From d3b5028f8bde063179b5d3fd97e30b0cfbe52639 Mon Sep 17 00:00:00 2001 From: Chenyang Yuan Date: Wed, 10 Jan 2024 23:22:08 -0500 Subject: [PATCH] Added toy model results --- README.md | 10 ++++++++++ imgs/toy_models.png | Bin 0 -> 110441 bytes 2 files changed, 10 insertions(+) create mode 100644 imgs/toy_models.png diff --git a/README.md b/README.md index ff390ea..1e867ad 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ # smalldiffusion +[![Build Status][build-img]][build-url] + A lightweight diffusion library for training and sampling from diffusion models. It is built for easy experimentation when training new models and developing new samplers, supporting minimal toy models to state-of-the-art @@ -29,6 +31,12 @@ losses = [ns.loss.item() for ns in trainer] *xt, x0 = samples(model, schedule.sample_sigmas(20)) ``` +Results on various toy datasets: + +

+ +

+ ### U-Net models The same code can be used to train [U-Net-based models][unet-py]. To train a model on the FashionMNIST dataset and generate a batch of samples (after @@ -163,3 +171,5 @@ Yuan]](https://arxiv.org/abs/2306.04848). [unet-py]: https://github.com/yuanchenyang/smalldiffusion/blob/main/examples/unet.py [diffusers-wrapper]: https://github.com/yuanchenyang/smalldiffusion/blob/main/examples/diffusers_wrapper.py [stablediffusion]: https://github.com/yuanchenyang/smalldiffusion/blob/main/examples/stablediffusion.py +[build-img]: https://github.com/yuanchenyang/smalldiffusion/workflows/CI/badge.svg?branch=main +[build-url]: https://github.com/yuanchenyang/smalldiffusion/actions?query=workflow%3ACI diff --git a/imgs/toy_models.png b/imgs/toy_models.png new file mode 100644 index 0000000000000000000000000000000000000000..e67c6bcbc0996aacb40861454495554b3c7ed0f0 GIT binary patch literal 110441 zcmeFZXIN8d7d0G2MRbG#1`7x{R0k9Wq$o8iLobRHr7BqH2!vh&Hkyc32au+81Vnnx zs1$*r2+~VNkRmOH79fPY`vlaP=X<{&-~Z3+ng<_A&biNB_Fil4wNJ=J9o2*TIrgJa zsDtWi%6cdiLnjJFe}CUz_?LC-+%WiY7W2my%w?xr7?0~NH&NQxF?Z~pF!nZ<$K7wb zxY{^5o)$eLDsl3-H3oCXRaQ*Q;rjfBvtB+LIYIm7QHFXL8@pH`e z-~Xu4Ii+eG#rXKI%_omo`ETwGoYVVUiT&%zxqoV=o{=`Ui0glQYAKwVQot`IlQuo^ zQ)GF(R?(G{$P6HVmMa6@nYaInLdgd1mfiXL{qKKM{{R0Sc~GwRo99NMPiy@x z+F<#~``O>zj}9mMzZ`i-7f|;kF*)MxpvsM)y;chYLPHA2P{uEh;_0nUA8@|urtp}F z5cV|1>-n!kyHOiqt_H{Rk%cMq`5Be*F=4lod_11rB%Z@*#%dQ@sa3n9X>qWzz_S#O zLt${o&s5u*MUT_;ocR`?kCr;Q+~&cIAr`S^$f4>*Z! zat#$1D=w|_lH)=KGW3b_hYs{zZr~*TIppNCS@~3NgaK7`)zQ0d4zFpJjrzwtNNCBK z7%>_;9kwI`L|PkdNmwI8vGrt4c#0tjCaxNXXN9tB=X$X8;Ws#($9~u z5bAI3qIAt{6!h`SDDbG3jT8>qW0PC$IJK1~jVYd}R~eDGOTH=Ru#sqngvq}v8}x~% zN(JBW@#@@S&J2|q6X%o0qT9^s4sn(f8iyzB{LyrshiB9up^GHiqa+wtC8;D%DK7B{&^jHt@0;HDOMV zvM!tJyq4=3Wr)S@nimRW($9#SnF%v;$_#bNkz(X#32_({DRnBG5}(aCH>zYpmuvWZ zpbPNvo6sHAU?(UelOpuVX(G2mMBO&gJSWLJW4A|s$dE|hEW21T!FMicJUi1Rf1t;q zZTir~*6}|uDqU$q)r_c%=6Z=MCG&kI6bfTW%5K?D9Tyt8xN{+{*v+dH?c zgw;E;<#B1;W#ObD1C2XWLW>cP$6S z<`9n@<#?oJU*KonRyvks{B1~v3Ozj*oAu2wown+Cok(xHBO2^FlnmUuYLlB@mU`E+ z%ofn2*AQJrYU`j7ncxY%QMFRlaUplS_!v=()b~G6ngEm|9PB zyFG)e|BZ|&6Y_T|OVMlkAk05xA?P#SxqUduNi_oY^NQwV{Ap5qEWL#*Y= z&JoTv>oPPmDE9YK5H<+v*;q3<+|gntUs$@!flM(r80ihxsF95FXDeAMziU{7N;e>o zvTj~Tt-cZ3U|BSB4`uv9U+%Sr#WGv5rntxYV1cLO@0UA@H&c+V(G`$IGi!FQRXm!(jcj+fw*Grx?I?dbpeyy;c5h!O?s5|G5hX$_b$KXnqpq_W)uMNV1S-m7IQqU6PmTA;I5i}(THLXzdsn99t~|$~ zno(rnlj!)-rlYk|3QhXb*x?vmmMVwL@0qP(%_3*=Lc!WUqk*3D>si9177eaT=>z4m zyHK5sijwgW9(tpy@GMTVjkd4&YnM$=6m~~#p!hkz1)L=Rf_O)v8Ebi+0eOsW?<w8@BVK)Yn;0v)O}{!g>e@s8SGVEPS46n|3}5g#>+5|r1MW8s~5 zrbi8hx1B8U*@q;?v={HldJS@ablo@=U6ERB^NGnUJGs=n#FF4&TDLV)q4F~-NkA?> zV&uSE{iY2^_zETGlIAVU(u#KLL$pUEI!M&&pgnJw?)^K%sLp-rcI^f)Ohj$rb5BOU z%_|@Ce8gd;m9=W3icoFStwUoiGv3GMzm|3cE(iuPnN6;_iZwLOkCa-#sU0hwO0j(x zJiYfZCyFB@L8|j~QKjL>k$uIp05!Z#^`hiu6f9gQPFyVkIvy6)45)Nh37=Ot1e{Cl zu63szlR-(gw0vAEI7&7C0AE<;ks{ksHQ0|%JZ_0qms_=k;SArn$JF1 zbsnary`J1j@3Hr{7oD?|<7{*V$G*Nf$3BfV;;<&6Qt{f5^oUdDp%CtK3B?jp+?5|L zh*x+VcX<)Se=bKOze)R4(+N~e6y!m^==Jy79pyeJ;HrL3_P2h09lZ`&=EQn=I@zA| z{sLKZbRjZmRYsbS}#EHKxLVHfoqhR8bb z5YxwE+dsf{Don=w=~*uIJBu3Gn8Z7bW#*}_)?m2)ny}} znte?-UzCrnjs%Bcmkpc41cn3*p5-YspitJewz;hlOau|HL_H$JFwfSb`Bggz5pY#>&;jh$A%=!dJ(5#4Xrrp+F??x-p(VgftF}N&XkVTI|bsn?HZME>9 z3^}0{E;Jg{t0wE=u5+;M*FdI&l7JnWQhah|q@Kg|`DDCL>?JWNJ1##t>Wg`1{P;r& zfgUA$xhug_-G4ngt7XfNKW%@lsT+bH+tR9Ps`-=T6}5Cm$hiN{W(a{Ipq_j2VkOK=r&pAqT;lG7PaYpy=tM&VD!Nj^4UtXY z;1`oo22}0Th3Iup09s+eN*}AZU>5iuwVkYw?O8cfmH&rNPDaJcSokgga|gZwrp|R! zU*rhLPqg=F2=vlrC-0W!f6{+%GU^H4v~T5?^(*E>{p>uDhAVHU*uM*g`_n+3K(CaN z;PrNC_{52q4$8e}<LySUtuAe;<<5FXSoYOur(uXEqgrE?$a^s9UI+>-bMx=L}v zOlUHaf!}vtyJ6`%zXXTUotY87K*)!GE&Ajq{&S*Tiky*En4`-@+zx#1w9&|C7-QHc zIa)ubck)m{Q}f)pW?*OV0DGT|2W+UNUf30)fc$?{D(6Jz)QeYTECXrhG>gt@uuh{e zd!mhLzYDk(jm~mXt2;;PazPRT9JW1-n2o!iIWdJ0@BXazbuf~b@qT~f2bYl(LYO*@S*Mrfn`Nf`{{!ew7-lvO zDexngv(5(2k$VQ!7Wvzuum*SLUB=hHV~f;p`7NsdB-+?~DA-aN9ysQt+AjUn z?gssYT|->hg^d0RKMy0{I|Ovi>gHt_67u;@HT9nE++2}w3}`LbZ*O%rI!gpD>n=;% zNXW-95$Q8F20cB$#i%7e4ZENOYbUb38*2#_Ps5fjUNdHv3~<|0jQ)oJB5+I)!jJ$XyAneLcf6IT{-}EkmT@bm{rQ@^_BC=q$Ud z^l(yPYdI3fEh>JtSdT6rdx56}u1)AB+mh~ZWG36K^o+{bP!<#}$%Z(Z5pMK`1+~EH z+Wt8Ir8av}*^$w=krOu4bN5wxy}K0STnR~gFsQc5DRA|}+oXck9jGke#gs0w9h!d= zy!CVtc2t?%zfPk{^8tj;e_Uw7-TBp^CXv5XqcHP<_aM38+c7%bTo=o)8%qCirVe5L z#x_2d)^Os1W078POq=j%sKrfXP8mE$!smOVtCs2Dmy1ae{v-y#QqBL4#(qY9 zuf16ZqduXtqR?66&(4+~d67cVgP;8iX()wTwA`9%1b{4t;v*FcSplU#^;F4A*r4Vz zB$tIpeck8H$Zn}@H@A^>z^RPh;pGR6k}YuT|2C^D6G;ZTBPLI|!l|+wLQ=Eu@Tnya z91gC-K|p4wZc)goK@~@)=Sq=}P*e0c794zcsWCb3J85^@ohqiD+AZGx%;XX9+v+hO z3u8d82OhG})xKBe3TU$pq>*IOAN4#NTDwuG<53-45wTYe)SB^ob9Ss;?tGiXS8cy7Z#DYdP;rjaZ;2#Q2y^xRi(LJ>{p?Dy z3aPAI)3&vSfsU`);3KFu%YzuyS{#is(__NY`Mq+|y|du_?*vp1*6EUu@vdRw8v|ku z@N=Gf|6igsqI)bg@zGBQ;~sgKj8#5)vJ9IX;)fYn4-#~cIv1*43;`Ec%LiePcCL;ql+4YabO}~7ef{ewzPNGj#fntp4*ia zN88{!`Ec~c5O5A#tr=%D`CZdjxpsQza5n`cbfsJ2Edd-lviEZf?Qr6*H9!ot>rl)Ze=6 z4<`Zyj7B6e+HRscb8^?2<__)Tad+#B$X2qBH&;A-6u1<~156BDAyu7y%7myf!j${v;T=y29#D*cbW{U7HEzCf zA!ENMYFZg`jktv5k@$X7wpx?uDV9X`sY2aw((oP;*jBD9E2Y68N2;5re6JVx76bc8rA8Y zq<0XOa=FmlQOqCaH`lY+&2_58yth^J$X`0F)982lx$Olp&kD+VsBk(zt1veJ6Mi4g zJt%dcNU!{!3$`#OwQ%_uFaH&vc&6Q``48$nKSOfI&P=S1i7729=X(C89@{J&=W{_! z>^dsrn`%(i`W?%>@nLNTVE&u5BYwn<{HB(kIJl(yhjNUTAVKR+3PjPvg`a)^&#uZ|_1*rG z?&Y=-&M1x!4`6!esb&B_E+KCJkd*6_Sj&07ya{2T9RK3B>fM#c-x-)|5G_AP3LBbO zy`-#Gw;JHD)JQj&(`$?1tpvUtiL)W06AKenCn)tC(~^Jx_sqK`Y*YCXJF}^Vw<}TQ zc<#ayMXy4U@`v71WHB3j_t_1~5eDll&{%o*<2Q!ebSACrZ>6>IK`N;l>HqugQkaDB zdUltrLR@lBkQJ#WWG_qsNCf8v5DNg%04)zhYA&_9~H=%!&`YJ1iApV zm!21YgPW&MY(B4%Bn#z8Ty2o(%wMo0p{D&|)wI~NTn&bv*Xp}T^{5YGd**yl(;l?F z3tKMg4DN*3{8qfrYBOXL9RMvONQ{6Odg5r-X#s)1Kpcs)7x$O&`I=0PlPuKDp%}H* z$vD#m_09k$EydUXe?a~mZ;b^aINFu!*V=m?|^wxNj4xY z6uc~G`tZq*2=d_a@D+&vm#z#2!#e-1K)!LIOq~*CKI_gC0qRGD5x#~!LcT=FeDmWt z#7X}7Q875(itN*!_g-d<_(Yk@6yClK$OhGU)>fOjZNZsvyya=ea|Eiwa_gDr+M6{9GSc(Tkbp67okXmEVZ=;} z_wX<3pY+H|DojjwxNSq)BZ@-VQnjT4XgxLT^Js`TNC+G9SSb5^{-4$R*MDoOi?uJ9 zI4kH-9nbiIKWVYLlC3ckGd$m>JS^&5x^N{-@Ypj&A4P=akKq}3Ib_$*SH4tS8EgME37AC0A!T!_8B|LfVVF=xk$A{DUa0W~kF|{PuFcjh-xhjQcQi){x`u zL%rsIg1efRf#K=!dt@s6rj4I&v(&V<+fd}V$W3MraezZhy9 zzZJ9>;(SIgQO3Ah=okHj--~1}%O+2raftO6Qj)Yxk+H%dxz*s9bv_LEz0RbGBHe)# z`6Iae)T8{JIfMV*wc3eZx+@6w`_SS4CHZKldWalj?dau&(pCRGpnZLe=GW=os{C+x zSKi2IYlnQ~pC?|%ptWqfM`u>&kqH<)o0giu$cFv8-Zk>lxYT@8EtGPR@R|1HrfvOV z+mOXNX*+X{b~+wG`^nyXEhrhaTh>55_nN`LpdwNYNV~&V=aqHj@P3(v^`h)p4E4l{ zu@4UP)QA~v*1{h=SXfA4mc#GYS6!=*4-$Mx&qRN_bVYlY^G#cMm4|!z*b+nDyFU}^ zJ-wx3J9YoA3!7jWu2(Li$*|7cX7xgCG*6d&?{KkhnLW;z$R>2TA+UEkCIcPd5*bhZ=V+aB>jMBRCO=15KTR6+dbi~I%os6BEfh3PYWqEupmCH|Ex9N)D>OonyN5jc|S-lMSN!{wQ_+Exs4sadcfvaUtf+yMgGC zD_b=L2*lIBeBS}TLn#K~2MK?XpE(KyGI2THe#^#j)6zZX^TseJ#*d{?RlSHL4nv#| zRoXabmqw35XI=bASK9&K5DaV=Wi6Y(j_bDlhI`m~hUI>S}-^|Q}+d{xXEx=Nqqb1eDqCaCa1QNj@tlHuYQU-)fYHxo?j#jFw)hNEX(y>L-+R{|5<%26rAzYsNf77GmS79{H9- zQksWnO7}c}r`J>WcH}u75!N~&)nTA6^Y}516D9t^wT(-pB2QKCu5E&8iQ86p?zUgb zW$g+wUK$`^?*2Q6o=Ciw<-ID7+y;e_W}hCmx-EBGeR%SWtE0Gz5;+6;$vfvEd(UxS z+if1&z6f`L~n8K5Y6aWF(X0QRp}`rzu38@?|hsKB-%7F|FIjnXG*$(jv#xXn?{=9tX|8a zRenr9!RjUpGo|yv$PlR-VgFkS@c@ESADrOQY}$>gGNUay+`wG};(o#Eya_@Ap4`#R#wt&HAqu3@=^F>wh$nmvjeN>*;H((|)#a zLy&Wa*gL|xqyDn_8Llwq>Btmqk9-1^T6~4RR+koGqLcl!#GK`25UmvOQ+VY6EEw9p ztf^xgIFDQi41R(pn9$CSdWT}>(=*AO9qGFRdjBgx=^O`WCo7oK#mw)SI0d@0XnsM{ zNHDO&1=FO*#{);RqKrlD8ivoTir3Z?hdl)aP$h<44f2QAVPx(*-xIPqe>Y@*N#bsA z9xy>f3{R&Wfg=yWqIbk$7d*}DCC~P7Zlsi#KH(Xzr2&K`S0e^4k7Qa(KPfNXMk$LnX+zNbJE(Ed5+4V=^Fj)N!;F*(U2h&T!| zHVrRVrR-c%R<=e=G`9aKlDw`S zx^$=j*+0`Yl%D+KP={b}=^C-Uykq@e6{lt}_rFQr^N*ECdiKM0)gp>eelz#k%8`Dw zFX8sTc7fg>AhZLk{*H!03RbZD0hXhtIvMyo)9Cnr`681McjEWcKuh7zv^$iGkF$m@ zC+;Lnh6T=Gry5roP$Ck32QmZKyp9PCz`%C{%UDBMLzWM)sdCKz5Be?hIfK4uLqc3f zz#=Q2B*VH!{z=Et+_fisBFLU_#&6ZPW@9qn^K%-7I7KBUL2aVGHzJ?RJH}jF;MeQ} z+6KzH6xb;M(7DivY~`TW{GH_cVP$P;W6%8E!CqoHzB*z?+~LEe*Of(aSUBvKW{_ADwHfx4_O)zf*nnWK&g>`w>`#Klm6Ix*by+S`hoPT3coTH3{Jv08-)%)$r(xrO_jYyd)?#HI@ zTUB1P%&##XBk2*Jt+Od5YH8%z#P#gQI>3{D%pjoCrGGd)L)HZgAFaLpc&lug zSyX0hgiu!yccWRSHRDbPXalpveHzmGe$nEUTI+HZw`0>WR%acmap^;|^$;pg!`=hs z3)`V*J<^{M-fl2+gx=dE^U6tS&juaT255|33a5t4K}-7b9*xhDjQ0D-gep?X^cAXN zb0ep}3G)de5}M&@-E8`8$6UYXg&6s)yt8qD$N6Ew-BNJU8eL~6Xq(yh2JhGklag*` zF=o8h#CxGQ(Uhl93sgn4enwF3_^ zKx0n&PoBuH4*w?8TboLCmnA;+%#pNY1P7~}|Au`<$&N0d2Q7amdjoh_O{y+3we)($ zGL@8map8y^=`#yb_WJdK&PHHAp)6_=#DHE5m7Y+md%iXh1Xs(g#nKAS+>Y6sQ94e* zOXUI~q^63v8B2(R4MWdpF9YxM-=!9eMcwi+kLYS!Ii@dWfGzHFgUw@zT~ObMfCFj^ zRbu5~PjV8(YZ;{A`7YY4&?;%NE><4D;gMn38{-ZVC~&Q@M2}D)HShfA&OKlS0(&A} zA8r?*X4;dPhP$p zq2<_&`1Ed`*B9=EVBs0c@9@LqJkiM#V2jQjEpM9IHZAq7geT~`K5`4&Rx7Kwb{j;Y zgM^bnOVD?o>C3iVlH~u;ZF167mpw}|8nbbsl5G|0vA}2%h3f&La0Sd@EF}=~2V^iT zu-{&wu;rP`>;tRsF1p0N6jS=3mY0E}<7K@eW$mt3S7frJV4f2UZOp^r0QM&9{Q70( z^&xLr2z8AQ-iDhwH(3$XjT!ue@Su{QFwehHxuKHPvlnaAXD(jCk zW?beL92h#Ln3|Z^JK%&6$3XJlF;2p8IBBlAeh55xAwfKk7*-cTK*#g^r!KI9xGHDh zFbiO-VzV-$Px7(<#8RgCT+`O2w%a4(hk4=Vsl1GSYVJ2Acru~_;)6YFTMOi>+%-hh zQ%NV-(=dtYGea6(+}$Q-M_U9w8f^BeG=(+(uAYU3ipq} zx9FX*%Z#LBti7vN6{$l;*{S>xp=KOejoV_&W{|q%yQmWX8!~bHvgtD0LXGBD+Z0lG ziHXA~=D*+^&O2NX7_q}SyW^{xyH3)Bf2qwGsr5d)@n1G?>nN^cgQqfE6l|0MuqgtF ziBOt%QN_T+oP~XkFW{p?U>(dz@6w|G%VQ>McNqwK=qX7TcfO4THF|rSs6ugbe%XZSK1EGB^{<(P<4_)vF$fxSRhRFbg2GYUOLX6% zbj2S1Wb)#yC_;4&Q%$6InHa> zZ6Ri-PNF?7%{fcSD?4IcWk~K|JX(MY;<$|@UZCt)qRw4I2KW- zhF-n)%yvCo0!y4Y-kf^p~DH36l)X@V27k@|fFvRc>XEV;+VuXG& zZTo2H)C6t7LqGwjk#fYt5v9Cry{q=h$;ODS>4-+$x(rniN~k{_JlNoYC3!UAs3fYQ zM7);#*4nu9cw=~l@48FPQoCGa^9@T3MzU_Ux-M_zLKgkihzjwRQb#D@!6xkdi6&s* zE(bwHK%^7I=(6jQn0tUWGz?RDxJLUxz5u8wh9RU4u_M*Vz^&5&qa@$qHlI=@{KsYd z`FMH#XR`c->sCt(8^pH8#OlbT2M->s%^2Z0WSmAHrBDV^!b!CRKV(dvTkBI+{&mZL z^KEqhSG8mBBV?AO&wM^598-;lxT3{=yF8syR&e17e~xzb>O71>vK7AaUC1;Q%MiJV z2#0}N-O-H8*sTt#m$LFRc`pgtaQ5!qt5J3fizkmBrp{x@_(oXG&4Cok)y@70%9R>o zBWFIhC>O%F;DAr$KFJs9=8O_N_vf+5_HEF#Qvh1rN`3wfzJry;wF&qvs!gw8UJ4VP z-p(j1j56_l{eavMc9;*g44&+REzBLFPQdhx^K9P3{(SoMY3J3sfj<)xY!~;LT$m+p zT#2Y~24V1uM1h+R;e^!C72ZN=#X@z>2E^i#pE@s9d*i0Lk3lo#D;9z@c zvZFm=w3e_%hV41(mO>=9DR&f71`DOUF!^aKo|LFwt}!RYfqE4Qt=-6Th}QbzD*uAoI_iLLce*t>V>5(5>APicWW(z zTG9N%POho1o{HX{e{oc%i+SgUoV!!#j#)S z@jMC+w(BdX4HAv|k=Ji)=iV!odakcPKb=ZA>JO5|er#3yEK#UC&1x#4-dcNm_Ym-#)o zV~G=it4a#(!3hk0+c}PSGoohlRUjZ2mDFa&7#E01@~)d*89H&)!hGls_lKZoN?j)u z;?dMkJX@bm910^Ywu<4|sMS~!L8a)*Bm71_K9px8jVCmPT$vJv-Hf0*%dhrZITOc_ zgHM#9PU7vmvpH2I!gLUQs~NEphpC<~cBsvaccKi!8_zN{?HZvU*+-mbu#yW4Q@$DEZtV@tJB_7^-YY`k67>I;}8^r@2 z)Ky{xR^Hryed7I%1v6|V#FHk))uM_!pU%sF{fj=I+vW0)5F8_480mMV8gLkprTou$ zej^{v93Ect@#Q&HV+UZNpb-#4dBDtokYZ5vmaD&k3*5?CB-Bo@9&QIdY#>L6LI-6} zZJdAMzho4B!j1dG5KN=B!qvbnGyIB~GkJA>tx=}VSr_8rm<1&d%br4+yKUv^c?Mz} zm=QgxWIT@&kxhwZX=zCzT0WxFy9Vh*K+4@fpgE!X9iJbgr$=6WQ>(CE)LkCcTd5m* z*_f8g6254JL=U+*2iy`iDC!Ef{RQH4&4hL{I++dbtk|n&d?p5rjW4#ka#h|p?tY$&dSXZ!LFFS&kt6U=+)nB@EgoPze%Ylzobdm{e5f#UF%T($_%|g^Ox*+_M&@a zTRBs?Cxi_-48j4e#>DA6Cug$Ob{B{(lf9IGFyn=^5`7$QLDCTT(4irPU=_|IM}oBk z*(@kCM&oP5af6ZDUS4MvH$O3}!nu|6SdjF(kGZE;Jm>q5;na?OTI#}&Vuf`k(kTP> z4`q9us3-D;Bmd$&p#Ltj<7(l&DnNN5Y9wVZ@AH3Ty!xCS_k@3lhMM5M{|e+!we}0I zk()j>Z&o7}u3n1%)Hgy2e!~r&EQ6Oo?{L{32VG@V^%}fz2G1|>4fie3VM3jJ$03S2 zQz@i!FMbSbY{`>3KnL{|yMISLF-(wR1;%#r-;@fePl9TQN21G)wW9$)fSi@)+?%+L zYTfG&dJYcTdAKETLuY-QadnAqikkJk;D^a0JB3 zX*62F?h(pTSmT^`Ln00wq45zA9-L)(;ZPc_cu()^;RL>tGlqVhoQ7yOfb74Nh<`LOG2uyUpe3)I%UKEH^>Kq+56-}$0^~}5tJ$phvID%#QTa8c zcL=8dV|`7AusV)J=jA%6Y6vwNJTD&w_+wdKo6v){L^i3c&|$!e+8ci1&% z$c@8nA`mK-D7w_kJwr&;{EMEsK1+%6MTNOABPuro3K}JRg;9R{Vv#xpfkHG9pl15{ zc>nO*`2nm#q0ErZhK$f|QzOJ3@)?#D42QR@h&db?3Fb~?lUq2 zw)Q3wr#YQCB~YKGA3X$61U01_>j0A-jvSolwP9MB4Uy`EyzJ9KEn}U+QOP*mtdktI zyr_t!wY8O~iCfk*LriLpk@;@!D|7EQ27+ouaxT2HAa_3b>~*lktp*H;|D&}_s_P}X z&kqgpw$4^8DcVr0+4SWy^C@LZD}^N^dQFxu9I)C>_{yPD@)`9UE9rS@J1^=50a!C_ zvf`{{+ZKeURWKve_WgQJXlw6_(>FtVmd|F*UePW0U%ft$)H~KDlSX(>{i_Uk3DFcl zxiuq#WJ8GN=ubf{-_?uO)jaAPcz3Ue+Z?bbBR{RUgpZN866FXMZ4SA9HQol*%(;Gl zmkf!Jjx;%Gjp znWci!dcOp+3|Zl`!v3}i1r-hjuy&4ov-I&_o4Ll*y8yf>GqjshqiY*of}hhxRUsZX z1AN)5vJdrK(uSW}a^xr`=yE zHZx-0WrYyO?}8#{l;^0PBW~W;U%i8LfpPq|a%PTFEN~)c5Iw-TaOshg2f_M*Z3Nz> zNj+!CXiz5HbnHb}KL^Frrf2bJk(pFSVV87tS>&yu&J*DqHHh&4BYKFexOWZXMoG>B zZKI0Ias=@%a1?Wh+MJpL_v9&V#&C?M1TN257EIG8Yh__}cl?mAV6VwSntQoX28z4j zc;3Zuw4Kj+PHi%uh6Q?b!ZIdlB z90VQs+RD;cIAZH_J$Q`=$$ezSg7kr*Apa=^6=Q`IbV^D}M9OA!$|D*SBarI|VUdxM z?{5`{P&tntwIMzEavV7))3}yKqFiFAX+s;?pKS0td zqlmTfGv!64I;6OCb#C>cVa12(Jq+9b8KXjBL31R>(tj}FfduX}B3EfHn-S^MP5 zZj^@ljC{%Ej%3d+X?44ptv6G7gvnx8%KZO6pY2s#>0pzVp5v)S6>a~sy`O)qnUdD@ zUIW^qJt`qScPwpk%8;7%7_IB7v-w<~t6^ogJf30Ddb{4eM;@m!q&29L;BbLYQaHqb zpj=WyDkS-tsu!2z5A5{$^wka@q%`|HD)C;FZJZw}AJ5534h1fWWD5w|l8sF=x_5!$ zZXTvKU|Gh;$BCU6nEwFC4Zs5XMU0ZMCWoCO)Z@2?u+?oZve@{M2BE@HB!3a1LBd3y zl>?M9EwGnTtUwk4vur)ZCrT4*Q2ya32uZ|g22xY9Ry`D!sSA2%;9s`AlUf>x3H!Tn z9sge2SUT&YU#o(l6e)k=>_w;J(loDRp% zCRy&dS}DDVjaU@BFz#^Vl845|uhE~3xk^VcxtryL+`5r_RSBU+dD{Ur3qyfzQ z+Q}8pPN%)sTEF!yz9Z|`#r^1_Hc+Nh$iI~05$m5QP2Q5kZ+iyZ%X_iQ_smbHdU;C( zDoRTq!fnmsxOEj)^gk~p9(Iaion}F@sPkBTi04$2$5^YymW%J&J08cTSKCJykv54S zv>BA=@FT9?Sgk6i?;bSXe7(beF+htDbdf|K=eTC)a+ku0F3*-eD|!x!8u&?)^Sp{; zbOdXuW04SB(KE|+?f^-I$s5%z#v(K=g*rv`YQ_mifTIncuYYNLv{hYEH zZTM3p6HOh{RUINMNQ2c)LUds0$bb2Wjlv&z#77Cb{dN;cs)oAV!MIQyn0qgs=ze_^ zj06oJX?$;V8j(tknK2`9ryc@!iF39pc3FEL$wz2JvVIMj5FQ?GMrxjL0Y1x#BXVkU zo6YX@cxY(dy)?R7dQA5wv$fpSd+GeM;GKX-Rti=bkea>KQ(6@ZzZ{0)(K^+F!5w{v zh^ng3b6RjrydsKdOpZY244#dAzdc?f&Pg|cfTzw6s9`s z^#%5U^X3{c?s4f+eQD`9!?l&OP-6+fUUuk@M>zSm9i2GRzik$ls4hMiCHU)~&(KQm z5kj7C>cTbs6EX*>-rGgvot8?k2MnF(VJICFE|*Ro;!DBFoF$Q{Tlk3Jw)%}15sDls zTgzGF(J7lZd_VK?goqdwC@XJ=wTW>D$=LAl7wrBN;ZmH8cv>-kX)m>( zH2l4Xsb~irzH|R$+xLfP2L4S8fN((N3g{wR{;j2bK9TTVc~4m@()2fx==QXH)LWzu z(5w=0@6Ac4ty_;CJ*pv>Qx|cYV&jMXKON>B8-h+6_cs>QS**h1y6;avVW>5C^?07w z{n?F#3dFYD;0oQOtacX{!bXY)&LU9GN4TRLY2My8&F`Bw@Xte#Ha`?pz-;X32W5zx z2YylOa1(Z)+0t@m>@#LVBUCv$7!YRtpD+TOI=u_W>r6RAfsdA** z<*#yqQ*O5zYZ^6ZhG4w+>s?$N=k|Dy$7;r;v~XwlFC*1W}?cA-d?$W$87_0f#{KT;JC$;{llD!l}?A~$W0@Z{+ z0USM5kG=GwOc!g4Xk=|U2vk3u>y*ys0%6PXnG#m9z_gMT5mG_PQVOGxNlk(D42Yn+ zHE2P$L!x7{&4A9*zcm}D03ge)f~^8}CbRz+l( z#v);M%70m`8U<7m3^2W76!!cTViv+M6ZLtv(N&^ zt+eq%iQ}-SDZ~NWWJ8b#f`e%o4!bT!y$O0qYL3 z5$=;JgCU>wPav8!)sWrDL=6Y;=h$^fftJ3$@<6h`I*x53EVO&AiMqzqghOO>e~3b2 zph<2WuiKmuYbvB}6gKHnmvw1aOS%5mb4t1YZ28#omu_d$!h&?;E5s#ygfjPZ41T&Z zX9zuO5!Ag>2`|xDk^MbA8nfyDPoTn1L$&X^%p01?`A#A5Wm+!`S_Ik`$KT&jgiSQh zt<_=j7yEF*Xhj4vz4fvqD5pDMYpNTphSQ9)w*B z8h^nM7cveOel{K=zO^6CiEqNIO8X1jg)AM?UGFA-X=qw&P|mv{i(DBv=>c;ZsH zndqpE?NOv(f@XV>7U^LB-7SI^?3W)G=%(W9{N&n`6%gJE0%JtO19)!-Xz)xl4dVzzzn>&t6rVP{l<%Oi7u GQQMgMlj z-@^4A&#{#GO-B}aEyingOp^np49irr5-um;WYxAlxov*>HGeT}FXH#4c`>aYI2L9) z201#}jLwe>B_aI{$V#s;F5|c6@sDAbuSfEPST#NFDG48MifFy>lpWE$ zM%z0!|L&;AlJFD{;ytCcdqfl5ib*)C$eTmI;l{KIK#`!?YI1)s;t@C_pTM;Ik0eGLs{>A5K!vJRRxKl zT9!fgnwgnJp#Rr@-gwUDms>hJi*x(DTy6Q7k&&?`f}JR=XHfhaSmDf9xvOmG&p-Z< z$z8UZp=X}^W~Q*7UvSuwB61yPx9?{C5P67_syY$>mluRT6hr@(fxG0-EPML21E&M` zFPoG*{-Io7=SQ9yY$uPB>VkvUkP1ar(?_HY?O)yc=||13&sM-P%PiE(5Pm_BhH9Is zeGmk8D+H<|Ka1|ves(Aur7AKQ+ig1*^u}bDk?HIVE1>n$mJfdT)U}?Tex?&!RkzFU z+O^}ro_tsGERg-xSCeF9;U}fI7#X3wqru*}zx;gOPRk^^+N(=npESNP-J`=j-Q?Hp zScRosw@|irm%`f>xm0<^Wv57VmT}z`6A_08UShaILqd+e9sGhg4U$cXJ-dqg36q)2_`EVx10$e(Uf*W5Hef5BF2i zyUW&G7Jl+SbB@+Yg}ef4Etu8^lYKQyA3t+OHSdS12Apf>`-D0VA3DTQ*Cv#F=UTLu zpmMX_U}UoREVHf}2HA|u^gYpN25$`o#xL_xxgVnib@g3`yc^xY-@x5p-Bf=N z+>Mct*3qn|{_6e`Gh@OvWu0YPAXUlTlLY>-M=f6v$MPl4d8XHH&y?=q(TI5`Q?VDa z#k;80SZ;=ZjmqOtL4fW%(=R#bAnl3VR=Ekk^WNafs*ebmd}SeLQXDD_J$v& z-u3e<{0 ztRt%VGBYAZtE4Ac z-ELT4T?4M(j1y=`>oFe532c0|*PEw^NzJvtur}}GV6XbDSytt#TI2-;-|WbX-t@1K z_dy`W<Tf!oU(TeFtaG^FsXPB3uvHve)0 zVx!n;tU70Bc!5VeaBqO^S{*EDwi#SDPV=R@61Y2jNI%iMW>`6Rc~YW%Rj3_9(jU9H zP&3yoSy2-))txVL;avu)vJ+8ZtPz-Mq_F~C+%m`xQiAY@A>@;&RP~lp4&RYIh%-Ak z)~*=rHZ-$cc8hCOC+(Fu^$qvH=snRXrAw`*qZV4{PXW!pX%%{l{P5VS4z# z5^dh?XVW+3v9oo_Y-QRg=Q{=tKEexq)&8orgec> z$L+!%z$ek(;nLj0)e?*mFcl* zCDv)gR|pMW0zEMYqe`S-OGT&2#s5N&=0gAk&8!6Oi2Qz-a~-5{G1pT8aaemf@P)E~ z=SR&iP_ zzd{u0?+34(88K2YS)_85A%+iJ_Wv#gFj@p~X@%0IMw-3^?{(ww?$+)>ku9Hrs{Cp*L!0TLC|FOZIT>lqGFSeb(JAqOt7B+hOE12B>2fM+wO zS$gdS^CGk+Z)ed)y3@^Rgd|LP(8djOy%@!ci$4_c!X(@D!RWQhd%aK4L5Gkxn*7Uj zoVJ&1$Bxg@FbDRt?Ek~wSHD%YMeS}tK}11BKtM$45)=vPt!|MG(%nio(p@GYT}n%L zHv-ZE(%n*$n~?51*GA9reE0qZ_xaW@`smtg%{AwkBi=E_JN@3gJ_qv>H_LDi>fLgKQHh)ap8P z$$@Tzn}EP=Is2fMHC988RAUfbZ5axlnmrb z48CL=bwDl`+Sga00%`d_9<=$w^yj0l_kjK&Z#XQ^Lbhi|6D4u9sNxH2jKSto5e<5 zDISxOuj`Cm%HF;af{xGFr7++Yt-zhyy!Tb)C^89k2e^90V77VTd^b zPe2w5VHYkz)sq`eYl9d3j439O^9AE$7pZP}gC@i@;{g*zOS~Y5BWEpGe?bYrkm0+a z`X|L_(7DFx?^3M9Rm?!i2N7ml)|d;|K<71EKWcdko(Q$*4wY3o_ox2baskE)D|%F# zdkAL(j$(qt4}SyA>N7 zjPB_#Lif)>6g8s1n-GS-hLNl?zlWhs|c9 z(n;fpzLF3x^fio(qLQacR*Qin2C{R%;S^Q_XteP9zRCf6*}AGIwV2&$Ys?|QJtAAU zV`s3=*ChoRg)`2L3|1V#_v1bzX@mF2K zcrup~aI>@@4aB^GXaQ^q9W)qD!9WZfM@D0kWqZ_L#h6DFJp;xtScg0fDLeOdVDfu7 zZ~~t5o48_a0bYR+pW@QW|A7~z56*c?KJUTr5>+!9pkoT%rvPt>S>77ny!Y#q3upna zo*FF~;0fd0+`}4qj2R;z%q*nv$}ZeWp|VTj*$4(X;C<5C;LZT=fmL(@EaJZ4UeK|J-wx}*BjRIxH06}@Hc*7mO44Nt<4KGg&|37To1!IF4?RdiA zfvnLE0{|7k?RlZL9`FW@4bTjSZnB56LDrOPl+9FIK;Zjk|1_ch`tmq^BsuE0{SaFT z%=^!39U0;n%jQ&k8O(%6?$i(b2}#Xx-w===P^WX^08h(7chGJ?79_avyo5u1uc@%) zJi5StKN!i{%qE=++ORl701;n&Gt>qcO#Bt<&$yhpXpXJ`u{?UnF6W6am@$$u{#SIY zCh+J$0~GJbLLEr35^>{@Y*#xc&;XX~Gqd+v6EG+&=rC^>rvBY}`J27~(`gt?pgQwC zlM_JC2N5TY+@%JEJ^!;Y))Vokg5rP@$Mmn1*g$N~`{l-BFtRm3Cn;nLg_plMbFM(H z10alX`OsC#*RRIIh2B;1HW^MXZyLmQP7f5;;5ur1+Ht*c>t>JSqZH_lR&hc$!gYJ1I zsB3Zb^yI9bzw`xSi>6T3Q&Glq!a=AW8eeC!zOYC#D&oMIDY;30sT$}FLc%rrS^Jah zNZl7SyU40ecReuP4V$`M<-%Q!NHcoB%D`_%=`vH#+OZeBKN zz_U)C?x%lzTYK~VkAI1aB{%nb%xD20 z%p{Iu8E0M`67{hdTrC zp~VYf_plocL6W9^QPld1okn|@tvK7?WCEpmA0 z)`4quENZ=~+S*;-DNE6C*4`-jP@YdDWCs-1(xyDo_mo+77;`{%^jnu zl-7bZq<=d$QRSDES%j1-6ngT5u1)3)$0Y|QQHE%rMMJr*l<|0g%}W|>{uWJxKPTCu zi!U)$pEQCttY4Via4zsP9jH_pka~@O=u8Iw)L%TL7JEAKPWWo>lU7>tr;cAXtBr1! z#@y(1^)#DJBWWmh>l);{uBX7x-QM@zS3Jw;tV&{z5QS63&;whcJX31W43P2xd$ z#A_){Y8;li&>|b_86S=NYzhXg3ig4OW=!r6(H^OqIQZ8B^faGeAO;~<+UmP^%-cF& z38q$U{!&PJncA)(%0HtpjxWw~R_4kr?1aV3?Ym^OLuyb3a1euh{zt4WuYaSmND`0g zo^NYklgz-b(;+v7P%#oHjt=16MP2Gh{#*&>>soMnRbnKSx?AY>d(PZV5WxIt zQ=^N(ffJtlLWPbAlF^F3hESee<27q_^`GjtWf7Q9Dvb3P)WYHY0TWkGM+Mk zZ~zL{Uc3P`o89spy-I%%Zc&!|OTxoVDd&{~x+Z3I))sq#3goWX4|iGU*Z@}$04^VS zH|*~0p{p80zf?VOPBx>Bu~*=u;^+I4tNUvQ_}c}$iI&E$D31;fh|6Id1%WerXHG7f z3*~2?=;z2mTGaBTF5G{EYmhX`1dX$+C8*KzbpV5H6@sX)aqpj8N@lBl$y!d4U(#ld z*t`ysxPv)PEp=cJe}PrC49hmtPJ+~=#wM0C*L#p)fnKQ4IHG80pX87bIA->K59Upq z03+ZZ5~zOeFL%VM>{QDh19D>=a_xUs`*{mje)i{aM`K3`=Bf@@Onl__PsYv`;9|oa zf7`kef9rO!(ZCC9nn;t+QK9(bfJ?0;_`@>Q|HbIga`-^V7%&%Q&T(NZU_Yhblv%;pmk;og0sVSt z*@XC=W~k)g4}0BZGLzKbq}1}3S09eJDxpj;yUhO40-(JWuqN|@_z^VFBG1@m{*#7~ zkI@9p#s2^#pT${S8_5@nAZofl!D!M!SYPwgboNy%?_emJ{QIDQ$>+<`DDpL<*tlJi zt~DT7XIx3~KAY!^YIuO~dyM>PyBc{{+_|jsUhp@|(KJm?X%_=+mk|Z21ykzC3>ujG z-ESSQYbAiPR5AT)PvmwSScP9rrGnL7NCw-}7kVW@@1;gl{hnii1Yz zMEPHL0qu9?z#}Tan^@A#7ipCtC26li}ohehEA-y+>o0@8In@zOH^? zO4x~|LQJL9_Q$i59Aq)owQu~;tonG}{GBF01}LZntgT=xl$s#&zk+@Fr)$|U(meT} z*hl?9B314H1ZG|6F!^6{`l~hHdTB>{72SC5Gv(0n!}Y4dujf2D3q)Bu5NpXqKhTL% zFt)Bc!BiKcwtqIpf07-3M7dE)CFM4G_AX-1);Ub3mJ`mn2~& z4yb>PAs3UayV@*Cik`6SBe)69zC5UnVaR}MQ}HT^76vyu+taRKPp^d_e*G~G%$-oc zdiCl|7sP$*kl_O;&$gY>2?ZMpM}h@YsF5-hc)OvXa=ptUICvJKYXO|fKx6^(vM3AE&znd?9(>8MSW3Y zYup{Gws8wI0G;q`PB*LSEI@k0V=0;U{Zi9Kn|NVBUYv?9{lxK@u*|Ac)gCVy_-I?s z4|+MEzE+sWc#oaDxL9z6coaTR; zjXDSU5;Awpx=qX+HQTM!vxl&|s37{k_@IA95Wc1i=J|IH+nIyV-Um< zSi2Pu%Sw15&w;T&GI|3OFN3Ov<|R(y#@RQK@*E1QV$g zjSCCr=qjR#vSOB#1)N@uE5J!wkWcPV>(zXkyIoPaybXt3%-z2;01#);3I_mG#+WQg zia}N9kt3-s^lc$%Tx&T#fcDv?T-#~Ok!Fx%fPe?XQZR#1amK+YU=?9^yuARLK1yG3 zE-tu1^Ohh@ovy)lvJ_R>`Kh(h#5MZ&@`5O<5m3j;*p0&a(I+a5133V^9aB@MCwl0->0MEjvT0|mAV(EFCzrvJlLv}zYi~%*a({^TpYaxCUrcwo5%>XV4MXn<@Aop%L~Pl z0y#e|0Ucw+7Yo@Nw=SE+*O#U}z=8GTg>#MrU>41?gG7NQY>(B!58g#ao$e+vFVz<< zp|g?10Rs=1p#Cif*eDokS^e)Ex3o-HZnBtkItpL&5^7~YRaj0+icgRAr4(noo+>kzk1(4QR)rF)P zzn4ioFl=dpe(|ymHLgus5If-Hlma#`*aR7%j0bLkiCM8-wjsJR_89`^LEAfgn|!z< zn~X32Jb;>DHU(#CU^qWGkm2%~f$~^_nlk>hx+dy2M@T-uV+3wa(?s)0#m5xAd`}KR zVNgUe4Urx_!to$Cng=Tdi-8Ke{vxs!o@iYfVHgNsYBY^qY0-c5weuhJB%*P8k ztK^AD^>@x;8c}IMhtyl(pvgHlb>x(8v{9SkQl)jROFJH?f z+3i04^}fP(Cq8^mYqc&@XtHfS7!L@ng@r)XDhniNZf!!)G5hE>Lj@1Dx65Bu-7|ni zOLM2hZCm~P6d@#rb{hdlxmNyM|O5znj0<|%ixdV`v15^d#0fL*f*CkV1t}cxYCiUj`F<0yPHVP>^hf-f@3jqO0f$hO_;2q1 z8{1{L9mQl29%6|;g^pPHXM_G`PQ!=Ugo?!6pfC2hZwWd0s|ssxc0_2WfCvc~5&&k^ zN5N|_X-Wkkq%i3!Czet=7m8-C%Z60ozc}1HU|%8Xqu=dnl?K^c5J11J!vg}3!xNxg zJ>D%R?<}HbBe9D*;ouM*c?&QAP`Y?f3pDXR1@_0WE&7nb-9nL$|Kg3J%}(Ey_-%vW*LY*iFUPyVE60DcE&u$I6Y0iRj%4SmiFY=I7h zc7G8zR;hve!_1(=Xnr54MWnw-1b!J$QI>*%dI7*^jsZAMd<1Q_Ms@FR3PpvgaUJ3k zXz#<>OMF93_V1^9L<>87D0cQ&ff&Dq6%1*6X3xEyG= zPn2N*6%0=KF@n4RRfq%!OkgB*YFNfJ_&#F5AATFC9T>dg>zdz075PiJX`+qY> zXtwr)lj=0!C_o|(YD_X5_$PV0u2V&RZ{}ARGnYb)jqjX3m3R(}U=AowU?1K#YoHzR zpW}Kx0Q%=-d7&ipHS-l8P(3c~jSpu&gH*mmg;uIHx<+4rG}Bkv^tlBDDqU6AkhY{6 zSO9(V#7{aqcL2sXw?6xme7@1kfguC+$?tm)jHVAoOsurLisT7+r@7tUMqLd-B z!4s)qNSv`?b@+g28>0^j_)UnPF}wd4s)0V+f#&@MI8KIsPv4&itf6!e*{OPXBeF?# z0k#W4G$1~COy3U-aVXgt;(+cUDb)iCqlx!Eu$=YMnRbU!fo`V_Ca+@fBUw{&iK zU|59;QOH=lnm>LImp=Y|Xrw$i*$tU1vA$e95BB~xSR&PoAmW97^`SJoXTj^Rb{R9h zW%wIr_Jv!Jrb%z*>Ht{b^J%;-KdY7j)vNi)U36OPFYi@~t4VhEcpV(FRe3$1hiC&Q zZZhUdE~lg6tlEsY_00;`N|07@97QpsGMzGiu#CGeuT`d&@|bhX?97+hcfxx!4nlV3 zI$Yxmf$Q^q_j*w{01~YHL|u582`AHN1z?p5*7x|PM@f@BJ7mqSY5=7!uK-K;-HrZpoRv*U{vnK$Y z_qT+K_ED$+Idc~ySHsb_D63Hku@&=i10a*LlOfan6XqSt?{%i4FE(|KgRjPsA4Xtddtu3FQ5-h3+iWn|Q>F>_cF zM7J5uVzTX6_E6UF35UnHim*-D&9*3V|)*W4_zpAQQ$sU zL0R#*$5{afcYz%lcOGyWsq9!7mF|MH#qqH0qWzQN(&3W_#YZH_gO$U2vkfrM6{iEP z!SwX~m03-S0*h;(hNAEGdv)#@@0ifgKc^GypiCz#9?@sP2PcR`cd(-&s-&espr%R67G3NZw)7H%I-flw$_ z>;uF2Zhc%!Giq9YZoh-p6$CNiHU0Q5Ak{Ik8+$lWbsBftY%k`&hE7CsXU2qFEg3DX zWS|Z&9na~h{%0dQXi1QMV;QfRKq=`QT8~v4#2W=f6tUY2H7g1jzzj(yb)XZHfC_=G zD*)s^`x_hqw*LSA752aL@V`Rv|C12NZ~Yvc^q*AG^yR5Jv8#NK2@|ZfXZc#?!iEW) zh)HEQ`gje%;99dcF6`5J1XyFt?`hv6+SsQ$6g@I<-*+ArWQ8rL_Pdo?3d7aZI^1-2(|v*%VpLIku zjB7WzpJvwN&fV+^LBCM5$0CbetLjrlawYeAR~$HpjZZOsAbW14oV%ibIp{MeC#Sb- zmlqJ=RNgJY0GQ|IxGLMHBw5%3R|n{XAz!Pb$_e{$+8}&d<&{?5JKV8q7(I zgu}|Z=ib7uz|guSRtz}BazT{eJ^I;EG0nX#%H3wE8k=-o{z3gBC)b7JHNVc&p{LU| zr~Q)w{EgZxExOZG$3wexnqP8xJT0=7U``rbli9&YxG>VW1Mo6ATDTpf_R9C?3QC8U zY<6BhB?zk;s4V0k5gsoYuh}3yeRSl0@^hERcnJPJADgdBX5#2zbi-Y}itMxt+d>AFsJvJia>0VnSi*0FdY7N$}%)hoia8 zopJ7hJ~C>Uld8EOT80+qh>C@WhJ(<3aSF%YwdTZk@;FhWg?7>x&Yo!l4YU9?=w5CYMenFgkO((^~ATPi;O7TIVgK zgjD(olK)7KMwngy1Qo2JeaBnp(=$Np*Cl$?PjDHfTJnSgDh#wbX3s*cj5IkejEH`PcWACO&LDrK(81c;dP?Oyqt-wKf)VD{p`W zR`rv`-Q|9`qB+8D!F6L|cdV43dwKm za%-bkM({j{6C>L9OO|L94@J{BAYBo;|juP3A<2Dkh4)Hc}-PWY+i$6|^wW=)> zduaYT-8(%#+zVqrT@=hmO*+^7az8>&KLMu+9*tStY3@88C?GooBMY^)oD(@%ZvEut zzTM)imb+GD>sl6UF*fn#Q8t(@bYyRnn|rj;zBfEscB7_j&*=-;{cRIFT1Tr?jp^x= zA0QcElax5tKZ2xZkF@6S>4y7h`DFS>uZhL^lYwSHF4mys=lRTR=EQyew9~#>S`4f@ zIR9$?)U0CX7hx1~Lu>z6-0H+css3%WZuz`h!y|O6L**^_shy#ycp#HX31$-ojY0$P zM_IV99Zz<|1}tjjn%}8FO@@K*$djX&JHXtSJn&o_wybPFodl9J@4iB#2SVuNT!M%K zTaCkSU5DE9q8x;k7n9K2iNDRH!}>E`8VDVSGpJ7ue3fRzYfe!+3#Xl@sN%iF8kq{Q zEZrx&pbgZgF)iKf&~ta3it0EPXJ%7)CuncYeS3FCGJkKCAk-MFreDVZke$(1_w9C# zu<21f>gmIiy2F`F_k-<>raV`YY4@Fo8XmXxh1(`om|guqcxX>hK+3dSXB0C~pYjQS zm`JJ(rq#^X?ygq&N3|f1c!ZCp_AK1?>en<){Ji7`HNiC)1y|4K zO5m;SGWP4cw(YR*%hJ2gWzrG#(6LmQv_v;oWw+bY$Iwt$yKL*L@6|7F)POasI@F3RJrLXgl9An9%~QR%W~Y=xaCAC+c(|9=%I|*U9)t9gpnmrz z{v0i>$Zh4@V_tM)4X@0&zLIv^_!ekX$_Hs&tBjLU!!<{(t`!cPE8Qtn_)K+9e00*_ z;epw@eppvd!Xr_Zrv)E7CT&ZlZTVWY;X^C&WGiWPrle!e0`VK!h) zNMvwb=G1w0@5XmZ;TvrhRrnfJq=8YWx)>AHOS^~bEt_e~R0+;58y`5bELQva>EfKs zKHv3lJN;l16mm>AHJM&reWB9d{f%#i`ZgPEx1EuAHKgAZA)_M`>`@VUku{r*)LojI zI^kT}4Hb_OB+VP6vHCeo^k+WF9`E*imtyxVLr8pk;WHsYWV7}Y60CJ60eUbYj2oI7 zRprI}w6N^;wy)wil2eU(y)QpcQuTh1#Y+v1*B*+8<;Lq0gF zbv!~H2;((>_+;tFSd1*VVZQx>+KRe#@crWDQCpt`rpuBywI?OIR`ZDZbp7yzt z#t&Y)_|uW8UggQ7>M6we!nImvysxd`gR7q0K+ONZB_yP4{d|+4q%^LUed58*9TPg3 zxW1-u<9#v58ft2>hbEJ&a926!Z#qkT=~MWTYTKSGd6AcLwqC<@pT#kLGSY58h+T=e zO2{k4x;i(qyS##WtZ7GbaKKK@&M!{dFyN#6eTc35dj3Le#`r2#jolr^ntqJL3+kNB zUS87yEM49=B>Q-Y1?j~Kb7IdMq^`ClL_H;+Sobq_p%5&|ZF~J*>p{GU!;|19h5gZ7 zO1qhj!3nOT4|cmM8qOLSBcf7IA1#}$a8BuX4?V$L%g z*nJk}#`Jm*fygIbtr}b5J6anZ$v?>U4{R>t>L{MpIA}BcFl1U;PZdp|yL@lhKwq6k z%xzUF%qsWeOPvHs^h);1qeAOTnz`mKjJ8@I6s^Qz;ge2PizkM?*-?Vr zxg0pI$6D916YCYC<6f7~_--@|*wr>elU#_t8ywRS=LcXxsw3IpP54xpi$7 zT4R|aJIXb`1zUdq?K;%<#?2=P{|Ntw0y3^rK`$|XD7wnrL0R5k(m@GN;V$ABy*{$_ zGkefyeUrUt=Ukh1zl+}WNdM@8F!J7$$`0C1C4n~-4){EQgqdGUR3?ewVq4-UeHPJ( zNm@dgFK?_RIGHDh4_i_zs$+(29fsXk>jz4DD|SmS#xhV}xkFCFJ%SHAu{(}?dx#45 zNL`EdYDqr-W$;S!18g7+Vttm`ljIe$@WnjEOB8PuMz=CA+)O9axqd^)<(Es|NlDL; z_qN33>WWZhQ3x!-==mqE$nUZD@d8JOpJtLpT&%fqJv!|=_XV)jiK^WX5r}JSU`zE| z*eP2u-opCwlrU(9?DEaZDxnn=9}Y73Zow^vbe7mBE4uVpn6-wsurb3c6R7RsC0}Ml zbGFl#^b4vs_O_HmCaj^d)cKwoz30n>%MYE&E+pkec%&YCo)Ahh&Uf+ukltBOkx@eVgQ!Nkb~% zO>1c-xzCwAh7Igkc#5U*=8|t;1}?AT%+DxN0PYD6H3JJR`P|NSyGBDPFE7~u8TgiT z=YF6^4t3ZoN5xMq*OpR?UateiS--0vN|tjIr@>Vw@!>AeQ*}ZE63K5%UL6PZNJ{6% zaAHciIzL*U6sbMY;ZA3;AVft?@($<(_JP! z|Ai96z*?U{Ztuw0h+jn$cdz$E8xJL1!>?M4d@Zzc#4_YE*6>~*TPp`QYO(3Q#SH>C zY<)ADglGDFk}d5Wb>RIKxG!28YL>bmcdPT@9ZET@|7gOhHR~IcFTBL`R5FHVoZaZT zLQuuEwy}+LGB1*xZ#e7I1xD{eCcPN9?|Mjvz8hFwxX>qkZ}HoR23a5-@}sQk6`7~p z1GOjwa>s2HcRF)dW_(f0Nu2lOU~%4I;Ae&q+1C(>rS1g&GUXH5XuI*3%bWcs#gCz8lvN zZCU?vdFaJUXV=>g_2~4z>^w-n--zsi8}BW3^{wB*rjybA7)Ppj-0@iOX1xv#hH`0Q zFGqaVakPl;xq~p?WQD3<@@ZyjQ4E z=ti@(>v5f(j}w<8Fn~i{W8U+2cG#ssFwQ>z`i=W>3lnPPDUo`j_o5KlWA}s08JTa0 z5Di}!U=U*mDlQqr7PcMsI`xs_EtW!9F{KJW3zquTS3GOV$=nRiE7%)PGD+MV)XrnO z?iau>x}GBsDxGxT(!4KfZ6gzITWdYHku!k@TS=Y+z z*mXJ0I6CA|LDogmgJa9fZbvhx(^(pcXsdT2+F=VplZ73tb9* zuKuWpy*@9Of#$Bror>KGj~}*^hL`zTSrgh4EKqwrEu( zZR}rp)qTDkPky;TKw9J7)A_M@=P}gwdE;>Rmp7%%@xE`_VU*QWT=GqgSkw>LOo`DD1SDbP znv7eS#diF>zqRy{NzO>{o11ZCyQVe2uF|+UCa?OHcoY#TukI-sT8H2=_>eW(osQ>) z6&X24^xY(!fxnpdEr+;Fnv2rXa76zg>5FFP=`A;rlRitMehj5U$gc4@A8L~bC@C^s zA><7zU^Y6%B>;x+>p=15qnb%83K{H7WgLugO)B!pX;J|kkHHbPY!bx-Ca}4t8nHez zHEZ#`yeRy|?1PcuHe$04zQ%AYQ`PKRGyHyO+1E6Nbcu7_uErXe5Upx6N&$O}+AM=5 zR@?4qtc_KB)$FX&$H5*z<>=(`AQ0(Bs8Pz>WRg01x4fTyJ8q-H0E_h2)PNgXgE!dI znp*5~(_1<(#woB2s(emUI|ncrMI^r&0c_9nIiER=*sYk_?ydMFM)~{VG^I;wGoOdm zcP&_!idGQ_#1u12tM9P$xa;P(=S{@6hhARan0z*^@7f=|1Y7X6ZuiU55J^=|jKl6b zPqpoi<#U>yD?6T4skXmeKVT-+Bg@vfS&!S~QFeOG+?`Po!Bt#eJX57Pb;ADf?$|mP z_(J}W%LTN!>_QJNM}F5Au`s82%!xmYICy#F#V5 zGj!&)H5=ZJhC0l+>2ke^S?b%|mSEavOn36KJlU3n-}X|8ae2z`q`q!8d?IoFr_^99Z$Ar>CRPC)VLTmmUmx-cQ4ly=DMYhhixkkvC~sC`05SZy+ihOkMK3H z8@_svbZ!yqIeLA&4vZ`lyh!%Bf?Or4>4U=au%3wEk#6(E-j~iyFC{-+ez`6Hq6I@! zbCk$xApdV6`6nG+&ekd@AxX% zv8H@Jz-->eT7h-h%oeR4hvA+JqrsDQA1n)mSC^b>_fe4x?X@XaFUFf|<$) zu3|NI2QP6PZGOqG=uC`djMtmz=ZQ3ZUb>dny8ak83D<5d&F&L^JkCZDh+nwGXn?#5T&&j{G}zYM zarJN2qBM(+dzP%e=icxKir2y10B6Efn8L-pqwK|AWqNW+MV)S+<|vhXX* zSA!B4=^tY3HRp!uw5w6dj1y>F&3iuma;!Y%?ZZh%vaq=+U8{tKU|rscdUb^EPw4<0 zi=w#he$lpI+A+JC{vl@37Ysa;Jii60k*w1d76#0>&J<_aSpGXXFCH2 z^Ss1qgSzz`m9Z448bjf_a&{n90}^b?50YtTE%_h5d8vdF6sWu*Wigma>~6ZM{GCke z60Ek<8R+@?)l`i9(+-{6Du+qOu~g-*mzuPQD%Rmu8B(8x7`(iq5mDIc`}QCtW7|5E zQ4RI&m=LNziN^aH6C&~>87uYG;J|sJ_c*87&m5xoa~@n5P(t*$>x@{%{iau3KzLc3};ziZ%L!OW=S!Q z(wj+M%X69nFFADImR$|(-yE!Gr=RPd&wSX8)YKB;kyad0V2-1K0k#}XCY}D&%5xU zZ?l(lP3&#r-Aopy`MNiL__!wQO2Ef(-)6tp-mdD0%MwSZ1^&RL*WHx4-#w|V0PO>KI(>8l7}v)dI%;yj>C96|b7@69^C$o`dDEr9nEYrD<8obt=GN_y~8GSnDy zLvnj6Hp0w}ZUMFDWS&bv1>ku3weG>w^J_#11aA03#We6?t_hn_IY`8H2Gh1Zxi{sb zPv|GZud6w?{t=~BAy=JQqj5U_Lpf80@e#HxU&s|1z8A2VZ}f@rKf?7CDn41MrpICi zFoyTsyG%<+_@pB%)Gv}2gG-C-UG`JS<=Bwg7DWW2CAh=35v&2@SJd{4e(sqM&o@5O zlKMX3G<~m(ms%otAD6HZ9~gFSGsD$u*yq6^4v+O)z1N$bd}>GojN>INwa$+ahz)&( zR{h#HQ+o$PnXl)BfrI%5!^R^d+siB18~ym6_k4PMS1#n)MIR%E*qvQ!m86Aiq}5;b z=Bpy=?YwwpGMsTekxL^S0^ey7*Z4sMH2eeXRdaxDSw@@-C7Daea1ni(qHbP-mrE(+ zx81&0&%Ox;(VRBX^VY3q^&Ze8t_%W!dSpCdB){w*Awu=D^y_M@7OpAw$-hyb^yAol zS$7+(DKB{E_D4YBK!Kiz^T%sY&ZV{X64FYV=Vao?tIC{ z4Q=!$3-WNHj}ylPL%-0Q1i;(x>w+Jh-c3t5#|}(}k=GjV`xzwH=9(|G!4$bm@=xv% z%8>t&=~5pPlsCO}I{!&DlN9=Gx>65{^Ws!E39Xw60@m<7xxN#%NPc-(^&F{^B`@g2 zh_!?u4AdPqthykhZ-q9p8l_Glb&j}R=j*8ulVlm;rZ8={eN9yJf7!@N z7v1fcAsG^7s$WR`#Aw13?!+{J1Td>>0xM&sV#m)6D{AOUcyN!|JNakubX-M@EI6{) zx~}NNt%<{ndRlA;|4Q;jARyuXnzMQawRCTVQj@4q%Qb148|mlncwa^0!ZW>lW>c7x zYuVFzC1Rr{?@eJ6|~kQNy}svfHM#crs5^Yu4uU&&tz@dJA3Wd(XE27@jP`^^NaDS_X+nh2noR@Lw|261PT9ko##;O(?h`)b%eYK z(U1Lyx^G#!m}b%}7=zD^$*5#yUZ%!c;GM4rz*@y1OQt?qQIh;~MT0S;J|ZoSx%)(f z$<$^f*GOSC`V`3x5?Q%}BAJsj8>MI|@Ct4*WPR4hP2tb1jv)d~yym2KBk>7gl zr5Y9kgd1mat0;aw=p>-Fz7#Jf(mf%qOXjc$fR${OmcVBhRj(#vq8cL3G7nNa=7fZL ztlMwufTvE9W!|l~>HX9@svtoiy!SSGU78D-HIg-E&%*#Bo0l8<0ul1PU;XOcg1b0i zlGgzQ?C5soZEe^JeiQy`@A4k z@+vdusNe(%*k-#=+7Bw5Zks$$NtBg*Peg&1@^4HlV@z7EP!pLS=Cik^bVbb?VFMHegS_ z$K8#tQJ_ws1*)evqCSYQRQ@GvDnR7HB}q??SIO8mmfq!=@2gI=z0-rt+*04@NFbJ=+!%4~lJNOgeSG{V4wO0kAGvRp3R zK1Y}J7PZNPemmPX_&4skywblvOXjJ>tp2q-JqwlM{CwkO~{1@CL^pB%kV?<** zv_c1BX3`K-GZ$@I8O4sT--$SfzjZbFR(FO7{4~ne*>wRVL{wyMx;G;b$bX&?B-d1; z>c1OlZom-6ug5K;YTqQ}Rmad$pu%NHZD6#x(3oIbX&WHy+==*}c_a3XAT>2hlv?HM z%R;0chna184o)h0-KFKl6fC7hwd^>U%iH#T_a*e6pvR|6AB|fP{aqY^=#~vI8@>%Z zm$^OCPu9+^(X*1*&SQ5mC4!yy%wi}fvwIlCygY;n*Yx{-%veOCr%IdYpPyg#Gc!VZ zuw^@gvvo$Xp_WK$;VX!q0k${fhZJ}+C9Y~j~uz(<{8Csy;+&=x{5?8fZWRG$D@VVOL3W<8Za5qOHlkXmPo`!9+9`cO zFbHD12CE~Melv4a)7Cqba*;U?K=GP^ZX3--ft`|^%aiy_pN86pL@8cw1eh{ILt~!t zcZD_H(VdK$Z}_T0&c%NYXNo?PZsiAhlgiY9Q&+o|v2r?kqw)4`sQmW~V*>@pB08zi z;A}ffj;LbMLX0bVMTUQ+OMrp*W~Z_5B@8 z{Q5%mcqg!ymY!v9#K9EdSrwi^`WPZ$wiANn!#wZI^eYZ00 zV8+XSHEj48giON+|Ga9rE#zUS?xCautHpQtk2ezqSw4kHUL5KGG++8De_bfIPZd1X z+B{b(BGN)nhhoPzhRD2g40zPgwK21E(ACq8S2`GxS2GxYF}B%<>h6swId_p{5ts05 zqL0|7WcjS#ieqZJyd>AbWNvME{nGM#=)%<;utT4h_IOZzee34#V*k#orw+hMaFJV8 zp+C!6k&ldI%w>0c0aD_npM8j7YRLO}R1x!Tc_^6&TB^OKABIx0#y->m-i}|T)R5{B z30q=5Z(?U!4k1X+st8ofT>uH8!ftYD`kRc+$k~naTD3at$8@uYw#XkJnYtm7n`7kS z-bCvuLg2%er5AM#n2=qgp)O7?4b?e$GX-)PZ_y687W3v;dGNIZb;t-MEq?z&Mf6lt zQ-t1I2ZmVfm{Ggnv$aLP7E2I6f%0zQ{nGB~CYdQK#5R|&O8N*Kk z{P2qu15WN8v5wp;zgg`8QHGDLaz(nWp zxtM=;gB7X0{#)y$h$=zjXk?)<0eb$$y32Ng_ugzFyUmPIf8zU#_u-2Eta*Yb;omwx z8huwxG-))^#+Io7VV&$d!*`!F04jz|RGxq1m6fifV9d{It2P4d*JXM_nI?{?uDwSl zJSXN$j7O)ZF0bhBorwfBNWwEDgw2jb4s5Ihgb~l-7S>ikK;zdXOPPzdGT7f<(qBRx zl6}(afu#FlZk~UwC=ARA?l41wd=rc>`2$!?QQ7#8cf|Z$a$a6VefKq=P-3WHuPTqf z3gaSHb`p2wunY2HO#e>Ld7$@$$DI%3*2~MTvpe^`kAQSCxO78gmDJl-nU@j$Cu|`4 zevB#$xJpp7m>J5wcRUMQ+ zK5$-m#ziotc~UVqS>88S<--vjz<;@0^`a8>jFe?w{<#s?>jgxp%I}NtNY?lawA{n0qG5S^3v15UR?p=F<-1}fkNIDtoD`H~8GrLeJWFP2KptK+e zndJ2pU#oGlg@Meix@zE$sv>qpu11|OC!r+H#3xKcx?4)UNFWkF{X1(J;#@t${LI!V zOq*2~LR)|*5&HT6Q1zB!S#;6<@J&l8Ee#?mNOuS*A*qCvl+r0ki_Wrcne?{$yO{AJPsemJ`*Ql+AE}en z8dHmFi&yR;?)=%r#k2@w%}jhZK}g*819td+11D*9AlguTcs=w?)o{I{H?kj(L{aPrDu$vT#w2DOW2^)A8e`)@OY_(jJN7tzE2Yw->*ds;^t+`b`z^?QJqh zpcHSJNmcx15N)o{y&EZVlrHOtF(*-4rzoL2@XG16|G?C4=nx3>k6^WHW^q~n^H)Rb zvcx=YXS=UAqwYrUKa7sKPs2U$xXCe12oF(RxGW^-i^rzwVc3}BrhAC<{&V3Sy6r~p z2wH`F>U#LX;^?lslif?nbWC@~fxpb72BK$~~dl z)#JGj);RB9evTxRiDrvFEl%NiYlB1Nqr$J~@p1dB4a;2jezxsRZwkO^0~>mqUw3EX zxEruAWV~KRcVu9&;7#1D2l<0X%!l)ESQeI7v)#S#gMJ&bu3rnzdZBlw$<#CR=gXFf z`h`AIFbf%Xde&D=xvFTYay@u%`8{uTGg5y1FL}mMEnrjFar!Lk7aM*%hXN{rrSbTf zW(!k*eb;0xTwYtk&@-X1#~eG285^HO+230(r5r9F6S5BSG(Hi7wUci|A_}e)Dg+jn z(Lt=|Y^?@Gpf#f3bjvy+&;I%A^V65g&RqI%C)(H2cqPbsf)7XqNN=3CKB`*YT_}9c zTHn)GHKZ$?jUF)?>c@z2GJrolwO7JL*IJiCBRsmSaJWs#L=DZGx(@zVUgH&Ib3Q!T zJkQNSehtT`pU8%*WB0s1_q87Xt^E^e+FP+Bz zH2kRiTq|4_h>{y7l~c=AONTh2&E^jGeRjn(AaozUkv=&-NnTsucT+l$SM<)hSE7a{#^|tCn{TAf(oXN_JTJL)(+J= zvjZHoqL4C)A z7D~%71C6)n+F$(H%qS9o(22kgq4eG5LuNs&JQo{Z6*%UdA08e5$2RSW$?$wgJ;y>f z*ZGw4JFt&B8o`nDC|ux~%WM9iaz=%?;4Wy#U$na#+*GAx{YKe~o1o@_f;g@gYkKA5 zvBFgsxD9x5+tfz%9U$4uENAW8SO4*V$z}>N;V?5l7FrjL)TZb5#(f>$I7L&BZxJd)-J`P!f*y`b+R0U@)<@DmaGVwEfDY7f{XruuSFcVj#f@Kgg2{oVb8c>#sFO+hL{31*RD@vHm10x~ zKQ3!C-p|fQ5I$3g8S+WcX5|a&?*kvd zy4!Y7u!hWZo7L~A^I}?CDz(61^5pgh2g+$z^BQ&M(eaFSmO+z88e$d|M1j50_z)N;m0{ir5NYmsbqHN7|o_2BU|e)V3#CxI6cfT;zTG9C0@ zVVlhl_5U_6aFv~E+Idoj3A@H-Sb()|Y5!e^D=zcZu2?h{|K)~qyvno-_UkJh(opLt zw<+HsMR0qLs#@vFEy%7F`KrggCa$SUlx59N%5*>p6f(>_5}+i}M*RT25%Q@_ROU`= zJrq}p+=Uvt3tF_mf_Lpz(9mi0;(&^(#oJ_h;Fe@C{)(RFqdVyEmu1E-A;km4R6#P) zYnwT%AwmVNSjMTkf&ZqAFCS9hvRV5%7S^0U|Hi9fLap;d7+JG!SQoJfHgHi{Hx&i0qGNV%;Yo#< zV_Q?*#a}nBA-R&u1%mXZw4u{Lr%V_!S{r(lrrE=!GtV_j?xq^$UCUu_bw#vA-?P?@ zWQ6;A$G9AGB(+|+->V4#{=!zKMcKg@t1k$x=1D(EmzS^oB~}v%eS>&o1sziQoIU>O z(&>?hp97U7Y5|jb|36TpzW8c^!}su#+_8e*J6G%==i)U z>guLxc2#0azbt2&i6-;b;^g>ZYDw(wvAW!Q(*y;4wma_2iVuJX9HII&ozFsPcXMFt zAlo3AX6O#x`rZ}oQ8d5K-@$(+==x{|d$}ax)xXz6~S2 zNw9qHJ3v--*fVgaS)a4eSa?n@m=O5+JK<$?J?J1+a%`p2UgxXprs(G#36`bYb1wAc znpy?r&JFhU3P$YeS$6@DJO>(KYT4OzEzI;H=axICOAOxo`(kxR=PF7pf%=Xj_MEpz z1)8=B_f0aHybFh2Q2MS&$t19oZm+=I4+>4=rlK{N6C=-yA*Kw+O&AdH{a1TxW*%vK zQ{1L$^tiouI^?Fwus-O55!Ggpso43#jW*7LkzcUdivzt#cR0mbQuP&fiQl0m3$ zu$(PQ(cqX(TY-Jmj5+UZr7*(lZ5?48(g%@Gy0$(q^<-|PZTvE=nhXDId`1}0M_b@l z7K(jrQ!266(#DVByS;XiYDaNFL8yJ0?qte;Wm1YSid_GeK1B&QlRr)m=TNnuM%1%+ zn31E{>S_fXj`-jg4~LEEBtJ^rmm%DGV}MlRja7Fd$>`fVM@s>-61&U8S^k#Vn>H*C zxjk8ExyVkgc2XB4OvYc9p$5SbC2Zx#8;C?y2Ywa&P&M!(S?QGRw&3R*+&Vx(7>YP6 z9#LYqG|%pl)?|I{5<$=?<|WLH`wW%t2?F5ExYz3s&!ZDyab*AAblK*8cGeuR^e}?u z_+lz%)qI{sw&Xt|-@{hDdtm{epH`p*P}e5pypJg~9-yHJ0xMxteA{<@dRu=tQM4$` z0Vb{1UJ9Kd<#=(7*j+oO2s-yAKC;}xGZoi)*~x2L!lg6?O#-w?h!bYq2QwnHK+|pl0^T~lK`|Cq7PE*$c!e+dNmtXM_?k8c(t-8s{RtfGPqek5> zq73+_l=Ow?(9xRu%a5*0%0xX$F3sxTZ4goB|8%yLQ-NyRjd1YbRn$OqAdp}`9(Gy- z*j@TuDaoFYoZzQC$OZ_0n((iklAEJ^wmhXYr(h*kn2f-$7u}n=>bX)*`;l{G>sf=6 z_avLA!h0UkPm0C{{M-Fy51&&i#1`EZmN~5YCuyqdqWj3%p6O(Nzm4|&H*k*tc*5{f z74Ugb_*>3SKaoXv;C2;AZFl;oRtr>4~%1N;&t~xcvw?#Y7*5)wn&?z? zd#NJ8zw^nl%foX#9Ok%FZ~FRM%%XDdXX2t0ZJz*MRI6jsLJSzW$^D(Ua4)K#8~ng? z|9joTu~Ph0!Jd093TL~Yc#ty@bQ_?qE2f(7%_^$_nMogw&sxQ!aE=y*k_SR%^a*Kc z%VT>VQk_AdacUmD=*idPygY}v%N*mt5uFT0GnftYmpbsafP;Lqa*I|V;AA5ZH_|gm z^=)*bE$B=do&Z#+b^rQRog8OvByn4sOEqrbf&pq0<%Hj=33vI`zTk|k6BBmC@zUq$ zCz>Gue0w!1EsU0mEdH!cZ^`bF@AY1xXeSKY$^NCIUl|oDRPBo8ze?mQZ%^0m9gAkg zl5%WjJUgITI6q0z7oKlg;B~Oe7E8_~{}hpuk<+-A2I2`0jllmyC!3qmk@w%w zLk(>hVX`~iAeFrS+jhE_w#Riw4UW`OmWpoP+HXIku$pR~NU;k|lkOM*YpJ94e-~Hr zv8ynwJSX_oIwv+vEljx|xCF6@6$#9YwV`^{S6TMO4i~e%5i*_RF92 zoKaa8MGKgpG%Kr2)-ko%b4}0~h{=nRAJJ;?VzM46vpUM;Jwpnl@%nm@S_B^YcgE|R zDA%U@XpwfVOC)>x(6!v(0aKi?gGfo{Va}q+1DQ2bfb+m_bWaN-SXNg9CB1l0otfRr z_%Vy&stkK@dx|LsPJVeB%>Q1SA?2axEaEw>PUcL^EYN(nr%g$0N#Tvi zAXc?XyJVWKfpup5eLZEFAy80ExU~_NtA{Z$d|7*1_7sp;HNbc%HCvqmh*-hSl2Px< zwnCaRz#8VY!;%IB+hko1)$M_$^Ol6@JBNV=DLT!We5T32kO#0S4(4FD0;BGyDEC;_ zuZRSYSbnqaMcQb#j~Dmm^Y{q|({n_b-c!V(Z{{cUQ|Tm50-8U}YQXI%{E1qa;;d;b z>SoO?dXdrj_px=A7~qXd1zs?L|I1r*8B-Zgudf%=`SVr(WFl{;FS7ETCkLHlH%YU^GogueknriQ*Vk!|bmGCywpQcHy z{UL;^y)}%f(kga}41C@RR!t-CSxs85J)`o6t@6&y__>v|gKtCuYNQDa*nfNCg2&DR z8)g*lC`3H#frX3ZM64hDl~`7hI^Hody%=oo?}GVA)G)jsy@%69C8{~TB_zaYMK z%if1MJuazB@~0_iOO7@SECAr!va|QJw|wT;AVQUv2sX;+V{%EKT@WGoXY z*$c)g-s1+NK&xGSR0dUpTT?8V8;^!aCwINJyK0*TAI7_h$dP?t7z5Z;^5K3r6Uu*X zBoxG;-B#UbN1m%U;d`$Pn^%X4D|hML2l{;DU?fPVhr>9WbnW<2{(LoClZ>Cs z--+24a2`v#7c?@R#o*1h?9JQGsJ*9SjdOf#(ST$9?ZU*9{X z@8xBgB+TZn*ocp0E3NAFXUoR;NNv^hm7Q4oK^H^)6@umt6D=RUk){%7V~e}Y!2RGm z<4g};d<`Fa<{}kKnC#J~N%J(LZttH!nvfOb6 zKmBMel_y)Vy59d!8gfsaY$EKLHo3M_eIwiSK@HB7pWYPvaeD)P z*>YlvcE~~~QJ7NIOEM}jMQQ*UeFFLy9s`VAQy-02c`1!vpEmqLn48(7 zh&sc*jH^(84X3F=v@GaMW78*j}N!F#N_ja@!dIg z1;6LooY*zzolhpF$P!niK>=UB{>*w%8(XTkXR=NDMfLdgZ_iHs62_l;{W`5PDY`T8 zAAADlLp{vpAl9bBVv|K>qMq+#BV`|r>{gp-loHOovUv-h-#<%bH2|_XzzhJSZ+Pf~ zptzd3!|cAd?3-y=nKv++(gFvv-ax8W6bk6hTlXKAEW1VBcvV$%n^_koNWo8w4LeSN z6kC`uW5UsFD4u>T6|DtK8%uNfYSgA6e>&dFi!-(K3;kx^4Z!R8V2%K+!y^*M1z1mk( zaSEv8f1V?iibY$MQ*s4kg<7AjjM#fy;31=LCTHI3Pxjp}?`O-DS;GPm^%rm3>QW<=wG_S{-yhwj(Z@|I>#IgrvQ_Pj&M~#rl(y!&AExZ;e9F`((y{md@}zKB=ou(P zda)jKtUQ}msI`~DEM0D#i{FkwN7BsbXrV)xKMc^={l}gGdgm^eS2Ui4aR<1Pc-6Z? zHg0G?yp|laia@(F`{yQ_PE{2R9PmhJC@1QB(IIioC>DDi166;Q`*KguXB-OYEp39nLvMXTxPdTcJ0jb?g}qFlbyWHV$ZfpXNRt z1DJjJAmNL2^hNY!$z`@M#-K)wXp3de$qB=z=*9adx~vC^%lEN*i?j+7RPJ)I_u%GS ze!Ax|@1R{oq0+REM()#Z%s<}Go5E-Wcq6;7r&=sN%VUmsa-Bk`NFNqGC4iPg@?mY= z2)VRc5O9FaDfclOCmI}%{v=O)cw^15HcyTusYfJS)nXk#%tr)HIescXPRQ;Ns;KU5 z2W@$z4u;)Uaggfwbt{&T4nsTAvh!%Y(I^+W-m-pTiiyyIfF_FdX z7R(kG#g45zUzl##^IfpIu%!fXusJY*&5Abpk^M#$QOyab`qVOKhAN93c-o!dT2};p zg!gYiK|?(Z3?jObd=X82pQ!Y?Dh6%5haHeT&zkjKSzK4CY{VI7LP3tQ&;^!42UA#> zcjePFgDayi<{t@B0Zd}N7#+Fb3O{Y@sbpNQuskh>p%)pdurc@#-E2EtRht{XHCqxp z^qoC>(6rKL{al~7qVJnGrN>$e8_-F;gN5jwRYyD(gAD+ecsm}U&w6$Ti4zplaFyRf zby(hIx3jB$PVd!3YL;vb?M!81a+t+VLJ)LlfysmGb{jTbAK?DE*L!AN+sE3vp4~Fr zO=e99-M%MxL{9&(_0&ujIMR=C_g%GAV2>pG< z#LJ|V13gMbW05P7|L|b7*v+(Ld9hy=71e{~hwQ#BAJJu%y=EkLe=o{6KO3=g`f&M+ zag&0OP`3!xl#GnQ;w>|KRN_7@5dyF9Mfh(oCdAQ87e>LY?YADm8wW?Kokb>ZP_AUD zX_p{CfAQ&1S68=KA1lUh_YZL(RWWM_^Og;N0mO{NK~oO^tas)h8d7BRiv4xFL6v#s zdOeu0x4aC*Gx0W(#9X@WxEtygW@&G$h=r$gB-LIFJLGG#t139?zw-+W z&OCooSa(i88wh1A_pyL0D|c)Bb`dABz2qvC4cG7dXIEav9iXk02Cn+(#t#_&p`LQg zN6wZ74bIBZzeI$l18~nT-Z_;#oj?MAvPW~5FS@iHI^vp1)Ca3vhp!ahVNpbpJG!wY zVGgAY{7D8nZ8y~la@ho7=aSiBPhsUFm4_72+wHbbckX&-RCXam1Go#Yk=g*Cp@`;! zTdgkI27Zsb4EsZjk~f82zqvLR!@NjLO|F*9X4>tI69n=zM{k0b9`OG;MXI+GUs1yWe z-dEHs6hS3aACGL`?0X{t&Go4pZHV-88UjQ7HE0fAwK_@7Un8Ii0e{nS$2rR)-EoqV zrhkgw&^I{&;(kvqz;GGKPyR(?c;6>@M6-bBCM|`8->tizn3+7@6&@SYM1OVk9@R5WmjPP3^0sQY4ai;iTt$>Nm|kgB$;QA-1uyl=k$vuKdGQ?=5>I#o{6C^^ous71gLmtg zX3sOjnWft`7*$;k2CLRd_u#*fDhE6XGH@emYkd2U;VlzOK#`gEPf$_H0WZRp|7FV9 zDnO6;iTb;fg5M)b81h^wSXsp{U4CXQwtU2G8G%7+|061`31BluqtB^03`biT8D?7U;) ztfJ0b%HBE#_LK3VQmr}3oqY}vSn$n=9^RVv6W=N$ph?wec2Y8E3e zFW3EmUN2Af1LyS5wY~_6hLnn<=N96dBo*yzK-!YZ~`Egju0Y^X>=C)a%Y;ImqWGi+=O3WMLN zjTQ{C&xQwwv3%p`k~rkJZ7niZ*dytt0uT^OZ_&G>m|* zfxRC*%nXXu2gdcfv1wh`Ut-KB=q0vD+{`cya`EMuIpV`vvN0-XcqZJcq$r8(<1V%- z@EZ4@hf=*Sc|2q{I*3IOC-tm>86Rl_EZQ~%8(@a7u>XvV>Gdw9w@dA|8KOQW-$`IB zf2Zb;B-~p-GIPb~7tHK6&wf;4Pu*LEQ)yz_QdZ9nNHRBK6z|ng>XEf$lfy@jGs6vAV<(%IkrdN~oYmT*z!b z#MGImYHl#_EsMo^i8vUKT zN!E&w7BkiqDv?hTFi#7I*|+~G`W#{;3Dt-aVkY99mbnZ6419mR^B34x%NgR7LS`~F zxGymF;t*xuF!!L(g)Z=}4uZ$kv2KG_#Qx-uU*EX!9vVzf(x@EkTn z_7ec>7@i2w;yARTynnB0H(o}KD?+GIqY;FkPqKu=)Zy^x55Y?dYb*7`-n_q9oHbt~ zUq@slWeL3YKeVr2!yMVD{A}L#HT+5X{I9jp)*rk( z>aZvJ9F(J3qdyu{KUaEOYH+=K!XX1*r~g-Ly=}Tf^!_%mLDHA!16GU6eS36|VZ4;) z->k{wHZRLSgJMNR%){XFzdJ z|C<}}0hSyR5AbYQi75!GHW0?M;Zkyons^Uk(f}{J;A{;ai?e#2F^(G!=0YE;Wu&Yg zP5J79n`C9x?147^68>vjp2v@#%KxjB39&>ESt}^nUP8C1k~;Skg_Ezw-Te*6;t9i+JHj;umdkJVSGdJglU zytB)^zi~4`-g}s~%Xmd~S4n8^&w{go;)}(O*d3$_K`R z2)-Ta?hP-UIP@>iEeQ-FQN8pix|P=KNt~XeB!5+~@<(yzRlY>guWQ+VMJ7>SH5k{| z5ZjextDzMG%H{i-E*XHv^EX`m*o^?Y`j_;(4GNKCDGI z-U}VB*|{dt3sDS~z||uggj#zo8GK%~7hPD*TJ|-K>ckSH8kE_ImLr>>**a6EePpcH z`5hc@t?OhtIUrCUeu&vQMtk0I`py*jh(~(TUQo2!(PhDXwSTfUf;br0K=lCs>(7E5>p}%=Pf_ z$-(1J{CnBVCqP>Tt?!5$a10}_|0OHmv8?~gVAH`F7Eq$emh}Y6$qYQzx;4s$1~Tau zCX{P^HAro?`DcNfh6V45yRp++LmjI4eL*$;#x%Ncekwe|D-C%nlQ(H+@KypHlILS9 z&jMn2y`Io}<ln>=QxWYz=O~6l!Ld-ZhVI%bm5j;#Of&|Z;4IUQ4 zZtWQ9b>B{Wh#5OdgMZMXE^f^LE>AD$Zx_x228X_m78fvejaCAG*(uDeDx+tfeU}t` zT1~ZlH_IIovoRmU+2j!4@h2V1Dh1|fNksbHi-RPZ-QNc$e~QL&C4Cskh9UWi(ou^t`N6CGBXaf&lu^Itk;o}G4oec*U8jwnII(m z6S7CuY7jXK!S8o8!-g@wov+oi!r)ev1dgKvlL_)a2)JK z#a*_Iwt(S^*_yZ);o7{T@HXL;`XSPkli{3kRi?@9hY2#p#(BDi(e(3YO_t~br#6dH zB{8BO+*4)%K?uF_eF=;?-!Xa#AQYaE{tW{YZ7){8xzf}v)u9VW|zb;skJQ(Z1sM;!IPo6_{ z4Z|0NscdvJAsA)?&%d?MzbqfIl5fLKyP>XB(9840v}y5|`LcV@Gy2%BZcFL!?G+{W z093Rh?c%wG-%>`Y$fWO=+6qG*o`ssimA>OA)_W6g-A>3dbZ`xCCVu9-O`3e=>454v z7e)k=+Dk`QzPEsl8v`3<;3Y=U@=D;g<^48~a`2)-X50*ojxvU-8+hT7-+w-Yk>VNvkXp|?srPGzF#vO_^&phdGc zuh-I*&;LC-;vS{}=S%&ozr^2m2uM9Xxfg~8z!6kudtur{+O^6e;YGgJ(CjYOR)=-n zi&8rgOu7Cu@3aTz23dp5rf@OXd->fHh!^tmST8(1)%5g&3rdW#ha{`13|-4LTQ)IWdz+!*vaoV56um)F|rk9DJ$*Hkxfey2-` ztMRqicFj!%&tzc`*xVMB~}@*=1_Ya8StL<~?RZVsuI;`0N^4ifFA0&?p&e zP5KerZz8!q)`Sn%{KeMRtLRi%+>d9ei$S6gKSvPnE6{jjkGM3_5ntu=yrz1J8UARV zLawF-iIE(NP0NJ`QLl~fp}x!C7OH;T+)2t0xyjXOyH;3JbX7_*eF6SslZbt{>BuA? z*2Sk3$z99uK}-}BD$E&hN_TlIe?RiI*iM7S(M*ZYxs9{4vs5HwUz#Lc_1p_~L!Wb( zvvHsE>#kc<0sTorCW~zW3KJWj!8uAiuuZs#6ZiA%NG#W-OAix?kbA_4=j?qZ>Dg0* z9vS{yof{t?pgFXK(a7=X=<>ExL?e<+LYq|XyY#8ra9Yqu$WHhBr^@xzNd8vkIy)2m-j;(Z*FIdJ#G7W*}cNG=F zantD}UXUQTUDh>cov4KD(Gh*A5>#A`zljjWfA&|7e+V_d9XIl!;cD1@m5KJ#l~XGi z84c+X^R{Gh5glxxdt6-2H(#pqK5kP|<5NuQX)(10?#lX@no9IrpSgbdRi_hTjD@y@ zAagAvrN&@^RFqs({d)m4^__y>!9)jb3PD_R@02IwQz7HOajm`YUbn3KgDfbc4m0Sr zQ}I+v5K%9EJ+IWs%z)~wQx%xo^PW8**iIX!{*itQ?)tq`&`BkAT&A-oEIbs~Cn@P^ zXov@bG#zIooE@x`KEHcgfRA=}9>B+*r`vK*_;PH6$>N$DWcyqnalScOf$+5{u4Vr2 zm^S!E^77B%J4Wnl;=58`oaRsGj&@HrN=z;<&atNlO&@Y-O1YL(cE;cMmWi)r=7Mk8lp-Ms_bx=m4p#A#t*!q677fw_{iP*Q z;j~%#s$e@cLj2NpsQ)HXWE{%zMf#`~SJ(#}jsuN&OaZkJ4njWUK@wqO$>=k3ZQ(;0 zmMz9N-aX2cw`n43g{a>$TvJ0^vLZmeW|Ful^;?3<>&TU*`7`gd|6~>&0!UjTnBb1T zeSeQ2C@(r;qSi#Z6cv5U1u|=meTRpRlu>`?d8<-|Nfyul?QbH>=M{}SKs*@50X zVLE83-x1~auhl^`gnseY{cWF%Uuk=PR@2&7o-b|~UB39@WM*cD@a3}@U^JzRvifhp z7t^Y~l4c?C^(T1|cMO7mCT6NiZ8!xqG4g3I$wq$XDPz$o=J^*(bQlo9GPT-vnyq|! ziHv+&O+ z&1}>B}!G? z|8b4=bQ^!Kay$SBW2LF7q7{@O74$WA`}ypu|7E|^ZKrti+bFw7Bl1t$i-`#vtMR~a zO7qSaw7{*+7T<2*ndhrvY|D&46r)k9up5oSWJI{BQ2N2ZOO&(Ei&JQ}Bp^yG>6Fit z*iF}qLNatzXz(Zfe0xjTn+K;H#@qDW;9X4ge$4w-rs#+Bg`t{t*Yc5PivK`8 zuFB=GMOF3O-}H$e@05S7@hQ*9VaOh|f+NeI%hM$yS8+iy_TSbaTn-M#*_>;nn*LHltGq76o!_OVV#MoMVqu)+2X@?W)v!pT!r zNU)WAX$`tLqOMr8h2w+=;B9zyI_)}aQ-h<0ok(Q|zFA~uFgxWm=lN~K@`Kd>|rE!>Bhj8^0ND_8yM}h zq;J$*v`{H}oC4D*QW5s&hw3ptGeIz>02BRj5-v-opRNKCAw^3h#rP8ZY*vP1sOfpk zHCRuz7m%jXnnEm}?s(a~VDg`IGxw3F>g-jF-)2FTQKM|<6e^nY<%K<^gM7kA<)61r z<3l?WbE4($sM6Y$eVLJqz5?g>V2arFzi;M@)8LcMiL!VRCuZ;S4Ws20w>dvXg_@1x zdgl@~>$C`R9)_X%B<^+0md)UT-L(1xE2CyXb4#K_j`M#Z0=Y_NYmvUUd-KV~Baj#> z7_5lC4c_jn7tg11WYD0!uR-LK~eye)s+&Gq#p$e0(kZ$?z=%Ck6 zfeYyuih4vGR>{5;6O#!737jLPMjTgQFxsLAdIXX70vP!NRvYmacCiejja)Dwi3T}k z$L2MJddq{=$aibYqSOo)=Ry&fg)lV#DbhXj>CU@ZRudjZiugUYfBwU>@i1>VCpa5> zf#-q4XAxoAf3OVG>JtMoI|{<_miZvYOr&^!n=cQWmDlZznsHB zaS5FbhFtbFiVB8tBJXU{1Ui@DJk?)BHyuBD7wStXzwpF@o_ zXXyGBJNy+{+U`!IOH>2+MXUS-j*$w>!2keD@Yz{OZ@VC>voo*5Ky&p}LW?Ug2ox|A zhGEuKlI->+El?~U=j@l)VZCYK0ukxKILkkH{obn>B44uBPi63WA^owOSL}~cJ5D2i z1r1V_PEf+N&B>!*0|RMS1@?57|7p600lvJ;{pC{r&H$hWaq zi1usas$xzL2yqw`t>nDAWt1O=W2hzRCpg@)-T^&^h|GLr8xxA#1B$m{p1*MkHO^-) z)@*j-!y!Z>LDG=HKwm2Qe)wa*)U>n+WXs}nGsUqI!5LhS)` zfL=%p7kK+hZ=;}+2LNfUZ7=is!qm}M5PH7DJ;lG-z$Fs#Gx;5gxYLmg(wVj4=G+$1 z@@xy(HDkysay;uZ+MDS0A#6$;`;(Q`13OdAj31dmf6vZR)bl1M+e4edpJ(%>1;iU} zu9SxIS^`xj7wEKzWSc<{$5(4)3o)<;SmRKU_g`~2W_bOYVJwZE8d7@)Sn1$*G-+x+4}1#DJjBU zC;Y)7AuxYg*PI99!MxI0RFYyDrQs3!|9T`#gSie3CVwMRHP;B7twjFCN2=Vql2jQdl?Q_hF)==H~tpCItxDL60W#74$1J2TY} zp_9X+K_0B)wEAcqUan6Zhn(I1O10q|HQ8F7F%nk!&OJj5^%H^r^6v3H2Cf-zhjq9Y z^%r>>l#>xn>ed=S4+?hmkI$@yUZ$B|2xcO8C2O(ij+A&zOw5P;{2qQFm380lcpudt zZ@V>z^m5j7IEuy5E26c8B5`QN8S852>xG2uv6PBt8G}q2rye@$8*6s?A)b?Ofg#0=vA(4ruOZ&)moML2Nl0gz6rr-I3u0@1X%s1)|D!kNH*BFa4e1ScS8I@UT%NFn(%j@(p~4qNsPc3RE87nk3$_ zxfqKnpi)LYte9ryEc+*qC8VXw#+zA;THP}pQJb|;BFi*UiB_bhfd_N${;OYTFIVy$ zJNH3aX8`W?-I25ll8%m!R=bna)4h)CM)d6LxN%0_9z;ii-r&(l`nImcdR>p#f@}f9 zojTKOlmJRiaAL6W6ywS~ki3G_zGIPyhTjYP`YtPRDjT2QNoa)$G6aXiG{84K-`+V} z_F(lY0`}sQz2D_EhFIfGvxGJF_vo(R3Q5t0JCr=Yv(yk(?D(ZMs`@EWpM_Fb4bww? ztpaK^Bd3+<>n*<`0OeF$kAqiXs|L)(hN^7vDH8eSZ6{%jdYA zE)f0ec!^QON^jh9Fne)Jo<{DwxVX5V24Mxpb&erh@eJ)vfcYVvun-sXGu6pYAU%^Q zUkn{_d0e&sPOiuZ87fR^OAiJOz2ebm6cBhY>0s&n&!=xej@rFlW%84bQ)_^>BQ4AZAUb9;Vlin`N7F$bbv6z(|_q)%>1-s)M(#>V);V>1N1w-0%9<4%F& zX+2Dk`})0mhT`nx?J+1L-hvxExjF8m1K(2RdoDwH(d_4bp~Mb0-D!J3K$Fc8>xx=F zG*Ls>68M8tT=d~nu1T-^w=>TbEp*Mjg5`(&@p&+ znlHW2j=LlS$2U4cxSE1?UapG0otv#8n$@h-@!=CkVhFv}zwx=CtKJf(?P9f}Lghr) zN{pyyHWIRuo|S@#ZCuRGBG&0IybqhJXmZ8xK=?1WfqxQO@ehDUOTj=t%Q5!|TL0$f z!Vw87wj_};Fbx4)Lk(E3!-q>Jn6v%I=Ou^_PEX7}+et}1j#HwI|4mY0<3DyVS*W2P zGsIWt79i#!OIYGZ{ojHq&Cc<%R)x~+9Dtb#3u2&`_T8$s#Os-cqP@uMIy=ns*oH3x z2{V7)7t8q&yV*@DNBl0VvvXXiIgMzgX%mv6ZcIjlExtM%AC$T|{TB4A4gfba9?iA; zU%PV!5ij8>nCf+?tEs8kvhp0edT?Ms&d%<3s?UYT*__qvxO^)X~ z?-_wV$hJMzV_7)0#zue1jkVvhgzaC9oFI;ZJdJ*x%O*EqM-U_!)@9@=v~=XGu-BVN z6rsC_Q$KEzsmeqs+qFIyb1O>QJpzd$1ar-Pwu-Vla>YRXSw@b)XW$(C^-AWCTAY= z*b&=$4A));)-G#!&UbrIUzfU^zdZF>hAq<)CNvjR^thTqOl*2z0NKs`8kCGc!@A07 ze2rMCI#C-H8JwxtFRI8SCp4&iwYDt7+!k(9R(6E^+kpQ0x9^1H61D_-;XaJEL6Vcs zB;c{Ni@8;rQF#Ay;z$Hsl=3rJ`YENi*0WY$?e2wn*6~>1=Zu|e`+aP_L}AKkflLsX z+3PrlZgZ;c(29j#0c||lJ;kCdm9+SZ5PhumT6a)#%m2GRVhImOp&EX+rS2zE%v0$NduZ=jmlgitH!mJt+dJQp0j zOLV)nO&91p*zeKMeoj|Ed&8)3oa=MK^0?IrQL|mQfj~$|NbJp2Whul+bFgqL1`rMM z*Q_xoc9w!U5vXI}$!B&2f{F=0$#loheHtBcovsz ze#})mK3(S0>CO%xyG$s>u~747Mpk|?h76bXN1|F#kGxi^AyZ{*?Y*X2QB{Oz{44d^ z60Nv4N3!}W@JLTon%;t3i;k?QOlOBN_iN0Gh0e8Z0rhEseBY*N{4`yJtlkN#R?l=X z$Uo7DgyAPXDwF!YY%I6c0D|tPK*x@ZD{ek8=dkmf&u>N=Sb_Szy>0TjEQdDaPsc1V z-u1WHx6I0d4r|^}Sf@@{I1<$90Iv>PyvnTPpR-To^# zMTRcLac6z*-dsXc>17VyLOy$Q;p4R$$WynS^x@5@+(yda?CJa=us!VY`GB(#X;tn< z@`~WvZ;!}4ur{1^&Biz=sJEdeedmDVt~6guoKKH^sG!QE5l0|qot@aM+_~Gq%uO=o zp%zH{gIFnGjgW{XL@5C414fAE3cj3W<0)5K1cVsci(ZXqQh-v0muee4?@pJ^oO#&v z$Ok;ZD3sPCPIz|%LnGT}Dye-yM)hB~2;S}5KD^h_mH=u1Sb@6JctktrbLrKWEHd)V zCNU`q1u<^uX(#R$Hmr}#wYq7G&NYQ#xP}8?4LUoe3zs`{tAD|Dg-RSm6w3GSorJkb z%4kemRXPW4ciTG0g?LpudG{FCo~FK$6L~x zPOci-iP_a{L6bBhDq&EEz8#dzNjh9P{bBY&c39Lu;lY>Q0majDQRK7kUOGJ4?X3>= zU&WF1#WL3qSxpi%5xkmXzY1kPQI*vVC9d=I*0Ru?d|p?6XwJT*SwNjD2mfp*eWgj5 zn<_ODoKx)Hv)}`nR+iarT5<=#t|eYuHo~r(uLswe@X;gqROtd?tGL7B*oC;!1oQPO2N85 z;^+S_X?nNv&fqYUgS})4bdkj8uB@Tni)lmJ))OCrE^+2=^^n7Bt|NkXaiiC1_ z$sJ4>5IMl?Rpu^d)z*2+S~bxfZ!JKU$hjJ7S-1z$_q#KVQC}xLQ8W~Bhs_%V$F8TT znM3LHS{u&RskWz?^FFmZI~i~8oWDGur?NjClBZjIJbyx_nsz4)hAF(u-D{WcYG|@6 zKQ#F%`r5CQBNbBFU12PQ3<@z6c@EklA(YDA6y(o4RupW+v-Hq7lGC@r*L71l3LHBO zc9bUFBr4r#3^%8)2D*ZnHQ53_nh>wu{VOzx_syp;lTIc-cI1bdf|Ng2oLF`#6{%+@ zg^_*}_=GX9g!=X2|3}nWMrFB0Tlk|zX{1Y$?gnWUP+CN~yCek!k&;F_rKP*OL%JL3 zl5Xj~`_*&rJ-^Nw!{Pbf+I#J_=6t3Ft71wO>+b&|5mpJMeam~lZ)YH}NEie|l3K$I zowL68T3;mMeuBpwfJ?h_y?8Htw<>ana6bQuB0fI;t%e54m!`~2Bos{Y_9CtN65CaY zFE>YBpl=Z>bVeu%3g3s>2H)vliF zzJ0Mk@`GhWhu~gf2s1QyHUy2{?2}|-5j8jOHNSHNcC$F30O_m`V8?E{O@ZD&$YayV zkj)0NC3T7Xbja($e9#I#UgUoKjyL{HN_GE1IgcWuHD*4ba1ecXhMgbXFQ>kw9~JQ8 z(u7|Q<4t9UNt7Dc#Zf%6lRrO9aXlk)yX@0hId8rfa=X7?d_~+{+GxKuy5#t$C8EIn zD%-s+)cs~PW7nb~*JR&^(;^gJjCXj6=?#6!D34kfXOac2AE!s|8ZqBKn4bT1V^(Zd zEf?qkDu?BCdEqfjM!4<)M`~k}vALl;oAMZkcl)xN%*|im`GUKOMRx{zQFzV zL~(ZApd?tVpGJkxtTozkSA$B676psi>sdN!1eME_hUBOnx_*u)Msy z!x@X>5v})7$V6)JXI;!CLlf=IHm*rPsdV*@91zZ@ppTwc*7EKs02g@10bxbdtnMj z{}arRD50fM4id4pT^*Tkoz-WJLx;j-Z7zj#P{4oXzG;;B2Str-mIt{bS3(Sy(Ezq> z00=&yYa;>n(`|DGnMFqFh_^Zk4ZH84$DccBt`LNCh!Go+Dc@I65t1|TI%D_@7u4Wy zL4yX=3QvdV4N|3k^!pr2`DVp~5gw3F<579Fp4%spibkP@XnGcbzFU*0^_NwW3otRPwts(*p07SrgPT&jg10(iA{YH^civYw)jmf>g_MJ6t@#V(;=~w z5q<0vwFbY5$5T7v(*p%~n<16gX+Uv*v%`4sz=DvakOjpMWXcHK)I?3wC7z@~*BjSQ zCtlIUv}6g1ApvOVrNxhgs6qR8^X7p<b!*a z?TIgqF3L5EDtO>HKq7($vL5?R+9Y+kdRnZmT=O4m#O(u0gvM;<&x80;FOH`&3B6=X zV!<{xVZL+@{xqkSbMw#UlwFfFKn~iv{4h%YB?&|hDKnm|Mud;VeP*db|A_w|kp&cQ zz6a5R-@bJ>y;;FbbGrtg!-@N{ADSBPwBuR~Pq*FYDby*P4h*1=2RSVvL?%N~zaCSo zNFWY#PE2)a2b)xVdXVz%Od^avzqlghxCo@HjCv|c7N;bIR5k#G%)0RW2MZ0<7HLfW z4c~n#Wlq4Tcr>pH7(ajY*yPVGYh?Lvis&1miV8?wG-QlbO)|Je1wq#2Z~)F#m)W?v!wZdGW$2G2V4JI z*hQYBfF5CK%|Mwpv;|+XUmqEs;HoB-;RJGFP^Ec^WMROoSG^Yv-1ffepdB;~NpcZn zdaS5$dQPdwKoK%ix;}u>{ebHNS~S-~D13pnBdVq|j5F8$rxa~3UGy}V_$+lG&`#46 zh0$9+NwWu^9&tDfIBo_O>7m&}5ZEq1{F(@G5a9PRAPLy!jX$-dZ=Bw8$?wX8^S-H` zcZ0{`Gnrr<7I$aVqULZ6qa%$?6_c99+q~a#zb&q5IFNVy6Is(>T^2;n(|uU`#$?T? zcbhSN+Wh?9kpd8mVsSiM#R`&bU0g4eKGG&z?+4L&*nv8j(aCKrrxn80atYyPB0B`1 zteV`J^La&W5OnJ9?BlqwJsPcfF|53_EN&gG*>e1T;y;JJL z$nnyj0&r#kO7`h*d6fN>bg=gr2y*Ohj_h$V;T$i#j(ZlOD>l44nKCIxoK0xS%KmF# zeEM+X$kJg8J|7TG`!sjVuW0tNNl%$HwtbWX`uLB+c6IT)-Y1Ha5fV59?(mnTBcP`{ zTjJT4HG&N_O?v{hAhf(eAi3czgtqgm|FpngH$ri*FSoQKJEFVE$%D z0Z}c+;7){gYj@9U^O+=6W-+fs@${O97I>nf$;C%!W_^*v&V0IQ*efMAQrtGU@yW$C zr<_R8{YPED?M5g#$^j_>aFmsOqPCh_5cQhqZeo##Klk-d%akE4FKfDVeXTRQ3(W?A zy1Z+?-v1rYj9Yv*Jc4!wq;exf9VnF1$D4iBIijfuQJw|54g>?44!g#v5mk0ZRpmYy#) zxHTz>FiZrLQ3(S8@ZH`7kn!=e^N8m@wN&|WeXAUB)oqI803uOA+GEy58NHS zV3XM2Hz(uDjM#Hd3qE{!)lu@I?oI}5Uh5&v_Q7%L%Kk|C8W9n45TKV% z(OYqyL9w&1`}_2BU0OzRtnMIM^l@h1bi;5~rpYsNm~v_UhQmeeGloa&5MuBwqhVP14+yG#|m8AlvA<@_iGooRUgY)yYh zrrd+9Ac2$XlOAv(w-RrGv7OCLjaZp9WBb?nW5|W?oTkktMb!qY`)SlGb>#HcxZSK4 zYQx7L-b!*A!FPf!!1UFc<96U1HXXMH@LE7jn(B`nYUS!l!=k0q0+O%8Q8}LnB+3Z9 z7~D69e{wRDKZi8xd`hb_gi9R@e)EUb&y=5;Emoo4Y=_^(%X}GP)@SVbAD{5yTZVVu zhR3t3f<8XTKn2KoxY}tJ$m&*8_{fvPe*5#5yp=#8u;>X~HGF)j)4hKQgYialILRHg z0{v^Zcl1hW8d}tbkqIj6APelYG7gvUJ&i6M=P5|O%d=f0+!wGNJako=2>A(Qc&nAO zl1UTW-pEpXN1 z$nh)u-DiqrNLc$2x2pu%-VQ3p0EN0<$w1*k=iqbbq|V@r&VlBS0L9Y5d3OpbPi!L; zg69B9dZCt9v3#~IDx<_LefEhDbULz={{5O&j4xZ#A;M^eWB*pRxXC>?;67~uR4w~GSAh*tuwjG$1}W3^ z`v-MT_7Uhj&nHiA~-Qgb~4p0N8x*2^@)0H`_ z#gD?xzo>|%yDUgCTQ0S#3SVC6^zq$R${l@x3z-J!AvK%tw;v;L77!+~S0isxI>BH? zy^>-t-dFD=njMlpK)X8tD@E6^M^dz3pi}X0X&>;=)uSyZurT8s7~lX+6?|tPnL?IA zb6!f$(0;FwT<9^0ql5l@h+M%ek!eE4=Y+qne;<>^Fe8dQs!Br6-=%=K`W7m*(k^U9 zozxiKbgrP)8??;G-avWPPij(t{9EQ+C--C1UxkmS_Dy#8rxHL$Dw`T8R-iW?Y+>jrN{yU6{qh{4fH2OR^$ z!|9^xY623T4=uRzf^fxC-zaW3U+3iIwW%~;O;GJQ@A|(B=j1bxONwrh(J~+jO@&h^ zX_aYE%+tuswN-ybsa-(4QWxL#cR~>6nOV)|Z$%YngbYk^If~_OCMG3X5g3*c@4x$t z|2A}H3lu}y>1}w+OYN> z650v~-`LsxW2U|AV)|c@K=Ro}_H>53<>yb{8)Ar7Z<-633c;!K3>dMhuxMGb)%ft8+bet%CGh$xqW!5!if& z=T(-Y=vRX>pE`gtSWzJI97;+^@&UlrQV;~79ZE+7Isl8cA87$vBM^@f4M?;Mx=GWpy;(-#K*b;i*;@3jKD0aMA#bouLtwon(Un8?q7!k#(tiWge^o zFf9Kx;&AhBa`eppJ*u7xY?oQ1Z53qSN?vhoHD{(zIi)IQa^mxYYzI_=&?_Tda1gga zm)U%i&Ey|d2X4T*6Fl6ITDkGGTX5Olq; z*d-xpR%)O1U@X)Y;GxMORSWx0Hu`2NI;=-`982WOA3-RhUACB$rG*`Rw1)VN!&3yl zgKNQQmsgJoWc=i!n)HPT&8xN3Vi12U7uhygL0a$3C*a|}&TzF%|5FTLQFWG;4t*22 zW|g>u?w>dK1i7yHweYK*qn~f?+`p_&0nJ~19%bFA7lT^{*fR$|3h3m&D^0Nqn50II zn7sGDN&s(m2DmI%u!aZVuIJwOYbWei@XB$@)!B3g+Kqvj9PWk(0-4HE4fZMZx>pTo zOD~)0oaOa1j-|TAaJk!|G)&^EDv~?l$LA`sN4)wkRRqWj$m9n*?Kj1?=qJ5WmnWqG zUpUU088GG79K4|FN8Gkxphr3$Ab?I^L4E$7UTY6zbHonuz8I0OeO z%6iF5)F#>dnmV$?5yzj1*40gl38*!j?@o(Xfq1oR*19>k*zGjGO8ast3;vG2Z`&F1yoa*Owai*o6P1YE^3_K$s4`k@|3{-U zydTB0=u)K7=eJKg!3}L4hSbNmgK}eM?W>QPzP3J}hWrFO$j~kuxT=~UG!i4h@v!OJ z)y#G?HC)Zcdbq0F&MCHuH+&ieE-x{z|GDZ5a2ZU%P7wxg5VUQ7CC884>vY=0f;o77 zb@WTx9d%1b3g=0WC)z`~o0}*;&?&!PLJ?`{3?>;F9`*pcsV*=TWX)0tIHKh%7rxZi zCU-kYr=T`vUEKlbP7aX54ZH$Q%WOZmZp1j_BFJEJ4z#lG=A_>Q^AE-GT(hZf`(`nv zl+Ptk;afo2a>(X?a!MTq!7CJ@is74wa#Rq7N#+gqRP0@La8=mUUL&d+1uB}^`KHp( z%n(+<_S1&u`)}#rDkHa=8}kZw`3$fZK6^oLXSk+Gapfr>_e--~O?p=o@D#EYa~#&P z^x17)6@cjH)PJxdNk(evts&4IWjE+tf;xuy%Y z7z*N|k3hUSrokF0Tz>L%wjv7_Gsk?TkFMh9%>?V=^H*HBn3y0I>-V;q2`=;Goe(B^gI??b6C8x4RrPqDV#ns$6exug!##3fM5e013k8 z?ymQrk>dJ&{vbm3wnHIm$u<(}hVZc4P#>To2gP%TeFA7-*eUs;0y!QyML3{i{Dl$` zeLO~00p~>g!dc6@f!^n6C0X^LHu)RT3f~+cuEYFdqVm;uV{UkmtNtM4eOqSK%MZiY zKB4)<{_nm4VaBs&kswI*d<$_U4mT4?R!TtF2#ATqOcRAt=Icr){sCd5cFL#s0kzxKXRrLPTBFaUx`~IYm zd+K6}ccT;q)Sv#$CPQz=@;#=mhcCDuO}8~3pNp*}yo#_Okl9hfpR&0~OyhNkzrF>C zI?vh@#WpIDzuY^n23cdq@3@cO=Is+GG!P->gAsTJ$nt^6_wS4aCC5{sjSqC-pjoX1 z&_e-b`mpQ%S1W;X8R_6_c?cv`heYcLKJA^P*|_iKyj?b~g-wkEw)A#53Yvb@ob>O& z64ZP;snN6G6QuwQiYi){Mjz(p2Odd$k5co5=#}VLs4Ei4K8}w!A8(r$&i{)hyM!eNGpGObF9^ipZ2qh zVsFmaQ8x~At9b zd)E5?;Zw^fXdXhmil*8z8xM5>57%oIUp?UXZ{0|lUhsSlf*n5PN%)*hgT^xykLq>p zMg-;qzR4d6UJCnN9m7^&38q+3BhDU}ji+21RgabZSp0t=qI@grp4{_`2b;4B6BJ+KW8&w=8jLz8&}}9s9om`O9NJfBo5nOAa}{j(T5wdigcA*YHukf&R&K zKRlZwjS*dnMl8Rxbb{W}a|LeMLYfe|Swh+MAj9Tea(S39qhcIcNQ9)o85(Q{W#985 z0ZjGeTAy7(B8ez17375pgu~`UI8PQJ3lm;-LTp-)7+6?*BbN$<(-qz>`bVs2Z9THM zFPh#ylc}@fGg@f@t>>__She~I8Jc#Vs1KOnCOQGoD_DX}FY2i{+Cb+7OA9N>Zp@!{ z#J0~nL7Fe<9hnf@s(JzFb8ZCK)Gn6|B!VI-QM|1elCe|IE5Faf{pPy%%^7e;B>2 zveKO!imt=>?CpI8xbqDkd%poOKU@6@!-?A{1&1yw31vDBKlOcFd>jBSj_J;P29D)*}R1OTtMsE0No&u+`M$ zH&1)DY1JEV`_InVtZxp(0@QmyQ5?i)IjTf!6k_2aAq~*r`NOM&LIy+#?T20Ox6wb7 zy)T+?5xP!&j5)(UlO{|K8*|gCz%}aUi0*kXmoRy-i-t@JUR}*1f8nAK0FTos{t4_E zGG6wM!mAKPEAlYIlf(z@NGKgxpaG%hgGIDu8VzN~w;X0&ljbB2ThU9>?c%rdR>2(^ z%-JI$)D!=)gq#J$%(_P4?3))uKP@<;02!X}9T=OhtaN;fDXu+VaKSAx33wWR+5~Er zpU2I+{s|I-0ajEnj`el@*pa-}4o)eMUc|<9=fF64>RRNIBn^)*Umd%h6p;^31XH51 zu!f7J3SB8WZC=VqNpxjOM&qqY09L6m@&K7wgo3nz&qj1JbR<+;k4XYimM@!A^q-gX zF0%VblRNyZA zULi<+Il9O{NZaxk*c~s}_L%7uT5&DC)rOoXdUM<=4;3fXjc^`KNu$hzELVY=mr!e2 z3yX*i6aQP$iz3eglWoZdGq&iKE*jGCCB@gIcPDPFR)sYWq3x>S^F`F*wZcO4^&C=x zGiM2h4%s-?p4aCe&0VWM13P)$KP$|*)pse_%RrU}@ZHr} zPAq1gG2g%dZX4%Mq9bJoqu<=q)wdGUJ3RaQt)25itpVzP*{>J}5CxWu53j*m5O9zH z!GsUeMIkAQRZL+pJA_G&%PVWJ+13;yF@ffn(;zr_GpWv}CBVviR?ZJ1JYqu1!I;}e z3;rwJWYCq9u~{@2)jwEd`#Ss%(`YSnNck| zr9}a!S0B^|t*#L;pq|Dj71`Tv^Z;kiea$hPKQllVB>r)pNn=VFq{+Vv-y}Ewbn3t_ zOUjn8WXR>*hxzM{NiI%Cw+qBi6gAJ(+*2{UUSB2QMf*6nk$Dkj_7va6i+mj(uyNL%lnQ_9FL@qZKmn#@hosWD878;ay#oXXxm5u z45@V`3`}RHIg4Qs)uj*?8{DwVq!sp50m4fG5KemX?hmI!i?xfjS+Y8h?2(#Ky1g$o zT_a36k0dG`0E*TsdWL`^Wi9&%-Vt8u2?3 zBP>A_WMz8`?~mx0ZFOt|K1WzTMq!gb|gMEYd#opws7e zP6gZ9oCY_8A@x;p{Aup>G-l>|-7|srodpBRgA8k2yJZ>%b3USBg<#DPyk57}f;o=n zeD!w|=vCdm!%bdtl@`0c4(fPlSH5eV+q+9ng8)I?8>Ci;^s+x_mQAY>EljZv7Bx@> zapZ0#`aIDD>{nvpjo;Ddk2Toy{)F>GU&QWgHD(!;!S;CW#YC~2kL&eWYI-^XFwbxwV_SiER%_y(jJY@Ch__C#RC;d?HP8+N!bU_3&$uKvoTcuBvatf!zkmSr zX6a^9Ld5Jt@ac4(>+t2c%;lmhr@c|DG#NiP&O8Pt$CV}>u{eow9%Oj39su6+hGWHE z*r1!#=dOL0REw4KvnkI}v+Pp`PkONoJeygR@S450qq6EjVS_u<*Nx*&Jd|Shw4EO> zoqK)S5tG4y3Ft;++@&^^2<_|$s$Svjf z8-4Nb2&s4RrDhMQR|dGp?tmJL9H@B)6Q4U>uEj3f8EJbcaz(yrM_P&#$9q7hhiUl5Ikj?R=PgJhz5u{>Q zG=salxqA+wHz)?lzo-5#ojq`%L~Y?bmjPy{ueybM_QLp5=!zrUZKjpcn?hm~i$0z~ zc6z-ax%s%E^kT!=0DWhW!TmfFC42d0GX)4O^!4NMZN9o$L&?@VUJ#wPE_}Y~t2Y}y zRu`=gq<0?*-zy{gIz_b7{(rlQFTichP zat}?Mf0A!qj>h?V6mcvkfG%=Kpxh$0xFZ`d$9NHuOA+bJgY?#V>D=#h30 z=rIgRkYe3yR`B?9$EM7J)A4OuH7%lJ)O77b-*uyJbN*1%;iJWmoer-Q-hFqW59WuV z8M3f5VB`1nTINU1InHp*ly2B-z926I?G<9VAkKIX+KAq`;@twY&=v#@-H4WTTS$n#6;4Q^K%2>ONQh~;k)ya#12BZ1n}r9Pn}~|fg#8%*m3d^ zcXm;n+qHG zoCq4e(v=fUnBY#ZDNco~3i;BVQRXTQUadd2p1E#6+40rwa%r@^P54iZi@R~<4L77( zv*(+C5l9EW>fsU-#`hs)f_yXyRd^jW1zT-{rQe73*h_bUP9QTQbOA z6mC7bb>pHC`8HuaBkgHDz6fDLK!Vm&uZw(h)=FNn)6B{Pm)T&I^xQrBAC2%ow2!ZV z{sQ1Der^!le%G?a1Cw~dDnH8H*}@z2@~GC4w+AWjaAYn8dc{!l&*IJ&^z2y`CU%mRy0{Gh^5GzX3pBi%8{OHc`)#ZOX6vX}Kzg+r7HSb-=AO4#- z0$y2Zp4gy-NZgbV`|YHRn_{4Me-Z8#xEPU$?}kjPV9w3dg}|+mQVQ-dQxgn4T+xSPXZ}2Fg9;^O;b`KZksaX zit=)OLK67~qPmmceHCe3{3fSV*Jt~zs2y;xM9mafK+?{`Q;k>W(>|j3Wjal#Ztbm- zpn4O~lS{(>$uwMW@{tO5KBxH=So%<4PPa*zBiB79&_gV$`_mVLFe(L8cV())&ciU5 zMo4i7pA0iXn{kjf?~<5Wj*M z-uSmix6@O4XTS16tVZbE2bB_@TF3kT5S5B?PqUH5(BF+KWMNoHeHD@P71s!x2rg;S zh2W^8XB`WX0=s+eB3Kv|nP?tjb<}duz{IiH)4A>XGSLljokhz>qBnsB+62w*Wea zS{{)@+d@BnZfJC*L31lnd2Y5e>UswzxNYLxx3 z3F6|-z@jdI(p(JP-^kCop3nCzBt`v0s*r;8p%=(jl)Cn%c-)`qT0S6W#$OTUnUMTR zlwlHJ6oBzC=zDtMitU{cq<>)vg`=ioSS72+_pD>DA{Wis#4T3VAA# zjmt^&2-bJaFwqrbNNpI`+i!4k{t>5D_H-ZlWE#y8-%2Fqu$-8#Y@pVAO76e6ZO14< z^l}%ZGVJl1pOQVK?UO$1{g8ocBqPWw@CfveybM-J8ABnPU4`$SFEz}gMZfggSUaI6 zDXn6q2KHH6`jPQqVnALV!|q%yZUmKDb9XEF`rIbw0)TcM-C7I{USlf?Wy~Dvaq7m>KN`p;;^R|~+q&VZt zpL#rI9CJ$^^P(DgXm#1WZm>i&3dZfIm61ChIyXK?@i;mvX;iENqvQglM-p&)`K5z0 z=utC7p)$(&o?_TWhz^o1|B2h;6KCzT{9-2wjHQVlfxS?``aS7iS|C?J@kn4<8+9K?x2@!Q=7al{4B zOae`qk8Ox+9-GXJEu334g|R2OfvARVhZY zi0xEx1D5LWq@J_x4;s?Ygj(S7)8KW7U5p&e+J}M@qW!7%lC2yzPRowCH&BOl8`2Po zf))von64dB1*Sq7jM|a5w9*k@z351(fW1E42}2#oCJ&P%4Z&PHr`aNrg#^|ddwBFk z&K2r4+dYQp3-ZF(lunj?zjeu;N1k0p^;<-5egck;@0tv9yhTCFjI-B9OC!v$In4V_ z0pj4-rMC6qA`ZNP$&5=CZs=>i)eZ0l&W&pH!l9a)n)?Z2tzKG9(A}I3(SGgHiSfKD z+=HSVRAJm$Z*_oRpZ2j-7N~)pfYWsO^z-uhHKdc7bt_ba-!vxBL2UuSlQfz5 zDs>|~`i8KfgWa|{+l~+l?@*rMC+2Jn=uZU3Utk6{qYqpuC7838o;kOJ^T}A!`G0VI--8$?n*Cjh-*+|@rTTn0>A|=NGk@>fK{JxGLF^`CsU|E7Kv$fv=SXw>>_6S zc)y)_gwQPuQ7X7>gP+^+DX|4_`~?-Il=oW;K5oMh0LREMLC3SEEEqCruDNk>VMF)zb03TYQ}3 zzBYc%hmAcQ+2b`C=L?wNijbyuZkGv!x3c}VU7MkKweAo~H`o?eV^pC(zvcO^e7DvO z=Hncjy~|A>A#O5LdIk+G7cTUH)~p?PcSS$j=D$^5_pM8#F+ZLq+tQvG4*}Aw?A^;Z zN6-QcZd8?*WIPK zx>8M_R4cZ1<9Z11tWoT;zaUxTuv@Zp$LCt;i9yuRW$kEaxr}y@LJ*_8d2PM>n<|BAE(JI;ik8&~ismW{c zW}O%8BN^|$#)`OYJpfHCneLB(z$3B@Y=1Y)3E+j(93GOhn~|AUEpB@YPXxvlM)g_J zDhEigf<8Qpy2qW|c!a!^6is)mXgaI#7AdcHpt+(%9NH3)g@MC=&v62sTtV3%koi>w zMoS#;voO?g!^_pQW}W7r1+wm4%!25IS7YI0zSA1)3@XZU6t)D)|fHOo;3PCU7;w_s{pQ2ZZO3Sp{;0E5KH9;=5Nj-3@{UD6PH_ zPE@e}Iann2OWbAEyX-`GS{&dg!V$OW!uyu*RU0Pot;|iva|z0(dNdbq}p3q>@&{Hv$hbG-3Vm!V54R=~F?*z#+U)S(u1Z zeU#ETuoE98aCP6!HIe+1d1ksIH7QhsX z2qS%NN7dsJK^$dIM+tMe?Oh zzjA$8A;8*EZRX?m8EjIe8CY?xU;VTW!EbsEj=Mk{$_3(Z;K&zc)@txJMJ`$~hkyO@ zPr2PSxj3tC4rX<~?CV*`%wPcb#Zm`#Tx}$<<3oYW@gRNi;Snc=JF%dzT-+sI{&cr; zrOBSYRuNRjc=~2JdMg%qp;oI|>!P>}T5~+b_iq7J6O(hC1qMsrpB!&iEWRed4KdiiSP2sDjB5w#2FXYoz1yqP zn)|!!qXBC-+?}c7uFa8^II1{cYeEHXLhbi^vvV_+zb>3VU%NQn)$?{y8_Cp-EmUYe zK&0C3{0Ii@C-b=MwG~ecLiIB4Tr~ugnpNb^# z<$tikn_%$36mCjm=mCmK;NW`huoiGjAnjmFqa@k3xJjD$bU1ROfmX=-lVsx?juKsm zN5tkG-!`Kn>_9^TfbH6R+?v_mCO^bQNqp(rKR`qMCSv|eVXWYP5iMr*rV(wcV8=Lb zIv0Yqp!3dotgjo-0Y)03h?}59D0%Rl=J7Y+WOll{+`uhOKpg`og{y`~nr7yHIE1`^ zI_pimk~9ZzM#1%hSI;6J4j$3iXfU6Y{0||@;{wo+#CANqnFIk2M@X7TWQ<@fQkeQ> z%&+!)FyNW}1}}DpcE$8t%1uS+t@Ih7C)xw+ZZ!A|UI8ZDb5uy?ic|lJ{$>59%s96@ zKq|BwL^vX3Ii6RRS7U-NS--E00W{zBYq4Z}FDdI(jXqB_nH11s@C76p2t(1QzjQXU zm(qIrm%%jxdgRVhKelAV()qRR=I~Qee*5kdhcYGs4iBsM(;&$=5YxsXVwAbD33a{Nt?BsM2<=qVOAA3r5` zxnzx*ZL(i_?B=BLn+%b%?DcplR5NJv+w|IT#6m8|EyYskVmoj+XMkd-8A1_q1S-E! zrY+~J5(fX1oI44ouj4ZTA3*yG7g>cGweH|K(YHoYXn<4$+*Di4ad=|9>OSr{U0#cOd#J_h&pocxvn)fA1o8(beu1_#sY2HufKqBD zIdJo*Xr@X&T#0~>M2`*iRChZF`ofPC@V1MaK-pfQE3o5z2fI|+QriRJ(%V>X+qMuk)u_3V^4O=A&+rNd4-DAY6Xi#sues=f{kKX`b)|us3CeAAeyQ z_U{h-BUC;rVvB_v=dDa%b7Ea^E1o*31l=n4WM2GxL2D*jr*_YIi=s!KA7g@<)5dkV zR9zL#TJNV88vR}?WnZS<7fF%GQu=!TkbDwG=rc^*ri9u~H_C}~_#~oSJkH7_{nxI< z-g6hnYN~x(#}uMaRL5&UllKTYGWnxW8iDXd+K)LVf4l#r@!VWdYriDP0N(Jn8Xqr*cCYWk7O9 z!brngh9LyA^11;!gZ*!@O(2+cM5o(|i?_s18&!FbabzHqB}E91Kxi@5)@kGxa8n7B zoRJKeP-(s&(7`}&nr!tW2OAq7V(e_>yXKAe?Xb@{xMU~dhOpBCvP7(^B|Ddr<7c*q zq;CfByq78C>74YJ4Y?3Ux~>;PljXKOO8WL%^9$t~8oKBk78#r{5R1HJCWq*iHLWlQ z-ERv^P$DLW)??GQeM=>8U8$w0BqApeyk7mg4$0a3NIcavKRmE-;lwJys+?u1ST-&aCRCUh`>QGPs>&AO?N6-jQFFpid4t_ zx>02M>r_uqDBKAZ4gaRfW205wA@O;GMvlYnYdOK%O}~-F5kx&lHrWnv8CgkmZ?6Vs zDxIxawP&ZkRdO5AQN$*_kHcv_o8aMaxY@MX#W2gECEUC4`y{{A^^t~V;5?F!$e$)( z%L=nE2LwIzVxQjsHng!XO#>gW{*3F5rsz8#DmYNm5aEeGFP+UL9A;_fOwWJA@CF%e zt+)hzU{NYtHDm*^;YN-d7}1wcPwC%Bcy3D?JZp}$6|2A+>Xy%! ze#?Kh-4d9=9f<%RC3>;WwWs{6v_5PgX9c#QgZqsKb>b;peqK@6O73M{mD|h#P0P-2 z!`KSAlcpx&hQqc;zp5-rgzqj409v$f16ci`!Tm!Q0<9UZyRY<@sty{cJmyj_vfoi` zy?tzGvJ^fmWlvqv$T7SyA8Jut8N>aQP5Hn#V_Me|Nr(o+=AJh`FW(D8`mBshzuK~fQ0>=_`p_yfGH!#GH zU*+;mk@pKuf6p&|OmiPRSkqP#R7aL3jv1a)VxaUV3CC~K<=5my_Ps30muk*2vhYR8 zz<><2AJvtW&>4~M(|)2+r*ocdt28F$gz z;(E*C_x9|F2;Y&)Hy$Z;&*ob14@avie2cYXWT~drZS_z=t|D_J64r*dnGJUSb!?Vm z6y`dc%6ZYD73qvkU~GI_7?Nz4ez0SG)Tq)a(%|xyU`!0vm-+*6v*X!vdeo^kI^Ot6%y^XygkRftlb|8_-G&%h%S`wYHPaw4Q@q6gIA zOvPy6t8V)sBwNr|STjd1cstqk!YH8+ws5~ISS7?y&`2N%f`Y%uAOq-2AqBG@Myijy_on#FJ#3- zF0+PYy6uA!fjB-F6&iy%q&{f-*=T9vJjuy!1k>SsnmHW<5&2-E6qBf_>ia}wr-Z%d zE4FK?0MPfJ;{No#^YJ^gR2c@TI@lH9^!Ni*@LyjC3dI+X1gkn!AOXMzN^2cBm~xTk zmU}_p8sq{faXGhoudJ*;U+2I+v(r6hT*WY+zu6sMZryV7dnn+vTTM$Vkd@Wd@ASYC z=~fe!O=tveB{E5&heF}tS$%c=962f9G^Sb%dp;ilxNlBdjVxRh-c@|MZ(?jgPDwrE z!`o^tmjNZ{g`%(D=8g|JIZMAB-tw3go4#xKP9r5qmOWQD>%>G&nfAVQM+Ff7s2!z3 z8CPGVKW}-j>5-)c=58$^m_sW?6xx0wZa1}S$Gm%v`fCjlVIuh+OF~bATuC?gyXNtH z=<8cNU#bY172HW@uC%OWjO(sEh~kT2@mLrgg_n#t9DaqloRwh3;rijl3pmH!U!H)7 z3wjOBty-VveE@fyQ_6){OW9Lr=}#cj-S=R%==~Cb(m^j1Q@7d@v9IojMy^Zsp`_uE|GBFRE)J_};npNELSHQ3~Q} z&3rD(!Gk2i1ta1lPkBup{n=$s-&rk?+ndf=+yXxGl66d!lGUH(aOdFobYWeLrgu2b z_)67WJH}HeUzW??emVy(JEW8XEFaP$nzR$Nm zIJoy#kW^ai=qDYKxKQ=k`Z6aR9@X^VN51tZTa50#Ft^XMr@zKOx22FZ8N1Q*G>qY~ z#qvZjSUct+zrkTMSXsmWmRt4r2FCrVY;5fAk->b^rl^lBs(ZTeUPPHH54v$+EDiGj z;E*fp`t7{@oBLa^{6I?&+)y011wKsoV4*R5u@$;aq6U_=Y)jc$>K3BN#xvyBPm>@D%D%oo-tj=uhFED^UOZ2{owBdcEPYRM8QtHgGGu7s3Ha?e@uHr?O3+*{Vx*52Lk@9%e3 zn2o_F19sse4Ayk9@-1iApn#454yEqe_D>tk?Y3(b?%YDfF#LNN;R~0t=Ck;Gn*(2- zv85VQBT~%dRBR-_0r*Z_yFxGWS7kw;LOSmFO6=9)+_|@`^m9 zlRW87wkk+e!5O=iQDUh^VSSYMHisP{iLR9TB_kS3ue3}WxhJ{+|Iu3J!C{||k?)XR z6+d(&Q}|8)@f+B{ezfH%(3|*q*JzlMS?1?U+h%O&i@qEMYc<>>tjEtlN=Hy|+31+J z<Pd3j8$+BJMw z%jQUWIAGrniQJPOG#rP3RcL1BA*{Q%H}Gt~vwcL7z=66ux`0})clsIsbhX2&8gdsd zbviQB99(}`_Tti3t`jNy zi2y=$rh$E{Ew`nOW{;^fNl`RKD3N84)X8}`?B3EW!n@w83FF@J(0=?})>2YDb)QFI zkvR|p{A3j-_|2PHENaZXTH)lwxiBY9t57TK{F!eD_RE>)b@1e@c^shRr)rIhze=2!(p-FDC2+f`<4?C8!cN%dt;DYxF_^|w&W2b&wj_8uhy@b1>7pv z^xxURTYOZy9n9h{EMLJN{#t*fT58L>&izN=J6!||!fjFge%saQ&dA(cki*X8r8R^> zu((;qbZ;Th`Qi!ft9W>LgoK1G*(q*;pc)1>V)IpgbKr9F>zFgD^mU|i>YuGvwNp+* zrqaq1?i6d*;c@#dqv)3G^RJ1pj4^0l(l5V%+IxZch2RB84IRJ-_-**M8@xYLu+);K zjgetIi48D}hJ)7sv`zMU1-Oy9sYyqi}AN z^9f?*7~8?-)^K>1{i^{SPD@jx9N7Cve~W+qf>o(!^QMV`JQleTJVu50M{{ASVjEb@ ztSqdcb3pO$lFI79C0RX57jM%h`UQ?AstgNtbL5HlR~i~dvz4I4BAsj=%dFQzw)s&{ z@k!;-TJp@y{eC+G8Rg5WbG@%2k@Qsc3*_0#4o=A!FQHwkDliUN2I!4@pHShe2aE3a zLRJk&5;y-t)mMf^`Goy0Em9H^(g@NaAYCGjAc%A~N_VHyNP{5hA|c(~A<}|`luJl= zF3p+6|9jqZ_}~XGuI1ThX72dKJ%1U+JBqcdOj@k*SDd`L${au0bt)s5Z`Kn0{n$tV z%1zhjv^NgS>ZI2)5JT-e&}C`)dVgCneRvYt&n2{cf1KZyG*cw0ziD&O{N~RRZ1R*! z|2rch!I*_!P?-GvD7yxQGReX{GM(>YEnUpi!fEPIT%J6E&em#-RYzdso+r~_(C(Jz zOVDgwXndCH04e_FYlx<9hR5_*+cYwa0QlD4U*rsd1Sh29H+f>`!t~jjAtKx7)g#r3 zW&+ACQsI)9zyHj;W3FMe_L!#OZ5TLTM{N8UYK%{P zk16Bp*xg1BP+;(t9Tv=P_g&vd_0~~Limv9@>BlgVyu$Rr9TB`cJf}?R8nUnTlMqjh z)=($HjR8)r>JuIdvJN2Ln0Trszi57vp{^6~NZWA$Rivs|grG@=R-ut#*DYP# zAIP+5`T6-Ln+Vi5xwBF?aOax73{~PizGQpNf|*BDTCf+s?y2yWq-@4Hk&`ut~QL=p^3LsZ2ilzsAkYAh$W1~%HIKO&>7MEaiISko?FiPWB4A^R;ele zb69g32H_ERMPnnc$)#L}d@AH(Ez3U|F%Jt&dtcw%!+_{H4?U}2%ktwOUx8=r~3RA+A zUDx0Neq74H4(5;k{r>hU_TK$=c4=@n_!lY+$j(lvg%3U@_1wJPy?gIw$}U6KW=Ej~ znY_tI_V{i)&onno-#;$)X4{mtUqMsK9T`p4M14c9ukPyGZek8~P>bKKrFLE1*vUej zv&<(xYfM%qvM>zR?rFHn{2urLH#E=V=@UpUsrkfQd z#$HeadjAoT7$)VNRe3m5H1hb^WzHSu8xqq5uzAPTL9*Mn$cP9PEv>K^@f%V@-;;-k zfynJBc-cV2DSq}`(x1K-blpa_N@SBYXZb$0$F5-Fj3yANV#Hxu5L0n6fmzP(t<6UfP zyLW&wf@J7mb<}DAs*VRjBYwgCV^6P)2~_*wNgqvZ@hOh$!1JKFtyi%qx1xFdXXJ z#VlGr$n@pKLt$C@4h5?YlWj z0;?vBnPE3SI*J6EEldAX%aEA!HUAsSTYqu*ob%a{_^tD88xJ=(q8s0a0o9}58SNjB zWgIrcRuSkW1zt5H?ShjcL8%Qb^vxQGSjI+N1#5C$MRuNZKqv87;k^Al{4p$k9*%g9tg5ACy6TDfJ|t3bD>@4(@s%|icNQ8X(OpIs zpMgaI=f&W;8#;@k@5H;0+<8L|eyT5-f0gFp>@#Ow%OTGIxTBVO3sUs_wTWuwn4yo6 z&|v&1C4pq=lEh-dPo!hcwkrY%7;??n+}6}Yp5=cdNH34jFqDGZZWfpGUS;7zkbK7y zQrFG$)zd%qMF!tnTzf>uX07m;p>UWMDYb#VCQ2;WZvA6H=v|2U5vuNP&j)G4{VB#5lI*v476zdhc zFt$3LJARu7lIinX@5y5AkXbTOFJ6d|k;I(r<7p;F;i}j8{%61BuTJMVlIt+5z-}wB z-VDHo$+uM`XITr7o-7z^tKAQ=GGajSSiIRFbv{Y@@zOoJrHT5L{Vn~%(@iIJ@Q50T z){Z++_Fz=s+6E2!Cq;KjHC`U{&-Ua zgX7je|FB0=pkXdEAQA$kK57`^Q(Wbn9WTs6*E<=M;<>5>dT&J=L7THb82!p6#uy#M zNHo*)ZA_*C>fqe1S>z{S6a@PhpBvUiE|VM%f6$(5K#N9{?v{z@$I5B8v26Z+tEFzV zF`_v3`g|1G9{0zudHx(N)Blp^)^_H1KyALWfYsX2L}E|ZfaR-p&^JED{bP+1uP5-l z!YKLgCffeHB0|&BRswMGi<7Y|HiHYMdoJ8lO)X(pOgs5tHO(Fw;eA;vfbc&8HmwW`P$32qRFDfvUdJ(w0Y?O>;(yTe>OM9Z@)Ld_mpBDMQyJn zQs?bg2T|x9fVrNV+JgH>jkN_q-%{>#irQRm(zq*VK!#Xrkv+r=1pHJhA*(sN5vxq$ zi8Yej**1#rqTp2otwqT7qDvjELiUe@?Io<|ef)nqd=;IPX1I94eDaD2S3&&vg!TCP zr{SMvsTYd*cE%XG*ixF3mf4)zm8k6O>>gll&;G01<5y>Wul$zU_W0Y*aT=SNXypkI z&ilp9qB6d@VE~9hASoiAPTg?9KW~Uu5b2ATQe>yic68|c_xY%{g;q%Fn3KfT8Hr&B zIPi2XsMV~sq~r8WQVgF#5KJqz_-NL^0nhf_kTc*1I?+O=&QLrEfhwUV+f#Za*$&CnEEk z6MRz$K9^SI?)wDuvAjrESD%tSu6i((rU)<-ljud~pdDSi#J7F`{rkUgef$uDZ9wFi z-ao&H94)SYPEgc0#|F2I<~;s_vYwin>akNZRqn7T>2orn`Mb?u9Hd6Pb`nyIfKV#0 zdsxJ5Tyx)}DTN&_j^Fy{c@-9dO(w01TU!fX08A5-xCUAKcTwf$u}!mBcT@nps%WZ( zgb@4QQkG$Z${kTGqN9g;EMVb-uZVqGi{SV^-T$92wX|I|{5KKlS3{OrrXjDw6VLMw zvXGHDNO6>rQ^r5aXdY%eee4+GAF6VZ92u0TkmorPjCA(+jG%nPleS<%WK>R6Pd!M< z`?w9I=F*;B^0}ML&q!G&7tDDSN(c)pYlZ)<-}vO@Qejaku*-uU8i=I3?fs6(o39QB z@b?wloTi)X0q1KyBP9J4`CGGC-bPBHyKfwiD;Vpjq)y5QbiLEON z!DZEpP6rCXoRCH%pI;rnwnddxzg(g7;ohPb+7I%GgxF5cMt=IUMZiI|2QvA_y*~sbC$EI}@p&9DVQoP(V zWA(U@S8VBnFbc$p2S2LFAVszp&MI7WFvZp2W8afiV`4}jsx0Tf>UnwPWy#3bJc~xw z8jNmj-CurJr`vxX#8_59vezMq6_@Zv)iks#5L~y#QLtuaZZ2(QPY{!_z){5`D??t+(}hB<`j`Db zuCXGQ&;XcL?*K@nX>vqm1b(2X$FcIve=qK#f5>4TCm5b-c*}sLo9chF(#d^Q?_}~u zM^2mJNS>>d$mmq8Sd82@-0!;-lSUK^v)-fQrM@0D6|tK~pjvZi2hPZN)F0?zKQza) z1SmgN1Hfl!(V*r!dxpV}fZcn{tn;`o@a2Ok+zzJbU5U+PLb?c|o%?S91men`aRZ|* z62FU?;0-dAf_Th3X@Fa*0HLa{xd#X{)7OJ1AI5HVl@fzXh{LJ&p-~P+?KSEf9;27{ zR;pBk4rHeHacPX=kW}ln)L*Blr?WQShJWt!s9i~Mz{d_IL0KnSppArF)V{FXk8ILf z^7x7%F5IQj(b3!ZMFhQ(nmzx%d|eztAAtdVSRmby8X}tDk$yJ?6ucz`kxkSma_u0N zGxDxEttQj5kgU1 ztN}?SeY5QYsB$s)?0=79{%GHvC6i)&6#ls7y1;t(r}=08vTwZl8?txj1pE_j2|sWS z$!&hY9!P~(T&WRwrcGg#gkL&LH}cYbVJzES3hB9U*2l0zUlp~Wqzucp&ao5Qn`8(< z!1tN%^Hvp~s=|B5E^U<_-5?{E6mhP$otUkJo#3imX=|$^htjvk1m^BvjwWus+%udS z!vw{2ZVRn~nC`5%4@o1ssQIJhq{m8!l*d}9A$O$=n4#myghYRG^-XnQa^*DT4@pe* z-m5-^XP*aV{-1K)_IEI2TFg>Oj-|=r%^-K@LqM?SpIO0~-7W(dzOMQ2a z!9P9JIWL{6+Dotnjc3luTEugT-`H|#p_h9aa`NqMeUx8y(eV1be>!-)a3r*&fm7bU zK0)BC*$hFP)sNoF_tuC64PR9}xhUbUc7ayp@+=4!U1DX`z&7Z-o@M`)AaPpe}c;qCQqk~$oIH|Rv^dtC`tvs_uyGYvf*59bDomH`z(^>w z0TXF;SuF?XLbfsn{M)+1}+2=s*}-q`DfDs z?O7@AN>#byu`ghr!yP4u%PrlhOnp9>@1Cx)#=l zfJY<%8i$*+(dmHMT1uh!hI7vZcR7~AmQuAh+@wWHIi5hz=yi4sU~_@?ZPY=im#2^3}I5010+|W^VO>jrczLTJI2eLL1$qP?Q@mU*w#= zH%ViWuy4Xes!v&;vTL1AUptkgtSB;^Net5)+Sd-+>!+Ds%a1`kKI^zqr#Q&X%cQ1SEY(#Ym4?(E5~f z!8tZ0VG;U_#3Bg??{^kFT4n-r0)Kw#B@><5N?JR`cz<$pR#COBVDMJBDlM*b;i~?b zMRo$atk-1)Af_5;8^&0gw@dR(@id?k;D}#Mf5FAn(p5vpTsq`M0DMv5f>%2a;%uQu zRmtE+Q0B(#zyD7C>r|!$J<@huzDgqco#r?7g|(l}`|WM_p6e&nUqCg{|36Au%7$am zDpLnjQhfS~HpJ|}NGN4{%1RRlLFDxx${KHk@R4qdW!egcFg&zrQ>dtFY$Q@-xjzcf zKm`0&)v5$fxsWyok)9Obq=?4o-4oNz`cX$+-^ZC;0m`-8Tdg$B`qf@BlKCy=4@!_D z#?i=Bp-v5=NGRxl^xj?XMyVq*K5G3F(Ay7jsw(~4gM^P(vbySHv-gwp$(ti&JuSJr z081pT@V&fqnm-$hWx&b7w8kj@lN5W~cJh8n~b;C-q5 zoUeh=0;CDQ{f^oAYBKl5#eQ#Vj#}c&1Hny5hjTz*FcI~5Tcm5vN+;|qftlq`5dmzl z0=tSZO#3!d?yBO>A)9COa-2WH;zt7$t}g=d0~FuCXk>F?j%djYV-hT2L@gG0;1Olq z^AA0Qu5%aCxcxiNPkl>4RR_3P5A*ulnvA~;RmtfZ%Mz;6J%^6d$)<8eH%k(Ky~$@Y zz%#-D*0O>pmxh+N9GvmaC3Ryv{w3fOYl(Jx82f_S>?;2P&C%jK$D;2ZrEn-nWyaLU zTs)f{N1OXSX*02GrkAQDx9ExS;P^#nT)*~!k%x|~Yc4%$?-9iB!Q1%|K!z#tVrRwA z32Y;PU65$l%td;B+>W{HCZvdPK)l!TaBkg2=;s~3*1`5Y5x-bxOv1P8xEa)Gaa0O5 zfVl-tK_M<((aO4}KL9oRtMGVq-PWeoK|(6+8E4l;)yHSKI>p+o$BOU&tb=WdBU8a} zp9*E&tj|U|jieo*#*QWe_rVi_&%D3q4b&f3r847u{c_maH~n@t}U^2yEp3rLto zJ{B4TzCaYPZ|2`_Ix(UdRQ$F}RimlH`j?=4e7RG!cq(Rbik3-9HnSJr+I=ClcCB6TYb zq=&TKW|NoI>T~RACZ>@&VT#{XbaeMKfU2Qfq#oNang4-S=KQ;ZWANn{9rmRE>iaSP zXFfL5o`L9Fwg@Ml(dIk?z+2RMW9xq8FZmt|*g+&RE1QiE#a`lZ+n%L)Y!n`q=P$7P zDpxv@MlY2vECNx{nk4zlm)u|bPq{hZc51{`&&s~N{1JXf`Orb7@)P;%J_{Z8w+iL~ zX%qXJzPW@Z**GhT>kwr?Q~;#5cBIiQQ_=X@nw=$f!^P=qwp5LREq4lbnd{__#dj>T zvIl+!_t7HFg`EIBf^1e*O(blhd<+c(m6eTZ7B=D-&iLI=gQF#5t${~=%UMVfZ{L|Y zU6c57e0l{Jv)=tepxJM|`WE(#e{B{w6Qvzwfl(cPaSIeoIt8DV<*N5ySBSknT7^W0 z7vG(<@oy^}d}l?u9XX9TfRWt()Id&6zW8E52J~C^3UCWE)?Rb}dAKPE&&lTqNkn}e zn}L5)k>{owFtKGV9-5`09|QPk%%?JZ{neKH=}hPHl@#4%f%jSo|2BWuZ=}%}8ahAQ ziLv}{k^eeuVCMh>#hqF_U)YoUr0%KCjvNtZR5be+g#>!Ak=EcDVKRRKVfd2gXAK1; zTR#JL;rc?@Q{>;Kh$sgDfAQ~n{(?28j-ARYRjtM^L*=N=l;SNrULp-15e}IH?@AR! z_sGkZWs9VdbiVlD9{kw0H`P$$iTm>yAI$_^2yLiE}|WzpL+6=~I&&+N!p7 zwl}XN-J8auxBSJpY^A`hQb44D%vux?e59wb!*3d=M1>6s%%3`{=X2xQa2+@CP!DR> zN7uH+g>RjxGMOBo1}Hyg?HdT9fA0RYqi^wdd1LwgmCg_*;^GUX=|#wXXT(Oz)2E>@ zd%8yzvBal82rje87lOp@-bX|==rG175;s`FNxVYtQ4x?zW%48kw4f(=$zx+s$ep5@8ckhqOe)X;2iHJx*y#bAc zlvlLY9)y8vg-%KlncxDMMmtsi_k$k7-2B)Vm43x?pXtARsila_Cq9%+4C|C6TgO2&J>V9+8v){a`)HIsqI&IsTdoaG9ScYzyPPkH7Sv%oF46~>@g z-F2?fAu>7(nNOLjzvGL+oU^97X+DC4vnq!G3 zT}(yr^>2}&Dkn_KpyNj1U50JnPHa0T+I8-#f{<^^GQF<;Omqq_5z$;%jd=W7j3#v^c_=ICMbl&Gg$^&gOZD=nEL$Jt6B+ZvM2Z^y~^p4eES~b8jt)YS!lm|EKB# z?6tN>-GCgs**kxs-gCAzV6T#x77kFP-+vZ6zt1b%%q@4bmMHVGvBF1kS)LoaE@M^qQ!GznV zL_TIB9-Ki1YB!L8txD1mhu`DGH(y+()iH)p!U$Z2Avgo;0L(+IyQ>h@&2?bFjx|pu z;aeLk7ZHtUti~9%kT#KqhdCp(Gr7Ccdlg<|zq4c1`rXE}P!Z?97aS{uKK%yc%8#Kd{KS|L3t+a7pRQpDV~xjA-k z`|5-7H?^(aHZ5Y*8~0GXV(~v!7*`2 z<5P*on;y0CDnJU^JhM4oQc2=@TXm!*Qp0s0{5p|-+`YkuIjXDD2~C+vChK>g@9xa5 zQx7StYy)fuDJg{{IBX6C*Gsv3<#v|&E2lL_Xc~k){SBte4i8>*I%My-8D=XrU0+&~ z7%MD31EQhSIn+%!j*(PWpf)qisPg+nu0I3hV@+#sFVw}J>5^J;^oHuw zUvtd0D=L`N`r)3lDjC>?mvH%}7|;!XRuLo7JK6lK@NxhCZEZMRU$Ig)YPJC9FAY5F z;0wJc*x8*V5-k9z2Powyhcznjibv-vQSK?y2l%GmXc&7~Fl z0~+YQ2_!=jWG`B_isIwA@U=i$mP7aoeqy&pA8CXvv=7@giH?J(L#SqY$R2-d35ttZ$Q=3VYxfE?LrTX&h1OS+z*uKo zpy1#h+OP56{--hD?4ORP<&+P2ajGs>^_hvdr4>8-OD!J#vS`VQ>=5zn&_Kp z!YV)xxo8q3MWC?o=JHxiOarqW)bzll!~fZCOU_>W)YY(^y{F+U;V5X&o})lA`$o*m zJiGK;m*IEKM02VKa>08CsT*%oV$;Yb##;Jsr0BMM=>vBi*x%d>o$nnDlmhvR>Y=l z#VWCppLM5<>ocn+b$&_zuyxGFs1C?5iwu1-HTB^(fbkUgIUkeN<|gOfxgh0q1<;O| zT=E%YjY(#IRwJ{bvGC5Gl~W_oic_hDF>Q`dyTk3Qswh#>1K48*4>*tIr4^D#5uLko z@+0|^k?1fwMd842I5H*rS|JEbcA2JXAxTy6-A)bL10BA4p#-&RrKZ)yGvqHioMK#* zu|8OfJ6!j^r*$&5G@j@p65@+STyEde*jXQ zVABZB)~oN-G_7C<(!FM;Ng=pg#7>{NE-fy4=)ZQepP%r1)Nyj(6BpB?ZC4qgx9OC| z=8qbZoN7SQPd;y>7W@db9ei`E`ur=)G1QsC?q@JO&7=j|At)i3s9QSQc!6Mm=XYeL z=-q0?<0a~}n?6`YeXMEgYrts=YR$wVF1uyY*`^?=xgHK2h-^#DUK{;IQc=3%RFeQ$ z!5e>8iY{`+?sK-P5qaNX#9Q{Lq^`sUi8lNa&QMv?(wl{|OKSJ<+x4vVtp#-XSbD_$ zW-s8-x57C?Rx12G**Y&BNPs_DboBnLEcE&PHG4`!{tD!gpG-_-3D~Sh%%0taAE@zj z`EqR7g9$G#2Cc`yQ(%Cs6}w7iNMK#gzKvr* zqwn>zM=!{dg48q9++7A_<$?Fn7*{7k=?m|ZOt z5CDfesE2Qed6+Ns=x5E$%0E6%{ZctfLdx@=$Ty0G(V7<2D-doJL%Es5<2l;^a7`9A39(-k{L+sR$@w+G2MPgL3X z1ii!v{cFSUs6(oo~}D7hTAC$~Wof2ikW!DiL=%35&+Z zw2FFaO9z@Oyn@5b{AB>_9k6_OK6|gQEzQ4T;}ufdF9avJ)5$H;bd=&BeX>|+qEB8V zl{&&L>|YRLi6}Khp0&avAKLPr0b=~+KoQnu9>42Z5uqF;Q%hia|ElE8_i*?g1b+k6 zi;thMXw%`8nSAO9uxTDOpoavq-b|R^AhLXYeqvbAQ0;>XmiJ)pu-(k_(hT_*Z#{Co zSm2!AK<@3oz)aKuR_TNuA5D=rumO;wUA+T^1mg-S6{QU?+?7e=&4EIjAKN48ule~1 zz79ykq5l379^URS2FL@uI!~os^M+BQz6X0b)64H0u0zpst~#6-4h7UQQrD6K0r-Wk zTVH&%J$33n9>nBPx;-GL=%I_IDh=nS6k(sk$Z6l`NVv`mjEq)Wg6FTGUBLuxts$&3 z9nSb~V24)JNT^O;!3Vt45r|YXI+yNW6LnQd^07~gtoo%xRBw1@TD7xv8(>Ti z?2q+UoFo7K);i9ZbNl@;**5KjanyJ&%r32v;TaGBde6`*f8SDA0 z0KrM6&%r(6+*#%tGa{?bo>Ka+mxp=f5c06F&G0rIuM8 zdZ5}ZVA6t;c$S#t6TLVZYU=UkD^)uns}|(!{fph=co8g?wh%g4#}HBPWIL;_$AA7}9n5qQxJ}bK_c7b^Ff5nsiC;ZG`rMzGwhwA& zkHeFkq9#U-`kr<~2)ln?11klJ%8GZCu16T{0C$?wbJ|5~4>C3QUn|HiBzn&)n z6TvN%Uk+076A8*NL?kMpcO=tP>s-rA5h+^~?L1VNOhjpK;rYH8=Pwc)pE`OI^^!cH zgq%7(98K-e_j$(Y90V5e+o1(%FVY5WZ3u@|*!9z%qG0DwVKD`wKwr z0CbOf;?>WWWSZvIq>x=z>4J?O+U)UeR<@(%ivZmw4*BljMVyz-5v|Yl4xBb)s)Xh3 z^tCdTs4qSc?0sMeO`<8YqImd{tNP2NrZP+!Eg&v-K^TtG`qaR}>$5SZ3(t%-q)3_r zYV)cIixe1El&BeJS_wQ}e}ecyEh|s$% zNSi9dTNmN!{mqJ~vfNK|W}LzO|9Sb3LhWS(Wnk{rY%g zBbVQ}BXJAiHNk91y%~`!0%DJ=!&2@mk6|f&;>-(Y6d&!Mk8%DA(J!1|=9^kLM*G7C zS@H%O#4t{tsr__bjOX}eNB{6uF*jZfT=)|G=i#Du*AxhAZWkNxMlv?{;-KIY*;1CU zNYN5}o7Y!;qDJ}<4f=k6p;3qOvQbA4s9IcIzio&K(IX^@fYwC!VFbqq*MoiMS%4Lc z@=pB|a`X~v9hv(Jt77LT+5Dc~C#6;g?!0Jf+f=2(-ET$P3F}ArEsQz+#Bo$SY5FK- zg&Z9z#jL*1zby8$!dMwv^9C_XN|?LG9di(@6{05Cuw+?EO3jcT1x;SLn)4N!&rycV z1VK&PL0og~Jj=(pM~07fx&Y^dkuFT%=VAQ1@aa~XT`ki`Q*CHBL!VRmd_x#Ac)vh1 znA`NjzPN>~?TUZ-&=pXkI_Ub#eL#CPZ&Z2y^Q~^G1t1py1Of0DiDX2TyAu4IV9cN% zn8QFD_||$%F=($-R}`}oCXU}zgaCvQj2}h8OWb#w$@zB*X;aW9=9%{q#yQQ6D7@KVZnj}Uu6ld35Ee*B%jufN zwn(qp%_;s1TPuG;=o+g(r|rJpPA)v8tjfq|$n4}2>(u$_OzG&>hvi37O)-F`R)MJr zg#W2K6=t}w7tYFX^0sJ10qsiU^j`EmE-@H#dnDdVg!v7r4lETc$fP4Zf1al9u>Q!< zpOr14l#*Y&rsWZ44!lgiU=6bGcb#!%s{?`#fc04ysuCd0`|T?|zEX)Eq!Rh%5A^?% ztXMoU2xBVNxTkiUiept=z*#A&PZKwo>K(2us?CU`#b-+K87~v}-QjKzMxN>5geLa` zNhwDq-qaG6C*n1!&j3{a-33{UV4RRoh8{9Yl@SSiunMGKxh}AmjDu3bUaRpEuOgs> z{Zq@|m1P**58j{`WdsxgMg|mdvE~a2RfbD-dv51J{aq;BwiApiq(#kexVUgAPS=Q| zT>DJ0`He41wzsc5GM}ixudD_NOpWKlMG~3nsd`n;%Ecq{ZU*AT*{^k_e8;H4iYsJFmlcNIJi`t~Y_pb1}wu<;<{bX3Y+knM)k6Enc*ns4b4sx$AQ19btGFKE{(CO4a zQ6L5yn9>Ytyc4arwfA(qi+`#26^z0UR`oJP51i~C14IMQsqPr=JG4k#78eArJMGL#>j$zt?grXrtr!_RBtxjwdIJv5hqITHE!y z_ODh~V7~i4{Pfj^^tYB>{0#n_(K_yQA+ z5ZrxGQ%d!ZN~vwI`8|*gFF234BCU4L6j5NWWih$>KRHw zz#g5X_Vh+a;$rs>sGE%I21BbGU{;k){ZmyYF?{q=MU@<*Zz;t-h zr>m`={)W&VNN~pqaqX$Zat6eHa;Hgf3E4mCuXrUqZNlhb$2&dLr$Psfi#(~|oh*CR z$4XV2DsU?y6#>+%TCY_L(wYb;8Mj|!bOD+pv_^@tHZxxg7ZIa6d#{eNl$S`{lQ7o~ z0dd6+*9J?PxtHLGuTTGNjR=9uC}F(1+&e<{09B(L0YVxFKJ+^|9kjk1A|#!DA=L~p zYXC4IBrlDvHsOh1l30p4K9Bp)BJ_LKyZf)|6~R=C5>(DT$NS*IU4)MCcYSa8!#d(G zZ2oTsHNWK30X{+{x}UY{G`NNL%HQBjL%kGasD4j|#%&S<8$wl)F=c_@sT6NP7Fl-U z#?g#rJT&VnDjCjx5=LMf2yAPrmEkhCyK>57H@GRUifSe({|r`4FRhYe#ak9Xf?sWCc_&)pM5eK`Rx}&Yq`MYeZ4RUk12;mgf-0 z1~UA*Pk1_~lo$clx1i`wn(8TWz86{)VcMc=*1jv9zzq@m563t?xtKOHmGnFMV{q%w z%3vz^l$sKthO@iYrFq46O5+m1fX}Bott{+!Zr|F6S0$DjE-;OlIWcO~kv4Ofx?Ev0 zjQT6H5s+U*o_#;tgp;RU9>k)(k~#o!#Q{=(n@k5GFtFakw9>RnWLr%#pEXs=h2}U> zH0BCuo(X6J|M&^RVyGDzD3_5g+5QByT+=##8D!?Ib}^X;cN&Sg6Xrfb|H=F$(Wq#Q z`Vv%CHt$>yyW*Pp`{kgSnv zi~>$%8MZbu>>He4>r1rnLuS+z!FA77IdIJm+T95e>Pf5>=X*ubm+#}_rV{fB>92+U z+Y3sSvRcirhy9{ekOn>;V^A@D|2Q0QClHGSE*H{LKJ#y_dDunvmTgpkd<2+sqiL4v zhUnw)amHVT-PS-NUa~XyhICF4Ark3~xo+xW#An68S9Jl~2|61Uv@^rz#-N4U?gS=I z`HK*?otrXFw#`0NDXD@o^;SoORQiJud`4~W)9v;UpN8cCz^wF_I{GuI)*tho-RbIr zX(Q;tDp&}tE8@6$qccJP&dNa z5n=4%CVb?kSBg&4Q72goMnYucHENuE^wfg;D=U2)NeYYqR9P6OqsMKlXsTUG2?bJ*o?@4Fq$s+=f_v|x&NfRROC-T z=PpZ^;b3ZkcWVaABO6V8L7A+Q3;RQ0er^@ieQ(>nG*?1J?eFvbqke|r!u?Q`+q3+H zPC=CDeC7#xr}7i;@J=9cLx7|6*=03$Vt7B~Ev&s?wWIa;H(Yxa``0O+{dTPhB)psn zzg1Uf0M@lvTgkGk*_AF)x3C$)7Cuty@JI+C=>Df`9>i~rUPta;hjtg}T`TUnrY856 zwLZmb65rvO*Szz*b>Hk_dH4(%&tJddY{3-IRHK-~kdPwEmztu|m@G?)PA_(GNq1VF z&gex(?>#U$>E6__w)T!$L@sQ~UtKQA`80s`Ze%39-R1yt_dep@_Wllc(3g~ws#tXL z{#{BZIVh$Jo~S=WzjG~kYtGhPZ_CLWp@|0$9d@2&P=Jf?WrYB;>)^6BA$C!bqrlYs zwZij3iTspBmilp8orj*M1NJ`=gyz#a;p!W!xQJAJ$aSa&IJ|^(-?TK{a2~N0@S=pSLOw_i( z-o2?FsWgivX^mHfw!Q?FG@4o|k1r0O{t0ZdxaE-%%%4BDp{^Q&NMs!Bey?3a4QYJo zQzL8FM0M+XfJf*C?I{-D1|T2ua07gV0~EA}T+SxSoh`3`KvQWO2FwI*75dVDQ+#W0 z4-VEkXQ@AHM#&bIQ6Ip%3un^T9o;<4*W-)L+WBGZNJT|tQu*T@;B*pU_AIPS}+)t5EBA{?UQ4v$kC-hAf0R6dOvjORRM&DknGH& zO)yR4IsKvMXT-T^@!kedd`{_AN7x7qh__G*`^biDt=D>G3xVd>S-~mz=uE0F49O)z z@FY8Cg;z~cI!?f$l}ngZm}yMgzcS-^|) z0}-*^j8orUVg;|CS-X^mY4$G_0Gh{RQI|K@fWo{Esz}G(7!uHfe8031OhpAh&^S=G zdo&%T@3#u)>yeMURae9#%r%5>5(tMhQH90rq>}>?ev?WGHMb<7;bxB`(3IY`qf@X&WCo=b(IxS(-bpJr0TnBEYUL!!; zP>6uJ9_SXtTZ$9hk%3|H`sZicu~}*5f#&8tNiOG4b_6xz*dEG7mC{-$4^}jb0S#j~ zpr0^r$^NO8RgVQP(XscofUTtj+fKFktJj#8AuC@R)}rEJr4578yq*V+pPTHrw%`mh zvehKL@OT90Ofq=!=1?MiMsg^E?>=^z06i%>7QH-y2#Nswq^_2GSlTWtF%%vRPZhJc z`D+~)XXg`UAgpKN1|GQhx-RGU^~TDM5~VxNjo-#lXJo~l#jqbngr8eld|VxyY3T;u zwZ@d@rgO2X^d~6`7aV|J&Q(WcXv#>cKl(Rk1A1mmTwiLxDe-4waBpz%Y4oQkVk zZ~x#$fz$Bd1Xp!G=_6`_0Na>hY1kBOY2I|rq4#fv78e6G#GxKe2V_(_t!+|8!?Hvy zAW?9To_zZom=f@_3OYf!_8;yw4un@%z02N+~6gf*5hxa#v=C9fHIBMlY zy;743zoiXWWNCOrae$qY%}4n&JuT0CAVLZWEF!B?zCFZuJBki!*jsk-|cC>LCW@xsT&~N6>sYZ4fHtFtcf4|H}#^_Oc?>qCMR8b4c{x(p@(pa za8c&ZQx(sSZfyCA4Jr@%n%E_CME;@0vCPD}sMI-0V5Czp|HsxUz!1jK2RyK zWFNaXQ<+Me&qGKpw2m(NEj1iV9pXN}Ku%WX>;@j9t2%jzck@4WZ5;b>E0V4=p275| zIKQuOIv{vFaX0W@NTxF`Hv8U90c0*;p8wK#L$+qkGbMd##K)LD_}*Ig3lf)2g+k&W zxEiv+_9YPmKondsOoR!OpvA0oJYa6bdi=i32++qN2(UeWH>$E4csuJ0__goWI+;lA zd8}QUg{YNSK^qTEB-ih2Fj0=$HDHMSaT-a?RKP&Jn@G~C!go?*5h;l1oCUYe`F7W?l+ZHIr~?1&G!&0WR>f)%P9+gFX;o|Bmd4$#N#) zjRZ#39H@{i>EBQC%1Z(sqn?WN5l*yprj7_&WFB$%$z?d&NrN}&__VB5m$IhP{;9gm z7>qhwI(vp?Q#UyfxHvFEj$P`6$}&%%Ob3zH~^^lmGNN7w=(T@ zf_5+(L!^FkU~12Hm4XxzM+a((G@{=Huytp>>>>cEfUHqdqPC%+5wk3&7_I8JWPCtv zqwu-szgebnv^znz=5_+49m9$rbXGov9sfqjAczoJ*5iFHLO%dPbvLF`gfK9`Nt}GG z=)^wxcl7tz@Kx&p@ic9)!M@3v9M;mAl=*hE|H<|%iybgIWhV-vjSloJYYl1t6uQ{J zIegZ;wAru-0{@?zzgQw|TRgwkLb*AO`7o5EIvl&bFv7MG8d=eoAHBSvESd4=hJZf> zFsj91EPT~OU{%Nl);Egy6H`rf{TSXpxP*CmyZ6?6U)hIwJEwZ+vp8Jt2A;l3}dp!MM*$_I~uG`iv0n1&+P}5aB~g zu)WK$HP$MOsvj83j9O7_w=nrA+i7@7{kv&1OioEZ6%0lLGlH}~3!_&rI|)bKxP7cy zX`D?JRVES#z0?QV&-BU(^q}?X1|i}V3)mX;Z$J|O7@aOZ(@Jc%`Jd>5(TsFa=yO>1 z!@bebRUsp$u2k0G)HlvjKyG^DsULAP15+CQSU2X~X;m$+PSOS=@cuKyo8qSpez))U z{ihkZ?-6z3*%Xt-qt|UzjZ@W@q1xbjqZGb`g0h~-mB?M(|F zI$FJBpHMLCXsL3|Q3T(ZcYy;`8e}4tu2jz8^dTlb)Rh5w8Hh`}ZMpY!Pfs>?VL%0W zca|>|wnd$EF*P)j_N$)UCEs#FbqmUPa}Dw;`D&ULkjVr96ztgl5y)~;#0*!SLas*C z6pC2!)M5tes9lYhsVv*|-oH5f$SSSAJnk>-n&m#zi9I2{OacQy5`!0=5d|+9;c^v`ugKGP_`I%HR*?2)^1}~E$LyD0S1<;$_J1U1 z)W9a%-FZy>9mP`h#H8kFk>HiX$U!9W*C}BC;C>srdM6x_I3XQ<5o$JF{w`G${gK-` zi8V_2W!+R_px&Ni^I8BRf3klDuZg^tpK70Yy*!?=$9NDMD0cPAf3*>%>-i~-NR7vRVkLIDlr~D$LQ``;Trmiz4KR2iPZb`>?;e1pKb1l*6$)f-KLLbd`Z`Y}h8@ko&VscKS3@8qWp1+r~WH&*Y<~2&pv*KgYhf?^8rYPRq@FXd~d7uLGpE$kRLCo7Vq`W_TLr` zYzosGsZX5zryoNUzM1o$Y_y8IgmHM_obDHUwOhR^AH0WHSwAxZSJX|56YUj?6>Dq>6-z zGY!#DL%{9SV1>?_zumRpBH+}~_)#wc^H+4-4TF91VzcD?!>9Yx05Iu_c@Lc`gjJD& z>N!4Wv=3PM!92!UfEEtIvf|Mw6bDlxQf)Z&&}2NPD$n_eJKawb}le4<|f zV%eJ=^W6OB$S+Y2`+fXDr3Ch}rS|t0fMbBCTAG-&vzc@5Y_kPkfRgJ;D+?qy4mU;x z8*oI&erCoN_jjA+2}7$)!QUk!L>O*HzrLyoLp3s2cl>brBV`n|YwT@sy{8@@fL*eo zOpKeC(x1YK%>^Jf??h>@X1`U@EZL4p`DU;o-8hB*dw9Bku*a_z@)y{$RY}INwM#{# zzc>CHMFwm(DiRAI%>8bEXUM&8Gw>8q+JRO!yCV0OlU`Zr@6-Qn3T1&pQRDhXqWy>g z0=^9tRI0ByG690#^S=V2rUP>P9`wgyiHXHtVaNz%e*82PY<#FC@Jp{g+wC0aKp$Z+ zq-BcX7v_LhOBhoqv!wf3-1y9}?jaX>>xlN05}@pEMx5GOC~ zf{EQD;Xh)?))N!ceNkvn9w6ogcjxV>+4lA~^Z*m%don`Px-lOk2RVqU&jL!`6jV@iN4EhYs51+KvDL|vzZU`Ve#64@3(xu<>EqO~9d1mlj@UBBB?Sxdby zMa2yLA(l1)VgIMS>;9+uf8WQ>NLFM^WM-DVs$+z3WF{*a*()RKvhb=?a{ppXV&xEk@MH1_S{X(r)# z#9rXzO+B*Vc94e)CNT|1{~Yir63dWG?XXGzfkf@FNP~7c?$|tfIPU(qWT==8E7Dds zy|I^uzz3&k?A(^2kkaB7bT~D`Uvq6QrQL-p9N+M7*NBB zm4xQ~o=%0ifSfGxco#U4TCKEijct&f`r((3pYOC|#6;1J{b%&JOI-gHB$kuxGaYBCZ zgTIRf*OP9x;FJb_!ccIVFmwrYG-5NAr4(DUcaTiFA*U>vV{c^e>My50nP8pJT2IUslCd1eAg)XbI|dh2)s+;`_)dF= zB3B%5V@MOZ%7J?aS}<9@_LE%MhJrZrX5!cIX0Rz%*qw0rT(1phYV)j`|BT&X z2o%t_IE^Q+pZz9k_u%LHiB+!|hR1_1@c;yQ-gr%zr{=cCXFuzd*|FQh9^9zVR`R^c z`jf7^YMFlV+*yrn>*TrbgE>R-;3-vj6f)VO=3W*NnujF#wDw>O{(Ni~K)ib)OF#q- z_0PuIN>m-jfkzTC9fH*>xyK@}9LXewO1N-7HM$wFC|9qXH`8%%E_AyijL(q5 z%$<&8_(1wh2MfmTZ#S-B3(AEK8c%)`1t+cR3Z6s;gZL5gY38xrj&+6l?gnucaoPM4=;k(!1z>oU{hfx|`s-{yKNt#{s0GxtlCtbv_ zN9Q2t29M^27+=H)mZ$$$Zu&;g1fS9QLJs?xPGsnSeG8TjF^Ed`w_MWA_5pI`iE;}) zb&&fp(Y&GKhqHlSoJII^4bX~w+@vEYP=|q2=br@~L|5t4VZZo=6U@xDdy!xt54ayX zFc#W)sMS<{YqkWtV&vH18hi6$0vjNVn6fYr?Da34VKr}@-wNr|LwCWRPGgak=e^gK z*#q<aL3qAvN_YA$A4r135lAresn(Kr$sE?o)8s=U-ZK<2A7xJ@Ut!UTvq)s z#K5R?M&I*5W#l4S1l>akb$y=uZlp6fnC+txQ7j3(b$yw^z9o z?+W22?lWn+ArsYr(sg+YZ?%yK1;0ni5Y^*MSW~dpKP|dGYc6`a>a~q^!Tc5)_MQeieCx zPb{d86aGh1E95>%w7yGVmsQ9%`OxD=RPa3?P8tscifo{IRwO881RT?mO1L6 zfio>~NYeh5F?%5iltpYNt^`eH0o-J&=0vum+<(lO8o)XHQlIUB{hgA3gu7|Iq`3?8 zgJ)|cskDCv+DGlxnPToC*G%xl%i#~1*zLF!V8X3PtJ{=_sZ^EYsIa~^#rot$#*NZj zE{E=?kczlV=4(+(NHzBtb5UE(zafNp#JFf+mFOBCTGzi89*lqsXnb|yRtOvr+Mx(} zs`&3PxXE_Hh$jZ{it0||flrCZogurRZK+H#Cq!ocIHtyZWo@O%tRzUrhJMDCLz7fP z4?nW6@M!v5W>3Gu^CZExd%9hfOch1{PEdzZ262>qF&XcxLJJeUrFoMa)UOYx z@wlms|BfQBFXCE1qC)B=jD-lCwCy=__-WXkKuA7oA!tdjV_;{JcLl{(nM%ieaPusP zNT`-Z50(P!SN9;OPJ7iB1l$L3^Gvk7y$%nJwqBbIxR*~;Z?SM+EsXIOnm)?WGwr-4 zgn1xOn!*NUzBjDqLmN9GTZAd~-j?j^8O>y#wi;jrK{iRSTP_?&`BOP_tQTm&!Qgy% zaak54XZ%+N{|21H3PL?}j=-OzI2w1%IKYojD~Y}4XFz58b8!Jhp#%Yj+q+rXKER$j z!@=yozL;htmMvo82m8YCKq+xoI#a6oyj1S6A_~^20LKq-LZDt5>FI3I^tP~YJtkD# zY(QnYZ^jg3>P$W#fdwHwIqh=$z-Q%9edQ|Gr?H!wbb`cRLmYKlTTktqyfNKR*U@SR zX4<8MxT!1P`0-0DmB!(BThqh|zxB+i-do#iN*E1e)~Zp9wDJKktc0hDn6Xy3>qM*&{&B$M~zCneXyZ=Mh!gn)}4Jw@M8@qMW*i zfpw1!z{mc>3By|+_s-U`JCuV93Xv4ipU~50V$KUl#dGpbMtr9s(qC+k6zH*{>N=%NEHbkr zXR6Y_4 z+JlQuIW~II`matqtH=|R+Jvo*9!%#2?HxR+l+S=Oy>nRdYO%RjoV+6dH;_AS1hJ{t zy=olHZ^VmhqC&X|Dn)q~=cIjeHOZ%N9O(;%^0CwMtDSw{>6%g+#wxDb+^TI#=8;9R zA14aNq-#WZxanbU*Exb`-{-P55`;!o-~8j;-{;4T86A(xCVs~WR!ju+nx*uAyFoy8 ziMW$*oaov{1TuTUFOv0LJT7FmzDMd4V9~QTe{gN9euQmY0&NumJPN?p3~vtM5f0_v zicVgtervJ^`f0>{G#KcU{261VCl}?ajLG{fj+od|{iEzd3vL5OSUdI#k&d^|qmb?l zl@S)Rp7U=n;e3$AN7$YiXLUWj$(bsV7OC89gzTiv--MI)9*PoH%=#C zGdLLKR%!sF3+AW4tMsS!3K|!Iy>@Ug8)xkA>jom0BG2u0bD!O7j{SWOGD(Mh1n)$) z%P^L(UdmIFni;q&AY8C5j-6m1k-c}?SR&Ee6?mEnNUdwfeRi*1Ag}0s{mOc>k(9A_ zwl$2s|Hf8IetY5aHKvjD%WKvtCIMmjEPE_%e=Vr~EQjzy&vGp~yn&j{l~Ojb27!4L zsAB%3RXj)%f@2$usE}F~)SR>&A(DyDE1;>^X_BkhylwtS`9Tp{oePIoVZaMLmr3pdZZMbC`u80~WR_!rrw44VKrcVOz+GpCies8g z4)b&3&Y5Qk;PfJ@P)S8BfK+qcWFaWf?$O*>r->D|4b9CF>XrYV0Td&t{^^Zl3=ANO zT0JyrnX48Nv13{psVHVZ9wqJh5s{q9#QU%buQg*sMU%=@3&?ZTL? z1u4uuA^@O|xIu}Z*^9C2?BF+D&d6KR*Pn23(jZz(zwgDf&V4y@8h`B<-V%ZfDjopP zh|{(2bB~5WUBl;?l^dFnq~v60o&Z1g-r*_`BHdU4SSqRpZ9Nd)vHODV)Q=c0^YkJb zM=zi&_m#AHLNi2!3TtM+#pGoiO;tS!(=A}6R-LkNy~1xHQ7Ck1dgEbQV=oZXEn~{u zlk-I`p5IL2zM^DBbutL#L{_sq5^YX5OEmpNPCi=jN6fi&`g-2@1uV`e(Jh0kKAqKW zneZ`}z9fsdb?88St39jwIxj2;5t-j)!`RpvOPCpJo9XLtj`NBVT}x;EYWt||Kk(=u zTgyz1u+S`r*@nb<4>vHc{iQHK=JdVf*FkdoYhH?!Lqrd{GxF+q!DrQ0-pe;$^$J^+ z97=^L5*QyTbz>COV?%^=p@>$dY;E`BbO#9Dq)w#cB3^f@`YwZ595h6LFBiQ_dk7^~ zOxUn4Sh<---RrnQ3Y%BH;K2Tkk7ppC!RV5Sv@p{OO&UIin2b6S(|MJR2TmZGml>LV z0oR@=#(hv&mPOTfj}1%-a|hoAW+mInKLnfj;CpdApXHPiR2{T`YBneax^|1C?EPW| zs-Rm|P@)1*XHE0WN>z-3=K#^>?7%yFjTqJYygwEen7<0Ep;jgczPbI0Vg^))stVe6 zAm%Sk*Ztxr5bu=!Vx5b89}m%AZo#R*6ks0o0K}@4KK>;yH-QV|>P?h;g6|`;>8&6y ztb4h2j=S{qRdv^VxchX&?NCe~nt#S3B-iaj)|}oMbVvg)!K2_~A{`m<>bQn8Oxoa6 zH!u*6c$!Ns+osDRp+&u;i_@AR1ex^OUuxcmvRO)e%4)5H*CXH5Zf>7offC-z?g_0q zwnIa5=bHUu&9A0@cAJ=2i+leCx0?m^tHJ8(!%y)7DH3l(I-LLBg|e}tOON+8-B4f= ze_JWY9oUfqWYoq`SKy^Q^|~SZEcd5c_pV#EP?n;|pryui0~#s?9m4AJ-D_P@MzTW> z!g=)p&H*+KN4ruBTq$wVqEGr>q6x9&?Z{oBe8ns#&wmS2QLsQ?P@EB%3BcU;%A68* zlK8~?a#(->g7)s};~1xL5)@=aDRC&(7v6MqO99X$Zph>E$c< zj>Je6m?&a1d&;1DYF0+yVbXFTe$V;a9Yrr^G0b zciFxRT)vLD#t$>bY?BuRaB#vEO7jBJH?Y#cV_*b=1l<5RHGDmqTZVzy0SK#zgMh!R za+K1iP*H2+E`Zq0HgHJv~ZqVQtSUZ2#S>Ic-cx!r;E1>^E+WuIX;O{nTpa$mZ zX_a_5Jp{+KqOf6izo~UkkBD;C#`r)q{nRkGNJf=TP8&=?;!f?ZIiWuSY1h+w;DH;2 zs;G9gBYu@S@kid->?IRtIu7mW7*R-vwqo~H?-aM8W;R1`5Ai&4gnBPxxfcjL`o8p8 zsx}+f&wwlujPX+QkdjK|q`Tk4>FEV`)WWhd-_=j2#OcJaz|%&2-K&p&0gf=$dG;1h z3aj&b7LH=~x5ey0f&4ZsgqJwV^OOb|od`SqF#xx$fa{BGzCy#%Qnm0$$B>erK^KbP zg1uMJXgABC%|{VQGZ9!YUA3~-7wxo;>PCl(s^YfC_~c{`n^qhlL4^;eGt^Z8?&CO< zmrvK+x@wtRThTnRhJO$q{P$hbOi%K*a=ifI^T}_KukKi@36S(wik^h#Y(`DGP%Win zhC4QQah`O?SNmMjedTM?U%BxAgo?7RoGYQ|%{}yC@ijDWnZL}*Bzos;Vz0Dp9LPqY z5gRNFb~zIN=rs7{Ix&h*N%h<&VkT~kFFx0cMf++8>w@1TnpD%|r;6V9fTo7T2qB+O z@O#Y|5jUlnIWA6I2BIkj%JX$aoy+*A6XX)h|cZkSBm3lr0a6U80ng1!sl5WHFarQ<4XPES==wMnZeL>#oS@Pl2?-@X#)m1 zQo4qR^?RM}q^4A@qLC@&I#n&MD3U6|JzsIG0 zW}`}%f?X?PmC?CE<1}pW=O67M-;LY7I+)_w!gUk|GR7_(eaQ zHH%7VcLk4a-5*B)D(hQ#qeW=);)3pP9C&!0k>{VEBx>#5eIFQ(ND-3GL)!~*4y~_b zz{s5?HxK;HYBtn69b^hv5Cb`BS^G9LmHaI%5rKl7k+@e@tMnr{jLh1mvr4`qdYFB` z(ZFZ~TuS>8XGPfkxAraS339P2Us)Auq>j#>{-(er< zM1Courx43lkULm{G@!m&B`;>u;_NQ#HtpJ#mMytcmdJI&w;}KY2 z$tlw1psh_3!O_biW&`p!hHHLuQml^}5+go|;1;vrY4!D9@aKUw<0ia6kwwI5k+k|x zrg6l$U*LEWtQjIUP?%Y2jXHkr_14;}<-GCNIoNxS@X|q4U;e(cEFTjYC4b2M&3|sw ziv1P_sk=LzBl6!FViwH+m9~~e)5*dz{CuAl+&vDvQ>;^TS!<3rL4%(+yppsKfm0DT z_TEB)8V99hRNJ&r2;vB&##p;}BjOfnkTO|x_{rbW!Da7rQ_<8^5r&HIAYi}sxvsi) zBUK0j*RJr|XeVhzc^Pjx5B%eW?Vf{Djvmyy#xkR!B$d;=clLzxDRpHO=;DW^VlI+! zasnIca@`;|DdZO|M6;p>F!z4%NQB(Yz}VB{7aG&xiQ*(nu)83M$}%MCJb6^Tc-(o7 zxF6~00;n6*qegWoMB?>S@z2gUiTHK7gdWR!_d zImMXE=+?0pKfTsn%*%sijKHA@h@R|U33}A#ZD&^4ll|ES$Q$oL$W#ZxEi~M7nZK?^ zdQ5=P{yLcE6M|t8W8emO7y|>hki0G8EU5$)mlJlterO4J?%%t_(?bc+oxVV8C^;d9 zH9s&RVe_{(ui2egKMnl}AlO)9q1@sxa;0`$K&niEym^;?KrSZ5u0^K|{;;?dJ_aMN z8KtO?K2qwPgi+68A8Rxl#tsB3fRocZoq}&Y|1bt!-J|RX;hh6_&H93i&(s>;kF8e4 zHF&{Y7cRSwr}e12OhaBF%Gv^<6aso@#<~>A%FkFcnCx%qz|1@{TNjjYLE#TWs3`EO zJxC6AI-NiHXGw4j{q=w;Q^&)#;@O)qO8Ew&+H9XU{|smfaLrbu!QYrc`a#{Taqx>W zG2Oh)V98tA6;A)#Az-Jm&(3ZZy?;c!92kA7MXgzV2ikb(!;1htcl8cEg1+ <0TSYV0 zR4*uAnCJ`THYQHm9ZgP9Q2At$2fVUffuRdw_%pSF35Vs}lG}bU)t|~W`UnsWwWH%5 zoSU&U@P-O2mP|~pon0Dr)^#_V`fHhW0tHL&@)a|B;G{6*eR(_{a8v1Zux=M3mTNJL zY!E28sVYa!4X~})H`W6Wrb8`sWFtz3`ccC#d~&R_$OnaZVKBsoax$d6FPu-7oJ=Jh z2FMMd$*-ffrm`!nEpzTUnmn9OD_n^djBK9SO`%UdU_sq#k$H*P-vU}^yjs-fs75ER zzzs^&fcQ#;U~1){8K1jA_4eedh$FZ3TWG{N@T|avLom5;AXFfI64(vJH_$)^=sJ;0 zFt$5#o=iQTpvprH=02%9D8cQgwEx95(5jUY#hCRoP??wKQ9uWSfif?a7uHC$52oM# z`U_D3wbM@DFLA$vZb0wAzc7;h+0ilrsGCt_%qCK7XB23 zcc)FmfEId@MswsYo}=PiU4-GriMP?A$CTK=7W-MgF+V zH_Rte#m(o=x*OX(zB0vHLRi! zWpK5|-2QrN)f_2IXa1Bdby}3pj6I(_7$gXz^$rJrB`TxG>tXW4gMZ-*=rWidbg#<( zd0Bkafn)T@qYNlo7syWr$IZEcCbw z+TZ5#zpy3m<(U{h=O->6a7lu4y~Ii00AHs#gF=3WWTn&Z@;tkDE|SF;qk zO2xI>I<`)Op%M9@0+yST)uUROLepNUk6e(NNnm9GEi~@yUVLCxBJ)M<#RpI!d2bF8 zGS&c2D;AJNIA(a*e6_^;@~dpkrK>^GwB+ei^?+~CDS@yZM9@B7Golov-9^2%H)Wgk z7NOaqm%op}rdd?qYar!;k8!ZAiGS|$e=>!Sl7=#R;u-f zRgbM4Y=h13R@Lu#{~2XHs{KL(5g#XWml|6Ryokr0=D6j!vJa6NVR8)LA)DobE5fAK zqo(**c=T2)X>3qDl6MOF;( zwvHG$ew-X*Wx$DodPuv|59?E5-Zg!JHvyk5vlVhe~*3-e2xie@jcP2-w2(;m0?|F8h0W>~}dAks!Ab2OBo z=EEEf^q0g5XghDZ_`fYSHm#{vkD%Q$l`0 z&>XF5>@k+Y-HFPKwPF;4+@(Nk_Wu}gIjogML57xAwar_!P*5!5(wMF6^K;}q^~f1q z4{{=N3l?CD?dp_e@8K3LZO%&>xI9lAfd8T4>1eC;j5pAZfDuV0+tB13A?>?AT zyPP+-Nunv6W+DH29EP{8)Yug$V6zJ9SokRJ+W)U2tjsFB?2m$cE4 z4Dxko5#{@^lyjTVd+Xx4^M{EfAc>$ zFf8a#Qe!AWo^_ek1cd?j8`oo9jBi}=k?FzN1U(jU)ia@RR;ZPJ$9(u6=Q~w2@9WI@ zR0Ohj-n1Wl(#^G^)ELKyy7Vx?!MduP#4ayacOF~Wz}I~KU)Sy(iF)@XN)-6Hrj{5& ze--L^Ru0amXRW!-6S(kDesK^~QM082#`szNZ^p^hzK)mc0^i7c3UXMxtV;jIlo*h5 zWSpD1Lx`cvBaxv_tp5S-w@ zpJOOU%>VsCodQVZUmtv^^ZomKs8R6l|NR!^PbdJm|NTXTSU61o{XxNH{O@nVvw*bX jU!VVfr2o@V8apKMrF~7