From 365b4d931e841ffb10b36c6554dd12e2c389ea7f Mon Sep 17 00:00:00 2001 From: Phil Wang Date: Fri, 3 Dec 2021 19:52:40 -0800 Subject: [PATCH] add adaptive token sampling paper --- README.md | 44 +++++++ images/ats.png | Bin 0 -> 202329 bytes setup.py | 2 +- vit_pytorch/ats_vit.py | 262 +++++++++++++++++++++++++++++++++++++++++ 4 files changed, 307 insertions(+), 1 deletion(-) create mode 100644 images/ats.png create mode 100644 vit_pytorch/ats_vit.py diff --git a/README.md b/README.md index ea33e4c..ea17382 100644 --- a/README.md +++ b/README.md @@ -679,6 +679,39 @@ for _ in range(100): torch.save(model.state_dict(), './pretrained-net.pt') ``` +## Adaptive Token Sampling + + + +This paper proposes to use the CLS attention scores, re-weighed by the norms of the value heads, as means to discard unimportant tokens at different layers. + +```python +import torch +from vit_pytorch.ats_vit import ViT + +v = ViT( + image_size = 256, + patch_size = 16, + num_classes = 1000, + dim = 1024, + depth = 6, + max_tokens_per_depth = (256, 128, 64, 32, 16, 8), # a tuple that denotes the maximum number of tokens that any given layer should have. if the layer has greater than this amount, it will undergo adaptive token sampling + heads = 16, + mlp_dim = 2048, + dropout = 0.1, + emb_dropout = 0.1 +) + +img = torch.randn(4, 3, 256, 256) + +preds = v(img) # (1, 1000) + +# you can also get a list of the final sampled patch ids +# a value of -1 denotes padding + +preds, token_ids = v(img, return_sampled_token_ids = True) # (1, 1000), (1, <=8) +``` + ## Dino @@ -1119,6 +1152,17 @@ Coming from computer vision and new to transformers? Here are some resources tha } ``` +```bibtex +@misc{fayyaz2021ats, + title = {ATS: Adaptive Token Sampling For Efficient Vision Transformers}, + author = {Mohsen Fayyaz and Soroush Abbasi Kouhpayegani and Farnoush Rezaei Jafari and Eric Sommerlade and Hamid Reza Vaezi Joze and Hamed Pirsiavash and Juergen Gall}, + year = {2021}, + eprint = {2111.15667}, + archivePrefix = {arXiv}, + primaryClass = {cs.CV} +} +``` + ```bibtex @misc{vaswani2017attention, title = {Attention Is All You Need}, diff --git a/images/ats.png b/images/ats.png new file mode 100644 index 0000000000000000000000000000000000000000..e0e945c35ffdda95760ca7b0617a2c29c5275bfb GIT binary patch literal 202329 zcmYIvWmp_t&}9-NSb_$Z;5N9s1RWUM-3E7e65M5Q2+lwV?(QKt1O^Qj+}(ZW-Q91u z|Mb&6-93Hl)~z~K=X8{clI#aGVzf7J-h7aklTv&0=3UmCH*c3vkl||CFvz~-Mh**Q5rv-1dYa0_yBeO3W|R#Df;mKeWz^XBs# zc_|4E@9#%BUf)RvGH<(QMSQI4JsTlfx(rF!D5&hcbo3#;grsMS&ZJE)@0J##~^)19+Zt$I`amK#J(9EX!I7$sA**GB&T{<3HEH$zkjShpBv^YHK>SIU(U zu1lNs?k5(O>I3D^?3>IexXq<2j3#~-gyH)4E#Mjun7( z)60DWjS?%%lENk3*dZzdi&zrZ)1NQgIq-h^^7XbTrBqvu-pZIrc#i4k?^$luv|Vcm zvpD1Fk0azV;2VVxJH@AV1R#ycQXsS=L_B3%ePTR}OeO_3HDY=3>Q%0qM4a!e=^Qq1 z4RvcZNE7iBlB2<)Ngh78CI7#+LSd);NsN$LBHxuLOCL<rtM#onHcaQ=KM1j5j&pMVmgd4t>_W#j*` z6V|_NxS5vQ%!=6Sd|>xEHgP?_`Fw%Hb3Id}7NXTGnYMID!F`h}7V zY9Y>!@PD1L8s#Sr2-7@qEJ{9R=kX3@)>~IqX@cp}ISyig1Nf6T{jmrgOENfBHVdg# zm^iD1I!qjW;B%IELEOH;j55wKMHAXr{idH=^V*d2KoW7F0I+*X8Ihi|hS4y+Ypp1% zSd1m;CH1~_tD`P}c~mu1=KpvE*5{tJV3(*JZ$z+t+5FZAbtc+k+I_lQIaMZ==|0Fb z%ufSI2|_5au^s>{u6Krx3uiHzZNV6z_T~F>V@4l&F(ez+Q5sn!(4}k3%*&p#N)~<4 zt%zEq<=g-`Pt%d+*R&@WhuaUSoARQA$reg7Bf7e2U#*c*u>SP~ucR}}8jl$IT$V=` z`1?NL(rKFJ3*4_eySt7U)v9mqKL`<}W2nD|V;~@Ur?PiR!6bMjb>w+@2C=Lw?w~Di zY`I(AqtZ`lwMUH5_(1zYR)=b6qoD@T>s2gxuz=8Ol*VDiEM0M?C@8u(eX-46)@N8} zSYiszQi3b~VgSvk3jq^%L@+Q6g3~ay)W+cxubq3|Ovl6rLCG+s{RM$b^RhesFxfg>Dgubw=4$cgFKf z+Fym0#qzECwA=FzYb;+qpK|hZZww?k@>}_9p`El{dLl<~;ifx{DK~mglTbhU`gMAu zV*P`f`4{dB+pCS#83sRL7E?&ZHrZCu6t5=#1X8?ZP$&dMH5AJV9w(4>NyTz=gH#Fs zDhSR_c4CVD4q9`?%n`aV`2@O>OR=VUD`}#Kk5n$lnr>-f9oa%o*=Wb2zd(3qIdEaF z{BKM>!TcFrsO4%phKPv#U)SSlX^=At6mWC262r|R*xtq-_bx&BiM?G&NEJ8*TN-yG z$pbIN=PZzGncT(`w7eFSw!Em%b3ki9GP2|vT_UnMu7+#i>o?nPBx#m2WYM)6gjZFu z&Q%8C_cPQSOhxQ1)Dv_|SPt&QJ?-!XZE1J6e}dA4gggsh{R=6s7YIjw?{oI;J<+g5 z)bGN4fNxv7_tunVM~e?vt3lRkmngZ+VE~cX)^y%HFu7aM&RfIeUh#91GS|jQ>kF*fYVcHb7 zvPU-U)Igx7rNvfmGoV~@1GUaYlZF z5`a;PJPhU{ltv%r9=4c9F-+QD8SSEXEc(;>7SxiqhgOg(S9gr*endy4Oz$QftPASX z&EXC^Txo?hnK?=CBwoo|nu&$ok~ z>6FD@81gz!@^qUYuvhP^ZfkuGJw;#l?Q~z4@n7!M^DMlqFipJJg6{hB?k>6ma%4~1 z(P4FWTRaq2x2v7@iydKhVmGRur~4M8J1ooRgRfv`n(sla|Qw< zeTPq1?%dn}KmNxfud^|AWtSbB(#t>nj#*IUyN@> zCxo9#=PC^+#a=ce7TY{X9@}p&?{Jk7m(<>S>t-Zc|Fz_rez~KGWBU}y_@jXa2+W&N z^HmdP!-UoV{3bm{>yE&lNI%&n9oLY<+k_%z@OE>2sZN6i_rC}JJ)dcAfQ;Z1?VVVy zHH~9jA5n9qP>C#j39L!TeO~!x?m~Q!y!R|5f9emZsS$@^5u<=KbYjwH-u+IddQfeZ zGV~b_s=%+tv%G4o{oAM~_?9kVH!tX8)c57OL@YU*#8CoLWj)CI)9wVZ*Zaw*`^lgZ z^IM}HrJspP=Y#rAL7x=#u$@WD@}(R3 zlP6RLejm>^>S<8)^gN-yrL#;KXUf<^?fTLtUE~Ya`m1wz^~osAJ+_=BA z>X9(7^93e+bB5smggbw6epppxw~HSe+-qZ%(=W8RNg!iND)mZtf~2k3mU?I`M%edn;s1t;(jZ*<)>~x`_L8CIG>63de>*cz zs+4xdvK5%Ji`uO+CORkG_6m^{Z4~oCIY8T8nb;>3mKbFj>B6oH{y`?KHOFVBLrr<{ z=VPvyy2j(Pl~MJS>593)O_qQJBr#p`O5C6RkY#!L`;xwKvF^<3fWyP1mG+q3+@Pe* zHCLRlBb2fktViERf%Cgm_mdR`zekLlqvPUsbLLmSrDy;3Jh3n8Us#U0mRhgd*S2#` zpWh@U{)=C7vRa=Gv9XJ+2Ve3cKlow!#;yo8b7oAqY@82HHFn43EH!bOPrS37wBCGq zJhkfG2+8DflVMkd!-rEO@DkP6d;Vf~2&^tn(0h+IY(OUALnQ+|LI98C)T2&o9abo>M*m zVQXBz=dE=AvjBox?V}Ep8JSFWfY7!ont6%4oFx)4vaB&+ts$()(PLQb+N_ zJxhZLNirX`vSFa;(&bs<0qS+*ne3}M%|pB`Lmwz_IV?9wlYC&lf_qzUdX2EDRi zFiiyE$k&mjuq4X(<%-~Y;KNeO`l#{xKj}-Kn*p-#?i(&N8!lPdr8O`6r2?BBUS}&# z0jWjWq=T5h&fFODiGAbRZT^^8xwJahdm=QaUFx=rJDv;hNwNdA;9e zBOE5_IK8+%-$S@P8#*X$If3H?a~TqkIMA4FUN3e8#mHpfi(76`AlIlise&**wA@aN zS(!hI7Jawg`rPc{@nNBDUqDN&K9^b4SwLCz1|>oC1w-5a3<2(n5&?DLR(We4SeQh%?NCD0ZBb|s2v1H-w6)o2miX@? zi?DouFfEo>C}?i*${P+(9do)Y)D}Z#mq8$6(NtYpOvT_${#mp0f(VzRTIQC`_{W0Q zBz0x6xNkWm3$^A6<|{VkPGk0Y!$+-`HjegZ?*2KYS&|ZUM?d-(orfgcPfpkGuP2>X zY13h~4(RQk$CCAbb)2mc##t&W3|s)s&)bs#p&LYUpCh3PJr>=zyZre!0XSOz`Z;o* z`|Rd&;@v;8bc5eW1je??UDzF)$GZr@w;hi-c)?Bqht7EKKs`tV-xI{0`=aRIzN5{r zY7Haleqy`pjPSoEG4|TR4~EZsUXK0o)sp4JTa(@mTK~)JwO>Z2by3T8+srP5qt4vD z?X0aRZx|icd*H67qDILb7n06uR@01bLsa2=#qm*ai~X-<1DDs!yHKp}UcF1$J-VfN zXeg{5XUAXvRk%$^yeZ9b`RF8c3~-7Sxcy%LmVdXS86kRfHAq@_5ss-C34`_xm{NA! zjJGaLh46pMPyDV^yESf>FL5r05U)#-=@ovP7}r-(o8q&t5my$ck>pnu2TE5Z$|gsD z=aB0%5pq_xHkCB}P;j`njs+wjY$bh{yz_vp)=$(X>k5dY|KpLtYc9BNAHE;=!T%z> zy5=cV{l3&rG`8vx4C$*K`nLz&oAS7P{8_<`66}ib^L#olwqQ!fx4=EMcg`_x_5&(d7A{{eB%JM#E$9c~NDst(4sAu?m(c=0}Gn z+pNt{(!_h#pB*?>0`hD5XUHXRe&sfF>xCt>#m;VATvqn2WCvN2@^KbDqR)P~o(Bk~S4@ZsLL85EN7?-M4W3Qm} z)XCfS0%)A^(?;pmC6ZY!|CBXh`k7W*qsGp3>d4B`(>-#4+ShI*$@_&Eu&zbDZd+U1 z-rku{m zUNIZbX=KT3Q=petkjMk6&|wwZH--r~QK3YHil%zeb7kuCb9|iq{Bj^+rJwB~4}Xb~ z+x>{h<*BisZf@E$`TUU6zxz-*a4k)3USC~ba|G;2Jk1|ty1o7^y+2QQO|~#cmy`?r zBZF<#tYj`=M4`}K=j+|>GHAG3Rd*zso4ezUGkd-Pg;7`Nzv8*=jG6vzu%W?;auLkq z!z_k06=d$V5CsOpymVX+kj64sft;B=oEV&~!XAzCSiuDv(ODKO>nbRdW^0)Y*Vosu zg_$k&@6Ax0dxJFpsr-U2a-n_*n!J;-*!cMPUKUC*au6oNTEaQ9DpFI0uUX5ftIvZ5 zC@6Te>!t3(w)OASsBCNQ%|dC;laW@FrX8!5-G!Xs#p@hH=5?sP@PZLr+;-5cI>G`VZ)uh zU|dO;$Gzc*{@Kx{NcC3xlhfE$c_&--$KR>eK*lN3PI*HZ*(cC?nVs#M_?dc~?W*YC zT~+&SD|A3p=q*==lTcZe2%hVgJvG-CMrLo@XG^u`kk|&LUI?~Xn~dtgufCen`k0q* zZ+#zpRY?H&EPBAp6fKo^3I|6g3vrf=b^91oQo(H&p;ft}k#lBxf>Vh~yg9u9OMb`u zqzWHPk&yOWXw`|76iqDOB}v4SX8DrNx@^&vi4qN24u7RK-P1SZan(hJ4@CF`2L42i zapS-GOtFHUX@DW->?J9M1qD;{Rb3yY#O>_tX8mz^*hmh2-v~@iR*`wFR6$XzTsnwS!YrSRZ`MIp?=;;FX6S#-(3z zv#eDt^piC8lp1=~!Cz;VtL6aNm|P3Gq7_^BW(8iGx~ps72(PAUo4g370oPlk)ERo} zDj}&28L_$-p@^_s{bZzQ>Xj{IKf?Xh0l7)?3bU!zs9uQmNU;)n?L|I*xEnq~yXT)G z#$ubg>h|>27ttH9>ttdjY%To#*kW^aKJ)~gUwufIe>9R#syb=?4I!|hinIbM-O7r;y`BjUI7euJMJNI>Rp3s`L z04FQfxBU0s6l-bCo_d}{D|L1!K6wK*`i_tOK052l`Yi`S{Kx;&G~NF8v&OKJBB&Vq zX0eH^Pp(xa*Nhgdx5w9Qw(m0=llVDorD(cc^cXws@@=1Ut8(Vfgn@869vOO$wUNB{ zzwEDmy?PMxl3zp*F{B?C*@v2osrLmS`%mI1wJMkb9nhgy3eV1rBF$C7Y621hLaz&f z#h>^~aBe8JbCRo2!=5XIaLLMOfQ#7xzj=cR%37Ew?AQ39Zj$OrMsRYP+tn)l`aP*< zfPun($!0NgDw~t)h_S#Up}_t^`{nu_@$d3_$cU0UgC7C`&@`p)TK$s}p)ON)N*Cv- zS`MI^1sXv9Ed|Qkv}}hqNw~zYoL@(WsC_iewv2x&5Y86AD2a)Zqw1qs1LJNjn^*us_z)3{o!(q4PmkGZSo|P z=;V-cdAYA)9~LE5wC9_V-ztivMX03RB#(Xkqdeb?a|_6!v-y1 zg^E8M92vMCs6U+Ez z>Fy(Xe_89lTgXRnr^z)c+yJ*`X=NZds#im)vUCo8x>PAQJTO|&i~9=uG%c8SohhgJ zR^$RDJD~pM3pvfxnQ*KY0HhS=M zjIVlpZywRh->u+RCh3wN5-=$ipE{{F2A0qZm86U{`=-Mk{zkGbzClqkOI$8W4O!B5 z>j9vpq_0>YFqlBmmW`WE8qEWN2JB$mc%Bw9&kp!60-cPL<`_Yd56GOYq{9|C>cA2u zhmaS%{Q_)jyD#!FIsh3e;)3R&uLR9Ul;+zlkG-?s1C+=bVLOY4!CWD1vt`SXgCg|) zTmgi6i5fu8!RcO7Wv6<*tP|B^RVj*fp;k>bR~V5x=VRwIQ8kz9B0Z8d6{mD6t3 zXH~!l3c7juDYEf0Vu_;bUj|wa1T>wRff}m>UYbkhVj6R`!X@+Zn`WH-yL+7726yVN z2`}V}SyEaj;O^hIdyNCb%Q3_GdV(j0gqzz8LWUewv3ieeE88Q>Okd&*d2fl%OAGza zL)peMqBKFqn#JsGCVkr0YxROgrIk#h`XjxcI#To4lnvu_vo4w%%-cN}uEoH&L$`t2 zqcG6*wm6L2tX5}HXWz{1R))VG5OLJP8a+beX$~PDk2&3Oh(9uaEh*(dlOB^KA7!8l z&DQ}02Rk!_+7O2JQM$Hb6nMv~&;*Yt?9G==M(iuxUS^k)mkJq6ot_ra5mUk%W26kM z9Q~Nfk|-_5vqp~u+=$Thudc3Yii$$^xk_LXnUt?+_U0 zSN-X4lRa5aiK+T3H`Y$D`iA4To95zBa-&vW>|2#a=Tw&w12WV#6Y%Z<1uA{YA7sL~ z{K{2+EJ>`G0o1TQO`&dWoTAms=t|j7vulmR2jKVKn;TA@?WyO+<)yUVK!n)$AQ(zS zzh-ruGIsz2Ho29+Fm7BlnxyWu!qrWn7V&3Bj1%Z)=3{L%9UMTj;7}R^7F?h-6^C** z1u7Zg^4!GIxWrn$eS2!5fQ5zHxOOA|Z=K=aQXpwJHl&>8sfvQqxBuSw0={XO;+bS2 zgILrfrN6{lT!db;A3Lb;FTmt^wWYFrG&q!dYY5?;6#FXhsY(3H3-)TAGu<(I>6a=3 zB1bPRDY_d?flLYWLh!jQja%W{VP(!0TB>c}yQe9s`>%V(FQ_VH$=7ZVXghL$DqkIH z(v6PeCp~DdZF{o4wR5Xos|@rgM^+dAV^+P3`d2%w8ae`SM4ZE>(6-yxzjoT6D0k3k zCdUVUl{R%IS)%AB=x3MzmAsdw#GflpgyeVXE^E~*f(FV*Cu96%*(AyKeGn;MO^fel-7$=R4jVbw}O+S+8$kdmdSWH^c7 z^yNk^f0#dh4AwI>9ZY|7hI@{ZTS71!nn6aFwjZ&jk)mb$^E|E6cqE^Lh-|F3qUE>3 zB#gFh^5KiOf^+Y`n`x|uc@lKiDSsX>j#~K=CuT!&O*u}+c0H!-pE^$%xz+G-b`Ysl zvSq8t!e*(Qn=@vl?$cs^Qgx(2$$~<0bbuyMp~ds7eg-IZ+%IfN_{8|4{6Q>GK?Lh& zghy%MCnd&1;DiV{b`;eHG3Q$c4~LHH7BIX;L^FWm`9E5KX%!N%UZs*-K#G*Z2YBIO zF;Y@_^cObV^=vqn$A@b}T>K&A2Wt=a!V(N&x{w!paKwt81s60Q8A_697Meq570T?Uy*gYef|@JadT8svBk+IP;lDNR_j{l})S{vh;f zJJl=r#ymdr!`;LPV*3D?OgXmf{q>7_$sv?PUx=2k$oNDwYJX5MElwrAytOvSjftc@%L=)hJ>Dm~w73!mtBWNwJB28|7Nf#1!JeBi% zY~%LWDWjL?zt6|(O`1^d7GgT;UQ!3Ct%K3{7ZjikGQwZx5c*v2V0Xbdo2;k1K`~2M z38+|&G4OF|4Klf_3gi$LwkIhxaSA`1QCF@tAN-i2CVclVB%?%Nr@k;{qjfje{Q6+F zx-HQ3>u`~KLdvC)ybAtjGMf^q1>PPo#jUVTK44eaTLz<7u5L&`O9f5cFDGwJ+eo(cNEJ2t5GTnIf-_N=l_^EOCh?){Q-*#FhZIlS zaNAHqi&X$>+Ug-T3pzdPxOKne*)qV^ekbHe)5$^rF(zh*W0nckE89!hz3+#+R*=0r4Rp1tYCz zJde6e`;pTCx_v2(>VLRD^s_Itc`&=}PJk!A3smUVhks($a$XC#J#T96jN`GJtFaiy zIXFCA><$u}6uBjpCG(gmUzK@F_deYuE%}Q+f#DlTpFrRd%DXcKR-W{=+lTB& zG7Px!zr~?Ol~{eP29i~z;DD@K^l!d(rqDnq+lay#`(~QPX}CCJDcyGf26A82seR=J znTU%cB5Dxv&_t};WEk)U*e~&7=%zW7)TTAG6}l4N+fb&;7zW@jcA$=2J^3;+PN~ey z&ll`d=K7jaFB+sJ6%HpwPyh?7q9VwBQmS&_O7Y9+5LB!*gu(l9);AiVMxzZkVHJKZ zBs*=h0Ed|TeKZj~$$4s>z*|&Y{*0{H>pLmmOg5q_4ze0b}H z;QsG?mka>^vWgiBM@bci?f9d0IyEM5xh%)TQF@>5FMVF_cWVJL$x4DzLZ=Es(H1u#Flh#0$$;VaV4-9`JvwE>4w%SO8nh>65DMW{YDq9ql5Yb66RC$qfXE zjNHVF94&N4{QZk8S*!OT!)fr4o4mL-pD@?_K8KEKiZI;t^B3a1ci=Jzo}}Q14aegi zYs0bH;;dA7<0=oMjIgqOcm4zOIjFlyXZtIo$;{_lOB(LW-ASvLr~3;1=J-r5D~KG; z$U&>sB>73#qvM3osc=?S*2opzb8?6^HxPhNoj!^kGq87fh+to41vfGL=G}+G>fL3x zNokZ`RQm57jDw*{cT!q^42J zIN-d0@8y454sGZ8+xz8V0A`sXmErVMKAn8a~QYkPYd{J7*{ z3%CSezzkaipO!qKfJV_F8>syHX36Wc;Fis%u9d2Ua{pv9pZ653ZG|bRj8zccs-UeV zma@L|dY-2kg;8&Ij*(TOBpZ#g-p06BfKt*N@(ln}ZS;~zECT2okGOjCgkW}O|EP_P zdRp&T5oNm6m^C~imvfGK`cDWjOrK}q31S?`@md{*2kV#=NLQEW!NI|gvNA^WW*Zn? zuJ;CN8mr+5INcDr=i&NL6{rfphp(H52j7=%|2IGHIAGQ;^=06GW;Umw4@ zLA(xs;f(0$+YCVuCT6XQ{Py;2MY{g>)oWHkAt8a&j>`;A@W>i8=Us|<3XOVdiNgrb z(>bo9*GAknXhb1dV1>^69bQ)R(%&^ZBuPeTWo-f~9BT486lvUFRHor-&&Bo9mWp{h z*F@o_HJ-Lpm13I}F2<>d(l9Z{+P9N-Lfszia#FC1cD8mVAHRj6qp zB?!0RP^!pfXCikvZN*PuJ#l+EaI&+Zahx`Ll%4ZCb*3U#^Z~|)IOm1l2$wkOo&{Q%J(b**)xTI{h_Hea#aGR+_gt`?!V?t~96Z6uU@Ia~3hbX1aA5v%c%WQJz)?uyh!9&>` zkHri-F5Dt^$0GKxMeM@^a+aQ66e^0k>=8my?brQ+@aLhYN94g97I)^z~L=^n9=LK^)DRrH!rMZZf&7 z^A?prhGdd3RWyJ?Vam=@XW8;QL(|2jMghOGw&NY6Y8le<#%qgp=zcUuNMIvViW(dz zKRbsiavEBYD)wKr7MF5HIzwb|4K@VDb{ z;~)>wT&S9T92pHO38>H`2gY;jUFOq{72PSF=Pg0UyOFp(l#{OOgsD7DB;9Pir9w^?qKM+5!LIt&vPgt9e#;o}TGeSO%XJFAJ!V1_xVmolpk{ zkr4RRm9LVmmCZGPQ7_GbvYND?hGE~P&3Ur}52Cw&Vmaf3G?bpU^DP{nE?rlBc3n2( z_*^%l=r3MwySwfG{RguJPFglw9#7g^kDHd@6w=wo+{}#gA~^lL>$WptZcdA}`^k0n z`NS)|gSBIf_oD%*^W~qH{?>tRTEz%U3WTAUrP190Z=L!(P=H2V?=vU`{1r@DtRR_V zIPL#&Rde9{Q#J0_uNDSY#$I9w2+umxMt|AxWBl*T^YYpMNDp?2vME_v(Z6}TJ>69> zewhBj?bb@#-{1dV8cs{Y?|NK0jn@y)cIwJxu4;KVTF1YgqV9dx`~H5D;&lj`ZiLpO zYn3x_+`Kkn{Q96hA^K>aqGsSaObeI2b+0GMlCKvhD`nN>Qd3j^+H`4aZzm!p-MY+s z6^7HY7Z|7i;ibQl3=|6RY-G=?02dRGk&#)`N%e6!(K%+(mFWK4d42Ml)*YUiVpQ!)gl5SwDhNlzhWpxIgh@)IYELY1hE%Szet|;@{yJzYbOBj1I`cMpQ$S1WNT>p45vA!A>G0Ita!+g;-40vE7uXCDO_rYA z3{Sxz&J`31xCh3Gu$2)$fmGm6cN)q+jW*Dd&8d;Ty3CB1Ny;tzA75r2Ps`PNS>k-M ziEH*h3A+wcPKZ4l<5K3ZnjkF!Wy??{5yHyuvQgiviq)tFzLKpdjX6O!ZQbsLr@D6k_|1D90ND=e=B&j?Q@gR~m8# zJh&_IuOm9PAM?fwU&vWb=89Oh8XDIYsG#(-cf9=K3C})iJ^wqvjuCiOMB%cNX;lZu z8i3J_+ClQoa^vTN3_rH_|LJ!kP}3%!M|Y|yVBfNo2%G>z|!lF&Y&1qp12A7zi?4q!>G(GGE``Q06p_|gBy8# zX897oRdniOveZ8#aREMAgy**uGR%Da4 z3mIUKw%5C*nRHqn3ckODMk!~Y zBO|G+>Kn^45F@iV3fW>FF8fa6F8jU;hL&(R=rOn7p7e7@qv%Q{gbMf#^mc5HCCk&8 z!`b#MyT1HGDcnXBJeGO_m3hJJE{q|Ux#lN`tf5zN=7f@Ls?gi}gg~2J?;ksRD=(D= zHoOI&BxCCY^M*bTHAZ{%Q^?_r&tKle$DfJxlw+I{of$OWd$1e6W}MV{wF*(w9uL>o z03yC-=EM)83aa_A~3Wo1lDp@&7Gu*XQdlQmeAf-teCslR(%xaO`k zr4x94fb-8wT0OGZaEsouM7Zumjb=>$9TN`{L&p>dR&;tViCz@pAa5%-uh5nlS?9p} zO%>5~=JUFny2i0i6WbI2=>UymkX{@L_Z_eVUT>v^tWjI)D&r+=Gjim%fx z&S{gKEVR&V!gq_lSyhfDi6zHPL$G-OQPR@;bvX{^TM4ha_g4BN+D@GG&@Fi7*5j0` z@o~Fd?WDKw@?2Ld4`MPm`?itgJYdRS_x>^e+-3uDUYgOA!xAm^9H~|(R^W1{5H;?c zq4)|UXjDClI#RB=zZ8`Eb9YcdC9Z3?n*GRXdF5uiQBvOab=tgh4jklWvXS#`1SLrv zmpJM-FL9Rs(8mwHfrxQtN#DM`h1aC)7zm?v9bjBaM7fwN=V(L$*Lzawev5-K&!&n1 zh}mi}6iNgNu@H_`K{hQY(uWkxd&%t&*i*c8+1_=Y+Qe@mJy#K1MgEGU*PP@%!8 z`}0)}095Dhi&*pHHE!Qm9y9hOY_$)!ny=jM+^yJ}+5GrLk8U`NA0b3gFj}&!XJ(%T zE|}scr^kuox2T=L)+FB6cwxOX-S=!T2f(yg%eARRHz8E2Xk1#$oW0_WVDHk3Cc>R@ zWgY~Gk4e!L>qGj83r$*D!0J>pUi^828rnJ`;3$pCihOgzjP*OHK!2@k z|Dr5kuJZ$aLO)}7;`BU)8dW1$QV~h=XWehjERe6^g?<{{M~NE1!+|Bo?L!_1_LK_H z?B;}WdODtJE4BWDPRp0}tT}w}r=i+W;@Nbg+7c7g{&hyFoslg*M_jku`;tnUj!RNF zsUhsMqn;XMbX%SVrv*2nj`JREKmOCAeVQ|kB-}04mZO(WtLs_h7?nFADa@KL%Psdi z7rInQ{8>BQ_0XCk>+eF2nq$JDB1nK0C)L8>&%)ngF5b>lJsc`)Ks2?R|Y^ zv1(9~z11K_mJ8_+Z{Zyf&1ks1)qP>Z^X1_`Xb_p1SyV}VMKS6JP(9QaTV$*wDYo?#GC! zK0!Qm#megSqEpf2C5kmUIX(ZgoKm+rMrIDKm7~?gu#!xGp)dPVQ-?TrF^Y5_#?@&l z_(2f>J6ld=zyrpo>1jQ*0Ge?K$mOePGFV%$4sDgT6x?QbB8JgU2Z+e#mU`rG$0JuR z1Z_}GkA2*5$G=*TFA#21!2FC^to|^zGU3Q&%Q0o!19!hCioRx6UAML$olF2ktjI_B zqReACtS=@DgZ?rw#Ch8WZ?Dp#<2w)BJ4LJp&X}ON>Mn_wb$uj0-19LJaiDlo)(}LX zCSt%ly7*nFk}WkelOIb}9Da0o-$B+*_wmDr$OpZ4&;=617THPymK1fQ4o0EsQb>f& zSDU{!hs1k=q5U@>?ZV%NgK@pTe`F?oXDAz2Y|4Ptue6$l%!B%)T6%`>?|9B6WsG#F z&Cn#mW$q#LLsvo;DQUV@lEX0zBGhH>Y4 zz3}yxZONoj=m_Q?5qp;z(-@IHmK2b~@}Qa1pr>zm%$Q^O_VD!*|6_wX5OI)iu{mxi zl$t>$*QB-Gjl}rn0rT!?S9G+32=<-%W|!pk;X~I|wedwRZh<)3w?taku;AC{+3MD_ zzWTdgjd{B{1i7*uU8&8a%@|Rau}s_ND}FDhtV+I1Hp1s;2mpQyBCe9gH))1!>s>;$ z^5W#yODM%~=UEOfdc zaKd`N&cTO$yfsY(*ADCP0|80-C8F{GQi)-zuL14QVo_}HXj7-fg%2^L(cQ~S-B>#U zoXO40%fbB}TFnPy&>D=N2*e+&mVhB*yIN<3#m-TNhSL^gkpHex3@xD!HI(URFtdP3 zdBpi}9kgEbHLJ1HHlCwouH(sci3bFTaEQc?l`vS!M$XbFrBM|}aG=p~=1`LJsDzT* zgd5HA;u2kG08yB|9y22i;ytRUR0-WkFO&2cRVCvtWVK~@*G$gn{+!?kDxIo22n-$f zjD%aPjrq97Px8rAB5jam_xn3=D<_RXvyAto=D@!nnvv$ee{JOo-HL#qYEot{DPVZ(0X58hnwpvc zsnMfRGY<)z#m*gja2yu!_&HTFtSGWc3lRszq_G;BB#iN~C|uUQPE|if{7YD0BAYl< z+`;h|sO)D_2|HUv5sdQ|P?{@}oRw-x6iV3VO!0k6DTa4x@A{=aMK}H8$CHV%$!As} z&dA3=hz>X0b0(zx{=%#MwSc?M>rHsXXFM5hUMeY+Ps&v8WU0(l(*i<){GmToP4s9* z^py*BI-eV@KYY**j94an?LAW#RrFrerBQyAmE=(;T>^1#!J6!7i6C*hBW-?q!NmIzQ!aW%8F;^Wn#`635Vjy%S>n5xxop3Gx~Av{5LWmd zaGbO}Nvuc0E3zWgV@n(Gb+=;e16iHQ$X zffu`CFYyFTNB^E;SdkGYopc5}F@>cHtG>ldipAu;UTBm0jJZb#v2%P1^pjne4dD)4(vkj*m~Wh~A8J-3?+KJ5xHc&fTR%UgRD6%zF0|ItZQ)_)r0 z!L=j^?@tXC>GF3b>Aya_SyT)^6uZ?ufba%?FuIR1htDEamMhe{eYoJC$N2 zBtF`V*MA-2h+s3F#Z~6=cu3$WWbRX<>ovJ|I_z! zEQ;!qn@O|ETu=w(bR%bEIHz}?OyTl(ara_y?fIiRQ`O5*#NGLASA?l9ssAsu9mVp^ z7g_S%SgwhUf3z`l=Smbh87We*T;U}ywlHx)oHL~HaSIlS-IJAu#z~s=$vTHi{6E}O zJT6#*mza8T3i{}9u_tJr9a>n$JCR#C2~jAGlBL4C5D3M}DCr&Q!TL~HIYVQ&xRgWt zT`s>kT&k3n=nL%2j1(Rc8Cnv}x!#8|ar{d;C_CT}nzTDioLD*qd>AoD?=Hm<1tzp# z>Pr3V9cw@*?cflcdlIM?@=RlQxOaL;jbGi%{ei)P9n`PXUzaGlUu5@rJKgdj;f>D3 z$!FhIiA3h%3d_zDOfJS4ccc-VCJNO`*Kvdn@Eb%1Q(PsGHv$B!kL1^?oHKN=Tw6@0 z);g_H5oDJ=QaBLP$?G*M#%sSIZfpJLZ6h#Yx$mSL1)-a6y6Ep@i0v-bzqD!K_^R^tGsB5x3BPDB?dn?k{!4t*DtV za>!EI+Np+v)9Y38%`fSiPX5YD=zjN`(2e|oq}m<;HLW=*E8Qd68$=o4->raQ`=Yp` z1JHH3z4yBOqJG)_aB$d+?8j_E^(%OjNm^K)o|Ho-oHtRo(PCcEgp7ee`w0)@#(u5u zH%Mr2Z+|Nq(Wl0(ttd3{1#hKXWllmw(Hr2I(C1%b*>jbNuGD8;p2l`Bq^qF zL-fj{-`yNv*ML>ktJUgre7#Ms8^1>sJ6Zef#U29N*|k$p2*vZ`{Ni$LgrdaeZ??c_ zw$(e9ctcOZkQKiLSo$Wq@tu|E`ML7BvUXRp&LP}J8w{f+v;T{xvkYph>)LQ}E$#$& zcP;Mj1&X^%ad&r@5L`=fcXxL$#jUtIe0koP?^h->nK_v`Co6leb=}uaIei}H`M_S_ zgvjKx_F**itxMqyvvH(p+jjq`5B@RdHi#tsjY( zYYc{3y5GOX7K%crF=-G35v-NouU;<43 zC}3l5+b8#bbK|-BYxsfv@f7lzvh_Z-W!CM^W%%*O^102>n*`POogsFH*~F8p`y=iZ zKQHqjLHJ47^RwoYdKVj)ToLq@a3$|h{e6I{>~2m$vfOnu_tylj*>JgccGgb0sa1w<{h|oIoFD za{|GZz9h0g5w-L6sLd@zW*Ex^frQ0y`twnXq+ceuO)dX3i`XBV z;UR*`M1CQOGo_r zq1WevL^{H+YzDVkE6fX=W#d-{iEk$}zTpp;0ln>_MIACvi#^S25043~-2AYWZP1me z<{z2m&EFs*=tlMC6>JPAQwcG#X%;2fA|*C}%V}AIn2B`WQ`a=;RdE;I(SkhaSG^aO zPhDG|UugR*FW(r@wp)L&H_F>Mo!u*Ee?pYaMFCFkP0LZTKXK1(Km44Tq3K(0}>kD&2hv|GizfY-->qjiSqBGnpoR?0ZBge6K*X_#rMXFjv1=jW%%xo7FCdNI9R?9@GZ3#=$*I zY+i`VR=$U=k_z$eQtF!ff)(&=8PK25b8h+6;^>>A=9X#rdhpqQ`7RtV>i9m)a{Cmr zwTqeeQI>0`v2LkK3;%`^)5PDPzV|kjled5F*a37D>_!!rvxy7u9x0LaGtTwyO8Vk1 z%6zmN3UN-l$VHH>)DULPr=SQhw{VX3Er5r2X#Gg@{kZ)Ub2AFe0|x@%2B(Dkp89C$ z_HS03#nGD4X`R~u%EUtbb4h@-55yIHZ|t5Y`O72a&l?urdJj}bzm4h*NCU_`;GMuvg>cvki7Lt9A%yjN7;={07%>#$ z-2A1eHBRn8`(s9cm`v#r4$#(X706g^iW!Ptr{?;GhEJz}jX_8~PiK^c-!Ec$7P%Yw zvJ2_JtqhP>P*%bSCp*^!Sri4WT&vXOFChHXkH|h{uXVswPf_2$^~y0HMGG}RDie^f z+K(z6gfmO?DZ~9)je}i15-Slxm7WHkJz={&TnMWYZi*B#>nMCSu0KD?+}#=8=to~L z?!FRZVvf*eOkg3xoS%A!-<(OPN;ItP|5f&jHT0K^$_c@DN8vrgo4hFj0&2QWs1+8@ z;*~o#4<|m~0-kbOp!I5(c7m%=I-2=?ANqt0d=^gG6fxKZJJmWQ+VU8 zxk0|S69Hq6Jxnzdj!wr6_yYWXC|U+?*x|<8UIrP!{Dl+OvBD72ZJ?mf@uhFnhU4tP z%+|kIt1t;ao?812?p&`!{Qnpf_lrMcBf=j&YqiEu)u)i)t2}Ocknq?C#FBJyt}uN* z1)+SaY0q(P>x_l8Rn!cgOly>k=Ils#Xj4$!D=1}(E|M4kKABfT12->SPxXmsGpr^h z#a5Y-6T_!Ha_vqrnvj52E6Q&|GWty2A4?r=Pd5zL-xME&Zn26$9x9{jdXGgb;7TVv zEU9G>VoRc|@=-Dq5Wk}5RKm?LfhN;hyfA0v4)1!x!fhYwT_M{ZJ1>85rDoC) z1{Tt~0*SOn4EAyj;a=x0bN-?s8REZ5!1}-oC;-OC4sLoC<-N@x_u(aH_0+@IQGmo} z4+gJj!%Fbsd;iFVXskWO=iwGvz?40n1I(J~d1f~7sCnaWe;97A@-Vm80hiY8Qb$jJ zg`+P~N6-7$YQL#d-gXaE)C>Pqml?qfU*?I@d%`*ZD2Amg^|j~z>-1lLlqH)qkb#e2 zz^6yR%+g9vxJ!%ua2a4h>o5A}Tj6|0ft>?2@(fTU?*&mjn*WW%TDs;ORus`D19kv!lakl1@s_Wo|Iiwd4 zrog}~Kx}-R3T=Ap!*8vta%I2p^KUa{sVrU3)$_8$A#_xD%HEQ&aY^#Rm@55DqmkUgRhEI6m#|B5sfnh~j z${O#3v@`xkJE7+><)Fs3dM~J@Zqe}}NHKWk_I;C&=Y~9E&pmGcyY&jZvx?f+I-0dM z7r0X%yTLjI=I%3RoYHvbtscLWDoe*Q9r`-sf$;scun(K0O=W?BDMxRj|DXb|_o$fqm187ni{mK%yEQ(_h-+|;>AejH|}YZ3i07OZ64O)1ijXf)`i0{@mDW* z|D+h^o>-EuL$%H!Ck4m!XP~S_ndMr;BPkM+BDbU7%*zgY^A~h!-Zg-F6Ar5H5iMc! zh0&&raKVbPfAw(CS|aK6)v)bMS-n40fiar2kbi~b?C&~OVOi6H;j8wq@Z>m07T_w< zNT`?{8$vSdX%MLvtVTCb8b`S1I~^u)JvuNtJJLv+!Zvo~jGW`b$3!oIAfpkr^__*s z!bZw4?w{3xAuclf*Ngcx(Tbpvzflz}A4kbQjx`QF&}78jf-H&*j*_HZg?2fB(j59| zQ`6Ho6D@i(L@Q}c7Lo|$WY0sFu~!)+FKA(65Cg1{g^|zCUVm?Id2X*gPF;N<@=XnLbMb%>o=U09Cne$FU13=SaJk0S-KeS<5+JlfB6B1_U$Gl zqmE>uJpzT_p*)xaVtCv#m{iE2wMrmqj-|hf%CWam%6{qH1;*}n#CxE}ON-NGd%&Mh zeL1Ls&VywTo92rV!%%?V(YNRA06&(=X|$OcvMhU6CVTFh^vw371U&!Oynp#1DfL%V za#GV%qkLcDgI89=5N}0LeF?-fAXQ$4`D8oNUH3A^gy?L~%#~Gz8UYp&GP1E5kIs#R zQ9k6HRp!CgoB{GZ7z7=mu>R{jg|T`t}etV$|=|;i5tpxq!bOpKYN>- zO~~UKg5`~pa>YAG^0om)$7${6ZkMcUZkF;J`7IyCs&#f1hru|MeL{kQm|}3}u0+cn zNc6zPDkx8h!njLwbeRzt%K8}eF9kEoL@Pb6XWl;P@#V+uB2@yGb#^MG%RBO8+K~?V zvudlI#Kub>nh%D!vY{%XtJzFXz0pFSh~~_XxoIJlS6gI&s*B}W)~5) z#=W)q$hg1}6Z`Nz>K!LuFqDC!l)Ch%3!lP(S>2McvqgB4O>R9W*|*V9E;=y6Vb-$>GK=J z{>_V$ZzXvS#l5eug$;``rRpvyb>5CPsS_>v?RFwQu8`6cQ>N+eC2~*uC_rhydBb6E zn9vb=JJ;vJ*vyQQu4dz3ck%3_B;dsNQI788Y~}-b#f>ga&i9Zb?_?QB{Y}Q7@l*?7 zopR39@~6M5%M1tdDQ9dUE#F~ zt%vydgO@|l0PE;Qs#i^K&z08dd8v6xH2J;NZ;Zc>ys4Iodut~m3e(*YB_4^I?{r=9 z3(|9LZwfcL&Bk-m>=ZFrY21okb;%*-1WnTcDcgOyWXcx}d%YHjfQ)sWmy+bqjEgj` zz_#{m3@b4?hT3BD6g8799Lw|e&=&K0fw%2<0H15%ugy|E!J#BplbJ!)e@!sa)dS66 zYse7!Gij+yk5uN1)$j+Wu;@B4@TKptZ-3>>a_f@DnkwkB^07@BxuH4wBG#dc+xK0mjYN;B_>3rF$iq;N8`C_6BK`Sf}8g z-H{Xa{3F-cEh zg*AgR+?S0&O|%+Z)uBR z`b80F_#VGRcD!r$ix?H^Uk}Ae(+->FrK>RB zd_&n6)lCec=G7$m{iWJjLK3q2EWfYr*lu2U2(SowP?bW0K1r|mXz*@f~ZtjeX zA<(-jUY+y$E%F}3&B4tZdD(KZcxcVIT-SilANM7RVFw|jS<7@8^Uv!l1i{heerNDL z_Nnyo48dTV0MHl3b`wu&mD)zZs6$e0V%QzfZ-=m@)mkmdol&I2%qGMpYi|ruvoy?Z z2UsCPCbu}U0A}IQM4KQFP#d0E8kupBXV6r7%*j6z>&edh7aHZJMCICI2-U%-CU1VP zLW};zrwkVPnG@hC;m{aLX#Yqp;b1>Yua%ZTR6*O9*+4lw&Kwq#h0?XABfi@Bu)^u)YgK}tIg-60m$R#sr z{uc(ZE}@zglH4G{t|Nm%gx))@S?a}oB6L?IfZ|yXnN1#(|T;X;u>01XjP{lkH^02Kj#rI8X$`z~iVmAw{CI zqy8?QkfVU8MOeZjhsex70ng0NXkIZ1_|bzJzXa{?{|H((Q(WFJNlSrLRD7#58&{l? z5LwYuk&8-9z8R$+7YD6+Uvo7cjR60A@>Y{wuQTD`9D;Y96#ka++H`jK$#e&7v53#T^{Ba9=c(ge9McP5IJE6@bzuPFrc-r2N$uTeG3 z9ww(4)17!gP?O)X4KH$@A*wkIx{@D5nFwfbPjM^OE)?^SbAPN zdL|q{9~>L}UafyV(4~F(hlcGzipVL#0ch7S+#!D&L7Tb^_K zWsPA6gf=Ka$rTmrCl?aXSCXZ|^}}*3cBl8x`$hUieiNx|8H?34kYIwxCC!w8b_o>w zfi3tUrMXffrtg?)qfQj}YMP|i!8-Trg&>qbsh)*vP2ls|AcgBk3NAIx(VPU;pIF!~ zWgC7k!tgmR5^1s5EIO)DoN(Ij!v$TDTPW9^IHmUNex9%^+@9{AWYau zLuk(S!^z}UrGasrc&AnuNtePaGZn)PjTw~nJ(0{%(sTlF+-`0HeC|#;Eoo|DpxIX2 zAj8Cho`H0o?nKxltLd_MNM|NdYUN^X4#A2Y%oI3e^qAy~T9_=hL%#*|``+xJVu`-`)Lpb14RWK|N&hhxdG*CW-f@}4 zkEK}R6am5qAet?e76Ffayrutlk`*F7@eo=;f3cm|*}8Wa;g6oudP z>QX$@91TBo3Dt9*hvNZF)x>}Yas7=5CM%T)2KrZPT%>r_c`7w6rbb}&I@&bFdPK?x zVxr_%;;10_!g$z{eg)>(C>e#LP5xczeMBf^pRb11V_De{&NjqT`(5qpazgJpkkh>J zQG1axp}b1r!@HcS08%tpf(Baa!qh^&lL0QuhFdo*>Qc~NR2d2@FMEIQEWE01`i@Cj z-<)dmW#tX7$0Y^3omkJM%33^QBmt| zh3n*n=c<#fV1ZBGfV8wqxMH<{LNhICG;IcPpQFv!j8sVL4(PhYq`->oPq}UdK^#)a z@iBAC=}~lgD^gXN1@dHWj@R7Xau#1K2ni>VDWt@Cvx!->xUe7OHBs<_dOQ)efI<;A z9>Iha1RyZm)ZZrheq)BpkZADd4PFTZyPtSAqs@J2#seo!Ifvr>$9gk3vATJhbfL?X zyj9PLJV2T;!PMbiwr9yuGUx~T?dqXj)zd{^qfrE$vKTXCuULN9 zdk+oBrn3Q zO;J~1zBt6r$exKjCuc`b5a1Xoz2CswV3lJA9S8yehW=MyP|x#@mV}>iy4xO|3ZD`F zdY*VQ3%xQ@-Fg;oE6TJ&7|N{PSTNnnBS=m%BEsMnEciqIG%Xs>`9kMI_@(b~gi z(F2p-_|$pbBy_IPlNJpKYPH6D@JI_Oi-$+73SsAFzgom_bQRgx1e&~4yc;A(Zhvvv zE)p_Dze81S_!HZ>r`P!sn`a#7FltHFvhzwyE{HFHC79seR1(RBncDiD2>#J0ZOGu6g=F@a{-+a94&Sifb+|N4`=cx zdg&soE+=dBaC!Ni4o7ztT5{J-HGXlrj$LVrAa1v&KQv4!urqil`VPtig-CyjW9sR* zE5(cPi*wj&f0H&4_-1{tT_H2WDGsT9?Hh%{XZ;$4Le?G)zH?MB1F)BS?;EI+|7`bcnpuJ07uTT!?4sS`>##E5&S>F z<%O`1CDJgm@)O2N)*5m@S|ob#m%^&`+%*LnhP7NFZT_Z>ab|76Cq(=tlgS3Y%{{f2 z!HZmTt{;wv-z(X2T)a_6IISig(q< zK70LGfcKu#@nZRk&R~%8ssni26He!J3lnRXt7aa^d&k=UrNRyEI}1kIOt`ixt%Xx1 z20o2=o!Zb8t~I^rctY7R8%Vsr0gnA&{vm21zj~I|>aFz(juod3=cyb26!luHlsN%W-gCTB!7|z9$ddsm{%B7cy&D1l z%<=zO0M7ClWK*RmV`~f_VwZ?V)wNEf(6uF$Y#Aji_+sk}rK5B{jssVSjmN^AjNk7h z?kZj;vI>8r0!qlaB5Z5RcS)~z7DUw52}%g223gc=8P(iMl)W7}$^!7cC#cu?lGL^Y z0$Tb!x^HvZ-O1pC16d1N`LEx}8lwc1f*p&~vMZX*#9HLGWB;Wzgf})X&-q-xE0_ZCxodVhc#$8)M7aR2vwKyU} z(XHyzynKjh#+@&W@%DRoI4-wHqrMQ|0VP`}re?oFNo1skm)V3k5ZJKj-;vG6V@bY= zZ8y=j^VxkHrbS^*-WXl1L-?hP#)b21#o{@^(F?{h&Mc~nI>-BK&ss2RZwyrZ62u>0 zgauZoTPhXe^ET_^^ZtI0(XjVBIw&rUVRambf?rLArIG+@YG+QqN;zthaubdHfqv*) zIO6bi=9~GES5bQ_wmfe%;E@Xr}u_+1hPD)Z_?A*Dys%NJIr>>E{ zs4TN0^~+XjmhGsMHATC~Wq zWNKd}AK9x=1hk42z1zls+gdNaoY}TFCi4G4YvS_7V)KB*!2)U%EqS3Vy1Y^u=RB5Y zlNfB78;PyFm`L-ye{BUz2VD08GsbxJ4x9Yz=MQ5+rL*e_WZ%WmQ@d+0y-AJ9D}P^P zCc$)+NcWEh|A6TD!&Sn-5fKTc$j#CKUjZ$JA}S_GiA*|wNoF1L6GNop-N46hER7RA zli-conllROt8+4l7_*U`ohAVfQ6&(NkXHBB=6 zKCU{7Z>yvkGwg!8G|lp<@+ec@L<`N4rek+~6rl!$biLf<_096!xewSs^b>c-+UpvQy~LYL z`~Z2rfeeG(16L~9Ivt3N(b%~@7}IRhXk+p42#PhB&_f|BOn-WskbvNj%m5J~ z?CoAi;=0X0kGCm(z%~k|Qz?8reCoSz@*iq6NhDaLcfRF028dn*iZvyg71u0=@9R$f zsVpS`xW+U&y#s&N>g#feS}f?)8_VCGbitjkf)E+PyC{W(yp(RB`5+D>wsvaUn*nB;7N$E$#d1UCa??(f`sKp|-V4PBEAlgBRUZ^= zxYjU;P%^aen9HHY4SV`Dvi{bv!Tco~bz;K7DIGocK8ug@?y^;Sok@U zez2nJ`*q$E21kz9c>D<0N_Gs7OKd4(U5AGrv1kM>N+B0k%2Yv)OmivJo@YshReh33h@H3$SIg9 zPogqy8og5oSAM+CcFE1Iz?{5+_;1LMTJWj8O++uSJhewBmcXp6!}2ca)t5WW%8hnx z9z*ge2`B!ArQh3U=E2HJnO@~bnU_oD@SG_k03v0Vdo{Us_(l7O(DNebn1sT&AMH9h zd-6H?%_;Y8nSz2~aU!f+h1s8u;1+D?X)btLdYKaW`tXjJ8mH#XBI!dCBjc-)mJfVN!YoJa|wA&1BV7IoC>wZ1kUd+ znX1h~t{#yJ&9XHsj1eO|**gjx13Y6HC~<_W+Xc=eOV)(5fuD$@b}$|7*wLnw#JF%J8P6mydqtp7r!E)uu4v{3bQV>{)o!L8RI0o4%pU%OT~M-x((-j zgdDZwT*INEUlT2~%s}t>eBtpyT+Cn7Juf2c*-l!SeJgGcVj!q!?s0ra~ono#Qj z;`5H^MZmFav)vd+Hd~?rNNdZNPqawZ+N_Fny1umW!f zeLoNGIJ4k)dD-OMn#?F=sWhLs=i1Ax7(R#;z|0dGf{&KkeN@)eMOTTvuQ3 z#Pys%xN)d^t?)f7gFG|#P&Fm&Lx$}I`9o%@wvY$i55B&g4>NCwthbg#d zF4ubBhLchM$gjncN0a|+BDj_Aj_$Y&paLWcTm5_)%CPbmZu0X`;Xm!#%rD3gOHb#f z`KfsF<5ghGeD>{4;L>}g1CM}UH}CT~58O8R^K;-UjV0(ysN9!qR#i3f^v#;!MHY;K zC92S{{^OknEPkTmBv}!gaZBJCW|U*`NpP)d|Llg^OweGLoUEy}?tF(sV5;_XNE`Vg ziYD|o8`;9iFlb|%Ah8Of7HXEXY&xM^OF7|Xv$kvj7;^wcm>jK3BhZ@eTf7i;36I(@ z%HOIaESuyG-SAe5qF8XP)dL~{FeA}*NRo2T^tgK76hIw?=EMR_d}P#`qI!SAhAlq~ zQ}?VQWdR9`pU?~}&(j>r&TDBIs*{#=L_ymE`85ID=7ABA@Zd^Q|RI^Z7 z<~$mBG2{s`DKe?yFALzlipd&x9VAJZF5~je)cTQRk{RtwiUb0!+VlVtFbneLR9cR!H zdJ`d|0?cBmg{RHqKz6`TnqAvdT4rg-zb3yn!O#k)0DA4L&IC|>4^I{{jCS)^tKUFe z8oc8t1a_{B7G0*&Qkqe~%QnWSub2M#Ww|Rv3}nEAb!Ru+&+&}oM{N1W`T5)0-!^Y; zjh@lY-k(Uum>XczRsjLh(622QTL)sGsv17en`IN@>dR2Z>4gudrUeKnThS5@fPORBR&EFqT@tso-TB?^Yu8!5n)$@PEI z6?huOY+P5&^|oNy8?oSf%8~XQICb1U)7QGm8KN6cLmWks<94zGWrM`YthhHMRAuOn zep>lLF1VwKVMwlfZ8_P6N4$<5$`8UHTKGcth_|WrHBlPx?=TF#?KAp(K2YenSdnD( zT$HhHCLjLNb+R{PM%{4=y{(Ld;uCGdMl8;dXdDBZcjHCTYHM3%YOVox|vDEd3U)=64H*QfB-wOK;6dkUC-hpDY0kLp7_X$^?PL zK*c`6L7~**xEAP@qE*<9FRpA9aLa+P`Tetf{PSNHq%WQpWRBbSRS&ea5>`N`aZ(>kO`XRr$=4c=LYO*x(3fS1lAFnY7fKOARJS!R zdCeYnQ_Su8K z=Hr`+Gv0p~r_hQU6 z3Md+Tm{exv)fmk44S$y|UGp3}I1Biv%5BG=(eu7VQuO!XhcLU0kgc)&`RHYfF6U{C z>%WG{DJCPc`b>v-(&!{9*b?aYQ8`9y5$~v?%d`Ux|!=KVL>`|CW;Q1FGwypf#Vb)nL*9`pbLQ#lY16$ndV}+ZBr|Z^Q9Lj0>EM@dUAQHJBCu&VF@5zjyJ^Q=VXzVg+ zjDb(vVyWAt*=RDdm_A3>1*o?e1g9PP%iK?y9Tou>S=?3&A*Ef>)o4HK`K<)JMyk?` z+3fJRwe5MZo$(R^_p`zNATVP#(9-j6U)}TJZDDEYH9+{c_6$#($WsWcq5<$ZhuSo) zZ#IJ+kpJQNR~`Y69&dNbpLh7eBk!!EbiUwrwa^MKef-|{BEX)ubO&PHzAi;1n;l#s zyzw#aq8-6SkxQ*)HAJ;Bdds@R8e;~m5W%=HNOMKWJ4}jM@#XG71yA$zblSGly zAkg`UrVBUj`_PbQx$t1G=eAd+&l8a%U698&eM$k#opk`($!lhAf){MZ)R3)Hj7^<@Z76$ZDnNyj1%Q9 z@ahCbbID7|+0-zIsv8gK>{(;Ersp~|7pG$BlNUG{NG4V$JmIXMYddVyK)jphWOkrAiKKYsvAHg5PQpD|>4 zuYZnOuZIZ})J-H*2k-7U51iXh)fOFEoB(iiR5?l!r0~BqEA)Q$!Tj;L?9%f(NCQ80 zW^IJ|_PR@Fjcy^;`LY{)HECnA5%%r(Eie=mY} zo8@NA@sGISC;ZXndb}+H&e4&z8~Fi)91Oe)<2Gy|=dE&AT1U?t7wq_t;bwh_BEQTe zHxTg0FAfgD5NP@^M&pjLg7*duL@zl$!ioCGz0Bt@$?))Sh~q}x{TP^+*WXx3lEtZ< z{KQCKQDX{7Yz{aY+i=)VD}8??gOY#3EMP=q}) zRxD}q*8!DdRF7+i^zuRn7aNwsCX0#H=AXm_(`hU&s%}{XU}(dHa$Sv(WiG3pvlsaZ zsIJE<1tMl4pe+fM@i(XxcEy6wxJmyV3(3Pp_M!!*NHo*<;kG-8mZ?_?f=f-=06gcb@_o1?6VBr917v_YuV2 zk-Xq2?-Q$I!0X0;uSG>g@MPLO{(ddhyzyR7I}utiSqZ`)ykPC#S*|pemWRo@dpM0!yv`41 zsyNl=Tc~pXIwNrc17z?a@MyWWiI7-vyqyf1Vu`0Mi7ZOJIDlDh+HK(-dN@*V31nU} zZs}fH_3O^4m+N3@CjSI`(p*mi#vHUuL^Bad?>L8&Qa85=;8WnJ#aw>4--U6UGp|tX z6v6_}-?wM-&0yJyst~YI$g|--@xZW0>lZ0m&`C+rg6?oosWKuiI=#pkpkIUENIDa( zSw-|K`cflsla_jYJoHo@2B9k{Pk~zrbWD8uyI!_cG`#GnoYfP{t8+Dk##)N#RQUA+F{{)|lHaIfq616B+WQd&cMJGT% ztAt#XF&=HnuO%C-n4!JH_rDKCwEd6o)yu40VI*J@EAJ^P?@NA9PoA>>O-kpb-(`^s z?bQ&Af6@xr=C#@F#!u9J6~+RNy)>I2!CVbuD*ps~<*N8`Iy^29A2u8>FJcPeN1VW+ z2?{ZI_w)53aa6%ZSk9R*UaD^6(b_Dzn1P7Vy^a)M-`X-2ik}7+se&xpU}%BzFc)nc zHm~~`ZNjBL{EE9ZH^l{bvU@r*+H>FvjGC{`*ZBpf36vGAI?cF1nFi zOiqtSdbsZDJ&`q*HAld`TcHAzytuy}%V2~89uhFp$EwJm8?o08Z7k8CI^w3En%Jmo zPu>$!U{tr<>vjts05j^&+8_}$aZ{}fKbjWGg#7D8y-FiL%4|dtm~5yYJO|Hc?Usk9 z(x2ZyUwf|mgu6nLY{JKY_)@RY8ZOLmWfnkOh-T~hfbOBEKa2zK*mBPR@ese(XAA?p z+W;XKT&LOXEQaZ_O$P{ADJfM)&j03>gj}hYPRrqBe_#I^?kC$i$h^&_Pef@oY<=Ro z)F@B0D^joPl_o!%T6bu}IA)zo+d(X2`GT zmYpsZUlf0os?h|h{EmbF2OogAw2q|tBc*U;AP~+;7fSLH@AoYuIY)Rcy{xVdh<+D^ zUT2m-S^Xq1hj%tsvMwP~7j2q~8HhuRn=?eavlc6;@uw7&r8az$Q-QFV77;BFS^%Ze z=OrtBH-u4wrLL|HKB=mH?X12xJuD0cENRR&A3-AXJhwI6;F30UTl)UrzVpAo{bM`zqi6 z8fsIH{v3u+{kWcB3Fu6O@SAaU_lr$8__Unc3y&U9LcrVJb7usaFWO}*DD1O8q|AETK)bLW%TO?BVfAny#ZP&jBt{kIk5lhij#2@JZNgg^C6iOJ(4z){;- zYp%#**-~w(%(35kw2TuH<#;7v&Le^qIjRVL_xRKDvTN_*_wUBfOQC~m<(iYYSpG_2rQXas1k$oLv^R!xoJ==k`9ve>|AcBo5UNb&U#g6HhF~4Q4gH)`!M8vSmcAJvG3KwQXn2(I8zQ< z&EuZDl|uS|765Pbj6*V0`q)REzT^@@QXtJocq>HPB}0)WDUHGyp5ixCD_ z#I`0$s5%!c!$x4*?_oJDQ}a{wHSbCd>~xUGYV$*=y)6b#e{&rMezqN^(mn5=e^ISm zdrtJ>#%1(q-{z+S-HU$j`^*hCU*O#nw?`?|#~t9sP1HZv{owc6$oAN!R3q^A5-7o8w|Nb2v!zQ7ruRryt&4uqM+hzCUKaes-@%=yMNHPY8 z&E-&`y6up_q37M5S}|)-Rhnq1VMa)vI>mVLm#PAYJ5Dx*n$3Ql6YMw36!2ol#>Q62 z6#!mbIFu>?gO9whVkAqIa>kddbiK}-R#fEbe(s1NhC#ZyxlMw2Sf-a~abjAlH;ytj zYYY^Xm6gxTeP6)GZi1c8o)2r5ZD;ipp2r0dF909DV(QIQNMLcit`1rWc-x;uhT}x}_Z`)7tX7z`7V#QM;n-3{=vVM#g z{i<1ktXdITsD9G?NHN5i@n}SW8X0onZ1ylIC9)vcKAS`?Ib1KJWyZUEOu-ji^nWy+ zV_4qFMG zw@az(y+xTw*xBlTk&Vp5NSrY-yRji!tI%I}a>YY{T-}5pWK8yxQ-Q73JHWZ^SM;PE zdKlEeuTUcQpn$^4M#z22BWicd+F=jys=cF_vP2fOM@+5eSjl#tk6w(-m;Y{7ItI*7 zr5PQcE9NxYT{$=OemUD>AjvLtGCb>lN1bB zLsQBS21xvH@bGZI2Fp(;)S!fFVUQ~ZZ+0S8GovF_tmL1h5qRp9s3zEV%MS|PHvvaD zZbmy`Bk4re?Lq}rJ7VN`7oobMb2B4SaTC(61UV>yj`PB8p`PxB*P(lJ@l3wyGbwJ0 zy?!WVNCp3%77q!yYWuUi(-bN(XeOgbc>{vu3UJ9n>i=Y7D zzzQViTi^J7c`7R_Ra8`JJnyVRP?q-j*VfiPQ*;;(=!40u^1J+i_RFq}V1%zs0Fgn@ z`${xDBg4|#IwC-a6Vzy%@g33QxF`j%HIEiFYLIJ~h+^Lyc3ILL`m{_xSt!S0HbbP! zbbvtNy+s9B!sJ9GoS;G`>a$fE04FcW6)U_;8#;*A zS5{gf782id&jyrY>zE=kBosiHrGLsrp}ugft%BT1?)t>?@k2Lt81qXINT7m+;sm7V zoBwjS4?v*9LgWbL;rTzW()yZ#qrlkp**y3+eTIcKCQ!#>bEAHQJr%8DHP1*=#p@sTiNk<424=uERo8 zo&JGv%OMA&&P=VXX(uM4+=HzOF6C92|69-q8OJF)d$)THaN=OsGqH-S_P}OtT!S8c~Y?2$R`p2uAZ)y9(+Vp~O~r;Hn$n;CbkN+9hYTb)0=r=p=A zcQ-&TML2dN{)rbifL$3^Ix63CMOTJe@`?;ZN*>)lW!J1b=r{dSbeLdi;vlZzB85^my|&V^jhH> z_2_$|n9<-SGv4EEsUCwjM~h%x&<;%I?y*U*CEz=1$8KTptUWAT=^U)vi%Err0`}E1 zl|R=^3XKC37TywZdEjXCn(K9-kVoUS>HuMY#Ii{K1+f%YM)Ldz_RKY;TmQ=H>L^fq zYyo62oDb_i!QTkIw*z24UHz+0mDJUT07Idg4cEfN&&&>p8wXQ4Q-UxA{rRF1?$;w! znk^0_fGIP8{kU1RuKwY5Z}W*0kmI=$+4MZ6r=g|Q?DFOW*q?OTO_3)jR-4{8vVc|a z#291uIM7<1{ER@aS3{ftf+OvRF*K0j!60DM5ywfyN{|~Zqzwa0UrCD4eH*;0<64SR zE_2v8hIg<(45O^9?9(g#P@Ml6O}SVmtTX-%KpX(@0^nK1c;sRKE8)ANu4+4>xoA7B za(@@+yGG0Qd-o8F!WBh@`T=WaX?aZM#bWX@7AimrizR%@6B88CH zUl*^!7A?-9TAE!6wOm-Q2_{5+)j=9Sq@<}D<$xX}DDkq0U3fcerXy4>@eS~iQq(Q4 z{|gvJNyy7rCtKDuiU^U$1x*)JnwDcL$`>laqc;f~1S*hZombkdHYBx$P}&SpX8q5JpVk zkEuPqoPLkOR}kl}p6oW>@&0z8BMXW7yN;4Mw&&-Sp7HTQDX_i$<7^%SgsD|lQ9-h_ zA*(7%At(Eb7I2 z&XP9hq-^qs))7NhWnn32SK?{u#`gG#^s|toSFW*QH-t35KlaujLYaH9# zeg$U0Nk>TF4tMk$KapZsMb}Lyp*hDe&k-Pft0W&So6D4TW{Rt!RY+#wq?WL9bi)Ez zIg!g=xFm&}Fs)9Tur#klV}!c=0Uzh4+!Bkp5hzTa zf#pFu6y68)U}BTE|Fs7H*=3tk`x-< zhRjTf^NUMyHDBzzI+L&Vh7zO}10CXgzs{a6qKk6JX0oIvp-8!wKEt-VzVu^8GkLd_ zwDh6yJrYM?)9(TY{zgEwgn~z+Awj{F2?m8_9Q|q`VCKip4 z1K9_}n1hLoAt0c+mdR(Z+nWJMAjks*5&*@6|K0w(cAK*$(ar<^ zcH(W3?yN!yf)BYkpi6qf^VtEG+_D76HeZq!8ZjflMW=>ji!CmXNMg5(X(ZGa4Jep{ zk|9UnaYJKB8wi~A{1YnwLlEZKncb&ma=F`Hbr+O4`dWiQ&9opZK`U!P0asJ2gu@e8 z2*N)zNl&iAcdZMzaUmO(nn`$o3;tpUO{E;gh>j_o!GkO(N>3U`8CNE<$|lDoY%0t9 zML&L2jX0hR`_1aAy>I^x}MZJ zLx-E5HrIG>U@ta0&m?`7;EtgBvJp(0#oKv%5Pl16DQpCj@;{cRBQvvg;8O_H*x^Bf zrKjB)X!o1Gnn(;Ailk4{0&u1R#eiEb=Bj2HhTrqAso3E-&B3+xF*Pnx7%`@WCK+x- ztkEfwo71?bDA?E2J3_^#5dH5#j;Vth}ydEU;L_^ysGYpN)w4!dt5?Oyg0I=XC-QuOY5 z-=EjN*!@^Ywm~~k0={eR&~ECjE>tSbB}*T&1u}H8VU-k zTRlWT_b%J}`SSJZLUi3>kLdBFgulO~FJ^a+=;Qm>96!nkA`ie>HM_6qYu4mrvDEwH z_MC=Y_>}&YBKF1`)#^_^T6NpplJYF^9M3F|l4$Z8X4tW)GOTuMFB(UicA|bk?4%p^ zv5yN2bpV+ID;D{!)|i&Ij3S~}k6w`6OR-l_!M1ld#)mO-g6UV`aT8)H$;;2 zP$ow{>_HN3`{VrYG5&n&zP#TP_lU?ZP9lyh`APmjQ+v7+kG~FfF1iy3v}E=OMJ+Fr zUY1D8-n+fbsXnW4nO^Tn%OjYrLdZdX2fDlalcVvoXaqnJ*_(PylJvS}hH+9YnZAQ` zeC-Ylw8@pZRb_-n#BH>$@(o=mea(K(UN46ZFxg??)*^BHS(^@P_dpdp0MD)^KwZzn zbcjtM4_d!YJte+DRsx^MhwqCJG;Esi)A@55I@~#{O5U;d@7}=gF*W!JsRh%&E(4(J z^G{Xm%G-?Lhwq#`^ZzU{f{sk!zN*(mri(_prQjJNG^zPthipc{$eOPE8 zN?=0yAS;yet!Nq>5pvv~ve_3df8oPR3hfpLLmh2zzZCCCk=0Nnye9pZA0`xd4&oZg zqD*Q1E*m8N9{w61vHbuhvN%(AV$(oJDjuu&W}s?E>wvGV&WQCZa6YN!o8Y{ zoNWvxWHxD>qZx1F$vd=S`Y_N9#X~6iC7-g?)e@kM-R%#wu(0twL~?C0Bt}&5MWGoE zxOKqC3;wIm=Y^)v3}G3CJO)7qa$N zb991@*I=0uYl0#AvUt2MEOnlWh;EJ`V~G3w>!$z-C<>lD*YH(v^?Pc^*MA9@dLs+^ z-N}sJE;yZ?qQ19%j8`e55vUS!8O(uRUAMwr&r$40XJqt-#SzbXIti20;fb3zqt?IMC%-H?P^uN*gs3=H6Ql9}KweB}cRhPc9%BuA;7+IX= zv0ZVZgYzWo8vK+mUv)*8(g6BpLIjc7Jc;-ZSN9t`-kv~&x`^e#m8Fa_qg?6&1xqNI zFJ@y$$|V8C6fCTLYHc!g1u{i#oo3+(2NT9X9sc#I>jgOVw>lRiqq9(dU4E=RxZmc5 zrg=?r>NxBK!;Tp}U1O=(zLE4*?6)W9LclH!j6@U9e9scu_@NPIraP*lp)u$cc{{B+ zn%u=DWMM!m)ASu(<+oB>daTgN_oC~@#3+Xbktm7WpsMx!OD1WmY*bSLS||poqkDxx zae6v>nrMVS{xo)jm+nZ_cR0T;SS6}q&v>F01nvqi6C`kjBGFi`>s@hui@!-XqX$ zdWk;ueb;B$Gv|K~LADIt&>EClhUG5j^^+^=!W8^Ub0ikz;iKcKWgf+?`uwdB#y$Nj z&IpVq91>!LwxS*a6#Z&DNU2nWx7XGmK*!nf(v@AtfcA7W8S-0j!mSks?qI7`FS!*_ zMigUl1Er9KCA#~^M84IWoD>!sAv|g;`qBy=$hLH0uZ!`0RP!I2FX{0^afR3n-xt_2 zpS}uwFT!-&^q|T<9B@(G8e0U)G?G+V{f40gi-)+NqErq?($D3g53ut%0RI;b;5PV- zo|PnGcy)avo%;RBr{nb%oz2G1@U=zpuTLu16D&Y)df_y>{t-#2H|68^%-kqTmd3X4 zK=?j}kqH2rSQeLl7$20;d7OyrTqQB?czFO$WUk0LENS=2l`4p*Mt$k5kycfES0%{~ zi|ef&ZwF4v-S1rWn||2Zi9Q~hoGA?hxS&Z!xk47x;1XEGrpQ_UNIvohkKb5w^Uo7-ff%q5I$2kzk3viTmr^@ z&7uX$`_dh(Y$&uTneVyRJ7R@Ot8=cPnoCF4WmlLGv~Pu6LU&^0xP&-g0Z(7{R|Rd1 zK@+SPK5F^}TgYDFJi|WWTY(JnC3DM76TA=WeF^e>Bfq{Nr1JT+Jz2o&LaV?A#lK$qJp4Scq^k8k z$6oBJO*Ez=k`z__^5HV)=X4YlH_m&hbD?|75kb_EvKP&teQMtlXWjLrYO^#@OMo6m z&i?wU#h~#hY4^AypT_3Gw50n&! zb2R05P}!{R^aLa0bEIpD?BiRR>wl{i=L?fe=btc>x0(CZ-d5$5@iXB&QAgG;Ank&ps9HQnAY3u{xbsnAdzqB~_xf=fEg zZz1T7paJ^fSFyqrNNTs!>x=0o?$$uvKQ3K(Fpfak5oH=>{USODj(bfgVjltWThvi2 zdhalVXovKdWPge}jb8_x^{xVt6T`@fT)$|mSKS)LRN@R7X76tF*4E_B6i*=PuLL>1;7^pS(ze~xj@`L%>bSQd z1)3aIZ>8B>GK3wCu&@iO5XdGD?05)Klf)({>xa>q=B7?-QsCf{F>ZyQQBk|vLCKNVmBk9EtzRr4mKon*{lnU)L)M7vyoM?|ZjPD3kSxkY_44sLAlyZedMZx=H>Sv2TPBKvtc8Y71 zkd}|l=t|PN|e^ zh@G>mR^o>2nD%TfMiS|eNSOe1+V$E*f490H<(I=e>8JuDF{EAJ@cWSvmEf%9M+lHC zjBD83jP(z5{CssR_X%V}aLJ#~OLJ9!eh)Tgs*ig3LFeE6rQ;4%t?Nds2m>cCO#-JL z__Oz# z$ym!58RN*8RX3}G*M_pirz-@2*LLkdh`%a=JOn~*fP1j+G2NfwF4{Fa`BoG0#g*)* zu5S4x#SohZn{IH~GV)4#dZ532hvNcI@{QeYy~pHh5o}+qYPq^~OeEYIpx!Dk&ueP3 zYiG|=3fJMA8jQlb_5EGHwA)#9Mh}5m^#m&DE6I=@hkOmyJ_Zn2Fs<2IxYjj>mP^Wtsk{tOUo(`to0u`*tfi4 zTD^Pl?5lR;r5R23rK|t_-JANi7+mtBm0@_=6U*?;Jr_)zY@?`G&6h#W*?Evh%PDdC8R_X+>o8dBKVaHRJE89Z2X@T zai$fjq{?(vBh4Eds-=X~#7H6*7e3K_{x3EWjrnUygFo=WB4I|jzoq&<`rTQ5bdy=m z1fd9?HQlUGzt#MSWKqf;SjB2O0F%Zu{8CzaP8`D&Ce$(dbhu@=4gOG3-;2nps>F129TLuxeF0BLEO; z!m=c5@UtfeSP1T!3cDJt`GTiQQ5Pn@ZnuAgxL@hTyIRga{rdwUPp{7{kS#zhDlQI# zFqJh9Q(RJjZ=%ITF)`$u#^|>{wnm==Dl!?_dLLx$x*>^9I~rtsrqUm|+56Dy-3cYK z8@01*?`~dqLa^t%=M7m(;=_DkP~>@kkmZ*9D9^!x5*eso&ee zYT6qUujrx9Mt(B=BfooT=eD&u-D)=nK*<%_&2}(LY{G2&WWV%O93$jr;}&2eQxt;R zPUM$^X)2cF6LpPgu7W^l#42dOcNj9aB*8XoLGmElD}Uh}~=Jp2$QHQsMZ1hZ;dBadxa$7t=?YyKBkz?fHLgU4SHd z{?E%|Z!oIkaW?`~R6`fhhs+)M!+0<^(dc-#2>%l|{wdA?(BzvR?+?s|y+In9WGQ1; zqqNoiTk&XQVh%6o&CCE%Hk$WdN7(ym%w~PA2s$d_9ba!T@Pth$#C&|Lc5)R(p+2<AOXpFxeL(1V91~XlzGDcrQ&TCh&ca?u4`q*ky|L@BezyhDo(UmoUirmQl zWG#bh!G3<<~y($jH)HuunfFhmusprS$rP^@I{5`*3E9W*J&5u|XVT7$Zu zFwJgzzvD|v!i{~KyL!9blfzW6yqx$F?GAcq=# z+k|)}s79%jV@CYwP=^DSw#Xw(ZB>P+Zfx)urH)oQ+Y6vTKS(3e{wE{5HNc3_21god-7g1H*yhx3w-A|KR@pP zQcl2@5YRRBYn1B33Nob?78F2EwIQXD@hS~%2-#LXVr||DnXI^hQhP?^QI)HQCrcND> z-K(T~{^aac2;AWOc~E09L;Cr@0pi*dB|oI;LYu8;!Jy4ed?hKqmzAk&UHG0w zD@TK==PC5C6HO^?eGx2uDM~b&EtJG}T{eV?j6SZ?BC3>;!t#9{!N0@F|-#++);=z8U@Z}+CYTVH6tKJ#}?MlJaTDo5i^kjZ!V z$bQ_IGklDT`pOw763RiZ zBXU?a3|jS4;qu#JJjJiz-v>1i>_SD!Dqs6sM8wuoOx{} z(`yd`0TwuNd=6-f+yMbt%g6hRrKM$FNlD36^FWhr{0MoON;nX?ne5g%fc&u57MSh< z|B*hb1z;7SV=FKpU<_!7#@wPUu@K0dkH{lf%+4(pL%7I+EP^eH+XuK%;F?q^lPB8q9|Mpx?_EZ~vr}z2j7oO*NW*zq{ zk4*RR|K`d0fpLiUs3~tV5)AQ$o0*u*fupOvmZSBw*SE%f89pb{GL`fgdJa4a;lU`J z;DkzHkAiP2spM&Otri#5pyMAOedbC@j*nBPRlD*iZ%G9ua%Pi}1!Ya)DioMPAU@BX zG?pj}qfH#;mDO3PHZ^Ig^YhgO$gACG$lfmhdVQ7PVcIowv9v?yLz|2BR(wG0#NAX^ z6BQIIvh>05s|FQ%-O#iFMv*nZp>enk9hN)L=@iv2=|HlLl0@d&(~G+jJTGa!L$X;3 zk_XEIx-nrEUk(lK8X*zu$Dc80mZUGy$rR|b9Y1Z=Pd#vB%H!cSiXEhfFui0dTVzSb zW0k*wJrnxzLJ9T&g82Rh%Q=lE8_gV3US3|n*fP%J=HTv1P7He=vO>2#`E#h5Bf8I= z|7GQyw-oj9`MK%e;W${5#~l>M?d0IZc;FfXB$c9kIVF{qQJ)Lb--KyI z(>x3KQgSkO5UPrr8hVH!J_Fz-{3-lDaMnr=Hq`_^JNUBJ;lcdLF$c~@SdwqRa_-`u z5pL3M`ly@43QFFUA6p$>r8sJ;sz7hUheld0L<}c z>YkQOB3nxLP;(BR-Y=D5Nd4Pg18@Bm8E}%!faAxLABy@rfn!uW zR#g9LUI}H)TL*LcG^MV1D~jaWjcH;8)5j!&l+pC}z1~T8f7$_w;y`YEl9YAw4e6ND zbSQp0w~3UbiUv8I&ESdVfMbG~{}J(-B{(=4-dyB2wLnz1oNr$6rLnm!K)Uj0dpb}~ z3=ZMg<-7UfOoiu9g6_6`LOG5D2Nfo1;iQSo2ZAsbN?q zSNzpDpAy|%Oy{09%Ql#G~g;}3`!#ZmVIHWd`et4-~`3ZI;pg9sn``sk$Du%;EZA4b=%bb@<&j^ zHl;u-=2D@~ytH};@%4KvC4@yIFB!LFNMSeV(WsO$T%PU26QFacU9^By-dKq3p^V0S(A&U856Zs%4SEHUA z$bx+zY5r@Fs= zMzm-(+1E=<)M%0&2!h8Qy9G7F+(&c! z(!}u0|EJ7&C`fHHWH=ky=0@lEEsESc+mWG}K{w>`B^MKrDI~7Ibeb1#=EujQ2G>jL z9r6*%egPl#AD`XgBc1~WM1_h~)jq^O)M+H2^d7X%6qVtRzruMg5v%%dC`UviAE7ju zmY~UDlj!&~spbwW1n)3LK=oD*N+OxBKSICXtTN87&h%mRS?ATjb=QC=Z3Q7lj!%GL zSHhJd;2E~U(%snon_j3)RIHpK79vp)WM^t7OtTja=31?#VtC3Wx#UZNcC}-4)PB1d zdCXC|qkhxv@=m$0?<*Gg0>V0i=b@P%#X(a@2&id&*LQR zYgQ?ClCOxvIiHiDDg#pi@9mI;il@x97rIbGheczWP3^I;hOgh!`^PQ&G|q%1U!vq? z^~Rv<%VZ&5mfz);Wfe46v&6go(wC@2r_}(ArCC^5Y^PgSk)(|Mu;1i?4;HGBVgl~M zK>cLsY^5H?Uu3#%9Juj-ia7QnnICU*KE?^$*8c;7qJ)bJ>%zjqTIbTUm-yH@Fv(8j z>}!%HLkS(VCgX6<-u=3DIsYC@pwYDCZw3WBY7a@_)AqiF0+;-O^stSC@7Rw9C|HLY z#|eh=s;cZ1o(RY4N=r)(fDqQu+>C*n3&Y@i$WI;4fc-tx$AoVvk&{0SzKja80Kn$4O09& zvkA8$yvjG?p9COAaf|k%FR%o-jq4nJ+<%S=TH{s|OsM|EtvD{P{3t|kj4Z8<<;{p| zje6v@KZfTEsM@Zdkb^~_%aACP8mWO&GHNbB+e_vfohlIWYc7X4c7?Gt#3Q*RXmqPW zoUis#2qZ*-moJ4%?H5R!X#bkq!5m=?y4r0n z!DWkL4gF&S7FiPbblpC<-^0zz-X9x(hd8nvI01$D34IoHgfbPH1E0h#88m%kV2Fl= zg@w2%5?n`Abb$L8>yTqczY|eKF5rxSqy0s5JuE~dRIN&e-9qWPlhg%&<7(jRgQhsFAZgq- zFyJ?xYs#`kMU5lNl!_Fpj;qztcUQa}(~ zM#`k^Ee>JqBUygUQ~OQkxqO5@v+5)ggZ2)=V+_0klSnXO{&IlnG1rPj7$PshDx2QW zdEpU&IX0r~O;)f~4}!q%dgM z``9T2J+wFodgSozOf**YJW6wgQ>q&ZG(?<(D9;!W1ZIy+gj9Z^LnMxqn8-ouP&6*B zu?527q)xX$B!TV-_NbAZwwq7>7K!NUAc4@msg6Xj7Ec2tjZDr6e5zLrw!#UJ_%Dw> z`xv~IUMLncqBUoh=rHmHH~03WON<522_FG-?y(-n@HX0rCz9*f>|_v0Yjtj(%g|t> zg3YQr4(~hwZ?*Ms)9WSZicB&jYsJl@n@pj#evPPfaVde?h@tow#|jlhTGx&dG{}2Y z=l}weEtnd6NxigGWkbtCrwp`q_|9I`5NT$DwD{*g0YW$Gk9F`^P^3IxJw-`Db4h6S#l>6Ghg*gvf1v=bym4t^ z95vIm=#Sxf!=LgXp`wPb%5cg~O7~C8;(6MVDm4kb$Fr;TW1pnBEeRD_M8(PPH?hvV+%Avs8wF|9!?YwME39Ep zb`}(OAkzpJS_wwlLeGK}oA`{AMsD!JyL%0gGcgKa${H`}E^E$mlX?TCeP39s4@ z4;4y9xaD#x_Z&TbJdst*RY#XuOz5{bi{cmlfxL);Ju@{_<7)zv+mT&AnpKE`>4U(xq+)=-4_FWQ)<+B$K)ZktDRN<*iHg%3*em%JdyKGvvmy)dJ1s zYp_UAmmG)C$?9>hP-)_Q75tiky|OzbLU2^i%xX?@!G2`^U&5W#6Mlx@m>O6hRvD^9 zI015&?{6?PqEB`W?@#Dn1shHgDi+Xd<{!43V~WE*wq9@+H0yol@o7(J>urkZLl^^p zLaH{rdNI@0%LH@7$7IAb|He_x4b$PpmKnw3$j&tF(~ED{IrkmOI8%@^EPJg%?}5bO zOpj&KW$$-xgOXHMHeR9+9vGUB7 zucuC$nYq2Y7lffX5-gqm_k&g;j3&qlHCPs8&rE8u1Si~dpt6fBUKC=DB)_k0Gz{Ce~o3&o4Jo-il#Q+;tMQn1)7D5;exeAQ5{_BAp&*V(7VQU{+^*$*p;Q;zZ z9&dL`mR44zDPucrc65Z@zyRW>5Itf=d@a*?R+3J$F357O*p{8jc-VCkm;q9B)Evx8 z%Ma!IxlG-1XDnq{dL&!@ttEG^5OZ!#Qt9(jU$Zu-A!snlTo6YyxO{9e7LE;`pWVxrzPl6txIaJ~Pf zQ|F*jt@Qe#uczU4tto;&al`}Zu_>8qBWcX{{DjZdFhh66Rr}n<+1cT4L4D|M%&m#> z%`ebby{WMgybZDBe>2SQPdOiHRaFdNpFINr@p{2$+tk#AzF@qi?)~D2xkfpy0^i1^ z)pC{6{nxGeBU}69#cZ|BQ=#}du&brcMv3QjxUa!ZcWOcZ0~ux0kN*qf@2y)$(XT}s zR|iam@E%7y;=ip@#Lq3MBXzypLu@WJ^<$~W3yt6kK$wJ%KRTW4i^1e!U%&Y$n?xDe z9TIOVbrwiW@<)rN*RrxM02f@+`k|TzcP?LYLw@Jz`TFWA z;)rzH6>{>-{Wn?IF+oopSIn)j@%Zrevef>YeaSeU;!`GgeqBTK^{%h&&f{m?{U@o63W3dk4dx4y zC`3nnUcc36|KU9j^@o`?an=0)wE)P~9Zi|cTl}H+K6`847i0Q^b#!W-otgY^PlCwY z*A{=2f3d4o6c#&vBjT|}7Iut*?Ar~UarYgSmJA`?H9qN%`^pTF)b%^wA6gBJ=HU{y zZ+N!*g)1;b53=90dc`Ig$nCwi%;$=kJ!;*^F)Ch4U7C#M#BH5(w2!sw1~ zv;xeFKq}*uyay08MIkM5S2< zhGtbMO@c4+n0`ZT6Ljq|KvGShY6ICU=LOnhDx!goY-``=N|QMhkcgg*xSVCYT<+5>yW@))aBvhA+6QNE3k-870m`DQLB7LkE?A{ zDk< z#;7`)f3xGV;$=RW`SWvpXX9X7;@BT zb)pD_Mq1sz0%s#S&B}`3;IyI{Ye>oz9!6G7|9t~=+^4%~1l?%FSxjmTW~gNN4B(md ze4~w#`C}dSCp#V{@e149mOU;<&e-kL54vyI%KmDZbu#B%VGPz!weYrFwBdQYHKw#a znx{A}*jE`y2=gQJTtmHIUbJ)Em-a!XufP!d)W=*gxCQmcQSQlixwVp}X^Ao*?x@Vl zh?kEOyltQ$MBp=h-_S=1LKP`c{PX9}`sKt#5#7Zy0d0LIdTV6t(OFXQPi;X`kHd2h zy0^c|$lNwuS0YB`^?G5a&S#_j^wI_^Xd*VCnLit4mFME79yoC|J)|(Lh`rZg+4!P- z!9|1Z|D@U2ccIuoXlPwAPuHAPV-zVmLb|#HKvm>$H-hotkpF`dsBjNGzmysw<{4?6 zG$b@dIi1w16cf{e=UIu^wB&Q=(FEN~4RIX8?v>dcYou_g6~mH<;FBh;I+mz}(!!UY z2>?XABvhhbzg0-c-a45myMnO5)07|PXYbRrjwv_3WjQuZ)ZOuA@hK0@VcH>1og3(v z6deLH`UmkjAMt;}q1fM!V}gwK@jEUzd9LPfR8$t2EH8fmZGjtnzt^jd*WI5QJD@F& zOCB5WhjkySC~Gaw+fp)*=d{DeY9e_74HAaeMbX!Xk5_hczc*(+k1L#m@ehAPGO+|H zm->H!Pb|$Y0)GPKQz{L1yOiDU2B?llOgIfr6lHLm@!m7lfdUU;sDaWm0Yy&1F}qXk z_7?oJ%h7ITM-!-ke;RgZYT}3!dK5})ycN~~t{=bz-XX!Ee6dk>62L|y`gj!oKeEm; zD6TF@!&uM+cOTrzM{su-oWb1*?(RW?ySqEVAvl2$T!Op1yW8Gu)&5$lr~-fH*91RD+mc#yY1K9?R z{yzf|01562G}F2PJ}8=?oB8LS+0VL;9qhVpS!9esPKdb7X%hv-m57VDX2~22i;o?j zO>nmdqIbLApJ}Nbnd7If?OuO<<9}F~c4@BKy4BDJKqMn>RF|e2vo~)PVVMes5zmcp z{_zdT(C%86f#^D4a`YTqab_FK8rY$+=gNUte-yZf8z)gtXl+vaZ2nOaSf!Pf;eU)()zqgKXB8AD44oE{xThAYDaOzY zIzkD~8~?kFN~Ei-UM%s&&^EAJ4Ai6&1%tD$rr@YA>5P_PoHk5nWVvWn(Ve6Ml0THo ziC|kEt{#3u0!4p`=Ti)$0Q3J0XwgFKDN``mKguts*kVOjP6t(lPRlmdlbuaw~Tt#>5qe2#aHkD5X2W zf4UFS#1x0gA{8&gG!9a`aF@l>=c|w-jLYcz?$VAMmPM0Za&FXQu&*V>ePl~Rxpc-E zg`IEv%ybaaM=kVB@85FAaF@eQ&<-?6j{{nLbw@(3{+)Am_tQ@%GNmCw1me-F*uA=n zR@hQ+YU}m{ap&wRJK5`?bN^7rnyzo11E+twum&tCsV9oILkJokcUf6?yIJ2qxhC(f zI6dpFTn!LC>~XPd0KKQibb;O})z@ z#1F81Qc_cspu#i)j`tJbAp3~_nSA04KQO8du-y1(8UXz4cmT1&&|i zOE?7_6; zC$N<$@`Rn`kW$3s-ziTI?NH(AK71OMmDTFB!YR#hVq4YI>yyRwIqqgzVmTicdfW6* ze;?;_adU&YSdHu&yNIWJTr5uYr4KK`W1KD-P z*VIpgWa4d?ar5IO7Mg26$Vf1Ln8NXw*{!Woainxc+z!$EcuWv?oJDkF{)csbx2MaK zQV+2QQ1PI+?-oqvb>`v|Y)~c0i{eEC`$RQU1a~ou^a=-y{ua&31gM3hBbiZdYnE}R zrZgKhp-)Ns%l>kTbHg`Pmm&m1A^nnEa?PMrukl)2M447 zvsK{-R42gh>}PEM-M z1N$$9@{@YuB~om!33BqhAByOx(jVQ@{}=`~JllS8hf6O(C!JhT7oP~`V{^-lmo8Go zZGOwGxYZyd@enQeRJw=cVll06f# zSaVB}3ArX&w>Nt1f8b;{ZaV!e)PCYrLwQW~vwnlMRw1zC&7||#Jmyx2$WQCMf3DjT zpVP+U^0@&gZ!Mkk--SQajk&6KLS1n;AkL$THaudHUNhDl0RNjr%ra5e`<1drD|^rqsDY`b%A*G{#ON1 z5zW;xMxWM0l!DLoT}1TB+S}SZfUKL2m6aAV+=K7tl>6wwBoY+^1o!FFr~fV2QzZ`7 z0uLh~0dED*b7F@7^J(9)wFXqBm+OhrhK5Ao{?(ZdVfIH6{Ql=7`>&q{5SG$;U9Hys z+uhyu?0yw*{3|ka;}0+}o&!MPSi{WVWC2PC^;kLkn4@LzJ)3N0VHshm87xy2rwzL+ zPf=jFQ+<4Ymtcwn0&IxL`p-JK&PTIRFuzCR_av21yWt-$r3605A;+3}fui{L$t2j4 zsZ=oJ4l5>R{lwUdt=BE9i^U(<-pkUN*OSej@o(&To6jPhI+@!E!k_vPlj#s(jgV|c zmgw5cnb#23QTod^bpI4WF(HT`9!ht%#ji08OfqP@gUzVUjj?9dB>IC|g)p0OT5mFN zb^Tv&mm9}enS+0cDnYcrha+l1wD-==G)k#o1T%kKIjtMZ2{WaT85fMH{G3YSg8vNrG_`38%?=CJWgUQqpkz2nggaMn*009P`Jd)xHz*nzAr67PT>&I^Xv^9qS2Cl zH4%+O22q`#ZGSqSgwtNGB*w-ip!x&s4nf0m^~;<4eEit0!?LaaZaMAS*d=YwFJJ$6 zsa$FtQN(ecb6wz*|AaN3eOi$%I$(hN-L&cBU@$XV@Ko7|cidBr6!$8+l=OVb^bW_w zVcR!;V)zlrv{0FtCSg5BP*nLbya>?Lgh7wM zWziuAjo6`KPj}hkaK!f&``Zb-F}tdw3fBuK(1V}DiYYSn^W0eNN_ZkWzBs(2QKdsS zbIN_kx6E=VYR1Ill>EWM{7ohwUqoB$w91aytMNHwX0DG&2>~UWhjBe$cjxsmvT)6j zSX*0r<={gk9_wC3W%X9`vfcKKilQ07yan(|4LIsj&=;FtZ1l{`9Su^6)&g4(Ae2AG z@Lx#_zFdew0hB0kvV2`>ar{Ry|H}@~R(PFuqyd`*fu*G-Ad~A+8wVcNjx0&h6V^xZ%PdE)R%MTvfuB zLC8zI9v6mOTmIvYgJuov9Gp{K&7F#v6Q}UdDdw$=rB$!hLd_tkpTn zzjJ}II6k_FW_%Q`EVkSHNkaOaUO1u2oiaBGUVE>ne8yuy99l}KNR#+4RtKsC0KxYQ z7+xU>SnAbuTp_QnuKp`s-`%+Z(PgZD`7SRR7vdp$-lX$O+XB zF*N|2NFenGeuO%&=S~9jB5*?4cRkX`%gc{u^Q9`$iF@bJDV^761>YwvhixvsLcH4AMlSU*y_>c6^jDj{>^PNY$s<222^=CuTu z%v`=<_uMR-4)g2Cim|o-hbad}3&hqZmM8U@(#tu_GK%Is!8J32Hy!f2z`LO#ryyG{7D(9iZIiRUZC1`>p%l7Xzdd zz#wH0CDN*BX@LQ9y-qXgU+760%bx%Z3lG)ut>J$0E1590F!xp%CDiS>X00LgND6Zy z@Inv%95Mtp;Q%OK+~p(-!k{z2m`2K*ufcqLXEs$I!nZ2y4t1ot;By{CuXv zXJ9#~YG^pmX?+C+8~zG__Br=ncOD6lQ7|9glmN#4dkDvizP7gGE8X=r2Hz`&ly9a!mrB=x5g>Re-&gq{7T^ZA}M2HJkQG zY;xg%v3^cP&%}{kV09Tz_J)l5c=pHqhjkB~hV)RpZ?Lf~fg*%g{+~!yPii+YYfGDf znw_*cTAcXnspLVdkaYXth_#&{WL^({@F0?Ekv$>Vg|{=?8`IGDVjpzhtR)TNw|6;x zpk&G(2kfL6gkE)IMO`~6g?T1+MTo4112OdRq04Kc{6TP`ByRY*zIOzh4r$^P`7q}w zo0uX&9{l6LHracN5vKtDP2dR&T$+C=Y@hLe8pu|Vl8p1FrY0a5jT_mOrot4bh%Yz| zz!N5NI0n80VspUA5P{Ug5PgkKIDiBSxX&3E*g)#rA>hu!LwhfQZe{x=&2Xk>BCB=L zzFZ%AQ4ewu@_9JXl;UtMm$XPd+k0(KpPMp0)oSV)UuW!A+TYEvEQ*l#%=ltz89FbT z=Smd+(SP~O4J2x~D6NB`P!292dC)~a8~25MqUqH%;Dh2jZN!>O{mkJI0L4eqTz<3yczLzATiRL|dX8mm{OL%4 zuz5r#rmy3=WS-?CZ$~wtB4<=PyAlPPbG7W$6K$KF?Q*iF46JkrCCit{Kxv{A@(Bl= z!Zc{Y3ZS|k34|AJH6H(sf=T*OGXC4D@ru zE)167JF8T|y)x=mPwbhmp)6NvUju;0l#gTGSoXL2MW#hL8gy%0PM5N0`3}F%qIA){ zKSQHi*PrqFQB@LxVO%}yJkm*-42ZtLeGxX0U>%}KaiS`1$y3$@6=6%Ki)msK;~*nR zSq(Fh zwMIT%nQqGutH+u{m@Jg@2Ay{tFQpx+)E)fU$^{9MC||VHl5hSZRD@JG6Z(+@76{@D z8S@meim!WcSizvQGD{QYpqArWV34aK`brV^v?T z;a2HzZ0Lj|+J|={owIz=K%rMVnbZGIi_53uP+8yM2gSJ6adls04O1}ZIXd~wZ*=ls z=J^wt@`+Pp!2=hG@+Rl4`RGC=sN@qtla5)pB+Zj_Cz;_`+EvlLU1_!<&&^a`V7B-i zSoC3)6_4oB0McCcFGy6yGYY~})CF3$^M~$dmpg2|QhY%gmH}O8=UVJUe|`G!zb&+7 zO(1I>q}G}R6=sFa^vVd~U`9!Kv4)$im28Z4{veO9(tM-GnSG^W1>0;6&oVvtc%M%$ z%zPB4BR0C)0SDW7CqA_t1bON{cmKSY&V7x-5DTp>HxZW^x-ygXu-&tvIc*pE9a>@I zlL?7TO8B{+0q$oh>}rdGhDE5Xa_RB-RGWT~C_ar|<3J_HPfAM~3&aggaH2feuC(po zV#tnDt1G4g2(A}1Sk%b4j&4&4KOAUUNt7v05}Puw1%cr59l|u3B$;q&iPcm8%N&az z*#*wZqG|f6a`x7&dgDeWl;!4daSC8R6Ayrr6%xlxb*DP0he|-{ab%1t<)fVeC*Muo zp7}>{hHgBwP!f%&Og{~~7vR`^b~{WM3owOW0D)fX$#rBICId+XwwMFZrNbSl5IGRQ zAPioZ4o0Xe(gdhwg8Nlx+HF+9nDXbdPml!HBAURdeR6mRFLz8I>Y^RL>HxG3-2iyG zS-4cGnTaU>3;2h2YXV-5cgFkZa~f8+7xDJp8VZFG(@6i&?yvgVU{2Nq8LKi;c5pop z!ZI%Z%dc+kx1DKxRRcxNR0%^PtsKMNctf2EA;jcyE?N?t6H*b*>9G&{{*m^6`^&&7 z9Gm|M_V!uX@X(Jk`7n`LY5o`FFn}79cHeL@kUA2#jx*J;Jlpu4K2&AB8{P>OQsxW= zW+`2gpxd92$LxlGfaEJ;%7fs5=lbw4!x6#^KyQk%6T*TVvWSPysBD>;8yg${POlag zhfbMr(FkM(C~?aH0ZekTS|65U5#`~*NnTTN2%tL`c^O~lU>w5h!msN{s(o5;3rm>7 ztgyBM&`}rX`--d{0!TUO(lVds@|+|P3@EVdld32yi!hN=CJs%_Ey)00O?*Iizx|{bJdIA>3R>W=gbWfKRZsm?HhLIYa*>h4rm(8_kc*6n@EZ zla`R>5{mzxv(mx!!<3{p=4M8OlPb%iVmpse}q63Z7q| zeNET*WxMuBqW1^y>W5iYp0i5Y%XVvjMSkNiuLm^{pe1d-6RmC?`uTb-iz_Ty<0>)I zzxUO@JuyU9=yyD)f5)ZQRy?9gDT$1$XOx}(Mu+pnMiQ0+g}U}Q(g4{=!-UYpm04x$ zbB=e*9#?9D9FNbt7LWN zL+$*JTQ;ZyH%fcsUg1%Q*Na~(33#0FulKtr0)R03@z373A#(6i4k~YVqlh# z7V_{1JuC1ep-jB-=4&F22po%edQXk|`-1?dXYwWvoNs+!e(_GyhSQWq zVR5)NeI($_TFM~o-9$u085oLJ_-avOS=iJhfzf(fHc2^2hqH^Ls;Z6|Dd9*(#m8r1 zX;6JjPt5{YX%$QB&Y+%eN@EcP+~q9sNn)Mpm(aerO|3a+mg8 zBmuMcmO&9l01`h=HFe9TxXpuF&g-g)&!rphVEctjU-{;b2zM15EP&RZt|UU`B8bXn zs+N#-v*;mM;AyK`a_Tfg@==f!5JAp{RO;2fnFeR)JOkyO(8nut=)&8>9J&v$WVKtr zTRZONd=9imwiHu7`}Yjocs~*ZlNj9#^g962uVcRk>gF%YP=`s+Qs<}g3FiezT8M^D zztFjVu*x`pbZM?npkfM($-FY35iT7J^?`IL+sf_FOvfpDUcN;BmJ>fgAmu1Yj()lS z#C0{={WhHGyk6Yd8Kft9J`RmQItZFZ+sZRh*gg|_i2U`fo`XiX9af}cUXQ?8 zPA|&*&x75-^g{=j|6>8xm(RDB4D^S=2Ji5)dtLoii_Qy{3x+2SS%8$5%vk+EM(Sxp zm1=MYi^}WZpX0gp-C0A5fDG0tYNq#(2G*iP_wBekXn4DCuOnMtToA&@F;cIZJxS-^eTfpjhd@A!%%nG=UJo%5FHH$y1Cmf;FFGkwM>sL~PYhG= zNl8hVk$+lFrgGT;xg`ppw@)pV7Spjeo-PJ9)! zCVP)_I2fVRN35kkXc+I|0d})O;WX+d2GdB~b;QF8Q+;LF@Y9y|Y zI34Cz5ZYR4eMQFbkyQb&(1p2}6%pwTqteqUTk*J2OsuI@jT4m~U2l5Q-w@WZB6LrB z8t05g-fCxM*3cy=XgAG=>_;k#WposyMZ^&ZJzcSoYw_uGrHUGIGSTWuVv0jZ-uK!k zylOU&fMx<97m<*VAZR~pC90E7YI}nv;IGYrMdOLGU>^-P;Q4N%$Q@!9xwb#2V{f*1 zZ2#Fo3HJ8YYUqaQ@sZW$#cTWR8=@>CeKS-B#8R zWgUL?AY8pnzthn6CMBoT0`M|cJrm*gkA=-83CA_98T(&Hjko$PPdY~M8HQyZfO&GL zLhpxvbgv>AAI9I?!#4S%3rZ?5i%e@e2aL1=_1u<|#hGMYH$XG@H6P#vh7{h`CDu1P zu32}AYO==xcl1%6nr_MIB`Vh@wUf4IyFLmKJQ|4%-~zLYlYGK%j4#^T{pQKK{&p72 z{oZTOW+4p=`*d$|V`ma3)f+`pGj6u8=SGduT%bUSnzLuSR4X3f$ZlkfQ5M8I; z+=ts@yz2!@v@f<#>~=5P@-H`AWDbw^_8ZIlx#PcMyMN^^Ar{^(<)ZC%^~@^>MUT{U zd`Fq!4ME8Dh~JJ$>kWz(m?#sWR^m+43!Qf!@Qrm^X}sir83n3*o1fR79C+egPzndm zCkC$He&;-s^+wOXrO5id$-0qsVv#=_`uoO;zxy@*ur!@n0Lv}<(%IJ>?5t|BI!qmY zy&4oc-)^kQ9m}=v3<6Z}=zW81`R9rWd_gBVS20QFjXr_Lhr~ZV4{zRpzUz`5I_C?@ zuj+`B^?MxY@agG)9N58gZ0j46_u^&!TkHdtbO$VkTuBR`90TATvIX1R9~GAO6b;6cekjkO+EjuYX}-z|AU^d-0)GwvL(!68CmW|w>{vvF8*SK2YP86$fV*5j z#DghYhOQ%B%#kQeQ0907=<{Sk_S=1=)jU+iA0U#@%n7A; z#c+K)0-|t$hwkL;pM$asd3j@8f+rByYF0sNkAC)A$~`<++}nuYOh2s z$JIJo^)3WbB;FsJ)ONp7Dh1pYC{~OYCjsGTvdm<*Tt#yBcEj%^awafK_Rg3)Uj2Yw z;ZRXq=R)$+H}A{GeS-E0s^Q+hOKYf*+W7}0{<{lb{>ukSs^Mph1g%?`cu{Hu5o7SR zXk66#S5_;8kKbJ)u7+ip;9`=brF@+fB1&^!xMBtG=z@(kdwVc2WJFQl{f-E7JkF?N z1n)HWx?gz}1zxeaUJfVvwsv*>SM6ILW8YaLfMcu@#&^9>_-LRe#tNU)-_y#Lo~wc;yJ5LX#M@o_(P+SJ;!$9l_S1K z&Nj77r^MJWMmtx29BmX?z0oz643r)=&Cplp4GxEy$Psoo?7bS}Oej9jA^W&TDZj5~ zCH=JWPl>Mu)oa+^ygG}ZOQgE|HqO08bUZkd-!`dU-h*pwM4maCUdyU0m=3HrrJ5{} zBA=jP0cU^A*XP^${nliA!vGROUv*bhbkxvtGVTC9$yoEhc|BEjRz?ed;p-1c=Nerh z>)kONl^Q^Yr-Uasus#Brm$$wAT;unZ*$4r<$7eF;hk%G9-lON)tHXMnkCynOODQz! z?9H_!Wy+20KMES_aW{)B&yVuk_(fE#@m{SNfg?X$1Qr2shLGx$WyIH9k5v@X16+VQ zk2kIt>x&z!PRWVG*{o(PvRv@=EJHIQFaLvzmXH*hU4zx$)GvZ;7R_LT z9Tw)1R6&x!8A}Y8EKz@Rd_@jB%dPSp3JFzT1-z0U`nLCHg#*g7fi3fX*E-lQcO<#< z=JB|Cmg#l{8r>1`*T%kd>e3OtvbsAj;yKtX=NAS0)9od<24Cz=YMeTsG>WonGVKf` zj3#_Y5<^a_3{Wkyl;t(NyUWbtPwUHqJ8GjIRWwy`E&pJBt*T_zr!97uzI-x$(@?%4 z{^gHZKaX*IL00@_zM}`oRo^SCcOAzk!y!wVSyT4__vyPp;YZwfV-c zsS;0_Tpk@)f2ymNqg_{Hqs7(KaA4s-9&m8oXwC8nv!nuJMuXHCH7J7R!It!ZBoRQt zFCQI^$S5wah6A-aWXD8INR%1YZwz$Gsp!m;4Ja=gPa*=phX^{*&=I@NprOJ&wPm); z9Q$#)Ao_P@N`?y4T;BOhvKj{zJI4<|!)ow(WMeyI-*gD}C`ba~RJ=CXj#dAB&Pe(A z`ZSw(2A*124M7item%CZ)EA>7EUt6p$X5!!YgW%7)R>-~Z8CZurTBbgy{(s%sBbld z9Y{)l*z7Q5O8Yn55$dWaO@J=p5d7bz0H-!}uyXSAj0DR|qI&?;GTPgTE*7l<)#BnV zOOg!;J*9X@Nz~B9$a0FBiTcNX&rHywnwp~J)XcKWv?!Z0ZZ^y$^}*U3EsLYU^p!^q za20+h9lSO_KUNrsf(LD0my?5#XBBJgy>iWlQC2l-(2iC*-qP}xQoNa&?!DJIF2To4 zD*6G@r#Y!@>Ia@ZcVK_z0n5{5q4E_8hlpqVzfmFvSiw!_4bfTa7c zN-^7O*(=@hLNg<<%Y~z_p1hvAACc(Oa*qJl&rcc@heSl$S{78_?AGN4JRz#~-Qo<< z={H+A?ajGfnU8j1(Uh0T_hj~A5$8b>h2$Z9jy^O>Y~A`lt5hB3h}SP4o(lYqUP}ag zvvm43YPPK_HFAsQ{iW{7It6G+W@G%S)re40d5Tm;j;Uov4j!sS<~sEiYOK=|A@{3} zH6jZ0`zf=}PSRX)-S4DnUbA(3ZG3Ay57oI|?cUF$0$*JB{`$_`|M}0Am*;hv-eN!_ z*59UOe!zXzY<$)JOas;Rlf(07%l!b6LFRXR-(#JZLq&h5fi96;nv9t3zq6A=5xa~Q z_UGidv8`As;)?9eY#X=-D90A%ffrL^Pb%ujuUF_Wu3{tuomtgKz4u!fXK(=#@#$kg zwM>krFx;G9fsWX1IaS-YCPpnCzvwXbFIIS=eM@3tX=&(P6T{kGNm2i(`&)d5p;vxX zl3q#uA2}Hjh_r^<8g;T>2`G0MEFCX*x)z}Fd6222G4Ty2zHag(oq53Nr|!mI{MRM} zG1TdDR+w>$@ce9Bd z_dShpDqczzbnYP}!fp@xY0!1mV(TqFMO_$j`#55G_3?(L!Vi;K4Pr)rIarVzh9WPF zay&sf6QiTvW;R3_xJT&KSD%;NalA{p3vtGDR-d8_c(aZhp6lwty0c#z866<=Nlh0Im{v-nG{v9Kov-2A-kKz57<+xB^+G_~$;+umuq+rI00 zk{(zgOdi6WG7@W-->WiGQ^DT!!Q|M;t&F&?D|1)75u9VJ6s{57-SamqPb| zqeJ(#@o9Afsn^KC{Co+xk)gN_MPs4{Qi|eWFf9`ic7uToLWeAyv>#n>`8rL|pJ(0( z=LErg+bH`eApw_5N7L@avQ|LZF76|HS6dR-AAhoBH7g>#I4>q1qkM zv^DL7_d|KGx3cg&7aw|!B#=Fjb8r4pYg(bt+r6g)eG&;3EFq2 z;`fEX%5BSfuwML8ZAKzdn5S$45D7$Bc^ zDq8Dab+j6#N3JQaHn{70HUCHtN*21$q2u-GUD<++2U0+?P+4ed&;a5$x(Vz8~R*bt9_!yGw_mq61{f#%zVL zBZpqEiM7spjC99xsrYw(~EbQ;umdec@tuNCn09gy&tlWVq)lAE${cv`Q5`_5fKC! zfQg=U$Jb!j#*R>A=mpR`s67JVj!zBWkL!+~WJIU5G=G|%r1r{Oq;3nIxuY}K5KSbFXT;-WMX`*{4 zZP5DV05NbbTJ*;eKn!Yic>MP@%Tcn12Ox4< zY+nF?W4p)$%06ni>Eo0l_kM@H^KrI&{mA(56+~pu-J+c#+FVnBd(3j^MOp!dQUhZJ z$N8`23MLP5&+py-YeF$K&V^l?;-*c;W}_sTXZb=+4SqdL8m4Iw<8=WannOeM_aOVM zQk7%A(2K=?Nxu^I@Hr5f{2oU)5VukKKo#jT=pMJQp>#{qPAzAAMeDhl_yjxUA?}SS zw~JuIAN4av-V=DQU1@O;HUR7fMo|j^#Ld-xJ~7sZKn%Xv&9ip9z258b-JlRz2f1Ng z0|6kWQB_j|)ZQWU2H+x2uCBhe7N;Nga;92j{6&qI4z3=LzOO~y$giqTs8Rw&tD-uC ze+IL}lQA}k$?%5ciP0f_MUyl;Q)Dd%H5Ne_?%_eN)eb!<|NTlCki=qse4OW#@bUeL z$S*}XEh?hu?OEZ)SqvaNh_(L#Edsy>1ZJ-i2>Jj`Lytpt_2pDTZ@rH3&V?$QO^bBIUdLRbTZAU38c&^tR})6ifeJ3uqc50CKMw@TS++6nL}u02;vr zfSz1jUF(2OCoVov07;DFq*2{cjhg<^y_LnhU~LFuZ={gTs>M*Aq_#N@yBgN4!@E@7%vaO}2LhXNHR+lpmS zw5om>+uGBY8`sT5h2*a7M)1Lwe<;Q?Tw?khFDZ~hCK|pbg|L83N9_NnzwnqziyOXp zaoeEz9yR7PTIx$q=eeCY`g^DQ{dUUGal_izr|t7l4I$5g=aKeqSQ`yMzPkt_dkH9v z70mcI2N&Q>fWd!%D%2`h*iy_IMh+&U*38)3PuL>9=6EF8RYvI8w|%SqK}3zL3JT=kvXyexYf zBM00W${*92va-tUzgUXBF#}*Ek)KH}C}2p1oRA$pWzukmO64?8&rG^MoLw{QYz)%J z&VBR%c%BT*i<#{Qiq+^v2a6#A1aN%u9w#xJ@`t7Xvo;m!KFNfcr zd2C%0yw5X>_7csYHkDNq(Er-VhnLIEj5!5Vz8my49}^ljY+6EGCY`n@+XNubA>d@&#Gb`Ntya(V=Wxc|SOQyFn%r284-=ONM52|MYw-F7 zAsd!5ba57U92RW+e&?%?_tO)OZvlQUyK4yCTeX%eSEWShJ{vA}533wY%oVUWL2dB51RB7J!=Uv2uZ5yWIMYlUBks++#i>$@ zs?4EK@Fu8;8FHX$0ua*QbL|V?kG)o~i!W?B-mNX`(>GrJj<-|z2bC@yu8P+Dp6^`e zDsShJf1RobG;U-2vTBD{bM3$_r=^uH%dS$MlqvKw^3nN?Cu#pDHn}LLI{SB==meCI zgF2?RVzJZ!mcuf1NjfxV3C<7Mq6vLd49=`{?TK8-9jTscEssv?fn$MM)PCtF2r&Br6?n1=x3IirDp`KEj3fAF8xF~Wc5qbwZ{ zCn_gx0BJEi0yWgYwB{HKulL!KW$-?gpZL$-4ohXXoo?vok?Mo%vqE=FXk!yG}WP`o`geHuo4&sQDEnP5WXFfF?Vj<_e zImVedLkHUi7W#u+bnu)VFHi6`ImrOySFJUK)#el!=}i&?Exj>-i$%4eEkH6{=B(2k zmG32ulgsv%Vkk(LNWfy~GE+x{z$Cv)@eV^vA6-b4X{M9(vtZ#ImFaL76_Ha?Yvmi; z9ht@1ea_W`cN!g&%1utNHS!q$M8v|_c>Qez$G5`49$!WgqE%(ro!Y#pW}4%0N;>9$ zX0JCFzgD#HHUH^_VaLhp|5$*BLbS=*?A=}zmYr}Z(yhgPgT0mO@$Ks6^NkI$SVKd3 zg7_=#{#e17?)O)KJM=)J4o9@+n~s?dEoF<}_FL{1=16a3-%v;i;Z zS%b|GNHr>-oDW12J)F<@fgZyESk$y&s5M`A!GBZ3U6ZLtJ#2AJ2BO`q`8|eJZ47VD zw&`jrir#+FcRWm05_`{V&Zs3Tt7#242BDPzT}sK(KZqRq^H{&o}6f0#xUjMFTL^1WY-OgmLlQHK9jfiq%pe6l&CqOh}zXCNH$SuMHggwK)b zGOVbeB8pxGwZM4{S$m$nZa;YFBN=CsMMsvYJM3&R(pGY^9M6Se3aeMH7@APhevVJz zD~%%g(td9FDTuTtt15c2GpqlcB|{Y>gsc>vtH2L?3UR`U)(pDFq$>AG>03NRBMcZO zDkIhOT0xeg_wVt+K4zV<3|OLul&-#k=qYcfr(Xs%?K%&9pZ>p8=y_Q5bJ+L!w#M&| z^Mv5+*8T!@`FJ*VhvW+vt_?a0~x4d$>t56;mu0L?ber=1Sw3twG3+jPc zK_Z@s99odJNanGU-(GypZL=K>sy}{UKUErgPz2&rW)JrVuG5_7K4BX z<0|Yj^34A6@1xo1701;k-K(bQxJvb&3YvqXKux%(S zH{~Bkq#*G$jDsnsVP>M=T#}`}Dm_r+&3cva!Hee(QBR$MITlV@4AUn@gb1*PT(rSm zZvLq)Y@*~gC7My3XYFK07qMpki1wcpJT9vaPR0gK41xP)%!K(kMNQc{5wRlm4-KB2 zr1ermw&%{d8Of2-M^)Et-tQjGgI(J`CQ{@pb!JF4m@3VFhC%a+*Dsqyv7$=KT4Ne9 z&%=_sHBj&hG_cuvgB;9Zim9N?jJys}frfC1xMxU0FjadT^N+t%1v9%%u3^&n1d*Tw zu&Fm+l|B-)t&(=d+VUlSeU)nYOrpTwwHUc#@_1owT=Cv82gG_UQ(o9r0di;bXo`@K zT3grd1_J3~bYSZXn*3*Plp`nNjlj;?n}Hif8;2S}Tq-+TP}WYg#0Q#%t)oNyhBaQA zB2s-#0f12Z#i{yBR)=XHM~Brhc-dk!yybbPj>T_x|%GnL)KWQEb zGKVVGHHBz2MI&v8d7hCn_a7?X?u!)GU}UF`l=jB@t+LafI{t6<9fQX$iZxRDA^woDa=h@NczSCa!ldOek<{U(U%?uaNCS+5u4So z?_+Quxp_=EQS`t&85}YR8Ra5-#2mRg!gI>D?ymIDYr55j64>Zt1s2xU!1$16+h$7QtxzkC|wQ$0b)_|cx zUF29b6=gF)yD1KHXOX<-n4dGAN`@W)n{{1h)jpE&0>_DW^@No%jE#Uaed|^PV;a!y z3An6SeTIjz!7ge}O`>)z`vF6hlq?D^hvb!ZKSiPO*lZhtZwB}K8##=iXjSS6$4TK4^3wo zR7V@6QQU$rD;zRMt^pq{Qkgx!)A#Sx!4z1xUe?K#1<~#PDOZ zCm6a}?#*CLWPkqkJu{=Ce!@^F?Yhs*9WTyf+Sgsw$eAcZM#l zH2JOX#`VStffpM5W3rJrjB5_@&I}+YY;4K%!mp#Fl##Y!8S$G3#x3cbB437iV&m0o zK^I3?OrM$D?Fkh-n6=|t|546nfBa{2+Zl-cuc-)Nu$N5KCWuf7%+(#M1vW4jM)rsK z)MTN;mHX_G9yNNiV7if(8#>c|0|t!$lr8{2o$o&@!H(Jl1mrboZJ%+;Ms=0CNzMwt zB&)40`e*YPJtpYHCm=h!UJJZZ0aC!BjAHbx3_=zphj2*n^ql)f1=}! zVU1~rBx5vI6%h+UZ=w{r-#cIB>(qREFFO`GTw7xlfr30wS(M$J^>3>Hc$3HKlh@u( zdR8`JZTx1;mJttPCJ;8+K@0^d5_@Z4XCG`U5UCs;AhVH8<)3trF3;&_Dye|YgtM|K zq_2NM2aA^A_GgU4H?aF<-Y=o|J)0wm8LP`7182TrDZJm1_aPHtjBJbIO~? zg&wLEn81=i+Xl8FGo8`f3%TRAab=3LDJ_kPE13F<4H%6h#rt_MA_Jr#wNqaR9vM3A zNhNia@b{95`Gf29iuOevtO&CIe6URybz{uFvo>7XUq2W>Zf*$Z7I0cG3uDX2ywfB@ z(SyXSWZR--E~Z?SnGddTcwC<8Xv~Jr^?n1*tFJM-hns(abaBQViz+NJm($|r!Oi2$ zA+Oo_DzDeUyUc0*B0s@o7%RhZ63R@CUc&+qvY$srMXduO?g2Mhn{hT=(&m-qVXOhk zOcM}CCd7S9LAB5PRt{2gi@}Fk;jJfP*!WWizELLAR%k?6B2vteQJ79~S}ARCMI{>1 z-wk{N27i7s?X=yMn93Q(^ zm+LL&29H6OAd3o6Cp;zIjUYE5zO#W9#(GCe>8PZ|;WqT@_%_FqAS~L_+UW7QpcBn> zDq^@f)Gf7$YItp|N|1T<(iZC4n7CArC;(c1g+up1A|8jfCP__;wN_c%jICEIn7NAU zKRh^t*016Fb??I*Kv0|r#PY7q)1G{OoK(N?<#pZ4&-n_WF?Qq(BKrP53KrmdZZUnF zv<(b8L889k50{X?&u#nUxa`UOu=XsCDqzN)-@4z-a|Kuh*e-y-txT^gmJnAm|#y1h~?ehYcS^J>?^l<*SGEDty!TOT__B4_ZFfJ|R!Ytf%9(a|4 z=`T8dJa21V!Qyh=@xbc3+37j#{&Qtq12Fbot5zM9*=cg-zY@y&3RKiWejb2}LkzwZ z47=EV1{h}6OiR_;6-?+GsOADTlV^LH;g zHRiO|=i|z!rEn5cg_rvx9`>Ztw12AB^260AmKOP31vA_;Yc}kS+;~B$+(MZv#bCm| zJ$@dH1F%HKuzURUqs9q)rD8;pk?V_m#qttH^_Nw0-5I@wJ&c-}vRFmV)PvYsIUB6; zKcz1`Y$>bVu=$!k#BeHu6>2rrHtK17U4z+768pZ#$Tm64ww=7vPUlz}tr2!FovXV$-dXo4+K5rvLRde1(OhdVS*`spdkzQ8r~X7|qiks$bRBn-Sc znX?}7D1onkF1!Hr79Ni?eJFug*GFhxA|=w$jp7f!O`tAphaPsBeK^i`{ksi(kmXIf z_CUe|vgr`;ZVf?s*%RIq)pDKdNYkxvPFlD9p{6B7B`&=|7i?jLmgxn0nq%h6q}EEq z*=MbIbMnd(sZ_OoX9e5{3DGDu`Y})$tPI_>9EK!@F&}9Y#KeuDp9=z+imVuJSQvL` zVd@NJTWtbE3`HL+X~Vt%C^U})tTyBvT^N;5h#pR+Lttnvd`MAT(24ZNDW%QTdR;Da zS2Rj4`PUg=9E-I{4HL3>G9{b)i%?gYKXDD+)ZD+~w11lsDY+fo$zv~i&n1EIBLB{^ zv{XzHTt6?cV41(Nr%_ME)J4?E;YzTX`E$TyBO5{doCZu)oMgE86xNSCpFe-l#&af_ z&%@Zm8QU$M;C=QWZQeOBmlsN(XU1=&wiOuGvKENU>UEDmk@V<*V(fj?UInk@8x7yd^=MxA+SIJ7`bK zljewWVW}Ov`aiY1V%_XGlyxBT+V|=aU`T`x-&XH*8W-F=Jzf8^l{s#7*s+!GMo}Um zJo6;iIMU!B_1Ig{5FhndIZ_ZG^;OxD5g+$5aTi8Bqld$}c|#;sio=T!>tTHUk!V2t z8D3^ldH`d_S%to~_{Bq&hA>P?#4BIS$pt;VmqCOR#sH&_Y15j1V!%KeWgw|Rlt@6#?1A!9{Mndve;PRWF=~dCD`6$DgRoSp_1nH znbT1&=kbTY8}&`;V`0WoyBR`TUd-%C{jv(!nQebq`yVEtrk3%%I60DCN@S8VKCAZs z*(c)%JO@*j=e%q+`9zGfUeVZ2Hi}UtoHK9|KhA`PlIHf2VEQET(}N+hz9NjJS-&yN z)Jd-VyZasOBVgmVF`hiL5oRod9iGosq89z$B@{ETgSu_B{$;}4J=M#Gc`}In8+}Mc zRTBgY;L}MShM2HnZEfw2bewfbjTTebHq=@F-IZ>`f|AGzZHF@CUL}+(*CQhr$+?ng z_;uPs)f@-LTErL$jsCrE=DdcGX9Xt`i6W>Uh6*1;GjQ0LIwP*KF@~hE@Xe#?Qw<+j{cSPSS!< zP48{O_Hn1gaH-U{N_CC@gIkIJU%$;v2vaONqkdazH{c-i11JfWKn{Tr7$5&vQ9+~f zLKMKt6B|mrFt@Wcb@J)%33+{d1^if`uYUKJKYl;enz??@#MY7410J=HeN=g4euUEe zy0(hRloG0`)=0K;bzZbF+bpml*-kIw>X;b+C<91#iK5DKigo{J+LJ+VXa!4J~ZLM%aY+31ajhjoy{pP z5zn$lbJYULONUgFJZJ7GoD1_9h$(k8gL{&TeICQ~_WMya6J?{8?W5wr+yzHCQ1>;1nY)6=G#C(qDng#m%oJm@hbiY;i_-92l{FvM)9#!lGNzP_!erV*Tmp$w7 z>C}sr@iE(cnD#?S(VFrK3{sDHOEDjOmc@X zMo)|)(W;=LOB>70KEPH^jXTZevk~sLPMCjS7({a7Ov;1G`-`Ir3o~Si$`koU%evEj zMkrxBgTYDl@B$(Nne&N`*L``3!iqh9Bnf}4z&m%IG>QIrtz+JheRn$sVZt}r2)LKl zy-lH^MPQ9wCo7BZZv8?WB7wyx1OB}=N~|`ze$tPHV1e{T{HUt=H*x_swGaIiO34tl#jZH$V2eDj(wA>BnlliZDc{MkMKeG(qZ`X0G{G z8xo4jA0-+4#d(zOXMW?slsFof2+Ba7;}es^YBizj()(J#VJGR=gTLV3h&$WIyu9_E z+jS4)f39QJ4g|^{5oyS&6!iW5x>({zJ7{8B33P0EQT^uu% zJK7zj&Q5OC1~L}cbSD(3!H9vDP{Pp>$T(75jzPP;ps&;-a>W$RUlaT`E>+vAW1SQl zTFk<3^nbeOX@P(T>PcIvpY625*x2C>ZON&#_0Y=bl~_TdwHy(h?aH|~@qh^%gW=My zS`5YsvBSRaynTQi-RM4hWjjA#;JVzotSC^=iz;Y5NAwCUpx$EG5WI?mzsqRBLdHAY zA1QQ*@BMCdT?TebPQzh=7qM{@BXV$=maml-3AUlLg$`(#CI(6*Q{Fl|QsrOhwbdvs zwL|W9&@P4jR>Zq7L^SA{f!O2<$R$$0>Nd^a(`!S915R7}o^4||6J@?9f&&z!LgaL3 z-*iIdYEVKABR$vXIo?kG3Oi^R@VGpzd%6OBQxF2XJ2pDX9oD@kCfXh5y(fD5GvW(( zaw9B&itAs}?nADVUIlz)QcC7^eZA8c`(Czv+U{N0_NjEk}mJas}V^E|*`f z)^1p)xGkV?^u2@v+wV}PE&*I1C_C?GeGzm#CGr>mL}i~^m*+#aCgBN2%MPIb(CY}h zJ6Uu+IrF>(WMVM~Cb`!}B>th|ZfA<+d{iCIpTo6j9 z-(F$t_j(`Lfi`{sI4GkL(j>yjhz9)8m1VY8+pjl&_j)7Wdv7WiZ)!+Ba0fczk1!6u zlfhKm>oVv4{KlBfvUlYt3~g?`decfc&_*6E7OW=}dFZ|DD7Z=EILU&IwD+p#G48Ja zss|D)FdAdg81*F5o1{o5u3<=?JiHRDX*&1IHPKHpsg+?)|I;|6-wb?1D8X>vL%rE? zth%zi{dwJ6lM5{MhCj8w{zti;`!d8-+p;KTd_w*%S^v-07AbqWxL5AgWZCx-oAH(2 z>ZaMW(=t0x*--JnPnWH)FWvscQ`jfRUYjq%zt@k;$mDCDtJPVXsa!p5*2}na5{g?j zKKIaT+_4!?Rt2@kWUk}ZGK^w}B1@L?rF~Z6TccUx|7PQBOx~EbTwU2Xe9bdvgVOm| ziKu#wFimy2y3THy-QsUH-wxaM{_uQroKrs|bEjC*@&Uo=!ZrHA351i2WW9ZsS#yeQ z^I5xtcUBIMT~_`6>hqdkCtIEr^zEh#>`2O|X?Mjv(AV^~Rv>$RjI8+gazxt}8-E9Z zX$z!#c+;Ou1K@Uzw>v-K36v6%an4{MNRwA_qZ&;?+~NF3QYJe?|<4xL@eqIOS8lNCN|U7{SSwOAb(4z39ijj zPV5<#;hUPgmZ*!j!w25WApd`axF#3=_xnllITi{ym{kRwQv+c4oCeOhTBq$!POdpJ z6`3JXx!|6Gc{1V0X=RzY1C$FjIlWD|_ZB7Yi1zBNU@q6yc-LCv69MBw@cE6-#x-u#s&z`{>JsY`mr0c*}j5 zSreS0yq%G()Cu}wa|IJ|GNXe1{Wo9XcU=vuV5v2&02WRy204#$7Zb~4r%b2?Y?b8P z$h~VEo)r$Vb8^g(To2T8_0;=9mm7o0tWP`t7}ga%=A%h`$VL`{+MGWc!Q(b47CJ1Ai;aBsjZHn;DkWd5 z43J9>0tMJgy8^f?<_i^dRaS}&yK`FaxzD_~>`EawF+j03bylR`?nx^IMI4^>iVc_O zo`00YNBsXTKnRFpr%Zu;E>wL{fqg1oJx|K58SBA)o4aYrp20Z~$KlU!d;d>YM$OBp zw>xuONyzuxb6knYciY(bDkYF+U8reN0S)-n2Pzk80n@z-ZSTe()) zojZe=_tHltL&nqodrF7HWt%0gGqx6WD0^q z7-(CN+eua{nO#ZZ$9}bT=bEz5pZ)gDVD|A?qF|4uYCO$DuF{F=UfkZ>sLPvvFDZJm zofZ}(8JgUE-klDzrD)Chp${QiZ4RYl<-*ji(L`HMq6mD26u&7*4AJe)Na_Su92NRW z2QNb?j3%?D2N~Z#@wr?AY?~kKMprtErzpPG9?|>JiQVXd_YOHU>ohZzbZ39hW^GpB zJ$94p|FcBfPqvw=$PEA9!*W-&EpdD>^*Frr@2d$+vN5!h{Y`@f0NVZq)XM;(@%OU` zca~O7{kU7EjbHf+p9>d7CrjYdm?65D)Ab0=P2VRLbV&?ffKz6%`i)5r&!%u&FO?3h z^fx1_DlXJRRHVv#i)JHI}jT(yOwCm81g><;{Jb3d$H- z5JpMRL8SJ~^%lL$30z{ub6sR_hK*b*5v7i;QlGS7z@i5&<6DgnCti0!%h4NwiWo(2*lwRgJArTQq)z*%AyS(F8{?Q0gkWM=sKhW z1T?ZXg+`izUZj@IMYV_hH8rUBkIeh)NP;1t3POvfCDz(%YJ5M07Ld0HKKe=tDv(=-^6FxK6Zy{ z8EoY3gX5?W08~MwY7Nn>qO5T|#KZ{{;gVYUlgq+xk4aI{s}n%tVJAh&=!A<_I=%}tzHd~lQ{vk>c_q9joPFnwdsPw2 zCt+S?G&fj8s;BaJk!O`Tp#dw3t zV?|aXCi1swW4wTiihDWlZ+L>>D=YlpY)$vlLHE zsSH>Ae;sc?&mdttQ4{!P3owA|CPZexxoD!`m~)|(dLS#R65{RLxU|NhhX98uBITV7 z-WZN*xyc(5+&p>dQbDjWN~AfKlyh5XbsmYmMK`!%8Y zk#9vG%@Bb+$Hj==CnbYRwLgNku-K$%Ix*Q}(K7o&Rb(oMRx1*cpfJ%T`Ppd%q`c%~6q6qztX_@U0LC0>vPbYvi z6o&?OyShe|!C9Oo1 z=D@&xt3a>?B=_Lteu6Y@ z0Y%Q|ftTuoN{nmnY;!|g%rN!{M^g22p+C8I4BTAxR*&YB3}8>1R*`VzW184g?Em_X zZ_mEZE2hFiMBPHXtCtXx8pdxd{_ETB%Plna>c^PH<=X<**y4_aA=l4nR6LNLXhO=^q@ z&i`Jr3FsZ4%@ad;2f9iO-D^VAtDa+3heOZ`2d@tH$~EbJkCS zhiw&h%jKp6xXd-vbsH(>IW^`>N^-J)2_XJ~qeajBOm!#gQzXxiz)*!qp~%Pj1En$T z#vq!ONrn@6A5n!b=HsGQbzw*~8 zXL)3>wc04IZANeMLl&TzDZ{lpy+!M`%EU9H^e{kWS&#=jNB?}hv=kab>vrceEmhdB z9m?IBdb_tcZOB}^ddXVyU#UK=ebD`<`^1U1=1Y?B^@($Lh2UGO4bkjRu*~bNzfQdc z%BL@kM%Q~Iw|95*3)GYWUAdX{s5|zN6FZfL-N`k6|6=t#miGzW9|?26z0!t9Sm4V; z0&-%4jFwe5V3w*1kkU!+1s+=z{lppHU4EX^HsM^~`loxHxFG zSQN)bBKJuLn_oZ}wh}71m_9%w$aaj8(p<>@_+{C@yA$t-Wb3uYFJ3qB9_#Pp_@VU# zpTeD>n7vLiR!9drw&w6;^)trDb-41>R?8!ToX%AtJ;n+|ygdQiCau)qgnS!*Y-rHN zxf1neXWYUaq(INuSv(EY6x87p@!TWu7}w!Y$yCL%FZ^61WH`sz#oqHBg&Q`l>`H+? zpKI3W9JhmmUh{g81cja)A{pUsd=u~JqR{wWK%`4fJ+o9UE5*aEoyhr=_&y6v(^xJr zqQy{Cu8hGL7}jNI5R-_CLh{c2cd0xLlZzKc>LhF7c%j+87Oo(^R{V=Ws}z>Vr^t>A zcK<;)ALtC%C9<+$<{7~~wa~+T=VG(d{t@hJzS4_EG%Oko&RPO)JEI9O7clmXQuaSq zM@B($p8WbSXLX?#{f8Y*_?lPNJ25NJAM0#aVX!n`Z|C37bavkbvN9I|^R(S5@k8<= zVgN?#cpC5yfA*XD==@v?p*QdSmgauVRhipiZ5SvGAv7evITjULm>J^bYmK;{?|c&} zYvdMD3O)28jUzE1b*EzuNWx5dvTDN{DvkB%ousRbZ{U>eiafy;Ich@^KGapD|3Of% z)^tL5t+U%ki~uAM7w_t3e^gtpp4+7G=oe34!LbVb@$>Ld%8#a=26stJ z7hy|xT_}L~_9@?QY&Z8)Hap@59@YlL1HE&bi9KMHh1^I87992-AN+$r`(sB(I+M>_ z1blBHH(t-ZFW!43Xs&zKH{ZN&SfWzJUG+i2ZV$k|~#~KCIdxV{p7g)T2Ty=@pI8sySqme~Ea(O&GPH90-^DbUWjI1#!Gpuo3J>gG`AVOXylSDa92f*)LETrR)%BknlmN_T_G4WK3~vBR-7jtDf;6? zk5@=%0O4OoRbpnEhSFyu~{vLUd{JE0ViHBq90ZFW=Oo%>`4jorgUAHAHs)mj$ZoshvfJF=})tcIV zY0G;*r9y^fGkkeoTwXE;h2|GkW&yhxHyt%px1%9;6NhgEhHz%rKEQ z5bVg3YYx)UmxybG%2QWhJH{8K=x?(or-~A$mNXF2e3AmaV%Wz-8`}O#y7`MKE78N|?eP28DbQk!RG3kHe@_sVI z;=1zP@^^qg&&BiBwhYshOz!ic@Z&kodkzip6HU6`#gO2~<=0<&&$IxrlJYQcN3iD ziXq8+>{sj%`}up2Tw_!h`n>KSo!93ezQPyS?+y7XeL&1E9DT1!F{{r-!75 z+UJ$oDo^2tPkXybfph;egHQ&((+RlTij&IWPexTo3ip?S$5HhoBuJEa#pT9^=7h$; zm!RomL>M9bVQBp3uH0?LJOCWAKgv+kU=EG|h~CRt3z0pO`&X_9tB=mRb*3b3TVnkD z{N6*W%A!ak8EpU9CNl2t!7le3zK;Kit<3IPtH;dK_3zm)f_olda~bUO&E_9<=RJw& zhP}(t+DoD^2mc-)i3(09SfDeJhdBk2N5O^Bk`JKg9*M`2Ay3A@&jnjaL_vWFigM63 zOpb9-sYA5B#ao13NQjt#Y4mr)X(-h~P7r1w=$*#JWMslP+u$b^{iPcJt$tr+s8feh zEQ(fjlO(Gw4EpNIcO36C&_$9g>*)QdlOb>Ce)Anv-hL)VC~ZaA4n$JEP9oRZ>1WOg z`*AnFo(3L~DDdvjnL>&NZjxeo=1ABwZ+F2vl-jSExeP!-d5y*43D*CPU$;1w{Qy(B zIewELdX9g6O7AW-U*j#LHA!DD%@8btaw}Z6T_DqQ1MFN?fk_wocUZ?%Zodrv5Ig!a zw6;kdyD*<ol1d==O&dcR-{5$TYUH&A$xcfGc@;ED@SXF$-}({jVa<3_ z7jj$uAz9F!g#K;`w;4X%AJkLsI9YZP*U{F=T=YX;c2!muXv8S?7FdMs>X@(9rB#i0 z*}DBGT8k1Jf}95br2X0zbd>aTRHoo?U%rR>6}rZ}kWJr4Qtx=8a1=HX`F{7&y|_Wt z_yf+Rs@>u083vzg30jxbW3%nsFe81S_61KM3JI4~0BH4ek;%wa4@Rsdj!3|vm_oPe zBJDBl6SkN%0+DG@Hrd*2%fhi4&IdmfQK*t#x{C-dK3O3%!Xm|vLl}MLo5LqoI4h~J zb#(in7Mud826d5^Dl78KRnhP$GlXRJL2XuerQA3|PP)w93S^l?Z>LX#HKHx~;;Rl> zbI|Z)f>Xp|H2LJDf6q%7Ksg-ru_ZZJRwg@N#7d6ju|w&}%CGb1`pObs+67d_)ac!+xM01A&Epm-tl6n}y(8DL6`w$d zp-#BBUC&>v533#dZoqM%>#ACjKQ6RFIwzr-Xd{)9Uh$)%F_Sg!>1KkAo1RlOZR=0Y zd?Q7;6rS`616XhtRJYsT!<5BWZH)XbB)y%GBlqR;5r5s12=<7Ul=!s2+_Ap&Myv3h zxnq#KuuG}_?5xKYUwp0|qoy{etOgqR%=&d>(^~O@$m_030$Lxq4~)HCQ!D5UXJDmKRpG3Xu|B309WDnW7Yly3tA` zY4)FC>A8&*zgHEaBV^W_R=_gybBibscp%@`@A98Zh1nJ~ASD|(9h36(+CWh9pNqj% zV(d5O!zn_152%9-Rhph7xD#VHTA_%|Cy2AaLcD_L_qXCgkO?!LvA3DrbCMnakN|0Y z5SmnW5tYLsd+d~myr^P(BHdD%!3H2o5l75gG7z4+-9ZRLS5M;1_{*)OvtIf?>AZeo z*96fv;^>%(8)tp+0bwsC%20LyyDDGL1kMz_1&_TS#l65eWdlXh%)Y61K+ZSYzwbNg zmmPu^U6&?=i>7OMBoYXb&F7wcs(gc!FO>Yoqmb0cUu7`$GIv+H-w>nwuj0E0#!U~% zUkUS`{x*iGhUJYF1b?boLYv~P9(#H@jo)qU2z*B7u80yXkugXf@T19@Xlnk3A5JOD zzWGDd+q)1eJgPFt)TXUgWSVyqf+7gLz!t@uBAlyZnQ}sAp1^7WWiSj0>_76z55KwG z`fM!~7y{`e*1?WCsvXKFVw;$o;B~@=T}m94xDf@oyqgeMBC{Cq)ms*Ls|GjO7IhkQ zUpnoR*)VkjWxDM#t%e)HQI6f_IAK~*1qN^=PZU?z(ou_F6A3AN>s_L`hx2M-464PV9I}&U`Jz5M-u%MT-=HJN}k{3^HD3xsEt+0a|qvXcevXZcS zgKm(GPOT1?Bv*J9`zA(l3A5)Oav_6RMLUE6n&Pa;kQx%TGS4=c<^^Rvjd^)*1__X< zDv5b!|E2~-HBi&QRzu`uU@Ie%j!~&K!+rk20hNO zj?o!CyLm~n^iiS6$rTW_>X^RWmPggqeh}>%Q6dR%Rc*DhO2n6(i_(O^_HBadTqE?`c%<*5pKn>b19WcZY5l- zWSO_@C?3m2jlG(*{DCKL$I%iU@=+ZPhRl;cJ+lfV`%SprtzQN@gSB+dXo3Sqc}?{9 z9`TV5w3XQyvzISX2u}c7_QDA71eOzcXa}1>l=lZhS8l2(BiC?yK$lk0cX3(D!~wVp zY4o4Ygt`k>NDV5y?p4Lq07m0Mx-CHz{kQY36tyC_LH6TU@wd-eUqAMbq{veO@!v**}3P2Ac>H4gxGw*atI_g;ACbCi;ZQSeQf4X(d-R)$Ue` zEPPEkOjVmjBD+YkIc^z8J_@&j$Ii5LlG@2zh~i%<^+|@Hu%v^2`QVidcK9Lao$Z*w zo&5}D59J@htf17fv>X}tgkRl23Rg1`NZMZ0xE)Z{jL6TiRqTquAV!^xiNXYf63m+ z1X}|V;lETFr8_ebJ}n?B*eCItNcTl)Q(KTV+$bv3gH)VlS{*4`Bbww;Z-O}^z0n+M zqrJ+|el7*kFUJWJ|_5AODc~Y(v3hTAKSx{#MpelZ_We^tH4jzfMgmVH*g%%r!*q2uvPdg7UDED zQxsxCc;oCJ)i`hElS%UP2W;48lniwUV}6cL*rtub5hzkiGHfw!SXs)K$*TGDHdiQP zMi22>=r3p%NX*1LQvagw1K_?KerSwyIA<4eKM8r9R?R)Z^|){T)Bq9Up%3 z&DjP2trI7`P?AGZDDHml~hFnaO5=JzTv%q4?#_nF8 zc6we;K`UR^P8yEiX&Vm2jv0_faqfEHO@7Dm4G$ zpq@7}T8)eO46;jU*F8Cdq1~_}hsD;j8m2%R^wvqI=vN719-z)JU)r5gX|iHC@N z8N1)k9Qgp#F&|*p_595}3&DQLw8Bn`y!{=&GBuZ$+u|_wi%g400acGJ+*im;QXXQm z>#fGjAkyYu82o*)MA$IYc(l?*IHh{X@;)xp4o;zTvB#}1q6Z3_&at?g6M~<&zOzDb zK!c&woEY^Q+%Wn?WhTe*s>MsmJ~PYwwBTJU54Kq8buWeG+^pbPR*pQA>z0SPV^+8n zEPW<6Eg7n*?ue=H@W5jcSpBH-}E0ZJ*Vtm)6pd*dN)f8jRxW_ZxRvC*sF{Yqky zbBPM#f1*8qdt)jiEmV@zBa2FB3W0MP!4DZi^Ai4q>yl;pE2^J0xJhpD;q7EbW~WY4s!;sCu-Lbu*zSyRUs({rsZZGAxB%V<2X@8fRK%)$#B-+Y}(V~SF z9lp8;Uj!SZ32o3+#uP)PUuffazdwYC<^F2B{%L zx<_PS^Y1?-u(tf|sDEC1T!-t;lj zGFowLhP`!k?Il7#!wjc&dz-?hYgIkvK+Uf;T1v!-D7bd#6W!>SNXg8HUo<}VkP!|q zh-DdTy+74F_xN}fcOim7&<08sM%xEG^U4r?ceb41z8Y~e?F#3cyG(a6(qSIOrBPUL zUKX+#-h98j!^HwH!4-bLLi>*)N9?_a@t-~rktSQ^#*T1k+wgtg5NJjpfCSF-tE%FG z`xYdef)b$B1E4`U|Lr9#w~8SE$g#&Qc;VqX^RW!!Kp`ObYBY)sT@9!NC*trpya2)6 z*aXk!I9ViN-Fi)xPHF`0m;PE2D)uoW+LC_f@CiM78BCShaW~9^mR5K<&O)lh3`J)~BKd~Pp@l}5;m^1qC;2m3@ zMzHJ=aJE05NE8QUN7@Zj;K#o1p9|OWk2}A&D@o2B#wD0?P1Tb}WTtbV)6>5U9Q;jz zIumfa{k2`6ZlEN6=;H%N;gQE49n12_39r0~b?k!h$6K7+MO$0zjA|R|;QnCn{!$cRw?CA*8KPbC(=?-9 zV7!QLdD%9fTio|r4Mu1!Lx9z=$-ZHy>nTcw zQQ{k*bUW;qt$&|yyiww{`v5_f*cTL+?+E?$qiP?YL^Ro`e^HYL!#XTPs^||p_VJl# zFp|6xM~@Y@@ubi7SqhJ?BL7ABn?5#p=#(}70GN!;{#2%kA^&gap#?0&L{m}UO=!qD zPl>{t|HBVQ@3`#yMCfCS?M@t zciSq?s&j}_C`VSR8=EqLQ92CG4 z?~i@lVCli|_??_E2JErv<-lFb41(J0706D_!4nH7oes{nffR zXFQiHlEUJz*?UfNeXS`IU@XKP%k>Z0uUx#UR^J$LXph_7mPB(|3`KKZOB!U}$6$@}lIdA9uuHdm+h2b#Z?qgIW7(&p=a!YRKw{{{a!?|Ih+ zGyn6ml_Qa|p)wDV{)rWlKvHy-;@ZbBMfTSV1)V`2QaEupWjxgwMVZ^OQ@294T7!LD zhu1rOg=KfB`ukiN6Mxf9R)<>r_ooM6FB3@|-*dLiHw%Ts<-;HKiyOWiQ?ufZfh?wj zAWJ|DJf6W88h^4_TTql@J^R!3i*;@22X|W-blh2ZuPRi3sZjw}sy}1f)j5p6--p3{e{Gk>ZbR--a^XXFp zZI7X&APiM4vnc8i&T6GjsF)m@Yi)|N8q z)B~r~qG)KOaIr6^|K$+Px+|ICk)2jroK5fjffou$Ac2JtV6Q=9;+=>|j&6sR8d-d?bRj~D;xJF^RtaS^Rv{}Tt@hu^a=lV7nZgWG1ccD30|I5p zR+y6Lq6{Es7*QaLx!bnqMr^E)5wUpYP3*1PEQi@gN{IlK%nO8GnJtgMh%MQELKqd* z@?=h5?dLi{sY#sGQCBkg0c%c7jBljcs_;=PD@gR?JD#LldDu<2H=lXc(IVSV{Z~9{ z<*f14&_kCaI%$r4lfg;wpYD$>orA6ueZS|(55?B4D--PB%t-bPk7XUy$u>`F{{wYF zioWhByLs%1e{$nrZspYDkLQb*f0dTjM*jPT>(P$p|7Y*LIy#M!i?Y&RAJ-NAQ zgcMpZ^b$aN7Z7BGQ30|0pktY_g5u~rgX3>}be|bsZ~1(`@U{QO+A9C}+0XOW=l&Hx z{pq*4?STjRudjZQdHWp9+7*xS+Xo)y+?Sogw|@LX9(?E?zV!Vc^O|$d_{Hz<@*JjWh?D)VRc@-JWdFYf#EU3~NB*K_u%r*YXQ zKFZV2JjPdlay_p)_piA2$JcV$VT;*o{sN9Uct76pk;^&r^mACg^nU*H`#xqJneUiJ|ldGJ1N`1K#S@-zR=@ZdWB>#A!| z;I2RXjvH?IJ)isBmDE!g|Fv%2I##S$L3ejI#~kC5IIj8ct5~sWHCO(}=eg#;uV%w& zh0px^l`MbaF`iwyhEM+A&+z2Zhxyr!zol4==<4p|OJDpFqoX6adwo1ItI$MJIBHYU zMwPTaifvR$Ya^s_jmoXxB)#i8g2T?H_pd%kJTmA`uZ(roH-=X6yt2l!rPFxgyabyf ztuvBZOTdD--~Jt?DDmLR&1}s@4cCX)AvS$p{oLL##<1_c`?6@!A{H%L#DWD2HfwRA@9Bq-lz^ z7MrGyEc*59^*V9vtfOk3&U6wd)M_ett{e-TKZty2-v}`3W8`Y@(SlepS{s>fBo$<(A<=ela}A4I@MRdUS|8YIT-% zcXC&~%Aaag9u|1ASYU~PC4um#T9tciRUX2ye)=>XY}C1WbQFlTR;{P}L4UAL0YedP-b)nZmWyOKhw zhnF6D5QiOl1cT2!#{2&93TDli#qa+3J65lKmVf`RFJQumXI8B6+Z^Xw_vCZ&p^KS0 zbs8rfdmR7$^)GYX&A(#9=z0`5?ZlJWXRp2K@9JdQjJfm|E$_Pg19bNe5Jg48AY|Q| zfpHJkLJLA_vfg? z4`pQC5WQ2Ua`@qgQL7Fi2+u5EPT!O%ob!rT5cq83k&zMR&6~&Xe)qd(xJwkWc=2LN zk+5#<1`a>$F#3BsNqutLf<5=;IW&o?+(9 znVZ@zL<~j(C#Wrk_}L{?e)(l&?g8|k`#!{k6nY1kXy8!jnRxnU4yBil84Cqef}B_i zph0oW`$58Tvkio(cQd5RC#aRWr=nue7uewExnR|jjI6`j1gmz3KOc462bg$pBjnHY zEUP~MyX9PG^RnqG6Ax)NwO^Z?{#?hSb=wo+h3z^AzzewpLrKg?5<87e5lSYYC#X>n zLw3pvMzSiT#Hz&VO3Rh}$h2XV!8B$=l2G^J@Vg8zo@ckR;)A_5gvd1ai&k7 z&ccNYx&Hd=IsNq0DHaQ$%6Go?Esi_sG-glh;p<Z^Df7P zB~VLaa1EvY-NtS~ARb!nsscUFV~M5{JnzNDY5Sx;3z)Rt;z}1+I#3GPFB*fZC_aad zX12Y?$RLHTZo~w{Sz{fF$n808H zH;4*CH$Ph^ilThkAPAhhyI3R$g8cXR`K3}Rmy8O-vFk@sM7dnXT05p~LGr$3*LxI2 z1jfx*qeM}ZyX>>R2Z4LPnwD*6?PmMddjITnqPf#)S&OuRs=Auz>Tbk_wTz@Ox!}9f z60?&@(BN+7+#LZ{6|10XH%`#liO6DvUbL|40^S-iwvjSx`fQ@4Ot*AEPd}Pk4m8Je7 z+y9nRk3Np2OP}O@AG@4=_Sug)y?tmUL9B%+pucZ`z2?Aj+M+y!QWYNU2+UtxIE1j*J}+UfeHP_Y4n2IVeeC!Xjzxfjr}Q&Cd^*P+dmIAH-+eZS zaPjM2mp^y++;dO%+;dL=F1ze9G6TZli;v*wV~=;FQQ$3a-owrFPxZO8oxbJahfN(9 z|2poMDl1m3;PT5a=Y8*c-*fJn&8xTx)q8IwdFnx;6EDW}O!qAdh2CjwM9>tX?*5IZ zZw8wRt8nE+X=a@(q$X;iMhZb;j8!u1*}NNB5DMLWE>Y!qMX+v+rbHaO^j*0n$ewkq zd7A34zfLf3e~Jr_#duk%%$ogtS`=}_Op67K2v)O%nusV235=7aDntbYA&de?{=$gJ zlSKiFg~+X++MMh~p(}f>ky6m2Bdyja0V_neOA5ZBOnSczYvvn^{-NQ#aI*b)ziadodIO7heT1TIT~7UjoB* zLL#pGz{k*`IwHz>C!foCr@YcVsAJ3Dz47fxoDhZ`{QbK>1*GDjKmy&@Ufh5@UcF|%JTX%FG572qI~e8x1b{pE6Fva!HN@k zuf>SnSl%d6%Z-ozfv?~7OP(592?#el@&_JS`(!@A%A}fH^$LHCr6u@PX!%>3w~G6T z0{1U{WP*(MHntS0RhA7WELl}0O)YZ=I$1a+q{D363x8+BT`FeWG}&kwSE#~p{4vKh z^(m!wiA_U+>3hi!VBaf7rvgr*6C zFnY_?&^w*3qh3We!V{EuXpOIHKF*>!yq3b0+0VIO6CoSIjit&N5zL63j)|)jaL*lS z=B1~@YYC?|tL|(HX=NBwC}E0Y^$@oPieM`nAgOOtJ3AT*Xj}zA)MB5wm&)=-i1s;( z;(|jVjGnuJ30gD;!YIH#Nvr+;7P7A z#*@pYB0#q7R_s)wDP9Y(fDk1qjllR}#4dV-ZgRVuc~kDvK2Naiyt@{3k`!9r8BlfA zcvg)#QnsN6gM9u&+(%0x(oujyHeqJY&ks5ZW zj;0nVSCOtFS_m>zI79)ILZqXJ6hbEgZ!J_4*IqsLWhKRxo)o9qsY&X@)>CICcV!`g z)K&c%Gp=zZJ90ClCKiV4=*nTJG@1hOE%@__rCf904Lmip8l!>=-2coH?tkVnBntrY z)_cVTZ(BBfnYSL(jq#U6i6$3fD-6|@uYBzWmM(pk&wTQ&G!msF%zZ35w#}vP+Oj&< zX0^TD^v;r=iBLDo2P;lIyQ{mG2kyUzzWy1^+dY&0nJ6H|VRU2z>xS#>K5KgO9#>`U z>Qy}a_>;W!h{cX@ZS(|a5>Y`nBEkFayDxX%c_*L#^r!jOx4y-N7hX8=4n+mRjy^yc zx%UQS^)d>lya@^&dB2rSSS}U9?x`D3-vZc{y~rS_d!S|erGhoh{ZepQ>8bViwGedo zZ`4jJG80SK(X&Od-kXE75-QaPeg(@P+V%!_B(jIBwD>QR8p#8<5I=b@h5b&VFk{b_ zdt@`3tZEQRDVPzE5!6(D2!uhT+7_yR& z(uqnLf`m}&sCBY-D#i)28+Shk268>3tZP|9t0n|e2NR>}yt_z<21Sq};MULN{?s3z z+};og6DB8>!Mb!69g5q1mI6Lh$xd}a1ruubd#gn{|$%TLx5M>1>a zgx2+iKN!?Nn$?K1dhQ}fAY&dj z`9o*SH0bZ0!p5)0Hns%rY`eO`-hTnO>S!YkrJgF05xR=5g6Y=4B2*J)LtU{}=_&}_ z1tHk(r%M?c9-^nKn~{+rL;{kyK}UBtOCMjt?(^pJgCG5jzkAQS7#bP`6Vg>KFf=lX z2|@&=(TM5lEK`qD);;?acRsR)zV1#s%0()*2A$<1|M}%F^P1Pbo{^Cu;?&a9-O0K& z>lv6nKxK54MjX@C-ObR@FjJ>Ybw{@49?2{*AN=44dF^Xo%LNx)Fd>P^=&Dsq3JVTBNJJ){XLfvTv5z;PoY{*Mjg3NN7fNe znaw8eOK~(Osg0s0z?3_mcVEXfmy?o7kB!cEOM#8yb;Q5_KJkqClop*p&^x_3f0OMg zVq=JhAYP9ogP;wUz!mf&BoG-$N0G*}5U+xC5XGS36wo>p{WG+&7DM=93duOo3L0vQvp>5CoLVCAvGiIb-EYmh^TJ7fP-}yV6Sd7XcR_XApv@ zu+fV>53GBU9YRqY5sWQ5)X1fMCOQn-`d4V6x9lvEQ2<554}Nwnzr6KUX3pH5cf9_s zOzZAIq5zFkPv|mkH9o$}TNjLALT4e>Ld3N{{|RTEd_2Fr?M}`){sc@AK)C>kuS;&6 zln9z4wFI$X2dj=a*J4O@qv}K(?~6MI;t6RMi@DKpLJ1_`W&0e#sS6M1h9!5=Tkc{; z*A&DU)Zko~Mo~}Jb0Qp=oP=iNQ^Z+Cv*0+%$i4r)G0|^hYmuGLp}OVabuq)Wlu|+1 ztFOR}&S0z5tWv8iA5Qr5ieW0%ggs{UuxMJ5?!v~_h;4zOT=ms&@b0(0g|B_%8mhyi z%v-R4r=M9%|CAzKy?u;UYAku^K7RYh`>74C=KR;Zn*aN+U*J9Oemnp1AD?5d`E$@> zFY8yW;Pn@ukJW@P{nu3-xA*`Wg(lfF|M25Ddhx*%J|m1VELyaPC!Tm>LOC6c8>C5{+9S7-KJ_4_ zV_$<5yPajYh2%vOSuPdA&c3ZWj&_1@7y#9@#e*|}9*G2~9|;=_LFf2b)rk?5yL>gJ zzpRjr9RUSz-Bnog6pa;+QRE5}weMm=83}U<8euYKveu(}0vGW83#r!#sO*~nxduwgr`!v>Lu+!v?vJqoP zXD9vr{mktsbMfQLDOIZz-5zbU!m|ex$CQ0+hIldEv2L%H(yH zXY4=zx3qj{q|RCx21p^`-uv(17k{{yPk!{DIOV8Ax%88tfKq_=6sUFxXo>zsLbAb%p(m_l5#+`L(r+6Fs%!w zmZ)_a(!L@|e+SIyLVC)M%+;+Y&=Y?oZrPtWb=FqRi0}k22WeKfjwIyFeU9YldHd(f zwOSsUpK%qjrMX-)gk!8_GlOBXs_?>$(!=p~$T;;|fX*kSB8bAUu42tzuHhTr}1J{BKx044~T zGk16P-eW!s_TGo179T<)1zvvkIgAdiBPtYl<@x8a-=YP){H)V?_Sxl|JZ2)otXZ>I zk;#~ipC1)4VUfm?J5Vu{7oQ7Qj0mmn_+(`L#@i4`D??j#6tj4`u~5W>W8Rjtl;+UB1<|usfK~~`n@n;P^wubdnN|# z;$~7`hd0G}W-TtO-HJP1Mx6z{(A|Z0c9Dc3DNQ3Lw7%3|#O}&X?e;{|1vjD#1PKg1 zeSIuj_9(a9b}L68egs$k!x6-dI)C%w_cCMpEbe{qLB8_YFY&jRzMWaK7Vzk!53*># z0~sA!NAL7`TzK+PyzAqi;`k#EXW28)^2JYm27uwgRea{Et2pPV{rJj{ZeYQz>8u%z zx$0A&;(dRADTU5H9)9>fUj3>|xcJ!P(5?a$!Yw<6+j5$vRei6GzXW8)?JWIctcu?A zgZgKTYftkSzQn?4Y)LH?1EC{w0shVE%$V=;(+j1R)FN z&*kXj4(FP0TuY%;=7LupMWf-Ya0})ypr>yNX&jNxpGRj`53>h^MY|ov4{o@f$Ox)1 zfBt+_g+1oaLlF+xcRpXa>T8^G+L=82`zGmV>8M<22|W;v0j zUZ_H$vk%qHTdjjaXG?bdwm}tw8GB-V_V%QOD(TuMVf{)n=`osN7}DF@>q%#cDT5oBSE-UT5^R0qN(7s_ zF`w%(yEE2#t_Q}Lb+q}1Rl$uBEU`jEmDnm3wTxOzMU`Pq8AhpK7%fCJx;tp}^%3`U z(I^&t%$z&9Hap2#pJe>S)y9O#+`!%yykP#meDR+@$&aqTj<0_6D)vA4I4=8NZ{Tfj zxP(Td&J#~O#FAytP>)lt`0&U0)y+TPiFE<*xZqq~^Uk-y$wzbSai?&_-@cRoyy~;u ze8-A2NeEhBB)IHltFWqSSvnZgNQLeQ_MQ^aTYQdoHoG0+%(Ks>86Kse zhO^E(BPU2_zuc7&{F}F30=QVimz{JRD#FXpco~Q=S3wu`?r5%*|KHKn>TL^ z$=1|Td-(U5$_AnnUQ1@t7n6|&horK>>urwRQd%9vM8)TQZwEm%;W{QPG%b_@5@Z%m zcWkZiyNgT{lFA@KZ-LD@Gi}l!X;g_ir)=}vwR^88UB3#&La~cz z-(x7uJHQb?8GF}l?!c&mO5h}>!Y-sZ0AUB1A{zD}rsUkvX&J&kv^Wcq$dSdu3^eR@ z%OEbMvlv6ziJBsWJz&aUd?tL*0Xh|>+b0^8eVn8tg<=Y5;P1h}Z9^qMOypuRZI3VZ zAxO{(QuL%X0Er;X+~LM=)3|w9H$NylSH1~RQ-E>$qdQ;TNSqjHZ*MQ9Qi=Zle(H?| znx1uP%Ki4A_5cAQ7*gjUFgCXip3I$Av8=_b)=)S13@u?5XVXsx|^{S6&dy% zLXC{c_H3WQ$qH@xhqnkS&9sYbF`v$()=!n@68Snhrq$dfHD+4&ZO3l6bt&%+0qdLa zSB`pdoUCFz1GX@@{_l%e%Pbt!Faxkh$~}Hy-r-=tn=|gcDAnx3_n* z)=m*zqD&UkCXf{%7`veRPkaoBWGh3yPG&th@X#Zg>*R;kFlM5(G&}akX8J4q>%aah zmtJ})0|NtGam5vs%f7;n5$gB-5?kz`xbSF1e3*f?V`4PJa_@v23raoD+oGv}O|ry~ zar2VKnA|^`#x2V^%Vkz8TvZ7>dfAeQITIBKO^`R0l~T;4b+#1EittR>|H%bKaTT9} z1&34G=O|3kCqr%3pj=&?rRhPU6r|t<^dltbg0LG*5u#qOGaPX%47lq&>_wt!5cT+| zhu9H1+W-?FK{rI*KKnfI@sSZi>WN>;%`*{LpH%2|Ga+y!6GsXq>~P%;%HGIYbi_3y zjK;cWiHUFv1gMF;bdtLHVt}HbA8u61YL^hr>=Oh5rBZ1-#sh6%WV%q>3s$q20mLYY zDh*XvrA3tvYw1)=SuI6PDO!k70^AL5UBm|#KT`GY3!8P(zd*K!EX4~Rs*qY}BxsUy z;xQ-irVqY{pDf&u!S!o6`qXsKeS(p?8EZp}%R($CT{GTse$t}11f{S1O9v?Shb9ti4cSpRqv1ZL0 zzVVH3u@b0?^rgu_`4E0obY<*75YxC3Fo%^b~~kNyPfqD~PKb z7+trL)hnN6N~1(zTsHd928(TskV=8-@E{|_B4Jm7xS`la1#AtY38ADwh`|!5#gJmK z&e*7yG)ZYR60B8MltRZw^{FcV@-P3wC6`>nrI%jH+urszIy*a`<5`)xYPa;kwCQ%9 zbFxe@aVwsMBErDH09Rdg6{}aT&d)c1)+@x1+)lLD5txqN+)^lk8S~&xszU_Dj*U8y z)|@`&^XZlVCW^>p=<~h+CK}t82_l-z+gXo|WK>(R^-+S*Tcn-?nkK}RVG2D>WtboT z_{Us#-F1BELmy)P{P|l(IG@*f-?dPMVCrn51qTs!O#?C8^!|6d9yvl7glN$12qVUk zxv&$Avv48-lJtPBc{g?m3A-Waa`6xnMRpq4?KvH@jCl@Xu{ zR0SF+i5ODx`f1XV8Ej1RBZ3&8JmdvkvjT_((0@lLVau}3k6R{02;7*_Pc!~^b6&QNK@gi#UB8}ZA6>%iKRm;!kH~gZiT7HYVHnSI*w8$=Ha!Q%> zQZ_H}eF8A*`{%7_**5d_vkzPJBC*yoFfhQnb?dgnnb@9awH85^g5_pq0^j7*oK+D- zvieQp?nViSB10ewVo(W58Y#t6NE8UAVl;+Sgki|4Rja7iodEZoIdiz|vdehOTi!yc zRNA_iv$w2T|98`>+4R&jhhKt?Yus?lZM^KX6aD^4PN;SiN~IF}Oeyof4xf(ha|9jx zyp$j+VUrs8n&W{N^%n6Sju6ec+2DxJ+%AGCxjWI;L2FK6AAFowK~$|6~@{Z4H7S-)1u#*nMZ@ zF7)KBfKU)a8E62Vk`iM`48&?lag~hRM^XQ9$y|5Vzc^c-XKrhg>+tS+s357L)dbdz zqJqz8-Z_QQj&AnceGapy3?L&7 zv>G#@C0Ji)8U+}2)*-Fem|pHfBjI>EImB&=S&ddx9O)08Ahw)%PLo@17W|9n5!{^)1C z`J!{V?pJ@}EpNDhyZ?AQfB3^6*=x~3EPdnw4mxlVVY!DjYuEC_YroBC11`Mqf*npY zXU?3-eaoKYZ+|j~@F>dHc`^DO8jS{D{Nfk+>Q}$Y)mLB5U;p)AzaYrwb}v>Spfn(@ zIU<%;oE(rCupJO}LKZ4wN1XIgCfFX7Anfuwm@%5K-|*JWPG=DnU-ZT{a9QHs`YEA* z@msJJG#){0)s1#c5eeeVqT?lse3m&Ngdi47fTqJpW3AHwwKW%W8umKNX^^^1^~MT_ z*MhAhri2y-oaMFU-k20b^TmWLBg=Sego<;A7u>0%WSk)@79k~|p_bSRF~-MsLh4=U zDb9tinLidM#4O;ZK~8Le7vnQ=lTZ{I7S>l>Imy8)bQWB-AjOrN1m_aVEO=HSP0_@~ zx=Cozt};yPV8PUR>~ZWK*fpc*+EEy)Ip1pL!LshmXemOcb-IK`|)Npb@L^$Ap132J-12(b} zX4-Un=1LV~?Mzu;#`I$wZ}f>G>c;Q$F~=OkQ%^m`2S4~h-ul+JQZARb(aq>$zxLhl zK;#Gi!vhaL#w*S_15u@1D$~)?$*sS;jdM;rk`MjUXZh*(ujc2!xS74@Oru(jH?l_U z2z=)|-(l&}rCYRYHXzv%NRnimNd2ae4MbW86|M8`zWZ*jzWQnaPCDr%KKjv*a>5BG zOgcl+hsXflMPqt2SC z78eUy^bd;|(wfulG+xUR1CpXi#fiNqLqOtO@ZdAx18?c9yAq+|t*s(%#2b%7vcX9& z#e;5M7B7lGvL5Oyptj8IU)T#YoTXOVM02O3^+h29qJj~FU|n@6F%(EiRY=5;sFI2$ z#<|5)tDb1Omscvz^+opG@}jdev*WZ)ST;uXF18k_ssHART;^(37gg`- zt7k8KBWPC%+0X&KW#^);*2fUd{Ize@jc`j5vY`W+)&;#KGz@a0t1E|LT?MIbe~V@t z+Xv%cs+)SrW^T7&qlrxqgQ(`@bNpR8@w73+#^>nAw%zfYTU$i<$VWcHNhh7uOp@7F zvLOIY^n6x-FLfy~eTs{L{Mpa0W7eFxgki{yH{Hr>&OV8|?tK6e=<4m^k9Yo>(Q1Rf zuJX3^VKZ2~crl9?FW%+Es`(z-{{7gLYh6{j_S$P%wrtr(1ans(kI4*CP@B5gOgrp^ z*Mn{+x}I4PHF2(QTY+Sa3pA6+Sv~W44I~|O#4hMYgQ9CwQ{0OxaU|BpI5GCfStZpX zejdqsM=B8)8>$JJf0Wd3A1}RR3V4yCzB z*oQ`AHCWq3b37EX2&OD9XbTDeY!RfzoZ(V>T#TfO5~vX2GRjkow_1X`6qUqSQZ=M% zvEs<2i)j+4w<(#nUM^@rMnT5}hqnQYBmRkn#G;bmxjWEu)ci}|y$dz}RwKx0jEvNr zrP3H^j4cJ3Uq4xUVGPvqeAZcK0o#vcxNs%Q zh7D`!9hkxCC!a`Gl;XV~xQtr8K^O#BwG^TPaU65-{s&?NPCoSviY*B{I|`G9Q0>Tm zJXhNusuWndcI^q=6dklsNzhQ7Pt_{K>S88r``olK`LUx&#@%<{ z!)a%nMHHA8LKDzY9&4>E7MtRp(GKZJ8{@Ivtk*9lh!<%O%82$lqGm!Q=|$R*|A3x8xJ5de!wM~eohaqR^* zPtbHO^$<+pv)_BcCN6GNA|&dApo|73S985M;H1famg=x;}+CnwkM6(487R=*I zU-*2^_HViAX5Rb$5A2W|D zg8=AumO@ROH8F5v@6HOTJ|`o9K%F%)vovB{(h#6ohPo8I&Sue(Oz^5BnODG&i?v5x zpeZT^uu~8T(V!EFdJ)qBVZU?Vn@$%?Dn*EM%?g6StLZZFb!q5a18uB#YYE<(MdGMRQYmGqh%N zkO>xTHqjC$BhA0v7;|#o>=VVLzEIIBbF{4(a~(*_m$qyncf+)tewDHF+Su+8b?$OC zWfX%-*(LFaAQB={@UC(|1q}**K8`G!f=~7dom3oUPx_1#Z5JnTq-vdkNi%sP5HA?$ z-05XB2tb@7MP3m|Tr!Zm93_7ai3EWtPK^mcc%V)-(D{_|gARXO0`!#Ha3 zp|~|te*EJfbI#eX@GmSkP|eA!k15VxKkZ9k*F#ZmzU5|4I^hIAC5x%E8xugaEM58p z3l=N@;5*;?I*&d6B;9>edE47Bp%4V1mfzoc3sYzB&E5;u5IF@_)v2qX8bND?K9U3DurAHqloLW62Vl0X`V z`5-w60s=w;0<7&Iu?1|Jx^1fv5D*xr^O|AT6HOg=Z|zbKpK#2v$FgwYLe{Nc&)H|6 zy+iwxNgWA-$w&0Y*GM%KT2hiS{mfJa>s{yxN=)WfZ_aB?0m2j1v6hThi^q=Jziowx z5QZVeVu`ig5l{BkS+F6>EjMjE2U<8w(j8!e*1+#Jb`_pl`WUO@h-aUAf`=b|lvB<) zi`6Th=CQ|?u;;@4khsd;`yIgj_uRwkr8guH2$8gInzh-E(#`))+%k|g&ggNu~ z;h+N+0c}_4u7m)${{D6r%$~__e*Z@#ig?8tr||tBUPq-?3tr1V{qIlkj(5JDRZl<3_kZ|f_S$zpw7M28_VMUL53q30 zx%}q0x3T!BqgnOL6Fj!$aSlG}Sc+QbPxn5;1sA=BVi@{7lJ<45BVny|`nHXRla5Lq z`HP~6$R`S^DvdZMX~ZOn)3OYs2wSie3QnW8(P)q~V$w9l7(*CEXweNQlO)OKtEy|i z5V^uCK|mbGH0li!ub~@;AyFa9IYFb*AZ|2BefU=xhK_l7UEM|_CayQ~5~NWS5&E}F znj|#*{$=}CC=`gsT~@n{Xyz^?ZK(@A86;g4UjN27vuf2UqNqq}HxYZcowrFwIW;Tp zWb@d~NQ9C)QtD)ld?q?Vq81fM5Ug<)Oc(3v;x!X-8R@MM$di&LH3WhvqTJm@xx0(s z&Z)55P(UFylhp$_$)KbG#Qhy~7}GkuXk!;4^J0ASJKyEf_rHg$ueye$x|Y{p@;7|p z%Fi-)#te4b`z2ie%U^Qw`De2>?WC*2X;gM~bWkdFU>g;#yW!Wo;evDc@>SQca``g; z=jXrTqQ5$oZ+!PhbQhE)ZIi5ii~DWp&%wdOY*wQhH|Y z&ZBq!mi6loWkaRG;(h0G%WrPyoQ}cGw{tb>!hqPUz3y)mLB5-+u5z z{GWfif+LSOkbnJ`f8%qXzmiX1@iF#4}TrCdCp2E zZHl=wV67|Z8aHC<^*V7J69hp{+5!_eve<~J)oOV$h(eko##ugXlIHWX^-HRlz?BzG zN|38kY;gss#1YOcW;3%EtLE{Vv}{YH#fmJg zotZoc!hp`6ZhHIsSv4}kjg<8F=tf`E~sA*{6ofyrI$ zinEf`8x4xZ68!@+*s%IpYK?@w_SuJ5zw#UkLCW0S=h5HaK|Qv-PaM2(;L0e}3?No_PH6_9%NIw4AF4?zn^g-FN52*T0T(Zx4z1 ztaEXh=?PhtAxAh%0x z$UwzizO6jjsYZ>BQpy|K5zv+`ZI5lVwAY%u<(hA5rEY3n`~YPnN*U}A>Fetx3Nn4P z?bOFMwi@&H*qiA#U`B5TNWd9qoyIS&`ycMR`%k>}lD9FVzlWdv^cTGD;@2{J-kwbB zx}RDjrlVY7%CuP=`_dvET~m4G*{5>vLrZz{>o4S?hyKj;{wY)v;iy9vao3;j=CspJ z;KbvPq^~o;h9!RYt6%ZPH@?xuJ-4rcT?(s~i(c~@rgV2>3k4R;dNqMs=FOeMk;k3D zLHoUgzPJA`8mZFPKaCR(+mE4Y#l>0*y!Le$0r2j>dk??={q20<(hnj@onuevX2mm4 zv-`PcaK{~Yvflv*a>0eK27y<<<^lqQ6JGXm7Va^x?KR)2kUTCkt0gbed>)HBPevZQ zQHInqD8djhB0@!!niv}5stx6Oo8p3Y#b4w`ykv_9&)@(6AOJ~3K~$`|kw@V2)d)oK zxo3nJUmDfbWe*S{lmH?0-w{gKvTXC?mT`G->e~}SjQ`!7m#t&+b|J7zTCFp(ejS4= zS2DO}4e{UzGuK&W4nubx0+lg5N<1xV{(f#6y{SuZQ|mMhz{>Kcm$Q1+D(1|c%fPg0 zn_cI*x1pXad${7(&PuDeGMK7ps!qpK)m0txNgrtdwUSWm>0o+SADx9VfiW1oyDY0o zY{Uu98*$O!1~3K@bs6g7ri%f58BWbgac1Ay!_v6KEzM3q_7E~|8S&du+&0{}#}9st zf1sI`-#&gM@2fQ1$+np-pU(>&)nEJm|+eww6iexpvB$3aFEibbL*a<1=2oraI241$1S zu}D-Z5}JV6TRIzY3_eD)P%Ka=77-B|wU%uQM3HN|P$;0*=5F;QN%FoIN`BkkEuZaM z5CnPKAN}Y@`OIfN1MFmrW>!me!-fsqeb=2VU;b44g5N@9@*jgMR`A&Ex3kxA$GHR` zED1hlQ%qh9-92I?uN>s^Q^{XE8JlS>Yd2X1aKsp*a*;mMPe-vxZ*MQPp&{a0m8atv zqmB$49N`Sa{dVM2eWKNl!}qTJ4ZnK$CSG&sg&cF-OSZZlRZlA2+XK97LK62)Y@J?b zBSmA2G*UE9AWkuSXrJ&T&&)zgy4oxND>JT50*)^s|%Q_GI09uj2r-&g^1uXG zG`CJhVMJgAt04t}Aaa@GS=(7WW#|)wqBI4`GTOu3MIIGho7PJ+we}6%bIb$*YAq6& zF>Pnq=|r<$ud{aTT9zzXvNJdRg2Gex-p``rj-$i7&QmXAlq$Z2C7y6*@tWBq%M;Ly zbz~${o0;m96~-8XVv%AP($&#P+CL4A8%UaBv}t*D7FKersX=!*fu24vK&f12_HMJ; zXP^-0(XRN>^70Q54YA z)62AhfvrA*V~A$%2ZwX%0}wysn^}N))S~ZtEMy(ObjFzNiCA9w_IoB)t_|n ziB#l2J;fYj_iUq$Hri-oD=}ln3~s#f#$Cg6RH@!`9pS)UM7u5A`P+wGLo}hODOIo4 z#<2S~wj9n2ZYki*^3CKQ7mbr3q+Vk)_3}pUNH=Yk7NJ$NsVQ|dHuh(-!i~m+KwW+K z00`B^d4|%AG0iNSJKCZd_`1x2cN=Ug(GTL<-Kr~=OV zn2-_7?Az5yZ=J5%jMH?MO>e)_R%$ufo#zun5Ja-TdN;*|1b8tY-5L20?tvnrE!Cd3 z9%EX_5?2fm2(Ip^K|+O8k`EJLw9!Tz zZEP3p`pQ6UYz17Fx3owYx%kXh!s$y^;-;rGGZu{}n`4uMB$ru`jDh|oGS3$P#zf0x zS=By6T8+V(a@EBOScBNWC6#J3#~88xgCm*~kxj%&C-e$Hcqi#=2z^5525FjLP-T#}IFB-0AH zHA`AP&hqJH)^McKkP+WDx!iSVX6Z;qHq}|3H82ncEr~+`*-6Y3d!#vdk+f;qRNJyZ z3pUanXj#9F?FUsi*CN0r4#!xDi=;`aFyStl0p^%qT zs?}-?4-GRiI+7QX-()*MK)F<+v%8COM+c}<8LcofJWQ=tYp&Z8Tems#XN;j#F4Nu9 zO=o8(Q4|4=z$QsT+=!`EMyZTeXfzsmq5DFyNJnP}g{XkFDb-4qN~J;^$IrRFv5?$Y z1ee^o0^eLcP51}A3>-HDt@4oT9>_Utut?D>*S~0Wv7o3GtWA)qeVzxWJm^AV220u zFqX-z^3X;bZTw|IQEVEI(QDn6n6yN*P$)2MU>bAg&SUDdeoBQBVuaLMs?`eX*REsT z+OgqyO85$a5?W)xb4Gobd{$<>1!BJ;I)oNRGTrwwiCdHfa$3o`d_ThLo%SiW@O&v!hC9h23E6TLAmF=n_ zbDKA}-Ntw{^(VLI@yV04GO=}oBZmQaCW))~kv&R0!!&*!NgYYdzKuX4s90Z7$Xl^> z?6#UDv$fhxbD8!vux-%wE3vDdK#OI-hpNb?j_RgJ=yRQg=ey2x5#1L`zqV$b$+|C- zwO?Da&Sc$}$=a{yv5qPdmcSdqb~Pp?(G(F1#UfLt^)qYsY>I`DS|i0+7mL=hh!@iHizFIy*b*>gonfsHZS>%2fKN^fNj-icOu;zO-6y)YYR^ z>xwpxcYlXbL}zCg-Q7LJ^$PVkam2W1fV5Gg5+_WXHiLno8B{8xBuPRPMRaz#bsCKZ z9pw&&r%t2X(aBT6GFGozMZI3%(j$cN$v}Zm0EuW8sB`+6!a!YmEv}Pih zjBJXyYC^tbqhxKQ)|a((@ z?o9o&W*+*f8y0lcz4z2U-`V@{m{iy4-rUjIDV7p`fp!2&L|+g!&|`=AJqAVZUlb++ z+5p_0WyTvTgH34*-k$1Eh)FGCzBJCvTFtWKBwp6Wb))FOoW|Fy z<)iZZa`sQ}j)yuPccp4Kb8+&%w3~1Djm=L7sZU$^Nz6b;*2+Sw_Vh;>-+%_&plj>r z`9yRFE=f=|2t0?&k0H;j1X(;TX{pQ5es^n~lc$5f3b|r$ox;lC``@7y0BQc@&HVcp zx~xh*8V3$8k%^gEvLCYUSd4f_{9uOq@am=)ykDv670SmW{8wT(@`jebRGAu*>L&-j zo!owtAB&4{{WXtA7%A&&d!`&4!pdhmbB4(K#aNTTG)X@;{|9mSf?*`rKV>mhy6yMD z#M%#O-5%oi+m9ul8&}DZlUMIaEtU3l&w~k=S`-qNnr~tFpCO=7BYbkGEua8myh$`d zELbuem}HT`jGzP;;TSODOcyngejkj`EjUS)VSe1EDLJvzx8 z4Y29-5$y68o#@<>FG8s}#K;6t+Rwo_7ft(xK+sBOUaldG&Btz|{hiu}-#k9M-EEj& z;BOqfrJ=?58@vtI4g90ClN<#)P!htylfO-Qk-Ee69Q0gjNr8!|uvDCDiIO{;`${!p zF9~bgvt*oV*a4?Z1Je2Gx2{k>6odUZ`5NbOJQ05?BJXfqmggm)$a8jEequ#Nx$^=y zqoIRMtn�m>rtDes3n2%_|B6q$kBAgAOfQD@?}ofYZ+XEh9ERsqXGf$FIrEU#)!A z_5C-fz3b-R;|0=Yb;NoYjpd|v<@{2U-8cM&azi5{^1@sA`e*9>4z9N6@LBaLBLO*1 zzqaeQ%W45Q9x;#KlH4L7j&HGVc*8GWQ-MJKr724GL%4L+8Wf z(}DK~)g*6iB8I#h*67#CT+;!9_syru{SZ_3s|^?3AtZrErp%YILax^$!(&>?*UOLf zu9XPL*W&Hq)qO{X}`U@f;Tn&K+_#SguCg$k}tZy z==;u&^dmrej;st`c5iVu&f9BK436ix#VjGs2mEY@2(01abWK^`WLk72^?O z?S@xc8B0gxl@y^q(8c=8EDW2d?o8qsY$u{b{Vm>yOiCYdyKW&u)_1xf^{W?gn%DF9 zWF8m#PeH_XP(g%VeHU6mlL?L`IeU^>YP665zCUErO`;fQh8`e+DNI_$ATPl;jfjMY z!-~o}^g~O#Iawbcw!_oU-0(86WiIaJvOP&2Kua5e4oE_%6SiANPGw`#cq%&(4Elmy z@jjwbj!bV=#{>g>nSXi``rzv|BmR_&#gYR+Gc0CLQCAvndvexLj_0A>rp;yc+_EGs zqoEja$;eu>g9N@)$A=#=lj-}fgUR&qw&okod;hrRk3|l^JBHzKPAy}6?43VUQBav~ zW^wf=>epnpS`@Tiz@4FK>s4T9aM3$T@AbLytPw;5)Gw5FL@APZESAp1NnU$4k5`*s z{=K@+=;`ScE$+{NrALzOf4?+)KGk)6*>sw;R~u;bvgUR1f5E;fVbSXa4_+ACHicHb z5rGXK;vx!KA{Qg^{SDsOz6eTYN}{_R4lx%ai(bWs!3iMXx`z{ZuFI zIdt~;xSX?%I{J66i9h3bZ20Bt0sq&BqR#_;x9A z&bB8tTj9cGBS%+^-!naY0XxU&yVHfZzJCs95`a6-jvw(mqdpE`zi^<>F1u zf^V|6Id11gw0rPx*5uNn5MBgs-pbGHhDDg9*=mN*61uo#&XSG(C1~_FId7rL{%%87)JS9t=bF{ZY&rrrCJ%gup%eW|aI zpEVBCe)wsr-_0qp;vvx{Ag}6BF+vFiqjlp{^Cy)o#7a2aZF8ZQfVpQ5#ql`ka`ToH zor4v%y3bqpsC_MjbJ2kEQ>t9`TPPV&n9^W^g30F(kXAPO&Ya!C@U(*COe`hi;*@_A&c2G;q7b`xkICTE>Fik$#2=4#))xKZo(PMm}`9W25 zv=mJIIEr$?JnT_%XA}W-=CdHt&_r~!JR74aO%88wgo^rrYP`mbUKy!LCIx2K(lu$H zt);NGJaxWIvNF^ZQu(i}I=;N5l2!UInq|`Ko+VP?{c(7s4!*m+vpp$NDy28dW7w+94a4<~jQoEU`!kvJH1z6zAf(;GdUv6`U$(ZL?GM&7z*>O!}rGtebP%%rGMO#4%bUD~i*4Zo6C| zoB&Me{4y2=aDm&mk+qiE0AsApPvC;N6DP62z*>T&^y6;p@9Lg+t{BaM{u)>Oga6 z{KlJFk~Ksxy-k^`4?!;t4h79)^EFcZARhcW)Og9_j?HefApyx^p)t5>;* z@nI602sIg$Q0)--(~C%eAy#I@OPg%yvXf~A~-^|2)j|cim?WdqJOKM*A z?m7qV&Bj26zpIMoFimRYQLB4;sGay&>2XDCf)cZ*>&mkwB|WB9*`*2Xf*y+KVp(SZwm1C)%l`n@p7JZDuPa64(ZX5}J~l0Niq%@236Vt*r0 z|L;CG*cM1kcX+#7%q=0XA0kCW;&bQL?C3wgSYq$g$^VtYDr?@yw6CM>j6W$L!%{Z}sV@&|m-r1;R zgU)I8d&G|SyGj;b-Z5b9j{@Gd!8yUH)-53v(urr&tg*%ZXLB|o)Lm-ty8^D)AyoD# z?>xxF<*w(=hxS|7`>SacfN@v3>eJJt_k^Y1%Zh2cI6vU*^ZIhwSv4v!?TJmdH-6Yz z-%M|=_p-XgUVt?1-@be7scR;#Tf&WPsyaE6_=@R+fb`F(R)c^% z(kC*Zscv8C#r0e=SS?>GURD5olGAEw4GBZWQYidk5Z&n>!Z*+0=aJZtZ5hwMs3|=u zPCI`R>&6>8-d+cQ|KvZ9%jq1^V7S9H2V{BPeY6_bdi9Nf$A6_Q+lO7Al zCG)g;@7GCgr&^o9&XcQ9r}kXNB!~=*&$jJb*{tq=zqx0}G0#OxHW8_fIQJ{`HYv?s zxTmf(cxF#H`7n0NyZ75C5kBJ#paN&~feE%j`P}DWQ~o5S&iJ{EEj?ZCK%YKJz z*uW;$;X3q*QWO9ylqXpOL{M|tZCL6>onke0xi4}>3T$1OTZ1~i@#6vwqxc&3FE=)H z|G2wTnOhbhi})`)n8**cC@1(Ka|hQ>@&j^^VD9wR@F4Mi1CRGOS0$HwX{KJax>0uz zG)9e;RoylKkxl+I>K7`R2pBN^ry*=UT<{I70k>{?OJkn6NV^>0LHs9dKPDG%rY7)s zlx~LAN$avBVkx>h#ste0T#zxy=HS9dIvEr__;-BR%A#lds&PGv2j6-uu~sD{(Ve5Y z$b~+hzPNhZu3M8Xm?B$)nh~uuu;AoCQRJK#ysx#_q1V92bH}!lY-09ZGY$o98?X}{ z=f_5X2KqeXaq<;u18O_$88*qRIm;aq=XCKTa2XD?#Hs-WHOpX_i{lv0FW<~#Cl4Gu zUI*V*U=5N=m-D3QMdH4rk5n3ScVQcQo?CtlH@=@|9t8`ZHA=aGss^HLo?V#kk z%U+aOt|N7vH~Ab>X@MP|OowwiCBJnXeixy9LT{mqW8yopTC1=Zm56d$v zm26n4zdG|>nx}fDS~t1ICbQuv6uQDR%l(|_(s|t+kXlYLj%~n1sQ;RKIAniOnkRF4 z1E{10UsU<(V^5CY@Yzuqa~s`HU(eZBl7Gvnn`bprhUNqtR1b|U*RC)%5c)s7@!kf1 za}JJ{xG-*gHd|OO{8T~3jfo{iO_7Bd-`{>!PSY=Y*?PsQ=WCd&JK<)Vdmupc`5@=i5=iD`j%j)(}ijP8v^EU^_Axvl*&0k zZxO6Y$ar=#z=7FVe`OFSRsQCqlE5lyHizF@&v2_cLiu#XUBQCNZrVdE3cZ^S z>yc4_wp#NG6U~pZnbxT?w7@*-Z3-8#+Y{10ArgiRUgzc4 zn{6t;CV(l}KssKIVV*)=SghHQn8P5IO;sM=mXWKZU!6l zX_6SHH+a0;IPiEp@+)z#E}cI<4hl>>vrR4;#;G$Xcg4PS38HGMaH}XRTF+4}gxbBG zmaqCe|7*G#!dYa|tr7mIhIV)`NwcWM$Jo4a!~bRiDiNh`R*S`)&r6Y}qj&19SD8z6 z;%Iy;R+0ag^1agNVy)Tz_oSQ-U@kHK-^*hQl6Y%D%Vs}DoM;=Ek5Rf%U3o7*hika2 z+Uzhn$D>R$6H^q?()>$Vh6%^ z2b26he*b>IBsYQ$UwjbQe3@6W1%@#%P<}pfu(^tK2iwvX)C!P6r**qKejk$9tOuCkJ>8s#X16-{#%Qaw%5P@p=a5nu20;|zGk8EBU7u8EYHyyL`Cz{G5R>g zzLcn<3Kb*?p|S}}HP8)+Kb_`?dJW)PxU*U@LdbZ$%aN-wU~@jvd_8w0n=1Ml%L;Fb zDvYyI7e*e)*|2*am@D)j=0r1my&AqCd&o+uJ&NUq^N*q#Mlf?`o3T!!LnZ26D+BMRCHrv{8H_qJwQ% zVk0#MPC`Pg#PiONn?Ro@%k6~BcUG76=UUKZUx@vE>P8Q)XCX>T~3_?Ey(C;PL z%8QfR>4HQtGBblyp$H{283&6h!)4B9P$T}_cpLx%Lj5rS8&v2lWm+be3+n#HKaZ`5EHF*g=;nlVXtN9CRtHz9P^yaio#iy5jgq?(a}AG?-_8XGhd6Zl9K$ z;0f0t%tIZONiM#zeI9^f)C`DGyfQi3Co3V0ri`nZYz)}kc*9q%{PQO%QQuow%0=yg zJ)|IbYH?8<&x!AM2wZP8b!c!7 zwGy+-{@{8UQKL60d${G#<8mVw6?~ROP^1Z>Cus6!E?{jicC1>98;h8t?PCp4Vc~p9 zMu!3N!oFDsXc!5hqKYcA%Z{%fg);&7!mncGj0Ce#xPF5e!1`a2?yFS=RicNplanHS z(!-;uJBYfSV(u8OaQsaL)$k>~HILWHfA-KbrYRtp{rg<{HH}naC#{#xc*GFDg|#~W zVq-+QKP_TZG%_NIynr8n^Gt00(~EHNC!KV&@>%rpZXxx?&xC}cE$-1>g8614J6EX3 zfk;&*5lF_9DG?&1j?OvyMv@y-sE8=5$FtVK!V(BspYaA&k*rv!7(dO?Z{kRxOEZg$ zv&5F}AWWY)8M)%DSHWj!AlZdafCEI(W~M*q$7($=B3e~%zvs=;793y5^DSe&ZZDhm z($8{%I~Ps=G6h;zwkIaFpBZB!K&!EWx#2%OwAO1eyWfN8fwkx2Hrim?T7Yjc&wZx} zsn{Q#MNKJ-Lr4gWzM%$g-vp}5vr_g0Yrz3Ca64X!IVdRTX;$D(iN5{z*F69=3~!`` zcb!GXtt}!vrnV?*xt2kQQJfOQ$4Do=+Dyk6%S3|k{5dNFW2wM1!u*9L$@}nnz&Q4B zBXETn>nw~hMS%y@ndRl?c~(VC{qW@jrjfYii;D~Goet0Bs?((#cgj(Ro6=v*(gkNr z(Cik)JhEY`>v3#9cr+z9-s`G`JvFy%cbRWU_O@3%ys zM4q)a^_tW?_A=da(tsiQP5g=y&1g8LRMfUiNeBw9@}brOR6PLly5M1 zV7PyYM*JS>2fY{ju1kt#grSzu?%Ss%b-wP?X*Wf0Z|h$?&l7^wJOBDc@g`DydFbCO zX>?v}kS!FRJpb!NRE#kgQ6LH90~aBdPM)F}`sCP~hur1jk?{Iq@XmUuB zs%5HtwaFY<<`C^|z1|Sj^y3F}xLyFV5qIGv=I!=#v47j$LT!LJuf}bOkeBPbr`FB$ zO|b$sh;5=%zKmqGfY;!L)E>qxkrB_%!gvQurVt1dKDo#i#VoXz8tqtV zk?G@meWbk)anN?x70yKs70s*tvg|@E{rIN^H)w;Z$vE(x#B{eFhYP=asw5ra zWI?tWg2j}~4lzBQ{gwzOn8^%PP+5eVr|g*s>+HE;iOrbIZdw%k^S#UZ^mI1>YmT>f zwxkbcX!pkkyvU7Hz0knDRF&u9pqHU%hT2VvyI(%l^GsO_aUla-CGq=JPzn%5WMnf! z^fLo#`dSfm44wy&z`j$N`X55a5IWR zf83`%@g(v=^BoyPMgxdPM|IFVB~!D0@V+LICTdjiBZ+lRPD0$+ z;Ejsm%nN_aF&TW&$Ah|~f+$|GV{lOX2o>dgoCYMBd z%W=Y>$$Q$t^|MDoLANI5{2KGG_+%6MEUI|m5sbY6nc0cugJVkgp^XChV*SY!Ab9iye$;Whn83TCsBH8-8f-(O>p_sbJZ~jssby zy=%5qZ}yv(vX+$8ji5PEdwrV^dO-5T_;uNMly6<1kKm;fJDk^C-zXnT7#OOKpBqUw zll-~*2Z$t`gq9?L%wLq+U!vKE66xhT_Fod;s!w^S{t{e1oPzUC0kkmeBJ?y8giN_v zNL_*oK0`})B<%lq{{0|6BL_Q0NS!~{ncEn(Du31=4!m#u9^H2@1GjeVHx#=l7;W&| zlfT;y6ey8uX414JPY=?yS{2AU_x-Uz$K+rlppRqR4+aj%j*bo;dw26(S=K>Opiu^7 z6z|1K)9Y`v9X5hCl-brdA2ZNpjg=hm)D8xzGsunjxYp)k?}X(C{TI(`+BFj@6>SWe zV;E2^{;l*WLT}Ox?;-dr+Xrsk3picM&McFsri7G!$^NoeI%Y->_rW{M&*BV&#(r3h zqu~ro^4Fa!2b-L|pVS}35SBwJx}#67^QGl8j+ltzh{TLdD{r)*Az>drDPjGMB{n05 z5qt6!vV3V4lCrQr85!0Tnb~}#yoIv{Is`>DLNYo!Egp5=#$F~R*F01Lj&HIFy8KF7 z0n!)4G?kPvse1Sshn~Zu7Xw+nv*S~?o+{Y{XXx{G4&)hDsFIaX2PmdU z&YdxiR3tMn%w?oeN!~r{FciHxMMes!WZW=jlcu99FXG&X%pB1iagMaU1d+0id@|^x zZhK&H-3vu9)VXmGQb7;)u5fAv@R=nX_b~t!eiJ&ij9#IwtA-~P46BVXKqx>Ig5LRI z#vGof5{-()4Gv<&tv{6r6f%q^Gb>COqwrxBt3y6%{9!L&e&2>})pUNpIUaEOAZS`{ z9`yQiCmBu%e-gssg@Z&Z!TLoenDU!M8+=4inN+dCCWXi>9ynaE4NbDdY$-tE zcan{i^OHH@4q7}Wlkr2<_ReKrv@&UV%T1Nhmx%kF+TCe!;_ZgaO~kJ3AmWKoKV>VIdG8T(hYEx3Ge(|V{;PbL2$%L!LjFzYIu`B0ZousXP%L?Gr+&t@(_kP> z!ne^LhnO4%8~R(R;C>eMhfw&H?XTdUs0M{urE>O;wUx9!cTFk3uDm0b4tvp>gp|r| z+AjxwcyVyX-qHHX&y(Pa#loB%jAn(bzb9JVtRD6}tW@nb((A0A zR=MqpdEJz@KHllLR6CEaI79uW$|{*Vb+VYpb1;P(yF{r~BbC9$#Wi;~zkpZ~aUcMq zEB`kE&h_8U@J2km=%_4_wrKMkL6aIBrUF?!S)$BWCtg4mw|+*2)1ELL+RJn-fyZC0 zJdizXPrHJvQw40GEw0*)-W7IBfhJY#k=XLk}eTx<!rPpr&gjHO4CAXs1;1$2lzT$%Kzv8kj&ax6vmX!+)=8l`)hJ@HN1Dtq(hM=!l`@Omt z%d{;eRC+Ltx_t;q!6?5%a_F}JXgH;KWc=x=I!P(nVXIu<_-N{`3>N6IFx~HvONF@ttq| z_*85mMVXdlC@+8y#c z|8wQvaGws~ZFgol&CngjQuB)OZrdSt9c{MROTTnO*?fIgS$pgH_PR5{^Ejhcc~H~Y zkxZppd8p>H(GSc2%0aj0LXYtVX?_5T#K^f7naalwh6AUxwdx*kNX%k6n$gOheiL`K zFO1VE(`pl#Z=jWRI61^@RhB_=ojIES$uor}Q>tBpiTbSw=Hd~~f&f0E#p-Cy-;A~Q zLQkoo#CXnfIJ+Pb@oU-$hNI9@n1A|~dw7cP4=Hp*fmHNhHrFHtVBIQlbOeLR$YR&eC-%l*3^rRx(Q2&w{*rt%xSHGVpux;hP@hxEu%j?W6W!N2}w}r zNQ%Eumg9cFD-0jJ8{afda?kJ6?ARYUfsAm6XAVY(`fRtBrC2^qcVzyx)<~<8k(pVh zdFC^KCzGkRVv~G9f|yL=G)xSsB8P8Pj6tlIn%WzxL^ zt^KFplxt@SlIuD6ryv%F|5z$d(0&lnuxaO&@y5q{XVwx|n5XIFZ{S8~dyCo}67YO> zc-{UkzwN&HK?=y(xsjesHwWimsN3J(M8ukR;*wYxS$obj-s1l7Sea|VmuEXx`nK8` z@cy%V!cNJLAuCoQXHjywBE4OcWV?7?FDxHA)cp({VW~{q64&$k#-#JstQVb1f*Uws z5)2#Th$*3{B;-p^ed~i6{rsn{nke?O1bz{X5GMxB?JDinKr~@e_>x`&&8l$_3=^6e zWNgb1gb^Z)Z_zk#X}GQO$xK<*Dhi6^*H?ML63Ea`y zSzc~#?mD3vHsiL)Y~0unt%fTg8|mi!wodZEK~SV9GV)qa?TsoxIAxzfn<-oV zUj`z(>@SizO0+R-OV^(d)nCPY+uxR&UkP-Zhvb`0NvR2e@TKiAy^)52)0#z(-A+Zt zMQFvQlg^GvvNeZO`Q|;FkHn{1)23s+E|tL!0)=oK%Besq2*DEc%s$iI=3EXO{;=1PTa;=;hR zMO#{iu-{fczi%z|39MPJbyh6cz`BXQj2$1c@ez6!bN`e1m-Y(Ga?jL83U zcVpgck|5^^7Tx)dBMCby>z_$p^~SSG37I|zUVkvW(8<)&r~1O^6AQqFy$V)}trQgc z*A-($J*p3~qE?}hPYm5Bk#xhLow;4#eQKK5n*z#;MDr(GH40?G@2Ez&yk1lk^)KWR zR(3H14H5aNi>f27q4t?JCp%4RqrkrJD^4jXVoi{BN$uj^E^akucTymJjSV4D(y-Q#!`vCl zcuo_X4A-GJJl(t&zkP6QwoSL=3R&JEs6`n1C!-K&M;R z&2e#hs=(dFW7if7>xGu|8egjI`soatUUixrMHy zUb8m%&=*Y=rZd01UT`@FyWpMq6x5ILTK$`>RrJn0gnuM`spniM>}_(;iheVKakP1C z_{=Ez8f_S>b~8(6t+3GRaDU4g3&Z&sEKsACCJTHoLFBYW17@1_tDo32sSuNKb}NfR zq{IWD!?3^6&aS*@4Du^SvUtg(nPoZyF-ZVRf^X9n^M$_22e4$|{FZEW-Eotwkdvau zlIgl*$8NpWv?$u?j7tVus{+7r58wRJMA@O?OsdpGI(CNB&+0!-z$*op#nEoRxPPI} z?%D9`vB*nPvfWMWw?^o6s&FW&5;&sb?i!wkO)T}27{btkzh#eaKRtm@vOsL~jUh@f z$jxm;oLlKt;N=OFL}P^2R6@Z<8$9r43|zh10;4&Ta_|FMS_}y+3#EDTEtt2 zU~JL3lwH#(Db?*Vfw~lG+yV6ZzI}6Kt$c<%&ldDEFZptB6J~?nGsVsypUCV+vhIrK zjQWb>kXTRe_Cx=&I;VS+weq{Pon_a;s?G+U%V)@!#LPW|EFfjYbkzCt`%h=bCs=9P<`(9&r7eE zV*1@emS}x-S$wWd` zDZ)(z?fB8}gjr_;2W8=zp!?#dvhbx|NWfY8jrG*Aa98{(Sib}737IDp)wI9Ez$=DC zS3zojj#jzp59s-V>bQKDT$8@}SQ=EFSr0|&lx>#@i?ASG8!al+CsKvcFBlq2PLtVj z0`q>_`H|F-Qv0+edT9ST{bIwx>cGjR<-bI+*Ij}4UG|4Jk$Zd_Ry@#J zlU>ikgU6tM(8MlhfoAzHo4J&0mjD_Bw3K*yXsz$5vX7LupLgU+2;A&>b0vvL51OSs zov+1S32>xO8ZHB`*YYl_2Z;>-?eqivy=wDW%IBAt+Mp7kj|iys#v3;o4|Qdmm+~K> zyUF#Ii_G5duV0zD?r#9^$QqBFV%wiUjn)gtV<}e-*eYFW?B@6 zkcS)W)fyKB3t{?}7Mx+6Pi`l`F#Z%hZm_5my5au)2S44FAi44Oz_~%~6*X;U z<)NWBQzSJ~CR3lMLF7k&s}RjmFwx;g?vr5%w+4zsqU(AqMwQRDS&iY^QA~nkxyis= zT71D!iNP?&%7!ip5_F1)BNKD$I$SctfwQ93qGAi;v$`U`Ks=*e=Ny*z6+DkTr~#*5 z_8i_W!!Nk%P8?)`gT(IssU3G3CX+`-EqMl?%CuS&VSxu_LG?OUv>R-?1ixOn@gGBXn8oemcw)&_DIyH|)WZRiTiKrCV-@I1WmLt7;{(q=kam;IKP8 z-xO0w1;_i83#&PCgdEJdz2$JdRS4w1+}HqJQy+j8J(x&u)!9Z<$p@$t3qzd1WsLi8 zQM^4soO2Dq3P5qzYJ2?aU$Yw|1SWF*-7lJhZYFpbz8U_Pp98?c)IfT=Mg2(U$4lpp zd*_2Y5UuR{--kLn_-PXm0Ab|z_7*61g;Aj}!$dz3xo&;_qzm9=mpequ?L)y17wQOH z=qD<6-{?UXazvNo=Qk`mE|gtgHH~#!4Hp)#Go~A9#!;>jI!BOcXG`+XQRz67d(Qe% z#Tw$}y1ZT32qogl(1liv4_TnekE+B@&^3CU;H~5+k)p})9KQwdOGAAzfd9SXhvb5- z6O@T8eI;C0lEOX|>M4Vkkn@95>fEp>SUQ{3HZPR|g zTh#tpubE$28TB6%#4^bn$I-Tp^kde_^8Mo}^F!a(Hrl><%nyZs2++;OOM#%Q#4mgQ zU0s0Vf7-$B9OBvdhwMx8dpMTj$BPv(*p7Sr1E^YkX~+m1r-as=SFO@qcS6=&cO(9n zKD|!r+yf9*K43Tf@4dA@r{!%g>z5hm76~G@FKV zCisiMVmVe!i1uSk@biRF%-_1bulU^k(*c7>!6If`eB_}1CW)iD5pL96^BrD#$cNPj z|GA)5Pv44D?K~PYEXk4zSRPb=XU+OP>Wa*;Saol?F*=2<^s%7oL_*4u@GK9tSL$+Y}6L z@c-Gwasn>$oR3?6PfLURiD`aRPA+|NDqWvpoeYf$e{q zC5|C5a%5P*39)8B`s2T=;qlPAxqn=kY0~Wr4JG7LQsedZ=c4(L=)a@Tmn5sOFbKQ- zNR+Ez?)dD?==bkWXxn`l@_RptpHVOWEVcqQN2SO9_qOYV%DoNu%Y1b@ISu@{HedL< zv`<<=Gj=LR7c_lwlKogne;c`L!r~X)-h$}FSqee?lfOG#Kb)*&Db9M;A!Ws5T%l(0 z*q`dR#%7T$pr-N2a}&$VAPrsM6wKU$kl~M5WDPf#Gk>#0 zokQfEK0}nPS~cBnw#|23PtSJk+XAJdb09v>8Bf1ECm`*uW$`nk_x3GfD&(X&F)P|) zi|MyorGJ_{I*j}O#Sa1B6g-4`oRrcGQ)TtgrcVUZ^7l;XuT=2nv7iK&q|8D2*7CbY zw}I1vD!!W#wD8uVr{lse14`^Hy3x}7N&rz5lKbOT!JwKPV`xSFfVIpHzF;Zg^6K7t zr7mQU*gNe%AP<<;gCRM6-a;E>TGVkN#MZX$uBFV_1g`9w)1nT6)12aeT#V%cotT&y zz#{_3XUuY~sl$qS;lFYl&#*5HZH%Y1|Gh8AxeaAej|Z5e5CH8T&GG?2WCnu6jh?Re zc>#VH*omQ3_JagoNi$#fsGhn}yt)7hLmeo3N0N~Cae|G`iXz_$kB#_!w};1uKu9|7wExIq57DvBgvK7qMb4B zhw5Ke(JAZTzQBcDee(OjbBpi2Y*v8{Yz^dWP6ft7q^l4!B|0v=W+4^+4Q%;1rgnM3 z3)6Mhk`?ejVr2W#=EkSgzeGehuT-s~%fMSDc)a1}wV>mj`h5B^(GbK}etz}NY`}S% z_l@&(uh*f@^EsX2t=44vvck}6+U793q)ewZP{8{zQ;~*U(xyD-dg9@o0!SVwACT$1 zF{J%1g)t5=zNTtaI_vA0(iGv}eF1iG&e91Gd2k4EDI$06RJy4{sntf}M~!oe1aX$} zy$A*YSe}uURis^W6fOh4EK0Rlxj>!PAe_{C$-Fc-R|{+F(Mg$`HeSkDW{Q_C~KpdvK5dG#e zQ3EEhhp95dgKYu(PExY}7Bvd?A_(|W)LAy2?u(|v(e4Blz ztr%#YfwD`3BCF)W(G~vW&fsHlf;mbW%+X@&NSq8e&zwUFUYK@-3gOTc7^xaXAFBhY z4AvcRBU%YcOxp%pu@obbIEu^`=e#EouUzoPaT|zB-8wL>5 zG~8FJP9r$Fk7g6Y6Av|VQdP@$Qb1y-rO`lo5K#ua|GI?cX7<~j$|%h{#tJ>_7uK8R zi%CBQ_P+`$v8?(x1>`NzO~srJo~-vY@aLhzAFa&r-p5sk7(t1Ysa0wW`l0gXaZ9++*fmOvGSg18eK zOZ@wp9kkT7)%7VttQUCX&Z;d9%g7+2O(z7X!(2_%*@6hrMq9H6BE)^586qIZy}i{Q zU0hHG_mrtJS@$8fIE9BJHag;cqW&5NlsP~Yiyyo&3@nWL+bu1-^^!z8zs^g$Wr6w% zs@ul-WP~7dz^ti?Mzxege3_u{T9b?w4o1x;8l8HTkCt_F08oknLp@LHmtNw{+6P6s zkt6p`YHC3Hd-8C;((4X~OytXxz_vd|)7$;(e-XiMyZD;Jp!knKwFmJK@u?=cdGoIjKS@l~<6TiMG^3+xqo&RIEqSxv&J}%DFwpmCvvu09t zBc%yjzG5}x!M)CF9$xSbmkX;gtsM)6|BA=!s{PWhD@^bCS0wL=Xk5GGEV^VGGb?X+ zR`RQ-gc2~#7P9Nlm~0>v6c)7$AHRorr_F)$PCO!A*^ z#*U83Tz-(@k&&^kWI;;v;n}&rvTIv|?3+bUHDgoA^2~*;!~|GgOqqCD=Y(0m6E;+u zSF86(Nb$)XXR?I>%Sxeieu~v976naeAKkOvGk(O_m&7rinpE<)kz@S(GNiJ&xI{W0 zZDcUOWC7IM(NUFte)nHl@(>mIK_$UL+Us{PKaU(*c-`8s;D&$x=ZCU=cwi3q?AHBR z^3?anP8QljAh7DO3zom@W%I*J_jx9%#-JZT_n~F69yO6Vl=EL7M)OHY>CyQ)1>#RR zu6@iNMsist0NUO@%RY!#lG_G;j9=jGSf1-?FYfs0Xz6b`E-~O5DC*v^I-8fv7SOnl ztnc8LQaf>1>BbIB53`#{CK+_wzdWSaJGfzi*?f-QuQ zw8{Kp!MRhfxrwim5Vo>rwF^-ipJVY&5h_O7XVHa1s(z4vF%p*+j*e9kqNp2YLpPe0 zn(|9LBs2F7^fXhj+bj--T31Lm9?pl;OokUKTn%i;03LpM@Afc?x`cuVc*}`ps4&dI z3Y81jY6M-n+<5ielIW2Ak}EC85j5hg-5a*v>kqyI{tdEDfuMzlBy@4IUa5AiWSNgNf4e=+{|DZkBIvU@72Q zrm3CwScPPQ?%oi&&s%ae1QDhY-JOE}oH5qAV0^-WT8J^1Auos^{2NRRdB))5oG~%v-&LD-Xj!X-9X^-!VcEvDKoMj5 z*WJc{^_5;Rcd0>~H)js&A9J~D*I|0qx6llGSCC&>xN8zGKaQx{&L=lUrvmHe0)rlB zykB9FAU3?-pMbcK`ZCS-K&+s);Ays~t6rXqL)l8cbdu1=V9D=(`AV^?w4HgIz+=DxW;O_2lC(nC7el0uO(>>GO zRi~s+g|y}<=htQ`HsEAy?+Z3W{`k}xGo;gRhyyjzU9z#U=HyVBss`{-SZP zm3E42$zfPoT{ZhxdIu1l7>5^O0r;s1tjRQoi&a+viQ;jcn0D*vNXBBg7QmQrs)`kZ z>WO)8Q=cJcrhut^qPL!=i>83nT3U*Y&VQ^1@CsnweO!F6axDy7P}vrH_*?fP`3y*! zMxu&PDDEM~XCWEfD~LboPovJ}b+D>z>7}rkiHQH5Ey&l#K+TEKdGLrjgbpmd$Ga5LydVl(eJ96b`ojM>rPI=6 zRY8S+s|k08Md-0FmD#`zG)U%-ntxyV-scR?*{qQ}vQ$?jCc@I`vH!(?yZ3C58b2sX zFSoWRTjsg{>F=0vz&3J%(7jpn&d5UTD-qX|fX{LF(?jn9%Vxgliw}?>EA79x?Ci1- zz-IEg2?O5UH*dKn7ag6<9t7X^&17jt|2$kKZbt$Y8;-&f%t}_Z5Gz0n)bC@ zHMwQdry;1-@XM4?$B=3ES%uCqY4r0$g50a~H+k@2r2@jovO)pY4F}W8Ktgj-=T4AF z0A;ctk$V_cSF>l@Bvzk5pJWZbFSLeOkIJ62o>(YniVXKt9B~pNrC8IhKkJqDp7dl2 zZH+D3;nztEltNDmv0ik0bmtfg{7e78O+jI}E7{nZZa!JyLL!SprjjT;tHr>BV6-h+ z3cuPy!Y{#H$1J*u!U*PJ0GM&>UST!4Dp97958;TYId#H2Zu@5F`U~ZYo7Bw8Gr%R2 z(|0|QJDROsDdtEYKM{00)Ba2=3pMiT*A=Oe_hNFegx31aUd|X>kn4NmA4NGg*$dx+ z_}jy-=i6X@`-#6_K!YPKh=8bOYGy?_oJtkoM0uWg3(QPa75Lo6oz4tVtJFC-J`m>s z&fS*rU|Wr6D}P|XA{sN~4(H2%G(-Vz}O)sg%F-I%rs#?Xel~WBP&hkle+MFczEuMSLqAVlb+}Jq2(=dh^F4I0=_T%K0pskaquADnN#i#Vqte^uI0-*-bA0g(~ zyS1e$oi#6Lam?vCM-+*trzd$sVVSxQMF8oPi}O(anj|nUI72aJfa=&kIN6%rN?4c7 zG>~9K{?g_hBp@)7rbr9WOe{5;3di>?!>pcfkxx&pj$OWsbbIT#`);>NcWeAA!L&nF zY!(U-QAnkapQ-?wW9A`KH3%7MT;K^n`$_b9{vnfLzrXN&{n+WjL;vdg*Dnfk*r0b}dzK@vvCkYN$W9kw}lN zGx^w~9tQQp=-&0JtmB8cg{m&eL8Y0Lt%II}zfAHUcNcw0Pc=1J0`huxs|Rk=XGsb) z5vh`}%j)bb%wcBpLk^j^tEt2>G>mNKCVP}JpAL6*`8xNqFW8BkLmmZa2*301nUXKf z7zYT?>hzpb+n9$s2Iv_%^zQU81-pu5^T=r;N_0KgWP=(%%ddKmIX=BvpS5p6DzZgh z+dfXqL(`;*1y9;Thk=mfkUC;Cq|_KSV3X-$9?OQ_hfqn!1T#>TMWz4sqrd)(BriwN z;mEt>b=DsAXLW4;TE^{HAp7ts%U&KAm-Q(lSA-3E(Ojg?^!}O!X9EV`w;4 ztQ!<|ONtn9$`uTYS}{X_eF)8Y>JFbBaE)cM5krvS%>$3Q{1e7QPwxw_BWDy0;Esiv zI>*|bcv8w|RnBQOe7u3)vax&_*1Y+IDNBqn?--?&PNcb(3tP+y18cHBq`nTau(YHs z(<}=_5_^9QAH6`^^X!u^v0k(;hpPHICF>65GI^m-Lr+h|!t%~8eFR+bP^ePy)f#>C znx{0MVykbhnEkhf+au(9rfi_$S{bdk7+mR@9fwc;^=p`t3~zM;hpQ0U<5;)UAJi|0 ziT!E14}WoK_GRIC*6*1woWZdwG=rhAJYW&Y-``Vj2y%D{w~yb$YiIf$6)g9D z;0%`=lmp5Nq!&U0^>Kzw%qD8JLUR)K)x^Mjo5`;n3A9kLx=_%sTL(wCpk>S)^`b00 zr}0M6u-uX;=+wfM{^rjPCQxOkriPg?GXp_$c64kUZz4yBh3b@stI(@JF&^F$*>~kZIZE;JRQ$&bj=0iZkv4Olep5p&%qMW`#R} z_COTB7R|zVt!!+dB{$*{%LGq!VO!toEy)p4E}y=Gil>59=)JDY(GN#)618gI8+_lS z!bZ~@9icRS*_p{Kn^~eF8d^!nJOv{MmWqnXIt@vqK8tt2p`4_`aC=k)m{Z2;b2D0j zy_?{g2@2W~gS;~{9F;i%RrD|&8M=WNkz(`)*OMiu1=GlHHHpeOqN4&K69KR#K|E~V zYe?vqpILEhM0DcH3wHVmo-wj=Cao~Seg*@%f*l1MX*9v=jA-r?4vU%Rp@ z&qyecP_Sxo^!@aJBdGxS8@izX4Q}ULU#C1>kB~y8q)iXqGPp)B@&3i3Qle#$I_!$c zhdC^Cy^*?2QU0Ey7TK)^f?>Z65B7%PQ|GYS%{RI9^BZb0Uelo5Rs@y z!}K{Rh>r9P_l?PJlCKxJCFxN##mEYG`j+kK)}|?Tn=JmfqM{qhr^GU|ku7B+rjoam zc}H>k8o#L2;aYSz>b+Wh6tq^(qpZy(J0P9MXI$_x`kqjW6s1CC&1q#yFvVT2+fg|z z9#=jbYO)jLvLv|l-i==KFZ*h;(dAUZkLySzZbz( zBjCPZBsf&X11!(-n&uap>JyVdjx+!|DYS~&i0v8%Wubt(HFM^Ye@c4T8A6pu?rV*7 zfUMK^L5G~6Xq=&L;v`*sNgBe-YQ^G5?L};$1yw2c z#R{FXpS_-uAc#*?f+A#G%5}_Y$dq9Cw^69QFI>qX8*fHdNPQ=}zfC~ZQ~^zF&3sEn zga0QeDcEYA*p4Uk15MTJ65-%|ZZ{23$QOiM-4G8Zkbvt;2{%*@w}uB%fpMwrmp}xB z%|0wymB~X%;_@WY5V_ynQrNOCAw)&W?-pEk-I=xoi8bJjO_jNBX|SpfOVSM!2N!yB z!*yiZ?%VZQGH$vFQ%RI?!mv6y{T}}Pne)g7`kfz9m5}Ls_oTjkj%9u8VJH%Ds}Ge( zl6Y2?7fc`8?dp@`-6T{5r=hNzzD8`J<$nx7_!6I#p-ZQl7q_?wev!+Mhlx{Zv2E2F z-&e|3A^uVm3TN_r2(|@u9^6thErE|Fnp3%C$T{XJbA~Mw&ue>hd|TjPJbmfM^%Ik? zyPfyaQ>$E~Uu7)K85?`kb$3?Y1-7NF4dR+gS8P~>4e+_uy_~Ut-7bZ=iFjlZ1BeYJ zm%m=K6y^Y#GjNX3E70s^k&YiJ5cLf@0}&jTVS`~J{rGA(OXE8?d>okVX3HY#aMr}d z8t7y`a{29Y`@hYwB@xY|eZA3KV)G-Z=h`5&J{hSK<}6kc%#OPZwN&w#xyhbKfH8}p z=(W(hop4|axn97W%WRmb<1jLCIFV}>On15zwsuW8Xc~D>GT6PgM*jL*Y=|urExB33 zGM)HWw`xo*EX*2fF>oD~_qhdGKp9Ua!5fEi<+W$7k`EJi5f7g=NA~9M@4d;mQaj%h zbt8%cFntrQx4#KdiTROP-6SeBV&OgQH+uRW@2kb!4%`Ic|xuvxq{&)qt2a@RG$WpATpct@%D16s{I|2 zSOlV8%x30P=X+}_lR@XBHh){xZFP;JO`B`2*<GZp=G+5@qPJ6f$5&b^OFANYQ{LcaBj21mm~{HMOVnk)H#Vxm*djhT1U z&-8Ltz~s>AxjD+jBAF({P6&mhqO@0lDQQ_qMPD1?KWBtQ^% z8DjIW@&lv$=hjo5{hi2jqZ67x@ee6lYkC^t#J;>$KbN~xYDCy16|u$eSPGEf>kGc% z4`*4Pv(~bWt1fKr`(r(~A(lTt5%N{?AF6KA&& z8-HbV*+lmUX`z$@)$a`}_bAIL$?z2y<-6^H2=!wlGf*~b#)Q0pM~C(5K6^E)_f)+)$Fvoez>V&>d`4hs!SCE zRGe^dU?vj{j00+O0(*`X)~K_&#cbB6n<79;C<~Q(%^zkgyE#~i&d(HXj+w0d;A5$! z`~T$v>^&}KnLYnLZu%54G4!2r2)g(B=hCvuu1$tLGaph`Kt`&zc>*0|$RvSIZ8@Q& zoaOtU3&)P9r``0cp-Fy>*CBGlO-a0iQvuPF#=?aJ;Y8yn9^x%ZhPzZH}Eq7bd-S*XJoVR28z-+koR@L)7bme%^h7Rq0m64snuF60 z4SM`j$vtixJ#etFuw7GASiowL@b(5vNJy-oo+bo5-BL0zAbvXi!!cTA{;o~y>^D6P z%{TofJ0KX*;<^PN5)$Ip&WE)zU91R1Y2k8mb6rpW@Vk&iCXfnJadKkwIsFl{v0?c0 z=TDVp;^AmgQWA)bjSUlv)u1I9om7B;FPwwGC!A&Cy|6<66f6h<0m0kbyQ{w+4qzA7 zug>7l;!TpHNgCa8@$d*UVCCEOXH)&441xJhvIJW{qm4cIS?(>uP9HylP?I-BZ-d=a zg-NH&?gzNsq8;lX`ZSz7By&bfdWn-mZ?MF6G-?&)FCoixt)G@ zPN*c{$@@DX)O-PyR$B)$7=rEDi6fQo@qSeTTRl{IPDV$!Y&cyJeYcS+zK zO;1m+A2Z7kP91oBXs|-d=5tOMNq;ZNl-@JPBd9r*C+x>=(giYqTKyG3JetWixZGq< znK`<#vlG5Gma()b;xE#9{TD zVC#j8iwmeKE9J1^Yn`2Q4l$vjFr1v6AP}IW zr8@&(*nvj_YTzz^`6L9G(Fq9&6jZJ+!h;1Lo1GRLZE^eq0yfUhFvKyxe>yX=u(I0h z2}c2DJ4vCK0POP36|)C4=nBkxzoDZg8C4JPo~OQv!vOFV4xk<>({Ew|_8e1OJMs3g z$4_aeMdII^U?3G~eJGiFf2EnNzP|pu%@mbVo)95$c%0AqFE=Y6#~*rrenLP`=jG*L z!a|vvngX}qpDspWHU5Pf6cps`>zmziot?qM%8K6RbplK?PE3u)2m|xNPdE|;3o8q; z@}RHQX(U#f`#CL&YLm57+;JL2GCcA@Rkmf+TQ((Qlh|=FVb!Du@34S9u(f;##CPRr zuwmihdqzi5V)0mdfW*V!M%SdIq#PdmYM5Bwd4o|{)S#~WW*G?7#1-)9n6TaVR5epJ z-|ZJz0kQ#1!B3}si*@GzmhkpAY~CIqgfQQ|gZuR96L8}=GGQWsgStD3QnJf6$2I2f zbzbnkl1-ETxsbEJkBf^7LpKp~+iZ;?v2no7y9`#tn5rsf5&@4PaEd`52Q!k-^F0T^ zsp5LQuYP^JG^6C?M#apGdUv)aYh^_TFiiei-;zB;;re=a=>Brkdq7fs|F_l2MMxqs$YsRD zKx88Rh~(tt_YV&n-JuBH_ve&{v*nrwb6O>U_JSyx@)8we^f?LC4`)>^!48TmEYE;EP~k@ zEsw*$9e#)?DF1{S;IxYcibb0aB~cRaIuOucN7uczcpPAxnVWAMAIEu}EE8s$G}_G} zmzS4M+HjYBY-Y_9@(HQbt)-%(f?jR)gaHW!J`=e8B*|nmmN{8&f&%5`nFYE5w7fw4 zpBhjJz&@SG6PA>di&`qHNKM57rX31YP*Cup(FO~cr1ibM$iYPNEkIfVd!K;aL=0)c z=%9;4SthG@pJHE-OwvHAH^B|5e!-R~)R}rOKQ2aI`V%kkXs+vBP~48ov-`Nv!EJ4V z@EBw{TR%%6d?bSf%3pbHW=haNu9{P+^r~^x|IVQgm@Ch0{cv6*d%8P|l!1sZ)ELGu zq{z`&q1ROVL5t0lC{H!oYJ$w3as@x31HzV->x3bj@# z>(uHR9!8qT7ai=4!~o{M%iu`5bcT|VqhNA0whxK^iqSMcC)rFI6Bdv`L_m>8F$D!= z0|SHg<6{R8DzxLZPI5r^G*{qgS|>$e;^RkJPvjLy$Kw4%K)${LfOPq{2Z4Qo6Broy zp~Zy~kIe`b@YRAg%YuMWyWX7|4q0$=+sz_Mh3)U#(9qBTb;1EXM3fnq1B@M5AQDni zu-MqxNhv8Iz*5@+raLM&Hnh3<(}j*cVK9F-UD8ER&X=#aurFOikTiB8t^gv1P}o<{R>x$%S;^#N0I1+Y4sccm z)R>V#Q0edeOcsZd&GHB2kqv|t2lb0JK5rH2e6@)o0v6ETM1C*u2ks%j$G7Gca6$}y zhm9RVEt?P=HTf&RZ|edcolFQZODO^<0rSnYH=<0t5)Z&35rC-srzrs`^iQwjF@G?* zHHdg>`S~-e`lAz|ONjWKP=Ut)1RMnzOaLqwfR65;j#pE|1cWyx0YTLDwMST37_MJH z`nxZX^2n&~o<}-D@llvucu*gHc`&xOS8SX_5dwZ4G0szBFEM7a9-{;CektiAW>X^Um;|e=1_9-QH)mOdSyw6?V`S=()c- z*1GO$TiXM}0bVu#5irD4yajJ z&=zWqWh-^6f#nz%91H@4_LdbdNC&+FYDV2ZVe2276eIEUbaxNU&nE{>QSvD3^t$G( z+GpsFlwUONyMv3Jlx4tlV&OlTfWyLhrTU4i{?U0TH(~d!X6k zdm})S`$w%Ug72P+nF33^T7BdEGYsM>iN^6v5IQn~D z&kG5#GJu;>^77&h4-W&9YT(l7ryCrge*1v^JX!sb57;IqW7#|uRI?S@qfFDEg^v%| z23^aHJAY|^=!vO1bC8+|10*pd@Z~WIF$fw|W>Ac5G=COjktW1jDs=O41ZkK0D}ahP z2{N?$l9gpHx}cH-!RvEay>&a8#*`aHHl&Mq)7WyZHi}Mj`lPKM4xx^bR+2Q*;1af~9FDLc1WYdJ}ShipHg^eicc{BXZNwqkg@`o6BpTxTyXqz9@@V-AJK zexYaF@onQVy;4p=DI_zKFUK&)UAVIh6PBgWJdc{D2&agX@Nl6r){e(6cn=n~2?h3` zvE}WYl7X7}VJqNslCvNN!~ zteucZ3~CV(C~Db`@w8G@(*sDScm!&!Z#|>DUj6Y18g<5i za#}D)g+h1p*UVEcP9vp}M2M|Hqwc*YJ@kZR<;;?jXjZia+ut+?pRNop8J!Z<#lnFH0COz8@I^vR<$oq?QH6XnUUyzO86qYb6sJn> znHnA@;Qr&HOa(=QxGC`N^5t>TqL>^Ddn+#30J1=Xqy8x?(YNOrB|zJ?Bj)YJ2bGqVngjO82Oy;!^i3h12^{d)IHfm+ z67+n50Duq;t;7M7FY19L$}Vzo@!iI6C)l~7;$m(J*iqg^MKt22I24$a@3~;)8HXu8 zQy@ZXXr>fQ*#RG5v6IrifT~pxrmbgnDmmG0Fa2!Dr;#|PsRZco0EzJ#1Z7*!D5q;B zMgav~D=i@*1WScjBq<>Q4ZBI1WYUfY**6^rLCQ?W=^#aNii)B7)x4+QGDdd*fi4B0 ztvu17gxOiGI3k`A<{yw98_QyabWB`a*kTPNv9vWZVPBKI@mx?afQX-;uO`fbGP7fh zgI?yq1SvT=ao@kQ_YDq0EJrhFpU&fuC4a_1Yzc-1K5b(D`uHYj=jTVk5-Yp9JeQQs zX!2K<3piPGC#M=M`!xC41>%v@>W`5*K{j}-ioZT`0OR6T8M4yswDsg^zs``l*;9_Q z|HmG*+-Mg*|H_h_fe8cca&#z70(L`QU^VQ?RQ%ODaHjh$!r9T|a2ZDM?H*3s?xE0J zPPfs1EUg(_w$EQh*pHIRCL`~1G|vJ^r!EF#AR?d6q}>B>=6wgwNQXs46av_5p#6_P zF1ozDd{jb0gaK35`rnHH03%>ydjlE4AQ15Te^dPr zkpc>tu=Ij3uCRn8-iByhtQ{Q)xAZ+f4`4fe18rtn`EO775yPoSIn=SDq7|W`)R^9xseLg2&7q!r#ODyAz&eiUK_n$3 z9A4UnGM#RBKUWR+3FA{yG2_(tK;f6Es#GTQ#UUIBm?OS=a649=WZy%8i?A*5MF1Ka z8mNLD+|mN3p`|7447%J#0$dNl08-i7=#BIS(0WQrO57e%AWO!EmKkOT_~ z5|fSqdZ-Yv2>>J}325J>ygVbbiLtT|Y2>o0ac?l->DsBSxFri3(0HyuOw^)B9Qhqx z7nHpGK}*01RYV5|o)KA1*}^vtk%u+<#U^LA!v`%GgpeQ;L6W651bx!Pv?5^DGl4+% zI?U2ygRJ|j4Jc7G-qr)m*N3>lXF9K8@@L~+T}HVVC-vIl%U}A2NO`CG7@R(^Tg$jk zRq1g7=0`{rCOLT`U}96#(!v4O>RHDf8GuIPeCh$XjYUKh0~jWSfFlDD4J{nN2Ao`6 zu9w^LQnIqdvK*-?DeGHXFd)FNU2ON^0^BI!A_0%<0QEZz=>F-68c@uU=%he6`k%jW zk%4a`UJf%U2RG6^(;1Rw?AcdxFj-?MdA#UH&}&2*R{im{Cm2fj`~FwU^Q+3l*1&j| zt7)Vb?dte4*}F-BBEbsX6w|j292fVyE`UzwvjG!aa`20vm)XQCb(z5&%9%=5RKs5F zw`gPK=i9xYvK>vFj;EW!0%1YS7a=mpV8Y;1FW@$MA*t=)$AcOpf~kTq>5M3TAj10_ z)m`=hF(eqUGtB`I$@?jFW%Hk9515n|oGb6w0BrCAgq{H_4Or4qPZ+RJfcp{<(U2)I z)=U^oSuIOWLJxu53odv_8KY6M3FLd(}2~Of`SlJKUZ|+^gq|p-)4u@-R zScHeKeTLjCzE1bj`HPcD2I3$&vm8J>ub~WdqW!d7BHQ0A76O0$J!QepLlS#t zPn^d-hhF-b11c z596Sf`fsptn}FREhm7`B!ur3S?*BOrdU{JH3IBUJWM3e|CS3x@SpVH9uBR7hDv1H; z`2Viz|GT>Q%_B!yconVl~-=&y4iLV7R zJ9aj+=E#Aar6W(nj4K>X0kYR5BIv2~i4tdCpZ7(s9hLIfkzWLx2JJ_GZ0vn%?RGv# zmcmcwP&TH46uN+$+?^fABe!2{n7n`1|_U^PcZ+yAO zucs%BPo*Uo6;sA-;VrS*%K?}8ot=D z*uKF|#lltsj?&xGrTla5W3)^eDS(xi-#sCEDyucsF}jTfRadHO?$8EL(8^!8p2=w0 zrb$yq?P}9~Wb^l)#bKhJL&2zLf}zNO&CM?p=a7EzV)fo+_OO%rVhQHwKBD&H}^lKVrtd$>BwZXVDBnrIfNF{KlCB{|9Zw} zCc_Gr(fpC_EinU3p-C9Gsd{<>8xpe>3-06bRXblJZmqCu-6#QY;C#|#vJ_= z?K_-nGg)g(M@~1>>Ar`RoNeZ006{FC)9X(>#AeB=OG=O_R-0ZG=H_c58g6ARY-?@L z9ha?wTyWi~A!DiU265M?pm=^H6&J!PuVF3WFwQA%;R%(S4?vQ>lvXnm$p|FVN}aq6 z5U3qL5aY>x`^Lf_|3?C@W+)Qp5VkaN&vbgZj(TAj6<68$}jENviQz zjQtRqXTh6eszVVQ4&iYK^EN=48@1Z-1>0vJ&3*77M4~+?dAZGCgYmKL7tPTlTKG{^ zl*hG=yr`Y%8>cN}E}21VF541!Ktf1kIREZmrMc5|(@-3=@fhCo49{$}2E9H}4a@Wq zUP4ck_y(gx+YXi^nB{~_!q`9;r&zd9@e{InYz*0IXz}b+2Zp2Ek4BUXfz%+*W@VbQ zlCvpBx>1dkk2Y>Bya--%|nOn8eVv63sFgpd~Adm!|h9;MC z#2r6)XovqSU#FC^|8hX!ot6Md0B*YK{hFN4tY)83XX46)bioy3Ui3p~$8Q-5?ilYr zJ)LjgA{3}I_-JX{+S@tN2(2zhC98L#Y?6{|;0a}T`3Xr#tMW&5NH2-dyw8VzYkefe zU~qkY+oi5pgKcyl|3x+kH7VSeaW%)@>W&>~)J9w`mbXmVERf9O{q7~@S8pjoilae) z(I3KLx$(v-zm>}}&2kD}-E1^N4xuzux2#vfa3uy#2Lj}e^#H4Y(n@=CI_tK7z=~IF zqztzTyQ6@+&nDKzlSiD9FP7deU%ffGhguQCx71OJhDzLUf0_5BjS-3WD4K)*@s(Md z>e7~H9)z}P%MLo49Z6!R415ndv2D%d;-m6VS`v`1-7+(4%FJTcucERd%RMClbs}rs zrL_99Ngro{9Kl&F3w9{zOET1OMbH&3!N2UdPCk#I(&4ErI*YoCW?CW z+-l{~+ta=MKK+q3Fpn3``0a}PS70%V{*5>3S-{VC<;}e29-$-qKY5A#HUrCo56FsS;86w4|lGa=UA%5=G~da>h1uu6o)7FVhN z=R0rvXR2f2AW;78Q8b)s7G_F~N$;%F`Ozh>$X8C(7lCH6c&l2I6Xkcf3+Nl2v8tGX zHY^#hK6uT_%W^l~#B@K-gWV@;UAS@)G@Q*`*Hpf=2$N)&1>8GzYgDbZkT`py4$Qt) zm4>=kH-PYS40ur*G93EH*M4`Uh> zN@oBMzUJVqIM-YBVs4f6Ww9}Ple=U)_l2fXK$EDEoeoNTL{Q>a-yO=-G4b|zfmu4E z-iaB%0{Mx94?-RIM32AX@;907cwOmrPF-XZYvyYphkx?DG1*D4O3_0c1_c}#g4Rp^ zFBc$sa!20Fy$S~uOug)R(f{{dC)ISsXY7>T@3*O{b?O z);g-QN8C`czq~QbjZUL{#T#5`R{we+Q||0b#GNjXRv*qvt&|7FXo~Y%c3&Da{ahX1 z_`BQcf~4TL&}`nEQsdBbeL6PfzRUOJFHo!w-7vCc7G?f2Ef5Cb4MlPm0=W-dB5x^d zbS9r>tr?87HQtz5{aE+>6zXl)5QBUXCt+42z);vV2eaZrdC7rZtrt_R+ozi(u_Q=| z_4MmYLO()}i}#LqoW2{Hz~Vg0m6i792>JW-yC&GaT%gF9A}=*_e?+C3X69J_) zG3F%O`n42)^|V{yeD(mYrL*|69JcWMN6mdv;g8$~RKH=B|4$UUleot6_o|y$Cicha z#zP;87pH@EIvl^OHc?8@vGn1eCG?Mq$4@?nhRVspJH1@P9||rERNB{2>47+%YP*v% z=}crB!=Jy*J)MDlA2Ztzj8uLMW(Zjs^v>@DZP+O=k2~Dst-X4oGYYH-KpN^-Ve0mq zC$1))&%Hck%vVYlzjx-aBFW;nN52}rY#iZ4F}^M9=ULXWoUAy{xaXhvW3YLC4Ve?H zrI^nU7|idkCv5n>4b1n;)yBSvFXK4fdt_#Ms}J$6bk2pZoCtQ4pEv<8KzvCYsoYoq z{Nw=cXSt^@zmRGaI_5>`sS4B9WHr+R*EEGxi#oXTpF4~SSZtxO$R+8|L}U1eKnXM}!o zp3iUcX;AZqyo}+wk4%6#b@0M8_COXU`pAeb>y25U8Z%03&&F#j`+C5O_M+~A+58ec zTjWGHW-nTcUbJvvoMk^XR&St|E8%xR#>+1VVqTP-GQIWvQR#S-$42bm*?6C1h zal~(Q?yAYzQ7Q8nl(ts~9vY08wvheO&rQQSb7+sPw@Waq(;C#|tPf@kSrs8mXuYC7X^c zKwiCr5ba5EObO8dZ-PF(%2vTWi)&K zVxA^0)f#1Nqc+EMeOW?)9p?D3xmV!8vdw-i%*}DT&APSLG_fUS1tm}>K5p5nR*0o}hWx#`D!%Y@{QY!DWox^~H0%3n zsezRY1kw)o4<(%)W1HDfGCnMlw%zg0z&+JlEjXz&y$E%EwNqXeXKdAqiPv0Crq9a@ zT*$Nt(A6YS^*RZq+k#cTJ5#Qt?()RTky2lwqdmg8mo ztE*^_>+>VEl-sAg&FCl%ubIV1VH@qV57y5OW85unhS}fwc+LdGq;Q)*`?ejFj`L*N z1~!vj&%NVGK13aJ_!A-m&XkrC@cmxI$Bz)8u;4*M#^=Z{JiU~;^T$D1WoM!T?f4)F z=w07YT{Vi~Xo$H&*P7%+8%b(ewy{x>$4(dk!Z(g!&z%5b#dzi;;o8>BP^ZNdS*j^3 z9Y^JSV;ovAeQsUV#BZTn;#<#w$DdVpRQ|Lb+tU%hTJq$j6k0E(b=|H5LVpw^?h2Tf zve2Ifn5_gJMb+Ob73+_cOl^F9n=b5sn+)(HWh$P!gr)+=)*Vtq_BcVZ zu}~};5^x;%xE)#1w0_hBHO+K>IZMG38u{oDIKn_-cjVlX@(TMkgQdH|o#|f7Hw^9Q zR@`8>R%WsDDS3_=#6t_B_*_|;8knsY@y!R}`x{HoDNE3Xl(zt9x*i26!Hu6LZ%%DB z8OGulfk->f{`|Y6m9I_7uslY&VOSL>_YZ1BTBc70h$PU)CvYS}x$u^=v|-_fT{C!^ z=TDinJ@m$s$94wGLD;q;p6k^?35NlGROd@bBrO&2Vrpd1n36%B1Lxh!8?d0s^*`MW zLuxV`W*-Pxg&f1Oh&y{Q$r(ZX+vqjtmtIg5;gO~9abr;1G(S7NI-8sv*n{i**~3W5 z3kHYMTS{RpPDBSTgmJztJs`Y_JRpu#DOq4a<&XfB157{LK%g99q4oXK_=<573eQMc zS~B@z1rWMRlA`)geNQk{(tNu`5S>?S4O>_|HGKD*r;;>-#1Kw~$tEOxb$7LKU8i1KK%1$R~R^bn?~|RZ@2G zzj*oNE3tKl0gIOlu3^?z5?RuqA{%ZerU;q080{y`Z$JGp%N-+nRPBs2+#7iKGemWd zk2?SP$20j1Ktn=8>WrFD#UQbHkog*M)S|J@mRKuMCI$_qiw(@;q}`~(Fyu7(#kZL@ zQRi-0&zkvYhClH|M#atg!Qcml56}Ih0F;Y(*Zl%!jtf-jS@zNQjvqq5tYaOYs%t%1 zcL=QF7eN!IY>>Lt+(TW%?pJfhvYn60v+mJ+kGJSuS6c|~jz4p@X`Z4ClDj_r(YlBJ zK0CtHE80K3n#%EM967GyUFZOch=eHq_+d*9W<6(eVRd}h2KAJIF-Hg|jGh;Arq2sT zRpMzhoTh%SQSLi5I(w}vO_>u?2N7co@}OrTA_Y(|W?@^Xk>bL}gik2Pa3&D*iQr!F zAfBV4cwFQE(%wn?>*Ec4I~z-XqL)|f@amuSO?}3@L6?&_d5C?%9^1#M_hPX%4ILoy z@ZYFt6|m_2Lso9RFqFMU#VeuIMIy1{6` z3^`mk9CSS=S3$)xUa#zrX<~Ayk+>@VKiuyI@BWA#K^d+yUPzo@8@qH-!c<$oLnIn*y&Y>}C@IY-+wyXc#ySxja8^x%)a zf+5(12OLrU6>z8tc@$zvpovR{L?4;W&lTyUKxi(ZYVg*g0MUrRJ&8xx&uesEyYSOC zlj`lUhf zln#X0Z5N+bkJo8>y*u5$I)w*|U7&I>LaRw4%P|$ymr|2l8h6u$`$xQ$bcPC_;G2)x z&$&KS#GVDdHMTRP@UUssG>%-tA`BRA_k50=e=LoaDmNsU+dYX&p8ER2%2*; zA~aSMA~Z<+g2eV@&+Mw1i+!WF|HE@e=l-)i$@+d5CABaqEYv~tuo`kmw7K*^laq?$ za>2<-{`pev-8ZPNL9*WF_ZSkUTesOyZ>Dou*^k#`lg?tG<#?!BlyzOvNorV>Ns^Ko_#v)+ z4uu+`NQEY9TDBsF;%p?k!_z0vP2{OpYv1mHN_e$dqk^v7bL^2s1BsADb{ausutAlhv5Iy6|ZH-oZZ@(85Ufq{8Z9%*DK@@ zSO(ukeS7X!1x{g_{~4W6kJ){@7>=Xy`Z26{56#r1sO(giI6bFB9m08TGQ(Ll*CgEu zKR(ICnbd#fHGh(_&u;Zb`*-2P+~ZnfqRWY?cDvA!=o2^rh6Ki~MzU=OAx9tKo3x$K zCTuFT28Q{`m<+)}X_k=_5k!7SO6k-X2_f(vOBXH1UK4*7_-jwqCztgdL` zACG2_=dE)79iQ}SH}pw~<_jUZb^Nm2$+BET+P(I)CGA(PAvtDWP*-dP=P%qG}zZIQge;H|P(~O2JCfzzJ zC+sxaz$m&MCDy;6c_uX^3;tx~(VJeoOIa5n>b>M6`J?L7g}U2UcPHZQAdrAi>l<$13j#!LyU(Fo?2=`f*BSFcu6Ucv zTg0&~*`^*{NnSO9t(1}{x9s$&a{t+##ggnbDce`4WH~-ty^{B&%)QgK@mLEQD893S z(K|fYAOd$ss?xBVP?T}=G~Eu9$>^{pWyf??nD^G4>O_AO#gIGBOd{7rN?NASL5Dl} zhO>-sZ!SGJZr{g7_Y1@d`gFB9 zGV=dN*E>hY61IK1*~yM=+qSi1+qP}nwv8RzwzHFtZQJI_`_0T*XXcypUw5rq-Bn#r z*Lv!?uKRb-9XZKKhzWb&$-KQjmXO@yN>5IUDLs@AF96mPuzI>fuFMXqqfgmeXI_rB z7QQ}hoJZT>WW{DndrJ`?aUgYdPLh1$B#PRkC&5^VuE`1>-VUBEG`Go=8}Cupyom#! zWGzH$bZN`KhXCfUojK!+?8$uF=pvZdVM$8WH7p)qOq#9Ma4{Jju{CB8!o?+x_@D`9 zNnb2phjd&{LtQb#i5BNtwKJ`5jaKBJ53LKGsmz?p zDXped&sSUA&K0hN-LFGbLpZs?jEvQ>QnDJXOXfbcR}6R4QYp^EZ~j&2zPvJwJLJQT zpEt5y=(}e=wph1-<$J{_vg-x}wsv3oaZ6inc^|dOBA$Kmf-j;+y(cymfG4Kp+a(C4 zsPu4pZQ-s%UcqXOnG>nJRwZP!VY0?Cl1H-WIrG8WY8@6ZBQm%4E2nY!vShPFZ?u^( zZYQJZ-d6I-Kn^fBu`44^RxYUX)tZIJ-#QQ1z7WxadOF_l3+3h2Bg-nPv8KATAZ9~C zw;XH{+B+mQSB|idW&N)06Xw#RmUz7Kv7}a(x1dZ(Pr(hI+>+APKQ%iW~|j9>UyDyGpx5EZIsm} zf4G%5f5lyR*+?tbN%8S;yinn2gmv@f=1fAh8tXHb4=trv;JJvU6t_%1`#ujQKd9Ny z^0-`?tf>qri)bwfas?hK8#vid-CA(pp?R}?|MgZL{}jvgRl?5QB~kg5U0lRJRZ<@% ztH`z5LaXtgU%((nLh%_@)8XhBFULD{jMbiCiXeZ9AHCRmvV@llep1FK4t1=s{87fn z8WFMBdm$UAAKEO_l#DXDkDR?+O);*HHB|Wt30m`T47XIyU67%6JbTT>Nk>r{y zKek|=T2z6zoxZ!{jzol)|Bn*3r=rTYFN?tzlV__D>fPxh}-_`232K6%n2-r+MnKLJ+^=L*v_C$Yeb~DO#EZ-;Pna?-Dv7LWP?CGiAmC5t}b;AB35gFtz?-zC* z57H*3+mhs41Fq!vlAewvwV$FDu_B`;#zz~wy(OSc3W!|S2B{EouA1v8O?GER*IwJ zN>*TU#dAb7+J^%6nD;2o+6((`Aze->iz$vU^h0Qih8M*#(S;&3c*>cR$>1E(Ncp5t zP*u|;0ePiKvEfW?aO56iz#U0<*}0@zEUdM~FDuD7Io5nq7Txusfc%xR<6?>nkn$u- zQN8J|ekDissOxAUvUS?`%r+Sw`hbRsN&iEadK|$I)%l2{@KD; zR#x)e2d0KDi^Em{Q50dCR*t+W#+2752v@e@_6@R$f}u2x$q5Z#BVpXD zNNMq61#k}&p5c;%YJ~Q6ZroF69?E@U3MRhEE@WDwbwjzIRaD|@8w2d~`)UOxM`>Rh z2{>cYIp*7b@wB(>+$`PnxB~p`?>P+Q<)&=V<&?nGUi~)!|E73jFIScn&f&&6uU`uf zxJQ#n&wKR-Wm{Z6vB(8-q;x||{L+e*l-3jXcUh9rze7g30~&H1gVuNK9GcDY7j-GxQ`(>TKleZkk2ZP{ zjunt$y}TBPY)7PXHpn2N#r*;jyb$?tpaNr^b9pfvC6&gRgIm1M`J0=-4ZJt-HB`=F zMnV4>b*WadlhVR^k7V5fB)&6$t|RS>6wC6~l4d{LfN;16C&{Oiw7j!twt&692Ig4uG)HjsE9r z6zKn$C;wwR3iPWJ%a2gd9$bOq%!SR#rAP20O`$^nfP8?NLs#m3NdycyCjROH$_1Ry z@-U@TBqpE+h~-A9T+I-|Pep$;>+tQqqOX&sD?~pk%kDC#)R`#iMfU`P|5#)TCMATF zd~o&k^?SW-D8^_3D~EvGb+M!bsE`tt$Ncm)Qg}XDiKNEdgT)^7;KEKSX zOVe|Ce$LqI5%40_Z-1{nMvOuE;o!F^Y?`U3}$7>m8kYu#VGcsIaEu|84kp4IG1 zY#aT{iYThMk?xr!Z)6UTW-z~}V7}x{G(0js+Z7^4&9x^T`bI;HcclL4wZ=T^+Y> z4g)5#DC{5cFhq5)Qzl>EQtS_~+CR>O!D`PZ{NAsIKFhcA+6su_=hBj$D zFC3&XI=thRKJ*a7_LttnYCppKG7+;QSKxms4d-3AAp|kg_|Vi1?mjm&`9B87*1ri!}`+P-9BcSFEa5v@RmLhcNne z5r2EdV4?o{3w1H@WMVe`ZXmF_nPH+J{n70=jc#Igv~|37&vV?)>~y?E-IbJ`RcY02 z!N7FU8TxS6nscWN>D@6DcU67NDA+))%){*S8(nu=U0FT+aBgY%Wor*Sb{Rn`Zl|z? zmg6!sLE2|*(vQFBZU9qP*{tf?JaT6#&-C6{^68UaxMnxMK0rCK*p~m@M5cA~Uz1-AS2{1&bkeo|dn*L~nnFK!p{uec&$(`OO^7x+b( zpuBf@6@>iW@Jzy2sU6R+E4@Cl{Eo=1>3m{1&e2F<*jm4B=-LX!=$hAZ^q6xp2e!&R zDc~xOkmhUJ9BjQ7KKor>_n#Y#F^`3soNKu_ScZ~T;F*knA4dEFS4pjk=J@iwCCz$Nr-yQ z`4=C#PW_5;GzTEb&G8J~j*Wgb&f&|3BOKZ6@zW%J(&YGLv0W@BlHH4yP8dSrU;X3@?v>@ zgO?ehL6CWHzp+K7;%i}bAR8)H=O{q5n2L4D22HvSrMz)1@to69xd$RglJv7;xGGf9 zCRA|Ow)MS%Q3Z0!sYtuvCVAUQ)5(*rgvTbXKL*M)yT-pX>=UnI$pl!uH;x-V+TH;~ zz6|Q@m^%dV)33i-+6Xmern3>vi5!%0Jtqd5^`}G+cbD2>tnn%hW4)VZ=jg34r$o8T z8do3^nlc?<-%B0Rdy5GZTMd7ru9`p-7C+*t2gz&Hb8*O@kyl~u<@ap8Lz@@*v|^Z@ zk#zbKqxat@dQbu^*t(gj;5*I$;HGk{_i7f>eX2q2W+bdeZj>w8i~36%Hw^;etCk~J ze`TBwcM1Xp=OxMfrph5zwPJmxG)}DbF!-SlE6p%DY|?dOMPfz)(4@^(U=~Ws8D9Qv z*c$q5$Z{&q%?Sp|%8{{EaL(X z+u@LP^Nc%gff|IKo)jlu3RaPWMk~6v_yL0zzL%1RN5I7>#~cC+rTFY>8Wpdvy?&HN zkaA^yGTu**_fF;Yza!FjTzlGA@t95$mXViSnQx;j+;2wS^#JgBz-PeqS=-K1S1rTC zY}(6ZSmBG)8oYWjUbq%`Xp#9IQCsUj#mG`EmCD zNaHtxyuQPaaF4Si;JAamhSCk751{_maqzHLvP9yz}rTeL7_qrO$y z075R+k3acb?dqU%t^y9c;z3SPX<)JK6=V=EoRp7ro+OD%G($B@6SF0Y-qqhC^Shz7bbB7B>SUDury z={8xB`*VVRRf|6praJ@mhHi+X4_44A9!QfDPZ|ix!F4-q#I`*S%YWNJn3o&B5JI`R zZ|8Tk+HkzV7=6#}4Nk+B*trc8b4IGHorWiR5Pd55Q;j!I+ZuPhXyVFa++qUMedR+m zZPxRb$MR;Fw{{47tuE{a4NKEvTHkd&D_ILc`r-#kUF}pMtH*OmB z^I&JD6a;K%XcOA}?XjI+pUJ5D!^;!p$Tn|aPXsul(HH}cZ6kauxrf;}w#bZ;J3k9e zd;&|gqa@-3#uoTtZB_EpzbYLx>|jKnTHKztBkS9Xc3gV>YX?A=9OKrJ~LF=Wt`A{($~MYixFt*vH7D#x`%?8TAckE z&EbA}>&9NO8r{6>5|dfuL0>mgSC1+uzQF+n{tla*A@c}ZbU$1cM7}i_0loOr5fn3? zYza;NlC`W#nn`}62TN~>;|OWPy-;c3>V=(6kUnmHMQ$ftlb-tr-rH29m6jq+QojDq zTKVvnGHc58d1U~$#h7p!$5HE{;Hr%-mZ<#2n2gE=%AiTWtjGJNj5kEk9NYPxYP4G5 zrzoN5=ZHhy!x}FDw!Ul+oJVt8)VU2s20>E3H&Qc9yPTmCEhm0BY>~6#IxSK%Kj!rH zsQwwIk7eQEv!mpJ0HQ)v&Oe!uGT|g2pStilPG8}2Tyo+(=bRT7Xv@fZ{~^kMo0&nP zFl^OCv+sdpqcj%E7@9VXDG|Y>l79t-+TP#*y#n zMHko71%ztY+TgVdg@aREcy#c4>8c?(0ayadW4f2F`^~0QR{X%ur_=s!6+AlJeds=E ztMr`v3x+WPva(a6mungSaM@&g_hqK)=ZG9+M)y*eYvCsTGaW^(22d{3*6IbHs8}nN zfh?05my>+*9kWpO=dLT^@IPQF6=p1i-K|$_RdJpMPPMbuPB#)=qOrqU4J$(ZtkExK{VD*E=yjjTMgR15?QWN% zOq4$Am>$+}SWqZQknUy7f|YtYB8`cLa7fC$r!n+~m*KtibmEK*G9ai6eZU^LZwmsTr2 zSG_tK{mbR3Q<%Y`b6ngpylN#DX^m~|ApxH^xP)tZ6Pdx1{h6zB?mY?JqC;Vjry!e! z^H>SeT|Xq`v6SPf;c2CvrA=75tbC`|Yv}FuVPPqrNzC4;HA{3+Pdc&}v}MyqG;$Zo zVK1+uis=_B+Sz4r2(vVb(=6Z@9W<$Oyt2>UZg$0U)obTbOM_?fX-?5B4dT*J)qP^3)D0v?Rq6vOkFED}TD_=)>{Fx-Hs6P}K z>wMi2I!DW`e0PyG8pWE8v9B&L4g#X(U>+YylHqFu`tF0)mvu@7z7Ni+^|0~m zLHo4wkZxLXe^u~jOQKXJd+fZ^d);P)+9B?*%g_mdo4SCgpUH?yMqQ_#BkdwCv1hx{ z=#kM32Hk#L3m+fVHCP`gUM?O$Pso$)Ix=;+N2u|s=q9U%@xzh|NDbcI(-_TS=#cn0 zUh{|+#jSb6CFSAVU$oxL;UN?8rv@z~5>?C>=!&oBW~sbj>M1827!S%Vxk?^#%a)Hq zqYwd0jyIB64>7FedSo@6<)q0I0SE=k9fc-x?^Oqg9sdQ5l;X2W%GO1mNUW|~;ebxOmyu+Qd-CrSM4$4)^5Vm}z3Pimz zyt1iwZO$;{kAH7fA)&!*NVyA?d{|}i;Dug#h-a3|!salwQ7CpycIPl+jgFNHVtS%) zZlc^3tvFhyE<%`Mb2Cf%g$yl!y`UuaY`S`6Ff|S=qVsJD3wk#sp&Ns=5>cqt5CE~G z&>n%vWMZw&AkS%wYtxBd4lh|z@oXUZhfoI^&}l*V+35roS;+d%?CW5EE@$^oHB!&8 zenO1+tbkKrtpYCG6exDCc448XbZ>5NgXL}w$H4m*N5Qw=P>RhD_s`r{JT9Q6g{nI+ z~GT^jNAf_(zB**H&BIlDO>J}QXWXzC_V4MnZyE7L2)Olq2s+H3V_+aQ&MJ2U^1CXK53R11CW?1PS=AHz zojwQng=#a8k!xK)5?5>ND6S(bxDj~A7K)iFFX#=dc_f?9)<4UI%$6O4T(U4}#*aEZ zmu&l}dFzQ>ic2JVEv&{5>{$*ezn@=cJB;oT24Kf>KR?0`dY%VS6a}*H3SPsODj2>BM`z98$qcj-IGf0=TumPnSt24=28VyxhfqVIJ_V$WPGVjG1Ca=K z!%aLmnlE(XTbdf%=&xL?*r0jt0j93jjnCg0#5ZRT5!1l6_<_jP#WQis$9CdT2fMx4FFR+{4Fm3y9s>BsB;EqzXfdn;bjg2ssoG}BH_10 z_{~tK&RYIO3NeIa)5cvE{)U({DZg{=v58KB_?S)b>D3ijdbBG3SbP&tKLh{Jl82VQ z^#-U)*FSkH7=&PSW`$vzZzEICH6iuRO@GyWwx7D^2#TM_jO8h`PLYIEt1hfUsW3$d zUYu}YM4*4}?%$A9J~NwJU=qd;^HIG(KzOiQB7@xLjIXU;48IWekk)Oq%>W9f$Nc(wP5< ztl>rYs26Ir?d@iB#JyFQEB1mrngr3`+x{oe!xU&27Cxyk~x1=Onh;;S7S z1_@9Ra;H4!k}anz&9pCv?6{e4Dj}sBATe7o{V?vVzVK7I)}s%sY6ZXaBcX;8VRvT; zg-Uffl2Yt=!-7XP#N8Sjof0OFXC#1Lp{xdU7%8gVx8HJ#oqKgTJGl&&Qlu+ z%b44@u2m!s}j3r2mQZ%0Y{nm^o0aPQ?s z8i=3jau_O)&P-jKi;`zQV>PeNq&BbJ;n;KwYo_Aq>uDbR<#^2loqOQIJ_2QQrDkN7M3&~Pny+P(gQJj#PllU$=j-+KTWJM;$EO|K=RD=f_jwwN#**$UmP8Gh8^ zbX+`B0t%6OrRP*wmnlK{%8>qg;G&sWV_JohWb>&1)kl4HDn(@74^WMstNx)Xe>W2P zRaHeXiT8^z+5>5T)A#V?ZW`#S1K(^@1J?p!D5 zsz&7H3lR3Ap7&47kIt|*GFNz)0L4q4Q}Pt7;R_5_Iy6&!2e)$IpLe_`GGIWIhbQpYPM^$ zI-d0*MFdBF%{9{fbzeJmhgTFEYr^V=&xX|yZFcqB$#yjI;elcxa`C+J{y-=i zT|B0`Cb+_yN;W0-HD3(ov!2nX(yz}h4cDv*HYL$U5$`a()kmYr79B3PBb_)4)gU7_ z2?M2Q_c7&DowXOdTS~<+NbZQ4W>NYuhW4XMkuUYC-QR#w4wI*oTgqMeFn`l;-ckT% z3XeNRqG)!lhvc*ao}XvjVKJ)SzP+MKq4d|b&FQGXFSB%-v8MhKx8wjLjb?p?rPDXo zQm|;##=yfB-!r{vM4a_f(@bd|4BUrGf+BWN(JH%WB zu``!o-AUTb$VTV&f^4+9&|lkd2RC}Pnk=-Rh|4au!rN3+C(EOG{14@TNFDNfcW2Mk zuKHl|qH41UO?+m_76Iboo1-mAYsGwqbpXeNACa8B@Z!gVEl)W0^v2ODr_SZugo3V= zXDW%%u_>Hh-Acm1dXJ>w77UdK0-@*+D7_a=Q0D z{q(g)ifzsC>eDDKOiX=~j(GcUOkR)B^4(@T#|32`7{DxTFW3A1{IaVyVV}=xma?n; z)k;+**|b&UXOMa(NO`FgOs?lS4mNi_aY{3RS-*ev9+O(>PP#@Lm5LO9y>a4Dv%i9qD7HGsMTw04M|Cu0@4i`umb`jMQ z-?bB0_DY;zFZfiFyiNyyaAgMOYKl1}Oqpha(jpTVrI!Ir4d{%ZjP~Xnn?&`{gvw;1 zOBG#L1$dJTlW5?KR2k{kJ^!&}fm$LHW2Te=TzPqnBw_aF9NlDO1d{qrI3A^*!k8JD zNXcTKOraOZh8QI1XUb+Z<>t^?qT^zV)-;M>S}_@%ndG=N#b(EuKy8Tj^N_2|PLk|(fghMzn`O~LNq1Ju^M@Z)kTpHeT zgIXp}!-E?1{z&@a##L&Imu@c~5yGn?7|9t7!=ZLWUxZZXuIAN`K4gDqu5saeUtkfU&B1e1@ zqJ596xQh?t>AH14ZSV0I3$n^^{V702LM#W~Nr9&PBMnmdJo;>h>iO94v)ebP`(8I= z(#+8){%lP>_k?nJuw*m0!ODu9!u9t7fs(M`3*B$>gP^B7KAbkq-@Mq8K7W$Jcn)@D zM7NNqcn%2RJ;sFa{_FeD4mNRq&gg%=KiF+1u*=W*+4uk5whT-TmPzz`7ZuIlRk?v+ zg`VJRE+oSsb%g+r3|84v>1q)K(R4iWixdJ_SM0KI^+R*QrNh_Er(fY+FD>BeQ1KgL?OYP&HNqi?;lz4j`q?O#zq~r6% zW4EZ!7^Uv2n4Xc=Khw?>Lt1y(b|yEYMHtTcZ>@tK9k`#PQeJM+cb~L8>7b%g3z>O& zfk}n2jBUWD5ml~n4@4~e#Lge`*8!l9hnO$=0%HlD5w*vv|Z#G zLSH9$e=Tc+nq;fL-s)SnVhl`Y+=?tIYrqj!zqmb+_O9sEzH>oHWv9Q-ZX;j*t~gmZ z)Id(Q+)g!~%iJ}C|X5^daS;qANp8=)P z)?&b-sd^ciBBv+R;Tj0|o``b-r97@TpD?t}_{OwczzOVC-2TT#@%&O`F%NgbYmO26 zcpmMB-7HeuKgjUXSYtlh1h1;svzL9{Yw-gAxc4_Q!h%b{MzMQ z2<~R0{SCEw6;V1)&cOBBvy8($?vc(l)^S*B;FRYOMLL{^55C($q8awtcbnXmo|ghkawsFT#R5u+B`H`g}iwr}M2)p!JR7M*3Ot=N3o)@=^Qo zvPifyTf(_=xdo;t^Nu^(5;y3zRqIsQlNJKu(uFu>b~TV2V^v?QX7S+!Z_aLmx@5N< zx47vO-={hK`XxoEG|GHav0>c(#lHY8HdZn3I;N5})mHzCk&EIa(lJhgJ4mmz-TU{a zM2PzMEZf`(&S#-WQOddOAl7(23?$Z3B=&|VG<#Y}wjTs_+b(WmLHrud1SHHir*bSq z$1%QP*)*S$z;PYJyXORnW?j9r|FJzZE52fGjX#pDM6i6EP5^qQxOhhd&n;v?$-pgD zA}9QJ%J`8QGfTNb;NqF=&{D~< zC;_8Dh%|NZ*e1s8H@fz`iS~s8l#69bK&OfZkuw#lbBi07Dae291XjgnCLiP2k*8e{ z#_!CfxAOY3Aj!XtZ&SlUzrxnHB^`F7VQ>Cqa5c+wSruh>Obc|!?<4<*MUT(j+G?;R zu>GwdP|Jzx1ir$&M0c??Z@6+i*@cAfR8QU=HvFxq=nVMeT<>Y7UdzQV-X6^X7j0|% zMWGBDV`;ovwv=kdzKq@po26KgXx_xA5@9VQg{0_h8DB9qXYd`04^5W-`_Ig&t~I9_ zvK}V-pnf^fnX*<)eaxftM)y6!DV;4)mqN3G42pw`erGUj;Vcj`kV0wj-7DySDFl~T zq~2N#83cd)WyzZpwxItTfbT@^u@kOPOq!zpgS-#{>5gd0#zj}kh-AZz4O1td^EQCi zc~1HP?O&!OU~t4Tz#+?&ND>uj13p4b>U%&j5?P7NrG)vH$)Pl^Ij@n)f zpZGD}ry9mg)p$#Ks!f~4PfAce)xs4Ig5R87`#)?9ILcMmWa{joOZBk~oVAKEU zIkcp%Tcs!KX=Pai|A+>P#EbeqvBk0yht<}XjzC#FRA#l0f0!@HVlUyv9tM@v+ugxy zENR{av9B(MW1S&2@sAoN;|KQT#W- z)%GV#Y#2@#nBPT9bOs7*!3=e0Kyh*xU@y(W`hfmO^MqOy`Ss66k=IpyqpRDmle}i# z-eS_cG(b)~uKF88xZB%vwuBDvo{qDoGdqEi`D{X&Ncsg{jt7EdEkI~-K!6o;lPi~d>jMN@brYXIv4CXzsxJ#9U{~Cs3Hq#}#{(nrar1ORFZgwGIFau-t$f8#1&+eR zo**Yi^8JM>`dfkX4hp>z#L(-gcnE7wU7&EP;F{cE2`SgTorwVRjVtnOX~e3U<})p= zfW&<20hze7>+x1cpA5qM2zNWq5%Hrs8O~2 zZ}fY6E$mm%Pxn#CU~8Noq|h|l_G&cSV#(><^o1Y1Hl&uGFthazvfbi~O&dDh-;@9{ zQ{ZC7sZGOBpd{sjYh%>Kiht0B}%q}FX^M;2qYHCJbx9zj1?%egBS zzG0luWJ15=b%%Z91nEywmk*dqLbxG#bz-L0Xt^j6yE%GJvcgu3)U?_WU+2p;RCbP;E<)Z z1RlfV*AhQ(AfeaLyT<2-=NFuX4W1uq2VND)O#C|H`@&8cYq^~l^l1e4&Vy~*^vH;b zj|xNpo2D8wSk}(%V1A5L#eqo5U6=F^^{ltP0Kk3YUP-RHB^?R@dqr~@gf{r3rDx5J zHmCV^t73>+QK`;qigI+t6^#3f+JT4dzP%v(OY{A4y7CO&BtlYqivf(5x^*CaocN}G z`@Kw|gv+zK9nL4QTh=B#Dh*#ve2rAl#fzG+RuKbNl|Llj8QN>4NjP9_A0ZQNoX3-j zRAoyy>oe@dI0Aq3Qv39QaPHnhu>5?#j!8shW`>-_D zv@f8-rRNY7`M)uAi7(O2*PS$1=ktcd2oed@WjD%xviobzr)l4&WLh6CC!q!ktE5%u zkoondD`nluW8}$R z@Iuv3w5e2m~lzx-` zF0reS-Txr?;yybNsnv{;roU8b#rL@%K2AylEn?s7LA z|LmzzZ}u(Qanm)A$169ZDIw>6c`q0NRe~50S1GssxU-I^gLC+7}PZw^a%8jU) zOuQ92YwxtLy!Ffr8mj}O{-wJ@1Vi-@~wYa|qyx{!x48u{1D zDNT_icylFmxqtk>J1}m3OJ*DhOCM=@MX6$R)@~#X-+R} z8h`!Pz0CA;$P4bp`7<(rFIs=7NM6=p4T% z+F~DzuE3_Ya@IsE$JH1!qA+Ykd{%!kI?v(r4<=W_r7p!54TFwu_hqp)Lzeg1PdC6s z6enQ|Z#e>^Ns#U&h{jJ?&Bb#31*s}e@B3gHt?Z3eIk6+p+prT>&ff?0nx@elg zb6yo^DJ!dgNhgIt8UJG}e4Ni!Zo77JI44v8drqrww)+_g2F0YIqE4$q+=A94g0)zc znz>k;>9}fq4L4R0yDP0x4bOPZLa>dGR@5YRrs%b2IOy4;bN|Nl_ze;aH`__KtdGAL z8$2chbOd42TIfdDsEa7$7x1yB=U7K>x*{4pl&5vcd$`<0>KhIffc&*)3vU+x3J|B; z@2XRycp?>leF)%Cs$)OibpqLob=Pav`#6JiUWRY{H)bg} z(CDGo)b)g$*^D2u?HseKrbPIPy#ov{2R|-$0tA#6O-y&k)=r6KIB`kVB%&92QAn)Ej3UK#usTSv-Ou=LF`o5L5?9~deQm_n6@ABg?s1ON_{-bQ+~5+TndCkgbUPzvW=%47U;G zxcE}TL zxcw_nAz!BMZ~(q@wGVBVgQbbcRBsC#*0R1LPsG1dDBrg^h#hhV;*aj_&9kf2g>m=G z{_!@Tl@F9s(_{PTM!v86MXT)O5-u;1G@hT_ds1NFIi`Rdv1*p+Op#-NUbNt-ZSm!= z7-yE6{FOP+BSoyY2+mp$wi)qU{`^^EM%vLI`v0aWr08>1`eD}WjaiURq|zJIPc?IV za4iaLWEcS*v^R%1b&VZEX|3EP1BO-iy=NSbc$~Xiev?x@3QY>icG0nHjZ|#IoUqrS zZR|!8g>)xmRwVis9tp#kMrEG`F@KDo)^$4d99YYyg(!KbPK!-JY`gt_!+MnG67qva zxk;RQcWfW1UQ5H+WQ9Ff#SzWC<%%sk-`SUxZP_s~TC|6J2cDO&w9Sa-p!5fR)n*d0H2Smzs8Y=Z0_|6J)XV(Yi zqxD5*Zmj?Usxk32^bvQU`QFv?UM}GrXvrBqvsLU(aqfU@U?aqPAN3CEBfGD!u#?cv z=!OI{;}XV=!uSi3>pjhKyDQEEF>E1Vw?2nZ% zr{q0*ibe+i1}YQiD>~?12tubzesGSO2ex`oXOmH76j6&G4#?^d(FQg5P zE@A)>q`0tpPf5d}$D6Tia!102Wu7pDX%Y@E90vPQk?MvK`D^`;StC48SjbQ;9vI&i z$HGY!pkwf!W;OFkLw$A8aM`YfM?Fu?KW!LS22oAksszQyRbG5I06)!UU^)Rc{b4Q5 z$1V8lg3(hB-V&pJ23d_btGP<*>IC1F>7KiGg}UG-o}4UaoA9j6gCdmy&Dj4P^|v&> zIQ81l6{0cLONNiZtF;x%8{oTp9316lr1~OK=27c{31&itSgH(m|DCtrnXi6nD=w-P zfoZF_*b4tV2KV>-Z@?DufE&R<|ZryCNtSIGKv2`Zc(IEe%_h< zaqhNOSE?31hM(MKKO!J0xr!>BzRFuK^Cx5OlG=7CSRf^3f>dh=K)PR|N9upWh(OFh zmjRC}bS$H7)%_g2JuHENH3Fo!T3kSpO)KQ4Yg6bc#w&6Y>&dQu*uJkaVI{sQyB14- zir9r1K;+v7VaYI<@YNNXlBE!JW4Mcg04~4rrq!ird4ZqvP{f{XADO3pX3-5rw^s*o zQ|Z`&|2Ona{y)+8!`Q~f%Kr&mCmaRLYzSya$Iw4aymGX=$J@wBg!CM~-p&yr1a|u^)!S7Ex5eCU57ewTxJ7Rp4)Xrv@^yErG~{ zakXO~(-xR~thP4`v?dJ zdy{BHdCw8bAEiP~P1Hq6jm^AKu!#f>IDikeUG?pThkz#ojsZNgUX*YOC90$?ADaF$uU>b7v7k}Q{(lMpOk9haqt&dUJvJJ9{6%>NZoE~Wla;?Z zoGC(P1_Q)Ve)UC%J?G`mfp3y>1xyFKh~hqVwGrt2OiWIlLv#M!`BBF(i|OAtc)jS~ z)BUT)4Xo$KjSqLDz1s4IKo%y!$qgYr{o-(a!;sD43t~2#-We;7z4&*Hf@-9q0DiqBHJacP zmOuiG0Ly>{nl2q^1eN`1M+fHX{K($=D`@Ng*qbpzP1!J56BO{E~T-+gQ z%FF9Wr8HWxP2nAdSl8ubp-ZRz&B8FwY8Aw!bN0|6VnMcgCr70ZN9-hUkcXpyU8;hz z@%CatG&8g`4{siR^V#@#maF}}v|sGDeF)YWrh_>TwkMj=F{c>@D(b+gjpSVOmpxwO z%<2<|ke{{m_8I=oy2&V}jpV`q1&WJz4FCVKNGbc>s{bHqY<{1xn!`>fhZQA0*jxbJFz@Tr^16qf z(Y(q;(no=ZkL#-~XREdL#Q4719bgn}4rB0Mir+{?#N$cRHFnn1LU)0rymMTo+p@ub zAnPv`tA6b;p|nKm_4@oQTM}`IS>ngcOE5Yc%r5s;k2SLg{7;X%>5Ykj`$T?sXCFUR z)nt=6e}oYp$X%RXM`sT+Ah%65=F1OYSE{TyJQ1n}&!FjSXOd9Yf=3+6jaL;py0$FN z(Xmv3vh8;v=sW#)R6jZUoZk#h=n(%=#`5W?)YHvOXutPpHwO1VjxlaZ)72L)1kZ3I zEEL0CI%W(U%&8rVoYQlSFk%pVhH z0P=WJ5?4dK9Q2p-2mZ(gXWy<1)LiL4N^WfU-f&7@eV`brZ~bjWvEAs1-fqeN!`3@S zM;f*3y0LA$V{~lWwv$fBwr#s(+qP{d72CFxlW(21_8I%^{j)S{jH)?D)%#pGzMN0B z@_9=jxBf=t?lor@ovyyKQ=7aZ|DUAN?hx?2fW>qyoO1tQ5FfFmc^#PJ#@yG*~R^!*Ra$ z_w?`0Q;~r=PK#HqI^IECZLnk%P*m_O0E zTN&-`@_sQk<7>;e^|HWtwO_)fC?*+|V2fjCIhSW&{f6vP4X5jHHn^7uaa;I%=KS`k zX?3C*-c@XC61J4dLSdv}%}w!u{wR1H#($pvu(GmxTARu6+4+cAp;MJQb}HjL=)6fY z*CNII_IP`Y=zZ2;v@*u?MKrFJv0vy+L@Acq6$?YQq~6+Usftmv6_bO2JEQ2cq}hIG zXVYbl>hI7-LenMw@w!z?wCcXBX?*fBWm$t&QFye+C#b<$P zTbzD)pS&Ba&%lc!{wSz1PA3g!oO z?y)*KrSMUuNO~l&D5GPJurNzDr2Q3~7#yV}KVw#^TC`;VrOJ4ajB3IXY@m*@H^)wN zYzmKZ1rUoB5B>psFd_YioX(d+{1*$xdrFffp0Qske@&%9~xA?pZ}X)7UMfv z`e%&lg)Qz_GzV?qC6#^e*GnGDO#QJ179qa4=?U6{)_bgDeXkXp@+>(M6Loxy@Q+l= zUTt(RmDU06yvD49EHjL%D}vfo=hlR7mh3l|+-2{~gG_{M{f(^}<5ipd+DR)uJLe)S zh1beIltkW=HXu&xF})H;7&_a_fBo^O?6>KQBR|a~GuLZp%JOf`o@Fc3=K$H)iEXN=NZGtWiqfaJ3GI3p=tXiqlg?n3 zGi&;!@dBl%_Bgqo$^WLE|ACq>+d-uwFV&l^*9kGT_b^^9PFU1k2V(T!oGj~e1rJIr zJ$M0x6~`Bj8NRrj*&rGJ9}2zUhh#)%|Jv|#udvNqY8CwM2$W$&-sPSq?hb=UeZuQS zUw!o2hCAS$n-nJ4QhbZH}E^q6_+X43AC?e>8c z{s6-cVb-JV?MkfCc6^4yr==XR5R!vd8unjEC+M0kW>$`_M}l-XD+~TnG}bU*CtP(K z5t8>M+;4t=N}>_8ZeX{pwL1qSLpE;nxt{rB5+!=8{x#HFTc;Q|sxT=XjUEIFlxKI}XW-{U4LVqdiaaI10n*AR?6V-A2fPXQJDWwydq2ou6^IWUSPkeiQ zuqcLgdlP`C6uPe=C>_@~Dj!9zhJi&9ALvc_m33A42HRAPciC^_9s_#ogNODv^83sd zN|CwX^!;Z`##$SEAw1YEgTx4928QD#{sD#ErqPAojXE652^Qz!~g?@zB%;`tP&KQj49#Ovc8HpT9&530`+4`Y?y6n1> z%f#D)(jPFl%DfP`XZ05xEOhbT9|P#Vl}UWe3;t(JuQ;?M@VbD zj*;lLDO3FE80?yGsUD@I$1xCz9XUr{c_#MU42%5;Gojn9hlTBU&qaEuX5|fiVrzY1 z_O0)(oM^Jix+y#DUW2vSQMr@2GK)D3o2XH6La|YhsBtdq8ulrzwhu56KMy|Sn`e+S z-W(5fS8>mI_eq-s_x+Hacsu`FzQD3t&7J!5pR(=8eAC_X;(vdxi$j0=jxz-CjMdu9 zO+!3tF4A6Ml^GLduF5mLNn+GNC2n!cNJBh!{kx#ao~dmcOD5aGQI&`2-MwL=sgi0A z_tB1{Xvs5>T_etLV=v%~!2R&1b;Oc{>3(KZe)tW2zB<-{o+{E6^N6jC?ZTC5uJqUq zS6MydZS8J?weNQSX1oeso-<&Wv;MFuO`5fW8Dq501-?o|(f!c_v_MBsu$Aq6$9^!$ zEmvjp@|T!5AabpFrx90->5-V>`*ZRu)AyGcIG^sG`1A5TR=l(*uCdLnhsu#05lBw; zcVD^ z{mcajJJ6OYZvJ27a|(K)1DmLmZ`f)Ro#PY}LQCax7_AO&a8jjY9Exl<=pXmFkTrw> z8>gG7m9j@U3Qk2obF&(X(=0Y{FR01cqL8^OW5zkqe;nx-)M{D7vHQYvhVuf8RBKt}(^scL@r9!8EC$gLOwceK&IA~^k@tXT}A{y?Yk7jdBlfY>1 z+SS-BaY}6v(q{l+5W=OJ;aRh8W&KPU%+)mByGDkpq`bJyGxpRbn`5GN9mTdL5cQ4f zDeH6csm6x|U*n1R>WfOU_k0<6JFry>g!*9Xu^@u4LY>t#Q}VwtbF_x;qoyHBA~U79 zI~{;--i-<%%UFqmq>oK;{3N={)+4DbTB`^R`;v9n;)J#J1+5uytqClPn;Kf7YRZvj z`4#-qg0DZ8dJ2LV41&<)XQ?N&eK^}q96_oakhv^7rvpFQQ9?*>TnS!_QtIxy6aeHyO;qiUd7 z6m+g}h#i3WtL>IiW!Lhz$Dq>%k28#R&vocgbm*>p6-)~|f<9f(E*&*j@DJjja;i zQa8WpswK(x?o_8(4i&KeIEt89CcPmeA;fhf9;5Ou2mcCtH%ty6ehotOVn4HDC1{fU&#RK z`Wg{65L2QG07aRzdEkbAXTKxD3;Y#e^ljXzwgs^Q-`KyU05?3jVoiwhvee~1-$knn zu0~W~n%LcNR9mw_0Fl>1IjdMTkDul3X~Ly!R~NW94Z6swe9CUI640V+UFFC-md9@x zqdi6$+)vmTJsy9P&z|0ZbqB;F*;e;cHXTB6;?6Y#Cn{S8j8$BkrE8L;yz`rdLZA!2 zRvdjc>p;npY{4KLLs&?|olapWZXR@>tYXqh$~oeGWjrk=+{k6?A9}BqyE?l09ouyt z6M1&BhKNs-Yb0C%@Vx$IaWQP8fa+;mXAsWl5>@ghH0>-w}y^!)FxE22$0*T0AcUV9iDa^ZTwg?E&?jz#{ z-6F6vz9@~6vPgdc{)y^5Jl%3vAksY&F@%tGGp?;cCP=?0uQJ=}R`^B@TP&kL<$^Zy3d^=iv9fkQdDwoOn&*ED>f|q>433ni4nd6nj2VaG_0x zGY!P-=za)Sp6Z~)puZVDFNlPlr2+tt+Hl;+RF}u)3OX7*K&(6+MxK?#Y)-MRJIA~C zw<~#~CqJT_?(;|HqmRc$g?~v?vQ{qaw}HtUW-#E@*4}>9pFP2m1-vX4Q{Qqi#XLaT zIVqyw!!~w}3qn<|smn4^eaR+UH+uDmBd$|IE7u&Me6%_KwpK7kqkjN>8pN4aoRQGKf85{p@-mV9 zYXJyTeDTy^X2EWP83`cCogu1`6ikp`z@@;Jw;OkB)OYu3d5bnQR}R}tK_Ga*^2j7B zTicGMXZ79Zg{x5J-QJKbgJ6VicV7?i`hVyUS_E=^+DdT#G3 z3?O>Cr%#=AG>!I5?#=a9u@TB<(=8KA4iar9{|tGB{4yf8qRTk47+>1;NWghRpq)xU z{U}AxZ)*_Omh1UQ=LT!QJPSx(WzJA6)`*aa!AAbs__{!f2 z)*5)en%m=6C3ia7ELg9G!e7>w^2Tu~g(P7O=SO*--+^Rw>r-%VEnXil$SW;$!(!4o zUOLN|TZDTr`Uto=8FYiUivWy^_AjbL32FpHquu5TtoXSNP~voLZj5}{L~yS%_}y~g zt&Q$h)~tJ%on}gS!fD*$?Q6@bSXtssn)CzX1y(~eiE{ZUgS zK6)ljp?rMlDHY_u`A)!Gt=7jJ84{GU5`^4MzHP3yypviAs`UBgI`EjjMinqD4+nk+ z3NslsVCqW2vDj6d{q{Vn8pamHz|dpn729`r5->*KHJ7-MY;Q^D^}XBm=6&_i4ULsP zmSjI_kc{N)EMR|dFQSPx^#kvYf0E_Zr+y9t@1_g3M7{bi$v@$%U!3WdTxEqBr-c zD7KHc9QV(#jrbej;FCvjmx`W8*qK+-nE*$i)IiicrE>VOTLc8V$u!KXRcjz_%+{kt zfoiloXr73k#PNI!!$92&hl99Gs?WjcdFJH3(1}(&O-O#3SLCJ7=e<80reuTM zY3sVKmmG4(l|kh{Zw)9oYsCjJw{u}n!g#MIYDuF;=`C= z*=)A@XV^*`Z!Ei?WF8YByprb|CHIf<<$!Y57j@OzX7oUH+k?dwFhP82K-RH;0Bba7 zU|&S!3I#{JoE|^9b(qtAEQKHz6WHDh_wj8Hur5`-L7xAfYQYM5po8^<3iGSUS-M)xItqva1~A+=90bXwB~s{!4(@zDIGa&B zzr3gz?|%_J9Q?I<^z;ww@HL8CangzSe)b|OhFuH0yodlk!~@c1Z#`5a7EGzk;X_M( zwiyOodm0$m7P;$dx2ly#6`ofxy3DI}q5}hb1IwH9+;j_x%iBuGQGxqH5%-Hv_aapf z&FtSF&_`i>6DLW34AaHn7GgTXX`VT+#5<{jrCdPbGo1NSOPN4G?-m8MuFo7QjJtC0 zT*^Dg+*s}Vp7uB6G?Yu!rIM#UlJo4=J0}Nb?vktIuMzOMU-{h-`cz-a#G7?Ec|7m1 z?U$1fH8F<<8sFn!dJTgmr*{6>41h4HAn`$A5f?x|M%$*&&c#1$?pJRMJ;f>^FD2x~ zhqG{)v1u}DbcGB`ve82cm33iZ9Nrvq5mpr#{JX`AknBTzr6A#Wz3Qmax*Ht?H|y@8 zkBZ`6Pb0_0wmSTk6(>QT1%ml4)G96Y-fJ3h1En$(EHws-fSOI==IfsetotHBqAAL9 z%ao}aEz#a)UO1LZJ4#B;8T|9Q^sVU{O^bmS$lifSzFCp3l|#N@O>--&DGkbCzCz~47_^~~B#SKq&#G!fD;xWgc^hg(gSAXZZLoYd~wr1D&0)T$QA@ePh( zXnAOCH|d2_TBq4=>KvwIV@z0B+NHry zhfdr;A*Na5N8`t0ff=Mb2miZH$bu%^&2^VaZ{;jBWYr32)Q*)1$GM9+E+-Afz2{kI zJ=524380K+KZz?BT%NCfZhq1*i@QqxW>k!yTgSw<5KtAALpui6CO~Z~Pct12_Lrxd z_BDb@7e!L|T4qnRJ~N%t^ICfcDElJ#^VDtKf*vp$_Qn37D%i;Y-nP@PiwOiX5cQ^ zc#?!TyiZTEy96t83SBte*V2rKOF~S72Th_di&5)rA6QX9n#q(`F=H1MAw`KYfc(Y= zO_?e5b77!uERM2`KLFSrQJgSk^>Om`YvYEaD3-jPYDWkr^J++3az;uXXE?DWv${hc zRyCh!6s&&Z&%3MwKj~8%@T@wM0A(Xy!apdp%>bnBHp zojQ>5&{v}oPGP=My_B#dU3;sn%pHkeD2HGooJK~fNTSGg`ohKEdLt1>`u>VP^s?#8C|{K5tThhT_+n^Rd8nMZc=9E>xK zCW!J0`kkFqvoIi$Xbdf4Xs$?xXSUHf1M=n=m*IInRQtO?AdS*%_cowj0#>moq5E~% z-^|qzYh=fn)Uh`G1bKX&t~x_S(7|?h2fY6tSB>E02z|qbb+!AzS8p#1>nJ;yaA^pB zaR>8(b(mHSWswOyUqQ(ISP{l#bCM_~FTOfGgcm(KARAV;gF*c07cnQ;w*~g@H#KUN zgWIj81|)0zgsQ|Np!u7UP|H`SLQQf18jVQP0Rbx>d)MwsDK3_#2Q7rk5f2;4m^FWNHu7jMfGUg^ zZia0@MU6 zz^XLcFuV?hKtvRn$crB2b}{DKJkmQYz~UwD6%0B^PPS?o3Fw}N7t*_C8?_l4y;{-k z51r@Oa&*_)mB9r3NPv*Tk)cajt!Xe~2?F#n7=(HvR_B}B%BIMS7Bg{^-QIT4ose$7 z7Oyq3Suji)vWAAFeQxgW2TslDb|3bT2_zlLsWxVPzcppb4xq@o#1#HPo~cVtt1gG^ z&Ff>{4m%0S;f73ze;^qhUbn|pa5!*c6}Oyk=?v?q>fwG@yM;j3H2J*%mzdIrKCL9S zIz5rlzrOa(T+@jBTjKL!IxeS_vd-g!97$*I`VlUm&Fc}GBQy6iluj$aOA12 z7vHox;!q?$zb^K8#r&ROJ5gC0+X>7!vqP2q;}FHQB(k4w58!gezoLOQ+unPLkZmn8 zq6WddF?wgJT=+SU39E5r>H>67v%=}N4;WsFB=Bz$zfb;ET1xRMec4rK&2=9UhJ7#Y zS2zt@01+KjN49Bq8SXD2qRNX3e$eVM`-Af}NyfrX-T`gtAAU^B0!-fiUafP*7Esvy zi4!VhV~NXnSI^VUCeL(v!5Ao-XJ=vOC`#a-Xna1pD==+69dT%+TZ^9n*}mOe616(N z8dM5=x@jYc|GHmq2umcrM`M^Mzx3HJqYVE*-Q|^!DwAH>7}D%n0FwJ!I#;GQnzyvM zIFVdQcmx!`Ysg*cMGy7lOgkD%%5*mWtKzAjW0bc~soF|kkn1s7tir$0XXD<~n%W7c zU_>iDz~v`&p+A^3;;%L`C|q>hMMH-Kl-Lkf-*xpzW(+rc6ROkN`XYTNQMB0ZtS#~B z{5FOu`R@LQE7v149Xrc>cje5d`tL|@)XhP}7@j_!!B{yt#j-Jygsgb={KQ>LwrZvG=-J z5m_GF9X@iLz7ZXDkD<-VYO_E*u;@V=mRx*RUQ0|j4PoCOZOCyzNAG~Fllwk==<G18V)AJGv`fEYRR7*mR+@rkN=h&0h^@Nbw{*8GZS@NS}z-eIC|Q$B-OK3%{s4xGlNNR`GebYVw=m z`!X=GQkqG{?bHA?ft|P9=06`~SE}U0n`Xo2$;``FCRZFj>RT=}S#ihc`vjS?JsLwp zBD&n&n!afJPTML6u^qlSeml1P=}ga<74pi0DOmP}py^27eMU{W7y5Un+(t9QNK4UJ|#tXK>#2d3Ou zIMH6)He1~>Cse-Z&Y1FDp3WH| z=U|~%A1mivYt}v}d}UF)$~k*+M7pyXgkr$2Ixq3=^C*+wenmkvGOVUGxahJTG%AgC z@oL-eI!ccvN_KX*GuNC;knFCt++mkY{kvU z2&ONvek}>&u2wnOa2-&O?y+{*nH%sl+15B7BAS?KSHh~lg#I3PrIkLOoEYCm+>^DCP=Y-x}gi$xTR`m&1 zFfh@w6?FbB4`Rug=4oV;rLS#`EoP(7j1R}&?vzpxW2W9}*PR0!@(d9jU)bDNz{els zsPa!LKbC%+i_HD=&_PKJrc|MZJAsTA1ru4wQ=t0WQ%=51FPDicC~xkJ<;fQf%h!@0 zQ|y@fZkQjirH^rh483JywA)1FFE()XCedHqargo$?%TG89OXMJ>g04!q<=~oIwWgrWxL)riJbOf%{JALE(#nbxpkk#JQcyBf zN}7Lw)WXdGNuImLGJz5(=YM)j`5dHf3rLt#yj{MmGE>de{uwBZpHTV~(lj{Gy^Ld? ze71F3D8<=lP@$uE8W$II(EocsqCXll?ep@whWM<}DZF03#rrZG{c6C;jTdAdG)J+>#zVJ9?$SuD{(;PfswuS> z4{cBaXQ=ih5ha)GY`8%rNPGiYO!xl_(`XOZQs2WUR6If{S&ofLAS#OUTxLvSmg~-o zNk0L8jp_X3S1_9%{}LCvAh@Ko4#X z(}?I=%@X@5Ev??$7)zEOL|Kz3GXY2*kk5D(`D%HS@E3&?$M&mjR9Z=+r8>M||g>Dn=Wh+)6oKUUya8sdU!|8oN|{sjn=@OZ%W5%#-;b?nb5vePXw44buIKn`>J z$~iG$-8b3a8KXWfZ4}4s@9qQ<`A+vWG}stSuD`l;k_$)>k}qC60gU(byxD5E%kZ<; zq|nck|KGJyM{z*@>`oY*M~o+ng1yKLzTguh0Rzx$Ksr`xcIH|=mWh~QHAnyJ1>YmJ z4p>A&HQ)27ShQoag7HM5SNa}g7d^NjdwLLii~hO*-y?#2zIz2oX0tsc*CyyTvW2)=A{u6#KXL8a|8U?_CLoOqVSKaB>oi-JbHq;xycmuF$b2uT-W48wv z#J>P6_0UpIdf_`VH%3bp=KyYJuwh%i0B2(eT+%)3KT4+_)3Go6r3Z`V}8 zTVCpdr9YCs1QjTMqF8tM6>Fl-Gl z7TX0yW4S8oR6BfsZ6AN0?f}nh88b)16$2d=`gxNk&=0%KIV_T&jT6y zx!G8xfa%5Oa)ol_AA86r{s-ZHeCq_w?*UU>4Ck7NdD0lKZX#JqdV0c$wIOXolN0r` z??J50oF(i-9_sw-D@-xatRPZSg?cwwTF=sVE|Zc{Bws@95cXix5p=ibZ@WUO;f;~2 zTWf{RX%VnLe;~gZ7_jYEz6TeFj`NcA`!mNP?RU=TGIiz=SuLIhQ+zEZO_o|t*ChC$ zJV@)*wIK{hgxy+_@q0d_T_4EGOm324y=cFmZM7e2{EiSzm*1z&a#&ug`Dj;-X|{`7 zKE;%Hgb6nHH`iO-p9P^%X*X)PxN`16QQTavt~(3SC5Z!Y|5hC&dRlV$yk^OJ2A^Iz z-XB#gCM@!6P8UB?+;42jZcwygw*bGT(yUhYu|S-T4Pv^!yjWUGCSZ@kZL^Dh$m(@c zF@Jo1k~fbp{hJVG-iEjZ_UU|OEdB%6=`?U>2#THj%zANGBw?)%Z8kv2M5z+bX>v;7 zuo`w$nb`$#%$LH|)sH1K>VbfFJmHq0g8z3$XLZ%d845fh-7^wkyZksgN8_Bg~7RVkN?Dd_4@?7n=-lh&7W@6*Th8aniatv{7? zJ@zoI^#Chg|L8=CQ`1muhd)2`A*xspIE`sZVx^9VTAdcoGm#xRix$CQ0k}>NG@8Iq z58>y*j>K@d%PgRc#wqv#s=1h(N^M*MHgaar01$h7>cq0Y_y=>>@dkGw#Vck8lxh$~ zs|RsFqB?jge|s#6Bh?FeldUZxW6Ot#r*()#R6$TwifgRK#BpG#OO>Y7EKP0|{zcR( zWXCru@Mprqh#z<^jchx7)e^)$J%}U2IxY$wn9vgNL6H`}?D%cdZM3-}x(4bIkw@oS zDSZ+)+fW+R1mw#IA0+dByP;)ZeL=l}gse(;+VJrt}0a@_GlDdf)

-&G!g3b`{eY6CEXwu$)M$Wa1?ibJw=kW4|I;;bDa^#Ke9#s^ zjNTO+HIZ`Mo*P3l#Xu{YfF8(32CY5Gp3kkwx-4n%cV;5{$6eEy^ACe2cKBUIkT?jh zchm>gPX5=Afu!CO&V#NCyeZzl@I$}dXZX&*A629j1;ya#E5*tZ=Etss;8!Z-^+Cap zl*B|SBU_$G`sNM7w+vXU_S1al#;6X80LN!CES42n%oCn%eimXp$!$I=-Pw3#boevz zr<*xMIhhY@WsX#{(FqPqaK2`0UFmrbT94yM$VR(&x(h6#{a;DF#vPrpPs0Jf(#nOw z`&b^abX*v672NG9XQPU@j9bB<14na$I->12uA%@HPcq(-{ZuW$&xfUp!a8v*T|!@G zxaGUb#ns113JaR>xFAfd+|P6m=-&@Dym4p`N%YT2DZIE-7hECGooltygPrmAk;!lf z(JgP7aIOan_gRbh!b*A5F#mUp0VG%v3?x92Drg*xMTJdBJj4y*XR2cLKU#oaQy;^_ zbHFj?mmTM6^7f8Ok&lp6x9F@&Oog zbl@6+RM%vLm`^fB2fqs)Pi_Je)%W*oBpn{hW+pn2B*~9VYtSi+_L-q z^^X6 zbTWl*()v~bXs{Jm<9VIs<$^zk)%&bq?4cnH6_|02aAMfQctnu}(WVLY?*!_5Be6VW(g)yEOpc{^WHOmEk?qe37 zXURY;1KLZ)ok{mgh|<>RHp;P-$B}oLF8e2=EX3eurw?nf9|-ZonZABf?al?0b7 z8uXAwAGRNo1Gc5lcC0i5A$d;AS%Axyw?fGuaE&z#IrnEEudjAc%|AfRv^r5)>_)^9 zjIH&PxLeXsyD!z6CvUp)FFLXQeB@BtKYsUB4C7ie8R;bIHRz135-d@XjZ15+)lxJZ z#I%rj-Ss?scf_POLso)vV|&*LHx`-|ysgOLJk3**lg>L7wr>^S7;7~WrLdvEKvad5 zDjss(*rqkxCI~AH7m_Jzl zvVD2jbjpz+a)l1GY!SU|aM5o1;z|MK;>bVC48?Wpm1>v63}?oG13?)o`4|NZYHO^y z0%2ss^_H3A&w6F^v&8LhrIEH`zu_D&(+_>otk^%@zz21;hp|pP{fK|a#}!=)ygSpy*Yx*O)I|ENA>_kb-7BM2X-o6Ont z0biuEW0StOh`mw^+mXlt5sB|4_+!=HfPu(QiDalXAeR=^={{$Neq-1cJY7GG2-03C zLyETBiqV3J=xBr2B(%kqOmKC2HGyuPI}i2W*W@ua)u0^!1Kt{G-`HIO3$idQXgp}N zTc}Gl*ZTdJn!y#TEL_I0eqVL&O@4aZYX?a*7TvtTEnhx}tNbBqrql8Rk6hjn0+b-v z{n}1AXbE~J|4Ot_NqXshN$Nf2b1j1Av{o@hG3j;35L0c1sdZJi~q9K zk*~MnXMCgm8?EQZ%syjm(zB)UG1|}6s{BiZp+xv5qgCGLm)PD5x;Bet(vQ)YA=2D< z8sNGTSG$+%6~e0=lCR$aaZ~xkEJrbGl#$V|L})qpm&+LcNv|_viZrADeqHb%-yUS6 zwF)x$glk`WD0PKN;o`nA-A}G&!uCG^+uqAhlQ$PgMeMd{l3Ka$LVW|PF*xuH8|~1g zSm12`5b#nlVPErAurmCMRUD10TYqqWBI6@_O`+d86WTN#E4|!*AUb4%w_^^KD_eCZHFhL z{5oqC#%SSsgXS-N%&YkDkYB_tdw3VP(nA-cYG5 z<0H!%1(FGM;vo%NH~S&K;5UWouU}EsH`H&BD%GsmzR43y50mRuHC^fr$JCm72!G@b zg|-0_H?)s(2llwbSGt z+K_E`#rzf5$sN*jl1*(Xgq@xEzM&*`(!%*`M{))6<~tZG*a)YGAg`IfU{m>2-rwhn zj%+(qc_ImY|4>FY-5LJtbBh98h^C@|x+~E$**LOuC1FWyzmSoObg^reM<3@{-_~RI^6;0o*dXMiI)xN`v%)sXQ=rvdQ>-;cWjM6q0x55t#5FU?ny<@tj-W0 zYEz)R5m;*pg>M1uk-p4+6s#oJzJ8l9%?HC~yk)R^jnr2c?d;Q?cS0QMEcT|6@W>GQ z;j8`2t27Szz95oxHSX#KmOVYC$oX_H;dQNrxc94tLwH+riRlwPwN8h(aI^9MqvF~+ zm&7@<+5XGA4O?h1_f5Alqmdo1yC+}k8-ApNp5j$&Jc!`(qoe7gK%H-_LSFotxONhC zT*nei`T%CbV@yJB19ZroV>v6t1fO`wD4bn6I?NrXJ1Ty$e&MMXlTd({PF-3oe|dE4 z+~8lXRU0}*JZIkiO|#{4e9ElL^wi9+BFo#Y`qg81sf=I7HNEv3VgK?9m)&ht?<7}@ z4=VP%OkJhcgkJgLM6kr80shzp_PVXOt;0}qJ;Bzz==IVkq3#=N;6V$Iy>Wcxu1DuD ziR9&yzGkrk1HsY>c2fa^wrtO+dS9QHw>82!SL%_Qud#gXMaEI5;fJlD(pQjWe2!v? z)0(jJKi+$_{V1ZcBxwJ5Zl6EhFvh1fzsfv&MU~l@WF+bVzPF!$o5#~So#=xcMH9WO z+R39pBp<_(X;pmSYEBE!*|+p%m-GWQ>d$lF77``p<>#L3ikdXx<>Bc^-XgQfb97P$ zQ!_^F@8+QHSwdyP%$29Z{x9;m1*?1cIL#|#y0uB2P(XB+xw;`-4W%d(RaC|rrr}d{ z1~b_}Yr=46V#;=@xA=U)#|+Q+4br#917=PI{Ifm2h$HkDa(ZHxc(Mk3U4W1%+rp|iuzTC_?4)v##6Wz(LMeLVG{X~i>-Hn zF?!bO!le|aQ4HL(cX)2>WB@@i73{Ku9SRxfz20OeZ3=t(31|lhas+SmI2+#&Uq{DL zfL>i7s142-P^eYB)cbt`{-;ISm?^q0z%4QMZc>d0kp_S_P&PLE#&%r7C^&EDvY zywaU61XwO~#zYlm|mx^L1R|Sl3jS-I`pH zUV1`{XKlX)M3CCb4Nx~kUBC4N=3I|Xw--1>1i8?bmX=%Jg=S*PELIcTREv|P0+tPJ zhTb49g3`HqCLLzy2@*P+oNf@!UE72fp?Xn&HaZ37J*Mf6h5orY;HRtYTsL~pRe%=K-^E?7M0_UDMI3t$ELyk&)EX|v z$KZ?N|EX44SjAD#2>I5o%z;)~7j-*Asim8RsVX0{|JvAOv9_e01x7%K z8BJcFRan*0*-2W*cW+n)a%tO5kQT7YM6oON$4-^Y?|DLd!n+Z!l>#r)%J2SrX$vY& zAzsLqV_AWHWB!Ta$l$(H5@KV%Mho7a8x5GQ#!{FDu5}L7wn0bvqyI*%zQ!1**5v@H zIbbqeTeqW4um&XQQ<1PcU}qISQ$XneR6CJ@SzRtd35E|ctrseU9iq){vvagQkJaK# zz=g>sS0_2az7PWb>Tc^Jmc=wnfa1&maHedxj4_(v#Aaca6V_{Bj#yjMzUrwAFnQ-( z`X-3Jk`?MY;x{fSXIoRL{q2a*JJ$!y#?}lZ(#g*XtDM6=GKdg7d67ZINEh5mK$-rt zQ6~bus<}qd0-UX@+cLxmEqOEX@C?q=3Bfb1fZp?O?ku4A+B1l;Q{ua~0fYJhuFq3; zpLwX`9H8b+6(-!;jB2wz!V(<22Y&>Y{yDyIUueT!C=gvzb1sSW=>4+)JA>SbiGobh z;@_~%hZi}&H@2&gbfH7wqV}Llezux#_uO>DP>a#yCNCNY;m={`&byY8lr>_Blah@U zGKQ+YLlJA2^!lmZ_;Y?V5-XDEMJUmwI^kgh2}BdQnUV9MMDWtW3`=MXU(2`bdb-ej zi|-#(N>zj~2tryw6gXBbec^2Yej9?F*&%U8tY5_rSgQc(>G@uI)$Zn6-uq+mHVIY?|n&( zE}K?Qey;<2(jR=0F_?ls5H1nGlB1#l-y4%$?C9mp#HMvPfxJd#;1|TR zr~iG9K*PN{qo{pqz~z~g?6$bHG0`3wTSZvF`hXOaqW}MuDJb)Fq;%ikJOH3OsGyNZ z0YUCwHp~s3tRDdv7*+ykHx?U^0EiJ7LM%4IHdkbAvpDcZTFX-Vp$*juD)O}wj%rTz z@MJ+(ZI||LBP7e&y9S>lKS5b+?jaIa}o5%{*!aAv{* z`>izf(_9{OlN7k@7S7F?CTCjl&v#`3lmj7VzC>ZoDkAw>{_I)1=Xmz;D>JD8Ippb1 zAkzAMw%!6IJ!%G0V6a0N`@APg;Pj0O-2!lQ5g_|@rNQdXL(WkQ(?)$Fj-aH7fTow6LZ_Z$?`}W=%6dEl4mRmVzZ;U%SJU66`V?Q^ zBJ{4yN9a=3(|#uc!!}}SV8cVW*7avM%a(@4i(UXV6*0o|vE_zGmf1P&)1TnR_QjlI z-e_M*-@woJ{SGj^%kiU(4XT{}bD_b55$LNKB268BeSA(q~h3iceQ$7++3zESQ&k>3@c!Xxn;iy!4E0= zK2m)zK!@J?UF9*N%@s3NA98oOWAT+nisvR)q+x78QTR@D8KI~nX<(wt6e+Qiddkm~A~fg&e(4{5Bs1 zIb4;|`yC~UfCpI`13^Gk5}`4)3qNF<7rY8zUmb{-n_njtZ3NW0ag7C1gef7Z;qx<@bmkdQY= zmj#fWP;DI^>>xRDsfMGXs?l*Ue*h>!L%Vy+dm4G*($s{Yt`ug28c0X zJ=9EBOumx-AHME7sIf5H7j|%W_r~4bY23YmMjLl`cWGQ2Xq?8~-QC^Yt?}R%xXk%x z=H7GW)c0p9N!8v-cI`Lsde(2T22x9@o5lJhuh@;ayhK|K5K46KN9Vua5$VMtKkGPd zEpj8a^Tkc-W`6&BY>cQ;j@M8`Eobg-QWcb4@!n4cJtm&`^DbvQTOyM%t=QwchV3JP zQkv~BxgkQUwCjwd8+}#=aw~kD$0U<3zQsrk=KqF}rcZSESGsN7+8Wb)F_esG;{U@2 zg{yt;QLFHcgh#zq2Ex?iR4G)?s_|GaAx^y;!+msIhgsU!>t_ z7_OM8YtVsFW)}i<1nQC0D|Q<1vd!c-1LuaKRQ2!=*LnT+$M*dw^Wrt4*362&wKJF> zfshW7kB+2W|JpKou3rkd zKE*dxK0K^**le$#x%a=h6y{Qu=h=1}p*Aeq$(!WzdX0Q8!jpaKKlLfg{*?;Lbr+xY z7_{uwg*Zw=ftAtWoLzemZ?^*4+OM-|(DdQw0u&e6wXelzuCMX#hid*3ZPuA7vEp;I zji|Y~^Go)UVSX!vo+(86P&hbwbL{#RZrqcUL2>S5v06!|D(5JvBe_e{vo`_*Qqn+s zU@E5F;bp0FgUg+P+NMhkYB7bEl*d&+Khd6P!VDvI!-nOa!yr_6_s?#lMd}s*RM%bl zA8ziMvkV)CEpzg#Zh_H+Lfy1xSsmo;*694xL&M#ac@H+-WrhkL*#0x!FNMw$SLS>|>TpHSwY06~pdRM>gj>8H-r zO!DxTgjh>GpZMNhb@LpXJ(1Ro@JOY#B`Xo(Ij|qqR^O7vc+2$>$`8JUe{;w%5CH5~ z^<$hg6`dfzJkd;O3SD>XP5u$Ky(V34UkA+4CwTgzXg}M`0L)k#@sB3|m~S){a5F>j zznK^k)x&0Ic_XTxIvaV5E#$rK!Jsn@e9Jd=_{w|kPtwDE z?&yCwpPJMPHrV6Uc*2gaw%7f=3+^EL!&)iAw%1Z^kHh4bPNqq<=}*)?YEAEFdyjouydoIk`odg%wHUR*;r8X&Kq+2> z_Al-6l9PFwU&iwSgUlMH0scINn&Z&_58mrbe_v50p-*hEVgG785nN}h@A6>LXIP)= z2&(&e&g~?4Wv(1nYgYQ?bI2R^H?Q!u?sxc`wT+nB_$!flj{ndM`@YuDRw!q9MZxxd zIr>FvkfiMV1KOCmWn^DfYwsw1y;)PVkgf=+2q0pU}T z4NKMjEszTn&|RdAwd4NzDXtW%tJ(O^bWtH!EcUOtplOr`^!DV;1of{BLdaX&^K?E} zG!!F$qWy!7{j3-a1mvB>-&$t|Bt?#N0Z>i_@^4nC1f}A!qMo}9BdGVi*q2bwY1P;n z2%;eqcu?>MENzrzkV66V&e};j_l~>0-SyeltjgeWcq?(P9(=_SQV2mJNCVPYU84Ih zNabQ&gMs=`eVL)fy*Tb_mCtHgcrzmjo^cdGKD-tKv3=0?%0Rb%mA5c8bs&~pIE%aZg6Eg=@y%jru846AYcEAVGtV#XuXZ^z}m_n3B6N2 zE~{=kk7%lw^d)JvXYddKoUWfWzCsFmo$Z+vp^I|R{^&hPRvCYJ;_6!$O1OZOA!ftD zOpZuD$WC`)+%pu^&d=}@KyP2})^)GPXkOYi- zh(s_OjJCpgC_{huXG`W=iEp&Bkb$PGSwiLoZOda^sh=A(>kN&^W44>S59Z%C9*H0| zkG_)TBlq*+p(k@3XCc1ExH=|)mk+@MzKmV-v7k;bc&fC10y*PSw8h?)mOH|9CA_di z)#eB~8qU=O@@E~GWYy4fUU?xO>HKOo0*fMqNlL_O9=IxgMMHft_m!`4E8fF3XO^td zpi+%6aZ^$R18B-7cZQ#fNX%axoCXoyA=6+Or;y46M?IJJHm(%nmyu_NH->jNc$*30qP+h2w%QmJhD3Ki@h=aa zeBU-4drB#}(1N8D6jZ65M2$ZC4x%qf4Q0>@ig@IH*gt)>QQi^?$#=ial|w3peDViZ zwBRwrPk(=*?<%*A>!TFh{a%U{7W0ahNbB}bg5r;9w7_`Yi60yE)9cOkoGZ+wDir)9 z4SC-Hn%|@89AUazOLWNmUvlREdlM9WJZJXwzsbud{n7loB=T?7@(*HT0A*mGOAC+6 zaL!J3darTSPXiz1N{#GO#AHCl{ZD|BnvH0L{B^`8jVz?vD5N?n`bk!M=4^6$3Zx24 zN6Dc7()8lGB5Zv)n z$f-p?#E_(*RG`GUjibJ_YM^2`*xy=k(18S(I>vp}hW@2O>L%ozvB)86I{XDOFKY3C zY2^PGdf1-$F9!_E8pt5DapSN~m(xX}2*7?b`-|m{Bxlah{~#g!$0wBZXY?W0rW@$~@h$8lJQr!Ob=zM&l+D*seNx`?idh|&6i3tWhpkeBHrCtW0sYX3v5%_(y8=lgao|$w;_sDRbY&fILyYiOj9+y+vem8$0qGC;8wiD)B|0O8Y z6UUvzJ>%Qm1aXnUXn5kE`gze=Kor&bY>{{9DwdBbNap^uJruE~3Z(p2F zib{9`rORSA?ys(#A8Vj(nz_zz2TqBdG>~xG?pBrhA2xp85vhlj@B{{uaI0cJ4Hc7w zXFah|B@E!K(_U!3zp(zo>oOw~i`W^8-F8|d67$bR>Ka0bGfg4+u+g&TA6LG$Fi=Xt z^{3717kXEFg4fNBIS9_>PFq0n5!71tGl(eo!DPD>P=9GHvr50^ce7iLP0gE6YsDGH zZS+lG?;CA(0{AaBsEY3a4X!Rh#$$59LWtgyh&_4UV+X4oQkYe`XrbrAo!Ri(jF14n zR>br;;q|^=nH%}R21D)aPZXi{?Gr`NOl~tb)_Ksd-L27*oz9S2tb6~#bx}4S!@Hub z3G58^t(ziKcRI7NLj)sjAI@E#(@}mYMXLCh1t5q9tSdveiH>(mpr80 z{kyLzT~`Yck5Fi>!Ls(I1=di5Ui=$SY)#ML2Z%x4oh<{_=3jRR$N?jv*r4{jyYb)^FB!WQDcIps^U&Gy z!ZT{y`Fn3cOt!)h1%*?~QAKPIapeJ0#pE0Bwc0mVqmc&vqb{@fkJdLx5rU92cUVo$ z;I7#0MwRvcDIO+DcWfT#~yF0 z2n76qR=GU0XP;4=f)@elI})-6{H)#grzfRH1lbYHqskuwGwR)eR}HZ=-!G^q4ETtQ z!(AjM>uhUwcI+l{IN(7#>XOfBQfS3WJ^73vmAOW!CCO7X?+=!tB}b_=gR0*O{r@dq z;vdlv<1@vQa4wr@NURS`TyZw=)AlfiFA*d&O)3(Y4BJp2!&|OW60W|R3Ta^US~Uc{ zTi(pIk0mO>wS!f)^i~}B)(k2twbs#_E7picgJC5ra?!Paa$(6>dhQIj*0)K5MM!mu<5Y6=y(%2lI42UU>k7Z1#Ro& z&7WL_{oOFM0y-?C;I2&*+{Rbx*u2(k)ow#IZHi|}a3$DM3_91lldVKxiUbJw(h>A=^Q_foh>-GN z9r2R?@SXWvO)3sqz`&W-n*A4SDBWJ*->exYKNc52u7AX2zSNK1K(WuJ397P&^H5gj z$FHDeLwO5re57#3o^ut5nLbk5X^NPAHO+>!3hhNKGtG^6v48PaL zB;?njFj0evkX2RR_nzcD^!QIZRS03EpliMwG3{LpCgUF0<9f$k4ouiF&RTn-?um2S zUFZjb+_&~73mLUKO!!4HOS>xvE|S6>8PD+)tMwuUo8_Slirx|0i#|!_CDQIUUk=3q zjDP@#k8i)5T_Bnmh$6g@!uN9*R54hIQpELo8P9l^g0?d-9UJTa^W z=XXy@He(C!y7S`O+uQc99AV8`y^%%R>VrYGG4=k95wg(lqV&Ozle%Raygn>S^&nkr z#tq)DA2tGxqGo>Qh3!n;5WS13#9eLSNJq?yP1xkil?lzG0WDf>aQB2Ev7&y9bL=U` z5+Fe8RjMD(^-q1duGkOm5uaZ)@4H9B<@OSKc)1GPPFM4g0i*yGi;?<+FK`8Yz>o=b zqpKFnawT$RpMX7L^jpNZsu)$C>Bh4lj|l0WO$j|^`xUT|L4%|tORHu2_kolxEK>Vs z^aN3c%Zr={FHgE3bEa7!AOs+FtVCriVCLBIikirXB39o;{B~%yusex~5cu8Qo?{-` zXnj``_4EGhh#5ktveHft00KhHyLUBq6-%hyYoZ>F?r0~7>rttzvwFwgeRp5Od*2<` zX3$ufAkT^v!ne2bwQdz4II8DrQH=@rNxb8=7g(NKYQVY(o9BSnH0I zRD|Zsj6EA9#l{Z(=p&oX1V$1oQ^qo#>ie_rqZX%&sQrHFF|(kyJjK81zg;v8D=+>& zDMlj?)j0}j)jiUeMa##Mft4RRw+Ia5I+<(iLU#=3lb!GhCJfvS_qoR>N%9nFF786s z*l+1DoMfTbjW#Lec$!kUGN&Fk%6KX19$PL1?~_zbqiJs^x)D2(MZ`Aux7PE<>jmbz z3tvcd>?0^-hU}ga6|shI^0XvwmP6I*RjK zT9xEZa2)%xpPY|8zvia6w`aoVIVk9WMlvK--3{5s z)zf_iU! z4uP$*NY9yE3dxwVcp&NR!y39t3{;0wG&+13e-`~BBghY#MQC+vuY&I^?BM&A=#w_r_-3SVH>)qVnJ*5X=KU^Zq4a5$gXn7C zxwp6isTFs(9d`^)b{N~;s_9h8*;HZ@la}C6q@Y0NeK-lHAQk(@@lAGT>t0oMWPiU_ zUJOY;lv;;@{Y{b1=vPE#x|Y`b@X?$h56MoIBuD-yi6(SHCx)=0CmP96*+<)%x1lam zerGukbW0EMkAPSCyrAxe@##5?X%&gNCnI|P!|`#Zb+WmduLWlI{%y&G1I9qI(#{?g z{Xt$D5rr})2b)DMT~OZv$!6#%1L$(LHI!?`CKzsGu@mz1r&Z8HvGw+cxZcygcmZzu zGtthCUMm(Oh?648!yBk>2hY8BK>M6>rsGW^jLzjaRl4XT2}{vP&D&zZ`=UFyMkI{k zA|O;CK)~SlyFydOr_NHKn9$R<>6ZinhM0^@4b*2W4IfUC*nFr@o`3H*2;Y{;W=6eR z*S#egqO0kTl-tWw8Gg@dUY6g5ZJ<5}^0d2ao;X346~f})J|$H?HlQj+9HLF1Az0A} z#issbb|=V#dsH=tAuM^6mx7Z?uFAJVC?R@%2$}cHadw{~5nRkyXTEjcYiQ1mc>Und z5vunQ@F3o}mcmtlzYZM%QBbxrxvBWD9g_I3K_H`sFgH*>V(&;%;=9X=N+KULBGdSs z5VeQ>hY=Is-Hc1DE52@RT3lkAq2+Je&L(Q1v_DWo!{aMo+^ydUvov&LqBpjpp6O$a zYqAS=iE)%RdmO%|?_&ftMz1eq)g=ad$R`Xum2fXeKZ)5>YcjUlueynbJ?9xXTA1})}0!=xcj-RO>F5dm~}kB-2(Mu)EM_Io^05SZK-uvD_@H{Xfzn8 z0n`WMSJ2<`(1U~^icQ4mkRZm#0mA|#Njkw# zAqVv0#<)!9TOp1_-9uqB4R(7`5kie{{FkLRetoqftUgpQ@%ix3_hnHl@jn2HH0%x( zZQW~u->5NJHUvVS@Hcl&Q!xk=x-A?J06V{!Nj5ltD#JnR^19;Dx$;znhwQA4v*C7| z3Ux6UZRU1%I8^at9mgRB?w;74cRyiTRYGf{=aIs_Xift~0h!~;p_*KpEmS#jlu4uU z{M|5h5Dsq6QcN-ER%jZ!wJ2U8gaTl;p;k2K7WnS5gjGdS;%-B_?jTI?#!%pQFtzPi zsP$Y0SIVi(l$}Ds5lzg&dVYYSXTtVo0Aw-%bSMH@x&Yfw929SDSaMR2jL?o*?=g@o zcAX$%QmsnF3lP!3+jqMfSScHb!N5sSK4ABth^zh4u2FLT0#1tflg$~|Sycm(P=Yb3{g6tg{F$xF^}zubeA=clXh&` zq7yhEvplZvGHYMuUJNl$mkH?{^fr3XwK19{EuD#jF>xQh7z?1juZHpwn1J?{)IMe>iEt%5Kq9Fx4-fS zm`T!gc>LE+518>LXY=38P77BXsE@;3lDCfQxt1%~Sd^JbW|Q?LBv5tyB2>;{)>Rvy zF$t?q{ga&B@CVb-J!p1zynkY%*u9^*f@yO)oUSpt8YsupFjk!p65n*TnDSXo?D#9z zyfBgOIa%wJhfwGhW;H$=3&sLE8r$;CLk}8r^YG~yZM-GCamLLr21(ZXEv}e@W=P2- ze;Osge@28z9iv;UmE(}bU5a^VOTzM**t5g!>s_RY^Y#hm@asBJSJ#iNqwPb3LXOIt z^K2ooPGcAnft3)dnIaaP_$N1uA@0+3qe*UPR>{~Rl1sx~$DvQB+|dMnn2jKf{M2E= ziA`dAwsmj5lo$Uf+9Zu!_gUCqS&xEi=F=nEJl2uX10Fw1ICsklp{n) zse4#)Zd%$!E^lg&Wx7bJOBO{E)Dasyyz}zr`PI}}xFtfg3x~$99dK0yzEem|*SC%cH8`@H9QF||0cgp#!L>_)hB_2-xN*4Yjw{zhiD zIsy1}xK=JRB0UCZe~KrVy^r8-?1J{=u1Ovsx^xy1B>IK>^JoozN48+q<^Qe8rde>L ze`qL!;KB>;sF_srHZ*wK3REt29m%4`Ap;c~-*x5v?gkULO!*v+X^wM66y-8F^aG_LoegZ8(>kD> zpZUkn7{}8IZ2X8szC6!*1bTFG)CV>=4|gD4B&x7gbyDzPPh@03#KQc*U8zU_t>%k7mrO{06vBZzxr&U4 zIvJG)gbL=Qka-Y$W)>h=$di;FE&+1%5d$o8RG0wxG=+irkyr1^4){_Yw!5FcyY%)w zqI7*rzGVJ1uIPjE!%DkaI@PK~=P#7T^ja7-G(ePN>Zxh~uW)dTa?zmWQ6442-qC2u z>7*N_r&Z0|@$$_xQ`jGVKBH}STKJNjR!=JZhmQ+5f%}Uwum_FDYMBc`^6j1ly|LY0 z0ncC(Eq~@_NOU5y{HNPHS9-Ku4{S8>qLb7 z#HKf5sx-u%cOu7%i(nB{-WL60Z00<@06lmRZ1}GNZxWbg{6>}AUdf3SAPyoRq{R7J z&l6s@-b_!qScX&l;&=GHdolnKmcI?2pqfCr-IpD+(-RzQ)Vl>gM?kbili#K4G;yw) zxBWLdbA~TH2zbjxl>THhlw7ZtaHS5oq}cv_+`ggc70Iu3^GB|Djm!2V(WmG2^-lz? z?|Av5cua`MxiA{i=b6uoF;nz@(HdUYAP9&USO%5|`XcxYBMzEu51ts%X1E9dcr^cp zf5j4IvF(gl$~gxAvT{&5s&=&l+Zu(4d@4?Xj*4N7T8{Q5((*|;5nD!DdWIBu;Bg0P zWcdfDkfm+bi1u)?!Egh0VS=QHL~pDGl!cLc7mu5AJPLX`DZAeDaQ7m)`j=~oFT-Bn z-;G&Kb~3jT!Q=#fp|zu0Hr<2~maWsfD@4JT9eKa^A{(r;OM#Cif|BI92V($bCmSda1u>8htmN+%URcE7=p2ng)^;IB&Bwf#%x5gliKtn7mvVOD zk@Mg*Db|Qtv0b!1op?_lXlEywYh6gq1X(NJq~meAKic$5#8GHo11I~#eabrr|JsJ9 zEj>$%I6CnWs9TR;E!i9%9oF+0ZW#)3>rDJP9NnGdz4>*4rT4OvR*_iDz^|w~w5@1o zW?yZ?u(6n`Nv_Xo;b)E=pSqjt>#v&SkSyHzP!J`+EI9tnd>!vSy3R!u+T#xoSGK9s zk#TZtFz>iM;@L67P)fbu@%((!_bow`sN~WfI!>#4$Janz?7NgTb84O@NxLJ<5AtCB z5OxbUowj!MU5k&`x3dmj&8;{~UWk5IpPPE_sFqZdV7INiw7H~Yxu*S!d1edst%JH) z(-V~{C~sf>g#7hn-KLZ$lsZ;Z_0Y@#)A~j;zF7Qgg@xHE*~JcuU5xe zjj5gXvpggXwx_@j>)4et((XRk!-B3;xVcbFJ&)gP?)O!MBG?lfW}B^qyGtLDG>O_r z>ItYFdX#WV3)0v5JZl_o4KpvAv;8ojod%ej<*nf;ZKWwVr#)@teaGM%cHeT35mC~o zkL;={1YWqqtiE+LHP8zp{4yQa@8@xJkxF4&3&?LW*xghIBE$J6N)l*8$5tyo3Jhu$ ziDE64Z2q=|VK!8*xQKBxazimS-xgL~a*?~eL#;N@6}v*OVt83((}!Q4c`{*d$DA5Z zL|U&Kexf~BX{A`76zX-z&jON<7KCT&tOuLE+V6>tA5M#MkO=vRZ8nmudOgjWWXbJJ zRfYcD>+ElUrXwm*RNPyZBknM$uHse75kh#@q;o#s?X)`nu|!mpIUF?QwBPbo*MWBn zT9d=ab#z0i;Sc#5Kfy|;yxo`+R-Sofm9Ez!2idJ|)6AIs6lu95l+;aYXp_a1Po_|4 zN90jwW$<@Njo(=*(CmAQoK+_pk;sMKj`N$%T(?^3;V_=hk8l-#6LV~FGR?KLSdKa9 zrH4<+Pe{sY*WKyC4Q8&XA`rT4#;Vx49H&#B3E3?nu1cb#JH3DJpB)%pF0p$aso*Nb zl*pPtrW1C&Fp%iR@5tiwf&|QRlI^tYJ53r&m*M^nP^&eF+y@=|c77K>8m(T|JGvbn zrrhT{T}e71jNZ@o)BF3%lI%~(^Uill)qGbiI}Faqd%QwYRC!6^x}ex8Jqdz%-!PeV z8+u0X*YhQ)`zYJS!)!_0ho0O&{OzE>%JJ(kYjf3R$ZyM|GQTptII)D}bjCRo=n2-w zmDV?}WB{CoF#i56C6&=%pns-@K=<_<9$(7kq=Nf)0pi*I!z|`Pv>%p4vdC$p_WEln zoRy>$Ermh0vMsQvVprh3G~(c_<<9*MUEgjuy8k!#B;_J?F?E(j7@!o&zdBtpwpu`6}>i(()?FQl0J86W7=k{WCTGX?&oy zBjqSc4t#M|MSbNMvMjF;&vG6PFPQ6y)3|}c(!|Gv0wYGor_Ef*7lN4WuGcmU(%|6x zhbm9vh8mx5X>|VV+8E!sSiDv0!YrOu1TCTaSI0Xj#3HDc_Nt#ze zrLXs4y9r}1k7Nr&;w-Y1Kw4iyaxx5I3udvit{4t{sIq(m76$E%iSL}vu5=@9QI~3H z&*_P@FJN4-rxua}7PKed)Yp&89$7-1rgaUV->}ADn#FK^fDCcAX+3b=0!sN}jEmSw z0@m4UP50k^MS|Ziq$f>uJy8no1A{dy9&{8I;d7YJhN|5P*2WbHraekGQn}*kq9(x> zQ$BvMaoKJW#Bjh{Np`~;H)zy6l?e)b#x-aUiHob4rsY_ks1+S4 zh?XRWa^)}xkzn_I^wXM@L&-7ee~1=o9n7eMc7A4=41|mBY)d_Bx;%KK}?MKh-pg3tjg-stqg1)+}x`dHv>Jw;OD&{;kP`QLz;>>t@Mzq7p*4>-I(1Mhkl`JW_`r%j6=||IPZTNRT%y+m(uq zhU+`bXQYbt75uxGTG9i~M`OfswSoIyoqu^1sG3|Z=e_=Edp_tx!Dr;vKMk7ol+O)D zB3C&N4aToM@Q=ZgxD{XZyVcj2by^X{}6Lx{67~1)< z9W1h*o_|!^|KM)d4+-0T$DRv`;3oA(yQ3ml;6~mXsq8q>uD_<{Y34F^u;l=ECQuqI zIC3SWSB2N7q|e)|0iJxDeBhh(r*?_(L4$epad-TxLy#~0ntHnS!B=($q(ioB?yvelw(S z-E!8J+HBDT%R&pVh zdC(wzyfdJOd=$!v(7l--L#Wo|e0-dXtKo#zkB9$>H7BS*WCx$w-)O<7VfkS{HZ=J0 zJp$O$X^DuR`Zt2J`dv;Ye>keXoTVfdXRQK$GGNEIZ3QnoXVB-$>YA{DBwhaRu`dA~ z5Q*s->1$=;X009&tz6m#hqY_N{ORaNUwAWVU<(30%e*~3_G3vH8#%JM)wcj2mjd+zsv;9N%B#S*eEt=EC7w|N1$fikoU zm3A{pZ(-=`Kw%#+QYf_A=EomK<#i>zoUmd3 zYnc-R{%%5FLQzI0{T~Y5RXti$CY?C<<_;lUhsX_+Q1zW9=HF}@7&;k$p?loxN{=0N4U1M^t>2et_SR-fC4Z`UuI&aACQ7Y3^zA>lf5g z|Ka733absUR+#dQx5`($;EjD^;2&3#Gv78`PXTpi)`V>GnLzxt2;iJ>9l|fYzhqo) zWa^=!7rls0=;ZS0m}Xr2JRPy)XZ_>&-LP9JecpzvXb}HWI>{f_R0~a8Ad%30*;i0+knj;m(AVE=( zWD>rIQ!Zh6!9-+%4al9<5?*5qGhU7e)bi1>t=k?2f<`;SAP3}Ds+E*`>JY49l?MmE z8efIRmxNDYV$xuyV;aDpLYABZlk*XooW`B~826cX2B&II>hJg(Mv1frnHZ&?HQ*&F zF=fe3*p4v`WbcjDDZhl)r8ojA_EOrAV9fC{lL&A)WnX`1Q+x67eCAfbH_{y_ty5$n7pcnxa4s_N+_|rObfFClTTgf< zOs$0Ayt34Nh;Areu8#sc)$!2xD2Ixrf<%*J86`{57i!?Eb47JChhExM-5^jAp9ZD&3f=^+VMOT&wIX)?o+1MVUz$>}CQdcwLDEa2-a?L^J6p?a>62)QGi8!?5=Y zU%BKB0(4sLL7N6$`r5Gn&cNoQBIEl(Jj5UrYhA3F@4qe4!VDOrr=PK(QG#vpLZ4r6 z?(0BB%Jq#kp6Ab3zu(fTae*E}x(L%gTr=E#&(gZyq(QX!28AU__%)LinVTy{Vn0!V z#brp^#r~0(4wE+A?(9lSVc~9iy8khwjb_Oh!|2aYJ}7B+p`0`f#6gh%>MD^n$I1G) zg6z2;rPlKfmO;P)7NLDfJUOM4#q3fD?l{WB+mUkUnPF%vpP#i}NA6CWID}`?necxt ziR0<_`akg0!R9;b2Fr#!bsB=A^Q?9=Y5KoR{ilr)4PbSKG9&;e;`Nz)8 zpVhcrA(emyXbWuILxertN_NhDV|@^>p!L}u{uEuRHYv8xqqy= z2%qz}A#X2Ohy69*{&E?2aiT_tqFw0?MS3Lk5N8`rnC$DoD-%9r>^$>Fo%2qw26BGb zH;UOhSu8yC_4@3M7MC}dkxrcm{^K*dW8J2IEjSUV)Df;0E{gho$FRh(9#f7o)ftz? z6x@|Oku9!ka27l(d=dEZ`FG5h3K1Ltx>W}O0{$mO2qbeQbj$gAZANn20%{BWtzzwP=OUi3|+Lz*#~2RD*pFlS}1o$TP^zmhXLK^Q8`N>K7`74;GKrUJ0KVfI!j z;>{PcMI#b0#;ZIe46ELl{N`Tyo;igrgw!JcI{>L5{#ANu6t^w3p&?G{k;LrNoYQw0 z1EDa9w(# z6gxR+Ds=t54o1p9E5?q|tMAGQQGAi;wie_CdvXWnX)RJyX9O)7vf$TV`az z-*9=s@MOD_w4*F;=%>eL$IoRq{B4R|Pf8(#O7*S-A!2Xn9dTxXb!;U>ve4dYr58|z<8TTmJL;W9Vh>x5-^{+KM=&(IpOw>1)n zHRAN;LhK}Na?USv${f~St{Ng%9)#Ic9_{<(0S2~*_uOJw?ncA}U{ui?P-3MteSrWxtNE-7RncXvwF9%VpV@a<#jZ?G*JB`ai0 zpG9La++C(b0$?|T1%Gpy0NR%6gU9yY&`?%*iGONae>MY25U-UvH{GzHVcX*7?4Cqk zw4h_e)}LYjxQv@;Z83y9xNJqLC9^pe*>h#M;6{xCuiAOKQ?%d}#%<%^`SJZ#{b-_o z%v|Rs5&wU}3c7boplTjhf#5dBPIcp^3Xha0B1jN1vRydex>lEl--4f*PU3{vR`QWb z4Cvj^%QX4C@+@Km-Jqdu|Lb$qH!3vK&G6!W{Y=#)VaUmO4*9_5N@PNeT>j|HU)L%wjda_&OLe!*(v!M=30<0;1+Y(G&zalo&t=+%>U{YMB@tUtZ<2{mI5 ziy&2$RK177vqL*uHAxer55t;>?+ASpe^Mk}PMJ>z8QkVdQW!Vabz1YjKvE`h+zc`s zu-d;*ZD5;HY}*)RWL^k1BJeeSvVg<|LZfMc?9a-1N(Qu;`G?9R`BOxsHe2E-(Duh;2y%0#UoO&eH` zDt1z9`OKVnt(}an_rb>>Gf(w15nN{be429K?K;YalIK7RF$SpOWBly#2|53THuiu0 zp0vs6M5l%tPFlE4RB~;56c))sog^}7K8{9E!o`1yPA&3R9KPAdwec)4sSt+YBJ2Yc zeh!v#f9o==PHwiq{N$#Veq1^jih%`7{*VZoxZ`rriEFo?BX1%EABN&7w%<2GZ|b($ zlxY*gU^4aUQN4-Psn)IXk-83FmWW522WM-_-pa`ipt=FAw;p>xD9X9?P zg0e7hyO6YSexcO-SwCmcr)b3C87t?3fhw8bohfcKaP+{HYXBOzl%jQQ9VmRhM!rca zdJ_HrB8@}ai5I5Nt?+(1*@OkX-H^J_)yIf*(FHrdO*?#M0VLCt`teMaumSRSq&mPq^-?r0Vqa>l(Mjw0J%I4)xU-+I1u*xF9Ly1!-b(-CyD;^{~tuXBw_ zGbLieTpdU5JxMQFT~NigGio>@p3#f_b!x>Pm3d*>^6y`g#8P%wgKt>FtXfKQ4slV% zb}TWQ(HNEv(f^4tQU&Uk*O=QlI7pL`SLft?3IC}ewi4~C&8D~fI*R>GhwOC(R8|)7 ztDnacw4lVDM7vpKs#i8Xv|jL~N)l@~^tRZZ$JZ0%2r81% zvMe-nX7N{h0L;%oqfn;Y?R1mQfK032SEsY@EIF9ZPUUnjFfIcFq0N5_m!3VDOJyir)mi!wBbU_V^ zX0g^~u)Em{LM2~9$Cj7xkMDt3Wws$E^ARqKi8@@E;ze(>kr-e*f*&}I91vgMjUiDt z2hqgq?alR}D|)I_Xej~|M^d+u%ET!lePI>#WCQr#phZQic1;V>RzABuBDFStF6r|{ zV(`-EYrDY!rb@W{_}yYk6CQqwAhV5_I32J-L9K3V>?E#3JlF986kB&w{*m;shTOm1 z>-NUT#}%a)=4%ZtD2kjN&?L%<=>`dqIvCka-)Mr8(ml;{22tbA*YFOV%ZmgzC0Bxs zvAE^3!G2+h0Qaf@b@^+#)w4SnoVs4W10Vf}4jmGxiX_?&JJ z(UMP=3BMrfZ{WYtUPt(?YGOcS8A*{I=AAUGLpY96C*$&7K{v0Mh4dZolue|-{!m0ftzdS0w3NFp{kJC* z0OD@A)_U7B#EL`NIxUblh|nnw;|7xkRuiB|+1A@$OXzMd%yzb}VONwrt@X5tCgD{f z;n3Uo`}`IHpQ|I%7iTHYYzEWEJCE&iI1NG^fgCVuVE>!-Z!fe${e$E~ktrMAc>3XR zVZyO9K_WR&_uwxX`k8hM$g!zc;){AYnGlFvpBUIsSWG8yLTA#rc7y{arq7?`|ES`l z{#mrh9oNLz5-g{{G5JIc55cwyra$5GuSRtu(qZ|Sz$4#!o^Co85!5WXeguwT%~jNEM^VQs{fNn z5ElLY4XZK{vDx%|{(HWz8$oNC_8yq!1^F>U#J=I*8=84FoRojVjk{=x=My2nHAWjF zFg1(Y|AHw|Ug@>}AC_BD0%03Xka@tX{rg*XrBv4KIlVkL z`Zq3sX$!@0mS<5APMjw(56d`tIrf5?Z(YcBQGDy1^VkJe{pnRS@kLL(e?)V(O6sk+ zAM_UXJ%2v`*72utyW)#Z1tzo9{l*xOd$3e&6Y_Wz)4m1cH_Xz+si`7&G&y%5EN{oP z?q-U}xNR0OuhvU+hQ#{}7m=9K#r|v__ZjLt#3x+6rjJ$_GI~7}kstR(2ID3+dd;() zS+eCb+fm2Uxi98Q51Mm2*c-Ih7541nnMYu z3;D6;g;ps%4b=n1d73h8AUxgoKAMj%Zw96JiVz1kGD0-s46!G zW2)J>xHtx8T2au!MaT{eSbd4Sf{A}Ab~kPu{i9^pjbPPmAC||h^ySOifc1Wo6zro_ zIMbqT#gG|P8hhrC0H#5KJ}~*@V5$r~>jlY47y?$~VFMNbYTi_@`ynk2#RsgUVT-6~*{FALaJ&BV7y0P^i?cZ3(}U~p z3%9%%h~C-z>;9Ux(NKe!V$JG3Pd*e9t92lhnmAnM|w=^S$x37JBd+~Qcamy_QNt;WV z)dO!vYucLMEj7sM@^n2OqzRhJ?U^LxwjgGv9%BC?j&(F*kVX_XmAhRsG@;S~Wlr2S z(et-5ZM~ATILmJ$0!E4_Pgb$5F?-bck6}ks5x3k(=ZgC+qiSPRmR@Ad^Y!;TovUFu z2uX+jO>tF{UO9TNc{Pp9O%4461Ao1PM5b&PhQ(lOv25Va5Ah|J(dj0HDRu^i-_Ge+ z1;+PicPNX>&Sq@m?Z<|-Y*<=_lD1rS!tvul1x@~FxW0C*-8OT{>`muKORf7nj`Iq1 zYQAJzcJ4F?x|l@>l@#^t6z*3eZiMG zEA--~_0|o(Jmj$LyY1&{t>u**3#$v)r6bY-ci?X~a3tgPamOQ1bs0^z3Ny~U;xs-P#GA1*AHwTu>te-mXw%DnoJ9{b{i`|oK_n>Sn5p|6p=Sa#GZAAqH7g^Gki(YM zfBY?PvATnrN?}Xx=3b5^j+AAom)z~3TCJgWkI3%BO_Z$L1R%k%7M&R$UctcK?3I&I)F0YVk)jj2psK&Z^bvr9xnS6nE|_16CQyS4NW>29?$o zWmFbRdcDciuB@b&zMdL|H`!yIW)&BpiBpA8TuP3YeO$SdQt{|yN(8C-*1RB=DS+|h z*hYPEFm&|{?)Yfujpc47fbH^hIk5|VyV5}M?&akv1M;VIx}ooW`8>BQeNw4hAhS8E z@p`W$IxNz=EROnb z^2*rblUs8{cjm^#md>hLOF3<|NQc49`xF&EZ9o6pXTcgxWPMd*uY^OkZlqM5`myEV zf9NulP8&MHcUw!nR78{$GLrrnH)oitj+DZ|bDb@xmzwG9IsY#$M`fPHe*MIag-!3& zCVaPO>=?zD)-+}TjmYo{_vo3!HKqMQD$5mlNRg;)ZncvHqMBzM0*!dD+SNKfdD^hR zqCb(mkt|+y=V`fO8`dRwAU}Tv(C$DYJ)g0k0=Io5F_tFy#&m3W{NoJ9w9-h2T*ltW z?C(+eT9%+O^?u2#t9ro$vh^zCcolo!rs?lyr(3<_%A|n7-(BZF9EdqxN2xf! zF!|kBsb**^7@|BSR35aFD6c`Xe^iMDubCyS$0mKs&;M{33Yb@-Z!7s8(jkXT!OoP; zv3Qv0Op(9;-CJXN;cjn23^#f~mY>B)wd6KORFeNfAtCJRX0FIN8pU&OhY*oKya^#7 z$M~v@EKM-KmL05s{n`##9;PSEPvei@&YvSzEt@XeqT^C9YlqK|72%&eLDP>|N>lZ; zk^;?FLfmdxxBkgfJe$4Biqz-wVF@G)x_Jm4*uY@EzfVq&@&!~-x$mc9nMoEfn|d%^So{|Q zJ=(ESIugFr0S~+sduFJ^I3koPBDz7IQ;`UVJ9g|C<~+QUIlf?WjgLC}ohzG{SDGls zFRe_;CZJRqu{yZ0n0@rZ=+%P{s_9k&tADu&e-0flm7iMGL9^JeqWy#iCAJzPd24_g z_6=tQhI-|VuEaT4au>zamI!@2`R&@thI}To|5{?Z*YnM8!sY;&6dl3+jrIMt26X75 z>f`3(zff>gfZyeUnoF!v>7GbT}dz%A$b1zz?-w%$%HgtE3}KP17&kSdddPaH5_Ep`Q68;XzrPgi3u}<$5#6ILdgy5V#+Z{PybW}~f?-O7{t_NL zZ5=OrxhxQsTXetus;mERJc*v;myGFx8E#H{$ju>7KPyC`Oo9yF>+x}|hujb3iy9bx zKU~_Ws=gc!9n*S>`+U;sFRDE|{Zp!ED@{M##4*E_D?4&;db~SP$6WaSQ`b(pT1#H+ z+0W)%4(XF`o$nXAg&Rx%L`0Lk_27xQbMK-mNhu~I1p80S1ls`j$f%Me?VpohaubYb z_AXvqh`&oEwjx%+B8x7ET3>YWm$&D>+SPs&eR51`%T5$LeqPqD{CKmppHPI=RT__6 zZW=iI@qz5^MPRH;TQbSO`2TSMBDbhN3n@n!R!A*=zXn_AmY7Z-L3ac z->A~=yoyTID0pu--VkH|eExaiV7x?5o(dM8(ZE-0P%k*@JfjU=L5v-F71k6`S>_(8LHI3r`R412!-7t0aC+Y1^Au?5)KOgnUvU zG#8dPs6_|UoUiC*x!qH^33lQ<;jh#c2LoCUOpb!<4UY*t;NzjePBR$5=!xHag6P>2CB8q7K~#&aZMTGp@})6=&Yt4=AOZq72~Jvj zm@(6iP}UBtSl5b(-4$j7eAI1~bTqWmXR$RS4ENAlAfFO`kB*@-9}Fjslr$-y0Xp7a zZp36t#u@PqqcJ{g(4-vf97V4V@9ycuA4UNb{F#q9_{zVICR~Hy1kVT$L)2r6l=%S?!phyhsS?!z7BiVYDQRQGaodvn)_yL4~8Mx<(4aSV9l;lhQ zk2*n4P97_$()OqS65c~&rf(@IVDa6%u9e=euD;vTtzi5s37r&MeqlfaCWYSjk2i({M4&qJ=1>X#b+wM1m5e?Sg1oEW7W^m}ZpP}6maJC>Z zoV)R1$Eb#%_~^MxWcms0{i}1@Eap+3lSQ#_ar?~^r$$Kk9OytHm|)0P!oX*s ziLRT!?q||TFvY}}XKfSO`K%MeP6totPn<-K$jqkGiK&`$DUXmQ2i)15$Ut{xrwu0S zHd_iAaAFJGYar%>VECTg{>Xi|Q0xKoxqy8g-qkwxqf%Wg|9TL;sJC0!3fQ{^mrB13 z_7q*-O?R85`v7Q${JMGElZd!ekLVQrYhc`*bkfKLX*Z;{vBm{FIo=#Fy?0}(Q$*I4 zvKvf4Ntw6!ER4S10dni48@)^$W%$xjxKc9+|8d6JGa{J#3;+L5Nx<@iP8VVEUq1Gy zHyltk-EKjIQa%ZDdUEoi#u8%2y~zIdvw@`t6tALhR#ToORE3J0pcD}dZuhO#=HJZg zcmp0a{pYKtRrS7u;O?8WHu8Dx&swo!*bhNVTy79(cv%D2QV;s;OV&Z;S-R~k3?NBcss2@W18i3Bp+hhfEAAJVOazumnu_GQ(j@7}lW z|4tQe4ziQWy#p;1wioFCqh_F>YY;q}Sswy-)A4>xHdx5^1iSmjATE&UQV544?W+ z3rORD`DkYiP<@zXLy#rAN_i8<@Pw)#rWzQvFsZ5Y)_wleuW7>Ko5*!ylgq*2nZ5uD zu|vhC4x&ld*^NX_c65$XkLbNwHLQI$f}Ee7@+n5=Qo8ed&8z zrVOb^4w8-A{#xF04HkB?vU>lc2ab#^hcKv9`?M7a%j{e`V9g|-kDezVzhW5L`Q&GS z<_?5HnMbAqz(FYt5liQpV841A&QUN1w`^^FO5eWQ7?xx+xoT8hPxpLemyD8x4mKF! z^48+ufW@^k*@IE9m;M)%VwY%@GxZ}6;YfmY*M!h(Ln?u{zVGF`Pn5I{OOGNeOF zD;}mR^ye&l$_^Bc_a1`RKF^gJUcFxDK|>OO6F#RICi%GRIla@|Nu;r9bz@FpRlift z_!RkL;)rG6%Les@+wx2qxNdK==4?qbL~iG@PRI0qANcOc(|Bt_V#)QkNsl53l&tz{ zFwS#12HOE4{g}GvQL&dTi6@$jF-p_Ugwie9o^Lm6+>TNn=-{cgLz3~`_8@R}_qVQk zbZx$gVf2?Zl{!j5@|6WX=Co591lCMx%#X1zmtWP0HipW}3^B@>0XR>J_+@y8o=?Wl zvtOa9E379_QSpYWX!rvQbOJ| z?;bCLJ}P%0l#QpUZpEL@UwX7I__N?rzG&c&f>v2*`k;`4G6oi~7$J_MT@DLkavOR= z)LkUZdmtk879X3`b!oGI+V_fShc1FU0tEcoDK{i_$)tO#B$w1*G;e`_j>Wv@-7fXpul-Uw+_UI=L9jx&`Q@BL!t_U8Sur47kl4J zmFVGMCp5%;zajTeJup_;OYvXgn@*oPi;>)a2V)l)4IYeWI+G;`oYCCf-=}s+5h7eL z$H*Tt)Z9Gi8dD$ATavk<8h2mWzI`u_56o!*U6j7W7~M_KR%Nbt9a_Z9XfKj4eE@H< zRB_n?^X(_9dCwn24@PGn`7kZzjD(Frz=Gqofa+r&rN*&?d^>sX^!vh$h}5!vfNmF~ zC!wPFrr;~Y7K?^-Uj|Oe_e{Q6*qXPLBEsnsbU7`viT4dAai;FNVLCFq z{me$El*orHQf+L~dfB*^{I??~x8uDiW~Hj;=^QFbVoKD6Ca<`Jo6MrjCthd%2oa{>xq`EnaA{(u6&ub9x4Pd>~jL$DflBgpH@6>4huD1|imb z5~;W3p-rDN94Epb>{L4ZghD0ONebjL=76J9p5#{UOhQW zdJqJh-HF;x%%_ApO5!JJ^tA|87%{wnR2}AoVOvyKi z0)Q9eKQy-vy3h;d1~_yo=A#%jF?g)Jux!+TF_kGl>x%qQjw+}g-21K*~5Vc z#daEFc@XPo)gNVQzpu*l-IKnqJC`BR4V(mfgGC!~t+ye?(N}c+EQB2^Amfb_NR6MO z(N{aGV+0JS^|o)8h87BS1dI{yUQ1*?PiL?**6 ziWJWL4WONOSYw*Yh-+a|xiTBZgL|VK8V~NKI?f=a7!X7gwqs=ia`sMd&EC;j;IP~@FBy0E?Cd{5fYyulYZl7M$CNGnWB1>3 zZ%KJ;8$}8~p=%5Vp(-BPBMj>~dU~OJgupe`IYOlmn`CdkxA`H2p42dMg{~_y`I;?u zysB`t!s@d0OGig)VPnNz!RL_Z3m;3qP%AE)v1zQs2W+OiFBEVNcWG?t zEb7dxb#QG9x3vQ3t~IKJwFF)wdn;71`a#Sq3#4?B9l(YSyV=2@Ka0?e#uN6owU#J?_w5T)O zBAOwK{iB2JW#T`_Sn<3_c6XoRM`v=BT)EQBK{ePkkMg_(Qm7oo0uX~pSBVlKI|U*w zSP!*yd>$DlX1pj7g*+&f`j0p+Tj#pKi6s_yb|F|LD4g5HOJ5$8!Yd9x0cu~t>cy6w zHcX_BFTQ+{JlP>AvB)@q#0X@>z{F8g zwsE5|NDhB`hHyT>7y9xt+YvGl{o}$-at?hiR-CSx5zS#l<$va=l*goKAUATqOEsF;&tP1-Z1jQC4_`Y1%#}{@cDI2L{~<;0u<){8i4uW z3w5mV;_~8_`xR2Y_8*=RT0S24N6+D|KKC8zK_)?RH+3F?00LsICoUPR{TMco*3x>k(QrKc^)7Ftv0!a=cp?@7P4= z|N3dF)9F{I1QREO-wYbF!k)i_R*6H#UrUfL2gCPGH1-PH{sELR^9R89zN-JbsmTh? zX>*q>As%JO#Xzq8vC=I}hER`59QaE#h?SZs!k_c@#y~WFGbT^AmWrNM%fD_OE&H zRAEDJL$Qn9m~mWJ0HXxa(TWWF875w0HLpMXc~LZJIJc!`1#l+Ig%&VBh>I#$NWiWr zhWS#t55##tKD=W-yTaXA+##~s0^Fuf0d$trj$Y8R3% z?a{Mg0g}t()Nd-&ykJwDPH~p7=mCD+yhQbdT}5U+Y?uQ`09%GeElSaz9j0 zIVh{|%5@qapX*`*XOL<2-Uay+eX#2SrX64;w%qw#WuvaVP?{BH_!dp51B!2+vsi@l z48a!*&fTdPP|E@oa*Iy9oDR7SW=L<@_g&0Vn-tnq299o`8N&3WZlH~aF0}_+@B{Kh z)m-hl&PVmB6n~qEkiuA(p6< z>-g*40Hf=dji(~qeY8oRGYI|8enp+;O!v-grCJYXzPTAfzK+WW!56~q4>shY9<&-kZ@}o_;{DyujWbN2HZd|UQl`~6L(G1RRBPf`VLHs76 z1pQX0uTr$EK)a*PRPK+kP0y437dhf7_syYK!W6hWON!L^UA?ttlDV14A&mURc1Hm9 z3~sD|(McS;tEmgeF3P>hbfbhS4cM26$+pvn)XYx?eTu)SVe82B@w7(#p>NGud=LoL z(NleM3$>6ONCEREQ+t5bdN!6;SWCRk-b|{S7#&`O7RS@l(hJ`RNDxput9~M+f?m;) zCuh2(b*VS*nAKheNh?Knwjma`5Hm*Ie13Pq_j8@V-miO4#_WuLFAfCdB-gnwew2D1 z{J39(@EoIi$Ldms{u)Hy0_El2`Wgb%F35B`&KfG6sOBWue%rNd{qa1Js2T()90cj# z=MA|NoOv)4Y^z1L9Z%!_B$%ZcO+TuGXRY{Z+!SDfcdQ;*8;aEyBjxRQKaesKn9CODku{Nl_BpsyfO-ZJpz!xGGD(j;l)lTD(<+UwC z(tuV}SLWdAjNP0P9Bp&-x6r=Uwi&Dg`5}y;p0hru0z3G!Q}oa6?$U+y=^VnrFcJx#*)@=4Xin-)#`2Zr* zI$Apss8tCI=;B|HC@9Ivck6LgRNHOv-q@@`xPQWHc1`huHertXXnvEE&xe=yXWiDO zvM7;~*7(IUh9{Melrf*zh`$kNVc!m=fTW^dGmf(#m@GzZJFLagTkgmuR2F?qhTL6Q zHYOAkCc3nSitK+0X}wd+o#3mdcszWfHLTVTTAX}F=L}#VXGZP z=GBQ@LdO|Ki@qAz$5vhneJO7|t}zRLQS|q4v|vp2l`o6g#QPxuX)U=`De8>nD z*;9SFNAEO0Ds*^Dg>l6ljXAwIG15%r1>-6bx!e6b1Sa5W?1{IYivx6$B+$DlxZw1$ zYp2(*CrEExFs2(0RhzVIbab1DVAusIe)Ckc=R>(}4p6Qx?hKgCc$(5&;}B@8?473V z6B0h6(rtK*cSgz@XypQNf@F8&veRa|R#-FKm>B%Mp5ES!CN#s2xzc4Wi=U!r+RY?o zTH}PEW;agN)0V8Q*!BpU6Yg5$RLfL;Fb+=nk=|(`Tho_NF%qmUE@dSdUtLnyGN* zg+bE>)awcWp8jMs9W2fhQ4;Gb$>8_R7Ru3TMZQTu=hgYmRzY7n;zuCd+9w^ z8Xl^s^G!k{T`E#iiH)a8mr8qI=txD`zblwUR|r|?Y8jCBFQ4Vmb&%n)4V2d~ zPN9qn%#>t3IzFA^EqC=0l8l0i!;0O-fzr`gi2MzmWK!P6YrAn0MWtClAZpd#YoyqE z`C%JvuSRJTWGWPAo`ro!O{(Lu+}^qpJSZ9xNi zJ1y_9n3K%EsOB`pzVMDYc;6;IJ$%k}dZd&F%guGlT?=2H@VL`}G)-H#%#xJfqf3Fm^L5a+vpu(}>cJy*p>z7M5!e1LY zKp%V7r6I0;pMH!3Ro5=4qtZdehb04R8rv`yxZJ) zDOy5=`=_6sxkELDsjJ0}m<)IP<~e4O=jeON!@@Zj#eUYEa0bU)G6~P>zp~HbO#}-Y z>4P|Zge&W_)F&C)K6-kWA<>P6O4`H|7JvG$hup8~u(X@mn;>!J?17Z0rf2jIFVL{| zjfY`$nKie`=W*`Y+>QEkP&{JH0y*83L7w<1EFE(OUwTjD>TZBT@@&gwT>4!8!G*Ts z%e)Owhdv-sj3DXw39vUB{L^?(V6uRC-&@O*S?a~J3DTq03&iA)no`+|%cf=3_|aev zZ7i$!{@nqmJ*pu4wF5yI*3gI9^FCMmQi5GXn5yCoMamxz=G1dgig`+Wf9nZDkM|-2 zj$pFyts?08=|t;GKl@We=W>+T6Ao~{xMaxQ^WG+&!*GdWhyqfote9CPY3Mo_#`KnP z=M6HLq%+dog=rlqB?7k3`TRwd#)vNeqRRGyI|vw}sR_chvB4gCeEUuJ*v|1~cKRtf zvo{dkNJqbIo{_SM{Za|+`7VvUVh8a@^j@%%)`JTk2!CjAU<^mD2`{kfkZ1SJ6P4=y z#|e?F;bE4GY%5Y2VQT1a=H;p^l{%ONQ7$JjzO__`5$MkY>| z3?3?#2Pz?Ayro>TAW@5FWb0I1I}Z*4qOU`--YmvX@b?FZw4*ONcgYONToKpgXb;Y( z?a=2v^rO#O^kRUU;inCC%okTE!juUcYgy=6HhGLrfI%85|P zxC`g`>*p@7{x6`hkn@&15ucP>m|W3!+nsx>0SsEK&)E<+?yj>EA>cl=J3Q`t5}xkI z>_cAiWS~Tacn7So(3TcEZkeHv`7TQ>(L5Q8j>`^w5AE)T?~w(50rObpl9S+j3=1{T zC_*679#!D>9TSoS8NOBgL}wmB%K8Y>J86E9@0lOV zEFH?9H~;d;eb9z$mk~NyD^2;!0(Oh!Kxem$o6&9$1KnL7ZT`Wsb9y|r{gi_M1cV$X zF2t`ikmm5b+Q|kEko_dwGv<@(iO=JG*`#;Brx+3FZ$*))nfY?e|ux z3fTFR(q;sG^i&pQPXvE-lGPkcl2g2FtR*|;;-R%bOmtfQE^MYDYOsMZaUus6SPs|o zSbUnCPR_>Ez!2s_)k8gQKL2keqzsI5Q~he{lP8tPfbd6yF*m=>Y84))--WBa!yfXD z@!R%cDz?so{oPISswyBwp22r|K0U89Hz6)ldG=!+$Sz z5tFYVGWt#Fs}F`hA5IHC%e^n+Ms}LyXbR9xbvIS~*B(SpMNI?Ay1EwV7FNxfsGhq+%3{>coxO|y`( z37M_MP1n#iVLIJ+*NM)2Lc1~2@J3J;XWu{+H-9em@Y}TU7tqPU=*&S5hT?77o3;u@ zC4Ribq|yU;!)T~FYTkcYF}N}$q`@OIx1jVT@ z#ldsT|0W{0@E3VVDpYqRM0UdxvtrQ1w*aKnH}8T_H-JM3*pomYI&yr=1}GGk-~29% zNhn~@u%2kpGX8}uCiZ+SYSeU_7DwRF-sgCQ zy1ryvI*Zcj&LkZ8g|=-|`|oJV5*Y?bwFc(=&=2vj$1F#^>T@deVLeVVta$POu-E-i zY;P9WE+h~eVcHIv^+lg;VE58+f@C#d4!PI$RS#e4H<|slV8aCRrhAg>Vf(9_i8fq> zccS+`8$4ff)4t@!;#VASh#h|l&k-$lw+G@l#KW*3XDS+L(}>m6Wx64U7Ay?^XOflN zfT>sV{?Lto%ljU=OodLs=JMgMeHy(RH5;l82T;x;x4b{y!jRG<9J}b_(su;+9xwcd; z@4b``qRW*twY?1i9~pt?w4aC15*_Jnf4-ckbW(JkvSKnmZBC!y?2_8JE-R-OLCj;*Urh&vd(7vOE!P2AI5nJG|+N# zChyer5G&ve=nHSY+=Xi1r*nQc+GC!zK-IRdtndH*1~T;q=H+Bcj|b-V{Ywke+}+Xs z#Nxp*#umILuu7uh_3=fDEp}b07rlXtoQ*ELiDK9;OHER2Qp=R8CwA*FXd|hFXicKJ zYC3FMaE}_{Vk*UMS9lnc>5>fCI}{UA-S)>y{Y`C^`G=>1tr#d1gTONHJw-fv+ zo(resDceUUn5A3+9=w^<0;wFI$ZO>~DM9t(YI+WC5Bkvhwaly{7kbEjEwoFNS_1oocSEjg_PNKhy*U~BAWFIH*-@-2VdUgNm*Im z*3}hy6Py1Xlw;IagqM(n|HEfM5pST&c(wyiHS7G72zILHMEbimgFC_3p3y$_roS0N zw5B(NCm_>oPi&@kB3^1Mo^eFpk6v}Q(IzJqK3K9$u8c>r00i`{P+{bb#oxF^i_#X>S- zpaKQ*TU1+qYao^=nUVZ|zVA)2oOz>>y0bZprk09}fug@l#Zv>0N$o`DVQ?&tYMRoH zIHEGeg<=iBVAq=w(OeoTqf+Ymvz@hBRwN2z*iZt>D^c_mVY0F!dpVbR%OYj*pmSl; zd~nz8d+Qy*1j!k#(EX-J1uTbmV&-I)e6+mKzG3*DylHVxX8iEWQ=13x; zo+f-I7S~XU2sOR2Cp+Yu^qgvnma-vI|{|ibw!l_0tmEhn+ASF+wCyX;;YOy&&wU#gWa07{z>jA28 zuFH(yUBZB=tI}e2pJ6Lg-|F(9b)zc*Q3NOjJ_8t2uF7H(EC9T97M$Qh9clS04Xg<4 zZTQ5<0*G|C?p@0sx|1k?-*)RaOs6at4^$8{29WRh%?f0}#<40$qv~U9X@X5&pg^f6 z4isWz3y2s`u*zlt0olezI^LaOSRxJ_& zdVaWdWW(uz$-ya6{KjBG8utTw6_xogv9KtCI7s9;AVg6Uwo#*+c#^$F@m4851c`49 znTRM?lpZ}PnNWy69jxpp29J5lS-KjB75rrhd|qcaq=0{k3wziQu|U8NVjyDYDKgU{ z$cE=Lx}hjGKMqNiyy|i4_tSKvR|9;kb&PhMpMgWbFSi{cJp;8X%FYxlt}PloLYDv5 zZ#Cw(?AnUj4-V=EAi!CZpvAB)D0U=s#+yWBPk%Da$wsNj+M-I04HGPnA)v;z#|5+t zLGOP9ET%K2h4-{?BoA{VSIC(Hnr$GbA}Awzda#DJV-|x9FS?W>Fy^70fd*QBQEA%( zRWmeG{};djys{|pwiNiwjS0w(5a{IQU{^BXY=(WG`=}~@M31uGkMK8GKuE$fD4FnV zPW-)Rr@vXZKW=m%Uj9mR_RJ7zl<!ZLiwMBg=0gycbU`f?xEb8XJRwr3Qdxvwxl1I~dE z34g|2{b8nH6eO(x9M0&3Rp66~7yY^>!9}_9p;7*WaR6p1U+f8u-0BSD zYqp)f!0QzW~pL#DyskvaKfm6F~tbZZR4uqqFt?nDCdSHCOOf8sv))a(} zCOosEA#(%NoMjH%?mwR-z)Akg#7|~_;u{)qXMv1Q=iJ-MTxa)C)al8u46hZ@g}xX+ z5Gd0EZp8OsQ_Yxi8vOejpW2iuub>!{Cq8sT|D(3?-l*cOR%2+>Ll~4s+s&Nq&f-6p z{4GOn&)54?Jg){nsjpuUXf}f{E(n3M`cBpIG_JtG(i$u#`o#L%ut5T+K;47Z;{0%2r`VmvAo6UDZ$}S@s~| za9h42i6JHD!8>S+*mow5zUQJ1^2G`BZ{0xlEJ-vm+>k!gLE0@b3csY=9!2XDxY1b+ zSqX8l3}*foB6K-|ki0h{a6Sh0bbT>J*vbx!!dlcYQ~eyoVig`O@mH&TB-UYD;twXl ze0HlAZqNia#nTaW4BUFobq$R`Dz5-FPgW(++rm?GJfXnlX$##Egs`Px;N|#uM_NN> ztS$U=4mp|Fn9}7)>nBL0XLSeu*WgddRs(RHr&n*#_q~3GYp8Mg&+Jt&_^-Yu!;jbe zmhe1NElRx03k?&cqsQ%pf&B-=U1rbUP1c(r+0>kN*Y<=GETz$Vr+A?n;g9^1dgA? zRFEA(?SHfPZv08bY8(VRmo{fBbDfe_Qny;!EE!jr@;hVQAli>F`#mcWL*;i@y1&@h zrZPjLSpL>pY>HsFyrP1YFNiEMfbD8^0h>eft99J4R9qv9enkn5r_Rq7su9fFGnWS6 z=F#(72GMM$5o{kyr!aY8syt)&e4CHlh)&my{1MSPEYi7G=G z>!F?w&a`>BAve9<^vHl)@xOj$tZfkub&OW6AaJ!sABW=(AoiA5DpSCIG{(~t)5~uO z^bAkdKOPhnb4(zZ`m)hNmB`C@#BQ>N7M8dfGF2f&^`czbzo&F(x<2v6mA*}xk$38! zO?HHo1*tLG|BZZm+k2$H7{eJ4D(=Obd(@L}`&ElpwxX^BSNHE?{8#PUz*G*CP|0SC z?-&48{FJI2Ja7WK(t;|Gg^eqYm}nOgcO0Zi0Ab`Fj?Y&!N4WckYexf_#yR_oPeQ4) z7b}xdix&o@ZNQXxr6o^}#h=bA6LK*feZ&DRs9XsmvJq#i6EeGt_Ap7uc1sS2^+#7Q z(p_#%Js^MmInMB9CIqoM|DfhCC1@}J7KFdXk7f7w-fmbPjWY=zLYO!LWV<6?nV+&; zwOeS$OK?eFIy$>OnscC1v2SB0PKADnxly6CPcN+2wY+uAD~$Wmg{aOnE?KUZKXEIf zxa^0W1TT1aP~ybe7Zy&2c4i%Ke=1UED8;~FS!}Z$E+pnpfJ3p(q6;9Uq1hg-4Ot^d zBstn31}UbxhH)Y@j>$1L5@FxFXq= z{?kTdi@Fyb32a5+gswP>A&r4<4dNoVM&Bm62~U+P){jC@{exzt80+Yb~z@oru{@Oyc+sf+i$&Z)sz0K<3 z4I&wVMj;)qxmeLPjhhCaA>A4By=YN&X8YFZ{@5J!#tF+jQEQ}v4Q}F)4>#w>IdtW{HIn-PcTy()rZwp}9_>1S$ z^(7rHMGvRnK1INi4WjxEx0_bD7xC}1srF1eT$gY5p9uXuRK4ADz17)&#n1mdthrWx Z=EZNJCBh1)TLSw2hzrXIRSD?%{U2$%l5qe4 literal 0 HcmV?d00001 diff --git a/setup.py b/setup.py index 1436b3d..889a312 100644 --- a/setup.py +++ b/setup.py @@ -3,7 +3,7 @@ from setuptools import setup, find_packages setup( name = 'vit-pytorch', packages = find_packages(exclude=['examples']), - version = '0.24.2', + version = '0.24.3', license='MIT', description = 'Vision Transformer (ViT) - Pytorch', author = 'Phil Wang', diff --git a/vit_pytorch/ats_vit.py b/vit_pytorch/ats_vit.py new file mode 100644 index 0000000..0af1017 --- /dev/null +++ b/vit_pytorch/ats_vit.py @@ -0,0 +1,262 @@ +import torch +import torch.nn.functional as F +from torch.nn.utils.rnn import pad_sequence +from torch import nn, einsum + +from einops import rearrange, repeat +from einops.layers.torch import Rearrange + +# helpers + +def exists(val): + return val is not None + +def pair(t): + return t if isinstance(t, tuple) else (t, t) + +# adaptive token sampling functions and classes + +def log(t, eps = 1e-6): + return torch.log(t + eps) + +def sample_gumbel(shape, device, dtype, eps = 1e-6): + u = torch.empty(shape, device = device, dtype = dtype).uniform_(0, 1) + return -log(-log(u, eps), eps) + +def batched_index_select(values, indices, dim = 1): + value_dims = values.shape[(dim + 1):] + values_shape, indices_shape = map(lambda t: list(t.shape), (values, indices)) + indices = indices[(..., *((None,) * len(value_dims)))] + indices = indices.expand(*((-1,) * len(indices_shape)), *value_dims) + value_expand_len = len(indices_shape) - (dim + 1) + values = values[(*((slice(None),) * dim), *((None,) * value_expand_len), ...)] + + value_expand_shape = [-1] * len(values.shape) + expand_slice = slice(dim, (dim + value_expand_len)) + value_expand_shape[expand_slice] = indices.shape[expand_slice] + values = values.expand(*value_expand_shape) + + dim += value_expand_len + return values.gather(dim, indices) + +class AdaptiveTokenSampling(nn.Module): + def __init__(self, output_num_tokens, eps = 1e-6): + super().__init__() + self.eps = eps + self.output_num_tokens = output_num_tokens + + def forward(self, attn, value, mask): + heads, output_num_tokens, eps, device, dtype = attn.shape[1], self.output_num_tokens, self.eps, attn.device, attn.dtype + + # first get the attention values for CLS token to all other tokens + + cls_attn = attn[..., 0, 1:] + + # calculate the norms of the values, for weighting the scores, as described in the paper + + value_norms = value[..., 1:, :].norm(dim = -1) + + # weigh the attention scores by the norm of the values, sum across all heads + + cls_attn = einsum('b h n, b h n -> b n', cls_attn, value_norms) + + # normalize to 1 + + normed_cls_attn = cls_attn / (cls_attn.sum(dim = -1, keepdim = True) + eps) + + # instead of using inverse transform sampling, going to invert the softmax and use gumbel-max sampling instead + + pseudo_logits = log(normed_cls_attn) + + # mask out pseudo logits for gumbel-max sampling + + mask_without_cls = mask[:, 1:] + mask_value = -torch.finfo(attn.dtype).max / 2 + pseudo_logits = pseudo_logits.masked_fill(~mask_without_cls, mask_value) + + # expand k times, k being the adaptive sampling number + + pseudo_logits = repeat(pseudo_logits, 'b n -> b k n', k = output_num_tokens) + pseudo_logits = pseudo_logits + sample_gumbel(pseudo_logits.shape, device = device, dtype = dtype) + + # gumble-max and add one to reserve 0 for padding / mask + + sampled_token_ids = pseudo_logits.argmax(dim = -1) + 1 + + # calculate unique using torch.unique and then pad the sequence from the right + + unique_sampled_token_ids_list = [torch.unique(t, sorted = True) for t in torch.unbind(sampled_token_ids)] + unique_sampled_token_ids = pad_sequence(unique_sampled_token_ids_list, batch_first = True) + + # calculate the new mask, based on the padding + + new_mask = unique_sampled_token_ids != 0 + + # CLS token never gets masked out (gets a value of True) + + new_mask = F.pad(new_mask, (1, 0), value = True) + + # prepend a 0 token id to keep the CLS attention scores + + unique_sampled_token_ids = F.pad(unique_sampled_token_ids, (1, 0), value = 0) + expanded_unique_sampled_token_ids = repeat(unique_sampled_token_ids, 'b n -> b h n', h = heads) + + # gather the new attention scores + + new_attn = batched_index_select(attn, expanded_unique_sampled_token_ids, dim = 2) + + # return the sampled attention scores, new mask (denoting padding), as well as the sampled token indices (for the residual) + return new_attn, new_mask, unique_sampled_token_ids + +# classes + +class PreNorm(nn.Module): + def __init__(self, dim, fn): + super().__init__() + self.norm = nn.LayerNorm(dim) + self.fn = fn + def forward(self, x, **kwargs): + return self.fn(self.norm(x), **kwargs) + +class FeedForward(nn.Module): + def __init__(self, dim, hidden_dim, dropout = 0.): + super().__init__() + self.net = nn.Sequential( + nn.Linear(dim, hidden_dim), + nn.GELU(), + nn.Dropout(dropout), + nn.Linear(hidden_dim, dim), + nn.Dropout(dropout) + ) + def forward(self, x): + return self.net(x) + +class Attention(nn.Module): + def __init__(self, dim, heads = 8, dim_head = 64, dropout = 0., output_num_tokens = None): + super().__init__() + inner_dim = dim_head * heads + self.heads = heads + self.scale = dim_head ** -0.5 + + self.attend = nn.Softmax(dim = -1) + self.to_qkv = nn.Linear(dim, inner_dim * 3, bias = False) + + self.output_num_tokens = output_num_tokens + self.ats = AdaptiveTokenSampling(output_num_tokens) if exists(output_num_tokens) else None + + self.to_out = nn.Sequential( + nn.Linear(inner_dim, dim), + nn.Dropout(dropout) + ) + + def forward(self, x, *, mask): + num_tokens = x.shape[1] + + qkv = self.to_qkv(x).chunk(3, dim = -1) + q, k, v = map(lambda t: rearrange(t, 'b n (h d) -> b h n d', h = self.heads), qkv) + + dots = torch.matmul(q, k.transpose(-1, -2)) * self.scale + + if exists(mask): + dots_mask = rearrange(mask, 'b i -> b 1 i 1') * rearrange(mask, 'b j -> b 1 1 j') + mask_value = -torch.finfo(dots.dtype).max + dots = dots.masked_fill(~dots_mask, mask_value) + + attn = self.attend(dots) + + sampled_token_ids = None + + # if adaptive token sampling is enabled + # and number of tokens is greater than the number of output tokens + if exists(self.output_num_tokens) and (num_tokens - 1) > self.output_num_tokens: + attn, mask, sampled_token_ids = self.ats(attn, v, mask = mask) + + out = torch.matmul(attn, v) + out = rearrange(out, 'b h n d -> b n (h d)') + + return self.to_out(out), mask, sampled_token_ids + +class Transformer(nn.Module): + def __init__(self, dim, depth, max_tokens_per_depth, heads, dim_head, mlp_dim, dropout = 0.): + super().__init__() + assert len(max_tokens_per_depth) == depth, 'max_tokens_per_depth must be a tuple of length that is equal to the depth of the transformer' + assert sorted(max_tokens_per_depth, reverse = True) == list(max_tokens_per_depth), 'max_tokens_per_depth must be in decreasing order' + assert min(max_tokens_per_depth) > 0, 'max_tokens_per_depth must have at least 1 token at any layer' + + self.layers = nn.ModuleList([]) + for _, output_num_tokens in zip(range(depth), max_tokens_per_depth): + self.layers.append(nn.ModuleList([ + PreNorm(dim, Attention(dim, output_num_tokens = output_num_tokens, heads = heads, dim_head = dim_head, dropout = dropout)), + PreNorm(dim, FeedForward(dim, mlp_dim, dropout = dropout)) + ])) + + def forward(self, x): + b, n, device = *x.shape[:2], x.device + + # use mask to keep track of the paddings when sampling tokens + # as the duplicates (when sampling) are just removed, as mentioned in the paper + mask = torch.ones((b, n), device = device, dtype = torch.bool) + + token_ids = torch.arange(n, device = device) + token_ids = repeat(token_ids, 'n -> b n', b = b) + + for attn, ff in self.layers: + attn_out, mask, sampled_token_ids = attn(x, mask = mask) + + # when token sampling, one needs to then gather the residual tokens with the sampled token ids + if exists(sampled_token_ids): + x = batched_index_select(x, sampled_token_ids, dim = 1) + token_ids = batched_index_select(token_ids, sampled_token_ids, dim = 1) + + x = x + attn_out + + x = ff(x) + x + + return x, token_ids + +class ViT(nn.Module): + def __init__(self, *, image_size, patch_size, num_classes, dim, depth, max_tokens_per_depth, heads, mlp_dim, channels = 3, dim_head = 64, dropout = 0., emb_dropout = 0.): + super().__init__() + image_height, image_width = pair(image_size) + patch_height, patch_width = pair(patch_size) + + assert image_height % patch_height == 0 and image_width % patch_width == 0, 'Image dimensions must be divisible by the patch size.' + + num_patches = (image_height // patch_height) * (image_width // patch_width) + patch_dim = channels * patch_height * patch_width + + self.to_patch_embedding = nn.Sequential( + Rearrange('b c (h p1) (w p2) -> b (h w) (p1 p2 c)', p1 = patch_height, p2 = patch_width), + nn.Linear(patch_dim, dim), + ) + + self.pos_embedding = nn.Parameter(torch.randn(1, num_patches + 1, dim)) + self.cls_token = nn.Parameter(torch.randn(1, 1, dim)) + self.dropout = nn.Dropout(emb_dropout) + + self.transformer = Transformer(dim, depth, max_tokens_per_depth, heads, dim_head, mlp_dim, dropout) + + self.mlp_head = nn.Sequential( + nn.LayerNorm(dim), + nn.Linear(dim, num_classes) + ) + + def forward(self, img, return_sampled_token_ids = False): + x = self.to_patch_embedding(img) + b, n, _ = x.shape + + cls_tokens = repeat(self.cls_token, '() n d -> b n d', b = b) + x = torch.cat((cls_tokens, x), dim=1) + x += self.pos_embedding[:, :(n + 1)] + x = self.dropout(x) + + x, token_ids = self.transformer(x) + + logits = self.mlp_head(x[:, 0]) + + if return_sampled_token_ids: + # remove CLS token and decrement by 1 to make -1 the padding + token_ids = token_ids[:, 1:] - 1 + return logits, token_ids + + return logits