From 084dce7d242d26dc9a74e6efa5c0aa4edd4edb8b Mon Sep 17 00:00:00 2001 From: NotXia <35894453+NotXia@users.noreply.github.com> Date: Mon, 20 May 2024 20:08:26 +0200 Subject: [PATCH] Add IPCV2 AlexNet --- src/ainotes.cls | 2 +- .../module2/img/alexnet.png | Bin 0 -> 102005 bytes .../module2/img/lenet5.png | Bin 0 -> 101738 bytes .../module2/ipcv2.tex | 4 + .../module2/sections/_architectures.tex | 209 ++++++++++++++++++ .../module2/sections/_classification.tex | 4 +- 6 files changed, 216 insertions(+), 3 deletions(-) create mode 100644 src/year1/image-processing-and-computer-vision/module2/img/alexnet.png create mode 100644 src/year1/image-processing-and-computer-vision/module2/img/lenet5.png create mode 100644 src/year1/image-processing-and-computer-vision/module2/sections/_architectures.tex diff --git a/src/ainotes.cls b/src/ainotes.cls index 932619a..76c3a0a 100644 --- a/src/ainotes.cls +++ b/src/ainotes.cls @@ -6,7 +6,7 @@ \usepackage{geometry} \usepackage{graphicx, xcolor} -\usepackage{amsmath, amsfonts, amssymb, amsthm, mathtools, bm, upgreek, cancel, bbm} +\usepackage{amsmath, amsfonts, amssymb, amsthm, mathtools, bm, upgreek, cancel, bbm, siunitx} \usepackage[bottom]{footmisc} \usepackage[pdfusetitle]{hyperref} \usepackage[nameinlink]{cleveref} diff --git a/src/year1/image-processing-and-computer-vision/module2/img/alexnet.png b/src/year1/image-processing-and-computer-vision/module2/img/alexnet.png new file mode 100644 index 0000000000000000000000000000000000000000..3fa0ea3bf615cb7a84ffc4823c475f2730f3c6e5 GIT binary patch literal 102005 zcmY&<1yIy&)UPy1gMf5MHzFyyfTVP%h=6qMlF}`yluAptARUsD0!udth%Bw7EOnoK zzwh3eJA>mO_}|?p&iU1e)z(xdyiarg-o1N-sw#@Q_wHfA@7+Ti!NmsuGMLu72>wFz z(p84ss~)4<0pDQS%RiUDcds@H|JoW0e2?d@V&Zl09#J>y4_fm(r-OU2!rp%U5Hos{g_c*)oW^sr-lIbb$mZG2$!^dRWa`%ohH?94B4HP^ryN1X&y z{{Q=m@UJYtyC24c`@dhw%(oYvcP4k2US|NA8f_T|#rt=-Le zQ)dIa#)mvT?(p$|%dL#FNB=!Lj0wHb-67Nd>MCkwRUGI zONNQY-~I>U^s_4z`R>2pmgnTkyZg79p6u=4 zB&3d{#>dA>&+p?xM7|7jS0L`Tayu?omn3ihZKB>n#QqoGzb|JvHforfxw!N0jz?ga6&~2Q+x6<+%{xEGK zU81_7y_(MI)3K5qf3*@^2)z>4DPz#TZW_TCAq|U;6($^6?qRS+hY~(nB8gulTfFj$ zH54S{9+T6PZj{H*Mfe92$+86ed^+9TS_YP#xa;+Q%#3m0-c0zXI*Q)^*s20Rra}ohTwfSUV?3<-|^gc z+?>*qZCDMy3%udX{et)4!q~7MSLe&DsZ&||lb~zg?Dv6)aHfAHJ5O%*zm88!48AJ* zZ+ja00**RLka9174>3k?=C37@TMkmHr}OIAyjiGWF{|7l5XVmxr{XhxRn>WmRC{te z>K0@}$SAYyxKLLVG+TGOc6SwQcyYK=C3~}@HT$zW9OifiX{M>hP&Slf+IrKh+z{rF zH{=8Hcui8~dxxCsG^H|k57nd~czV?S)zm@QW${V&ds$9mjl-L@yPI6tzxC)neR)pe z-C07>c_yO+|0D+K%4i0Em6q4WLfgvA>%WaR{C0{mOtqx`Ml=jC1R(U~OS2;JsmdF( zp5JXm$!r}3U9=4%36vT93eS>)uX~Yab5=05<1GK(ve|+pnNPbCxR4@k_A(64f>R5g zNbjHw3-8)h-%Y~o_fiqcFRqclGu?I{FxLnYSxZ3z(%73R-;3dyG$?(bNZ^Js-RNSrcXiZR!*MPo&U`Z-eEU_iEQlmxM{ZID|GN-6(xqv|E<5=4 zQqn-M-eKw)U(zQ@Sh?m9Be<3FFr&ceq`H{-Ttk9hzcrT1RE&_8_J3Zvb>5sK z-&N)Ka7&#bO<#iRVbE#DIT}OyNdL0^pm7QM_NUzdy-&SagJTin7I}%a(Z#$20``_E zmH6QP<&IV`GDUMpMmpeJfBPDo^qo{>z1x~)1Fgpf)OkkYde7=^k}Hga{?{7#q4c?@ zg!jI2T2i)rJt!~se;jIBcgsP2$?_cLI_Iw7>`Z3*l`bEST~>DqcF(LtAA7U(=6p#@ zRxO&6&vd@??&j$15%YMK_o4%LFniTUeT>&K9v3=sf5A_*R@xk=kGa?HZjbJ!Vb)pM zl=zgq+S_t>T7yJNHhGypFU4D9e8wuptj(5_$K)md)|6uf@r+U1ZNAS@{m%D8BjX~# zV@~8XTu!z;+(gKZ4@(|5Ne{<#?5CydFvm5ve5tL5Rgty{V!pQEY(1Khoh(yNRO7+M zz3t2STARJ9`^>yL=J~O#jQ9}I*g9u52`bEPrp=*!<_p$LOv6NyA+R;&5uR@CFLE-U z`W&il_~%$JU}K~`Np~iB+wHbfX(XroBFT%ZMq65iV}X%|y+t(aOPG}RtOhkd^l-1b zt-4_|@oD*xgZ$v5tHZXM-IEE~CofK4?1*{1+f4jxh3C*z`}iIOs^0{^qRR^W#b6uP zg^rZmtJKruKW*OBptSk@;R;mD7eJnVU!5ZS}#&6i&JR9CL@G3c^Xl3&(q z0v`Fr^Fsm)v#BD|-gz?PhRGvq!${)g&|A5*U8#_N)_V;;F(2_mz3DXrsGYgc*7))s zp~s|Xl5mH&K7W~q5BVm}y=vqb;yL@Zon$kutDd{cKZZOAAEIHg9m?$*7p#QZo79 z_Eh09Tm(V&hrX@^{WujiGP*L~xZbm}bf-rb#-#=ts{$eq-6jiFEBT?I%ODGAoxg;l zdhIH5lku*U=vJ%JE8;JNA1Wq3iHD_PMT#av!15XoBKoe53)SOy$W7(M_)q_C4%D!w zZqG!HJqM|glpdD4k;;Drz>3x=U2um@U zId%Uc^`4`*E^qEKIa)VS3i`>aY|FY*wWccMlOb?el253FvOC3xCGKrYI24&9g1$_W zaRiVUwf?e^A7s}R#gdO9E7Pls!$m9<@@{d09mRb6C`szEaHjjlgZnHoZr?6{&lakt zq*kbqgfV>``rch@>QL~+@A#EdG`;s1)B4x>eX)habPevvosugV0p)K*yO-d@NzL4d zA4hTZ%I~$YzRbsmr0%z$jO`vZtp!!wVteEV{MmCVfr5s!hGM* zLoyvJAbldGf!`@}_U=#op*%($_d)OHI#f3w_o zuODOtA7Z&;Uyt5n)w0$uex7MZ?>%olYnSO_Cw=lmm|N41uWl{qs;p=fpNfB)3&Ly} zd;_ZhU1!$9XT>%<;IIWW4(Em$!&&xB=a&f#(xxR5(YAkitL)39V3w2GcPzL>)Q=U@ z2$|QGebxeJ0WNwScs#_xo#-){|NRymE>l{U`ge;V?(jT$Ns*v-c{zay zy*!dRml8S9Rm7>)q}MuwgR|?xY!W5+Dhf!q(QnFd9m$KQ7!>E7p?>m(h*uorUVx7(o(1Rq|Ou#XvP0K~WXaL$?Pf2Xw0qibW zBm*8}5KUX6=P2ed$y)dLstbd-)N9Z*S9y?QT;{4Wu#Z%E9$Zv|%eS3{EgslQ+#S0A z2#AoUjDe@`kl&WvIxS?)sIQ|$W{njR-W~$ryZH3;HFJ z8i&C*FDR90G*hhUV#!VRMrBaABsZvaIM*RQ{FumQ0_=s6tXhsz9A#O6&#K?{&I7a@ z03=`*2->3W%Pn3r5?Nq@C6xxzDX{L?^wn2i=06RO_|Zo^AY`AuiH(*47h8K{b93m^ zsW(SalE?I*munLl9L8v#%lR^|rsemi+5Bh*8Z&d-eDAK7@PfsITlTED1vx>k;|Fd6 z&bU;9wQw9Fx>7w%=BGa;OWNDSZVT^ri2eEmn zp3SpskvGxhXW6cxlu>GquuSJQ`HcLyPo4T}m`a|+5r3!c zK14J*sFDe@;N=$Q2tQQvCT2Tk%mM3805h@2a~v-}@ww>&lx=hOeki>A(-=d$G%!xV5dD#K+Op-3oGntkm-NT_J^`vjLPs5rI}`QGA)n+O zF2ck+|B6s_G6GFgB2gZbtcl!Xud2y#uEEd(0TC}G{lnpiBguLIq4HqrWO^$!5vO8n zsHQVcE*k3nIT?RN?kYc(w$ zG4m>~NTcyrh{vLh_o*y>^EF9PxQY4be_NxZW@C(o1mwqP82(L7@Qst*({o%$0(TOP zo~{rqpLafwL-rP{EuO+GzDM%^V@|O4XqM3tQ*#)AP#t4zh*cDljFV0P)@q%GU2h|A zfoR7@8`X}bl}>^^D?;~A<%jP4x}PSuaIn-=V;T#w?2+oWK_*R;M;hw)??8MMWFII? zZigo`MDV8Kab<*kd92HiDWB}m)D{zx^Zf07#BVz+>QuY#$i%@AeBwDv%I@_j-!VB3 zg1dhMvTtyn_eaXS?2A!k=fKQg%yW%f3?*{tgJkrJ1T*>i38fVMqEFNXoAnxpbamL| zAXT~N)ZjiTj29};8SSyzZvvWe@h1%hapfo5LgY>wsT7a6s3c(zwg*~h-aGI0=&E)w z;X>Z1EIa@UcKobxnDnKqDLAr6;yw>wN5FhJuvnUx*d9Ju)qAZQvgc@y03aL=8W1C? z(M|pd!$1QmRjW2X?iO7=6|MoDyg9=4wQ&3gJBWM)n-=WZ19bl)ekdt=L}}M6dCNiq zz4L^&_6Oh&_5QNCkkA?blB7_jv4{sD`7!_GeqjPBCbMQ?;t<2{oS4KEK0^;zjqb@~ z01PAoK|3S7LpC((45$rdC)nwdZ1Gs0X|!Dj52SUXYv(rvbpu|W8CsoH}|vx zKwafECZSwnC;<3hr-=9de41z@nc?rP46DXg=+4WP;JceyYWu8wJ*?j1OxJSJ%|O6) zp=!P)Ps>i0U8Vj3q)`bP*VHFb7gMIc1?J67_SvxX);Sz{XtE~7G3Eg~hKr#)bC3{T zysw=h!(X~}vJXs&0anC4p(3u!^R1}HYUbLaRAQG2nByW!?+^(%cdjt`Y9|T9vO5lS zG9_5v2F;@5Y^NlbTV9&rV#OyHcD`V5_DDHVf6J0&@*Z>MAFb7MPEK(2@*9?1+f00x zJ)&nSj0Cc22o@pi2@Xf@V;Dj!R)J>*D4J`O)cfaTT(%-;ME34ds{)h;Nf9Zl;F|{I zZRIDYh~3CH%2z9`Fej02+hHXMID?h{PSGq!?wgkf&6|mm4R1dDSp@n=C6(11of6h@ zN;79`z>mFAnnyVB&V{%V(s`Ugj5T1Ec6DHA!)TmZ$$hQV{qZsLo~C#9$i*z@!t z(bCQ;sfFuOo6Z`>iz6@#fGDO#l&?$e6y=B$N#TsXKhb7dNO!*uv1fAD=DkN#WJaS` z5qtUC{2|&+nvrEKk<=f#Z0=uJi#XVI*o*gN^XW)Gv_JcC>bV~9u#0LB_qUE*=lP;j zRnQI61juqNG|2&Y+_g$+h6L^cRW`(ZsDg8GEW# zl1|K1TRJ{W3J=Ar`aPOiacsc9og4g(Z2jXjWdtjrD^{tsXem=0-{bZotzXvh{P<^p z31uFM39*!Mz(>g5{wrtzFFqF^GG_d?AeA!*3oV;M;}T9hbi|myX&`5;eJqOTrqnyF(A4&!B4FJD}2_W ze6=5M%zWZNR!WdD0^ml;;a{Gb_RnCyg@CG%mV`~rP3exHrGw@f$;U?^BEnfEE{8BFx9H%uU#`Q!Jea~|9gXVo*V3~_LZv+4k6b)-S z#0$s^cgC<|fM_{67|$wm@hwT-M~L2ia;mN!lRDAJCW|knM?|>iGuAEGWpd%9Errrz z4j%#tnlF0EH;3lE>@i@XC3{of;JolSn+11Bo|DB;SMb(lk31}a#I=%A$VPF|ez}y+ zH6A0dCjyU~Rio&q97h&6|42Ovj{lilGv6XTvda1_(Gja^SUh_t*ngy+nTH74{~oo` znpLhEgAVh4+t~(deMQ;e@n@z)j86owGl^u^0y7h!TW;-aGPqy?;OSS&DRi_;Gh&$`eaLy#LRbPcj z=|2J0G>Oj=Xv*YEock$ce=t_JI`Yo^^nCblikW%5U;dqhHggG+Yl_uFl{WbhmINX{ zw&w3%iuUAUpYQ}96Z~ge>BPds9h+OXY-!?pg@1Uyu`B- zYiF&?F`9;X8QmkAUP6Dimy(~%W_Qhn`!i%T`ny6cV?Z^R=cC1??ZKiHu&hjvIsh#9 zJe5li>PX)kO>C4KaC^DEmkMC^mIiMx;fZBB9+2%^9jW0)R)Ix&Q;}CcE)`W9qTQ`k zCn$`}Yo(?kY}Y5bclsAEKy{W>a-VARaSH%MyY#i6xVoGA3P-vn79le!CAs9rjFHt0 z7i5*W(_QNZ68tXdIz2oC--Q512;*M60P1bU(U=}?2GFK7vrkTUreJE|5V#A`fwq(1 zQw!us>0P>KNeoqh4@h&4uw&-6F{(-iKK5$PXAlQ`*+7QfT=9WB(O%`(#GrcgZ*kjd zd~Ra48FT4v@vQ+Dhu-1Xgn$L9Fd#oHIe&d#O5z-kwo-F6Rg%P=sT1X1_9Vi(=!wgs zKBQS6kF4iABUG?D?&?otU<7%rDGy#RpsA%};Mrr7Tn%V}_m4W(=K*P*_Al9u$TpzasBupk^QV8wrENmF+E&*PQo8?*j=_kh!PYM*>q zRny`exmRNrN69zI#q-nadFMB631QoeAmR#M2L+GQsP%c9B!jtiKs8ZXE@LVik$bfB z3yo_a;uq|bIHyv4jis|q{(_z+hfCGJHZFVD4%7p?(NAT6M9F&C?tV!}jD%s~Pe1F_ z5e5udgymhe6qVJc$35V zQ6{i;asuG0^8SQttHFC}&jdm|@-o`WYrugMZrpx|Q7?DA?@G!gy2gx7Dxv^%Cpo`N|) zbW_d;n+Y&vjOn;#F{0roelh+D1J``BtJKPNbPsWmTqRlWO`lSx17uL-dN~#*C^IMdUVQe>CEIVEr z2OKoatd$!6O2gQs@sh#7A(}3OEcWfnMRS@X#ImGkv zZg`mRTgj1Wvp2Fg^Prh%Nwh5=@{`-7&gllXEGaCi3}=;jE!$@J*U|mYsxnz+c2sCM zThMK%5+45pT9H8u=Uk+#;llv1JF+29v&Vn8fl|Bv`36V9kPh*5|4aBHrq!SrK)`x_ zI}zlXUuKPM2(!82haWn2emtA4sA~M=NDj;$iwYo^I$FtPeFr5l#LL`kRAi=jv(mAe zqBL`7?<*Be07JeBb6j19&GuM!6_Ap~CGW0J^k8{k>(V_&qi9`UA2iHamd(zE;bWdc z^mpZOn(zaUe+@}CBswNUCaO1+`MfAPx&y+T%~K4ffZV|I+U@b&8ojCRS3=9AV|gk! zow|&87G=gnm(TUKY!Tl;oXzK&$~5HbczvbG2)<`co{l?_%VK>kt%&2RBt}_F*++##_aRK1zg}p% zq`!j!r}=kQqRqk;1}oMfsXOw?t{Y9^829hZwK-MufAw|xBsz-M|*Y6hC2kw1a1`5 zO{pe%LHuXG+WX(@JskAnXwc4>E4)L}?k#5k35-MU;yYml>^~DU5rV`dgY(coWYL5j zEE>e>=@n~Cl)?TixBH#!;u-NO*-)EXDzRf@@yhd2VZzl`iOr4D*F7yduaDKUKQZWd z(>N7<7NfV;>&6LH%at$92*tpOLS~tUANMpAwExI{YE<$}D~0`eCGep%`CO7{KC+ha zac<-4co6pCcY7*BC~Ipq4S_p=&(fHxAYZBle=NU7B~SnEx^{p;&q0Ia@y;?(O$@dt zG>-s-oc&_mJAESm&XcPUtC;%*hGmzw;=^=tj!wc+zf4%4MNzazbbtL5dkNzkNe`wr!R42Q}z72Ns{OXAByY z`}Lojh%VC?e|~mT+%e)g}x3Ev1qh>>AL_*NagNx#T7W3eV4K3 zs{eWb=VG5A*f7H-Qz^D7x^9eDA$Fe;J3V?MFyv1+_+J znEw+_YcW#WsqdB@{w7DAci&K2#15$7IE(*0MM>H29{*+VCZB-7$MalY?s!O;`)#EG z3{cgeyRhZ8z?4lmuNJDh4HO)`L^Jsq+C^GSFASF$pC7%y#?P1BYWh3nzh`E;wyIJK zvTJ6Qimp~Z5G6gBE=!TL@*;`}k}7sH-BCj@p^#z2LS5|ZTWgGA&}!upMo&uD6%$Au z!c*M{xHQ}iJ}2m-^XSa~OFK^uFh0;8#~LcQyWW;HkPT1va@b*2Je+rJJD7eLEd}Z1 z9X%o4Rnd^cQIv`(Mu`FdTQ_J{jST9yi^EB)=P9Jze)idPCBzuI_F9{F>x@OL`0rJz z;kJNsU$xp1us8kd&wWJklnR!G>vrWVCKS5|`nnglJ_>@~+8qHKn(Wj1^wY7x6_QNU znj|lQj=a7+sj6yRRO3@0NYKag`u(F8*iFT|ggf=K4B!gtl27jo*PYFp?M)wZDa(}{ zd?xtf&pmw3!`Za#83#kfFmm4<$KF5s$)<{S6HYAi#d`&2l+BI1lgx%juM_gkh08r$ zsO5(QZIg3;oqF3+kvf$Vu!q%N2t?r`Ad|^!Lk0UvO2O~1_s8bsI_WSJ;g4yeLo|)4 zg^BKsEj`Q@zia-kjR{@c|Ihlt^;5z;Jytc7Q_ge%*3>92LVhSLLV7{RNto7kwNNFk1^}fkxL>QlrS3TJJNdl>)^y~hrjq^yFt_O3Ll&jKrN3TkJWy-f z!|A4eQXcRV8U<7H=ue<6u?z+tOkwLD)D$F{z5`<<`+$gEavm(}MA`TCPaeTN8%CnT z>%dSl%oTarhnvkZO;-Fvm*bg^T_2LN@)SZ#3G-u(A{io+X?X z^!$=_h=m+WL$IVl zEc!b37QU8flK#xSyDn+vci3gl4MLVlMg!p!B7HbpmAL}s6a6RB)>yH9a$>$V`J1MX ze%&JySY|skM)-wM2iTc~OB&*bUa`MTCUX5G=2l(JBb2g{ctH0cHuBqJaT#~ZOZsL7 zPR9ON3XW#wY=8L{-5>qR4Sj%xRt&3?)xrzHuGpse`~N2FMK?~%-F$jQKN3~kEI<0p zLG^v)Lxe6-B&!h7T;;xkHrHvc#~MB9OA)#o7EzVEzXOc0x3apTkx#l!h96F}`MqhW zg{Lf%WO#WiERCs&W$ir4`2)ZXsb-s6b=h&@X6v5aDK1i_wlJuwdSbIq#wodNUwt)XALi5k*n(crh8Fc z%Jh_CCM0kyW<1WRhgz?bF4ZsD?^1FMt{2&nq|?OM$ZytHa1DmZrUaJ0LZ&_}7oq63 zK+zYRFOP_POjOA_#_&22H0XC7x_iu|Y8+SmnR=SZF5W%Xon;{^e;0nwNYz< z+uFWO#&m8UdL?wglVVaywl3h8({9Q6!`_tt6lEPee`(OF7XNrqG5zBgu|EMM)6YL% zD1f}lD;%z*h2A|m98Bo0kw<=sG839~Il9uLw|l=v1UmK6(_$kJqo72SUk@SM7bKRC z_UrTnRB``|eiG4}OLKZVn2a?H%QtG%Hs+O0-Gn63_6ZH&qu*jxQ0i07F-J_UllFAU zV`7|m46z2QmEeU($y@8gGKQ~$+elmOt6F{YO zIRIjPxij*)l+pbj$t!=-&+oPMB1ul7nF`}lyZ1LK;PRNKrz$@}$GXzS(CF~4cSB)^hnCrD?%`Ffc{ z{P}1Xnz-_zOIAMZM#S;^0b}4LVq%{YoD-(%?PhW0_(DqhqCIvEcHej@_CC1|w2aQw%>(_9 zKleeXCZo;=G)Sl?mLrV0l>joFPB8;%Ps0Pd{Mc>I7aCn>Oms!GNSey9N9`%Vv;3K4 z)sYmUnTvyVGiMb%QwDkefC64XhdbF_q+l&c2I}T&R3>Uq_aXKYmJh-y6fx~~Hv11C zNflooP{u}DMpOS|NxnE(GJ;7`lYD*I%k$WFBGT3Usq;e(!PlDpV44L_77 z2sdCS5SuT77^x!Qe0UY&?(Ux&Q-c&91WuObSvh4jqf9dH%nb-tL=R>{ zBtubYN(8Wa7Xx=I0T!sZQ75Pu394`dx!?D8{qfYu;GNB?3$}Rm);>xM`U|`sMrG#m z?np~6D9ghatV&bG&u3t^v)o6u@CthDJg8tdPkIW2BJOc!iw4FKCaDmqM9IrD1xi8w zQ*k2~6#3sZO$|8Roly@Q1M1r5RXg2GaLA=B#!I?f9eFcN1d(|)fpY=nkHEwJr**AUo%hQ&=OP7-ODhdoQYDo~9aq zZxO7TB6R@!Cq zSj(8|Q8Dd9-nBO;qqAr@ba{G){mnQnji>;(<|t8CuE%uvg$Lya5LD$B06Jz4w?L*# zjQt?a2jd-^{YR-F5=@XNeH~VxiIis@fe^t z@N=2}k`G=E)1Up1S|oG+YS9>>DZ9tvSKh$=`P#DkA9Z?vtpk~~{P1fNAz2;9MuS6i zvr($SV%nE=Z*Xu5vX)UM<|p_2=r<3L-&2i{{i`#@*kd@gx$-;D#a0US;%pS_^Zb%- ziPnyY;(US1Q@(aK%u|B^ffRN?y5sH_oddF3Go4!?{cYnd&vev0NStMBCSdnJOcfcf z2@oh~UI43CCF-(hEYNvfr};M;8UGFKK*;v#a8NV}VLcVf1E$H`Hegi6C*ZC(Q>Ecv z5u~($%@`OkZlKhkvIhK3Oe7&tc6F0bve_OGGsnd+6rV+RmSwd zQZ~sN2@1cD5RZB-hj@}s#_OmmCuZAQqvs@<`kltyvNz-ygn8RwAW612?cCExyFL6O zOG=e`M2*9_D+I0Fb;Dmcf4f*0ZAC-$_-bTFDmH|_nOT+rHmy@W>O5DStx2dUgtmgu zB7B*yDu8_x8S(XtHcqPW$5(QBZNQ_`zZvpt5po$-7wFK3k}w#`iMcqgVnGi}%6zC5 z-RaF5olPbQm<#b;a4#1%8acS~rlJ~NPker5MMgyxh>RuYC`ZOpJSxKF$CcO65_ul0`oi!v;Ip^fYnk3}kCmRD0M)!=`*Xx&)rCUB z66fO^)evSZkJ8i-qG^ZCfg~eaDd!IMz9dpO2*fy1d{V~64&)#1GBk5ZYYj;p3t813 zfp6zAHUOZ+O+Q`8{GtR6#^4f?8*5Q$g7JR`$~X@& zh^4e;>kdF(W8wLyC$$;Cq11c(6-;5YIn7mjXNtP)52bMIO-p7)nP>NclwFP9WN+EL zv;92>0T93eq>EIU&iZNgy&FywK>BQa5b*9*VB7C6e6`=3MsU6RzANPW=S2VrgU=-0 zp8{SZjIliOqp*E>FaG6^vL`ccX8{bpId4p2>~s8{t%Rd;*^+Emf7*ud4?Uk{zh?)+ zQ*Aa;;!3TJa=_toi(~`QSi%(vrJiV({5w>@wnFmjd;YeQf(ufmu(SaU zJ1b~?OpyxCy6#rV2!ESK$%AOAJ!tF5aGQMIVL^O^^^Xri-rzLv1KiSg3j`9_?)_4$ z=4apY`0k%%-hwHH@;y9}C%;DzfT3CY;_A^W9OV07vU-NT=G;kF zLXOj%XA=L#5Mt9&nc@6hDto4iL_v^W|7N+cC0PlK2{0@3DiZ`F%7jF0=U2QL!OTbb zK2R2*MYUuuf;hI{Ev%v)u28B$#kkJ}{YF&K5%5|o8PjmK_YY2Rhr$zkJDPz%27Rl2 zf3b|OX<0WdoC&F%<$hGE;7GBn79=~D5AyE2H4^-t*Pb`!zffZ%Rb!#Zg%RMCTe|@p z^c@pS!jn8zx;fad z!FN0sC-pDR{eg_U+d5753ya+9!-5i#9hqu@#=0ceul>I4jqG=)kF@@da#~&6`ABSv zkufebH>4CB^Fl?f%Aw&pFRjwsx~+>D3}9Edy5e;G8S#7*m#{_BLX zBRt`)ZMdATz7g`~C6aqfuH{KBT=x2pLN*OwWfnz5d(Vdta2sVh55>K=&>SS-9OKyT_OEVM3mI@lx4RGtNwt*hq#b)Rf7Z<}&ocZCea)NdAL56S52F z3Nv?+J#daAKyin^qB3ck6q6yX8^2Pt49}P~ufdSUj{WW+gaF!Ei^crG#4k}s?X>{2 z1V~uPs7`-R+!%pVOGKk3<5MKO`=_)1Wwkow2>OR@56s9JqK0QVE!P5dS zt{29J9k?inz++*-9?kFzm6Ee$()!{Y6Rt+b9F9jjtjmmeq4(G5st{u?6b&Oh_6a65 zul>u9#A8U{s~0B!Kp4Y*G*{NDBvrXelL>D^VMU(6y-#bHz&6^Q2n;!KvcE!QD^?K|p!@SRrcFCI_g|ty69YjPFT2CAkikQGyE#mGUO{yqU)N!J z=HaY^f~TLzkI7VONae2&U*KYoXAkwrPofdwt_{`Ta@0|Lf=)$mJ~gq$#1|7HFT>4> z`SEQN4Lg0QUVAu3kdH3?D|3W0$kVFvL)r5On~FA+GSGF7K*EC8S3q6IgOMorSs7VA$4_C~6QIZf%nJUgM zcHV%vO_#od?bi;J4?XrV8Q6NBo9X4=M0zTXX!C^kw_UL~bRRt?4?O$^p&YCFobJT;|Ln7k{I83~K6e-L>{j4pX)7#otq`wkC*xim1b zMfvVwm+}r|VEtnheB_7J*FQSFT^ugW)gS^0vSUEg-yo>mLqvs!K1uN8lgucyK`@r8SSz6B?iUqmu(bI?C^4)}HM_G_zn{1uW{ zkTDVi`$db~kDkN!M!OpJa`9JbK&le+eO5|}bx-?$9yCJqejK1&4thv8%k93Le z&3db%c2a??YL0sbu`Fpd-K2Xyewa4RCd6KN9gJK~XM(G}oN5*!yGt+Y-k=BagGN8p zsNDkMWV*0BJ*ZzGPJ9!@PLp1jNYvz6uSfi(16g~=&r0TqGx^FQE!V8E4`vb2{MCHo z$nF@76P8W)ew@RE)H3|3kPULbG#`x~&L%}efkkbevz5^pVi2=KV@*$1M)RSSgO zJ)Np>Rd2cN*0=c5YjF9>8C4v~!9zI4i}X(!d)|DC6^2#%et%oxAnWuQn+B|q2dg>2 zRr!autJyV>OQzSP$FW3AI6XA<5bSd3EEjoy~h*FOpU?RtgXgPuf6PNGcv$S!VHsr85*31{q^H9m*JI_j?|ELJOp9 z`rv~6Q?Iugq*nB@ZRhD17UJ5q=X5ZOs?dFCie_F+YW^GQyP9dymr4`iwB*{ST6P-Ivs?5Q@8CzdKzv!m%~TsFPBNZ^8Z% zi&^}Xnllpw*>qpoPSsx?#+vL>5V5zG;UIb+`bxXJw^~t<4ZY>B_V$te=uKEl|F=W` z?&Elot5+MsuXDi+(x1Ea6$~#L2mkA3Obu~eo^2rTdp`>K81Lz(`LRKWc3W@Hh3!gK zFbb&d)vY_lnfm@9Wx$6`vkDM2sCQwCz`)H?*Z=TLkp<)TLgb;#3m&X@%nEX zfM9fhxkJ42Db+t-nYoBasGd{BG&dF+eK@454Nf{flytDzVCD*CcII!6oZxj~`4sK@ z)8h}&pLy5hs2>TuNDt@5MSSn4e27IlG4bq@9&!y*oWl2dBN+^MPkEc+D}>M@rsWBt z!9}?=R5;iqCSS34WU>Ry23oYBE#qMDNkUgoS(8@0m!7vU)n%_2pnbil172;F%x3be1L>lqk5nB$#jKK3exA zQ*t5(k!nPaFRe-CpDusz&)a*&*?A0=uXJ?=#p;C#y55gr0OZ@qok@moL87)vxxB$n z1oR(4QJ!`SO-X6)f}O^{$vo#q!r3l)es2Ao%S9CXT9z6mh3{la~aPR8%K@#7TnTg zVGnuJu-=qD(X=V~b_Hn292bu}4XjNyg&kOAomG0D2W|pB_mwHmyi-DnDzH(vmMzL` zT?w{2W1Yj!yCBq%ih0oJk6NG*CCS_84utk4Zf|LxHXCD-e96lrzTh1H){c9)%rq=!jC=BOdRo#4cCcj(Ozka8gkPhg* zeqaz~K2iQ*zEz(UQhzxdSV871(So0z@wtO+Zt31jWX`zsMb=85JO*kq*B~jf)u|4Q z&(EXAtXnlvQ`W6^gtVdrPgdhnP@#u3pD~<+yjgLerlc7@w)^og`{hzi`|;aWhQn`O zlc*%oE*o-(Hlg5G*qqr zm5H2>4HD<@ue?ZNICnQs9>!Ii7CjT9z(;JlADYVy!(gk~Nm6SrtzB#`sWWkX$U);TZoSR1oh_ zkTaDw{i*Kx38nBKt?D9gb1IC^p`)f(e3Y%Jaf=b{zw5Wsr$~)P61kF6)!iPJKx*MD z;^7K=;ItUtS%GmsWTw);1TedJaNJli{oZl6Jw;2#~Pd9Vq60N12`!K9`rUCNZ`1YbKG0JHb{ zKUA=L2!ckW!C0)>pXSp^b%Sf;YM#tm+{=Fb_N^F6DA|xxD%O-Wrep$?<4K>)b{W@qZxhQG`Z(~J#QlQFw>9F8YdBS}NQ&I`n#FC% z8w*~_R;rib_7p*k=VCvG2Zf%G-$p~t@gQRd0A2^R7nkVQC0;q^pDq3jR&wfCo$WInv7f*ab)aG#&6 z?!Fw<)K3TU@%5kLB2Z~GbjiRe(P1J%~>9PKwT8B)SkSdKVI15F&aVL?@!Zd-A;hkLR2ZIhp&u_g?E- z*Y#V4kabeh%;N{_zI?BKd~sWs%@|g!RidKD#h@4bgMX;4BVSe5^R4p_NQIinX8Zz& zZVF_+Md~H<_ZLW!F2qgMR;&yx-^O#TbG15#q^{Q_Ig7rT~WP9bWe;hr8;6mW%$+4{5)ly zDw~SRqF20-p2Kmm{)RNK@U|2U-v=FN{Q1wX6#Q>M!UOg#gjF?V=XbfU;{jhn9#Pvc zf_COqz%?XonjnamKl#jbz+gc|@1wZsT+pBoNOGEyFjrb z97}cIq(aRL6Ul4-!=&*RynfnCb8|FP)jo1BW!TXZIdL=or)8LHj`-qy^3ABf81wys za3KN~sC9|aOJoSRam%h)H3IH<8CWNZp4@)#u@BB!1-^jFi*MlW)^(U7*gM82W9K}i zn-?kvXV0&CCk~<$?3m$DBD@W+m^OZ|h7z;8G*4tp zAAL)yzeFBLh?XS|p;=e_3rpBnU;4YQ#W}_V?^ji=!@{GxqG@p+c*RK;kjF~+G{DK; zB<}aSbbO&OE;+iF4nZtx4Mdu4MHFk&zt-pE+55(TbuOL&q36sCWO!$+l~&wnaWqnq zaCjFb-+=@kiL%yvML5f0i+xV--I2wHMCXJOG)-rFBwlmk+sfPA7NR+ZFkT&j2uWd0 zhOmfjWmRV}{u4lGncP|AH~u`7C2SK1TnXoqpJRjhS1KHeIo&3wEB^cAR8=EC$A9wS zm)b1sVlQEEK8R-f@x^)J_ETm$JhUxU53^anzx4iBCt&N z2RsRaz>qtaDaQ&FP$T!W$GS9lnX02u(_95PIg0axfbJazPva2}oL*pYHP@Vkjc&kVJpT>>P}dlNpt7t9=VK z#XOKA><{$Ze+XSOUntv#&B_0=V;3H(r(CgaJN*G?xd5?v$M2ChATq>_(FTIXZ&32e zuQJr6y)M2@5r7{S`)UDX&=ra+nN(+$$2=9}?E*P0O;&8~7c213u&iEL7~->#)UHQb zuv0P*jvnHGU$xZ;s%}sIe}Of)Wa%}O%&h(PCSW}-S0>=IW9!e?lfcNc35r{nd2l0u zP}sxI5;gV)5PV{Xo*J)_UDW$zy~;^IQQ>5MK-3NlGCTha;<-*{sD-pJOmo*_Vh_Cj z9Pxenz=JMFi?2m~upp9H0~z_uJA3qJZxS)KIwzqq&r`hh^qAPGNiy7RFg2Kt>8c(% zI|7peHx`~}ur~#a?o<<)WhMjgbszQT91Uz%2NEmHCvwpSis!j)_rnD7mTKGRgGaJQ z^VL56)+iyguNo@DK4SMv#ro<)Km@6;!u#g6rY^ILgN#c$2FVA@c~FZ(>!JA-1oTiH zQ>ksGKLYtlz1Q0tAjYQ4vyN);9du#F`}hYaxFtI(#t62?;@+7La%Vt5FaL(o(FJ=u z)@2uh%j|EEl;E%qYC1xh(0Hd(0FY5>lwC~_@p612ee{*p@m@?SQ^@(Cxem=PEjHo= z891Sr)h=BiZB2er8}?dM?Uqa{{c}z*_il=K!dG;qspfDZj!w8CvglGufve7Jx8ECG z`%ezcculB(1n>aS7sch&6L8!ycFOG*$arWb3hh<0_S~<3442q0d7ly*+D>VmYZUtV z1Oy(muN^L?g7e>Nfnxi6*bVclK`kux599S6Qu_Hqnysnw^nu!|#~pt+t3V>&dnpvR zY-dT_OeG8*YXe1a`Zn>n0QVPA3AuQ0PbyQVfdrf%f?G+Q1ru7kZQAUmg}|y6qJ}Y6 ziNkccNZ@|NiD#nIChy@p`JJnpmQ2o=sOZQMh}Fl2p0{iOSpfvsvc(~1{*IsYdMqj> zI`$;7@go}r>r9ybHRSikGEbj8BvT28f0?v-EYFb`-fEvKLS!+(I8CP&*Bl$$3g(yJ zXoRdHj3lki_UW&p?~hUI93mD3#RK;qQJOx$^e2SnT6~H0(0?;MWKm63_f29TW9E>b zgODZvxJ|+_?i5lp!j^7QAST*zG{BQewY*0MPjWbOFZ_g|M`9LyZZjozw!df|X{35r z?6J*H+x{eaZxvalMNy|8YI64qB0k%rgQWaS(abIw^r4Zm5Hjr(^O#L#M8xHk8_O(+ zcxBa8fppaC#g< zj{tslD@Y#-ZBdJn(hHEyefb8wVRpSW{NoMvC1Y`tgb?*i^e8!0T30Pxb*+JOulyhn>A{(fY@O8OZQ z6vgDt7m>Q`?=eq+MnN^>j!GXVXpj~}_>WSrl{8y}nZ&;l6`CQ2o;vBYeXZXNer>)v zoNXr+9@3&)uJ;Gs9kn`3U={m&TMNy8b}4TkO`M?C%@ak}i7a@9NIsA0`%z7vn`KvC zU+(LpK)GePqXLOU%$*2{_T@^)d=#DQ+8?@f(pgG z&lcN*APZO{Qf2MYno_Nx1>j}`K#*%Fn;(PU8mTwYzb3S_+)W}(zGG@WPYy&Oe@7A0 zZa)co&A;~Ss6nzd2+ELMotuq;g;O&93<1>zDOmJ(Fk*=gRuu}Py|JR7iSN2(8H+Co z?dFS{KFtN0DE;+B*x53O+$PThH*|}2f6^cDN0q|Mv(d~m(|71OX7OJ|^LPHt>NF4S zE%JOZqz z53nmHdz)iRXy=$DB-Q7pD!#z%Y`-bKz3K9~XV%%>R7K4Au(!3sY|E29e$|7fek3$E-&d#-G)URd!w zA?7Z1`6udUEthmAa+Mq**CwN|mllP5NTt|e6Q1g^t$2{6HrNvN>ojFBWQ);wVqQCI zg{-AX{JZJ=`Zr}Wn=1B4)_Iad>v+D;G0#JucI6ddHgCD7c^d*X*d`@;Oh>;{f#1gaQ^6vhCT;d0JC>Dk(``e_fN0Q%3C|XT8V}zv@(5;P zGXNQM-a@gOFuM!=wF_TBPejY$+C)YCNH{xQs(iNE=J-5&3%>Sf&2Q;)OivQdDgg1& zUr)^#-&6KtFXC#6p-nNh_|NT+%E7%ya$E$Dm(JpF2wsv{XDlr-U=?6>sAJK|CR7r?HOPFG1isXDr`h{taeRX$xvy)Kzt%|f<)Sc7vfCb$ zVn3ags??{mc4Vd|8T%P>2SbK9dt49m{61k!t14bn#p?7XM*=gm243~aywBp+oRDnRtNO}Pm@ z#OpDDf>8^J`(64k?D<2TTI}?10f-{|N*lM@fgt?90l6nl;UNNMl+7_%uqK^tm`~4= zoZBTY&_xf4+jePLaI2-cT8ffvSbbBoHI(h6OV(G8K>+H_xKcP7;XY z71^`!ncp!(2@dZUP~z&~x9DNs+4JOVcoy|a7DyHz$bO}9btP&YabR{LWZJ5uD41j~ zaCH}<6~dn}ump0Bj>b0A9w#@em}CYhmF~XYUw9qbmxC^qK8hXj+zD41iKgC_mZ%+K zFCa)FOqThR;r(5i!!YRLL<{zm4uId}P4%HF&Tl_Y=^1a?sVMfB%ymD@J^rPXLg?@$ znZXpE9i!cMw+TLHg|DG_#$JFvK+(pD@+7}p+QSOPCydBAB3TW+0f_fq@06b>LoK9P zT(k<}z^Ts^o~Zs;y1Uywk2>N`Y51M4Vf1)iY*!?EVh9L_v%p9)wUOm)M1gZ83<8|m zW;iW%Y*)czv&h!0#1V*sOhR^yaB$ZhN?rj^K!K@kj&cr;>EU)H87*Dhl8Y?mdF7eb ztbo^zmSe>}s5_Bqi6_fmlz0zt6>~0Mp-Gb}B1nD%OD(*8_5!^BPS}2$=#tdn1U)(8 zJ%yfUiA}nZY4!Pno5R~NJEpnm|I+oq6<)0&ckKlb1rz3vEk5iw1EEWRn6%5YMw>ei z_^1YfuHJGN9Rl{01eMODBaYGu`1RD~;4&6<7A7MGd|#CmfCO)f&Rqprrq*SHgov@a zt+nqX&jBfP{NREQIEM1dLgEgAP+CrsjM99puS|n|pn-rI{_{{H5t27u017&A_SwVz&g2-<$~|zDaz+yKHk<<;X|- zVYkI=vjsaO`NvlPai@Aj=FCJi#!`@soOJAcs4&g~k?5F~kj*pflQp3N=CjTSbqkBG z|H5OX*-r@exhiwv4M>C zluXI`9S7m${K>E3UJ>B>!1n4pNKv1CHo)#W0z06c->p3lO39WJ5jihi@Z>UWr6}HjNaGp8wg+){Ht$dfK?tS;3J)N z3ze(DrdLZV?n>v2>rzZs@pAVi&h_Vs*dL|d5`<0A&3~e2w?z2(%*)-RRZj%YHy^t{ zXj{kPT=6qT#61~6DfxsZD%FSoLFbqq9aNrI7kt{OhFfku;gJC3(5d^VC2gqB}q+I!sMh+pZA3|?P`E>b^{ zQz~&q2kTRl(fka=TmBIyeZ(l}oRIMCSv9v{AI0-RQ!y{J3J%yN|B~6;R!2g+Z%V5i z!qt9lxa!*n_$H>`Twj(?3)_xh0=+a5n#Zgdg#wTVF>Q+T;XSeWVK9_;W_fDLu|y_(3>TfgtaQ)xWX6GYUSx4$B|FEp0i$sB+# zep66_(}Z&!U4+-{p2LKVxpP6h3SW6rRLLM{BO|vu&}RK2#NxzKJ+gj2Oz}r}xdmk4 za%QtrTmX*|GH2aYtwqULwS@-{M~{B#C3`D=z?cqMg~o@E1<7>jedLspeedkOBt~Py zWu1QTBC_NpLiC);eh`}SJj-Zf>6U+xgeI4*VM~G}9W3Q57nZ)+ws>4A-d9 z?ETM*HY7j8XTp|fn45-8P82NSv9@|O9EdCQ{x8wbDRDm%xItFJtHHH|Jb7)-A1;#j zt27x09%8bFV>DP8;0-{KLYxA7{=)<}p&h(cEGbb;AMRj6R|Ks-NnPO~LU7tQ+}ktNpjutPVAj!(y8t7v-$}Cdlzj9}pZR`%&!q$rXO*#YbtHFHL=ql^j6};a z?G%@^E4C-;uT>?f%YXZdsAnt9_^_N$6*)D^c@rmYgPAdDvaesWPkyPZvVBX1jEgmA z=y%wNBfDsbpzsAR;8bJ8H%3CVDHd^x)S_I!PWQEgUZmLmy}Nu+QN|D_r)6 zb+!xjfyr)&hzlpy6~##gIYp1a>oc{!P|6UY^3evmozY=l$>x_-Xo%P{= zkxan&w5uhik!fcwfwa+y=V>x>2j`5g@!TYP0zi(6P>dkkilci*ip8tWSNY###kQH{ zD510{=?m0*l@z-P7(4bIW>sF(=DIa(Q%w@j(vBLU_4<31P#vS`?;#ck>n~FSkc`%P z)qmftt+i>IKG$+i8bA-v{l++KD-{0XT=e0w(z>;3{h5LHanwVA693WB1L&Ex z_#q2(n+h|)SDYGi^IcVdi&VyqDfbqnE4Rhh-n`gR*253QLyf=9!U7q0ef_Ye0CrkR zD2sazzgK%Q+o;E?>Gxcq<+;u`moCz!LxRwmmBnxf=TlxU90|~yRt1w2*3bMr%1-D) z#0Y+Qpp(PHT}EA*t-&xusWF zut>LWVGBAAZOK@OYC@$XhQYYl801_YKe|!>>00wv(3f0wA-C z;MYP(|K3OjV%vhEv544GUnhXPq>52@##3>&H4)vzk165k;1mevKPh<=z^go z78Nt@K`pxa-`P13TFOpfbv4r3u6YDK!YoiSFq=qDD!}xgqqleECK4B85CZ?^3|gSP znXdpauZ@W1-e{iBbx_xTostJ@$~LcuT;^f?Y$X4rWyIoxo;$i&F=2FSB_6%YHKGre zL3p9jGJiM%PQIJ{Q!P=M_iRlUoiW(V4XCU*qWQe2lou+iIi}w4;L}DV&yGPlSw2O_ zgtxS}7zZA$E;oJlMB0R{VC-;jIc1 z+awe2;1w28bM;Ni90n)eR*J7Byi?*!qxOS!SU-M*;E2zG=@$^Dk!F%!UV6|G`^t>U zBoohjFBEfnh~VDaSHjc{5ScyvXUNaU3c*H&-;Yi{lFPaQLvrco^vL|yECZCK3Ca>l zWHH6$5># z3vfIcvJ>4qJ6iulZ?y^oz^HB&Lh&u~EVL)fjQ2!BkUq7})Z%IbSm)5h-wOuNG!k1) z0f&3QY5LWdE^IPFD!FZlCZ7NckBn3l18L%&%6Zhy9S#@HkIeZcpu>}kMuVFlCtG9|B}DnEDRs;nDuk@L@Q zl0+s=lxVT8!=8ly1&5M%nI?Xz)Yvj$f|-4bWO!-FPUyo-32oWC0RWXZ5PdT$6wCKQ znb+#V6wQretGFIt8cRsOORCMe9?>q7L_k|LXd`5?VGL4B5WE z`eB-8U;I9-D>x-jA3x%4d{3lC8@*RSXUyga*IOe#Ry@NZ0OW}Af{7|hSq`!6Wo$$| zExa9kz_-ro3fR*r=ytDM$?Jqx=|nozSJq=ii7gk%)U(j~X3OJg5DVe)@kwKD6#>`3 zBpIFGgR&b4<^}MDfU|=X4C}#RT)_H?rU1kUGneF_vI5%=v;cMwk;3H8_tqUr1`Z5? zDZ_h|{^zfKO69lkRv&&48M?&}A<>bpdUG9$9Bi5E86vU}78dc0DllTX!S@u`ZlDwX%AdGRJ~OsqR}AIGpw285BY`H^JL z|9eL#h3kmxxFYn9vl^)0vAduOoTI#vs*Ae+0h+sPcjHi&s477Ip$*Kz253UK)$v&V z?kz*WZzND%ydK6@be{(Sz|(+*F_B?eHn$Arzz+~0V8irRdJdDvwH+`A0`?9_f=zIZ zH;!$|3v$XWN08}&=`q%_G_b@W3}xD_fkzHH#pr?5$01TuVuxWL-ZIgzI(nN4*}E%B za^$iS`lZpIr%;kX5EpneOG+dKQ5rJkx-);@eba!NThc8kK%FKP)V2`-)W2QJ6X~BA ztI*IRqYgAIU^H15y-Nwb6l98`gtV+jT`UMlL(b9^#R%^^k~To*)gG&Y@m!XrwjVI1 zZ{P0u=Y0+pd)Mwpp=T5aX?t0!v-As0Wm02CKG>U?pfZ?A9*~Z1@oZ#%IwRH>CuOLi z>5Igdp4&{|IihL5Q}Epbug$u<(U;X5Z&_Ier#VzZzRIkv0tm362sS|lifz$-=wF6C zN%@*}oVrL0{(KW-52RhTij2F4ES9Vpl5-iGJu1@XexQHUp72 zfUC7N`8(`Yl5!!<+@_^M$^sCcQwM*!1P|W@?AI?jn*di=2|rdP4-&>cxdWj9e>CR* zhgM6l{-i$#e(5@(MHj*KqXxo5Eek~!y(nTNRqUv$@4M%rk^YXKu@&0L(SYl_Jlz&I zz`mp(_7N>rk!%C@1`&dW5bxg5P5%~N&!exKt4|?!&vwC>=JUnL7ToOxi%O##@IY3) zm?UD9ZAJ0->(rR=Q zqg3NLBPtBoo^mrx(f%<>4p{d_ElpJQA zxAAY1OI(#o0F8;0gODc*ZFTzI-Ti@NDZdh%y|8rR``nHtAbym!?g5uiS?fyh=_)Wj zXig`j8t@r^o-B>rS7he=MKBOoe{3lSCkgBBECbW$fBP8F{=#BgvWbp1Fagp%$6`;< z4Lnkw+PCbcK{tr&dL7_iowP;@qp>Vg8hGP9!4`CCn5Hj(+MMd~obF7IHUqs%*UXkH zI1Nycopf%O!H}>H5U!En2}lfpp_%>$$DN4pIbb=2im|1$ney!#XmoY5z5qeh1p)HG zP|<+bcGU6T#S4>-@KN^m_9ufAVG<``n#Sco;nB0-4sc|`O^mcb|IHoJO$x0G0t|tu za;JgRN0MO_7NCe~K3ESu#J`qed6G|zzy2N0P!el-d{kskSj|7_J^M% zOPbfB2e)8;H~o**#g#O1_zA!#T`mDB`J)V=ks*xw!J>gFw{0*L)hMMaUUemAkT#Hu zBd#0-At@x|olTIx(duY=mM05k^G7f1`HALs%@?WD2B0BLQ;e1A6Uue}B3M^`0Q|NK z+;-}6MherFrc?DKdbXgFt_K-N_3N*nqXCt8?;51OE8s^M=Q;j`zz_LmiqA02-vPa1 zL&|&m`6!5hte<{%`L%7Qy2?)rP+dA_zQE(SUCl%u4h_44$q-z5Z?*}v|Aonf01Wn4 z$`NyN^Uiw}gGP7cjrmamo#c1d9~GJNAC1K?fnYLOdWxpnHM^pX7@I2eef3113$2?! z?eeCQw|j!(wvFz>m=}UCT~d>y38)L;HN#*NOWDX7h$&8T{ZR=T96?C^0@7zY+6J-) z^izF5AZBkt*?yUTMrJ$kpHfsKOzYZ+44Scw-g*Md-I{M{XkOGhnW}8spgA>6@UHm^ z#(CCmU=_=sf8rf?_#yxGmxl^=QlK?EeZOSlyBxV~CIifLP_`ho`D5@Kn--_^gFfqx zzpPTnGTmO&CIdp78cZ9rFIv%+COMLh#Ur0AjI<)Thc#wHnXOM z`YI%Fx3rqZJbG+hw&G}mt0ok*fHX@9t^E`@idK=ni=K6#Ixe=ifr4?}_l($`hG(6# zCp0{}el|b2pp}a9LYV{coX@PakvIJ#Jh{AM>fWYV48;J&`CSlR(6q<0uX=0nMM1Lf z5yPE6@5EZE%9j-+pjb^&9Jx=~w1|`cW$857(k&qy(Gf<%Q6%#XlA>A#nWtqCbn8$i zDGLR^v5_PLS2i%*ebl%g@qG!#p+?H@1$%5mIJb#@S=9Sv&%y@5u`;cfw9hLD0!R06 zbL??*j2B{?Z^N(Ty=}Min#OdtS;7^L-8Fjo}<|vtj9eWJeCJ{>rZ_Z3Z0n3}{( z+BT~x59q25SyU*YUzwB+u&U|o*h5GyNx%2>t|#5qdn-6&QTsq_fR|D>ddeo{or-lu zbXVgTwFGlPz;aGE?7F{=b1E5xO&?XRF5iXaX!4gD+doMJPV=(FM)ro)h#D^blUb&1 zAw0~Be_JGg85hb%JBHi)`e}A8Sa$_xaqw@~*21AEVh|Kxm0bj)Zc6NDnwTEE*jFP; zuN%h(IY4mMnI=j;ey}1#b8v}LpDwJ$@8hq`C|WX)DZbA17s%t_hQCTZ^ne)B*wcO{s+cG3L-^A;**16>ggewX~)|$pW*F_?xbr0-#Y`!KQp@L$E1HrmJSaY>|Gi zdbLDE0vEgTAGP;rN&Haq-@+(moBCX`PM4<#H>>q)o=#CO#3r36%Vk$kBm$$Q4!C$PwoLk6X0Yj67 zr=)4Xfno~o$`F8g8!tU)PXeVrG)S8C-`|;DC}Dn&dM1sAWF=zNyLG`$@*IuJv8@Aw zFfgRgMkXDg*K1vK22(<Xf+?aa0t0RNom~8YTu2^J->p=AoALD}C?GE%U-#Aj z2CQCxIvwA&AT{>yw})i?ehV&4B-lv76jgAy)ywCyH@pIm*$YWWG8Q{MbR%f^s-1CF zY&I)Ve8Hetk9a+a0}L)Ilup1j?JJtm<>h$9luKq+O=Fc85L>grA=`?-%EJCb*yFCM z0ua6_Ro(`nqtxUfGm?LS9d0stnjtyh8JfwL6WpnskaI5z6x2f%#j zr9vOrA(COXbqNr%&OW=dQwu<;+68HWtx0GUF=J(W14#Km+2}MPUC~quxj4qkFaNH; z)PAt3r6AZdPd3O)8o-5VveH0%( zlC%?d`Z4qpNAvT9)^zFTd2}>k9v$}r*TxASx6A$=W?sMuPaEhbmN|K?@r}4AiV(gT z4CJ2e6et>i9RRq9Xl`_#iO;+@cgSdlkYe##ba`d73gQx^t@GjAGXUSZ3-mek6(p!`q(^HxRpU@nNOe!DVS&N&9OnN8a=AnGv209uLa)&w@iVx3jCA&y)b2w-9DfK5D6mn8avw|%4B~>SnkYf! zm$Ar`M&Iydyh4n@oT}Kw;8E|r!Mz`#u&Xzg*i@T;^Tz`)&{TN6n6)!fkaH8r#o72v4GC7&Z>Ag9@ zZTn-hX&E8@Lqks%F089X;VF$5LZN6-cK z$;Oi7&;$*z@mNX}1C6keLpdTaEMsT`c+f+xcg(pHk77GbIQL#=F>PmiuH+25SUWr; z@ThZBdu#$aoHF7SZzN^7r=>9K*ZL>YRT~OffJ?Po0)(xpj{Dfm(kbfTjcV(a#8HsH z1>W|Qm|Psz#|fI(GP4wax=SAyG=|`z(5^sCv|H87@#-K*ZG<@&on434zo-$cOma#{ zCbC+|PX>z;i|;CYYkfro22UOeloy~6ZZo0d1Xg~4^2PbXtIO&0Do;$gd93v5d6M>h zt}qPRK4DL;=d?J5UJvjDLjz3NM=bna%-jhE8q_wrc+7+eC1z@! z!(qnngq3M&pJSF%p*MR#3nF&DiGFAW3=N%BeG^n+C2fatgoi>5Zc-6YUEq(R_nhy^LoyxN+a{Yt$Rl4H`b z5HSDwYJ#d)0!XLb$Jr#f=s4FY=*>|nP|6FyWUNq{W>Nz7z7j{zSXfA8B1_$Da?akLGd9e1?EZ%AY&*6gxT93$uRZ0QD$6jh+D?svau z(t-Tzu`DfzqGG`OuA{phHc3*{Q;H zeCuH`=1*seT4^Yu{6qp?ohshluck?8Yyl&89IW?Di3jz)Bm3w(6g`_jkFL=ogSU8G}`0N?rt|AbLwW3RpLA@9NREUaftyiAC_r z!1-`i$@>&hu!Pv5+iKPIK z>u3-)ykGb>9xnfo{{+M_(&)Yd8AvuvrxkB~j~Y7nHX=y=)yjent%UNoY>=;o<1!cE zdLZLlG)ipe%1y4IatiJZ(+b!wSP1^v$FqTQpunA#5PwWA@B>5S(_5lx8Kfn)LJ8df zTNtj3luHQ{-p~Jz(>#!>x4L+DX^2=ZK>Q69i8nEVJ(J8H0A!bVgoEN~RtkOItbZlAiTv%be0LH6+0(b1WRzr%Jy8zP%uRh}Qq3YeH5 zUrUcV3ArKzT$^0%%_f z-XZ_UsCrS;=oOqVxgozwpL;o;c8jhwV4lLkv9$}p)@7~fcS_Pr^1$X6#$OH+x{^yb zjX)Pen@9t$KpyL#H{_^IDnt?sCp8bm5_nGf)8X6>xkv9+`&GHO!S_+`3Z?jVe}f9c@Ss2^y#=XWm#WB3y2+D z2_rg0U{{{@;=7G%04|?JZwirpKOl*&ELwmY73^a}3AtPW(4-yW9$!K^m~Ee>R_cDo zUCjlo;wO2!b(%?^XRIJC;BJH3*!U8jz3nMa)m#|Y8S-mhmi+EJQci~DAiYWdPHSPv z?QEiO=*&-UBFB2HIdp&B^J+kRbHp<+m$CdH`54pOH?9#5R7&TzzpG}N`-UuuQwtv_ zMHH6;t1sk25R4ygh$X(w)#A2N4DBG|Yu@fmMF_hK^xJ+8U1zb(F&?rPEbml{@o{K) z7n*YUuF%HNSY!AF=B6#BS5GQdw$(v)v07$9aP3*vlgOqG6Sv9$p|6y-Md<;{1Z$JG zguSjl+|NaiIVby59v$HmPz(2N13C})Gxp(lkEg=cb_3?3J)%}W#wVX>M0Y^}cI_jG zOO%kn442Rv%Gn`szSNCCcX-#;I)EoRUCN=!uE-g^A%J@lqDm8M!;WWZv4LpL%=AYa z4X1#ic?T@*&^i}%T6)!4y}S1;A~F~&h-6mV1Shq7)5EOO?=bU&R+JM`<9-?Lz#W$d zE`tt_tp03S;-0|4fy0zJ1hp4lO(uN zO^k7zIKHrWDEm-JBn|tWh9vg~Q|-#J=X0k~=k2h45f^5DPoG@Taf-0IH+2dUn{AuF z`x15oMIU0HSRK5zPL|P=JL*5z6oqv1h8`;h65Ec3$_?Z8}b+DxghDi`gjBp?x0er*`Ms%qD{fGMO3wgbq5Z_v#4%7jpGW9_W* zk`WfHkh~oHcwCMLCukC+--q|ckl`{RH-QKmnZEg)^>+8PbMOgHIfjBuVy4!17{mrc zSzAD0!{+p7F3^=Yz{J=zGVj z5jZ)gyyHCYaq$97J_1?{WI%Z2Lo4mryYwX;YClmxnDn0qx6G8a0-hqn9q?mDs{G<( zwS^002vel3Cd)0Ljb@Ye?-Y|-8GuXRvm-0mLB)osJs#DN+I?R2dDgMLL!U_U=*0t0B>TFiL=`YD~|MN6RAqQ2Vu_jKR)*K5anF$QzVN^uKrCdI!uP>~9Z~LngUSk@L$&lr)SUvcc<%F{=thXLj!>m5(RvLtpe9 zn}s5FRw>4ZyZn4d=L4U-?%9_Hn@2EyA1Ej`N>CaU_bTczn=FBzPk*o<6iS7#^iK+< zp^56gfG0cxXC^1O8Ucs1g&$SqhgjB#_+_9Qp%=GMJ)QH%`X4owjVpKSvALX>W50KUtsw@oPZl1?jA%Z# zL^Bx60>o$SS-mxWKOB+qraAU!HsP#7gRW-{qSaIHFcU10@H=NIWoJ#1@SBzV!n=IL z*f}qb7e3LX-;w?~DzSbrbf*zWnuYghDTXc%K9vm_=uw0AQ@o2zZH3MaB<+ zt)}$lL4wFgNimi#rlrMLHHyc7YllpmiYmLnQ)t5zjyiSq6$rAv_!`l7Frg+vY1T6{ zO}H#TWv*AYQ{5z+MM(1tG-n;sy^jk6fn-`%mBjz}ZyGw(VaFZq)ZJG-CveubVnjai zU(?7O&oM*gG9W%Lzz;)kf;yv*x3C#qyV ztEbxY6al$M(lqo;3Q;5MM?Tgy_g@EXuiHj9s|oe;o9s@v6WiY(V&L-6xGA8RcQQ{w zV9hjG4l)k%Bln|2z=R)KNThTF(k@E6eXt-@j2Os4#FozW{Mr2#|7x%6nS3;FAFMb* zQ_jyCIq}N>j@Q5*+WfG{1zP#lcXk-`LrmeyOD`^&i?A+>MsIiumuQ6X@MjG-PIElx zg4qA9&5dxxnvas@US;x%!dwqBvCw*9l=+b#UhK&=$=VoF@Uam4DH+Ew z6-i?J4c`S>km*T@c1QNU=MJwK211teu=v~wTjS>0ZOZ;q%T@2(C-kSAXgTgYAX?(v zgg!AcG7b;Wc`f++(17lJJG#!GSpe*w3Sym5J7_~&YF66B#7IB^)Bn@mmn?IQTCbZLH>mA8*xAW5#>sD=uH zXpZ%4p12P|7-ST0QK7CcPT`}^GKC+>P(%o7PD>#euD|MKU+ZYg*9>h*~Ox%{Mm(+eW-g`eLiZt&(t~)In*$}!tgJt>g`TdmUKk-)}iBqJfwx#Rb zacT=D1MBAa0dQz)L=F_f(83pL&byp)wd6(nD@7Tyj}}um?>e}h1W1&mpPR@HM_eFA z4|Z^~J?wO58LnMczJUjJ`-5x!7&vc!0fuSwJbGc{Te=g)whM*o9s4~v@^i}0P}{QK zgxhJ7vAsSdsC|n=&Uj-%-Hb?L>AzHSG_)5{gE@gKJ{unDxg>s&BTgLNgd@G_L;ux! zLE1Gq-FyKTE;ctEF}hLRz}S8I@cd^v^2Pkq&8u@YfgIYrtu_u#AV=Y?z&MD6L~?>_ znUwD}V9^7!UI^$?wzJS`??tA?Q-YHvDqN`0$3I|W1;Xf;rnwO9mQD@WJvgNFR@_e( ztgh{LI+$@FNO?C=x;7;&xl#y$X~ujZ+;2O}Jq0ZH@>~6QEJQm7{~bLCO^vxFXlJHL zg?hhw*M4!EH#7-Ug_HLu$rN_*OjsHp=4hD7;41TViLN($3>zr-Tq7C&n3-4djL=lR zyY#0{hn!9B@@~pje@K0JRxeuR16{Q_BfZ1C57sE;b(#-Qke5Ys=B029u;1ctKO1=6 zkaOghVttb}9ad_5y{)eBm3GaAXdvD^Q)sLY-tNoim-mu?XlM0@X4#wZ_fL3$Pw;y@ z*jb^F-Z?)9YKHoP#Gu}ls6hFUX#aQZiCvBE)Qf({IM*~6;=w_*WX+N7Jo~G)-|T|3 zVm+3=6N~tz_V;~Ml_I?ZY_0h(#NP8D1#~faKE)D*UbcdrS5VR5yQY+@Q5*gN{WM?p z$j;_b#nSz^4ysMh7W{kWIQC^uJlpj#ncqk-t_%RZUbpy%cDm)%l-(G=F2TI9O9d>Y ze&|Mqwa!u?wx{?9PtB(sY8mytyU|NW2Cmi znMBkGBLS~HlH@RXj)dunLjke;%9o8r1ou?cp;QV<(=Ao$)F%Go6yjJU`}LyqPGtO# zNgPSHxo|#M;6z1Qd>VD4R?-fpGGM`^BJCr@dN#nlo-%#tztF$*WB(K^*!jA+X5Gs} z)XOTTcD|H<#q|5YNX@P8(u^})dOxVmIOkqim#jIO;Z*^q6tn(df(*8my9)^MF&A(! z=X!R0vpX?GxivE@5&A|-2?o)3|7=E%tRJI@wJ6iOW7^krj|#r+pNtngbYcKm1xItK zh@bzqeTzyb7$!7kfAA%;)y~{mFEYp!JsSzg^CkAin*PaCajCGF9x!sfe3R9Tk4UUl-)^l@f;pl%{SvKoQq?2;=_;*>3%=Yn}il$!cE7MM`q6!yRxVM@|&s7 zJeIr48j*N&$X=Cpq)_CNfIBq#8`YaKnay-vVU=J7i<8# ziowVY zU=Mpc3i>im!#Ickt@12{Q*V=pUJR5{p%+Y)Y5>K;n%IUM2OVtzd&B$D=0I;pdiIDx zP@{RrF=0nb?|CVu37D5hk?;p=R)YF()obtMJrw05fvD-sbEvHTgjtDuKD70EC*}TF z@v7v$H}1A;E(8-?Beuv}c030KNkQ-XHlf1H`aVKQ$2jau7hHlHFm)~Ne3 z6DY^%zmC?O2W#@%r~A_T<%uN<_XPOm={E?vFovk#cBiOvi7Zote0WzjPj#>L;$OLf1ET;Jt|!<+{7LXD;4xqYG2Nb~Hw zMW)`23(bYvcw{ZWMKntf_4)*aVM+w|U#;(wRwq}t-Ri3-?yYofk(3z*6qA*}%ZTYx`%JBKG8C3C z{_R{Nnp4)W`>~k16yDSa6CCnBg$DRK&oO^7k;9pL-gye9?2$+0A1Z~fgWUXtP8lo3 z#YbK(o_P*muF}Zi!S3+_{%`$ppqjpPT9HZlMUrdL5-`>89;*n7qOGW3P*O>&Ofy}8DDaiJ_O1$-Hj=MUwoVz+# z@q&}_Z=>wX=X-1iejDw$yV)yxn{)u_E0=@otp;2MQ;qE0dLT5o4&wlyGQ`wCVK~}d zh)F|>iL}_D-8$bwvl@&+^fO5(R?y4MWAS1FpES76Px@s1ZGqKMdFbNd`n~%ma%8KA z6PiQz&M$}T^bJ#QXsHOmqWxJH+BqT^e2;%_2}NAx5!sPo{DACRetO)IZ%}MlLLf48 zkVP?v^iqk8Uh=C|N*j|5Vfse~@|TKDhiUZR+xCU5 zj3k5J8G+RRVCSzMi+>Xn4SE!!BA-l)t#iQt3w-@M}p^FCy_P-h>) zjrQZa-3%aP*I@{g+O%vR%^@3oB#AQvKFrh@4TI+$pJEE-rO|k~6uoI62O($#5^lGS z!!y^8w13N<7iNCa07ZH7MW83u6$5P-LRoT;_?>HlgM_c_z@-jvLi{I8k9?=FUKod| z32Gd8RRA2za4QQk&a$`WKF0J`{CEY1+td$B`Q*Xp_c15QH7&o#DaV4YkINR?rXUnf zh@+2pppat~bLLT>H$~7*YlRt(i4$ZJP$`Z@?70{>FSkcF%|K-l(Ka2X8BZnD*SjF9 z8BNXH`HbYi>JR5rSj@c$Ud5k>aqBVWbq;&V7B|mm_3d?|HR+Uel}^wc>Ho*nd52RS z_i;aab5Qo)J1gU49wH+nBV>h=QJGoUPAIF8y~#`ig-G^DNJO&diBLwe>iPWK_x(K2 zb@f-*m7Mb%-_LlzU+;#V_K3r5rqvNkh3th6@mxmlhgk>X&uLr)&QEQY+!o-R)4j`C z?EN!z@13&N;1)ghqm#i%CS#Bv!gRmhFcdHdqqXO?<$SY^tiQ6Qq8bEjA4~}*FX!TB zIXqSWxOdSlOFD`Vf82}E@e94*s()EKAP+V4t=5GXKadQc3|BYra3S04?NINc!1i`F zdL5fKU<-NavuO8(` z6LM^y)ZunSEQoROIFz)%Hq>n&u{IdIaKIRO=(2HU|IJXoHY(~My>WW&hK99tO2wZ4 zbI%VA->B8g&gpZ$f2&yRc|@lY`GQjGB5%B$o)8V;4l;L(1sQxoQ6AG?aUShpIjbJl zYVMrU=9FxX3iYm7Fsq;4lO#ZCPDhUYQas9&6er%E3R$>nvT_*vIyLN1@OwNGAx7wA z5MQGTFp`$kw2Ne@zbnjTGSR*@RUNMNo<1Zb{bud#ceQ8bQ_C*L^7;O4;u^eiyKin? zXFIoyEm+RE7FSE*A4GG8l$j8nomcal^DQu8(&xvZL1;DDbNxgcEDDOQ z>i3kGJp3G;;E}@q&8n@6!Tx>pVRXwRflSQLtn}GN8QitPXtzxcYw`#qw!YIm9M|K} zj{+07qHvCVmtP*lc{z7*3rG+Zm=~zFt_rv4*!7_b(M$1vqoo8;!|DeVOOas)Gc=VDu{V`tRwg6s^JnyrN$)Z4<;w2O-EUHxmU58TkBSV;KsOHmjVHU+4YSqd?Mr2h z?`Fi0wD2-vz5cs}VgaMAl&2aR!UL`Q{d`rOykxic|E8i@tLfJTHWwP1|Fl?|&2K#4 zN)K95*8jTlZ)5GYfN#I6{w&*{mR>{Sm8*n1K){WmXlA-g25Rnehd|W%l6d5KyLN(I z?lzFi-VP_!7%aUS9{8F1;(u6oI6~H8uK4BKvHzc+b3$gnp(`#mdE6;%ExNu4_J3^k z|703RaI(KPQ6C4kBHFTXM#QR#bvX@{FUYMNQgK~WOvoQW{>gV+D+MUM_Xk722=4|!TQF*{v+-I= zbcm+F9Wnl+`I(v$<*+l$+U0+#u7A3!dU`^~uB@HeqwF4o0H^0AirvURY#YHZ4~0nU zsINzRU8xFj(7%wQWjTL#sW)W|W3;jrI6+)~808w-WH?QY9~|y*y)}h@htgK>+l36? z_$`5yK}4EZ?a1_T9`aAjHv^V4oPBha@~`|-#!_#^afWPeyI$+$;$%2*|LpubL}iog zTOxHIs9z8{M)}L#;SxPx*K6+p#UBL5d?bM0@bJVB@~gFO*Oq2;PJB%1>5t5nhUp`! z&m5V1ht1PL2Fu%uz?PM99$*WC7V|X}2N!dA{Aux~NJOZlm+pSMRcd1H(J$3Kp5^{3 z_84?$dZm0ML;@~&$1uu!L!-EuG)~k3=Tf;_$cb9Btr+%bFCWeHL}Q8nrVwrMFGU4#0bg5aYz2bRxB@+QQ?Uk0FIh|>jqXM3w^f88mL+M+cq zI?s*4*RD7dBH-jVfBlyKo`uM7OUQWg4~?s4_~sjo){SoT%#`Hc5;14ExDe2n%*g9> zqeL}Tdq|8L{C5094ss%$QDpQ#V6Ub1og4|JFo-AFP~LkzZcI9@H*^2!%0~}2eL#yyw+ZS zmIAg419GWT_ElF{{UR5;K|=lPogEO2qs|O9+_Ah{U@_InF(9w{doQ4nyN&B$Cb;vp?Gl}A3 zLTXLe-HZb+a!44f2&UzA@N@QaoWEOTK>HX;)vj=#gw+>hYnwCqsbB}q;me^hNR{1HR-eCAdS);y-La$Ai}(np_)3OxBBcZ+4sX1S z?q=h)^t}}@H)DYgd}}U*_+ysNH3!)D8XJaBI&xD9al-v+D)pzWgCh}t)$Gn>kC4J< z({>e%Zp}Jfce>7t5srobesovuXS7@I?%Zr(9f+-LGg;-H7ly2Td$YM!|2UF_#ymO= z@(H~5wJeuwCbfrxgh)q8_h;CMTV#L!{uQ9#Z18pK_Wg?u#ddo8LFRV?m;YLCIz#P) zQH}D#So%Y#0~p!ciw}3N#yvH{HDe@Wum+(BjkNlW%hNQN%$JX^KxrHkylqsV(&3|h z#X;ti1FPAq8OE2x0pf>VkS)))1G>+PY&-aiuJp!eM;%!)%6e4k_&Q^&`*5+&K?d4? z1Lh-rap?^5u(Q$0VS9UeYFRRWjt*CipdQXt_b4u7Pqr6UUC2!O-I) zlpzRMw)@DpeYsn|i`P6o@?afSC)ICgS$;OC<@MalJ^UH+nro44;*R&JrT0pA_imxu zIw65mL#H)gv+_>|=X*<+ax&s&| zgENoujgLS~F4mYKloc&u+hp z@+Q^kKTF&{$=gRfSlL%~ym%lpJZ(mee*n9iYQmlU?Ul8WGvMDfCBq>)oBBbMh%?Zi zHI#Z4@D>LlVPAAZQqK!i$$BHh27*zH2YpozX-4CKP|6ocL(od4Rg|f!>?QR?7#10H z1f>TR)$$nT< zZ%}X6h8eL-t0KIgZ+wA7`Oq{Tr`p~pz2=QUu@m=kM-K6| zx@a}fSp62x+qvpwBt{y+MYZ8{bCIBKTJ1tErvUiX^7`p?Wk&1Msm!0f@6jf+dERSqusu_|O}NLw|dO z9dZrZ*(35PzwIW)Yy)H0EJHLqi7z#1O20rsb7rrGt$$h8^L804gWR8+;J|2B5{za` zWrJCL+%1`YUAfH4#pcfZkl(+>k0g)rKCi^A-6QPR$c zFJn{m*yA*hi_($W(>esDag{A})4VJ_|12M3L!joVxMWd3=C!zH-$|8K3;l@P>c5cZ zIt%sZBS1+#enkQmg#rz}|Nktj^q}DGb9ps#`sMQfWUh@I(s zFADW7BdXYdipM89+?&gkYUK>!6H9N7+EAFJ5vdoj&%LQ%C?)^T2l@n_I&~tvW5kK) zlFk$pF7a}(29HN^ud6vjXkL-K`1D)^^ZJrka*;g0U z?bS^UKL-dcDWH3@EWHaT_OWN=L9}kX55XP*;9OOYy5aDtd7?7CCcD`X^=!eTlXp3q zwv`HzBtQ6gksZP!2RD}w{S#fz{`YpgS#T%*$$PET7~Bma?)e6H{S2yl8n($IfN5NX z0iUS@*k2uQaoeDMaQTQ)^!HWzRnkSZ#I|c6!)Wnn1#b&~iVc^I)U$Q#=;M1IYyM-B zsbj&^n-h#=NpypZVix&!X2)Dypoj-$cVHDJSW2JiNq&Mh;hCTG5vY)hX9egw)y1DB zTqH+mwQYprJm{Qc*(;O9RJT;J&K=h6*S8nl&1LO7w(bZe^sGV0{*+dq(0F$?o~i_b z_25Iek`eB}9$OfX{nx$UKfcbZ45FBhP(z=BPy?QMj@Bt;2|v`B(vaXuYn+4w&0Jf) zejEVbY5lgWx<7q z46Dy+hpA#j1nzY5zt9o*o1hid`eJoN&yd=8~od|{jvpCJ$kZ3F+3ZRXAuv@f#@RVYAm0?qYCB@;~M!> zIVG44M|=DS)RM_B*_xi9)3%lbqb>{nYG@j0dg7HnO2zh-kAyZD9JS}xF{Q_XgbZWv zquL$>;zucI{1qyFCK$><_x8JL3OzY7(}<_-f1h<9`>v}HvTYhl_v;>_b{{0Q%!j&6 zS5rHGY4+bq?6>(vR>GaT>l3kI8$6GhaP^%?b^u7QDPw2{m@T&cUH)l>Df&6VN8~eb zHs<}=kw?W8$7MwcmuG%KHt6>eA4p_>w5dz9B}%QkMHj&t5kq^m=c+y>e|(fjEX~$a zaI18u(0Z@q#u>cWw$ZkUdKt}vLWZPIQqFex?H&G6omX@aTqk`lfBltddbO;&+6)-? z%t8*3V#aknoL~u-)>kF8YRKb*tZ#bpQ|jj@(O4*+ejTd*chNdx$1yB6musberM zcF~{s|9))tn9!Yla~of?QF;1T-4KfB`s`&F%PMLw;I#z;JMC8Q#_?+|s%ejeRW%+) zsCBLiK6q02gb1!$u{F+po~6`?lQ_!5-1<-Fiwl(3>WKCu#*is0yGzUpBCpsna^{nY zHGO6jf}&PTmlY=-G|3gZdX%>nMcQXa=uLQqz?YU}o$mSEZc`$`aY0k{M2FHi~-4xD}RX@OLX zKmC;6W@}XRHHZ|+-B1@8&~z~D7B)(N3XH5MTV`eBe(PVLsTLDvA-1g2E`pk;l+$`s z5BXZ9x`UxCPCRG-{uCs1A<|DTXF3x0YvrL3gl8bpR%?`fextq}4JGF@kP#Yvd{5zf zC^q|B?DSm`%9uBcmsAp)m`8F%MxuWc`1y~gvRH?joXtEYB@brUi;?S$DYK07R)QXC zlyDN5^9@Z@RX6IRYkAc-&OfIT3Go(J99{HfB^d0#%4CXwSj$Q{G1HD%JY1ArG=eiyRrDtg+5oCh8=@|L-YD+x}3{wrKrkwj|rF3uka1L2r-S8!M!Gdv@Xbj%X{fD zhdI7^J^R6>oV^oanQzY7 zw?Cv0LECc$SnJ1V3KAlDR4LMeBO_NmTjD`)~qaYqd4cs~8JBtZNPVsgeMReyb^G^mCQI{+-$k zDXlJI^IF{H3N^7ao9Mn231NWW*1x^kJGSxac{Ik`_s(%x%&N9W1@=b4p=oUUN&^rl zI}}`Mwb03ER|{E2_Ip6EC@xM+%f|CEOdZN`Tez<}GMW z2P$YD$!WdmZ<`xc{X7er9wd0-SW|Ye%49g)V3O6^$Ux8*bi5t4K(-kyB*?K;oqW(a zS%yfZz0w{MOy$ADsUQ;@IdFr%irfQDbzoV5`f=&~a*6dDux(!`{UT?K9tvj$I?olY z25O(x(6+!?mD1a?>FD0?lofIdkdk8NVjyTXnzt17^CEfa=dx9_+)5Yd14HZDjtM5d zcx{mFT>LIe(#Kq2r2R^fMUHT~-P0$8LQ2(wg`mvr9| z<_2F#IPclpfHdi4y!ZV5cOnZHyLNxrm{W*OR%FofYFU6q?56#t5_841s+uZfsw63K zl6-&VWBt%qKOqVuhVKM50U=hie+~2;c}y3e{l1M*uSHTQc0a?^uX4jClWB@>O6qp} za}>@d&aOerB|4z^o#Il8$p}*=;sLAEGL{acZBrP+6U;FAvr}~7^eKFxAtf``NBTK> z(}CK@mR{b{C!e7DzJyI<2L#>#v~RR-IjAF?gK|NQ^JE56R#bSGHkP7U`ld{M$hB23 z+Yf-$nOP3-c6zxX7NxicZejIOQ$bIK(m(pic?!r^mq$hu@YM7lm)P?3FeiCL{Rdap zgQi7BXSH&Zt?+LRz7RkF+xQ;AdW$hjXZCZ{A4O~VpXx6^Q=v6qhM~aag^d5Z`i#f| zS>#vX43q~$`HnmNjYG~oU4#I@wIv2RoL$9}A7ph*9MRxCUSIy0^$oeB5F_}>d=K1V zM#t`f=^^@=8+T-Kb+*|ktNu)Z>GB7}k*}pp@DB+T4y^6`(`^?ki@laY;_;ls*Kgk@ zT5{~El_faG=)dYe+Vl{ybc1X?S6+ew*~hBM;Z0uwRBRzXa>o3P&73-qAcVD(em<6g|si=QWyKh@2ZZYKp-AGyEDH8YTd?l|9%UE6!(xo8~ypKvG zr~QM$?dr(AVK604ei3XVx0uq%%~tR%Y|Lxxn??VF#qQd7C1hVdG998Y)NmKm_#)yD zJlCeaKM<+qEm)RS3~E?SuT8i{noV}7JM(^m*Pwps7Xf~vofmKCcy3D0IyUHYsM*hD zWBc-HOVtZ$6ZP_W&Tc7-RSGtRqu9QVqHW8zd$K$YdB}WucnVZ+_Rw}W^N8tfkdj3j z^*(;Xo1lP+&G#8D%Oc%>&shn*;A`o5C}}M*GN#|pKtI^3&*#6!^*Q%+pxu|7!^N?5pT2f9vJh*L zws<~VS)|!`OFKk1hsh|898gP^HYZOGeH?MrbHD4}^EZ=+NKCCSJ9dJ5P{N0jCi@VE z?$0#=3oNsEy(cIud+b2df_Z~KYsvd;C)Tzbu(m~nJ_2_vv8zOQDB7IAg&_8ee5aVq z7PC@WZDscuNp5%sm)6=E$6N$RiVyAevzpJ%%wOse>L60&luGF;g~(a&E@o#7$R@a4 zGljL6#7&zqIG@?vbp(CwsetsJ7i^LG^)i*$J z&@(-W2F(VJfJ@mgg3$9)*C<|*>rH>vK^PN2XHR7HhJnn1@w)=geEbQJxr6Z*rPlzU z)`Lf3{ooK1x)u z*3+#(<#H88{3j3-}k6;c7cBci{0 zlmNqhn-<+3UU+$?je_#6ZpLur@bx0?@7C`iE+1_P4P67X@NoI=HPt#$1?!T%>Cl*g zsmG2?Z{+v(^vGczm-yI=_%Vwhiobm9<#-5&ZkOCh z#-d!1c&EckO}M*d9ZoB$9uHFvgVYXsxtVUbR0(EUlJo0WTjV0@!#Tm zmscZ7!&ebV5vAPiHs4jQbom>%q7Z}-zk2KQ-2q5x!yNLrvklIWd&0|O0#Wd-%T7Zy z7i(!`{#~WShlr1NliFXNBY;hiF&x2H7-@F;O{<-G7 zNylyLZ?A8qwdAz~RHh;93*U`_{EMZFkw^mb?*}b98q;%`8A=^>3sT1(tFF%=w`pO9PHYizS{ zy@*o!_I<&;dzY2pEk4#8apZ0}VXK0H+7Z5_iCj1+44z#I0i@&Mi+1W7u!guDLb3j- z{4XV&f>CNXBJ3|MCI~j{5_f6)Bcv1my#WH-E&t_z{*?*e^!F5}U%wrP-^V!*E0LT9 zrRqy0O6x6BZj}6v;g5RQ`dvtr(Tl;cK!!eawY+py8)M3MhN9WZetE#9Hiba5jJoF^ z1ZchGR-MJqPiT8&MM=*fn&``Xn_^NLOPwn}o4yqkuP9MJi+|jQ_V855p*nZk+kV z&AuwtvjV5!^awL%7o#Hg-+bas8dCmfw_NXTPXW?^5-W#-ZC0VQBkF7%fW|f1_e>lL z#yV9HgvIFUG_bdgOAj=d7z;^IT^9}vdofcw{*4Zm{WJrWq5)WJ`V+bPvr2 zeEQ0fM=C?R!l+)eL60i4Kg9gqYwT;L_VIW-H1!j#@UO;S zd)*$ng0cP^ z2mt4d49i{soXI|}o*o4?SEwa+O7zlJO}Py`@&Tk%Qk#Dx>EdlZcE zgk$Q*JNKBy$qCe+3{Ao|9?fsV#1zeLovB0EvS!pB z`WcVEq6~O(@im{C~4_TLWJ9x(JhM zx9_KsG~J(kW0txt;@Sg=Lf zl+rKMQFjXLqQf{+AazA27U%918za#{!L5pmrXQyAY&zXUOhCIA9g>(tg&IOO==}LL z-0sh4-6(wsZr6qrkXWhy{ZnM1Lqq(8)YRCd+@xg!qTl?wrGInS;)Qj6+Vo{pO1pxK zf!=vpcl^;P%P8KyDoEoS$voq9wBN9Pp^1`JN$ySK+A!t*XQVADtivvKdr~1MQ$;IE zPL$_y1liNe$@;cJ$z9lYpo8f131%W!TohISKv*ZySr&2zz0kz+H6} z2F6CNVv2RC{fs6txcn3_hf9CuO7@!+LxO{bK?si>HH6&4v_tf#ezAQ@Rp|$6SCt7x zO&5z>*_bppT3yNFOyJs4f1aPyVca#YuPCfUwy}mw?X*>_wHUmru)QML#%f zx@!T?nJK$^NZ)1l@SeCbR@sq@{H7v9K-hF3;gLx;CtV6bvBcheI<)Qbezzn?gKcH< zVe96?(bPa-0U8A#(}`e9dQtK0LyG3cSzCBEPUsw!oE_URy%CKUth(FzG$yV!H{`(O zx)I$xfuJJ2vU=MaCd3Br1}l#%n`e@*-7Q;^l!#Rr;ue+gS(rFIPtqEF-`b&ogupY7 z*`q@$w%wdP>7QQ1P;5ZLHd}#c3~6l9>0fa=g5@7vDYlY5b3=AMX`|2CScr$0vA*%A zj@ebmq@RwAwL#B=QKSx_hA$tltTW^bS5m$jzU#}IKtg7-pt8qzg@p8%MrgP?zi)Uw z>}T151L;Jyfa!kp@wkczH^`mus3kha7kdKe26SUw9LqUfkQon>&C#VG(BWM_h)_HO zpg&T=9q`A+gxQi#Hm636dxP?+cmtC-@#swF$-@}gION9epd%&pl%7jsXZ4h4g0#_1 zIx=-?W63gq>iR+2cBk#33CA4YFUG!v5?Qiqq|d{$qx=mlg_oIV$b()P3DBMg4nUDf zWVlCs%^HBJn$dY;YBph&Z&KVItOVrLwvVP|$Op0M`H-{%H{Q-_L~oK6#O&Sv zI~z%p;-5fjOKp9Yl8zKdT8G&IOfdW)Gp+m=KRMb67BGyj)Ss(rqSHufX%`-WO%#XteD&GVPli)q? z0{Yk3dkLqsE)o+;3{OVqxuy6J>P_>GaE#D)_!lQ!Y!|*CbLlv%m?FzdGUVvb#kLNk z0iopjA>rf>3{50i{Nq$Iv1*cQd1ZPJ>arBRSPHA17v%}`RZ|&wOOd0{43MC$II!4P zy#%y*MUW+hgpVvgq0fO&>U~@%mKqQ{9Oh(PAu=JP^zS;~6OtUWt2hFY9Bl?;W}m*< zlb~AHNKJ=)R@iQ4jacJCFs4R@O~iGiIjX zoka7PgUR@8@>#NPkDdM&QC^@GxWA=g2|$Dlk>nWmC0mWX&6Uib4LSxQ_1CbRg@3`I zTV--oFl|p@ReruA(iP4G^5QRYZ|N&&;5mE7)(8>KzOBtaM#_^L(?)-QAgo&|A!G<< zcsW)aH_vooZQUa5Ct>9DFE%+l*t#!#Zy-zFu&v$+?orSdH!io;^R23#5M~;N+8f`A z5P7Dm-?onFu}!}WER0YEic4ZP9NVD+%1wK5KDHm$`u~+D(V7pRmMkRnjO!I3+=1=K zcT?`cq<;`PXug;<_K=;_@iyxHMZtd*brimYIrmm$z{#*S@`qdX@`}LHyM$LN^6O;l z_cKOB#;_aMt?|MO6#V2*CMIPJCOtn#WQ5~wkK zE0P3Yv9P}-DN$GJ;yI7si11kj$lY;Z&jT#Q1fMy_1IiH+try;gJdf_v*N)G9++0=;SyC%wM;7~A^o1smeKjA8a^4gy zq&@>k*^W?%&J-d}tF_!AX-c+rX`Lpo>KD0tT;JvL@Gs^%8~_2{UT+k}Q zlMrn1X8ie|-z33V*pm#`G8C~duboG1j0Vpr`-Oo9YwcU$WgB|z%OA*_>u4>^$U_gw zG7h@dxUYD42vxXTm@zOPC1L!qqkae(Z+2uGQgSg1N&jIS=DsQBBd-kCKEBfFG+7uf57sGuy!XyfDP)xn6K^U+&4D@78Os>G!J5db+!?e^2%?_rfd$ zLAAup=%Mv4&Iz@YBn z>%>ZE68RF6_-c;G{G-%Inhbt?K`IA{jcwh17|5l*ZA_0b$cUT3-k$YCakA5%7Z10RF$`tqjObufN(?uU^=URPc1Yc@ zSnx!2l=3ZpoN^+5dSx>MAbddV>@&ENL^ zfD#oc;QsOL&2zdgMHB;yZ5le*zz78%(!_w=G2U0agg-;99~&z$)DW}(LW)*0+^Yp2 zU$wuC&}W<(iDiRfe9Z|7%!b8Rb^+vH00;Bw*rjlQaTl*dw+77Lo$oTQUIv{jvK}z8^V*lo0RNF@xJ333z+^ zAoHl|@bk;tMz1v|U z(D0@9R@B|Oi;YwBhp3*1m&80mN*qclz5?tpB8lq%)haXT+5Q5A&p_PpaZ3H< z3Nhi1^4_Eg84gOh(Q=Ft3PBwlUz}PYR-vaCkU#{@I8$y2)dHcXDZRvwDF6VDwmzg% z1phtSN0&%;G(y05Mu;iP!iLY=ba>pPFKF(O$54K8K}C|1H$CBX`Na)Qg{KHlK8dg( z=63-v6rtQAHy1$T7xT&nN4m18LHMIq(?oMhcFlXD7#T9A_Hs%1R5Q}==qnkiGI}R3 z{9X=VyTn#y;pp<>?T_tgK8?5an=&)smHjq|0(5&AcNnQ5Z7wwto@vtW@K3oR0^t(X-9cW!zXL`VGF`S?Ptsj!X z$4ApY=gB|c!JY|keG+Q6G86L1_S+yI8B5e{KlOs8J&jxOQAn6B|H0*TkKG zXMSBjR7toh&=&?zPZy+d1~m+}VVnC|`Pqgq5$gse_l$wG^!Xj()#s5og(;o>TpZQpHG)AI06X)|2q* zBM(S><=A$xf6caC^UU>rc48xddpA)AY%G|qVoKeIzhu1X{db&y?8MJ<{qa_>-GsJq z)~B}S{jas(wgnk2}9+-iDNTUa|UENSA`jwxpIpxr%Wf4wn?9EYp4FC3CG8HJBmB<@1m^ zhMSJ5KD6n{7=M83AMtEX9&PUa?HDf1Yi`b!DXc;EG+bFtc>zDv&U`8q`~muCS<>GSrL z?Mm!Gw#g)ql!OnPrMflF1zyr!1Ub_14+)$Zcn-icDJZccf)^eq%>}9_Q$pVYnHSfM zvYxzsxOqV#!K!v%hBgmbbLG$_NJ{t!h$%$O3f@odI;5pgn5-uXn9w4=<2fTbfF%pZ z{8XA(krKqZn@~Z~*sd=3R)e&(KiMxMTZFjMy{EnD$v>GM?bCRD>0FvrQ0z>0i;iIp zz833eZkflK7%H2kYMZDi`u96?z5BoZ9HP7j-lTua z4r+w`QW;qy-_*<^_tpc(ern8bZq6$jVmq*xhLkWN)fk_Ys#gOHXSQUUuFKuie@6Fhi3J_GX(0-!54_g72 z4)^))ZsvELYHU6S-S|a=t z9}@N45Ev!!J$+qG;89eWB*6gYLoRI`Dfi{_A!~`n0Egf-uZK@GPSfMV;4&J|I5U!r z5`AP%AwZ|wTGy75R=oD$sMS98`Y<-?f&k`7^DcKVBx-XRY>3U>Ef5@)xXf_9pQ{5Y zP$#<~LjjlQ!5%HzrbxnrPHZ=Ds^4VY zW7H0`uC_cdQaGUfLt$fQ4ukk7Gki`oTQ5Bkeu8=FGC@aUzQoRp^ij^Il)uuvgzy_t zBv37AYcBeAoVhcea*1sv{ZxAXxk}9_Tu&B7a9@hBu3D*B34i`3ygK`2f5Ij!jZ(+- z16OV+j4Wd72dQFqzq!}Mlj4}63`bH_T^R!fpr6Dw@u19MKI$D&-x%etc5=~XMczWx z=_udHA{=RugD)^A>F{xjcoabGy6SqW&pyQg#-qSZ64Q4H5VyDRlMy^Trz^}e|uI;>yW-otWcv*3xIQ(r#*Gr}+d-vZIxAh8``%LL9cEVFn@pBx6eJ}K4LyB? zcrE7=e&-^WG$+XZK#+9ssO53}@;z$e=;96WJ(^E5SGA?CwMT^|Dfe_ktcv#rlFf$R z6SBcAUg=P*DU6gBl6rzwfQDF7vPG&j&ch%JGsB(G>&LAs;UgELsRk6VDHHEJR7Tk!FceTH7z`P|Q8c#_vtJOZ?WsTE%A-||E` zi}?`Xa}@fN+{*pNJ+ND?nR1qRFL5pY{0pPF;9&}7K|VvIk`019QGs04r}E@}@~fJ( z>M_Z%@~`~mH2s^;gC0q;kgVZxnrp-AUQ8pa{xfTPV+xx<8)eZ4c@2ME+6n1`-8>7P zQ{o@Motky?4?{a130uB3B-@{?957Z!&k=a8*&1dr8<`&0P!_QyH= z-oDR*vF#1rEA$WU_fn|hTDb3Wy`uOUb`R!GZAs3;GCad%o)J1RNBXu1@7Bll@2q?W zJH?c}Ku<;#W1--h#17PPW(|Yi2XF9Gt1OMz56uLwiRXwIm2%ti=E8mpVyt1ZbMSc{ zgS;8#rgq73J9QPUPRZp=IAY=s0K$>4V^*F@ny`ZkB4mvFyPL_!p_qph%1j`q8J5F< zxFtF;@#L)IPp1+IN4Irg3@I>G#mp*C>0tO9uHJB+&UiqypZR41S!kbfp^vFYv*#u) z&;5Vhcq>1qNxw|3%qwO$-+NQL@D*y_PN`kUS|L%FOiJS(3~oX~r1ZbahGKDZwmf%V zN=JM|*AUJt-q)R6LD+o;mpBEIdXnccc6f#77UKCF^MYE#4aztNu<`oXo%c?VC&Hv5 zd;NZJWktdB)CQCUF&np74)p@YSuJy=HSk#^Mb4!nO*P8uu{{&9p{EY$;{WY~$1Wquq`=)ZF=i{6U~Cp6zBKs849 zZ^gH(Abva^$98T9JBc5d{nDv{;fTZUe3ZAO1fCr!%^Yu|@7mKXPw~bf;pmWKzG0LL zSAv%iDP-ep7;>w3R*9s&=2L+$ZG3ccP)vQQY3@GjQ;x$)irfARnEwFM*D-%M+uqEo z2&U*-y=WE1S1Ei3Yi<&}V9+A3h7654{J0UP5g?e%Z5{S72%4E_uLAnAT&jyvM;P7^ zBn)25ny_PD^7A)nYU&zH@Ts2ldQ(e0-S zG8+^Abn1M9Py{o9W{Dku1!y! z1@eszZ%dMey>IOZvwM5#oxaFFvcFXjuOY&DC5s}bNk6##nm|nYkd#Y`e7=fwvW1di zu!}&=AIiSl<`_cK(f`yl6!VzU9~oX3fqsgge51oN-=M$l0&_E`L%Q z?>DRhgo3|}?8oJKCE7&9%T4sC;PNAPikvKg3p)kct{@;|tiF^vRf{0|cS9pTf3M4F zEe|LsZ`qGu_xZV7w7L{d!Xf0}j7@d<_WD^LD+Qwj z#C1!RX=hV6grq3fC+3{@dwun_yGtV2I!nnhF65(lr8##qD@>Z#o!N{yJ4XdRPpg96 z`@r~`KUIr-k6R>+Z~c+v^op}Pa3+A#2g8xB=>0V0wD`ShI}X11cN75{6XiR9KzfEi ztiM9LTX%diB=YCVGbZK?`Ew0W*}zTBXoj8fIAW_g1}yd3NaH5A-5IpLt>BDt=+JL( zTeh7nfBj(o{mU00b0`OnBhe7YhF*V2a5x! z)eAUQtQ9lm?^JJn2Aihy^O^zlhtG-?1qOpv1ne>2{DJ=!oq**y*V#6%FlO}6Foyg_ z8w|tPCe!i`U3GC-9f-+vi zo9GhROvIs*+uT*k+EVDWDo0;Yu5o!hVZ5q zfW`^qDfj0Fj}qdeuc2R|U|rC_25CaB1QSAsbr_fQ9ogg}{a1~azN2Q(klng!pM1vM zd>B4E6fk-Zh+DqWq#B7@4c7wYPAgPHaC@7Tk_OywB|z!}Le)5b18XC;boG4p66N@I zEXT?sd(Mnl$6&Pp1lSPXvaVk&5xPJjaM=Sz&5j<~`|D|!JV|L@*1nGMJKwM!_6;ks zUYO)}G9rmnYt#DH317{AxDs5FU{Lz$stJa8eIfEW(2v3CqeluUj=`yXS>g`i8lp%Z z*}2v!z9I`rW>AWs5`9Gb3BiN#XR=DNI^rsbL0mNc;p-=cZtYB&MPz$Q*OPV5?Zy<0 zxpoN&h;Q7u8_VD3smA*Xu#iZQxTSD5Wg;?ct<%Kwv&w#fN7tfUJ(F>c0|2yZAf)}- zyaAFvEMuknh7zvLlpdBAkY>WL|PSpf+yT zWt^~*NqRsY6*`a;dukxZGaN)IxynHzFCRC>i7FeEMKfy;KbfbCBR?oh=|y}Z#|g;% zNtJi;5zNqS>W&en*MZjXBovol;7)X&0)v=H+?_8O5Wt+Ni4nU8O5|r?m|t~{i0rz+ z8581Tl~N>S1A>FT_j@p}xC)H2Y=e))aldF_C{zj4jxPut@G&cz)N|Ld&Av;;wG9m^}y<%IAPEND-iiNyQ zc1+BV7SPq7#b$g2z`(oJvW3&Jg+&J4q}u26&P1QmeX9yD`cY3x4QqV#(DdgGnbvPb z+B7*uX|G8y-A$u-2I1+$B_GP3hOJA`Clu610d zfW*^_gw{SJWsFFYTeN8-|71w=jmPzeH#yAXYfL+m> zyd%RL)cx#MJ$K=$U^zHd7q;fjFZ^hMo@8`UV{^LM*VSW7DE};E-FLD$OS7^|lqrho zSOf%tgtz<*Ra7;_LsDF-qo$9BZD@3w8a}#h2{cm`Ap0Hw#oe=KNREj3M@iY6L+=A| z1<|JZIb~CKhWrTTLSb9jiWTo7A9g`&xgLoSA<^p>u7{|mwF(kJb$+!n%Q3( zRr*h#($@THD*hvE$yYI|8`ken*`kIQVGwA{U1`Ctl|}#5#-I-iKL!Q>t32Y2=%)oh zC{^)u44JQ!$@su=yM8E^jN`r%IqoFO9Ar#ZNQOv?QOWiqN*`0t-;3;zZ+xIe@c5myR%Fp)%6>R4T z#B;1N5hdD`NvTG;31O>wK$+)4*YA^X5J}KMJ3j|Bt%$0*=)ftpROY{3;WGKAdH-Nt zy_zx+rZo2Ej@{^91>r2HoDw%hduN}cLY`wIbd3{;mu7i2!d&;~~+Ah!>RYg96 zf;3;{1Wb7WHH?Je{YJuBwwm9D6dM$&8U%793ws1#dl$4dzPd^t5-Az=T_gy+aCF5E z@}MB^KorpooWJ|y<{OvKUAamDuMFbzz~4V`8#JQIH~N`!9&=W={0&U~$Gn2YO1Vq~ zZ@pkK0g&K{sypxAR;)p<0221p41ncth<{JG6^IbA1ShiY!my){n`J&nNoS;6V#`<^ z*rhdARQUd0^KEyR&||$W(`m18CI!9Gyk~o+TD^xsOndP!iiKNf@gJ}xu96e8 zwVrf7!`H6&L7djJ$x{lfZ5WO?N8ZcwOW9W*!+xQEzLs~y;+a}*(WNeNY;u!z89{eE zYbocmu)%KrSXQgm#y{MgHB}j}J2yl4$SRe-j+_>BLn-)ek*yfuDAh00n`_y@fmdi&w{EiYJN4tpP*-*Bc&+9RuL z&6S7g{ab^NH0}br=euqcRz0q`0rD*Ix>80~UphRV53_1{=l!Z-A%R#~p0b3}4HIbx zW=5Yc)^C6}oy$+6){h8_6}WNQOYwZvnEF$5-bcBEA6o4bmwtw@5P{BY}O zrRosht1}m{{M+I&*LHFH)ZV1eO)_z{cLI52zc4uZEva4YiT!%GQNL)h-YRyeAqnrj zIlz7*>!vuFZ%B8GnUNga8Oewtd3~$0n|Q)*Ri!Qe5j2JY89Ia^Bx7oQPJicY@BSD! zzT_^wk;vNNEjJ&B{$YC=We`VJ4A@yvIgL`zE6!CkLi(o3D+(Uf{q&b~bMsL<@5f^m z1wKYXNn9twe}#HS3=>`Ur5*_a{1HI>>F6(C0`fow%X@x;Z{_J7K#dS-i>UtO)P41T2XUN*R<#Csry7+A&_ z-%(k{4i2_2KaSx{>9z7HI8?XMnx=ePfmc5h^Cn8=r`t@jMT1$TQ!jSlvPYXVLtTjGPw8#PN!u*Y7F2#O6#3t}#%$O+kiT|!D&uJhd~-z(?Bqrz;T z@t}ERv;28;Kd*cs$QGq%<;kZo=H|A>=NhxWZt*&@U9nvK)-;hOTi%b_&6U#^Vy-Rc z++#5NVTWGmpXcq5KJz8&kGhaOQc7a}4^>|o74_D>E!{A54ylB6C|yH~v?54@lt?Mv z-Q7rofC@+p(j_3>-62CG-Te2Q=fk_+Z^w1k()rci_r8*CK$BnpS6DxgQ@(~VyO4cQ%iw1Nf0B8vbFaz#}(i!+DL#mnEcK;q}ln`O`A?*DrFvP{aGmd)#R01TJ zFT&o2MPe?AF=syw5ILhqxfC*hi;>s0WxsI+a;Du*)G*PeSiQ79iSL{YnUd5lI2E$O;uypee-Ae7k-V01>S3Os`@1Liu2+nb8ogByqh5qQ?w- z`w?!~oyPGYtwYMMID|#jEsP2Ps6@M{0({brVK?Y-6+={YO+4nhDcQ^d)+NthI9YD+ zNdW9{+0lS_H}`-~h7C^N09K}`^P7t>2W{&=qY8L)ZGfm)s-nZ(425_>j zuyVjal^QU}QHguhL~!@-_G8%`fr6K>w;+mfgoNYS$m(Z#N*s1fFK*{x&xD|=AkV~8 zdLFBtrRGMFhtt_qA#T354n(kXB+6fm?O1s?vnBbT@&x=>E1wx zg|(hv;`hNw(rnf*GV;+a$;=Zz6~E;B#WCT(()qZNu)T8$r^|Im@mQck?952hJNoT9 z!sLFHRyez1cI}ev=cf4U`Na>Cq-g}Lvq`w*2};6Bo_hdO!dN*gZinQSs+;ssGw7bW zrj!n&Rc^2TYnzT-`oV6SQB_mrS(hdA+h= zX++=@sYx%dm71hwBr6Ar-bQ4ZpHYQCFLa)B^C$( zeKY;zRM`f>=T&}SgQz)+P>)nUOdxof%}5ZR+N))<;$6duXeVQH9>^5dD*PwNb!pcZ zJRU#FHoAiQXrgx2o=6Dg#hLezlu|LKU2j3rFof(lXW8>to#WrZx9>ppMtm*j!Y2uK zxOcJrE>}6A2pzt90Nl<_eVN?ZfDu#Lq%c_&N*F=@|LMrus)RC@^hRP% zZzy*9Njq?aq`)t*{_%oPsz&g+oCB%a2Sm1UvG&kNp3G}nrMC)-0pKl|TmpR(D3eH0 zO4~TaN^H^A9YI(-VzI)1!RRCjbmuMVcR>|*X+k{f=>o$HPcNZ0iPnVX)H=X`d0PV1 zv3lT?*r57NyvyH^Ze7Zf%o-5+;f*5*Tk0<8C)VzF2-WbuF@Ots{#^F)e0?6~4eiQf*`PZR#NdYuv0g@^#3W0h zFA#lMhhw1}uIJif-7LLmOOHa4*m=&Wgdu_uz;8U;F}{YFta|HPu3v7@dhWi;69X8i z56V^Ab)kNTNZkTx8?u9s6(S0M7TO{>wOHa~zZI-GfKA4|VBp9*So`Mjwp1t(K5@F{ zorr>M&mR0wI_C+EDTJl=`a^P!pl(nyW7Oy{5X0<(s)gxq_Z#j0F&6&!ux5F^EQP;A zStX`<_VueFeZhv`?FoO<5o4@L#m2}&;VPd62r(LjMs`=<-Fxtx3~W3W_8b^snD#=L zd7l^!0Oy_|(89}z$~E)w@3auCIBz&c*K1D-H5zdZ9P>wJ3wV|15a$6t;A{xdxo}WM z^HJ8Z6mU{M`H!ZAIhKV`9-U=eW{`lz9Dkq4ndgU6t4JlqsehDb&~Tp7W7Si57|5yc z-u%?$odk0*YTit);fXm$G|C*}p3q8vCAqfSaNXhGVH!_Wo(n#}Fz-z&c(~n?{O*-@ z&5s2{@Zz%jFobbo|MeS#NeSTO22SBo5QKxMsyl~|7C1*po`zB|6)EvXTZ1yobA&Mj zoMjHqLBv#{*2y0b{8zB^<-d#_66Oz*%=iOt%!8l8uzfJ7OyA0GOQovFqNsleRNtc7 zd6?w-5c4NQZD8-QlA)lTxe-#amj1uL*#jhvmQ26yOVN#glDsL7BM4I&j&e)Ga|ij1 zX2Mw%yWn2~l~uyuAKEr=!3+P@6Jazi@oK}S8Cxv>B!b>|wx){nQQ*VO2nZ`o`Yx03 zqrU{{`J8DX)eq@4ckE!0ij!@2_G+fdVnJg=OS@SZYPz{Vl<)8LGE@DSH)cxU>S4bb zYlh}^dW+EqBEm2YS?x}u^Cw~XLiy5C(mzp6AgE|)s1JVOjP#73kvbV!kqPCDO)Ve- z7R-UYF-MWP`5cr<-u3mU6(|;f>cB^Hxdu_lAbX?~UJYewFX)FM7Y<|6VPz zC4ShRa9&zH^l`WQoxdlGt>Yo0r>#?mA;Nz)FiA!ycI==?tYI^ya5uOjjX9;Etfr?@ zghf0tYS<``sk66?RJt%Zb$BFRo7(wncP{qP zRl)2D=16tNv&$8aHI*T|`kHffB((6NDr=4qDI{PsP#$TH5Q)aM= zdDw!y_>bmo06-${#xLF@gI|8KROtd5I;N;^&#fMRX_dVH7i;oTZ1AU9MB6ogm6SbQ zEB*&^-P}lhAy9!E@J*}OrR#fMwq2+FEO$gWLioZIQxibjdEJkjoP4ugEg zz@SImjU5lgf-?$=a6U>|#1P542Jt#Q=%qZBFa@5rhVQIiHr~}jy#23pS|cA;fnWj zoV6>U$J`jB2xM;_>Wyd03cF8jy?ru;-8{hG`2f^j!Vg=b`!$KwM{v@m>!~`C|B}Q~ zNE@ueLy$dQlfUN(5SnIaUQvC_E%M}%_I`Q}pmYwh@1#&jMa+YYiy*GLyZX+;|6vBq)x#QHo(t;qOfA(VZtm=tkb9ZT<>`` zMzQ-R)K4@KVJ(3w&u1Uk13afQ?S37^rF{bNj$7%L*_7S*0nd1Y=}0keNU+9tAawcT z`yzN`{p;P)pYTdq!=BMykAyCqu)dE#6u5hDeS*?`02F~Ug`Pyk=YsZdzwEznW>7iK z`>EyMEMK%-pncaZqLS>Qbddp8vQ_06Fv#)q@V33(=3rCk6#u?p=fmLaB;- z89{}deaOU7vi7i0(H)O)RZjQn(Z*ss#?nr)Z+T&)_A z;rHJv900QP*>pg+P$y?Tv;wvSM;S%%ZA8YeFSjqUuQymEw|DkIMnq8MpAqyY1Y97>v32;kU zS@Dl5w7o#!!+2(%q2)ejCGBYB`YW=hAa?Irl);PY{WQjk`vbZS;*z98=E7OBDY`i}=a=t)&UZ`5Y1!vK{t>sJv=c7r{LJ|0 zG`0I``R%tiu!HpCGAjf0o#eR2VGm|Jvo%DP>_X!vzdg7uT&@I&$4`+M?ZGm+=-LcB zyzX0Z?|fMGb*B2!AF&io51kM-x2uIe=CJ+8CQI}s5A365=eVnwm5ljY?)N^@V`W66>PKP_MLeS_e(^5GJ@^k5c>QCl|c1#ppD7EXZ1=$Avv!cx{q=T zDCuv_XJz(fP~deid3k8^@DF%7vCKloK8O}!mU`{~72iO6K#8u<+t9^$UL(~*l)#2x zC8bs;)pP98i6@9_7MZ7r({7)+*v!g)3c_pq%RVob zqBRhZl}1IOJot}(;`q(+<9*U1GE|Y^OU7e%C$P(we$malA<<}6H&iz==1hHFz-SL{ zn?q%%Z}H+tWQypb1yJ6!gN#DL1wiJuvq=04UjZQrxOKRj;2h;};4~z0^TBoC1$!BZ z9U=Jpj)J+p+H0LN{&c$Q<)UcAGZPy`mFLI${K4Vr`3(3gz^pYFS{3vga`nyyWi!IN zNZLKPR^$xE?*O$JHNJ`|X$5o}=R!i3e%YaE?oj9FDQ=eAdz2$;SN)9>pO34fB{Op* zy4PCu+$QLh+A|Y9cfGDHC(vo~htpz7=tK)E@l9FEV+`lV7b8mjH$FkSBok$WMZ7zFqZHZP z+x4^O`h;ZgHXq$Xxw9{<)WGQeJ(`lgXxqd8IJ)Mg?(|a^{JEnnzg=A;f1Bfsk9En% zvPp>+*IGGudzLnbUR$Cz2(uc+_WSrWM~BtC#7taJ zoJ(@LD`u1eJa#&8xSiaQcAsi+vZ}e+zqbi{8c@h~SHQA$65sn30E7WT2ovLIAT|h!vu=BdveA65Z1$>VX!-uUZUrDbE;w%BQA*;Ng(g_u!Q4kw zMi+|2j*VDj8<5Nyoat?gOWh4?VkhP5Z=~wOe`*Ubd41~mn1tq_pX5iG+B}!dqVXO2F_HUs(mk3)?2oGnXrESL_k|xAj5JkC zVoI5HZ?q=Yma9$IR zAW6Dk_P>LSTLLJg9sEM-51^5D=&%T4-2}W2?I0Iwk17cG=6onblf-t(sXQHR#GSCQ z;2j)Gte@8B=$fdHQRe$zNhU}0VZ#@Qw~Fx9Z1i48k(&o!n}CG=^qZ+>=3G7Zjt@kA zMkP#t<~O#hs8+)A-fgRmzUev6yjZZk%g-2TWod5Ra6F6knK|U*R-H9C#icz!&#vAAODhoEn=EQGN}0%K&!Cf zZ7r{`2c4Rz9Kn)<3K%o5VclGrC2cr!E`LK`&8S`5tJhTh=9L2968wB7G!)PP_IF-^ zX8Z&<%p$K-0#t`}g(w@I;XqM|(Z{;V7~}o8@&SOxH8#gNfkR{$qA8CAoyoaKetrq) zZZ%Y}^nI!TP6jl@GSH#J&@c?NSQLn`fFCVlYhg?sGw({5M`AAHirq$@f-X7%D#4RjnrPJ1#|{u=d6K#_h9)Dy##4T2l}5+ z$8ooqV#W9n`JQ@7*=o5o`FIn9HS9>@l8~xiOqB3$bC;SG+v72#`8>Bni>jd)XcSG8=pCDz`@PN=NlawZ+5xHt7ApgkH zaw){plVd_Mkj)!lvDMsC$G_PQz$Y@_2c>FT3pCG|NG?RoL3}y)ZHl4OsGP}w!vR1v zRswLiFhShzj4{wb;h6=)B?cJ9)}#0XeD6rOqH*!*fUpw3TP!6)h z${T9*1$NXx_oLPUv}NDc{?lR7>GWY-Oy!Xe2;)))vF2*|(_R})bV^PaGdSwqWAeq~ zR{qi|=nMX}PaSG&K`p>9{~^1GY4A=kO^ZN~#G^sZVjW^aIC|sT@xDv!JF%(|LzFHU zfHT*AR;rCo@Lwj7CNwIE{}ZgG;<=foR$eVXN0b0A@;`u9JfiNTL=SVg_T=Bzlct^Y z$-BQxyLhH`R1P%5Vkc3a(_TOObM8-BT$>TQgUL(xG}0d&2Hd^xK`{@OS!AedTjREX ze%+D~wy$}hrA$M(>2Qo1LzNVztZt^P?oO&0tIYk1`zM0IzwR0wP2_!(tVz{P!F!M*_T;g71kuvQrUtMH>A{0X4QFZ zy&SX3&!#pby!K<34S;&P2YIu{LF=UtvZBnK%aKE)UnQS8@4UJgYWeSskF3~gWg|xI z8RF$ayfY5;Fbj+0AhnIG`8__kHq>dOOBE%7t&!#;4PQDO6HC=D_jhv^` zLbL{@z{eb=1htf`qT;VG7DEt34z~CL`oZ{0?yKO}EV`E#B-iu7ko?3E*WAnwScV#% z4*@PNZuP4|-`}|W9PHlYgnr39WKm!wcB0@9OZI+k+&m(Z`Y?oR)%p+=Y+-n(98U-I zWlp;GANki|f3sHqzf;p^dBsr$#RP+jbnnP}Ec0FS>`HpE*%-diBeK)$KLokIMNl z#?p}zWGE69saW~fC()36ef6S5wG6i9AXXfwT#6Nt>AzPY?Sq<*$P_$_gXCB7&?`1x z^XFW>1h;k&xsZ;!)=IGAy@Hh>Wa6KRo%X(j&IFMNr)fszSXVf4XpIcT%=F&Wfxll1 zPzCi}HzAo@i>}9Jp$T{g{`B$NLUjN6{0aEhl3jP)#~!*IMDaof$)Ka6HxT?VPjTD7 zCc$1`$6268hxGPd;Rt=ZWf7>OTpA9kI4>XRL6xnz39U+v?azUQY_ihvGe|5lrEm==+ z9r2lAS{I?GNTqdS0jrS#1$!U9yLnd_;cEH4|Ht(yJ$vWP?D7mnDRQNERZ`{OFwYs zL2#oqjmY@O!yRlZ9Qq$-lLrLynjvd-V)(@MmG66mxf+p*48Pe(>3b!F?V)k zNHBm@*I73w@~QN%-wnm09@CJQ_5BX@2^XccfL=gP2=ILtZGu-G0y2DjeV4wc)SW22trLLN;%nslqtX~d< z(9K<=2alt>LtjY>KowRCSv|=Fhsp!}%bke%CFNBBcB~}GiNE8G$DQI7m|-oi&>@78 zU~H-v-(_NtT7$2`4X#dky97FK13{$4(Se}8lbexvl*!&8dx(11XK9plCpnrzm9MY zIxPx%7v*z5KWBZXFLeHqM-O+t4>>os+r-kdWGCUO-g~6^WNf!@?pyVnFh?blsGXjA zm*_KGqm7BDC{6TVDqifq1MBN%+aZp+s+P<8dRj{&!KSeHH!#R~h10oC?dHcSJxI$7 z%}R^40uI_B$Eh$`8`})5zIAbEz+W69&p<}fQiwM4=&^C~ey5L8;)6hA;}Ka&6Bk)dKL14nx81HB-Kc(fM) z@H=HKV@DKgetQ85j-(sEqwi`@EpW8%dx1vK4TY>o00Aru%cX_h;5pqNfgo?BJCH-W zMMN$%`tS-B^BhcGZ;rqrCx{oefwE0r;&4oJHHF@!I4?KQkb8Ty_!w*SFz&*xeidEN z?4^wZCIc(60|u;7$1b}M<1ol2arwUZuB+{9(1Vig$cx($?2letDztQj_>M9}o zUu}g=$|UO^PDo@}HZU@^1C=NF2ap$n3!*%@h%#t1g>0o3Dauesl`>Mtla@mESI$b3>Pa4CTnh==Sv>dRe z6PQs2a?59HIaQ#x?I_tDdzrB%P!-q-ZvXI z`>Gn!Kjj?o>6bo*1NpRSL=CUhBJ89Z>Rc)b_Ju6$DKYCO1by_0G9yn_4c`}XKXQqI zdpi-?WC-YGZ(!vM?=$qFE;!WArIO0rXysf_6fdlxY;q01eitex-J0m1VK=Jm?bl@W z6RL$e6|;>%Z?26*opl-kd}Bd0@(;xY=zl|a??PW+5{+QQ`z`7Aapcw^lM+3IddX$~ zqaOX@DAF0W)0I(w5P7=)m%p{0JlG~~`WKhG?OIoOc-D!9JMahw4nCjfK!_#yxL-0N z8Ps5J3YcTyeH{BJiY(%uqG~BfeK9!l{$9#U|I^^JKrp9O*%AUYlg^p(8l0+%g2QBc za`791lrNz5{;d2*bO@_Ti(RrRCVXIoF*eg>&bmFd<+PCJCvTE2n6GDZ4+^th%txyo zLqdqX67b7nlKl)z{p`H)`jCDU^3nU2N;(7TQndes8;tH;29bZ`{0vne17w983yzuo zZGzv)7Svy1`r`3f4rRU-51iZ~cg;CN|4?r(go1*id|oD5@wV9kvrZsn7t(Mdm45P&bTAW#zxLJ8CqnY&^CC_7W^JjMZ7l4&E`t)rjO$&rl-z^m^vK zaKg|u?ip-8xU_=X+>+!V_M)#C;uz=ijh{nJ;Hg5w4*8h)RpATkvaDNPi-9!#9o=lf zi;8@h3xfK9Huf(%RXLX^&>GM*5`tdVDa2MK^2*ZHk*-qAU|qW_I@td>o}e zcfOZQ*@3UlA<_yxn_;*rBT3HeDe-?S+5b=(t2%s}RI%N*BClM2?0_c`oUcNhALm46 z{u7U|t@fr&wtO7AP8qJ&*-FMFwbw%N(@#iO1NGS|B-yO~GLs zSk^gGi`G+HU(AlRL>(lCWZ)P_X5Iiv{+)sYdxccWiJ&1HC4>An(w>*=$2(tCHm z^QQG9zhDsjnU%8XBGz}k<3K(m-QXf6A+XH9I!EMesdE|L5*we_Z zS#xjHH8g~I&#(z?jE#-|Oej*V3-sZg%Ve5TcaYzl{HYAv8jTnVbt{TYE$b-xOfg#m z7Z*_DCOA^>rtyHUbbOtXMp{#14?7U};;kc_^eyWz&S*tdcoi<;71`%gI;*0LMzg$xvzfPAtqD9RK^V4U(wFn6Ieg zV}A0t*U_t0!(szn1bZ&`FF{w-f;U2m!im@Y3_<#p8>5rgKXk%UrL8$e<@lcCFk_o1 zMD2hHImuri)rsm*pmfmV3EsJxuk6Qw*yss`;uIHZtlG`|H?k(j$S7)#?K$~r7%w`n z{B%qrH)^z0!E<(s07i=7Y59W+^DV?E8s=L-gkw}?7a3cYN(SvEhG8=F!RC=g zOzEQCs4!c&SB0z`_>nvSq8jJV;EfUa3M-oQWJ$w%AZ^58XT5t&Qjd z76GzkvPZv?{u@1r6~9?9q7=sUsS_eH00ju0lpzm7w!-j!Lb z3HQ*Gy$xKV&+Zn7B4vcUKhS@qEaHQM)Xa>XcraKPAM8?=QD7A!`$;`pL)!#8Ze^h& z+KX*agR)JMiZ@aDg{ei$UXz=@za%|4i;UZl#)nu!Cl8@Xu+t+U$=8~>hA~fUng`Qj zFs4ba#G12ly;Bw5B)RYe^vyxFE_lY@G4FJ7J8sh>z3O~8oqtLu7QCr=9%iKWRk28!dbo>u@#@1r$?~S-K88D|K4@RA z;Y}-e3$HU?a_M_Psxt_OD>dyOXKS^8CQy(}+hmzub**Dx73$wItPUZ|>ha1;EQen{ zAOAzL-(D?Pr@2@a2R;Ni^TfE*0Rq58XD_XQQLuaU7Jv`gJoq-!Pc9cKo#6pg6EbrH za&Pl`D!~?9Kb)-n_K!Dmx4;6^MMhy36T6efGmb+O_rWM0pYhbfXeF=Dgu3Z@2L;?} zlrV|&$_I;GZcM~&e5pkSZ+Rlr()aCUrPaScXC7-B{-@DGn|iI6?e&xWr5K^ntt$n^?O7Pqou&!2tAv4}BI{Fwq?u&nSmHEdRDmri5Y;#g581IW|%4=mx^;BsCEd4*Z2-XxsHq!~KJrp;u zjEB#D1~*VvxA$>w24)XTnpuJuIl53;AdRBeXNvWC$(a@W%d?lGr-{AyKwpS{vNcTL z>zr*!7;GJ6TI=74mSOInhO<%rMb(`B^oAa?iKl&^qzuZdFwOcAUwB=`P>Z4h_+U!u zhZrVCQ^4)aE*gsb$sl42UPzeaMSF3(h(e9Vz+wRqasXQ32CSq-7Q5%I{_iVCKN=TeFf3UNmk7f|AixzNZ;H2Hm%Q&M$06fz$YB)4M0pjVlW_z6_cVzKJcul0 zlc%2*WX%vCo~%A~8Ll?mQC*UsxH|_g5KVl)320GyE`M|TFt9r@d_*2KoA|1syii5) z*F)aho?#A!N&T4e3iNXQGWLtRCpZkPQavno?vAB9%w|G|+?~>7R7sI{ZY$7@gRRBO z0qi~(NjTYjCegEEvY&mFa}bpaHn;0kJ?Ms)LTL{ej=7pktA4UVD8yv+Jp0S@AD#lu`)vGiX`Dc(fTa*o- zbV@Q!{cXv4BcIGRP%_5=77tdcW1KAO1oV zC2`?#$|QKlcTPVI2`jXKUxs`vWcyB{V3&b@?>Alr7Q=C1!<5^0Vd~>AshFRfEz{y! zfF@x3PT1E9A{t2qD@&5rZF|JKaz#e@M={}{y{0$0a>>L&xdw$6`5oB#6 z#B1%KPjB^{jYve9W62ap#f6#=-IQA!chE0wJ_geVl+2(ZmXCl?S`XG4(CyJV^IqBv zP9tXJB`2pR&25dr8ETTo_bj!mR9^jyaKBF7=d*c2X?SxfrhZ=&+9_y+#foDTZ*Qa zCl5PYqmSK|G9#}wB7XomWOR>iLgJEQhBY#!Gi%n3{8gX}*3Fpo@oztQdbrlK=F-Nd z^6Y|&4yAm$oOt%Dhmvd(^N^qS0F2|qvq(HpI@~CdX!%g>@giGYHHt=N*JE(ZQZ&^_?5J-@RGJ-1CaL9D%MY~5AH4^&&$mgOTOMX=$^?U_KveQwv;^~9+fCq5kxye+TMoNy-7Q_Tkaxc#$d+r)#qq5jjuAc3DG_|t zVYImpbWV=je#0INbT`YEgP%8-*mGd-^8Vk`5o5}JP31$Y67b0Z^pGp+cH192X{P@@ zl)2x^0v$iUR>i~b&B5-%RW=M_(G}+z@XnVlGHg4H{y3LMNN35X=SK|b+ zFb7#r1;|r$EhsOP#D9Vnve9x@1$1vsnq15r`d1|n+x=`UgKC`_4_CbwXD2u=MKSl! zMyi(T2@u@5Nzx#d56%Xv7X-!!c%i%~vVbz3ygD0yA7G{w=??}@C!rajZ2{udfJsay zQ`FMmJEY&JgU_vdknaF(QC3}a3-n#BUGJ-&8h`5$H$zfru-|;>(Qv_WI$BQV7?Go; z0Z3)L5y(Sa0S*Q{vk=Yh>%!L&KczzDwc$YFdeGD7nOj;e_;htl|o~H=Bj3+QS8lbBUwC}hrKkV?^c#;${gR% zdE-1^0Hg=EqU$>TCJh8>d5gMv1=ewNf-}Z}Ki=kEXwuQ+B!wbq(1j0v(}tddzbm`x z$R-e>B_}SAnHV#Q*p?_r4a; z-l9>Is+7B_+SV+->QkD3pXbMuifpaWmfCf#A(e{Q zFk)Y!l;jHZz4OO!Ar*0FE%W}5p__A2N^$sNv;6t?;r{SJ|Lqb0HZ{k+sAzhG6MoEM z0q|PyRi5OeO7AB`p^x%O5YPaPdj9~QyUcZ+m`t|0;C7*e6d7yaUh@n`1TYHXjaEmz z?-2<6kBI|Pt#K}(q1{|)ZUKb3W6r?)qj6!!#l6n|>6ywcy#)Kb!S@^rFfopiaqB5; z12XvF=q?#N3X|`>^~IZ-U~^KA5&tbmpmwSc76Q5>wV=vCgy$TgQG?I`-Bdd;@KJYT z6B2Ab*_BgQc#_Q2{LXs}3&*K~uVhKeDMtdlSacj7Y=Jw`zj%sxErk6^O=tVLG@w+v zd8t4u-Rru6ar_Isov*{IrC0_{zbRZZFY9DiALrC-Un3iD_5Qy8A&0mTHRCyq;xNst zMI0T`k+vQo>m0AWheN(gsY7rJm=rw+4tzkU#iIS(ZBwe1UURR@OYQ#z5LT$pWW&RX zFSeRDPz;bg&>!a(cRG=iVbx!*MTU|}I4Vln$GD(6#jIx~=}HxUM07_ltSO9k{KWju zn2U%RX(v>mS$)b#mi5nMbPYJ7XF1P1NCX(h=sBBDvJRb~=U}trjDo)4ewIB?IP{rt z#Qn#FH==Yn6ednip#MA zKe7l9k1!ytO;2+UWM&IIUvUecfv=IbhkVp7zY z0}6H71SU_3=0v~jXm`LF4qA*c0Fh9B9K{OVVE5|O#K;7W89X%E-OD;Ai48W|nh4a> zB^a^?-|6DFV#O_`fP4)(BxoSby^-!|aH%@}*iep;qiMc_9e8TEpJ}WaltohgmMq^9 zj#O$I0f}tqj45k%n~63YA-1H}4sypr_|X-=k-q{u7{ZY&x+YO7tXKMrL_SY)ad_v!B73hfBpJkN7XguRL-O8s1ZSJooMVF9c*q}{j}{veS`)p40{gdLp|;4^0>{1Sxc>KHF`27-3Cq#)6KZl1$10nD6S{a`6kf)bimmEEjhO1t@1s zCMr(dzhxaP6m8y{!gBdMNKUpcu_%!5z32ynpjK*Gf@} zn}ukEI`F5AB)hW6;S;3h)%P)AHL%`Cp}Pd2>v)}pO`o~DnXV@wrBYG8BmBLp?$*PubP7T()9cVs} z1>2eG>ovxF^sR!dPEix1q2Kll$06s^`g4qURgZ+N4}sPU(+p$RWlZcJs^os+mQ_KP z+giAtUbQ=$TEur2VY=b|2YWGMhKPVuxwm$;2-x3liYbY70mVG%tHl0ku~1444?wSZ zihNfokHs34s=Xi0;Wf3|!Ev$z&P5+8are{gmShZ%Bk z!DQ&7PfFHNoS+{5ao5R0CaHslGm51csAGgwtr6{^Ft1B9)i4KRk(w!dpVG~)HuRN@ zv25n|b*}SiroX=YD+GY1MzV`O_k@av)# zIWM<#_g=u*58OJ4|gZle6R3r9hc;O*`4B9%{(F;_h!;f0G~ zIo`^@(wk))`e498A>$RXTNV2~oD$2PGc;fy%Utt9jRl5$jXOQXhT{e1ykM=Y&&E`E7lA96_Y)Um{RNAhyC#%i8k5r*OzVD)I zAG;l%)3|YoDSKu=pNT`gN^f(nr@cYRY2v19RLB-R4D@ze_WJ0hub1xB#{1#qaBz&w zxfT-L3$|0+_)F-an*svJMMtEs++@Amekos&r&2V?Cz6uP0RuNr+D(uH@(o?(PzJ5b zlX+Of5vXyjVjr*ib+=IB$%;C|PM_9r!ZDe`F86VR+^(6yl7Ck)^6LSds0r_>y1MY@ zxG;Hq44Hg?JO9KxSLw^Jjx!>B1E1jM9}c~--pquZ5;4E!g;==re5&LC-ZPtO zJ#9bPyNEpJg+6i|i~5e4wAobsr7CuPrkfX4FDy~5PeVe9-*NL<&n!Lj4N?c|#iJHI z4IaWY&#K)=wj4v!O$192*1BKlfh{h$H=po`Z3|%bq^pu~#h0Fl3>n)rIS?lsmXT2{(Z9} z-j5!Mg;t1l(o%4wzp-lj8JMDfEw_+1#G0$K3;B1bI>msFuBY{29Y0%8_QUh36>XCV zHYH7#HkS#O%dVCWg}}mAN9c?Hsa1TO@VSY0rn%qSz z09=`3B5`!x&38dYGmE;p^|708X5dF=E`zz|^jq;GBGk2pFk&S{j{e{UluiNisGDmQg{-t2J6J#<`MSW>{&o!Sv<9RkLZGhXvzhqG0 zF>XP_L(Sn~ggSlvfbYC~s1&eoLEM zO#OAlqXnSmwy{Czq`rPz{*V;ril8kHs`&Dp>e?^JzKm%1G3gaw1a})E6@=^X4p_o4 z@4?MS2Oj^QHaPKWhzxvmAc?ElHA;h+rL_gr9}s*VWwtOLKqU{02yoh%wMaRDg?;D> zugyPE50U2{_FyA7fbSTM2ii8_G{)Tbp zL&tZVigTk3Z{J&cPwokCTpk4!6wjp;Pg=d#h^FK!P{Qb=)-`rt9vHF(24CO%bpUv5hrzO+eL9R)C zmXYBTOf}<&QXd3+`(5^cnQXDxB+GZsq@E%7E`&!7D%BdQ#?Yl{Mb41K@I3)z9942u zcu)LGc%0*AdaX0uRr9_O?bG5o*92P9q>C#5tK5NSmE?PpjkvzN|I?;KjIl@Hq}w%jKF0-i$m?L+@3Z#I~SAf!N*YIHFc(pKl#uUj!^C zA_wTVNq7}-00me6_A8gYH#1C@ALY^V8*KveWEVxtV0>8MyHsrJ)d?*%Jm89{H2zQY z>`DIAu?SkLnF|aUg9vvZO(rltw*xO3bvJ(Kiv&VF5u1%*L$VL>FJlhuRsNlOkwBiy zNwT&cAH4E)YFfYdB?6N$(^RB8HAPy5Y-5y-!{KSLRnC(;g3`hx`%oj+zlvK1Dw$nDzW~P{Z!jn zgBIP&dgdBW`Ir|^hnEChJ5|q4SkR3<2rlN7Pbrlx{K_OD3X2I_rH5G`_C zCPf{E&yS3TLVa7*%J@&e2F082_=&gSr{K4*)AIZwW>*BMN@3>tG-=v0zKK=**tTzf z%H@^HbeZcd%}Mh+&}lDSZ}+XSW_UvT^&Ahmx0?efqh?I=7yUfz&GJ0WFzMS>s%6>R_2-T3J%m2D-3H8CSPo_BN&i~8ZNY|ZE7cS9BjztMi5mr##0#~ zOVTN_TS|NjRxW&6kmv&#|Eb&#?W9ls9s@lG34noV6A%8!j1QX&HRJPWX^;6HV1|(567B}p@$t{&c%;|ViH;-)i82Ri zC}E^E5;?YA6xBq7h2=3%_UlV{5nakL-$PXQ|iV3okl*^a4=u{rO-|YYUa2uHoOpCDOT}bFt(E_?6_SM6* zf&EVM@#}VFy|=muj)B65Z<3F{d^JeCnPF5F59{}>tVifv-DF1npaGFZGFIO2aUBtF z4gOMu+b+5X-D?xVH=J+4p>gLO5JPiz_+{|0{-Vn9ex6Pg!TgY|@flI;eK)e)*5}>s zpv;LSTfEl3d{PjF-RA9kE^c)IWBltNMz7~A>ZV2=<%MHH%+ui0AA+(}r3>kEszDZ} zA1$8`?{qC|cYU*9)SOBUbozO7b4;w7X|dN*yfnGm=F4o>?$Es@cZ~}I_-M1T5@9aq zCIR=pI}bI#@0ss6?0Y~Ky0E)$rmn}^zKiQ?1s_O@^v<8^d@vajqi#r~sQQjoDyO!{ ze6T;d$V2-=$l$P;@en+me-*Z91kJGl>fk~>M!m5Fg9x&di&<4YjtcY{lFAvgcitxo zG-C&_W~#^)v7K%Qa8VuLZrvy<%1(!1uyCVRDd)d`QV$anh0nd*d+(Zz#(rzOad|1l zrJclsY_0BG;_WO6bO7)L4Y5wj=ys{Z+3nn}T;TZI8w34Q|8y@-Mc!zzd zUTE4hs{e_?YSq|HCT`x0s^#iZyu)gDbBSU-ssi_`^v4E!WzXKj*%S9K)m&Yzj;{7w zuSE?Xi(hQiu&z(gwbSvOJp4sHW!KbWO_#IfOVqmwVhQ z93%{aBj}UYJlDULKWXlupzB`#;{n2wE4wJrhHZd7wm)qabdDq@9&bFZ=;v$6O@Fc( z;KEI`N4Bip0!R@Ga0t(c$koc2{`4eQYgD<7^_P6<>L;>zmujuLBk~#&GmLEm!2!BW zSnPMA9slICZ7W{{!K|(=5Pk9n>6(mHOlqO~Hn0OOs5LEN4mA!Z@8?=`8f}=M5&ZMI z%*rZZN2f-9srGi}k0Met_y}m z|8_?)uso(DjHOVvcQ3mlHrxtegi-KIiWL0fr2UwviBhM$GXK-^bS&iPjdLnTlH!))!Sg?|F8{g+P}+8TFXj+eOarqwH>0WOn7Y2k5)CcazF;i@{B53c^a zBR>D+zStc`Q{Bg;6Txn#Lzk*a^6jCO+DcYFLM`^}?Hknhf_MYo=wi9nQDS9eun3$_ zJqKvY=Y6~=sa&SQaq**>Cc4ISoz}&-!Tt@V>haPpnPvEoHof@s+yd>U!K%Mlx=9@} z2?~~&iY(uhML{g|aR3#@u;sjXT7^ij?!(72xA{V# zDfPo!?%~63EGJ)R6niz^Q(6~%d~ZcTfW;8~t$x$=DW8>q_>BwkQeR0{b1V(fzb(4F zD(?Z?FpQ}pccjhr^Oay#m1U|QYh7s44Ms0tpXx7{4bh$T14=nJ?hEtvm{&uBK|>&k zl&A`Io;cq5xrPEc|3%K;c6BCF(lK} z^%lNmPoUKn_qPOdkk9=n*^{#wnt(mjx(PU=p2JvoP&P^rzQ}_zffQKg*AO-l3l%jxn@Gl-S)o4Zes-5d> zO5x5Udw(BVXbY+JYNFrbW0Q%m0L#$@%X`lkOPt2X-O^_|%RdS)saw340nNO@^L;o7 zKr@vdk*aL09$cDerML3!`!3|r=8+GNH1_ZUUm(snDl-Yt@wlkQW` z<-Cg7yJq!TnYTu$0_2(jTpue~wM`;#G>-h5uUh)()J;gJK^vnjW=0{FoaX=f2lR3R zfvhPWv1||0nfR$X0AdGD9E;qj?eKKeo%RA}`|$0DWE%&-)mm+n zL+MlI<|nD5-qkAVu}$tVJa6}GQ_C7t*W#l#O~~o}%x#tSZ8vLKcS=;j9B2F0=(Nt1 z#9RZ=<3_Ik{n~ezD_Hj>+haA_c>DNtr6N&U^_}UvPrwv~|GPVV6~#2qdhE~ZvmUM- zBndOb(R1!Qf>z2g?8wDv!;~G{a)Wf+?CX3O2QCrkhAK@nX`wud`E=jAMYW%h_Q9_n z9OlRezs(2rH(LIwP3vV?y2T503K%2%o!-3L00geayVxZv386i)tI@>1lo-dzkd)F| zk$|X1y#isuH2@?PebF&rU8Dc!7{Ep*oDU5`T9%QEKfQC0>^-*;yXy5@3m$hc5AO3+ zugUFlzqF}u#YeyO&M77r0l_Wb=Nqqr{5ghnjMK}W1s+*msE|<9iDeqFs#X)P5q9tb zJ@kU+!rMXK0mo4EqZJMfU%{Rz^`cfrParYG82%uK!Jci?v&7@?V7F6D&P-+3@3Xsd zPgiFWAA`X`+65>^Up?zdGb~Gn;vCn~e{_fbq1PQS`bw(9Atw`(el*A40I(DqWJ=J0 z&z?%!LJ3wTWI!OLecHY%=t_%^Zi@9o@zz|<5TxLI4c?Kw&k&9EqE1|`=9O*5!6~Sq z&IZvFU`RIZn93{PCYIaFmqfY$roo|kO3toIWRf69KQ_|(-XOVRFk-(W+ykq&hvHSf zTn+helsl^XvsNX*%En6%pr)p7359-HSD|Yyv>^r%h8Ul);bLUQ2*u#ic~>4T^#`@< z2Ky>aJJt_hlt{MwWZfK~qgy%No0oQUA9U=oITqmKo9Yv=${{dYM=T7w)`jIyL+GE~ zq3);NuuibJzq&`{iL=wiK^VkA{?@uL=betv@Xbprp7AhynbQX3xMqvud*g}cx&hu$Q!I|km ztjt%zbB$>BARMM4JZ zN-H@3FxbLW+%4u_#%8;6fBdGt_(%BYs={XVlK$$mTBcQaAyJ1u&0hrUTwZPjugE6{ zQb?F-jANEc#m8xn+!$4JCN4<)aFhCa>yvm5Pv2$ZFE{L* zvU?~xMe~F?tB5Huit~LN#%lD3Kx{fMGnt_vUZW}MM7*@T*%{`}m|6#}*-1JplHT+~ zUh+B5zUP{men)L`^Albza&w&kR+^PMmKeMCJ+Ok0jf6+9f-mBF0;IIGh3!(8O}%W( z;Lb?*yGb|bon^?PHnWf}p_Kjzk*WPKz1Wj4qjy_GjcW_=ROhhI({AkfU0T)%{z*1* zYv^EotAs*4fNSQ;JY#~3&ptWs(ro}=_Pw-W{@oL+nA9S0F&0-NWvbtnYwL2wWN-HE zuLl(>Go>Ils*}-;qv7@vxY>*|Z!^Kz?1U40^IohbdWY$n(-93nOoiX&6JArBchd>Y z1OXsC%y(6_3J3mz>?Ohnin^I1TPHRk7rRwyYT>bvDb~dC0*VNZ~;r>NH*&c8b%;kj0oj@oc{YFh__;Q{t^- z8{ud&xB81aEp8i(^OD>0UkW~c@GO=~hvL*u6FuO4q_!wsdq~>tODWeZkBSG07)Y~| zP{lI1;#Hw&#eKPM!j&+bm#f{Hc)dCvodgWM=LqKuX2guVyBs461{8N?&&}xbPfb72 z;85{c#M%7s*f|jytF5i zZ`J##ukh>pV`&C)q8g)MyBRUor<&`jCLH#pjAhR)_xaa_If-5)A}So~JK5NQr{>}B zZsFp+^z-5c5iCi}WG;y%uArZy_we<0C#H>zeK}vq(Q6u+R#zh*kowU>QusLfD9^SaLm_8D%jd{dAKo)YG3Z@yU}G*|Sa z5Z^~hz~ixqN81N8YVF=n(D*d%GY=ORHfmnBbbNi4~4NDlwt zyaX#Z)Qg4WNw5#J1#m%Q;!S-M&)plygH1ykq~I|8?{x`WIPa{WpQH7JMvDS{3GzOs z8=&J#(K0tnDA~nui;PFWYyF%o5z7_TbL4Vm$a~u?dipLqj&deQE2pmX!u0)kti=!h z{um-LFT0;?>P8qE2E7%kt9|rEPA%Zn&ZoaqfN7MXAAwuB89V%amuT>8Ml8_6r?zpK zNLKT=oHK~136T~qY+0wrlcy6mj6U2kJln&MjIO;vPbzV3vC62+%E)l%_H9zl%SiQ< z%7$dNX`=D+Bjw`XKJV41mbsDs4Lj%^H|u>~?M!xA$?q8f7lN?1zwY0&f7Ekz5>Z^v zWL{{WG8mvBl=1fTW6G-f7`Zb}kpp3?2NdPFsB}%>v0s!e*j;Y?vZ37HC+>;Ey5>>%1j5{g`hfj=yVv{Q z$ih;*L^4lS+tF#8L{h4V5KPz)U^zG^xK+~Axz;bd zLp&!BS2^KF$u6W3;}5wVUwzx2_xKXVyxyR9X81`?VqwoLU)>+3Swe>0veWb>gDaKGR;?eBGAyZ3E3gRy9O<@9$FrK7j_GMYE$EK=(68 zFkH4P(t%&E?3ObFCU-}e$pp@ub*moDdrv^qm-XwYV1Q*vX?t%E z1|se)`R3=MJ0m86&^pEGmfTGxpL&Vy`$>EJ+jTt4p3DW`of7-mPk>77y3vjFCJNx2 zZCnsKi)guALE1M3)vBYzTnv77d?fs4P(Umlvx6b1M*GrIK*)ZjsNLkaXAbf%cmz zkoq|7pFsQZdBK}7(eIxmEKpPnkvtnO&#wTf$DOL%i6W~YCSjrT%|g&BN7=Pv4hvb6 z4WdBxIWipdUX+=8iYV$eToT6S8$e;$F<4{oy`p<-2-+^1if3T|Aa`%l=dXD z!)3Xp6Sef8_3y=}w1TEAZOOKR`HCGoL2zw{42fpW zcI_G{@aU!79y<7m&Y=(=KHf|}rH4j0Uj$j!jT4}0;HXI-m$mQq(%e0|#g}~&{y1hw z+HA&Dy)fPa~xiuggG*&5eh0)aje0LrIbxeagt^?c-Ay0G< zHxldU0S<%^d&WlITP`xZ9u2}LZ#4Xq3Vb`BEmrnahXBvtfJ#%KW`hvB6zlQQDs&e3 z0DAE@HV`r87*NZeA{|lcG5UDk)NC3Y92`By?#2S0(s9rE2ce=MmaQ2buXNJqyJIr& z9#pou`N~JOpfb-bEbF_=GX( z`H9AVKxnRx)2RG5IGCykB}i_5v7iw6{%p!+lOz-%z0z5D6$ z+i=rGcZs8`B{RC25IZ3lL6Ma*K=&IuPD>g&_e>-o+s9w{*)o%~ht=w~2O{jo5!s^0 z7MkQA>5r0i2e_I`Ck%y(p025IaP6NWSQm%EM_QH77dy&4`U`p{L8!G)B0Yv% z77u!E0xXq5go%1MF)jetZVJ%vQKsBF@IJ>rMau_}P z(x5;Lz-4^StPRJTz8?K=EC%0&e|Vkm{H^rlN6@t7jwIQ-Oe(o{7-iI0Iw$dH9w0MB zwTBa{;-|Gl0imYUe@6ka6o6DxJcZ#lNxWOg{OlQVT|sBhOA_ZGqH*40Q3tjTc3QIr z?0r`X{^tF8)$G>?=N*&FqE1cwKCM28S}L7bq~DydXeEu#=sxGBQ?Wgyo46-;8hyG) z;+8%qxDsnYK1|%eKy3XC84@)>5)D-gjvb3uTQo%Lm?*uG4=q`TI0PKnc5I43|AlLj z>ey1W!Mcc5W7$C^z7(y#`#H`Hyub$j2j%@zJ&_XLnGa6;h0zb)Szjtj^=$e}$WDx@ zr1RU)VR?&gVSqPY+T#bVM?a=`Du8esez2#H$0jBx`VoT!Obf{dASv#+YGUM=xFe0m zW{Y|cR#-b=u0N*MC33%H=e%?6ZT@&NB5)2s!l2GXfnT~{yP>9sLBmHP5SZ6ew3y3d zR-uK{NP9|U76|@Ik5X~g*qcnOoDrUQ`3@bd?5V(J;92uSG z<}6l*?b%6NH$9fihsXU^7NmA79om_-dl-F>))9!?w0S+gh9)1g(oO)+#kGAS=u?*frUTx1(a2(zA<}r$V zxV^TAu3@wOJ|!XBtx*Mg4KUn_^m6|`3s`@>dYeW3+{gPxm%hpQs|9)x5VE(GS|-0J z7wmzPNX1_#sr_uG24?A>p8w>b1le-*jz2E41Dz`C5K zg%^8alB(+L`|Ndg!3!+AoPkAgElr=Z@2tywU0Q|ajeyzRGhzKzDITszR2(!iGD$rT ztA4$(63lYvSoqEs?^N)bIS4IPYjp4A?MaHT?P!q)QS6)N<7F(3bSkqZQ%N6^@%~Cx z#DYL#{P7e38Iwdw504LJn-@~|6shFOa9maa1c+WV7{83qQq>Nd9@Sq!-_bj>u?MxFL)ie{}ybQd?-jQu)qNa8rj6Fyi{7Ra|4~0OMUNs_# zb-&2vJcI`f50-=21kjtZF2_@dKge=?d;0p5*Ebgfe5*8#&&k#oF()rj%9xP}rn?sO z+&s@(4^w5@6HZEOoSbGh%Do4Z!Dtb9JtXl?$dCTQPbI+pu(QmCd^OZ!ZKz<>yGZqY z?b|eC5JJdgbOsR8j8eZ(efE-kIxO4Zbv_l#tA-gDn0h;$-PW9$Mw`ro5$IlUF+7*T zX-|URFC{K#-C#;CUh#aZG_}uyH|V&Y7IcjaQ~CeF!&(sPE9fcJ7I$l;O*wrA-CkVy za&|W+%@`SB$0FTf`JCGDry4F)@@C*tl-pubs_p5_n+Tzp_`pjxoNZ_7z$Bk>{0xW# zRj%#OaQmxQ)1yiz*Sra2rS5rICXg$Q>BGrmJvlWg6Z?AxKi}#E0q~F^zTHRNmqWk@S>*B1(pdj7<*^l_)+q5FN?l@2@ z*1oFk(HSR-O}98cSo#!FoEEs-@z6!VuKPZ^*=bImsdGl(497bu`^V>*k7}!Z>xGc6thIst+iv|TfARdKZ zjpgpS|J8#Bv3l5Bst52C$TZ-%p$%IF@HRi18enD1)qj-v zm#GPAqG2$&&4+O>)U{!e-ofexgn?DHs2o@vs z>u5-OfYsXVcExBfo~jZbEu;AI`ODmP%(O>F09xvT+O4+7eaJl6z&t%h`)!=%mA}ro zI!g;A?!4g?2O75-D8^x9gRLMqu&3SVid>atnx#Rx2O;4p=-Mqp;hvpUs=f=WIdntj zU+*aN7N1EK5n|lLU(I!SM$ywra10mE!iVge2tL&g@-?QE4G&(G3bVo9KZf5AnIaw) zT9x$#3|c%|`Yw+?q;J>P%OGU$1$JS3GJT(#(rk;@Oge==Zz($K&G98g8P~%%d}Tw@{TFgRh=;(fkAv#0WfFTnqPmUL zOO2-RRX*~i_)S>DsfmX9$de)jQHSH_|2%3>c_A4mfQ0Zfi{6wnLR~brS(w(T1A@L| z_rai+;RTa++>iR&4=+p>-MaatsvuAC3(G3>+MEgd$RG4xRYU!)eXvkM9PDNP-Xz>t z02KRn(J4ly2p!hxl#+#|7 z)5f|8BLb$~03rk8x-qh-Y%h3S&fQgi!SJ}|WeIao7KK45k}+77tEevx*yxQL;=5BRP{T{PgLUt3|#_AKobSy;w;IYcJ&sg}CoUe?Oxq z@%O%7RS32+pkDWq8(%MM^p!Vl<$dam!SA(18tuz4Ig>(0?fJu14QKs`O6r&@$qYkv zyrRg6rMs#Fd{aeRbkaW6hu!YPoX|>rTqg=g)+um|oC(R;!C0z+O?33?BsZKxjioB# zwzOQ0lDAsg;-`wP46N=jSzMG(e#|QJ3+>j=yml4(-&wV&c<^QJ2VC5QpmT%Q`zb^1 zNrq{QL1e~iiw}L^0)gPAY{T2f7vH@;ChPb^GJ3K_7`LOAO^Q*2$K~8?$ry8fJb?7C zTYQMmTwn5l<0xh4S4uS*8!V!%heB!Wui-n9%zmF71$0YWIYds~DJ}%+McAiT0_%n=3`YVdWyv zuS!Y0cSSyuiFts4)wKsACpLW&g}Ar)yb|=iEI-0o@=$FYQ1c|M`&jVqK;a?!ifN%CH@wWWpf>5JW?dOXSkXenmUp&T2hR64 zupcEo&{DAAcfo|yq*wp{`VFC)e4V@>rKuu=6 z=~a!j0_in>5>fv&GHU7Gbvl1q4GJzvCf$b@@?8ycWz<{SaHko|JFKoYnE88J z7}c+&DWrcZ4=0`Qt7eDBH9j@N7g_bv+N*r$?&`N^JmrUH2Rglfb7fObWO+ERNte1iRjjeY1;Z#1JMqtZD%qZD_az%~Jk_tu9tn8o+ z-u%Viv0vZJAiK#W4H47$Sugf3Cg%dy0lLqeRmOps+GW!T?^O7j2+5GHGY3|I( z?tJNj8H-ur>zep5FZPegFY9bZQW)YPtWaQ)(I;`cE_St21pmC8Gj83)A;eq+70bcs z>wgDYfwpwF#1jQs_N~K!$Q?+G%$;_iKRJoy(34rEf?HbXU-QVgL4q2N4$eNfA(ML9 z7(X=Rz|g()dP*(3zK$1@ka9Kqb~Ld`;1u+z2_QkOXe}{Re&`?#Y39C_pABiy=#%2n z>7YH=(MGR)z#W-dQZK{*|4jmZwR;n>Abxh}UI+zR1^7(%F!OL`jGZ{*g#8VVqGr!v zr{TM`Yp*bkDXt#7ar?ua{J)SD7s35TCX6oeg78Sa?Av&& z0+piKz#rg5lW6Lgz2>`hnT3kyo4gn-GM0pkws=45$;@ih1S1nlWNQ~r&eqiTvn@vA z|E@FdyjCy0aL)<#Xq4fK@F?`FI2Lp3JNYdxWhU)#iwE zn}*bEEq=1b4_VMW$WEvC?|Q3=CePY5em=kCdenk-e$SdeMVNYmDMu}RMJn4`DCk$v|#;D*AU&|VjZwB~O!-Mvzd@4Ewv7YTyU#B*oW1f#a;*k}{{LAlTq%t$Pe z4s7!B;+@YGxiOLc6yDdyg-uMq*HS+zX0rC)|8)TR={*qw#8Vhr6`XF!X?0T!gQy>{Z;qj>>loEz!7l`sm-{V_84;|j4{Zf(Z&o%ae zm$a7u>AQ5R88K^9#p2^X_P2JU`%gxg(xQEyCTza%<;P&iy_0VljQTBIRe*V=8)5Dj zjF+lnEvO)!P=nyd}6I|1i@j1=MZnr)_rQ-3q>By z()UZlJ!WRifJD(nbv0p8g+eJ{vy?ZG>2JI9MV1Y}XK?Gx;*2>lfE;I}9Zy%X#_m$C zlgwV(cu|>UvY$Fmoms(+nIwhcVCGvmVEz@ptc^8Uc?-bll||sJCzHs#)#X3W+wkF>=* z9~ax{vm?>rrd2pWQIbsR6pun_%x($<)YwpE-J#AkHhMjk=oFu9?>RP>>c`ViEeU6i zU^VFD8{uNfp1JaFnFHhObC`yJr>h87lqF9|3wsMD0g3wD(b;h0u2sCuz*O-44U6iQ zam#ksI*H3t>rP#)E}`N&1x(N`A2C`S_|Sk*w`t9+riSSWofWdV31eo+88GU! zaweh8-GAfp>8A9lpePJ~nzVbbp?pu=6L$@sPoGcR75-@&=g_Wh;JJLm;`l2f|4QF$ zW(OoW3jCT=;4&lzJR!SVDk+ZD1;gJ1O3+Xbr<3T!G-I0ibm8*Lq0D8ZyZg2Lw&jC0 zz2IEdGA91!B;Y^38y9%h|#46(&J}K)YfFswP+C$l`w_`f95T0Y=DR1rG6QJ&UWKRTVeV}?=?$Ll)@Mb8vwf(Xl9rh*GUb53^ zGY(<+4M6kc{YjWXkHXzTZwzRj)(F6=aRith&enj01gS341z$;)2AuJVTi<$f-SM)$ zoBtB^iCel-+||lW_#i8dRkru%d42z!{NsU#s>+MMqeqnZ)(}>2L_Nm1jT7bh$%`Ns zH$D#huz0>I2sq|%dmq@Me94?-5k?%ymVa_AoV_&^;UEK^t3Rt@8?a>R>W ze0nc4Wf~yygp(gFU&Fw`J_%>gY5cPT*JzoQvC2a6iO<<8;DSA6GuXiOblhqn z-FUBX93jX_E&;-@HorUNPd#=Z*)X@A?o5%Q0u9UD%~I+le!nqFDVpAIRSfypCaco^ ze2@73vsU{9c`Li-V&{P&73+n~<2@K@R+h}Cl4gl%>e}8Axfv-O5Fq!c$@i$$w`@># z>FT&3;kVXf-t)nnINS>PL_=-dsZ6_*m-1+Y!CkYq3>I78o<|rAqzOspQAI&@>KgQW zPs~T@yJ-^z({PGur)e8*s-eewbD?i9cB6fX#22ReJsLpko zTfuuNv2;&lLI?>ED6Lw#RBae!EftQ9QJws!-xH82( z7WWozjB31AzkWc2R0z%Lr0rxCR=iU$A}5tFMaD=+$U10_%wG>sOj(U=jE4DV9cgb)8AykNN#%=c<2%QV>N)W@7zAaKCS>XQ&4Zd7+-(hgPc3UH zvfjkx^pf34eCsRMXT)Wd;&0ejoSqXF9=KW5xpO6^PKfO;97u{#`DhmQSj}k|uPc3v zAEGv)J4`7j&t&5I2!h5oN$Y|h$N5(xLKi!R-N`UL1`AGt`OZ3O%Ccy4^K)${MJ2l^db%xc9P((b+HJ_;;R z5>F2=`gK?S*3N<(6j!Eho>pl}f0AS}g>PCX$@{F5; zdrS3gmS%^u2k$htC2H&9piF!el;M4U?yo2)n_74~1~SwXPdV{}WSSKf^D-2?K5@~8YSmU*T-g+?z0Yz`KFQQM?#%$()Z#-j)WrBRq0(`cZSZy zod~$ljp_QER7Rbz<7K=pcnEC0(Dx59JyI#eHD{0wcnzH$T{Q`VULg1vatB<`5<9%_ zKR@W6mv>_eCSZS1+pzQp60UGl@U4c%x@bs2Aujd5hks&_ddJRDX{bc%Z=g}4#ZC24 z1D2(!zB3shiP#+JuGPpY+QulTv0`)d#OlR;IcI{!WXSf!n|HLLO~XJG7E%q(i*Jvf z?0?WHAhGlJFT70p=h*uLE>cvfeZY1OeVq9~i~-0F4PcmRloTiNX`_ubOD}0C{RPgw ziBh|71Zk@I_a2xq%f}~j=5!mps1EUy|F?MG%IlIkVv*Hs`0L2!lb7ja` z#a$?eCW)}wTpvWo?rh#UO-=XUv0Hoje1p^F-J%rYKkvgw`xQMD2D(|Wg{>x<7i7!S zZ&b>P3vPWPEtLKD3QV#5{V+V6#hM+k@kT?g7O?9Sr#x3Z44zH);0>~5Xt&k~A2lz~ zBP0J2H)j~;kwwLPk1cApgkw}%I8boMIP?Axi4l`m=7Z>RniuMO~e#pl=*?1T8}I!aD3 zaMUBQWus=PHw0xv^8#;(S*28y>H7^VvV3NHQo6=*=t%TYeUmh?vr0nsuenjU1kH8> zW3Z>OCe?o2CMoH`kFjyzOI<&hQ~qFS?A6&cwR$oJV#Ajh=kB!(`2hlNXu3CmEPD76 zh$Z<;sIc#%ZpevuA3z(|lltZ*P8rVU;sq0*#S=NkC7!uGQ2n>~1J#Wfo{{5b*^(Pd zv>vE|{dgaVVorSj-O$|lt`r+@PMFzM6x-#|zho?VL~^3Xrq1D_Uvh}Ji%9|%Ll@q9 zZxHy?JhExW>Qa{4>JCw++ThqW$xdec+ay`cL+gJc95~SIq`F~yX-8xlWmF{Xo@OgS z4pdu;yIdKq(13%`;u1ODb9xnP1t7C1%u=(yM97jNk92QhBSpC+#nGYUc;r5Z&CO1q zdtGCn^C;BDOnMb}1_@(-eOrsUPmxKM$*XF4DeI|r$}Nf8^wG-wzehQqVyH?P`Rb~a z>D$P(NgMW+&lXknos!I1olwb%p57ohd`7Rn@ahy_f_#i}R|U?nym(C++@N=&TwBQe zemq;ywD?zHRWPrep7z6di%1IbG*!+z0k-_7y@W{=2OY_R$kYYRWogZ4n_53(?f3f4 zxBYOk4R07Mx}`afvfC`gZ3v2+p`45_gv4~Y-ArdH;c?~&`i`?tv(BwrAec$!4_0sV z`8)jsT2L@IUpT>Br`+&ca^lt8#h46xkFudW{YBanxANL)b}`s?pc}hZuxO&q1z7zZ z@sDNHO62N57eBE6BNYy>WE8pq82KB(+aa|NPP+Vher!Yl)5e8yvsqAl8prR zh7`}wh8rGbdHz1zML;qIH}Q$m0|a2v5-P9(Q_ji~^S>j-t^3tss-PitUWZ!Wkh+vh;!Pi|H?mjZPQ^JtU%2ep5d!(p|c>@Oo*0 z@3wz-8B}=RuuU+OM+t!nWpfCCvatq-Km5S~sdic^FJZW9sCIh)@RK*^Pmh!qD6{Bd zqK=(u?v+YK_6fOzA1Fqo3y#7o>s}jgp7--^_&GUx3tcRj`+{#_cLVb}cDv(A^hEwC zlb9N<9?6o+A#cYmS!*)6P?U-KZC(-BNTmVR_>AG2iRpWT>7Y8CA5Z*GD!aYAZ1eNZ zd(^yg?jE`o&jbMeQMi^rIvi=0()5JNLSOG^%y|!2ACR0>T0jo-Mt=lFRpg!aM)^6# zntrw=*hAnGBOtZ#Cmy=ZY!ti_XX+n?bCHT9^=2n#+Oj3SO)G(S-&@&F=eDeX80v4J zYUy_NIEZqX}am@u+Wx3TS$o9k9V z+dp9!a?vepR?6ZxEki<3Yy=%u*;=byETh}>p5&}S2$UaD^)Om zBV;MmT;i@f+CT(Ne-);(ey~buYGjzUU6vDjokr3P)zuebFy)X*K$&c8bcw0(I0Kk)lNDUba@w}R!hx0pG_t&+btCWCus0PgdZ`U za)iSZnqx>`ff(HP4pe{Ce`v5=EU7Ow7osKm6ak}Dx{{$!jB}9VjL4+n*O=j(7Uwj0 z?@!$Yon>e3NHz~O#3@KeO?m0tD+VpT-dVo3Suem9>CO-gg*X*Ode1!*VTholDMD-Z zoVzVxY2nyiK+ckH$1dJ3Q2z3o4a|0{$UAu}=Uz=g@lA-}n{ANHz;9HB^t#V2g8$q` z5R~U@WQ|+CFT!k$bQM70I~Dh2{~M zuk%Jwm@R-;$Ju=a1lv(ut64|gr$^DH=!{G{3kp_+(jN6};v3;C|9k6>%&&6xlU6Tn zVR(s191{mhneq22Ha+mIlX$2q;|s#yan?ixp_+E(03uQsn^&O>TyUX3$7uJ52ZHYS>TAMGFK1|xn|rHw@!wJSHHM&7uLlB)%pFqQ z{;Li{-{0ratM|$@gzlrV7d9KI6r`{PU%wywS;kVQm5G{k?Y;61E)-T4LwAb*dC#G& z#}941RD!-!Are^Rm)OFgJ~bW)H6M%^yCjsBRWMLV(q$MQbyeY$h8R*QuLVaHnb!6o z=$nB@S>adjnXX>G6ri2+BsLxQq|^tHAC1}?H`-oFDY}05)W(k6og@73;qrnjv2@_M z^!H##_-*bp^CVH{o6->=A+<}GTGu7>dpfsm_(w!Z=ax~T(!0$k74cTL#;LL-Mm!&d5DqtqUA5qA=0rh4~;i;7@0U0;c_hK2p% ztsil%nUE&Bz7ZFcCcIdeS_%@<7G_eQJzxr%lSl*^RQZ=c?epJXn8KV2)Y4Y`X|&MM z@2`b5RPPPbASqf^!Xi?--%S+v?R7h=8PP-b%C#FJ0$coI(uWuKy7=)99J73+jc_Wf z$x&?Sk*Hu_qD-1VgRahu^DOvX_E?;*YKoOxWRV{VkT;-etbqCTPtKe1RUbd1mlgV# zf!_)$19%$S58TG{32*t~8w!|~|1}Fjp9XL+u$yP=8*folSQaziW>ys4jbz|BB)OY~-u83-?l~f8O(d6>-bFq_>@QTF3tD^5+$u zc7hrY%c9JxGquy%t^wq4jDTw_i>|}XOJ@Y3bY$S77BtAw%rcYmHSsc9t0c`k+kyD= zx3Hy}s2W1r)Ui_sD(?!cnUF=#4k1yVt;Aq$)|G(Gu z3uB!^<&p?`Q}$I6EiNn9(1N9LPRJF1nJA2_>DqVMh@7|+hOQ3f;IGvX3?1hb{ye=c z!5%fK5pItH#p181hKxkftvfqmSkrGTetjP#Zrzmn+1+Jd$D-Exz%;uLQ=FMQRwi2$ zefhgVAkmzKoPZiTp@_gDcsj_=7%%@D2lW2mZS>z_rZ~?}xlSR8J3Z98g%V9`Z61OI zgGx25Wx|FV`4*TT+iSJ&zF8uRx_vwRS2VR3Rqt*?si6POHmJQPKIfwCj3lF8{P0m4 z`5L8+OW7)>VDX_E(UEQ0nbda02^h0e^FL8=mwt3$F5te;kLh}T83{ZNjE!2 z`Z$;O+j8<|$U_gHpF`X@_!qwaD(*MkMnV7*RXaZZ=L;>h>z}F_-_A;D#d_uoo<)EgP6H9 zV}Y;2e~cl@Y)al4g(B^lg#_b=m(6|4a`MzOV%=wQLY%?tPuL42-Yvuw{m)thD?e0# zoTB@lY2=fc3SJMo-%RilxQ1TJI41m3+;pshR`{U8$-Vr@eYo>ifXy@rY^6rM9 zQA94H#&j^0+C=3f#?+F~TYqCDakVy|+Vi&~rnjD6T|iXm)sS-0p?!_NVl97IDJ>4q zEzBG{@<>bJcQs7mw#FDD*K5pG@*yyL{o&TnumJQgXxSjrYsD?!)X_IKF`P&M?|~q- zzRl(Pu7m*5ik9eOe_b1C*?RArU_sFrQmy^)Ay|BzYX6Sapj=k8kWNr@ULeQ4^dzYg z{9A=Z@wh_9DOW|@ZY8Wbiet6)74#B7;S&J#U){_ z_kOK_zb(>a3*EaSs9IVodMar=*lk}%#@%~;B;$NHY7%EPu*}%b^=Q`$i?wFTHv1{} z1FoJh5&Tv)A*&)@7F(f@WC*CV2z1xD$Qd4pph&<$ny38yHoc?58tB!q5zKtWg2S3% zmoufWbCd~r&@Y}uLKvyX^wD5f#f3&q>2dyTNT?*}urvou<=konUpNsfRtIfwf zTo3(?bnXMwTt}}V1M)zG2!#X$H(r-3>q1;~hymo|naK;n#@NX^urIv~_@{JOlPCU7Ca4$8Or^h$QvM#okwY7g`YnxR;0b5as=Id=A z@(Rt-W5rWgFDspTj!D!%mG;!G2DOq6fBIdQL6}_8Ce^%7^j!EvP#H5@1tqVSp0*&% zG*PsPt8CZk9hfn|9Az{w`RD8g&m38$D02j^?1W5X9;DQu&UKyXzQ( zbc(vHqQW{nKvt$Z&VvUNj+1GC-bxa|e{UP76pe+jL!73_dpiu>KKQ zJpb}=H4UHG1nu5%B#dA0v5hZAp%YZB>j@IbQamt3P0O`!Ju1??Qj2mJKLJtR z{HqUmf7?HcQp+~K!)7z1*X32$^U8;o;^Pe8--7A*A7KcVz}-{n*3~UXCh;k+_d4|O zWqcuBV7wei8y5_C{hYv%p*JVl)#}DX7glZ^n@HmwS?V{XH^+ZVUFTcMk(y6*`{rlf z%f}?2OPN}SxeE9`yG>Vqi+n=ZOEBOFC9?Nk{*40F5Dyc9!9h}&be-84!{g8XXXoLa z7d|AEg));NQpwxCXr>;mY{M6yr*9d)5QE?#3=IM<-7(}y3W6BG(6N9>cQ?oY(ui~$ zy8_Z7(jZ8TfPr*NgM@T^cTjit^ACM|o_S~9+xMLFi+ZBb=rfNxiPatR(_UG6>%`vk z*cy2Mti%!T$vNbKisvTsAk7i42+>O`=NlI8@rt zrf_anLoyc7n6leftxV)1>>DR|6UHcutD;)RPxy{@=KPzy^BM1#J*!TY=AoZ6@Hy`QyxngGNdArpKKEE5 zs6jkkfHbLo4s}6yu;{+7MMc%9qAwd!PtYqxzN~Uv-^$JDGUGxtU%i^A&w| zn7=<3zj-ki+2GHgLJyb-NrgSWM70V{-$;v!*Rm`liBTja3q z%+AfDcCHWouFiCA%9Vnbtl$&e-Vrgp`?~jKaV*R&u5MeEcu

+>)Gz=6XXUxUSGlIaq3$&dI@psj~a;V&Sxb@aSdE zv!GeTxyUlgS@X#c*dSe6YzQU=HtS9}BsVr7N(>ZZ`v3HC%nRel&J>L$Y?DeynJ+G; z@%qMe=Z+KXa@db*ibUv*H)Tcsg*bCB8|Z)^ zLHhSGXSKD2ns~)l$L~{6=qrkkXMiNwfzAAo2cFC^N0t{1m#bV3LlKhm(F>}FJ&?PH zkDj18`SLZtApZ`F6HCD{Is0_hJ%(U2M=Mebgip-e9K8n;jX^STa(EOtuM(oRUwNE# zZw?A8Vz;M)T=iAA^winfT+MhjX-wRf2jm!2qtZ2#DnhyDuQOZfbS}_a2`%6TEwx=P zyRX)~n2U>K zVw^B5<^#ZqBg|Trm5`Que!2t$s5!t7}s-5#$tw(yX_$zgmL#0-BQ-@t18N46BA{fnQ$9ofHL~InRqFE+fNd1@v z<}ujj^EF4ATLZwms-9Kx8MWSv(Yi8u&*YwG$vumHCN7@c?YkXjVI&J=afv3~x${EX zjxgvTv`X`;Wg=ZDiKDeS6G2F}g0wO*yY_pJ80bP9VLfW;U8KLZ50!+%#*H(suWK~h zb=k=kkA&Gt9WL!H*1c47T!;2>lhs`dOmD8(pxy>O{;{4EhwDb3 zY|WrUq-Iw1Fv~w$QsseYH{sc|frwS;lB}9n5&ID9a`dLl*T9tKBH135p1GG1Rod=B z7y$tCdoH6;wTIwC*%a#7WHifnxNS?V}rO3f|aLJnVfkR|7__H3!1x zk;P&OtG|x~?$0Dh*kRl*8OlgBQJ|Z0UfB@8T}gN+Cg)L*EQ|bKI-hb`Fn4tCV3Ii1 z^wb&gI$ZY($vDZW4ji|1xHF@;0?Gx3XHWW)rfY%1;GLNf+{2X3`7M=8R)Z9|@#J~R zC1W9$_9ghEG$|5qEhp*Lp}z)JFE3#3wYn9wOI*ZTSTi}FToe92^3)+a-tI-I>t%s%u=TcHR?$tGi~xt3_C=w*XejCkM= z48O}A-nuxSm##dRGC+{96W}>q8!g|hEZ}#Es@#J*a2(zL@&##FE~k5s_yu`?c~3!DbxNZt zaB~>qZ}X$Sx-S-IKW&ff#NlzAFsZ%nvj2WqYqwytPhbmIb9tK;$5lxpm!|vAD97k* ztvk}@zDm6Mj2PCIuA$al`r!@_q_zt7H*pHLVj5wVaLhUu6HVbREbF{qsKJaVU8z~T07I4JqTe&BIRT>UYZVjH5P z9Jc9le2{N)5aCDJRl1lf5(P?(zFq!NPwX1Y7%jwzeuPeBBi`d>19a2b5tvm6Y1d2| z6DTa{?+Q#$2)X2&u!j5bRkw9Y4;B0HIU7&cZy`2DoTtP|HKxb+-Uog28xL?}Slr*Q zb%XX9d{n7gANke~c*iKOKvbT@wNq9S=au_Rb+jHJD@}aKv zeo5)U-?ekbEl?-d?DOT1Wk;GQ9_M&6uX|eeeEbqwCszbOAj&22Y8A*_0G|8^ zThi~sq>H?$0l9$&2Vkc&?Qg$xDYe!}p#LUJLu&6<8}9%~lUS~H62Y5TUAI_CySEO= zpg(nD6e^e4zc&{;^CJYl`yce%Ofmq9-^MtEmY>X0>9Tc5AP_77HoLo=*2c)g41yls zo~|O{*ovg>g!Pm$Yh~H%Sqtos+AC-1lvjs1*0Qgm@+xBk{JjNgV)v;#SC}SCOuJAM zx=Ps`7b`-&SUb16|1;%xnOVGbmFn|ws82!zfp5AxXoj@M!!qX?F|Ei2^OOYIZErrvyzOfvfOw)YgMIAcDOFnW`^Q#Vps z3>iHa4UMiuX-W#xis&Ta9|EXkS3rhFMqMzs)$!x2LT!AXj<8Y)Sd6go+a;MI1kfJW zlu@-;mWijf93iY@-B#A8pGs*+nXr(Q;mL_V?;BDZ%cY>iz3Od!lYcYLOT~ZOg)^s% zJi1KYLoiqTiQdJ9J9;1|zmeVC`+60w4^!R4^1Xs;fQe(HJi2*N7Y5p#*S&Z8B_^Dh zi(hz+SkdmEvNIo|k9TcV@|0fYE2!R9RU-<|&@GvnRf<$$ajXqx>}q8Dvx8u7CP!1v z=6f(MDJtJ9SH?dNqT|7xd9_ND`h)r8Tc4TQ8GSmNg)Dv2ADO5Xn-E;Xy)I#H3TfF- zMtGyuNw>LKe9yoYDp z1q$fgGPIEmlrcL*Tw8_xXXtX`xte%pGD69b_;fL{g4v3Q^>40_VgBFE4PT->x}y+Z ziB#2B5sV@%ercGWcwb8QaSi40R{4~29dVg5a?bz2RhBxxfMsvzG4#cd5k_gV9x%`n z$x*8@CXucwX0wu33CuS7bem55VWy?!0%sL2v~A*FycIMTy?0)4|7s&ZCFBVZxT7nP zP7xd-ms#l{w$vt2bEq5CR)2}iPA!~aoH)(!N_(K?))GX9+fV*NMG2cU#U2f{WDETgQ|@fvX`8-BOoO^Qxh0WeI96s3tHWRh zE@=?Ur=i4wU|CC=(`h(_rvdFe1TNyC4^xDt6d}~feh`6)Sdi@E$_|^8oRsH}o`4_6 zF(N$CnWj$&*k!S z&8QujTo?qF@Us0e`yQx_{dwb(Oqf5|11Z357gq25E9H+}*|%768?^vczCacT0Wcl~ z1V?r{pg5jt1HFYd1BODCSkgei{|y%kD-)F1D*pIS4;-i|P$mLq%3$f0H>mr)E6tVD zrsGOn9h^H7anm$c3TIo+>llGl%Q61>p3}K_pPo-j5J+1%Hpd67S#G2i4@ZYScvoFG zT#9CsI->a;$(+$dq zX>~FINACMkd9mEFEDp1xE-uczv%;+%PWa!zO_m7UwgP9{a?l^_ZREr4LyaM=Z|L&v z_SQx=Ms*a&XX|01^-;^?)WbIoy;J7a;U^J*TIUc zqy$z#`yQYQ{$?FLpwsIdNKLs0guG>q%AJ{sCw*FFlNQ&{5B6!j7%OFn{9rIiN+d{j zNVDW6F9KDB0YQ~tyKneaCA>G0{`p=&l}?YgSd=P#@@%iRVTyR}0=dyoKc=wsE-5o$ zq-$Rh<3kL+GI?ttN6Nq4=)iD) zWDds%{ib|PmgYa-zhY<)JQL~=3thd<WYos0O~6FdcU*^PBU_ z5wZRKwlrb*yTl;>1k5NYfWthsW6Wi@Wp8%2A)yZs7j(r&tC7Qb%9h(&x#(#Zq~x># zfqzU7cFXu6=|Yd@N|+2t934Uw_%mRU2DxX|qvil(HdCAbHQ@L#elxtvCXq%!N#4vt zgkQ%ws$-2}TiAoXz=dX;dW)gm4BjP}-0oFKQwwVa7~0wn&Q1@l!du<)&b~G81g)L1Y)Jhcd2V1PXSq}(;J$j0=|SJh>zWziHn_~C#JAcL z3?{@QEi&=6uWzx?U6RxwEKEdhu53>2m06d*Km9~^uF7b2<#+?Mk<>ysRER(Br3O{@ zVSmeI57a#}Rbnpra(O#aXEHX)=3CBj1`plH#|sjMXG=S|7W-aJ&iSH`J%dhYOVx2; z`g`TL&JFSa2gVF$=+Au!y~2Vk`v}zXw9LNPyZ0@78!k4Wpp<37H;P%(6i}QXt^E}8 zbR&_IK9k_v(qQ2PS6aea%!+#2=NiWL>ZDSe;gv_vykIWl8`|hV4vZD`;X5O7DWYSEE)Lw@7zqMBFuV->{R%W|h;m;Kkyevfeq*da*V zdr28*V&f!3aX+?G5fPUVN9Z@36AVWmOsfAGVZzuAQJ*dAJhn)zH&D+|R5VzWjNAHH z7obhQ3;Y@V#%;0$?~8iAmWe4k)`+GpU@r3qfl#&SBYhL|OjE)GmV&ULtS7jfW~%Da zdasbBpNQaf;c#iptx2TgwsnUWL`I1YA-kOSEX!5Z&k>Pg4N3=HD#aCsn4L-1s& zfP11Q)t95bhv-l-ZZ;{4q}<6h#MrEom5~I_@~5uAF;C_p@!=bN(S{wB)L&0KWg)yK z*YaWlIc?2)JFHEKYo!HleXrR`e?Z}BG*pe|Dl@$|?if+D$^ll;`aivK?-I$3C3)gtzhK+ zDvH&W)g)OVxHR3kcJv^Sk$nxr0? z*^X`N(I^RQLxzQ1CYw_Q+UU?LYs?dmIwiLT?Pl;Ec~ieFoHmuRMGTw4FG-J6@Am|W z>P+lW6-?z(M7J9WA09@@Ae)N%UTDQ4v){4MA0Kw5Z@R(r;w)mkIiCn9TW&m?1-@!x z7}+PkS8~!FYVvdtx;lWnP?~JlBXA5#jJsXOdJB%NWbX@Fb7O@C$1pDdAJNU|1S?^f z_HDWjK#kTnWC-`CFj9ypS&0p)D6G-7$1$%#758H*bpWaREc*&@g@hj4#sWUFS5DC` zZ>q4@hS5_Z5`WqP)4aI+ES7^Gd8hYAkbe7JjOzT9pOHYHVF@HfE9xKn50~^ zaeRRP%Va*vBM(-N&qAJ*gT6y6^Gjl68$z}X6U+;oi;F=!>M|}hzz6bTjFjquw=p5m zPn4|nMm5gC;r5D(xg(V}4Ihe>Df&0UL_gciN1|R=>t_j0ea6&XRFafqb4KDW z{43H8sf>1ZQD65QTivE7uXC+U9(4Sj%*Em~d1l+-5+_j)Dw!U#*ax(qE6C(KTF z_!#QM?;v_t`PYo;iO1g!71UvvT6RhM4BT{?rtKKF`1#Y);+69{pD^;y*H1~BE@g;< z`Bktc_#oDgi?9T%jnt5C(KpX}`?YyMjvid$_w)lE#R9~Yf3zPV9!6{!>T>Z3kMg4D z-QUfHk}SD@;wvRJo8Y;?=H3r~^EB8HK8i<1{E>+zj*iC#QV5t&7o)+=e0czZ2XU|5 zefL7@Ov_=k=1{e($6$jgNxc$D#K$&z6}1W!iaM)oKaRh-Qt>xa_z`4ZE2SO(3xXA@ z_sv7?*PtTFl<|B+%$6P4q+=q495SzuA1GPDEyC1Pb(aqFS_xT|1_hn7hTkwXqH|(? z?FjdhtsV;NtP^X_s1UznD@kmb77)xJG8*Qsd-Z@0-6{70zgHz^46r@nC;LI?Uf%)L z7>Gr_63P?BTE$EQEg{$MnNug67k>8tA2=1sc@nz~13qjwDS0A7J3n)EApoNVxa$7| z7a+WnNC@V?sm*S>#738C#zy;ZTn;jA@%ZjKB;e+Gjr123?V_F0;D-DXAo-5Kena){ zcOPP#qXb5S_DO5;05h0^f-0g&JN*AVI4BK#4y*)ub}z(xs8ERw@c+C>hAQ}08vT3$ zu%n#-!J?lxAM7x9vf>)wBP||K1y`;ntlZfKAWZ%HfoQYzj4Y0r=&cY+e-_{%hX`f# z8W#eaB9<`Q3h*~@Bj;9vRxH}@|6aC&1$=EBfIP@bf+AMCX#o`|Zkaj*O{U1^f4?0l z+W>V*{BzLvv>>cHcUJs@t!n=Bfx$6wJ`!R>H+*ai2cTD{(*X4B^u0VjfLGr--6|BT zBCMtPp8yo3$o;zUWG`XkHQ34K`I(cT<9MAJa1U`wT>@Y<3M~4C5Ts&F1i=b-)@Ds@ zn~v@`V9AF5^Q++ZKP%$-!p%bB(1DcMB^Z*sp1(U)g%D z)pnftd}%wJ2{rYhpLn}J;=5aOCy49c{?y`X3>aSjzUpU1exuQr@Oy@$cXm0?+VWB3 zugx6d;{D@ph;~^p4$EiFVdq8N)BikDum-L-myBG4VN~l5&Ruv1;;Ia_IOzFrIh|(t zIE>N=g#BhedR8|4D8jQ{W^^bP8mhv;H9S zsimgO%P8wx<<@Ur@Yj-j5{ycjLzOpI(7f%k3*#&I;!o-CTaZQezYlC|v#`%2tJIQ$ zF~JZ=V`x7vkmE}D@&Db6_Xf%r`b28hJ4sAx%;5_j64A6RW_bas_&EyLFzNRR_H!uF z<|E(#Z?g!8GF|?^91aqFl_T#zn-qANcH+=;W`R$(Mg$RcS2Lb|uC?hSd3<3gG3jzW<1_SkRW~Sr^<;M?DCuJ#7kg73)!;b?9 zbCEA1ARvG^_!lF{k7HPSX)PxZ5Tu?zU!ctiR;M5!?}akrBC78CC#$f!82hh67jf@J zger0lUlJ%bV4)aN!SF=3L5U*BzUAe?q97|qD3wb}*N9LE$zhStf%k)R7^_}D^t*!) zDgA__(SU?x?uL+AO%ooeZ+y-%H`Byg*i~d9T6fb&&&l#KGhbZX=NrGaDaP_g5rrWQ z{@-u$)W6>o-zopknLoeVi4YB7`2R0Nxf0J4#`?c+{kYJBOo=4wfB)FuSNsVy@e=>v zXP}5?OP|hwwaEQF>%5_6+N@-c>tXtiX5jYe7&&9U4LBt1y-3mcvd&zX`;dK+mx!DB z^ae`>C!fB6RYqrjXlGt<+VKtS_^q+V`fTjGlty+)-+7hTCJX48z>Y)ArW(!jGi8Ac zHq7tLr!564IQ|n%WiB6tfJf?{L7nI2y#1X$=i6;7z2qX@PQue{ z*IiiqsEe33hjV09w;_2?(uq^_^mdd&{alEfMwQQTWS@_ z+}|XU&&ry&)-W!}<>b0Oan(d@`8+xuc>j|QJ|X)|Gf7kZp3Qawd^_p6#woVr!s5Ri zxU%|pouz%ekvKc~@UE@sns~(0ZU_S>IR}7IjypsGL9(Wf_9NZ6!*$dsib76ICo~QqtW}&6e>W41JSZ$@UhNa6Yp{?bk;b1Ya}QYXY9Vz)7r8 zIrZCE+-lh2EoAwtPBQ}o)}WP0+b#LSm1EtB@uQ=RoNAjR;8(&jK(*(gquU*5+@Sdv zOp6tQ{1faef86xPPjVhin^Rcxg1b2>Y+UW?5(qfKnmWcuvEc?y2u#A@%q$Ea(+M>} z*!HFd=}pBzOEtt*-YqeYNA^1K&{*&Iz_b8=S-j03b6@H&WJMxB5|ZZzVUMdg{85jCYmEvrLbK#r8rs*zocXc_J*$&$|@!`0F>n?IJH zYWAp{b$eEF>oFDTT%A-Zjt53kj!9m^GE?-6=Z|s6aYR&}?$ADG7ol5ng z&7wQLi=d}A5~;)2&Ct^P$lb~R>Vhxk zyTZezgM}w~A(#}k4JzjB955hqIY2-`LAyCrbP1c*#7#tJkw-%O%$bR% zlTGu&WjMQBFZeTwxQ{Va3cV{4&;y`~Z1rV_lVC)-+;F2Eqc|$kfuav_E{4kWldxN{ z#X`JFEWOSkyoNg@k|%OsW`2W)Ex0%BSa4k6Xoj+EMUmcM6(;MJxya@_B4<~*&#BYF zZUg@ML*0rtre>RG^_=-0YQv4dh635uh&6!Q-jpHmsJ?`K;Af3y#aCjbHw<8&&O7?& zf9qPo4JpCv}q%jlR$ zB?wZ(>y49f;wR^3ZlFF&;j?mNeV4U#OYo=U>_WT~WMnl5JhXlX+Gf?cn>%+kT(~K; z-BZ|+m8z1|-ik+6+MMpWW-k7G_#S+2lS4P1&5uN-e+6m8ssjo$AmSln&6SS#m{Y!O zVMh;rA#&fv_9zI2liEkX2CtGN&yP<>Q|400uoo=cF86v<;~6Y85!6T6wt$ZJ8qz^9 zlTgr$#L%N=^rK(-{hO8j0)mbk-F?72iiOW3U67I*U=ZEz63`V_WtGzlL+oc%Mq&*berMd6P~dXS+6|zJ z=G2TBIQm~Erhl>h@wdHPt+ZipGr7skNf0Jc#aVw|V`}(x70!D*yvn=U%TegQDr}(> z*>d#NLpSDl|Gw=0%(U0z*2P0NAIW3nxzglYgMJdW&rPQqQ-q zNxT`iXc|9C_2(CEp6IGeOw9R85F1)6$_cp}e&G~8wR!4s&Mgufc@3vm-PWhDIct^( zF4YK0H?%&Ld9GXIH;80C76!06D~_+tx7*&;%dAf0me`mLmQ{yicat_Wwafbycai{= zmd=kz$YQQnsEPLl zHm8)rx1p-0C;hVB^<>U_EiS$HN|RlucyC=9OIol5W}k1eejoW*DmW0y3y>=jC0ACQ z$}8b`DBx8pWnmR?CZ;;5n$3IU5bX&}IMaW_EE-E0zGC)RM1?6HBhg%D8_K>KG^`#-}!TraKQRZSh@&;Lo<*xXb zzP+? z71hkNm`!*xfOiR-;O7@uKb-C&g#cOP!|3p7?BW?4+Wyu7{3YmYr60}X_}$XFp{I3x zP&j~H_asUv{9742@s!+OBUNi^C76Ap z?5SALkuwKx(JXQ_j|UDEr4BtKvm*`XFEY2!AO;24)!)CS^VxeF*)j3PC9}- zYhVmS$Ru}eROQ`aJcqV&p@_4>I-UD`RU%cSRm@@^d-Rj{OF`M}FQ=FtpX8!2Q_CjV zXAy2J4_+=YMy^g&3+)09&CpU+^H82)#&eA#IhIw48SydmG9M8rtuj;1C^mJL3!=F+5rXz9e7Fa(H1PHevdI{B|Rs}bz zdSwX=DI3R+LWu8z3G84QpMe*o_^7qCY9|A3v~`pi2v#5B)`F<&rf*Lloa~|8joP16 z$YILwiGIjy$Bt{&(NAU^tZOhuw*Hh=a234C*-v@c?Mx~>-PAPdxntfKaxHe}F{}P9 z@;J$p*4`+JV+3)&@a4ji-$swEH25_s>c7xsyJP$lIu8Wjw^Z1bhSplKJ>F=52d3+_ ze4c&%yg)dza_wASQ%*8}IvWx%5>={0_WS5qzF-QsYBdzq}3KW8E+5?f3ll7V$OV#nDU{!d&qLfQ3fsPjc#{ zB<9H8bIYoCsf!G3{digAaZ3>fb!7B0ScA|{tdShx%Nkw>2-<=KNX#$tOlbe&MUSn2 zF`@WZP>V2%r38?vaEhdN*b8!*w4uTM#)S*3_;EoQTZ+@*YfeF3p|5X^ z2NSt$o_uXaTbYX1Ywh^7kEVYr{x^Tb-#c0^&xHCV`0taY2a-Q@KZOqNF=XoRLqgAy z#g>){djjboxW1uezy!CT@N8b&?mLP5{d>|_CF6;id|(I=4U z2-GROSFEh+Tdg18WEg*?`R(=16xRf_kB4>W;ZX1lvye=_ML01r(#71JoDw7dbbsSp z24{So@c5eJWeD~Ke#=5UPsQ#Cd9h+APE=&ilKkxDhETjGgms04E-zE2**o3FSB+`` z^*w!SV^*d*Rvg`~(mAo3+L~lINDT*Bx15u-DwEzpdBJL{Md30m@&kR3| zzjb9B!?wejHrZ_}4{PaK6$Fg?S)~`gyxo6ePR>UDfnP%tdW&1^zu#%hDl}7zOl=sQ zNZFcBQ-CE_W?-N5TCPFsJFy&HNl@5SsN6KKp9rUh*{l~In#6#GviXz63E1Zk!%D4Y zx~uoqh7ft~l7ub~zzVQw^QiG|`v-*8jA zfJI|*CbQ8#Iute=!Mi47hLK_I;oguHS(=G!Ts1vj<`+s78mRn)0o(tI=@QPrM1m#F zz;^x*V{Y(%gE2{WdGyua$>)8663SH6whP7&GvZ*jwu8;KtA^*iXaUf-kP=nfZTXI0 z-ZNfvnOCRTN^e?m_(3I&^D@rN#LKp!?RA-sUEx?^TXniGsqc-7-Iv0QZcs`UT9XtQ zCn}rRboWou$GiogBoFu)A^cK;Fw@($Z3;$yHjy+!(=GZFQo9(Ky!_hcCQGRg5@60H z=gT~)SlSq|surn0CD<4K$E7Pj0xZM_&jL| zU?|?i870$tK|K*FI%X>aUV=|y4z;w1oZi;m%S2_1S8w&Rd z;imcLT>2SBwHm}kLhpobD#zFd<5PxjqM%qrY1)bJmTTVZCzzFRS|b9a{oT zia}ZvT9Kdc0Hl~)I}UMYP|E!-aAKCnmAAPscW%m7IGNpR(MPi-pJ99zA4|hof&Z5m+<+?su>mI0E-R z85{G5!(Y3%a`!plf%?h()b;C4Ab?HzC5eN)4+DUk3#T)GT8V$KDGOM);|A*|&;;|M zZ;{Zzglp^o&v0NZL8;Q)4KO^AnY~3J*r*eRd;SWoU~}=NYRWix!mNdp*vs+`TQWTn z;X-?WO;6M`x$*_ZjIY1NaPbb;*osH3f_Se^0**3|Y_P3pw1w_Y-&)qQ(I0gvl>nMHEY(bTS z$`$6zD@}x(bx^$(?`Qygp0P`K2+w+#1t5-ohH;^Psk_fjaCw!05k)b6+}O^d#{-)%w3V5=+c_K`+Z$saI<_3ijFkw78tANp4{cr zvA`<{-HsJkccV*OQ}MYc&0_y}V9(O|cwSG9y*?P0#x{Z2<$UQ5#p#wv0Ox^Xalh@NByzPI3i z)FZ!{<=^HyCG7IcqQOxYxgo&5t#{^cS|n`c0LbT-2PkGo+rzVPVWH-6ve zTf=@!>9nq%qiV;*z|S>bX>jvTl7z{X+c;;Z>T&xE{J=}AB8~Fu0r#>meV5unlhO^! z+&`lW&0GfI!FAqSk+|KoH*Gv|VytZ(Bu4X>-S$Obe*)^sR%O41Eg71g! zKZfDBJ^HXJk4w)0u!T-kyyyycdG2vsw(V5l*Md%H1ag$*ZMJap=Uj0A2gJ570p4MS z=KeP4aHRG!9Ievz&9)s?47JbO`ls6gO_DslYjU|39C-$qwnbS3lO~tVF9Ke#bWiT> zA(LWR6Il&UQ=}#%a@MWgpI=#>5}6750i%lF!zaeKmCBr25UhW+z)o3)+&*(URi?Y7 z1Gno8qf1k#4-$$rR>hYN^SQD7a8G8OS=>UGzab;kr;L@;nNot?V}KD#85%u^Yu1`x z^-d1*qAb<~eLDXH)(U^jjThEI9i_O~LqJX?5ByeqHsNFm$*=0MpWuCmATMnv4Zl8K zG?Tsm2JHHhvqz_@`-Fc-v_!5)JjxyVqV~E`!vfx(z=gDX<{y@67R}rd9<0|!nhBQ{ zmliIQziSoE+~2R40pR(vAlz|#UHH6dE(FSoNf0XWN=RFWH9GNGFr2CGs~je55$AHKH~#C$7) zvA8o-qdFyQLzAi2ZS4t$nobkjGc3NXSIitF;y&2!}_bVoWoY{%koEe<)|D?tzrKo@2e|7T{OG|s$fyo<+ z3Yt1E+Psc6$)LbT~WrWhd8AKO-E&;AMI4(h>CCC7Z31o6SiXuCNxEo4!d+oK{Q97+h zt7la9XBF|BE+_{##Auf53}fpXcbW8n54A;&G6Lq6pQw-}WYD|^XIg?tL0k>9$${e@ zEE3+)Ve9JtN>c>diJMQS2iPiP%@|Vx`Jb>8UkvqUI2mUpDm3r(PaRCK|IJCm~-mPiM60G}syujy372-Can%Jb*$tQ}n z$2k7b|JLCTX|E0a_g*LkO<6<71wpZpKj9Gvt!$CQ{5XJ+%}*aoK`{J!7|8=zZ2swt z(S}*^`4z{BOFxy0t2_T@*`wx|I6Qg)&#i%~T;>ALn9j{(D8R~hJ*@Jm$B)MU|0-M- z_Q?N6rd>(J=(oJQ*5yLwL=)wz!PfI){KR?11qE* zG*e*pQd7CH{Q}IF9Q#kH&(l%sK@A>v3~8{Cs<)d*I$fCPB$unyW2JwAfh*g=)%nT4 z2A#F&`4r5xsNJ^fuDjd?Q&l~GW*0VAhw>i9|AQZDcj0hSpZi`gJazCuBP6i7@WTGn z2ZWq@p6$%1&1@%kD5@`1;8NQ(Thb3^zVTPNKRZ|v>C|8Bu39{kztF^q?Xchq;mJ5G zu{(9CcKbHwz&WV&Fuea0&{OQf`49b{P5$?8{ggSkWC71FoDwl?Cy`<*(}Jl8D!&%0O_i$zz6)f*W*6C#c(P zInp&P_D>afQRO{%bsNG3qi)1~ez1ZKN z7U@6_6VeVuC+=5QB1GIL%;z=@kP!)9xgPySJ11wHrzYSjTsKb0*Znb{%a*xEBvHzb z-HPA5XOKWw!S^>=;?v z!jkTkD#s>9SsSf*F@SLul60L2vimVTKGTdS^b~ai4s7^QNcV?#VMi4^(b)t{3ZRXb z{ErR@5He8$lB^n@b!Ok^Y#NztIeLL<23r^L_u~@uP&M8)f zQA2h?NuLHYg9cS|sgf*2XJ!>P``FJeu0h)sLNi2hdpI4pgqwe8aosE}BoEmUEkqS$ zw(s+#$Z+rIK&8*V+^iZlJ+oO=0`{>Ye|4QH08NB)H3X zF3$;zIh`+*>6<9a>ugt**Nw&0Ydx2zJ}7vOb+62P?Zpk`QYMcN61D2it~5&-XS$Vr zJW}r6co<7r|zO6i~aTZBmo_}?Q>2fp|Vwp+=b>+&_(7%Fydq!BVR(|jC z`FYZ`hxKr2o@WK~?rBo({5t8bd<5*4HETHmiZJY--6);^M~U(nTTvNomK8c!&byMC zkqlsnNhgVmeeFu+7E^gNW_K)ovOg0j-73GT;-z;Dr8+QS=W4MH(R8WxtkT^CYW-Fm zG@Dibrn)w&JUCV}p;{BYuE+IM3|n&uqb}e`5`~zV&wJn;(cG2Hr9As%zEEq%1JzRM z(S1SC?n?*hsne~1OM*Hi8W+Q7JqD%;f`;c_DDeF_j{TY^{VLDIHqkX|@P>dIoBV{& zF3Jh)9aoayc}t2M6Y;C7oYEunXL>EiI_5rA1Rm-ueb?rxEh76Z*TF89NmAY>#DZ6< zPW5Y0%R?-ypaM}FZ&Vti>J0CGrfpF685rns+tf6pRRyB*P_7`2{?TC;9qpPty+_wq zp^#x`%9tY5KBmOS=F7H*x7Z`)$}#oNJ*=^b?`us)BqMYTIz(bbaewrdCuDFA$G8-L zstwgxZ|SNDp1#qng-H70TG);EqPlr`@>R#5p|&#V+$~+bv=fa_$A%o*_|{;1@rZ@q zf@s{w<~<~b(2UX+KKnV{gWw;W&yMWEDE(()da`sJC+EP_9WNK-BWADj`m18Or6|9n ziEfxx`Y$-;1)x63F9osz)>zQ=)hiGOQjVng1!K-@Ww2Y3yP0N0nuQyXcckO z2)02^E;bi_W;Z?43{bJg{(ZzmUV#b6rU60W4ekf&r57!$p}Lg>#VtjXh=#I3M_er8 z)(l0lvC?X^)k>F_YLdDq@I`D&sj-Jiv!1h}=T0p6Y^tSr0u%=Fv0eqLLA(8LhniWARq}aWzRQLfKx(ZLu(iOd68O z*FG?INCxg0D?(|A6bi}uIr}I`N+RdRRv}I_w(SX>agouRFX5_5nd1c);NF67L5I_B z6j>pJz`~@auE~1O;h(W$ivLgRi#LcEL;|Q)u$=gZ@t-9W5O=EsBtsyX!JPNrKHb6e z4H_5h@^hY-kCv<1-%{zbvO;iKk_{YGoF2nYXDgQ$6hL~26aB!H?4q^P%%DSUL;l=D zdmlb~F##CQJoSDtMdO2|vyS1J+j>FKdsz#TeRcX~3c8%W<*a}(!Pf!NP<-fxq3`2w zD+zV5#nZU?3E>{E)h#))>1-td?l#Q_EyN$njxKE8N2uSK6~>k5Ss^9dB;fAh^?b35 zQkvf$32}`z1beI8PxNq<0fO(>$Bee~;|2uzjUM~<;BoKU=5lCIZUo$J({94;*})*5aZ}q08HJ{&a@-f_u)d zvsC`p-k#uUG~8%NcEx{Yj3p#|UgyTp;|l4_$%G-m*jrMLSV2>w+2S4Hm(86nMC@B? ze~fFH7VQj6N7Y)NleJ9UpS-)|jGsF6pxw=MEEQ5gZ|6;2loP9L60|eT&&;+#U5Vb_r+iy3^Ah3c zPC9e?)J*uY-M3f3vtW`m*n3{Un~`*>-!NSD2HJC~Q?LtL&f1pBUM?G7G0?D+LT~U@ zMNs`Vu{vh#y1r2>oPKIxV__xcA1pB?_ctfZ#bsRa3RngdZ-_~-oNEHN4Ox!@POeiG zuQys$?6GW9-hz+ZnWa_A6&;>AKSX+ffHx_BChxXSi}C4YZJ64Z9qHvl_y>801tUWP zi#Yr(L!k*RhRb4RX-po*iKeCy-KkOi{n*1Ry0v8&bgpytE!VV{feX4M*!_FuVZjQ6 zCn8+~;_wY?i|@8@(L^UCsmGg8y)Ff+{4SkE9<##H*Ty#I!S^2h83%KhF3p`y7{@A1 zxpIZo#_=EBp42CcRWU68`@0CJ=s=tm%9TWidl?zsgTf2ys?rC_wx))J{oN|*7yPmM$NgC*#&x?CIyzLTw zAgI9m7QJQy4q$u5qN^WsQj-u==JW~9-3vllGZgtzBh-o1dpSAgJX-tm`l&$bi@*MTN7aG+AY zey&ZRT65-bC7yy2gfw~s0FzC_HVz)Ok%^PHck+B|PJ{@R4o@Bs3@?B_y0Q`e<~g}Q z4+i0E_pS*@c~`wY%4SevlftGNWXz13Gs9J?kaRDx{Z9AYElvhUA3gM!<3Dp@g1MrQ z{!mLrcXrE^fcWLrqNdiqz(xYPAZAYFm#tBhq?)|DT;fq42gwiV%~&VMu;lC~)juYp zQIQX(ZOCbWz>K2tQa9+3L(6uq!G^}Pg*h5U@%U~z`r(J3unA8|ytJT3@p;dJX5l*=U1^vm|q09o} z{i@^-Q*7axyKo;W(L|LGbsF6M{F)2dUhtXZaKrPLdYof86`xn*fL{2n#Hf3}gmHN2 zR7{z0JQK1c&B6_if)k{E0u8S;*H7Yu^Ll`9I(W8%N_KRl!S!VQ?!m#lk$&LxNb*wW zseHgmF}Q>Ex!4a&lgEpyhgNV3TrS0dDEhk zKk{gmj;r*9GqNv`ksEkiEgW6Q zwUU-rjMw2Y%M~&%%*ngpR-Z?f(Ygi$493O71hHQ5F7latg;RF*u0aYMHW+L3yR&$K z?li=E8Qm1%IzN|%>srD)D}%xnIl-TVO?^!AAo@1_+4ReOI*>nh7#wEK*36fYcxsM` z#NOUd&JG2^ROAcW!`v#)zd7~CsyXBo8dTWv((H2Qp*y8ko(E5iygpWBf2A27b2zGZ zK&wo|ERai>?tfGJynz@!F**#X@`5GYV#EBs?u<;mN|T&%a6i~2{!!7po)+>EQ*8s` z%Y=9}y((7*<_u(iSn7GHP)qY^r{!<1T&N^Sm+& z>nd&v)-8SYM@P}>>EYaf`JP1HzY@Q3PR=F*ci?usA_B)g6i_L-tqr{2Htxbvt>F*h z!#X@^ygxJ!Zh@uM+%!XkLYYPlMC3;6zy0|R{{rCr z;i+<1b3@X+ycVs`hL?sQ40mr7ht!V?exx95D@z!Q;!~iTHPxM5Ic$Z4Vmm9e7pIq4 z&-K=2?hc_mm6%%{Uh2+qM34)1xiFo)a4w%; zipBTe$f_6-y<78%Y{3t?_aE;$!tF8kRUTu-n7p>(cpk$rEB+~huj8XGTZh^=ir}Sl=lzeK}bLEu!Zcj!Hq;__(ME_eyDfA}zmfN5T7L#8| z|KZfGFi;Jrwx7B=1BVG(*t1(FMBptu+{i^qavQ*LPgF*KzGbHW$<-!OxO)cH{?JOb zxHfOL#J9(%Wr3{gHLG1Hdx2UgX7yp>v&Rt8XR1z=>#~~291@Dv5{zrp6}hOvqAw#C zo58I1pN{>pcUoMm7zW|vpx;wI>xNoCg)^t%!8MtrJtA?w#e?f)8E}T^G{<@e0@JeC7VpWS2PeM$ zwo}3w0q3*q403((To*=kzU=ivL>C6;ae`9t<5T(1$WQ8AbT z@(Jn9WPWRpSOE2hXTH&fq_x_f#(gg8EG~g5;y{SgYi!ZHAtq92HH56oaEp{-NbF7y zT%6mcx{7P9*eX)ISNHeTnOUB3(}zu8E*#t%LnAsS+qB?L#{wmU7f1pTvx+911Dk~< z`80E37T3tpTKCNKE)ZG4YmuMsY-|YSCir{CjL(~$X~;>tFP}S_K@)?$q#Ud=!OW^a zxxeGW+gX@+{!bzx|7E_2p@|t#h*9<&E=CX$uLaoS<8D9nJK~kd!wcVXUzd@@9^jbF zuwAkr#`>&a`wD`&!_7};v{0W;yy*%|-az%kW_xX>#-enJ9Y)h>WaYbZbZNooV4>NJ zoM^EMv(N5sW^}z9bOMh0sYhsIT(r&ihTMn^J-Kc{ighcjlt* zn>Z>_H_ZuxImhEuLG_M;zyTqp+dADD`+%#XFDsQ50}=xB)c`4&l(`l3`Qw!M4ruT| zWNF5MM+gRk9$Qt-1q=bF%CFE)Ux-5Yx4s}{|? zFXv{TsE6k!s0K1BO?ncI#h@5fN1DszlertIyKwOpbhl_KT0FM61BLM@34KB{i>4MT~8 zZ|OuY8uPL0q*kLE((wj|PQF?nGAfA2P6ZNB-F2(wGVPOOl?=Q3M!$|}vjJvUrI(97 zYy&Uu7P8|9(Vp#+354*`DGgS>!fRBw*(tXXb^UsXCv+P8BJv(Oj+<7%hgwg!B&l0LmXufP<6^ITY zCZ;~tFt$7$k9+?<$Z=*MG<$cK1V*iVX4-GH3W@rXbhlA90R6D7(du-%ct(5_KKL51?qlnX=f(rIYXFeD|%n ziJo1Cj4qPxJ(nl%&|g(r&$U$!(fS3~&Sr{#wR5fGqM})Sj?zy2tYD9fiE|Qoukm5b z*Gw6Q33d|l>(eVU)WU_Z?n*>G+aswk;C_1+0@^N7Xhu!@Lhku&GGs$wa<&UWF0()X zT1zB{aj5fmlFlCmP++oN5Nt&?^B)TAs`X1FxeeO0=0F|a(LromSyH#j0ln?+0;K}& zvwgNLow{cj?%$wTpCIoKw}b0sKEx4faM{ggAySz!70qS3!h;1SfUM?4G0Sqr-gB#K z4N}s(tvNJMn`nQU*I-W}!EsZ+=mW!ql96^G+HCZkYh40M)Gu)JBtv7+W-o!oYU7<oLP6ulxolNENh#qtcP~Sa)es zTE--y8E&FpfWS&{-es@PgS|hx+4giGtQ-w*g3mR2Y7Chl5g3SVW93g5Kb=ngTEU&p zcO=aOu|`Y~TGptVx1hD$WYM%-Es7jCK(cP})ubHnj?s*?F&2gRxwYZEFtpz!hHTU^ z$z_!P0@ahUwS%>74Q@~28v5|2wkz2)-O0uqJ~({m#SMl&5?p5pvR^1uiRW+4Y6~G4 zOTe6!9~qQZwWx5H9o=8sM|?TRdR$`}iV;HBOs8Qs%Qn1>??)3IS{!qe-FW^rb~Aul zkyLktip|)eK)y)?&b?wG6nCp%FZ`Q=mowISM(D_E*?wre!LJ}_Wc$M@N<1Q?lB%kd z@x8t$2 ze7hAo8Ca2VpsWGTtS{@~jj$h>^uXs?gO!w>x|4-;K61HZhN>etqkl?GKCYjL7gV12wEHMk1h_ z9xzU>04Kz#t%Yn(xQqq0pI(f{mm3!qdkEZEsTE{~u^@-4$#H_{U*F%Vair3%&;&Yq zeDCfaf@5M!=JqZm;Gtg+wLnj1Re(ZjgdfX)88)Knfa(@M_Al7h3M&W{J-IwmE6xkT zuR-{cY66((hvT3X>&69s^~X*MtNzJvPFd7~m`Z2!>5g26Pj7l-S2_|eOh4TQb6axM zWRN9vFjn`gtsYFOK8MU5q9H|v+v*`%CVWj&&Tk*?0U{kmU1v}o><`;O-M01o7nW`T z96$@DG%W5-IW&ov{9;VS^zjCV@G%}6OJMSdsC9>8@D{n#MbAa<*5f8JL5~cfUkzVZ zo0fi9CcoY>KbGAj>Q|1t?vyRE57%P|=&EH3YWQ+igo_L$%}fIU>3Bq08Qn+zJe>R8 zLX-IVtWNZYH=ux_<+B0o%~pM3E4b!*XxDde^Ygn9{1->SEL`k?FN+G2zY)|?V(+vAjL zn%+EniVZJ!8c=#Q*D@TgcA(sA6LkPsi674f@a?%j)IdkbwHXD!#gJZ~D3ykE0byMk zZFv9HDy=YvKFl!OypamK*SI}tfKEm~Jy@Z`ll{%a%c(fr+3a4&uH!!=Xb8s&7$+G| z93?|_WkFecM%YdasC``pVmy148VFO=adWi4&|LrQmRt^Q?YVEKXWgIl|+`m-ZX!Wn10w9+^?{#u^#6kg1!O^J(Fa&gw%Gl z=_kN72n`i+{MdNMt>;zEY{fPcUBAt@94P^A6@(w?LG>9NBQw@+ir0wEpiwU|A_RV$VpKQHm76flgs)3`|BPeDcG{rYbOTF)rOD1JaD!$K(d|0zuknn zoWn!Mh2E&J;2YRf5W5?@?*xwzq;7eRvYdmTW^fVFMp27dM;Bi7g<=x1aQb4G&o@U6 z>H=IpVa;2laNy+cu4gS8*vu>%N9|^1FxnuPT?-0l=}7$JTuv7bs2Hr6?o(SJ5gZ;M z-<~eDncmF_1>*$Y5o}Wx5;3R8jpi68hxm$WH>*t z=w=IrR-$>*uCd(mUYu`AcDPNg`5;`Md#!G)hqAAHNFy0Gz- zw;d}a26X+-Wmt$+M_*4QiBuC z%3ztC|*>aStUVg z_wh&oIZRD5m<(RzC5$G8i@zqomHniC3|r?sp`Xbf>)IMj(ur$R1=``ew2O1>N+AjK zJxBRv)r$A>f)%EE)U#GVL*l-$?Qcp&L+@@fS{w}kR{p8Cl~XF*KKc2OaWnVGe(yIX zPK*CKgV|5vIg{eV*o{Vf-~e!xjRYf|pDNslyB5%o3C}(L~&E0W^@) zhiIS)WaFseIc*&9o5F(I842Xw5p&b8^3%34)A@yj-n5Z1k$zYP{N)QALv|uoFYH+! zsBTb`4$Yx`{*>2-qC!;#xz}TCdrp)wvrX;jGvn~sEIwdOB4QCSSUXa`VQ72oNqhkC z)(UyNL|4@TE6s}?K10BnkTDFjXPs=IZu8NSxx(#4qjai4$b`67y%~n`#}N&dLQG0v z+nLVM?$k+ymX5kuq^X3-k#S48Fen!Z&ia7+=N5A<`SJA3pTNf&+-FSX@`8IagE_e7 z86M()waOSUtuClJ#$GdpLknQE0;`+Jw7|U(h9F^>$?h3{C}MDj>OW?sokerQI3B6U zOP@0%8ti5h;ijh+mbQpT3@b;>B^AGN#$Lqk+TSDLm5IgQgFdjfJ1z3|XAdNGd8b}` zzz=z-yLp)!+T#}{PV=k*-fGZvf-ERW;MK8weu+Cg-hg@ZCZG^U!gy@Rw!uR{E1Q8H z`?qdtaGYqsm@B9< zoV*xMRjPf~Rr5RB#H=al-7c0%)S&op9RVbPo$Xx&uO8D)bzPd_f%K*?J;{T;#cWok z^RR-K+M^rI`WH(o;Ui(mF5{`0&}zeVk5%eKnwYUn*^%Eq9(X_~*EocMxyuY`FyM|H z)J7G+jN%xr<-WOE3IdKOXV2N*R>M9D_}m{#^UD6s(`=U083rRL3(Sgg|KoMk2*VAs!T6twW#u< zf5`Cyav1y@`$?`&XQ4d=cj8G?{^;QAAM}~ygP4Qlf74~hAs0)l3(v&eW{FHN0{RVO z@7Y#dcG;Bh;yCtf6(6aHa5-NrZqpG39*CU2;HfA2Q8hhy-3`OE5$}G(LIOS_6K@^{ z7&N1xCG5Gx)qE>LlnkNXF3P+r_b5|D8FWne5+A7f@$_l^k3h|TK5O|s&URpd9~3l!V}H9cCO0ZK zfq?!QjMTZkwL(kqGG=R@wpvNE4=n95c27ew>xaZd+B6Kp2_HvBZ=~L#tNYKs;OC=> zzolop(+-(6Zqy|z-ec~TFO9k}!^Nq=_PRg9i7nU~u52r*Xpap76{~;Zrw*R!&%cqQ zFl*7ycY;pQ5XRwk4sAFl>%*)+NYE7d@R*)TJcuH5yPWH{39|ljkxFxQ3mgR6pL}Vf z{k`a|2I-)Av`NuepENfQnib;WA(bssN>Dc!@nPDuiQ2Gaq+Y@bMart&Y^6bB6s)H@ zQ@tJDL~RQ;VSOsAhevHZ^0HD_orR$lv3{|(=i!)00|7kpNCd( z!!4@r4(3{d+!a1NVWkVlq0VuXE6}cWVaJ&;1uG?i0i)I*5_dntPA^8!0 zJ%!&(wRp-5^q`$=Zh0+$itI6T7NfveqiA%7|Hsu^hE>^i(c048EiFp7bcb~JqG3@Y zNT+mnr=$o<$08)97a(2I-AH%Cccag{_ddQq9{hFPSIjx)80XdeQrvF});V3bAL=Li z;x|Fkwg$iQa81z7Xj~P;8_J9@qf*BBTwItD5yIn?BzxXi*S%`wASGjItZg}DgB1UB z{rcbwlJ+8fUY9*uZ$iK*)tnL=tQC;Hu>i-G*+hM>XpNUEOu=7@*x67|CxJI^qpw#@ z=NRI8aQ~iuaL7B)nFxqkIziq&?c&J(svLz+EMYuNz+H`45|%bKQ?~Ir9l$xVnK~A# zHXBwE54N%=#xg+2&SZ)UtCXUQ##o2|<|3yzD~@f7A|lP6e6xWoBG1E>zKQU+8ISWN#fr zVgV0vlC(%Bccu_mt+m6U%m&XhR>t2SG?#t`PL`vsj(3THTwgug`R$hEeg@e59^)r& zWhc<;eEb}(_NsV?qC~f%puf2CN70j*7I32QGU~>D zlV6Zk2Nxu;H?6^2w&6vdYlmAv&UQ!)X>EVM;Hfc7ctg?r^7mC_d;uB5K8$Kg6L!}& zS%|#eJMGx)x5CgY%oS#K8Xlsnl8}e8*06<)btZ!-2n+Hd-t#KmU4cmUKNWq4k9Q>@ z&Z`^<1N~s2uA z^{^DdHXu;2^OJ?9AfU%FJ8Zf?}+}%Y!q?POTm!{&3(7A z&ArWmLd2^mVSF>g4-Bf{a0^~bt&NksMVbw<>u)dj#6_*Is@ zI!U7Jt4upyX#X99e|PYR2&%a-M_CmRXT&zsEdep>Ca}cV(HKg%L)hnCg+fuu$%Hv1u z8GSV5A~Q}6e1ku16@eh9Mp4k_M8h#wzKZiw<-CIrk{r__v!L{^kpKHX@0*B%)m6bQ zMVNUEnf#PDbm5I9{ubngshuE#$)g;F?Ou#tl7aXVNTQ|1QgsiZOQtE53r4r-bS{fC z(w8^ZD?~F$Q|yPLL0Aj4DJ|TVKP(#T@rl z*0-0}k>|)BbD3Z9O1+7gY6LqbeVJ3=R4?%QkM+^N{&+b$%NZPBIPk{cTA2~!Kvaye z7CtwS{RvcL^6aFj`t5Bn;OL|#3cAdVEjs61*v9zhrN9x<_X&L^RQSRZj90+wP@VKu zWWhfUGOkbU{estYQM?>o{eNQ`pv*D$4`-7w3eem)zeXx<2l0ces^kgzq68CZe0}Rq z_)liu93mm_y)UjaBtOjgtwHwi$E&%3%;ajS zU5YGU(wEw)I}nz(CH;hcB zj%+^U(vQ?|0T0VES$vgm_wOPR0$?d9Z}X$7fSFIkD5?cFgWrXEceq+ffQNgqTkQaX z-y=Bv+H=^5lk9NyR|5luJOLx?$FAg6g>KddzFs!$oxF>@Lw>a8%@)lPkRLO@UJdVN zxbc1%F(H)mRC=Fw(UAPlcZrr$g<>>usCjhC?b{TW&yj6|7UdFJ;XZ!I-s`6Ygn2Ef z&|eBGmm+9{sF_(1GT+I324D$|+g=?l%XoU;;0bSRZFLR~qDK+3eD(h~n4&I_`^$8q zz^P=EykUDn@IAwgR>Ic{pr$CPc9KnsHvKwUA~aR(_K3I#HhfHZg5}wTrZsoUPJGj~ zDUyI5_^lX&Z+Ja^&A=-imaqaL&Iha?sWKoW>W^KJ-L_f0*Hl)_hEOSfx=l z`K7S;b|W$wRklan_wXIg0$KI6c~#=`n6hFU~Yh8h$*Dq;r~) zavn|FBtc0!P4&3ko-Pc}KOE08_bSKP9V=s}a%4npByv{?Y{8M5E;F5z>6`V3tf!`K zu249mofuuDvGg_`&mN-)2a{f`haw8Ivw9$Xg+)|TP?eA^^*UaG8K0Qg)Y&jSKbR*% zL@fVABd_=Ccd3r!)uG|d?E1=SE@8JE|$<-RQ%4TtsiH51aeBVs@Kqn;NNz=iIKI`X>~_+K8msPLC4Z$J)~|vpS_%?QK#H#mADzDw=d9~60yVa z%Bi~qWWYr7rqh>~m(`F05Nk%>CqvTHuc$W;-_HPR`=jWikOkroizS(#4w?QzzcK@6 zT9}aSGkM%gf#oJtPSSU~nP#kNXvos`$@hGJR^yt&=e%u%T+pqXsj}r&+pF?bYh?3> ztF|X-{jzVAMxpX*X9(I_Lj)dOXKyc(ot@p9&3|`5@n5UenG{|h?j)Ax@0AHicR$KN zRETcRQO^|;t)!x0N-Ml!cIx_J^gB&^5|-h}y#!+OOPpae=j+^SianW~lF0!X4@w(& zR8n$6S5gL7Tw|2^Ka94e1-oL}TH1Wln3&0dAVO!y>%o`N???L>C`5SHyDMJsCvhM@ zeB!=G{4CyaqDqk4wRJ;DmA=`!uE>5T#>x{-7*`g1`j9l{6*yU!+sBM-ePc>IT6QZ> z@$GKgr2WnbJ8E-U0r<6w-AXy(GG}LQUFmzyxdQ`c5WZ@&kF}H7Jh@R&s$B&J$7@e! z1TYhF(K9e47$>Cu0S3e(*DG*01lAZTl2oNVPmfok9O-pty_g1VzT|9e_tnIMV98t& zpN+=r=rjDn3vaSDR>GTnIaxe~z*F3+68VAYX1Pj)l1V&1 zw$#59O<5IwdHWi_=JsF8g5hse38>@BC;M@Q3pfOh=^xxE$g(!6Qq8avT@WDfR$ZIk z+NdhtNuKa970lt#?+&WzjjvW@X~92Zg0)hqKP-JPua>(YZfkz2hG$gb8GU2wko6L+Qg+urn(yAdTj{0rOWytu+aNUZZ%?IX zcBr$u9Xw_%Rh;5)O<_wa-@8r}TSYavnFflcT3UT1Bqu;fz5o7#5 zf#YMnADGp*-W(d&4k>dW0>v6dNi>E`ggBcL7rb@U#2hA1!}WDNd3w9_n?H_22v#(d zoQcpL3S)?YTR|x?xoW&YvP6~-#+#_#j%R?+|K4>%qCbT-5b@jSES_;N9&Z%-{KND7?MxNv%oj*h4Q zb+Pf=1b^KiM8oiw7cZrD&qs_^83>I6#gQQX!_t*2&<-ldZX{fzX``r)_=v{msnjND#3hkE|KGF(IM8qip zDi%S?LXTBV-I;cY8N%F^CwE5)5bJHLS$1@Q?iPR_{}+4!d^V;8XBAb zXZeyo!xnPh!mS7>qvn{?WremL4_+|os=K=xmYK5l>fy7IL_RICmd8A{9M3Pyhah1c z8y9O5<;L!4sc#3N(lrZ|SMbq5Fj=pKb<_G7YHBCnG7%uNb-GK22aPl0j!_h21)&p*xBeZM?Ge)0JO?kN$q;=l?oMvOFa$9JpD&OJ)3}Pqj2IU{!n9!z4M0RG1RxgMv76BGQr^4iOD2%76GiAXt-lpa z{tgy(Z!TBA`*3m)h>R?ySP3cY-49|ec_GeZ+iRxFy?rdz8M;lKK1-<(($Ej?t{y%# z-rKpjqP=b%W9jxbFXpAxkikfOxt-q2F&D6YLgSLl34x$al8e}(?o@Xr*IMS%u)Vkh zns1G`t#kflhJJj2-}teOZ`ZybkVK}I9sYKUBUD~qUS&o<_0Zq{JR26IXJqWO%Jrc| ztOXGTKiw@qZSen>wjOD6`w(D28y7w@i+r_OLp`x!(Heqw6cBjKC&N|tcd3j|;YDd-V{7#V*W9 zq{V#g4AeqGe|*3|%R5}E;h+jS{#MVs(p)t5o-6ijZD8la>#)ZDD>J7flyD1->}YB5 z?i3q`708&Fs1A&@F6di7(4aU1) z$i>l+X{*&Ky006G;55VX7Je&spnc8dCm~rcL{xtb!8%g8&GQ#AEvof5?_sAF)B1Pl zMUI4Tt4!w$iLLAr5qg(`G?1U(bGG6>O%a>gIiXB7)OJ#eN+2f)dmO*m-EB&Q|FHnn zNNVayiV3x#tHVWTJG`~m3dYp8D2OKKw%F7E<27Q*HwV}nN?rU z>+S8$?tSfW!u`)FyD=*jP&UBO4uBi{gh+O39Ov z5Z=k+%Jl6_=OU=96TRxN%hu8!I-O@WI^FjI$dGUI_=PhB&{6$xABEUPr5pvz@Y=sd zzUyR+bKlp8!LmVUD9Mz)`$R3YMP>`qWl>)(szm5{r?40ngYxjQ^Z~I$u_Lc!4Hs85 z8#ecSn3p(Q2essorxz77uPALywuu zZ(0-anEGwBpXOi4`_<;FE;k?Apm2IHfjzHn2N17BnhF4C7H^%1z+Yfu-AFw=j6q)v zE5xme^-(E}HeMdZlLU^R;%MVRaZhAFPa{;=%x*8^;Cv>6v`5Oc#8LM^Cq>yG_LDsu z$W-s@^Msa&FmuM}C+bmG?>+7KLn?oM;^vb9Ld*1k__FauOnc9Z5KfmH6%~~Wrd-hd zFnpk9FASlUndMt-)cEy|Uu{8b&kQoKQ=UcDEhqK3m_=WLn zn?#nIA(9_%LT*jJ*%b1tXW;`k2!vk99%Lg1o0uF6eq$G8K`F5niVZ|;LwLaxKTL4Z zzz`I~#ntmwm@IYq8wXC2<#2qS)}9MP&@ga9EF9`{I=*h#LI-moO8anF50G?!s$m^+ zVOHo%3a^2dt@Ap(;UPYRi{@IqbPWBuQtiORil1$R-3=zYmt0{rxFxWm>ry#Pjju8E zPY#?=jom|#jO~5M4X9v6gRs>T>kH9>m;N~JP}_fTdzb}v1%ftDj&}!}cK6|PJs6BN z)r`;rK>}3|{KmcrVJSw$Cg36zSjSLW;uVVM8KzCXN`h{QM@Gd5&09fpE_b}ZJ$MK) zChNctv(Rgtk@i9j9coG``pH>3lQR-8TXDxR1Y5%$*wPF_3s^WBriMX-un8&XjHLMA z9D5(A>ch?HCYUO!t`FQ%#@2c*fo@rD+-79k_+M1n^HMdcOxwx&?wvQW6Jnzq4t>Pc z_}B+V3Xy{zYH4~;N_EKzk5?8H0*w_Rs9o5uf(SKDed~3_Zk_o_ytu*OYzzH;FS4g7 zBEpX&?=FyfRq?<7y4PU(*Q*V|I(eq4O?Z4Y&qr$-7D1rjdUdn(vOzX~Pu@7NLU}+< z-CkEBhkNrxq>6+n2vxZJM@AIeVjMr*l8g%p7R`}lAA!gMRz0nRtOfwFw8J-$Hkxhg zo@UDc<;PiIDY>U9l}bp7W3q0f1eE6`>H5vIED`8&%uGQ`RkKne71kcz0zYdQ-~W2& zdmSvq`5^&VnS{FKM*xWKTg+x(iFLN??YXrh*}ykw1)aOQ`~N)=#8|5JNwNr)Y z{yQ$MWq^Trf%g$685qG%NE(Y!Cc?_YStMj|cOS4w_=?PuUa<5lpJaP4Q_iK;)5 z@}$RB$Tqn~f{69KjSTwO&cD&)(HUIY9?`zKbK)e!_bJTGtN+bH#i$m8QAp%`T70!H zj)B+9{CX>Vr&4s2nq&HET+5Es4@D@}u4NbIaZ5Sj{Vi<5$EGI1c8g6BL6eD*y$^%* z9+wdR$_1_WhWmFe^ta);I#a?{Yz>MhLAkkth*bo~fZdo3)vL{8NAGskd@ag-gUme( zWeLB2JM4vf{{zrmG`Sqi5%}E<7Jx`V0B?=hUM~ z>XGzJ&Z&Q_H}3`HFfkEl*E%e3K=&&fjYs8qSP&QFGk_Yfj;>PbXm{t3Fs_Y?w?Ygv zGV%gUM=$qU{(p0xnU~c*G8&M9f?;yd-Y?9Zg&~Rx=U4Gg`KSOq267<*!&>1@`W?Uf zRlx;-pHdtl4xc3_e~RvEyizsvB;vJS!Vhas`Ay%5jiQ3L3fGrLJ?D(dW0XetyYC+M z2)=*0P`pr0)0f~^Gmq)ScaMTa78%R*tS-);XEQFDdt3$nG&C!dti>$KQF~#DmYxn! zV}N^MXKQ~yx~Pbr;|sUtAo0fLCN&k682bBzrJwpa|I~f#Q!c>rs&Cr(eXdT1PQ%MX zx*#9c@;LTq^aRWg@HZXjl-`jrWAsw8^_5mj2I==~gBW7R!&Ih2FLF;9wyIz9i6E6) z!3S~otdU9L2)9KXK<{J;_J4-0=Ql_kN17rFW`_(>u8f|8BRj>jNni&2L93|q!VwMOc#N7@Al>!U;5=8w%2e)4?9nQXb6EI=Qp|PjEP6~Wor zkdiB0ni|(fe1>Bm8id{dxQ8@frA|cymr# zI>mi67M>lyEiVz%8elqR7P@ee))*^FsgNO9=N+ z@64+gyJ{tQY?L_#I1l0N4Sj%-?t9zUj_hM7(#<)gE@^v^7pi9{sQIKBnd$j!rfy%d zfvZTBF1YqbpaO|{Ua2rMsTWWFw&q~&YoAw9cq3m`nK^Fy_?SYzm(l)2C|`1`BhGJ& z%GPXoc0!JKsco)YxBAS~vk|CwRe3dJbsC{{on*<^$2Hi2y?;g z*4IATon5J=<_3oE4)2&g!ye9ETlM`jD*thuBr+rd%6@Qqe=|rhjPa6^Q;p?-(Q$&bT!MFUIaMF^n_8~h+$ zL+{*{)SxqTS%d3d1Lm0T5xYJ}hzK9MOn0s={!qhc9@5%k43~EqYn#KD4g|f89gXf*#8+f-eawcdWlmXW?m@c)*<(XXT63ul(F_7V7x31* zM(V(=oWQuYLM2xuJUkp5PH+DRda*Z+gNyqLvG!|z{z>lBy-ZFLm;R01pz}`9uAn_~ z8w`fYTS44ky5COi<+)3aQeH8+Q6pBl3~LpGcotwDn|yV)HfR)>qa`*{^ucV1O`-2Z zogG>K%8RGoHgpTNC7Ybq8k;ksjl8tosJthrep%Om_0kTOyCk0A26O3lCwLOq#v6V3 z=u)DR_N%1#6ek~Fuex=i5^9!6LA;i$Fr^#r)!BkNS+p92v?ouV#A9FPSkKO7t^xo`=?PZf6lt1URYku z^GpwNH8mfiZO80y89*LgEGX5MdnF+nC&OSzW#ODywT#NAnEt{mRcB%nE*BxLqpL7C zI!vY6F&t-VWd{@!9gRwS?htV2@b(KI3JOCRXCn6&W|#a#+gg5luIY>ol{6N&q?R^W ztkn{czO{4L*W;^XUA-#=U>FGLXdvdm`)v6cv*_Ikz`pWR(!-Q?PB5rOWXVO=~0(FwBCX+6>sIoadTx>oq4buUx&|5MqGK=;pE`! z*5k|8efyQ9gPMZjtf}3VZy0*@hk$H!2&<)!d@Y3&8vPHlNP7@>56tw3gI-_D@_}V!=0TjcMzbWT> zDKqo+O2qu5uTD}>^nZmtmrbhO4}20SY6omOMCvk0^Y6my7sZkoLxsZ|VRpRt>ySaPFdxk*5^8C8VQ2 zvXeAM4SLsZYY=_xZalrb8hV}VxwF=!?JefK(ge=R)VQO6cbiz@pvQWDaQ?Ry1`rZ? z|KOy36M*3@PQ#b)7K9YpSkr=4thVi&J<=h4wVLh|xVS~yuIoui2fLrC)uDX{*MZE# zBW71og-NdRlRNVm?pyXToRrlj>7G2e4^+ltuCn^sq=$DmyiCLKxz!S4@JRM;COf)e zI3Y)ioTNkianEta=Ic>uJkUB&Qk`m6bcS11n=JhnSFOQ7d}NU zf|+7XrbeA3mCdB~y@RdZVwkz6;Of{f(tR94yL&rtKNF{Hv*PRu^7yroc?8MmC>&*f zFZ4sG*Kb4VOrq;jt%_SMLzDK4yXHYca^3v61V(t=)N;qoOJ(ZtmW}`kDdMf zqFb5@4XQb}ioARz?H8youAqRx2Uxw(&`_Wd(MI8Ea)It^NT}UW2T5xS|Nd?w?_sAlceq!f;8{nljT z=(qbJ0dGa1X=qE5Z5eceTp#rPy(mk%a}|EFQy*j7X+ow(?bn~&j@o4~*?yhjo)c##B%9OmPqsvav;!7&^IZmBnxi2; zPbWB`*%%k7o}y7!VAF3mx~eL#XJfp-`{j^(kcky<+i5T~Sg}qJ>EK<#j=$fq_Byg08KDtE-f>G~(7!Cf(ME zfXDF{A)+zW><%@;Zd{iW?@|(R<{nfSB0mXhy%ufksK#KlWr!bvL$&6*Yy)pr@bdV< zT%Ba|CHYCyvn6iw2F*B1c(Q#9FH~ezX*0(T^Pj)#3IuU;GcV6qS_}Xxnih?5Lk>j!$|Bb12Ib|6DNwK(;dSkbUp5#$!Ui#S-CiPcbwn z==T#5-Qqof-j^McwEC+y>w`%;1bJ!@o=w@a?Bi?GyFB*-=xwc7c(GN719|2 zb+`})AAOl2J2w!AK0EwceM=$#Uqt7mG+G8=;33{Z(U#p}m_+%pFf*vMiPcq*cF?

BP|Xem^MgREHx#KADjjbQ`eh`Lt!bxV_x38= zq(LBJW@cuGol$B?^FX8X_SzaW>eK)}M8`pn74yKjE$*I>@p&@#c&1{TJ%eNh=icv$ ziE#gquVHV7ZlFaf^nuB{AB=9C9?7^m4+TpzS08FevYb!;kzW{!grcKyfJ35Ju*u3I zbQyZqgXG53{5qH3?Vwr|8(`+lwhowLn<+9@@XVyDi8PU7~o!RPMBQl6rg7gMEx z08$c^p77b?t~Mdn2$^Oqqv&z_4r@a<(xEn#?W)p3#3eZcCw_^G?v5qn1d+dW1bU7v zGE8116$WZHUUcJNkM}uM+6O0L_OO{}Z(1IvS<)9E2HTIn(KXWmcl$;Jl)+^DZ@5Ng zSX91hME~CMoz&nf+tK-|CRE*oe3Q3MEFfTh+(&P~M-;q$_c``&QCw_Fmp<1FUaJ)= zn`XO!Fe0^v^ehCZrK>ObJ zuJqD7RAo~D=4j^a4CfHaB6P^{d6G;;jUumI+@9N6Xq-Js-mP)Hp1C+-^6UBAm)*_& zc~79!x86~D3aCX4mYBj30JVP!Ppz?&m)t6#k{XO2eE;lo()g&VBN9wrt6|D1`g}#nQ{2*NdI#`Z{ z7QDGALq3eRu^#{j=W>eyZj46`sC44*TAAMX7GcT*?<+7efho1L9 zOWRC^5pk#PC`s{+$STsE*WSPI`YUmSmFoj6bMG%tOozvv;NzbI9p*hE=5Gc+mFR)% zL@4-I?T9JT!#Q(;@`3~j>FZ7Hod^K|Bud_u+qdbK`@4IJl^?#PVX$E4OT?ra`r0^J=$co@y6={`?ZrDPpn-0tDjS$c~YV2PDr|fXi!m znUKxBI$#fYkU&|M=EkZiKH|P%;d`G3tfQw}wVbEn zk;PYy7KoZr!8USqZ zWC+!I2`Ay)eXLFXS>YiF&D)fIE?NA}(m7E=WjU=U4Z62@B}a$;6&|s~qq?m19*j$oa33$}7EwBM zdDU(;xYxcFC7-ho9sofsJDI)MGJaL>P}pQ%-O`ezO=N~ zpZ3dtq0xHVWA2yM6A)O5Vh@+K=k|nTw35}$%<4zBouJ(OPVNP0R#-y$PEb~U4DyyQ z3#rk}{9h7NS}^3q#FUBAO7ZeE0$5gsGcNb|903iJ^VH_?hCle_sT!`j zEDhlw92=WwIGYa3s{_7~!h*-UGu^Bge_t1KVQ|3Msq-SZ0*Q>4hb>G&p$#dZ4vFtA zuY4OCY1{|})qwqyJS(ryyTS=VccIREZi&DLkTyn^Y8TH9M4I&tlkw4~23+d=R1oTv5ZcPBfrFhCaQZbroyk=>1Z*|2$Lv0Gh z$G}CA2yvU@lv(eSz+R4fXD}9oSp?3an7YdB?J3E%kot(vK8@;3>^S5Apzut{<>b?4 zxhm$eo8q5;&v^qJ7x2%<9$*jKszuARzk+-~DVe!iT_KD$&(5AbQ+;5;Jv%x3e3=MOaoh_`IelBt^#{G$e%zV+Xp%13r#}U2C3>)SdTR4zhGA`76%2&Ce-nCB zQjV;*=#WV-8u-&m9=2IVc?Gy4aY;!@%Rmqb^!G|RLb|q&*e_o)BGv+Z4SbG$e*Y|8 zObEgLCR@h@QO5E+Mp17n0sZE+pWjZD+^G?q;hjBlG@U?*{R0YDdhj>YZNi-PX?xwYK9=tcpJB7Hd5c z`A)hRPqnNn2Z;;=yl-==Xs>3l@{V1>hQiq<@O>xlx)$sx^eV@cKN8tvTm=b5-v1VH zI&>EdHslMdqW=ErD29Kc97I{GbmnK##y(CLL)OjxH37?UG zKz!tFXqW#AT)2a!QncsuV`Uz3X=7uW^5a6z-`QKX0X7?3{)B&=Lm;#SJqrh7)=En) zcD-4 zrLPnr#W6vWBkZg~*4T&{!&Fp2^97J3LN+@a1Lp;6Q5wrE65F3$ z5JQl!*EKUb&mNmrqC>1I#Wg*Xu=__E_8Bk%F|W7&e;_)1FFc=|PC;9(Se{U^Jak@A&4;$y2H1hf^N8`^XE zGC3V-0bE?AjWjRIN;DeQsfeHj_#xOLg5;%s zt6WPl0&=V;`m=ZNImm`(6@|cnz*kNdMgazR>kpg^a)6Pmvq})*2J9|gCLt9u0URS= z9)j-gS#67~mCqGeF(DQ&$%nrx<~-bt;%T^h2a%LrqGRWgZfmC-HQn?s@nxWCx_vGK;b};I%TXcYH=3pd%L-%a+H*WMvvQ10EkF zu6nWQo{7z;gt|Y3q9j&v?Dq2fSYq%-c5+V*s0Q^AdL56?&hYfD5Rj1a_3Q1zV`6~o zw(PEBVZp$2*eU^b{lVr`ySyXvL5Vk4jodKS!pS)#z!z^LOzIS8sgPX224 ztEqUHQlXgh$SOck zd(1x6lY1zF+jdk%(H9|0R;2W*A=f4Qwqa*yylj3+5wHnn&x0~UyTy@LrP0a>$+F;k-F_w@co>T*8z9SaVOeo={9zy#OyK~HH#oz zaj{epzD#SR2u)bKbsy=D%_J57>v#ylTVBI>V=fs#Q(t4g{z`dV$rDc@uhfOVVqG-t ztd|C7mBkjV!Dyoa3a+GRSgjtGH=z*Xkp9OZfsmj0j~C^$axpULtXcCdXD580UK2>| zcelHvV>a-S=i8n-*5kkm!kF!QwyM+7j$DZp^u*TB2)LOY=8JZ|rGl@A}~9 zw=)p4FyfipBfqDp=d5UNuMD~^giL=V2XJ_v(hZ70gX%Ic6og}_ycYdjZ)^lZ+BTQ? z`Z5GR|IZh;_nCUj!9bh2%#8T!V+GB&bK|kFDUG)Z@_^I2`}!SR(zh3LG<{e{a6lxs zT{)s<07hMvWeMq^2V$Qe0MhZsbpCUMWE|OmWxLA2bCuFo^RhNk-Lz1K&V%knS71=U zsA?9ceq{95_&Gvobz*t`s7(*baT)X^#QB0^Dn9urH+t!avg^p$QEVl_e6Y^aO!s)? z<@n+DFV7mv!nvb^u-VqFhYEM{$^LiYjWjdN+JN;DtvaPww9NR!y!iTAjO+yLJ#?jHV4g5jmjpHLnxxy?rmT?54V9D4m}s z{#RF)m`kD6lRVu8fj5IU_XFxp)f%!n6Fq5=zzoHFR!n>qNRmwy23EY z7)QeQV{9w{{A~Ss9~p0~|5I$L@>n4YR`$Ifl8zBT+z@ed116jfgzyKQC;8V|URmg)k~{ zQ)h)JDd82iW1QnU%01YKqtHZ#0?OumD2t9-kU>CP?WYNPQcn)p`p5SXA}=ahyLlcm zT#=gDWrcO4IxnR4pWj!6uYB2m@Aq8IT;$*dss~^u)xSDZAX;QexW@NhV<-1w6g0g( z{L3;Xxf~t&H8j(7LxmYmy7!_+O$5X~jYU%yvZs_$Iu#MJBXaiQxKPF6{tMG-przUF zBUrQbLl_nzJr4V?YF(^@+8=}n34g}O;k|BQb+vetaQJOdVWGai_#1i`BwEtW89wf< z{~aQzP6z(g5TCDkNw24eE9kwhvG2{B$MZtb)#KH!bOBdJk^AE=ZL|zgj%eX3{yloa zxo}ga4e6l(U?%GF9(dj%I8V~bE8372$xN}w#PH8&v z;cE15US>l4u#+p$6+geg_Xo@Qt#P-_r(tgbd(2%1<&md7H!{2>O2g}#yDA1_(8vhf ziaA>xepPBj(vVTe(2Q7_ylh&1N?fv10I|&(WaEtd-|r2cEg;1Q{@h#=Q_8_(6dQmuj)*v@g*B z`t7DPK$2nNpN1P&2|Omd$<=_ti`Q$luhQuX(ToEN-G6&6=6`3~G7UN&0`#KDCbc-q38Zj6)i@2GYgZ-}64HkajQz)xDw9j1#GcUS9Oxa~F0nxze zcpKB#mkM~8;ihzfo#z#i7TBg!_O%tn6-`o`^A(gVtCKZV%51JWDMQH8kX9*7km=ZQ zrt)nfbR9IPT?NR**LNoGhM)!%SZx7IP9{@`fHu$vo^MKwZ1`qo(s@E3mGk0`Uj}MH z+7~PC(nHCv{yCVb(@8fhWd@)9F`;?(bxdhVd}YKZ$yuM9pS(K(j{OsTbNeT@@R``noT{}d3M?@eRbOji)V>8#ff!;XFV>n zSpc8rQ}B4L2Xp54Md3`lENf9k{m;=Y_nr7 zi~RkH;+VbO^Y1?Y+K~TMIktmt#?gs86G*4yR1HI~WRm<(T~?FYi>W-aW5E?3n{4yg z#|cSpmb_C9HyW2ue(Cc=U2;lHMLeC)F8-3n4EJkM0A}?;h4CJ-AW5^S*$UPxmULmQ?I`2lh{wO-;Ar1!O#$&IbDwsC5+QA%Krk}}$%}@q6xT1e!!`%D00|_j~^yZBepuON#9CbDY34KY& zd^#C%^CEfl)eTBzbVc%EDU9vNty8{*2-0%D|NOeF-hrj3DTJobD7kNeP0h&u)&1aR z0@j{=Zc2x3W7biAkXgXGgIE#$apvdu_8BwoSKZ%@prEt5iZ&F(6@EAW*oS-9ne(I(CApW? z`pGZ3C`qg~lP)d&&Qs+7ha`AUOm&}f?vg{b#cRtR?HFjGQ?8wiA@sRd5>Rk)|9i4C zzPAsjHIv6QiTzrjA4nFC)TSAILXno1{wQ#Ne>U=5KA!YRy1Lf2Oveq6j$%7+4+BdY z1_s7sGeze)tP<5x)^@+i*6`_~1n>mSE%eDtb{x#p%g!S%k3~5c5nJ)tOMk3)8YyDc znA))`|4NeVvB&MXCBUe9QbUtWRE?uwX`y}+!ajrId`uE>?VzwYOv)b;F$pdyjfhSC zz{2J6=CGvHv673>$Z*3Ey;4F~{3Y%*8}P^z(nf--qrIo(zHp*wWW)Mg0y9BuFF8RF zAt0Ym{Rw5H_kVD z(%%7^X%fk;zDpP+VhtxZYt!*y-_-nR&$S`8`lBO7@M+mQZ}$gdk0DdoEU!MA`FH%) zxNTjoA#k*{9+IaVOFk&ilk0=Zjt8^PV+PVXA#oEr>;>;BT;$IM2Lr&_?$v^hD%6Z!8N+ zI?IrlnygaNn~y@uzSoS>cB(L4UmXN32q_LKrGQ8{DCnnf(`9`L6@u~6QsBd#MuOKF zA!Eq~imS(Z{3j%#4V}5WzL@2hBP_+#!?FJo9PyN)Me_{lS~cq#>su!8Pf-P0sbcI_ zaz)ot8{qWjCz$p9D1ARN?t5-)DVmmJ#RU5d5L}l3dad?9i_#GbFGX{ksQ)j$E1x%{ zhNG^R40&AGdyyli%4Rp4|9l205)j?#ye*+Q@z3rgF~d2Ou_99eCb{pABtPtX^d&8& z_G;YmZp$^Z0=Mf4z=3%_;yo=>a?!#vi>U=Z&vm)3y;H z(nu){(lKE>bw^)%3^9Y4|*n=PD3|8#?YuCw-7dth3%=?cY>VZ;jjJlGx;_sW54erWUcS^^S#`&9;LOqw05b2n;BuhzH!&ZXvBhHfqlEVbZ!D z9O^Z{!!s^cs!89dogK^8$@~GqIfav4QQPtT-FuG5zhbWNeI+O`mxd^(Qw8hvi}PAw=!+#D(Zj%X9?87G0Z3Z%7~FFUJe z$)nXbLo{o%ZcVz|!Gxk$aB13L8BJcxnOmo>nZ*5Qku6PcNZBc4K}~^pF#GR3B2?obvMfC0~+RxBuVJ&MG9lgDm!p=xqO2RAq-yVzVv z46-i7flwkMqThR;=~1G$ydvBvgBlEOa7%9#s+Hu(E+(mJ=YpdQ%7u{6I~YBNgw0R3 z<^^wS90eK#oOkv?O=@}FHR*#3zI?$kzp%}!`++XC!TU!SALyGQ z47j;RzJzZ-FNFQ;dmRSWFPwnntE-cF-u+k zeBti6lSMf4tp+n94kNporfU|$Xp%KY2o6{-Qos&YWU;D)gbTPs&i2he4XB9~JBj&ZI|8hpxK zy>C}47dHKN-TL1Bv}J7-TqwLD#%spszB|X|e!KW*+H0btC4(x8@Nn~Ml{cv`n@lvx zT_i@jGEBEm>8!A}E zL5aR+ReY#;Nc>M~CD@N3#seu?Lie2;iRS#9Is>zwMp=r6lJ!lg9X`()G<2Q#iRzDE zq?}JWgM$NIj)I%4pYNDqCpy6uMV_3B(8M3}2&ihh_1D!d9r~W#S#&JiS5im{(6o>G zIxR#M+;V8S4RQ2(DpY-Lly#u_M&ENOeOu_OGMy%ljc*wjH2Mdf*YDX~Keoy^i8~2w znq+}cE=bwyx;o)#x<{N?wFV-|B_$>M&os04FAfAWeVhwkqW0SOh3F$<9uzW|9Q5?< zW22Z^I!Riiu+8PKn%$k{8<~@cggRs%Bgd8(hEE(s*e<954x_RFIJ- zeS16$XE?EXF&d94lKioiKp-mqEB?*a37s?su1G4L`u+7e-}`yE0Dkvs`c>d=k+$d$u+krbynV^4YbJ7$2xv}L7&Q|@XjqD00uOBoY-5s~~ z_+I?23efkLscRzkK)KB}=|y;tjs0G?6@+Mvw2?c8EOMdT?sX1<#%eK*^u(wa6*Rmt z-uKG=C06{x_r)N2dhY0M?=t@+Q)&zOZ?kn{dxv&Rw>ktXm1q6@?Lz|heR#dX|CKVG z{tvMSgBN!xC9scqtgEc#wp|K*)*B3#pGWGeZ!e0yWMXalo_~NWa+*%TFm|I;dEj7< zqft9aVg2^?c5W3$j83*+aKi14sR$>rYJ7f54AeT)-Q7KzWb$R@FWS++d;G#m78c&k zypgYu;koZ20(aTQH#~oL>gtAjMVZHWS5n!!3GbjBf{Sml@f>Tgk8r?`mbD`lEVYA1 zNonm$=6=9j?{7!%6w#VZ!rqNCWj=a%sBRD#8bb#f%vZFu2WHbFnCasKudd8mC`8{q z9th&)-+Io8)u$#-m6s63mWOBZx^}{|(aoE~Z#ea`hHa)b^w!n>yLW`V5Fx%ux7ec5 zVhY;udxiN`=sXOkXx6TeFp}AAVR%L-YpXBC>CO?(w)eY`B;gWdKYHErk0zUiwUpJ!K!D3nEPddKF za;(|)=j2D7l1ig4mL4;y@p)h6&vg#EnW`}ZR3Ry71@f8U;Ae6CJFL58&ky76ouiOv{9a?!Xp6 z`Rm%pY2x{ znpp=E+QDTAttv`3RGvLeOhQ~X;CmC?ILhR~yYX$#^4!I*Q|+!1$0w%k7FRBP$j6?j zW=W|NBWoLZ)ZUQ_dY$or7JZ%i=l8ez&atw%e`>W5tG0iobYsxO`A^$Sa(vNo;$1R_ zq*?NcI~a#f(6C8lsv8}RElF=e_1TEzfO~9{_mAD=aOs+wGd`uWPjutqCrWpU3YUI+ z%`$%HO|UX=@yWjL^oHQDyZR=LJ;q?}+M$?d_;lI2pQbJJx#|6DwGCEG$xX@VUXp3S zH~tccqPxcJOr%X|ohj`h7nk*(jR~R|vj%o0;Z88+WRv=yJjc4`q>|juj@yR8S6uuT z-%5r*tePABzD;nKYbmn#Geg5~Zg+X^u9`4U%fv#a?ur`%NDX(cmU17J3 zJHLC%-Y{U0GUe-DB|p%p-c-9l>jk!g17U^y-(q`HhpZePw|6%FoQs_LxE}E$^Kk@5X#9 z*0eZ1Tn9_I+?TNbEJh#PD0}|Dmlgi19S=Kr*rJGwgKsE7jp6EJ^0MA9MM{M;TP&M} zH09iPl6$54epgG+?t}9?0)FIgSF3*sNoZ_IaQb2=Jm9C{>bW*hel;|g`C3t{!13A@ z;r*H7>u;_(-$MAl%fP!4kr!`7`h@&h2S&?JKF+Pq3Wnyqs?F;W*ql`n*g2(pkBOuS zG4IN0pcEXK8^Q>s&sWQJLkIbV)>C)x>CEo#dZn$WsdWw<(##&Y`?An4Kh5W(q(L$w`$ zoee|jprM-+$OI#%M13A(=|PU@BzNZvRGh-4Vf?+qADR0q(N{vH=W|0+yz$m&bq_Dx zGL491SeC&Fo-GPXfJ5UdGamXqtK?1)*rrC-4V4p@OhGH!k06b8ikoHejEa!HAG3yt zavR12dD`EPjs3-C3w|*)ih8f?;HRGPtNeyljMK61w#_MSd>3C*`4HQFdFEdIeo@!% z+x=BJl%CytL19X+@o?liZH;AFVs-0ooTlD-*97dbgD?Ao+q;=eG4H<3iS(_#iRtS< zOm!|!vrxU)xO+eKIrW>Br@zjP>R^-2SMWhIF~0CH_NI6i)qYx!ncN%Y?HAjQ+J!2l zsbX&LXI#IjzrUFEI9-nNsa9ZpHer}m+y8~vgw64sC7CaG7Sw@_2n)7*BbAx$QVwnU zl}iL)jai+o()Zz(C2sQihw*O}qUf8feXsn)bXG#?AInx`az?GR**`0y=>M3>Sxly? zTz`*4UpV=Ux^U}R_;T5NIUQ)E;&}#5O+0z3diu?XSg=svRRg&Tn~(nA$(1TkWv%4q z;qiY3Yu%cbP&7_|sKr{u6HouGJwe&OGl<4}IcaVJd5~V~P{EzXRx8NY?{?KyqAh?u z2QOx`iZVF;*1kjF|G?{_Xhf~D;l%h%5q1)JQdHBgx+L(ZvP{eyPrgH`Sp9{Oh#;oCOjRxHM0?- zaXNolyp@mw43B+R0Ko*t{QE~+MqaI&MtT~2hT*3pyM^Qhe6Q#QC6lb@pC!2Y7P)Og zaGE&9o_TUcewXykGmVAcJBn{V=a5O3uXDL4Uw%K4RW!s7_Ot;yda`ew#UVdRx`#B7 zP^qA6(iMz9>tB9p*3T{a^`~*_gPo;;)qAq;JGvb383|a1r>O5($w_lB0(p!Q^d~1G z5*@Fz(@zzIMWk_Ug1%tz%C=LLou*A*JqLbpjA@>;@_u6TTo!Z8(fi$Xr8o>5i{-Cn zx%$qtdc`WFMUE4Fy8WV}iel4Hwzmi>XtR7dp_hGv#B}bvyPUeZ{USSjj@CP3EJqZ4 z%r%NTBt%47e(ZEaAN*5A{rN6NlFfyTMk`Z#ULuUAxtM1G(y#J|i>mx{IE`|j`DBy5qc zoS(}jmlhp2h77foywNwwL&Ea*;$O}eT=d0OX^%b zp1zQxlvs0{$~sXqmb!e|*yOz8ruVeJ?uDJzg#>-Z!+7Hi6*d7~;>#bs>u~YaOph$xQZj)EC3bL9T=#h5 z=5+mwgk%#xD9_|EuVH=JjOULiTbn6C86L?>nBQm8{!^J)4?lmX`JAefW&$;_z4~T?Z@j|jZkl~+y9xWjvCzcU{H)yE6z`Bn1uuqF&#QRd)+GTikMEfy0d7|` zN`Q6<7wk5-I$!xbtbr6sc@{^$La9P)SCv*sS?)C+WiMYYcA*BjT5k`9hauEx;^aY_ ztTydR$av!vlYD`aSu2%7rhiB5cw^n^VO{EJ@bztdNlyp-|xW}EB3PV{WP-s-saUX7adc4F2e?+|V%Bbko?#6;wfd8)8doW*Fa z$=VbWhKXI&w@pw0Gv18L{-x6Ns{am>E#CpBF(&mbZnbH1i=>jtaYh9P_*l_qbeRAM z?b-&BbxuS^;!{fbwQ!1nD=)4LGoQhSN4_n?;jOhRIchsx-&nJ7tAEn&b=_%I(am|^ z_nP1s8C`A&+l)E0{CtLAouT5tNk@5DF&7h!m5q6nro8)kb%PKu8j;nb16$MkQZUCu zw^K|^6j%K>4z+)H&PHCEbm7e2|9UX0RPXTKNP+P$MDdmr7i&7IZgo!2ZtVO0FGTLJ zG9L(?yiq3zbH9{ew`fZ_{Xc?uCA>7EH$=ju-CWwXvk{{G)Wll4xU>8lKeOKpFVjwp z4Ub7ASv|MgL_|FmFQ)7FXIzF#9&bi) zRm6f*kjPj@S>2qY)6L3FLl$@>ts`hIT9}zSAJ>=M?~>g@sJ&F5mXV-WoBVEpB`M+k zSgGofC98o(Veu?`RAnaXBZ2P!u|0^TEE3dacf_deMk2$uIUm;)U zP{N3aFlht1flu5|w%tYvCMmv1wl>KsUuh9j@3l`o@*Cgi*?wwSZpmp>)Y9~wz}ih-~in`iH^|a1do*ip0c|#@~C?8$)=k!|@^BkX0iwoG7`u zpu7z>-F)aqU>xUi7kX;wJX8+N#H|ZePx7DJ(@gdBaJJfft=4=*w|5Wu-aS~t^Sf^? z53{$jn_Jh$h+RS34ji&U#l#e0Qfb_(n{qU15u^OANF9|QBdP6Ty%_Wc6OU}okhFyv z$*L4XHn9=CDb>ei(!zz2=G4ZR58H}mN!U%`jp9`4lL;<(vZ7sM&b;nC?+UfMUG)+d z#mcqhct4@Km>{t@$U_dUzQ!7L^*drs=7tt*;4zNOFzU_RHQW0G~A^S ziD<0(X|^?Ljc5-1+;9CcD=h5BTNg{BxYdV>WN}idf{J7Xn(9eZzVlxsw$$NmyJhjo zE*UGCyfz{a;8O2ziC*5T+`Y_xW_=s}RN~qD21=gk?E^F4N7@@7UMW3LenDCPJW68b zRM&bs4whf2Grd@&TL@E!4Q!wU3m8vbR*>(c+!DT~N-6D}MVGx29fR<4)U3H!qF5We zWJXZsn^cH8il`)?hJh(bW3eB(G$|Ynqs=nL{XSy-M}9hO-apcw?UvShsWMfqkkmdh zIf-(y6a_^p;-IrrFdjJ^fSnDvc#2(#TB=|ZjBGFtR*ym^TMuQ|InGO#Kx>O|>-hc2 z#vhS3Qa?{q$Gw4Li$NEr~4OziHNy`mj-PNY`&BvlG@)L^}Ertiuk_n>|c4gKl6TI zLPlF}efHv6>aPcbzakD#V&hJTv{_xU1({uv&)udj+BY@)v*|r$D=K_iTQapYcCu>! zpal{ltpz7JGJrHsGzuk2U{6gV?|)~mJg=@F-Ehv9I9N&FUlC%ySEsyPMyMLU3{H=U zlA23zmKN}xK9%y7pQ{ToscSJ(`1N=d$x1m}QZlnY@a$wIy>WlQ*FW~vi%{ga%jSCE z4(Wcjp+oGn!|%Y+if_un1}xttd9zyQZ<&hqz~DMDOxEz3+rfwazM8q1rc>ey*ZR=(OJlWP%EX=VrVzLDS5N(Yh!slUM63 zqJHNe+hBfuu}MS6v1Aig=m$l|1)C_|sm?LRc+`KAzH4bT{(aruq3_&1Eb*<@bXJyrk^B8@9)JeGH5$GF^38u%rTvxTcaN|!&l1SP!hC;eg7Z-|kmw06>A5>v)pPWL_0 z#Z~)sRd9a;xtvR5P0gm{bYr}a`x@4tQekseqH=41ef8r0?ouh`Dlb#&n|OK zOOvMbSdKJC$&=gwhg23KMa#w3X8S3@*?wyIh`VtG_t=;fohO<-963Osb|B5jSB&ZR zzdAD!7PI@BC%@4|?eI}LYH(w`Jl*#5m#<-EWrU@hpJHH|D<0Nk1G|GgBo%$8?}~>C9;-7s z9!4fv6kY_&!faMvBsd9PQ?#VCijue}maaja-V%JTe^Ivoy3tpX1~DVWlilc_)~HYQ z;=|ZKD60)2c>E;>wv+CCa7$fIu4pmrj~6d4xZ8MMofLohLoiinQCe6LQQk1eWl_YJ z$aCh7I5U&se(p8o*(fS%=Q@&Pp&!v-%vqNlXHtOlaA8FR{uU?Dh!rh$M@EoW#x*5X zBi~HU|WK9@P>+Mq?`9lU=nowd) zn|74Y;v|WnQ-8PJBq;qw_9$QcQ9>1Na=eNj5{Au$Z8gVqRN<){wfx@W0J*=?u2ZPh zIIyYT&e~w&-mE5@DRb5mlh|IP_(eV~-##kx#kf)pR(d5IWfrOrLo6-cF8s2l4$be~ zHR2&B|A~09ujG(Ta7S^yxzymXoSa_=_^x0u#;4)O9nUu#Zm`hC1rxZ%epf&3pFGw_ zUUwUR=@5-LcIoX;s@qiZ2m;=#KPC8p!W=LXnUA0$^4JX2fDqz;aWo6NMyCk_nDb zIqAKql_?w8o%}3y0z{&Kk*cI~>Dvd!%-`lG@+V&iLW=tAxT@gy)HlYoCW6KI4>Z;V z#17=+eHvN>7-!zS+%G?*tx>NeCL%(GNTY*?7DW;-B_9{0l>>u1IhMJ!sDHSWO7#Sn zv`{OV+VbZl$NoyXWB-g}eP8_xJJ?rj$NqGk-u?yZCWIG^OX*96EGjUQQaf)OC$+)7 z0^erwBLWw^Y1=0p?#O{xzZXLbjay&E!{J4pWz9QHs-So(&k;4)>sA~}U9B9?Dl3^B zb&v&@EH71|q%~kkD&fk+){L(dY`54&g)?Ekt397*CNCv&NLh4s02;-6W_hug*rE-ci>rzcr^1MjP=F>w~3$ez% zjOGS74ld3*6z8@zDFAJDFL!86h>K(V978`*{`+NgS<5l#$6NAbv-NmRXIquGQ7&p` z<6CizElDQpg$t$lPX)@OK{BntYMI36Gm2Sh`x%FLl$lwQ!g{uczWN1Y6ek-8jPaQk zq8TFL__5P8Q0yWV+mp8a3f%;=xAlEpmTTynSIFFf_aOpsd z1;d%MBty4+UZLXSFILL^-*TxB_eS@JX(#&YGSh{+nV3x2pMH2J_NL=4i>N5{N>9ag z;+abnZcUcYzOv0+OXEP+BSVL#b=LLy_V$5v5zYAsB~>&J^@z>gwT~mwtBeJNA@Ra? zbVgvReUF6FMP5&|+V=gSqoJllw%6k;?IK}KL{dWw7jRt5aUAu8ZvzUS(c0+V=9-2b zDNJuNhi=#Sx zP-CkKsy1Q!%YB@~uRvuQ3{(@I!tc6fN6FiK8c1?(MU7R?Co>w^s*ayXC~H@^lT+?r zP6(De)+qIAcsUF|JfV{6H{h^vJWU6lI{xiv^#pIxCC*Q2$l%PHyb>tAKbfCoE5-qA zrPzRj&3}v73;}jG=8ZoafC)E|Nj^d;iBnGkssiUOx#A>>YrpR>V{mz~>tFhKvuU#; zq1>>cU+U^alk~aSJ;8oW?b!0fA#27S;u80>t3KhRQQI(;c(Fr2n}{*>gk}GC8_j#n zUN1P9-r}FQn!e!B#c{EnBGZEqLJ-3Wr%lw~MunF}l%1jTm)g88JU^0%_9y#?*|}sP zl4tZ@=VSU#@~5+pP?woZ13QSq+LZF^E@&m zF0*jksXI;Cd5`%R$x_CpBzN~Yeht{k=)s;>PyjT9aYMbF;QauwOciSB57dL9>{8%x zuZpiKZgiTqNiycSbI<#-B&YGRgfe|a;gS$7!`q>V{ds{HND%BOrHtrV>Qyx8`{FIC zXC&)4`eet~KP~4*;ns;khq_H1~&r;^HRMpuUMOODF;TI1dx25~y@Z z7}d=pQneJZ8|Q|$P$c+$oG4T!Z(SJ#eKcU8lUNffTK|~i9o7Bk45Xa8!{rN|cFurl zHIcT1^InMalLI%d2kL3}=VY`<+ce!h3za8!XF_;w1{V#ZMq6-uXJ}>J~rMKbq*}eLmBRnHdsd?r=q(OP~?KWG`rx7&K01u7l= z_M zPCK@j_up;ZrzcjMHsac;Xo|u#>tEFQy@N zBvZi2l}`NGQ$&{7(1)`7pi{lBJ~2_SPPMtba2|&U*mMXEEU2Xz7IY9iB~%(hh6Pds@5J1<*fYi4MtIOMf%Ey4^mrVz;&QrU zn-==LzX8^xh@J6&zO~iqVkrGG_<^SiS-+pS!7#k>y{_~-Z}?5K>B{!Y_x)bRK6^d* zwdl`G+)a5JkNyJ;gbt4RZu73Bu;RGegi)~!Qz9L>exS8Ye#rm?$w+!BV}&Rx7Elba z5tQzCaoX2@dBlg#llWYota7HH%_Hx;hvDttHw)XxU&%N{np`r0W^T!7^dsi6Q>I|a zLKWF7wpms?D%OdX9gv_~{4)L3?@(~DhQ65V8bcD7J{(Yh5?fMzBe$d(-{aYRbOX3K zuT@&~9kc}R=h@H`vRn0mfk?D>BtULi7*2NYTlI$=A#R?vJF0kAW;W6Xz98i6&tF~Y zHxPg8OJG9*`oM|kWFgxsJ^wZBSo31~!4#-+9j)4k6dH`R9eb|~vbSS}zOzl-CT%Tk z!f0y|?Eqhe#sWAhWALlUA{K=o$n8O42{VgD5wHe97hSg|wZ5bVzs55oBjcK^;VpNI z+={q)_9(Xl@_bV7!*eZPyS#H305Mvv$l6T8!UEm^$SK+j-n9k%Qv1w+q{M>mq|jOB zTFjR+*bQcgHjz?eLBo3v`MIcQ@Z@nnI;Bo~U$6Y8be)`6M_c=lC%h%}m}M@TwWG!R zceG`Wyxg)Q+5iMV0A3dUuYr9&WI%FJ@bH7~oU;+P1IxNCY*WUX-0ao?&vod*GP5su zjckg9)K@*pl_|zF%rzrNlEqVdMu8$f4M?SNxdQzqD4N~?h8c0omnMo3@8IX+88DLb z@c-)z@FV&=8Ib+~6jt&UNj#BcuA)4K6jV;o2_ToN&8G!meO_<&*uB#XPSga4tY-F}0-HSg0sMLX#nw-;PXS+{Xzo8!s9H({#i=Ex?E=*K z3LS8w(fOfD@JlRMnoPcvfeSB?`^r28W&C_f#`_bjyqUu=tf#M24X;u+MpcVVP$va)NNn{_a?hyQIDA{*^aEYK@p2YzXo#mdM1os4-3D-;i3 zKiT)dawqiU_F{c*T$CvpMgd-XD#FzD(&6J1&ci0pU(J+Oz%4PE{(pTqixfSlyd<7( zmK#aWWsqbc6&AOW;Bc#FkG1RVq3g5F4Y(?KQ|Ry;&eBj5{L2(c=Tr_(gC8lT-cQ5(+uscoU7K}r*!3Y0 z!|g=SLX{-vAnjkK{cRa;WALO<~%xpQH7U6@8+`^i{YSd>dZy*mI!wjDI;<4t3d2LnP!<#^+uqbCaJ zXyfH;Ou^c@6QsP)46YQGEK&fbzywSC-%Yl57Ylm#R$v)7evP@cZ7e1-nNPoPRgGj6 z?66Y%+((l&p+*#~ch&cndNlFsWu{M1Aa*1HyDU8>z1%$*k}|QKsNg{dn|y`aZZ{P+pvC!keRg_l45nHf4(U1L+ItO|>YRBElhxB|bb z1||)?OOi+idtC%Y`H190P6%64uy1CPZSgaG6F@j)&Hn(#|Fzuou`&Ix+7-a$p1vWkE>CmaKnGq%4E~>+u^5 zZ17NA;s9<}2Ex=xX}C~|snm06cyh+h5DOC)wE93c78AcVfCc{griWXKa+k7<7H0#E$bQlwa7E`u3Q)<&UcU< z_F|T$6)~TJgx@^aUA$11lUqS=i@)R6ZAMH5%QUP^6i5tw<8kgEece4uq~eg$R8A-; zgnkgVDjsp11vgI$3HXC0T8@L~qu<4=6L8es_3imJYp+#($_H>V*N{TYSr8vQ44zgk zd;#QWWhlGSa78K6m-L%y;x_`Ra}fCXg=b!NjS>>%KO#y5GP5~41OV6354@k&l2YOz zW5$@*QunP{CaK5ad7OIh*C2D|{|1M~E(R_E{sG)OExSaqDHK*mJF|ux6P1;Q9j3M^ z!M<-bGQ|M6A!1Wvv3s&>2f2`kMs`u_<2{XZ4YHH5-*q9N@zAFm62gd>F&X6U*ZnM^!` zfbf9K8seB0JRA5o^lBttd#_)))2CgeMtMOV4x*YF#3_ZwD%T!3TA`n<%5sUGV1J_r z%WJ1xT?yc1nQ)ncpa4yO<8i6#l5j5yg@SYT-^xu*(L2`ozsuaKs;&-8Athu5|FAk_ z4ZcyENO%}A_P-yKX&*BL+R*`=1bPP|qB@y{%uv7s?SoST?*O0bRMyadgC1v_5KF~q znmEu7aT6{ME;dLs@xRb(m;q&-DZ0RuH_S}6dNAW*d9aYf>IXYwd7&e)33W%TWAI_%>W?1e`envEdV7Of z(f5XXU49(DG+ST4(8`s;)Vp)P5)QURKiKt5fKs^EEi~WGeZv9FfiLt9tzbnAMs~vQ z^9KT9Tfkjkv}%T6tT1Yf|mx0~cc;K$bLa;K#z8~#&Abef;aB*j=J!SNI-$=kt z%G0OA(J-vQKp57SfEO_HROx}QZv_KcztAiFCvKKywBXjXv}npL8w2@5FNKr<3wqhb zfNYl@2i-JapgUHRe67WmFm0fjl}-gc^yDg^k2d!<_Cf&}xIDfv#w+8opY1m|7Qb`hSK`Ip9RL-R0AT zz>S>p#g`CTrB0d+@^iUEQeaEZDeWC^-jg=BO@ZyNNii`c{ELu9!4u=8a`TC;XFqq9 zjs!epkOb)_2QBGNADOR?0$PRJEI9oTKS=n?1z-&2$;FOV> z!eIHlh^lvAZ_^fdrKtHjrb*z&h9PeLgFZz;Xx}fE!>IvP={)m(XXOrY^f@jTAf`7Z zHBeZJf=QwUP*(uK=?R=rAaFtyXxzj8A19diNjg*r%m7B`@pTL=3Q8=-$De;a5D0pk zT(YYUr@Y71Fa943V2}Olo!}+R{YxbxB0 z15WX8s4(R@{fF}-{txlsxIc-DjpylyVIB`~f{7L6IEKrAdwFGtAzFK*s8vBhkSo^% zaCHzxuAco{oC166(D<#|LXkteAk3l15i~@u0l{rH&mfoN zcb50g*Ybs`m6E+qG`$D(X}r7}0+^@hZp(oy@=9&nQ$bNm?7UC3rMS9PJ;NLKjBIia zoo;CBy;8dq3~uEr1o8`dFIF%8$uj+kO64BAa|$6CG^wQG_SVq@f}wrPwId@VmO#e) z^RNF6L1ir6O^j6-GVyIAIuoPidWWQypd_2If%!raiMzxY_V503%jX7%(VfS)0AeVC2Duvm&}}<&|*)jh+~!mFi{5z z%M*$Kt{}YxR`vMHi!)Vl(c@Uaky%$rUygL3ZnJFYoegJj^cKJVAJel3HuILgv#ic; zVgr7aN@MjUTPhn&OPnlzjStRsvd&V#oJ*=~ffQ2yWXwumfcrt`OZiTXz;yIA_}^^k*{ z6@LR&8?$=wDs^sb_?X&5YsglM&k%Xg=%_AQzi>Fo?kgk}Fdj~qRld^Vvk=lBlHMy158mTzybg*pd|*-7zMrfQ>1jMx43|oFXGI` zy~e-41mqbVaXla|PE5R7oiOqL!YhQ}e;c2WQ0Te0)I>@d@Uqf427mYG{%ReKALIyO8{WD*Q^Fp*^f{2Kg#pSaiK$q&pLGu0@~ z#;eS_&?E>v{hdk@XBIagnHXf34O9mI0#}w+IFeGIOJ3gj`wg^)fsp$8Iz}XZ ztIMTx6RZ5-bo_Xqn7inm#HiI8sO1N*Ow1tGR1Ds2FZE*};?+WcOVEoj{UO_2j z^$rQd;Z=&L;0HGZZ$91obRh$Tnm^;ND~NtT-LV7Bl;3a~S-%3Y3oRrBL`cK06AJc_ zkTDi??wa3&I27J|X&71Y-msyft+&xr_Q5~v(EiW#N~ebcUQHC2N@2!w=uO&y$OLZ2QgD=3WMU)E&?8Ajs|faa0-#9D*`2o+Nb)O~O@$*l7oMzVgKl?S+7 z8J=C-K5>HRFo+)g0sMHhEC14kJGE%zp3C;kCMLqf3@p1Dtfdhnu^-kHiFt#Y+o7A< zD)*dm75Vq2O#RM-qN{)a5rTCTcm&i3bAa)sI~cg6&F(?U4m8Z}k&*Ekn31_RS-jDL zX7K$D*$4@+nDHQJuC6;Te7dfzsp-*5BkC*%vH&0$8=MnbVcMjp1Cr6g0E`khLZ;oi z6W9Gl`^gHm8w)A-KzQ&;xw%;q$stu6zQyg&RSD6JtqA}BhG-|#b-kREF@2N1#ja2{ zWGfosgUdEuk(ogED8YEy0AL-srX>;B#~LV)I6TkA*{)asNv+1WB9Fu_;0(=83u24;&m{tz49QabMTn~Sqo`FM|Zd`tAh;vW_ z3?2%UX-#mmX^~-gIndZPF4MY~pWu8xNjZ3%A>`|-Gh8oPPgOUuW8JW451mhn`NyIK)1&-QX!d8-Q_n&((N%!U7jS zfz1XPX~EMvTV)V@T)F(%MRbM>tqh(Hr{=U>X=`hbS{IS4ZM?Pw99)f?=ee~ryQMRQ z{u4DmAp_t8>b?YOD@-g42AVoEfa?o@a&z-d<|K%iJ@={b8iqi%)#5_i;#DMSEBX$t zSk*vI3=rJVs-(PyZEW42LSBHC;^^S#=2fgn9r-VHn)Ezt8#0VF{q zFMxU0;a-GRj0_zxLbO()!VS~|27Y2LI3eD3Ex!C*bF?~ojFn|h;NiB(3i5o}Zi%y=PynkL7k z(?a_Q%*H`)1~&j+LD<8kxRC|q>`k~3PBpIcT#0lbmNEc7Zd@Lok=%Srf8C6$7;t^A zaG?R`Xf)j?s0DF_6)0a5ASk#13~maJy2RMb?FMEM?J)50+iQ40YUM5SIh@C^I8d#YYo2OdU{3^~ex-v3p zz;^Ni^gJzD%V?zhB=}7v!_5Ig+6Pk124rWa{pvF4y}vQg)22SY%tr@M6OvhUR>EN# zq}F_Ir?P^qb_6+Jg<%{m@BqJd=PM0&wq_c2THRX$`l`S#1tr{DbFI?}7{YwJI)Lh) z|4)c!^ZSD&oIQFetv%gMeStF(P8B)9)(8P2f06@fWMbl78_=VR4KEt1ktI=b<$UgU zy3RJ$;Ft|qKEOeLAvWLmu_P+!#p?;BVN?G@Bwza|j|ZpjI|lUL2k1Ia?v|VXMUnkf z&4#!yu!U19mjxkvAWe)c~`m21-M&r%HI$7$ZTa!tII5YzG#ynFa$@ z{9Y=*KV}RT?N(QrDR9pKLajVb5q6xDm<3`HMqt^E*Kr2bkt!QgwZ)_5h9G-FpzziV zRMBERfyDiTa62u)4#KY;K%-OtOCJ!@ErH5MR#D4oS86CVPG1T zO_l%a-k2gHfpxlWjz^inr9n7Ze54|mh@h}UF-P{wq@Z-cVa~%eQH2<~@`;R&XVA$K zP(Onnc?h&yH0k6Hx+iT4;&tN}z+APMxWFlkGIW4y`xAk@2*h9D6lGvRDQ555m9)tT zfbfc50S8nC@I3<9rn>z9jYWViK1#>f207q(^tlYUH>y7=fsE(r8eAM?loK$p?*K;l z{}+#}4>;`STA=mzQ+bBV*eNb|9D4q- zX@1wWC$qTGfc^A;eEH*lgVA1>_uaF8uUqrJ%F4<>71*6?Ed(YGz`oj!Q?CcH*m>*k z0esvDZlUUwfg zPo*xk9?II_W=WU@S-@9cDF2qnfK_qE>ImsG8wYrAh@T6~?^Z29T*Zc$y=aQ>4PGtH z?P6heAEdHcU6Ic~q}E3fWkv{Zp)-_V;0h*maVK_LrjSzGZ-OH+>+n<{0}t^d32|zF z(y=h9fVv{C7{;7+@~#;XUh&mmz6C`tU$j%=N>3Iu5a0G`Fik z`i%peG#{FXA^Avm0iqSwu7e@b+6+}y)dY|m-GryA-7&L(on}D&((RJM26`B{Vsb6# z(CF3h>mu^H^qm{D?Vrx|LFvM`@)@_a;WscW5(>bofB>s?AHPPf3AD(WK=5Vk;4QO& z&%mcsaSn>jN|8d|mdk9Kr ztf5sPv!Vcd8k>*{ZLH>PT4S2s52X^eeV55qTv-mvHqdcsY*%aPzY;7?@A1FR``ey3 zA{;;+Wnk+-l5>6FrG?vtJPRV+1N-$Wy4J#BZkl3@MwLBE3&%K#SNd^`h8ABAbIN(o zdfQ{;@1U(^hJ=@P!_x6LO{qT6+7e7N$Xs{}o^p&I``tI5Ezare!$A{*^6upLc%~>S zVdvIFUZd{`ITX8J0iD`_EZKnou*a6TBz%qa(JmQ{PC2wz0h9WC#<>XK3ukagM*i8J z)BN5m;nrt)B%YC;WyaeUt0G(3_TN7!`)d9K4g)h76yfJ8C$Nh0a)i}VpYw}A9#%&p zZv1PP&REune4XjHnAho2OF=J`tf=8Z#|$AZcZx5TuW*92R4B^t-YgnQ4PGFcj@Z>= z;$#Q5iX*w81sUQ9GVtT%cpe&iC;v-^%1zb`=?u79(jigG(a z0TYn|Xi%ys?T3)n0RO8niN6kBOBxMx{yOR4WA+u8Wi~AlN(2k)b&Y-nRNLk{pzbin zm?(nwn!mAbQxzCC%Ho8b^!$0|7XLBHiiu0J?z<<_SHOKaeaH^h=4RJ^fMUf5ymUoyYM3eL{XQBsgAAEVd4jhnP05~o0 zyc@hAgPKb$$Q?+o!0s23{BYBM=Su@kk^FFL1FB}xtQ0Lh%F;xk@aaTkB#K$p)4KWO z(4Px<_J@oEg2FRkp2UOD`oRQ`P%b^rbr2Z4tw9;oZIH*%r?B)2%dgIm_7nkCs{sCF z=>+{Du)v|+rB6`Y06a$1*{uRCm4z~Yii5786B=Go(r`t>dLK~z*_0$6WFSow1zR7^ z4Sbr>>C$Z0g#{w*pOI&fN@rCa1hrQqP-IYI-aoHuMaLFnP=YAgqA36yPp813I=L% zY;nDvN*wf6q&NOIU=d?DKvF_>8^gC?muwr_9p0fZVdew9CB_VrGQxW3%!Kx?G9NsfTFajk?D>k)9UNt8qCg#i< zt`bhql)%2m4@ByRvL4&g4Pf?wn0O44(}N%)f!7z&l*q}^oevH_u#uykMI6vm+B%eM zaymGC?nLrtiLt%hd>=j-p{c{9)`~B^GA#+9%KS|8k<}pTo<{NwV32=Bu~Dh1F4xQn zd_2s}Sf1V-OtUU4q4xi*YN>#^%x(2-BIxoqCib?VjVm~xlV9=0aw<*N97 zEx1i9Y!*NJmb7gqp*YWR-O!~cHQO>t5T-jQ6;j*--$DEKHTifcRq%VKlrNknhK%K) zeQ;zfCqWlfe?o%?N9XyiRS!FkCDPUzTpvYL(|NW5 z*)Q_ro6KTA`iZ7=$>ch{xFCl3dA2@gx!N4}MX^_@rGn}P^$&2Z!jY)^>i=U^&BXqc zu7gHq%q!61y?=4}{@?WmEAa}u5U9>u@{N66vX1^30X3EdR36ND#wsshMS9M~cO0}~ zT)#_d!`L-TQ}?y&TR+H?(ktK&Q=?~Z3@qzwbbiD8GEN|mJ?x`gK;RhYK}5Ec`ud=H z6|40MQO9XbXDI#FQ;Y#jY7bxBhL}nc;2$3S4QQqmBQ1jmK%2h%I%eX zP<>RaCdHsuev+E37WBIy!L0t~&vRGLi?&4$^hfV}nAsn_sYxC2EDm=#sE*TBH0)4F$fSI@J(<5x?@7$@@C;1CN;2RTSz zi{msoq4xMPjISpQ#8AEmb1K;Ayyu&a3_v)`P#Uw(Y)=AcIWN8`BUT>mw69|yoTE80 z;eRscN(#IG75a+wa48P;f4?)^Te~}dphxv)sGeksy@!>Yeecenadx!xMmI9cvfeL$ z`$aAhm79|V!{1j0Qz8nR2rBEBOI}&VCDtdufCv-O;~*fx<@e=}UtE5xBU3#|dHKVO zr$Z$+|06X*RHLCPpET*qJVREjH4fpT7XblE`TY;V{X_S9nso&rmvY}P=iY_hSr|x& z8zaA>Z;TufBpnUsc1ds67>;@kY(=Q6RQ8d|Ml%-&k*r^CtF9#~0`+x9N!)>+I-WNOj+6dVh(Uus@@%pxxR=Z3RyHsjtr)3;O~C@OY1{O6`+hT@ z*;aeKz$z~Gxz+l|QDfhYaZ=eEfSHDVC3bo;5`&oe;x^MdmyOWhR0XK!au4R{aXYrn zC+G@%FAi(SvWsj*Rbkw+wFC*Gi<81ir(CXTe4Dl#;-);FFXwU=S=)dR+*@PP+U^N; z6Pg&%%y&Fb@qO)4>`P)3)7JwQ@?Bcy{F&Az-eXq^)W(o~qz3f4?|wt2EC~jI#8E#> z-=WDHUi+frQDf|xBmPF@Kwi~f!}NC1c{-Q8qN$TIA!+e4FtrTu{2Li;3t9ytOPU)HEmFkSjOU^LtV37q_E) z2LKt42+0$|?O4+;Bw2=Nlp2Zn$#*;6IS51_{93u(UJl0G_C6B;L-Im)cWNK7Q_A~_ z*d`tZ$~)OJ$-!N%Rc)#u7YQcnDiOy9KR&xl&T8oy7^qEhA!1y2f$yk#Vdf*>b5{W zEL9~1(2tQmj$#5=Z0^q)leQ9loRwXEuUEG0l#ku#Jv$kxT(PplCue&bfG#hsWLO;J zR5}@aS5B@pQGHe5>v>5Ong=*A1)7N-jEfh!!z&1$$8P0Zqw~FEpTybwt-U~Tt3Z02 zQFYn+(Lh|qdwEbG@y@4Tu;Q&r9a7Y1Hn!W`8C-ZR)~*ZdX-r12 zT62FP_F{c$?WnnR2-%7}B^uPi{;?~+HRciL^iSUQ&xl;Q*t*_=ShXJTYWVr3A`%hC z)PmSvfPtR=qNY^bKAEJ*s1Vx$O#9tv(Q?wgpY?)Fx{hMBSEyq5Y=LYn)*}bwhR7Yo zqp1z`OT})Qd}$9hRxDchTtHekID#?h2btge)BH#0oKn-9-nY{~O((^&6Qm@^NqRCb zOcF7n7?tnrK`zY?-O-`!voA>n5-*-*P#@3uLBF$7mENGnTIjd*;el#iz-EfS)Y}iBFGL>{BuI;mp_VJ(w7jcNkS|hVJa8 zA`tyE2n}`(aBh=-y!p6f)roljrGPRcO)Y1K%Nlh3rx6yi-DVgl_tm;_ft_nt1d9%2 zM~xN2msq$qgj%xac^!B4Hd~mXFoy5gl~j)ev%f6F5j0M>F`2W+XuhEB#yQtbl4nXy zb2GgPb9$1(k%WJK9Wy}Bwhj_@S_TPZ(2MVa-X#z)|IyNCcxO4KGZUY#D={#ReOlf= z=ZqQay7z}yM1d@XT}JQ@hOHXktVNYtFq83sYX(b zavdP!NRaP9fmmr5oC$s1Lfv1+yQB7HEF66ExdoUvm^9jD|4Nr6`~mcm0S(9nrD*tynV1f@P=Qb+*j~o;}{xa2JE6tEd2ShkfbUzY7c9#HM+j?cizFQ7(n26`Uo0y=hp!C)cj2E;`uD9IBh!?qTt9&fcY2 zlUobY=QsmD<9EoSQ2rLLdxvOPsYPJ9J}xdf{uO+6ZVnTisl~x!{-;y8bIpAX+cvP?{qL}zB!PZUl|FH=~E`LMq{o*zqj&irWt&4cK^}U zr=WB226w~LQ*_HuEBe$dV_M5~?8txaHZ8!|Q<%%0Da-w(;`)-s(GRv?1|OHZ4u~B6 z;0<;KH^)PjiYf)amd5gR?vU5$n|T^Ey$E^$`~ADz?9~=f|2GMBp9H_jzlabJ`S+I3 z=S(=%y*^Z~TArK?T56Bq!8?v(q(|6mAS4E6bRr_0T6 zH|t*r86I1iQcI&2=biKl%tkcN)D;Y+6X59imTGFz&peh1(z}))OIO5puQ&t$UHZljcsfv^Dcn2R;r*)O zULz5*AsshaDzCcsW4{fajy%fzT<$QVXy?j%p4u!;wiNn$+@6{jdF4@k%NoN(E^F>} z#klll2~`+!ejNgv2S~V^et3puOqa)T`Y z=gXXpyc&CTx$T#$2qJht2yhXF{)jSv+h<>ngb7<0juIX|&%ld`m>Hgo;LS;8-RfB_ zW72D|oFH%H?Dw1E{HkxZt+G84`fC>5^y?v4#hdVwJRPK}s zc4Ub{ieX+X>;C&07_`neBPLYv=D_7sZpO<`^3G*8vbJe9@Fy)DmNk_TKY5 zQ8Tc98w55HsZRG?j9M_U?>}tj|6|_d=m$w_e}41aT0~+5=uAG1^+rhDZ@$0w5Gb{r z+5k$zJ4-{C9ntAD$L-wq+Q^P`9WUnsJ_!WkT$QE83-<@SMcSYX3TBT~?OtK{FzHwi zd?=lcS)0N#);3T%?R+zc==Jxw}vNux(Ss>Z_=i?S}v+>n$A}v4h(?3qS8$ z^0#pxO$H{&ZJN`XYP7*$O6g9OK95BTy<;x&C>zop$X2po^5FI|Z~o&7A9$$0!)1|e znt+E~&)t{_QZb0Kwt~k%p^wNjC8?SDGLkb}xVUvT;sgCZeZK{QJu{onR#Kw#w;v0A zhPf18QI3+&?QuoSeR?Sa!L!rHvPZyde(iTiuR3Jc^a?OIH!|M1Bvlo)UNMe)u$|1M zVS2!S8^Hpf758(9zFI`%WYP=5`siP<@T=sl@BVmh+k>&l(WGk@Q+Z-CjEUp9hxPqA zKcM-s7hdk2&sAWRQtFh1Ft)0H?MCCkc&{L=UnZ$I>q=l_I3AkvU@=}1kS}%Hcr2wT zAzh7yy9P0(e#{{dDtaAwwA=S71n;$d?SoAtw>&gb-exM-FeMY{dok1I26D@7m^uAt0b14D&TFK8P?|8=yP(JTpFn+>9S8rOQR{XhKD~j!XiaBOu@|d}t z1&S_iy^) z@3|z8w1_pZEK%?V3;O)A)iOP?XvalT@-_ebDgZdl_sv|m5`P{4_nI2xH@2^yaK07s zC}{otSGEyyO*W`P{#UgS<9yq~1gIb2tOD@6|5s9)1`4eR*$d(4=WlsYt|_!BX0p#@ znClEt=sLB<{{303Pmz%yBt#Yn-6Q=~RFZ~y$-htPN9mP=NWh>ZMKl#A=<8qL$1C(O#4f?9X)_0lZt zYT-4v^kgMhatSb7{I|e~3H-OfNtnoW3}Vilg{wNNa**lajMJjTu28xKDEd6K+f4w@ z+*>zA?$Tx$DOJbNzOqw_ui^|pUTp=-@YgGvqhXcUaH5Q$aVpBg85u$Ma@z|SIA+HfSVexcSQu>Z&xWzl z8{$zGOh54|d*@jza&;ZgY2ja{k^+TLC+n5H8U1hLC?QDIRmrib$YwJpbG1Jm)oq%0 zU>6$qhZoAP8~U8R!|!$Gw!f#Wr&UOjefFaF?@?uf`1foFspOgxPs@A_XILWt>ZahQ z@{Y$!0v@arZ%6$Q`;e^2mpizRg8Kt~8z$B62haK;Ps?y;e@IJ9*w&s2MVw^|nJiMHb>LiktU!a*Pffa^-mhs;n44w(M;o?Iu8Ui z`okQ-^v4MpSASRnO%as=5U{l~M!;mr*>DQSXJ}~b9o%m}cA1W4F2&EG+Zryzx#caLwm{? zRlgZ$IB=W9-WQS+#1hU>ThZ@FE=~{l`Oa(xlEF-7?yGN1QsHZTpMIrg<`;WlW{fKZ z{ebs?Hdkln&JXdLrOL4j+F{)?ug*L?cC`@q9Kho)01h2H;)M_Q15h*=v%A?BGQ?+R z{iqeErRCgw`Uw>+W52ZG=Hpy-^$okgF>*LZdg_!*FoT;HCFiFiEyoCw=+8r$68{h? zgb36w6;rmGe|i1mkhesOk2tl->sh;YyEg+Ac1pZgIUMKx4_nt&duT_nJ{sOW=wbJX zBY)XM+_<{|RFq(a>XrLt?`?q)778XR;1?8_-FNrbl{1S-riNjacjRPKQP}C|BPab= zvOH=&zkC1H`ja@jP)8`BZbk83%wp8?iCh$%vrD*CqT-Ug%D&vP;^oUpI<2lU(RVBW zPbtKeg6sZhInxAo<2kMDud8NYQKmec{?SeFOYDfa4)vs(gYOL(G~aoD^c#7afLCH} z4r*Nn-q6xdq7D)+%0a&S9&B76SellK|EQ|(?L|7@!W)98LjR!Zoa>BVx?Q|@b5J^I zymf&xMZ;ocoUFKSE7OBZR%c;`>sGSecY;}N;CJQdHtNw~?#J%Dx75j72naqrlIjBT zFSlLBt#FPE!OANBhVC*5v)iO=R~|J|3=-u3B^cMToI8JKTd4mrjriGzdA%2)*3osn zOHjsKus2l9r?`sfCfo@k4*!d?OXiGDxoELc67t90D&tM+oa75WVHs8rB1-!7oo;{C z@!~;3$o6MJpC!hoUAs34#LpOCE4yiKnX>Q*<@xdQE{w%v`iyid2VR8U+p-yD$=!(I zmdBNdslgw#0|auN`<>(OI}FJ@zP;C+XytPReB?LNY;*)`m9LBDY_pCI66lrfr6u*8 zn|V%3IDF5=0;t(9WlX+>?H@~-{XB zPTJqvsYBnfqBu^QEiFK$FO4|T)poai5Cmh#U2FQd627H~*z-BE*9ks5^OkHdiXGU1 z$2zH7X*L84_3&A(U@rLd2)FaOg5PW9gy-a`k0SSN$An86GdNBrf=*6v4`0S1elf&2 zHUKs$1N3W2i_6Xa*?c_K_a&CD!#eJia-j7XNkXcqRY>QmoyKWg`g9m8jyopI#A_qA z`Nj#9iqI`k1jhg7H^>7x$u`e8PcezLl>BqN@~UOc>_hhpbe)e=tPg_{C2@78yQrqY z_%7zx0>bTJIX?w&T|Ig?5PUp^)cXbQM`aAdy3DxVSSqOVePQV7eQSeT+-;GNQz`{Q z`jL=#`~Yg%Z0wMJQR@FpyX!=ovDUI)IR>O&?GHDbldNSuLaZ~9O|cyhpF>-`%eS#FoVPwZ!I_4Jdo95AQ`D`YQ2u;$u&Gxc?W_J8|+*1f)j^;`YTNgxZyBs^Rm)QTo9%`3d;o z!`Dtvi-$6ndkTH?Rg+84=welI)|_M1aaKMWyzO7FgD5Sel-vbHU)EkPbBRZgB zUN}U0U*XaXKR{tusKYnj@#DVSQ{e}r7jcJhNv7#?c7(&?hs4sc7VGlFn zs(;R@@8aJyzRNq!eo+V09DmdZtG{y=3HPxCYUly*edZ77aEGcvK~Xs7&oEPusbk_- zx$wj&^SRCy@-E-Wn=g1TMKEJ~s3Nv}M=sqs4HrsWkhlTDj-mu73FVzV2MK&RQHZK> zL%xSphYy~G5o`G($OEEs`qBYFN>DFyAN@=tyL_MF2S?>95Udwtf)ywl0_BXbv%{pi zIHh@(U;F{uvCl{)J!X11rvcvQ8=vkaAaAOvj4`eo< zJ}h;K%9&E5N$u0xS1h-sWv%?lM7IXfs+A9&N}CJZoENU2W!4G4d6dP` zx<$hD*6?p8f{?GmKRvSiJDbfcV`I!~QS0EuuG;RD4V5+=B?Z1q3i1|FM~~l;N`L(2 zNbB8~2l&M*&1bu&3ZxM7cMf*>Z+R|?XD5lwIK zFw&ym)!fbeTnRk#`NybwHDM}oGRRENW(@s6Ld4F6Z|v^=ED7m^h!fqXrq3Rt;*h-0 zqaPUU&?G79s}ho7m@}DMDYE@0Q*Gw}Xh1C0+wCl(eo6}6%5Yd-fsyR@;Z$_HtcElg zIK*O`Xz*Z*t$}0Sg-Q&Wl)7tPd1$T+`OtU!@Gco*5LV#k$iCi)M1WyEenP5>O#Kh2 zIb;`!FOdTy^a(r5yE{fPQ<^onap#rEW`v!`9&mDWoNrtdz*QlWMg)uCbDae8atI`K zDZo8!r_Y|f_-p@z!`A*}8XhIjtizgjoIr1?;5DTcOAW$#%wIe|c|s?R_&G&x0W8vo zdvFEdni4nG;Oy#Bmc9|uPbFI3VPnt#fH;_lXkn%W^t-a7Z9#c46R{ue*kjWlev>M% zDR65=<0!5O{H=xeZPypyueP!q=>h9{@lLqs!Uy+~i%!iuzZ!QtA!q)ljb90jc?j&h ziChm3cE?!WvY$I!%SF3Ix^V(XivPt}46;~650ip$9Y3Lh(dL{`Wix4kH6C{~KhfY5bW4t7{ zn>+$`&y15*$wx;xpI6w*NV{80yLT>qpQEGpwvKiLhu;qTt>YjpjcR8Jy=|kiy%sh> zDbz^gOWqJGZEFB;$QDD?s*Noy5Q-g_?+{lgU7Qlty)Hm|PTNPPYseKXA-qcE%WV6C z-B6;`(v^;l>Q&eA(1wXx=$GSA|b#N8yqVw|2_G_w_DBIT#7wku0e@ z=eOPX>r>#@-LnP;=W{!rS5KjS?zHUwL;{{_8a#I`syw8D$j<)|_v0|U0687o80w9^ zc~g3W+#%&NnJ0Ng612QsA)yTA&b{eRN4z5w3G*BxAvj|w!bXUb;M#ZeT_~Lewn7pp zrUDFeHZ)qZtZ7>ifJ_4!n^fa7hX|A}Wceb8&~pLAVy40z`rP)dsg@E)?<9t8G@1}F zqM62tn8ytAg64pl%z#io$>mXijz`0$^HGbUv;Q3P28I`j7#flQQO7Exq5AHSN(@Nd zj)v{7hV_mRI@c{dIgyI*c4A|j#j(WPJ)b!n-RvMK-GUoSyp1Ab^ml|MYL^?frUwmV zFNVGawcQMO8InzMbxtFJ)uqJ2kmDbH@1Iy7by$VpJsC!M`tGY~X7)h5ITmJlN+;$nq6oWeuRpn1<>yEUhTt z>CCNBHBZ>3>Y?WcbP#B zL#Df~xQeq}+y!fr8d?QwY`;=i^!(fmEld(Ozrd}cN8E<=mPRJi8$jRuG?pX%M3{1^ zaRVlsuZ!b3q8?UGy^pSnqf60WSHoRa23FP>VMH*&w`1OiIdw{D>W{^%jX>1R!y5RseSe^fg1R zmMNO_eYbz{SdRphO7TB8?)NDSf#2~&kS<&WutAuTaWg>;MwE&YZ`o=T)Tz}YIq2~42$E`wt zn~1`G9TVGN$)rD;=EPE0I8>`JYr(Rqc_GTnH`tzI62c!OAt$BO>c&UE!UMuElfnH5 zh^XqN4fi$w=-62I=QTPPqfcGdjP8G^7F5d!a}CUHg(}wSFvtgh*y{1Mi3YbM)Am?? zC+I(`aIm{-{T6=MKp}DUBvI=mq(#Gs+w#jj_@ZV9i)oq$^&m1VoEUr)6EavmjeP>Jau>wz=IxgI(2scXts+5rAOpO3x(WWSr?yPF?Q$aM zUvp97kBon@H*@N|wUsG_h51s4+$&KM*EVj(N-?&z zX=J}0^h&2Xlxm-*$wb&zfwGRMB}DEXRAiJQBY5^Dq&LA0C1@BF^y8A$FIEL)jHON&o+qpBChzdbl~ zUWbTJjVpwPeGVi}F9l>9>F}d;Yi`eTg+Q8m*Co_2*fxG9_KOB;HtUDmqZb62td+ra zgrp4(Y^ZdQwsj3v-?E0%b&t{|;F`f?x+{-0!hRJaFQTKlP$s6w?TE&92UrCQG@woRvb7Bj6yt-AkAFuUnmg|L3M3tw1ko0-O_Y z1q`!&$-$)cLZ7!#4Jmy~HDL3642g|yAE_l?R^3>(#wJb=*ANU-h4_Y2K&t=X7u@-t zvHis;BoQKS3h(FdtVF68%rQ`)Vq2i!ic=sV0IPd9n+1MT4uGpMhdKi!#O{oQoI978 zYhvk=8B_@tV=Y(}=NNWMz}%=0-i)CIhAkBMWX;G!kVsId@(Y6^t7T~kSH=Vha&2KZ z_+_(Ng#{ulM|VlVsa&Nj5kc~ISqPm%w4p%Oox8`i@@dV@*UY*l_-tLSE_)PqA2B)X zXeT7>41Hc{S?_R%$@lB4t9#|JLU_Zv!a3$c=WC6 zp>xQM4lDMT?^r#)Xe4Zo+&zs{Lho+rD!n*?lhZl(WX`R9v$a8Q<<2)X`#|QQRRG|+ z7ipq?O@!FQn6~#JVrxRVo^TJ$2}2#Sw>Yya;EqVR6~wrC7*Vegq@y=TYR|B+2mapp z99I!0z4+Gdk!*=hyJE+xASh_a^+2WV3R9C@FP5xlq9{pHw`z24#q=~?NMukY=FwuBa zws~&f`Uu8Y_%=yRXFiZm^rdmkRHA`Q0sv*!$PR+&96xY1FWXI^w`%5vv`dL5cJsHJ zE4A}wzg?@d$!uBr0)i~f@YVlQc{hpG=}vdxfayaPlH~V6A*S0;d$$- zfQ9A*j}^>W4yiNoSP}o1CI8SvO=`LM5t3)_8ZB1PiC151*nI6J6sgFne4LYrtNy~# zYy7iYZ_h)cZ-v}JWaabbC}9mFAHqrb7-HxO62o9ZFY#UaaFJ*_5%epg(D-{?$hIcY zHdPj#O@?a$4g-y9wq`G!dY8It8D^am0J6CeZc#hXS0SoXtQI+(r)Lhaa9&*XoNA3) zh4t#`KF*A%)(?asa7UJ#!u@wA_VVS+v6AdG{D!D6qh+}sn=Q!o34V!DHg+#+ZAgNP z>UP2BMDAuR6N*9nH2-ou+n3Iy0FdKW--GNbEYOt!`eE033Glx@(GYMC|Laj2Nu9wk z2F!rx)l{@dZtycQwu8*n1knN?J^uJH#zat|mT(tVhnFIb^}5m~%bL3|V@rW_ z&llqEekT@rwh$0rAMPk8NL%H^EM%Cf2!V;rRM`wv+um>xk~6CsGf7hE65&hQT4moa z#uF8(quIMb#ZgA|k0hPzvEC=%-#+jAaVzTEg0ypO_ zjTo(o8%B(d^$H*>XZ#+GhwT1wW#=)zX0#AyQpSa`vLUe+9fwAAglRot}0) z^p_McjQyWc-FLg;I_3QUhq0R!E{YE2d#MUw^>O=#0^lgs^L=Y9hR-XaloM^pPv0A@c0D}rEEXzbqfJX~@hF{^9yiky3nIL>7 z>O$;6Q=6cl5AyFvd_J{*#m&eZ$l|C#A0Z`*w4IP>d)nuygK zN!2TlG?k*VzJOaHK`><7L^``GMOGH13g?`dyrRSgcSQ8LzkPUVP;c1Z89^hQ#;vJ{*_=}26DKdPUVJO zI6fGB?a91{7R9;!mgd+abX4qV@I@gYTJA^O04*duaYP> z)D$i$c(<3D+oBCcVJ6)d=yNtS6F@6^)2rw?&IKEXvs*J~E2SSN~T|2OR7zoAiL$wAu&9jd2`f zvAL-jRx8+c445QhLV%E8%`1S=Br}H_dr{nMahhe70L-T_9mMseFNDN~OA(Ni< z4|W&i+?GRcb<*cRO6fCFT>r>%m9?d8PR_dBrQ%8ItyTJ({_AUMKx;FD7z&73W6mFS zYrSuuwMIDn0L%1(>0T8GW~@Ns{bs4wBteQhfBdh!Iw3=rAO+O~m40f@2oN~GduQxv z@QA(s!>s?CsZ%^?m2c1dw)|?|V8e}R*VM>oOxzi+I*7l%d`LgsxH_}?Mb`7{u%^B9 zL;R+PFWz~$Q>`}c^rD~9#?{=jU*MYpB=P=-gNEm<1KFEM6em0#tHmf63scn(JC|eB zLZ(?nngylMZss+mNLtJ6Od5%+t~3_I$hsWzP!*;jkgbAxl?RcRv`DRONcWJu@=mu? zXl*uc0Jw7r!#1gKoSyBV(W7(#gQx5Jg(Q#rpB>edcK`UP_i7#%w?7=OWXpWA;s{$( zO{@DL8?U2w7}c(;u-S_(%%O3TSnuthf2|1rU5z-!63xSkJ&S`pFGw`qs`58-m>6bO zub`9$4L0F^k5uE%@1k1u4XIW&k=ZfS$7PLDCzh9`vV78`uv;KM1-D~b7y{he1xDha z9rFH=gmGra`BwZ<2oAs+Du)J?rNt~~2MGz;*V4{s;>XbDN-kO^AAW5F4VHw1; zb8w&BjWbN;O)UH~j1}o?fTmrI8@X)*lgz5@=P)U1>iLcvl)`tOsv1lO!KdfbvusA< z5ii<)b)3%RCrI&egCo@XY~4MTD$`C}QFt~N=7|=%#&g|GDOFPn^wR27oc|f%>_9+{ zEP)aU)7tS^W=e^`0wT>4axN!C(Ca1xc5x=A1uC{nmQ?Ej@ZKjQvsWg*7q))BY*Uc` zziTM59JOf+mTbF**C`pEJ^)_f(!S^hE%*f@=oXqXn5>+EJ9K_%-^B(|xnytb#YT)*xb&k+YrPnW62^Psy@^)84yK}7Hv z0719>e86&kC&My`M0soNvO7FEfn3arZch6s z4v|nlV-KRmaBY2zqW;IG&|5F!B?l?6Iw^Mf;=YI#wpMFp<^crhS$`BPfw<$GZ9<>s zUMYfXbhgtPwD@e}_5GQ2MP?<*$V_@aztkwk0k2wjt+XWC7}BCcv95SBr{VAN7MB|^ zulZ10uAd8skZkY1JRt~1GmXyA3zGO(O$yO55F0EKB7dv{*M6)Er4m{bg&|BP_FU}O z;GEoT|Kmxj%^Y?=>KiN76M!5jq1&ZZxfyAZ<+qW<^|8}DO?t+k#Ey*PYP8d7?(v7} z{bF({wRe#iWLrp)2`e6j2hiu+=y5<^Dgo1YzonNW`iPO}Mgzmj2aS0z7%vJtTXR2N z1DUKId_Drwt0)YQwFFmS-S8>dTZP=&SdSr2l_6GF^0eX!)8a9*)-wPn#QlhHu%W5k z_`e0G+byF)lF16!=vntX_Kt;+kO>Tk6VaMXC?22O_Yw7?G(5t}RTo`r%-b*EhQC)I z(_3Z^ClzANHJ9kMEO2uQrIQ9D0&YZ^;k5GWkYWuBjD**uPt4vHYOay|1>^VtHue~2 zWE`_7ja?|UaaNUA#HH|iaPeNj9y%AUkxT~$p%$T{NhBHKFHSSfqC<sb_vs5BDTY9YUU*}W z$09#Ppz`HQcNpU24D28#Osr=<&dV#vBqy#$fRI>X(I6srlq41_xrC_%?~Nt#qB;0x zq8w7uov2D&oCYxKxujwwv!a|VQO4gL7y*&(P>+iVh~jIT+nKDomr4tn^A&e`TpZ(x zP=;xFMwM|J8nXsTLhcZ=5j$rIxz!0_0j!QQuT|LJp1I z74&ra8v#=N47MyUaVdHk*4476kyuV@_4Q*a{OL$?=4RWF5V~&OI1GyL*P}NGoR05- zfh(XHJMhTQN=LP+{%^Xi~Ub809)o~X=PvbiG>3x@$e>}_zw?`u7DN!S*&stfz%;{ zcB0JqWETAhi8Sy?=wuV?prk%;s7no+i43?8D*P5pxi`S%xUgsa*Yj){`cD(X#Gu64 zSS(0jr-wlB`;M7L<#1W7!3+7c8`bCJIDOSdHJ|m19ht^OVv(1DicZ;2IZlW}P?*qGyC|Zm_b@aR4uLa*8H#L`ggXC=a?nRPqSgZqzt45en8<~SWSQ?>>-XLNBC-MUZlDaqs& zH2RynvDnRcEUH9!4?fM_vYsY|8+B_aXscE0{ud;D0Rzj$i@nJ@egBhJJpu@06|tN zAvku+Rpl*cFIOJEpp*`5!dfV>ZY7RhtJL{Mp5xZ${`~=LR|Gx~PkIBaHPy7PrK=1M z&L*owC5jOv0;E8VqQu>EA7a)U&p>t%p{YO!O{UPVB@Z%C3vNt`g+LcT+cR8jzNTS% zWW$_+sR|bcpxyN^mXVQR$lO@Ot7^Dj@%-6OSJewj>|+8Rc(j^&e<((JvAGh(<$+Hb zmN5FCUy*}H=k$b6-^p4me-~PXsV?W)D}HRmDatKDdWq6Zf^nAs!7h_#>(oYw92?`k zlhiFiQO8@GcQ3QNTr_xL%c$NW@luN%DJ03~Ynsb zJARCA*{sLiXxdDN25%Zqrk-u{w)h>>6Yr|Q*|6eila4wE1>Schoc2<7DA&P{v9$cU zh?7Niyq8nu@WUgQbC@MoLc(9QZrdefiFTr1_REJGN(X)+`FGKf)sS##z%5~nD>o-d z$=WtbTXbMOPX15{Kj)G4LwKF8%yySzi;=$Bv;HJ?MVxJmJny%_x{UEr*>arpR-)ww zvAb?^L^?m0M-HZ&Cs^8IQ2@+-b{j3tb_r52G@tORelhH2(-h3Vj(t}7=eOt893eT# z(?~njlQ2V#lM2UA3&K)Dp+m3o@lYH76eR*YzVhlnUr&|a zkkbCZS~iJRw`w9X-v*zIJ}3j_97`3hi)b@jLGAoRlY^k)t1LY1r zDPodrx#18@i}$eey;$uj>3gzjVVtycAh{pISd3x(h0Vz4{u1`n-*%$4L5ZQE)HX!& zVHP!>Z2M0*x(Y|d=&NIw$rkyA{w2oE0&@lawQ#FoROMbDmz0Ol064_~=;cE{n68ai z%Wn-@=n9@w0wG)yux|PQd>X!LmH0AVnRZeRb*ajxeG9I9Axbtg7shr8oogBaE|{xOkBP{K0^U zV`Q&TU@4K=$?8Klrw*YJ%L@lYb$+KbmQTc#3ZSE8+X9CjxeE@)%m3Km{$R+HDM9!u#DdOn^C2Bom8 zyfWj1k@N2{SMW3Rtfm&887GHGV(WHi+xD`@qq=47Oo6n{L*nDK2jqIZS(f()nmaW{ zbD9&;MV?X1J+5-z-2zAO_ud`MA-G(KCt_MUxzttsfh5`%gVIRNW!MctDwAN=dMB+Y zrVj@qdLEY_SMSha(eA=uxu1~lYP>FfWE90z->~)V)uM8FKiPrCqPo|jD%rJ}cSp8| zE`pgJZXNlfkeqQ4%0g7wp2b}1jz+TOe193G^p=|8ykEkwS5#>mQ}j-Gq^;|ird)A5 zir)Yl)xg^NZOK8xt_#wzEkVPn&HM5i z$uyyy$$CCa*_!^qqUkJl7+--Op8)u}^3CPRQ@enLzm--@V}mt0_AY24TyC)0YOJt- zU|y1=ck;`dyh7?k?4WQJo)B{W<4?ALh@k4qcOjA!{=J)a-6UbBYzpO zyI*;1<R$-UbW z^Sn#C6vbsqP7KAGtZ;KV;#b<#eP+*KJx03&?5w5oAAjnQisId4NQwD|LbtU?-3~WW z<7?jN5}Bz23!I*fm1yc39+^K7#o>uxpsy{iNHGa+SK~_Y<5}8mUJj42R8qpVV^rvC z9CR;~{>OHo#?T)9J=|tkOy}9FCBF7x=2rG#iuJg~X3q7@QX?n9??kxsb<83sW?y#^ zl=p2L1l(cuGBtN?b|?Wc`1Jx}H)0IkeKEP$$@ahwqkfW9pe>fyLK{`=2KS~OD<(bW z$}NfN5R7IjUzEe4h3USj6JmwlSuiJRF_qgNlD*T9wt4*og}k_nso5?2==_n;>kP$V zd%xlEM`HU?{NknsL`4S(p5NwkLVNM6h%RO)zw~(deOHUn#E}ucP80Xhq8VbsZ4&-PrrY*VVvfAdn_g4d-w;pF|?G}mHUtJcYj!d&_?B4^4e6#~tj z-)JYNfDkXxqWWdXZt$PCE1*8@$3?lj519rpFO2}@bfd?dYBI%y;G^Rj2 zSt*o4;0fSr<+kEN*~A^V#<&<&BA)vb!bn+hy`6q;noBgK?QDICs)5^@=XPD$RJtf zQsH{OCxJEDe0a_KTc$DnJq$rOtNC1=zt>B_NQ1ypCz~pnX9F(Zn|2EJ3Jq88lIT=} zeP#u$Lx(vuN{It*n-G!>TviWZE(HO54)q{0c6IPPg`_h|qkSz~<&Z(Ux8?h-zh_I> z-+(Ibm|#2FL5cuEk3F9UsMYBEib#uj*HiwEvJQ7{AK_i(jzHHK zyV25VbH5=r3VIkmcclYqs*_;7lg;YqXnT=H+kaaNQ2Ubr0Z}f7*r`hiD24HD;Y_QE zy&;PelfiaTM^KDg=G9v9$zvUXvO*U~60%bCH%f)JNrZ%7<{~t<36ncxEz;BkB??sE zX{Ay1wg&YsR@kpp`@(?Z0{l&Z<&gud3id?&!bpi(`|_xu0;~0_IJMsezk76|K7b@g zzsU3%w>hiHBiMaj>%r>tSUTgAV9!KE!1$Sq7>(hnwtFW}-XWzuvyM@^d%OdM<$azV zc3^PaYFI_BB9}or$l;lTF1z5C5<8Cu*SE%#uqqfH*w_!aSi_`zwX%C^N8G<}uxxiD}nin^9 z!|>I}e05wl+*d;L&N<`JJ}p(g?W>DMIbr3HCUSWE?$4Tg2MaWYA^rxa3wpvpe+}Oo9^g#`&2l+OV`B}HuD_W2(wCRo5Zgeg zu~6N*<_HbcvmQ$zhv(_#7EBT2QD_~4Fk{&|!?RsktCff`m?3ge#<3XwRP#79<1ncb z+i?B{*?O?khRFA<9*=H<@auF`nWq(#Qo=qB(|p5>3#zQF8h&MF&NnRRk#@eqsR7|BjY%nbhh)FTaX`_f}Lr#Tp z%YAgYMT}D3DyL!`mG67}_8jIma8_3QTdjYolfR; z9zVs|3lYXKt##HA@%D*B56R;T7yR{hSYEZY(}T} z*qs3YI2tj?K&}E6k_b@nZS7$1`XT+K3&FglQwbfUDU)t}4dgEqFly5qX@0Pf|x;1R#6F zOOA99khJg|Ke_2b>10P8(!M_5FSW-8B~K6!V2=T2v1_XX*AQVArx()nu>7b5kjr=Z zKoiLjBLnbNfikSp1=F}!5y0kwv#k^e@bx4#r9lB#pa=~|EU!E*+%K%D@g*6x^P4`n zR&u4I`O%H9yy;H|6}JdnZ!L>&f9QG3o#L10uhjd!FI&xHC62qisZtet(GX%if2tT) zz$?f}a}^h_R1N_)u0<*XXp|BtK#KtewrM1oJbOTiXp&sU3E>O{P~Eg3Lsa8`l_~`a zx5fbUaZyIjs0+*i`JXgnIc9+)A1g|SoA<1(eU$Paq8H}7%YOz@;BNxL>N41K2w%z} z8Ud<-ihmy4Ca{Xb!M}Fjdw}=r+Z1YLRqC?6sCZ&1fhibQf{^e)a1SFuH!kBP=t9<2 z=T}xjCWs3f)BQ?8%9oC|VwPIOMC=7Ii(0N>qYrtD&~W|dE{kUWa~I)l+3yxvJ4Ogh zT_GSCG@G#|KCSCwf}XU4{9$f&3V}PVprXucbqH>!1`@mYsoZG!c+ja*Is{t-0V1eq zzqV@H`I2G!^Rozt`;j3b(AYr$TM+PSfF5l_z>U zLJwg2{uTo=?cMbF6fXV5!(9*TWd)Rz73eGp|R z1b`c1XdA4Hz^#iXS`e7yJ|&iFM=a#c3RYGnsHI@HN2{UlQ7D(m^9~`9@->Ko1_-wK zAshlJ^U1vtB8{#;T@b?@c*o}ZSKQxp+^bMEV>#yzp~%EhZiAkUQw8`r{%uhYj6fyL zD!U-vkJtwEI-vnS5LEr)tsrazB5u1xP%j*y%kicJaFH*qppIV@q)Xpj10?x?2WAnY z(?1IE8;`onZV{3pg#4~$FMNWwi2Hnaf?GF}byVGhur(W(JxlqH0b&vc)NKGN8kcFi zE7J~N&p8gYxuWe{8(|!d+RUDZ_LvN%S?TXQ0Dhel(Ey%B;Co#)V10mJLo2TFrX zdHa0r8UseRS2rv76_&mP%8Q>Wt zomV4U087^Fu^u|nYt?60+9LSCe`595uSfaK(PYA`Ugvvp;C~=MN=^Z-Dcj>Wp$Dk& zn*#srnh&d@R{+&9MZH8H@J|<+h5%6BlML2(UChL801703ce^EA8oLXEyG9>CC%dSq zabp?6Pjc>6)!qP@}iqpT76nFL6~;6TI|472%d?iKG7OA&kw$9b@&^=G|R06ZzR zpFzBhc_NTAU{E;#u!&Qqo#2$bS}sROZ%QZTx#K>do+2P%_kaKC9%S@x<_iRO7(pOe z#r>_<>o5a|p=o+DSP!Own_4lWD;7X&{PDn|fx=UT` zi_@shjscFrtD+T%(;9F{_(ZMZ2ykjr0902Ah>KGLh!BYwD}pAH_YrIW$%y$uU&$eB z((?*~fbNnRtn811Ky>B(*6$VQ2g4jluz&`7pcvr}U;*VUf7V30o^6(gdIV!Z$RhXy zgvNC#xX!tY6p{fF0kLSCs59j{bO_qr5b%~s>V5+WQYKIoJWEVZKycpT0gSP`pPfa-Si7*c!dX)$sZ)*@c+UAj53ck@a zXwQ^`5}4(>K4()1u8hl~Q#U&I*Ihi6st=25Ev~kIS_m*_ptopH9_j%@5w)|~^3PC& z3>lEW7_@C%q6HWB10$veKSkFu47C|RQRo1IGZCDH>~thP6RiNE?+E0DX@5KouV@7V z)U#{TlcMh_4XWxSSAe%N8CrRI>Wm0MtW#xLDwT*wbGYaC3cGybor{yRzpoe|+W?J{rdub}eTSp#f~3PB&ifVK6m^>84}eETUk zA>W=xxptw>f#DWGzV0HUMnz`bKU$W+Rw`XAj6M@_Ui=3NCG>q0RNK|)g9d@{J^-EF z=1JP~BJ9O*BUf!C6J>iW#2g)K5P5)}WBf+zj_RA)(9az2Z)~3AMO(G;D|s$8*Ey#A#{p!7wsg7S z39Po7++}Ze?A>=vc`f@(qzVUSK9WKz6xEiv!gtiQX#zvS@r= z@_?JOi5c4V?zF>lAxr^snsEG-nY$A*pYk-YWKfvNqyVbOYOUSG?_r=zdF=vKEeg`1 z8AwUd#@8#*IY8(e)_{%n5@k5aG8Kpy2&YOGVCCYNJNbD6WA4?cfJzddcxVhp7oxy` zaE19AApNf-<7o{9?2o|-Hj@L`<7r@Zl}(juScGT*-yG!`qmBjCN+sVcdSXz>G6&FS z&|t8Za6FTA$*ZNHCouH@l8HcHiIN*gF+BsQnNIRS8(;KVKz>iy`wPwKUKGF~Ymt}} z_36R^qBd?0kr62+9~SqKr63HVxqkDcH4zVcm#VSo@<36=a$oggw(csyb`LWJpv=6h zWAwO*L1NO#dH#;D4QZ}JJpB;OM!Z&oKRDBchVu5pdjQb|HAYZhm9Rq?NCRW-0FmUh zD$I6=bxDNy3WAO-ba!c@R-O+|?z59>M(qJK{#_D9*Ou0RW9T}1%vj5ttdTs)R5=!@i46_Z+8*L*}rYp5z$ zz#9dNHwa+15wmulLP&bj%xmVg^|A}wf>QCMlfNu+$NI%fgYvL13RxxD5yE%JF)$EI zbrAU*{Mmg5hgmp+{o5>o@O3qP4cZ4Rr~l(f5E=>&VqVbzFat`2S_Sv%_>Rl*9rL1# z{t9W|3qxd@Z%_4FzX{FTRx5cUvd!~%u#Emc_L_=B@65{AE#k-%OAr#>Gd+d%n)`^< zXoUmquA#QB%9`}%`+CGHAY`+ab%oKLJK-st> zpb#+G5vI8aLGk9uO$Se!v4AqL-oLa_GGjq`*WGzyjaj@Wf}0F7z#SdFfOonC58g-p zu8G-2ZM5qc@s!_i}ksLDSl)(7NlFWP{pYE}=Ca zHC+!D)7tC|9GTvQZs9LHpulaA{f1l_Bp!z%f+r+~#S@5D@`2=fp{w(RnBi-e@ip{i z{Cg3NZ#kcQNJdq#x`4{mGMMH6k8Z3ahXTP*6)N>T_PoD8#XLhH2idpa+0xn!uL|(F zC=&;!UY{oX8JN$1GB(bX${FpiiTcNR)w0PAZASoEQ$~R zGrK`q=O0xUFmyriI|jER76I0#Ks1vou_i=y8U_IEyE-|5(aB)LZpK2Or`F_X<^#RF z5`=WQqTs7)?Z3sM4@4_2D+C&|*U93*_Y?-eA^)1Y|HU>*fXyck8HkNWp0O^V)?U@A z`ra^TLBijoSTumai%1qMM(r-k$6~QTP2VYz)xfxe{A?V0Vw5PDiHcrIz^DX9_9ocI z{t3YUwy4Gi3MLVVa3BOC9@Q8)xFB2gXRz)(BiMN+5Ast*v@fFg#6-_IRs5MF^{tnh z>$Ne_OR8>x0>iFFuF`Kd-M40XAsnB?k%5oFe@A38ipVq)rod+m$5Ejh8z1>jFsa0W zh7%>&%Y)*U`WpQ+J?0jFAt;3`Iy#paQ0pV;2n0gz4P#r6LyNam{%C2t$HNU)>dz0u0w*7gAzktE3 zBha07L^!>M1Dn*)P%1D6fdFkZg1rcz{rOJy+_mm17DSSvy>}{cGWV;V151edtcStI z;~}rj-)%`KJh0%dRcMzNaoqnSAOM*uVIVKaAPhfMsgUKQ=OfB9K9HfVsBpeIkDa zXfab?b3l))N7adj1}QtFLcapW5@Xp7VoT}&9i&%^S>Hd^_z}Ifi3R(4Reg_5T#t=7 zsf`i-!$gEf>0Aws*dL}p8Hj5CdPLX=2+q5EAhn>JI}VC!YTr*0+(eKWmHL+yWqZn~ zF}s5UwW(HBg52OZQ$XBRK2b3eR|Ds~2t($Q7b2i0S^(09l7e3(Zi~61C4e-nfJl@X z*>Ay4G7;Fgfw0iV+&>4-DzUATNQw#}kXVFGWRA^;@OU4j_>Zgmn-` z_816@WZ=W+jj$-_>#`#Oyw)fVR5KaNPJkKDR{zcBERu>V4;FPIzff(A7gdnSX^S1(rn?)ntE+I8bv{dRg`P!(}r$QiQV;&#?hgomlbpZH1ydhHhB zHwg5&qTl{G4VVmNs08}#vQYz~edgP1=DsE3peW@Z{wE9|Vbd?`k#jF{5Mqm6EBqh>?r@49N_0WQA8X5&+7@I8UK0xU=YJ7%Vrvle4F%o z>&x4@yr4aVn>)!?Can-}8PA(?t?a}l?*1fMM4qJ$R#8e_q zqyO`IUK@#S-@jkZD81RMw=weWaA2*Re^V*=&ge^|7{3{G&CN{pzCpQGG+dY0D2;uT zGF+t>BTe{R<_apegn{)xmr6LT(poMrGO)wqy@MD^99;(Nye`5ZPYoI(?0= z2pKf6D8~Wr*Z&z9aVv@Tv{{vH>J=_^bxG;hGoj4<9eOlUr`J2mn`UZVyKY)S1-b3f z{zffwIhPID>m^x{mmMSE;D$Gzy1ep$Dk?!oHpa_7A^8Ue6zaqWgHxsnP^!&m>b#TL z#YxtbQ5VpdKP6#0tVF*U(4{iT*jZR6D0JURuO64XZ~MSKI9p8(y;ophk~rH(O)8_0 zYJM79eOMU<%jTi9ULj*bYUYd&r#U;sWn?r{nSZ+*+FxTT^)3Db#=%M4q1o65cKrNr z-G!B5U5>+vCfjStR>iqO-Ha$TD#n;HAA{a=TPg;#2y;Dyy0QZCE1#_{!Gn0^>Ua2r z>_+W@KC|h~ib&0G^AR`LY=~M_)lxZ2G~0`%NjOYkjZ$b+mr=K&);owe&1`}DWKdae z!mE9pTGhdv>Gv*Qq)SNIgSe1>`%uYs>zgr&%^}#gK6BADrlgfy>9HB3)!3M_>!RGw zU9lx_BRC>NX8+J)FIuSu-E>e(lPf#!RJbTPbqpXCX9$lxKUW^4}2*=JNr@ zP)b_P?pef*OpLbYQgJes*=9@x_5Lx16zKK8hU|w8pU7g_Jw7Z^;)OS z-Cmh37nMg8mE5QnFFi9lm|%E3ZWre{ToIqEfq?CLF8vnO~~(5>B9Ff3)q+ySV}eBhO_yqfM;X(Nl}EV|%@vo!IZ+%XS%a%_ZSCzy@Yl-&e$+}s6rj#EJUW2w;Y zfyk&J;ldr2#)Yr6E1o5@Pp@1`(8{Vka{}+PM>5l51F>0bX9*$ZeJ|3=;^->&7%_|a z>6P=2-=wiyXidX)&a)$T)D)v82WPM1PupQn76iNqIoy;?nof_)uydr<_-C`N7ulc= zBynmn1~e>(8ALA^FSpMtINVpC6we!dIKPK4b?tDhg_mgMKa62c>~w1-aA0k4_Y*cb z@EM1d^qJw3zIk$Ul76O5xcHzW=c-i!%Cv7MC`c{9exhJGik zTb)c27hmOk|MLwHar>-;oDa4qi0UrFyuQ7c?1*qL2*LjaT;Q)d;;OMDf)~11g9dkb zI?I~v-c6uP8gpYK9{i^1sn0iw2S>oUb(<@^k9R9Ge+CD?J%HbJj~*cj(@u+>d;61Y z6SwR&2~}wdX8*ydiQjT#3_Zkb%+5}p3kslm<3Vaj`<0aC6P;azWiHnUa? zk|)bbO#n^&S+={VzVFT8-m3vwYVO2{JLeXG%NU&klki<%0g?f!wsZem>or-9`;4qS z1r$X_Dm7?b;_`(cplGMHqRrg%;9{8Iy8h{Ox{@Qt<9K$>wjb zK1i(o8BHnCczc$Dn^gv%d)DXM$w0b|u#}Z#w(>EIv{8+y-ldJ`)$Yv^CPjEo(dS8R zs!qS0Gq+K}eFwUvV#eXh7u4M$D-0Ub!f>`r5wNE+1q>QxgbTd<8V@^{+Q5a6M)`%i zSx3PcL(%lojke^pB@L$0LHWkeXsB9R4z|&kWxm*}ITijB`Je-M`{6Asn}uI&rsuwC z+X|(3*JrtO*0JREi!F?Jm|ph4ZOhcgCuAa1o10i})m|AwpLZ&R(FSF&$dz zP8iFYANY{OIGv0w%RK-|))KDqJ2$;Uwmdr$P2(<;fLKU3%gL8h_^kXmY>e-lVU6>G zn!$U{4lS6ISJ4+B@8Nvt7p-e2o^#s@&MR@faTOF~->_Zn@aE4s97;Jf*l`RT{oC1Xan(NC9J9(;z4 zZx#>XTh>1|?F_DVywL3o>vi_!jmlsHfp!l8|fNdzC z5e1S5%if~BI~d*8q6AyHm3Ykrs-3XENOR+)_%m;1=P)2%HTGlrz?s% zEEin;j4NDRYw!+*FTs^YG=xN723+Du?-4od;i7E9k6qQd@-SW**VU^5){yB9p)h^R z{f`Ap%8Kbh0(NSiXl7Ml?PzIZum`9xwaTzW23(dNQNvg+Oobka(UpR|W!9GP>DU+j zGzCkcaYkay^cqERsx#0K464p!$Z7!N`*8Z=u+uiUF+*IY2bt_)9GNQ=x=F`dXHY4r zw3EJ2py)_gteqdcceCo{W6RlMc2kiD*sC>(@3}=KC4D&x#)|2v*5G|79-g!DSFzd` z$#;AKBeSh~4Ho5mh8c9_i~F!$v|I{2YUuG&r6AhLpO!7dRrCv7};O(N*X}aUMZvTme$|yZbbpLgRyFWS0lS`GjBjqx5&*q<7l1uY;GP;ax<(V{aTc_W7;CE(MX< zRpii%?kHnkb``r~x1iR*S2r}$CHlu29>$k0*TVA?`tVE1WMIQ&kY@ZA*<&Pr z8u*bt$3^>#@x$REGEQRF6N_cqE%ORIRyFC8WHEg6js47*Zn3IRSfVLBMXj(qtJ~Bx zhpA8jd2#c?Y!@=dVbrNm&yrArk(`!6ny}Z2+JMct$&piQ0RB-%-9Q5FzlnM3s;Y&r zzf`;xCWK`!n{V2s#JCAlr36A{Uu#mvK<4kfEs86G$u?h84xW2F4@(#=jzp??1^3dr zm_pU!yTSEvn8&XXDN5%x@M4uRwaq5qw_c$!Fcds_^`*}TX){~+i_FPMX}D*R3ls-6X=6%?k5#wW0BI);qLBY`RWCOJf?@ygo>kO;z@t4 zu-M=di_>`wzJP2|!{86tVnY)LdGdUwLlgw|i?m_Fn_^bQd?pX1ZI{J?aU`pQ*^wNVhpW#^NQ zls2lh({4X7PXnaHvTX~54vAKpB5KMfVF?DPV?m@8{4y_i>h(j#11nX#HJ z=@cSK$SWs}!B5`~&atn2$4m+1<|RjlZ@q$0ag$&STm=#-+2fe`B;{C4B{1bLiTY;) z=`JpZ?B4n4-Rl{2g`zJm|#xAc1s zcQ7?hS5RZFCe_ zY4+Dq$amfP(nyo=iq0Dylmz2$&|Pqq)eM?*k#I=_2Z2SGC0IW09pZx%mno*Mv&)yR z9L5`5M!)Z5;-}kgpm9`$HFNsi;V}Jmw1RSdy_3y>qs~fYm3e)ya$T?aarM0bjQwb4 zBBp&tv%74@fTlCmCkjJb>iPAj-`pbQ{LYqnB-8ogsO5u)5;i9u$!?{e&+LO;=%t>A z@q0E)o!Wv#n{f?VHnbg=%0xys<_tQ;3rhwwo64C;F(T6gX#U0sYgD0k+ViXKP)xIs zi8oLP2jN0R{G`o-fn-~YW<$0o$K;kSl=NaCb*D1>g^yKgbG?(IgH@)6K_yLiR1HG~ z4J0x(9w$iSbD$+o? z6E=3C%K4cd1`5jdH3PCf6l82qXSh~G=67EWC?=?ikBpZ-#?anc3JG7o=t!eGgtm<5 zO4v%TG{`qdXqHU2(L;j?PfT;wf;@+nujKCUe)xEaKgBGV&VpTy3J+YAZb3Sl)uzEB zzq!`LH~XH(PdaM4ds(TX1HM)^g>*RB`XQ;d)Fm-F?!bAK(pc?u-fx?(P4X&F+p9?~ zB$fl}$HC+nkDGyH>F70+TZ2V1M=#Cm?mwi}pys+KOxr=mPtV_OKy4X=8J8_T+P{3h z%tUeKB}nV^`Y-`bggr7cM-QZIj#w`Lqwd>%$IQh7&7j233C2x~nc;Xgb_}=R!VUPNRRRThZ3nFzt3jNFX&*k+=}(zGT`kO?^ip-uAJf{g*wkP zg3@4}FSOiBf|Gibd#p^(i%-rr1xim|#+PtO;Fl(p0~R4y3y1Q+lnU<6p~c=J^_)bR zT{%gEv)Z{M_>ifE5s^kIuRJ-8ADCmwV73*gpT1CUz;RhH^SXSYzUCsq2@@4-IzNx7 zZP4pofL+`(yDBZSx-AsNBxtC1B~T0M-}1FkZ(43LPq;x|x4jq}aKYy926dO;KJ*$b zQMwL&V(|^zURTFkCXBP`&Q5~xZz%)9IXR_v9_cv!HJ*JUyyqt|HG6H? zj+W}kigPF9ex{yw9$n`<9IT)SQ9#NzFq0!l>*j37I;EJQLa*n#ac9`7QRMo&$ST>E zzY7mO!Ld;e4VRfqblP0Zz9053nn}D?Zzr)OVp!M=ApwOJ_|S^n!_5L2bht>nPh453 zNut{D9vykgJ8dQ@+5C9i%|$1oeqo`BnIANr*(U{#$}PjVj(uX5HQP62n_DI*4Yd8k zXEpkBgtGSxam(8OeI$^+-GQd9-Kn>`Q}K^Hx!z@>t{K--y|mJlt{BsbI;r9B?q{yI zd%<$Cv*9+eP3mZ^UB}*?rY4KGTYo)X;ZXqL6T=$~7Ikoy)DU5b; z6S7e&1!{{0GrCx%dIcLo2jXCB z!e=Prb8Jl*l)CleH91kP!&Hwh2_v>3Lr02|%QDSMtPPJ;@BF;nkTleiF3@gg+Ll_j zFou5?kH)1%2Zq!5Vo4i$V@=@55OKvSGmz0wP!CUH%l;nYHyoMT(HwvOl^PjW;o;gk zk!F0Xw7-e}vFj%s={QNVc$*Cmo>6CE=s}9h$nsXE4+j0=<-MRhe3=nqB8Iv$H>3ni9McmNS!+(qZIs6qWUL zGAdw@=WI^Hdr_*j;p!`snACSXqD>d$_ZG3BPg0O-5nKj?E9Ye@T zQPjNB-8|DQLthH^%UZgAmF{f4&K2MCH*5a#*DK;yOnqOF!*1^k#TWhih?m8o{J~#S zu=-XiO5f^!lyBxY6xsYu<6bUO+|vS&D|U2itdTycPSp52$K6HneAk-!I) zr1)PX*WYF7cWG<*4OO$pbED*(FdbvL|kMPELWC2fGYVk1mL*J z1NLhBH04IS*|)xsMkRaEo#8V;zNb?^xT)&;^3u%^Qe{LiQ7=@+xn!=Ex9mfvp6&!8 z^M&WHusb3JR$IrqaX!f%m$G9XhWIf&>^Mi2G#$s-z{{%k=_s$@Bs;YAeXx4564nwT z?4RPeOQ9D<`am`oKE|=Y%jbGctUtRPzUPPDRd(j3q+P_kE;j~_!qy_Gh;uWebj9Q25mqKOI7NAeF!7 zvfjjZxtea;O%_D>Z6O-vMmI zr~+cJMImosXp5FCrtr#~M1LN-avq1C`C~Q3XY3;T-Kb3!U}PM3{jFKSwSF7Z5!~2F z;Mk=~Pr(9NxOrl~UtWa!czI#i53|R;!&mt|AM0~WaO`hmk-T7^kyuXF&vZ=MLu5s! zUUg1?ruAFo+g{JE?n{iBy4=lMkEc7@V0_utG9KmL2$jVao*U65jmAHKKs(RqOZXq1 z?5)N^Yb%mge+8SR5(zDz!yCqOYmaohSfBei$+zdAWQ%CV>qQJE@xL5ZME!wW-g8i3 zxXFT5Y`iz+fkINwY~p>%L58b!=L#vRlQhO!nI4uEA?5M4i2lov*Q$lA-DN+=27E(TEm&kFl2lE|BfDT? z9-3z5pPpS+E(Q#}*MIjjGe#q49h%e#=WR`2VYV-F&}NLb%jvAdcJr@tbi?smANK!! ztMPKQnPt7Znz@N!nBC}06TuHF)6eI#!7V{{zNm_{hN*VF5i0}E`9~teE zfFkfIHSNnnqi=P&QM zDbQip~{p{8M^@(m(a8G6-R7d>-)c&o-r9Q=AB(vmE648x_TedmHh*? zU1nyQZ%Wm8O!b38vB**dxE`w>1@_ZD z#4a6zFj)3n2xs<=c=*cXHjp5RPWyc-i5U)k^0Ko5g~9vnL!1f4RU0wVX@N^}|04Py zd&#X-Ja%r%UKFq_&q)&bYMtO;mZERvP@|`CjfUN4=rVL)&Zq|M^`Hb^5^ybSKgh4c z44eCUt%KYkxcl=W?E{&ykn%JU{%`xn`|)OY_gbuD9d?wI{ztvGK%(H-v&+0)lT;H? z&cSEDEaMxfNQy>YliLpmxU;*5EAJTgcVpi`wmtMQjp1Q~Uj?a2UXc-$W7Cq=5~N~I zHP2eG2{aetq*!D2-)xzn(fcS5kr_Fd6PL6_4zR>D-wJ82;CwI`l6rrcG15f2-{MEG zws~?!)w5XS_TA&MwkVdA?2%tW5sw7Lp0wNPqrY-Q z>uPFi-)Xoxkv*ghbgl$qm#cFYIh%eiF+ighbyVbuA58-rm~BjsFTE_57Nn zp-lGuRpYSa7tR;&CC@ahbsKD4w-(PIuioI?3x!zH`riNM6F6g|y}iAug)E%$m&Iu- z-duMz<~~4232eG%DyuGkyA=G!iK|`N@6GV<$LzEsC2gTUe9s?HCiQ2L``B-Y=xE6M zTXH0q>&2vMQ8`@rajsXA+4hvoz$m!sxx)u5a8hhpp7N(e@0j4{zNt_=e)C3-^6tp^ z;oXl@r(3BL1BVZNWYtEE<1ch~dl{PcWLvmdFa(^4%m=Y|?J~HINn6PFkX$M%g8R&l z8~-}yUJgo~Bw6?^+-EcmX?bw${+#4(?|s7of23xjL5y47@cn+*!r}de#Yq*^%{sP( z^Iodz>Uq27t7-MmC8TUrdE+s^Mpxa|JMO#CXahJypzAga+UP5U{R6L`(8}pI;6Y8y zMdmgH_VhcREJP%6;}zI7!k{Z-t<_2a!9l` zp!GySCXVo9^Yb6Gr_GHmQ07ye!MS6qb!y!on*W<)ec-VF%KMY zI(_uOWM*TP{xBUp@=!CHJ%`cOZN zMs2n*`?{+Fr_|smTzo!EPMpa{Gq;>^YT75oSs=Uipv6$s`S%kWw}Wn(XUo3#g$MIx zNt*e|WTM$$aAY|++{0lc_;rRWqGnkSq-Btc_(f;&5=p|PJ~~z@WtQ!`%I;7q%$vr1 zbbqdD$yANVntcAd`hjny+ND{>XeFxVD$sR1#hQ@F8dGzu2IqHo+}`)LvX5(~<;$I5 zi65U*kG#UNB8vHioaNgRSj|RWxyr0iD0{QsJjl^j1^@KH;Hi++Wrn)|&ZgbMq<&g~ zPot~Y)W;a(gWA&28s#qNUPlP_ozd}IVHZ5yh0K-&oG$&outge_F=wPHZ8$pLEpY?{ zI>z#~RX0NHH^GfvmVgJ&)@aU_ zAGYXq{3JT$bZ6qqU?~7`J1o&_48(1ASP-`ioXrns7KMBi#nlRo)ge?f#Rl#231O^3 zp=b+2{Oln`yqQqx_V)Iu)BqlS|9{d{6be)Je?A_clq3PJ@SmMSAeLjqXK>+vw-@}! z4xR5s%gVb(|3Iufk^g<~xFR(T&GAd{Zk+$wfBd-~9Os`#{hy1+`i3Ez_V2&&#m2^d z1gxUSf3?jM?O&gGiZ%W?N25Zw{~ocad20_lIq9zSJ!87V|MS@$md2OZWORtj?2sm_ zb8=6wmhPJ07747fUMdg-8R^p!JoFI7v=o=NBWzEQJbcoX`EwPfI_^@QB&BqDCfrl) zg~dtt+-j)A;V$B)`=w8rNSYkzF)kUp$0Rd5rc8`6&qc4o)-n;@vSF?y@n_;SM{TZc z%{F_#eC>0KUZHg<&QD4}dj7ZmLi>Z0TY<~E1Lwa+7he;ljlbXXt-_?-EG~dry%zrX z@(J#mCi8hM=I7qB7h9ixTY1;_8vME4lfs066sU8}qYN?vq)obTCq%EuW{4oh4hltq zj;_#=fVY%TWFWi(b&J~eJ+qAD>Go>sohyy*h$MLHQ;tLh98tc?zmB_ujb_m?kBuP* z$}y9K-c85nvgL|dV@OacA2Goh^MdIU%RsF0`+t9tgT)1RzH2>BSsFY4C$AD5m6W}Z zX9xpMVcaG&4uuU5ca9T`;#=gbL^|W8j%2WL$I!iL<+NG}B7Uqsxi^4;Yl-eD@p+)# z(A?%Ijradhk@J2*L2{*d3%~Wq>{wkrY;74oIC|!L8_jlccrFXy={xi^^eK?4pQ6|r z*5%PqE8d!S6Ta&y!WMmdF9wFxDVHo$NrWpogCk`ydJ|IPl4}OX;>(BKw33tz`OjAx zjy=MHCnX-olv-dMS+*6JzastBSKO!}|JG0Kbjz>X!ci*&yL!$Hq9cs|3?8Y(F9G{F zW>1;D;7DvXSG}eikJp-Xi80c@Zu$$g_oT(uD20c5hFWRaJ`{_u| z9E=UIP3sNp_&Dq_^}Z11X5o_>65A}O5sz!KrPof`vs@$u0 z6uua4`|eiuobG&Wg4Qe%ivz1J*W2s4q&vFQcI(4E#uAa*FEN~h_2!e$_eHzbA6(WS zGTX2fP4l!3IAZ76XCn`^pK>F{O!Kd056w{`bQb{u%o0|bXvT{#c>`w2d)PLs_NJR` zr2YSWGGT+4#!CSNyi|l{%BwNI!aj$J+l(@au#CP*#5ey={OohxxJ{`jEb>^>`&SKd z`e_~QM(?%pM)woQ{Xq^G76mGH9VGWzG0o=R3nZ+o-K*VK77{*&xgGV_NG5Llrqm#g zR)vWQ3r5kv1e%(pe%Za2AkrRr&Tz7olBcln{yT{*Q+oMo4@E~EMix4wrFGNCR}wOs z9`t+xXm)r%wLQes4&Tz0wU}Dks;5u{&!E{^+P<-D=ZI;soiy;>>T2G)PUT9bpKy|W zarJ!5$Le6un%}iAAH^bF#}-}SbXv^w<0jFbuQ89m{(Ow&j_xr*bQRAl4%9)93(EI51X!dW3PPQ*MZqeFx{cB#T8z z#{8B2NJWaRX{SF2TcDwN#RtK|^1}2qB#+jfgRO~XSw+^2*v@Un!N^}TPye2~u7P@A z56_MoZ*G1>PA|RUB)KuMh1TZCqqFIC%nT~e$|Zc?QhOZpks$fNihrTQyh+wSwdicw zn%liTYdbLM(I<~bEJkznBhZT1j~P!Mrfa!)J>w@P`z}D- zjYj+WRlTU3v^dOlcl24-RXsIX2yuXylY4&(M)vLwj{BLlsMm7I9kZ9&}nmz zG>B;J5bq|38}UZ<2=6^;OOZg?F?gDK)kS$H7=v1d$wk5A`U*C}d9ly!$as%QisAF* zYCPpkF!Jd5_|ur!RdKl$H(qdb*NK9CvwrWV9|`Pq^-mq`E&b`_jCsh&o(XK~xDdU# zpfhy*e!{ai+0}+CQ5tac#+f60V@9oDO2+6%=LSPZF6A=Bp`00a3{xPwQP1~u;}BvX zK>8}aw5Q(VJAF{2-M2!*D_PRc8YF{X!&MGzuHh#~www$^^rHzR{7)*MH-&re!;sz6 zITz@HS(e$6e2wh$bPV#YDqq<6@;qnTw^zOB$D>ouY!CbyvLYUJ+nDSwkWCi!GpNPG zjo#bKC-HEgPL0N-_wvWAm&A3{X~A?iw2G%zf)w9>n8))2VeiSrc-qHY#V@Pdy>B*0 zljX{mUB}PO|DtHj?o3qBR%-IVBbEMTZ?1i~(@-VD$4&Q3q;CDuQQf>eQ+1 zodhW9!dDBbx@jpnSf3CUu7qoN_szGn{2=W+TDv>E8ox_;K5eUid+05?L@SrFMHWn0 z4AT!q#X9619vlAQAtI2IlB20`Blr^MIO9ZVsVIzs!u0zuTx~E<$3{?-U$_s_An9oT zDk;p%f0WD-*7(`MO3kA*kGlqpo4u9S_2~X|udYI>i=H*sw#L`)S%oyV+1XgKqIc0Z z(6=NPN2L}f|B9HUhc2iGYc||7-b*Wg%Ou>W`WtQ8ecab;A!D|>epl$4HtV-A{rr!r zX>O&!U-f&bCQkd%sJ-ppV(+Vw)v4t2fomz20rUAsJ1OA?)or#9M6epWAz#vBEVY9c zI*_SCFWC0+X4wqpdh?@pQRg$FU!HKDMG^H~x-G$`&tBHn-z7fA#7lQhv{YxPbh52F zlmBbW`B>Smj-|bTI~CIk$)M6~E<$oH$H{s0fMVVoLY+MRozAVG?IR1<(FcF`WgcCe zMruzgDBkP0ziO6W9 z@&Nb4s`k0!v8f}}ov7)wp@M~z01nNSg2~NY+jk4(`+khIt{dy_1``;&f@J~Dg=h{H zK18R=osL|#4#Yim@0*s7X#=s)K}uS{T^~XC(7J2CEjbC+pXET|^5TRus47&=+_mbr zl#rUNH#>jQ2o9BKYX3w!#q%EaJ7#8~tSrYQ>>9xhM#7)xUsRX{g(9zr%9niH+4CiDb?95G(w1lYcjY3O$1QibwaT0z6}f>EspP!U#xv*MvnF)IFC)CqcbT=tWq+jznJ&=8MVLzLk{ z$82fg$El)@$i^V??syBaezO#AZ)wt?zeQ|nuWd@BpJH(0qyMj~w+?FS`@+2|KyfKr zD5Ox_5?qQD*M=gcxVsj&1PaBqxI=MwcXw-nhGGGN6%X$4rr+PZcjn&wapq)Z&pAo< z%AUQR=d;$aX(jvJQAk~B8S{ki&i$5CHwtka7hqU%CH(-6;y60xU1Xd9;%94Uy&eA0 zIz1rx`IO%zLt*IC_&T}_eeJqPbWJ(ch}la?2O(7IDDPO?aQ1>Hlt6P? z7V<;UZBbJ8b^ZN-tu;2lnJrGc*un5}bd@O0?(w|`UxduDa^d3rFO5~9Nsp2@22J7~ z2X7kWogFe}4B2WIv}HpWhzk5fdAvCi9(2T7<7mbUo7U}sLvC!SV*_o z(b<|PS|rUCwvjiEKkJQmaG`Z$6^}MjR|g_X^yds>cRTqS1u+X#**`IL)Me_{w3O2c zX{dkM5cI76X?A-T;~hdjDR2(|rS7S=C7#cSwLxhw;yb zS(@e@`Y}T@rMCeBNjsX24atXQVT%K<+$y?WUTj72nI*%yu5p6XuRTiqLt+R{cZ{wM zzz3vncVbAj@z~u;`3~l$9BsRZIhB2qS%hNTHJg{xG(#`58wP}@>XWr<3NO)yM(qwn zrAz5`%TBRl8(*%}?B|xPH8>Vf=5eROi_n0iRSgGi5|J(knZpkiu&BwE30p^#md3N$ zVTAbhjLhLFMdfs2mOFZVZfnk_y=uNlOox~wfjD%>XQaJq)O$iVt zH=@F*9K90V>&$g`t&^}pZ(OJ_o)o&Eh&V>POG5@Ti@a00u5k0<6m$Dk;k4Iz8TP=)24ZUu#-x(Rz~M>TWfoY zX?)~+lN@EENN-V#)8WC2NpBoPKAVz|0K;Tlh`FR;u;3NfXwQ3>hnIn}`4Ms|D@;lN z3CM^F=tK0-MX$5heFKA#d|F9=m?wzv5%KO~ZK@-xD36C0+9OTDry@$QADxGO?kKaK z_#6zlq|K+o0$qXom-t2mKYA01*BcIzUi*@SRNt1b_&m|Ueu*3|pIE+)!oque70(qA z^A4vc-x{I>&X&mJ4pxnwGA$KpK~HsQU-R0&$IQ+Sq`oe&T7@>ngerHZp}T;X##J63 z0wueDu8j9*2mukl8E6R?biS-96FIxA^le=Uwg9ejJiHN=v8wX62#E(&3f(VvfNnA^ zcue%C!ihpOJO*C9<7v{mw@JnLL9STDLc;uB+pBzUu+NVjaFEZ)HKCEqN=QV|CKg9= z45E8>Ex1GU$uJ4Y^?Yz?dt#_fUb)WqoiVEPp5|B)JCy5fQ9djQo@)ARV{dFaBZeV| z=u0M4J6sN-gp9Z5Ml_M<>M364-+q`@W}Z*xPw4N$yxkwG`&bLC_>*~C5^*G4Z?bYL zH0s#N_QS%Eomq$ItMy5fOa6X@MaTA-YO^R!{3dBr4(qiOS_P+b&E4S{W~2PxBZPW( zKcZfAx?1M0;Vm>JnIzNa)>?XO#gG_eljTkGhgwca6dvx2{*CFD`^$_1m#TDzDrF7I z;(N2?G(@Nz89B6d8UCeE=DIe5uokVVlesXS$M5;MdUpc2RSuO0^f}{AoQN*pBbQ@t zJ}Y;rT|6~-RBkD`t`rTeX9`(3^wOO6=vDVSD!V(Li&4E3IDUjd<>v>wehay=)e4AV z0 zO>&RdFX~LbWUog@w9_nw?sLR%9K*)vj&nFhNKP48+7ghGXz&r;y}JrEW9F=-Ry@@c z=f~$E(TSt+jyg?)Enkc6kLU)ii_jzWZ@B5MP|xt@Jw*v=PO|?LgWT-?5U#SEuHCGF zAFvpMLB%X0-odTh!!hOZ)OSR_|MJQE{1+R_5bfj$t!w`}Jak}ZWQ;2h8Hd$17X_8l zt`lS|0+Wg0VE$d`>U9+H5%otgJ62+(*1qI$j8_G~c*UusXkT-~@<1Ki z>Df9+Kt79^wJ#gtDGUChcho^aenHpxx=L=|PdSHJj85wX+?jBT;tWW3Q{cgExHDwnEs2L04T(iy6p8R!nS?I#WW*aV7Au% zIK!g`{W#qP&fgqACNw-9vj{TT&=>EcmSUuHKc#_qsUG<<8O*r}X;F(wa{f7e1&D5O z$(HI(w-)p~5lO2GGe#ruM4EdwpMR zP1IC%1*Sn`8|5e?)380D(DY=x-lBPtBVH(z*p%kf^F^mSCEh7p3p!E1>Ma9|kHRd0 zYv*|*mVs`GH=9Jo;GbuzM;W<4u{zk797ith4lv*=3IF37H9IZ^l4GP4l<^ zl))$WpYM+$yu+scq3M9$8EZ?4sszNSTkr+o!swxD0INXGDWzzxE}7$tI+pk|9L-7f zB-{Cr`_>9$ycDj1q}q2^=psjmyzQ<&56CS1LtqmL?a>eJUFv&5$)%-jS>>!As=|!- z5@CGHYy+w^PkY;gQubKIEkb+SK79T)S-HN~9|l2u*o6ra44f%&I+SB@OtX`{t@cp<}e({9&J_VUWuT7DKC|y;H zrv*R2(JHVpDiZmZr+q+`ZJI}1wNa*w<;9LjAHVhSYh5K{l8zXAMSL=UDtMnx$9Xux z`TAUE2wpq7abKf{e&_jb0Pp60fZCS%d%FcqkrF=;as$TO&-&u|t(w@ZAKO?pVY+6_ z91G;6SMS{DhpG!`Hbk4eJxf|Ik|>K2a0T(hS~(dBbp50|hFJi(2RP57A@9 z>PQqX7^qXT1uZ$#oTqcl3>l44zt*A5c&A+*X}7(nN)cauzo`hUvq>UDYWl1FQLFb} znfTwm_Kldog10Y2DDs$;#l)^2rn|>Ga2s9KDB7@@I0bU)Md62d++j;k=)GR`%B|pa zk!CL(01M(pgQiC$j!=?jmo2%w8;E{#KWng7v?Ql6JSJ*@na|6O5e}%IN2cx0h;ZQb zdx~E&wS$~-%bQ|bF*-)KD*4A-!jP6!c8-nw_GzK0)`t`4gw6PT5cuiJacT99w+3=N za3v*H_?nUJDMnt;#8Kv4hm#n|@@!H%p)<}u9|ePZj0JL$%FQZrOhTv6`z4lwj{HsV zqi^mH=}Tiz=i-x#c%G+Ck1ApdH_sn>#~ax)`>hMRUVb)Z>A*VMJQohW35x zUbUf)QlP9T*W_>KLo-T6ta%k)g6^`f4*b{!3utgfHXn?P{JlX&wq^xb|iKn^4rUm7z~W?JLI zCC*-?>ym(R7J6(3`BaM@TYnfxn$0|4*Rt_}#!QbK%I?s=3Y~3gcT6HUYzc{JMTleH zA2RgU{Vrb36F`(V&`zp61}=1|I8yy^0%N{%{kOsxxK4?RL2#QrOQ>2gf7S0Ew;Ad; ziV+8&Iuz=Q;`+eN9;qaz%GGotb@1PAhhFToW3*T^ZE(@`= zU-Uuqd*dMa2%WiOr=0ypYjM8BQ}W_@t2t&?*BABbA{9?wtXJ)el1eUI?hNBnfB(`p zuUmQ`9+21a3#x%O4^aTg)|o4X_Ifh8?^$^(iYxQtvzk|8m+z0}hxO-PCh~1U#v599 z>)J_kvM4je95}wySlUW3yT!V$^}ZrW>SS2B|e@HYicNfs-X$UU{e$v?Dch(YceE2KZ8urr3&Tb?mZ zHnUuluAfCVI01Kv4B)Vr`#8;i@OF^ed_B@b^T}%;>wv9TTOZs3WPz5N$Cvu}+udTf zaX1XObZ>TdQq#_wiEJ*+(UvR?+t)+`l7|KO+;%xK#C~miDLjo~G)Fq%a9DA|g95#B zDC`e%!8fwTs(cvU7v>)e;!*yfVX@TCv0?-FOkb#zu?rGW24K~Hn^dvwNUu|Ugmm(X zM9np7BiX{&;^_-36%X~S0M&i*s#GF=GesJe>xSb2I%U%0+Vc$A5+uUEeU5 zq5ywxl}+cG>GFD~ao<%6TOP=S7jWS4);FRkF^zqHY#QQIVn^UULXeBWu18tGf{7}s znj>T4yk4pj6Cpsm#FGk<%ag+oCa0Sjbz*10kjP5gDo?V#DrCl?N(y?r%Bg~z85bC% z4_OKMp1vmPL;H9UhMrv!Iaug?e`He3UcA))TGtc$kZ%oZ!eZ!KvxJVVEy>(h3UDyR zW*!y>hShD@4ft@5;s61lbv%QQ{MHim!0(kkTMAOE>pV1TQ|$!zQwx|BH$PpKSN-Po zL@aGPpvgsL_+kC`@EgjD)2$eL)c(OC{{gk<3))t=A1+CKQK|!r(TY~0H zaF7;dLAno79guphh7|z42=dDViM(&G!XHS;kKsba#y6(S z`qgfPp=t4yRUlZ`(eP>c8kgAXnb&R0xvsUhs=^8m(g#8lmsr$y>y*NOHyaj%UzjL=*FP-7zV;XOeGc;uD>R-=9b~(Emqbm#xMy36 z@YOQ?k=NvegBW@P@qLYG)bi$cZLuD9;a!^F&DfVpR8Ca_$?;8vMeAPGePftELlbtUmS7Gz5b7C>_I9 zi{3rHYV9)BvGV|VtIj9t1`5paw9;k-KO#jd6UgcMUWb7E;tP%BZ4TO>@(cp|)+#q_ zuzsDSMTk4BE-U;47XLCUYiIgTJ7(hSqV#T=!ReJZy#ALh4tmjeQ?}yN`%y%fr^FZi zWm;XAxljo;U25*E=x#=M=_1FNrIwIskov&ECJ<(<>B^{+FOFN|IRJA^5#M6hg#Ucs zXRB3v=&~)TJ|?pdWq2yLA!a$Je{c|TNb@Z)jtDMJJ>!bv0*WX6TFdXFH=SS#zR1wk))QU52CvMgyrquM-5H1Ep0IIqp6SL1F z1gXby2`0XtL*u6KS5}+6!!?cmeh&+cT#4+uJEzOGI>$o=(QMv!E%5YMEx|bspxoeF zSBo3s&L%+7r>=@hUw4`%kL=FBj&__`8>ms-5GI*t4HB#<>Cc*Xza~c!Q(KElNfsoI zDgMV}_#P!6E2nVNT-CZwYj6@3`NqV`wG#Y=i}bCet_wf?8C2pe0#l+Mz$ZL^&zwn5 z-Adg^!~FPPQcj)8cH6#gdE&tB(A#$h_eFa=Ealgmz1bYPy4sM)FCZORw4e|O>)M$Q zzt4uOZDlmBZsgc?io+>*)Vd@TtEfmr!yxKuwFGPV=@HXvXFid!Y{v*B%*o)ylp;i- zy=}g5Uqz3%IXQ=RI%>`>EqX}(_jI+?ja#sv!6MrZHD(JiY)z}#Wmi8{ukNq z53!OrFpZ~WSUe3{HXtiQV;Q`^u z2mVd01&;wbkzM3>fhAZ%eV*9zKyj-X$JI&5$``Q(mcyiquowrfmz}75Y#txK;%4Hh z_|=7c3_T4f8mBLS&oQt1hR)ZjE1GRHWlMz2MN;rly zcwQP@hM0Cm5o`S!1t@J@=JB6cL5NzOAp92|okLdgBfB%R4PY?xi|pO~8eE^)F2AFknF=d5F<1 zV{>-Hk4lVNRxlRF%VoHyV9pZ`gs@b=6-4|#@UbZJocn3O&wzmBfK`T1Ao)c>@z<9T zxBTlB-a;Hi0TWk71#JXR&ha0~R|YVyZ{?<&G%dPs4~Z0UW}2@t0Zsz#mhC~_$97!P zr_NI^r;Y>-*7EGDr@3&%CYGbNlHvugEa)!yS*gRKG>DZoJTibY+R$z{=Z>70Lh6#t z^0RWUHp1WJ*Go=xwt`^A?z!#V(!^S5~z?uyokz#NIy?z4gDuv+x5WrN=>KD0&ppY)xcd8}H zNG&iT>ik8b)5<(%GAG}oP<5k#?Ls5AuG{l)3AQGaYchlQqc%d7K;}HCiaObBHTqbS z=5A3-lA_&*D;}E-#rDUDNB-Fxj52YH$!$JuyhY@V!Tsla&Z7rnzx2=Dk+0NWpK#^k zklQ5iAV|)a#j_2rdqMVmfU*?v@_Hz!?9}c&v#G(9}_Fm zxU((y2c_9Ty>Aet{S5CH{{8eRr`QFtuk-ntu6uj>iu_BEgeb+Iy$7RJ(Q~8jDqVb8 z>I?RiP!uP*8a=!$T#;B1UZJh^I0>+?*sU_Sjg29irfx_6ZN$zHwHVxAORF-dZ}@ZL z`MGQP$p32!3CU;b9vst5;1k+?w~XOP|5^&1N~n5Zc|C7FwFnDm-}4*=In~BfC(lur zHuuj>tWJv1)3;_A$a|Q2Ib)-A`O`G-`0PYCYS*k#C6B z>znkdupD$1v;lyumrj23oF;~JA+=O#L;a^Zuz4GLiba~!z8$(VnfQ-!br+HXsM?#o zkp8zJHIRfiG+FV2%=V_5M4ho0AB6dpoK?>UDF41rgEOIsXdsx@tx!RsX@PQ+tkBw8 zo7u*0edw6bS57qL3}oMPja42EFE>PPbgQ+XSM6`G#Bt#Rj~#9TvDCeE%p~A&m8Ev$ znegXF+B5avXCOuMe6mCw z*aXessu??#t8bu!By7>}ztGQ@g<}!mW@iS(nJ&}^PLI%_D1x2tgjem`BrNw?$0E*? z^~|K3s0|~D!(jOjE3-xlqiRM8(FwvZvgh1E{pyOOozz(BYZ1T|$ggZR zRAy0AQXyJy^;!VNx_qh)erqiGCTogW=J{i2Zb8G-f>%>-zeonC5dnksJNH&R|2)uI zZSu3nIr@`jfK#5VXs4_G`N_KCvUx-hev1Nha^yd{KN;Ml`T?b#^E+mw=_H+Zc?N<) zX(o|@QVWm06Ej4FJ|9~`UOZy?)nACR*7DIih(;su+nO3Eum0sBW)!sf$qjYbE+Aqa z2jy0@Al0$?wLB z{XJo}#p1z4C$Aifm9kW!?;##b$UB)vP^YcZ0YV98&@0Xf(wd{~vj16}sE#gSo=`olhnAx=w7 ziNY#r%|$nz%IZl6f+`I{Kiy+MpOw@r>lP$!?^qYLH!W85suqPNEA;FmMEULzymKxJ zLtKtNbcP0Wiw0T)2@{`=GJA6&UIx>|oM9s|eD^PBHmq5c1$MSLNttRs5||rwGZ%hN zz5>RTv9pb);YW0B@(UIHMkEw2X<2OS5f>INY%&Qa0(Z<>by{J%sg^b*5!}qDDvH0R zI;v+B#*=~SnDAo2i@C8svbth@!%5^e7n7f8BsG#>kN07kP*y|%596A}VRspVXsqP5 zigo*|W<^U8TQo)hOK4iM9neV0E932#w=+|ndL}KuU?N~ND)#wg|7@_%rG$PL#1X#! zeM_i?bY=vH{peFCIK(x2S^<&9h=;=)p;9a`ay&n04XQ03kC~T!xU=;Gc%W*$SwHM# zD3u#sGwUwoiT~%!)e?*p+()F0+>9UC5Gvcng5kZ_lyiCWmLZ-;Hl7MTGOX!^3S;_s zgVrUj)+Uy{IE6CfoQn+8h3BvyAA6R^Poi@fCuF&m{azkhb0}02MV;;tUj#|0F><_- zg!~z1Gj7*d|zh{0ilZO=6D~+>1|*4ulM%kTJeGbG`nP z18mME4Kr&Tnfzvb6a7kxDj@~CLOm{KkfEW$mx8+W#(UC$`GvfO6aM+Es$~*MzV>$? zL@j8ZvJYnTDcV%*@z&!&N z6LSA?J6vlM7a9VSBt=|SvmN4SEV^j(c3tj>LgF1Zv?v%0mYpn;XaP(t9je$32dI=m zRf(7-e{^}pR%apY)+>+?b_-Y0Ey!q-WabKHQ+p>|`HW{`*4Fs< z2yVuhDQvQHGV<^$gBxsG!U_LF7l>={yy`2sgQ=85HdB8za`n>IUsdYV;O7J1m_Fho zA;JcUX{6-b<*rZoDRz`9`ETInH;tN{WD7UP9{J}=sb>0F&6CCD_^e8<*xxcR2*?Nx zS2H~Jm& z$x)EkqjRSITH?(%(7-J<37+Eaex6%99^vjtUOIDNSgcW$?cq67d%r7V?kz`JlKIOw zQ9mJhv-u&~sQRQeq25~=D z3tEV6l=8*hhO>{H59YBmFiJ-euz;mzVfu|BpO%qoGI>xomcA3oO{S)xkKzA67?eIs zW)V;n79>qyi|W{`lkC<&r$l??k#XN@zpXy1YO&`OOz5oi$`jp{Tx(aumw-pQT3>iV zsp=o<2^;lUcP>2Wi8^C1!6`fIFVarwBH*#1$`9RXQjtefQU>nmdC$Q6!39GRV_YQ_ zkj*n4ok5mmheP`1WmNm_U5!o=6qxq2g?PvNfYyTS^p%+G#G)W{7t&?}RV=7X`5`<~_r zSj`u-X|>(j`Zk{pl?eX_+IKm`KM?Wo{X3^MBP^T0dooC`5o+oW`s^3Pcb7hOpITsr z-rlz&8F82VBJ$xeKu!|s^rA9v?T>NB)mGYxzgDOsB?ZwL2r{Ku^g;@3%kqiaXoe+ej>{KWN2-z#Fn1K>bPPB@X2FXnKH~!Y1RtTx9 zWG7kF4N%wlo{p0J{=4zx|5F9=55PCftwhKAui)VS9OS#C|L+Qj|Bd^<3noybr-7>f kD;oIkYyI!A6Y}+ufL#`rU|CJI`~>wTjsO4v literal 0 HcmV?d00001 diff --git a/src/year1/image-processing-and-computer-vision/module2/ipcv2.tex b/src/year1/image-processing-and-computer-vision/module2/ipcv2.tex index 58301d4..5edc267 100644 --- a/src/year1/image-processing-and-computer-vision/module2/ipcv2.tex +++ b/src/year1/image-processing-and-computer-vision/module2/ipcv2.tex @@ -4,11 +4,15 @@ \date{2023 -- 2024} \def\lastupdate{{PLACEHOLDER-LAST-UPDATE}} +\newcommand*\rot{\rotatebox{90}} + + \begin{document} \makenotesfront \input{./sections/_image_formation.tex} \input{./sections/_classification.tex} + \input{./sections/_architectures.tex} \end{document} \ No newline at end of file diff --git a/src/year1/image-processing-and-computer-vision/module2/sections/_architectures.tex b/src/year1/image-processing-and-computer-vision/module2/sections/_architectures.tex new file mode 100644 index 0000000..dc3d927 --- /dev/null +++ b/src/year1/image-processing-and-computer-vision/module2/sections/_architectures.tex @@ -0,0 +1,209 @@ +\chapter{Successful architectures} + + +\section{Preliminaries} + +\begin{description} + \item[Stem layer] \marginnote{Stem layer} + First convolutional layer of a CNN that aims to reduce the spatial size of the activations for memory and computational purposes + but also to rapidly increase the receptive field. + + \item[Model parallelism] \marginnote{Model parallelism} + Train a model by splitting its weights on multiple computational units, each receiving the same data. + + \item[Data parallelism] \marginnote{Data parallelism} + Train a model by distributing the data on multiple computational units, each with a copy of the weights of the model. + + \item[Overlapping pooling] \marginnote{Overlapping pooling} + Pooling layer with kernel size and stride chosen in such a way that + some pixels at a step have also been considered at the previous one (e.g. $3 \times 3$ kernel with stride $2$). + + \item[Parameters computation] \marginnote{Parameters computation} + \phantom{} + \begin{description} + \item[Input layer] + Given an input image of shape $W_\text{in} \times H_\text{in} \times C_\text{in}$, + the number of activations in the input layer is given by: + \[ \texttt{\#activations} = W_\text{in} \cdot H_\text{in} \cdot C_\text{in} \] + + % As data is processed in batches of size $B$, the actual number of activations is: + % \[ \texttt{\#activations\_batch} = B \cdot \texttt{\#activations} \] + + \item[Convolutional layer] + Given: + \begin{itemize} + \item An input of shape $W_\text{in} \times H_\text{in} \times C_\text{in}$, + \item A kernel of shape $W_\text{K} \times H_\text{K}$ with padding $P$ and stride $S$, + \item A desired number of output channels $C_\text{out}$, + \end{itemize} + the number of parameters of a convolutional layer (see \Cref{sec:conv_layer}) is given by: + \[ \texttt{\#params} = \big( (W_\text{K} \cdot H_\text{K} \cdot C_\text{in}) + 1 \big) \cdot C_\text{out} \] + + The output shape (see \Cref{sec:conv_layer}) and the number of activations is given by: + \[ + \begin{gathered} + \texttt{activ\_w} = \left\lfloor \frac{W_\text{in} - W_\text{K} + 2P}{S} \right\rfloor + 1 \hspace{2em} + \texttt{activ\_h} = \left\lfloor \frac{H_\text{in} - H_\text{K} + 2P}{S} \right\rfloor + 1 \\ + \texttt{\#activations} = \texttt{activ\_w} \cdot \texttt{activ\_h} \cdot C_\text{out} + \end{gathered} + \] + + The number of FLOPs for a single example of the batch is given by: + \[ \texttt{FLOPs} = \texttt{\#activations} \cdot (W_\text{K} \cdot H_\text{K} \cdot C_\text{in}) \cdot 2 \] + + \item[Pooling layer] + Given: + \begin{itemize} + \item An input of shape $W_\text{in} \times H_\text{in} \times C_\text{in}$, + \item A kernel of shape $W_\text{K} \times H_\text{K}$ with padding $P$ and stride $S$, + \end{itemize} + the number of activations in a pooling layer is computed as above with $C_\text{in} = C_\text{out}$: + \[ \texttt{\#activations} = \texttt{activ\_w} \cdot \texttt{activ\_h} \cdot C_\text{in} \] + + The number of FLOPs for a single example of the batch is given by: + \[ \texttt{FLOPs} = \texttt{\#activations} \cdot (W_\text{K} \cdot H_\text{K}) \] + + \item[Fully-connected layer] + Given: + \begin{itemize} + \item An activation of shape $C_\text{in}$, + \item The number of neurons $C_\text{out} = \texttt{\#activations}$, + \end{itemize} + the number of parameters of a fully-connected layer is: + \[ \texttt{\#params} = (C_\text{in} \cdot C_\text{out}) + C_\text{out}\] + + The number of FLOPs for a single example of the batch is given by: + \[ \texttt{FLOPs} = 2 \cdot C_\text{in} \cdot C_\text{out} \] + + \item[Memory usage] + Given: + \begin{itemize} + \item The batch size $B$, + \item The activation size $\texttt{\#activations}$, + \item The number of parameters $\texttt{\#params}$, + \end{itemize} + to estimate the memory consumption, the following have to be taken into account: + \begin{itemize} + \item To compute the gradient of the loss, every intermediate activation for every example in the batch has to be stored. + \item For every parameter, we have to store its value and the gradient of the loss w.r.t. it. + \item Optimizers with momentum need to store more values per parameter. + \end{itemize} + + It is therefore hard to estimate memory requirements. + A rule of thumb estimates a lower bound as twice the activation size and 3-4 times the number of parameters. + Assuming that $\texttt{float32}$ (4 bytes) are used, memory consumption is computed as: + \[ + \begin{gathered} + \texttt{memory\_activ\_bytes} = 2 \cdot (B \cdot \texttt{\#activations} \cdot 4) \\ + \texttt{memory\_params\_bytes} = 3 \cdot (\texttt{\#params} \cdot 4) + \end{gathered} + \] + \end{description} +\end{description} + + +\section{LeNet-5} +\marginnote{LeNet-5} + +LeNet-5 is one of the first convolutional neural networks. +The network has the following properties: +\begin{itemize} + \item At each layer, the number of channels increases and the spatial dimension decreases. + \item Convolutions have the following characteristics: $5 \times 5$ kernels, no padding and average pooling for down-sampling. + \item \texttt{Sigmoid} and \texttt{tanh} activation functions are used, with carefully selected amplitudes (i.e. they are scaled). + \item The last layers are fully connected with a radial basis function as the output activation. + \item There are no residual connections and normalization layers. +\end{itemize} + +\begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/lenet5.png} +\end{figure} + + + +\section{AlexNet} +\marginnote{AlexNet} + +AlexNet is the first CNN that broke the stagnation of the field. + + +\subsection{Architecture} + +AlexNet is composed of: +\begin{itemize} + \item 5 convolutional layers (convolution + \texttt{ReLU}, sometimes with max-pooling). + \item 3 feed-forward layers. +\end{itemize} + +\begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/alexnet.png} +\end{figure} + + +\subsection{Training} + +The network is trained on ImageNet 1k (for the ILSVRC 2012) with a batch size of 128. +Due to GPU memory limitations, training was split into two parallel lines on two GPUs (model parallelism). + +\begin{description} + \item[Grouped convolution] \marginnote{Grouped convolution} + A convolution is split into two sets of weights, each trained independently on a computational line. + At some steps (e.g. \texttt{conv3}), the two GPUs are allowed to communicate. + In this case, the result of the operation can be virtually seen as if it was done by a single computational unit (i.e. the operation is done on the full set of weights). +\end{description} + +\begin{remark} + At the time, training took 5-6 days on two Nvidia GTX 580. +\end{remark} + + +\subsection{Properties} + +AlexNet has the following trends: +\begin{itemize} + \item The first convolutional layer is a stem layer. + \item The majority of the parameters are in the fully connected layers (even though they have to process an activation of 4096 elements). + \item The largest memory consumption for activations is at the first convolutional layer. + \item The largest amount of FLOPs is required by the convolutional layers. + \item The total number of parameters and activations at training time are relatively comparable. + \item $2.2$ GFLOPs are required to process an image at training time. +\end{itemize} + +\begin{table}[H] + \centering + \caption{Parameters of AlexNet (batch size of 128)} + \small + \begin{tabular}{cccccccccccc} + \toprule + \multirow{2}[20]{*}{\textbf{Layer}} + & \multicolumn{4}{c}{\textbf{Convolution}} + & \multicolumn{3}{c}{\textbf{Single activation}} + & \multirow{2}[20]{*}{\texttt{\#params}} + & \multicolumn{3}{c}{\textbf{Batch requirements}} \\ + \cmidrule(lr){2-5} \cmidrule(lr){6-8} \cmidrule(lr){10-12} + & \rot{\textbf{Channels}} & \rot{\textbf{H/W}} & \rot{\textbf{Stride}} & \rot{\textbf{Padding}} + & \rot{\textbf{H/W}} & \rot{\textbf{Channels}} & \rot{\texttt{\#activ.}} + & + & \rot{\textbf{MFLOPs}} & \rot{\textbf{Activ. mem.}} & \rot{\textbf{Params mem.}} \\ + \midrule + \texttt{input} & & & & & \num{227} & \num{3} & \num{154587} & \num{0} & -- & \num{75.5} MB & \num{0.0} \\ + \texttt{conv1} & \num{96} & \num{11} & \num{4} & \num{0} & \num{55} & \num{96} & \num{290400} & \num{35} K & \num{26986.3} & \num{283.6} MB & \num{0.4} MB \\ + \texttt{pool1} & \num{1} & \num{3} & \num{2} & \num{0} & \num{27} & \num{96} & \num{69984} & \num{0} & \num{80.6} & \num{68.3} MB & \num{0.0} \\ + \texttt{conv2} & \num{256} & \num{5} & \num{1} & \num{2} & \num{27} & \num{256} & \num{186624} & \num{615} K & \num{114661.8} & \num{182.3} MB & \num{7.0} MB \\ + \texttt{pool2} & \num{1} & \num{3} & \num{2} & \num{0} & \num{13} & \num{256} & \num{43264} & \num{0} & \num{49.8} & \num{42.3} MB & \num{0.0} \\ + \texttt{conv3} & \num{384} & \num{3} & \num{1} & \num{1} & \num{13} & \num{384} & \num{64896} & \num{885} K & \num{38277.2} & \num{63.4} MB & \num{10.1} MB \\ + \texttt{conv4} & \num{384} & \num{3} & \num{1} & \num{1} & \num{13} & \num{384} & \num{64896} & \num{1327} K & \num{57415.8} & \num{63.4} MB & \num{15.2} MB \\ + \texttt{conv5} & \num{256} & \num{3} & \num{1} & \num{1} & \num{13} & \num{256} & \num{43264} & \num{885} K & \num{38277.2} & \num{42.3} MB & \num{10.1} MB \\ + \texttt{pool3} & \num{1} & \num{3} & \num{2} & \num{0} & \num{6} & \num{256} & \num{9216} & \num{0} & \num{10.6} & \num{9.0} MB & \num{0.0} \\ + \texttt{flatten} & \num{0} & \num{0} & \num{0} & \num{0} & \num{1} & \num{9216} & \num{9216} & \num{0} & \num{0.0} & \num{0.0} & \num{0.0} \\ + \texttt{fc6} & \num{4096} & \num{1} & \num{1} & \num{0} & \num{1} & \num{4096} & \num{4096} & \num{37758} K & \num{9663.7} & \num{4.0} MB & \num{432.0} MB \\ + \texttt{fc7} & \num{4096} & \num{1} & \num{1} & \num{0} & \num{1} & \num{4096} & \num{4096} & \num{16781} K & \num{4295.0} & \num{4.0} MB & \num{192.0} MB \\ + \texttt{fc8} & \num{1000} & \num{1} & \num{1} & \num{0} & \num{1} & \num{1000} & \num{1000} & \num{4097} K & \num{1048.6} & \num{1.0} MB & \num{46.9} MB \\ + \midrule + &&&&&&& \textbf{Total} & \num{62378} K & \num{290851} & \num{1.406} MB & \num{714} MB \\ + \bottomrule + \end{tabular} +\end{table} + diff --git a/src/year1/image-processing-and-computer-vision/module2/sections/_classification.tex b/src/year1/image-processing-and-computer-vision/module2/sections/_classification.tex index 4b359f0..53f5963 100644 --- a/src/year1/image-processing-and-computer-vision/module2/sections/_classification.tex +++ b/src/year1/image-processing-and-computer-vision/module2/sections/_classification.tex @@ -465,7 +465,7 @@ Image filtering can be implemented through: \end{descriptionlist} -\subsection{Convolutional layer} +\subsection{Convolutional layer} \label{sec:conv_layer} \begin{description} \item[Multi-channel convolution] \marginnote{Multi-channel convolution} @@ -688,7 +688,7 @@ Normalize the output of a layer during training in such a way that it has zero m The advantages of batch normalization are: \begin{itemize} \item It allows to use a higher learning rate and makes initialization less important. - \item Training becomes non-deterministic, introducing some regularization. + \item Training becomes non-deterministic (i.e. adds noise) acting as some form of regularization. \item During inference, there is no overhead as it can be merged with the previous layer. \end{itemize} The disadvantages are: