From 7d86023fc4513de1949bc5c021f994da6d1bf7b9 Mon Sep 17 00:00:00 2001 From: rasbt Date: Sun, 11 Feb 2024 08:41:45 -0600 Subject: [PATCH] make softmax explicit --- ch04/01_main-chapter-code/ch04.ipynb | 50 +++++++++++++++--- .../figures/generate-text.webp | Bin 29440 -> 37134 bytes 2 files changed, 44 insertions(+), 6 deletions(-) diff --git a/ch04/01_main-chapter-code/ch04.ipynb b/ch04/01_main-chapter-code/ch04.ipynb index 0c91305..81f931d 100644 --- a/ch04/01_main-chapter-code/ch04.ipynb +++ b/ch04/01_main-chapter-code/ch04.ipynb @@ -974,7 +974,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 21, "id": "252b78c2-4404-483b-84fe-a412e55c16fc", "metadata": {}, "outputs": [ @@ -1195,7 +1195,7 @@ "metadata": {}, "source": [ "- The following `generate_text_simple` function implements greedy decoding, which is a simple and fast method to generate text\n", - "- In greedy decoding, at each step, the model chooses the word (or token) with the highest probability as its next output (the highest logit corresponds to the highest probability, so we don't have to compute the softmax function explicitly)\n", + "- In greedy decoding, at each step, the model chooses the word (or token) with the highest probability as its next output (the highest logit corresponds to the highest probability, so we technically wouldn't even have to compute the softmax function explicitly)\n", "- In the next chapter, we will implement a more advanced `generate_text` function\n", "- The figure below depicts how the GPT model, given an input context, generates the next word token" ] @@ -1210,7 +1210,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 41, "id": "c9b428a9-8764-4b36-80cd-7d4e00595ba6", "metadata": {}, "outputs": [], @@ -1232,8 +1232,11 @@ " # (batch, n_token, vocab_size) becomes (batch, vocab_size)\n", " logits = logits[:, -1, :] \n", "\n", + " # Apply softmax to get probabilities\n", + " probas = torch.softmax(logits, dim=-1) # (batch, vocab_size)\n", + "\n", " # Get the idx of the vocab entry with the highest logits value\n", - " idx_next = torch.argmax(logits, dim=-1, keepdim=True) # (batch, 1)\n", + " idx_next = torch.argmax(probas, dim=-1, keepdim=True) # (batch, 1)\n", "\n", " # Append sampled index to the running sequence\n", " idx = torch.cat((idx, idx_next), dim=1) # (batch, n_tokens+1)\n", @@ -1261,7 +1264,42 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 54, + "id": "bb3ffc8e-f95f-4a24-a978-939b8953ea3e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([-1.4929, 4.4812, -1.6093], grad_fn=)\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([ 0.0000, 0.0012, 0.0000, ..., 0.0001, 0.0000,\n", + " 0.0000], grad_fn=)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b = logits[0, -1, :]\n", + "b[0] = -1.4929\n", + "b[1] = 4.4812\n", + "b[2] = -1.6093\n", + "\n", + "print(b[:3])\n", + "torch.softmax(b, dim=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, "id": "3d7e3e94-df0f-4c0f-a6a1-423f500ac1d3", "metadata": {}, "outputs": [ @@ -1286,7 +1324,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 43, "id": "a72a9b60-de66-44cf-b2f9-1e638934ada4", "metadata": {}, "outputs": [ diff --git a/ch04/01_main-chapter-code/figures/generate-text.webp b/ch04/01_main-chapter-code/figures/generate-text.webp index 0a598959a91a2abc43a625ad60e90bae47392a5b..d7f38e68fe3c87272bcec5f66211e039400d7da2 100644 GIT binary patch literal 37134 zcmce;V{~TA8Z8{#wr$(C(MdW^I%dbV?R0FL9oy>Iwr$+>K4+i35AHYauPV1^~de4I~4QiU=GCgg6O#1(~<{re;sH(V^k9?%wpB%L(SN)qKy8~hDaN>zskc*)_qed-Z=NcD7m>6bc zWOvYq3tlX^)VExLc4Kkg%oo(!(e@43@H67e1lP*4(lG14q_7I;6x&2&g(f4ETwcBS z@uLTKt{(sW!}R2T4KWH>!)x&EqZhLT@jGU8l)W2hI2D7=T`5g4nHrs3Q^oxk(~}&N zJEAIR7hQ#XAQ%2bcTjYE2}H-iB2pe1zGHG(_!oji-_++cB7hbEecnZk>W=cIiT&sw zh`Rxy3G$f0YgukuEgl*7WQ|G&SU01m{TA zF_$2ULkzX`{(EfyomKQl?+tGJ4yV0|!X7rrAFHxJf-?GRR4v_E{|||00J912YD$wW zsL0F+ElYTo#7{Mlm~X$8teZym}k94M`^06?xm)>-V=Q>dj~V-P{fA2Ki2QcXkXa|+*IyVFet)axg_B*mbRMw)aGUjrKsA7#8c zFUl01O8@mbe|?x()dKVd%26{)D!-3#b;X7`dg z)l+R+iQ5#Je{paumvmMSPW{F6zj2WL16;R_Q;hEH~&?-zMvy#Z%j z@Q>q7Fk+!oWn!~PRj2}z5g;DHVQZzm>g&}@<3*Qf8kB=JCp`RjO1NNV(_Cq`muiJ` ztgXY$Wy9f-xU!Xy?c%B{Kw+_f=pVOk$q(h2mw!;Ql-|gojiL5z@IR2!ZvR(g{!HB; zElJ=B>bPH_?itT|m0rtAY*6h%!>}JX`C-ih0A%DloIU}jND?RRJF|R4`25jPA-Y`h zZ}N$G!t*b~O=SrThifub)@BE8k!*CI0xoyvDz}NqjFoJ_7mwftKS3ORS!puE3&sVh^ zFb-dCS=dIg3WfvW0fpmr251JjP=K8?YSitT$2*S8loTDrYX?Qzeqz@;Cs;C<|2OuA zXdtmv;&iSti}VwyJvGBQLEQq=8S~dtiXXnA8K5IlO1)@?Hz@r%ZdHGE*^S;rzs0ZP z(`_Nycof58q~frpNEFY0jJ?MFLrR$6X#0BDy_& z;!?1~q44|?uJjS1@Av{_;m+jLay$^vOiJPWXj#UZp9UG=>*J=%)i^@o@W@q4cYnlwmtpZ3D-10JOw6($KCAwcImx+AN-l2|v(R`3w$}wM>MW)4@fyHUc^0dG&92i1hBEe44{BGNqj^bV3zLM}dXM zXf4I~sFTY=4u`}L5Q?z9Ff4!om>yueZ(Pzf2Sq3ozIaa;!0sn4SHSAIzbHP|w`tcZ zLjz@rQ?Hj`KrDc$et>7NB;Fl;Xt^86hXoCeVN?dGa?N3tzfRQEj7Ks?7@Qgq6*3$q z&MzQ2j%m}i56-9l(lR!b`S>I76UPVNshMbh4Qj!(mR}4W$D;bcG;mjnCcJxi&hO0# ziq3Hk2>j9)60=(sNQUgveNLm-1Wmyt z<&e#BXgT%4#X*c`XxLmQ1tP+5Ak~BC$M)4$aND0;a*;NuMpn|iIG=b4kx1#bvq zfDmn>t*JO|lu0j2v-eWm^V?QlkxvOchxz(9Bk=5q31!JdRh^h;fosRV8B^j39L5k= zW$*{jR=x49&0QS%df$DHquU8+ggTT*`KV6&Cea5*R{%e{cLonFWhs>ZzL1I8GGE6S zvtddp9Buj6OXsLc>}(=}Fa`cEa*q7n_on{rr!+CKic%54dG(-Dwv(JaT+wB3jZXJh z4G$g$V;fn`rC%`n?_Vm+@JSX3oX3Xs%0XKX-ptf3A)HD`>MS6=eKI32r8>^3H1095 z0VWsB^W(bF&Gv;&fzD)+Nz0-yc_7{q1j!$oR|7KMb3J>@2=smS32`9b9LUpGagQwC zud0w!@F`e?)NEN@O{h?6KGC;6-Zoq z-~wS>HO22*6d=}4apiSs6a~NILr@G!v1`q^FUh45VkB3UfE3>MRQOQYAhq`fiZ+Vr ze`Zm`L7;-FtyekV3Loh`m!hG}$_z3Y_{njP`;E>knz2kg0`f%V97{SKVs&0=L@t%K zI;JV%z;T3wd=%vZRRD2EQqE%^GyFqXb9OJ?g^%JF1y|#FR|2qYzlDvdP;hGt35_99 z6t`$7B=mf_PKvUr-2R-=h-4*9w#MkT@2!*BUX0&65We`s7RELSMSHPp274VIJ*c~dnwJpc{E&w< zQ9|1zX0B=(yEA8YNvXxF#>gSZgfA|2i;VX78$syXLt!Kx<<@r#WwWBwt6<AfN?ze%@N z=MMw3)?7sll5YQ-0tW>M3IOs2yX9mA#8%EbN4+NrYOZn^@Jk^uj-6xV;*wTeMT6u_ zawbWVXn;SKJn|^orJo#?eub`uJtc}#H3d9Mm>7NSQDPqVz0V#2aQ0+M+f8Hu6I&ui zUr903H&M3Klpd-sOb*06y#i}Z`n^ef0l3|r7K+Z7O!D>~JTwJ&?C9=n$U6?CY%}8a z?wV5JD$x$13hXtsA+6rA{nr@LIXMtWochmd=g1B|ISF~|)l&Dw-N%PfBr9|DXY`MM z*8%_F(Qb6}Ox5kLRcgP#+ERH)ndZn;InAh=N+bOm@>McXBo9n3y1yeloe&l$!f|hC(#R0s@u%ZxWfab%v^^6>im@P zQ7@$+zqB<_h7O^1M|6C%JJqVgF$1;YYH4I`xNuTOqog36yECVo`$s7L{2iZ3G>m@e zfm=tb#S#DB4b-5WF${~_)io@ad!`b9yM_G=`l|u!gJISQISHP|F5PP5!<&*92Jmj& zuzTM=_y}xF+nr{3CHQx;rip+not@yL_k|raPBd^a=uL#1^Lv%z}7 zX8jgbm0DUgBoR^~tMNGJ!U~wr^1TgqQC_Y1TxOE+iY2UY~IKCDprn<%|3-+y8lx z`re}V$ed%yfOlz$Qs}oJD^e~R22_jhqbs5#Bn4X1DS!_BZnYt|6!RpJ;FU&U4eWNB z{8UmZzx(2m#=HNNuZH=tpBnbRI{))=-;Zn@m;C_!m(|H^`B_46dAtg<{$tI<#^B@s z3gPlMo%vtAacv2%A49K z58rI?WU~$AKpF$#3GX@FOI@unr8aCVk2?s|mz{{4A5x^xW8XQpWIxkD7->Q1;UVxG zQ27b(D4fB@E^e{ZNfb;>M3_S<7w*q__nV#mI^_N~Y;L#RPcqokU{NC}k2Ld1*ADd* z<*rrn_l-^)Iv?HHQRXA$tq&J5%Qj)FJev=}zYjfmOf_BxC`Gyt8q@->XAY&k{ zttwE|RI(!PJas;lv)uQ2KMV8M#$Q&jLRExd)NQkpB*7Z?KyAl=kwY?^YEtEQp9HeC z>j{8OZNhl88xI=|&@lsbz5NfHjE310iL0GDfx$9reGcgYlT7($sb9P9e6L88xj=g}pFq+Q zc^){l1N1A7&eOu(y!*1F5;<&U7i(tB!PzQkr94Q>A*Ixk;t3r|> zT2;1VN>Q5H_Jq!O% z6S1?KU!E##u-V|!lgt7;#G*EIv*00qO7{R;!7kum<7Rg*XP+RR^;`bFQDVothORYh zR=3cbp1rQf(DB!#CnC|-^q|%SG9 zH(9=a((mUxh?}@5&9%a5eE-P?x6B^z>||Z8*Sh$`>`%lm57CqNHJcAlm{;?F`o1`e zhxX&cby%O!wPb8eTXp9)P&I`lT)Nfx)O>@>?`XyC%p862Z`AZhqW^Tts&(l!DDlq< zv#uE*%=2?8va)(RD!wQGjr4^yeiPgOhRdJ5d=FKk z*HT?4Ygy0JsP*x#Dn!w4?bdiv&978%D^z-94l9IGbhiyLe;MtlmTx$M;_(f}G(Lbz zIb$6Y*Af0598x(p6F!&qYY1)YmpxbbF;>#oVBaQ`tfg;d%HJRX7z!1%vWXUVN~7;f zg=Y_Wn-LWCbE7tsl}ZXt>gF=0GRX;MMz||pL(E4awPX(%#Xk!wbQfW&MVUcweDS8) zY@=Fp2y6F3h)j$(d{6jdq?|enx<|v^rjoHkv&p}ChEl)Lco5R6Ec%x_B}x#J&z0{? z@&4nma23r+oka8l|27Fr)S?Hybmy9$?GS5TDQ~cf@U#MbQ3^j1x%N8_a@xqz)z1EY`ZCl*Dd<2kz6H*(5MgViO(A9v zsic}82We)bUMrJJoyc&<8n73QZ9-7|tL1&Om8TfwE zKUL0O=#V7m5ncX4GyN~PJi|Nd)BWBMAknCm93Vu9_o;yG_GxW$gUTXCnSMjZZ3@AY z(4qDD#xn=!uNQT12E%q1G3kGmX;E*CtYH;eh1_~wBQi1HnYndKgH^Whay+;2Fqf_T zmtZ08%j8G){liTnOHlpJ=ony`RkqLVW490tlz2|^O))*?HJ)$n`yzg%lAng53YIO( zZFxN5I60aUc6HkoxHH_3Fd9}tjm*IY4t)f2AwghAam?c;=n=# zD(OT7YC@#@Uj;8V$?}K^lvuP>EFjvY{{fnR z1yPd3wcz|GX7g_W^H?cpPdcjDCfvRX$q)~fj^eP#qg!a-;A^I8Kuge`-()rjH0hl2 z0)~QKy2v&zsI!sc3iFlr>H#Fsoc8f>zcdH$@(steW{|;|G`o z!lkwq#UqlMvgzP_jK>PX}on zrV@mt7g9e$yF;jdLq~FOkPbh-+Qt9cG8+g_7aaN2q!JdCqkrgKE>B8YG|DhvWdHbj zl?{PPfNvXZzmnj@19!r!OeXPykJBEJ(l1&Ty&@@2qmCBMkvm8TkQ&}wwU=tm5Z5mZPiMDO# z7F=>r0bTUxftv>En_c~qBl5)Z%2w=Us30zmA5x!_Bs?1alPdonGo(0yVhjk<+pWz{ zVyBx)hyxYq2?IQ0Y5Ofei|K}7hMhj{)aYN1KixzL-}Xu-!9sr0rvy+A>uuKG<^3Zkqx4MZ4_EBw z?e;N|1SLV~zi45G6s}+nYVPCW4;)KO08~W9U)vpmAMu`TcqX&jVJ2-Um)@xoT=|0n zgSO!>h;k=i4izgfkgabkZ40>eMo34<)^q@@jR3`F`r`lq<$qcJ9+*vPTYVJxf=pTn zuC_*0fkRh%$};s5I1IEjtugQ^H+1LE>k-uu!d0cdxo{@t%MzVw4CVYo32lx1-ktdi zB9bJZ9>tj~ni)ye*7S19%s6BF>|Et=rLn#P{VtXzDU#&xwRm<|b%186GD|ftie~Y> zb>41fxuDe>g& z3y#4PYGK)GC}&yPJ&BG&6dK58>DmybXE!P-r^5?X4HT{O5}kT-z>*icx@@p<;J9J_ zYf<}8%>9NRQIHnnXd3|1QIF>$l_uV0{0cgJ!i-P0*5E3LP(h9UrD1Q0I;_S1lKUTE z`6r%W^$M=O6QS9`5AIwpsNsuDP!qI(g1W3t3Ll|O3M+TS4=aL@*Zy>g==I|REHtIh zh{*zq29a$sj!GSI1bv8$9+6NOeS3T~Syo}`Q?Ng-4U$O}a;mobDWi@g5!4QnQH1oY5_NtR)f#@R!f zR=B+9SxLEVxqbkCfxAF-T%Iz8Tkfli**Dt&``Cj=}zzg z^P?Z8%?3d$fatS7!_$e+nUdW5e$lNat2zz9-6@h&>JT%fPcgwJNbSlcFTMS(2u#Xy zB!+fMV*Esgi3cfiOOZ31iSE^Zi)`PMz1urtG_izJ+Ne~5|R+93B;s~!hb*Ue`{29G<)Xzc+Ir+dCJPCs%HRW znW1eyIaB{_OEw$?wJi<2lSjze{QO;he}n1s;N1Sp68NLxH^yLgu~Vs0_~j>5ax!>~ z)QVkgyDw6{`SRYN@LH6_XEG6>8TQ69r}wX?Y08VFwZ=Y2LYElk>Xju3+sCWG%ZE(9 zd@s7$R}8-;1^B~fd*xi^ciW8yNPGWu694sRQosLxG>KC#9il%I0)|9y$}R){I_s6X z`d5;;Ftv@xK?AfR!O@&1lM~a|u;>s9Zv_-(`Zfwu1NYtc2Znr^EGMyN|M?NVC}LW2 zOusBwijWAo#;z&u=lC4MY8skv_gDw6UM;FqG&?7FE0;2@>iK_0j|8Z6rDvr3?2+r zRaavjI>pVmm0;VlMrSmI;Z<9YNzJ7#jgR|*Fge2v$HAJ_!lI(whUK*Hval2c48&a= zucn6l#!#AolSV~XG5qum%+oU^$5F7u1rWK*SrdH=zS6MXpp$wNIrUX$u)QYkFQKS0jw&v;e9&a2DibBqtYhn z`b-f+&HFVIG){FT96X%DE4I-XDmDm+rrJ8WFo5p2oO3c9xD8*KRg(}*%>ezV^0^X% zi0n#T(}jhNJ$~LdfD2MrdZS`87KNL50^o&=dRPOY!(q66iV@Bzp^W*#L`eCl7A{B5 zkAtWvyp}{sUd5`0lC)<&p~vuy+xdxoc+%If^M-dt2G*p-LCHD<0$L_t4XvFm0F~9O=My=EAXkZRShC;30}xe6L{2Wa zTrsN&(!OTqP8T}s$p1>dYA-19VX(wM%@h)Gdv^z5U~CR1po%40FBC4O6+p)Lc30;+ z@SfqgTwsL+G~g}X%3l=Gy;ieHUvU6evA{AoD`5*Em46P2Z*1QBa(5-^K-_MAw2vKa|9$tt)b3-Q8UX;49aDFvVz{%wd_4Ln677KP47@KS4{9PWy_)|A*;_$KN74yK_>=dHBAqfH$w z_>j)D&o)nOYm&H|-kfz?t1K9fU&_PEV2N(MIAjFki(P_$>+vXweSn82x+FRUIWMfsG#?iI(*YJ1i0DP5Q3v5hIs#?gh33aBO)lJ=#Y*P`BCp%f@1_cgX_pd%bEFcRq)j2bWPd750kGnBBtZpl*|3+)Bhah0lqE*4s^ZSj?+S(~ ztoGOIae!IZFqHAjh#MWd<;dMRA1+*Guogoh4G>5M+DM$fxIYy$>+!1FTJ6p15yG)h zDl~ZuxR5p%4q^xyfxg%u^21x(4N*ATB3E$qs8&OP;p2)TtCAoVLKOu>_ye$%)LJz; z&xzk%1LhV5z0ZM(XB8`dzklqkVphauaX~r4TwUh5qDa-A(syMJ-?$z^5;Amd0v4Ldw>*61p{?WbR^mozq9x5N%O97J*pJsj|CM zZ4>B#Zw_`)83vKEc|A6{Mrv5I>w|KyG-K z2^Pvv4{#nORgehBGvg*%#rXj%7-RqNytDvs*ftL+GmpZma9Jz0hZ)^TKNrj5Xp@wr&Smy8E~NA67yuYYLpL5|WFBl7e?M@8d?>ylsV(r06UyT62@ky4SM1@YW%g zhqKdlpzC*J!^?^60}}Upw1>sz^I_`+xo;9LZX_>{H8rpf{$3`d3-KC|<(C$(?-Rgr z1W4!_-Pe+=b3e*HOb+U_tDHAP;e<%GH3slyz6v{u!eG+-2vMjyqhZ#SrHKQ{W>!Bo zdBFL$&7Z1y@3nxk; znK&3@O~CWb#6%sI>i{|VePpNnie2pmm7#XZ#n@}r7CcG9N>sI9Qti0c!KSuLZ~eU+ zl?M3Gf_Zw-Dyfah#FAWo*jshAjJzwQeHTyvr~i-I)Ol^j{p6r_n^G9iDbswD19zFu zBuFB?cxU_DF;rXX9ax@hFRSdTjHOm$0e|i}b?le1DnkXQ5G8}-D?#kko+>V`{7OiX zgY`~nq)iCKZg1OL>63jNpV{7(O_YecuXc~Pzszf9F;q2&}v+UBM=o=`swz?30I9T;rpsb3-9J-CIl?oiNmOyO7$ zH3}cSam2hQ`J=(-79!i)y^pZi55#8MQAix|91`G4ZWE zOXPglpOJDsTXl)A8CCl<4PLcSOOqX+slTs5*ChnNWP9erC-%* z!RacCFVF*zu<5;}uK40&3sU8d*27t(vn#kBvM`mv{HlH;b2(3`MQ8Y`KQW4Gw%<;o zV_1zd-+D=VR2OsjVBp{YSXm@vp>cVKCxPsm^Nq=GlLS`DiM5k3cUik^6tToIkCS<} zaPZ-6f4-r*ZErxD0RRBggkA}t$O+d(8u%tLB_XCcB5(IF&mfpr3PW(HlGte0H4t#M+T6Z;*-RU{p4zXTh>se}~un$!N$2nzKXAEe4T(^fHtKTE7Z=&6 zxWl9>2ltV;;Q7u$Rt1O<_N;*y2BAYG?7C>MQb*l;(?r1_htYbzx{-m8`xs^}XyA-P z-kAx;HVJDZq{i$wv9nAzN?7pQcS)=fZXGxWK+*~5b^#gM67(K|z0;EXJEUg|Gz7!= z(B1?SaVJ_UU&(tl5Cg8C0#hFvpk6*7>-&R`_BAhqhwRx?(w+vlo(R}idE*FpldWM< zxoBniV=I-?2Z~>}q3)cu*B%7QSfCL%>!Vuc;d5^3Rxy!I{qYpw(&_RG%%NmEc=ZYb zT02!(=mR@ux?LJ-3Rv>!c(G}vx^ezF?rl8k@0u1d zKHB*9VV69^w2q1ix9qLH1%nn=ngLTL#yO+7pXl`_qoT4r2aXB8WD&&*HVTAFP)`ev z<`(yWK_>KkZ^h066^vSXYa5qeS@v>TX(7?+B!|ELxYRnQz*~%JkSv9P-HQs=Cof!E zgIwYohVW#eTYIo#Zy&5gHWgXfBbil(;)x(|!7%SEO_alVHC+bwh4VE@*96KG)JGxU zNgPB71L&S?fF>Ez77-eB1W}M&ZNlPObj2l=CB%xc7t)hASro#`3c5?o6rhE7*DqpkI{l8r-k=!eOCUK^>v6~xa#L&Ykq z=Z!D*V#G3e85R7#zTm0Vsx7ejRhB0>*yJ;=hg{pjo8a|8udUiqD8r`@nL3nN9dea>>;T*iWY!&^Pg0&lfPN8wLSmZB63sM+^%Zu?Ia|qgB#^&CSm2zcY{b_zB^+m#7FM5-`@H zeH$6n$HE0Wb^ZOE#$9y?Zgc|Ho z53qbAdcg+;-!1^EnlPj7Bq)Ldp1jfK50=^En*e8@?Km>}ZR%_aX zaE&oqY`87Ufh;rC2a+8qc$XS@F?_U+X$BU2{$+i`gqhP8r&?q7YR>ETo*bb1@|Zv* ztTXf|jOP3@?~-z8>|*#2Fom`ljA{`)fZ_JT79(nCW0HG!~aVSB&v9{F~ozoKYRW` zW{|Zzfuui~GUBUx-!rP5W4AJv=RNhyt`xXN^Cow*p$56`ji$z4}{V5G@Y9$)T`n5R`A=Ds9Fw*r&qtL zeahJ{%)S+Qw)E#11(b-`zV6;S4;|~@6p+ohtKNZBx>02r_AeQDSm<})ZKuKq*m=r6 zxTMROnyFVj9XsZ%w%ERDROpUuxW~dRVh`ti!~4L*T=(O%W0%JmnUW>VyBU&8-VIA( z-io7OYDY1EjL8#=bcxP`p&H>LJFlxK zb{>10j?%g>3kshXE)AQEiQhj~p-xRf2DG~3pMf+y&IKlsJ#slZm`4|y?VQcc+`|f) z)-=EvtIZ!V<#u@!M~`fSQ{GQVB2wC!%h^T%5beX9$^RaST#ipxr^eCe?MdDRMQ?{| zw_|9JfR@t%;8)OGOG|c<+`W#^FY3hVeq5!1oFa!@ZxsBPQcD`XBD_z_jro$N`~ufxbq7);LJ~t8Qs?>)IOYf8`hL(Kw;R&L+w2y zv~b^YP+SGD3`JS9++17`b?Tcg;Hx9U2weQd?Leml=DGU$$@Ga@&pnZ63b!zpQ_j84 z^588(yn=hU8(*H}EYDHJoA8yjY;qM>caUB#xq42x#6j7&$0LcEXR}m*)N8oXx}Ij5v3wS}gM|eLb;>G!kU7J6}ng z=2Q@WN0f!I%>`T!v2O+kyFSjvZV{?i7kA+W4x}b=4T{>?B27ORyYRr)93Drg6u~Y0 zd1{`j(|4Sha2$AP(HisfBST|tRh+@BS51Q;S#ziaIRg`5MCc%E|4zZBE>xy^Q6JqY zh{NJ~q6(rr2V!Pu5R?1DIJ^|!C0P0kZF|DRs34n5Jc|x1flz7iSaH=sor27q3Cu16 z%9$ydv*!r0)b_7F@Mn0SX{K&j zO2RZR;$3faI0D7T5uY!!Goo(MF;wL6Fo4|x!e{9->XK2UXpN>l)Tm(}Idve6lluNz zqW86vji`l;k_yI_p?nmEh0fVQoeH`v*AP#?enn62W3ygr?YoNeeq}R(`u5ysXGZT7 zj~xqCeO1ScMgjrrf3e_(HDI?nCK<`)?Sz7NIFHXJ%v3pi(F zpnf%#INpUz^){ow4oKkcX4ykn`{L@uiYSdA_^cNAS2OxW-1;6 za_B*$uSIJ9)@#J&aY0ws;!wCZC;6(b7mXX}rJ#y7vJ>4+wV&{{6IrU9ZdB@0ks@KV zDni{#?FV3IFGa&jcw&pwT|?qa=4fxg6s1rTUb4cN+^lK6ENzPLxJmnnmCCT;^AYuW z{gSe*01sY_hr7gj{u=i8- zK6SXH#m2>je_@<7-2+3?MrHvn*~HJLqFRp#wxR->Dp2sdhLP!a2yA>$ zcKb&6lgI;J0X&q#zLWTSTBpkJF1kG@d#34JFvCPfH2O^=*CJ42dz*RM5X+& zuJa?ee0c#6myIW#3BDp;V6H9w`Uuq62KFhtu&|EI7}>44aF16u4FCYA5@0gpOeYUE zCSRpIm@gLwaqxpv4nzgDKd}h31$Q`6!ak(e4kX6gtb?iD9p@G0fS1nc_rqKT;@IM0 zXqv*U$RrMSt^MVv2iIBM`kHhPoJRHNdAtft7CCF8l7<$#}j67U%BB19V4xmej*Cl97j&V z+hazwFYi7B4&?zImr!y%qZ+v6Hmt|f6Y#|yZ8c9}Zde|qh_%l3bxLz54-|q0Z$(33 z>|dhk&cz~swcZ=_(4*yHG)SKg@bEQty-w|(AzRs5Z(n*}5=N+~ zS@a6$A=^Bg4@ z<`pFVgsb#%Kwy0@YWn-b$V*@_%#I^0TV=@L6*abv|lUJ5RX_QNDY>Rb6V44U&phJgt;fFNFj?hsd_=40g- zPMHN?lZ%1{9Sb1V9#?xb4klCy0YE#@AM>X{)$?1O4uEL{?qpNx12bZP9k5o$cExJ` z5*giTA6TTS>dvc)KJ?&R^(KK8R6KSfPs1t%UF>aiB-9PkRh#U8txMvwdbkQ}Iy zKpBhdo;jSnQA+ucx%)Tj&Xi^c%ZTHj_3`Drt7 zuv{T+=S)|Gj03o!DYUpg0yTN$e&X_El+jIHZD4SyX^;laE;@h{xhZEMnEfb3`E{<( zf8+78qfwXLrPYxdr7>Koz{=Q=yYMprYcE-A9H%Ro{`S3=3m0Sz%5j@Ky%CH(b8r_8 zwcCEqgj*pMja+q!6mAy`l4dK|bIG{@zs}VA>Xb{akn7B2uaQJ&jGCh9IJIA@MWmd} z`!zfPmS99ekxkyI`A4lCqw1Hn3=mf#=_b^Aivsh2OiLVWp<)?XF_RWADAZg>>qG5`s! zifef+*tW!;PFaz^t?0ZYk{~#p+g1rN$D((7A+0&;i#b3DGKD|H+{GEW5y7_PMeThPB99951*t>9&4D$MQ8Clm93H&JxAu=7v)&EK<{+f1CD*5p_G z6@LHH7$sHI`X%&nlDgc^-lfOHgJ;GlSpoMT0ZhMWMzxig(A3t@_qbd2F}?j4U519S z^GsQiRLx*}jaqd%L3@yCCC?>@M%RL?%Y{NZ7|VFnXd`FJ8$XMg22rsKCJ)BWB2f zX_b_Y=iM_aLIX@!oVCOdFIgmbs41#$=3x@1sErOx5M*Q-;-`3SYVELFs_4GXKrU;6 zFXu&O0`}C+{`-?$=Hfh+wR-(p`*^^wQLgB2ghf`zXK>^+nwI$L42W>G?BYaYpETUt zaOJGU^7~%~a;>GHuqK(t=@fh^>LcG%9{V!>uNAk|Y1nu2(N0#n-g+=!0v%D)H+?U= z0Vk#x?9MuR;%pYHj*bchosTnfj8>cjiU+ob%rC5L-z@^GP~kMcQpmj25#3cIpr%Tb zg9?zH1?0uWW1DwSWn4+MJV`D>txiXvb1eLGtisy(DlTYuT8zz#96TCuKA5cmb{hr8 zJjn{_qe(zljF^L1kDyIjX$oJQ`tgBA8a}9m->l=8SU^1Cg;xh*f1y|qt&3*#^&sYf z4|?N!DT<>xUJNfrDyks#Fh&Y%U4UY(<-md&_XAFj(h_Un6AFk70! zs)JStyfmFrc6)2m%i30p{z! zhej)qRoIa}GCQgya@PS3)nlEBz;Z^R>fJoxpc`j0T|KB*m!T?6*aaAoscEnL6d>yT zA@5mURbipX{bfHasMAz+U8JR4y0|?m3PBm(lRnCf&nH}<;7Ssxg~4>RQ~)2N)5aBh zotK(!D&F0?$t*?#38C;v+k!TFc~U6#VbGn|l8rdtIV`L1U;y_mD^2PxEk?1vH5UUn z=i@-KvRt-Q!drSy^RHNQM=eEYj${PXc<>ru_~UPJ^xJnmzsjXm?9KjhheGSUa6UV0 za=hJJlai(PaS4ChSojtj+CcxL3~Clcx?Z;m@4G*?CDg% z3niB*TWXy@Mb#nENTd3dl22{R<>Fl`csk4Dl8EG+R5bCvICe)=4Sl_|Jx$6uJpFnL z@(b1AWI&cDOG*g+QXRd1pG;*LUw#Gd*@6OP>E9|i(^ir-v<((ca;-a17#kr+)JX~x zuu>lUdOO@a{_|^{zatbXohm;D3=xGIl*}OIHgF@RHZ(tnj&fH@4z_T-@t09(#)W{| z4c4tBBBKfNNNgO5AqBy0--xb8ykJ(sXwvI`TPh49RIV6i9UIyAxXUJGqnLIL4LJxv z1;Ys&H5cujg9iX}j2JT>8>6H8!$K<$sp;_fSmjYhYw5S>)>nUC)43rVK(CH%n5W<_ z$cNcHETJLUP=W?&5WESv&n#9QA|NDb@mh@?Q4MBqS z2djF`UtS`AxySL%#HD(Gxihps-wCnl2PXec>3~x4!`VFejO0ISr8kh?jijn zs5yt2%lu+(ZuQA+$pt3mn-I;!An8W4=*(mhI`%z)M zMlH&^bDVGDL1y|>{e=_g&PolRTUMM>8XQ8EOHnhi&vyhFEhu2gnXcyUAkPW_Z=@f5 zKt#CfF95?c`HyZw9dw~wP1P46yXpn?YBE`%+|1p$4n3pPS&h|h~5$a zASLLX8hx_rWw+N!kF~9;-VD}@sA}vSxuFS(9nL>9sB^ITvcW9(n})B~IQ-XVBZ6|( zs+G9-@p$$iBF<;Gjz~HTK!n(Amq%6-4=EZ5nVYH3y+G}1++ORpCEpoVhGwvCsH?t( zZ2%+{P<0`fi3}0@CVILxp0b|iYT;d6rD4W#OysUElSd49BJGMOMaQZCEO+ub+1J1G z-*_j${!=QWpurBRjl}{1D0-g=`Sf2!W8N%BR0)o*w9N)|dc?Z#Fotv%6nSW9$j14j zb#pm9KskhOgf^Ah63(&2@-sv=Qqg^=*;xmQ#FtKq$)Ra?uO7-@H%qa^?YeBs|GIs; zv}nhN)BRGVZM5{4RhB}PfITjsUNeVr+#G^F0ST1JeHaZ}003lj*q8%r(|MT?<~Y=p zIGjB9q<>5<>{)K*UkC9Q@;e2xOr-&$(aur`9VuFL|NKqkLN;s$IXFSZ*44IoRzxYm| zny1MP zi#wTDoIVf0HDg)t{Nl^~fTj#f-KqKZ)E5Huev2#_5mVeqlHR)iE>2gdSo^3>n{18uSSt3lTP@fR%!0WRR)*Ux!kEamP#Pt1l%EFJ%&$0vl@U|X_SBe;2uy~xu;>X z09f6T3`X8DRgqL6z($?q;})3gx847Lwge% zt5h2D8S*8DQSp39&dn_&BwOBP5wZs0RbbqtQ#Q&^N3zh*C&CC zhWli9%L@0q{IMLz4Dd>^#A@~ES^HJHGXDKLMwtDA{f?vSXI#$RJqv7Sm2+jb8KArH zm{W&>U#OMCeEV$*>jI?6%*H;Sg(1nv;yb0s4WZ$s=8I}o^6UH%qoQ>crWKo^k0C?4 zuL}-D-TK{egJ+-b64QSc8y2tn_o8yg>pYKPgTf}J$;mle@Wx`+pa|nKsGl!MS!(0O zz{Gg63{|JqIuIh50_g@%o1!&&bT0TR*_ghk3gY12;XY#M)vniMJ%*~XYg`CWjls1e zw>gYRMNQl}IVW5He|jS-3X12T;=DM=ZuaO}@lr^{a-o;0v{*fR*8kM6OZjrf4YOUb zJ+Sxa_L+11A03qQhgbvft804+RLea}$72q~tU-NR#e(T;w6;B7Z+x&-{uAb`K&aTh za`=CyQ?{{PyLUd`!;LRMt0y}HbaMHh?Cph+CNn^1wJq!yoH)P9{zoB-pv-1~yQdWi z5`T<||5k+Lv5%Y5+sEpE+Hay!i3)=lU0#m_VL%`>b~^tpFwz%*&^QLHPS!0io3YMm z*rA{~fUgG>wyyPYC`Rx0+V=m70F2cL@ZkD?#W`^BOK>+@EB;Re&i~s-i=;1QQW>9F zg=fL||NAl&j?JVXst16@-f}$pc~~ZH@GurRY{^UZ&vB^zJ10MxS+4$F8~Fz9?=DCP zR|Sq7SaRjAS2HW3!;D)UGT$7PjQ&WP?a?N*6PR02`*)l%8_eSIoOjM zUq`qdPh+bzI@y@Hx^sTd%`GYaN`;@R8Yel**gHtw3YG9LuVM|RH?G9)xDv6OHl&<) z>4lR!{F_N(w=jxRXA9@B36UhFNw)zLr9_sDrJ{#~O#d%vB;?0o`IW8g{Y)h`@?vYS zT*bEh1MYbpNoH!XrpIT)L}^#kmd@pR!Ohp6Kg z>;yUlR|WL8(a}@1^1hc2sVEo`=Q)Fu#ss@ORDx;%JKIhN?F%{pddrOIp8-l?pOLXP zWxgGjV1LwDToI|3!DU6rWRxyhG9hGB%(R;8JYxnrYUXFlAB(lNWr3?^rQb7>XA(M+ zl6~zH@;X#93{kB6A$>$H_R12-<`PwuV?BCay&Yy~wPQP~bp^0133+)C5|~I!vlFl@ zfp0UnAk&qX^%O*529@yThFtd5c=qBdP%e(ms$)4!vVWw%!u&oO2L9#?>fl@ELa+$! z9yYtbyU-!vagJ3CztYdgxkNDOv1(-hjR-R$wWi3RXs$z5cSBHRBFbT5b&xcqicWdx zF}>J^qk8(~Ku_-RS`qN0J|jYn!B3rfdK|9tZUo+b|L`<7U~e98W;#t?Y-`D;gxWFP z5MFO3tZpASFtYp7hXnRl%^mTDB%2i|DqXsm-`dd!oh#QcEx>Y1Vm8 zLWSjhkwI@H$LX8yhw_PP1d-5mMZuwVTqS-geP5iulF%F2tM&1}qHB)gGlCAm80aOs zy9jz>h04G&W0G^484UjMtgL>h8C?bGB5+|N@4Tl3tC6+UUXtsp8BHUEVd6acnd(Z5+f78=$Npi786kQFo!+DPEzVJ> zPD-q*$LK)FdPt-Io6Ru4NF-|?fpfZUlhXAh z&zJ|lX8nv4HKb)BOg<8pjcJB|VLX0PDAR28K&t^?btwk}80B1ScH zP7D;Rhf(gs*9)>SPJoBgJ*Ry$=Gk(g>&xSEyg9{3O>&oP{dZ><9kpQQMD4`9tP*Rw zLs;j?aK;Q9KOmAdT8MU}l@enC+bjg`*?6sz+QW)P9tEX6Q@l)ZD3aLF7OWC{oz;tC z68MbvOZo_DTswt!W>&=1{qa{}b`73HBkVc~{TbHmV=6g3`iK0^-gMpl=(5~m5Y*^O z=!OoMwJjqZdpIb||kF+Ul{vYPvV4 zm>TE?25O7sI|N#|{k2NWU=02>3USKYIZ8$N{;)ex&vWaytp>xQ6ZaucgCWV01dyhxP%uD>9o9kqhzVwg=jEqo<*U z(Nx~BHks9a*)e?840yiqG0OcLRl^;Wh8y-N(n*6X#AnVN;NaACkB)n?8J7|Xn;S2Rd-G1SMN3~YFi92$tc=1 zWq^Iq<-5Ik1rXA`&?2c&SFYD!uR?{48mnrOQbq`Tf)oQg(Kfv24sO@D^D5}434)!c z<;Y}1+bQmn2VJY`&kM9#Uv{OqZ@uN|CXE-h4ZD!{JF^LI)vjGN%BNYPg;HjEE>ptj zg!UemXQ0fSd#v2rSK4Blt7*@D*PXhK&s-Fehe`ltg028poVE1(XVxJHfe*R7f=y1j z5O))pw&mv6u6`_}6|kjxk!yH%uM9+f&dZjMjAnYM1#=H?_Mizzz9B~x*dXT@!PZ7D zUW&`Oi1W$J^zT73pTWN!_qCf8Z3pI;3S z?T;0W+|C=5_w`8;>vFl(0|X02Hj~@j$ulB|*B`Q8vA^iyB25o(E|=f^KUhxE+SyN0 zC*6MN9$$k(aZqBTl4}apdF zC56x4t(0(oaFm4AwXs>ZcBKsr$WA<=8*QT(CBz@8?Dcg|4#Y(foRz-*ioS>!Lz3Cg3}~Zi%KT@ykVsIc&9Sh#)g`(pZ4jNT^PI4 zTz}DF>K%Yf0@bQ|4poYpE9c%dTs}>aQlJ!=N6Kq<_9o8=WPFk$4>xbSSim0mw8w48 zN)9M#97eVG(_=z|AJjbfb1scHq%Li9&+OJRHDs?Kn9&dwy+%(wmn^@)r%Uxr|82%F z+<+?hP&#zkQ4koA94r!WM?pqWLwQVasI|9M{z00 znvoNGZv^-}rL;rFb4vN{*^{6_;<d_|tkpuQTMA31MkQ!agkYxpR?;r{rb!0flI_yjiS{rJ z&cIUK&C@}2%#CaqeWwf}IMs=WS>;%EnUPT|x~_+i60LB*Cv${Ae6VA}D~aFtAe1pNHkLowt)D-tV<&Ey9P5niAHM5MXsZAwy!&|j^swrQH(n3mJ&@>%$f5c;6&92+Ph ztijClKqqFODP3Ceq_dh^f4o;Z*0f`RRnYVybOEjFfn0~LZPK(`x!TNDQM(eTUMLW> zBG}~k?$7AckU*MB@kd!&TSE>-zN3)115qjX`J@fgr-)o&VlnSEGI)vDa8zv`YHI%( zC;u-cRn8Rhba^Bx(`yJCLSVEkc4iGv*Un3`v=fPQO> zY9bj-^ulVLTV@g)e}eg|$VsSOBgvC`YU9M=t>5RcZ#s+BR1?#oZPcxelb>Kom)86w z1~s~v^~$Z0PHc_un{uDq!S`X=lSQ^BkNAiP$Ey+z_`jkT0eOmW`JFqYUaC?W()c`^ zj$3|ExATksgwdweus8s8)Hpyc>NS$|kJqQAycokwP$%Zl1?38+UVJa)ri^(6LLdh8 zkY_!}neYH%lCx4F$3 z^H|&OzYDZd(gt)!=kM;AK(a7}0Td|}YqyFw6Ck%C^x}gino?G5c5hh|vkQewekn^0 zH_rKe_isJ7X@Xyqq5FAMDKd0djjTr6GvNJnz0~vvMzlo9pYq@8VOf2dHGCG{q`VI7 z87`2d_e6lNQej^y-ehlona00~)ghO1aLv$gjOH&K2rItenFFU(7iN8EbU-+)*)tx- zW&{Hbq;(#{CM8bNic{LvvJ0JBlZGF(Vhm7>fX*xgW)UG*3&``2+IBa=2l_7pw~O%nmeP*9KS&`KZvXhf^?9NffZ52j(3?i~snJg9(6Yr7 z1z!->p4_m}OJ$DmVnl-L@w$XTai@EgNa2 z{LSrzRpasustk{SI%eO!6C<*DwBvD~9oIfCR5y_LB)7=H7IGoqr+c1aPLwVQp*~U>U!5iV@|~5=GIiT)$GGtASQALX0?vayjYU zPH`x__QEm8W7@U>Z^Fx|rtJ2L7_g&rG>S%y_l816sjx$#jY7$+4G8x@dVW7cRu}xr z2k>~S{?_48#66{>+Af+u8n2 z56S~LD`ON&32iq)RL|+rgZqa;-c1K`1i#_SsiN?CMgON8Gmt8RNrl#U(57!?nHt2e z?lEo7MMr&aOV!Sp(W$_t=ukd-3vvIi46-0S)kcAL>eOR{H*D`U0>rnb! z(TPe5lBwQY#)Nh-kZ|9x#@T@PZPlTu&`@8`vxYU2aec-E&Ews27^lkFrZnQYkqX?#*XA~jlc^sT*7)blYrn4Mge+Jix zPumFGtG+t(WvZT{lendfR0%SyqwT?Z=(WISIm~?uQTmIhpE=LCe18bke-d)%yyTPG z>oj3=jxaTY0pj!>zbaW>@qvQ>y^%S&m)~WOdL*%_Y-P^V1S1k{y;O*3XETj@bO07E zY3Ik+CsV)V-ha9b1Gk)f@Qly$DR zukR6)f{(FRAfSyw&WMu!=S3z?Es($dEP7pg{q%?ld{CBa7j0-Ap$a^jm!6dCI~wX< zXvEjto``5Vw?a|RJejq8x-X70l9k`TXv|Kyh#0cLB$LnUO0xnUCPGmu=zd-g5Pr6Y zH&l0`oQ&?E`$)h@CFvJ7Fq06{0n_P;W<68ppuZ+=cV5p?@3YE6GUCeZs(G)zU|{3* zHK=8Q+Kik}9zQY{zK#=PKfd&P?X4S(py^Duh1U#+{n$#H&6_x>ojW{jbO zj9~s`R4^vJ#vVTix&>^-8xg%tjXL%$>Nw^e1op*uOxJ3$bf^k~?gI%d4EZGp&L^x? zz`vNu;7BAPg(aRu2}2R=>DOnPznuo9?)F;ohvIbPY>XH3v_SOl00PGt(0fed#Y%_K zPJD3ad^~11{oKYpwf7r)rICSJ8HknP9=l&3iyLiH&c2o+zi(0clN#g^Uo}UW^j)JJ zy1bGXQx=yVjl;$33$WJ$C3xJ1xH~EqSAIz4=iYxjy>L%mh%%|zgy3LcG<#*LYX^D3 zf{OM?d=anq?IhZf=8O(*UOwKsRdu2&c*`3RQoKF79}E<86ANl(s}QhJuv)3UOLP#xA-hlhc)cW z)d46BKe^46U37RD$! zLy7F}0ir-BI)fpyt^BP~a|em;@I%3E6v$P_q#bj-geiG>VL*nqCxNk@pyWp2-gW#DluZBKLo0>YF8vL%0L5^mae zs)TVqAgnI%$DB4O&O97%x*MO!hN&+-75~Ap;cf)FHGGRLNu=bKlpLL=Z+SXg*yJ!( zurX=auh=-ux5UNyTwwbBwa=NfdEkgNFL)c+C)rJ7GP1}?_;h05u9k)Yg9HOtV8>dw zJ1RIQMOYC@z)k3nP;l5mZg6r-J5oO0d_U>F4K`o_Ma&>+ey2F*QNy;3JX8?e!b~o1 zmm+9oAkVyFP3-(_j#WE=FtY}9wPFA4@I+a>lCCO#wSJZg8UwMq+7iZ&P(rGVxmAIW zZ1A!#L2>%^Xn=gFE*HT#@>oxIIIch(j+GouuO^Z!Ju!Y%#opdS_>nk3SL?$^h0>K; zqFc&Hjm|#Wn*V3`E+r-)*hf4S6~i5;mmL9s>?DLR@uJa@wms;IHuio z>9*iMb!|Q#;74A&M{y)B>qjt86*JT9*F`C&7S$-H=)JLd63yT3?qf?Ju2KkE<-w6pYf#4*Y|I^K_Y3)pDj^fJ2pPK?2$k6d zq1%}tkFE|E6A5^$91!$kqIQL$-g9>l6D1<0_Dj@k3oJY|h047a;MPG%rjIN6NjVn6 zC_EcQ!wDjPUh?cpA7{NWaM-cJB_}8=D6dc1yBQKE?ROySYPVUKG{@EO7NdPGPKlXm zTiuTz*>?qPuB;t-)~f!z_f{Gk-3LzrbLF{>(+w8AeF;b-DAEIxPJe^ih_o=>zPP6B zdB6P~5b5;(8|-i}N~OsA+CkfL%6apr?+2|x72v-Ijw^b%9adkx zxSYRseBpkR*+jpIFzYZfcE|0+G`exBZBrig;)eJvLnOJGF4bsJqT!2m|G-U;32xGX ztL`|45+`9G>`(`n*1Mc?C1~G4DG+&!yre4Cd;_Njtj*&_gw@!(iF5w;1>yP4nY(wf zuB^NUXv`<042#eYUiQp4ylnhdWDEqk zBx~0om!`b+EwJ%(O~sGF2FX0aN*poW)F`Mev+am0<&4ysXjv3Bj8enQ8>3aEy2^I! zJoY_G7@U2I`vDDp@oSJj|L6do>BOjY8ODER<#bdqI~g8<8~T_T9IN&5}ixp9H0v4bI_ ztnk`ZN62X%^2P}KFR{0=E7iykn>yAoA8pgIUo!QWlaxl>6|#c9%pgPoE5?^*SCctn zhMe644ephHXUeuWNoVTgops82uHKT`L55Ap=yvv92ct%bLG)6%PCR^e8K{&Elmcy= zp_6J&R04Q6@@*6aX6Y6Nu$9%L?J~@K4X<<6)5V>L~tYBS@8&D~$yhfc-@25e2)Z87> z4U{;(Sx|ga>(g3YRlggNBRKklW0i+7im)YwDtn`NcLr#J4E|o2S-gJo& zCyg+P8kL_Mmx)m9?{bpkoX3A98e|KFrgAbNT)w(Vk}jlYafea?(>vSqB>6j%ik0Y? zEp@vH%LS;ZDWj!oiEfT=b*oWClJ{Gk)OdeXqmE!JH769kL)3mNOugbHgVOESbv zqO&nC7TW|GJNB-RTa)w_Pa@pT`n{iwUwaU^*#%oz4NRUApqu38jtbU*b$QDsP{yuv zkm0xbw}On?Z{uc(BYqTxT6r8bbKvgtt518eDArMlaA;NZyYlhvFgwYYO?e&-@Ab8_ z`<;L=G4^_~+L(V~MpL&=%f)}Hz(rotUeORzAs3w=3-ueyo!cv-t^I2@U#=2W@o#W2 zS!9jsHq^2L9q_qh+x8ru57U^#@R-#O8QPZ{dB$^PBw<2kfzUE`GxJJpa?{>yWW^Ah z)&;VM3;afG^G%j-H%ODW9>oA%#=kq`!+M50l&``GUIy?aKNMLfiFR^ssg(-i_+_G) zwYD8FwrH8#5_`ubV?d)^m|)r(Ou#SDJcZvt$f)TFz0g)H?UF6P`eAtgaE}YfRE}a> zkWaZm__NbQx5srAe{RfPYGpwDycxR!D_5_=QIrk989Z%DWTwqHI-FQ zY=3_l^ar7leShNRt@5MK^forYbBmW(In^vILcIayA3h4C0e{WeGMx2vF^b6Y z60Tp;Y5Fn~1+8b|@VJlgWLQm0ywb@q-t?vozxoRZ=pW5p;u$s*gM*L(&;zo>z@?GV zx0!iKHxuJd)xU_)z=3$}h0u2h?IDV+Y(AH>1sC)9@+PH~r(?l>|GOB3Cg0EIGU;1e zDK4;x{1yRvi**qw1nWhIN8Sla^n2If0;4rBGMO8JC+CN_&2zO1TBWF;?rev!A*S%!WIwcq$j?*&A)yhHXq2)?M4lx9kk1+j@9IGGY< zBt<7WFZ*@i^kIjHQv;fjIC8uk&BF;oWJ$zjvrB0=foZu$E-nN<^6*BhLuY B?V| z*F-^$*G&UJON5y}yk}ROF^rKTTA~wD{m0P*wEs`phxyS zu-k>do^r|S0`d{?57|cx+NDQ73mv2sehPs6%wf@<$F%!l&8e5V=^aztDwe85tnGQ7 z3(QI~U}4^Y|5@(WrEP4PUBX8165)IJ{CfqZTcT!hDgY)PL@O|{b}Fo8sZ$QpJa@$i z5f@)Px6LwOgRD>A9~I9UFiDeV@yVFUQSC4nuDHZgt)r)rcyC5y#Oe(O9QCF!8bRLk z5XS1g@3kPn(o%p=u>Rehu{Wl}q`ykM#OcnVuu1e$Oj|$M^6_9i81g5bWH< zTWk37|73ztXkMtCk@?`=k5O0`sr||GwZXg+^=@HGwxo!4J@d&L3&VWq*yWs2Fz|bp z^El&OELVs{o^&0ILU%P$hbgx-2BS=}+{o3SWHeXcZo$Vj3oD&G*SjSNsUjw!A62PB zu!o?SB*fXNPxx=y@_-^4X=h_)FPG+QS#j1^sP|k)2Wrf2^3X5v2NcK$B$rA!u<(t` zVf9mn8(mCpn?wPK*efy6rfogO-C0j|$}e_oXsxi}-%6$rKCPq$FKDLWsbBI$!>n15 z^LxyycIRSMRMuJxf3PmK)(qA*Zpa}~%5+lT{&XmReJ2Og#=@WP4-UM4^z)GA$XQ1U+a-LnAt&@c$cF`c`6~(5zg=1?FE2oL%T{Woa zcSNyN-HCYw?<8cMD^m_xrBEb{kC#TLj>bEvAyy?&$%acaRe3PJPAlO3CaMtRy*swo zo51JA;u`DN#CWP`p*86gIQD8;NVR~ARL=S?v8|kBDKhrLWoz?FKch6QxYulGjATjN zvqqxfZ%){qYK;ZHMHt(pz0(^htqfLBY4g9UER)TI?H-Z~$q$fEXDPjhA)-22VW3tfzF4DW$R{k^j+>z99BHne%R=BS`mEho zaZO?X$nEBtQjpmo@;xDhFk&}|f<__$GKfyAfWAW0%H%@UOu#T4JpL^Zxi=)fFmJ&K zr_r0te5wfiXSbF)?w7hewg_;D>n15Bawrc)>mQ zdPIZi3BHpdE7YDu*y^=9fOhXrX)(+);d0F{evSs)#?lX;-5V_UFHnXZwnfByNrw{*x|gL4UB0N;U{Wtdld3K;uddUJzkiaFUlC8war4i05I6)eg*vxO zU1Zr#0x=hc<4c{#FWfj> z2^>SJo~R2g$8;C;Gq<%e$THym4!EEalF*Jt*^rSMT({la76d)eWCDn6S zyyi(rw89#HvvQuNkO~}{$-c&xg^R~StjVjW0GelTU7uJ4k#$j;upkXrH^;anZ{D0P zdC}H{8BbgTS_$_90FblPQf7oQzY!3U8HLec)bT`P6oFq>qafy+=&F4v2r=9GVjqY7k0A(k_MOQ|27k)Mo;`lb)}EDQerIJXT90H8mz5+IQ)Pq4z5 z#=TS{QCDX@&A`dKMZ+I#Tr|N$(T#9l*$Sy+(BSFt)yOd~6tOU!LT;d%Vkop#Yo)7$ zfbU?#IloG#1PX+-`8CPeS)bwzTVEyg4-VwyQsv2?n!hzh56!DWd%^>yl)kiw4k5>Y zQss*0Rtzg<(C3D)@YtP6@P-3n4*6{tLLR}c?gq)MT9v4qMbvbO8H@Cf<6^V2%gEPv zu!)KsX*QLaI54PZ%P5vJ#5?4d42q6Pzvjdbg}@5q{_r~bGwhR` znZaoC>}e-x_-zYO>Y6v|0;T-HFSrIRgBCsm{RvkxMHd276}`U&<_AMnlTz8 zMc9{~tK9<~+p*B_)`k(sUpAUN5w#3x3N(s*S(l$}Mia z2_`{|ro(sH4j_@UUzZ>5#VagHAuNN+WnM?twAGIQ4 znS39Uo0il0$DB2Tl95!;6KZF^Y;ZqA;0ALtb5}%Mw1O2=H-Eu{E&DJYSH~ZsHIo`W z6?3?;XHi(mufrNOzb()}Z3)wPElBFBuh)(9nlqqO)=|)npNs3@+7=FztT9q7jkf^W z4{~EQ?$4-$+<&rhQ@7Z5x5vCXjiK2l)3K4nv$sEjvu)e+TiO6)}hZ!!DilPqX*; zO_Q$OAFJtx06j#j`;=b>mU6$N3BZg|1xLV;;dyT}l`xiMZWH%E2|!?5#w}Z<{?U=K zbP*NfXL<~WHGo)uql`9ZNq}M9ZWgTdl>T~Z<`-X#bxyI$z6xd|INU5O- zDlmtMytC*?W5uI323lLFQYqfak}&(j`TfS4Z}Ka)dnrV$d;@T4MFSQXTx9P~C{80+ z(B@X5Z6UUa@ki-s7PPEj2BPXK0v@p4M%TYDA~)G~m$_ z`~n4q(*x%#LsC{-jzV$IQOOQxsj2XQ@{BUeIX zHssT@t4|dQ%KBly)!zcl^II>5o-|6mtH@MtvXE+<&`lV`1{Lv(~%*aadWt5G2 zZ#v~WJ4B#CI+;ANrF@v`Yu;DsD|SmuLzU5DKN!m;MtneKP#m@uKD5yS7mvW_|#)=+O5%GGu$ zcN`pIwRmIQ=yl%G3l*XRi2i3bdq~FI)6Y4ZyxzHB(&R$8{64$eo62YfsExfC5_wHA zUJN?1Kn!k^j-73=?1mC5FNn4zS-w_?_7Y~iq!{Yz$%H##g*;#0%cW-~@_dgqFvut%`WeX&}x^dxN z?8AIROi&A|`v7YuLAdfMGEbXZ=Dw5Nz_hP(CSm}5QLF4?xr;bb36LnR%uNfdxqHJ> zA#QCgOv3M5RgU}f%O+UrNp3_IB0)l-9`OKxe*^KpP%DK7ng}1Hr$fu`#l}*{Ax~6M zO0(3=m-N{5rAV?Gf(8tG(>!&2WVJ&N*GRy?0+qJ_#b!H5St8H$M19fM{9j(TG=v6c zV*Q>!#1LMGRGIDn+I(Z`%4D{Scc7U$7CxeX(h^M6VFhe@5#e~bMEhjt0Ye{A~CB&Mc z%-l-}RW8UC0a>HTuhxy0zi17?sh_lt78;4``kI#?NKQi`3DR>(G8Uiz990^Dx6eL6 zqsol6?vHElO7B&U?sLYHx#*2;7bEDhgJ13767HB~<&APyitpjZWyRH_OFk$B5Y-Wy+v5-32-g66&KlNm!5Z`MrW zNr6jPG8SgN{ui9V0ynn2;g#+oa5I9PjL;X{N+{h98C9c!gS=Za$ytE2DI&s$|QeuOg@s_YYuhv z&O`bq%e=JA?t0~-8`%^Whgp3Tr2bF*&bQW2Z7uI!?$Q&WBHeXXeAA@rRxpN#Yd01? zDTnFLitQGLc@MAnV*m48*tf0}DpZ$R9*gQ7Z5q*JFWN?RKb1>KEnKWDBJmsvOZls4 z5Ccx}L?%nfGu@cIe&~8(Zf}xqeE|xzcQ)L+ zZ8}Y?l6;q5m^&E6gP65st^M;`Hv_FZk|obLY;7WSM1$j8+2bZG_*x^db~liN;bZyF zt;bxR6fTdPeUBrrn*vmKlV}2FK9#CauV2h+H=nMKB}XG#Ev$er9}EeQix~Z7l1ETP zG%~;7xRj%C;_r8&pjXER>j= zzaz=8g>P>PjD&Eiost`Pr-{NA{!LZj?zOwu=}*sSWBp0iy3i2yf)9bN+S#@u=sZ&R zq#LgHdoQzX9AGBM>v_#`77E9C$o#g{g1lhU9Ou2n??e69F2GZbN7D>39;snRElIvD zkVvRU1LC^8DGJkBhq0hc`B?OS0@?{B_SW_Uh~U`_ieKBt(k0%D>BwbbSmTyBr94|c zEuY%ipV%Bb`e@z+#h+n-JoUu?;R5f&UWBLgF?0l{p&*b8Y7 z_24Pj>wu4=+w1sk_PT{sPk*$79Ba(RX-7rs*8YGDif#I!=OQ!+0ra6fUo^HN!L>t* zDtHVGc?^TB3VFqN^NS3ZBLpnI@J*D%298-wq?`3Y5XpxkJ1x9%E-o+}6b!L~(FV@X zkyk`37_C~7e@KxqegUu~8MWeqrQ`7rxA`2jRauqLSf~IuMpJSM$F7S(aE#p73+KNo z&w2EnHhV=8*c{NdRD+B&0`OO0^xX_K$6MOyi167$v7LSmbYc6RcV9%j;AY{s*XVik z)wrf_Mcb-iP_}njU-lkki6D7^+vcpSS2=q!1bDEUIbg^JqLZ<@d~6T46Y zy@&k%3TK3S^6fa!HX#j)c~UUSpEfthrx_@feaC6ayGx(B9~T6)KF&x!Q$z?cKt8Ff zbn?DoMAl9}gYs|YnqZ@(JZm-g3&CFG+^)yDKU6EiO&;rNvuBRnAdF;|oh(Ui@{rwE zw=05GEQUTKNu%H=cUrKe(ZMOz4Do)KM;@r7(Te&{&s|{vN(dJN`AO;$;>{fpB3c1- zBEPYJe*R8VR}uqa1x?`4EqGL_vA;BI4F!K6*ykjUVPR9A1M9SwTU4lMvHbM8mBw<0 z2q1=d-ZFw$)i+FWOW#uOuTv{vv5LGVUH_vr`W)lHXXU1wfJ-I?>?}6{f#h%wV}z17 zNUiTirFUr+{C?7{$jr|thek8KkHvK8BCNbL+}B&7Wvbr50}sn26WIS;feakUhk3Q; z#0s=PCPGL)GK=7`PbF4(L`f^ErQ@9yhFoY+bmC6&hQ?0Q*WY5vO6nDU>nT`D%2vjp z^ZhQZ-02Ofsl9~vu@GnlIfh~#xA>mMW^{s^-2q~z0lVlhqhvz)YeWSHqXNbr6pN(4 z+10HTd)UpS2>X8uC>5z!2yDLb=i87Pk~J854C~dar*0Y0O(Fh(R-T_~}?JWU42%QXvXMmJZUBqXER~ zUd)lX#?Fl)gV(#j- z-7OUSIBxIE%HWKS$MG}}y}0~WroH9W3OwC z=Z}kuExStj=waj6&%%f(4>Z7ux&jPOKVTgWws%tx!oyg$Fb{RfX@puzz5=^h*{?u7&<9+0&{NM~sVeWn)gp28}SU zZ5qu@JUTfjXPb~zPZsX+lokY%Q>Q>8AGXFQ2W|y;=b+E^wy>CMZgs4Ap4N6Og3@4Ie1dh`^ zMO-z^1pAksY~p5SXRcrXEbLmC%24bpOZaR}E*Tw1+IYj-$zFf?C!46-u3%amqOFR+ zBi!O^%3F+zCtm@Su9Je!#gT?g&DVnRH(%Wb{*4I|fB0J|3z zDB(^@lt_6@))YaR({Rv`Pg8BlL#tQ_DN|03y-a<#e8$CMhCQU=Gey%^f52G?2L}uI zc3RcieTX%?cSCcrc`~@EeFmBpx@Qt@U?sPXY zU3lMlH|)+$HOHX@^8^CeahXI1w&qY6(0-YPf(Jx2?@oozFxziP5*XUZy*+v~S;DGXnpF5ef9yykI|473i| ztdz`~WmxLT%f9i){r#cccy{+{KpZd-W}guj!yvS4W!r=Qzhg)i^&Nmr`dOGm023f# zzW~?)0uHO7k8;sQNyJ5jaA5*7 zlM6g3pZDwor85}kN6wel`Ra0sO*g~(a<;asiO}8+FMqn&symuz;_GW=HmCaX<{&{ITJ_L#M)H}e#?+%9YH~v z7w$@g@{+>m4$*`2rtpH26AW5vE#0+YjLLt56tMQtfF-|Mowx8_)SvxNT+G)iNy*%P zDjZmw7h38Wk5|cPWe{wP?AQaAK!K&8gA}m_6knXo@{n$r2XjXwZYb7=kd<>(lQ-wo zW>{%~00002z?!u;=v(t(fjaA`+qdi;Jm2@R_wPH{Z!dcEIl1DA@4i0_TVGBQF8F_V$Xzw0 z$-Ymi+rE2K`<%VsEY1tVc377dDPmhtDh;hhC^I(YC&~POeGtx&p4{vA=0NteG?0wa zDAVrTaRp*|v#}!3)tX>g)GRMt8KN#HEcy;+FHBV_%EA#!@8CM~i$HM5XAOb`~*&7=p*v zYoePF17{_s%dN%+y?;|GdnrrUVvLM1Sk}Ihqk()wUUUS@vl!2r6|sDR5*mg8Y*&P_ zjqZ08Nb0Na)98>lMNiDyV?}dp=?wc86z&NrouU!mCXIgCZB=8kq4A;`^78+F;TVWx zsC~b)R+Curte7nE{&eB_dVD=s+6k&&6M*`eLoJptvHf^K@zdbP#V6u6XI7!?RRES<-y_5&6ZWM>i|t`FQ(U*p1OlR6L+7b?}Pqb+)gg3iEXa6iJyp$s=a6o>`=A&Sf| zVcVCe5pdX8B8jY{Emx>M@*tyqC1brY-~|h)A{xLWH7k@eIu@b3J2ETba{mvYK$d_) z0b{AtsoX{L{Ki4ik!u(0k?&*gpGf}spMc7w>r(!y+3~dHY!g45i-OzQMAEf3mv*O~ zby|?Z&k0eA02dTF3_=hz?}iy~to(N86NgOwbXED9ZPeQS59yGVRpi`0eG797Id*p- z2*v!hN2GkRwBAXctmEPDOch(?c4@s8{o< zoesBxsfd%pg+W|eHB~0?i-e1DbW0V)PflV}p<{D6X%>vJB3-=K%#vb4-EAY>u&xYL z%S5TFQP#l^LemM~rbT{4Q&-dS{0@>*WWf`k5F36!`VB}|_N*Ahs_Y&&AJHnbfhM^t z;uoQ~1W4-r)W3TeX5#ZXiF{RXlqO2djR*R6{L+J!y^~~h>>w$SEP;#u9iCR^UI|J1 z6A_$?`q{>(-omjCBXhm_p!dm3;Eyc=7DDlZ#+Ew#4D4xV%lwYH!aZ;4Q5axJ{f|@C zS-o_bG)x*7imXLBQcjHPZ-%lEz{gmEL+ z=TFg)b+wU^IUk5rHqlDjsNf9_CD)x6wD5e2M&Qrm2zSC4;2!MfI3_~-$W2)qw`OX1 z9!^c5;u>?gGD~TPRtL(+@=?+_aq&Z!XnTrnE$Bak_p@YyQIFNM^@#Ftl9IHS7qX1W z7ov9;NEj>%B6y55Et4wVCT3$7Hzk$fDK+LszO+H?+ds(1gN2glVc=m6kcYO87fT;- z##q*rnVxojh+p>95E=*NX%Hys*D2bQLpSc{&9S$eGF{hVUU`6q~@Upq|O-NNVZ8Eu*<_8!C0D3;r}jCyTZ;!Om+0Bz{*iRykcow#xId`ov*2%sR3 z?N<j$CCl2*-<*KLyKa)t53HI6V z7(XGqF(;LMo+qY(uJBq!do5_1J8D>rk220@Y{!UsT!faC_q1CB|~ zrv4yuMBWz43+7ThJ&gmNy~3?8xVu}&J`0Q0&d9u0m{0BqM>Vi;CaV#((7#DL&4K?S z1ZZkd)z1BugvS#mAc!WT})#Cm)9QmctoWTOW?|jJD)w)9K(v~wnF$|2& z(n>L{KchC|jCScb&3NwAvqc9)Y@tw2A<%6+ScQE{ZQITQMRZgr>)pMv^EI0;a+4I! z1e0v4Gbs+Rp6kOu7Qpy!bcDN(#H2Vp1dRM(7y*n=Zy^J!Z~`%Bc1-<{?(-V$*aHG| z*&c!Kg>9NQdygVIQUI0sB=yvY0dYwv(L~!w zd$14Tp)myJo@LnqNz$8qVDT)wh10zwX%{BJbdYVpQpFtF^`KsUXeEKy5*vS)v3L-) za!LZ63s-$NMhe+?_w-=GvYq}z==?O23;w>;Peg+c=xfC!7QV)iQ^QkdegfYm&Ct9u zVpel39s&9q?2YogxDTBDngtWqZzv|1kVwjG<3Yc*Jt&Tt<*%|MNEG1uXB}oqS&rWD z7kzPT36sSPvy!BHVwD!)|;=qXYI<{~BCxi($5(@|u?dQ=_xa*o zVTl{1f&{KyYYl6uus1sArKSK6MWuNr5?_O8Xo{ zZBQJMw_6CU_bpJc&~Cp=tBu;AB`c|!xV`fNSv|R`1C6dH!j9V^<=zc#*r$8Q?|9t& zdOognaU6VlVQW(42pMv$wWeAKImx%j7L$8F=u`wkoum!mxFSn{eRp!G-B~@@8lah4 z7N}9mcfW17m@mzw7pnbrLg6j>M)^We0J3hVm%H;zMrBa3QrTp2AnBX}jlXzL6nbb8 z$Qa2USPcek>M#bzj&I?2)05up?)W^qDv=_>&Ey|Ir#Tl`Nk!dHk*U7H^ClzhS~Us& zZ1e)LSZ2*_BWF)QGLuUCPfqv^e$ip>`5ZldQ9Wg!@z@qp6gG5HpOCH<+f<7Uiczcs z(+o|U4Nc2-#6`BFGwKOp?P*X7>tg-|K zZpdrI1(}3SEb%yX<_-Nvf0o=(oZ!Dqp~+V?zebcjZoxqr>yjzgUqFV)Gm1ifw`a|p z@}0+DtWQ367`%*Tlp2<8nVxZ8pJ>|11tzLQo7cS9)gH^!swi8UT`=UzZ{JXIGT{8? zQN{>cQf4H|!c`EC>O~uH4R0J8TgX z;epYQQ=BJ^u^_SXT=M!9fA~t_$zbK%9t^<9ps}!Q7kI@H+b__LUxc63S2gq4#Yf9%LsvM&# zL4eR@P&xJ#2O_=;9DxMc>@vzvDbr4wMt-hTe-%ktBDQ@rgK7tOAZ>p@i2tJr#Av>5 zof|<}SnYl|zHK2Qw%GeGN&F}B*c54ESp`4!eWjm%>EEq(LE1-)NcsTG5=#iDR9dkS zTGeA?PIdjKVnK&PC_n!F zYyXB!0>>ZW2u2HW(0?fYe*i1Om}u-^)DofjA7W6*<<}En@4f%ph5tI}@kB>z%GS5D zq4p`y3JRn^xkPxaNf&sj3b?T1kKlMj7 z00_2(NG+j@&u)`pOU(}?Mj6O(5{K`jLNBBnMpYa0(?z>0s!9c(>MkDLJZ&!3O_nH8 zJ~gdL&K6Zsrx03Vj=LX=$3sS;MJL<=xDr_vR|;CUb%N$eN}pL!Qy+>lImqeZKy2UY z!Bd&IBKAMKjMa2Z!bsWvT?YMUv;#fVFz?gcMe1br8L@Xinxa~{5F+g` z)z?fc_a>)!@q4RieZ*PewNVo9e?ee{Fuer^2N?>!#^&q`T)IjF|EyCxn6( ztBx=~{*jB4F_Zskc=`wEBNKLj4>ot|_rK`~yp%tFkFoFth@L=haJxkM#Kc*xkU@Rj z!=U3l!Vx|i0&1C~(g*;C(tpxU3#~~MhxuqGc^|(qyvw3BgFloHEB~Wr;EH79xB@Rs zpQJGOqv-l{+~SVG(B22t^BRVY?g~XF<_g6jp*m<#n!X5Ab(WV#mrV&*cL+hTe48Nk}-CK7?8}T zRN=nOlk0>GD>FH1ii=Bscp9Qz4SAl49>TH=nD4?rh5bS#$bYk+{%ue_dhrYtJVxnl zhtGu}Hy6{)RZV$+;|I&2mhUD?06tGXX{`jwk_&6?!c8{dKjkCk5cnjmJMv?QI4b;0 zIktK-4L*GgdyN<`t<8CP3uYCaP(Rl5?d6seV>2&p^3NPVsQ)+P@83{0w;w-+&9yjz zRf6)P%<4T&RxFNUxGsG&%z^ibP@9u``q zCp0q4xz`ci?zypAiqO-f5BEmjRsZx}fMezf1g>Oc3u)#wb0+r&kcUJ}=>2NvCyrJ; zX}3uq#b`gp(ssfFF%=8*5;N93{$;+W0xH$>zj}P-Zxw9WOr41|Kab^d`;)(P z(wmgmVXkX#r6&9IpN*pMh}i~zQ+4pO>4cOQfMIQ*)o39Fq#6ZtXrw(4ws~r_@W03T z8$^D(-}Pkzc|l%ZeI#R%`j``|t;cmDhkA*dHR5YP!aIiQ(!lFE{gx@rvGyZSzMzh; zbe*RWuaO>AA3xubwYU|2M6@&`5S`EA!6#EgDmEdCgwYx0P>MLKBs65&Fy6Sn6Sm5X zkgWA%$u){P{Q({s0LbTt63)c%Mol3MLg0sEc5|u}aS_)00l%R&apZdl#5?W*?5JKJ zMD<5l-CT71T$#T2Yc);{P5#8&AG0GDC2mD< z1B+i8i8vUovIzl#k5u}eYC4vG@scTz`-t7_sZ7=862f2yXqc!|ive1KSm-_vn}%$8 zL#PZNAY;|!_BZ{L>x0Q4js;qc6xwJQdHY911fNw36~L6N-Ko!&6u!dO_^j+jor$7i zruoF+S_vZm;osJ0HN&!dJnQF4;+wx5uw+7MNToy#B#K|q|I>2%px1KOf9eaBlmHkizE<48czABZZ|C&d8TG4>tniilS?puxoz ziBQ>J(I0Nv93}@4|CsD_N7?B@a1mRd3F4_b8a;&|Q&@nlIDGw^X_VXaUqKbHfW*0H zmSA@cH^KZOoV&ACukl@-3Lu^&K@$&ws2EmXOGv6*wlgMIB@dZvmf)D9kkA#nyhrSY zygn#UpVX-jDUK3F-YQ}G{-qNcj4{4VgpD%@g%*6b2QUlS%lCrJqferarYfOBVo|N}#ot_;*q!!94zpruc_~ zop#QUovaIn4D{ZHjvbMZPI=|Qw_W&R&(-65)$#Xd+EwsN;~;q$9#90?%zz3YGb3F1{&$ ze$DlLn}OM_m?#>lQ&?4>F#fA>&rxd(wip8zEscOhN>=(m2e^OA6D-;Df4Pyru^KRa zP76IqY8gB4@(7us#z|ki=D=>hAR>y~OHh){Egk+fdmx>x(24*6&v$+tbb>>VeO6Z{ zfct~^!8B#Gs~WXQ=+P`K@pLpiL-`XR%0WW8rvkF>%fZ?-?F=YA6Wc~o6^98@C*L>X zdUXW_=U0{(%SeAE2=KoR(vg1Kwb=hn6e%DB2MfbC93yTxh3|*RPS{#!dlB2b(pjiK z@kA~COJ@Da*ue~H(f?)Z@w2a*@0XtfiZ%Z#68|!iB;M*Hb^KvT{glrC%HnD(%~&^6 zHL@oHSeX@As*6we?{L|~jp6&VfB1Wq3j%l(!OOEZS_YBkp;bXn2 zW2h&M+nm}dmhp*i^;nbxg?grSMslbLx^2r8@J>g7?5IXqNbSEerKLGMc` z3o!dv4Q#@*3x1_?UApqs@9(FMJxaW<+()$nBH!EQxS#4ZfZ_^ku**DWXd?^z)G%ok zrKl}eaovJEOkn=oE{w^&-R55$lDSjJbZJGe4Zhu~0K2nm-6V@s$3~M7czB}$!r;4k z2OU2Je|b18S}29YlQYu%mW;)Aq+hMnT6mgE{J~_@W0UTm+fVK zEphbkEeKm>#x?f2>C^;5U}Qzd~enM zDmnkKi<_nBWy&DWR^B*jKOT^8xOw^qYJW=qzwQwwBtkBK84SPg*v?3=ICb&S+}5JR zq#pFq)uQiYYX7%=+)w>8_G^+4{D#kU zCD6K3?C(T=u=R;ZF+lzthF`G$oc2}H+TeWEfeA{S%;Aq-&%TWmlv5Tb_OP{89`F*& z(k^Dwsr8%usr;-amMygCL4D@nzO2SZG2MKUhg}-M5L1YcX#&R(^=1IH>*%{26zBft znEexQxgfrSc+OPIH%76wWo3Y9_!)0Y>Qe4*uVZv6IF64Q%8w!Klt~w=B}4B$U5#|DOV!kO))RTeYx>?uZd{QTvC}#!b1DrBypf zlM0S*5Fu5&CutwYeyL&F2-i;!#yCc|6zgRE?&=FYK6bdZ!Sx7FqR6Dj5@Vpsxz$u2q=fP0P0yc&KXXV+mD1h3#m_EonG@#yLiks!;NQOb z&w-M2WAyvFyVB;H-q|F~f`aG`;#8!U1?!Rf3Wny#^C=rREg=-N$ zwsQ~|t33XqWL-!bfa!(D}8?kh$7W$uC>>iO!z|)G~9jozpL?pZ8Mx%lcT) zAL?A3&kwI#8aeG>p2vrtCqF*)=|ToO*vRNMi+g^ff8dP#vu`J~MNk|%W%RJ>DWo&mwO^10R zvcnT7EF(mI7x`1RyXBd+#6z(J>D^@HDg(HlDR5Lfz=nll!BLh2MBZpk}GMk`9h7pjeG?+_F=^b2`~tatWAI(Cxh5!9wfF5;%Gv z0;fslF_h2R7>e+x(+kZP9JR+ZwfhCWKKG&(B7ciKO^H)!2cpoYIv1C>suoiFPD*r3aY`vA*5!91}5jvxJh#RbEkkL;A- zF#T9VN);YpuzuFl9rh15;a6)iRM!83?ccnhpF;JY%-?WN`-6YI!RHNcW>v#y|8t8& z&|OnuP7=PUGbojv($FJxM`e9k#Vm1&P&D3+@e5tct+Mvj0rgx%0_KMoB+9OH#8XWR z5Yd%8I7Xvw1M<1qpm4Qg{J!$9bihetq*lDZ9?NycVH5*rP_`O~KU#kGKjy|&^g;1M z6J4JYDdh5mf}v6V`yN&BFVoEmPwfiVwD0 z%t9Ds@T(QhaK-||Cu0`ye;{8hVd{>lB~c} zu&8|o5o7NE zN9)IUwtZ`ysY|uymXz$xP5QS)`d@E>#Z_e&(_qhqBm}9ONCrZ5yU@k1ZKim?>8`vp z&2v+AdE&ycW!bJha|FmLulP#kxV6Fh<_V3r6`o-m68moaLW*er&AO*HZ); z9kB4fAojmjQojfmzpjsWJr9o3pWAlU?B|Xn8jHp3=j!0^JG1{E4(bU2Z|@uefL|{x zBIP%O^?FShMb45(I$?M(le)$j`Mm&kav&_EIez8- z9#obV`jM66MD%2>Ec`&`pBFmDnKGUBbA58ehquHr{Ur84xSYZ*jYXj!TWu1KP2PQ_ zGd`D=QzUx7lOVxjxYpJ-YZ~ry+WDy<+P!o`$e@`RC#%}P5Pz9pxD)bu@>58WYuF87 zW)PeG(9%f4pei;D`Z@0a!did{JTI*20xxE+sB-*#quyU<{wo+MhHYc;2LT|#Di+ov zg4Nyb8IaSgm$(N{WZ7L^w<-ZY7?ziGro;s$Bo`G!R56>KV}0m?*JF`D;7~G09494% zVT>;ZgNKbtU_vY(@OKK{jj2TX~ z!T2*cY^om$BZtbi8b$;IX zAxnlJDDQin@g{X$v3MHIgvH7oO-*&USOD-J8p&6*)*IPrqw25xm<4(z!kFQ1m z&Q_}r9*K$9FCY(eBdkOdtKre}0ehqzV~)ZRf&UJSNb5*M-4M&kld^ORzu~}xttteJ zqI3p-c17RUvF)2mYMlWlZDBjq$b*{(Zh*|sL+PyJDew| z*SU_nl4l3oF|$J=4uJ~9fyRbk+-gG{B(mFC?RXXsjn_G8AFIgx7uRoq<6#(4)kH`5f&0=5Ta5ue5qOny^3N4GBLS>_gA|gytoN`y4=Os2fA;?Tuc}Im-7voX}$;NiTWS79PxXbqjuu#!`$4y&V4_fmL8PB-$!;Htg z76#Ep@5)I2r<4%+shWizm6SqLSRX29bm4DE?(X_i%pOM#C6N$ryQaT?i19q{upIso zpjUC5-F`yw6}zmQnQL!cQLV#CRJVq>xsSYe{UTm7O@UF8c2Zd41mC0DAiZ#=Xv671 zVCImySqo4PX`@!wK@`B6uvNtrGq-mx8?^z<7hlDw?VhC5&hlYpp}LE_s{ON=P-vg> zjQ`pq@}~BpvszkyS|X9eRiM(RO?nV@J(pV*1clsuaV=vE8wRja1S3bv$h$Vv>3D>a zvUQMzB!3k{qCh|XkjEctpUqp-x9RNaWzCP=XZeb_!a#{BCDmoE7IFinto)H94z>`nfEs>QYgi*-s8t z``j2RSYLB6`9Z#N>{>0wa^5rfo;2m|U&)Z98>P!B4@+eUfXViXijQNdLBUQ)yMs@z z!;5`&CUgsuZE~W@;w0N4OJL3WSx4qB$*d|)o*~17I?FVRNa3E_XN@K5_@Mp#B`K*ww zqD%6yGSuyLzXx|ZFM&XXKir?_4*0io|4lO*ze^|Ok@HxZ4qJza+ zW|(gcvU}1=c|)DA)$v7=GWIxr!iq9M==szo@|9FxyL_tg1G1zfk%zGVQT7H>?b~X) zKB2aBFH-NAbK(3W9XcodXR*x;&B0oNgCeO2#)RCaBvlpD>%|M@wYU+;Ob zMHqg2l=*0tFucttT`=*rn=q3zYD2M(c+G?X+9LCWt;}eCGbu}kPZo5uQ;YPjpio~f zE_mm|xILyu_ucQJBz!p=WxT14>Mi@86gB&VU2fnI7i(U60yD}e4eqhHkyV$Ej*XfL z`|ei&@|&pe7Y)nHxgi=V-QUZJ9qry%TN(wIhTLc3zo0+Sf`iJl8?54dcV2+1JPfq~ zX8|ldUasD?^Tr?+G|R!DPEZIezT2^uMg}by?g^WN*Ine;lA<%6xy$#u;A5v>i;nVL z*=bP87kROnf)fCM?AN{)Ofr4|7=9Y50RYgWgB!U_za?>TOZhqPrW$AbFs5V0!~KZd zPkAWa!Fb1f=IH;Yjd=vVW3YOVgQ#34?ytHE_En9-P29+5n@YV&|u zH~*HpPHw841z0cX4uKe0u!nP z6zG0nhq7@@5-(+cxK_d>IshP+UX)h-Suo|6|3JT?!HuCc&cJ5SCvFK`Z?TE)t#ujb zE(Rya;*;LDW;7YL>QtK_(Ntsj@@YoJ13K|#!b5(O0-Kf_r?FsAZ%Zk?1^TJuCy+}y za^Y~v6yy%DQ%jq)CiT~04o$CTlOIp-WZsC5v*;R3{dDiUzjcx03zbeM!HBy$m7dVJ z5*)6jp-m)Tr;}f8R$)ojby`-9Q{tVrNso43(&WT>jhO=pl=cZVy_riG-IMjhDRm^%LclAD_rmc2a9fmLwhq}FISb*D!Cerr;hHPj0WVw5r`?hGwQJMd zY!^FLX$#+!40K*odCy)UC^@a8Z1lIA1{6VR3j)+R4W3Y85|Ox12!^j(_fn_B;7R0{ zBPXp(!Dc}Wp?)_v*%D!O`3R>`jjR6BeX_C$qlWPlNdB*-h)aB_%2F-2K?A5qyb({O zMkTBwvsHw64EP2iLqi9&5AVTWzfNgt4w~nLeLuxs$5y;mG6%-ecp3|93bTs)>?P6c zkX-U!%011R8-b;m zFz7S#D(6kLYjJ|Hu$5twm+s~oEO;er(iQEhj}2E^@Fi_ArCFz{*Ta>BHw#yaY-GJF z5v{F3vc*3ww>_XQh&fmJ3XM1NB#%IIEh97Q9h0KLQ)ABOiI9y5^A9*#poZP-YN zZi}`g{6X>E(-QAfuE!X;>r1WC+4{AO?fB;uq>ikqk2CqU^iUP{NV4hit8Pu_mPOLp znw32l$^kThFLmMfZ|X%ZZBj}1&|)k3w@ZUhPMo@FEf2efXDbtRG;R6lSqfJsJ=&{q zXo8h*a$(-e@nLdYVBW9RUX0hNZNztEk~9<$Lfb~OyqjuJ6fGJueCV+T1vtpg4h2CJ8r_Qdw^DS7XT>|JjwjPlTs(oyg=S4C3Iz%R7oX*7|P zWUxNCdiM#5w08j~aTRE^Kcz3N1jzCoSvUQ-tY)UR@ag8V%l5JBlQ@CmC+h{=6Cz;` zROyl@p5mOcrGWJ??k-l$=)t~{g>y_vysnDPpuzT}?%MNY>_amTx4n7|jeP&%L1n!A*$05GG@ z#5aZ=TCPNF1av&ThZw-jXS&zww1-cyxO#29%F}gOXxumtS$FF%@#!lIwveKQf-C62 zR}vzX&?)*u4sDHAt-y&-fRO8}BPwj?QPOLe98y7xv6{s7ZDfHUx4t-x&e8LB?7uw8Q7GzB|4b zZ9?zdecGH#gvCka)i9|@n=~{UX}r8J7%55>K(y2Lj!-PVT&FZvgH~Ufpo@0D-(8l; zkM(pzHTxqY+^c2WnadXJi9R-84O55`k)!@76I8O(?P=_l zCHoPG!e3>GNfg#P7i35(i8ga7v5CAVTVXm%n*JF9LosPDqtB#z^64%{iDBJ!eS`jF z*4+==n}NkA%QlHWmnM7lZ2l;~r&HH%M>6e@Cx$I5XlYYm(A=l_ zd9zBG_}7V0;|g(InU4O`)=P9o`|d)q`6%}M!}K;&tvUXIeqI-B7}Ul?C`nOzI%%%K zc_RX1-cb@Nrc0E@r~!Ck8EfNBPC2p(m@!YDThmoN4@06)eK-CBI>Py&!(ck{2MJa6 zYm1Yf(4>$zi{A@nSnQ-H&-~^-HAPkAz4Uc#ntpnlQ@0`Z3*_=m92Iw+^`h?Y0%j?TZjs3FKl~p{{d~ z!U4%CF4vcXTg4MsZVS;=rtu6o;^$qa)BYg?`-esF zfp_Fv+&66-6Hy(yi{gUmaxk4rqX4d`h5|UDt^D+1X!|f_Be>evr5`!xNFC-y_IXv! zfc#`S*$E&q#wxw-P=mM)_m&0pE~&--Qdb%YrEG1`o4|S~i=HQR)sVk}GsN1N3U!sB z!HI|10!eFF4LLo z?!(z&OPosQ^^3ThmdiKc=@F!e>k?rZY0aJll4~PFshBRx=}yGhMGws6X7>jh+lW9e zKazem%z@d!_vRjP_eD@sna32wb<>6I--!Z`9yqM+*PdE74?@L=z2I+%LGc+^w8P2n z?_wtCr-tc$0Y2=|-3BAxphzzttcctedekLZCRTMj_UB#Yt14WMHs^Qo)5D{iuy@1* zR@qUH52~ypg6s4e$?x$4QtYQBEbvU2kqxvf5zme@oi&!r%62H2q*fI5T<|Mv!;$P~ zuMDukY&bv;IRzkmQCdG#*ym%%6q(4uymp47SR6g=GGyJ7JJP{6UlFEJIfpSAO#Uzp z#AG1nSQHd&$>O;q4N<7x5*tf#!x@m$8b zsIv83M5v>w`1S-Cr|yN9l$BXYsRfYtxsd^HlB!gI3_H%93Pm*#oNoQHxRA&&v`?w` z%gIFk7kw&IVT}Yx8kKW(75=`M-&juu!MCPxFP};G)gGIv-ki~lS;Ee+SbBp)2d{CU zc1?{E#k@|Ra7zFUF)>4S*E5u8N0IF(><=qzMribFGxd&WSV!wDsgFYDE?eFZK|2Vq zgkWaN?w*Ct6;itmu!cniRM^|B-u9W|Z4QmBU3oy*Bv`P0X4r}~+eM2>X8~IaUKZ1v z*f}Cbr-71@?ZKXkJ#$KPssXJ~x~-5+?}3NATc3+mMir2VP_oykw~GOEL4bLs>p^Lz zT`-nam+pNVWO>5ZsBvABX2*ezdy>yCzdHl4Zn~0tUWJ z-fF(K?O~I#+h9(Rc3n1Ls_!-{{qa^wGQuHqJ=HJ6nOF zi!U8|e$>iO^A@+tW%6-G5apdg(B<1i8N=L3j~(&LWn&WF&&q3y^;@*^I4NQQD2Q+2 zUrvjDFsTU+f!Nl?Ioz<|Aqt+s~$(yy|Kt)45vt8Ma+lJ{DAX>`E^t?b%z))~km+J!Ez4CViDF zO?Q4G!JFzc%2nr?OAdWEK6er?gEdy)lgtn8m~hnunz!jQ^N+wJSC4uYTz9*5%E^f5 z@+6C_-Ija9ozdfPOD;`e>X&*Ejy=J&($!V~iDOK?S> z<&vTRQJm`Deaf}*A0_lpMhZU!tnwYgR+|w`?NF8!5cajZv!!YyV}@MS2w`6qy`tt) zMhCX=XA7E@M~URJmZa^Qj|j5c^AFs0_g}9xo2I&gNIkT^Yni5Q9&flVq>w7BB~zxgDi=$ z;rsoy4Wp zM@NLDV5co>nG&AV_6A;gj>Gavp+=7HCaz4wH(U+=2?Do+lxEr6S)yA)MeIvavO-4x zUXg&N-Nwu$(%eS_Od&=#s5q(hdIHjC;14jAToUWI!3ZvsAbSyc+6*&@RK^N&5NWzf zBX{yzf`IpP&R`AwZ#Q4`8n~uN^3|Dzp6pHK3`%IfJ+3G+>GShH$TX+II6+{tuGon9z5DqiG7#@1@D&m59Rl9WA#!Chlo>*cWlCE>zuXQ@J{8TK)(x z$~C=tC%5t|hjW&YWhkjqCqf7VM8y&)0frThMLdf6s5=NbZhPg<0 z#y*Q;qp)f(T`fyOGkghwyT-L651MHoAZ+Jv!Xa}s8LsX3BWou9sw(YmuGL-2*&DrZI-|yXoc?# zX+TtA6I#ai1A9*?D7kZBfNx47QhV^SmQkhf|0rz)5hrh=+HZJ&OAhS@C*ia~2{std zMXvb~D0+@9_lh-NaIw*Ze}5NxEz2C^s%7^(STKbYKH@A;a>5JbS^)yR+=>iD_^PSHBNYC1St|~ZaiVe2U#P09Y@Br{3ei%>K5gGo8_*BPIrr}CDWl4 zeW<{A_yYan#xEaog8K`H+ljqV`^}7Cx?;hEKOjA&V$h|q4moIOU5+Yzmwy4Z9VA!& z{2*Lw|KgEn*FZggT{HhtoJ@6~=5_=73e1P`)BS$=%(Smf_CGcfAVVzfb z_il}T?byoYlT|Z$E1H2%gRW=9V?JJ9D`?r3i5AGoT*aVya3LQdTCC2l%nf5s^w*E$ zId*~J-=J=ahHM@1<8rz=3=j;J2Ys3vRSs-h+`q$5JR{LJi!06JbAH2Opt{SUli904 zywkFKgo5v6{gByVFt=;Cl65k`YkY9|51BLE9s&N7}CPtD@wm{DG{+fNO2XZ5)EFiTz zSCH0|krsmxP2Dde1ZYmmt3nw=)bhqiyg{B33y6skV4-7>hk(?9gQn>9qdlnod#Po5 zx`%cLSLoOdaf(Sf$vhbF=jF_loDZ{?ryL1t+}Lb0tluI# zL`;hZttbi!ql=eNsR1ZMhFYPxbIXnLlSoABQt<=lD9<7o5RHw=fE5qo-_ni+I&81ELeL40#X0Qbv_jCS`uE8TWaz&%b|YWYnL z1G~4eLDatS>@)zl>eH35=~DB>o>Qpyi@olZeEtUa+&9jnY+Z? zwWf)qJYE5UgZ-)skc2!!^st?^aVh}#*uqr+d5+f{SKk7nTG-~%AGc|Z#WgJnq@QIx ztXld$9#a3&nE!GD9;AJkc8NFvnyv^L4uJJ;y^HWFXYIb4<-q!to=F5+MJhyBpdG(} z@&5_QDK^&jIN1I`#ZT!RbrSxY+Xw3?eD6%`#^Gkd*yW-lrU8|z7EGF3pn(a?AQeZ3 z{YFyLZt$1@^pwO(mNjo!XfY?+XuzgS&kr@&X`6O=m$G%e&DF9Rj-K7cdr0!puQiKh z4_LzCVp}qE->N_Oc*JU|H6@Yx(eqx`nyn3Y|Gv2xx7(3T<&h^s{f9Pb@vj<~>z%N( z*?4F$mOEE+Gf@H~;(}FinT5B-Wvl~_O4DeR&ROs{1G~mS!XoyuNx^4JS<);VKA4Si zyC`eXaKJwL%{Z9)^gMk;4Du;D@>mDr>Ngc2K)I=k2S-uZBvG>Ld?vOxfqbTGMZmYk zHw6QZhx~p(=P&z*p(2wDO)orBkr!o4u>c=b8;KLPJQ?M?6`D5tf+Bt9JOCjGF1b}sw>K33`Iz1an zce;hIViYG2zJ^1Ay}n!?I?~Z~AZu%pQ_VpZ@LL6;+w6X6rMD$8Abx5UbD$JBI*Nl}+e*ljZcGB*Q+Dq?&`K+MqKyb*frL~C9t_g~mw!fx ziYgmEQM3Lm-dvF4i{Ai(ISy|vt-fNCXzUKTJVaUEZ-f!|fB*t;t^(PuZr0@c^oe>` z=)ul@HZC;UZx|y}ho*X9XB@ViZZxEVBODAH&8@z?u8?=bj_-rlK;|m7+zc2t5UJg$F5-<1ET0NE!1rYT%^X1psO@F>AXC{Bmg3p;Y z^IGk?bfe`!CCGqgs3jEYCY5R&=FSp5v_07_-kWu$tg{tN9FAe0Z=GM0SZ?>RDG4A+ z@v;KpEp2MjT%@WgqwSFQ9K``EG=gB3+D=xdY?eNPx>vLbgB3?>Z0~_C%=U4ZWZU(3Ko*=rldgK8PLcXFQ ze)Vixw-|@G^P}J-^bilX6O@G#5jAU>>^k`tNaZe45Rf<@DLKFOP~8MbjsKu>Ypn8` z_&=H1gm%#c5@r&RN*F;Sl8p6YDnQ|s1m0y}fk^sMH*ST{Hf%)vF=n+M{l#C+nyovK z1$9_eMzf$%Y;|=FM(hVHyBS+lgpA{)zy0p&TCS1Q3SB=+Y{I+Q(5?j6zihw`H=BeF zqf041TpsOp&i*%%#4y(Q$;%9se}a)aE>e6T;oq>{xrE6D)ac3V69CZ<%w?gWE=%D9 zj_)TQYXM3ta9UWNnr>3*OY^+k0?Bo1E;wu%L^-H{^0vEDHF|2Wd4$|=-v_zoj|Bu%-Xh6WGk=+a zmV3Uq&pQ%p^lI*Z6P$7ug&dTNgNmy)$K@SsjqS~3QlP(P3`e44Kyt>?fB;mH4@Ntv zob|DS)!g~*<_)WN^6&>*4@HoL^A?CzNo+ujE__Pz&8gAX60U3@8NFI&bHt0VGqZb~ zK^DdJ62(nbyVD404O)%ulG5-55y(=q&igcb15TKFG)Yx-jp~K^$OSH2dZ9ty6G@f! z58}fa@_xvxwZ=sNg%>QCV96lOA@EJOQYZ|=2b91XP-^nU5QhzDnvQLgk|vL0Mma$! z0EH!km19g?*(a>vtlEo~dC*D`YM1~31$7v+1aV(wDYDOKcR#x@j{LW|#LRNdP*so1 z>Q|-obart zt&lAmxR`ZB;m(-67rCh;aJGQG%zoUdhOOb-!SfWO6V2(??O(3Hj6R5ZO%t0JcPq7i zFIr%F3n*OTjQ!HCyR6=WE1I_u%dfSsxUa#Z{UK017uRoEN+-CzDS7yvj*`fhGxkG< zdel!v8`V*8SiYMnKA$$d=O&xioS$s-yMPo;n!$^V0^u;Zwz*V=6!(oFJ>R<{QEazW;zx?*fyr4Z^ZUdRs z?YG+oHZ?N+onQC=!d-{pinMd(H@v+nbLCE3nDtJc;~F-eC{nAQ0HTTUEb{kubQ@p) zGY>{WXxcd7?Ahl0qjQPfB9ZN%iMq!hypz!8=3A$v`1XdvAt@kd!^ng2_%~UaycY+Z zDx`Yy0*yCx_GzuggKj(xyK@8iS<_PDp)M5W6$d9k@2 z88iMD2Hgfqax;$UR+vclG$#IAJ$!a9rJ3FVaP5XR*#OVo7itHSA9m8NwI%Cg?jeKS zGVVtK;CA}NQPhJtsrdV&lT-3xxu0Olo%MPIX*Tn4P$* z?FASsFwGL>w06r20ci zLH-8|>U!0VKN0%vbFATc7;Vjw5F#oRu5RJoRJB)_Rdh;)lxoP_Uqh_}F*mVh6Y&70 ztWwlc5-!$|XwQU%lzD)buctr(^fAUlK()G+P=|@_+YNyGeUHnYY(3YLn!(|SrF!VT zvQ8qmf)aK??SiZxC8Pn_6;l25q>)gY@8b-;z9c+GcD&VSJArxvu(-HZ-C3(4tlY{? zkGlfxB%aebZ3yYRyw*jGf+bv8kGr(CmNe*ZTx;5ffxj_6CQXP%SPVSZVWx4bagz2( z8?5v$w<^=J(F&A6yAg3tXM*mv#=qjczL3 z7J95GH?CJY^8mUeL}z1+>9`^<3WeuqZ*O5-KngBKsmigz-TBF>G-qbrBn^g3S$7(F zFGhEd(}FzMSGM~veq|&{p~pW0mma@*?Xv)fT3_8r^W+9CW{&MQtkCXk^&6-tb=MLg zk7C9NRa3Oi$kQCRh&YT#_|GX|BliY~TOYh05C%>>pAa5hf{Dp0>ij;=G(fQ}VoqD{ zYGVt!2jYiF2Enca&%ZeRwtJu?%mQK3ZV8J(qZ_M%VNmL1F{{bN@DJmTu&GHq#;v2( z3IdIZKF~)nWDs{h>@9NuQNHP}cR5j#ej4QomPhG&g7TG^v{Xmv1L;62agp-Jpg(tQ(4D1ujWA`d#Ss6^hRztrG(Co$1MH!JEItyw+HvMvc}{ zgi3yO!YqJ)+~{!3W)Qbamlrvh1g#lASl2xD2o&7X2A4MdHk;*^IJSa$L%eQDbMAA%@L;Z!HmlrD6-6#W+8{tXUv1R(Zhpn7@&|jne3_Lz-)Ph0YO#5;Q}^9R)m6bl?734y8v7=nnkJM!K3&|WkWH5h%$!mDH~#&R9Ml_Qm|~VkJ9LzP07~mi`xtoHFxuYI36ue zS$Jj&BRAIR>9fdu4N+qhnWBYeAb0>(Kb1^w9r=5r00003tRDEdX{#Ay`RDuLkAaOO zP^P^wuD8jzy&g1!`;uS9GnFO}0Pc6c%*+MeSBhLI5Vb7Bz*<>AzARXS@(C<+V$Jh z9GzdnD6A>8ruByT(EJIpr=HJvYY9;SgKZQnfC>lk$vBXW^Od@zkA%dY?a7m@l$2CL zGZgBr720e4c{9k183LB!PA-Mxq!^goRb%y!i#5zYZs$yY0k3gzISun(*kQ#hYw^bs zEzb3jQkc8v28S9xD%AH0@0jb7vaNC_&+l*(XBeyKjCQ$=wOh`f@npNHCh!l6=;-qQ zg4pHD(~U*ts|LM;!nMTBu1QZ-SvwJuUTsXrB&qtfzokLlRHiG}%*}=GoISr1sdt!>iGY>sYI$yJoS=U-L(S350O8-4PkQ&81!owYu?c zrE;gXZq-7+;KdCtCuk4Wm&kkj@5fTUcA!douV~Wjo~q1$%jPvoOXYzm;W0PA8G&yS z-~a%>E@xTGEpq1deBuEaJm(8D&1B{Ixx-UrGL3K?R4ipv-oX$^5MKW-i&t5|7YFg8 z_(TgC=g0ofYZ!F}4AS+dO<$upjI>$3p6bQoF0^InY12w5{vnK8)4w8HD}iz(oGz?T ziXZ+Oxi}zp)~Tg)93tc5#y!00BMTnJIAhbt+ynb7LfK@y)hhkNIABXV^qYW1Q_{d| zFI?{ADZ~(7O*oPwXcwL6+XrtN-EIjyz`a1lJOoO42B)9OE3K4@OgRl5|No-mFC$X^ z8;=Lz#WOc{!5^YbFJ;ZPT6dzP&xMu8+-gOCDDp$Wer&9aIb>sF9W4oDwlmPJE^hwsOI^ zK1{REaAy~G626L4+rJ07xDs>Hrd;3UGL<%L{Rh|jOKJb>O{#dVh-*4|G=0c?jAaJ#A%zyJUYYC!fFaR-YWXsQ&Zv;&d@e3Q6A zswIU000|g-Gjk#mYV3l3$)?q?UQhP*{Rt8OM&F!o=VlG4Ctr${3X2}E3-Ad$D@7#r zL>JAeZDMnK&%)9J%=C#!*UbLH+8*a!B---SCgY4Dl#ZoFTMJvfX;~0h3rYYGMk5P) zPg9{_`0T`uq`6#8udjk?SFsfW^EU?IQ2{py(YdD>{@1m0NWTkA9&9!N)661Hmz33H@7Ci>5JeYuhiMntjv zF@NtizACts^mVxK45YaZu4Qhd$hMk5-119;fG>YtQsF`_E5x-M3@ZkZnyeqUsmK`{ zi&uW9pbE|jk(-_;f$jC4Tr$p&g!@eL-c5p}riw(2mcp5A{7?2HT6bkPw1If_*X-+o zc3W7qQhEjZ1Y^%)<8Vtc*CH!!$Dz@+xQGA&uP7Ox+hWPAH!-aEzr3E!R4!R)hT#FD zpH1Vt$ue8w2*JJnXIIld^K@S5Qi}_nMZ2&>f6|}MYiv9Tsw+T)) z$#$H-Ehk!#{kxlQ8`Vjf_Stzyc^K*Ls^@9hYBsbMgx*xRs9Kft5Js0)10Ovtxi97C zdb}wQVMUsVY)^A^8M=@ktz?JBPqaF@A}#epl)m~{1vUXfsyT9p!6CtTV$C(*&m48* zu#IV@%=hg!^EV2b4?TsRY^cQyg!I*sN1!@nuxh0mU}2pEFq5D(YB~eIIZReXKQmbO z&sKRUlO7CVn#KC-vIwZ~A+PW%pNEtEHz^d5+5F0PM-g>;Aoj#ujn=(17(025Xy+Vl068r#v=(Ni~onebs2 zXTSa2YJy~AC2TcI!aa9$fMPwHOz(S4*JGP=+Ge{P+ny7@69ja8wNo^`w(0h!hOkf( zzyTc$sE%@)i_5D$HDE|CQ+5lOA1AusG1tO#sgr7gfYE3&D5|b{^t_o28;7(7pLr`fF&jak}IzF5D{vHSh*Le9yJa z+og6q&NqLhmy*0X6X3hkX zua+v&OJG6j5_TYy z58(cLJdaX^j+_wAg*hGAjFCCgkgKe)*By~kIbqfx@N;X_kPbiJ^!C=x2{#>ntAC^J4}AqxdYhhByF)-yFa{Ugr* z7n?1BvTeC~J;``~h?mjAMUalpZ0+v{7ZTq^=TxN+3Hw{WGTyGs*^+2R9ZesIK#r{& zA09ns561zZE=sPBQv^1%L;6%kDWuwFTp&X|70gOK;rv*8JS~X3ZK)6=rkeaXhoto) zW#KDieGDh)#wl~-D_!s%4VF$IQ4)iQllR}ery`;Kn4a`zw)cYJdC zRoDC6W0a9xw$-S01lNy+8y^~h?OsVnMrdrU^5&s4k7yjI-1uu4*{mx^d)#j+k%p+dkLI{ia}d(_pgHt+u;Yik8Xq*Y zVU;>J5+g*UR?EU|8~l4?ade04P@060?7Yh&1PySRV>E?=T8ivAAP5xHt)xI@2c2;` zM4AF6HVb{t14{$vmYQS2?u)51W8z*w2AU$peO>{s;3XQ?kx=Mg4fS-GQNat z#`1AhQGmj3zTX47ZcC}R7rmbF%SnEw>p<2PLTI6Fw3gSdf?^@(Or!t+i)N>+@;D&N z`XWt-rD|~)pzMwS015GUx+)7pVlsJu!18p$pTQtkdzLfJ7d(-7h^3g@@ky3XFZ08b z000bn#Eh+&+5xXQ7w+ONsm_u#foMR*frk-iv+bn$?OBhs2dS_CYwYAP9$#(k4Z#$X z)a4)q@M#a^F&<-i4aPt&4J6F(KpjFEbPTVcgCzEI03{GVt;7Ke;rsGH%>8gT?(niE z)kLi7k#G~)8QpIUw8OPv?Ja4crp{W$UXuST5Z7n~lbDlmVH2W=55W^&#aT8Yt5=>< zek>f$g}{iozmR$#)~^^w64foQomsQ753fe)semM%d=~Hy?{J+`C#Ib$)%p2Q@2kdX zDyRn6c_kU=GVV`&jdcAV;h)qx@35X*gqKp%pmZ&uDq@d%{W9cduiPTGWTtlfd6~q& z0i=9Vi)JARTi7V-j_>xS=>F!mEg2*>ohMxOaiHbtZy>N88 zA7B4~o1sLPif&E2A;FPZwklPbD)Z2LCbx4q#&QHi%#Mvv9JZAOR$3|a&0!drwTe2k zf{y^b8#SlBxD0T$blx3H9~_Xtr`X4r7>qb-oq3;mWRao^-a9A&#`Q`=?%VmN{w{xy z21LK4m?#uDhHQ6<;P^r+m?R5;BhZ}Y@Wwl*L&+RsxF~0H=N6clP1Vnf%T}Mp&4Z=! zb6~*Cq@LJvFHMp44%u1}5DuM#x7A^g@{ekXLi7aS0CLuoe-Q65tgIegRxzaDtLI=m z`qL8{$e7Bc&h!@nk$8Ts+;a&(IL^oXp_cd2;SqjV1+--5m1=b{u=N(t=Ce`oocW08 zS-%^lyHgFzV>lIG5_+9ya9T1{qrrX08Y`OjGg334t#NJq00WG~U0pcIRNdJa`lx^P z6bY`%;=P@A;%X3fOU@W6labrUJFQo)))+>Be!eL@F$*=!w+jr9(hb9<@71JMRg$A#glaD}y3Cr_W9&x!3cj zv@QKzCk)o+n$N{Fl4x|?M5?mRc&VVI-(Snc3~<+W;^dB<2{h({mNSxDnVh znTlOxGUx1~ITf+wpa3w{WN+BTogzKiZil#}B3@lQ#6~i}u#16q7%fiDqUMc@9%slr9z&XBN!gK|PTySB6F%fd zbCPscoopJ5u(Cum3(1Vf-6f2npvz$xBHC}-2fCC zN~KA7w@^eG2HHQlShLAl&tja>?A3p<-K)_$pzD}RYESbXsJ;!TBDS;h#7W|oqNl+WJFGj<(2wj?SG&!(p|MgafpJEiwAuHS0gv0u)4iLK@0;6MR6JOwKZKN11ql~fG_JCn~G z!45X{FQ(Dd+Q0(NCkl$R`sjLwPg(N|48HzC5AcE+3uO|sL-tA20<3WNHdO`QoexJ` zQaJuQ&(k0Pj2M?==&u^UyCO`*PlpF!-4^CAl)6@z#aS!cG#WFD{P@acd#xo{o=}RX zk6hn+rIjn+h0qXdZ@{Hw7YNd^?w>9qr);;`q|~<+o`co+)0+JDUb&^$(NRWR6XXSB`?z+H|7`vQ^_?00%f^5rcI6%e zu(s};ed8uyIZmk(sY?}u*B}RV{d2x$^c(fZBCCh>PG=oJPHq%=`#Oo@9|hK}3F(E5 zfUB7c^=x)4CFbgPKNeQwnP&F1`f2nl_zg>Uo77WF29>?lOv?JJ$9I77!$HarIcvaj zjqvEOgnAe=NB6%%WYp#i1)w}YW{43NOGLv?vbc}(5VbuaH__3(k)WRUu%vFh8^0?l z<=_QKpKIk(AZh*a0DDn@)I&5ERMs{%qS=j4t{!X*F7wlsUKw|zxoSSk0xqPqL8!=< zLpm~is|gD;JaqnPSHDoq?gpoMEf*_SMMrFIIZgE1E-wiwHCfSH%IcA);WG6Ik>x34 z*+++*=Ez9ILY!^A+&I!8S&QY&5H+fB!tg;%ess#5gE(o|?OBt%)T5|M=MM=RGKV=% zJma1K#lkMd==aeV)aJx$Bo#<&>^QnYn-x;3B7tRMDIThTg%ksUYBPS?cX&pgucj~y zWm0I^P$b)Iv2dV%VH5eG zoZVCnT5k{rHWe63GVjVU)?Za#sYGIMc#?t(hECYvbvU{hkNE7=QN=;-wXIoX|hh0o{?|&(i?xE@Pt<4A^0i z<6RmiUnD8A>$=conlmsn8qU!fDEv4HjQ*y+MB2`9rF0eJX!jAo*9QRMP7>^hMR{S- zHvt)mloi#Y7C~^wWtk5!$s7c|nd&Dm$-heA<|%S4*%D}I&ppJ(dOZxVJNcQtyb4Ec z?Q^i9olrIUpL(Wlox487hpSaW_dcI{Z&W|N*z5mZ>OLDJ0C0eRS8@4{La|4d>!7{? zeSoR?5-=56e~(+>-WNiWE7w@850)%{r*{;i&wM_xdcawLK3S2i+d{0W%@z3gIEr(M z2Sk)~Mf3sVLPm<|aX|)0k^lt-5h1c2HjdF6roY4h!~vgC&5Bq;UeFIn004c!Yf=bp zoKYCJUJpi+^vOC+!&&=QJ0v|5BIV?%T(|In&TLB zz_q%9lBnQV_!1yd9WT!L-Bw{^CJ5zQHnMduO6+#1Rbcly;Nh#Y0vGNQ^JZ!Bai<^Y zv)b#%k|kMjdNJSeia;GE@0KT&t@)wxZU+$a5++u z#@@p^1^mJI=l=uuZVey%wj+yAG2LqDN!MmzoT7T&@1LT%Dojp+pCLJ@M7dx6<*+NP z!9!W5@+{9CICkinddPB^(FUlu3o9(CRShGg$MF8eogG}Q1ayk6jgYmkW>)NDewo{Q zf^HZ`S>GELV!MZacE2tctq@GxJ{gCh!#fh%h{k4%?n;~JPnFXL95z@u^zADfW&$VP zfU3dqRVL$6KmVO0D5qNvW+bp~00A2dV^%BNBw<3fDnJP60j2?1F;VCDAdDNfMeYqE zf0Yll|7$K!jTvv};IIqMqE1IvckkyP_7(TA)2qZwfr35^APwWz?v`q6?WL3LgsUu! z;UYY@BBIaqTVIkF5k(kx=Jr!pEGE;e;t78!__anqa*qnt?WN~En(I`gCiVFni%u_ZOd{-E=r{~hX#I8ixRrM8P z?#wv=M}v=7@xLetk^}%qd^0oardXgk>mWL%9hA`R={GpUmV<-mUfqNIJ5b!ZOKT^j z>cKyr#-oSp*UF}awe5}e4gdfr8PQWWntnL=tzY%&GpK9ce?v)^q2XG|1*#Y7^36~N zw3?u6E*VGE-G|pe=c0cP;EKQKp>86ZYSi6y>kr3U1*!S~01Z)jG*~tvsd40VU2(Nq z<`E?T5P00X3Q$wY?-;oRoP7ffQ%%nhI7(0w5_^dXb{8!&c!L?)G#CI5`1R~|L9D02 z%&611TzBbJTk$<6e*?FE5{x*LG{ z1Nuiz<1{S(T6A><7u|Zv6OPJd&lK5b{7ra^GSaCvTWtU>VVY>tO0JNmtDV%eq%?uF zM*Gwc^d#{nMi=K>xM$C9r?US7k8Q~V7ObAXS7iosNKE+XNq2gztF>Uqk=_EruaDUw?~-e3T)xb%bipf08EpLd#KU%*u}!Is81TSk0DFk&tW^ zhBifjAX&O|PsmJEspsa5_-E6uEODc0e<^ItN0_2mS4p?Mgrb;E!Zr|^Zo;jSmdP?3 zFKseTu1m2<2Ml{73aPrk?mGYhWB!E*aIYmYd;jczA5t7g8ibdq735JpNlL8^_4d|WzJ}-ar6c8N<}dqW)Um7V zm?P7Pt?boxQi?nwNIc(Z6#Ye%eH9xU2_R{f&1?9EfS44y%#C?)N*i=q6R0VMn2{Z` zJc2)no)Z)3v}xw{^|B_baww(@U!2lc;Cz*0s>Q0x+nV1NB~0x)34?^W{y= zP!BZp4c>RugJxHYgOD$n@a|3L!xgBDh%{90=Tw@9-uE6Zn>I{p$b