From 28a6b0ab4d615934e82b1c3b00f383d683f51436 Mon Sep 17 00:00:00 2001 From: ablaom <30517088+ablaom@users.noreply.github.com> Date: Sat, 29 Aug 2026 03:02:24 +0000 Subject: [PATCH] update notebook markdown --- .../99_solution_to_exercises/exercise_7c.png | Bin 23718 -> 22800 bytes .../99_solution_to_exercises/exercise_8c.png | Bin 38894 -> 41303 bytes .../99_solution_to_exercises/notebook.md | 60 +++++++++--------- 3 files changed, 30 insertions(+), 30 deletions(-) diff --git a/docs/src/notebooks/MLJTutorial/99_solution_to_exercises/exercise_7c.png b/docs/src/notebooks/MLJTutorial/99_solution_to_exercises/exercise_7c.png index a4e3bb646ccdec0e9487fbc4870136a840833f58..1d0fd5e43b02b678db59e2c60fb468649e529ab8 100644 GIT binary patch literal 22800 zcmaI8bySsG7caaCDQQ6(>28qjkd#sokQNCk38f^YyIVp^lx_qhq!FaMl#oz5B!xRU z@4bJ0V|@FJaX4qg=GpsMbItjyMVO|#A`TWg76O65QC5=IMj(*&5D27L3}krb-;=N* z_=0Axswj`RzWL{Ub72AkL4#11mwD`-v9;h~ioJe~zGr1A=q8xLK%pGS5Gt0A5g$eG z(DJdd_TxcuaaX-{ZIObOfx)Zsg8o!|2K@#CL=OG*4`9_#4z zQ3a(9U)*viy1BYE_y6}=|G#fe8iQ8MF?31l@X3yL14>-F><)rKM^p3V;o8H7Jok@P zReWAv7d<}F8F8C;w}fXn<{wX_R|Biq?~i-7XbYoZF4b{j z9LjpSbVR6TgBc=^3e}UuVy%`}Rsxg@kfdYcu{O&d?~mfM%PPh4yS#XBe&s=H!F~Pe zNm;_wO7`Hx%v;1hNQj>@iLuHf?IGL3Zgbc6l}o)tw#0{`5ZU&6OAlSv|J%D>x!uD$B;M)OA3yi{0<(_aCt(ZO_%Gh}}i-XxvJ&_$spGa{q)V0JRnc=bdOmZ1ZK9oy$ii z1v&vyBqXG{I{S;ibB@1oQ4s@^8T{=Zr3I(AS<(A#(a9YIQ{KWIt5Q~1$Hl<-SaNCd zs~z6U#nGl5hRytEr=Do4?X4|~C|tyVt|9fm`r> zDFd6+HoO+yhlh2gwR-8k}L)E#aXmfoHotKG$Bdc|mlz!H;IpQDWt!XRWsvdWyI zr2_h7gM+sP_4l#p%TdM3^W15(d#z0V6a=R6LF}p;fl~RSQq>HsyXSRdI1~ofY66(bQ*fh;vhJ7Y<*@ z&zeyWG>{NIdKUOvYG16$$v&&@SnDp6e&l_M$;rv`F9+X(aVY8>e@L3Oqc(IPA^1<$ z$jsh6s;f1tN__o(X^u&Fcz9GbuxF2*#Z7#SGmo4wq| zK0G}BGj)&0)bEQ7vL9J!UykqMhm;WVzjab|m~&qf$X-1bPF85$up?(D&y{E4_w~Jg z|Ngyl0+Wv8r;i_%l$EvEl2*E-RF#z*yf5k^myrBCekvRoMD8goPL6#0`Ga_MAj8L) zz%V9o>sQRXc4@gpjOTZ$s4`Phgx;L){pR%X@##AFU!_#V9$~W2) z-l;ADL}5WShe&zU)}e$s8St4I-Cz@4S$1QU3qG^O`4JynNF_2oH;qnC{!9&lc+bsT zWuu0hIj8%3+4TOlbce|~%Np6A@c;I&Wduo|Epw30Qc1x4gzxrz+94DZ?RKQ2g4|8F ztv=pV7@5n$eql{i?^!^6*4QmAx1t>Uz{wT*;x3=cW)Eiji@u9q@!4snt+aJwu}7U> zeKBrzSLWu-7d-DX`uuV!pye#<;BItsQU=NP0%awis(wM zUZ1k~Gz#O*P2^iiJpG~js?<_|dIANf!)N(UK9zOoP3M!ueLfuFwox+4(IB_ui20E)yE2AjJ%HM|R zgiC&mix(L&8L6Yjoaw(#dcGI`U-K3DtRp*Rd^fpXD50s*pYgWrXKqm^ZmK($8H57C zTN*Du%6%BIUK>aot9stAo+(Nt>bmij%00`Z&QAa0@3x$r+*Ik)C(YjNftV84yk39p zP=e4Ark2K1tOE|;@AK74^2JPcgosEf?Vm`@ZX&YHD~NG$CKO+7ju!a-JDyr>_DYD4 zhaLQSe_26Fsx@7V<7u7UP?p3G?-L^(or%4r4hac~5L_x143SsA$McmF4C?HZF}_~1 zA`q`Ccaz;qL$`Jun7Y2Ei*NV7T@0Tf>59HMomiUhmHu}fg{B;sIEq6dX!oO~*#`Fb zJHdqpm-Wfgr|U!6CN9}VO|QRaiq(4@t_8-D@mrP{HR-;?z@*)tt$kEH5sZP2XuC{2 zT#eFmQe__OPJ{}UJ(lhuxhC>aF6^J((uOeSLV%*wu8IQB!_?zQF~+ z1O2B@ZB6E;rx}=-bgy5)fYs8{sUjNoij7~7kLp85wBGrN_hP>tamUfH*R*%`cY#umMP{YKpvHp zG!aS0pDt+67QVcm?Ymf@nsT^4G&eINaZ3E_*DrWqS65dPPnpy+PS5|8Q!Ed~sVOUm z&C{l0QYw41a&u2v3#8f}&DgAyPgo0hUawMg4V?E+GJ8F_OY-Mmb<{|sruNJ7n$OcY z(HC>Gvj+MSOitts1dX3Ru@eCfJQi>|6Yz8JT8IJu| zgw+~LNrKPWqz2y)qzp=Twxv`O&kx^1g)%<$f;Ct@7MaTeJUmU7gD};8T^L@k(p!`4uI<5uCh~@| zCyM<33z$2(EC2;vpxmByN74qauB{DbNi^l=`s2rEW*Qk9s$n#|TxwUm=Plr}rnZec zJ1MWS2~|{8UER^qfkOa*;uHHy-#e?$S_0>?RV!-Od#xQIc!%QG9NA59Pv+_!y*xeP z?Y)Ner=_J0jLpr>wV$ig(a|B0g%9uT?F|<>KiaH@t3W#^l-*fuh8LNjqoWsSH+UZZ zUTAWgDmS^-Z$}__p4=X~o%vX8>fCZs@d0up$=dP3fw}(ct?9}HW(|k&k0XzKJz;gD zqP};KvngnCu(5eooK@7+Jf7p*57p>y|FVZ69DnW~C_=z%F^2ZI0vdC-O6I z{39B?-+e21tKZ)V`Ce?-KkJF+#U6vbyt=yj@#9AV`Uj!8w9F{z2!zqy3=+>Xo~5h} z`aB`Lhk@cly9-VAjz3!7zJ2>=vXp|?yfcaYNi?;DCoDge*z2vu=8KJyJZ&^!Jt;fG zj#qb6YK6v>6`tpc5pWsQ^bQR4QBc^fo1^#}!g~nRA=A#d4pR$CTk{MN##f3?*5eU*jA>W8D@`D%r zH8{W1cH~o2Q#Up?PDAUVNe%GqBM^SLCjzUP!cJ~((Q+&ATQ=1LXE{>S($e4u)6za^ ze=?|jas2a54$!VB538UnoYd$I`e%s7J7yjpXXBq9wVwYjPB)T6$00xZm11H(0rxPB zk$BXIb-9by(>MgL#&znxMwa;5oMUU|ecQ=Tj|#OPJ%aMT_=BRD0$J>{ zYi2q~{4z@9ZGo-O6UWKP`OBk4BU`ez?qp}-9lrDWAQkH}G6EsH^Ekf2seKkBT4Ck= z*A1mWYHDf#KqOp-A8Y@$2i=a2j-DL>-azxV!79k?%FYWfUj}7V>;AW@t+ns(nAK7> z_4P$8dhrz%dkzi`Okj+B7y4n?>eCz$5OAagG~oSzG+>|byq7d}=NKcv-``=OQAb}N zsHUqc2P-RWpq{?|1f}8U7ZYsTjfYijo`L_{8^;*OzgQ>fiCDv?hcs*kTjo)Ft|dKN z+g{;ilk!_e3Z6;GLJvP8g*qFr5z&9lW5H4NehC%{ZbX7GE&}mUS5NtF#vPwO#nN-{ zQK_#>_NQ}!mTpWvwF=aFYga*W@Scb|9V3QPgpio{*YDp&kJ&OaGU({&d@lDDS?N&_ z6>3f%M^mn%QmD3^%JOa#8yZso1mLr3XbeHUd3t#KT3^2>?*6hjmiEt7dA7JmRVOWc zV%)fRD8PQPior?e5OZGF6LNdt3#O(&Tf8rdE`;~RrF16*4PLcv-_C%ifcRn-#p%C{CfY|y@{Nv4bQwrXw=H)?6c-g0 z35DmLLY)bVi9I`|LHN;jt`18%j-6!7-6Q+7xx;a|-*XR-LXd-p=jHHwnZ?D$hK7dL z%Y*(}+o{PCeV7yUPN4{dWek8(-gagxeZ_%7CXt1(n_JO(b^a$;Awtk@y6sTBziLS0 zWd7ubuhg57_@?df@Ni8z5WP9Fh9Gldo9`Az%6f!)tnWi z&attvnHdpoZjEzmP$IsE*^y_;3B8ha(i9X`3B(FozNya|Yb`UgoFgQ-3a&9jc_xu= zP&ICEz`=<37Lc-cSy?-~yXCsY-f!N#7-X+>T6yrveC*x0`T2~3la8<`BZ{AszK7P) zE1CfE+?dD=SLXJWo)|IVn+F5)%|n$kVX6J5rTP+kLfFHOVEl{l$G;Vp*U^SE#jMqmq zZmgz;3tXEth%HV{j1frvmKNs=)U5X-CGdN>Y(q&4m56V?A3+>u9?L)W11~A}!BR_M zTun`l?Nk|oEK~|i;itN~y8nv9!^5HDqoblKQN7PPWhV=!{nRyX62^~*SWPrmd14Hh zI;Q=7<>y_gO1OL)ztszqp;X?y$ugCKg9z@HSQajn&^-%tXHaLPEypy%`3;;ulaR$+ z5H7)YryE?XWR(C?>6Yk?z*zrnGBY!Cc5(6U$k6r$@tp)YMWJLdTttOw2;WARn5&`? z^g_B5M%g5l0_{&2v|cAWIJmd~XOdaj0yMpNpT;XR)9M`53@|xM7##Gp2oS3k95Qy>-AA^5Dq1TrXLKJwwwtangE9cb=1((zIROKh z0aNXoh{I<6Yv-DFMi7FgxkkI{Zxw!sBwx4UNvj2H?;pO`-s^*zO|F~TF1cEdNIsdH zJ9qlvXtEbLBeSk6za~>=wfy^+FWWgtWF!s)-sn@n z=CFr0^LT5bvj!U87%&prW<(+GD!)tKv9V5)-my^<(O^T>eymU|uYK7T^IZHBQSSnq z0b@KN4(l)Fq&>$q7fpQI=+6fHlax-H_=@c2U5h7q_f-u`$ta?y*+V7R><+s&$?3 zA%5lgHFtD+|yg55?8IoZ3mPY$!p+GLiyMAb+s4=dNNDb?hJ+~F*T(W^n>&E$F zS=6X7DBxXwe5k6z-kr`kIN6y@{~BxAqD#-EvoCy_HI!2^qm;}xS>WG^;$%9b3cGnZ zjUc5{rDci!@@XJh)Ve~J(7+G8AvHxh3sTD)ZqBUncYhyP%k7R-ox$N~CV4tk9=!T~ z>mNS?&5+b2D7v*|kTXN?t5TMP=K0sIg+{#E9zfrtS;%}2NjR&unhb5 zBB>7<7{iwX*pJd1l}a9Bm@bzQkA#i1XYCkDs1e;7+R6#r11NxliCI}+?>JLc@Vfu< z?2v@pm_x@DEx&s<5b>cTkvRbGwra;`e78h289eAaP@4ds8qGR_?=Y!-TqGqTI-0S{ zo=A84PV`AfO@NTruP>dPKG2JAuu`=DaJ*$3u9vm_@LXc zD;NfM^5r+9yRf0F@*$3gjJ=wyUeFwyrQgA76HUex3oN ze|X%OBOMb-P1TH%%;T|M`5JQOumHw+K0QHWV`H7o*jn|F?Rwi@~xmwhsItGt9qme4AajWCP&2yu3Uh%l`iU6fUDiXhT53 zc4uq*#Vrm0{Os!_8OC~RnrV$lsQCFslQkAk)~U@#! zVJAN|H2eau&yfpJq0D|O%%bE%vSuiW6@*~=`I7110r@{cmA7O$ZTQr)%ap{#ub{3# zrJkQRw6d~-%3}Vv(b;(er$L$eyFK@3o|cjE*FYNo&dv^SPs)?s0O-tWDk>@xTI zC+0!2S_`NjpFexX@3{B{Hek#>DM?z|oQjI!uU~Vx981oKfs)?uk7#LWDK)6|%oP^% zx!hou;fW9=Do2=w&U_2{|-+u$00i=sTYvP*492e)xf%r6~lMglUJ`SwM$sH->jaU~RzqJaa|HPfkGCMn~Vn~-C7#U6Ac^1F_ zy)^&QIAAmx!^z-x&?5KCh4m9WsmluAYoF~uur0m@pkJJyJZ+sffK9$vPfy@9*?soM|lsa9WKS*58mqrAL4*wdJ_uvE{V zKL`3g^cP)HMfJ&tig?QuiX95X&#+P@B7T+4aNLgysA15M#|kxuhK8nEviPkA9b5lR zR$C37o}Q+d_%v|c`@ORxX)~G+Z>wCt+Oo|L2?Y(?dbWm@b`_Aw#`vd%*V({JTduDz zR8zRNK^eEOSOrO40|OHWXM4JG1^6^b91_l}y`WTC&*9<((&pzeyAW18qL4-AVq)6Q)_f`|I@sGw1-=Ke%smp4DQGazHQd}zdVIJF zT%qyo@9)FD1vXp)bBcEL;8*{XGD9*x3k+HYNl72j0iZOOmX=V^aZ9oqN~@}zq2GP_ z^a->;QgQda4oN8q38PZo!h!;cf7$97w5uKNmG9$y%qfSmpa}z7`oCqHn3SZfe?R?^ z`s}|>$IZ^;zxV640zQ&Y(8F#NB{b93O|GwZd-38$-h(Ir^yQ$Yb@%ju7V<<#XJ&dj zL(FaP{Y28M{Bn7B@pmn+9)wa^6WKO`A;%562HkVIRfW-iBrSz_V!I;z9N2UOzvG}R zsF*Vf3kyLg3%X5$K?|+#;OGe0`F&dXx$LgNLG>6D?j|0$HFH|dv4#7@i2OtKjQ2Hk zE_3N-cTwpJS29+F9aekeu1|cgg#e>*KCO$SmN2*wcmKPk&(2;9!lepzKGF=UlC2OE z7hcD2q}8KC&i#vr!1dLf|Lir$UIG|sg?N<>t&%&?(qvKv;9RFazPqt3vZ#eU^s z42mCZ;-SSUfteG_)F4%mOsrz&&J`@>T!opOpkBcPz-*2TwGjY;!!t+gAJ2o4c{~#dfrN-k%z{^)P^jpDIkV3BMDj4+gE&^(B9Q)ohwa8sz?p&JtfZy}F!`Chd|+`gJMC(B6h$EZc2R>RQ*RLK z#Bikcsw{$)qmd^0(87r&9qlX2h7aY%(U```*32E~zrY~54QiB{fR_3m?eBkTST36} z#lU=0$*jeK%JYT3e)B`|a=lgta)AsFZX?B~i<4bnXm#vQ$^>jD)e5w2gkJw1{{)m~ zG>D1Qo_}c%0RV@`cC)~BfY--LD5zcnuBj(pQ=be4T3BfHof8^UaEzj09Gm4iYe^5P zsWf?9q$nHc=&%0DLNy)?%csW0Rf3rVT_rLSo142_x748d@2u^^bb&ZNVb-8V{yv2o zJ-NiSY9>KHr!&WrpAP+BM#yz?O$}YM<6xIVH_&f+r8NSIseeE~47CKC z)0_CpC8asf0kVM>98*#-r+qC(w~d5}(7sM@a1ns=Ke4bN0k$%z<+GeH1Ia;2yZ-m% zdf~HEo+p9lCl;Rnmjy85&(q}{nW<^2_qck6;8WqsaWNx3Jv}3X!^}NiyErwKQs55qhJIM^m%WfZC$BPl3GwItyrXd# zfDu><@S;h;zm%lS2XQm}^D6!)bB%Rv>QDI6<=yv4a=)adynAnhADOsA{Ci=39;`uQ zTNvSUr6ncgLJl0trhG4JXxo$)S_+Ac?9! zdh+Cnt*xzA&9J}LXXc1n_@!NM1sV_07G@s4{d#Ch=*l1~Ce}n^^2Q0OI?=#fvW>18 zF|=&S>wS!RZA7&0!0yI^c$L>wtp>jI53k+kii!%DYStlmy5P0uGQ90$8jU#n-58V{ zjFhDnBppmiuom)?fDJ0jf=4vM8*qY%h=}M9Q--e2qa)W^gUsaQ4<{Ovq4|qb=|@_+ zqeHiJ3=QotCE^+U006)YuB)r#csli=Wxpo~>+Ktopb^5_eet2gFQuH}eV*@6ZX3FV z@ra1bn9pI9>Jk1P>|7gNY;n)O<&ONWJlx4c;O|*TnGK3*hHG}!n#7B%%9@1ezkj

;`FoaEx1Dyvp4Y8=lb7CFrKo{3u1~)d!qYo2&N@< zMlxr;Q*nRW9e+~OW?^kySUiegSeCqPBX|#OL_5Wvk_tag*tZ)gs}H4SZG&b zZgUG*1fM?}r%7d4=;vAZ;_;|dcWU-V{{&7A;6xcYAt8YnQ#!h75NrM!Oxb6d1?|qim=G*Hlejj9b%tQ&H+=0aDeR1CpCuYaO!or{h z-~biqvl1l~j7#g?b zziaOtTh7+rK@rY=8y(CPbDXY_nccG(Q|i;J9EkD~7{(+K@x!fFzg;#tuqF7B@KyrI zM}X+AE)R!pe87=B#p>$nKNH1MAopcSc=1KvdLD!UB20ih#`}&F)@4UBfgO)qTzEVv zG2|DsU~~c3Qo0*nIU;x`+Mdph67hhkAyi$8@p4j;_Mbo?BG~UmR7kkIFPR^DqIK_2 zslexE^Df7l{HM2LtqF=-v>)sQyZWg^!4$5dpXD_AgU^R1Cem9ZYaksGIdOLl%zqxK zXC-#V@+|z9(szRpkm>j#5mf4M6VAEuE)#9ak>`Cg(V0yYbDmwc}-TUb?w)b8x_(G^jBB3b6OaDs>92dIS^3PIPhk%AvwAEXZ}z zW@+e}g_2muxd++wWuxM)hiQC_^z>jdQT@+Fg@2>tQA1GbCNk4wg^C zmJG6w-;$Or46H22UhKo3X^#pb(ZOS&uLt7yC@BqXy?{Jp(t-xA-T7QiFWB|SLVeAA zREx*=UU$UIb5|QuD9Kx(bu26_Y;SL0pRU9h%;DXW9N>w}&dz3dOGZ)~9@Y0?njJ9udE>!ST%AUc&QeqyC4_1#DGtEKmOa9qj89ao_t1D*E}!Zn^fS{21-m zFSyqhgcC8oW;{=50ZI)w9rNov1IY+kW&6p3u$66t98zpp4xyQXLKigY%YXkMv)~IR zBf8s951*a+2Eg=oqxpUP+^rcYDTND=BMQvAPL=Sgd)w}X6=!UxhD$v1ifBM7EExMr z?vy3ctBhJDz_bB-;^Y|=K2R)X^$aBy6~IICva# zvo$tiZaWNt8KSRVz+|7*ic~2Wm0ps#l|vkKpIM`aE19$zR6$BDgJ= zY!&%^q67HTU;S?ZF^6BaJyrfAVBsN{Frz@80nRoxHG!3M0DNtt6}mST&duX~oyS9Z z-YN3bIKVdV7+s$$MrNX`TE)tzLSejnM?p?r^pBT;A>T4<%yYksZ6#q?xoZ!ZYQPq$Snt3 z+u}@t3j*p!>_@O6!Fn$(Erm&06ZR5XUZF;IbXb_j773^j+A69lDnQi!8-&NdCyHx_ zAYnm-)ddMPy=0@>7dpV&puuC(a<^Vqy$%7)gN8#6E1V0`CZ10a#0EgmsdXH2c6F_( zs`9k68=@PJn;)|d*Y7zO)vl)2RH34x!Z{eZi>7!$fU3fj{nNyL5ZB@S^iR-p$c#K? zXtyf-?hi=E8QmQB$mi`J$yO8Z=^zJ^7O$y z2iWKC{`u-kPeQX;PvDOK=J{FjsW;XFLBUT=7wkPeAeoS;!w+n0YcrUut({9sN_urR z52Gb1C1tAk2{#>``BHlj5EdCF3#j{gGGx;C7SO%bkzeC?91MDRN*l1q5_J#ew8$ z>~aA}S~%K^N9H%ALSFCvl!iD?$8FVpZ!iAV0xHt*zBo8 zq@cpuL-x$E?l1MgFR>bVIZ7O3g4^#keuN@$Uk&my$C+GRninQQws-rsfJwPX*9Xw<1^%Lg`(z2_gcC8|lV*1UYq zB*?!Qaa)?J(JRX5e6tX=sy`!nA(@#}Lxxu<{v1EIev)y>HfP{svtwmnk%w{yuJ|mssq5y?O23N@Z!c z2cIAoTuE$!IjLuf>)WnCdGI_%r|n!wcAw!T*?qsuLMj#)Khkr$gf#H;!N)d)`$y)_ z;;1t2Tk`ks(v3!h^*x|NeRlHoR!#AM_W3GVvB>R3p)&lJnB=MwJeWM z2>)iX#komYdlt{CHhZP# zt=l%#q!>@x)5uCS8L>2(8@ZE!L(|@tOrO17n`au?^6#m5vVxGCEIOHAqo+0ZFtB3~ zNhLtNhv|I3-u90=t#;R&6QRjx$Sd)Wm8`PvM*n>zY{q5iCpwmiv9i2;e*7mTJKOR3 z^Dd{1*9Fq-?Cgq)iVU))nr>_75(bYIGI(cjNkc%j^?9r}^44}UoZQQg`F+z1SI{RQ zAVx+;#@&20TB2VKAxNLoC3N7t(A~6`Pa~6wRb_wkS{-PLVLfgCE^+Zou=N9DAvk0RdI-p|yUizyx4FLze|B0C zEz@+wG_()Rrcclem8ISzKa4pHo=)^Z7COCl4Y?X?4Vz9&C3} zD&>tm{YHhZmk;p^utE$Ot$yC`K(e{h;ytuU=>LYj@v7;^G?f1;_M4ydysX` z1WXeZ^$>PXCELF|g^#Hllnk=5}hy?PmonzBYz-@)6PGOdB=|$edO( zTZM>Yyk~AiAHO&|yP>%UrfS+xh1PU=IZG17a4QfHA2}sh>K_b8Jnll-h>4c(Bz-uDh0M4c@>2i>+`6!r5Nx;!m4aKB!1R!(VdL2+ zovl$+nH`q43@W9(AB*p;&{>5O(U6WFf>_DLwFr&@04q>PIlZMnuo!k_0F$TtI)817 zQLnO5%zU~aK}1~#ik4}#>wE+3Io1MzrwNkecfguPP8tY$1H&4W}#C27QcvQppa=FJa4zw?eAcdsKsTpS044k}{H z+BH!x+S|xViYJ_6yu6i=?Vao%9n~&T+_!$gefN9d-uM*-`{y}6{--N4Skl^!+ztPu z^pmrY*Ml@La4U=Uakl?%L{@h+#qyF`WAkmx3AEVRJK|oDa4}~LSNyZ_pGnLikEF4& zOm+T4@5af7Mb1I!WnFaNd^!sY3w&AdE@7m7uX$o%(CG8;{6Q4CGG(@nlV+?X7vwL( z&*E}+R0M7e0S~XT0(Nx@1lfEFM(f2+(|@TLaQs>(%V4B|#~IJUl~9oB4U6+zN$hn? zlMn>Qp`))lnb1-4StxV9@ArA!$+IHuAaM! z#%}<2T-1X@2uJ_j7?HbJfgA#4K2zi4`D`akz_?J%8&RUj+5EaSx2Ffusgt5!G5Zl2 zG-)5vvJQWL5gR7aADidRQXz1iHNjSe+^=FD8nTVq#)mKZ8;cbX?>xvtv>#HDBw@ zk;kaze2Aakz%wKye~%0Se#9Bam*$&?tpl0x%lAtwymz)GQX_(DBANfD@}OQhHHVfp zab)=-t)u!md2A$Xc14iDcB2HqK|qkR00#<^@A;g{6t$_n%k-~t2AB&t<5~_gjgbD! zT=L;7X}HQwK8jkznSq023k;e1%1UKb)iDPScJ_DtR?&f#X?04GOo8Mrja-YRbmjH( z1uT9eBi{Ng;2%PfKz`vj2-8oRD?!r&Weeg}+Fh2jup`l^6yM^@Dw#2QTtx19prYX- zlhQ-lL`v!!M*HrU!|2-D`yH2FOD`@W=m;jY@=3hdQo>p8Ak$WB+@?pF!Oc<%Ky)i9 zHZ`+^2jU0i{w)Xb7nAmtN&eN*<``%Kuy7O6J-)*rR04GaP~!P_YjbC(Y(a@t0uU^i zoO*iG5M_GOv&$z-T?fFp;Y~_i`-|e_ZFxb7L>X>8g_~PkkSD(Z>Il$;ZIVaT@~2%S zCZ8J{(Qe(E_~r7XM32{XV;GdshtU2&RlwV+fW`o14>BOYC`#eP11#w5HiR)QcYUwD zK&`mGT$iE{a(I*8+GqVyN6l3*Jn(L*3PVC(P%S~pe?6zIL(^!o++?U~%eK7vZy$5^ z$Hzs`3~qwO*c}|e_1CXzVTg!{h`cbGOSqdKG;= zsHN3rHF|k7DLEO-p9T)-0L4p8N$LOJiOaI4M$3cMK1N1HIQjTrnio{Lj@emH&=VY+ zk9CdWZPnBwK|WAY!l3P(nmTD%&k}^Qe zi-gyr6|sH>m2neU@Kl9QU;Amw9aT7%5T`*uf4{PP?20@Jt=MogD2}qPZ^S~~cGcrV10rP@d~FDO~vMWw?gvsTB?^X zZde^C7@c8vfT56Z8r(!YL1Lf$6*XZ(8@>$dSX57R_pYR!71^sjQ;oGyIr2#xD=ng^ zJq;d(?w1U1`Fst(1`=szP&}C6f4>Ku;x(Y~qHDM^{5c@CidCTi=@%rE-}gYl_d5Qq z;}SADIvOK+z5(6<is)+yMqJH>HBPcJ^=7j7n>eudWG{$zT9w*8kr_XK2 zvT$HmW^gw&G!$Yx|8W3FQ$ePkf|ytVgO!u>dw)NDAPW&z@^e)D=eSI==@)w~Pi~-Sk$u@&zW_k#U=(hog4{bDzvQM5&!A8P?Gc0h@Lh9;t zrNXQO8Z;*DjVuH5!ph2uy`3E#u@Q!BMqdIm2@%oF5eA5*-=}4ObS@iP5oq_|1pa`2 zw>48;Ta5ay?DdYCGXduaK1b6tk=*J{?#&}YXhEqM!P)_dPgn}T=RO3KpMKvKw0s`> zJNsaY04kh>Xv(%E9EKA0`diZ6?0u8Ntg+5n_&8$ydS~7Pm;ik1XnXF&EIT_Zt4z1J zcwOecW!%MCP>!M7ZVw4=ctiw*S5axxB*ImxN9GhW*V z8OS5<xi8zmd)Xw!yiaQaA+7X;5>zkrz{QTeB?zsH-){sO@BUQSVc$ zPMjBmSRN3<6hA8ZC0qsxHDG|>dVBR6oC|7ek3r2@crSy(8o*Bh@YZo>ErS3}(1Pyq zN1|Ii5;4ASbl8$0(hd*o4mcgAjGu58c4V$@s@HrbnxJ@6IKsF+tccdeAi+jp+~}(O z6zfLid-LWJ6l=mecNilEG6Y_mqsDzmq9IAAHD-Xr85&|$TzXFUZ33I5+Yqd|sSx-G zT|GS@BA)!7u!U+3K*Oo3YF}m1;Fj&`Ue%ORe4Lr~P9t7EiHeNCuTBQ>=#>c_93B4w zc|JTU(ays+F!6QE3`IPTtliw)8vOa0XD!>c-a7XndA=$R^oeK4Ah%}fSV!U*^CsB? zS@g!5fpZ0*n8-hP@QpY@A8uHA*)x|aML0}DT6*($0rZ+1JpSeLRNp7r2=tfq!))Rv zCm$QNgL^&NIJKJOs32r|WE`f!^QHmbW^xwQ} zg&-u{l4i(MY2UI8rn~V5UMPO=6mx3#CFgm8O^M3m4fPGNCy?kXp#<=DtRNx>zz}ko z)N+{F=>}cqdd(i8{drOg`Klc}FY((bFW=o{5a2Uhg-Y^4kY(1J0doKw$nc>2JWtCtMw_Raj0=9^>!97qK2 zBMc*I?Jsx|YUu(tfKXwRCkcwX-1%glTWQeTH=Dr5^rN8qX&%hHl6j%`El^#>x~1m; zBj&(c1T+gdc^Ar*tSlc$p@J{RdG`>kkz(MrR?ruWaM3v`|C$Stz9jUg`5TO$gB4A@;LJu20`r@U# zvC=O;(IbW1HouX|Aq*f8B5cfoQ14;6aBzyn#&C%cfooUb|pVu0xOu&*x#96Y@*6{4EF~TL#()UwsX-|I2aJx#wil69H zZ{^1ZaU)Sqm55Yk!#V90Qo^;b8SPthOmxkOTn#jKn$LdH_|3@DCCcQJ+zF5&Vltmq zcJgEgx%1$E&m&p>5G0mbAS|CRaIF3M9NBd6Wl%rOe1eFHbg?FrfJ1?}2feOg`I;Rs zR8k2o!MC=NZ~-Ut!Sy^%>+!Wr;@sc-3tzNYu}s%uF@C+3A$q`78N2hD)@PhLNCt5j zBF}=iUEv953>M^7m=tdJw+rJz4ObwP0uMG;yX4nHdjq>|wx5rrGja=cO(2;Py!_PP z(eu_xlV>U-7As0!mrUQE7#)cNlQ74wLNLe46EW5YU%kZtm^SeVx*w>F>3cx`6>MQ`IX`BDAwEeZo!doz8#$;Q0h8QdXC2Lc{_bY z#ujmY!)+HqydYVThf=I+cHMPt&;wM1;Bfvx3upNczKtMcQIeaFMoO470EnLnol5bS zR(Hab`OVo3s&ov*f8P=HsN@wP8guM7U-F5MjflshT|_{wmI!xWsDo z(;?run0K@9)VVI}3E(0l(8ehO?v@Q?s-zpKQ?5qme`wNK-Ss;1Bxv@DF=Wr3irDyZ z@)1-#Dwq2BzqW0-d(S*Cs(`1VpRX>45;LJzmKw&PA^G7m$UbYsC*0}lw1{Y)|AqNp znq8{qG%3vIt zo?npJe?UW!(GZXa-MBDKHHM~%8pp4V8Emds#qDW#N2$`aFC7POYw}6FNlh+OlT!@l zm%eLC26>^tMwi>NN-Deyz7b_D4ACM?t_S95r5QpD@Ru!ianf~2c3{5_M173cE z%AlmxUVEo&&hyt9OwxTvC(nY>dj;$7Gp-&dw4>)_)Jud1AYR^sh0W3BEj*a^d3$32 z<&lTUGh-FrX6KaIm-#`r^B#J2AS?OB+wZhbQ~dB9{T_^cXccmH$9UD;WfSj{dA7+d z_GI|Y@VZf_-$WZb>Wt0NDb0bJD8i*y*b-sA6Op4ZWSNjk64grwSrgp8(A*+*~veVr0FKR+T&Xw!Ek3lsuc>xK;|SRDU$W|Omn;X(K5g z(8NwR4-5=|51<8&fXNaVGP=m;I|a!J)xq;nSlwS`3;8$i{*U-bo1J#t1UIsK!_wzV z`}+4MsY(lUl=hc>@gEGQyyf!Sl+lY#l0>zoQ_##b9_@4Y){PvnL-u+`Duwka0Z|lSp`0Iy|r5 z?Fj0sY-w%%h=VY+q1efE&}uXq4fEU|nci;x^08!x)%ou>YW}IoRSea#?m1_d_w$1P zyGL3nU$;2jv9}DY5jKcaZsvD&k)>&72gsFGRVSymC0*|KEZHb?0r^X5X-}Z{{B{5S zFY1C*ZpV(xU4Z{haD-D(Sh*o6;6@|xX=@uXmfe2aq#w7f=Tog}fbM5{7F5$64+yCc zvQjsyeDOFfu%*LRxmHI9y?;C=yqG#m(?J*ExCtWaa&P&?i%h^taDd*38$$FD0A2=; z)(pmvpX0r;jyv3y2$RCLl_f8D8QW z2+!McuHWZdaoEIYdtpv;bZgBwXfsO7k}xc#9T#f~wf#*0IT*Pzqaa}kcEhD#N+;O% z8ZtgUK6-g@xyB&~qO?>iF^eBGF*a7o4`M5oY+oTKck0X;d*!{FNji8gm! zmq|!qfReqEOUXtkkGZ)c{&pj5MxU<{n=ZEaRs32%b8JlOv@kG$?c3k<(FCbte_Qi- zxh0~`L)%3KAz()~0anC^y|gX7(?34mGRgPJsJ3+)HxwL6V&dWo;ol@pO-&)G3aUtj z@P#@kaf?Mnrr75A!Mw=X2t9dluc_dNOS~DFKbjvt)Vnzk-Kqi#!uRg2hSFW*(**^J zv~w;IYQaMx#!#?Uk;#uF{Y*$C5>aficd+MhUs!rZMums2>HJ{cvBf`skBaIFqAn2; z$zCZo%pZ>^a$Z9elYi~4B`cG*(n4(Ka@f-e1M>QI|9tX|f|RrYo*+z%FzGMIG$XJp zH&v*pvpoP8dU<)VZb!llDaE)et$VgN*j?w8&{2Z(<+VZ7LWdGX5(y%Vy}kY9R}Lpb zVLy{eFWLTEc_(Ofj?3Z2#)Z!=cLZ#*v&+fN-CxFMb@rvgCrKy6xWM%Ll^8|ccf)z;QFH0%hXE+2-l-lXqX<_bMB2)K%#-k@Zr zOV;l(F=w5x3|%{JU}Ut9#X=D={W&D8@)!_G#!9o!>t0GLR{ZAe?Hpn3S_Owuk@GiL zx*J`1wh$ao-?;I6c(@_`9h6_Z={@!onZI#cQi~sjv@GIoQR|3Ox}9cjYF@+SUrV73 zb2uEgYhUyC6>ID1$)|DC7G&|gRr8*#?(7tY50f8+*YsqSJ{b%_w#8ZV$efvkMQLIG zc>RQ`7`;5+;M_T5wuiE0vma%!8-Ui$*E80>`Xo$3zR5Dm-D-9fXJ;QJGHx-sK-zj< zzI^-mN+W5oZ9D8WkO`Pvaa=>4GFL@;`O^gj40rcU5xTN0eUgC0#fj|2=$HKb6-Cak zIy*%ZJkxe~c)%Qg??5+IGy!h{iPbv7=A@CSX~1nh3f)vM04VrS@3yJ$lGYQz!^mK0 z&Qx7vM!X7L6n;S)TU!zS(XD-BW4d%LJ-zE?Wt+=fVe8qVAybiXQ3ubT+chrpmWOU} zL4oPv31zXf9dVmj5xXv85o#P*J>y+%$_k|+uVk!Tg6>$=m+>zN+~4s{|O z&VB5<2=_>qQq?rmdp{UjgPM*60Ok6^lP5J!IkZTm)`DolANR$4c1nB!Q4R9s^vC{> z;}Qz$X~_*DaZILA!dkj=)CpZvVMdNFX2`uH}S(6oo_2O{`0@3X5A>4^;`3ojb-g zyA~jVtx9|w`W-}v*C6C(WT1p^elJ#0EcYh>C<+23YgX1ma}6Un6F^aYG^q@ z1Sy`=;)f^A%&ePRbLZd6VL-Ym^8d<-fglo)V6G^L4kM^YAPIm#$VB}-vNw>;_Ru+% zk(p_E{P{ZhGzfzJ2ALPb2n$a5cOHMneIL$)%#1Fhrf(GSV=}S+C*J#1(&&=v@E_GdrW^#So6I_s6EK& zi7FPw6f)}G!p17MYvDmbPrtwUsQL_Ek9Kv!7Els|o>l7VzL4pWW)uZ|39B4eb1#Jt z^bJz-{QSJIu&^z88>&9fo187ip^GLo4TcyiKZpFEYABBN!4H~t_ldPN(9_obMN+aJ z7kO^|m+9$;4<29-5LvwVkCGA;?!NZ(wY3GUBVjeWsDntY$v-~ST=m0F^r zl9HS_hkoHEqkM*=o7o%pZ#ofH<(6uV9kmla&ys%o`!ryTtq07{z{ zwBz;~^n2c|yY-=Hr7&*upN@PE3k#d_%C@(;#QQNjn<`4q)`E7~|L|2k_zatM#bQMb zyQ8Dc=%wZ52NsMMc?9gXz+%y)Qm1bR|gstV5V@Nc?;N@jQZP=k#8s|*!S%=ZJM2(MG;;YB1a$rErurWmf38!vrBT+ zyk8Bh-%%5_*&{G;Eze4gI0xI>g9-Hd#q2k~jNC_N*fZ9KBIo!Q$%p}6-i@h9bHl*g zL7|&3t;mZT4`6nrC1_S#5zyif{t^4#zj+*Vk)!4MmrOAo<%fQ11 z?BB1gtGnw_Xdo87xk_t|hJnG!*D6X%)?zCyqF#2-{$z<7|7yT)9mEQXxEsr6vvDX` z`u#Ect^RG|gZtU3b-y6SsA65cdwn#4g(H=nY)7{rj8rAyw}|#t{hB1sa|# zG)SYn-ppxPq;ctDhE%GirY5a48M#>f@$8V0$z%00gp(q-?G~vuH8v9H=q;sJfAedq zudj#CALxu%eN6t7;p1E;(|I((eEv&2{w1UQwAOc2%ark%8MdmbfYgeNx)U+37&mCI ztS2j;@2E+C)ZeeF?nfedYC!tDZshOH8s%vE1pRgN((-Cf(v#ROX4dv3fF|>w? z3KTp+O$w;0EiLt5pdlp2Ll;bk8)_5JAD#nrG2{STvCp4AUA=Y1*pqEA_$5oiKh zC@>%(g^Fg7#ieT_*nI2L+oe5wcE<@l6T3 z%SlQ1Fx-Bix9|t@@#MC(_4J_nj*d1R#*K=JSumnz=j0q~)h;@72IVIjHr1+t4h#oU z_P7+8qQmWY@j^d-na-)>B!v?vPRzZ{b;)WUT8>qYM7E|I;~~=0(qF%RWtZD)M1AdW zN5xB%BDeWhf`ur2W_Jij3~cMp0^&C6p2|7HA23HQmzc~!O3|T%Ylwsjwuy2^{Q7ZJ zVZ=QZVG5o8WEf||F0WX$CRGflEA5C2JltAG>VZWA^_$CtzgYs{dM{d&QBp zbV8|yscDxVrPrspu&^*MZ^WS$AK~-2Z-?WAvC|0sZ>Pz0!G`mHz3u-tqptWxnk#MB Uv1}FYAR2p7u&w7O8@`> literal 23718 zcma&OWmwhQ7e9DN>6Y#mkuH%ubhjWNjWmLUbcb|6@KT!Fyz*MH&LZh)|K2)%VHUntm!nHt_?o>u=}1u3&L1jI5LAJ~?iQmE30n ztGMMj74DHw6dEP${M5p{{iAkPR#s~9J(Q(b}3Y|C7fjVS-$*6eN_@qWP& zAU!DO4Gc^zGYS=_)erJY)1&#HHy{s)G4v$TudIZpfdI3@$F;tqrAj(^|bGmEb8 zc$PwK&q#{jNNRF2CSybWG1cx0-0P%E@;3NuzgvEKZ!XT7ZT6saVs;KwULfnq!C9_> ze9Z6+`U91{Qh|$0LNr83Ca%_EDo%e^o5lv2%b*)YfOYDU`Ao2uxH`}GiN}V-Y{-b@ z-}K!+REUs1TZ7d4H*fthM=Me@+cF%#TdG#F*4`1`XBAwg&8>(|BT&f1n&)Ri$ov)y zdt`1i`?n%+J9qR}b*4_MN_3mj^MCK03(Pdc$qbnfB4bMt2zR}kDgTP@U725!>(;j1 zI5eyr>!I|zTV_i9EpxNKOwOGR*@!pG$%rYqM1eq<_2*mdFKc)o&)LQH?GDVK2d=Ae zXr_|g*7ldo_T+pmZ|@R8JG9%X+XrWELtIF(gE1K5+ z2{Ba=zT2m)9@Vx#N^hDw|0!)Os79BlMYL(#<0BXahHf)=znSL|b4ay`5f$Dwkc)*)ruU5vQm#=7uv8-IDGmU3f+gFDXwqVsR1{! zkQ27KZcgCd0;|Wv`+y_uX@oDe5PF#Df7gNoV9nnIOIttGpU0!^PeOJR?d6b z9Pabg<(Wp2UYAq{k;A)Zcu8esITJBW3|xCDmhINCY$DC7dWCF1}_;thuwBg7|CioI8;e(aU8p) z-pHG<+VfhOv^X6(?YxJ-Mu&l*OrF(i+{9Rt4m@bqtL1kk_nBZkHBFZP@^s<*J1aC) z-68garvjB{?1&J1I2&y4TYEAwuWzQz8yeDVvCsP+`eKwuUgPvW?Bsbo0}D-dkes3-a;8{vS&H)WxV>s}P7&mY1pAOJ6K*BebNcZ8x?WH9$QqoZihNn-D-@fG= z|2A5oVbbhhwI}{D4Al+1KIcM zSEEV2>&VE+5JBm!-`srB!=qgGWUyT!@cI693X!GEr<@Y3WDDBqk_r1CZDHV&`}p{@ zY~)G>p6auwsjvpOH>RbHj=s>^+>sgeZ1&z>SXj_+Y zj$1G*VL>gY<>VO{3RTkBTOBL0if2Bad>Nf|e?4?!P;iS3r;bps^JN%IKSd<6)17u; z-*n47f-*{nD}!vjK9eh8omeV0)x~hGL#q{m!5A5&iU^Xc!X#twGyv}Uw?CM>o zPcedLzGU1s35q##XPlk2E!W*nYD-luuckpAM!K>7>*9;o=c?J9Mj5I&6?g4-@P&Dy zZkHCu=H~b}I8=05cA;D?t3s(=et%^s_o;rX|@xWu3SX>pq1K`L8X7DElS`X6I4QBhH`v$Nm5dpAL9X36?39uw<} z*q@iWFL4PAET7#lpHtq)z#P~uj|{g}CHoZEzW>Sk;YrDNsTtngtl72l7cUCMy*9cc zaVZyN!!hBoKJH6q(yLJa)gBydUBe$+^5gZxvmYjphYBR`v9nj0w+CIE9V=md?&Ao^Z<>a(^*JFj-=xq@! zNJKK)4T6@VNv9WDh4&M1T?P|qM0p-IEv>AGxc(L!FKs(NKc^9OMaRTsj@aMd|5_kv zqOCm)%floWHFouRZEX#Xl-K(A<qn-l{QZLoT2fo@z%S}1{lU4ThZ7eS@_qOK4 zgPnthf&Z|yMH@epUs%|sXD8}~`%99>PceLfmyZD`Z;;M6d2N1lozBV6-`?D8w&)C7 zAAKQua`CEv@0b@xB4W9g5pwZyvXGq%7gGBHM)S5kE2@ zDP&Q%DMGLKHZgyJY8V`J1wF4+De1ZB>DH8iJm5Qq*z zv9J{xVyYp%Laem3v^(6~X1h+s#l<->O81ro@{DA}!Z^i#!GbR4PMPAzNo^5~8Vace zGV9xRzIyd)X=&-zD{dtvrN@tVKDtcd(B!%~C#2-_2Wcyc8_QkK3v`$lFBjRgE^@Q`WfA8XhOM(M>B zB8w^%jC6GNrXIJu{BCgXPi3pVLr+f+9Y6oxQv!T^4K+2vJ}KQsJO-8MJplw_yE$Dh zC|Eu<%<}DPnX%ul`uFb(;0Zd8Rboy-rNt2GYD9}lNC^adc*d8EgMu(NFpdN03831$ zXOcicXp9x<@9!@vS`QT?^fPF&2OnBYBHcY4lIO$R<&_C{FJGej0YsXtUBkKe<7R9h zma4{RZb>CPOxs=$4NfF8E9 zwkH$OyU9d|A`J9mQC?YMs%`B;Ea`tsq@jz$7_D2o(^e%GDep3!fTPK;LTxmXz=`V} zAUsvejl%5K51V{2KlS-P%v;&awlu4<_1}~kiB%+>Z}eD=!lSaXwzhU~aIm#qUR|Xi zCT6m+F=ndo-TQaVq`ClA{~Epl@0f7A(;eCy%mR`I=8dMU|bK z>ttiY>YTi>C*?@Sl&&o^6K`2(FpSb8zK@Z}YHl&cX--We>~||#UGf{NMyj}wUB6k% z0-UKdh5f&O_4M?hA3e;%AV!kJ*i1Khv9YlQUmQ{-F}!hVnp%jqEsGuTrbQr#wSgJ9 z7ooo|@)n-V>uRukeE8P{FNrv^>E~Ro!tgyD#IP7Ab1BPMmeJpX1Jm}PKo=L6X~o1v zXpT}0X9Mk=o#!GgmXA)l^sWgt{+DXj$L5ccFjNQU_FfWbUlkIOkUW6~3M0#9 z>SKZ>Wo(Jx;fB{-N9ZlR3M|^f-2hu3Yk{#W6oh>&po8Xz>r!xhMJrVz>gwv0lIRZ) z4-*m+3^>UQ3=CjM@baYCDZ^(PRMoAJzpv{Ojf&utuVxk)@b3t~eptK`TvAkI@g@Bh z3_2_(*mF4Tdp5EWLSNlj73S<|p=^5x?mx#?cTb zHxz6<({kiFQ78N88BH6~b*tK0{uVyl9BI(PfGAO*tM1l6a}%yBnmI0FoN7U;m)7|Cw&) za8oy)n8BeKOJ>G+FT7jDj6j5@|0ofC^IaOwKz^AN@#VkOLe$=3JKl7jzmGZ=Vy=^yupxwW zFqdw(-M<@+g05VOSTkE-`D^|?e36+}|EHgx5$6!9aCCI&AY^beZjU&PYytOK<4=9s zWPgu(xWSOJMIWj#SQ4ij^Ct9^J1IsoehiQ7;}^cr-}jT;>fN|P5oX~*?Jmups)4( zR`HDjm5BNIc@T&UE?R8*Q!$&3jg2o4Mzv5sm!tU&xLKi4ZDQ6x0rtpMDf_0EuW_8y zHSE(UNt@(Bw_uE0PdrsPCO#4i0~6Ercf&haT`%73oE#Vv_x0<31Z=w_QAB^>ldGU0 zg!(@_3;ac;*$VBB9#tGB8)Nv!iiDv8uZUqly8Z`imM$(Z**(Kdqn=iDaPlHL2HeqI zlvmmshyGBrhTbLdQ@W5q8Z>J!EeV{H$3yA1sJja11cvH7;dD>^^b7BO(WOoymXo6+ z{CMw^-TAF8=S424VHsK5^_X5+Zz>BELF zp06%uujs_wEQX6@!*3A2Hn-Pz*8hOb1ln6cubX`!N%NW1FX;&SHS}2$KlO{QmS{qT zOBlb>r)wB_d(SR*t>3 z?>9KQkZxpQVO49nwMHn6=SafTbJEKYYznwC5|`px!-tST^anKaV*)x1pdzWNVz2wB z`x-~Os;3@!g|OO-jS*%(XbbT5_C88xk{cWx%mYN<&RU>T%2lmsdGEH^Ito#pIlbG! zrH%Bu3hy5I&WWtt_?kplfuuhUZLDkRfEyAed!>9^41qA#eJzh`^{Wg?B8mCMj)wg( z#;rRFAI{8&r6ZqhuS#CD5M?& zU3y4_d=z8tKM~PWvJYRQPuW7Exa~WrH6q|lZ%#MY1FD~R{m{VV{u{H_pbNiZ)X|$i z6#M$|W^YHTV}(2;8!OtgdmdQzdweg|!E9H1xTETda0XDsV7B1&^fX|qgr)?#d*0_O zxsR#!O-a#=$|w*zjn6gUC`sIL-x7~cy_W|V7|_n`+qXAIUwmucX>$UA zt<5Mzc}J58sE8u>YGJQ-)knd!oY-LstnzXiaeSiJ zuj9H2GpD!Hot-F5=}-Xa$C3djyYMV_Lpj109U&TwQZ#xNAzvkzPxJ>q?uw?N( zq^6^jeEP>Uf=EF}>S`1k+{0#X71qg}=Z5&Sm}HF43K}{5 z{QR<58ChAPKQGrtSR#^ZYFzYYjyK=5o3;8KmZ_u>A@}z7fP76gxLaS)@tC!U`5o9B zG+jVj2oDb@M(S310`jP)V`gTirK3YbLo+|rTF6hro8@6wB~Y1%(~gNloyrlJkoT1L?D~v)kT^d*+`K_Z|4J=^SNs0``wt&Jobayw@L{08 z-{I}I-T7_~t%9wU74{Tm2}#M)($dZLoQw>wmBH+xT+#M9;JQ%TFXK2E87 zW8I)}?7IDM?s}?9hK{#OSbcgXX!n)dyzLy0vOHGc!H5!_xF;4Np`n*oTY6R1Ed?E% zNaW$SjSWYDo0w!UzOy*)k87vgxK38y`OZd89X59bt?v$e%ce;C91d_;+1 zoGy`oPF&*ZR>1mfjv5a$IeCst0SQv*nB&4@QD&NuPQemD{yG?Ck-{Nbf? zB}p;p`-;*EtUm1>G?MMncvMfeC+oVpx>{N!fbQDatyZ*G>2rBKd7`SOrf2*9;K0++ za02s8UQrRaom^euulKf2KVJEspS+8XzJYv3v=3eK&4UjsyxISHKnrS^4p! zH}nR;V^~ap#2XsK#y7|fUz!fz?2@1GD=)Iw~k6M8*Wevko{J42_6kj>3S{oSaEuAH{OfnuSsq z(F{S_3HKGSu8)A=qd`7F!BK7JAq(}=#2U9J#4w9w+AsD)XngXrr$TXP6zc`Pdke{k zS`5{Q^|}8B_zx=1Wc`&tk2q6VS=pz_N#pUtes@zCwYIiEr0p&UX5YUT0NiA~nC1Cv zRH#OuD{`G$0c$A9ws~qn;i1rp`||Q~W@cuNfAC%i2r6>a+Ef$}Vk+D+ZDAI^$-XBiRgz&>APeJe^^giXP z)*;_~1o6Cu+DIO?g)EOuW7#Eq^ovR($ph6okPnL-a2$s>`C-mBiPL|v3s9mK=UjYmM>I$ALVK;6T`10!CeUYT=jh@9glvXlsML6n9TryRl#BY76OVOSXI z__u*9UTLq5v1i0Asi~=Ox>zin#d{~{s~@8k-O!&d9{nmfb-q4y;lSd9j&7!`F<}qf zK~pm^DT(lU-$kJPevZ9a7G@^ii8GOn?6AJ0aRdPYfo|0Sh)lpLp?!F|xoHoDadLCZW5xK=t8+NznJB0_ z5)XD`$V~9j8W(=L3@F@UKoWX}kztvI=8!XKjDlq7|941KPEIcPe6JU@w`%qp4pvs> z^6%_CT91?2*^bAZzf6wS+u))B5wcAYyiqqGjp}@24dT5L< zCw*Yq-dXo<=r0S-cRC{xoUZFz!oE}ZKA6X0>wo#< zniEA3AybkXnZA;Z`J>(`W+(pf<3~?#@5>5x#t5miEy3X6D`>W_OdIzXlcZnQ)Z7$7 zPKOb1+zAJQz81SHMDm?nu{VTVCk-nuHkLBV-NQo;%l6Tu84yoek7t~q+`gBq{r&q_ zP(T2kP`AF%mM<6fUHfyt`GK&K=^_9oJmaystLbz(7%`{;~& z^N06FAl9CdYBdBA{KQm@4aJch z#FPQI0I3(-;G=Oe=STR+co5a5pL*EC?gDz2^gHkYya`XJPs75@Z2I2|9Z!p*@qtBz z_I)-X9F$>pj5tlZC!`iFoc8>Oqv1V?bh!lumlNi}a31-Z!wY?bge&CBijRoQL}Vp~pB-cZ|o{0{xl7M;|<)s$1rH2_J@tmo1uEu%S*$ z{NX<48t&n-9$-|M*RyXe7~=jNI?III&&pAUn?^mp|eE^VPJI5m6!{7iBQ5EoCG za%<~*Uhn##?#f2e;%+#kF|4v9--H5iSjRYP1^fvTm{> zI|%ClS0eN&TcLvEI*@ti>|`+s zm=~Pb{QP_&a4FyReBhDXH6e1$oH8=6Q z!Z;*Ma|x%N0=Erc+dS}I>`6#TNvXb5QBk3m$^8%JHF~_pi(k|%+1US&f+i!j_wQ4L zV!lbI*A1UicH$?rSx_5)08L(9p23cM{`?s*3shMMTRX@FP>HNa1p3XCuaR9%Y9WS> zB$m)50We-`E(COwAi&OBf2XKE6%d@yzJ)*)Pt`mkEU%-(;Nx^W{RKk-wnmJA+{g#p zoa%aXY4O|&=%!(5XlU3CK7R)s617gxtWPQGF*z}&Dj^q2Ue7dRr)zOUDY}gbN?xzv&~Nl3y4J`9gQ!36HF$eA&AA& zHQ5`j0|&!odaJY|_?+5e0=D+d1b7Po-KHdy^O>eBO5Uq;Y7` zi@C`FeNQvG&Rjus2e~=&xi%qbrugI(Z>Q-1hhDJzrm6d=Y49UvovZinZ;f zxLPfdrQY{X?!S92A&SwVtx%R0^Cul0=Oqfhb~~P)pWkT+3L3TZHII1k;DNDm4rAy# zzIkOEe#lDX3wI_LCVbQcZ4WC0L&Nqt3XtxF$m7lSLl2)LhTrBn9vEU%ZQxy$$gun; zJf7XJF{YCaYUwUS4KXw(#qwxW9%W)6M+7f&XsrW4m0c0%AICwUk)?dS^9RR)$UgQI z`%qX|7_@wynob)>$LbAkIwAYvky0g-I!89o_=Mp|>_e`=L;*+xTo_9f;8%qHz1Gw` zEs=r6sJ?XCQu$26qpSWJ&$Yj?gtCw2K7URNwg?cJ)o+F0`upE~_<)OrMagf49>pBI zaWV<9j_>=R3H!{9;PDJce&6KA^86jA`MMKWIK70?TkV4^)2PzIE-)g6m?aW&$2HIB zq&q@7*FU2*;`Mfef+AF88pE@i$|!nLfl7`3f`SmFs#mJI#xH@X@`=GTlGRMl(1&12 zIA%=p4IxFzt=$A94Bd_o|IM3%HngEI`98u%JW#4SK5${?2Y*Qj57H^Jyvnl#Z292B zqlArB7!Bn2lT|b{==iN7^7E%*XF-7dcTS*HAc2jI?GCK^;NW~NoRBiA>S_Ztp5-UL zFbUMGh*D`c1`r+fX zc}%>Hz7dCta_*6OS6m!Cz4WZ#X?b}8fR+tj-iL|E`{2ENl|Ja{!ar9*aRDI?dXmdz zEjAVwsER?;YH{RubjRx)d|AWREfV6$%82f-AVN5B$nyu6dgR(Uhg*VIh)>VXU_Tpx z5BvC#-Ml%Je{Z6zYvG@{va+(zdTvEondjQDY(_s{4~!8l6&0$xPi!s%$$3n{#Or|q z24OEB%pTYBZfNc~+1UvU(m^973U^KiA|e3>2;z9`GZcXg?N)xtXe zZ$!U&*!&TsaBv3F)5$0(D1a!ev^szuesL-aXA%Pg1N=8($1zy?tUD(6_4UWzn73=@ zi!()lqALwf39xpNWj(RP()HlXmqCjOqHUL_n=2TDaewZo{#3UOzP+;CEP{IfXbu;+ zk^Q?*lc8td`D;{s|HYAakFZpeIN@W;g{=6Nti4xhno{D5ul}j zn!gIXGoFYT`SIh&Lo|RDF3Eb>OtP}FK!*VP5%jtP)w`|{7+X!A>))vaAAtuU<#+JR z@;ST#_^mx(0`$nrS?UxG&P^L;=}FWE$Pd?$k?PmjEmEF&M3vbFTRgwibk@+y!IJSI zx3*Kd`MKHL#)m#w&{N=rTcR!#uczVYZ2WlN?tkohEu`!e8J|5}8!pCTiYdn+X-I*yUC;&y`6yR#`zh#PY-6}sBO1kS;D{yz%c3@Jj zfW!&|j~@8?{sVmm#s)DGJm@NaQlO4^Og@4Gx4&nH)7edO+bH#6$N>9}bb{?NsQyhiHVKb|tmE7qVI0A-ri}U267Q8L z3VKP9WLFF+N6)8E=kSqWI%F!d()Q+ydpUN7VZaOnBu*-&TIXpe*(LsxrjmwQc_t| zR3zzt^r^Sk&ckU-&rZRyYHpn(#y-w2O6i9C-x4C6RJa8TpWj?oIYi0 z@gxAXyA8#@;F*xCfY6Q5w=n)8&yXYRbYEUx{vtsx3J)8MaPLN{ne{mfs)*qx8q=F{ zZM!aCeW)lGI7D5$yhXvzp+QyuvcdA2N~fk+9G^xiPufv-UzsbQrvmBSK6qCKID;)k>Y-} zO7IPPBGh78<|PJzR5?r%3F!6ZoPFUkZpm2xUihh30!SVfoL@J^0;uW|GMX3+DzCn> zkut32gGX#Cw>iS|iX^dWi$-)x@w(*|6s8+Jl!~Ud`IbpsfkQp6O83;&JQYeZV57roX{M-V}i*C(Oh1y0%uo^5?JyLk@X=26tDk-Z^K{k3_-KYAvVjZjwwe+zPr++p!G?W}@wTc%4>X0Wf zhsuMlp>ME?%><65-%jf>5{Z0OQ-eXM%Ukt`^yq!~nJL0-Nm*Ror%SyF3PKU|7L#d1`$5;g~w=X(Os-sl|W|r z7Kz}?a{w_wULR^}TR1pS5fSlO_u#?Ohc1qqKk+|bl=M-?>WI_l94V*WcS5iti!>6B zl!k@qAW=a}%WWeRRTh1x&0Mvb$_6J;3L&&`V*PcN*rXd@WSHwv)Cw8{fCY!Qdyp@p zypQ7~U`_4i7?~D#ZSN)EXmK#P6vMM@-PDxLv^B7{lOgT56k$RnynHnLi`zAi27a8a zh9t&K90h%SeJF8Z>V!}@d-CA#2`%WeuR0~!vID+-HX|6b3%#y~(mEcF>kT~0kWDx{ z|F%ASGxOgTcEPAlf)FfWBnNV-YeVDY&m0QVGc_j)>{__?8kJtQ*t#*CVm6AUq)_z{hI61 zjo7!#1EYjVNH6K958x=cxq638D8)2N%k~=H6?Br2{d<1azyaT!Uvw!S56TY?4i_h9 zvTC`I#>ChdV?>#5Rb(UvYnLH&eeY&kQ5zoO+p~Tq*Oi7Ewu5v;eo>p#!gl>E2pKLw zfdNu|bpG|ey1E+TTOeD4G>%PM*tTht;PFzKnEN4yj3lto!O|N|puuZb>9e!3UF`KT z@bK_pF=g5U5dx*c+0jwl?rUCA5o4v;q$inTtIdfY3e_J}(RKu51Ta2(%ov<7c`VP! z9FKQz-zHm9jwkEfzWp*am1O)VBqRh>Q|JS-Xk)?Eww$$)18iDwq zKetDp3oLJ0ETBdYTm3SK!iWH@qagc!{xq5+I;4Znv=OJgikw7}ql?RHFqb(rfe8$_ z2dfwu_O+P^Cd147H90~Kx)9p3h&(kcH!e1WOGXmS-Fx6J7bu5x8gNneWCJ z{5;K@T=ZxW*H{f3gSGD_PY|OwG}mW0OtEC@Wo|?g1#DkOEU{#ZU5e7Ew^v&L_ralq z*qAf7d#U0@Z%(?EJgQ%gHFC zZ5fzb$pAO9_9GgKOm5d`-_pn3NK{W4cYW`-fPFstR&W6+qTJkET!yrHci~>F;z8B# zJ+y7;AwEE`X8(0=GlB!mF=l9B&?2sUz9q*^_QVXr%7;9?=ucdUYl$_APX=ApSxRGmF%KWahdz$z`6|nPdM;Q1F9by z8VXz`eP9`IAE2G;D_x*XjG2=did#jKASWmtoNo7^3gaFb8Ch9H1s7R~Q3E+< zBC0#sxT3h0Dw;*jKq|A<*|P>f7M)BzuBoo3=C}IP5sC&+b1&%pWL57WxRsDoY4+L_ z0iXpi?K%T_1X#_--(QV272<=ntOz>v0d0gkJceSkF8eSedXwsfU>AJPV2-d_m3|_% z@RyO1cb95FIW>G|ciOMainZZ+p3sWA&2_+Wykpw%_L2ZRHjp_$lNAsamIMM3hJnkj zRS?e)m~94ZC@AsV3yyW}Mm!F3qHC=sKJ>YKna5-Ah~99Sr&ZGTIMkm5yA3~{@qYtp z(2w677tSt^rXK%Y8A?-T1(*ZBISr~vI308X<9b&YN5@zqNPAURRq5OmhBL8yd@S16 zcrMb@H$yhd8>z@dl#*&pmZhZFjD*5e3yiz=Hpj>B7|Zaou#~!D&jPBowXqTUX$goM z1i))C^yfQkBcq?9vjK8CZvv`7O#N|@`Qd}dHC7?{fY2Y%_H@M1Kr)i|3N#ddO~1=+ zjpOr@9q7us>%VnkcP(4%OG?n8xUB$ zgge1+gNRNVc~p(VH23<;Up^(IrAOmmzNm7#f5rVj9@L!&iDw;h4sUOp=ydK;W=Q>~ zo4n_Kxh;d&`G4FeVXwlKwKXGC(^sdBm6d%EyXhpL5pm`d7RDzeRJxX3udQ@Q8M?Z< zYFuH(yI+tOn^Ddo;d;UyZuPM?RV-+EL}IMr=t`-)LK^j~#P>OMoD23RihIaQ3KL$b zMtBXO4U<6n?J93Ji`RUn&dCsnA|&iU!-d!QWtW!p#aR0B_OB0i0A|3ICPKQqyMqns z_*O0`DCprNG>%kdR)G9((y=@{@(kKt_t zPY-0VKry>XMpnBN2sz*U2{Zp1yKe=m<@?ZElH%j_U5=ryTK(%yc^JUVF?rl7Y(LBh zyaANo=7t8(KfkG%(o<8Pz}B4|@7yMfef#z;WClHfIIyLxk>TEYBHa5_P5G(GS_4`X zFLS<3pia@*rAh=4YIs!_zAJML!S zOeH1Ekf^&(FFQ7Z38bW;(Adzx7y)D~J|O}B7F=e5{KU1?XK~_a#IFtXmmhAP+LG0gUtc?*6N^wdrw`%A8M$pdvE<@(l*7^;OV|jjfFDdYONNTldZ+skyt_{0Sh2P zf=~qtjRtt(8)hJgI08ExbxH`MNS<1B@#Zd4(ojz4vjxY290`{P zf+P$@=I!lm9Q&oC-}WTB+3JlL2Hwwd+6CuCOMJ&7-m%&DkQjY^DGj+vP!ndrjkyj( zkYt2zy2deNq^V-cvRPRq|8Eo=D3^|MY~UC%Ncvrq;y3M=O-V`LzDZwkTR3B?sTT9p zxal&fmk`zYzT4s@#CvNU!syAGuf89$!Z=I=NB}JF#6)_jfQF62mxgby0|ubGgN*<2 z$uex~E$4_R6@r)JaZ|-YJnXpvc^%trkL??Gjp^T|mwbKugL0SwlweCsrfxn!cUZ*` z-GuZs6mBhuM%P(wSJyv(Z{vnN0tFd~!ir4c(knS$XsEe7_{VrUD(|{!j+uemJ=&Q3 zF&QIN3S1G`MIt2lj#$Ngeaf*VsHmt!$ZCT{8j}pv7LswCR=B!l-`l&lRVm`5?DTtv zx)8UdU3me|VOJlF2nSq3EO-}>Hsc3C`F#T~4ksW$Hvwr$aN=L&2=D!uJOHbGn4h`? z?kwDAyHz#rO)KMujj?1weH^(n`}xt7$>Q^O2R$a3skmu4*h<=jmA42FVoxpOt}b?h zfiX0Jya9$U$e}MqVA*~`0A3?k1U1U;t$n=T&v}|i8)c`HFGR$dMgQJy1)qI?@8={4 zm$26O4~9v(W$kq+E?m`sBNPMKK1eu~7qje&02%>lzk#VKlR9P+WF-{vy{CW3_(afF zZ+Bxu0e-gq>+)4M*34;wZ>rH`?(fw=WZdCh3dORNhv8$dUZIBYIC(PXez<;lT-<>t zn+T9#hI=`^^icW4zPc)x`JZ|c(<)n!-RnC>tk;Tz-$oQYZQ8KqX)#y*l3tmF_InCN za&+zR+T?}_djiP_Frz-6gDC-fi^OgszGaC9q&Va|g6&ynzn>X<0kJWoSGC9P(^-(EiM-G!@`};OcMHB|&(Eh6L#f2BKPnpUc2&TwD3- z)!^u8n&oq7|hdgp_9H7#%*NlE7l98uA z@{d2&l7ljAxL4AvzST=CJl>-;-cwWtVJ07V-{h@@tb)R4yTZWx*Lh!RXbLGQBd~SS z=eu&2-GTw2Luhv-c!a+pLQ8)bDWzq_8?Phn{x(Lx(QOSois(Rvmrha(T!CQUO?ziV z3mJRa$m>SHJYY(J-2C(B&x4)W*_j!$zCN?q3WsuC6`j+-e}OrDRuNKvi;1s~J;V(r z6Z?qP`cm*>teSt72)FuH)~1>yL|t^MAC}$6&c%KC@@2X1dfZtkj-&Qj_?H)gWfj9F zV`BfW8=}189w3B5zPf)gI&`()*2h2gwKNLqklQ|Xqk;Mn{yfKBv78bQ*;LD5KJ;QO zuU8L!Si@<4MTK!=9b~ya)L|a$4ULTsEya8hD;xLvt@Meo!-56r-JFuYvZ-&Ce%noW zZGOEak$@WoR97lozS35+LRob_9uzN3TQBC#ooCU_yLt4q>LZPeDn8=%%mvHG`MEW< z>s5*vR0o?p>U zQH{sO=?-+TG$Ny?*lX=}nhT;cJ}gpFmyndb&Zt8K3NBClSy~bT{RAkf%V!RfHf>M+ ztNgF56Z`#N3aF`AMk#5mJw=qC@JF}s`taz#UGroY?W7}N8uoY8T!4%KsKQxbfWh#* zhDD%M1J8gfO#9=8=2hfHh?cbfbdJ+kIkJ#qu0I)B3Hx^Yv2DcH_)OC;Oal=^k#_GJ z=sy~HScf5q)Jvaw2x$;9NSy=Z&(6*^55A~_vjJDTOdmds#M6{m5}@QQot0|tJo4zU zHmws3dY?foE@@1XE0@`WorTNt9s89MAzt^uH*0{PcK^NN-64C5;Ezd$5E~~ecNy}+ zv-$bCXVTQLVeSLjah{e`rI|R=1qt0JoC4vwSQxe;vOXi_{&3(8Zo2_32KKVk@>lc8 zllK-WF|l>TPx!l!2j-jh!*-0x zD|`L98qpOnRsWEuDHxtSrl8kch2#Vu>$kiih<*QT@%2zwAN+g9#=#MMIBp0e5R_OWAI*E!C)T_s-r@Ac|GyNGl!| z;bZ*9+6AEDVpaNTeX?%z@0l0eB7%@Oq>QSxLt|3j&{0UINd1c#eD>%irHc}pnf)~W z$7nkG%?kOTRuTk)R_^-m1sMI;VH%d0lrF)=^4H3DAo72Hek2#mjSvJRtbs-piass? z)9~*Z6%7rq$;T}?0DKwRrFlbcgGMp@k#MCt$+FJuq1T&qxKS+P-~}zN>WQWC-N)Nq zps|wWgm=6>_h17VLlTMvL+i!`#3s+MNS^ypjoKeuoL)`pfg#I(HyPK9K-S)pySYhp zyM*Jz+8`^ZfOe{x?937i1-%LfpF1k$^I*+2@Dq{GAX{tQTx|xNn1q>U1mMIrJ$Lq# z#9v;8qu$(eRLy_fZ{isbKPXHM<)V;!%_zwG_Kq)lzNtJJ?e{vJ_lVkIX$lXJoq(-? zzdif&HLRK(R-Nm#@v{a5vUGAz&6n-V0}vY?a}6#HnHAOR!)hV4HW$NeCYJFMr7Z?v6`9 z0IA^SxHz@xBQV*P2Y}lvUWd0ef;Y#;#$X&mo)(WzoJ{&DsW0$6pb<^MA05Y4d9qmG z((Su>$O7Q_BYHIXd;Drxz9V8sgrO`^`Z%i5=0;C zdppp6V69#_P%{BSyC#re(!;+c@80!=5D}zEUAHK(nc!T!^gsPsrN<9+t>aL5;hq8cIaQL~-}Ml@b;4f_JI|DT^<{M{05HC-1uM zFtQqCEgM9q5RqiY_B1nhab>(3cBjTPn5e8yqpBSSjYvqN{Qx^h@zT&Jv*xN(NJB9G z^avjH2gvs#k7r(;+JP>$GL(C9ey*56y}Y&6VmpvIJgiMaliMT3$w{GIgh3ks@|WvPA4nByB0 zw9WkQbD_T!MfGdj_`P{NM+MREB`VJrdM=Z$|KgE1o~*e7iSjHl!=PC;G&~2@eOt@S z%*^@&A^4<=J3Bke%jKu5V5Z^V;CTP}9m5ZH^*-F|xb7rAdscPrar`rl9xs^iGvPWi zM6oq~`|5~}&14R?bp-Idm>o_qu=MJ^P1jFxTenCnExlJsbx;HUgW)iGu^h|rn8#MU z(Z(=e%-#n%ODrbcs#=*_jfNGp%a%6i9L65}cygmc<}b?o_IyHL+Ap=ZPQ1=9EnWQg zca<24*PRFZ2;n^}rgGf}VD!|}FfGBQ&FeJ6#>Yy`u+%Gjo0^&$;WCNdW*G|Fdz$ap z$p;%IijJ>rUij)r33LyJaY1qM#b;X3l6>YIo3>LbbGJ6V)fd*G?XWaf;ot`y?=i&g zDl~FIL*-8ESG>O2*yOWU^75tAwClB11h?V&g}JJk1mO-SZ2QJhBe#vcwftDpRmWhT6Z}i#f<0lbfa{UU$pRQgxEN46mqJ=&0&Ln z2P_v@PCHrIPG~+~3#H#U{`C6u+ZSYWue0ab*%uI?JB(g3dhh^p+Xwv|srcdju3pr-m0oga#D?UG0rhmKM;ci2alOiz!Of}Bem ziGuAJdc??QgwHXyN&HTuGPnvYsp09H_fwd|Y4YuUV!VG{CZ^{W_8Ul9J_`>fvBBSa z^06#a9xvZW#<3OFMc?W{q0J4;NZK3U;P_6~Mp=U?aq6?4-cpvvCWeq4p>B^h^JQj6G+` z#xq)MdvGMVgyS^a{P45C*D&Qay}SvHkWduX8{HNW2VimFQ$=X z@X%IHeMWw(wdU%s99e+y`z+ zvisPXn9&_N1*yE@2hpfO}}kO5%)Y&vlDNmO~c@A2bt z(saSX%N^94cTg)*9=y{?)Rl`o8j-7i?O;WN^H$CLQ(3|Uo9U5GehCToZ`*WsPm-5} zZQC@q1SnVq#tDCk__gh>35h@r(ULj+eZLV)r0)6CHnmlx`;;R%Dm-Pq6H`Bi6@%)t>P7 zZ03B{!Ef1R9A`T3>w?ojN9G3qP0?@K#@E-^Svza}FzbkvRqIT+QsM_o<&PVa?zQio z%rs35+EFsFa)CDXg-KIGH@g$u@LxG-Loj6mZ?fo{+ji~{>EeW};xlu8`yRG)OCPkh zj%@$mAn-|qI&1JeT6I@ch~eSkC}+%^!O@A1j@HxH$8L(lPcbpP@&f+|F&)oJcORw; z#T|U*RoqZxSCO-8Qi?WovAE=5_j%RC7ejJVERkb}9}%L0!2kz57{Mh<=?bz=LGT8T zQcNW@J)+q{rTg`CQxVnL5{HcnX8rZmoaxYeb0(?ccX!k9w zTM@FkbRvA{oH_kiRIr6I$3NU0AGNy^)mp!XiG2I4Yv2*ZnJ*y~{W{(~{+526JX^M> z@}`vd3yu{D;vv$Hyh6{89R6^KPQGF8eyJ}b9ThO^$HlGhPn4;NK#i1BqQ!;s+L>?m1?L$3VnPsal@tzEcz0zt`(f@(K zkzC(5kDos69rH3X8@1n759Sv%hf5SONgA_9WlY|<-D*#hsrR0qQ*R^##!smB?927c zl75zQowV#EBr8YE{MSAUF{gzS3}tf=Qy-in%{Rh{iXa2Uy-kN9 zYinau(vGEgMGDxc8qcV`e4l_n0{wzKkqZUY!~FauijoLKQhfaUe?2uIkv$J}%_T}5 zTcjvaF1{_GeO7s8M0;CMET3`U8hH2DpA~kWr9PdG@YPAosO{xg| z1>A~jShgXwq2b8x-MgKf2CW(_z~)2?$Gd~VxZn^toT#P2l)22ptseT~ZFjfwrP+^4 zPZto(fBX<;To5*e!8300jPEPNj$bU4N$|rfcKG-4DQ-$S@ef>}f>tj>s}50%p&@bD zy&)9D8GioMx;jmKRRNkJ{8gTV@?d-Y03SE^8CTbKU-7%+I1OGgph?FH?p55g64;@9 z3fZc+mk(N44;eo=z<{V?x2Nxxs^>*#=eRzmc-AFz6BD@dBxPh=!Mv`qu@Q>>T3$Bv z45u$%{ECs((q?fRK-hn5wC&s)Aw&9l>|uqjeuWR2P^X z%Pc3a3pbGE`4HO%%Zzin@=PCU$MA8J0iE#4Tez((y4%i&c!qsG2ObfSd*lQxh=*vL ze=ICO(ra#NI-Q|i=e2(bFe*d-Mb)WSe1ljC=cEnm*Dtn7=|CQYe&xKWX)+$#k$X)o zEqJ;kW##3+H4d*7{QdoJq@)OTiN#~XnOk4^kD+0(^>+~qtQtp0M<1U*hYxKu$m!}( z76#SDIFFr!!#Z&3Tv9v1UKN~2sFwvq8Ha|7ir+tP#qiEWj(3F-Cy#W2*6d$HPuuLS z<)8qvFy31GE!EM<$u?iUyZxp1Tr@@S*x1BA!pWv%%nP0`pjk-_SB4#x=R20&nVT!) zqqK9UBkIp*(mchm=1_rXLRR(~kw-v4KtyB}JOXj@5&LL!nCxs z?uM&|i$2r=32+;$xVblSH|i=Jt$(_kea3yXW~_ z=P?!WZEB$}ih=LCbTl-aUz+{&brg#fcq)iTVPP93j$XS*Tu%trrscxl=>I~BAzWqZ zvhM!=$6+yq>X`qJnKpw68gHQXc5w;R`2{Tp=1m&++t!H)lE}gC`A}IaDa}A*ytg)g zd3hOBeCl^4B~Hky{V=B*Rbv_9M+94`!Gi;{$H&+AyYR-kIeeae?1M2BU61#^DvpSZ zoca%$nS}*rV8^%K!MLcX$TgW+DDHf6MyK)+o!&OI!(TokA_CiNQbIgf^^n*`#kh)! zip9mnTer5E|2`1<7}R~QDr^xoXb;uYSeTejReFRwJ@=k4)6mdBFbF4$B{lKz@|Icd zs?IAeHdIJuAnR767$?e*qJcuj-F^@4GI&WIl~&?ZsItMnqW9PUO)yZOsfWOy#ICKW z8H}X!XU%N09HZ35EF>l-20S`4!2U*?edp}$OG{ag-`w*GQKzqO2@=?^(&-O07DqN< z9+=v4;J|^P#rKgcmwyuc>IuQJ;DO^#;8(*(B4NUzAT8ZMr>`<(NYDIc5FjDdg$5BV zLgl>Zl{q7b3oQ!@^YWUSn|Weh0aqC81+v^XFt7%lKPL?|_ksTYLR9c`1j~Zn;o)H# zZIoemu-h8OCiYWWkB}*ufz02Ram12?s00TRk2p2=@#Dmy{Z75|l~$8qzW74y1PcIM znwtzF$qPk&D6FC7)?r1Ifh!u0PRBCl(5u7`fJ*wEinj3cXR3Oh2dfK1o$Bg=C$92! zG%O+;A#QH&vn3U%qfgm!tzx#)&}LV!$Qcj@QtF&_X07|^k!xBncOgMWgoUYto(1?CnL0z@~&KA}j%5^iv`a8Oo3^t$(Garj{cvmFN?PJ3BqhU(HTWkBF3)m-CW= z8@07LH4Caz2TqmRJT`E3aS_QT#$RqiFbqpT2zegIZexb6>37F0pP{+NXq+K2`kKyg z_P`>N7}y3nD+a;1{a=6p7#&JBLXOHVrJc#^Y%w}i=t=9N278#&- z6YV;-o+uwH#5D2(dKor6L9xMfh8*246iO=Kw$GNw^RW_FS68tZ2h%zOAg|FgH&3-J z_}m-&tp8W#m)o9hZjJ5jqS=uMGl&ILgVdH!7sb51yd=XwtBC#7vyPPmp@!==E(;nl zfIx<}W}hoI!{pb#(m}JD)6e14!^SJkfbj1! zHVR8X85W%dFa(o2bMSbq%>~z|sp8Fwz{C>G=G0KNxpY!xRn?8;dN|n!WMkLiTBGG;9Z3c%IW-kD-)E0@s)n2(93Cc~T&iHQ#nTu7+Dzu&RBd_%A~ ziKckjo=|Lv00kbHCq#KOGfMx-R6cH9<<*38HqX@ZK3JQb;1g3G!&Dn7+ z{ziF7+PK;U<@AUMX7B;2w$6kGCEV_IJ1wz~YOHnlB8=`4$i`My>MAOWfB(P+2UKwV zAXlAAumqVP#>T~EU&Q+C7@7PMB&WEsB^V=wB~(V%;XajX)rh z@O0f^Yh%B*$1W%3pxg0~JuoHkR%u4c{yir7Kqf+^cUW{E_ScVE-wBBO_#0&`Ts%IS zh)VvwUQ5Pf?da$j>-~!O`s_wwtXuF6!E{?n0KTCiF{8paQR+qbFEv^wIefeMAsQKh zcuyT}2Y zCs|O^2ou4C<|8E_md44!VcqD9rB|QNsF)HR8yiZ-x4Gs-|D&y~?e}lFkAgpJ=bycP zP5&$TWvw$Fjkrw?qe2oV7uW9IUL#+skV|Arih>c`A2u8ejfN{e*fZiTA>rnzC+DJB zXldH7<35qoFp4vYv$Q_bCeO2n@xRB$v_1-U_4IHsF;Q2moPSR_4z@BkXIW8|mR?!x zj1xyeyq{AlFc;vno?Pu6+L*zRsohJ;m-%5_FePkyES09jv{embL&K!hky~7x`p8h> z;v<<@{dB|{&KGrRS2Z`~=NF~(j0+T`a9KBR$q1mMqtlgRw|#5%lrWNUucu!w(uwn6 zBqb$%^X82u6}f#Nu9%eW^;hzY!qDI#H#axhCIO;3lWD{bSB!^;#{erMJ4>r&XlST^ zE7SApGWn6io6eF<&NqW!ZXl!JPMGQIQ>XSYRu5#!#^F!Uiv1nY^UQ*~J;Hd8r2M&@ zTu@L@HQFaZ=+;-xf%Xr*Bs~bk=Mn;@#p;@x__Z(3H#eSqI(C14BKvilEkBk$+*}7f zXCg4w4-vmNSx@rlUBh6lC5-_Y&KvibV~5>Mk*b5W5yh#r8;JK}N}r>>aLY=jhPESvVPwwBpUnX=tq4j+HqsxuE68`+rICoG}i^66L~EgSc-LO>^8=};^E=t=H|ABQF$J&lZY`13kwSg z3DMHh-oO85bE3w4xPWHH2F_H0oi<{ptfHb<>-^wV!%c4`7nhSl?W#)4@fVt!?fRV2 z(a}r(^($c#(U%j~E>(}Mq@hYmSsyaGC_J4Z^ zauijVqMf#;PL7Xf4lFG!{#fvO{bFKe9ULBRA-m^YP*@lg2s3?a>c`q>Ipa%HGqV8P z`^?O?_V(x1=A{~LSC{VX*&!hzg@u+Z*rKe27(QYjQ+3(SkoxA(vh#QE{{Qj~6I_yVt%|RnYx{Z8mtE;f0P;e+~joR@EgNA;%9=%=emQNK< zZk(0M#+>1RCC5*$Fz;vDw_<-T`=N7D=6+PW5j}lY%N_w8C+3|1@$pK_sAx|TYEPXap%q*@7`+Ld0a6#e_dT&dwV+!79a2B)`Mg9gCPzwE&{03|8?%lfwtyG>cuU~g1@UXlnc!JiqvM&)t*p(`B)e=J18Ot_r!=E7; z_6$uvMd$=-@Y--8G!gAei%~_93-Rs0cVG^#;Bl8gf2lO-p~S!lYVjfCv*PCC6LH#1 zN=tiXXIGY-Od-|=)svll^XCU-Sifh78+%7btt{4mN`ApW!YqMlURqjuoJAoo-*tR^ zTz`4Gw!7E~Co@m#hcmdDOA-6F3!=o&?>K8|X~E2bK13LlpO@!fAKPfeHLDdG470i4 zw1Q#8uA!m9KlldX)(!Il=#>Apm3sHyvaZ8}8rG94GBPl*)|-YLljolbXKM2?aG!-~ z)2+QbP&i(-LP*hEaGxib$Zc+W=9kwZ1<`fqXqFM6ZIzcH)ZVVFo9k7@6Z^gVJcCg| z*1virOP0vR51zqBDw1wzdv~`&SNCGbbdc%R*3T#1!bzec*5hB*i)^7nr$dE?hyAp4 zBcP2c=}*AMkAZT#g}eB00s?4FuwLk_bO)3bk`odVgc{&Zd@`Oe=cpII{5Zn=g{$5+ zts~>%rO0Uq3mwcMrrXhW_V)IU7d7&hThz+uW~zrsi_N*oN%}+Et2wV_|KFB}mUe4z z>Dkn`N12CI0}tnQ<~{WI#valNh?b?$!u`i97fAP`rKLP}o%-$}G4&ka$35kO^6SQ6 zH@K@As=<1>oa))o*ccTVDI+7}ER+K42Igj1SPv{DOiWBPf4GAug1r-(p--s!ZD!uX zbS*C4s(HH%1*x{S))$-NjiF&wa`F%79RrvyxhgqzE_=QuHgJb-^}?>Pjmvw`a5Y(n zp-MB#ed^6sVZ;v@tVZ(sRqe93G+J(=tE1DMDk9>zt}!Z!fk4a%9*#!S5(W{mYH(Ul z3B7*3sQ99{uMZur1rt+FMkX)+>@T4#T>s3|RC$4pjt-dAQN~0mDJhmjIBq1 z6R9el2p2XiH* z-sP!gPC1kv_|UW}K~?}jfsc>R#p%J>!gqsGei4zYC~LSg1eH1aB0oPrnooml9Q(@Z zs>eBdT&LRe=MkFv*T+pSYx5EF(TK zQI_`sW@k^&NZ<8W1c9*oX>_vzv`n6ts(=dEX=xjO|NcESRkw5b_U&6178ck2ziHXo z44w0Ev~4wiDFJA00U;sHdg^Lw4lDf=g>4uY!6zhfI;@|c$YzcO`Jg>>k zHS_TBP*sgCEMya7qM>=U|F=)~yJJ^-JBf(LIn1u@C8)Gvp`n#kRnSH?ot>TI*mcqP zuUlH-lct|zD+4)tSDnMdjvdj=kyS9$pi4irnRz1J-j&D)Ej1z{0*``XV|lsCY=EKG zZLuS!{^D@l3l#@Cu41Zi2uH;oGO{yRvitk{emGPxVLYLA-y{db@qU-%2dio#A|h_$ z?3|q2Q$JiScoW-b0aQ^xzK1eQ_wnP$>&GF@>3Ma*m#jb~V7D;sdBv8iqM^aB{}XWz zrJ5(PtA$9kcX&9KyP~p^ot3qTF)_MCz*3>1 zp@sZ6OEp*tZu^M6Vi~JU*wzc|&0V+>cO)evW2u?=1b{(A2N8}pr;P2_2*4H{1EY}- zDkQJv7y$*vg)I+hh;M!Nz=|_^TxSfy+~P5j_`Drgd_iVr)2xl~CTSxlwEEeGThi^{ zowfjbXxkDPlz#f9uf!DnqQa6#IJL*1G(iYWXBc|rO{5P}boa^zPEX%?gM-On7=)kl0VhyWizL)r*>cN+_9sIPBjyo#f) z#(aeR;lpx(12o>iBc7|PJDuzEK`C)P$Je~P zj;5xYG)5K{thv7pN~?9)UryZ&5KmXm<+GkTPk%2W%}S`kMDX-!<24OBcB=zKRaYk* zkqpP#J~?kOOu6|}kz;UZC}2HWAtzPP3H$%sllxzG&hDK6Xe!Lh6GLlmYN~|}D(iYZ z;UBwJF65kk7WHy-cNZyInw`bFbH}Sb6#8>thTp&aIXl}}SsDK&B^g{QUY>`L@jZL?Z1?0mf>!dLH-lnIt=T{})T!?^HHCnCn*;CO z3=@W`6HY1ma9BoG_Ud$v14^x8ogfgCmp|Uk7R$@Y&CSn4-QJq0dHc6FZD+o9e(`z* zK`$Sugi(=QH+XK zwJURTc7T)_9NLU_;h<2r#xo~cT8yXb+%4}i!d;Jk;2DN*|CPu7hx}$Hmu6>YAD(U1 z&-dVIlo_=%jy!;~ArfdTI{@zgN;UDqO%U;{`#lGD*K76b=XIs~pN#mw(dd(pF_~1t zZp0)c@u{iB1qBw?*4OO=%KE4T^y<&a5v#0zJpk9T(SM!k7j5`~Ru7HH6!M zg-N@13@54}Q_e~P=<4h1yE*kE@t6MfoS6LX1O-2eLH_h)ITcv%y)|68whA2hQ9-9o zxm00ycpT7moC8WrZIzV53kx@r1)YpYD6fn7)4b@XX-eBeLkR?0+S)K-W~1Zdo%~vG?b8o(mAku>1p)HniNV9M)bW7F{?re9w%GG{ z7PY$Q`k|7*MFUd}C3%>A^62#R)DrKX1}U2tJ-@z=>EsR-?pUT|2J3pz-FO#)4j-SL z!6@=g0|@Ydp@Jg$X6@(oQ1L;pgwv>zkf3`Gt0`j*yGIg^{?;K z^zg%uPx462p%%e0C*p`nZ9O~5?cw|Y9wf*WUh zO}RDn zc8I-0PX2q*PMQv1>@O@OSoMI=>7&|ps%>VWR9IM8Bv`+E@nX2QmwGg_&va>N3618% zlkk|BX5(@|N2DAt-@np$_wG?*m!p%DI)IGmk>O$B5{aKaao2G0u(0HR`}PfJGgR_^ za_oqEw6p?Rv7cOjdP<=1CVgPRro`FZ-Hp@(wSgKHrUdk}f9liIr%%t0w(6l^dn*|j zT+e(WHmyOoJ*ZYqEiH4!&}_arZjeIZj*1#6))N63K|zsRQBeUCeh#A=-KXJs#5(Zo}Q*Kf*|IWphrl#Z5)44@nUS4{7dNy7W z_tX6~&(S}B)F+R9~pb`WJ%gM@q2fZg0 zK+8$Q-@-KV^FtMOhEL1N%K`6kxSNQIih_3G>}zTPRUU*8sElZ74Gm)L)G0ABYVPjt z^78WVd$F;xbUy%#0^OXA0SLP-22%q+0Q8CVg@t|F5dg|`bmCxuuPFo2l% z+TFq7U?xg3r|WROMv*{cpL&QezlDlS!Nn!7*Z z{N1N;Fv`z<|NdTWuliH`h&{RPD;4{{r5k{n+CzFUO#g z3!DZWvk{g$;2S!6cp6Yxl%Gv~(qJ{_B-Y~=oERS$q*+aU>zUf)X4}|5*tT_i3BCP= zy1HyV>Nx@K)gSZ$SjV_%Xq4u8#l@0nJT8|7*V2rzyy9KOn#pPTl zOVz=_Af zue4eWgq=WEFzHE&aR64!kXy7^GP({3ZRTi^+PlBM-{bORd1JiFv+w5-&_Ltvq|xJ? zQ>ep)>^jcC{af-s!eGLJo+&moFqoK__@bHzY%(^M(1QcR_tmvvfN7|xs0elO(uz0Pf+yK&Ik@1TE z^R=+B0DTLfJRDm(iUAlH$bweTGcbtQ&#Rp%!*a5+niuV|u5=Rq_D`~vhko?%@Q;q3 zCTdQh)753O`eJ?{oYlI#2h%TUv7&HC#bknsZij(VoPgdNcdl$uA^3`3|GjxD_OD;R z;FfMSfz|*3XSqF!G4eqLh&doF5E2sBd0adKdJ6NXtExFBI(i+1vPf%OF>X>zxLP1X z!Je~3p!$W}!N48@45cxfzULyx5vf72yjt9A0Mb#%~1K{Yyb-2p|LZ%Bc1Un4)kxP-QtTaDt-zj*bQj)TSrY z1dIa4d~Ur-)M<4UDAc|Pl6!jV$uDS!^NWjjadEc?6h&yfA33i7sj{A?l? z{@-D3xLxRX@!o-n0Nq{riU$-cnjT80lGB)z1*4QO5fA-t7dzMLvI>EX5b z^FA)9+2B_E_|x?Ml8zCoOmfVpF(+15A9gWre+HiUI)7L{s3;v9WLsjfhKdria+AZA zf!2-=nS{sH-@gm;^8<PlugYuX#*q#w*tcu$X@xfz)r=5FJPm5)T9qFtf?;rt^K!Y#If zIj5}5u04{Tot+)9G{NmGz>Kbk>om?c*iY~S#3jQhjwmQNq2l-7%?}I;TBN{x0zPM`Dj`6khHyIVdPk{6FIjAP65Ag&k3;dOVy$Lx3pHKci{l-`c9|P!X?GYEekbyA+`A`+SLaxDUOJyuM!~nu zUB~>FQ)z}<-(aSozpA+2G(eFW0~CojI|3gN@2x+;MegkEfXHHz1dH?S(r;S_hmf$a zIC=f)*v=6vyEFIWtfh%m$&ue}ZQ&~7Ak|z%++PG0{893ytw6GZdN?XG*V>y1U(qPB zGG7{@J^Pi%%EUu`CmdOHbG*T)PMA7F= z1i%jBeUC#l%4~jR?%V(^ADXfIS zrw5i)BYZ%fdPYX7^73S!^-$gdYPNwvSbHtp)uH?sD>k!c1sOabDBY>9M5%08Kb_dX zDth!tOJ2SZU?ITTU2N3%jzu-mdq>lrTa(}8N|X@P%I@wLO)KTJ^HEBEH|S_^&ZezZ z7(+xVoT`95e0~fHAuBMD!7tCds?@`w(Hxpg%`ILQel?ljU8ON9#R~NR8lF}Bf?_{t!~{7YKFS( zw!45HAl{&^N*nd6<;L;mT_U1^3M`lVRKoHT6^3fJ$jU@qh7+==8 zX)1HQYVZcFtV1~OFt@Jmr6?il=^lI;dbv90YB=PNOg5ey9Oz54YP2kC?U^5)}r41|wRp4}(ax}lOC7aQ9l$Rv@I zlQWVlt8O=u+u~EGeft4T^qPNgwd1m%Ps?UMXvms+wvzkzIJxK~$J@WsyfniD!A(kcww1-(6@Qu%u^ZMz6sXm+1(>s7dy4BR-OX`z258!v6GV zUbXGOX{@L?+Vbj;lk=~#yW1mVi1;_JTC_YoEDnHs-gmoBOTQmc zk-Rfc^z_{trw5o|P&nDzn(YLxfzM`OXt*;H6B7dxeo#QbKW;A+*7%n%U&5k>&N5kT zODiVDL=Z~+;F{$c8ymw)2f7Ms7g`!XO)y(=aKZ`-SVctYkx{W{9>{??1`-;Gv~Vjh zjBwzyGMp!e>?o;YUrn}BzoXg+V4>Z?p?a|U#7^vcQqc=-ZNV{5xAhFV2Y&L(FWzqT zUA*|aXuXG?2Z;B4tRrlz^ZC%A@0lGUoTlI_KRNa_^V<*70?xYF6mW;wH$eQJw)Qx< z#rnjtplRjhX=!Nqzxo5POwj)C&siHzOzk?ilfhh-9pBB(O;EsFI16fPbtEO1L0KpE z1^XPNjG^IS1L8`DwHJDN(~6EAi*_sa@AAVc9smyj%=4`hgz9?{U+!YL2)zWaZ0(Wd zR}g$rylC9rBcw9Tj6xsbJWVX`v!xtM2znQ+*7smx$GLyYyV(FjC>%JIJQJ>G;fxy+ zjK`5zrd~vfi98&vtQJt-nywKkjr~Cau&?@e2luI|5j4>e5zjR>K`EE=4u{jm#f^Z- zi7N)~F*t?lFJ6EF8PByi_SKx&7eXW;5-KEcqth6fn(`a9g@eR2i{1k&nXD{E@i`D5 zaD*4|-0|4h3LR^8dWQ?OHH{o9=rBnH@8P49jHS5{RgcBipYI0MK0T|z$O&6(-Bf#g z$3I2qS-|oj&V{K;%JE33B{ZG)hXp<>$d+p`j=*z|@5TYQ1@sTX!a19)tn7JcDwvJe z+K3NywqxrJ_!wMxp|9LUI;yG*u$+hz5)-4OGC@87>JavwFsPY^h9+ z^QY}{oHif-d>1O2`Ai^2yg`UzGU#0UG-) znk!x|OL=FP0etnK<`8v1fMKce@tQ25VyuJ@OIu^=l4#)4!Y?y*4z7Yc@O4FR)NSD&*|XKki2X0{>wg@ z@ea2e`$7MfsWwz{QNxFQh~T2$OMLlUasV%ZX+fpCv*Sdp_P@61_lP8RzYgMlhbi9#r(D2h4)bW;ZK0kbca@qQWAcv_+wVU=&c6Kv zLLVl?Yn1>!ButbQFx&tc3hoW;ANj+r%}o#BVbFu$IXlnz!1{yA0Jk6lN>W5bACU5$ zT{i7X5YN25y?-YQjo0`hX7-Oa120^Se5D%D82K#{+gu56@l$nucK);?r-q~N?~1%E#k;FLn;i1=8;A;s zCmth`73ysl#q8{M8~xGP<3>E2H$Nbwb_jmy!AJM;R~xE`)@)hc6H%i;P@9C?{bU5& z*B&xc4*58^(mu}$!yX5qu#4?`Zc)BgPs2Pg{4Skm+sF6X zPux+k9)7hA-+d?NV0+nMHm^oZZ z3(~$mKxXtTsVtL{_wNHS$w|lZcd20L`gMY@NJon1izuie|n=NA5MMEH?t z?)xBdBw5+c9&VuIany@$-=$PZ4b=IVn^s8xzS#vxJ_`;BVa`iny4*+2D$QYfqqVV> zcNcLRTe-Wcv%8y8!oykZe1+mR!+C5RvT5>D!K!qY{J!a+-aV#$q1(yHVMT?4mCHCT zt+x=ShS!(lROAzW=VRZmQYIGiAO521mwus&!qsmRqr1RiIKv?}eKTE}qrP>`O}Gb( z?Ux$pjYjYG4fQ5({OzWalEBck7k(@J@7gB*tq~;PUh=YgDOdJ*x9gTHxFh{!y zs!YY7?UTLb`&#b~d>xr~(eQ1;rBPq|rNq~`^xJ>4+3BavQOKw(e_o%P#beFbrCGc6 zw>|Tdf3a{vB_qM@sHn)^Y`IL613k0X9t~TQ(8=O4>jM#{BGij*NoiTSSjrL@>@@kC zUn(o+HmMYf9#1V8gW1P7y*IGM(gPF_~FZG$q#<92`u`=+#>+ z-S%h2J)-AhE7`YA(BHtY&~p{CWD^mgqKyz~gN2Jsh8Y1*)!fiav_yEftB*82L}@z3B4_?hIRz~1Rrxe0PjJ(N~? z7GFQ_>~YA>|8kE#Upno}htau#e(+Bt>Kq1?b%RKa2Y$F?aP#nd#gtR}y@Ml@5xPno z&*RC3ia6eU(h*?u5lYMAP$B`+gB7XDrTxWT5oX=bY{Y70F(%sDTNFA9bkFP3sdXj}??nNY6S37QK zMHBgzZC$CWo|0dbJI!m2vaek2F3OU{vA;KQ4x<9GpwVJ4Q=nfPNO%}=0mjnTu$ZcK z0X=-Y&fV2`NktoHJXNe;i#+s92CC%UzoY5WXH(WJxt~kN#eEdj3pDTu2y8_Dy9Ya2dr)A_n??nl$S?kgAOm69!8nRu%Ncv4Z*p`YKf3V6p{4h8<9v?PC?&n@Nxn|or~%h@S4v<8Sp_*~ z`dxH@rCjT<$gg4g^bL*_RkSngUCYwhtIH!1ORlgAC;s~#V)t&`cMru5dHy;M9J=K9 zCGh*V=9CqrrQ6|-K)f70X535UvxYU9nvybAovpzNc^!}K8PO=jQ8|~>83W-Q_PN+gS|(a3?h;wP+vw?VJDGmqF~Srm6~FzLAm9j4Ll6 zUvYkZBc}yeUl55tF+%9D$0_7gwU_#frvpIe9gW#{z9y=RL_;~|D;c7)y=hwZAHzc5 z_GP-$z5WW>L&EWUf%s#30Sen!XIuP4eM5F{-`3BeWnME@R>B(;JT3nLz+jtXJPWzU zkAfh$iHB?sMhYaONf+QL!kN0CBFcXXm=66DUy~yRe z-Gz2I0~fLWx=&vjD8B zvh3^@s3UD{OdK3ru;w6pI50Sf2|*=(TLTFDf-so_5>dUU=RZ+4h{Wyqf*}j(eNbLt zK0tEI`Hd*rzxFJR_iYS}$B!THh{3P@?Ckr~P4h99ELi`dU5o>?{&Ljdu zOFh@Vi8y{Io(bWpJL>A{ZUq)i{&*nfgDVRAEI=3n<-qwR30O%$o<<5Z!Lm_SQ}f{~ zC@9EOVuDN;tm*9RXLR_pUUr~Q!CJnyOAMu714*9W+1_Q4qQj4o`C*%}__|B0$+%n( z(i9TrJ#IgMrGXJ9GYuO~^pBI8+pciLubg(2Fln1p56K1<6Otj1F5-S}3YFv5ty{p( ztQ`InDk&>}M15kE1CxOES+K^}H+Sn?VD`-DYXFFhr=HVN0CKxy%jvBI`-GsZef#z( zwI@e8Hq8EoeG``5IV^U9}Ra}ggTOoF|c=`BuGs6$hatCWitE}}pLvA3R82j^g#tS-G zf%H>lF*-LhQv&{8s>f-79D}Qi3sh9V>0Q&)BDA#gzr0X^UyGuF$!rcY9a3`n$;p!- z5`|Gd4#WkixHFC;6=ZLaCn4j4CkByJv@~GUR*;?mvI9CJ5Nf@0WBDMAGZud$MHM0r zT~hmZkLpvT)t+x{ZFp?-$)1Zt#C-wws2EyUB!!3Dz!U%S9W2fKdKijwIM>kRyRf4RMlD za6^GIC!%}((s#QkEg7}=@T8aFd*sW1b`M#Pl3a@i;-NpcV@WWvVx{d(@)v6ZaEG}zzYz-Z)oQ3RDbFK=~ZOXeNYhbK$~ zd0)QZjxwkA5Ct{gOeLNj*%)6?lz9h>C$%ih8nUI}@nmMw-7`cy5oHp;-fFhZ_Wt!_ z`2PQs+gt8LyZJFGDG8#Ic*C^5uYi1l-Ww_L)5x!N-o3V#*sl?+n25ZBMBZj?m<_^;eHoHR8{Cu*+y1E~3 zB&!gs3iw$K4M=*;*KV^T3%S$kV0&w;Bq%Gkv(QoV^7BD!4Z~d>Ezj}tY6O#hyhH_* zIM96=I_JR4!6xClDY5{RIjVgDf*HK)74SS^#Hps$JLh+<^B8}7X*3?9Lx^*^Uv>@X zlKrE}(b4#xW%vb9%&!OG+W=^fVN@a>5XOcq2y{RQKt?-+h5T?o8wS~?Y(EdekFZVx zFlWwB_5hZEn|pKrVBEU?mLzA1@n{hdUqnpgM^Q+aG{C3FhK;A2wnp9R<_K^LYDu2TFk; z(vx4J9TAYOkASI^o69U_3j2rvje(3*QC1ddmIHEdCy;Qc7Qwin^<5*N)Ksd=UTP#5 zec1aa#cTfN4I~T|<{Oq*si|CXl`B}*TaX6dWngN^I>UG4mtRc?S_gB$tX0M2&w3#B)Q*J z+hAQoiLSd|Qnb%-dnv?BK{bbC!X7o)0udrb2fMRqmYBaFm`HE`>QTM)5D*Y3eECBQ zBxzQ{t1Zu~wLhivuzlk7q?wx95GXK!>|nBiO==07-V9qXHSHmLMUIaj86F;_@mq>PoQ5C$E91N)Yr91`d- zv3-3}sHmt=ykIq_Wo4irbAP zHuB+QMzau9v zAFy6gTT4y@$ed38HHuf7GOhja*YxMnq;YR=o==P+MbwqW4(Ety6J~UO%FN5k`(O=; zHx_1Qvo~+%66uE)JBEF$tfs9lUR4m?i)e!lSABiYm3LQ%Sims^Bqi{S-pNh4{`2S0 zJFV%TKokFK{|&;Kb?wIG5MnFRtDkbq-(p^b1V5}CIOab#3!Su!w6rvA)`d+c$qH9S z5UoCL+{VuLAQ=l(pql8BQ+QWrJHK^o4B=IXTwNa3U-3+@LPZkc(5;(F52MK5t9c|; z+A>xp;58{3wsU0dVGU#mvecHP1C9MJ^CrfhaE2Ey&VEP_ zLxi7rt4ijkOlj~pj@#dVz%CjX0SLfGMnfLp&-C=wyrNnf0Rh4J<=NKFE7x-rxa1y4 z6<-HIjm5+oAkw8}aWI*g1boVRyt1pIA-%R10vh`eB84hjtXEG7(R~<~4;(oMe6FN%C2im6ub%mr+l&gJW^z8DYjvV)s> zoA~je`oM>T!5+#8W?flz43wm4+6bwTD}IoYCMPD|9jwx~hA*%)GD^zJhm?4RO@D>} z6`SX}+dj8CPw~$`zYT^07a<95!7E5ho6%f3-6c{8>{wk@6{ak~-MgAvT2`ZF5C|?P zxJGZlAE9A`)6n(lK?ZDLwmi$~`!e}$JSRI_W}1$p)0a2y|H%SyaM1EtekrmH;t4Tb zol02BQAjxtM2y4u>K+wYna5fh3#&`eGk6vVE-cJ|4LE4fsQJ)jvi|OD#-nywmuQwB z^*Ot3H}X^{C31o(9#?jGoiE1eVKS3G=AlT)efT8jj!zh5-1@4w+tM00S7RCWV^JU8 zK%|1fw$xkNSxWTf-FaWbte~SrU8R$4%n}RI(PSn$a5i8txamqv*x1@Q$ej_Md1~=kRo+Sm-O|$3(z@|9WatEmMN|Yi z&`Y?vTkNlVUcVl{r|n)L1p8`c>L;V!)uc!x#a>5hDK1iht~I(;kK7uq zaccJcW~$JIXk(}PV>R?2bSO^*AG!>?4S&)-?;8(S5n15+@~UI!O_f=Yx{ToOW4LN> zB}g-XJ!{gP6#wZ{HH7pTwoq=}a@ZIfnwY5VIvW~Mk1^r`r)~-L7p|B~O;49pp7Q2| zvL?&b#`x0O-<1^-Vq&S9#$x-8H=k0ry~0gJ)z9d@EzVCUsns76$)x0#+0AklIlArFz zL$mlb@TQIeO3bYjYtAYhb`gxT?t0Io&}i3VtD?o3FRJ&G6*$<~+>bVs3pYGz)nRsf zp6|2*O(j!g3IB(FR((@>l&qzqqN}A9hzr4KZJ=3~r*H3fvixT5_b9nfK=1g}eNS*5 zfGp%k_8i7;2X%2%yK`cAeT)`2=mWSU!Y7DKvkw~N{dD(THhTQWA|iSnGm^o?A8_B4 zmMPI?MnxwSd*P->4W7Y_$CPg|m%69Jb!onUva{)DM^k;Q4l0{0< zan&3wzhx!t`Sa)IRU89h5Ckt0MEXh{DmY{G86sb& zSS!o7XM)(rJKL`xQedmH!^6Vsz+Lldvy}L==$1v|hSlb;AnHWyx(0R`(|SW)Pb|)s zQ!z#x{U*bvnvYj9q^d^dWcfLx71wS*W-!6p6t;!QR{#Klej%z$Z=gmU@@)Ep^?+Q# zy70-{E5qr5p9$WutI>lEl?Gr7H)Q%@GXYGn_AlQ*ek27OBX;egb71^Tpe4G@jv;?y zV7y$-w!P_e+OzQU>%pLD96GxP#<|KJ-=>For#o6&o~cW2Vb!m=#Z-MHzpJL^mVxb_K!B!D6KeQOy+k4(v?{s&NAlHZW<VG#eJ^;AE#AG^@rv{!XS{iWCv(wW<-~=Tl+sB{~gi*C_(OYP1#{1~m(>4G) z)f-Wd+tpwjZo&;*AdtVEba=P#Ybg~>x!%%?th}(71DlHjSM52%I#p&v=@J;)7S0#L zU)38b$X_C9|Hh?#{-gR(K!jO6+<9>OM`+&JXUAxlCOoy1? z%a4G{;)#Lycz(QtM$=BMov0Yg!EUUo_Mo0=@k?%Q;psGo=$T>>&%wR4B?aEA zT$jREZ}{Dgw~MjM+2j+r&7i9Rz%DEN{)?2{^`|nHV@96pL_~?-OSXo-` z9n08(zd9xa`r@=gvLJ=$iA}&siDEY`52tnVtu zH(7PyQoo#;YD9^c(dr7~S7_fjn=MgRS%WCnGEqI*Nyc=nXVF+bv6B*ydInRuL{h=2 z(^j>bVN1vlT)UkpEKtYpP%?&WU(jR-IaYtmh|0r@7Z*cA=X_3>zrb)-Q0;=H86&Sh(i+} z_PH*!NA)+{Gekz#ll04P^u>EPuZagBjT|E2vf8jyhE1bH|JTP`m?-oAlGwgJywoJN zi;#T8dyZSo%LB)5X;+_+A&S4!n^v>-yZ>{aDHJ9WE+eVLnn|!rr%GXW=h+Pt0r}F=iCmS?ks;-+iIX$3Bw5&JIL#p?KqaNf z@d?klf82Fuh{Z1^TI*#q24d9ZWS2hbWSWZ*bhXH{M)7;kK~RU54FVA)DCm4Z&jJY% z7FVp$0s#$#vp{sRu(ATa?j%j)`wB>R5y%@u`Ef;7Z*d%vK4Xb?xDyj!JLEFt-L z`rAR+%796mAUUG<^5Tp>Ow;Y`&=PXzJCc7O0g6M$i%DZ-Zk`Af2o4LctieTtt*txp?E`KD=Wo#B`1nRfM_q;sGyx2n?MVb6 zj_D+%;Wa&(v2hPkvDbTZ%YA&B&s<-xt+{Z#jAm%6uXbQzp?&N*TDI64HmRm!{;Eq7 z;os-X@Dk?6^-k;h6oI$d@J<1^LwL!C(aBVAZ!ci9iVAMhki$-ndT^*n^fr#;^gKoZ zjV1}a&AaNEa`)qjr~srSPrKiXuA6XAo`B$%=&fdybc0`Z=`*<#uS6sy6#MoD1<4H5 z*C}ohMBMxQ5eX@s0K;DfUF{9i%GpKfkpwp0MMqL6JFV1v*H1&b5GPAc6gdgK+f@7{4IU=&;h)dR_t3_5kj3 z6KNK@4#>_R-iY5T&CE1{D*opZ+7yJQA!-Gq4=UcQRb3x`uO)IHLT?78O%y(#AQlLlk=Wyc3XP47fS%iH=GSK? zRod_;eH0r}c`Bx4-8(Vi23c^3SXz7qrMIZ4yYu=h=$F2Rwzi+QH>-AKFziRUonvf9vF0US*w^-`-U#e3czxAcJkeO(wE?{`+9v{U zHvs`|Y022)YkK;}E@LOne35K&wAH5|vF4_w{j!eM_o90>i3)p|;dK@Op-Oh)6(NRa zs_N?S>JboAKo$*PG*?FGt*LXf3>$y7Gm>7KP*4%M?762~g z6%~i<+Gk+*fnpGtG*K1FcbrsfT&URsZVERaWCNRs+s6g~rauHM0!ukwnI}TVef%_0 z1sf_kIXUpr3-z8vR9z$Ov0_;1H&j1_D{% z(D`V%Kj};0qGH zOuO0Ji>*t@GxBnIU7*8n!pA>Q`8rNPY$nm0oM_6kb?+!xG|x303|!_Vy|M96K)Ret z4Tz<-UTQc0lT)3Z1Jql`%gpNoxH1poxYKYwx$-r=5&t$oMLFL2-~SI0a@T;J?w{r3 z+d{SY;%DNHobgsx_SrFUgizMCwz_yxhn>!7{7{~ImvF*c!6rko2X1b;@_)a1-h8bR zw9L^?dU2YB1lNO++ebh8O5R(ypU7ySH29)(byXMs$1Z1O9|k;B#@0dzTTNuI=Yu${ zSyJKFP$E4CMv4%s6NedF_dYr?0<|Ixz>-Mi0C~t1k_zl|Vqz6}LO98kyPB25y{e+f zm5+Y^`ju(-?##5b;juB&1#{_Ak@?$AI85Px1Mq`bkUe|$oQ#)U0FOOzk2&xdT~9** z*9Ba7SkwSo5GMpH{XXgAZe{EcT<$Y1x3RQz#iPar9>%9l#YBTIQ=<;PVFkZ+Z+VX1 zev--L5b1~HMT5vZL`Is5Nu2b%9`W+>`Yw+NDF2Z}d$@o9*q9er=GlP7|FcYvh1T@L z)jm2h5-P_?#Y9f}Q>oC^;wGA(pMS?rMG-=VFMvWh{C3q8IU}zXN#O|D918Zru53B`qaYQdZ{qI=W%Fr^HpgmRng@oJ^mdVrvIdkUH%Cpfrk#j;`#fH<#e$ z<5T6_L9wu9#uUH)82KOsmx##mt^g(79CG8s_*ZU_Lt=@3f=iT+}Q!C7JjOJT7IPO?ZLU<2#s{Asd`K`_U>N@V8&|he3c$ zmu+ljGRB5nN^ljq$@(Cq1w?%%?yRduMo++HAv&;|0N{wNu) zO+dV;u(4*alp%+P$4C{V@A~@Mb9pxj=KL{R|Z6Ip~zAq6;haGXG(LPn4zH;%nW&^Ul~fZGhEG!7dD@4vV! ze__#LO(B`ZQ%R``jk@a6*CbyWthl6}DF8$uXhD0l3x}paXfY4y{D(&6XL?%~i-^zw*VBPVdr#lhcl>=*^XB`@CvMDqC*7J7Ji(;sRMiUl@oxTKzayu7v0 z2CJ!UF;;-}3GT{Qujav4EUn;?&ao;0-2d-}1@w$ZV0Oyb7*4(mauEAai?l-NJUENT zh2zsK@yUllnB?zNg42=1y5sN)@u4N%u!aNoj(#!}H9)b8%*3K6@$n{TjxLH}0cV~i zaTn0}BQK>0Ed}J~kYT*?D1+=_Q-5O4!3YfsLINo(v7g0j>)|UUlI#x$a)D_Saiml| z#c>}7o%iCG?d;g#oog~RP6Qu9(RmYTW`_?yuIV>_4#iGjxqt+&0tQRRYuAzQz}^ou5>IQja|Ht6(*_1T#g3c=7i94%DMz9Gfw}LraA9dFODD40 zsPBIuCD%wxfB*IkdU89139P>t*Nr>laaq8^T-j-COclsTbpv(!%yEG97Z#-nBKGsG zY4QLi8J8j0Wtodu5F7C4>6{p8Pc3js$0A4znsI{gTAI6vCe0IhMNIk7C9jWzt?GzP+27qNFMMIf4VxDXNSLim3e1TzO|nx&ioKmVL3hl~^O z$9g~CY{pipe-Hc@uvk$3AmvA5+B--;7aH)F0**z8vxN{nmv4na8Ybt15)$p$EwJJd z#4#RcgcO05T3B2J7R&qKBjOCn2rPF22?-}K)+lH2JFQWo2XYN~`RG>e4K>iddUXj| zO8sd%RO9<(<9$(7ykMU%#Nh~|-UTRD>QTYOL`8WoPMO%)WWt1L0PF8EX?eqKio_%= zqWvB;>RMXDIE7SH_6i7$qKSg2a_4943XaRe@UE7XmR`Glot%KO=@8`20Q@sE|3XRv zPw!&w9`2vPR`&LH?;h_?_RydEIX*u1qwv?SZp0$~Wq+{*Fo(3=k}0+-2X6Nj$w2+Y z!xOlnfTWtc;A>BufNGRLzlnMnR?i%6IJ=R7*&UL6uKJ&qe%Z z`T{~iww6EJqRiOpxS(;ru&PQ4@EULL3T zla=t-;Dw{-ch{bOpYnyep0=$m5PC=WOv+rKFR+_%BYikdCg1vgmlCMK&@jS@{;jRe zQO-klLXN;2P28$D4B7yD4M%zPRVkE0Nkun$HCb3A;Xg9|seTLp&$48H1{)4Zh?9<~ zsZp=h{re)m@9n09Z@t|1+cS7q;GzRZ>3eu0Z_C0Vd5&omk-$#C^kRjAeTR1{U@%K% z?ct0*{rwNI3fH9xbEr2aZ|Maqd{6RC1KtP01y(<}f3RyLN^t8|90IgdR8+LI%${zH zyj!Yu4$H9NP=8r-GWP>ZYtHIIn;E)Z61#wkIj`RVq&yIxQgF>%xAU9VbRX5N(ZoQb?4y1DeB6B)V`Fwz9@EyI0$PUq9k&fmrL}ND{*+ru>yVH@Jz5}gjPV$> z6|AQ0fy=DPg)T2m%68%?Kp~9CPv{@$7twx~`mUAcexXvXhzkz>fNC2ssMy}UHR9e- z$Y5_^Dc0`ZO%ZaO;a(nMe6TEqg(2nH;mM`T382wwc0d*UI;wkowJ35R4}fVA_Fq!^ zX-di_A_?#y#IDZj)XF?O1yO@IE5^n`#QdJGDE00@ghz2#@tcZW73Y&1l~$hs#tMXt%u(7403W;K;F&)@uw9 zR)#v?>0HNWzWxggR+@VE^&)T4vGPytPVTAe?d|RCESvWk8Xi{NPKyFWA=(8BFr5T> z1jZSIBt?+h#fyb7sN^`N{qa>Jr~P>`(Q~ZvG>>lyoA^zEj`}^cF)fv+9$!+lu=*2= z7}TeZ?1=BY6&xJg^V;Nho<;(XqHoGP(=;D!47~j+@gVE2ft0_b#(yqS-mV={u>w31 zg0+LtP~nGa)}OJpjkLi)yMiQ#4D5AL(L=2?aLwS&I*}qNCACm?A8II4ARLljAV5jFfv94&YuN-W>ph`l6*xj zODBh0OzEdnis(N!u_(R|9h9&iFF=o|Z1ES*9@;gWYG2#i+o!$v_|zf~OjHbUG6#lW z5)5n;78h@8J9zqR%cFj2^;60nZn-zPLIi|_K3;jt#M(n~Wy(vxno7SsTg)+^tlM_r zuO_zUM!%{*ZYh*gd;$WVZ#vPS9YTT}8{4Ycm(9vP_h$6JkX%Tpw8vY8AYt@P4hVRQ zzZWX>u!XNCY_~sBRBp$kjdO$xW!+&%yVk$z^&J>WmL$Y#-2^Fm{v@bbglej(%i$X?;@75?E1M?DTj$DMj&CRbndOI`HrM(KN6_N?0*XB$=M1_%YW znZkyRtm9OVPjDQtx((MsNy$>8-#XeD@T)iM2V6>k4?~~;5U1(uSLne#ot*xPj|L_k zQU5DMd7VO8Q!~q?1V<=+@PmgB*Y8>4>NQeU=01G*DkL4iTJDF24mcV?#s^6Ss;c$l zpV*Prni3GjLeFI~b(tsalyS#fv(ZOC4c+h2e{J4Y;IyTg!J<@tE^sN#N^_aoN>dFp6Fj-(MYeWt;DR;FNLV5*Kf5Zg$2I1sVxvKoCR_Hd1W5&{q{e ziZ_9(2hRotc%NXguHW9(DRPJ&QH3jlpP8=Q=qXx->=#MS_>*h*ERp953Kw_f%srtFcdT*YvZZO9MwM+9NFT^}+iSDz zQh1*xA1F!G-I%*E2 zj{SZg7ssYtJ#_<`H5AYg8AhXGM#M0p@2n2sJ3(w8q&)q0db*W-1yMlCV!OJ|+g*h$ z2=-L;aHuWu?Enj=qM?D$PX;a1BKvt|sLLZ3W^3MfCD#d&WxIgBfh3;&MmW2C z=jN;La-J9L#bdX1;Oa{y2sTp@>L#?d15TR?Po9Z7V|#^#mrB^qVeg+6qi~}~2;6#c z?$u600yf5dL3Rx_HG8?aBRUf%RQO)ra3ZZE&Yqs>B8jYyGEF7<7#LR|_D0xf(C?>GNkfd5zA;*D3J5_OtE? z3w)XLVz}6#UP#2(WJ4Wxc`+4i~oQskSE^nP<7ZYclbMs#N zETs5<+s3SVlSv%~Ej-SnD}A$GaCJ<}t;0M36DZI@8ft2_JG-3$$05&crWm&fWQ8|s z`rQm;K3btkJGlGKRKn>eN`IQ2cJs7!Jl$azRra#)S`}v}2*h@W?e{;h+U}3i6_tA= zQ((Vjtv#&o;5O1g3(d(sOEhi6Xpc4O-?l_KczkQB ztKV!yubLsJ&&K8_P=IX|aGyY#hYAvB7c@YmXiPsvU!9fZFnw6#vkj*2KU1t^c#zQ; zYCWExKE0(~{NO(016Ik??E!y^YLIEtG`vgQCYz1==GUiw2~e`XvT5c4u0nlt4gguf z=R*Vm#4IOA{P%-vpAubXZ8Ia@Jds?FJ-F8OvYsoP%50RCAn1e3I9+=$-=HeNycYHrrMB2n@BC%vZO>L#4L#8{5{Pp#-Uw2LPRIvWaZt`IKv=6A-8J~TP zfJbz6;0oO}^W;%j7&^K&ku?L`z6IVrE`rrp_}jj1d#>WxJ>V&^G7a7zsOk4hsJhSF z*-fA>#zDWfwg$mXX?g28$WGha>&y^Dh<<_~WaASaKK$O*Wq0{9Ns-@+Lq`7EZ&17+ z-@a8oHGBM38R!}@vAbGn_t*|c_WA=r#}S1}0Km0E^U9WGZlLiuUK@TlF6bq_C&MdP_M{iZxH1Sp9B*5*pcC$%(&l;usc&?Zp zdFi+K`)YmhJ(7AcesLU0NN_p|i~9132>g=%h%;{bPiLZrf>nF&g>H6_x+}9OLiz%| zWuD>+VkUtnIF3}qK5-IF8|pp7Q@F5Z)Xy-`(6FMoekf*45Lg5FF-ed62YC4%A$e#J zpM?fU-0Tfj44bswqrkwUIMVUkbGN`!U(FGLlHat*?%dI%n;s?tv&2C?3Sn<_v=pFG z95P7kW{#J(H$t>9nrJ`7paJu`%XV1LFo$J10J6Mr=GI5GejEEwH|OLC@0tlbcRw`_ zYy^Z~=*18f2vEfLs#)Ca(#*I^l2zvV7cyh>qqEBc_8M>I}h~kqG6pzM+h4g!Uh!o}(QKS=_vH=MySitPv1`APx`)i)SRCd%LpJSC ztvH+{I6g2ihw2)KER5;fsm!#SvuXG%C^+tK=&lMuI`Ls7+w<8$War)QGrB6ODSx>= zvwwPE09iDzEpJ>CLOX({0{(&SH$Di*y$U$e@bF!=U*A=dP)MMJsHp)k|7UsppGaz7 z(A)5ch!Q-CJ9`f1s;2_pI|xVnKeP|$DtL#@1Vq11&dwpXZ|4>j-Mf9;$=&^3{sh>a z?>T0@?d^hIoYyjYBV%GX546gPxg2upoz>Y^uX1$FT6@>;kBa>naqxg4$PO4H(CK8( z^XCyaRpK(NMJRcD%imRtmAo7Y9oy@mz-w{<$gf|&PDghaT56o9=8KQfoS>E|{l*~2 z%WDPv+icOb6Qm8CDtWx8jg0CmZzJ~cv$+JY4;#rRI0iQ|5{inXJsu|)6u6<>G)xBj z_m8JzPiNz}-{v79fD;_IKMlvy{m^$7g{&ia8#Z=!grkFh^=b1X+nhSM_A=)hne|28 zrqT(|OTUrmf&-W!_NoC`*nT2I}f$cOY3)*jE9W_th89Ons~649gzBg%6AzFjP^D9*l&ZKMVo249pt!1o zHwf`1iroY>0!Wkm9i*b$Yk`{X;>B-8wRq$ovwo@P{{;v2^6Ar-DTXzmWS-MK@eoKQ zGTwk|=tC`V$N%6Xv=dmoZ1j|6Z%p9P>87wPa|LSf;Nygo#Wo6MDvIix(hTm=F)9oLYA3c&m@UES;uU`PFyC;tx{hmL@ z184s6GS%UkrkLg`!lp-uq|;ZEx7$RES9Mjqw~2ir3C)8RI!}8Inj> z*MojiqN1O=yG;bud-5-a;a)C^!`K5DnWCZqJJ8Y6K01-krS7%zM=azRmiRyn$c};8 zzu+J3S1ZvvF{?tmj^4;1+sGY95{81*)oIvmpv#1*3CWHw*a|ST;Yq1BBO4O+36OuB zP#`zrkQH6?%5UwR5Rm`%&Y2)5S66adHLln6ahML%o6f5gS>M>W%hQHuxMFqJ$88*D zJ;CH@UxU;*WZVp^#P7|Bzvy>*4dIE~>n!mRZ&_*n?>&OW(>V}59zds=(Q2(mw=!kQ3zpbwy zM-SgF#s*_4I2LS-%B%DI_;!1ziSc7@UtJ~Ebhw(+w+F9NC0S2SPy0c(G5e0s_ATXx z!@2celPAe_x1RIodi{M%Z?y08v&*W-s3e!mfWifGu^$O#P+mJ}V#2=hb{+5l!jkI% z1=rW(E}p|R63F)U{rmLpnRN8)z01DHVVj0$;MW|AAE>V?OyKtt{&QZKmy14zhFP*R z<{7P^n9tsOPPOR})s0-(6w7s&K7o)Cof-FS?_LQo-n=HdP=2LWr9a1LLQ{}|HR&SEm05gF)=&C1 zE0yi>H_T}!lsh&n?B{dN!L@S6=r`FX1!897Qv)rpRn=;rK%?Gf`M}%n4S~+FA}^QZ zyZPm{zME=!R@Cf`yn@17aj!30bxcQ)^bkMD%?%yji%R#GYh-Lky#F@06inFftg@ii z{l0lR!9TyvZzHc_lIodaIo>Px*HFQw-h=jfl(V}}ZqhasO(BJQW5Ph+Z5Du)LPA$j z&7-_7X5Voc!L2Y#DeRv)+}dJ#G1a0bprz*`EohlfVY^W!I#crL;lbD(SLkylUY?w? z$yB<{v`KrIFC_}CRwX)@<~W+bYdb`H0Y||whCi}-^UbL*JE;~pw)3AL<*il5i+=z} zt!A1h)W6%wbSdq3kG9I7@+J;44^ICij?;R2`Cws%qlLx9PA2Q(Wso+HdtZ3!b?GF0 zJT0T5yAOZ4`1cWjTFSf*J7Cx$>O_eb|ubw`ADsb`%@B4O&wx*_B+wNN6?l&dLh(5Z+NX zG-OrnpS|LMrDZ%%6kXlI1& zWy^F70=b--aR*Ui06zeu+tZ-kKrM%!>D`Vqo)G8G9JxgFRNgwSbR?C2|DhdcHFSIV zQVc*^sesM|H1rJVV`XJ4@akir8;D?--@qOM;d{p(p9GE8CrTEp9;3!5vjSX^WJKTE z!L0U*Sc~Z}ImyiFZKvw-d5~C*U3p`^NO_GiS__9f9TnAUQpw4RJ_PC>U~{0Hrj6UW zcpS~l%2(Th$=)ARIIfh#U-&(t%*zAIb>JS&`1NB^E}$Jz7pbJ_U8oOO-ht<(bESzq8FkFILpeKl?NY>)ElfB-b%}`B0eb532Y4AU-{K~vt=&^@ zjK6F8?%%1lI)K;0epY}zY4%pD3EmYt-?jOy>l%jm{i$hb81TaN#Fa#8S8N9p@xM}p ze@r}d1|(&I_dZbXqEPwaxHmS2$xtw8+fMpmS5R%Ot)~&ch+^j#aCSMKOr1ayO+NuB z5+XY$Pv+|1DAGT+Shqz+#k#45x9GinPi!n)f%j5y>UGi^N~naG@{!>SOUCPYpJiPU zpxoMV(ywYA=xj$3SVBge$nLt{^s&C$ZM-$hf}Vc-3Q4cQ{ZubY@oS9;)JzNVTSa?U zRkX9OT2%GxkK$KLX-KbnWM`N=EM&lnD3lTHj<*qfQoVZ@lzHR}Iq7@S=~o{uYtl9= z`LJP^@mk4qID$<L_9xr<+h5?%;iUtA(xl!2F&m&#Uww4q($%YoyuZe| zM!7@0U6Tc049Ip^brExk?G9}h2t@#CKuNcGp6|u1qID~>eV_#U;W$GsQ7t@ zneMg(H6#_c=If@m&!bt!-`4m<`+=uiTAs0vW4q+@oI&FN< z8i`>ldeT#S0|w|~!^7FL7>5;$K_#rLOMI{!7w6|QsoOMp+B&?TR9$>qmI&h(iisg+KQslP5@Kj!-y^~VVCUC*Ik9m8X9hry&A+!YOo96GkfNV$*C*k`=eTEeDtprN7l$J5j zp#*`78X7-TyhIhyXzNdpVB;er(DuDSxI}0Q9H{l5KQE9pq{w3cc?n6Gg`7^j>>213 zI+s9P+UN8sv%7eDZhY)ky_T_KYMqm7iEZgwPS?4{rsumZT3OYyKlup_=6p;}K(yyu zC3Sx;LY+{_2vW^h^PJc=L-kKT;eoRQx}A1aSC+eKX?jb=FYx(u1$>e8gSPJW4pPsu z`wsR2%iVO0BNP+scCco-D{b2<_<~Ume}oj+wA>2r7@+Lx8BBRY^7%sRuZacvsqPB% zKc8}MmpRgGpA?`o@fyAf#JjRIW*!7zl;GBa^=_dq3%y^OjcDajq3pX);NV%X#VrP- z7D>!19Q)a!Q#DkH%iM1cQJIx&#^!m3ffIK~&7}3K4zom-e;O93j>K^nVyq$a6wQP& z8b$mdY67hVLHv^dYNSG2qEvaUns%7X9|RMiZ}+Pd{{%E;@D$_oLl9L2!zmh)C1Z4o zYWLVWUY7r-SINo(oCR$IeQ*%nO=t*VJSQV`&z>EfK5u4*WF5JQ0`TpSr+7}WRi=XG zKbriz?$?AqvY=K*S0sE_y>2ud4KpRWlg+fu)U<@2fmt$n?UdZG_n*RRCt#bnxYg|J z^ZSa8)#U)67Z)G$bB7U~cFSHlxz6h9z>ij##At=!9)bWo4u>AJPUHl~5pNr7YnbuT zX<-B#hoUcrE+8`lvF^EJTF{r{$PP>q4CG?qJi;dLl^Ysb@A<|kQ}J!TQ$xirP6iip z(~P&~*8X!!%O{=O7m}0KP(%K^4MEIZIC*RhY5>&8s3vBQ!&?X8DGBWw9YtE132ZhH zJre|u5lBs^M@Ow~Y%sr)q`)DF03{%DHQ+}5Rwj#aN`0)axA3&M)R;gDV*^43$?wMO z2TsJjY}YE#^>Y%H(J+2c>XXCpJd1xlgt3UdMmcqv$y+s}ZBq8R6?xq$kSEwA@tYN-e2Ul1!rN#V|)H6pJH&ZQ5 z1z};WF6EHZC?_>dH}|dkTs>i0k(S4ydP?~oK@uOf-o%sqym&64UOynO=2vL`qpYcs z^z@F$mj~`0Pu0fRHDx5&zRVU|O>Fj$cYAODz5M-n{uF&*uP2)K+;L&$D|^H34$A8- zvGP5W_A|ZnsvwYQC=@3IyXDJ4Xu3Puj!g9_g|Ii zpY}}F=zpc7r{8I&o5C+9HhIL7f9cP)s-=xO7uwR_lkOsCS4I1_{U@shwyB;L?LS{H zuBs(#{(kDXC(pZGQM*sKNf9SoJZ@&*JJb2mbS3EEhd{PrmWv*A5#>_?KJF#0^z$W8 zPe|LZo~#<5sb;~O`}pY-h0$ap-KHn$?Dr^^$sa`W7E7Oo=*0H8q#E7!H+*C~IX!mqy>B}7to|B59k9(T!TfqMY%hPBOhKjf#k8xV-aJcC&q3h5#X)tYz#v>+fu+#W%?XaY znaVI6_$=kZuz2+(drju^+L64evvC62N8DDK<6qRDVm0jfl;@g&aeX_SDZhQFB0WtL zSIn6`ZAhB3&~N3i_7=y$<=nV`gK`KRO?eD<958yd|Eb^bHQ6@?a4AJn z{2K7T^-)pvzP5j^J?0Z0_E|14RQYwBR6PbJz1&|S_^4p^_!~0f&N=!hH{?FQ+jY8^ zRJbaK6HZ=97kl35Uf1xn-Z?$`?@yGzADl&ng+2w?8Wi)D2{Kc`>a~OIccUkdUkOFb zN$oamv(2P!=iU#|jh;+g+?h(KA4k%`NAeQ>x?m!5`^SC?6pZ`iRn409|JU#o1-f-;|Ot8}~VmV`L6 zj#GWw#NU<+3*rr^0^YG3nQbDy^Y{|4SsqqZ|AGTtnn7(_lUBu=_5=>h_;JYdOf?;& zS0#%jOXwv|U9VcnAZBzElpfS7d6VvN<@k`WFmi(I&Xzt`j-T|K#TK~wcmJI!Pmb7! zKWB>;!Y>tjlYGK}ePu^qV(ci%F>&s_F1YlfIP>5F($rcumh|q6p zYW?2U#(Bu${Kn%}hQQM2B_(@)GEnM8`9;&aQwqhrV~+4DC^+CBXH<6dwDNOgR*TO5 zKDEX-98M)quHasE*7#^>tMx(>FTGWX)hs~QF72T}MIPrYUbYN?yb~??Wpeb(BR;_`I}wl(qtjhdqXPj=psxPCMgk;Jm{9;;i`h<ya*{$9VmtUk)|VQ6#FqdU^g0@01f)=C0%&Z}vynZVvcfrL%4I z*|FO_*QbV>h4j=pkDW)n}{JMxy`4@W~_Zhv@ldG@HL+Ca>Gq2vb&Pp z@3-)1Klh=dy-PwU*imXxBO5N~mDwhe`g63e4;l~gsoS-EDw>C#*l1Fjs~FGva?9GB zhfWsruxfW3_Cj$!N%xf}ZYf&g%KKK3h4h~0d2dRisg>7)AO_s{1k^#EgVHd2l6o6I z`ybEAosV2(B|aKi+!1ozFuVSj4_frmdrI4b0+@KWu8}R*Q)|tSenN!kPRnq#`H?|| zd>YhCXSY?b_^?k85A!AXFZ1ISifXoVdJpNsg+cTI*jHP=wHT!GVgDyjo0W-H)6&x( z!V1Y&cj5=9js2z_8EV%g0H**G>by{Ni=39yhGF+;pBn~yLPvv+-?aX-JGIy1?l@Db z&{s;9d|vLH6VA2VGQbU;gTKf8F1>zOOsrY#;nDxq0zix)1fC0pB%}vb)Q8!$QEh>9 zLq5Ud#~q}joRyh5bAJY? zFGc|13XqYN<)I4P;Zo9tURXg!~ zj9xDqt}>%6lMk%3gTENc5IFT=HAGfEqrq#)(=m)t9=c`>8Ao0=*8OIZ93FrqDoRqQ z2D-e}=Wp5@(^2vw^B>>vg`2=(prnCl1W*j<2e6{?!KY52PPMeNJ>2E6Qc}jz@LfwJ z3&TH(KbX3SpD{2Y{~b);mThh<+ite$`@2nHLO=bt0Z|yB&lVqZ&t`)i22Tp!Le#>u zG%!1XRm~m7qrvoc+&ma!2x&Ij`?CtNgmujEb6_l@&v!cCfM{+k)GRgfIsL$SL~0JXdio?fLU7Z9A4< zAcQPI_UaZc^QE~&7&sisuH0okxNl68I$APHl)J6|x!la+1(v%W!&=rGY|x-s`CNK@ zoc8kBdxRB*^H8>DTk7z&cXa(|s?AE>#z1P>+M2yT2iWT{{A0+E!}!(Un&!4PNOTir z-N%7EV)tFUCW|fr3Q3g7NUh&Yw1YE*kbBp@^X*Md=2lj4M<6QkHb(ZLf-NtX2T=kV z9;9>8TB*-xm)f6O24~F|4o2~ACX{;lm!}`4<>V-$4&d-*xVG)Uxs<}JbQA8chRHAF z4N2EX#mndxZnml8aR96Aq*==xB*4d$Bvf}uJTX*^)FQnEks12>{rm3$GLv8K+X!d% z4iAl@r=p>wvn&YjsaTR!YE+up4WepdLQP$bH;uOvV8I25kNY6QfyV{v2E0}LdM_+o!@-#PtC|$v8e_~DCt!9FMo@TZ=~}c9bsp8 z_@J^ez*v5yCpUlK`A5!o{g69ivK|{fX?|C`y(-}knI!BD4?a>5m`8_h)5JdP&YigZ zmRkap2;vjQxF0ycq}mKmFtmo(ka9&3a0oy&-BsqvKsZ4~i?n+f);AH*=VKdwZEBjy zmcT@BR-?z}$`V{_irX1jXwDaBcji|JnEB)k9_iUu%RwRkB_^eQQ$b%=j^lJGQ)k0M zse$$=yq@_N8&D`=wUQA?9)YXi70jWJPe7ulsiE;R7g$QKv+?d=LWoC`OrT}SfjQ7l zp#p?-lm@TwmBiFkYo=pTo3wA;&XC+sjX?ovpqDggp}0{Y9{cN45V?=K4q6`t$W7t5 z_2o+kP>eWcdzpFr&c;Lo;jlGBL>< z_6=dy-osV5wz7!GjM;3Xo70Lv2No&|&(KGRKU;13JahdRxH(nTci8ACv(S`WgKhy| zHvGLfD=fh*V0&ZBAXzNGxR{dUdWH3Q+jBVDFbnbjknLMC9zHZUcWw{iulDpV$+wfL zm*pk@2EB1jPh4MT)kvJ;7mIx1T&Q63F0+xXre6d!Ln;AS)pO@$|Y_ z?-!)MrSv8Gostj0{GI0zfH?g{BcUiKhgpf~#)T44ZIJ9eT`b$Ev39FhsqG#IANZCv z9$0G!>}X|UB}kc!K@}F@^!U>;5fLLvy{p#4Np?bGrp_0#)6#CjXl7;gpH&BgIenLZ zhcpZ)$T(Nm)>`5GguW39;|)w!K$uE!O}}4e?q+BMhFv;+zfw_b`tu?0pRw0TW}Wk1 zQEsm-7FyCU0*mP=HX*<(jndR}`b_w|#c`#o&(}LySyViUM@>cungfzK5v~uD&0eahgQM{W zE^ry>ef$#56-h@cTXyZT<(2sf`zO*rz1I6|Q;klk=B?x?{e{K>vctT^3s|CHtDq1> z?Ex`{IDGYtR6wd=-as?-8=ASy)3)yJQU-bdm#s>MZGsDLtex|AksJi?&^Zc6FS`@} zY*j!o*OV_ME$`L6>?$?atXX#9;VOsQ+J{-o558-Bj-bUH%_^BZMJ){Am4)XM5q=k* zL;DzbXRYPX)G$E+9>JZ3*$)6s8^l3QcrT3a_+xcKTN@6MUo)}uK697PE3g+H5=(sY zdXn?7gGkVWO7mHrc+UEkmRB!d{^?7ube(tEzI|}>eX`&hRdq$|g>QAIzEAh=%ESjT z-PLlIgGEAG`emjd>m_^HPd^G$QZQ*sqbjt`;rvUB(Kpt$O@@s$yBTZ`PY*I#$mZm? zU!Rrxa%Ic?*@g6L4kkinnZ|2!*S-Lb1c0A6jL9vi$xvIs2E;t9NcVo&B`;AQ1ASJn zhhhi7sfe=<`vMk^Uo2Jl#VHuhfU*G{v7kg>bx=ymzB8*d9uU%}c&Y6Z9GfG*1cZ8W zDQ;zR7O2oE_1JSyY>T^b&hf)QiD7~P&F<*nAT1%W`;Y@0!FA{mP^gOG;bF+6@T>Tl zot-88f!X+BpaF0)ID9~dK`Dkoc=@?JB`a}*vi9kXdWmJ98+Dsz=MzfAIE7~xd_~qu z<)4(7uhvJ4K;WD3MGR9za6~DtK41j6jC%|&((}dZ+Yp&&JN`^zMCTi4%HIc#aXYuL zmlZc}1vI~-a`}DUQZ(%U~1Ao&=1CXfPO(iK_nhASvPk@ z0d*n<(_(ycq{P>BbeWb>Eai zJzKPvpG#u^m+)%h_1zPHS8x1^e1qpNU+$dMgiapG9nN3R zJU6&Nv+2lQsTxb!ppI+HLzmsR(p|kL&oKOL`>*lWg{+4hF|KBsrq}b3e*(#Zud-mzBXD?qq#1!R928ay;-JU8f*LaDs(ObWubB|Iz^inHNraVf1OK=he5(Nsf z5?t7)hk2XvS4rT-buIhPzZlZ<7+um25cLt31o65TWLH(HstmVukA9tze`nh zTelYcXP|shQ6YUBAEV6f+t;s0)AaH#xhW!^7BgF4PQ}EULLG*hiRbU9#Y=Y5@V1id zPI8R<0iyFnXsoVW-Q?@MtO~-ED)3s6si!!}ufKfi?f>w)Bw&nWxc;C2^aUn7a4%Ur zxdpE>hD#e5tUV>`!W4$n zf6{eAFmwb!_2}qvP0fWS(Ms%0#KQdQh(=}V?7aW+i79WH5KdEU`FQP^h@}HnTn|3t z&_#y_)tBQ+7gNw%OoZDfBBHOW`!}FhlH>j&iZ#IK-fL1XpdLobEW^BOTWhP8wKan0 z3RY-QZT5rX!WWgKxJ{5Z7d;Hh89L4*UG??0pksMtEK%XY9u8RpWE?PwLGItJA^_Xl zJrqWPT)^_|jX5v?3vn+K6DTd%kiFma0G|^CBxW^H->eqLa2;5j4@gR~A;T0#71#*) zx*kAdnuxE7DiB(C?}~4oovg~?NbT-VC}1FgW}xr`xd2Cw?83ZVL1AH%y1Ko+V2y2L zXb1v_yO5$mF?w29YVTf^6Q>qmpd3d$03Dl5Q%{enx_ZWBI=CO?pr@try=*_mk5P!{ z&UN(k^!)fyI%!=6C`-c$&5NrP!0jLKy%|8?=mnr2z>}?!bYOLHY6zy4pRt^`H@b_F2+^4)fft&87M*j znKGA_mn|CL&vo_m+~r)rgCieNv75-r^S*hQtzypT2(l!nUz@43IWdQGo0~ zB|6{xE8&&L(n(iVpteF@1kMvghfR$ z2CTdA$}WO5a2a#<@cyQI7eo6ajwNC3Nl4@t6#Pc{22#?dSV~yNO?#$V<`hqa=>w(zoSIK$w zL;E$#bX+pq85zS-nIYH(S-PYg7sE>5H2_0fXn%TL>)>R9B)6>%7|YX^F?4SZWkTZO zj_wu3?|&;Ce||uL2kKv8Cl87Z*W*MwyxTFSQe?g$;9z}iv6moO{$T4vq|SQzW5y9w zMF1guU<~(TEXU1gWy+66UD-v1&0u?%lE^&fl`vuP1sd&B8l^FNmn? zA{l{Hl)7L}MIaZ?ZXbkIWK9;jYzcbX@3#MV79)x@2xBbucfIPEz{ZE}B&@F-2+|`U zIN1D9p6v~6AtTU|s=6+{oF@5)k=%hJ`SxeB`ZkNg;NennY}zbmj;zkpvk%n z)uGfNDV>{bPy<5Qh+7@5Z_>)Lw0z|`ZMrWe7Qu)?lC+2*E&2IhVe8xS^g5V(w8j??oC8_~YST?NUWsdFcJ|yl?DBh{uVxCd zO27Bl23ZlH01VMJ1JtamyRDby=I&krrz*H%*hyPEJHs{v5y#I=3R=Lui^5y#(4k5I zPpE2u-&}3CmZm}t_SS3U#K6Tm*{M758px>oS>&Sho!67bI|DGrAzfz z`GDf^41tb7sf@giyuAI%x?sMGVZ7;*0M*Z**v}~YJw5cp;28r04p}$U0XPNk0`s%% zO9K4|s~>pbJqUkC*MH)~CsB5dr_D{0VvOiR$xgOFp)IraJm(F*D@DW+Jb(V{j^gLE zZ?>18AlSdX#8u#Ai`S=H?<_D7o#%$l6MpyDw?WUo**-}p-?V9lTTNX+dx?dU)A4V~ zy1?hZe`QX#px(ugDA$n@L=__yDam^GCT>dnLxpPy|7%WlgAMA9wWb7tK#8kJ5YPqUJ%0E~W27Z($_V z%pPyxRn0cQxRQq9xs6IE;?g&A@f)aySAVzYoG=)RAUESA?vw&deSFaR9;f1ZuE?gU zPl!vu*w+$vUy|yutG2bZKum+r@>s?OhD@UevrhE+{_Y)8dt1iv4yJl4M3_Q=*3x;7 z{U?*hN{fwU{c;C~3mpRkrdUeH-qlxASI2P(WgWkF!JsMi&6H=)>f768BqU~h7hdG# zWC+&71wV5D^7|A)TO8Bqr6EPUwY{fF@~+~^?(g3(Sy%)zx_Ef-%MENlEyzsrTt9s} zc-l{#xb&r}${!;t=a=9;h0fL0$*F3dLc1-GupE3W^wjL^XJ5h$fF?GQB+?RqM4;uIiIB`!?x9d(lV z>oPw#$HK-|YYdOn9Y$HNnIznL^c*Ne0NPkBs)p@+S6kaR42a-H6V8*X@*Ml>dwLMz z&f$oU_byQh>LMUFs#MT79`Md**nA`I@CUR?5ZGhCVoXJvo@SaJeefW3Ch!Cl8g;j{ z3_{vAIeBt!bZ7{FwEyx)3_8uuw#Vn|fQQz?%E}G0lL}L0c_>41iQep^2#Qw+TU!=p z=GNZcoNu;30%pId9@U1Q9C?MfPDns_p%KX*Vv&d1U>1XN&FF()!I}UZ9ipb_Xaw&Z zSsL12E~TKr&JDTSQTkvN`g_L0(OSv6FHFk5gM3?>3TNh4>=53$D&zisU|ca67jfESY{? z2TAEt8Igb9^TC(YF9Mi5{!Hhs>xrHz_ zi7A9ad@y`|s%$zk8{0~B=P$%^crEmVyDtB}9C>*E{$|K>;T2g}zHx&B@R|4G#<76B zxRScIwiq`~6s4TpRx<3PftzU-p7%^kDE$2BM8C^zrYWAyjF*>hGoM^T! zq~gALl$#j@;g?v)Hy=mm(LDS8?GMIYC^S0hkylu_gNmY}q5@yv`F)E4>YOMRXPg51 zTgdR5RLOt-czAmTikV`tirNIHC+Sythq|UI$jsYsZ1W9G;g@`OJ$8}z{>k2)3-C`E z@jt-z>a#Q)1A&&ii%UI-JP1}J^dB{F4axriCWNy90bpfia@ud%oo}HjAX)D9#?Tp| z@_i_7cI4{gM)~;@mX=R1XyH6Q=i%g}L^at}a*&sI$d_;T$cN`(QW|&M7RcG$*L<

!arX;Xdn&$wu(*%1U-(U zD-vTJ3VZ!Fe6HObG^TUebpS0w|L`c9WS>7B)+p95`})2)#)G?R`L0YJ`uZ)YWenOWA8+p&x}8(BIJxx|)rs_Mi1!dP)o35e z_|>)$0$EfSyefz(oDxa6_V`we3QU=x0%AnZ9hhWc0ilbiCiHVltznNi#c8%ivB2(5#QRSESl(+m?q= zv&aw4&HF_~U*zVZ(Q!lngQ^abV&29=*H(Y&RWCj{f*x=S;~O7~mm&0>fB!s%=|FGn zlTQm{#IBYW^~dnIIMJP9nkSxwf@y%-4b>gm5uoA7UIUZ5+8K%(hScqpO}_yMwh#GB zPJRBEhB9^3t6aJ6u{&DSqsief=Dg(pRaokJC|nQE?&znlz6opDtmA=*5MvCpI6+Irx%`d#+(J%QUjRcp}cfcDf+#8&GmfYDux2ST#nC z{q5TVIC6$E9>V`H<&+CvMS>#1@cPlT^mJRvC)ZoB#xKjvQ2-X8I{IZhFqUD?;3)w& zD;*WY=UZ+h2@vMj%tikdasTs=|GSnW)qafsz3@?by#6hv{|^Nq=?`seu8Tb)Gw=Ff RGyW8zsj7YKd@h5&x4^kr7EC93`AnIHTtg|Etehmg+($$)ECf zFBdpWcBbv&5>-$rJZcdlm04&$#2US`ElE4&B%SI*y7I!KTt^gky{FTY73R8g^qA;Q zz0~C|(=QvQ*UaY}&&Ou|%KfmlZ2R-eQwjGIgV(I58&CMlv1}s{!cNoLy5l0c_eC)f z2uXWX$O(j&o$Mq8g3Xk{}Rd5B>A)LGeYBe@YDs zEowdnQb@Xvw|E<9YafVfnr_QFBvodvpOk2NRu zba#J^E`0e?$H-`Hq&~99a;J@qmh+~*p57G;3qj9?@t+^_O)Fv_KOX)0Q%SR+x~96i zx6;RmJIk!ndv#$#H!GE&m-ns97;eJ;kIgFOo}UmA(Kl@8XJb>~&Jq$7ytTFAeo9y9X=7WPUia5+MLcg}{`1{>)9CB# zTUw4TMH?#q^Wn}qeE4vCTU%-b9l?-sder;L#aC9>#Tl|v-EQ0{e)TF+#m>m6N67k% zGJA1;zN3f78$F#JvN<2Q{)a31e=hv|*FH*K`ug?jg#uGr zditsH@%wbE-nXt?xuU386UHK+=_Z|+7!}2KOIBW9e#efxWo2cYn$J?x(oQ~ABOxJ? zlB!5Q^=^2UN#@qoD_7do_7e!oRE#O{BO_N_TwG*is)DHny1Tn~laT2CWuX7*n?NeVgZ;0k2Cnw*wZQDWV3)oBt@we`hP&}d+`_kMTO8L@hppsG2P3@`R zJ<6BX%}lzw-@;kXJ|GG7_oq5?goA_Qb3=pE_ZQ|L1ISodSSBYYXJ=>i-r*O-CnRLC zswJGd(OqP#xAsiR>-E(x!JBg<0gTET8rT?fEzjlIZ$=Xcf0$e!I=8jAuX;-tH;&D> zx3_0m^6>E7yt(T6K8D{UR@nAnyY!98wwwzE9qsKwBrAXamX(%j3lv$Oph_a^Q1Papcta?|DFH096 z-JIg!;!?hF;euWyDGM%uiHYgy)2EW|)2H2jeg70fUlSS~5iv9~v-RWs-DS6z_#`FC zQXS{vk#zfIz|NlLX>QCP(=gi6*7kPUFYi(Fm@!i%EamP81SlCB$0sJ5DJdyk zyY>f9Td{Vcr({NKz?=2f$WtL}(+bbU(S{g9L&LEz35WWIFTS{R`}J$L3P+EdH)&~U z&y6!|BmAhKnW^~Nu7NLIG%)b~x$LZ>qT+hv#)PIiX?;`E;i{~T0A1Z>XE`}Jn+DRB zTR#}>|D$L8pOxJfv)OVt>D&1a`q2LqW; z-Ix^iTKa_t*xF%2AgnlxNPN!9%lqA$au#i&x6~y=GqJzI%YFA<7A7r2L(hq?X@@v9 zzJLE7FYV*`IqG=C3?GWc`&eFy?YA$rCM)hc!mFjFWg{$$O4mpHY;10n?AmpYT{XIBgmPnT*{Na^>lJs8mbh$@p#l=#(p#Z2n;xrkmOM+l(XC%-auchN z=iJD-e|_PEu>ty5tnf0|_|K-ejrH}|Zf>f*>@Ccwy{}?TNUhK4i}PKD5mJ*u&2S8W=+<~UH95D}4_m$%V= z!7M8)tN2ATFhvA3lEU%rjd4@qUMh zNb!poFZLYbaQ*eY@a@~TZ{8SCG0@PAkB;Je^(G}9WoAx%@#4hpyWvq$uA`q1bN{Fb zrhfeRv0nYf3eVzzfB@`R>~4Xob?2>3pBp!B%(j{NEFO+&K&#%jZ{PgV(xafD2|UJq ztGxqwD)@^=c2x`}gmg7;ftr7$}q0H#So3y|?}LyS6rAzy~g> z^ZNSN#pBD}XY6ckgYN9wemgDAQcEjLiz^o=?R(*Ho>9ppVe{>b9U@NbQNIjc6ef;^J>hvQeaSa&pGT#tz8=`k;KE zWGfeoy(M3oY|mL(SSY+)dr%IK(Zs~$*&%V2l0{q^hD zLmZnL8dNnk1^D<5CnN+0o=tHNcw_9SYiW?Y;(ZJ7OLvAjq6jyHOMD&s7a*i9Gl6n$ zeRclMo$W#CJ8Vk&w`T8X)(+32{7P9=-^UgGogJ?2dF?2_5}OwZrKWzc`-OYot+ z_W*@@Us?ux3_qk50))7H`LdWpxA4{PCji<4YSlC~6UDC&q0FL0w%dFKc8ZOq)2`Rn z(K%?LV!C#eYA+U8ab{0$e*PyJDL?-fZRcaGtY%fWe3qw8cHceez4B*md1h^Obpx;< zWH&txP1NJZ*GrA<{KJ6*E?qj>O?Tjc_WASYojl_T|M}d#EAQ?7wyJ6i5MYu~h?Vv7 z%Adii^|^-Ji?3oQuhc$b3?yfqoS5iZFRg26Aog10q~Uph88gGq-ME;ZYmDs?rr%r&v%;$ktUew66L4vX{iaU%B7 zAcS?Yaj7;wS%a?*8+sp?)+*7!E zstc8dkB@Jrw^Rs4BTF~qfizjI)vM-siElX<1X{zfCKQaPqQb(ojEu^!cD*d9{HtPW z`i#=T!oqpFSHh0B*s3WOzp#}bz4AZ$EQ>$RUVS8Ir@fxGwyoWlI6TUa6P>$v?_Qi9 zIzjVr+m7A)X-*`WreYV3*9~=!qJ%&AW2gysbxu`P110Z!;bmr-TWX{ial=7}IN7>* zP^9k~8amtA+ZULWpV!kC9aeJbsh1sE7zTQV=X=NjKiR?`@t)@$&uxX2B*K@L5iH@IXaX15eM;Bv|E9OiU-} zb6jX^M~9=GuCw!;-?km6rKHdU-k{3gzfYR2)%4^fD<2;!x%1D)r&uydQq;hZhYxpC zFr5ZaG`qEWFWV(3C@7i7iwJApTpz}TeEs%Kz@)4#E%e>PM~=Mq-P-i*!fn5B z=y{!{8l$A3uyg0m-g5U)ZVzm7vF9TWC=o-|L2b?;A*f%OmQ10XRC|GTF60@q@2zwm zeUO!Pym(@!YD@Iw$-(*6p|f7IL-*dk^*(dvOa(900y{gqMY@}(pM{6F0#RfVt3%+u zd;jBJsjyYLU3MyYc*aLnwV|j;m^@IP^qhvq5g%0>c~5P3UF@agu1CgPF5B` z@|VAhQvd+{jhi5rz8i}%(a{}mZ_dX)cnaVM3KJ3%a>Lbi#e1_UPApF1lB1&|wr7?l zM`Tu7+T+Mb*4QWS#^yB>rGJl&aaINcKU}={6i-z_L7^fAsLcJ3m?>tNnDsb=}>DuGFbOQ~dn=!omw^uz&yl z#Rj(Fs0E$azGFuyvrIp#C-^$AVNvGOpxuB3+i%MjeIA~DqLyy6I5*mWuOv(CiUR)a z?d`>Rzct?^hUGczs|Q-Hv2KIDwQe(nrigCz>-TR(Nz@6k{n6p!<|k;#R1c7?cuNO< z3|Fy}yMO179KA*#iu>fGo!!$K3n|}Ce zTy*#KE?kI-iJ_;Xd+-|fjLlZkKc5l%&xeGZK}$zRMP2={Z&xNbtF7(vxTf??wJ*SB zD{4H7sB0fSSb*O)#gnoq9Hk`Pxjk#Y2;>+nahk|y+ny|Jd&LIyJhZoi>Le|W71o~& z6QzB&Z{PkPI5;Iad3vBKF(#&V@S3ZuE4E$We%h~~gV7@`ZEcNpbxF|!Z*P9QbV68I zICd`+PBZE)8X}q_T7LPBDJu&LIR~gDg2KZ7bDM6(|nfgF+1u6S3b zrKJIt-Md!O zf`Xvqezv-#}sZ@K^!!g&?zs1)>9Lzm(5k;k)m@zqD-F+FY)xtE>C| z-N4$~nuH`URB|5dwHT;6?fQ{2N(&SV~Jv+elwF zWssAREiNxp?Ai02k5zW9HCbCjPp=IXadUlM6O53O6u{vy4NYcp@*MugmqeK=_On_S zE}-jsS15sh?AsR{@Lo_*5GRhT2OY(v;9mWeQxe2ayM2NC$4`yKPcHk$P6DCcR=a+7 zd3g+=Zsi9mJrs)BrKSALOas6NV61Z2iDQEr+X=EpEy-ukVAHUAo`M+XG2ZeVyGGo3 zM7cBH1h9hRKUyaEZ|22p2J$g1XNpotayNcO1d7u8ej?uZnjG;Bw_;S{xaZyno(uUX z<@cXeH#Rh+Slx#d{Psey%9lI4_Br;xF$WW#o}T{kqXlqEP8k#iWSXwB11&a5n=e-S z$H)j36ay-%)b#Y%SLzSiF`a?*5E=Om-G!}J9=L(kP|ul^1!b2Bd&r}q4jSMihU2&S ziM_ooIYJk^T}!JaO_kctdmgvy=jTVxc#7BfjTRpL2dSL|Khb1Gc5A><$RVfz{$UVk zZtoxwq}eZ>=!;$#NWm=nw~HRCwWp!553~-FWP2MlCLLYfhQ>y~eqZpC$2=FAC;-CF_4aQlQE`6S97U zjSVp%ON?CM>{+N1g$W}^5&+dD&YPW4r{o$%;Wr_xc}R4@_x5&1&lkZ z4-w7BXQN}90&>DdEWRx1ab8}KzoNoIZIIK)kAZgkN?kY;n`3Oo@PPPiTe&haGc(cC z0Rd=1^>T7}0zU?YhAx8~KYCPoZSYQNIVpkQAdd%*rh}q2JTwF~MIi(|6MDw|`}b`Y zQd(gQEEbJ_Fm!cYa3ApDG<70n0h*tIP~z%ZbmbJ(3J3LI6%7*;#^4&e?_Vqmq2?Nv zt70uhi!(={^d+3WDJUsv^!DVjV?%=<0~Z6NiC%+kYehV>@A@nRKT%OpblhLv#kjt6 z%F3jB_DpmZ3|uhtVV~f~zVB&Cj<^iS4sLOn=RAXyXH@O*0Xfu7$ZT(~4=Y`~cyZ4% zC1BtEXz9J+o}Ey6u9u=u8RNL2m_kH|j^+S|&dud*{ns!2diKn5-Xl49gh2i{r^fu9 z5Vq0t4^9Gh6`d6JX%Ui^-o&+`9QpiRcq-=f4AhH-O;S=4R|~8Kasm>3XcsjV)i213 zLP9P$kNACQmA5LOcasOQJ}4|MW)!kg!?C%yk9uf$n09|aaBu@oc-E!sC|p=%JaQ-{ zEs$S`h4da8?LUc1#xNn{@vq){~lN=iIVR8?UfK8cc5$G(1Z3TUy@Fo z`SlApPYQYiIPyic>u{ zH77?B;1+D`+z?Uk+wf-&Zn8QgcjxZi0s2zQhG_I*-3BmOFts5gT*B6HsLX@&SWQTm zQwqVi#Wx`b_E#I)e3&mIL+wyo*qt4 zPU<5^4ieQHJfcpuYieqZP)X5?|KW`yA|gG;4)Ljrh+RA^HNjW@Gk0xH8b6MXenfN90;B`ViR#A`saxyf(3*aC7w_LK zf8m1rWLp+?utU*EW>yw-YPCe^idC2JHQyOY+aOuHJ;1*YZ7!ZU!y+YR@(;xPxv41% zy+TN6ZGiz)tG>RzZ4NDslqFf!noJ#*5jqXfoTsPf?c31AUz?P~ zV{UFvJ4K0%R`3e!uOSkMr53Ncpyxtb8*?rdFsnon%hBRe)6hughBDhSBjtN~@6J0Y zNKzhu{N7*Ea?)G7pED`5vG5Jv7Xt$W;E7XTSuqR*Y!kUUAXLyVS(7XZGBT4==QOBh zIMKa*eZPPI#`?h*g!II9>I;Ba068Pb6t`U$nhY8&IvUuV0%>@7`17B1D{E_LG|yyw z`|Ij#nqozO(Z788g2xI_P#tuLxf^WV=I}!+$FtaI6W=mWU^LnUQRq;Iy%p$SZ$(Av z;qVsQU%-*iE=)~L&COM#N=Zv&FFQL2*###R57P$v=yt3LAaRY6iYoC_b4Ytv)|)p^ zn#Y1a>7X)WP1;&o#=Blw>n?{u=;h_*1$m8=IWW=RaQyi3*7o)^84(sXF|p2f?~D9}ZHWM^x4I)jC<01TbM(U1^jQkn31&|e=d0M!H zBLvYm=sdU_K)DA|=2Iv@ZzR}!@>0=2MM1A)>5oWAV5FwzH2mFJz`QQ#+4b*P0HP~j zq~OACjiM1E{Z$};(5MbSOV@5p)N@iR(>l1GYtb+=!tY?sy8yZ3UCijPSxdvHGoY3C z+S2dyzaVoLnSZ^>2%u9W|DP=UfB7q^rL^{--#DV`4x{s{2gm<`5x5srh}WM3GXeaR z=h?>qW=-E*GoN2`2LaPxgX7?E-i7__KcB$Y`49nm0w(a)e~SnFPrRG|bSdXt1m4;z zLV3sOx+>b!-@i$ee)RR({nas=T%F7rS}So;_+DE~s1sx7PR$8*4%Y2o2S|e!Va)Z8VzC2(^jL z_Y;Aj#mvY)1}Y0=^JjJz8?Wz$xjf*YtSo_L1kjOzoRfv+{kwOvdd@&}XsqC&KffeQ z{r+vDtNY6Bx1pRe*j*;!w(JX7(kNGQ%5WWVNI*cv8NQ$=W0Q0gn3)N9DJ$O(46KE; zfZYz@jZlQGxFxoNzt-IOT!X>sX$?N$_*W2yhK%}pdvC4%7HgdZcuk0p&m7In=jy@y`+o9zZj8&+td5guL3b%ENNno(d@;6d|OUFdunySdZ>xIj=-qj8+V5)%^> z68M;Yz^}Ca!f+&5->DWN3p_T@5a4_q2oy~j09$Z6+?LGhRS1l%t=G*RM(V=a9mfnQUA@m-V)XK`LO)#<^&lp|+9E0bESa5zkWqNuervh+!Vn5~P&NlUePK}yU zQnLKuFb_fyV4alo^!Ar8e>*V)e;u#{{-_F39{Ibr28pKqU;Q(t$*N?$(dckuv%o(d zNeZ!+$jF#+-?UZcquQIH9(P__`%E5mA+F=c&k3{sW2JW$UOua)rgrAcZHPK>#!>X? znVFj}ouDJbcSBrH)`zatB$5;lxfA_G%4>;g0REaKHYNzik-nJ&Fb;;UiG$~+DrrDH zS%Pwj?Mwd?P~`WwjOHTSZ<*-z5)i2Z5=Mwz^Q^plN*d>YCv=eDny>#9y&4p}ymV>r zl^5g9_W{)Z{JHjz>oLwH0YVpd^78J*Vlh}qWb~q_uOf@8)!)CbwC7xCbH=Kgm?W$O zo(*M`JU=6!hPn=;7{bTq&p0PKDZ0DwDMtl`g?YKSY=jG-w`6D}0M<*dum1?P&= z>fxhD(H7Q(?h~h`N1w#TDxF0ekdvzeio}zOTm3$c8z5$L;^I_EQ8H*n?4rubP8A;q zWMyYp6sBbHf9tb`RK*S0dVqR|Wt0^Zs^N-}vS5P%>+K^WWA{fg0-956$T5%+S{yx~ zBz09)oDpYen1B9=doErlXRl5e3>X45EuV<&oV$W z@FO*2ZF6&TQ3S2~$=Ko7BD zk$P!~K9IDLH1T@}*an&P37+G}u~(D+O%#>v?U=a6FR zB#OD{+sml!|C6-Ve^-ue6&xI}B{flRzRgj$Yyif9(gUaQJ#4P8U&XH7+FYB7Ugl+|7hjH`EAu_fFm;Q0_KcsB z)bLFM$}##nfOgM^m8dAH3l}<}Ar+r^M(K<_0)&c%EcT`*tSIYj>|e63{`SoU-|H>y z`!SvGfnBU!f`i_IB>j^oW)+_Lryu^q4IY%J#fyh?WglR_k=%E$uJFoZVT;R`=zLhmBN!z@ zR7M+TfjaV~y!4A)^+NLW$eK>kxb8je^?H@RDN!boEBnwc{p8CkPk3o9L!hPzA4#WM?i|j%j459bfPt!kP{Gw(X8|I(B({=O zz8suMj4GFmlrcS!XgH*+dfuOBiUzq7RjTs^BfMsn@h_t4?+9&unyKgXsp3$XY+|#p z9S`e2RF~iD>weMo(F;9trqkc`*3ssIB6iPKZaS?miB&s?rQg1;J9||$4y!qK?~3p7 z*(~<6;#Zco9V>7}up!-TqA!D@bzHfle@m?96KC~1!;+LBkB1)h@H{wq4+~!3A)%-4 zZCC%ETX2*5gU<6$_d>eg-iUj7PpWJE*8r9M^l|#wUAsuc4$lk^%a1(1zsBP1FOTov zJSe#0tDv0+D4k_;KlxN4oyu$L^*DpH-E0)uTmVb508*q=T{qP-j9}RnEcHCy- z`3OOoT%B29WgW~1hKcj=Vyj@z5GnKy)$hjM`Wv} zbGB}8fFp zbzb(eo#anP283+5_95-OyTz$hzNhzn71!F9CpG079?)$a{B8JyYanoCss(s5oWQp^P%$^*& zDypnhhj&a%th9v-RUAx#9`rW_o?&x63Z*6}Z=W7r=ai92w6xjOs9^CoAoKaVqODs_ zdS&GP<9SK-mueO#xgaaGt^hGn>IS+`lCf0V8IT3`*qmnZH*4T939S5wo)7J~~KIr$Ri$9L`CEn23kWV)x2QNOC)Z6U7r zgVHc~6z$&ZnKpVk<<9p`I?qIJ=w_T(dS*c3n-TQ>XrB@rC#M))mHUjTMayD>r#xw) z8^?`xrQtm+4CFDm;EbRw*|LR?7c#f8k+6@+pexAnm*28?Ak*Ef+6&P;1c;)2UuM<5 z5|stoGS8@}DAJNL^SvKzcw;|=*|I4*6vxIIrVOfaL|)6GOTQ$1GG1R>o5lZ(N4&e? zJ-H9VcJ^CFK5zyr9Q#hSDoN0?42u5J3E{Opy(_pTJICSA-O=k%5NIEMYK~{268(D@ z_02)pR9ib-SnYjYzM1Dhed~9MXrsPy>L-LG{iKogvu0+A+9q=Sl|t#^!TV^YhmH|N zX6h=p)OVSz?gNYtQDfmnUiO{&4#M|JO2q1wkEYF-%9oEhW#)D16-4Rl)otj`2wTdq zr**;23HbzM5yuvAP-E0rU5+JaX)1ZZV=q8MKr(lbm%Hrz!tU_!r{dR-6+>HzdGds- zd;EKeSgHG+wxE!>Nsp2ItsmRSL(<_N{7T9?_w4L_F+q!FadO%Yz4}(2OJU`;1GW}1 zk!NE7VESyl0dkMuQg!aH$fb69AZ*gODBNCG;lA}-Mey8D*4B$ivdY)5!v1Xx-{JL` zT;oc0{4q<3)T8Q~Lju{YfhA7;Ep7aRzGf_;1(X9$=avrXglk6Rhc)e>qB;zA)?@Rw zqM{6e9y&H9eTd3ZVh@$cl3hSqn5mp>mm?eueS67UmN=m1)MN(B- z1vu!JF7=p6ZrN~4&koAZ{oU3j^YqGTw#WBICe&Zv^vm6U8OmbFC*+m6xnI=1HfIwJ ziyDo18^hKT*L&(kM|r(Ku-P67&7m(5hxXydaO+F~VSGEvyS_hp@G9_h5WcRjy{ev#4UzRD zj3Mtk36`2`TngwDvDpT<3O3lSxsg2%v~c=8H`iB#spA;jx4%1!JxKJr!B6V12*yzi z&w9XZS8pN@|l@H!pYq_+HRKW_hJrxxdozE^+ z6O%rWWF%`~_!_bc5N)Wan3&)aFp5HhnYRZXHCefcZ&ff7A%2z^X_2wM{^R&~F1J*sj9W?Qx^OFk;uIeZK!-$$>Ffk&B3 z+#PF730hpn0A@T#N~^XuB~PBb4uU?!&WZa!dzKS9IW8(sFE2Rjor_CDvmUsA=mK)j z|KOz1(b2&d%4=sQgfa9s*v7-y7`GROm4@ONQfXBMt}|*Duz3^!T3?^clvJIR1zDWG zU(;04?AZK?VMk_}%B+I@-g}XI2QU@&EY>2)cJ=_G@==nOxvnnH3xTYGJLknEG+B}C-u)#`te`ay z$DydW7&n<_TGLSm-;ua8goIL}Ap$~NM=Pu*@&rU-6t|8ctdO^fWcoST`kSFxbHwnb zdrArh)8W^{a6e2%g@FFX%5dm%>@EFylJJ-q-}#^FQ2b!4Le|Jod#dB)r*C4?bVX26 zto?CR6le{-IXspDVBP1>f=?Sg zIf(~NI_u0qnQeryol)^W<7IqrjedSC=Gc2eP|)s8F=${Lb2p4;#*-Eb_7#gdAoOJ^ zU#M!Qhf1hL=_g2~)8|y10aNgKh&E&3~BK{f@FD5Cvtq5LcPF;d}2R|eT z))UQq5PlA-V%8|40{k&XGdpW`kg|ZL{rhs*>Y&Cf5BT~bAd1O_<=u!#s#;__!cIU| zb9tKG~&cl zHN;k-Z4(z#JRTuyOv1qDh2*~lqJ;#Z)8lLxARF)muw#G!onU`3Hzw~oLEM!<$Pii$ zvbb-Ir*RBWg&}*~y>sUglT`PEM9u!f%Ymo~EA9-4(ZW@cMi@!14x%WyEGX$Cn9q=5 zkYJ*vq49Rj2T?Pwx+Qh`^jmD8w{KCEit%)ix=i7=Z}-#Ui4Ut{z9qGBi-X+pqZu(=La2Ev|S;_k7u-%F4<~hFDRU)HW6t zU*YV?-G_P;5%CrM2=*V`e zrQyP$Tek@b=P8<+ZbA?^=!8%r?P-q_#ko-bW@gNgsxEaIgWu8mwlXvl-y9b9ntgo_cij`FV5fdr8*bYgf#^ zloS=AhNN+t*x6+xV-Z}F%-M%kM12Q-klE1UTW1D1H}jSrK&gP^)D*ajgrv%6&8_RD zB@SmVw)V%5A1~w^pYxpr(qt6BCd-|L(S{g4BPHueIDMb0t6QR{Rgr>0@NImZgy=$n z3SYTmQzj>bh%N;MdYFUfS3ZLmKjNG!3tzlQ;_Snw1|R!Y<-4URqqlFX_Dub148#$H zTo4k7qfph*$j`~~g5C*IfVj0XcNVUeSWY8Ov9jK+v1omYY}6zi>Y}u@ugAH#P{h8j zQdD0$VQg${L+^&bEd`x$Ciulds;;&+%x1`*j8YQ_>>=q;aDH{nesD|tzYdJyGT|Cz zrFKBAYHxq6Vu$?=Cn77AC^P`ssMy);fxow`QD$p`u3gku$Kvlg*#@a4=(Q`-M>rQn zY2UD~F=WQa_`V{Z0)ua#2Cty6)BV@aTemr1*Sx5EU4ROK;&QLx=_t7Cnz@NME~&%Ec#2w7Y3L>D*w-^Tgk zMKxr%r}ph4`1w8`DY{O)yF`lrZ6@$+?6s6#gzm#p47MLaju31vXgU9I$*{hr+HFGc z>$pwb|89(5rt_kTfJbB{WL^j^5ToHb8W|Y{cSD3hS4B97XO_C9u0*%WtuOk3c$ z4cl&JHUMJ`AE#mnTqxqkDuEG5R-cz7_VG=@N< zDXds^_1}Q>da_7;feQf6?qPu~{m(qwEr12UK}^$Sn3Ev#hg(J}>{#nJf45yJ41Uc~ zm6Zr1?I||a(Mc{S(Bu>Qn?4BiFi!=FTiJ1;x?6gq~`d+1KdgUS%SQ7q6m z6x=;=G65GqeB3HOVPs$+e)-cw*w6qiv-@0+VcLj6%+VMyF?Qz4ty`Oje%zB|Ddy(n zEV(u)M@()d{tSc(3NRKSc}r4lxpjc~l=sTD8#hFX*HLv~!!J)`()7>MGMJp+-s?o8 zOivH3#~F8pg%v%_OG&C=7XJLm&h58t>@QtPDlEKSb!$U`4+jPzrKZoH|8AhkW4a8z zEr^*9t|8hj(is&ABeNd(yNH^%WkX7iX?Q%&*@mB*B>TaZEtR_V##aCg!PuCWTLSgr zG}BCl7sMs+bo}v`*sWkEhvZx2S6H* zR9ZnnK}N<|mjQw_9aM|l+|+1vdw8BgRdlFjFoj?hG+a7?RYumAx2)`OM8q6wBn)Sf zvdb_rA3WH5*jP`m`ida<2f%>RLz*+Y5Z5A35We%b3cYWh(u;(-VtDhfV^gg-zgIN%O_XB!!eR||Xv7w%xzl;chZKQ!;0#OW*xg&WPLkZU0 z&+d=;3xH<^X>V~sL9mxXVB3C0hXXKl0LO27dWt576USp1$jCx8r`Jd@QKQD8dqKtN z?E%uAU(1p-RVQgnoVL99^6$AwZTrFM-Nl{(6(mm7VQ798*9nRTDrUR#q6qa6rZXuE z>I={LTydA54~0E3o4&}M>41(+0&_LntKNsP;p_C$Eh9!xY_9+Vw*Z$}S@QG2a56A}K zM0#vHTEv5^$-9cU4LBQ?#le*)xQ0#!A*R`3jBcB1Y008GrtV`WNfIeE$i;dTv3-Ra zfzbQcjcqHrKTILDw2Zvsl0ZfbynB7NmieD77)-;#!9ncn?v3p>K5(Miv-L3>8t!(M zkShC^-5T~3xTtD0uLLwLJaQHV4Gl+3++y(~-8!WuyUPZ@PH*?-mQLJ4iUB!joo>c$ zVcU<##KYF+!^wl=gRTQNG=(T<;EO(J-V;l|h4l1J7z0ufRy=f`NmJ6%Aw^Yg*>FUT z6uxaS=I=N;I8+ME2+U3h?%;~A+96St`bvn9co@GN<4W-31AgNe)eg4~BxIl<=+F@u=NTxy)(To#S*VT=*Yp$!i9~xSao$c)IP8}MG z;k$YST}QXb2MR$ z)Dn|!ut4{%?QhwCJca=z4e2w8bNIh@Aa468DDdWn7gUl<2fCFi&J3=*0{o25dJyL+ zP>4R}VfD4O3-1NeVe%mGBj!ZQf!zR}A|oP@`p10vX~Yl?9g0MhcQ%5U@W3Bz|MpD? zQw(_g*lQ3;i0RKgd-P;6)OGWwgue6A%s@e2US3Ly3q%d|I8k;swzjD}EGtGB5)%60 zI>9t1Dut*Sq3c0}bs4NGM527W?*UyAlqH=%7j9*qap@cYAaM%caiE*CEl#tO$a9q~ zERsPQ zl7ftQazeOgeQRf@jQcdhqA4Z#2L3AKxzF|WzXz&dw)B7fP5-WTqQ7DdBntbFz7Izi zf>0Bh$lGOcfFm3Y90go7a1%}>^eKNzj>xVPNY+X5@C0)^BTNIF3Y?6qq}ufsND1w0 z+qOlSDVU_X#>Q729Zd^N)^*~b*sROkSE24y7=-+P?6WRKR3}t z03e`WWAd;dGBUC=_u}vfdLP+gR62yg4fAqx@a02hQg}H9uA$l;01=1iJVp@^j{(ZH z#`Nr;7swc*H=Km8qZFbVqYoUCELFrxBC66=%Sc2=n-JO zq7jCGQB%O6Su2BqXz)Qm0$vx0%g2a$6lO@E2;O)hT&#XW2UdMYhZ|}QvrjCu3jD9w zhk>qnkEc^qF?tqbBOxr@HZZVNQLa3u-GYqLR8=!FGihJNR(i*2dn4SaQ{~mwF?y!6 zaN!C7C!%q>?@|3QwuAA7WB(|#*ziNUJ~cNxeTkPyj+5PfJ1IZ^ks*=7Z?2c#zP*jb zzsX7l`A9mxwDfdh;1j%TG5s*Xd+)?UXW+(fjm4K$z(B?)AnDR^=#Pz^qNh<7{%HLf zq6B7C?n1(XtNF?Y;I~~ zM1c`0`EdxsL(S)b_Ansmj#n^1f5%yR921jarI7)+jJA}Wt%9&uUta~ZX5v}xeSPNc zZiHSm=wx===%(sApT`W`PCL*+waY%=+2dO9)3sA!&? zbsfso>%zjIN6`0>h0#t?*arO@YdgfO($d;m3aJr*8uTC69I&5O&cyJfhzJ=4MaD~F z$P^1+6bvQYUz56f7gX|LExAgY{ktziO2FC)8fB$pFp0HS*?`)d?Ccfp%V@BtJ^mbpA#vu6Ip8xQcWbL-i8W?z7!Gwu3#qQI zhDCEo4*ezHtm+ZonRN89PUVY^M*7yQ3$&s$iN2dagvtGz3%WC1MP}^uOIGCH?u5{c+pbVSQ$>v zjEyJa{1)53)TkaMy%SLQTx!h^S|*fuFiixJ!8-APgQfQptq4eqRaI5^*Ql_V%Rqc| z4%+M7T)uJXhu`P7_C5OMf7C{SmWqYsOc=TZ7IdjF9yEtRv;Gt^g~ec_=zfUJl9>n{ zAiTI-OHLOO;Ar;N<2sH3fED@^R_)q#dD1&a9S3jKm0|=15*l>bFX5GF*XV5S89M=| zAKlD?vGm;?v1@$1x->{9x3RE1hi{sk(~AS9B`<%shY!C5dj;OkcT6CIwv07C#dLRY z?Qo$yD2DM>nw^V#w%>jMEbQvldTfQ^Fx|u(24ohz#K3>?b}C0QvD;Xb-TPyZ zm6hLl>^MUyeDK<;(+1v31=R?y#rr-hS<0PfcK9_=bim&Mi@^?`{zq*4C|yvGKmFsF zHooEGo)~%Z5G6^JGHvZvU?_3&-(9ar0vJf|Bn|pEupnzFz{NF=a)u)EI4tav%ubRP z{AMyCV{!?A0IUpZ`>>uq=bo-;CvOGz1q^@7>kxY$@ga7U0%JG<^K;bKbRU)Lo@cumTRo{Y}38bY#v)=TbA|2X3EuesjjUt=YW2k@7Au+ST z=zRS;D#S_Zp513E7O+haAVnmfK^5>$0(b7=;h~`55AR?(cK4ay_oHFDsQ<>sxp+C& z_wRLu0m8LKwv@snn1016e5AlY4%kcZs+DCu6eIr#pgJy&-o1xFCd2#Z+6mtMCo#JS zGIzD-wK~SQR3W#hsi+{?d5oGKzx~6;(^QtsX0iZ}9fT*CyF(e?Peuln0C2spqa!*# zejWL9e&|Yo>Mvg&BphXD7Xff`ETOuyyYA8+32<=~0yU09suMpwC0br^@@$dse?&R= z3X<{yB*Gm8@qlf{Agl=ajlX{NY98v-DIQGytOApwyTLgHpF2Z6l8;`FWHhYJlP3XG zss%gS+Kel`OA!i%oPj`s%@BIx?L5X^1R62Nc%TJ&`HzrM;UEzRczGFc`IW?#9rupb z0dru|7fliGZfZPvmHdupz#7XKoIgkk-2D7Mm1j0RC0GNa8hcp&*2eTTOD|?;zle^R zsrtE)f^L>)Se!j|8pkYwQAJG+(0>!n5=Dkc-%z+v7fA>&U~EBq#4Z7+i;S4+D=KnD0*B!D_pc}K2yTM5A{{pYg#rRWtp)MjI(U-_I%I?P8s^%e!dF0* zsH;;(3&2KrQNXwTjFkU1eMiT9KfiYvcx$zv0PUgXH^w|`qNszRo7dsNH z5vXpks%Bn<6E{3Igr-J8#_pA6bB_zqwQH^juBB!=nu;4U#Sq^>c>H)4#;`DGOz^|& zoPZ(l(gwT^D=|L4vG4U6N_Sd1y7aU(5mC|Y1hjN)!16iCsnb7Z*&EW0rb5;m6=0-fs9HB;(;{bcc2ZrP_78DF@*m3^oxOH(+QDeNsJhtnM=XV^^kdl&;1f+8Pko9m~_$8 zTgOY;#8qGoQc+XaK1;>hNJ@McLZC_eAP^uYx4jG(=rP%Le2K}^2mL&MBM!EHXwDA8 z!qpnVooA5q?eFb%;={tp^P(XHgu~ICc;Kf|S{Guty+25d3N^o^SP@X=#x= zN{N?nAb69Kmsf$RgQ;g6v=rYvPt~lDaKp>N@QNmsDv**joNPDkD7+5`sJFk;2N&s$ z5jtdqD}1+}`MeR9#G3?{_B~Tcdr7geXa9bxg9lLpEVh*KI533_xMpH(jF|&~K1rSs zrIZ6f)#Otc4};N$_cJQGNHB5VLzY;t_u)t~^>^MUjw1=HoLmJlc~Q$$VbNZ zW8dqI+%tmf*ZjyrUro=yg3Ax({AEnc1>8N11iV+}u?oBc;Ph8TMG8)%zRF5U96~~e z`o1(aRu9ht7A06Bi~ky>5TghF{?#aaoN7;!Qd9kzxOsWKw>B$6Ln)$5pFiKWcHxw$ zC^C!G4mx=0P=ZDxjszyAZr>(~#Bho)8X3{!)iIz~&wLJ3RzGTB2~;?SmjzJu;VlSP zq2fbqV+zF_rrf~vewL3v1e_@L*JTf2-i1+^ZIT?^dCni@;=V_Y^QuMhk@gm=&>Vd=t)dJzS7hu(S? zQG9g5uw7z(AM;oFA}dM{SOr&z-el=kMXlY~r0PZC-bm z`mv|?`#5wZG-B`o2osFP?&{UkH|N;goQg2r03YO17f48J2u2ye2QmJN^qant((Z;A zkUt=8J+2r*Pr$1bfz5!DXlQ6IeLRgpV1Ke&bh8E&ZDnO~*Kx{+Vp?W{&UIM@1;jda#@L31BRE@=7yum$yyb?Oh=Dq z<)bxRY;RA&dWNC$?%nX5XAw!&=tVNcV=gId!UE&CCq-hd_MMZs~@2k~z0-pn@gC?x;uGBnx5T+7;J_fT; zY_F(9Q(|~Oq-cdlh$ZcgVJ)gbIt&<4K8w*`1Sz-vfMJGUrC*`DUVLNS@}D0csi~}Z zer&#z)0PGkBco$zzYng7O!8j!)~h^U^cA_VVT)$thmePLr*Jc(b~710y72AWP=HYm zrEeK3;sTJT7+oh?A9@9f^Np7?J@2QUKX3iT-mZNLlR@>17c=bbR}s=OAa4Jbq@}wi zXnC+EY1~}C_yz>HTv;}ybR!=+7z{gv8T2}CI{I7M3m=`0KvZGga2&HzXRlxXxB9AD zcsB7~emq*9oFEJ&1(uDSE*YU96viJuZ2a-Ge|S=Ljl)AGR9$MJ$qZ2FUQZr9evFMf z-=quJwVC~vupEr8nJr9V4n3DDeCZCURi=LxdYeutw7ogjDmiJ#YPW>tnw}ruIXv75 z;g+~>7EQ^me)~{4dFX9g}7MotcmQr3hnNmQvUu~u{wvXV74P8{nja&ZB|(uOxT zl%9|&^n?C-(hgg<$zdf;K1D#SB)o8(B*e%2)W06}TgwON4K6_KV7J(5>~K~N9mqmt zxU6B~K|)gU#K@}@AP*4JjV#mgtIIS;jjEdA zG3HQSu%7Nf#TZ(1?Y)nfbXf;>N}Pl72M_j`P;bptq;Vk^D#*_63o}TWyMdV47LFhh zTg7V@#R@O&$s0zqp%#N7o3FA)Y@%(Kp9z1@DtunZB;;@6!UkTnNX_B0WUMpAjlmF2 zmseK>D=H;9dCSP@;Ynt*XU@E`;RlSzM#UJohSMic`h(e%$KahM6MjA7$$DcBAwCn- z5_!ty-35@01l7XetV>@?6$j^oIR&Pt3j`UQJ;HFzm><+3*e%unbe`!C^Wdb>0gU4EWo!Pl7e@QjozM~{WLUsS<4%U z`-U!xLpaD<0IiriS2-e2G>s7HoNZtzA-A%rNJYZ;UC2X%D}1gKB0BBR=q;6UTas=O zX>gJ!D&le&8l2sTWW{WVTmE|4XsHj%x__O?ULfjsF$u-N17mF$0-nL}+;}-m>MKg1 zZ|`bq^hb|&MoL2o1`1}3_`(ZwcfXfz+gl=5$ZEo)Y%y=1`wUSA@5+@o)_+&eT41;* zuUxtfdpq5fNb~|o!^Z}u$-)!~gsIl|JiH4Z-v89Yi(>%!yLV`7tcv~+EiE3W>ic)A zyKkO4f4)jXa5+;qshI?7QTKR+080hA)4ojzMgX1Py(9Wyq} zyJxsPkT%fIp~$ftFc8wDp!F{%Jj>#FKh@9IHyzX`agRDeb_x-LO-)S{KoQ17JH~Lw zVDx59e*=HHUE^m0)3YGy@R;G-SdLH?MZbZNb3-~r0JfQ#`jcrXMTnhxO5CNnb10qd>r@*hO1$^k^k;Bpz-i&(d3goF>2#^nApd($Q>g{dubEML*R} zUf#We0^&t7-5zY`!MMdxmSp7R=Q=vRTbz@Wyk^7A-P_~hpg${k>jHtzz@p+}#p$>G z>l6h`02;m>2Iz6n6e8H|A&AGZ!#9$06m2uG%~x=T2TyS}N&Z8TLX5KOv{H=7Co8J4 zxrpCX1`J3bui^Z8FK=&A*bIJ>A2kbJ{`tST00n=)_p}})_*?pf7=WG8(X0&u^(L{b z+1~WY$ASdmfPyro;9*Q%sHaHd>U)@^!*s(93}-XWln~Zcrr*-i@|6185uV8z1C*c^ zL+(3@8``c1Zs3sAI`Y9zl@67#d~@qb9>#XQd~*5-U-qD@WAK_V;qj8u+4JMjVAAP< zt1*rea#Ct4&kCboEn0(re)w=&i!sD78la4CU>2mCS4({S;>BOlQ~$fx^&M}Xpu}Bj z#&_M)*&kKqlN%@&ku;w+Hc2^v6?{s46%^_|8#h}ZA?x+xPRFH*H_zkvCK1&1yn-FH9`Z7#80(I-P$>Py*&P@(84}BGZqz5v3>t6!dThy)qO|N-B7{!7e%%~( zrkk8O6!P87N6Xf&Z#%?G8pQkx5U#0tryp64&FdpeB@1O(a4;v=l z+F@qM;A6b;=Q3zPo->Uxhbb^}&{-&clmeR#OXSr# zQ*wJ#tB4I)HdaYd@$z#S;miIJV?JJB>_IE~#=E=3AGKIp#so_@w}J9eZy>e z_Gbn({H2Tx5&5uZj|h^dfhhDfMgU2Ao%fnG58nImX&HkGgYVeIs$K)RX34{q0cVro za6wH&LxYZ|`RH-%c*{vbnXq2I;eGzSdnnJl2{yF-UI}#0VatL$bLI^4D6}UeO+dJk zVb}I9c#G}LyngF6Jtw=TJJWrLn*Rf$?0kH+iJR|fjU3rdXTtCL{CNc`;BN{4&;gC} zeiOZXkYY?NtUv*$KMaiRF7?>K;sO!&RZvqtwK~INM%0TEhhs*0%f=QpKn`A9oSRJy z|Fmfr?!Ee;b+*Tnhg%}Gls7zlkZg>`ot+`d>Ll!8&cl z7@OwkyAEh5Ht+Ii4v`qfET<`~2tAhK%rRiJNbKvvHyQ^^Kw|Df5sAjLDxv4u4~>oh zO0&@pfMX7$nhzfiVM`K~35JIqbQhLxqa%-@=K6-bTw8mq=wv-UOi!=0u<*_bk+8p{ zuyEMOku~1uH9bKid%ZrO>jIoRyE!XCXs{J@FK+$N4HJ()aPvKHDm2)@g2SyPTO((1 z5}hP!LitL&nE0d~f_Kx@rt z8AOw@jtbZ>O%)6KH5Y1~!o=af3~Zm(oy0Ofy2yung!*7D#?VPfO& z?9SZX7I7!JQ(0BD4O;Jc+}-M~!pZzY2jbqYT{Fz~KA)4*4kZgvhSvD9EbRe?at1Ai z_1f9#PUv9yV%}%Yp@u)z<+mPu4ExWJ6QR zmWYhZ=Uq-XmYECtz@LyFT8XeVkEe(7#>`R{gf)kD_*uCS>iOoJ>c6i0QC_b=D%nW? zL2Ii0`v=depzJdX7Y3;NryEMCu8a(Pm|WzEK($O4>TkdO@)s6E_C8v6h4Y!t*VEt# zydeua1SeSYq*u@Y`}VvtC$SBCE$G_YPgYVs3JH>G%Q-QDzscr)^GI=x`hO-U zuK=Nen_NTR{$LH1LaVn0yi92+soJ`_bPv(Ka&#P~t82TSVS?p;y|D1TOyIdl&9m*1 z%`S1AHDG553yFTB_GEfjZ8uxL;Kn*`vH6a$uC=9wb(sMggxs7%mE0*r=7%dUs?S|= zW|dTU_FB&yqKOC$q3A?t=f7tO6Z!^M{iLTmclInehONCl+je6`o@e9l15*MK{=v6`c+Erc&OTerK&OF*e@y%P_! zCLt%J3c`npiCh2opDid*A_neZ{P%Q8%X?*_US{G(^mZn6bI4|=+S`i@s8LXYY!x{E zn#RVsK}*>YQLM-nOnE2i;8|A+7N-yS63?Sc);tG5G+BD;wdQ^!SzPlIl#IJ7)Rk^$+2LG za1bDEFS!l@ zxFC%GlkU;{>sNooKdf|t0Kzl@eIkBU}CXu_H%#GdBK}_wS#ic}8$$ zdXE{6A@@1g_58?#T><)zyUz}UB0|AW8uW77czW$zv;N#uRsG4LFp2z>#&6#yB1B_9 ztEe2N{;c2Kiet_B<2$mU6%okJ;PH;XR7%G!EHg2{s)skey^;h|AS)#_@eU1yM@ z&m$x+z{e+g`}VI*i-*G44Icc7L%LRX_heal`Nq;LGdih`c`cLAr=30>>2T)nYC~lS zOS~JGADmjSa3N~Fke1=1qc`3JriU(<+n3_w3rX^3?Ua<1OlYsy)X{mvVB|eWiiP+1 z*8O~lM6}gJ8b0aV&3#7*n!quDZnN}Y3N{7@lbW`0{`?2|`E9MO0sYp2eV|;UPv6=| z`Exrzq*)`*(0)mPX=FhSTFIcB0%vFEe%q`pvj|P0art>~muNRcyyW9RMP3*n&M2D= zoWy7Gyi*;Fj*XsFNn3QKu`CXF($ za%nD)5Qqn+05@e}Jlty78gRwT(AAad|2^-0ad8fWaA(`pL8I{50Bo2%`S(Qc_SVQq z608LRG?L#wd@4=0D60`9{%PE_wDAi!6KIHVlM8lUSN&Ef+7ngPz7 z`$7;|lM%{Wb^FB4UBPgc-_DKQ=i=m`U62ATXl=@f5Zy(*RUH1 zF;UR>XndOdUdGHhBFWMox&aT>v?1iNXPD0*u$I3+Sn=g8%{UoeJj`;9R51acm(eqeM5cP=%3u%>3=dHpR(T@f@Bl7^gy&HeYK^#pB{mTq3!pjIRk z9@LZHCn{l5vc`x23I$vER!(wFN{UD|AR*%aH9f=rzw6)s{l`kx{@c5&%Rm1Uqvh#? z$pesHbN6KC$j>!3Po6zv=VAMxnQ2(j6CjI&nZue%wpQ)509nU5I=t=C(V9|LL-w-r z3RS+4bPaO`HrYNxDDmjYlaac*a{(b=r&>D=+s6RQ7>+;?31@NfOyU!oz5ani(86Lv zW#iKH4cz@OLg{UL4jfpqYE?Fd9pp0%1#AxxBdA!>SABh#PqpUn z`zQo~6w+;!cfcWaFx`(m{HCmoPNCu5yD;TBix;cINFF?h7Q+(-GMxnb9)e(Tb!gW~ z;sT-bdYaDSVzTCuGKF>QvETe6*y6}YNnSA^%@U7_va&RR zp*5!m_mj~HXnLs?|Ib$BJ7RzK@^;-5(Ob(r{hUTwFCA{&ea>{P?$guLUx&|>KG0mk z;hdv;COf-gd85^d>pRPwM=JC&T|O$8kAs1)`_y@g4^B>AEtS;3J*Js+jU#9kXRW#r)n6(_ccS;n{j)rfvHEP9oS zbiG4<&-j-6%kInSbRYcbqM8Sm#iWhU$U_|x@`n!DG3#iU((b$+52a$JR^9wFG{`_t z@5RgFxsEf%^ipM|?pnMOMvoLfAr)WRE!@q>a!mco5+4aI%~SHT<;2W;N=^AGGu7zX z@mb8f?_&@#JUx;nHNm%gKm#Fi5|)&f*;jvW*gAO2<=&17f~}{v#A`cP_-y}lb)|#8 zFF!_8;^WmVXVrw7KfDe{pWC&2PLZsPjJ1%g$EOv(l9w)PJFF3RShU4%^32%_bVm=1 z&aF;*w`6$tIU(KGBu$i;k`i+=R@-9Jd-wItUvv>yuCI+wI;-teA~ke^v~a7>hwVn; z!sEl9PF3vlx}RO~;hjptj|Uxv1J*bQ_y1eo`W3zb+P;ZyJE?lX?SS^07pK;!tE{ow zLss9O;!Wjp|JL=~86c^XA62?|R>QF?GxxT%wodqG6t3B~Aa zQ|^br>en{AgzPtcThh8$S}XjC86^nI%0@-qZHUd{aaq0(pG>2)H)NaIEf}{|Fc`j9v$XJg+RFIZ-H%$i z-_6x&NVt7!6TI=~l5gjqj?>yy4gZ6We>gS&t zW#KjUP=nZp?))6X-fvuFnkQ)`9?#v;((S^{Zn7Q(VJ}o_s}b2M2M%yV1V~8b6*x$Idn6-Yd%HN zq4z!G#98`hW%RbJFAb|t5A8G(7et?UIe2`X?2r@gtuv(g*S<4Moy8iUiOrdGTL}k zHN9NiXCl$z_r!M0v3QX^r?j&vMjvo!*>INw=Xxd?i2a?_b-%yhjsh z;LD5JU&OrIaOY~QMU_NTQ^XPR%io49DYoz(+ww_KsM+yrenaX-`S#2PQ|COP#fkxw zYKVL5mlN@5$HF;7)c^dpRf-D=%6i(gq{}|g2!f=iZ|eC&p=R?;JYE zYwWNW_nRNCnpIp}GGU|^&goN2+g`kV-Q_NAKk#v6SXAHHo4Oy_+x1J#Y@nk`ug7D{ zO8)!iV)IiguBLX3*B3lnwZgTy*e_%3meX~i@>1Ky%AJx%^bi!D7&q9|v}5W5$@%+# z)mV5*C(YV%MSoU_{*gJ;EH@4*JodC`L6YI8#9yzjNiJXQ@z_o&GtG`^v@4&Yf z5aK7s)Fn1WCR~5L?_aU>ki`Pe!@ij|mEzG41?xsRs>?jSEgrBpv_^F4s!fT`$f3K6 z8~Y1VP76#152{IAtAlL8(|6M;i6j%TCIt(ZF;>0X$5$sA4DDvG|HV#XYuE=*#~*U< zS~nO@C+Wa=WW&SwUdH|=9kdi+(UmZ!v^SL=8<-``#?@ZAWvZ;GxQ?ic>V0?Ox~m78 z`vCzZPuR(AqQnuC}7yH5I9NlT|Zn%)eC5?A0P+Y_2;jf9lFr zw;P=bhE`V$yHn6ZSZL|Bu)kohyz?}RGlDH~Gomasn`TxRUb-gsZe#cEU9I`iHkO4I zMZ*PZcYf8>UTlyz6jR?+pkWy*y(YG5QNh}WQOAI&fGbxMr~ui8J_c}b&^=l*PL}&! zmkz!XDRBDq`Ey11bjF`(s1=KOnHnNXF8$}CRIb}pX)l#k-CFA(L>Di}ko%b5`Q=X3 zge5!gnO9zvYtef_Pd{PgeUz!Ke@s1>1dol-3?H1ham3iXzY|ASsBgO7jz#_Chg)C7 z_WO37zH0b$bI;7Ito6QuLi-@8epf?#IX$}n(ZeB5K2BbKlW*6kpFfP{F87`Mv&X6-@9HNMI_6a`XnL>PuST%o z>zywaOU8bGYrR}0X++s^Pk0(SgTNb;6d9WnX) zb1$WZbAuDA{qCm)R0L}O9MLpi?80mD6T@1X7mt23%kOGP-u}bOa&j%~2ki5Z+7_hK zwfq)YzI^?Wc>D0zxMl4f7Pd08Hz`TCZ|>9?ibEh{=>BR4126B3UPrG=G|7bT9IyFJ z*2lc3S&yFE)LnAc9X@_s9Vt$EW9q?4mA_Lg9C~be(Ooa(OP*NzvGE80nVn_CN^JP| z(nDRceb`!*h47hJDNIWhUQK#89&NEGHZoQagzfJ8jH-Ag$+WDm43SU~Fcl_6fTD$60 zjpmj8pOO*_1s&U77S1_Z%>b z)BN}82{N0y8o&PMKR|Xn8|x@P`QF(Pb0F}is>zCR4wkDEBA8OwH<~878%>$y@pS7W z<&@Z=PrPcUT}#~3JSrc%`LsiBllH~;iH|Q(+BPq(%9&(|0dmsPV>5jB?3*`a^5dFq z_cw0U_O(&4=>17y_wiLLiTqo-%w(ILv#Qkg_mdSR6nv*fslY_kf4I+;5v#jGKm6SO zn7&;q9HjbuY1;Yvxc7bb=l9(HeyjEmZKsQ4YDDp;U{X8B9ogDfv0%4$llBJ8l1 zcaL!IJeS+8^ZbRAEiLozE6+sOQjl%pU=nQ$SsLr33NbpW0TvTPM+*xsdFv}PB+%jS_fs!4 zk|a=pD&}64`H$jy4=t&mTn&+R?OJjUl!nc~^p2y8&sqaJgd!VaV3fR&Pn>^#L4n`z zagFBS@*yE1=Hn~U`zq@$+JNKvcZio@HJ3K$g?C4knXC5|y|jqKSe*OSq!Qeb@f1xo z=(yc_ymW)Kw0z;2pZ|mu=4w*z6Q9-4OLWV$u5O%7+m}D8@=;34%HD|=)6;RJ$d`TB z$N@G$e!?xPTP_{3KShe#wNRbWf}I3C7B9veA2 z+;9yP%%3@9#RW)0(BOjjlCD7TQX@gNX1@lAklH1Yo6td^UgIiobXWunCqp@(N=@y# zxduHFo`?!~UalX8@6nygNFCl*=RB+c4Q^f_2*ocdZ z!@X;Mv^45T7aLxkH8B$;9XPq%j3K;|69~Mk?ebsw1P8t0!`4R z5X2*>+@+6YJQ#)l9L46}pnLEe8G7&Xk_qqQKEJ6`WvXw=_cKX2&V}Z~hLtTfPXH`n zZLgl^;E>iaIwFx*4#>$n&aO2;8%4Afgr(@x_{Gg5t%cf#hWqVLk+5-1kK_VA(@4`v z^XK2_7-(QV$Hm@W`ajXBmB%Q%OX3{f49Dv8wsOns>eZ`pI)A-jw+QHB%9KZ_@X8K0 z)VZ6h-OwKki0EKtv2g zzy^`90f_ne^Jh41G8EKQoONDfhGo?vN(5Lk%Fl1s>bK4WWm!bWY;2LIA+61J!C%38 zwBKB1@X<%M&u3C~Hc?3=ECKvkVjOyfU!FzB#2`sp`F1Duguxy`&!sc;~vDbCK<5AN>uH4Y~@ru^O_G;Ay)RDPD< zGFtrosi`Yn=VSpl@(o%d91e0{Wa9GsC_Z>tkA|VL-39TFK9X-UVt>UKIe6GF z8}hfU^!DcR14EPBSMW=KX5GFWnmGO){UBO`+NM0IZB~z-KhIYm(ae>-^V=0pcXoCX zph(*;2;*!fm3-aHK1xdHlp-8Xqy2z6P*+xd-JWmZ^6T$kyU=4=IS)q>MsfkN-NqDyHA8CZEv3eN)jjQm}s5Yw8S+y>UIDp zJ{1B}90iE*9{~Dqz5%tpuGW90EKtr+qnU4R^QV*Gtu}wwNaE)nhVDKd9X7g8K5M? zs%ot5kiA7!fFmSYnWd_VL=NSn;#h=1!O161T=98-xAV{oCkF@l;ISod-b_0+)41&< z8sjVG*{LXhA4(WCTvD5uJoW~G7a$H&K4>-B%=lmKs6ApApp=V?)`I6%$0BNoMe z?#AK=A=5cz-}xBD>H4szU2kpTLJF?3{PXiC>eLQ{bS+uq1TrH`$!p!P!6?wWLPf$7 zyxQd3<2O?g!NTaSH5?5U!6PsGL&8SM`-aK8kRd>!j9PrNCCV5%S$oX|k%F*=WXzPb zwC7`XokJuO7&xxNeZN&Qn$zZn@qz$PM0{0U7wbRu$$RkvqO&FKyuP6!Sz}gN2$+10 z)C%_hoJHMy*tu{#+D!Qj6nJaN9dNnOQ8MqU-@bYF0 z_KoO*P#iAUV(|iF01sN^GOsOV#@*3EE{H0qna3?Et)ZSCyWj?(QwBsKZhhPt}C zhK6=Q7GkEk`u%g6KHL{KBtC?rV#TDUq-1PrU1!iix5*_4wat7Z>Y;6ERhmPGMm6i# zjb!28A7O<&iP%w@D)wXp_HGrSP~=HfjM<0&@n|+gDh%1KYv4rpmX;TVaEdMsriwzi6zL{_t-w6945h+1 z1O;*WnElUpO3MQiTt6K{S_n^%L?F|EulxRI0t?r~9>Bk*Pgtc0C5{ z`SGL1Zs6_>6fnp=ni|UIpVI{kHg3e2(!#GHbd1h9y*d(~SXsXain|#*4y7=k0l%oR zsx?45l(!esbGh{*a36kjjLnIEZ~4$^4RH2Bu@f~Z9|Z!z$<^NW=RCYMH}*vJdK)B& zx;J>p5RN`dEzb_^?7i9u9qDZYx%Jc2Q%Z2iVC5cUkUVyrtLP+NWw~o1u;C`ar?>3I zBk~BwOEd`>AxMI3#nnYZFy)b=K%!#fbQdZsVipz*FBQE9CjjZ(7Mf3S%+p;UCq;_! ziN2+9Ew1uOuC5vbMjLP`7N0$rv!KdDFXiu76>xSuY0#X_q_biM#B3cd|H4K{|Gk{~ z2i;0<=}%}O=n$8sJJWX^GWJ`s_8ju!3y9f#e0=DkX-|q0CxmnFJgl^>g+cuJ3(G#-MKndXQM);ij+CYoVL?z=`w*^|C!JDJ z5kQi3Zji46rvw%U0V%X#t5;v(zHokJuwN;c0!-u`VQ2K$eT;!1sczZWji}RW72W8G zIcNcwp!Fx1n6C>BQ$i9VqC{^!`A_ume@V~(KgKlaxRkUsqh+vppW}xPiEb*ceqk$X znLB&#+)UmNhv&K+t*&(5EqM>#Stp{9QUnd;@}<(!tQp&X{{B62-AAcldn5^zNrb%Z zCpSrb6NMCYHVl!09cGn|u?!qopwF+{$7 zU2W_?jhz=1lue~3l(0QTDx8Omf|}+TB*R@loSWh?WOI;Q?Vt!C1S*p?Tp;^`T!tKQwxG~X?qo}WA0iVQzfkJGJbu{iE11RMdiHf9N| zR3t4Vz3th(8_$SZdq8RVB)eosf^mvePI3>*;c1__Fu3qlF}*Sx1zr~~fNRE&Bu*Pb zN8v)m+q5Cv_XPGa{qWdrleGhj&M{-rEwbPcW1~D)-)!3LRN`mvh&Ji$ec6B>{0L@Ns&8e2@Dt=Q9Lt_P+h9c3BQAi8yuBVa)Mv(nNW=FGv- zm^wgL=Y=$i>Qv1(N*z)@;xFsG7J}Q&zyHIdOX{YqmBS zwaW=5?Gr!lRaf6iOOrRU(ek84#*DD zY8&ov_KhZjjM${xFHi}<&?7pv8K^Lw027p^lYXH<=p_hCdlb3Yk-z65mE90ZZ53rE zROW7O&-`zqvo384@bjw=QVDJh*Ydb*Z7m;TlO6n5cfb88U0ptPzQ}m-pEgZ)?<1S< z-2m@mKCkumruN!{MTBb_s5T&V=bEUaMh6}(V+k;9&zUzb!K;KYmLYV@3+*Q}p@Ng-ODbSFUgnQkRtz-m1zOGx;&BpDC&1FLx-5GQC<` zehg~+f#mAY(W4pjq9R3El-LR-BYregjz^e-gV(IxAz6W4V@oHyaNz_qv*VAJ%}jks z0rXe=4T{1JTDsH;@!*ot#1}B`vY3i`U5Prz_zr%`RfH#&Mot?-FVL^U_2P{iNGP9_ zO7AumELIi}xElvK2~OxCPD90*sOb^K!+K&O&gi{b}yB1=AC>S0Rd zxX~Gs9(9arp(dY2-qY`O!T3*z?I9LJ^7D=cv3~0$Cm4K0RxLi27$$K6a`z>}IrO=O zzV3nqgGBSjD*6$IN)ByQUlI4-FUIb2)_%k$r)O$7=lq8RKtUnrP%JzN-N9i^jM<;T58(UOuY6$yOA)PQl=y zaemCCOW#MA`SWf3FCf1Eke=*WHEi7jI`hN5Q?$MS=av<5$Cp5Wr#0#n`|W9>xki<( z^>g~4%PGvh0@3ZnCvv`N6@Y}?zb}z9PC)|g^RO5jw;3w4-{l-j-m-b~h~I0XVq$t8 zK)|-|(4pvt70Z?_qK^SUYmH~a=jhmLacCh zI8^AtgV-)b=xwbx3U+hzP(B~DP|XShcXQvwwg!izg#C^d-|B>sgl1~P*f!ULvilRnX3|KIyvPXe+%qTnMq=I&5s5>73_W*8s;>R*jJat@Q+#d^s1mz zE}MqF5x0I`7-n{AQu2?8LERS`nVOhXAcf}^1^NmS;xL)<*2A6?}1>9 zSAM7!?oTh9Rrq$z>g4sZyC?75wTp>Wly{8r7{y%{F}G{iu2qxotE2?(psOKbhxaNHsTqt#>u?IG2`_mMAA1PlOHiQku&t!Itb`e&1s+P8l0 zwJxKA+wpjXm_Hc7=IhLDH+(}GN1jRHAM#$bH^ICn(Ba+W3=@fs{)dvvo_#%34rj zmKE32USawyE8;*M{6xu@%Ebi8 z{}@_1h#Kd&vOSo|Ffn|m4J2}d@$>1elm5=mhX{LMkDZ*d7o2y~=FOt3%b=Fio`^E2 z4o?g8@!3GVWDP=$mTT-YHZpn&G)y;$ot8`W$Z>cE4#kMx+1b8Ur`LXa5RZ)=ZPyUi zf!xubBeg8D<^X;E@L?GWR?btJ)ZoC^h0(yYOq(ujSCk}*G-}T3+o9&|exqh{ z-6duXI(V)KXYwY>X{x3Wn~#`)4}uC`Ht7q|dF=?55P-d#;w}s5&=YS z52e6vN26})ug!FRx$9b|jFYqeD8-n`!v_=;1uMpE-8XZ+Tl3$)Q-{BjND-dM$|?=0 zYI1+!o_?r4`~8U5Xv1E<+*iQ`qzMjZ7U_Qf{(aZ3T^htaRaYa{mDXBJDcQA)nc`0= zdf`p!&cqqJE?6Kvw50FpGiSW6RZs^Y;U=oTEi1dM11n(fT2x+MPP=|;=J5UYNa+x; zCpbi1@@3@h>@?f^NWyaTgb9S$rONarHWx)rZit_sJ~%$mQ)MPE>h;S@f8T{F$J(CS zcdm~u{)4?UziRwFuzbq!fC694y%*{?W>NE^u6}nsS+EJZLlz$Rl%2MGe%tDr zAJ@OSm#7su)yrRHjN@-pQc^q(=#?*I4|o~BZ|2*JsQimOTW)=C@BH-(CIg2KXYlP0 z?wz9sn(LesXcRRB;=JM#TeHNjk}u-_x;f04kx{<-OiAm$di~)S#00X*mnF5fdS+F= zTJ`6s^^HXi^IExZG+Iqc>wabB!t<}%stfI^jg@y89-V%`rkgpSXj=K|$gY0B^_S}Q z5G;}ML+x%IttJT5vXK|u5e^jnx828#iytj S&PQY-m@>)1Ce3O|`2PXrJk{6$ diff --git a/docs/src/notebooks/MLJTutorial/99_solution_to_exercises/notebook.md b/docs/src/notebooks/MLJTutorial/99_solution_to_exercises/notebook.md index 0c8fa68..6de4333 100644 --- a/docs/src/notebooks/MLJTutorial/99_solution_to_exercises/notebook.md +++ b/docs/src/notebooks/MLJTutorial/99_solution_to_exercises/notebook.md @@ -50,8 +50,8 @@ A = rand(2, 3) ```` 2×3 Matrix{Float64}: - 0.825126 0.927631 0.216194 - 0.969753 0.343094 0.567502 + 0.436654 0.811629 0.363581 + 0.781021 0.0747531 0.439646 ```` ````@julia @@ -77,8 +77,8 @@ Asparse = sparse(A) ```` 2×3 SparseArrays.SparseMatrixCSC{Float64, Int64} with 6 stored entries: - 0.825126 0.927631 0.216194 - 0.969753 0.343094 0.567502 + 0.436654 0.811629 0.363581 + 0.781021 0.0747531 0.439646 ```` ````@julia @@ -95,8 +95,8 @@ C = coerce(A, Multiclass) ```` 2×3 CategoricalArrays.CategoricalArray{Float64,2,UInt32}: - 0.825126 0.927631 0.216194 - 0.969753 0.343094 0.567502 + 0.436654 0.811629 0.363581 + 0.781021 0.0747531 0.439646 ```` ````@julia @@ -142,7 +142,7 @@ AbstractVector{Union{Missing, Count}} (alias for AbstractArray{Union{Missing, Sc #### Exercise 2 solution -From the question statement: +From the question statement, we have: ````@julia quality = ["good", "poor", "poor", "excellent", missing, "good", "excellent"] @@ -326,16 +326,16 @@ y4 = [n_devices(row.salary) for row in eachrow(X4)] ```` 10-element Vector{Int64}: - 4 - 3 - 3 - 1 5 - 2 - 3 + 1 4 2 2 + 2 + 0 + 4 + 3 + 1 ```` 4(a) @@ -411,10 +411,10 @@ pretty(X) │ Float64 │ Float64 │ │ Continuous │ Continuous │ ├────────────┼────────────┤ -│ 0.362136 │ 0.40804 │ -│ 0.910894 │ 0.507141 │ -│ 0.606253 │ 0.58319 │ -│ 0.952481 │ 0.424991 │ +│ 0.961707 │ 0.368005 │ +│ 0.834368 │ 0.482366 │ +│ 0.543462 │ 0.680675 │ +│ 0.41441 │ 0.273404 │ └────────────┴────────────┘ ```` @@ -589,19 +589,19 @@ PerformanceEvaluation object with these fields: measurement, uncertainty_radius_95, per_fold, per_observation, fitted_params_per_fold, report_per_fold, train_test_rows, resampling, repeats -Tag: RandomForestClassifier-367 +Tag: RandomForestClassifier-171 Extract: ┌──────────────────────┬───────────┬─────────────┐ │ measure │ operation │ measurement │ ├──────────────────────┼───────────┼─────────────┤ -│ LogLoss( │ predict │ 1.11 │ +│ LogLoss( │ predict │ 1.1 │ │ tol = 2.22045e-16) │ │ │ └──────────────────────┴───────────┴─────────────┘ -┌─────────────────────────────────────────┬─────────┐ -│ per_fold │ 1.96*SE │ -├─────────────────────────────────────────┼─────────┤ -│ [0.802, 1.39, 1.77, 0.782, 1.24, 0.675] │ 0.377 │ -└─────────────────────────────────────────┴─────────┘ +┌───────────────────────────────────────┬─────────┐ +│ per_fold │ 1.96*SE │ +├───────────────────────────────────────┼─────────┤ +│ [1.28, 1.38, 1.76, 0.778, 0.72, 0.66] │ 0.391 │ +└───────────────────────────────────────┴─────────┘ ```` @@ -660,7 +660,7 @@ err_forest = ```` ```` -1.288531123202012 +1.285130671948529 ```` #### Exercise 7 @@ -725,18 +725,18 @@ PerformanceEvaluation object with these fields: measurement, uncertainty_radius_95, per_fold, per_observation, fitted_params_per_fold, report_per_fold, train_test_rows, resampling, repeats -Tag: ProbabilisticPipeline-169 +Tag: ProbabilisticPipeline-956 Extract: ┌──────────────────────┬───────────┬─────────────┐ │ measure │ operation │ measurement │ ├──────────────────────┼───────────┼─────────────┤ -│ LogLoss( │ predict │ 0.863 │ +│ LogLoss( │ predict │ 0.92 │ │ tol = 2.22045e-16) │ │ │ └──────────────────────┴───────────┴─────────────┘ ┌──────────────────────────────────────────┬─────────┐ │ per_fold │ 1.96*SE │ ├──────────────────────────────────────────┼─────────┤ -│ [0.944, 1.0, 0.722, 0.816, 0.873, 0.821] │ 0.087 │ +│ [0.943, 1.27, 0.779, 0.792, 0.95, 0.786] │ 0.166 │ └──────────────────────────────────────────┴─────────┘ ```` @@ -828,7 +828,7 @@ PerformanceEvaluation object with these fields: measurement, uncertainty_radius_95, per_fold, per_observation, fitted_params_per_fold, report_per_fold, train_test_rows, resampling, repeats -Tag: DeterministicPipeline-714 +Tag: DeterministicPipeline-792 Extract: ┌──────────┬───────────┬─────────────┐ │ measure │ operation │ measurement │ @@ -854,7 +854,7 @@ PerformanceEvaluation object with these fields: measurement, uncertainty_radius_95, per_fold, per_observation, fitted_params_per_fold, report_per_fold, train_test_rows, resampling, repeats -Tag: DeterministicTunedModel-634 +Tag: DeterministicTunedModel-143 Extract: ┌──────────┬───────────┬─────────────┐ │ measure │ operation │ measurement │