1j-Y^Ftol({&o;F9&mwTw_;7ZpQRaXLVeK}jJRQPkf#HEN7>F#} zB(+0%i$YF6HfM|Qb~6XWHj=$s5(U_5fN<foY>o8yYTrw_0w%dYD21|*de|tpz?q@=}ZK`pEy{j zS>&=UW#$;L@ip6>GO+`M5jMbKect7)v>6{8vX)7aCJXn1YvapKP8AlW=F%{%~7bE}V za9X_0JJHQAaOFjs-toR}L|3lMl5aD--f!c5$?27uT@u~)O9@d)A{R5&8_AR$(d&jB zouvwwYZsY?a~JVUTw7SMS|i3N>{*ne;RuM(1XM4s{Ti4M&tH~6$t_7NA+-gtT)co0 z*z2fxgi%<6%hh;^(#n1BzW?y*R2D@-irs8L{-Wlnlt-J~wgYR?A{azaz~eM1b<~DS zG-+eBim;r{S*2a$h3GUS5Wfd%eii=d-OtT>>CSQ&yJ5(%qp6qcH9`{mXv*+o)q zK|+V+*FS+8wD1N8jI?Gw|M zA=IW*X`v(TMZyt+btEJoQMs0TS3BHf7ufx}S@NSUEF(2Ai|m-i%p7i3CZ@6p67Li1 z1Kh=Bq?nX{FPkE?;XPc~4XnR7FvOs&<%QShqDQ^$NVRp4AzLUB(B zjSDa8Ey$cx!UJPZzSD11`wWch-{cNcg9q8_PxO6uu10UL{&@XmuT2{ugla2-`#mB$5*1jz z&zJr|ac7%SN*FuhPPhw$jlroN8u9h`?ul7MgYaK1BXda+-8$xjveMX0%L9N^(%4Ey2D8E309vFc|)t0uZB9P^XE9tX1t%TYnl z&o9zw*vL?t#*ZvE!Nj6Su`<(2!$3ccp&l_gF3=Nnulm#uneI_TM2ySDGJYwHq_!RN zB{Q<$902bV_9>at`rO)$`#w9|D^sVb?5H@rjE=c7s8fW0YW;fQT&g2;bkq5_3^R%z zb#)&L*SKRH$8%(s2!J|$c(_MeEzKz;@)fAV@gMVQ~UdW zCzg=5kjcCJ9;rv1}||LxNtQR$EFZp#hQhxM-lA~e3jyY*5e=wbW`1TimYIvq>UqH}pM z73eIxc8K^syV+0Lee5cpz*>aY^V-fWb;M^L-*)$gMjVN-O!i#GlmKuGRVFa$&OtCW zp5}bfVP)k(9R-MtryPdeWRrHm+HbJxQ_=}0;#04=AAp3oSe08JP_qK<#pnl9r)WU8I$QAvRmhj;MovtCC19F-1GssZ7$ zo@^+`TR&#EliIUZ?}y{JP}CZ^M((4AlnKSD z8vq>b^TJ9F(e=bX)6SI^w3Z#n6WWFJAdsX9o_r{FkU-W+rg7>Yx`rRrXFBq)hw!QO z)j?h@!^ftr!%PF}`AQ18ENF&`@6>Sy`=;AYBPKh?>8!T(ok`K{Kl@G;Ks5V{^ko>S z&k{(<^6Q@=Y)J_H^~bFJ21ZkzOIFFzRbqVE0uOjQ&>hu!DBU`dvMh#PU)IxvOf zgu>_?sjh{bFFVRE;r5jQWlwxfNq2aX<&$?5FX4{|?b7a&QI>%VNw;1@u&hFcBfba^ z0xMCKDRKx2Pu_(~^Vw$OQg4kcEsUISnj|ga7V^Q`Qh7_e*LcOJD=x!fV9wHW+4B*{ z=wBC{O5RBI9{Z9NwciNQ)GEKC;4M==2T6md=<@4STPs<=;h-$bKqMKu{heo{YbWMh zr%H%xcZHiGhie5_r8@lw2=R7qSLShh1x${^5?-rNP^O2HUHo-FFU9RwF~*#Y`CK-y z7NOwU7Bw^%4c$M;yJidfiuuQzhuZ76w(P>D{cXyYX)DsS#x<=mSKP@g7&o;5o|5CN z75Af45HY(%6v+Jp#gZ>Qt7vG-bunm8jJ)u-ur}w0aqjxgd9baK1 z;w|v!zSayb`6flnV-(&D{qOFlrbPrYGdmEqKo|s>`}^=xJNr4aXjb~+my9fZ2Z18@ zJIAXZ#DzdfP-w%7Ytnr2GCM8Ih&XYwRs&1smpnJ$#P?%X9;pO^+po6ea0>hQhQI0DxT4>%sBK#Bc`(-0c|AS zQ^s|jwBsEz6CCxOno3{R9T`(!nL;Dk+cHGhxk!jkeFkprDLQqJfu1FzeU7Y}t* zb;H#-Q1O)dzfu8omr=NASF(`i+oZMo^nJS*$^=vAEWsAiDylV#9oRH zwDg1^WaHydePW-w!w}umq&5Pwe`a{ls`3u-3VO#V14YR;oUw>pN>LiwZiUju_2K*G zoNR&IQ%+hZVNEdY-S0q-cd>GBz`+}b%cO_@R7P0mj-u1tE0Wrh*xd_XS{|)wUyfdG z+u4!+xjP+hz4sFHS}*;pYRf_#a>MyzUD_X_m$y5_f!d=00e?~>mr{S}^64m%i8@5{ z6w04oE>#}iTL?QF8G)7<*fYGi`)4U*DTpyUB*sC!Xi%?e^J2?ucrJu;&YJsL&>OS0DXso$nFdmDSkY5aj> zZx+*A)w(00CHo@kQh1pSo2FUIWq|vlkW`w39<{nPYN_nHnezNQz zM!wzLMVimbaw#|nZ0=s0;gOuFSmLumi(wZWCk%3b0jr8D7 znL9Zu*UqU*p@kuHk8k##*BH9YpH+iEZdh7wz4Cfs^`F`6IPjfbYlC8=8-GAwatNiF zt|Mi5XZpUEB%PIN?QL+%?2pp#6XK`=$9jwKHw^^YzT#!w*B`~Zo3%m%5|k@0(W5rp1=BmJO)l)?fdk?z6{A;HxTAp9R5455UCB<1e@k4SfsU#oa;*38fQu6fQszxgdNQcgKsc@oJCE-hS8m(#O7fCvDS6&IJ(5CGvl z1sdXb#K>qdw0$%9&v?ve5tzG6z(669pU5O$%4-gSg z5Rm|(9~uPej~wBY1}FivLzo88N(aCc1LZnsgap|6*(pq8t9|h8V@@6*8k9OfTtg$_ zsQv_i61;(V7zhNkB2dS+AMPHPR^Sx?Hv<&p`tn7eQe)UgM;BMLy@QvBr(FP!PKUwV z8d41|0DO1_tN_*xkh|-@y|F$iu!>-u{=byb&=HXN*1-1foB2S^4zGZm0f6=aJR`uc z&i?dvLE3>?fcIMfTvFA5Fk*~P_lCuK6M%q%v_2rgS2~7wuLN!gBY388@NZIFkc9L_pn!eUU*-Jh zQ0C!q-!rG10tWbsH~(=c zpw^a8)v(fR;x}iC;R)Cpk}r9f?U0u(Ggvp!d*DC;!gtqzTmS=kXzW{k>~k;9pg*U_ zZ>Aw@kDD6^XAq5nDS*B(jlctaja@ndcZU9z4cPC^FZnTlWHfmAek7vclFGW)n@kinbYKX89nQ5`3x$Ev8u>wlCV`sFPw z)5!ZXlr%8=$0y)G9v%Tc0D^!7`!D`y3m}5O3xMA}YLHf-zz~15=zem4iPyjK@D1P0 z1T_JFv!!ss?sORak6jC~f!_kq@A!FtXKsJi6My>Yf0K{?w$Fd6BzI=^f9d%rcL9I# z_{RW^Z=d8qyB&6Q_mm331LlCAeTAR(y|cLp|kt6Pwl^+^oPvg1A|x%=@RtkpnV__-ue07Lp0Y1@)6KI^nXu)hQQDJ z*i(bG`f2=SvFQ5%0FJL=9tVT;S#sV1cX{p;TR^;jS0(`L=qRR9dqDu`?^*kyPGerK z)Ii?>x0U*2{F4C!v_IJ)f!a-fNd*bIXZ(=i1GEp=c|jehf5<%0R`x*VieBj<2bwK@ z$@BpJz1jzvFMRyhX0+S!m&C{eea;R6*gox(#OSwupnn+hMPu-O5Bwc_ywd5Q{S#<+ zyT^w>H+%sfRMq$kbiicuC;09r@F&no+rfv}+xmqMfp&h6<#E9DuL$Y`-EQDVpc{J7 zKMu|>B=!+8@IOBdly>|DK2Xy66?lhQ<435QzF~hHWPkdE{;T$-+0My5fWOcehP$i% zyVtL0!?=cQ>(9y#(~JPySOsC#SCv%sbg+w!D8wVx#k_ZlJI*v}e;tp_t{piqDW9oM z8J}}~8qeNrtCZ%}HKm!$@w8uET=jg=by%Fd(^$&t%lB&+$ccIBEh)<%{R>H`%_sQL zD4Fj77fe3I734l;mcGKnCG){Q&8pkbh$klzeGHl$n7ORIQ5ChUDp?-%`nuYzi#_%2 z)c!s@p3c02TL{EP95sx*qKhNlA{HDHYH{L!OM$p#jkcp9n zYSM*ax`h#@T(5~Z?aXEM(nS>go28XCrqLd9mDtAu4>oWA$V+-g-coSr$t&)oeCT~5 zagAZmi?si#wDWUUJYoaZ|Dw_x=eU}lYZxy!vw6I4XLlvEvSpM8u@&+D-m{|WKuh4z z!ISvXp<_`}rUc{ZF;BF{CCvd_q}0Mpy$(jvLFD7X%?*9FA znB}NI`9{$;SrE4Ukd6P(42f(B#oz_lS*iWuP4Xp&lnMf3mx;LNZBJ%Au;LxV)-MD9 zqeWA~4_Nj56Mo++(3{n(DNxH(Y54n)V9mKzjWJTvJX&JML~6>?<#E9Q24YQCn^Ahc z<`(W@Q7h)oqY|%H&XH4ZE}tg7I>xg=^dX*P<#XuGN&KaVQDx&6<-#!HDAZfnAfw=i zPZyUO$FER`BeS2LBXWhl~Tx%5t|p8S|_fy5tBPkn%-0k{{X* z0ZD5>j8_|#!a}V0cwDDTmG@kI^r)^xo5wLM6?)p7(z-N-B~M_ipUYhZNZ=d0=8jT) zfc!%gcw<~_H@M$M$EczP$3BN5sQ#pK+DhFv^Ew9IH40OYF}E4Kq;v+yBMV$xd%iQa zFr4It6xFs0*=h9+>rRdQUrNwSP4r~Q0lMoV4 zjHy(1X#|wkh^XHsN`WX__qLlLG+Sd+Y~}q#55!N&ldto}trTPW^AI)zJvu zTHAF|l~v7T8K?I*npc;2G0V(7-k%hFpCiz&@EwoyAk?|*-=4>GE$d|D%I&e|Jhs)} zfxa?#QjHUPfuvc6l`VUHe6j*}JgG5*H(DT>$1LhdErwake=~v#NUZjE;$0`+DOsmU zRPRc&?N*fOaE8y@h$)+^@!o?wrq%>(CdHLC^-NE(U70zpQ)x6C4yX&HEo_UushO5= zU)J@ksK=LDc)UKHE%2C4j>;-e>Tq0eVXzuh)%p5AYG#r#x?-4FNBh@}pMltwTGV%} zmVBv@I7uv3SOJby60>h}%3(kFCZu@?7_K_gHnHC{awBG$d2poR*9%H_Ll714(+rBh zM$;mL8qQoy#wFBs_9BM)>v|ReRTU5E{Xedoq`+WR}}&6cLm? zYD}cGL{azuP>5v%Ubk%+nSu|&g-!cMS)8D%QzVY<^nidEVDPtMX5jL+4g41{q+H@+uJbdcNDlWbp@$%`hFc^KiS8`?yl)GEYH70BlXo@3b0^Kk@ zy_#$M{f2tfumD>EzONzJnbB+&Z4G<1m_j@y>ej3xbdHUn4G(aHB)!yk z$*x8!xFl>@X@$rL;6!rNC2|B(v#Sk~Wq!=la{C)WY?lqGOg+mN(4dJZlRp|~s(6N~ zgq~aZdOLJ)6#~uM#B8BDU6;Z1j2L>45~9=>gG9bF#MvUk+;#htx?CKN?D}drwd% zmqRI!3A}_mWU-}z{F0eJT}}I1ZE{%dMZOJ&rDn!29+zyl=)K7q1ml#-SQiMIx5CR; z&gDQSDwDFdhj>W?*9%s(SD3#;6LOkOgwdG42S1I0yVI}-^8UMLdYFL>0$h1<0b8uS z4=*vfaMaMVO*2vrR)dznFOJHzzL_U(QD4`lB*C7Y&6Gy=_9$6&aVxo6xV^2wX_@%( zucJ1(nww@e=p%AnKk1Ge;iYze`}`IsIx$|XlXR)H!5WSU4l!K_L`Q1-uOGfsnU=*} zoq!*XmgM{{&*BJQbyQ=5^#UHqRobu?mha>n|D;rhq|AQN`6Tk1yOC65Fe(Y)AIU3< z#y3LH+VP{{x#aB^a(lsAv~o>LH{#FM#EV7u(Zzo@>G=qfDc^K2n6wFmd_vfVh= z2sE!w)g>fHv{uF7H?$58_vB%gO{qmPSdx4G+7(7Bj#@KI^R=+XII)bzWu@N?7{t=u zlb(b#a*04;k8YaIT)%|e-!efk-(ab*`yfa97q(t`Ml8K!HWp-_yZiMNf>su03c?&| z*pAMJ$9D;bBvq}DRx(qckVjTWQyqICQ{DiZi0wQ!Na4|RrnYxs@T6F*e{se?6+71` zM?nqMQyztbm_Ds{<+NK%g~Q3VZA-3|5o)|`T9H|sY2T92x`0=a$qmJ7kZR`6Sv#-# zSTDm*=0EuMx=AT1)?l;8vB)Pl-+IuxPo{F+pBnT{|B!63Ikw6d-L;0pd`v9mvndax zujj<4!hzFc|3t9F#Pk;-XI2>aUHc0NaajiKFf{?E`dODu&6^iDZReLsc; zliLp=6J48%0q$|_?V7pzE&b-zBq~=e49xgf|BDOrT&;LHqz8Hp1BL=g|DRpW$HDiuFvBw) zN2s&vAl1IC#XWnfvpm@AhgLpS9@{h0w=nF0U_D9#vcBck!aw&uXm(V*!>!mMK5ZcF z_jEh;=O-TZH%^$h?>fl>CNn#}E&7M}%zYdbpYP_g z5nNOD2A(5aSXu~M&z8_c#{D41$LNsG;9ct~FAKhQJ_}CRE zXg79q&MP)!g$8$;lELA@ad{9W2$m)p^rjSKbBdzQWFN|qCzFZ$K zl#J=5tJ^A_8J14>Vy&%!G-nEIVoGiD-x^^NeqKb+sH`3-8Oph=gJurXv^K?k#v+jR z7d-+^cuV6mZsC#De-*S;)#h-8UEI606jR&a;+JBUV{4Y!)Jsw_oQFL~%Rix>GeV`Z z;+RT3>$;wemVXSgvq(rb@`~0Ct*sq!&=xX>-u)i@xWxTLQfv|X)A~cu18YmTb}9P) zbP|cdT&W(Sodv=wavx>MkIhYJHlutA25?te0LJPlZEoFby4Ctshs=?aicJV3m_PH& zx60UE-E(0Ej>t)L&M=Y+`5})IJWz^I(Oe>N&P_3iW)#bkSTL**BX}~{&_9S%q)F0d z&M4t4v`OTrxsN2Fzm0V!KObpbizy;6q(aQzBUuL9Q;fj9VEtfK+YDS(F@aQ218fxM zNIA~G1pu#C(6uG~`Qa3e+)U7q9m&wqimCa)L%>&h&Z?N)rB1_D$d~NS-AxBX5|I7$ zG^A%5sf_N49IB{~I)0+nm|cRzw01Q-n!L;zxoL{Lh<=Aq7IaTj3mmh_?@{{wXC92d zGP%;iqpKti`Y%jAd3RQ_7*APRvhk;S>Go_`FVtEuxPM^h?y_)~75ah;I{~ z!bC!Jmi&Adz6aFvFGxvhl1`%;p42;EWQ-b;>p^Xf{O$H|?0i?95m#HkZ{J_{x|~A# z%Ltg`rPkRjXd3E+cn>-N?70+{!TEpWgIhf}6gFv7vsq}BLCyKjXG#AVqBWLtZ@yG4 z10S80o$fXO^KyUd_;x2utN-ab6;!o{BjU=$*zzx!O<)DahDU`#6M7rDbN2dQ*?qsgVcA?+~nK~r({*lsXr2_Sx$*fKw%O0IL7O)q#k+}F~S*H z?4V0;--S)Fl}QH{4=45JuY1{`7BL6;uF&XXkYt?7Voys*=L$GxPwceJqCF0BOX>mY z;okW8{OemY&e5QENqZqcXFF{{%Rg^dpw4?8ayh5lH$9gU)Wa57ITJdD1ce1-5X(BG*uu*>U^K8dXmn=RG<>?=OuKai!${M{o`%sdQE=kg7 z4j(D*;_|}bzAc0B?QjmhXpHGZf!#%glslR6t7Oje=b2|#QKUrm*bPbbn@EH*ula9? z5c`suS&|Qcgb1}M`TN9I64A3xX9voYM1xM=$YkEt*&s*tTvwy#s;TDowf)lU9SkC| ze)BNcN{nY8!?)XgtPvynzqNY}>^nr{z&8;My|vgOpvT=U5GmCWA@=D}@>P}vDNi+3 z9CqqTvW8o{1o#~{z;~+QT8#0T;*l$mFNH0cd^g^kl zd>$`a#6i<1{0BVQ8#vb9{|3D3kMj$H{18jcqU2wixO%8xl*-lbyltaw+Q)l!`cbTYrzh1Wm6!Ij(2mF~M<3mr zP2DKWPnfnA-oWG0yM};qJw_2ws^O~P}LFSrn zn>6-YADyAW=MSLKiH_j_jkN+eMr*No<;vO(XsN0TX))!O8RbwxJPCg#JiCGQUA zb%paGVQ1VBf_++YXrvVMm~m#8BHgjc;Qv*;{Z6U2TQ2Bz?)+ZrB%Svd!%S{OxT$cj zc?)WT$l-Ta0b(Y>+xtrt?qq3J^VZ$s=FOW}bQLCrzo0t9EfZqGesEtJUhF>fvn(3d zSyR0$DyD_O9mkpIz0k1{?shlwYFO%XyCwBq!YfC4M`X2yjgGH#S!xHsaeyd~%3_{` zrVk-hSRoW`dkKW9d+D%5yu#0X{?6lPe>>f&&FiLydDY*pikSAIfeU75QL&S;`v~uwIfUw4C3AEdH@~?UshhwUQI2X_cxaoGxv!T zG1>+b3?wJ$iYCt3p)vnekkM*)qPt4>=R!*~W#f(zEkqt3cedNVT)TGM(gdHbEckheH7!3@xVTLq}(c+t$l$s24L@fXU=!JD9V1eFo^_bln)4` z3*Tz!H*#@*UHo2!6Ot(}^Fp^)?y6a3jT+ERL%(9NA=a+;mX(xR0j)4gS!Y@4tZ~X# zH0-~^U*4^Zj=-6B^JY(TSTYb$9!(MW=jxRbZ`*$b5+Zi#LQ-M|qd}QaOk!SA!(ymx zM~*+>02;01DG9I7DuJ*PfQQzDlS3s!PyU!N{|+u2KW9JlHt+-(u#5=QF#PUEld&es z6Fj?DM2bDiC}$FF-l0%V1+X^8~UPLvkwxl;wsee*VNLG2_5l!=t)E4QZr84atga^v))Px=iq$M3*D` z?%Q}M@`Vw95IX_H2cM>?MzN1$W2iS!`#3lq?2;cbwTqcVZtp))I^m?-<8cb8EXlS8 zIk8qd@y-*(4nune{%QW*-Y9C+=MWx5qb0E+_GqT2Q-*T0%{h$Sl06~$Y?5t4(`ien z9l^V@C0i;6J;!R5Q)AV@&$UqLLZ5gOa8i)Z(W;1<_i;a>wX8;U73D=do+)E}Qi*H$ zsrRsNa6pB*}%fUS$`$#O@O<5D0sKiIrMW5X#VaDH!{L1{$e1Ba(!a?FbS{xr41JYF7z2X#;t45QS=?OU5GoGYQXD7 z_jECzs?0~EjnE8=$ItBGtw|YrmyA%3cFT3M^VNV4Yig_t6Zuet*J@>kUdW0kdO3;c zHTh6;^h-wnDtc?!Fo|AP{Q;mb#ike z?)S6b@U9G2nHj86hNlHdPoe@^1kn1u++_?p{26|XxMd17TdnZ4VG`uZfJS|n+I444 z6#KJ~8@FQSh-K@)ML-$qes=3e8J)5UXu|gKZ#p^z*&ZBv>YL%eOxURthSPeodF-ow z6q7{z^bg3tMtfc~bD1(8=({k#?ln;2Q3RtBEZDaehpE>Gux@t;!l^ZI~(o@YL=9~SP-#_yxGW?nTORcarfj(!BUqD6K~GH#w) zi~`WOrJ=!8a;~08sH`2!9x57Bn8*YnkY9^7ia4ysUEGs`Q!w%Q#QPD`)aq&UlRTvD zwY6p>7;qE~UT#Y$n{YSKgL+#9A-N$=s4F}v)Cj71$P2B`u5?z{n%{*)8%eXTercaNeFGSIGA?PhU{WcyVlVi5nb=HTDypMj?CQkT zAlfco=?A^>lYfwjba6CWA1;h?LJ##3xkPhbHJel8IvGEodrmPHa?`$C$6ny89PR23 z&ORqDqs8;jFNvCFA8|Go+{Sd-F1f-5kvpeXs6@AgC*u#*E;G3?tSeW;OQ2#s;*3_U zFDsxT0Rs@V(V&5120d?BHFPSWloNc637vCKs|}xCgQZ55X4ODOM*_1jC%#^t_@VjU{!4ViTvhF$C%*K!?~y%K}$WeNk4 z>k5mAVD5suDBF;5n{Hn#<>>7?^pc*XujqA!&alyUhTn5IRJ}8>irS^$UBW&jcsT96 z%AGie;5ahRKdNeTk7P2=XI!ZBc!rbKDA=J>47Q8Re8dgetYeeJ_xPLQT%-eJ#usmX zP|)pIqL65l78=4(k_7E%z*QKOdi*qA(Mdb7c-d3-xXNxk2|G--h=q#N?&z;s|7#1| zo2ya1I-#gPr2KS6&Zh6f1e&eZZKhr#F^Zv#&xK~3=KMez_PUo6!9lh&|0|uz{`O3# z$44V=!m?DPIQop%BiGr&XPl@}@d=>Kmx2?}r)L`w> z+qP}nwr$(CZQJ%fn`hg$ZQHilr#rbxcX9{+xQAbA_+_Q4-dbxt$U#2*56Kzj)FHg| zwzZK^i4Y+ZX$+rvN6J-8I$>|~jfRqvwsq>Z*hR^gQ(At9i6a?z^70TSlT}^vEon-}?eEUH_qA?RbLN6E; zdu)s?+yLZ!!NXqAV`$werS`&af@jz-A}9>c*>fRy2RMAZ18Pd%hT`KpmBNk<4srF_ z)RbI`?nuWFxwdAQsVRNanbicE*J!pTAO$Be(2O{HhG;mJg51o?@1m?FjfdT zVlp)`J61B%mA}uBfBO1$?b520L5D;1k`g$HFUhIK1f<2K`)-Q9yX9!B3Wd0aa(mgD z0uz*TOK>1O78&k}^olsc**s%~Iq1E_{?S9=F0svv@EPA4D`{L;UArZo7fHZkM2*Ea zmgGoOn+uP6!hbf=e~b68>#{i{==Md%O`CgGXt0Y4embc~25z0iI;p827K(G5l5IOf zg>ph9dC4ZxLp_e_KYa#v&pV;CFA~_c8~$MZHq89y8O<9oZ83`>YpCB#IWZ@8j7o zLp6~Poq19~EAOsM3KTOFXJ!oFJ$2fLF|<-H2YSN!OJDqSntR0yk@X2&Wgy=8_p+z#sxP^vYF7qfIf+x4t0jB2Y+| zr()LQc}1}8cuPEpd`LhN8{N*v*d!0lksq@piEf~%kY}WfO8O>emwb0hA2Msd=Lp6d zPQ5nuTI!tVdx9lFD{`c}?=jn+$N5lF7eRK1|3qQIS{?+`lh|8kOt?P;$1rW|QD^f; zSv_H*t9R7k#Hn0}-mGf2MXn#dHDH%>Zw|O#9wAK3v_uLN_GPSwXz6>mq-keoq{`+M zQmD?SB(tNAds4$|{BTb3%z_7_i_L)2PB&U(_FWSj(No@8M+1(yFZmNRES6rSy$2)+6fnz$C*lWsM>gq&l8 zAc6|SlV$@H7wHAi3i(@S!Jy_lgz{`SaWYsv;X+*r(~WnZ2RW^c{U?85p znbs1bV_DIZ2lTZK>_}f6uHhZj=0gF~tMk@H7Z1Og5%Ia~iH{#ogp*{ah9r@`(Rx}h zl~zS{+Y-`uT+&)>>~o9}0JdfAdfeLKapuRIC(%Gm$M@2@DP`a4bk=p67#FL8UyjF)fFb;B zx8W>?>UyadX6m54KSti*qtfh`*z6KHPFNe(7Fl@A~;&mL!+vfm6W%gQ+ z-6oQtl-dtXYrGmdvdfWAQKQ*SvN6P+*Zto?7rXIoK*3KWplZhAauN~-it#3E?fJBx zbm;8onquZqD3%fJ^KeO$OCrfpln&UQiw}gSe!k-4Pv1|9q4ym(u9tK@8BQY;=g>^^ zBJSBH8f5xhV;-6-PsEc*2M;O9?l~qn>)Wjtl>K=XiSL*PpTtH9^A*c( z@k8;&JeSG9Bj}QRVc`2^$|Eg9W}yTz62y8LL3(Yup(eaHJVvZ1>(LG=y^M*r1uB-`iQM38|VblJV2CB`a*G^UjFWIVVe9F|Dt;H|Az?TCJsdYEiBJ*mT5^%~lU;2(O{{o^4G4%ZxuPQU+ zfAgwxvNQaL)bbD9!pOqF`k&AL$E?c4#>DhLHLJdWs$^fTfI=PK(18MhMs-S4($U_? z1t2Kt1PKQol(cnrwsNE#&<#f`Z*5;MbiZrUV&!80mG=n)f0du^EaJ+|dZ~*Aw-~|0bHaVjJNdW2+oB)Wj1q9{NjzPxC zEzIm}BLcO!`0<_a>jT1=#Q?|&3i_q>E&v{|5r{`%&Y=}RxU_(*^W6)N_a+9&8%IQvxk=vzQ9n&I!bO?+yVSU)%u=ykjr7d+z?=bpSt^ zumQ=jkG;n~<3G9(MxW|Tb5m0@BX|~e z_-8;N8o;voz&{r_5DAFtpaA)hKf<%)Q;0^lS3@Tt^*^$S-|m^Gl+v47(i`h*0XDh0 zbAGSnppGD!yz$$)-?!P#4b9HY&tKpg0yfjMe#s2s8;#Z*LO2Bko)!K=d9oJ28+`=k z0QBJC;Q;L907n1-?U|YlzjU?xcJLpQ@9FQEfvsiTxx9S`nIL1>Mu1*F0*@|09RUC{ zaS92or}=Teq82$h0L~Ga%zY>zVQWR-+TZIi4R6@|`aQ%$um!XCRlITlqqnR6y_kHH zlUp+@8{fNky*KH)I(kxCS~>6bBfrm*5^L>%JeuzSRXST+0D5?I0Qm&~eV_i(#dimi``F^@T?S5hYYQcziz0E0Cd92Vt3}4iaz;JqSji>B0zq3NW z)W^U1J^t$N{>g8@wh~}gw%_U5`}DuR@z@r?^=`l9dzuXjr{?d}8@%*^*T1mKVBg&h zQ3TEqODDfx$GL&C)&zFYEkCyygmO#>>d9mS43lM&JB=zHVu zT@fb)t-UBP2Ih^;&VF)$JdKZF8f%^Y600!*e=#W5b(?8K3`Mzdu zE3>ix+@_uSZjbx~%(_B^}HAJ%HW^>^Pd+yeQvZ@VaT0G-3Vlv}e92M^-0yLQ~= zhxm}QgnRr1@B#n0TnXW?nC+X|K|fdb>tOG|e2>i^zpK34t(XB zeS1>)zh*A^b(dmrCp3kb@3m+tJRn1}hn z`rfBT&v*0uh!ZC9Lp<|3T^hi+G=CBwd>(pR@4AAnX42vc_)EWJ7T1?=;zLfc=J@v> z6Lfw8W_fgfLv?1??fm;rA8vl#9&;`LoxVC>ej!$2F3#S*_I@tMAF3{X_j>(E1qj#^ zFgIo`xtaF^UReQYS5*&=YO1h_i;!KgHzZ@K^7wJJ3tKhD?qgCde81gz07#R9|86u(uUt#JkAEr5J%wGEk^ZZp`%H3Nna$b<^9xOOSuZ_TCSj47 zsY0QU@ffvROGZye_Q))jSAm+Jve@~|Z-3-{R%;`&E9F6(WNFLkNnS|0NL1+4--G=w zcuiT8Qy|E@r=fz-N6Q`GGcXCxY_^@{Ok-g0FqthoF-pxfeBq>J_y!#O1ubxqwg0}K z#~FdVA+k)JiEI7I(5~3G^MDa7*^s$YNG6qYuieNGM!46N-8@!%254;X=xmoLmf~95 zH(1TbGDG#q9yC~6{F#gtGLxu@|UGs&l@G}I$)+_K8VT;hqJ2%sY&2Xb{ zm6vDp=G^-ht4!3z>w5YnQ{=EIi~aaLLD*L%!T1bZOcpRs#$W8q!xbK$xfI6+9w+s9 zDQ?-wVOjd%ZS0}hbOt>DXyV+`U^cx4**||d+5VL-8I}#Slo5HcbJaIAaKclxfSc7L zUFnDiXi1AWwK^^}U}@rtJcbF4onHMB6ns>_^v>d`Hj+;k^zSn1CzF9BPx=kuo?mG2 zBuu;&Mb?Bu`%1n$@AS8ibQ&Ka=GVo3TW%8Mdaj@YeI?8+x4UR@c3O&dhcJ#vCzIMVQ3ihE36B!TE6Ja#ARkx zcXvJ^{+Sa|QiLBIvgUK)W21c49ocH*uWGNqs<{w@ANxU14Ksk5Rf!)ZA&s%zo*#9@ zInm(C(TZSg_ntIQ2df?0hnm07srLKz=c7|oJT!R*>m-(CRoX3f5*cF8XaR)m>J?mO zmaF_xTjK6pOdw^o1Of-&AB^J*Qj9nh-xB!K6R_}n2m70j4F_F9pZL0T2>E3E2hkxY z)Q3nHisXK+^?UfxC>pH9KAcJE=s2ct1q@^ARcBZ%c5acqm%&^#g5A~XJhQ_g&tJ8z z^F{~bA4hfPq15q+toc9Oseh>8qr9CZhLrGEz{GUvyU8h89yCyCg4x8fZjE${lYEyH zbW)j@esFC8nwCkaF72+PPR!1dRztAEQl$Mi!>q|I6#2mwZR>wG=DVK;ao5FM7Z8Jl zp7^X3!2EU$-a5&c@<3pkKvc&p&7+ChcsL7IbN%gk!P`lhbg!4g#HgJtocA!cGRiXZ zjj=xK&;2sOL0!haiwrBkGeef&u7i(r2%4FFCKEGuWr`6IKAY9YkFD2?L(F3wWH7IyUHL6ttVA z29*2R4Rg^X0r1OR{|$+`ANM~M=B5JtuHAo-52V$KUm5E-d!OPVP9)~X`U(+MgYq4O z+9w&!xPiSRN}@K$jqHSk6sOM^DzVLyPq(R2NkpT05!?^qA{ zI@_adlJcoQA~(O|7e$+|p@lM5tICKsZOwx!+WIv`>EFFWz*N2^Hg=aP-(nhXgm-0B zq;V}V6SynTML$KZV)QorP z2{EcGKn#^%aGh{)@GnMEaom*E^-hV*;XCqa>-3k2T!q^yW6n>b11)zPO&22Vz2P*FNmBa9u|^cKSLs(l3x zBGHT5XAVQ3+Y?Ho?*19eRd3-b1+@j=ZX^Yw?Cb=nu%4MJzvS5`gopVQ%8I z-#WwZqKNN^@;LJGxPu!+eTydfQdbgjQX1v@#}fbhsmeBLu=usnU5K}dt9P!xC#Rz! zu2zJiL)cJdd&YI8$#(u8c3CVS6A6O8n-I{5NzgIL12> z-r&5)nunS7QG`Keab;bWEV>>>&Z;ICozF$L_X@rL_)jIzUrfSkWzzwuppE&{PNST) ze!~{r^zKD5;l!sD>Gyf~i{Uk`D#@xO!!)dJJ0=Z_d-@#9*RRKiJMmWdL(nBSROT_W z1kScLcIEH1Dt>j$V=dLLPE;z|Q89nl-QBCN`L z-HI;ifFvU!--qb{^-Q5*5)fhRkzhpn#h*@9u$Gncr$^Qw?c&30c;8d$ap9wez@=cM zaYKz4vHG{VH=H1b}QS?ECHt$_&Tb}l-C(@LB zT8Esr6HToKTz@|Kaw?et!wY~t zZn=A=+j`XTlKcgEoMb&+lD|oMaEo92%p#I_xDW=+8m?UiIR&F{Yw_*I0;4Zol;zLG z(9*KBT%(UZvIDwANEJdUTv^s$Vs&wwloGaSVMMtSbI>#U2)mRF*4!z28K82S__7!~Ytw4}@nxvyqSbb4 zx_CFDZzX__zBo-w<&`}%jdN(!UrxIB+qahP;gSJ1mMm{lfejKOzzF$}SO_-MHdct} zl)l7f|8#2|N@QqDfGqa;V_<_83>a5dlI_}IT=Hr}KFNHLVTC{FzTGe) z!wYh{)S9L0?MlMS_f25>g)mFum?&Vco2Sa)-tp<2CRGB@XNf~Xz$W&i;eMS?tV)^I zV8nXM5O=6d=~~C>L+0V(I<*=*%pGuSm3Kx!E-E&o){)x4CmOEwZ<__0WS~ZP>CZ~T zL$)^^DM^)mZEnTaQ){j`$>oXcFn8id|IImr^tpfIV+xBAsZ{M-pl%AH)fZsk$%dCz z-wl6sJ)HtJMS@qeYv#VHo6djs8vKZioUea6wEj+0idWZDJ*b>)NOA%o3|2RUCF`5z z=c{pK)$@wlFzpr#A&Qw7ci>^6V;_YK4x-}VfNd62=xCpcs(D->>dE+H0{XAem(t;5 zzux@EL%rfVBJ+>6*|L6eIyzTakVK%@{JE_f1q1k}+``}T4(zYQ8qwAisRUY{k0v#m z=NJ;u7EBZ^=8>yQ{?O$LrWC9HF)ucb_k{#GaH?d{Mh01 z+RL6*KW&r?$N3~MS863kFyUSfAzjx+#R`}1fz6=M;@)a)IvS~N$@p>ApHpEQa9E&3 z;eO~IjY~R3-kSW&eGJlS`)*&%dHwC_QF`L9Db4LU`4uT&DTiaUX^s*fbD9m)su(bT z_K&WamRjG8ro%cKs$V^s?Im_tfMifukB>Tv?lXIu+63&&_X8EF6l!u<#@azb6xoN; z7X!{0`@LC}$wQY-uT!Lv5chZ5tf~< z@wapW$0%V|M6JCuPzzOM=8Zbdy+^TwZ~dZ)zeD(?e$Ht2;!Ho3u5Cr(N~l#Ihj z?y6|swY{=y$WFoH<8nWpjMtF3pD>a0gy8ddR%X8_a@536*5vLLYed29GQ2Vwf$sDf z-M3(ql$S2{#+=heU*pBA4a0V1ls;z4!18Eq+?M=GL@6qH@ciB@^1FcFDtDY0_@N#^ zcTcOIKk>1(kiyBs>+!Pm`RgtnjLOYxxg*$kv=$zPXQdELW}Bm06o+ETH`_Z=ZteZ5 zKU^?COS$X^96?t5`o|ZdpI)|QXNJ7vlX3L5>6YF6w0e&r&SsfEIrW;+F@LeR0ZMOp zHsa|2q&luEs}j}7i2oiZnWXc)e#XZaG-e>Uk?Oxqk;&rfoOJOjWmqQfU0Y-^h~S|5 z26v)n#LHeDaLEcV(M#Y73E_n0*m9<-5<_e9euQ9nH4T^>yW0_O!HG2PTieqU6)-cZ zQD1zU6Cu9o59H7>+Bc;0IF^h~N_~RWGcqbcIBl#e|9O4S9IhLawIa`a=VqZGLrne< zUUO#hb!s?$d*s-4 z&&M&*mDM75Y9r$*bnJB%SbTGBWca|W^(kL0fN?7tKBOQT`4E+?Bh0nr3;G7;@C}U8 zM+?oVUw&6l{fSaLgD<(VZ;a>bo)81=m(<=*&OmXXBQq>{r6c1HvaOr%5O!&x!H&X1 z(&t7}ZH4qj0ZDYO%%_&Tsh!KRozYt~3^9U7)R|LqMX9qep(b(+jg_LJ-?26gW)eND z^Fu#Z}A)MXZpJJ+=R_?wd=>8UwwUMm_kKOJhD%|B1}6q{w994_s;;L6NB> ze^yk!hdXDxpBlZ_Wt8n>=wO%*G^n`~Fl+w?JtnV+@cK$7OS-*SqL}&J;YPGHe|Q>f z1q5^)AU3%mV^mEH%3;cwEVedhGV8s-J*H0feF~XU(|PEFhQXAg9MF{8+rBsSCgJq@ z`_Y};c+8TRL5(x7_uGKlsu}fE#pKt()I(0xAhe|xDJt<{e&Eju`zGBoY&Q3d@t8N|sbhz-2#tvEzrUAI-9(0Se`Gq#7A9$C z?}2Xt8U0?Z8L<44NGrU24d6ziA{+GpVZo3o=UXaCzO~6o%AfoG2>C{#!|lT0m_)8H zig;;>fy3avx5(Tw&5@ha=xg=8mAK#MVvSQNi?Dj~7FmI}>6amaWfcuGp$RJsnd7L+ zAU@lX5X6U#niewl9-7xj+nYD)-GZ_bZHz3wpP)GETQ$L=uJD2DmM7Do`aI_jU0AoD^)`gLkY;|FHyoF76~xW3@D<|2Ee zqD-k8%Z(^??qqQVai3r~o#AwUmHblOBsGhg5!Q79(9^(Eii~8TeB)MnQ*?>Wmd0cp zwA4Dr{SqP9;j$CvBy~BW)%?wkaj&%WEn@8<&gp2UVOi}$NQS;#+>oF`J8BtA%{5b5 z>lgY=AtRcHC^3o+MnktjcTj;`;+u3^Z#L}2pGnO4ow0i%8&ocz&KXhvYRMZiecDhM z)<$~I_-B2duoZaY*_=qXC$zwsto|j&(OpC-O@v#Gci%S{yvneCXzU}T&7SyhS_2Z5 zZvFc#gZe=n#yBhUFs(|t{AFbV~P~sK7(3)6xtK%htJeE5luF+toc6qZz2#|kAVtiX`eZ>mK^4I+jF48 zQb5ugP;3SAOee~rvqD;QIZN5R8%5@)p&rWy0(B4(Q{Eo zgoT?`*g7)%uo3C90VbK8Z0( zeX#}92V!hO6u#lmy6G>4(jeoh%17n2Hjo^Vl#-96L7`O18_}&q;Ml&JMU^`p0;s8O ztDyPpRU#KRVDQC~=3ObQJKTnpc=5tIh$wWuI7)&BxnlVM{AyRk8b!0@_@NwkGpc-E z(XL_rV&*YmjymIP#OcQ@{B2BJ>m5z4%gpdb=}H>bKX+}dzrw$_XbaH=-zSS3hvdI# zOAk28-h>#=qGEIty8Da)I+J~6t@lb6N76Q8@X!doo-7t*oyyR8S@B_2%1}V0kTQ9Y zxPv!kmT(Mv|L!+=VR6WVX-mlXcB|BRFn8@VuYGn92Up3(=jd_b-|TbUNCtS$>~uwgWTa^7zNnNBPo^V=wY zuEG*bzh-fqA&28(lgxWmSVs-Jom~AA!U5ans@-sO%kSVfazm=Dt>WC@4kB_Ua%Q{r zUuz(U6N&p?tECUI@B7%PX=|m14u;yTv8!UaAzgsy(gZ)yKr@J9$4kN1zX$Dr?*{|a z`87oFW`&M^B4qw3f(_O(v^asu`h>g|i#$Hp?cc6X%vNF0w{k%v-E#ot)4BtgQ0V9V z*#4juJP5KPx;B5CG^`tr+)pA(E;e2=F`~bzU0+*bS+R`o+Y|hUwi3%VZvVMWon$?V zimc_F^pd3n1n|hDnEYC4yW29A3D|=Ox%R&Fy$5uEct_BkjKmJ0ICWq)b4=R63)4Rx zK8VipHa3N!pFv;+j$DB#A3^8GtMvTTN24Q)z6dcAd9^A*<4My`4BCNsclyNq%X&*5 z8Fta$%}&5PmD8Mthe8v#h3#PHpHv73RePN#xb_V*0UQ{c{V-26iGg&DRPR0#K7MFP z7s;Z!(njQc7%pp+w?P5*ouLhFhsKM+G$`MyXr*3ZpyGz4knY`M(<@%-(|481#nJKi zygy8kwt>|o-FY9~yuYk6%&K(|CR7>n&vs@~$VVn8Y-N?H_lw5bFg^tsM6Q1zb{V6Wf?*My`8WRO+Mu3jdvVv;*Hn!|>a6P|N?p5@N9a^?M=VD8?))A$L!+Zdp%x;C z1PZnD0;vl_>8It2mrx^EZhM1Utnkpru*b2PGV!xa)Jr9J_^bjW`xWtO({_-nqG1MV zeEMsr$CQFhk3%eQv-nNwlFi)$5TS?K42fA@a&!~NY7*qOebbt;PT-t%Uwg$o@Z0U;8?fr|xHKXhInL^P;@P@IC=*1e2= zD5OOl&xy0Dsm9@u?Bs)xe9 zsqYVTNps9;W65{qkD|kv>kaGukga?YE6L(OC<2d5!fn46oajPncYR67Gpr+QZ)Xpz zQwz~Aw)<_dVxIHi^vbUMJgc$42cmP|PnUPd+x*-7p-eXews8iRZ_6_Z6U3kh5x;(KS_5cRnpy@w>7&qkRdqf`6H(p?&G-*IWS z-C)@;!(y?4;|0P)&}_q#Yr>@LcV+21?@Z5V$isO=jHa@l&mC$@H_ffuRvS@%QsGJ#GWp0ufpfobzz?F=BA*tVfAr_csR!NLyWKymY1seq%ODwHO%m~s-9`VGZRe|q z1=7mjR;E`I3K~z;#hO4kyJ{l&>OW~y^c(_-_+8%fwnSIh&S?Fd)iu{SiMGn@=zGO+*|8=l4?to7LhUFb=d$U7cFzz6dc_;K2T1j zc@Dru&DQCz;BK&_k9J}}>9BipKePj!JW1iyFmzK^Jh`ADCGC9UMXu*$*Fd2}@#whu z|KL6Qlq?B7vnE4fNWeE10a|lh(Dr8ezaxJmGMxM^7+kBAlgfw_u26Xl4iUO^p-F;z z9~;V*CAeHx69|Vk%d~%c38@5fd95e{GPf|)BC2I@mGy`u=2yFn@tt2R=i_Vfb8q%; z>(DOXRp+dI*)yXVSHJucno3S1yGas(VI2mCJibAaP3^o+2ZV;#s;@%wFgd& zSk;^UxHB1qnEHto2kg=kZKV#rmSaaQp@~>iq2_%KCIDw&$M8Uqxe`cn3G!2!E#CD` zMwSCE($xC2Ujyn4-Fx-N*F>?>aQMPlre#ST5_yeh{h=!OF+gj0%aCQ{$LZJ)k6ryl zNDY6-(-CacL$K@Bl+jC#zt&GqZI=Oscc@e`$i+-HU|Zy<|J4R5A%tVRGV>dRUYI_@z9LBp)zT<)~ zH=-f#RlVWlb~Fhi+$Q!+{>WC6XSv5rKa&%Z^b<21bu&oz5SiA~dTY7-v&*h#ePh{e z8()&S#ui=DcK>ZJou4RoI~vUdSMh8FdTgpGnyCF7pKn|?{nDr7sJ7)(StNK@(2hQJhkr!!i(G@j!gO#ICm{8TCWhc_3-h{tA<0t zShV+A8D6Qqon8|!YwBwF&El;D#g#~-kcY*{=r|8N*vTsjqNftyKa!gf0cSKR)EYKy zwI2gk_mrzNGU2o6;n6|lg)hYPjtzXDn0_`idCp3g-jP$8A;d$uz^VC&wwqAc>^63v z_V*r5!oHQpx-8cs4=aVRjYevwvLAG~J6ZfGogModwJ8^;{Z;lOda%DX6!AD1pujK! z$PCpFBZ={>I&-Ci8F(-nbIQeauJ4ItBm{$gv5{)Bo||_JvmP(XnghE8B#fsFQNu-ghD-Dp6kW z(3htgnbC?t{8}K}agb0?rOU##pZW0}f%@c4k??Ul8X$k^*QeA^ z6Vo2$~qyj z1wQ{2%A+Y%h??rJ0>i_*vYTQ_G^$*hmADcd2|X+#g???|M#EVi;hb6pcX$D3fz?3V z1Oa`n7f8ad=h_LKgy+%JkF&>9>wy;$4UC1Wh07nAzL&RIvrWB?Sf{e9*JKfi36>!G zYdbHWsmmbP`-Z{2{**uUwTRB?9+EiUM5(mF9Hr_m|58e)2FY3nT1CHpyv8iH^hM?F&gj(N=R0Ta!%$Lk9laO1OI}suG%wS zk^SXc~1b(Mcq-CZj z++2Y;Fi;O%P4TD6l5QEHM1>2b%ZCF==SbymW_Hia_ReB!NYXunJMI+Ilb+KFvYl?8d(II6@# zE-`tS*xXZ!p+1T#=UGJSsq?i|Ey)By+t+3?QUoo;j?VBZKh;l>naYj=+dG$$>l=kC zlyQ(n1Kv|bGYlTbw4vAN&2tGh%~6g0P)l+ia>y|?+v<)~uIGw)E>Hge!(Y2MN2811 zKwImx^7zX&{NK^Py?-`m0yh@{WOrkAuI=sJAUoqVk5ckz6U%@_Gj?f1YJ<}nQ zF058v?$a`!0YrK!@inGD6>TcBxt;kI*>Xva{+hen21^I2x2H)y-KmcX zXHn5iqHGd6074C7U;z2>?;Ssh0Vp&TK8$!i2^zQhFgcII>%Q1H^7(S8BD7AONeJ%| zdW@lE^IZ>3o+-GP4sH*kE(PrVZm`e1$*J+n z{1IX0#sjYpgG-5+vMk#IINWdGOxYlyQh#IhQ);Vw4=1qL4E&UUz=hwkZuY&jVF5)) zh~t``4|~RN-21?t0-ux3mD0Xi8^y5C^u!3zX#6vBzr*c{jk~sw0FnLQ_CrW1*4g@F zHPXa(SehV9L+sc)&-#FdituSNEqtAcubf1;5j&%B> zossQ>cjI)nha4mWMiybcGh^q1%Y_#fwtOC;%_N~bEEMxrcp&;!%^f+*Mb51e)nsHk zQC}7ol{BN>LM06+Zl#?TmkSKN{ z{eQ(A!>*c)J=f(45qKOvg{)He)D377-24c$3RdH~BDv@30P}diXu$be5^I*g)gaK4 z{xi%8=WXY(t--0!SJN~CUR6PqwUht_Znm*LV|di=kGjOEa9xAFVouP92}In#m^FE6 zc3QLKoxUycTb_1T={#<0XH#mX{r5<1Q+H`&`t-6dz}TR_3Hq`!*=wSD{%ALb3J-9k zlS@aCQOKY+$IFPB8|g9=j(>x>@@9{6IanE8?OQT$@VPVaj1QK|Bv7={(hI*-i9>7= zL`qsQ(ynA)*D;rt^UyFISm;1n1q1nT1cBUN{lMp!v14IlVoZ;e+e$JTYu&I!nOSP@ zmEk`p=}U2tsD11sOJQD?^(U=mjJ2_?*o&Gvxa1lxkef(U#rxw>pNzUO%ueeW zn|X`$Nb#mNBw)BrQ$%K!5u6<}4RbULV7WG(F9JM0wJ-w{@y72ebP^R`CYox#HdV0O z<^D7olNH?)3ICg9V%RQ=cA;A8jr6okWL+zUGy&tjER^?~ z^e(FOz7^vfrGp(iz)w;Zs^obW3wc%(9?|-?nW<*3g8SZl<3|*hyvWwavc`^m(^Cs4 z$v`V89u-`hhVEq=VZ@CyJ8GhqJTVjTZ+83gu5R!}@V|4C{Puro6LpKt~N0TjKM zrHzZJ69K)LjiHOFh^eu?i76BxAC$9;lc}LCl*fjximd$s148$yx(9sf2Jo<(1dwWo z$*J%`ovmu+vK}GhwnRb!3C_puDzh*KC9`^NI(`5n>DXU#^3B9B?N&m!AlGP(W6g-6Bq&_|}pw)!Fy z=nZ0g{>^O_m#T2dk&VA)obloeNgaRo{h1~|a!7nsXL(-}e+_?--!Kg<(pLf1E*nEOUkIGuztt`w{psU;ARJ-vv)0nhp7aM^*NvRql)v9J_W9%IRmh0B=tO0W z+n}dP)j5zYg*&JtOJKa7)b3t z=mF5Z2)l#;;{lCRFXodVxoVb`rU>-{O|y{1{KZMq0O%nwPEw;w>`bbq3ZV$RKBeE_jsE@8NfCC)R&CCy+~@>$R`bq)~JK(kcCE)l-- z*#u<-abU7j!M;UtIUrA+CUz*DX<%(z~Cuq1*`W@HV-nuC1(|H~(5K__t~o z<-*Hancm=2AJh2$n=V-Xi!N9g{^z<-{olGk>H5EPfhyGSNa(oMLbYsFn~-5gBB6i; z_x*Z#PwcV&0)WLIpKpHEzxD00Eu*r0GezQabT$2S-A+AC^4-o0>h7+ooflt5*+cC2u%gdwj&_M}*IuTQKE4ksb6kBG1@AhlwCqH4l3(dEldpW4U zjtuwU&5J{GzUgTeebq9yRis~fdD-G=bdcz52kog`a*fFLVc?ZGP+HvPyREV<3co3+ zOF;7X!l~`wo0MnMY2a}7tRKUuYomSeagyxrl?lH~zTBZOgYP-j;_@_jXK$)m8QbaN zxdB1&y+N~4>iTBf%J1Wg#oCj0y!y=N={UprNRUgat?9>N3(I!PJ41icBdRvqFcpLB z^RA8%wcBT6mIhV+A+^dpmBz%J5oU28Z40POSQeDCHUxAuF_i`mjj^F)kxu`CL8bwd zsa5+XSexs+smiwLNP&^$(RJ{A(p z<$n2y{6cvlu5Dc^IWEUMskbePbLV2Ad~DXocE!Zm*eG8+l>_JEl-by#DvC2j^xL@n zcbEx4E&xHf)yr!=#a@-G|^UT@gIG;S1tH(dc`Q*H>o(s_V1R|CVkZ|3K%LrF`;~44hJ?^2wiHd70m&-};?Ee<7NGM>S_(j0>}Ye&5>g;A0>5X`9&X zr3~$dNf+O3HhCEyrx{y9`^qNX0bzU@dagAWm6qD<%FYNwZVBiR6IETf^u$lP_!ovc zkH>ZRlQz2-+d7?w^X%NK@S8%{eds z9X!};90Og7HFXa3Pp>Q61-4cgBK?_A-H>S3lyhlaVSpl;!+BwcyafZ z6ezAGIK>@qVBfRPzW46;o%6^0=e_TKD;XJM%2;E`Z;d&}T$wX~V3gEqEsPbfHC3`R ztToJeAM25-So1fo)y}sew7CMOn0s7@VA;Y(`7SWSuo`9-IUN!vYc9DKB798y^{SO4 zQF7k)2}mx1=z;LY((E2r7DM9vDwqff7$kOdyochG3=i@okT5y$7=4GtjZY?Q=^zgw zqU^bNke4_TKQ5vyaO5$Hgw!xHYw;k#IjazQDwIEpV9e0p9lY9~WutH)nESq2s+rk1 zEE2j?>55B{S=YcZadP@2v!dT;MndG;&gc+w-w(xvytwD@K*Rh01!&ml{}(j>3!4Ay zpz&QQ9{fAd@ckWV{#XF%-|4ov{vVoWM-|g0(9$MxlZJOdF>q|njjyopeYWj?w$Hr1 z43wc`_CvH^5nEk{+r_u-vu1vDK0ajo45xt9mqabqI(?h+r^`f=4OhkVA%~ak#^P`s zWty{J$zbofC^)UQVUKXD!`^V{6WC+zVwhXO4U7u z-+CKdg&CLs^fs*ulnNsOKVb=VrD-LCr6#(suO$_D8Necn*$^&HG{TS(7{ zRK}Fi1Dm-R=YbGynZIR_%R;EzLMw;y1mbIzE>;Fab|PM(lS720(D!RA=wO*}`I7Rw zm$BSt0TUq>1j0hWJ*Fiv0_&|245LkO86m_9qL+nwv2`Bk2ewm11Z@D^m24<_JeE_J zzfr9GrcUR>Yij`-1~11K{%~?$k~P|2JWdR-CqK{6vl)Ct(EghOqWnNfR#?JOT!7}0 z@OOSxP<$u|52UK(n?uFa`^2+5{q$R`85Bd5$~Qy=a~<}&7_{E$!L;a-n>P{#@Uj0f zh>(^-dYt2W)v%E$hzMW!=MUL38BKz|s|R`en?l7)0?O|V5#WdskI{XXOxW5%o+Z+) z?0bw>j>Ic@XCBTVz--9&88TrC0WL&lA)QhENIa`|CS>Oz0f6*4=R)~a0~z&(%@_I0 zcI`Hv9;f|k6O(-3h3j{6ItVoRR`;1Gr)f0mW4wlY{O}?(!xz{*=gP*a^_^)a|?!xoC_EkWx%?;W@@>; z$j_^f+=A8oSxOjaq>&ho|Rs_K>05QhE{djP= zv|jdGaop;<9TV3mK-^hT(Ph;(>y$@bD`#{!WS>L}LIH4>)j}J2h-k&zZuK{9FCQ_t ztR)u6k1c0N4K?*^>8{e5W=u-byeW_|SKX)&UdXV9osJ+ z%<>+}gC|l@7=jiB^D+VHv7R9dK`?1D&kyqV9qI9$s2x9~Uy4gWW7!TP`S)_D`igLT z#V@ga@R6$=LYzj!4xsG_X>b-f(fLeKDza1KZ4cdY$;Hni&-b<`G?x;KX>fmiIfwxN zs`Y?$*=2IK48;>8+h@Nfgx0?yz$3_>%gRBXX%<7qsn9wSAO@#GR=*DNs*xx{HqMY> zbID@RM>fu85R613%EgBsa+VW9v$2$M4u|@{T2pk(^!^B?VTwNSRN?0^*pd6C4qN>U#nGQP=22aOy z<2^X9xOjcxrIFFQKp9{#hA6l2GWD^m#3Xu4{;B_CFr%R7L~$KD%O__$sE6fu}uTf@i4AY z**6l<`HR$6vt@!Jpjup5P7mBko!FUwGWkY*X|70aL-YcJr{o^Ic_C6ypOFK*a8*zMgD^cLVA`@ zc$N?Q7K?_%h3=~)QWD?|r8_I)KP!50R)l0s_f^??Win!81n4MTrA0Q7Nt!FU8Y{Wu zE4jQYxx;-j`mr$$w3Lq+D5HRsQM8nb3e729Lu{8FzheSKpVoZ0dksx)KCyYANnDPl zMHp38`*FOQ!fY{c(^04S_Yp+e4~6D3@aAuBc%Hvb?xW)DVCHIy3<5uQG_!!3Yq4;! za-V*0qqQ}mS{Iatv-4f$lVs}f- z8QGv#FkAEgQeW{d=g)#Jx71~Ex5V<6{6n$WtpL6yY_~+=PjaX2AEhL2lkax# z_$Oy_%iU?U{gZ?J$(i4BcP9Kp$6fV11I%vo{*kP5E8HFH-J#zZcPIW+g9{^@nyZPm zxhd>9Bbx*=d=C3>XYS7GJN?jGZFe=b{<@Rbx5AyRcNV_-Yo7R@RqizWaei;p{>ue0 zy-m40(7RH1M~1XZ-rVE0gR_~-bL1txv&_oDUJ@Da2R@e+;AH3IVdv%GVh8bnxcFbN zb26~AGa$<;I+*>dB2Z^zM@Mrr}f9l|6FM~hd_kM_$WZ1hrzao1>BKH}8Qc2y-O*!#VK$P_ICKlN}DJC23z64i= z=Wk0bN8R<%)NoF8*wsGh%UcNR6CHGC4{@pLU>y7R2^5iHU z3ve;c52%mc!2PsMo{Lkzfq2}DT`NajR}~L?lPO*5FRuJ5y7Ar@gEt)666~F}vd?F= z3-ZM$7E(5t*KNnoq<$vxd-HJ&Km6$4TpnFj3l7QH^z=A>|JGD zvG0Sl+*Pqu0&>DF$_am%rNC>RzB=5eYkLyyfw8FLP8_#Nhh?DhV3tUj=P{5rlpiGnHBdPS_Ok3Ls+=b< z|0N-3>kP3tQCRZB7yj9;3-4cr!u`7`to?O<%Q)rauv@QiC~|KWq0jW|TIa{IaC|99 z2_|b*6f5l;B%6CY1vKNqX5+RM1isF(__1((h2rPJQ%X9YrIhB@8pEnQ<$hx;bj7}a zF?9JQv*iUxZNKStP|E`DJW)tj%QA|eevHmB&Y~8mZs*A}J<0d2GYUUc{LyfBVpX204ms$mwd5G?Wf zIVh@rkcJ&~&-eqmj)_^gm?1H7@yqur?vl9=%@>24?O|kZc4K<`UhW?sshzjHo~x_9&>ss4R%q>eeCb*@8Td419ZcPJRIAtj@ka*njBGB~feKw*)CE2uh{ zcXc&I)aM+k_rs2-AzhC(T-BxRrmpNs=huasS>CF>wU&~-*+nK*cLx)wHeR8ND!P|T z-5Y_J0%8Amea#l1pkCBl`ai~&oN)wq)t8$#%!Ej5HIc7OVMJNPH+(#ye>62^y=UCE zTOKW$LX9S%Ta+>^>2JO}ubyVKNC5CMlx6n%$xmnyl4iqYL$CQ{>{4R38zeXO;1fN8 zZ}MaOxhGmEU!RwCpug;Gr}>S>8KhDhaWeT;gd#8}s-~stDpG=QZP<65NP3R?ODRXl z3u%PJ6wjjTHa|)WD2!*0NB!ua4L!ASD{h(< zInAO<4~wmtV5jy2!CvSDy}jP%;fGsH(e#)^3clJ=^M91JU zv4hmE$!zA)rxd{Syja0!FPFZ)XHBZiq=LHiMqO+_r&0R+;PH2q2*=SgCjEG6Sc9DA zyHA{k>dhP8JZIJiJOfzT2D1BW3W?>^hUU#B-eYIh`#b}1?P!C3@P15-?r5kss!pB{ z9Zp{GXN#Wg#=4GUio#`a{;{YC!RpQ9D@BRDeG0C^&Lj~LLRq7Vv+(Ie!AxWO;Lf7< z;$Ms6CTYqHqqDII^Q2*H>1(zoiek#NJ7gra;wI|G9E+UzZ`B^+%!+mjj+?re3({6# zW|a8d$B)#X`n9fk{&jv1v+v|VfQ0d6KJISC(Kk_a4D5g-4m3=5Su5X28%O4XLVbDK zpMD+}fw2n})BG}t08+lohlnBwVgEGF!?>m^4p1zjQ9JOdVNr(V(1~jle#JxQ9(+t@ z>M>mLB|u?gk2bzGWm*E|V!CJ+&9$gUbkSp{5EF&MM7>7ppSnW1MXOmol*?6N8)j|! zVo7+z$*VZHD6#luA9~I}8VQG+G0f@MheZ_eo%2sk1Z6@a3oXY$OF|B;8#nnfzUSYq zdR#8;v=2DQ%BIdUwBjdkVkkUGvoe})28!@2=ZjGLF>tA!oK#svT4TQ3jHnu(?@s>e za-U-E-X`)6v(tFSa3y9IM{Yj2YRRyrZ;5|hbPako_KA}6DZ!>-c#`Oi!=WE`>30o( zUqj}nRh9Ncyf=d+nx}fT`OLKNcP6M1)g?)XsWfr?o%W1=T82cq(G=Doajr+<{rOVh z7H65fpUzYt2`F)DiNOX`3qH0~tZ#`X-~|*uEWZWB@Uh45m&vse&^dz$WI4Iv0|L>3 zFMqY-Rl6NB3&oJ7Z_#8!;+QeR+={_1b8tBfsc{JntcpDSQaF6sHbypa>KZ^laNsoPo%3N^<3%+kacB-=3@t;xVJ&@bCU?|ifNN*X{+g| zihU`X?QZH{D@#i=KeS+qw|_y$jHn9HhyW?~Hq`Tss!L|l{akx;4#vYk3Ooj}cmpD6l>f$%TAlPp~v5*X18rQB#)hNlmKDA=Yo(wr6 zr&r+aZ~4-~wMh?g6iZZxIwx2hRdQ7%XdlxvHI1n@N1GOdq@EW^RW`w3p98qbCPF#i zr_z7y;T}(Ac=$-)m^ZNx3}W2kia04SRd%I(L?1|HYAoHSXOT(EP%|o`v3fqywgaK( z*LIdnQD^KcDprs?k>3=OQijely*I6aB|IR&ok`fszh21JljdhKq7Um`{8~Vw6bG3V zbjDFSiS^%#$V`dhlqWI=Tj=@cFsheunwdBMIJc$~B~`@a@G95Tj0+j24?8qq4t-1$ zzta>Q#^roiuLf4`Ti2)1xtE|x%MrDRmP*GIzfmul-u>f=iO~BLA=7oDRMEs2>nEjH znmXtZd}YRG48tkJ5IL%60B%o;2znV>hCQo{0p`a>8XLp!!Vbbi4Oo-I7zV%}Nxpp+ z)m-wMPE0XykP}OdUuC`FEN3o;TFr(Xao0nvOaX?B@HpyaGi+9R`;9am_)3y6KX17j zeYxkHD;UU1rL9q7Lol&kryKdgu%8iZA1dDth^`~-`vQ8$YiKRp^hLSUI^D!ddwuKx zB6A!HCEe?NF3RE+7B@cCc@Qj^$Yd=YhPF<_7FX$4HZ7}sr1k7%xCZvy6Uruiuvccc zx(<}aB_#1XJ6$-6e|xj{`>Z4P?FY$$JON$y3@w}`Tw=@Gv)y4~F}Z z_m(@XkMo{oWz^nBk?9qv78{4xypNQ*fLDPPYh~gzFz%k zC7@i47`Y6;iMT1v8##m zK%>z6nPN%ATB3f&s5kt{EcA5wv(+X%9=xJAN4x5tT+-+IWI5=g%Pe1ph5gc(mKIOX z-fWRTOto-Z3HF&rE}YGnEJiDbiBIBot_>a^ea zT4C0)aWbDn4IPe_)c46iUa4kFLMn|&@!Aa4yo70D{wCKx15IIb#CgnswfH-tgH~z$ zIuSMpg$o1LYn^8XxSZAIR$IbT4AehBMZ~V&v`zI`Ivl>2CRELpFi<9&&ge52@~Yq3 z)n5s;c6=$aY7h~ps*+~D@UI!vTJULp2pA||KfB!s-+q9IPWZlaBk zfk6#{*`yRNgYGIlr{(K-Iyd1Smi@KSi3{5^;#Y-mxqy5g%;!78*3w=wc03MmK?O3B zr7g~6O=8S%4}CAuNe7ucoUXP}8`~5l-yN=wbU#^kd(;ou+!I)3i?Z%*4{;QhB(%N9 zkxj3AQcMhW7%#T(H4`W~D)yCS<15cKK&fiKBAPLl#SI_5H#uRBg2p-|KvwIjdYw4cZIPm3_L*DKFiSB=e)W+# zeg>)lT_+tw*Jrp7fI6x9;iWhVRm*Dn4w00;p)4#-4`U*#&aB}X0qMvIiWaB5pHR3e zjn{p^NFuBMYH=O$8&Wr+*;7WA?}#{#GY>fv3DP2^9_*+w(3-$bx!el{Qch-YB9 z1CTbcY8#9HD|x1I&|iPGpLlfLZm09+X#|E}V^Q+pyVEj(Vupx|le36{h^|KbM9q`y zob;}i3mNSslhXy{VzY88ztGkFOL&XOpiN@=nwEp;V*%EDML5t}v7_wsN7navY^}wl zz$FP2wNgA?M|OEz98K1H&Kk<_3qA#yZv71kv3dl}-^Il^|1x^=NBBSsVr~Io1KXRK zy90IEf!sV?`T#aHD^K%V7Qm(n)a3wj0XdL~5C;bsGLapr0&-i!!T~AW2HI{VNuaI} z7dM|2KZt{mSCUVHk5gJ48FAqe=aZ1;=jG>?l$78S0siYE$o(jo+grk30XdLCw|_To zK{3{+tZqrtvv*SOm|7kguyl`_8bJNwVQ4>gv;v?%8~OLzFgLi>_c6E~JSw7~rC^=% zn@>Ew;%ohC9=lPgc=`f*eeU&|Qu;?eEhDS(Ck8l(W`xjudOU>aboL`HSjV^2D+^zA!Y3TACkj)m{s6aeU^P{e<-;rCyM4-F-Ai z((+cIUNF*5ygKw;M}h|C#N*{2hl(8Jd&K+YBB7*F9rqR52^Bi92iu>{1WY?(?1-mt zhzv^T9a1y5adr+;w$qSQ{aC3?9*f-A=WRA3H%Tf%wMD;>oNCHvjNNUFN^cA(Fh;j9#<54i zRbTe7Ua`X)@(Jz3)}1=%sHtpqxAs8m5)97)NjQZp4R)ly<-)amHmvTc_lrp=pr-=; zzh6Hz@%>PNea4rh>^?EttlCrL;Sy`D^&|+0&ok;QbNP`M2l6{-rGpX4PX4$HRAnhw z^^X~VSTO=&ZJ3?YZ%ERSn~;HW=fdA@vJOl!lTwxj{0Eelt5*O3 literal 0 HcmV?d00001 diff --git a/2025-06-12-ai-safety-meetup/talk.tex b/2025-06-12-ai-safety-meetup/talk.tex new file mode 100644 index 0000000..fe92c3d --- /dev/null +++ b/2025-06-12-ai-safety-meetup/talk.tex @@ -0,0 +1,262 @@ +\documentclass[9pt]{beamer}% +\usetheme{Madrid}% +\usepackage[backend=biber, style=authoryear]{biblatex}% + +\addbibresource{ai.bib} % Replace with your .bib file + +\title{Measuring AI/LLM Capabilities and Progress}% +\author{Your Name}% +\date{June 2025}% + +\begin{document} + +\begin{frame} + \titlepage +\end{frame} + +% --- Slide: Motivation --- +\begin{frame}{Why Measure AI/LLM Capabilities?} +\begin{itemize} +\item \textbf{Rapid progress} in Large Language Models (LLMs) and AI systems. +\item \textbf{Need for robust, transparent benchmarks} to track abilities and + risks. +\item \textbf{Inform policy, safety, and deployment decisions.} +\item \textbf{Ensure accountability and trust} in AI systems used by the public + and organizations. +\item \textbf{Identify and mitigate biases and harmful behaviors} that may + emerge in AI outputs. +\item \textbf{Guide investment and research priorities} by highlighting + strengths and weaknesses. +\item \textbf{Support ethical AI development} through measurable standards and + continuous improvement. +\item \textbf{Facilitate fair comparisons} between different models and + approaches. +\end{itemize} +\end{frame} + +% --- Slide: Frameworks for Measurement (Extended) --- +\begin{frame}{Frameworks for Measuring Progress} +\begin{itemize} +\item \textbf{Task Completion Benchmarks:} Assess ability to perform complex, + multi-step tasks; widely used for model comparison and validation. +\item \textbf{Leaderboards:} Public, standardized comparisons across models; + encourage transparency and drive innovation. +\item \textbf{Prediction Markets:} Aggregate expert and crowd forecasts on AI + milestones; leverage collective intelligence for progress tracking. +\item \textbf{International Reports:} Comprehensive, cross-institutional + tracking of AI progress and risks; provide global perspective and policy + guidance. +\item \textbf{Standardized Evaluation Datasets:} Curated datasets for + reproducible testing; ensure fair and consistent model assessment. +\item \textbf{User Feedback and Real-World Deployment:} Collect empirical data + from real applications; highlight practical performance and user satisfaction. +\item \textbf{Longitudinal Studies:} Track AI system improvements over time; + identify trends and inflection points in capability growth. +\item \textbf{Expert Panels and Peer Reviews:} Structured assessments by domain + specialists; offer nuanced insights beyond automated metrics. +\end{itemize} +\end{frame} + +% --- Slide: Task Completion Benchmarks --- +\begin{frame}{Task Completion Benchmarks} +\begin{itemize} +\item \textbf{Long-Horizon Task Evaluation:} METR's research measures LLMs' + ability to complete extended, multi-step tasks, highlighting current + limitations in reliability and autonomy \parencite{metr2025}. Recent results + show that frontier models can autonomously complete tasks with a time horizon + of about 40 minutes, but not yet work requiring days or weeks + \parencite{metr2025,nature2025}. +\item \textbf{PowerPoint Task Completion (PPTC):} Evaluates LLMs on multi-turn, + multi-modal instructions within PowerPoint, revealing challenges in tool use, + error accumulation, and multi-modality \parencite{acl2024}. GPT-4 leads in + performance, but all models struggle with non-text operations and long + sessions \parencite{acl2024}. +\item \textbf{Long-Horizon Vision-Language Navigation (LHPR-VLN):} Benchmarks + LLMs and specialized agents on multi-stage, complex navigation tasks. Most + models fail on short subtasks; only fine-tuned or specialized agents (e.g., + MGDM) show partial success, emphasizing the importance of memory and holistic + understanding in long tasks \parencite{arxiv-lhpr-vln}. +\item \textbf{Other Environments:} + \begin{itemize} + \item Robotics: SayCan uses LLMs to generate action sequences for robots. + \item Web Navigation: WebShop assesses LLMs in e-commerce scenarios. + \item Agent-Based Tasks: AgentBench evaluates LLMs as autonomous agents across + 8 diverse environments. + \end{itemize} +\item \textbf{Key Insights:} + \begin{itemize} + \item Current LLMs excel at short, well-defined tasks but face reliability and + error accumulation in long or complex workflows. + \item Progress is exponential: model time horizons for task completion have + been doubling every 7 months, suggesting rapid improvement + \parencite{metr2025}. + \item Economic impact remains limited by current task horizons and challenges + in multi-modality and error handling. + \end{itemize} +\end{itemize} +\end{frame} + +% --- Slide: Leaderboards --- +\begin{frame}{Leaderboards} +\begin{itemize} +\item \textbf{Purpose:} + \begin{itemize} + \item Track and compare LLM performance across benchmarks. + \item Provide a standardized way to evaluate model capabilities. + \end{itemize} + \item \textbf{Examples:} + \begin{itemize} + \item Gorilla APIBench Leaderboard \parencite{gorilla} + \item Aider.chat Leaderboards \parencite{aider} + \item Hugging Face Open LLM Leaderboard + \item LMSYS Chatbot Arena + \end{itemize} + \item \textbf{Benefits:} + \begin{itemize} + \item Promote transparency and reproducibility in AI evaluation. + \item Encourage healthy competition and rapid innovation. + \item Help researchers and practitioners identify state-of-the-art models. + \end{itemize} + \item \textbf{Considerations:} + \begin{itemize} + \item Leaderboards may not capture all real-world use cases. + \item Need to ensure benchmarks are robust, diverse, and up-to-date. + \item Risk of overfitting to specific leaderboard metrics. + \end{itemize} +\end{itemize} +\end{frame} + +% --- Slide: Prediction Markets --- +\begin{frame}{Prediction Markets for AI Progress} +\begin{itemize} +\item Platforms like Metaculus and Polymarket aggregate forecasts on AI + milestones \parencite{metaculus,polymarket}. +\item Useful for synthesizing expert and crowd expectations about future + capabilities. +\item Complement empirical benchmarks with probabilistic insights. +\item Recent surge in activity: Major platforms have seen notable increases in + trading volume and engagement, especially around high-profile events and + technological milestones \parencite{polymarket,metaculus}. +\item Metaculus specializes in long-term, technology-focused questions, enabling + nuanced tracking of progress in areas like quantum computing and advanced AI + systems \parencite{metaculus}. +\item Polymarket and PredictIt demonstrate how prediction markets can reflect + real-time shifts in collective expectations, sometimes diverging from + traditional expert consensus \parencite{polymarket,predictit}. +\item AI-powered information aggregation is enhancing prediction markets, + allowing for finer-grained, real-time analysis and more targeted event + creation \parencite{hackernoon}. +\item Prediction markets can help identify emerging trends, inform policy, and + guide strategic investments in AI by revealing where consensus and uncertainty + lie. +\end{itemize} +\end{frame} + +% --- Slide: International Tracking and Reports --- +\begin{frame}{International Tracking and Reports} +\begin{itemize} +\item \textbf{International AI Safety Report:} +\begin{itemize} +\item Annual, multi-stakeholder assessment of AI progress, risks, and governance + \parencite{aisafety}. +\item Includes expert insights from academia, industry, and civil society. +\end{itemize} + +\item \textbf{TrackingAI.org:} +\begin{itemize} +\item Centralized resource for tracking AI system capabilities and benchmarks + \parencite{trackingai}. +\item Features interactive dashboards and regular updates. +\end{itemize} + +\item \textbf{Emerging Initiatives:} +\begin{itemize} +\item Regional and international AI observatories (e.g., EU AI Observatory). +\item Collaborative databases for sharing best practices and incident reports. +\end{itemize} + +\item \textbf{Key Benefits:} +\begin{itemize} +\item Facilitate global coordination and evidence-based policy. +\item Increase transparency and accountability in AI development. +\item Support proactive risk management and regulatory adaptation. +\end{itemize} +\end{itemize} +\end{frame} + +% --- Slide: Challenges and Limitations --- +\begin{frame}{Challenges in Measuring AI Capabilities} +\begin{itemize} +\item \textbf{Multi-modality and real-world complexity remain difficult to + benchmark} \parencite{acl2024}. +\begin{itemize} +\item Integrating text, images, audio, and video introduces interdependencies + that are hard to isolate and measure. +\item Real-world scenarios often involve ambiguous or incomplete information, + making standardized evaluation challenging. +\end{itemize} + +\item \textbf{Error accumulation in long-horizon tasks.} +\begin{itemize} +\item As AI systems perform longer sequences of actions or reasoning steps, + small errors can compound, leading to significant inaccuracies. +\item This makes it difficult to assess reliability over extended interactions + or complex workflows. +\end{itemize} + +\item \textbf{Subjective tasks (e.g., aesthetics) are hard to evaluate + automatically.} +\begin{itemize} +\item Human judgment is often required for tasks involving creativity, style, or + subjective quality. +\item Automated metrics may fail to capture nuances that are obvious to humans. +\end{itemize} + +\item \textbf{Need for continual updates as models and tasks evolve.} +\begin{itemize} +\item Benchmarks quickly become outdated as new models and capabilities emerge. +\item Continuous adaptation of evaluation frameworks is necessary to keep pace + with technological progress. +\end{itemize} + +\item \textbf{Generalization across domains remains a key challenge.} +\begin{itemize} +\item Models often perform well on specific benchmarks but struggle to + generalize to unseen or novel situations. +\item Ensuring robustness and adaptability in diverse environments is an ongoing + research problem. +\end{itemize} +\end{itemize} +\end{frame} + +% --- Slide: Conclusion --- +\begin{frame}{Conclusion} +\begin{itemize} +\item Measuring AI/LLM capabilities is essential for safe and effective + deployment. +\item Combination of benchmarks, leaderboards, prediction markets, and + international reports provides a holistic view. +\item Ongoing research is needed to address emerging challenges and ensure + robust evaluation. +\item Collaboration among academia, industry, and policymakers is crucial for + advancing evaluation methods. +\item Transparency in AI assessment processes builds public trust and supports + informed decision-making. +\item Future directions should consider ethical implications and societal impact + alongside technical performance. +\end{itemize} +\end{frame} + +% --- Optional: Thank You Slide --- +\begin{frame}{Thank You} +\begin{center} + Thank you for your attention!\ Questions? +\end{center} +\end{frame} + +% --- Slide: References --- +\begin{frame}[allowframebreaks]{References} + \printbibliography +\end{frame} + +\end{document}