From 84a6d0ceb4125a2c5b89c91d0f0726ce23bd67c9 Mon Sep 17 00:00:00 2001 From: fukasawah Date: Thu, 5 Jul 2018 00:59:18 +0900 Subject: [PATCH] ch01 --- ch01/handson.png | Bin 0 -> 102689 bytes ch01/handson.py | 144 +++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 144 insertions(+) create mode 100644 ch01/handson.png create mode 100644 ch01/handson.py diff --git a/ch01/handson.png b/ch01/handson.png new file mode 100644 index 0000000000000000000000000000000000000000..c245bb78c9ae1b0f54641e3b49984c65f63301cb GIT binary patch literal 102689 zcmeFZcUV-}(=NIj6chz@lpqoe4M;{1kc^{(P0mP0C1=T*Ho+JWZ3HBvg5)4Mg8`9@ zuT!gWNB}AmY)ay;W}&K?Cc=Q%lkiGz+>-d&g&oB zb_7ArBDm{UHQb|S`aRrVkCyE%G}#>1>3$%6=$w_tBYa$fuBqy&1CRcR8+8!pIQ#U; z>sU2fE-jmTn7pqk_&lDX7kSS@6pxeqbN$8>`BT@qmo-8UT|FdssM~yN=MrB%UvLOE zSbWLXpi^Ib$!00q;aaG2`I@a`NxvNi*8k_LN8Bk1R`Q>(%akO>|M>yoJM`Z_?OWr& zE%C2c{I@0k+Y-osBg4N=@c+XSd~^X{-ZJ~HU$rX`YfB*B2u~w}97Vq)%ko;YE7Iq| zwdC9Owv~Cg?W_+6oy(v&q@krnGxZnxlFH^ocof0o0#h?GwDxv)@;q0jWDNEu-Urp1 z@V9Rkjzw5U6i$T-nAV;$@E8pVEY5eEAMjlMA$!KV|Kr{2T&M9yUFOG+9|xu+bJx|> zsE#*AYpSTI%v;-)F39BB4;tcdI6=uYtyD)Rr^rkP^qCgd(%$l*-yjZV177nIxR!rT zT%h*}s^hKDPt{7N@SI6bjA@}Y@>U&};Naj`9*eZMYW<+tQ(zy*TW66^0jhpL_T2Sq+x^sD};O#CVLI-kC9% zQg?K8e3)@Y#4$djVt121s3}5lT0x!^UH_LjQabeiJ%v(x8%?k{bp?gz3ar6ol=N8K zR7--qG~4_U-qPdCOhS>0hYugV%KYQU50{QC&lRg^r$&+5+S-Dg)+_|d;C9axx?!5C{ok?D5k}|q+;|66$W?EWW zRp&p3Ic9-EwmtDdlA9Ne^$qV;QKw{NWGwVdOia*MoB#dy11=i*BjqR2-C6WcASk23 z3(de0wbh1ju6!bAp7?x(_chjbupBsnQ=sc?Pl8gk=tea2nKNgWC3(W+LqbBX28l4d z(6x4-&Fg&q>ebt{G_Hm>m#&%R=qO9=`Dz=>_tw_RA1&O zp&5I>t;iYI5^yvdp-3Acy~@?ty>0V;rzVM~&z@N~m!+npTsEtxTbUm;YLeRXF3arA zF%K$V|8+z$>dKFj`NUXX3c9^^W!=pdpHgn8x{UPe3^Mgy1;B9GZ z176A-8ykWHQXCv|uU@@c@n%C!WNdSw68(R(f4|3gbn(KsGlC}HkI$C}tCP4*wc+6C zSBjegn0=Gri$2K6XQln>+I-i?Yit`}Byrhm z)u!KPt>4AhhKfo2VnHu=aE-=z5g`|%o&L*mtIKo;w}tRhw|T6=c%ELqjVeGzdxk-Y zXIbdT;U)XB6|J3VqdhfOSJ&wAy@epZHXZZmgqmQs>1elsAEd{`V7Y9&7nv?Lfj)eN-5FMcf-_WvZZQ%oh{b;9RLfNet}8NUjSY!)1AsYn=7d~ z9oyU9qvPY#+e=MrFHWP@J|wGvp+vv2?PA{jO)jz4=Vb03d;5!j`xVWFQjaC8QoDgt zkK(!F>C&H>SfABy^QTXrszG?~G?wkG_PR_opR?`GzCkd_(-rhwwwQn2L@<}Q8&;Qq z0t2}BawM5&f3XWapD`X#kp(B}yItr{dFBJ`V>;7sCsoL%EAAOj@l9<5mk{`VXsxHj zZN4K=cwmAur1}M8YPf*8)u#ss!KUajQPS~A*M)MYcIMU$R|j=IrZv2kSzURbR1?0& zC6u)d4KoC-J0|?k*d?tARtGV6c743N@-u+hYH6%tg(7@yu0NHW*;~c6#K5iZUH}C8 z%2aBm908nuacRlr#|_$c_p-WCH5nOyA^U-}5Ke8fM-|L|+aFy45!uy09MIR()$K`= z_4(q4nv9P_^bhb)^_LVt_-YO>w0_AC9&3n9lx6m5+v*#2Y%eKk59_zFR zvVQ|0Pmb_`riKPhOUvYM&rhFR)-C8w-`kzv>v&4dnQPU~fo6guSIl>}H;R8f<-F`L zREfWPO#C+u4H1I;kqx5W>sjEF%izSr>Lnt9_9rrxhiOBX_5J~<&yn=do4gi zM`u#FJ*RH8B}FsUd1s}QJj!o-{T@!u**Vv3aN@^%>Juk^&XO2b_?Dqqfuk3;i&_PL zu`l0{K~Dt?yfatgI;%U|U!r~K(j|1g)!C+X%cEgNn`Nt2v_>1q*3AM&AGKj4I^nVBt||`@h)PWwYnw=;-KFTXJy0lCY4F7R|GSMi;!iynIMxWbcq5UOC2( zzbi!it&OVcD^}$g28Z1bijmlw%w7Q=9wlu+!dvP`O0Rw-jm zu|}EJK7hdz+rPhv0!+E|+7<{-=q9!%>)93E;0a4@99j<1Hv9poV(l{5rvrc*3T(r3 zXO!2^(xL1b4L3#C8YHHv*@8hWJ3G7dPNhg8?up$puQjX9<;mjV7h=v;)Y@%2*C2D9 zKYt$U@ogH8>auYqGQR+eBsW+iBIf547(Ub?>8|_wmbbLD(0li<4fAKVqDXjdE{8$HMx^Xuy2?+zZMMX!3 zLFy5n!b-0`vz*Bu>&$kz#3ZMir1+^Aq|IvqRPECeV$qFwpRKj|uz0+#^V)hS-36*O}$CZxyGcaO^bgZ3hW^&vvBirH>ywBc#wIzV!TqLiqXA zyvg#N!943QIJh*+)(@6lS+^<6cOkzv!x4l;Md{D8M+yiCl+CY2+L!+Tg!nakJv1I5 zv7;-Q3f=!tfA%<(_EsVcQ~|qy0SBTzyF2ZDm(G;^{(NL$Tq#jK)_d_uBcv3Wvbl%H zB$L3~)dqdH(tWpj2d(A@%6zAf$hVBg`ei_Pra+?Qt=M*~lxS&f)l^k|d*d06N1~sk zWnbaFO^A(^AF|8`OACOqOiyQ4bU+H(UbXKp)o_O0BK`R?=tFz0=I@9~AmfdI}iv7LqCXY`tXvGv4wf!2IOG!dq2URUF*hA;5qo zd3ks`;4#Uk1MdU z`)8nMKX}m;*ju&2cLyyt(hbXWf%x=%yc?jEp`Q#4!V;FYS;g!7wzO0{+HZFQvvx%! zZz;^k_w;cj=(KSr4F^eOaAp+#jRM)u+F)jVy+VZ( zFry?$^p+?d16|6!Q$?{ezqgyod?*A5%Lm6_E7sRJqr z&xI=5Jh){(8c;y$V?z%z0&qmJ(|TXv!oi@EsrUoK8o*aryg&pow1l3QaXN0^qnvLzGBPM{#4@g&^^FfR#6({-YPN zc@xU5_rZ5(vwgbfy=>4_qu9I##!Kn+>C-FaLJ+`b>men#*M|$NtaKU)ClN#U5G`v#?<|$e z3DmZDe=jI5oU0k#CL*jeen7?L0xWNfaS&=nIR3=Ft%^N$7ni(W!^19c=+kf;Z77JK z7DY3(ZBK5Ez382i{*0wYF=eUU_4jZLz-q;~b#pIrC3gAzd`$Z~H1q>XF;sy7ZBF-; zdgP#32nkhqee>6^U#zn#F_J#TW(^SuP<0AVhz5MQC!>z@+g_*!UgcKSsVC_=^Tu;| z;>7Zs)=3Q)7neZB@7Mf~{s2xzZ@`J}A=l-Pf5#rV`$KBdyPK+^7t<^5m7V80!EM0bLs!yoI9*6W z|Lh~n&S-(2rf;e4J;q+k#Zvie1~1Oh-PYgvJrXRs+QE-g%M{*y=UV2q#pt&;Uy{o? zPmXH|JZAV#ssFBC={ETjHqF-Rc`9js#Iw*J2>v7ma+d71VbjZ*dElSA4H-c*mC)D;_z^*4&Wq5UietWbsR zvk{KaOYP9L=A{)@*H3bA|7hd5&m&}?51=VKJ+j7|k%X(sK#+>Nuim_c#!J0@IGHakOvpw2DRWDkY&MZ zKDrGKC4HI-?vW*&()=qyLeuMSO~XjY>1h0M0s}#{sOPnrq*wTcR-#EnzyI}VeT+AJRl>Si3-x)x=ca}}J(N>YS~Yrj z0>OW{vl=}ta*Oj<;bwR!ABDGP`-*Y~Khk+UubmxrtYv@Ja6Yn%<{d|G zD33vL5;!_lz%`*W%mRpXtH6dcQWE{C16iF#Sc$?09DxIu#bLVU8bQDJ@86TYsOq{? z+MBT2LX(=DE+(>)Bk(=qIf7h1{LKED{Y#|Fo^mMk;-UTh*aD+6HvaU1<3(PTXF=VJ zDYuSNVs{#5h+-jXmFzT^Jhq(dF~RKEe<1bw&NA&n~n z>+JYd_3WAfNQm5D*oHzlZ;@xspK9h-J-&Zo&w2DoH+0XN3hJ@oMpqq+`tDC3^?%Sh z+4ku0Ns#5(s85};fCSnDA`Aru1r{eC#-k}GCl?q59Q*M)BPc2Etl+=}0$uc#iTRWN z9+M)f97@-nUfZUjW?W0#n06K``;^&UYV^Tu)8{46y;r(Bsh?Ivg{7p7K&9!)wG2kd zFb>t5vU74+aFAI*Z?Xs##UO`7o*8{U`UWA2cnI?81RPELgnNkZ#pI)oScixj zm98?cg1`Ry>l7{Rc)vM+_^C5zIB~k!CQoAAe?6hk90UahATXjt0m9}nL?}YlgPA#l z6uhVr+qXnB1@WHp`tfeP+yx9g0obNvuhTz_ZOm7$2~M{FO=1*rybjq|69fYm9FPc5 z`$Dm3!7Ct;qce2?IXmM00Z&y-mSz8t@857H9*m4q?9&Y?*}eB1iRN+>1JRy!zqTHZ zAEy&{&w`TRy-tqVB$RidP`@uvwvIYn`CFG3j_Z@j!Yo4d7qaDooFvwy&^as|(^)<# z9eMoZiQ#^poUq4Pe;s>P^$xgVYFe5?O-&8`6^A&PK>CE-++39~GDLc5X&RwA>aJ)u zD2Ug4cXofLxi_H3z0K7@lN!t6O8^OP_`>it{a3Hwyh$3Z3)`BFYIqb_=xt}CK^mzf8 zcb6vThHCyroLXLvu4|$Mig?Gr)k_*hbarFa4Chw z$^RTaIf*gyH1~R~RlXbnMY|tb2OuVvbVh_N$g`A@nLCum`?qO>^neFBy5LCHsB7|P z)f2y-ZYRXYUlbE7x!PH}Ih6_;3M&4!mAKh+8x-eyJS9cqo~*kdMSP?Ri@Aq&$KS|aUnl~Sea$7D_|H+D2?~1jKK)#*8^Q)Sy4l}DGvP0ccgT9 zY>nAR_7?hN4%rY625QGbh5?uRdMzk+IgKfRAdn1|=w^GSZ~KrJmtpA@<3Ui$!9}}H zv5+9m;`Qa~(&S{7yNs0$MntlS*fv&l-0a<>NAC|A@N-S9KQ1A_THHIomp!a^>7;2+ z_dC{b?AcW=%WqpNqV1E;R-YdoM(uj_>is^ug0aTv)CUhpa4kSh^BjJDrqA@-+gWQ* z)#k160VNNu2B5sn162K1aST8tye9EWCnFs9AeFK3A6u<+auc-nD!^8`6yRT1*d_F* z+h{{i2C39EHEBa3kLvhDQM^@o?{EfS`Ti_`RQk+}4Gt9qp}3y%sQ_q2g)->O$>(iDbA$r~<*~R~1x2F#b+Px~Q*QyG-2E&+1Wv zmZ_X3OUyW}Vki#-ZBGPV3k}fNTY3{D#{Vb4Z6C_>>P**5WRVZO$j;6_gh8aOO^G4k zOgW_9Yxf5^UrPGmdY0~+i%H_>^Umh3An6AHW`3WveDb>8CgjVgN>Q0UPl3FddfiUO zO{jiCd5z`@>}y}MQx=m;ogznaab~gXanX5hNXbKm6GV<7eT#jwV0o@oy{Vcv^quIV z45m2hw-8>;!8P%8de5;n|KbVY@iAXarWi^97HHT3vjHzUY9?Q5)xTs2i5U+YV2O4z zy~s(TOAP^w+3vt(*mYaRLHgCB8KfFIi^*!zp4%5kk_S*x3n)=NiiQ1 z0Cyybnn6N!eHo1rPOb%HV=l4_1e=a#o?aN+P(VSzOeN(s;d*gaQK5JaaIfU$Z zrCEM5a4c+ciz<6S9RMFJl=ROy3B`*Mxk)|~#G^Oh4kZ_~*w5&)kMP+Q+cSEWm+v65K9f(7gm1#-Y_ zh`+v>{`0m5Gu`>u<%G9!*)osNbwM^du93^#v-NOH&5J!+1{kG4g&;oqejV?+BBmkH z6ungXN;20gEwh`V3zQ4(6(NnqeDN%p^wa3->REH#=q&>3-g200{=-RvR1Qt)lD?rb zCSF#kyLTqJurjBAnqo4$zPW=m*Aa|oH6l!z8;#oALg_G?fIbs2GGGP0dlMm3xMU zG5$wSzZ)4bfi8lF=VU?{iB(Nwqn5621c5-f41x!=auPn}<&wP$y{Xfng^NMDMya-M zJ6l7<3!_pBs@?(DTwZQfo(|Qs`vHpHUsEjzlBD`j6dz7PkFMU>*{&dWj4630Ykb3_ zQ;v3!9->s}0Yc}$0Gg&HME%njFG8#Sy0UW(`f~ZuLxX0b{=tI>(e@Ey&6Fs%m`re zyt%hME|urE=PU8Mk`!%U<${Fe+1aA|MuD|T#{I*6P-Qs^!U784ZF&p`3NQb9#>*kp zp}qw=Qb{C}wj))_f3UPPO+G~Bvq&-}Yp9@@v^;Nof%n=ie9^MsxX+B}ok7zu_}!c_Cy zhuPWL%e9=D6RT*LtBwv%C{8Mkq-l9Ue*i0swm54!*~o%oj7q0my(v&7Q4I5 z2DP3#2+(#@j^KU#kgczNz^`u9M(>9L{w=j1Z<*6z^7vg^+&zP9+Q*u|-I|s>Xt4#d zPdn&l297l>13o8CoIpFKkbM)Emz`0?5$#r$eR_*U|2_rfB$`%n!K{<;x7H{Tr|mfj zyS^*^Zi7Ce&J!;I{g>f;RN}>qo0ytf{&;s|B_*LqL014L%kkp!x@bV%IUIit_L)dl zNwLsj)x(?BU4CuT`k?tAKFNBKn_Cgw1_tON#N0CeErHrUKR#kzx(nvg&NM75Z3-q3 zG;ZBW0{UVN0|E4xEmR&_kt1racO`wSh>q2;b{TQmjNeG*&f6=IrbLci`ABik7NV_2#iY zA3%_XX8n(?7-*U&0qKCYE!yc9Fsn~mvxZV{0zv~Fc7P^u8tCPoiI45-y&OvV;SpC8 z>4eV@E*!Yb@-1{Ew0Fz=iXTG+;r6$XZZ45%N0DgEe3i#9+H7piMP$U;1%J=KzJzy>MV@CF=X9G0kvF=}_2OE)oRp+^k{g|- zJfn?cyccmhb8Zz!x+-peA-f?fD^C!z>$`|U9l9eu5-42R+gz+muFLBZgD-mi`i>r7 zD01rglXs`NoO4~4{o7rD-P*SmIhhyr+f`VDl%c7klMKo~JB%cJn@00CfK`PL&9fV* zh%57gAz5ns=P_SvQQ_;LNTP!+Fh%kGr$d|1{rgc2+S2Mr#y@ImQeUV^d-{|j-JnFM zZIn(*| z)AKpY-$`F{YY4*@nYPH9_rGHv>}?s^g5HX-i=}kr-(V33M~XQN4=gobJ7&2$(>*W_!w6H|If>}nlael?^B5Oop1*7`Q-}U-`QENq z)wgdcFk>=cJ)q#1^KGm1L!WAf56c!7H+!L%^Ac;;!y@)5m~+`&sAe8@7A3N?n8tAe z;jcXFP9-#*3|60|gMK^wXf@OI(RT~<;uL5sR8?0Cr{vex%7IpAInn&qms$NnPVcNQ zNOBy{xhGeG7By5&wKX(eL#vhs)#NS?Pn8Tdh4tEL+c@XKFNfXIia)=daVwA`K=ppv zOrb*MHJ$5o{`}@*PzU!-#eJFl8+F8yyQzUr8nv4}H^cj4$QU|J!;6=vjD)AOR&3=+ zo3vJv z$R}?t3f&YG;sajxU^h~-qbi*lF$X8ekJ81Ve}PouJN}$WqIe+hz{%66lYtK7cZ4Dv zwyNrDY!h4AgKMxk-3+T>4{@{CM$rt!J1mYW?3!j{ifD!f!~cm`Q#;#^ML5IEgNKL5=4!9KOQXp6 z#Y>k|QF}q!lX*_}gUbae#dZo1a!$Ov(|s3}Im6qHin zC1_J=z$+dGzTj*kB)syWQUd`mU6#q?`reAs-l&B6;z$izvB5Birmk*Ed^|Q?C+C~J z+(faJW#Ao~OQME8`UDLtUQIFUC54Ak|FhciaPA(6vD3_Z>#`@c4kFS=KHd`d6OG0M z)Jx{r7yeNNWmHwU(hKEVp4hu)`d**v5eB+xYcQ=Ci5JKMtp@J{LrwtQYA}uv*a>)G z*`A`AH{kXC<+;t7oF*#?bBMNxOLt`gtEbiFtxsA%gGxy&jN=@~xkv55rxfyBkgdl4 zYx}&olCNWcH)LkbCh_Pio)R%ARmdtqY@A~G{MWh2?i{anAVu&3PL4t^ zMaA%k@kF*t_IrijvN|$m_WNqfdIBMQg5rw$HYbS+FKaOFp@eu9U4gB(rRkVgqRU4OB=Gk^hfNZ$u#B5cKnXwcFvXP87^2Sp zC<>I5tzczSL$A}Bu zT4u3y%P<$?QKc`rxu~;ws4^T15*2$;tbXKM5EZNT#;N1lP-A>*Yr$~gSaZfBZ-+hG zFG8DT7zfzP#OB+U7UbiTUc5~u=Q|696Xh>q%F70oP%$JIi{X`Rnn{R)lf^TJ_Ljv- z!uyt`?UtjHeW`!zoivsP-cOGedf)q8 zbx#EH5bBxcvta&v`B!j+x>>cNveIrN0Tz}U-QC?Ql7s(+@INrr)6`55aT>cQD5&}5 z$rBh*>jbJFkpaY%{-NOh8OvzsoKG)Q7wuNL?48k8=4W9|a`ZVABoFgeE#r*5W(6Tg z2DU|Wqa z`Bi)V-)h{ps=!{pci=aaRXE|&i{TH2=MW2e^i1ll@;Pd!bRyr@sn~1*SVL#xg8R4Pp{ecy*c7Jk_{7cV`t?U>`UQbVaAO)cy%B3H(#6Pyth)ZI z-}c~#rEaF~p?o)nAi7FnAR+xG3svg4&6~cS8NK2dkDD8HEHQEP^5rY*HF?#2YI_Zr zcKEQUSGV3uapJxvkG45MrvfU|5G|&C@L){xRp^|gJU&9(;l2Z%KA@vhyT9H-BLxl* zv*oos@fH$)d#V;Hd{>PxSvFG*oy0f{&4AayS1u3KQC1%`7J|n&9uLPqV}-)}tODBk z_TABF%b!R{Rewq56F_o(Fku|8|)%Rhx46jowqxwW>j5j1cUlZzKF3_mxjHp{88 zp*otT?5YXED+g;Vd)9+YjQ20PeSHkyF}I{0zh|>-Q|%h^ZFiwfI3J0ihR%fyY*Nuv z3V3)yA3rWT!q$8{0tWQ7V7L`Jx20R4jNZ9>mj#E8Ih|A%R~=qK2OFUa5uF+Q`gQ#0 z&!6!-p!aBiLONvt(XE(~K{XVtE}cV0Eb`+7IX4S(cYmrkWg4BYa;8G<4srDPrcdIX zjLi8Uzf3~PUqvh|`O2!#xyPQ*b^hPQ{w0OF4k+MU)_>oI@lfrl!HNoO({d|1X+>a> zZ(QGnaMX%stYllfO}`&5>7nm+bzMtFl75RbUp5e(k7({V@F;xfnJbC3#Mf>mm#I*# zu$YA%vi~>9N}#+T6S`v-&}l+b4{UtISya$%P9JK!t9QRWw`_s_Q{2_GM3Nz0F+A?i zL)*uy<4Kx0tW|tT_{+$3>HFRAC6C9MHJyfbm8_tG0^? z2?@~)Wy+8mo05$xe5YCygP>?%hG{2xnE1-p4X1;H6$O$16N&Ls4SSqk8kXorQ}#{d zEwW7>`3*vrzv|SkI|CwoK8_>D%jD?TSee@<%E=~hFotB8%w)G`(Kz_9u(DchEROna z!IV(T#1>4u2~X^P|9%rzgR=4;Yh*}VO?wep*0}N?U`topP;OZ~O;GY~@@x=K_S$IJQ5Oss@L@yr}*`bz-R z=2)R$8c5%%R?zv6cTCM7l0{?=^3=pug0zIqR_gLBN0Vy_RSPAroZ0z{XEoM4$%md_ z*LiOu8-T=UWmo4q`R)@?;`V(R*{yZ#~^Z{omxckYzO*g0_ou2I;35UMA?z6gm^ZG zk{^gGBaptHUH)mx&Y!<(jpU;5@G|H6{MXx?^6}W@&xYp$I2~%C!>v+KEQ)U!Q$Ngy z<}gqQUnYyQa#vh)j9njCNePILmxsiK@S@NA>_$HUdHfJ328p9wnnbi-QWG~%il8~b5+880-p7!Fr~8~YV&3~)@SV{j5ZV&e-8Lu!7%q^YK2$+ zh2exVyV#9Ji-TuJP~3lFp_g0F+T_O$eO^|BFus5DmJ~=eFs%=7Tks8nDMa_C?jone zjFLG~AV2IPB0BG70$X4xGBV8!GS?T4YWm9ZXULz1lEuBMgDv#2c7xM2I7Y9>8BEAk z5Uwr$G7Hv0b3XyJ*n}K@lf0S13ZsW)lxSaKhe^24;UN~C#6l$#l;)|Z#KGLcL`rG~ z`o;(iLqn$QVnF_AYf#zjYK`(qP)o!q@g(MY`)jz=FO?4RChQ77&S%|!8h^Se{lw1J zS}F`|2r|usID?M41Dbxf5vsfMaRQyofuTnj|7w2_LV`F%h>GGBSwG;3^4+8FvQ2Ua znZ5FR+2lJVPWE^rZP5Ob4u10NpCypM&(I?Cuy&YV)`kIcV&BNHv`}^Jrkq^LN))IJ z?gcRau?z)dGDueFWETClC(0w#85t}83~L{HLb}m1#wOm&nsfQ5vRcXN+w{ZIf%}bJ zkEJI~8is29X_-GAL`FjOSaDiQm>boyQ(+aSH8QQEl@eJM-o)kRUItO&`>d<=Twf97 z{+C$jUTGYm{GS3y%w5BlD4IOJDnu44I)cUe*&*h4xrNzb9FtQ9|xPfPc zmFCO0GN5=rvoin*U7dA08My*d?%;nUX5GIvlOcv`R`$9}maddcPx)?Vis^m-yQ{$F zQ57ZTYTUb*2VeTAUOkoDQLK66S$oPv(=YAZx%9S<1gqp*)D-8rx9DAuAGrRp_TAx^ zj~+c@f&Z9x^A{txJ1G-csjPMJC%yLs!R+calIk;_xjx1tp0zhi; zUjM>uI3BCc5t0p!C-1eA!3H?`D6hF9Hha(3$d>Nz@MFHeAC@(Vfy$TzFR70Zh!3bT%_oR=E z4|hdsM`N5rIPGs0yw(+(aB76R_1cx#3JsQu$`xyHnAX3kwfi~mGw-!gt6jeMj@b`p zU`?UA*~r}6%#^I~tHh9x+-2Un<-0x1ymlC`-3udVPB5cwmYSYl`>~oS65dAOP-abr zS4_@*0c@7r6@gwV-y^0%u8oG2HN9S0Hn!c1mbSe4tj5s?Dx0r&xSd*(|Dirt^RP+$ zjbl+%erSHFcWPMXTJ>CRtCGi5a$>f{k9RhC?OHejMEVH4xj~T-<=SH@GMn4lVQ@`Z zSyy*6^nsvV&+G=fs&>+}f>0N!gT^~~uXXv0eVhrkl0&q`Mz`jJB-V!>=0J5j z0=je)44Y>=Pqvh9_0KD5Yj={hJIs8n9#fCq)PRm%C>Gx7TwIVaD^a``vGu`s%hQvvx1*Bn ztvb4!a+2V)m)#YCUx6VQp`uH(cRicrwRsHYgRJ2Wf}Q%oFx@H{%&J&hzBL#5{)H$9 zc+NPP&o1-Mgse`M@m0fxr`jd~jIQ6s1{Pj;|2$&!-D_}b09$iAfH4&M1K7dc)dB&# zzCwkF%j__EZ=F%L+G7Ln+B&mbgct|+;Hiebqk}1QTyDO+;V$Z-L!oitH*) z&+)LN1~H+glTF$(?7WlugxT!fw^N1ph8j+3HA$n=ua>5;G!;+|FT9uFF#ZDBQK;xe$BX9{jIXdd z14ZHn5@&=ypGG3IVyT8OBtw$&_<%TQTO$#5PZMf*2g8<~wdU-vNOZe+zM{sQf#JHN zPcJbF-i;IM^gDVPxt!xNk7UHSpzfGeW8fpRxE#wles7C4AV$YVqEZG@z{5LBs|{XF zXR@K=AJHS~hG>i7>r9EWRgukm22p)$IkiPT&Wwqvm3J0r!?JENs9Q7I4A7}*W^Eu~ zh364EGTq*k@%to05!;=I&>n!$levtMU&pYVF{yoP-qwo|>d(>-yW=2SDxc03GqxJ` zla`u{5=b~bCZF!wAC`8S=*5Uv9Z zjy!p+Y&+)J-85Al2TDzBr+q2-`f~I0&FZ)d>Ol+-#zMNCTJm2|v6{DRdOAm~(^14F z-xC&JmRI&t)bMFcOpG`*Ax^`426}q7a}HMy>6nu{*pg;Vo`TJmo~ol|so0iQGhEpj zKNqXW%A{hWSjl>>22Yj;6Z5P%`$PJ#SvbR%U-%h{+%c8O3*yL)32bj^A%N^pO%qSr zjO}R0=nIe(_en8Bdc?1&^RU6YUASWOij-pr4BJlto`s+{cR5Kd`E|5w4?E~pKB8h` zM^cABnKRXQ+V6T2Mk?=-kL`K&?`hxS<^`EqR##V{f!x?3q$dUAP~;VNqPabXsN)Ou z*!vR19V|!19aBfRr6#tn)l_D&BK~BZJw3V;13hJ~eVn|n4Zpvme&*QFXYDxl$(*Y0 zQZvGbwW{c5x`@oRVz|&bDdP*`8!C?N<|&Si(cchce->cvWO=a7rSd{gyrPoW8NMW4 zJzb~f^@jv(U2*8B@DV?ChZ~4WMMoKFAuAHP2MiL$ zn;77mqqNjnd9jinG^pz!2u~79BfW)|<&|Xa>pdeG^V*H+7YGHr<}H^}0Ftgk9Yxkp zb0Pn`WbbS+)?=hdmfyT4>H#MSUNrBj7(ReFbVUD|zy@&Uu;TkwidC$%7&dp61tIhQ z`uecCXH!9A`@y3KDSMtK>CmDy#zAneow&x$$;sqL6?HKweMY{{i?qxaVOuJP@%PVN zGW8Zj%17^c;W5V2(|s6yF%r*<6krPDu9Bsan))*ww)1J#GYK$~v544<#m|*?!j-}&|EkaCV?M_?}ONkP1_Icxf4#6S? zTt2rAETsqak{(5@b=}Av6p_BY+wh#E;;H8&;o%`mg`KPcyVpLhAlHDn9}OpU6Xl!b zp2ZR1yxut-MmpMbTQPn8?ejlrh%ucOw6|rt*c+?a$at4f5EGo6Ppfy5&*VU5<;&CU zk{ny}S$+hQ-K8agrS9;9AX=>?Xq-etnL!M#2XBSl2x1NMDfN_EjSWtB;|6q{Ky4{# z`uX+15_ixb(M19}K9UyNlmAvhN2)5bTKaXmw@Q8$)%s)x2bT>RLQK9yEt1m2G*q;T zkV>cj4?JydqBN3Ysz`JkunHUL0?0A@%YuT$*!bqGxa+t=kGC3Or2O%k=|XK4x;PgT zpqY7txxMH~OEdeGOBU_)hB(Q4Eq3fF2%XWhQItN1?o6-$V4uNUBjeKC#X@={i8&!Z zZyuQwAo0Xge*#-xPG(WY()wk2N^Pf^Y+FA|CBOI@j@wcFoAw%VhLjQ!)U}e8c3bf) zbv=+vj9o%}B3seAJ;792bBSef;~HU=QjJbuIPD<_vqb9z90 zeC$Cg1~2-<{J^p_n3cQonhK04AuGxHN<2HgBSj)1TaDx_>Qb6;X+L^tm)VF=w^vD7 zFjgQoGF(J{?3DfqQs_#abs9}x4byXbHSBe2wieZF{B4;bK#Jq3f9**Ee z(-)k;8Ab!EY`d>{H;$OWo0~Lam11^*kF;77gni$Bx5A6UK~eyZ=C{3*aHKFbk+Yzw zqzpX|_k@)>ga*y~mqP{(UT&|Bhd5Qg8A+E?>XA96cTyz`#q-0DmSw#a2JeUizz zj|HBfiTPd0SlRBRgQif(%(}1imt#y;D9U^W!e@4fRs>1OY*X0wbMC;>zpg`W zJ&oj(fSbk@iMyLRcCK-bcburHkx~+s0hmx(gSGyoV)Ap4OD=uyvlJD1B!dj0=qL`Q z8rnw}#o?mrV0op~fuL>2>|sOT!AH-)sX6pM?_>3{FK{D3`6D3k2ikwV*6rm8z=+|k zNsLi7U3z$GPR@5@*JR^e?M_HF3wdb;oZ;@D>R7ksU3q`Z}UGI9Wn_$e0@zX^;i>*P86dh)W}Veq&;$+9A?bTs*f`(E)}@xS zi7z|V#CK8yZq5Kk7ps7$08C?X+REB?v2I={wqNZi_~V%0T3Um*n+CD+u}OVy(J>6m z3+FjW{Mj*lD#HJI3f@f9ikPgLU)ybI@h|z;del=v`jFH8dZp5TiI-eO_`f>H+~nZK z0faI$FMZKkTe~7aPLO-QV59&3zJN{Gw+MI^mTgCt-)swF&7T{6n5eFpBas0-)8eY# zQSLVa2Ee!6Q4YzR#~OxZ5sRZuQX$)mKJ8@{t&+hr{CTMH6~Xu+mM1@~#MnnTsiVeM z?ITi=3?V6p=TlB^J^Irk&`_;AmK&nWLAVH^8~W*E5~7f z`pf0<2HjKi%TYoXcjgS5;c3?d^-G@j`f`g8vy#j1Q$JkQQpB9L8^%eF306N*=Vs5x$V18Kwp}IkR(6NCegv z_CfJ789jb1H=k+!EMziF#`1Ev7!}p|xt_Pf<(1H?7l2{iu(|h?f0Ue6Fjh;_fC|F{NXNCL$2`hB4S1GS$Vn7qLCrQ|qzpT7%oWJcVGA2LYdc2qpF_DJ9C!Kb zqnzFg7h^0a(Cbp75nG~v?dYv40HmjQ`6c@Dch5GX2N45?)VnM8&1{cxO_?BGzPun_ zI`I=Fis!Nbg?j!RfoLZhbOD5_AniFZ<|u_N1t_uLuSqZw)q$`3PL$Q|~9+(4JOtyI|7 zwomrfZE*d|(7sSvvns*=39?ER3m5_H&y#`d-*$$CNN-dEYDY)>l;vrf()-xT&V}!G zgFPaEmL_=xDDa~mqS}jznw#4V%A_aVHy~s2uu*V8W(sU8xO9cV%kTax)^I#%+rfs6AHHZPK#wU6YyiG zj~OOw)I#D8#u`W%6zweZKI4Xq)%64sLp|~=BFA(wnGE(>+f~{zSA@@G-$*zy z_)qFq>Ap`4=ccCi-0cx@6Lgf4@8$RyE0mc8O{qAquJD?XhZNk0&qCGz<@={$DkVMn z1kR~%BElc^J2nnTlcr1}jR<39nHYY@?>HpZEB(-S#*{=qo(@5ztt7CR0&sx6MqvvHrN zjgwsOJVd8O6>b6YL|}TG7A3y5EdN9^5sv=eUT7I%q4a z+QYbW@w}22S4Q8OIJ?Nu4mda;0%hS09Vw;sHS2Un zjD$3~1Iu0>`e8c8Nd_yECZFax$88Nm8TMwUge?&l=rA1>3sCqAA#E;{6NIwa+V(=+ z!Ac0dYhwlDY!w@swMDiji}`zUGB!|7AiRI07x4Bjnx2+2^CpZ8u+23%amEnW_Xre< zxeVW9#317PO0#{bXnVMQ>z+BA*o>;a1Tqb83Gt7Hdj1+4V+3}R!)-LQr~r*y8&U9= zse}^0+Fp340jzW)?G{0QT^rZASi6(w7c%2y1)!4l5IiQ7D$@DZ{Dyxw(YtMQ6Y^c0 zk<0;%K9MUPO>q<{T3#NRl+v6Nn+svs353YKbqw{>9`h2P>=iRTHXKSELNj*{iz9S% zx}X#k8+nsE)Z%mwLAvB~ho~MoMyuU;;TtR49@dgs2R1#8>QeIQ-031Fzs}(ZP>niO zmx`gGEEEW-h*y$C^b#3Nxf(Z%``SCMn5V7@`v`ZN75tjQbRqEYE)+EU+jNP7&x9mq zzg%lJ36%)eU+=^zn~(Yq$r2=#Ah+Tvp+NUf@0?vOes0GcjV-clRGie`Id~d5dN&~g zDeMz$J~T1a&4l8HVp<~G#^5owriP3@w(T2^>pF1$S@%(YYyZ*nDtS1O6-Se)ALT{c zrw0_|cgxCQJoyyDa~l0<7e0%*b=Sq;?IBCw(}RQkqKMULB^fxvm!7v`%spN)3ti9A zxKxbKOZUv*KNfKqUxEUGCt)O>nMF?lT`x>SlKJPc4=2XIPq=_{{1SDh&8r9j})&*$@VpE`y{ zBCo1^L)ZjqAU@;pAAz;h*?=?n$Y8Yip2=u=@7tQ?Ca3}`jPKk*bwK&)9x1Z87m$i?+i!lIv}D)Z6^Xp$ z7#sNji*g&0A%xB$9{H14o!|LPa;VGm*(QyvCWqgja-!yLq9Zc~? z!(htDxYV8p%%r7xkBbfBh<$(!c%x7V+Ao2r^+uRlj)Bj|5baML@HQxNG^LW-{;lwa z@0{Q6QtT4+Th74*vAraGmc*Lx3wVP+pDe?@>$`LFyFBQ{EMfYDCU|8Le7b~J>{4s& z?&VncM46>$M%(9MDy|_>YG;xGKDr=Wux{el|HIXL$79*P@#7bwLU~FV6&iOW5y_rC z4c%th*+O&Mu5y&t)?Osf?G}W zSxZ!e79?CzPO3!H0I8+_5~UZDJSVLUC(;H|vukU(WLB$-$2CGobI@6!7Os4HJhBj0 zwq>5#=Xm!F#Ds0G@uA~kqeGAnt7MY(c0kJA!=Za5Wtq|EwM~gNax;_^{7PnJn@iu# z!t`4@dFP=`&PYPU-5MayMn>HI%q{UJ^D@x)%6djzoSX)qo$~)rLrWi$=HE|`It&KN zCBS9gx|qVB!kwnTQY)zwgO&*Eo;`5;NE#@)hD_(QU&CIQ5C3>eC2hVqVmv^0NFT>A zWtZ*KWkRbNWcPRUb~R)5)oFZ9N&>Ia>iXbeIY@m;$1QZ1)nf1I0grtZ1Tzx4)QG^b z+aswhhAP*0IqA7TPiTr&2StlDuOD!w9`R~V##|A|NTgwW?6LjrgKHYNNz~5+SF$5+ieLO`Bw|j2x4q}a_rBaWfz^z zH9WC4WRt_Z(JHQ$X|a6b#g{(k3ZvPM+x)Kj0@^KW9ph7q6X3DGH&Ek=(bZ~=UNeb| z8Rbt0dzr(dur~?lM2E)`V``z}*V-|A5`|megWV3$erE6+ql%)3hX<6+L@L6pmj2lO zacuFFtk#JUe4XLFm?Acjn!UEUg=FyNhqLS4P*wk&yT$s`Xe30!{QjN9#IB%ey~U_M zBDc$&eg3f?f>l`#w?YS|4?#Jm!0RZStKsqEOMG|n>qPR<>PYr_^8CZqdB@%(8G%4An12560dATULo`eU&1m0y1mA0_KKA%Ea(iS!~qxJvJ8N9s!DloUFVZ{T4~985}!t`TSq;4XOoJ0&~2apJ|L z-?$G$Vh@zE2|Vx3jnCQ?)-{hYS=%c6vt%YX@7o@d zA=ERoCStl?ZQ@&8d8gqzY=!UtZ!3!1tWy?9@s`k22!}6>mztcGJa2cb%;%=rgZwCLM$DkkU-f>8Kd*66eD!h| z3eg&dGU)VtC3Tr>I3XIKnxX=9_oEu-yjQ>y?o>!f5{^NzGFMM<@?r)m6|NE%J zBtR+)8plDoe%o_;#TTl!=L|Q;wH(3L+$oyO`|i;*AMM%C81o;dzGvuxt?o{F|{J4v#-#9#}iS775dI;C`(M{yxUM|c&#JPE9TVj4o?h`;&JR8 z$Ulri*4Vu9I*ZVv&+Afp$*Z)bdfDd@eeXkf_kI<_4rOB8pJb>Q?)9%e+D42@;i0mtuS1}11HVo1a94=ldf~WT z@v294Uc!0Gp8$GZj6222@ynysdufqclM*{>ticTRLnxz%Tbk{lKnnuz=i74(HcI2n zo0rvgd!2J@o~>Y_=7(FovX{l}6R89fycCIpC>PBx%7#GDXfs4J;K7v6|3LQS&l1_& zr+Sqv#~4G_2f3@?#Q>RtKncm{(TuhewQ<&N#KB*-3Gv0#hKKbI$$mn6C*e6#?orn&ec$#$ z2u51tN$a`U-0f4DO+NFK1t%_MpW|*zpK6>Fz2?{VPM<9}L+D4Z7X}#EDaQ$y^zy;f zr*j7g#<5MGKU2BtOAt`9=ruKm+1)A2QpW{pp_$7+^cLo8km=G#y_1;&e5&&)ZZz)xxqh-s%Y%9Y{Kzp~!f#nD?4ZAW8;t z)f*!tBMd6r?~rh@>HI;M{AeQ7i&n4C4L%B4zn>wmyrSHD6OX|XhwWEzkYWJ(C@0JC z&rU9LF->AiXm#Lp$o#WU)!Z^F*Iq(Riy#g-Q~1{tLHqFvNpmXEQ1osp$*UQENY4U= zRs;YO5(Fj^2G`E3PjhYYLr(iXnc^c<5n{O!d@N? zwPz7#r9Hi86gQM!>OokiAzjvl1}vodqUEY;J0DH4{8x%STl1!anh0Q_hYe1+4e(F- zze-r-6z$un7!2Ft0+gPLwbuN*-RWX3Tw30r-DQ6F64{o|LF#9WQoj%pI#Lxt9^G3;F}~(M7&#Ru&Mr z-UNvsoAl~T&%988ftt~2jGqvGpneRHew0B|c! zJgaWT+R(Ph!?v{06BNkmMKc57uZB6O*M@FZqxFlF-LVglfT2wFPswBtp6JUY6)YFy zk<<1NGYU~v*g1_I^xf!<$KAUQzYR}I>B9!eg#Yn!0MOtf+_j!$@m7jY? z7gB9^&)h(4>CER&rLWQM%&TZl6)CIqxM~9R>LO}1*0jGDHZ@xcj@?fc9)kP7&5i*G z3N;et4h#A&6aAwo!=cw<1nRI;MKrq!VT!OL2Cx=#MCW-3iqKOE&=BT zsv_yG1inG`YSNwE_Jy6~)x7bze}B%;g=Fq@t{YZA+0 zuwc*bHWdi&G88FSiuaE5iDo0Cw%MLbKf>Y)-{W8c2ZnPtI@j&N-FS_P^GNQ9rRE#8%0#K z5M>_`i6M#q-pDes*HBw5KR{Vo>^y6s209!H3Vzu&{|8%*?`6zd9J2vMBqX$Sw0P*P z?@&~3ByLHbDqP}7Ue4d}$SP-t%5MFYT_h~!SmFGRj+{|V%3U*a-#$>E3xpj+=qD^L zFZ>vMzl?(o$x&Q2&8pf9mg?_g0)=-NWoKVZxHmmw2F)Y+s!ucG0!l9HV^IcB8!o6^2J5IeRFnVe*Y+5DS z{i8$gR7kb1_v@TzC$XnQA7=`yV`7EkG;85<8QkC^!*3;}bx`P`s#v@!@{usWQDeQ$c5fd1Fp{f$5H#N=yXf#zSf?dw2x4syBSf&{I zBc+S0lurzJJgSzH9J@)e0J5eUcLsJ2pTEE1hpX<2cbxZ4+`a*E$i=7*te^f2c(OFD9*i+>sTYWZC3Oi^J zhFyK*X5#R3BzalHM}#$B1>mB3UyQ{F(|y@?a`!6`x_qacjo-clxtE-wZv8!K{*fW9K^ifcn!YYEIQWgfn49arhF<_KxyNf zcOo{@Kkml&9JZ3G>FPA6&dZ34E&Kql63aosPx2E5)SdO0_({A&w@GV!O5*k&WsHR$ zs5krj9$b?J@Ly8>FvQ7989Pj&ME2yad=E2+euf|>0V>&&+4F)VKbCH3aWyVQ$o=NO z3Kp(EF9HurNVo}=)1tKi0y$o0aS+)unVU)Gc8jom8|h$>)!qh6Fp>o^$rat%Y8iKD zwAG4Gi1|+Cv|~-^lX?wi3jDV2vOLg9C4Flf|O|Ot0 zf9+IyW3Lahj6tEwiXSjdPp5Dmq_|NA;xsYy^q$>+!)y^yA&K-dfeOiUIVb_f=Z)_f zor7P{8Yu@Gf*IWi{$3r=p@f)Y91-h%ejuvVsR;MJgL;6r9qja?ebe9v_d2b=JAFt8 zXf>=ByY1nE5L&&Y{Vj*`uw(!--~7pO0m;n#f|mZ9z{c=jON1@dOU$Nt{}Kl3|C6_c zo_jXC;66?!{%4sC(8!XPFV`s=ID4WeZ=xsPrN#5g{qej)G`+g~q6gm0 zwifUGfGmhB9tzP}jX{MjT2m%mxWve?96L=Leaz+}sD--~ckbZFYPr++&o%mmOP{Qf zL|`3b!8u16mzf+F=QZpt1AML7S^`#N z6*7MTk#=i6s=B{0WPN3m$hgIuw0cPmdkU>JNi^XX@2f8L=g}(|EwK!1#FOhV76zU&F zyPW*Up1rbQ(~!8nUF2|=BP7z@J8RV+`~ry+biQqmoU-%<-uN1scUsa8@tb~_jYIQ+ zdi_m~2|>z^?MKL0&-8^rxnE=2ZuQbm#7DRU9=B~zr+=65?kOiD;^1t2z=(^=RyyQ* zfN$7_7`7h9)=z+=H`0$@DMNlYYkb}J^45v=fye(UP#VnuP$1kOP^4ZZYbY@B0?Kx= z2SRjs{<7K%%|D){#IUFF@pRzq@!~OHG(4>@EC!)PBWGk22PL%71Hco;p=e9oL!2y2 zSuJd&)8y}UAJvPF^s$=jimdVKvJMjQLctFup%N|ox`}wDX~$zrJn!o)2QG{z3S;RzEqbSQoMrTXVkm0OMxo!hqqF?4 zBTB>y>WmYTn+DkqW%k_z|4M6!0lAdSI246zTzVfk+;Du@qao-HrBeB>#ZsG!!UY z%B0H3)w}cKpA1ijdFQyx^nZt>^(EPlV$1RU>=&+n1yoB@#xTIk$y`YiQ= z*$`XGHI!tL$=we)AnN`5nET{X#?Pe>c`C%Nt(8f)r6=a(ZN34tq}F3p`a8t5RO8j` zYBxKTP#LwtY4__63nG7wMmgBm;wz{K?LPMlPfT~vO85HHfy~u`1%HCF>QpO*o>W*7 zf<#0Y5P7ltVOGpDApv@~jD)a@4|87;fLU*Y zV#13VyE7EiH+{!9m3oyp*|fppG(m4G5~srtzN&@j^D)kDHP;*{XATB;bS8&EqL$y{ zL?)NSih*HY9a;}cU5hpXY@x@FCkKa(169C?@vZ3n+XmU))Cd}Z!s6I=Z+Cs$oOFWqyn#%a+h zZQvAS-cVO=&7*3ofl$TboQ}`a62V)uWey_=v#4bE2vrw zsSKsBx*){4Tocm9GGGhucybGN!CHBCZ6W8o-`e1`I8E{ZP{hW8rDVh?;hi5YP@nzs z0gcf>a7!N54)w=Ee0lR+;ie&(l?jN}q#;s=rqgJf5uEmNk|lx+2f|H|RIofO{_?g! zZTJi%<3jWQ7z~RM)^j7~1 zAxlW3=26UL$?ap)Z4^6P%z;z~F80iOs}%-By)GX3YWnTX?FmXFZO|rq;=p~W^kvWX zbC3nM@xvKs5AWRRsc%b{5_FrH1M@XM7{$yPF|CcP50b1)S@UgC*~|AmxbRy!qbhEr zZ+%f3_&cs{&uDGB5IgzK>%NI}4o(;Ed~}h=ZXKUho`Ql7V-OJjXa2p5D?RgOg3c6F znOpMk(xTQqgp}0`xK%xHr09h=7!%iF|SBU{rL?Iu+$m>6?WrlKgJ-%Rx+by;Pa^HaK<}y;h3g=Ot6q-U@hJ3r*X?D`VOb2qf~} zVJg+LAZynfb#B9CsB|&?|0+{CcnhP~i0=PiwH(0fF1&T%Eyz1<1S}_oG-TyTnOb~Y zTAnB0I-3khJ50byoknbbKJ2L!2W$$^z z5Jzjd_<5IzZlE|5o&q0*g>wCFncWV1b>ewZR^KW$3WB>+SSj?U#{cX;;}EWVaOP8~l{t+rww7+P zS9f|75zmMjhPt9B{o7Wb*|dDVMI20)ORss+Jm8HP?TgP_JVw!-M#Zw_vos~CSTk3< zyj_&+POU^nnOysJ=KZrXd!9X0u>Zk-Q-#z0<#+tW0hUKWjEmn^6mB0p zeCbmAAv3kE_xE-))6+h?66nSFIxQ@DZS&@h?uv%k`^)-pzfWI_FQ#bRaz!>;p=N8Q z#12o4OAUQi9+zS~CXwV^K5Rec`mt5ih7Ye=n}vnO=`>}2JWA=r|s8aB5vp+oe@6SjM=H+ zxYyOvlYFXc9+s4?`pA>z#9eH0&#_}u(7S2yj=Eft!TPI38<|w-{`aW=v;&R(4@zx#bB$F@*?yHxxr()y+f-Hi=)&ZP!CL1C zr@09=ow6#cHZMj*28;zZCofvD3y0yj?a&9vZb~eu7#8iz!6juS=MiY0 zeN)|M|CPMgv=esQR2-6_pZyPislR7G8fYwtC(eaaXX2=x;@Hx zOC{7!?v!mZ!f3NQ^7}8d_?*VMcxuWF$@Dc%e7!@&S?)%A^=GEiw{f$63iDiRPW)jg zBV&IOuPXfP%7=g2Z_Z6w(v3!$V^xf~;Yhk`JdTEv1|Ge0azy zOV1)bVdGOY1VNK0;XnnmOlU<}d&`;XB}xl}XXuf%B`w+LGX(5=_%lUyqJ^uRRQB&h zCfIF!2wFXp=<dv8}_oAeo@cnrj-@u0?o$i>n({b}$2|B{Q(??xbzlV{}{n7PvLRT{rd1FuA z+>sm|#`C_*SH=4#rh<6xWHS zHSf96Cj6^lN5R&+&Pv+5v-)tsk(;io=`WnOW&ZUQEFTKQS;~+%aIE*8%mLNjdLOG_ zYB=I^(sLaC1n6rCy!yE-4SDlE46FDi$)ss7Zyk0j69wx+TneJjoT~*g2IAd8hfZo< z-8@rhT?Pchlbhan{NDU72Rb&1`*F}=T+jXsHBf-g4OD68*|5ThmUqxE8z#TKfTpa` z(5>dB2Ta4^g-I@#U}WN0QxYR0{<(a=0PSu3#fDj6FxXE#SJXG4wk(IQUQMaB_?1bW zm?wFdU=|T3;4$M>6e9^wHd0AzylzK1_xncqh;27b^sR66pzR_r zyaxIRUWHz9s2zd!XD4ny=JN>!1#h4mlZ;m#T+lCvVN2D2+OuzEneIg&0b>=vxhVEP zD<=ma>otCMwub(#-(U{n8$t8^FayYIt?G@8k2Fkg7zVx}H?%!6h9=Nm-s_VuIb@{0 z>Yzn-0gT3b%Wq5x;~0j3X!jmw+d-T3f+g?E!67tG$6l947h5JFs z*4K|WKNJ9O655jQg>I-_K%zTmSQ-g4nke|8bBAV{P6afS@?zvCG0J-A>FT|d9di%(C5hQx_o~>sTnAo38wF|t%;|Al8%vxgQ86?P z+da>!e`{M8ckiAFX0XyvEgW)}7HrTVc@14zITvrDia0g$QW_CT-+zC4kU5#swDwF; zb!6+>rsii{($tI!?@$PkMnWm5XiSTl{3;q+Gm7VEp#uU7SET*FYq`)+#C>_{=Sx;W z%oX|*ivm~b3`_~_MJ*caVb;++^yy8Q9&61otgLIyFqG->+4e%82<@F#pqJi~Yh7)O z+-k}h%`3g->y$SRo;R+%9kUl-qbrd|P!0tH+fuvNh;XHWtg36ZdA5WqnlF{-)h33! zfAN$tA5a=oE0cShhf0jg;z&}ZiC==dCvblbm&l~=c)sY z)GO?4%>@Amt`CO(3yAR>sh;fl)IOyGxoJRRIXC_DbRCr$A5IYNk5|Ey@)#?blI0gmnefTQ#c##hzA zD6em8ixa3(1~k9LefFKyI~h`1zGge!zUUQO<8faIL~p8Kz`xr729S+d*2hv{*>`?+ zz^scYOIGXZxfKU#gKYr@nRWi3CO;ny&OpJWdITC+4r0e^U;^PAn6Wl0Dt5XxIz>35 zG(lSSLiIwDnqXd(Zhon>giLK+tRv=27_mR z*yeXvLPL})ppIUKzjv$DbM>xa{_Tnv3%jQCOUx@?9G0!X@yBsKfyrnERU9T-&~k$Z zS_@rvFR^Uogh?ouVQ3vR-;&P0Lt}qJ4a0W006+Ud@|45AC$9^i@A}c5tu}Hk!@AHv zMY$kZ(`PFy>jE6go)})1`88b|9_|k?-7C_?psxO&!@ud$S_)MvM(fOmSbd_4-N_LD z*f+DQGAj=H<9b=y9*YSD4>%^R;jih^ejkw+`T~C{%oT)Aq(rBf5=ZCr4|d+%;-owJ z&r#v$(P{n+5emKXno_#7RwMhvRZHiJuGH{Ixi4I|E7QAm@16h#yfDrbt&BU+@W*Mo zhwZx3zOs$E@6b=z2kQea^AHf}4#0Sav9z#}x|q80W-`~bVOcRoItnq;HXWh4jUO=Z zLd*9{&=b(Vj5Q|C2gPjQ24H^I+8+TAn1m&6ZU&Rg#ux-cGBlQ>dS^YSyrvE08RHeV zJ;g<$olaf-)FIHED^nl;AA zFG07{<1izW5;OE(Jqeb1)z81-KEhC}i&Y zMaow9K^vuAM&K8Iyb*Y0onDyG;w=;0eS}#gL93`KXRVU>s(4{Y0l97~U7Y6ZvQW^_ z5bN~S4~OOCaQ)Rf-yw>@4ZU3E@MY#Chp5XbvmAwPFHtTn@t& zm7w|5O82yP*zCMwlz0dl<^WbI*3=@6R3U8E9zyHU{8u3#>JS+1RsE}*%wp$(0og)VlCD1>!+}% z-%sIHg&gQChN7aSJm!FMKE1dJeTq>hbNEwQ(u2G$@CQ|g>KZ@DF~IE5?z7XZ0=IVo zgY~0$=3GbhPn86Xa?Nv{#VUK`&Kr_&aul(S8XDF^LJO^KhM=Sor$>S6HFvx@X(sesLJCepU09Vqm~D!=DG21 zr&MnwVLi@tqi=L&Q5@X+-_!HPKd`nX4Xf_b-Sn>iy#JJ3rc8_zuS5}~p5Iem(cGaV z41J4>W+|g+ATBBI3hmh_3O&uxRf8ek*nyp}K%*mTKYP(0VP1taT~7u+R=OvPD2Yj; zK>;0`{mn$bhSne^W!g7ai0Ub4Z7F`HGm==%F7kLuTDkveE}hy$0-I4A?xTxQ zn;v|`KM*w~Q`Ooyaw<&-QTIJLeLmBBeGLUyxhG8MM)hkke|K^?m}55-KQm~SX`^h_ zohhcbb?BnxMHB~Hy@o`lnc~T(fBF8{pTLHmJ4A2(Y2W#Q4;bI~bA(fWm#^^cchZ5( zl_AKU2GmzQZWN(dIN2C>QC&{GhsM4C>vLR?ceWwXK|d~YZkPQq>)$k4<2t8tr4qlL zgO&ab4n8&pU*~-h3dA@a6azb7S+ATFOIpQao~2`s!>Qrq{j1an$L@qd5HGM32A8aL zZj*|9l=S6p+s}TeUou1)O;RX%<1S=2k`@-@RJf=iKTqBl`0(q(;*>e2rN=b@OM|qp zL&E2Q)-}!4^=%6A7)F#q<)S2d{I$WP`>%om0Ss=UNJ8$2lDB01TXW3(F2y7{V{BmG zFgd8WeXC+E(y)A)Z!cuoaTw$tN&C6|4>wLf^TvWX<==jGwL+nP_#y68E6TQ=WSQR2 z;BoaS0$WUgN)d%}iLeFOfqzkMFMj97$fdD~=X6{|#Wf`#e2qrnR}l1~NQytZ$WgoT z*fG~RhwFdZ#70(l`cgZ~;Y+#6r)(mAag22Dr$3d^ucuc%3x>k(p1tqmkAFTE~Unz9G}}4rO0eeMP7DC4hvKE71qTJOf+Pm zgsb`S^)Fjde-}U3(6X2`=hB$f^x4g&!1Uaq7CLm$B=VLe8{UX1m0O@T^6->s+(~!U z837PU@2BsJ+gW&Tu+7t|-Q^umlAIe)^=092Op}m|)liaUY~Q%#884~X#^-mpx$$CW zRJ9ASo*{Z8a@sJIGI!9mUsYRJBKL0FF+LyKBf{iYpF>ECb5o#FKwRgEZtP8&w=_q_ zx+uzeo&63?dHsLjks&`;F*RYCG8r@M+=JWcEH{?}cK&$qR>fF*ha_AyvR4HSgnQLQ> zL}grkmEP$7TdcN?vSUjN_Pvnr?cmN83hchZTqx01WkMj9c=0EAgq(M*#^FU-T*7 zdEfl)C;&YLD{-K~4fWvkgv>W}y?bOVW;+w-%ksBD*yzl$r0=>ssw!SX_BB zK*bq|(@4B-j5h2-k0Uu!7n=?;H?GM&JP|EYp42)8c_(p~Hpb&;(_1R#v@5B0+|iZe z2$S$GqqY7qo3q`AkUiBgRm1>w3w*_*z_qW7WiU^_{Dn31%TCeKxbO@C!9 zKW-4N<70Ow(nI9RNe!PU9G>zV;cy#jAh+P`<|YPFfN5={nCHSTxgSvyVTFz(bKrN; zOw!$o+|Bz~J7v$as9dmQJ&tz<^u9=+PdgO}|ckYMl3QD~ZikxD71gd|phKvWFklX*e zqlR+?)fnp;m%HXscfsy#G0wpgyu-)#{fpEo`>AwD?2kf}e9|%RT$e zN0+OJI4|80y1uNem-#0T>}d5f-U-#9vZJAKExz|37&E>rxJh<;H`ya&k9%*g_s+xB znP|8{<_JT?$o~$xPGWD2l!tH?hmWKW{0+;dj|bqg2HhLYWQiBIuP#itaS-ONh^g?p zp9Le(;BtWboT4GucNcDg$z2Lww1t^oYU4k8h33^J9(9xtsa$%LaLEL|Fbux%BY=up zr3P>=5JWOF$ZYV#-03|Bl#;V)oY}8DR_Erw_xno!^A+jRe~H0qXPHUC8uw`Icd#Vq z8|}i#LT!1I{jUJ^ewzab4|9&B&U^?1>h;##>tior8!J^Z34mNIOthX?KbNFz-S}}| zuic^-7HVrydGvel9+2M!TMcI#d)zoVyh$!P`P|`lP{zYLLxqwX+s6y~$C{8qSW^Z8 z{sFgzMxpC31ea(4;>KczPdxndRkFe+Dc8TVWxE6W3O7C&K`0$yggbcR;B(XBvI(7rE$(Mb{F(Ez*um;uj51LyU>?Rg zpItebIdH7c)UADLdJ=^d5S^WP`*>_SVpL8gA@tY3EOVkcF3hrEHvs~B2+gEr0Q!o9 z=_K?l`~+RQk`U-8nP9jMm#xHxg4O=53LcMp5Jhv)FOIW{(?|Sm)|GbhnZ9c1lnpc6 z@+gMz=EBVg@W1di@S+hPifj&=5cfG~;c&D%3;g)0kXlUn8yPoN4PA$@CxQWc zjr+PjxfL}fx47?^JTb0o5Ds`K(=VV{)Jw|y%L;Pjy#R*vbwjkL8I9$Ux0T6b)7#a| z)SXpknmtr_)0-p9vWkPHS$ZRu2P`C0mQtMdpa|JwK0fppd0F(Vj`&=b&e%DtRNG%3~w-LyoU3A}e zR9jW~`L*}-Q<9=3_i43j_G>z?aW08d9CM_Dp1(M=LWat(3rBfc%(p0&OE?iOIrkV2 zMI7#N6~Z+@xIxN1+EpkB7oP)Ig>6^>j-X{zs$t!fSV|Ptq$f4{Mc=V*Z-L+^{wnP7 z72{+qA@$tA5bPae?%V5Nq&o85RK5gT^Ry)DGr)|Z^-YKsJ7B#$S3cYX15pJtR|{aR zZ@^3dekF`_nMX5q51UGIBTDS14|q|u>E*pm@=HV^;Tq>j>L(;=PC_@O4*Yn#>2F8= zF{|rSD}FDy0tngOdk<_gr9w>kg;M)gBHV%Oa-T>;*)_Tt45{SX6PKTg9zN%_JM5Sn ze$BmW;~p-EiJGXc6_-!wF{2diCu?!dH9x}#T<3ki`InJgyUgsTxMqV=1$0$H68i~Pk1`2(G?Nk4bsp7%u)TdBch2nx zG2f``#sq3U;1+^A}}seaN*;- zv59;0RVbKVx%CkRb9+2Jsp{_ZGzS%D~@`Q4w=OkHXj$biBE+E(! zFsQ@eFAYsoyQ4Ley-PZl`up5>Q_VCG!~O@4ZwB%a+SmWqHsWG6z35G7WUCVZSmYqZ z%0W>Gsl8hb?4)t)SCRg=$5nHAULL-%^4}NiThKkubCLgmx?7eV(mX`^88l{SSwi1@L4-wx-juqEAI-CCtJ1noe3+C&eX%I|F9MLvtJ|7bLw4zvwrWGu4|vOm z;oU{E^hVU50O*APkY43W%g%yh7Lor_mdCe!TetH^OKxd{X=Et)7vsD( z2RFE$bM;d+UMDVbs#;RIW>DKp-b?}bgBUEAXZKiu`Abb9DtsqZ_a^wFoPoGhv)72) z85#iFPv*8dz@G~M7Tx^}^>435jcD&R%OgTohs2|U8#~zBLVau(Gm1<9IEUKZs%~(gT%X3D9RdF|4d!E|H1iQ z<+KTrCp^&)E(eh1eiGbsmi#%U0f40G*e=%`-R_t(wCv6l!tByrgX)AmnUDbxc@k2G z_2gpdE27h4C?iM~HtPgSx6;2zF74i?J=P*b-fTmZj|5b_7vP&z6`Sfz0bfT4;5a! z`f9ZIlML25(D`;@EDmMxAsW$`a_Hm*3cW(ipUa9j2+r2wMln67J~f?rT+5SvMs2$+ z992=^J9ZRuGu%DPFoox@&mO4!$sy9M7hT!OZ_k&5%lEpDBwJVFr99E2CDDE@}Y20pA>i&8|_8p}k zt{jWr64)@Q@;CZ)5_0)tzXZ{4EC9Bk0L-KoGwrptSrv8$gjU@eW~wh@A|2)!2_jdm zPl%xy=5^-~0&@%u+_MSO>A~hJM4*wzyN+bcT0KK&#I&c>CVts@m$G z?8)(gMi{)glxA4^t&SYs?|!*=^I~LKn?|6`E?L~c-wk|W39SRe0d#M!5p&drcg^tq zHG*TE*S|q($-n%($=!U_L%kP$vuZBjF1Yw8pKq%d`R>w_92KGmCcd?zB>E(hqgp_? zAnmyFzU2ZqlcfC$@Dt86zx~Tr*myHHLU7zw002O*O6Df>8;O^&V6Gas#K9MCO9&tg{!RSAcY^6T#fQ$Gdri!Uln{cZ-Hovt!a zQRnP+)iZ%#Ur@dQj)wnd>Ku@`rPF}~bDog0Ko)v;md^&{_&ZquTtHm6=XCw_J*UPG z6mPbhJ$rOF4In@aE`z-TGD~MXmYzfHv{QpClE?M6$B@=TYI?r}$hOjv1z!lfIWZ>! zd4f~E39SJ>bFQR|#NghO0Buf}VE({12!(yeJIkJ=P}^qg;Rw=6_~IgEU&ZP3S)TKAu=Ct9W=te7?|PPh@wOZ_c-V(_`jv9pDFK#+e~xv_kUyOV zeY%G_3(w$Se-OoW9HTOYg6bI!MNDqT{lJQiIu>VoJ|sEgXsEVnaj}`VKY{7^q+L<9`j~9$(U0uoH&?e}d;Wz~MiOAA zeg)!g6$XlAnX&&FyDX|-X2#pl1<6DqX&;KYZXCb24@LVsalXz;ipFh`A8xo@|0^!R zWmM#i%dLftQ;#>6+pl0Kvs7&oe7YvNK$ocAeewx_7e&A`01ye*3F4HOy%Du(53m1v z6@`sMJn)}YL-yNwic0A&?=l(+4Jn?fpd(98`!=QMO>46MxO#B!o3)stu(EC%vVK1N z1X48F7$Rr*w$$6H=L0TC`7K`6w)zagrJeG#14ZNlB6h@W1U)Mcw*Fo63-;{JDi5BB z_IUk%zcE)syd^U>oEA|Pso_WoV!mVjL4XfH>c**?1eWQr&cUH0U87C=o_UVYsVjy z=5?G$+@bO#$7o2sr5i_M>^3BAj^k^XKe1d<4Jy@8!nnvOW(~toJpb(3HzH!W{!Cvh zOkyXf$tEQgp@SXgpZxmwsWU4LG0|{Lnd+qu(g+q3wJ57p|+( zH|y+su3-H8N7Lt6X}vX^)1SjA$g7b@nqp_F9cFyxRFaG|@(lQ59Jr_&FAv@w=!Sba zmpi7kuaq!6{(#l7Tn7cU3ZT1eZ7{mEbf_zF3;P-*cxh;%bO zikjcdjJ0#h{Ll^sOMTgPowjnp*DPCYVom9HjrqHwdpo~^sB;Tx-`)$PkLuiGnmIMk zz89p|LH9F8^YJ3}F$gc=>$^Ug@k(|ugqFqVh=_`6Y~_t2(iuM45vfhD&bI%irA`Jn zR_C>KOrgx+2wFnI^_y2IBG06q*`bfs95BpyELZy|gd@IX_c2%=Abcg&oYY}nnxcO8!U@o&Mu zP>yPp8QMl=_=Vs#>O~4ym`0^t=H-Rdz~dw<^^Cz^xOY6-IVQfQchOI6g46bQGOPXd z#GPZfLw+7I=Q~D;56C#{^Hr5yu!=%19d-3jWZzV?&zdPN&#Py}%*xANjzyYrzZC}% z0P)G|WOQo}UcOF)s8LVpb2c9ch%#c)hae z^J2AqgqyuEt8TYRyan>VAGGQst1?$I8zn?@$^a>R3PvT(m%X+MIWK4 zW{YX`FQVsL6Z}S-vL%kr^gr_N-2TO)#qMS1zBwbqz8~q&W#Au8M`Ft2AXmg-sh+h{ ziksY-1A-mZ+xs`Y8GdQkgE(^|8XPfMzij`eXx!EbtT=O!I@Cr7sc^Hc1{3KfxxP_z zq#9Seru)WCp~8B5Ev9}%|PoNCC8wc+B}zAt zE3VX`ieKr<9*0e(x=y~-eb>tN&-2IMK?>&l!PF&PqZf17vybj5CI3)1cWOr#0+RuW zec~ZQC3=ut=in~5BAGihKT($AI{9b&so>pD5KH2BocgIFhlOsB-n>k4MkQF#s^=rH zl9Tp-e}nP;JV!7AVkdd+w5JScf_!#4UYm41LAmK2*0FXAJ{tpxP<>UHI$_r2*Gy&9 zkQnq=S=B`}a)IvZMPt8X{Pv#dq*0-Nzb-(_1BL~h1pK8OjKDQ4 z^QAT35Lp~&l@L%ja`DruJJcC)5^^&3@qnK2UZ}bvlXnnl+mRNCXZ6~C|BIFKt%q|l zOR}O9lL~zQe!)2_=i)$#g-w;*8V(mliL8TLL}>XbFQbaxNzR)I_Ctd8TRF()5bqPnik|BTelt*TctF60rx)dh&AjW`)E7k&b4`7q<@{6Mx(B&*suS0EjaKL_oITN3 zkSVA{E4?DB&U?y5O~Tp}`5ESOi9skb|7=!9XGGRltJ>s%-@hG=%ZW{Eu}k*NiWc|P zk>KHrpeBcFe&I8*WH&Z}RMu=Z>+Do0PJ@ZNW0{qNf%hS25y}p`5zl&Gi}GubVussPg7_~Q|$|X ziZU;CY9uvjt3B^}2ZDzav6+g5^KTX_QX!O1y8F?cvY`J|2}m_?I>IH`AqVb1o#Z?s z&2K|_NQ4$S8cPmjX>!Nqx_yF6x4z5yoOqj)`Z~_5eVR9xj0q-J0YVJwS za;2;>Io~8MJwn=|8P&C6`kAAFjqt>fcd$7=1L3Oec0P1}3%_0>pr#HYK(%d~Z6E)Z zVnm8Lp{YF-1_7cO;@YaFy|{8xuRE>(T%U~3f_Wn0v?a&Mt5?S+x@r65fv`OAoJ_O{ zc7%v_OAtWs3TuFVy{4ah?7ap`=js9NHa>5U*Tn(9xk zp9_r^Px@cozw`<5C;$K9>@CBpYM;2#y+J}!q+6vMMFdF!6#)UIJ4K|sQz;PyB}8Qt z3W#)fhalaZo9<0_oO^Bm&pBVt`{n(>bv@UkEZ3TQ?up<0X6DcY9cVTuUnR|+ji5v8 zeIDrIyjz*d6{4qcgUwzHq4v7l-Jl?Oqtpq{y$qu~`G057FH~$sA6^Tis6*&b4hDcY zvp@!Iu1|@eLy+1K!8&gxzM|s)$ZS>z+yuzNBI3NDLUh0H1n}^Vyxj58IwMvDagv0x ziL}tg>vx0R9&ZV8xZHbLe+cW;77TIItfhVMiP@|GIH&>uVl1Lb9-DE3__IhSqs_*_ zN@FJ~3C!^XG>WJq2wgZV(y$g+QGAfjnV$*5>Cj97^CQWDRb{S-xbZT8QhIgp2cG>o!pt|=8cXOf)4Qu*c z8~{M})#To=t{te$5|5YKD5NVT90Lwp^+b>4{|}j(=EOzb<0og!b)KP9mtghDQhaBkcsz^3m)-(XS+KHOMvMUmtQQ1aRf%}8RlMj;-yKkGZACnE zD!)8kACPQ0KiOLa^+hnQRT-jPtNwb91c<5m`SH%G7nm{Hlv6g{4$3VMU0Z0%nG{gS z&35MglE98{-*#&osQ|!SF z311PAcGf@fd+T@NfObG7ps?w&oZvQ%bgMg~_X8Sp&%h51dlcTtZxTiZlJ@73lau#V zx!D0+7+$ZySJV7(86orX<;&AVFe>~EanE-HuuyjZ{tA63L?Q<@ ztWck-g%iIk)KwoK;D#T4;WJd~_`>6M_8ssG3yd1x?Tfe4Idw9i#ym8( z6MYdHIV#KFd38&}`}+rltdE>~a+e7;HB?lh9EP`lDaOOtxwul2lW+O(sK+JrsM<(s z`b-=w_BdU2X69raPxROAATxt*~J%rLjwl*VfzWG&=4xQKlf5D;o8 z7V#=;{s-?u50lGUg-XI)QCh-(q-kiADTMn66VjGWcmcZWeDHAzR{($2J56m9qYnwQJVdKEa}3F zG0RGi+v(i3kTs5~7Ym5KUq(RBZ4l2h}8o0lW zlsJ78i2|(9?~5IPD1QnDPWO{m&m1O#y^b*Q==x9J$+kud<{A9L#VbII12iDGAMCh) z(DzG`7I5|zFHR4>30hGAO>(U?`cj)!SXgM(qn_u^H|=pquVJJA=iM$=@xuzjDWX-4 zENV3;X$jpilg^nL6I}~x!nKj*>OIfkh-lJXWQESb>AJVL8!yZp;Y#yla~z(3K0x@~ zN9f>W>3x%^eY-~pPRG}d6P1}M|JdkY25kW z_qUCkuTO;-oqqf@>A>AWB6;iHD}o@X;jQ1dZG2hYC9&tr`IX^`?NN<&8XdGwI;!ne z%a!j*haogDHtIPmwU|49QwZ^LFs-c-;Ak|@JNSa$oB`mRz`|28*y-V>0w}7NgW16E zTj#AO%Rhsvdjzs6#0eCQU{KX)7j$Oqb_(>s^6in*U{JB4!(NvVXeDtTP&^0Ie~poi zK`=0iJP6EYwFj#)2X|2)Vrov^Hk7l1Gct}LLa$fWG{hKd{GfIkIr7-T;#7ntOZe%X zmxT!s# zf!YxA2_6@#PjoEaEa0BN=_3CjcPck_9Nm{h+z+last@z7u3ubT!+PR%1*NfKNQ&Ne ztE&UUtJnfwUfw0hzkr{K^^sz5|2R~Csh!LpuJi=}c2rrr*VAyS20+R=6wQi>1odEV zhSQbX5;OY`QMul6Wt!Dp96UdutUqO;1#6}xG z@-U0t&-4lZigAY_cy)a!hb|ni*z8G@nJ0pI=PzLz7+!h;0DNN z<~XF8)Fe}5Jcbyo1l2L?dvs1O(dp0_l*Pvkfh>N6&P&mAlPo{go1B9akg62q`$s^D z?CHL>))^u1a?tmkTtT;^uwR#7w)<*t}Cz01PD!;`=MOhNjz zv)b?Z*KfZcsYOM5_J$KJ@mACFtlyxYoyuO}}f+I9w zMCM}x zw>XgUU^UGaTrXZsi4nfZ00N&3#rLhqk5)#VV>cpMhaZT+B7BJOL~!C2!5@+5gXQ9u zF`d*8+fL&_huBXH!<7u1%*lHat(xJmNvDXgbd?2?Fu)S6Gj4} z4Fe2xv7r<Y&F;kBZLs1sbXag*NPhCOsF{d7Wj-zZ0l;nx81TG1LV7kR%Tu> z*)>srQ&({7QipFbgb3vZQFgy`zh6+=z%P9GkbUE(^#dT=2lW^rX;#;%8#vu4vo(?Y zoi?Q4v9KqLeoB@U{8-it7P5W>i>O4u%j%lt>`Z!NpsuRbL?Tg$IL6pX!y+)UmNMMn zAJWMo!Ib?(-i`9<2TNbYYcIgKe?=uK<{4w5+| zNasE#!zgKO!YARL_5db^0GkjTv~&pzA?Xe&jqQ`|7Tq*$O#FUGR@7mR1AN5yr%fci z;3=adpj#sYEB=62EFXvaoYTSJ1wm^KjCO+&olib!M+=3kn{VkWVFWyxSEF@B`RTt0 z1Ym4Oiuf}fFeQh|aKEO64oFJkj7{tw0Vf4(ci34|Tb>LmCjfmNgVEQ~lg-*2gWgdT zw%xc-d2G3(34PHJUra34XWZ=pjO|^LURZ%h6(k${8<9_&YuM|^?7@N4H-kjLfRp7{ zTDrRmhu86zl%AlFU(IjTnWEFNdx4Pp#@i42r>uOL0ZGfu$K?U6By1oZjk;HGcQg9> zElgl!-l-MfGKk_z_}nQeZB^&r;JeXA#0eay%F_Z!yrjE@yTUfJ7HxZ?tW#2Awv>p} zQkIx#_ksHwXDQ)g!y8Fab$hO@+0=*T`OQCiUCs& z*a&KzL-9`~6M2O7AuNo$-Jpg5R5(jhn2plkUD2lLAbXHD^Cen$ZoF1{PUc6csEnX= z4VpI${76IqfetFz=pz>>Y#Kw{-40(kp^x6WMH7bo6?{`3`4$`@0SzAkHffSo5-XA@ zp#4ecUM}YBf>83vmj;NQ)Bb`2h~K8&z~|7Ui5DQPE<0*1om8X%snqe&D8{ir{h#s{ zg|;HQK5yqqJ}SOEX{)Sikjs-!FA3;^JYxfNK;tp??42F~-3p0Ui}Q6a)HTVCpl9^s z*RP%-gjQe?-^Z8PO$<+@cO0AnF% z5xZQRM=K0dOguY`G*ZUKl5y5vW6h$5DH&)?G?yVPk|3Z>c^DYY9xLNI(OXgU5K;hW zT|l%im#rO$kT2$1CubziXv4B7ASL##viHH^f0WIt4vVk&On-aYac0{%l<#FZYXD?$ zwd{JD3wTUFUcI&jeZ33XY7KESu$@o8ai4qkn?pJKfDYG>3dhQp1TtI97yq<)C?}b= z)z+OG=CUJldES?V2^6PJkzGj0gDx*ui9xnsu`CdrJQ3VlSMK*q_wk z-J#Vr8sP5aBzvIit|)3ePr8B_q4w7_uWetzibg+d8c)=J;P8LuPe=a?5A*JkjFuPD zPsOTA?^=ii!9%RKf50>P+tKp22pS6tAGLnGdtORx$HY)3s-&_`*50PXkWT5(r2X%+ ztS`yjjrft;r11B$j>u1S4Yq#o^6fYP09o=%LN}VZ!~^F@^sB_?8Em`nJd)~a>evWV zu0M}Vi55<;KnqWphHpR)d{yXd&EmRTrrbkkLom%dbLajah|?Hc_~4WD>-Nx?&a z%~3IhKFTbxp$4bOqpS;lT)MA&c`;OnmW&?z+49jpI=0o;qzMH*)i27rJ<#Gf8w#QSD^ zc(Q%mz`y!qa9n8_7z=47W3<)U&w{?lEWE4Iwk6RDb-n&)<`c2)F-%AY4OwGKaqO!b z80!CD)iE?`P;)mTK3>Xc_F%>#sw8%;!)UB^VFxCF=7d`*D&}Q3wKEYA4~*e#?rtsL znFJICxc@+GEI6EkS;$1QTAgTv@eHW)nOn${0n+6ledIBvaS;W|p zW8kvy$D_rIP<`+)sM{j}?(VXb<*l~+5`xMd8dtqwn&~bub8s>KJ&Eh3D!d0lV5dho zI3rw&d~4s&)$5S+C>^o+v8f^>s=>qxiEy0=G5dwRFuX zApw_4p#?nn3Np#}#!qw;l{JL%{X?#fz^=S5eBd;5w1kC#`9sIk8ox|P#9VJw`x#o= z#3SuH>yne5&{{XR@bCA>H%FF!!)4(w$aCf*BDZkSzdwHn$nV^8DlJ?mVg)m(GSZvN zNNcJ?O)8O_ceLL=g|5#46z8?Or`vjR(mRP_Y|n*LeycWegbd!YAUil-y!y}CV2icv zBZa7#v0869h-bcZJ_pV%05~@uUvxCWEJzEP-|&&!WtdFZ5zi85_8UN+?b<76=^Wph*=h;shY5IrYmLG%25P~4iwp7RL^mNxtnQ*| zBI9=sF8^od3pG!;u!d>^K)is0=>lcvNa;+%I3f?_6h8L-+fDo+{=es> zdWz;&Fjei3WBH%N?p4_B`al;rxN#NCpGDh#tXUnjFz(j6Gcb(OQ}`wb_n@w|ieZW- z68`9I&w~Pxct}xG?^D{k+(zHvlR1*tU%Cmvp`-=w?nbrlWM(cn2-DpmQ>t#GMMvT` zhTM2|dics043_PrR#QT98%I^sv$vwb&B?%mZjQ?LlJUGhJGAt~kMy%6;-~94MnP{c zD;W`KyV7LpO@#?es#{U$e>NOMua~~po|g-jl(re$_hGs( zJ*S*b8}7L+Hceq$|FZvK};Jg4ODr zlPfFv+yjo~p0=>Xx?8cy~7y9HdV#AP(bpZ||@Ph%-;Tc+`3*!Ar?%p@RJy=dbIyv}Ef49nh zn8KW;C(r9h#4@D>_=lKKX^$)hxD9l>DQvf1mD_24Jyf}n#&xYCh&aVraKl5JvvC;o zZ(Lx69E!#$eh`8iwe(Yq?fzi`mL$fa(ZUPXn%OV=2r@?*>cPd;>_D6hh5!H-e-8VhT7+`R~5 zmVA7nNyvvF>>&!NJmp}pvQDHrnRGk)ck+r*eACZYEEPv6Y+3&jruHO@>g4h-aGdST z$Z8Nv?348VSSUc>4St2%0GyEe)DRV`040A?!?zJuSaARnkh6(`uCi~C0Cu9($ayZT z`eZ6TJV_9WOYS`hAeyy=%;Mmj&xOcjl|bhSyF+3u4o-OR1i^3;(q?(w_c3a`XG*yC*cE0 zk$>kifwmc3n^Wd?rJEHzFsHb##p$*qkRPhB;x4CwfLa|2V+ZfV#@46c)a#bPcA9nS zZriuV_c{&0KrVa7 zH~r4bHPDWYxm$(=au~bU|DwpyA->r)^f_bui0mU%6_qfOc@0`!Q2MfB48+2*sioYA zxN$CijaUO15lduBi7z9tIlY~0~%j4+oOEklBvFev7|#39#j z=iJ}I)>rjg2o^2Rx^uq23}V>~9{fcRgzl_;UvK~mmqG4Zw1IP6Cu4l>awG5RVfC~T z7_qG7RfRroj(POg3AJ~$&;Prh>mg-@zb#*a`&nW}h>u2(IP8n2gS=edt=fU_G9KMj z5k5_Np+)!ayO`1U8yoV3GN%M^Be{c{wkNY+fWBB}HF{)-0|^hcnL>X_um}X_6{HY` zw8T7&SJi+@3ex8dv}Ydm1}f981s%AKBJcR=o$=*j9HY+gyVU|`3DASWXk20GKOB~HtE{Y7RG>qe9oq`1l<`O*#R!vzNx{wnVWDU#ImAd9w9WCzAZ4E$*5;Mf-rLsHhLLZ==KleAyD<+B&vf>V;-PVt32 z)5t#o=auS-eyfiFgw(WkV|j?A1F`zotld3wx(t*B~%c?vw;A@7GpkhVcUrL<#-1#9D@~YQ6&m5qc0gauTuNkX^~@ zK?mJqm4UAZ4B(1Ar;gT{xQw(v59|G*i4F!+(Ws~jsj%<-yf%Q#VBQrg3Lt$bfaJ|3 zJvMeD6m}y|eg<rsJh&qm7fnzM^z zjuei44%*m#W+|FQ`XDza-kxTN`yBZXOb5HT65am}`7JO^02uJl%}Fcs;C;Cb($ZAV z>q6CTG9YR#acv{%Rp%Q2C+Lrdi&W+2vd3FB%^t$|ht(9mNB4`@Y0y_~RTKST0_E=O zVXI#!NYI&m)=Vu8(8!#zU7}fcMMX!u9eZY@%Jju4Et}pp~(F$8=tSxIYj(p_XYP1I)C71OUlI3?f zcCxwMP2O}LB`=u4=@QHI*Mp~!dOt-@R{u}E+n@w6l{{0AK$#Jz=ZeIV>!#J8i&^4% zqpav#WI87Y;AtvcP`ID^S`A^?`A63fAy(%)SHhiRKm*P%=Ous+R_W^xK#-1By6w#g z`y-<5KTa7XJP`pP<6xl0i3Ko*oaIfl&3S#6Q^kl5_Jh>%ssFh|OB>*vTl=3r3W)}u z8m-_?(pX9XMrB>}f^Pu0ZZTuO8brzX$@_HwgF6yS-7V z1ZpK@i4UnSeK-eW*oH-NFxhJHL=$k3&;A*@*G7=Y{R5?M=T2_PkDHZY&Q`4U>s| zYhE02%1SBdq>)GXcSE^q`=dS)_dQnkH|*TsVzoLpVIk*)M3uCTVeh)wAQ1_mMYJ({ zK>RvH&=qzwB{|RU=oHe*RcSC~dtS@z$!@tZPCkS@QXB0&cYh`6zK0DNrJ6ED=L=iM zH|VrG)gN+^97X`~$ttV+{uA-oyisAMwpn4OnhazMJlev1AoT_bk$F&5D-=wO7XuZ) zlq~nc`6_s~fC8^6H?Dq%4-KqB?}hajvZy?djvBZ0O1sS3_SUCsBBIP#K+HH86@=d} z>aUsq&!(u*mRR2wJMeP1y*3!bGAxpd1p@0T1A@=l|1Jw0O2}343wkQg_)~jsz~rsu zD|YKNZ$^qXs`o1g?WzEs%+h!P)*}KKmcr+NX0nFf`$XE(X133MTr_{U6kY6y(z$_O zuR?p{`^f{OmSXQ+<{a!eTPF_vy()}tfL^p zl^c7^h;n-yiXcQ14<{nH`mkXM82En=w9?$g`piaT9+#onSluR-{&}C)rE~r7(1c-v zSlvOB?l)}_0m#(+wD--#6xN6ZpqHyBeDpd7z-CPjnakbSj%VKv>dc56H9sER_MdeG zmYsryAyU9gj%EH=%yxYswN&e8jKyE=7gnmjDWRiW%`bs}ze`%_38-Wf_qMOs+Whj{kGf`cc#JomwPHoz8iHh;QoA8u|Z z#oyA1)9PpssmTq>Q3`&+4qaUieg!VeZ};+IGFZ%>Cum+}rG^(~Hai7tx%}aj2pB9q zQ7Rl9-*m#?(d=Qlf8`fwQo_Hb^Y!o^oim@aHs6Xfz$O7;7#ZrswyQtp=3P0f%5ZsZ z4D#!RWK%iI+tR>Hx|;z>aMfUzw*VIhUcZmvc!Xp70w<$H@IgobDrD{;0OC=9S68=* z$y<&Sa511BkZ=F0Vz`l@sZ+8RmPYUzu4TDdY4d0*G;g;{CcW_Tobvh~(@@I4M;o|a z2J`xTDqQNH^y>*lr|TW~7-hK`=0R1~q*c)E)uUy&lx*}M#{CVL(k2`cOE1STGNc0( zzeIXR*n1zh`kd{z{ueF$Amj8s<2d}=|6Kndvq^z)5rz8wm6Ze_8aqmj8(`;nSc;&? zLLXSMdEr%Tp5to2Pp?R)V+j=$Y^0b&_(p`oT|&Zdtp^Q|y2+1d)Q|2NuW13O2{`ax z4wegP%qqf#=8wt?Z+jS^S``Z^FOu=>B4F~FZEqhl7I#eisYGuw3^9-U1{ipaT9|>b zz>bJ(h0=O`!;usyRzWh-$igxkvY4t)JD93jRC}=NVtrQ4jlKWI&~SstY2 zk$weLXhXh}@1RoD@I=>;49uZ`;|Dbb?(T(ZYTQ)jf(ebHD{`sB3t`K~ontQw_)ALv zIOHD@ewyGd2Q2DUOeyCk(dv$438fA>w3<3mt>#>t8~Nmrek{rTc@n#|AP=-kDGxQc~qB zLqVZR%Fq*2?<#xk!oOALM<@!-8+Oh6OD}MT*YqA;ZH3xS`yS}m_*9Zbkzda{C4F{! z9oP-sAva>GyCf|JpFD40{3+tMGMNi?V$0|oMiome+juYt)%r2P;_93p_7Hdl z&z;ZtN6X=<2umid%>8N3%#5-k{0F>e1jQe6ie1UFC&lT|<}+@%;ef~oiZJ$zz<|y@ z`79deJ*97&E&C^ngO6$5NF5!j5RcjHjt=)xeG!-9;{$nKqIiznnsQmuS3f~YRYyv< z3)`Q;F%YBVq?GZvetuz3hIUt)G=?sg=C%n63!#tBPc$+vR=6 zp&GQi2Y;`r#ynC;2Y`G_!c2K&tYkxLWEybj^}V`A15Hzv&wxELvM}3JK3q)@$qVn# ztbD4UlteG*yz8p$vVVwr`PiXql2wWKI#8`|#`6KjIh!}#H2f}fOlFKNLN`=%{n*3~s$fuc-2<5yU83>g0fo^@1HhCUPnr zLi3W_ldJjrRgi(a8J#(vM*<1zo|=n(%<5j;-4f;!WmK_;S*JE+7v4S-ZWj3y1P(9s z4$7b5$^MqwBjF82eU%r`tNrv*7Cv2lj68}}_~A;;{p~vOCgubJyUGy$5DVy5@y&!i z5vL2H5vR5FbPW5m)QPdoR*iksq~z?YsCPHII~3@eO`5GNK~8=XzzpNSxn*EwXk+IY zVxeZ@bUG|>ybOtT>C8t!TdyKFMcCfOocymrw>>2eIWkZ4^Zf8P*(9_F7~-M}eR*D) z@nwGCa;}d@R2Pr@jMBjd8pe7($f$$VXi9%}rU?}E-U?T{33(sj(ecv^PxG$CL}{3u z36?F75=Jh9GJV0-F0#I z!~0tInM#Ju*@S0#SBhPs3t*W-@kNvEXc;pS6sR7rB#y9O z{64GBwrAT9cqa}EA%p)KS*-@}W^K7t(^im>P5~E9RzA*2k>DSo(TU}>aeE`7S1&0A0Noh zs&J`Me%#q?{P0Q$HF$crTYysihTY`;YfrcCbiX6D&u+lfo{~{U(eDIvXYhbz%B*tk z0NETz8Z_fDGUSG-90K5@QYNEqGgnLnp599O;l;)rzJ>3hBQX0vetEOs=FC?#dU=4R zeOF+YmX1FQepx;_bV?W6INhw!{<&Uu77RsL8CaY-nPxhLDMIQS`a0SZzt{H)oA%cYVl*~v zlLb{w>6!tW2si=4#AtIq}t%oT?8w#q&w>Txv zkOE7Zoy!*^*VppRm9_XYUh1q>|LvD!SiB*WKpy0q%1`+8vz0 z=bz9W^vo3s)bU;@>W8o5x6?ZBLlW9xiTzk9LHADLPY|&4TbrwfGecDx%NTcz@oS=d z6G2i&7{mmM=oz-NV~iLMUynx~3vI(wAiwx2!h^oTV>$lePAqBYAJfT;)hX*fANO*@pWIGtYy-)?-XgB8~0y}xrL~EK|L)jpcaQAicp^+6#Ho`v^`jmf0dBmtpqIT zHAHcnoVV8Q?W=@6LkbO^g}LjLPAG<>O2+)bU=a9=_;abGG!+&$si8v~($gg#_bmdg zdjciHR$P#g8kdB^hn&~yB`<3^In3Lu`>_*h@Y^$KU3^@bn?3a>SXv+Oq1N<^Ol!~f z=dga(Uo|c}3nb^P)~@n*iiERL&S19)b%lxFTsWeT_f(g*MzVL+b2>p}OSs zdRUz8e~G#4guF-du;!aV!fy0bb!hkWVYaH?GbN33izbEs9*_fP zINZ_BpC9Y>V|2eHfZ&eP)DWX_uKXGH6-nmNaFyWosF|R6*V@o%1MyIRafv5QHznH! zj8-lWLviXgX;5V2q6MpJA43;UC!yAtK2Z{1zD_wOrv{VY3?IbYkgzT=fGq%_VA~y3 zjEC8C9*)JVD96lonj@M_RVh~;Av>?rBle$$N3LXxWK7UBPqIOvCv)Q__Wd8x6&)-MQ&ZRg9~9mDs3O!e*~?<7uNSsY=08BYer zoQrk~PVhpLl8GTwRO5Nn{)8IuTTR{|Wd`LOGs;E=%?1rNnbBOZ@T5b{KtFC}L2)9> z4GID^2Oq4RPG<98RHh#;>(?6Ejr`OzG?%m70jA+}vC(*RDdur23g5hGU+Cug)frnS z6|sz6@JC{J60Y1^VUOtO6Z`3q=LpfyjGTV6keTXXI4TFq)e^V|3W)^(yFVrAZN9BR z$riQQV+u$Z`+xQTKm^5Gpwdj`%I3UAss&gS{XzQ8&NTLGfEJ5M$be>=Y;JJW0|qQxN49InmIb}6`w{-14EYa@t55o zEw*p%@k9x`(92oHiFCJ%tJ0V*!cn`n|#h%6M*ddY_hP5z|PcO2(P{lUwe%q5M7mmALXwb`%7G4O* zom91B_FJb5xy`=yAhd}-6PJr@WB|9Im?m&<;0Sj4jimRHzG5~6XX_MT4FK|h@o@8? zj#%WXb3k~>f^7@q=;jBk`)*@NI2CV ze@Y>qjGojBtBJZ72V|Btf_)~FM2{TmK+d<`v=W#Jt||-B=L_EK_6L51I*q`w{a5<- z>N{l*ufqxMOr2&AyTn!*8HPJ-b78kKN)#C3^jW{3FAwTPj%5i*L-5-gdeIQA^IMH z;>DQS9l4L7zOFK$?WPGONBYF5DZ(A9m~&!=QOr^iYJkD*j^iY#Snh#pt=+>Gxm&>@>X!xzZ`bm(DM_X(AV#Z)ih|6ygE_l8Kr0$@sMxA>7BSjiy{j^ZI0KS=%1k+}lUHzGa2>Wqrnclci)Ib?x!Q9sT^f~(jEsD z8BM>sMZ`EstlCoF8&7JQ;-kVQm_b-+U2isF(6WfqBdRY!87N$JUr_gYJgRSFzMw!h zHYSmwBQc$f48Eo?FfaNjqa+d2cr>BcsR)9Qbh5|agxmRPec|3!%3wsEPyK9vs?Uhm zFrI+F)+$t{OyPCr%yEnBrojQ*C*}(i3jf%b3|<>|bE|jd4SY|`9*njxGXBz@6 zz|dV;MxXmIFqnN7Y<5{{B9=@A4S{-K3L^o%NKB;U<=1D-(u#_NURxDx&uj^B1t z_`#?VCNzQUaLUaP8ecyQ2GiBoK2?0(#RDL3WQ~{6`N0caxS10&V@Br6$0$iRStbvJ z`ZnWG`3i7k#Kbo(0NVl~ercUJiIM|)hYJjwA&1_lQJiuqxG-A|45B+)R21HHKQTEz zH_Rx>_NMaYuoj@ZQ~QKj?i(*KxNa8eIH$UtW^hOj?D_xmL9GbzM}k`5M+i z+4uQFCb_OQRAoCmG$B`L##?~arWkDU#3q>iof0wk%{&na+KgUwl@w@v>mq2cB%aM0 zAOL~K1$Ah|Ou=%KW*+NsdPEQ?+cv~C45vR5F5K;5TGgxq6_yi6WZbzO^6IO;M7#p4 zUZbJg6&Lc8+oXKX%kumi&o)4VOY8L@=~rgyzGyais1^aMIBuRH=8%Hw`uY|&z-GGF z!OWH@vaf06CC_=}$UWjB?Rc{?tp*RU9)3Rk-1Vew<_rWM3RRQphJb_Y2r1iE<$7*X zwh!34lU>k41M22W@nB0uf>Z!D%as@#TS(2}cvzf)XDFCMco(R};k1{XqoZRKqrjWq zTb0hMjkI>v4J5L34do8=<;QbjwCCc`lAq-yKM58V7Bx*x0iRRn!x_J;B=1hJF=yNs z?p~o})r3lX*K?Inj#*QE4N!_&lP;V3OjStRLl^ANa?6~WzcOj*)qK5P#Ac6L@S?6A z+XnBO@kiSL#!ACtps&cz7x^B-&^x*k2!Qt*WBfI|E86hsbN(uc?H?vN>f}n^_L02~ zQmpCI?rD(1cIxX4{a$B6-dLxge6X@Y-)oE zUb_17v0EJ;UgabGd68=7I`a&U<8qw~0Hn_FWV{-$b_D+KZcZw~Vz1-G)flS}_`oFC z3P|sLrzZOHbVX0y>}2bhu?TnlP`;GL#jgi#$I~daB_&sxl zDj6}*MIP`>Y&jd$3B~&y-Pp`}P5PnrJ%C+?7{&iAOt-%5H#X{p3+Sx-=vk<{_Dm&= zWEwCjA@HZG{RciMr3kA`TKoC2N|t73;lJf4kBtqd7k#iIY$N|mJlB(3TmI~He#f*` zWg-oq+^NX_vGK8Al23Q%t};f)$d^~+rV3q6t+C%5&6Oix4WJmA>Rews=5X5)N^H7_ z;WJ^*b{%0nPap0?XU>otF|oz!)TS^oFqD??e7pnLA5P0(q%ThVpIw5rdm4G!)M zotr(^o$k|B=^l)7{D)AZ5hwlWuK2aJ%{~dYw2$mL-y(T<%DmtGipk)Haiw%39!3M} z6;icT83q>QY_R!B0C%gPZ7NWoH&uegq(z=3OA>w2$2*R0atVix^RE+{HO}Uf}rA)W_KU~r3{?NE8 z@0Xt{-}^`>a7a~auq!z8#ka$Zly9Cd;7XdA&SJMtG=)*O!|+Xr^tUs?H+Q}rmbY`t zPvw*3=CX>4#!sFP(w^_IQy(0>k^go$sPwy(s)VLJTt!vc|XR-wl7yVDDgu&BDDRh4HN z3+d4W0&gREPOc2Ubz|h;YX>nI7(CtFL*WOnblq&f&W5Om8glC{5BTu#@u61p)zJc` zvyCER7>LsNzzFeqFrQ!YJ@@P0i!XD-}=~j z`tT$%_}MhJ&v)}Ym5dxNz?A52aC00ClPxIrmJlh?KT0lrGLr6ALAU=L{Yk^q@ z>~FhLO@pc?t<~XkfK%OH7pHO}>bycM`snSrPF*LYzD`RYQ@Q#a5VJrJ?ozA<3x192 zdRUDiAA9<*T!)^iDzc?s$(+9vb+TT=sNsl4y_vN*=Cor~DQYv1w+EmR_Npz(=j!4J zHVLK$=y~t_u`WjjgCW+X)1Fo!kXw9JW~ZS+0qrvbyS_xgB0E+(BBxQ~kh_ixe;1b5 zCd&9sTf&iGAC%egHWKVPvj-cr>=!=EvPv$2IOZo9>~L{75eY{0gFSSAz`8q{@WAdj zKWr1o$8xw=YAfBX2q(nGjSF5fQE%FD;VKREN8t_D5=33Mk=Ao*$%0aZsQCu%Uj zHs$F@9c1hN+E5rUP_}7F=IIHpb6_xn)@m!lb1eh<$?A;h+Z6@WjK=zzhOp%ZMC8r& zBnh}`YvYz?eKKh>b<2>v&DaC+GUU4)UZaJx(0J|Kb5!iU#Z1V@4?=jt-%?|*Q<5=9 z#(_2w&rn9$^udzLS@C`NXC8yFhDF8n#p>pr2!InQJ4zKw#o>O?F54s)r?ls+8 zGx<32yG-`18vAVjaNXeXj4ePKN(-c-iakL>I_Me5ls_bw-;fVdc96RkNGzL{`?-zo zJ|4YrgcyNJ8L|K46LxCd3s9!;Zan{R0>$PGlV?(ncOFW$M(+z~2x3%r17vdWRGl|> zhGN<7kZVeX()#=Z6FF+!dyimT(^~1#2vZkDI z!wEmT%IZZMb4J(i?9knz^FmM$*fl{BFAf1zS@fn!P44E+C)2OY?YxFpJ}p}T{5~0A zT9!4Z8?bam|D&z9J3`W%h0PLLfQ-y2jsZ}u#CU9wAG-h+-^t#rq|>BA>r48ar5VGk z_ydvLRtH*oO6U7>l2L%|&C3T{hT70_rV+|Fg{rzQ`Afd&<5n45n;;0`7X8b-8uz|s z&Kr=N&i1?Y)TF8%2I5zz9wuE*O$f0c<^ojGmAQH?45at30bW{S``LQ*GBUrfVY{6r zl*q_mn-p2AZ`6A|RJ;J{CswsId$3kWGO}gAc~#^#v!hOac-3m?w)lE7p8n>S4Q5<+ z_B%>y*RnLMta3DT&8JG#&xT4PbaI9*OLDwM^h-`JE=A~mC$oPb9s3k`JAUJnXjD}X zDl&SK`JJOwW1G7qW8~i7MFe8|$M}t&Gq7?e*XK$Hwsm=K8|)s!?~}Ajp~-qDVN5_E zI`3mCeZ6ZHVMvFP*!NpB8aVmypXK%Uzlrd=JV!axADv@5^}p;k>X0WTStTTBN*-pM zwpB*0jl+;ymUa=HJ@P5pHm{tt)Aef@${5nZ-akYAs4ID#YWJ6#K++RiqbnG+*tQ57 zF?Sa9c3crhRFDvfjZ89e-{E-Z+q~mFcFsb~#;&J<^W5ndWxkoet^L($PqRfluH>Uv;%j}IJ9ormB+1e;f2|)cwbMvW==|iE zO4=$^)v*q)T1;r1z7wfCAOGZW>WC_g`;Je?S5xC=+3lTx?dhbhg5Dg(?eU@fS<q zn}ljku1e}ix$~8RHcGc=-LO{4Dm#{INv}at=^Teen?)mz_0EPn4!=KFm(=^;BK}Vv zdj{~}BTKHv8p@Yv>Ko$TOcuT0_xh~$uH@kD!tqjOX=Hp^$uDOx*0l-0FbZyWmN@OR zE8s9nzW?FN4JN zlc=9Rmhynv7lA$ypOm)kN=#Wvvy05FmN(N zt-u-j^}pk?-MMoShG9gqT2+YCkP+Fmu!lUb`tdr$!?#W0#SRUf2jTOY=cwP5W7o@? zy2NE?nzZwh{ye>Un)yAme5uB&{OGHf!}vi;;QLr>SJA`H=QnwHm~|>6z$)jbb5y}U zNL;~*$#G*OiDNsV{Oz4uPkuT&ne@G9%E?lE{EE-QGBiJPtVMv)&d5a{KXynW(-Pxa zV?oT;QF%fPg;&&VJMGZ8LK8j@ZO;~_J9jYf{GX&sQn|A0-KV4wyN;T~`(bnAdi_Rx zr?~D+MH3x8&mBW9KJiGLUy}9UJ%c3Y%%_(;CQrr^^xU>xz>)T&#tQHKNJ~?|$?vcc zGNif@#%iCIF)#HvRaQ%o_VooejfM+CVXyIJ-Gf$fQN7_I);s-#(tW~NmKZklHMI-1 z(>nhTS8o{>W%qu8f=DPO(k&$-4bmmjQYuQPbPnAmNJ)uEmneuzgET`o3`qCTLpKZ! zXAkfHcU|Y4Ps|6eanIg&thMg7pC^FAvFXz%Nd26374M&}!-Rd9A=awJnraLqBjen2 z^pfx+LIPHmng<7_^B2xEvbXLE@5FwVYT0-x=UqS~!gMKm3th4NiwBf3!GMs5tl?#9h=nSV`)` zdLzaF8Y(|0i5Kq$ALBP~cL){R;(S>=vH+`bbv;bCV&17R)s8J3y1iP?tBIi}d zN$wI6#YxDawopCzamyK`SPi(bM5PJJLD@LVV#%6UvJ39r zP0@Z!!cfYpCV={WD9h!9;eIrI>$ZU?{Dpk2vz_;wrS>oly=u5W`8}a|`=o)W54PuQ z+k0NafGamOVJqPA4l+WmRTZ^XBSGq|0MV~mXuCI*lKwc0L^xwD0Y!o8^dY;K_d@9% z+;SNu`UhCA(xb1V`*ejO$F$l1m(>d*t%Y2wIdi3!7LScsgQT|{gw!yb7#YWOZixEM z1?&uFocdD;!mjTSG(H?ED?p_T_V@j}Mq}91wO)SR{cu&)Lbh2*dGlTnN6#m*7x1!& z+@Sh6P8?g16A=-yKS3iSa`J(BEYN!vP2$%dG$PJ6a`#3ec#zD8-q(uCy(H^OTY_R$ zbpGteg~z^zha##AkGWF(?hRz@(S%TjXeO}^6*G$k@`9^!hok5mjPFAbs(VP)lC6ZI z)f0*K%iV~2ld%yN#-R=#yvk=`zY35n3PM_%7djf`kEqn`Uqj-??cEQ_eAqbm-xw~M z_n~o9TBm+{45Bd}wKnS{sfTI-1P$rfkn1tLz-GLU`S6dwlUj&wFxDr>#@L2rs%af| zL=bfS8E#zpshXuCB`LiYMji2UUSBwpMD=8miQ9LKU!l%cC;UDA@VdtA#DRx*Ko~QD(s86qQS@*!pO+=5JtgM+j z>WdEEF~tN%!fmG~kFi~tUB%x^j_90<)3{*JI94JtBGD$TC&iy#G58;JsQ)6+EH86n z(SrJr5~>8CCCT`t%ObJrI^%saaPFd^&e2DXkpMR<*aH&$T($Eo$~W1ciN-PJI!#)( z*5C=1rJH@z7Q!CaC;!jY+lv=$v%7z%DRjQd=_m=Bx6}2!?DK;LyYQFT`j&@-_M8i9 zy_v!m0sk`XiC^*w`RN*ZcvyBWogwt0qz_HZ1yfYI1qii7_Wq}c1yg#&mQa5O`TqXk zSnTQS<($*>LX}C?WFeP&&VY-VPkix`zZ6=(8q?`}qT7YeqI1r$`0{ltk{Qvg*~y|T;qgH4~vyO!L8DOXo7%S zw3w+}y}a;t`IVT(2GgCT?^WE4 zG=zuXF)?gC9E%$m#g(aFKzJeyS|ZgE}>2X5NOWGW3!zIg$f*`V}kuLmw-R4;{#Ri8uil_>6I>LZ!k zQ`*x7kR18S#OuSgu4osiALttSoVM?ZiNljBN^MRHTQw-9s(G&!m7d;(#=`RNqNPL{ zYRU@hsu(Dg)~}!CWemz?nhBv0!J?gzU|NSzWO(?ICFo_c?(HQq3oRZd-H|*O7C3KZ z7_qV>??f5}wibgl_`u!@x&;TX--K&Xnlo*czcV|Uhp#ub*N(Uvg;!8}Ld21QJH#Ep zfq!IZd7!!zO)`CFI6aki;Z$jxbCUGIQMsX25ys!r^;%vBLf6 z$FoXyx^+(&fiXKBVDCOdPwm$NAWN%`qlZU7JI(W0&*__w@m%BxzD|Xm8NCn^t z-Te#RhEo#WRm6{{jcnw(IQds!y5yUR4ZsjVjXva@ByO7`w0R8iDk%p3$wtc71_Qj# z4YY}DR@fGTvtP{}8N-JBobt1?8Z7OL=+*Kg#VrtpR9in5B51Gz&JW&1RVn?2MpqouJRZ z1@O0PM^9>Q=CIC7x>F>LmOz*~rh!fz*~@8M z0vbZ+A*96x7IpOjH0d}!1aD65`#-?iN&nT)g( zq!yy_#b{RiEHnm{W+qx#b@A^f?v#+$QA-(Ji8x{-P|qVU4nRBYA(#(GedpJaqG#jv zZ=r+7m%r9|4mF>^$5U%%+ukf_rwdd_KehD*Bb0#oUhx zV7+Y)H#wwL$c>zxoDdt%Q32z(FzDqKX$DC9vn(bcGH@^He6&? zKzSJ>GFCe!YgVkpj3+2q!Hfa_R7unidQ}8#)YpcNrt~ATCOyN&+`kjOzZePExeCJ` zf*uN0Mny)Z;37`-o`Lpt0MDw$L?t>;ANI@Mn}ID7$;+3D1EsZZ;v81X>Z*OFX7xoc z-bfaor6U~qlNx;3EX4+HOGayE0;V7}1(s95G=VXyqKS=9-95a%10c!1W2e{dBjIz= zL;Q3C2|=RuNUA#v%l>d=iO0L>tV9ylJkQ~b?yGupP&Y_@*w~R@;@3BBJA&++A2(mX z_7S*?fmaYjN!*k4BZ1%We@tZ{3nIL}Vp5e$%r zBmpR9gpX~6SA@5@K^!OXljWi5JJoMYTZOzH$79%xfb1Yj_-z97n6~Vx7sPp3Y133u zdmvF5tW*%hrPC{H8qbfg@jl;SVZOSoyB0~pwZyB7d%y# z&9UUc`{hk+aYMJE37(@E9ATLX{wrFWcW#VjxB!iIkpKKXl{7P|r?X`F&OT6)qe2Ku zYL@$YtTL+#T3+>cLOD?{RtdGIyZ_V$K@-=2^9Ub12_KPLJgDE`JoGidtal~D%f#!1 z-(`yVTd5Z3!1u@njZifpy!_gS%)fP@rz1iC0LdcGcSuw=T!!kot)fZawEoY0CxLQ!Ea?*_a5?3Z$_=vA?DF%r8NSnLsyhs z*tzX=FXL&UptX6j9oXQ5t`>gehf3=L9!DwRO>^xNhQ1m~LI3yQo|%Za-@_=;4&O%t zR$l;Ky|EED0H|zmy@epQs_XuB z`0^wc715A>wHOFpYF0#RQC5H~*unr*Sia9)2x~rrycp#G*n6aiXQ0@tQyeLQ8B>FP zzf)T;uZvEwi8nAT)-ySBRbNG;I)dd`x!M((D=xldQl_tiLZO?&sT06wkM;;nNmlx8 zJuM_N`~pKb@{{Awl#7k1kJ5}5^N#E2zrv3&j`RCy8+&hxH_w6wd9EH)_DM1-<%tq-D-J%Ip^)?M#a1X!(5Yoq~)Wa^SS}5(QCsj zg3Fdn`c$;f@7MdV+f5rA>g{uDpBW{)lBrzaFXL5KYQ{-ex$aoerJYeo`D|L+;X+Jb z&oXkQ`B4(mUOY%CQpxWnUVpa*SEFt6r$;MN^V#~oAWV?tS3J%F2nl#o2B5|5H)ubG z*L-##CA)K~oZk}$ypwfk;29QEw*>T^fPDsZ)ITWB^W}-ptlCTEdLVKlON4~@3)9$d zS4xdq=@E%LHeex97m^&F_u-AiL2kxv3z3$_`^r2kFN80jc0K)Ds~acrouiS1@{Ukg z+Szv`E?1fhC81itD~6ITt`d(OG~^k&V~yCIIV)y0(fg9JIfMt}P4#v2hpY^P*4$PW z3^e=f$-a`+Lm=OCVr`?_bly!9?P*qqK;5n#U!K&_2+EUs_3gv9O(05w!OlY!4KF|h zEbF0A_0X{J@cewF@nXtex6IxG^Z`;@9FKk$A~_>^`W{rQuD&X;JV>Ekb;hU+gB@9}j+HkJQ@B%6dm9%Af8*_PT#O z*!;^nl7SIsfR1f+-(g^Uj+?QL*`#Tz_K_|1l!9=Y$!=}vBYB(QG|DeYgJgTD3=pq~ zB%%!pq3H3)R>91YW)i-2nn};S`0E*ptcnQ6v z_dj1#vx#vhcmk#dH}4#CN}Q#EA0sr~gkt2p)uKrcFeS~mLK+pL(nm{#8s}7ADMghI z@GYQxT9=Z?>cujEnk0)PyIKZ(YuFso+NWo-vBI|`fUoi0?Sh=<;@ z1}b*r%_uQa-Qpz9w?xF{eZhEV5RD#kmE60k-|yEsljro0QOxAT)%Qky2LQCw*HRB- zwvSW6_y4kD_eBc#UEux|bWiulNr5DbFWT(kl@v+F89sRs!x9YdvB{d8)LXLDQ+CD9 zf?f$*R1K?HJFO1F5Jhmt;#>VqR+i&do2u%f!(oMEhFuNKxPaGbD7HNULIM0fy%bK^ z)t#UEcdd0awb;w_9+RlfXPeS5ewj>q5QT->PZaP#kt#?kcsj{}8wz=2pyimmx}quQ zlA=W_a+BJJV5&D`2ZR7-<&}o<`0DOY16&aq4tDh%q42hczB=?d->1fN%RLS&$1>*d zChT9W2_`=)OD+v|eqxL37e;EfP{O`Oic0l}+XNDQV^lF9Z9F7Hi7y3BnZksTUTrpIk%c%W6e zq1Ew=x}mWH!3B=k3^KCgS$HPAA@qu;=g)?$H*+hh770-9Rfa)rH!)NrGiB8RFlwoL^G%AQ*+$I$20ts8W84#!c1+?G~gf|wU zZSnqp9%*|g99%kI`_IhP>}}%$jFeaQ`^%w4M&}YgecqGuu8jj(ZxSDO1#HKeaXeT2 zz}5}0g_#a{&AY|fp6M*P5!!4d(dD&*pTW`qX$Hh^KSZPUKPk?1XVrdsP)~EwT+uKT z2~=0mAx%&n^8C|xKH+UPkko)HyxRZc1+Stsyhsq?Ixk^|#TZA2CK|qXg-#8A2L6n8jz`QJ*`+E@pL6&puinnS?>ZXb`H;4&eOsjZ`J1F zBc}b2&45vvb?E{5sH|h4_WV)A$WI}DVId~Uqr@sd8l5!;nDs7v@pi8|U!(SFoFq1w zKQoLovM*--j}F4?Ml<=?HrYdn28rvU;HaBeQSm9q*t6d;^Soc4rGDUF<6GeP z&Mbj9mR6t+vKirQa^kIYdev5Cj{#_wtaml!zJF(?9abaDQsHma9BRr?X@f`UfcAlD z{JSMq64jg|0cSpagBNh59~ADoy^6{KqIeY7Xt4PwD}2Z@QTA`^+I|;@V5~(?D4B4Y z;7kPQnKN+6wJswW^&;&Tybt3SW92N>Aue#?FhHqPtPOvoU<6LgjQ&G^snSX`ZQ3Tr zAttud1b=3VnAbW>>Y>nW188)!;>(jfk?knT`E?Rxs*g8N)u`q;P_=hX5zqidBO$9V zlSKMZJb^pkJlmjdu~ryV6O-^~|e&x*5)Dq>tL zGkP(G>5Yd1mB3lO7f~>z8;qt_I`yU4uXYF3V&LIH^QwB20^#$LqD=wJ#-U!hrF#tp zgsHRj_6E=d0ZBo@N+8|Cuv!oJr#pl!S;c(9RxB4?tx(cScsO|Z17H+aa^0S%gTufn zceoQ|euFE2M>lPLcG~#*%5krq=lIQkJ&g7#5Hh-V#k*HrxGb%&-dqw%kvF(8c&OK< zSKNU0w@YUn8NW4~K zWtVV(RuV=(0PVTLO`36kq(g|@d!{=OU{#M>JuSwe$PiT`&WUeV2@7-vX!X!!y1ve& zTdFx+rkWDq0ZIRVG`JFH@AKJ7C$sC1#ObomgtcJMPiJ}v;+U|rmAb~|#8!ue<=3ow zV2S25HMAcf^}p{~8qyWHVh_GbSA61NV$L|keP%oV<6^$NQRdmidJukxAAQVef~bG4 zf~`Zuo7dYv{`@TbQDyI2F7J3!)f@;|^?av{W?yMDzp13GPOm#ew+4eyD|EcQ6B?JUQleEOzT zb>`1k#H&$aouF87EcEp%H^fwJqq|!Q!*0W_tO|fCdN_uWI4+9$)e$4Xvv`4JN z4JC1@W1Cp65M) zC17G_5QbgS)UzZeuwH5SJ(~HQ25@yn)}K_g!od+uMzcIIFn!pen4KX*BFw65Yn)Lv zCQd>|T@K9V^3$6gFKOEdYQ9u(>nmFy`b@ll1)`G{r*?)jE$ro+EWiH7rCgc}vsn6a z#myikk)pMO#sH^SpIl(?Rfqhukca z>#2{yn2C`Qnu;2_OqLeBc#3uPIZg_SJ-)a){{#EcD|^F>1HVIxXWcVPn%4#;wp%IM zn+oPqjN=)-5X4oe6=M%}n$-M^&MGQyHPYYNxp^_pIw*i!dX%(tX#l!(RV9YYwA)(j z)twy{jhB6z|J-YGfcZJoUe#~NvVHO1n84k528bNkOe!gADm|Vz$#A>!X34XZucRKX zM~O+El!l)}G=_Omsgy&AqF0P_ecK><0P4kyG~%H@6(|xYw%5VA5vRW2k?b=I=8ft1 z$=gKv!v>fEoo1hdJ~V1mkTb=!g!+>Kj1^dR$%le2nnraP)v7rH6{Sf)0E`Ij%feWl z!;ZGCHSDFk6K05xosMsvGB(2M7ivNQ;nu)i;n#TE-2-PM(~sewNAkdjCt(~f_XJ`$7+GfaodM+ zhD8YSI&Gnh~3Caxvb>{mkDs z<(+FpmBRmJRoyd_9bOZZd#rpVULT-&_R_nFh*vL9#I^(hleQOX@Uk*|>|S?GOM*(B z$y=4a%*RfU!mq%~?s8-cr^t79SbI;tGGOT+Fb2XJ%vQ9jIQ zu$k5A$`bu?m) zI;e;Q&#(vWtgA}M_5S54=C6Fd;JJ407vgyGGrob#KFttrj3 z!#ju_Opn8@PnPJOcI&2g2arY3h!|#59GpTJeG-|3lC*8v_kV7S-NG*SE}r?`6Of3; zqk0C#BEu$&I*wf{09U7;=P20Ve2l;Fn(h=X{a%T43Lhs6`#0PdYK4;seXnNs zTW9Q8*P9Dqr=R+GnT)m@@pRb&5A*)~{E=2Aaa2h75g^x<5->!L$Mc#N^T9^sm=5DO zp^iJw;RiSrS){l+5se=$jXx=eKRRNLFxs}y_Bdg0&ZtQ&fQSAmoh!N-LQk*w2-h-3 zB3?RE`ttnBX!xP6iCpXbe$QjPYxkqMWZ~ybJ-HA^1mYo9c)Q}=JJtN6@)l3QtN`tf z+uj*5g8Def&7gP%Phjqs(0blHQd=WSn~_Ytq$rzZ5~epP*x}`8ihE0%Q?sOXoD{l% zglq0;LdF&L^9F^D!nf>E7(3^pn$P&)%(1EFl>jan7f>V8#)I7Ub_xMM1v3O1--tq$#`eu3rkE&ZjM?$$VwW_`shjv^Z_X+~T;b1SD!K z-$CNDUwynAgIcAcdUjSnYMGPUul$3&>~zuSXR$#klE3r5(1N@NfJ30JAHO;LfxN3M zL>Vs>O0Mo3X9PWAmn^*g3W_>DJ^cAQ4N@&yPg1oyfAKHy-neO^(~h)MMd}&eT7j9= zDMNXpb(x3vv?Zt|{n5tyx4mJAKtJ`+-$||if;rgKYm>N1%-@y$s9G|0v3-_%F>K)e zG7<_LD|RoH#Ywzo{tpKawXWaG1Dk3fL-27pGw7$=-hS&|JO2ax)bX)C-q_360Bc%U zmQ354R}3kv{9HZQiwdhb92WB`J&;4o)Y-?&uPQ|JGwm{WW|)Ems_T5M{n?k+){5EQ zHIKH50btD|>NqkN{LW57>DE6*<1-?T^OHO)j9s&xspn>~pV}T46cU#B4hzDyA*(kM z7nu1r!FKR5ph3D*<8k-#)pXGJ0Mv{ z3DD|Izs<9KTPXxW27)*x>IAsCi_3}3J<2y`bkwA3+R?HG2lM-1EKm=RltR&s8nCk@ zu@Z{Y*abzY-K%Tns*c2rwYtXjo?$WpFfXxX@Q(P=12y~9;Lh!w0(&XQ1#a{wfJjaGWwoB z8PRfsT6i=AFHy{#G%yDyNSyPcLSpEUWEYop4!84~uECQ^(vQYBt$o zsQXrT!g?K)>>10#M&6~)Hbfdd%gc2|&{|#Fxi*Q+kIv~yD2bbtG%zTdyIrhVNWByA z2hd7M4FZnPvR+#Zx&Y%(BGtO5gIg^hG3R>ROHqb*$A02F_yD#6}7VSo2rh?8~}uzeyAM@Pb7Hgeea+|6=~1dnO|Q{So)@sI{vL09%GHBPBeCj|VhS zIS8gzdCRCB7fI*YAvv6=oxlr9YPhpsIp}FSCqM{BV0-$)^LAZyR@U7^K9hEWYU~ox zeupP38#P)eGT-rvi5%)jq@_|Dbl8~{JNuL1<$B7NwY9LbbGVQYtHSdt4>XMb;`wPa zmJ3zSYCsqw+Mu|G&!myQS(^Msx2NsK=IWh=WPq=Ri-1fhrONp`dd5R+JBkhYN;6&6 zt1N$9Ic~g=05y~(B0AH&-Qrz7#{l6K>EwNE?W6Rw=YOp;ykL!(h-)H1TLE?HCT|L7 zk|z9TCKSa^)2Te?7cu9%M=d#X$#9RUS;At|1AHTPw zuC7Q28yhgrNW%{$H)8>p`of^C_fdWtmp`{TxaD=5gC0Fk16%#AW5NtC2z-$rMW_Z9 zpEFuW@)+zxo^S|wENtJHN-!rFB&KEd1`pFO$F;}q{aXy<;qinF`&{ldN-e7^Tt)=H zBtYfiwlHpFc!6Os(fv3aETw^$%7(W1Ib#Wr8Of}yKLUQ(4Dnmh;+itYZJyj<3*56l330lq@V&I?M$~bBr8& z%hRcd;}X<1ZCxfvSm-G;*JM@s8A0Av&<6-74qfS36TFV3W2MQ3V8Ydec%y|{ukn4Q zV^#_Z@!I9rlKIzBQndT5SYB8<2H$c1382M{kH_y&#$8qbGl_TjD}E+G-p?ksUsX9@ zY+lgZj~@swWesNc+a0$owG#itz4(J=>V<86!Yd9ly8Q=*rJA~?w5yB}I8IDz;zYaW zgW<%=ZQ*UE&#L72Djr)oM3fh@$ZPP(D>HvEnLwweaOa_+NU^Tw)2E1d#?u!|Fhr3a z4-0P*@A-6}(&$agM`<~{?%uYdeHe-xF%HR~TpMu>ohevL0mgI{q=?M)n{5#M<$KPef$vg3R-<%n0V=C}a1Q4_Ipg7OnuY$F(ItXuY}qoJI&up=`C# z20yv~I~X+`ADewmcpN|r=;3?X)|KaF#c7ujyIHL3CGa%SI(OataQ?)% z5_95CznmJFZ^BwLGJG?#GSyAw8GvUD&<|##)mj$;&fB6Si+p-Tj_S1b7(ELg#Z1n3 zjVIYl=B+0VLcBP~Y_M8^+a-t>Ojd7Vn>EbrVM9Mewg~(M7c5n{GW&|>ZUpp#^!5}k z^(9VhQ1!}|pf(iGGIZ4ZrPP?)T~~>9?CLL#DE~61Zkq8rJ0kT{syUjgSMTJ%-xh0P zJ0yX@z`?!@hQFvgaZi}ua7SlAZ)WdbJO88qT94GBfM2!u7amcCG{ot^nV%J z?A$Xvc=$0DwuzrVzfEn@4+EwrAj?OIQ*9Bj=O@zHEe1x^`yTYp91L>S*X*dG85Vh` z4E&K=s%(XrHh#b2D0+3yu3$1wFmI=>fJQS!U>pZ!iVNgkP0eT3Y`DMgnA968md0I9 zXtBoD*eX!HdgVtHp)m1qqUC4PW5F|_Qi1A()WphfLfSH_%J_qAnOFW_7W$gf5G-Px zVrRUtOf}|>9G2y#aho4(XvhA+iJxg(9i;vTI@Gk5!X`Vm}|_9yzoDV-({)PIk43X05>3)Qa0h*ShhuaPCF^*pf5e2l!h@ z0~W@w=5*ElY$cR8lXmu8>a7h!y~21oER)Z8>y|25VdV-pRb;4yk84l|YGC-06bteE zN2%5*J>!)CSkXMvpgDq~;4;>0881XhiZ?c$VQh>;;*GnmV1VSo0FCI{D~Fq9_ZRyQ zHhniw*Qupeg7(QB*RPWnovYoiLu8SUEKNE|g0=l5cJNpQ(?t9I{2p9}#LF zi9dtPT%Ugqo^Lt~Pw-31g$$Ul1(y0W$~W=gQOQJi2YSQ@XmoBiJ+=uFprEL`I?fPe z1!@@x>(5!4S>mEMqT?CLmD6}W!?Zef4pFaO1HFGr9q2Xfw=(k1rBLh4A}@zjJn&-v z&r-6_SO17OueD)1Am(k`L*6@aXwxmzUw#x#x57imLYF&J6R9@zHXD%vS^;eXWufLA zw%V1m6)jOOnFit*B#@yod@;;b-v`1xJC_CSI1Gl6E}E=_~z|PQ#+Gl zH%54!t#*6%#u*S=Bf)^~T0~`RgBzP$(N4G!OxekT7dYv~F10_u-m6%O!f!RUMXA|R z^Z-HX%qq$qdyfI2-bT!Jbsa({1ZGNr5q(Wcmfi)n+Z5|Dak%4D#`4eAFQAR?r7z5# z*2H;!1Y1>!HRZ@0^*=8_Wf=&1&SuWH*!hz*6Mgb?@|9RsJ3NmZ2)|0f&z%m^@u_8? zGAK$1CQlvYF?rAGTh`rAPPZ3@>?jndE_lme=SlDwTEQ(m#1ZLqo;J<@13_h+I#X z3RpesX-8{2}_s=o4zvlo)~tU(GFkUR|^4mPRX2ZyVZ>+ZoJXsMl+aCs1ZF zooZGMG--!>4h$waWCfMIE~~t4VjqEZ0}n}H0W8=U5{R9tFMSXB3{u$qG7w`=fbHvP zzTexo7r+1Tiuqh+kGS8l{3-H;6Zsejnyv6Vu|7%H;u1=!Owrl!Y%nmIT{w0WM{Up; znBKq};g@TA15@_4*7t?n&h#;Y!Dz{D4`K`?qwd2Rq&}iQt@k53F@+XS3>bH}ry;h- zq>}z4BI2mnlNEKTHr`S~4A$QxlLUi&d$_S7p-?NidYZ!ZlZl(olAHCK2Bx)VKAnVqa!8W2*%;gT=Zu@<#M5P@ ztvrg5X$%_N&Iq|h;o&2TyK%FN)AyBc?nN2}O|48D4bWSMHeB3Llwoi0&o!`2wWQkH zYFF5k0-rF8lwc^8#x<3o9o_-ndu?Qi8HGq2|3?Nm*h@V4ieEWU-bO1v0MS4lcx;?( zU7qA#(7IDI-7oL^EJTU4;AiH>sDlPT2m7}j`9&emejLhsh(IW?@UyYNy@$Sl9s8TD zaXUSkQ}&D8DwaxKpCvmBNIHJ0;*u*SL%l5--7yzzpOki$1H zFHtJwLvzbiNc#DlMvd>{N|R!~@>j`zkuJPIVsPKWSCUVhb~Y^Am?ReD>xf(s2s9S% zmZ_S((HLE=$6G$1C@%@bTw_(RBOZS*fEdoPtQpMyO;!D%$`%l#!=tQkXJ)M%mYlTlQkL#BW4D$TW7l)p}X ztq6L57=h?BFUidC^5(`5r1%MPR+Q23dZ^lR7L{mt z=FuJ}saVJ&!)ar-{_6&Clov3(tAApfXHoG`cwwOApb;4MwS|h8Tu{>7xIgBF{{Rh< z#1_w?;d;^xfsmGZLn;`nIbC6omxJjjAi5rY{^YA+5Z34sd8k%kM95d!I4^Q~M%fZZpzo;~Y`kAF9GDGv_oHcCmMUQEpSE z*@sWlp4LU(nR__Xl31bVX}@iYMq)|E?>7JTCqZh@$OjF!z9*Npb8l{OmG?aqy=JUy z+5QkAB^YZ@-G|*8d4nEp3)>w0cDC7m6PWI2+&FC9V$EY*P~jG7PQW4g`9|U_pk_7F z$Fp=%4iE2r1ch}V_aYMw;gb6i+%I&9zXr?weqfaY%d8m3*(RBhP4*YX#<{{e%b*FwK1ZS6%O`N&?{zgl-HEA!r@T(Iy*BziIgP z9uPbgv8od7xGn5$x7|_JU28{@XPZj+Ai#KuwPcOHbgdyU9 zo?mNT-0N)aG}}Dx)DliyZGElUeF*GF^w+ClGp=2#DqJacCLu%P)mQ{74KWUrFURJG zmWzX@0ef{_C>FfAHoRoCGx&Su=0O0^`pjnCz{pnxabU92F>FjX$M4miEcucU%|1zU z`tsLI{gof6N+8R0{3%VHJ9!=th-3L+nO1GX&EmAhn`=YA0k(h9$J_t^F;R-i3jq&- z=I4;!Y-?7D3|3fcb}-?}zh=bgnw5AD@Edac(rN0{ld_P81##7VoK}#Rs$0|-Mwf>^tJMBHM| zEG9J5F;(QLDF58llzDL~aK3P79r49Ng_4lRz5sa%@4^m+3y+=^iSNBE8+H$f`lTo~ zKHpEcO#%;2;;XnQ&a zO@oH2L4ARguEV0`Ur<~+@|UvClzYZXs}gsUj8+r(AzNbesV>g4hmA{a?je@ z(eZdPtsH1SY2>cH{pWPe>mkAl&=oiW#JXHUt0}-41tm^Ce%5l2i;-p#buHnQct{m*D z9tg?cIwY)6?9^rZ7hO{D(0g@f)I^)|oXo2t@mr&l*o+FLa0nYl-d-<;zmiLJih91( zN-&Im58iQNg(JW$<>A%poG8Sx+AK%N$7B15KMZDu*h^7)lKzbcj3U6S5&M?z3>nk| zv%|wfD{WIrN5gY`cFq>* zbl-CVidnPJO6{4uL0XjMEwOU8qM7sr`n5cV`AoFZoV})oc1|M*c0VweK0?kIMsv73 z-!slIRd%(y9L+NqC2$?a^KJ9Qpp^%8@21+Hw|Aqj$-{iv?&% z4~s(=t+CAU--CZhBXlVY;H4JDt)J!nt@_F6Bh&mucw?MrTi2y=en_j23CxdU?;3YU zBH}VJR#=;>cU!xx=N)zQ>Rj{rJ2Sg^FKAjbvSz!dH|M~s5M~+G0*+n#pNIwbvKkbX z{wwPR7sO(|zgToTmIYOsUko1z<1(~OLxgRnh@5Ei;$+iInd!0j4c7zlp<}(%Yh~dL|~2SHy6>38M79aX8nqfNz{ye7d*krEdc}2M;csQh~0W+ z1tS}R!ir_F5+Vg!CUGQi4voTCey$u^I5mJ#mxI1TK#i%?R_I0 zp|mVwn^3ud6a{atD0|#s1)ASH)v-^zpDu7KT!jFqipvFSRe66^%*VKSdeR%?v05D} zT+X_70mldXwchXD+$I)z`O1c^tYaPk>xSQJajZ>5^QVC39rQF zURx9b?xy71T;63uHTc>LV9qsXfrG2RGb*YN;&uf7@qgy;8JLec;I|?WI_wYi@N}6? zn+|DK=M4A+5S*N~AscI~XbQ1>`t#R_n9e`o5)i7kcGy z)pz+Pux0eO5ojaa3sl0N|9xRGrjWI@>FRMB9-_$}C1)T~H}+V=#~kWy|FO4nL7NS+ zT|#Cp^#mOd1DMbjN-v!dkU@#`cccYD0^rmcbwDIQhZm&Vo!4>~<)EBKu~R5W%S-pL zRLUt2>oevL08s(W8U<3TV-f9TgB zg}AW8wO`7J-rXCkt*ZUl{7&`V%<-AQrFpZFu-QKbU&zRbu=mN79BEP!- zdi3PF(`dC%GTtxafnrPI^GDCo;tFlhNy+UhY(}TrjgAL(3#%%jNcTD$4?Q3IQ5(Gq zn_hc^B26cBIZQhu^m`YnpFgtTPF77O9bPP%J-#<7^XRVRK9WdnFh4_@De zZ-WuT#|JOMUD7U{IlzZ>d=K~jo2RX zXe00>EtByr9Js49@;i*$A(CgRuG(uE6=F5V+j=^g<>?UE8CeQ%3e${+QzgH-I}Ou^ zrA{Yi;a?I{pMHL*V|lLf-TbZ(Yuf|Nt5=oMgnoqen3)|rn-un+eJEiyNo7ou8MM(C zlR8L7pUUg%xf-AH_vOh6f{`h|`BPFvN`d*X;GVwFnP?Fhv8uu!!zB*5is}6`3@Yl- zaBNKkHSNqy+vVS@@aku}hzKpuHvL_;W}0z9?F|k?zv@FYT=3D7Iv)S0VPRDu_NVa; zlf7(#2acPY)te^MF5cyBGH~Z)X8{%6`xc#wNJG5%sN|@%l7Ed;2kbqmy=dAR4WWcF z{!QcujZL(e9uI6|Xcsa+l_!XZiFwZ&8LFwYY^}`|JG{9R|*8zKGdQzJQ-O)<*Y`l8W!jWly&|88`H{H2N1 zz>Zhq_$Q;KejN{Izn$acw<+|xuIByS5r!uT2@A;rQs-6qItX+!C~k;Ai!~F74~|s-FqWNxwX6nobbP3FS@Fdh!Nuk}ZYKO-^JG61I zg6qNaY4k-rI3CCQ`bWBGsreGjaa=z3fYnCYvsRXF>^+5Z29SHalKSmrbR|hQafH@* zwk)JCv0&rS1^rN;Q%|&0feM(94}O4?MD3E5NoDKb0U-1TeK|3{q4uWOvK<`1=Y2%q zOIUyJ&ue-*?~PG!H^%}OvkUIfzMRx*>mF5ofrY1;@T+I+CxvbF$l*2HW%9IuW+{Tp zV4wTDCe~wbQi$KkrgW~#7GL!CIOz|)-ruzOf~I|B2g`g)=W9y;4hCNm5bTfr#^U;07X$fXhhs`w) zEZN?@u4(c@Cl}_Pzc_3dm^OzT4mBrD%$3liX*IP+VjC^D2XpiByFC_CuSw~3=87kt zxy`MQ6pZ%*LqG)@?Ai*v99ZLA3o9cuxp^vlDp+lE?A9Xv#2~M#ssY!O``;=>KlIL< z!{cSZSg4bF6mcvrv)SgSL1${p!dW31wD=!_qoe;eoX|Bt^-~;A zR_1CJH0_wDdo}!R=d(ZG@Q12zWly~0^_}ZWhoS4=GVr@YE;a}6^4b{jB*Lz-h!lo%-$%02mZp52k z;AG62t)9&JR{lks^P5RxWL)B|D)c%#s*)fc)h$j{uZg%J`vZ=6} zsZG(`AI9xg@97*_uPYc_u^b;fUwhDxov$bC`aN3E=<|p0Qi^WX*oe@2uYT==AyXyS zWNg;}hPEaZ<&=(KHo}A1nz?HdE1z$s&<^K`%N#g|(|LV!jaJjL zax=V>@MN)okI4;dfIA>F;N4|pXQfof2dparu0L#xl^zbJ(j9kpQv3*qHGalAs<$ih z#?r@n>>A>P@m7ttn@W~pF2-kDbEKG^+HS%IvMxrkR6KEG*ri98%I z3EzENxa#mPk5l-F;A?#t!v1@Um2ur@OXV{2rvkE`KEJH+uM1tq?&o$EdF%EsTJFA; zYp2F}?fX4?+#`M7*iG4IV)~`(W>bvQk3T%T0*IW2G}CUCl5WNOFVdw;5!w!!&iq0v zvu&)bk_*Kb*FB-8)c^kN-IW+z$mXW=;Wg^Hc?fd&^U1IO>X_gE?U5GSeY3ui=`Zxs zR}08b`J;}m8l5wr8ptLt)S+xo%{T*RRz7=RGOK^d{yyOR>AU0LM5K0lO>%|8*g+U= zz_)@Lyg=1=X%k0dkGUv4?ir=+3)~ADkjYp@ANv#YzEWq;C+OKYft`bf6B6hDSM>+a z%r9!~zuD;e5C%jqJTjWT64gqw|HP$X`d+bm0gDEg{K2oHpF5?Uz&JiH<`~#>(a>3) zHG|Q<+m!8rLqDw&G5AgEq(gTiQ8bjwbnb>U<10_Zq;)x)%6Pu-@RnN4NF9i;1fi-5 z=Mrx*5N&M59z=8#YcR9N6QX~-rl&uCrRbBdxDmr;=*N+J{oMtV-d?1q=Zf8{aJgb_ z?;mvx#JF`IzfUoxc^k9JrMp_08Rx$M`;Pq|Y*>w4jwqSuf_kM+<(G~<-`Cx%9LW0> zvd|?DExam~e0!9mY%;`0al_`fW8$RwhBToUWuPB>1Apol$?74gB&Uaowi#P!c~yGM z(WTu)%fDmnaISw=dL(W_DJAJG@ybx`#T184%-^B0c@`2JQy!%~0jh#YjrL&3*5;e+ zG$P2#HR%}|6i${>T*V!?=LyUF!_{lrGOyLNW4jWjchhrpUbbdms>RWH7EEufq8iOr zKEN^GmDC{n>vuvWKJ~=a;XAwD*OL|%uby!QlgaG5EK`v(ow1#H&!=g23HwNnMq?3Z zR+ahdu?PH-RB?h4)PHa+o?hcTaW(CZLYqMRYbdmr?GbTUO7VH zFQkQ$rG}KgR;sR&^3Um?dT(lY^Cur?=Q4e8w8?ynofQ)GCvHIH98W8z@rzcZ(aJ#G zwMw)C{kez6=wrcm_WuuGUjYesLOQ$rO}oSE6(yLjaz`N{?Kk-?vC&`j5f}4D&<2u2 zRBepixa8tjGzGOo^3n8R!TNB_*QM?4V$19EtC+9+%XtlR11WSN&gau}?*483umgsu zjA!xjdtB?3y@M7qY`IE;3GdPg2_9CT-f6w?V0+CATi?3#b(zfp6BiqPBDp1%P_i|= zsVl>rm$&@7Z1eE|rrqnS{Kg_pu}L6mBIQ;5m7%D}GH0yW;?qO7o?=2WsjyaqfQ*&p z1IDmPIqsb~);ck!QTRs9UhP@eBU8n7ui7hM2p~jI(CY|h zy!iQwUWE{BS^${v8u3;LLVs1NTE)E(?~AXFn!1;CXORhWrl!Q_QX?&%C!ZxAJGq~ z(JHa+(AY_bleU=z49r=(LCYMu25UMrLU7N!Mn4EP zq)|Kay>9J``o6R%^4IkP%A}ch5U-p3i^_*6@~xz@)1*~1zY5RKeQGow=!p@IMKf+F zHT-#8Q~AI$o=q^XVfMzuV$!7I48pN-Z7#P}N0k^j%$dF#EoUeP;?Qb##EH`_plFu9 zh4~8E&2ikQJn8VsTrTuIcqyERm&ntF2e@Z&kPN4&m05{RgwDvYwogK-lf-x7xc$X; z({q^Hj)|m36hsmvGroHdmWY-We*2UoHj&Pi!1>99*=BW~vO&?X8^OE9)*BAc>;-&DT5})0rw4xd#*{*hchG6ME$d zTfAQpG8C}=B)T;_y7ZY0?XC<{m#^593b~-IJKVj~te$yZ!F}n-<43ypC2jfrGTMK4 z@A@O<3)0`^I-xIT-V$#%A)LfHu!D~)@;eX1INv+)^O1dKYHohPD(gN_YR6*yiJ0b} zjmWBTiNFRHQI^zbSHdb;_sJqV-O=V!_^8-T9AP7 zaX|~6+6*Yc9?c&-Fe5be+6*orS@K6(Frh>-!56J$fN|}$ zBr$}p2T;hoj~4%77-gUCaZ3e;(B&sN>}{h#Bad!3$LZtE0!^9nwOcp{TFscp8_|~` z?dwOsM#H5p1D?1HTGo^1zbTg6^IvES{3(b1ZD?x2+sbPNb?aribM^O4dPbGLrWM%OQwOs}{(<>zY&y_& zlKQ1LMc6FgjQLTn+n$mC8ZkUQ4%rM{p3P36elId3>FUmv4a+>A)vXdkFMd!mrEf!m z%t&U5lyv2pn~07JN_JU(*wf=Sjj#IQ!*QwuS6pc0mu&>Rzs|D*`?o$oU|~1p-PFqE z^75|;=kXrk^vcT`|Fx}O=1yg<9fVl-=OfxwlUOOna3Xq*FWd6dMM@?O{jkR1`d}Ba zId|{M^;1~w!18+xG>mbfB1ZM0{fenU@szGG7cSfH!v?A-v606$_)umZ9+$4SqonlL zGHZ75Cchz^XRkP$?6mFfMEK6NSVr6xhaLP9=m(rwt=up#x~U`ISmiX#E$q0%Q^w-v zE(pFIYe6rqPTU-4#$qc6vudaO7@!K9(aX;-O$_)8~0!QNF1cFP23E~Yg zz%tGDN<~n-x8Qla!-DXLl$Dxp#zR*)@x#cp0&I8DBk|H(gSFsn{-AHpTaM}_92QV# zw8Z}kHzuvVL;jBzpmxV2iD%DFq%QAYzD(BohduP1--XRAEH01}`|oR#{5&0#!Z^h5 zXI}=Pa0(W1eT6lG+;l^#!25g+RYny)JHbu1MYVNS*(JE4ZrAd+YRmCq8e6r1&=EaC zbDTV0%_v4cn+r&Ow2;r`(kX<^#|y0yx84K!Jmcc(SrIzqzGLs~3ef^m z{hg%C66!4E&?+l2;o0M?vUuCrhz48?^g;E3N68ht1Lo2@j(?FgS-H!j*%%A$;gZ zIyqa*#OP4@=12XY%0!4!C_iG?HMtH324^k{A>;r#MFLkP1e@(av9!+0IKhG3eks11 zCzk8U6G$DECB~MDZ8{)#^#c_p6)z*m7exEFH2t$j0a^CCNBz^l9r52?)gKuUoY!Uz zX*6YSPd`S3NoXQ>g^-1(q?;{ViDlb(nia^KFb>5i@9l^2KGa|zCpzHO;w=uV=UAQ9 zx_f427r=NKYO{@;fKq`I#76vvk?Sc=;9^77z58?s*R(>O@i8%(4Gb~!^V>kH5N8tR zlf)*lsA{Io@4{?C?eRp5zjd9=y938d>$}u0B=JF#x|BM9TL?!%eVY2p<7W1q@nzOF zdOud0dVE$=vM+FJW87c*X8ap7iLSQ=Zyz{>8CPRg&dXXIZX;s0?))2NWk?c>zY-y4 zUb*{p*e%074NA2s zmfhNF!3N{m6i4tBzWB6XD=io;0eOKWO;CVf9Rch z)OQve*cr(t|GuCo(Yl#Trs+pFC>$JPORjQUZF?7YgCv+X;Yo$Alf6?(P+77u7b{4E zFTix(_`=T^$fk8w{@4efS&zQHqw&yNu>EG0Dk5~WBez#yu@HquG||XZs?^zptv@9Z zvQV!SHv7w43Yy)W*4d~j2ATTZ&4Sf~20w6wj1}E0-eS?i{<=2tJ#9O)9PjLYZN>%I z%9Aep2&SKvkG1;_0VnIr6-04@Z882GsV_V0QqGQR$3t_C7(+7w^S&wy-B&ppNxEzR;65KTc)42fj~uy&?_3M?OlB8ou$>W>BwJI7DHqHNET|$Q8EZD;dd>;of{kr1)da zoDcWP#}3%VUK}nPxmb?aISXsOCb7r9&L-A7i?M6n$SN3p2YGak^G!ohCe;2* zB|;-He+l?v_EtOf+Mp%=}$JJpInCPH>L%HU&VVc|ib$ zRPx=)=4tcb)wzm3HX)&gZCLcwJ3Tei6IcE^8F>)kIpd*RQuO;2UBM8MZ182jbIMw6~E- zKTn%X$daISFydtlk*(M5nrcW1m_}4(`f*_MP-KP-Q-@{GUcIndd@xJTW%x8U)~!H# z&BK_@%!pxFvGCQ9+!vZHxLtfU9;W-9G1In%nbnh=u)v{3&gw_$q}J38k(iWe=kSPu zHDk$-)z>iWId(3ko}ZpB?LX3|HXEQNM8Rnp6eSMLA|Y9Oo+JJYMuM7}ice;BYsFYU zj6D9fV-(`qU3>>nW77e18qEY=5wwEq^GY-4F(%q;;oiJuNrym3$^7%fvc{mT72a|*gkpl0!iDGU#G1>H(la{v;!#%tXW9Hk zXjS2tvD9X4L9O+`q&oMaef;ZI-CpA=INL4#TG$#hBd)bk{d*>mt*4yb>_Z%Icu7;J zOS~eY&&azj<3AqluvNv{GWi)lH-EsYVBI!TB%1NR%T7xXv`p*Uf9lmQUQ!t{ftnDp4!m&9}p#UM9Ecsf}29ab#HrUSHw0`qqFRisyEeb z?fN5EDNe%!-%B9>;<_Qn>$>Fx3+L{+u*g#A)-nV!wj3can*_~-8k`r=Okv+$8jaszcB~st6?(GIxA5|&YalG z?Z!jnw@q-~Ld<^T5OiHq(LfnsA`348qFxzLLA_#kZbJ&06OTk79E*|@r_U=5)y{Y( z!4e?fKKrd0xjo)S9)tg;0u1Q?ESq%Scb3+Y%unZEnui)-y%-+EUF^3c2Ia-$b7Gk# z_$7nK9a<(NrQ4QOF5%Mg$vMzj4ISByAXW874lfA0P{2R^5|F>g*JD_X4s`d2H7Pu! z5rta>`nM0Y7-}(i!~ir&muVTR=b#%S0SFNGf{i*okV*NLThagCd-pm6(GIx9CSKGoD38Acz{)w zw+(K_77Cmgv8=EgIRw=iu5&z^4wTNS*1vh>AL}fq92VuQ;Q?3{KBq&vmWuRuGmmlo zr^NV?*C=$NsCdWl$g9!T`oRmst6McE{JS_J+f?VEyabJGe;I8Gc)ki_@^E5d*t3es z96helw}Y)Ml^trt)V`dscuZXTb$OBaQM5eW_*2v2A*_0dQrP09nE72k#)VFFt}g!3 zm}I<&O%*U&|Kh*q){0`F9@`hilA8<6A9hvUk<`hedu=Qc+JEd>+x+Fg?5{8A50LIf z^D`U2dLs>9uKJ~ymq6YephBAm;jsnKJUstVVLOru#_=SD*=WyTHM&&)$gr@=*|}ezf25vI3=tTuZM%Hm z%;wH4#Tq@T=C!E{@~nYxTc%KiNUH44h?g|}=>_z(0_CWv1p=t!`1{~R1z*bnxh?Qp zV9Rd~Q@i9nl8|cLl2?u!hS_ud!!f%tum5u~{#~w|<_`_mC{lCeZ(PuMSqD;2wPLtg zK@))%gjXbasT*Ttf;gh0xequ+wo*Gym|NWE9<%w#B}d;zD3%l^Z%g=|{aYHE*v4o6 zFay`D_$gxplWX}{L#8gQ%d!GntiLR5IqD?nAnV|$V5Kwlo}aH}!{&F9m`1z}1u`pc zna&_oa(Md?aHnB2H@CV}sT>Ed4)378!L(nCM;FhEK65|a@=$gj4DuJ`6=Uk?O4HZw zTJ_G^*U%f83(;7Gkgl2Q7AhT4`TgC1kfD)yLVS9&VGX+&;VHX#B0DIRicxA=x?9r( zo*S4^!9BZ`s{CfJs#;&4JOz?Qxh)4_qWHVmTHvHP#Y7z;>rcs_s#l!N=YHm^bFGV@ z*cCY=OCR?5g;nryn#Zn>mc4o%zEig&L0ppfX_r0rG7%Mtvog|9M$|ZIliB8|NHTT{ zkUcw%0PkP(xu)A*u@2P$!5Byjd^T@epy5yB;;^nC&}y^HLqv;9F^xcJU&2x&LIgJBhPa>eq>%eHDQEg5`U=$VQ6rNebrcz~3d zcGK)v5J`R(@dQ%|eJ6be-}$(j27;C|Aj>41Ye@`B?vd*6I3zmt*9 zETE%PN;PSqt~8`2AfOQerhOtc>*V-xk;tzE6#X{nBbL_39=bihPLdAjbbl5`vuNR% zk;jzT5L-UHE8AYL6_SCbpj#t{88E3l&Z9cR7(y(DdHk-}kY~qiP1OQsBXWH{zVOo! zSaRu4!>XAL7YpGp_Cfc8q>p;P#%m2BMDb{_rFvl-P(=dZ{tuj4VK4DdWb`B7ho8un zfb-y*jg6bEPhqD?)O#X!UgAS~H2KDtu>Y3%naHn!tMl!-kEKIp09;&JHa_xjT_saA zH(_LoV|OI-H_`RUOeYjEVLF+dyE23N3krPD69zD)z7cgCl<8~07) zI?t~jH~O7F{8;>4Ll9uouXRMpHL9_|PQt6%^R4Odw6zDtmGSn?^4u1**_%Q%px%)K zjRzDtoEYy(C?t90I-_fT#Tumwz=Q(e$H3w#bsLBIo-Ky0=-TLuj&?i z-$rM1O|WBEuSPte3vqR8dhZ0BHK&z$a>yYWc3Z0AbVHbXjYqoDXwC{Sk9T7SjV9Jt zq^Vz*nSlM)fvg_k2(s{Wn^MFi!8KKDo~*uyyIMZDemeZ7S7C?Zzb~Fk`hdqPzXQqq zVHTK!t2;RP%I*Mud$gx|z!VL~AB`5U$9ZD;yYtV809y*3QD_j_lUwc|8YxM+YnJBX zRQ5R3kQGEgCN*u6j*C$xtj=_!)B%Y=(r)%4LtqUChZ75@r63xXi2`2@?y7n54CQwI z>qfn;|MPwF{!VF^<=b<}eG8&T;{4U_j3HA{am(z?(9t} zT_~Q>#bY7l92{4K@qA@pc{HcK5R{;uZF!oFV76mDi>`7LoWe2D!IyWRq=+w zmqk{r*E$qe9om3J_vv7JFaNhrczgFOVXWv4nJ= zc6Mr=R3dRt0-qr~8-y~37Z^(IE*fvpuI{0ory#tCGA`|CaI8D!%AIK+?8$NDQ#!pT z-lU>ey+mGpTCo~hwyp&iFW=8hn6ZtL4{V(SxChQb&5S(1k;LkPUWJXrU-HhV&3;VEE zBX5FTbPviYQiw;-2*Uz=&&*kvvfsB$%xlnHurlE9qu0Q9Jgoj91@6L}@c>tiVZ)&w zsE-^ComR!f)$^(U$G23JJ}e3osEj{|k0W5DD$?gW&etRz@l zer3Y982x-v{TSr35mjJzkun|SY0i>|58(ucxc*y0iH3%e45TqWVOd4Dw3pUCCjuNH zAe3rpeqMML0<{R9Jh)5$r*QwX_Z|ofS&IM-$k(t&vyuvR(_De9{f&Zhxu1iLO|`mm zKiV@M-H!vvV&pKPClYSv{ zeN*SN=ecu5IM4U!O8VHkQ@bzdoR*y@TU|TzUVaV0{35ZEHrKNwsoMvkfxZqS9*V;j z$aZif4PWjrv`Y`)Pn+sJ`)=-vVUpp@ob_LC)ICw?6^m#wfOju^{ad^@6%eQVADWrt zO-C~>8(Z%jC_SF9J)X;2vImk2q4!2M$f7S*Q3(Y0+CQpLGA8^+Lz=8|Zd9}!>66~< zy9xj;E`PdK`tefqucB>qd#0Mb`rS@SH*7SrHyfC{htpOKpK*+_);dRyLLqhJLVdf? zfJ$Wnu?$Pdz!GgH-Oo-f+Oc<^ldG-FF>zA1AdG4WZ+kAYdF8ww+d-j1;kdlQ**M;RYUkUBX7sDyT{c%Q! zRj9Ne;rH4-_u1MD=y0i|tL`J3eLf5mn^jAGSC>31 z%r+XTg2~#w>!d(#zQvNov(GY4rDqA*^^|)=dA(`8)A3_TthN3qK5_ zg4kHx^^J|b`)LW)BTf%~ra$iLDEx2^Zz9#<2$8OEdQ*aXHIh|uxLwSgPH+To=o4n2 zee(X{?{s*=5VCunHpq0g;f|q;ie51r*_r)~JgY11qpJwsZ6{vqQM`XUc~;C^07^NX}00u0n&kzmUsQVp5a5o^;$)B*ZMoM+tlA?kH& zyYBcMH)(GW7W5pceUl|Ws{YdhXj&JYj=exvE7VNqw|x7T>fd7Guu;+Cwx}_oIdC~6 z&drVQhaeHZzxyHS>udh4*V~s~=xk$l8haoS6VG#xvZ(R3L)Y{}zE-zp=D3h_(nHp( zlzwon!ep4SN6WLb5Z%C2R27A=wXUrP-AM(D^&q3P-IaJso-6$!0NTcvGNVi|r#UAR zR-Zue?MLzKdcxZQP^-{Xhk5D)^dd_F#3O&VsGrRbaSak@{4C`t^N-?1^+<&oaG+72 zKC_P1kgsP{x)<*;vA+GmmZmnBr2G*~GFpTBnafa{>e(6^N5pTb2K%}@7lZlIQ{eDZ z3pzaI`APb+v?}jZ#!0}!zTi==J%|B9`@Ty^FA9zm>Wfi8X$zrepDuQYUlYlKoGbqN zvm4eOW7By*9ZP~Mk*7vrd*p`crg36-QjXR6z))*8$0(tuhww3~o71sVdD6YW*r7Rf zPb@ddW*uf;2(kLxx91Noc6MwwHa3(?BoxEk1rWG;(L|E$%)cmvcvZBna4?gDzok7O zc|wvtty*8+Zybo1B`B8A_Tnot%Py@S$h*7Q;z$`qVi+&qW-|`Jv)W%cX)lW}08vJG`NvbVI zIKA9GW4~RexJ`#Q+>}4OUG1l-<)NeY)TFnm>CgC*n02*T$=NjEIZuj2oe7JH2#-1H zeRjWDo+TSb8Km-Fb1%yf{0zOs-?au7IA2ppNZLY@A(xR|Vr?~SW`Y~^E`kW|x4DaSXh+E)v6 z84kDW#(E(|Q64ZA5C~X*4pQ)yE7+Zbdgo+dOFt_$qy$c@D81|%hU{^7H(UIqfNjei zlzgNL7;_U4a&W*`P+4{tsbn{@xR4Cro=g|pZhuA zMd`a~On35?xd%1@HY({fR?NcD;rBCk=i!+o=?y{^yxp;^iRC&UY;6>5%^;o#JBDa= z-yv6~{2}~c#|;9vwcI}{leT!ksf_d=+P$DC0&Z>f*bFjgWa2K{7bi0et}e%}4cp3r zhPcS8{eBu%oJ=lSU}<%KWh2f&AkHt6v(xiUaUOWmq&M{}2qy|LAZiM&VYPe#Prd_J z|1kZQE*+AGLj>)9M7Z?RBLKnD8djR;@knV_q?bSFSED|uydo2L3kFVt!xY4(S}2E- zYU!k+C5RU)`k#LH5U zb+O6vmwaSt0Q4V!T=uoQID9$68aTD>@z)xk1#ZP_$7op}^}aL>{jmtKtz%ztQHEQy z^hCJ9*d{9i@a|~hb3ilPZC%k$aK}&EqZ=f`|Iq@3tz+ES+uaGd?QEswRfRDLH0BJf z1YNg3Sx@pzHgj_UHIM*nI?{S-$BM$)AOFsy&H}Up!vH@n{Ow~r$I}ONG!_oZ=c0QQ z?gVtUfGQi}@rD2mI3aEmog(=jX9beI48rb$>QJT2*w6fMIXf~SpUk!FH+ka-#K$%y z5NU>)vCjKd&ZZns6(vt6#+2b78B%c%jg8cA32HE}e_&nza8k?9z*mW8gnF zXZ`V&=-(-zo{l^Jb3eYjLJgm}(-4(r7De4gd4f}`GM8FkFFN9@*`p3uwLI_6kylTx z$IXFO4sL44A%AI|NmeyiXJy zYc$+=Os@eYfjIOB_N;46OlZ|;2>k;6qVbo<23@HP0{AdB6sbR>*!bT2J#BJC3{gcDRI;LgQocNhvc8Ari$?IpR-DICgfbMT0m_DD?1&+cQD& z1l9YGR9L0ZI!#tk8xh+&XB<#S0utT=#Femov8fM6*BrX1Dwv8%rv!;-gqqHSkbJmg z`HOGx~6BIM?bs+1~}U5>TLKxca?mNH{YMjp3q^c z$$8D3Y&*e3b-)Qkz?jh8Hz&D&V!%#73<%(jk~BOjl<^d^wNecJ$eV{dhCr5&@YYtL zFk)GVdE;J{{KSs5sM)kq*`q+KMhHCq<*kJ~To(j5Gcr)%@>1uHLl{JEo`uSfJzXlw zSnOQBIyDHRh&AURqD;f7ri83D=*-SWI$x^aotJ>1M;;gn0SAS@V3c)qvM}kjEkm^_ zbL2t~M-`}NF2cc)g+DJFT1?Zetf)^HT>fMwOc&hllZo~O5()CJC27X*ZH2xEjgUzw z-7Z_ewVbxYZ<3tL@txWEq8iF7x=p9jsZ9MM6JDi(6y_-o*H8Xdl1srU$&4L99Un*+ zFQi}%h5DKLrz{^o+E4e`AK3t&@Aboy&o{e})7m-aRHN}w*G6=^ zl5$cEhFDc3`{?N{{vcsTtL0N7DH1#jM%$=|$-C?VW12C|bnTOG43smJ2Q;6VVTAGB zbWz0dDJf8VnK8RRAwcVTi{rLY?4M>12K=+8jh4K^8@wlD8*zxRw(REBzntt(bQ zB-|LqhNYVHPE#gSBzrJtISiHPE;NKXYER8;4tq;*2B<Fu3;hNwT0+XYJ z9%zG=pIh;pequZ4;XRVuq zN(6)mLt;%P4tS|QvILsA!fa@dRU-_`8&$qRM;7+-UYFd+t<5&L4i+r}0j2`=nOqp$ z{5?y?y6g_X9-c(f5f*|9UJBoK#NzgFt7~`<_=k8APi%m|6$Ww-{p$eKPwL%_qWVzv z!|xCZvk^*X`d?dz#37Q_JI4ifD}%`23*pCH4_q6*&DXAB zQb80w@Wk1*Z_fL;+H0qXsJB};sVJ21J5LuvInbF8!@N2n>CCdxna#yutJ!*KN>b~> z!DgXqquW{h-MG_VV!}s@OBw21=7IF9RvLUsLU*Rv2g>=lv3xsNYZ~q<2vs@k!36zN zoH&g9qA!3@ZIaX<7EdV9E;*CtRR#Py?ResT%YV&v*h6-G5i-=O^AL2zS9S_Xfcb9@ z2nG2r=3AiLvFZj5k=1KF!hb9H{xRM-6s8vgHIgB?`)ePCGAZXOve?z&-1{-hAML(B z-e&`%avZH$*P;QwM#sv2oQV|r)MS6QVexa zD=zc|&}Q;kl3P`^wwnr|VeyTPp33w77`}?5H-H->w(Xx! z5u5Y%Ql@$MBA#K1)CK%)Tj*6qL8u1GS!!fjWH*un9B8uL;d`7LjDW_l+rdGUHxz>rp*!aB_L;k^H^P= zdc`8-CmW$mGZcPX^qd2!&MQ~H!&})tc(d&u0VpbO$GXYZkm_iFhS@fk)i!WOKn0)C ze?xz$9w5_V>0e@JN)mj0nEmD?3|N4h`rW+L<9P!V1VBO?e_N0pEtG!Qx$pxBtfdo2 z56=mD2vXJRxc%7h0+OQlF+T$Q08+w!)ZIEB_3U+thpv{0VbH!LnFS7CHGN^O@8a;fdKl;cKAwUfA+0>g7jU7Cm;qW*z%S~pWP*O? z40KG4tg5s46DHtKT@{B0lH&1ynh#EL03o8&=#Z!7t&HRJ;pT!}OBf(P+++L~E#zJ! ztq4!0+!h^j1%>Lzam_bC{}%9#4lAqVubN2_RjTfF^Nr71?6V&%y1sYla$3t-($)@- z7y=ZaaoKH;x)Hz$9_RLv>{fVWF8v9!>p9;+AMh&CHF@{D$@8lKoRTgul&DpUrO#r0 z70U8hSQqXyRa_@cs5L``pfEOhp@{z8M~Hm#DKLcZ8F)XP&AmLJpO+GaC~? zqxzUCia8%iX8B_h{L1dfOIz)!nm2j8_A#^(5$ID-3+iQg4}tklpRF*Ppy$`A^LLpp8am{4W^kTY;jJ$2lkfKNIM9BTQV z>Ox#@tIV9K-Egz!>jsDf)Fclct%0}~6m-1@)(oIx;KczF=#@~b;- z5GnfolhJ1GI+=gjBoMS7s@lDX;4>l+`u+t!v=bX5&(Y1$e}7-PKn95Wj1@_Tk9ucJ zfJAUpMcv~oIq|Eq*V64mgtX;W7bs(y$2I?<(X7DNh?>5W3JMP(^N7#Qeb36u>bw~# zs@mjy_N(@$51nbtPllGJ&?&=&5KxTg-k}7T0oki0A)y_dq9ly;S^9bHev^XiVBT%9 z)wI;NBP$+??>1qNJ}q_3pm!8I02ccnVECuGVXY!R3c09^Pf7Wr7TPkDh|47CZYBsY zducd{)B%)lW=4j8jBQTtUhmJl5to>3jG>GBPYRALVbx-1g2ii@2lN!>AguCSr~_DK z_N@E3_t?Od!|ij8pu*eMOeD4Dc3tC3a<|NPv??LS!Z?SNhg(O)m# zyF$BrC{O@4>Ccc7ZHv)KxZ$~6yVS5>0gd&wc`~uDyYGE5kSX2+w;znf`km_~=l7K;Yi*c=Q>>7F#-LO?)x z!$2~xQZqH3db6^zU9AO>fo0MJTsOkF*bN8qi?x9UeS-sUuDgH0yu(C&04c~aB0TY2 zZ$sj@|Gb6m^qp)&J=x_9-A+Ia5xxv5zr%##K0_5~=M<-L)6&KS z2QgP4hYAij<>a5dI2YYn%-_0yh4%#+;oI9kG==Jc`Jhk7F?9fdm zw95OziJZ@~y|P!*p-QEH@UM#4D!CZJcQdzUrm6#jTEvB;Wx~|t#3~SrYolV=^pL0! zqOr>qnxzr$nl~P{r2-2V3CZ0BJZ3w_5^K0ipzda*N;^#*!1lxhuePr=92(bjTFMb{ zzyJ2Tq;4I_z{tq#Y`sgZOy{RcYF0Uc;F(1S`^~t$X7qCXGJHF9L)AnBi65y?6jr9$ zv(I;@TxET>fNWv5+-JAD4}fz>ecJwDpX6ZT>SLf7v3-i(2%@U77%$4TbG6Us+PE~< zx0KXS%zxgQheQ=%f0^hqxq=!vdXTv4m?s$`OtRmd*s#8`(oP=G+1dwmbHfaP({G7HQRB!Ar`QtKD{cf z^EuE4qG&toZ-sF%^{l3gZbEhW?e%&%k3U&#Io02!W`&h2@$fNv zkx}i;f-)K(^th&~pj9Yj!O3uE@d8(xHN`k_m|jwjWjJlQREpO+TY{5xPRQ3iu`;yw za9UO6pl9w|!b4fT+$Sh672kN?sKNhGdK5N&_oq6~(F80)Rf=td{$Oosz<%#&u#yS?h6 zQj-JETGRGXSW~>Y;Sn4tfXezc7s}Gk-i}h{o5Je^mWX4VZ*r-0y*}Jqe%_3dFH{8fW!6D*w2rH59?Od8%8D~l5n`gtUqA?#A5!y zCU-f~P?>Y4JhZ&rebOH<3^pOPgHT3br9pd!ulhP)5O3vu(`Rngn_0z1Ngv=Ce466% zWTyy^;<0(k)0vMPDvhDfMpqH8_Y-Lc3|Z>Do!0%M$7;1%vaQ54k&eYPUnxaD(9;jP zoAV8Ui;8QhJZ8qvuA;eIbLt<=51;2(y0QvA&C5m_T6u3UE8+VuOVh6RPF|Lmj2UW^ zoibTP(-w6ega=wDRy%zx+<+d$r!Y=>9!C+})!~PV7_T*_GMPJXejWVajK9=Xb-VaWyAQHUUk7 zkA#=U^fXEe%O4iZ+~aUXtSK@thDxiy~dzT)Ikh8RO9WG_jC)bw{sMZz|m@ZJLz* zb%#m5^j3@E{P7ak?PrU3>8N_X(#^%i?5wJ19CQ`8Aq2EXnb8QT*zeA@{967GAH*7+ zKxmG%w6uzHHpc$Ca&nQ`iCi2R85zeXL~P6)%JM^k_9doy8dC8PuDAN(4uYMo4x^)_ zJElwFLPvBZvH>-32uE{Lgbr&crx!JPuBOYh zND>uqO!`=WcC3)g*VIxK6NMr9oB=CAm6gN$lQ$7V1ezQ6A~SWa5v}PePx|*O$gr}0&Zw0QA^l|5gQC-hK3%My_Y)c(oSpq;Y;5fKXdsShW=ci-2+irBzrTOH z=zArhx#!(h+`$nv1jg-kktL-{jwXd1qXVhh`iU)l!Q_V{hM4Qv`Kr9h+(r4M>u7O< zDXFAA5=$=e(BB_LiFoGm9l~RY$3$3)xk`oTY95|ySQ(Q#^uRI9b(irs8@q&7({Md+mH-*5 z9753MMfQ%GS^}JaxY!JGy18x!-Ozsc(6^xvU?7Jc5~n&VJRF=4R8(InMM7m26{D3) zGzyTJnttU-L5+e>E(lYWc$#Fq$>?}1z+l>YFiwFZ!3bN2yVvq>ty}xze%eB85}cf| ztbp6bA>I3u(7bBs~a2=uFo$5Dqjl}#v(0%fHNRoz0>7OYZ&Cz~Fe+U| zzEnD}PPkwly3-3+K2)U;Q`2lwlS|2B-v}i@LOvThNm=%08dW*PaYe4?ld6DH!-4_~ zh>3|gS*k6_pxvTTyW-IZdgza#<1n41iHHaa43q^9&GR|Z)zv-bVsmH}UB!1Wtq{qk zzT0xmTK=S6ji&p1cyF$P`d!ujGB_nex3YR!e^in&PEJ}k!K0U9JhsW__~6QNLFH{; zq2p(w#%ynqn@D`3y%qthQtejh{aNKmT?z(PIGEb$$3z@LLlr;M5_mVh9`YuIJYg;* zB=w`SqC$=v9Jhd$ikh-AW`4d+-K+UYiIC^!Zz3WCH4GC>2Cc?GvI!13UD`+bZ**F{ ziI@(Dz(0)w9oLIGt+>~UgcBE}@`Lt|YFDO%apYk>gJhE~Oof)oY|;07ntW)_teZ_`^xg_BL0U=85*2D8vIK{03wpMdBOq2vfDyeS zM2&mGk55t_&LhmUAx0B{J5ns!_e+U~NhxhpCxG)yM&s(WO&^2LT=izL#KXm|oq_+L{IV~fjvaM}JEQ7kTmDnz2L9?3^5HrDGu%en87|4pl=H4@Z z4JSccNF(>%AV-J}tbX26{Ed-d1+^B*T}`J~;hvdb_D zsA*Q)eQddjD;AEP8R3m>0O$+zp>gS0z^=eCVF1Wd%d>3Z> z{;!vV_{OOpdgk=ze=Y<8;kD6&Ir_gp>bwDJwf{c;-=Dm`8W+m}iP201{in<`f4%E`{AVPKH*d{|gRI z1lVF~G()&q3(H&E?%wp}`3YENacSw2o2yynlaV z2y=##xE_EPDc-)EUMp4V>+1vTE0-qV?xz0ETiWivf6sou9iB`PFnmmMa?$JN{0UFG z`r>z*&(o|VFP{lSbxq*4m4t-6{ZWZ>rII-BYCb`n{*?8^gJ^r1F8ZEjR#GoQr(873 zvy+@9BXIXczdLjcbkdyn*$3{fkq@RosZiPE{&J6yMbB4HPw!C^jsC~b|7q{K|C&1A zc0>d%D1OTfAW}uBMM01upiBi*85RVQDaJ+!LS#!IK-DUip#|A8N*O{JDm#!MLPa*p zhA?F&>=jnxdmnAz?;r5~_I}C_kOSvD<9_bzy6)@AAtzBa@r*}$tb%=W0VfKcNExHu7Zf=kha(RUpn1as9Mx7Aq+cwdKaL!DOT012$^&ifivxjrCQ-8Q8Oee7hZK%W&t9+Zx&dw`t!!-LpjhNq}r{20(7^4fRK=4TuZzc^A8m64GlGw9iLlDN{M&bC9} z>)Y8}S=(Y3l40Ue88p&1W45TRTP`(lY^w3Pup(_EoyK0bHA&X&g2{4udU`&KiW*x` zzOK~Q*Qa@BBt+zdby{fX-d`U)n1;n{Z&IwDUHEui$xMe`eB|g+AJ|RUsubdW#Tp7Q zi2F_9k6{K%-7E|ZAEx+EqJMq(dauQ)eVw$%hK8Sj?$sae)!Exg zBTgmzc{d!3`(8$-j@sg0)`TlU`t;-~DN_vC5i3V*)|k+LRi1AxP2ih@4}DN60y(3f8C8hyx*zJY6fJ`=N)KEZ83sIXI5X*Uo^ z0GTiHocM8pUs79mnxyL7E-m=&w>Kz0Ok7I9yhdS!1Woh>b;4V-B~9;sGrhtqLh0RE z7TpW?{^@r^ht3AdUfyQFtkmP|JReugQ<%np@s^zI6ueZ>hLeS*o{^m`5!W=4tXDe)0Y4yl z=DMtL{B^LeE?K6@c%B22&bYP|H}E=D!3ReKAxA_V?*36Ra*wZhh#FvGX&K``lNo1R zA9<)H;a18F^p4W5%kkCaqwFj^>*(m%*S{otar^G(doWhsWCDq?aD9v4f@1wtuf^=2!J|sEV7B0(kONc z_5pJxjDfO35e2*HS6L8G4E_#I;+8+}6Wv*PYlAeFm7d-&?;;P8{|XajvRT7Dz$R49 zpbf(`R#!D=O%Y*zSU)0XbE*VB^{g=RFir3URrOY@Bu14iD!svtceK2ERbEHOF(DzL z|Mkyd4gqtj$Y#;IaJ06@fyDydc`|~^TPgloYJ{P@F7j1Z*gd3hwwNSO$q^F7s3ez6 zUW=>Vxd8blm#V@2yY3wM?OXkci3yjHH@|4IS36=76LS%z)A_tpWEQ!*O7U_4GeUjn zGLcB(5s=D**fPn5w2#Fu9o7xJy6vNue9n4HOH1O~f#nFhH#YugAGA3kuI~OE!H8VS zUHzumlO0BfNisROYh?u5rr`o@yI^|>x}0|voE#r_=Im?|cb4i0S#hzk_^H<9`GLY} z4#nKuyc6WW&=o&Sqo${)7lY4D4qR@Sp9^5kTY@Kmn`NnL5IpI1;k@sj2Dk#?;h7Eb z$RG*TY%3t_A#t_96Hm8ut&-H-RD2j$ND$aWRabaU)iuwmT0_3Qbwf6lzWE|2Z8ChA z-Cefk!Zk+^ZvPl16}VVKEQ4sR`lo12ue-{h;5?24a424KS#DAPwwQqEq3 zMUKi?`c&@x_tZJR>g{Ax%^8`(a0!%6 zcy+e)?tBwqW3(#%8Cui(MZmQvuU3uv=47p&Rc22c+Y6Lf3APjQ-a0NWE|Z&6sf1My zd{S*U6WH0twPtQOpXrZ9EI3Ap8qNd8mHR*M${3eCU zJiRC1o#D1|gxo-5=56q9y)SDnD*OBUx1gnVzHcWsiDBUi2DL3WFHZ$1uxg7zZb6Hq zHV*AN)&3SLR^!0HDvgO}7W9FXyJPzV1qHF3ohhBlvV6OWk9GC+Nvf{hVp#l8ARRJX zR!eI@4BOmcrsGEOox{^MCnd1PEhT2MCW$w#3LV_SHN4&Uu;H7FwE`xfGMhkd=ek!L zUMbal%bBqhHP zc+Ui?u;v!^;aQqtXOCmB8_2AYuINp!{Iav7;%{o?4sPR@#~UUo%!1Q<_Uw5lhAq9_ zcZ0ab_!-w6Kl*p;-|+F707hCs;&0n2#Pz{{YoL{HhN5+Xs(R`LhWFJC<>t$uJxi|w zukCP1(Z(=sEv9Kgd1ht?M=$r759WhC0Z}hdz4#7Otq50R-rseZC$ZsZ73Zf3O4x_6 zx>;3KbmIi&zn=SaU)ygg#uK7zgyP?*nTT_AP~;ydBc$#V5KsrOky&1_rKk!Ot_o}~ zssYl|A)zS8k019K{@i@JEq-;?`_r8>Uvyx$uV|29$e_IfrPG=(uYK;>cpTpH?!=l9 zsB5tpkOWxGjLgi0vLRxV>!%A%kZidZP?B_r4YD}>WduT0RFrrikaiOp`)C14lBuaA zOtfsm`1nnv8zi>r7s9GEamC@f%>3H_pm?)&ndE!-xV)J8Wr+&*l=!;3^BtL&M5AM3 z{^E_+lWpH>6vJ{>Qa{J9wCN0cLrIsBm6aGC9!_lgb>v_ub!{?!dH&aDpzcNt4)6KzA*$*=O6V%XphUsgcQon9her=ws z1>`CwHFbf;-dSmbN7avoK0y?C*0=I)ZS66P4tq74#@TX3SPF1AUq1x|Jyhk76z^>e zUZjy?hrcb8ma!D%F5gU_WlzwobLsYliI%l8;radsey_k52g_l7sq^6FV#`hrY(=jg_}{8 z41?KBM`RqJ=Lo4s6?@N^`#>HJ1%Vf`SXdu#h_+1+L|W06zwpoahe@ntFd?wJnThzR z;EmeDj6ofD`Wcf%70gki$lHs(9QHQ(_3MwMff;WE_Kok~FZvH6&4hGE{Js7Hhyi*3 z{vud9GsMS0DK$!DO-)WRV0;!($8WT3vDU-C>ln-mm8b1xr#D3T+LT-{Fj z&)3+rbNg1>11`xt`^7UhHa7m`>;QSqaZ=E4kn=)f_5YbPn3tFqoW;$X8IVqh`b)T% z>+y-4XoqU?$<{^?d#j>)7zoRqG9&94%lGAKnZMUd{GzF8H=~OT&rkh{5P-vF0qQ0^ zE3P;=C?vIXPiq4`ClSlMyu82lTD=JzO*9KfD2dRD8QR0|9suq ziQn}l7r*{OMDOb)|2_IQ691&gzmfQV6^W(Kwmsu^5z+f1k!fKrn4T}tzkct30GAop A(f|Me literal 0 HcmV?d00001 diff --git a/ch01/handson.py b/ch01/handson.py new file mode 100644 index 00000000..718e2134 --- /dev/null +++ b/ch01/handson.py @@ -0,0 +1,144 @@ +import scipy as sp +data = sp.genfromtxt("data/web_traffic.tsv", delimiter="\t") + +# 先頭10件を表示 +print(data[:10]) + +# 1列目を1次元配列で取り出す(経過時間?) +x = data[:, 0] + +# 2列目を1次元配列で取り出す(アクセス数) +y = data[:, 1] + +# 不正なデータが入っている要素を除去(アクセス数が不正な値(NAN)の行を除去) + +invalid_data = ~sp.isnan(y) +x = x[invalid_data] +y = y[invalid_data] + +print("x[-1] = %d" % x[-1]) + +# フォント +import matplotlib +matplotlib.rcParams['font.family'] = 'IPAexGothic' + +# 近似関数(1次)を得る +fp1, residuals, rank, sv, rcond = sp.polyfit(x, y, 1, full=True) +print("Model parameters: %s" % fp1) +print("residuals: %s" % residuals) + +# 近似関数からモデル関数を作る +f1 = sp.poly1d(fp1) + +# モデル関数(f1)と実測値(x,y)から誤差を得る +def error(f,x,y): + return sp.sum((f(x) - y) ** 2) + +print(error(f1, x, y )) # 317389767.339778 + + +# 近似関数(2次)を得る +fp2, residuals, rank, sv, rcond = sp.polyfit(x, y, 2, full=True) +print("Model parameters: %s" % fp2) # Model parameters: [ 1.05322215e-02 -5.26545650e+00 1.97476082e+03] +print("residuals: %s" % residuals) # residuals: [1.79983508e+08] + +# 近似関数からモデル関数を作る +f2 = sp.poly1d(fp2) +print(error(f2, x, y )) # 179983507.8781792 (f1と比べて半分ぐらいに減った!) + + +# 表示 +import matplotlib.pyplot as plt +plt.scatter(x,y) +plt.title("先月のWebトラフィック量") +plt.xlabel("時間") +plt.ylabel("件/時") +plt.xticks([w*7*24 for w in range(10)], ['week %i'% w for w in range(10)]) # 1週間(7日*24時間)毎に区切る。0周目~9周目まで。 +plt.autoscale(tight=True) # 実際は4周目分のデータしかないので、表示を0周目~4周目までを収まるようにスケール +plt.grid() + +# # モデル関数f1を使い、線を引く +fx = sp.linspace(0, x[-1], 1000) # 間隔が等しい数列を1000個作る。始点:0,終点:x[-1]=743,数:1000個 => 約0.743づつ増加する1000個の数列 +# # print(sp.linspace(0, x[-1], 1000)) # 数列を確認 + +# 変化がある3.5週目から分けて2つの直線で近似させる +inflection = int(3.5 * 7 * 24) +xa = x[:inflection] +ya = y[:inflection] +xb = x[inflection:] +yb = y[inflection:] + +fa = sp.poly1d(sp.polyfit(xa, ya, 1)) +fb = sp.poly1d(sp.polyfit(xb, yb, 1)) + +fa_error = error(fa, xa, ya) +fb_error = error(fb, xb, yb) +print("fa_error = %s" % fa_error ) +print("fb_error = %s" % fb_error ) +print("fa_error+fb_error = %s" % (fa_error + fb_error) ) + + +# 3.5週目以降のデータのうち、 +# 30%をテストデータとして使う + +# 再現性を出すためのseed固定 +sp.random.seed(314159263) + +frac = 0.30 +split_idx = int(frac * len(xb)) +shuffled = sp.random.permutation(list(range(len(xb)))) +test = sorted(shuffled[:split_idx]) +train = sorted(shuffled[split_idx:]) + +fbt1 = sp.poly1d(sp.polyfit(xb[train], yb[train], 1)) +fbt2 = sp.poly1d(sp.polyfit(xb[train], yb[train], 2)) +fbt3 = sp.poly1d(sp.polyfit(xb[train], yb[train], 3)) +fbt10 = sp.poly1d(sp.polyfit(xb[train], yb[train], 10)) +fbt100 = sp.poly1d(sp.polyfit(xb[train], yb[train], 100)) + +# 学習データで誤差を見る +print("(train)fbt1_error = %s" % error(fbt1, xb[train], yb[train]) ) # 15846249.623390418 +print("(train)fbt2_error = %s" % error(fbt2, xb[train], yb[train]) ) # 14048047.808891317 +print("(train)fbt3_error = %s" % error(fbt3, xb[train], yb[train]) ) # 14014812.664947439 +print("(train)fbt10_error = %s" % error(fbt10, xb[train], yb[train]) )# 13092597.979928792 +print("(train)fbt100_error = %s" % error(fbt100, xb[train], yb[train]) )# 12652070.062779315 <= 最も誤差が小さい、が、学習データに最適化されている状態なので、評価としては不適切。 + +# 未知データで誤差を見る +print("(test) fbt1_error = %s" % error(fbt1, xb[test], yb[test]) ) # 6387914.410987866 +print("(test) fbt2_error = %s" % error(fbt2, xb[test], yb[test]) ) # 5841997.167708391 <= 最も誤差が小さい。乱数を変えても大体これが良い結果に。 +print("(test) fbt3_error = %s" % error(fbt3, xb[test], yb[test]) ) # 5949556.660118614 +print("(test) fbt10_error = %s" % error(fbt10, xb[test], yb[test]) )# 6525801.591164470 +print("(test)fbt100_error = %s" % error(fbt100, xb[test], yb[test]))# 6677906.164012078 + + +### 描画 ### + + +# 未来を含めて描画(10週目まで描画してみる。) +fx = sp.linspace(0, 7*24*10, 1000) + +# # f1 +# plt.plot(fx, f1(fx), linewidth=2) # 直線を描く(xに対するy(f1(x))の線を引く) +# plt.legend(["d=%i" % f1.order], loc="upper left") # 凡例 + +# # f2 +# plt.plot(fx, f2(fx), linewidth=2) # 直線を描く(xに対するy(f1(x))の線を引く) +# plt.legend(["d=%i" % f2.order], loc="upper left") # 凡例 + +# # 変化がある3.5週目から分けて2つの直線を引く(fa,fb) +# plt.plot(fx, fa(fx), linewidth=2) +# plt.plot(fx, fb(fx), linewidth=2) +# plt.legend(["d=%i" % fa.order, "d=%i" % fb.order], loc="upper left") # 凡例 + +# 変化がある3.5週目から70%を学習に使って作ったモデルで線を引く +plt.plot(fx, fbt1(fx), linewidth=2) +plt.plot(fx, fbt2(fx), linewidth=2) +plt.plot(fx, fbt3(fx), linewidth=2) +plt.plot(fx, fbt10(fx), linewidth=2) +plt.plot(fx, fbt100(fx), linewidth=2) + +plt.legend(["d=%i" % fbt1.order, "d=%i" % fbt2.order, "d=%i" % fbt3.order, "d=%i" % fbt10.order, "d=%i" % fbt100.order], loc="upper left") # 凡例 + + +plt.show() +