From d8cc3febaaf0d8823360a9e6fdfc05e9f1fd18d3 Mon Sep 17 00:00:00 2001 From: Miguel Tomas Silva Date: Tue, 7 Feb 2023 10:11:09 +0100 Subject: [PATCH 01/21] Windows X64 Jupiter Notebook conversion # Text Analysis code from Hassaan-Elahi # https://github.com/Hassaan-Elahi/Writing-Styles-Classification-Using-Stylometric-Analysis # # Ported to this Jupiter notebook by AeonLabs Solutions # https://github.com/aeonSolutions/AeonLabs--Writing-Styles-Classification-Using-Stylometric-Analysis # Jupiter notebook code change log: # - Running on a X64 Windows Machine using Anaconda # - Notebook loads an MS Word DocX file, convert it to text, and do Writing style analysis from Hassaan-Elahi --- Code/ElbowCurve.png | Bin 0 -> 35067 bytes Code/Results.png | Bin 0 -> 22960 bytes Code/paper_to_submit.txt | 2567 ++++++++++++++++++++++++++++++++++++++ Code/text analysis.ipynb | 686 ++++++++++ 4 files changed, 3253 insertions(+) create mode 100644 Code/ElbowCurve.png create mode 100644 Code/Results.png create mode 100644 Code/paper_to_submit.txt create mode 100644 Code/text analysis.ipynb diff --git a/Code/ElbowCurve.png b/Code/ElbowCurve.png new file mode 100644 index 0000000000000000000000000000000000000000..8b57c08aeeba0fc1f1a759285f81adb65e7665c5 GIT binary patch literal 35067 zcmeFZc|6r?+djM+G#GaSLTI2uDD#k^Bq2k_42x7|ndjNA*b!=(GLv~$2+LS1AsLsI znaoROGV`8a)4rc)@8|jb-hbY|UZ2l>@5&mk?=_s~aUREUUe6WfrO1eBiBTvNne^?O zN+=Xj7Yem+{>UNtmy6G)F2jEWZ6)v7Dq9%XI_O#JqvZ5#EzK-!&5R$MvDde@F}5)0 z=HTVvx_rjS*4ENSh?Dd2-U~P^tPMF?`4}bPLylVB*04dLDD;s3?MoF)F-D>OGLpV| zUBxl#SGR+sivG%%nN_B6Tcy;aa^goH#1|1Ckx~8R$;=VgN1&i9@x`XzmWufEFJji8 zzGQ#g_5Jfm(YZ6Jex5}8B=L6R3eh^F{^dY6;ivYo^DJ8vLN^TD(T@rFWD|}j*nL}dgNp8 zApflTIu=K?^@o~I&ris@aj>$cA7?|BT(Nt5DK7+Fkb8$ch`a`OQnnWPFJ<4?SLdGqRP8j8bphxM4dKqHZ$TRctMATJj5@ z*$+j3I(`m&|6BgFHCIUGqJ;{+E*F^MYp;-sEVL>QWxI7_?XY9Xkz1d9@L;NR&;{&J zs8+uFy7S`e<++i%E2Qne%MT#gK>y%}E#J6kqe&nxE<1 z;NX*XW6hE!4pVI+i(LsNQ{`HR$xk;%JM^T5a~o38i8)T+C!^!L^Zfa9?B>QQukENJ z^Tms%KXUbGuQ^)2dMo1cyS2Z{r@&!KXR%nOLH9_?o$xoJZYxHszb6Qtg*gmv z^LNpbIa^i&*$ z=#sdoXtp3nf>dCe?#3)Nj9uPieOwp!Mv_Fj`R8Z9f=4yS(N04l9r?yVu+U7>3S#T| zSo?`|X4%kD7)>)w8A}aiQN?19OGmEW6U_n><}sD8?&}M9)4AdL+S*zrOUvBV;<&go zXtxENep{J&w~$;omn6Gpeq)%fdm8MK;#eD@Xd%}n%i_t3%et;J&&rpF=?W}*%fBvf zu2yWe6j=?-Z>&y@_xmt%%yxZzM$-N88$MjX>J8R*>7&H zetI4u;__aKfIN2XM^Xp)PvxW8!5U_Fk=0*$L*?E%IXMR3UiXuCGN(Ds4Li>_NrlA5 z<~a1a;oUYS3VTDDEFvL!G2qHDPL&Qnw)#ajjQKw=QsNi=S@aOfRU)_=){z7 zte8qS&kR%-*o?@dZR&Yv7Z*A6Ce?MEBr&Fku!3e`+OnU5^MmV)9s9fv`#zh%*y7O+ zHPzKpBvh9#S&Q=XtILL7zPrA%U^n2;k8P+}o2|nn!k8$Jb}}1(eR8?X_rbEe9j<_s1lI@RGA2Ek;&fsN}aa~b#JEPvTDrqU22 zQm4AumZhbC%6nyg%;tTetD2DguX{h2FUUot8aBjeR=Ah_{?(o!%Tat2lW&4!O-fEC zysc&kitSC?e6~CsY4IqpJ>Pb$`FKuPSXfG8A``usyS5#nb!N>Ud6bm1mOl9QJi|b> zEX|}RhbdT@nI+HPdZFk;PG7sek|Y~uvOGKV`TOC62Tz7)!77%jKRHAubB&Rbl37}^ zjZ#5YRvFHKeqOt;|Ki-7GCW1d>(}=NU2}BG=D*Ncj6&cGZW(KRe&S+lhC1gnAD{7B zwjA3Ach0rE((%HSP$jo|dE_xsjMRoaJ91XX@ZH&v85+^~L z8r~N#RMe{j=-FmmZ`}BkiBe;O>Do1IhzE-9?(T1A>`Tx!H8sQ}By85@mS0w2 zPj$sR_ZRDwIUB>9gsgr(MHXdx+7fN`nQ|yy_}sZ0EG#Uw-@kL%nDtu=+Lx65ut`fx zGjz?;JC!8r(D}G94JK1F-{=)FF>&zg*QpJnt9KrEzE|yh|Jd&Z83l#2Fnw^pgJbmXiO%r=;mJ!23EyB)epKwuy_*{j-FA31t+0Kj`^K{2;+&V4 zm+xPHS$ZJr+!!x0w2{h(LZvQmEDcb6uCAsQt}t%7AkF&D-3g-6kfp%M5fYbuBXZ9+f5^Eo2N~OvriO==lJ@c~|P_s8NA= zHx|PNxlvX1`gJdeMMF9d(HL@uYpD>MG+?P#I(s*UMRk|bO0GWqa*2(t&P|k!O%}ps zC{s6#T{2r2vLo7gENKN|_B>8qmr{c(*=FQBF)3+lzHtlFSmp(yYqMX^V-g|uzxlNJ zThMhWcXcL2U5AB{k&#`ewCHv>?21OnwRP(vvRse8{vq8AA+Er(|Hkt2^4NFbsmpwm z$l)67c)9?u`Wz$XG@JO|yxUo)069#CPk6ib1wDOwaD7BTM26hJ_{M4?RZw9rXoA6-Vs;>)`em%i!xO>Ol)(sk2~_4U^6U)Rjf&txh$$_ zYDR=!)_Bv}ssb6(20Q%`!tP-ThRi^*jeD|T9Jr(~opj{g-g-tuwIM=|({YE$Pv3j+ zqYKVl*?hC?Wc9QC2M$0o3d_@}Kx3R2C$o;8xL`zRO*6rzhnSZwsPP&%e_HRo9W7+n z48faOx~ZuNyE<9I>#^YqXhGg>^|z|CGqx=ooso?$p=v+%+YIe8QDD+jS`6thd2P+L z+qOk69TwoZ$6?s-nO|PeBp`5rk53I^qq>1X^2TcKrU|4W>~MtX{FKM$YLqF0dcGg> z625Oe-FICuT7G>lcJs1zk9i>*4^RG&B{(xI7cWXdOv%VRz7Hi%B;0Z+sy>33O}&qS zh9(WNpUQcufL7tD(uDbWTeNizGwsy}H{bG4Gmot=_No_}chCRsv>0E&>xMDG=F(KS zHuIFhb^62c3Msul^HbhfKn%Z%0a~P9e{u*5(^Qv(Y1foTcSabMQY(kauts1T!q zmRAOiwQZ{7tjNr%*wAG3SbO`istT8S_dFTBQ2wV13z&wuH>c!NT8!HXaHkPWhSC zp)wJG3*bH(Sy?t4x!<2Y-CSRrYZxiJ#j^b(&j`R=Iu~J1j~+cbIRL+hkO6b80&~#H zi`PyNv>6_Sr&NPw3Wb{72Wm+qS8-=27BR` zmq%h{wId54*U|Esz5ZoiBDykq{&7#K1`=emGz(6iIFaCW;BdNeOEQKDB8^^^cbX|a zo0i8&QNMTp&fr-8+5&`If1{XYaXGT{9jHqr{}-i?yBal05Hc|-Ci|pfG*=I0+;M?fo*G&{x5*Y8RwXA$-Xi#|d>XllU7cG3ZPBm;iF|l3( z*Y`-hQyA^V0b3#V>_ch^jFv*q`~S;(Z;4gDa7Wb!GVAY-aT>KB0XJJe*F68@LC#nr z@g4c8JaD9Ix3v3z{c^Dk5|rg{V&cS!&h?P6i_5F484^C)%PX2_%I#0@>ps%uWnwVV zAuh6@QWU_ze&@&dB_XW1a&jUIA76EI$M(xm7GE%2;=J$dAIEu<`?oeFNN(cfZcjHg z#=p`m;cI-eRc^pbp%lU0yzVvMs@!ia#9VV}HmYSzC`RDw9U`I--QCsS?-1AV<9+>R zgZ`rz$73CY$mj)srabOkV=KI}^KBSpQ0K3{buD=l>Tr7J9~;hD9!`J0vQSs3cE_oD zXG*3o!>2`z{p$@Y;f*;{W9C;_1uC8%yFpo6rRa*z4 zq?(|Xp*ml#?caMcBj3lw$0s#6oOFq`_U^CZmw)&O+0_=rv2MQt1=&b(;?tL5qt5pa zHOtqEs5nDKm->n{3u^H-LFLZB+plEQ?G)6dp-`&D8ECwH@a(-sZ+4XrMO|;N?$xVT zkwlaXI3Z@n&gJ*7ray^DY)2c$ZM!sz@CiTcJL&Me2}n z!lzs>9> zI#jt0zpDUx1$cgWqPL=g%RHlYyz#8Ufx`whV>~?eW<|urnb|wXZCdo;Y zvnI`n&ygz6hr#(aU?d^SKJm01jY9Kiq^dhB;f=hGfXfJTo*#`@5MBNx0yvDpV7RqD&jS6DRru`r9XVmRHXeqguFsq81S|}3> z1pd~m2nYdm>>C9!BAWcPz?qV6jvC&o_4%ui5^(Tf*R-t`R8s;Z5^g2QVhp|=QGRf4 z(|KprLZ0(>-PMbdPeBkQgw1;p!PxDzO-#}u==w#G0R94a!NtXO5^@M+RLPq+Ptu%# zz}DK@s+1E6)yLYJvS~P-cRbWdivxu0X@+l$vxODq`k0$?|0QD8V!;Ri9cl zC9%qqrV~gw*$N4sH0!ACIHTx(a5D9ZMcG0qg3O@EO8WLTWwX*=D4ID&%>mTd~=xxmhz_2Zjk9&D0@aeRZD_Nng| znVE~j($l_^Rw=5e1Rp){59rryn%oCYz4(29y@&)z5nw^2;% z%pd$agl<2xhTN~iVqz7v{46I_4|oY*s~xi?KWqYynQpu(Z z1o4Spi@PNx?3ILqp~Ere_=H+ZmKx^x@hxs05g zDwK&X-=L7@HT-^h(F)FKNK{lN5ed~O0O^h*s{}p(qLJp<8j%YCTVR~6wIOVFOVfH; z+QmvhPpI{lyRj{7r29=WY$ZABARWsBOfDG~I0K3M!n|JTt zMgFS!-b|x^Q3buekkjtGxqkm~H*MVW6IJtVS}bZ|TQm_0)oSD&)ZkTF$HdIcvX{bq z0|MHb5~O6;1@Jv(?u71=m|yl1BvhyIcK9JR>yXsTLt}>>ssA~RnHPRPsW*5?=Ad#U zGOybcKA48%aTV3CNT5+;ledMi{fg+*tqoe!RXMAFZzoqHh3GV#X zUlRH4*|YL;;g}235yJc`hskrjcEYgYG026SmIMBRgm!KzCnxVOffVXw8sbuu(iqhu+9edi&Sn{t|uUj?WG1iRY)QXpp)77!q!LPy5*RuNCtk zd+7|u`*7hh!_h~NmOJ+o@hNVRZa_OducV(o=jGMhqEN!8=r*49$NH>a>}SfIP{e!K zOSn(pdH$=anb~_{Vp4ya6C6HO1mEpX-U3k5H-auCu?YN#x2Pa%e5Ze1Eo>+9v>rJ) z=}B$U`ZfMy4D61T`4&AHX}trg+wbjjJqDv9l&{LCt7f=H3-o6g#**b>camaU$9c=c zrNQ+VIcz6LunqHmj$D<$y7-G4%w;Y$ZYYuyJA09 z(RY+}>Q0r@neDAZ0jz^#vGc-dT3%K(hUej}*BH#w+wC!-qDU~jC`f1TTHim8X>M`j zv16r6-2r4He^%0ay1Jq1Qfa-F8Qo81T9nTeVwtwz8P{>v^6(jH6Fi5mLw5+XG_5e7 zwv!VT_0E1&;f4ae>z2QadbAKxM`1%Ue=ljl-m_}Ld;6%4^|vm~z?0~@URCj-m^;7o zwU;=Xc~Fw1r(R|S(A$JWPb9$VW^wF*s8l|9)RTIr;B9Vh(STTP)A1d=hd#bNC`EQy z_)Eh-{U-i(zw!b(9CtHNEG9lRb^rQeg?of>VJL2BXDU<~yo5cEKYJ>`>tr3l1khf> zuFo@PZ)2#^!LOATCL$9iyKRCaO^rT2wG@n2Q{R1HG(513{wdg2DJ*9y)8r!e7Z}LJ z;h1;!l`0jyog3;UaSD-O7U>9qtJ>k=-hY4k3HUV^8C_^R2}ds5*$?V@25sRIQ^Yv2|aHq74pt%;1=3_c_>{yN9Wa?prD}h zXuQv$r9f+@26wmn>IAIXGEEM`O9C>uo~w5XcpYo8>`CIO556vAU4pvntA@tQv-kb! z>9TPdfpz%8<~q;kA?u#$&tv{Z1bb=IbCx?w{vyehgd3!%1#-XfcGW8>Db4pip&&F# zF{+MykM15>oajse8i5y>#rF1g%@X@8;1uJ54QCY+!nTgHqp>P=VVn+({1!dh+y>tS z7U^yrs}7LP(v&tfhBaz_LZOM?35NIC4T=(Ke{566zC`l?UxD?pVk|Vl$t2wJZ%&DI zPY2?ruyq{3S{fAalLH?e^nx&$M}?gt+HONIm5_&IZr^^XIu+@EnkLg~;3Kbdz62V} zl%^x%!)zC4GJhbQ>ff_SY^?5EN-C7X8JOihTcL%|)ViY`rZAPg;hoJuy&@X|V8?fX z?*@4_26-VX>n6ld1-Gwv+2N(#rmw%WpZbk&O)G$XkrvwOrJVWeu!`J25eT5J;QDI9 zew1_vFq!ayt$BtGT-Bhf!71O=KY?Sd#H&Y$ipY8Qx6TfI=)mH737G9IimLmgs4BtQ z+WI6TW6si&qqNe42XB533;;5?EUj7U_;&bPxbiPMI(~DNx=?l;&`1v&peDZ~wy~5D zKrfsOZz=oTVd@(gs1A67ZC*!FbfR-){JU@-lk~%C@49>iAb60UK2;$985RJcAtdJH z0O%+(7_8lRGStE>%*>zZ%c+5&Z+`!{ljqUbm&bFQW(TE#IZ*)U0{a`O$a$S+A0fH| zr9Gp7aDr5dDb#us-KH&C7SBc*HwBFMPDm1W)aBBHoI%0CiEFf1$U3i(N=iwMk2WQ! zK3LCZmi=>nY2XzxxxLZc@J(K`uZPk@($W_WWJ)POP5WQBEAEqfZo8RTgfH<23>WI! zgGx^`yU~{!nU@*mB2Jp`Wtb#LU46$yMVs@Djb|6^OzI=fxXnmouKjcWmR-7jUE0@_IIjihKN3$+NhXvK~5%!sXkm; zc4nrWYA@=NBk#rM=mucz>+hOp$IlE@sY>u&*~u2)p{n<+rtyY?$#{0rf#Aove_<@e zYY#Q42*BGZe|{t(nQxQ`$0Vl25JM68cT}bX2~Yf)(^5Yv?_(2uQ$l$JZ^qvVgAyJ~ z{Mk`rOtQQkWcx34XFE#p4SOlu7cffP4YUI~du6^RwA{Xlmm*K5tVz3@mg9zzfX~9O=8;^CL4 z8F7`n@CMa@e0JJ}JGa%dG|7=#r^ki!2f=!K2crVFeoMeR7!7_Um2Q4PqbDOjT>Z!P zZ%qziI8Y&zlO+m-cXhMD5rhQ8m_6*%N(z~XH99ty$IUr{v??u0_DR9x$cnukG6L|% zlR3NSobHpuhSHcX0c7g#<)4Xmg7gSLHc$Oqf$~6{d%3UUk_&su-|ptIzEapBxpyWy z`YO%PPWmzOG4oA>HT`>lEs7haBXoA=RkDIY zNKTG&hWcUSxnWd>><$$9eiVqOI<)n3G~_HLjOhVf)M-DG-Cyp5l+CL5=`T`VBgMES zN3pWsnyGte!VsQFJVY@gRQbfkWND0!Q&Q;90XO#Dg%A*i2}yquY4N?O06)yik8gZ> z6o{6r-QQmlgOLH9ds{&)nl-XM&7bbTLc8JLJ2x0XBdkMj{D>iOz|I9^9vq_oHv)zt z9+e&?#aOQrbip2BW!m%F#dnw@+>S=Z-`2oV@PDRvB5za zT>t@$vvm4Ku`WMw5=4g&mjqUQ{MZ$UBsv%f9Je8$nzp|i;JSz2;e%99$<|gT01(I#o-C4}7q-8afd`F=?cBMK>q7%J z>Ad(%jRd~O9hW#bH3Tj>9*ChzlCP3C3mKwObm(R}4bys`qUAlDX z>v|EEt<)#Nk~7J;qcy&op{{j)OfQ0q`3@c(mH~w$PG42J2N+4=e@|nKUc#3tftWy4 zXh}b+cbyX}vvr)jb_5lMwZOD_%R zt#n9DlLJtrL*+Uiq#$Z_c#_#lC|bWfgO-{)#eIFHIFO_oID{JWoDDilT5o{WmzbHD zzK&(K=ar}2nZZ|j+3`4JE3dCGXUIhoHX9mRO4Aq>MgRHa|BXUOkAg1+g<5@b0ArAs zl9a@9?b_N4{M&Z3ckO1(qUy@-g156>(xexaF&t=XyYVay&0?;55X($)>5rCk4@f>Q zjc2s9A3eH5_5LR}bBXR1WqK4Som3h(E?l^93+j3fE(2i402QST*4|G_iIGt^N|g|{ zUoxHf`8P-93qq;X(BR-DQBj?lnHfyt4tp*rsDa6MoOw_m&Rs3y4x6{5+^r;lK_q>1 zeaZs?5U^2_!5vUk{prgW6F_&G#nwsWjG~z#Z0aVUw0-7NlB{ow^O86(1!8Bi0!7Qr zz}nJwj1k9u#Bk|c=HyfWw5JZFPAgae0=4HBdp!`Er@NYjnj@GAW8DC-7 zFs733Y(&Td=KWR^Q}j0R069^|T-eeSe5A1yEK1!m?5vg+s%!`&F+$rKtq;|yY? z8lWzmK5EE*C}f%T+EOBu@weBO?Gt+-VeNTkcO4KQ9ylpRw?u%(8M6CoAAfsoD|w4* zG)&jbd3EBCJvx!;ZQ=|3>Q6t;U{Hpu8C>pAYg>AqJ9qBUDeqOMsw+I!gSSc84*F)G zJJYNNxOg7id>Z3X9%_zd(Q0ZUp;d(W`*mW$RNYcoD;YilYc_K)=+J-T%Me8Shc z;c5C*8S@Ge*{KS~%&Ce+d@xJD^F+bP-L$d&&YbdH0lK$+v8mNh=_ffQz-R>DNq`Ql>%N?1Kh=} zH(Ve_-U0bGdIRRt_~X-~fH~h`Z}z<~!C4d1Qkt2ib4rzDJ=Xe7tt7XHIIVVYQfCtM zH2kacQaoS`Vb?BFO>)}fMr~E`3m9O2#Cvx`wkpJTr*Uvhk|4EZnq>S)fm{ARC$YMX;JTyJ<~T} z030GBXjsMT&l}K|ABbwdeoYm~+vYgK}cTracm zM@A6hHG!!Wa+ox;dM3V1L?p;-X9D!V0$!rPqhgOYs*HSj%c&S1XSDCb6X(TlhXs() zYVmk=Fl%8FkzCPN=|!b}Br3Y6%*JkgL2zYlP8_KhlVk(y?%VB%cq;q%J8&B2wey&F z39K&-1g?Ot7V_##xio&3iM??)v`$;tG(YvQk5is6uG=D zExjfJIyaCYhY>eeI=aLjFt6jymSiGu*xV6W)P9|O=csayjvz6K&E94-5oohqe6X>x zQCnB1eE)tNE(yi380hgRU6Q2a_zAa#wYh@KT^>fq6V?-{nL*$VgM-UJ{l^)RxjX4h zW6=&bK%Q`o+kxN!p}Xs#vNVQtj-)7r4M$EAH+SAwYDKi&L_~^~c@3sY&uD)1h~Vj6 zKE*TQ1xu`s`TS@TCQ-jG)VTefK68M^yGPRcp$8pXl@*dqVV6w&=+B`LJ<`_qL1P!v zd(!&C_bp8If{NlvOi4M^_}4L-2p$&ghHEDv3R|m`@F{n1AFnvxMq#RG4>OQ`2&W}1My%>d(pCYo3=er+vrtVNkw z8p6RFi;4mbtzAUS1gkkbFpvPT@RG1_Cqc=R*a4@yj2#F7F7@rh^N$L(w0B>78eWSB zZ-(3Nc0+4{do8rQy+u|uzJFO7H84a16~BjfTd!pHPYyv$vK{<-Oyu{Ehbwiu8*jdT zy-nkN_tBjS_w~!^1G*Ns_tX-wr;0%uzK7ngnC9x5Xc#MpLjqbg<6%>H z8`|Y@%r2o4cL@3H1p+P)doZpUZ6A)7@Q!NjwD2+MDzbFjaKh~0pP5a(9a(Vnk;%^S zgM*LSCw_BP>l+%5BV5E&U(edb!5|tSW5g>q&0EHEeD=<$35cwmJZ3+xfNWh7NKfvA z@cW1hM)C{2knL?S`(zCgJZq0p4Yz)JK88sIS45K7#`GRPui|iU@+A{MluMj}cA5QX z^DmM%23N{{_x~*2nO?JN0Cno=zae<5)4@>Q2B$@ z%xm6t@4z8a#S;68u7`j$6T#?0IX~x5A(bFZu z0h$IFJCt7GkH4=vq4_?4oN@DOYm{ICkKT=<>@q&->(}LX6PY;g&HqA}NqCd8SYHEA zr5l8)74Y);9h?N{3XoYsb-yH7Fv2z8p1bWszC4x`c7xa1)_XU$#L=F!TvXD~(5U_P zEtrY&I_5GAeJ!$ zNJcPairccUk_&Gs)(z}>zV(m{QbzRmXUkpw-?=o?e{g9jF4yZvY-RYnnX)v_FA$jB zHi}LCceMSu(%1cy&sG+vEbNXludIyc6qvPhi7XEWP3EF84<0-KpTmHtIiM_vC`pJv z1)P``X?Q+XUDeN~K3+iZa-n)9y$VOwm6Mc|NdRVM%EJv`FivHFo6)%Hki_PS zx-V?aY67O#-@S6|pD;Er;s*uzq2P$X!HYWt%W?zuU@rFQgZF0bZxGL@^V&=`E?F*; zJ758#)iY|H)Td9MatGx713^DbN|u{&9(+YwA4QW4OnYmBRKUlN>G)pubIQsNS!-LPseeXE{^cSORRkkbpP{ImfG$MTLr zxbLwUpK%8d{!sc<8TFf~ib9QDMJ=6cze8}Xd10MT^tt{aA=|HTtV@8&!=hBm0deZL$>?*Q#`>hd&lo>=MH*9;| zE@p8Y-JU+xKfFq)HS-Mox1{kHK^ud#hXX%Zu^~zpCL=d1JYu>az#--MH$I&V2wxsij|7yVO~2p0F@Do7?tW#6?R~mj6uyu z07RN{6_24jK=o}@5C?VM;*D*R{1wyC@Gv3@0DyY`S#_UkWKIrnK;>@ZCZB!pcUwt? zW*1***c-sJ-1Es{bXV?s3Y#?mf`W2vcJ|0IFAPxcIh(6u_?3x)FVFlucI3eOUq~H{ z0GB$$K=VB|-33o0cHv6^MjU#aQd}-vLxo+8{nkjpU0<2tj~uQi!BtTh?v-QdM-Xfe zt~_wUuz-s)72E?!U`j_Lj&=m716K@I4?sa)tjyQC(vF@0XrE{BjL>*i*N<(dx>UX1 zH#ro_flh}&K>!zI6QKN@PV*8us4pvYoQ5b7{Q>NS1=yQ$wZ#+f&CqUk+1A#sU<%UP z<GCX+ji&m($z~kbaLqRm!re(49jKoK+OlnWU{?93+O7C@lxGSVtsLg7go2CUXc@l%u;4!ev-v$SR zb!-mo3*;XVQ$Cg2VUQ$O2Emkl`f=B()R}?vV3e=c&&85%ZBS43bCy2Y#ly5nuLB&o zySHw6gZVNEc$V5Tya#I^ZHe704IcZ!xw>y+Df zv9i_@W<5>%KOE*RaCOT4Ij|0xqkzX)3A=X&FjuR(>*z&Yfl_(V1Xu@Q@DLvnlF#{j zT@!!@Buw{Lsf8U;Aps>F;0-1bIN7EckHpF`Rqbp9gnYbw?5ef9L8+AgmL!=pvMj8Fv$Ig=imBTnBHl zG}_gwTuI4w;aA?@J74A_EmX!}a&H~asmO+?hY&GfCxpz>1oCOp6iEG>OVwhT9LG}a z&G=wj6?Uts`%xbTkM}#<&yT6`DUMA_+{mE-^r>HGkE;J_xr@9li&K)a~u(Gnk_IuOi14juZRw|g#ksJyw zAGoA_xQ?ZnG2l=Y#nuONo{>C(_6&`^qKWtuE#P8cWiy~s#DbiK%SH>sUrixCMF`oY zBkx!1#*+IpL~}?-Ts;r1IBQ?G$DUdPh$!haxes)isDmdR;S3SEceNPSZ1f3*Xyf;2 zVaijdjL@&d$t*{rHCFnb+@I(gL*njyEnC{(W4O^b`3#ahLUjU||LQgwVVd2PtB3ep zER2EQf+j0S_idj04qVPWnY!WXmNeGV(pqSNhIX6WLu9o|Bj26=o>6i5G{k=gro9X> z;2@T1yI()9x1fccN^3_RYgd|Pc&wHcu{W4gdFSFnK2^ zIU2e5y&%&jLY3AH?Frz-ad>qV%(6HPv#c$Q3YJ+M+A3J*u;Qv*){n4lnMYeU*7?e2 zZl!vY)%{KAoDyDgiU%iA0odTa7JnRohOo)f?C8JyAK39rKubc)3_44zunj7PlR(tM zXr;l^hEn*ECVzR)&Z340;p`!rln@Cz;U5r)F64!@f(`3yNwkeV)ruFvngl7tz zrn5d(cg?t4KMpiDHqK$~fwZx!rgun%XCI=ifHoprmX+%gM z%+_Q%Iz(KC1Lf=I*Pol++*dhbbK*Irb1%j)avvv6~_ ztOEmbRvKxyuomUcdk|Lkqr#&CdIyvTwV~*;?W^1eWtem}&16cTap(IiaGj~g7wn5M z*ebhb=WGZq3QzLg-S*_j$|v`#x@AS?zHu|h#B%A&ytRP>A}v=4_8uhzgU+C~qa*ks ziGzW6f%Sqd&3f+Ko3F3``s)b%IcBB(Q;4vhb45H$H%<`~qLMKWJ`;38nt_=qcK zwei|PiDI3zrT^|ez9ohll7cO@T}wztZB%uP*@il9%wN@CfBA3Tz-XxgRfR1+zwffh zV$^)i#b!p2CF6}XqmXG)yx{+AQbsl|^q1YYJ8I5cucDx!5C&~VE+WgAFNsM>l#w(Z z*uNctja!bujQ`>YREk@9EpSzl;@Tf+G~7`TV3-Pw?po^L|NR>g?-;25{*l4Y)4^;W zYSR8L33$iVb0f&%p<>tk+R%WD0esa_=Hl>b+I5?F7aS;f%ol0Kr}ex67pzN;8P_ps zUU&4Pv-qYK$Z&n-r=Pe#9d+_zkMLOqSFXT+t%<;Pc?q!c$Nz(tKfusi;$VUF4}SQQ z2&^tI5zikG&;;n8vkrXj?~j9cRRHxPlK$A#vs)*-OK_n2$dvI{29Zic2=U78+b93H z=X5GAzl9eGXzrdjYeqJu6f*fVkhMT%+7(&9(j7Qt3CIgQ2;@HsiqwqgWdyYefq z0WqJtOcqN)Mzj83czLxR|9zBkPILRg8k9z@o0$Y98ZJR9`-Vg~%MR{E)5wb+-oLH( zueoN_30OciFC?TX7056&ppCm{|K7ISZh?|d3!X+W)KX4@E*m zR2&-mDiN$(O`H|eAI@*%7y`)NsLO46hS?7u=BX;)Hv*>qKZrY<>wV-yBO~LWBI19w z=WT^^5oZ<5JP-kdA8#L0sULRqkq&A;dHPplVecWM_IGD?!CIvtLLQBcjnRrY=l8hI z$*lwFxiXd#8yp?Y4t>|I-k0L4xLPc*?^3Id|6#6~zu&ywIrW9E1*I z0RIuf4(6{$IDjYt5K#@@_9>gq^^24zf^r6`-FU$Xw+k5hE+c?}(S7MUWG%#<`skFT zVQX8OvQ%{-V__;+O6u4eLN)m_RMctbXwR$EUW>o(bl=6jt=O@$YHw zit_M=txO1wbeR?v>uONiU_i(KTN1w;%ng#Q*|Yzc7F{3+@|dV#nGnAeGxJOW?bd3= z2~9&yc5ggX%e)EN3W39IU}IvsiJAY#-2iHa1kl?^lkR8A{XJvZCGYY<{jr~z1y1v#Rx%UB&FYq#{aJO6N z_t{o^bffpw9)Sa}JfYBqn5LX!Qt7#m(46E4ZKDsMAh^>}P>1i`2u*V6C2RWewjYp+ zG+*Q%y5YH_`x{}VR|W#b2FJ%u?O0GUSDkIKgjSZuayP!RWrM%=mXZ|4stpah$P8uF zp%i`pI+F4w&;cA80CR1Zu86(ghD_OTM>z$;@yZ>RoU;2SF(%xr*1dlK; zijQf_CTsrUuL15>{BD70NsC}iz|If$345le*qN40R%|9B%K1RG5AfMHiHJ0IyE(og zWeb3xOpblxf+8D^-l7`7h}HW?utCGbG?O8DktLO<-tvILE3o%r${f* zx2N7*0YfsAG@@c5l4EIU>4OG9sr7&QqJk4GdQaPphbGiV9^eJmkcwUCtlG2f$}p7{ znL~5)>=>6x!F8bXlLEl{kxpLqGR9p^n3_MRz z)j?Y?j(C{2D+hEkM0HXNIn+n`=bwpb$}s5fk<@QMHfUa*lGS>@1ooGoKX;0zlfa6Q z96fp$o}39JXKe_fc4CHwo!t%lQk|U_YE@T%Lt8y5tjE(s6rn4NIbZ>!1Bpm{w`F8n z2sz)-H|VyuX_s|n^Y1Q`A_0~!APeL@DH3d8iTGk{tSd> z946as%_Q{^@*(iuwKX-bn80jt8!VI&&|(b@SV#kJH;`ix2IH8Bh_cC)(Z1#p1Y2yt zMS0SPPTM+?r_7+C-M(Bk#7Y-cfkF4OnaL&1-r1z*u^)6LW1+ijfg21d7Ce|s-FQo`3Pf;*B*I1C^eQdA*5nvV;+ z4X&%AYJZNifxkRCUgEs|sqg3FOY{Vor9sCIM+^ZKYY$pLc*da}^o{37ZJ+rFXR&U# zF2&tKs04uFoHJ{3{N0Jvx~_L2(u<{xyMz7$n=b^=Ag;*jAsG$VO@PuIR=+ZG%G1G* zM=cDx%)_#!pMID`Xe=>?ixxhAxeSB=M5hsz^NQV{p|z-|^dxL<$5&)32?-=TPS)55 z4{gA77Y^v*PF*Mw^uGMDzS`>rx|AG$Z`ApO#OE{Hb1GnXaPpEWxB?cStW5RT+%R0g zLcBHFSX)M}K7ewTElamT2U-qWGBxsKv?(^=gf>Cj|ClI90*&C&KsswFX{b-01o6W; z?W^ENd&iO=KTdaBN(8*OpitD&p^iqc4lru%dCI)^#Y1le1~hsda0lmW zhbERs3Z&SvKS^o}sjh7gtacc#B}v61xHu%lt}REa%((z5SfNR}*su@};D5X=i_OXv zicJvOyL2lyH%br|l|jV$B#q&zTd%CZu`*(t&TH^aQ;2o$D34a~+u7Ni;7YKD1M8C30FnksS5}60Wzb>@938les0A4r7_y;T zh)XvXgdv1j3KU&2dNqf1QA$vVBm$krDlDu8%}cnaM^EtB4Br9&Wtd|YbjboTDhVX3 zQiS%+RVzDnM+)A49m|dH$&4J>uklH;3ZqpNPk@SH2VbYMwlVrs$hpQ|#IH{noZ+A5H28@uw=_Yng-njMB7&Iq+_It9hJo3SLMiTF|A)Ic|XZVk{ zAjFjG58NQxX@SNBJP8R&P+*|K+xB0^#>Srw%3{BRT!6@01$Z4cu?p_OWEPU!F+`qN(YbbY0P_J(*^q8+ps0 z7!NR@+b(Q=WxN=A_;?D8J|w5(DF0=~Odg0WEidDWq{ERc*MApu6qBYm&%i67`Y3b- zN@H7`s(SQH0o3w$;kE$SUz+}>68)1fSW_SrNl>4Js;dK6UoRdsSBu zBY3DF(#j4zraEHyfxajsm<$BlFiEnwGbB_G}MS}y1oY28`wCFu`7gY8M51& zNoq5)pBltAGq-qredLCW0u!7P(3QaQK*vAj>C?X$w0iunf+r&L#S2n5xF`iEFC^#l z7<@amSZxb-_F%{hgS?;>c7R&yO-iHmlULz?5>-aK%ukD_L0fmD%T#n@x~dn_90Ag= z^5%veujTzv#Ev@ALB2OY4C%$#12ZNS>%Sv)9Q%p7okpU!0jMi@_Ve}YpvcU>4fJBF zRlL2D5(d0^SsVkU(31@ygkHosIM62kxi>1`1D8mT*=<_N~l0H%_oWMtGWCfb*Z$u5Q9;vSI*4U;EN zjW+W49vsDv6O2L2udR8D721kZo={+S*MY&r7!n4vXrarZIs8S{S`wAc8Y$;I{UN9$ zpG6uvLoSK+HvVcaK*~U1H#gM6wsFRNK?IK$n1a{0KnC(^HgeShuuDiU2pG$@m~uD| zn&@+$tRM~UXV-STkyGJ*gN*j%DAo|6E!^Fv3`RmFiXNeC@EDDit6 zeQeor=3u-4f)Nr6X+?)?KZwc5wk|sWjHiKS@MPt<{4FgdRvxdr8Ig52;oSUO1E0w9 zqo<)9WXQfY!PT1EJ>L%MA>Nhrn8Y1dqgvR$xCoP8QC(B~g|Uf32_72*cDL2Xp3aNe zDIRO*m8*OVSucGx-hD4+0L5ArJ2&^1sDxw_#F)Pc_Zehz92MvNIdYMVp3tGP;7#{V zzmP71J0;ZlcV-G_`H@`gcKY-rMyMXdFa<`b+^@w^QK#YVA5Fwv06hfxdR2!Iix!9i zZ&PJZIMsw(MBryTS+>x2R8oq1G*E19zOVw<^n~IT;m1|?iS5OY@Efcm0Vk>gTrI$2 zJqZ_u6k;$K;6rth7GQ+q1n7nk8K%Am6(<(Pf)eB+k1tdn2%nv?g1YUD-IR_l3Dv>6 z{@k7Igld2=bOUZYQHJ{0H)<7BQ%WkTJFR2(W>3wFld^yR(xcn%Jwf{LT;d^&KxZ^Ikc60c9t44Lj4a2iz=pI?KuN`b zve;Aq5SO!A9$E&;d3iGkf513C_w}z=yY3Z_*CA02WLTJA9x+SbHlCy-z!eFs za7EO0q?`u9MOPXF#^8772B1vRegxv1;|<$<35(KKZf;ag9vVccAfdmoIUQolIeh&4h9P|i1E^JB=0P* z2o>08nJVKzFS&c&3y0f|15qN#nBM8j`kxk50u2G^PBpmuXJIf%fr=(5A|n07Mfp*< z|urQa8ZPB2P!C>l zy?GO4(4R)!gNgV>8drF`Iqjsr1%(*$a{SL(uPAOE=a-P5>M;i&ewkc{)>cAt#^Z#r<~{N6_FhT*VDw|hPIy}7;O3|#iZ7psm8A2G|)8%OgdV# z6QtZA2^H8)mAw*jeXXmtJ#mC{#c(N)ba%-JTtmYovS#VMwidPWiyNPuo>ReauB4kl z*m@z#7kW!jDjMKt@uvxjw;RVmdM>W5ooxcsrLTWh3Zus(cwYQ0b-6t-3Or zFc2Zg4K8W&^|d^?^%Wd$X+}>*fq!>$#NieIR9pl+)*%Y}$LY?Uk2S1?$jasdU}1pQ z8?x0zpWXWYX?rlzdzvJfqkVLom{q4LVlxfue?jr0?y>3exZBO)F({7ZyAieY6!Ni} zgbrQ>IzA@2hKcJ@o?wC1!#J!%PD-(jL`bZKo!!>wR?ItGny3qxVj*!AC+rJLVKo`r_}a_|a1*qy9?=rKX@%0ON%TY8Wl%Bj#MNj-#g zlT>+2noRd~_y!v8zSL^#rOi0?5#w$w6NFdn{{2zlN*9M~)pR+_PNtV$%gESnf#p4h zeE%2XBQHUZZCzP-4)m1v(BLWO$>J*ulV}ByShUa#TaT5hxAn0)epE!z)I0!S=Okzd zaqFv(u@mpHv{%o;1x>kWtlO(V3f&N%>hM_aJKq%;E5CvE!9*sw&Y|^XXQKMn zmNn2QlVs$&B?zrbU>>36H_t?_DFDucIba>!l+Z&p_+Z2kR1e4?#er}|%+}>;z)M1k z@;XFDn}|3feu$t_!_S?MhGFx71Mhf5FO)|UQ_*%?7xjA>gYVk<)uDm*_6pzJX4=(S~PC^r=zh&wd57{=f(piIYq zAx$dq^w1Cubkkgc4kkCa&uDjxeJAGz)Vx!Sfv~Q*SAubu+y7s+OeE=Wiizohj57HU z98f1u4!Uc1Q}#&66;Vftt@N+)m<~6-kz_#>a44c*lb@b$fj$DHMvZZ1m9QfSWOB@8 z{<|{??p&Bo{b!waT=&HPeMiMz0xz@izw}c$$Sb^n+r5~d%RKCdQcp!nw?{+m3*02%%QBV+6X?uM4;X5V^ev7rC#ya=ojOOYK&!5 zQFZ!fo5xm3D5v~iimt&mz?iL|np*3QfOlFl^d;Q$*aWJJADa8Zh2c^Hktg@t_C$}h zfkeK?GR<&x0Rm_1IPvgD96n6<(7oM&@&L*?D=3s&0OaLEOD|#xof~OTx3+$lU9sW3 zb%o;A%@0d())3n{;+xrk22tagpP!LB1r&n;h7)vj8PUQHCdfTna6On>wssouMAV(P zDN(F92EGtQh;2UYaU6L1<_+;l&{VEJA&mC>oDUBEl%up24*H;FW4Z`LBsQSeK~ac@ zYN$0)`h-6X_m?sbHE;!Cf`YmSChSX)A|hJA>IN`J$UQ5!0vWQ{vWq_cZ`VMKEgr5E zrtv;W7nxw1Q;+)=UVu2>z^{3aj{lI!uOGHR7%(%w+jc9KM)W`GXLbw+$`EJ=E%X;B zfJsmp!ed_=Pw{fkt^6L%=TA$S-CeTIEUm5+o&v^R)$umfhsvt|zH{JGh!z!tk)W~@$=;SRw0yRs_58~4Sk<`Pc=YCKZ0sa9BVc1=@isHl zbjEhygvE70a-Kf(lhM#ugyFF@N_K_I0Lp}JcbDMtYs(*4FYSU_#U>=nOvkeN|V!9f;4>+RL&CEpP z!jC5hU2Ip`YNGRuK<=vYBnI}8j0Teg$Qo`rL9UA^+i*@rlD*ydkKI>7-2tzp0xSA> zPKr_g#{rY(Pub_C)*w>Y!K}Q3ZbjYCTLWl4xuz?MLWLx%=V(I%Ee2Tfm$9+RvF=E5 zQO_^2`;oNB{ZgJX5II|ayro%LtO%M9s~8*`lxCERI+cys)9@UTJE+Wa4%+2Wo*Whej65+Pmh6C3#%lRjA+a{9K0A#Lm{|XF*n=v&yN(Jv)S!n>>4Y$J~ z&y-VO`X9hZfDV8W>Ru+afDeC@#{K+Uy?fV2pH~NVB&Gu_9C*U))^mvqZcVJD?RaR$ z!uSceEsf?~dlce^1_-GDZr8tl+3z9{>#ogN`tr?RM|^(&dOJ28ISyyRGASi*2S2DHumq(V3{O@~ z-wx2_=E77gGqB!&5^V#ctX*7`4jK&#m0l!dcN*>yRAJY^WKyyJlDRXFdqUCHhIYWU zd2H704uEoN04G4`Pk~EvT2Ck>!u?QbQ1`*LoeR8%@~N|P3jS=DUcNV*!LLr0Y+SyS zn{BW)Bc(`VDGGP{ejGvz!%W-+PBbIxv;?5>F>gA;Sf|B$0bJ1q{XlUW>*Ge#_u<|T zA&^hKKv&Ag+HQS_$+fMq#`|%w0xMe0>tgQ<3*XpN#@Fp^iWZp`PlQ{*R>nonevp#z zxpf@71<@2gAd8%uOe#Tp<%|{pdT2}udSA#@8%1uPkN@@>lO6jD5qRZhFP!6|u3NkM2mV*$l5nbCb3A3(n$qM$$wW-+D};!*PMzkD1^=WSZ^nnk&}6?kZ@Z4KP)_=p!K z4C(%>CXYnAAs|RbUmHuXC_jqOFhx1XC{^R2nT}|BqGKrSu~z7tt?H)_xoZQ}`p4V1 zf)V_jk_sY}Q28jpEsON%IJlyWk}gvD7w_G>zd&|Q+M(jy&Tt8 z3;lm;JM(xd)Bpb~Q$8)yM@or|nUr0NB@(JJg)G_kqlL1|8sR9TCN1h@$-eJ7S}Y+; znW%)ar0hZ`Tb68D@_Su0pYMErGxOaZk8l4_aqe^9=f1D&eZ8;O>-mZ^Ewuf_6rFT> z;Y0;CEnMlVSy}b@&e8D+NePEOcgxiTQ!e;LVZT%Z`vax{A1Zh?sxFAz2!^{2nkhmBFlaZSeel;FbNwW2EleKg;ejy=UG41k{~DVo9vW6-3q=?eOGnT4M8q0rG zB0HIubvnWeWE>Y4r&P`8?gnUN3$3hE6YB&Q>{D{C=++2b;EZ@p-unY*ByL;Fs%l=S z#B~|b|5$O8UMx$|r$mVhs?zWYKG`(9*X`|CSKuk5fb#Xllru{5s;_6$WG9*B0{Co^I1PYN%!{$mf~f3a%!a z--ED}?Om8{7twDsX+M|GaV<-JPC}E`-SwlXXIg!nU;Vv={{C9ko*dQJ^+7(qr(P`p z8vo_m#Wn)Z`uIe5xysLC9~&vuOgO@Nf!h>eZ>sq1H%O+-y<4y|1{0SG+JtGJiYD9G zv(_(Kl-JLE+d$|k4owI292LAEAK!lU?GL1jcHSYF8Cn%@ZKdAX=Ca3R2$pbfZ7ix!#C`&i=Q#9Tj{QCb zod#WK5k5IrT>tVgH0}!-ELuF0lTNE=E~99N#*ZZXD8Bm_(sJR7kyXZ;KyT?<|Vc_1mbK(a+uM9o6EYrmSK@;GC;fD~oz-4ZB z6mNi#KY^PQhD{pBE!s+IZGu$Z;xlzjnSOT;t+$37du)K4};8M;Vc!Y}LWD5!bm#>at3ju-7hC zG+*4Gr#^XwNb(uK<4cf$xR5!x=u5IhJ;4*Q&dOw*s=+TI_3MJ&A~f|;p)&*R7Hu6;qU zX^(D=3i|Eau;P5;KQn~H@@lT$*J+p}s?_Dk(Yp3gx|q_zKi*vcmSV#S_lT65lD|26 zaZHMvREz^GC+#ByfB800F7&9Fm>8rjc%A2S{k;>_ve@7GBEJ1M7HHi zj)gwG1MUyZ+I*~Bd+Jj(u7gf;Q)g65;@sr4Aiz^GK3s_!3am68*FRh~438_Fit$ob zw}#eq)VK8rh?G#dC4Fu^ba!kDDn&035N4h#~RrbI7|a9``<9x zwHkS0q#Ez2Gz$1TMrq2@A$Ia2kHEsh0iSY7IDWji*$ME=r=js@GFJ>`QK+Kl7G^Bf z*Hd5epG;uazei3qP-Br_ih0-n)dG16@=<(^4UlP1IxSWrM^TtNIkVeVI>4m4SK{PG zbyUg8o9&++Ta-%-FBCey)*ZGX@$Yg)JFYgO6-ba7on=4P7vz}cSj*@D;}I7}SI|(H z=qlMr=KENasrK!7lh*0kNvGR9g$>}CG5XN2FfH)VqJDFbA(5AHuU=`#d1V^$ z^Ir0gS~;+4{-hKsZG6M8FTB5t0ww_;-WWT-SpTs7?1|h12cup*+YxlLGvVctgT1|U zh26VW_jFGYmz{S|lqmnUXo~ma$0;?j;_?y2*L`v?Y$|T0czDpjFTgUQXC0YUeObsNf~j8d z-zzNsbl_rfWK;Zeu%4=-FUQ&r&A}#ydsK@_RKvh@9nRG>aL`TPF(#}R7k2%Z85!e? zXQpfSC^hDbBhP~7cP?S-(m&+@^C+#Gj=LTY#fF87QPKoCsOGK3gKFNpM`zW|`&@=)Rem$Fu3LLsEL-#gy@%@emw%&me&Y6J^QuR>ahxMyWimn|yeEz(a zc`T+`WyZP|Mt3TAWfzC33S+FtskV+)hMS(1EpgDwiow}3Grb{ZKQH_Hdg=D5`7bra zr@4lV?4PCWJn^I<^`T3+G-u|$r zT1uyOdLoI3Gs>0PCv&MxvR_`ZLDRbL-FK50X}7%BZ#FJ@X2{E{KlN#42Tzimo6y$8 z?yfps{k-u{xI27_1{5!A@Y{~W4s-pDt+D4_$Y!Al`Xtd?3C;7w3N> z{epCvvK!|@JamE*o;lyVdEIH*Cx;@}15htL?{xH^1X)i#S_1c&hG3v+oKI(0U0@aL z!i`N5hKBOkJZSM|SspE4R_yg)a24}>UCgR~44c?BV9-aEQZhQal}eqrE~>!s6k(Af zXHsttk-8urrWGsXsq}YdLC5y2M`4fAcB`_yyi?6KcbPoHNq>|6)|i!eqF8ZS7tS@F z(BDIuIHBJ`9Zigz^=kC)?%w#~`AEY^7ehB5j8m71BAI6j&0$k~e7fg&X0g0RAWNsL zXZDU`SqUI&Lf2HjyZ}dMEGDI-K8EK3OBM7x5?7ZQZgr7ft)D9I;pFLGW$TvdKBS|0 z<8#e5>l%tZz1nGFE-a?<`I)(>ZbnQc*HqHpX4l~wiJ7)r{T*4*z+vRPVizBIqay*| zNjjLVjKh#yDg(SSj%WQ4ilM5AP^YG=mgJ;wZBNlJbd>yF5h%`dx53X5-jrwd`hpLJ zD)+9NuOFCs(x@Dqx5mdR&PVydkl%$!^j2nT?iPIPLkX2RRz zjvrNaQKp7UHM;MOtHAfAf>dhb^u*V%bPK1K6-$=*Q+8bw?R_}b_{vY0*=CxVsbdpa zNHO__4vz=Rx>swvWV?)=HoM2K)Uj!O&KjR%n$+C>4t!v&utz>T)e-X?o{PbDs+mP7 zjDDYM9Lr~;=vX_942vKn6Ru{6?CIR z`y_Mgfs36w5YnM<|KNZhrO=dmad_9VDf+9gItG-DEipdysgX3rlGDSK>4+tCo7;ZW z!qywDW|DsM&XlH#l`B^cq+rc3S8&E$kfrYFyJj-Gx)OWzy$}4`{t|G9VXh5 z+cng)hRv&LYSxReu&B~pZ8isU%!bNElypn8sDzJDrU$-i@1O5=*rxNegCd)gOznSj z6sW`(md^g;bm?VVBdP$WZIp?qavhk~x=bxFGoG5Nk687==6058t>h|-{uozE`R1qX zhn^T7zs$$9XJN^Xn?(sXi-d#O3#;?t9C+-oo-Pv7%usn;BIB#zy(xxvV0u)1TpK57 zWhJkoA%0Gc+Gtr4Jj~g-#Q&I=avZfYVp+--PJDVrXEckYS5<#dyP)l$#lbVAJ)v+x zrHuWcz>1i&Ox2)JwxgAM>f;#ZpIBJWv#s~RgXjk$HZk~8?E-whgEP=Z*?4TSRM3r z+x||QRW^I(h6-X!HTR#lc^9AlvR48(QihaWyedyuf4>XMh>s8drO}jf4(b3yzt*Gi zjB?=ItcpBk?92#5WiMr7a?hNPijVErElM?^vs{hd`bE;>Q@=4g+AkCaNHRH~YoRvp zY_Ty#o@Xt`R>OReSMLM_ZU}x^*A-v1IvyHzv9o7-Q-+&i{u zbkDgD(&8$fWly*VV!m9vs_pRo!?y1PYa%$*0q`5C*l(M@IuZhMa{5efJPGQNnk$q5Y9Si;hRL6cr7*Q?4?K!3P#50486~ z6Kd4MJ(T0As-ce*&Xvtt?r-quiY*Wj4icYXy*euAR#a}U@Hv8mzvyd9%xt!&t7F*Y z&D+n|R+7$8>e?9Zi7*ne1K>D8Mi8qM6qBkvC8uh(h#K5g1pEv#q(uATFP7uj{CIX7 zs#ELdG=5@u2RuF&s+u$eLag@|Cg-o&buU>VeTMyD!?nP`{z}VR>F*;rA!ZI0b_8uZ zmOXt*dZ^HSR%UD3@9NRP+-8Xr<*P{y26RT+(7IplTDNYUr1!K7`8PmBH33I!^I-7U zwH7q&vjplo9LY^2T?*LIbZ8l2YNr_HEi~*EujxJfO_NN(UoclmJsaEQA9Gf~ z>p_nT1|&FfT?d{y?JDghdoqv$5itYtg-s4jpqoMn+5FcjdH*Ype19&v0!*nR7!}!q+BcqOW&z>2`3FXGwp9Xb zgdtPmu)SgTKuW2a=hbLW zWorclN{z7p=|BssMbYN@*S_UnAvLywg7xH3PNoQR>ITvuI(F>X=*Wnm)Mq(Dj2D?W z@E^9Z0|yVP@;E2sTyV3X6~~YlTg?C~wneo;=M-#5LP9DeSwvc(qv#_` zbubwEUE3_;t-l9k1-rm$z}z)~A_Oy5hkOb86{fBYy8Ok-X!0!3Ng|u`ol}se#HXO3 zf2AB+NT}VEmX5)xD!6T1a=nr5pNwN2vw!Qkv%m({Srf20i0I0$<>660cO>wJfZ);I zF#8XbTQNk%L~{8p+=2WoAh7jNi+BIc9$^L$#KAt_4A@MX?3R!P{1+O@fi2K^dSh$w zXM~WwIu+xcOe~_#HTytBzIBeM7zlC8d-ySn(fyN`(Ox5eg~0QE?a-pihlxq$_?|D^ z|9Eudua%DHeH3^8c^{VG_9CjvxiBt4IUL7|*N8{pS>yMIR-p(aE3x{~Q!0kxW*Ph^lwCQW>iI*DES?xcvEYkZtLh z&XXhji!XvAb@Ohr%3b*L-%4tky(7j{`tGlZnlQ+0`1=SEBU3JsyYSCqxL1eLnU+XW z%OLzGfa|BhaY6=AWw#+W;c0ofHA3k0Lj6>7U3#_9etq;TADLuDBjuYn=zf<$Hj>e9 zt3@JID)3+Eob^9u;U!kKJ7TOGHX@a0riAw;34TH+z5POfc@oAcOb$m#OaigKLLq^9 zryoI%w*uKdOBEe;bIT=8yL9?c6RvR?r-`|%;9X53EI#(+yUCq#mnVT9s)wfD1#BX0@!dmcTOABl z9NgTtu2y%SjrG}uFVgD8`XhvawRr65|DQP>|(mo z2gTTQgUD#i{OloQp#ig6mnpVv12l4ksX^j-gaDx7^&Y!f9>|+T96pe--zPU9Eb@c{ zK(acKQ?roe2@B25DobtX!5|Ub&+3_=k&&HUU;lz#(HN^;$3QY*5Xc^i z%F^1T(hKnXWs}^{0vBaM&8V%b!(4adW7{%_T+}yh+N5&iNKj^GW>V#Of7247dl-5U zQg;`4fCMtb%E~rf2!6~S9uYxM6hxnfU7M~1$XpRXbg7hw+&!9_YrVq???NR*Vs7j4 zU_lI_KtPjt`Q%F}@%>?_Bw;O~qml$~Qbk@~p6IxNB^5R0as(HJ#rIq(qE>S7w7{8- za?vbAjAg?~J3Bigt6ey5aBy%h0@dn}pk~|oVwkcQ?z;5!bP0zxxjF-9=Lf{wNW$WT zg|A$)bUWte=GKRpBRo+Sy;|l=_90}@{l_=W&Bo*c_zOL0eGf67kcdcqghR0vequi< zQ1J|)y5To1JPPNBA;zV!(xNM)V`Dmy4{>pE=};(H80TPDwvd}={z$@@U5<;2iV~XZ z#HZE_h-`|7W1~VsHb_cJ8WyZJC}n1oBblzTRc}#|_4M>4L0R==LX4i4rc4ZM07Ho4 z-ZICap4|2_6Ste7ySw`;-CqioFsve)&fe2tTR}3wuX!`k<`x!7cxm##{!vj;0|Ns( z#>N?#82j=W(GOgdOHHA@{dkhRPeVg1Pwx*eH<9bFuC5OL@&j{=yT7a#))Rp04*tsA zfx$u7k@rfC>9%f&tQi5YN-SwdPAECME`>8IEv~Jb(8t zj3MW;pUf9zkc1~OEj?Xjvy`o-xA(rmg9WJ=i2JbhR)+^u5{T8{kPw2qo#jfuVqU37&+f?8s*$g-aMm_iDK- zDfyFxNW_h`+?*qCKd-E*c44)cmx0?J*~~c@SWfh6$z~$z2(%j=Ldi8TH3iZja1BFG zU!Uy4;aLf|dKK9)UBE3TLcwQ)#h4KgDkxJVLHXNjws4>_n&z{AxN;4Ot z_7qcqb4!HP4p4_r3M)K@wq3h+?f$)cHy@i%>Cec3K!iZ7@n=5<&JMOfDjFObDh$K& zk|j&*+E%f$>RMT)MMg$`)!i53_GQ$9#EOQ9ku!+`rx9OdGm$XdkLXXrC}Ur@Zf~SJ zp0%pzea1xT3n4(n+l?;`%s61Xe5Hg5)( zf}(bN$9`a~B&u*T))9UtCO2Gw)AL{F($msjqgiTUV{@*~S>F9qb`&7dtOT#Axw3l;~ytmQM2}dun@#?9mUE}8A zA@d1IF0X7QWqD~P@dPj_rdT*QWFc5s2trFdoIJ}P=bgat>^X3+f^ZdaP{I_&6_`db zM67AJBh<0rBp;pJzI~EjQ^Qito3H(h?Rr2`!_qS{>QJ%;!9h;=R9m)ep(V!0{{WB= zkR=*uklgU|^CKK)K$;|_q;d;o?s|Q30-f`8b)*bN&Ko)7RVCG!lKXMjG@x)B1LosJ zYb$ZBYFb(*tH;P^5+gQdKck0^aU|r6d<+n!hbFEue!&et3(ek&f3^e@YOHwi)ByzQ zB}P-fdTd&~92Yk|KK=lWgPlDdw3bcRekKKVa>T~y=xACZ;Z{J@K@!V@QL_=iA=IrT zfEagZ^Dm!hW3c60qf8@Q4KYgbVz3G3blAg!W+4~B}F7IZPNuJo;5jINJr zy1nxRk+}fQB?;5bmqt-NBO;&xU4+K5abqg^T$^*%NZlytvIS)#vif34ys2r&r}yvU zk-}D~6NpVbf=eJ~XXT7xAhuDME3Przf%a*0(=NmTXIW*R3D2QTKVBI2TASET`F~T$4Cb3# ziSvmRPi5uHxNpV*Q@veIXM1jHVuG!1US(Qdo_j=-IHi~v7YSGu0`^_kSXfy4Ndfr! zv@PeuOP4N1=uN3=;m#u^ARawI5s{Y?K3$ST@nnB;d{P@tM>GO@7yQ_q_oI3;^71mNts4B zE3%#jci=UqEEiOJQZw8;kN+mxV5Xz9)xlxNP1FpY>iXJRtpDSUn*x)jrl*0oM<>R@LF@=)rSjG zr>d&TQbro5($Z|uiFw3VT^vEMSbJq&{W;;CQFP1Hu!fC|&AX1ns- z!h(V}7jPs@XfC9L(87JaYxiykql0Q{RqdZ1Bn;Z;vKQr;9!Pcco@2{a}is&d*f=P@ida$W~^A;hVm|U ztEs8kl{>7?u1b^CEID&W@|pXYGdH(l=!`4VF zGx=?RmkA`iPDQsc*RW?^?qQRkrxsd zZ$yXKe%ifIIE{JfQk|nm<1i^?Z)!(hZS``$w2RdD#Fzrr3hKeVw#wRidTw)Z<#@t!!ywHOKXmAju8xk&RKDBT z-FMf|dU*6Alk_NN8dq?-so5mxs9=L0sarat|A{yyAXG_-2uc3#YnxXuC$MU)7lKn# zQoy5%t*zC<;-&qb5o#u~Lcze2MyIQz(;STT$hIT5&BJ%2V~tpD19UO8K;)zJRt_N2Dqr2&& zvquq(hX3+Q6Zgi+^DE;QZxj_3+1lFHgDoYqcdrec1S%RD`gm%vQsv|1& z#JF*;?a_k={gy6WO4dH8ep_xDq4Yv@YBHe>kB^U!!ZM5C@onII)kR_;B^)|{5eU-4 z+Qz15U_ivd!C@Z^a(UjicwYqOk1}@`*ELLkw=hBguDhOxXD(}^5KNoFmV9jtBxKQj z;zWXpi3vhGQ@}+qhGTia@f?*(#alp(R23XtlRcfCaj1EFfv$eNP!?WX!vlze9MDUL zFtyMgJa~Zo2uZ}hXbVS!MPvhp8_`jc3HQSX5*(`vMg%%Kw<01UFi?Rn5R*|{Y=(6u zoY~AUF^%Lgdi(l>*x1-m7=FY$bJxbzqr=0maA~k}uF*QdKw02>E+(#Lx;=lB3=|(BZ1&Bd|64ES6L{R~yJETESI+R#Qqkg$zLuN)2`FRRqBg zLJ+)Z5+e97XZyxy;U6gvl^Y({Tx>kEbLVcveu9 zpVQ96!}XT5kdV{AJ|O7gZYy;99ES?rgw$1C{}zH!o1_23%aMP16G8OZG_Z;~UMb5H zzD7C&2Xd>n)aiG}k0{>KQE1-Xz<%3zuut5=5DN%-zyG+j=^$DzZU0g<@<*7y{cTZe znvI9IFSd!7*IC`nX0X3^mkSR=5{xglyG1M_)$QtOGx&aK&fjG2Z1<$EO`r|lTJfNX zgJubT7bgb3+O#7CgK+T08i^MN|EQZYArbKJ(Xjt7{2KD)oD&O=MoaarIc(BLvjiUV z)#>I;n3-HgA_dG5F(!)b`K(xByIxL0V&c}WF7gjgCDbaNCxk8ADg4&j7;QR=^h=50 zvJc5;Ey!*My?=l4{Zk3*dfzQoZSA;MT47Xd_wP)46NiR|DlJ}X84AKJ^<4A7!}5eR zn>FQJ$yyz_ZptMrOv9}fgU!<`h)YY0Ew%0W+<#fVt*G(fzKCTzPH@0nuh1w$>ejdE z(Q=3R$@=prE~Vho(>Z77=DyUfG_*drEEf@YxI5L^)kSZ7nzm2N9O1c|v#~hzC9kMK zY3s+t+6Rd#PEO7y$HT8(No%dt@+7(4YjV3wVluyal}X6RTH2$Ji@49KM_N*`%iu;z zZOL1if2ab*2bJXpSBY$xseYPNim-VWO7X=0v8Oi8(@eG_nuV z&flS0|MuY?kH&US;DP0apZwk`0nF=sU)G||6kJ5Z$QZu5>MCykiNwB~g<5`3xTK_n zKStJfli%k3&Y?HF)dTv12o99UR064==AiWgyb~ z@-hdjq-*-%R^Io~cDPz0frsCqEN3z;qoPRh(f#{mJSR?MUQUx+-P#I|jivV4T#B&n zN^G_hPky#FUVST$hqOOis}-Hwsw&BlurQ?;SIv7;Wjza{aYp36NW{_8;^IdU*PUPA zrP<`2M#Tw1Kos=!7%VI;ujuH6 zz#<-Zb91Zm**N{NzyI~^WdoVbVN1KgeEsM-O$`mjfB-od&%K$}@F6e9FYVC|1&s|0 zJIwaGEQo@)x0Grud-U>HWtMU{)noCSbjjj3?@rX-`SQAhy%ipY-Y$}*J5@GP&VPsV z#0es5nN{R|WaP};ob7{6UJM@(eLRNk{OyaIKYu3hY9y>Q9tKEBN$C$RZk%oS_9a$6 z5w8Gi-q?9qpKo$`l!r6ZeXt`~M{Jw5kmz`oq*$`$ibInM%Pm;*?)|LvQ0` zeB}xkEVnTcr^{sBNSUmxEc{3iH`kNqvKCNbXNqx`W5qvlH3x2DIZ@+DLQUOao8})z zN`Hb=RFsa3i>qpD(s!-#aKC7BMc>nZJe(uIuEKwLw0s*@eXUoSy1BJAt9|Q6gP+v9 zuCBGsF_$crNCunTFbd|oa5~Mp5(TQ2Gh|Jlfn)T)YQ~OWEK527kZD}cXol&YC zP{nqKDmP)t7~s^rw(PKgLp;zQ4Qy2j>)P{*Bl8si~>kbMlA!i@rL>mX)?W?5uKr!xn*;E>Xcqx>Ka?P1gHb zzJDxoqu30O-T&8>rSWR|)-X!t#(@3aSJz%j4+(UMBA5(LKE563%aaeeZwm zvtb{_EJkG65mV6b`%34u%-(A2V+j}bga;2qVDqp_dyvTQ|Dtb?<%oqz8r)&meL!Xs zxWB;?dqz+Y=J94fQ8+b6d!|a{ADhX`djv_>%M-ct!|44Jv6q9l^aea^eAEa&q9oZG+6oQqJm|yPruI2_ht~_6A-wqPAfi4N*Xe-^*>wYAJO?+7@<4$ zX=h{c^{u%}k)AU_?=)yR{D09RX46f<*~_|J{x`_a4do?Mh?=($K79Dl?A!Y%o((3B zu%A|c{%nCcwf2liE-4W$b@kd_HQ$4&Vd&6xa`^aMqhRjW`g$u^J94DgPJFn*zjojY z>T$+g8tVtQYL_d8F|9S8i>n8_E0(?KigrVVYSV`MKA&k znCr!%qK;5e~hrZ!Tq5Xap*iRipWv#`p zZ1Mp{snVXgxihhXaB!zq|C#7B<&c@>!XuL1izZ-pB7 zN>bwE&7~{s*_vP`44kM9D}`vKh&2+6YMa7wovPUvpWMAHzkjs$_Hs)cmohd<8H*i) zC<^oReBgmhW>!{Tq4D_?8SkqeQdq19feC>+_T2jSmuVOQ0ZQp-RMytkUf*9NVUw^} ztR5Vn_z(F8!_NE^BLsp1L#U@IRBFPdig2m|5Fdf>C)YEW4L%|tx z%gb}Ty!1>7j71nVM+`)0gS+*DrVUXLLY>#SDF{(eb#?V^`Peh&Paj+Q!uJh}KR;Z% z;Oph%gE@Ip-Gf=_R0XjxA0P4gJ3roZ#&e4V?0Kcg`ZAyq5b6UUYR)SSvcEGA75xLo18)CQve;u$&(}n2IZn-gSonAz?-5IGmD@7~+x*nwgpD?C$<%Y7_WBU+e0h*Af@kL0{_}(*EWR=b1BIj)r=A zdeKufa5TWWmDKcHk>@YruidA%@qexL{ zM!hwJKUHAPRFYI-d91GAU&eC;`%q>eFj!z14n8N-d;QyEY0uL{6il2o;^;!vUUftW zgTOmy-C3DLvk?r&{bU;z9zDG5sbd73fA$b;H1yY~%pyDwJ$4^iKM!dyE1Q;dy)0~2 zu*m5P9{TXO*%M62v#82T;R*!|aXbo%cp7(IEHGqKUIbo0HTu4yH#$B|Q%t|syGWZe zpd`w|#Y~Z{#uQEBwR3ZNNxzR5o)LfC4DrCoNgG@DOi}WryYJ@eQWc>o;y5)yI{jMb z`+U~Ta@EA(TXU=i)NsdYJ|YD^3+=puO$0w@e6pfId65g=VCxMskG&wyqLAoj$&pT> zvxyw6r{U+K?|Y{e{zMTUe^Ol?(K+48&K`H@6LLXUioDAB{NF>E78Smft&^pw@5t|$ zkZ@o^EG);~-ll6eSKz+^QrnKGGO)kZ|6wGuy zJnWaTElq@WnP)S*xG^PCup#3!zmsqD{^)NxdE7jX(k6Da-rzZ7cBEiDuJapugFd){ zdR+dG2b^4|1l~3uqop0;fc<;Qz{c%_Rj1z8+qiiBl<(8`ak!;ez#EQgE$0=!Ce~ig zyX~ri#cp;W+ewgdTegId-YB(+p1+Fg3>FtjX7NS7Sbk>0w`iVWk0q86;bf1Zef}YTT`?to%N;sk3pg zDff?w%yaR@5~*4=JCQHxC%Ephi*#%XcWi1is1P@~H10Ee|Ni|(iIv8)n5jB%v8z|F zUhLtl zp?2xg@CR66>~mo-hh;W>nJSr@sF^D{zxkJ0qxkPu?w?;tD1&Z&d*2LjP5zIr&d#P3 zsavduG^iQFhd-U2P%5aaV+F@WRfs;nb6;wiW)<8Ko{Ni1pEdfqYPRqqf-1;`{MJ86 zWY59+mXY{?1D6CxFYUQ7JOA^~z*AcZ%=Gn{3yrERd=BQ)0yFFC#+R6cgoJ)Ak1;~- z;QE)db?%wLbKPE@VUqKcM5g=HINAWYiLP)OldhpaO->t~&zY*NsX)`&?|(40x2Jv_ zF}iUBH$HCk@X;gvr7xaA*dLmvIpKm@;qO0R%<&)SePc(%OmnJ+AA_mn6Gu!M{Fot* zX^o)g%av7q*)Ij2-2JF=GS#TRfqERLau^|LL#R1pWfK95Rts8M8m@Fv491#<1quB9mGNS#4D;bu z;2~cL1;$+%oM=;k(~%ohdj+mF=@Z5M9t4Bj)3Uf9?p0y}GwfRCEs zIl@hfD!1int2wlyvfJ6w!$^F6c6>q9>JnCmLn%DS)Nf4%X@WfTwg2wzybf0e;rQJM z3fv#dw3SSK^IaTFM=-sDa}(DsOv%{{JXbh5n9G;3_&5K3$ge8+{3vg_Ddek76N3G`w{feC;c9u1SsOj-zCclk=>v7gyM=n7u ze(%yVY0{kgf8XAnN{PVC$cPoi433a9Oat1;flRN?w0glMYY>@Dr~3Y&)n}(2Vfxn% zA;N#3CeLxb$fWIMS^ycEpNa{Z)Zu=w&t-Wo4r0KA9RI>5fWxKSTlGY0J-*)sOo)7B zWaK12e@I#yhe3rSdJ0MiCj0Kj-W94JCqUzBIqP)6-`BH;NIb z(X!x|FITBF&@)@f_lu<|DvH8RoCT|*BC-cYgH{UHi_EXA2*DPCulqdWNDPw*K7_qx zK72IjMJ3c3UkXe3xzC&-zctsbQe;v;4fvYddw_Teb~nYtcdxxnp5<6J{Bj~s#qkFJijNYug*1(@ z1fZG7CrtoigC%<`=U>ybfK%6S9B_E4*{^ul$}^3SRO6;b9XS~-DOjWc$R{C3Ar7NF z9tQ9tx1=N!02te_^@}Y#sKi|+QywVbI)6BhI3($(kTMS@RU~k6mrAZ@+w)>dj=*UI zcfllLLCEg6s@Puv3sB}TM0NTR8RT9T2#?sm1KAusf>?Q~?H!0lj8X)Amp?TuuuN$# z=Q+DR!(uBi9$fP&DXaj2j4d=kq|D97*U@||UTl5vd#_(F=eD3J)rx>&ug7oqbY)_% zMUPBPZbsWKlk=!i*}5Ma;i4T4cY%f6+1}=a++d*rY_gZH@A)c>I~q;nmm8?7a`W74 z{zZ~Si+5R`GWM58A8!JAsdbUDl>!eP(Fq0KSJPbHk7Z9#T%0DP!MKyb89`m)!-s_R zCN35GkOiw>x}*xw-4R{Y?sm181U!q4>0BDC8W-Fh6=(GvCmdcz44SR@`-6&P?qhLa>@+74&{4J&Ju#)A_P{IMxG zHJcOK6S7&>)$a0F2y{0_Z*C>`;3slPR1FDYIPaDMq;r#$G6;}PujTTgV$VfANMz{% z;RRpZTIKdd7$BkT-Q7s^R*D4>eD$V(3*GRzCEmyKCaetuQCk_685qlO$B0e=Qd5%A zsi`zsf1NzKXrhLQh&a5iGv!vyylZvEsm|=a%Q*E@AtnSjUgYOf+`M^H(tVcXDx6xu&fEu( zA;YvWfP{hqtEh;#xiW<&)nGUX?o9btcGA6l%Y?ybi#NLCE+z16SJ>eh)t#(54F`A# zBaR%b1Rk~q;SmVicC(f)qZSuU-oem{{E10M9`_<>mJTqV;e>?iv;t(Aoz8QUVA!ZQ zea6q*651`7bm(ruH>r*8Z8ag_FFA!lO3aH}Liyd;opJj$f2D5w zb7c1FO)YnK(f=A+t36b|AmN6IOQ9I=B_KhxUj>oU2W>2}nKD8o$TLH(7+C?v50Gf; z8+Bf8(KFP@{}xvdp3Xa`2;wOt^4Tqm^qWxce1X@G!BsV@ULIa3wQ1m;V7tI(>#q@HSX(Rw(8Vt-4 z18|OI(&S#Ba<1T?h6E1dZVDH`ABd374cPRO|v;>eHD za&m6fsHS_=a(1H(@X6cDql!R%g2O^%P4q+mt3ySDpKAFGyxxuuVo0m>w!VJ*)&gf0 z&E)_3OR>XHq56djcTI{U#sYqfOY!jWWdZbg_n*lr!b<^CGBxnP8x02mp;OYz?q^zX0I_gklzBpJQ>HU)jaBPU9!Xa}spY4nXPM7hYk2cVh z0s85?1M`Vv?VK4xCkzNmPHyh3QA<%#QIw$}*87uUvQkk80Zz(|!u`NM=ZspiNH|BK ztUQn`&j`+-t9TX2CA<~jzhD#QubDIgCBP(ZN3;23BC^4MSGrglJOmm+C1oo^!t<%Y z-p)cCM}a$P%s?we8&2E=G&!Ym7{#lNDsVtES+R2N3MyESQYOh1NbQK1+}a32d-|5{rENL{g@!i_3GlC!|cZ3^LVEcq2p@edPc zr|&-$07OXCDsR`Svy=awhpURtgT=!j(N3aLHOL)5lJ~15sXM=i>=)>c?H{!(#V%6~ z_OTtf1Iaa5$_CsM0>@5fJO2?vm~nqq<8559Mu0wP zg)@Shs&Svi0=vmNDTEUcWpJjlF>L3<*kygpnu73R1Y>av8G}tTT}?CU$xM`Vv3v#- ze9G-_9!LE9j>HNY3Bte!`u%*%x4pAi{Qo7I1&dzkskqN8;nMTP$WGF60*(vy5 z=_R%^qMUT31oY_>4gp$ED45|#FWKw|==3DS88&-+dz*s;1-_{D?E}8}q$J|>pOa0` z&fifrGfT&n;Br!7ZDUUu+#4>w!SjOmiOr+-jyLNLGa=i=MS_6zbH3ch{vK6M|=pRTj7`=9S)f$X37z}Utw{-^2;Ta zMC(q|{Cjn}#5p>`_}UZFO=VNt`*NLUrjV%icP67E54 z*Oqk9+8RaRZ426i+`VJ?lxmv<9aK+R(!P6MV#4=CG1(_mwddBnFlZh^|3SkSTc~7* zqzIeiqY{CasXk<|Q;Cp#(?-}iPgYk~6^x8hI)4H>#D#&BfGvG=^?I8fVStSG{^GNf zgbV-8%z*vq@*SqDCdqi900i-CtG9H&7Kf+-ztn!EgW_a9zvhFJOngWi8XC|vzUEYU zSYu5?kDl?@U6NF$Of+lUpgFCm1Ze8LGnhLsgg#lmo#B1Fzv0L)RY$m^R6n0E9DOKog<_N69I}Q2G8{DaFfXD4=wMIz!aTis2S1SB-bw`zDbPVnFckST3&G`j|Fz z0X+N%BsOg14Uv2j;{2wIg0*7?PnehYg-OS{G#o76O|ro3Ek-8%vmz{jT9?&a4vX4; zTqDHw#)Q2jTQG_FeeBoru8QeZq{_TC%!jQ9Ja!>=vSiYErpF_u;8ErJgZ7Ihi{8#h znQ0=j;=-1yj*t&{t1 zog_VCknFECiPd9c5vWbzng+V-Fe49w=u}#9$>SC$q zYVYB)R0y%-ItrFT)VdvsNzB?GLIeq}eFd5eRRI8~7zQWn3;dd?33348fdT@~4_-AT zFT1l{_~rIS@X=xECNbyy1xj`77}+S4(~lAWj`7;&0}CqdXkR?Is`pCgk3H0SO7y7U zkl+G#7Rfav)|s5i3R6j4Ea-3&0mVV3kJypXkN%5pi&0G&$7=YOpSMUO^CX#aRy(% z@P=K3Q@DN%+g&)tf*klxXP<=s2n33jkVD_5 z3<7V>hJxVCVm7Fb>D8-OUSA(wUmY}b;o{+W<2=Wkxl=2*dhF3L^UL4Z)e~+Ba9u4g zdz+)FxE*Larl9*l*!JGO=ZYEk^iQt1dKs(*WW{Z5ZSw!YSF?=Nk7kLJEqq z=y%55h!HcOsJDUVMUjn*$+N>>kKsC{0YxRJ=6^Hv#Pq38#6{=FYMkz*@wqRwRKFdW zUY;6l>K~jbx_>-WVe=^k}O?)CWGESibOdSZGgIge5pK<&-9t5}=q% z0N1Y6ty3u}D}V682j=lE%KHN3S~bz_|MlH5rf5|{Lc+&R)DYk*Dh3Y>fo35Kfb3sJ z2|NIGJUwu_th*w#z@FZXbF%1uG{z0d{%4=!tw0|Rh2@MDA6-qHdcy4LW{$z=Y=NPm z68@@{o@VVcO_mqIxp;T*-M+5S`kJBC@X1I>8UX#yfV5vTNiY;3e|&s=Z2-DIe!RN< z`?vW(u5Pv^uSN^#g`C$}^8K@}Z+&R=UbiVV9Dxwc?EA+TB$Slp-o^u@)YNx|tBsC~ zy-CR{?|7nVd)oJR{`j%X1|Ic!rb$`>gEC>KTROfT6f3xboq{03I`1wOWRo=bU`=fL zu&GsILvwVXL2W5|**s=BgF=ZQ9gxJm{rwLWN5G8FjvpKxfDL1)_Xj;DL;YRd|B~$y zOG-#E!m`}XD_=1BizW`^AF5Y-^9=aiYJ1;0-|Y$ep^!WwW>M8jmS_;8NY}}#ma~Ko ztr~o#KOd@a^C3~-qzDo3$OxrxePlrFF!@+(O2TMse}8|*Gl_0>JH)8WF24AdFR+!hNe4g913W?X*U`a~Vc-{pLGPu~H>~4d+zPVMS zJyG?qWgjZ`Ro*>**8V7XTv?D6V5Fs4;0S?ew6)m06*9Nk+qvX;XD5zjo>Ts$JU!Ie zb2E|Vbw%0R?OpM>1}Vhbp>^e+$*}{YwbA_C7jA`(4gJiCOI%l_A^NSWlL1@a(%(-H zVN*G~OV7sk&gODtW+nzja{#jn10lrT@AYF-0!u%v^uy|`WqXyJJeeuKZ0!a`K8aJk z?D5vLsynBhM!VIR>v`_se)(h?e^(sW7pe`m8-BYMGr>J94w_FpEl)3&G2ox!V|e_b7HN{|N>1_Ehq(>gT_(*$d#9edMBZfJwA&QVCoeeDoi2SJ`r}krNjR*E!Uk z2|3Ttz^_54eb&#{m_+=7Li2uquT5|Lw<%xUqFXbo#C!GPF=sJJOI#SdKlB3$Il0*W z)6OdpDww@a{}J67q}5TqDm0x8$Rx=pdpwO?irNIisW(`_$I?HA-I;#nK$3H6zFJwm zm?Zf0F&P_~=;Fo$BraP2N(dC@+@E?;Ky$S=9CvkeewigSpQG;}4k`gSn@xEk~A9#QjHxALzF zZKv%#3vqmT_F|v?W7^F4Uxfy%2l6F3o)wCQj4R+H8h0;WP598=Mq>tuTTc7M+|6^& z;Bdt4;%#l8NA!JSI{2H))um-YG8CJ8yBfN}uG{Kl+0+TVv|}%0Ug^=W2oZYMdMu4lNPjF0fVa&L^*2@P5};cdi$|FFRdcRnD%LGw%1XDmDB4w(LL zb8}gs?aSq$QBDs6-o*PKqP&g56gx7pVI5tr& zkhagzugg_Fvf*l&=LAs|;LM(v|fofqx(LZe`S7!1nn zxN7)ITAuhs+FMrAbgtS;6v`M5GtA`3r8Qe%>h@YJ$J$6ynm%Q4xA3)dkWc5e=eNi=Zrk4TU8~9wi}$5T zt^zD(b^A*!_vzCYte9t=1#L#}kTRwJ+!t~m%p&Rb6EL{qP0Iu3r^n9r$*J=N9pYGt zi1r=Rp;E?J^=4QT07iiQlHiR_CFv|NX1tfEdh>LTGS%Gsp-d@Xk!V6jAaYozcTz@p_7pdI(HmQNhT!hf?e~@*y)jBPI zk#&XLCR}kdm+Ou*1`Tcwk{Kd9s@>z~HLxDCKwg1Q$qux&vbrG)6}{%h*h0h>78Z72M)nl8fJ^%YzR$Q` zwO!exkyeVp?q>Md35>h0kyq@|j8Ph|iF*Hn0*;(Ft8*Dct!gjt0m(!0HxtliYB?80 zu0T&)eHvVETO=b2^jCdNG%WU7`^*yih==rWXQ+`?hq?NEB#oExHo<8|&vW?MH0aF= z`nk08j_{DiSt}$=KYfh58$$Td{*8&{+-c2x8ro|7nbIJKov-#zBD$GRA)8GgEYmg| zf17oh@Uz8<=Y90YjvdJS@&U{t&Y6iQ2@ifa85teQr8Iu_wvh#J;$v!lb5KB{7Q@<%#w?E%W-C}k<6FTV zFXIs+>Q}!8@VUY#A@@#XHL)NINoI=f=cmxZ&gKItHC*9jXk}xQ3A_uYi_`tgq=p8G zT@yCuUr50#1{7t#@cG#aOKmbk*tfI6SnR;H2$|o{H6Eg?U0XZ9uG~S!!MaHmm{{qhP4)Xz{ z<|`w1{rc_^TJixRbqXLQgbRGC5iU#H_0z+E0OB^~^!NUkYs-~WpFw$M2;;^V7D#B z8>6Ot(?b00CUPn2$vi67G74|?MKmv5CbbOd@=>_YCn|YII8pJMJ)gTRwryC z!+KnUkJ)}mw%)01HfsXWTyM@5Zd3{d&|sC{Z&9?~0C<44LM|*%NP{*t0Nzn0eHLlA zix^&;zc%WR!5JmD5=;Y2p>=3d>C9$OZXb%0DW?aflDOO3+Gd~(t_^kpn=w1>DRocf zx*Bog=&e$%3!0x0!xEJ%b-+tW;j3;fVcpu!f@@KB7h1zC%%95U@9}GN#rn% z5!ey95#T392!RjQIk$pqGV><}5T&5o zMZfvYm_-4~bHyj2t(F1w5ppxlM1I8!7sw#TkAO0%?VX)WfJab5JVS5H_AxJD=v`*7z-I8QIWtq_k2&qt}fWX^Q?0P@jl+)A2@Z4`>#e)Z6I%gZ|}X z#@zdN@9y$3tL%Rn*-VdJCF?2Yj3$sFjvKA@K%RR1KWUWi+}pmL4^B8 z0?*!}>7lzi8yuw7jg5k}$3K6%10?Y@RWpGQ1bY3A%dZypm;KqVxBTIFuN(TpkiS%{ zjup!}$%;mbW^7)ww0MuLqze4ExKbn0dhxo_`6iIGuR$?l)6ftjfCNEFNl9%Yz%Z5h zvVo+?Yjea_#QNRQakmb(0rn&?J`W!r?O%ub5PsvDPd_%$V>FTg7{;e-moos-^7_@M zRuI;>QzMeDUkWA;bU;s10cN%Yog(n*^z7cV@hql>#?)rc&Vr{;pLQSLG!w3(M&miVPI8{`T!NjJ8Z;n;;0S0|CXtS@v7|j546g2V_ANGz2!? zDf)}MP)Mh1nD>8FVD=(jz|p1`7x&t%%&n|Y2L>KWvl$*c09H%bchfO)tPg#?>N6Ry zY{9s1gT^5eXu|N+O8enT{ZboPXflvFLJ11~(W6Ht%c$Tw3~k6J;tc2>tQ6F(@b!Z0 zjMT3Jh0u@j>T~id09k;@G#V(($i)LF;BpF(L$9(0gxki-3XW&<)D#EUS_awR&E)%X zUaMvl>@vfGD_TG_&MrX)@?Rv85n>!D-SMw-;}8nGG!Upfm2hc?LMtfoasx#}I>6*M z9U%53LiI2n($8>oe+1}>;D$iQYU1;q*UHL@69h6)o+yUKtWc{ZS#uN}m5RF;wHchG z%*@Qyz4e|fNTg1lI@Juqf!CmuL@SuatK4GH@(iGZ!OX$^P;C-gzKKkK`Esv=Bajt{ zi4M^9nF}+ad7|`RG;JI3Z*W8Tg2_SwIXU2&*g@|Db-fB87-ln0?)urgIFr@i%q>Pw zRL;W7LJ0!*%r109s1IYJqq__HGac&T7$DVMkwYG}zG>Xwe43?sOXH7J!$2Vc(I?^| z1(gj15(=+Wxoc$LVs|Al>~w5w(V$P!t33p^t<`^PA{_1`Rd|x|>;J~=$f6QUnE4QR zJ7Nl^Ah6$`;q?dD>7l%knB5C`Chh5NW?k6v53hqH5Q5GodFBStn&Ob@k9s0;lJc$2GyPN_uf+~yF{?rKkqg~~uC~020QhPn} zmy$`AmW2pXBdl!20}2M@5m`w%@oXb|#?=gzn!%Bvl>=uV{|6qBshKN=N?Y?|d)4FO z9=4;8rNXPNx*AOcxCp4Tc6>ns{zn0Rvrx`28B}atYfmnqe8f776I~=;FC|DFw8aA( z=0)E~-XaQsdbVSX%_rQC4^gL0s>9HL62uZpZgEuGn|eme2HBgUBXuKrY?OHCDjiha zCI2N(o38bfN~UHZba{5k<0jUFe%yRphd%4oYbb398?t+FgCb})0S&k9$`SPT=YI(M zvHV3xXltDIQfIe`1R*{Pp+9)|Vi^XIF67fSv0{ zFW^g3MRG3QcY5_yyuS$CL=>xhqt%fmH8r%oiUEvBsU+L1NOV3Oy0e^?$>&K~T|3=`izhZzefbF*6_2$22R>g1r z(OVH!k_Ca1#|H01GOuPLCzQScWWgjK;8#BxxVOE=bk_dickcmH4UmaI0+AEgyaA~6 z-?AzF#AToVxaVIQDG$53XfgLZMAG673DAs1?Uq1iymtGd3V8(!1mmJ(5>TS>Yh{W9 zg#WL141nYXrIh}}Tn-1r-#V#(v{3&RMNRAB^@0lmxWAlT!hgr(O-IMmR8!E>LoJ|a zs^3qIGMA~zRJ6E>mUK=JuecCOF5jn0fXP?*>Pd}i+pi>i@S5LP?fX6*|AZ6-PLL&n ze6i0OT{!wHR*1*-|D%znqX3e4=czyy69p};#eGzI z@-lNiG<_l>_R{r{^*aQl2oEWMY=0G4rO*?kKVAJdz=_s>1uHi>|JRJy{fxw=?NiaQ z#0F(FphlssMu-$7u4MK#Nr=#j9#xEg6DWFm?SgRippb!AX;CLB~P4Ba&^7DXZMNcZ@-I*hdNND!^U+M;i1$vZDWczZy1=1VI5sa$o$M z`>}rt6aTJIykJMo>(@T24h>W?Bhi`_OvemOapXw>fws~fxkyM1`(8*=Rzyfugu^%Q zKR=WRBQ+%YiSenaRJVr@qMa;aP>#wx;_n|a`2S;Mf-TT*1o}ci;US&z{r>+f3?jGv zt0IsB`c{CU_*V$^KN`4riODc-LL&z>iGjWdYH+A}Ut6l#l^gU~lj@q7#GsOXU}sQ$ zFdFIg@k$v%kAQQ|<2ZW0OX=z92v{g4VKd}M^&Gp(#GyNgc0g_^geD#!urmje6qoI@*+6B5BG6i+?<>iJ|3lI1 z5>~2_a{N8o!UFBHks?V8Q3xIaaUMzGg*s66Vn96x@55+(UszvXKhBz2%(fc~rQf1r zV(1kh1vv%?0m!J7{kA6VK>Zjc+Gzv|9iC@re|~h`q#5dqL!s8V@2eCbJ1<=Ud%~PP zO$I#+G&D5Og5FgSwP!-OnAt_YuryMtuBD{{;tgyPMhEI}(b8+Q4i`|5pug*IL12j! zj9$Xw^&VlSAcATQBH$6)LHBiW?9l<^KJ*W9+uL?S5ph6zbLQPcz60D0VhVE~b_Rwp z(3*gnPgw-d6;N#yGXGKag$ikc#s{lVRD`Bi(A^_pdVzJZdM;JWR}Nx(=-oizQ_l|J z8=cN0FSOLcccnfYT39f_IO&XIw9^6)q(FTe26Eu16=z*0jm%VLNhpE@PeK_O#OKg> z0)Udw1cJ(Sgz$<;$l8_4>`Q;-E zw7hLayQfJHA7TWeI9;5HUQSzsiaRve1QrgoH$RjGcxi2!<}AB1Nj7xCRpGba;;4L`^wN z^>3&~g0ojxH95U7J3DIzZW!$a0*?#_1;`8>k9H{3;jR%c;od}~;QZ4fvK1UfCEI{O*?WCGT3z}2%hMk2o`G%EHv{6FT z0eR#5fHdS$qbU`eG*1r3oe+wDKmV168pHxP7Xqv{wEBVSCt~E$kSyp&laC#nY1DH=Zz+@LR&LQL_V$Ri1B0?m{KW{g4pCQm3vYAvMt5i`-tip|YQ^6A=-i zsHc}WQUNEea>rjOkqI%5gEkOoB@3)Kyf8&ZMh0rxkS1}Sd>#qG#Vh4yDo{g%@s<9$ zzK%+@LqbB#-aR}8Enn{6GzBGKRST;fNP)c|D@1F(pf3a%7Yrq^+S|SM9%s4)fATH(evD7#C2PiQ8DK%$xn-A+){i{Nq4U_W>Cy+4cZb6E++(KpFNy@Y5z+&r|nUbdY_pWNhTn0*1oq`_(4;sepaV)OH)g$4b=Fk z6GR)}fCBn1V5m?L90qUu8Cv6@F+DcvI~2-%j7vzk3l2{Vp&Owg;EaC&s+cywA1E{u zP`2PHSrFwhIy#Gmz4BCrQg%F{YEHC4DV@PhB-l}l-I z(a<3%6YMnl6ttts=um;7L=?L$3pf<|>zuS#DAAXPCSIO$n*b+5cLhaNRU*hsh=6$m zn=}J`q?FCgGj2*s@bb2OqL+lO4l+CQSsS^pU}=yb(0(9+)a!D9J#K@IMca#|=j4z8 z8r%jYH?|^#b#QE;B+VS8TWD`Ef_jr!=%GcyCVdo$tKbV8Th^U`!}6h950uDgUkW%S zkfpRdJax?#kS(N`6~8cd4#d$NfF-WMDrW&<4RhBHVs>0{aWRWLXhl%TJFH&(qer2t z(JUFDLP8@Cd;ewFLy(66ns$@nAQw7UeC9aZ4*y==XZHrqQ?c)sGk61N+(e8veS!D? z;Bz)_bO~%=d*H!32UO8=Lw7a^!nPX^cjfnh$n5>@u?=IO1&<956S6h->>)lrK5huE z;Gu1B=GFicB0zk$enj8w&wdj6YiCd=smKy45}-20b-tGi`nJImaX?dx^I-q_o@>ze zyP@rfpmR+GO3j1mhEf9XfC4le9I+@<;m?5BB%Oq|SH&i>V_2&QytvLb)QP=K;DyMG z8wzbg;WaTZb+D+);Gn@O7n?QX*Zq8V28|@3SrtA)x$vy3ySrj%6q>+gL9Bo_E^>vk z6fYmW!?XnOn z0s3D8N5d9MHRcBkjzgOpQmAuLeA#afSgE?YdXC#LNQdR$q{{lbLSLB~v?dv%Cv>%; ztePFjE@{x17BqC*iK8VaxTq*BToqlet6%NT3kxcOriBXwB2Pz#q7Y)bIN@c(jBsZ|bVb8txl>W*FoH3&)lOpJZ zBK4;@%xP?}tUmDYAUjY^RTUorb;ROX$J1S+PzeS_Sn%96kkjecNgy8IKOTX&HoxDO z0nX6D-fy(GP|&-XKCpPGZ^@oU87GXG7(I%NLeOR7v+Ptkq4)9@oL%(HWzRvsJ)yc) zd{n~;VNAz@18Nn(=9_~fL$mgqzOZYcnc8JD2t3hKli#ojQB@Vp2c+WAz7JZ$#eDjt z^LGV`gcI6)3gz%@WMlUq!n+5>9JBGJ}N zg|$CK&)b6N?bQL=fd&p1l(Gq;+z}oDk$6t_XhRHI#s?L`Ywyk!aY8JP^g?$oP+)(7 zvbZ-86!n(cUhelzeDnxt6q6vd2g5kpN)WvTc+(7kv$KOHAcd*b62x4^2ofmIT0mq= z4!yFjtqgDk?wOZv9W0gh2)lj8jt3s@qtPY^E`%W*f<4x?R0S>aKK+&@ARy4n$hZKr zq1E~hafLF1GP}MO{=I>YXuPwaJcTF$HlkH|(Qjx+#ic<9ja#6bjoD5hNMj)xx(7>h zHiy9>cY#U9t9WD+T=`6*p>s2EHSa5+Infi)ivyp7;p9XB);_!VJ#T@u>%)g~$vK#Z z_o+}yvJ8rC;eo4D$qPR{_rMnQLUSdk*BH##^8GcBr;)(lzz+8BTxetNEf9F#*q4D~ zqa{4ZoI$sUGEA#rEGN~Fg{Hdg`|K$5`a2N|R5ACDNec)t5e?pyQ2N3*1;U3!6FmKnPh6u%0pm9y%E$vsi zt)mp*A*zqudR^fW_44J*w$0p(aUgagzqmNkLxVeb(`5TsE?S3m7^; zj%7%xB$1b%-jrVnd~bSH)v$-4?_fe^6a$ISxvQt3?~52kOlCW%3{uWg<}bM_4w<{>_rO;Jnu%90cNnKqPWTg%LhOLv(v)PNLi z{$8O|KRr8U?x^IW<+u2#qYV1RKs0eoX5~m5MgnmRMP8C<8izUuHat8OHMy9xk&K$D zjy?_sgPrh{r{rpRr~G3z@ZdAKs-QJ!+Z__O-jaSTG@_2Q6=o3jiB_c zVQ$rpJg||g%SkY;k`o!aN}HdBrE>#Lxfg5Q!v@}fVaRTnPez^o6=tg_@)Gr9)Xz#J z5)!PGJ2X2e%8H5#3KWF5&~&As;P;gEBi)OO2Ws=6X;`nNrnC@jB-u;PaKMvuwaWI7 zgL&{S=?w+}RlF|#JfdG{9L=nrez%}o?8I|iKpG%^n}+NWAzq5vY#`8w@AbiqjMB5R zLXJWVHf~8x#2zKD?yA2~^yDy*ZThhG^D$eU70Gn!gf>|q;DA#KYTXy;6NvKId!no0 zX_*3(Fl4d1mK}Ewecv=UC^xd_TZABFg%yI=Qp!doYzBx3*1(G^KLr9t>{qx$FB|5AgqrHKPB0<{*HXX zJUNSh4{%6<&ahWe3tj_L*j9KYDOK;{D>qn+4=QyC+Vx4?ob>BQOv(zuT69lKz5EOq zAZqcrpX0G&jb