From 2377260ddc4197a7a7a5f7f1d5ed07fbf51ad9ae Mon Sep 17 00:00:00 2001 From: josephjaspers Date: Sat, 3 Aug 2019 14:45:36 -0400 Subject: [PATCH] add double BP to recurrent_example --- examples/mnist_test_recurrent/mnist_test.h | 2 ++ examples/mnist_test_recurrent/mnist_test_exec | Bin 2907200 -> 2899456 bytes include/neural_networks/Layer_Chain.h | 8 +++++--- include/neural_networks/Layers/Recurrent.h | 2 +- 4 files changed, 8 insertions(+), 4 deletions(-) diff --git a/examples/mnist_test_recurrent/mnist_test.h b/examples/mnist_test_recurrent/mnist_test.h index 3c68dc1b..d9a54bb9 100644 --- a/examples/mnist_test_recurrent/mnist_test.h +++ b/examples/mnist_test_recurrent/mnist_test.h @@ -87,6 +87,8 @@ int percept_MNIST(System system_tag, const char* mnist_dataset, //Truncate BP to only the last output network.back_propagation(outputs[j]); + network.back_propagation(outputs[j]); + network.update_weights(); } } diff --git a/examples/mnist_test_recurrent/mnist_test_exec b/examples/mnist_test_recurrent/mnist_test_exec index 633d036d6142e297a538dd388bec77d4b3438fad..161fcdb0d0f9abbf842ecb41f7ffa796ebdd4b3b 100755 GIT binary patch delta 137406 zcmcG%3wRX8(l@@l1PK`2pdjI*1Y95pYVdXv0ZkylM1w{yih>$Z5fn9Q&?x8xlU0Uc zInf~oFKCX6;t?bY@kC%DTqKCMcsUxc1aD_nRN@VysQdkX)w8=3UOeCb{Xfr_2d2BK ztE;Q4tE+2zdS)ByU+|XwUhAz)JG$m?IUfG0E7CLXKk@0)PCGb6u(8zRNf+3Q>k;_h z@`oyK`NI%AQmcb^(9sUM%|RozMtCnzzgSUwE}kvavGnwA3OwC<*;^Q^>t@-1R@KhVYz(q?Jrw2m)z@puMUZ+nmNz9#(3q$Kl* zH1BBPkZQdRdW~1B64)t1^#jW~9(AP0bF|c5DA;qPwd*K_Rf_(6AlMSATh=Mfdx!9@ zMJ`vQSS8ofcdu*p5R^cv( zk*AZYP)08JtL>l|r8@Lwg7tV_fIvqhpE@YV!Kmc3E*?)e2%6&vn(UN*3O=My7kWKW z=hs-l;G6^!xy_iU>~V|3DBUSN9~_CVbb1`aALr1QIrvnE{s%`BIZ3KxrNocK|0g;t zNgJGkRC)&dJ?vCy>eya&kD+JmLG9YkDQEhspNO0|bM2_3-s~ zKhiVYflGR^ekadJ1s~~A43ognTAy~jt~qq2Z?8e_D9=R>e22g(o~s=A%C>6QTo+HV z0~`7fz@0t11K%v=$)1n{&lb3&=TQfKcg^)sSO?E@4qP(i0gRAO_q+rI|JtI4q;$HP zGxxQG1DhLHi4zg znWMx{j1ePE^DI)uxWXP2f9b9QE;zBj3>O~LF#eb6!ox4b|FT?oHXi%Sap5`4_){}n za}{uvi~SY4@G%d;vZ*dStULZ!WOlj=j&)UNa^ZWr@XaoKY*k`$iwob&MQ^+Cy%Tud)9NbdlPK`Cx$u2m zc#k(RWXHMi$u9iyE_|vBpYFn^2_F5Y!S#0)q`N8%aN#pt_!C_COcy@j!e_bg16}wW z7k*G&{~*v@1%q7`3SIaN7k;V>Kg5MEa^X*O;b*zlaaB0ggbK#p@_$(K`*@e$`;agnz$u7L@!e2yuZ2VhY1!uV`w7KvjTzHQYzEE?F zQeuC}F8tXsB+^tD{u~!xPjeOIxC+u;_*@r0!-XI1!e_ehV_f(w7e3F0&rx_?rr%gs zf##|(&V?^@;m5o1Q(gFc7rw}aKhK4q<-%Va*FOlf@^6zhv*Yql^F3Oyp`@ez8rC$e ze0%aXRXcjd11O3PT#Bo|Uk-AFXR$ES62;%ZMTEJaMw$e^hcFk?NQ1z466OLLsTKH^ zPxE!pEUui98bMq~0=2pM-%2k z7|9X%EW%s>Bbfr9`l${C7rsckAWkF!7raQSzyk<#p^JC~?oF5rT%`3+AO;>ymLu1ojc;Iu>aV__t30bN!0c3jCu^1Q)1CjUc`u%!MgZDe&inxgJHz1pbIH z*P%$U!0!;|`V%PClcne5GfM)T*6!qB838vCd_3Zk|Xe0gz5ex znSk}^z*C8!+mECR!HIn=svbr1f{P0m5|akrsiw5T-YeGzsh@ zOfMd35cs!`0n>X&YJW%j(Sbh_LAM>L5rS_B(_Kd@1^%2cy>z5Z;ExE?J4cEIeupr< za->M$U4-e4BZUHQB}}Ip$q{%xVLH=D=I>}fI`Bmz=tU#xLhw(*qX?%8`~+co(}+jl zhY8b*Mp_TD{sV+_2)78lh%lXIq)Fg=2-8_c8U((RFr8$iRu{xAM9@1%Y6QNHFr8wg zQs5bc=?o)f0$)m)PB2m|@I=BI;Ua<0B}``+DHM1#;d2S+2)wm9-!roku=0PJ8P?Db zEf|H@d+Qx|Ju{pYM{FX(*lq8J{i9&2DwzBJ-VZf%ejrsVet7W+xG6YH^7kWmvGUlub<-WoiW~NLYF4y2Qri>nGSlEgU+%R z4DLRnqup6VoFAB_$bNg963-7zRp4F+)D-v$LA2f-OsbovdAnP?2X`6!qC-@wh@Nyn zhvQNQbT|eb(BXI+L2!KDIyvKb{et$iIqhkOJ7AV-XMh7{DDW79;B+4KaS_#LZVW8L zu(0?D&FmB{Od~28i;AkTrwKV=+8m;ey8V`eN{bVP9gH0#vY&G>%?jfWHjx-QE3_*k zDyP}^N^WDIm}Q}gKpE5QMt{W=tYLQjZ_#MvJmffp&01qcKm(Af<0g{=Rk8$?YM5p> z!WePb08=aFS+zLAn z;Qo@-0^@*P10tr&kV2Zd7jT-I3Q(QCn*cg}8&eLiXbra%$qwRP+qd;~>!x7?rah(#mc?0w6k=f< zF<&7{V}6S6szzX+TCUL9Wsc(YVaJ>Q(Pf5$bvA3hEDtrs=)Jy6)rw`u<(g(|TB~D*s9$ z7RC|pDMV=;u}vXn#St$m#MC(A9}1zx5tRzDl5&ZbbRwX>jDLx!VLMJbQ;{|+gujBp zzJ1{?>$Fn_=qIVNj5u*$g-DAdj#LOc-q3HaO8=VUh=@Y$j3b&AqCSpjRET7bY%uDt z7)%LX1hRYNIAk$;$?^6cebus0InH<2t5&DX(Yo<7i(`5piYoc$-HzUmBUkiz$}b$D zD@Yj%H(-qI(;zcLh@p}muuotgKsgkYps6H{AGp1rb2a)DDBj@MzdH<*NM?p%n!2Oh zwL7KH)SS}x6GVXHM`+dl>ZcgJQ(B?OYn8qEEAAlon}Cem#9STeLt)+%*@n~R{Yre^ zSlM$O++9EG!niGNx5E_ULQp9=`Z#h-5#E3R5~HC!$k^FqY(b!EA*hDaOU^u*khD76fXJ!`57(D z2h(LpN;B<=0*49P<5WKNH}v1Wlfeg6eT!&0n8~Kia1#xtyaBNzgN2#k2xdjfbx0B~ zJC|j#HS@b2irH643yg!P)B2t8lO$f}Sm76L)xpsI20e-l<-pXUR%AGp4}Tli$;0Gn zhFg^h`zta?8YJoQiZrIJkL;U(-TN+U$MrQ`)h>(8jc+j6_ITEA`IGi%hIhu5JzUW` z%Jx@mCT(BRN^lI#Qr>wSfl#=W`I}U}49(eBsga=q?c14$Qv3Y~;6(No(TH2D9T+#w z)WdPPCbO*9|+an&pkE@4kAYQQ=kvx|Y)TMg-2_My@P z5Ph$~=wTr{F`w#cHzK+-#Qus~*nBxEMZ`yk!c7=A`)F3rc3TW+J+ffT)wH~!oDZ8;Pax!_C;g#`$dj>S* z7OOaf6(3;5eu^|P#`6_vT$f!)dM!zLPYl_M(TII7Rk)8UZ75vG-ktFZ_V*&6DNGYd zt|rMF3Q8yOY z!cYRW$d3pZj+QM>SHBiSaK6fvQ^J>$aM*s95^UF&m`AT zM0|Y^`uF#%fCIrZxALg3BzyfZWH)(^nC;oj=VkT|5U=O0^rp->?nU5K=~UQZJt9ue zv~8O4)B2-Hx2;pG?jq1>=B>$!b|fJLn*rLcIWPHTPnpNFUQcJ8F1XmQ&%!2i!?bNN zfw2(&$72tMG5$Q$-!Bi3V9LPp3~dyXl4I&20%GlklFplnh_=kEgd`wK zG_Z*U+Jf)PeAc4u{zHZ8P@1w)*>B||D(*Q&GrqF##(dk+aqwGf-_OqV4#p6vmN%uN zt;qgw;&2AxuN~OBeB_0`KfbYE82NC=N^WF6a893Y{Xd~O%?~82HDL5+YuGtyzWRtY z?wpgmWqpjo(ELEA7Ags(+b@4?178aQ{u#gq(f@EA41>N^U(jXj>2vU*%qu zZ|u*VoNxTRX<Gp#};*o!{T#;*`Izd$*TID5F(L%$8XN>69Lx~(0H2aLN{s8DSNMd*)QuAsbd9S z6Er^4;NG8eb9}6Qtw{4@ z_UI{^ZMSVz@r8Bi*@M#-C&S`GW1+Hrn(@Ad`}tJ65mH$Xojt(U|0^qecG{r-e2#H9 zuf{AfM?_Ae{hjdzd{r7+woR0A2=;zuT|aibZ&$OmZtP&+Kboyi$Mzj%q0ryY19RSl zTKx0pPRX5I5V|&PigwjElQcv!<=>`Wt(i#!Ia%3!^6&=il6c!PtUtBE`T_ra!#LPm z{?nl#bbXG!Z#RI@yiCm)lVSVNE93f{#xZ$xmIc|r+&*6mjrA#K+8?4r zKl)R<-hUv2X-B49z4!d2@OL&IWcH=J|D|y^BU*`|3YsTH`d+#Ibqj9(U9;ve?jX$;b z_*(KGlcQyiDe_k=hP<28DfH&u*5l)k^<^G!{cHTFBn>^Oe&h;o@BWcawPnG4;7)Y4?BOY)o^}4J^ZO^>+2SdH9ULn#km)8l&8q> zF8FpCM0JgDMPMNi7-UG2W1qr3Ah_2Yf`xXi0~Qi2vi~9A{6H~DitGmnLI7tgW9^Fo z`v7+KGM*v~(AmqVdeLes?5>~l8?czo!hhl#0N_<)?$fKD&b5-C=0_LLu8!3#i zJIb*%cnZv?)Gj1Q(qUwr9w=&2R4K@|scbT`zpHE#vK~d7W>)BdB$XcqG`HHoA_Lj( zDjPtSJD9+xBimPH``Z6}UJ2*){E--F-~7JEQ_!8g^e&1hl zCyMfnZ-zI#{f)Ne^CW-2GVt}x%=M=xCC&7wPVNY+n7-BDEvbVFZMV+-BG0hPTmH<; zwoAJGNV@Gm`lsi;f(h0w2{E}dOnOJ#^8$4nAEqC~_~XO$xdUp-ProamG7?Na7VfmaPtFD1?mN~Mo&}L zY-nW0>q6RBGiFVl>7TO&PytpPjAoX(40Q2Op%%B=Y zG=phzJIF~G!E`Z#Z3!c2`tL?S`J>OmDSeD6BQaK1(Z#)bDqGP)npfFNHVi8A_#f4+ zcX_*ya9LA(ioJ{M6m*!r&G(@8yj%T`$XCuR5k^gT5S3z}6r+evGit^CPn>$r(!f799DO#5FB zm`O0lUg>~21Pkql1cX19v9cEtOn8mws2PBck{@+Ir=uYU%u?fZw}5#8>xe1-34^hi z7dQcXzVWI3x2Kg*N{aj~f27+12jxi8L%_HsN5nw;lQ*mxQ|=sJv$CBm_dB2?%RLU5 zmA~bybmQav&Yvowu5<7i3Y@mmI^m-6$Nl&O$L4(as`HCVW^K;oxZL;-l-cO1{hM{) zMFC&`7HjoIgN}IhZH&t=)o)+w?U9shuX@}1@uF*dXFOqDa`6oPLX>e%RAcOzj&aiS zkjDK+d|lRzUnUu^X$!t>?udRE)M-dPi!de!a@Hq9gm&xoPLK_6u)n2LAk0dFi2L4* zM!5{#&;u-V=c(EHE~u)7)~QEncnVdDMT&nh{+dxCWjiY5DVxWB7Cb@6M@gw2unIPt z(*rp`eBvM;I&jcW{Nb)c2yptF(M$vZqAM0z=BI1debu+Fd-$fh{iPpj(vaFA$VJt#`+SJV#yK7u z7mz~xC~o`2(TxiEEAIF6AaLH;;H&;6&p_5Z6A$BBFeqb#4gTPRz%=Fs(%9pfl~@&X zg8ThTl8$Bzd5Dxkj|MW)97s|~q8ZZzsXzJe#+Ce2{l_BbA2L0VDY2XhPX09rTqv2j zRK#YOlmWPaF%j|0bS>0b78VKnhf(Ls@?d0uf4M>C@So}5y3aOxqz+@!&2j{UaFjb+72;+}bqQ;8A>0X>B zh>>L>!?GNt8gx91#P+k>0HMqDr;I3TkZRB#+f&Y<6GY3;{?;En0;7UBknNc36dP1z z>$q;awbN3!gv^c2k2|vhl2uhmv-Pfr**aVO+#aXbdvWU!dR4@N?Lg zCP0km)Biw|L_g3D{r4EUGLFtSc5kNtvcGr@vl2d(f15cO@{Jw#Td(0kv$0(nXgzz& z|M{@{A(i>BIk0CSAZfnFvbC>hfWZLX|zVA2ax8P`kDD= zxC{;0D{V~9;rqFnf3g-Dqk8=0kuKJ^9S+E6^Z>_976Z3H1+avj05li~ku)7Ym6~qf zTSGK*`Pr}dgP9mP?15uCYi8HQEg2ZEN=!iE_)wVj$4KBWOVCp4tvw5knuT&^pOEh@U_m ziQ1RP$UbU^9#1qC+kt70Z7xk}K{oh~KbQiGQho!)5KT=C%%yYy{NwzpMLssC=vY#{ zIuP*mQUGGHHxOf@k%`B?4b~`L#|Pl$MsBg3bjvgOSZaswXLB=Axl*L*dKJ(l<)H_E zH%wxnnXW`CCnvza7G*WuNkx7k@N&i}ah77SoHB7A7s>B%mu=5@mFuRyz3{;LDsm z&(iR43^i7WJkug4Ek0EMMJes4;Ep%5p53Dp3Gk%?HC}93iwD;$wrgxlsjW%MP z*lNiLEF$XGS}Wg?j2o|UZ5kH0G{<%+u3aKc4V(LTyzv)zMx%Qxwb0UdgQ=)skJy5T zU^^26Av_>H&uGzxysvHf)9Q9r_wMNkRZ_>oxkmkKB$mLvx0Q9(iG4rBq{_ujssG-$ zkjpdnVCNyCZP|mJha5}4>Li^Ghibzrnkwev3Y*& z1Xd&R0y&7EI>GBMmN<}>zV4T36yB^!nm~jJOJUH(NSYqDS<-b9XT!^;(C{_xgSDUl z$(Q22LdEH_CkC9o?m;vS<+Om4-RUI)>jWUuLyCJGBmp964E7Czbbxehzp&$CZ_>NF z9|A2fiIaYF1XB^v*^rq@mrUU`Q_Y^E_NbNx7i*-K$hJ;eWXr9TF-ee0Hp(i} z5qK*C0p7zbI0AnDySpzf|HJFA_yBq|zM1Lok93R= zix5AQv<L zt(x6I@8CsCdAMscWlsZV5L$gi@h19MXRl4OQzZ94jy1xhMsLM1Kut|pB{+|`sW@|HU)Z23$erKSIxP~_lR?VrB$L_nG5MMur$5En)Z;QHAR|Y5>e#}{ zQ;m{G)tzh^eQu<4e;I*+kky#58fZV1VfdCeZXexlWTkHMR)+Ao`SC0 z5_@(!5w#;v;JL2czr><#3Hc_3=JP?{cPhHM1k&<`X)jvHM{~FX&kGd!D{>)|+KnF! zrq~LbbW>K+*`)54zE5cnAToepKjwNzn+MSGK zOtKY+LKtI}P+Xp?aW-7@Lt_z;Nt6UR`C#`&NI^MAiJW60=2%GC7gFj<%zH#%Xc^&d zW%g|B?A--f*9FR`SSVhlI5uGR==445o%;bddTQf2U+YOac2;@0r|u>r1YqFLiM@usOaNMg306RB=AFV z7%NdSe7Gla2l-T%>r}~`Zi!Ue6|uGlL3Pr~3CN%V>3?ibA9?K%_^AX8qm17*x4&bK zl;QM2r9O6eH1Y@z!o+rl;VZdu5(}XjK1W^?$?fy9+Z1lAJ&69zgB28hcuQT3pNp*JX_;8r-IR4SJz+^RS0DykYM~^*r}eKp4`ORI&z%eH|KFk9|JRrm=B{ zI}7SKmjI2n7u1_mdE;SsLUvQVoMynr)hqVx7{JKWTp+MLSpmNSWaL~L7}C?= z;+S6Nq|Z3`dP%oM);RRHIpyCvaI2HvDfn%Xa|GU|M{ZD=$XiZ@FC2zTV=3^FC!E@a z4$%xEUvhxUB;6Jn2cn4XRC^w2q{%6Hn&g{sscg5gif6w%wpO!XSM4@YGk{PJJqzvE zpQF*mA4p7CrNAOB#0L^*J7BREQV!Z4CK$xSGyuo5+dYYNY(|9_XZ&4Zbh$5(h~or7 z#UEUBcfeVyLPr6y)yOz&EV!u{>-qP=M{SrF*;`DuiKnlaEX6WexSCbN|#M0;4*+KRmFVzIbUTnkzJ^=$;d8NSw0A@R9QXvXK(25uY$C(rHFGry8RfOpAF3cn2t{@cPRy}&@6 zEZ8~NW&;;K$9uy+1S>5vJN(_223D%#E&d^hZ;-d=;?Y`#j+k;eAc{~!Yz-a(w;!q{ z;$Ym5nC1&6K2kRTgedSYbTYFv<9fssBh;{6=#V;(LPiU?G(ZbOsMLL+p25bAW`B_3 zKB6TWqx-38JTy`Yy6I676U{v(Taw7ElI~0h%?Tv?hddf+0YhNdiI#9c!aw9GiKqQT zR*47o4^hFlU40*dDIK0O7EKLC(-=<1xAM%X02bQ@fEz-*L4cLe2)+dhSw2v2RaqLr z&nipPpr3Xu%Jn>*w++D3qEb}$bU1Zg-C&>~%U<@9IP3X=Kx|M;@x&L=Tx>*P7pE5( z#aXm*4deP23gEnPy*e-q-Z~Y}d3h8hi%}T~5>IhqPg;)im{&c?eGTQ?XLeJMax?7T zw?X|FK23c3mEZrtm~Wr`bR9g$9sungu=*_Py}l>p*PpW-+|y z>tU7N;-q&XRWXwF_|2#EIQtn|ULD^7#2GBU%V=+S#`@xBD`Su<;oE{J;Y)<}F$%>z zP-R4Up0OUgJZ+Ylt5a%XZvC4kTCHI z%2x`Jcm?G>g-E=DvW&`i}_LibaoxtPj?_0flRYxsR^A4mPjSw<{f3F!#L7VS@;q(Cu7g4#utd!QpQ zQy>!JG!xOjV^!_=h(Px|soGCS{SQ^o>Af^|dAoXoI`7c-uRFB;OB5o}F-;*d;ywMF zAkJ{TfHX)j!9tj#nVD}U1!61W8*jj4$?3~lTK;GESWUOx>YII!HTL$0^fwnsPn&4K zI3G@e4L}W#j?F%x&UWVbmo~oK;%_&hvdX0v$x+KgJqLwROwWS4g($b47gWfS7HT*s zerhg|CC$*DLv13XPI^S9iw^9B?h~rRBK1`&LK2s+Iy4^G)gRuH7SH0Z+){uG{+IoFR;?*RrTme zyqZ-IPKNHwyR2RFW@bN%RR)R@>nPt|r1;)fCdm3Yo7)s(Y8-J*nKgTUrEl$>*1`FY z^?34G*h#nrBVkshlBUsUw9mfo z4!HGXRI*!G3b($$R;ANlQ0Y7;-RIzkI`GX-+U%sCIcbdkQPA_0bneCZ#sQwhvo5v1G(1Q1LZ3Br-fF&KET%-eT)D-#VjWZjUGCxf?2G-7A(^n=4M%{fw_o^%h?F z_Dsd*T#}pNw)n7TD}?i^8}_j>1QBGPI9)r%W^2<{>iAEHPC4y8w@bT@%$Y>J2^8X) z)lJfAYfi9Fj}?k4huy%@Wl}wGyY*;rl5f=Q)(^qK8Sf!%fjrWDd~Wr-Q;<_xOFDnl zomS4h<9h7C@PZ9H3EfJY)@{}!_vZOd>T2z|_n2d*k^lx6uQ>h=tJ8f0k4aZ}JKk&m z9o9MbWek}6BsjrJ8dj+^X|+nfaNxjd%ee3S6Hg-=XJv7G9FJDh>{n_Sa{LDeVN>l7 zmpM-Cu3Gz~xt4cfq3_`BJWkzZ&J%ntx+7A(%DQvmh#ntU6uz#8H}G&xxMj2_FST|p zT<3etT3crP-RtZ6fYr@h?YsPbtHC_zyRy;>FSagwop%$VIuBnbf}i*e)gtSVcfTap ze2a9uP4))3z1>JesIE!1)q=#XP<)sNpH#53Z~nWrI@Cui>e9}I{!%P;Nddxi5}qn` z!^MypTm{unZgRqN77O`KF$lTTRzuQTiO3gk%8d!>wSWtTVYKTxCYtNhY zrnM*PXx~X1ya^TW=WGW-v8Cfv6(aFQm9d2&&f8e`FKeDdB(ax(K zZ)T`ac;hT#P^%a;kwItFObnu+_Ro}d6K2=(IxGLdJm2Fpt-n7ws%IgCd3ZN6iJRT^ zv#l>4JkR&%HCATzsGe(-V(oS$yJlGx)u(oO5HeurtmE@5t%mCUzVoiJzNo%mU$$5+ z)h%8TM~vyc-6F?MauF+7E3(!(;tNgL)o$?xbpugw$#H9%->!>7lYa=!czY^|+%`B~ zA?o9;pQ#WF-UES9y3(oSJG~!`@Lscr$79d@6sacy@#uMO!_;_uda|r7!Hs|mhihD zxzZPY)Y|jNiM}hBSY03OrH@;JGBr!>6F-qo(md?rufQ@smdp53Qoup~vP`9SJ*3ha zC;i^RH#qR%hgJF6PI|h7zuQR*9Q-9rJA$#f%=+h}Q-`GxhKI+CVG}}EV|(u*lg>LY z(8d!es}R9Spb8)FDY8ypew}aK4Ds;;L#n;W4_RB5ch?aYUk zAZf*-i7ZPz(K_;o)=`Y8devyuTJV;)pgFa2)UYqSlIA1?Jp7{f`d!S6-LRL>;DB1} zt!9?ng;Jqc@|hEN8rqI56iRL z{1uuIwvn(sSxO_ikS-0Mf$eU*H_Gt9kqx`)Jg7AC59^9meLEiy9(>>GOl#q)0VxHc z=VnoeAv+JeV|Clw-Fow%o%EmlH$l4M)Wi@pmUA%qXMA8(Rf4yF&9DA$L5atVI>u>6 zXeqDZN7?XIQKM=ZGaRe(YGg20cF97@6kf>!BUppPUQi~|l4E?FbPUw4>A+*4qQcu5 zs%V`PZ!xZn*0J$uU8-EkELz7Vqjh9v=d1NqVxIVbEyc_NFA^|b9>_`WyaE4g5%Q)* zW#|~NVx;Z?WA`y&MdAe4a{uwa4cIJ}bHIKV!oM0Y8LwRU*MiXMBFN;7*HFrK9_|1d z%ekw?KQt{oM{MABDUOigisQ%jSnICm$4)$j@6Z@K(3J*uy%n3djXX-mdh<%P5gW>o z^;fhI5vmiK*Fl4qg-Y?>1s=E{HP0(HC#5i~i_>m8UOo^3cGDJQGU7YclVi0MeDt3&7GlXzVseIQZag-!fE~7_&@_=cC;zzwk z=A&wypZEehg*)DffoTN=dq0k19!oVZzK_jqi~L}z)VmZVU2q|?$w5Y)^hgJPD$+{T z!`S^)l=oBOH|aEO=t?JYo0K67FcU1cT=U0h`rGKqO=RGkjk z2#+Mzag}>1f^wAwp{JLDll?>m+_MO#X}0T*h+F!2{5nHsr77pfp?}Mkz8u7WT?sa6sn-%m5eu zpr<>#=WcO%8-jVEOD6qh2!@S!WpLcVw)W0|P?`5PEwRd>8dZG_ssu{zZq*L5)f%rKyJzry@urz4R$q1>xtq2^}K8nLHgPNed!LnFM2alT0L1g01AWM)4od3;y`4cLoh-W{+> zUp~j9x9cyVul@uC5 z7W%u@%>t?Y0j4(kACN7Jsv_0a)vB#@(4mn`G=hX>NHRca1W92pR!vH5WmaXXCRqth zE@z4+r4Zf?u^*iNRx}PyrFlqq$#~_j%u+M*+rYL8684fQnv_B#$U^io3#9f>7qgd-VtCMGu{2dzqFO8iS)Oi$i8X>m+ArNn zqo}GRJ2S{nwV@Hxv0qHlh+ttvfc)K-uLO<#cQk?%hk3?t>Q0m2Zh`b^EPHYd9(Hp< z-gH;|VfR~QvC~C!bsaP{caw9_#R_fvwLKgxuEM*%o^v<zXCxR^$ zs=NWO2nIdCBu=BOPi32r#M_*XHqAP6QqR~wS->_Mb^B*DZU);>@X&#<%-LWvIN^xU zk~1I&7Kog0A=hw9n57z}$vTbZD2z-4B}RHX8m=>Gz~I%9U?$W8?Peh z#JZ#5y^X+DG^M_RQ=D$^yO1LxFh2xfhS^Yov7(Yq8$pr43=ShlBe;-LC@eKx-&}cp zvf7k$Xr-nZ7V*qFvhxpFUBnODfI~57WA#!b=;Sga_P#>a zcJ=4aNz$J>_6PPDmJTV;gjU$B7Aj5m52>Sj@ec`m$mLnZCGoYEdT=qtotafX^Sg76 z5(m({7+lbvB)G6?SoLre{KI|Nmw=7%x5PTZMJ4Y58QbreCj;uC1V*rxB#u}(@X4rR zAcVjuI)hHkF%%1NMS*VYkJcqa(r6v!<(!7KMeEwohp6-fS8$BhQJ`oY<+IO}1FuRo z@c@6%M6e76>51W&WnP5pCFHsGJC>*~?d(POHFL^J%^X{6hH}tttdr?j*-uU@XC$B zEVRl}tN?Bk8^@T|742Va$nnZ_Tva+``4|8TeWj2(n=~0G}QHWc_><>4q|6)@2KVSO8 zNgkWj(Eop()%zxh6p1e>{Rzu~^{*EFo591+YKrJg>gN@Mns_(DG9zThW8`($wh=7-zyO1BqsM47XT5eq60`6MkPnH z^G`&DCI6jhK#i;}L%WLg@N!XnXdeN>3>GPeJUa9T*z6d&CHvwOe{kkd*|P40?dps9cK!v)2+aExnB!BG z*EFg&{(#9BhVP7;A-X9<0n31bF;T_>Be)Wf5v=7kypGopkFjb-T?3L4Re6X@{J}3z zgu|^$(cv`F%IXwJXKXDnLyTLDkb`&w)oOnx&73U-Mrf8~Z;Shl)WDR*ao^8U^w%OSD&ttba(b28n(Bxlpz2 z%TOSP1HxSZ2zTYmn%IPqE9HpRmC2QCqIGO3TE{L#>xyu-dp%73V_Tmch(9(BaB?_a z)T}FoTr^x9OVvUPGh{C&SVkn=u;YJaSoy@1!x|gU?k-o%O&h!5U7AWLnE@}BU?h2F zsQ*)7oQIH`{0}jd8sTVNzx5P-8N6hHQMD2YwzY!aXCxFlV=KmQ1(j=7)qsmxw-Q$n z*TC4J(bwTtRuN;au0@h(gf^l8(Isg^4Y+b_5my46XRg>Tq|0|Af#NHHgx%;YGwQY@ zDKJ*=Br@0}xZryPLd^oK_ykFTvAhMzi0~)qp+9&cMXhtjUhD>Ji{(xy%%B`>okFoe zm?V0F9*O-xSOInajSdy;$xsis@R>7IM+bMrj8#5YArZ!nDpG33>JOoOh~B7q7Tkl0Jd z$1IkhLmI8C2N0D97O-B)*T|K!!g}S(2MVxWxt4N20Ol*eEV&lRl|o>{Sgx8}b8xkf z+ALD0W3^C z=_ly5z+9e;0*ssoSlnT=%&0pZ2~0hUxL^*i;XGbL8m=&}0wfq_K55AtQB{I*@CW}4 z9LCf=@X!Tj6>oVHrY^>u@V<_%OA<3ybmz^OVbd#CHDhSOs2Ggc3(y^6>KSMWSTWTNocGy&KQB5}D=X9&U38iH@RvSkF{a-|}o zvRPuMZbW0w_YU2bp23M1v-G(uAx|Mp0A@Z__VLEnI?h{X^eo;x2R#4EdrKgF(Hpe! z*jFa;!1tAL|H}}iWDGg93sH1x@Q`~-cZ@Pxs<=Xw3(+WeFzQ5zBGDSw{T$A8+&e)r zD9i+eyRarge0%ec(IR;wL`e}Q3{iB_|MwW>6SCpkVP*LCg9=en2gE~^E8-zaPZgrD zRio;61R7@eJ><<0hs)oss+l2(DMN@Q-UftQHJwTLXI?{XBrxhc7^ql`vZOyIRBSz=It7+f_Dvm+01{MYz#WS(4I1}XXF-nWfjZhP4 z+lMG^tgS+#W@PC-Ac0+#3sp;qLV;j*WB{uMfcs0ivL>uruC^{oi(JVEW-V9B9<6J@ z)gE&{^`<`Z8V^y<=X8tNcPvCnl@R-X6{3tiG)B2?7j30|j1mlhu^Apo_J?@#c!Y8o zPu{FNxgGQ5%liF=Cr>B)x(r+~YGrV!7$JJ{VZ@lLGm*fPKZ*h~m_^!94z9|RFQfl8 zSLFSqlXkg=0*pm5u!fxXfy;dg0Gt+|m?J3WHN1}35D#;}lW#=A1)I=_DiyT6d;DQM zc_q9O9B})f<-dFK>7p z*sBN663Ku7p-ZSn*or4FB@H4uB+yrrK+9W@*qhFdnJ__zYqYKz0IXB4tOe_oD@8>t zqdfUa0oV+lhsu>Yi`FfaYnfcxGGZCI&XQ{pu6EW-V&-k=Lc5rykTWW7=}yd2h+#e? zW|{dvgO-mLg|WoE z6N7QdV~-eIuuq38#=I5gMb87fo4FOe2!t{OSTPI<3_BCah;RwC?hiiO=P-7i&O2Ki1O!DQ zLXi+5?t8^a{zWj}hT%hX6_@qeOshqdcOFz$H$8Lv6P2tsb&-J+q=DIjr)l*RbjTIq*3W|}~4I^TPP0%65?H~Z$4$76a5KsSVUA^U8 z-9Brrw3h~s?M!kaXGqK>CAdgEY;f`aJ+>&@PFsw9xE!&?zEODTtiZfxS;2^FD*YAn z5yJnJ%Qtsh*f8uaA8&VH7qAqcHd;a0e(Wr4*_k&~=HsPKKF5{X6SBW5Ic|dSy?Q^! zIFMhyBi*im_!F{!p1ZHWxB=^WY{QaV_(=x@NcNUbc@hE2B01?c1_hZ8hm#QVAOhHoy^# z8>84M7L`p#OODD`v$=%U$PrpAO@h{zd?K<*BLkFd+*O5abTaC*s2s)lan*(S(e0S( z3YF@JV%UZs1j-UYS=lWpc~a0m5L5}6VgEcbAt1{W0xEX(e86g-&G+DN76L8UTTuhb z^MDuv@=&tBqQX(0n3*0dY_Gi)gzXVZC{}O_MLvmP&53KSuS+n}Bm^TjXwK&S<3%5f zVA8-hn5GacjlUrU$>{O%`6NfO$#K7Rn6SO!3=xhM+`^HMTZJ(VK8hJ1(;#UQf{`0ESV+O%Zx+F%f$Orx|E?$l zH6-I6U_ymg$5ptZ$)&;;r9z@ag*}y!tm_t%EdNS_r@I8zNtlpSv90GBG5hX!L{g$` zpLnwsMF&ODsYntkoGu!yZLh)Qgzb5!iv~&W7LIHj4eD4ma^mxNI;MS0g(OM{Ms`r4 z#vRTFm3NjFP83J6q7=l?Ab;O3p+VO)=5Is9JYXvC07F5da0Cmh#|Nj0l&tKQl05%P zg+F8J#{?x^LQuuFo(Hk)v)>jC5@l}{XR)FfyYdip7Lt;?;HLGP)EsVVufElU?Q@i1 zBz6l%9uzF$n(--4mq08}2t-b>l&SWW$}bD&U&K4CSooVR;_xv-V&!m6UjE2NOm8_# zZ$ydZJ#nh2jdk79@jjo@9WU-L?)kQ(#hAuqD?ly0Iv(IS9El|u%b7U5XHkDC9) z2007BPtM#vS6=ZCax24r;tD*N#Bp$e)Nz5DB6JQ1?6NM89cNe-KUz=%az)h}rTpka zUAnscmRpN!s8TF@jN@WIO|zUgAetOHLx3oc*6kaHgARv~jOBd(t!wptu|DuW;+isG zoQH7hiIQWpMin2MtH(*R8;CN3e1eWvNRP2dw|jvpLc7HC!wk$khak3t!^er-(Sbba zC~6habl0Qw)gF}EZ)FOr#M8FVV1?+bqE|oWbL3q@lXz&lo;2Y+pQo*H3~>^D#k&-+wwV-JEe`Mj_EeN@L|Wp+z8pHEeS zq{b2b4=2b*Xh#X6$0hkIK}1qVkgLY zp4%Fj>yoDvu$Rd*vpUvBmw6Lr_uzw2oDNW^bfSC;#XP+UQO@&qo>8I0A?g$I!Y>{r z=FCB5`B|(d#`KLsWW*64Dumpt3B^u91St?-#|d(8M036eF{f1aFGJKXZ`Vba%L#Ed zDP&M5j6+lkEnVW~IzisY$F^r!pBms63(I*7hPR@~hp0W^KfsM>y2|3~>T`Dahe*rz z5hwi*1^qNkP*ji}(@+a>=5m*Y_&uOqz`}xs6JTVe4Q_OCv!GjOnIyq_B-mo!iNwBb zvU;87`Oa)5TuIzJ4dm|9_5G&^B1@0!woG9X%Dzb<63V_@A(G=&CMbmL=E!i2BqC;d zSlPcVRxp;p_39Tp!mV5m%ke{E{M8O@4Fj~_hbfpLF-^0o4H$kSc+U~=)7kj?|4?q` zH_GuY&cLz5zjGZw!!qyL^bCHC2t6fhd;P^c^TP2Xv9f9$GW$Efa2yFCxR<+R_03j% zGF10hOhQQ<_E%g8@MTWG)?ELVltB5f_`2E!z=0U2;@i{CI}Gg|G1?c})2?X`u2xks z|6J`n7pwbOd*V+Nag5g3S>6Vznt{b$JB{vT>R~;WCh9?!!;)KR5v^E?x&5ZG!oAaA z5$jROv*|wh`4mv*L1l|B;-sm{1Rt$@D@LYD9x9m0_`(o=a^Y=%#Y(nhgcMo>MMyn_ z&_DvUTdAK8)&~fe!~b5~MHm#=1qFi@NX+>XpToTlKZPa0YB#V3fT^FC9J)Db+?q^-3BCZ7W*&(t8@(`9 z#GVUDlv(+=oR=a*i(N!%!nWMaHb}PZxZdZgpt!Q(HLmuqlB1((=f*U2Z=HjFbzEwA51#K|GzVW>Z+{j`wxH%5`pB%aEA0tYO zyeU=lU?DNtA}<0pvoc1aB>Ntm50R|29iQvSN9QXg2}b9WQT)fq)I_9bQxkCuT$-AQ zi_}CE*Y)*87+v`*Uf3u}^RibW}fM$h;+NZ1m^ah~1m#uEN|>C_oLxAzh;lqet4n2p z5z0h@RUSVo63Rl>KSU3vOG%X`NpLC>d+Hik=%)xxF-Gvz9A$L}^Eif@3neWAJHlcZ zF^71Xl&RDEop=z`3{#~lB-$~U4vir^99kB`TvOuO0v&I9(|axBTOgsnJmt&?S3ujN#_bIdt@Heq)X zXWs6l>TE-zCr9WP$ z4t21u$qj-bJy&;K6V4GWsGClFzI2qp>L*l(>k6RR+Secq;?IFy#@A1>lfZ zXfUmCz8divmZKa*RRCAi0z|sHfoObm9d{~C3Kgy)if>vr@>n7Ol(k5*+ViuHc9*16 zp|RiR%ETC(!DbLRpRihOBagd~Wb_`VU7!pz_z6(h&zC%T#clw;lsrRQ+zd$Gxfzf= zLt!)M5k4NtC-E7#A^QUMGUyL8E5wDC^PgPshH?=;@~PoB&^YPXIMU^8xWJf|4$CMN z6n}B(#xQpooF6d4m(6Zm!S)a>DiRfSvsvdORx*X*kQlBrJeOZ2%Cvu+PHo^fdad-k z@l}7w$1j&Yd_Jb+y8vW~s)r5W*p&05M0cYM15bV1_tbHlAZlOQ4{_s@pjQs}xe2k{ zKaiu9V!$DN(|#uPJa}RsxRfJZR|qx?k1()ylAcRkjJils^E8&dOHrpP>LyZukmDw9 z`axLpOrkyEB9xf&evrKfaejhjt89fR0d7|;)tRqwEm`Un?Rb_cY7yXEMO`URx5AaA zzPKH6rAvS}rm#_&#`cvEz}`qT;C-!b)36O?G)4wYSMY2nU93_)QtcqtJLv?zI<5h8i%vTNxyc|zL)Vn3r$@JMC3^a`-PKsMJWr9M#>Hh zbvkm6BUeACJljd9IruaOKGjLbA&nF{Ku_M5gXy^r@pRomXb!;$2foUIZ*<_h9r!*c zt#s0dob(ANea=bOIq3&Z+Tx@UC;ib$`y^eiBs$hf`yqAK#lk2r|zDZqMy!WYO zz4@GYiJWr5r!g_k@8qI>qo?ppOyctG$(WY%4y~!DZc0XZWGl*NR&FX}{w3z6eA6t# zPbc81gda@6>4fi1z#0R&$ZZLPFr1lyHCDJN0T&S-mw=`G%tPQo30UZlO~68bL;@~C z`}j51oOlm134fh{a|pkmfYS-@I0Swv0jIJ2=|kWL4}tGZz*k6x+Y$(YXC4AybO=1| z5cteEteNLL6m*Z+Jg_G*&xLD=L-uUu>H{!v}-92JdX^S0~fldX;WXLjl0fVWJxh8?)B&yJB) z;JyY>q~LpGQ&NA#Ht>)BOFI5C$$H_yHGRhYRr%aW*6_A#`s^6dzCOPC@6?}Yy@2v@ ze^owrqBZ>2D}4{2Wi9>neBZfeSzrEok?+)z*2v#3_q{V>?W4b)?A7zkE4rJvr{pXtMp*eIu_TySQ@b$HVKx@A7CJFGUyg6|bpoPxGE$>b|^UzXr{Z^xv zy~}TH$xVLiWh%Pl>fG`_JKT0TB1QaeVM?;UTS^zLd`qe}0^H|*o0t85Nv|=XlvM4i zSE19S*O2eVd@g?0?se?bYaJ#-pbls>*K3dUMsl+c&RydAdM5Z57{9XWPQ4&>hx~lq zE-f3v&b9Y8sM#9-BJ8C9ryA1#?<)F#s-e^W?<)GA8d|&lVAtf%@)K+2+q1S+mv!)t z@BPXO%n*Y0974ts$MRgD9m=d8p5#5oxAWxcaY^3(zA2g2vy;51b#FKs^NpXZHTFgM z@#fw3QJK}XN#3)4kDXlIn&f@J*G1CY>Q_2?`wpLX5NTCbeRO;(Ki_yG zck)OaTv&;7AhG@aME4 z34{s@#cqBz;+8mrRf+QDsyxs5TDJ$F19DHWX%fQdFV;c^Y1F_0uxIZ#?yV|CJ;Ax6Yv<1czzq8-_acqS~%h8ff zkz05#Tj^>`l{a>>&%h93AtzaKT6?07_FxdP<6N7jMIIU=>QOzG zpU>r5Av?lv4tcPPw@3AqF5dJbohCZkONLbE0PB6G`l2pg&3k$E<6XStdqu|E)TbPDrea)ItsUu2_XRSluRGE^$9qKe2S<7fa$e?b zC+emtBK5J4o8*J$IFOTx+mCd9F&Ce|J3UaD<4^qQi7xcaITZ$R&e?ul~bLqqsM zVDl#YhIBtI`_qy$9i`55`qvwzVnvN(k~z}kGsHgqcVNr6rK85&ck|7@0ovpMD2xs{ zGILPOnqo9-_TpDM^3>Okx6RZO292L1){H+UVU@!7Q?4k^&;F$34EdOXIZuYGqx~?L zK>&QAeGKC?5g^xIcTfb#D9HX|?z^}VEv5kCaK0IclF(gK?fx7>{N{pP4`HVvmrB{L z2cV13*_MIU=2q|BnwVd}#|3((g^ihyHzT1~XQ}xCQ5?a1hY{>byKj5Jma}?XwhKhI za6to*b~)!~D7=jMp44aPu2TC=RyXe|Qp42*lZZ?H6N(ao`-8Wle|sORtZq8md#kVW z!0NHbc*mTJAM^pE4RR7hHt|9m2w#xHs-}WcJ zRljqL_ZnZ1K=u7SyvJAHp6;FCJ)wFhqVs{N)&GB4AKaww2HLXc8!Wcy-+75OaQ)T$fY4YCopU2b1D*zn7Co60vZ|1I(b=5z9y67#vr zr0U{c-iv($)0K`c?(Qw{z1)vVI7DKS>UbBIJC3jZcN&Is-El%Fr^{?d5Z+VI$Nf4O)G*JTI^;{452$=0^W2~VK7;v! zpQ~r|!f*zUb2ZZIxau={d&dl#+*b(Y{MAAwSv~EfuiUY3SjK$QkJXR$hLmIbx)^-e zr+RK5NZGxQFc71Y-9g9bK9T!sWpwHuTNz!2!i&+#E1jVYVsxv1P)7GvZ`H_seWB1h zdRPCuFRX4|FKI-qj;~9hYhrct<)D(Xx=iLxm(`uJPYA{8CbcT73-u!R8NMOCl+|6E zMjBY%Vw zfR?Jf4A4%MmjT-Nof@EDj&UBiC5sc7dFC~oT2bCKz;YB0h-d?)kx$R6B7q?KuynBEix1~@92)~mnZsCukt1k?AXLNYz=xFsz0q;43Kj=mx zjL=ac3r1)KtF<4YiMEVThhMuzt1lYp&FZiTnfnKNyZb))`d`ls^nUJ59pguwnEmbT z-)rUw`%Hhdy6Z4+pAJ)z`PX3Y2;ZVFtM43&se59E_mtdQkBZaM4*}B5p$t;`z&$%_ zWAqFBms zeigSX%GYBAs5m?y_V5=l@gqTSXjAck56XXhAc_b?K zhKQSfO=D46d&;$ljz>FXhUOEhFh_{ zOVtm^Oaabr#ihD%s5irRdW#slZ{)AlFAnt%KK%rgICBH`-a{DlVc-ILkHvy(cK;vN z-UPgyA zM1#=kC>zyMsTZ}pg3ji)R2rCORUo7LCv7*NWl<+gW(VlDU;f6HHhJ1ea0OZ_U85RQ z(3iDRYCQDxd6FKpU^hj5R@b3Oii;eht*h^p)ew_@8#%(~hjD?(m-g5rt&|2)Uq$Qe z`Bu0{^wC-$o_iw^nXRs$gNQw4uK?(uHXWt#1&U~Hzb!M3zT-86mni!ic(i5Z(Qq^H z;Xq!W?cSSKgH{z~3Z`IU$7j3SHL7`i_y-SYEHGofChVyz>@m|?Bj>SYmK{$bQz9Zm zD7oE|E5oMS0=w{BmHXSfWCR zh%}_NCD40LJ%={fqYdQ@7qu@ifs2%%hw|F#8GnRdYCwLZKmig3Ivl69 zL8$_ql5s^JxkP&8s0=)ky{(+iUTA~WgNsl?bsSn2m<7i?O?BGS%R*eK0SR!{8Fgx@XwE5Jlq`4ZC8 z+!ji@l2kf(U>tMt(Oi2M`E`8|iwG}v!XyD%Qy_c_zh;Ue;o%l- z%7vfMwxNfLT9-k^M3Yp+QSm03Ny1As$!c|Yq)ldno6OvR>heMIeoaycrmS{C(JU~Q zbnjtOP0o9=z@@W`?UZ_@y4Oc!QBiFhlZ4W)oI@%^ZON57IVe1{X@oo)ST^0c*Ok3V zHbt$lZV$?BGSV%TZ4p=Q)JQg}6mRX^J8fz#zE7M+pF=ZhE`FAC zlU_WV(c1|%_&U?%LfoRp(fFLP)TJveH^&YPJpS&^|jHM0-C z-82z9W;|w&snQ4Ql&SHyqAfYgV)z}lQ`-gC@K`D8J=ggBH9Vra4BA)ZzM?j7hZeY} z&0hnLm=fYU>SwhWYRYh%w?&=^v+$T@(4OY}M$ytI;qu6guuMsA7e%9H5#j~=*TvZn z+(9dIo-MbbrqqyIh}>c!^)gD{Gvxjb9vM-?Npd)%W`Siy6{6Vo0R7?$VZ#aIBG|@^wgZ*tgw4FJ*{JdrmM5jsH+J!-g1zR`@r3q+buWby?7gxAio#yF^>BfHP!U&j2&o z?gQz+JJe+oDLvuBSThCO_qcdJn52sbB0u8d=~BhE`<&0-DJB?l>qO)h>mXDfQ&F<= z7Ao$FxVSztO1ropXO`2cpTHjRaR?47&0Uvs%N2kRigSNU?&M?U>TBVn<#c4k`>F{S@+>4&q2E2ZV};jVUGSNvIM>T)$mbsI^v_11xLlb>m}n$cy~XqIiHNI05chX z1f-$?qiDRiXSi@xh4Nyf@)8uh$K@9wRh}NEAV1>rWm4NVtWKA9`6e>EXuRkgky|X7 zQQifo)Fq4Skl?VpyPr9IoPq}(5<_V)xc36P#$3x~ zC3dNgQmxM33p9BW6ZYgmw(OUT;YBkCYiLs%sgHcidf60Hg$jS`I<0WM%_iBD+D!&r zjv4VS9&f4FtE}0O_|N5-DkI|Y&`=e8PFpT8Yp4HVYi&x>pzpuK^$T{g7>1d2nI^Q9 z5tCjU^8n1I9dv^hx4x}dEt?o`P0b$5uOwgEP9=I-ZTN`&)aSRGXoS52Lv7iE@X6ji zhPV#w@xDr<3M(+q(e39X{^it!r*O`u6MBEJ7TA#pS1cC-aNCnVc6wH8eSxj*tJG@r zD5~%ss?e%x8CeB<$2MFAEOmW-p6qYMjQx}{1AW`D4zv>&8Cp{^1WQNN@P{j>o1^8h z+Nay`a05Q$DsGle-YKryKDkH^c9R9%zj3Af`#?bW_xrP9|8DE2)QOMyw@g%N|B5@m z+KO}RRzIcVz>IJIukJ1B-40vt_3qc_i@d8nEWA60ZhIDa_i5?f%3v)R@Sonj0J9!Z zYB!8{_ZQ_}?_$RAH(B4h2esGaEn(mOdG3GY+txdTZ^!+Ep260pDlOGs3Okglbn6&f zKoxn#V$1Al*32jI^v=c13D%e|?qp6#$(&%zd?l4Ox~5k-&uOHqrybnGw7WrO@2{A< ztrtWmh%>Z3LGj3)%Rp~Y8_N=sy+0%Dkgoi!q!ZGYL|$Uw^j8|V7XD3wcb&rwW!Jfy z^rw#24i(c{;}7xe4#52ESFG9{9FV|kL_o$JFck0U;`aYFxr%KpaSIL@m@a z$=0#wu$Tp3AjGf``!rhndE65EXKJ-@+{Y|9ioDSLUeOA_x1;SMFYPhVlPGxZ8w)I0 zPNo8zC`@hXzs4-Uy8@yB3^m(m9luPxHVI3;Z1Q7R{Z+RY`_eqhpU{jX61_Y+(#xlf zLJt>DQppYwwnsb~ah!aOTLR(d9cN=i*b}Y!x%*CNUu?wk@H#%+k>LfSc*wcQ!ubyn z!32U`GJh zjjgP|T}h~M;4Dhv@yYEDNRO$4hqZQT-=1ZQ?I<%?W1rfUR_gS#EZ>fY%i5I6o~qHOmBd#-!tMHNNUH9C1iv=a)#+XQiW)cbAE$hdi~{ z$p>IvFdIV)g}|gO%sBw@?D&fh*uwdoL~IsanEA6NQSXwTQH%l>qeB@V>%b*)aY7X~Vi zs+Ip_I|eFA>gkQ_)RQjb4^nE>{`WKlVl>C&L8hG3^bHFQRvNaWr_aPK3wi=AhMqvnI0d`-Q)+lZ z&0y>5Jw+_vqQeVc$-92^ z?wPoW`3GldM_#N*`87zwK;+{NC;58=h{&|z(Z0X&#+P_D@VRh)r9IkG!Ju^wvP(mh z_Zob0oHtP4?CBnQu_ywhDZOp1w{hEC?RC&Tx<5v*zI2MMyS@8~y$)tmlPAx+w zG4^eVcf%lUI;U)j_aI@*UN4BFh?un{K8J|>nKRc0LCJ_vp68UvSL&Y@$%^ouY^6)fE!TqF38jl_>Bz=Dp>(T|d5*M&=N*+kroM}$ zSxY>|etH69M)hOt?L~o z&?5I8<&=o&KgpyteVa^5)4z~OX}XsuF=TU3zey={pMA%QkBUXl9osT*vFAr9DGjm? z!NBZk_*#_s3hb?QG`Rgmkzvs;tYdj#az+0HY4kWBk?mThOv-SYDU-4_C-9_*Br4?8 zh7+YkMPKp}B~sBenUobBE|apN{S+U2>nWv4_o#Kk45|0(XCf)}{>hWY_5N0jqJ8{3 zD|||s+kea#B~%ZRNvXP*OiI-c%cS&iGnq^hPLBJ6?S5M6QG5NTbeFKVwQtAXj+h1C zpf_x{;*Zwy5NkA2c}R74V8cf$-IS#)XQa|Z?ViuJk5n3{_48S9Bw}UNYS!1GjIOcc zpooMjj~dQwo9d zM?UL2N_n;6^S_f3J)NnT2O%zI(5qR8R#Qx1CzrF@{?#lrN~uxhV~o#aPqdJ-XDzEa z8slTT1ELCL=>*ic7{j8q#J|}Mw}=ui6Cv{)&5D-81R4;RaZ^rc%i#y@Q!Z)exxe@V z?@;=%ntUV@UslV= zXewgMdMiFah_P)iM-eu(doh1gUEBN#7eK;nB$TdN56$WjT7%N%-eUDhG2Zo67T{82b3= z3pzdCWF!4BL+f^tTboPwfBvg(xV|Zan`+?-9{u?LPX#|lsgm`h*eCl;WRI(;f-7YO zSH>HWqfL?piz+ya3Zf#EjX8D8cto3-B)NGd2IF+LAl^+f`EVBnjl>|3PaVSyj3+1qgH!5F!(b>at$eWqo`Q8QKb2uBa|wqFhSW`gj-R zr*y^%6BfjzkHxKZvYx0ka#~PNw4}6-l%!^T#AOpw!hxR zrk%apW~W0uJ1dbR;2x zNUbu=N@~nn^W%I*?s{ELcH*>Of5t+98%c4Ewo~aStNOYJD+dL*nS&ey4YY7nU}{Bb zk~r->l%h6mn>_!5g71%=t01a|cR_ih-q!lTPE@a0quxQI$~Ns1r#<3@^a^AK`lge- zg}xeu7H!n;{B51T_v6g53VLw*DVRs<#Y&BN$=qhuU1ha%6qPVWo;Hulqzs6kWKssi zHkp(G@dZzAi7yI>_a&t$AhIMy1_T~Af0-z-5+{nqTDXJhz%o zm+AE9^`c8yy3J;tpo~x*c;nt=u8LobPi9Iq=X_@@z2f}kyn3xRZz$D&~Ue6^Ek-k)*J;ERHUeCo4F^Ce{ z!`E5vM9gMlF0qTimPt|^i6JHv-ec0fz9w{#7$SN|$MS2;{ya*)6k-d3ExpSH6O|w) zYc!bZ$dXioh&~cm?i$mmSa-mVaWx%8THnE#sa0dBQ)$C@Mhn-X|%|hbojr(aknQ?w283oR>plFqhHJyv=S;S6aAgVsV_VSZdQBJkzuu@wAFVT~v@};eKRIo4By^N5GbM`E(hjI6IVYrl>|DCx2 zOMASzc+f6`5V*~NZV9&)qT6z}H6cH{|4$YtrTC=2YT-z;s?FPsuF>06nU6TPoxQcm<%%A}m=Eq#*>pM^!gHrZm) z?~^UeKMU(LrcUhmEM;(o3j28d?iIGzkI`cfs ztbt3JHX>;;=x75323?yaP!i22MRs~!B&EU@l%xhDW~+8Pt3+;P$t?BXeT{`&N*9Zl zxWa|(+8g1d_AHj8=>|wmj0(Nd^*Ok^X>9V^Ru_+VrCfX$bOisJXfJSU3$Y5E58R_$xed=l1bVZ z->{MMl!h^jzo82reGYDj8k@L&WUtS|0`cYb?6Y}FVx^;n%GH0_CX=J-$X~$Pz*@H7#y8cE$xMvL{hCd^}_W;m&g()1S>nmtc6qNI$jRU50xXoS^s3#*jFSOv$T7|{I61cyY}#n5jx8T-W!Yn|Vk3tPY!QdJ z+>5}#2W5=t8^zXZd+kjOWcBINu}@vPKWB~kM%VVHQ?#ScZ>4nwt=0nU(3mwOE;;K_ ztP5@pftH*#-AdKzZS0>l$=p9{9JWuTJ_okCnb~pt=+Q3t;2@5$5V?WmV9#g4VZwSw z`Y=v03rbREc1xZ%i8MZln1mzEJD=a;=ghXOt%abCiy2zB@1AB@r4%wmZ(y%d&ZPHA z12CK9V#6*{Ys+R`7Ah4gkWt7=x3fnVDmB%_`Rv(+O6!T2uwElY!-aC^5jfgoug&qFC}fsvXy){9l}QA3YU{z*fNaB_~1UtK)(zmc$Jf` zyLpkqNRhHsLuJvRTz~8kg-ulPtuyY@ z#)1##;$%rn4z)hR>f>6rBTI=LbaySfl4vsR)D4k;coxpAv*^rf2Pci_{B9K9Mk&^6 zt0*3d$IDwpz^UNJb*%YfrIj%uOGgUCV(=6z!GY<4bOsywILolv7so{ilT_M$WqcO z4CnXXWfNE2Ae&hEm~G8cY7bmh)Vlkwh}QjfI$HN-YTYDA{g2koeuY<~Xf&8b1hnq@ zPyA@z3TpifTKdY&UJXH6ZSew9+tjS*uyvYoj1h^BY`|+ubyo&5F}Mw*E|Tse&K~rX z;3_W;Gt(z>LZz$$WzZ8noRmf+C37iV#$^qN&P-p7gP1RNXD)SeN+o>m7ze3YFBr21 z#*--OtT9!#CIM12H`q9=OCyC#pK*beKH2+1G;VeEjO&|u+m=1WlA49tKDN$8W@fsB z#P+P4nLdIam@wGlKpQ!YH(HR6zox6V>WPxgTtyjS4C8amT!uc1{Sk_w_cb#d(nu6V11lQwWtF29o8nnolZ zCkJtTkJH&!@(M89$xY(S*u8D56^tNrH{xtZ9|_nR;H;zfU<}Q}neP{je;$yur${!= ze4ujz+!;i1eB@RbK(b((6M!OlJS(67rDLsiF7KE&9EbZH?iX|v_N7xKkaBVcs%auF z>{|;Ut0@wI8>snVCQPHvRVU}eyhGTgnJm_}(>1a%j}!1=fdGo*vyWVsn6-#=8H)HQ z%e4VEfrAp7$ItCcBJRkT@Gf~>4$R!2i+D4HeQu@eF8amZj7;P%X}a&(=UQH5zpkAn!t= z!RW*9*wGfB97mSc@I@CdM*Ogk*Z08}`P}e*FE5La%m~SphxT42LUS@NFRPTAIV}hM z{3&-#mFF{Js*GKYj|ApIMF>Ukog6xWYq>8#1408|v_%q@Qaj*t%`TzYi3C1yi-Zf&YcBb2tB zC4Dsr7$_$gvutHBRwki(>!{{gxFkx$5L#tjA*5nTM>Jb>CLclYu~eR{gt5|zqs(kR zG>Rz<`hpR4>^v}SY85{aW%EFmj?j8@5)X0hCch{w7PiBu@TwNM&_)CocJhWa9$(x78DHlyE1|fe z8UWvyQ6P*A#}^L*iZc-_qcH&-y{~wD?VikSq~?K*-0ZJ8Dbfw8{WULW@HY1_Vyt9r zZ8gJf80ahjay-rKaE&5QBXr)oA2KZw4NoGjK`5$!KO$hG^P>3Z zC|HunTpk~0K`=)MH93KYhb?QM8KLn=9RA>%!fNb`wFwh8(8LYqzPQ9qO3e%+MUQ@# z+`9X<;uB|=m^st6DD^Hf9beLMKp~P_sm{O+ROkNL(=cydd=-PS^aY`ZFloK4?!MSDgQA6^ADB*2gNd^d zacbmMnzW8W1@mYUg#C5m+QKTX525n|Y!PgucVU){ca|safH`)&tZcPt7gtk3oVNJ} z+|?kC?jW*vFi$Q=vOWC%mV6E3Uu_OD5DVlkt?D(w{KN!Is}4c4mdA6kT_etO#9>)U z=Io^B*>|4n#npg-7>K<2P^>3KImKzCD3mT!P#2G+lY&qbNqK@$6iM5OfXUjwU^pN)(zxNwLss*Ls&M+JTZq#@L9p$e3CsbDNixTZbpbQ(MI@i#2v*xiVdO zo;g2I-cr++uyS6dof_!KI(rpch3~yWp^Y!6R@}$?$60O4n{2IDsnc-Cn-sLT*M_dE z7064y#4(84EQ;Ds-ehOJN|Rb4X_$1&NlGG=YQ4ppe2BaFO}=5nKUBIj|HOk^Kpp>? z`XCk;`_A8G)?S5o@x1(Y(vrDTtGR>_yHzb=+dovCYS%Yd;zziUp3NK|Vav8f9`@Zw z%1h0Z*Ts7s1>>M*ewTQ|)C#t&F7et8(6#Dskc>Ur(bw36pDK0O>=jC-iaj~;gtqn# zwq%9UMXAj4Rw&ErltTf&g;Lhk_-H)kWXtY?M|&XY&R1;iN@ajL^ELMSO6)>6;w#o@ z72XoKu$b9bDb=fL+0Yb4r8D=WW?s?uE@sn_U+bO4c>U{ZtufCzp=AjUZT@1md6n{^ z(V0v7B9Cvr!6tsJv{t`e#NPW@SvYDu3e!z9^_-~~)6P-UKo}VK_`iWtnHp8_??vRy z6VobdMp%Q*Z8Z%7@Zf0Q`Fl*-EIj0LE=W#&oabUYi)^;w6Ks+AS{4g_g8M87pJL@# zD`V7Ci`c}~$}7zVXHw~ZwL6ZIUhNM(T3Qybt7ge0uQsd5c>08|DoM&%Hse#} zsOsy&hOAL^HKQ{dx>o6=Mt5OL)++YIj4pUs|3QkOk+`?qH4o1=#4MOXJ$XJof6qUj zRkRSg?NAq1{WE1fiP`rVngL?!t;5p^jxNlx4zGkbI(aC|Fn{#`xuhApe> z#b<1IjUcp1LmfF2jCgke>*-ToFVhcs>?{OEX$RfxU!M}MzA(>U?@MKPRP{h08QT=$ zv}`QXgCAJD7ullq2>V}i{I}ODuPRmJy3+2xb#Qv#=F*S2|*;u>9yO`5QOv(l-$eZ92a zdr=%%jAdBeElSJ#=Zx5bmq~oF{+G5W%@iCk?^fl~{q?Wf2L1lmxcvGI?NoL(w5FsOa-G9_8f-DWzTM<`Fa@)= zx<}}VS9<;+*WQ#xf2Yh;`(?5P-zkZ8La(M6cHLyiHHEwY+8qduvXJR zmh!za0((>Sl-jcKz)4K{Lj2|09M^jo3Kri&FM@6p8O6zTP%sVTT_=au+wNi~zE@hs zx#M~oViwip0;+@sc<=V`$M3@$nEK3I_S}!kC{>y3|LI4imQuA4jh&o3jY7}XU4%^G zPl`Fky@eaIFJ{ptcqS(O9R3QenLP~!l`zL8twUaEW+>QsU0CLH=fI##;goS2duG4V z&1JpV(=c=Vv}bu~;|i2sCRt3Rgp=u@zy&hAy>F&E^~GHULw}_lljXG@{{b!vIqsyY4$b# zUB4(_tLmVa+05VZP~wdl?2q4-CI1n2q%;>{m;Q(HWU;U-gQc*T^t<#x8foKUx2ts6 zrSY))T!x)%3TtpcX)eR=4I1y$v%&%>>_#2HGOAjA8rzhwIMlDE`s*H2q7=2sG=Iax zN>!z*4?&llJDTFpU={J#>j*Y3bZ=pkk0>=;gecsS&^#1w6(%9vE=n(_@o=jrTP_XZ z_T>@fC-u=6nER;mf_lWst{hbyEyFRE#$#;sRoR9%-iACjAD?FD^);?wu48xyvvkO% z@sO*5lDtef2Qii+#lf-kGMTD6^Xbs9&x@adIzp1jfdPv z;Nl@C%q<>rX*}fShJ^;x{r!(Cot5$wX&arx+3P2iI!QdvG8e~t(cl~HP5HRDe;Xe` zaCddaM(&)LUi-J%$6!zaV+JvXGTEsU7@TK5&jtmR#5i9{4>apqJg&9fiyM=>ZsFQ8 zS{pTxojiw8`>P=KFIR6q$9_MB5oY~!toCVTlA7`yTXb4^PR$?hzkXWz1zQWHvG4y> z9#hvp%WD5c49~Jfe<_31{i!VYm(tATB_#{yVCuQ+mT_u)5~_V^W(;}UX6Q*-W01v@ z!S3i?g9YO=objY&%;Sum!i=V5Ft(%=)_-{iNpksC5&QlZ3zSEdAw{RDF&G8${tZ})>D|3ev}@$7 z#oKkaY*+N$T-mO>WxJ-t&&Wli);OoQ)rUv3oO6*z4Wi2zZ`67=KN{7ds+&i$Y8RBj z>N6wRa~H7l_{FE$i3>P!EPmSG+22|cQgW}UR$+kJLO|;FR_!*nf zFvG5)(hY{OFRm%G)DMTUR@X5u*Br|H*Ok%Irc=cljJ5bzd03q=#6RX=r9&CD?c?md zTZ&Z;4PeJ_;oY-^16ZHi$|Gv00sgmcE2q@@Lmq9$PiHZUCL+jU(#PR%e{3FsnmY`s z{>+isIAn?iEL}ET9Y+a)v=A-t$WaQ z77Q9@Y=VGCsN>j~gh~@JEw7D#jjBGOsH@wsa%I$Js;4Dz zCa4EmGIM!#tqKqRQC@AJ=J#UP%d1n>d41T#X!UXRLUR^~R%SvfFn zqp6|)P(}4*lv=er+w!1lRr9*ByAP_P)rsBM=or4F zTy@p0Hf_K%s;fjc^(hb*n5Zd}(T`#le1`hlva8efvuMBt@ou1} zxqnm*b%K%-tb^u3d*pzq{f0!rYCI<(nxBf3;UPL4bQF(2cF-|o% zprDIc5Jl}vWhn3pu3_PUn~oqF8mBgWAkxB?_ADa~Q4>>#U5ry7t3b|1)R-EwKDE@@ zs#c5buBE=OzFms~pe~zRTWwn_QrPeiWDk?4h&TktkG0i0>aI9eP+P5EnF26o0WDWi z5LU0FhSa@@tXy67C-sKK|3_VQc3E{z6*j05yw$ITe?cSlMMeE4#$VW2-JwSHtbCVk zX{x@US~{^d&D6$yEJ^S>^~PxUzRAR;?MCd^=IVDXA8rKc4{(oJ zhxal}ZOmJrRCHa^m{hC{hmK>kpSdgt4C+XD{sKpVUVEEViSX*9RxXqKod2&fk$2-5D3|h>PwMKli!kqC4v% z8`w+TtImz`*Xym8RoXU+M$My>w;SQ@sdQ>7n^R6u+z*3NpC})LCuY$)_!Zwn?%*HP zM_sF^o(@dut5$n3w+z_Tsqw@ZU(VmCuUb1wjZ0?TQq}8fj=}$Me|1K=sQNdX`oA2g z)*Gh|OZMk&RL4G`<|O+&>{46Sj>=CS&mKFe4)kw4q2dO3To3;iP3_fB9oEAi)h_B} zMKz~~|F5o5D{DsO_ZZJ&hDO!!uNWM)vAi1B)Bp5SQ8`=HVLknYwadH+nLYgzo0eHp zOU>`;SFB|ok1i9JGTy*`NiEabpKdGj?K~yLZ~LLliT9M=esfycm=Bab{-pBdPJF2J z^~Zf$&ec+R#Gms=xi+no{{Fpc`43ttkFqpN`S_~VdX2=TlseUpnpR$2pDnkPe^PmL z;Y~|<{G#!zfL}%Y9>A{>ewF< zzbg1u#jhHE)&1q|u~mmFkF(mJ#`bSMc4alvyO%DM6|CBj?(bJsrv3+VdP@c->Vekm^{{9iWxhA%o`qoEOrYUo*jXl_W z>4*0!y7AGyik|jeU;jgEq##?J}fd$lgkQGBqYeOWs1GM=lL| zNCpd5U@Y~dOn58aO9L>TZj9%HvysN9nDn;D#jqP6KF7ydI-$cRg32GOO5RFiMDiBL z7F^!bcdBz~VXOelh($ZXu!);uSF5>i`fF^Ct?{7hUBFs@AA3A@(0BtLybL7g{s6rj zry_|pDSyL#vCk@M$~?B{hu9vfVIJH6L+ry3TIa+2>eRZ_3AfB;Rey|qC<+BwmBjLk z7XJQYEPgfctBGG6ezowcjb9!7>f%=qzxwz!z|VwVL;M=y*BHNe{F>m`6u)Nd_aDud zRqrYP-k;1J74?TXEb3>o`N6>NX&CwGDbwWbf!|rjpUnkThS1f(U^0CP4rw{9U7mTE znmn6j=b8Je*JrW(JaZQ{cNVMhiy2evS^k_~%wH<%{F&^L-^`z>WgYCsZ{{KD?3eum zemB>^^y(!x{(!k{e@6gF6w}86qBBazgT5fW*Ju-Tkw+?mEtJkcbzV0zIheG>)QJ!+;+ zVZ#rb8=*9teb_u%4Gd!!4x4MM-@Qm?_kMsze;W9yu1_8@f1>Vt!C&U6xtl87+n(H8 zDBU~oxOt3PV=~Ji51lIKw8mIRJ zmT?M=6Fq_LK8414^*O)owD}oDwLj+n{EWGbs@8s%t^dpXqWbYTzxk}$p+p=K2TPY| z=7H*8&oE6hKdgTK3^Ns&->qHc89WDmd^`0M?a#|NpNST#d}9pzqrkjW9X*Ck{M)=F z_NURrr+s{>h-K4gfAw=_OzwyEVMETF=ct7acHq3Zq5216{>x@` zD>j^UxQb?II^4hds`-?n_87_*UpLo^)Xs|9`L3H=sF#MYW7o~Es8ffqC;l}*ua+Ic zzW-NPGNKUe({?a>uMl)t^uP_XQynmf&AwrtpnivG>J76`Z99;?chh`Eot4Dq-7>$V z{x*Q!x@GRAE*`*o+%_kxJ0550x6NbKQ+EIP+vZDA>c!NhClV%Ab)}+Rqm#D;FQ8G& zC2w(F^p8{$_Lpl~vk%2~CcGPyJ|BN+Bv=a?jmZXa;wbw{FE%hb;f31Ky?8#>C!=r* ziAldB`Hg+p@#uuzNexT!jR@NYa}fsgRIaCaJr@z?{(u_1UWx z6Oz;id$K^qghpz`Uj8!`6Fyed(LLGXN(t@MV_n#eN(pxLNDqIt$_d7(2OFZ`%$KH3 zBcbniWr@awDXO`v|6^lMaUh6x+LXSX^49N0JWdf&`HQWO59P_gZ}6Qwn%&tj@2 z3}%C36Sn!^td`JPVO47+OlPmwNNCH_swLnmqj|*eWnnV!{jliwOy*qN|o& zgc=$QUVQnF{#hD~U-FAm@0)h`OhGu$P`5-LbF@!5Sw)sJ)C=eNAAcyJoZ@myL4l4| zE-;MVB$4(>I?u$PygEXFNz%jUk^G)g{6T4qFDy@@TVMr)R~BFm|7p?Y0fRS6RM1_Y z)$Wkcy{5D~P+zF^Nn}d9gt)kN{U(n_14jxO8wf78X z6{WTScO!07BqaNEC;eqIi|FEj~tF!eyKmvW~5}(NJ-(uJ_+BjU70OvMLjyOJ-bw|Wi9q>N33J1y zoA8}W`uCrvcgH4!EuV=k@>QUy1o^>l>XFb_2|L=*qNKQp2e_C@OyA$)adJb2aHBg~ zMhb9gfs}-Vh%|4jNG3P3m^8SifAvV)1Y1WK$s>MKpJGxBmPlr4DegyG4B_U4?YAbD z;(eh>%Wv5BoECi=qinbV9BoT-ak2PQ%sx1+5}UlM#mhxTy4yucQB{|vCY*H101CE` zWQApM^vHM(p0Nu0p8^9n1qLOGOoJgucA?NAk#Cpfd=ecJJ*PxI?YhJNCCSd?J!R!- z+GdXa(RYA~|Jy71f>MDcEI2lqvsq=@eac$Am|>XgfO)chXOaAl z)7D7*8R(x=c6aYl!RS0D&?F1kODWhZd%g35;PajrXq5ccQvCUCq=$|OKEqL$Jdgz} zr3#qkXyA~R2PKB`MLAO`ew!Q@tWtqpVo>rMOYu8ga!9a-gh2acfqAlkp;Q5%94Ab2 z9Pot41IZscCCVG*zW_E%<^K*_Id~=dB)=Lw#hMRDsNekNoaeSoU6R&aa2o`-!4MeL zcCe-Sr|kqiIN53}?|*SX!m@I%jIKR6?|F%8H<7+9(+4GPmAG7@L*n$cfRiN`BfyOohJ$(c|(^udPo519L z0@q0TPMNmI{Lg#$6a$CnF~MkgTwv}1fn5d)d{xp<$aKIi=r85 z3{@8C)e`LzHOX(PltT5#q@}K4)EY|xjRXdpNsJe0ZZ5IDKu=A9#s<%Z` z{{oo;!|6O$GJU^%9>w7T_hTTz;e7YoB?bOZ6cjIiANiseg%y-$D6Oz`{{P+pSIHWc zR`|bHP*Q&B3W!k*K5`TaMqfg2@>nDt>`*fOzs>h{EGf_R|5`z514}C`mG3hAzc!$> z!vC{;#NYp!;s2h`+Y5iJSd*uJR=>c!+>+_Q)>3rhr}!^jAj}vR7!g!TL4;2#{4f46 zUqntZe%}AW8DYlK28GjM1rfed28HE>`NMn>`n~+3|A!gF3jV7=gs)f)$mON^!+a6? zfA9ykxSYTMtfANR;!ukKnU$Vlkh|5bC2n!6;!v>aC5a#3UhCd

OX=co8DT_DUD7FeP{ zG5#=Lxcq2a5}6Y%ok3F^GoxG`NH)3@QeN*X5B8HkOR4Xs7~!%U>DU%O<+4uRe_ zf}vGVrd1nP_L}8|Q37vG6PVXlEw-@>T+I_iPkIOC& ztP=#99u^F}R*JMcC~(AGfq@Ppe`D8vT!7szaM*_eogGDf<+CCkYV!!^iytJ=)LG=W z_lmU3eNh~ou7UeD_?Op3Fbo|p(uVB2vw-fn8Vr99=4qE9G)`o+pDZwxE*Qqo7wNor1X@29=w2xD^8zC6IWDl}KLRb8 zBERN?k8wrTwgMkW5tz3~iiMcUnP056|p73h0IZTUSRv5! ztw6_VftGSlbAiF;0=)wSI%WzCtrY0|MPN{u^fn`TIqxWe?xg~qKL|8Lxg0`p7lDBp z0xjPN^js5Y?=Z?h|2#7VS_1-ocNr2V34-Z$ zfiHg`F!-(z@YYV5{#)SKy8@l>i~M}^P~nIn0u!GXX#7Crw^%OHo?iv7IWN%brF<7& z8;&2w1sFyO>^)1M1j!<)AI@YTR>Q@ z12iWY43&=@&^;Y7V4gUjuLe4U2lTx_FVGG{-6z3U4V?sN1$u#bKp)T^i%In+BIq>_>H)aW)a0NZ#G@^a<_Gm8xX#|8L5t3!DLTzIssi0IdsAQ=l;eH3bHN`9OCjY6>(hI;ck@76L#M(2<3T z0-aed)C>o15ORPXpbzK;?gjdQL0}%R5Euj+Yrt}#8E9C1P`3h&z+pfW&eX4bORm09H0~E1G+po*oy-nFbE6+4YeTnH5ddm0WCle&`I>yQ4r_` z=2O}O{@O?b%|OE&Pz$ z1y-X8fsW7M37}^KJPkB$L6bEC9cXspz_%3!5Mdhx5pIVdUg4P8wlD%-cie6xH#2k1?3 znCL_RP; z*b#>J&DU3V0=-|pz87eHBwsHChJd!t;B)oQ*Bv+r0cQa1Pvz@L-H0-_m!a*($96#sldB9K}40r^Je#_VCs?B{6iYW~=&_!8(z8(k61KNT1!zfSb zqfpQvEIyJN@FbMPkeFZQaX!;w5)3wn#7)E#=h5_?{8FuLR{(~R_ z!3WF-27n=AxR9?$4?uy7PzbaFlYnlZ9q0w70fRs{Fcg9TK+`1{0JL0z;Xo%a2sB)S zoX4T(It&In3*liG4%|0jDbREqH5v%UYKQbZpd9ybUInjX?;5Vk&~?*&>qfIb-c z-4E$$KwqCjIz3tJupiQ+hd|zdLpn{6O+yapKA>^YA>BF@n0-jk06IQ6q-#L$Cx>)b z(l9XkkO2(j9@6uH?j478^KjrkCwrYAtZdq`gmbgGB-JYcBpVcqg1 z6r>*3-9YzP(1Ce#4(p~7@LbMe-3c^&byyDojb9(uqn|>P`wzSHG#ps|KCFj;)_)G` zNl!yjr6YO{&{+S79t4Kk9MR1qAvpPn?gZKg9?^4wj_l?*&?V9@C>ofzNSFHv#iTxsK@$90bN4(^mt1laJ{kpeY-Sqrvdn zG2KSEpos^cg_+zGHd-=mF*ft-qhqLqz}MjBb3! zU@#m!quYSq{4;t6(Be9LM&FBryd!7y=&@it1_q$%1Q>vUAo79EQ^+3&`WfT{^ZrCW z(0vy9KuZDgpM~O9=XDb>)cU+`2f8ii^$eh;?RkAKFt6QtJvt5ahtBIZpv&3;3^*`! z1Ow352@K;=qb^_o8oMDM80e0CpgS4)&yg#U53~XuKx6Oox@7`9WIL}LCc@B1&g(v) z(~kV-Vc4MadfX()A97xI1Km%+P$&Ao^XcfuoTz1qH@JA<#7LydDJF zfrUT^&^Q$abibmTfez~x-3H7{zM{J+-Sdhb00vX8=!R*K*ZYcY1sZM02YUM=A82_5 z`P0$=1F2w`4h4^b0T_G?3_$k)Fua6<1Cb9503ATzuq(O`=p24U&j-3k!jKs#@3^Ad zf!=4Y=w6^Z?TWq^XnEm^9``aT@*?B_-LtOf9>UpI^jsGX9GO@2=$Rlax}sZvrW_ao zw7-2tUrp)NSM)-lk0PUu0 zx(0MKzUI=S=aRx}`Y>Rq|22IE(D2eVeJ{{C^O_z4+E-oEt@9vo^)=lAwES^R_W?us z*YrG~uiSOrG#?5oUe~QaN2lw$2k7p0UH1Vk&g;5i0pv}+uA70LPp<1TfQHYoPlOi- z)|1!u5HR>B1f@f8-G6l_FwpQ{-3zon@vj~NT1Nh>n_h*Ww~-I@EJr@ja0K~4d+=X9 zZXrBSzfeyDdKwq%IY952LR|w|#~13x49H(os5^i@m#iIxx!Y$pr82#UAxux525SV*Q_W~`MxAeV)M{ntI*)Z(%Eo|n5 zf=Rda9H85JTMq!O?6z)v4fw%rJqhUh_qLt^4C=RaAJFi`9o_Icnqu@F-3+vEyQ9wl zhIZf4y+9B4m<_#7^MAZ~8|OhmY($g>3@yE@dw|w|@9III+o0>wZ@{2ubbS~wh<&00 zKsR=-vb>4ziS6RtzyL58m^U5iB~XAJ;xwRRrmm;Gh4R>II1d<@t?Qq$VvI$gH|oxq$N zR@;@(RJHxgdbko=tJ+5PBGMS;4(bY6!~d$|U<7`JlkcTt>@tMzLr0?+wENIkf*!mN zeGBOMf{s2Z|B>R~@yokUf%Bm6y$`(%EDzj=UKjM-`_S8i?khoueo~x@jMXJF1pOJ% zz4xKd0zKzG^tV9w+=ost7-!sv{+$aM_WcL$X@aAm+wMcZO8oZ`R7nN@edzI^Tkk{f z0(uhYy&y00k32C58J7DLm z!Q?V3Oa#v^gU>Op2|molWvw{|L554fqxuqf|1x-7IHr6VJO#X08N3^K z(T;up$;7}c2nx#(i~%nwgHHuNk6B=+bP;%Q8GHly@iO>c@FMUm+t5h}3d^YAi$FkS z@C5K}W$@PE`DO4l@U`GIc#v}c)94*46)Ke)y$L9f7YE72JIBOM@ZKF26PZ@Nv&@Eh zkW;|bOVuNLtH7y+rFkcCdfWkJWH{+}cW#{&XcZofsTcpaGi6esLwFj>y&iXVObXNw zAA@qPE;sg`7q%5F{eL8{<77+@_`**DEcu@^VloUhEQeO>a&xDEgaZN2f8iXM97qnQ zC%Hi}>P0ASMY%win>(2=27K3EB1J4qICC%As2OqSpo}Nnyc>85_%`sG&igM0>W6uM zjdEHR2CBqDMB*_J=Z^i4xPpi`Ks@$IXX%T9F5$lNfKPEb4duz>oeopLXQG_`43)2U z@~5CJhXCTUogGuqmgs04tFoO7RPKaw|7<7ur9hxwY~!E`s}&s)Nsl(7KpNs-uk8Jy zt@zuw>d)cMn3n?Wv$moNeZkNSQnOKO4}l-wx-V44K-!1#gd-_z7X%ViNmD#l&M!VlduR{>hSZcVvpfzJz-1C+-iG9@E6*uyoV67BUIQ zs-m%;0^SR}2?0IU2RoBq4pazFgP{LJ=e3suHN!`uJXXq6QJyo=IY4|FmoHFxCzoqZ z!%*{8!~ySl=hkU~>vdz&@b`IqC4x`2N_B~eo$Bot6aPY3=a|F^KJQK3hAz~ezPf2B zA~2{Rgl>UEEag>o;nUF)xcelGMsxT4?SN`)!z3N$m1p+e#$ z=eOyB4pH>}!~%T((x9BvJSULgiFC^61Zsp21i=zzDs@)62ogOCQi-TJ6v_Mto$*FOy>3%;pgFMDaMQP+)q zkEepKS+RCc0WZTGTk?j};Z>w&D%QmGH}{8T;#|hp9(KpS8b}Rqi0XOsot3X*B}_v( zX@PTq%43Lcb-XiCo`-V#1y1tJK<})X7%1%*?#G)lU}Yve>A{7W@=a1vgr7vM$akIRW(8XH-wBO^ zrTatok;bvBdrGT@i0}>181lqTA7w%&Pqf;Pg*=1ooQJ2KGXwFloj~*6-ya%GH2Rd# zp`hoNOH_%5P6Z9-iEeA5ZC8O#ULmyCsWQ7J4gOo>Xj!llr=l3e>QN`=%|N_U*}+HB z*7!RG!#`)${?N5F#0MH9-Afjao-x@TZ&6fCBGv`84QoO7@>Fjq>djfbKh%NhJ#m$K zhfCM%R=ykR%|pF>OsN8TQ&5dMOHs_*5nY1CqD7|(isfBg17 zy$t)_hF^tlqxqK-jU{KTbn{9|t`kU2-5L+kX2gjdcWRpHQ(bE+Y89g$OQ`+(Q7dIm z;09V69-b4ZHPCAuohC=@oDOTb@IxPUeHTo|t}M4bV^Y1JmrfWKU5c+8>J_fTCrFyd zai_69Ob=9d!sZ5Q#7>0hIKD%iPeJsDC}nOSC5pNy0iQ4Wf9iN&!$Lp@tkf<0crnfl_87D}312z3#ro%)iW=GPVM+S_*Fco>L0-V` zWWF9~7)ytvOqku^gVH)E<-HiF8{Rvnz!P?-Gh=R`n$vE6AfZC(jwx^o<_6*$7A@Qt zA~(JRS6q(7aU$o7eW9jg?Fd_|>1=!*4>0IIFHnUt``O$;gN8Fv_W`OKcBUlUXdEaK zar4R~%24?;!=1Q!fjf0y%tMU<^tFZ>>>-Vt4k;3j|_)I0kIP z*Qj*j;2X@Ms!qK(0!?H4L9`a%tcGD_^-W|^&GOx1+E0k+8I$7++v7a@2AZ97Ab>j! zsDaB+A@l3~p>Q#~#Cp{7Sn%HM%b&e8t|d$vikHOaBeF*sFuB zSp}U&QTjUkrGupze-bVWk2_1>3M8j*jl((#_t)d#>FWX=tW7U?Z>tdAZF<-=U$2+_ zQ^O}jgbnaCPYm1YX|B8-t!o&+ZRxq*OF;3UdSTS=~^hAv$aA zx&5Jcuul8Vm>9cO2)~hHln@iW2=NOFu@HqSD1;sIP_T5m$t%}Z*iTf2q2~z5M)nVZ z&jCM!Na?UV-HSDH8m*#uHSU5yv)G*oAl+LSdXV~|+ux;o_n`&o-G(?Yw8yPT9ck2M zK)z@}AT=q@i%ZKGD+gfJm;HB1`o}{%@!Y=9N#c{CeQ7};F^PuwD5NVubT(_#7}yH! zZO~3ZNBQ1_cDIFrUP*L~stL3YQgSb{c57(2#%epc-2PA%;=c2kC<_BgNh2{jS7IP& z+m+AjNT~BBLOar57@9#o6QJ!|6bM${3)&y_GqTYh+G)-oiv#tXCl&>2M~rWTu@heC zyuOG=HBQkZBML*Gl4b_#?_Ct=ltrDq2$J@QV;yB=CT!?og)ZwhE$n4q_o@DyCWL!G zZyp?qZYuEbex>fNUgc?s(pL6CDLOnBM8;f;0#IGu%13I1mgUk54g^ zqnuW62O7tXhwXk?#o}Xeb4hz>O@!9Sw*&REj{BMiMd9f+(y z6w+Ks8%T%@`j&-wC`C-VI}{D8~8i9enN>igIp6Cu#{k z2G2w}80&Oc66oFb81Y!#N`Q=*jXLoXc>l_Up%w;WzXAOgmyABFyk`B9zMRe`TQg}z;C@e38fMY)dkaG&BDhi2KMcGd z-mncm`##|8_%QHWcwAeU80D;A6?i3l8Onu^Ik$ck7!j4w4h!M`3PVH6J8xbNG+6WN zM}fyYQ5(>m=d%h!$HLg$q&0!sb$r(%KHP+Yp;fZcHQJp%V6_ea<+fD?`dCBdT(moG- zGI(h(6wWH}qL(O~R#7KW9y_%#^ptp9vko5nb%eo}oeS#%L$WrYykvS|=+;u9lJULZ z#o$9MeiFP_&VTiNn6x?I14`-Bf{*}S2#!wEgAg+f>vNZwB%I-PiD~Z~Tpy^^I1Nh2 zp|qcr^aqIEF-0=S8Ul@ke8~)_^2hjWHWOv_iqnD08&DqhiZcY|`o~btf2GiMRf2MU z349y)d5^PkNuaT_^W#AKIzz9+v212x2;-wD8Qt&fF>HgY^Ph%TOA7-~&GHr>TR zbn*N`=kBipZORka08qG~(0OT3;M#~w_@mdNLZ|$$K%1y;kap^f1TA)se2Qy_6H(52 z+eyw33IigTLJ^3(z>I)p~BFw z*U-vY&#AsOaDVtAz-_IZ=e9z*VGpc%ZJZrj5x_*0GkZG8pTXc>lrwH|#!;Dmoc()somW9r5Uto5QM0w6TPUUR~dnd|k_kS0vTZ1jUye-foDxo*J zqWHVeg95)NI1+G4xdWj-0-J3I+(5AYfzWV)PZNy339asUAoO7kXXEEc#s2MqM&Sbi z+u!bZcOVsuP*!(1y>}oLzBHV?4RDt3Kz~g|x&2h9)tAuOi?W*TjQbKgt#8Ik{JwJl zyxe${lRiBVI_P}=CC+Jk?F=M@Zw1RQzzaVhkM4t0s3W+?i{*tR?+2E1#<>7_op~tt z_aAh9r9q=@6?kzMXTVp14t39>Tr~f`I?=bFZqY%f{NBK|b<*(19Nfzlh010lLqox1 zvz@42FtiBe#3TRJ*#I6NI>ciggGgNh7^c2=7VZjkj_8&S3;yq&6ZoUfRQ$2F!uS7i zvxt=b9p*BBBheUZbK--jZ~Ie+X5v~c_dfr@p<0IClEH8K@^@}1vb znN>RhBJXk@EkF;%;m}ibkFy@-y9T1X7Wbi*ZY)jaG2nUN^HDZi0t!>Xdu1LAwe{c+ zoXJh`hF#;4%M>*6mq9-4kz=99otF;>YB`y^199QU$kwCIl-+1i!`slhG0qMu4@EiS zaVP2-9y)AqphKNSC?`I5%+<~m#Jd4}*yqlWy*TqaiSnE;oLBbJH!yd=*EVMd z>V^+RIb(+t^)2~DIsZ$iH-{ zId%`1>6bg%dz~G`hoW5kE!$aya^`-g_kP5D4CSK26QO9tX||mxTmmmFbQbIn>~mM+*ZxqUPaLpzzR%P&+T3LM1puz6(r=O1m2k{NY5Xt6!gOIW-OhCd6CZ)=8pPk#)| zz~XSy@%|WC8Xi3u=WV|`E2+EzGLX%A7*vH}Dc<}b8PyFXN zHxoP^y!5Fa=`REC1zvi9(m>n_uD*0e9LDMMF_dF>I#Uh@T9r$<5Bgu74n6C-Jb&uB2tFoRMLCK+4FOtUPM3q zkso%(x%hM7#_&b>BfX;2`xjK*iE^*lGohIkxa!#*m{ zvPQX{3i;S)&V&Y4cltozx$8GnIs`a*)|t@KE0q?Mu5=0Vc;`&0RSovE9hJh~z)>ABuA7IVb8*L_HPdvFFc*en@uuTn;pJ1^^}>0*q{M zE;J?VO4MPcqP|3x8lMaGOp)aNiKeDK0(k4W&`PSLKh}ihm98`r^7uQ>h4PzmVy`Vm zr44|SC!7l%x#H6Vz@(E-ms6Bfl!L|2h*Ol*$1uklIP1ZqI-%UZ$zP$?ZMb5&)2KKVu-8DR)#*TT z)CQE-X8aYZ*p4PdLublqSc@KmhC9wmQs{(o{Jg(H&$Q=8mODch0DJ9qTAd*aC`W$x zSEywNQhG0p7#hslWeuu|#fZ>+_C)altP`Tj~nDI%@ zj&rCu2IXSBgy}C-oQLw-%=37-yR-2RR2%^qeiE?#N6ssMA=HGiD1UrD)VwE;o!_7k zF%mG|`;SxQ??AoqnfN0$(&_LwOdmrzFWs5)H%v!Ai3Z>CPbjrFr|G-D(a3>-g}ILR zJlsq~IsF|c`8+D_MY-s-GY&lJ63S!$`6smbX0EvXJSwJ*gS8&cX{tB|<${}?n*X5U zR+MAka7O%tiYHNyUvweVtuI$x_YW#|dJ6EIa|8yx_VPqL#QaR^VD(^*ERdU8%M8$?rBgMm= z9pF)EC?`E~DO6>EGw3YRTJsW==K-GIfhS+1ycK0UHG9M*RE&ED&1vqe2aoE6a<6v( zhGyNvO(^#-jSRp!Go4odqT(u)gKszk{zXM!7UugUXDN783d;TcmqXnLb4OkvTMz_}0#Y%Z7Z9CVIe4y|_H_axu#Bzls4;S<4fk2%SnLU3mb{>D^z#S=w*}Mvq-JY~LPPL$ zPssT)EV*7p8vam82WZFl9zX6n{nO)|3QtaO+C(G| zb)Jt%u6%3tTfg*7@u_WI|8$?a80JTLmCvuxdJlp31my zbiJqcB@d}bR;j2|eSf@jDk3?pN?aWnxx@dlSH0}RnY%eG%?oR!%L8^rH-;zFYiGpK{5|vfl9eKaN%t!~K^l zs7vAge=4Ze5zmF4te{Rs`L{%?oM=DFOQZc~E2tH^{7VIH#ahqZC?JT-wbdIQ|6jG$ z`yT%vwbf*=|L5B3ORxWj+N#Lw-&b3m^ZIwyR?EWtpVwCB!~7d-tCxNL)wR`DpMQB) zZI$Eqzg=4`_WR$gtq%G9vump*;r?m0)sNx+7iz2bBK%(@s3Q^n%?axB$i}l1)b4Wr z83}4b)HKiT1a&ytzcWFdiXM8trh2Jjt1~s#=2(A0b@ff`&@I)~rOK_otgiCo{2QyI zJBO~Tt_o{#^nw1^@AmkesPf4zvt~C_|9ETWH&gG2)m+<5y&CTSteHBEoTRATk^X7T z)RHJaek{Ks%Ku(7&xhsx3!ACG%KKk$rar6aU!9`1$NHD2sB^LYw^P)-D*k;bYHbz& zt`zlIm3+_VDQa&G|Hc&cRZagNDQa#l|IaDvc!D2pE++W@N>S76R?K>#nL1XNyuF?1 ze=|kBSdVOfQqTWGiu$3Ee|CzR(S)R1nh?)Vst*%C2K>`fRCZG`H@j)YubQdlO-b{k zrlhl>Dd~UPwB~_kYGR82n`TO;TqvxOCqem_c+}D`{|8~}XTN_%c$AtDj&v*w_fK}Z zMkn8OOYIi;^DB@4RHS;r_e$8a<<#^@|38uHNTeTS8a_igjY+p*f5Gejsl0mL=PxR+ zHimBvTM(@-MET!|R@=*0KzVw!vpG8XUT0o(aSBdc-h#^NP$mDaDr!Y#KgwTLe#Ti? zA^AJ!shH&PS$94aj~^_0{O^`m&w2gx%c~c{>fo-ku=O6?I`<8lSYG|*_fIXaE`-+t zSsgK8VtMsJWXHMX)tYk9EH38N@tl2FJzv59$0&8Kg8$4YwJ65_!zlGu#abW-D?WU2 zlv)tyKlZR%S;JqHsotvT|9O;pzpnq}!|IJhD!HGcEnQMyY4p`S(7oPPC))h4%h}O!Z0!|F%r^en)?CruwRr|9GbQ={kQ-rh54X z|Kv=yIOxv<@9bX!-o>8_-pxM;yt_XiyoZ0`Xmy~c|Mk)8LNEV^qt&lBUWaDnruom0 zR!eU7A0M5i^7{DKW~#T-Rt;Gnt6dx-310Yj#&kUhb`t**>U`5t;3HAC$j6Gv-&pp;f6`QCe>1m1=JNeUtnh&1x#W zeo&Vx$lqgp_*90ihWuUh?~A%rOa6|PeNEXHi#!3t>ZLl#jXbH&iaN=4J)51~b&^wY zSn}3QZeFQZt)SL7$G#$`bKT??o;>G~y3jrC%&423>HYUb{p|VviOKQaj;kAUjn8Gj zPxe2{{x8{wH(|YMvTxiZNLJp-uAl5dEYCJbuFm$W_`_7B%5zqLWEIumS~@8CFHA)# z6Q`S(FUgXdN2|>G!O}>V!&C*8D$$e{hN&18WUhOvL>8thDwFmSh(ef(RoT)VZeB^L zJGqDzogJ_{1h zwe)}Uxp-EIJx}o?5*AiXkm&kL8r~i_M#EME^l7qr@|6a2L!H{slcqhzu2X4{Ahr zy3%$nLMDD#93T$8trD(!2KC=`A02H^VqGTv^P=C6vFcfydHzj7O`3}S-@?c2UGNC zCDzYU>l(43s3Hr>iJ_H^+0X`YO!s!t_8mqIwJaFT`gB7OZHtqb=T~F?lGr&EU^|K9 zgIbSnoT6=UGV!b!71lhc!2$h0e#G3AD`Y&&{G{;o6y`sOKJ4nPRWs)4&jt10boUf( zk0Q#6o{P-DIoU5t$l|^+6+G8V1zA9TmkOuAed<(5 z{w&#D0;jGiXcsJDRJbf$$-&GBE8W2QLBn3!*AZzwj1dFf2S6zi~y$Ub53jYNht4@}BZBb{5op-;pKvl5#8R3Z*|3`Sx z;vwPhTih2cor$a~zUkb#tQ0lA3U7TC-sLL%*0MPHA5xY8eAHF=xU29NuEJ+tg)acl zDyzjSAfQp5*rT%hh>Q%M+BzA6T<0z#&QK40X^&dXP56p;hj@2_ zcNg@oWmH$54w<)b)ruajO|J^l(3uvTRwGz^yNDmxV$X}bdxLi? zc=s9azSFywzlw#7ci2L0aZILzv^Shb@7T}IBqH8*uyNoEROqWv1b_X#`7+R zcZ+zpR_|JFGY;w@0&FMPzB(#Avp(}5!&q=xSE~`*UE;c(#m7Y4+F5Z8uB`Op-9X-D z@@^vU=IC9^C1OF9gC}g}Gujs6vHI3PT+8&a;~#Xj8pR?`l{W>I7sqkV;5Kla#Jf(s zOXuBC-i_6}8ZTm;(YaIx-G6{BUs63wi*GceC+QQ8i@oEcoea+w7B|E5pA&BVmD*g( zZBi}cj9W~%3esrLlQ$F@HwQV^Q+k&b*^{-@U1)ZxEmnBNOKz)g>0tn?$!>i!x9+y| zYlxjEtGM--adcT~m{q}K=R?Z@zkVP_ZSU+hWU`iT>6@&b=6<)xtcICxOwzoJZtP%Hc-`HNMLpf!xXj&+b^a+kyhau`;Y|9nC#|-PUm*XwVa7Y}j_J~>9o*b>Y5fsyZn|`^rEj{l z)va#*k}e%(RWM!J$Z}x1)cc&7q4oH}?aGAqfW=K{Yb-mnIGFc%w~2TA^{yne#GBor9oOQL&<=a`viP6S z#-A-aw0Racp?SjGb}n-;an6kPIH)G`E~s}k`ratlBKo*PyGM&}G}&2N-)+)lXPw2( zczc>|m@lM+1w#7}<Zrlu9 zT(+CQhi=|UyD2##T5gGrn~yARqCS`JHg}sl>PI%Y#m3xNi<_u76u9+`oBHymB9ojE zZZ~gQV&i79#f_WiPnGRvlDr7XxOvu{oJwKl8!lEbZsIL&qMj)4Q!?h}xT9A3=RQVw zZmP;_nvA6n+-_!AViWZoiyJqKZZ6x+H-p{$b9Zw34snZ(oBkFz zQ5Vb0q)gP`yQ3cYzp~9eW^ogB)v0cM)iUr%^wAB zUf!t`Os-xstsap#WSPbqH)Abs%yp7CX&L?c+FZ$+v(^$DbDvt=M7`L9V|1y_xLGDI z=rW>f-ENX%l z8*^(dZlXRk$?e{_=^!sBGj5)7yIF0Cjhjy_ZrnVvxokHN$-B>tn_2GUoU+8m&3TKP zsQX@ayIJOr`YTIp%7B_CH-|N;lZraI< z-%Jb#+{xKwiH)0W7B}W@miNaQbEmYq+srxTc1vu`6}8NbHx^ATWT}$AC>pq8BtxQUYAm<%-~daHREQO#f`Zd^13`@uB|p# z67?)gY|PEGxQV*kIJbM_CLnL&Gj48nyIE|Bjhkf_H*Si*DBH~=@{T{_W~e(kr!28? zbKc@6>Oy%{pfUH9JL-Pb(~Ly#jk&umZlZ1zbn6>8Y32=tV(k^Tn{AfZxcS=R#?1{g z%XV{eqnp3$PR=9p{zKCw<7TYIP1F76sSC%%!nm(l-d7w>HEh0pGb7=6rI@x7t-E0>E= zc81*q(A+uI8>-#)uH^H5Zu)TT%3L46LyJp3->(byF_GxK`Fy|4;wJokUEKO3*_>I6 zhjw*~O_md9exau^gC}BBs!H74 zb%(o}ag$+jPdTv)d9IH-#2AZt}CscC$m?5NsTM>Q2s`v)$E8ti%rzOyWO0##Kz4fiyJqwr^!{CiGTrH%WK6s~I;fENGTU$n%=ocFlfjfr|d`CE-8y*F-7$}7u_(BtgBz0?`Q zs21*O#?9jvH*W6h=hioFUXnMW8#j2*3fz<&%BzoaS2J$vSlpOf{H9yKg*)mdZ@IZmYai-k2NXj=IMKWt+R%;wI{_9Jju4^Vd2zf647;th~$KL}8-Nvbb^cn48z&cGF#Yf7u;%9eNy9sm+*cWN{Pq zHT~TB#?3Pm-Mp&PcK|-4H`O~Q>27>%@6Tv7qp<^l-e9zf(YAYljxhR%QT)C5(4T|< zJl8uj?#1mHX&6!ZZn#_BpZ5D}vFCo?J<7W*-r>7+RQ1f_U9R3`Er%hxQ!(#-4*YAm zG4EsH*(;d;DSVso%#WD=Ew|x)Yxo-GA>miMeO7M6O%9bxx-MSr&f_CG-jd54+5OxN zKcmGZmpP7p!eJQe<}$}=i<^Ec|EXKQoOAfTQj7RBOKgV6EQ=d+A8&S>tEJ*97}A>ITkljZ~M({&bWy`o#ZH^oqE{3^Kic z*`1tSme{!Y*5bz8ZI#^S7P+JT+7cUc`z&svzNWU@oN@C(lAC|*cGEQA78^IMENRz`w$H@lv3n=@{zPIvR_+D*xc;|xn|+|04KF*oWhx4Gu-sDHD>#@s23 zo2ZwqaGNu3Ufkm5-Q8~dTis&gCfef0%{}|w`o>McZ*D%&ot(ZW++yRVzr~HY0hitS zkGZ4XXNiru?=5bk-de@{Mv+IOar0G@n@@4OxiR1t8#n0|H*UVV!L4uHjJ(6m=ev`0 z$`Ttl=Pho`HGbG_Zmm1&1(w*Dd)MM7>b=jq%^5d|Z@T%{Za4ERv2nA|;>OMY*1F9Z zH&1@!=0CfW_H|E|t>DK?(9d)hW-C|>|zQs+{FGcn*wSZl@{?MGBGg@kk zbDkYuYRy?{iH(~T7B_D4I=ju8*8Doi&6{dBC2P(j_qxT#%~*>Ya~;RK^>N>R>8RIO zVqylIJzo5dD4ZVC>#%^5dsF1mT9J2@*Xv2nB3;>O%N zweBj_p-N41N8KR7EjH$oEpDPdah+S=xcT{BH-FRZW=MuxY}^dDxN(y|!L4uH^nJ(8 zKXNB$wW<=r7%3WA1+zH&NeL?AAAKUamU8)dxr2Zpu}2i;bID ziyJp{JGu3Zn|tqb^9%0e9Ja*9&2ftxbFHSh%~f&^k1VwqEVsnQ+(#BSQSV*pHfP+V z9(400x0_{_*tq%7;>OJ||J|-!8#e=5xcLp*P05;b*b*Bz$1QHm4Z6#1?hbd<2Q0BM zci7@4>Xhf*=8T(Fd2ar&+fC{Ux7fI8XK~{u{s*_danrW^Kv&Wxx|6fX5*s($EN;w= zXzw=nx;yHhEwM58yTwh^LmzaTGj8H%yZK7(#EN_{ z1eYKB>Ya1`QJ^eFvl;ao1GJUVLA|T-8x~}`IuW~+{VkAOMLU)LhpQm8!0L+^AF%jC z5nspRG!bX7X7QII9>wCPMVz~l#RoI`OfRZ;v*vVIi75Yx7ZZC_Ei8wXoULCQ1VlqmR z&M68l9+hMAgr+&fWwm$7cEn@L15$9ZH@hA}& zviP`&gY7ePwYNkZ?Hqm8EM{?CzxIKz z)wS`pB37*iYu-b|hgf`4#EFlyc(jOPo!!qNv_#mX&~n$ac(#bUvACazi#uRrvIGe>eBF>x6;_V_{#bSC*02vSd!Qy{Je4NGS zP3=ApXybuM4h^@{J&({*&|ICh6)e6>#OW-~5OI3d2X(a>BA&?NnIg`4ipASSyq3k= zL|k-~#h!BP`y`7mi8$D2nC91tIMJE$g1+{zckT6GEqfq!6lnG)R?hLTt#skBTbM6r ztnl+ZG9tT?`mY+sNa`N9ktbPs61#H5WYHh2HAze^6`uL0n{zeKC%Sfnt38Tn7ixP{ zWxRG^xbyLpbqnf|^K%)lKNV%6OV&m8?N1#X=+9x&i$$@Ot{8g;R9R zSh4s#)r7w4+C`HB;j_WXQ)2bbnrsnQvyoV`KhC=F_#SvAg@?g?Xgz*umsI%L`hN2$ zI626+nz9uwCY~{h9n(8FXK_WdL2pheRnzpdVIp+#gQ_wFM`u(U1I$Nw&Ig)M>X%G4ZJEDY6z~o=4g=Gk4Hc1{}Cz1 zEeUdNW(V{tU)r7qCkJz^3kI)%(~^)Q&o@of+IU74I5nW?ZSG1(>>LoD(;=ueYw@G+ z@Prm|(9-&rKt07NeZfj;18@pxrggo&J-8lRt+~Z-h~t~VsbT5I*s*Ewk}MGv7qUR~ z)$Z|JA+dgE9Vv#0-X3_G9S^W>OneHQ9OuuzUF&TSLpj3J@9U=ds!D8Ux!B1%YW+lG z3j{P+GOlqCmaWgQbW(vD#gp zC8IYX?sL)8#vVv;6k}r}pK_YMUgPee`*qk3njpbpzTY2*^eAlIF{@UT{Y=b zg9V$w$zp+Z|N1^~iZO$pVTTQaL~nt~c=9m%Kt*z=nb9&19Cj+J_0~7U)1A&U(K#PL zPJOq+O7rfjqZ4aL+yCRy3wo|IP~#}^H5M* zcG$j3d5II1k;0=QN_w-yR1P%93UnYi1)4pF11gZt97kNA9eynuIdU)0-D2^m@bslz z(<{d;&&%xTkmac|I5jbG1gD-}q)uDZG;ZQj>zk#z%(K)n>&MWorGm14j(?-@>el`B zgTSeYi4ip7=gz`PXZhp97~wC10M_+?ug!_NsU~8q~y0(s47H$680&BIa4D_=vkg+-wdg z|8-jOm1^Eo?^G+{IrSLKXRNLR*IA42tVx0J#o&~+1J(drEp{?*poZOm*B?uTFQmd! ztHKGXklv9qvCYdB{wA(RWK}FAl*6Js9?+sH16bo4a6OWa1vRM7SWOh3dx5zuA8NbU z$(%G)Yj*3)6@C%@{2JWELt>}K9PKv?FGl7wiDx}5X%2yQd^D(m>5PNmH1axFztsDa z4XK=%Zd(71R%|C~uJpx1wm)6$*9E6R5Y&fvobV*EzH%TS2L;v-x0VUN-MWKwlQ<~o z#B{#+bC{Tg%icTjt5M*qXV`UwK+?ak78(nl)nb>=Tyo!S^&j~eUP z@vP|Ywd}kGPF)=PmOB$4fa^~u*^~H`c8Nr~6#{Z#f70APj}4{1#`@8^9eC-A@ZdD& ztHjQE;py!LYt2p9afNDcNY_;CO6^x_y{yo!A)rhwv|4;8ICV{;b??teF_e2`n6`6F z2FsJeGrzo7^Qy7{IAUjL$y0CGzgi}O4C}|To4_d(*{wTkL)S{*w0Tofx{wbs57y9P zb(`?a-aOyTpnD9Q23@grPWM*pwWuK5@7Rt<_}&F#zh-AmX3DuurG>gt zS*oZWpL;wi6(&KTvvwq?iRi1SMclnJtnO_MuGjI7oP;G++0d=R3%YYQ^^Ae&L2$}u zhW3jt9L)M^Cj>N3Jl37)hrubJM5|@Ri)G4N&tmew%>iYu;{jb+T2L9B>~}2v6)+9G zCL*}o`b~EyaB`g9lv9@>IsHR;&c&b(JyHL!RJC^`)mEUBz(kH3CE9+LDzxtLdKQ98-WqDG_3>vK zxbD=h+{74Z;$qUr9G__of-girSf!`dtR!a;2ZbwrQiaZLBZiKNAmc9{9c?06;C+`J z=U(ERkBDF%BRu$LR}DUtIhz7bnJZq%`eI&n7GA#e4p^ ztp|~QD}01?8~U%{6wrA&F^kvMz}{z`)RF^@SGTd`#^oGQ(U0sHCmDKc`hi3$7j?{w zMhd{GkJng_68Z_8=T%%DYpk;#8501fw%Z>d$AjzPEvF-9UQGd~&i=sayyc=_lsrgB zx}yO{yp!!`so)PmO}=KXep(?-v6g~6R&c(@5+ z?(=Z%k>E7;GTZSOOBJJOYb3a1K}}2tuK?#EbBIc?m{^b30rNEJli)Pily%pjXDvte ztQA=kaEc(e5l3)HB8XVW_KObQr^)7krg%P$o>{P zJvK1UyVjlXo}cKn4N`-woB0Q_K&4wZ{X7D$uT9Hv=r0Zyf>Q%Bck@*HA(;i6i0gBw z6Q-0Ey-|X_3;6kzf5@!+8TUxWIPQ_OCaiHC zxUTtKPy-KRHRW^W_BHztzmT5I8>ltQg>!{n;AF?XR{Yd9t&b1tE$-Etc=@Q_=0czy z9}Vii%`BL;os&>xJwZ5sAO6*F5#(79m3~@yto6ge zSA_p$Jxb`ApYZ_-V0|J-7Q6 z<0wV!;szw1l)<3Nv%D4reB@}36164o-=G#f&I)R&RINM6JqI_6et|VyAHvB3wf$YI z?bE=iDcN!%vX0na01m%d|M^0FLIGb6FBU^`Dy@paDbVa94%87tdv~+r=Pbv6gOk2} z8Sv(BnDa-=JFlE!bSsB>-!f19DX2}cU0jvfCpnyYyXG4_?CAoyZlY!9q5V3tEY(Zy$1tHi zQpiorww{If0=RDCU-xUv!}_y>MZ$B&4c5RLWWHJKw6q>Yy$_rMN1d9C{cLP>%59i7X3EhWGGjTdAwFDHQ|6#iFzHMgA!>d(J)8Ftbjf1T+o{ zlHKF*t0JCA=f#kjNQsBpQ2JsH$Xpm|15S44$hVg99FKZg^mEQ-Xp-3pyY~3^9t4!S zp4LND^M$8a&oug$4C&7M6(wprpYUIqfEgJz7?y~lLKS!%TPyW7VgAVb5fOAUqK6sUd4IO-?qj1ECMC?6UyUqLTQHgzu=T}WjzPC z^3QDNdnc4W>xfi=h1>U8AQ{GeM+yPyww?5$7&38flw}-LX zEq02m-z5GFPWjE3d-f_safLIi-&_@0&uWVNjU8vpoewRxlk0rN<8ZtECW7 zMEPyGWgTR8)H%Z~C~Cxu_$rxxoxrvJ1rDeNH%v_x{hZ&q#c9%Ib45S%d)CKkpx)j) zi#bY>7I*0*hrUSS%eL>5&;o|+@X z;!M&&&7$WywBC~QmEe?;^wUADX>M{{6Jk$6>tz*#JJ3PrzwcQ868f-{rBWZ|kj)@( zsXRL5bh$t;@u=?L5m!cDRDtYUzIju5&w+ z1G-xRz0t27s9l!+{orIjwIv0LS^AnpG)@FLxol{^7@8!8R$7MMGlt}Sljp_GT5uYb zxiTsbiJdv&9MHPbc4!iO3;{)y?cA?bKe>ZzdM1wY})qpsq5G zE2^fE(s@Ui*A)IPIE9uc*XA*G^mYiGA}DUcIiKxi{)gyiH|7au7O7q3wEaQh>-Y2(aVrz?oz{c)8iMNvJi|HPC^>v+ubJbmaoL}02CcU(^#a%3STt0}`nRm~ z4}g=!bn8<=W;F9`nX=}mDwFWmKhn=W8q{{o_>YRwe(~|zdeT5$2&h8-1+HL@k)ws% zm(&v~a-jKp`3Q5cg7%}5z^P$(TF=$KPI$4tLmT7MY<(dh$EntlVV&@tBSEbyC!nfD zEbC|JtAk2)m)vd=p4owOK2&(QN<2RE<@5+@{4pgF0&=Wml<}H`A6`}FmgVLS)Q+c% zq34Oy_#8YJB|76O@K4bi{q_G!?E)u@nbH)K!&+6u)6t;TG@Vg9jy)C26$C7&dTZi5 zvJof8PeWV}$;_5v-GZf9yOlJ8MmE1XuVIT!&?y%U7!|`tR{E7C#)+ zTOv5Ru(Dcd{XD*nGvm|b>TP;JPWJLI2etkOTupru&-Q|HNhe(RZsK}k|AZ0^jvVVf z78j&udIz>xOKO&{!F@NU^x6Vhb8w2F;0WuZ6ZQ74@Wff10rNifk@(gRt8x#OYZ=Oc zKu<&K!L*CHf_mN3-ww`Asf87PKE}Xt(U4=YngXuZoXWiBd?HDm1x}}k!EhckM*m&m zi!4t&g)g@FpWui%OJ!J3MD-=GgXva<6yYCRybriup1}HqkMP{f+<>Pf(x<>F z=fUqN=a|4USXB;QsY-@|FW#p+;owbrrux3RSB2-a;Fb-RNGI0gfHLJqR}K@ujRn^&tIPUbME@)}H7s}V zy;}8SnShn+d-!9(vaA7Pq$E05J%h45=LV+4W<>gO%^m7E&s+ zp&4T5od&G0`=3N_LqLvm<*Pk&Bu#3}Ey(^Ss4bW?!}q{Rf17;aX7u+r;ehhn(bS`%v>(_23 zp0d)Y1dAE+O=m0dbcgWNX*^3COYCF7Y0_m_uK}Gb`Z=4qXZzM+LvMpqmeQ>uxU0F2 zEbBkl|9iLK3P}yz=T3it)B3i-T4v%?xd8>=a*~J3L9s13IgahXcI4xis@9Sl@Qi-0 zbQ5VVc1%z9dpuJ#a{uHpaW0xQo+{CpB^nt=ISau=*7y*dzXseR z8aW$yz)fNW^@H%@7r7aAr5Trm=e@udRV}VivlU01^Yt(dzLsbM;M6~Dt+&lx&m8%- z9xi*E7%J$%XVLrmv4ckp@5%$9KmvVEcy3=lpPAo?1-ZiWQu)Mk!Y#}Xb(*Zo#% zSucWs7A^ZT)=4pxKQ=>Kc&0rYin@jkO|u3-3vlY_Tshgsxscv^wB}3%OTSHumi4p^T zjJ(_1c~lMRoBORtij9DP5Bk$lq7ZUV2DOh}(w0x#bK93$Z9f7|uG-7phi17Oa4mvQ74jg{*Rs8MT_V9{aqhSX&l(Fss4UXK+ybCxP%CVlbb*Jbn zAI~}-Q@C9boJPT1s{vC)zu+qx#^{~Z(&E=4&?}v_Muv4{UTpC}!ZW&Z1KP@ZeGFXB z>Ry})oWSYr57Ez*^%n_swICVjWb+&Qi^=v2e zNKiWr)Bh{=z3{}N%+0xac+jH;Q>2-<@=PC8ooh6NfE)znQnj4@sK>x5r5{--oefT1 z^Q84uzxTlPC>wlEYQAFCtlgPI&a;j#m%+*6wbqlys^CP1B6!iV)6N`bnd<>|>v z>5X|IZz?Bs3BogW^MbwEqg$bxfm3o@kLEKIrb>0z`Z%v^%t0GIMD&B!Gx?tY*Hbw2 z53XR=j>WwwAf*y5L%YDK_qJQT_anG&y^J@R@#^{;InZ2hFB6O2-v&TPy!u8<*j&^8{+s;!#lGB+_Ipz3E&i{{mI+cR~qnBQ0vLkr0xW#fO1OS zWkdPLHWC6oS^wco{3$7VMhxX!OU%k!*+HT;b=%w~UDk>lV7jI^xX$R$LGABR{l8M@ zTT6xPIedP#Oj=x_pH%q8UEyPJy(->(hDvBl>go(_tYrtbS?PAJnff=^G@UmET#x%D z?$zKe;`(aD8mXCagln2ZK-W8XVg%(BcL_UEe}Ypsr(5s4@ZHItV&C94ZSiu2Sa8zs zVLeN+k=9qQ?(tO0>V$GVXysa$$`kst&7yWaw6Rr^r&Qs2-FRfkVN`VnCp(3*Xq%Io z9MRAJgzfwk$+0a0M{HRt*LrcpItXalnQtvS-;1G)i4STEWA0@`7e)U&OTXe>-1wmN z=*5QMWdD7wf9I9U2t6U7{>q!-9vK6L=UOd(7@UTfeL8s00FT@X@+3->lT5i{ZO*=a z0VhxC#XK^$V+oIC(1S$jd-?87OJs)W18eH=<{NV@22fJ64ymB#h+# zdQ29(nNs(n_43|#!6`l4tQbB9rx@(-E#e1qTk_@cYe#(CmTSPF-(2Ng3~G|VT-^l$ z1+A{G2DTTLCeK3YC>uY~4*$&_lZLy7YAs+Fh1Mk6bPlFry!PC&Z2c|L

D% zAskR%#1Kv5_{2nQ1*ZmN9_0p@v6C5fm5Js ztw3LJ2JgoOaPKhAOwn7sB(#&E7-RTGcK@pIn&8yFMC*mzEri!U!ge@VJS#}-WOm>T z*AhX0a5STuD!RaeCL&lu6=;&QDPR?qV|C8a;T*zk*86+TgLBQ>MsTB2<(nVVt%JcS z7X?->{zv+HV$MQ|nipxkYVlpMn7EzSvpdA(R+M_V;Cz?fy(rN@v42`UcqDWCBTkox+2VE9 z^Hc8xCp-2xE{niviO-eGX8R@L4_LpNQs;siC5d1&RnR?Kj8Z*>zs>s0e)}jk8GE6d zu4C4X;o#h;2`Eu883CS-n5TMMJ(_D~&i{WZyYir>jxe6QK#)X{OOz-I(Sq!^VnWD) z9RaO)p)?gy4lCMvF;-0#ZEF={9mj*#K^^_nw&O86wli93OXs!r7zB@*YAbe}v0Am! z8L8F-JZim=?q)Y089JTrA9?wH-?jUF``+$*FWD9Nap|*x;XHghg2MNQlyAHwu26U6 zHT@yOd01URTTn%M{C?RgO7e;tcu2T_F?bYOh7I<+G)u=-4CjuI1UcRz3~9Dq%<)Ug zxq`<0rf^){XPC4g4i1TL^Y5=Dr*tCJxn)oFi*x_G8G}2Xq!Bmi3)$@rFZB}NCLg%e3s`f4;e3qp z$uTNX;)Z#`j%Kik9Q#3#zr;)2^RYP9P^LJI;r?3-w^b-CP=rE`RA|{L9>;~H3Vb5N zdCRI3MW3jWhO#SU*Fem-kf(`P))HbG}IBCt-Yv99AT*nZOua!5cK8?zlj- zSR-@q^=oM~MGWVC;%HExD3|#6L3kCzx&3WkQK8+2-ojGKTcQOm%f-cZwXD&L9Oq}) zfMWKIs|F8S`nS2JMw6J5BP%5iz;NF0%a^J3XUWBmIH?8*-Z)P>;qj~FmRfz44AA0` zJunb|zD`c*(lhN?(@aL8cQM4`{SZjiXOxY|FJODGghFz(t1LG+zra~GVpMs0?vw&o z*+`t(Oa|+0E*Dq(OR+j}Z8&tn+4spXT-;2e@$>`ctM(@OQL$&@iD;OP6FWf+TG|-w z7r1_#B%?13OjvxI95&iB(_WwR#*{RNGgFw#zC#Y_91a^Exke7^94-r*jMRjc_lTZR zR;;>9)U=a&YuH zFzh~Yk7$_-o2W;P0@Gp&=D(K9nw?+Z2*kjN6Pig9Ha;NXxJL(_@YM$-4!;dyVfG9K z1GdbBRLl;6uvpuFD#tKy8BYS3h5cJdSM>eOK0FV}CB|fLk!5uI;+$(F3VXH^f{l+z zrQ&d*yOr1#Yvz+CdALjxRwjTA7d|Fdqcsp)*V8m*X>FL(0Nv1Yle~c52#DwQ25yXi zxL{5%Rs*)sV<=p~%1%()UL(~tts4#nCY#xw%6oqgGEpNB3xIP}g|D7KZ7qFsD6((}$$?#zr$W;;|J_i(ia{Z-T1I zB$9CJ2M~&huRy4}d?mb}j2Bk6C)Znz+y?`DkQ3M%~o}x5LnsO=HxD&9J5yp8Tl&IQXj_x(U*- zZYnHO^P=dgFx-?vr(;bCe2wm15UzIaPRA8r(dNI>UYOg7o2OMjD297v%8nXc|u) z2De$zZZno}+9PR?8MkoSB8Lh~3Z7wfbdIERkdmggyr<{yde BCJq1q delta 142294 zcmb@veLz)J)<1qhNOG);rAehlb~7w1tSm@vK(BQuRMIS_w;?mba+E17D(g^ilhf%I zb;O*C8K$yvW^$yILh~xVVz1Jh(VIh#)xMQUuToZgKcBVFJsfX?`ZDHsi3&+`It)^k*PYdGUiMJ$1$_15Oe&5e5R8LMP$#ApGkX zs^dF`-YYmlr%%%G!(6z_g%LVqlCH{}J3_bub7%JohYZl<5NCB#Q6jBhP#xGd@gv%Q;yU$m;;o-+*{`r|bGo8MDe&=)~r6kolSN9q0IliWTPE2^~Yq_-q) zw#XXprCTnt+EO!8|LkFZ7Y#>9nRbelMb1|TpO&=PIj-MnNjoUf48skM3mg^LHe5So zhFgnQ!CQ$NE?(*47o}*tWtiqKa`A6my!LpFCp=^);weYDc!GbB<~IX@6Lo?_21Xy9 zAl*%nzzd+zVGve(LLNSQ{%-CU2n;|5d9I>qZq$6pA%DXG{0}DZ;dzKf{)xZ!Xrt7$ z!xfb2MttI0sMalU0w3z~SGst*%WtJ>Ie8&nunHGH2lY-xTUw&prh0Kd>J0l)31^#jy5o0x!CB`H@WDH}Do|a0ax%6bN+A zIr12@!{w`ZeFgM5H1MTM-zs$fz}m~p(jSRBLTc%=5>bgdC7$qD z#wEO)IQziFU&1Mgvrp82sF8%*GlCsv;xFO$#A)foU&1+vUzPw7CY*zKqGM%r!Z(Ot zLBRbJucs3;f<1KNFVSv^Cwgt8p zaF*Yl5lCD^A_5dUki_3IAAWcOMA+!V6Qekzn|=5|AAgGv9|T<69}nAn5l8qEwE6JC zKD^zBCk7ryclhulef-LYAJv1Kflgn<(LE7?E+0O`hX;=9sj{IyJk5t6K_`0#cgp6kOq zeE2jUu6+1(;)(k2^hKQGOVH)R$N2DoJ9DAs#`^FyAAYV6Pxs-!_2FiQFCxzuk?F(p zeR!4+AMeAnefR_)p5w#AK0Ht3rZm5az6isY;5;8*+hGNIof&4DpqBJ@k7IUvT1gx*M+17SQ*=ryD{0LHV0e)eY*00+K!rU3sS0|&f# zy3mi4=0Fz@2>l3Y4sh|#UjUr&5NQr<@eZNyCC%|H-X`?jq&beoTZF!iG{>)aqtG{+ z1UNv&8w9wXGzX@5tp{J7O_!BP?`U27%cj84tk0;IXCY~qs zIixwv#IuDqPba|fC7vn3Nu)Wh#M6ZyMw;VEJRtN@q>m-t`74CPBWd%5uL*G6h&KqsXQVk^#A}7#MS3{tN}=B)eIn^Hq2D0Q zVIf{3^h=~U9K?%+-bk9mKs-8((E+jZ9*rL zW@j015&FmdpxH^r8%+VeCcxe?-XQd6q}eIPYlYrLnw??1Qt0#RBP=t+mT(Mu7n8YvbzWmDEchTXTj zD1&q{==oy{t!{Nc*bA+FYO9-UE|c9V+HCs#lZOX9lr(Tm1ygTUOFs$(K94bZmR4;M z0BSN)H1Xg&TzC-RhtrLuflf(Qzlqa`BCQBZRbiJb)uKkbBo#xUhr6Vq$-yL%(F$ip z)-h&hhnD2>e&mua?;9?eqmyoONmu1nBq6B~B~+KfvkZG}s3ri=Z=kiIE*DBwcZ-0v zA(cQ(RpvrzNjhDsy2?e`6HKbmMYd@q77c}fcW=N2y4C}s>Ot2Q%=PSSy02f+oL)lD?D24_0L`G#u)YBny8>X9# zIb;FgA9HPBBrt{z81U5#UD~`2Qo2Q;l=v|~)J)0=xtW&vyk=75`|@;?O=&z>7@mW0 zQe@BkDTUUj>J&|srx!w*OySt8G7w5tiiJ>>Vj zPuMyGHjP&xmo?n_TgMF#ru{`^Y*J4ljEB3OH6xERCnHnzIEu|in&~(Vw0pov4Q%s( zqcza%0sS;k>;XS~zzX`edXO2~u?%)SBD{kUb}Y>W?or9xKX9%%W!UBa)DcTO5szq~ z#se%3RCqvz21-5PIt{qF1*<2~;8Q2_qk?$Yg~ej|x=?+Gvd>3u4Qs?qxH zaY?u1*+~-Rx|x+=$13PDQm!q+7t8U0RT{{0f#0U8Cp4lwTRh|nJ4p*G_0ry|Ig34@ z^nGXEsY6E>XgtHib2O0V0Visp%gf`4_ni%=9)4O9@c8d&j=#}k>^qvZ+VS^T+S@ZV z^*$&%+)Yl(X~WD$iHkME6?ODqG*IIK_iLcS1Mbj3sRzu_K(Pm0t^vaXF3`X-swI}p zB>)p=y)K%@l*gK>S=%)btmaf*{pLOARVe%EyDUg7%VXZ5fea7Wq5^&5n%iR&6?w7u~M^U zxxiiOakAZ_O=f6x{=1)l0QuXr8o@}6nZ|xGA@l^63eI51D%o4ZuOsKn&=t%42GQqH z-)O9besk~Fe2$dSi=!3U>NcTcq}5#g+zA=#@&AAiPP#@LY};Oui{ABMt?IG_V5+XS zrJOYhM187(3J=(!fsD?CkS#9Yajeonng=|gfg;`7g4G4Az54;ie@m;t)zE^~@*S-I zXsnIIU#VF%Rzmgbw3aP<@cef^qbOf}#e|UnOaeM>4I6zeVF7PEBO)`pdEXjYsQv{c=TnrQPn>{u51WEjV@grl&JhI}@yH$U2y;de!1%O#*5nvB&!;dB1oQybo%zr3b1T z>v4k3;6vgx&ns4Hpi7qrsywcN8js^a4JePJ@=a5Ow0p=r&El!F2dzh41~C2~wxeG& zcd)vSmirhL8@IKYjsKx{yNjf%Lv#+?G+;u{pWYB9di4BU1I=EV_cX9f1Hs5Jm?zE; z7@#Ww9zu{G0969)g4S_UgfK;GYbyqYzYtQU}VKl>6a zRXyXKsaXvVI9>xe9&nfjvOK^{(uiBH!RnC||HbPNKTK;{`pcg&sz3EF{Fv# z$=uN`!Tr@70)Nmz2{|4maD@gM$RP?}sDW&9+)9pf_M0N4k}O$7Mrf7*SuQ1z;YuaP zK?M40pbaCa8cpDPPQB5ikYhI$|5yVJK|OoF71& zb%BGC_rMkBNATFdw5smp^4vAtTv}H&aCTrl&q&qQ&oRO0_Q|?R4|^7vjxGMIySo`3 zdEoL*hV{*w!^oFED3SJF@ENvwQ<`QTOA-r@5E5ZRn6^4l83?S&WEyUJsxNNG!9vUB zn}WwygM`Ckk9U0s7Om>^FQ7yPmWJy{u5TEgCwsl|mmq1@sR{m3dkU=AuQIG%M%C`l zqKgY!TZ#^!9WbV~Zs<4+VQXtiPF_Hrh(`47tl+U>oV!&*q%n@4<%c&*me@-^cs+sc zj#;(P1YA8CtP}pbzN{SP^vgN!WZ^oHr*hotJ=n~dKX|%feXQ=pP_Q-iZ+li=l9Qj5 z6^FJWa$P1ei+`^?I*art3Hsr^8A*?rhl`m8h74;WMu+L>o8K$6KA{2M{gehA5;E+G zfzKDMFGVR;1enT%glX8UF|7UFMd@CN1~x;D?#|$b3H__OlFARKi39e8{?VdtYZ{^X zdknh|`u@ueJ1?WVqjpy9tWyutW_8x(UX=Xdr_O+L9!a6@&cAkNFq2z_ixh`++pncNbdhK5=`q=p_@5GEb zgHc1#i74b=!`i_Wdb;`>xSbLC!;(jR>P*VdIC^92-Kutp5hmt`1egh+4G$WM~P9 zLi_0ucm1rC5Te;4V3Z6z*67C}c)U+P4%B)~+UC=~h`HDoqkwi{DAOLF(kICppE4%- zX6J!1hbAAnjfFD5`?PnVZonqPH5p#Pwzg`W+=4wXWMRmdX`Ipjge>H3SnczFgHxB{ z%dgD8BLB)ws(Kf@lDxq5{N{5Izq(@xykZGkq4jb8B?Z>^`4<;h->z#10-HGJjU7Iq zWecYnpP+k_HAMcW&K+Z~K78jV%sR10i4iQe)%j{{IC zaJMmDvm4PSfv!6+$$3a(L`R9t1k;2AnTCSGA1O>?VV~$?^Jo4 zr+UdI`jh4KPIe@dB}5MC9ryDl#Pulh(Im@}|f3_tf{GV)SC<97UI7vvXxx&`+x;QBNr5+Xu1SYeSV#o09W@ttN)& z9QD9QKuufk*0bPc2D(<^m2sgG5({#_2u4nX0lp5VW2fDomWKx<{yI1S<45F;J12h~ zyrLD@pbH>()E?jiL-@cjB?G#;{T=GMx5coh8D9raYWX_&yA&||4h&xhi^Cx^4csZ8 z;oK%E_l7*PjU}qkB}!t6?E9qC_xG&9NFH{Ojk`84L$P!Rn}1dQ@AZTOs+5Pa?3<7W z^vs0ta_ISe@cuX9wa|4d@I(HRIwCM})NVxfH(hNp|Ip5>Uf$tpob_uOr+qyh8t*Eo z+ME>5y(VP77QYpuz4Y{yvV^DnABT#zdMcgrb)SSvBVCm^n5yG@6#D;GRXW$T z&q1YDE_NQ;F}AxKE%;>!La-SDJG1*xSMk;OAn}45F7(myzk--`s?&AO$N|mV8AXTV z&X{uFcTPC(%%i?p!y1AI+L&lyo@zIdr7m)N7riBRo-okE2}0~2#7nN8I|M>rT~Q|=UMh;ECouKv~H z9C1(*iZORc2p@%^497h0gzOoxuD@sp%$=?gNnY_TUX9`nJg(Pd>A1JFCbwx4^i*#bVg6QB>Cz# zCpxJpvm55}>Cowtt_~kP=lnb=bHI8RHMC}p&pD?~9)DEfGwe#v!+3KZ#vAmOf%OKR zEcCi_@8sO%k}1xX$rmI?zjg*p2_1c68+`gf=@C#aPdV4b?vbnyXoYO`yi1}5@HBRrOS;wcCm~To zOi`rnB?+6m1-xOECS4<6;gW7aC%I&fF88@YhC|L%MZrl6an@Pru1N~457oX#t(4ZH zV8hRuYPSoyn!GKfr^(g?srtX~Bwuvf`6VlR>2i@vy1I;a$((`>A7@(c7aaVdR_Y`d z&(h@4E1gXjoj>&1<*b{@sGG?p<)!PhSugj$3S+hg+9o?EP7NhrwAYz5b@)N?S5PnC zJv`w2q(LcZ>XlcVho)Ye{N2;e4^wBDe?%O+pyyC`3}?9E^$5KIhqEoOGq7GZ?)qX| zD#~GTbcpJsN(;-KHEB>`reUYJ3zX_mGuTG8sQ#}(I2f}qt5U(2y1T1eg4GvfK!k~N zVIH8b;Vy&`U8PUeaUd<%!vxdv4Xaw>wrc)>dJ!cB9}kt&F%7cX?JGjr0A6u{KkeIZ zJr>#wYWADLuqf09!rFk&=gi=Wjm8>I8ZkC>2d(=;+Za_HdJBQE#K>(6E?h_VjE==x z0Xh$TQ5T?t@!)GmsB+#!*H;+IM#g6%<4#~K1s;ELAEN^;s~yt61)cN;)ak+l^0pR* z0-Rs0k^Du4>QD+1o%fflghbwtZ_|0FGah-TA(TBbT2#)|VMAul`pA(vn7R|2HoRt_ z;Z_aK1{j9IXHJZ~7`%TpuD6A4vpUpDU)!eKmjxZEjnF_{6q8py(*_E5;(Rr+dtum* zg&IKXPUA1^Epk5$M&|aH5u4fAs}9$4kdnE}gtpi@_tHXhiI*@F3F%9>&t!Q9c z`}OF@0tMDq^&+qWYqR!X*@B}53h0-UFlwb0w5EhgG4q~em18r38J@2N_tjdB@KI*4 z`UTVzoY#$93#u7K@22ne#l9gX;(&NdBIGO9g5043#Rm;>pNGHxS`h z)ui>|2GV<9XQ6JfKEWj$-aB~jA5?UodIKRq?V z!TF7!b7GnpgIMs`O6VraihsIJtIydEg%83zxSZarE}|%e1qe~3HdGWBrV3%9y$ans z4vtuF;!cAgS~UCu9i;R~NWx);9a0OEphH3*C_Kw(!bG2>KKr|yG`9z))z1d$m33l3 zO2C>B5kDgv)7Nb+X0}=+(=GyeVA_X(N!rVLcu~AL%$`+-0TSEG%3hSxhR4Vo!AKI^ zSoc(jMj3STM2k)bA=mBM%o{)?nl}5g0BJOF!NI&tn5DT>NI>nUmD$g6kUDoGH;qrZ zWn%#*0i(WWcC*+&h&Dq@0h2Wotib{3N&qulg0R4}afb~VP)-9j`}tgf2>$il0DDZX z!Z9v!r>&sR9ZG$=iTRF8XTIO_qMUa_F1l83$YGCS{|4l4^;Iu`7vw7>?V)=Rh*eA| zR))N3HN)!3hsqY?Y$l=GGWR(fc%}Qy3xB-9M}y_znPHI|mLODFG!jNeZC&(~0NGj7 zn$m$L^WfUrW>{G8FekY}$Qy)7?X&~f`B#3hfq}gG8T4&XF;of2sM;S4F3hJlRP9d+ zMvmnZ#=?x?bAcK+Ben`=h$J-#N4+@ejjbsesETTRRS^DPiLV=SC}K|R-EbKoL(N2O zdQ9*QDrH3VnzKUUbX_XDrMtVTYhgJ6>6xkXON=qA#7oQ1mGP>=sM?B6g#qVv8J5fIdX-Ann#{-1 zqN_z7s{8ZBi3~5+8PcoOj#qJ=W((K+hP?;_t~2PW%)`^{{-KG{aHu=D0u!U)io#I3 zQ*hNuL;ukaTaZ;*)`eAfaPOm>j)mC9MY2 zCLAevL~7k0bd!J@5Ji8YztEp_zqM~Y&HgL*LthgErLI^fp4-L%Y!m{gH9fD@7e$Bu z9r0c>fI~9_eXDZlof4I}RoUa~i8htcjqOm4SjTEXKCBazi_KmuI)#cNhSoGp+1?vR zDADIuJ_#J1QU$^)%psF(e2l?fWU%_3Iw={dK3M4WY3*fRQ-$@!EiXE_1Uao)**wg{hVWO z`|F<>8+N4_N$<(L+$p^JSW}fBfn`QCWfNKtW_(wrc72wGaKHg&S@Sp*_g$e@%Uq<# z0*hUw9Xe|ZRJ+JF54lm0a;!{jEEm;(%)_v`ff_RmTeewn&8STvuIulS{a7qx)B<_> zAGfS=8ui9nR0Isw(g&HM*>G?RxLt2!N+6KsJ~O@;7h}~&nDaA%tUkXr>A;}6+~j1F z`_?z$AOR!6ob_x^gZ{t(Y?R18IWdG9)}j=7M$XO58GoV$_@se+%iMJN9+UMi_LYao zf;bp?3YC?DUFB`g7c-7BcY25VV^Ji1PQMGO<=Y+7B_?L_GNqgpozKavo=Sa&6kN0A zLSka8H&{I|HE|xW<^?X_=gq`fKy;C;He|mS>xHzIvu3kf3Y(bTVAY<+ezznzpac`6 zFdmNJ%4tAA&HfMtv$>N2*G^n0;{4+(T#@1|E)7}4F9LxBZB9FJ-w6Ua5u}nlv^dXI z^8UUQ1rFQ5fsuiYq%UACbA2Xkrw)S{o|EEac`SNL?4n^_U0F06RuALZGSI#cIYhym zt6H;pexcev(3<%#a?9i=9sLGX&QO1#8IwRJw%oanj4#F=FL#az+DwYi>jfmmi+a-( z8aWu4Jv}XYLANz2jZ4PJZ-5x~bWso`-rGHuvw7AzmYn4%88Vk6|LOgO|NYJb`SEoQ z9!tbGBBqyyHwjP)y97kzydD}8z_g@E)|c^J+T=pVw}8;2nWmTdXy_wz{74vJKGnme zgM3yw=bI5TA8-Mx1#1Z0SP%=cQFwF9aESL4f{`Qrd>Qe6AURCtqZ5ZwU&pl|CcjMZZn0n%< zJ@Fsl8W>;v>kum?6puoh^!2ES!2hiDQLw*T=Vrn(?_j+AAC-P^4v) z`3XA@6t0PwS$KAi`=yDYgONQ*jb2K#WyE)aoE0>W4Wk`L-PtI6mQP{w&vT@N#5qM8 z^#+GO8V7UG67?$dGcqVtxm0oXR7I1lVPow{X?ui`_ zR=dhzio#Ck!s|wwWzq$qoc8qo(u4Gm^TP71TGkBj0I@mtj~~xHb1AnyQEmoJ?;rpE zCt%+Fs^0v`j5~n;R9p@8^HY!s`4Dv&#G|neOhTpubGiLlJs8*4QEcx0@uK^exbGD2 z!>jBtmYxF{=-SX_Tidw`NmE1WXdw3CW$44p(1&wST3><>)wzo5%$2Fw*ihJ-iH$$h zT20_Yt}*8ph6aYQHJKj9zQ;h&-2Fgbj;A?b#3srV=h)Jr$;a<<&Mh4}poS8Ezk|8y za}?ek$az+D!zPOQb|qAO0wnh%Fzaa16_TdjM+9a0#_!@y)4rt9FWWH{b zH-i5i7*56YAby1qttt%e_34}ostfSAE)DGPPQ%)w*1&t>A9JdJJ@>88>+n8$H|U#J z>+oN07-S8`ye~lY|s*9iQhU;AXF3o4gSGWn%-3*7j3_IKeZ-b8Sc9|Y@BcC9+ z&n5oshBaV{Z%pWcFh0PQ`6=1E@xify7w{5?1_jQ~bB`PJC6AY)O-1lrT;kyuX4MVP zJ7>&uvUcbgekBz#WeC(J4e=RJB_W(geL3$4qvRy_Qj^?cQa_+BA(b3ptR>^kk~Y?W z91tVWHH7fx3_>zbAHUcsEDI<1f6jTRY+UlIFFUW79iF_b&iSP5!sHv8oHPD7&K&tN zn30B(t2SrqbbX}}#Fh{gLElUMiOfXNZ&n?U*&Drdd}zf7}(LWHEHDq)I5n995L5 zJV658cA%i&F`3^!MlU&%`@~*y1Uh}C&c8>a0Xm&qddck2Ug-qd|Ey%!lkB~R4#@vS z4fGVOSp!*KN&hCmXy14077G$7LXFwk9J~|j$q#pOGmO{w8WE=^Kj2_{CHdX^ox1Wr zndjb5^E9=wo};l2GMo%(RQJT(efoxAUT{(C>b$I84Qkl~l8Wp|6`-BJixNusp+LI` z`5V+%wbIi^TR6A{=PqyC?<}8xX0jc1{xg5v;Qntz8os>6GJ0+4(pu;2n=efM>^`UZ z=5d2>cuQF1t9>5Ja}PM}H=lg4MV;)_8{cvI-*SBNxci(@x7=$cp-prBdn9K7xFJYQ z|L_|wEn{*YUcBaMZ3DM7!gH(bFO5L62>DAhUy>zCEIi{6;5kcOL?*v$@<>*%R}L28uo4 z?fab7x7H>fztFkxwm%QL=_&Y0tOGS+*QJxEHIO~U`Q^6R$se~mvu_`se8*Df!P|$L zS1m=Hu2*$;UmkStRqsVGHl`twYGf?NqTemo;d(dR>4sC?@P0RZ%MHi;OY`TuVS>N= zX{O)%z<&d`uCW?)5B$gfLz8)oEmCI)=^e9&NMim~ zstuoduO{6C|L-kL8annTaSEi?nO0?JntBs>LPUs}au#SuOir*wjdIH#P1- zk+7%1+DzP(+tf1=HE=qPlFY-^KYS*Xowq7vvLLuonHC)Jq?{=s8rzBlt-Zk!PlsCY z7#yMZ>4GENjj=^QQug(@anb^mhdG=lq9SO0Y#eZ> zD-=S_neuV~w}v`24{LF^e#}sd9+$ohvsajVPACJnDbtPU?VPtl8nS{It2Bddk_8O2 zT2#oZXlSi?B=~4gG;oJYv;fDy_b+VJWVDzA~ zpQ5#!I@kx}Yj8}u>M7^?1%J&Npkq393}4=&epxEadNv;-ua=f6znKBGt`EzWn*Xlg#EJ! zTFg0QM{iEOMD7R;^n8yxLx2d&#DTGIqA8cOaa{Zbs#8z(dZpy+>YPnz9U%DI@-`{7 zGuAwMP@U$=V=-{coLqNTI&;iv$){908_W~4xF-yKBztd&3W`6*dcMm2%iT_T<#~gi zLj^$$3kj=Bo>iuELuEMm!$Hn7m4_d0kO4CsGDzvpzT0`H@`S_FHLko;ci-g%@5&ms zYSklJ;Kd8UUN=Yxlg*&g*zJ6 z&^w*i?lPHC)Zo!uP${ixO>c?z71lq2Clg<3Fv|;svDd~?p~Gr+Fw={ zRXvcDJnqlVN7c)d@2_`iBm0vde9Vd7<6QaEqmnGJPm<;Rh-3v=RiTtU-Yf<}?KOKU#2^ z*?HysoeOvx8XD;Niu~Cc==qBLZ~*Abq9w3B!n$IFh0cEKl0h$2P|c=BT`AO7H7{{y z-Fs@u60UY#`+AM{8nWZdZe$nhOx1w<)p}HXz5o$AS+8-}+KiMOhhuqAT>V(?e0%Rb z$v2j-Twwn`DS5z6&WHEimt1w@${V7oNy!WT=-hb!-;-Z2bA~=};+SonlBs+N->b@% zHwn1Jv%=#9qD^H4u()I<^U56afpbdEDC7KCPmaU6O{Gvx=E#-!f|PudMlU*_{-X$J z)B@Tl;D>pH67?g{CxrZN_uY-ok+tFE2j)4yuN^ly{duuk7lnAbUVfvqvi8E{FXuk= z;JCr_o)Zq$i(}0nor@nlz27}h0V7cA+|^F)gU2P0nd_{4@IkZdVLd1A;E0Tt!%CXD zN7UFxDN+$nppdLc0xnP4AB5lUf>#pqYd=SlB}yowa}VIb3u(yYcfqqY(CpP||2W})+8 z-I3sn`!#VXB)vl&T8eRaBInDy$$|d)b;PULcZWk=yb9F+fu1hDv())z@%711 z-XLB4{CjkM_deu2`0zl}z0irN_%}xM#!TGkEKX&yF2E#a-eHCnt3mheo19PFhKad7 z9vhs|JREKWN7Q8_Fsz7t$155UDq4}LzPyfNB1Md~qs0=upl^#-wJ?j^AIi@uFtM!| zd9nPc<^cY%hZn5=8#dHBtMakYZfkaN)(zLQJQ{Gnk!DMl(6ZjuARQ|m!>Zy{Q)H~Q zd$fU+Rn^Dlm2jBLB<&072!aFZ za$qJa+JPw8jH(q{O*Cw9L_G}|ww9Mju$1rCKoyjd%Izv2Y(!U51R64pp)ST&4!7Uz zDxL(|qIzo;&pr8PMRrRLRT-&Rd{}kmoO@W27HXvRZ?z(vu>@EAXhkX*+YG7v3tF)S zq_645S$}ZhzaPXioKWq)3lGs)jh0l2KqYZ?ig!p5LLbh`iI!!k_pXIP3ABiBbF(5# zBxkB&MHb03Gqobi-ky<>XS}7X3^6T0vo9htt2_iaH!q&H3LwrW2CFFX-LCPsBPG4a$Qur%U9yIW0JW?a?CB7cp2U=jO4N$U3R4U2 zIiOlD?^T;+^sHj?;2k33Sxo{>JTO^ElJ(*_?m(UZc`%?-PNbXfh1iQ00c44%;!X|l zfJp27ssQ5jFtaq5uqEGZrPbMD5JuTr5Z2csbUS2QS~{v@3$uhgJid%t=(Hji!+>}% zfV6tl(^tU}O|)=uKodJ5q?ayROg4qtN1IBhkG6m+j06JRO~Rs)?k09n-O^jZ<>Z-y zx|^g!8ri_y^jnO)x#7NoODbrT`mwVmsJSY{v!cBnI1W<1n4A`Dx9s6hccnA#oCw4(+GEUiFM3~OSo zwrHZOp7yTi1rv&xsh=ZD$2vjZdu%ikQc7$BWg%a($FNBB% z;B8?np+UJrSM(=7M@%+sl!-*03;>d+6%8C0<{qG_mtabNJqJpO48d| zVJIe*3>Tvntgp!$E*N)WPP2}j7Egtrcu{LU+|2NS* zrVp!1sfe-7n0p8Kuh5dCIq;MLw^3UrE!DIH6eb#i(Re6wgFp)eVr62C zSSC;169sD7lv6{iN<}$#QD7t%6Ip|8^ZzB)ZluVXP$nU}fBw51Eg~!}^ z#Q{uvwByqlId4+Ws?01wV1`K-~3>TqQuk#l84O*%m zblw=7rzY8NrA)vE%DT za7Am!UOBFtz7i2VT2_M5w+(|&S1Pn zj&A*^%&o;xQYw?Oy~UftzE z6?GXdMYUFS>8fMhl`@+#FO(q&Ru9p2C!8J25n)$Jd{s*p*5!C~<~%xTz)L(sM>S#T zM3MG#=UKhRvJqIK#!{{-Xd3Q(<>y)4_0H45wGM$Sv zcv>a`d9?!%W{1t!_kE9}T6%VB*hM%7E5b3@7HP9}3SzL=j%1h(;@Pm9DAKTGEo<0y z%%>0=3;+x5x(ozXtPxgRU&6+h*y*S@nX_Hj1#Z2sfk_}0#uTBQVyz}l#@zX#CF_qu zOV+4itG)wK>e`#A2}Rp7qm*qmxpgcvH7G_2d_9RRv&^t9>8y&p;1Q8F6LE%BmV<^s zOTz7P5a8@A6W5kyV8@#(%rCvS|yjb}{l`r+S<6nsog!*FsA z9wFwq@^g99S% zh#yl`0kr%m^r3u!1GfQHmtq~}p6+2Dxl?b9;OTA1Y06-U?Uj|}w_lKC7OomHvl*SJ zX6_!rHMe4yuMCfn$#P;IiWB4}EO<=YO?W13M0z7OQ37VUEyiT$s!zK$9&ZixuU7N|P2ey?Ppw*W(eZ0=473AfJM6? zNIm~1ELs6qo@MIysn9{+oF~HA`qaMHIg{S2rW9e%`J->a=-m#LeN(>J^-A93=kL(O1P}y&Pw*y}xZ4do7nnNs0~h$p4Trd?|LoH9TzZ2W{?QFT zaKrs>c)c4=chf!VhH>DD%kS=eLF*k}5pl*f95JxwFwDoAuGqtl=4pOLOZGU|H4Hsu z0frq^1H2(p{-yI^!|3F#H#^%J&NA=6+5Hydx;#c>!V33PU5oMDOoac|@MB#iK3XG7 z5`xgCx>)2$EfCcz3CO~KYxuFQ1{t(Nbu$T$#h*=H-gMUUL=5RcQuz|nD-$D^FDm4jl62d9TbdU z5TJHVlOj@>+9A)TF7HbqI7=Xd9eIon9<9sLS&Wn**6|J3RWX7H*aoZ!qturbQj!Y# zD@F^jAv-)%r9Sj1-A>a^YMaZER z=qy{9)~?G0H?m|RWGNxClt_$+K+&5vf>kY@%F@k2%S7pNBrCINtj;n|XIb%+_Fn!-BAGO&eB zD@N3c5L8dyLQ~dNQk*S2cPJP6kV!p5WWw!lcpZ7L!r*j9ZNEsqO&GR*)JLFYa3pBo zMNhuwFSvG$?+6Fh?f0%7uebrDx4bKKx_Lc#DrbwxA~cwZ_(6sH?-+vDUqsk`vTk;gXK$0F||sE9;HBdc(5j&c^v7zNwg4o*iB5Sb9!YC^JrDOk(V7Q0sg0b zv8VT#EPEv=oaWrW=V-cTM7w;fvJ*4KNC0+W-pDQ!*>!@|y~AF|C^P|M31n(HEdcCav6!g_ zV_<-@(NHj1Z#x;$C3)~2*P?PFQw$Boa{vDr&Qxh`kv+=|hN|>;*K$q&#d0I+wc(n? za2qd>0{6Uf`t?cF`vAjL(s1YR62r;!qoy`gmuIL)n9h5vHFg{<5hQOnPZ%(kEiPA< ztv-vJ5q|kuKS6V^xrlU#%{19W7$0ITl!m(fnUP^^K-WbBTt+Rv-Y*8q}Z3@ zt0A}GTMtbsa=y&0Fws2|ffZ?k+l1|C4zsuGdDFp)ZWC;I2)&I}m(C_(HFW^PB%Lu< zeXRu1Cy7P6zGIr7_*oY~1}0au2+`T%6WjwOh-OI8Gz0-$JQKmh+%JQX|D43yXU_)L zYd~g&_EPqG*js~mJ2FI`8{|1to~!W;|Iwb?n1@NSIUt@PHQth%hTV+eEdo z9EoFsZd`_dY$+OcK*|i}#yepx)aPoDcy1GYngp8M1F45@)Hf*(JD%^xK}Y%oJFe)o z^nxh90$z~&R(^D1chK2rc`2NuU*2wR`wNZtBDe?wRIgtLO_Lz3_@un)e&y9sMSikKC=Vq-pD2bd!LbneFa z?}jZ^)$vO>SC!)hhv_LB@DjU}P3G5R+6)u6vry9K)a$mi%>(Xp8<%Io+cnVaaa^x~ zWghT50&cb2O~r5pObuk4|jm@3Le zD{78QQw*2*4BL?~<&M~9$FAVRf7!~z)SN4WVlKc8EWpfp>0!I5f1z!l$+ci7iqjK( z(X7ylRv^gF-58AAp2ZFcH)YXFLUh=w(*~X^pIFcUTe3yG}c3llVA+ijW1mESi zzu^sC0RK8aG4@9^#s(jYs?wgT8-2qA?zxBKiUK+SgQo36`!mD4WGP^ffZc<7^Zy< zb4&nsv;m)(qyx3m+-UxF?^y* z8W4<$mBZMAuGmt9}NY!=oJ5L+6Dwp*@gfX z=s=*h=R=A(B}tdHyQv)nyih)w3bzyFle%^{HOl8Q`DA8T)BRvFs1>3{J}c#uN?;dQ zK1=1Z1fS|%d~X8Q>0*EEckQduM(jz8>?X{{`O4L%W%NQERLhzyY+u`eGh4J>d(sl! ziP&;PZP-_u%Wx^ZiKDy~<&46f^qAGe83qphDj>{~35MOo8n-7sNoHz=Ev|Z2F(!2L zYdPV8h43ajnYHNYiq+HrDOk#|C^*Yw>5zB{0{8`uU`3z)0TXr1Lui=X$Xe(ej2u6V zQ;}vo!>WP3V2j9H1G}Zfa6$;NiDr!6Bn2~%a2{#{D@Aat_8A!36LX6uLRX4+GL+2WSDVlI8lCqKAo>*~rA{0G=!h%BQEU~5dL&tv*M z%v&ZgLhb~K+Ui+6#KyDhOZfZTX!@5dKUVu%MhOB$M`(V8bu=Iv0dCRoHqE>^yi)O^ z4`5YA*>FJM0>HxQ=t8=i_z97eg<^GJY)6uSM5W0mpH&!j%T~JAMChGiAFK6?wP^*S ztkxd&inMx5Ipd_7wOT!#TXQ#X-bYZc1J`hvSbco8O!kGaBQlq@mbOtftG=B9ZfuE$ zW~>3E6?qGvNKBdR^dzWTf&h&QQD{{7lxsdMcu-Gi{pIIKJoT?;jo@6Kf~ChV0-)7}5Jcv~5Uu`Ma)8Wxb&8(3?yUku(jh`_!~`hIy%7_;Pg3j2brWOMN#h75=G$e2 z1{1;}+hj`Iej}CwEOD`I*lf&6_xbKQFFaQgkP-Y1d zzB!YQ%RcnAYEtDZMqsx>T7?~4~(BF zzV2&((=<>+yNUaa*Fc2;(*8yX;{fZhQH0c>N~Y6b_qk8NL9mQT+tjg}MKkzZX6)T+xWxNgHF=0j(F-tl)IwtoI=f z?#KrHl2)fitHU`y-noeEpwhHZ^%|jGq(Q^1 z0?VX|J!dys(=4^fr>Sr!mdj0AbhBK5+4+_zN=VJnigs{8Gp4>BL9n`7D|&ecRLYYA z-qeZh$#nLhEZi|?v;KPw$W$<($bfpsCk%+$Wx|AO**skn3ZJK#&Y)Rg4W+(+R}_;> z?v>V5&qWm!|Q2}kyJZJ_tK7upq+^LFBV*o+hf7@ zpG@$3n&}LhJCdQ7a7=F< z^(Kp!mTQU^{<;YV`ZSfiJw>(XX5I@@SG^&M%CD&HVuQ5n4XtRNDC#=lG+MB-mj&xU zn%(NpXChIL6Eamo#(y#4SY(rMLdnZhOlQzsM8$4?M-(HZ`f0_uDFq91-^#V18Ju^6 zYr^IHtvJ_&d1AYWAT;6rGkWPr0nkyz{cleA7Mg!TQDOEJ)smY_dA&d#gTq{OIK@lzjyk9iseFe`6r5!i)GGRSQbyaWe0`iDGU~h<2=-aY>H_%d`ark)H5$B=4zZrl&NM;s0jBMF~xzsO0S_ zszo=KP|=;+MNvX(hE}wQoA+bt4Fu(P=n*6uY3XG>{GcG(pBmO%HKu@Sk{+5Jt9!xP zL=U(bttnBb!s98Vg;x}-q_;&I(yES)58HrR8=ffWUr2&RY`Z4AzooT3c5Bdf6NGlV zXH+k{=_3g(?pNzJOU?8tDA{@nx)gz>v>6F+PS{wg_;OTssQFuNNgCwIZf z*xh(jRAeRwT|_X*jqnIQ7+HxkD)nU{Coy|lTIZ}kEb!j*#{Mx|J?#SsN-zRzO z0-65njsN#1%l3p2`uxyrp8{*+0I_UR;z08x@38S{uxqxdh~?YAdYuaXjEV2MNW(D?=j>(dh@*8h4V2ImBmJ|$&us{r|0mNiC>hLWwWL zng=LR!~?$5MTtl@o-v~?VSu~k2w?R(hM2cXBx)BFzB!SJKwYj??J@FYY*C3{qLul7 z0gzVN#DX;f1?wxRRnr}pHxT>tM` zS8WoO2=kPE4JntquhDmbY@Ufhu}0GSzV$ROTMSYFbng-1l|z7`1Xe-#_Q%|%tPQTK zSa5`O+>p}SR;J!rrgZ?kjcr~^%ubP7o6V$3hxvlpz$c;u{2M^f(Lihx=bvMu)4|siEnjeAyA#u_0l>0H_Rp0 z$;H!S>nYy%i^z|jDnOcN%zHJ^MV+LdxK#se*%~O-fbuvl1;GACmSmFVJhCLb3WLw$ za-lmgkgd@_3>xFJz9WJk2bCYBR_VBLXGg{9@J&g?^A|-n{h* zN#MQ6+sD-gay45pe}AEWsOpC#yp0$9?Z4+OU5GuqH~(mlB-bu@lW?8ESG)Vfj_NJe z+9p2*a0*cD-mw&`X{D1p~`$DS|IWty3aq}Yh+c#{K6P#IHfPx@{g1st`rjyN11F{!26<44N4yRgb>h7F%8BN+lKjA*G)F&$ zeVjj?N14C=i{^JQj>g{%g_`jXr*Zg(_fw?Ag7`69zNS?haNbqmhKU|V!>N)Q#?*rq zZRSef6?|YP)_=Od^fX=IE%>H|F7Wlbz~V=%!koUa{o-rn;+J}QlPmpW@cx-t02)=| zm}&IX$b}HSekvrWIFjNJo=X>a-~_x(*2E9=ro}IT#(0;lU$KN<=Ob}^ro>}vSBf?E zavCwdm|F(NR#H&a1iZ5s-Vu2jyd+rC6(?zDh`j28!m%9$^EJAy3u&F88F>>B-%w@! z8?R~wQ~7Mqe)`S4&-xfL;!lF|N^oIX^pD-vO=4gm<4bFUC#eIEOp=!HC(kbOmju@Ybyjw>03uYEJH zwij6Vxjq^4V5(Z-sBe&`; z+r}tQ1#zek*HW7%Fu9DVlH7N@U1zG(;B`^9oTpfLV=9hk*moTvW3N?FY~V#wi5u;W z$N|5*n5J*DQ`4|jnq8P-mE^eh*_l?2!~QCYSMsG(cKcwn4wrmEv5QczkB8S)1K{;N zn7a+^MwBmbbvJAA4%cWIIr|<@85;GzJ}?!%i!iJxSx&ubbx zhBn>I52$BM402CCOg9aH@2y)rJ)8@iQ<}w3NJ=sDXUE~<^&xSZIZU*PeU4tNtOq-~ zLm4SiDbh{hQl)g2(#$*?u7g`X!3z|S>FBD>%pXDrT>;)JMDzwfk9Q*z+mJkY~roK zP!L#mwzq^l%S-dYxy)a$XVOt}JYyEI&s+#Uq`R|^$TR> zVE8W=$OiHPS%??NHlhQj2wWiB?7Ki_{!25iU>X%p*F1 z<41iap0U@TO~`63u(r6X5bT)bN!0Qp3F=D_sMC(2h{1F5F!a$jmAd0t>uSOFu%|sI_mEMkB)!e0&g$N4!|D&+loCSgG#iZqcodGb#1(SoCtU0L<#u&FxipA_A>~=2p9& zmE@A(d+d+IM6Fc`X5JZ8 z11?35xKF{{mtqOj!=?MB=9Uz2{qqWc45z?6wc#1qahFT_GWZh;QHcXp^xG~oY8ib| z3u_|U%v)aS+slMITXUC?J0INY3+jh&!@PHagixXl3c>hH9KZU)Uqdg|XndX<4*DNl zCKHcyqjMk{UoDQWcIofk@F;AkG3x|A+NF!#@O3wQ4`IB6TLNIta1%GUVX4d1;f6mW z#3@s2d>|N@YnIDcG)W7%(hWa#6CCE!m$~5+Zbr|$;l)y8^+!6Yd75QhAESE0SR0$fz|?HVF;5YI7RiyQ4>Z zGkske;^S{1epc-|Yq<#K*FzVReyWGgB)zzYHnO8tTl)eYW!qRD7 z33R+XzV{So`|i+hey7XI3U_wyJ|gKfXVAyv`aN>8Y*HU`<7LhjAJ6J{l1nCE=DhOp z^+$hl678|~|Izj?a8VWS|M<>96tAoo4Dq%q>XMi64&GV>bx~Bjqh@ZJiefKr#-?lWk@>)kaXG`!O>I2w-|_>;O-~1tU2lW7;VJ;Ij8i8wW|@^dY5!$+csUeU9I|e z>&bgRjXIFy_;X-bh7rq0E9u@FAAG{TG5w+?r|z}-nzeaOn`F%vhgi{=Wy#6D)>pgJET{0=%i3cEF*)n6H|g|aQ|c>Jk(mzqJ%AnA%a~F9 zGe5;^fY44x^^zl}r)8JBs^r9TJh#k6)`dO5*qL2!v0^0EjX(w`2)B@I_3 zlb(i9r?2;=;e%+0Oqg|`)nxi}!l z(HZ*-vqK`V_;3X)26p!XoEtsYY^QTYOr5JsGq?RUzv93Kx=3!)Lz?Lxb~DM2M}kfGoKwZC+a%BI6#B05Y$}(v05dn73m#mzOK{xvb!J0XChV9#7`L)l$Q(oE^2`)D+(%1ntHr+Yxx-C(;&vp z+se(h7MsLP(b^)kP$<%kK)E7snR0TyotxaHoa(4E!99iQ%(>)kHd*T7GihyXZxQ-Z zT8L`^`EW0dG`;8_5ne^%nSWDw;XJ(+1>6fAvJ*|EK0^MMwNU5>>gfl96>C_yOH>n_ zzJNvnpP~ALzmi25icZ1!7K`RH@x8IsBc<>9j6?m)&wI9}K?*p~Jkf5t#+SGI2gK;x zQbYn8<<74E!i|)l3*%6SQ(p9LeG;{jas1uf&x^9jd*=DP=TbfCGY&l+?m_trAly)@t&Kf>6f z+UYvPe6lvb4qu@$TU$?UqFIon4;6weh}3_>0)Xte3yhBY@*n&kjrGvJug$v!uqc<^ zyLotyLa0Wmf}Q9La~wcv<&N2Kv-8661V+<2q(DT zqhr17?)PZ(V|+9ovt^-8<-NK_Z8W#E2U&W>9o97GfY+jZUkj$_&L0nCwc9kPB_$%} z8>J2sDcoCD8cE@@D|}5Lo1q2PDp&TaHF;`P7Mt{K4N+d~a7kaT=1U@B3-y(9)K!$~_>@qBD)f?fvZ52|*(De`&AWikF zCKwA-&6BMYrm9sU(uJuCbZM&ZG^2QeHbax9TE_&PFjbTifXsXJyhssuUR( zrrIdO!c=dZ7p6*OXsWM&6{ZSkgi_b*v8aHb?%d&>>azwK z|HU(~KKq%Or{F-+_~;8yU9!7->0|!6!xx6J#sTvX7#qTRX@k!4-y5;+{EHCwKupdp zA1&(3K+NuLN3*!bm~5!|@cv@#Nu#R@eJ15)knGDAkuyXun7f`rs+tJU#A!dxo5k!& z??WsP^%oQA{h?Iu5PpakZYukm^rnLyNf3;E~Ycf9%;DxGW9B=&vvuqQ%)3$**-2PS!Y+X}?; zNRIZjV}cgNKh+n3#+}*#8x-{bR=U7+@si~R&jO0kn=ZFYS1@GxlHbK3`R zo!fxS6HnadH=IFlBplLbDrx+MStSZIkTo>+7pCt$s2`K;CG|zL!`D(Xa%A%Lzl_iY z3X!Mi1Fj;tZ;2u20evzFpWE7I+IJWqkS0@QgBw~v!Kr9GNxvFN{&R5?FKEQ9+NY<5 z$7;3y<}Jfm+phINt{far8%TxSjcG~~OFB`0v;YIERb*q@ba3915HQ zpg(;YO3~qOq5<~IWHVT-5+wp-L8Cu^4eFnV#TC(@{b|)>OuB|LC3D5jia6A+Q`74} zLA0~Pin|9XPc12rl~!&AjXg8)`mQ=L)c4^(K@2x=P$9T&65{$|)LW{R!U%`-fr8+&z7=;y zzVdTWUY|(Pfuc1iI(g$4V|juWgc_kD{}rJbCb3kcpDE(QnzA-C??YL!u0!3u1~IyZ zAB-fW?eSC6UaX)TD6Nf%)Js+H_Z9dakrFQyr#B}RhJrf2d|~9r@0I5f@Av<_!_PKl zO*)+s{LknE|3E!%C}t?N=}`YjG9NICP#-6y&_944J2qqU0zSKPhrip5wGKLla(X7X zooL1$wD2Ojz>EqHRp%>Wi)~SARScDu2?zAY{6B_|9QM=2v>qA`;?hwR?kRWu#5EHx-C2CusY z&!4c|=AKJ~C-#KZ(kFq&H-J8eyh;No?hmTyn?#v^WF;MlD_sFFzPQAgthowNpvKfxkP+L&9r@v z>cZGb^40Q}??qy*18;+v z#=ve@2hbRW9ywA}2s?<4eNqeaP^-I(4F3ZGE6Ow;xgu{uiT4t}+=?}=WXqNy@VlbC zO&mzneSR0hI}pS@Hyl?KeAW59?gEX^mTw`iqOwf-F+r~`hQo>4xEQ8fzT>)!JXf-p zO=#s$J^(o~x&0+nQ`y$Y-A5LXBqeCc-L@v)sW9sq{c~#Re8ZP6fFUXO6?9rz{)>x- zl?oB^w~~#NQo%~Iz)M*vRxw(Dr1C3OcFd?m8fYRq(@5jl6;##`3cg3IP7c>&bP0u z@*AX?a+S|V$-7kkEohX=#}Q|vTRnqxXxycTW4%{aF&oP=?36~v`s*wV=kroYKJ%N_fnDM^PRkxQITG@q=zgF%i$t!3j39OV>ItWIW^{GgbE6JWm z+Op@FHuY~_Vr7rHZejwXZ`ai%^lo(-_bZ_AvvDi1y~}?Vfd)3F@ge~EK25bjdSxFU zA!+x!L|6Zgnq>I*jq}RC^`Fk6V5LDftfC;Vqohx@boC_7UIzzy$Of%0AkKzX*C4%; zATIq2Ni2PDh`%6CpCDr(h$Kj$khqkNK*-+=pO7RK%uohVl^G6#n8dk_r1B91kIi`D z{j7$|xXzpOD3V59P4|FUifgDQ?Cu8WRfYUjq5GviRX79ROOc^T z6cVAiT9v> zMo_Dj1ur$ypl*pAso0=jjL@B*NyWV|QPHa)(O<_YBzOfKzXfhe$4`Nnq~H1*5AMjC zRa{&7nK+eeUk?bbkEW$kts^r2EQJBixR*D2_xGBs%q+$FW!NA1F0!~3L4F`B+|)(9=7 zknrGag#5K@BH=4&w3~SE)7yqLx|c? zxAPvUZz2Qdl%)z9~E zW(^hjX<#vm-KE)|z(6_k6jGSs%+D*vv+(q>vSv4tgyouT=i}?|%)~%xwk9z)G}{sB zl{GtF&??QI_9@d)Z?Ah4X)B5-^=_hu617WkrW@fP5A7&?ENf<5LJP1{0U!D3??{=v z--4)q7_GBsjS9D7$ux={K494r4)VR|*yRP4HtP0iL{FXDr{vrZGE zc40sAZdy~U16Jsc1HUJ;9w-f@AM6&YSUJVj2B}N?ARF#po<|$y^Lb&T(7SAux%Y;NV2xY)Y&4?k-8RB%@8XkuLJt=03L**q8xtA+^KTYfhvs78Ipgv@EHtmE z+(JQjStyI=cVl&XME(6QCbBCNojeH>^{Qy111EW66bozSGf~69$|lkWpWyB&)_K5r zk71#`-~UWSqbl2fFsKBOo zKr@J8Ytfv``j?<8?|QhsqP;`%3qG_E#%o36K>%$us;w7-7g@I|bzFCBls!5&DLDNt z*gC=e1X7;BqsEIVb?6~M`nO0eTiid0iN}R{#&>A=Arozb#7iD{EQn_tK3aO9Drg~~ z)t-6Ij?X{nv9yK5-8-E6DzDLtnfp#h=ORJGhO-|?Y4Fw{-++=j1%rv&=3?xu^pU^! zEqC-{A-&Rtp3dk^c6hy|dFAaUNyRIx#%rGxr^hGy*Qf|?QuABBt``e$v}33Af+1j3 zUYzbqi+izV+WW;Td$Y#cOU1ltZ#F=?xs6Zl&Dv;J@_ANo7SV9!H`Kc?7l^kCgX>~{ z??L^!Z}?Fv6Y?!D>CHN5-M`_XeOL=EY6$Puhc!(K&ld(0&u;a=zA+s*@} zO-e87rH~HJCPiH?h|cH(&}M@pc8>CoPyr3DB*jvSK=77C11*OY5?Ulwv^V^Lb{4&KYg`e|pja+i%Y z4D);ihPVV^b814k&5jR<-~s`!adhWfZEQgGftWy(aMqmRgF@nUn21@zt z7>|l!4{D>o;`3uz<61Y~$KbI58q|*+*l28b^)gP_On`|9G=Y&rGFM;f+At9#AgkAi|8uJ5~_UjLR4#a9TDE~LvZD8C`) zcR@a$n3L91k&jF}_JnVue6c5dkda^OkUm-x=(msXPO%;P&g97y@d#DyuKH4>JVW~lX>0O68LbhXEaO}A_*ZePb^qio6$BWk zqU8b%6e*Pi=yy+w*o<_;>VWNxOSO6Fh{ zRWh4I6r;6J`PI$fP2Kr(|3NWkEPb>{OR_#gz#O2vsp@U~d9KH*&&+s=_o z;92Us+#Jv1TpN#o8|@{hR!Mx)2p|>Nlx)g@&Gdk5YUMJ*=Xt zp*vMnHFOhukAEA_T0b~tV}*K0si>;Azli$R+r=+MfAVV{HHbYsobujA})?ht7s2*U8j~?I%PX7oUW4{eQ`h`#VaAGKRJf;XL%-w)X({4ra}@pAK+K0$e9>9nVZ)lN&yJK)TKxpX-d%JABI7 z5Y~Fi7;0I${syY3YDAQZszyYpsA@!*imFD`6j8h@ApGX`J75gIS@9{)9KxP&(V>8Z zh;=4lCImN`M*>H$Bf)WS)p@<+IvzQcHLN>;p0`4tAjzfeJACX=jFW$SESn(a+O7Nu zqpfA6xka}jg zT~I)z(0KP)Tyi#tTOlw+4+oIw@$T7?E|`M$@R8(TpB^5GNKEk7fuZ69tvJfHN_f0` zpjAwRYC<_exd~ZH?BPc3G48RLo1!7KAyza5UstSxtq1gfITPD8f*V5I2*|$zzDfHx z@D5Csa2MqH6|#^#B;pNf`zzta0Fp+hWMbRMU`w7qia4YTBAS~ZNKGJ>(H@WJgm7zc z#v_mw8N}NTyAxmN;|#ptYv z`EQfc{iXj$;S34 zt%`|!eCBso`@thi^&0zVoPjpuvqm!<;1?HeK~CK&`jF@gsYRq0EKB^Q=YToTrMsyX znqV@&X}Z8T@ka;f3xI%wjv24b;cyBL~qgVa^6xI{r~_*epsU~$bwO%0TvfP2&~q?3MqIdcu0R~ue!0v@~5<&9m_9vT!025MI0;O(kJf0x>^dn z7_Ljjli{Y1!XfD{?vN=Pr=if%FPIT#+Tj2R@W#c5A~T&0>`24SvpotQHw{I26dc)M z%XD_73wpAC{j}6#GU-Y!+X(j%_cBm#lAeP#7gxzFT;tG~I2|aE6X=Iw1#RG6g68c2OdMpHpSjk#nXaPdg zT(ae;sH7j_emAn{BqgUslFcL-7gWqIdAmIB8|(Z=vl#a<>_ki#{z}5o_?L;HDRWtP zF-7I*<}#IxfWW>>6Rv$WR5sOf)rc z;)kRxcS=`csBcKfTq8%mXMr@XiJRRNilB%Z4W|0%C5b%$Az=Vg)FR|%Jz7Mt^g-A1 z_CyQWNPBwlT10RM?b+2x2v#y*+`}Fy{g9-5iGE(^#iQ9nT0t4_JBC?0Kl~cWhVOsu z2^X(?EW-OScpaGH;+B~M=BZIe*ap-NH-BC-X6Xn}YcWxFUriFw3s+8=xgN@x#W;`@R39pBPU=%Xyk6bU;@gu+08djU?ax= zEGmOCabBH%kQ#>Tn1%EvCd!z!3zO4fdkOgBF}zb>tC~-8k$hz&-zHp3$v70DYtw6& z`KX6jq-Nj6pMMDTHQvRyJ;a7|tR)JoMtO-l>dT|SUDUUCrL50^6g`*ojuUYo>e$I= zO$3iFJNfGq*^nXOs+i4J?B^A-SQ+F?$a>pM?z2y@+Aa*?6Z7+n{$ifjcV6V(9)_6H z^ZE3LQAN*u{>sB_NUwHE4q?S+DkAJ$mm-k4kUFZ6`KwoCgeDzHAa+DCnXj6kgVbBH-ch@%S}I@{ryCy^Z9s1%mH(;k~{F94RG2sb{*R@20qz zOMw^6vD-$TduVYKfd24l_eca?`rMB|IA!-{>OA@As`M9pXz@eHq>`E9#V{NM75qXx zNkxms=FQZz7dwb!*6w70-hsFrT1+pL(I1ktDfiIgG$ZBE;w37mnW6nwBb8^}QmPT1_>ziH|J2W_h!_aIr3iE?CYi!6FTX6gJ@eDj8v1U8=)Sdy-T!5} zYcHYVOnl(rH$6=87Ja0)i0lp}$Hh~X1AgZh(n2Z+{+29_wHMFUT%h-lzfDw0jQ z)PGhn(VQJBBAT;NMMQI67m;VeE&2x(!gzgCid>Qc`;+K3=%+XR#3^~s(@iSm5o6zY z#ZCC_5D~$Ak6cD~AXd_!*chhjDDrowQRmgDqss<9MQsI*=u9;fL(!RTlctd4Bz|V( zl)gZc;70mjX{}uI!%ZyJ3h6mFt&oQDw5hD0>wa20#XMInZ@s6Y4to~eg}tGo<*SrSMM|Yr z%2Y~3uUqBoE+d!A6taTsKrtf4H~r`=qrPR*R?BIbwBe}7e~|LnNC1a^YN?DWdA?N9 za(Q-(luGh!@JrN7w(}j+SbAcYtjZ#_5Gg*9>Zz!hQw8b)DvG-hx`+F785Q?EF#T;A z&zz1`Q`ZY})pYDT{QPv*S~Cylb&}a=?eoKxS4|(;AXiP}HtM#dER&iR!z^Y zm!pUOs%h2+v1&T)BWef~Tdu}+BE={33Kdl{Kd+)n=BHHDE}M`nqQxLOZbeL zEGF!&=V&=}43smQj^yn{plQ){hS`X}4 z(JIX;O4IPSXp==61Te|vZyaZW6>vJfhc>K^%sgU$_5#flu#RNjHK-xan8jKK9Q54b zn`W{2A>+^((v6+8WJ$;*llG@Hh-#JX9wW4bdn=-|5}lpywJmy6MVBb)I%aU&Y!+f| ziyM}N%p3N0xF45C1h<88{m(?EZa#bsUpSjh>~VE9`hr_7s3b(6N4JYyODV#^uyP}h zsBEIrBB`p$`owfz*U2Jk(22vern+=Bk8`qN4aNDv>%dXpzXp#EMRdh#{;rd?96cN< zitQ+3dlFUkQE7s0puT7^S$3hx-U|mnAiEi5L&sHf2@l|kgP+~ycb3z#dE^|{KWus{ z40&|u)3of->KksB#^RHO{KYveL@TP#&&^{U>snz{`8D}8c!NIQ#aqv3GwRoIk-qoh z6*}Cy(ZJL6IsWE+j5MA_{L8tl<9!1^Bhe+n;!iD-=;dd5`=>$Fei5JZG>G=llMeUZ zRm8sx8P=vcP&XcZ} z;GRtTljfQcX~d7Gu?DVeWCqtAy)iQ*jmY}Z#+)5a1T!-dMM5q2@GAJ!6Mc9lGb4eL z7`}2!I6Npb;|&CYw|g5KgOq4;77?+~}mJ19)HgAVA^n-7Rt z)eef1u86RSOrkK7OvurzBMD#CMM`v5E`I$!#%Xx~p6yyypPn}3hrY&{042j0s3aJe ziNWWh^1UYMB_in~N>Zj2_Fgfc7Ncfmkurd*sUol;Vz7w>AT@(D1QZIwA)EL#06xfx zF9#W)ymTO6pFq6j7dh8c0uK2vMAi6mr4)defu{p8oL^cXvhe5<1QgbrY!!Vcil}^j z=P$I1Do&FEWMu;l@$ltDi;^!x&bKUM6n^Ke09 zm?{@#^%g_}yQ3zEB9iJi?XG+o$6p~#dZok*{T zTOK4SAFxp+-nk-)!k|i|qzgz=gLhhc;n#j2;GCT*=!p>Y&fC=fJ%Wd!Hz)CU7fBc> z_Bw??LN)Xi&X)Vz(xVcYEZUU&q~J$|z%QH1K0)lHkBCtNE*uF5_3ofwh)+bIEryx! z<>=KGk!KaZ6xJ_c?Gf4+YV!GTbcK4-sGh3j^{iLEXck=P7xfSk>aih)u3{2dLE@Lf z`U|2O*Ix1QZeKlLlYa2+c=93l-g#gV=iZ?shL3I9Q4HggsLQ=2kzzszYebpA7xt2J z%v*%c&_zY{I}!O7F}Dzus+M^q0b<26&n9EK3sJWieQ|&>!g|0P z@=7`dQys`iqUf`)5Wl_2R8+M1ed&mzZHi{We~{_x0HRnjCHeQ+r$jNs(FBbvt}@X` zBJ%Hi{bWLtul7zd!R|}2RNxy)B42b?s{0@E7WdvLU!hWw;M%K`CPb@#kR(OEgwI97 zig`$YVPom4+0(7Tj2Yw#7*a=6!OtL^GCgZNj^`eMgUdnPCqBq zxgZ&SNe-$1gsl_w`~piM7-LtEE^w-}1AypiGAD3-0dPnbcFW?}Z5pzWCj5bl6eEv3 z6@Zx|uFz)Dq1IajY>5=G!UllV69M{-R1od}4_TtSx~y=4|nnTP;3BQ|2rGy@;ZTqHUHgdrYu z;)7dUb|DtA$#h~)vEwj8_%1>kAkHlq+B4@x(Y8L{2NI<4iRL!)3kkAryDcs=F$o7> zepwZM$C(s!)_2@33VL7>ojG^Q634Y&z7c>ut6m3D6|1tLdVG3 zUAm8spDyLdL$cM!;&sU))R(YSCItBs=F5Z|K5>#|!YWA-oY4zaiGA5rx!8fTA62LZ zrmn^Tmr|(E10{H`hotfq?M+2{d*a;esHU}_!Rsw&!~1-nOhmqwgWq8yy5V)u4R4~p zyJGH9$_24nBH7Dxm$MmlyAV-%neb#D_9C04)qj~Uc#$=Ceezg^Lfa@RmoXCc=ciXF z`V>XWg;_$R<&4Kw%zdmP-w7g`9v+IZ)3;YSI78=+ve}bt3(wAGuV_K(yv<9ji+qGHEwbJIr3pVu7fY?B{yZ}f2Kf-Zcyq27xQW_ zv(}9wm6DWJT2K@Yv@@Oee;JRW0(bNIFSFkF4}6x+;laLb^pE((2d(<^AjD?gNsCcS z<^kO!@QmI(ou7G`IknTz^5HqGBiqZ4_{36yTr4~U#IdOHY2vb0*re_YAlG?&pzJdCT>m5%deoORSDFW`GP zd*PAlC~U`~v{s6J3_hZO$z&gl6QT!RdxSKr6Vs*G9ULEhCbhPnCklR}F9Bj7Tm0ff z7X29%D=j9aUKP1#^zn=Mx>anv*72E@uVV4?zK40+SJ@QpxdnXLt878rYxAk_U;1ra zg8h|x@o6+Q=o#6N!uh1swl#W)I8M)chEIBpMX~jK)objOmOGL^`8xAz^G5Ke-e5ho z8zcC(H&|k)c_XofxDL6{Bs>Y}Q-}wp!Rd45aEzvikDQh76503pNZxfd+fHnLUkxjO zO`kP*!j?Far>((u^~4eU?KP~eRycwmUBj9-**F61ai5H>ar#rZMwgh;&8KB|D%e#p zoCmIDEw!@YJYp?ts#!*G`&za@vyS8k*TOM3j^H=f!UW(Lk&AUvaC|5i>yOBPCYQY* z-T6tJnv{9gp811#eNrER?Hl{S9E%Dm*sFgNXEOzZBtEljR}tDMh#*9-R6gZR_F|RC zQtc*Q?M>D!K!55#{JytXxK?+rr_Wn#TtI`|uVU~N4f~|Z>h%+W$TY0Xt%ukDoaH7dHj+oosn~R*$%AhMed93*Z4%vuO_kMy;mF{Lx+Pp$AP3V^wWgcmx`p z@dAEDZMMKzQ^_*SB`9Vgp+qtTN>Y)0@a)*8U%kNbPGW~pN84Ca@Y4GPgSrNTwA!(r zxZPMu)KW6}(!J~vt!}30;$GH>)ze|@nEX_7y{IwLWkUBeYn$2R5H9b8eb-E~B_5n(-R3sLv zL?lz7guc}XZGZ8!mNMsH$=I(c$6{XHkCgJo(@&Ih%um=fpWj_jewQ4%)AQRWY@4P%`YeC#Aa>SNf0kc6 z$a4P0@2J*%_}%)?*aSbns}e-D-J!iNRGaX-gO&X*S@_-i%I{uWz#lxs?pJ>I5)Jqn zZi4~&-Lr?V8m)ydW-6i53x zj_?`p1}~ zz2RiZ!pSE8sf=hBMikCDA~jL8x9kJH_88twtL$^h!si;Iq$p$fT(a;v?;kQbS@_%) zBPLw#7b7NI?mHtUT<(yH`CKkpxLn>J-X5ZwWZ`pfflBzC6xZM9l7-JbYcMT%#q-2h ztQV_BuC_BVnQtv*jiZF4VNYEy48Ak6n;7_x?Gr-?cH7O{DU=i3|Jc6BIT%$yNDn1< z7Ovvjag5GOQ+dj9)+sc5WIveoJ#3iTpKCRl4&K7cxIsFLB3>%m4fa zL(Hdhc+YRyEN#>rzUf=`n5O^7)9^cXoM|CWUUGsB(>|Ted!8hM*?iMUHcFe-XJrv< z>q?_K(idUodGMAwB|HkPzVdW1DcoK>oU*1MOGFEXqIZp!gpUfsvx+cp1QGT$2u+C~ zY)>&Px*fbS_VdTW!8`ErS#3?DW5&{ncTsWJF_;bCv-1r_Y+pUcSaQaC{-fcO-?K4^ zG@&kKR)pnLN zz6BNIa_xEf2R4+ADZflj!6=v>ei$Tv^?tTbn$>sJ5@!8OnH3#3UzznYW!AXxdHJwu z_fsrQ8}Jy>2HYNqoq8jLU5&@ssD- zWF^zjeg@-%b=F;5@UUmG&U#eQ`il~mRR9uHqf*cpXZQ(|&nU(XkRu<=Z@ zTX>smn4LSL`LJuObHhj*x?2ZK_SNbSNt^u;=hs-9u*7lb2uKJu$Aah|Ji5ykH57K| zC$Hh~^|a=^?{(I{dR|{t9=OxijW4^-=JiN!hTD5qSEp|3QYdMgg^1?fc2drqOP1c?nu;Mu_ zQM-S@j&HTDRkS~2c#S|UOe-GG+XQN9+GoLhW1!ahzIXbO7rZLGAji)Oeht*RYi|Yf zCRMdA+7=rhUR7(;{dSD>g26B`ynv1dFm!`1*XMb`tH1Dq2mQQYOI59-cD4?ALAr(P z7=vCEoW2>}Y0qjvhqJEUTWXSCDX7 zyF(2bqhL1_r)!IJBgrbSFORH_Pb87Y1*Zp)aj6V>UCA|C1R~MlK~GiJ+SK%!*Br|? zR@bI#TWj**8rrbxq-nT}DUwgGp)J&w)Zpi8Xsb1x@eb=Z;cwQ|IydqaE++R&QWuC& zc*cdAT4Orfy?QOJS#9#Z;B;EWB@gUcODofgqIsLz+Lv1OXwS9U+QL9>kj7K$LtEp! zc-Ga|<}huH$rBo)eXIrif)|KS-KYIWGsp8`p<1hf=7H#Y)D?rE`_|8Nl%|=2*%4B) zc8$~yKRrO!Ju2o+pNV->I^F^>nauAF5FN&uIL@;(RO77L=Jst($rvNXhH0&FYxNyp z)L5IN)oRDDHr76EKj40FuPHQUN$zh-X(g;rRrGng9aZt3;X1Y>{O2ax`?Y6AfFIF% z@rEOJglP@=wx*g_`y_&IZ>EJ;b4Cs{B|9VenP%FH+VZyC*<5QJaQ515zP!0Mqh|JZ zN5c-Jj=yJ9}KyLMQ6sivn-4=s>&?rcWOgJSlV4S*leg(Yxf9hu_j zkCbMV@)2l)mu`VxWA+#K_oPH=?=j6efVb$W)vt577Ra@fa3btl$J4K;78aldCGm&* zXxFukL7p*vwRu$oI%;h_$K$l7(=>aMr)-lpwWhWt$ussNt$kR);iMUS_Sf1-&-aBI zwig7A^PKu#>pw`dkMpz&4>(&xTQbg5^?`tO_XQjtH-kT54`}E)Fd$%OH7#hoXVK7r zReLr2cu#1pDs#Ydyl2^cRdO0>hsS$bbgD8Us7la;88{EVPnC|I_0d&6d5%r+B=4zm z<_$K{V;>h7yp}!eNxBhu=1u1CM7>tk)t*iEmduZnD_YJ*Fy$2bfP?!EyUnq z(EhrKhrJQfS6jD<%CzBWZ-kt@fBn06S5*DIyDM7wE`N44Dk|H^>#RXV|Jlg1)}W$X zl&6YlvSn1%U?cy14J!Kf9V*j?C$0_oT$`|wH_i>|qpjP($LEF&&>q^r-^vYHt{q*^ zJHHvSSR1(B<9Rcr7-u`a?RoX>kZMeO=q=A%>q5}{6S>^FA><`3Hka?-5b}styp}h6 zC#0cvcrEY#PRK9X+fVSu8$(1VvTY1WpiZ@XBdS6-{BmQ+CM{z%pZ{)1mNxBi9<(Xs zF-lL_6!NO8csz#ez0@ZYg5&gpb*&2t`d|DPO$;2S(+a|@Ay%(}kJN%lb z`{s~_b+o)?eCV!_pF$p=Vd~`VR1lMY1oiGrL6oMrF}p*iGi}sTzG+WLKh3<9U)mGW zy-uPV+SgK=P$xW^$vf{2=@x(jyi?0+OJDeNZwUSy;{QJUhvL5x{=@L!82?T1-xUAN z@ZTK&7W}use@pzg!hbmaTjReC{@e0D_gb%NX;(b@K5I17ete#{DzIAX-old zT!r4jOTZ>T>QA+QSjfXax3HKp5ZOOuS7>t{=gWSy=7gMnjOg?YSISAgc+AuFlofOP8$I}wr>%>$ zpc(x7X=@AZw`AVvC+ka^`DecQC-4Bqp0Q?W?Wgmv&saNZ|4j2}#nw?w+c1?UoweGv zho*YoI&1BqX%{>3~Anb_eVU3f3yC~v=Ni|=JVD@ zzSh~$y2A6;b{d<+Z=bg=(9$2~PwUnvw2+5+i7q91rUdrsH<9ltK{_OA_q)}pJ@OD= z{k!#X?a}*rjZ$l#)^7seQ)>NHYZAfVx?p`u`(+$&e9_updt)4*e9;=C9UsrvU$jou zt|obEU9w&Y(7dC#_lk8^y%$Hput70<3U0%yRb%!f-toAuT8~w2({>nncP7*uoUs_c zG#2be8jZ>(dFcpr58-ofTK^LkIz;4SeKG)EADnSp(OZV`J2$OQHZ%<-UJr@9G5953 zDG7Y(-_T8~q5Rh0*32sQfhH5rzG-d7H{7yDY0U=n;#=_Kupyo*|5!ILZO&l6`L?x- zb}^2hy=_g@N(Xtm+_9Pi>U2WEr=LnqC8k^Y^WiLFt`^nb^BIeqoTZU)GGkxjOu%nh_!O`o&HfI(ycX*|Sn+%u1b|I=62xK0GX< zIUm*tpT#O>RX?g1F@XIa6$|!Q8bmy*sR|n0Re{C73eUcV5wrehv^71&!4WUjsMmTa zY=gfpGX!M!n2~dwHTC3%MRa0DrlV_x%#}?d&em1s9Nmm8&($UoRhg?0-}0nCM{ipN zwDgqm$X*gfCVnCn?_8B{pjpMumFR7%!bpRkLX*S*lcg7bx>-bz;8wC>#oeVm{OquH zU7Jv?#Y%Kb51C_D$lnZ$2<4F*+EuM*GUck`P9yWm3+)Dn3ZaeixhhMkj2ASIc%+6Z zW{Dy-hH#rDVw|DH+$dRJl2CC7FR(<+H}WjeGA~V)bF_$v* zH=|-Tj^6&&H08PB5oenlUeu>zaZwk3c-8wrPm90XnVC;b#pPt==^wR=h-ZeHEd467 z;3)bLcSN=uMV|@4pCNNvtdCH3mktpTJ}w1uzD!Ywqah#hV*}eg*sy;&3)27}6*c9f zNIwpifxbM+LFn(x_U*=yI;tDuI_!6oJ%3rYD zK|X3~8!zq}an@xRIKh`^FcDa${K|ISCgKi-x%glW{S_z_5&YaxeZf&`6G?eEDvSQi zs$7AJoBovP;x$GhSfx4x9h^mfbjB9_(dT&l|E$X46IBJ-imsro6ew54%l@cXE?Nh!VO2&B#3siyPN(GWt=QRB-=^YC5 z6n$YO`fSx-&6gy7vBF$MU+|~R=YJ3b^UMA-1Qy(~3CzB&P!-6lRKX3^)eA33I_E`+ zX^K9#61`pZ>jEXX?UqXwR0Xmt6-ZVcJWo|npwOY{(<;%YsV?sDD!xpbB2m#hE72DY zA1qs(rut`@LYpe!s8pa>jT27gWM(B$q@qv!llSZy(d_>GW*Mc!^Vd9Rl7CVf3>SYd zdTdWhPO?ldo^3O?^*q-zVr5lVazZ~rdQ{=h3cpt9QMg*+B84`EV|K~%dAlVRDs(Ee zDGXJZujq?*3VN4m+845*^J~SRP{mJ3O#VhA?QHi#L5}zxUxcO&^T@ynIHOBKB?F}X{u&|pzli8mDHDs(6` zE6i8)L4>H^CdNrD>m$)QMq*r&#P7#SY%xyaQkDL; ziknsb^3kz!9B@7?3C)j4T;-71WU|C*Dt*6-=T4I8j)@YTjpKv{%-CTymD|%C7+V_krwmG~#7J zn4sX#h@1YG`DryO@>Bd>|IaF@EMVmdE9XlAV8#ERTlin|ColTH6+qYrKap7Xqrco$ z5{-D?hKlif0IrHHs$Aj! zzJiMUD>p!nV$hMT+5pm&DLYD{5ib}}G5){JPqSC#=lXwLL1h6eS6C_EW%_?DK;;Vm zYyR-R|C->x&lh&Xj|FS_^k?}@V&0*O@!X@8(utn@zj6VC&|v6eRH*_VovQHP=nXm_ zA3u80|BMWSu(Ci#+^E1uS4kj)k3nzH`O@#Em;K)$G%EPF0zNvw7Ldv-(;IZY^nanx zJ?fG+Atv;fizhSU?+<0GKP$y=R!sjl`aDHv$cP&i7<5M5$gfOq&>881p8UUZ0fW$BSfPL)y+LP` z|2KMr&fw!uFZ!R6VGtSwM!FFwm??Es7zd=ZLqrbYeaF0J{7m1sD zD4X>hD$jhLzO3SP z?V`fjEhU<5GT&sE@dBsBAJZk~#mM|m^JKjEjKsEoNp!@@d>#=m_&QyaWWe&YL{ooB z(0ZGUJ1$G?U3-uykUK!;znUQ9kuOS&%9EIAm-!d3$#`Mk!J=H1DH2VCWPXFKGVXHR zk%0rP69i%2U`fzpo{SfNDRK4 z=0AK(#+?Zx1>M#ZiMi`#{@KGaZnKOM`R@&u=y*rwciS*Z&OgfnWWo!bCFbsYNEAri zFER2niH>6uO+_mHi^4LAkzR?m;EAHVrG>Q)2(xV?~9Dn`M4}4;gn%m00%~iDg@4e$6d1?mR1T=`D$A zTPfdVGBxUwBp4PyA+e2HqWJ^Kp!Vl7ZmBU&(7k-W#M}>M{_$BdZu>~$Pv1+7+%EIy zg^!m4&ym>lRfz>Vklzhijel1JeJ2RQ_+*I=k7TfRzl=wQ$@u7jyyuvRFI-LPnoKP< ztnO_);Y~)kApe9nznRH&3V1l&WNNVUgg5Pelc^W5xSh$g8kpVQWZDk2bTFBY0Cixe zT_?OtI+{$c0E;3`rmyybuCvM1aQ_Lfvx~{}7_hLb$rM*`!W#;Kp8ziD2G!X=K>;Mp z0Xln_OrL#2`T`XK%Yde6jI2jac%vYo>F5dXje1xM1Dfk29heJ@1X@BcsRl*? z&0n7II_^V0a2_xcm<_Z6^Fxt;?1Z;06sB_^P#A`Z5wM^sDg+h*&0m247zqr5MiPOE zK+|yu*a~r=4s?EvilM2zZ%`r7aRPz^ohKn^YtR<~Bft+B3QZRLaKf7eO%|Uy;f-`b zm1V^zyc>a*pCKVsnRpH@hAN9oP$5*A8*tKVhAIoqC%t9B#0Dq5*-&M6qmy18m=<=@ z8wm~Obv)_K1r|O4dT6q6z)5csG#L2|=%G0qa3e4gSO9bYT}22u5hw$u0fV60Y@h|0 z3ycEh0TY1*z+_+{Fb!A?Tm>ux<^fF$PkIjn&A?)y1!yJH0Bt}UFbS9lbOIdSAPCMzf1B-zUVBWJQz4L%+&!MHj#KmYS zunbrL%uYY)EdoYnprOD*U=VzyI0Fn55hz1KGSKuqS_U)&R{<@+JfIDD7?=nw20DN@ zfKH&fAu0x1f!RPCFc+8v%mX@s1;8c1LSQbi7?=+%b0JWOfawLa7-$BX$ZLV2-xBmro z0%M>RmfRC1OihWXlVnDe2SI<^A5rUK+|V% zGNAJi1OgTx2EVq@^yknF(D?=We=>Mi2)=?UfrW*rzzUUq4MBl< z-=HF(Y>pAnaSD8ac|SoAprsh}7y)z7fi-428Mp zQ4!Emf`S+U9haagjDU%MARU8?kR(HD|Bi@atVDp*kDwZwp7CJOe0NwSN)^jIowb&*$(LkrhI zp#CVh1&juO;Wo5zxjJ;014(Fp}L_^Autpec?yI;(-{x~(}1fezZkX!765f% z_E`u{_f9`Ua9}aeN%#u{1Lpk-jRDhsgUK`=U~?oC1CxN3^I!mU z0G9yMfVsc|U_P)=hX6oR2?PL|OCk7h2nGxV7GD4#VD=>lOzCCNFwk)Yf{sAB|Btgb zfs3ko|Hsb&7Z4H09rtnPlG=!-xMbs!qLN`*np?Ofni;8;nl-p&h8r$hRpqcfKTj`88J#LZyaQq-}P*1z#Rw`)9Bgd^m_BrOb<#`GYdmXptf|9<+ ztqY)qGmcwRo(7$L+{y&?(BqbC06OsgaVrs&qyYy_O+Riq2g3e~o^G|cFR8Z%cTq|NI^v>s6iJBH$!A8dhM1gStW8pdQc|P-nX$E1rFh zF0zt9)7uwWJK5)sMOF!DW~U-6dNLe#F0!V87Cr(wXi^u*L7m+oe;FO?4mqg12jrlc zJt2SDiwt`~;T0J6h5~46pCW4oXi8j>bpbT4UyDeMHhvD%> z7MX%TV~eafP%;jFK;tJDS^F4$xyUL6_25U@o~igev&c#SB`HY63&y>;$jWCxYLVrh z2F0~S)(t+}A?;l)-CXyV9Xi@br!HKW*y z1NF>?BhaMv#nwJh=SOe^N`5M~qEW%j1I1Q6Xv*bcD;+fHYO$3C>JGnVxsqUC`()Tftg7A{RvMVpnm4Q*P}dVTtcW+^Xuu6?AZXlT$UzgALk^mM81gwtH0OpD z2TH1!SgD|iwM(ol(4@g7mg_C}8D3(=fM%^Lu~vYlq?K5ipy`)NEazOryHa9BgC=_0 z-n8a2pwmrjCur8Jn^y4KNFe#9>TN3r)H&m}Mdq{P|D(69I56oa zZd*y9DegN~7HE9*9jgS?wdf9>00m0#Sc#x1m+x4apqV%BSQkL^`~7Q0FT_v``qzpF zb$|Y^l@6Nq^}kjQXkwkaR>UI6o7}bHKr?6GwNgQ|@Wi@(i?IG(m+xBPDF|3{*Ybcm zhu~*PpqbBFRtdxLB%_4ISe|(5)K1XUQI=H*nvMs+?OcKYczl^_DFWajk*T0gJlrsN z8T4MZtbw3Oc(yZn2YPr4eHv)yBFoAIjZ48}eBOyh55PE=Lji9iNB~V)0RxI2uY?0o z=Q_(u1kJ|_)aHW5;fYyUltv|(P5tt}po0?3mVQa=Xfi%~SB%TH92gbVs)8AUzZ4(% zWZ-js;3zst@`0}hKE(&V8+f9?vF2oBfsf)Z!G}Qs@OU4105Tuw1Fr)-&IjHGc#I84 zd=@ws0*_4~@KL~{ec;o9yM5rxfJgYiHvuQO?!<^{Ebd+}kP=+D(gk?{3djC;Xo`Vf z@PUW=VYq$Zje+O*z&ioY0?y)>HkMI;2&VW*Xgu(A7+^Y;Hl{xtIIED3uLhn8Jgih( zR5Szl&U?5Rf9B{Q3*f`iITqmg{|30j0sud#1*qze4vhaV-W<65g>36rn|?c7--F=7 ze*{&Bo;Ry_cZ1DL%(g&E8|&dw0Kq$sSz}63 zQIZ1S@jmc?04z5je(C^E@`1MjJ|!``$A1FHLXZf9U@h<{;0eHMF}!=2^Qo|4z8a=8 zecFKaWtmh7(M&f1kB6y_?*%^42c8E!&Ieu$JjMqeYG6So;$&M7&=`Vf9|oO(yM5sO zfk*hj#{+lyz-I#wFU95NiH+WB2%Mz?Q4WS@01x(o9|TT(;OBssy!hYB-2q;x<1BvF zK%57CcI-cuXbwEp2i_g{3Lp3ormqKp|H(|>2RP4KEQyp1%dq(IO*_=^S30z@*rOPF((-{6q2;MnqA zFwffn8V`9=2Ck(udDk%Ke828t;dA`Ehq-12bPsd;jSQi0yk=G&#C)xXZaAvijp=e< zBjKxid9`NtLLPxwHJDsBmRlZhw}y8DUJN`MPY_BpI|R1D!c2IPPGkIJ@GD-VyAsWY zfvdq6zDPq}!hSm@QD6nYQaN9b#=T?)1XeAF`IJZpy<|oO#)5ag#Q2splL==7n7f_s zf60st%n*vVm?C@Lmg^-7z9o&HXa=-xjCB_CQnrPI_R_}E?*u$u!@C3T4?KJ#jhtk5 z4O|UAb&}xEfsc5Z?qYcJ@<{&`#&@Qk$;f6hfSprl@5#t!J@}j{bQOq z1}RNE#J_fEP%wL%5sTCqe;1}?TYK?2puiYMizl1W-XWnF+G*KV3rJOC`A!BNy!Dt> zMS-9UpAXy#ytam~2OjPN-woWQ;mu)t6nMn6Z2HN|W|OLH9IGO&lJsL1dnQA`9i+GZ zHS>{nWqJ{oILnw5FyDWHAIpRJAS*>40o4M>v5%~Wvn!yN(`fF?W<%$0xJrFZ?05p| z29Belub6e7VAgria!${-S~D}*7+wrK8hF_S!0=G)eLcX-E*LhM8v~D-PFKES)(Y$n ze&BSvi}9ntPm%m=@GGX%TMS<>_*$=m-z)eIuVNbA0q=U9PJGqu92N_|-7BIPuV-7e z9dy`BW-YJZ(vYwSET=AE;aFZ>!-9L4_Zt-!(WMLmE6g(dErad8H?pl(=sjDE3;eo< zh0kY;aZW&&u!va(TajPEUym}@eK2#-nEg>^k1t0C+_U#G2M9I?t64fY0|$?manSRg zgQ`vp0luF3|C>O6W{)v>ZxXU;2mIz%jvGEW|WidU7~5WH3N15jWIdzOf_BgMpZ_ZK+7&iHqoX7 zcWx=67j{% zcZeP^1lFD2Ku^y>BYXv|H61-|jxB8_zN%SNUfi>w(V2*EJk12D<5WGu*u!c3Eq)t(Va;F_3;QVqeA^+lsKwx*K2a z1TkO1LDE-MwynljJ>?l%2Pp4q^Xf2IPY1n$u1dofIZsBBsADqZ-0^g|g3`=qN{jN>1KINHxr%;?yZOgX$F#GKP%l?#R-@6)j zFdYsGGh|h-qHlMSOt*VeIDBK;W78?eFjfsA-;U)mtIha+orSFtjA=K+e1uKw_hy*2 zN6lY&%xVV1fT-Yc%mGVu2)6!7pJiKzqj@5S-SD-8RqfZtK}I}p4+d6edg!c z)}w5q$01_;OJ+4{&NOQ~*$yWQU-qqK$t;7Y|4g%a`~C=82l>Zi^;O4VYru99bP?NR zFZ9O-dO<*JSj2pzOPG5Ob}-Sif_jJLJN#dx-_A0tJ9;dC+pJxo>@G5Y`D`=1){_g4 zStH;&pg{Dk4fstsH%a}HCeOqyEk?*R-1NccaS4(+IMZzRLRmkFvjXP$&quCUfP7bL zz$H5(3oy#@a&-qk9y*8cYc#?U1D+9iMaLYsyC6+ZiwRW1ufe?2mC5T)#zVunh!WbvFY~UJKJ<@djhUP zbnq>7sMAz%nqB%&RDmKS+aoJ=y4qyVBmlstj&nHx`u%uA`zi7X=%&0KifP_-V zY_mq=jJJ|qLjnE}xm*uLkSJZ4R0iPwVx zrshJns22El4Rg(B$3b)0qM8-hJ1pJL{{ZHv8(0^5aF*H3Teb}8ezOAS81n-b_%B4a z(2yjbmurwufA9g1hGJ>4(USPx0P`9c|4;o}di+L(;9&jH^3Sw1;R%fen%@vprzG2&$r167Exq-?_myPR zKJ&~j&O3;jbSv8$!$xC61?(B;nK91(Sgt#9pHW9P8@>fvJkNATOhzY`BpU&C_KAEU9!52NuS8=zfmT&6l&#`%p0Q_0cNGYa&Oq3mFvVhiR1tW<+(CZZDbcc&xnZ7*)z<#y6FCx^)n28TN-$7USML@ZzB8 zb)1=ZDeo5(7R^Ut0PIAqJ%kzVt>0A>_G^U{OH9Lb5GM{5g4eT94njY@Iz#_ z$6_DEjwA!}m|%K%F-}*{fxi$;{g#-$JG8+(h$)A!)1@xcXF+4x{J=dQ4>CZu-Kg^@ z;NifZsYoYmFq`h!w8TvD3u)XOBV8lMdLfj4z1eI)$Gl_y8yMRHc8zw7TW(HtgzRmJ zIPM(FEKggmf=18^^L)rrcu(k%W93$$|D>2Tc2s!Re8dsbrWMlbkz@G<(a!%s_0^T; z=D^S>jL>5{B3GHoj=5ywFm4x~!|e}& zbj?JZ1-!S$d^PY6z@+iC*8AqT!0~NyTrgor^84mWM_?$9vs0(g$hBtIdi}x2OwX|} zMx_lA$avtM=`?w*8C7pR_#EhrDb+w-!0!g`#`Cq;nj-=mx5ruO8?@^>@bkf^Bys<3 zkAjb$ZTHXWT>#t-ysS?aH=qN?bvBFJlE!_2YY?3PxZb3LK7ix(;G^fzJ>Z`U?TAg* z+#KtPGD$JVje)NKK0?Dg0Wb8S-ye81ZiN|CMjxX~#sg2nL+jUL0<8w0@;2SI9%n_n z!N(=j-1RtbI0rs0nfh%2ABrP8=R6t-zFr&f3G;Gnr}wO2vA`4O(QzBh5%n^_2QSF6 zFi52h5IKl{?gjMX23%VTeHf#*fJT1Ee1e~nk|Rzfqy;NjEb#mkI_^UZ)NH1+ILBg3 zS~aG#n)z8wcQKu#;1iboSEm4Y<`Nq65p)`NhR)I)t4KKkWqvvVk6T6uK__rB_zTOp zPwyu1N$>o3koN+g;sehEo(P;hZ&WolcE!LGmgm^cN*Nyd2>b&tTPub)2A;M&$7^9r zQ`(rI69ic>s8@=LRo)+Xjt@uUffI@)s3kNTcnR=^nxECcohx#znp_{77uHzd3W5E}$rsEhtAAI5(y76ONiaQEE`h9x!V{=eQ zn=Yv0+8pa}b+NH|b)z{na5uoL9W-~N*)=4fD~95W9BWb~y6^}#AU!`Z9|{=-F!(@@ zWd*TKLIe8ICuWn741havn^o^%0p4I>KsSK7IabqPwpD`pCV>3`uE2dxeI-a4xSoL* zbF8%z{1aecF~E|mwDM-8-KjgWDx!lnn}Y&ZgLjtDU7OA1z~+ylYY))gTafK!@DVMK zTYW0CEn^M3d5if-;8B3#9(r|)**mat4`d!gyM79OGWh5?x`gq2!OtB?&oI7fPXvvp zQR!yykWt{%#vZpW5&Fh<*3)#eZr~<>apUOzbYv15gREYlkz37~fy=;8SxvWX#gg3( z-jhmmw?d~*FPt7_(GJ_-d^~vfUo@HVyTQl#(Okxd_6A>@Ms5c`1bku}I*sw0z~?_k z_isnCKVwIopP6+64+6umU;NDMTCVD2SS>&0TC;_G;OCGJ0hXRi zr+tpWSPwqBfbIcbzW_YBivS?1v3VKL7bDv71ih4IKGcv+;O+qC;vOhnaR_j7oKD+e zcBsD^yr+HMe{?c{@0^lHpZ{1oD+aJH_rHpvk7HYNgGTN&I|Rjocix22PP0qMGJM$i zZ=Q7?^YaVyL3)0tS+RZ|!1%zE{|Q&jlpCF-4qk56g7GNubDyR&!MEK6KK@y|F)P$w-~)lL1+Q8i zFnPcW6X>m7*jL;EkAtaNUz$*Vt=z0`JMBgT6-ZCxc({?Im2LMDOd-?O&TU%Vhuy{_c{s ziuJx8En-+Pu!OyrtdCf>^=RvFfVFuVJ^lWYwVU<69-Ra%Xfm*YKVITftpc0K8BA&4 zC2JGwI-D`XVqh`*877=%GG_x&@&k5kGO&oB8HQ3KIi{BZY{f6Opyi5zg=dxOwf@$u zS+C7NOqD~ItWY%vKo8=m0b>0l{2^TL}Z^2Hrs$dQR&j;Q@fuIaO2fPG$ z*~3DH-(fz1m)$(DSzmPome_Y!t)>oqz)5hjpMN8VyiC@HkPy-a3On~+wMNmpUz)XP z;sLX2;CNt#-_zs+*!gV&@A;ALXM6$pq8NC(%!#d zy~ctkztM5OV57boeClz!>ld?O$X@W#xmT@nf%0JfSM2wyK8F&WqEWwMPtpl|YCawG zD-7o|{!h9Qct{5Lffuf_gLQruaDy2Jj6o?1X~QfSvR}O=U7@|R%-%uM!Kd85N>^o> z4MNuAL&BY_)}iujpWcZ6m1Q;xECyH-L@OVHWt{{RFPL^XgplLGd#cl9;33Pv$J8jY zehL#IvkxKUIe`0`P`|@43>}LhZ%QK%!*B?AXFEC#c*tzNynQYW) z6u_Jpi>)($rFF{nlk-0o&}_)lCKg+3o6vfvki~v@iaZK1ctx@0=U-}ctE^Em=`=DIcysV1iT2I~ zJ{^4Gr*tL5S2KP)-No<%@LA_*$O%@riI^1^u36Pui{3nQ0#juaz@4?}Oeh4-2alTo zH=clD9{9rk^wtUNM?xoI5Bv;`%mY3IyeoxH%L6_ieC9H`k>PpZ3lGv;3=f@*P936= zCz(F@)be!NNv01z#Ys0ZJdf$b(px8ySis9DPQM%0w-3{=&!b|!e@8O?0S;V5C;o0m zhRg=PV%ZJL&m&jH@5uZpQ#eYmGUYqqvyRhRr{FpE6_ltp9d`{zf z^=*t;Z{}%uY%>L^^rBCkhQ}e`Qy-_(PQ&9S@Ja8|{lG(xf-iahrgfr^NTuc(7&e}Y zo!2GW^$ZMS!Mm=~ac5w-8hq*_c)bn`_ky3&`5D*Ls{E^k9hpHb*w*~@C&B*)N@dn z%@jVM>(0URCh+l}(EaD&`40Fj2d#A;o*PfcVk&pXO2DfU*t!^d9)^Fk z-G^!NUpVPr4?gWM-Sd~ZCvf}>=$xR*7tIkNN5RLOylegH5GNQlE}2i2>pv3{?f1LZ z9=hP7IhbZ$!qt@Bz(_vLy#&Xhv(UlQG_t^47m@*f%0G9lb0H$5n+4`;^@q$xM!08| z-E65^V=$9}m)yKdzx*3t-=+U;1_Z4J5`T*$4TARK!#;dC`?uLIsLq=(xO10w{Ks4z zn1K&-9rW-&<`Zp0=fJt2WnB(ZuEmi@W8f=7@VX|pC6%o^XeZ!t73iSLX4j^(!B44R zS!GnXre!(G4>;uasXy81UyIPng=QlI7*6efxNJU7+ZURX>2HN*Rq^jzaG~2FJ?$_` z9HhuWPZyfwLzlwqw|+*BA35Sje=am@Mb+qk&aozdob@x_4Ir}us)PSNz#s&!ndp5k zS{XoQ2UG|D14MM|6*IP?^EqR`A6elr(3eGiqp0($InMjgluEd+?x?mngq(FG%m^XZ z{S15!oaaB^|LqX6G|0GFj(intfd92zb%_5g$9RMaChZ7mXLMqGxkd=@HD>v-4*``$ zE+I`o-*Fi4+fb9;ICtJ*&~jw9zp<9Cxr#4q{=)LSPW;#isVSG}F91k=;tVGrZ z&Gdh_61f&)yyYa>6%FuLDjI7mkrK`?WAAlD!2OQFU=}!x!aC$VhjF0}+3Ya#>yWvq zS{-u0&&aAn^8Ji`b;vb813$3b*>&>6VXUY_HW)@q z9g=4lbL)__KqILRITdJ>)Fz(<8AY|pnIL0NZSq5K(;sV-L*V5$zkWHjGE+5<)}|TN|ev4~0$S2jpFV!HI zsyz(8u!eETzXn-HUn@2}-l8aS)34Tht;uHpTJN+bUj`cMT9cJQ#tGoT#-%9oONghzG?qq@bCryFQ6#0ZF)NDfsA_DFB1ftkpFmo5m*ayd za;BECDvF$_Z5)UqAJs9wiy|d;4TPCj&o~lA-gi~>o{b_`TrAqQ2FC4H;FNTa9~x$*#$e$brZ@3(9K7rP%cF0~>j-OOE)yW&Q;YsEB|v|>8%w&LDe)!NaT zoNi@&+M37}Z232F)FDQigM5O~@F(XDV@qHNnHh-j{5a5fi+*>_e1`77ZnmHkubTtC zbt55I=`c*|vvdX_2#Utu(n8#_I67x0h7mjTIx#-E4hLP5S{19lQwjgtYjY9C{3_KxVTLmM( z1v&3Da$1nJm5rzj9gK5A8=;=?#EH2RT|>-=boo8}mxjYZ@mK$oX1~zgpiol0cR=G(H(iZZ|YO7)y3EHV%v> z*P0mLjU@{sj4!=o$+-w)`&cp~(kOn8%zeQ4ZX8+EqUM+5$gKyNi}zX?+sBdbql{0+ zk-u9TAB-b!K4h#KM>e-LmI7~Q%mW^6%mUuQxILC^?r0Q^CEs^4E{!FBKWv;GOKx>G zPK+fhJ;sr-WO0{=(T#7r8GoRg-Hp3ryyT}xjq78`w>`s`Cy*^M#=-=$x0f*|fqc@( z_#}aR7W=>l3FPC)jDNQPB zTF^}S*|B(S73|&#*yS6hB| zN?J?OLMg9ZKqUf8r$Zay0BX_U{wKDB1DK#Dx{7H-A!v;4axRu#E4I3o&YV z%SaKp8d1Y)$E#z{BBp~KuR%)c`@*rwbNRsQVs<4q^dTU%NK!*O!ienQm9L~IoyQJr z0R2!x9lt7ZX9o|@2_JbohJ!4ouj9M?1@6-HF9z6fZ)xCKfkNPx24iG^&>-J9W*HBh zs_CD<4}K5}k|)~H!##)a{}`fla7^H`2?$wRUIy0iLs-&G-y`uXnP^WeZ62VL2+&R9 z%OtK|HiENo-o8hX{k(9b3rZ>qM{y5(xFWm3nY97fCa?fK+1TckHot z95|~)l6;?vTfl_f#l-ZhHuG?#nZ%!~h4{=MPBVB1wPgk!rNIbkfTLBepV>~R zElc7Dr2caPCU4gl`f>d|9AS5;vF30Iyj6sUu;v}f2_Z9GLXbbe!x2_8)^@r?kJGgZ zr8N-x%cLWA#}{jV0%sL<)fN?EH`lPXy`j)geaXW=vwODCyyQ?LVGtiF3@XX7JknU; zo(O@LllZ|V!qKk}c(@04ix+D}O$DCyhKGM)oSG|RYf9}u!QIv!Sz@ZLu_;>R^~aFxg=j>)t^ z6&wT35@d-W>jc@tiC4T_B8*Jij_k^`1Mo#K3;y0_#}7%IX!_X_cWL-Zi7(LbGr$AL z722#yWF^NT`tpIq zvm~yLW$e~pORYq_yqGnmbzI{465q?E_=-lv_DLMHL3Q*eRFImS3~$z5q{rT3%i62b z5qkp!TXy*ppC|Di5>M=5*MCal?ESc`;rM~KQ6kz)g1jNfJVB&Pexf#+{PckUykX?fOBuEY?tuDZnjcMF4 z(U*!2Q4jwfat=Hz@Kis6*Q1W`$Qm`>Qk*|Uh@X<;C%M=$Mv&J8StQ5@g6!a=6?>LE z3+(w^c&IA_pHYE#2z+UP2>dTMt68z9Fe|()#CK)jC_210hOLJngE*n_wIjnFGX=Dq zlU5%}`*=523)&^&9hV?v9a;(el)n(<2~VkYBLk|jbmK<}`8g@COlQZbx^ui;)US?pC&uJo14}AMT(tqLR?-3zABst(!~uBzm^~^ z1?eit)11^C(@X9n28+F4rmXZNF7Bl!Pw+tzK=d2$5rr9>Q%0>`65H3LQe%A+lJS30PL@7t46gX(_Q zj>mE{#|TbJ2laX&)^?eu2KCo8yR{nBz#KcS2DSFbc3chWZ1&W;GOct_BQygwsO7W( zYEUO%wmVW)tFGy*s-4z4rUo^bzXQd`pw^NvM^VX6<%KF8)cj%gK~3i3(m}neS*!Gn zV0(R4dN0aXu&8LM+}*uFeZ+322G!Nxj(^V090xfm9n`~Vb}coi*W`OyR8TdjepBuG zYEZlMvg2w{D-XBhrGwg6Gf;zSXaUrqo=LGgQdO(0>8q-JrFBdV>N$@47}V>U!C79Y z(m_p)w-0JD7Y|oyAK76~Pu1nakL|eZKlwq!RdYOYcC)PCUN($v1Kg#C7z zrcxW?Z^uA}c}K&QyVnQxq?cMnHYqK~ zb@{dp)eYs~Ukz7z{x#B`k8)fr-_oJ{d}A+1;tO^&73Nh9S7C0xYS&j`R?f8Jzwt1o zyN7zS>|zzBiH0k8?HAbf3+!2criqoi-5Rd4KKicRoeEQ)9eS5({&Ys0$nbc+rwt=- zX;Kwsp@yp{oigm+RFrai?0796B}PVBs7Y0ncQjmi`|Ve|w^p{C`(@ds%G*E0X!OLUXt;7bdx&qx z+vK}!l%Msyt{r4uTfJnrQt3x)xJol?b`1TpY?`re`gZW7hO0EMt+eYa$6v@->!>sj z+lK$4t#&JwW+x3-Q6}%R>#HcgoQk2B$_{_Oe7mA@JW#`xgE}{2sQ*KeO`cSn-4*f` zKq_zL;C&5OnZ4=krBpdpj^~@bXl*zy9sl4+yP|SjQNxwv_qyBlmE*zB+VPgO(nFCo zO6UJ+O{~IP&~W9h+O%G@PuV;dPqX`14pwNm%5(Q}yS{Q3OL?rx5->sO`2+eg+Yo$oKJH+#ukl)LE~uCi|Yw%wfyQ%=4SOm*o2dzd#h zu?jO^!&R89W4^=myKBe0@-X+7l_pkUax`3Jy;HunOlAFyJ?l12asE-JDR&(;TxDJD zal5_>(|n2@Pqc?g)5I#wry8!p)c?TlPK7xrU$&+)e#>5*e!tkwRG5JpuH20(vFop~ zXPvK!mAgMRTxI=t+Or;i!k&e4H%Y@))*C|ls>E!?sVZMtsD!t87>ARt?aVKPbMmnG z)L)S21(_+xyMm+(@}nTX3vx}6P`bD)oHgR4^prbw%vc^&UF&Sa#igg*@5&eSsl?Pd zf0~A?dVMZm$6=vcKc6}A*yO-_wd>*Fs*s1#~cCiZ6N5hr7a&Ppd zs~#eBzIT3kY;IOAz^tbHtPOxXRsF4Oe-7`J7!}g?Vt={N@kaSJQswDAo`30L)naaPjhO0a`eepPbzHFW?clmbkkcO)~w`bY) zmE$Mn+fh}X2kdqJO%tm;^E6zADYSftX&N3!SCyR)JLKC~Rb1uxYYkU<4wP?gRr)vW zdFEb6&9Y~`NE0h}%QakO zz2`-Hb}CFniXC5R53^Adt1w$NT!opm&F)Txc~QPPSoLPBy*M{Cu?lln!@3tUJ_tLV4m;g*hl+Y^;Q*>|y$LwwtLiPieRc(`}?(Uxj&ot{uOw z6-N`RFn2XvxqDN-epzK*fnMoTX1)h)u}4$x!ZciEz2vA}Uxj({wjFP55A&NQR$=lq zT!p#Q=t-5ZZ491~FO62hjyz21viegKt1$m)xXOAxdzMO>_Jlp_rZ3yY%3TW$S6QE3 zW7k(%VAt4L$*VFvzWH&bDr)o>N&6ZT}6GEIeP<5Kr83t^JII6E}43iGvwD|e~# z#oH*G_eY^UBgwF2Y$1=Q(^Mu+rm|- z@9o7I6Y!LhaH_&g&~W8$x_s%lGQxMsWtY`mO|0A*t?gk{)>TH@aTR9RQafJ6!#K*( z(~slSxxOH61$j)6QG&cC$Pz(579>-UY(f4J#GnnHg0niD)Qo&u-bgmqejeUdXmt}L zPLQF3j1gp#Ah_2P{)W$oBX%oX%5KqxU*$b*?@ByAQ{a~+{-MO<_6q!lyn}7K!haAr z`=vK)_8UdzEv1<}cIm~0r04COIK;)J7ZbiyuNxO0iMp6@Si{w5T>4q0Al1pA!kxO9 zFhRbxT#417zpUZP-75KZbEW^UD4cRv^{_pfa#vf!)f{qV+x1nL?s;~+3LQSE%pTw? zO{~J~)o>N&*|TPqRhSJLuH4-ye2N|zROVDAQNHV4`Bx5J z)o_((+D+eimN+n>%Cx8K<(MpAA+I!4nAbF1h3Ohv5Sl{?(GtBR(Znju1`Sv49)H&E?nisp2Q;yAcUZ$!)`KV5-Kj8vuiNq8d6?33rTzdK7{9(JI%B(=cmE(v1u-6Wsa{jT;;jGpug5b#VSv?hO01}``YzY znAp(+=mF$ky0tho+ODV^=V-Wc5IEhgkNe_L&(b_+YGUQ?Z4Fm>W-PP2Q(?&F0rYm+ zI#1thS5%H?X}EIy^pAFZ<@lM?c6_gWKAhIXD$E59SMI#G2hazGm6^A!5_ZO5c(JCh0V?RuIrcC|O!|DGcaMu^@j#S`Y8mULQ zD!`HBDuB@6ct8JMdGpufxpo5;;Ast4J?m!K^;O^(8V@QnQ}EoV`vsP9y?<#2DsZ8O ztH4wH*aN7*k4&`VIsYT@w?hBk_^ZJCG)F2x<#+7?F8_}J3pIV^{~a5S_^M|a-`WGH zz|MZN60C4xR0I-Tx8zTTNdD-lyTp zf9Hh3;&;<3dYk_dU>6L^HWlDo4ObNnU1rx;ftP(#ii`1QbL#&psWY?GfX7#XYiPI% zTvA}ySAnb78d5fYGGY+o|6hUEY6dEBnuetr!5-qSCw8yDS_1}R?)gYD9wHa_}FG!i)f@#gnJ z|A5qwy^sE2sh{+-&_AKp?d$h3m@f^S*}~wg46x-s`d>-?_%lNPw$wj$AN_yW>t$FE zJeP$5djf7rNg_+VIlSM*%QW|_H z4LDfl-{(?4uC>tT&l83`_dfa;rG8Qj*Y}cHGCKSrH&v>UX`5{u5F^ zeTvZEDD_|QsgM58kp`(tg~3^Au+gUhA-kl0O1jYZm%mj0{XY8tNPYLOLcgQbuly`J z?Deq&YzP7Can@yFFj5-yU=F9%#p|l1e%8!*4*e+g>y7Z;kozJq(S;K!r%{SkX+V)yAuCaO8vz3Lcdv{z`wqa{x4EL>x$6t4E=|g z$<_N9_>B@h$oD`2ZGsHYlpadJFDBbcanfQTUM|IW1R)cTlVWmCh`*NNg+jbWic_M& zpxu<>Jwkj~id~C@*bL%Y-MWu{2-MhY%KwJx zW7<3;4O-%}uO4@n2JXgVxaY-Ef5d(CCrbUqWTF3))L-sPpH15jr9tLZVSq$R8qckiQL4sLyQtU7R?hpnumtVHoyB0!2mB-B#kg@**bMZl!veFEGM z?|o07_5WT|ft_dUfd||(xTg$m^nLJ`fwK-|{ww^vC9UR4JnpW-+X>129Id)f0P*yw z@|z%bkjmr&UXtEzTx1jPE&%*7KHB3gf98t+eflIG*os#5KToUtQ{wv5EpKr@;Y5Eb zr4#*WK%6Z}QZMnP?Z3<~S|xmJ$Y%RR5C1Gjl9=NNsf?$UR`GTM=Y)n^`=L%h;0^fm zER(sVlm91VB(r25`*r0=mc%CmXOWW3E*$wzhMN4m@IOfV!su<_l?a{_xLtc>)+TB2 zsdj(Kx4>C|Lai(7#tYm%O9amF6B#AFAQJU_D30()$%K}1TxLy{<~l+~Zv(_?@VEAB zp&z9SGD7tAaCKpJ1~^M4^OlDL)1wJ)b#z(uv60>>;pb40T2-K(sHB+6u) z_2i$c$TeLLIMdI+;oMhO zf_@ONl9C>x$Nbgb5d8q0B{Wz2k$tWVkl(2B4{9@GfF=s~#sB z0|5&#MZ2^*6gXS@De@7wE|Dim0nR#*`PmSTP#JiG#N7{jI9^-oe-51auT=Uau82<# zK)^~mM=R++(qOXo6{!E~a&mPOJ$_FH4hPOEmwrtIR+Ds+#1qSoJ(61OeM1=Jw-u$v zT;r`35@VTm&~DwvV|;m!Q#U-t^>)j^gC*{s*q!4Um4u(E($9C=Z`2k7XOrEV)Z0E; z7A1+mN!r6;)&pmyj(3UWmmvf11kQTw4iO!QBBIrsA@$D=;lQEt0&g#I*ONTaFcMN< z2%cgBwgafS3>nbPww!t+Ksod*JEWB9u^hA(k5?<{GS z*(aWRt0?!hYb8#4i=o`$5Yavd&O3I=!vP7Ck+Vej^dEb0{Ct4We-${ZXi~H&s8hh? zn9%oO-wipD+Wy3;q)v>x=7gk%C(~9{Z-icXkkXxWrEZXC5;& zkA8DR3T}A|mfHAN0?zzr%1v#AEbhZ^@h%P{qqMtupMZdGsb+QOAy3HZod}!_QsP5m zs;F)AGjj!=B4=eCnWz^y?_%9m;8^uP(e8^(R~p_u;8>FRva@N@$Aq^b-_(Ae3`|0uQpuU&Kn2xaWWxR>nJ9`ImEgZy863J>ys z)fD0AhW5)O6FBQ1sV?TovS49QRNFyZKAzRyQ|i0GrGmGfbx-?1`J5+jfxxfp{i43Bo z{wD(Wl6cMF6qY1QD0L&->J!pZPS}4Xp6C|9TIncwg{V%hHj!!qXMW=PiVonMhPOzm zzfrGdUuod(Ee!Vg34=il=QD4L)W{tD92Zp?Bs7)-XMOiv_i&(wfXSZ{Pm+C?+X&M9 zU76bQQCzcoKVi@tIP(+tfT&fT^fO)PdrA67VusCd2+3k;;JN1EfLe5&SBe={OZyq} z6Tn$b66<#7`tQlnctPT++l2o`(*I20Y_Q|`o*YM95h5xm8SF1f*-4V*3h51J*j{@?4tM-Z^h9no&P+zp)d zIHkKNojRfje_te;bR~iNIVUGe6N$&=KFjfHa-nwv&ir>Tedd;z%gI0~@MzBjcmX&I z?2HkCd&{vo4V;&BtLWL7n!=AI@wjKidQ+vYpDHF@zIN=^r_Ea7D0SOV?qOja;b^SH z3Wg8M;>!cl-^bYM_ex{Eb?$j>XZ5##P}}OCT=g_d|veyolUDIJdKffdVf(hzA_-1 z4xAs6winyw;X<992F`}@H2=|$SE3--Az+nAz3AbfLyC-#ghBdDx#5*~E#NGnxP4+m zSC&0!CiQD;_r7$Jc*n9&s9^h_eh{$0i4Tj?#mmV4X%d%*ye=8|0f{@cAy^GuY?psz z96Y+@8vI$#yd%I_-{Z9VjV>sC`9xZ^*}N`s&pOe?O)|6cAIsWmCp0sF!@rm8)NaIG z4nZZqnq-Q0M)Lu1mMH1r;hh7=+b*V$MZQd%1bI^5)vzbmWADOatx)3md=g+#9}+mZ zDFq&*8%G`r7J?cZMc}0JV%Cfc5_lttyY348?Q(5)0nRFyr9J2VX^CGd`vY+{sh*dP zQig~CYI8SF;&Gpgl2!>2ftLekJzlN#c&7~TqW1WdpQZjsn*J5w{1T8$J|d*895dq+ z(F4~WQ92QpkXpdmI!TnrFZHCL6L2;(`IX{1(ngka5O6kIA|hr9SyIy#yz0_#ir(XAqI%3q?7xfO&#e~#nTq>Y3h>4rQn z^@*&x+9={Ip|e(nnqGQXSX(jeiD6iGaOn%Ln+$xUIUUA~Lj0XR#G z$cxoCq@Rbr6nJW!z1VGc^O6lCowXl9^$`N%)^0eA2hOh<%b74x23P`|)hsSwtg_!D zg&>{b{BS2%ao*eDSS=DSdAJglK2ClmJ9SgwY`@IfwXemvCThP>4*5pZdW%-;=D?Z% z_;zB(1<4ubm&uEOEn}>Gz|TOycPuaWW${Ye`9bVkzyH4V?s}%EX1E;uaA{Ftj|iN4 z&BGBj$X)f??kA=Cqy6D`U#f> z4Cm*CVSB}hc-|Hx65C8@GzZSt<3$e#WO2yU?**=3Okekd9NBM%aQ$+D!p~R0nIE?t zMdfGQk6hnNvN}J@HSx|*-sVEU3{tfvFngaULS|x&P?Z1Qm3X|npAFvvoK3aVXGd`S z$L>OWP~uJ}8(oYtUN+2Io^(`Gdn?El;B2jaqgA=;PhxoU9~RR@4R5i;3$>kPxBYVZ zbnYVpvj2!r21-GS_T2gL5-;?B>Yf3(84~|qd$iR%z*(Xvv_wCYIMwj|z`d;09(j&0 z&z?xd1EOb%+Ge2ILD7Rl6P~dp6bYR9(XSP}2%IG}Ukkic`f+{Mm-YW%OOpb(_Upv2 zfU~ho@7k3sKOs#HO57<=!`evvwDc3Ny(!_k#7XH(HOdQ%ke?BNuZOzeSYJ{?#frf- zL*Cv6&eotc-o6GmOMSPtm~i-999PO>g~IHVTJL>zFi zE7gV4QLr>P1)L>Xs2yW{mn8zv)B^tjoatw3SLiw&5;(cU;y!ZkB)#ro(POvvv*K33 zSr1%WMTI_+33(XKYd8oT8~3?d3U2`CDQHW3!4ZKcU1uo}BGwb$9d}gLYL!?3>if2A z;LJ~)R`ZzO`rFnj!JTw}Q zaq-%|43340*YJh>3a!@lm^pa zz%~)HWRLwMz7{w;aJ(Q79M!>HE^t=!{8KSfQ;^Hj&q=Lvi1~>zp_x)EfBpGsJav3=5 zK%opgR_ZtXN9ZTYT}*hO5VQr(^u()%m>a4^cydF6pFc!txfA^ zfwRHuRH3&_MUcr-|8Uv4gZShv2v~sl-lAuH4vXmGz&HC-{Ft$`uJmPA$`##lj#ZP>k+8*|P_L zv%vZ`aJ9sp+N68^n)I`|E04G~Si~o*AYijPtB(kvCgU&HMSytCQLh_9KS{gx|4xYr zQ22pZHR{UjM&NviwX1W)dsCG9du1!EC_sDC_!Zz{hgadYa2el8 z)Nq{i_!@9NjhBhkdb3S4+PlD6q(p~^r0yqNb4NsSX|Jf6*^cdB{`*GzZP14w98JF| z9Q76cN%+6Qky~CqmoRA#oCS6lc{oI+zHxRwb^!Y)EG~1&N;uN7>TR1nFp-=4gp> z#9pI|RwDhp51dVOBG26Oq#v)pNa%~Qe%K;d2La0{{=?B+^{c0aMJ8~zl8E+Ls-sMw z58fZ(Sl>OjJ=|oPFeH@?fxC(YUQ6OBz*%Ze?Wo{8;4FizwxTP`{e;19Qa@i_oD7$K zJ`3djhY{T7$)QfN@24SPDOb`TP$Kb7JL04ZLCOb-MC0cRKVM5fF^ARstQ{;oy0kZ} zJqVl+SF&6I~bPKg&v{rFofFd@U(KNtQyVWMYA zpAKOVQKvRfF`UiA(PP1}BdDw<$y{R~|Bo-=fwR73@xBn;9VOZ&i6?4<@pnZLDNCOG zW81;o4Tkd>{}{4ufO_V)6`TAArN<gSK9tha*F3}z%@)R>*DL?caI2NifOoSRBJN0KZk(x_h ztC2^G)VKbnNei0a>N#|3%lX!AVNTa0g)*nJ!4N+#QpR!1-pU zf!OSPC2RT_aMlk`Q!$;C{!bELuZ1a)_y!HHSd*vgB_8eR&5a>o0TyWnu@e7M!zTb| ziN^mf3T4WD((4jWsvwSyUXz)w0?rDadC`ONV-3q8C+YvMvTF~Is=D?&i6J3GNFbyn z5HdkY;GAigBr};z5Hb;C5*{HKz$T?+0tO0FnDYAU)taeV>6KndMBJzs9eh=;M8_%} zy%%LF6&0u%9$x`LI-u4UVgRA&SK+R;*E%$_wSRQ}NY44~wSVim_u1#1nR9Z9$hL95 z%GuE=>YsQQa188m?a?V80A2tsA#K%n1`eYc-}7a|OMs)|kW$QgLBE&+Z*<0nxUUTX z{u1M%YVxd&Eq!Vv8Pv#MDsdZ4pBxMLTb1bl@xUwvT&?(LY0q@1 zg$5)F^m1@G>SaV(%v|8C*VjFdn|r|y`FJf0i7$^2NThY%(LdolSMK9@Yw|os5qkC zu&KL-JP4*z3M7e(J%FS9CpGbB2!Fqp3<}=Zpd_DW$I?d=E?y)SE+6~-@)P8VCt;3RVvri|4K$aOvYOS5XKW(8kPUwj za2#=7?e)FSvb=vErFF(gBH9HwhRCbc-)U2s)$yH6`it$<;Wy*s)0h22ntQfub4&%` z7^l#O6yZgDu$&DzDi$+{hflvmc`-RKS3UB+h~0&MQ=kEfB6VH`W^=mR5m)K%WQo8f zDv0yx)cesZ65Ck9dzPZ$wUNXD!0FE3IhOG6p=w)00^$tL+nMoFPS@=y<08uvd3C06H zwa^ipM^i(D@y;q*Sl&II@Z*5vG2?$#-ulex!hx3Ne&-x39dPtGxW=a#?!>h|di94jAbIf;;5f2+M^bw4=9R^h zrDRa(YdY0S=}#TPfTMh8CdpfCq1|O<&_%v{YgOKAXM)HW55qaNUpeRoAY2tjqk;tz-k?=N_j}4||P))(rdB8Dw4{HuQ$MT_LSjLc@Kd{H! zp#dY&__{QXLAX!DI~cd!Ob(Ru=uP%;ByOfizzRcs1_7@4d2&|^3apMNxgp>o zqJMCQ>noY)996;7jL!xf%db&eYAha43SxZiB8l{hON{GPlQ{v7_$v3>;=XbsDQ;|| zIc4q-i0Mawqv9Z+l=6~D{0?vo^)@Zky8*|PHERz={j1_voa+xIT-`pliuymG^`8Ma z+UL*?Jf&XZ&CwqESPMAX@t+#ct$?d)Z(9#r$S9l?>UIw4{ng}g?_kQA^>em|0Y{Hx z{1p(Z+JA99@#wj~EEArCXES6?B05`7oAUB$(k4n}8#H$`Kr>q5=aVh#yzwo@qo=&8 zo3+09(+w=2Mm#pvD#R(km36#M$zX59jif%~#rV^}p$ZqWXseOg;b0+$i>7~**MU;VynmBLR7*1mtlHG) z&3fwKFecmXCjURzY7}BqR>RDy4zXt z6O6}N2)7ix!9)RVJiI=Icp|?g`O7J!`55Cdez3t>=06R%8u+$J)k^YKZYZ5bM2?+= z|BRO#Rg4FRlL7}Hr=|jqq4sL;J7}}yUm_kZEwP$$QPY6_3$ck6ueBN)Nx?qV3O~&S z97l?NMxHmFaNh;5lH>_W_yI?Q{MtLRehoNA+LlTw{xXI13&})YEu?!INkKpxq75@R zWz{qatkld091ZpToeWye4rJa$^1k2E;%h5ATsQ(6RELZ49S&j#T>DK+Z=$XlZ~7Ej zNhNU_fMd_beiYm`rhJm+ec|{~{|e&jDn*ogMzsUPoS8hY^8)x;QY2DmQ8brnZ|cbd z9HZI$967Z!kvfcJ`9kekwiA`SkhLM0cV@v(0VFA+T}gM%Cep}_bhLY!-KuB2vx!QB zkFuf#aOAnjQ?s?^*~0R{y~OiTDjD}0;7}UytOM9G*lY#c(f1DCV-oG3--JPJdIOX;p3lWEb- zgult9I%y7uA6(&Oz7_sOfTJs+G?L%W0XVGWGqOdUmalt$!lorZWo_l{hb@fLdM!@h zSP~t>=CWByq^6P8JO;R${C3fZSjXo69&luQNMk(2@f0uk@Cd`w%9o^7)-RXvXwBiZEQHJp*tfTJs~ zYp!I@r`#_a6<>6Pfa5?JqfJ8l0mn=QKl3Wf*mH5>7G?2V;al)i)$sg$^-o-e2JE1p zG%Rc<#aH)ziZ*n)18_9-70uAc0jFXdzJP)gd7fqkH&SkHJF;8@xNAlcu-}aCBh4_QJqt0H?3)ZG$ak zf>vDN#f0mpIU8YFhKzY}kAjAo6maCx@6~(*I1Z}-UsyZD7AG%J^4Y?675P4f8-_uH zioWYc*eU>JW3*>VJcklM*_%pBU2E#t0XR8z1h&wazdxd?DPOvU&x zWnH!Xfq{Xc-KNIXLF=U9H-3QFa(`tON<4-MEMrY)-Htt5{H=RQF8i01*v zn%JY(^)9@33D+lf;gHqD3A*NrhA`hYu(xiPKTiS&<&To}3z?SkQo4Q&@t~sl* zC!F;bdf6!Y_bb4$?&}{2zqj2unJ(Mw&C>O22bK;lp1*AAik1H5%lyUe5~pZwX@HlG znPu|p-Jvf+^7m2>tQ zhx(P3lmLy)JZ21$Rr`$;+4`h2n<`psY8sl{ zt@TqEmDb$SR3T3vF$(0McMV5BXIa^Icn&9)mC4Mh=1|$tV=R_Kr<$3#<&ka2jnUX` zu=M=ZxLVo{8&}C!dW>BOo^VIh2qp~hc)-&ow-mce9Z1kk!k_Lph9|ilW%A4cqiaxw zGcFq8u7k#^gd7cZSv(~&<8^bKjO_w_5E^*aDW;LLx z&GIYVnl)Zbwtxt~{PbIob<+@{rE79q> zVuc@N3S?xbF-~rK-*63ZUUAtiBOe+);s5@?7@iP*?1Yh@1nd>W9y)B8a!0k9CGUI7 z%$C!Sp`PPLa#BN+Q@-$)StuPF%&TCpTqd|dYU77SzVsb|Z2x!rBzh|1fdQTht7n@mU*BiUy5d2td~BbQ_pjvg?dz3G4IZ7XsWj?C~uwI&{Qe|&1R159bnH6H@BE) zl4MVt8ItKMp+*M2Z>ENKw3^8&@-GX`9pNpD%&x-l)GqV7Yvj1OW^(xMZRX)2@~B~s zmD^96H-*30ZJtY!le^6l`9!z*MG|-`&*a#L%RSGV17x++J|cW>zj=SYoYZYr$fk$Q zP`pUE>zrAcDr>t=KQ|*5nAum5|rpUS>X1Y9HXul+@yUogY+tWaG zO-;=WB{i#M{$*omxVOmOIZ)nNZap_bTk=Y0(1Oj~2*W5A65y zes6(n!Tk^)8$yNh5!fFb;r&RVP@e}*$&(&?aoS8if1No*=2qIv^Q@-=`G(K|IM_n+ z>hJoJenVuS(w>>Il+Jp^Qj!`WH&@!n4YqXNm& zc)KGl?>^egGvtrQgU!6(3;U1u*}n+;M{z%& using LayerManager = std::conditional_t, //if first layer - Recurrent_Layer_Manager>, + +//TODO Add recurrent input layer_manager +// std::conditional_t, //if first layer + Recurrent_Layer_Manager, //>, std::conditional_t, //if first layer Layer_Manager>>; diff --git a/include/neural_networks/Layers/Recurrent.h b/include/neural_networks/Layers/Recurrent.h index bbdf6b50..cdb32aa4 100644 --- a/include/neural_networks/Layers/Recurrent.h +++ b/include/neural_networks/Layers/Recurrent.h @@ -28,7 +28,7 @@ struct Recurrent : public Layer_Base { private: - ValueType lr = 0.03; + ValueType lr = 0.0003; mat w; //weights mat r;