From 1fe56f59a69ce9386545ca9f4d9878ecd9205fcc Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 4 Jan 2024 23:18:30 +0100 Subject: [PATCH 01/73] added labeling studio and labeled ~30 samples --- README.md | 9 +++++++++ assets/labeling.png | Bin 0 -> 28647 bytes 2 files changed, 9 insertions(+) create mode 100644 assets/labeling.png diff --git a/README.md b/README.md index a67ba1f..e43e086 100644 --- a/README.md +++ b/README.md @@ -22,3 +22,12 @@ DH Images: Works on push to master/feature* ![Alt text](assets/actions.png) +### Label studio + +``` +docker pull heartexlabs/label-studio:latest +docker run -it -p 8080:8080 -v `pwd`/mydata:/label-studio/data heartexlabs/label-studio:latest +``` + +![Alt text](assets/labeling.png) + diff --git a/assets/labeling.png b/assets/labeling.png new file mode 100644 index 0000000000000000000000000000000000000000..294c9a0c5cd883e790fa1c63a95b567e3840d9fa GIT binary patch literal 28647 zcmaI71z1#Vw=leC7?6-q8i|nxmF^srR4GA9y1P4v5EP^YL>fd1DM@KiP`bONySu-Q z`aTcuIp_bmu3JSUjm$V$}vQnUkNPO+SUkz(8Bjc+6x4?PX+lV2rd5>K$hsC5dou1&wePi^+ClG;ZWBtXvQOT#w5z58+P{d;MkP51P0=K!rF zaQ<`p!_}1Y%TiN}05?w{g5*^n%ORLS{mLsFpo#oaFEUnU4_ch<(v+rDa0BpR0fWnv-|^p(=x zvX?y1UJ;&Xn@uenp2>1rNk=uck$nGL!5E_Pg-<@dBjLa&W7a1&(egMI*Fr6uTHQ5Q zzmv`8Yf*+cBOBoirHqC$SK}yN9Whq)0bV*mq>zx9Q8?N5E+3o87C%bAdOcPcau|I^ zLB?5m4oG>&f;0c{rYgDyW9Q<}N4dD$)Oy;|o9e2 z=hQLQAm^&ocU=%v>BO&RqTm?_OLe&18^8BBg-Y5gnvKYgEb3bf=G~I?;m;dwFzj*_ zZWDd%ZNls|N-IP;pyPM*-~Cbcs&PCE;>o5%K$YK$JJ`6$G#ljbP2=Tl=kKXuY&M#6 zzcgXrf8h;`7qX<$-nB+7)^Le3s&Er!N*5cTt=T!~IluSg4H|w>0Jqk?pZp$|_~T)kh=9yd$qoLf(VSp2g0SoTXF;Vn63yk4kX^jV?s_o zYMBul-yuE)*hPRe`cB|aR3?v?slZN3klMh&t&jISu%c;->hWJWAYjdbhxYS~EfHVE zw@5foZC>7GDBE;p~{fztk-q?s>)>7m2##}Hx#yqj~p~bI(k%|Mg&t2 zO)W|hT8t{x@;?$5Jz4aO^@3Q^c$YL1=>>gp7-m|7I^WDey}w4Q62xuLMCfYjB&?F3 zFJ@EN>ROZy<<>dSInkM->~;M8;SWJF+YITp2aj&DJpy-(ny|9;t{#z_x+^63oDJmc ztZ)1!44Bje=o^gn=+sD6UavQ-Ogq#Dml_BU-$;DLX-l+$u4>DdjNIMU^dzcD{C z>`{D4En<3z3#n~y)wOo&lr|#;w$5`<3lvE zG=k&Bt&%n3My*Tn%~ku8Kkr9zx2PCW*>kBQk|nhzC*|@Pbm(2)o-%0=+zF4T3Hn@4>+yt)RqA9$ zZAOpjUXS%~>V)o90a-ceUB=bi%SvFx_OnRxf#n(a9JQl0BWu?xq$`BsD2R!S2 zqZBva=zaUecJ$`>&H5Y8H*ypo!a{LW8I&@WO$y{f{?px3IBinD#>-uGZ*m#854WFqC3b0Zs4oAq2Wf<-A7S+6d+Ok? z+Pl`KHhhD&pQq^?I0JBu8ij~@8Z|)A@U&8vG~*&ezi%LeK{ln(QQcC7$ATi~^?-%3A(1sb@0j_Z{-BMu zL9(t$muKCv7gq4gSc%FX<{^?H+E0|)*xzy9&v~$^7MWL_E3RUZ*Qs7pTvjMoq;0BY zF=3Q$(@@G(lwDR~@}wC1OGjy5NsX~o$!<|w(U|FwdH876Sjbx2I;&tR4keC$P$-U7 z14ctl(33z_oVsOcCqqFZJ{3U`M|}YafeweyPVVgA?ZsPP5z=&q9?h(6B(7Ia9B)Xk zN2W`4-cc9bi3zE}n))<8AAhfdyWgqIB5Cyr?+xCxG5W7BHf|oWZ(vQ_nGp4Gb#E3r zaC7v~aL;g8ah=@j-45Q?m~om+_(d@%Ja+p2@CFrbif4+yh|jUWiShBq!8(}{=VLze z(<~fO2hrpyl{#micRrsli7pR-Vn7>VRG*FrL5TedtIxC)bf)*fJ(Y-Xh`7Hb-7Oe~ zYeJuSmjnw3iv`0PqX$O@eFSd@-Y>*OQzB5p+b(SBuJ(xUt`N1S#F1=1du&(U%t6=z zxv+zy5{#RgMgLJ_y7Z~Ey5TvAWBU?&&d>3XqTsjU1Csux)_b3qPT6_bE7B2%u zUx*yYtThjl7B0?^*hS4cH`RpV2I~;{@P6YFOYVN370GwEka=6{nQd?D#{)Z>pB>~b zOe1XSiJGwwAIm%)iR|SSF+7XkPQo8&AdoL-?=jY&Zp4bZ$zUWeAfj%-VY8E_{LuW_ z%0|C@wW&5;0c&W2O5|YM;?~ek3KkSK2X*41==9_1KF7Mfm}M08LMpjo*Zo8GVhj|ZW^me&U%|bGTA7DN>F%l3- z60NZd9C=g0N!e-GH7yDnhPMy=wb}&<4&ZIk|Ble*@-mOfj zW0BPvEowIy$(V1Pe>=~s0?QpPeP&_Q(;D{NKxH7;IFCjB+_+jRvrE+cE_bh$8A621#p{hKn)}voXTpgAd!e2DLu(rY;(@-+g zQZEZF&(j@?T7Ny(bw0EIWB{ju;*+4rX7rln6k%0Pc5Crx^RGP{Mgyj$)s-Gy0m6A6 z{)dC>4&z^)L>+vVA+`wbUn2$Cb(4G~c3-w5hSI!(@^Dni^~jmB#mqAX_6CE^$5!92 zj)sMajH+$E@R{SyoN}h*6jbrnJUlAGkH*K6^AuKhEGiHi?RH?ERhF8a`&pIQlvF#& zRhB*fv@veil{TAZ&` z*&IA6Q?z2phiURVaUZRWSd3f5=1XbWR7Kj(4t8Mhj@e*XJ56-fp6|$gOS-6X*toS3 zGd@(Ub5Oq|Hc#d3vu1N>Dtf_oq_>-1F6AP4MA1dHD16ah@e5;JW<;qk^SKs_R#WAp zsuwAtK7+@aC)IVCNAh{1_q2y=`OZ{->2%c0x(n*GYI}Q?&Xs;!O|luE{RoTZlWiL;$xJ06dIKMV@cwsO*Gg!8%7r2xMg? z&cL_g_#Mq`MsZi1;hB$!yd>88a0#b{GnNgi7pV$PD57PTP_}9JQr2^!T<}5>Y@{Y* zEGr8zgU{#y3_=E=f=>|eBLcbe&$A?i@y{&;fC4~}836k`Mh^VG`iTHPS9AV+qr43S zZh(K?20yN;(Ep4^0a8)^^9*?m!T>R)M=~f5X-2niI z=&n8xnP;?H;QE7R%4&{kvQGsJY^+%H3~ls{SX`}auhs#CTm`^KDd0^sx2YgTIb?;(yB!qjTA3h+lZ_C|0X7B&_(Y7tC094=&UXe{tdT=MU9@GoI% zQ%6Tz0ajKQ7Z(;6P8J(`6IOP9etuRq4pt712jGYY4sOo|>+0#-I5`SaQ(tZL&(9w`ja<$C-O1YFFIgagtXB|Lb{00)f7S-43SGSw zP%v{fvQ!s0vjTYr?jgd-$tLuB{QrXdyW_Q)YX8pU<>9+N^BUxT&V24*WdF#<3f$6B z_9oqQemccKvM73J4B@rTX7--3J=!4zWsM`j|Jv0Y;9pcu)`#O0O2Z&1m8|9k>} zGlHM1Z}7uVK?k(^gWoS@#Kn|dA!|t((G(KegoK(in9P`2FoGT!q2g<-qH+p}*+9mbz|_>NSLl+Ug24jW`Yunnv*ny* z4?PM@+$UFu&IkCTCe6=3D;3yGy!fgSi9I_zn=xU12MU7&5Of3pJ-@qE;B$VD#q{Fr z_?#)?+12Y@n(nvYt^Ep&hXi0JPXI`2T{ROn6i-b)m79l$i2byV65Zqq1_yk-@esh$ z4Wm}@uOjqDGJpx9k*6}~up#zmHk=I`h6iLonAINwP~ltPSPcBgznjnBMgWYl3>Dze z8hq0c)cRY+mo+Ff^nZ{`y$MAJj1*{b(Gj{FFg2JEsrg6Wt1ThuPa^?nJptq`ITY_b zm#-R1YQHIjz9S;wFG}CR9WiNWATYSXZOBvPW2g+zUkEh_3GSw50U`7tr1hhW_Fo7k z1{~N!4>rX^B9>v@Ky+C2&AWeCGyy^!O~h}4Xt-YyxQfyIg>-lipjZ9FAp{WwhP=-_ z?hmp`48TT+GAg0{p#Tm?0(ijmZ7AN-9mpWChs}-pmn(z#2tcjNj}sk{S_kg77t8zU zFGL?Cx*8o1S)YpD2t^P`L1ehz0#F1^Rg&bR)Y~vN$Y*h01&rS~n391g zWbE^;zeG5p>q3>2YE$Wd)71?Jm&0DMjK}m1zV(V5;DDHyY7pj-4g6(fe=NA7*Xg@= zVyP=vE4t$UwJSj6=SYQx9k7(#q z?I-xHC+6ayo=7IiD8bnbK{f~GHe~%lyWbz&MEE391))oVp{xy*FOIgguf()<94$>y z9G96`Tk=e7qH|g_)d>8&cVgQ;Pn^fP{hRr^eBfp`r9>5J%-|`+Y$)W3|PBCFrZB-`rzk0=XCUU6L9U6AW64 z4?Nc8_;kN@5b-pdgEsKD_P2s6oMkzrz>eOZjF>-!FbbfEE>S)LNE~q$L_neWPJ=qY zMt&~-;I4ucH0BT*04OvKh4K86HWb(dS7BoWx1o!YLQ&vQC<3(zuAl_I;9ggYNAjrXEO?dSuCPH~en=Q*mj45Vs?xg)J z+4MfFT3`=%doyAbtA(ac*cynSyD|?t^S4T`pSOi^%(@h`xW(5B7qu)HhoFSZP9@F^ zSS_ZQ{@kp|$<#D%A8Bnruj_LU795ZUxe;D5_x8zKOY5q2p5h-wFKCC(`P_!8CXGan zzTwhKoGZ$i^&O~IFbhlNtmZO5j-hRSqC@wu*MBrj; z^WBCKt4AFF`CeZ~MuPR|1M^SGbu)woY#_rHqXf=Rr!ILM7CUA0U8cNT(k~qK=38SH z%;Y`dtLD&spMrvpQ?s|h2?4ey4{L`KZNFnwtlQ#J?xo)NK{b3r!M9O9+dlZhW}Omy z&-L>BFaZ^d==}@p3cCEJ!`egP;>(Lu+!8qg9A7c~tTVa#Lrsr3^%{G(p$X)RJMA3B zhkVWLk$sX~78|5@wh@c!P zk)6l|)w+}C=4e_y1+^#UyQKwQ4`kfB#csq&gb>jU`3o)60=XKct?enIqR)jf#8b}Z z7?cjnkqBu30;laguC#_ChDQ%;HoX?sZG5WY_#KRovI>TJ7p#jrcx2)}#|FeR2ez?P z-S638)hzE8T2T!Dtk0dTgpIE3jg4sL)5`1kvjl-P~l?#&R_@l_mFba{0yHB@1yMFFWNFRAR~&pi&SrnFvu zR=R=SA6Wkd6W}Pk+0el|Wx2OahGqtp6FHvSa@Hv*B@)-@n7TOlYFANrv0u;u>d4@b zz@El?`e4Hk*;~nn)lK9+XWKRObd)emFq$z2w2{D&`}HfvP{)ho#e_#V{DxjA>m$V} z=avrric&v#(#LG-YAOy!Ejs37btuQ0E~jyQq-U(lrvn%2F3)YuDSonH0VYXK@A!9` zX=V@BYYrz1*K-F&@IdFWgMKp|fbUXH33X?t?FSHRyXsj!TyD48I|H?<*6pM(WkYKH zv?2hRlV8~?bT*BflA5>fVI)BC3h0L5gg>TJI1a7-&pMvusLY+ZfB+4(9rnA>Rz$2l@-;8pG@A19T|F6h;RCwJa` zeJWkxKJ3d{BudY+5|Dn5Cm&;01IWJWTmP9bb+({Pc|cQPaC?=MAwO#6lV}d)mG^dt z&c_{ex04~2Vd@_<@#bj}Q;-pYyQelcht;ola0A_Sx(B?A0`RF{=L2&h5F#d(@0X2}7 zH)i!!i#g>Bxz-qI@ls#Ph2yO^jV}>2=>6)z7w60D!fz?LOM5+^*=Y!X+^S_|ZS~nV z8_Ou?45G&}3srrx00{*}D8v1oorBFM(#@EIN%jkkAt{4NRNhC^GDK0gfHn8Pm<7F6U}IkbxPtyR(xyvO$dV2xP#5AV*Xv^^EP8l%IwF(A!1lS zujicIs$*Ri8UmWez0IUd#Hlzv_T8xu1Ei;0sz`J}x?%NUGN3D~LM^N7x%7z2UXfQ{)n9}jEmpt`(z8Yt;^z7#p?e(Gs9vO;> z*ZX17t+QYdu-^N@>dk(k#dkRFK-1BD`gHH9Slt~ms{KU^>#G3GaF{2PdyjsQQjIf( zmX$pcktUOya=vDw_^#fNLXCEr-xrCV3Sl&TNPr3VcMr|@3^{6+5_x-*k}P7)Z!kK$ zYwGgiaCq$}Rc`LO(dPW)tAPgc2|l2!wB;kYm@+aRE0w4SDTlb|Qb);~HTA ztx87fo5C{c-V+VGL)8o170#K1{tC>vBVG$HIbeXvvU21S*(z{f*f0Ir(P!lV2z~;-?*|%Xt!Ni^$0ZD&&47a zG4M0&R?baDO<94X%|!abvu+u{b!=?%-N%9UO0D~A46>cvh4Zm#Q<%g!!h79waih_P zTAyU-MZ;~Wvxy<~mAP{Bk*e>UERq_FH*&R}^FM^sBhgaR$dKBTKC3MZq(WS}W|9rK zpajIY?wPVp7)HrHb2Hn{@)HR@|HgKfwzd1B$WVqkzdwT|nh7Wuim5a9`-pk4N|OBK z-j+YrSv}p8uyZ0nj(s@1%`rSln)2AJ$>zunDm|*$PmZme>cDvEt)!fB@h~le81f5D zBv^c|?(#k;&UUZFI`4d3-kY)_heXOFxdCiqK&3#N!p!(mM&A9IIb!?9GZ&USGNMZ; zeZqZ;83Jz8J>lMt%=rmP80#!~r(ebIO_$(ryf+ce=E!^mY>j<@C@(xX>De7yO9|q6 z2h#rV#W1+vsyF_##WajK*@w( zU~lwmyi;dU)8=zvOV*mJVd}wA6gSnyR*+K9dAR2kOuEk3+k-32{4LF97qR`^vb5Ow z(xRRVnOuz4+y`O^;`rE7xol9rxmqQ}|B-Kw^l_sV4ulK9CIWJ)E{7k5h}t>{;G!ZG zP`X<>79lstBgo(dn15)&f4segSJQK^pJ1`9jLdC>U8zW$5nb@iRK08{>j#1 z%|*a@cMkBY?orZHMy(6xp-&iAd%G}Xck<+?&G{v+L5BWV_X)yY&NN zRxvLu%(fex(4+E*msh0VL_na7h9P!63acKU|BHUCi2g+DFH8HwvOseYip!Apl3`x@RPT`AK{kAN=;@e=0gr+w`TnOoWNUd+!ACtRk43B9_Z$b_WF&&?-(wCP;z zC{Ki-1Dmc*g3ru$`@5JQiw1bt-31Ky(GKGu>w+5S<=AS5I9l{LULH)TK?hD)wwrK# z21QseXTt zY`FYHY$kLdJyz6bTN#YRn<}zT=j8H~(AU`(JChQE!8E`YaT|+931dvS&n;`V-9^z$ zez&uep*oQt_QyN(EyY`gQ(lL%KOX2qX}`5yM!JE=94g}!%^=bIXFd4f+5N`V**#)0 zD@{5D4CRcXK2J9!P;^~7Wq;CJJzNSBg22g}O5ZVeoiS8zCTa(C-Y-gIJ#t!h1b4PQ zHpTWEOq0o>a&PZbdypnOss@F5Lf-@2pqs>XxkO>HLEw6|20;;~P+EuNYP?Q`xd%{@ z)!gEpq9s?IgAMNl`q`bedKBEJ^L8_@8JzDcg?v5ZpgQRe%9sgy_*#iLlRB?z>v@HK z4DrE;Ns4k@ZM<+vN0absmc>c~up5@WGU8jq}bkpj*CkGVqzQEZU zmm#E+Z}trv*$_4Zo&^xtB6$-(^~U6I_IsekW7QQmr1nv%=J2=$-XRx+E5Y3gnrI7X;m zY(aN2TI!0a4E<&oGhddv-PNRtEOkid;#hYUjLBpL0_L+VQzGvPT1-gXg1}2wRrzBz z?O(Tv@SAU^6pScTYxf_?pd}(w7r+FT02aVuV`q?60y$CZ!Wz}_4b@2Mlzwrl!h&a z0+Wozx+k>0=s+d{JV>Mn~>S(7dV^>;nMUeJ~-|2}NWX4II5C=31Wp$w{$U zz1ykWF9$^|iLI~X6v%zrXPq;W8h!4A3kV-FsO$;8{~C)ps)C1BQ+YxVSZ>9Btd?0D zZr^kY=e*`i3bRBX~E7qdEJLLnt7N#7pNSUll8_JA{7u53$&ZZIi8kk%w7#fg}qyQgo29k7l=}o9Vl#=W?#B1i;m8VeZ{xW=z@7Iu>T2`DdwgN_K8b)*uB{7+w~b zGX{x7o{UdnA!enQtTjSjp5to$=m}6G5x@ZA4R<<}jXIfd1@w-#!+jDPvDQ~UN$fW% z=Q*HjrGBpSvho+1YoG}7l9zO&T2I@(DZ3RQb|);GB43WxYxzk7qb6@6NHaDe!1b!q z_wJ_aP78z7g`8g+c19fJA*^8^E1K^~9X2>&f`^Nzj3rLWaeY>~Fz7PLZU=sUEff=Ll##uI-a&^1x)mUZg6c9$+#B531Uq;iWeW%l zMP|@)z`Yz=vcKIUe{b0NVI;^pzuD0J<2R0{o2^5@kd;4So|sy-s~vOr2Pks%0napU zNKR0g;M$i*XAqwr31TMqrc{BJ047USMt~8Yo$u(EKSO)|6W3m9otH_@qfE>AKG=ve z+X>P5Tcb`xT2Zd~8z*|U313<)BCAA6Aqa_D?`kPo-FBu_k<9zB&_=4))K}R=% z3iP~9s@}ZSOl5H9z+ckcWT&!3512mqm?(90JfF1s^==M%o?^tYfwq8)juVE}rB)I* zQI+e3qK1#CG*-^RiQP_TEQ{6(!#p{Z-FHv`Cu6{T#3j>xI@yAiGe?z$cQ)O{C0EnJ zU)}hC@$oG^d7W_c4VAV=oznuoiAY4K(f?|`Mp;{yA2xQ%gVqS?Wu$7XV`p+u1ex1s=eMPq34h{yS=XZhZ1aq0lCrDErxvP%IhwT7q!pH5`PlEJlo=3W1L&iqR-~teRX}7>aB+cHRB&=EHujw zc7D2(woy2&1q2mlgxLwKzNsH>d96&j@m)ZU%{el^a6v@U=;Ryb-GyeFa4u)bNwxLN zOGYPa3Z6!*-uFv4K27;to`()3->C{~_lXwxI;y+tM_dhmUP}nParzY*Y$9AqD!6L1 zMjKKHl~{>m>6cv19~(Ybr5Bn-gJ~3{6emkCKhYnE3vxL>a*46&8gI6AYpxnMVrqKP zC78C_RCh0{W}4o3Qn77>;n<}FmnbV`W&LIjH2j#JnzU^@w>Q*7y#E&&XdZ* zg~dMtkHRH-O3x3WBzrfGQrm1gbEKbK)rh!4K;9LfBn&=GeGJowq&_CZTrDymQ8Yf= z;GSM@UnO-Y<8Zj#ENM51s^MSSVR&KF`@6b>C@`GILPq8CX8Ln)q1;tk}h$Kg@%7!@zqw0^6!oL)Mhl3LN_z6F(3Wx=P>2 zh}1~1IB0J8wa@f-aggLHaEKiO^N&(1t^n3kefECBKC0tS^uwoq{ z3tl8gG|RDm*ZA<>tAJGZ1;@67RWBT{i0X)Jp!tmjvflAZdsvF*z>$tLV7|_o6tDm) zBWL)3(}hSC2WQfKr@aT(_3*$08s;=L$6p9J2${E~B?cjUAS9TR2K5g_w-sc5#+!(n zAht5M|5HkhYWFkzEdo$*1Ym?yh$aCmm%c?;MOY%4oxfF90}z@*^>k%z$@422f$hxzzfXr)0SI*c+wpMGGA3(928T=YXDl$t6~GKhR5Z*L`v!-2%WrO$>jGzy`W4sjGp4 zC!tvL;_>Q#wg>qKKK7A;iBL&N$u|N2dsZQuuBBz}WZp-o|48zWZ+Hqoki?L`8v1*C zZ0hdH&DztM(0VnL?o{o}>}wN3>F}x`&sWt^x`$nmfqxC`3JI=Ppe3L=@yNdXOV@Aq z{Hgr@M=k)2OdQSwd3!Eu0g&~ta)D;@2X9af3$Fq|)r2uN!axT?c8z)6v{yEJ3Y2K% z(U&Ha{jSdc-2${%5W{Bc%$|SN0id#U-5OQSRR>nd{eZ45a~$V74+5^cVlIfGZ9GHbGEP*>IqYULzmy z{RwuSm_AkQQ}`DF2s#OV732phW5ItZN4!`nw}1dy>6n#2L#nYOU*2C2cO__39^YZ? zEbutYbt;j%e+`!oIOsX@RNB7am6KA)-Mh{$Suj=@LK_8;#&zf=l>cCgNF{|0-$*4r ze|mj191p)93y<}`5F!&tdV!K2xh`n{wB>4)YY5<(;`zGX`XU6h;Da~G>wqj?Usr4- z3^;&fxk&X1T&MpPq8fjzxf%Tw*b@1z$Ny0Y2y6@5kCe-JeSINY(7eep!mhtE1t2_7 z3k1V;xkAwSpoMo7v`p`^{ZB-|{MY`5j>e6D1q=8RKwwA$9F}W309UYq7Ggvk0J>C2 zcNea_zwYlhf=IBb2I*YYK?Y3TxK0Td@=ES^?r`R*6}(AP_1ToAF;L(1M=k2de3-mloIA)gOhhaCGDX8)VSr5&LVp8mQNoNt>$=(izV7(1 zh5+gR54{nDgui+71sB*vxsEs)0$@d8FB!)F7c->*NPXn5>#uy#@Q!={0Jyv~NR-6| z0Dj7=hP?Hp8}A8z3_i`~p(d{5Yp!EW-@HFPKu|6(E0p*F)}@E#PCq=0{s{2MtQ z%Bx_A!$UFUo3Fn3_{`^JWPCNr@E93M+VJYyt#{1I-|((-$*BG8AV+v{w%Zl>Fin?? zjO->Dey^G4TmoXcpzfmR!6lPY#@wk~h2V84qMm>R^6SBW!ohDvAG?bLOa;5*1+Rw` zWFZS;=aK;p`Srg{^q4_c3RqcLxycS3`wWlYz0RmL^!mA$s89}w-gO6nMATy7p>(%* z5vzVSMtl5kR7`D!jcQ1_>h*q?$ggzEZ^i_;H7Brn z+l+0(RpMVD`2e`Lmq5xarOZ($E>&oSLHT#`tAtfV zBCEro!*Jc91TCyz#kSZppM0$Q4S$lFw0}2p2))KKLiDqPF`KdgAwgPThY|W7qx}05 zysu;X7xzrXMK0|xzg<)5B6);0BKU@_jFvqU;FlJLHbIgOv}mi<9qK@JGvbWDABvI+ zJpKnC-*^T%Zn%!m`2gl`Y;FO^MFuVCe2~ApYXzEy<>u3JvV^eoB?tAmRouTH=iF(1Qa&w zUp}hn%X^pU^V*vk%K4DF6OSrZOU)3^0f+)lU%yu^cv5x+QzIE0h8X`k4EQb#EKJ`>m}eh? zA{xkGPzDdxTR;n+BIZA13}X-p;29S}jRPOK7Ys=MeEsJNbaj$~=fLb)f%iAy6FIK| z>86n0e?$bgxPtg4U!u8RM%BGTN6zIk{_B2@Rebzvf z1D+=p;%?FXqYH?47<1ZyDZOrott2_3Xovt3@dp3XzhIRsa0Dvj|3wWRpzfjnyjB~A zh=C~m8v{*^pcTZxQ`ox=>_@=ISqZa$kd5HJg2dlI;Jze58Wzw);iL@Lv@G{_a}A&i z`#(AN|GO7RTDr>Rm#fQB45{M3QPeOFv4M)zM1r2@6-4^z9W`*kEWek-&G^Yl7w_Beq z6YF^PcplHkPOs-{@@F}=UA-OU(}6ao`2ter+Kv9MAd;W zFLW!p$e=0A80?tC8dCqup1CUy11yMT?I{gHz+I6+E|Fxi{eE$~zHzeKf^AK|ADMgI z`N50wDy2+0W6-l;4yhj{)YB(e>QjOpYvoWpkvhJfemwWk{k zfp@IYhhErE$Ea$vTjUl>y0-E!CiZ!Pg}&)ZB3d=;+GFG0K6%kNE$5LR(gc4!v#$^y zs6^f9_0dd9J6pLLbCl-Kf%`?x)W&;DJ$L;HRW*C6PgZg=w5pt^%gSGxHXP_&p2YI+ zwsXz~mn~Z<%2{avjAr#2)%Z0G19; z_m&O9_-0-e(SE>w0YeDoGiH{t03s(#G{wXEA%x#5!7d}&&B>aOvcf-I!FbKoS0elb zp+hy@QRRFBMY!yP)vvgGt*Up`-%J~bAb8=-t=V~4NZq;agM(8VAjRjRLS5Gvbp}%O z_evIV_sWiZr(7RtX(cIMSvA}OsvGj4j15<43(;~Xgvat0u$}cGakLV^`*b+vGnF-T zxtQWp#tvBIR~QQk{pX&>aizluGsON=JfLN=Jr@I*7y#?2R%Kv8WBAUSt7Qt`KaIwR z!jth|{Pjj|@NRk-B29tq$}?&eGXl}y=KXO+*or#^EYcIeIrlJtiV$J2!*v1dBIMNZ z+{<(hIA~nlNri*>{r*}o9L2t*qh6@cI zgrq$R8g*d(I&S~&<+CDhur_!g>_YtUun6q2wT_Yh?eMY?V3+)fHP{=wY1P8N@V+6p z=3vx#`v)_!Y&wZ0p_ER7AeNPARH@YtM#9TbL>uCt-G33Y6jXS)ekCB8MVGm!4iw6~iNe`|I$ z;JTC+bk%N67ED@)^WX`imgn{l<33s5&=$O)p4~?E zz(qS4CMZG2s-S|3+;|pRIiT_)Zz(Vxdkj30c&Icy!T$0%L))*3(xd&LJZJ6KH~)^4 z)dDKYjJ=O5>xb*vnaLb?tjp8tTFyY(7@sU>;(qno?cfcSB;nfhU9|%pVooSb`Zm~p zJZotnD5I`Q-^#=c^y7Pvnq|gev6RpDxxxZ zy!E9^PDx!N=o+y=oRZazlbPp=1-f5+deFgTO4_05CtY&zf z9!yh6-6^vJ|E;0e&gW>Q)X7><@8vhYDgT1NGqB-uX_IHRDV)__N?;``-LmyrT?GBa zsA+oWcUjOQ)Qz~W<~8i+m5sKJgFWHSS{ovE4N;Xkp)6T0)aLUu)E|sWDd!0Y0k8w4 z>{eA)cGD&37(%VfqDr!xG%NO!z@GjkHB`5I!((5~+>AeGl0ob1YM-^;4v`lVyw? zdM1$7rq|=JpKE5L`}B?wwvOeS_wfbor)Y#vS(*E zq#A04jx<;3uuW3G4cwse{KCJK>fc`PixTpxjraxj6ZI0kJA{Dwcn$Y-CfQ`O=CG{6Z*-*2$LEg!FB}Db@LvMtzvf^@KZl$2&#`<6%-!YGF$m?hEGW6R zc$(1GH5N|V?UmEBmLQ4c8GGjkN;Fx~UbsV>q8xZUZczHxUE5-0wo$Qoz#A8%qLIxg zG7Xl$O4#x96_kNjrN#~_5xF)!9z7ycH8~&yxM4`mkDUUm_b*j)(G`FK8%#DG&^xVz zezh`Nn$~QVvrEXpeSc-1N?$UR%t$N9Gc6ckeAtKyo^X7NU|jaOVR3v)Qc2!Jv$>zb zL#hJJE!%1U1u_Mr1zYSqb40sRk~%&hdU2Glh|*?5lD)VWDMeWrPB;1`6ccIM@WKwT zYe1T3F*k&AKFBdq$)G$kdZ+$#ontlcYjP-dcc5uH?|p*%)nGq?GXV{m0-05Hj^Z-x zWmv4M!XWunjbuLJHcMwTHX}=4#2D528~YtpM2Tg#Q=!tA&zw`CGGia^_bcTq`em6l ziVbZX2A`&5bZobOz6&_k*pa3h#~Ho*aM(w6H#qD}TuRWB$0D!vU5EB`*&y$9CEo^PcrYXaHLB!IqHcO_>{}f`=Pl%icqT4n+@e<8Kp!=Zk6lqrJAPb_`Ee@wX($dqa_y*`;JX?%t?`AA$ z$@iu1xS0*2h#qZ)KMnP`9M)w)2G(1BGEE>W5W|`IVD)WI4%?jZvv7Xjn;1OLNA1J>V<=qOD1K@D!s%%UfWGj8Q6MEC2qZ#14;={)dDi2FMjHNDgcXL6 z;adBBa`%mf?XUotw}EeUsak$?ck!x4oqJ1k`^D24UYi)mK07Rlel7R*6I>0o;UuF! zwbfUr(~~$A1D}4_F~-}?h$!A9+3if0F4hJ-+_O!Xa4D#4u(nQbjtlysl_iNHIBQNg zzqfWsd@EuJOiRQqXA$3qV%`RigC15B8|6z9lVA&kB+EmYyhJPoIG@$eyHh`8?9lC7 z)LkZ=@=l``xJbB6Bly7sO@mUf?-QfXp)v-5vP!<jjE=dgqleNmdJf#VV?*w#`~&fV)<6za_h0hy6x3c1Q(4H ztW=h_KAg`>0)FK$CHE~F>CElh>=%a?OWpu5Gs%z@%*IEqm5jxp?P!ofUR8#n+TES@ zk|ZX9yt=JN@%vI4{}{eW14xF_>I2ND7lOBu268k=2*A9<0q7dbT7)DLJ?sCr@cDirM zk1qcI`Z~|BCbqC^PY^Vy2#AV+2#WM7O~C^M=^(v#M0)Qi5E8&+p$JM71VNGBq!W;) zD7{HSZ_)%pReA~Ej>q%*U9X<^hrdR1&Fq=k^E~Tb>(Qs0J1~w0YG_v09F>ks8`ur@ z%95MmB8Q41ODuFgd~(~~n%b+r)+CgB7UtF|_VvtF?Yyws!bzUyzjSr_Y)|XIbpEIJ z4bmbi3)r{Tq^V1AsAldVqmO~6OpB``*q2fyk@T^#Qm7;{q4J^PLEA8k-f}=gn1#d(EqqeLTHX2I*-I2*%wQS zZslUT>@bP%Pn%)>u3Rh$ukdL4xPeETJH?jWo$grP zt$QHZ_mPkwH>$1E^!D}#`q+r7z^o)D_6ep`c^{19RTcd|c&3b9At*YP+s z8YZtjxm-6QN{Vj&r(^FvL+oW8_S>xM$uQpx%}!!-PH2=Coqv;*w_V$`)0J{>Hi0#A zZ$2}H{s|~#pWQ@ASAKX%$$#&i&pY78kfRX$$Pyzc^&%pUJ7Ja){`q!XyVskZV`S3T zKE{YNyE>VH_)|oV=3=na(**9q2X!OpX}_6rjJlLejuT5o<)k8Gda zUFpkzF%SAl&ylzS$Jy%N>AFONfSsFU4OC4_c z9Kmtc`3~7XnpV_(#MoCDNAqD_K|v=0%?A72*TxJD?K0FKR2(Jdom#>#N(?1=v~p(D z*4Fm0+JUs!idm`YO{WKRHXK8rh?N>q<|HSo81m4wcSp6szt1SPASdCKW`49HkO(t6 zS818R+>zbW-tRK4C8Tz2@ag-(*SdVoZ>_)!BgSj_bA!Q>4uK$Ynvap`8LjA!IT#!r zE_t2rMhPi)K!2sqRodk5`LUX6Ix!C`%@55Jkh3nnKVDRHMZK{8+or*QeABH}mvHmpPTmg#t`oRpY6M_y7 z3|Y@7zS+gQpifQ=JlIV*t7q`aiq7XJA9+TUlr*T`(w7+s0+o-b*8$7GbAj8zC$#Cm1m8Y5QI;jOXpP}C^yka>sez;QWV#;z`U_!zJD0*|7n4X~QOUL+WB-S| z2W9*?U3v{IG#g3;=sJd)Ap8GQud{jzR;|AAF%3hEm<)w+o*;}AVJ#o?^C-ApLpE?m zslus#Kt{JJWzLV zzMs)tN1^~wiUq1Um(Xj{Uq2~G{K=01Cg$_erdgW#PzI~wU{3hAVr9q z#r(377_tyo`X02daRwg#ALnu&rnu$z+p_%M7jJ^bX5pm%i!Nd9l>~hjnaHpccf_!lv#oe@I-4C zNyZyK;S%OvQ}@Yfc<#8r1Y~ZpggWF(7rPNH9taubaJ$k2qO6%FA0Y^SJDVtNwiEmP zI76ER+3`!eoqiyI+YVZG3!oq0sq)6#L<0G@x@YTR-#gOvq;-kHuhC?Co3?jcE{c8( zxLVr~ATsuxAGLeq!_Vc~s zPFIQV!=wt@cGN)d+VI8Upc5Ji74^fqZ6p%_un7TCGVDNejc<@IC#VKw+Mfe;j8|`Q zz7`076rP|F{v`Sq_ncUPcU%tRIh|jnga_Xm5q)!HnZzd1PYKpZRi_K|I<96QdK_x) zT^DcaW2h^C;4-@2TzO{1Cf^>;6 z&~+3IRoZCl_LewjU)yFpH$UV-EkBVqpLooGeUTq$KRC?~6c-E!j_)`X^4;Bug-*UQ5duJb1j$6w}Gj14(e&1Xckf+q|)3;dhTr4m(N2JS?P0D;=T z%X48vg%8uXX`y70e0jjo9&v5Vz)KcD15W8{ z%TKp%iH1n+R#()`O}6Fb)fqIb50;OW-amOAWXkjEc|FB!HgNjaK-@4q;r0W%*0YX9 zNU$EqN%YdrsmQ0EBdhO{I&@;_ajLCR(Z$rK6C@#NiR`pBYU z$jDk1r#Uf7EP2&y0}^rm?yf1>tXJf#*pST+*@rp_Hc`X zmI)(w-G3oFvmMZ$&OL$zAHW4j|9TUvB$I^C+bc z2ai%xZ2mfaZR4+&1LaQ~X!QryaGl8d=Ay2IiT*C0-g~19$yc&=>JASIHJi{*VB0%& z*thiH@E}v|7*f5NID#duN6%JV&%6031-;egI0{w0Na*!#CyMbt*sR{B707*NJDfeW z^HQCRJ$Sv|2CLTj7aN^}Ql2;p44d8<+@ELlNV>MVHSW6+Y4@_8XXd*%GdimhhD zIkT1;s2B*GP15cvQddB380M8XqaZ8{mRiS(vx_0c61~g3p)D-cm)y_$YCf z%JpZ)Z6pZE!)qs#hxY0eSAfvj;jgH7D8^@K{g&A%*&ru-K-fzB@k?O z#4?_Qi`Hy@Qpi!zW`qfn?KVaD<@8L|qRwWfuh7^6K9kq86;(?!*%;EAZHx2Hl2xEG zkqBU8k2(u`d$<(c(Uzj-+)g=CG`4P%72rxZk;c$2?W@KpXyEuInC`6%(&IX(a*n6w zAgT54s88Bq4;NN?-XtV8Plm-PAISZEfg~b61fw&M5|#aZ1PhrU<}iyoRNqCG1F0 z#4dy_>lapcUecy|`5E65u=a+@HTg#8OB7+JJARy&s`l=;3I)6dQ)^=S@XBkdN2;q^MaT;;`lsCNMx|ZwV=_5QlFQa^tE+&_wLDGCc zIo0gmOl*-tw)2F^@EIEI1z*w42`*=V_JGf<}i4)Ea z#5q!Qa4>3jp8ZD4CqVWuW_0MJ8A_d=VH4Km61Gn2M&_K_cvMYZeP$%b!btUG-T=HBcc z0Y4PeG`>N|y+Bf*`B9M6D5d`G)yU_L!Jpo(d?KzwyV3XM3;ynfsI4f>=4e`2YwjAV zyEr6=exJerYQv|QIOBr3z1CQ5WeZyPV!50YGQ|Ov(ik#%(k9tk59OK5k1AH|9g$Np z-M-0m$m^rL6(4JIRy;pc!A|d5AyE~b*^hSWao$;i6?RL*!{R`6F zixHhz71611p(@;fI%o74y{G!6nGDr-+&)Uw$HgB}G8L*3(Wi#Eh1Podmlb zZ=g}7Zks>2-7k_Q{bm{pz3t&5HN>~Y*g;;rT!nWK>C-Xeq=~J(G}ObQf5IC2%wd;* zo+PzO{bn@U*?-CE`x>S8_)14LZTr0!OgV5o0nBuNeR-Yl$Y zGJ-MFGEYL!f;xkt)s<;bpOs1O2YxW1L$_jJm?`fTR54rvw|NYJdfImEhIQRGvf#+UT zdKOUtc8@qsz1mu_m53jgD9E5c?D;ARoQcDB@&2ho)==n+qR}Pal!Z#|@c7f`E4Nve zdKDeL3aEW=sh}=HIqLh_l=SVITWXAC8s>x}4IK5sCA3=$j-6=U!o)?T+jn-43c=dS+0B#Y7Yxb|DttnORBwp!39%ik*k=Nk`chLIf`{iq@qON2#NU#m%8KNl@=CK7nzp{Gn<|kkuaM4KJ7Ok`&0{VSeFD|cV)iutY238W=! z`B#Mp_w2?z`p}_%C6X+jn!~7owcisMN8vo9cpXrj4!Xw_DX`JTYH9k-(06dvGaz_JRrSH``oLHO=bJ%BM}IW)e4;pA%f?# z*`>=td-S)ESe4_!&exOOFD}-C`YxjDxG}GRjQBvTm z(OGl%_9vELM~=SPU5o7dC{8+bI_QhEd}V)*mvr`uAJlFhY##As(RbIo&61B65j-nee z9X=OGQU^6=(_VvGNvrcXN3{K1KNu|27(3RxF@#r;lW6DL-b)QRRV+7?GM=fPGVl~e zHtsOVHweZ9xG?nlq`yZU_wbZNfm14(2g4r!W|{QmHXS2pPqOgMu^naVSdG+xN&_~n zx$0KmpLkfkA@_#=e7bz>ypflx(k-#arW#%&S4_Ws#7*BW2nTK(!^C6@E#~szS7~Yd z^s#Ow%xYm8${zeNL5PdwvbI~^TL$KKwx>*&=}WMSju=&50%wI%$Fa-3zTPG$<4jmb zd6t#S^2p&E60cTV*w3$z=C8c3dz#6Nc!AUVN9bu=%R_sbz4K7f8n>ucf(hr-zNao`(h4bz%p9b(S@q!RT|+))#< zb8t>Cj^X?}$)-0<5&#f2Y=j(z|AA)f84#IiWh6>aok`o-Ae*KYv5kGm>LW(Fc6MULZFIoA|z)6BD?J zpLmx!yx(Dz5F2I=H`Nah`d3n3?C7JImMcUH3gSkHt@U|`96|3zF6O>p^2XF;z|hRaG;$Gf?**%ekuxEMgWE~jnN`3L>w;55;|k5|+>puMeODcr z9S78ER9kCS9;D+!@*mtyUr)@rwGtcH9aHX-9;5oL=gG!1O1dr0DN`8BqLvtKU$n|49mt_#*Ke}p?0 zLb#wh*OQ5wSheo(+pUsFdr}=nveq5`{>$EzC+P$m zQudJ{s?~>jC-8P%=Ggc$f3Ci1gfRt<^{N!F&1Y;{>_QEwbwV3&ne1GY@EbTuQs8Ue zl^4^dF|y|J!f)+B=^jyu6te4PuDG$OElCLdu;+e*GAbkR_`ycBaYEp-&$Z0?(awXov-GL<9s_CumTCZ?M3uc6Q;hUZe+h+B4@> zS>-mQuh+9n@8`LUaH*EW-AP9eK4HAE`=X7{@%ai6Ln~aQ7G8N!d@DZ2I*@I@;+@Qw zI>`8X%x@#Fu;>%LoH?`VS;#%Y-C9Pgs+NOgX9?eAx~w~MOTyoyKh&&Rt0YH3z4jTP zLQ(1@p;B6|wkB+6kf>&gECBjhUCqXqJkm9ytgtbnng#M@0$hwWrRVTeBX(7&7q&|aITU(2x|3;q<>|{NpnYJ zazhMEF@5uL;1&#ZJgU!=C~j*>q{LMzbRGe^#6z_BsIYN$@FDnLsWf#lG;AVBlpV=i zqAP^F4qFtxc|&|2!x1k*QpN>cP%67Rt(RAK#5)j|)8+`wjH_~=Q~6K*$Y~SjsnH-eX0?PV9oo1I8Bs{E{{mgSHz8Q}<>w`yr%4e$FVE`#ir*4_ zIz;=q5-f2ahk&lw$|?N|@|dIKh{TYFUCk*gH&@7E!16y}UOEhS5x!R0!V;rBlm*xgE`jWI`c=+H6b@c#(raDX9|i2vra31~bXpKy%%i!n$c!9y+o zC6x%~G~$mplf*1{{LWk9=sbxcE^~g8)K+x%ui$X$4>(HXtq(5!iNtmsNqzVlVeubi zk@x`j|4y<0&x@ZXc_W`s0GL*m3?UG#wZr_27=mZ Date: Thu, 4 Jan 2024 23:27:14 +0100 Subject: [PATCH 02/73] Initialize DVC --- .dvc/.gitignore | 3 +++ .dvc/config | 0 .dvcignore | 3 +++ 3 files changed, 6 insertions(+) create mode 100644 .dvc/.gitignore create mode 100644 .dvc/config create mode 100644 .dvcignore diff --git a/.dvc/.gitignore b/.dvc/.gitignore new file mode 100644 index 0000000..528f30c --- /dev/null +++ b/.dvc/.gitignore @@ -0,0 +1,3 @@ +/config.local +/tmp +/cache diff --git a/.dvc/config b/.dvc/config new file mode 100644 index 0000000..e69de29 diff --git a/.dvcignore b/.dvcignore new file mode 100644 index 0000000..5197305 --- /dev/null +++ b/.dvcignore @@ -0,0 +1,3 @@ +# Add patterns of files dvc should ignore, which could improve +# the performance. Learn more at +# https://dvc.org/doc/user-guide/dvcignore From 44c79e08c1c9205690c92da4db017801368ae38a Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 4 Jan 2024 23:30:10 +0100 Subject: [PATCH 03/73] Add raw data --- data/.gitignore | 1 + data/data.csv.dvc | 5 +++++ 2 files changed, 6 insertions(+) create mode 100644 data/.gitignore create mode 100644 data/data.csv.dvc diff --git a/data/.gitignore b/data/.gitignore new file mode 100644 index 0000000..3e63a77 --- /dev/null +++ b/data/.gitignore @@ -0,0 +1 @@ +/data.csv diff --git a/data/data.csv.dvc b/data/data.csv.dvc new file mode 100644 index 0000000..41d07a2 --- /dev/null +++ b/data/data.csv.dvc @@ -0,0 +1,5 @@ +outs: +- md5: 7ec83b215d1790bedaf458a1690370e3 + size: 25144581 + hash: md5 + path: data.csv From 18fd053a8b2b8bbc7a3b25878ad23576e15cab5a Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 4 Jan 2024 23:32:55 +0100 Subject: [PATCH 04/73] configure remote --- .dvc/config | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.dvc/config b/.dvc/config index e69de29..dd9a124 100644 --- a/.dvc/config +++ b/.dvc/config @@ -0,0 +1,5 @@ +[core] + remote = minio +['remote "minio"'] + url = s3://ml-data + endpointurl = http://10.0.0.6:9000 From 6ab464b2b3dee0057f3f75a0884e75a0b51128fc Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 4 Jan 2024 23:40:55 +0100 Subject: [PATCH 05/73] added readme instructions --- README.md | 42 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/README.md b/README.md index a67ba1f..0d05117 100644 --- a/README.md +++ b/README.md @@ -22,3 +22,45 @@ DH Images: Works on push to master/feature* ![Alt text](assets/actions.png) +### DVC + +Install DVC + +``` +brew install dvc +``` + +Init in repo + +``` +dvc init --subdir +git status +git commit -m "init DVC" +``` + +Move file with data and add to DVC, commit DBV data config + +``` +dvc add ./data/data.csv +git add data/.gitignore data/data.csv.dvc +git commit -m "create data" +``` + +Add remote data storage and push DVC remote config +(ensure that bucket already created) + +``` +dvc remote add -d minio s3://ml-data +dvc remote modify minio endpointurl [$AWS_ENDPOINT](http://10.0.0.6:9000) + +git add .dvc/config +git commit -m "configure remote" +git push +``` + +Upload data +``` +export AWS_ACCESS_KEY_ID='...' +export AWS_SECRET_ACCESS_KEY='...' +dvc push +``` From f73fe8ca25bd63b4e7d323ac237eb4cc31bd47c3 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 01:46:00 +0100 Subject: [PATCH 06/73] training notebook --- app/requirements-dev.txt | 3 +++ app/requirements.txt | 1 + experiments/train.ipynb | 1 + 3 files changed, 5 insertions(+) create mode 100644 app/requirements-dev.txt create mode 100644 experiments/train.ipynb diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt new file mode 100644 index 0000000..a2c36c9 --- /dev/null +++ b/app/requirements-dev.txt @@ -0,0 +1,3 @@ +ipykernel==6.28.0 +wandb==0.16.1 +evaluate==0.4.1 diff --git a/app/requirements.txt b/app/requirements.txt index 67d6f4c..3ad1e0c 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -1,2 +1,3 @@ flask==3.0.0 gunicorn==21.2.0 +transformers==4.36.2 diff --git a/experiments/train.ipynb b/experiments/train.ipynb new file mode 100644 index 0000000..45cb365 --- /dev/null +++ b/experiments/train.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":58,"metadata":{"execution":{"iopub.execute_input":"2024-01-08T00:38:24.348418Z","iopub.status.busy":"2024-01-08T00:38:24.347727Z","iopub.status.idle":"2024-01-08T00:38:24.354720Z","shell.execute_reply":"2024-01-08T00:38:24.353625Z","shell.execute_reply.started":"2024-01-08T00:38:24.348385Z"},"trusted":true},"outputs":[],"source":["from datasets import load_dataset\n","from transformers import (\n"," BertForSequenceClassification,\n"," BertTokenizer,\n"," TrainingArguments,\n"," Trainer,\n"," pipeline\n",")\n","from functools import partial\n","import numpy as np\n","import evaluate\n","import wandb"]},{"cell_type":"markdown","metadata":{},"source":["## Load dataset"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-01-07T23:33:19.657359Z","iopub.status.busy":"2024-01-07T23:33:19.657062Z","iopub.status.idle":"2024-01-07T23:33:23.931368Z","shell.execute_reply":"2024-01-07T23:33:23.930520Z","shell.execute_reply.started":"2024-01-07T23:33:19.657337Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"335e4af20627429f823b7763046054fc","version_major":2,"version_minor":0},"text/plain":["Downloading: 0%| | 0.00/1.03k [00:00"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["Run data is saved locally in /kaggle/working/wandb/run-20240107_235614-88rzow23"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["Syncing run graceful-breeze-1 to Weights & Biases (docs)
"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[" View project at https://wandb.ai/yurii-havrylko/huggingface"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[" View run at https://wandb.ai/yurii-havrylko/huggingface/runs/88rzow23"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.\n"," warnings.warn('Was asked to gather along dimension 0, but all '\n"]},{"data":{"text/html":["\n","
\n"," \n"," \n"," [1500/1500 25:15, Epoch 3/3]\n","
\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EpochTraining LossValidation LossAccuracy
10.0740000.0277870.986500
20.0326000.0109200.995000
30.0101000.0027390.999500

"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.\n"," warnings.warn('Was asked to gather along dimension 0, but all '\n","/opt/conda/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.\n"," warnings.warn('Was asked to gather along dimension 0, but all '\n","/opt/conda/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.\n"," warnings.warn('Was asked to gather along dimension 0, but all '\n","/opt/conda/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.\n"," warnings.warn('Was asked to gather along dimension 0, but all '\n","/opt/conda/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.\n"," warnings.warn('Was asked to gather along dimension 0, but all '\n"]},{"data":{"text/plain":["TrainOutput(global_step=1500, training_loss=0.038901503562927243, metrics={'train_runtime': 1572.7041, 'train_samples_per_second': 15.26, 'train_steps_per_second': 0.954, 'total_flos': 6314665328640000.0, 'train_loss': 0.038901503562927243, 'epoch': 3.0})"]},"execution_count":32,"metadata":{},"output_type":"execute_result"}],"source":["trainer.train()"]},{"cell_type":"code","execution_count":42,"metadata":{"execution":{"iopub.execute_input":"2024-01-08T00:27:04.256277Z","iopub.status.busy":"2024-01-08T00:27:04.255502Z","iopub.status.idle":"2024-01-08T00:27:04.261328Z","shell.execute_reply":"2024-01-08T00:27:04.260224Z","shell.execute_reply.started":"2024-01-08T00:27:04.256246Z"},"trusted":true},"outputs":[],"source":["PATH = \"working/checkpoints\""]},{"cell_type":"code","execution_count":49,"metadata":{"execution":{"iopub.execute_input":"2024-01-08T00:34:03.559698Z","iopub.status.busy":"2024-01-08T00:34:03.559317Z","iopub.status.idle":"2024-01-08T00:34:04.650001Z","shell.execute_reply":"2024-01-08T00:34:04.648660Z","shell.execute_reply.started":"2024-01-08T00:34:03.559669Z"},"trusted":true},"outputs":[{"data":{"text/plain":["('/kaggle/working/checkpoints/tokenizer_config.json',\n"," '/kaggle/working/checkpoints/special_tokens_map.json',\n"," '/kaggle/working/checkpoints/vocab.txt',\n"," '/kaggle/working/checkpoints/added_tokens.json')"]},"execution_count":49,"metadata":{},"output_type":"execute_result"}],"source":["trainer.save_model(PATH)\n","bert_tokenizer.save_pretrained(PATH)"]},{"cell_type":"markdown","metadata":{},"source":["## Usage"]},{"cell_type":"code","execution_count":52,"metadata":{"execution":{"iopub.execute_input":"2024-01-08T00:34:22.825288Z","iopub.status.busy":"2024-01-08T00:34:22.824467Z","iopub.status.idle":"2024-01-08T00:34:23.163749Z","shell.execute_reply":"2024-01-08T00:34:23.162693Z","shell.execute_reply.started":"2024-01-08T00:34:22.825254Z"},"trusted":true},"outputs":[],"source":["tokenizer = BertTokenizer.from_pretrained(PATH, local_files_only=True)\n","model = BertForSequenceClassification.from_pretrained(PATH, local_files_only=True)\n"]},{"cell_type":"code","execution_count":53,"metadata":{"execution":{"iopub.execute_input":"2024-01-08T00:36:16.296584Z","iopub.status.busy":"2024-01-08T00:36:16.295914Z","iopub.status.idle":"2024-01-08T00:36:16.303129Z","shell.execute_reply":"2024-01-08T00:36:16.301783Z","shell.execute_reply.started":"2024-01-08T00:36:16.296552Z"},"trusted":true},"outputs":[],"source":["text = \"\"\"\n","Liverpool struck twice late on to beat Arsenal at Emirates Stadium and reach the FA Cup fourth round.\n","\n","Arsenal paid the price for missing a host of opportunities and were punished as Liverpool grew increasingly dangerous, the deadlock broken when Trent Alexander-Arnold's free-kick glanced in off Jakub Kiwior's head with seven minutes left.\n","\n","Liverpool's triumph was completed in the closing seconds as a lethal break ended with Luis Diaz firing an emphatic finish high past Arsenal goalkeeper Aaron Ramsdale.\n","\n","Mikel Arteta's side dominated the first half, with Martin Odegaard hitting the bar while Reiss Nelson and Kai Havertz also had chances to give Arsenal reward for their pressure.\n","\n","Liverpool, despite missing captain Virgil van Dijk through illness and with Mohamed Salah at the Africa Cup of Nations, held firm and were always a threat. Alexander-Arnold hit the bar in the first half and as they grew into the game, Ramsdale saved well from Diaz and Diogo Jota headed against the woodwork.\n","\"\"\""]},{"cell_type":"code","execution_count":59,"metadata":{"execution":{"iopub.execute_input":"2024-01-08T00:39:01.210310Z","iopub.status.busy":"2024-01-08T00:39:01.209908Z","iopub.status.idle":"2024-01-08T00:39:01.695811Z","shell.execute_reply":"2024-01-08T00:39:01.694120Z","shell.execute_reply.started":"2024-01-08T00:39:01.210282Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.10/site-packages/transformers/pipelines/text_classification.py:105: UserWarning: `return_all_scores` is now deprecated, if want a similar functionality use `top_k=None` instead of `return_all_scores=True` or `top_k=1` instead of `return_all_scores=False`.\n"," warnings.warn(\n"]}],"source":["text_classification_pipeline = pipeline(\n"," \"text-classification\",\n"," model=PATH,\n"," tokenizer=PATH,\n"," return_all_scores=True,\n"," device=0,\n",")"]},{"cell_type":"code","execution_count":60,"metadata":{"execution":{"iopub.execute_input":"2024-01-08T00:39:26.256297Z","iopub.status.busy":"2024-01-08T00:39:26.255624Z","iopub.status.idle":"2024-01-08T00:39:26.314708Z","shell.execute_reply":"2024-01-08T00:39:26.313773Z","shell.execute_reply.started":"2024-01-08T00:39:26.256264Z"},"trusted":true},"outputs":[{"data":{"text/plain":["[[{'label': 'LABEL_0', 'score': 0.9968350529670715},\n"," {'label': 'LABEL_1', 'score': 0.0031650131568312645}]]"]},"execution_count":60,"metadata":{},"output_type":"execute_result"}],"source":[" text_classification_pipeline(text)"]}],"metadata":{"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[],"dockerImageVersionId":30627,"isGpuEnabled":true,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.11"}},"nbformat":4,"nbformat_minor":4} From b4331d80fd382bd5c2cc1dfa8b1d1ab537cc9f86 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 01:49:03 +0100 Subject: [PATCH 07/73] add model card --- modelcard.md | 63 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 63 insertions(+) create mode 100644 modelcard.md diff --git a/modelcard.md b/modelcard.md new file mode 100644 index 0000000..586a8d0 --- /dev/null +++ b/modelcard.md @@ -0,0 +1,63 @@ +--- +language: en +tags: +- bert +license: apache-2.0 +datasets: +- GonzaloA/fake_news +--- + +# BERT fake news classifiction model + +Pretrained model on English language based on uncased version of BERT finetuned for task of binary classification. + + +### How to use + +You can use this model directly with a pipeline for masked language modeling: + +```python + +tokenizer = BertTokenizer.from_pretrained(PATH, local_files_only=True) +bert_model = BertForSequenceClassification.from_pretrained(PATH, local_files_only=True) + +# run infernce + +``` +With transformers pipeline + +```python + +text_classification_pipeline = pipeline( + "text-classification", + model=PATH, + tokenizer=PATH, + return_all_scores=True +) +``` + + +## Training data + +The BERT model was pretrained on [bert-base-uncased](https://huggingface.co/bert-base-uncased), a dataset consisting of ~25,000 of news labeled as fake and real. +For training purpoose 10k of samples randomly selected and splitted in 80:20 ratio. + +## Training procedure + +### Preprocessing + +The texts are tokenized using BERT tokenizer. + +### Training + +The model was trained on GPU T4 x 2. + +## Evaluation results + + +| Epoch | Training Loss | Validation Loss | Accuracy | +|-------|---------------|-----------------|----------| +| 1 | 0.074000 | 0.027787 | 0.986500 | +| 2 | 0.032600 | 0.010920 | 0.995000 | +| 3 | 0.010100 | 0.002739 | 0.999500 | + From 5c614f315a92c836be7f021c53adb0ab64fee29b Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:29:12 +0100 Subject: [PATCH 08/73] training code as script --- app/src/model/training.py | 116 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 116 insertions(+) create mode 100644 app/src/model/training.py diff --git a/app/src/model/training.py b/app/src/model/training.py new file mode 100644 index 0000000..41b40d4 --- /dev/null +++ b/app/src/model/training.py @@ -0,0 +1,116 @@ +import argparse +import numpy as np +from datasets import load_dataset +from transformers import (BertForSequenceClassification, BertTokenizer, TrainingArguments, Trainer) +from transformers import DataCollatorWithPadding +import evaluate +import wandb + +MODEL_NAME = "bert-base-uncased" +SEED = 42 +TRAIN_SIZE = 8000 +EVAL_SIZE = 2000 +DATASET_NAME = "GonzaloA/fake_news" + +def parse_args(args=None): + parser = argparse.ArgumentParser(description="Train BERT for sequence classification.") + parser.add_argument('--train_size', type=int, default=TRAIN_SIZE, + help='Number of samples to use for training') + parser.add_argument('--eval_size', type=int, default=EVAL_SIZE, + help='Number of samples to use for evaluation') + return parser.parse_args(args=None) + +def load_data(dataset_name=DATASET_NAME): + """Loads a dataset using Huggingface's datasets library.""" + dataset = load_dataset(dataset_name) + + wandb.log({"dataset": dataset_name}) + + return dataset + +def tokenize_data(tokenizer, dataset, padding=True, truncation=True, max_length=512): + def tokenize_function(examples): + return tokenizer(examples["text"], padding=padding, truncation=truncation, max_length=max_length) + + return dataset.map(tokenize_function, batched=True) + +def configure_training_args(output_dir="test_trainer"): + """Sets up the training arguments for the Trainer.""" + return TrainingArguments( + output_dir=output_dir, + evaluation_strategy="epoch", + save_strategy="epoch", + logging_dir=f"{output_dir}/logs", # directory for storing logs + logging_steps=10, + seed=SEED, + ) + +def compute_metrics(eval_pred): + """Computes accuracy of the model predictions.""" + logits, labels = eval_pred + predictions = np.argmax(logits, axis=-1) + return evaluate.load("accuracy").compute(predictions=predictions, references=labels) + +def prepare_datasets(tokenized_datasets, args): + """Prepare the training and evaluation datasets from tokenized data.""" + train_dataset = tokenized_datasets.select(range(args.train_size)) + eval_dataset = tokenized_datasets.select(range(args.train_size, args.train_size + args.eval_size)) + return train_dataset, eval_dataset + +def train_model(model, tokenizer, train_dataset, eval_dataset): + """Initialize the Trainer and train the model.""" + training_args = configure_training_args() + data_collator = DataCollatorWithPadding(tokenizer=tokenizer) + + trainer = Trainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=eval_dataset, + compute_metrics=compute_metrics, + data_collator=data_collator, + ) + + trainer.train() + return trainer + +def initialize_wandb(args): + """Initialize Weights & Biases.""" + wandb.init(project="bert_fake_news_classification", entity="your_wandb_username", config=args) + +def save_model_and_tokenizer(trainer, tokenizer, path="./model_checkpoint"): + """Save the trained model and tokenizer.""" + trainer.save_model(path) + tokenizer.save_pretrained(path) + return path + +def log_to_wandb(dataset_name, artifact_path): + """Log dataset and model artifact to Weights & Biases.""" + wandb.log({"dataset": dataset_name}) + wandb.log_artifact(artifact_path, type="model", name="bert_fake_news_classifier") + +def finish_wandb(): + """Finish the Weights & Biases run.""" + wandb.finish() + +def main(): + args = parse_args() + initialize_wandb(args) + + datasets = load_data() + small_train_dataset = datasets["train"].shuffle(seed=SEED).select(range(args.train_size + args.eval_size)) + model = BertForSequenceClassification.from_pretrained(MODEL_NAME, num_labels=2) + tokenizer = BertTokenizer.from_pretrained(MODEL_NAME) + + tokenized_datasets = tokenize_data(tokenizer, small_train_dataset) + tokenized_datasets = tokenized_datasets.remove_columns(["text"]) + + train_dataset, eval_dataset = prepare_datasets(tokenized_datasets, args) + trainer = train_model(model, tokenizer, train_dataset, eval_dataset) + + artifact_path = save_model_and_tokenizer(trainer, tokenizer) + log_to_wandb(DATASET_NAME, artifact_path) + finish_wandb() + +if __name__ == "__main__": + main() From ea995f7f837121248cc0926a9f49e9eacd4d901b Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:29:30 +0100 Subject: [PATCH 09/73] test code --- app/tests/model/test_code.py | 11 +++++++++++ 1 file changed, 11 insertions(+) create mode 100644 app/tests/model/test_code.py diff --git a/app/tests/model/test_code.py b/app/tests/model/test_code.py new file mode 100644 index 0000000..e5022c2 --- /dev/null +++ b/app/tests/model/test_code.py @@ -0,0 +1,11 @@ +import numpy as np +from src.model.training import compute_metrics + +def test_compute_metrics(): + mock_logits = np.array([[2, 0.1], [0.1, 2], [2, 0.1]]) + mock_labels = np.array([0, 1, 0]) + + output = compute_metrics((mock_logits, mock_labels)) + + expected_accuracy = 1.0 + assert output['accuracy'] == expected_accuracy, f"Expected accuracy: {expected_accuracy}, but got: {output['accuracy']}" From 8e786fa99b750f3072fc3e9efc0b37079726076d Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:33:17 +0100 Subject: [PATCH 10/73] install dev reqi --- app/requirements-dev.txt | 5 +++++ 1 file changed, 5 insertions(+) create mode 100644 app/requirements-dev.txt diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt new file mode 100644 index 0000000..a8285f9 --- /dev/null +++ b/app/requirements-dev.txt @@ -0,0 +1,5 @@ +evaluate==0.4.1 +great-expectations==0.18.7 +pytest==7.4.4 +scikit-learn==1.3.2 +accelerate==0.25.0 From 79c1287b53719216cd649d5f4eaaedd059fb1951 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:33:39 +0100 Subject: [PATCH 11/73] add CI step --- .github/workflows/ci.yml | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index c4608a9..de14a8f 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -16,6 +16,21 @@ jobs: steps: - name: 'Checkout GitHub Action' uses: actions/checkout@main + + - name: 'Set up Python' + uses: actions/setup-python@v2 + with: + python-version: '3.8.11' + + - name: 'Install dependencies' + run: | + python -m pip install --upgrade pip + pip install -r requirements-dev.txt + + - name: 'Run pytest' + run: | + cd src/ + pytest tests/ - name: 'Login to Docker Hub' uses: docker/login-action@v1 From 85bcc05b0d07119c76f5e943dedd9c1283adf8d7 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:34:48 +0100 Subject: [PATCH 12/73] fix python version --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index de14a8f..8cc54fe 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -20,7 +20,7 @@ jobs: - name: 'Set up Python' uses: actions/setup-python@v2 with: - python-version: '3.8.11' + python-version: '3.8' - name: 'Install dependencies' run: | From f95b696863694e03a09d2dc8d328857325616c06 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:35:59 +0100 Subject: [PATCH 13/73] fix path to --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 8cc54fe..8adc6f3 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -25,7 +25,7 @@ jobs: - name: 'Install dependencies' run: | python -m pip install --upgrade pip - pip install -r requirements-dev.txt + pip install -r app/requirements-dev.txt - name: 'Run pytest' run: | From 60f12e958e0762626da6bd554dde2be1b7dd0141 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:40:07 +0100 Subject: [PATCH 14/73] change app path --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 8adc6f3..56c750f 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -29,7 +29,7 @@ jobs: - name: 'Run pytest' run: | - cd src/ + cd app/src/ pytest tests/ - name: 'Login to Docker Hub' From 68e3ba066f3bfa287cc058c251fb0e956b574340 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:46:03 +0100 Subject: [PATCH 15/73] split tests and publish --- .github/workflows/ci.yml | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 56c750f..82a53d9 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -11,7 +11,7 @@ on: workflow_dispatch: jobs: - push-image: + tests: runs-on: ubuntu-latest steps: - name: 'Checkout GitHub Action' @@ -32,6 +32,13 @@ jobs: cd app/src/ pytest tests/ + push-image: + needs: tests + runs-on: ubuntu-latest + steps: + - name: 'Checkout GitHub Action' + uses: actions/checkout@main + - name: 'Login to Docker Hub' uses: docker/login-action@v1 with: From 6aa591aa7859f542f8c266311e6e4edbdb83626e Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:46:22 +0100 Subject: [PATCH 16/73] add nessesary init files --- app/tests/__init__.py | 0 app/tests/model/__init__.py | 0 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 app/tests/__init__.py create mode 100644 app/tests/model/__init__.py diff --git a/app/tests/__init__.py b/app/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/app/tests/model/__init__.py b/app/tests/model/__init__.py new file mode 100644 index 0000000..e69de29 From 496d0e811795958cde32a6d9c2e316c76b278392 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Mon, 8 Jan 2024 23:52:36 +0100 Subject: [PATCH 17/73] fix path to tests --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 82a53d9..636e114 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -29,7 +29,7 @@ jobs: - name: 'Run pytest' run: | - cd app/src/ + cd app/ pytest tests/ push-image: From fc1b0bdbc9905d581fd4b4c568c309c1cac7ba01 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 00:43:54 +0100 Subject: [PATCH 18/73] add missing deps --- app/requirements-dev.txt | 3 +++ app/requirements.txt | 1 + 2 files changed, 4 insertions(+) diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index a8285f9..53c5bf1 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -1,5 +1,8 @@ +-r requirements.txt + evaluate==0.4.1 great-expectations==0.18.7 pytest==7.4.4 scikit-learn==1.3.2 accelerate==0.25.0 +datasets==2.16.1 diff --git a/app/requirements.txt b/app/requirements.txt index 67d6f4c..3ad1e0c 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -1,2 +1,3 @@ flask==3.0.0 gunicorn==21.2.0 +transformers==4.36.2 From 43a9d098a81d1202cf88ba26d99913f75f4e6da7 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 00:50:24 +0100 Subject: [PATCH 19/73] add wandb --- app/requirements-dev.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 53c5bf1..5ccc0aa 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -6,3 +6,4 @@ pytest==7.4.4 scikit-learn==1.3.2 accelerate==0.25.0 datasets==2.16.1 +wandb==0.16.1 From 92bcec00ee1693e05147fe1fa162cbe1e75fcbc8 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 00:57:27 +0100 Subject: [PATCH 20/73] test data --- app/tests/model/test_data.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) create mode 100644 app/tests/model/test_data.py diff --git a/app/tests/model/test_data.py b/app/tests/model/test_data.py new file mode 100644 index 0000000..63bbb17 --- /dev/null +++ b/app/tests/model/test_data.py @@ -0,0 +1,24 @@ +import pytest +from datasets import load_dataset +from great_expectations.data_context import DataContext +from great_expectations.dataset import PandasDataset + +DATASET_NAME = "GonzaloA/fake_news" + +@pytest.fixture(scope="session") +def huggingface_dataset(): + dataset = load_dataset(DATASET_NAME, split="train") + df = dataset.to_pandas() + ge_dataset = PandasDataset(df) + return ge_dataset + +def test_huggingface_dataset_with_great_expectations(huggingface_dataset): + assert huggingface_dataset.shape[0] == 24353 + + assert huggingface_dataset.expect_column_values_to_not_be_null(column="label")["success"] + assert huggingface_dataset.expect_column_values_to_not_be_null(column="title")["success"] + assert huggingface_dataset.expect_column_values_to_not_be_null(column="text")["success"] + + assert huggingface_dataset.expect_column_values_to_be_unique(column="text")["success"] + + assert huggingface_dataset.expect_column_values_to_be_in_set("label", [1, 0])["success"] From 5ce3a2b8e9be00a370faa78d4723b8beac63cab8 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 00:58:40 +0100 Subject: [PATCH 21/73] test model --- app/tests/model/test_model.py | 67 +++++++++++++++++++++++++++++++++++ 1 file changed, 67 insertions(+) create mode 100644 app/tests/model/test_model.py diff --git a/app/tests/model/test_model.py b/app/tests/model/test_model.py new file mode 100644 index 0000000..4cd1530 --- /dev/null +++ b/app/tests/model/test_model.py @@ -0,0 +1,67 @@ +import pytest +from unittest.mock import MagicMock, create_autospec +from transformers import BertTokenizer, BertForSequenceClassification, Trainer +from src.model.training import load_data, tokenize_data, prepare_datasets, train_model, MODEL_NAME + +@pytest.fixture +def mock_dataset(monkeypatch): + dataset_mock = create_autospec(spec={ + "train": MagicMock() + }, instance=True) + + dataset_mock['train'].shuffle.return_value = dataset_mock['train'] + + dataset_mock['train'].select.return_value = { + 'input_ids': [[101, 102], [202, 203]], + 'attention_mask': [[1, 1], [1, 1]], + 'labels': [0, 1] + } + + monkeypatch.setattr("src.model.training.load_dataset", MagicMock(return_value=dataset_mock)) + return dataset_mock + +@pytest.fixture +def mock_tokenizer(): + tokenizer = create_autospec(BertTokenizer.from_pretrained('bert-base-uncased')) + tokenizer.encode_plus.return_value = { + 'input_ids': [101, 102], + 'attention_mask': [1, 1] + } + tokenizer.__call__ = tokenizer.encode_plus + return tokenizer + +def test_load_data(monkeypatch, mock_dataset): + monkeypatch.setattr("src.model.training.wandb.log", MagicMock()) + dataset = load_data() + assert dataset is not None + +def test_tokenize_data(monkeypatch, mock_dataset, mock_tokenizer): + mock_dataset['train'].map.return_value = mock_dataset['train'] + tokenized_dataset = tokenize_data(mock_tokenizer, mock_dataset['train']) + mock_dataset['train'].map.assert_called() + +def test_prepare_datasets(mock_dataset): + args = MagicMock() + args.train_size = 1 + args.eval_size = 1 + + mock_dataset['train'].select.side_effect = [ + {'labels': [0], 'input_ids': [[101, 102]], 'attention_mask': [[1, 1]]}, + {'labels': [1], 'input_ids': [[202, 203]], 'attention_mask': [[1, 1]]} + ] + + train_dataset, eval_dataset = prepare_datasets(mock_dataset['train'], args) + assert train_dataset['labels'] == [0] + assert eval_dataset['labels'] == [1] + +def test_train_model(monkeypatch, mock_dataset, mock_tokenizer): + model = create_autospec(BertForSequenceClassification.from_pretrained(MODEL_NAME, num_labels=2)) + args = MagicMock() + train_dataset = mock_dataset['train'].select(1) + eval_dataset = mock_dataset['train'].select(1) + + mock_trainer = create_autospec(Trainer) + monkeypatch.setattr("src.model.training.Trainer", mock_trainer) + + train_model(model, mock_tokenizer, train_dataset, eval_dataset) + assert mock_trainer.called From d46f056c328fdc9eb773a5448379979dd7467ce9 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 01:03:00 +0100 Subject: [PATCH 22/73] add publish function to wandb --- app/src/helpers/wandb_registry.py | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 app/src/helpers/wandb_registry.py diff --git a/app/src/helpers/wandb_registry.py b/app/src/helpers/wandb_registry.py new file mode 100644 index 0000000..0b65c6b --- /dev/null +++ b/app/src/helpers/wandb_registry.py @@ -0,0 +1,9 @@ +import wandb + +def publish_model(model_path, project, name, model_type="model"): + run = wandb.init(project=project, job_type="model-publishing") + artifact = wandb.Artifact(name, type=model_type) + artifact.add_dir(model_path) + run.log_artifact(artifact) + run.finish() + print(f"Published {name} to W&B") From 60b3d3046910af02ec8b85e0a75f794a9b17428b Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 15:46:48 +0100 Subject: [PATCH 23/73] improve model registry handling functions --- app/src/helpers/wandb_registry.py | 18 ++++++++++++------ 1 file changed, 12 insertions(+), 6 deletions(-) diff --git a/app/src/helpers/wandb_registry.py b/app/src/helpers/wandb_registry.py index 0b65c6b..972ce51 100644 --- a/app/src/helpers/wandb_registry.py +++ b/app/src/helpers/wandb_registry.py @@ -1,9 +1,15 @@ +from pathlib import Path import wandb -def publish_model(model_path, project, name, model_type="model"): - run = wandb.init(project=project, job_type="model-publishing") - artifact = wandb.Artifact(name, type=model_type) - artifact.add_dir(model_path) - run.log_artifact(artifact) - run.finish() +def publish_model(model_path: str, project: str, name: str, model_type: str = "model"): + with wandb.init(project=project, job_type="model-publishing") as run: + artifact = wandb.Artifact(name, type=model_type) + artifact.add_dir(model_path) + run.log_artifact(artifact) print(f"Published {name} to W&B") + +def download_model(model_name: str, project: str, download_path: Path, model_type: str = "model"): + with wandb.init(project=project) as run: + artifact = run.use_artifact(model_name, type=model_type) + artifact_dir = artifact.download(root=download_path) + print(f"Downloaded {model_name} to {artifact_dir}") From d9338c3e416f81c1da06594c690d70780ec750c0 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 15:47:40 +0100 Subject: [PATCH 24/73] add model wrapper --- app/src/serving/model.py | 40 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 40 insertions(+) create mode 100644 app/src/serving/model.py diff --git a/app/src/serving/model.py b/app/src/serving/model.py new file mode 100644 index 0000000..f0f9384 --- /dev/null +++ b/app/src/serving/model.py @@ -0,0 +1,40 @@ +from typing import List +import torch +from pathlib import Path +from filelock import FileLock +from transformers import (BertForSequenceClassification, BertTokenizer) +from torch.nn.functional import softmax +from src.helpers.wandb_registry import download_model + + +MODEL_ID = "yurii-havrylko/huggingface/bert_fake_news:v0" +MODEL_PATH = "/tmp/model" +MODEL_LOCK = ".lock-file" +PROJECT = "huggingface" + +class BertPredictor: + def __init__(self, model_load_path: str): + self.tokenizer = BertTokenizer.from_pretrained(model_load_path) + self.model = BertForSequenceClassification.from_pretrained(model_load_path) + self.model.eval() + self.labels = ['LABEL_0', 'LABEL_1'] + + @torch.no_grad() + def predict(self, text: List[str]): + text_encoded = self.tokenizer.batch_encode_plus(list(text), return_tensors="pt", padding=True) + bert_outputs = self.model(**text_encoded).logits + probabilities = softmax(bert_outputs, dim=1) + results = [] + for prob in probabilities: + result = [{"label": self.labels[i], "score": float(score)} for i, score in enumerate(prob)] + results.append(result) + return results + + @classmethod + def from_model_registry(cls) -> "BertPredictor": + with FileLock(MODEL_LOCK): + if not (Path(MODEL_PATH) / "model.safetensors").exists(): + download_model(model_name=MODEL_ID, download_path=MODEL_PATH, project=PROJECT) + + return cls(model_load_path=MODEL_PATH) + From 96cb51170ed7dc6f0770bc59ea656b4740589554 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 15:48:13 +0100 Subject: [PATCH 25/73] add requirement --- app/requirements.txt | 2 ++ app/src/serving/streamlit.py | 45 ++++++++++++++++++++++++++++++++++++ 2 files changed, 47 insertions(+) create mode 100644 app/src/serving/streamlit.py diff --git a/app/requirements.txt b/app/requirements.txt index 3ad1e0c..98b5c37 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -1,3 +1,5 @@ flask==3.0.0 gunicorn==21.2.0 transformers==4.36.2 +streamlit==1.29.0 + diff --git a/app/src/serving/streamlit.py b/app/src/serving/streamlit.py new file mode 100644 index 0000000..c464a06 --- /dev/null +++ b/app/src/serving/streamlit.py @@ -0,0 +1,45 @@ +import pandas as pd +import streamlit as st + +from src.serving.model import BertPredictor + +def init_state(): + if 'history' not in st.session_state: + st.session_state['history'] = [] + +@st.cache_resource() +def get_model() -> BertPredictor: + return BertPredictor.from_model_registry() + +predictor = get_model() + +def prediction(): + st.subheader("Fake news prediction") + input_sent = st.text_area("Type an English news here", value="This is example input", height=150) + if st.button("Run Inference"): + pred = predictor.predict([input_sent]) + st.session_state['history'].append({'Input': input_sent, 'Prediction': pred}) + st.write("**Prediction:**", pred[0]) + st.write("**Prediction History**") + for item in reversed(st.session_state['history']): + st.text(f"Input: {item['Input']}\nPrediction: {item['Prediction'][0]}\n") + +def batch_pred(): + st.subheader("Batch Prediction from CSV") + uploaded_file = st.file_uploader("Choose a CSV file", type=["csv"]) + if uploaded_file: + dataframe = pd.read_csv(uploaded_file) + st.markdown("#### Input dataframe") + st.dataframe(dataframe) + + dataframe_with_pred = predictor.run_inference_on_dataframe(dataframe) + st.markdown("#### Result dataframe") + st.dataframe(dataframe_with_pred) + +def main(): + st.title("BERT Model Prediction Service") + init_state() + prediction() + +if __name__ == "__main__": + main() From a416ac11916c6cfa50d031b4e48b8350a79ec4b6 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 15:48:37 +0100 Subject: [PATCH 26/73] add nessesary init files --- app/__init__.py | 0 app/src/__init__.py | 0 app/src/helpers/__init__.py | 0 app/src/serving/__init__.py | 0 4 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 app/__init__.py create mode 100644 app/src/__init__.py create mode 100644 app/src/helpers/__init__.py create mode 100644 app/src/serving/__init__.py diff --git a/app/__init__.py b/app/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/app/src/__init__.py b/app/src/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/app/src/helpers/__init__.py b/app/src/helpers/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/app/src/serving/__init__.py b/app/src/serving/__init__.py new file mode 100644 index 0000000..e69de29 From 7361f4ad994cdc548249148623a3f5ff1d7adbc4 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 15:51:18 +0100 Subject: [PATCH 27/73] update readme --- README.md | 8 ++++++++ assets/streamlit.png | Bin 0 -> 176960 bytes 2 files changed, 8 insertions(+) create mode 100644 assets/streamlit.png diff --git a/README.md b/README.md index a67ba1f..2bbf25c 100644 --- a/README.md +++ b/README.md @@ -22,3 +22,11 @@ DH Images: Works on push to master/feature* ![Alt text](assets/actions.png) +### Streamlit + +Run: +``` +streamlit run src/serving/streamlit.py +``` + +![Alt text](assets/streamlit.png) diff --git a/assets/streamlit.png b/assets/streamlit.png new file mode 100644 index 0000000000000000000000000000000000000000..f00b1a4257809af171eb662eb19382ae9ccf57de GIT binary patch literal 176960 zcmeEucQjn<*S{!1L`xyM5G`7W5}gnwf<*5Ubw=-<2@<^vqIaT4k2WHR7G-n>qlVG@ zXv6Qg_kQ1-_rAY(tzZ89t#xOunK?7(oaa2}*?T{G@6Y}`C*-BF9N`Vh8yFZEgbMO9 zsu&nIbTKe+9^zdG{t2KFnZv-iDGrvFeyJcWP5;u-&KzuQhJhg;60e1;t=3JJt`{2} z{q7dtv*)WyB*kO zZrmEUtaM9q+-KQq-^XdC2T`^0&#%=!Ei?M3jxm<5C zs2}+;K3d-0&)xX=Q68iB^%-jK=z4YFa#7CH^$hf74G908hc`y_z2ISNk8|o^Vyw4X zJ9(Af7{NDYjV+<-es6GudGFD;huwK1{hs~K6Q%dWtTqcKLL`FMGG&){O(`%2_3jTm zoU@Q5^yF^uzvZWm`Sv=2@nvc%8)mTD{o3~es=;?p4Z#Sc>ABKl8~M1--h1DQ>RH2d zKR;1P?n^m>{-jiLJB?8FbuBjQbzi)m7%pus*uGK&zmu&euLg(n3z~;fN&X zPK>Cilvxzz?*5ZU7CS;%BRXFRBHvEnExc54RbRr$NZ=w`etJ_2PnWfS<-2qV@h-y~ zL;2~qePoj#CaxKQlp4a@Xy*p@O`o^iFd|;k!QZ%s)?&EtCP|k=90^JJBN?5p;L3V%-&S&^nNNaMlb@_W zzRKkKhJ(`^*N^^!K@*(i^tP`#(mxWD=RT)XN&MN_UcAsA#_N$|qP{!VEA?RR?dz|Y zj@rXt??mIbbBfi7?I@4lzTqx;o%b!t*7LiMpD-v)GWv}_d5L}TP9ASB@H-Bh*ZWM2 zy^J93(NWS|b}xbtjFn$+2Rlh(cLkyxmsz``>tuHB@h(8zS6X|5cFo(0RxeTK^k)%o zq?sMx#t?g&f^X{Hk`8Wdw>M^m5ec@V9gIY88DhP0X>GROZuRi4ViCPxO-f5zc6$oH zjwNiR+c((pCMf7M3#(rKOq~1+|A=#EfW5>gqId^pTRdt9!PTG$T*-m0=;fR3rCm4H zaW`A~<{ArlUdy>M=a`B)(oY_B#yER5oJEH+j3ZX$?pjT~gbGQENt~{DC;D8oX7sIY zCwmk0*=d4p1Jm_pF%HMZ1I-|Qlg_*DAQv&svN9>ViXQjM%*bQ9i|ZLB3~?U)qy01e z8R|YK-=21eP}=9q7j(B%WP6iQ`I5flD0{cfm%6;Lv2gwE!dbSbPqX>M7Am~`1wpR5 zYZ%+N#~?u?k6wI&zb8Lelke9;Ibvwq;wT z;+h5};&MJ|r`Hbm*N8_YUe**IsS~+iYA72#pHZ;MoXv;k!$4!zlDaoIGipC*J`+*$ zlJrus7))E$Z+I)7VyIl6Wt7!2NN=SL{>;w|z61UMrXKoI0?Sbts~%ed?eSTF6Rc=Q zn+hijItD2V@0P~r)W}%Xjp3AX*~He?xCYlsdifm*Yz|M++zfxyI``-}{3Luc{BgK4 zO?G4ikrs?S#4R0ZMJQeZT*(Rj4Si^YIDb=$scAv0)9~ai1PgIX)TsD zYuxPPsdX@mBpxOnAzw>e-5zf#yM(5w#%YT}(yDo@k1Q zI~xl>6Yg^=a`EK(<|xw>e3!95;&@?WD|NGJ=44BLGbTr_pGrq!FFvf90FgJnoXp=HflaQ4#m%=grEpFJ4b4c*mUaG6b+ zqgfJzpM6B((h+BPX9S2tPJ~a*PqvOWDa{@~e`0y|iAcgpA|0XG;tENC6kU>C9${2r z7)qLb&5;a~l$wkDT3{{W%Irma_AJ^dnqyUdP$ZJrg1O-SJpv*EE__>j7?A?rB*`BA zh$tUpwQ#lI4>4;`ZRscXMH#%G9V?abBo34=97P^ci#a)~Ve>O^8B4e4$e+pUn4<4F z|5)WI{yrU685%1yDjNW@Jt$f|;}PJg=V^&xij1Jp6F*Ye=$fFYSXsE|5Vz>s*&IO} zYD5MRY!#47AN=?!=E?nvhr0%<_Cr0nM-GhN`>5U6CLigf>L)&ZuJB?qW=K%n^gMYt z?e;Xw9hEOUFmvPic7nK@EM_Xg;yNb0c6(XsPc2o~wnkK%K!!}^+z~07F=M?eJL7v9 z1eiF*I5STr=AX|GJGUIfBMm5gDT;X;o?Xl4eHHbQahBdUi6XsTXx~87d91&rd{SZZ z%xT0?)hY6MHIq(kJ{z;zje=?gn%s_|BmInN{`%%hyvaz>2X@AW22i5&7`p^`4(4Oo!WVCQ88BJCGFqzC>ZeNaF7SzNpnW#~< zGK2L*YM5w_mYA1v>7dQ~miWngrh5d+^Gf2&ZH&n4%WRvMPnXvvY)EXr7}BakTfTiV zcIaq~@Q=_Ez_FdGn{;4p zA8r#UdyDBfSC&gn4LUtsRF_*^`rcU3nFbx>t1Vo9(Vnz#Aw7^T-YM?3*MvARA@}B@ zZeDe%IEwAeOEyRSWNc}?^v&(a$@^KkvfQA#J$73A%7TVKe9|9EZEYT7EXOwPcr zF~)vztPfuhZijE{GSd%5?;l$%ZPxCo#>x7wG0!F1X?X|c<$DQ8XX@?zHMkA8f~pg-qSB+m2oGUSjd$uP2>I=^~~kx zIoB4QUgk>|EQ#7n%t!N{HQZ>?5+I=nHPcowS5m@w2yEkFU|*xezyY?d0dMhZRR6Ut zdyN$X>yQ62F))I_7}$RuqYQjsy`q8l)j5BDW5oty-~zvH0dMzA%>NvHLpKxaKifE0 z*TaxflU7gwzST?|&CG0_Kz7c)GoDv_@a^SwoG>uRn6BQ}6jUGV0PRnJ)wP|qm0k#& z*x7KsF|{)`<8rsLziJ0V)Lj_Zv@vsjL+@^5ZR;fLF2?Z35yHUs)!*C<^nV=UY$e8^ zt@M&!+Ro98UV!Tn*CPh;8}#(_qK>BK!m2W|f1M8e5@P^4JKGC$bGx~@ak)L_vU9ZH z<`EJS;(o--&CAOP9Kq@2Ve9(73gxr6_{lC9HUw*}lF_thS59jh}fNO~J zJm%#U{o{oHvFq32l@IU(X)L(Y}^HdEdGe>DV8{neO;(rV5uake>`PYe} z+*kMh%UJw5(0}|3jI{U-QSSeen)nS>dYVl@kknuq6?NbnP_wHSW<2o0`sX*WeND;* z(!>eEz>vgHkdab%zqT=h-=w5**|}>J$}6h+D)xDtY|_)8y!-SNs-Y~TOs06Tg~V&N%cu6!y~g+N?o%W%vxN zkB;lEm=1XCBA!ZNT*D@j{GE?rk|#l#X7BK+e(yBk8Z8)7inQ3jc{$0ivTrl<2ydp4 z{#Gx6gZ&dkvGC~MVqpHp$J+>?k5u;r7=Q0H3`}fJkL$lZAXGpf1s++;{?71UjRKzT z-p${$j%GE?LZI5;tT2JC~^vcpR zJBy6UyUZkCO0k0;&c5`gmKx-hvc;bHz24C05SaFSP)OkT$fRYEB(bdOx_P0$1s;50 zCYHlVQvCzu7Jk9-TjGw+#MCl!$>T71B9iTPmwh~z&i9t$Ma*F_*OucUr2lQ=jZw^wfq|+Ru8d;7j#}JJzkT{EjYTU{XkC zI(51ZH7vKWiP7*_mV{I8>-Koc>P~z%X9F5^Zd+yl%?711wPU`i=E~ontaNGII6oc^ zA2jO~zg1mr`iAlMn!Pzg7KW6)wHWm!?5QASNssHexFW*WB^R8h6H|x2wD)@UnL~=y4sWE%Foj#~POh{qy zM_yHka#QiWZf_o#njhER*AN{SuK-t|wI?R$dxTTNcW=DC3m;rE)Pf6X?y6*4wdro?^;bu;fzNcZ8r03~?xU~_WX2~z#0WBVHR)oc4j zEZnxaLn7JieGmWgT&qzNb^2!)d|l>^(kzqT>zpaI-*VVWSNutNbUE}w)^ZHIy6t{a znU^OY14sATDWyMzoI5;O)E~S=InNX^IVvBel3%9HdnyP0X20p*V9Q2PGiW@VS>9GT zi=0_XX-4!E=L9K2d-r>GZ?oirLiQYg{z!UwtN3D}-K^7FD94E{Q19W&cFKdx0d|9^{>AC|Di8Ym^ziF2@LP; z5}(%1Fmy(yMVG>ByVJR$dlNmAMq-F%k37>5V@HqKrponwZqweeO~<9Kn5xTf^-r;R zKVu-^H@){)h5re57m@&A(G5PL|E1#RW;i3J4xZ?|j!hyjaSd9Bv=~VGCo(9n z0^m)^!h!mK?vSM4!X#Mv@u9e^XWKKKFh%@BLMgm{OmX|hxRG1wkJO60Ha@M*aJd8BgxN4@;~mEf^>eFJR8w4d?@^TWQQ114Y6sC;mesb!E5F&g_k@ z5H1uSXhAaqjYm&n0Su?Z^?Z-N{otQlxAfm;n)xH>8-o5vp$UdhQvCo#F?0Kas9fhm zP+^Xaq3dLxto^Wg6HD_M5nqv)fW{Eps9f`THjF7v$Vt}rq58K^K*>al-l9L%5q&t` zQ-f1>6p`zlx76(ua=zP1w>NWvwbwV>yw{Ov)Y}@+l558z@9G8O6FV5&3SL+Z<7DkU=qXU&HPufZ&S8Cuw zCTl6Nj9#vdGvL~0ov==0GDi@ssgSP;MVkY)8eF)@=L}yH))2lt=h)ji=yoi#vox%8 zJec6|$kl-7(!ruL%{BrO4AXszR}Kc^Ag8l!LCbXrNTQLi(1Wvtk%aT1-ra!1xF3f550_!yqFyB^hc&odk;tK zP2}|D8NYXo<A=WXG%itY>M-~Xs*~(PZb9z|**#RduR(*uZdzH$b*o?A!YR&}_~;Lv)N z-DwH(!^kOGe~W-F!e^5ZhI-7ji9N&!N+QkgfUaiiM+(jlNL+p}>5LQ^!$(Xu$_aXW z>h_sWu^HzNFUnGXzJNEaQPFghc0|i@+0j=#)zf=#Ng-+HC!E*29fX;v{1U%1YTL$t z8n40c*YN;MS5g?z`4=qi%KvSkW^oqoQs3MP3B(h$onoL#U)!SU-bKwBl=XsPEs`ul zk3kfx0lpV#6k=~a!DgsxyQhB2w6Ps@s>@q48^ufsY&*?Ous zRLl|bx{dL5s%=m1=Z!$?DooOL(rPT#T>T^w6IWxxq$t|`hNja~Djuu2Kx6K&D1oE=>VFoPC1q~`b9>Adna{JoF>U&8 zoFU$>PnT_tN!%nTSieg6=x`+@=q2=>JSKd?5T?;7xb|LlZq^U*Ze={V^e#;eNdcVAM*LdMq(A{IRnDiiWud^ zMoSZaq_qqN3vr$$21_YE^Mq_+BKMrR6}kNrE=`a#ZkaDqcGL4>;NLA8Tw{YS_cQfs zqS4r#_`2o?nR()ahKSDlMwpu6IL3FYf5b9XS?f3IJDLt`xo^2p2`KC**if(MqLkxM zwwC@0o(7zBU}ggm38Z_->BjhOL_+;aSUL52#p4T1A*Y`oh!gspe9Ce*yX{)gT!dRz z4=F$AJxB)}O?xBD0p36SiC^`V+%$($aev*BO(x$u`DRn)5V<zJ0Z;dUqKZf&1dN>^L{{ znG}C|5q~5F{GUfHHs_%TP)wwN?X1Qy%1uLgH&otBas(v!4U;#`3$yuHDAX^-Dn8H~ zE7?Pq8C070dBRBE$g*C=BI{+1-z$n?*qk+Q(gGX2>v>gk?eCwgAAp5?H@;ZUK&1sB zUq*MEHeQHaqw!F0a{+6lBS($Qp(tP7w8;J3r*F4y9u7Xi{#Bwt*y(qZ3z*IW5Rwg1 zf6rf%y!g3h(L56x0b+u8ACmrctE*DIX&K(kgj9lr4h*0Z;?9o_Kqa#`=W_D(=YxfP ztfh3}nwyq^n)g8pgL~FDbk~N_7t=UH%Sgj4Vqq&D(qOqkUS=A_PFZpNmZw}zJ5M`l zWvHs1ty9yGTvv>S$%}bP2)zKOu*oU0_fR%>D%L;xdi8UT4zRgP?a%N2?kxr;KG$nX zQ&Gb>uWggGw9hH*8#yf`d}ctD4qYpi!&VBu0nJ>JYPVGI;8p{YKf z@634GpUUJ!)(!An>>dv9%V1qEWUE;dh~;iM6{ zbif!yoUo?B?q$o)ujX%yXp*h882EXje`U7$ZiBq%=-3$)ZPyyr*}z)&N0EtmI$E}wAd zaCI?|pZaA2` zd3#C$;Glr@SiI$e`e)2qvzg{oq{o!b>fE-)J@VZyqfMI2QlI!fJrGU{1w*Er_EvgX zHsNAiqs1C~e96NbLIk;1D2QxYFA!s@W_}%2Hc*~)144aX)14}|b!7szf`Mp&-Xfxb zKUue!6ZH&>q=L1OPuUrf%az_*nV?|Is zZ<(E$QQkz94_g;l4DJm`s65Xy&a*kwEn1=(f}wobbgMt70{KGi;WxJz-upHbeD0v* zpC3zCy3!5G*zDt}#eDUBFHRCazR)O>+P5OO6OAQt!5Tz_CaZ#af?0uV2A%WR7d7K6 zYwr)ZL$5ohX7upok zHU~=D=A-1|<@Q~Ph)c5ir|nr!Gczpu&pBPUkDsIphA?`>j7AhJ zi{Di~3`4AsZv+1=R7Psqt#bE~v|Z+R<<#Dk#;;?L=yxVQ@?w7s;}Bf3!b zUOA&F++K7~a6gX>v4DW7{$VnH?l(xP!wa}ky|(XG&%=% z?Ow!^8&Ym*vy7pgM3Y+kwNY|dHj3nZ3GC%xzRhhgz}+@Jd?ywVETS?*78URHR=(d3 zva8jnJNQPDbUb#a*JpS3p3

*oMbYsT^Gn7gWIYojQln*e6@}JZ)@Fe)Y+2!DKC@ zh~o1rRuNWRYt|FO1Zot{5E1RUhIx}993t@zi+LU$YToS7=9Tws-`o*t=J6oK&a{2* zYQ{YInPO*l+E^vi=B{f#;H_s1c!oL4gkIQn&H*u$J{Y;K72vi0d`mR(_>4@Hq2x$O zE=TNO-HsOmGltw_;m<-;v4JSQkdhmGP}Jl~BX^L%I%|`tvxVO$=CdJ%PPWWu`B3$4 z`bEIKJIf3k#Xl$S=~O%w^7u~vZ6HI!s2!9->7C5$61a}=`|#bHK!Y8@6eTe>M84NN zE%?+vGWr$i<;9sD zezkkjO|O%?key1kpjsdr-`cjR%glqet&bP4dlELf`f!CMa=DeRXl9v)EDYtlDAv!P zS}}FDICkNzWYCdLUy<>=(S3$GpY21MgglDOB=vpv3|$MC_GhZty)W-_s>&x%Lo(n< zAZPGREZlCg(z9#(-d73UPY6b%1dF&meCD+ZvQY|<0BRw}_QK?K=v0m6@ob8c&v?Ax zg2za}VY(&jS)7Vncl11?*#NmweJxVGb#u!16q&gy@d1yU63==(zh+tug@D4koC3Y= zs>`5qs7*LGz#fZ*nHWXkJr1lR4|9n_E*^?{mM8OBv7P!lvY(cL#}52HZ08zkZF)vX z%VN4&wSghJ&5(r?DEbKQQ-&bsKi=ytH%s64*ik)j>kAIaU0 zGAX08fP~Qe6a1OQFR7xut)Dh7u8YjQv|A&&@1puaE-y;XEL@1V;R`T2G#%7Ri&Nl+ zv=3wsx4zNRhTA~7Fy*F{V%h=})V;?xzEQn{jEo>{dJG*#=NUe>ZT zHOFj_$S?ZEeDk`8!)oxy_p%4Ml(#I08{VJy3gQ$iz$|v8j8@GC--^pJPUH)KJd(IS zjy7A#6>8?G%3ype%vh_o-&LhJJ||IOq)v~JQgnIf-sZx)(hO#6Wn^gtGAH@Gq8LVQ zOL^1r{yycPo)s@>v@mKmL$%;7_q*et#}xo7)2mvm!?_Cjg5vj>xJtk{ba;DjM@c*+ zKEV{tA1I_PkxJTxOT=CT7=9RV-Bbp1*AU$8iI15TYY2fVDuo7aq=OJTWlg*-2gu33 zLlQt;6D_K>yKf}qST(pjmD3r9C0LCYah=w6E5Zhsqvy-J-i5@e60vLjR8HENVrN^g z&>wsRZX_~bOy(opDb=Zy(yg|na%h5I=l3j9^D5NIDJmc>teF8=s|vHJeEjWQo8GNw zGi6E$NZlQ-c*o#C{h;P2@|No5w@71^3h&frLgX?wM*4W4&}i}(Xj_zn~;0B|FNRzANz4jDQ{-`+-TGSzbnoOX)YZs*vu7(f~naXpsi^EDfv z*7}@nx~bM^Hb>jo4!CAITDH`AHeFm;j_ye~?kfpWLg+A8&<9mB7pN0II^Ubtj_4Qb z2%a*UY|LMM@0E|ne+W2bDZ869zY?eXSaowzStnN@!3wfs69n@WoLYM#GIy5WOGyl1@qse8~NlMfrG!6 z<}!l{hdGET2jQ&LAU9t^pP6kc^q~nt-jTUOF_;rpKt$X!E7%#e8T`uh&UYcAntS)smX{9nt(brC|0umF0oCSR~t zI7@Cb=(r!Gx11HE=ONq@`C90>-j|1G=C?6^&wYLOq z9~P>vyhsC&<_DDMHjnLBFyn&UcjGpxl!|2EeTg6neU*3Me%XHJ<8?6c%A+a%u&ZO< z8i2BH@$8wpr_CKQ?OTKdZp?&6hKqrA2BR&R2Wn}flebGFx6a4jRb-D;TGWNgcBG21N?$R0WT!2nZe~8Om(3-P2~=;}#tfbvn%qlcyPYRL|CCL@ zki6+SXBb)i47n)PW=cA*^K;ws6~eM|#%mWVF`egXOt^M}I{itH3w~sX&9Jh9htkz( z%B6Y}4e!yrSdBYc4!LIpGU!UcV5}T>wn%ij*%ITsmn%JCJjM8hY2^9}1wIM}% z+&Z5@Ar5hXOpl;2Ru{gZ3!n6mha^Sl#wu@(%aN7uGzTvo1`6~dEUhFSsu!`f9DhTD zb%xfjOt|#Ib)w0(o^*MMZCn1*&-{}0Sqr1^^TO`4hNf-bz@TuYbeqlU@yxuy9HV<9 zf}@Nd^`ti8bw))aO`VpB5Is+HWW^?l$ghIB!YAaf@_BsUfK}RG4f>psWPL7EIjHG% ze>g;W?(>~{F5Ow7?F|s+72Zkm@{3jVFyZBFz55^}^MmZHaCm4!Esc%5+~k?*+4Y=9 zZ)YZ(usL0ddfspo@)D&_rVU%3&9?>RJzdt#W=u;?*dG{RSl8m*<-@50!!-|qW6ArI z*v1XqA~YTs&gLVM^8578+9;GG+S%KGI`{AR?B3Azq-fO$NTB?3lZ&~P&V|dcDBD`Q z>cs)YW6t-X@nnSe0uz0kGmdaLsovW~dZI_i5z+VCWGU(%y9~Lr8I}Y)pg|AwxxN}`ZtJFKOX(6R@rW8BMms)>(X>#n;&_7|fAxbU3nb8MV8~5e#zT1n>EWN*^ z-G8J!rVp-w7Njjq>sO#fpFW{g3Z2nLIXA?1Ivt9F_uoIW+JlrTiYz$N@Qmo@pU zUw(1dsk2Nti!+l^Y(BOXJMAi&+~=TiJ~c|aK2ZjGy#b^M74S`jEoF7nUMRciu0JZ9 zQsYMjBQ)&_^cHR|0DIVM;1z0%y9`7lh5Xl(u5+3QVXE((xSRk$XWY=;)D|NPr@=~% zu%P8a<;`z83}c)A(|}-XtOwG$^Io^EGfvgO?Kh4c*c|2RgJ&p}X~mc7gEuQCGVc#P zA6@GLe2KG784&ZDNw%by9U5!gF9n1vY*gbdRg|CL+W50`%JsutcCC!NYC$R2GiP3G z9Hj)d9=Z=dN}j22vUT%fZmuQQH3(q2tK5 z;jSvx39dG}^_9pf55;*^fG`XmZ=kFk`JAU$LBN(Q4$qhBl_gy3{(8|o-LU9!2}MI; z9L0K3=1H?HCZa|+asQcoM$-cecWy7q4if$%6cT&#U=91v&+|fu>a^VI0ZRQA%i-wY z26>AymAvf9EizTcyIrx&l>lEmYu#u~&_2*|ULoUyZI!P(gz6IIl5YmVq zhXIQu;4u>qK!tBY_}R%7wiLNst=Y*$SfD4hHz`F&Y6@>G_q5wM3pK{2U~?`~SmPh` z+B|5h5&{XWEhpyc#y4W!sm&1PwT!tH(<(PS7iH5XAadlr8$VL!X4Ey?1SKWY;z&x_ znqNv4a_R{jRWuf!vF>`WTk_@olrcK|yH#~RYK1GBOXZS#?#_T)|3Y4Go7$! z>pYDK%}df}9tgZl;pY`@Pg*h%aklKkb#-Pv(*B44B7hj3@*1q8L+I;sa z6q-KzDC2&a+i|9eu+tMLsdmAe%|h^?%j)kA&si^9x-2(tw?u*Z4<-fhb;%kI&69XG zOFzkSMXhGq1w?){tmtWZ24M+IlsTrkJ zk}E8sOrErNg9@MBZnpQqc3$G?Q*dJNg^J#=yK;{gRhhN_5MBz2|BB5ow3<{GOt;7X#05=Q+M1|6qY=N+}4Rjo{~Q5)9rdoA%y zenCpZ+xVI)Toxa8CvXpubg(Z{mkh5Dxye+h-epJ+`O4oZ+)f4>?=3)f zdD!|j%{i_4Tn>_d>W&ff+A;54{xb-6VL0kwKYr}hkBOW@L;RY)D!9Ds==FiQZBpG&if^WRht=49(td2!2(7j^Xs&aiH`h%gnIABa?e zx_K#ht#i*;&w^NC30FcNJ#z){`ezXGhIlh}O@$QKH0ojl@7-sW4t>0x!VSYo;vjH*8Vg|U`e%zZPglys%(l+olLj&MY<~=nthn~i?EWUh6?iwz+7R+99A->i z9UdPam_{ivp)Wpl67ni8zg0HpyY)jMrN=bB!C=S>te7a#Y4!B2q5J22wd?!jTnUjX zVkV6UaOdQmYHHCXGvw5XLP2jlY0meaPdw%CN05Wih-&Z*gQ?z5&sA+_0Ofsuxo4W9 zNyvB-==N}yt#0EFo^=7TbF=OV@xp-moQINl|)xHrW+0nkRFWmW~( z&e32DmI6K7@;X7TWGsiCpPaX@0q|`jExCRxCkRZ*H6n0`=Gjb3g2G14g9Bp^lFFRj zo*{=S(qLTy0fzS&ZX+s*j@o(K$-L2q2}+#Pm>#Vwd^T!PSF6AHz+=3}_Lq)L{t_yv zRrc+^^b|+&az=lfi7z^`k+duTka6%HeaU2|h+vy(bakeQ(Ny{LW)twU1*szL^Vwks zXY1nrdOJLnTVv7lf?h3$N*!r>TrHyID=(|yJ`tmji%?E0V=l6Yq&ce*ROI}94urdWch zXCg=FL^y++p?7xHTOMSJTJd_|RcoCsK3Qc!P`1!8JqHb@CoHwst=$B$E%U{%gZ!dtnw7hk-zTRY~b#tpGpJQ4YhJpF%;g}?GWx##%up%&k} z!K3a1Q{*0TxSo92MV{H9Di#qXbnq2am(T8}(7UW01MpW4{$&6}7QbAu_h`~^s^9rW zV8iBY32Q7KBbwY6&>hXKD^M)F)p6xvr6UQ990+uewqQ!MmbZkN9Nno}*9piu<5@(4 z0_pin>P;^ivorGZUc4{5$c)lJ*H`7AWQY~}Xu=PK8tY&I+4JR+Fbw&Y*#Y^S>!^D{ z@@f7FNxWvUQFWz)H@uPZ+9&}_V1p<9Se(~Dy{hk>b zQB~k|6p!#d6I*uPH&=2)Z-LEhs!noLj@x3{a4#?Y#ntST?y)oZAWRAt?$8dCxb?~< z3(?S4s>t=1B98B0RYvc_N1-c^4IU_xRlQF6Lp`UmJ=Bm#A3VMqaa+O`%!Z(9bVxLjNDdNBRJu9{c09VEEQASWxs2 zOfadbI^qg*ptU^u^IrCxCyl;vnPp#)SJ$0gh9RCe* zGk4vzbKD0G9ev7UC{;cqt|i@QzI$P)<9T~XFjs-Vag}ACFyxE)xxqaLOvLpxPuI4! zJlTOya1p%#Q$4{_M<2x6YT9W@P$EA&S*S9OmFfXnbrV6T3h!n9`k!Y3%s!s)1R4E2 z#mqguaACJJ0)lP0Wre5gxX<6_dC#%QxSZSFUUXxiB=uj>cHMIQrU2ik=4M07l|-@~cwMn6DCH0$g==e}0D zX(R?fVJ{Y6-I%pc`;jixad@_NI8C{*HDecjX;%WT2syY)I&8kSIm^5voU10$lJIU!v52Ep&;pnF9vk#N4GQ;8vd zP`yd7Zg&EIu}LG)RhrU+LoGRBTDl43opXYb!dK0q;rC9Tz8>9GlQVyKl~V`{3unO9 z*Zl(cv|Z$ojmyBYZ9k=ijCG%^Co~E}rB84;6S+QeY8mD}fvonZAiJQUPlFEyx_ z=W6DQGHEu4#uQ&I_{&xXG>DYYYvMI!^$2rYTQ+5Ncs@|Uekts>37(X(^p^-rJjQIN zDaC5nWI>LvPs>>B~XJ`|uLYD@M&o$*WNSVH7BS?PzH9)v<;f1lFAr zpL~|Up*OFM{)>D>y}sICji*b-t|^nRR7o_e<6^&%V%MA5DqZTD=cy-)r(32ktWwtH zRuAKc@_QtUo=t~Ex-`GjOPh7ef5S%z5kGbJ(rI~9Wz*uUu0}I6k}JAECFQz#8o{ig zrcvNI+LOKA;{JiDSMwALp=`s_b0&B85lDpIb}W|C#zd-!lWNzXM_{!4(IAZ%2)3#f zj_9%(FCG4Qg!!qp2oC3=V3zWUjp~7jYPG2cKn3`q-~ty8IS~0?8@KU4=9X3*JYD8v z!fdZ!m1ZYO(i0o^5HcY?Sp9x8Sn2XW`2pu?A}K)C@vVhRL^yqp7+=1sO5klH@#2-$ ztRQ~^kYWrkEMin_%cwG=4KuXvETjKcMee#pNSBD~=!fWwK}npsIHLm4`p(VhE6&mtceEHBzn zQMX|Oj*l$O(is4{N@*vfZ2)`c&iZ~GCH8<0(!ic;QyhOkAR}J*vJ70qZk#e29Pt+u zfH}Kt^g7L`njFfR9jJggnGSFXcQhzWR(pgg@Uv}Em2Nlf_dAso4`;0LeVXrh@R9t9 ztlYV%_p$wJe)9}N+3N5~1s_5}paO+B_;%Ym<$&_MzCh~sWX+iq{HVlrwJLMqogNJK zJrs7SqzsH}q_oNU$lYN<7D?@wG! z8VQrT&z(d=>@3CzxT0GJP>Gfr4}~t8U9CDTFD)8f6`KQzbvO4eIiJ5nMY(cu&epZ! zg{?HRjO#nO>@fG5)u^@Y81MOv71oEvmyq~^x;(1~YJEEo+|m_bkT0*QWjx?>r3zHK zEHK~Bk4Gt>Ar@(lx)dyz)UJ>VjSwq9K*;fpH)s!*{81rJ>x8v08p=j;llwe`xIDsQ?^7Wf$x zlHp!K63^qG-whC)`RqY()s2kR}D=<+))`(<;|Y6&^bwI2e#34|T1BEMUx4m||eYKpB?WpS_CjCfD= zD4%>^8n%_0mhre;<-an=iK4$?F@HfFE|oO#HWYm2B-)44cDmlB*@{(D?!Km1!L7|I zgVnK=i zEDg$~%UQmBR2K6E0KrSXnbyuJPC2S->**cC&Yj{JkDQsZ920=%C!C#RdQ(?9=_vAm zhUBzF=IgP5JN|_zkPIa~a){M?dHg^Mt~Y63`I(0by9>jIqRDTOJxfIY=O5)hC}gXalogk6xN9uRWD z#5>M>sJ?7{Er?`j0794X&r5Cy2zPw(C?WOF%Ms)(?$P$$%09~u(}OKghD{n&UrtEy zFNZsGwmGJmjgE9!=RW% zk&9A*#V(_%OZ5a20R(7j2!w$;Kn}+WIhpqguNi#Orhw24lg6Y14tr|?Ur) zkHY1)`lu5S!MqFvbh#QSME5l$E=|L%f}aw9rkv-_&B}}i1th4rA?X2-h3`{Gwax<& zTlPSD;FrYGM=7*Ivp_DW)_l43q1pq(zaQZCjgUIJ{}%A*#?p9Zd^LlBBO8@thGnycrt0>;pWsNnRZEOyERRE+DIoDwcFM+{6o zI$H#@_cp6$HVcV{vg;@9LIExa*CJx)h#1rVj8gk(uMCg+c9;rah83U`f&WoBAqE76 z%<32VRf6;ynE9+D+0(%cUQ_GAL7l+H{h zQf+Esdy}bv~2UG-S6u;dDh_d zn1^jtgRjW>NoWkS33J}pS)A70Z&cU>X$CtHJpza}hrq>l*W-SKtT@Bvy48-PUL6iS>49lqQN*Sg#| zU8tR@mYC`Xo_zg|Ppe7$O^afeY|34lKGn8_3J#0m;Dq^MTNTI|A)D^fk-7u&ph&o{ zD53FTLZU-XP-E>PFzKb`!+V1r{^UKTL?qYR!&E&g_lNI~zZT9m+xf6@pHRC5;Qd*n zWURpB-+e6g!qntyzyK_~a8}#rYoeiU?N(o?=J2f0a#VG)!uTNLx zuec&!ub*(o-abK!QBHR&hh9%uAnY4eU$9i~SAO6L%UC{s=oDLydlRMy6c^1Zxu_^Z z$tFadru?b$1mLRHyT%E~IAe&?8qZR`94~~KE>fbRcd?Z8y2floN|dQ8Ij1b(y>_A6 zI6=*+kC%*d^efJ2Zktt6NB+}eHC&Ox1wEDj+vCm*ab5thWs%$LUX#69XN@6_yh+VLlL(B zhrRENYC7G%o)HlnRuBOJ6#?nerGp4a5d@SHno93TZwUedB29WPN|)XedQ?<;?=>Jb zw9rEm%KK#Q+;ws8f9{9(^UPYa7Bl=vdD_`$pS{oX?R&_zivDz2H{n-5RfX3ZFP0q< zNDkF}u`oj6Vntz3Y{lur_)`rZ>tm;81fCa4FHiB>4LY%Euj8j4!`r|?Pf2c59YX|y zFuR?^mF!}dS_8xZ0D%S1G7`@-Y$lJH>|s>_W3tV#=c}gQx9oDZT8>uk93~fy<@=Y=w-Y^;QjP`GnuAArq|ExIgTjJ$jHF~d<#_sXiPa>Y>N z#$N$nW*h)~+mQ=($A2-U^O>I_HZgs!HEV13omX7#uEj*a3A#1gd!Od<@{|LW;4|L>49zSD`)=QE^*2+sf$=k4{A-^R0I=-Q-O-|H8*$vAfs>-NP< z@uG2eF%0#w6>g{{_pfb@9f{3+6C#0j7j(30AADCNLa1-E`nWHj1bRP(I$r0q_XRkB zj#E=URDiXVMqskdG42}DNVzCQ2Z)Q=QdNeUwd4v2bNR^*z043W(bVn&5 z`ub-^!xYecNA3wC6XM-`j-a#J0bEx(ks{wd8ts_RaxZ0`Z#3N`mLp*<|TX+ZuuUHf2A)OD5Baeu zlwZ3q575||?O@g8F@wl=@Dfv_5SOM!?qg_7f#W&N=S^_1gZe{DB(6NfI7iu29)F=E z)q~IAfNv>YHcNZk45aevWe;Bk4>AgYI)>s})fQI|nks`6OiFLtPTpL@0U--Glpbgs zU9Rx@Q;>CQb+piHs{^54?*grzI9vr0Fs?93vpRs`MChWqhRDws_U=|+wX4gY1`*F7 zUAS!=a|dK}?c&N?LG!#-uiYMIVUPr$csvT@g48LG5>DLT;5f;->J0WuxqYW{^;(V9 zis;6Xr*BS?b7AtkvmNv`h8`}Mmrk=i8BLky3fL#kw@En(yGzWE*N|O{c>a*5m73yh zm!F5yl;mY1$+v}kbrn`~J9|#SD-5$4Z&*$clHl)c##|OZ+H72za;71@cWvm}c+11n zkW;DyFd$)dpXoqoP-Y8O_Mo02uAL#LC2~@j$B;TZzcimI6FL)!yoD2+Qk?fqD4v|+ zfPCs{U09v9$I*&!>?lk;yQSM40ZWe;F_+O{!%41-_`#5nK?{_@xz)zH( zz7Qak3aX069j*S6d}f{N`mxL69v9zJV>;pERN;p@sm=CA9QY_~nUbvhwgaue-R>;^ z;Mmrvl(Y*4+4w%CORu`m$r%6C)li2PnP1>PlL_S6>bC3)q9$x4FWa>6&tLl6yMPxj4Wo+SG_~3c+@TFHa5XAcn zt7Gx}w`iPLAs_3Es)T?jyv%aME8~6UME~??LSBPKVlb_8Ux5!d-Hyvl_QlYmTLLja zB?A~L4&=eEr=`k_TS!ZJF}WLg$^F#+=Vp+T-VljixFu=1 z2XHEHC-#C%lIi&J+p1DGxS29k<17lM+f6CVJ=vEYv@&{7?Z|{OsAs_^>7x{;i5&ME zY^d{JR}k+z;wE><`L(0xBMx7`FCiw1anTE@tL$+L^&D>HGY+dBSfcs2tl;W0SU}$z ze`xPCIlbXqP4s?RO4FeB-HY*_oJQSAYhKIlUj8S!FCLIv1{|qw0WtUvJ!c}JNYB&e z_l&Wu7rCD**DBAip&uDG8qgTuXst|orzfA=8}UiGjhIGOE>D_KC$`40$8n@$i}ak- zxH9IGeIfXU_&xmf43}+#0pMO+bo$CHn{ycoikBvbAHT~nZa%B2^$npDXwS5;*njRg z^V@qhzavA|1OOT3fHEuK?dO;j!(xf9*6oDy6&HEyV&DFdL)TjSS=B@7ORv-afqQC4R9y*9?Xf9i&k#;zDfG_vSmo^X>+58H zP+smI^%pLcwKp8y^4xibn_J2+j%D9kh~mw{M32Ym-B53`kv(F`IW@_@XZlRpFVthd zbf&2=@!sSvqBu0ibDJ{dT2E2@Zj;R?XY%XT28i(;Z&Nb-#vk?7X+NKVr%+~K5|e*A zR%%jcb+5;^wON~#6H}0M1ESb_H{bgB0Bv7Z&3 zMEW0mZykok!EN`Yh(;jNPqnb6x1kfBJ5d8xgM`M@A_I0Q-b2xYoD72W36E6)Y14mT zfX~95qdU;_`%I%)&PHYE6|wD+9sINyG9nq7d}?ZG+!Oh1;JuBO!7G0bLtYkutKNkb zB?R z$m$8?kry?K6>w`7*Gtv>JU-qU{QUL}4F!h|ylmC;5$)EM>jPNGmVDZ}>K5(z3#dFK zbU4rXB`E8<2o@MH$LTplaM8r%^_jIUYBjZ~9!WkZ#V?|MkFw|`Vd;L77ofDNSWv{- z4f7zfT{<=9@I}v|%p2k!%5dv3F4UgyuGygkBPcU)Y3Vy>jk_<gY3-@n*E^?ZijXD4xr7MkL4J#vkaA`XPvNr>fPQt{#`e zwEM+wlzCWf^1JU=Q`sa5kqeFrPQ7XZ&d{vYDAf^qlTiksSWlfAfz{781ngLMQ8vt6 zHXMHF=a$FWa;f4eZB!m3gDtMA097LF%d07^WU~ht`VjfyvrZ4?xd)C;e8~Fj5~YeT z)5;+ku#m35w%Ud6%L&asgRlg`9khv4trUUAnlLPswK0TRiLq!YV8H~%0NSjYmnN;do*gA)L+iVCu z2=&^S({c#o{+!kIRY1#d?%d0{IG~aV_^hdJj2U8bVb)S@GgWE+~nf*K?1Bu5E|=YB#8NL_aaI z*DXD3?QD*cbBZ=DW~#)z5--|Iam6*(xGaPWRFaMgK^H=)g$x2fdBk43Kdl%kqRtl0 ze$`pjfVTUyDIm}|FDgZ2RXxZ!>rZ~*yalCQJ>&`2hfdJvn|ZD~l4OEL2P!#b6FC@+ zM#IrI!>TqV`EuM{sOvX#6tSH431uyFoV^7h>1GeHoQ9|S=zTmLcz^pj%?)MYn*rx& z*jRx)UhEylRNZFgEf zCtVg;Ek#<#wnzxsyDsh`Ys9n>{?fVWby!$;g~e*w+e;sFu4a8K)9qH5u>i8%YpaHJ zt)RESqmkNAwSpLv)jXZ=J!-4vm;s(Tj(E11@%`_Pl;M%U4u z$JqxZ&c|V<;6rlLPsnw6Uig%$Do#Vi_VDj_)hu5_4$7a$Izl5=Rp0{1k_NMYXO(rf?CFm-J_GsGA+I|$6830&tw6Z9K4+(5 zvh+N}Qc~_bR2rBxJ_f&H7dZ=wGUYT`hSL=-EP}emI4ZZns$N@@DDbNWz8FY?kY~;6 zY4_4a)wIK|AeGhSr^Lz$!{xrb&ZAOS)C+YD8-^yk%du>-4?hjlUw%L7iJ?P3dva3k z@+HztDrxD5BE4$ATim95=z*!vfBW|ASzjmV?G8FrNK``m+R7Too4F)OWe4!jrtpY+ zbrBYuJmYBt2tQtjb~n_|yD3*IDEPb(7OPtG99e1)&i`aiq1HANCbwfZs3=jUkz}i5 zyM=UN0n7{z=a{23$dMp(NI&}g;gONw#YqgeK)$@qpm2U;{!l@jmI1~*#bfuwS!)YF z5t+4jCWdmN6iaBm*M5!iVTy${k5A|w6yJ}=WEW0`rq7l6JI%k;%8c?(1e^CcI7Z z(pB_Rm%G>*GHkbt(tK;t&3zah%hr(Q8`~)9Wyq%Gka|!a&C@s9g-m|6KmPzcy`jIg z^HL#+xpHRff!cliOc1Zv>~MNw@8M!WY)d55xlgdWY@}B!`WN23tnOXMd#;W;w`i2S zS+w@_5!8q1$7zSR!+{&hVha-3JbtBwOS;Y5BGv7728ZFcY{)6Q{Qg`P6wLMZl=h-O z>(!=5Jzpa(p7$R!zfXm6>gHAW`K`?2;N9yF+x9gy{aHhki+2o*AAQnKn8I5G5GTXL@kbR(tlJ(PR^2imNw>8DB{})%eOJr~3wct*b+o6X6C+ZmG^raen<0u zP}Efx6~(M2=M$P2cRermzdrQ5?YO%Si<6-n?j`%y?=VF3oAr1>%wkCF7wZo&L@gly zCpEm6MO`f!jLI)Sx_YRuSq<25G$C=FZ13#7g}lATff-8T#%Qg8qVyu7cK19UwKqv} zdC5+9jGoUSH=13em%wvNv}kCNbOdpfZs_SsK=HunKK>=T{O02+^*Vh{{N5v{%g4{f zL&~Zs=^p^GCH(&7t?A`0`Xtd2N$A=HAc!0hb`U1ukr-+`Eu_x|G3ymJYM-Y}ScRR1 z$o=?UYpV=g`A~As5PFG+K$$gtP<5BV%05#b<0>nIP#f92-e#$i#LES_1&?A;Z9%7b z$G((3>p$k-4F2rH1JbRwDxSs%B5kRM9oC~|9eTV5W?#T#>mI=Vf0bV9fq;& zTE!l&lH)T^kYf|)AxpugE&Byt>jsi7(P;1K2G^(Dmct0ye0anmHc|p(3)%t{qI3;s zs>>y!Zj6-SuLXJ*9SOF?*4kI`$&*>$>_@?OZX8UkOk^lUKgiIeo%B4we#_}IZGDXm zbfX#z!|WoBtW&1{tChjuP3v3q&6$oQArnjkNpC(%s^=)s)ff@KmS*R@rrFI~rW7S- zVgXvQH)O1O(`!g8fh=jMKeC~IGD!2Ynx8LCr?4}=V!%3jSEPJyuauEdTsJM?JhN&F zvtPjZtI)LH4?F@0`^{im@#t&r@iCsp>kYO~!|8ftQ#Nb|5_fuQF~9XpX_bsMho4gV ze%8bf+#=?9je

p(~>~nj?35NTky0q3674ia?1L$_MsEY$4}R>yz}imKk}4u$8U@ zt?RQ9oyj=$q#>qGl2^uQJi3-{V-sf~5a`lKVL88zo+P9bPbdMZbM(FnCjF}>x;Hx_ z>)gV-PI{V{)tNII#)~Cta9ty|lB|n8sB8<3CWS!`wIdt#j5AS^5w`#&#nZJb z$v6vLJ7Wcc>&A-ZEA$HCPQ}OrnZVH4ji_u7DtYvt3OEs&%yC|YOPhzUB_eqHy2}I7 zGRpk%W4mjO8mi(i_LE-LWqRDna($H0kK#&a-zOb91mPe&LtV~iT zVx^voQ0@}r3|{C8D;b$Qn2hQ&>j*7L)gUET;|I5tLinw2zyty+eW3w9afIIj*@MyE<>4S}YrcTV4vhEH406#YDh>}lRpK+Hcjdl_QhccgoN z(eDKu6(l|;^yufepc9iG2!K~g?*v^{N*d(Mf~AZ`B!1T*6#d@zg(2*HFctSHFZrBv zFJ5ef{N^E)r(X`qG)?KV-&&7gXsZg+ueqDaAg#mW9KT=MX} zup!5LHKV5BP6wJ8&VG!G8w#F|mvq^`gEQZY&vg=3$L8j9u@><$Er&!#Ou+W0YoX%Hu+2>`Qarv7E*sGkCo5EEK=kw8J6tE(9RbFB+#j3X7$Oy@~gY1UzXo}{vt`)=4ioDQ-`x>n%x$eC$ zRj=k+=h!z17-U=6gr_l(UH4q**Mas+8NOnC6vM4*>zFMd9!@KiI$r0j!DU#(!J>L_ zS1GRWeO8;6HlhScazZ5OdDgqR*`Sbcg&HTk>(*Ob|C=*E+f0n8=g(0cz6V+b+L_H5 z>j^ktZUQA^pAC5-!efK9#gfBw-@cXNiX=yaJ7Iubt0TcwGD$*dun=`UfmvTi%WS>i z>4#*oLpM1-ilXu_XgdvU?RdRGWc4{JV?w8XnKAlok4Z^J?RSAgaEfzqgAQBKO}xhM z1L+lCo=U0QZxt}o^G4o99=fQgr0##&uN8IMd*sAGy-E-W(Hx4m5s(kF-mKaX&*p(8 z{iH@-#*evA|0D&z4#SYcRNlkDb5=6+k>M^2`jf8%Xsw0{xNw{Eyr#Fk9@6u`wxXDo z*bt$wZEiH``{gf$CcN_&-pcpFPMpDc?NX^-7?cnA2|(Dx?BagsYi}7Om1+7t4R|G! zTJ{PRxbqmGPb04*h46&zqoO^TBMjl<57g?XfsaQd1y2qL%eMQXKXhKJ|MkEb2i?nh z^=G8*jvqLG1qjDc!Jp54mIbwReg5lCe@&(Sk7s{*xqsg9??&jKA^qDm_|KyGXVLs~ z()`yN_-9-E*O2@Zp8jq~{vCz?Su}q)LjMHde**A7K={Abz(3pKzlP+0o~2Xtl#gPT zE`tO+r4Tz*q#tM0ge;AD<@?)-4^)p*@M;Qif}w@eY2Lz&W?hGt>{}AR+8FHavA%v8 z^KyuuMfttdJ1X|uw1T#=%R;tQ@HD6Me|KR0<}-X3G&~RtW5fK?|I=0PdH3rE^;%7V zF~?$kBvgr+St;scxeWXyv6@e7nBJH8zmmqq)Evw`qbFdS1ezUD5A? zOj0rJif0pc1RXo+-J}k23k)OPQ}6q&wtbUo9vS}afLwYz0P;eko%KzJ6`Awn8%C+3SCysA!M7e9vd3rq}1N67J`v3R- z0XwO2Fldc@{s5TAN1b)D83S@|LZC0TYM|BWZv|2%(rs_fTxm|FqrIb&d>?)R?J$lD zj*d`@;~Hs|f%4jJ-vg~Yl5$4!hl&-e-wB8>sF2B=+KHnX__U`FsrE>z8(n++|Mkg$ zIpNl+Ea8(c6ToLsg051hsYH9ZJC2>)U76q}Ppqhj`TnhC_i_Fm_s!YV>?8a#cS~Y< z`ocK+rv4~@nakW2q!OrzL<7G7Ax4A9IQ^Aq`uG3)Ky}lc+Cu|!+>PXO3G@X!&vUoq z)}^+Sw?RcrhZEFxZVTiei7L(d$|{*G<@Cv#)rX>2yC(~;a2tqq8Tp=pSk5I2m$g_G zS45hn;?jsZNM4tH;~x9Fw15BZr^l(mH+B7ykaPU=N%5aN0laC4b0OpVTc%Gq(++mD zEC$OSKXJ}b56WuH`1nKo^c%UGywYvmVmy|GHzX_CT#UdljXh32{xX00)}QIXS9Nb{ zald)|^E}kN`J}r{G1Oyo)s^M;m|jRfi#au80slLxCnvBEx_KWj$(tN3nZU8P%q?c7 z{>tAU+x0`BYpK&}cQ?;*`ljUMOJGJ~QMu8Q%9&5W_TJE8u9b_(b%T!h?7)5$J+6Z%|nl&8hL#4JJ~)QnInqq3hB- zx?-Q$Qnyr-fI{RqI6lW4Kf+%@d3dDIo2kI`c|^uXo2J-&)EZc*QEk6*5x0tPOm!sR z7|7L>RlME>7{{WO$#PZAVtu={`le1tzbh+?ix#&56?+p7?}?5%WxE>W3lTLKB0)#U%~ z1z;mYWV}<`o;7P`v(z~48HHydVhn4XMy#7OuTR~9?ccM|Mur)K%8)T2S??%DKMA8F zXaZFc^Rl3I>^Ukf{6tWp2JhH+8eAHz)2*&=t4N zott%b6SW@?8wT?9WgHe-Z>dUbRN;hN=G%*Z9I%)ie*NySpM}Ae zi9ZV&%-2v7soVGjDjp_P>E8PrfpzP>`O^W1w`nU@hH`2bJ#n_kLwphiyM7BoJC*mr zTR*a0K9Ua?#hza@gTx3JSARau($LpPKVMcvR*o6ZtFQ1Vtu9>J+DUBv(kKsFSSfDW zBIzUVzIZU^yga)!V5MH%b56R8cXX{%(DWYrtDg@wufhln-gpJz&}XW3!BpzEf!Nxf z#Mc4lpq^0Aoz|5&qg6!e3Aek1GV4e|NY(7DENFYTe&bQ^KmFRnPClG2j;2d!lZ&^> zbaCqUkJ4@Hg7w%Pp~+Z{9MwRrj*Za|^}0+3b#AFvpyN#B*=JTt)x1n5-Jcuee%rj& zC4eCz-`rW@lbZM9LDdestnkkdSPlr0xZ$xIt!Sosi{jYxU zTdBC2CZvEjZ4s*Kg;mtmW0U@uki14oTo|p7dX6jQ*Nl9gkZ~r_^3Bx0c(c#{jdEod zTrbf)buq9FC@zF2uOy_K6w*91UiUmW80~qkjccvkH&yO`Ju`*HC-PC^CuX0dOBVwt z+?eS%$J}}C*=>3tR*c)nZNA$T{rI?1i<}1Wo+L2rWWguC8K{Jf`kOBg^M5Bl*D#Qk z!(mV}&K60=;PvDJW^A6SK^JsusoQU*P4yV`={#NS+^D$RUp{nCFJW^)d|{GoOt2`D zf;G~Us%17Wt%bmFek+=iRZl8g`TESzMOD%?l7lcO=4O=?&tcOuJ9+c29xGESV|-5Y z-SvcBr7tIN`%5B}?eW68_-%$+r=PI>&zZdjtOw za`nKJ%=`WW{$w;o?rtH*bB(ToL#^Pg@(rP0#Je|CKw8q7Dj^%mg78MdLft6alaP;U zTre}wUP?MSuxl3-C?6U7F0RyFwxQAHep=^MVd@gPNUbOTZz%hh*#x4qY=GH*M02bj z7r9C`pL{@F(f@qBKgcMfUx-|l@-9S^OTT8;6{#V$F}kxH$!^G_tFQmjeY!3I=EF%o zCEz}7;uvIsp`{VXWrup!&*)S1mvYffl%Rv92X>0Ugwmw;&*l0}?5;|hcN#1_H6)3o z9ppf8`mH|gLMTI>m|FmT-q3>_?A&fyKWdB9^%1b-2p41?QQ9}asz~=MO8VehwZjV_ixYFPJCyie6vFi@erWe zp8nR7miXcYiZ=O&7f@x*b3`^c7jA(XaO<9eMn~V1u)KkWQzwOrbeLbfc%iA5iT!XE zvb!>MYMW1z}7%$3SD$dJRxaN0KwjK{+yh zsFYN;ojHyTegzX)U!XJhd=b6Kc6k}&xD#4+b4hMvS?Wjq2_G{LMyyK@6I&n2-tAwzLkAPA$ho164H$yxKIWv z!%bE`XHzB_pG-*2jSA@>?jum0xM$R&mbuZK`n|<^=bUt=$wHYvIVV`=JkQ}`G=M)K z@2bb_uCned4{jze`$!O~_577-G3WZS!{SchwmhiZ!whZ53_yWxQFzEtk+QAj?T20J zn@~T`iP{DxZvJv^Mq2@gji0jBE(ZZ(mR@EJm`x7?!UQzF(HuzM{Q&X;{)U)jxpgdn zDR476lXjqWTF|*I5p87YY`s>{bw?gvFlZ6I+c0Ay@RQ>DdHxI&e+Lue{`HFmx^!54 z2ae0CNXbMie?khsgNDib#j26ldm!Uo-wxJ}w{#FZ?lp?#PAmTS%aB*`>l;r)1m+XXr)BEUl|3S?<^A`#HuxMwtT31ZWh+%tNrQGlu z7R4Rkrf&6CCGOnrL`6#b$QI$6C>L^twnDGQK5XVnE#E?WlmYbAUS+kz$cdg2v=@R? z7ojxfV%G{VSBFxKHAdNp)fSc2t(q#vMEPlOw_bdF>+J(qAo)>gFsPIRMtC;=bCmCg z3@qlZpQICf84^M*)UsOu)H5x!XEJO|JU;&3)~WB=qGedTsn@3?<}9d+Dtxu2nW`hX zHQU0(Cs{5jvy9yIkk_dMzQ3Sv zSfk5A?lCm3cP>8x74b|hP7l*po@CzbvQ|ghTWBV^tlmvn2UpB2CEcI9s$=@*bzk;l zMiEc5^tn&+Vbt89V_Lbm&_|vjI~Y)38T*y$xdEI09j(rl-i<{S<0>ot=v_cn=bWgr-67{@u{9!!N6$NeH*Y2F7xy zy+5H^;k*qYFHJd4Ax)W&q+2!wIf0#A<;>HNw9L<7!Q1-3i;DsnY_!N9oUEQME8{jW zKUB(|0S&EpEsdtjC}^IU@VE)Cu>2`%XCEyyC1{)!E4+&ZC-Z6q;KXAR_uhr*_vwZ|=|{ zN-DEhXiECivoP?Nb2RSt2f7X4=g+6mhB8&xn+^7@YwU{oGgdxyPKR0QV#w*)G$d1A zc)Ix2RAzaj=)o%|Ano&qwVTI803h?%h$m zzd6?yiFm@Q>z>XtqzFNJ#f-wIaPeox1+Csc7_6xIB;|6Q3 zdM-fV03$lB^-m6Fr!ESOEycK$xwp9>t%zuf9pG939QTVt_svV57Caf$EV4oO?o8VN z9n9KTrNR~FM^i(3Lu=6ehWe5cw=$$c*hg zi~3N-n)Zp(gD#9Lf1C53u6hFG7w5?Qxo-VC4F=D?*1yT@8@tPLKMh^hEmEF^8T`;E z3VIQp)h*S~?l=oMb(V3dca*8^*^cf!gqHqKk_NzwQ*Cwrig?Zg>t~4@=!Y$FLI`Ke zHBslaTfwm$Gf61wN^^4b7aAj6s{xkCizMo%6ZniXLRrJ3r+c<=cig zqQrOVF7{q8UoAAW!PIt|YiB-mSFQYR*cqvuaJV2mL_+?>^7`PYf#ryDP2Ip35rO)8 zGpT-TUr7=+a#a4}%6d{>IUq^qSNt_)#)Jy5kmKC#M6xOKCAhVU40gD}c1tz79d^fY z^DALKG$^a~AMpUDBij;E%eg414kk`HY7Wu92= zfx4NR&-h+kT?a_3#SXTk!jz!Pk;66oaO^yVW?#BV-#mBQxK0|Lw8`lj&>`iYI$w%D zA0l!!1Dma6g;?$$scm*CD94~Vye7vM!&zF_BaG^UzlytfgugYN7^^l3MU~BgEZXmB z!EW7x4iK2cUL-><6KCN5e6#Mu{@dLy<`~Vf-VTVC8M*=v1X6K=g%C*2{3HU|@O!_2 zmCz%!`ga>_-Q=N-4zMEY#4-{bd0ppo;L8nN1HoGhDscrmykkq~79jEqwO@9?JzqTC z^jji|T$%#(J~IQC+ClMSW^~)OOBuIFvMlG`P0G%f+CA^FXs`SjFwIXvWgZ;F!>L~N zS~+F$sD5p-UW-Q1ll6(#4ZoHiatOWTECa{jZ#JnXm`?06)}7;_tGFTlQ-&1?fefh( zEDvg|hbz7pkF#kLV;)8?)t9MbuB*@kOcV;~m|wK!{G;8^6YfEk&~zD!fC)W0woCp( zs=Pi25NOTwON+l;DDZ~+QWVfBlT_ODDYC_ITXB8JZwr#I5aztN3a01tgdxICw3F?6 z&t^55i(SOtMx(Vp4(O2Pdb5;>YzI(*;z>oE^DOlR?+>h#{VQ>U)Js&u}p{{Svd{Nf4VC871G#O z3g#fUK$P}K>vN^;Q7#zV8vbi%jQ`BR6f?-;Y-z~xfUf?}-U&Ma&O*XP`q<^6BH_sy z{ow`;Eo1_zz~`YHGpf8NMImn7jH^(?^chlMk{#3c9OV-AAF!tMQmMc=(+)R!O+HIL zp*T6@CvNZuZ^^ayJigEKAw`8=wY3km`p#OEUAMYfc|Y|fnNl1VwBBxrSt0(WPa!&- zMLFU_qnyI0r{T@nm4+ilXl1D3bv{iA-0V!MgZ^f%d7ihKw^L%C!)*Kpufz6zRp@fM z5kV`K@e+gAVt9r;jb19J zJSf5!5cQeByD%iv#Mv+1#+#+o+>{})=@}a!F0f4Q(>V#R+C-6G~cS# zt~u{{Wf5CxhH*6+96ySs3|H*lT=b!XP1^zeEaPY4V`KQA(F8wzt_K%iZ5mu>!XLXM z@H3R_(%sWfv*g5ayR}y%2Hgew_;{^;P&6el`&n>M0IF6cr&BzHDLW1)uI`r>h_%^b z4_A~nmU*mpW&)TCl6hZ+P;lzqV=I1MD{r>bo-B?mw4SeM0k=x2=#Ctc1ZLVc&d;ka z)nwLG>U=53l5IyUSUp3$>o93|R@h7uvJ29%?{lrT=?eYf1LrI8=0-{-xYCIaj*y~g z#hzxvL>jT`Zx#TJcq;Lgt0!!**=4{QONYn4*Y+%P9kco}%7|z7$+)owd!Fs)wbw zd0&k`LT+Bpkcd??VsUFd1M#?f|5py`7@VrQ2&_?)fqtFr$JVrc@tHTg<_UMz9*mT_ zhuVyo+l2!x*E;GGRiF?(M*&VJ3Qu#y zePij*UN|;(zYgk}43WQ?PTy)hwo=EfPJ93YcJ2lDw-|Z4wb_xG0##ZtFwD z*nrDcfk*A@8#sLDVVumMNdy!@Qj2)BzxM+Elc}wNH(igrNcZHs?b|zpkeXxLFSU-O9aF_ptxM#OwX%Fj8YS2fgQdD->kh@60uZJ#$vx zq-l$@I?XlA$tK;_P+zN%fp^}g-}u>9-14JCSA0&5+Ob}k`A3ENcL&~=i#JtK1%5sv zR~K3O3N?^Wuy_FycpqbUK*d`@e|-@%P(wc{0Y=!-48|s0CTX_pdsr`)#FF{$d^Pu|oozNKE-f1&d>iTOvnJ!$e&T zTA$|5-!C`5>l;hOZ4e!4lHa<}#|#wf2{v7WQQ4dj0;!l#q3*3bdIgL8{1@FHv)D#k zA3(4CYpg-Hz?SZdr}mt+%p&v-2NaQ;&DZX8Chc3+3YoMwe}HG##U%}mC^A6#V;1n- zW}U5xmCKocc}(RM-!tDcrxt~k6>`K!fl``6@tXeriE@wP04sqCs+DUo>2o#Dl$dN1 z`(fdC4YJFU#R>U2Vr)i5Lf|Zrh?S@>fRuLk2`xWw8(iJ|s$}!$fWG?qEh2-=Wlvn5 zq|g0q^dQEsk4Yh;wbD_sWo8&yS3R)5eZP=0d71n&*=WD+1Qel% z3vL0KviSFtoZ=KWeq~UOFWNv*5X3Y}FT@<{zg0CvWUidf7Wh+T2HSS4$B}Y_^orWL z?LAit_3f=xS+%C0L{+!%_tufGx(wvhcb~Bn0@(nG%(ykr{jT&@$R9_6$=8!-jJv|f zKmIO=Ssllrvf?k(hbr24)TW$a2!9{>eO2il1^^~-!S!68%km(nJD1k2uIkR@T)w-I zq}}PyUm7F%j@dgSN5PNEQej+~L8T4r0tSg0E+yjd(`ti%9ioXtj5vYHm@wYzu9h--nmp-M> z`CXK_E5B=pC86VW$_z>4AJ8niRi?`9%~9=OiilZOC{YSrE~|H55{mK*40juKL)fY2 z86sjA#zpqL25+DzFwo_vyr%rITn6()V)xmcB8)U(U5$~Yvv$U@+3?YS z9o1RzVjpnjP)4kGy(Iv1axCIb;8sOdE>-cJH|F-d-J1Dwl+^pF;&oYvlOF~Fvly{d zN$Zhl56Om*KqtT4OX*QH+jSf*Glpq4#P8&RTcBk|T~}@sbDaEGK*E&)G7dJU0w#*7 z_(ab7hfc+j%_F{l|QsBag|D=--HArWz^s zJRh2+OLc_NJ6hYpNOoVlD}@%#$eKi&5l$%pAZn-qn3kvrqaS0fI~dE6uhqbZc2>7K z^}fHt83>+7?LYADFF)Bcfc9H;;ir^1W>8ft5c<-ORhH6jePGc{3h>M*B>U`uSzcrbud3zWsB z$~i0-oOHH#Q)*fPoh1hCh`;6MgdSIGjpcd~OQf8gsg*usbVI|VE$&*9^^ZrY1={Vi3k2>yGnG+s?4D=MD8-xf-bu7 zi41HX&9cn@74Ws{cD;7eaRx^Y(^rI{cou+cD=KXIS~0YUCD0*BNhJkN#+Si6uNeps zBMGNMQCI)#(twY|0A!*VbB`oe#hVc#R0BGu23=|G7eR_B~ z?^#AoZlJA7`6J8U@a3#C`-#0ecDnVwD&WpZ4LcHYlV&Qo^I8h9O%7S?%5n}(rJPzX;3Ss&9dN#{rMU}pUhtBS z`TP6pAQC(|*)?k-sh?Nqzn!|n_M!GUXfC%n&CtLd6Z&2&{V}1C@0I1$fTyWKA=0D6 z!+mZi%*QrHN=aN-2r!D;VK>B0QxZK>Y}CzC&R1C6(;!J~Na|A`(4-?@GpO+b1q`L7 z`z~6=22tar?{o+JM#%s>;=FaFwV5I?P$R@@eQ}GUm zlgZlm;!;w1y{FZYkdvGTkM918ijKjhs&Jx+Mc%I?|5!!DzW6MFn&=8WCu9AO;Ik}n z8gBbn-+*Jvp>fegpiF+Ax*v7*^JXE#Bo0*evViMv`q@S;fI=x6C2baRlF;}77J-$- zTlykMGx?|K(iMPFXd(KF3qGlc&BZSMkn<29nr>+vmcGCXMe6+jaB zZXVD87gR1854>`yZ3sJPF1+Wpo_TSCrLkY^Makp`{1gfIq%$SUSV}&=!I}tGr*cf;(^7&An z2Tmr3-U{n)@y7a+uzg*N5q#zAa;IzD5N+mA29sxqRpddZHdnQrxNbr!QH~G*-AgsB zzV=3F%Q*6mf^jq9Aj>K5C(LMZc=(8FsceWQJ9GtXfVrTnELo-#avznRirN5lh;jjZ zl~N3ctrv^T4Kvam=wUMVyi&)~Gi$!u05g&%?Ao$vpxZz|#{U3RVkLTl?-779M$$h`+KNTcbsk9s!w{y3& zQHm={-N4=GG07+g;q00hPvh=euvv*P@`Nl&S8VR@lH_4$%)4(zps|7`gST%-cT?%LrPJ-Uf-!<_{c}5A(!OzsR^!Q9)ykwY0Jr%=EbfT5b^!42;#0k4&%k z)N@C>+C|3)-MwUQH2!|+D-xH!z<3?U@tJcww^(4u6igKX+VCpX0Z-iUhMjQ`kKddf zGG(i1zGem#ZW3M;v(S6%(cd!-6mwlm2I>?oxGjnah+baldowO|1H)r%S(XwQa&cCm zl;cC8r#{G(Igf?iCA-S#VVYaqB+!u7O4+6atg$T_K*~cabQsNtOpO7Mpl!0AFc(tl zE%{((k)U!ZM652ifLZ{(n*8Tw&)#Gj*jUnHOx4a1l*DR{n z7^@kz?A{Z$Uw_L1DO)M>!T{w<%-K1`B$QQaH0vBgqubFJ8M$G{a&sx(VNPJU&$9pG zHIGqEl-FpnTj)%}7DLLpT7Tb^>gr5k52R?0(@J%pXRSUMLOG1=rF5fei?s?V$={S8 zr(losPGIdz?Ex^~h@ECTKCndW>8k&k)m+$U-WuKK-K~$IrTg21oA`^DwV=Q{Eb+CD z;n&ysEY1x!R4T&*gTF0=gI}z@Am+yFQ$2ra5avUWAx2f6&N`-FU-p+TQKbQxX3-{p zgTH>wsmlN~f0+7T?|i9hhM3IU7ruC0L`U5FHyyw)7#C!1{%%qJ@lZ5)NG4A~_m@)y ze7bM1!FXJk%2N2BfBgu2ZRrPU{I8RYi>etc zg>OMun+Dq$VE36oG2fPb=6`74h+p;pQh5Fa%Kl&fc}a;VVTkmZ6*v~g|K~FK^SOWC z@RtRAEY+3F8O>x-Fk5KlD64zO#M2~icY^tFIm(R-|s_eHvUjT_;7zMY6 z4$!I(SeHppjBXAltr`=%MyVc2OH0l#XKl@a=9*FA0pSs)Gc2S~L+kuSW16wa2(0wq z#sngEBqd_UuXlUokAbB%86VJ)q-||=+0SDOD|wwcDhGD$>BO+MMH@bb*hT7fF&wBv z(B0^i*F!R|zOYhMxgA=!Y`6D09Q+_}NkEu)hu<>CamPeibiaN2S7`X_$2pwKpZ&92}_}y8Hg$p!bS$MnF+BscE6h@O=`()}xiIPUxX#f!?Yx5_O>Wj-s@=K@oFTl5G{^6h@`=B8zs@dck$1$IRxl3qo%+5#vzD-1m~K)mL1H|g?CzR{ z`f#4~O2xkGX&DO-Es3-A@BVIU5z*kcD`4PDjc>XizmR#2%tuPP&0wOox$z=P91nwP z^bE?&ETcJ!C63>&R|*Kd82cpCI6)zw8Fbi=;hOMJ$~rqYi-Qa>H5#GkYVA~;zkyb9 zyL7eI*kuKvzRZG6jH(wZGW9TZgx?Tl773oO-a--vb~w%Z(~Bs$H6QXGU@WRVRzCq* zglxchI*a`IiJX;@)F`S%!N`IxlUT#9LuSy{g$Y;~N(ZpwLCW1_hG}aKbDMytp0?kb zuo}o^L-S=u*&&5*VYXM;kw>sEgZo5UebvB<@%uXp-dGlIZP@-s#Xf8rDU$I+`Mn)d z^p?tp&yh^;6jl?TnJf>|!GFt*ML?^wG6hZVio34WSx?qHmJ6X_LD-=L(`-mN2P}qC z>$962N6JpFULJAn51em4Oy;-HHr$-+;xy~pX9Kr~?raOozMJi>m8ZgO{dkP-tw(e$ z9Q+QwBkjA_3+j~)(_dw~Dt7@pa5Y?#`G5@eJdqiA**u&)b%~~g7aLz^hlNnBcZ{kD z6SY{6wGHtS<#UwWEKEuiF{1*X{6#fAyxlM_DvKpR8?H!D^;gP|?Fi-h#2gng@`RS( z!a_5s6KgB(Cw_bx|GKJ9-@KGWMEu!3v--#4(Aznpe8I3Yfvd};gM(JcE{4hw){%X0 zt6bsZi#FW3IK>55k9U+mMLl=56o5fbcf$J+Cy(FuHk1&G9fiX|xwbix@*ESmXH7Gr z8tJ?o%g^s?L3V+zG)9+&baNqQ!zdu>*5my4QOub4lO+LRI*xm2^<1#;LfKbFX1p(cm~Xza#h<>T&l2Bp6TxuU}0lYu=F)X;S8I z~IWdf`Xv(;$QIEV6V-iFc3dU2FtnioU$>p3O0H zg@cQ$1_hFIyflPz^$XO~TB9M|?{!42in|aPlDM_ZHHPtFw0vlcoLzl)R_{9y|6Q!g z>=d=EK1wO(+gu%#wpnRlpEv~WlrugoV{Nmd9hm30!SMPT=MBEVeajK^wb=<^=9p*_ zyAeRD`MiGjz2|t}!$~u9uhqowi2!K~U%jG=EIR8`Q^%g1E?AY+#eW z{>9t!_#>^hdLAPmUx2UB1xFm8W$kqudd@6VBvJ9S_V6s5SdQdN{gv40i>d_|lgQQ8 zuqmGML3y{ej1W#)%vx?!s9#X?cyH z{KQ_U?4N{{+ibtaM2mr`aTcf@3Srv{i2tYkGZK0V4Jt&U7El|of$Op2nR7#kS~*-l z(I`fOpu(reo#ZQN5zqR$Q8(kYb+TqLsM>TfB`|w`4cPZ5=j*I>Ko>!ASoWa& zH`Iv5d5}SQA9wuna$+^Lhc4D+ccT662wQ;bkRUW*O#AtN2+-w~IE?MxXkClE^9m=ljwptIe z`XY9FXS7~jT}kx}7hJ64f?o$E`o8)kT-U)HGxpJnNzzMLy3y;q|6)5|B*}ko^5l~) zJ1yR@2#^);iv;=MGENfyGMK};nP~uW?H0r|ZOb-MP%o0$ubeR8eo$Y~;DT8{INo#Z7+<~4Z_e($aTp7H4ONZaLm6!k&A3< z7@EOa0eXU_K_l^&gvv_aD6|*S8&M#eX;Q_7n)c5y!Ho(mSeP4 zd8fUn|85%4enIJI2iJEVE(U|8Ex@=;i=INh3DF^+f|ihy{%DECh+Y{lOL9o=wGX(p ziu9zHsq|!{v%^cL74~5YQWl0wZv6pWt*J>qil@;1_-&Ozv-1Z*X zXgg$TD+YRe#G{gXN127hU*tNu3rD@}bv@j=Iwz|c317iUWm%vNR8iNGJ>C*QTUL@Q zjmb@85d7^za3jGO{}2dIJ&eYRxX-np(o5BwBxMzQuQ9eJKGUVK=j0nP{VkBUdM#j3 z^Oo^kb^7t_er8^^b=AFxS5YyF4nG zOL7EjF_g0fC2A>d{TUo3D5c@f>OD`GD_H{e%i|{K%{Zhr#HuCnxY5JS$6WreJ+WM; zL5*q@rE9W5C*!V!`9gR8D7d@BkLN)avebPZb8Vv8FR?WJ9q8bf0SG4*B|GyfDD21+Zj^- z_vX0|;0j{4MS1v!LkO$9%mlJ{QcNW6OmSz&U_{OzBSdqg;mSp>b*!&Pt=oJ^Cz_+I z!Zm910%Uz?c=)7UZobcu%V_udTa%5&-Vt6!)VmJVt+2>r5D`#EgmLxrTv!`cdl6ZW z{(4REsg}B|SViHdjaiGGW%P@w)o?#Qq}!TRFv`vA43ke2p0_R)`ry8^!I|>n;X#jj zOD|u+3iofx76(}pT^8~975mjM4YwDjhmvsX%AEJ*zbA*+oP?Loo)Jnlo>sy3OK3fQ zPsarJX)nniXO0`c+mYbWFJ{@CI4s*#WW0)4>($a&;Y?@c(@I9XeamxOSgP5rw2_lI z*2_QNlqk=ehl8z>O^3*pCX04_-^(^^vuf#17!M8hw3}RzGg03(A^V*77#cT1O%fNn zY&mup5pSajXcAK6S1518{ahRXcmH`?IT~;ad=S6bI2yig#_=8P=NiPDxTZU|+=AM8 zdI#JLITkPNy2MHcZj6XnOOojQf-|^q$7_mL;g2MR<ZQ#3AH zpIw?fFL6`sg+Ff2b;)(w1Y%ieXpXeHTUgv0++47ci)d)TFAzA6 z!o9!O^vgOCn~U=GnPXKAut(?jF$^h&NiQy~uQOHqHd_u(5Y^Pwyq}BHiFGbc5r$k% zRAa?OkbSarA^?k^jIG+)Bx+yB3I$p!IEy^HdjKWYU&hxH4R;dSMV{dCnHRCHukFX zpDJ^}mYb`_h!zoAY%ey7SAA=i+I%m?F#ubFd%panUbb+Y?7b1Qwip!_>__Mqt3WI* zz$OdibuQ)c8GghDJicr<`^5KZqY(zb>U;IeO_&XHJ&EDMpA4upSD|imXl*p6*oE1* z{6bdufL%p7R*#D`I0_973#sEI!%87o^hN~Z=rC*{5r;!gqM|4tt<*w#z~D!DBZ*rmH*5< zZvpeLX4$GzndecyQmlh;vrP0u`#AgcM{-L2QKL0Sv7RGyu5hM2tmSO9w4Dx4wABx1 zmJe6Go`eY3u?cU=Y@kPRlDp3Fzoz6~BPNlmRQ#@Gf&ziQqeYq_P`*x74l zaBEaA5r<+PZ9n@TDbh59ZV%*f=`IY7Y^gkWe69b=WG%CSJu|%NVJMf}7-MiD$*c`Q zMsx)aU1-vH$2}&YYs>~5h0tE7;?dJ=6&n>QW`Qfc!A^dJxwRfo{|{f>dHBL>#i9R6Ie|?mLBY8j z^`WDuw^f&L$etsl>T4sNkNxGioDV|%SC_8UN%R_-XoIbuSLuFb1t(f3REx~2cQ$)8pN#*ZH@G&GiOJ@(V`f21V}gQcE0 zS}5T6^zifl0{dV7OV1eWY&>F#7}k9@ zEI3EXPkVE+q#j>a#>MoJV@TACeVZNwI`;3^k4$^L_tN&Kk~eq7*{?n8b1s97zGrs| zw-K|7f>&Op-5=%8vyTQu)P{u(dk#rDZq5(mE34opryOkmq8>Wn8xOa&w6CqhJ1T|G z=$pnhOEp9tAkUwKhb5MBK5b$Ag$0#QwLM3GziWNbK$YHkOUY z?X#q*0@{KZ@V2XaC{?a19oTa=TU_$Ufal~Ieq1W19G(GExG*T#IH{gGnb1wz|*ghjm%dWD84{Dq9T;!(!vJ6&x&3S*`=^mZr z%A4lb>NaL`S$l`v>JHj#Ytel6HAQA;M@R@#_j2aw^#bSusxfZ#8M~9vC+kB2+o1XT z$GMl4WgbJ4{?79bmPG=$Z!HIHKcI9GkQ%){%P@_E1pS#aYg`26SdGM)KA##S?!;P;LFN5LvnL-J3{J} ze$k%+X8Xk@Bx>T2KJJFASq8!Fr$7ha_Ggnn0MjxE5*kJ$tiR)T6P`38&XlvUv6=o4 zv9FV%q@kfPR{$VFJYiJwzq7+5^Z+HiP(pB{wCy<&9U(d6#}-=3}7gS)m<3f7nR*6DM90ADy{DU zdRteEhl&YJHi~9@-SG>&lul7_24zm5dGZ2y@^i%H$25@50IaR^=O&f*{)TDM(W8ag zLGLB0boyEYoWfT^;xzRXsmA~o)%Xto0t%+v;K}C}?R?ZHgDChmyx~U0_l|&P!0Np6 zS%`)zC@|Bc2Yb}duzf|PjNeD5z~wiV{~@Q}g#Ck0{?FoNr5AybxIrgu^o6^Z4B?|{ z_$e%BmRrA5{T>XGQdDuQ{jh^6&2%;Qjs8= z=3nlf?m0ma(r8=slrrHueE4vCclYtZ`43CCD?F3gu^;9ooi}tV;!XS)>(k9Db~CU| z=}bmxCF@*l^vNA&j&oujtqlt;TR`)I$Qmjh!O24dBqb4`2ZC?yqfvpHZeWvdbgz@C za64p90b5$-y-2^g;#A>#7AggLI!NFuRp;Uccohv3lgC+2h&Szv#+jW5apa?QiT7Pn z`^UE&?CnELj2B<&*=(+@wGdjLs=%GsU5dv)&Fm@yLk3;v9m`i6SfpLU7;@RKO`W`a@*#4u7S7;jAL6 zb!%TO=xr$Y4!q07J&-KPv3n_Ww#N$vmXo8}N(`LJC4me4FjD1#OU$;0*bz`lQCGpD z(|>MnBH$G8#5flJn4&(lbJy+zUCM2Xk0;6JTFC9;OQ*_x-X1Q9*%}zx+PC#bLPEms z!*-QRc6lp{dbs1WwQu1tfy500d~dmvjnF&cp}n&eqB>BE@sGGI#k%F`&ZyOP46)X# zz{0TELx*1?V2pvhArcAM)T{oI9n^ee?A>< zpU})KV?NR3HP&7Mamg8YDxP)E$8x67ro_7l7Aa{R6WQtL=Oc zXJdOhLL9s|UL>v$H`_4x?FC*V-7>9BAM^*%vUjB29&Mjl=`O_xFkm}LLp#Zw4Lp}wuG3&1mNZA$Q5q_vR?lSA|y$MKu4=o7OQE~t+}^bk&;zDb|FdE{&h zzF&ij&A}lDHCb9(Ix=8_J(`}h9$NEA(h0paV{K#elq=rV*w78%>XW26^1aF|d>F$T z8Y(0hr~m?;*GZ(BaotsnR9g#-;O)ureT#IO?lk{kQ%u2#SQ6PxZu86A^-P@qQj?rO z%%#+_3K;f!FaMx4mZ-Dv^7CWa1;jP~4GVICC5P+SvHtbL1qxESj-g>;Ef?@(S|gEI zOb<+O{!Z;`i+#!JD|I}|F6{6@MJ6-9DMowH9PxuAjOmt3zSfePipk+__6XQkTDwF z9lBH*qs$AuCAU=!jnh~8$DWx})-ew){i=NY0x8idbMK=cM4N0=P`&7hZam2;DWdqr zfY05acTk0Cyb*xz)guw zRiS*E9|seO0v;X>C`=K|cdH<&B?&h*^(0d(z2@Bw#=()~A@rvv1 zCEi#ZdJ?_1{O#IUt9?n0CB9iqqm@vxK98$u6(U+}Z61#zW%r&BIwe~sV}8%Tz~6+8 zSVr)J%Mmu0)`37|H8}W0M{dI>omIvpTJ8*kY8sJf90$bd-1o5Ijb=fpO`eO%hT6rp zn}eC5jsEL!{ECx5@BD;8QEVzb&()A8js70DR2vLCCA}M7%S}o94}IKR%Y`k3RvjT< zLMyga+=REFzJ9)ddl>BFlog*O4^t1}ls~VSG=u!;l(pD|2$?T0s9?_G4R$sCv`xr(9m-trri&Y|2)U*t+)q^#&bC zq32ALM#wy7x%T?SQX}lj0tR}jQy_{RZ5y}-Hz8Y&Pbvm2;o6{sdDP57D%OOS{!6n zSZk}ozt9la|1DL?@}OlJq`AWzM`EZZ8?AQgorzojK5dm4>bD9Lsf>E)$Cn*r3ELzp zCVols9tAPzPIYN%tcI9Ar|ag8b$<#T2P!}wV`OTy;&ssBxDkHdlU(5T?He))PBxh< zt(?yH+$_H}Glt2Y#{f;ZzWz#MUEk1?6iP;A!C@8XZ)q1+3dIop;<9F;5<20*EsDGh zerf&EfXb$Q2i|uJBvgDaFIakDRZ4~zIFrZo7}7eSN_Zpiug#ZC;@Y?`hp$##BH5D9 zkIovDxtWan4wwu$W#PnBWRVt!_0zVpOD5Qyr)y568L2#;Jh(;UH)`U5FS%lTkwkU6 zg)e}mz|lDfjrJ0FtR%k&(z)36n9KQ2MZ3{@W71?mbz!!9Y&Qa-O+TODy^)#U++$!N z#@`ZLj6=XGSXua6Aq&NSe3)hLDO+tYsr~3|KKkMsnRy?4`BgB?_l2DavEc?jO$x2h zp&HG1Kicw9wte29PvhFgv`KTGLvdBh`ZUwm@{MOEV>p!pnZyK0l>Z&%kbCU3FvL9J zP-G!#lUMOsVfNZ9n*+1E6}n(B3;SX$K7GxQc`e)CCbDie4}Dru^;0_o-1p)Kk%a3i zURakZ32)8i$*8T<==B7gF6ZoFVL>@Ni_&k;8T`19Y_$cfqpbX9%bcf$1X~GN-2%;) zF_AOsgL%0nf(-T(`^Y3+?+J45rZ##RBxU^w{6D~ra`A`$Ee|C@?OgW<+VJ{)5WM5a zjgWGrinYeG+}0)b#tUbuCXVS*Iw00c?q3(g-`Qo~Do^m8E5Z?dYR>O0M~hur_}()= z`i_zLul-gn@y8X{zIi*ZAJ<(`D0r7}vohC75xto@I+EkmF9;WJ&hV<0LMOEDFL{UT zSmB4i2)bNg@wxNR%eur5rfKzjT4t-Do;u1U2ZvK4u}=B=cqBX7Ikz4XN8U70DRcAk zsbGb?dPt2)?FbM(0HSr7v9&bOIuAg-MFriW+vd^ET|&2#jRPaG#8qhi4Q5Wm*kp^- zGC&R1w#d%+Wkp!NP;G=IIrkJJ&eW8_T6G6AnLntADI}7HooZz4^16v%zReD{LV0^#=wY(r3h?)!Q{PGRF+GhY=JrUsLi-pY>{Y?SQZ_`>EpyR775!sL%y?4 z#Gor#Q0)PgiiqzM!-Sy|NeaFfl@R)Ei+`Dig(P6m%GhgJ3ySzwcnwj}>w34{^w{6< zvit$Bca!f!)!Ibs`?d|z{YP0A09dL>^uqpBN>l*~w!}?+ff_YY0)qRIN}FgqdQ~DX ztm+8qvVGyVET6zI8@`3z3>(&}NeX^Sq#C+8k74ih3uDO))iYT+J;Y5T!Vvr8lUqTU zQM7DmXefR#F1Hb@2*@>B&if{|k+e!Ch$YRU5);c7-Z%2l$#sIP3M+2N6?gqpeM97> z_!IHOK#CnYk=`NjtaoeU(MM94>}cRVv{2Gc7cdy7c<8Se({-S}qOdKmXvAHYo++4J$Nze?EiXq@k-=+W-#2}#&;5Cr7I}3SoTrV zczi-Pm+)+DfRA@&ub|@cx9~bFC#>A11dGcPtPnq|s>hexY}vKBsH=hVbVv?-8+Jj? z12!q>U5UugKNTAryO>%>6pZuhOGygxBS1e0tktLcLUPNtYB3Y)vMXa=qqD`$ficPw zZ^ys9;2Ev8JJGc2J!4~4O%X>plcMBtLFj{(KA!L=Ad2qQY2Z0?vJSCu=uTNcOZsXQ zueEer9~eW#lraqS`s(Z!1~z}}G1qG5<`8=^9EOunc}%$7cZw>6lK%vtIm7qv?!Ua4 z{YNwMLEI`dK!R4HEz%#V1Hr7>MHRs?ZC#@?k)G?*H)SKRg-xr?y(S5*I^O+4WFhoc zGwzPy3Xwz+=E{k#gM;Q#!&uapMJ&m&w%FGAFOBka$$2PJFS|&5cMF| zF_sJETQmHNvy&!kqd-C`HV~p#uu1_9R9Ljgk-GXUXLH`5{EX*5EIE=&;S`s&RWw$8 z73fIr?-ap^jkBEHtQn{0*pQ#wrVz>xcZz*_t)@ep%09~HfPMPcnz0)7!O9W3N5Jbc zFj15Td3ly3#l>i^jcF^F=SoV@cnN4;98MMp7!J?n6H6baK3{B0B9C3eBgjxO zPS_?6|4CUP5}UMTv|7Mb$Cj1HOmQM+Y{){n^_Dww>?uZ%{fAE*_$3wiEoto)&u;_T zj%-uDrRaCbJ)vhS4gt4vlU3{v=H5iC*jXp{qWI! zWE8PFB}wn7!sgJ4u&_b0o7GlRmehc7%Q~ibk!0XR^yBawdYVr##x+E~Q79~K2Hr*O z8h-SRH2tbJ^3y?m9gGwZn{tLRmjZ26Qo8(B6@@!)4@At5F@^^hJ5(4M2WJ(GS8K?V znl?M4+ux49OfqH}tqW}o*Q#`$>9Scz%$nDR)Z^g23d9w=tPaa@fC9+$4+L1GhNiL( z0#|1AS)+d>`@6{wsTYxcPS)060t+JYR}$JqhY9lqTPF7C{xlmYhE9(r+!J=k4YhZy zf(|sY@o0t=2)_7aMQ>39=`56pZHhBNhl-Rvk(W$?6_w@-atW(PPkka;=M3 zk(uv%uV9ike&gk) z;5yM#CKP>F#3)Y^>89WyWkkrbwzCW6&n=ZvmmSTf<0TWxrCEaE`Q~-iD^go$DNZsh zPkR9NwH00;DPp1sN4to0&twQ3-T2NEuA@F)Vc?h#jrShN^yU_Cp6f4$+px|%C3@>; zgJEuoyPicr=$JdpS})ATts{mamgvbk8?Fmjjzhi*392gbQd4HjpoO=3yQyZ6Bh34KRsOrbq9 zlxhs)^QlQxls?h{;VNqqDuK#p0X6#%fiet{;mqmO+S=MaQF^O1=w4h2Vaxt(!=%X~ z@oG5daRa9k3rtIbCw92Zkbn@6-xX}&i1ub?u@5J5dYR^b`jl$pS=6l)$|RW3t01)H zHfhwJKu6qbm-W}NR%yb+k6+&;Rc9f_QN1SQ2L`L|p(Waa#Re(Y6oB1%2#@&&l_^Q_uLSJqlU&-j;Az;cGF=w>M z7#-jdlncCx7*J>?5k(sYf-~x+sY>52QYgm+i(z4?-8}l{^1c*`++$qm$SgRmXhKy=z&3IG+oaF?0 z?&XM^J>BxVCUb+Gaf*T!U~62Ye``S9{Qk@P^^Yv* zYWD2-`t|%O+@R?DU1&m9Xi>!@9vV5bpNW#K^O9(%S-ipoqJw7I%TKpax+B04AnLy2 zUx>Xs_UY!62j2%VG|m`0WRoN~XfUCa>;-mKll7DaJ?GwlogK@1qd~K?G4NC%@ziUH z9Tz@6BVlzQzIv2%&gXrjN&D^GRYS=I8mlc+7nP0y>Il|5?nh&Eb5p{%Lkua|J1akF z&ykU~->MKYy6krF!`Em&dGuT&*azPB4b9>+iZZNzKgGC>-krNj!1xb_UlZOLso-xR z?nP8vC0Py}VLUVS1q})kz(dnFZIx)h3Xr7*h{6~ zAI}EpQ%VzV>kd*MYXBt>&_sQ<1KT?e=%Dy;x$pK~rrJ>yv>iMHp3HEWIz)Z)Gk6^{ zQe1{6Nem9_^z+{Vv-S63e`EGH8UNV>fmGn>aw*0S-W*L<8SF3RNLsxHrsjBb|}1?330n;QJBnjM8Mf4$v?K%+%a)MSD1 z9T4_ZK7&J1gO~dSZh;{3)60%O2}+OzxRacca*Bkwso}O-=sjTM!OG~3?T6RTAzO0N@U?a*w6i0{R4&deT6>XbLFbJR<#)sL_ z;NVau$TK`&gh~H|>(`*2jUmx8*WQ6WrdhN9sH2a)hy<7M1f_?lZAx^i-qPZTaj@#yAM=Jj{3*ehdfy6zj6#=)=^ZXi5bTwlC$U+{G zV;}F>14)XLQs7KP-c(Hzfu%@wZGp>&S8FlUh*9z(zyKB*Z$zjxa1OxU;s(8)9t}P~ z+uxtNAP^q2v5Xg>{qlHcx;pFqnD0pICo83KqZY$z`92z2*|DV1`j*fcnq-yPG}$r9<wM$Ojvt49bh$AYGaD8r zmAh%m{K?ljw~;A(uB=E>qV`FxJ@orRVsvje+`daPR>MyL$P6nq_rPc$_;F%}xWjGUzb_n{&{{+ha# zv~86vnm{ZmvC$F_VARUn2gD^MuMU2B(LU70@v7jtg|4n{#pGFw0zJp5AOY-i5@dFj zR5Uo!{c1z#Bw9{PUth)-IzCKW?PE$2tjLc9niScGE`SLYwehPz9g$m8JGrPx;;N;} zBaH-6>4~CZLYY;l{c6KWnZd>J&qO1=hQP*NmSfPA-F3FjT*@C(J5M zs(N#sKJpK)5BY3{pvhwA`?J*i=4$|B#9vn={-hq;g3=SHawarz8~>Cak1i$WINU2l z7S$}ZDliTY52K8%n^sr9T#9ru3>*IpV_(Oq>nr%84rtV_Ma~r55(M`Opv>JiEjAj> z8@d9lY7EyB_!srsT&~#K25-Mv$s6Pi8x0J2XtK%#aC~=@OS@@=@`D`#r~a_EwG9(7 zud9vkFEE=3VI}$GJM=#3D|5Y5;o5zKjg8%`C;=H9Q4BK*!QQLdjAVuTiKh+un`}-# zV}HX-@013GkU!d1*S_Kme>4Ss7Xu_#e;12uS?LL=OgS%XB$sct=5epX z`i$$t?QQM|I1e_Ztr<^~-b`izOEnpR##A{1cC17?P>4j<0^zvSFHlxm>a*{It%g>4 zvH6|s2$GUJ8*d0WO(pz018AOh>?p|1JZdT zORuM%AX7HSpzV#P@?0cFM6R%iRWe=G&ngFdnV@qw*R`RB3buAShY89TQ z43KFZ5nT^{l4+(#_keOiv$>CW5x;@1XjvTzyfqjw|D2I2lI!hQ zDCs`dJK=62rfa#gHGMK0D5pWQf#sO>bv(b?mq^JZPCu*RIS1dP9zZwl?B}O$?KS9U zL+rUi+Xij{>MI27EJCT2OQ8*0zP1k0(@E`%>sCqACrpPvl$|+J52VOI4|(oWe#%u06(;O~?w}$}uLGmJjqhYM;Gfwte;=xJOQs02 zRKdJYKZy^e&^-eKSFbicIrai5oMO*=VmB80x_bzBx=G!hes#e&8~gs!{H0q z!D^Fmd7drTn!~8N;6d*X`8+L7F~hjX1Fz0rF;_NM$g-%Q4|D?nx!z_>1CSO9K*}GK z(g36h0K_6UH~(jVX%HfR-ht6}A_TrG1LT8ns7lmoGBiN@eIO-}-S5?M%NR%SQ>ir>gh z!cfN^oC7M(BD2x%K8@M~UBNs75oc9H`U@;Aztym!oUXTj(VEO*QbSoqI#`V$I4(tGDWxu|G{w7}u@1S)a3}1fl;G7+PDU{0(rCs*XDk%d%G}nX zDK}~02d)NYfQ^-^b4o#FMmF&eHmZE1{NJGfrGxq{vC=%mSw+~`G_=jd8`m$Y?T4&FH5I5c!Dhh){yA?9Hp!YV76rj~$ca>#kIZx2NGuQ!r3oMZx! zzbPSkiHdx8%65uVJDsUZ03N`~1YG${1E?poX`0d8^u<)p;JF6PY6nZ#RL^dwK^&IHaNYNyyQvtgID&e7UiB5CsQq@&pQ}w+bP@-}u zfSxJc!NQ`@kjP^^BNS2AJ0mMIXjYet^q+ixGTZNKnR%d)uiFb1c_X9Xcsuw;$=a~s zK8Oo?;OW1_f?y6}V5S|+K$F}(IpjaNZx(#z!#fnU#8t_U0uoQsa^g18DP>YXVq_fn z3rG&Udu|ciElLL|+xUw|s==~A?m}EQux=k+gNquY$($;skP3{5!_}e13BRZr3_YS> zfE?Rw3+)HW-z~{=Yh@Ga+HVe25ToGyen-0l8apZ?x zbhjTk(`Y59Mo9ZnuEvLvcAh_!Qh~t5#&xZ<8ql1Qr!Piok?(IiZWSJVe7?OC=0BEk zOT<6*fQW1DvVTAuhJEkdYi%w^pQEV81Qgptljr8Qetn992EdBDVFBD=Z|PC%@B%Y%ziKOlVq$k-T#jXa{{X1JDynU1((bk zZ}f@X`<8uOb}ORUa{ZNk|98H_!zf&~0K0-`%UrZn9(+duA?;${u|keL_wr~?whNr> z52p5`)RX<2$tDzyQ1ru@U==$X2XXO0iW5To^9GT2m&<{HhkU;F)xM(1vS4%cQUR1A z@faSqBuelbNS3?am$^L-`PDWvJqEsd<$64IA4WsZU>>}R*$*4?{XyZXbF=gfNvIfZs*Mh?9zOU14q z_r4D|zh)R0B*066ipmu!I&R)#B~DOB_}%Ta#ZJl!@h5G&L!@7^%xySE-)rJs||=P_fSb)#>w75ZiI(Zs4(X-XE3 ze~DF+S2do=b+Rc83`JZilVk!UrJS;mKt1scrABefHm#1j^e7ZKav%7L0%%-X0O!y> zYz0urp#I>Sk`n2&72kc`+*cSB(qbUk*N{_N8*_Pg=~liG`dz*iTfpgC@Abc4vFK>X zx@=`-g}%4;xiKa$xmQR_>|tbM^|&SVh*gvl-@ZspB~_X+QB=;FM29l%6a0<$Z>B1_mKq6}R08%a>uqp-av8pwp?pPMZ1O524*j&dik7 zH!v{2yeeh2Iu|YBdezO-Gw(yYq@-kRbpEJW*A&oPTjkMGPR4E)1=h^Y0NFoP*(%|I z#17VFl&5k3zE%L(E6`C7Nnrs^_JCUZ8@R{`5R43dB)}qVwVEyG*54h$yw3y;fiNb1 zj(B@D{Ar>+bE9{^KqQ!f!7pB2;w#U-#s@4E2ScjIr1bR)5Md`Eb2Oq^Qy45gJbu~p zCom?v?P`WzK$KWq2G03a5SvB6_R^n#`Nsyi@Lh`HGmNpURc(Bcp8EO39)ZDv2jiQm zKK>aO>3$iRn5+PfIQv%JhdP4GR1XA#jx-|J#kX|`Kby+Q+oud(hSaeZf5= zGz0bm-UDE2L*uD*tdzW;BCj(ZD*Pm`DI>rxHq_el;R_4Bw9Hqd{0k}y%e_h?kxZ3y z3kxl~q7%r&8s8cg=5A{EqY}Y~dbEm`Beof`vJHsIBMB%es#(tcVGjW7nH?q6KJUNH zw(>v0dQ|n~T`G?MjrG)(LehpJnx!Aab{<5)v!ArqQ2&?>80v_-`VJ}7rN6bUPnsE( zAb$uQ4ZtZYU63NG#?7FVywA_c(+*g<1rB#@r_0ZJ0oYxj(*to@;RKZ-tXaSwAK4TI z(Y#L)EN#rjJo~pqUfe}(J5Bz(PnmF!W{+0^5IN|+*w8FdBv|rk@X}{%hE%>wz6pU|!Mekp*-GxiE33(=1U;!T^y2NLJr0x2AcEhQO@sx3ZgE3p=3+8VDD)B*dLG=+BN>%LMJcT0_CPgV-_u* z;?pcTV32-j|07BZR-*9YTd|Erk!_jScvyOQno!UDvkGp_i(XdX0t;{(_%9wnD=C zUqrLMYhYj&oAXj=U80#b&DWH2ft}(y%vnR#Z`Sq!;al}(qeR6Le&EWnv45WV`FIq( zaj1Q9F*W7RUDtIAHb5_ho0k^TppLtZ(&rM|>&j2vj;7SE-pz00&V=3JS4>PyhP$#g zeTseWSfqr~3-(8ONY$OOfMCa8g9vNH(48ND>?^V?qz^w56W81T-f#Sr{-~p$U3Gx#Mit)8U&i=UE0g z=k9SS5;YP14>52svDkfane91YHW|zgx`0UT0<)Xa8CHM`kzJ~rdF=gYlIiH z#-FIrU%3v3N_HcdTB$hy``s>o3imu8Z!wZJ?@mw*4b^Z6yT*xq{Wjtpbu8wN067qs zm?)98r3pfqYMRz`ToJ*&?#It|&#EFh?%-)SnQ~-+dp+gI{y!Vt?H0nCh3td7?WDv7 z<0GgX$}MaOKrQmBgbEE1g+Flb6$HD!YJne3%6WFOjL`G`Q0uP{aXI}w2;40Zd(vd9 zBWh%W-SI;9`^9z8%4sB0Vqvm5*K4PWkW;N^r@>MPn7tt#`+SLJY3!!y#sRI74vR^U zFA*EvdYtqm%4GOB3WY*4wQ5H(Q6r{*(-Xh2u<+5GoE+zokWAPM0kyz ztVb_Wn3flk1p&p*A{?I4z?+-iFcD?yXd{c4QcGfHl$HGp;s^PO8-UaWxgug|>1c7@ zynq8E8Xp7M6^TAUv*$aMX7po8!Bifj3PBoAo))5~0rr?n%6h1>j^=-9i1YVX{((Ti zZ;1V-vETgizY;9lqT~N1e#wZa%nk_nm|U#bGR5^odfMvtMn#EEjhCbH{^fM-1qa(_ zIn8Q#w+-)%B57ng`6P|J`gN-{lo{3@@SL!1r&j6P9#C%4E$^5A!IQfOSzKG&gX|mV z_@hkgD}?^D^!|`2CFZe&muR@_#>U7TCQ;8PS&Gxi;o0Dz{vN?P`eDESEO4bk;YZU& z#@95KTV?wJ!`QQW#;-m*6nnZ==XHdej<=VrcdhLQ(Ev~pR@Xf}N#t9GImOWzzArPB~sewwydnVEjL~%{cJd=Q^IbVx){IBl> zz1kM}8#WTO?|iO?D3>Gox^}$li$U)9Jo+WBvam39?J;2?RJQYu$}7lH&&icvflPhD zc}m)#skNKBvOlDtGMmYi7@V89R>p)7uXl;hA4Z=Jut$s+@!5O3S{c}%*q{5QgT|Tr zRTIhqS7joT-Ig}qBOJiMITh*vali+Mg;lk92P$Fq5on8FxIdaZoR28zzSHM_VWR3_8^)zJ#W9gxynjsVt30vHtXBy>)ZX*5b(c1c{kKh_ z|NIc93f1TFXx5FrBjk>@3+HBb;MyD5`5eEcj=0l6!aN!0rzE1qF+$3n8 zr`ZfZ8aEfkvzZD!PkZjGUxSV0^IaCl`ue-Xo1jj|zNA+c+BXvAVI#FINMGiR^Hi(# z=hyvk4Z)P!r;U$kc;Z6hE|Wn|?%X&TiH-0{W%*#Gpk2+=8*v`<&ongb^S-MK(s&BL z!t+ZYph?cs=eWu0oh`? zp=wzgP>q4%u%f)7nzhlu6s%L7*hOXs?nQF5gCd4p_0R6mbWaVh)%&v&I2umOtE z(mWXH(Z8bmdzf42uv}#G#-2WpWGi3Jo@CGCh4yW=29p1Y-ZUw$_$6fb8|opMl#>T8 zHcnJ`bac7xZ&BLF^W-Kbw7!+-j?<3s)(bsPcKKw3pIn;YK=i3_dYzM8n3WlmC*J`U zJ2WOKiw2v&$VzVz5o*$s>Y|Q-dr*05SN9QpV@0^J??hM0V>upTdRc{H;=%wI!vcm; z%F##AV|kTxHAWwWUrG%&pMG7Rn)%A)dXctElf7LiuMjH3Ef`!uTH9;l#iwrT6r3kd zzI3M8eO?%lKvlBW&$TVo6N0dII(Wi;;DQB}NUZk+;1B7e2bO%I5pPTQ&K4COa#@&} z4^}j;IJGcX1pAKCN1xjVsVG`WT^rJBy>q8wP(7MiQHDI!A+Pg}FH$4c4Ekd7g&=dG z+{-YU$sV+y1#}p&K?#iI`DaFM%MvB!10lL?E?Tk1C7WACfsy^IL%OZeoW%li1x%%e zac2#TOFV|ZuIr;SEZY`i`<@A4P>*V zW&wm6G*&_#-~ch6{&9j;%M$~vulh9h70%db;C8uhE*t!WoBETmvd5MWfV7^bn3*R`cd5zQ?3D-L0OWw*`79!84=iZ)Ler}ev9G+|u z!9DzQy(}&0o>Ok5;1IuffaaKogzlFIM!MeK;Y507k!t2oNLj%v4Jd5>#q?#+YkIK* zhV%OV!pk0qR({ru96`GcbgebG{y*&fXIxX+`Tz=#g|RSp0R;goh&1U)w<29dYA8zY z7l}NnHf9IgC zkF-jr7dAH*hh_7wJ~>i7+q@}ImS(&xicyAy8pf0|^CNlL%PlMqK6bgq=+PXO8?dl3 z5g9*L#c#_Emnkk5s_|+dx*=CBpCzM8A5c0Ev5dzQEME4`B<57txC4y?eVw-~ac?5k zc=YjYNpR?Gho&&&3XC=!!0PaV^b$h>(jOmrzZ91MEv;h4160tg$D>Jg)#{4QNzrGT zkh0|Us15D8`X?W|R?NdD3sNQvvnzIhr5aTZuHV)G!SbTtI4i7Litabx@{OSgQp7e} zNQ-6acJv*?(tUq&lWUOeMLG~0~O7Ka)UTkw!E6xxnWYHbXnbxU*-Hw#m7 z7qt|SEK-Q*_nb7w&57V{5d2mUwPaR6Hax2j9&>$Aes%Cy(&{q;CZ0n<)yiGEId+(b z{^-d1%6f-)@uP`Au2V8nVVE z_uWhvYnBy}ah~JKKuafa_$;X=LnKTcxX#3peEattiD}iCj{({dUL2;SdHhSIU;nu0 z3BYcEAV&v+UC7xdQqQ7wt}d_BGsfKT=s$_1vpjApiZAQ{hy(^v@59ntR*o%=jJUbR z-PlAhChF_r3}wqM*{Mce4R;D*gf-{uBV6shmfJbUHc$Qrzv{n_Lax3oaKZLM4Tt}w z0^KUR<@F1;tV#Z|?3HeoTrb>xnqODqQq+xv~+O%$D|zCCIECa9_yUM_!i3XjSn@%duGD;f1r!>7^R_neOW zTuM@-Z}|3o8X#75HROXE9dB`9=%hk;|K86wVmo2ST&A0VFxZhZ zFYxNWIL_d?D=_UId3PT-CF?ygcpL2-|0%NUNNnk~@-NT$eW0V8(2o-e8H?!RqqA+} z#*S)X{E0FMCvTTzD^>so5l-wshruGCDOh9nFo0q3lnMiRH$BUEtj*y38;FS(GpzaP zE1eXF8JsNon$U>vSZ=xbbiP|}ZTMkn=f3%NpfkEkr(l5!#N>!{QC>BoW;ypWhjeR= zb@!LIKTW?A zNnt(nLT{($)m!>k+czz@X70)>9SkxnDa}OakYYF6j5oU)GZx2+c~Sh8zKd<@3~wNMXtLhqmKak}R(2 zJz2I#OGwK&tptuU!n}Ip&Fad~($hdEI-Qp*yq51KEs&g@>t8TFxXBJAa9^W6T8rC< zrZs#T_zef|56pR`55$;6@^s!pwTHFuj!)C4G~k~`+n>bA{!G=ORvZ9szB1PWgGNo}CHX%=rezaj)` z{l5`17lQ6uwn^Xo2UC3vHhCZ3#_QlO7i3v#&KCsXZh9o z5AWGqc9$lrUhnw7;tg)Uu30$wb3)|Uln~RacN?{^D1v=}4Zn0w9&b{)ll$yY_mRBt zZC5y(Fc17sAJTVxnh&8rkS{@Re^?9$E&uZ6i@&`aRO)H;KMWB%9hQh2k!SO~Nmonp z{Cb*RLq2g{ve!t0n-`|0e8KPebACbiV07tkzMHl&uUZk_EwzO{*qURqkd_kwF?2cc z|C|_Xsl+gkodxmDGuOWW!~l743Ofq)!o0@1h#Mj=X}e&awfnx$?{Tsl{FpMrax;>% zv<$h2N&jf1uI`+K#inGZ+6#6bgNM4f4%mA0BiJ}V^;Q^rpb`a}xj14kY5(|bGk0%( za7h&*M0;fz6m$GGHG&i9G+}3-R6mW@ zIiS@ley+xKWd3n2T6Rs@%W+=mS(LPAf4x9S$t9JWLo8TBid*&T(pZDGYv+98O4D08 z49w)E)c_h#4bRus)E)1%gsk}%FBSGlU9^equYT1-oOx;aQXc3ix$RR6Br(`+l2`op z{Hb!j#R?tfenMglk>u<_%z`nvm4=0*6Hibzg$&1DS(44r%BSFr-u{Bqwt2XHLgsa@ z1_PoS1|kN)@T8mV(%%s(=&+kq7l=IjLt5J0?;o!2MhaQPN|TXFBWLVmMMWyNw~gE1 zi4>-ll|9s8>_C0;m^AiOLqGZ;7*BT7J-FWO*d_?+J|AGAfqT00le)b29B;(v)98Mok%Y{LubWTVr zQ7ET z+;@<&PQ5;?-$4)vPF<%OHRvP>vHW;he$kA^=P0b9XP-KHVIgF@L-R{NZcTV?xl)*P zRgxnsFq|T0tDfk86@>)E>PDL}%Q(SIH5{G3J+itmwK0c>G-ZXKx>dayLWlcPT{Xzl zWhuxtLm@<7!cI+Hh(Au^QcV+jylhau`paa)= zTe$PG@TOz_gE&a1pA-hY|ujM9_8-9H;vXW=uJ6~XHJhL8@iVe z+b`r75Z_o0WA7TE)bqp=1!SXDV)cL;9Q&z=HG4Hf%$IE)EQJ(UtOTix!8C^ySw@Rx zkxh3E{2!T)9AJ)IkebTIBz3m4Wo0#nvk;u?OZRlsPqI4iLe4(pwY)NM&GL##DcweZ z@FfQeZJf4Z_Btsb=Z$oC^<|av1vSp%xZ+RN$@uqDFgrZd6!Ud|S_Mj{eWU3_sk9u@!UrAEC7~dVG0}=AKuSr>= zinkhnMj9Mb$^j_VFWRGNs>GG{Z|G=%xSS98h@hU3)u;oyjPTkXPeBoMU9lf} z*I8f8XR3yhC2}AYp}cJg(Y~Ge`ncJ^#n3~K*S3>Gk_L}lyx8cHE zU{oY0vNbdFJRdsl;FYVkkIu>znyU@<^=q~<=zgET00Lhjpv1D|U^HoSic|9U$_xy% z5S)}>9Lmdc)+jS#fjqizZ(p6^={wXh>N(hl*_%VtFKF-jYnwsm0VH~*s=M#sd+^(R zP_Mg_Nj*MpT>gXveYu3vm3JRJ*In!L{mA8Mc^TPCFwnfj?@kUl4ghp{Sj7wSC3qib zZYq7WG#ARRns}VFrcr6d@-XFE-gbk2m9eS0wN2Ti_cI@Q9$InJxA$@MavX3W?Gjef zv~L~cSpK*NUYM7`>(kzT|9zB>>M^>1{kT=OwZVOc)}Zh<=t6*FGOGh*D6nk@ayQT2 zp$5^J^rdmGksS5Wj1Yldm2u|xZ57^tB|ZX&I-18@Mjz_)RRV=$zkTUfLe>RUfPC7o zH!#Q^la*|r`F>J$P=G13;I{5(*vb9mCkJ&#`UlPsGTCWh{}=xM{2>Pgt~$6=iJPX! z-m~z_@z^rb!N?8u^jj90zLC`T4MuV3_@v};_rQefS#2}(dkpt!(6W8L-Q@nG;zabso+Xdl|51-O0ONpRJu*ez532CxYq&T zwy|ku;3S5Bt_8dY8ba?%S(bud39{iWzfiBU{i)!5D zu)m`r#die#kpH9)CmiQ2z8AD9h86Ob6Szx&zKE}U!{b| zNdq0gIhcPW{GUGodNE|M@BVKr4g3{qiP6DF!nEK7=$|0|1b*dSUefnnox%V9VRsCG zs-*c#8YrK3$DdPKC=lfW&&2$%;L4^}9q&HX0%qL*?I72c5dU=_ARa772QYPp4;DYw z6n;4OUf|qYhd^=+^tS(eqAOI{_sboj|3CHx6ixlm?0Tn@-}3{QCf(IIni33zs2Ke6 z%7%ED#q1(vR+@4Okgo-d4~7@KCpr|?joFTM_hNWpEuoR2z|abxGi&NzGBd#yI1lXi zd6i%Q+~cHL2otbx>K`0+AAOLwmxn^3TLTv)*x3u|E4(EbP^ze=jv)N3~6Mmt*9RX_9O8CDcO z!Y1||r)t7US;~siZ>LvO5};ER0%OnrG~H@O1q1;#Y954;!#OZDrC32zMJH{?XI4=q z>jT#Hb2<6PJG0cn*$A>HJ2O?d*ODSI?1Cm1HdUQV8B0|=0a`A_13;K=NBl|9Uh#Lo z$g0UQE)JCBty(Mmj{BsPAF|J5Egyy%s@4&l(RR3v@+J&O^NC|~v$YBgh=dZcv20`2 zT+P#P&tWF(+@5pZF7t~np>JxR$9SOEv<%q>?aQ2*>#A3qtjCr-J)$eI-(_2Vi++A{ zfSRF+ZczsjO7jK32q3RsmUPC@d(BzcZb)3W%s@O^yISS#l^z4%&Qn04^4n5(=ll2D z1UG%~W-SgPVnONTIktl8Wv9p0lXSe11U^{XQvu5kV8WuAva{?sXlgv@L;q~W3~bfJm!fujfH?&sa;@NQ;=(hAU~UC(v0U zpTWL*&Bd$3Uhd&Zm`wz|f2m%I=~hxiNi%WmPAGFjDa4*3n78z9_4*bBx0%9!P(Q*G zTTOl-Y&&q#c94>C!DyolQ$NudIX<22t1zfrYI9m8PFNK!PZ5=9PeHJ-c=H~O4Cs#-(bzAfcCvxy3`VvTj;(E4Pes5U<DC>7~5&_s(H)y)Z4+U5}W1&FiTvIBsK%hz)W#ywP}}4~p~EM~8K)$_PY5^7R`b8LeW&4$n{FYCmrf)WaK!P<)Xio?qU`j}77Z zxw^3l#jP*kgdyIDHZ$_wrxA_fkseBa5j{ZsNuqFKlQnK+AA19rewdOpo)i&vlh8N) z;S@lAHC(E)B}!+!zWCrEd^7F~fmxZY{_(0{2J}6z?YajDI%WxI6ODi0)7nesv2gD^ zq=oE(*hM>dy@b3G&{-6?wgN!08_A`f#dssS5$?I^eLrb(HcTv;RnZ-;&#RT`t_Fkda6}9i-8F5>a^*=g!JI3HN zVcqR2UDG~ZyspBdWzvzYh8Ya9PDKpEX50{}qUG28oCiT%nb-RTPwva^{IzgV6vFt) z-*eIRNu|cRA~zqqnoLj5(Tiuqe7uIdu_Q|bVzEr?ErWphC5u>_QPRU?1Apwr93^0u zW}1Lg-}^q_WVq3vw;}RbDy3o4E`uTiWrhO1rRF}Dam|jDK+GLVl7V6WV&z@UnB2=2 z?lT|v)y0}8=(>saPZ1lll0!p9ht8Jvc}3pvTxpF|CCPi}3tGftug(PX8!yKgHcZ9a z9#@HP?)xNF(fhdNPzP@vliqs`J5M|le%QDz+rDQh>U*C$)d{g^JCU9js-45G{>miRZK9GBo zi?2?k;*UMg?3E4M;vyIIm->6g7<&0!gamOSRmw(A_Zs-BSMsj^`J6qW^wOJ_P%#YO zaI}=A1;8Fwx0hQ!^$ZjrhgC0TT6eY?t$3}}*t+&f2OMTk(#w>u4XCFwSEA`}%*)qD zr4T`;Z_c?sxZk!CD9`?4ox9+b3#){an+?1+-ydm5>MikqZ+g5(nHXU_l`?rrOOMqR z(^id*gK@w6;X64q$wz0||jy3CH;1M5}?NpGO%1rA0&s zU`ib5qyZW#cI~3dkDvfa@2%DHv3K)htxE)kN&tWczT>=5V><>^1k(5jAw)wGrWPN; zi=>b~Dfthw4wQutyYvgdeWr&A<0-XaVb9siIeYYsOJIv@VwkYnaEbgj*=whl+XwIK z=_Qo5D7LM@#SDY!7`4wXCht8SevLe_TAk|qjs>+RQQP37VpfVMH@ud5> zv(^;9@!}!TU;*QXR|j=D&b6)Q6ll#vCcJ`4um7Pw<{v|blqc`Km8BdT7a&g`x-;{5 zM5QfYZXwOxc8`flTO8*;+^^`qtR}v>ISG_i&oSqcYG}C3Ec?xX-}0Wod>LWH8B%YWWhBQe zzA@;vdZscLK_6R9xL)aD+DI-NX_wBgoN9PLQu>wC-1Igo;yT(yq*ZdMvaD;{tcH4u zDcc%C-}VQpRQ{9`92C?MC62$2$~RAB3SV~z`YN8Cpmk#UQ5Tl`BPGL-*5_;2?pQ{U ze(*ZOgTiB><1oLh(_gtgIh`DIDMnk0w9ZZO=9OUgeDGG{9W!j9v&!5_+q9u)lH$D> zDn9r6gc96-Dj2|2Th{@&^5<2Inlv+tuS$8VZ_g3wAlg)Lvs`qAfXuWI;p?mK4b z69PXP`eu<~_N5bQ&@ zr6fuFFjbcPWP@-vX$g_Ld=a?SxqfL|HJgEg8Uv3cN>*xKZP}n%j(7$NDnP8lcE~Lp zkqv2<9peY7XWuJve$3pDZljnboezQtLTvApW}8FB6`OXOvfr44JGOq%k&KQ zL!!;$<9wb>nsHtmex61xBAVOva0T-PSN`Btf?ss~^N(wQWaxx# zrs655w--tVoAt+DkE^NP3}wi(h?RQMq<};U$g^rr^?TJ?+gC>g+{E{G10~>vZt-rD z{#p2f7l18*>=|6tEq4K>JN`gZDVacQrKc-aUF_d8`AM8#UN`|a-kgk4k>8dp7=bR) z#k6*O-seM9ee7HhUzZe@nH5VJnid^&8ZZAcB$U=-6dZj}N;N^8%R{D(yHelL_+pL< zhkTLMcxbP)(w>M*hU=|W*sM37^Gf@8Y*jTsQq|KAJf7@+=gfPI%PgWYt$T5TXVmx zsSDj)9r2d-oYbtWPJM^~#%D_$mbRc+06Og(@1YGGZcM45?rj#OaLm-9xc16oni}>r zB$Cq@`+n+IfAfgQa9Ottal&>9rL3-FZ*j!ng7oQ2Hw!0i?UP(qcD!|Fs&QG%pP0#f#W7v#*mb-yvQt`gBCZM*9ql^T1U&rDqU(>v&Vb@CEnjOcwi- zx9jV109iK7w5OrGO^X~R23UK8(tVG!u@Wb>Cf9Sa3)eo;*Kf_|v5>ZpC~GC=W*a&W z_8QtJCJY}DaGF`3tNHZvbWh-31%ckgv2SPZ(dJ|Qd)Ytx9wzk0VmzXBX0nVB~Q{^NiDBLw840clz+{7nhMPkd$n!sLHf^S`V4AJzPi zYW~O2{wHhx-z#h6+;^|d^@fXti`P^`d_j$hPzhkAKl|QESWRh>BG%~usO*fav9%@mZdOX@I9lEslR7OL0#6CL2wrtjwqg4L9Uf6 zeoddEi%%3OzXW`eqZl9dc-vz6JO`muJE~Fd_<%P#3#ow=rNlO%R^?`pod+%9d7_#X;d$J?2usdi{AisPK)PM$K8L`ul+|~ z?*Y_F$6wk(y^2Bb`RXq2qPEr16^;!6o&3WBVDYuqyb=5H=d>r;D!|)IEJZ^>nx|hs zP;H!GdxQT!Dv@6;w0k+!Lv}kcgLU>|YQ16=cp~-p?rb1vS4Cae>%|Q2BT@{MDqf5K zosDLe|A&Pr>caj%n87o^i-C4a*F1faXx{Pvu<%DG(yrabfXQ(U;>EV(!g=Z!hhH%t z1<`0RwSTCjM-nJw=?5M9-Zph1CV}}Fcp*S1*I3-xc3enLO#vTGXFd*E*v<5LA8(dQ zJfmy~v2Z!nSC*ov=Qdm7Z_T+gsUHGxqEY~Tht}Qg_YXV=C!R$Mx%y5I9~uAsW_Wx> z|Ih1esmCe-Mokw*tGyqk@t?EzMErmV)>Uf6W$F$8uf7bJ-&hU)4~%Rl^!n=-i~oOs z*mu`$MQujCm}Hm+YVGpF^?bL+>?S~(qRUdW22}rT#s2@mM*r)Y<^Uko&E|{yE1HkP zZ})gZnD+>YEe;PsO!7NE?q@C zI|_#%DcrA;+5;!XY*2frFE&$Ch~4d%z`bXiuLIAny_f}8DbjfRKbw99&=#aJU~-hffAcRzS4@RuvKhs7%tI{sg5dZtq9D61(uy0 z)MSp-?Ck5mQP#JCK)p>UYw)KXAT>wb_Hex81sZDygjLaTnDV`x&?flSQS(!D_aPlo zofOjruPLs=z97_{+Dw&k0=sXB9~!}IKNJuDVw82LCzNg2{<89Lx_@SWS2l4hY8{%vdr0P{EZi=2`{bnJmbue?%tFO#(fmGJ2!=K5xIw~&wC!V@4HH9iFHzH)p+n=TLKo(G zgU$KiqQ6!zW74fl!nW4trw!EkGnEr{^QO&xW*V&d!dOcO1#N5Q1|VaZgG;d$!PX$) z{(z7ofC^P~M>+C5Xh+$1&*of5rH@2BM)e=i;p=i~6i?j_J=U3tERn<}2k_w8;?F=I z*|>d3!VSLo6FP_qYZcR)#R9QI#w@3662OoqcGqG2BdLui$ycNe4W^a&rG(b|@ddMa zEcP|r`4ywO*V|q4)w>y@M8^S_|*JZpk z+4J5T#*BxBoCudZ5BK#XBtiS5DpIm{%F2^F1n{+7zsO8*OGfh1&mL_n;fguFrGph& z$e?(apc?O_Kqd$7n=XA0o!WM_&SNE29+})aF77LS7JV@2P!Z-nZaX~f9r2AxJQj%9 zzLXI=UnV%^_dNODq-!%#t}$hDn6MT^?+A$p&6)a_X8!%7>lOf|IB{z$8coWjoV~~N zG$b6W^h{vc~`TVB91U&qp zXt77pYKKyTB`52NP-f8(Ysc%Y=wA;db<3kxAy$p`#+{*JA;ncmCjoc7G8XIFh8c$+ zd1s&%8)N+sOZ<0Zpg*p%1MGWxPo)|t4g2c!-nkoXD=!E0!*0hIiW(4m6Wb{jOlhbS zLZt`M`*_1^D5Vy$gIn7;JYV?r0=V?_lbnrA=UxLLkG1lQF7@OiTY@e_iyt1?^8J9$ zAlBGL?K&GL46y>~hCm*r{(jvh_s0IhpguJIHLI^%bm4`5x4QzdRf7d?ok zUdQZqK4($U5-5)Z%BtB7Yt{^;Jk~Fnx~XleVY7QvuIrVwBnj9Kzyt}?8aJQ)x@HX5 z`^70u?=lR3Y~LMfmfY;{`ZcMoHHwo#)F`-x$PYW2$_8|zGn1==AiAF_p&p#C$_Lpu z-{EM~l->w!IlTSqyn%Cki!m}^->9P;2OTy%a@pBllRr+_^2|PpE%q+i1;JUSI5mSY zUu!?Oo!BusBfd0qvvb?k2_ee|UkNz4T?rD^KQdVqmB}Wtme7=|v&&gjIK-YkLz$6o zH}Q*ZFGCCAJ{>B{;yV;C8kpue#2m_GaSSW9VNva|?d?0KVemY-Rq}$Up6}vn&zFye zNC8e4-U3L}fU5ZVviR&qT8H^w-ke)mJETdsS0vj}fl!6nIc*eO|-L2q`KYR?dh0oFR`@sFp~!GFOqYtw5>oA`u{g$o9TRmvQ#HjN z^Sj`Zwue^$*~*3Xg1Z~rZ7(mD_Djw678quakD&^JtCrl~@9cAt>jA99VwszBAiCXy=}0|lr4$~qLbIEsa1#C(9boL7MosLt<4Ze*qbSV5W@tDtwDjRYVP zo4|M*L=-=8kZcj)MG>V6OXs+0`a&XX+H{}{pyHyRxs@c0nhXvuRQ=g z`*Eve!04aN0_{XD6!2K&ws&T^?X)fy(CeFtC%M2q$eRFq|uT&Nc^z)HPsf=`J*G0#$^3$4w^`Re!aF; zbS>u{$eR3t>R++~YZsdR6+uAE4)}Z51=K07*^fW|e_Z{c1RH$0pP}cB}NFb>5>L>!0t)g;M*)LDe%Kfq<>} z^~j345+Dxt!>;90asl?BbAp$4b^E){`sMCBU2I@@D9$Paq>cOtYJT9J@czT{VCk*C zTjz+N8NBA2$Pv)cu>bJkQfg*JPpk;2deZsUSM-wi;Rpcv3w}6r$^h`??o9mIe_#Oo zLI=<_8+zg{Y~Lfi3Oz^FT#f%YD1&umGB4(dyz zx&$~!l6{eW+t}03*(~^i+TyGvf^ANE0sCzY$e1)yCxKY5;sva$xZOBjV+xMKb|haP$WVA{cnz;c%TpDWy51O<7Y8D<$Wj zErhRskagsRz=b{ ztcem5qO~uSi=eKN80lb``sWV_`xRuL{{X0sBlG$(5V<|n0(=?`O;+d|-e~D|p`f53 zqnY>i_w(@Z)D|yx#qK3VTsUxp!|!v1yo^QcUUo>bUP;R2P5H85 zTS?em!(Qy*fx<=x!&hF;qf+cJjS#?Ug@aI0iW+=dYuc^-YgMibl1bAppbFmiVuVt%z*(Q< zW%*?RN}^ZW%9PffdRew@8Cz8!$HCl=^K1)J7hvU0*OKcA2$fdZJOy9L77%Yi)7CwJQTe{0Lhzg zY(&3JYDmME@NaO{@;hedIR~~&o?a}a(3&25TmFGsF8_9kr$M`fPsyo4dD<3iU zY36;CBGeu|QbA!;MR}J`+ZKL#N?&KG&;KG^=JdVMqwkKxhU~HW<6rg=!UF2+O-ICd z%X(MbnOsr+oEUy*es&|`Y>c7tC>FDT+O+>)Ey}ahgf>bQ$V&f?p%0$Vky#r}#5S#TFHBtQz`AnYo1eM*93ka^z zZEM*KpkHY4WZo(jjA_1xqNO$%sj${O@l6PjQ$A6(#}V?oy>KVv7lmC6bi6UP!&kS+ zj+3wkhSn|NJE5@=Nt~1k>(-8-Xtl)mdN$QJipAgdmO%k-%VedZdOWyp0>#eRAi)%M z_%T4witzt4C|f1clxzz7??Bs4d+WIiYGR{3kuAfi!-7i4q;1w%$bl8Y!RPm)QYQQL z)q+|?XHT*dSdOBl2oJp42$9+)wTjTD1Bq!GIdn$NuL}zYWuC`uX#(s`_%Q3b?GThe z!nKIi8e{Y<9Fap!K*~M|vGjs7$wx*SO>rc!_SQd8f(1gyIqRadhELkV@jgJA$`tg2 zk7u1xaA}yK&nE9W88Yof5cJJC4ohG~2(l-=eM5Q9FCW-FY|D~Fv~?W# z{k4>{M`fs+16+BD1<|q^>IL|5r>BOZ2V0nX!Wo#XPs-a@K7rX8oGduP#v+MX)_7Y9 zgtC|HiD%HO?D}&f-=g2kg^G-ay@C{>Oo_9=* zO>YA2$MjYJR`bfM=i6EDAgkylFM#xSHGd1Tu+0bdwc<+<@xm-d(!SzKv}M)95F+&9nJ1s2{+>An12Xv)E5y~US3<4f zYFngZPar9#!84=}toI8H>SoRLPqMEsYPsc4C}=#5E*{rfiJwfgFYeBSZgC;&-w&lhANrg8ij?53MsW8ZuL79vEu@GR%2ubwh^L}%tgtI0IIFBG$y=eC zGK$>H_fMI$bzKX2?jd{MLQOSHa;mM*JBHP$W1_KeJbxeKQli(V`-Po{A=I4wv_a>x zlLL58PBLlPiLS*Ye$}LEbtMd7G$_xS%rXs5i~i|8Q)7HoJknh)?1i=AhQKB9^v)a5 zVIQR_O^<}v5M1GEPyc4hWLq+4ea^FnJNKV?6j}tQYFp286y7WTRY0cf#^f==;b8ME zQlW#XjK$_hv2mm2@JK}gwPZG^a`@wnfr#J=R+zG8u1!z2j~xS=T-X@YGCrC%m?1*c zX%k$W_-RE=iYC=J6l5v9pJwnlYyE9H5X=z?z%e3!pPbENV~L+GJ;HzGilU*k^BmwH zdh7-0={#_m`D)a7qN^;Amnb6D)crb2L=$^d%h1Q};;t%Nmw~e7=HW6!$bLIUX4EzJ zbqqgJV{)%RWd76WLu2zwl69{vJJZ%0NvL-2;fD@`%L)~|wVY~=DvC>&TWu4EuQH`5 zhnZ3YuKJuNAQ>kC5VaJ91o=v>dk=6@)Or`0Lh~hgq62uDD2QE~Q$T245+laL=0WMb z;c3e0C~47;9a=A3y-{Dd?w^d*O5>O;wJ;QCX6O!&cNkX;V=pk^ZBR{MR7xTv#joV_ zO4A?!(wYE#OPQitEY;W4X_KXP?Y^}4Z;SHMWt4OtK(B+Q({;Mmxy%aXD^XgQ<~)wg zCtlmbFIM4dt2L5wqPE914(O6i)7Hj_#cIJ+Zpr7#_8=SkPH)4ZMQ=ZTdq{K!sBV$B zC~muw{EYpdUI3%MK;Pe$JHHWOt5Jb^twx>J-eZV$F>(@P$7m&e{h{ZN2|=q zAFq=l1RjG92McLdDh~i9ejJc0ic`znpPoFL;`5!SM9dmorgeaxzfYQ03YP>`j1hx~ z!09bY;g*?T!(k=iFfp{YKmbYVnx-tJIKAdC&_}eEyUMMRX z8L)21U`o_6+g^%Iw(ff`p5(Dwlbx*8%IdPpC1BH6mQneT)56`QH_`~NB3W<#>{ld? zGf~40lT@{M$`^>M5I4rv3MuE1i~~6i9mU(Bg?&cB>5yPfzqUC%VP{=k|9a2SDM~^J6j=BX1n#VVzHBb zej9Seh0ykZp!ZYOQz8$9v(}q4{-pgPJMydTF1y{%Q++RIrhB{xHW-*iF8;)Devr4= zX$b0A2E&|_cj3x4iM8SM8Bjn{>)@hCax8A6J{lelR7Z>R10$}J*CBbeP0%%l>8y_} zo}TNfT1aL42{I6%40fCNDA|EBCzBrNc@Kwdtq=xbI>LYr;|!D-KdO1#jG51`ysD{h znsG{oxGfIDE0`{!a{>q$H&I5QL~*Oaceq13zlL1uzA_7td9WkonJ>n++o`+BnV;?C zGkH}W4deLe+qi!JoOIhuT3I~&7X4?L>hufrBgVr7d?!Sv2D z9aJgRQ4347-?%bDbg=PA>Y{9&=6*O6u|s9UJ#N6&V_h%Iy!T%}fnO!}->#ncC_~lc z=h&dBmbm&?Z`H?(hnj-(ba{`qI1c`fb(Wic5H9=G74Z7%W205}4V|TGXfEtV70lMd z4mE31H3QVuHwI@a#~y!%U_O5PP>|8)U6_@I z+!H=g)zXbn*uNG`wm(_ZPDmqP>r6Y?>xjPy7=SebtJ4aTKJTz?IOtu%n?iy_-q`xH zn6PA|YUpGuk8JhUEZw3pjxK2YQVTB|lwzS{cUu7eYngi9^F@#}^B-<=rx#sN`Q$Gz0Tp;R#+5k@L*rikdXinz zrN7T;atewWMARKP@>}xT-Vl`6QC#t{6UMbl=DGJ`0WHPr>;Wx~!9Nhh&DY}C#$&h^ zwTzod>v*4+Y0R$h`K8KIgWS#$DFjkU}G0Ud-Zsk+c zl}Ccn`!J+SVQ_?3YIMA z4^4A?6kBreZfl_U+U36rz* z<6hT2zdlngH{0NlKSD9{T5uhF>97ROR-*aIsOUGB3iy8X6P%4{LFjwIUj=f>OxB~z zd&v*K0P0V@W)5tl(Sr%lA{m8z zH!_mO>;XRmkemuc1gA1+wQak0pFZ)o7uD28BI>(=T_D2%NDFbK-gf+PI*`X2Xo&K+ z<5(ki?WbNu;4Sxe8z zb1;#b3rpa-_b(d){wTiiRbsGuqCsc*)<6KZkxk7?bAB8hO7kkp@qUfqbdMzmyaC<7 z4~t)402Vv`(XRB*DS#KgHvCGInNvgA2d<>M^NK|Ttf!~t8H-OM@PNC6?`!yXB{|Q z;2VD#^=`TZsmh+{n*bX6rsRKB_T~n#^`J&K-%!I}ck>VkLl(U=+5$zGUUGfK>P!yx z9jo00fwaTej|%s}$+N|LUoY9&a>s-^J6{5VWHZa(yT(+4yV%(NUpw z71cn)z!b)>AGX4&)wb;jtz*FAYoBH=fsWJ6{}o!qI5EtQtV^A$`ZX!PjRc+9;cK97 zGSzCQ=1xG$5fFAyc>>C|lT$fKJu&^-utV)+d$msI%r@@#^0`U~&^*Hoidu`w=p@w% zp^-P?$=QMGvS_O*F?6=~&oAYr0&q5E)nL%Dn4_;X{&Jz`h|sS|6DCOayHfs2WfWh{ zj!ZR0P2pyqxn`Ooa6O*TCI8_oEH@GnTIxiJ#rJn@Jii<-Tn$n&Ccb_vun~zFuTeq- zCHuY>M@}sl$n!AF+rghKv9uUXEFZv)qGaopj)cFskBOp$X7UCZVNXN{c2hd8=<;@4 z4fyTM2`pkmy?W*I5rM};T@LfQ`~)&DK}RauFwI>e%*UR1yg+K}=5OQ;g2OgvXgs!1 z+ose!UfaVzQ^0m>bpyIl=eDtR4%eQ8c(|b)Ocy-<#g`{$TQ%6CyYewn!s>xnKbBBV zX(||x`7=^cI%aja1m98EAX3x0oWXXgo7&$-3 zblZ*%c_$h2y#9l$4{vvggfWJY?$ZAF8J!|Lt2%gJKJ)QpI0Z7QS#`L@czX!zolyeG z#EWfBH?~vq3{#PlhB2GAw(s@l`*3ZS=+T-^E9=E+WBs0pyqQuLkX!;Gads_L2Dq&p zqQwE^Y>)mGdP7n}ZzrVFva>G-9NreCW?flyW#6X;94-5SCJuS!%N^F-e_iVdV#NCa z!*IPTi8%@U|( z?T#cb>?_uha6?}nR#oMvQ87{j0=iQ-g4DBA!wb{0ZUxf?byfy=3y8K3;L~1<+IqaL zbfEyPcJbwt$rfAL6AJTo=(|L*%=Uc#%$7G+-dXqf9 zFMr*G3~R=ei0WTfg%{o&kS$bbNFcz+6Zkuh+K}JOg^-B*dX)DhY`Q*NB~(Vrgc1xk zxZrU7s8YR87EB2p=@Ie7b_JpwcEC8R0SBpxC#$eHP!^yzgR2Ol^KD;4Un7$t2ea8_ z>)YNXAW;Gm&vL_5#SMbDh0)lMRpMXn);DHvYB)VGtSUg77kQ6tc%-T%Cof?$%kwr| zkMAuy5?voE=2~F0-T^A{gm;I+3mnt?DWgxnD9J;zLfs1 zl`g$LhX;Iryq4wj&NZ%FF{PCGgyw{?zYdUz7v&EsUNVr5U^pJxrguCE#m?<)b9#EH z><)8N^}=T|Zq`#slb?uc4XzW2$xR5DZ5=4K|BYRWk8)SoUgKn0bp^jHC%$UNd%W!wVf&TvDYuOZ?)34ynh2?LObguZJTUFF2iF^jaE^+j zGxgz4%G1+hwOb4g+KGi)t|O7|miL4&JgTfKQt9Zp0z~P!4M%WxS;7ljST;<(cZ_$` zx|$Dtqy6~<*IY(s@|-5yiKlWT)-Rrl|HB0(=^|@3+b31_z_Q3=M#pnar3$8(EpF%L zPFk(r-h4J*q9-o+Hf@}dzP_EQ;8dgiLQ9r!NPO!?^>Wj%x7RutH0TdqQq|NezHLX> zv2OWjqb_eGQ~;sE1?~M=Rl{qb5@j|9j6I=@e-Zx&p03{Ue3n#|_}k<4F^1tv1=Z(x z3H?Y7uB8`a~9fLg6$@+j-r?5pcz99~98X`i; z(jy+*B)4^0exyAjwAGbsO-v^WPf;a%dTsTmxTT|o+TTBh+LY9D6i!aDAdd(0Gs;qk zN<&`TaDnB{qMXh=*qB4%a8JBEvP4q}DKHT~3MF{MJMy}fyeE8_y4Sd|`a)&;F6}yn zy-Skye*~TYIv%OLs9|4Au0SOlB)fFJE9}XnztebDkNoE1#oltuXX04<3@!a;Oma73 zILUx>fT#0fYl}ZmP0{JU@Q5&!6N>q2ls)}VbZ8!N87}o^N7=pL4R(h zDd2yFqF7imAJ?`fj;KBhZiL@#)s-pj_r*o1ybq~SYeXnK zDHwj&g0hL!cUWt{jVt5PT{@zdwCJSAV$AGgKtnLU_H7F%%wrNpV3$G*|n5U4FZ^v5Iiu zr9%Cx%c(~4bho*lp1hAu_=qV=)Su(oZiX+wgoLo}t!UyJDS@Vr|Euz)SOPgfqAk!~ zP~yE~h}^NKA>R; z(mPT^O+-XgnywOhQ3RAKy%SW55+L-@BPDbQ5FmuKcjK~4_UGz*pZ6c!+&ksW%$ZZa zhw*Np#&>Gr2+)VuKE8FmRRw%v`Q{4om30_*^nmFQVZdjj1EE*xz44w>?^@dbsSEP0bVr$ zM;BHj+$=K!(lTJkOD{!N<36MuF0-GZgdZWj-7Tpx`f08xPMG0=ZGUodswiC$(YkVW zb==KuzBgJmHk#K)#A~g_VbC+#rn8#*)`?nZJ%wrB`80U;=siv8^ke|KkKB?S>T=5$ z*%4ps(QU0_S#n*m;iLS%$0)Ono7bj@r`o!0V z{jt-fOP31f2%L`#aMz(96lBdDTlL0UbR*HKI_9?0*XRq2d&k}~z$pk@T#a``I?_lv z5=<{XvNZVu|4QS16PIT-r8aadnIae|WvbXDRFrC4=E9D@g9hNSq`-8mD-FLDJ)NFN zwPtf|i>8?qCtJspNQGw%IHgx(?VclN}Ta{Y@X_ou3c40a)#eX&15Ro9|)~Tq zrho{x=4oqqoaC|z@X2aKu@lUwR>@gl%Jparqq^FI%_yVJx?$l_m|uN-0xVC4Z_JGr z6LuJzB5xKD;A7&~o%*CTt?Pd7*q?~JXXb+*4Gg_X*k?<}Kc+&A@EWhp12zW9^U>*X zM{vHro{1G$KKw$_W9T??$6V7!0i+)8s1oC!-hY9|sQP+oz($`B4I!Mt8!J&G(V7*z z^H05xDe08Mq?sxMNSQa-W9({GHMh`ye%)nnO%0rFeYv)z9n?s!2IHMSfzEcVn7Y)F z4~#Olf6wB*Kb-ynfgg@i@P&2Xs#U7 z+)6?PhRVK}_VUH<_p-90sNVF!A-9gS>?w_b%v7far~#T!;TuhK%Ypy_>^qyHEarsv zH@lx4u*zY7_sg1d@%zdG0B<%*x2^ivLyjb6-7ieH(Oh1MI)8vwiUU4#U1Uw+9IBQ? zuW>ZhshSPOn)SCgvoi#vMdQ#>+tCZ)MwisE^aK1eQvzHMsX<*9DsZ8}T@ow;njvw-$GJi!=UKkUK zQaKt3s>tfBdAO$&^2=pQ;;p1E3$HpnE{7)|;nJ3aiM+GZ@5vj41X0I}kk+amqBt@`!jwJMS3CpfE3 z{a31%sgQ?FQ4lIuw(Ec>M@{Nwu!oi3sWr!qDczmLq9*Z3Iqf2|4CmEH1Y+C)-Jj02 z@$y{40O1Nc1%v;=eT~cIoZ+sk<2cu0T)F;wxQ;m{}DeUCxbA8I2H2+q+XEZ78LE738svrL3qQ=5CN@wRB z0yWuHK35o}5wq|eo5qC*K)aJIEZ??f+`C|T@H7zQC6)aOYoNQ3Ym5;f(H1uCMslFw zw2AC|jz=Peac8>bfnD$@XLBARSgnGXe4vYoVE7lTbbits%pmTrk~&akf`HN^B+L49 zjh+jX;S@PW7$o1j9ss&nt|tlznR-H(Zw%yAHkyI=JU?tOeV8W+<^U&Srby^og||A- zaa6xBLs3WR>EZWecYL%9_r~wLMM3nbS-i$cg2${*!RIzp;uGCtZX;5;W8KCEEis?8 zG_1AfdSB{>U6H<=alm*$=U9Pnn8d*tXHn&HpL}m}PW0iJU$r%YGf#fd7_480Oll-% z5<#KiQBq+o0wAk9&G06zxSEw}R6Z{|sQ(mVB2!2NqF}K8`JlO0cx00CBswPZjIF40 z+$CT8#K?4v-_-`jHyr22W^| zJYF46E6w4blqdl$=o)$s=T2dU{cSbk5RlO+3yu9*^B@|Qx8tp2_IbiRdCR&Y-PyN& zImZK2ZjOUXQmsWLD4{*c5oS;ziOt}8spFOQLU3UI^t(ooQp2;D)g0`f6X{c(t_6gT z*;CR9wX1~u@jrzDw9+iM6dT*?Ma3BfBeoH?nTl}P+IqGBR`cz2fQ@k7q1{TySyKZ?(#Qd*FK>59%H8QQ!pr~X+aEV-k$ zL9WUssH`&Bc4ic}P;EL-3NmRl#J~+avr*46GH6h@--8k0G?jsWvKdtN z&W<6be-t0d_e-=Hsy<~br`%JBZN^NXrm~zneN{KNm_=vde3R3f4w!wKy9)Fo)LE#8 zTvW|2UsGyU5~nG?o?9E3zoBWb$%vzAxhPBpKPhui(YiC1Zs3vU@il5ma0K@N1L6L0q7`ROzri!J)O+ z$fM^xrFfhOl_?vclcE=6Y7KCy*7n{l%RsybL=f?+vkFizh+3t;yGI|eZ=k3t*Dm+0 zt@NMl$_du9)t3m_nNsO$XyU)(FP%LS&lZ&J$h5r!IbiH{Ie? z>Rr9x5aY;WJ5u2eF2au{P|ZhvZ?%ZsOx_tz$yc#PqC1IACLQAX{da497G@51ke-%Z ziy`9kM8fl{TYP6G%|s-QCM=ZRejO(TS}+aNukZW~H3m`nvigIDJ0&OArUAZq8n9VQE^2&Is>W|HN1&GLhh;WTreWlfEMCFS5q#b z2Vhua@A{zdYw!DeQtG*1oN+v_^9;f1;I5F06mDdBz{#dJ5_`M{N2y7Q@GQ z)rha=17KU*0USpn){)r%a~TfLc~*`c#(ifF*?Pop{@LEfLBhUB$9$A*!efxelI&fL zJ7rvc;*wJ)%ge<%K1Md1SztoFG-sgRvOd|3ZN<4#1M9Q?Y*crDX*6V&c+u!Sxe$^6 z4D;I8zEqPG7G;opywHK-X~xEp@owxmU+n>0|z8=Qvx3E_YA-6Bj_{L5 zVQXxw&d=pV6QTQ}nvsOO%G}bcndfHgS4oyru=oI^MV!2 zMddYw(C9^4DU8%-gHl_$ZHseSZ^1H@UUkw2v^dZqy@k*3*_jO4}W(ueCc_#taIn#SB@ z6rrS3+N(`7?tZBVt{Mob`=I;``IynQo)1(j*E}6q*+x68op)5A5I^R~_OzFrny_uD zV=>JhYqtVC842_4bLao@328eSaCBQbR1w zPV1@`u>ABCWWi8n9Kj(V3Z7*F`PSpFh}sz2_Uh3|rSVdwMM=ad0T~&)xa10kEB11g zxASZYE{{ z$b`kKq#jI8l03veWyjg+DLAO`R>FBovfc^FJ8&mCjj490$E5hu&Gnj9CwpYeDqnW_ z9|1FP`xJPYtu?9!sBjwD0lh)ehT3^|V|D5NQYG2W=JETBGu}BnW6D|bXtte6J9b`Y zVs6<-p+>e1$9Ah*Tq7R-6KrGvqSz|$D%e5^m~P*o67MXpVTCRFt&!o2VP0Wecm2oS z+K$f?rE*t&*u z;SzS?K2xHRm(Bg&o-AxPgwDg33YI&XNIB2(!?oWlY z-ac~T<3{~C;r70hWkAGH$iak$!t7Fv>SNKLe0$AyW$hNo5Ae&igP4bH_)S0XAw_ri zo_6UFbSB;%>Fant_Nmn@eAyCln$f*E==nIf4SI@Gx|X;yy|JD^NVDbcc1j76?(%L@ z6KYV!a*Dd9aI90iek*8LWXEG42A%^OpQ0w%^<+SE{**kKWFw(jWRqOzh;O%Y2$; zgu|d{A@h|!-VWcF^QZ_XIkZf+_4UExRh62|m*dHe1&*X%{7DI9#N`37piC)spsW8J zk?(xH^22nX$F_L1WuY$2I=x5xoZ9i$_foLFcVagObMhzMbxL- zl2-0o`<>c-JO!~FeSV>ZT_gWZF=)4Bmw#EG4fYyoR&k~?-6IjPezl9963noa-uSWkc5JF&Xh^tdy8MptDlC7cGWyFX44e(eqY$(5fOwhA0_+&Ri&vgAZ8fxArTq$u5)?lEX09R!Tit4b^@}!HH zJ1IH&v6`aong@EU$iZ^5Oxs3hP4xKEvAqWM?ve`AZv^e1QvsfAa;4 zm=X&G4y?3Bum83zdLZ`X*0lmXcLmH6mGI5jQx5|6ExEDxx{CjZI6HP8{3^(TQO8-P z!qVZEOgzg>jUQ|>WqFBB>aY2VZ!C%ZDD%C}iHU@@pqly<%f}g)|B|faRn~uqf!EFi z{7U$6dQSMCAqOcKZhgC#A>+xCAO6o9fB#Xp55TNSJRWYwLX^7s-~QUut$A)l*6DmR z=Lj`mjSIqGD6)|H&CM-=P&kVfLF?NUdjU`yse7J9qewl=_SYKoj>l&Is2W^d4v9J0o@tXuW7; zh=+v~u|dppb)YNz8-lWq{S6ZbKcas3c85RnJ_k;-C9h=3k9xEV09uc5ZMn4#EO+k$ zGx&+^2nWj`SSYZy^s%GNVf_!VPBe4)I)i0D8mf#6(0Ydaq~CUrwM$5`ih;zoTcUPnVpur)zGtRoE-amO5f7(!jLRIPk1`S)r2hTSmdup8)8 zqW$)1R$$PF>|AH<$Ri1uKcG;WVz`kvS<;jI{09?a~fBf|| zmN`2dJZ;flcx%=s!Q}vrk`$8?DL^sJDR0b3H(qDm65p(u%x?hY)z95%W{Dw7wFx@0 zS5miuz!@L~3i$Bgaff5{e#gZJ**|QFOCMN@cdBV;ScWw#+-`UuY1tSa5#39*4y=65 zihufTYyVAt8DuJ+M>VuzGr16kt=XAYlsZ!d%v75c#H zqMr8y7E`KAzR z2`|fOk(9CAGF$|powVNA3;Lc%@#~atGvOrL_zhfHLjG=Z15D4(_tOslhMSl94_I4U z<4*u-rxsK=PPiE(u+2ukSwJAL*#ua^vB-#KmV@#p^g>54vTDBkdLlJ54T#j}#n&7x zmdL#O%_LbGOkD!z8zOXKHw$yP5yNaKUzuU(X$R3B3CW~WOn_Qqs!R-^dU?P#lx@8D zqfp>uHx2-!yT9+jIhN7I$}u-sf~&}M9=`!NI%jc|T`A})GMVS&7*B$Wym00GcLVLeu5Jr6I}7?~;a}AieS#W) zE9M8_7ITUxLAJ{G}tR0ywaE&qIE!*f~YIsgEwA zLl>(QCJ95LlL=*(FQTLI${^H=`g~ziP|@?|vLCbbJph^PFA!N_og0|U1}N~ABFbra z>g^qKjwoR3ORI+;f%2b^{_$1?0j>F+wcpN&yLaK{?k7izhi=nKfVfcovlbJdd>Fw| zmJ^?Ds^N8czTE>XPjs2`65G>377}n7GpB12_V!26H9rMC1Wusb9~#Citcnf5SAv!w zzsU-F%+m1JX$2`<146_jd9{+ZW1HJonIhjv>>O*#<2N5dnOM)_C4phvJS*rZfc&lS z@oEhVG!x6@wwm~FmG@^!K3wcumQ(P}hZih?tISC=EnS~wj#*5dN!aZNkTXCa&QU-z zQrLC2hUFv%K|#Q?xz@n#WPt5?{N42hU1pEh(sJ{+XFquXSZ{^9H@sM&X8(TwpB63z z0Tg7HIl>Ado63|V_RABubKSoA4EP=p*oyy0VB@+0+(P$)U;WN9Z5Gb+7q|0x%9J`~ zVk@^L?Nm`_P*B57>~}MbnDRjpAa1z#LMg1l_R>Jgf%~acKh_ed+Z6b_Z#*y`JQv5` z{{k=Ag#(Ww+`7BBWu7fDij^fVGk0oo!M~t~Wr1hC_r_QU@ok6Fn!vCg-t=QlFDYVz zK6}5Rocb?fZZ#2<0bqUido~(rZ}WwgXTVTBCf?1mmdE|yE`vS*!{W9%&9zO`dv(RY zGp(@rAIfkC-sA&9X<&LW%dMIE6zDO8|Hmk7v6jHbnTmbceQCxDp_J6Rl4WOiAr#8z03R0H@$n_>v`-i|}Y{2<}ZXDM+ z#zJ^6W~y}hxFE};|0U^;on1^MmYRQo%ik_#<2r7qU;u^Y6cg@rO`LJrh*@q6glTpa z3H}J}>%#3xW(V`4 z9uQj7j0y9+yG+h(Dn*SbgJz-)_SUym3Eg)@{^5Xs|B*TZP;M=wljTMTI>830 zA90BeUpqTjojVz+Pb`i&dbC(VTs*9>V)DsV2=yt#(vM*RUj_h) zB;`JvdyJl>jW;{G#E%&GCI8*ew|wSaofGpim7E8&0K(UW|90A;{oGoP~4Fli}SoZvLCquVmLboC?xZj4{^!(!5cS!f)1uor7fqf>5LJ zVz@M>;x(MpfyD;$4Xsme16}OqJAh~DqWuhTKi2T>(N~>w8Rm|(^cUjFH7X6)C_Gua zw??V_q5fJ`@uv^$jeF+u1w__n1agf^T7))-llL}-fl&G=9=rdq4re%xyRS4pk~*rXD}spJxG{C702mBhIp(%yiB$f#QH!6b2}LENJRHWWqw& zZ?;;yA@DvQ`pUm@nRo#yIP6fdQ*Vw$uVG-cAuP9tS%LBqx1`a8W$CaKrT(5gF3*i> z!lI>q)A9{ZfS9kMo^G;m^*2oPxXoZBGnNU33!J(_0b*B#)g$PoTExvE<;_pK#@lz1 z+7irQ9~S^z9QYBOp$;TuHW5%AVH-*11?LsKZA5wuV-0y831Bs2=I%kjh5F9_nLU;kVz zeTQ_N4NBe%!5M>nG?>yvj1UE@>qb{I(0A_qLWJ|A2pBsTT%`}~<}p7^%de?;Pgwfq zaIh?9&vNL=-!&) z6c>|3KYg4J6{j6z{zJ=5>NJyw2>lzgJ`)gal9Y?qCh`3%qsC69Hv#o48tb<18`HQZ zKYSCu$TD*lO8>Po7dn{d0(|LTn73NM;1zvsD6Pf(z8FD`%TroJwIZ9=v4$A4h?{As zqy;b0AGR3?v^gi9F2K@T2w=jMn0Utu2*mR1Ut_7`XV!pe+Ls==&A;s8ff---7+Q<} z!GhN1Fb#QnoweI0-g|YL%rhgJW5#mZeA`4F25276#5MHqV9B8+oAi&+6wYU@z;Qlp&1p8+1kCAq5m`J-4|3=!iN!}Xt zWWwF zc5mIGLyZENSE4tn!8DO!ZdhV{Xy*ewb$KhcZ5P~y)K`BIJO5R><&Qf4 zISUYA_2u1IE!yh8|K$pE{6jVO){j0e0(?sDrSB-GS*Rg>ZOf($&KR}_!1dU)c&{G4UrGMYQ0;wNFcFw#PIDdDXA<^XIT#P(^X zY%u&(bX#-yDd@@9-TbnaPHPMEb{?$H&PN^QF&lsklsNLyKuYqq0biaqjl04iH=fA| z))FS|fKa1!$G>9@uVHQKKj&geVR@!i^|Dx;es1K^WqPO5dY@NQpFhU*S|*+X-~gUo zq*2oFQ?ddw-T4`?mU%~#P@#{f16Em(@4RALfSqBnqaJsZV1*UEpRT<>YS8S+&D;k_ zAUGAcgJWONW$tQVGMvXaOCW0q0|5;d70Kv7EIEzx-kC)8xeQ98DHUx4*_YAW zlCQuQ(GLNY$ckHV-$GSD%dkbB4|$wm(G@llHfM({qE#-wLe{maTVP)t7qdQPtG2KOQ5JXd!r(uh+gni%@G;T0Pk~YfSkJ7mA&A5k=S93w`-$mYuT>yAPQQ$9JEPJeO^%t(=p9~FX zUuieQ4fuqjw81oqb%mwrfYN3eN9%#)O@fEpq(V&hKuAfiiEJBqVMAT0IA`Gfpljuc z$`)J&9AMB(*_*?0Ui60DXtg<{_40>MTmyGZbxNp|Zac_X^q07u&kmOXs_1SZC7~Wb zJ;HI!3nq}_MG(XHFpW*1HbnkdHabeBbYG=JWwGl`uqEC&B`RvIEt~2j zYDd=NZlwCnbK(hEKJRYg-a{`G`?b4|v+r%nP6^NM^L!{ERDLn@ymLZch1*PeneCkp zRTm*0#oSWY>DXKTLG1sd_C<~co{qzF+jo4|Yamv~=nKWE`bbqLA53&39@&))e^&t||2-xz_a zSkistn}m0%H@RQ~6H#9hH1t2IM%bz-OKgJItiU`LK+^-o5x=* z99(v7C>ziGSx7@jY`0{-pSurrrWUjU+=FFMjPF?FuF9#BHD&7?0cU3^ox(TSj0EqZ zGndO^)RE@-bEz_E_!bVM#VUAab$Cb-RC3TpqX@{y>2E*#HaqJ3?ua4-fSs*xQdr{& zx?{i2+#|`S zc_v7G9IO6euEyuyU#%t#s?Hh-m~WWhKP; z591> zY!e@1w8*QqA&)5oLM7?tv`1&Zo>4bpbx43aJXmg?U&&aO9LLhYZ*Ccg+W7*vL%pzTWS%FX>M^8Ix?fta3|ipn)8N`G z|CK9j>~CTr_O=4U$T9$jT~6hH^#Qm2CpgJn^pA4M>44E>g?`!%DP8NKkzkA(Gzjx>?IJGw%2+E@Cg z%p-N%&ZAbZ)G{;}?3M*;JdZ&rUcssbFFSJ0VdUIF9`n0?aQNzSW)t78JxJVKJ3P6Z zl8gt!GT_ug(jir4DE36bF=Akvj{PF0nVB z00M<^iyoaR=w!h5s17M>Wo%P1gxT*?V-tBN+fb`h;z8+Sw-r6d7J;x0rEZ)grJ)4qdQonlW42D^%u+FMl(i=q7LnaMlZh?$+}}_1T$Qs zgCmKxs^66@#qBNa2`^B(ZwGojQsH;GW+bQUNVPA0RtP{-Y>W`%Sr{m7#b_%pRQrrF z%tRSZ_UdSWk&EZGi%TgIy07f0YAvNZlcnX&{IB}nEuvcN-y20IJ}!Uv@R*H*m|edF zSUJ-`b8|U!I-om2c3Q9YmRtYQ}W2Qq-O@59jg-6coB0S zX`rH@O!vg`_$G9wfQ`K$gHcAuIE|$?nt*JXG_GRhFG%fiS5Slm$_yI>0M03X{}z^J z76n%ScTwP?>whT~@+Cpc3^zhWW_`1`6pyG08ORr~DY`mxI3*A)!>Hc{!yN%?a76-V z4r>gHI8S?RIbP*9ZaFAG5(BM$kO-*I;r>89VZ4VH!jt(x4$VgmSV|E|c^u?wkZfJh ztqy=iUqmnHFCLJm-|6_|9(T6zQtUb3Qdd)M(MP_syHv+J5!%T!=S=g(?c$K$jLosb zC;TOlipvW}z&0!HQ$Y2>HudirSGcYN3u-6)N|5yy+|slXc-MKe^SGuGy)KpDtFpn^ zLI9I=dc^pZghm@}v<^UN)rMquTN&L)GOfIP&hNDL`N8h;_fqOtNDJk|`ff`=V2FWv zpg`54*A?>GL;fM}kNASRox~}Pu*?h7^8=M$#^)ndR_c5xN$=ej*2*T2_dsuIsK#(0 zmfoEl;{kGx&?!d*MTX6Ny_+rN=6(}l_yzgE`W_e(F}nA2y>?3umbq}JBo2xbW?u#F zX`FU@Zu^0&IPq{A;k!n{3#x!2iBBv;h2?e&*@{-Y?tDh66?=BEdTqA4|6o(1$=tqY z!#s1`SkoSP*D@^pG7@7Ihdcx+C0#5agXCKXJ#uOIFC@ql-~yLygv(30{*z)7oFI?$ zhJlrA;KG!ymo#NJi~ts&8AT;R+&a>q&xsEc21+zM<4_(<{c}dAgqF^ed=w4fH$2=& zKCuo?g_Tf>Wvyc8I4am>+m8kfGR2`@Y znSM7e9w?IJR6%ZZYk9U8?+nNQ34w&9*zx%%afHA{Q`)$AGaOQ#8uelTv%v=iTVH7pMM(_n7P4J}z zNEb9}*KB?+@0)w5Z86oO*jR!haO1*h$C2k>PA<(3+O9s@tyKI-T8NjM2TZr7*Xp#p z4*_A%#GAOLA<5P=j=z=P77*eSw`?n5NUWZ|5x5PUrd{mR@v7RF zO^psts8~URLSxM5D&{-g=qcKfy}8EG<`k)fmn)TgE@5j}Q*i)EI0VS!NuayiOH|*+ zPQ!ZkyVZfK@Go0dm!hC-gkjQ1)JRkEpL>k;`*2Njg2|ciw)h2_~*#SC#OPUoGh z-PNnhZxeiy6hqJDwA>{l=u>mN}81^0EEwPT60Eyl#{Fil>xi zhu#LvL>wQtNUJTu3>a0ENPlmzx3!qj>s^-(8Qa~pjBbe)3e>5W{@dMczwtMV$^eqU z+$(>rVY%Xh`bD?qnPfS|8fo?SH~+N48_WzXK5|l)C1&nM_SQ+#HiZtW@;;FezMy9f#46_4F$lxB;DIJ$U^MchOH?>l}*4b zkq+OuWKuhr4&ch;|EfrKc=ul!ScfGAe&nh+cEc1n`<0KyS*9j)V(UT_=Ka4EeUoHb z_Wq~n+s&;}AC=|!VbQnSTFhF8x|j7)+jEvVxYhF^a@;hl!q`B%6Ll*~>9FCh?;T_20ldykGCul~*CVzH9(t z?Pz;qe+@bgh)Pl@3aQ!t_NSmYv8|K*Hh3KWqft-(1o#^iZXfX4j&r)8%l+4=W%0Pk z+8-_RnknYc$9BEk$3mBkzf}Y0+2kLEH??~L zd?2CCaBdsUE=WOVORcy}Kkdm9&-kxSnFOob$4p`giZx@2r>M*MJBelUAn`lU8GpGh zBAE6sw}==Ame8>`C;lRK_J^4l|E%AC{1GGuY;3&?i7dOTy?l#%MK~7geb-F@4EuI3 zGoZ`Q!+hKAc;WV*ufDJco0}vh&;Sq*m0wE-%DCAx>;SOyRn+`Y0GFW8#PY`AFlS5M z!8oE>gKHa~uFCf*E5lrq<3^*|@;D*-Ot+SVL+rxrbUn7Gzf|OCPK+KMSeE5T|8k{h=GnvU=uHac5V9rNo<~5bEc|R5 zkaUcR2v5NHLWH`qPD)g24))nF)GQw3Cm;J(6^Gw6*ACYnIm%aNx^yRiJOkvWqcJc= zrvgLEBCWHG4<1vfs2!N_aAOSP7(8}W7to^LD-%l};rQDn{qj1FbI*?`GLg{&lLO^>&S^`nKx;U`z(R$deUQNZKHZOPV zEdWe_SmZUzwO8G&?d49g%&y_dTaV1*Nk(}3DEkp@^*}KxnYH}BZc(Qln|4wXghZpq^Bsjfk+!`3xi~Nw*LCfx%#@{Z!wec=0{l_w(6(8T8FLv!zaUZ z-zf*+T7CPqX{3tt#6*qRuRG`nRp+)NfGPI5No@CS<6?=hislownEQxK!m@h6s`tXn zkDDAz&3r99O(rAa2m&VnJQf|ISw$=3iJg}n>$4Q>V? zA&q<)ZMfvx@wN2sC_>@8fyYX<$h{y9&f$$&KRihT>o7nl8YlvcuKVAL*SJ1QAE-YH z%i))tl0s9!?i=;W%5jV7m63fD4cCr0)M%NUlN^!gW+;r`u-ZjDM|Q zusNf&TN#&mW-NtZdUC*a2T&Z@d-Zi}rfL`!Mx61t^uP%ras;PyHvZg&F*^lcPLLv} zuU1_{%#eCW&w5twIyl_zxU*|KS_JjByY!`3 z5*-`8a?B+?ru(kDy&MumcWfq95HID9O*ru@SzqifPA|A(yy*%CFlWe1`&Cb+SRo9C zeQM8Fn&+<&v-Zv)gtP|8C0Q{^|9zYMN5UD9m&P>9rt3f06fCDS+I3}kRVyqdO$W}4 z`c_0i0&HJH#}^SxLT+R|`R<;OQwUcZN{K_yxl@|4=UdxEQ(=p=Y%LC~Ky=7lVcag= z)AN1V$gslz@~An-QK8GOpa$$-I1P7X5xo>QI=i zv|@&HklIw+U=N_T2Q{+`nW}KUS_d+=t7$}uAWqVULVo#6p}94I&H{y z2ALPVE;3wxNwC`g%fRvFG7X5BX&VXHQYuevu9;XCwUPHBdHAXN;3_LN$y3j}^8qj_ z=P86CJwg>^DA&7TJrz)jmYK7Rk2tqmFRJ2|f#87V`_Ih0>&3zOsw>p>H;c~zJhJ&! z2e7bpyqYu(-bsI4720U7#b-i~U>Aa_FxD;00tI2_^s7K-{%hqU<(Rh`YVpIK^)ZLW zm#)+E0gJ==sam~4sNUctt^5qTaK>Gm`1IBK7BQ9QJA*~f8xA6OB1P?>0}gCPa>WGE z+wl^P13J^|?<8^(?q^+g+C-2gUdfhdyzeh5oi~AJXQW!I&Rsi>tx)E2-qwyCAsw0 z$YK^mkMmEhBP3ON-uGQs(SX(=?th*&?)=%WOm8s{^x$mO+9tfC#4%=rbchk=AvGNn zLz%|80ujscmr)W{WRipvw5xPcF}sNa)i0(9iw7l$Ip=N2Bpf6%qkVBgo3=oGCXDWz zo~7FW9LiTujbm=@HHm_aSIa$E;jxGvt_=b(no46twy(lC-d~b0!MXBc4ggMj)?u}5 zd58#VNQ+WAn5G_)H_HAD(@btkOUbjyunidU@J9U0s``I0n#V( zD%U5EY29;XPL)i89mBS_E%+T1 zuL3wwSaBE8ME|y$?8%tqN>@8U8NgtuAPL}bC3U*7wVTl=;(ZUuNYc#MMv#j!>nQ5N z{Q}ZwjmaVp_&Oa{&?2_rnAqX2-V=T4g{US}cSD+1hNLHGSgtjhqfF*j7Sad0;DfZP z2C2(ZNQ|Pfmv{S<1^(|aOlI&y$zVB4nB4{817Gp{GEQ{E`a^8h^OMo_t!2YWv?_5B zDQ__EF#tV#plMw}*vx-C*TM9BDd{~EGg+@HSt?uza$E~cqx!6^&AzNlMoS6sBq59h z$8t88n0^;sEz~hHKkI9T5+w>N?`ReYxpLV9%BN^cs!XHx5i0!!lzJ^4v0_6Mys6htxBX8yxH9vh!GX#bk?s? zkc8{uZg%+sX}8tHMnqBn36Xpf#fe+$`W^H`7c8pS1w1}>hmT>N4xR7xzou~%@)yEw zW=m&ZyK7=>>*;=v2o5(U$OZ(q9{{F_mnCjEBBPjSJ(gw3zkP7BGfn?8maQFlh(}QI zU8lT}jfMdO-{3_|e?~H-Bcd1el;3Kn7FbZ8G^OLSQhcY;_v45;ceJ|#dAx0^BR zIdX$mF)kiWYW+^h_M(Jc*udKE>Hr*RwCB~FMeg_z4cB6uCV{$%zG#1SjfPD=_uQWC zSOz?tK1n%m70i>R;_F$uN(C@^4J@ym-F=&h9_V{uwUiy)va3Kzu+lF0Lr}?DjnQ$4 zITQ1$VBl2Jigjt1`=G4zuzyLIbkWJ-F7FkBSr{a-*s6Bb@4B>6?`lA0@6*c8`GOco ziB0Y5CKS3+Bx7tnGn{_gBmSan>uaMFXABrx9uO5WHX;uB%;=dq>ipk|Tq+P#Xl>1D z%c5V(ocpRSoDl!N`nEC0paq;^l9itrMKJ6geLa7nI>etAw~wFj78Vm@JJQ$Zw&1_8 zxLD~8yA30i%nd|@{8}1oaPi`eiwADvisT63WQCS9A8*(`#MEMvOdS_$)@=poD-^1} zi3ho&KOF$jM29gHoqRlJyUzkC3fZxak?RFL>;6se%o%x=F}$$30R=7a;*wL`%*Bu= zf5Jv+7nDgK#QXid`|o5M-hEFV`y#CMh_p$qak?uQpm~uQvT>U3LHO8F>YQ*s=fG;B zW8ONn&pj%TBMOAd;yv9Qj1;X_&>Kax#><99fkhwu#IC0VSs+WaxfIYVRSK^?oT*x*Vs;huy$Y+BGj`_HI4owL!4_&vcn90ZziL^at$4%$C6?r< zFhiV_?r@lWTci&gCf?vD6LcMC&Q2~QP&_eWY#Gh>yEJhUazkEi8?ztpbj)=Ky`nsH zw#0Ptv>^wz&@NaQI{3bCNyDu>h1S^_%k3pNEA-vW<~S6Gz~L$o33kubq$yf#PeyYP zj6^-RST#0h=$;?qv*aE6^*JAjIr^lrXOVdwnvS zA;#sP;xjBi7Rt~w_mw61Z{Wk!G8d(L6w38u+`MMaYVhBE|Em88&~7%fenuKJ?3CMj zFuGpT+4v75@Fx00b#HO{>~lvK6@MqAUqmv}$93@^ZtXvZTe&bVLZJR8!Y!6qnu3To zB$^jB5lNhnFcgjm8fNZ*Dc0c-Hu=^D%+t2#j59qvAO*QcTjPO9W^gav-*=^0nbd&s zY>n5G*Cs19XQyOvG~o)ZURzfaQx`J)F#xB6%wzIolK7qg$Qd0J zj{W$jPG@ACZTLk9hiDB~)DXf$|8ZgQfX&FU{7Pu$gfAS#X_P_adaAtAr(0y*N~H8G zFeqP~Lw+)P?(=0-WbBnjUS8)!vQpmT-Y#vPC>6R>qQ`q{y~T)Z^XRsc#Mk&vPA0eC zOkf2U;T%0vS@?=9%Wr)YI+zMmG|M|%-sfse37FQ()3ZIdi#uk@UDGB>HRR5#F1%5) zye6`zF&YF)(R&v_YWP3wy?0nsS=%>i0~G}v0a2vrpr};oO1GlY9C}AONE3lj10o_8 zii-3S5CQ2u^nlWo&=CRz5_+f!5J-R|}WqaiAOB@=MmIH<=t*wz0Seu7O3K5cO`V zTdv)f!O}>@!rD;g@|~zfxk3e-xb3XWbe#hi_5AAA(2!<4k;0QG3#=XO%2e!_24Y>K&}%NEK7I{-YOnW)^tZ4JXd-np4$Zed zv!FhUt_GYFpkd`YJH4xfdWwcEh`g(_l~ zQ-)E0meGwbl_)>4)C;LM8Y@5tfwq1hMk2$;dS8&?m z4DFi=+Nv6c1s2=PYh54=vX#T`5J93^NNk*GAb6D2n4yP_gLoRhvrhJ&T^*k3?^-bO z!F&+Z*eUrqQeukW|+TYk+e@PrX)_>>!# z9UZ8oz=B@E+19shM6a!kYQpQdc@EJ^Hq}iu03wDj&N&^6iX5{GSBu&_e`v2ceq=85 z6F$wB7c1`)r?k40r??5dJ<&Ix>rP^i6Gz+9O1K9Nc}86CWhmC78Gd}|GVOuf}n;|XkU~1>Hd@k$l)YMS%_ab_t z8t9bAc^7Q9rXKZPLC|E}_VSkD8aVf^??xWn-UH?l7uUA=^s8%a1{2)HtzYTT3ts3I zoN!M{A>yoq5!!u5PlFV6S%Jl@VLPZON81^exoZPpAI^qju_0PiY<~l!+zd3Wy4rV5 zdAhT-c+QU0#TGTT?m}?O_Js@d7Tm3u(o@zL5O*@xgl+EH|Bqtu)Dhrb$UeG1NjU`H zVU^I|-n^ek4&_W#j#ThO$NLvv&XwBQ2@7@~WA<)l(^9sW@e2cTi7&-2N%tKccXF%J zJN;HyIzTUTl?ov{y^OF%q(IwqFS)`tu+~yWK;H2kW-HrfcXox$ra=tJw?{&+Ot`@y zbAk$4YUnO3>D_kH_s(mtz%g+sS0a5I1QCK;XY|TyCsH{0Lx(};gc)I}s+}&6W<=;N zeWtHoCbb$%-mYQdf(IfOWzAN6;vD*6w%nztlSV7T3_aS0i@hhQaf%C1D-AjXr7i!#?Hc+fYE)=-ndP(;D7;wM`joz~95-E}UoA{WyfZOlB;t1A&w?T;2djCeO*+eKLB zXPAD2QLPV(jP~}C4YH{q4bP^^f#g6R4Fk4Llx+>UZ6K^Rdz4F|@O&jT{pagVvVkvj zKmlTTEH&G)Wt@9_(e`R#nBDD3-Ai!{Yq|a(1^hdCk~lv3=8VjyFK!gNKi>f1p)U$p zQe|h2eMW>kHZ5_GU-gWapoDy*nRb6sil7MyJUeV`7u?P630__eUfppDGVnA5MHrRh zHp!IqRa47@>+4B7bDfa9llmYRXS6xWv4wf0)!bg#)Owe1!lzo+ng^Z(gHnTinF~6X zO1#pq+8g(gUw#@w`C2}RV41I?oBZ|F z0U4x6xf|!n{7O5|#Zu3X%c>-YKAUxk3Yx8E>b{}Tg7sYyHyd)!8=K6A+-JEylcI0o z)pBWjg))V(2y45Ugp0Qj#nyT)b7!YMxUPT0gQ5WyGuPU`MOxr0@5r-`Jicn8KxmfK zOV#sR>s1ZSEQViwpGg#2-Q2F!4`bBag?EBFd$njTSZOIf)wYMeiaW>$Soi)T`T+s8GR$d>;W?L|*iZ!aR z2Ans~q~=MbKAiC{BHxdBV1`l>2?h_-?7;CzwT8D0EO>uwBtoXJ?&!RvH!;ddbF;iX zL;LtDU^Lkv2u3pln~ps=J*tIZX(Ra0l~Q$D`U zZf0=}%i&c(5-GaYPoa$Y#(-jTpJ`Z983=hS_ZC4+H(GcsQo$KLS2A*EKop}`cm;mK z&Vh$oy__qYR{14XzNPqTRoPK!H511*R>gZ!o8uW;Q@KuVqWg$U7ohH=YiBF)wsmT? z5GvZ1Uu4P*_V$5e($=vg(ZQiovpVvv^mq4|)gEHtcQA0DI0Aa3nZbIXbL7VS!=Cw_ zsz|5wOk;a^a@28x>e7gdr)>vWQLRA1gWJ!sO_;_s(k>MYTsjRoOhyyBz7;hh7Qa%y zUTtY(Ws2d0S8@zOr1JudbPP-Cz=7t-Dot3%5f$N%YhG6d*TWSK8~6n|qureuegxoSJ2eVmvmtN%HdGuD7XL(S1*z-h}lXKmqX7F7X&Q+UI42f*aa_2pGW;ylfNUPJZw={av|6q}mK>&D2Z5saISo_?SZRpYYc(_%KH3Np6gSDkyC}CQ$);EK3?o3 zKe>t`W714OI`ig8Ofx3wGaIM+E{Frj{3)eJkgM6rJYvM{+WRPB$?oHAyx<3>0rM5B zjtycjit49gg{)!|?84n(TcQBoeeouR*gLR&3|Dn4*?aK05ku#qYaPF9H6_&w;&~BZ zudf)Gd{M-FR+0>CXB#)3FFeM6?|G7rNt(DGS-#4?tqMEcJ-J1?Y2c?!t_#SD5<_bZRjLH?URup2Hb0!l3S%GgbX%dH$|U{HesD(u7qky#AZ!&4FbagTW-4>Be$kU$iNM-47y&bAzZR|=$o4`^;+)`LCTBK3{6DKkn>R-7T zvGr!aaUR>xgg2>K_8s}u3(kNVZFEV3=5<_lRg{C72w7**_&bU7=DGX)CfLk=?X>mM zlUE~Q+LDg#iI}I(aA+=)mbX0mm5L($rd!=wWg$DpetCmaY;Hoj-ey)E3x!kiK^hgtW$O)a-bw}mP-xSOdoElzJA=d1$0&- zr7HU6tgR>AX%L~mi1roB6`g59&AYwx3P7RMUK2_ zMIxsG*VWbw;eM&Vh$PBJ{g!d_285{G4igfIg7rMcb3S&|utL}|29aPZe1Uf!!l|pS!K0(3QOfAUT0}NuONWbz&F;MQ;>APhpU&Yn3r8@s zYRnkf{?dU92MorbW3TaTBS>hs;8EDdXw=2x$54Yp}60?R^Gh}zfTrV%;m#WBGyt+%2 z^|VVtRMvJk&h9oZQ%R0lp-^$1Bkt4Bl=&HW8+?KsgrTE{#e+_Njk_A1GcxBGng-xN z4`GYpobbZznMs|2w$sYt;S7gjj_YK$mS^s=WI7t_D%oZHVbbt`Ll*J9Z8mA0i~Epw z>gkbggy11<-r5%AaM_wtrkX?cos4UYk>OdLOb6@V6j0;%Cp*SeqlC<0>szk9ezUW$ zXUC^xgCarr@)y;ICc4*|zmOkETSTqrk3a(ofjHO(g+K=9yqJo>6~?DvVF9PBw&8Q= z+kp*GFyLFQ@)+={Yc?PiYoip`t5$hET4qU|(VfFiQLG)autj5+(u)rlf;Ml~mn{^{ zn?Mz6n;K%-*dBB9t4V zg>(fCJu3VD61<5zyB@^xKwmJ+8VZ>()s<@)k8Jn0K_Uv{AZGDaMu-<-Z<IsA3#JqI&r(2|mYa|u;pb={0ohIV&^YzO-L-DFBKC#xft+>xR?R`b@2 zp2}r`?-a$ zI2b<$XIpcI%PgDBYLtPQ%*`J(?x#iP463pJaz(rqs2}3)Z|0yYT;h85rvX@@;l-p0 z0&0^xq^81GKdM5S8?Pu24rcl&i*Uk*tav7)wUnZ8+XiM?)k7bq(|`y`uW!!TNm6i# zz-_%RG z5133ut85mpX4YCvM*S8PQQ)|0&dW$%3$fITEfAGCFaM#tO8dO9$TbSk{MSa07tVY6 zil)xlwi8HbxENE6NdMZGn9`Z4?V2M2WZM zUsbD!)Qw&*`_w?xRUG)2yA)n*K*2~-v_9SW)&1}%F*)Q4p3)U*{ZLVrW(Aai3E2rA zrrW6C?E|_1FnC{^0iOq$E_C`w^%mV%)Ncbmolc)Ki4HU`;%-`BNO%m;H)1n-V5`0t#S=mw6lYxT^-#gbbt8(bYaSjDq_lF zqvNa}m(U6n6LW|B9qISYpI>HnER2Zxfll9i+Qw<%*K8X1pim=^W%A2>ungky{FTxJ~zkyTAPDMC&!5 z;rbc;UoaD`u4w#=xD*{}?sNW0F_5Lmk7WAxi~2BarwL?|-?x{U&HtP>BX#e}Zn|yw zai@VK*UWWBg3q^?_X!mKNpCi9kixfy**_9qr3om}cHZ=uJ482~-ai+u(W}hM_b&m5 z-)EG@0!-XXrH`Jy+c|)X+@sav5_Hq~Huj&hj{sl_OT|0hxqaJ&iwuCKrvp>?A3pu-e^fGP8?vsmwD%hs zq+EfqS``~$Kf@7ioTilqk4lbH=oS$k2k?f^>ioanmZlLzg;vg7v8!6++c8wJJ)~>Z z^YA0X>`S}O#MW+Q>e0P0>ggSzhNS(blpGx~e%RW5_i2UbuUnbv9^!hea+XmU6WqZrT#*1 z=lwX=U0O9fhrBc+ohni>+sAdM=iywBWr+=f*K6y{zofeV+`A8_09Ij2JbaC=;`!bv z12Du|?atnJq=l1Fr2Pw5zU}m1%lP(7qYbSnW%? z(#JOO`(HmCTo|{cV`I8w`zO`ZY2Z1}rxtSPo>Ko6@C}Wz^&}Seo}F6NXaS8Ezlv@6 zDMHb<)c?d1f;8Fx5YzgZj-Nk-076uxa@4u$65&ILRidLYM+0za^VY;STKz~pl@=Pr z4VnGKslQG%@QgK}z|v-tiWGPy%Ttv|PcY_l9NuXB-MY2yq}8dYYpn#Mf4`ziTjAZ) zG|rIt8PVSsvh~OI%A_8FES;dE@IUMW4Y>ODvt>QHr__Cdp8~+ua-N35!xe2$ z_OD#0I~jEJ{ZsY}C>HcovM#zq%lHF3)zYDT?%4}`P4Afs;QxHc7hx8+Vr11h1+)(MK2R>^5m%I$Rsd6;6A*_v+?V+2j_*H=rU{JZW!3lW8~X*{;h>GyK301JC8_$93*D;z9QXsRSI4na^vK&EoN2;P9~$5Lb4C&c<}vjylfI1s z2MxK}UB^m=jv;>7F|HUu0B0m>@_j20yVnkwoXKmmqx4+)1MkMa1-=-qjjW|xQT#aY z8(Z>MI)(Ye2LYT50OL*g;{!T1qtZk(a(z7PntwXgH^5Y{C5l+n<(lsu2AE#_)=!Zo zRqpKpFq}12)T8KbGu-Q=**Jb4Zgh(0hwZ(17P!`=dAn@c^8OF2qEg|21* zUexcgInG2UdZuW&-dH=oe;~;>R=Dd83}0j7NN04bFaXonAAf)RXTZ+EH_rfg!_Nfz zvwu4L-?x#ChCcSm&yS04mOtA8V5@tc0TSzEugx|)os6Jkfp07M_NjZHX!JMK(xNM< z{ejls9{>GMT(5!6=1)|I&|QT4cEL(~I7ooMF$CZa-TTw3i(IXylAuB4HF%GBVJ+SC{$a(z z+W;{K4K$VM=r54em<_gw%*jf;A5Lu8TyrXED%>CLK1Sc+1!CquKbaF|ig z!xxEud_TRs^ae2EG>_Ve(aGI=R<3H0>!HJ=%Z!aE+ucG~i zK>XaToTm-HE!IfaAj5&CSC|9#Fw?nke=Y5Qj)+Pq&D`7EcY+={-5PM=xND+{kMS&vVi_;rK z5ZxhOIK48>@7?@Wr?SIO#to$~(jnpTKS$3X>fFN5C1LOaVBY6>yVHeqfJn$@ISwv9 zpsN!he)WH$Cl!Dp+Su-T)6GhtzVQXz`#FF)5wSWc1|!QUQI_!kkA&1e2q1b@mDWom z-1Y@R@XrYM_d!(tz^u*Y``dQXkNSg@=$WI%8Yt`}`Y^)ZNBtj;`s;tvU;z7V#Pt6x zPWRWde|`|?kqXHBz!%_C|NE)krNt?>+vmSA(+{)%{+LPm0k7OtZc(B`hW}3={G+SF z%=-V0GNz?QG9XrbbT->}3;sdx|ATV*e)ivQR0IvkzgMe-^=CHOcY`bdy4c9#GUY#P zAsr=yZvsshhUc<}_S0p0z8m$2(KY}_JijP8@c)80{~>zx{er(A?Voh}4^#R3OaDDK z|2;PUJvKj@#Q!}uf0q+<0`Lz7@&D1W3BG;0$9hB0Y9YtOw#bjL#c4g)liq?5t!gCq z1`-c;vuRr+<0KfCq=0r%`Pvr4G zyi!3|T0EcaOtRNP+7iK2p>ck;ZT`zJHEz#F)UZ36s2r{V9kSa~U$S70t(vJZ z^vls4ZUNelh<4SEPv$anjSmBug6yoL9wzG21G+$to!|P4twFdlm0Y$v@cHSV7`Re4 zfaZOw;NSW!G<%Qfh|hX(t#vTN?8zxLofT}`$B?O)Ky?d$q>|D$>t6+UwU(nVMYw_}8wR5Riz(LoSk%ze7EX&6<3%^^BBJ`7 zW+vX7WJYXuKbI`mDpXiC{n*fDAf|NDZ9Py3iV8$5ZT5r^UygYXi_2>QP^YeObCg+R z3%-V%79N8lXCX%Y#O=T%Zjsj1n!0Nz=}f%uj!JMVt#eTo20_<*&S7N_aF5!pLmoG3 zO^IZ`r?6FCHU*W(@;cQ%_bro}Gc@j9gCw~fJ(u!8T|Z{En$!Hn7-6)*ys3&5ne?uI zlBW!&IJl!4u+b^2m+H~$Yu_s8MEv|XJ{tlKG!1GJ(ZgyLM)z&il2S=ibJkj1*5?f@ zdL{L-u&W>nt$kvUYncvc)D;R{U7upT33N61y}XFruGl(ff()&mjptAGBM0Xj0hK?` zG%AOnP*Lnp_U_1sUjd^bw22;WL(sJ(MN)JSg z^<1%~UZF;AGyteLPwCf?cd_gc;g4v5AmyuDw2p24>7?{~+R;~3NDxC!ahkE@#$s?uF+Suwg(f5zzICl}6 zh8p$gIuWJh=`96#2`7oSvr`j9@=`Qu{(_WHd; zCOI9zFnw0xm;Xyyr;JnGidE6(+?3V}jlOyVivYQ-ge*Ofh)6o6lM0JK2T>IR$?gw8 z1zwATy}1KlhgZ9mDcnG;_dG#N(eOd=mUXAJ{!0V&oY|Dbh(?l3=i~ewi}|wH3&Iw# zfJ)I}B8=Sb^jh%wAT+{dXALF|+#Ta-;|ulHf9Y1DT3KG$Dq3r^ zBh`b@XIbR#;g&Ybx|O1MyibA^oQH}A7_|)yVNRCM2`!VoZK)r`M~&pN_wHwDM=AEJ zOSZ-)xg1rdN=WUHnxk9L)5Ymcxy;lqIj1Dy>)W*R|M}Hvz1AhVH0t;EbXqB`lE6tR zoUW^Outf04W4}0yfWUm%NV`!H!W_qg#8&x($UE{yc50g04^W!5SRQW_2>kw$=?KcV zQp>qyfMs}9;H29Ts?u5ykU5(#!>?n2^j^4m5iE5>$ec_KxyCXg3mOSbasa@lR|m&G zUbA`%;8N;YsGH39O`PNQzwS&a5-D4>2;B0@uST^FyYJW!+r~y7Is^~wHvZ6KRFipX z+){N%9)L!r#s}^As=4W1Huv4|%Ah{NO*OENvEe&qwLmziJe92t;$s{GYUA;^?p!k5 z`ub|pR_x<9^YZ;ZYL%IB3+&#b56wXH3HBDx5dIA(_VX2M%_dZ;#axpedx#W&9I-_S zut1VCLDCE&YHhD)-!~mKTWh;nSqN`E%bCh^;T~|e)ao2J=$T^|6B$=pJZdIse2GzdTx|`6V|y3*YzPK_L1keZT&N$x9eEw8ycT7(TJ5 z=d~_Vma0}~k!9zmufWOfIloSxtVg%Uf?(^Vc~)~pO{Idbd_PNw2!We4DqET0-Y)?R z{rcm9qht%Dy_&69UC*A?@p^CeYY90c6C1Lq#0uoBMUp|zGo!dPTjNipbQ1PF>>R_o zYXd%Yb78T_I!{D4$_NR4K4Y-(OOh)&3dqBzf2!zQ(|WGT>#q>Fy%o1aUh)v_h|Maz z;7~n9Flp;m<lfQGB~UO+aT1gcDsPuu`!VuO^_mg(jQ5LU6wx{Ema-xH zvgnXyU4Z=hIK_%+2I|n%x#ilTH`wmhl8~Kx-0}8mxtU*!wEM>!ajg?!+(&A$bzqQ4 z=uS;h4d}h?m;Tt?Utz>qcuVm;GXOpKSguG`kJU&Ye$d!EdUGMktrWkWedFb<_`_*j z3qFcO5aq?_3BTlI+7E~pzA6lKuK4pOqy8e;wt!zgDaxu+NVGcbI8& zAKv-*5P%@fjhoE=yz5)U6tH@|4lYnO5EcOFJ7=pjVobMLklEPWb9KhuJ^h94JP2o2 z*=)rlZxh$|W{L`4o1a{csos{cB$M4wA>PB@jS&FnLVV$^OljY zaI`$2zIc7(uw=(8MSeXg^%&+h=zuJ(n|VFZZTHx4hK`{`r~uxjfH$wLg)=n;aueg4 zXTxy!l+E~-H3+`AuLhsJwju5njV?BH8???eda0NOsA{#b+pX`=n5L786!{!; z*2>L%J2%|Bd=>M``4DNgjwGO$U)r5pU*H({4xOSo(=IS-mD68hI$16GNuKu z`&{z!3_P39WAuwVA_$wO-CJ6dW(%qG;}CR>WO2imQBSWn>vSK37zN&y3v%>bo6=OM zue-gjK!Xxa?SfB6^*S8GoQ zFZc8}W~}#IEZG)(y^TS>f#)BmrPce=X5uUYd7KI>-BIt`cXHukF94)k@mj)41~npt zMNy7sCj;;XmrI=nD57}^jX%?tH-JoxezVkZ`f5ArgKrr(v@1RWx~2ZE;!2bcX-sJq z@KXl97PR+G3^0tK0;gKyv-I-vgL0oGJO&N86v0sPdFDnVJ1_EzUV3ylRNcY%joX+B z8pkp!>PUA1@G>Rs_;#%YwsK*MS^s_!XheAc2$q@q(s9(cXYI4K<}-h+|ATi7BK@T} zRX%_1o$bk;1tGuI_A!IcU5kLSji?-Qp1L&m2>h;7SdtSG!-Bd%mVpl44_g`;dK^o0 z2h*u2qgud32fFaxT(29?Ukcoo1n#ulkQY8mq+$m1sbUReZ9}Cx)n0i$lxeOSak7j) zkMwsqa4_m814lO@s@4QyJN1<6X`fY4 z$RVPGC%4a07^`61zZAfP$(Bev1^12@jj$Z#4(|3gPHGU zUWf4`eF<(F%%6@%>$LVucM8v6JPK`MqxB|EFrkNpt2k{#@wePN@c?y1A zCo-y2X8635B;YiZcp_q6Ecbu(cO$%r6;Txn2?UyrH(RPknu8QX@^%(pYTaBMEGQ!Y zMNHD55iidTxcfn4Y{{ag`{yepyY5>JNxCJ~t%7s8uTy-mYHXnB07i_e7WQMS1m-ED>B@$P>5=5bUd+EYU*|G1p9 z;ixY{Q5>g$Z>AYGhmEory$%}FA}^~e6z^lC%p<64Q3||(>k|%maH)Fs>Tu_5!B>v{ z_zH}5jbnCaWWQli{lsj%?d*xE>He-SpPm9rmRh|f;J)^p+O?gj49I9(1t8y3vi?Tx z`gT@8?V>WVMZ7H~IYr;EXDwVu>zRfu>f)OwkxKN5qWVF3eL-PGSQE%(2Ew-JTxGPr zNW8IBMHzHo|0RsQs9{CB$fx>9BDa*o-BDsAzx!4Trfngwz;tHE9zu9ofx!M!R+&`b z1IAHUB7vSHqVjxzCCH=?Ly|JB8YL9Rvmt>mM1}Ir1E4>tDGY9>RsSw+iPKd^>eMwh zGZ_mE#ps(V71og7Sq+uSEp5n*yfbuMD@3|JJ1Z|@ZdN9U0Mw#7Pv4utI8#qoac85M z)1lGqvrD61o(ERme(D=CafP}2Mh|(QLw*$jo9h5wXfJIxf~~v9KwKGafu}=R`{VHi zZ$e^owx>;s>hGSdijR^<2d%akypA={GSOIWSX4fxZ)9Dc-#O+z%ARrz7tdor#FR^R zM=ZM4RrolWK90@luP`t>I%Z&4IMg8Z)wpi%`?E%uW=XRGGFd{P`-kZP6wj>8?e%Wk zbEqTEaun1y=1#tyjW{?<@irHEx++6O5NJ+*-g0Go``Fa`si;U$Sw+E7AM$eLYj?Pd zck^Y81$WMf%}8J07^j7g=CN18;2}UhzYhHsVdxUG^f34F*2rRg*;LxclT-*Z#Eb8&_fVqkc)-o*XH>Q_4; z4&Xk|fzUl@l(ksV>3CnKCWg_Ve}mVF$`9L~P3jYf{AQ>9VAKg30=C@ab8S6zv9);5 zJwVhW0vpN{*RLt5QMWaS>iJdac3cDX zG%B!CE5h}Q(|l%ZxGyGEDDb@SNmSlFg@EQ~;&s}FUNB!w1Q2F0pDJse(}jmBg2pbe zTz2qm>5=Nf<`w9uvC@~I(ed2x>?n8}Slk=CCPTW#0hd&NJJ=!J#=Sb!M14LRy31um z`^KPd!oOYRpgHC}4``)CU8W~4{LP+|IugtlB`;xeEb!?GyYrDgE90ko3rJio9{+;* z@VjD-s}F;KB)9x06tE`O85Bp#uMLv0oYcR1Ylk#p6UF1F!*l-ppi%gCcD|H-2C^WM|TFkpA_(?Q$Q_E$JwQyh`qlF1lkmT#KQQVIevKMzenZ2 zN98-g_U}CN|Kg~agmX^)g$3}xmw*2~Hvd1?Fbijj0mC@s2HtLUy-ci`<}79_%|zIx zRA_h_WqBwNHltTDkf2y}sx#)Lx2aTC0w~dEc>@*ga#&~WB_6Gx^ATeaz(I3Z*ZXXg zU3=g8=GWUr`OFSuX!*lvuma;hh}AztxwSGOVcWa2? zUIfeLaXO5YJ4!hXmTxE78c=~-U_ka<7qrntG>;O{NW5N&b!r9@MeW9efpWBTmynpk z2^|e-y*iRPdI$);BT$Y<%ZGe2HYW4?wYpGW@o$9QVKNOgA6NR_5bdF5SjqiSv)L^a z!0!JAxm>QgT6dJiJaFf^gCx8|9Izh^A0}`JS>9^>_my0yt>oEaFa1gy8Z%f&c@7C* zL>uyz<93I&Olc`84$8!M;;XD9pLq>pe*w~ECV<1(VsmnYBhK_lUO|m^3W~b3pRctw z$t}8q2c0(ad#)bk?@!3T62jQFCPe(ue_Q~Rag7xv2147mElF!B;!T$-a39%7F{u{6 zUhI@Am|TyJ5;HftpQ9=6UpxHnXh`gzQC(hIrd_zgnJE0gh}&oHbed@Aj_F!~j+?psh{ zd|sx896Aj`xj=kYXAA_84y-`>64(vq+&X0jWFMi4b+5JVm(p>u zx*?$*FnR8N)YM4;A3%Anc&~Lrms(q>qF7QsqoeSa%vgDU>t*}YqaxX^C)&9EwF5|I zRB|lE=EyB7fm$-*$8n-ueQLy#R4|nuMm>oz59+t+IYBjm5$%eu8kQS*8oq;XDtEBa zFO6orW6FMc6I|0>NgXY{mU^NhyVHiDqRdVkV{dxXRq-?` z5dd|o3@_=}1R@LECtZqNO+A()R{O;o*khwm7h;#|bi>JDn>rwm<35sr(LZ=ebj0%Y zkaZc#RmR`RVfLD4-+i@cEl$g2_@9+Gm0 zNu2FeT>7=&-P@O9wYlxLj+x%u8S=)B<(k5^u>Rw(eF)W@YyE;G;4nA4%HxhW299*d zsU7B%QBc~Rj`k_Od!sl@Nssp~{EOdWK8I65wQ)s3mmKC3myofh?3kzfX8Qi?*)8&| zKy3dA5c+vRR3@Kyt=S>~?n>Z*QjroTvKu8z8p|(zNQ`%EJ&}RNK-!kQ#{d{Sd_YWF zCVJCvvC!zlRk`!Dbf+NEE~&tU+iUa6DhZb{Nejj*-^qQO_4JTfxr*~z6ti{C*|=w* z(EC|?w^^T^I|R>)qZWD(JJx=}dG}r-*1ep1*2EfqZQma8(paiwL45k!~FhHHa0h&eP$ZA z!MzF(w+Xvtb6qC%y^Y^!q<5+D8wZb1+)(y(;0d<}*wk-mSAG zVSyUm9d^lP^H##dKGEfs$uyWi^X8a$*jclh+8ftQuoFadP+VIsA_lUvSV;adqV@Sv zpyJF>37dA6j}h_RY(2A(T{|cp?vYXz*s0ySqUU)HF2l3uvFAuCrB<0x;RIJTnQ=Vl ze1b2;#s3nANSkK-85a{-R)^ME5k9qOy8>{(bdNN-<HN1qGnVzr;lo4P4CQFrtT=W<_trLa+r!aehma#?uRhETF- zoDO40|G^QCI?zEr&V{Hrn z0=Ml!EvS5Y<4eRAjI#gz&E@Ql0Fn_94MU$97%+eX(r(H`3r(gF(S0>$m{;k;4?<$O z9+{Tji?nH9PeT*Drq>fB`-vMx&_HmC*e2m{GQt>HSKj^FF*Jq~% zKFCf~tr=rW~1pXxiSw75kIyEbeLu9VE;tHrC!s4o9jOUAm$+HbGR4{5<_d za{7ILivQv6_`TcvJ)aJGbigf&}}w%OR{fb3!{F# z$QqHVx#=0A!?1oo`>NxG`JTcGZuvmdTtv;0IXv>gK7KBljs*T%G?y6jNr&WX3?i6% zakGb*_6y4LdcqLgkOtHReZknbG?ESGGWr45ksyz*4s6|Yk?ec@f}_1XJ}xX#Wwc$- zDHGSoIkUZ3 zXT$eCz72O5IyLp0L{1_uAxO6q6p126WwVM~6r%F9Bjz}llGo{b!`_W|6Xe}s!=cQ^ z_YV}I8!a^}TF#wOn^m_%&K!e^k$kY6XOTT1UD zP7Pvi4ocoA`*3|q8=Lbg>azs;e%2i-(8;SAeoIPj zKI33idR_eX%#$Z>b*qf%jXo&Y0I81OCT=zC{e%iUbn!7gH~l4Ze*dkJdZq5`*WNTzPQek{et$c9L|5r6)3b@gGwpBRcJYiPxVF@K;`keOww*5J z-KbMPb46`Al`xsoc95Q7=A}<={Hv z{k`CTcLRbaFAbdXDhB45Wqd7lV_`6M2VCVpJ|3|fJ$*&L ztzJ5MyQlPCuf)U2Cqd)=jK7@IOcmuXcFg{UXJrCBL-^+hMRU_Z{L8$&4?lri zAWoLKx=L>O0>6TSW+P;9UEdTSr(P9@}T%78#^bo=2+U`owI^C{MWi`yqVsK_{zo z-RXW2XU(k)MyDY@Tt*cmYaUUlJIJ@yON9 z385uH@YpSXLB})gDb;Wm*=tGufqE8iyd}pg?*@*8Qe0i zc=$O@iKgu5KAg~mT;~5$RMXCl?Bxr5`^J_}vVV%-!Lf3yt8}KX+5|^6ez1BrIW4nb z$Jf1J95>rgZ|FxjaXi58a8|2;Lr(1>5Z?No>UG4 z#!~B%$N_p&>eK{-s9w(+z8PST74nU)Dco2A`K*mb~!LqZ2yw;S*Icv((C zH?Hf7!JV|{(B;qqZTKmTGm{VK5d-|}Z*X*S83}RFdalQgT*gBIBF>^tE3a|Bu zW-t4R`!b(%$U)Y(ALQ3B(EhDlep{iMPh9VeSB?HfVLjL#l}xP^&aPK7%bi)ZPG+FN zllZHJ?-1t2Oc6454h8{0WZ;Y;aeW>OGZ`#0x__)+B~w4wwB&w7vZB9cs;i-v9|$MB z%2PgC9vC|6-nM)+|8a(lFhIAbtQ*^#*cHp+V#_kcrAGz@Pis67*}MC#pS-_+? z;ri`uZ`Q)GcW5tSO6f-QGD^={nip~fPJ!@T#9YtISa>Do=GyO4RpZFfUovGO*$-56 ziWHbgNkiBQRQxBKLod24Cl1)&rJ850EsC{8suibYy52*aiH4eDQ%#ZD3zm8Jh!>}l4IMra&d0)Sk+uc zsLjaqYM|Lt4XZ7>FzSqL`&;em`z{t~+SkC+PP)=B9jkEToEGi#{q|=}28Hd0?~Prl z4T%CQ$Ct^MNpTL|9b8OmvBC*C&VWgsGp0c^zRDWh8Yt!jFd@Oi)RE@?*et9YNw~BM zdq-;wC@&WxS-9T4Tzr&12C_O}eBZ|v-YPv?HGt16g1s(k*wXJxm0$GiPf^2GlSKPR zq06<~pZuYe5^w|{j+a;4v*ew|!pzw$0yiqSx7UQu?efnkB0XT?lp=4GlhKB)VHomu{;y;kSI$bKPVX2f?e7L^<^26y5 zHeblE4vH-XCd#<6l{_K1_rgSOoDiCzTf`#TaYpMt|Jv zmoyVdrFaj+tSi~Z$!ffQ7c*=+;y)H~6}V*@!k%}hWy&m%R(q@s2ZwZl&r~ZUpDnu# z?PduO9k@S8tT4^14O~Ipk<=2|Fn>4|Asep(eJZ-)!LHZyu(>!`yP`c*FwIZva=`Sn z(Lkij8xdracEQd1M~{l!+Ul;**;e#2^@z$i6Z^Yqs*QSPwVY{LS87(LCiQsHYlbO z%_h%hIW67=jDvI&454p&K3hG$$5o|C8-GlA?NIZuFCGIEjhgOoy@~YpyAms}_kY@Z z&$y=6tbO>{K=ed8A|f4BK&guK4vK&@=@JM4Xreq4VE3=b6EI&df9K@ArP3Z<~bdeee5T`(A5Z*R|HBo;KU|Aqr8AaX!gVk?|OG z_ov$(TJky<9JQ*`U%np26UPzDFL~XeYGJzVL)e;yatCIUJ_CjgafeOh>ryceHB?>Y z13%TwL_A>~>XCr$R{VZlK;;^*ku68-Xg*Ud3O7&g&(~UPkxK_Wr zn8hQ{rP$`)cOiB#0k2$qpR|e>OheInZ_rI%{4#nWcS2lNln{uO{LHIk$R0v(!7gY$ zHdb7gPVmC;7PD#)9@n~}jk4&n#I0*=N98)grld;8)1tXGRM=Io^BDUd6l&+Jy&ioH zx);q$s%DV#(q6XGco3e9m5+k%E3D&*-tYaGV0{)I%VRtrfwz3^dH6Gw z`MT4CQ+2q45#0h~W2JWL`ZczNkPmwQdbjz@)c^cQP!yfX;9bnP$N1vwP?ydJ4&b9Rb@2J*sk7N*o+yZ81-A!?%iMO({n~# z1g%p$akkk$hwX(xoDmN6LPIGQ0Nn793wjOqsytcDR1M@DC_b|8|50mky|F3aRH_xp zT_6QqB4ecVN#cz?w)Fm^WF^wpm9;t$_!6zufSYP@D$XF$&VD+pTNbHW<)94Yez_ZQ zUqrVqOJnF}%iI}B`9@~|v@P2IXh*MpXG@$a2-Z6%5!*C}OKwoVIK)8^%wEt8x)9h%5^98i5-_yrNVf4vmpa3FQc@IAEt<+3d= zflozb%&E>lKYJeRC6h+WW=#vCEI;WTe%%kMU!Ok9!^bLx{51z-1-y!L0y)^(lY+A1 z!?MqniVxp{GynBz6cqtbh$6SU{+B3N+u-%P?^-K^mhu%^X7F1~11`1>GE8sERX*_VC54Pi3bo%Ur|o|X;y*f~1OrMZYx=og*XiDs+xlrS87iL)hwG{|0I_g#7`B=K zH(>L}NtC&4Vs1xYta>aeRzpqSl{oabVsPCLg zqZ{!xz6hzdQakOwga2l{cJS#YZuF0j(YKAXH8WMFs(R29J{-nOyPZ(5{iA_wWscbU z(zhqX+C6>*KPVm5{tCNq<)t_<;jP}dzaT|(itFyFKNmT?;)T?DR^5)J=+3;-&Qx~t z%>K^$``zcyi!Mq?N}$jEQ<4S*6rEH+Krx%>8gl&~cJlHTTbP8Wi_+BVYvawv{)wjaCTo2_I2cb@lZsJp!sb^+OAI~P*ZOGl#45-w1nW-v2 zV}vexdZQzpBSI&CxZ_83``K^klDW1`uG3lmwXk>r`+*xKUMd{5B00rF1sXbV;t1O& zozTZc%QQpi;TU@MQ^M$(sE){noCGnLmkh&%q7UWL1B^Boa5dESm~ z01li@}>v2&qjw zS2J!eWFn~OlgZxDL4x#As4KTWGD<}Pn!aZU$%|qic873==4{13l_qLb#(JJ-p{#FA zh}F6UurBq~!1|X6Snn6?Zx0^%3|?ubPr}P3pG(36tK$o6AuuE*e;9XP-AncgX6+G{@yFn}Jv;D5ZuRdad*^X+EQms!j{|h%{BgGR>%6a*djtS+$4Ni)2M{?^DAKhZK2U38R=$rQ2`T0aF*X|s-{G?kh(g&( z&U##z-rr775LwNi5D?b{pdfy86K1W|p9t7-yj#YRRzT_LH1UQrRougu6UYgl3D0_~ zChmegolT4)z8af;Askbu*I-Rt-HMU(E&85bIAwpo6wZ|Z=h)zX zzq&4!Vyu2gqu|}n?*Nw#1#pJs{3p^W?}oS?F!7nj#Vg^$>by0pZS*tr*)FTQpm_6v z&$MfR_JeHPa2za{;W!=_zWVZawR5xg%Y5e@WAA&^+hc0k7S_Z{70@ARk#J(oJnzm< zv{~6sbEx^!2Yp#07ozsCakf?VAVcO*!UbDc6*GOXvPYbKV|2#+$co(UQ_6$XS38-m z?e5`I_1?2_c153({SNiv4p_FjJ$%Yxj7ozB2}TZll&o|ByTr4HRX zGeYw%o=sSU@ZK@U2w6W7%CsSl#7qMPB3a~#d6+x$#XGIa6OjPBMrO~+PCzv8uy!z3 zO|V}!uU4m%&{21>?BxW)XgQ|hRrAIzKGfMHd|K3eO~^bVr#NiVm6^w|u|`@b0t-c| zdXbpz598Ul!)dbD_TBnld7Rv`!?uACiM`%cF8HL^Ze%kFh}u=~0_ocRHi^I&M;Ii$ zc%}Ps=)x;TB2@!i)$Yok0+odwP7U)}Trf?Y`4m!W)+@qR7DQPu> zdyVKZJl+9q-RTeoE-srNtar$G>d37^CC5@`yPC;6rbBi3<2&@KKkpyz5pk+U;j18g zRQ!*8;jjgV4*>l`S!!)wi(s!Fi`CXGFmg-|Nt^7@J66lW9Xxwgj;7j^ zZ`EkYYH`hGxt->Bx1Lyh^TIp*V0!cDkW`-Fv676NTIgrq&r86hSh%6Ub=dcAW4ijN z&7MSYtGt#aNuzvg+u1$`tViHjMjiaif#I96Ck(xc1%#mK<_{6wY+1cXU0(>oDaqXF zw5iy_`dgrsPqvj4g@66~j9#P#PEc|lKE5E?z+h1y3$C`-Ur#>^ zkxBMVvKi~+&X-Q;KeCH=dtwI~MiNO|d!yWxteoJMcLz~PHRy{Q*GjEFS+E7gA?aCQNW19aJS zd+U5dlyB9yklR3@_iVI)lTOA%&xZ9`ruR0-9;7=#NJBs(7p3CAM-c8fvbG^*b$bJZ zVVLIJG7Z;T+q*7V>+J-9Q8M8K4+Dtj1Omv29Pi#>eHDdit;O|jKJ^kc&E0|W3CX5b z&Gm#W>oZ3ghcHGf1RLkPTk^Pj^zq?t%?0?!?U<;iSZd~WI;;cxu_?;h?{8?$iDz4m zlVz1HC8`P5&nnZrlkzTrG_YcV-t>FcR$0c5xso7Ra^`hps;ZMJ0RsR&c@<=8TT<

`83?4<8^qdP^8*RY4ZGnw=$zzuNzyTQ?c=^Q1YOo^bsw2L)J*rH-Z@56vs{_` zf@0~M=LFyR1@K)*Z zmd&*U^DBcsW!$_)d|t`jY=1S+hR3Cqx_JzN33c{75F(EBbOwVGYnIAp4U*aTupeAdi7Cv%evNBB02o^FYyQ;kb17D zj@~$#^t7bP(XD zqQd39MTm$t@{_ON57NzaA?Fd?7|Pl#uZN98uQim9?VDmHyAO==pWBAXAg}ZsD5{CB zqiJ33i+hvs=*{fIQVDN(K~|Y&WGD44ojmQby}>#)SV8(qcgI(a=~-km4Z@(2IeE3)$nd8LQA~^t||#m5l1y zm5L#gS8 zbwB+Q{Ksn7gSX}tT9G;rBs4&u4rPr(<&jRPPPLA-e%cQ`FDDF7BS5LeOC9!3Y z3Ve(CDbQ7$l7+^3^2{ZwO*zLKSwItUsz>pTe#aso)r6Ahz=Vpp7+q@D%XDu2K~cDr zOkORdC5%=gr7G8Ceud0%o~;ewqqqfMY^((745YeVcF2N`AYFrNqHX%5v`Jq-`4#!l zht3O6!Ig>Gy;AEHHSH5#SRR+%8JiuTJCyk%GCytKv5y67)>CJ6#>qo`T+WVW9Y2Ac zp?T-RoW^ThZmBcK=pHn4C&9KIsB-$A$*#Cy)Kib9jQ8W)V*HU7t6jU0K4+A0(@IEm zbN)`Oq*YR_sDCPCtahpNvvYkuryeJtsEc`ovHJepS;AIV-&DFUHRwQh8+z-WFV4eZ zPv%$*B!Mo9;Oooj{+6)Fs=uV2Iuzs|I>U8kjfr-7du*`6<$DsNflBM+10RI{L#IJi z;SPoP;TW06sn0BCw^ykwQKjh#7dmIVw$IHh3n_fOej`*TkCL)yZ2ypx%F$-5AkwGW zA|Du%Be+3MAWYc4#X45ZHwuc2FVA|+l+EP|LfKUJToQ6BjN~kr((F?cDrT;&(scAd zyxuxwX@jz&6;}*JRddvlAKfp*pUoFH9CDrudR=th2HkHP?rN!aZ{iQS!yy?sBj6`X zC5bwmdY?b>fkODLX|djklJz+uo)L zW5gjv49ujLqsL=Nsly;AV?v5=_Ixi)0=;TTBc0sXO|RSKP=&kV-p4;SpS^9vV<7)a zj-GZ5165vjJ&6QNUb*;?x?-qPkv_5H1=+`q%SQlHC|p?i@

+V~Kt+yv)4G(6}mj z%jp>Pr=je>J6XmC-GLohN244ixTKA`_->`Kc5UWI$4b+U&TgQ_App>;UuSDUd-(lL zp2EuPrmr@tR6u2O<+~?4?RHW;KZs@$_VRnejPAsu7ybNeqw!Bh<1#Ew0)JoVU)CyU6Jyk8+qo_(#t_IW~ zD`keUno=AdW);|B&Dp$d7|bpp3cSeuk!q&A-d(cLO}B%Bw7BDT`8bIq+vIbD;FF5b zX@Sv#BMi3h1gvvSnL!5+br`?Z@zIBs41OsrF^|4Xs`O7@(JXd!pn7bBL->A0J)^4_ z`Yj4)T=8l;<*-h5TdjEnV!S}8D$aQob*wOnWC?)P#9R-Eg1dau%~*H0us>tTrB@i~ z&WPNh9r>gvt><31?FXuY;B_0!@~)HF^{PuBsB?-=NaKF{tZV3#s!VPi-LnF#TuRa9 zhxz+)edfAZ{DJP8+s+eHXHe4OWg3^6JKS7Rb&P$Fpe1Sz^ikX~)A&5hc-Ej*k79FM z_W>s_VxA+a*ZY{ZENg|n#|a0(Z0yhYc=0R=(nd7tW)Hc>Wy`F-Q2pj@hOoX~YS3Fh z*G_?WQTRf1BeNgity)boddhp{+Cvh|ve_WV$EojaxX ztoy=fU3so~j#jn! z)ru<}3~<7bVq~(-veZqm}kI!QB-X1?ECaQ-DT|a({)odD>npsVKh9;;z{^| zhcm^W$atE4{eo)Q3SORcv*%lk0AOkvGfORu@2cnxeqvTY*B)ZX+w&f-raJ8ovYKWejLl6NnyI;fgreD zW)?GT1*pkEm4O$JdKgB>%V#r9&wP{zQTA@$5=|HE(fx8ksn+fYSE=9 zhTfT1vl!+dKq^=bo-427(ggzFgZu-h>??To>KE%B2Kd*TLRU zqtF^x$s4_u_Ld<^+0nQ6VixA_jhF=RO_8w_BUi*mS69ijGK;@Y3kEn0K*7hjlrQq) zc(<*A%bf4f&RD{_0Xy#_I^jI%2jJe6$$n?L<`QvlC!qGAV5IT0E@i?R=4t<=UHzBL z{VfYXm|3cYHd5PWj~zs9Cu+7(2+@2^MxX7Am%xgpgeQW)TkePjDcJ6Z3899)!@U>y z0h~HYKsjXJud5yP4&I^L3B;V1{hfB+B!b5Z6*QJNp;FnnuqQt`-sC|>a=r=nU8v1e zMHd-vV;g`D7SB!yiBL-vyK^2zg;2eTVL#^Xx<@!+zhF>-|eex+0Wp z1DF5C*nNUj1ty2!;@woMAAa9km*QH|a7nr@(-5ocmd~8dQE4i{WJ(3Jv^4+NKTH!b zHeCoRy3;1Kyh;A->O+n!;5vi+0-V#q z<{ai}y$ft)stYHHc-)-5)G0Q9zb{W!0U4Z9d@MvmR1RCg*FsU}pRx~_g$A!PsrB*0 zNn(6G*>8W$1QNyDQ_d%Wdt= z<{n6~5b0H49n^#e{jy^`JdVu0Zbto*dn(@s@RGfR5|fEjG+zQ}R~mZvSsN6mE{^N< z_~IQFvHtIhBZaPKPzf+>sI1SQ{_?2)O`SjVv$(2>wBX)+wdn?%h)may!aFNa?q_okRoS*cWpE z*fQ^S**jHoWk;j#Sa?Z=LF&Ic$K$Zc2{~G&Qx8Jo)nP}Ci+S1)yc}uhnFe9CFE7(O z_IZLMwR>NB+}6v=a9io?ar3}sdNcPs%1?V8J3$>>l$eg>V75BPr|WitUlD3gOV#Sy z>QkWF?N=Q8G@I`=9Bg?v3OU^Fqc^XVRj%`UtoMAZ7!wP+YbSWq!&-qWI7{)F>FPnfr=>u!E<}>n=PrT0uqpE^Z;TF9tNL)BLe`6kMbk}rZ!vo| zKIeD@7m85N)e~Jf&(HC3!trhnp=9>=Evt>&8rEE7SXAb*tOLD~5WafjW}E23k=*2d zpEt_8rNIN;GsDI z$n@qeZ6C9vwS^*9wMzV~4VJkBk4rR2ka6I2RReMilX~S!E@&ZtB0zaqYJtyT0`0}& z(3?ET4$tauRwALGZwCh?&)kEDf{R!rvPKyHcsI76cLw&fb`s<&Jw#L~Oe^T6!%+JO zXJ4_c6QlWp-@SRM@ZlnpKu#fRwE3F~bwd8P_)&x5Ady76irM9EV+ z>M#gIAz(lQv@20=NTBB)kxTC;0@+~6i#!oK|=tHN!8`1QXdXEe2 zBlZ(_<}j;L(_YcA&}bfr+{R%F>CnFBg1jd*ND1lgyY|v>`t_Gem!)j)tr`zsCEU89 z@KA5!yqNT*`(IokDN5B^H$dRP_5G_W_4=3oL7D(Z@9Y3-%$cWi>m)kKqIS;y{H>u! z6X24kUYnc5a4cDXTjCQ)8luW7U(1$KCV!*mZGJe!;uSTWNMD{h_@G0#wm%H~DV%yN zIG!Z*b#x=<_``7lxG_0RcDF?E^pqc*h_WTq}4F@OBO_+(jWdCa3PqXm@{` z(v}{4QbzW)mQ|F#qQdkBvcBH-TvgRXoCEt}>Eb=xACGzqFM%aj$0iOVZ_p3rn??1P zymr@TurEmtcH#n)VIOJ6U5k+Ziv1C(8#s8uS!~4db>)p>47Q1}!iRXEYFQST3b0+5 zYS0uCi&jg=h!(hT*Y6Z9;8mA={F9}j!d6Crh}(cx#JqY!z*~CL=z-tG)@Ln&FYG;< z=<$nob?kfoC|Cm$JD&3e$ zIQNQo8q%&yx~Qw9cV>Vtr{Af_!&}HYmlcs6ze~PcyH`RDtrWKhZF;_~mqf<@)(|Kt zSP}d5tr{cdou9jdUI#8^wxsDG6VOp#;hv%ExVI?eX5ik(tZhwg%P4RwKN%TXk+2(BDQgGeoFP?gzTg0m9DQ=iurmr}|fxHj^^Y zutNpqx3#*P-geUnYD?p$`Up4am8Qer*oW@N@X{}qwzqnQ@>(V-c`fEwJ?$+fz}DZ-8}?l}0bo*|zhQFpu9#Jl@L2aP zv;S_#Vz^7F{aCd=0QcT9DO3!Qg+DWF43wavlN=m)&1e7P&Qll%q?N4m8DMn;+jSor z{W_qiLQo^LO|NgjotZAru2)JD`CgZ`pHgA;G0o|Bfa-Abwml3ElxUD^6F%(To^}La za%F-T(z_}o3rLO0moati+Gat>sBP#Sz{~^9+Cphf5$h=T#gwK*t!y>X)INIEcb$+# z{yaeD>Lvj zFv&tEgze4^*F-e{ky@nl`!Jp`l44Ok&pNP|3so?!@28B$;WxZcc{X&*OGEXAKJJsQ z*~-gR-(cD3WF*2kCSHv{80C_8W$B(Bo2j_9H37g=68pZ(xGuXR2u7k~lesv0A@RsS zSYO_^rZ4eZ$VU%+=~l`EKwu0}N?dXzzwRwr{Ctwo5utUUJoG5^=GZ#lrne*w;Fj;P z&TQu3*p{ztfsGwdVXv(YQJ zqEm_vA$%jn)P>uu|vhiNP+A~uM4Y`Wk4oR7nzli&Vb{(Jr zI+twpvI4Ky_^cwBV1x=X(TdANrwqKD8VGzneRK~GI5+%?`Q z%RJ5LFiIFPNzo-oE!l_}s>v#QC(x03&l76WAa%B+GVmKNDKh+Gq5a%=G)U8$#dB#R zmfx<&AS)OKYO^LK;O-g$RXyGy8cto^5N2uCkI8Zbu9_xLHY{Z|e*@2CcETwW7u%+#6hN!l#Fo;R;SPI&b6%v-TzEM~{dh=~(mZ7-fb z!vRmpgrmp~m^utv&epiaG45`zux}<8+yqyax4IGtGhJ&sTC2Q#6FoSC@2PkICzHPXct@XJXvz z_fWd`hoAHWg5t-^_i=m%^#ePpE!lp9R|bD#TGaZW18QC)p%k0^D4x&1)2>9UNbbcp zK5IPfe78w=bVb}GhYFs+Ot`k``7pq7*C)K#Dc3q0eU5CC$OE(0p(#wjWa!(K_W-YE>%T z9^CLn;*50|q`^3i&TYqoruY5?-|mAf7wUX+kd=4UA2vugUtdS12(d~E7svg{2Sj!% zpM-hDK=8$imQU$?<&*Ug26IJ@?0|P#Zny?3; zLPGDR3X80S^HBK}L6J!Bkr6VUK|qbdh^dM?LtY4T6f8pgzApASXp|q8zTf(FiT1QMU@@%rOB-H@7jo;sgD9I7RI! zAyd`6+^52(kiu|=OM5_D&yC2DK-zNE$nrs@L|QkGK62}_Ms+J(oR4;{8Kd#bj2H z%FT%i0dGUX&{o}>j0*NR>+KSybTSuwVbxdVo9$=M8km(6s=<2AHo-LCK4BAt5J)X} zvi!Jubut_F09MlHr%eh4F!+!3sA#5fv5w2qhqu@|wL`c9Z&y(g&aZHNp zIni#Z)@@4SSYI=T%mR0NX&m;o3O(YwZ!4ot?t2)-D`Jf!Ug#|X!=%W18BgGY(NUkVh^u*VG zvj=`#_VLelJ6$2>E&yvpfU!xVJuQ~~qk$?tpgh zPD}Q|NmFHsk&)A`7<%&BT{XWc(47%+PFs;v`)-3)-J18HYBv0ydXnMVT){gl;BKSPFrkKG9eS-%5(Njc;|Az!&pBqw=U+KI)wQrRIHzW%3pq<-^@ zr&)k11VM^oQ$EP2vb{bvNMMdjc^`ORAj6cLo_lb$j5_bVuFxPWT(%3Sh_FIX4LjIS z^9Y9GS=nWku@*}?_oio2N`v1KN|xTk+Re8{U1=_X_4Dkq=jD-;8@knlokbBGA(4QR z;B|rZagmw`E6&OX0=JXTMiF@h#y@&DCt~5XR(XatKXSl@UTbJ$8f4XQiE3_mt9-zV zR5E%@-1?ls0CckCNpS0P1evB_OkMz-M3CXKgVG!;_`@+4G z>Y?LlxfM_}hRE>t0@${1rvp)`a{eirFp`;VO)V>at1T!Bjx_>Zj4n28rs4I@a(=Lg z%dE?Fj~=A>gB-twVbZ%*+-%Hn8-7va`p3kl6+a=2yZ^hViRdKIXQI-C2_3$ z5G}V7q-Gg6_1@DTx&Wunmzbgv>%@?vL{z;BLZ} zgtx>Q_F_TVX_=17M3k7dF!pEph2OEH0OB!m$3S{?r7AQgq-B17ob1Bp-g@a0%mOE#X#5y|vz`^D!wI&wzw{Nq)Oh3wUSDDiN9i^uv%zkmuyY`?JjM1^nB z8*Zc8Zytwkaqg}~$;=1#S9$cCw9|(c#jJm1D7VjBwB+ddknDWb^y{8|TDW|@7VTGG zTVv7l?T+Q>6$`F-+cp}w+f=MsR~ssA+?m8Ipn{9pi%PUWkfZl{{-%(k!5XGL*NEL; zx;`jGfa5NC5y7iHK3a>K4OL9}x>%BrMKr~xEtmR|M_N_98%gY^q$Ym72>+I<;zM^G z@0b}HKGLLnc9`e@y7ZRL4NKR9wo@-A(pA#GK1h#>sZhqIveucYwJtlYGzd`^;TI41 zfyz+Tb9#)ST`%Xw0MQI0>3LD`V~!!|aM`z)U^iqi&ZE7L$B6@g0vW>krM&+}#C4-VKq` zhx=MgK0i(=`4Zmn`oX;H1ELTh4`fBq44`Xby`z;G{_V2lZ91=wK)f3xW5rtULbR~} z@fcqjC5>8zx8*T$x_5-H<>XkG5o@=lAr-qCv{nEFJgM(ukgAP;C@jE>x@RUL8~!00G{s7%7w z?QM0Pp29NSq_FVLuy=R+;({2hIfOXSG*u3|o95$3TnCOTT`TD8B?aMa>lB^I$|kq_uk)@S0D*Z7}d6DCnN&JPSz>jZwJpEM5yU);FFdlpVRki?Ycx)I)=f!LxA3t%c?gqQliE+mNOZ{4yEacW$L^Q?TvSk3Z^R& z_u0r)S2`_i*xWHfluZbZZZBqM0Qx!hikyiW z!0?dfy-}zgBXx(k)Om1kjdw{?U%6FpC$4UfEplBYz4ww=&!$M6ILfsSB4j5#NVh$- z7bPWbKMrrMAz3+XZI;wjS-+Enrhc!dEM8HU&d2NW2}V*@o}M3ez|MwXq0#$0Yca$k zedxD{mk$Etvuq+Q#@m5r>(I8%q_y6Lqpvz0Mf}rS$te7=^2FhTfxC|V7J>-}ZTJY^-iy12*=R-ndH)sJUegk0t(FW30^$o7Uz9-4!Sc)%gh%ib zyz`(v%wnl;W$&Y(RO~YNdkt^Q;~zG=H)CC9AMaV>T+xs@rt}F|*ioZ?e5q3c&6tv88n zVjlKf>XQ2HG=?SXf{g=KjV4s!vOxiDq1N1M+tyPTQCu*@3N&GGlc2S^6!TcMA7&@& z`0e~1W4Lx-r;fYyE(R#rD^~?si~!*QotXWscCE|XsbwEuRGy`3f>R)w@Nx>i+o0rY z@s-R(D`N-LClhKO0zVj}hD;wydC4enUc~Rac`Uy}R-(DlaRn6UTk;-4BK$sbR2RTV z&mKHzh@}no2f|JUaZK(Ny`m2-dcx1QoWO!;+rUB~4PMu#;wWo#(l$gF4P`kTzPXKkj7HB^i-$viVWnF>84gC7^IyP}lm9qSHWMFAYPR0ip6;VW@Z z44(bTY!WmeYQ+XeiY=SnR4pTEO}u7-`W?>3T)m?q^)=xKhs`-LNq;)BssN_0uJra; zr|QIOG{vH>=B}KCy6^d)v4HFuU?yqKj60WxI#s1YUS3|BFbD#ONSbierl6B>V=hy* z)9S#B?nNu--5H9sDTxEAvH-F^fm;Fq`rsb!sWUNpA9$f~0>tQysj-+2eWl%wiL4fV zMZx@Q|H{2Jr@*pIWuSjd-ORQ5>TovX^`QZR-BWi!{xfCIj1Q|psu_K;3WAZ}&iR8cE-Y;vKq4(PKnnQ!v4EuV=)g;1kEuI%#^*Qvu;nC~ zhP+DmI`PED89OzP37~dqO`L}An;*g^KjoB1VU%S5PS0)4>XZpsCdn2wBkXkg5GPZ# zq8^Y_{DGF2E~|7Nawe%*HHp_OasGz*!e##9qIdP!k-9zU2#$ojAYfs=;11)4X~_AO znGu-rrvwjDC_^p5E!3NczgKsRL#+5>na_<9=|~cLM)_=ZsF{VpRjTZ-fV`B9`&xwi z;-f7icCHH;@UW~OIIgbcFs%vzGOj@)a!^=5$ zj=A`Wi>Y&XHxLHtKSG5n>+e~*S^P3z?&;EgD3)1wpe7K`4?J&g`AgPnf>qSxplSQw%#%JsJ;0p zBofdkJ**0T+KqNi=2Lgf?pzXdnVf7&VO0c4&AD(6L88SfeJVDo8iLIF35HxTlHoUz zRP2XOD_m?v9$d=)GMcDnt;uDL2@0Aj$d0^sUveXbLE8BX#YMYTWH3Z0u-s3(3n(Mo zocb2cEkL7#jiE_;fz!H3!+HB?Z=!e3j~WNQXYe>cif*z-o0_Mt5T3kl-ecvtx0Pt> ze+?*>_^MrcV7^zB!YV@avuEq7UTVW4eHqb>Mop(Z+2q%*mN~TdyqGj8f!#=qqD=Mx zeVOZxZ{P8om`2NcYdd_*fOz$+i}zAmB{a?m%_k^q)|!%XNlyw>3Z>zF7sC5NUc4I# z#vbD^H8cVHMT!P|O3*u`Aj_8YGgAfHU-%^jiS#l|h(|V6%HcDao_QVXQ$I1;$>H!f z91P^Riy?25ojGwpX9~p;q`_*>>Heka2Z41AR;do8p7u4vcGtwcSChWsREqY!Fr`aj zWG9PuWS#;gK+Vsdv7Xqbf$;BTmp)Lhb__#%#AGL|R6IBbrU$s?JjKJQ*Y-eXrq(Ud zaZzS*KM8Yrg$B_5SB(~&DX1k!XT+5d#~7maFeAT@xm$26)~9eGFA`EIX8iJo#dim3 z`=5m(GAgJ!fu75;OkbTEDjY{uHWXyuCIlfO^M)@3E98H+t-_04<ij-Oqbpo6h>I7;WjI~}qC87!9b(AinBR!Kfyzo~A z{xuXo3_WTRH9~%=v3kY@P^-Y#C;Dw2V})Te=gO>5jwR5`A|ZfQNb@K1jqrZuezYSK z_c-WRHuEQ}sTU>#0Hr^5iR<&d#hX^xf|2w57713qsc#5 ztQSw2UOk!e{0CQ~ECC*n!n4IEH_sEm?yuK4@x=>;7b%(KuQg80=6`ZEnMR;!r{YTO z@l5`Iy5upX!bJJ#q$=+3N!+jV_vv2sKmWA2E%SVh zUm};`%3nMde;-ho;@R`o?BP_h_kWJ$N-R*{{?J{{`p=#LH(uYVx$vul|7Ux;68{_P zw-)zD)|Zd3Bl87l_@E+UxAnK892v?}a*?u6Vty&n`Cn5XW`6d(345%T{DYt2#xvkX z_}knH-u)bJpcK^zYObT2GAeler}Q|=Hv0ND1n}j{C%(Q{OwXLFJ-P! z=&*mXY-^%0rTSl&KjC80o{?*s(={PgqpE39uBI6^}&Jd@t zpZ{G7bQz!(mmdB(OV!+Gzq5Ez$d zE0ys%F1J^Qz<(Na*!gqMX!SnKE=|3-)yVtBhOF!Vn9E6yFc#;wr^H*s^gqNc|LoTM z1ei@j@}D=T_fCfUdvNJf!K;oE_WVOdF(H576HYu2|M*O%_Ckw6#XVj65LD;tQtRJZ g#f2v|9-T_!rF(5KYV;mZqWq>LulBG=&g9kq1Bh<4?*IS* literal 0 HcmV?d00001 From 2ffe4276c56f97e56bca9fb4102c7c10332fe930 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 16:00:09 +0100 Subject: [PATCH 28/73] fix python path resolution --- .github/workflows/ci.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 636e114..3586d33 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -31,6 +31,8 @@ jobs: run: | cd app/ pytest tests/ + env: + PYTHONPATH: '.' push-image: needs: tests From 8dd6d1ef3aa6abac2b1c826e1b1b043dce7f0f26 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 16:00:44 +0100 Subject: [PATCH 29/73] add requirements --- app/requirements.txt | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/app/requirements.txt b/app/requirements.txt index 98b5c37..72d66d5 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -2,4 +2,5 @@ flask==3.0.0 gunicorn==21.2.0 transformers==4.36.2 streamlit==1.29.0 - +fastapi==0.108.0 +uvicorn==0.25.0 From 45b87f01dde8631c9f8cec3d7ab34afedb45c4eb Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 16:01:04 +0100 Subject: [PATCH 30/73] implement serving --- app/src/serving/fastapi.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 app/src/serving/fastapi.py diff --git a/app/src/serving/fastapi.py b/app/src/serving/fastapi.py new file mode 100644 index 0000000..04dee49 --- /dev/null +++ b/app/src/serving/fastapi.py @@ -0,0 +1,20 @@ +from typing import List + +from fastapi import FastAPI +from pydantic import BaseModel + +from src.serving.model import BertPredictor + + +class Payload(BaseModel): + text: List[str] + + +app = FastAPI() +predictor = BertPredictor.from_model_registry() + + +@app.post("/predict") +def predict(payload: Payload): + prediction = predictor.predict(text=payload.text) + return prediction From ad697d9457c6044883c7f6f734f2e3e273e55d58 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 16:39:28 +0100 Subject: [PATCH 31/73] tests for fast api --- app/requirements-dev.txt | 1 + app/tests/serving/test_fastapi.py | 27 +++++++++++++++++++++++++++ 2 files changed, 28 insertions(+) create mode 100644 app/tests/serving/test_fastapi.py diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 5ccc0aa..bb0edeb 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -7,3 +7,4 @@ scikit-learn==1.3.2 accelerate==0.25.0 datasets==2.16.1 wandb==0.16.1 +httpx==0.26.0 diff --git a/app/tests/serving/test_fastapi.py b/app/tests/serving/test_fastapi.py new file mode 100644 index 0000000..cecd4d8 --- /dev/null +++ b/app/tests/serving/test_fastapi.py @@ -0,0 +1,27 @@ +from fastapi.testclient import TestClient + +from unittest.mock import Mock +from src.serving.model import BertPredictor + +def mock_predict(text): + return ['positive' for _ in text] + +BertPredictor.from_model_registry = Mock(return_value=Mock(predict=mock_predict)) + + + +def test_predict(): + from src.serving.fastapi import app + client = TestClient(app) + + payload = { + "text": ["This is a test sentence.", "Here's another one!"] + } + + response = client.post("/predict", json=payload) + + assert response.status_code == 200 + + data = response.json() + assert isinstance(data, list) + assert len(data) == len(payload['text']) From eb4e0f7056504e7592094c76afa7ec09faa6834f Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 16:39:40 +0100 Subject: [PATCH 32/73] update readme --- README.md | 7 +++++++ assets/fastapi.png | Bin 0 -> 155747 bytes 2 files changed, 7 insertions(+) create mode 100644 assets/fastapi.png diff --git a/README.md b/README.md index 2bbf25c..51b8105 100644 --- a/README.md +++ b/README.md @@ -30,3 +30,10 @@ streamlit run src/serving/streamlit.py ``` ![Alt text](assets/streamlit.png) + + +### Fast API + +Postman + +![Alt text](assets/fastapi.png) diff --git a/assets/fastapi.png b/assets/fastapi.png new file mode 100644 index 0000000000000000000000000000000000000000..59a27f1fdd03de3dbf008096e31f94428d553409 GIT binary patch literal 155747 zcmeFZWmsIx(gunL3mPoALm;>_xCc#0aCd?;$lyVO1eXB86D)$eL(rfTJh;2N!(EVl z&e`9+JACKQ{rB-albNhpy}G)qs=NBFw8eo5H}zhP+pQprP7{pQarX6%~MkEcI+v5o=BA z8S+!VH!r_S%fg}128v=8CrBZVvfvke{61&86z(GjS8v2M&;w{r7KE=0~3^wz|{8+rO8PZF8CPXklwJD)bX3a$(y0f%_g*nH@}eQRpeY=F2bb8vtTTVqpKrpG4!ppOXOkhQ5ovVPQK~IAB+11t8bxL z6V^gD3q3G-)`+T)xu}V<345hZMd>O^o=FfgA4`!VYOP736y}$RQLL(`rqlYS_cIkX z{p+97bdj%G?NA)@RB-UK20Bm&Og|RGAJg)?`5&}Z1h-CphV^9Ae?(r;g*no?!nhCw z{;u^F$E7(Vg3V56aaISRc@}GUvY6!~4W+H(xwC0&?V82H|W>X zLJC_0=Cnjif~;rc$_dLIt>5NbLpj_sjbHA~c8k%>zA541Syk|x|> zuqeWhz!S$MhR&!;$z4K@c^}Bi_pYElvzD)`Hz$`A7vY8ybdGPLG2Klp(Y0_Sg1@)g z8!_}_@U~t#=!0L>*W2%Wck?Wz2T_(`lVKO&j-yo4hpu#b2Rou$1f73`ua>6 zvEzLTUvCVs^z{kdlmuQ}S!1^gOCqx4z-NslN1=UT4kXZGw;Ob7XTnTZuk- z;uCvg2QU`|>~N(l&2P>ly_vuGs9wkeIFDLyX8eP)wM>Nq7&#Xt9A=aW5RIh#%{&>Fl$Pw03 z!j>8{+IA6dAG=NE$yfi!nIo&nLujU%*cKoG>|RlDKa~?~%_H3)wND;DA0Iw)N2!mf z$b|L_qZ_Of;&Qf-u(O8wOBpk22+*~d8PaMHsfBE{tj~cP-jy2*{d$lR%xRCmjjV3Z zm-gmhPsbC#0b%CNPP5f6-Q|;Otev(-EDHo`KltxKO|)UuCRjN*?@&wwNCT(?IPF=T zai(!XB0qN~z>iCR;;U|q=4#K3m?F3P;4+mk)ZG8%9nARCYy zz$BFoBuSeztqq$>570~O` zxyD>DYCR%;M^2j-BlkgGQ)WztU!q#ZEx(|^wqQG7SWP!iSjH>$9QNp79dlSjrTokB zOAKeYS4z6irsQlgrgIu{`YlGvM72<#rdPzNNeL=?hN)!ding-W4Hg#{G_ z$+n+tKiXDrJ50IIwU?PWei-X9?eXs+?um47cefV$IBit#<*t4>y@ol6IYh9Yu(~ta zSa8$-#uUpa%Cx9CV`R30($>O`Z^ZuV99;`%piqlb;2FjOCKHj1{V!7Lp&!!>BNjFN zJeg*h!p67@Y{p;q+!qGhh3FJwMPn6Whw11QY7~ibu5*kAhjZu^(~F%nt<`v}NWX;) zTbY^Q+tTq)ydE(cv9mQ!GZ2P)HlBH*y?dJ=Rnzu5R60~oUbUM&o|F08(;bcI{JK0z zHLLtS&HB=cVxkM`71ieQr4NgG%k#_X&1A|BO1euXEJj~Pj@M3v zZgy|63T9xCVHgF4W7xEywA2U52dZN5o?J>|>g67CuCPkokmr5C`*DJ%G{`_&oF^Le^Nfm*cip5BxHB7{BbN3v@pCjEW$}|e z-52%)U0KHt)a|__u8d=BnkhO7;?Lw1#-ay!g-tG#_EK>t=^rUqvGFd@26=#rpP;a-D@9Z6RxTvRd>=_sZ_*emWW);y1)8agn)abAwKehws;P ziM)xvanwk`e&To@nMgfN;r)Rqt(yNpSIudpFRyS+ZtMa)}5k^^JgQ6w%TyNaCII;+wsaV2zYHd zQoB{#*5=`ama3($W<_{azQIK7R>%bOYW_%m7^8(WTTpl>Zqs@OulC!QuF|isEBm)i zhb_wMYCNC;Liry4CnHSmBq(X+A=SqP?imk6uCf80sX3B#d9g zUgr!Sj=Xz4u@SQ|9uXltuCb%-v&fq}<3h$MsOGJ6a$15Lhl{4!Rc-j| z@2s}W?B$Y`r5d%Jk@Je@HuMDuI{ePur|V-@lU4}@GP-uP(e?`?y(qjBb||*aQ+*9r z`%2$auWP~E*xTGG{Tm?@_q2wz<*F)8_C|h!4 zs)M<&bXjyeY9wm4)5Cp6&UDV}8goyT^F^5Sel_r2s?X~8)-SjV>UZgRdzCMif8R*8 zo1Er4ZaWl$Bp+1V=yn2AS1Szh;yYnqTNu3lk}jJ*;#F~>b3;4dU0=wr-}uapBW+(D z#ve~n`N8b45{yOX?hI@ilwsl3iioM$OLH|^xEqvjeZgJxuuXlUFgVLFSSUBodA`3! zWXG#`r+<1X`lhA^WB7Y%(!S0Y21y9UulX#|{8ZMaNGa##OO|bN?F1o(^$g8=&&1`+rK3%rD3iU0js8kPYD{_Z*)a0ao2LHO$) zCE)$`FA8|ww)y=I9}@`k0Qesc@PcH({p;=rG#T*!`izhUdPHlOYAf#@ZGv01=|PyF&o@e0!OdisJ4TCo3T;4Mi0S2|Gtq3LX|V7B(tj zR0;|TkfVv2zza#~znTO86QZ(ka9b zX6s}Kd1?!${{4`DJx9_MZ0u-h?__CbOL6;LLnAw9Cm|}T+m8PI_ghX=h~o*=2LGS0{?p~(nri&5 zDIW*l-<$sJtN(Y?S71{|2|F90Qzzm7DD1DsfB*8Yh9K74vHxu@eoyq>RbZxtQ9-Q# z)|xPCP%cpxphyx+N#&QoJ78wFe{jmcKMcR$fzPn8zU6&bm@qJ+FmjS&FCnm-sVH?e z##0^X;GOqBqNrl#qys-iA%$@8$R@=?Bv9}kKAu^2PtHVsOZD-Qc#HOQ7uK_^7>+oO z#iTB*t|*Ufx093V>kjaUrpJ!+@zlyBr{_(&2XxxwAyjMQ0^KTq<>c}P+H}5AC=$no zA}b1q6ZHmxh647_9~VRoM8zCQJ||_}f8X7MqEHxQwXp7e-tP{59jG%X_-!o|HU4)A za8#no(Elq@r2$DNeo{|hbQ5c0yI#w-Mm1knB$5+KTT|1Vm^8x##cSJsh@zfpoMu_`<*tzP?=DOo$m16x zEsdtA9(p04ji;{joU(+zb(`jYmB#lPN2ACvpgl-pzk$by0XM6}GrogBlZHsq5HD8#E=-vGh*iB^(YRE?}JObB@OM%}Y}m zbx|vhyvg(Z>x-Qok5jegvgykH44-8CMZyPvBR|2dtSJl@2>3t^QTZ~KL z#H1IaPz|{{8jTe4#qgLs>neSb#GTuMZ>*h7!Ox>-`_xxX3=r#ui9bE%eM-{ELl9>@ zotU{E89k^v7+yK%7DDW7nCD_gQ9$>#FgVmnBb+9ax^D$zBSHz#16DdBa0fW1=@C8F z!!Wf=9R}oQTI4LXZrBM{v z0Qnx#&=b}L#op&=3RG|(2^eIRJ}KGi!P!$pVX?(4V6)n~%02p1YE%Eg8n6Uy`eRB*3l?BOEU1FG6vd23GL zYbitVm=LkkGND{A>b_PP?7lzI9?=j}gC$U8GZ^otA{hrPc&~hi)OYe7c54>`W}Et3 zJ|QO1eFhTMWc0h0Q8yeWv+tVxoqTJ_9eN+`m5=yNzS?NVdITCav%C3=AW9XyZy!L& zd3e_-S25n55+@Oa@X7aiR0_y#{=>bk=#uVKg{wHdAZLJtb!$nENG25t4EGJoLW1HD z4zZKxjSjG)9xB}pYMQ7f_r5U!K76OCuPa$AtiE!xca7u{`O{+VZRLl2=O1ECLSYDI zICq*de^KC(f3J^6-?;}#XPZ7?e&lyXJN6)v?p|L`{B+kSZW@E6JgUMai--XqS(gv}?Q?c*j(b=zY0Bo{Pp>r!s## zm2_cE#^e{j%Amp*Ssy=sJPc9xqwR{yU28XA8gg|8^-&Tz>r_s%PO5YR#+P0({`#9IOI&t0Ya=MtW4n3{ z7`a7?bhTmQU}zcdG-RQy4PQGe*|vt!>!fxjyv_Jp2M}-&LvS-{M9V6_>~KInSKGFl z_G;(m+U|U6$9t4LKUZkW^6V76(x-@q&n$be+$&F?1~C#&cM%lc3sF|stUMmKqVMX^ zb)9-|TesKlG;W!@bTzTn;cQ#<9Vx{4Y3*joTE&E|{HUIX%_o*=FjQ#Eg;=l8p%R#* zx-Iq&63#l$C*E%7gXw9)yS|u9Z2B^4;*e7yxi9G?@(1bqQaUZS484aype^vMl6SUhDY%|{xs((3O2F(1* zLR-l`Zt(#%`Pq+MD#=niuMO>%##%4247Y>inMs?{I`0lrR|Su)a`ml>VDAocAJ45C z7qp91J(889LLV<+ep2_LK35z1mcSH*zA`>v)Y3ovM3C+4>-+qIQo8YCYKLse_hdIn z1hn#iN=Mx7&i-Rn%M6D`_p=x$_Awev8^O=ObmkJQIuZMnz3it}{~y zOLK4KszaoJVOvLE|BhmxLod7pVt1 z)Aqv3wre)%>YU@XUVqtq@3-=kHbE!mbkocUd0{Ic2zBlWf26iuJ@*wb6TM_Fo%E=L zXRBY1R!=c{fz*;9)lSb^oNpLV&=ws%W#jQ z#bwMiVf<*J9&4wmvhix`j4hbN`QZ`p_4Q;91qT&ReBkLx-HK45&X8JER=7tSlU{VC zlupfl7gMP^-KWvg^s7xnO4RRbR{9rO(-D_a2J2?QPYAarJf;uQY?ICRLhb8*d7Vrp z)C=zbfoNGLU9yR?N_@K0fLwT+N^6;SPRHKd{ugDhCmx*p#2c@oB$2&ah^M0lGp_1a zKZOq9$TLUtOxm~1ZPc%S{Z_*8f!BQ(+97hicNmuoqP=Mr1Ym0x`AF}>%u*S~w1Qu^ zW4IK#vAFuE0G|22+jQBje;rd#!aHt}S=Rp83VntXE6Fe{+6OXX6hJRUvDCopbA6dY z57B5B2v8l!D>aSRq(keROu!mf=9>$s>CNdWaq*)`%e}dpxk;_w28JM{kLl)i*e{a{ z2obsFPkw0tU8~Cc!&XEG4=i=-=hXyDm)o94)uAO9pS>PvQKAJ&KYfb-Gx}Y4!mh83 z5`+*hi1hl|gX=N#^wbD}_0JV6qO!aQ{z_Dor1cPr@`J#p3#9%G)yF=kE#xJx-3}e3 zyq?~Qjb*q(N!vRvI1DI~@SJ)_j?WR~>QMJstm$QOgb#j7U@9UThRR2QPG|iOn*4pP z57IS3PsiF%b~8*cdX;_72i@5H@r6&Sq1nS~+D~uVIkD|j@=}9n+}`p|agXZ6?v^n> zp!+#Z;;~t*NkYv^gw;QUycZHgCq1D?@S-AVM7{BRm_+&!JC0b8{U^c|F^lQ<>U#W@ zrHatZnKkU?IDUAEUl)L`qM?-pVlfw}ON6W%17eaaLK@hgu&US)e#~4SSDp##MMuv- z+G5NNvqGZUUDj|?WAM|HuF(H2Y*5SonxvoOj| zC|~HXoBA?dzDS|R)W!gy>3!zcF?uPgdFijyw-7qLbswBus5k7tM~%6HdoA$K8-M8g zyD&z#IhT}L#{mxg;9gD5&211LcI zyQ1xA?CAZ$TzgR-lM7@CSZLH)OmHhX$+k&tDWR+le1)M`UCIdM3H6(%ZnmNUtpXAx z=gYi}AEc^WD4)q=J_9j+=*DCc+O85tk`FK#R*LEobUF2p3djg}f3W2Ii?$Gzz37R3 z`9$Gidkb#qW4JOMpPyn6mfScevfK6@FTAs4l5P$}ZekPZv5I$qb=W9vAvUUL3b313 z*n!GIM?-Utny8^WUOOJ8l|miJ5&>83ybaO7!L)jlpQxFfY?l@C9c`bVqQ{XXdrr6G zs6?dsn13ZjwZQfw6-?2?y7soidLld&5BWm?-?HJSDKFIL#L;mA#}Te|#t^$iifs;x z2bc<7!c@#|9WcZJs_~;l&KR&K0BQvNW(iIMk^zh0@1;dgYMT9#5g`FMns3hd8Iz~N zU{Qx`B=_}i&PS{JDsgEtZ8D}p55CH$gXTeMnx^j$Pa1E8pwV5kuwj?&7lb)OR!A}d z(aVtXFAnG;e>mIxw7UzyTqw0sW1MyeJLP03n~~>8YI@?~ErH zV>nn8H}D6JA*`k}L*rKsi6j>%Bz6&k_rT7&@G7TSBBpvD3!Ueef&cUAmZ8$yJ-S8D zJpHW4yyVT$_V}*&MbiV}pCi;shr;LmkvXGv%iL!-b#4bZ&aqhGL&XEgA#%vwuZ3C! zx7Z`y6sF?@i2Tf|?E+M!f-P4R0|}*9R|GJh^#y%LSxNJ-U510tQx_{q@y9kSaaUZb z?l>6$7mTyC^9)0Uv<#h4a=V>d2*s*i2jEJTeIi{J5Y%iOT+o1EQ9Yx=p~R4~n5=OT z?0e`SxIDuQ6%5cTAc(H%BU~(5iq~GonzM5sOx~x1$P8?&wjTp4Sj|*P0?nt<+Yucu zvHDcIB(IAjwO~Do7nm4=f6qnr$a*S+WCZLZLD=>c&T`1ORb}~$Nm}=Sfj@)C`C4v5 zD46sUi-SmOY*bCCO4w>JrJ47t1o`9X2flcPEgIxZpIgucJ~IuLF_K^J27%K$jy+$j z5FX;rTQLsEO#DJw{xz-qhp0yZ>9-klhQElq+%y+S zW~rL>n-khKq1dFRJYf^Zk?!E!Sd|TrXcOG2;{;*`yKhG+<5q?BIH}i$!_|#Sf?H*C zPVOIk&>V1}DMc>gvUw-qbu7rbYI;)IZUFtEQ*+M=z9EIjvy2v{{-&@>iVy=aQVAGQ zhFJ)*HzgKT7xpJS35C`JR92}?VApj$wq6hpEEQ2uN8PpBrwS=Syv^$9gXq;^2_yolCG5pN#W1?rE$K(6aG*g{CUuV|~9nxQaF)8A+>rZYH z&3&95K`m?4Q`>pjLueR37UU~3#LXH*<3P?pPmr&DmqFB#YeU(? zOl4R0u(;q0MdvJaopuW!%S!iU61w##uaEWLyJI(~y{h8;@v#z;1B4@tPZ|ID4CdP@ zdUp_IsqUAHG8tVxT@p+U>G24}j>mwuu?g_*ja!%pqXs7urilS+2VX1Y()gJWPP1=` z3jt1}jM(`kdhICL5uZwXkV)d_M|jUV=EsBxZ}y6?IAj3~mNhpq0i)PA>b=w9Xov;n zZe_9r4t7-3=dI-^bg>v?0HKb-?qauYygHVju&LC&mXp;8NMl0?SrNH8(=;)l5Fbv& z<*g`mk8P`9ZzLHV>GS8P(0wU}6CV&MMR9(Rev<-3S0|DKHX1R?=Wk0I)>`^3*9!0V4}ABmCd z==22@Wlm=P;B55_xcZvvx!BH?>uPID2+jZI@1 zO3!Heh9~+va)O?_B~3Ini=?ate)}GZkUX-b;vWvmsvmxD=#Is}hHkhmyA15E&#={4 zK>->{kP(4BUuQ!I*;d2F_8up6PKusc&1D=%3*&nxOY7ur-+NZn7(9x>O?q$<<(s{+ zR;+R4{_YisCa`8dm8Bxw1cJ>LaVZ_lBdj^hZ|(>us!`SiIGhNG>$@7u3!!e8RF6z` zl+TFB;zo5{b&qRUMqf3uex=YvHG+`LJB;=kMIntUO>;ek@2TvbOi3+ZYMoZ{oWDFz z)yvZM=E0`v-s;|gtVSpNT1wCtHfneg&%Q&m#0T0V%xX4x&k?|4WXGMt=tpHlA2`Y) zu4idF#gKq&o8m}(lIlo0v)5%b-YxXY1Lum{B{!2I+`L0%k~ zd;aJL1zg@EnlaZ%wJLqd&adqH%m>m&*8aK1me}W2hl@{Fjss8(Uwm_EMxkGX#bmal zl8t#VM>=kz^1O^3HRjd+^*`h5iSK?NYhpZ75#&HBs}$jGGi~KjGC2(=_Z9Md5vQg!uj4U(8f#s8YiojZ)EF_NbMJXdP4`8YninAI zy(kjpP^6qMgxn)w6iRqs>bjmTuCDXeOGi_Sac|U^U_o@r&*SoX`!Qv}Mz`Ds;hOIs zZB-Ij%i5HB+hN*srLnEMOwvR`(wIyhG?}Co z%$6!1h_iht#p?dt7QPmx{z|EETi}z8?R>FjrAS&mwr$+clsMJ8wGn-vE9`mw;XwjQ zoDo7W@BCHe{5z)Qt6Mx`PGZpZV;~%g9NnW69X$5R zxCqYBfgK6)JIoxLaZ~$A-ACRD{|v}By`;LufJ_o} zm=NUB#~dq$e69YSLt#oS*tpEt-o1hZ1YCUSq z5H8ZU+4t()16f|?*L?&2ky}_f*yF}zt&aM28jLrPWE>>C!U=(ew3d{w5G+SlYILSR zws$I{eaH*lLiU4-yozzLd_f0&f~=%YKgC*Vi%E^B=D7@Cw-7r){6`Y7Xnc;o=`a24 zSgJWCOZ%`?_c5D74q^am*kE24*kFi#g|?#_-!bclT-n!@?()f%s6QiwB7}g^UwRxR zbNJvzR36UWKc^>}UfyBWfJ&I(wkaj62_F|F8#w7ISmrbCa+; z`E^_pIc7*OAVfgIQ#7DS0EKR;A($TsTU;f{nz7l~mQzQYO;jWicJ z@D`rOjwFmtcyf^3FpJ3gLyjCW>$`S&0F7)ZyIO3JJd?i63ZsajUNl5@hK!Y@xG`_k z1xQ5Y^_6RpVX;mCM=f*7dIm(f<)J#j_qufVUAw5)f}ELJbVN3>-3_O0F*FC59$<1| z(@=}>Dfd+-Gs?P9FS`F@1nB!k@~=o>L@_Gs;HZZa+Ve?vY>tRDpGG-YVfpL2N%zxA z9f9qtg+ShqxbaazuOuwSJa*~_Z_{-W7wc-+cL!I(uW84igvPIBsWGew_1`_*?YT7pC0V?kZfBn|P zIj!tSb}t7~36`HTGu#eGH*>5+U~CYwA$_{1W9_00a|fo)K2kb|3^hjr1Auq5xmb9vJl*nQN9_G{; zDZgJD z@D(r79&sc(h_e~_gUo83OCSM`(RTpj6s(gIgi;}P8cK4`qZtP5IfmLdL(Wx{&QchF z-9RaCqk}(Sc1DTs1A|zMePXcGE932IhkOW z_md>OGBrp(4LCwBn_$z9zxB%_JAo%Z6?F#?;c17)lFSbeYeQ0pjZZz+v701tl;zN& zvXY-d$}9}%N-07fa8T(FW1Xi1XrHM=l)H9)AQt9WVXC=0GNm(^^!5-+#{Fw{H8WC) zx$*jZqcq6qCYLeA&S^ z%ZV6`_+}o)a&S~xSAhoD1TMPxph z8Yk@l0PwADPg_Q>I+Vp5IA++Uqi+wiX)>h?7;RmS(<Ky3=t1h5 z(~?mp$-C!508}=3i)Sc0w%RqTa5kFPib+%R90&ag-sAtBZZmmV2xtS7IB1nC(uBw; z(k403*;re=5{HZ(ow9WN49HzOnT?qD(2miRnKyPy!mHvPoI9srak%eAg`G|A61K$_ zJ`vceT8LpE*3p6(|!reKMERU^a2>{{nnuZ)}lJoQCbE7OGp`MHWVd(5RI%@-{; z(=^e#E&NW5}V>!;*utM zdg754rF4Fa8UqV_$<`%u$Dd^a+7q=8>kj(5XC|(E(LU`0ex5}1-Q{G;m7Ik>tBsrT z@I{UxVS59s&sjIPVJ{U#hj}LXGArc;6d7Ro_E06g@G+WgDIe7nB&p$Er#~==PrGsG zISt!7RUB&xWv7D2I!*-9lk*X*H~Ar=?H4E_cD`5BVkC7Qdj0`r{)C`m_iccy4WU1b z3y=nIT1j=KtFvqQ95f`)N9MlzF@&FmeLEW>)iFyM4;&=MFvZ^g>=|+suj(L4Wy&iO zZzhhf@edAb1I2sVJx=>z18^Vy5v^B{{%b8u)kBnvxf&mBh*#5bX!Ar6;F0_G#CEp7 zc`_2R5PO9gFNLOo9G93ZAtoASCV?2o za_~ak=Y(Kv0O3NMm+OLo1!Z7~vjw1wKh*3R1glD3`(2}VD{YAtuVZcjsmTsqWUv>k}Fdvn?Zqj(@CCN6bB+?n^?B zNgdDzGA^a`3^u%@)xd#gdB1h9O0Bg>z)nEYGJs2xdHu2JlP=Qk-73}{0#oD#*<@o! zJBE{N1?r>+`VnG87!pw?A`u}!h&r;oi%6YeiX#?`v75P%3%#X_#})Oc3djiqgWlMMtm`Rvur+=MF^#xq+;-00NH2 zYO_Amz7+mT1;FHocS(wAB}SriQ_$c^ltiwa@Gbut;>Ahi0L~`JQ{VLIy;r^wVC?Rw zyTfl3HeNUD-S99{tr{-SdNRMG=uCMY(7+UqF_CQ7!0*Z?yzLMvAL%}n87L?;R!!#=5F1jr z#pq0y+(!nxJfHO5I@kg(Og~VwQ9vBJzXHH53H7mOzL2IJEHsVd(Z*|T59**MUp{}n zKmr0PGeWACTY!sMk4hl!7|7f(N+shR48D~;tDU)G*-^EHx~`uVcaS9$R32pXFj-ww z3{mD86uJ+8lZI5aEgNIgY%Dj0?#3YV1Y|QK{^FB93$cIu^X+gi>km)gvgCk1bTQ-{ z})&t>NaQa!S2in1h7`^go$~yK)b~tCoLn*lDW|$(EyV!H7>iS+s zBLhMu!;6e@Bc^@SI zqV<^{BQy-1=v~m-E&_6POB)@;#jhd6V6vWM&Bvok6VJEdb2kcVS#qW7mvk&KKNAox ziGb4gH1fxRGtKFwnf-OPLn=f%VY&*E9@9aKDgJoD@{8O*db;f0&YCe^S^If3gF=%s zI3rjcA$4;q%-$xzF>{a;I5Qh-PSG1a+FSgB3;&2_Be>cc1ms;*@ub@i5{(s!?YII^ z1L6Sy2bw7!O@+{7<3?TxWRcw{V2m)2m=NSz+p$P@@g;O>fXrv9{n)k+mVd>J_eH=@ zXW$%CK4Cr1Dzls2`=q6OM3?Im&Gf=8yXYZJy?~9DK|d!8-y~TFWmV z(F)<$$9BRlk(gX}Lf@t@G8FCJs+>tHsN3&~@a!tXs^TY`Q(!C{)dBa~TZ}r^?h88m zZm9!UdD-QD_lg*MfQ1xD_Ys;{$)S@pG7SxrUTARM6<2}3FUVeEwqdWGnA2aW;|;es z%O^ufgv)qCr$C=SEH*?_&--jC6Jb%--zCmd`q7eM{tTwI1IeF2cD6LY^HyDNM#}JM zs9WbXIFan0Hh=Fg);Lo7h?^AQ270?Lu(HNyrpGPtd;|0n%X77dw$)^qn5nPyiR?Cz zYRzm-_%))8a_E1Xkk*XaJQCPI=+ql@6hY}Rfphj-R9K!X{{v0UKmg~CH{u5-aKJLe zVZ{Sc@2Xh7hRDr+Y`%QmW7D4EqF85{lmjHtRtfI-As13ZPBd&+0FO|q5p?wK4{TEv z+Pl;A`>;k@3STL@JLU#eCKoJC<*z77ixd zs3rwk`_+#@bmGzJj$Mpvhl9%LUkK}L{~(fr)!mboHmr~5X^J2K?gqnIi4Ix1CCT14i6Az*pMI*~{(HL5^Y#&F*^Yj* z;*R$FIR6<``->}g7<$*$71eDLv*|YhFDUx-etzJ>Z~oIl$uwGg)9G(k(xs*c!XFIb zPO(iUcecG~(n|@Ihf__wn{ZV=Tp{OsTT%UXG;Fb&T7Y$ybk{0#tV;3^#(X#9Y^uNI zQ+1r&h-*T?x#N$)ee__swPZ zx?p3z-K*Zgl)E_}1ZCEPP?$09)XRc#PNsVAp!k0eihsYQG^(kL>TYc)>r!KtzPA=zlQ%Z|{SWER-$wgawmX!Y z7*vIjL;u@1?jCUuEz_6oZvL#ryKMmXV!vCr92I^|-pjCOvq45jN6(^-*Pwd%@L@I( zZZ#B+Iv2`0Hd9kQ?p>#H;9={i9iG(PTwe@6t(+Vfm9O!s*B$U8uK!|Z>4HbY{{kX6zt7Ld z_c_;OW;Zzs!5zrxj1lvm#Qb?#0=5TJIOM3ybbwNIO;cmpSWoS*EK*NHj1tq$T&kdD z_!e*fZJXSm5?23XCYZ_Kf};V-lXlI?v`5Dh0zPx;>zWl!@(uab5otdY9mF~9y&iG5 z;d>4IuXQhkT9ixmnzPrav8Ak{7PYxjxTu}S(*CSm6(BZGnUN+$%0+D^#xUJ$R{vUA zUjm9#dvkiPkNj0duu2ZF!LN(CXz%mfzos)o96&taTGRj4%{`7GdIN}X9GT7dhbZrV z#C~|devLk#;RA?p(J>JB-xw?^U^l2(KKDBCU(dO^bxV=>od3OE0v6@} zO!rnJ|7W_l{_}sPd%KwY->Q4Nl8OHRyz2T2z+rm)Y8kl2Pmz$22IS~d z2M`LSpnz_<;ZXOH(g7e8iMa;Sd#)*wX8SlAbqE04yr}H9GE4%4pGMbxEj#qY1XS|} ztQy}}bOy2WX~i!pp<689;aM>6&1r|o0FZ}Gxy7_1HC8ZDoT!Tc#!eQ1D0Az2?zOD} zG1O+oSydj8++G?q7e4rqa!e2Km2x%3PZL502j#dy1xKOtC{%3nJz2BAE5bD z{K^SSO!;Lm#yt;u2Z7?UTOReVy%LK`%f@8u3HFZ;dbcTY4x8GoinZ<99i<&Ns7L#m z1#aA>BX}UsnJjw1Z=`W%ihn;t9zDyKo;emtO^@Rt$WiHWjg|M~n&UJsrz0WiN~^1+ z^0^Ymr~Kc_ucx`3CVZsxUB!faZ>gBK1dmKLfPQk*17!vfC})A2%LAGG^kBpUeQ!51 zI|+Mj{b0JHXvVjq`!bJ4P&wo6aZBn?xIQ0kj1Wx9ubdXBU!-M~6S-PbCjB{RK7Je1dGip-mz>P_ z_y{b7akiI)POzB40YwL0{`0pb0*8qmAUYs4rcJ{mq;b7P5w9cKJl~z|jvRGHp{4o% zM~$L_a9#v7BDX|c(*zsmcNOdcmP-6fafd+tSVb>BOMH_A!Y(@hYKFgK&?X>ClJMb2 zOrf$8=*(^Sdl)POqH@J}6`Qu{x0nFrUV4I+o=SFxlqpT}MYg%w;&vKxkZlk_A=2YO zMZv+BdI0-dhrCnv7#|!Up56_Vo^VmHNKsc36mz7=9;+=(Ln6B>;&K{p9GpF|BctQn ztqRH=6U>hp7$^-&XiNAwK`!e*(?FT+@xb_bQhDz?%MrTnTqmeO(#`P3izE@Qx<1w| zl)7!_Lit-x^^~{&ND`2aqeulo;0Zp#;1&!CGO5u)5`Ic1o)2;)UO<`mAS%@}p$IiRv|r=og;31I}NzbM;j zxLE#-`2JOk$gPj$0HkBjQ`bWMnsV-`eaE_W_rlQy@4ts^3@BmA6lXg=H-c9{LQKBY z9IAAiHTH%TuR<1FPBb34#c590auHsmYyw%HHGpQ)zgrXOwP`#y=mHTVZ`=eh9Lrcm z9yvRoiwWG!c==>NTNBgA6|JHBqYcO9pn(R^$=>yJ2yusA$_mf)sPNbzt6(=C4ZXQ- z@3{3_u8pzC*VWP(*=I5plCANHiCfsEgDLf+*4084kGdb=XCXFPx+zWbCL)dK2s{LN zuf3fptD{{ZzXI}RdO!DbQc9tdo3z!l1GNKw>DR_{F4tSK8INeNVc46&3wz=dP)-Fx z=u>Nv=M{X2oxZQg(~#22tRHI_f8i>+O!4fLaIFA2-Hhxv)n9INIc36WkG1PLwBc1x zf-dJUp-X`gH$^}Z4ShYpEbeZ0VLkw_W1j+~#&l)(yk=Z%9t(LkBwhfi$HC#c zJvlj|10*5Vfa(J4X|uZPIsj&t1&Efa0xK!t{X_UGK8!6I9YTxq;X?0nayg|=uG_54 z9IU|-VpLOC*mMLC^Ji`!w4+&vN~EYgimJ!EQIk8JNIV$ zxq6i*lXB)<79=t@nbo66$lF8X)^SP)Qm&TG`W?QXRpufROtYtuq(#FAIMn-m7w<3L z4IoLZbxOK=*RgCvkOJ10&%0dN^+uL0)jv(V^ti?z%{kl&0x<;f?sp@@Wm9yLWWQ=T zSOUta`gZGAKR`XrfP_OWI{mYmfBhD~*W~c-oiBT zp1QlfHV(n}8$AP9CkcC303%j@=4#t@L#4(V6^kP8j2@^}V)r1pElIKj2p-+)vY&@k zm4%##hH=glT&bIdmAEHzxbvI8=^cF~VwJ7vu2l9~S9Mci@z*2_tK|!a^$U2Y7DeL0 zQa6uRD0|C(oZgeyKYw8a^K5uT&tr>OVBu*U!$?*>J1fE4qKm(U`OLO(xKCsqi=l3P z-~pD}&6vVu>=uA$H^qQdmx%i!IJ%{$dly*XXy+U>%WrW9sCs7&a=K)2?CqB27AHXJ z7Ld)DZ#ljxVL>a+!P$t`zG}9-7WzDT_@`vpJ98mJ=?})c02SSiscPPx`HY@Q zfq~lmgO#eb>@12hMBIHvaOQ*0Pu~L|*$N6GoTtrWF(I3-T4dcA?|t=*OlUtkvWF}x z0270$<<$$87Ks>84*H0jER`O|38CMbBJWh3zBnW6R2VqRKbfN`MJ#nc1-m+|YRP>* ziJuPq8mIXfU>J4>g>LbUG9<*c5Jt~zr+g-NX6;klkmI!_sob9Yx&kjRO#s#%g0Fip z-dp=heaDh%)r9gA??Uy)PyI-PbImokZ~sXU2diL6LL5^Uh3Uq4yiCVK-pQZuxyj7R z*5a4~NY>?Z9ii3z{Ix)pTQ*Rku~&TwCeQHZMj3lH^@;g8@H;9)r8OSN9U=Q;`4PoW zoueJQ>cmpW!L8UR6x$-!ocPprPYl(H&w}&^_uqIjJX%eu6c)~oH>jTN(H``Zm!9tU zQhU;%Q_T|3&3-DrXeF&Ly;LcBQiIvB(70DxGWzaoRbs z3m7QD?tFFumvHb--WC>JUWz{8(v#?6{MGxJ7~s3SY7n`t#Tz^D^ZM#XvlMBLG=8Hr zkGMs7BDqd~^0t`Ji1(8#uCego_nqk>lR?XB#Y&!d7eC)u@~rhvwjIKNc1$pwPl|1! zg^=Z+WCIobfsX0c`#sMQMV@!$kltor5BOEpEQ9#<;}1N0!D?qD_)zA($yY*l-e6W= zS{vJ19MaC+Y>1hW`@13+==0)hpoGj}+%SlAA6i+r^i+2zp;-T{lYhUj zNhsPXh#txhIxtW?h~o%U(QDu>_F<+M`9V;Su#jKe{+P7;v0LB@>q+Zv>S(PMSDB{T zy6kx%qT&~zXl4Z`t(0y3A+sRSQHYDLxnWu{q+x!Hrt86lqun`BAP^;V*>H2UgDIo> z#lsw^eaSue5V29UbD$uncPQW`8|!H^Fv8W@{dsU|UBKU1&ilW5mRpzofnmK|>U99Q2lz1bS= zsZHKX2Vt=$fesHoH3zp3Ku`>>>%J8>)aazFp3VRTKDhH5!>g-rLc!KKpie2$OHOs3 z0C`0TC>SIF%Z%^>y!1n$$n)zvmbtP0k;(>c)|JwN%xzj$H#w@Xho3l%=vlpyqqdfX zvNJ>a;u$b$uHUkHQq~`r7xuEAEXk>;-Lmza0Q%Vb(4fY_=<*5M+J`|GA$TeDrtiy?ta9@#SbpQW(g*c=>p+TVAC-ObghA?vy|yCfMSLZ5db&3u2W-OPSuu1$JN$B zX^3a%pNS5ONSlY)Pk z4KR26R6jJrI*R4cdc3s@7#q*CH<7m{U?f(Bg+qh9ItqmT1d z66M2^1UZEAmiR+H|0?-zr;{FNdjda4!W&$*qRcp2ACv%AJ-aSjrgV z{W&A8oFz#k3deEQ1MTyq9an;Bg0lp7K58w0eXyzGDzf6{?=~hs=j$afCP|VEUP}44 zMGNJ>qZ}P1znZW|V&bqUuBofTN5GTh-$opEoI=Z`+Y<2at2)^WducuenyGO6=^y1a zb5!73j`w0?V7VbQI0Q?V8_5Q{-@nc-DfcV4`?@}lX`nu~MliBuP!jX`;8PD+1+ zS~}D+a`)WsB;_SXh;MlOmzZ}me}i28ngY;bK#2p`zWqeuKZDt0(lK;f@df4yZ93pN zCW89+9QQlvJD_s}_R>rPjD5(udT~UgT^2^tY%{B+jEj_uj1p1gNPso>rYMV&Kk3Fxy#TSSjHI4D@2?%RU*IXnGd2l6jWAi$BOwD8O zo~-q~haEOsIyNr}x>?Jzu$^B~_GZ1c^z&8*`wxeHS&MT~l-3u~>7N4jxLJag=}F|* zJ0AAM{QB!GnM)^O{#R18LAQ`9)e@ZTR+yIk`Dhu(;@vL0B;tG`WV86x<|u@TDsd6A zoj-67rxPqkCAYB*B&)-?p%^T6n&L-#Q9Q)O_V9c7dR5Y(-aVOp$WiDm<3a?D;s7`0 zC(?mWw#Dtgy2Zf^Zn0U|QZGC{M{(P(?-|SCzOt*OUciBR_r_#t*D5}L4(0ar^?l`l7Qp5gTil64Nx4owdQneq*@z?our4(vpkqDgeU4T0v7PfU zM-@?@sX%ZjoJGA63fG0@d5cR*z@bsDRkGf(UR38B(C6XaQKURm6(xW=eG1sxXXdaD z+2(k6(Wp0%9hpQQkBkP;qU*>lyhj@0Oh$W!h$0tx;Y1c<{k*()+_B%jsz8S`3L#!u z=0O$`Y!FpbnYQjC-Itbw`ly4zBe{=d{YBeEORryR&d27n$dTI66_=bbZrp7%)AE4D z5%HlB&Lso6bh}p#Whih)w6zlkLv|Fs|43~Ir%Rgkpec%w`?&Vwr)||^Th@zH3dH2b zLOiHqd>+V2eAfPy5Ndw>h^lKlO*(fKt<}L&wT(De0edVAo1>YAc{rMi{_cM3x!QZZ z&MZE-?E3Oo0q)zeEmHBzt-Oeih%FU>f__q$+lQ$Ps_pfTT1U$ponmQBXU*}Jn7B|D zGShjH%;fxKvGKi$oxp6$g~{b_?Eio`7scX zjEtPnlxwJFD$7(PpAnn+`yql7+SF=xoTJnh0PwyL>al3s@+YmSJqdOHT<(esPD}yh zqZQ0c&8}OX@Mn3SwsAf$pAbF|e{~MzLBtU4fO0(igZ?b!3>sig_}THbsVDy3%H54A z=;n0lwFrHMRq&sM!D3U|W*O1w{fi&I-n`@VQqH^@DCQZXZZKmQA1JdIQ%KI1!@@M# z2gCySAym}^QWW@)BbDg*#QXsXRG0=xzE~TqW(hXaw&~H%huN#zy5i{MzSJyyWm@he zTxv}>#Jtc@X6cU2HfF=lwNaYlL4_HLI26_&PzX{qZ9+3XnNYS0Wg<<_V*T3WF1LsI4(MbwC zm}_VTSbro3)rv^<)V{Zkyt~M`8+4}Wl8(=(`sE=rFFoQ9007^22+jeyv=|;$F4Z0& zu%w^$xSWXgvdS0K?qC=eXoR`+pw~Q*3~|$X9I+7)vkw#Pa#JrDcl&v;c^t=*{B8OJewb+o@tWRlIF1Hz?=qak39T#|V_DR;CfMvb&Scq>98&wzap zyolZV8)gSN`Zz5|Xh)}Tav(t|=M*k})h8i>YQ7v=Vz_Z7D}?qKiGkh`HgRyI*4L5i z&$Q-~Zb=C+<=Z{joH0KTww&9a6oBkd?#-9Ih*xo>5nN=Un>!p`5P!yOCTG>6c7{(( z9@zpJZY2AdSI7QpeHbyG@5g_U9+nU&K2mppe(3Rb`JKfL?X~8yCRsQ0UNh~o3a{s);7zU{L_rsV}d)^*b z#~n{n;cfd!?&49Rfn_WT;LksMdn@jp`MZbk{=(y&1EWJIz1x4T27Ff*f*N>Rr3h$- zSPA2)hLQD=$awahbAjAu0e6O%KWW7D&=6W-pF=-RAj}I4LNugFr$EvBtyqbGnS>=2 z`x77L#vEV1eVgxO8OTT1qtLyH=QQiLdAwy^!Cjx$xw8*@af{pvS+z} zhVJk5{FW7c*^&HHUKely74JVHHvc2CrB z)rflLG2HhG#r~){b>P};RWlT0!|@H&X?S$74F~G0P2Rc*bwl!9omJfE+wBL-VuzaWaNZPF9BHbccZ+kSrlqSUBfLntAM^n#SE@mC0zDL1BE9ucWVtVkM5jRbBdqZe8%B-X$FKow zGo1c9BI|gheUCHG(MNcu+k3}7{hK`oi?c)%{+sRF%!jVkn;q;i57EVeMEr>k9d{aN z_AIe#Zy~>8I~kHckzYCY#LC=7;Y+6322C0%%gD(Nujf2m67$&mpjt&z`5(Sp#q?Y* zzzCNE=N^rZhB}0?uQ6=l%bBr=*6pZqq#i%Q|9pWDw&*%R%Ys;%Bn~+2Pja9Q5~+)D z`~69_M`)=O=7!;Zuf_QXU=k4*8ls zPPwOJT0bD!o3ck&hDT2vlcAXkv1i^`qRnJ9Rs_Ku;7u_ znxEzS`bu@sS|bPMbsS=I{i!7c5tZF`XSa;Ok6;goeaoh3vMFY&^xdDa$lf*4C=x~~ z#*l(ps01s3ZBT90m6KpbTmcJXOm*Tf%pySUf6Q8-ouy3vcjr?||7qqSj#Z;E`yYoN zR(QIucnhE#2=c^___N~J0h=@$Ri~TX6P9w3oO0&8|EsXRFN#` zhz}rsE()^*c|3B+k`FtnY+MB(xehmS$F^k|hDgWqt9n5*G6e>hqnM3X*M_a$i{EYJikF{NYnwNj=Hhe7;M7QsHTz^!6$=>PIN% z%jqOV))R(eDNkgGteR-bVMhfFkEzk=ac-yBk0l>YFOhWp`R1b(bCkLcD-j-{H^cwao+)@RiV(jV@24H*QRlKrA0oZ} zhXP1L+H4VZFvD`AnpRZzJ- z1R%~Wmz0-3M^I&SRNwFXWxmgrawD;`V+-^N=6XU!+&KW{J{ps^o=jx7fgq81-c+b# zRd`i_(MYzipylefxOXzkVJ z*qdd`ulpd=f~rRGU)nmi{kBW6yVW@N&FWYi@@cw=XcBpO_*^K6aTk5okm<>iTM)U3 zxry-!hhID}&fTb4Kf&=~Y%tc7oLbqf3ry}$%nuMknl`;{O^Z2)1@9FW!iqm}b$2}M zMHC#6h5C4==imbDO5ob-Z#UIhnTfbEQp?(hm~2!g-^_0OkhmotaQK(8=!DkF%dBtU^ z65C)L2Tv`fk$+>!4gtK3euh8n!ogWfPZ#*?a4Z(${rbuLP@|=4 zRmQE#_-_?Am0}LI0>Dyg=;-XhWj#Sdfeqm2Wyl2ZgG> zP~5df9EoK6yJM;TEzurRo<|9>PUULxGK-5rcQ<8NqJoJn)0E05FlYw#Jc zD2K4kW_C~qe}=nTgfUXanj3Kyis`_**Cbr3;$e<-BWL=8f+SUiapu7(gE!tvh&Bh)) zgmJ}mlVS#0+p&q554wwy34H>fwUO-)#ZpCT+22I^0GhT<^YQ1U(Imvji<+Gw+a*^a zbjsRfaS^wkt*-^K5ci|LR<)cu)AOHv)w7fKTdjUmzgPtuSHRn|xml@2YhOR&Ieze> z9D1}l{sUPQJVOPw>AJ4*>AJx91Qm9fMNlW%I5#_;XN>^Mc53tfs%-`Zbc!Li?5|*{ zRD{B0$?)};>`h0R7`#K~_UY|kY#mJYet9DO$G>@@7(j+Ol>2u}#CL3*&fILgF^dCt zk1=*27g0oOxLXW1(QB;X4x(C~YFcztUJzmY)*R>I8_13k1$LamAB<$sl1pP5YbS2( z-~CBZH7Af2kO}a()L%rCX&rzud|X{qzpE+}@}WfFPT5zjblJN;a1TW`(>BGHaZk1CenWl?RD-~FBy=+je? z8TqZzQn5&zoyMXmYk<1=@tffb8~XFU2cRz*uszB*R59vK zK8p=f73XxMqp&ah7#qBXC~pojayEm`S~VjmpNYViAn0A%hrvP)MP#i2?2Sbprf@JX zQY7Q8N5}B)&gT6Hpvllsjz1wBlctC+#=5Ung@3#91Poou=|?Sf0o)>7=2!kf-vt3W z)Nk9sdDgRntLHhp;Ox@Lc^I+DQC-k!{h`jX{Yz&jpKR3wOY34VC}bC%Fvb2P`=Q9l zH$(og3h!IeDoghfCTH(3?()V}fR5UEXp&oSzm$EE!?f>9l#rX@lC-jMF{O5NON{V@ zNVyf&XRNbcc@eRKKERxjF9BH`tF4v;okBRXu}7{oJXyZ7z~qRd`vC-##MrmF#zVxb z0TKUF+bPkc>I?;!d%&XV0tT#5Qz1(`mkky8rV-n)R=%dh=VYe<7_AvucYCv0Vb0M`-@qaX))7T3X+NOj$jK2rQJ-s z?1R!wuaXjjNf%*Iz0YbsqIK#!(qvb$3Mdd|lX&3JM#K)5u6hu24tqoKad8|cj|*v9 z;x`RI!wXo68*c4YTh)6u1z%OuBv8{Pw~})$$=J{aJ>4hNPuzw)+5Ns$2JbQz2RxWj1r2 zmofX3@>(nM)}0mmqbor#6_>&)rxyxPK%wHpg+tZ(+__$}zrWqYd!J5@h^ciHla~Tn zs46he5HXo2&Dn00mYLF0TBaB7Tk$y2X?U>}GcRm)*`;mY4O0wCONvSa9h%`2z5$wN z%(sbDPBA&p5qNrU^-s_~S~%cR)r%?k#Ln3=7*KwCU70!DuJZQf3a~y@g&hHljZUCs zFe>HCOu*683>nkD*_^I4eoIFf!$>{k+;x&twVp!&%kiZ|I6+VjhXRHUfrzvZ%&OVw zRNt~PbtkkWYe%9cR)CnMnin3U7H~?4&iKxht`;Bp;)K0CGxF&|N>279TT|xtiXdQd zWz_XcBAdoR?%yNGw+Oih80#I59s0wC>jW9Je*hK(`V6##mgHef8((>5!V>?je-GYP zHPgaOTx|$venR{G&r5bW(psnT5UVPC^?I7Y27*%e-Y0@1Qsf~pmAZSCPM3`PQo#e= z0a}?TEdz#YcFtP^R-OLa_6Ns_vJuWL)Vsr6whnr zM|ApUUjWO+f=NjX%H**!5Qe&TP5zQ6ID~#$t7r?=iJ9r_je4sqipf$-0!E~qet!n3zXP)mF`V2pr5L}Hahn^=TgQz7iQVxZpxsT9t)|%`1Ayf zH5VAB*^|FCZkN}`s?+8(lzGOe=P%1)K>4-vY1})#H%FO4g=p|aJ>&hu5D6klLUnf$ z0{gn53pxVMEz-WUOeBBcy_CoNV^U7SIhejfiM4V}%%CU^3TG9@SuPQyuKQt7F({hM=O^ST zWNKjieDpn!)V_9Hsk1jLYVDI{ivn&;vy}kkkLXh57n9KjmA1={N@Lp$wDw$|R7^(2URLfAo2dH zs^ku&e+qV8{8;UNL9gv_i;d?m63bc^hQy6lAOsX5YOzKH!)*bL%2f-2y!HW+kzDWq z=-9uf!!r}qLGL1~4D!OV*Ti)y?2ko}DgUVf*UtHxkIyiS8w02s_-_C&qaRjeXV(Dv z>-mb09DCq}!g+=#(Zd%#im}$XilY&@j3Ck>TUpZ9(7IUmu^?D!cTS=ba$*Q$HL7$a3Gt-D6k>$hfJvj8fHFvRNLm=M z0_aWC4n6U|+HZo7Hshlc_~Gl%hwsXI_bxEL1by>Om#)p4LRHU*=4fR}q&%B<6y5Is zgwoI!p6#_PTeDCB5T3~_3;9jX^Qp`53397erkpsz;^m@-(%#1pTI1o5v z>V|K{4PY&An(xJZRUHT%fe*BLZt$M3xdSwUGQ`;Pbt{kpmaA9Blmef-vU@;tt;uH& zQP@OZ{s>&!@j3qG<)R{uAP@61cJR#T=(U{ux>$e+#2)PuWp6%;b(pmOm7ttI|JK0L z99FcH9A4RJJ1xNB9Vr3am6K*58w{`BNq#uQC|7iKFO%%zEn+}e6LpdVhxn0nal_ z?WGynZtCcG12X?!HsD-m-xk=8HhA(nf&~LC1%a~Qti#-f*%3D#p!a!{r%XtV^ZkvV z*|2vajds21D1>E=tJYhSI{~4--`{^r>uLf9h+8F)SWQP}z;$ALV+O!PmVx4ebs_$h-dFG~l{_Cgo7D5BRm%`wy z_+ext17F9}5Kzx(A+27z7*N-OEOV5z?Qg)>i;zPFgW&K{QI^|K1$fQ6d$@~39%6ch$OMb4b>I2Y0jvf00~QIADq+ReF)Wqd8( z6Cii1Yc|=g`0X7*8;tfc*)IBXWyAB#FVVeqFksv);cl`mt3nxYcNoJhQ7u1oj-GN@ zC;sRktVgcWeUt`k9reh`qsv7IWcP!)rdme)6~L`#e@*voQ4eOKX?*S-2kteRrr4AR zM$BJyz+k$5g5QYFD;vEn-jj4({2>Y9xE7p>KSb`lldexK0C%`vn|7L;dod@aD7e_H zJxiMjSf1}%9ME@8af5d&nl|~i{Oz@d_5 zp#fXLYZUwLDnpYPcnBpeEx} zTbl0Rh9+5vhhajoNYnawB{7L2q5FXUXZp53Zm%|Jf}3VVRMEQ1c??b`V0q@2)tvK< zo7HrY(|*pP5>PG*b6}g)s1}XcF)N}ZR3)9c?cFPi_W_An@1WkoJ6O7ecGu;?) ziS6GA%xzl%?+_n#GgzWGHA5Gx>2+bb*&_8%bT*8G1oi2s2aJp2J-C1a_1*+^S8sIO zN`4Sf+TXbB1CvFXwM(0;P7OaFix)p0rG_XA$H*=pQMyDT*R_8dAX08J>iM%z5<#RM zt;WVx9C3(^x@?-);RWnXafe3843=9)y52z%@7U5+3c~c*KjpKenq5j?_`$b3oj~Yy}4*|c4a=s%DH>khmcnfv2 z6<4C*)1uKnjiVEp<^nmG{OKXt9NnWUx%OCY_Yu;;$ZD=9l+8^r$*7>*)7~ zKN8HC=DU~)Z#+-OYrffew#(zA4?`|r;hL1jyx-t`3GxTF{#$A5{zLeR3C~Qd!2a}B z$^Fr5n(~zVBIF%LBo>4B>e(=em2lYtN6$t5Ld3>~!m`N@mOc1)|7EMYrI1`8w>lvu zt#zPgQHfw!C7r3Vqt+qvzE-zgnCY1%Sf}FN8ptXC8e(p+TiJwD_oj*cLfZBzWzK~8 zv+a2KnAm>l^!8p-J4q0@Ke_(_(GcnxM5Gk4Trh=F6)-}^a$NjC9Xl}4ki4};Rbe!BZ96LfURZy+#|NGYus<>s#5p{G z_&)MxNm-8C&|By3K|$I|u@H9Wj_LtX`z3fyRD(P_Ri46C=KLo+WWWnVMX+&SNsY5Z zIri>;9vv*`SlMDjRqt_qJTTzWn*$DaGtFZ!KxBYsI4#u%gP9v-X82Q;P=+}vxCFrP zYoM^`H#NTDHTGSIzRYQ0vOo1opd~J4Vd@q?gn+x!Az2mu*%DZrSA8bxm1mm(#VQo^ z&HY_A&0yWLefBGe+i%q+q;1VoD&1bOArLA?@#fJi-4nv1o(CNwgteG?cK>{%UglgK6a6v79iVc~M zd{|H>`+;>S|8Ek{3`VroM$=Nz~L=2s5yAIAEO;Zq|SPj{^>@-vQ~ zy@^`&J%q03HLcR3_u40CxEe(VyyvJg%(I|3BDOOSj?L+u>}_@?4yuVk4?DTl#IM>&Tc&zy}pH?q}m`$!Maz|}F| z>`;nrrv=ez-l?0vm#mWW^^Vk%+b;eVn!#5Va$zvZ+1tqR$C~YW2QB5OtU`zeBQ<;J zB*rN!x~WNStqG7M2srjyPnE+tPgN-Sj2s1x0!-tY7=AzOA)p)w;|TJDgjp@YPT@$| zrU0_OZ>}uBXlo?WYb#j0ERlTQO;c9c>JaGJ$D8TNjUF6>e0u7(*Q`Hoa#9}stsMp^ zJB(1qQ0rHc4;>9dPc3LH$`8-yPmTQS=jJ19m2ZL705k=Vw6LPPN4zc!3Hv7sDrq)}mFQ~mw;NfZ zaPWLvef#q_P`i?+86LN*a~yBHXY~He30+mrlgF+Qav%OHp|c(Pw%?Tc5d#(Ur@(^K z)K6uX{!k*I?aH`Jypa>LpfsKlv%;tbu}R}S5T+sbfKJ4{tvi5w#lH=cDaGpMA9ZG~ zP@p^6=&upvRq58I#(4nmlr38+li!D-lp zZ~Y4eN)VXLzlq!vehc}|=<08jkTDHk_yG-b{&NqLbnhpzK1?+BFFy$z{NP~b#-4JQ zPAMfMPGL8ZUk<|cT&*m>ezJFR{P0i-o5O^Z$`#!_ivZF(Zc%Jn1y5 zQvg#X^D^oES2mO5kEg&kQ1s?FE=Ywr>s=4SD|&UwM}%oksDJS_^+3l{?xJ-iwu)qQ z3=ATZM1U%ij~#z^{EcKT+&$ZAZuR0Hu+%yZh4l$#r%r_1?%I%J8xG==l$J533Ez~MSREfg;K;2|o$ z#Qh%@!-tO&t=k;ux&GsYzh3>n{2@1a|K6(i5M}m1Kl*=p6L8Gn+NU%$uN&J^pGg1D z?*#N^mhcPdJUtir}5B{!Ake|31%ud|B=&@WELjZtVYf zE%+6139dY+W3s>*awx@wK6r#l^Zvj5;cI{Ja4>uYqx|8&{_B$-@YcMgGuiofj}m3g zt(gAL574}q$i~KxFL$?i_Vajwj%Mz^BbKijy1g;iv zh8b8}TeH-=Z73PGd)NHP6dVJrZmgA4U)p;M%>qIC71d5w8XAMd`!$h=!oj-0)F4Mc zUTG}6yVz3K@OEVxd~=q=f95X~bnBnVYa0tpV!0D($vfe0cQ0o|Au(s0e-!%z&Dj4L zG;>|C80ct9NP3f-8C-Rd0^|(sfD}qOgLR1+7&JMOY0gcWr8>!|gE~fs+A3A`l(D{0jI#W*xt)2y- z6s`L#9RUL{aOZndf9Z0m`Io$`13vTbne3#&vG?HaY=xm=#fL!E7>}ALGik?(1rt0Ir0d;unTv zj})7Op1G-#i}^Qa1IBdcf7ap_0ATvcch=HX@m1jO^N>pI2ujbiv#kkwrxiVF?jPC0 zb2=bHYUxfuh~}EaR2oDJmj_FqcAo(7Ct;vQEdb@upKJ{GCholLI7{sSd=1SFyC&=x z-!7GT0@%?}=tcs)eCsmfRgG?zF?C2QQSjhIojsGq;NsLAOb|P?heFP9X@9$eBu8v(G;0sgg z;?BmcU@TtZx6P~Qg5*I6ViucC8)&rJ-qyFyXLI$R3n=1W=4Z^lA}M|QDXC=PRVhxFZ>TC1piz#H2GyMJ*CHPP)lze49|?Wh;82{9(V0;{(tqD(&bo3FL@1pEeJ zUu2^vFPZn{Y2gtIsY63bQ*8!~aq*`KiO`DEhxUbF#1FwtB}c&Zw8<0LcG;2_8pBZ$oVkd_#is=c@y~QsuuDP}0 zZ)JO5n&9Z&KSuZiuALz+vrQhduP!;60v*RxOm~{crhbh!+RczJ9EwksJt@NY z_q|^uu#11c{xuk-!Vh^Ms|)3}3=aU#MmC$7w~RWNffA3i{V1ftVP**E@c2X+x#+%& zk&BwDwWo5Fqy`$i-_F8vZcmy0fX^sPEUAO}}eQmqD&9QR|Kg6zWu%nw!JCY zvU2%h8%g_Nr3F3~?vngR>Ed`HpDb;3@B}U&4nCFCR6da9Du%w^rY+bklHSZ4%lXk*@1+MfJ0Kb|& zp1xGnZMhG*HJfBT2T?`Kp~11pl@zAWrCXijtVIxiLSy_d8d{ zx===fC+YFc-;;ZAKdZ*!L&bolVn|f0LQc@FPYwq*&fi`Df2{4r5PBLi`&wJkItAzZ z3ky)c1AF5(PyPnglJgL^5<1(pPl9T?(q&(_fK~#8ZR7!0=TEwBf&Rd5KO56Zi!_DF zE<=z&R=yhOdNyS4bVybXP~BlykKSQoXXXkIp2WoDug^-ldol)UuCy2e@$&B=|T~n zSy`i0y6Lsr^WpYawc$WY;;3{s(5o@2@)#tSvdI7H`nW4d$0I|Du}}3duFNHSxb%x| zIux)Psk{OFaWLhh5L0tE4hsrF9u;#wW!Bb8rRTbLWlszNY_7oyFh9XlwtPXPrb{I( z-z4h1(D=HLoT>=DvL-k{P6_w0yR#Z}3 zjELNSEKZ-p-8f@FGv~`?0YwgQj~m^mP*?;|;?R|=^gn#+!t}u?nt%V9p_4hVbTRhk z^Z~TxJ%j=-%dSDjnZ~U-?LazkwMFOSLq%&HJTe}JHJcZtJ~~rmWD&A{VvU7E_ldE5D*~5it9d=)14)AFlev^w0TFcR>2t z$GWPDr_(o!Y!@=1jvf{10?uz{&#&u8!c`POf$O=pWXSHkb3lutt9y7+*xFp#>@nVc z<7H`_bh`L?P3lnCbu2D@6i>Ab>Ck~v!bIO;XzRPFX|I_=t~)7u2F$mfW!n2y2W1XQ z(ub<8rmS|mV|74qsah&c+MlT?P<;&Z6Ina^<2BCm%Qax(=Z8$afOqcO!tTya8l^lO z9#2A2)%Q$v%VyRjXR5lQbZ&MYC032Tb`id-+L==h@##!6hbm$!96aS4{<7=noLKqI zw~*=I+kaw?`^Oed805KU@F&AIEfn@~Tv?@3F@5shl19Z@lL82ho@1iOFtYjEQ{QeM zU=rQ~JiF^wgl7VP=1o6=r-TGuUrRI;7cI83>(*C$Fx_slx4aa354}>`xUfudWhBpg zbfb}2Ihm^OTi7l85+J62e~a$5*U2_0$!DOzJGlc4R-XD9bpmTEPavNekw4@=(d>Ki ziOE{-W=meYRL`SYc=VK~lEgQqb6O0ni`%kez7*Zg(+I4{X5R_|c#xznCX_W>0eLPzkTkm;FO6HG$5;@%mIDOSl9)40gHz}P_Vl)D3W&+?X4ef=#$8HztMyo1! z$hcU|3dh6c4sCd?xKa8w1|?Xd6e4D#ktsjX_@$mgXxl%wut3zzfPA_n4PK6+6rRnQ27czQ57ckAnneNN z*72I=00>xkhxQqRfQtWFWl`p5ztLe&oHkeG)wf2^6CLi3zfx7~Wfqj}7rV9u*yZg9 zm>)vTO9rY!5|aixwGbHNkhja-;pe5La>!q~$?HvQvjH;jM~Uzbp#cu+pWVJ_y5CCq zHa~N!Hhn9bEj(tTr73v|I{8lDi-$L*R~b&NU8sVEh;bnO)cyCG=)ohQ$J2fiT8s~M zzvOcy@))OdXFIxa8k3u*V-M+!i=4_N?bUJi zXCcxkST?fBRa(3O?w(rasP)HIYlk=154Ie20u*;bG#qREA0E zvJLe+zO(Y?>Az(elu^E9VKU3f6UL$~l!$#1mnp^?ux1j1{x=VyoGe zHG})$()Oxs-;2!ZO{dZ;hl>~Xh3=BOxhp)!p*0{|u!tjtwZs<1xOd?5n!xa)Qajyk zUU+$;OJ#j#YMICQia$Klc_ESOCDuR-1=v_?6C(C_;!K{}qWQsx%3+xPV{iK$3jd?- z8KreOcH`#?84%&hrC0Z2!8h;a$R4~S5|4Po8`orCWN+l;+fU5NTFUXVwYtq=9D=@4?KfagPM0!lO834 zmOWy3t17WT7|GL{30Luwj5NTuwYIuzlrh~=7#!H*p}9?JeS0xzO|hG$kFSYDU*cSB zxbMn{DId42T`vx%p7JSn*B-3MY*a;zze`Cy3)Q%HVnVcf5tGMH`);_YPG8EQBsR2= z$Yr0jAgO@PD4v6i5WAG#{F|biTuZ&H@vc$(Fdz!>89P^f%g{?-0NROlfwYm#ltsQw znv;XLNX%aXukW{Y3m-e9L)gEN4oO$5>J;=kA*?IwOu%!g0N1 z%ttvuIFJRxfj<+HB5$`uX^4&0EYB~&RBFO_Yz??moF441NKDa{Z4of_XDbK!@vgX? z>)BUt@I)c4`F?RQd9T3=`NaU)U|Q!Qtwm8uYT2Fn*Sn=xHC@>*LW&oe`D^k_z&6?9 z4^@_Z(58c){@hdcm7FGFCJ(3WjG{PKBi#}h@=~FvEAS6IB7C>=3qpF1mon+VSPp5j z)VqWzN-eY08St$<t$6D!PFepL)-C>0IwYfodS^q>$@!Ah-mF?!qlO@OuFvSis zQ@SfvuIv2C3lB=}&YgS)>P&XcHH*gv?^>%4)Ur8$S)0aFaG2%M>`zxJY;o2r3>~GU z9C#eI2edn}cU*<-jLe2xId5h*#-rXSOuAMQK7BmB-MVReUCfZlBMAKH20Gib8Hqeb zRjoUv@Ay(iCa;a$f<=*rj9bKi-YEwASu3=dCBYs}x_+@VCCld6Zq~6^z42hp02(g6 znb`k;y&|#9G{)ltSgw{v z;F;g0*|%)%iAG1`{+i6sJTgWp)s;E7mq=n=vdRZlqq6C&Nooa8j3zzg0}r5ijvv}m zOG?Fzz1&m}d|xjRCb|gm8xt*Y|L&jjoY^$l65en>oDtJuH9_0=5Y-+(>bkqBGR&?n zl|idE-gIz2d$w!(;y!)D zk@DWk=)vzE8&d-$6WikE`l(kxEcZ#p%uVU1vNakA-Y>U~JI9Bu2PJ%vgR_I{Y2NHg z?47E7_t*Ti#0c2)(O2Df4BNNc;ziq869Zg<)nn9DH#GlxbYW<|=u>CCob!hvY~+=M zN2MQU)PadQ^x82|X|QaTWC^ajQ3WkBa@$=Els{x^9lc?0hHQh%9R2I%9;w2`_9omz zmV*+r62aG7CSTxW1+Ny2UhV?3x3xUHVojl;u{l3(<}^0nQkgn^+maV@y=DrJP?9QD z@`KzPF-;#6i;6G$1ux4l-VCXdAm>E=O8QzICf^Na^KO_(X*mnWF6YS`z%&=cK$slM zXY+KKt>Bcr;&U&A=a2mZ%2Kh~3m1(ayBLxlRs4(%LKj1w9X%73SMNGS&(B&j2#q98 zJ|a6CxOr1y7m}H&%;?UBFK)P4_=U_5T7Owf&53$V5bq{5oB<0kQ2AI!9ck&eRSMY?MZItA2 z0BVbA>Dp3Ua5t?rU7G;^sYh+8#YvJWonpZUqv}a&X8R?@A(r@0!)9Z|@nABpA)Hg* zKiMTbL=C3NI{YPNqeDS0b7J~4ABNt?G2O|U3}lyjohF6QpJ-`?C-W3uuXk;gk(-OV z4^eZ%Dpc&6L?6eNsVa-JR_A>!;-Th2W4Lj>aS`V=Brvjw#1_9EwMj8* zPAQGf%-mzo=E?QIuM=q6#3DMs3`&HFF_`|ze1oK-$|alYSp3~!q@W) zQF{E--k0%?LJz%?$IV@lLtAC;+)iS$i-YZFQLZUpORmPL*qSZH)dEHK@{)Fa$K#z# zc*X($5Empa_ZG6A|1>foIJwIW4x&MBg?O_B+UL135iB`3VfvOBR}pQ}b9h0__(M z2b*{ItJuUEbK8T!M0K|&lsXH(-%3?WKjpcX6s}1SZTQ|*H9n|{FimN!^lN%%KY%+S(WG=;s-#rlUn=i` ze43&*#ox`?M0H8&WvYp9^n=W*wdfCZ&AOW?c-XnP3)tdbl%V_@T&k#M8^4s?I1gD|^~&!qn;T1L70~LwsO5Z=iiFsP={7q+6(1`&1f1fm!}p6#`LcMG{&V$KUY3jhM{j`pp*`8H#Ak-<#gO8?UQhmr@ORKPg=PfVe zTxF6YiPqYmf!9Wxas3F>bzR;3N3R04m}*P0^xV=DZ{LYyCOcE!*iToG1nE93<3!w$ z_y&ofb?IL6_`bYalWDtA(fOf|@G6OaZ`F7KbVuKRI~nVK!NThVIJ;tn>OVHy9=>TF zDRP2xOikTM85b}4YcZ_q%C8aH_g*{mZe@3wjw>0d zmG|>hzuFfk4r7q05h|`ERml4M)&Z^}HXLs1Re3X}G{+6XJs9)UW1+R`4s0tjy9_8ngfZf0pfn^;4ku(!IOq|~EBe$p!U4~Wf#xnp zy9;&8^mF5vudnTA5tp`wN4alrzMm{3X8I*RmLyQLn2hkhS$(|I<_=w+&P(t*P8Gq^ z-Sh?*k06`Bh6m1+D>nFEEf1HEt@I+Ioc-D2>DPm5%90U13M!4` z_vehY7J9`XMmlwR59hd-{OzMoc2Zstur;Lh6P`>bWjyI(d&ynQ#Bjpj$gbXwF&!kLni6)9igKqx($gcK=8=$GM`M{6SK?%U;76$rDy136eby;L1Y#1?nG$+tG@ z4PX2stk={J=H6L{x<*22Ko7h@FMMS}2-)z1eaqmaO>BqSiHZR6CZ_tWTOS*Sd6nz?~Q9ZW%||qs|I)8qVXM!r|dH z^yMBMW?t<+z=OO1YU?y4F2t?Y1$-N);R-lO4!H{ViLV%1g{<9n1S-M3V;{L;`Hp$> z>8VX!tpgC50sEI`9&>F;#(iXl#WR|&Yi03MKL$C`0VG-U92<6aCg<%QHwL30>ktc?4qpclu-f9RyKTAIkL0Sx|+26 zMOoV0%berixCo`WP^cIXG*_FWN3(YXZL6b~Q`Vx>#})JiLu3d{=tF}bj3F_hcjq03 z`NTS8-HXuCA@qKd;~vUYT+n9GbRy<`#yEFEG;*wlv!^-ge)89eo)Jdn3iXhgGIRpB zm&xp=SBBM_alRr2vp%K$2tJwIL*jAE8RI%;Tl}BXp6kV6^_s*v4F|Rqd!;Vc0>C$Bh&L$B^5(g{1Jf$pKNeRMdi^Y(s3O}puk z5f)?YLFd6%^X zqB*3H59wohWP6b3!Zn}q$O&q$_4zEOYC=x2&DS^Iugj9S{}dBlVe-{9To7MXNL}|$ z9U_bGa+~Ou5Y$D;eQ{DMVe1=8OXo@Q2zdv8`XsU=f{%18;EG%P8}x*x`&gO!EdxF- z!WeT>O>`jdtaoH$^PPwTTqIAkXob~bza=Y6&(q|clau9V?j^+gy@;@`sif`}<3utU z$EzyOl|eF5#19h2w1U(&de}xrWkN=UUZHBY?^ech(j6UHipJlj0P1as18c#5TRvpf zmEs287_KF~{84YfJrEwCJ&L{P(R+QJ2vR`m5F-`VD6B5^k_j`q;slB-R`nc;DiW)^ zrpCgzs-Cew`uG`xFa96~P<&d%`T>jsRZIT{rI&%qbms`&RPYY-0xtbf+#3N_Nvef9FH#KDdw$Z!hY(rZ;&B*#cF&t1)1GO-A}^}*ZnlU1WtJ55c;K!4LUxC zAy*BF$joRQX~b#~=bP~^UG}l|0Gvm^Fnk)m379=HmHRSa5+Ik?7;ED&scs zmZjk;q+Q3DVwzIK;S~7VXfhfpIbFo<1RR&QsSHEg%luY z75=lxbzNGOfcczsuhRjXzy0=mj_#3csbF8={Lwvd_>9d^rI*m0{_Nyt2&3$0`{W%p zgBl7Iybd}Jj;D5U9~B%Q%s-$t-X*5nMg4FaMVr=q>C*^E>9U*_?n|RkVQ@2BnzO=E zYXC(=@ZIZgWt8Vs0YbCnXP)$tvw5LKtI{fE{8UPlWNTt8BF8yPxyaJaC{{KbeRNvY zV)9tzCCeJeewA$iM3anAJ&yw6Gad_F2Jc8jytvglWY_g#Qb&R`^os_!;PG7DMm7T$ zolZh=E6{9ewG|fBU%Q9XOAHq1_(HDrwp=bfL-IInTT!Bv=NOec_%@_N-|H9|3 z24oMk*PpxhuuVz8sqoEOxSd~q_5$YiGmi}ZqL`2Cy|;!IuTyv^<$s;anpmm>8cT_N zub{(fksW;pdFVB01B0@KsJvJ^+YOf~$*iod$wcMl&1lCs>e%8EK(vopKyO#vbpc z(jEW@7)N7_9wke8B;5)-g(i5E=BAT1ngD~Ai8uphdY?5E?2f8KG0DZ^oVLiGyL>}t_~RRKum%#dtG=VD+f>VyB>2|}G={EX?)*!e`dpNv{yur!n^mI>vGrTQ z_cOQB0Sk@+Ed-KuOn4GiPvE4Vq0IzOcPHczXx66RCsa-dqo1)wx@QP&i@6O6ulJT` zSH1*yJxp)!`jlRo!2JUK)Yi#pU`7Y{Y%tX)?8|+5oMF{-zR7B{GPPGL+S=6@GUl$; zV~9||k9|Hu22kd7svxn)+CfDn=J^>+rm@3iop!%+y0|o`v-#jG6kYdpY-~zp2k|*1+cPYvjnb zY|U1>)#-%qc#BeV_2$^vMJx>u={?M$OyzqW-xZWz3w1yLN5*(po;;X2gi-MwJ$?C( z{H>D3v`r=Vd7ua9t{y}s#qGAU@xPTbXUsz88TF3TD+x;HaPI1jq8mnr@p4n^ z>tWRzLPi49A5FTxvaL!moxt&NBE{}R_fHB_6tnXUWu~i(VvLcf7tz~6>G#L!4qX@m z?a<8qEa!S$vc)J#o?&l*R-d4B+N$a5@_xd@7K3IjSJe+LXg&ok(DN@+#q6d1$i=M& zFOxg`XRg%ANoq#Z;t*&pzPB@~1Y|9T!`CJCc;&f#p`mU;q+0y_FtmoMcsQjQDo{AV zeSWUWMWuJxhE}mRIf_*Y_6cPs+ekeu+-erAOPy_*erI7a&MX;at1Dn zcYyx}R+Z=sGxig`z#NZE&=;?^tN-G0F)q591mDf~f`&qLjN79Y_j6F6@zC<*_mb};HSVrH6OtFtJ7~*@K%}8zXv@*G2-K%rf30Qe>jxLus z9bZ)g2y3({4elD+d|aH!Sq}|o*vmPuk_7Xs(#VUn4G~3OD-+0<&gshJ&jgNAR#$M$ zU{mobNo3$KviE~7=NlTCRiA`{{6{3piiFj2uhvoViyPd!l?dd;s9Xx)?Hr^1Yj0l> zIWUfiSI)-pU?nqS9}|7?nFuP?0*nG=y9zq~;PGgddHoMpfu>zU#+v zn{b~Q^uMYB#6*40?9Cc9C1R(rJ1^Zrc_7Qeu%S2{7GSUgXgT7wTiKvc$C@uCF_Nl>vP^j?MMR00T*@pnSs!?=fzL4;NCCTwO{j=8LTH-QIv z`I*N;cNHR;Wo73gt5=|1%1pU&?|vELj8PV@N-AQiEs0gXd3Ho?3_a~aA_cqvpDziA zRyMF0OjqU#n`DC8k@)HLvKLr(v_p>Zr9gaehy2+g`R)rn2NXGv0vz z+TiUg>$2qL_;TZQ_<8)Hc>)k7UGBS4Z2!a2v0>ybbNY?n%w2dN0sVd%Sx_A2j_I0 zQjIs=#$1BfBN35;t97l$rAHb!u1D62(>p+IOg;k`LD&MvIIrEsabG!@mR!4{#4uj4H0Wb|51Q@v(io}aENUPbv*Q=6f zU$Iiz_?={sj%$uQK=#dUQM1zFyTE&FDC@A~OsbyB%w6cQ)#{Ty6MCK12JL)yUV0fF z+v$hk)UTK?t?1U^>BM0$^e0E7Azr<8l-Zj`23-|*HeEjES>AwCna>SR9_hRcZGh;Q zP9qm7u%TZ)jYvLR7%AiKye+hwECf^GGwqv;Bcx7C#yGA<$g?viJ?z zKVSZ}?3d*bg9={M)P78LuAl9iX>#+*HW+;+>p9=|okbhPAx#+QjBJRgWuNPjQE$ij zrsx(3>2{EA_TGi2K?giNe4sBPlDA^q{b%D9F_c?Nv%c+LmF&Ob*}MWR{RG|K|E7_H zcoUCU#PGe%_gGF57%Y=y)MM#q+^jSw;7WyN@e!W51md?4Mnyl~MSMMse_ZpQoZRh_|}vTVKpn~ zf~;p9GOAAJ=ANC@&WI@1q^rLna&FE}W*w2;a)a9M_>t!0>8Kp5-fn-jQE%<3+;Bq( zM|#Jdt>~B8{H1qW4PcB6AimSG&t>65*HtI0%(=~8pINv7wA0X8Nr_64ag6~K)q3Yxu zAs^O#E!WNt%Ip^}RuSoUa~G4?icQ$=(IumbW6_ge8IKH>E#?acGOu;GJ#XIhtW#aj zSLK*xKSr{-G_r8(vg_E#CmuTvS?gT{zVB%rxnSsfe7@54h!o%xl>OEZS|fg#j$@SD zE*Q3TN9XuzLic+NpCHP}2WtnUW(Db8?# zN}?^QRO|M6P+Tq){2R)twKSn;1);Xl1B&g4q%^ymQ095QuO|eU4e<8bUTWVqk&cNM zISm7HAI+xeycuw+4Ji8#nwwyElP7!`!o@!7=iC@w81Q)8iiISgEM=VM*B;$wh<)#KYQ@cPtdMtt6l63Ts(r#BK?L;`8CQ8*LCUV7oT$|wx3ahW6j6tgY zmim@9n_!r9lJAM<=d+;?hJ+=+;8ll?bd|8Mw68EH#C`j>x0ubd?>!$V76b)Yo}kzP z`+)XXlc!&QfqU>_HpvIwYpA8~qjd|QL`#b!*zC`^33!qZ2KDXqRFS`f zhfl$~4GWgV4*l5<;xD`Z%P)c{0fwJA_<7<#F6sxsIRZKf2oFE{kJ{GX^{c=BRy!56 zCZME6PR0e->c=2qD1VECG(izj&DZqs9LEH|;}!sy=C3vj6puf5E{& zJ|B4ttgLv#_YV_fj~~ci0eN~SuD|g4TdY+CE1x!;`HN`$W3m6(z^5aCT>b&#f57B- z;LHDi35dZ}l!yf^rU(@O8(Udrh}w3fpK8AMx0tD2PkD`+3l#h3s>KQRRQaq5XWr@j zliU9IDYb9+M}BKF=ABtuLK}tgW-@fI0tvGiBkbd&=j}w>RN7yV+OW$=WQg2on(yc0A_yF%(Fb8tld-r=y7N5PB z>}@T<&dudEcK6Q!$d6=6@TuLkL3e-}0HOy$mWS>j*LXM$`TU-)-}s9l{9iw9QcJB5 zvK*-is1wM1U}?MLO^L{;Cg1k^nNE_bx2rGCB{#cOgRm}b{mjo!w~zAXQ9!H5>nGZ| zjOAUwOohzncD5A`%lH{L#|nVX4Ax?S+un(i9;mO6ELZRX_K$xAqu>9=We7M90 zfd#d4x^;SutY=O}R*mr*^f^i`oj`xbIaN90<=ksqUtX&VXYZSe=R~8S=aiT22J_6x()o-R9Q^s_;^c+x}13KJCcD&823=SoBj)Eib$)ANqtq5ni!*-C-^I8x>!h1UP-#7x1@B1&17F z3o|^so+y>Ka&g8ZQuqI_oBt~fq#oJjyK5k;%N8_;aF(!K9^(erLN#C&$Cd}liPd+c zX!LWc?XB>fwR?6_sKh+$keaRbZ^AbfelB!?UP#3y^34O+)4eg|rR6sn)4KqAozOK% zEEFH3Rkkj8bMj|U1njLJNDk}H zZ+-c>{MHTvdfJ)grn8)ew{Dq3E4TfLeAmWeEaVIQ zN*Be(N{+sMm)l=7-!+<*dG(-j=7pJ`pX!1<;0fX0lcyrPGRX_Wwf(-Z-l9*>P7W04 zKFavN`2b5~6@J4n&pr-K#pNb__!PtMaQorS4?)pZpzJvVu#) z+~R+43nDt0YamWh5Xib#lsx2T6uQBd>s2~j;?OTliQq2FH?;a0MRKYD&K6Y+#+N|t z=#&*tYOo@19S!`s_12{b5Ea&?>ddmcKwn0le%Fw>&jXKwr6*lY@ml7 zq!QWTGJ+<`fGd{3$R_;GNbhPdBEjHs3(qeou zY5tu6aUcO>zkq)0)c+Kc)A^|PQ$%bGv*!+llu_rJL{97Ng1#NX*nr{5a&l^z!$6=+ zPT1<_2aNMkr`>Yag^HCb^#y+8XuXH6y1B73k*`zqTtqAEi2J`fkyQJ6)f${qubFuR zdMGXLsS%}0@9G?V5dub6O9e_!or?a}--RuKS!g7RF*FzzS%(RjoU*K`l^)Ji-;%70 zZd~YoNr@npj&wePdZ?9&oPbLWI7<4ocZHX)nH>{&EErk~_xgMSxf3s0v9`cLC1gDC zrd$LzI)6G|QAJ&j+I+xs&YC|?;BCKIfYG?`r)%4HKAy7g#VART#%nA4WWAS>EYpyY z^P3cn5we8OrXYIf%v>MN#`-FSzEgjCXNe=8PsOJrFCya+)N4Dir_urf&GQ?h{~!)E6}QNJapWHqoua|3msmA97{eUIpRD$=s_1NU{>=%tS>bmR$)u- zIu6=JVIt(vVc~E^&nIQa^?4bW*VOOI88#=TC>;<(`54J(Cxg3Te|5b{T2KLHFq*9tnKFxu23*Ww+M~ppB3m{eCdn z#`xK_E;1JtS58Y2FoYTUno6Xjn+H<7Nd~yw5do z(}8P!mh=O2L1}r@nIX9z#5OS}tbv%-7#ubjQreFd%^9*89ntW_Hi%&ZBMOMEaG5(r zvMH~`Oymd-S3Z{X-LvU~uawt~)GXMK{_+A~Fd% z7K_pC4j;1D#;>-WO$nL+8Pu@-G>6p%aI;w{hgFZmV+l|Lwm??II^;JUNY-Mp3kPdg zR$|`4HX>t9JS>8Qzi!M{%+DI<>t!PJ$~tN>DOYzuU(CwU`3!Yum=D>_xX2SWXo=ie zKON~Xf_k`6z4fR>B|@{OT*E#Qh67&8T%+*P7dX;F1k0y>jI1y z*vO$*Mw^s(fc^$GMlG**c!5D+#eVW}=NFk;zZVNv=UZNRw(;gy--$2{FvYkqN=)Aq z+l)MhS~rN`UY){zR?~c2u3M|jU~ptDnw7nPbH%p#q);)d7Pd}5-{j;zoyg@XVuR7m z)f46g%ZqN|1%QdzK?xhBB2EF)qA3n+MvGy*3&~=tudaiP@kGapM#4HSE@25&MJ@m% zLY;)p2`3y@9wx3xdCoZ+8w|X<_AC|~!LeDIXOhHj+4EQlCjKRSI1pOUlj7a;fqNt8 zmJs&UO||Xe?g|_~XSv1*yXWY8sd#L`^GxO({Q(cHaQgiPJC`XDH3x?Flslrd0QXcb z2v-FVJu}64Vlp)n9YIT)na`&hxBJT|5q^CIIgSioAK#Q0%}?oWfRwy4`B#cFwWQ>d z&MWsa>KBT(zFpQXbKMe7Ty9L)gL_nwx5qa&I^kM4@wE;d>>E2xC`nIeIgxQhRG{{r z_T55gsi`@fnvLu}C}{5dRig^`WV+9hH;Hv;du3sH;|nwH{+p5NcFV1KR<&p@ry7R0DlB9!B~cN^AY;dD5$ zeZ*8R&oWysO6Rch&SDuUS1ZeNbZUF!NgQmfSA?V?Qro1@aJ$+XCegN%>OK(}D5Lwn zGPGW+n0HuJs2lZdGT3;7aXM>uc+0M$6k- zVQNntZ=}g6A$7)&V8urS5B3yQuj4w-&ew`bWVX@vc)ahJL@tXheC-c(nMfX8nq58l zFxXK1I}jG9KlUa*kkhJIztStUA;isPVSDO#9qGUCD>@9YA8D`27fS4QfYZ}w5!&IV zg^Y5!!)=zyMY(ZbS#{-gQuBIp=rVJS-nJaqc30s(3^I$X?eC*>na{Mu3bL=qism>t zcFOsTEN*>$+pmbxtS0v3cUJN*2bJHQy<15fJP+G>jzroXE}sz>vl*$Y8$rpgZ%GBl zv1Eqpl9yhmKJ68#3#4POS)aIW9;x$QHA85`rr<|a3x!ot%%F)kffh@(H zoYwAtV|Ap@;dFQo%8vPVm|Dh>NC!j1qX!y}>jBt7>~#4OMT?$VL%1p9@@^XnT%Muf zGNA4*G+p^tBxdn`%-I)GOPJ<-oRvDzk~;G6d@p2rpd4mT>};fYRCoMc<-C)H`g^4~ z%|4$f*^eJxcN`yrJ`V`OYHUN6NewX1(NSE7v2;npR^Xvie%vHIx~2 zm2#$HMwcKtz3DMbVIo?IeMANMj=I!idnkVwbb;RIGv5aWfwye*S;RR%1&*?Tw1_Ev zD{J;=*+sWljpYkZMQ%}XMUY#EO5XQKJ$eSg>9!tN;QPR-1FOZAq7p$ zc*&N$$gi4aEXj!&9w2z(P93<`Ugb9A@hz0Nbfkn8`9g?HJVkT`oxo;~AFRgZzV6Aj zJ@zd2k~-^^&08G1$)dO3cLLfFuAm#O;Cq*yI&TX<4S{)I@deuQqjRf2G^&BRj1T}y zX#=S$7p@nfmLdYK&<0T$K|__33X|(p6S`{`xT>$ zPS>fpq&(&<*`z$(bMEM7X=1FJ=XPFw&SGfnYMSgHrQw3FZmMnUbQ#*ZZH`hXe0vK| zNu`=KlG-YPr#~X?JRs#6gsy)W$%l(|Cs2{g*J_Q_VcIE(}1a-kUAQ9spP`ye+Iq(G$ata{;be| z!eL+70;uOHu~wMnq2>hnMYhDLMB8iX@vm+HE3sAx)Y(+HxIvqi7)K;6o-_<;?Yv%a z{eagky48(FjbSpoj!-lv^dQlXdcEXV?h{i=4C&+2VQt^5L;I2w*XfB{3tXtRwEJP@ zJk(swFI%GLBst4(E}=cQz6{mfY=Ch1ZEJ?i7rci+T1=Pm(+kh~SB3NJ6i6Vt^ReOM zfAf$3(PrdTfPIu}E)E)gc4$hNzZ7*EmOiuEe-G#na-^z9NQC&yAj=)%N9xmVw%1oW z;2MY2#8A~ujP>Dd6_;at{io{9tQ}HZrpG~(98DQHQBqN#}ZstQqL6pJu7J*QxIAx?lT6TN4cqy#H*W zuAq_;XU6Vyj90Ts_@*n((a09~$i%V8s_!p)LpC@D`c}A~%||roQTwbw@3w1{7VDCa zP;o$qlHVUXUR6bWb>3maAjLX~jiNDE+J`Y0Cco0t$@tbY&*-)Zn7p2=45i^BdMwXJXBh;|G+w?h zn;e6@VjSZL&%m3fV)GAq|XXav!Z% zdOd%d7cLr?^u6=C7e=6WiT%uBJA2n?XD5;-G)vlORPs{^azXB?>$!*z4d!&SfNTcdH>FhxVab6W1#aqgw!tN%;Ie*r8!3~;5F zY9>iOx(-6W0lN-s;pc{uKu@2l&2NL-yuujehX}-r_c}@=QF+y6Pyi0_W=~!L+o|xAPjj%g0 zLS3w}S9c;T0(}x;#n5iaozZNV2Be|KqXG>10_;2x`RVzYYaPdd(M zIZiQ2OOEdMo3G{g=z5hNEt1ol`-CkJ=x+nT#`-auRlZ%fi8k0*eJ*MH6?ankf_Byi zsXb@w+HcZi1y+g)b%#&Jd&xTT8{}&;*t10+sU%qdiL1go+!)(3<>vP>AX9~TSnf%tfdqtjS%w6q`Rrf;xkN@I_T$%Q=S&kl$I*mG) zVeh-?)f=CoCC;8xVrvQddVSQ45v5JBdG2@mD%*GJlFPT^kUC*Fk6FjcBzH8!;A&(+ zSYy_XyOmvkWwN)Xgu0BiKOs0w0)E@B@4HlTVR$v+QEdZN1`nCoPSmN}4zF(8e7oSi zcG_GB+Q&)j1HJIeGH@UYjhCR}T0OZ`+S=whn7`B_G1`zH{l z)vEr+cY7A^haZWEr&r$iT^@R#H^{rquHRbWzx<(V4JPSc!Z9dPp8&b=4pYD5yLd|s z*Bqf+2US|t&s$JptY#5xUU!3^Y)`ZhPbv;28Wz`5aSz7;m24ewqKrd(r%5iQUd$sNwKdqhd5)<3=fe=)km7xLV>3xdV$X1q{_|gaUZU zoP`v=|H}pgHfiuq4qGQ>lm~NU)p9*63=B$E&sz$>58VS(L9m^{8u-c4u- zWF}c;OeK*cT6?Y2(2wD5H4Uou%i6va)~xHeSkGlI&$kSfp3c=eaM9KVktr-mVIVxE zZCk8cPFLyXk;~h|!`B@u8T{h0{_eJGQXB)H4Tjz1M0VIt6_X_Vmtc8r13gH2o6L2{ z_vQQhy$bV)p7~-av?&1=;A)qG(E8KZJkxG|qPbK$S|4=n zhBgYD?IFJY?PCsh0M}MD8~qg+-&VyU{l|aycIt!O=)#vaK1&F#@`*PM#d~Nu|KqmD z?1s#Z%b60xgFv(T%laqxFkAkm(_c8Y>$5IAZ;w4hi4di|^7GuOR6($lo`-gn(>{dR ztX{i3MY%1!kw(LfpYQ0PGVrdPzjhc*U_!99TA%w)o*%N$JwbJv<~xl9Z)Dx4a^$tD z2b^~CHjaWPb+b6!Gt*izHUh7ZZ!^G@cKy~8>j352z8;;pi#!)OBU8QkPm46?F$%0Z z7+JK?KMqO_`b_aaI$tV3SSW5a`AIu*zW3zF>hPvqEqr80NomR;K<(X1<}*UsR=@LLRxA!92%Km5_ZJ`)^p@DvxGLU+M7#1f-8bbYTC zj?5gQ2(i4kc6B29K;zkC1j?U$QjF>l0+#AArgR9A)RzFd1_(vs`~gf}T=;=5*k#kS*#%i32ZF}TIbY!;cl zx>~4Y^O3(6hJ}k)OY&Oa&bXQA2SLM%%TodgorfGF9dx|^8v*|W94E**4Y8!JLZi`r zn@$1kKu%721S1uAPSVx>^zE5Z!0T!qARV5EG$xyg@v$;h?aI=gvp*uP*Ab~e3q71>C7@? zBGpZphq9dj`SP~g120G%pcE=^`CACwaa#&Ov-$M6(2{-RJfqi&N>=@Pk>lg#aYiTW z1sv`fw_5BeuEcZfe?hPR#=PS5cOuU`Ff!$;A9;11b*q_vnw zWZ@F3_};u6mJjVe1tpTPJ-xlTPd%K_VK1O*<6yq?W#vHEn5`(mDt3wPvkW*cA_{JBTR1R>Ymsr z4*_Jt+M4Xv)_=ug&NfU-5K6dFwbEq&udgcSC=`%j2VwAM3S&G?Q@Fy~0{*)EG(76{!qpLd|~Sa{+o@ez0X^Pg90WteMI zNCVavLM)>`?B8>r`-0B`31R##?94S`0)b#u#k5O!BKO*CwoAzjN!tb`J7mtS?-tMQ zF5YJhG%h3yhFI3#Cm-FLw;qDL<1CN6V_;xl60qKKyEgE;G}+%N*Kk!46g_N_C<^&` z)L$Oy%nZ2V>#Ha(i}6{FeJOHp*mNXvwL!o3?6u_wD$CDONEJu>IOB`Nk$ZF0B*8n8 zgE{Ym6V zJWahp%a#bx4n!hca_;k~D|bJd<_CTs&&fwWoor5d0%ooh`^$_+0f=*$lA|QX*NRwN zoXQubycZwBMblV+;Tp?1s$9nF>wzvgOy)Q8+a>R}=5_UbWy^VhuTBTb#;j(5lMNnC z8=o&~dy@RsB7uC^nk-XPBPCMeME*X~dR2L9{ubY!7b~Addx}dc@2%MC;X{af$)ch> z8q&xufdN9vCmFZJ=l6ErR&AM(_y3Zh?Q_yB!wFZS||0?;JQKGaH~LZNEZ z;@-&S9vh@kSVXXs%2OzWNpgUpYI~^=r|t(SxE}OQTDuiu$&2CU-*fTQaPUdZIAZlj z&T=z$A*Q_-_g4o}H-c7dpcjBRq!qLFVk?C77=LW$Dd{IWmgmd~QV_Nmas3JRIC24ql}p-hj_pnNR0l1YFDqNa6b1L( z4A>_%z#wW>cgnqYye~Kx++S|%=bL*X4bVG-05-@!(frAsaz+A<7mqnz{l$% z3Fdzo@jqhgAF=gA`Tvj3^N-H+W8Lu|h53gB^FPw(ABFiJYwL$*>p#}kKc@N*HL-t8 z^?&?4KbExr_<8(@$JsG*!mD|o7c*FVh;N5d{=kA=~ zLIvH?Y~M_7(oG?(T}%z4(4#s^p>SDA`Y7!=N;*}FE=~$sW%)fH z-zigyQa8TPHaYjx*Z%z-_t2pGmR=G@&;IVK;B{>Ud4)pCr_cUo{oM}-FCNj3oIk8& z|Ke}A8$`u-@Pe|wyvvJU*uob!N;<^QsExocz(Jmxg1V9Jf*|4-woq{$98Ky>-pxIs z`sYWoIa4_eDL&o&l`VLIqj`p=VSaL5e|(skN|BkX*Tk(=JE!{tgZQBK+wxxlH3jWe z-peS?@+Q8V2OvFFPoePI_1<4uPvhWoKIOJ#8L3NPKs6mgV_(JXUpT#u<{do+gvJv@ z)o%CR-Z7S+q2gc8hGpWq*P6hrf7|?FbOq+k;gc$RWAGn8W6I|G63ZE1$`ycPQoD5Y zgrVgN0GyS(X52p~fq#EMk7-6ZGB@}A!(X_mAgTm_u@02=pMK%xcbl{ql*3bAi~bsz zFDQ#qjNknQINjN%I?mP5{)OdND2xZZn;7H*#&-TKEG`EEsu{m$!|)4dlRpOD)p%F- zE4Xk<4p7*#Nb!MRI9n<$c$epn$)#UlO3zb*?oVu%j@S8&}vl&A13c>WvU2(+h8s{I0*j`M2!Ek84pzPe+V`zzm$1T2~kaX!B6#xHDS zhKWMA#FI9?`&W?d{4Qczjxqhpg{T1ps-)_$`+FF32EPFBDhazh`IQUd24{m(+KT=H zvi)Defx1yJxcFBX&K)j*Y%kP*O#(gv2oxu86!r^eyNm#csmvqzD^jiE20$P+&OF6m zxZ_hQ05Q3a#r?_^L(iph_H#$-pZ^s?;!5SbhIpd(D_1Od6i93)<(ywRn ztQ8;M`G1|H;5#56LI0`6TYKJ_eESjk2mYVrt3rPE|GH)jR5AU*31c-3@bll#Y0`cEE}h!%;5R={oCBU(?p99f^Rj~;Y{%r&ZPgt+*<}j zxwdP=iXb6MD&0c~NJ^*F&>|huDV@?tNOw2V(w)K}-Q6W!0@5(Rzf0BMsa7(hH&0#8#N`M1#p& zi1d9V6{hyd_XS~4*?&&F0C>a5ok6KK5FTxhs5cx!ZmMg+L{&qhUKog)Sqt7W0EZK2Ey_%i%Q{rX!M3IduA7S`oc1cof$FYm#gqU5czPD?pwZPG&C z68cr}GUlM@4*QR3(%Nb0TRvq_;nQ^WC5oJPxh^ zW?j%6L;c8LD@Mc@xd*3LBi>#vr>V$_IX|j4^Z@PdBS5uXrvcd1{0;J3=jf>f4Uls#(yg^^j7O~_OvCe7VG)iK>xh1UKxEjM zm#D*gW!d*bHNNes&}IOUH9p|=5og}YA}6bXWY1>ae|*oICjLSLGzc8vODfvYvRYe( zn23mp(E)KD_lC1^nI4zkbSus!L@E2K*7H)EryS@KxGy8T?mFJ;;Y{y3eI#EuC{~<1?_YFJ0LT zniZqaLnqry{I(FYLCElnLl$T%U#iMf>_Fzt;&%Sd%*jf_c1iUxuQ^tm~y%Sdm5aGXEmvjqLITLjdHdp=zbZSGKVXe00A=LCnV^%@%jt z-K~oI`^#3FZ?&u{8;*UgNC{E=OqbK^EEolUZqxZ+^caHA#WUY8t=XY3-MQeymeTci z%6`h4-j?e!O-^g_qr+ekEN3Ipx7l^wYgzE~;{5eaj36OfeWIp^^a%^EJ#?3WNcKo+ z&F(gbol$mK=UWfYmi<{{xM|@0))B0K-8UMSP?h7k} zvs)jVrBS1U*wCAg5x1^>_-BFet5J&#ZPu>kRW)k9EkK)1U`_Ujf*p?)&f0lM@^O*X zIFSFOm#X8d@5Z4w{O0JQzSUE`3&oi1s#mfdP&!Iah~?s!^n1#{{g5m_mOPl9IGUBO zv)WdYw{6_zt>A&Vf=nUOz~+-v&p!-IJE>>J;^w6|CQ_e{MY;?B@xVmM$Khmn-s--4 z`^wcNr%*36&wTpf@fKmL2a<#$lK?{)CTM-S7K&61-(<*h+w#0^!d%14FSORZnV%V_ z_t?`~Mgx+bF3q{)Grs+b?=80czDDb{K`dAEGZ0S8mh*ma4Kp*TgK}rdn1>dDCrP_Ze|@K~_t(!hVw{K1)9sWBw0h_5 zhOaqF)jr3QlN4|~_mwryd%}OcWO7iwLwALP9ne4IB?f1r#lH*d(^QduJ^lEq|jA8H?PEl+(2!5*Ip@KfP@}yObbmveChZ z%3Fw3U4&7K!Wr<4I>Ve~@kC;Rz}XuP-zha;Tn+<83l7ZDpj%+GiWFA4Oo!8OYq~uX zO*@hh`xYN~!`8`^YC!tXK_4|^Zjay(6in3m$)=f}&RXWj+!Wc)n9f0+6ike?({$h% zRZfP=#P`k`Qxv(zgMHxZw-N{sa`E;%$nI>vh*TVNN9-b^ByfLijE?fEI1Y$)9zO~U zq@YS#kqkj-Q2snsrLhYu!v>iLrmb;}FiW|KM}#*rr-rkvJ#L);P@K0;+d|$m`k_p= z-=TTY*5O)WtLoe7@Q)C1DvC%9b8whW-@zbV!q|NB7}}Zp)>uw>a5G7`$}c>z9=jnO z&+{pIPjNnaEk1LFGAV22eX304ZAtHjy|Qm_Tm_UOEIvDLLmReP+)6cCKkWRZ5{%J_ z=O~_SrYe8BI<|_jWA6t^>>ATPmOe#V zD8!ZTyE?z&Dw%1m-D5twynD&NnB2jm<*M)sNlKz8+BwjaS@$J#(@u5`>J0vjra41- zvwhPKeBzE1u=gtG(|TYvR!KL#duRRZ-4N$TALls%I0 z3T9rjigmC|QagA(ivEu_Y##sEJ8dz0!x0+|OyzzXQR-V4Tdz2J3#5 zdqln<$o{cr{T|Wbv165h63O}DHwk>0dzd9Z!*vs>?uuxrxz>$t%ZIO}*q{5jKY9P) zDlb=)0a5Q&_#7@12Uw?*#jB#ZJ`!qrjsBip_d)(*#cotY_^q{w<`jrgVwspT1%vr{ zi1!Bz#uwKgbp<@d&`J1j>x9L$mR{_IQd)#*Q?0Sje;={N5KR{6M@m>Y<3l5*GcBv_mCRk2PYsMVnq+7)_eY1s zK_G)mh~hrY)RA1IzfY_+!FkOQ{G!F^ip53b?0Ec;uNF{!MJ@x_jElBDNkZ=trK$|r zFh7fs$g&18v)){cS%63GCzjIansrNbt9V2P#jIn4yn#{#DEd>NYz}#_-#Ps55RQO6 zYlfnLOl&JWfkkuEb9E+o5#|-|YipK6x0!D-J8IUU>{s=zw^o31_C$Zz`6YJ)!Ew#G z@7FKaA<)O$cfctnBcf1ShqsjoNh-oGNaJSBw?`|_r%;_dUX&qrou z3lfHLi-I@%>}&IYQ0ZO5HKG$Gg4d2H*@s0A$N3EH`XK&H*aoeVkUpuX7;ecTGL@&! z^>|{$4s9G&JYBRyPH;&aQz`t@6_trZDqmHdJPhGH1xfb{#KG{Z6``b>IBWI0s4%{r z&|QY>jBm32Swe?L7X9z#`!3T_V$$op`DRYL@N|hW$q8oP8uQCET-H=Mmx-70Nk~%? z+XIFE-SZv{lAr5si)M?duH^TxvZTB}tT6#lqZ67*+~$Ir=^vq8kin11&L0wO3h+FM zx#B;m3ok!(>ERp40~k|LSD%<4g?FdLI&2T8>(KKNDvXc(c3v`}dx(I8-#L$u6x;w# zQGLAUYydSrI*b#{Cl*NdE_QymEEZ>c#7F<~O73o|+^e?qee+M1a%sOXEED)yfl!{+ zEGe=_4l8-`@(y}Nw~%NSK^bwda;5w)EL(o%b&wN-=ET75?C7q>0F5ncwv^AiC!a(Nr>T8 zrg<7>-tL=9hAm1n(5x!(QGx|aRDD5gv*1m zgbK=^ab`@UFV$5*_ym1;9`*|S!8Nf?(!>BFb~{(|my z#)R;Ms@jPQn@cwuH2k(`=BX=5EKjawyr9QqOyRP8GX@c=+d93TGz;owLSD1Sk1*B+ zCDN}3a0j3#y3a;?!@f~~V|de1)|LVd*gP7R=MG#4H}si zK@0cZBLxK&3}QS_!;jB0b6CakyM-TG{!m-fyQ9r67aAs*gLmTxVId9G>`T38iSNJ* zRERL^d6-SB1?VgchTLK-#I1WTq6PW}_cLAuSXO)<%5!Mm%(?UNY%Gf*1zN=rVNChLu5}IKw40Y00F>PvCf^Sx zvkR>ew+cBVMZ5%4a<1uh?HGxfVS zVFvNgYrUQ-4-k(#!Mp{0OuZaWBr1?Xl^RTmxzfDd)|-g+BQb|M1vQ3yTWa}}9ge6= zzvrjBHaxNtenCq2UaN3*@isqbaT^$_x%XE&t;5G@>8u-1aTD8$gn4S{MXNz5Ygvp z>#0vK?BupB$`zxCW!&u_XhdxY9Jo#@N`3~WZKOpyi8ic?1PNx7;-Y0kms=gcQ z^Q{wmR|F$25`^CoGOULwq&&4n#hgy_zS{Yl70i&0ye^{(W7gmNL{!GQv6b^>?S4+K|@UV_Wolc%cys!ahI{pKh%D2q9n~DN{>|@ z%LbWsN()&VCZDix9uukNnOM=NCM+;`=dIo*_Z$uRitVVDjMBTH>e-B&kkGST8huci}9H zkp`Rplc2v4p@8pQ>J9Pc7^SqRC?!gWSBOGbQzPVS=A|T=r{mH`0e#Qc*A_RI!3OrS zLSac{~m>qOKUPrl%Sb~}Ni zlAJhD_p zab~k(C7BWVFG}RFZ=O{6lK@vxN*byfyN=cFPWNm}X$u;#39E0FFmg?HOSxY_2{;*{jgwFUA=Jm^;k zq>7nY&tYd_gS<2$-!Y!%dWOFQcfUKY!A$I;>(`A4%O;)>Q5cudV6>nHN95h|wPbvw z25;?1Le4P5!-bP39#Sn*oj8nicH7^^FO0TcWecSkcR!Jd+PE6{^4yEVuAB+^W0-SE zS>o@htWb_TG<0aBu^TYS60_T=<6-{>5z7ZV^;4_pHjF*?ooUu1(& zz05cRL38s*?_=J-Le^MeH!Py}c!a{t{j<8Z=-xFRzS_s}sXP;6aUpvcWY~LgU*AD` zp;)J#F%x{>yUYf=PG}CZMDR2Tg=oDH&;I7ROZK-S;}3Ic~rpN z`CI&;Q-O#IPO;%;xd=-`dGJ;M@zAvnCemPO_9v;ybyP(&Z9ONE6RwW|^X!S}h)gSF zX_rfM_OFtb*%A-(W~@D^>@RP(=+0CnocnIN*Dw9MFo2ijiSAjodyN7-#A%frq zS;RqL(jtgE&kOTd&O6N^hDRZm4qs@-fOj>k!BbCuytSLIi!TEmy~qX+N!0&zzADte zZPw;7{6%%b=1M##Qr}&YD~4hWM`dnksTLDy2imdAuMmVy5b_rGsId3So#=u+oZ^JH z-u*TSuUW&C(HHc=l#{q|ZkB@2@Kq79T$>z6pchp_9M^I)N%5xFb94q^{*e6D@|=n_+!zNYyKtVNcj! zJj{yYnuE(`oQ31tG-16+kWuFg3>3`Hx!-lrzYPzDAq|%2zE?BckaGSDOK?_d=4TYkI2mUI@BFz=-P^NrMaNDJKE}yhK-&@ zEx{Xr;&^VM=#h`Dwhz;!jn1p^xO(!iT{DKLFjtt-TZ*M zRx)8-(aBwlAxJySs3fJes>s8t!-bSNa(j%W9)Pt?EGDz2;83N+e&rf&R4XO&HOl!i z+_*L%s@EChJE(C9l@;o&A9PYhOE&tc1$0~Ab+@t)bNgjG4fx#y2tPY=mHu!R&qG-j z!>ePUQJYd!#(T`%BxKyfkhtke8k0Ez2t6%Voz(qhQMHVNBKgwN zG1wAiYOqnu#L)14&!08v$t?S>W;O)GEb;;*rfq8w2{Ao4Yc{l@QcdFprriUZ*4v9h zlpD&pmXdP2h5K%Ue)SM15d|1~Rh&?1UrsSge5Vt027DVLnq+&;n3f+O3pIr&eM=3* z?df`yi$nDsA#2RGe|xb(Al;Wv3cYOwsFKU^bX7xx)wT1VGS<`jMu2(eX$n-CkfiEz z(kqJ6P8-Wie2rdo(y38T$0Lw9P++_Ev1J!kad*`@+IN~D9;rU_?tf*;&=vO1sDwAd z!~x8fNu`@m@lu{~qy#@&Wh+|JR&3H6=vPNcm{2@$@ax^2tHT93h*=d2I*p1T=Q)=D z8TW5ZMPe>2(6>zmB#gEw0*PZJ?1pr)$G<)q*S{|`x++SR-+n8Nk>FIx_X%2NzFyy$ zr1uxfHzZeZF}FgEVI|`!qzSN&q$-BsNiNCi4;W}Lh}bh8EbpE#GKo}$Js!ju?7mA& zwJ4b(bKpAaU??zOm3-k4Zc(0dDGj;ry^A^+3=T%Po>xVOkYh)P_1FX9pu#puZg<`;;ia{ zZgqtm$|NNbCFlHNSqG=(`Xj~iS{1w}gKg^f)%EIi@BPX)mZKc4i8Jj}yc#Hx_z^Az z!6VJ~b-yuGGI-Zyq31}XlTD4|e8v7v?bQ0~O37v#FoTC9?v4YlRiLkt)e`s2W|>{t zfLYL2ls%NR7Bi?IYKo}Cz*sdgt)RO{nCllwHN-yj2Og(e&EeUO~|1M9$augY?-L)781+c2U>wth*JIU9mmA!Tc~!Kq^?3( z%gM7Jn;SVm_G=7c;BoY9uHbDBp9A9QZ6Wwo+?#mE)S!nd60~1DD;NnA+SQ6Z+2FL% zMKvV8>f=54-0{%bJ-Sz*~jd&P)SVxQh|ThP>O^3HnmtocIT4C|Ag&0!{EwP9_# zbv03dO~z6j2*Yu1`7jX4KeH}^Q`5qk-<+}PT-p1_`x-@rY!Xr?I>g)EM*XP5we6nB z(1;?oigCDTOJux|Yg)BL8PE0Ds>RvUWf?cxxt47Iju9w?zPGDQ@Vu*oN>EJNLNaQ9 z!7gv~vLtU|SVebw+2XKTeOfk(SmDN@>_BH^2^%!f_7L5l;wfUcFrLIw9Ov|2BrlXz zL{oXoVo1nV9mu_K0dWI+5|e?jRMZ&$n&c5Y1|{vpOQY;*o2Ff<<8M>MF|MsJGm4)c z!)ZLOicKTrX$ggFKN&p#)-_hj5H40OTEYcs9Teb^uZ?_XmJ8rX`w3k-ijA(tu%ITd zB3&i|JlV$R>RYDMY&#~1#~Nn5dFaLlj87a<;usQ2`E@70Po=_;-1QjlsDRIJ1I5)j z7`%iU^-pVM@0@^l+=tn+Y!+S>SeBx2e5GX7?4QokGBjGEuMdEPCqB!K?~3{ABxe&M z23%YSY9h)TIbh(k`u#xWnPV>?$jMxbya0_E9+lP_8ZjAG!2C62XXaa#(vaCD4zZ7U z4=rYf@CbSuI_`+W>>c)rgc^9ZY7U-MKhtLLPttT*siAY}E^&3*dmCl+4I*a}2stp& z4V_W1+9@D~$;hs{>C1lR8%-T+L@dW@PI3yg_ZlxliwT2%j}E24r3}I(iJ=uW7VHHS zOu0*KV4}kxtdqh7Mf5s%Di(XS#KCJdOZEdy3`kOGRs1Y(e{#(k#e#|`JPiDw;`q!l z1h}QqD$`8S;JJNE*j5MqjNa*aNj2i?1>NR(NPrYaMe52lfs^3m0qr0wtADy+katR? zzsJ>jB^SbPOp-&>&ws6@ajMP_9GQ>OwruK5c%Sh1vh z!lFLV%=j3+w*p+jrKxiJdn*`K<9vFM&i@dSqaCU#V$}d-@q>-;L$A(~q&4nTdCAA+KCw(8#yiGy4;|s(?1YHs|yO zb7PpZfPz1H-`(lTvoZ|IjscYGN*(V_S5`W`g`{!c#<){(RyS@}vK_lf3>g@i)J3nT zF4fmaP`*>CjJ|V~cfWKL}@6A}htGviq z|32vu)rGtvATBn@#Wcg!WZsiOB&NjC2&q%y^HI=xdKfs!2daaLvYSsXg=mtIP>g=k zn+AO!Sx&qxb@yI3-kv>?Y=oikt(0+cCm1nC2-jh8Gh}_yv--#LTZ^$R&s|;D-HI8F z!{F$2)~7$ef3!vsz2wJA%83p$iJu!>OE?Hhb4B*l>gJ))#ozW1bAUZ%(Oscay~N>^ z9f?zNX5*r9FfzC;58maN33ia8{1BaA7v6{>Ip;Z}_E9uyFx$Y@RwD{jt*XKz1GFG( zK#H;WSTQPXvW<5R!#o9>*V@+F zwHoZWU+hmZC*9a3b=_VFFc0e!gqulP(hW25)R1@CX}&$D)sgfhlGJC*XB!@CT=j9) zCp}HWu3X3oNDy&W2@|Hwpnv}y6s+FQe>&&9l%urX!{zb>0JvPk}q}*fjMY7vP82<6iqOK$FP!I8edYU@0 znGur)gn`<@jmg{3hR!)~K-DOtFWcE?Smznq8OA<&pz0w^5kKdhcgAUf00%LGvHs?W zA({ZDkv!QcnT4@{yklzW&_SS{yMa$BcmrIpjN~^L0BC5f0N-=az^Ps*5|-I)BmlI) zeXLVva}KfDd;VtGWS~=Ha9s|Tswm6ID3D~p?M=&RD+@bugyWpcUE}2j;5WUL@07DX zp|||=)>wO6T*2`zgH}39`{R;R$IXvRh$G$RZ3L2G<6Y5ku<_zH0dDn}1W_L4eNSc2 zT$#<#epgMLCg$^}n)O*Rl$gRbXkfGjF`h2|)vB1Lv)u2nyL`NdY?~~$oTf?)BW1V@ zS1nVx8e*`a^Q5zv zt_gj(6q5>XpK<6CKj#|?B0d21$-4*aoRMMX^kol)8a$ipiy0-@_L6 zR*cD7*Aa5MZ7YUisgDwX5;*()UCniKU6g9Z)S8O5Wn5_*g0@x~F9X^fewlw%d(xs!KoENIX?j#egzZUC z8UZCibhvuPlbA6I6vOa~pK7hV9v9V_a-nu64z~DjP(JXg4nInM(J2HV8MV1@_N!x| z%GBU@5snVBZ)LCL<((_LUdRjtUGKeS*rqegeUS4+GyFww&&bs=^~3emk-G2zGvLNf z0WuzNKpN*%p~}F_v)Ak}j1;I7#4`o#`HI%As+vsf6)A)f$XK-7i$G}vn;?ZOf(#Dr z>3IKfDIUW{wtTRyFSlvXs*m-|*GV*ru}gHG`w3p@aCun%8+Ge6Q&ve&MM-+_iE;2A z_IipXti3()?N3pt6@Zza&sfI-@eDV67K~{JMF+*qHg~Kgrm;;5{Fv>4#T}V@u4mpQ zrTFxf1(t=K%G{ZV6wOK^2RUQS3#)kTX{&Z$?wF5m{@b>p|xc^U1e_ z8B3^h@GOJ3;kHu?Gz2{Gz}rJV$VL4H2+;jK!SY+d(&`K9oMe{eQ=OORJBaf@A42Ra zy8arKf{pfhY5OLG+~;RQSOcntIhg1WmpA2V%Dh?1lzh54=5P!-*!WVn`D> zDswd8TGP^}w@;Vw3oLl4Z#!GqbPP&6DxJ?hvAUvc_HQAlL;FY#R%7p+Gy*P!z{4N zaKRM`M)j$V_oa%C^53?n>b}Qy#{Gy_B-(^Uml%3+Z+RGz(Bl)>y$S5XcWwU~%gl;NAN zl$xvx>hrQuovaFRqzkqgu42#6^>Zop?i6_~GiJg$LB6;mO|r$kcXPB{ToA-4hbBBr z4y;`MZZ>R&&^A{AJQhY4`|l1k4`5z-!q|vS3!+lGnv!8lWN&YxN3UDRg zRRdZK_Ct0{qZeV0qH%)`?Bk?jGMoQZjjw_;($x{N_Gnk#LuI6IwIjGiKS{8xY8O$8 z6t*U_QrN*E7Wq?;p6lADSoNHYZAFzZ5lOlpkV#65?`?XV>^@k4PDI>SQx4DEwg!0K zfV%Z!5NlhHNT z42k(5Yn?tEnC>fnJ(%f?)W=WDI3hJ%AZtG8kP4O?w~2G$XLkuSb9;Qkp|gJe=;&|w zd|6in*khU?pXD5=YhQZ;@=tsF%S8u;lMZq=Y%C2zNY*}4euSl(j;nDBQqTVV5U5oH-OfdD)626x;f|o@RsU4x};v#RZm{$ ziw`LZD+8t7x}wMv=-lz66&Yxsg4est%~d=Jmaf2%cmR{aI!u4FsN@6P{^Ivc8e#&Y zolBHWV1>D(#34F58uUfhnc}V(6b(2dwatGB9m+IiL-Tk<`y;JW@{}4&kO{h17~=(mHz)_UC)|NXvQNWy_z#0D3?0`!j+2AtIlRqfS2Yzx zh_}=BLp=?T#=U25^sRNT(S7+ik4|T8*0l4Oo>H8(D5SP7iyG<;(y3~>A73f9JT=$2 z(Rne^-i=!}G)@@#&Pq)!N5%Hg94H@r{1bIaBIDCL`Z8^5q;!EGZ}YKo5R2L`L0aJrRQH_NzCut575D)iMxZ8xjljV zon_#I9!Q0jbz|O-;|X8Vn~n~mO4Gb}gIOzme)2|^>f^>V$*5CNm$ipM6ysxGgC1$v zen`NsmHjBSK<@ue_l3k9o&lDFvI&rssvwTg#AuHpM5#K8C7`QsS;P7UzbASmH5K8P@sM6ph};+T;nN&4Y^2n5nE5K`jy`!~@5|gOaN=mxdB(F5<>rs;WGgq?U881g z0W}))p&MJwG}HC>E+hDvomqiC44lha!mSWY=RaG`VayO;`oFBqwp$pRkG-v>0#m-R zTb%52pBY*2$e|r* z%5T4MMwA-PnYbVuI8Xb`cOmJ$k|n9Tb!}#RpdHF%{PaA|;o8~lHvSR9POLV=;z$Ft z>H3xO);u%S5Bd(yG+jvIDbMou!gG)-^wbd94@(HeHNfk7B2(VHj$k*~PH5$B#A)bD zgk>(y2m!_k+uta7dTyBHrQ493U#T$gRXw@L6Yiud&qaIz4X0@yv=g8+A!R^guF2}5 zG^r7fU00Oxxsox|XFqhgZO*&fW_8~Ww7wuko31QG>?_*K7I1uXH?3tO=et^1kdcCb ze6*=Q8R+fXbd$NEuGDcm6S^C>(x%=?i!uYGm44(xo=u97dOuFL2~> zqW?yH*fXVOI)VmV##2AM2|8sTpI)t;rI8s#tDQ1v)f&Yh?Am5q`f#y1t%TB3^iF{F zC2Oa(vKH%f^#;rW>tSk>MC~)6@-Lu@Q9Ff~$}IhZ-44QiV=t0ucSB;5LHcL;3Gu?ZgV>hH3Iry_SaIBnC{dc%6_V!vSpis zZBo-mU3tp63+$dzt;BVU2AhEiYdLryV)Wj_M>p5>4++vM0KDV0I9PS7PQ?F`NCM+J7}-pZw?>lvnZBe|7h>Iq4f~|>Y16ZQL;&G5#t&W0z$UJ3%ygMNXk;t=A&J+HXD^SSw zBt{76O-#`7CcGxR#DHvUG6%T|c%B1@X!j47-H?=l8n>ZBs(04cIb|}sq?+*~dzeI6 zB!REo$!iN+$KXHx0U zlpQA{JgRE4M@~dfGdUrW9;D%|Qv=F{mOXB4occVkEv_q8FubfilA#~yL+P|Mi?1=U z`e;-nimI4eCkk;gAKsn6ixOk$!i(+dZ)Qf6X5%szdU)p)fyxJD??)owbo}J+Rdll- zzGcy6pcA{VS5W4f9Jo6Z=MLdYspE1;#V31wP;?~L7pppGvL}~jd;&)C^z)7|H-OtO z2d(8W344gem6Q^8mD9OQGlc|+)(eq7_Wo!(!9#PijQ=?cf48r44VhT~Sbf4H2Kunv z699~uV80%9flLnBHIV zoRrqeIh+2a1)x1bj_fgh)^ZP3-YnwaCM7ATEMJ@9+fH*p5K)mBMwh+7tfm;!{yRaEk(63ZQ>*%KhP_0Td%pXJ7+p@ z{?0{&H8^iTlg)a`=$A>}8X1n*mK63FRz}w(s4F71jY)(j_p~{hQ zNsRAHz@_X@Z*N?0;b_3iAU`MHNt0F&fJY3QuGrP|+1qNC*41Y>F?WJ&sn9ShKQkkj zhK0ssAqJ`B-iSt7_Sj0qn)uveiHH{Y^sz+vt@pGI^EfarMiqrIi!Z9XqTpQhu&(c9 z(sy5-8b7M^cMOG%v`bO>4Tju#uZMF*KnLcZ!=`R;NTonKhNExownzd&(UqMey-L>^1a# z@Ymqw{2BD+M-WM!;Qh7&&J+a-I7AY>n$~~fO453Boc{WBB%b($Q{`OoStc3;v40i5 z#x2P{kL^u>fD0LaDa0*^<^?y6wy)v+1`!NlNLv`awYs)l{{q(xizBAA+Uv++H`{YD zlpdL9t8O3ltAvmSn^^8O6ev<$(|bmHh0p42!Vjf&!zt~UB-vuFYgEW65m?biL_dlP z7>lH=V7p?k8!n@sW(RqC%i{6BrN~Vra@_Oezng!j7$?^0P4}yQZMLblxN=%lj|3w5 zORa_$zEFvZ2U_3>vQAjdYVUo~$+LxP^o;ku{31-{!#_^H`Aq1f={Qd<90R}~m#0gN zM!nDj%AQ=mhJVMB{z0JlVv2&v|7My(Ow3$Ks zN3K)Xw`MX`_v#Pqn@_Tw-aKl|AP*RYUt)e*o|4VfS?y?_nxz_La&3okTs{iH;0Wg4 zu`*Xm6|FV4y8znCTh{mbx$1Mc6h|{?t@6X^H&p8%E77Y$C6~S@CrZhRMS(o2CZt(w zQ7EYuqw*>v3hR=7`q8^!QYH&wD^`cqFxDTp{Am>AI7uhIpsWj7n9OzKOv^8)b64~} z2U&>GA3MU1Q2R9DnWvV(>(9S1(x4l}9z*?HT0dGBUQ(1anBg~VEF1QlFPG^2Bf--r z7$mF=a_A8NNPDv18aHBOVtRW6-^CgI;6VhJFm|LxFW>(9=*}i*!K)7cgZ>LJOz&5N zbC-Z~{pR9+CN?E?`QO6zzc7V4XoY{OP?9HiRMha3f!dAD2UA^6`e=cQi}o+~KQT_fyD(fmz#ZT}zGQe-e>_51xE#d$%wtl`N z=igI~zt;e)XP(lOiP(StzW`$rU^16p9GU&b?)jHJ`|D4ZQh=Q-U%Yi@^zZ+7R0|-% zyB7=a{|5|oSq6XvKT*UZK=8lp>VIwU*$aTI{^J8iubFPJEIJ){gbEv4_OBG z6oA7YI8;tPN5K;MI}hb=rZ;E?yc`nFR^XBEjIaLw<^S^mmK=Z-?mPKO_nl-$nW~^O$Dsies8b%nhgJm+yyS^;L*R`I_#+L z{(!%vvDB#kC(;~r;CbYK?<(Xzs8oQz>YJ7RCo&>$qiQgI-^c&?4*uL-9Dqn~-#)7O zpGcm3AvY)cSA+Ve&%56nnlQkj{IhER6L}V4k#WJl-t+(M^X~UX79VhER8fonL`vq9 zZ?5P6Fy;Tt3rk`FY!)YAI^;i5zCn_@`QO&}*Iu*e0|AW|z4ZCN^%&p@w3v&3=PCDl z^Z&VlI)cEj0HT_HwD=3u+uPfi|3=!AVBzEAqug`3T>wrf-@J9n=R|G$zKU6c(9ggy z`_G!CoYNl`tsi6J6B44GZVf$&6udTb*~tog(NCaIaK}Rcdm&BLi1QC#+9dG>fXx6L zbVdkt4K4b8hqd^huhA!2=7Ii6v?M92pPwHNf{%|9Fd52{Q0z4YU&Xk&+=DR~P%n9M zHW6I0`$LE}Wm&8y*y(ox0N_os93ukqNd#?H${U?r0q*~0*MqnSK>|3>gX>@?0}K+w zaS+p7)f|`M_dfC;F9{Wpeu~MDcQpO)gT)Tb!*N4rK2HX} zuL(MCyVj)nPD5`IF!+yzXT(pFCxvKzm(dSGGV1;o0rfO7@l~QYc16>jCE8yb zmXiNkGqsQPlbGU?Drt?DLu!^+2*7aHg@!ttMVI{Z5$jWnja}1!c)R(}0Cz5&P$ez= z^JDbp@8hMj9B--o*9G4cARqrE%?SJJEB?>73nP%+YoI+y5dZ7v?7RX#=+{Y2-LHH3 z6f)o&iI&G2YX9NM*n2$~w%ubGo7)8V|6!?ri)Iq{ zVVIC&Mu7(S>f^CP&emg+aIJsvcb4S)SP%=j`LDz>XbX5ed-J0+=|FX3I&U`KRGFEB;YVEIu+(&Zuim`%G`pXb@VZaea&T0i+Fb-@@>g>6k-9fU^PMF- zBE%-9uk_%$hf9?I;w*ptDJugkaH2{>fc_8rPC`S>0BCCg=hIru+CVK~wfS^76)kY_ z+)z1cpZ6WZKIOe(x9$ILhV7;k$LlC;M zL9C7JzGP9}(%!UJMg-7P5A)n*kW)2lo*;5A+ICcIrC8)cP6~u>%_j-DX7&6krZp`- z10p=2G^c3|{qWb*DEGA7hTZ(scGezZ_MaCm?^c*>TxGC9_vmHYPAthujJ?my9{RKQ z5*=iBM}bEGLZ}Yn!3#-#=?l7bm@`h4yQ~FzAI4%zj8(mqtM_b}m(`uvGXAcoTX}bV z9}|F*>nniVfJ0T+_v8hD8LSwWX7~)K)4cjaG6hgNL9)cgYn`0ZujJzZ~g zQc1x|(}YrWWw67}1sFokQA&z@^$3F>lUt&c9f8|f2)Gv4EbaijU(|w3FE^lI%b=Oy zu-S=iR#1vBEUcx%b4+`&GhcoSG_O6dzcaU-jo%A8)VF3)e|w|XL-G+F=QMsC6TBsLTMKBuciSY$Jp(|{rH+e3`| z%yOUP+Y1EG3xfs2q)NSuP+|Z@2~q4P1eoj}e=X_{2H7te#mY&bXVX7<4=5GI`+dy- zuFc4l#ze>~aSJDD-+*gX@Y6oRBQx*K2xDTdp1481(|c2dEc=X%1n9( z;1UD9?@lwri*FZ&0mpm@4kY_FRNk?qrTw>*NbW;Q$zqHsmHh}4etmP(!8X7cdxxVK zbugfNXV1Nx8++1&>Mf4A<#7qT8VfX&705Xa}j{DM?$;ptL?o`Ou7X$yPzPVgdspiruI2j9R9NtX0PMWhZK!? z;XAzkJ~;B+6y(w$o+N%BmtiKk+iSgJIEefDJrm#~%V9itxOHIT?XC%5CxdfiD)Io* z4M)@Ukk{f0WX`kta`gwb&w)l-=UigTzVT|B!!T;vx?^48D=-_>3?T9qabZQnf)W;Q zc4qjiUA%6uXIe?Iq8o-d7Z4%LdSVGUa`OIEWATf`gtHG=bY+ksdl0p=7xK>LT3n9t)wPXz}058mhiX&TO2!UJqp{n1#Y7YENR zCZ7&$4Ud-gN5vbQGoN)4Oe-4j8sjnm9S1Nay{)*75ds&pSc=3!ZTHr!bii#BY&`+Q zf#SOM=;7Dx-snBQfO-lq5AshP_lyUZE}aDai3;A=6LOJ>XH8-`6aWKkos5iPlw+v^ zSq(sOxgWiy-H*y|BA0SxZeRWWUHA{>ElOTI{TRoR@b(w<*{%ut=uOwap-0Hz6VBz^ z@kBLaA%t#q>s)f2jfnX*}d|2s#vq9 z|EQl(9Yp$ecfD7z_y4f>mSItDZU3+m3W7*?Gk~;ommmx+Ev?cmARwJ0C^2+{l7e(M zDoBU4v`9%y3q$TMdo!=6R2K3H^zQ9zqchJP>ud zG`Nf%e6!`WZaZlyEpkj>>Md|evJr&i;f9gy~)<2_X?;(4l>$xH&HOJ_Btj8Pw?CI6hIZ_SrWuY5nS4-~dnujtDaVB}xaE(KxF>9cRi>W^tZ z!SX@=>yVu9Dj6~oG(9Qoz`NJlF#6uIX#*~2>welYrt~-Igf1tHIMZDZ^6!F+%b4po^vd(Z*G`)+(3sJLk7o2nOXh;e za=tpnaefPM`&Kg5j$I>uP#TeKdUWGZe{?83Ea;XSc$fNEX6M>!*K`lVpze!%spa%@>%EMXfkm;hP~ z6uzziXp~!X!o}V8FY#+ZyGj>yFQg@@Kc;t=xC~2Hfw1b)OH8fJQ7KOJckEfO#3R!u@i>{eMP=6Gk7_`{6~0^~~x zH*R#>#-hr_ogzSSFr9DLExAZ_0^`9g;X{X)c#WYrM^ed-*KzWKXbwIu?Ok4)nI~

6^a{s-PEd6?%peAZ}7JeW~h6E`pJDx@*KDeFP7< zAtrzrjK*XY3p9S4NMz5xoF3ho8BI+hb%;a_aC395YN&2iQ+Yju>K>DHe^P0Rh>(S4 z%?_O3Iz|g1CgzD=7G6qN$=w^X(R@$0mLEs=cuA7j&BIVIf?Ra$W~-~?MvOCi&!M^j zY+-Ey!+}3_=Oxa*T=JV*l*aQOMI>qHiSr`ns)IgC@L+_~rF008 zJ3Z$aytY)=1??`|M0iiO3aew)jT^R$`3om~v}2&qk%zYNewt5I7*xR>_>!2D-VC0^ zN(;BiWuWg9L%88SXUjf855|E52FBn>3SkgRCo}+uT*=9c#>xu}w17^+D4Ud_N`X5LB$Y(Eo4|IhZk;iU?5_!M8dIT07t%F@d+7)z(U3c7Q?B&>!*0;oV-Ps-DxE4y z209+oBkS)-8TF$9pr zWQ@|AvK=%NG&81%)(|f={IDS78?SKbZevK6RRDLHKZJ_4r4u3dIV1A~5C_AhuUAr@ z2j9<*Y$MnXg2uDz$E}&ahpR2T_ftV34GKtojhoUeSmwX?22FG09w9c9f|W|3MIaN3 zQcAUSH1?c-Y`bqj;%ip&44u#%#qboV;EaeKX%<0;Fc{Y@GF3gqSPb=6vhLvT^j)Z6 zNhk(^T`4ZS1oyr%_KSD6x8WzUcH=ln_bsf6$d1P%-83yV7l)5CiL!3p5I^~LED{R} za2p!rzsn3i6vcUz!oO_qiuJ=BU4)3^r~6^R9XNe1NYVZJtClQ3 zrDT~-V+!6Ov7y^&iu-Ebeg@cU_g)KH>J&$L*y2RzBzw;o@R#2|7sN^5OceLddj`+>(*e_lcZjmE)ZC?vlL$m2rLPM@+5;uL!FQs`zYNrR8wh1PRypnoG$8CjSJ9 z|Kc8eBtyvwr4Grwo=gAb>TP^gwsCCQM#hh>PU}yhZ{J9J4I&8D(Tcu*;VZ}Ccw)M z2xhj!U9-MOLvfixOdphnW^_4elu=1Xo*vGM$I>^_ouWJV#k@pIMC*~h(<{v~`P_m$ zf%eiil><9j20M=ZxV$8;i%wSm+Ad2&yslLq4vw9h=og;IHsZ(_>6@{U(MDk2%;1z= ztq4wsz&A3~Hdc{1CnzmX)I&U$53Bk_#nKYoHJ1lyZm^e##|8@dH1~_a1Ih z*Y}sg7d|;j3+zXL6K$`&Wt1C0jn1)YnQT{Q3FhgUbvUJ=ZE{WD%yV@MngY?BpIgyn zsak{7lRjht(A>0Yde zBpDGl%(*th4Rrg`nI+3o=wi4E4~%jySBXnnuLr$NRyT+iN^WZ5JptvpT$&Ta=pFBY zxJ^cK3G^Sz=`3y0pYAwwmemflu|N?6DlvLQ6(AyBnMKRF%s?&8VfqyZR^jJ?^YSoRHh@ zr`RBZU1*ca$HOODOM4@Y3{Xc(k>YN*G#wckB(+NADj;^r*Zd(pH#}sFL`B!1EJXoL z*|~XR)95$Re<@x9mp>%jc<>Ewp$z_HthS+!>$+yDHz9;fy*AD?Lf}iV1U|VIJx`3O zT)m7Hv;fS;+y87KCBU+rcme{*bn>k%?QR^mm{d!x=la2Zg4b_iDP;7Qv^@?_9N0}e zY>?QKBfMmxhhk0sPT-ltAfj|K;2UU@Hqs4$8%D>I>mWK8h^IEum~sW5a~{+Ox_9he z)yhUyBIt#Qo9aapMz7(`WRWvivApOE6OflIQ%u#3%WSlGW|L`M#cbBSSYGIe6@z>H^m0v@VMfntBx$q*Pu zoCtn3aj)vRC=1TJe%#uU!Os&bc%1+}il z3Dky|HGq`Qa&f3nh@sHemjQ#zU@U`V`0Ez*=hU@hh92}dYd@xkjW}M@o_JwOb^P&} z+MX$iUp#Z#10UT=O&0tOv?!bO%!aNbM!k{bvAOl!uo7}VL_l(@w_i7Bsdw=WN~fBq z5SXtm#Tc#$S7#8e(q8&BiGa2$WhX{~3{Eo--`q&bfMX8uB?{>Mjc4IMf0#BpJREKVy!Z|+UQ>K zkS46>q$9Xwy{tROj}!q0>h|1650t+ml;Y4vLRTiTVB4*|G*91^EJ>6F>l>AaWns=b z1>>6;Nn3)+#Z^oX6PgmP!WZfoc4L?MBcq6stDayT`a3($+Alxxkc4?2l2(3;O%Bqf zEb=!|5GjiJHA8wI6U7WbB={6as0aDljm&pADq2eP{1*U3g6$2urLqmY5yh$*UtbvR zWh@Xgl3Fn6u|&Rjt=1}?vMpdHHtdSeQ>nT9yunR;Wjk4t>ytc7A^wh2+HwzKmN_nG03Bk|y9R@-(9(4oJP3{y z&K*uQi)f@|536GIC~~7Tg{WFOj}JM?)FH&R8)cQZbX$!R%l7MJ=S6C?$!Nw|yaxZw zMf}CZP}D@?)`da##{tS6H-XizpLXL>MVsfQQ#x7GL1l6FL+P&A-H(g54njqxZKQrj zuMnfR7Cz7!I_Puv)A*w+-)XG^qXmfOU;^5xrg7cJ!-i$i2SBeVn1bkFHT;+=YfV?z71 zHw(ImsYPeGRj%~Iy5c=>{J(?o&5_#IJ?QIjBqJp`vs(I8<7z)z_(K+-uyf_ox1Bj2 ze>Qv$Q@lDB-~&cCCw_q50%hxm_woq8r*9z8A^YhGp$x8gTh9%?=C=X7e8XL!4VN(P%BNyitR)mdpZTG(+xj8NAv@IkYIWRy5c&_%y_ko3_iTuF7A7#YEQ% z$_G7`)ag(c%#v-j+9z&82a8y{gNEX2uXb0_XDlvq__(o0sdagQVbDcBX(9G9)^E%d zfm9{#MprT9KeLYh+Gbr;n`6kf(N-w~=a(UIu-UtQjBy$$baNL7T1k_ack~A)wSy>1 zKC;L%>E#CkT5?xYm-9?WB9*fU8^IeC-YfA>w`Q0e3a4p~3-HD^!1B24iH+%QO@Ki)NVeTZxlpUJd2E4JRM*Op$PP*Y=p&FvdYGtO9 zQT>8hbkUK+5&MbGJepYY$}Oc3VU}| zdUW~7iJSXM<+q*(-|*TR+V@&)q?tA=hLn$t5o6^C&r??8_X;p=GWrLWh@GA;i6!#e z$ihrK%8>7xR~d%FdfG=7ih;>uU@^63l6hYZ+IG!LVSycNX5vgTY6pedSV6*+%LdD% zw%(~!etLfq&p$tYWI-`&pboK+U~VJ#l4|)3m8p^F=}?xSC5Jl4g$bsYsiVJ|2j*Mu zjUx{P#}gruPTRgMv2{>EH!ziJIDR*%1C2bMIGhaSW1<}Z{-ooUD)OWgXz}NK8LbGm zFG(qSf?Q10Be~=mx8+nzO8!yaYf-FHzS1{a9^FC=g#SDR0(=I*4QK05Iq=KW1o<7rT*V zu&(F{9D+tUV;;8db(Oos^}NsP7}Gr+Yreh5U}5R;3bZiYygXiZ7n(k2C{Z8zo@;ip zmLJb8`6?v>zL^7W$LLGWb)z1SJL}>LzB6^TL=6Vn;BSY8SqNOYji>{Wn_4)M0bx<7nosV-wx2Pp<}u zKT1IOz39oDzco*#xfp-M@6VP2LorOqmPV$5v0F`MfsU$Hcn;Z0viZ2$)DAt54GxrM zqb0543T&~T=ELthKa9o+n-r@goM}9M6j`cCu~@e)Evu$deH7ci^hZ(X-wa?5pvZXbxYt?8H#y>j&}qK zBZO98^N1T5$}sZ|u9(h03F+$$w~uqupZ(s(?-;rF{B0$udC5AI)}nNsa%dUtZ@rP- z@if>2qzAMgN(j7UD`~kQE^;T1OPdG@_n{15NbI**A+Ue2X|Bya)Wy7&G1mq~;47u*AO737r%3+R1uyh!&E|Wgp zwFN;WvTh)6UptuRJ|kYLBERzD?XZP3&(E2p<%>dabva|3EvF=t%@1e|y@Pak+4A_0 z!59KE8&K}*JSRkjdWbTp8D%Ieo3-dXg^W!s7nvA#dJg>IYguyit8vS1i1|B#l3m{t zy&_4=c~EXw&811ouQZ=-*tcBCZU9&gmb5kE{e6CLpQ`*t)2^R=k4JCZw%^B}oLMv|ykFnQwG`17?i zZ_mqJsqU-cZ%nkOhb^Q8_&%3L&p?Xe%<#uSrj}H_YgB&Iy)`i8Wr76i9SLb^2~_D& zYTP?_G%}#r_Z$tsAa$?g#;qV;=GdeB)yHS7UeCaQVpY3$yS^sR3I$u@(&az?pow2b z>ZFcHJo}K%4$mv^;rX~eUGEA@51yp+y@Z5D4Rb}B!-l2-kM|&|p@+4n-jxo2GiK6H z*To#V8daEDK(F`4w8Uf$Yi(A-vxMG5p^9DjX4yf9+`uia`q|Juit?$0-9|Au8ugFc z{pSz17!pd9BqfW%PC2M`TVkqn*|3Uxc72D=!QzGWUJcA|o9Cn=)q|0I%_aB~w-bRWtREEddwDI;ihBH&)YWp7H&+;Yp+rTVZw^ZRm6C{O-B$9I;EIsVvYo8ry8rf4asBEc z<35MjK0g^CCD^+iF4~BMS~Hbyo*Mmb*uB$mi`%!6W}mnWy>QDfj>Lyr#f!Xx_+?=j znbn0NsQ({w`AWc0(IC4|E?Et~rU6w4QTS}S!zeJ2JFUm06iH}a=$Uu;?DFFmuV}FI z{Y)&re#3u97+fKtCdwO=QoC%D_Hn7oC{2WiU-B374ADwZyXoGmz4^x@O=Q3}xaBL* z<0R~^TD{XR<0THN-5?4Td!+Ku9b4_vXOW~{_}=Y5DDs)oB^!nCS2%}O^@Rwhq+42_}>VCpa-@hxcU86 zC;Okj(q{+1+99HDtxuoyBjtujdA@ZM`DKLywt&-e!{RW0a9-;fBuK+61M=s1M>PCaegfMQSBwatZpM;>@9CVlO7o6_T}a6U-tF60v$*T zpDz2K$43Ibn?YK)?_a})E-8vvpE@4!q=fzFDSv!=hffW|%n>{M$+~YB!OGZuF5hl| z1D@lQ;%dE`(k}Juu`z&So3N<8_2;ocV3U3(wT_DrW@hHhNk?)&OjPAG5vIv1+wKwr zEz+8mQxOVpozfh(zq1xtLtvalke|t`+fN}33=9=%Nx6S8iC+nkfWwzSa*-#uwBf4x z8cZQCUUZLGJ94^SBNuj2blI4QeUs`s1a}iUadf^_L;TB)7xEA{_VjF6=ua0{p?aQ7 z^OL6~7BI*K9i^k9q8uwTk8k8X$7hOqGq&(>6CbLm*t7q3N@;6(<(t!TGPL+7{eSWe zf(F5uewfH|8w}+TI^&WR)Sr)hMf*s|OxFE)DM!a5O>9@#6;*k8U5vjWJ$H!1RW|9( zACLVH;Ux^wO_*V!;o)&esMks!TN{R5JN&t6YJXIoP!Z4XB@jl&^f<#+wcQUdh|E_; zhcd{Hh(>PNZp}1iY^|((qCGtonfA^#R;*$8W!ovN| z{leLQ=RPz|Ac%JOV74JhSo@`U|gXiX~tXpM9wlKt<@^vg2-Z)ZcrVhmCD zJ?Pe>x5k;W5m-+`k$+j^->GV%1$I`h_Fy7hf=lsgc>6D|#b3{uRvKJ<`wG`xei6Tg z4i%XzR$nw{%birp`!VG>2wg5d<}xM;>O`fQM}lDzT>3K4m!6=qXB-Dl<4o)1Ew{b@9<)I_y(AAk07MvRKjl|b$Tl%u2;`}-=#N+H>!m5 z-SGBxIS$hQ?MB${QVV{4Dydd%Ct7T`KGCRP)|+CwiUw)4`1Fel@>eoqcjN&6yi}8r zKrFb`aO~J8Xr4?6KVwPr0Zbp{ybH0NUH zMMU;{1l+(qlEUxb1!_P0%Q$YcnGIhQgC4CZ|`% zYjc_Kpc4@Mi|%?E#StjYmA5Q9Wr2^^pA>3iuLvqquS9<4{}+XlNJI^Ld`~l9LsIB* z&EPPwu~0(x6U`)EYg*K63q(kASMl%si{Nnqrdjc2)~gEDca*bE6!(cdIh?)Xl;v^Q zhZ2QF_x#_u`wn0uWHzKuOkaUN9hU#{6A2-}MJu1b()|Ay0}A~=i5g-8AD$D$4rVKi zSAwu3=F_Kpf|R}sWq-~B0Nz_q%2ByNv(qyBc(r|VBUS!WN>TR&S+b)}Xt6B$-h1ji z?dr4@Z3N4=ySr>!b^+B`wRZDgbUDo6GLjrstyW=@LaGq2m(|cFyFs1)QlCM>fkf~K zFhrkxzX|*oX8K_;eY=6-^}5nv+HIy*ZO4{AQBm)6-l)ISO9xYAk-Gjb!jlKsF^>>O zr^_NJt9(eW+BUYh1o>%yl?@BzD6j!wj$i+T-$Eb7zWC)x|-LgMzXKHA@00~3U}vFJYd6eq!j zc{NP-!gbO@!NvYphK#h)Ag6hEpZ)Dl|2!L*HXw%^Jw+BA8+rvjZIbryR_q^_6C?Zy z9~|KJc>1nTUbI#0FW|m3ViJO0B1oMn*Br$zy4Y7j8Jwt72GNyeccjh&vDL2wndR=+ zHvZ|q|HJEm(gDL41Sw+%>#-JDx$xkz?ZA5G_#Wzb&M<4TByjVcRMWpOA0+>q`S{2E zB`*1;V1VFj>Q+`U@ZbhpT3Rmj;BYv=RdZ5`;19Cm;YFI?4;yH35C?Xx%;P|pG+?_I z@6-`Q*@<|Kw*=zB@m~p%z1YIvLmdBA?RuI2OY5i=g?R!XGyC?_YlfjixhnB;(F|@Q zr2!Xm&m(tmZbJ@XFJ45yetlC;US2*|(}K#;gIdtxi!{^Sm%d}vy@}kiSFp&xYPMf2 z8gEx{fKjVi>L%iFUK@?mt+ay9y?+V;R+d~zSvjt?6`9L*^Y(a+L-c&;M-E(Q4oXx= zNC=nRlmPer?s$&)O6#$pv(MXs7b%V(A%M`8QuW+$wSs%9vPu(Q#LrJyxXsT}fa)2= zM%)w~9euFgbqkwLDJ3fdXKkS0~;(HW#c8`v`DoIH%osSt2@(cA@UZYbB=9Jau(I2|E{;%_+8M z2Cu{%rJGvVP+Vxx7mrTv3z*T@0~}2Gt+;Pt7ziuXlBnKdvCZ8#?i-hiekO{-A-&(Of$6{A3Z=uhzWq5&p;(>5lq>n{}T-OJ$E7iLNV$ym$l(M`a)e^?q@FRpO~T9Y`>pR|c~e+Q^C{5zGyku+&&Qw&hub$s?_= zdwVkBtdF?DXn_vVOXsgzcnFTzoa~Igh$F}VN1TQ_dU~c1$jm@UL;2>zo+1DKTeSJM!G z5;iYjvP(!b09YmYf*do{P6zABqh7vv9}9@Mm(l&fBX&O%VocnKi?|O>x}+$eGZ zaqj;M*WsiP1}w3wD-yA_9QU%1?X+ip?AhdnBo`zEDGJU97DjK` zBvbW{Nha*cR4#P-vOuJ+XpO7NYlpr%HP|2QF1UhufqPbS8*%#2#(&;@u9#)|7eM(x z3f&J4;L)LPC7oS5e_X#puGe*eEc;3b08}oh<>umNl4;!G+U#^c!>8ZBKUtZmd{bdJ zt$U4-^`?V^Lz&aE^2&I*`AhZJvVVg!{vn+^2!5hi0%3Z{^XE~SveAQ<1QXAue%^Sd zN;2SzT&j?B1J>4by*5Zb^A!tS2ub)g0Mb4V)&_z0>X^88R~#E1$m(!E$f8sR)*#^O zjn4N^o4b;D*T~HSy$62ocPnh@qvu40<wWtPA%~a-jRUxT)!-Fg4KVp!(YErYXJMlEr_eCs_HmqFb&`vT`VdwTH`j) zs7~&H$(}z>&$e!FP+<{tLUKJzpjlA~zKFVL2(*b|4}*XiQmDrt&#cLuJo-kfFixj@ z$>dAVXMP8TyUTIj#~zt!UI#k0pctd~6(C2iJHPpnwG71t5=V`Vk1+V_8PY8 zol*4kK4+dTZxCLv!xy5cn8!Uu7>oXT{zBDzLx%=K^nv0>3wQ{JTX4A1!*#sUI^Lf9 z-~u~*$?qjdFCD)cTh#G5Y!dB_+?aIj7|t{5-kxV1B*z%J_VbvU%t5|4_t|i;cS`8rtCri#K zX$yKqfHy1ur`#VqUMJy_206+H&E~S<M!I3W} zDy~tr0OAp{QhNcE@?ha)VMepFap$N;^4*)Yf-swj zioCtGv3^WsKa-mcVIs&Eu($xQaw?XsZEantt}fAF#(ejz4@Y#NUUlc$X^7S(5|&tI z%_u^)B>7jjQI*yZd~Y{puG|h|tEYeMq#%CUXwfIJ1Ntc9nbdQ>|8Jy8eI2+jnW|8r zxY6;%;=SMp=EFRY@IP;-!D}@Pqmc?qkcwtdiW_|Bt*zfF zLc_@LOb*uF96!Ik+}tizI{1fPp%}^z0?@M!7Ci*gG3`3b2EOc##ayIbB&hoVkxpSm zY`W6V30SPy26Q`6gh6Z?De7_1wLRZ{T7k8}{6kR9Usi9-M~KIL`S2pS&6h+0aMK~2XGOX-n*u^3{4 z+uVP>JSX~-aY-75vgKo=K<}Frv&QTDUdxZud(y?lGt~vcFLE?fw7_kKy2wsm{5+R{ zbD3?F3%Pw1!R<=~E`>jz``{31=j{bQ`0NfIfaZhxbF(;Sb%UZ8n9pDd#MR^)=J7wT z?<>u|F!T)!00u!IR1GWbr!$ZkpzWuAu@(m2&y}a5TXw5IoxOVgXTle%qgsSI5)P;F zAozLk9ZeP@zvj;W;=f}fGHjO=vorujGt(n?+6Hf2v|}EyV&EYxH8`}@`rhcyOr7;#pIk^UtXHhH@bh%M(^#(LwworMSnY0HLKz7+ll+_{!%J^u z6G|=|$!c`gG$^*4u^OB0*qLE=4$rnW-FiiLz+* zev~=6mM;I4bU#Hi=VVvbzSAGQWoUT0BI88RIU7!vp4i<(d0NMs@?BDyBQbBce6qjE zh>alRIoBca6K4as;bG{R>hm}`^z$67bvhRBvv6G|59f^0wDi*nPcb9V%k-e%R9Igifw~NUYtqceVS@vc`ev$kv&0x;MwO zaLV$CM$aL7wSxO%awY!b@wt7aYbvgivoG04ozi{GP?^-TUe-=monAGaYfd)#lCkJ* zf4)6ErdMp(RX?^k-M_&XVArU@91BHh%f_OR(Ce6wfMTxmkAg6I(I>N+*%5yAdYySXUSY_r{NMZrO& z&h>*KHopb#vC60<0{P_9t)q7uf)7yxbf!sl{FXAc4NcPHO3a%@&Q@+5G?jm>bn~** zZmuh5Ryva2k#pOvf4T#&V>4{0Y_6;2c@4OZ{bS#Go96~^z@x{-*7WQQG6z&*%!i?A zlwT|K3nQv-f5wzsI0H3HG=tWwEb_O>`#7B%hWI)?+7*4oP)fiKns~(_k0iHVtaXHGTPL zhy=R2Q>J&okTmWqr`A5%M#Uczko}S_`Gyb#p7P1r-|1bgt0B z)-8L*8f*FzmyQm}MQGIti+Q+J?XC1>uPsOL@2e9PN1->fmcw78BFS-J{XT4b6bAIa zkkmBrz4A2Q1d$6pz6S!>`?>(FMkZ{P`WdTu#R7|UaFvWu%QE|CKg#SSC)9bFp*pJQ4YAWYLx*t=wWIu;zumr|*V7eq6CWbCPazYM#e>X4L@M zl!x02&)P%n^vd-~^&O)3DY~5&KhGGHIjq=oZAH66RvxW}3e1Xgsj3b*&h1ZU%Qs?V zKOQMxe4-X*19z=G+1}4Bvpk||>K$5NcBUS$venBosINLD2PMK`1qN&9lh0i;ZSWm; zu6L%ekGpFn;_lpTuUg8J)hoxfFOM?`tDJd8knGy=LVeKt4QHlAndN?$A@4ja| z&-Gl1o%iL;T~gXSyr&7Zo~fZJsmISWq_j)uy+qYA4~eqSmzMGwrSc>_nyXOV$(dPc_X z1kU-z8iLy(p!B=;>ZeDV+oZce<#lJ(&@;@fTdVg}xyf_!fw~y{{pjF!t*heE+f53t z0&6mLtUWpw$>|TS`>`0sYYfMnBB=zm_R0Hf&B*YqVG?tNac=90YU16`y=D8e!}jxl z`BgGg$woV7*vPWgHm<0>v_Mz)dU8(b_C_5;1#h?hereQBbE&vo#eT2ubcKpu!Ch{n zxeT>hWx9GpWV!1M$hJBw=AY^Hd|(--%n5pmZi_fNf`^k5)zSA+qGmY^ScKG7tATFp z1Uiy$u@H{ck(usk-qlAXm`Wp90M}G&xbI!Azve~d#TK9H5w~YC{&DKz$33@<*^tL} zAS9_I!C2S|n=G`4K96D5kmwUH_n#VE&<_b2MOC@O^I7B(q*H8~1bUGAEdX-mUK#I- zbQyV7+-+w&w?>mS^|6W=q1dhj*{^1(<)j~14|JEivpq}Sn;ng2pzb8r&5qi}jWz37 zbRE-u#O(B|)@P1YAmrUJOytv!vzxF>m%6}m44PwN5V5lw)J>V3(mTem>VJR3soH-vVfp=)oqbQc0h58Ud&G&>!-w+=t)&pR z`K6puwW70TwuD&kB^HfV-RFF5$Ff9>3t!(!!@V7jb`)$pyIgUdWtKamI}bQ#ZyTaU zk$(Q5x8-jqH!A!Yz4>voglEcG)Vvlncb02!+7TBT$Eq(ev+15)yRaU+X4+ctA%kYJ zUbKkM8RL8!V(-)3u@(pP?wYT$`Fzpo&RoAwhq#`rpw*oezpSy#>8Ts=8(l5)4FO*o zupn2b-SaeDqctU!7JN&hy_~t|j1di6Ot94IAE)r34i|ZQ-ZG;3pE_ubVBTl<5-+ZjQv~23wn4;}x zqD(2m=(pg!JQkHqI>uS;+V^R|?s#(7c`q6UM#KDMjTozs_v>`v~OGD-cN-f3zMIk)5cr zwX|wFajdhMPAVg(0s#h-^iO26f6BAB3~x9#-!rFD-{vZlYH2<`yJlaKQUaIL8~uGD zv#N|f=Hc<@X#ij>I<*Z~^gOWZr-2{RrJu74A#Ve##8sidqVCgoC%)tQ=?s@?YGjS^ zG;@fMGl#WZc3!{s>ynr}t(KVhp6`lH6vqur@UsqOaj)XY*wZL_1^EzMCWV1jH+1yT zohsSE^unarwPl&f6qKkw9pC97AEwUHP_b$EYEdKIk$kHz70-i!uc5O2OPG*$j(f~3 z)$1`9)>VytRU*0ia<#*{JG=+O-?89x+KJ8Xnadi*BvJNWhc7DEEms|jTSNe#luqD`L@MvWD2v93mah8NmP&v3if0a8h* zt?fTCs|IrT?4H+6b1xRPcmuEfHPoF?BfUMDV&@-hJeVdN4yW#~o=w)OoY{YgNZh!# z@mECnKZykD+Xyu3y3KssvO=Z|(`+-y!DTys+Kzw6IqF)-UPDbU@iAK;zq-U`)6=t%lIkN>*C;hW!K5#QRA;*s45!)fdFFQoo zv!*(!ehcqIs5;gMijxoesD4H=O!iIP0qf?UA2&*%XqoZDY}D(MrbcoiaRk#+SUs?E`c8&PBC-oeBI-7T9^IoP zP8Nc5WJ;*@yB!>ls%3gIv2~@=<#s+;^9ZREjJLVIFEKcN)u2ubS$~oNR3FXS~w+{sF9F~AA<_qoW1 zV~ZTC_B>tlYb%3bTl+SQjL|AjM7sj;2%%^1?+jgs#P_B!8#Nwejk(qBzRlgul8F2= zTANqSLN@zRYU04Nry`Ztv4r*5vx3QdS=J1mm}>oOO>q1=1a2^?W~I#|-D@`G zx=K}I!T@Vnj>5>g6UMwWp`wyRZ|%Cyx%lWBgsLGUgh%X6)JCR4^#SF6tj>E)mN$Cc zLt;KsWKJi!1f$ieKDsttC;tOV{GBTfLDD{r6n^FUYA0v~?t$%jQ9O2Qtf>)DFO*y; zHEu6Br-%oY0QiB6eGNF&v?r|T$D$BTWO zxlKN=%g=f4?oRjJ)Kpy6l1FFV*NZe_J8I|YRHV-9PUb66o2l^W(!J)=SP3bxo5P1z z+24~AGI(6%W_P;XR*kVZR++rvl^YNgd4{>sHh#0ha!7`~b^#aO1DdTmdlK`yS0}FC z{0qSJmx3{g4ghDFJ-qoH)NsK3r$7x!2Qv1T>MdbWQ@6!a;i`^$QTBa!1p>wB-t_Jw z-#w)0aJeDEalPoPMR;zt$r>=@JI7%}U8R|M-JW2KPqePYkd*b!8-MuB>0+QfXy7haOcfwc zpS|>1!;UzKSogJ8UR4iKcRGcE-LLGkhX@4-_{_psQ^XB}oSWqzW@h%*8qC6PM-}=k zWatT?M%6*qu8ImL*gv2YcDU{CeM?grlDkL8AS55;QZN5pS4P*h9j-1N-`Lx`0cLK% z07(BSUcctis|GOiHEP&d{E($Xh@wGwwIK-S+5HGF=_(q(fGaq zv8aT5)^U{tVvR%dxN=jqy-ixX%7@SwlbhV|XNOyn{YEuLd~D|}>#}#+p@oF;-FK=F z;?!dMV&07%r+?U}y=Qj3VwpTNJ4XmzRcy>04Q-c5zVagZkfG}|o;NOMgeBSR?Dn1h zqb*&(tROof>$8Ky+~-%EfE$d6IGQJ26k_(zpA&U)n8&a(6O9R~e=#=hp+6h1Q%F01 zShehE=(q4yP+{S1Bm@qq>-HYYBk`UnU)@+Gu6b|MNVdA{cl5id%jb;__2dGi-zWO2 zR$|kes$z%p6L!q4w%u92o^SIHoy;h3#O&th^jsP_9y4QwZgGtZf#xwbKIPwnc+{^E zP}XNgSPzOCEE%A$ZkKMK9PlO?Fpr7vn@!|aywCF6P>)Y*F#bfOmZN*UKDAGG*i_3o zQR_Nhbm2!ib8a(ys5|?kFW*aJsCP6z&rgxbMEd`aqWfViRdOWM=ZE;G@OuyF{e(Fg=yIxa}S`j%DXQOZQS8zRLTh zxLQpKWhOa6p?wl%5(Bu7-7mHjYRj#KRS2#Vnm24$@RXY|#}#uXz@%Tox@)Y3)49`A|JT4ez@+t|rYw4z64 z@zyIIc;bqAQgoT>HW9Yu- zH%^5j?t2zY212GTIfi@Sb&pY?ypVgWsQ>BTEzF)gAwiy6bLj%hy?a_5DNG)G_8pGtd!)R{1`NXdMWu1xsp)fvRHFPhwTj9#Y(IX| zeOMK`E_aVZPm7~6&R6Lh`4T@84dY#EG3C{C)lpAw$CaE7M@VY6gVXW1;~RlFiir=K zjPk}njY9Mk7-=fl$ogNZblzHm@&}RLx9^%nBn?Vrsa?0Wz~LM476n~GQod{u#V0hO z8zk^zavQI6NjO$VgiSk{-*!R+_z31k7|sGfQJzP3n$ z0T7iNouH@}ZS}qL!ijjbUfYn*R^FXUepA>TcGR_W+c1&6ZT{MAwDG34kFTV%L3(xR z0xf9Yg(dD1=^(GiZHE@9X7c|Qb^0NoHF^Mgdfz^az}G{+5hY$! zc_r})(ZaRy(RA}22nm<**$Y8pWsVC(Z@=Hnj|Z55g1*F3)qB;C6nyW9w;b~>&Rvit z0o{$DSnbK9N^2D7NZz-0B>f$vyzc+KK-jk)alPlsG{R9v^NGB$U_7u85cd<7!4hT4 zOLiyaxxp^Bc@p;dcTN`+q)W5`RZc?o)ET21<=!55fss1pMY&Ge|0#_A{|5P0C@Q(h zc%zfpif$p-xW9`iTN+DOs)epN4mRvI<}~a!`z%&787n1HB@)$Sjp5a@HOXc6`!SC_$YAB*yhSNdhOYTK($Pc?U&;yH}G zJ7PeVjgDW8yC>$x`V37=T@|OPw~67)Ep3H61u&&*Kkczfl?L;@2(=1Dw{r160jYZ> z7s^@ewerV^(*vzPMlA&i)>+*~08nxSZ zuhX0N-=i*XPNVvkcAY~=+wQA(CAzuDG6e|5w9aaE+Zyq{H&c;H%xpu=1w_i#z4@)haI|6%Vv!DU12Ql*QO&=EqB5*S24MCmP*AOfL-^qORBAT5+Y=tQK19u1I?guq!? zX7ByJj{E&`uIqd_-+(J5S!+Gd{oM8UZ<@i=UlW_sfb2h~l$>d2vV=3f7Xlv(k>A!r z6AlGF?yB$h>yjz_-5Pr7NQA45i= zUsvU|&o=F{kb&kPtBKqKsg{lX!q(O4H`;Gx#y`L|i%HUY4lgpb0bLN@$7Ax%w(My7M=(xd(yc32)Tr0z_VJX8VpaURjh~QrzUZzSR<`T&et> zW$_;;o~r%cHgD_a&;TYMbjU=#7R4M)e3mS6qr1&ZQL}>W%kg0uHubT)ON27~Ps7U5hW4Y5xO{>l3kA-N zYxf&@>6iq&T+%zTT`g!p?LLAihSLYLC1RLvz;%G)T{Ja^ZFVt0pO2Iu9$7+r19Vv_6t<7S!Q>DFA zIrn6JnG$JJt5uGfG!ON-GbvS`dK=|3HIgk8L3zc)u#)xA?V+uu?so%oni;f7oai7s zPq0!?6NX|{iQZ^PsrH)-HOPNpd$M!s59-mY%ukoVj&X>l=f(*@1lols^GprPY||Uq z9Nm^=N`&jU;CAAL&<7u5*^yI9Ec^=OmAjTE5*9+^zx$;NIB=O?o#6nRR_|tQQ;32A z>#!5nadXG`({`tKdjZ7RVc3y3Nb&9;4GyWk2mBrR$TkiQ-JG3lw~59MFDb>CgTB*p z9%1k?v6*6qQ2eot)3dG0S^GOKf=yGStQP=&wEwVjz;xI-L4NEJ78Ys6!5*6hTUPs- zb`c(Bhu%wAGdJLV)>eAAnWfB5vj=5D@j*-8`CuTG8w*vMW~SO|cKYkpT?F=(=gq;*8?)r_m~bV&JirfwqCqvE=!5 z+6H=8+K{}xuxo82Y*`yW%2-(KweQ&P+B9WovGb7HBg>~m$KbQqP*=s>hWd;ayEU_I zIh?S4df-Tx2gO(O$tP1^we3`8Mtiji?Ll2mWVSbVOxz?K&q0OJxn!A{n%mZ zTXwJT*87(EBqr^m#!y7Kvbvk)(}jTwR3-|-ne2M0f*9fX=h88LMh|%ddG>$vd;nK@ z8kn40`~w&eVpdBBHvC>6IE^-^#%osCGi0z!;_C4~VYhBJt@TlPw8bHBo4RUmwq8n+ zT?)3LrZ+xt4t}$0P~`{}_H8r6QSkTdcga1~-fIojTcw{-J*x~_8lHEEt0BR_7$f7W zfU8Umorel_fkWLJKASrARpceB5GAsq4imxyzz1k^S9#?J_5mP=I0q<$rE{r^@XAWxIj^KlnVGO0&q#cCw za}GB>k7cE{N6vG4s!qsyMdfj^iBAx_ZC3silMLuQEjz(mHwrKA%xUbm0O+!qr zUk}fDWtSsun-ucKARN@|=So~I@LFE)t_aaGL{kV8S(HJdwJvpwi!lACLv~n+)_WjH zt$2ns*b*|nELeA!c$y(OX1U;nV0w% zpkJq|eA8M17`_;e#KB0(6wtxPB>V8e5*{iqGiu32D9b z@o@iWfsNi)zv$tWWACv?`8O4_1&WE~5T**^iUr^k(;sue73Z(g$EVcc_fmy)iWt>%6 z-ahTUnpCM39F{B~1LfkLXwi!FbDlFUcL%B&VsoYRUGcFtbZE+9Jxb!q_QY1q`pUw3 zYMGG^P~b@PoC;K{Sj^;<4;af*go%ca4X>|c;M4HqdYG2xB-3m#p>JwZa_w`4Njk7= z9YP3dymCGZ`g?uF&`GbEwvMgOVd3U2wx^H6iDz8ykRCJudL!)PlRj0JAyBT$(q{pX zhj>rXKfpM?6`9E$E0pe3fR|AQDC^wfOLpaCX%Sqe3|wCuT+6WOO&iD>-uSpa zH?L4By@@f4GQ|hNEWLF)kG+>@$HeD=MKvH5ASrK*Ov}f%`WL%c_fevV!>nu0gX|zr z^msvFHb`fZ9Vl2sP-Y9hihZ#m{$^_8nw2X#yF( z3hfnDx5_X9tIyka0lDVhd}6r=Dr^R@3+_F!Wec0Xn!$QTh&@pS_ORdQw|B8~507(K zRo>)vHq`$?Cf*V#QZ4@B0_F|)^x+(xu1*u{*y~Y$aWm#7`W%OD<`?&0*VADhUdPC* z)R>H^y!_1cpZg5_cJ9N26c>wDCO%cJj5V4(NfnovD;chO*mh0Qb@r~=2Gxn+jIeC- z;9HcuAYC;0$%{T_?1->+cE#ECSF_EH^z%v1My?|}4>zucSrNF|M8{b4dF6~!=n(&w3bIuRg{Z8% za%K(Rm#TVyQtvenx$M30m+j*4GTZto49tR4b0AyU%O?as~A5;zW`cw@Lm``dZiwiQQg5P$-2S>wt&8KnG;ZZ%8 z@eZIIfw1zZ?<|0(pyy|_742gSC^IW#L;3A*8ZyivW0+BOLI6#tr)9UYrI;kDMN6y` zb$8r<3mU?0m~9&{a-_u19dCzXS*r4x5<*so#8q|e%8zL!Rotl_qrsh)a_}3N&0xrF zGk+B;AKqSTF91>vH?+~-e;qN|f2PKeX&91EbV+HegU_g@?kzRt{ zNtr&N4DetF%it4!cpXIWAT8DbwJjXl247S9%QGjt*WkJSK4);mtk}4;^bqs$Gl_*k zEcazj#6_4a8N4}E&XFNhwmaT1P77I539U@1YzqaWXRL*)f0PFKt$xpH7`nfrr(`&bFsd=4~CXwp%unE4x}g& zHmWk9u75PCr)68OO*v6s7-C$d`Yo&@bisyG4pydbw2*|T-4<)IyVlEb z8^-%C?==D8n$IB&5+97Zqe{Pnx^@$o*ls&=Q#bvu0f=hOWtpi!T~`I~yJ*wLi_SCD zY}2rOa9jF1{V|+4wn#aR=G;Y2^v$@e-&qg6!=I#FtL@zwkm@!Rzfurotp};w4Pu<@ z=hbfT6zY}S#d@o0)lUTv*A3LVYsMpObsn~U-ng$MrlnQyLI<2wD<3(tUL38&aUd5v zXL9$nd&x#qUS3|=OUb$3=$(e;_1oB+U;8N+;WjRa z@&XfC`&x+LhU#WY+<{+Tmhl`ByiSkX$j~9Ul~RUaLAP;|_04V-Oc`*UH@JOqC;`qt z9crbW42B=w8^dtCmFoo_H6~Ec%nJR-dL8$bz$MR`{R3(}hC5!bqi|1$3UJ-Vga-Z1 zY-g{VCr@q(=4hlUTjhWXaj#ngls0#8QpqC+zBr}>!Uk~T|a1G7IK<43Y) zjrG4Yf7AcW)o|A{1MN5Xqt5b2aeGY{Wx&J7#7;Cp3eQwKx}Op@xO34&)RQsi(P^`> z)E%j(47(5=&3pzN>CykC+jr9c(jR){_XKq2FZy70lpi!tTjkoOp!;kaI1)yd&m)Dm z7^YfvFYL#_p6obU*DsO(wDi&PguuR~`E%wIF{<7So^^+7=$3(6FOvxxDaxSk>Pf?b zu4)hSR7tH~tlFD*Q9`>eb1D5maD|5D!|O+>+3djg3=R&MHJtxkFR&6H7Ke0yc$OvD zhl|lx2xJKwCpNd-9r5_Yf_c@`p{*oa6@>*7gFMLrHcpJP(dN)XmaS*TQB=kar6#aC z;R7)2e0udx-{}3y;H~7tK|XjYwDY4tOeg3%-KlQ)shpuL<36Sl+q@U(?uuH?$hn0q zm#JC7jSnag5W78rGm9q{nG`SrYT1MxWr`jL1!E6Ru_6a&8dO%QaXws1g{f8pfoe5$ zT^C4oReJTC1#;R4$XM++O?$oBuoxO+!`Nz)iUQIf4k$=5h!s?$MC(Kv6uSgqH+sNo z??ZPzG$9#6@q_o>=&9M>_jj)fTbHC8UCGPh-f`JwR#GL z?xwfZut<+tb5^DJ^7u@yMFAj&^ul%#vdbkp?BguNUh8&uESR)rPj$!S#J1$0QqmGp zIKEIe5EjQG-8BHzX;uyc+-=Z#e|Nk)icwyjp|i(8c$85_r2#PNSZkKok{GfSGN<9LexGY}|{moj7_tAM>Yg zNTnww7Ag6TmO8snNv?PU}w(9c6!c+*Q92)BLswjQ!>F=c^RheYgG!14 zKQvtKmkbZiIb>%tSpyO3E7plAsB>+Zbv>~C#d9S8R z^^PSWTPTHcy=J$8bnhY%^+Mq2xf@FEN6oq(r&c?@UK&x5&1R#0Sogm*`b2md7MWYA zNJC7{h7s11U4S-K#xOis-A87=0O-fmieFlHA8oXP2hP}n-WYNz;Wh(m_)A07jnaT# zljgxvaq80OMo=sbzJLgc^Vg#v=Tdav^anf=f|4(6MBr#z$90Jf$+XXpmf)YvM1(>v z4H301SpMiT2k~$6oH$k0b^~m-gvdpN3=dLKF3@)u=gLNtqI&#AeDO8T8o}r}LV!QS z6<0%`ZT~RW2nUK7f~(SHEB$#fR4si*%;*U|H883BgA8P^!V*r0M~qEwwmgw{?QdF? zJ+(=Ha#SdUH>ME!QPDolGsN~$)@V`FXlNn*T}YZq9hbrp_rpe<^0NN0C%h>ro@(+!{MjPx@*-F4T>f!A^kxxNIS=jXboWlRcBgj{3N+-i*tsrV zLLf@5m)~G;{N)eDa4KDVUuq^hmph>(-eJzJ9KEMcGP{QmkNe zd1kuljv9zxX?2@{13I-$SbEM`S)076d@5sAZ4BNRQmkt&_Pnw{+~)H1l<1Lgbz@zm z$fIjfTt2KR4pYT*u6RI) ztJTMd=Hx0zKNCginsvG5pjuVsIPa@gCeBp~lFJ4?@N7setnk0;4uM*! z8K*V&IJIm?$_!M@yhFgm-RZO35(S5I4_M{-z2PL65wgeqGC3N<#th>Aqtf@a#{LCX zZ1zVfm&XFHLzg+epr-z^opQpPD2Ts|{^_#2S-;RjMAeyl@O$WCp41TmT+>ye+8`K}f zlZxT0q>+R-lCy0`4fKxblMZIJ$DU1Kt3k8&T`VwvGvbL4nd(l~Zm|9J>={L}8Hn#T z*gOE0P}HTlL`rO4q@1iomS+poBf}Ar%ql*PBLVE$uFQe*>-uRY89L+J zoJPhWNCrf0$q@d? zU4^lnlGZyr?hyq24E$bubRj$sq9`HYHx$<1`+f@t#XbyERk-P6r9T8ub-7ewcJEBH*V*~6hkoQ`BGfz6uHh#=lAp1kNl{aSE2a2iiKW)uL zX+5kaJ+W8kz+7KURRW!>OCTsjVg3Y7CUG;XqvUl{#jNLwKHChc-VVPx8Qea)%TZj1 zd9I5NDz0H{yVsS$l9BKQN7hBjzryLP>%*dkzQ@UEtr8PG>h8%a;GFuV=BCZbo5bC5 z(wbJWR^JkRYpK1rfa4@f*k0nSsUbwcAT4Nf(qqA^uC`Heu9ptx(N2f}g;Lz_5y67- zgTHMTP;zQ}`(IBGLlSz`^%|CGNa{;zzQ#wRlvZZ)E1x46Sgcm4jWCb7R)eD-*QJsi zYSb?@@Q@r`s)m653K##+K3?99y`k4jf&j`Q`QAH&)R$NRiy9L9m|3Gvg^WN^moetK zO}E%gK=bpXX`*&0cnmRtI2}zuAMxT|9BvXm>Wr6 z1KA!A(#71;{astP8jZ}!?8abHscYUyp55;5E*>SJ0MeXHOPHGHViAZN>gXvy2c7GcNZ9a56bx$j{Vmr(xF9P+fN) zas`c9SlLw#^La8i>$C>4v`g`0b%sR-eUC~TLG#rupR*GWmY#|dYZ z%YsII{jV5m?a%g;q3}nTnIFvxt2zOLck)wlJ24Ha=Vnq&Pp2SsX4Dk37w%+-E#c^RQ@K0OK>c|g&=_3ruA@O=A@M7Y*dE?LZ@MEH{~qx+GZsJ!_jr^W8# ztOj4+7)}q~^Gv4d#<}7&KM&kgYB!K%v9FPNHrF=4*;D6p3Le{b)DbJq%Cp!%bx`53 zQYo>n*0UG2nSKh{=<(t4PEHrT3m2Gy+=5Gc516mtmgNpZT!lmEHVoGusT}hLC>HQy z288BcGDXpP6@v~U*3XD7n?JPLsSGdHePVjeRl}t(KiBd3>d>oRtqMiCo@pLbmOxG6 z_L6hSve+1(kx~l#QTa}y^s;48#<;3sz02b=KFy&)|NLU2w697oq1;7huGBDb31LV@ zjdaj^b3onPBd$emhj{c*r1<2Ermt7%C_TbP5s`rxsmBmKZvH~f?MW1uf=&pmzAt$* zDpnp>{FLF&4M&+)lpA-P8Q`Vo4J&UBKm8GxAj}5+D^fDW%*%!XV+fxDQ^(8{REO1j)%@Ak9$Zh;{>Q zdE~eQeW_qx--w)LuwD^sKtPE*s?7g&mSg*`XBez@(@+;r*H9g21}XXt^IVtp@eY)Z z*FOFFiT;7IARA%x+>GJc63(r~Qzg?Ua0{1QPvKXliSK!mX4GyhGL{-b2P}IZWtF?6 z7hCB>%%~e2=y>_~*F_oIgd2_>E^AHqa1D|(GsB8}0+4x$3!7s~;%pvHF1Yk8@>S3F zNds%`a#e$zLAi%o*Gm>{dK0!IUd#!*zRiui-ArY=gCKp3n?0DwiE#SV;Izi$eYf`< zNK(J>W7(bZvZj()+~A^~@4+<4^2n-kjRJv=*G~7jnGlT22p!6|#md7&Be%F1w@On#*5AJ`=#Rd0`!Bncj7C2XKKAIxc`3*$4$zSMfn5v>Zg2 z|D70Cxc2#=FUEJ9bHWd476e(2hn$bu36O-u#zD+3Q=*l51^%74VNhEA8Onc85`VTWyIOn)OAvOWoU;D zx>6=jx;F>STOg90e0tS${ZT?-&u~t#-b!(dbhrEN+esjUtX6|5BH!FSvj|x*Y6wIj z1swRRpseU0b;a#@Xak?En|&5%N7ij7kU^Eflu4sq=IbwUUs7bR;v`sj7OBD_{N0>k zb~4L0kvY*yVhOj+THy=hvN@@BM?**@*leJ!zQc|$G*MJ;2C;8QK6}bIT#aR)FZQn2 zUsl7gYDS*Nc!l6EwG`ir#*;pQcY-pNw8J|ulPiXa`Ams{-c8NV<}mEc4<@gxUt5C6 z6I<@h%O=7P+~O7pz~_l6zIx1_RhNfNUo!tQOs!D}NF+I5^gWe^);W+`8L5~0ZvEqH z4=@*@=n@!d#VS=&eW&<5X(iLkwrLVawRj`K0+z}mO=j^O-Au0#Dz><@Rp9A~Upqh| z*YKnVGID{gZ?$N5`JUy{I11%acyyhfXuJ=T<4#3EJs&Nu1|f%(Ix@)0dqEjAtS zG0Lsmd4cYcbGckqr?MFwRALc2T)iAz*jKmg>*LVtpR-YhbQ&H<4;1JRcx`P& z+ev~SsF+;_eKN{~y?$LVTH|@^U8IimZJ#Xn2qkcDXNjEQHdAm4r*ztQGxCJ2!GIUe zOysxh0b+nzLtoITl)Px4v+~9-Vp0-ElG=NWsxWqkQy}c3f)p}`ctFglIDGdJakA(5 zg_H~GWC8~y4AfV@U;v|W2_%HflO56BY!SBKeKiT$bY{*XW@i(`G+ zxFf=6(EGWVoU6uC#JR)LWb_H{z1H%u0-4V@5^4F?cE`6(j$YUVPvGMYSkc~z-W%$L=e5)$9*+l`r+A}SY(f?%3#>y1PfILQyuc7*D ztaI1XQ>CSboWatw5DyoUc8>bolk-&MLjd2tn(5a$a@D2_WyPE|1oxg6sf;J!qb*vb z`)E($ZR|%eo425G&I<~ZD5|4<1@Ur_&Gok)ILJ5_K(e}k1~?-Yj#;hRkv)M<2B}6V zP`Fj-)?X($NMxsVoe^I$@ou;>ck$NPN#a;xKnNa7)h!-+**q+pkAJ0DngevuVX+wT zh2%Q6(zH4pOOKmr0K){#So3*Q4iT|#PUm1LyIO-@t(BI4upRHoh^*TgGyD-EEnXRL z*r8K~H*Pe}_U71l&v&0QtG>~3dD-R{A|7pX?_MmmR-32gOItB*>#QMN_-INoziIMC zA-Q$-#B@eWk5omFOxdjgyHgi#t39!?=sI%yygh}6cA(?6l&~+Dn)Q`M?ueQpE6hT@ zu>(|ZCjw4YN5TTB%Vkk^Pg>Yu$6U^LrD$cmRoAcFDqwUtw$<%;R`=1x!0439(z}Nw z>1D;YhM6s+#9?U^d7bOmvXu?OJFIZ;-%8_*ipWwgtXZIbQcl7a1+}LxB=>436^A`l zvO?%#AGF9D7!0>`r}AYkNabb@dq_{;ZH)}M=wtO>r1GN6PHAYg<9J)Pr2vKU+mT_ot#!yUzp?X`J1ivdp&or= zVLL!9ZQapI+bZXBIwWZ$o}FvCIf=$HE0M0}qd9n;nKg6K9eN%6sG>ZqM0c|kpAh?a zuoxUZxe){m1!_f=|8~3ZijGrH+ucgo9R-$Btu%>q%O;-3{%BRGOc0V!TY#up7#?-K z(iAj)7F6JNuQy{{zS5}a;|rpsB;?Ub)sD8OWsQI_Z6P@1haAJ=Jsyud#@UbkVY5`; zuAawADutT!!Rz+-9{+z$8UFo~#vXG?%2p4V*(~tai=1MLj+f9+Uarb33}ne~^=n4C zA6^=m*3$ZrFiBEA$@}5A|J^9@cal9H1bl`M`E??#@yoI@Kpz|Xalibxq}Bg_A>W^f zx0Z?_v1?lQKiU-kM{4h{Ie=E(s`zglrjY*|he@s2?+b&?F`1Yc@-;>H_cQzVU%vpH zL0c`~Uj3;z<)_{MOaOJW`%j6X(Qkak^+|&tC8+=Ivl!STRRuoK5`Lieb(Z{y@*&-u zf3MKLU-z$$?14SBrp|~V@f&iH;r${n&tYSs-+OIBPR@5J`HXV#9n>~S3nuGny#&28 z@iPk4Z@(G<@AhkvsM(9zZdi@rFGpSkXh?tMB`&q6sDy@aNV^!d63h0cNSyj#JlHh) z_nY%S9>y>GodGoq4psEE2ycU8gF_vevJH=-qB2bgy*X(>gwnAxs-mUcUG)n%(xmPy zGjXT68r#QthC2KBs91fa`@;`&@|?4wBhXg1iskQ_YNh&W`Qc4wQp|gcid<>3#XKZW~!(# zxEH>ujbEzd{yBTle9wg%+@+vhUhEF(3`biwc!bY5(L}$0;fRBYJ4Qc6ed_N~;9H~V zYpwzTq*)oh9)PMib0sn4JC@Yu1-AxV!C!Z+bzL`9=Vx!V@8Ezo;GtjL{Sdwi$eL*a zieqBy^9(_NUlsqmz!NQd`+Qh4fSO;e_F1%v1zkfgd}FM>+gu$VrkRLjUI#dP$;PE7 z|BcoeF9C#<8b6_h!uLTRF}*}jA=buU``I>gU_g5^v6fnA!&r_Ks_0FYm+-N$7BI{zaem7-hk zF}XyP`WZF#moTF}L-)QcH&%Dl#WRSq2I4!n3S|)`qIZ?`F35#!^Mjt1LKTfdzd~>h zK*2CcheSXoL}Rkq_huJa=Kcp&m{L$Zvg^Bw*$-?Bprthg%nEVOS~dHSR-W;w^dC7B z7f7zV-y@w;pqrh6&>c?SCgjvvw_o>a{{~d#ih2AvK7mhNbE-9<$CjI;$r&pMe4R!P zxh99M)1iewW=wsz9QjXxu7~hZ>+7U#>N-FHz0jV}cn?5L7TkPWssLRQk4x$-0X&dNQ;Gb z-0B~n^!EqM!Gp{*vH{V8t}Hq9Ti25=Y~M(>cvEx;BOln*^ZLNknj_?dl7F0z`8$N+ z)d9Rq?v--$$#a1EkF50dsMx2non`hN9|!U~dgix2z67UzS)xOJql{2}G-!00s(Xd&7hFmTjVX@`0FyQmlSqrBGlkJWGmCPi{&^-;lQz<52p z&?LM=8zu?c9ZLa$F$vGOWXD_1F~+~G2Rkllm*hQXUg`pRxuRuTI@+`_m!2$a*t*1V zZt>l#AN8z%UwoDTz5SL-yu6s}OxrX5^XFeL7gf~ALTP%{cJ1PoH2tY>;NTF~Lq|@< z_bSu756%NSFGV+7o+|UX#iqtlCjgM@P-+KEngD=KC9fF%>qhqomH~mbRkL`Dlz}V2=TW|6b2B9+WV{nuMB;Cb9`3p6F{^vf0#f449Anm zC(W_;m&O5=7XceoFkEU0B8^wqd+E@O)yWy-i;Y>(wWneF1+ zl`7^99K6p}w3T+pJ<*#_%Ywl55fWLf&yEhB!ipeyiSXl+%Y^>+;-mu_uFT7UujnJKoisDe+AtOVa-VN&UrTyjm^mF`=QEChlOa zmvzOAOjP;pKi=+q{6^tV1BXX|7i0gM=Xp_4?Xw|U`}*-hx>?DW?b?{VOq`^?9U}A+ z4;0lAFtM3(Z-2cNdhKT(i>f&=RK=8QQ*}?yx$k*}bCZ3C0d>81?rIhrr_T3VR{|j6 zZ|-s0S%FMxkfgr{EnRoyzX1H73IXxiTLpJ4qHY$G-Bo)=js%f|%F8^ixt16GjbdN= z;$`xCqV=Q6NFPf`y8 znhbk_M3>7QyVLoAGe>v!X`lScmxy7o()F)D_Zif?ne|5bEe#5DNZLQ%Q(}S3{{!0X ztHn|+0!*~vCqYSvPX6O6+kXN9Ll@u~IlO&*`EV_3&o^2q1CW<+6&xxxO#{S+H2@)i zn`lFTFPbUH6S`d`y#6x~@^8Pg0rvLb)D4(q!5kvf5{Q7$Qx7#iv za_8mqV_Y)bkLCl*tXllMXWyT|JFfgR3U=Nj*Z;zp^ltz(!(QmbNT9R$qmCD%pMQ7G zAplpxzW^Wr&-VeYr1+lJINI@ND-Q_a0gW?`KY@sAWdOxM&O2#$U*?cqEB!_6ddt@X zV3FwR3SdkWKfgUWA0L~VCF$_w|Ms3pYvhJAoqaYX zHCkUE7op|n)cJg7U|nu}N;UZO^y_^%6?`NMAd~#_MdwEY=SIfM!l`dE6UCId`#;S< ze;@%X)%t9EJo3pGvjMVKkve_u-B22kt0njB9i8 z_|@#=8uEDGF1j|M^8dn}=R5snK>X>}=D^P`;r*VLF~_u+U?20t=7aYK0BU<{ug{jt z1N)zxE&p~AK%V~pBNq|f`mW5Z=KUhJ%6n&!P%aN8o4Twi#*C zVp7{Iyv;-+)UC6fbuB4wTvp0~5Xa0EA{^0W;$;FON!TeTN1TjoE7fzpnJbx+|AuY@ z>)KXyc`ix|yrC(p*AU54kDUY)~iUfyKL`B)fA1i`9 zBH12h#|#TrJ^A!fTk`p8`R^yrI%c>$MufqDg1rIDL~sKZjOj$BpA^()gp8U;D{<}0 ztyMyvS=u1diNzt5oL%qKtSitq$Vz#OXX3=@3;QUxZj|(#sUFmYO-kF%x;)E1`WSnR zd7xgFh|oO=rJQv+W#YiVdhd{5PVkJ}AQ6>W;55~!T1_0JR(p@1?foY~fcPEYG=NUo zCJD-FbtJxnx=5@pX>>@S(k}q9c#9FoYk`N&zlF$kJdgs`WWlXlyk@ztfb-~{G+!1U z?TD~xLzOVNR#mcz;iJV%^^RdOsJI`pzQ)6O`KGSftGfmbOD4~$6Yj%7y5n98MXjIa z^x#l%E_Bj0zeCzoq4Z-)Z#J5jr`wW0)MISUcO?ShJ2&?65OQh%s-iMYz4FAPyt7S) z=ij`UTj;=&Mv8d$XZx8gOJh*Q1I7a-YKQv!OE5hYYF7KN{MnqzKWgsy?f%|a)QlA% z>U7NmxhZIv_iARWZrPzHqt4*Ds&cVGLEkcWnd0R!$0on3M>ON_dgq7= zgypZp4{4dk$MWb(8FPrmYk%d`A5P10Hn7++EqQF3r#g)Q#Sbnz_;bfz&fDj^@o~uX zhSpBjXt%Fa^5BU~=Gg2{mctwxJ1ATAhtrGiZPJ3CRcptndfzFWPgJ@%u)dAiAC_+z z{twC-MSI_0;eKqaW!1epQJ}gCk&=`&0K5x4XlSA@m#^IU7hmt@zNufAuF)C%n~M`9 z<)H{wNoN~%gNLU3J3hFp`=JaaEnLr@l@HM*IriSuJ)`Vd+-*@KH?;>tMmww9w3Oy9 zWB_FPx(9XI*0f3jCx9JRms@gbzuQpzEB|UjtURMk_qs*%UF%|VMUQ41Kp_Ty=7-(R z-)}b_qNf!di*a>9ZGChF)KuHNjPiY#752oh5FXoGxAvUVui3;sT-wLsv}&+ssj8&^ zs}}}HGmE`CcgG1U)z`0I&wjv&RR^tJGy~M$-ky1kuFocNCI-oDiw#c&Hq^yBILL); z{pn`08P&ae@8w%~tJHansgNP!QgMHE_^C>R>!h>`VqiNvhhCt@J{o7!Nk*qpW#Srg z#=`9L)Sl%7BDruvx-zucZDJwR{ia@?{V9X$NPEpfH)M&bbwHjk-}+!)+3jeGg<-YY z9sHY&Yo$24(eUVQdI z`GgPLD+pDRtUQW%&3e`9B5&bGG2mgRNCE2Y@)X|$+G@_REwx^Y(0TMSy{ydQ%6REB zQ2YdyctqG>jk9v58L~8Tn}Y$+vma2%5896;U*MwvC>#5(ld^%BhF3gE?VT&OP-rQV zY^V@_M#?F^Zp!0UFKDm6&=$u-97S73)E?vKanm>UsK?zJTRl z(QCpf-KvHBK3P~L5aA$ZRP?;oseiCm*?YEVQ(|fcmk-H0n|SjJD~w+SeM-rwhA@?? zDLZ9b@tNoenghlzF3$}}d&J`^S!L$zm?<6Yt6Ul0&v|YgUh-I(xb9N>K($O|%h6~y zK?!Fb(jKdU64B~nE9eaHxJ+9N0{StA04v4oY`TVTzRF4*6TB&6DPjhB_pDVpU?Vo%e0{6@z~eG2m3b0tG+1sq9Zd3$;nEJEB-oKA*g-m@RK5Z}ewDTREwde| z@3e<$Z_{}Syyi;t?HDEVrx_vX63x2#5MVl0p5`@IkHksg&-ahkbov$?=|a|B)OwI^ zZ0pW>|EvPrvfLh=KK)bD+k@%V(&UK%IgX$<2>kTGy-t%#=9hj3oEj(yvByAE-XnXy z0llkZ;*MVqI{FV%bG+O@V==9@HE^>ctuti?aZWLGr*<sqRg{hyk%KNUYA|D{{Coksx75H{IsNz?(0^q;ECL)XwOeS4&LoZv-L=KevvG#P!XL^-se-*Q=2|c+ zI}Vi`Jt94$Hl`C$*iuGy$RJF}K-FQ+=5_Zv{O#;9pZpcuy@8IxABp#hEk&BKB$L`4g}iwXo&Kn4|2NAo#n6cz}k= z^Z-`wd9~rrGFRW?)m1Uqc@0BF*9adlCcCCo32pehh8p4hMIJM3;u3jXCDUPKq99Sk zH92_T@|pxf)EsT4oUz$Lur|NXlxWR-Mq!-wOiFKvnV_pb&;7x`xcCkE4>dKE1+M_d zEPwqh`2G&jgcFWpj#lB+L6}x3g0Eav`MhHH2059n(K@h8`InU+L-bUefv$m#^|6b_ zCA^!H4Jp z@wGUiqo)PU$HpZMGCusw+-GWrT}0pNifz%lWEwKdJj`D6tRf(;5wqOcH7PBUF|MG# zGMXnStsUg__Ecs2QDCg%b^>4dZ8)csye#3@TVSN89FjQ^#jxf1aZEC?SGIr9Yinz} zR}zE!^7s52Ygj07{=DURz8STTSv6|YK&eNEymE^N+i_x0&iX#nh2}Y^HO4drz!BP1 z8Q^@XdIUTZeoy4Hx#}uqJMq5!p{c1<9-FUGZmdbIEFdQHInHKo*|d2iN)esInAht+ z@wojsPyE$Y&UBjOFrMFklh&8)d*dTYXIB#uL#b{v$)FXj$mOecR3lo0$4n&w?mc3K z&L_v%K&ly#fw^@7&#A^@r_EMwg|bC=Jpn~?Y2jh?8FygqkXwk3!Wpt@uzGq}F1{nc z^+t|IoJ_MWXR?HCrxKcW%jaz#Qtm*<=cA?_DlKHKbZKyDY`v)AC3BB@MDVl5tq_$R z=V;M8{?6I=z`WGy?swiBvjvNmtINy8KbCWDjUTseF2ofSo=Bv%{)1xq2jxAgnnI;v zA;J=(<6u|=sGq}>q4inFD?0YY1_E=b7M!r+d8uR|5mtrsi3%$O`B=*607W@qjvyn% z@f>tL|Ddlttx5-Al?Y=`BG;i`+`> z87w8%7de)AE^Iv=MA2 z#+CLw!@16f12tw=H7da2%ApV%K}ZM1uPFGU>LT+goJohg9n!+wJumN`k#i|OK?U4J zMS}c+Tjj$uuRIPWzS8Xfhr0ZL=3Z(X-vnVk+<>bZ_>EN4s~pFE1<-8oIwC3p1BEbr z!^*4~aWgA@qQLC(e9)~m!=^c?;BY%W060?Qk7r-($1P|~`t)>WyP9_PBNYV5gNF@G zi)}&C-HFD*g$@7?BL;Q$oJt(0)0jf2qKr%Z>_z?eWnCkcW^9lJGI%QaqHM#ZId0d~ zt}u75?83Jqp4&6*RR5i_2LLcWc@G%RRHp60JNok4t;LC#%_rns8Sj#=w@WrY7ikP`h%m=BN@3i$jE@c3`a`#8Ch z$*bcMNrLYVoy1Vg%kG?T#+5}Ek2QMLbY}%PbE<$_^e>(qj2IZ#pw=|bK@pZq18k&I z7X^WHj~;j5CS}#J=1b!pABN4Y zZI(I!6!R+;WrdG!Q98N=fbMaqeJ?A=z~X60>z#Kl0~NajL>UE37xX_`pVNUv5d+-E zY7+pBpuiG9cvqq;O@gu#b?uy7SboKX9IZd~_p_JU1Y!e-ZXmNkYxMrhO1%8KvGS{S}wQsZ_0;~}m8rS0{mMMS2eI{}j|0-1lb zqY|fdT>Hl=GwgdnHftJRoKG@Pr3V==7u}xWCx0{w^h@IMC=z13m@M4_v|3gDKkdC| zT$5SXFFd1S0TCM_9R(W*s5D7viqZop3IYPsrAzNbEZFEsZz8>h9y&I9i4aH#Es8*Z z5JC$9Lg3x#%=66LGu-FH`#ax`pD@|k*R}Uvd-e5Sn-erOns)1^$96@u;>xjuul5la zKHDyFDN{+2T9DCMYJ8rQlTb))oki%H;l9!~9Yk9NvQo0;SVAe~)AOY(#dn#dUDtcX zQ|~4Y3nS&$@}xaUpHjz%qngNNLlrBVA9At>>hReqT(W%}@5eS+bk ztkedAfG7OxyKA>gEmTp{AOL@i`HZ5Cx+dTBeg4H*cxCI?YTf;$vWaevGeBBNR2Z)C zMr_f1DleQnp)%PTsV@hVtQ+^Xl6ng1;Z749&zV5Kte<;TX04U0he*jL0f?dukhhlN zzk~b#un%xWg?jeBzbSU%&J?4LD^P!c+czlb>Jg;J{fTzgLiq0nLujAjD#RH8R9MEF z$MB>^+h45BR|NR1#;5nl5nrL;F|*!FiF*z8HbfeOHx)Fwp{K1;NhL}b9i=GU7YtEJ zkPG;RwQ_p{2%f9<`$y|c58?|MDV6i#eM&xE5nAPu=yRc}5iVGjp#XCMnbWrm7z7IW zh-Y8n8e3coYaDo@e5mrKD_T6V0{FUx4ErtLcpU2Z36Tln$Z0H|nlmnBptg?pE+ojn zpFdciCfAMkWg-<^R_iid200c^J_O|pgzqQ4fti!*?|vCw@XMc&={X@oJth?1X~_`9 zR^Yk*ZT^DGIkW87bY1XX5!kby)&m5+A~!Rz}!{ z4CzC3Obq1SLtVyy!b4ZQvtIR^|FrcBdypm8sJ2V;zvnG&L=UaBm!Ja?B>O~dX~RjC zTo=n>dC>|Zpiihf+l}Wq0(Xqa;dMy~_nH1pcL?m;PDs0I-IZ{6 z5ZQzjBkTE849BzwzsnN`)v#)G-RBfYeEt(mnif$e5)?A9(&UIhIMOG zQm4U}#!f3HcxHdZs|Fsml%YY|Z<7ntPm^H8b%}g4@;aT{UY?$k^re0IgvwcrY;wX~ z#SSgr2F21FN^$QNfLh?KbZI>WKhaFg2&g`qum?3K?nc3XclC zwF;UY;V>rpsc7lw0s#DGM>M34mOn3bTN1&~2#`$->)yp%NtPV*9w+cEKNf!S*Z(}YD!JYy#4~9aqVK#pRn@Q z^2ZtL$@Y8`Z@z>C!)CoFH|zBqOjZyFAA087)Oc^1dQTHS5RXE#J^CMOJ#FxC&ub-N zjTvJ|zBA|B(U_^G&*wDTmRX6GD>JZ#Cz^!8$QAFv0HSy)B)OnIWY#a+dOXvJZOU_t z_eASrVeM}2Lp7tgt!J9Ox3W=TsnOa|0=&O6jo{Pu4WKpoB8ab?S%d6^FP^&{X#D^Y z6fC=;tgJp-S3NP_rt@B>ibvW-T!Hwt@E6mia%zNW#UNFjF9g6~ui9f2F~SM_FFYJ! zE>g=J6Eos5^dZT6I*lSKZggeZ-fE^3QAe?u@~k*vK7dpcV?@-|*ZDA4%(BG!yB^aN z1Qm5oYo*hm*q`Px-JAI)A2ucPud#>e?bffdb(zOy_^%l;&R?Iu1K8Q&3_`@=)=Rq} zXB_SgWZJYoB@N(Q30;urkCj`ZgZ)KDhM*I{M70}rZlqA3X>(zxkWk=PV9OlrqPpNx z+P7W5b@r)0@#GJRTw3oranv+KTw|tk+hl4spj{D0ZYL(BDPCi*%Kf(ejwU7@kn1LR*JAy4YKd))D(j~he1+W8?yklDJk4BRjZLJEPU4P;C907 z+w-Q~WDs$;A1FSB!;anf_Yi~1b_bBYGR-Jx^>!J6&7!xn&Yr_6FLq5Z5~4bf98nEe zjEl;)T-yAsDi?O_ujxvE&5r|VL7U8=_h$hcs62=-8Re+I_Sdif_UI2I+d+^GdhPb} z*f$ijeE-A0{@4G8I|3Iknv~D9jVS-bRZX-Ic#Y5M;Ey@5mXf=}SoOACT-u z@GO~sCx%~7vUmW7AKY-+hLmR~GSp7^TNNOcoOW94p2LrjAab=ApdxMC5qr17|7+4z zh9Q{UjW+Yd_tBG@Z%MuCLV)0w7v;P(|F$cC-!7H=fJ&Xy-9|oblaU5C^#aSk;d=bZ z@YuIO<##vUCvjXeYWDf)=$*<=EbRF&X>7y7AiDPv-}tlX!AE(E|C-Y@tqW!!X{hfdv!iSv`EK~U(JxegG{w68^M46WD(nSK9yG=$Kr+is z%@mnvmHe-=8rp0%$;>=#gbT${LW6jsJBC?303a)`F{zDI8o|7`VknC( z<0V<0Vc!@WeKN8^ZLJ`|%-j+aE+uD+Pp`*%|p znaLYIvy!NPX~>-s5B#FM>$d$x5q3qn7eT4jt4(!vdTc4EQjWIl&}{{te0tK68W0Zu zRn^|+Uurc%Q_EE9>YCo_PCbLK@9%nxDC*ZXs0T?FywEBwIY<20w`)i06#k6-e1gJ+ zyfyvo`|R89z6-~tE^2z}FLj8cO3FpX+oN=Nyk>YV+(g^z^<{_@~@`84)*R$eG$TdFBj!$++c z)Xs&az6Di!Z8&hIy$+E*PjZeR0s+x4cZP=zOG!f!w3oyy?A*S{EioJfk4OfQA zC4#yiFbnZCnZS2t5qs4+<_it$d-NUJIl{#qy`PHP>SC|FW^$cX@=xIje^8a3K2_5= za@R$fP^$HcO2bu(w&ZipHxUMN#=d!7`AqkYjnC_>j@(4i* zL9aZ5CLPwWWtL@a!oK&s3nVg~!u?xYE;$+s8aTRvR zZG^d><#=f{=Cjl`kl-N{yXrj+z~)KEgo@j_+3wkBS9r~(-u}RGEr-8twnyzV%^x&h zM8N8nu2rhc$@2PP81EK5*hY?^zL9vMvpZ6$YsPz5f74P-`!iF#x9qDR2Luc0`!uRu z9@E+=B&m`KD*mtcU&$&AWhCKp!`Q2*WU9%n#*xzP@Oz2(_@-wG(>mFf{k&VP&G5>& z$HjFL24y$mh3G+0558QquA_eA$lBGEMXB_xvnPXWKLfmn%aSQk1y33kN;4>2S`F*P zEiE`XU|X=C&inoZr*5&8^3+P)X7fqUi}{#Mwu8>#yAEH?2+$BCk4#yctgOPB2iQJ*FU$`RHb z1x|2DOInNX4`Z?4vDIY+i-kJ*!iWbqGrlxkxOt3GK*&UIRE(av7YeD*4}I_I2pL1; z4I(}Gs$JSR*rgxUExmo$0r8(yC(E0s7?JaJ7G@?z!|Sq?Zi@Nb39~yX{v)y4g(fQ% zeFrXsnX0#H7VUo`kI8@e_nq~Gv0p>$xd+=(M+`c7I+J*AU&Hb)#95FoSR2hF`# zn3N>rtX673+`m0%UqBsYT79xAs7Dsk@SXLvd|!R?frN^WCU5k7VQVu7_t8T%B-kiR zinOCg*d4Q0DY6A0r-XPtrSO@JJx|-}vq#TW<5S3DgQjU{$r8{5?wZLy*}JxCqpB^A zRQ)YlDQr>`fbb5ulu1PA2fV0ZIA+^Y`y1;&ukGVEARCBVv{pS<(@IPEre@NVtj|rB za!3DcP;i0T=$Jpk-@Iz{rp>uJ{QS==dupND2=k(fE6@TI+)pGJ8pOLF;eTJ+nj6RO z;)Ru5vuhT>6@P*DE%>j_w{`-wk$sse)pi2-XaIz9Bd7y-UMEuVR;|6cfxF}E9IMrf zig4PCtfCGg)lN$geJDI@gT55jfSey}tW>qTa3`zOJ`TRvu10hif~Fbr)u^EG>>lvWGMSyfIAHD|A>-LIj>GY%-?U9j()#aSkxeW zpG1<{bj+|XreOh6P52J&BDwb^h6a>LSx=?AH}L-$J&DnAdz<0(I8*1QZJb3|4%Cbx z2_d^s^Pz_cnyR# z`V`7FGV?o0bcRUC(L#sVT8o)jG0QelXLMF09jE>ZL=(@DI2C;ph%=BBgbW6SzKNff z_ka38OELeQ9h=-JbZ(1(sumqlT(bs{-}T*-RYz9lhMlsWNa;w*?hWoel9dJnKfB2^Y1cb2`NM9ZJ0nJf|Wh%;@; zqKDoB;Epxft<~?lujCl*Mwky)!tl3lPuXq}8yyU*Z=78YxY3>biUL86_7Flu3~rlg zrG!uOHeB>vo2VDs1GdT9M`a{U!EyJHnUmPp`~9UjfMSIO5ld z{Q~=#IRpUG=<i^ytPv>t1;^}5UqMW8#v8FC$gpNj2r#(%hl zJ#|qx?wRpdUv&pG#m)vK2VvFUtRUkd$-9=Lq?AF|Y!%h3Q`Ik1uOnDe zBBpkEcSUUZt_n+AhAfsNJG@a38f9stYelU>TT;b|2ZrIRE-_!4QzBw8$ah1afr!qc z=BzdIGHs*;kstv>rAP~jx_QZJi_QFta)$*mYU2$6=d;~OBntQgB*x|WetPo8<(mZL zAN-jl&`qNv;}=JUP;oBP98xMoy?u#`B~NMNKUSDQ{Qa}{9Bu$z3McwV7dxbnx0|Ri z8XNU6a+GxpYtcH$_+Xb5tM(?ryRja05r$|Exw(;51iMWfo`Vuce0|zwa`^)LBdohI zp%SSCn|`P^BJMW4fHH|}6J*QPzWa%P?0OhXovl@`9-0W?Ze`1Uz}z-(GAyqnQ**PNn^%!#$(+p*zb`O_c5!% zb9)a7z)O{)nqkb4HIjALLv0!t9-qsqvckLcdV8b20<^~1H2;=3 z7YgL=_~yAe$q6*3#_N{;dyQ&py8lhAxPH6Dq3Sj2dCEot7>t9d}u?+IUmo1^s&_{BCm#Io(*ZOkqJ+XES)tDp6 z_HmwrL~);I1mJ;$M(K^4Z3(jZ)qO7z2V;TJ6kj@;P4Lxvwb!{uIy=1IpH^L7pmW^1 z?D|(%%+^`1VfYP9(J-G*3rZZ7*76j$%$`tgD?mx?lk5uPg#viCX`=hgM4j~|e9F?~ z%6TK`K@8!bWO$#1f%|xkqcTfV>mj?4ZdLy5y&Gi_!=7V)#(0;AF@{WEd<)Fo<%vI@ zSn@Bf2Mdes(CbjWxFzv-yLL=lD8F;lA9hJ%GCsiYe7%?C zK|%%YkAw<-FOX1i`P#@$6bPrq_2LF}&T`e=Bdt+Z2fQQs2Mxr!84vIEtWq^QG`qls zzTU*?80)XAQtgB`K=_O-B-ur?X{~Ea`mdzuadOM*BS(H*Ss8m9;-mev{e@h-*ym8q!pBxI!~G?> z-VF@$bdh87Wg54u&QMcC;mb+mZLvdplu#AEO)}42lRH?9dCqDz@*sI80qD#)i6D2$ zA<0g9=50AdqR@2@9>WaPXuX|g%Z}bm*HdmiYnNgCPB>0G$9|%>cVY_?r@mqS{M|&M zjS}4fa(Z5o7|@Ui9P5}N8hm3t)^DLrz!ytIa?1f^vUJKa(kPpm4#Um32fl#s+dGM&uL7k01BMb0BMJ)M46YESz8mJHcB?+VT{C3Ps3Rhwd zZF6zn(>_pgY_~>a~!XLf00q+V)STtuthGxysVIQqTU@ z*AqdmDBxLEyl<4BR_?QAjy6`l6FSu^ljEAq&q@!ev!DN<<3g`@*6|RbIX~&#xVl*$ z0HQ@pr3_cn^ay*%{&>Sw)mL_Q@sbc>;!3}I{h(ddYG=k7-PI#jO0acK)fxBeM?G)z zhxbLeIr*cd6qL2dNkYQ?gwdQ6|}ImwY0+w!-gPDkZ+RWSA6}~U z#0E$^!d~UW4=6O&7tddEW%h^DjZX@!H?lVvx{SUeOU%-ng`E!5nfBF8w|+yWhR~Sy zt~mcIK!?{hf~Ab0UeS5VOcTuR1gJxl-;yyo#C7%jb4H_WQ~&bTSf}GA)+FEJ`zJhU zB%BV@W-CRU)n@@t&iIR5EvjK5NfYsE@^%=Qmd@?Zi>mH@>siy0 zV3H+W#8I{S;lqL3RrbSo^5_XB=2@QZm7ySnQsd9fRyXAu3}3iLFxBzc8>t8x8Iu^i zY;2zYo){+`DQ0rbRRx>fX#tD(w&}2Vy{_>+BECyS8DDWuv;t;)0Rk~toa`b>dxHdO z7f?lp+MGB)-kGduOdDr#y^wt9*6uUDBl6s*a?$r{n^57V~U7s-(`p!0RqP1)bZ$HaW8oa39Y zNx8x75kJT-w{B`HzPZWeQ0I+r4+&@tJ;QA?oEaf^RI#<)i)~UuZv&bYj zac@|I-H+*)Y7`Ggjt8UGveqG-dGWT)RwlE{S<)s#ZU$I6%$+QbL7rhxm30}}udeHW zEafOOpKq7iJG-V*jkzvjF?j+~$f}ReLTfxGfKRIF5O+m{Yu*TOn5ZpPA`@I+P-*uu z7sEJjacl5-!$My7rVZ7nXiKduvo8^}8(E-JBde$r?8DX>dc`?9k9m*{%tq>c)vOg+ zy8?P=-lQN5ucrq}JgED`aVoc4+SOVr-GRczjFc!w($d^(j6!{zjZ_8VoV11pNz0tx z)#~y+AMPN5N5ZH@%;e+4h2*36c6Vo+5NFv7r?>*`MeOM+bI=l$=Vn8m-vRGB&vQ#6 z{S_$m?(t$2)U`7EUp&x!4`3^L4Ss9tioYL@@SU@{(9;vUd8Rh%#^<)}g1LTB6Zf`1 zAA6PMg$3>>SYR7Uw2Ma#d$;e_n{HS(Z$E{V&0qFmiVASn?Vgee7?l}zBx$rt2H96kq!tH_Q-a-pO$6zV;pHTwECo! zI`g=8{eHKN({9OwCA(Mp-a*XlX<5m)GnE*Q&Eif4X|~ve#cj|DmW!avL0sFkrVH67 ztPXv|z{GDcq?|a|K0L~9g~NL6b?L4+y|qCS?U}ygz9+S;>nY~=$Ge+)AMa~r&-PWE z-R3>s4h!Widoy&&F{0&N%XNKJF}U=SCEN^ml9pSd~b2`JIjf&m&~r1 zc8LY3wf%1;xcZL7udJ9bM6$@4SL@@09ghY1pQE}ppr5I{AqY#*3=nC^y*=xrv$-B+ zgib5WK%WFJkUJufk)rxDCseFJ-fO|B+>hzTuCwnDmTRBxPP*04=^#8#Bs1zF*UAE< zh&&0&Hv+CI$IjthwMTs>={LGxLj5|7m@`$0oL!+#DoFzjkv^ygz?Xcy3E)dc#N#`c zWR%PTGqTfCp9Dp(i@0ZGEE(CNJJvMay0CNpwF!+GSyXn3d3F6Y<*BW$Yw{L%{-wi8 zE=VMreo?DiNCc=Ji$_^mEkjcPvM#7|7Th*T0Z>6xAASDwL0qNqJcnk0NaESMd)#e4 zZKjU&36qyxev8TVPZysX>=1hmAmPz1=Hnf)Jdq^95>nv@zX}!sNO*SM zdMl-eX9h0qVOik?IPPp)5XQEY$R6pD31%cV0!nr=OBu%Zy>A0;c*(f*t*G~=&mAFo z+StJRphvym;^g_lD`~BU{F|t^?nbRtUlxgpvCKE#N;hn;p5!^=xGTD0ME*GUbY`OK z%q?#H98=4m%F>tqCXqsG_6Id>m0=Z&8poh6A6DNf#_F<2M%9GaCA1{2Q0(I=Bvh7t z*rEOl%J40m@9Xb*6++w4y0BVHCOx&z2=h|lA=8SRMj$>GoWhj?fA$upDxSsOkUIoR zjA&@Shp;ngkv`fdefqAVnGw8a^mGALhcH>SIb9L6QFGr+tEoNAq)QUE?Au4aEtMRp zo1NwE2uVPoic`*>?2m{79^KF0S3fS+nwv<#4@LTn?$#RRzl#XtY$ExcJ1{ys_Az5v zEY1nV6Om^+iV!>DEqi?-|Fw@&`P?ulfZD3R<)Pmwp>W8GXakF|({iG%A0zuH2^$xA zMz$mbRRg;s(ftO+I|+Sg-;!VXzXWZEx4UzH7{X3ZY?qrZPouN$hH&&x)DXv%JpC4$ zurA9FAEnt@9H6?zv)}lMXNHg{7Su);8NW09<#OcLN4`txl5#{K^4f%&vzD;1u z-p?&R&Z)oH;X(^1AVcq`D5DfnhG(a%w#1=pbti4CY>{T;R%9Qsebzf0@f) zO;NsT=acLP%8M#Cv#6=A%r7O*V_=OTp7QYi4UZyXZn~rUahu{q*BdEfG8miZ?mnh? zQuMWvE{=2qJbhE|*alBBVGz9wN+!tgy+->V>3c9^fd%r5F%XU82cl6YJX>Jf&2>yYmuW^WAZt4V~Y8|WA6M4 zN%L#H3FRJAjk$Qss^$amfO;wEd4b%Sz;_~hOw<^8+CXHO;l_cK1pb=G`o5PzEsLFO zg=_EDA@YZ7*swl#0e8bo0WT|7#+45kqvQrANfEa<5~_~qY+~SbV|j~<-;|>?mMCus z?HSnAVlB#srY)Zh65A67a&BX0&?S{NXr(+|pn-7=z5;;H9g7nSpB1$BMd^EOCbwkH zM>BNcI6l?kNdAbP!0t!x12g_M0E# zjnb=GK?@>C-w8viO|}ynBadT);x4$>bL<&#){KHU&I|M$396~L2?0z)o9+-1&#$qy z92aUKV;%C6?l5_}M?xHks7Fb_+6UBZkg`%~wFY4ybtYi4VGW_`ch3?}VL!g7) zOP8VVqnnz>%Mh>3NO=R@pVDbPk=gB(=$f1sS9GL$lMKrmUHbvxzI~OR&FohtDVimQ zR*|IEEzzA+PSx3A4(2@7L=j<_7`HdX<=g5P&C4xOKgA2>f}iE7Mk=-^dqw5pkOu)X zviM!-Grf{pSe^~TtZzAyHQyEF&H4Sl#ePFgfq^Og_utc>oKC(>Lkrnp!p`UI3`S+yPijS_py_Wv%an6H145K6a z$du8s+c#OY-H9pW0!z?dAec79Y1F~%OD>wQNI7s!*h*|H#cw4F3 zj{qcP|6x9b#{jzJ&p+%`ifniXya`82u*O2WUl39fd33Vnss_#BeSn6>t%f_(vY$5Z+5o*`U7EMn+>>OM+cgzoRes8cHqU{av>vr;vOx^|e@Gzh`$Fn*}`ZjI0=gGuwSv zP5XPR>cSTus@h4O_#ElhAhRLFdpE8-gs0Z?M0h6s_*`ZIO`>20ljVN!F1xo7!b-y%r+E z|MJK>b!!1(PBeX5=Gs`d+U)gxnjIJ5DsNz*xR|5U5|iadS2TS~2!SbipG^lBS6RPN zIQ6V#y%;5`&oj^A9DP1+b*7cOOsC8^L;K3Qt`SlIBA*Ys#* zL)r4<(qsveuO;%%Y-M?ng{!|POf@kp3pNz_>39txWxc8K7&Z&m3q=WQpa+r86FJ>6 zN^`n*T7UmvI{1Si6jVR#Z#&x5o(wvlewoF&nooA>mjJx2hxWr4m4XLO1u+ka)bi28 z##N&nUuUXgNn68Ci|oW%ZEa-tdAqS|-ZrR;COP7kTm%dWnF#6_3nAzg$yS;oD0-V=yP+(_WaO|7eZ!35%|t_dE+WRM>@`=1zM&Xbez+nSG0L^>eI>M z&myeoysQtRu(ZKK+TL3#iDQ9wo3bhEUG2B-P5aZ5=IOKE`mNsMbGW`Dn91;yER<w}r&2k`;E5 zS2j+GHOuBGCvu8Sel;6?`uSrUJIL52p^Xh?yWMSWhK6{3xtc2>RkVJBj(OIHlB>}c zYbtePo-twL>RZXxE4_wg5}fG$4LX~1RlQRmZPOKW26PYR^)9VI-BLd-7bRMSHBcLQ zg2h>F22a${1L~HCJ3-p#fMW~d2IDSt48}d_(WoeY;ZW?ZxCKJWaT8pCrM6zfsAY{L zOlmOmlG>vg`qnX<8C-cYUa6kb3|sFJsu+p`&67rx;+?*TZhn_X3ky5i9aTAWvhL== zQOEq=vP1F<;r4fI80Y7z<~%bO#}j964Yw;7WmWJYWZ-6X^hsamdC!%Of?jvKD~si; zbuqiz#$%pTmuFULIB4HjE?ZEim%4INNm0q7Qfh&N2k=mcar~x1Wu=*m7XK+7yb8KI zMr&V^(!uV42?_|nwlr?ez}Yqzzbty$wwEo;Mxm_J^b4IXI4q5DizMqo5*q-KkoC)_2~xgn;xAqDxnA zb-z%z^U1=NSHODf<)u4`0A9N;ExWL|@MPkNHjdxw76tvA@O?fFl@N#-5)A}7IXiRWNd7~Nu$$?_) zChG8lsC+QH4jFM?eV;6cPo zetXkmBiLV_Ic@r8X!ln9lXl{p7p#qjoGMv~FG3)EhoIER*Pa;>;nUC#JZ;#&F|?aY zCF{tWmXymy$0hH4U_CUsHJx0wIxD1Gd&tCaS6gL+SjeD;&a*6S#9+)5#G8OCX_rW| zpYCeLYE9R)w_X1@ll4l&jyucOaIklOjksBfA8jZ#g=;8eRW0}YbKePYfwt!89s04l zeokv{>6x5~vl$U^f++rcAAm^Qbk-g=yCsd5)LmkBa5fmd69c#n>6W-4@Auelgkz%5 zR@8#YF>>D3OcLnYAmQalb%f9G81v)u)`+0GJw+osaP5 z)wu>5wdBD^T7FXg#I9>b!bnYGqp&Cm=M&!!)vOwi8892-Zrp#SLsN9k>z0gH*Ug1t z|NPXIQgy83BgNP~KnPzc@!kH0{>g zGVBbPd~<emZ`W{q8suaEcuJ@IDc^T0d%6h%+v(S@<SkEV!)Yxhv?L&m~m$v6{ z@`*}u4oHZf2)-Q~EG();yD(2De@czYq8>-ssV8Rm>KG#CL{A=1H3G3PV28UAx)@g-5=AJ)Gz?dJ0mJQe-7( z^@ijT+=b*h;m?7588(_63;O}t>Sr^g_|x|}u{~{olpem~5#}vs@>0rpRnf+vuV40I z+4bV97T8<3^{BGV`FnL+lf(T+HQnv#@{-*z$VW{^H}e?FH%03fp3m?Xl!mMxfV8ex$!I3#MfD~jC5-w2*yOs@|e|o7<*i^+t)uJ zBiAI+uEUKySXZ_>x3XSuisHfDDGxCjyqI`pg-$)uTo6mpWiHA0*D)N-7<7GmI?}~OWU_a+C^`;O5yZI0NhZ_Co(*h42J*?t!*w43KQuOy2 zpGv*3MV>#u`%n6MtU%neC$ey9#!ZiD24WN?LHh{QC#xe#0)Nxc|MGK4^kaom9SJ?6 z{IA&?oT{GwMVJ4}Nbvq&c>wvYXwQA{+&=?34418gh?1&#req>_`o$FA?|~NkJ|eMp zKR3pga-Mu@r#Jckx$P5~DTU1ZDqO|1Xy^-pc}&y_sj zW&*eP^20(|5z%W##xweM^bYF(%=M2y48R#x3iP$12%x{3x-8V&b9wFWMDo8DlENW| zJ(2FCQ{D$=7H^{<v?pHms4S(M7|`i*jq@QTM7InGX993m3jBvJ~Fbau)gr0sZ;>2lV}5{b6=p zG7>-69}m$rH#fiUORC6UE@2X>;sY3Sm1@u~#y)>OTqE3kwwf^4ldp&9 zTq|kGY8tL~61N*IBLtO@8`90*2v@!g3Q8#fxLjW3dWMBgF?g_^Npk;eeTB!BUmHJb zk}IG6VDa(pLoa~^VcFzL=nfG>$&`7$!tb=hzXc{7&KXj0`S4iSye~(V5pB3q_&DXt z#Ddr68k9F+0PZ^qI&Hm-7c+SSFqWHJBTPEN6PX0i58KIp)|T&WUpJwlV$i+)Pk!~!P3AtO z9UC|vcX?kEC}lJoEYCIrxPzDN2RttOEX&0^)xYlO`|UTDx2iX;-Ej>Z51{$;2OS!b ztQBDhov?%Pcn;qxX*R(*3X7cW>F z??Eeo1%f>MC^NHc+2RYHgrlPM%WAlhit5Ba9@HUHH~;D6WwRR|GfA%9uK;j@UaiKC zi&A)}2>7<;taXyJ8i3n7(~b?}g08$fdG(QkB!$QyrV+CH(8=VHg+3iE<@Ia~vTl#N zcdm8Crewgz>Pe`Fy@%~!xsCHj2DUr@$A_erWk*EVJhK>_?DB;Il>DNT;twBixwHoA zbc&qhKDghv~ruV_V_SAZkXP0Zq4V;L^O&`CF zg%)QtOo|nAJ=u^XY57lz`Qwv7k0Xaw0=ko~C+ldg<}#tF*;dL-C+bX2o{^RhV!=0D5_HiAY^`fyIy+T2IL>c< znlSe2T#8_At)%B46zQYSF#@&e&6pZOI(a}sf|DfdbWMf(nsBXc(yo(tYGME7T#dHR zwKF?4;Ih^j-mq!3$;H1u8FwK& z>GsKLUkeXGSijF?ymj+yR-rtjyx_mn>tE#2*Et{st}I4rLgY9&d}7olQE=#7)sLdy zh1Q7LCXw3NByPMbihkKzlZ5Ds{YkAC-J463--y)YTuSit(sfyAVq?Qd`d7^s812k} zT7bROu>mep_<&1?aA~Bt+BRBhm^j_i89Euq&xkg2OyD+#(+gP%ud#iD>N%Y}rXE$NLrPJI}laqVdjgciVB1ED9gGvR`+%8IAP9 ziY8`NXOLj)jw`ji?CUX6o}ZoUVdh32m8}K1t>;SJPy12^a}F;Dhb%)KSY($U)-Cr2 z+c#q1<3ELdJ_RX+sJpV4ndA7bHe1M!3^XwG#I|tSSk=L{uH@yP)x974r1R;abzRA$ zrDI#p&HHaYZ9jOR8P@075px}?T6It z6Y>|_X_?{Yz^f!9J$`LdcWwU6Kh1?dh}Hc(UwFZ1C1J$vUxVu$NXK^6Mj=mufDtS2 zHSjb4IoegY=854>7QpYjxKHzi&mLY`@wNFiH{B;xYR4DZg9&-8;4*R*GpqB9V@eG5 z_?_Hog$fTO0K@42(5LSFYi{H9OrO8-lfTQzHNe0z-iE)lTw+~q9?wqmYQF%}LhSn% z1rN-$OU&-P75mGPU@z*MhSvOdwR!BNLUugU-vSxIX)q|$x%UeY5wQN3J2Sy}aQex) z6@&AIyV@k*RX^Wxq{4$_V7y`3Egj@k`1BJ=WBEJlJ>EYTug)YutP8vww&RrAKfua4 zoZeN?>tyyu>fLv~X#OikJoMte9{=V~8dPlO@fB4=O_%X$4IL)cmoKG6GxS8tB zRDVwElEQOM^K$OA*$R&pX#c5hYpndCZkOi_7aAf5EMt?+Ye|)DMIf0VY;3L;jvw={ z@VLgayA6P`%loX%veRkQF#a%^D|SZ%Eeb(9AH|(+==jZT=K1^X%HUh+D=!1+>$>F= zZ!d(kETJ0j-O>&Cn%=UvWXQ3$`Q;Jl4Q!E-dUlM65y!D}qxT?l7opw<1>QJ_dCh-Q zK_jzZeEN455_jCnuMOME9*^Jr=4G$>cX^Rr43QV=WM*h=>paq-?se&qmRyQWFdYb|dP7)0GghIOky z;v`9MGeo_TlAV8D!Mw;T$bRCdNdn$w7PSgz%^ka35DDLo)e_SBw$zN?8mVa>4bA`4~7Z< zzrovw@PBhR0&AEBUL0gU4jLbIaJT@W{AFc`rEA5y(@SETC`h8fNVh^6SDV-`z$9^3 zIXI<+c$xtX-2m7I{6;jO2ET2``%~*zzddD9Z>gvedpIA1%kD~E(k%=a^P!0Zj{Brj z9_+|HKX5Psfel(9<=Q=a)PMJwP!X+JN~vl7`)9%SJnn4^SY~~y+&0@b59HL{#PEQw zRIV9t`<+M=Tn9j5LO>O-zUs{o=rS{4N6_QL9Xre3J%T`%uyRp6fp~9} zyvx7y3t4YF>asAlpOK6LLysp<>^SnbKzE?o-nV{RvBno@;ZXSoar*CK_AhTfeiLN* y#K!1q?K~UM5BPw7@S7WAM>pR#X|n}xu}p`1@!CMXcm4+csovDQQFQ&mlm8EvD8JDF literal 0 HcmV?d00001 From 17584a0843e30af7bc39472e0fea6c63ff70beb3 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 16:58:34 +0100 Subject: [PATCH 33/73] change docker file config to add new images --- Dockerfile | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index a9482e6..92492d4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -5,8 +5,15 @@ WORKDIR /app COPY app/requirements.txt . RUN pip install -r requirements.txt -FROM builder +FROM builder AS app-flask COPY app . CMD ["gunicorn", "--bind", "0.0.0.0:8000", "app:app"] EXPOSE 8000 + +FROM base AS app-streamlit +CMD streamlit run --server.address 0.0.0.0 --server.port 8080 src/serving/streamlit.py + + +FROM base AS app-fastapi +CMD uvicorn --host 0.0.0.0 --port 8090 --workers 4 src.serving.fastapi:app From c83cbec0cf521017055b507a91c5988348b10c8a Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 16:59:53 +0100 Subject: [PATCH 34/73] fastapi and streamlit deployment --- deployment/app-fastapi.yml | 31 +++++++++++++++++++++++++++++++ deployment/app-ui.yml | 31 +++++++++++++++++++++++++++++++ 2 files changed, 62 insertions(+) create mode 100644 deployment/app-fastapi.yml create mode 100644 deployment/app-ui.yml diff --git a/deployment/app-fastapi.yml b/deployment/app-fastapi.yml new file mode 100644 index 0000000..8d7163b --- /dev/null +++ b/deployment/app-fastapi.yml @@ -0,0 +1,31 @@ +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: app-fastapi +spec: + replicas: 2 + selector: + matchLabels: + app: app-fastapi + template: + metadata: + labels: + app: app-fastapi + spec: + containers: + - name: app-fastapi + image: yuriihavrylko/app-fastapi:latest +--- +apiVersion: v1 +kind: Service +metadata: + name: app-fastapi + labels: + app: app-fastapi +spec: + ports: + - port: 8080 + protocol: TCP + selector: + app: app-fastapi diff --git a/deployment/app-ui.yml b/deployment/app-ui.yml new file mode 100644 index 0000000..70badad --- /dev/null +++ b/deployment/app-ui.yml @@ -0,0 +1,31 @@ +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: app-fastapi +spec: + replicas: 2 + selector: + matchLabels: + app: app-fastapi + template: + metadata: + labels: + app: app-fastapi + spec: + containers: + - name: app-fastapi + image: yuriihavrylko/app-streamlit:latest +--- +apiVersion: v1 +kind: Service +metadata: + name: app-fastapi + labels: + app: app-fastapi +spec: + ports: + - port: 8080 + protocol: TCP + selector: + app: app-fastapi From 71780cbd61d33c5900d2285cff4267b8052563b6 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 17:03:17 +0100 Subject: [PATCH 35/73] update readme with deployments --- README.md | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/README.md b/README.md index 51b8105..e8a706a 100644 --- a/README.md +++ b/README.md @@ -31,9 +31,21 @@ streamlit run src/serving/streamlit.py ![Alt text](assets/streamlit.png) +Deploy k8s: +``` +kubectl create -f deployment/app-ui.yml +kubectl port-forward --address 0.0.0.0 svc/app-ui.yml 8080:8080 +``` ### Fast API Postman ![Alt text](assets/fastapi.png) + + +Deploy k8s: +``` +kubectl create -f deployment/app-fasttext.yml +kubectl port-forward --address 0.0.0.0 svc/app-fasttext 8090:8090 +``` From 9f8aa1c6e10bf55bc1a2314d2447dccba150813f Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 17:16:56 +0100 Subject: [PATCH 36/73] fix name of builder image --- Dockerfile | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Dockerfile b/Dockerfile index 92492d4..edfa59e 100644 --- a/Dockerfile +++ b/Dockerfile @@ -11,9 +11,9 @@ COPY app . CMD ["gunicorn", "--bind", "0.0.0.0:8000", "app:app"] EXPOSE 8000 -FROM base AS app-streamlit +FROM builder AS app-streamlit CMD streamlit run --server.address 0.0.0.0 --server.port 8080 src/serving/streamlit.py -FROM base AS app-fastapi +FROM builder AS app-fastapi CMD uvicorn --host 0.0.0.0 --port 8090 --workers 4 src.serving.fastapi:app From 9662fa9fec2d171c8d382b9e2ff07ebce5f75ef3 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Tue, 9 Jan 2024 20:23:36 +0100 Subject: [PATCH 37/73] add servings to ci --- .github/workflows/ci.yml | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 3586d33..e48b5fb 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -2,6 +2,8 @@ name: Deploy Image to Docker Hub env: APP_NAME: 'prjctr' + STREAMLIT_NAME: 'app-streamlit' + FASTAPI_NAME: 'app-fastapi' on: push: @@ -52,3 +54,12 @@ jobs: run: | docker build . --tag docker.io/${{ secrets.DH_USERNAME }}/$APP_NAME:latest docker push docker.io/${{ secrets.DH_USERNAME }}/$APP_NAME:latest + - name: 'Build & Push Image streamlit' + run: | + docker build . --tag docker.io/${{ secrets.DH_USERNAME }}/$STREAMLIT_NAME:latest + docker push docker.io/${{ secrets.DH_USERNAME }}/$STREAMLIT_NAME:latest + - name: 'Build & Push Image fastapi' + run: | + docker build . --tag docker.io/${{ secrets.DH_USERNAME }}/$FASTAPI_NAME:latest + docker push docker.io/${{ secrets.DH_USERNAME }}/$FASTAPI_NAME:latest + From 74dfacaa5991e6cba07c78eb9f54148eb74c9e0f Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:30:40 +0100 Subject: [PATCH 38/73] seldon api definition --- app/src/serving/seldon.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) create mode 100644 app/src/serving/seldon.py diff --git a/app/src/serving/seldon.py b/app/src/serving/seldon.py new file mode 100644 index 0000000..8afe399 --- /dev/null +++ b/app/src/serving/seldon.py @@ -0,0 +1,16 @@ +import logging + +from src.serving.model import BertPredictor + +logger = logging.getLogger() + + +class SeldonAPI: + def __init__(self): + self.predictor = BertPredictor.from_model_registry() + + def predict(self, text): + logger.info(text) + results = self.predictor.predict(text) + logger.info(results) + return results From ba200de3a5e841c5a100dccb411bb6929a3d6f91 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:31:16 +0100 Subject: [PATCH 39/73] seldon docker image definition --- Dockerfile | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/Dockerfile b/Dockerfile index edfa59e..28f50c4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -17,3 +17,18 @@ CMD streamlit run --server.address 0.0.0.0 --server.port 8080 src/serving/stream FROM builder AS app-fastapi CMD uvicorn --host 0.0.0.0 --port 8090 --workers 4 src.serving.fastapi:app + +FROM builder AS app-seldon +EXPOSE 5000 +EXPOSE 9000 +ENV MODEL_NAME SeldonAPI +ENV SERVICE_TYPE MODEL +COPY src/serving/seldon.py /app/SeldonAPI.py + +RUN chown -R 8888 /app +RUN mkdir /.cache +RUN chmod 777 /.cache +RUN mkdir /.config +RUN chmod 777 /.config + +CMD exec seldon-core-microservice $MODEL_NAME --service-type $SERVICE_TYPE From 6d2cde4d94c72e0321cdd01635a31f63400aee0a Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:31:35 +0100 Subject: [PATCH 40/73] deployment config --- deployment/seldon.yml | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 deployment/seldon.yml diff --git a/deployment/seldon.yml b/deployment/seldon.yml new file mode 100644 index 0000000..b733f06 --- /dev/null +++ b/deployment/seldon.yml @@ -0,0 +1,15 @@ +apiVersion: machinelearning.seldon.io/v1 +kind: SeldonDeployment +metadata: + name: iris-model + namespace: default +spec: + name: iris + predictors: + - graph: + implementation: SKLEARN_SERVER + modelUri: gs://seldon-models/v1.15.0-dev/sklearn/iris + name: classifier + name: default + replicas: 1 + \ No newline at end of file From 44aeb620b35e0804eadc131a03c032ea9e7e34bc Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:34:46 +0100 Subject: [PATCH 41/73] seldon custom config --- deployment/seldon.yml | 31 ++++++++++++++++++++++++------- 1 file changed, 24 insertions(+), 7 deletions(-) diff --git a/deployment/seldon.yml b/deployment/seldon.yml index b733f06..6b5e026 100644 --- a/deployment/seldon.yml +++ b/deployment/seldon.yml @@ -1,15 +1,32 @@ apiVersion: machinelearning.seldon.io/v1 kind: SeldonDeployment metadata: - name: iris-model + name: nlp-sample namespace: default spec: - name: iris + annotations: + seldon.io/rest-timeout: "60" + seldon.io/grpc-timeout: "60" + protocol: seldon predictors: - - graph: - implementation: SKLEARN_SERVER - modelUri: gs://seldon-models/v1.15.0-dev/sklearn/iris + - componentSpecs: + - spec: + containers: + - image: yuriihavrylko/app-seldon:latest + name: classifier + env: + - name: GUNICORN_THREADS + value: '1' + - name: GUNICORN_WORKERS + value: '1' + - name: FLASK_SINGLE_THREADED + value: '1' + - name: SELDON_DEBUG + value: '1' + imagePullPolicy: Always + + graph: name: classifier - name: default + type: MODEL + name: model replicas: 1 - \ No newline at end of file From a0ec1f743c926477e27cd4dd362060430e2c8d42 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:36:23 +0100 Subject: [PATCH 42/73] update read me --- README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/README.md b/README.md index e8a706a..5854bbd 100644 --- a/README.md +++ b/README.md @@ -49,3 +49,22 @@ Deploy k8s: kubectl create -f deployment/app-fasttext.yml kubectl port-forward --address 0.0.0.0 svc/app-fasttext 8090:8090 ``` + +### Seldon + +Instalation + +``` +kubectl apply -f https://github.com/datawire/ambassador-operator/releases/latest/download/ambassador-operator-crds.yaml +kubectl apply -n ambassador -f https://github.com/datawire/ambassador-operator/releases/latest/download/ambassador-operator-kind.yaml +kubectl wait --timeout=180s -n ambassador --for=condition=deployed ambassadorinstallations/ambassador + +kubectl create namespace seldon-system + +helm install seldon-core seldon-core-operator --version 1.15.1 --repo https://storage.googleapis.com/seldon-charts --set usageMetrics.enabled=true --set ambassador.enabled=true --namespace seldon-system +``` + +Deploy k8s: +``` +kubectl create -f deployment/seldon-custom.yaml +``` From f06cf1a83cec0da9abc702ed7c5c1b26bf5ede45 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:46:25 +0100 Subject: [PATCH 43/73] fix path to seldon api --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 28f50c4..e8fa7db 100644 --- a/Dockerfile +++ b/Dockerfile @@ -23,7 +23,7 @@ EXPOSE 5000 EXPOSE 9000 ENV MODEL_NAME SeldonAPI ENV SERVICE_TYPE MODEL -COPY src/serving/seldon.py /app/SeldonAPI.py +COPY app/src/serving/seldon.py /app/SeldonAPI.py RUN chown -R 8888 /app RUN mkdir /.cache From 34a1ef68a9b468565cf3b7c36c852df72c40a8f3 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:56:35 +0100 Subject: [PATCH 44/73] kserve inference code --- app/requirements.txt | 2 ++ app/src/serving/kserve.py | 22 ++++++++++++++++++++++ 2 files changed, 24 insertions(+) create mode 100644 app/src/serving/kserve.py diff --git a/app/requirements.txt b/app/requirements.txt index 72d66d5..0b2ee1f 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -4,3 +4,5 @@ transformers==4.36.2 streamlit==1.29.0 fastapi==0.108.0 uvicorn==0.25.0 +kserve==0.11.2 +protobuf==3.20.* diff --git a/app/src/serving/kserve.py b/app/src/serving/kserve.py new file mode 100644 index 0000000..cf01aa3 --- /dev/null +++ b/app/src/serving/kserve.py @@ -0,0 +1,22 @@ +from src.serving.model import BertPredictor +from typing import Dict +from kserve import Model, ModelServer + +class CustomModel(Model): + def __init__(self, name: str): + super().__init__(name) + self.name = name + self.load() + + def load(self): + self.predictor = BertPredictor.from_model_registry() + self.ready = True + + def predict(self, payload: Dict, headers: Dict[str, str] = None) -> Dict: + instances = payload["instances"] + predictions = self.predictor.predict(instances) + return {"predictions": predictions} + +if __name__ == "__main__": + model = CustomModel("custom-model") + ModelServer().start([model]) From 68e2fc3b2581c6a13c3a00eb3b1554a54b3d26ee Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:57:00 +0100 Subject: [PATCH 45/73] kserve docker image build --- Dockerfile | 3 +++ 1 file changed, 3 insertions(+) diff --git a/Dockerfile b/Dockerfile index e8fa7db..4e36d53 100644 --- a/Dockerfile +++ b/Dockerfile @@ -32,3 +32,6 @@ RUN mkdir /.config RUN chmod 777 /.config CMD exec seldon-core-microservice $MODEL_NAME --service-type $SERVICE_TYPE + +FROM builder AS app-kserve +ENTRYPOINT ["python", "app/src/serving/kserve.py"] From 0d4d95824988e8a6a16eee0bf44a165f1786608b Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:57:20 +0100 Subject: [PATCH 46/73] kserve deployment config --- deployment/kserve.yml | 11 +++++++++++ 1 file changed, 11 insertions(+) create mode 100644 deployment/kserve.yml diff --git a/deployment/kserve.yml b/deployment/kserve.yml new file mode 100644 index 0000000..e6f414a --- /dev/null +++ b/deployment/kserve.yml @@ -0,0 +1,11 @@ +apiVersion: serving.kserve.io/v1beta1 +kind: InferenceService +metadata: + name: app-kserve +spec: + predictor: + containers: + - name: kserve-container + image: yuriihavrylko/app-kserve:latest + + \ No newline at end of file From b144ec9734cd7b0c129ace254a868e5b8c5250d4 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:57:40 +0100 Subject: [PATCH 47/73] kserve instructions --- README.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/README.md b/README.md index 5854bbd..e7b9f3e 100644 --- a/README.md +++ b/README.md @@ -68,3 +68,12 @@ Deploy k8s: ``` kubectl create -f deployment/seldon-custom.yaml ``` + +### Kserve + +Deploy k8s: + +``` +kubectl create -f deployment/kserve.yaml +kubectl get inferenceservice custom-model +``` From 3bb0320a026b077e06355b24c34fae2817212fec Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 00:59:46 +0100 Subject: [PATCH 48/73] fix requirements --- app/requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/requirements.txt b/app/requirements.txt index 0b2ee1f..03b7f56 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -5,4 +5,4 @@ streamlit==1.29.0 fastapi==0.108.0 uvicorn==0.25.0 kserve==0.11.2 -protobuf==3.20.* +protobuf==4.25.1 From 08ba508cfef5cee411518992b19fc03336cb4db6 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 01:00:49 +0100 Subject: [PATCH 49/73] fix requirements --- app/requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/requirements.txt b/app/requirements.txt index 03b7f56..8a9f1c7 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -2,7 +2,7 @@ flask==3.0.0 gunicorn==21.2.0 transformers==4.36.2 streamlit==1.29.0 -fastapi==0.108.0 +fastapi==0.95.0 uvicorn==0.25.0 kserve==0.11.2 protobuf==4.25.1 From 2f2db865636e7895dba0b652687b460b3040a05b Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 01:04:17 +0100 Subject: [PATCH 50/73] fix requirements --- app/requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index bb0edeb..423d211 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -7,4 +7,4 @@ scikit-learn==1.3.2 accelerate==0.25.0 datasets==2.16.1 wandb==0.16.1 -httpx==0.26.0 +httpx==0.23.0 From dbeae4d6b4cecea364481434fb5f3e500ff75cf0 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 01:06:50 +0100 Subject: [PATCH 51/73] fix requirements --- app/requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/requirements.txt b/app/requirements.txt index 8a9f1c7..2a53772 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -5,4 +5,4 @@ streamlit==1.29.0 fastapi==0.95.0 uvicorn==0.25.0 kserve==0.11.2 -protobuf==4.25.1 +protobuf==3.19.0 From 0f8caed9839b8bb30261d4c59443971942023106 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 01:11:03 +0100 Subject: [PATCH 52/73] fix requirements --- app/requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/requirements.txt b/app/requirements.txt index 2a53772..7014c69 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -5,4 +5,4 @@ streamlit==1.29.0 fastapi==0.95.0 uvicorn==0.25.0 kserve==0.11.2 -protobuf==3.19.0 +protobuf==3.20.1 From 3013424dbff10df146881b66587f59593e6864d5 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 01:13:06 +0100 Subject: [PATCH 53/73] fix requirements --- app/requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/requirements.txt b/app/requirements.txt index 7014c69..c0a8e8c 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -3,6 +3,6 @@ gunicorn==21.2.0 transformers==4.36.2 streamlit==1.29.0 fastapi==0.95.0 -uvicorn==0.25.0 +uvicorn==0.19.0 kserve==0.11.2 protobuf==3.20.1 From fe9487701d50b9dc5615e219af75bb4b157f793b Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 22:53:02 +0100 Subject: [PATCH 54/73] downgrade docker python to 3.11 --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 4e36d53..52b02c0 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,4 +1,4 @@ -FROM python:3.12-slim as builder +FROM python:3.11-slim as builder WORKDIR /app From 15667ef2d53d90670d919a64c0db4966417723da Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 23:27:51 +0100 Subject: [PATCH 55/73] create locust load test definition --- app/requirements-dev.txt | 1 + benchmarks/load_test.py | 25 +++++++++++++++++++++++++ 2 files changed, 26 insertions(+) create mode 100644 benchmarks/load_test.py diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 423d211..16cdb7a 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -8,3 +8,4 @@ accelerate==0.25.0 datasets==2.16.1 wandb==0.16.1 httpx==0.23.0 +locust==2.20.1 diff --git a/benchmarks/load_test.py b/benchmarks/load_test.py new file mode 100644 index 0000000..efacf6c --- /dev/null +++ b/benchmarks/load_test.py @@ -0,0 +1,25 @@ +import numpy as np +from locust import HttpUser, between, task + +movie_reviews = [ + "Scientists Discover New Species in Amazon Rainforest", + "Breakthrough in Cancer Research Offers Hope for Patients", + "Global Leaders Unveil Plan for Sustainable Energy Future", + "Artificial Intelligence Revolutionizing Healthcare Diagnostics", + "Mars Rover Sends Stunning Images of Martian Landscape", + "World-renowned Chef Opens Innovative Plant-Based Restaurant", + "International Space Station Celebrates 25 Years in Orbit", + "Groundbreaking Study Reveals Secrets of Longevity", + "Major Tech Company Launches Cutting-edge Augmented Reality Device", + "Humanitarian Aid Reaches Remote Areas Amidst Global Crisis" +] + + +class PredictUser(HttpUser): + wait_time = between(1, 5) + + @task + def predict(self): + num_of_review = np.random.randint(1, 100) + reviews = np.random.choice(movie_reviews, size=num_of_review, replace=True) + self.client.post("/predict", json={"text": reviews.tolist()}) From 705ed3c125e73f038b304ef4a5fee4c8ef7f5965 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 23:29:10 +0100 Subject: [PATCH 56/73] update readme --- README.md | 8 ++++++++ assets/locust.png | Bin 0 -> 261680 bytes 2 files changed, 8 insertions(+) create mode 100644 assets/locust.png diff --git a/README.md b/README.md index e7b9f3e..1d60926 100644 --- a/README.md +++ b/README.md @@ -77,3 +77,11 @@ Deploy k8s: kubectl create -f deployment/kserve.yaml kubectl get inferenceservice custom-model ``` + +### Load testing + +![Alt text](assets/locust.png) + +``` +locust -f benchmarks/load_test.py --host=http://localhost:9933 --users 50 --spawn-rate 10 --autostart --run-time 600s +``` diff --git a/assets/locust.png b/assets/locust.png new file mode 100644 index 0000000000000000000000000000000000000000..3bb281c688d6626d1b42e45f2759d79031860738 GIT binary patch literal 261680 zcmb@t1zeO}n>ai$zz|X*BGRCsAR*nIQqmwL4bt6>f+!)4ba!`yAR#eycMUx-ZXJru% z6|uN;-d=3F906o5{~-S2tbz-GNutNhj*6N)yqb~Nu6M%9axWs zfqC+fbVPlXkyJ@*)z>NIN}IdK7Et)MNl%U*@F6YQ;xUXp>(e}-M~SxmEm{CSk#R?B z>r0=o3F`VlZsRbs>-61~UDG>74qxrq!C~^=@TUGRZ=%@@QwP&d{PQ>b6I=Cmqw$%v zi*#ZtwdYcemhCnbuo8_Jdl1=Yg_dD;)P4+`gNHQIFLlN%(LM@&=pVG`PVIs`c*`Kn z^Mc%1B1}TENrmu@u#m))AAwKG30#^h1BmdeD0}45;9ZVyQkY|2R=qK_l=u`ftO~Pe zeAr}|T;V;Qik6^yZmU^`ImVsZ_7ZHAU}QupKSkN+`qrPCAf(&5~CL%kPQ`Np9+2TxvPiT_{r-K%P(ZB zevSB)C>1D`&8z8+Goym-b3~Lx&6xO@T3AaVDX|}Mo{313Vl`*^g|UjclJb@D9)lE6h6SO zD3^gvacwedQYzz365e&MjK;>Bv9A=36oGeRvnxc|^e-YX4qmR4J~T4dM2SVe$3&%< z>2W3>aB*~UL>ImASMg~#c)fX#8{&9G##4t5sCX!A?zhpn4IuY>06+}$jNCr=vDHL% zsEuWaf5gbE=SI_65yI~?aTfTR4aDsr%+g756#yW3&>Lh)fUny5?1}GVJ;*~g+#%Fc zvDYuqnY#GjqHqV>zGs*PUIa@!prrx|x;#g*%7Ydh&d&lY-UC`us0h($XgEV6cj)ND zo*PFsQm2PeJ^U(3T_uYh^U0K!Rx*4@{4s4_|A$=Ex$sHa4%*OfMEyFsI8C1yWv-(W z`$3N+iVC?uguKhjd8-`v@l(#pjwB~hTKMCvFQZ$QeD5NTq{&8!c0A7*=OctAK(7Oe zj2{d=a_$s-&HXqc&zLj`EhRYqy_q&wJ&E-vFr0ll;@kx4NUPMB+z8a`GV(wj=`L7z zJ~s0}ZzrHZW3=EZkofSobcgvQnAL0 zCwV<;)h|z9ZpF35sl^GzX%!b2n-?1tZ>WDPK2;yoxGYLnX{)$SFP5sysV*WaRNZs> zfLr&`EA~2EI!9*=)v~A-b>8V6^Wn2Y%EPp$`ok&_IlWpbC7MOknQn52P5e4bs%d$` za&5A03W$JfsdGQv>QC_)y1^x{WpY$EDtlcc#1xzJYs_oS)3@1&^}kzidDqFl(|p(U z&ZkW3-9oL>2ccXO7ia#IksQ`s`+|(@OG~1#%_V;kW%u=W{h1c%tIThMaqSUW9lzElexFy3Y#Otu|DQInWpQ!Col zoWPriGM_fbGRGO(8$SB3HY7C6F*NhN;XA%|lD6c#q3Xh#Ml-qkv)Z9*J^ML3`1G%N z#(@u28aWyjb?IDv&Hc?I*O9oxy({L$igm-py4hs~wvmU@3rYf$Bf~6%<>N=$LLZ=Z zthFnaD_k*bQejoSsm=${C15YKb(tPn%KW{^P8S6jw$9CHqN(T>+v)#JLI%TH8Z@P!%*1m14Y&kBeEpYTYCqqbCgS0Yd^eX5KplwTSIIWl7_gfpQu^Tmm1@2$Z zpL8W1nowSUhdcQ;T)W-8MvULqU%B3-TstF55L9SMpktsLnxN5Kb+t~54j7n*`aCcc zb)~v(u4ax|O#7|nTe-I~m6{IX4pPT$1U1n^(aq6;ZyQFFvzU!SDvv8QjArc}VcW8tPBxq0`vp`IRI&?uEeVD{8xZ;O^zxg37_#38 z+c56ci1a4kCl_F<7mB3h;j`0POu6d3B0gy#vU!+`RrY!BGton9q7{1d=VeNJN|f<} z0&t&jv2eD$m+^7mlbY#V9ej?jTsOSw8x>!qJJ@EQ_v{jZmDrQw1a@~!&j%IDho;4u`L%iZz`-C4%s9A5 zQvH$m2g#h#TuRN#wj^Y7(`Q)mR~cAsKz>l*)%e4$u=)Ha%E`ic@;0n2kKL8e)0^$~ z0-otr(@_m%B(11t;_|>qa=FJdaxZZZ*i1Mpit?#$@0+(>#?Ej!4$NPro#ejA-APQo zQdl0E*2%Bg1~-eOaCz^On<`zWPB(2klMEjwlknR^e16@g!aGa?SGWRNg*L+ z{@$>&rko`*MO;EGA6~(Fq0{P#)h^kXYqGnON0#9CaxF2H$(50r2~qpC;b0LwB9eH2 z>+0DHizGf`;x2nu{-~_A{+IvM$kg|eFPb8HL{0fd%+9t0^E3PO6#}~3@9I5;%-URh z-905eCosO?GV%Bn_ZK(5Bh}V1G}ErD-8+=N>y=MIZD2}ah-djp>ka%9jvWae;^^Wg3-2=W(-%sT6#h2; zl$Kr>ik40P-JY$?!Ga2h^3;x}u66tGe$@ z?_H|){&ZP z6DP{v>7O%v4_NQiPQk?xZZQ5G@$t;Zz|FvPk{A+0Ll*D6`{M1o{r%~#q%LoJ*s_n0 zE==iuY2-2;x*+n**8}D_&oEv91J`GybcFafopM3)(;oZ!0AMf;5S0(~ z26+hQeAP<5-$YkQ)!D+lWhmvP`}IWtz=Z;MHUy+bJyPNB`hfMCxW1a%#|I!P6Gd4r zVZjA&Qq>GQCa?Ud@`>L&J(%jt`Vd@yQKVipe-GQw<{tgofY%g-W-BpLod`G6mNQpW z1TZ3DOaL0nQvf;=LP0*lC}jTzOQXC10RN<;0sx^_0JOi$C?VtDzi8z1yUt%RFy<2g zg#3Dld^|Ey|4|x8G!ys_82tq@4}^?$Ozn-$SUhYUezyY<^x#K=wq`Cy)E>4rcFz1B zLbQKM@FU^h$*i>0e~P$R3(;yTzNMD1cQT{qW?^GtqZP)crluBjGBxK{m6ZOwI`T`1 z*3!krfuEJt-QAtVorA^R$%6GYA0Hnp8#^mIJ2SEbv$Ln2i;)Mjoip8Ejr^k>Ni$~? zCo2aRD|fd{^bN+i;$O*Fk&S8Dc!p8b|K8<)sH*+%RoQuY{~uNVL)QPhs)nckY)R8MboVDW>j3m;>~tKpJ9MYOKJ~l-(y}B+qyjHwR?HL7F) zCIJeqC|VfcpZ%aFCQRb1c`%GEyBdy;qnlT!@r#Ku8ZWH(TT~f6P?pvhIQSX=2Gj?F z2j2F>15fE@KzdY;zLr{jdLpN%C?ZtH|6ea{v@3W(2LAv3)ma`1NBrMvi{bkTC+TSB z!z?lY{OylSzW%Ed{If#Q?3hnLmc(<0RSrhh0KyGG#5T=`2bs3=M)Xmp?Gy+J<)w4*TfHTK;-*sZiu?gB z&_?i6sn**9k=dX>;MY#%LP@mp{LcOZrV{=xi)`h0_8*V~^>^8m<=@$VsyRyYs%(cg z0=&A!_0&q@61B8(85;ie?M2Q$FiyOaSQN~Iy3+`Bc~ch?LG!{4L*GaZA{(T6H&R;nMut12O`iKWBTOMOY#CeDVDZcqg3e!@3 zi|Uv02})Itb{5|B3fM;}2Q^Zz{%e3`4dq)DPE)W;fRbw-|ANfFaG3u=4FdXyk{tr< zJ_6oRWCA_JGh15)X;=zP;>NLXz7067=e)T#4MYSZ1Kr#XwSNp%KmH~NCc%#OS6n^T zbq+)xcTqoTk!KPCf5l`JdLq&POhKV;{5?P!4V(Yk4^55NiCXHl9Uy-8bG&CbuNZ_6 zs0O4%Ih;P@pU8azz+-Ra{A9WL`!kTE`8|N>2Pl8VHZBf`-=q0GfB}NPV`4JBN}9L^o(cI&VKZ1bo_Z_LP!Zydsrh$A6Jj z_EZuiXjL}sv~F^P@`pdrjDXzqW|{ktyaE|Qw}AHve^4iy>bCX$#NRvh9^TpU{BJ}O zVV&jt8_l$ZkL?Hk+RZL74!7dpd!2xPtNUkzMg5LXgA`-`!oT3Zo8IyDd%?uS!M~jZ ztnEZ;UbjS>ES3LXI6VNu9WFF;aX?uh-so|CK5EA$@zn`~ahS*r)s3N#;4#+AyB`35 zBN}1Kzc~QaKd5@tANtQL($n`3RaI`+>oHTAgfli@KpCu`Fnk!)q2+*a?(hd@vqLb(f)K0NP(;OXRgT30;T@SnjPyr{|Ea1 z6UAKO@zwvF)9@r*{+OhCOWvV3f?=Uj0UN=$qQaFqfw!`M&c*+1O#^(8qyPV3`oNsk z;9R`X3+=^+{}cIJ6iUbD_CwNnyex(1{BFQg8i|Yik^vhv5+2$~;+T~c`J=<{)x3xU zU7$D4w9M>6^RziRWvb)zjHIv6TAz-M01gZ7s@eVhEUavUJ0fkhs(p0*YIUb1>9Ie< z5T0pyhmMGIn|3<^#?$H38Cx-FS8D174q!DsheQI#;nEp&if1=_{o%_Oui{b{^{~t_ z9J6Gc^L!_^W3NkBgJn5sv-0VSDoSGKzwgC9jb!H)wT^Nn&m8j{WMWj1W-5Fc;QvPQ zT^4aC`rD&?9VMSxk@bzh-%IWH^Q|)Ca(IaMNwO8DyRd#dy1#o^q;A@3veR@#*L+4wr_1(xl zddB@X=^c?GWfss62CaE%eGdm5TVfy;8_N61E#ED4lMCCKPwiu;%6_Z_7z~ZX;a9U? zyWG8a#gc#m1j(@_ZQ1irScQl_8-Jw{iYKRd{!Q4B>hfc|Hu~sOauiNl#sKsGkpdRj zF4c+sY8SB7a2aU9fclwW^-3WG`&5+>AUHH%7ije?xo*NN*8^|6&sd#%U-Q zuDjmp*Xj5_B)B^il(IW|{ZLzY8&^k%G8O{0&jNZ(4N2MPYf1xhLI_9b7zPAm>;!!! zUc{*1e$`EQ`@R(ZImpjI{?Ws&o6|`8!-^7!O(KZaJ~6S-kz#XKZ&f60;Ph}~__Vif zek`Bp&_o#`k}#}XdstddCM5BQW;A7b8`1W!`&(N0xji!}Ookk2+K;~gzAXn^o#eQlSpA`&M!lv8iO z`(tAxH=fxrvKyWoo<1IU#I2igx#0kG(;X%NPrFs}6Cu18?uJL4l0kSz>{C~GJMt!O zxi3p6On=ONqqhGxwa+scS~6XGb7$JWic)=BQ^X-Rt zx+$*e%T5~4%U}&BKwtF+6J0co`?5=(m73Oyrl!v;sxmn5E_`6c7RrERRBo;3o7dB> zEQ{516e~iW!h<}03mwWSd>XwGPg(L-`vQU2a%yUrJ{nBA?neoi34YITWp!_* zvIw@6sGIGz9nZH^<1bn)kPTt~Dw{E&NluOoUQV!W*(|$EY}xV>qI(0P>h@gj^28hb z2uXWsB7@5Txw9O`(7|f2KWw-(*{q~-+C{fW=0C@cfNgSA)be#qi`Z^IS`C60FRWFA z8cR`G6nR4~ zMa)AiSj)y4o9!Q2CthD;%vD)rsF%*YAk-hcI-}R=QsBEBQZswfn{{!&o-JNfR+dP| zRcG#7m+g~QTf66Xa4+=wt_*YX_Pc2K=^)%9gPy1_^25YT%=0_g592c$OE*D88PjQC z!(Az9L0CJd%|esR8B{N&fSXEx?Fk0X~O=tyq!`#-?Dr~2ZOgu zIjmM03MEaVvrtI0+_PD3R$Dfx{xL)%g^upj9iN!wbDt8~u)Q4?!lrpiCHTr(c==Um zN%6uE$9Z#jIXKoJc&C|%l~yY zS1^!Uq-HwXGZ3@Tq5l1~9FTQw$0&3z^JPaVX1go-NYnmOgaR+&v69Y zps@vpJ`#9E(Q_mt!oK;0M`neV&&4de8U!oa&I2vUxJ=E>`#XFNm(jRlEtvf*l3Vjo zA7CH{q>6#EKi{N?K59h}bY*w3$Fwb{qc9s^I6&i*aebx6`m3J8TcJwW)TuAx%R>#t z@0Wvp83~63ALcV5r{V4DL-1gbKhv)PZgQ}vu;aNIyDiMaxv*i`5G8Pt-CNsT!0Ohr z>F^qzULQzQc5@F^X*ke!aCA3+W=1GmaI&ipcEQ+bj);d%o>q`m<&~9W50R>ocjXVu z*9v(QzVSQVbXL{Xf<8`sL^8naA!_u35+MIrT@Q}gTPG~oIf}r{RWodJ>ymQXI~&kP zT`TDD5y#5}drD|+1MLx>kkrUfy%9E@{jtmYh&+Ot^mA5Bz zT4rincnu!Zl=ZhT3p>Y&G^u6y`@GhR3)O~sUO^l9=Mt9qR_&W5RAtH6Ua0t2h13ER z;{4|b{}O!pdprlBr#-P#ig8dRH#xuaniyEW^P)ez>EBz@8jRw)!ec^N30#QxR@!7n za+`3T!-$0?qAmDkjccrJEJgQp#Sh4>Juxr7@@#ARJkrZ(5Y$zg&Mz31f{IzV3%&To z{BksA*(!)%)EaZhuu=BosHz_-uP9`-s89`(%3P4)9;uM-+PsNN@$#k{w;I0cH>cq$ zi#MYw@5>v)K$!EXlw<9x)F1OfCoWAuswHPQ$zlc_4VJ_c3cKQ1>4OP%wdcdG8sn;3 z%uO$-F#C2?fHH$uDh2(c<72eLDsu*R-)t5u#Ta?)eyBxW=O$<4ymyUJ_;&7nUu z6`z;N>Ay6*S=CTB`mIS3hzihtb=LqOdT$P|p@oDJTO67I+_5Ehzq2pgGw##7X4R|f zr)M`$h+JO2bw%5L)}D897xf*!nAB*;9fG6Uc7}2cD%^et7x-3U;T(j0>{Ok`%3o(^VuFc&0&`y# zzHY}ZoD*4C6j>+Sr`PMqG<@HB2D=IqAgOmZJ^XUv;)Xb771lZn#3fTlYjOtrZCvqZ z8h#%BG+`4gh`IKipR$Aw7NMp8c;8YfKJ~x`lVdd~G_zM@t&*R%7ybr)Qs87X%oeQA zW5~QAjn8v_xL|1LrIw&o>fBeuueyS1lt`3HHg_ke$#xhgayN;?3-)W;{XVFVa+czd zP>+{&ar{K56V1dgAO)uyJG*3DRMK?Uu=p#6O_#UP-+xf4q z^(~&PF0HH>-meY1w;--(o`B*7+#0MhraK;VJa$-4)$y`~%c75h+w54ZMX}IEFPF_> z=Ve({1F3J6ZFj!o1PH%5K zPZ1}kH{ScCBsiJ-FmW%(zx?gthC3JzQZpx#v9dx56b84h~wqgoV z16c~KV66d!9xH)Q9}gwYIkU!Cx=Zl*a?TFV{Vo8TLHZTnYb6jgr@h@R*;T@(Zw* zzsmQnoQ!7ESrX`dK@p(4U_GL&+4ol9H~qzkESk1eOk4adRI=pH40Vhmtd87iRQ)KF zhA+H9#LE7=6Fl+;c9BIDLC;;kDLrb9^thgw!@t`bkeo_F+Mz|UX`+=zK4LGdh&E1D z12{AohD9y4p}MR`M`q8U0#j-qgN?rkUabFuhLQNVgz|5VvIZt|kSb>gcFKI-nIRvX?Z)L)y0b-z1Q|3M!+RcCU{Ja9MgnDvnAm*u zgE+{5-^L={HB!&_hMC=S1YV6^KFH*57he{N|5*ta5&p*1vIAvYq+?Xjvrt*8u9hDU z%;;qIv5^nk(V0mvLzio1c*5h$fVGOu&U6^u#8@5&Z5)t~-Z$37usHrT!=CQ}&DrC* zDxbWA>-SBjoNk1l-)Amr8lgiqJKWBp|NiU<_u1HX)*NO zJhH|8o<>C_>;CF{I-hH{9)4E{22+5Ndep|(jjsq=*KJ*-U}ihG9kRh6-)qf6*>fes zYxrR_l=J8wo};QYGn&7|)3xh~RMb9IsNddpg@sMn=H|IDC0v}cZzAN`a zA4V3^8fV>{Q=ST@DQ(m+?I(8uZw3>EU1N8-n z0_GR+ad2QKgGBC~K1$9~2VPS8F7}^-n?C`0rpw+^Pg?P4^@uk@!2hJ1aguOH~b)6TDg;lq%lL%Jd63<_{cNwZ*PsA4b?jl z8d1Tg{^9_NuEt|%MTdE&bK0jmvig1^aI5hJRRD;!1D33-(B7_tQtN*&x%<&0%xL6* z)ZCC*y`*wpS6KwA7YZgEzADYZJMQp>@r@bg$(`TDu?Qld=SI8u-6N(no^lI9F;k}y z_qdCM=ivq^N=3;J9ktJgry&G!>>BKq=?Oxj#+^FAVYivpu$8!*Jq2Dj|+n1YBcRmt` zTAMH;_c@WxcVy1#26FVR$|98kYFiSQx4=&X(L=rZv&P~J?`s0wbCJ8j7!IbtNU z__f65qa|s$h0Wn0ArBd7M>{<{w~VMZJX@DKCNilEJBQ|bFIbRM;z^n7cSkZ^c8+Hc zAIO>%s^Hnp)9Nn!C>Jjqurxi4lixOcUNa(O=;q%l#`tT{40;qRp`XEm2s?cCU;1#7 z&a;m9JH(io2qSe=l-jb>CINdS2h^ufm>S^Jx!PnXk2^6Tx8SPSD4KDt%F2>k*028+ zMltDoXo*UZ8HK?-{T#I@Fo3wM2*6MAW5stZHd|a4_d4?<_H!OhI}%qvq3@#_7Usmd zeuvHt@+wAwe69S#8C)$2zg4R7L6LV%;C7hXxSIR9VBbDqNx$(~8^PlwyBwh}qfMH>od7UqXNIR5g|>`j!7E+_%O;l?;%@{S@VaK&103>#%;Ifc|3}XBFm+K`A2Rr zH-10YwKsx3xnfkt*A7$fbn3QE=7K}R#`%6zZ83dWc7DKo4n*-ClMaQypNy4#a>PPe z`fP;6iRFgdLjIzz77jt{d1`8o_vM$+wp~fbSP}uNahNvI!}x`1&p}RbhLR?D+q+@l zqRw@4=NyWiX6RP!xzt7>B1grxTl##-SCg{Bp1?AmnT!ZY`B!QSAS3)Wr9%!1)M@0I zeG2Kc4ZdqN?1-SjErkAp>F&rItgd9wN0Q(i47_i*spJa%1g|8{O0&&NQv<0DUXO81 z4qa75f<08s(ghut}mkF3{ zBpha+pZt^wUEvr-;di|z_DmPF@AI`-aB*a*oq2s(s^c`USo2CT*%qhK>M|X%T0#Lk z$uFx0DV^8*RoiM&WGW}KN!zvAwex`kB{X0YhQc%($J7I99+{F7PmbbN{Er)YtJudH z_xC&_`%vD27m%3R{RQsZ4gF(eN;YGf=_iA-@@%k06GoQ~Wu7s;j2UDV?DMr8jARh7 z<97}ab{~1wbP#kk+X20&PA@Ox*^d#h(|$qJ7r|~a-u`jzLyK*nT{q4?kLDY$y=tmU zJ&}6aQ5WZcW$h*j#%a6SrTk$xME)CILYYNB=h9O#Mgh_LE;l zl~K#y-R)m#)s)VS{Gz%BvZ1!k$7lF70Y@*MwSTd_lvOXN5w!QTIN{!!Un7{`+1SE!0Y zWcQIbqn$D;8n^vzqs+C6@;TT z#ugT87J7v}v>nYlE5a*`bediL<)hmKegXV(X(1g;`+vFbkWMDd-|oAYBcK`P##z^g zbxZX*WyGS^X!7f{+B-u7y{{Q_7q{4X&?~bE`d{Zbtgi)%IQD}({Kkda2hOG-EB=9R z!Y`HUS%oo_ChtB-SuZg16e#+uQ>qEeKXyABnY#f~M<)k*uH3ZX;t%oW|~ zBM+pa%Uzz@?5}8>ws`Nq>OkhuYF)mA%0f^*C5q{lePMyq_u0u8c~+v#g>tNuW$v$9 zZC2`Ln#^`OcwRO4_|95WQErci{+K-H!+9DR2z-<4ax8jz@tv!;qOv#apRj20 zMagaaaG$#g_3=~fbcd3x(@5en_TG1Mu#)*{Wt|KsnQ*FW%=AZ5dM)+{bVH#XE{U5G z3Z-j2%7RQt6}K*hm8E6X=C>JGF%4-=-7JETq{e(?<+i{(gx9&BQVZVx z4^e6_bHbca23Cls&LN%?X+MeL8yNkn-VYvX*4QrEAzWkgY}@_!`O;p#Nx0ZvXk6Nh z)Wlq(XLYNV^fb@VZW2j)yrP|Db$>6lAHFfpo?0zp6M^P-j8)rAlVA{p5oXX{QMsi{1PjmGH~0kx7~K zwGw?oWPr1{DD4_OW(>_U40aSLnUBK+A`*nQFpbSpmQm@|(vcDAgVG-+n8{ob?7lF$ zpJ3+ZitQ52r@A#!b9-YHDz$3(FJqy+VkK&|?X(_T8&*YcF-Jxnvhcbn_~X)OA_y#? zKKBxH_dBXDhX&$xMecQqeiDt8XqLq^H#fI~l9~TI-m`h?RaXTYwdiMS#G+B8dZFVtK#P0dSa$sP@PD`0; z{%SZD{A;av&&}-nH}#~0B7N;>R>PacL+OyB`Dl>eUEz)+mma%&WUBwP6@9zK3JM%< ze{ZvX*HE4+b7{p8@Ch(PMIQkb1yGduv^HLW2V7QYqyI?wr25`Ftn#fV%b|z8+qhc2 z=%W-_%K;{Ww>xU8uDSV&T)u2#Gkn+Mj+yIL{RbCpV|o&&qxCfmx@x>T>_5isV6qsY|%!o#h7B2GwKeFD zbU38P4X3_jO7MGegLlwJC7gq|+!khUxMG;zVc$n`!f@w106p;k9kdnB#;(IRqW%iE zISNm1S_i>~SLENHX590MIQp&M_P{@%5*ImrE%#l;hu%pyI$`R(fflC zi9Na~kwYK*Z>vyHo&?6g)mXO_x;x{uYO%Cqzq8|w?c2NactX)Wv}wkGySa+{q_eA} z_)(>Dz+t(`#J;D;+#Pf`Ubyid&eQ8$PVjmWKhoL)oZ$;Zn9vEvl^G@C7S-P zlsnGy~-X_}Cxge~zFM zP|a7Qgf?&O(IAakWZ9982lq=0_cBpr_D8eaL(lcMpr*G|6E}um3<-IO5vsxbz$!ZQt9aFa6|)zJA6h`*ud+WrR|fVW-mv&>f`gg2_Yg~cnne^Rg-DB&tG zoryOp;&*k41px(v-W=S*Tm_TV)V1GV+%Tt3GBq69%-kWxO5NW+rJ|Z@<2C{Rb2ZQo zc+nWS>G3>?vPcJ_&VJO>*OQz35*W(Dr{OkBO?|m-5UPMC=wL?s+~)qmCDkpn-joqw z*D9kZYJVb`CB(4)@(7x7|0W#g#M2~1p;J4J-I3hyGyUD_5B#;xGJFcx+K&3Hiow2~ z>-L(+@H&}_m2P{ilie-YjkN@}R!in(E)xyXQJBuNq_dc?P*&g7EV9sQs;f3LVW|r? zhfi>e%xT_4^LR{rUgxe@ns#1yGfO9$WgmX?_%d;BsqNerDND+ne+4vyZdMvU<8{z~ zAURbMM60*CeuB8_xxcfQo_pY&7WnZ?Ij4kBJbC6R3}@56{hT@3X-*tI47<#$zOGCa zc5MDi$~Ma@+|a4d2Rs6!5DQDVymIi-T&r>P)vT%sPddao8f9h-mlk4JarCqkYj5Tg zhy*{KDN>y9;DHlv?3BhDYD(u5@|4K((Pa_|>}99J3v@Xp&_}%l>4JL2X@i`(H;8{w z2}%spSbe~j1CB?`m8sTQeX+U!Nv1j(!{EN?U19U?zRG64mNeUrSBvAnbL-wWGGONQ zNt+oJDNRs^3ggkuneEJX8zdJuzr8nv$8Cx>X0Cz3ZS=(Z+{qr zguH+Ib8`5~&-iqj;?OM(Y4=?8N~3F@_(A2R_qHv57jP&Q>_{6;iK!j9RnJ_NVW+%i zUa~5mwijQa9^DG<%;GN70BO6L3)_#pimkx65d@%UWRDVCY*&ar%Qvnl582w<-<(Ta z`Jh$D1Q|;!4@&ZKOQ!4hyYF`LghyO1P*~5u+}I-0(l>|UlNZNi+`+Jjph|l4X>p{! z;iCKzVAFk4-xq5f+TEMtaiwBuX8z})7SG7-N_39-MOg#;k!>WD=>33yv?*1N`6vdw zAyaz6IK-2^fBmVKTf;RXmv+LDK<7i{eg=1Z60aTFcu|EHMP}?t8C5irtu-&8Tr*w1 zx7&jZDMpE$XWPuS4zK9xcS#RO!#BQMcv_!fA~y&R?uS=fZ1^RoRw!rFl4nN|Malnc#wOqzHE(^ z^_88w-@R~Av{GWbzaZWyrG5pDr-f(zqMfS@(uB){|3N=xW~!{ELYm;fPpQ~I2;qp=%Do zghCdknY+dOZXdzgAtjllw2*1b8bZMaOTED|z`L}Jh#j5NjUSN5V~DdK4rU%wG^vsA zJ0AEDu=c-<36ug>F|%p4LHb#W%1graJ1Bu+h15@Px=7{;MP<&P5QuO15MqAs_JEbX zL`C6D&%_R;4(gSc8jV<^jBi*4R=WT*ww=JkZzb+%?xX$tMez0+sbc)oM5>(c zx-wuxhS&Z0Zt4y`+RxT~y5O-J-51yuCfS6d9d)@&D^M9+D#ncV^QS``v)8J*Qwe)3YZMM&XmC^8I=t__K=Pcyiq&(*?VRK@_X|8yOSbdWyN)0k|WX3mGTZC z&3NN728Y^Cc!H3pVnN$VkCXXc`}R{JUV=BYaak|ckKu-bcUu>v481Pp09m?5we4@0 z3^_K#@)vJ`yhhwS8v;fL?-!h>%qVz8TezfH`0f?>?n@_zit0OuPu(5PYj4Yvy;^I) zFJcEFX(oF%!5jtQvUQUB#o%DwIt);v*5awI53;`x!GrFB^3Iazg)tz0*;Mwh986&PWdPc7Pb`noTDi+q^sK(~1Ru`)3d@oh z%9=7l1jnBkK5OU`0Vy@^g_U$6&>w)WY7l9sr&VAuQrS~`Vu&P7{NWw2-iO@{14s8& zBOs$8(9?(fq8nfLJW?l7nt``x9D%~*MQg6N?>YsprU3U>ja$u3rm(Bm`6If}is+wE zX5a$o_sL5GQNDK0J<7o9miE;)da{j!^!VM5<|q%`0YjHIZYVN45Z#8NJm|KM?w)rm z_i1Umy}dh;cbAv`^i*tJ%i1r(u#8XJY<>B}eX!1whq86@80iYytaDHJu2WpIacSl$ z4zgS|g75ra6y-g;}iFsZ+|5oW>4?iKhpSY3l2jk$XO6vQ)B8A9lRmqp0{r8QK{bKG+F> zc7#_OBDXV+_EyZ024T!s0l->3@(sY@S8BEQ%U*m!p3_#aVJabN`KRAEtD+M6zmCP4 zP8SXkaD~#muw&2O6zwDwE?KA{7HzQu@7>u*jzrSch9^h7n8(c0$UF$kq;Pamz_iuN zMPWjllCJ&g8}5XYTf5>w`j%JLDVXnJk7-6?8iQ+=mrj#w(JB|-6P;=lHy1?8bR~sqpo?K<@Oh%%D~V5d z@x)A;a=yN8&iG!W_p{h};3E+*{!SZ*AXMb!y+1XT&cEH)9f1h{xwgD11EYf@uL>jI z|M^O<3y?~$VbwU9Zx}vs<%Ty}wZY&TAPw)&atQr&B~$X@Z9zT6z<0sX`O9I2F*>pK z15(b;Nj{(4rz2U)-=R#^K?Kiy;C8p0F8MFLt+6B@5~w8+EZlQ8#u(tbtKuRrc->wq z`)%>^^!`#rS^kx;7`IPiU>tLUPszQGaVIpN9bAUbnjeS-=Uf)MF7$64`55mIpmcKc z+HMl_bTl+5e|=l#{!DzaPWaP`D-J7a0l!FFnRuU}-~|cDgsS~8HTmRi*yVLw-(0;( zROwP7ffBdsq|5&IXY#O<-ZHy) z`ZgW6yD9n>L-@aq-fgh@ms%FOzE7lszYNw>*v{{_Q3elgbUyzHYI z>n3V9dsKI@n9`M6jU02q#mb$B$*;|_<=TNLXV&&eqx)l@jh_O3EI+z|B&k9R>ZK+2 z(V>2qag&o%O$c4|M1HqPxMpy;l!p4io!P3xGJofc`i^)L@qUUS(T+Hxy{97$h`g_` z2o1n*yY+l^+STf;oQMM!>K1LH#E0IlB_|HU^A*UMcqEQXvWlCf{mw===#LIp=(|G; zE=hosatMZw>)^@Bo?4Mvqn=6{Sn@&zN9Y*h{_3El+Pv+Q2_K6hGwXHrOa;Dz-_Z!! zA{ZU1X-0>>j;eo;sG!LLa-ONU`Kt}g7q8-@tJZ*Cn3Q=6J z{moxPLa;6z2VE^fOs(v778)m_I4d?*$>($hR2H{gJ;|&cs;}qi{gZ7AhA*e9%-r_N zOimx#5=~hn$prDMMy~)n*{BSUH`)1YP&BE`2%rnkS;o;()RLPrDWwO!s%42-xD$5^Q|Cj@`mIS%I7r)xWTt_DMEG!I|Ux^MHalNu>FNK%Qwa zU1PEIhdHkZ84YJ@Mh-o`@s76eqe%k#jgJVM#YWMM=3x+xT-*OD4WZh>BcgX7Hdxy@Pcs)ObpzOC*G^)Nvzd$FG9N^5CS$oJJpuqb}T5aTg^ z!od)EQD}hI{#{wMt6|=x@wb&HL8AN&v~^?+gOM42)HTQ}i)I|k@p*&7as2wX|2=^< zC?K5iS3c4pQQ?IyQuVk9@JJO@j2XIsL=zPHt}FD09t7 zlHDhU^({r$ZY?bzGAA1DyK4wEnwpYe?D$E@bV|MW+f?eEZkif%UhycQ8$59zIE1^7 zpFgU>m@Vn0A$*8g6{&1hYxK8zLs90MO&SR8iu?IkdHR;Nx(tP0g7El`l9xVz@kW(a zMGZu9*t9YW7d_v#qmkeeP~2ToG{N27i%UYX^MBv(oju>|bM|-6teFgxOqk@!y4Q2db^Vq*f!B*;9Gp#x zYJq!Nps_DC(=I1EnOneFvXG)jQ~ktbZ2{rouVs%9hY7*FbY`#T`8)z1?x*X}h!nWp zxc(6#)T9UIWr?nOf40P-0UC#+xz#~vuX-`|$8NEK%|ij5(i;E?ZHGRzXsYXZG(i(i zWpY9-tx@W8f9q&vETSOA2l?i5_(-p|cxk;ALS{R>n#n9%gMVgbZZtmdqQyH%ZCcdG zt-5xz-6=>r`MsksMfV#Z(cQw|kxb>CC!$dm_4gyj-xU|b8|fW+h}ISw0xNRgpIBvn zD~U;^uIZSm%Fq2KsCAa$@03O-W|Kyuu#CmqcoGa<5S{wz?(^2rqWWdm}V}=UNwQo8s`ubYW`5Xd&y{o6fqOOmqX8{P5GM_QuiRW{__y2cs;ZNC*G~; ze?KO=8GbrAg@Uhc&b*k{2HJ%lvY%p+2Z28@bxwoE@!!WzX4iwbGMojG6gb?yV|>X4 zf3t8LsJaX5e~7qJJs*>bW8Qk1^>M&G=+-}w*9P4n$FXy6Mop&2Gw@n5^IS*s+Vvr9 z|IZ;`Nrvd~n(Te`Mv>53>aU9V=0&Nru-uNJi%!}7cc6uKM8ZGaMJiMGeE6n2H`46E z81yPIvD^PC{R&TBhbus8iE^#lH4hg!ZPG#b;xkij=aY|`!cLs*V4KS2n6hKqxhCnR z|LpG73YG%09Yla~?R$2U>wV-li6zH>fX4XGcz2ID>Mx~$OR3)@`92C+6~Yx8cqiRr zH-C;yJFBMMzIX3`qLW&R?5`|npyN`zH+dh1Y?%5tcP_P{pgp3b9><|lw0IZyKAlw} zat?O?JwQ$ml?+(E!CP_Yw40^!hR=GAd9|8O4xZ8i+l2!^Mz~%R=oo!%3-NU_e%DCB zx?_+pJAsbu%5C0DI>u27tub^V^&US#&7Elc=#UThzs2@KZV4eZX;&)g=vW7~)qihh z20oCTN`1|SP6l#)FSs_qu5gchiKq60Rr03qt1en%U1t}ZOThq(f}1%H@EuF%J=dC8Jxz9ya7nCyS3yyCSuwdSNOSxF-HGbjL)q&`Tb+1g!Gf`v)UtNz9tC<(PoD;~|o&4r+e8z@0 zaWUD0-^_mUMw%E9VhL)L2Hf0O02Qjau!LB?6^rESHFOyl2g|099NDb>O5q>);;I}V zlu0-jeCQCTzzOhhYL-bg`#L=Dq;f6Hi%^lnX^`65w7ahzNv280o)|Uw|%4Ah2w~Z~h{_$g-kI>y7R{}>=+PBB#Cw3uH1+ist z5LW-2!FWc^b?#cjAXS+|r=V0$OQF#3RQ^gj%9B2@gV|~i9B}D#7o5N{%C

TkDLq zshr#P0aG@p()9gAqp?UjrU4N$Bdk2Og9&c!i}-+`YlNPIav&@LS}#q(T@ z;UDE+DPWPhZ3{UacK@Vd<$nCK(|Odx8&*a!h)m`rJn~y|))7CrHD1T|@Bf+}ubJ_> zQ!`U=uMOCo^(-oH8`4Me7?67nXbV6)ecsf+p1H2OV(c(o#bZ&O8JGQjI_eTG@E#q4 zKtX9BBlAU`>_*XXkoqgiAY9fp z3>~AzjNm^C#L~wbGdyeh%Zb~s|J(&UM0PkG1c^828IVt8yq3fL!9r6V!CWu+3iYC1 zRBC%)Yi3h-HCGE3qw~Yr4Joz=g|KqU>&{^3GX{j~H;_mpOFP^`EkG<$?huQfe_CP< z>H+Zp*jpDvUC=K4Cpke%@!qSbjTe7ChPK4ew)PoDT#L9%zIf=I|0EOBLCwS;9vJ|$ zZhph7Dv-7A)dm-++Qf#2T+d9sC04akl!%+huXTMl>I5$psZk_HpIIh4PZ+daOUQWC z!`Uujv!SLgWCW17-N-CnJ_%XuEl~1)d*s)x{aW;HgK9GKuBaJV-A%V|$9j=EUMilC z|JMdXyX*j};z^EsKKvvVSUFV7_;k!rtviNAwTimuhEg%c%ye|JZb z_MNF#i{KO8f-#rw7k5KM@idQG3SzvV0qSRZKc)Z`59e8U=hf9eK7>lmyU2c00QkeYTs%#(x-Q zWzOMZ!yAOa^r}BUrIb9ZnSi&)p?Yc#@t4=a$mrda+}zd|v_F`H7s@F@osAtwN09Dl z?ExB~{wAQaO~=up8wG7gtlR60wx!i5JzL5Mi^cwMWB?k=^YXC2Uu62GDOvsEaB|RC zy~2-Oe-y_;bZK+6VE8<4W0Y<0zgpS92Sx+<9tw7(HFWO%)qdNbI{!t1-h z9$BqiRNYEW|B10Fyhj9WYxkqDl$DkF2b=*g0WmMva;HJL+-y>E;^|y1>Ve{kf!Skx z%5calO4EkuGOdJFe65@ zpPDYh#+%L0R$7ycKfgJis{!3ClojbXlB&x8e|FbPb1|E|xBa(85;l-W zg8T(U1ldJuNfcAN)(w#X`aWH#+H6WT(u&QPXJNV4D8E$4HNekoLX*Ho^2q*p0)P5sFA+@8O04^IL7%M_!( zu!(YOUoqL)nh>4gBOy9t0Ab&gi2mdLZL)pivc+zf%XA5^8m6z+O=LK+sL5?`Swjp* z_`UbWOXemA8^Uy0si@?3hqcI*H5u!Xc6QdyFWRxhQ?2%$ka6WANtz_=>i2<1)r>Tx zGW+s{9u`P7^n+6C_Jr8Zs%L6iZk<@p#JK zpXZbulhxN0A7`7j$5R9&w?hS_oNDloksr)^%`LxW+_paKNN4&VX9PI46t=E0fby7$ zEGtQI(mTCh#r?S4J9K|Uz8om7CaRmWw`>A7oo*{aYoH()LjJqt2^3`e9}k(_fqodK z-sZaRrC$n3!P8-PmqLYv*Iv8dD3l6YQTq0=J5rg6rGzq5dnR>_CyQTwtFBHp=>{@; z$xFC#0rHsB7{L)|JIsq^r5Xuy9$} zwp(e@aAbU=`m3zmkYGFJAkGoa1n#9vc#efSX?Zx*RnW#f=zt+eaLX#<2qX;?uSK9U z+c<+H%Ye#GtM4v{?<%*0`tK5SXT0_eOO{yFJ+Jjr|dU`Aj| zGr%*1zvU$#Y24)k?|*)m|EoNuhbe)xk9OI}A*yFM6ad;Ec59x7>MiO_L*cbIpg8Ha z>nBZQV(?QXq#)F_$uO!U1E5zU!!^k2BpRLB)}rWW*xv2AthQoY{Egr??Nj-aZ@vpI zaCv(m%S>To=b3b~9+ovWP^SVwC5Qjj&|Spipwf3510&1@Q4`1le%Dvm;?n51Rrx+C zJB&|8m?l(OI1OXc#g)_zOf1viE0RF@3)u~hNIg#psD~=cf0E8$5W@AeW_AdV{M^jS z=@8XtD+1`{L!YcVYO8Fh?6ZD~u*H>wWl@g(Z0(;&rbH`IGIZ_am-V7mOXRn)Lg!^6 ztznM@UWH&JWu~+3M(B(V9dSg;!73xrBv}Ilw`>^rySyqtvZh=66;l^jQw)IB$gHR@ z8k-0>g0EcPE$=tI&m(vdap+@kmt?QJ>$GaxAjNP*XKzF-BNR$q)K;dZ$4hO|Pn46a z%Tl8B$u#d|skR<;7LR}{WH76{?nHj`H8RS1{+z7fRAOEVwtqhErU_L=zf*nR+cHGn znHpKKVTizDR1Z^HSV4?c0zY6ubku3%tzR;Yzfd)GrvzzFlXO&)wmJxu0_MATLu8mo z#z*@40WW}yiz1dMG~lPwin5d;`52kV${)&)rj`9FhQX)X@Io(5TYAvb#Kdso*48r& zGuI|^rAnmL85(yuP5#3oW z1qh+I`S*YmI98ekpTzfVx+ptIhai58sXC81D} z*X*eBfYp$vw_0!`T|qNZOd9_9I5aml8lcYIy-Meut#PuN(ArDH#Zt1%WSOgl`k`VZ zQw0ki=Qs*>VnKur`jQzAI-@~2L>HCS&LPF$QAcTVhiRBLhix-lKB0)dHyh991AC<3va^b2$X$Oi>_lMQp7McoUhn1gE6`l|0~R z`&3csOu@#UPSNm^d>k%QiTcW=cD*M0HB&vBVC-g`>QP2)mrRDxY9aw8d$Z0^S0!R4e3PO6`R*}|LB=4uAqXfLZ3Yv#beKwBJ z=_HW?)jZsrp+pMBDmRgo?`5KSctW$aUxAF@uQbjo6n0ftD}Qx3zOMu|#z7`TlDdy2 zSwlI`=IPH)MFqD`oo}N{PH&Fo+@K!kg4KWYta^aG@(|lmj`f$z-LFTf8J~M%K%9)} zME!(Y{^$bT8~s&?r*!D6c{!IS1l(X}gNC*qT3$61kg&l)^+L{BY(x9pInBFsiS`Y; z+`e9Hph5+56FfPn2A`O$E!|1^ikA?Ma?mME2S(Ps4|2K~dHVfcr)^$#vC4weRKC2mea z;x}G*-$``4`mvHO5_i+@l+0|GAmN8B`$TTKmsWlqqRhfMl9NL<&F9CB#YZ=*I@9Ko zgJO3DSDu|_@Qv|fc85{-;~}%3XT@d~@P?e`@c`)?YLPP2=MS+78M&eybE8p)NsEu$ zYYj%Eu+J)g&#gwXn3`8!o$|okk+u+|K+3nWhGIWITIHL)eOmI|-S%!xty_@xXVr|) zt=?$WjnGH%#cg-aQg@|YIAy;*Eijvew0m(i4Sq+z#zhT^OIlCu<`ByEjNP&7*AkgB zM~6^O{x;u>oY6T;9mfdTy6yIWz@gEbKZNkLMu%&(lxeDaPX4J^qxO>NyW9wlo$OG*4 zb{p^_ATIXFbf1XQg0IRq+Wgji7WEocPVN6MHeqbmD=YhPlzcv*UU- zB^XSb<}$QFe0(8Ei8#)ppYM&`#G%|Rg@w606nzsN6n`hX z9II=Jml`J5IYIA*73%8hH`lT(XtK0^SIw6_8HG6aH2G7UEgU7RRz49|4^gQ;pBZd5 zM$Yc+*I@wss9=e@p#yv`pj7X9j&og4BAM zkm$MX;D4A_Qi!B~v%Z4gZ@k<@n{RbOZr6*5)75=HucYh1yYP~O8yCN!v(M3Mxtixv zor{t>mBvx6p?5#74nH*HIC<+qyTYHJB8~v3ogAOclDl7*AO9y>$TGhyjsGZ0-W9u1 zR|Zt+6sCSPUb^KRG^04JvAvtG!sKXX)D>529anB@1lb_xu<5s!2XU(jbV8;sb+5P) z=(*??i99G zr{5H?PuqHwQL$SP&l;nsvpl>?FDQ+fT6+p}}}TR&m9X8LZFg)&90_r-AF z_fZ4vc30P{m@is`S*(9gDkWH*bku%Fhs-`T<8byx8Th#}1Zg#IvtygsA2`5dt^4!P zpvzG|t2A6uXv$n&TnyFD)pF^dl*1rL8HUC>%Y+K2{UPB$l>`T7sh-gqi^10GFV!N(sZiJt@*U{nU zlo6d3@841S=8Fiht5~~%zM14jNCy@XB~z=gs^`|^uUo+a72nN+Dw*^4uaos@&aD|7ftT}aOF6Cy$D7UjcOZ{0_g{;ED(~l zkDhJos&T5f3O}UFYr5rQX{|EKU8BM^9l4f457q5^Sb^)Rv+zJ;l>*9C%OH3(@kE>?`%c(`x06m_m(K;^2HbZd_Q+S)6svJI@=kfRzNT90sY`ai2 zpxM3KC~MwQ%07i-nwiEigAhWy9zj~w;BqzOa4H2_M)=qSA~goRW`q#dplT=ixSUDM zM%*xLFo9^D_y;qVrLfC$iR*-poMqM@%{9sT`>Xivi#|B-HsSa@E&!%oX}r+H1R4Xqa^58RD8TFtG75OGEXkzhkR5Ir?saVZRIREce--G*96FAC z&gqsjo`(W+*-iAw^nz!|aSm;<)(d+Vn%;Wc+QidHV55DHyz!94LQttg&39KhyYxhs z#q`CxvklBeFE2bN_KX)PiH0g~W>kHL z7VM^)A=8jruXB07aUNeBsV1p#z`60=B_9;26n`zbMl2S7!*~gY1T=bYtTrf^FTyk9&jU=NUHjGoJGW_9x=jM|-kHu#A3Y7qsv@{)Uk$@i zHd50wxf135bX@VbU#A&|`X4*tp7=FD&1y`H7z0en_diWZPJ8$(PrA&v{zf9;sK#z; ze4*+$@K%D4lkmaYL1N({X#a(`AMy*|&;=kfACW*O_%(ZJTq0u10@fyeDk@!KiIAeg zvIeiZI)=!1JP0~8ueoH-J5)dh;!5=cS8_e#qQI(=etfSTxL=69%e8|`gc{3%(zCTi zMtxOmoi4MhgieRdC=RL|M?3T#SLSZ^zO7JqxOY6jTdL-3(fDm>_a6gSLO;MY?tC5_ zG^|Euf9$;$uc3-B$N5I<_U)H`^Kj;Q2bYaaIwvC^pIkUT9lP)CnR3*tX7?aTINY`4 zsix$X3rU_0p(cdr$oVWUA%od!to^eCBK~|tiYq{~SVcr*L|!H7bH8bD3?;I~92mDn zq(m%*7uqdzaDU`Um(=NKmt=|uQu+-bEGOm_5(+c#XJ)flC}J-1(hJ0y-z4I23eW~w zoJ1msWhzMBFjo@BB|<`6loc%r(_USLXW1@@#JH9vyFTZ_&|1x|=dF)Hb0b{Iz2dtv z*YGc@tTwU=osNzZ<*n%P;U55R;|*=tRZXE^)NlViX_2+1gAeRSW|K@em2SIgA{dGT zVf~}R?`$RPIgKbEiT1&2DA$|g#L|wus0Y@C7)-^jPfu;wheTJReut zXG><{8$z;;Y9=PKylwkLI*igrh59$+i21CjV)|}lDsRXF`sMHS_N-bPX7$N!9=d&y zXbMpnU%RNP?ZM&I@kQn&=qAACGfIP~G&KtURHrjM?(gPf9)jx z&w-?oJ_P?4O839>QD2kO{{f9cPtLg>`iDL&BGdIYTKdrpEW{)&q)CcM;+&PT{(!FzIxaOFmm0u^!TfqS zh6^5F)_k@Zn3%yKafer6*gG${&~#@#Z541ul+SdKUGrq*v1!pipb!6qIg!P7)872& z2=U~TyGp;DQ_w1T>Z*3#%Kex{pimzOht%?3UM?4z+@lY3(g9o?e+`ASTOg(=ED&`% zh3_#Yg`M)D1^N4%SJkQTX>dvhV}a>h5{p_)_EBsFBm&NU(=M3)ieZ<=W$#~Q&$nn2iOKcJXH0IP2DuK(Ed=24`GxZ*C*11h~RfJt)gFC0kcr*tnV$Rq$+axoA_lTPa<>21Dx!! zm5R+PpnO?rcp(@rFV&ex%e8ynQtiumqa*T#;iU$Vxp<&7SN=^L1hzqrz68i6%4qp} z=r;n*g`;Ocs2JBTn~E1piFQ`9fNaVjH2#UsYMTN(UP1`vC&QDHPY_1&5A^C3)+R-q z5CUS_xsA6Gikt>OdLNbI+1SLR4ACr&-8rMB8FF`3Jq(Dp-J!5FQGadw`Ta!X`P%k- zMm?z@BJlWqe-6P>v^cSbCk0I@E)HETXoEIS+g~QB7n)ma>UyWpEN=(nJ}zN7YcpI_DvK zz7oGM{QH}47g9>xA0hV#Ux7%dp^Cn@AII18e2D%_HnhBNJI_g4P}L~Se`)S6w?=Hr zy>Y2|tEJ-j8aOre<%cgEw)y!*+?q3rTbTk9lii{KH=J0xGypm8aNiyt-745S8Xq% zilW!o_=IFi9R#Fv2V_~M{igg9a8Y3_Cmzs|BOZ9tU_T+`u<}J$7~#^oHKlB^@H_8< zwKffYba*D=>vV3EAO$~sTUIsgOX66g!ErNvC@9(aBtd&&30fb@P1~z{x@?TdSN7fUuS0;IU2zOYur(@#t5GZXvE)OEPyh?*YjENs=_oKz@{LT3sFmU$Bx8OikV0A${xy6z@e?_lC4}Z5It7G3TWbAw-$R4L z-;W~1K!Go*`iUc*lYp4N0?oC7Y@b^UBL?bvi!eJE-6(j|^;g+3R9cobICM=6yEMo| zCgH1s%m8P!B83|9XJRtqLxxTqY}}M?L-yw=7=?Glil~R3^N2f3$J<*ahJ-#0&ofV< zr}0c7i#w0*Cvt$ffgS-Tc$@OPbz3e8ayu9(cu~XN;x#fX|J64C5PC z6KurN*6;IwzX-|6!$eE^<>&Te5lBJ-{5Gr;+adv&oA8(z7@GzqPe2w6@o>@jQ$b;c zFw|?bK=_OMtYji>Y=DAD7B2Y#`$*x~4>h-Mb96_GjTG79-sLBlV;_?QFsRcwqCXV-22?_N++YXkF2X2^|<*Qs@JZG@ZrPgL(5s6YyiaqJa@44BAe{ zVf;Tlp_za&MhQ$Gy!FXa826d+OG8}{t39z-YIj;GYy)K62BbK$LnKjx1c$4CD<)GE ztIf8JV?g=prEO{X4w^C>jDk#vKKd#pbUz0neK$G7{0KScBzjg-r;AQj(9M5*l{3j47GrxMJR1R*~&yY3~u z!v#r@tMd?+AFwVf62-G)FrI4T5ts!NU17WI>q=8~#tI-aebA^<^R>CYUiP~%Z1BFw zwD?Iz@%BrWZNuTKFMm$64d1Vo{YthFn62?g5aXVV5Isu(d{KC63cKV}AD&z#wU?4d z@w_JWPLy&4VEg>QUVe-h*ptxTch2~M2ZOOL1m*^>gsB~1U6z+4a(Y5pF( z)!_uRGkc@rRW$^oby-6b;zkA;Z|rWFkK@XYEK@X^CLumUu0wUd3|zkH0r;g_giJ5_ zlSg8@kLKH76L@Jp7=zLa*0bJ?VcJ(XY;4CvLi~O4ZtQRXv;pwSs*K8yH#U=~0Bhm) zH7Wo<7i+6?)R_8^F^$OgItNFEW1^>zPv>-s)c~gDU8~?H$_*<_8H(>0x|b7XveOi+4t9uxZW*vTDE$$J@3Rs?`CnL#h$5Df!zBr$bw>=^BH=;rNhgtQUpDA zkd2SUm|92bo(PAX0dCtr?9b^NkU<_mdqUF#8#@8VX%6*l8Ks6E-tRC zDdc{7PU(y>^;~CeJCzXgpl|@4F^dxTgogT_Xr!WZ>L{0(LOI=JI3*3R37hlpQ;qI$F@Tjd_(-m-YQ(PnD z-#NT0y-sxf^q+@9jQ{*yjrjyaJ`4AS28#ehjnRTQhy9$e0BvEIfb4PBoLc(U z+zX&?pex{d{6+3@<7+fv)p%=COhk48X(NqDu0bc-8!5KzxG{fPcJN4Jpzb<`^qzJB zdC=ry7*pV)VxpKJ9+}8G#l~J65drDNXrSMR)Bt`|1&b$00GFC{$r@@J>>N}R?a_j| zf7Op#DHW0vAMD&NeO0W=NFQ_JP7revA?ZVM_iX!}K5TnOJ8Y?|5wmiZ@VTcGR+xRZ zm2+puS`d$Bffhvq`yiy7&$#JN^Wep=u`m*o(}wp?JAgkI7J%zHbpTM;h;A)T%x~v~ zsMCS*Tca@|Tfjj)KEQghs}dL+&xu^7V&pP;+cNCZtPoLhTVosU356(a{%yQOAYZKF zKs1s$HU6ZT$bh+P|FESj>bhrF3zdpb z@b+D8Tal@k%wjC5@v4wPDA1Mc>^x7jG%|`$Jx3_Fsw&^Q>NnnjL;-q+d__1PC*D4{ zO|l}3Z-mu-q_oVXj}Nut~1iAZuC8Eq>NMLHGaH>G!KIbsFiXLdfNJ3zyV~ciPa5vHhVzoZDsL8xC=f2`|v+B|wYS}~8Jl#7`l7O{+Z*3K{ zpfIPD{)5X_kA^D}yqS&y8M{8&+)&cR5OHJJHCAFX5!4a`#9zJr!x3rIIyYdc{!aHj zK#Dmw7&10d8I+bMD)fdt_)-&(6%SbdCfLo0VGK4#&xvVJ?^HTyiFLmel|`F%@EPWe ztNH^SdE;F&f1gXZ)DJ- zwe;R*u8#}=s%C%rf;UVMJw0_i@7@+YH)S`=uZc`{A|DL0z)a>7bN@gqMfnG)f!S5( z+IPIw68NlAUtMHZD=v639bgTeDV3qq5?9ICY;6eYN)b~*^`7;%!wWWi@V-o6;>Fw@8H{7bxxbe(4 z`umyB&osuzjToz0UX`4{)HD`RA(mjmKo~BW4PdM;fjMZzeu(R}rAyauf0Ds7#0PVp zgSOcP7A6|_je7JVw6ik*k+7O>2A)m8R9!WS({*~5*B0OL>N3ucH>>U|^Sdul=6%r; zTFm5PtC6*Z@E(Wt9$Vq^4hUx=X-d%E{>;p+j?|-tc=996ws}yOeWPUE^h`do24z%p`vJRi(_H>D1a(HX*Sp1-rgK-_6&uyGhF6d*x;!3eop7n zyKmFwES-;2^#csnRm#e$B`l-b)9YA7Wy5|sqCWR*Zu-zBn+!px>wBDx+fC3bgxJc; z%E6!&=5%(m=L|X7W+xPpSHw2=8FTGxpTk4GYH4}NTlu(Y#9cqQ!Lt7q;Tr$l`qv;! z06(AfHe!3y3^X!xV0hk{DoRAHL=WqVb2z``#_)b1rUPLfyK;)4{RXSz;=_MFU=+~00*RhZSTf$Ovc=jq;LKN_> zHbh#6Le0aJP~gf&*7G}MdhpQ0_wjTKCe+^z%t7EdRDeAZrX_`oi&LS-H>*S0S2-Rb z44f1PREoU-X}$vyyf$)a%s`Bv$l#Yv3zb=}Kiv3fjA1!$VrA*9-2)Djmi*yXh$8@` zy!y-s$e>utYcYHNizK9aA!MA){WBMRfI|QsC-xhL13U4~R{%)s;?I=q4~HTqA`>ck zuG4`f)m6TeVbjH`FR*`&Y$)Kdrr<*?7@Ef3|DE0#3uogB{hRC!50)9s0i?E~vJj_5 z@R$?-p1JTrS#qxB`Dw8r-P#JcKKB94uzar7eBWXW+ZC}t6MoVLNMGeUdL)vB zl_Xsgwuqj>n=N@;V~X&)_CFAh2?u4pO3%OZv(*K>&3lSS3Isvlp8R-t?zy4!gO@{r zlR>E4Yuz_s#xS*#iytL|ijw6q> zHeGHig{QVCri)(_StuFqm)`=!yiHbUvR2H zHa@Sm)dBZ0UO5Uxb5g!%V3nn7j_+qfp0l~0X@k#rL6+f%F{7q7{`v%(+i^&b8=(A#Y^>tCthD-s*aM)YpR@@+y7&$ot{kOW&6Y!}6@n{V1)_xR=_U z-sd{%847_4>sp~AvhWfb{^(OLXc9akuJh0vy+}U}z^*ngG*^hHEg>lYskepit}hWc zd|Qo9;mmO47-h1bOj5=NkBjITdIQ62iV8{S$D6CFo-kr zZ5|r1#$ExLs1tU3MHL6~E4-ON5M*W1L@mOh*KP4<2X2{)R^l7S+iTBa5Luu3-XvId zA~^pB;RFM(v1+nejOma$ z8Fd&B9|y3r5$(CaZgh;)d%-cDNa)vbXwr{*KC5XdEJRWK-Ww1xEr8>ri$-7?N(M?R zK>CjKV6^}gC(GCq&f|ruWfye3W)0irDL7Q`mwwz_F*;hl@~%U>U(933JV9~u037q7 z<>8o$VM?PB8=@!hpaG+B|MX&rnpDFDzF}dk(Y=e!age9v`PN|D2Yx=^{*QMMSMlUtsppaF*BJOH#;`N8L==khu(W{2;V-j2xV zitS*v-K!A;Al?8|S3Q)YJsE`n-t^c3VoNx8NIf^z)IyZzf=bF;=@w%5BCtr0KtIoJ zSIC!-)h6YZP5Xggi8TB?zFT(_<3m=+LyE69_BZn_=%iCyfwo{vOlyNQWiTe5o24k3 zh^59tc($fkE%|NSAdTkcTX2;pex3ZJ5*c5BFFwqeZL&x9 zy4S*%XmKsJny5-bSLd9nOS4FcEHW%dhq9YJiv~3KZuCq|z>&V3HRoMJ6`ah9J|`Xj zvlX$h7`=GWVeb>?_Ja@eWgQA@yud=rVsb3da`fgU0760qaC1UJpA2kaBYaX+F*7h9 zdXKM0e@Q>hr>Pc=@85cfFX8~)#!cQA62z2noT(NyHX9+1pal-}tCBim0Y_JIx%7{) z-{QHgiB~L7_qbvyR}a59jn`|gpOpT2poB_O8phAeCwJvs-xSuA)UBz$=+WQr)fs5~ ztx-|@c{ReA*{X($srqR+rd9EEs%kzgMspWNA~)&0Bxp|}kma{WY`FNqBH#^|5Ky6x zymzKGgkRwWg@=^QmSQj+-)}izv5{aAem&5|@lD_$Bz(reZ$BPQ|w3E-N%bla=&hXRo zAd%K};A&V`{$1iSt+9+5vJ7_2j?kC(lfrcon1?=z-F)Z3G#n&vH~GN=fP~!3^92xc z(xow za&LZ*hG>RDHK4DhEE}a(q&xw=`W=!w{3N%#s0V-XUSzM9_V2_paa^W?-yAh_*!Ze< z*>(5!2%-PZ++WU%H_}{Aec0Qz$O3%_g|2Rj^uG}!oG%+c@oyBau`rr$EsIJ!2UAq! z+MVk?YQF2jU1@z`^!Azn2Pcn%dOnILNeYjg5AaxDafFyyCM{JxH>!*NE7hwXF136u z(l_E`w^GVjW!O4aI5rk9mB(THw?nAfO4le3Tsm)D@EXfR($*k8r}M1@!5x{v)qX`) z=38!VX^oK=F|n})pd7#Gy1EAx-07>Tr*;H4`8(^GmWzf=$|L^chl;9PW5e5?UR<0c zdHQNclxn)WSLWw3Y(wyBbxiot_B?>}sqyL8P2+8+?gKJ|wb^gySWuk@ zUHj#UpQ^FF)U2$J{6VoneMh9Pr#knz-l40ZhwkC6qob1-_#rSZc--~Cmf49Yn}>f6 z+U~OW?CZl6&xcJSDfqj?9zyY%nwl0Y&Z`$6pCH?+pOuu9YA;WIV_gQU00aDWRm5TS zCKn~YzDm_w2I}Y1vrN`#E7J1Nk@(SRja~d9zwMtw1-2&pHT?P%UIaemHK+tD4>AP# zU;XwrNG#jfD{lLe^pfhGR_SXL$g}YX&I>|@Ec{H6h{g`3Xz70n9_bE5W?_HEu@ zQb_S3mir+Vt&(!bRCjM&X<1p<3iK(c9{c!MY~p%Bwo=d)^eosdbwMc^n$cz#e4VJl zc{CN(YH>Gig5U4WMDQjd+&5G*tqNwGeZBX^X0kF$kzUY7d~k3(11rmsfW8->)}19| zA_uR4K5&t7ih8a_Vfs}!OW(Kq?!UJ)htFwAmFeit_?=-d%5`3A?x>`R$4*2T5^n~_ zOUV-5o^tf*cfq2Y{ug0y8PwJregB>i2*oS7meL|ER@@1tKnulNC=SKFxQ76xP$<&k z?ykk%t!Qv36n6_6?B@Hs|9j`!%zg9BnM~d#bM}7LUhA`MuC>3}pGO$NIeV{62(DSm zA}~Tl`vmml{9wE`_}8gi#0kzzh2C9VPJsbk(^cLP^RKHj^#m3&m&E-=8`8D4+wZTo zHQR2Im5B)jAlH@RPz2TuVVYL@?1oH-xxm(&lLx2iSp#>umrSG1n|qCa{|@=V7_OOw zHC-||)f?1ZZ6G^vMJfuH8C*@C$>Rq(oD#L6btZOZ1-doK zLsHwbY)%AdcWK39CD**d0;oORh3eEiVdVP};3R3zJCjc8!AsrepVN%+;8`f5r(4NQ zV*Tw!9TiTFY+#Dl>HvJ0t3Nxs)11wA;Dyy#9aFcQtTqjO73_AE1t;bksDbaKK4olb zBv3CiiSDb)>U43S)|_J&yE@!Z-XjWAh4B`R77cr<77duUF1xAOa)*%a zCtdbJjYS;|vb*XX!0u2en94z3TXXeJtluO2PqleuQLU?aRuJ@(pOeG~m7?2fAk8m-n9} z4+e`V^pc0E=j9m$dHtvcbkfJ9&JeZ{U8Ru6hT(GJ0P{t# zSB0Z!&L*h|gHzPtcM{g)E(r&p*s}2&>Pl>=og}w}x&Jh?%vX%S@&bo~;9E z4eQuU=D&2o0+9_(DJABa_Eup2)RM8ms#&AU$4JB0wU;776E(QGU^-Y&%N>qNHhx&; z+&vW9CVH*Dzcdo^1$W6SY%H6u8+vIU&zQw!9v;7oZ*799x zQtyi=&sbJ^tDUbRxD<5nwND0kTU{;aWHyfo$cOswv`i=;+sXd-AG1E&b=;)$|EE45 z=RzYehFQKmnZ0WYk3C7SoWTNo47l1!^HPuoKB{8x5@IfGR?WVs)HtiP;Jou-2dCfj zBp6J;N}4yk@;$s#7ht(jh0N0a+NbCRI8gOA9yRwJP9q2f4BLMw-wqX9!e>1!R&*W2 z-i3DAb;KP)fBjxZ;>-5zH)Yf9?S+N=X0F|CE#ckB`nrOSx?4 z$@nEauVssh41GHPWb^!NWg4~@EY`DZC$-<3oRn6GD@i9Sn)=K!QSZc(D0&&;-1yJUt28(~&zQ{)o&f#oSh(4h+^2@>l}NbjPOT7UrVnjvxT-ZAPir*TmX3>Q@RP-P%*G zN3axeE5OqUfJn24{8jDz(t$Av$^vWA50mgY8~S#CV4eOP%hY==53z`C1FV#A4fuC> z!PVeT4yWltGbX+_QvHw0^1uMK;jVW(7SXu{4*g!nhF=6YQk>a-f2nr0(N8d*-6f1nb=NcZY?#K zk3kF^5b)<-Xkp?i=38FW*qBhpgpFQr7JG-9@%Fv#Z(?xf_YpoZ)ZwG*(;<~}i zB*#1M(q5`*>E>Qpl`w(DZhjF6m3g;p{uRBHOTkt7?6bqJiXYLgAi+bv=_2sqRvw__ zK<9<*3SyjchZUQ`%|QPQxNvrlFPP7ocdD~{Mij|Tm|$2=eDDhGD?)0sWjiUQSOD94 z9p!BnyB;aQ#k#!6Fcn`laz%t2PVsbM+&WM7WE*S+b09=0(d$n*u8F||im;lzLxzhJ zWUpqa5F-{`M&m*H{98@*(2rX-eHVn5ZxjtY4c59D&|w`dpMjWeJ?iXPJcPsU9|fSo zh2p6LgviOaIms;-qWm&_H)?>z|5u{@@5JG0?F*vZbi0TLvxD&|^bWH7Bh{4Y^^XIB zBe*=I%W)Na_P_ent@mB|Cx}Y&#t?sCc(&#w0dCRpe=$4SX&72P&OuprJBO5Zp{Hiv zd3)33$H{BWgEl@~`>@aA!`!wX$IXe~HZ#Kj@vNn;et3lu3NMtMjjo^dsho7rG>Itm ziTyW-Cy?|jAH8Eo7J)W!4&n+>9gzk^aBn;tiOK^X`0WLO&)_a^WSvI8Q+m4saMXOKlxuq79tJag;y@Wq z>33`7SHhmw(?$6O*)^{pJ!fA^U@Fr=1y;AQYmYuEi$PU_y&NcNxNO;*=A7&yIE#<7NE1v{rLHE*ZXBG(u-7BQH4i-EZLN17XlLnd&uoJ*pXfHbdP z!zrRc@eX&UAo-->@DJL#uYpiOdH;zm4p0MnhCViiwmZhbop*-EY zg2CuQt&yn>mTCL3I>tb~y5Q?PAYC`BsbpQV=1fcNda_J2;$UYkaIUHcEGV(G79jYf zv9VEAO^xTpb7sW)z-X1z1^w}-16Atj0N1`5ks6YGh5Xnc8I!5q{%s{b2m4{vUhffn&?m zB!21pN^@3{eC~H>gpqnC@;lLvD*r>d3YzOFlNH=O?P?3zCq3bO9y)lNsQTN#Zyg-)jrn@TzcyJ;RlUZwL`vdXo-YJGvl$00hK|eF zFEp)tJCj}*n8IP{_L5>7`fueTs8ms3zR4e>`l6J78(+9qZ6CQ!+}>^e4f7kpNiZ>J zYcux-@zoduRdnD~5FFArGaR0lZqDuOXED2!@j!XE5fSbn8EH*szSDT~Xs-4v1>NUk zLGcDpz{A~3Mas<2(1jC9=c|cHJGn8t;R=FG$d%WO;~uh)8v2?6RZ%HV>P6~Q)L{5@ z3Zi~?6e^L{k%qp*U_^XE8WncR$g(*!mY{7}C78#5vObcfvExBoW1QZjfCRE$VVsp` z$ym;uaPg~5+G!JJbJGmKc9_fv1hMuK@=$U2d`>4X)DhD?`kcY#1mwNpN)Q$RZ+0NvFtb4bVZg5_-Fh+XpgA98L*GGbO!<3Kt{w)v~>&?>yYE)=tTaS7Jy zl;Bx-LW!n`Z5qz9(1-fgkJopM{+4lv!gM-9-+4HB<44B$VXpYlx)Mg-IO3N3pN7I4 zYSo?+M3FoXzB*QJBNMn(Vc*}}rN=yUp3eHXyCfBzLMqJ?tMssVP`8(+xX)vot!uDt zDp_N*(r`dY>^x3;Pn!^-d-S}mtH5lvciT^oK69@5``1WfCEvsoLXo&0^0_~fl`zN) zzwNn&NsC2Acrb6fMF~7P=J9l*(}rV}gITqmxGS4*T?4_?eilkjow4W5ZgR7C{)@J0 zV#67vWi`MXq zBD|Z2Z}#pO+Kz5HP8&0GDJU$2tw8lxkfK?Sr(`P)uf1BIeE4Veoe1|MJckToq4V+D zlQKQ$j*u@2%sfoIKmYgnzt)qv2O?jOA`@Mk2@w@vFlBIio2nxCXh`e#g&$q%sx94z zep(QCF;qH;>frjN7Wq?CB8AFg-PDRujC;bi(m;P7ce?n!f!%DrZ3ygk-!1XzT$I_e z)+)QAWW+kGbKkHVW67rs{Qh0HD8J8q8NtWjkj z! zk21~dpvrQpqdVvC>9g+@?GCz%m5*x%E3?=*W%pa^_Sl^7E_ALolnyG@jPB)hEf z@h>7?NAYo*e6+ehaXNepZO`*l1yY1t2yOOet&mAzLUT3X6_4%gmtCQcgaP z4xvKL+VJ2!5X;5EHShK_=-^nj#Z)wNv*m3=Fgw%jh52xXZv^W!+gz98wuLyd{%#Svu&zv!^! z0QiPX_ijVg-H{+NTm0a!Gdq9C!Ok%snQ6~&V<`b)K$jgr_}>aMESo??J1Nr5ZQhP^Ds@ZMKMr(hv zCT4d?1-MW+0_0{9WlR!EM=2nfnZ{<6WghDb$r%4d|Gy)%6qZ;1{30Z6tKM6&K|<0A zR1>s;Lf})|2%v=zR6VH|svG+e z&FjpwPC82=vW(}poL=uUVT5p!Xz}O>k_9f!HaFm)#8!`J;+pTy@bpmDfG;o!d5r9| z_Ivl;RiC+wyeO;!=4plhg8HtU8|(}#Pv> zNx#d#VZZ`RbNHScn)jVSuz=yKxi8#2tzA~_?R7iAvHRyxBa0cHOYm)>oU0w?ysR1J zT@d6pt~6nYaA#aiyMU-N9xzy}_c?B~G-J$ANp(sSqTF;B4sGE@C7S$IZ2TS$4S;N# zuJG(z`-^4t#7#`Xn_Be&7FB%8I4zhopz+7}QsOr4-(r zs|)zK%m!w<+K@kW(`v=IqSnSwlvFp{CRiLe1m?Slb%*nWmkiNsLaG}_$wtvne6{*) z33c45Y})sbY9vmrA~vH4LjtqhVK~QUyLmy)Us2}#poy@XbzXUqmN-YXCm}IR>l*FJ z*10@Th_^Z92GwU0uUgtl%UBQ6(r`X64&^c9IBzSr*m^x6x7{pU$_(?(B}~Tx z{^i_hw^CE4Cln;|7EM^ay)$Ir^w5b+d2c>tWaq!At+UkR+XO?Yt^5U9M{nlP4zR;} zluHud)LXvSEV1W2H0yd{ZT_4x-Cp)uv$Ble=Z*Dr?ug(QgVDMYLx;P&Acjx3bYCTZ z9&!i;Xz{Xg!_gP}(nK`z{)EHH;&RH87nz3W*nK{$iQuVHKAei7o69G2C*3tg;j4ZB zqr8jdjs|ZXV5D~;IwBJY&AE)f4 z+m2UlP>8r@-|MaOC$iR5TNH6IQPr-r3jp+yTkhLu{Rj6hrn7nGc_txOc}khq*zV!+ zqPBC@9Xx41{DYzW4>iXLk5|TG9BT;R0?zM?=dHgJrEECPRV=tsaaqO>{28B8R|~n1 zG3|A)5A`f2&WovLP@6tYZgdap=gPx9-^<_c2r3<&$$`U2=8^5dvrS)-&Fvs>Z ziwC-sm}z1rxEtR2dlv}_TBpNRBp=06SktfGzx(j4C%{tgU5TL;@k1A`BCf{I#r&$OX=+%|LW+`c7C((OKnEaN-si+9H4V8)!k6l8W|Ytw_eJu zZ=;&WgIKU9Ww~2TR&0J&t9zFr5=v&4aHusI`hDaQu93W;gR&e*51ZItAD-Abj;%Uf>UO?H zxvAuBil}So=CU4I9lqHwtj(IUlZsZ4W@>{MSBmpWq9`cLX!q&o;~*<4?!zV0#} zC!GnLkw7Fu1Z??ZaZ9CzWJi~+=D%MgCS~w=KdMN_GI0E;A&xuEKqo32qxZI5dhUd_ z8+pCYs~I?Ni^FXsz54t9y?dZqMdYyWSF9tGG`LaWezX$I5>tO90(Pp~%wpbup49oH zECR3j@t8G?;Ehy!I~F2BDfY*0$aq=tIz~YU1N;9}b0$^|$kFEJX4*VZ(Pe+D*C<{l z4n3SQR2S-(&%a<1&Ic6g$k?fousJRYFO}2vfdylSUp!AA?1oRD_-5btz%n~?W?Jng z?mVw+&(UMOnhZ#ttILcLdmq>?ipD8D`rh{xjlPP5-D$z5DNfIF%D8-dws#5Sth%?S z1qr9C4a0RV(NkwPlE=GW874hcj6O-+9KVXDBjLeuNoBpx6A#7{`EaW{m~m7lnG^4W zEI3C!D75|yloT+y%Sje4UTZm|SR&tYLkSvRox9;U*}eh;=&rmctotkPqr5$CP99+O zp{r*zea0O_V9x@4CtM%NiVn67ei;0lcb_qC{q@Nxd+U^s@}o))12l|ZZ?=B%IWo%( z3^bAfRsBF1x}+BtBIt!yUGOtt-5UtZG?m!I%ELp9$L6@olq! zn>7OENzfn(@1@An8RfY&ziPq-GdGii-Dt9+g*;1fCF4*oz(laJtoU%p*eq1K9H*z3 z0lKCFd4{@w5HRqwS}*Ny6@p%55*= zP(yEm-H0WC{;E#U#dGo_yaw6x`BPSK+SK?uvbOLRRXqNanvhmmiT+c`RD|RyO^#fu zG!n4u7B9bzqW{z%1C*+k&)|1jQ9t!;?LzlZ4x9jOwlGw#oIs&DdMT_s?$PQuBy%D)^3w_J5W22{Y zb1?%S-u_odfb>uu1KpXIU_Jn`U5CsP>ASbu-OL3n`tF>j?a()sXKNd|aPB&9dHI*( z=(VTv@0A`+mheFDt0`8yF?`>_gb!4@x0}OyQ>K!yBh}Q#-}(^DuJ(-EL5wU)xjtib zfQ>**mCziyw%9RQHzJ>%reYY*v^DTG9+QY5LALI989o*W)wQqq{j-y+k1PH5p0+&S zUQK!2m+_6d0b3Au*zM%`grjK`rkv!B68GF`;#?-Qr-xAsL}od3-mNIdjTcT@D{h#3 zL_}cv>LL_=GZ|{$0(o-a`+j{Izkn%3_S@>`FHE~~tX+~CdxAGHah6Bw;K^q^{GQ*=)=)>Nw!_6*##o%6WWyS0LC8IJ&S#OcoL1ET4+yCk7`;F{cEb$bp;Al z1)#9%VA#$rRItwaBF^h@TWTDcl1W}^=vy-;Y3q}v|IjE4)k}V1Fu6QkUbZd~hEMj@ zo3#Muc=O61W4T&k>rvV*GOEdm5#vY7r>ZU000`*eAMK8+@0?mh)~L50(sII!&mssY zlLuEV9E_|@O|>0bqD?XHSKXl{iL+>AF6&T%mX5Mw=yxNMutf%~idp!o1qbIdwQBKSFJ02aBFYK3)ogkCQ zP>$F5P|4xApN2d2Z6nE<`V#w5wq#LpQ<$Ob*ggP+ zXwvTw0X4Wbd-8oFdBRTnisjfuIl;Tl!QRO}`B`qF zCtpv2DBgjOGw-Nw_6%|F%z^a9wz}lsaq^qI!@nXFi0~cpu$F}*Dlpd{1TRWJ;bB$B z%HUVC_0Fi@jEF!(otWz%a53=KpeQj|OgPPNWRGCO;#UvhSicgRRyrNX+ttN6tN4a} zjv^xTW4(JIO~@KWxF-BXO0S)VmN zJ27t89U`3CEA;gE&nZOE9JR9gLuzYpL0qhFdZcyiR9Td`$-)k!5*%m_#tcLU@UzmM zQ%m~#I=Z|Pal9(n*>`AJ`jVvxUx{J;epm=apyKIVryTqS(3*ZuOh>KWY#nFi8ki z?pf_5mSICYJ8+Gm>jvS(RKLQlG|)s00M{$E18it6rq%pGdkGtX*YN9^reD#IoJO;e zmWvIO`oC-?FR@~f8n8O+v)RXoXx`6KIvzjf~wbtn8q>HE3I zucn>aXSkXq3)e4!$}=r_u|IJbOQT{tVd)`0r1$4Xk<+_}Pi{@GyRSgC7a5VbfNYRx zk8o3-VfqOIp7GKmn1g4Grl+Y9XY_4t55NH_`X>44(JwxS z{zm7W3CmE2dMZMMPCKXg(O(eXO0}k<=h09ta@31gf)sTpi;48rquKgkiyzLXBgN?| zJjCNzFoXW8k-@pFw(=5}C(MeunBiV6rKD(i_QB#+QceCOcK~i9(y3L(r=Dx>_kZtR z-Mq1jwj{ea_GC@wWpm+p6a{C-S(P&1tN_xI;E9&B4ab3=XS|H#7kF(&Q- z^XT=pgvGO6RY@ZZ0q3iKCM zsKswS73vQutcCel^XU0ES+yN*B7DXbRKApi~-!ttV#yR#TG?pJ}W`Gsn{aj4*i>w!fN;j zXc1!?SC0_%J5$>TF+eLiFZvIQfb-7O;Hf5%VcmeOCc#;^M!v>_ti0q_calgI-~tFL zPmC5Rhl_7cy2uS`h=MXi!I|~nupDKnzp&@Q$8iYwHY+&lIjNj0Sloc>GLs%edzUmI zyjtxDPp2SFr{|UA1*m;i>M;FbUJ8a##YO>a4esgo_y5iPFvEK*FZSa0kT!?mL#`-V z{N1CV@ZcJGURXb)BGrA>1Sv0ME1f5X#7L063=n8|OvTs(&w0SS^fFbDJ;Idr0KL&T zr9Z7MDb64B_{oY4ncz+P=~-OaBu@>4ldycw$;Ekr)Tb`>(4L!JOJ%l!Rx*RMO&A~g zw>eNm)4Q{=m8Hipt7Qle4=3MnXnP{%XZVPsOofzf>TIA}d+p95#f`|I(7*Y>Y({fF zEyTiL-Z#)g{Ii&I=1kVgrl!n=fxWV@#MbH%IbyT1h5qy`eGdoiiMRm!NKRZx|Ic9w z@{#(rPI+t^B>wFuqXkY}t!^PZbXql_I_tToALLU+01I~m1V$5R#8(h`j zBl>Hs4@>XPhfAGto=z(uOWuT>ou`Nusbe&o5D|YP&uLBn$=X{{ zn&>KqDc0ig?g@&(u83!8wusZ5?X@ipne2_67mosBd9%1wHey1f=^d!kE#$2DwT)8# z3t#{Ww;~^A--?B+8v2Icd;(QgKK%;}RfJ>WUjt65D$)WT8-jZyHAINaExn?Y&?!5EV~_Bd}qs;S5Rf>^Z`eonHejYVgLFXtrqD0li}aSD4i z>=tC)R_w!)qbDMR8AfnVn2uDm)JqKREuNg!XDW3m?{1wi80c&I+$)hhIJYcy_WtWW z7{)vO38|ZQ5?)lCLeZJAS-r2mgw|Dnz1x4t4J{j=Ih~U-`*;Vo>GR#6mutM(%dvS6 zHJ(CZ#O3jZPp>{;52M{VeeMF2!BhLZo?Tx(R~*3Obs6V+7w4HDq|{7w6%1?_ZTf-R z*OdzPEVyDSe~1Ui&xrQEvil!Ww4Ux*J74y_CWt)Acd*Z7FtnW7vS+(~(s%c`f-dxz zIBi7)RNzou);xO1Qr>sEOkawKWvSbHTZcpi(A)q)Q;Qzc;%zHyRKG*Eg6vzK*&ps$ z{W4}zLO5}~yvNJF^;~izX%^J-co0rtwlXw+%RmPg#L0eYW}_Ud88};aYyZNBV^bo+ zfBmL@c9mZ=a3m@$oWJS+tT{TD-z^8W=bEeoS>_)Ao-YB!ULB1iPAsd;y z^@ihKw%7}^D{BtlpK(cAiW*8f70$=~ZNN}$p?)*9&rQ2m7m4+sMt3&mOpMw23M{YEdJe7opAZ*pZ$KeMV~!#NwTQ3a&YMZ@b?7iHc=6;K-Ul zr5>E_E&H{F`*lx;Tz|P1tfIPql5IU+h@(g;swNwFKi$%5Iqd&}*^-P7j|2>MrW$6@ zS&*#v^#@T8bd{1|@Yj8E5o{Fs^43QOKJ@8rUUP_ky`loA`$uaKM5VeE^DM;%RwN<7 zx7_1;IXC}@q^;5?V?~r3pnht^y1X0=L_4*mG3Ii*6|Be>(d#P_9a_C>IrHA?C4r^C zMustRr4>d;B`7Es3gkjk&u{{G10wesyMKWY#7cnPE9h3;f;;>-0c%?~!_(C_{W#ao zFvhkKOoj@OaQa*>#EVV6Yl;mGrw!8WkGbX(QKt3GWOEpcJN;Pw_x$jO z0Tn6xdPgp~;{|!!HvL*_peiD60dPGTz}G=*4zU2za2|+oF(~7%sS>Zu&T2&`5CD8_ z2#0GW_45J~dCAx}wJwM6U-x>P#HJVn&R_iB%pTyQ-R_|f==}GA9){(3i}g%)UKs8q zA+sC{%e+b{wzi2SytY_ycjPuQ+~C-S3b0Sr+`9o|wet+(Hui7Uk!%nm=&_1nsO!uW zIqx=tE+JC4hvQaBsj0Gf4i0nAUrS83ukG8oFZ#dV;2{0`_pd5wnGkN4WVw03G4ZMS zRm1-mqv8KXakzINxLllydUH)ereO%#!s3P|iFy%%Ph|)IXK^btAS+e32e43wq{Bt8 z!N4t{9TVv&48w1bH;=R&P$hWVQ4piv*78a!w}*%J#A*ftEV#X0Y2TK{o|&lnW;!@q z1gVA@Q@wt5@^4oDzADFC+bzp8A}qTO+&UJ>MMhV3MF_Vu1E6WzcGyrsUt8jO-0x~* z$IZ^?l_b@lK6HGt;?K^Nj=3o>L9yN;?4Pyn>sa?;qEp@QUx^6?p-!K6`SOz2g!&bK zQ0#RKYU~r&>|ia3;?0X_R@v)M7lHOpe}2hB=}2UJ^SxIIjpv09{PcvR+vVcJV})gr zMMgSgfDb7l0#kl5{#G4I9d06FKei;QpVmvL=dV>#Hiz4(MpPtbqGvrOn$XF-F|Nk1 zk>?j`DM9*y`vlv|UY{w-y?)Rg1XR&qupQGjooot(TsoBG?+_bSnm3cL=}yYM=Ut$A z9k;8tn5G@}$?mz_O&u{0>Cvl7#YWu8td1ty*S>?hf9vcU8w-Xz@s0QK2!JYfQ_&Wa z{huGDtZTB8_!Zw+VO0Gg0MY1rm;uHm`9*W!Fj=G%*MOXyT$3OKrG#B51^a)BCJ3Mu|Zhj_2K~?HX|a^ph_T3s;Ur!7Nh+ z^27xKVPA=#5b#$0<_MkkYd&opC{5IW`nkv}V5=Pq(7W5OwVwY@K6KwT^YD#LWdcJ| zt^=s$;#?DtGQIL6Q1#<;($9}IX9fIUQV=S0<*qq+mvTu4iASwL5r}~@Vy>{@$J3aI z`fw69{J;VW&iSWbFvrj|v53(74g^?Om%6nEu`)7_YLgSS1#sT9h1SpCUr6$KKbPz> zbDruCr{xX5n`<;6Ez~O_x1Ft8`V7iQ^IepBf=npPJx;B$?4$;ctcolL@0uR$jWkr! z{SU9A=qFXW2R3Q+FCOx#4or(4P^&H!#rNWUAI9zy3n0F8axbWOYuy$F%1DUhmayzv zU>=81Lc>b^AHT%5PM!36vcU~7JfNt@YSWhp-Pw0dFgEc9myG}P_?M|9jnF5|%9Ss( z=TmCO%j2#xB)UuHFY67BHz-%%rP1&N+gVS?ii!OcF!m^#w$B`Qf2y)eEocLc5MM~s z=CjUJWQHi%-*1Sb|83H>S!^V&Rog5@$J>gqazk$qf2X7{ea@b?pUeDR?f3#0*UNK% zonk9|m@bg8r*B{KYp~gfp2f4uOeTuX5Bn;k`1OgrN7g>9=fWh0CJ+gXKwhv(hKZMogDHOEWdW&lUys4r zL;g64?TAvlQqs9>f!pJ4hN|81#R=mXy(*U#3O=jx-HAd49r88)xEsg@w+{{;3^D+}6511H zlW`)cS_9+r@gHc>|`DFQ6u>Fp1PmNyq@f%H)&C3>{KfbmG6`bx&vih-}$(bC5g#rw9= zu703|X+eF>SM~#h2r6perDVb*Qe6VngQ$GMYZ9Y%W-bN_jncO=_;B6;IdA}Ixu@tL z`>vikk}VC&+ZRn0Vk%*sTUSAIc=8*wc0%Dbbl~~l^XS<}{ zn`m-G1PdCLeu(SHzt#KdzcxLfzmZ`EAMCuwMZ>mJJMyRGb7`Kocv^0HDTz8K&>m#g z63jDQQ=0~Aqpm!}#lQC~aA@S|E4#R4EgUU;l`_v4^*H?CPajt}sG&V-wXgANzl(72 z9_#av;YVxq#NHhx4w6@;PdpPuBvrLgi(!iRzs1{7E@n6YwV)I8FN9{TTD_k zpAJ4g7(&~;Nz-uI8bgkDeABk?!?xzP`Bs010>yT)O#F@PYP}t>wG7p*7SH&0$(EV8 z$S^(g#whZ1>UD{}#LjBPJ5!|8@e3+r}Y{5tU1Xg7Xt1L&5!j-1kH+-5rBFmj_w`~itnBiZ=;^! zIK!au+Ix=+yy$U%Lyq~%DPI|iJC6I4m@uO$YVfIlw}Rz9dgP;5wbiV@*@vVMP1S2k z#UB_rkGZ)ok208Q;7b+22*m zmlI=XGGXd@dCcJnTc?9%5}U9A_QotA#1Y`Y-oii3^ZalFcMserBef z&b92UXc7qPtbxE|i&A`SG$R$pRZQ+}P_M{)AF(M)JkmmS_{TAn9; zkCu(id|d&=j2{RAP=YlG8Olbm`e%t-#J%NixB+c=CW!F-q)cAMBhcBwO-P3JXSOkt z4g;2hIbWHOR_~9;Hi%8eSWS^+rnX%CrjU4j_2*->&RZoySdVo;JWiq@5k$0cu8|SD z+(DJtaBOgc@at=MFI!feu1>Zaln(S z+)9KNf^LL^ZZ1v~#Sp@fsg^hGO*W<>yM%}s%PMC*m;Ya~n7pyy7!S1ZYC4y^Y=rD( zvet#fi!}87TRO4zHTz?}Gg`sI4=%#t@=szv4q%|igIX7i1905ICb4_`n ziqK*E)RL)I?esfLvN7^>4^0*A?AU6lx{zflYQ!&G_bEdf_`PACleEF4fr&9y_v{y7 z?1(Z~!39t z2u4qrc*lp4fOE*1E+;oWvODqdz7X`-_HitE^t@khrY3mh?lo3re*h+HRTD|LP;7HK zou;X7Jm?yR$#Fk33pEos_m%YgfnUM<_BCW_8W%`g%sJFhJv}Is z`Fy>)LI*#)#G4hZhlkx_r|9MmezK*~Acw;GOO^6`)glSr3CLRkGP;kXtpS-jh zUMzRu9nvZ9`>gWh1*7OSFBwb9_!tptKQEeWV<8kd?@Z#L{(p3Kaq3YY^4h+ z?HL<16%!Y?B$z2F(k$aFdSD3V)v;bY(4t9f?kX~v9PxaKv9F8U{=ASuO-(T&btdEuHR z46gsM#IGiJH96GD69^4&&+-oY-$XwH_dexdol0CL`1kL$W1vjUv%&G^k4Deb*vs)h zYc<6C7I!QRI`NSgc~}F;S^a~PnFmBacw%WVoVPVxWIfmajz{ll#+6Z zoP?=bbM2w)j>5KDwx9c>ED!5|J#+BEA}#X=(~s#VF-F@o4Q7e69r@)5H&g*Q1^Zl+y$0|9%987TwthB5urGVNx#S*j z&a#*3>$FmE+pHYrW5zB_w*H$5+H>xTxjPzwBwqm*I7c@2B;0(Izv&!0+KkHJR?&}Q zWLsfJG=cjf5urxJYZ^l_72}nd2;>hQ^{zahnrHw07ye& zKXIn#TwW(5^#_SC09!W46HerJ@o5soN6sIZXU%8TjpP|~(!%qoKUqZ?#5|P`|G_zV zY1u0-&L8;rcmgbn$1}ANXO=LA0VJ1CX3pc@is8ZKH4vFX=BeCh*5;{IQcbe=<$Zb%F0t|PF?(G$zmw3_J{x@L`Gji+y<_j+0Svs8Dbyw2o&mW?}r+oJBD2=op z%s%{7Vdfl|dR-UNI%>Vp@{ei|-^|H#!*;Zk5KdzrYk}S#F z(lhvR{bIpD6Paju=o7GTV+F2De9xk(m^;|#RM;HPme+kG+*c;!QQls!Sjk58)MAvg zRBFm%UK+5uvW+DC+Wa61LrQI~lsXNX^^M@7mP-IM1{@qwc-iQH9s*Ikz+&X!P z2TsCHK-HdkGsw6vZ#^aYe@y^)*if^YlwmB4Z@X-!X8*)ZI1=&K1b^e;>?C)sOC3C0 z7_@P~uXz{5@tMJk!p#c&v?3rh$xz)a_F%#(r~vpmmpqbw2nkqv9+BP<9fjRN2VceX z+uWPl)*HH{8@h}ew7lOGnoEWVv|9gHVqeIeY!s&|DcB<^Lin#CLs?I)>MbbiFFkaF zaLd!?FO8LNT?Nz zMPAFE1W~0=`+??kk>=kCb2arnrO4H9|EwZ2QyN`$qBpM}iuzv9VkckDGx&~O)-vn4 z&}w=u?`7xqUq5DFlAQ>!8kXaVgax5Lzn(P+0);$()~9_+bhuZSPsn5JR=!)Xgc zMV`L&Ic47x-t3%*_Wyht6THN*ShjK~NL_s_*A83mf8~DgLcUclkBhrrO@2#JIUl>5hAgU`J+`ctfrr>lJK-_zA%z)IoBdyThA`5GSnt(<(ynzUkFw#_VE^OMxSUa%d+-n>j=bOkrbgzzPJN69W&xtb-~> z%96@22M6=^J8Q;cR$s4aRld~VgZ2UxJcJ2cO<%>hSklJS$Jm%S5(@pNnvk77+hND6 z`7+JS(P1@|ANMSJl`UrRV$Iw82cf1AD6cUuFI1WsoE0M`HW^4xi9H0jsENd~+aORA zizak8JL0XB2D1~j@$mBSvL!4Ld6)U09fuuqJ3emxR)cC86|8Bi z1X530D!kqt$*|3EFSxCm_z0x0$_QTmQ1XR;4cs4i2eUl=@G}C8p=B{*)%IT5H4--S0^M)g-~L{(ks1cu3d*xWKA%aELj0c|j5FoAsLgw_ay=RlVqyBFz-XGy z4dahdAf0N9tz-HBU;zvcP{`Yxh}EYhTt12Z^^3D7ChalD@aw0ERILeAb5!XTkjJ8o zFs6NZQO)Qy@KZ0oo~RT68jzxE<0eqf^$~LYX+mgwKYGYP<$sLk2JNGYNaU;TV=V?2 zpVqO9SN|RV54XAB$t*60lq;9<7`RUC!|b`;F27nbRPPZfsxQ~1RE|sv?+xPR3^9x5~MF=p)d-hPuR;0#r*BiL-m)?0YZHNq@;g? zq-^^IVRk-U65EdE=|FKS?S)}v6*g2M*GyVCZU+WzV#U)@zH~OvT^fA#Z*5JBE`1+h zj7TU|E=zq0UEDYkx8lcs=PC9%xLM|QVa>f?sp%QK=znAEy@Q%)qqgx4fq)V~MS7P9 zrS~E=K?GE~fOLqIPz8}D(gFxbSLq!@iqd;;g4ED^N9nzH2)}*a^38nn{oa{(_Mdw< z$;`s+z2}_kT-SB_fYVa5w>;3m(6?#wZ6v-5oY$mLhIGrqKV3%pzYQ}B2F0Q+nUg#!aVW`=aU zgy7j#S>#9Qa#uTPdm3?%^G~AZidb=ADQj+QB_Q8{5a}ZX1kXYW(K_*Q#HHWL*5nul zMRQ7|&})54YL)R!b3oWQ;akI6J4_g{qmNRbj%w3cuV7fm=}(!Le8z;~X&zMY!P~kb z2q6mW7*()dE6x3Wl(*}kMRPBMap1$@#dG&k{~M}gs#7t?0jyauHM_{rGgGnWx~va*s= zS-i>EL?DyL0Y~jGyH;JXmt^a1cx8Kr{BYY@&~Iy~_--aox5IpCFdno-k!I#!Lzn^+ z`zrRTw>uppjYbA~*k6{P4+^Dy5=P4Kb^5akOgybKc7M4$74p!5MyH6A@dABS5<2P@ zZp*&Z%$9yr#K=UZ)HE6C?eD$RP7i6mM(jp5h*;kiKpN!*y>bAXs6^>CO#R>0v2^R; zT{koo>h~M=^@e~_P>$_#P*ZgKHaz-a)n3BZx-TwrLF8a!QRML1nB`4Ei$D0nFe%T? zQ_-z_C&FV=(rw;I`KX_A$aXCM7V7jx{p7gzG>Hfn-qvc&Bp=iQvm?H+=~&diz#nfH zXQf9dJ4qiGvQfu>Rs>V+{i>#3FUSzL9;~NP zxc5B;>;$%CcDyZxb=Vr#4HSyu{z__EO=ncx-(7s(D=`bUlcbQH@3ryc(;UTN^LW2p zX!xb6AXZj{NMYu-Gl|E7mu0N+8Vp^TiIUf6EB(%{9pVQ+w}W%0AkSm5KXupO_s|0Z zhl0d!zQjhw$OQ)nYe@=6&v_n_d^o9LS-QRFBqPzBZUGY&5^{n-(;&XFfK_t{0iE+* z087A4M|lT@jy9d7r~1*!1*j)N`t8^V_`{{f2(kbZN*QPl#kH>D4xNAP_Mij5u4L_S zO_-B2=lMUpFDM~rVU>e?FbScz5=>N^2gL980~)Pln3`AVla~^;HxMo(Duzq$;RR_KnoK>(n~`egC6fO>z!v#YK}2z6bb;ytrqt*z+#-OG@yp zZoB0EjHA*%eZ{*H6XO}%Qz*4;4Hh9@d?Nzj}C*ZI{0-#qp~)(x23X{$2ZT3#wu{FbqP5JX@-S zFZaVY_+rXm&C^25uQaU+>I>G3Hdz&`mJapC20F$?BYZC2vx5|pOc|!*Yr`Gbg?HgD z;eR007v9V~AVB@!DD~=pt}JSpz}w)_q3{0}0GRS5!J=GPnJuqnU!D1E+2*FJhpL^ zF1sG-Com`it>6ol<j_IOX1wRn`Q|;kh5bKW177wi=%+(Avb!dR~%lLoUnAVX+5UOir{e z^rA5j7LmD&x8R=WfxQ#8ROlzSGU}+7p}uaxi^al22-YR!7!-+H_;dk0z<>nIO0WMQ zNdURIneeui$>=Rprp&$C)10l>Q4pdPrXw3Dw9~!6s{RIFJY@DCQA4gvp@k{zN_>6L zv5WB56KH!YuleU|y&Hxg6_zm$|7{CY;2YT4?)i>UhTNp_SdZt+BH5AiFya|eKCZh$ zosz40Y+6^ROy9IB<5V8^D-W-CB$M93X-#}c&c7!xy?;WMR$%5(diON)x3=gryzS=OVyx4-*GA?$MSj}ZrOEa^&Aygi>J>QT{;AAi0d#F)Od6=A$h zh1lcgAvl}JZK`E{4W!Q-Wgo|E*I||~K+C~9_yYP_ye$9m4=WU;^WbO~EsQ)~?Vpg! zj?Q6$t;MFMb)>npxI6#B9*VD1P$O~Fx*xe@VQkCGFb)n5=acB?!WKh%f2;Vta$a0z zyAE;We5hFc;B|xQ3Yt1M_t^AUV>$Zkq*iv@3x-BD!IZZYE=N{{goHjC^~@9Y!lp}I zxKvWSQ*&>(Uk?`r74@fj944>!ZsJL1QeN`NB&w(3Lp=RV8(eFz|4FqSB<4TUPkWBwvpF~ zIZVDt5_QPt`9!mu>44Y>8(xp4D~gl5TZV`vxO946LO0$*QR+os%q0E6IcH?#q};4S zb*j;e@DtgrTIIlWnjIgZ_Ia~cs>oEMw~ycRd0$gZESTLFGzw2A!jog&(U_I=3*EGpEGzeZ)5m;0^&8@gx6sFiS$uJCHn|*f!_6_V+qzG$>3e&*U{*gS z{aL{c{jQ?7A`P`Y&jcT!=gw5{htN{F%F}eC7}E1e))w&E z|NXJLdM||L3j4P-1dhZJlWnS`gZPoaO)8fwNRPV;bXk3FuwPnhf0u= z_;>U$sR>;)D72f$4r|7+eR>7(pe~1e8{ucx$v0_uYc~SVB?*8;*?uez{?G>f9d@P%V*D4bL`Y#FwBkU-OmDf%>HO2eXQf(! zU=Q>#`bj$;knRQmMl>q^u+*p1I@go=*TcI$9K0i*f=D?@-(sq3&u|((hZ`AA!fD>1 zwk30r23_$(N=2N{WB)yU7myO$0Quak@{qZ1})c>|Ojz znoq|ftJiA1k;8Lgn}k`2EQAF@r3v?HRWXIh#e3x3dgHkGfT`Pu{U+lo=zwVtx^c*j zMV`wolf@wHNPMUnDY)XTx7i3#qXj<~eI6`o;_FTt>oX&V27gq*2SAg6t4%80JyPX* zBYxF;+AG@+Jzm>qHbp*PbB#xt@y^!9(q{#@TvTnk(PygvK#}Mw>>DUL^%Dx+74qN{ zx}_tFM)REL%)|3TY|;o|^TMSd9?9cCW=MHsY_`)xlTSA)6ZP%uaI>l*cYFxV+nqcw z+e?J)6UmUSHSUwNgy7yIhwR-?)%YPVUQk^c$22MOn-Wt9FEq6lyuVw`Uf1^#@+Ec0KkCz{$jyj7%6wl0-OsxvJyCuY~`&Y7pvwl|3r z^L(JQ#+BwHweMU-)o|Bk2Hplw((A^1P3{|0RjtFAxQ2$0@#W8%&Z_>3*p3hO8P(xu zydvZ$CX?_?KkL<e9d$(7$$zL|D4Mccrj zC+owZf^80|r2%e+A@km9;%~H)CW>ZE8oZBBEc3}K4!aIa-tLGy?*|Aq#MpPv1|{JO z2fp+7+Bn|-Ri-xh+KWu&=%g<~=8$`;3Bk8^>NNCm-?>-YsXkzQ`PJ1KqSl7d-?+C3 zf%gXyenQb%4+=KT=*9*_cgb*ttL1lD*D4JhhOFmPK*|kk3$QJRGb3b@Bb)VcNb$bH zfo;xur{38nqB|0Tmrfn|+;39jjNQXiJumb=XdU#y zS@koHa*+zhKMdcc|?lNUL)`ZyE*O1Kv*W|7Jh0{=1L27CZ5bQ#hlFf zL#1;BkX4_h*RKnTuV9U7RzFU_L<)v6?ggym7RVnp#Am!PSJ|+f^%UZ{-VN3I9D{6# z6!-nreVgOrc+W<5`BB`kfk~|-s`s=?MM>>`CAvDB?5%~lOTfV zSafrQ2(lcC?d!7<8!iQqnG8O`AZ<&Ge@Y1U0P^Lev-O>TZX#rWUYFON4>J_6g);-q zzuw>9=AM_`3>^<4o5$j|fW3s4ez>PAD&>l$SRY8w>x$sZjK3w3|1kN4Vs+reD{0@C zzEtv8ZZ`cUube?Ka{T_^&`gHq`+AJwb@$Y=3%G9Xlzu`yywo%Z)`A|R;RE68^8;tS zKl*zJpyh<1#cll4?c!aRC(upXzAMv0bc6#aL>O;wK71+F9Uy1uDV3Ei08HIU6!)<$ zNbAq#fI8plG||?0etEKUH)J`9UBVel2`B%SPOxmIU{yEE+dSavIf$;BZaWv-D%KGd z6nr^>2VEAQ)xTV2!xt0F<|ju%m3%<hV_lIvZZ>-yg@+~oA{jbAIhra3<|7_*$eKP}c zUZP!2CUZ;nod?*8#)L#CvW{2hqahcbfT4l4_m8-d5v|(Ih-oY2jdyA8pd;z0O#503 zNWpw@ixN%(x(*KSW1uR3>6M$J_NtemYW78|8cqB2wAU-Y3pTbtgOMnRijND^7nsGl64ez@5y^?IfL zc_Swa7^pX&T?Q;G>bb?*_373^Hp7m?duhWEwmGK*XP^5;J!ey zl=4M#3^$rC);Atpl$g_*lq4&e@BsrCcwUK;og@QsJ>^WtMzzP$1=^l>tdKzZvcz?9 zK$z5;{UVdTNhETzB2cM`i5~3^^TW_V8k~dpY4Z$(4 zBNNhgeKUTtSU5((K%lBFEonKSM_hL%zaP+a3buMQk(NL}i?ND4C>9JMjm!?&c%g4p z{PngSN~<{@9IoW_3UaiD_C^;AmHj$k?fj?=JRR3EU~e*KT3&KsC2Z~&m0W5Y7Psk! z_!TzSXT?|LCfZGd#AAl%ii`ruqBr|>$+eS?){Z3+5Q#uRM=`ph1`gM|Yu*F|=URTD za-@#H$80}Yaq1--tOU(dPMUPhVIg)#q~#<6!KVWSG2n@`)Jc}5u}7!=+g@&cyzhX$ z9^aN3N0e>c@f#YQS9m~!Wz}aTAiYfTmcoY`vI2@Shu7E7V%IpONU;HRNG}4|@0@a5 zviaa7g@N3Pr6u?HmPDEc@uz?Hqx2?s6x}K->1`UvX5F$JvUbOggu3UV8#p|OBR1bu zkl8RrBVOTj&mqf%(M;;z$p2he86fUNO?|mAInO;~1Zn5;D9o$XmnljvywfL!m6bTq zY=M+IUGC47+xATG9G+yhj1+E3=xAfpVT8-)5pc)EWBptLXj?UYADsHTC-?MAPDHxx zs&T-4fZ37exw6o+ZQmfK%t*v}m6~`gk5?I~(qY{$&*3C)Ei>|)B9oz^r78@`N7$O< z-4wPp6xvc;ci)U|ob9j!wWX-so*G)>(>zhi&{0%>Mt{7cO^kk>y-c&(Z&Pu8ycyQ! z@XD!qr8iwy^KY`m)H|yCe@@q`=DdUEyjP_;p`98{GS_DlDy}e=Q6=lHSMe3!mD|=XXg>$yKi}^j5`wm^71HtVBzbA4wnU&eHK8-TrV^ z@~ADGynsU|eY??YmDlt+){ky$b8q>ETG8pMtJSL;v9-kFyt-YrUZwgy;r!-EVA1R3 zP={%2K9<+Lchk#nGA-@Hig<6M$LWqdXwDX9f{TP4ljo>Xouwmpt7wZ(4xi+nt^bx^ zHm>aPSX0{@RW&J8JB%0PGb1P?!wO;aevpu&S2qqZA6iBfl6Y-iXWg4JY_(#`ocxxU$?To4=)@St0XJ*1@{ zg&`$86Tb%r_F|jwU_pZIrNpG&RlFk)n!}nEW$aR3Mc&5oe#>nm!uUcC2!sR&n(?Ty zV6yYDhr~}II45<~tU{MVaOQ94cr#JY)(G5tMMRQ;x0`QHsfO*6fVi^Zc4QD#i5sV> z!gl|auecIFs63@Gc)^h^;Y+&fhW7>n=o3G@%p7(6=6iucV|Y2a(@n_$iHCuZUkS!a zXYv6+536qGw_LebieFAH$d@*wE*70KsM8x< z`%->b-soCl@f=!>ep8&4cAys(O~**^lu7x^t#d6s2OEQrLm*R`+YdL?rnyGvy_O3& z+CHmaXk7egXcM9)EbW$w_F})x_24xRmSEcO%spgLlbh8|A#;%#IsgB=I<@D?4zr@~ z5*=x}z{##7sJDtpoiaRgZV#R2WP|)MHWi6Y<=Pca2Y$9Pgb=ZCnXCsveiM18-ijfP zPhz8!l|VLDr{Pg+ljYS_Ptj4cT;$M>^iGa%2q*cqNMM%U1)-4W?1~^#>3m05J?@82 z*z7Mb@kyD_v?&7r{DalMXiUT>qMWsA_Mes7 z!(>(0$^l8U@B!>6ZrwBp9Q{uzJ`J&!;DMm-d*yo5MN>@LHWy#wFB% zz=T#SH|6a}d?H%F;t@0<;f)>`<2}O!6-9t9_(ugWyT&dVLhlHV-%=OK&TCJGdlcS% z^R%0lsk;r~X5gxian)3Q52u(QwtDl&hSN>!lK=xCF)h2i_4Y3T4K-%loVgt3S#bwi zc^G=C{#@^Fcgr3eJ@J#1t{akAh?nLZ{@j*1re9Nn$%Xq~|r%!E! zgZZi{a;8Qvy}huO+GHo7`Z~Ny6Zf^~TYgw~_X|g-k8%?MSHp~v6rpO$HX@hm;OFy* zYj+}oo9{~`;iq>i)NInC5gPwb82vx-^l|Yu#uOt{e5#XTQqhE~j|{r)^x9y`3Ex|8 zbFzVsjqQ;J9+BCD2M>Pamq*`5emfGI_oKdQYf)gFWj%5cC%=;)1Ak#j;qQ+9&d_+YKLgI%?0MogzJwhCjIixztS0X6$qJ&xLYSGLsMJ z^(+4nOW18thv2J^_5vh(WxsFj2_ZXC-lU*K$C!tQe}Bt`#P-?r(mYQ%ca(rrsyuu4eQC*D!n*TLqO^yo zg};#w5DZ~Px37QdB*H{MykUFPZ!JK-gWIB3`~t)et$?q0GXntbI>>ZpgO8(c%eGQwye*q)Q3aFRQty z8XV=yPSiHOj%(?|?|}2E9^y;7ISX6x6FUlRv#MYBK=6B~n@l>}-SSvZxgF=9T}tebSSi1-aXa*ubeU!X{D zQhPwSj8bf_3ID^jcD1C_yz!~g&6Yn{zP78-6lcOtig-4AfRDVKo#V}i`I=~CWN^5@ z?trV%RTbj;JTR`Rm1pnjWE)Wa1jOt-6_uYK*-0FzX1@a2vsI^&#;ta%wVqD4^x zP+{c2IoIjXAE?^*z1!cUq}o~4Grm{r5@I4Uu=)8&lG!aseB$jL`VulJT}n*eD<(H9 zQIAqe>h${huy?21a$HtZvES$$@XD4Dq zf8^(X_wsNhzDo`CD$l@k$xfQFe=Z?2D;-siRw|S3s&i_jU%tFrgKurxt>HSchO1vfGV-XJjuerA+r-3PmAA4&)XPSxnz`qw;EV12 zK7SruT!r$5|9)@-KIwxCW)X#&RcnPF>zQgeqnw#}yoXSa)q-&jDEEnA{n0_*(MVZ; zPyVNVda=O56a(U~E5C?&Yoo^s42mku?i|0z{5bxj4E%80b&RT5@6ndvrzN78ZYs*1 zac;RsXsQ2$OW1Z?J)zM!+X5@sQ%GY9zOiKId}EiZaCS~k^o~Laq*;ZH=-a(PIV=l zXr{;n;rNgzvpvGX&qBWdl77Cl8ELq9;D6&z@51Pb&tv>vB#S9Q<+OJ9upN(pkn;G!K1Eq*5Z18mCHM}AFb-7Ig^hMBSY{}M zIb`q?j}h!0&UMpI>6Xg^X*5>bz+oAQnMCu&7C=1}>}dFYl0jSRl?Gnm>TQjVtua@^ zDc|En*#S{Z`WtQ0pUuBTLxMR0Oks25eYsduG2r4XWATTT5^2oR@@<;E4szNmpPeef zQ(PP^FhGL`%pUE};1Oga{M+4jXEI6_DwR~S@VBaramc<^4RmumUpry;w_kVycJz#0 zF^RlP;5_3fI1+|#s(zf{d)rbX8Un@%Ptj|*D0ns!e%{ND=IjJo?q|H zFAJYuB&iP<`viA5G+;-j)gPaJg}JfwB{Yy2LnwP~uu|3s-FG6O<)6n<1)eR+RznZwkec8eC5Ub(nrEo3$A zYV0<=wVS`cXf-FIV*{<7Ov}Ms*JyE>x%1W?nI;Ns+ZoXee&iUo8t3(XP;D^hWAyGW zs643aZF<|<;?Q&xA*vG9FP%{(v*cOvi@yHY4faPq0#j=I7iz{PK0vxSelnzXoF!-= z_M6Dd9tf{lke5Zm%ze5)Q``v~qAt1&Vq%1k6?2(`?T-#@z$Xh@qj*6~u(|&?jiT zaeg>$z&<(oJp!Uyk4Q%04@c}0%h8&-(ilGq3X1!8891nO8B}4?{uZ=RlFj(rsE1Y& z3Agm?fzN>>@b|E*!CoA^Sy(Pro@Rw$OOIW61`oEe$3CS~lO#%6l=;phz^Wf*QwKG} zd%KO|7jEJ&nl)Cnh+)e$t6ZlQdrXV5eAFCnh+d=uf?Vr4w^5Ox(n*DF_2qX;e|A z?`RSfsuQL8a^qPKyvZ(y-n0dmOiHx0R1A4F6i12xNt-Ek)?Y;ZABN>}mx%6#>US>Hbq$FJAA zAd)gj)$1#RHe>36~5l4Qy3b_&UfUsNr7YdP4IwH6&gf=AAFs~_{pq<6HlKz^@xXMeUloXcBZAVWL|Tb4Pu&9f10rAv z1ot=r(xmf;u`hemTZxKg3|jNco8B=M@afB0xXzphh`NR?FYPz4*b?p~tmeMcQjaO1 z2Ua<;0VR+H*IFP1{khzKx*EX1khDdd;EYTuo3hL~*d0+|Aokre4ZHzYU;hxXrJ>Fe zs=@Z%SYqT`=94em&7DBXt!t5S8NA7+^6F2w4`vto_uj&a(EdhJQp~RO&&0zo|Fkjg z&Q&M@iy7!{>;{p-!J5Q7Du0&R&O@sd{`3n;*A0Bh$lT$+$KL!a$0!#uO~)7N`I+VA z(Fabahob8Lc*;{kKYbD1X)?yOegEf$b(+mo-$YT?;g)9ntrXc6dO-+qUpP7<*kzoVoRqe&`3Z*O)?;M>E8m{SE$Q0=Rh135ZfZ_jI_(F%t zo~`^!W|%fO^6;@h5N2QJdcB$SBB?lZ$AzsscgdIiMnz*p2dd5VC{30DJW#khqU#1G_uiNNF}V(iDGnzc&Smb-pWR(pe_v(F(gZv)qsd=- z%de#P2TuwHuLWtJBaL1j8=zxQiqw(0#6_-;dJb<2JFi3_XCBuq^O_AN8iJ|xEzv7Q z3Xu!@r{%Rkdy#V60W|TK2^3w;ma5BITi=^P$2AFnJ}HEM$~G^*m{6urbBL%81qMq2 zh(gc8>H%rcY4;u85jKB7)QzUfGSG^yxl}Y-JpR@cDcTBz!8`Kqmqw4OkIo6+=8O1F z9+~#cw(&gC5KtDgyg9lwdHE84vMrVG$4)EJy){uXd6L1@RP*lD91KXL$)q{Js;?#5RE@*Qp!C!CWVQP^ zr}QerE9305USN{Ns{wD<1q-LC<}>($kg;mmCQuCuJL#v@BU=bs%Sp~{2z66HzR$0E z*TSkr0&q?b(n@lukMo&&FauWryg7=}enxIqknrUxDb(uvVAs9oR}1U`sVmH?a(Wi^ z%|bz+6ziEp3Nz#-Yr8NorAHIb_XzqACdrw;6s&-<&&So*xowY32`ULgoeiGwnj8}T ztOrxE7kjTi%JFY&?%=$%j8|aj4m_!T<_|*GJJWTFU<3NmKkAp|&cm+0Lpo;dT^&Xl z78a-^Mbw^CoonOv4}rzRb>B-a*xJG|pYMc;$z@^pXd~C#kY>^O5-qa_{N-cf1&XHwN>XKiu?XKjq2>aqf-UTS#@j|4PptrTj% z=5{}3>+XZO>yiIzjg(P!sIMsRauu`qtLHqL+*6T|aP3Y%k*3sw%SR9nkxF2EKTJwG z;C1w{?d+Y$nG9Y{@7&p5^p!h1T0H$-YkocUX4-1w=uo*MYVl{a`)*Oj-yA47Dq=fi zdzhQLXR~K>(_Fv(ogEJu>*!GKNKQ?Gz;0exPk6?O@aPzI&yo9=6XjgK)j6y;p| zt(H3db|7+w}VIDpJlW+?s91&M>a6 z=)O;^<}Ymv@>PweNizce8CQSu5{?{r9!*WCU^Vlcq6=d=ll8m#?^{FWy;=V+s4fd; z=YJ;Besf8EeEp3dCI1cZa?+F%|V-;9#3Sp5xHn^=4P9`Gp(7%BXr&WQ2$0+<_Y5V0>L$^o z(Xgi)U7i)wmX6av*k$SDYO1vGt)6XM-Y4G%=OTcV@dS;fyHcwtg?ZxyM8UP;DZ z)1Ikbjwe)_5OvkULxnpe|qI=QMu)K8~8tMNdR zJ7mY6uPHE(CqNUUl;731Ma9e}lIsZoQqjx=T7pBaYamGdyAKcF*)9{Li_@O0Db0QT z_Jp(9%-8%`{}vKHay%-d+jG3Ra5#I{k{51SQn1`RSpwbKVC1hQl**sy<1q2w@!t0h zJoTMi5-KJ`Z<}9^g%P7}*yQDZJ^lN4k>FDu+bURI`tBFCm?B<~R;2N)^F@1cT)sS^ zsNQ_%k~-r4a`k!2qyH%{TUa=R-Yd_hP9HtjSw)=n`Q)bbhw>#qUrqCfxayh|wg;^? z9(%8X)>1mzi)+M>lx33My>qQP-~Aaz_WH!q+qAl<8MWPO0NVHMj{C~&W^@9*;|baXRX^cDA+;v`_v6X%HNwH51B1TT|t^G8XH{)a*d9-$mukngg`g-f| zIKr*N&tNV3wVVZ&slvV*;>OSWYF_T{BHZSK@N3i5hZIBG^)RHi{fndrzNyr#v zAOwPez<7^$O=oYkFW=B4TkY`aMZJl&;m>vd#z<~45cxX(9hf1nX_g=_R^8Z_CQP=L zml6$fih95{=W=^_5w6{pkP9k&Ijg~{mbGJ4r@pE>89mj=Kmia}BgE2PUF}+4T+}gP z3Y=+1*$)2vc^yrPHvTk1~kpLisXU5;-tQ8$YudT|T^Ki&7&LN#VQZhBH5+TLJY4nHnrj`#wo&VKrJ{JNF z*?URp)lqqnVl=8e={%uj-1BV>8R+EA0QWAun?IoK3j9des;0Na18Qq0p4a&7WDDi= zWvI+wKl|iN=2pcab@f)&}nvy^=?ML4?pDkQa zYU2ER36SYyf<};DS-Eua;B^_Ck+ecxPeT^_jav>j*2^S3Eyy1wAoQu{b7CrK;2D0x zafp%hMG%i|Hxp*65Z z{x6RO)G!7%Gg)$tGN{!r8bS`(GLQ7FhOJu;H}Tfw8aH_VSGjUr`6VW->Y-|S-m2jrr&!;bOMAd1P&dFiR;h7Bf#dKXPd=pR8^dO$J@G%R+z{mz^PSPO9m)Y;3eLWIU$~01 zoxDijFb}&Q$_OA0{g6IK-xi|=cmp3a zhhX#j;h#v!AdaV!wIW70Y1rlECF@1D` z+({&POwVVp`BGishu-#jA>XQIM{0srb=jwHteLlxhy4N)FLj{JHg4J)HJQoX$!uDG z^6^8XZ93U%5%S zq(x;CA^yzT@eAzYKFX+=V$;9qI_?eFxynt)gxn@xDsKa>@QXvL#;&H?0zW!>L$rPy zaS9UM;V;v^Br0wCvMiBhe3n z^W^2d3N;n-%(H0|u`Hb-9iOCvkdv)<&<>i<{iwIsi=Io&jTdehl#rY(-$i`_=;L-HN zhlcI4Qo8B+YFVDqo5m*&$#IUx2}S*t7IYDtwwC#}%8iYc?GmqCQv@SFH+CP}E(mW< zbANi*%6w6IA$&T%dTec$f^fHI^>^e32?*D3I<8l;+UV+R-5EQI?Fu5uaU*UUQ?q$$ z{N_6iW{p&5?o_F?Etplg52xQge$@B+*WqWUdevKHNl2AWbyYR#!GY5JB_@#=gT8Yz zs7QKmkw@2g*B64BtCSy(L!1m6UfSg0t|6Ee6pb`G|1-Fg!@2Agya&E0zBJ7d{&4Qw z!O^HFrS}q;BG^li9f-wmL-|ISQ?BLmV^VnTQ;_pgCluTTc%WU>`C(a){hlr1QB%AQ+v1Snb z?bnzw*EsT2!B943Oa}O%=4#HXmM?^E0wJWCR}JzXIUnBzV)m;7WxKHp@OJcyKN@WX zc?YW=ZrSQfcS5U|Mfvt)H{i@d&_o76!N~w7DG3RrT(BC+cow$4M3cM*dLS~UUB2e6 zV|c?bLkL*W3CWs~7Hf}3zwT+qOF11Ur5&(jclp$v?ZOpH>}mtorb{gGk$QGZ*MV3n zzY0{`vQC6RAA9GD3I6$SF8~IznWydvYzYZ533?!0JuT_HMO0S;3$MpR))7XY?&G(N zB;Cq3MjTn2N35`b{DW+EL(Ju{NgoZn7hQ*0L)>50q_Z~smKpo}xby4Flb7=1a4O%^ zT(d`Ljfl^qF7scKtjMM?$48baf}tg|_Ef!@&B%UH%`_P&lo_eoW&2hd;^33$apz`U zs@GR<29Edl)n1maLiNbo^Bk^+yg|`Z)qp3@4}{NH-pZ*Ja@(N+C!0!U!Pjm45jNtk zvHCl5Q*xOvx=9^}N2`u|d9Jj~S5XCZVNAbmLDtRq9X4|5FG1GL)H$49824W-BH5W= zsw|ePuK#`k{CEWUxgKGK{l@Z6rXx(k-@e{Eb>y4%RjW_ja6O&W)Bt`F}K=4&-E`3-*%`PwS9Fuv&Lho zmuaVh(+Yo<@K4V3x^(^fWBQ!A+n@=@H&t(u=V6dk(`ap}md%B8`GJ1mGLd#ojR4z* zMqZEZ)H|E?ciW`DM$I&<8^F_@aq{Xm4Y}U z7oO#n<4r?{KYzl)1&F`;wW^K-_*mGF4dapb^r%tE?{tO)W9*FFUN~Z zOucWV7cz@D$y9)?k?Ju7_{3a9l}zHCZpQNY2rpfDfl9$*5`kvQB(6|l_wR;+u_Wem z)M8b0!3}07C_aoRFSY) zx4^QY40kT4sILIqu?jmZB^UQ5nBphWhru?o%Pn&jNMACV&D=YN@AUWg#>kPE**x;s zHgKqVNjmw-0mcsDs)gI%`B09n4EECgvoGxdU}IT$Sjijt=4=^CRSP?)#VY4WVQaH> z8-hr>j+pcI2)@fM-D5XfG_<^afO<_l_W;_g+F(5u}K85QreX_ufQ6YC`XX9!f%_gc3;D>)!wU%-;K* z_kHG>^TGw?R=W+bb*n==Pxx|Bwp<7@7{?!R!_>C(*n(#ms=40f6lkVqt zFYQ;uO@11`T}K9AMF{42*8df+2|HLE2)bMK0NYOZW5Xv#ebq+(FKy_i#382b{IP0B?936>!)d4!U{xB&ZMvqr^Urm5%sM$)U~sgE z#dw@cjE#kL^YDxThZ8NL|Gqc585s5a;i397d3gJ(e%OyB$Im1Qn`|^LxzARJXMG6< z%YK>DuCuRRs!PPh$)7O0=TSEjF!Ay`r^%(CSx&^aXK^f+(8ZMyOS|$Kz`4-s z;Q^#`t|)U%9~DG>`I5gLcTN?{<}FnX-}*aXYk}C8y|CLX5e1o|qMir4u1JEx<2)?l zVaX&_?Hu9_WdJdnm%pqxA*xUD(3T1q3~cttFq-SAPvZ98MHorO%tL0Fqa{B;v)JN) z>~YgQnHvZMkBuMVW+KU8GU%9u9Ghu@jM4if2t)6(0lcs7wMswnCB)#*L!Q&#A3qhZb^aez=7DHQYMdtQfzpoHoU zM{r)#wYG?^YFHEHQ#_$L2jQx!PyMckq+puLJfXoH-ojir{O<3Z%2-`Lx8?xxc?o~T zg9qiSrl9wf3M{kl#TRNVy|Nr6VH-->Ji3M zi>EZfhvag&n$i0aoq|ZqyE2DolPyKpLEF5~RKS0~4uWbb>NGdAZ$+1V&YjR``5N52 zl)R}F1S4$>DI=o{bf85@3eDWX*mztag7#az&MbuM)Vp-{G-15RM1oCij159vzEOF`* z5y(2nI8z8rzuK+#~gjo;55f>;|}W_~#( zp6pL03TBHYQnJZ`EI%6ZQgn}Ih&t{BR!s zw;vVxRI9&AXaRaSmwJ4-=NgSJE~L#rf~WI-ma%D%VW|q5AuvodV5Fb6THlp*6aNfV z`vql?Q|?^Zsv<_>@=FCf|G9B+FH^YUC@v6NSieVnu3zsT+^_#kp|#u8#V8zcMe#xo z5(??GW+9`rQ!gVS^MbvM&z3C?yplT}UW??BlTLB464v1jg}bNmu)}mAVU&PBFei@% zP(8Q*ym}@VL7gH0Kt-7pG$I5EgFv>^p58R!e+LxJPf5{@v~^nsF9PmwRtV&t!Y{({ zaag6tOz|KS57FK}l`&g!s8VP9syRoktZJm=nAl9M$Fkpv0d&^Wo2FKydY%h}ZMg2&u(SOB?$$r@|Fy(-JcxE_$p}meJK?X<}gj8xnII$&{NDDhT=@^?VEy= zVyRHK$2PNtWNjV>d=W7BNCD(E#QYDSsSr&U>O?8x7_-Yoy5k&OTCQITa%Xi_f3|b4 zDi<0Ex>o_JZRLJu*P6v%C&2f14KQZ${?7Ay|LWD-pObZ7>CRJW-9-Q9i+agKx|n%m zrBFsOV4Q|ZXvN;b5lEx*lg>TO|KTO^ROEq?bowNx?u(q|_U(LB&VlM;2t5mLFvpZQ zyV&s)V~MM~bY+%}3%#zdYep8ZZ7K}1hlXD+1$j}L)#IV^_pa3+rN?s92$|)QooDbr zr$T=LVjvK0z-{>NxcSz$4gTtZ9&M|c97LXp4_dn|*Io_~ln2|o%sDpP=75$*#QqE|^}d8L%K|4aXro>}F=ty0rzaWM#Uw$U>_ z@f6Xd)b)D{10HdEr4x;gP9}4w^GSZ`P6-mT%rO51@zK_3dJa&yiJ9dvavsOJ4WDw{ zMp=XuUWUIg6VQ4I(BzLgPvg!>`+t+Cnl!jDN&L!|ZMn%9>tWfj-7G%pdIQvcUHqNg z!Cz?74GsoU6X|jigg<<_eUjy$1OlG@(bk_Kp)SM5>!0j}6c;3F8EFwzFD)tU=u@<; z`@%ufF>?tV_c_%!#@;$23d7ki}I$3uRPiQ65@`Mx0=gFWoT*O`m4@cy z+wm6-4VX=02W$<)DMI-2`gY>|FJkYK5OOJUo%@b>&jI6yHJQQ&PnP_NLo2p76$Sr= z5V2gv$ziWa;r8F@>S-$4G=tPg8%L^ar%5|Y#u_N8`ZlY=Hd)Za?0-eTvf!@t1O(~g zFtqEK_Ok9wbN_`j{o*opC|G<`ic)^2iN7iH$0sMtkge8xP9OsVeZ8-xb>E7v$BZe_ z^Ui0eB=(uAv343M1~$5)68<_Y68~P}FgZMAbzc}RhkMq^oBIn?TdVUl!YL2QK>mEpi>$^-b{TC2A^C_V>Gw8a#hEPg zCi=n4i8bTe#Zs#(XTQYn(_)F)9Md6p*yo;*MZgvc^Us$$9}>=VEa)2|7NLRp*M13I zKS4b^A#t(b;x*~&IJdHn7XsR}%bh6=45Gn9+4A`o`N)(L4TsAV+|`@TH=XkzRcK5t zo&wE|eDqKriFd~e{h7?4JuVhL!Zo_57n&!4uJrGD_!s3dmT{M$*e+jX(uE5@j4!*^ z2BgrYA|%+TK0y71haE2NFYd8|9iA-tEy)~Qq-B=RMMAA)zi! z>qh5=%WPA^-KF+4F=t}t^KtMFnkUf?IOkd&RJNT^${yTSnBKj7$su=KdTIS-K?P{1 zJiDa7STe|=A(e_}DrVHvo7?`mT6n%GuOaPCF3_~uCuO}&1EfFA0#;W0HJ@N6brzye z{HM@-c89;I1FGA`GaH?L*rUutYsgM7nkiXe3vMBkxGycij<2s)n1Ja0>=pE5{RY&W zz9gGAaH@~o0>jFSeHKicf8SH27q_oiZPxm=_GeOwTkYG23dIW+LCN=(dNY`#2zYI{ zBgD}^1E z(b0Tv$Q2dP>e=`?UoFwwBx`w966RiwSyDMi3KfQL%J0f{7zD1T)r=c7mx=eqItyLQ zybGnTf>N@QiBw8Ie34Lh z=-RtiIUN)N3=g6g7zB+l9(P4fZItN-pgtP#RCv-(89M&?7QLRmO{vHj3MU77-L`^+ zHiX}lx@8H01jT`FNZmq@-UR7Ae=0?~A}2^i0DmMo8!l@MsvZ@NNJ(scGX9CvWE<66 zy4}PYpG!m?=Z|OEfL^HRSSjC!dJcIQpASlzi!p}@R|>j?+>~)=wxU!tSdZ|{5r%G0 zUZ_7>DKGXjsP69tQO5d`eR^>edE{_k1bE9V*Jl{zCR7xYq_H@kagxpmFMzL?xPNvy z>xDLT+>2=aMgF*Mf@B3uX|-jWx%7Io;Z2ny*7J^nN-k^SS_CK^>;SU!fnLYO3y!oMamoBFpP8l(K}~ze*(epbhW-7Jb$>tiwXYrz zw%$>CK!hvG%KqMq3u_vFKOBE(U#v-T_b{l6eh+Er*HMOc`fgHcF){D%UM+3QH2P77 z`GY5$;*RBR9AJwJSc#xPd2)by0#-!f-xB6Xy1WX0p2{~>^L?zDjb-Ager|(_*TsU5=Vi0_R~R?c;9|pe33&krLj8M z4?nrowv$`lnDKn`{1|4*Pj9^6Yj@m(rv;0d0Y00K5~XwCy#YIwKPy@m6EHjfH^dF# zp`hwVgQb-diEtTIEm5K9nv#j^jpK@G#L2%le^-7o5yytR_Uk#>dycO9Oq92J*Eyrj$-{dT^KmiLZ_^ExszQ?8`eU-06g`9)tS)88YNj*8hpGaaO4 z>EiPE+nAtDIz?UH1>t$@nX4S9qj3rUAqy(_T(msXm+{(LlH~~s1}jYi?aZ>uiUvLB zl4^_%JR$+8B}dZ=8RO+s)Ft)}rO=3%GUO@ReEWX5d2cUlL_9T@tza<&NFead{ioIw zX}4<`{+7;|dsFoGg|{)ShO0t!SpKL3EPF=U^{oG^G!xG}lP$v`cXur5 zso2Plx2xC5Y28OML`hG}eO-c{W@g66#pZYSsOS13p~-K)(C{>{(em6}SpjkbjEh2~ zJxvsE5yI7$VGw0I%kM0g_uuu>4A%ggwhP4sxDarW{R88O0n?tlg$e;)Qz6IP& zw!n^(R~jQWDAPuk)nxfBpZ?X4!NoTvybW5hz2$6T9zYR{s73W!zq%nZp*#~hm!2>x zs09bvPeu^t)<^;CC;3_WK@u&$cP<@RVS&vuxIwarb_I3snZk_j?10`H4C>f85fjyj zh`SSlNU3kT>uWiX*=m6&=JzTk<)m^`rh@FCP#B74!>^6|LQUb96FBPi>!hz~Pn`HP z_g0~Ne1ZkvzFD~&wA!lv^BcCe;e#O!?l|=HEWUlTLk1S+Cf#Ps`O1vI39q}mYdzGv z*WnahXWZ?uL}Ggvbu0X=6h0X3L9#YIG`jQq=X;#Ra2|B z{qkZ`z8xSp3|E|R{Yx~#lwc$$%&=US+u|U#4rTuz~?cZAVS-59G z*piHxScTELxUw9j0stAD4S{6eCEkiS``537YPg?~Cp2ZTqcImR6+g&9ZNN(`I)aS? zdhxEztN(A*z~(cO!EJH%%=2)!Y&ov@MHt?&8$E9e|VVZ1Yh2~Cjpa(9`2yL zF0y>TyxfY1=0_x82)@g=JH^{NHq-)+qYCTEcrW@xW44eSZC?tn_amSTGXG!&FS@V? zFO@>t9yFU5gOUwUV9gT%H|PtpJl3!`E;z_fh2QLAH`*B@0&&s0n>{w*iL+ZVIBta( zVc&AN4>;p*D_GY9!hOfa(}EbSvNSGccBf zztS9hu;4=RIpAUf$Ry237(cv)2D7qejH`?a3vrrrnf$i!-QB(T^uT#dO#OHFT|5c- z5=YEh#5{G8lL!LQNt6kB@6D%|b&2ov42O(#t6A(H zp=dxO>-s9fanjQ%l{oT(<+ITX&JOeN4Uc z76ELg&;GE4+ETs%!=7nZ0YkIyt-K0NHF^sPr+;Zi4nlm7gMZG)Ze9L!&iBRcn7dHZ zPxr}G=(VOkt(Rk?v3+%s+E?${aY}DZh$>1^NsadENwTnfpsixc%RJhjklzi)nqugkdwxe#3P!w4jUbXN#n$=uH7Wo|}Qc>#p#yat3r?n{TX{1zn%#GZ4of zZ%;2ttr+V|nPod|l1F!$?x`7CaC$X{V6&w{-FX7<8`kFK<+-V82j+##2W({CMC{jB%{8(E-QX>ggaSES1(+17^XV zV8Obx=i1>N5gmlqk@51FFMeFa&0fA#tHJ<4V%#Snc-#zfI~5r$o^1R3uMWA}dVF%o ztY#jYEVrS(sTLA)9iYMacpQ|`Y`3vYe2l%oAD!vI5ssBY!m=R&f%c!(GIG8{=ZmU! zqmk)=Ab3Rh+P!?b=-*nIAAMNO$TdMET(FwDIu5egL50)rP<5npCC%KlYcD#;*uQ$w z8~37DLmU`{b>HE#TTo1DazxN_C@8IxwfgX?zd@Jl;<;0EO5_tXdG_U+D$bqpZ+VHH^6}f?^1VAzo zbn}B~I7osF%|xkCM-jU5Dm1r8tDobiK!OVhumuk%xa*H?Wgh8&y%Pg}X(1I?;=CwG z%8&3V>whse;GXm~OF>@fGJRU6_Ac!>bEe{WHbXG2`9|`Q#R1j&b4@8)&$%Hqh)0@7 zQaY+79`ly%(|gSzrchPuo&o*P7OTRq@sU<4PVNU!-~F+qZ6m*N&wF1abm|qDeSWhH z_>1bdo4O=0ZW05Z43d`=H~l0_cn7r2l`F=1=UaWK%tUZLK)AEA&VF++be~bR6zMBV zCbIW&u5l^Mq+Wdm`i@ZO`{#+{&nZ>8JOJ=TdtcxWJnuS#ce|E{IV+iDdT-iX-{X(v zBwl=wQfG`uOBW)R(B(%z%h=yRTKlXp^xSB+$o7fFp=jfGMI6QXxi00`GNZ41)`SE6 zqAfLQq*kuMhjQUC^~v!25#U89r=CeMtpj+64+>z7sRd;bD9f+ymF=sZsAbku;2|{>@ldO^~YeXg-Z?AN}0{H#a<7?ZwJck+OjrRlK{p+*Cq0{`N zd(zt5%h1PEwevKZjSZA8A7#7bYUDQ9tCm`371PKe87@e`}kd2}`SQ1+Z=ZCIN~{29;l`eBbw!$&+unT5hFq%Lw~@)w1?x;(%o_h)_Rs?HpiE z-cDZkRgxUtDU5|>R&-9QNjx$3yE>;(fI!-o8Myw*Ta2KjhncMk~4%@L8_dM39k9oU_vbr0dcF)NubAApT1>o*_FgWh0;)lDnayp$r@Kx|d z*6C-(^2>#s;Gn$kyvU{_R)BtWdiw0y1G&@5^@4^+G*`qx#w^e7kKSlQR}QCmz?~3{ zwz^kIeguq}*t@82AdEDxJ@DR^o-*l2OuOQu>$`{9<~d}B_0;W3-psgR9Kun z;1?|b2tcSlvE?*`=Eb!t)RpIX$nUSBU8R?Rr(t2yHljn0W=_?H22#{@EJ8G z2&1Oudg*x$gfOB5!P0T(ITk@h-h_*eNZ`CrGi$KZ17pg*{dU4sza^NA@O%ua!_atv z63_W2O2>SUoH}&+R72ib0%sOfScH=2Q)ec5Q0F>r4z(!Pk&WtW5NC}Byu;s94o$lI zKu}b8rn|MJ_>X8N3n*EdcH`2HH+c8>rpP*aAonv#pEz=Bxd#tIfZ>D@>`G=!;vZ%wgT$r&O@+^=5``CRim2b~%%lm&UUimY2ird(plc?N1CPQ}Qfv_azj0?7;h94QfeS25wb%}_GZLy#0%}(wg^{55ul12P zN^T$9TjkKrRhAgwC(xR68VZEO0t5L`U)3`eQTb)p40l4=ap7?xTBTjyAy}bZzT~tY z6dXK;eq+Ybge;so*G8#kRnB7NINN@`191`vqX(Ag%-P=rKf(1PJ|x#P#_c@&@kAYZ*6Pw_de`}h4%0GzEa^xBy`{)kr??InHYjUX97S!_1k6_&_4M%sc-D2K|;F%NmMr^zST+`fml|k?q?)AXt21)|py?j!(k_#JOV+<&O#1 z&Wo_Sq;9hIzx-MpM(^-HZ*N7D;oqHmfExL_l4erXWmf&9?yoq~YseA!+kcgH$Q|cF z)pcdLd`a+HahZ*(1Mf(|qTLEJT2Q}hiK>9L9_;q` z1$322l}-`NGFd!Ps2*az$%Uu;hd`qt|8TTYNb;&Rh+?F5b!*_rB4{%VUQyiT_^~7U8Ph+cK~)VEk0de1i!U$reZu4Kmy$82UbUzD z$Xwmp4CxI2&i-i`kFU93vwSUd+3pu8OUmmSo!|TF8#!Uq^4Vhaelo2)9^WYGem=H< zs+V414+_8L6&Y^eK-+qhly)v(C934v4)8R_$U7|^K&klmTP(fWjpxvPag@6g zrG-yB3H!Zu0hoXUNT^SadHYkEpXGb*Y((T8`6v&f=kS=y^#XhKBek!o7Em_s2rfHX z1W8SfRIvQ3%aE&J%g|5L0@hwY)T^1sDJ?4y2NRIYv|kvcOG1dIlvqC`tySP&374i< zuzto9sYLeVK26sn<{yvWc{=$e0F%ev?B9!!C0mm`_37Su_ShY$Dnp+fQAi_3gy*X3 z2wC^%&wg`B9gaSJx_+ixgX$4}Zh3G0nkCq3OkC>Qt(rCar9@Wy&4>`q_kOpP`XWm1 zTiO^TtA-Xl&VBp<6bc9ZQ(Ggk#ZW}sR8icZsn-$v-G?dvL_MEm=Jdx|h5H7-FUf37 z!;~GLY2G$<`VzFn3>4gRjoEZ0=Uu7491K=^P$Nweu53z?@(%DGSA|6}S-$*I{(aDA zpUXCw&P;@O7f%rxun=(i&T&ANuQ$`cT#)_z7Wt2t{Z7$warB>`43`YW^dz6H{h}n` zt)xzDpF_H0V|Jx(pLUj($}+OaNWiG3D5?_MaA7* z@ua-j=w*4bQ=|RId?3)8(Kf%>vj*)1c0Zsdsbvd!U;KOIx|79l68~(`IejD-B?Jv= z@9)C)_VspiJg@3-Caa9X-q?D;0*mP0U(n}s@X06nA6{Wy4hm%ZejSMn=0xAG~g#pu4QmuToOX&Fm$my6jR2Ee*Xo7>rq7F)kGstL^UJLBoG zTMYu;y*Vm}l9_LD4$KmRPyh(9S}|*HS_Ck+8yO(+YT6$1B}>Alg|)4mb>-9E);K`N z1)Z6xt-~`&K_4CS3lTjE3WYj$BXGYpH`bhjNEY5aN7CXECGtrqWF&HVI;oQ{hz>KwZ zMboXve~p;I!MT=(Cu9HcZPoImGuOW`d&D75Z|b`)&~oeQ+vUP$NXJ=YDpvR;=;WMf z=VPk5@LdkKbItlGGMC4b;l^fUKddgguZ8Z*?8)r^JpYjRbT=Kj+5-86G!=0XL-TmZP`mnR|#+kg}85F4P%$wg# zPEm!@f2q+%1~O^wRwe$k@W#}D5QO(j5F^@OUn}K-#vFN=gJ2`Pq`G$jZx*d~hwoSr zrahyQW7_qMb!FXql0qYsIg}N@7TTM*n)1*Mh#5wjfWW_gvf!ZoLw_0c%RO>|RrF=TrZo`9$G|VfDE7 zne`^0vwiiN@zY)b!x!(xl^;}meVJhZuOu>RM1n# zae(_Iz1nAP)c@|LT?pZ5KdIzSo)tDfU`c8D{w^}XhU%M@i>+!{oSNuF_4(IzZ3i6~ zBfq!g^xIJPsDtS0-zdY>YtDVPwzM(TLVnfLe)Xd5Nn1bJc{1<|GUZuq>Qpk-@wYs0 z@q2VCyT6Wt{45h?>HnQ!KhKhjDNEE&Oj_pFspZHh9XNffAD(W+IG&g^&iT5RZ&0_T zV79^e!i@{9o0)1)1q^JMv8)iY@HTF|jgx993}9PY0;{K178i+jWeiC6v1B`QkeGDz zWqVa5ur_wshBow$C^#p|_SAwES~c?3JgE_*AhY+Cf*zHwB|LokYGYCY=MDwI!n@*c zO!e{^%%Sz1g2`;wxB`)d0&TRjtVjHh^d(Gyc;vvi8RO|7x9zUi)&lQ^3iD~a@P3BB z=x=#*R&N_P!CJ}md$O5e>-V8$GD;VzeA}|fDrB0UZ`?~e&==o%03x}j z03y8+3L^jCe6%wr&D54=632YXw0AsRhDOrQx>~sIfrlR)HL=hXn$)-#6GkThg~`lq zSyF0PJJ$@gW#PADqZpA7)}?2!OYBHLEDy%*&EJN&c2~&@-aM~ZaK#m5dlHp0L<7}l zZ{gyJ2iel~R~;8m(?Di$D*$}#qeFT;)?ezDM>5Y+5ijBNp#$90%Yw@8oXcR7_CdJ! z-!IQsP2JfW&_Tx*QY=5WR%WYotZezkx;$RJ9JG#;+Wp)kOV-B>*1X7)*6{79Xhjc} zZjKlBw2GViE3yqE4zNt-lQ|r-i(b_W6+I%qZ|a10NCFGU72 z+&^2V!{vk=*vKAlTbo-ZcfREa&;@xDX?4`9s19PxeV#k@om!Z0k>0`$F3#5UgKfI~`QJw3wRa=V8 zYe>y7%4leIbYnZJq3ytMd9&$cj+!7pWgYkxu)I<=5W8Q(;u1<6y#?zzO?R|!&x)5? zT-U%U80s}%=9kwnM2lo3Uy8chO-jJzSwDMYnAiF_J$aaGb1bW zw^!Z6NCMI2LQr_dWPj4)En?d`p1xw8l8BGz#)Y+e+vH;U#Z_8&DrDJq^F0^Zmd8t% zUS=mu3YbgCf1@v)i{qSOr}U=$b5}Lg$963yci(q5Z+lfX+CiMNv5JiKLlcE zRl@?a9v{|p;6aekWX7tB3Dt2v<4!w}l$#qafHWMvErQ6z9;l5$W@*!mLo?`( zF|0PUucqMp92JMSWHBNAr~!M3OvUpa_mBA!neOv%2cpGQJsyn4d@D{-cIMjdKg3}$ zI`?nk?$4P>XI0mV4VzSkUy4FrRE)LE?ddha3=h(y-t2rYd&q<-+kf0*WbBncsBcg- zuboFWYU&&{Do8R9m7%JOrD{uaP<5$)mwIf9VbL_puZq{3)>h^HV zR?R&MKgr+MxNZp8bn@JS5r%HK2%Z$WmLm}XMuC`O7skG#o`+OCVglZ^BT0f5KkPf( z3^{2WIi_il>QKt)`j2+XlG9D90~JQI#%QU zYnYf`RrJFSlzEWeL>Y!{zWKp|s?b@!Y*2H&_}oYJV9|3Ep^tMT((6fyUX!bjW#UUr zESAKw_P3qsxU(q`cr=I{@xr#yOU|`y4GwL@^?HwPTyE3~`4u=a#Yy>0 zR!e#Oh9_s6pVBcS)iWy!a{^z}V4V39rt4G5x8DIvzOMfktlzk^p!XJRi2}Yet;YIh z+Hqf8CwUn;Jg_5reIqSFaw-O%a(VxiXkKmpOTJ~(BVo~$I!8*oFF)gtCbSYw@wKu2 zMlZ@${poah9!i_{BAFZy?;stzcnI|qN@VEQj9{78I$Q9Ag%p9;^ZAmkB6g~+^&|Zm zEb~6Oh6}+p=@}tsr!s2oHqog>=`*xh9m@G4t$L1jlp>$kNUww=`+Mb`E0Z10SH6pd ziTGG-IoixaS5Nmx$t`JG)lqLQTa?qutq*Lgyh1qu`*r?RS;_DUTH9|a$TrAl0Dec1 z&|IUunc`xiZT{m0_t=`$fm5b&QQ@w&A^;Q+6p~wX~AbY=_ZbI?@xFi18Is=h9 ze^97)f^Ct|SP zz*qXH2%I1`*^I&BYGvE!n9KwG5fZ!H3eqo+tF8NHT3Z%~(2yood;82`=FvL9MQq^@ z!3cE{l{xP=Da{;{=QanQG|UXjH=SEtJCEd-JT9_gDVI&D5!~v`g#eeUu6w;m zET>QLF+D>8LcGb6HSOkzO+DQT>b7x$LR}J};7#a>mUQO)iI<77P#-OfrN>wAq$99+ z{pRDO@k&=WCO-bKIZol38M>BpN^fzp`n{AitvQyIp4M)0v%-DuxFfDgJhpYPQFrH) z6jM{c-z4~OrmdXfUO~}c!)nJW1jIoL4syRCiCpK75i z=Ohip7X9nvnoo^*>3dt7o&KEQn#iQ-j80EgPMyKwKVJh`hn|DiBOCn_6BDP(9c`Uw zHSHD_+RE8mT*c8Zpi4v@e$hpiNI| z3wX^YsyiC1RktL_}yUILR!9eP$Hda?x*W}Q%IeG**?rI2=m%Pzy zu!_=uo0F%i(QL*F5t_NElr(3pd@{rOzduEA z9Y0JnZF+xDaAZ%0yNK%Nn1E&Zj58cDZBK$nPlA10Ps9!Wa0;N{-}5cZ{RRq-=q4K1 zF;kN>7J>Cs?y9bAV8zm`gQlCE7FP%R()FF3zoF9J8G;??=zvD~fJyfZKb&iuGl%e@ z#2qQm;XXoZUDIA=yK?0HpcM#p)99;nU@O`lmA};DGiYf%nX`9;TwT~GWBS^Tj0{XUae_tCdjce%zk;c9FG;=o|Um_Dk32VS+Va)G1*FcRZAjtSk)5jeoew zdHsBHZ0DLBvEVHbu3ua#Z)jBAUVQyJrRuw-GU6Krjh+OmRVwp(8nOaeDWp~D>7e7K zI`S0XtChFMzaHO2ZkPH1Bb7R7nnTipVkxv+5uFyRt?=u91ogiBFn^LNp1+?n83uG@ z_^#;HFW3HP@tQR(vNDJ&psw)u?gSmw>zz92Wl~l4Ig(Kr98s2ex%xIf-gB`pG$-}4 zYi)?a6$6cMlX=;rd1ewJk^t5P4e$LxHB(~79x*dhda~6cOpBEfX1lT3x&_3`M&{#% zyQU}|R@hs2L*VUpzgP-4T#E0~Iopryq)dHx$`Jwc7B1+pMnRs$73*4g#N1sHVPo@!EB;LTYkJP43$%$B@Z2cn9Kxwcr@+XGZ{$L!)TXoTdK2@eY)) zR6x&sPGe}B^!sW|#}CJCkW?r=jO@R?DU{Qn71VD+LS0mGYs;;{m1HMKxT>0T@FMjx z7HXU0{b^Jh#qT=*G;6|5 zL9xzP$*3H?RKYCKCG$DL;GV0f%iZhT`q62&YpW zK2EKemQq56d1l;pob%`+)+>so^ULt08o?ps!l`aX12xk$%FZRRpO#SZ8SRGJ-S8GC zs^>t(ikIeZR5+mg}Da#6Bt2ituHHf9fO)~?KLt-n8<(y!t{5npIjTJ&xJNo6I+=hPtS;?L?6TsGcn>%A|spzHb))z&Z-Z z%8HB6wECEn)=96+fE8wZh(FHq#P%hBiN{f8mZ^a|vFts^VM@b=$FKC;@+GKh1ga&6 zw6nlyRiki>)Bx>p)D*-xPVa@)w_C%Yth6*M>d}Un^c==D#^kTx?0De9cziU^o4xeh z)kbthNp6YpQ7uqfUCp(Sm=yGV@2@W&gZ%R0c0t``wB8w>W=MP1pKc^I_bn^6y;ipt z3qKtmZSOysSy81kG^!t@;Y~`)g3TuRl{ehpwsGax>OS^w!A}U4_`pR7$zMZu?F7LsKs|(-pFV1s=v^q=^`>EA32|=>;E%9b+RjWDlC~r+bAw zNcAbsREwRgv7+_3G4B~uo6f>%zv8lwA3x&EuNGW7v?AjrbOEONv?P-$dZLP$az)r& zZp9)b_i z9-@h7D5^G$JWv!tzAfv3F^2H=l}DMK&R23P+zK=7wfR=AJ@|pUTn(u#Kj4x_UUY!i z;_Ebn^sALS+qQOX>NrBCU}}S7bBogib9 zVs&Xz;t0XdiKSNdvA{GMFfJwpcLv!eDWoRTB&loI$e!;@yk2XQ0EZIB7fHTLix~5} zq)SH5C%T6$oZ!|k8?Nv!`X}vcxBPLZ*`m{1_64J33)6y*$o9HD3yuo2ksueaARY&S ztYu-_l+5Df`%EB&Iu`uNq~|WW59w-6i*V^R<7l>!q{3jGdss4U&AlV0gU@jV&KX-L z4ZnAYDKeNn>~~hziRe@d8o>!>GOs^bPnwn+XwksJS}^$cKe=*}dNr>$X_iC2{b1Hd zxXN#p!6*A+zSyr0d9f*ib0Wz+P}=NlZEpHAHMtxhoqShEBDq+wa!yrpf#-DjCmK2) zowPh7HQ#hFMf}uKT)lF|DJSSl1W+8kMI4MC-*?@CpG198)z$9TP39LE6HkTy$QorY z3+86f?ag?u`YEpd*bb~IO;#tnd5@6^o23~JedujJyxg3jNjVI{2)3NQ|E%UUl<%cF zGZ>%hctYk6fe0GFtuGw@QoQ76@0|Yz!`NFbxM-_~r=GQ~5%i30at?8K2A9ht0%Fh= zlflKjNX>Wl2)*Z5wdpw{$7ouFPehSd&YOj}^z1B>mfw#~X#{Z1ZDpomx!%SSJ1;j+ zmQ)Hkd=i%Z4($bI{hSvm9Aftvwb^Dn4YU`Ni!e>>-W%Tz-}Q#$*JkLCuR~#SFskh^ z4Unt?1A?qm3?cXL{TL+sml}9Z60kBuIsflHlpRJTM*=**HbaJNV$1-s6>sJTp1K6A z&K0)xToe)-&i`14l%Jk{D;s{>jvx12c5M^taDuE}4D&mgrB;|7{{m~wF9cYN9(>9? z9^=k&X$USOh+WL9!uhzlP2lZ+zY#CHB9>eB;nTZtwnk)b4oA?}Ew}|t2QE{%yy@D$ z(`I)ue}oNT~`RtqqsEh+t-T&y#?<7$;^35tb2d>6Q&pKTtpN#Xrxz}~HLsN6h8 z`XFiK_<^ZVPd`WC*_DXXI^Wpd!Wk;D1EDu#jvbl5mt&WM8SiDEe8sXz1C3!TBtGOyr#Qlq1Lm=J2YTABZ^HU?ncZth&P|@v zs1=UgLS9wfC3JRP?o4{2 z%g9e5Jqgb^D;=GrX4L*08cBAz7j(Xv%Z_;Wo_Z*~0JfeLdD5v?9ovVV(g;0C^|obd z!LqS&lgx83$l-$l*`q<)IQWq_!L+j7HXFI#A0tfWr2u~Mwt+a%s4H*DwSiWIik^@7 zCW-R*e}ge{f))DTr-jYYBHq-jehB?G4o>=(UOqeM0hZ%_x-92T?fwRnP<#i=Kl5E4 z0VkLq4A$ z^yhf(8lfCseqNoiz_vIB=V|q`Id-P%@7xAI5;Cq6PMEygg!6?c$T@u|fd83L>crQd z`j~~t&iL*%Z?d*mKY1^o0IQmO0L;7Vj)A$+`s_RCmBxm^>fPKyY5e zC=0CpwgYQ0F+HT%HlE$M*&$h7;@nHG3F+0-LPb2L62hDVQvK9#gFWxU+aEGh==?iTNRvcxCwXPA^DI)rzkgShh#z}*^fes0@_k+wde z>uj}|7><2;aQDW^Xl7*~$~%XpFU$S=f0X#ed85|jlUj9oy~x(p8>&ecPIs8`38j+M4^39?!$MrqVmxABSPg+@+^IDYv)KuYiMHOG2ZwZKw;w zQq`jAg!mUlb{lHM{)cvQJ6p<=$CV~U*x$d{6k;&aftnmpLZ9^D{S4>V2>X)P)nvml zIu8bh2Tq`1F;1n|#Vl_`JZn@Vd>~sNK9J{osZF%0pzM~CNHNeWl4#ZFG8zW>08S0JxDFAJgf&WopfEjR5$Bv3rAIqp@&iZ&wq3=xU-HM;8j>qToO9^ z3^3*B>YBEj*SZHG0_elMQt)6Gy>`B@QO?~Evx1>7Y;j}4k8>=(3knse1xpvGzceZ7 z?)_$DsGX6ya~D@(l(CvwrN6f=*@bQ??PK<;oAH}_+G`Uf0P}Fm8eUEzv zoYl1Vlg9n)LHW#ag0UA=G(vm7BLybswBM_>Zxj7o0wH$s> z$w6jFc$n12a++&=pY+;U$9l<)WfR{zQTy?}ZUGsKJu4&kcJrCzNp#A|F48jyu@>@P zXKgG?LEpV-d(`J(pwmXK+^*5&1T2B=5x#{#Jm)yw$$rv6*#6cMwCujT={RzYk}dx@ zQP_PZIDsNBbQLS-q0%r}SBGx6ho+Z3(zQKvrV*c)oeM-_g4>u)k6Cp$qb@hp5vmol z27-fDM6yZpjYzSOldml)K3q1jntSE*`dT(Y)B|@5 zv4f6skoNXwndbt{D?_HLv%FaaB>b>R&m7-v@!1L!${UQc8ps+b_nJ`&s}dH&xn>py z4IS)c{KjQZ_)UB?!cQE~@d9p>uL3-hovr)vf(^QCbobR1F&4C&X)lM0(Dp3tyG%AK z8YiP+3C2**sNR#Rd z^Ip62oVwaqJ(}ymuDU(T8vN@upH$|| zCQYlFM{pwalVPRL2K~a1l51})-LS`gN*7@Qs{ zh{0RfO=q?%yAd8I*i0Yo&m2@Ad+mL}RRN{XprT^KIwd{5L?sw9F?IZ~pI#~(Y3vyx zcJeMOs#F9t`C0inp#?|KwVVbju3qoqO+Nc~-&on}ZvcrdbdFRg_oD{Q=>~@uu386c z>%>!fW1cu(A1aKoTc7d5N>BSvvZZ|*Pp_^bv#K!!E(F{26pm=X*Y@FOWPJJzg+A3d zB4w0>8DYxH?koL5&4w*6zZ-m#oqT$gWo=nB{RTgbnk05a)S3DId-T=Q+D#4v#P99o zt02s%b6Qs}?; z60+og+*=x38jXBQhJv1dMW{Y!B}5Ics{;@>gB%4ojOW`1*wTy-EdqyGkoPSmbDwGm zC1K_kz@&u5*9&;t_hbFSPVFXv*%^Zb!b#4k?Q*nOJ zdq%V2hE?U=$qKE(XL?3+O(C{l8?B{$Y*L3Y3{#b+-)@=qiSPni%;8dSg&?_?cBgE%If;XKUbOpcAN$ ziN9-jiw_%kETeusI{Zz?s~T_>eg>CbgB&$s_c1I&luZ9Tn(Lg8>g4&h7ERNS*zROw zy=SVEoM>^H>RFb?7G`H__RDG{o4w8!1~D;FVq<`$Y+j0QG`DV0mGDKNhF_Y~9lvtO zWIVVl)Wl#Y152xaG|ku8HY?wKERGzLDRv05F~hl@dl_S-Gg+$ z-k~Y-QmVrbGOLz|*&}V?B&cnleZ!k-{%JcSR|g+k%4Z~dqf~eN4X9uZWGJB5f^+fh zP1wVl(E}A68cGjn3>Nt`5TEcD64)FS;qetIb`*=TPuscj`0vO(FVOo@sHaolh3$Wi z!24LW^1jiuM=H$sY^|^N-iaq;V|C=VOdw*b93ZkcaWXt|{SeXltz%MA$MIOEZeVMD ziIP{G)Xo09(rQZXSB_EJFB-yH6~(&10oEBCoapzA%0VSJ3!FBrwUYJfB}BhOifE4n zGT7_Fw3THIbG4Ag6&F@*ayD%{n+-y2_>^Hk!&SA+N-4xWzwWcd3+tYMe^Lu1iV4+P z)*wcIn)r0Aa}YjdP{wxZlf)`?nckR6FNhjeP#}_i7zO7vp)H{QeJlu~Kb`>L{t-Iv zwepNjd3Iv$ z7}lRFn=MVfQJACgnGziz86<>yc!LXF)m**2hD_U+ZCqEdIdohhvr?rJB{(l;P}tLWYM#LYJVSQ5s%`> z9LipYhv!|bQ}2&U-;sO~H4SiAsb2i6iV6ic?W0z@LY3mXjBe2+yn11ZWfxEfuXD`v z3T(`S!AA=U`}cFx)f+5zcPg3Fdp}%ZO?bg!84#(}n3yRbH_4q_-O}om%Hz zX~oa|iUPr%icCW?VPZ4f?OXup(Rm11et2>AMKvg(qMls5$7YBuGiM#ytGftEg#IQt ze4ZUF)hpfNifmR|nR>q2a{S@dQD@;~GyY ztZ#ewxU$W8)$}rSeYn)^8WSM^)n{5(he*@F_IruYGVzQ?8m0il536>wZmDFXVS%s_ zvtnnY%qGM86}7hqY4s1*?Jg!$OIVutBw@a%72bpb=RxP>fOLw!VvLNR=R{Yi$7$2@OWhcQ8s9b!0<@qs zR&CvsVz6RIo2Q}Gzj^QW?t<3+^i&6%mr#h=uzcL;oH1f7r$D6Si;eHV~i2>-M1b8QyN%1rs-;6`F-13 zbvl0ap{)~@Y5<*V2%A954Nxef{p7szrM^i8#8Ed*g?>6wfyvUS5G|21rrw%(^-x zMyk!Vkr@K)V!Nvy3>l`y=JPTZuGQ9e%C|A^D<#v6DhgL8nkCP9lG`^cXP1al!jjS4 z?Up=+PJkrOmmq1cTdOio>8_F2=A*yrTGu5STUcDEZhkTTjD4q?k#S*WJJNc;@yF`N zK|RYWZaLoBmMamDM?%}GuX$7h;MizEQ2dn48SPD9nX-UxrrqZ43K9qQEpH-1Elwzt;LJ}xwWIT zUNN(&`~C*b;D@g=y*C=eqa_!u2D8Or-gtF$^r&Lu8*jdkDJ3k*Zz6lwQOrPL%Qxjk zK|eLM#XFTJnkmewMn{#nZ{k1_A6yM?&3Vw-K2iHD>KPRa#P(KGU2c7snmDIhE9V^9 zOd@33e78f5|*jW3p0(}9h3*p#pd9MGg zF;aSqN#ZJ&s`q$7*l!D2qXp|THb2)l!Vz_wkj%!@X~}inWt9?<=e|!(*mCT}aV|#f zC>+w%aSX|1_&vmZ*kmGL3$|qbQT>&x6+D;+s=TMA;AZx>*nd`kzq)_nPyh_sapFQ;S>gu#umO(jB=@7FB*XZ*5) zNGZqfku{Q`sP;}M+?(Ead2Yb3X*>1+cVeyURvst`1BaoaXA;ow);rrf`33lun?lir z(V)cKr#?DG;qf>9)OgHkQF#Y_(^_orYASEHRRTr+#KZe{t{FR9xJ6dFEx*Qn^S16U zk0)U(1p$z@*S9Be3qpulR&s%Ky7mEWDY2)#Rp&Ho&3K$eWJ!g!mX?;fQi^Ett>Lgd z%L1D(`Z?_I$3J8@i-X8rt33MbxO6nvK1xRperb!+83;1B@FkR9>P=<+#7EVT^h|~Xk9n0oa8Dy@b%5Soh)|9YGCCFP+fk+xe!$(HZXM`9UjsLxVt`E z+_XJh<+y<0easemR$X08IauYXu&Zm(1=dns;rpHK9XGED&J3mj4!c9(nuKVdjOZ0c zCes@|v<{%g1xrgi%!hu5#!)IG`w+`b4WlfjWE1Nl{-Pc-d;C}rS)7nTRysT3DY=Dr z$%<}4WGHqtqb+LmL7PH>?~l8F2OAAZ_ZJNueP&`Fp8pmzPhGHcUah%~-H={`y&>mu zD7%I+Z)vQ~D!+HIu|gY`azkgTwARGA{}~$_G3kw zOC1~!QKMN2mYi-&Cr?UB2R;&^1JB~-H@<%wt837Jd3+&5Sqxe-K(eaL?2yi4pNXcQ zE*4d7AWlP;R4!1|`g`_o-N_`(FV)jR2w)`pD~ z@26f&PP(Rd-Rz`*RBp2xJFT533^%B-@_`o#^867XYN1rj%yaou;R4NNpqYI3rzSX>eu zs4;(UydEK5NGANy(#*2R_Jq(?rt>=Xn;rb;h-=mBc0(w?fSUWmVus4Qv7e_E-!tD= zdeW`_)TTb?Q6Aq5MR;HUa~3*%Fr|Eas-OL`rIRS4!cwi&*#cGQq7`?c$PLdDSAu)a zMP79Arhtb0!>}Wdb?7w3MpmF-D1W(>_HLfa(D09#s&8lEX^Hjcms_v@l83oMjI7m2 zHl$*t0$q)!Qj_Iev2nU(a2=#K&A_%)Wq#^pvPOuS1k5cJdItyWY-TR0^a0glHfngU zqS#I~`Yars(amOaYW@NTOgocC$zl@{ETxlwwmjrLgA<&)&n56IkxjBtV^gLJHSZmM`tNwrH2k>aq5u!kIZvKDWQH}z1lWjz+QwAz@eOOo}e4imL|XA?PKOeao2 zm2?`)mYCc_hTd$6HR&p~)m8^A)nCIxvXB&Pvm9owd^mmQjDO9{z*_&&CqIr1usmiz zgJ4%LW7L4%I#%7VCvh787VM!v>6rI8Tm@O>?U#(bsc$`*(P!h(fZ~=QbrUA^&1C7M zdwls6Q_NL1%nV5`mwMdgch3`bPI4}Q3*xssOQ^B3vv`X<`>nbFtd;uDfj>ePv80zKqcza2cv;m*6sdEaQAY3%GVhHfz97+IWZ1j7E&{R{8%pZi`y@dXCjgaK&AR4I6~&yrMDo~ z>j2%5W2%fuKVx1MVe&$y^uZ|-6ayT#7$_`ZOr-ay;a`;dK#b?C#DH7|P^df$&+61A zf!%MOd`PkvpR#txBT})TKuK9uM>~|RtEW$0-Xn5Q_-<@$eBor;b7e;1gB0FihSEpKgOTm#CjIF8o5CWaj`T-7xFQPB!;`ig)CH z6Q!J{5nuvrr*h<$De_mZF1`z&EJ3Okb$8qNFCjy+mqCq94W6cji9T75TjH*NU?mp-0Zbs(ru8R>|7T3KYVF`GMo`0R_0nVdST0XxY72Y`i*&Cr( zSS>~zx~ltuxoYT$b|hpo50R*H-!avN9Xgc-1vw=o_oE*X0tst^K!*S5<%j6>8ZRBeG=HNG^KnL ztImA$^kO1$65TJ9lK?)ep8&dDLj5T*h zJ&(=1n6+&K((q&7W(V0)h`on{XAWQu{n~NN5WHX&;>ErU!B^`N6yd2l^;0#MKG2@~ zoc+FQvg*f+6K9FLY?A9@Q@)D=8uSWT=UxhPElC`|kq@`pImWC8m%-$VfklkvnA{8X z)vA!fLUsPk1<8d-=JVNOE37SmOxti(S2UJmOErhVc}Ir zd0M^tY1bEVF$qNWmP#aUrb-mu|9i{L?;;PYYo~DsYM$y@fbrJO8+~E4slRsR9;;Ho z%wQiyiVIqv)J=vOZa~uB2xWLzeN;EX_$p9TIiO;~LP&t8`r@grz}^x-PzQ4v+-J3@ zaVP1|y5`y~>XE>1 zQR|C{D*d`6|EE$7&L=UO=iyx{6dC0GxqN7Y<@Ln=jOrAP@sTVvk)T-VvL-p_vUpZf zt-TuzUvDv-%=fPUL1a%2kEiS1{CPl9jbJ(tpvtE|WLaFs_GZ(OGb;aQmu79G-Alqnl^|76uVRq(hZBhV8%REQ>mdV8RMP7ytraHOM z%T;A$s1Ren*1R0oUK8dVP=zG^c09CP)vQNPJk z17r@o&&>d_%BgIX3PJ9FU90TZpXmFpq z5qTN^zW@94<)%n=rKrHLXHT^U2E8V>@NO4-4&~>l;RK9E16F5A5cfLSWP3Zju;8YS z{>jTOR6{P%eIfy~@&5=g6lYrd%cU2I1agIMJ39q%cY=dN?~o8srmz zAwm=X$qVRaX*EZZJ-R6l7Y|8YKY5dEkTkEmEEpg8Q++VbK4eLP8eZK(=W``jCQI<1 zQGD*SUwolb*a&)=XTmZ_OyIabrDX<^+3q@t-=D`i9TOcBx;K&BZ(){J{Z6uWIsVAY zTDpb!UaDt^W-4EYj%CDP^m?{|ihpHAWn5DHKr^T&rc!`!3KCRRWB`+@^1wL*J!oUj zA|>}_Ic1SrJSVm{@e@CZD83vtAWCnoXa=uIn}hZ3ij7V3u^P7CbjK2m6z$*R;6EFxNHgpsd1ud#1oGX zaiwk$$AH-fUQYd#r_uCZbJTyYX49^KI#e2LTMH2OyQ(Y7C)jLlKaBnsw)TRuExRwl zXvX7G^UlXn-DtPhb;_%7qXxqr9>>(5i?UXICfpQ=&9Y9Q1II70hOpNFi178V7`C+J zC`ppKWe9^#c1LITw$Q==hsaM6PQ_h4&7_c`K+34rH1mrS<1*6xMX@h|qu1>nUY0-1 zKIf#3*|+dEW?(8Bf4`k%m;Pk%Q*5jz7Z(q|%r#6{RP@ifL4W6({`D_4?XSU zAQu~biIp3%+|2c9)*>~ii&-N4SJ)N1GFJ1!e`T?+> znuK&A>)Qjx*nFCimr>`h6DN6(#IIe%(sqe0CSy2%AE)lGfi{3#hBoLlm>MCwb;d^? zIF-*k*Xqd0Y3X$r@o63H|G+E93hB(~u9Ohx898QWlUoEBOQPq|d}5NR&RK&vdX0gf z_mg%HB4{^iCa*CLqv4Ei0C%uC#nyWP-7`>UXpfJ zc9Lib-)Sf_0i))b9sokU-y5b(Im!?K<9;S*KQN2U7zr;fE;q2V{pz9)kljroJ{n$Y zTm)wFBNxbj3gs@xv@W@!)5Y!qQPL3@EmkNwld5G2bRIXbOErrUAC*tw>&Ye7H_pPD zUU#ds;I3%JT_Q)U`Bw;oHZ#7GA0BPIH+VC|{4d=6tG_A`b^RmI3E;Yh0CGm<{kKW) zsovfqBUQcqsFU%mAx{aTcZ6})Uu)n0r5(vefi$>4p5s{E{mWjth22W`_WOickMZ@J zpOs^UkIykc(4Jsmj^15hn-$NGLY?=1`#+cx$RWJ}Qb>52nic%-sQe$J^ZWMbbDzkP z_=qK-*uIICb%RFN6nuiMR>i9a(#x!HK_+BTwu-c3KuIWF%b+gYq4***AR`XrigH=kPz;Rxi_n~|N$1we>!joVs)@<-; zspDnbb+cHY_5lI^Uw$#-O$Iew_8C~`arly5^T%ferG(g0-1A@>ORw&R!^FN>Kyz++ z*J)CJXB4TWp|#T6e?{ETufrsFEL+oYN*E-oZQJO>od*kgCk zkXQ%j7xH)AJE@Z`u-kXhx^U_BJmKL!Te@ujexfQqj}SWguD%Tz1Lb~}Ln@E~`E3*# zBAFYv|53v+;Ca}Y&q0fzPar}cd_Gkl+us(7BC|?4(!TL}a2(fpL0nu9BK3=@+uz8= zSUufaZcr%U1@iM;P@;(yVHZ1cm|D^Oz;py(7Sl8W#MYXPubLU|O5D6w6qB%OSZfu3 zmlADl-4~%6u<>HaN|tRxR*^owm~jb9>vThe>F(of#qz6bPwDaeu4`m4#p zLqlvr{ru%*>-_H-O5HqNVqkh6kW9&1nG7`BlzBUyED(O+E9X{E7y5MBX&J2Y{g{)8 zrf0iodw>dtJs5?N+>})^q7yfE=4JjO(yc8tbj-A&v!vpaKlv`kh87<2G{A#(<^Imo z#j_`MuNXBN?FCP^yr2iD;8~0umLuiz-B#ZT1gun!@6p)R-`0Yv=)$$E-=2jt`{7$! z_1`LMWlHDoD&eha!EbMXqOe_R#$Yg&1jV&K-|>HV6{>Lc9BV1C(J!PYS@XhaH1%L5 z)O6gCZ|i+Ps!Zqc%RqZa<@j*!F}CDC7(H&T*|YExpi(Sa^ctMT3=v?c&&};n&c!q@ z-=U-LBHjPuA4~R|2pbSt=i@z{_RdK^q92e0zPPo7yU5OhTk!!nVl3$fwo9pftMWV&$8Ve?lNjU3!eu}kpm!=@Ck7u{8B{vpCkEA%5?t8Rp5j)kEw$s7T1T% z%ZpyB3uBzjdl8gZZc@%<@eWf0g8KK9V;DG>5S@7)-yaOb_DeQq= z#p8?%vG0I3AKfmdr+=-+E~-VfO1d9-1oHcxVmuczX{v}*bm75A$YeXMV|`a zPxbHVM865%!S)cpGA?N+YPbXV#rgrYaiTMY)vt8q|I5|=r|j#~lU8O(>UJU->SIwQ zS7)ukheN5CUm3ZR`Of|}1c=P<9_H~MALciO1t7|2{7t0aT1pH1hgcs(?@RLAkPoT? zG5-+j|C^?NESmizQBy(6ZL5XpL(=M;(-%ns3hP6bQRLrC{_6(*|NSvYVR7J zh1GMnEe|)}6H34M=4fv1!E26xgv-|qnU0Mlt{UkvAF*d z_3>I->HXUt$7DhxQbMw_U!^Cnu>T_M`Qt*tjj4eiNd$REB&qR~rO!p|D!^q5B|03cE!jAtZ!k$RLfs?U3~) z+r4A%ffq!^YCf6rw|#R8MeOipG}k{2lhZ#f)wMqj`~TfA{aIoFMya1CecSB2T7L^8 zaE_Gkv(_tcuNxrK523$8(*9twPw{;{HUQ{+1L`K2n{=vX+m9~&{*$w8_Ftqae&u=p zC)EKmtD!v2)h@~a4drP2jV_=U!u9R$uW0}O)XJWFCv}7NOlTJ9I@>ok`~^H zjOGmb+jDXC1sUK?feu`@Pf`pJ-pjwd|Nj$+ptlTTW&vrpzmS9Y{kf^(=e?ogw|=SG z@hATh=0j3NfnotRUAh`0)o*nyFF5hY@YtiZNuv2JfG}|YSo;XLKe<22CH>zP>38|4 zckeK*@M{fY&ffs4#sxA+NLM9sYp7`_{i9jf>ZYTl|zgb zl`7Tt+jFW^849TLs%Lk<-Tr@X2rPE=3v|qxEb~B0gXi-uECf(FxEH$W{>cRY=j#1A zega|v;Z^ykX8>-yJC+kgq@vuNlh-DtI_6%U z|EW!P6UZ6@KJJv|oZ1fS|B^EN)n&F?#Iyo|yvM~mPT%uCaVriEH?EW@Q2uSt2fF%` z>TLh?h$Qz}_<2uj@vDD(Qm&?ej7VXRAE>52AaN7F(ebOi^A8Ie`2DIHg2=w}o(Mgu zo0%a?BninMe&-j*OT`mFERjMr|9AgB0Q8Nam58l8A%yf-bBBKf<5%hz0dzcH#s9X~ zK37h58>FzFGuQgZJ^70x3v?n$21=<4qxtelNn+Bz%zuA*0JcOH_>2Pe9JsWJj@0du zArsx-U!eR@A_|l@@A`IjHK2U&+CeZszVKs>zmI4ko_MskQ{rj-hJ%z1u*y7)Zt@bHwM}&we z|Nnq(Jm8kyKuHp&-lhoi`+pm}L?i-AkP_kv59w349BxePLGc$b{geIkJIvop0wv!D zd7`KE-W<_uy0}Eg3z}^Bjh66R-FrJ~e4Ce7kr>zSE+R6*C%|tzAQu)MuHkFw>y*B@ zXkJ)YLKi7q=0`TDp)r!DKwn1~jN`AeTjbNy)^cz*4FrLxx06dAYiaFkBgTJHB#y6> z{e%*}efws&3-0RbuJK9@(SGvu2~}TVLBVsc$B&&-?p}O!ew(zsygaP3ALAAm7l*=# z2GJ}Vy*yh~hqdQyUox0lv568i8ZI&rg9_amj$Y)~EPLs-*Z1QA- z-u*o+?rvq)^7#pmV&(6C9MH-5v+4c6hj)47E%ef zOmZntFgi^bWKFfr8Rd7X@C-`!{1fmN!D7<7keba^!YU7p7qQ+!B-^`;cE$uzbdiTM zt>nk3j@c#Ve!gu6e-W3w;xZF-=q~EHt+%|oW0J;^f=Nzx9A@2YX1rnv*(Q@%TtF2& z&x_QW$S#_hkLV3BuPq7bW%3w%D|#V&p~C$fKc=leI^g$9@z0y^KRUhF$1UH?f0BZi z>ImJB>3!uxl_BkpNb?WGjN8}P%Pea6yXGhh3WIDJ|A>B(tybrW+?y}Ff^AdhNV`vG8LK;}<1h-y^)~|tFE6#Aj9-`~)U&QV^07#lV4$t(n3^}HAS z`0>$fx6pnMYiZ3v+bgJC)*)t}Ap(x~8`#hI`6I&i?F%^WZ^N1S9swjgv!^9DcuUIcVO1_4NjUa)CX_ zKHrra#o%+(Gg126ebWuYru}V&BkSIzkV}q(E40%!$!f^)O!eHd(LXY3Lf78bsi3~i&Ac*N-MUN@S^`{G!rztA(0EfLit zX_@8}o$}*gT*qWonqInWd?{&?C^aSy%HP+b23)R`6V7d%LoZuu8{J0KG|n|%LLIu% zP}(Ow_b5j<6FXW@-`l!>u-jjdpPk*8Ibapg_e6R3gIMThOUuUVz4Oodx{F*@?EQet z9SmB&3V4DqLz3gGlxJnJZy6Wd_80iU(5+$MVDD$$J_KdK6Y~S8f&-tCzG=L6Cz=mI1 zEonJ^Tq0OiQvxi&k|-!Nfd=aVX=ynKBJ9qE&Q&Ja`PyR9+>_^7e}!*NoIN$^lF$OL zPxb*a_Q%xq+hIkkO+#x@v1t<8#Ng*QoDPm{s%Fblku6Ey~gp%q$#55 zQcn*2Vw!BBYQOP}47>kQ!6h*ehx1my`|`dR-}KYMl7`tN{yRV?MG~ezm?yoMlU~Xy zS@a0qlUR?R3vEO^#qrB06MLsmhpg%3rI*Amm~CDFpL}n-48e!j#huEXh==JcO#>Y2 z!@;Zh&sluFefmfZ7k|r4p$;p4i%~Y-5NwhZYWI_5*sT z_m@IB4ziw&I`;TA{P5@q`2`OZC@Ocg@GN{oq=} zhoQ5%grmKfqqeparYl%VK}oEyumd6zYE+|g;!8jhirF?y{Kqd!?0z#Lt8pca=%BI` z(dqd8Setse)=jPE%+uCX+z45Bh+JKY>x6 zUBGhZ44T~sqjze;z9b}+fVXwUn}Cm zv{0n9VE#4Mu&})j%H$8cbBnvFssAxymvy?$}V5||v zS$Ka4ZP9Lkb9qzKQnZ1?Xgw`!60G>%QuB1Sq?zeod-~s;J}CL>IV}nlu^(<#R@LDy zWj~(a6CtrSEJ0nrQTVOn8w$A1qR=SxEUj_2tjtjvyU))1+1EFKn+qsM&XPvl0g1Ia zO!jgc{XA%5EG;sH;kE$F{(VTb;OmF}3?ubdne2@#o?Sn>&ZrnS`ql~7>`Aw@5usz= zr4g!@O(1?AlLD_>v9jCretRQ2U$#ftt@!2BN0-JJaP(pzNnyO{3AmceV|ob__=(S3 zaHY8|bS-JOkDlG>rE~d4Sq*g$VJ>v`p8xE@c}_RX0W~2XaWX$2wN}X+v-Z?98%$z9 zKxA~1SY28$M`4xFx2EphCTaOrX63V~2V4>xBfP2Li>A>*8j_kj4d~_s8lNl0vmZdo1 z1k*qJSiizIG4ijrWY6?jaw10xlWEB68|<{I0{h*EMv|TwhWzgC?xuyJL|4l-C>A-? zQ|B7g&BMjDk}2G$-D2G2uK7e_LsPi}|7u5U#s%26dQjtrQP$?;Mw$zZ@3un_CH!z% z0{*F!0Rcp>OebSKth-Z198%1L zL7NBjPsfhPeIo(GiiML(PaY@HkrR$i*&&SMNM>ADd{{<7ECW}!Dxbl_^UrTQ!r19m zFkOdn8bn(?2)lFh&z{sf!cEOll-Ly4{v#>i91N+( z{^jqEEhpSjPt#XvTNb{aaT$Mn5$}Ad38Peh5yG!ktIIEMauqnoHF`*u|9Zpz{`jPa zuYgc<{UaH8SoKO(R;1LR!HKJK!sx#2<4Eb;kG^@6j+15Uc&ynrYw2>gjuRr^Epcj~ zv94uY+YgH&c;+<-#PMr>+^DI>beyR0>y(VwJ|K-$?e3RIt=c1jw}+<*CZwcaU5>xC zqGeuL7{S5Ar8s!xKI3MM-}et?jh z&-S%qz4DX zJ=UiRCQpDCs0!IBiM|oj+^)wL7qaJ7KQg+@_*=L4abVUzmBQ+m2eC7ZG;fwWFLe{a zw2Gm|1<@%kKi}8)NAB`%jF)d$C4pf!alWxIzGs=a?rW>}%^aBzrDacU(HQ$ra|l&J z`X4WLb>HVwKA1OXpL61RNrN`=YrjYkH?a!d^{mn_u^qS~yvf6zJJETuUsBZ$uap7~ z(G5Q7^>&zO^h>^Va$qX0fZwo4U)`mW?j)4DTud#=XIJL=KHv>Ld|op-L$bA!R8{Yg z{yp6vA7@kFD0B4^F>3zI#c12o#=EaH7-ex!qema7@qfkPYmg@&myPupoY~3~uRxb0 z_yy~A`);`;5qPgtvbmM55ARm9k(OGCY{R~)e+jm9=a_7^zf85vRWjm^*iF&uZ@DdF z44gq}xOr3q-nH;DL9Ujm$iC^d*P(?{`J@BHDc9sPISAIJ4=YZob9l)Yy$5+*S0uxvqt z*EjEt_D;b8WM=N{{AJwnRzqOe7Ct#-RMGkLjB=N8L5P z`#-l%cD>P`%WacWUDsbGwCqoqJ4%$fCKpyD^ZokevfXs8 zMuM-#>TJz3&(-%liV@v>b$TdK|ErTN;~Cf_%kRNQt;o6@rLIq*92qUWP;dXTi3V*P zr)_9mN-=SVw}{Qr8#I)&v;|v&aMX%vYvJ+#22!}@_a=;dz^HPi8a+1Gizs|OxxYFz zQnc8n#gE^0(%w{9$Aa72nH1ckUS>SSrPf(s6{;NvZ9KpQ#n?t_^S=F!$I)DRMa}*> z*n5+Ue$o`p8d1k%nY5tE>hU)|S>F4juKmn}TtOU)lNtBzLW}I!%a#F}uJ|~mWs|Es z>AGW*9qY}=zBvB9iC2zN)HM@F6e(XjH~q#o>G9aXsRYhVN_#ekMvQ(_+LeW8EX|JP zfpfNBw3`$RF>|5g1h%n8;Rc}!XT$D|J24}sNCAZ3gdB~?UNd~=hK6SUMH6t7+~{fx zn=t~n^t#EPC3|Go$Y5`Y^{#c_6-4sNatdXK57yY>8(<1BO{utbFrsQ?}c+1<#`ueI%Iq4EAwrew;Yga>luG% zMei)1wo-d=mfcw6k2Pc5Xakt)MJ0t!iOq!gs|kl1&ySRi9<$W>saolH95U3G(|rA zLArrL1v6;~m?4R19B7C5l3DlNx4(>{M-6hqC@PD`*PtB9(gxlzYsT#(TN-xbXeY2! z#XAR@O4zD_U24(Z9MOXo$yFMFBvM=y3SJU7yYwafz=-K!z(*NN<3LLz$&o>VCd z^*S;3d?(pGA>bUpz24=PL2ag&!oo}y{6y+(6UqH1?m7GYCowYue{ zp;k>He|R!SqY(X5<$`>U-aEVN(d~D4gP9t=bn`Kh$qq``%N0ba!R5EUUvh}sBmUs= zEZHlNu;p2TjGX+!$n&~ISnQUpZwK%kljC*f{F`%>HNCROuudAjI@d~a-px&fDjfou zYpeZZfKP&AvYkcEv2^rOp-Ry>DMM5rn6Ec%8P^aMg;@KxFvoe^-m8DxqJs!lh36O)>=55WmMaa-bhTZ(6a*3!Vzd@ z+uI-httE7?WjHb+p=mMr+VuXbl=?BbvnwJ+qK?G)o}}R0JgCWAhRJt5OPI9jWX_s9 zw$|o&3LR=;mkCo*pPvJocGvJH`^=4<-`81|xtotO!xucH)7c8HpX%yFW2<@|my!gyqN>+8EvkiJNx zG3mC*vEl~YC;COOb#kc|&b>GCISq0`uBc>O+M=|Y_e8XO-fnIX!PU@0n(XhuCX91k zZ$Q`d54MLZi}_jY#I}-N-@x@ZkLA<*-$JbUDT_UExl3eEQ&+QWG$T<*9@5W@^ASpp zTf-0p+n~bfe{F-PuBvU3sguC>Z4Iv7qh%=V88SGWeTU0lTGY~j&I>{xH5wL42@NTE zY`%`O$7<`Sh-A`zR|2jv&b#Qjj zF2@mE&R9fAtcT<+y%qci$-BfVWYt}hP-4<=B+(`0ZN=Jk{e?#CITuku==WZ(i}7o$ z(zrjvDhs7#(pI&p~3WgK(iug{G}IRxxI+8fnm$^ zh|3~E!n>89H9xQ zJEV~N;_zAPdW{;`qBqEvlilxI(UZ-N-aZ*RN(i*x%9*x1xc{Pq9_DZ_T&Qa(+<1?| zoa;%P9??Ync%G4D`D$#Ui0fxavmlQmK)c1ymvL9!06K;9<)fl89b?UGq=8j!?N2?o37X{-B=%4O&9@@2edu_e{ zQDHH??9vz_Eivt#tOPrA~hW?mixmC6qwzih@<|SIIUS-q&=)G7AkA>_C zUZHv4Oq1CA3rx?Ynu5C6uiU(Hs^r=ll;vJonaM-n`*qljz@wu*jiya>=_R(waIII> z)~hD&5e{vS8T|X|2w3GA!@?m)1ktMFUFWVDzR!tT0UPig?G@iiG(oDFfMHF%eRyZQ z_zO&l$>`QI)_cQzZ+S~gH=X;5`lq>T8{vv%$qV+4&oVY{k3jbg7X^!o*y%u%d)f~M3fH(+oON{HxQdNHmz#EGdM8OZ zFI{nlT2I#x)?!9VbZ)&fi@Pdt)oVhLM|qOfakxJg*-tu@EB_V~L~JF-NK;&Td@RiC zy~Dec7xJvrI%l{r!SMQG)!q80_{l2l-o+hB4|J?7;b4g727A`Eb!%*di%It+hySf8 zn>a<9Jbe)EYsL29%2G1EtE3vLjThD>ho_52dAucsSJV0v@H+Lj4c>U~ayj^*rUcYJzmF5^4NQwuqeOD&7s(CeMnp+ei0Tn4UGDupv zvp!*I;(M)fsXt*8eEgtDJw9e>e+@^x+%M*L%}+kcBg;EZrL=BGsT9fgfzHb*^K)L+ zPnJjr zMOSR-UF`nw^{7^y*SgS#=fYKT$UKAW(7aeZD@5SXq>8>u~@k93;V*YB*r2~PCuQbML(1orH3 zIqP~k?W3-P!mf>_LByyJ9aWU?izljZM&tK;_)`2~e2S6MOIA>MW1XMM2_BVO{7)N* z=VtS0YfLxpLjwpuR!3aa=NPl&w5#Z}*Q#s?n1&jQi(aauJ|doURWC8z@5Er4Emiak zjPAJRt$N`jenaAk2-`Tg=lawlxh6EJewu!L6aVB6RFkb&Iz&LS@^+Ed0NYGcsDJv) zp)vQi4F&KJ_{+E=jx z3PRYh%A8ao_U1~wW^Rf$O*4(}w@!3G4YHS;u-?=E4`<&Q*5tOd9Z*1tfTDoX6&0k2 zN)-eGs93>9@6t=?gc2YWDWViXKeCR`2s`qCgj^CT4OSI$ftJde-*6tkv-^4^#-TAI z-JNOKuiBYSI9&h|*oCPf#U{Xq%yUPEGy@!`&r%#e4FUa!AGC>(DllZ^I-hRA$5X3g zDxH06#-<$#ZP_U2fxPvVpyy#d1{fvb>RE^*>Sh+>mDHsl zC=*iEvj|Vynn^R>^jB3{WHP+B0&YfZwGz8tt-#6pfsq_9YL)ih-Q1TreDFjV1eMQK zeH=sl65=Ae2N~X8o>kW*%~@i9Z1&#PfsHvI*7DOpam4}Z(R~K?WxN(sd(0LdH%2{%!*_k! z$$NF@Kp}U8Us}I!pL!_UM;as84Q~>H8jm&7jf;C!*{85{!mx8QD&U(>(S)iX)yn+G zX1Nv4^*;o+0Hk1^<;v(+mD4G1O?u}aBXoBrR<*vc)ip=+UdJug>!rz4&smKtmFiTO zPdjDng~YOYThF_j%z}lR3m-ERNfUrs9>m>p`mRyd5(_O=buEEerQCm!uH~FNLZ($u zp|@4hVoJ19&A8OWBBhq)`zsAPBC2zCR~v7Zs3cuWG2gBxqBFEvrr`hWkw5M0{t#%A zkY33XJ7dSpJOgRVNrZ+rCcu&Sq1Pn^fNnp9%M5a=~dVi1E*G z@?`%?9|OD#htxR#_-sS$2dyjEVjR|EN+$l-o)ARxrNBXjY4s3lWrR)8x$YM62{71! zK(6MpjF;$#&7m)RGzkKY;H*I;CgxxDR ztz<~2i^dKJ=Wq9-wucG0xUtIzNSz@mnI>i#xGTn8x>OlM6F2JVE#XTxX`7dIc!SYa z;Ns@!Lxm9^CB`54wrf`sWW|`P{YE8C3mlh6Jga2h7-OWYU|2K4BWb)BRt&|0*h#D* zS9e*vD$^v_*#>B&&wU>!c0SK9i|JUd;CN>uDJKh*)BFdFISonvbz&Nb3f4yuwEDW} zG##Y;Z6vof(}zAQwVS&GIWDa+`cQ(>+p8d4Sp5B_i30-Sg{FXnGCM3+-_X%t&AD=7 zdw@JR1n@`iquUb&8kFVglIC3GJcM&Cs7eUMjI;1Pv$>Uz+y!zkl6g=R^T8}Sd?HuB zy<$luOe!o$zkXnFauSLlA#Lf%a_8hKbpVQS(@; zySY_gGeyg1SrJZPIqeg}#de@QF}ij+Nyjvz)TBtEUGGWOo>Hdh#T)E@c#Jf<|0zrq37V>vy?-Iy+D>orPNN=8{zpgpcdqMcl zs(2l-D0mX!&$a`FG^?I)x-DMIl{^2vfWmamK7!+MQd?%1TntotJ7A0Sc2iR+3&5{# zj)Ckrms6?tZW3l<(6mJptG@D%#7@qdyVeBEqj;&Bx zeKn^FmeAH{EiT?$dm=~2jEdF_Z*6Sj19?8I-R(s}wI!r;UuXF@)O9GBhn?b_RJSYr zWmagTOR_VO1VQ`vvMmvLVp+~n>bs+Kg{`&k#$D@{gy!eE0Xinge^E!f%qio^=Qzd^ zm%74@&u1y-Y0{qdwN6}{ApF_`PV09LY?f8_x}XDQFB@ugAI?w42ak=hOy{8m%TTTl`7F^Yo3Q~Q}rDKZ~4>vg#h zek#uMzM&e?bC{g(_(cqyU5at0Q>!FYbyo{Y+E6%P1P3iBy7s$YpYi6rWACeGska1O z(a0uSGnkZ%8;nXm>+*s;lKh&?F zy0GxJE!C|UJ=YJfs&*K!F`c+kw$3c*rs;l)bKd<5l43rRHi?f(xD0Y#Fp2x5mfLWq zB8orOCQSg772OE6bw)G3133|39N(au(d0XR9L&rbDL!u`#`UgmG7E*{^bs8U!%Lku zpgn3jVTOUzg;ptCUe7oY4i!rsTYa?)VPTw0>NmkEYf;q9F;#^+vrA;nGqnExO&wOG ziR2I2`g30tr`trg6^oXDh(Vj_8IqdSCQ|IxvL2lc1wZmmf||6hex$BiSU=zkpM%p? z`kO=1enL9-BJAE?^DVq$9_uhW#%k$UyWVC_nVDtAEBh9{90;o&lj4Bn>{>jKDCt|o zR?}2>vWy*?VehdbT$>YSEYt5g(cIPX@W2eA)PeL7oMW{>bTi#X@>p9ui*kfmH zE`zu6Y$94&S}tW&UBYS<_yDI);faMTITTTn-FrNd;$qRwWZdZ&7C zTU#QN;MPAA(}t4}#|Kg=z7fwmXs&9EHM+NnAXjv_tIx#!~`D;y2|X_Q=k-cBFGdjeM0sHr=Ib)XdC_(przvGW6b8lt=ylU!v4D4-Gcu$b5SOU(8|V5opCl#KB@o9r2ea}Dwm4Ad8xy-O z@qXO{bshC4{C$9n`L)?xMG`a6?aAey>$?2&!&#d)b*s*RIX{QMBju&J{G`89Bmdk{P1o6A9t&NA@p!+u#EhiDTnQVz~t7~5h z=H`+{lkXe=R6I*oa?E(^2ohc0`v|6XO>`7+EY-)oM&PP&*Gi@0jje}TKEqm)zl`ey zAyz&WB4Qd5nr&H>fK@v8RI-Kth8ENC*Yx<3#x@KA{{NX-4?i2KzA9z4i(JwXaLnMI_lDjAz@VTf?jdY z-Bc&8+qFscl#;Mf6PT=T7`AgNkp}nf*XpHM zZq@q~^8hpdFq>a>e@3%g6ive-Rcd`r6(4dsC&YEyaP57g4~- zSf(A#%X(p=O!vZM7x`{iJ^SLsB~D9|95?EgzE4tl)ZpQ0^9ofWiq!7<0Jpu}%m+#s zxHDQm0dmrs8uk<1o(;$`+ik}! zS-hwWMsKBKszD;!oq;r1M`<&b=w|WZPO;sW>i37*v2++~9t_+MNmT}dYVi@j@NLMe zGJm8sfQl6Wi=XP%5lgll^vWkqX~9-aQp#=2TrSw??%w^+?jOj2p-&(c2b+lCqw2-x)U%s>wJPnD=Olld}z zdL`B)v-tZjDJljR%$k4NpG^%?>v6`RxT<0ZV#&Mft#{p2}QG3S}!$HM)VmP%zc8M3PvL>`&SNMN`U$3R;+A+6wYl=$Mr+gl4Q z7jh&PRlup(XVpGGGqpNKTo#`0Z1iHjIUckNoJ^DOv|(87sR+@5P56^v&jE>jK%LO0 z2llpx*T5IFt|)*lsy17Az0OMk^6U1Qn%gX$9wK|oH7H)EEU)yF-H(OWp3bl^ZEdAj zdm${qJfg=#AP;YW~w@B znz3Ag>vEpu&lTsb8aK^Se>?XO&MVCB9l}B=3Ug`Zy?JD((9fw@|0#^kD4$jT7{4+0 zd(<`Dpk4NQLc(+sf^3gwY@_W~g968Y&}f&n8ktheZ-su2TkK~6Tb7%u!V$zN229*+ zy3FYwm-bIVtHCTXW8ic>ck-@7JoUvstL+h18Mhbi`g7$Ix6c6AWS31D>tMakU=&8| z;J=dFp22@j&z+zFCv*&eir{tf_nBsSu8v|N$2{5TvC#3VrxkQui349RYt;PAY{LFT z$I0o5%4Y&m-$Zv=LLkl~UTtZl3a#@hr}98G_c>uVssm8!Xczp)B(L2DE{s&>f;0N% zyEu{|V9`CFKkNEp77vTPW9NcEj36+M`XeY}OV>pn#BrQm|8t>FyX0V|0-e9)5T3mfij_3mYIyqV%=AshO|c-RpC~tz;u5#Mm+g@@6D2kyH~3 zWYixa1L#QdB8dp)Wx5NyUrfY6x+}|tCU$ez$!Snb;D!`kRntr}MCj*bcH)FpUrJ$8L_=Hj(5#Xu zk)X8ZC5v`csK4uzn5E`TUyb8F-yYh4wl>A!Gz59_cAYN$r))NmXM#|iX;x=S=3*05 z%e3?t$LwJx6lU8IrxL$+8SUi0nP6%aRzgM`87+HUy@>oJrXyx2VWmBgjaO zuexwpVcjtdZ*0g8NS%Js8GNk`JHevn4Opz$Ykilc`3j3#_`9>$*N%yacV-q_ed~di zmi3@p+l1mq=LuLZbqO~`BsH~mpjvjSV_XS2dBtz9tyVq8m85P_+`q1$+XntzfJH~Yr)@8~O}pcRv89aN_p#go}oy6CK)nY@+3n|PV&EMpPv zs(OK{qLtdUVJ#TJ9tZ&EUV-UQOF7!=U4vO9&v!+IZ%b4$+(+AZ<#2OjH|SSoo_hX&kJzczsfbKQ#c zvUfTAxPg>cK)Sxi^F+O^*LIO48?bWdN}qZ#)ws=RuOQxi(|{s{IjC*fb4z`De>p4w zFP~+OpFRaK6J7Z>!885FC=4IHyO~?v+93nqX$wo^QC$;BFuEl`F(0B``k)KG8e+Om zmb|BO``*=4=jRE5in(N#;SXcP59TX3Z_ySGYu{M*n2n{fM$xk^y7S0Nk2*#E{2556 zTgaUY)%G&iq=PWb54NBV97at0ak%}t;UePwmYY5_5Bj8Rhsw5}X~(E#j~eS4jQURH zaD0jCN*{+OvAZ{498bPWDvd^QdZsf#hDf+~L0XS7 zibo#W>ZwmHo%vijI^@xaE3X+E-)Qe7UgQNrjz4gB-wIXauIHz%)!aFT8s$Fdqpa;~lAES^hkKVvx713Xecl}R zohR(0O0*!p0+(C7gmK&4pfPWX7}~51?h{{Tp+mmPbd2J%EHE@Xca1-{(`^7?xKzKy zIh!xJr@GIy%}l_Rh@`&R_UMVJrae*)4;r*}jrBW!dQCB-8FOUBp4l$VYTH-LC1g*O zpqh^0JT%HbTho8>k+UUA^YLnE!b~(<+%Ab@Z|fsQK~+$M7Luf!`BCtbcw5r=EW)JD z{S3X@hrKa>;oYbVXgohY7w_9K*A%lkfGsf$Q)Blu=rtl&X4U!5tH^9=+3R`Y&B`%>HOl-&y)A`{&` z#J6wt2Bpig`idvL`h%J9l0y^zR;3nYjhXS<;fu?YSGGAG^TOwh;UxDwP3OLeu?nR( zF47Df5sRO|%8@Yu>y;LR?WJ8)=^9^E%>s%w2CE!#+H{eCAAOz?F`c1VV7%)f5lnEy zK%otpRw!}&klQUFrJ<8caH|u;w9;YpmKYqHp2D{CI|PATzTsKZCo!q3sduc6>ns7@ z8yB0VGcr!vdU-)?!5&B%z;cA#8ZYFi#}eif7i(e7-oq|DBBXcwgdR^&?TcL6?dWY-ks*7@Rj9d znf<9*qo|JTTDQC*{1z4wiFS;Z(J{FA9P|3je$nQ9q|u5?;THcAH5dC@b#pS${z#rx zl`gSPi1{Cs@2$EycIl)cw~km{IW8`#Cs~YDR*IbQd`UT)Q|@RLaGKmVjHZiC5%&s| zw0D0;=}CB#djTV`1>@Lo+SY)CZPv&~2P{Vw!xI5-s}fkE&==cTduaQ|mW}NuE|lJC zp?)C!3;6?~(>684pyz1!hu26h3S}J#oa*O2>(=VRW#S=F?0srk$w#Q=zjjDcYlT4% zV}kWWI8a^Ej_^1jpE)2mXMl>vB(|U!J!`a%_7{dxdY~Eyzv$^Pee5{VQ8;eMS(>?R zP5l%7Z^PXil)L;O-B)!V-@k^LSB845aj94dY}q-Cc0-~Pfk7?k zOlIr5T7vT0+-~nu?xX4tb(NsWg>$iUF){KSLe6nqAT2UAvepM!Kz}@C@ldU)iLB%Tw}{pl3It2LAvr8q=g|eMzpfbeo4)<-zA>f z=}{ZL*y^3?iW5#h`?5_95Awmh79i2goE%t$cU;2$R-3S1P*dg$ErD-7j>u4pi;9?9 zrkJ{#m?8x&o8dnk_wlk>y$iMz49FAkHhjo88~oym)kA@BC=-j&&tI|r`9dEP^bgxq zJ2T4fhnhX5i{O#5i3O7K?&z*GUDVDT16z0kz>vuoTYk^+%w~A&)Hl_ekOXWGL63}c zKDUrPuT!w_RmODL!=aiJQL~tBlrDP_NL6D6A8SEt(^Gz$ID6mW`3+66VRO1@bD zGkT;k%K5<6?iaV5piL86)tfw*gc!Z-wg+%`C67MY&ie`X6aiJq?9V;Nd<#>=rWYy& zyD^AS4Z0gl7#bGVy~2H6WH*py-bPtXIL4|Xix-obS&M?vOsx%82E|bbp_0Y+QanyT zZeH>F&`?v!ei2Zf1yy4j!&!k1@c>&KDxDUtZE`Y@RcUMf;@n5R1%$0?i-h&iB-M{< zEDL`Jpz3EsmwR4zUVmPj6qwM}F@f|{V~G+FPOz!EJ^3YiO_3YOHXN{YexYWk7aGC$ z)Ou{Q?Pvih&)V&N)!g^rwXFJ5@jsq~4M6KN2T;seHdak$n|pNiURE{H&p~@EXnm_Q zCLpO4dw~T%HyK-0hkh27a^Rx&S)F@pc6@!a{W%9?WVTC(FoIo;U%y63-5#mXjWL{~ zL8%wQ1KJPMQv-g2;$a%2VaBj9!?u$sAlts}xw(f=HO&4Xl+~2bBIx#%Zmt)xQ zF73D*%XLrPwDtt6$hmg_fiZ#}h~x75m5t)qRP!nC?rC~(51kkzwb>p7-Q%-}8jMr$ z#qHlRL6_2$8Nx!7*7r9zzE)@udiGY4BevFyswC$r4Y75gQ0LwoCmd=`CXr2U$KbK6 z9Ljz#^g=en8_x+qeEx(NTcY)oB-t}f-(+-le-v4alisV=+K!byyvqcyYXLao_1h{$ z+x9$@K{j_~IlO53M#N*ly|cazJ2gmBzah%?4nEYLGm@_nkS#~|A2Ue+(LfswsiK9j zk?@#-s0q)N&R)HphsQV%D_xn8k(bio2Mt&B&JWQQ@pq|_a5Wi`GZPjn%_)R2VRdS~ zKoTiTu6e&f7@l&Nh>G`^d~5S!)e)sul09DLBbVjW@cm&-+@ul)xZZ5Gs zKFE<7#f+!>qi|7uGnuOE3c>)gKz(nec14@m!IE8X&2`tUbfJ0U?t} z>Wf))^8+t!EC-vpW`LvqqgBML4SlvIwG#UHos(P@3=fENdhXBN86IaOE+9TMNoV=y ztKRB-^ccBed59YANwStj>=_rmFw6L#ZKCJ(x29j#*Jd%BpD4i;7cAb*&Rf(fGE`$b zV5R$3Y|&f)bkS4GyEPj7Z8JgdgqJUMf#1cQRnhaL47E_=Zj63vyQZ0&Av;)0qwt4i z7hGvJE*M?X2`GlP*h{44;;{Z6+b%?a2T?v{mH$I0|LeUmb#gk@0L+rg155261ph_E268@|(_GuIN0wcrj^S%@Hi9=&6;VEja(Uc7)n5Y`$Ymyi4b8FV~@} zQlkvCnhQx4xvGWAZlPoK&02IG(T8#F=_tM_$w^P}h^SxkqgKo47DKXHUqtTr0zOt& zRw>notl)Gp@a=IpM)yqA?d;4_Rf`f&$y#4@!#nuYu>O*SEi*V)^LtCN9g{hmO_P6u zk>EbF^~9rX06{E(wb6u~@=C?TS0C)EcmA|1m1f4Fia4|8hi1hyoNB1Hi!sX@yNX@H zY);y`s{4S0#r(5c9cfpQnP;Q7y?qk?jDOi6N+p}pGS5T;Pu_53+n0(}YVOdMxyg`$1q?sHM=5Piz2{W7>pA zX)jM4$9Q$aYwNoPEQ84At3Xw(f4R6-jfbaI?KoVSjrrZL^bWIO&y-6FM76O|$^u6{ zt#kQz*d(%Bf!da_O$~oT)Bsi7n99g8ZeD6mr=r#Bo=3a70rcx!l(fo` z>L`F{F~{_k^skiboRE{$1wxeR;CBMlG;Rd*ZM%_-z15^&w+B0OWt?Pd9xd4@z+GE1 zztJ?6u4dJibhK%?p|?lsRJJTGjQ;B^fErVV%%UFqQBolBI*?zEmoQL5e%m#@P7M6EiMI<+X;HIAc zSxg`8kAbY$6HyqyZrPHKebCPQH1jZ|XQhAE0wZ&ok zTf_!`3+j*pHt!M>&C?^4LknVH>BLt%$E)2lslG`AR1%kr0EIc2UM5r3&5z=gM2a?X ziy7<^B~7$mz*H#)G=)AjlBY+u?#$A_k<1ml)A%kRtPog=MfA3x8W`v`RJhEQxwkSEK2(b_I|HXo57hoGTZCHzqat5BuN!$4i)2QFCr zp~&Ta2EaRCo9s-5hCxLgyg>0s&!~|xvuQCtZwZ;u)%i1!^_Hc+$8PHT zzEVc(k$j$%o{dqL3%YfETAC<*{mNybdiChBr&+xRsdGt51A_a8YR`#ZG*wyy z1=RQIYB>~9uub1Z8`rfv)^&p3a)*_+flu`YO26OP-m;c>dvF2BI@_>|49RRm{pv6d zT=LSD@WPCjsY-F;WSPS{4xGzPT)7#~xcJ1tHD*G=XWdex{8Ob>9>3-OYR)vrP?%2% zXXloz4ws-`^>R?`Pa zvG1NCrF2T{i7&1V`;JIphvWshIiCU&q5Vi8fPS&(@pVBLJ^oFMn52l;hEaiLyY?t#2)bUxJNJ;2#ow_%z)SvwDAi^-F*0oC zbBrD%81bziC>bc()jE&5=SQvQFImbC{#doPh}-}+i)82}K$$=iHb8t68wD6VgWN_N zWUhjoPTj2>&8RsFR%PPih%H*4`BSEPN}7&l{#W)))d9Z_-!86Pnt@e{#%Vnx6$o6wT>1T#s2g0D%bGJ?fK0Va%_?FXn5|9Ic@ zd|w@MhK9>WInDEp#Iu>-0SZeu^LN~iY_@+sxgcf&hdJtZnzWxR^!w`B(N1NiPy>;zZ{V|t(`qz`5YM% zP{+XBe9d7ogY~Dh;&N2`(w1DjkOvdA@bu8K@3rm|LswU7l30rKU&H2XKF14N>GP_52O~Ffna0K%DuF&_` zm&9%_4DttZNzVuMoqpIAva;7tnkNp6k}6glWPv(b3xl7O8O$F`Hiv9v5K2q&QJ(R@ z4!UIOiL4>FwE7Es;>Xc?gR6B4ai5EM!Xy=fm)s9FyQ;^JF{?dwN5uITW<_LiILc}B zS?fD5k`l1wCj@<|z~SP)N?iO_!Z>`$xm_Vf(?UFqkvN{5Z!r>chAFD>R#H4Gflpc% zFI(fqBki(^=DbftwXR5MCin7R8u83lg>|$LBbUd+?!v>)WWSZkg7sF>(3Z~2Ja$(N zPf5Tc4DWzD<3>Ixv9E9lOXJ6J)jzihhs4wBd!Zexxw@x&r&aXi^a|m^Y#q+hs5ZNt z-`g58OEZCDe!m(#Ncm6Z>4pzL2%fn3n*`OrZ^l&i1{FpA`d1k={dW+>{IS-q+TV%y zpZV-&3CiQin;ki?@BQNyKAvZ; z#+#hWbJ4(z8xzT5Il{{)zAX~3{?rfUuV1Fl{Ydi1 zPeIw8@!ZmQf@K)Thig3Ir+9%y}5$3)?ewg6?2N1%#C>f~Zz1;V(_Sj!$^ z65TX_72q7doyB^DmrvZKJ?$O3mCW$Fc>Ax!a3k+f{3{(b#Ev5VLFc$Z91HSXN9pyn zq0eSp5^sbcqk6F(lyqA2L(wgU-0R4IKc(ZhYxqARcVI%n4>^b-$c}{m{nsI~X8{rJ zf}Kac`};5dKxle{wh(Tsg}DFe&VT*ew1^Ko7{av<*O5&za0XZWunpv8*?MYB{HwM4 zPtSZPg(0AdAFHp$yHB3>hB5xuKL4+g?y3VaNFH;^a$^RR((KIpp8wj+{u8f!?(hL< z$gpxw?V8zfK(F5mINtlanC9>j=!K1CVb(Ez2x!lHqYyZK^}mP1Lk-}*3Roqh+U6%4 zet>B2=f!9!{p}`wtFIH7jCr65baH`$|pshvK&rfPG|Fx|ByIK9=bLIgbk|}v= z@;k`WU`LbxC>m^h?*|yNbo`ZfXE5v3@3@EmC2v5#e^8ux5G0)2_Ot}#G-gctSTFXF z#`vBF-%&cl9sb#y#akIhVg5F2vH-__LDuQXQZ=Kt%w;`;ubM zdzqR!_^m#yBhI__&exwUmVW`K`G`XAL^j_ zG3vflN11RCWzUJrANxU0I-^yz-NW)ADOT|#^~mSg#qiVmdY5l&9_tP%rYsupR@R9G z?i2SjIa;?q(_XH(qB4iVk98|h%|B^4PjM7uM*j(-0Mzd^m4if?k{Jd=4Qh^}9O2~< z1rIllYeW1HOy7=U!Q~v~RuBHhzlTEqT4j1~Z*>Z-7+}LjMN2Fqx?b#fGQ$rqgAYgP z*lB-2!b3MHyR|5!GzB1My+eINp8rjB{G(sLASW)@$6y++0>TaXRruscXcT)mFy6Pw z@lUkfnkh!sM`{F0Aq?VRQKFh34KQ;%%AABdA0q6f7Cox@ioJ^wWm4Cc91UrY(iaFf z%W=lZHY2K-(GBc}AlZqj-wcjdS&h} z*0-O^X@e?0sCkFJJG30HC0u6T9A$JT>Yx2Ug0fGV^Fx|WM`<1@qUk*0N-=MY1dWyH z6@XmARBfu**4Vluj$_g_n<_ zSIxnYM^y9oog<;Ohv-*G*M{yGX1a+k_*R|8ZH{v6pRDcu34LjEMyNwioWz&4j4^d~yyahP1AucN^ zqU`Fm*oE^nfAz1web(#@C`Q6EWj7;$s5)3G!PCEe9Jh|>gWe$ckJ)B%r?RnB9 zd9-$N!2iGhgCS6WkF;!jRKT*myUc3^s>la$k+u7+Rm9i$k3C13D3H%6(}N%kfYIC3 z$^Nw63|uc?6#1;dG08^+VDOk#STqs z3Z)b0Aa54sQLOVfp2J8?W94>^6vez#(D@_z9B%gjo^MP;0AlqRh~(7=Lhye9dH;p7 zT>@Yl2y~*o0aJJ!EOQj}31^`KPH|JC(6WN?=6s=a(i?rAb@nI|69m|v4w)uZTOE~S z-7UwHZ}a~b1NdM6!reuC`J+(!f*BYh(M#KHZy!0f^I z!MppPFCL|r({w(E=QP1^yAKDT2aja+s&CE;%mB>Aai`E%-m=@@d1hkY2{d18;$Yik zG7C7;jFwVW?M^6ZZcQ|8ObJ&vTHizeA-*;`!kQ70SL~m@Xg3|-YHd3y*YqUv!Vx^O z@Pp%m$4Nig+FqAT-Ucl6vx<*8ocdQy1zO+#ulf8}$oC&U;6~62YNOQ-r{bzW65wFX zMgG&l3VliiY&DpBE|L`5LMw9iNRAefQYH@jE7w>M2}ytDZSzWEC_23CsyM~GGCt>n zAA?l0z6E8sEY;u1F#XF9KIiIV0NP7J97LVmWN9#tLj#ThV2x|*{DePHxKP9n=;k>ryIA9vQ8VR zkWhfc(*(V!P}aj}W!LPX zjv}by7w3KJ3rA?KoF_a5AT)tko+&x9_)yzNhf)NO;0F0n3jRY$GoznS%~N_T=UE)V znoL(fLaCD5qBl#f{NdHj?dh2uC0aT6%!eHyAse1kRCserSTi4CW@zqmH&J%4AM$+L zRLRbL0Cm$~d<-S}{p`)8LlZHdexv}AHV4uPjPQ`+0#1_^rAc^lxOj?3TfD2`n*hb- zEJh7jE}fAS!4pT&n}4iZ!A!kFmwo?92+Oa!z^97;7fk)%ejB$7m4ob`PTsjlp{3qr z<$90%9Uf9&D;K3gtPteg^vk?(ITnc^;HZ#hd7nsSN%__!cuwgXF0cLPvYP1OC0X*I z(TwkoYc5fR#36jJR`(q2Og z`aYVxg3@z|=bY>3SKYu6&?<6Kz;=R;)voV6h1iE$eZ%;lImmqTl9j+ATW9@3;tdp+ zqmYMZ=d$}s+LQ>?Coi2%V0k5A#LShee07=Ka&BhSdcyf+u8S*igSh^p!qxtE%7Zgu zgE@$D99oW8Qh&iLh?Kv*!kct>Swodv;jYRP$M)w+Eh^Rf1=tbytq)4A!tOa?+p@EV z8-ga&ldi+Yv3vdM1x9n7r(!&Hz9={t-u8^p8i~e@m`p_rErccw*{(h#N$kn*0SEGs zlh6bZ=9^$I84e>5-+NRnPUi4^{RE>vE`Rq-ABbPT@7tNn^f#vYxP86vQnm2Qf92+3 zq`G%c)7K~Y`wx)FSA%*nZqoy@bM;sPaPLbxy|d+B$k^)V%|t@ZQtSf3$+d#GvND&E zzL=9aBZirj!WOMm%$V#q2_rN;Rs-d>9>*3u-a|`NZx@^B?+d_9-*I}mw(2cyRNWZQ zPnX?oX-GQQh^e|hlcD1FXuY(Wl)bYm4)YsblRM~>V-nV}NS(}uv140S4|bX=+ul^~ zQtMZ4w9ZrznT4-=5s6rpLC%99DJ@P%>5#zu1o;E6(2gm++u~vHH6m7+6TZJLpHu)N z+K29T^Msv~LoDYHLqipg?V_g=W7H9{w5|*roMN2xjAJ#Wq;I@385@`18)jc#dR?WT zC_F=oCP>J>-@F)dlMG|J=auB~*lX28rtMDd8q{rNbt%wrH&$$bFVV(PZrN#YDM0=c z%`L8P3}vJdEN8%D&RDB<+2yP`hK`VV1^9jLrQW*1T-A`a-70dEHF0P3vI=*yEdHdR z`>y}kId~hb3c}roF3b(S#fI;V-iFfqv{!4UnQUtJ(iBZi*Bfaqcr7ck-PyE(V)Jzm zLP#Da@UTP^9Y5?Rx|MwFep*pOzeV53z{bhrd33Kg@8<4)_RRey_&(`}nHyC&tBv|ppS@15w6b!gn` z0-<~MmRR66rMg&^sS064xrQAH@5z;WES;V*aJfW#y`p%4wK^G5P1>HEO4|FmgWYY~ zj)SUMlS@iNa=i|&rJwRw^w{^sE1o!Yn{sv3JmqzhPzm4ac(b;o$C%}mP&7{Y#yCi@cy~-2=#$e%MB_XnV+61g{$~}gl zoV{8WW?n9shTHM_Vo%vMpACuDHO(eYZE`?SA<2gZ_VnZa^g=p|ib$=Bux|lr{H)6I zOn5Z$Ykd-Mtj^TPrmGAAOU@oN?TlZ?ndx}gtN5IrqFGdW`=cbzM$5W1%G z5GY4pHyJ3ToE-C##uc@Tp9&*}pdg(cs0 ziF+iG!VWa{=X;diDavkrStlm8%IR%?WntpwbT@Z zcz2uU$vUVj4Gzvvq%Iku^=K8|-}~ATg}gTDB()=^Jm*X&upe)NgbbY&5$UXTzVfvp*+rY{~vqlGpTyhE`ZYbuj_4ni6Ws_6*i>d+uYs zi}Kp0J}Gl>^^;L!SN}r? zsg&a0fJEh&L8B2U@3QMxeCm7NhzSMA)P$W(u50n>xg06ta+&2mp@wVU;ISue^sF+U zn#Xow69LbauJ6=yoNe$`&rn&FVFH82`}I;JpR8;1#RdU2UHn@nqv}sQx74#DJY7cZ z6}+ogH)nD^vn3DulD6dnO;6e{74d}fIajdRl&6+W$65tU4zEW}2rK3>8Hz-R`u%{z z#)>r#`g1vLtv@-%$Pe&w8O>5j%HWJ%#og5$Ven9nkPQN60* zNo)5~zTdFErzN2|g3l^ls8mpoJjue+1_|i+1iXK%PJ#O?ivg{*4MIzR%!1u z4K=;@be?dj*4_&UxcI!bUOLVlfhVG?Y`bK@`_Iv>+pBIWM%c!@!BTjGc{s5y##h4M zIIe@cOFF28M#cN;v7#%*x@E5Jrrx1<%e^?mPjr)##l^zxdE@mtIt3qeU=Mo2Jo?|H zp6EXNtD8%~p!bYq^Ls=tmk2q*Wp`%ka^e`4v@!{`^)PaiK{IAlT!g5P&7-3|_b!X9 z@W+CTb?An?$8nld z@8b8!gc!|awcr=M74$FPYYrxDgj;GJosN%4 zG=cY{!k>eE>6D}SKNr?eH^A;M|B%jC?7rNr)O=YNH9Pv}p+f7p5)s4K~(&dr1vs`@uM>jfeeN-|SJlUPy zIFoVLJ7Buu{Hf;=+?b3@i!V`d#=$2pV!iy^QOdq_=TNk=bPsJ$tjR{4FsQ>+R~4NU zNngFEQ@Sv7e*21M&GYE@C*!O?+MMXNM|efDFV2f}>7)sj81mft`5?*IW99PYtG5S+ zeZC1Ta8hi2a?$>p`c&v5RSW0v$-DE&>YWBk`b0*CBE?L1?XgwW3hSGf;B%M z3-z2UsAN1T=HCN3+1&_Fya``PyYH=ciPGsE?^Q}Cut9*G^Hqo=nD0hl>_l2?j}Yb7 zX<1|4jUok51l^TyXR7+R-bXp^63kP{AzcE=^2C9 z=<<78?$nRYB*W`mY}-W3d@fuKpC5hS<9*Z5T_XD(XpHVrpIH(h=__k_kt)}@;U+b= zUz*%tq>$q2AH}{B_WtJWeUD(p&DHmV3un<+c? zM4-e?+@MW?oTF|X#GCwsOk}azU#gD2@ggHISf=h$S0ODwSF!8|GrvA3F1V~@_2vE( z;XQ%*Jm9JN#1gW-Nm^I;lc8!cPURt`zJC8=9?02tM6IToP@nS8j?Ko5N8X&% zIJ(d$9ta5VFAg<2%b0S<7>hTS!mswu+%&&np4K01cokC07L!g%5o-{_vptmVnyN~F z*J~{@>B%)pQOq}4rgK{0sDSU1Ki?%2y}Etv`(0pRtg7wbOV^28(IXI19!R=av13OjK0Ns8MS4B7uEhZc5ByfzZO zCn-KZ{$jhu)yVJa@a2W^#@tOhb#zc8#yji?tJYN9$#jjo$A{CbFVTy}*FKjBMy)X4 z20Q*m6f+%~_(=#-TUrJhr%q{4(_vKPf~9rhTV&SI?1=Z!E!41+iIR!3F}mRE(XiDa zs>JFf>T4UU3lH1qM<9AGzHh-WV@L}E-ZS_~s(ESIek50-GLKd8RWMKb)RA)4{t@p2 zjKonjw2lQJ`&jhYejP*7TLt1KEr#;;{>QG`K^pXsgP*3Zjp`?LK3!#9M8GTytJQ5m zXjX~>%Rq(caLavn*3|&{WM?79HOnK4A zHz0&I56dd=m~>v}f8hrK9=kIBDn-waabx;=KT`uBX@t^hXmGY!pi3VIo}&Nb=;+i~ z639l_(?;FSNr57}aU(jlTAcZwdI71R0GL!BQ^$^k3R5{9BNdqhYEjI?lt2hq<~i;; z0S-GL2?)x${TjHI;w*p%pV2BxygBDCx z?MYEclWVm`-NO&cI3C%@n=0+MVuQq!zT$%nYK&RG64A8#P$M0WuTIAEDsIsXaH`l) z+fGkAW)qT<4s=zfw-vCcE^mnE-o-!Hz!*VMI&$&Ml&Zc;;|pF!!FT|ClTh+&v52@w zu7O+ouLH85Y-Undp~So`i^)&ybzj!#%AF2}kHi>woKrhIBMN>*q9)b4W4_e_#GB}!FO}Mo2DV>@Up>O*Y59HbD=Is z8`hTbW#3KU*QG1#oWmFHdBFmo`o`@oSJ>vVn3GrE2xE#|*1C5-X0H|~6SBF_U5~l) zr+EzUKtJzmg+g{r7AkA`c4X&{4S|g0-hF1|C$?D@Z<7g@w!1qK7G0MH^`~;5qC@UB zft562j&68rrx60AMYe28mhL|Z>@qh_FfYp3G3G5{iSRZb<3XDqQw)0?73Sjwo>z@T z%3j=*kLSB`ySnO>I3g$A_81~PDx?%%q<2*k#@~Ml)wbw*A-${jEiCp=TsJk9;CLs? z1WowyXfhvOMA-eS7MK67r-d^PHNvzlAN|o4)PO-GjxR$Yj+*U4jr=c3&?QStRu!$j z;RxQul96*fMkBg?{9d!jC(*DfDN&tjQHQ)xC5$q}dAgjr1Ovd$`N&Lp8Z~)W4}3y4 z+IJ~d36-@h>+K$KP@Ij{TZ_V+X~^6$Qjz06xs?gt$$Gje>OPQ@ARqrwqAe1X$GG}F z2Y0d=PtUPRt?*Tm^_LmfR?_{{2jXFXBaVSfj4>!NlPLQq`%{&w8$*A>n_hdTfi*Z{ zTc1sS=mX=QRZtKIvT0MgCdYzk*)}Ph%WKP9IJCfh>gCT{wfB}{DuwN~k=`^?Gx@7j zDP|i!kdFG`v%Eo7f%XBhtk2752?KXqLW&Y!Fs|5HYlD)8cU%KZ`^_NRjr(;xb-jD# zr@A=UpdNV~jGZ7w8j z*5~E@EWXbCuUP=1Ul$@U5K|U^qj)_xFgQ^>y9lpYpTPmKCo4%_aBh(0pB&v0qXzkYdA{gf4 zofzt9g982LjU{@l$DZPt1XHqJvcP)-=EeS`hxLwa(spQru1j)5C&aSzkl6!c$A^d3 ztMMVMN7W?GAP8s8BZpaV{c7^jiM9K?yF3i;#jYiTf1aZoen_$8-fO28$ZC0 zQy+eOymq?i&+-5c^Zd; zBfER#qRhS8PBEZxDD=Xb0CE|SdtgTvIr6V&(t@wgCXN*e)o7?CdL+&ZRBFLJevXMz zW*L)WWNC%EWZ>^GCUga+&X*M0#!8uaY!L3qOc+~#^bkf6<-Dm5EI5l779DD{hEQ+Cmt;V^(87qUWm8YL($! z=5ireD?BYi+TZyD_kr9ijC0bwrt!kgJ<_vGay&}8x#4@A@A#9oE>*M`=XsXMg%c;4 zX7H>}&znq}ukXo#goJ2-O#%pwnqR$%ZNdh-Xv#~$yG=C?;JexxL!L78;mMcJKO#)M zOHJb&9*gYn968h98!skqiApK%&HfqvRYc9?rad($@X~)jp(x2Q!SdmD)~?ccWN?G+W4d~~ak_Hj z4`yOZF5xKKtONb@FP2Vv5+KM{&RoBvofNZOE0HUAjoK1q*wet|1H2yG|MRwb%`_-Z8;#PGVl}`y{0TF* z9T96gp2_f%ybkohcnqzPla4*dFRBC^SYSRTZ zJkbtl)U&`X)HQnBK~N(QpJrZn*jpoqthDQoPXlqhY@X;;RCiA-so$mp;q1_bT>mPn za{2JKw)2nL^*v4p)X-MpNkO7(Dq2FxU%tzD>Lw}y2P%_1;BmYkfGiLhhMn0?*J$bV zY$Q*{MsMCHuW)mk0R1iEQ`w9k3XZ5^rMU|czN$P*v=LexfE?MUr0zfTC(C9#EWz?d!+kwNSHC#y_oc?KTC*7G`Vq9{iO$>$3AHM# z<5J45Vq@5?^X*GdF%072{7Ki$^Xu_6yLS%Ybd_!a%OR!VCl9 zr*=8DE)#^;L5}HR>o1+{BD2RrmG}|#m>z_u<&Gb;6Q#FfxWv!n@%j$#W+fxM1wAT~ z9!IgcGWI+QQt~LNpz|LQr)A7<0)A(FO^j?HDS40fnF{nz*;{F!QrSkRt(l=F9yN_7 ztGE1hQs(z@IkBv8tw)_F`sL4qUoy^4G ze>X{}%?X>B8n`4Ph$j$k;7BG~Q*ZdqqLXkB5_>|jx@}0KLWQ|W2=N^+kr*+1<9!`P z?4&^KOWgCKUd{XS6HkAYglwUX#e<3FD;HLi&ayRK!;Bp)*zM8ur!Xoha-^_@-u=!{ zxzFRk4nKTl8Ef>$FDPdsOMiMh{mSy2L*6pz8kTwgxN1l=@Llt7Ajm>|8*|0EgkZr< zhTcUmvBkKX+_ujysXWjk&-JN^_5)j&X1S80bI=mZacI-hG{Evt{iPLT_}w3dI{7D#ra?i-VoS1r`Yr1>{ESCFKz%qc(=0*ZQ0yzNSQf4>7`|9PLAoMDHsPqx9IU5#dwRe1tr1a3Sdf_OHw5S0RZsKAIY=b}FIy=_ttqC`#`OtIkTZ49`KJoE2eZvETQ+?XZ?3d8% zQ-`HNA=Pfib`fYvO1!2bSNF4zcN4&`NG;7Sws%Q=C{2vq^{vnHNx`?Y*6LSnod&g^ zf8hCZ1dDju9Gvo-ta{63xjNud@)+K1<_rx0y8|Q68Al69ZnGz-9>ZNR%qfu*LEdsc zc|kY@Vk3ef^;5ktnHgsJtIapt`CbQ$+Fh(^7fbC%pDktF_oiOv+|O6jr5&?_75A?* z@95InpP~E9JNhVvj_U|=q&fthroqfebXYa0I+d}(`2!nmEAx%c^wudWg-?c)tZ}I~ z(@}aCov)C$VCCEh5bs0^uK@VeoOeI@iu$5gc#3JWKa?&uVwt#DZ_+K@#>s_UYeh$T zHy=0ZDb@rL)l~mSu#!`fT}==zn^682D%nKA)3^DfH?q<`EV7O8ZfFb~Q5n~#&n|BX z8i-XJAN%6lM^?IKvFIvSc+YJUPf8@T{>D&tp5T|eR4)__)A|SQNKb(+^T~R8JUO0s zLyRHkt%plvNt@Y+`5k^SOutMR-)4SVAcL6gC4=?oX%MoTC|ow1YU7y;r~cbe`6Db( z;PA$87xwhw5<0fiKvs_wiD!yNJpCp?iPUiwNO5sqfFr)3_)8|~7P1w*^DH=E3_zpi zpnTn_%*wOxf#ujOkf`qi(+Z7>d8rQ0Qae_xZ`=C)26oWoRMB;_I6Ao-*~E=XDw;>e zi&F_PTif@?j!Q+B46>6IOLYr)tr%$d(9;jk!UK|7`s+0;hZHn>8CHFIkGx^odSo7N z$MdC4{Mo}Kskmg6d}m$=%hJ30^FX8gP0XnMNME#vM~vpc$5+X_;SZt5-HOj%3SOs5&`4PA77RsHm9Bqq{pHT}WcXU! zq@xNgyfN$?b(si|qKSLJ(%*x`am^(L)j; ztJA=%Qw+h?;&8sr;7VrAo*<#4{9;MZ-9mEl{1|gcFTKK~7$4n?UtEOQQbnOcwbdtV zN$mv{h?3`qdUr!y6Idc7)SG zc~QgZ%xyR0do9ngyE^#`&N(k5PZhdyFMkqFhf-E?MNC$ z9Y_$LPSReA4sjT0mlFFv!7bRgimwnD#>hFk|C43+!<)>1joMx-Dm#IAGO_M?PK-Pu zj`(Oeu7y*JUcL#x!4|*9erf~cBPpb)?e_g6I1uUsE=-Vk=n=l81EDkWd!56?hlbi= zNSfY|@%3AQ4!jNq?^VMe($5MYxa96~5L?I-r^#S}9(p92=niGB?6(`!)xXuSP)>{> z^S?{gtyAwM3?M%_dKUE?v8!VW94N#mJST2cG7Vt4?SA~k0wkm zMKN#)g$pX*kB92Kw2H;1a+6tBtGJm2B?x)#DlP4QO%l>C?N|6z%o(_m`$0n{zIRU- zx6eELP2K2_*+R8mLkKx~hoz-f%}Hx@^mfzF6$C8*@Q8+y{>zsVNChK|L0a4^Kp|GNVuTvgy)9 znkDfjh-t^`xk;bwxK}eWa^F4?Wv1kQf^g^&Aey%6-e2lIfVtlXS9@I?$K%bCeq5tX z{pQKqO3s**FD|ceqjulm|QK2o~W^&U>E-Hz}FFgK{^}0xAEAju_RisD-}` zZ4nvprD;VM%j|pvh=Ka+DKN>BzK>+E>BcC!T|@gH3V0kYPf^p)R$h|UGhgej2^O2G zA_>s@@alSdmK-Dl>$QoC`ztIT<>db~xQd-5YW)H4TI|DP=_c|IfoFbesw~FjkKvkR zJ?yR@fLRf&^7SsQ4Ip03=6mBdc)!Zg2T8loam5*7hmg0r|xwguBm4mVK|!ku56=1_@|+Hm7C`whQUh7?DbTz z7)tu|9vS`uG;OI0sxXY7Id~Ho5t+2Ho42+J$1gu$c#`8d^PdFt>20YfKC=E+ALr8b5FIP(J=ci{4lK}^}1js%UjLJ6^8Pv`bphFSHhGr_4y~% zFN1I_>xxi1DyoWrtE5kQn0Ngp^t~$EtTV#!Ebw_jRxIQR8I3lW)f^-l7F~Wi5mtlR z`em5$q!7P5Rn1qUi8Osv@$rZ8sIt`4GpZe71C^TWk{1p>G0s|7s{qB*C1OZ(EuTDv zbQuWaT!>XF3{xnS59`V;G`c%|pr`Q>oGfA10JE4)k^HDM#)RENT97Zj{WVV7ou9SO+C7|&?=3>rM?{n_= zsbczf;#re;9|nQ<-^m~b=kI_qmn;G864Q!oQ*Ltc_x*gy^wTcIek~2RvDQX*Nc#rAV@K@1j+Qe*; z-U#dssoFJy7dL4fy(WU5w3DnJwAxh4{QBO-7sVd(w$_dB8O0?kGgc}tNuO20mDsVsoRnsbKhiZ3iF8;-WvFw0pC>X2a|+8Cm3(r z#GF}}jC4%uLr(C*6PZuNs-9R`9OsoCV9dQYnnfzh4J8ExU4-ZzM`ss4|6aZ={~wN- z&hU3(T@&y(-`IYgVcK_gOdRa#+d^D8_XyArwzBg0{yZ^%LMs&% z+&c|u|DNS4NNTMPk@tF^>ZI&9fii8$6Ut#%3jlP<2~!q}8=uR^rtZX`&R8E%V_|@~ z3`xz`LIo>IMLBBWUt;T~+_Z&Tk65aq76cDXB*m?{Z^rW}_)%WY@IEiLY5EI07xPjQ z$n48qkpkAK`6IJ&9bjUAUvLIVUks2XHRuBm=HG3~xkBOMEp_4%(y5d5AZGB~xT*6C zi^8n4Bj=RlsRoU_)YAAl=8+$EjKaUIy5cn6$EO}DhsyQ?NtJ(6622-$_+fGFic7IF zN5@y| z-tErTOeYGku~&>SSfsX&X2)9A%~}5gH9Ge)An86l5+f^i?b%EW52kgu6(DTOhj<;G+4*yS146$FMwplvD1Yp1AcR!S*VcS=Ccf2svi7|$uW6(x_2E_K~FRq(O=4R z9=xt$44;W{>mC?B1wQNMDID;yj(sd>=+F-7L`6dGK{#CnR3YC>Xbb@PDe2}ofRD9&u{d|q zK(cq7zx24~_wHGDOKp;js=k&fO=ZF)4J`_JKk-kc?Cz`BQ43d>brypmqa!(5X#5Z6 zTdo-QVQ9r%^SDDu`Jw~VetOG^X((va;TxlZH%JR4t5md5`&)?E_1(+>)tNcdA(`^M zR41VZ;8zk-`jayt)Q1N&8)bHMmYE;)(Hkg{;1#F|Pz@g1(FNVHZ<^oP&qezYDT7Dm zQfs{n6RK0-N}+%2hj3c7_rd~K;fnmA&^r@upS?vD_nb8OSs{oDrgG=x3c8M~7H#OJR`9WzOczAzCz7PThfS;kkRsB&jWmDehD z+-HZucsJK|U@t2|ZL9U>tVEB|7KrX&$DYN!MoG&;dT%q;GPp!m%4Z;Aw$b&`%Pa5& zU6P9~t=@#y(Zi43dJ$&7Cuh+SwcH8@-k^m_Qh}?(#VV%-17!@gVSS1L7ZuU2gg=(6 zc~q9KYd16vou4jBJbYH80h6{Ow0hV2?dDu%LH$zA1SOb?(+{F5WOKW(Ura>uCI&5k zF#@(Riv5L2ub#)pc7@E%SwUcaPcbaeyq;d?x?Hya1QPigqLFf9PGp0_C>O(VrqJD zcDIy;6rwHP>{!y-QYBMGe^%m=-Jd6Gi~-hr=Fy1K?sR!Mqwa}&b&<}l-<}2-GG;g& zoK&AJp=SxffnRf8LBAi%0HX&8f6Qr;^Pc~;xU4;^-H{00{8h`4C@UW-JHxid-Cq22 z(}$C*pj}ZcRakzL^5ieEa1FYr*MT;i>O8NLX*{`kXtDB)Cer9^x;@=+x;fIfDU`%okWJ=gnf zP<;vxEEs2#L{{3D=p_PR%Yu{ddbE zZfWMbHMJU+-|4QEPQIy+v~=hT;nq%0|7A@yaVI}9IBxwZe}m zB5OjGFj&eA>7?~|W9&U0NYcpjy>#3nW{5f&OCrX{9pYm^EZ*%8<#}F~X9yBVy%8m7}I6)!+NO(y8-B6NJqnAP0L5z3iQA)K2~xTA@dm zzI1Bo6!DP5L$TFBjM!hSf!$+T7XH^ma{PpNcCAg;w3y^mqYnhXbPPP-|3bmjmC(MO z08gTDc!y?21ns7@iYXoBj@6h|W0Yd()_Dwi@Y(ZWe4fx_K+KjiGC?lay?;XJse-&X zubds0+Y#e38cP+nrGkd)&CBe3JzxhV6ad#5+WAYCY{g}5keDK>6FeV|%>-y$^X#7M zdE(9{>}y3)bCrM8oKm$NX@_!9NOwAo+n+~X;T6OpxJfDYn%trW<9l+@%vC9& z^H2PA1tX=Pu^%GXyb||RglGc=0PqgPdvf#z=o2$WQdZ9!+Jck=nPrXOilnBRd{9?B zklKIS{m+o^Dav}hc6N#@9znMPIQAG&VXs*u2<~J+Bn?&Ie(@L5!WeGme_ljWM{4`H z+0I3|g}Ue6aIG>?&k1Q<<=*FjoA;~d8IWWT9E;@>Df@7a<{6#rA#*$Grl6zcICu{I zG@$Jy-poVY<phZ?eQOD-;6*&kXo{b~fn;sV$R=LKghDO}_Y_ zVM7q~(+1cRf{8&U}rh?~Qmtm7(F=6O?K_5KI~JiapMZm`v?B@&IV zv6hS{IgHJh=RN91#7u5erI}B=B_!-(`{=SukX*$4wS55XnWb2j=E~VweEOzInx9Gl zEp`3pSu<1t8H8EOjo!$+38;T3kp69keJ_kEGT;04e>rh zR097G^3T<~JrmXicZT+c_|<8*1Y>CCji8MMP~g_wjb#s0!2vVXD3_oFe;x?kd(W6v*`U8&tPVY$S+;i=lC1sCb>cR zW2?S3af+y2Ur&G$Txgohl3)R$4_q#_0k0W*B%ZNMJms#Zn`4!ao z=SKRIeK4W^eg+pclDGO~|HJJq?plxy8QZR+q{Uf<*7J|*+~H$v8f2EY_&_D~jzdhkq-SMQ88_L}7F z)K6OjrUiMiw%z`fRC`pw;n0(Hjzl(a#qY}s$<+kF@tn?S2FJg5(Q{MiuAI@gexB#f z0pi@ zrB^^o1#FeO#X_Cc4-5e?TIVy%x*nt1ijm6O@2+4cGQ==Q=BmS=<%$+L3txq`TnArE zH1|q_tN`$w%+Egpt4GjeF7?6ox*>C1Q{r*bnu2=7$?{CrOpC^s_W7Os5pcxyGeO$On=?@kfYOVV2xAf)9|mPw6e-0dulVa zj=jIBbLD(C+vrS*<)*4m6#Vh_8C{4tn)$}o#O&ZfQ4Lr%c7;||4Q8#(l={+URV$M# zKPD!mqI<&gVjzzo2V$G+c!r_$0zSSBbm2ph$Rz09Lpx#_8 z082W3!kQL8N;^!eDZ)Xp=4339Odkf#vdgzh5#8de_&3@B4LjsRy_dOHXcwDKTInlw z5T95V?i=IK5_)LMTA^m@QG|^j+t=rX?^;;oXJ=k|h>qtQOdyC$FQs_NQa?#u-6Oma zpAc`pAMBWq0pL{4o6ggOU;38Z7eAosjz4?im+LA!QhcE?p0O(uSPwe*%oqhCiT!@E zaEiFeG*2Ym=8s;W!geX+GEwb=Ba@#f)j6^83>%tI7>DkAQNZH{v=;8n4W6Et?YuI7 z#|sle%6p$5(B2(}C!z~Isrc~QE5B{9gDO;$QTva^Le#fWrhcI>KA zHM@#rK8U~7^de5UCJBbhyqV}maB145a!Hv$+NgN52>RV+XCny*+x>#4B+_FSPHxMQ zt}C``NS)EG;HhosGi5Yv>ZqoHwJ@!oZIcyObWU-NuajG%)UKGXk8o8;$A1J*G=Qgc z{a;BT*YY=Rs~Y8mC)VizY?DJ|p2-pBj%AjZ?hN&CP57Hq5YQn%dhos~nC#knvaU1H zHIDjupdCj=NpD#Ngm;?d71uvsi<* zp8>%=35Vz3`8f*$Tuy3{h$}gm9k1qCYh(4iiOjzHpCD;g7VJMW0`FMKyl#RDg{WI83ean26jj}|l$GsZu zvXmXbvHryS9+uf&l})^BoQ7Y+nIdbW{ban&h}14FP5H`npLPmJ7JLo>G_E3YX@oFf&!U4pFG&j;7v2ct|ZC-x5H8b!OFimSoUH|o7JF_&THA@45+fJ<{+{9S!h^cODH zI>3R!$r(41w9#P^EViyR_SybG3ovDPv)r-VdeoY`i+2Ba9TtIhC<}tf-MumaqD#8g z-{t|*RcTPWtAJd$bllaOK8g=0 zHI!o*`?CDkRjx#ALE#&LK)M6lg1g83dP}6}km!HvaD6prc!iOsVpe$BU)i?uKus&j zdEhII=H+;xe3HzR_jrL*Ub@e+tCkl||!L#tBDx8-`RoVoqIp`y|b? zV^%A)XTLB&gOfWFXISN^>oa|irpBE8&-fxt)h`a;!W?hsg(kQ4XwId>S7=r72S(OhrV{B>K^{TZ*2`y&-}6?(mxs9$l#Ub?W1sBx7CuKPja zt&?e)aUsApi>KdF=1LuZs<3SeI^fibg6=ZFwfFw|Z!qrUeOLATvBKWGFn^El-P=1= zPkaRtro}g{ieE_azwZXyJ#~*7KY|Ww-SgOPh#u;f2)i_FD0xqJdFZZA ztpKsukq|-(Pb5|0-N;zgaPI4lGW@Bl-!VJHne_5X^A))9sp0z3QU$E4nK+GrTkZK=3#^vd&;tF12utz?d3D`e!>i)ygbA; zF8-r6*A0vAv8ruUUL)_;rF}?`o~TJ@0{~wV6W-Aq3%wEjAzi4|;@Y}4P!5#eqzzk3 z|HwogNXajR2A%!>)?1h{H(sc`@@5j{$>lg=!z|60*L{R7+-L&e;^(d@&2B?2d!PO;(5yTbH5&l zM5i7?W!2moznLqQyQl^y?#dg1Tpl&>J{P+V_KtOM={K=lt4-6OyM3DJWO6*Bs|xxq z+jx=bGF&Ur@Hd!|5IinT;f*BlAkV>}6@EEXosXi1E&Kgx>zz*Q`T_k26ZZRS{dX1r z4|GC`hv8+I*q@)TPEY^gKs<(#6g#Y2nqZ*&kCU2G;89)~ju(>yuw7c9k=hl!Z5}^X z-)tx4FIUi`(_kMD@utEC$!YO_Pr+YrOQZCIcs2vJ662>CXX5Qiq*LMp{uvf@OWiFp zHON*Ld9Ykgyh7zdC!(`n1Os_*NK#CFykf`BBQ)oe>P=k?<=4b5=4#foC(Np<5y`n* z12}ezCFW-S443DhnS^g;)7HzBnkQLa66T$WCFcRm@?T8C!$KgV5)neUu{P*`biTHGy%W53*svfVzhMI^V z#_^m@wZA*l5R3GS`dE(RC0AeQr(rJDD6bZ^=h7K}GJWa1PtZqRk>kV5(7NhR2R4Wa zsdzX-G0ISF&g4&c_6I_=EG@wU}xnE8a%EuDm%qI{~?rjBF15GZhgLp88s;(+jiukKx;>A;qHk{ zWaFM1;cNK$;dd5!v68%W%HJEk`Rs6;U)uj#wO|JYs9>QR7*Z?FVU!UJiDAH0^?1}r zxn`frYotv+k~B^peAv3sqo}gBiVmw$o55JI9cFZ}^fpnKj{-%kvCS`p6WgFk?K6|E zIh~*ZFi^*7?HoaCo!uUe_hqg!YBE9aPrlviMBF9)x^l_D3tPtnGG>3$QEZZg={Pg7 zFH&VB9hR6UU9~OTIJ|#fGWF5f>>^Y=?3$}a3v-gwVr%oG9aN4hG!1q#d|W&B#F^vn zS0k`SCL6D0B*p!*u0&XVZmRhEge9Zh z4DI6T#2LFDe&-ByDEfvbK62gh8^sto6O-<=<%ls+OT@yRtybxMcq4M9_T+>xMF1{4 z`uqmAk*=`K60+jFHX}LJ84vD+Xl+!$ZS!j)%2Hbcz_qy9uk9UZiSot0J|o|tqs#?&J|qAjCbv_?oa$A2!GGKRn=rZ@NPELEsB#*<<2IYG=~P?JESvJhK* z>~wuSM@v6~`!y}tET+HvX=HA7&HI=n*3m5877ql9WZgF7@pB!CC@MZ{w6Rt4fzCV; zpPgZbbCDIdM@48AnNMhBwvwIeS6P}_=s`0#FB_T83HYd%?ZjA1K#T3JzdTqlB=Dq7 zZONHeY3ZT&ST(kVs#t+Nv{}Iyl^i=*(-n8mpV?6$gPrY`NsAjgt;*JNI;|Kb$L};v zlAJegZY8QRm*ZhMXxim|z&}Rn=d&bMjo;^e?`0|`N~ga}jNw|W*z(3?wnrkjLr{%J z&!Wq@zZBq1YX6I?8OoqK!M|$kdDFgST~{>tSmRqxX`(1qwX*%0`QXiLv<7X?tN9V4 zMcDt;+HfNxMw9_|>wX-&w&~qX82>HE7WOVf8O5I04HTx8;f!i(5IIjGC(ULfRk-GH zN=jSb#fyb~4&#n-zvz48K)bOYQ9gbG>kd+n#c$ z%T>2Mi_^@F_=M*zDo`!SvFxrT#kY?F(a!$^qPzb4bHpqsvWu$kI-jqSI%}8Xr=vOF zPrkey62ksv5=e{DIcOZ*LJyth3#dX{aRD>joVpzHyN&vUk^&*T7hcfsv(Lnq z0yW=(qR+P#u^@6(u{CLQt}5gsT$+XQ#q{X8iMhkUK5O7-BWVuP8wjn?mCFJIZ%ZI@ zabEu^rWAWuj;|t}e>*`RakcqIaZW6E16?Bm71T&CiVl3nt|MxKKwaHED|s=w!MZO2 zZ#@{{s!Nd)J- zYp7d|@F0iYD4741?wI)FMX6SYGKMGFl|pCpnLSTGR%`@RH8Jx796^@IFX*)wg*Mis zr6}hAlQ!;R>^Xxl$WN+gpncRAfBu7{2Ak=HM@YP08mf6iP4}2$>lNjQiuG4xClf`= zMXK0`X9c1N;AXjlDFSqNs9d#~?{7(WGY&)LA@hase^89S9iUIXbNLTjw|318a3jt( z+oXJ3m#;C?{<9@mr0Rn zS#A;O$qJbZ@hj|`3;8I4!xX_JhibsqaCmp48vTgl$TFNID#%|Xc}cg|y8AYi14AM2 zv{YzQ(Yvk{dFjYX)-y~I)8FxYITEaot71qO%@5ax>!SYM1>AS;z2Y1J?{3<<$(s7qOU6`JX=CzwCb;;gc8!3i_&TraK_`{M6Ldshf9heFlx0i~$&AI{1j@nn zBw~8F&z!4Um}2CgDeyPgAwfMp~;+k?n%Py?NRo9>HE137VC;-x;;x? zYRD8eouI74F3mMR!`;eN9Acp>YP-^V%tgwLR17J^$gwsL-8jT3G_?zL*|2EOGz88- zes-+#T}f1JT64&Wqtlotjz$&QiHz^|?Q^m23Cp>rq7_^yj7Jcw$)8eYp}5oXXfy{n zzEbKx_40PkhLH~QTV;)63kac9P_r6~Wet^`A~lfcXb!SV#%`PMT(CtjXI)kJZiAfu}Xd9D_L7 zA9n@@TQ?kq0=tgv|Dk074#|mV{{Wt}2BUlZunfreugpuq67rZFTAmf0Y@y*56zm|__)PlQ_-Y2u> zMuF7{jNuvyA97u`rnzaqxz2i&x)MvXP*y!<3@86qW@UPl`DEz0J9wxnsvYF99}97o z_eo5RXqO@>UJR&Zfhf{S>yuQNUJ zA|3+%X_D0$SuOy$HXr6Wsa+_l;{#8Fza`boB9F_t@y!1jjfo$j5YRMJE3}T=U_eN` z&CRpDEetaPX~K;3>{L^iGlabdERYmSghM&fI5^A=P-!o!9lfvSR9{yeNXk>tph)!C zd3GAEM%J=-rEw_n(Hv&2U{!_6ntkfSir>*=dMkYnp;6sTxx=v4CN+EE16^@ie= zHNE4KcCq$yS6*Vv`ZSeyu9o%@#z)wTs6_2Q@Po`HPRVG}V>CN#T!>auBqN6v_A`Qy z+CYJ&cT$^TTQVaOgMA7;4*A6rRCcy7C&`dJXGmV$?Zx#7$sKy(3bqGw``Wc%`e=>i z)qAOcONRIt4nGOv{7hY5B>t|DyJ~OzT~yBmJ80j@_b~yDmlNrW=LH6sy{0KZB<-IZ zOgOEEtaNQ?QyfILouuFwW#y4kK)33=R~i1515LH>mLo;YnR1nqJ)r)v^+miG%|%Ie z^^)m~v`Fj54J#)GFX-ws-{ir&{9|+FMjJ@=-|K6FZy}szJ*~0Ai9Uou0H7!}NSb!U zFVlLy$>b#Am&1m1(4#CeJ$ltv2krcARxrT;pw24K14_LZ6x0iI5~!XYt?a3}RQS(yHPD^Ibrl5HW# zB=))RKNKrR`F&66&iHW3HI`JS64A_OjW&0;+ZBVY6V2I^?Y|z)R_D7)GTN=BsPevf z9{ia%$9Vmrzs>Ruz|l3$b(friX(T`RMN`wb$Rib1TXV-BxC3iU*88Wa<2Zu7k8Kwz zB%9-^G7Z?!6rAA1=_J{ifhGA{{lKTXcSl}Ma1dq%4Tt(SrucT^c!gu9^Os1`Ol|4a zIg5wo|I$+cMuf}OkmFUU`R&VFRm#+gEvBWKrq}(SEaC>}ac~Wov^UF=P*7=LQkvKD z&r8uQeq5EXUbEyCV(R$?H;t>^Feqvp?ayMROapl?uE_){K=lWxCqSFr=%kDt7V`N-Ch7Z+bZ<3+6n)p3tkHU z%&!k)Ce}sO%h$MpsJ^+_&vAAW_MPsSHkAP@^1*YS%kHGsZ}{1L0um0TQsn_Kp5Y{?lmgF z^ISopvh+H9gIH>a&gN)sXAScZp<3&N`Sc6}Y}hH3kE1s7rQ<9wX#Vm@0z49LrR=MB z)K4zeqM6A;Odwn{KS;+1dKS|-K`50zg>Wx;Oavt4cN20Be-~SUcV@y4m}DT0gR;ky zO4}_8WCrIeTE5S2ZPkda)`r&AkI@t>t%O^gu^Hm zg{c=d+dj(_lf8Ux^{0W+#{3G6=p7npt}5j1KjwhKODL24#G(hxW;}}a_AuiN4Y;gI z-E0AsjuDzd+JpytP^i-3#TO9oniGDz(PAL;NS?9~t*0KWdZF*lly}Lwd|P(GljYPaCe(nFiAYx-`;eV3As7+pz1obLi1Fa4W$o?X zQzoRqK4T$z?xCM)y<}!l+4~$=zCCLtqp%~2U`wW3^00qzc+O;b0}+c$GWV}^rKw~m zoV?(}`Gok(c(|HU9uoMdDn~QKl;k6nhKC+8x_ZNKbM=khr_0XOt0bvxfZv3lIDZVe zaGh2l(i38)vTHQ@Fe>|SFgZ2((YSQiPqaFJN-FsOqwOt#;_S9`VWfiuhXi*GuEE_2 z?k>R{g1ZL^4#9$32=4CgG!oo{dvJ&QlJA@||9|J!tvmCbsp?8qQ|Y&N@4eQump;pG z*KaOSXJJp?U0c=Q@!W>aJ9o5kw?3u*VPv7eQivlU7a=5Rc>a6&D!@bYWY#Fk*uY}2 z-~_WvdD)SMQ@V>tLmHgP2PZQ_2G)p^DaM$V3-q`P}D68}%Mp zU-vQ2h4f>HJJmUuCTu<^MOzV`$p?e$2T&MSjZ{UG>n<1E>C6e)6y{ml#Hi2l7HAP@ z*FGM;SMiCSe8JCHh~+OTxYsHBpk3Q-kw8MDZ)qrzci2;3AeLz$@QAP<*~k}xTvt;Y z?j6!5LA4oH^GJI01rW>KBsOqFLSW9e*IDppmi(;okY(J)J#^I$m#` zL+~i)UVJNhgc#?}ljx{4Z-usW6Wi*&MtzPAmdBC)E}evf zyR3QoW6he-%#Ets#T7N{_Ic9{-}=c_Lki>Ta(BZVHGgW&+0qY&>ivNE=loFl{t5aX zGXXoNHM6K`WSER27-Iv4r*~k2RwMXh(hWgn89b3?&B6FKRaslp%|mJZnIq1g%WBiA zWd`(xG|*Y+G~MEzk}5+B@ESQvPCsx^T^h81hZ|?C`j8kA%P_YjX=?wBt=>OdExNj) zd)D^ZdG1%`ptKg5V9aZH(9^8O+YeXPy(!%;ZpokCRzNqPULZ3sQ>c44&&463-JrkH zB}iYUSiEX}gyG`H_$cKvC2|VU&vkM?O*la2zq=$IzsW}A_~XSvrdX$Wr49~WEPL(v z64FlK4Ih&jEa6_9sUhW3-P| z;cH*F@L$@wPbsUiTgSXd7A=bn$6)Xx>PLG{H4v^s(WQN=`Q^=7J44~510s^`(JwI4 zLHPP_?c-QcL>(ymWjMl81jwiv;+C}&5)WX)n?SpPJ7C7p7T3YeCwh*R2EU*;CfdWH z$a|23@q^YiLmprpcBwXR>$sA?vNbYr;j8kheM}isQQ~F&rvWuD23Qn>@Tw#i-4Jx6 z!QsO$Mbg)KKBhCYqwsG24}Xe=PIT_M{>cSkNm+>MZkqI1o)xkC&EWLuiq0peuW*cLRp1@5$W^kQzN<`9BFCZBPz>u!&8;6y2j|0 z_XP4d_kC+)81x78_4M~R^P&9j{Se2Uo#Kn`hYk#9mep|Lt9^b2)y%1t452~`dSxCO zhdnA|aKG8<+!JSqNczrt@6p^{L5>}TKF$D=74GSk6G`+qglwsXOG&qwFWssg zKV>`kFw@3rMV#{H-XjsH_=$=RBG}%(I8hZQ&Wg^rj!yBr`R))ro<MH2NfM?rI+ z9RXR;&LjL%a{}}5zW4O|ajQpaX<{Xcmfn99@uLoomP+PNFtAR;zxcy2e0^+O|Fk51 zYH1)+jakSOgsPC(U=lY^^VIc`jy6QU%b&S3-mNK$v-S8i$G@U%W@_i2V@Z6<$uVv| ziBI|@)8o=CE7rFOc#*UIPUuiG#1qG^7ZWC`BJFzHSwywYyeQdFf1977F{?H+2GiDGx5$u7tJL}W zjJ3%a^A7WH128a`TppTJKQ(@Vc%(W{K{J-2GzG2Vc%#q1*4=e9f+E$=+_`JZ*eb-* zQGof~@BA><1nIq!Azq|w=!Lv}qa#nS7=QOO!mZlZOq-*0<2;DyJTUXA1`##O64K}U z4RU8HS5Ke$b+m)d4AI?bwyCfQ&!YCfQZ!IbGXhIV5)KfD8q1Ow2i3l+Fy=ENai3#k zAleXI8UsfNLv*L}0m>xo_}xI)j#rtzJM`HUcL;C4twG1$e9oh<48RZ?_e{1Mdc5^% zNgO7Pc?>^TcGm!e$N&>9@f+5FZ5g;x?kP@+@HyaE=HH{&{00jEs2je>`{)8Rt zUU*Wb;KpY-=td!I1VjNR+U@&<8cGT}IO7xZaXb>uCvCu)0D3F@<4d@WN4z{jWsI~b z->lIEDxl_?*+&T&qjiZgmg2G~suO^@r4+e&_3LM}HWYxipZQRXfJrY+(sj^?d>uNC zA~F4n6|&L*ld*GnAm@E-7{VD(T*5WYj$#yCL5phCP;_j04MJE@7+%ix_aLEXBpfJX zHODTyh??+|rg+=C##&o|IE6s!I}qS%6JMvGg@JLvg2UuQRg}pCfR#%W_4+Lx5oju<;x$!9F4epC%WEOAUL6 zV103UtDnUk_Vng?jAvi8ExhkFsOn4kK5*m?KS+ zl-Q0W*gTb=7)z`&(*pU;>8V+d7>dVy7h-B@#fHAfXsZv+EW z--l(kFSEeNsiGxuu?u8MN}ksppk@J;mJP^NLPE)|Br)8kd{>vb6~;1IT_ElX1n&2$ znK@-6bu=5UE_W3~{b#ab>4e@y{T3sj;WkzDK{ze|vg7wso-jUnii`xj(u~{C*~bob z)YMoYcguK<5Oc}r_xW<}%~h4BwW?vFca@ta|BQri+({C_xU8AqHZM>?&rFNv(SLQ7 z#tZ4c3I?1H7={|+X>5G2AESHry!G+cB4TD6izK`KpHJT6`N2}%+|f8h+Z7k51aQ#@v5mfc`-jOnS`8kw z(!d(LOX+xX841{&E7|cY*KL!teeP&gqp{9WC%d8uOx}gDMmp~zy?dw&oK%s5j2s+7 z%@;4(s~NP!qIx+7Z}#IBJBgfYDR%6$wdgu);I3n(%5UBg0g=+zSAn~-!DpP5nI`k> zcFhM2c4azM1ozxWB&x`_4uMapeu8z2s98Xbg#_uISr?>{uL3oOKsJIXaZyK>dgDc| z{B-(D5zrSOpam)cDNQhfmQLD&v5QB{-6`+*+{Sgqwr@+uFRD)4n(5huUCdfxCEA`p z;PCWb75)+VMCUMbF1qLSdFe^twE{(whU$-Goa9@2-tgkKo8GD%)}52t_5%Le*Qchl zM>eYZg$#?~DykN1n$wrrF4C6UTAuUuWAzJP3H4N&VNy{Yf0oi4&_;2TW{A~;%%db$ zJGODT*lwz$*_XS(({F%q^Tce{h8Pk1!6N+Zr-=l0%(+eSbTkO<2WVBFRW*s{X=@u$ ztHLeA>y*`Xe9=x!5qm^%+-dJB29XG5AjIgUOwvE&j&uie^?>`%!cp+{wDs7rJeR7E zdE6UDCt6w==pMCWNrEO51hd@Jdil>g(nHsbCSWr7RK(tY8^g)klMJ(^Y?l417AtcY z4?i9Qxnhu)Uj!%1eQ0Id@+l>5vPR@$BHQz@GGZgjh5=umk~Bgf&ID~hyap(Xjf#kp zw4-)qm{451@1ek8AL43Qy11m0yqaHQhJ#|;nfBb+wcc)&(kAa^L5;E@R(jWC}50kx|Qlkp=9!x4lnVcRFQEgraeQQ$eM^(U{N1fl=ZY z-t|lGGxYAqbyLK9%}~s-dzp}SYLcD2lih|Oh%J*-L$yu4lST%}Z?66$tv->r57-nb z6)c!dqPj&1r?b~ULT2jzm!xyOwS*sKMbWl%92-`ulCg@j`yvdN_FL#v_@ zc>)3$QN>gb;{Ck0E$5WR-%~0?ZUV0=h}>t=ysddh!IY+sexY7~lbATh0#~53nmzL@ zVJ1ib&79QNEH6GUxr>~n^R#)-KXw-xQraZT=#cel_v3*uoC_~8NVLM1Wxyh>0G^L2 z(OLa-ZB9vDr8ZpX1`lUP9Geq*A9WlTlTU+=&Facqj-@rAhR>SAWK36eg^y50qWv(j zBG56i2Q~wqEhBSPg_hKQFkb2R=&`LM@l4}5%5R$(T?Pbic2VU3!UiHNFwBYXY@@ne z?zBS@0DE5lg1z&@YCc}|3&6KFKhB=|)8Pr^rk93+LLQ)MN)>WW0^9v4o9F>zH*s(c z8*s?VH;M;cLiG8b+@$cYxaeKxr%Ixuxm9H1I&T-@T{Qbdlcwm5_R_DHHh={KCL|a9 z{27U&BVYRF3rY8nvE)~HoZQvJun{f4rV+i<0h4L%+-5ayRbM|d=>`$*%qbOXF}jjQ z=HgQEZlYj+1h60J#oCYO#)n{5P#|%;Na3q=_IdSzUs5&I5Rne|{2Ae@y|#o#8Ik*HasQI%5DtKykOU;qgpRJbufac-p{SM|D|Zv59_J?W)~-FytMQs8^JU$9GaKd^7y+!|yZbYhS;f2pC1)Y_GWEi>-K}+tw!&ROYW>0^`GyPi5gTLxt!rQD5yxVQTfg>- z(k(-8;%~<^ho@T;md1t^-~Ptd@^cE8uhGfnpw^u|d2h=`k1DwFG;5$O{;!zin#OFK z?lr;QX9(Sc#@XM6+$cdk0XLpS0hFn~=|B0#(*q6h+A!wv`Ji24oUGig#bXjP2?pb0 zUHYQWN#!5TdN6X(#ZRHPM^hC(KnmlgcrPIRc=xNh{eGDOC;Cuaai9&x{hN$soF%BL zvwmpeNW$B)F zEPG2u!p{$q@&jB7+dJlP(Li`m#A)v2e zBiJ_lW+`sWmZou^>qFwAAVWqJ2rq}o!_SyvmWVmxx90MTPM~ZQwz& z9h5bi&Wi%pERyqapjpjcFdn9zp6jv+e$UdiYYB);Q=7QgBs+6!fupkRC)GUudA9@+ z{Q%vzuqpT0X;BJm|Mj^|j8p>{tik@F>P*(m|J}9J6h+7DG`Kgv&jcoJTFPU8dQkV{ zFaze^clsO@W;wAc@>yxM52UAI3lxi~0_S!DzXdfdGmNxxeCLCWbxXb+mR_4st1UmQ zMnR0858`y^K*wDH`LOwdG6tw@8!XSvG|)&hi0k}8-nYpqxDVbDsB|wY9c$*+1nqje z%w>11g{#CyQA(HhRNPS>>~PE*1P+Dzu;fpo_|D%MMJQ_OT?Al#?L=!MJbQD^IwWig z8d5!F5X%M;_2~vAyR9z5i|h1FXneqWIAP)ou`I$Buc9(TRj{?xM(Q;t3a*|sP- zyW)D!AA@e+CGKEW(AESbck6(j8y_20>580(iq(D#EIo~V-A}7PDAciyoBK__GE3r_ zFWhth@l<4!AME_w&Y4$c*pEn>CWQ+>KU7pJC_)F;9c&#A>pa;y`ouuO@U`NFkrO(3 zwC&Ng1Oju@5XZXke@&{4l0~^PYs47w?8&e2=e-3yM8nm`c)IvRgttb=RX)%GmIB_a z8_-+Jx>dOmC$}HS)S3}Vp=;`OB~UgSa~B)PKKnTRj7LN*!GMP5H&KPaK50h#fSzmB z#FV)@1!vr1$55;_-Z|)kjJ4f)F`S;K|Hv|y@*_<_VQ!Ox~?B(wZN+nWQBw~j&1jTqTqDS5+n z_6L*$3^$VZm(%00BCoF+AVkRVTp66J$3nvbolp)(o5)ZS`mLKuF}!7 z+Oy3%LG=TV4=)Bc)Rp`p_MGH`6akSXW8Svj)#bs_&YyfU{J0Ku=WVn0xMK|(+FUsQ zg<~=AxReKl;Q45*Ahnu0WvG!aLRyF29B}m>n9&8Zg|(J{QIKDSn0@UdFZX(K@2U0? z9<*!Mc`F9?^$~i;ex(i9)(l>DkhU<3Ts*UTcy0Gycly!a>md4Jld9JQ$XW9jNXx>y zHZL2aXEly}eAYWa&+5#Il26!31@hPK62Nymjz03bMjc4Vi~0)9iWAoCM_%-n=9SqM zsx}Ae2rxli$N=V`J=6u9so(K+cJJ9)&8K3V5^&pLRpO{BP^>73#sVp%maAhwf;w4M zS>Zn*Toubi?PtKT46naFQ?MleL52@38Hc#}E?N0jbGJ3cp*))59dU>2MNVaeRePNv z6ys`SHCS5Yd1647t6Rw2u<@B(dy(e*oDrMv$bj^c1l6xNeYRkafsZkXKE|RSISAuP z03BUeG(hja-3uqqxuktuf$ifW4Zek~Oz}gN)KL{}@UlVmY;>Vy5vV(GRkB-&=Estt zH`?|6#v0`K&_}rurM}|Z^f+3r=@>!Y{ph*&CW=imhXK30+57q-S%@yPvg`E*h&+@b zJt9R`zxzi!qwL1KsHd|N8s$vHTY)MF_y|MUp)()##bt!}gXE9Y@k0v)JU?vK#Pq?& z57Ae2*eBSo3zs}GX7vQaDtOT8FwT+PKN(hEov?50qKqVmRMxAnYi3C>m6P9FQp(p_ zMIXjnmDjNei%`#8s|T@zHFIO8EM7nM@ZT<40c zGu`Bw^g6=!!qOW}^4Scu%IfS?)cEU(8jy+$I-x)vXzeAcUiaKz@m5dsPTg_0g}9{r zD2g&$?mXW~$`gZ|Le;SUt^$7^T%TMGe@4W8%t(iE!7&0a1F=s0`5gUF%0-W5-XWTk z?Cx#Vy}o&$W`&5MbF|N5iKmW$hXKB$yXjYz?=@A%mShTmjpbzKMeCL7#TWs;fS2pD za;599oeF=LQ>KT2-ys%uh;%(^Z?`MbVfQXqw&6Y8X`Xh|xGjtT~eprkuSy5_ebd-nE_i5v0m_^vTQg9AEPysvT z80fV+rJH$nf7GwG-H+@re{mkUfit^2+#s_G{gH?dhe$zHyqktjt=>QwYESn^mS{r0 zZBX0stGLD0dcc&!0%9@2r$&3~+wVgdmyFEkVXe^;E;7&qq=gnd4-U5 zey7MOX#d%^ebru1*VWdRltMwlUD)a5&xBA1$3ty1C=uM>g+M=^PVLl=(QmI8?HG%F z*ybMc*xu3_)eMIUP-ErBBff`HVRV07uu6jL1ig9=;ZmU<#(xFN?_xUO0Vm`W;Rx_ke4|de+?2wT+M@QeK#p*RJN}4y5FKv&~emM!HJ?Z#0;W#J2jiXMav?fr~mBt z^6@MpP}L_hEZSIYs%A%l*({@=KYup3CH>7#dn;Bb8KhKWj6pz2lH27j{+mPuHihk) zU6{jUheFuEokZ}KS<T>BSO!*ti~M33~KCLuqTuKS~!sUY3*hV|fI zc-Jf1ra}6^FQ*$nF{~{Bd+ka07VzH#)D4JtD3Kw7;u=RBz(#>XI)ng50=w?tb&f#G z7-qTeW$`dx!`z1w-}M>okbTpcdaD9sw#h>LbA{z(2A3gHCc3+yUtih#VX^OiN_kEF z4B)QPXA`mw(-y;N)&7%U%UsXJ7RR{&$v!)S!w?{R9QuU$mxPfJgTC`XK~o5V-@%V3 zLN0uW4295rq)9gxtxjs&6-&UA=X!pawAXF?WDQIeIU1i}2R;Gp>28o8+;}?bq|3|O zjtdDtIz^(&$tdh6>ZAG)6Ay}wgNlJAfWv*xG(JBefd6CE3K%6N*Hy!Q#`!9^LtF2< z$?&Dt7^Ug7SfBo79>xl;MwF+(d{w!w+oY7qj6#~vJ+8&MotlyYDJT)3X5}ZLAuiCf z7y2~IcTIO9y?^(>s(&~6>n0GH=9;L_Ah*m;g-7l+)YlT;-i!A`Z7yWH&i4e4GN;ea zm*vZcE4%!-D0rWhBaz_zKV|}RYH-HGnT<#J!Q1C%3oRMfw~EDx_E{zhgp^!Yd?(Zx zVzH?E3aQ~v%2Dpg$MUn>m#Em3-j@5>9CNg|7Y!|s+o@QoKmaa*pwTm zJYjHSLCqp^$xmg#9PkA7)bC(w4GT1Bu>g*ei z%9=geds_)yso<3RYH zn;VX)4ZrICxc3X#$7M0~>2s^q4uggQoyX03-93_JZeO<$NwG_+xPiuw$XXWj_r3a$ zZi}h)TZz5EFc>zH@AM^dG#4 zb~cn48)p;b>29RY=F6~cA-0_3mDGLYlQ)n{7WLSAwhrUDrkkRM9e!T z0F^JEHR}iZ`XhRFt-o++OB52V`rdgD6S%%X@jCH5LdILYdYM0_S2aYl;k)W}f7EN# zemi=zdPnji-!D)?02KicVeD{iG%H|Y#YKt!^;P01koY@{wT-<*&ks8+88~7&BoIJSQG|yw6|?iyvqL(E5B+l^64PmRW3o=%9DT!-^>0~X9}fK z9^ZRAMeV1R)Z$~UBAg86UlYE7QC7psgjPKnnU7~l@$PqRW0!PfwwdN{*Pf0~p2}|a zmtCg_mx{ZtNLeR{g?wx4h6vj})Ol_}71hOLpp21`O?{i=0!0Q1H3)2#2?c6Pm9T>#;h zo{sFWo=tpFnt#X>Tv7cvz1oXG?k{UKTlPqUIjA^3hv6k_~S7XLs0_m3$3zc1f^FS=t5eq4K$8MlT- zQ2tq6%JtnpNCi6L*&>A%PGQUKa=dV_(JCT2>=6@{YzxtK_d*LrDuLdX(^ZnFdcK7a&cgOy# z5BX2)4(iAwV{!u~&}7lWUUc;WWC45f>Qrx_{wb&b?Jt-@^!G>4ioE7Ex>}NrglH87 zMDFU>uFHS>f&W@j$C;qPpGsn!dmN|>wM0mdz6ith99Z1O_W!X>kASd2G&k|fXgi5I zmihaKDZ~9@XE2gLUo6Qcy^&4?Dq#R>{!waZCo-lYw7)?7zb`3}Burm{(H4APqh+z^ z{|%yz;opgtrOqLk6k+05M}&Yy4SiwWX4qu)_t!a&4+R7=%VD19;Q&3a6jP+rp@VXA zjFzQ`|Id>8UsO^52~h)kkohn~t1&Nh4O$i!-#A>?p9V)4IZgYmp!Um23Z&B3E{vCRW^k==LwhHwA z5PW7~^x>bwiL61*|0Ajc%qWvigU}sOc!4YAy?+Z_kuU)voRR4v&kDrxRAAdFfW5JZ zR-r=wH(=IZXIW~S6$|N6%q8t-xBd$jPw2E`ls#p9EM?Z$r)%}!hUHl|Jys*QU(_fz+!u7LL>#{o0qy$pOT1_JH{b!(UlODT z02emE5(j_+{`d=k!DR(Dt%)8KSAG_uUKL$Xzvg8#b5&k|d zpb7oCJ^*)m9Ry%HVeG6_J@wz;7MQ=TXSI3+ePNhg*~q7syuX-=jTNw#26_ws4X_UQ zCto^VO|)M(InIa#TH%gI8#+}UPd|Da|Mi(oheA5?j~t>WLm@DMTo zfjU@iqBvQw_cuSA{=SrB)BnTGf#3Y&=6KZTQ7@PN8=i~*Ckl`Z4B-m&bh6a^`#(Q| z@Q?Fbg*Yz#g&C@5y~%zeFfxnhe?Z?$f#xa-)GUtogcs;&S+IB5(+&TI4M76I$os8W zMonZTKzgw0Q7!)?4EJ{w9h>gYp6HbN0XAYC+<2gOfTixgVXIN00;vSSz>p(K1T4Ne zxRU=FOsab`4%|EA{RMr01>63HM-tRwPV)aZ!L`a0kJbMERP5aLnn+X3Q4Va z%>&ll=Dt2&O5Gz- z{f#9$xFDTedRdN}pliN`^1Ycy9OcWqC@uT;BKCgdxyk1Q_fY!Zfe}0so z6nF~aJ^wl7uyuwmn(c#iEORQl_#2w6g`xR*Q-EjCdt9*8ZvO2s)tG;xW zY-aDn309bDe}1A>f4-yrIcisQ)KO$zi9YneD>u{Dy7isgMIY94n7)3%rhcWUI@yx8f1rp-Igb@x>_(6ItojNCCbD_$bZgT8Ee6`YP> z0Z;+zv^i)ByUUC4t<`DUAv8wePC`27rY3eQyRPKl`93K=vaQ^!wWQ-OES~c8->bYE zv`v5i)!PB@86<2mjHu4XE2i>VD&>rQSpq}GH!a=s`|`bW!`SjOM>qbTjl%a=I4SJY z8$S;7T$(N}I^kvbbUzlK6FJ9e=M&d4D%>Hb4IXuf;+1<5K{!~*X79#zP8eSkPAb1K zn8#{#L3Ns3eo;ddi8=_6$CBH)r!Xq-vnPr70qMNnS}V^^1tlv@Qpmpdk>Cf7urJP~ zuM@r|*EL|$ir^c_VKM5)IWN`?b-kzE3dt2nRd-Kk(9g;HNu$p!gW~!|G%tzeKjW>zCNtnhZIzA5Le>J4{;_D|UrUV^ZRX_pc|QQo382-s*@=rw1&@oe?WYvqVMRuQ-uRj=Z4$&}IMWZZIhbEbiqG(PoyO*yNdN#T;=ddVxj(8xI*_3tPwRQID!PufoY>lmb=o8U@OXb*KxA^#3C-fT zN6Pgb#{KR?%ahl{IyVo9_^_+Bb=T_E=0pe)=1(#vh=Ul9BmzFiZ(iP;Jej>4xYlaL zWt*d?EyhDJLP*3>SPCb6PJ-g2$uz5vH-X@z@RmgVZ$E#~<4hIILPN`CJgK%R%=Qk+ z;%!c~X5KH&96NtBTjfWIppEDAkJ!tMt-HjNN{j#x23{|h^LYDmyU6g-&J3MJ9$?h) zLC#%dlWo~jz#vdgpUg4%{~kGZjs=v#U@YBTikKNLi_hJlzsy5@KK!kWfzNoGqOv=) zSy>h`h3P)|W!mCN-6*uhNqnO7!SHaS!!Q|2uRu7XPRl!iB9{{}EA>4W`+6i^)8A40 z^-8Ml;JdP=)R%_<*3Z+$I%b%j(Of8z6?NJN&= z>tD0wNt-%M7Tp1qT*VJDMjXP@ZSF4ms83%eYr zxSY(otfqTqV5`RgSCL>c9LQ1ra*0A_H&H%=1Qqf9;ZJ^{<}o7_0aE5=Pfy!zM?$Tb z<8Ijdk-!B1I<$NGP#j5ODEK*xgUYT>A5&Ty9dQ8n;6aC1Ta@h3JD~9)fEVvp^lcG7 z0i&N9fzP_696`mh5rQbhQDby3z_!qFn#+gPygd;b{N+8j{3!e{C^m57qo82n$DZGnm8No;a z{a(~za)~>rhe=v~Q=exaCN&YZnj?WFB*BLPPfqEdVY49ZOaZXYQ}~UYS&J`25DiqC zFcyIr2$3l$Ubm1i^W8W2oZBY|8@0tUNgD6wohEi!zzOd};M2~tn#|0Tyb-LyH_F=C zt8SOt7$ex!W)xP`^Mx_-2~LIJ&e)E^rE)_N0ywya5{eym2wZpFTR4oeem|(r1ZEK` z3l~;C!o0?vh&(FSy;dC1M#bi!c~WN*KZ(mS~=Ftc)gOpI*zsT}jtUFVu|o+B<_ zTxexDJX}2I<&=jqg+e8%v-{cO9Nq66WLzVZeN?DfFXz#bVqn+j_| zmbrXDN}cK4HWq&%NlXp5hSTV=U_Hw^@d1MGI~anx2qpw3UhCqpC{j4Wh8P!rrZma+ zx{u{2M){MoD#|;Sv%{5k`F1N3?i{XcWz(TGYil?#L; zE%k7X2ct9~Joq0?gb>Clw%!%{->2xjL0iWVrXYVf4v{51X&tku9@}4_rot!jyOUu0 zqawLaELG|P-nQncXOw<*p5PkC_P)+}Z&!!SVWaGqyJ}5{c-*t7-_!%sIRIchZdeE{ z0gZ!;gcPhyM`{tAF0giT8JuOUmx-&f9gpcXX|yRtDce_xHhk?@HB#@5%g?t=sS04Sk_?}vR=ni2 zQmkzxxoef@PvoLaq{a$Asl}t@c3%Ib-Kc`Ib*8PwG2{Nacl=%4bG|w+iYgdO9f_7= z^<7Cphzx!~TA8nG%*jJ0)@HT0Ck9<~&nr~tP1Q0gd*5ILr#x~ys9h%%USgwr#GeIR z4tH<1d@Pbvu&jx8&0{YHX zb{(P=kixn?hhxTZjcBMAC&QsqSz0~yDHX1KQ@v&Jf#N+fQQS8hQmWUY#y+XB&T66G z{I6ljZqWrdyz`#5buajkkki^Gvrdhcf<{nX88Vo}n!k3wD!(51IP~^9lsD~Is8GG| z8=*$PnJJy-yIeCFSp_z3qfe!RDlCTk#+vt6rUa_w@?$%-#Rg6HMB~tEL+mBAs3NHt zfHi?7AIn-_ReDD&f*wrdU-Q>c8V zbB8!tYhuOs4tG{2oKSbG8@!aeG54apJZYQbwn9fbn&c z5iZB8k}(+O zr7wlmiqtC`R(-i=35cULtM8++o=W*~MpVABZMlZVvu%t{zVc64`iX5t zE1_3p7tvqU!5pF4kwN^~?z#QL2=flRVmGC7%I&J69i1l_v7+|$B$xQiDr$D~c?FRI z+Xu{Fxr-H%1=2}St+h=X4%Xe0^jP_x0Q!y#3cor>aE)hs-Tm?ANPWMO6yOVXqzf`# zt6bA>?5tQ$>fovr9&4FU_yx!NOnr0Kac_~`97q$ZGWC)x58lJQYxBxCSP1n_=yoPY zwE!K~UAk=mSE!wFLmEhO&6LuhfRUqcY*7)ihP%)hprf6RwR0vbDrbC?F1T@rG-HeT zVz?#^CptM#8t`zw?^Y#ieLWo#Ovlzl8o?(1tesCqv5?KeK(MJz3M#t zg^3pRfVkA#GaUT;9bELQojt*`eVKg}+#Ri1s~={=Y(MB%pC95YY3992K{s++YEGwT z6z-*lP60779IU8zQ07!)VZc8>s$|d`PT@O*YQ)m-l=MHRzfW7Y|M>(O?;|D(LKHKj zC_$rO=0}9a5i6-yw#mf7QT{tSt1l(cqUK ziHBkKd3aOJg{J!X5fifnn(i?VPVYL0p zMf}5TIfYv$bHUiC)_%o?#*=vMYukfNPs+d&r7leJ;(Katr6jp;Wx4{TxEJn^DN>Hy zX&^l>{-hB?W;LvNyAim@CmRN$2@2Fp>Z4YR8f6N6T3`^u#YCI0o%?;@^+>U*ges*b zyTvy>cEFmYh{^b+746@*h{-T3jDx6RJKfy8*en2oVhxU-%%MYME4^0Jo~=v%<8jq5 z`r8MCWB^-181D_tg2;`k8lTngB_=9SK5YT33`|=2WFBcsaHf&okt43H*12jPwkU=l znot5}BnWyc0`SfRainfbSjYS`$?bDd%>jG9rf9L_$R4-_MoT7B`#{! z^6!NBmg9BWX77jA&D`LFCKGXvJve(V-OSv$)NN-6-7y3gTg?_4^*7cITX-7fqA>nk zw8Z`f$AxMkkbyOtWa7=FJ0#Hw5DS*tU=wV(2E#KMzTf-H=|s{8{Kq!p8MlEpWLHZW z=j5n^pu?KWxvefA(`Ha3A7IiNqE{>?r6%`Vt|S>jnVTeM{c;w9(4~~~{&2V+xcwN+ zdjteyyaZ=CM9toThV=faN3SI=*q(ltE6H-RTV(G{zy25eHJM49X%h zS*OnCh;aiClH2`bGw`}?9Pe|s7M87Ns(M)*7L37k3pUS>CRP_zq*KJgk+EysNY@q( zzp;KOjg2CW4ooQ_1#}8x!)<-}`Gd}W={g5S*O;sb-TIPt?Hmzz*IjRgPp%}$p|(zM z2gOfX^)PAHn&f7%*Q;-r>!|tMKf1OqoueQM7(76lt#nP(HmafQO^W1%V+cBOwJsPf#^9y9ld`o)b8A=w47LL(eJXy*3ce4Ig&h~mF2O2 zVL`1~9_)hSTH3-7X|_iYu5MZBqyLug<87aF8J)|1NtrMwni^Dgok?&rp&sCLb{ZIq z&UBm{ik8tV?|i+y5J_~BU``gW zD4-N52hj1;eCcFC=#!f~1~WbQw{;h_4tXJV)}aA)UTpB9ERfAMd@gepne)hew$f1K zF>n6(eZ9;^nR0t!j=~V7cgP#B#?dJ%Ly&{E@YA^snqjd@AaDr^b_KBz)BuOv;GoIl7=m({*BRIG1;rJL(GZ$K&7DKKWkM z9I#8N*N5(#95j#(Yn@0a!pIF=?YZ2;-T=}VR#_dHrkjliF;|(77Wv7S<`u>FIYkq} z8M-W=)4ezx0ruhd?Ywl;+8mChE1YK82IE6@(flzk`{_M2CY}uObm`b9Ul(h%scy}$ z8PX$XGvCrPAYegOBg{)r*lD@E!?^_L&3rMcApqw9ut=s13ukG?5SH#r(7EqNPpriW zyGPIJSHU#17he+HQI8*{-ltwTTe%?AcZ^u7_%d6TNX#8xDeIr4 z7b_JQyr(JusXey;9K%-YM=qJHev4q=NQAE`_U)k_*1v8~GE~8PV*L2^H{8}|AU+7> zU)*^Huf{|3DlCpkmwg&e#)S%}%konPu#di=N(k7mdb3C)X|M;4X5jypYqvY+xzqU0 zkVds(3Le*7yCc-CN$wyZ6en9zI=G9>OL@&2#Xg{8hxw_tQQ*OVdoYhQVNEl#b5^a; zDx6)ZS(w5G6Ws#sxnwM9xCMiWG=|{m3a@afCDue-R7g-%P9BnN0poX?R=rKJ6CV43 zgEpP$CaNgvDZYwL!PvgDna;;>!5@HkS`uQW;w|VF(k9l*`qO$*cy)(Ka3K|9VT^C; z_;KO5Ilh!J954PQi~|7*Xf5!-40BO#QSK^rKMUa6PvO@!gBOFaNfyoW>(gD0OZRl~ zJRY-IaYI3=iJY@B8jBGO!l+oBF@i<8PdOUjr~{xuN~l8)@KW*1E9DC=dbp~Mry+bJq1h5-gCap6FFmEz z4`2-0*f!{wVV+SF=IQ!&a_{|<1_j)qF>up zn%k*?LVI5*V(27NQaN(dbF%GCp=P_7RjFr;DJar|6hc8x>(7U4-G7Pq4qMkOVQuDT zo|VK=jUn>ZP6~&DgcJA(h<}jVJEC^%I^{{7@6b@CmtS1uoW?)C&f1B>WpsDg{F$>y zg0ZoTcG<`NoU9+p2a7pR_bqib4>ac`(CqQTF7k5=%M8&i8Gmls?f>GPx0EY(_Y zpGbY`v59>SHyMZ6vg88l=$mK7l=u%?(m9gi1(i^D0ZTCJ5%*FWj@{r8wFqJX_3k6F zLhpB^i?uCcy>LC(-Xvi1B(hrLb$g5L+1*eVrf-HRT$ zu^y3yN<9eAA8?CyU#c!Gp&UeXcxC*Wa~%_cL|Ww?oB%3tl4`j-@b z$QKbJt!6o1cGp(TCvyITJm;}5s`L(YxS}kL#ZYwrjHa4ro$FB~{{Ts#`=%cqxXBb1 zXA5^X%%d0b_FK|bmS@#p=SR+|yX#0m#fk$ti)aGOL$f-O=tUs5O8)94Ya#V%q>rBf zL$DiCYYjrTPzK)x)AJ^)QeHa~h>Mm6D&fH%K=3uW`cfyhXRXlV>P-Cp0>XOTph&E0 zF`*HnG{p+}l)`6NA}IJ}jKYZ}C7oeCCv3b?5|x8avtHaagYan^uRL85@;DKBd{$`v z6?861+wHoiKW#?r2-L14)|gd4Mv&j~&6rDLNf3#>Sf8XEXG(`fo^HFIZ5M_J1d_Tv zT)}B8;ls9-klA`&^vbNE`{A%XOXtN)t^){a56bsP719E%f^isqjugr;i}rin!=OmD1T114ct9e%Z8O5NM|{HqFXuna}?ktHqkmR zeXo{?Y^g9qA#h3T*9q-HzfKH12j69K?3~~Ec-}0Q*DgMEO&3G?tdO8XAMc>7xVE=t z8vg#Wu5#kymnNkK8kt~UDbeN=k|=;Ad&H36Zz9=lMke@?^RCC$0r%im3TmAg0&R|z zA~eY8tR-Q%hLvdOlFCo~@%0I*n|_DiFpR3zE_ePXnLkM*nzQ}^i}+X2Mo;WO09-zC%iFJP;sM$F<-Q?qfY`x$L|+! z*C$nZ@%3NBZWiIC#{qz-?5Dh!1#hAGz`pF&vG#Ld$fG9@Z}ZJ|J)z zX}jHzvMTZX{k%f5GO4IBfDx#BY%K_Lnx!F8`ASDY9Xu)L#r$EQd99huAmp>QFT~C8 z*08VgQ~{((M4XiZ@4#{sS6GeK)}kjcKUP51{7v`9r!^+^en#CqCyiQBZY<8HKDdxL zGPEr3CW9HNllRqoOf(qBybF1_qT0v)mnPfO`*G*tiv`}DQ+=Tf4)7Rh87)U*_7wQeq|}&RS`d2EWu(6cd)`PA7kJUZAD|2YgkQ> zQFY`0&JB4st*KXfGA@(Du64^w_@=A?dL}zV)z%%XG-cwBj!}pCb(Cadh@LBod5wMC zwbAMT_xNr|C`l8M<1ON*t2`3PM6nq`QuBw8;a@m=eho7CcK(1dk?H}4E4>}oqh1s@ z)6PR>_vuYMRkL7w56)OJ-_F~puE=L|*N4r^7lFN4;^WYFlCA>bN)lq;LtiqFOEDP; zke3G+E$8$aSwuqhzKK}ZvQ$ZCzx+Aw#8)+8z&{PHh*uNY1blsJK(J#UGTJ^+IfkqW}z-n@ING#>PZ(X** z$@FW?7qL=wLM|PgQeA6<0Sind6d02w0`gF!B}%=dm~aIr?oaL7{p{7s0gTBLMXNQh z&RVUuh4gyD9d{G4W+HH$6e;im7+Fb+{p}AmQ^mWSto?P+7Xs{unAb1TVkOeVxQ^lhf?$)l7OaKR@!3hZPTfL}8 z8!Amm=K91c%@n;y=AOp-AqSr_Rj#qKBWUKtZC`s37`VrUcS5Lc9FnTv3aYQo#!>lsr{BY(R z`+%O;eCb{jU(!Xp#nYyr3x@APjXxO@MOZj1IB+(m1V3!^39IAkiAzU5J=Eps{i&QE>oYnUp_laDUG8dyCNpu5=vh}qS* zKpS%x`XjprMB;eDf)S3?XKw!B$!bf+=&r1#mtFbqt*Pw$POFI5fcM| z)XGga99BGyF1ODTVtB%9f=~V|)FH9NaEChM&4jL(3W!M23>cMWn(N+uKR@1D7}C!J z>TbuPH$_5nSEFYmn_fDLq$9Z_v7{q@4}-7GSbc!!@h@VNgdO&8QY3!aY?6MTi!{ZS z7B-TGU8^ky$wlh;1DzyYAryN$wc5jN4dy%MTQAsuYVBSF@A~}1h!bus@k|`#<-WV*N|b61Okd?DHPf1weLCQFE>o-H1Mqxep~MSs`}B;yjKYN z*6?9y0jSoEe+W7x>iT=~xFrW>Wg*<7sYl*pk0QvLJ9ycZ z^k)i(Pvob;a>Fo@G$pw0nY?xjXwsXBNt?;uH(H~0T*kwczwj_9Z8@1LBn4MKk$Fc%L`F)9Ejzkm_FG;CTXIKX)}1wD*WDS*HjI$+Ud}ZEx!SVIJSt3^j!>&xEMK zR7F^SsTMY*d2KTCRh{kqk5`2&r)(zgEXB{jakse zJ6HqBeS<@<=W`1klhb*OWy&@JLuoe4Ivvi|whVJWbTl9b<}UOG4ntip78(X#x&^;Y z%gFxj+84Eckt;(%!eF@b86FO_QIJQ!Q`@{(K+tHmBws=9TXyQCmRer0Z6cCf&+`tt z)ui6%#Md@0N|kRj?Va7n8=i3f5 zx9*?i6(W&jW+w1ZFCzHfO9hXx`zcl6JFMTzT)_ zC`MS@-7*!GFPC_~Im~I;2$f#n0D-Mxl^)97ZIFWGd2oVmKPu>i;nILCN>hZg(7Y>iq;C$C2T1n1Xyc{~Fv%2R@1k=7$O;?z*B#oM0ufW@A-yvt{j^&r8?k-7A0I1|%=Z1#w zSJv$?tp&&!bexq$Xc(NC_M&r+LH>LW=R|VKQNCjub=eiADMgX`IpHS>CgrNM^2d_pM%my?O}Sd*xAp__Ky}R^q+9lCCp`Ix;C{DST4h zTG|6Fni{eumOz3!^#+Zm#@DCQi;jUbp_Tpl|InI_0u%>qgfZ;*3|iG8XIw^|d3|5R zGH2_VcK2sJy@7K^5BrGqr4_Ft5@+4L19%Y)));UnhMxEETMGrnb8a_8?yCH==1lsO z+20h)>13JNfAV9HX?&O%-Vx^Dn}m0ck00VKr5VDejFtxfOWqhAs*m6C-l6#4Mf8-4kyuDVWiD29yT&&AEp_-R`vrTu zG;A>DJtn!335W~LePRpYXJ_ZG##w- zjeXp9UAf^?ZKXqepRfWy9P3G#LFO)Cx1A&Cc9MRA%hZibWhq#KUm1COnf+m^e4rxp zrN&Cx%Md=t{aA^4@v1+^O>d)=6|5u@R`FFbx3S@uuV7`M8zP7=dCeC+v&-hPM8nA2 z-f@XEPmyAZ0AGq_x`DgOk4j{KzZM zRZd3Z2MwMy@0*Sbls4Lv=sV)~5M@6)B;5Kl%sK_oJKqqe9a<_BY&+KW1L8q{>Gw2NSqSs1)Aoj6t3C&~ zhd);iS^S3Jm0jFxIN$q3qT^ll1g2>j5m08$vJ(8V`KV3mTK0V799lFh(Gdn zhD}oGkkfWP0=PCYl| zUb{n@ASbc&wwdPwL6_-d(GyH6JCj9@XKX|W9%RWl+Vv4>hA!9j=+p&vo37(eI*i{y zJ2!9eioKI9R2O$(jl2a*=4&L-Nq-rEt8#^a29-WNmA9}ELxEeN%}|#btxZ9IFlHaY zY5QAtZ@iV7Vy)p<#ooL=FvTMq2=&z4`eMGvGwt7kh*9RCC_#jM1{uqSu$Q z+5WOybEBPL0ZB4}-DHpj6*q9irUGwg>%dOtM7`p}o2mXDPm4)1SW{#_BTS*q(u0H> z5jhJW&NVN!Z|KoWY~a-4WF^<1MT}WMeWt5S8ixj6`{J;Q{zgq>(ZDIu-skc+wRCt;+8TD>5gm@6^o$|+hhb!1{w>=4-s<#;6+?svp#>4jaBoqqsf%P6Kbb^JJl7+&?yYZ&}dX| zs2X$pOW#bnYi^Fm5{!T=NR*4xz{gxP1&syY@h&beer||TPz3*J!&nu{8 zGB8}XmE&2Qhn8Ei*f9z0G3uaeh;oeAdNuJS9}x$yOHz!;k85-GW>=!_M3`1#f1$W~ z;^fS7GkM4Q3c-#@gvrI>SFiVU5o3+bk6fK>;imU7oTcyrG<1P41ZJ+mwp@v`^3~c^ zC5zIv>PAYJ^(Y$yh4bI`o^}`xd@lfeo*c8S(i#9f8un|?_ZUA9iPnkLT4Ox4+}YR1 zVqVy$+ybb;=Miz}<|_`sj|uFB!|34@cOiJioyT6F-V*C*F(SLjrIZ+WiI*7wC*xXU zvZT^^I<&bfH&GfRvf2gKC*eFm2`Jzi(#_F#TNXFWw19gYy|G~5tBTHI#xm1z@!teH zZe^ZSZ;nWy|D0r>d{~;#^XRM5$w=ScZ*(FVye~!DK{5rNaNPOxV371eRyNTo@FL%e?7GP6_|3VhTs*K=nAFTHU+lW3wH~s?p=j@1b;a320$A{H>%R}@D48@|UT_LzW)uI-)7>R%Gn&Nlhld#z(nSltM&vm0GIv*nZHm#Rd zYVjW&?Bk%J)GS6Lv-Lgj|KT@+S!71a|!=IYiPJQ0)!J&(~2|O%U?+;0>;>2E?WNr_mslT%zp8E4z2UiyV z5a2fIp=n^uur{nHLAvCPPV^;I^K|IP&Nj|Mj=HcNG$G!OzMNaw6hM@vq&`KIi%oRo>J=3m4lem6l8`it4kK2XS*Ix&# z5ZBgUA-&p@y|jL}M3B-`tO95>x(CMzP7CZRA>C>u%7Vis4>wm1HpY3c-W)dM;QKZ! zp5>1NJHSMf61iX%NHwnllLPR&8tbIYiH?Cg?sh@}1RdkHTu6n(5bF9<(K@;00ajZ8 zYKb(}{C!_53zcxJt-3T;5->tRhr(E^`pCc4L2ZOrYs+Td4-GM zu?=ibqrXWCpz6E@uEB-*w9Ig0dffB>fYG7i6-K<;%M#n{z}|6uFT}0(*+QwWurUKN zqW`tl`3>3yKC3){UFB7N=_tF|QG1j4QIeNqf=t|~(Yv|75L2GU1%@Ng1!IXwbzkC_ zm8M)<*Ia%`r2SBIZzsa5Bq1m1@HDStW4tSXP9(6W2#QD^-bk+LdDPs@-%GwtH-3pX z4EY90OGr?KY&X49-X2i?g#;fM?uV2?)^q?Y%$abFL7}ikmS}(7pYMF<9>7G91GxI*ZQUO5%M0Fu_vuIj zCx;Vx?OsC#?Oqs%VnrWK9Z{ERQ%m(|>!C+k8|Lob;zKR|(Gh7Qa^aCMhG;i`+}Ts^ z1*gvPnc^nXsVtdL;r#qdo9K`NLe*-;tfni4Cam&DLn7ln-Hv4g0FoZ0nrm!AT&NMk^xI&zFXkE?8+n2K6E)v@>4+-5_7ffyd?8k5D z1o;%aB6`2YlEOZC+lCBTmn({!c6-OJr)XaSVz!CmI)+HTb#iSq^cJ9!uvBwq zyZ{zblH5`qBKZ5>EuyiS^r{LWX%czUR92Ilo!7cH^%Bmdi*&TMjc)+}iS$H+$zgAn zf27bFvHe{7F(S}>r9t`H7lX&kkRw=}=C;!=X!WJSM^HG%&P(BBkXD}jV%HLg*yS+9kDG z2BD^M490$1Mm-0Zb2*-I*Pq?$qQRnMAeXW+z(Uz!6ky(3mG|@x5SZl`B$K!Epo>Oy z5qpc*(BZz#*$TsbFU2pgdW0yt^~iKXy8-gSqe{dnQtGz=TSD4$2g`}<{pHabh+qcj4FPF%}KaC?onm=o#+gz_^^8G){GL0^xoQ#$$D0Bb{C0MS&saw>U+yZb~AFWN_eC2xZgGqk1fb*FmyujxOoBO8?%L^G=b* z%?cX?2@H@pErCV)c3$D7EQ@S!sz8XR)0*y<0NZ`)`dHGa{hwX!NpnD8^qO+)Y1=l5 z4E28$%l;5<+ZVuQx~?to^I1^2rb&y>)L*^%avepKA3=Vv9^lh@yRX~#mijq9HN1hl zgp^W`=E6){*VM2LK{-IgmLaXj09YzmuW5jol>KxCT+zl9*7@2#?zjnP-sl5xVz_yQ zLyp%M>~8k_hZ~^3f=~uIu*t0}F#GRMfd2RwS^qVQx}U;D8=Sk>&cghom~QU)D_=M% zo5c4mU@g|L&T2la6n>0xjGr$X)@i?)TpBU{IlV_8WQ~-nbGA)=;C*ZdD`^hH!CMtJ zUJxrB=v|6g`9Zf%Zwa<#Yu+ViG{d{Z9`=PWSCNJ)X@=x>Ud?<_@1Z=>uSx(mVEp9f zGfCqQb(8$cXW4|tcn@qN#*fq;oVp2i%JYf+X)$0<_h?mnJ9$v5O@95$+zVgP zOW(wpXYt5%_D#$3-dTkV4ey{Hp_pT+V61pi1Muvc6lt^qoH)HN6!}8YHU_PqNcyfb zJlc$4g38wd2ls87kQ8-)Y62-bu)zhUqu<~4rS?2^3k;rL?OiO+XJov?3iwTm5p;+J zt3-_{Ef1SsJe!4RZ`4MFu;4}wW@l$D=`M@q#Yd*|U7=%@-e0A-`ZINZ+) zqjKD0QD+!xtI*jd%uqO7$^b44fHYxn}-EWWjnQ zvS8)u<`=Zx;m`t*h2VVDfVKM>U(NUrW1p@E%QRfGnc+(h__PFofig*Mgw31U}atcPLzK^Zq>f zw9HN0OQVlxM18`Y`?X!D^ykmvAoQCSzjuLm{g0#et5X2KK0VjsDp@pYE;h)x2b23s zF2vG(FblulBP#}gr0XcWbxcj6)3$&Dlk(c8jL7FJ$)5)Bdq1kuI2ly78C}MI)EPs6 zaXKwD7i7-M{s7#2afZk03Ox=kB>x6s)+JZP9dP&#ILFUeTj3CafnUS+ye}X9vZ2K#}stXH9>Ixls$ns&5p4(9q zR=RI%r*+^Z=bY5=;ez!gDUTCx%PJAkK2dT_^w)K|ZMfP`HnDG39ePJ>8w}86*i!mP zIYj(fO!F{9$#<_jER~Gp-f$1Izs2WPL$4C|!iM7#n!l+Z^cVSpg@`(?pq^K#VVj`j z`D14&j(Vd*0uJfnK*L(3x5)9*O&IT;m5_UB9#y|0k1+C{ZWl(MzKuPq&n)VjQ1mj;+bm7r<|Y*ZiZ4-RzY5j zg|NdxTZJd~3MUETcbT?0kX|zDE0T*-zg0=A3%RDzRTur&i&hO0&srA)41K7^b>5uO zInEUzAhpdu8$s>m$lI$Y==-2_)v(Vd2?+5cGJ znvc&01rTc6kxWNZB(7`0c65Zlmw$%^au$lDHpl?V@QD*fcjtr)q4|73j0DtP zNuFEB&%znjNebf~cOTDo=h*iaN<|g`>SyI5vD}lVf(z{Ze*S*_{D%Jv;baN{t?I6Z zM8c_*R?d|+*>_Bsp@gu`v+g+Isd?eBs=ao(W=A+8U+(&2PCS;AqJ`~go>WIuJaoPq ze^7vx9JKatV(xh-o@T6|G+Iwalimis`>Q3agT`cz8ANQZ$^s<`=}flHhJ z(?z;2Wba|SEJqpc_d~I@{q^9g_wJdfP2nL{b_FU*(#aVY>l6?oNUXN1rZbgQMNVH(HiZZ`onKN!A(01@UfENM5!v=ezhX2OTQF%& z8HPis5J;4n6e&lAV`0S@r8~N=%=%%rOzOMn6j1Qy)PudZqpd$ZL6_u*n2AwXd69RQ z^R-JM?w5NGwb>f$VJ#_8+lsCCr9p}Qja-^sy2wKfpkmJ>qP1&wqZTiJHEA2&bSz5T z{OrJP@g6G9MqiuJc+e!r9H6vQ?B~TOk>y;1(g;w?Z~zj)Eha)MM94y)d~#hVvHVv}#8o=k^uyi9b^Na8)* zmA>5b9X?AvC+@pX!k>A*9Y|9-kx(274FBSiMr2-!^sB01VDV0$=%ib#?9!1@XFktM z;fKLgYOGrQv}X5Nqy;x2v!HglE}O3qlkLmu6x9+7m*kX?B+(LX+qE{_0GyLdgMK{kv5vsxbbG`9GD|tl#NbQ z0>spY1Mt}eAidH~}#0@Gd7I}RPezIQS&@1>$8?8%3#@%W&C zlwl|T-jNYtgaV!v%J$}iUzb>xhfzjOKE2&pzwB|{m;)#A^G4+s089|Ugu+P@^}$NwtC(QUhjB2-SVF@fOOsbOu+@Ck4r_g zQO)I-i@6E>+?THY6lx@z{Um_jWx~f%;S6xC7Z|j(8fCupiB1FbiqDEIQzizxocc?- znpJUh;-iwHA-_WNCoD{zSV_FSz(ot% zOTcKy7;US^&SXyl8u(arKViP-sN@)@Z&b4QO-PYGXP+E5D>~C5UdJ#&JSbYPDm@Bo zX3ky)C}S89kXuq?9!i4X#sDa~B*+9{9C1!UZ@wjQ-O!6(f5+x zt1YTpzf=sdY=vftk8_?>20ksD&{QH=fchOzZ0QRkycxMilcm-h%Sm0fsWt20{ z*p4toGrJhnX0aGy+z@biG?=Xk)%K^z;DCn_l#T{|TOR6C?9F`;++v3eZC_*pG7oJu zJ+TGNlcv}Dx>XZi;6K)^q3!@G;eBJa``Bo%IbI@zM?Y_g3(O^I4ebkz4&KegRi(Pn z3{^aG=!IbwUK~0pp4AQ+frnqUp)i6}=Fy7h$+>T4qiW9p?+B0CG~h|8AP3G&V1+J`1pxNS)R|6OEZ`+Z>J824jvwnMI^#Kg5CUixq^XnJ>rN?FBOKk4k**( zDaL7uO7KMklrVceZkMI1_^9!9T2wN<$@0vfMG6Br9QX%1Qrd8vMFK#?(r9kzX-xMl zB1&Jr_4N75aojPIecV_2y@>O<8y>##vbVq2L;hT6B%R1dW=*P-$TCJkRTA}g=23Jn z`W3sPk~C+(N>a=^C<VTL4l5P2?++3-(L*!>80|_+43^>%AYc`t=v z^ZY4uqn*A=V!nFe+d(!%O{`>1^Zw>?Yl@YKm7-i4AR0o$0Vb0igXA2*z;5#a51ZeI zvy}>q)7E*w>q^~~QYug(!n&r5{=}fHa`MO>F()9B}KT+v0rZTl9vGQ@*+w00jB) zSP`ifxGGgcjJ^m|SPj_CZf^E8`2XB9i;@YZ3p}h{f$TV>9Q4{(Va_(*qmc|*3FIZ_ z&B*`yzrNJ}sX3Kja}D_Ec9Q$JGV<@rhePXYFUP<<6a_p=n2qYb{EtRqz(4-~ z|M90>icjN)Xsm;Z88Ws&L~FP|c4K6GfqQXl;HL3dhW?|^N5wWb7!JaW1VqQ(cf7(h z_mh1B3$MYy7m_6bgPme@$ojXlO_ww&Z)`@N502_xkBO)UhISQ~M6azRgc3^DW6C%*f7qqFQ4>w|zV8p$vil(+&L} z?)ASvYEy=N+-#Vu17F_7epS5PdafOs2?@m%I%bl(0X&VqBSxN$lP ze8kQF;}2;+I0aa&2Ha~SXV51olaQB((E6gCxOA=j=hp`6qYJ11SjU)OW2F1UjwDcP0AL20LX5MRFVZQ6Va_C>3S7~!FA+|96XXPL|sV+ZS zqKvp{=CJR8X7)b{-G6=y4dc;V@J%D{3^!6n-_Lx-C%e9oga4b}f`K63K@4HJmqZyv zclg@ee{r$^1r$1LByt8IA_OJCIab;GMrOk~9$yL^G5pop0zwtI>N1EC>RX~ljRwK+ zxHQsI`1xP?_dicuk9kH4nH%UrlE&8oGh@g2pTxWvpRw%zuVxr!*v-7W9kgLfe^|i3 zQR;8~8~uF&EUsu;Vr3;B)KFpXt3fMJ!bMO@UU_)=quWA&)UY%QOc(z|DQfP$Wv|js!!w!;B6N;4dPO^4~nM3@VPr6i)o8dJXv~ApdA^N%@!M!c_RN zT*TuD(<5$juY>lYLA>VezfBL{9KHOjXz>LLXQ&nz*pPM>O)qhhY|9T8O^<)G8{`vK z1rcp){@nYkguL{JV(ANrSB~>JMS+qTukfO$5DGEtUnPyXFOP{+N@4`&y7P9%P3^DF z8q@*vF=eXr2zT{3!BiPzd2AYKAyw0B&J?G7ftQ>A!vm1={^mSj)ISwEO~6AH5Pv10 z@kRn&+THV`{=d4dq$5b&%s_UN>;c-p)c1?8UBv(DYrc?gV})`2`~h~}L5=KL2F2w@ zhbqP2M4aDGs->oX@(u0zaC=#bcB6gneD6o?vN7v4_P@HL!mu%NkKguxb-(qkL}_?` zb)+bHVK(50q5tGY;D&B4GPy|q-3^rlqP6O`fE3_!SPUMvdnqh6g&y+#?+z0nzJGd3 zvUjL3j#Pl=9{V33joX<7`aKPWe*avXla#+S&(RVu=xFue9YeEjTx*XKCG zMn20}1+>jPyb3ETl;?-QX&@xZ=Cgd~CHU@^=mHG38T(3yc5X4es&n z$D^XZN~@%v|6dL6;$&y+-vz!K=Ks6FMXLS3nynuBj>>4m%F2$uk#p&2L*akX<@U<_LhN@&9)y)e9yXu}`R6YQn_DiH#u zhj%(pzn3yFErW z`3~@FaXzn|rmnkKArU-OTD%j!W0*ai%nSDO1aPJ={NZ?4rIu+Z&7M{$}_bD3v^ zJX{LocrB+nZ2dO7+R<6sL+XrF$q-oHZ?qnV3$M7uy8`bkTPsf9-|LE6w7!|~6`RH} z?NEk9+}ggj8yZ&7HRs-z%|ED@+Sj;H$e{;_XSS{B&yjqeOse0Y4G%V|3e$A|xc~hM0AoKPbiq=<+*#TN}J;vRY)uVSZTw`k{_QBfUgT5lyw~P~pBW`X-pt8$;%f zlW}cz$oYytjBmeAOlQn0uQa`A$PBYTy%j2Q{&PPeCXTwhc9FzxwnZVqQl;WOYpvP6 zdCk776!5n<^jtkIB3gle)a{$xbsU+2t{f zDG)OPA^nan&u&^MrG8G5FV0|bo7Vd!KW=?gpb=}W@AQMD#b{l=XUG1{|s^Zo5`CnW?%vYwcz`F<8O8)*)gp)^>Xz6#QD- zI3t#bf9!AX2NQQ>NXwDsN#1BYTl08(fCIN{@H%C24+*$#a%<*V-%S>O4wxd3%h*Tg{x*(5zftFNsqU)NFp)TQE?^Wkvn}wD^gT@j zwyn`|0gJ{**$WHNY%Knx{pqD$X^2@BO;a?*chiA*85ZbD|8(W?I+tNzARq%g@Vhgp zUH=5ofeaUb*9Qj#$Fh1M_(5MH|M+$ng0{6d<09mFfc-2@kw`7|dM<}MQ{S1yO?!8Ah&I;?WnHvXspdKsKzh35~jvs zFr>SaLPMvdKM{ZJ*Dw2p(_#uq1QMmroA=YQxWQTer6xz=orCr+^ zo653W7JAvyJfn(gvbKH(iC%)#A;&YT>mWGqZP_c;()rv?Fdl296KfP!bz5qcdaG0| z5q#b$$AHU&>bp~OP&(PnYiw(luGh;BJpgPsHpjX5NsW%>>+XD$LGxa^#2C1-zT_aO zJ{Wxu>H66Hn7MwaMv);spaplbBJo?@-k4qFf}p&gaTqR3-GSwk?}g|K)AR!y>rik( zJY(s$w}8G!6{c`$YOOSM9zIUTWrsm`(W|Rk=GX6$>lPSIJln0M#E{$={KKWKXI_)3 zF1m^hBUkVr4|lLpna5|a&(UQHyeq&*4Qlt3r}W*>9k<7B z@)w@BUdnr=U1#s+&yS(db-KljKIh}(@1zA9@!A1&WG7QzpLg~qv>8#>f0SV$)i92J zbieHO4sayuZklNrGjgSCk z&MdtT2!2oLSO6>=OuVG{zpjaZh!C<7Q9ok_eX2_>V}?030bUTWgUj%OW9dfr(P3tD zW?ZjC(UbK|B5bD!sf`SAglMU5jh^WGnm#`dVdS=uw>Jq`0wSGmO-Wd4*xQ0GsC~U< zcp?VUIT$lKj$aCkUAB6y>m>G7)ryji5puYT`;P~BoPL%y>!sGRG4MSc`cNMqhiw+E!$OTfL-!w-nq*v= zdM>#hC{^H5qK>1RTutjknl9&4Ds3b}f=IUowCN7$%8WLg34Eqb3A%hiE=>_62D1J~ zRMGyApJ`j;d2oOX%KtoZsjk+!kJ@LtPS77&YdrOEA!^f163m_=C_1NUp{6*@X_Rv_ z`b~WgxzI5O-6UyzW6|e+Qsva`aY&Z*8fAfhvwV1wQVE_8>?!>UCF!bgFax5&&<>2A=suv!_d>b;P zvB*=_fW>$4|8DX9Xr7i@>i`QlrWLC+fpma|Sj~{-BH0oA37dfuE4WjOxNX1LP`Q@w#SlpC+om&Z ziXmmd=koeQ8fe{z5Rr4Z10Sx=W;Vz`6!{WmsVekEYYXNNCjvAzz$|h6!gh}2ODqkH zIPw>cT_FfU9b0?Ci2_y2!9q;{|95X@N#l(=5&v`rthS}%=~e0mr#h4Lg-6p}sg9Hw zK*AevdlFTx#Ht)me&Hob}})t z>uZz>I)DsBAnV@9%FFgXMPPPt3}mieWt#)S%# zM){OCVhU-zRA#bGw9UMZ_WFjGZ(EgH!eJb5YX%x11J;^-UY0MUq@(0GHp=9 z-mM51saegnCE#M2Pxf=ai6tc8i4vNnGW&#`I1%x+;rQNhH}9qTWCG9hlgYg&At2vm zhpE#qPHOB{4-xeG6Mjm_tJHG8&qsUe?!7hhEpL__(fQXw7m5Z(4%6hvNqh4r1-{rwy^B9cO6mL4jA8MrC+I>Cl#ex^x8UA_I8UwA z31zz8BXMEE0lIjFf*XIb&o+H{u2DUNs?un$?nWl1U^039%lnMM=6JEPPPj!gf$RtO z*sap%{mQr^vpDX$i<0nJJM}<_7X4w+WI(eL&5|vXL&tP8vxTdM&gwEJPFj=T17F<`3@wcxIq@SG7=^RuB#F}Z_IJxqG5$`5D;d>7J^c3EufG)O6fsc{N*l zuW&sTBBUbUwRnzC5LGx~=si93O>T($yUuxy$9}J03ZnWbZmP4nj$8eD;Z`?-){xHh z;6~QGmnNcFpm11Q8sFa6mI^VK>;nOGK~jlm4egrV_Rx@n+0?VE&RN^Hh63A%$Ln}# z6!bUaxOyqPQVM-d7y?|@7edF!OGR5`rM z%V)Qdzvgn#ZSxP`Z&4Hmr6%Hs;)eEyt=u_j*`y2bifz@-y;K2$pwPoO^Jqh|Vjd~E z^h5dVeu+EH&DKyleHz|R*z)}-V%I8HPVCX*p^_Ev*X}bPAzI2SZen93;wF9-RUQL6 zHeFC7@QmAMp5e*mjTBc|)#H$3RF7xAHXD4E^9MWJCC>Y)y(esx!oF=r&rUb^s?WG3 zHw@lpd1q8}m1~u}0q)5B#8w@3-C3_yAtYDRb7RJFOlBbIerKn@mwn~>x)T`{;^&-x zR%Mc%R!=0bgGtKr61Mmv{I0l<=#xpL7n%;}w0p#DC!!l9z!W0Hr7{`c17{zJes+;Q{@IbdA4 zB^sn?T+i8CWIJ_zyI^X9y07)n{1!kLP=fctM)~tFp=VZ2ZuKkFv;WBVf@bKB;g0*E z@ob-ORLIbySg)vSIb`9%kDOvB@0V20MbpmwR!E#rJbQ+hkOb*;h|pzb)sg!=-elHn zPq)sL&JQ{|$tfrg+B@m-VyBhoS&Hd23$j}Y?Im2+w_>r7WX}JQd_I6orq(2 zIAC`KFYhljPqy*W3X0S!xht<7r@Y(&luP98sO)u#Ct`=J;QynMp z)=fvKPKYM;4BrYJoudDqXmo*;Ht#eX;7r<=3xg9GVuVOu`09V|&LEgfGy6!ay3)Y) zX~;0&nEMrMVv3z}3>8fc(IiQsb)CVe&9;c{5l@)a3DW(i-(N-c25%1DdJv8gP2u%1 zocp2Uqz^1UEU$0v2SxI14p(g<5d1Qhn6_IX-pZsQrl$!bX3F{=Rw0g#3o&pMVV&OJ z$V&A}>@tzgpz+)E{(m@o&#{4I)dw^Ij3@t+$7@z`)n-fua`EpdbPn)zBuW^tX{y@v$m>rkxi+tYjc@~l19uq`miO{2lTlb!sw=kJ*Vr-O@3Mz zf|`O};11Q@p1IG;O?qqXE%s~PxcL2eIJ@8UhGir>0?O9_;q3Bs zpOMQ8GZpo#)uXlc64j2kUeGQpVfZ?UYXxHRN1ufw&lVw!JEAgakz>2P&&m6B6aM*A zmku?9K_R!#&9C}69X`yCyJxP7fR(XwR+u%t-{%Ec=v8vKpX7axZeu2L+Y`9m4|k%^ za`n2-O31PgS@jW$A2 z5MoOgBlDXJzu=I2^cAI*N1XOt;nmIc`1g(Ot@@4$1f%2?dZC;jEVUj=0*MJJu|WqF zSsZc@(yOrv4YYHk>LHLgdx zTLWbO;o#cn>IqSuqi?ZABzv!!KZRp-c}ry^K#Q@pO#5E4W0%y2HS8wO?`Ze_T+48? zFrwLtFInsI1V3N=;+@gcPX6&Qe>9wp)`d|mw4%cE^SyY+_FF_VPT8A`yL*lz`C6ro z<&LcG{EzxfIik@qy(4!MJ43FmcH!I&f;Qftn+WV6X*(A(WVAW6!Pviw*uD8lyw9p^ zX(#{2xr2Z+DGHE3od4Pp!Hl>r+(;B&`)Ij6x{GlnFZ&eR^QXwDY2xPe1CB&FghMZ! ziN3(vJrR?1ndgMsbnw;wfRe=!94#j;){-6DB@X@7Fp&@q~3Q_WAqB%n?*IR_%xTq_($X%8);x=&gLqDxH$JTz4_rE zYOD8ggl;dp=C#mR<#+XynX2lsa{5O{v51eko;j}?;~DAStp3T0a454`56kjZQtdl< z5L?tPg9cKF#cth~xTAwbtJFlt!;%crF_s5%UF&fH(aw}Og|$+v1Tx^$(064it!!F1vFTG zbr7rs&X?C!)kHAE?TE~7D zD_gg^-3aGT-9aR~#p(Vso5BUR>N3*x-$-7?Ja|vRMsPeBae2AC$6IDp zjbuuHMJ@PF{1H6_=cZH?O_JJ}CufQGR*-U0{J!`0re5<__qwLKx^Rnw>fUs;N}UUT z5DIqv?9KwKFJ!~F<- z2+@~?;D&?p8-#q-l$AANNcQ^FykR1EWxeZ!u;)Yc#pUnjCLAWA*_HosTyDT|F9bzq z&lOx<*S4MM!kjnBBw{ALmQU-Dx6KfCxUE*!%uitHiJc+N05OT1brs2i%D1B@oGKQi zt*iEHxw`Om3%Wm;Y42WosJC<`Iv6(*aA&k7?gZ9na0RqCi zDbtE3!rp=Q&AM}7EqZ-TDKD$8Ph!PC;jMSp9Wv(FXxR zrL{k&Y?O{7+l$zWO~FLe;VW2Ie}_>;&{_+0kfYvP?u^S^YSm~#9L-sWIg?q4d6=g1 z_grZD`|Pi_@$+#WX#vXT6Nc-wd{R|%N z6|f?);S<|;-Tft#ttE35YQ-4@yU|=v-b;HlQbVXqbJY$DICMs5t`w^XuXu%8UXWrw zG3qxgQ^dEJ0yXS~(=#&XLh8M0@A@r;a)6Yj+3(!2r6gfoW0(e#WOGGyEn5iOm6)b| zPjd-j?PcAc>jPV!Fi4SdZGkO)4KoC*<4Q#`NIhGf@Ab}E+*zp^8a57NrysagH0Zw?LD)gGT#Nv*vi}ONv~>;vh16Sg>&f%mO+Gs zO4HKkKSUTrG-s2pu0vKL6}=clHD&+$U1(zWRUeiJdP4(=FVCeIt5$DGFBDmg6#enw zD(C2Oa5~N2SB8jhjFWylvtxr}lL`_qF1~aTN^3XReY%byJO}d@SGbPuYKbf zHOMC-%s0!zV_~Xl2UT_FinNjX+noUUX0&)*^j;mG_4=xLoU|;oIi^_FF7K@eHw`xT z&tEUjhxfHJfzip?AJk3uctC*^4uK~_?Un6gd&!E{cLe)SPXqGE$_GEUS_f4NW=XOh zyYh3!Sph%)z zXtGTOrNH!r%p@*UXi3~01kE?f&g}WHJlQwxWwx-lj^WP;T9O-3a4t5<=rXdJln*=} z$uC;qsy%Ku8`#I!JKRJqSt>Qoxz#V$IR!a$O!$77?6K9x)ytB1nb_>4P6%Na{%nc; zRC>*nOzOi~VsLC>ANK|P3KnwbT@{YJG3?~~81VjxM>&rM7IzAonJI~${p4gBrR3hB zEI&r5kMv`+J}e|8Il`5BhTE%jO@tI-wr^s9T>K9>ACAa{8ReJDT4mmA95sI%b z`D3zxY=h0(jGUa(Rai`RO4yMw_t{+6IsN(*rAvSMam5lZG`K2I8)smZDY8{_TP7?4axlDfoS<9;#g>S0D)TJu4WZNEvJNF` z0YCdS2YUBchAN%5xVT0Zx*j#Hh|To?nYXs_SM#aLO>xf)r7bzQ248QU%ZtvkKj53= z%`%UZ^Wx$G%AwKmm%3@=!{IJZH{Qhr$p3D8OL~BM#v?>lXSYeIx`9s(3UovCw?w%YY zFLB;l{xLmR=Ui;Kywi;0PjRjBGJWNxbPKUGT%Rhs+xS){D?a7Ir-Y48I=RWz?D~xI zC3mdxUvhy$RaGA0PRcx<%>~J&S?-?BwIJxUG^LD_^G@$v%;a z2pWuz2y<(TIsD_V@iVQwm2Oh3 zw-%W${u&4tuQ;AuD5;+vRUcl`o9iAiR=0L{e z`$C7dJ{B4bTp9BbbZdCHIx3kLtFrqiY}X6d>Y#5b=7ET>zTWsH8g497_LpI;8Clqa zyh0j)8}Ok{1(z~$XBpG)v4i-dPh3&m@*N~QEo^p-?@UR!`Dv|>NY1Hme*({}R9WqM zuBIRrHDg3Y12A6jt}cT{`&(|O)P%DfmJAXz>nv3Eflc^K9MXcZ9mTbA6xk=RE*L-A_FQ-;Qzt`I-D-VyP5K^A z%Q>l!bb&josV;u~>zVNVWVFvn$zo}xmtcRh6Yg+Z7ZF4P>wwi`+4>p3RH;4d##tgH zBpQC+(E$(f-fKU+Pk%K&T5wv1lN(9Ayy7mP%S3Oagdub36-O|}q-y%>^7 zZz{u}vi<#i+nmTt&#BeJ0+hga82a4Ut=%P=0ly@Rfx+1bKh8{V4O6??^AYPfD}-`M z&Cy(>z)4eMhdEESF&-dW4|`tMvG!(a*ln6jZ}eXvESwcQd{RdA7Yve8kCoN8zYJ1% zcc#^|vV80EpnvUid2_qn^MgPIJr3(@!UUa-RHG+Iqfh7L*LmtHRdwAH#I$+V)p*A& zZJ`r}Awy3jORM_OOEx1}{&&+lW;>9iCh8LTG#R{^uIWC|eQz zY+UTTa(VYQ*CxD9Hhsu>_(!Jn4#0PfjjfcKMG%p2?r`GT{6(4adr9Byg-&U2A;b4~)FgxPBx1;3ie%k?TsA0QL%QPLJ&wzZ?YJ?UJMO4aQ`}e*Xuf)Ouh;>?<+Y-3 z>K}U5e)!0Fj@#WuM&lH-e~5P`sr!!@_^gS31q%(W=gYryF-s^9D1&&z1GM!+qnAFT zE>G4ts&DbW-uR2dJVU*P2F10{3n$Lf1CNBc-V;C*dKW(g*h*VGov3~P(|raU9Z3mBG5y)aHIt+29K_@u%N38Hb<^P#!}gN2pyRNle2Ja* z<2ag?{;?IOE_Mk3ad);V31O2Sgccw(4%Vi1gyK%X`|h$_EpO?7s+xAMHXg1&-wzOG@Ng~}9y)i1}Z~vS)uGN^JD^D)AsR%q3Jn2)dJTPZ$rc4f4KN{zn(YwYo zl5o3w{q5n*IAJ5TsMzQ^_^1dPRd?O0<9o%N`rR_dlZ8o&rL~O(4dA&F^g{c>F8-iy z{?0-A*?N?pV8Bvb<)BIrcVG6!F~<%*hfc2^>aEhZ}(Cg=M2~+ihN|e8qQAk zCb~2_y0Z?z`#8w4?g)J_Q{$ZSLfLqDg?N9n7_DkfIHv#oqxikm3HYM5=Q_DeBWOnpgGD&%rf#q|E9;7A zbe4339k0KxbR&~a?d7WtKARCBja=r3E%gtc__AHezxg^JauC?MxzM@&B+=o596oKf z=$&ipL4JME6LUEYl#Ly?vW;!s%3oTKl!_wQX$E40j^AXA>fsSfNcNCw5RBvW*cVKa=#67qB#hke)vhHBw zwki!R{YfL_#On7UBlBw+h>eAz+b&JG6~pN~6CmM0vty!Hd|E#&drr=XWTGi2f%OG*gO@_ouqy7Ap@kTaYIpb2D$)$Vw6*g{-G0g_A4a0OH>myBB)x z^Rm6!$54?Kv*m1oO8s8GiUHAu@%OqCA_kAI7RQTyo({1$5&C>dvbBqSLR|Ap*)V%Z zdB26J$s!Gwt}Ob8D^M~#mL9GUP1>InV({lr32p3RH#rQtkt+}U)YX_B(WNLNa$nHz zmilnw)%D9fR(WVp1U7x^4Yud37~<#M7nX2yEK!H$zPdHR=) z^KSPivBxysfa?SuY}XIct_JCqrF2>j@$7JbTU$C9A);Eg<&t8?LZ8t}F`a7l-KIqe zkvC5Z)-8O=vu2{f>L^{AWeaJ1%tNp4jH@)B)mDu2suqv4lPu3x`>7T`|MEyizNX;j zS-l1hnhB^KPx+GfpUK-zo=dL5Bn`Tbc`*!Tc~8nOEJcE!|K+gUD-+Z-?PGpX z>LG31uiA#*oe^+Qrfe6EdmYV@3#P#m+*|363izUlDeyO-ScXP_EiW_&4H8pY1uwhj ze7Ca4XXHb{^AeO`h@@Ro>~#dtmE(-2G2>lPKKf1`l=Tm&ZFCxSK$8aLSQI~{`m7r! zyxx`{F~W>z1o8NYnpI#QR!zAb@zPeLMM4{ zcXXBDjCtM2xi@w@4E)DkfrS6#CqQwNeDBz^C+pD0J--0A5TldHVKY_2iEAl4lmJ^) zg7d=Pny!TPpT|qe$qhce6dV59eX~c-s%oj?eNgl0pW?c0hRz#(GICx%T?+r&`I$4Em|wpsljG}s?(z{w&TYq$mZw_| zo*VidkF#>D4)<`589g0x7MvRPTY-%Y{#Dxi%LLV= z-v#GwT>i8=gI_rjkrQ$0Y8-Q}cm+Es5Pw?E5XX%Is3!TKpG=1AD35x=3uGo+(wNL8 zsdNeeAGG2mbswIuPy&+pyT6mTWGE*ngI92Fra&G9H;)N*WdsUqpOHpr8pL*5to}_@ zh6d!@@j;P%!6gw5l=OB2!|>=!&mKc#Ehu7oW`pqEY?#2fn6@`hF4F!ApyH4p8hjAI zSJ5OVuVBBAH!+V6t0vp?kCyTsTS}_0TE_frg>w`b$~~!`7cKCb=$xv<^-g@12BKO2 ztMQBSjDgdnj@(Y0TNMLY%-E69G8>D&38+E5$mhZ?2yhI#D@+JYEmxF2Pn?Wv@ zGX_guW}drDalJn~B#g}m|AX>MMqWXTlybXRkkjQaZZ;^G%CNZ2zLFlx!vYWK*T94mlq@vcHA;k8@&jGwvWGi zOjz3ff-RuqbxV?uc{3t^05zvh+<+#@U!nVW-n&HYuIq z-rJ`p$Ugl{x&c8s+VJ^xQAL^P9r5u~dQESC=?r;> zVW}1W z)NLO5`w?`UzqkY8 zQv4#pQ%fR)WdeGfEpRbtZpv*dP9*DUDVT^0T=!`jO7f93av`TyH6o@%MX+!;?4Yve zQlJs4MHo5T8{qcPz8x{OAox*nWqC!yzH#?R&mHk7^Oqjt$UI{I{nhGOXl`6ozUAm) z@6sySt4I&Anz7j7nhv6&U8XQydqb$Dgey^FpKnDuJoo96hvp%UHnWDFmc(V9P-kVe zdqX7F^d7mmK0IDK8=F*7^z?h2riGu$;+uw*ch-pAPal3B9@itxZ%WN{leWoT%FsNX;SQh>Rd#u^crCdnw2&6%gqFi znZJ?4jMcB@N%@##lPw;1;$mG0({z5&jy7A(LwsL&f{L+{Z43dLNTX0!a?~Fho6D#a z%RYk79(ZO?*kbC{s-6slvK0uh%3*#+7#|(XRRT=`QVrbsXB=o=Af=mcmbQeo&A;e| z1KNGUeO0+=N%3;OuGQ$3<)-~ig6$~K7QH4tRGkPf+UgK` zU6=f-ulFBM>UH5B*x4;@Htl+uD*AW{TrU5h1SeVy)ioWEHW!%WBVEw}eq;Otll3b` zJ)fWgTf0S1qL@EJoF5Lh8C%53#QONGpRbP${>;cMhIyu^oFem3ci+tA^p}R8V@Y{u z`}XW>9j-^cj_z+R6Q4uuzk>~!K+nDRvGlyV*J%@(06tGBoXG{dJ#Dv+Y`h(GS>vJn%x;byo649wO! zS|eyR2v`59Ehouwq&tWsHZy!a2FBj{_@rvWc{p?1ZL*nZi)1oeY#9c=setD-#|FA# zvt+KW5;0zYSEVPc61`V5x}M2V)FBW?3VZzKtI@%8pFo&Z>_RESiddsPdt*&;K{Y0i3bTLQ7uu~HNYBoD8YW@2`6 zmcI8*0X>z6^pFfhv%ROY!6dQMmkV{AGdv|rixIxnAfDB0p?y3T{j+@-fT@qI~ z%UdWUNLw*HX^muOe#}WVJPH1z9D2>Y}X)JtT?!_2xT> zmDp+1CPZwv2`8%Isi`;cd*MwJ45620G4$>TZ5$Z8)wE-x_36`qcr5viu4W0ud zoK{bCG-u=IKb47-qU^4(rUV3@Rd!N)^V&AY*y2MSOQc_kg#xZ3WbfeBTWKy@=i&yZ z{_yhgZ4-Q*R7TK|Ji+$*0U+mk=h{@aKPn_$;)33nY;!I#@o~j)|F|OHVLiAPClCDU zZUUj;ePdkdPH$D)Osz;pYI|`d@OtBDKoWn%$#gEEXm`}v zF+Xry{GHI&7gu^@%>G{r3x@zWMu>OEMp4=X<&UMWEi;jo9WF91dg?Ju8>*GGxOp4|>M#Z?wzb2`mJ^(?OuE zKhtRxl1i_=XP8kE`2th-pCaIxJH1{0gecOke?9=zWW~~HtzWWj>I8hp>JAG!k7hbl zjCvYp7R3f}_<0p+=}4sjOok!(SJ}hI*_w866PpyV&7Ox!&qcMAL6m$p=5jiC(wZnS z5R2Fz^hg?dL8;~9BtDCim3AO(0p_|LQnU=eNzJ*YJv+GM@xC3)j-(jV7rrJ(1)C;1 zAfWkwIbA(cUbsI82%D~3ym;U#TLlNfoX^#g@l{IJ0JYH9HZE8&1Y`KdG2&A}kU+wnevaI7f3cCf*(q>NuyG}`6 zk7eAd8nDjolSs-|cQMIK`JO=G6FkbfG%hbvTANXtb_A%ASs7zv5%?VUywF(-6PDdQ z+<=#y7t~*Tj<>g-Htwrxoi$=kaZ>++T04q>vrt4I?Gf8xFat6gQ(6rFBV6)%HQt%* z$Jw32S_84IzAMcy7z+!^ScJaHtTWTzm;l$Rfac^Ym zR!gDRjsdU>@IODK*ZJ?6l{80>AgCJYipjmjyXXKvVBp zosNVSy<7*{)}&YA=ws!u(**Z;Q_Z0F!pMD9QA<~{XMb-aW?JSF_ImFt>8c=ln z-P3JnrmfJwkQvrCmtVaxn?6*##3qq=Eo+WH%U`EvYLA#|r1+u_J-BW5+^{Fo`CCmM z(95@6X(TU;4GPtMur$ebUdtd)6fKNc@0t=nld2UmNiJ!j2Geja4ZFtOSuK3iW@EN- z%@ax55@QUBl?3(6;Sh{-t=SnHvY$#J{3wwv%8Tw+q~$HGuvGXJo>O$TR8CtAY6&#! z)5>qJ1pN$JSYcQJTgE_fk%$e0Hn-{HZwUV)*SD)a9;>hH-dL(;lVh*;zi|$j#FR1}4fE;eP3J!bVI6dG2m|OZP|GnM|$DBk&H8@^9W|gv^W}{e~Mw z_>?jaMLceKQZZr9?jA*zamInH=+!i_t=+$ds%CE@xtEwE-aEOTmF_S#876SAzsM4; z7TEHBH?=arUNOgi<_T&7+DZ!K6_El1Ilnj`rLmZ@FKQ=GOFwHH;=Sk*w$X4>0tB}O z)EEX33`jYCwKT9#He`5-nFN`cWXbl*m`@GJ;^loi#ox`!~3l$yb*0Rmm2<}*4=Ra0Q+CSDv0F)n^!ky)lYObo9~GWq8BE}_k7-k z4!flLe^XybP(7|qKI}mugae;;rw$2`l{X%)oSqsNqG{FS+<&1!F|ot>9K6wSFPS#^-kJnLUx>=D@mev_LCyKO#K_)WNP-- zZ<*CTT|DLp(I&aBPOG?}?$*73)p~LiZC}DN-ibU#f$G*4Vb#NK_xa zeCz>lcfYVau6Q#e{1gQ;ltZi<4WKZ__4-DP>_p!SxRw;hSa@b^4#Q0OR&^4=1MTr6 z3EE01e@#Dof+F2k1B1;F?wb*d6z)U7cPkF)&*=A=Ki~qi+;U8nKxg>zoXQR$8=|R; zlY!_Z(7+2OZTI;DLg1GnOA?ZB3SA;I?oNN85;SIEnD_aK@3Ane7QX(O>2?_-ed9HT zbDG{^lMfyXeW!bEMu!AkKk#&L%(JMU(~NgYlR7Im((s3}41WfGxwh%?cuBJjp{(U? z8}>&0x{PSaoH=Xovb z9c(6nIcd7szH?Zd&wMYYIYld9E)+DCBUqHUJDqhDPdAv=dHe3_0}Oa`B(FO%Khxj4 z%(Ci*Kp}MV>YS#J28s|R=pNPomt46_ddftXV z=<7^0>TBRN@fyZ^4Ek|)rLew%SP8gl8udm3Hy^G+E{VD|Vcc6=yksf(H+9_Y=S%p_?fv;EnyE2(%6 zM9LWrL4eC4HYY33c*pd>L-FH?nEexCIiH;^>l5MjO^T$FsBl97fx#hd^+lu@n#&5xDVNvflS^x;kogK(C9hpCm-@gK0j(K>A+O!?Lp zF^tdhMy0cby~ZHXRpo=PB^Rc(ENIRwNtU$4xp};mq-q?!Z=>))N$bZ|@)P4L2FbFx zW1#YKX8p7Ot;mt&l!@zB&=W)^?;Clc+nOe(t2mpWOC8}}_;viTg{099uJBAYGykX0 z0XAwhB<}Xv`M!$ouQe>ITAwWy@hQteRty1vkScV0c0>wj)|k@oZDfp=KNz${0D3)Q z^{7tq0KBK);9XQ+=*`>K0%riusBdL#HJPGpO&CxK6MUEb)zw+QZ(P(S6%R8@v3Qe&s$z-#&qb3@ zBa{n6j*%8V#d*Rz@^w9tOY9|tSLyOLK-XTfTrvrzp7{B6^<*|6i&%EeQKi9_{aqNB z;c0Xdj&&H~MY6LmxlY#QY2&4`tM;q+>f%m)p4Q=aoCCX<^&D*+?SBLs>z|Wjf-_bv zyzSWd3?v@%z6qXRRo&E%;B6{j3jFbPVYq%(T*QEQcWL9*Z)G#3&3i>yaWkbOlLBOW3Rjq1JC) zo3_7|EMi>$GA$Ge2AlR)d-s`1a&mJB58A~4mL8PtbrG~))2GsB>+9IM!U3XW^hQ&9 z_)=y+WUdgJbqxye#1a5XszK}Y8olV8-0xXSo~pZX6qD0$idMsp0EhTxXb`MDRp4q3-mZWsTN5=)N{4Tpx z?e`iQ&yehNSS97~>0*7=7hQ$5S%ZC0Af;Ae|*crvYWq|`wn?dygTlqk4ElIt>LId2`e!`xO8-!;xD*J znk+VN^m@V?9D@^@pP9*tadDa-ti;y9~($n1sdF&Fk@kG<#gvYo$e7+ zBB2$7D%9f1~r&&FO&*$jC6kDc8jX4h(05!bJS)=jS)s93Qyw^E@ z=J<%*G`L(lrBX*O%6djzFKry?ax5`4*29RG*_KNA`NJ2(`aagLG=V3)`z##s6Wb1p z0)c7c$}oE7q|0>$DzMeV!PKHsqh8T+2er?nryYU@u)BwAJwA^|ZkdYNWD|+=?JlqE zREu4N zTTb$ag-a%#r>!tUsh0tP;@GV!D8Lnv%l+8;VW4NU3Fleg zCEjmq2mv%lZvoAb1Vu3LeAN6#c0_Sc+*k0+M{uz?wq+uNU}ECplD69sO3pY^eRynI zSGB4ptI+;SRIA&!$y)cX_Pnm+=hXO9kbP+2XNR)I8Yjv%Hf?_^k0t^xy;f4&<+QMLR=3oif2T@#5Qv!OI(^SSX7s5) z_Xjlo_TH|RB2x7y0O=(^O`slLMneBK-?Wb#`ZE7om9V{U4dpJK=`(^Mv__j4X$OLh z$4(@#686nZ>5$J3f#%f{g-fb>PXHlOnk?r?W|QY;G;ndIPn1VX4((u*c`khJuQZpM z`+FPSiXVLw0ah=743J)0{ldC>r*TvAYr|=-iQZ$b9eI|pY|aY7S>!@XjH>M6o=;PW zn@8O`;Gg+pNNzx+kB6qv1@fy@Sfjn0WX5(IUDaLZCJVjH@+c0<^|ynnP#o0Dbj)=) zhozlO7eu=cSTJ56<@23Fa{bOsR|M5_%!yI>0`dR%DZ=wfOZVb>6#CFqQqCd2j^YX$TJ-~v(vSWSk7}iBXj9qwD%4_StF`aK z;%o2A|ib+)-gq`(C-^$n@#EkEj^R>{3WLT z*_+;tY?O^5>&;oO$`O{nH~BB*ZrPM}FH5Y|dhzyWY=@^0En3N2UoBT5d!dJyldnLK zCO@0-N82|<<#={+O-FKvTbzBQeMO|7a~|WCDo~nIlxMb{)^ff(!s9E zFKE+_-yVQKzvB!e2^{;)44x=i!7lQ}K63qS9YCDwy*+_?U%94q`HV#d;?l8>W=n9V z%@BTd-@EKT?Y;Ur*FakOJ@6Skw_wj#ER*DC2>eK{>3);nFP}^tDa$?ciEw5hxUSQG zFl_Vid%)&l)>P1ZZW2Ou5V{v~w(n2XgAZ*344!m#cmgON;KU-oXZaWY&;a;_veS0G zY{|x`79eeC$aqt-aWNv@WGUVW;0yI#p1;)` zHgzGv4nAla&F$N;TvFN0X38t#LjOk(c24sw%@ja2!Q=10%i>Pdp`fSKSJcy zAfPS24UJpOv?a71g5I{HzUZ={rOvB<^XnZS^Xuz8thW>gJJUyCvHU)|s}{a-PASXe zQDx#%h@-U3BXn42T2zGUMsV6x#_o;&pIv-wSPP{EnA%E zC+ows)0XiCpnLvrv!d+efBvV%%6bh*cF=})UT);(J<2`UYBmmRcY_us2?7k%E2G*a>M1tTM7SI_ei%w;Eg0^ zxB@XxozwDC*5=D=v^iEsErJo7hXl7wJxU6OlTZl$pXgD(|2m`pby)xBKcwUsnSuMv z;psGWId@Oa*ZzuazD~tLfkBha=uh4RDF_3%p{oxr-_rfZJpRw$_`h$WXGk+8AoFGP zHL}rQpYi%7*X8L7oQZkETZ*sDI16sda~!4r_sjV`c#E<1Lpmfcki!=5QLtBdHfWya zX(bz#Gt2!wGcH5l8D{LX$I1EE%veuCR#@nj|9u7jmsLtZPf<3wvwv4jm=3Vb=v#!+ zLZE%o4RqPhXz*U7ZZP9Nm@PrD1R4ceq#|(d{5~D+B@i6KJ&$w~adXPUoS@$3jLVe;bg-`MH7L z7b_|bEvhKpJu0RFKs3ri6o5U>L&)hyQg=vie}}D3${tKI2KVL<-?ZBZPXF0@8s|3J z`zFb1@P^AvszwBb{1TG_%rD0i1QVu3b`WmOzXr|!+LxQ@re;+D%8(8D${H-7DjRm2 z)%@hVGN9j{^&d)RDOIM{b+1JMPZ!TQ}+Vf8&Zf2(d-982fXD*GQm_HV7F*<4ua?MT-2 z$9g)XFdeLyX5yxowKSxo9gx9{4b)*IGdKXQ^m^gH9q&JeA;o%1ZEe#qtH|%~MvujFmaL zDN5x*+!evfd%!0BDB(+XL&{4hLkXt&tdB}-J(C;)VFOKEr9&Eo0n=#SV5fE(Vpw^b z$L=6`x~&=@K3}BU!Zr$S>;ALWe`BD{%=8h=*lW_iPnG~+!pyHzmO|8SD)tmCrdS#R zbmTM_Q>7i}W7;#Rb}zb+UN(79UCwkgGuBTHw8dQ6pho3d-u?lL;mdfG6Gw*>0l=g@ z0}S{5+g&)so61cAg-p^bXwCw!g=jMc>q(bVzC)$MF{e=c ztsn4{w`e+VZR%_bk_AMbmdJ`=Qf9xSCQJGSuaXdhz@Y)DoX>O-7;9LN1DA6Jr9t?O>`9UsNNN-%urV5W65NL!g z3;+*-c_~tx*%Rsi11}_CI_E*kTJMag%tF@K6F?@57NrB+D^uDL>*K^gTUziHDX4e8Setfz7vNGrfKH0KDsKws-iTv(y= z;!KcB^Iuf2#exDjbC`p5`GILj`t4K4fIyIVU>X|diT{u?hgT|TsSH#VS`@Pu`pw7u za0HTZg)@HpE>*@2=+J`xH*`^G#rv7kN~g+70X@_lg{|qf;Q(a-b|$gtO>HI>2ezaWc-qJgRLP93 z_|xGswfhkZnFHQd)co(a6)T{9+f>d2IGaDt0lbz1aOv#1aEEGsX(26g-_gOH+UdNf zq-K43$QtC-re76@frrSN#{YNIp3Qa5epFQ<;kGjKP^H2{_onm{3`fI(+W1ACy&l>~6)v`FV$8dPpXas^O?{3CE!nWvEKJtms-4pfCc z;GfrCL*i%@Gy$G=S&v$_PTms0NffvW)XRnaz!XIK))|&T)UHMD1U;lLZMD9Fy1GNk z_;*Pc`(M;W?M4O+OI`Gzr3qO9T%tpEDxe;C_A!%T(kGuf=x$wl4scGnPe4%#f_Hta z-B9DZL8Vo-SRnx-Dqcb1Q3n?{GVHj1nezG$6-cj}K*{JTVZXt}lsS+%FnIki>f)R= z7ZasK?koMTCQy4m@jI0km7Mk)adLw)09rXS4X@KdU4?C(3`~Q|F#TyS@U$;9*cBkh zyYVmbfu{he*i>s*4&Y4kfzJj#7uNj<;H28!06s-3MxcCM%M*Y({io5>vIEPYj-vAt65+1Mz(Ha1FeG7yxJ}lsAtgABK-qe{oV|Ufxm6dtk35W#*Mp9gvq0U;n+bDjc3B+R=h@8hspdshEKDGd8$*6HYX1CvKIwcDv z#Ywk{3hLNXDJ2Taw)e9msSCr+Yv->5ok&U#r_rrUhRQDw0M7G&qb`&J zdV5o-T0S5NDyEFmON0Fl85tmQz-yXC)wple4Z~$gJMlLW&jQ3i+!*mWb!W*8{#~K9 zD*HqMgMMMny(*!A%=lpETJlbhSWa#AL=4g46nkVLtPA?WCskJ7vS>$s?l(|@dzjpHxq*^ zE>n>f0RyxyWjg~>#x)qS#8WwWfVhyk^P6%0=nQ!1kvMgSc_vxrf4U-fmndD4-hd*$ z^Hl90&=>lrC!$6r%mi}J$KPn%3-&SQI#B1wxxEdg(x8!M6e8?BMN977`kWhC?;b^E zTLzF`P(TH1!9SoPvmyrDPhDuZ0Qq^E!Z8DSf_xx296D0>@txz5+ECtCPp>i}y%kS& zCN!V=qgwVO|K?e1=bd*}y7DnufqbV!DrsG6(?@J*_5_%)Ewr%FBK9aMEyk0kj*kf& zJ9g{VUZXyhoJug{LCBXQFhuagyy+ehZ1?a3mF9KWPeKzzA<0(Ei#P{_9vqdZL5^}s){ZM0i6t6$ftOQRn-9JJ0Mi71c@ zjRMK;6qSI_JLHRHs5P+t$0jsg4E4|dg-(bk25KkI~a&?+L+3aKUy;4xdR%t7B z4kLwbHVH1xZJ+^xj*st&Vrl>9_rRCNb-bsPs!u+2RNzXSh5SFgU1wC2+15@%5k!ij z;?S+AGz%Rhu>dLpI*6i38Br0DqV%3PcXTX(1x2Z`018Nz4uKg|92JP5AVolF5mZn@ z3lP5ZhCcU>>u$fb?);j?GRga%v(G+zKl|CwmN~f2CFN~&@Rzi;{N0}Neb*M^ZPlds z@H^}-wr4~a5M>+^RQswf>p)E)bsMGf^9OU)w$ULGJYxl}@Ug||RY0g9oK$L}FNnf`d}l9W4~B4I=r9A!*yw_5#nVg;UIszU0BWPNQL^M4!zUWl_K2XZj?BVNYQ zhI6Js6Y7yb#+&TQ#T+s>efS{eY?EI@5zvNZU5I!*W4N~d7H|tp=7u_nHQi4Uq<_65 zqe=>_q?f{cr%29~;#fS(?S60c=n9pWq<`(apxAl*8PsR#61v;$PP{I|D}1K1kW@!F(B z-Pzt7_!WG9M(8QJEO1&!(IdDr6@j03l0{aWWvD`uxr@&`L8jsJ6oD2r7>+F17#ZQm z-5o1g_JeghX?mcb8I?qw7q5Qj%f*x=mp_oPrgUX|lWXj+28+LvU`DxKW<1*1(XeS)cPB zBa6w^=ty{gkHjMEGIelwBJ1jpcn zN?0#Aj%PFw=&x{=cToX^Wq6qerN0aaAP*CZzexsTA04RLBwSZycJD;(NNb*m3O;Xu}XY`Sw)tJ9#DN6wN&@NUvFtiL{+Td(gDXg`ZR*NPmTYXM(oSsQypT$GQ1Nu8{;t246J0 zE5?^U@B{NG>=C$Wrqq*JR|2BBID4Sk*Yd*iiyf5H!G~@bRgwYWAQv-?-~S5mg0|pC zHXJ2EttbsYVKl1JaKd>QY>1`=0zKx#w_kv7|7FeYJj;{Tm^0QRqD!UYx3>|%r?(b3 zBu+IsrxlnK!%Yn=Ya;^pu)!29UCjV5gO3!VJfIU&2n-ekvc}|a8kF6MYS^xt+$i<^PDE&fasY0qbPF_r=jXl(W z1{g9}{?UyYWvACQpi%1aBcs&V(-?!Y&(33#XMrD&!IDQiK|1j-FCc54@`OLsDdJ~G zLHaqboeyNrJ&~%U0K;wBby!%0XK1ODWR~MBd8ngGz;7^5Dqe~6zrf2#!uzDDx7h%l z%01*3H3uRG2=o9U;71h>H7_9R8gRMkuuho|UXg+o3UCy=MXN1UNCrG;_v}V_Zo=-A zVlFHsngR{x zop~EekdzjrO88lbo{Iy zQLAryGQSb5(nc;mF%1@^wErv!qn6n`#B8Soft=RA|6O~Mvopb;^csIHx*VWlz8xdDcYS$WdW)RW6_QN0daZUrJ}5jH^=VJ-L0 zY{LiDe59DWcr7i&4K#mZa~8S}{xidXuKdHIFyz%dgjBl?r&Yv*BHWaYV@5zr{0%#Z zd#8hdeHw9BU?)+;{8zM-!JC)i{O?~0G)CxM;n|C-Fsy{4ilx|2c*b#Z@++JouJEa^ znkdi_@u7>*72yMkIYwJyp^$kl_5wfkve6aT=IN*dae#P&uriA6HIe@vj8FkOPdSm* z@6=-J#HqqxLw_a;nXJp24@^wFuzJZdoMi_(h}>A!V0q)6jj%YzM`e#| z4f*R~PoQ&ex@>T+fOHPVfa}>c0~^>_=DZKK^xV?hsct9)UxW%CGK@;e>!9^7&X`p< zup3nap}VmClTAfaB5+dt2p%z{ zt+a#DXGql9xBwN1P?C$6@t_>aTTuvhfnkXQay<1@5x@_n4N8La_^nYPRVD=bK+$43 zpyzE~KC@!L)a-^iUX+u6K?$+ZnvT!`acXzKPeRaqx*Ibe-Kzr~wo$|cJZr#)4GsQA z(FJs|tZOn1Xy{h)fE_?2YqU zs-2fnb-O&KEB?K@%z!e`5AZdZP~Ex(>8>~}bcS-9>^}jC;W$bYU#Jl`)iuD894tnl z7rpuheTFY<5zMtSQy<5Y97h{VEQOD_LSJNLC�O$lw|G@T~p28-Zo4X7-Gd!I;D; z0`LI>FtBbUr5u6HzY}X-hm_X+*hGXqsJ{HN^fn!CB9d?F3i6XjJ zb9tz!5~Yt?GMOovBS5H!l8>PR!w41dEaZuRTIGHW+0eZ;fKvOwmF-)BYtVod;#^VL zCR-wPJt&gF69N@?=Q-}oR3*uLSQ8r{$!5LKg%P?@4b1|3^%=N;^8;t7LF=wW$axH^ z%OiLxG+G$AelDgMVmb~DsQ;Gz6L1Y;#B#>rwU7Ww-J%Q5u!s)%W?oKMeIKiwahSZGQgaN?-{66f-aCtd zcO1Fca}pn53t2hvD}PdfU17U zPF%pBrmb+XC+kXe7HlE%lLB{Ch5_@ML64d7!El@!csU;wK$NCQys(mdk5mBFEfCIXkOy;5=A2jAhm8@?S4^TmmXwPT? zZb-v+?0Q9YSuVFA)bzlRcvTO@?JKYw()xiol_=2B3;lU3j8Kq;5eoc$1GIr|wdbb^ zmZ2Tp?*=Gk#ZiV4%rT>6FdX?f8TjlXgTInKdd%lA#nuz(W;m9x4I9ds8^!2;i0Ouc zqk;Un+CV$*k(-VU0@J?*0v-Do1uQT@kel?VM#IqdEMSO?6*95P8x|XkriFOI01pxK z%cx+oNu6Xc$Bk%DwxW+}K(&s>=Fg4|WF(cL&u{~wF3U%C=1@&up=JvNe;$pZ0}*u8 zIk^_$Cd=^;@pa(F$tMD{=mZLEx)3l#Eq0yDMmKaVGLiLH)s+^HE~P=hOE*Q+fB zxp2xHF=RY9mm)TbR>d7W>ksGGK$d!vIieZfOrD|{UMN+C_5_9~OveNUG$T9M0ZcuO zPJb5vT|8@vAl;0M`CPfd3+BV5F(yoWE{85Ei>e>rbjo2Zn&jdOGiwKnLL5|pJ_tR+ zjM_m!YnPh`>>Iie$#E9L@RxU@5y7CdfTNt_lt4>c3~*ZZFfta zu&a!WZqrHjz_TvbPgNTnA8 zUgJL7Z3fXU$i*9YCJF~{QQ_c4!PA-11z|hJf-rmJ>$NC$h4M{_or_EbYlj%UB?Tfjj$GzjSp}=is1zvc|76bA{6~- zTTHeXSbZ|ngffB=E?dT_{AjZ5so?ZeZ*J(9LcEUQ|zNB(!@$8yFs1hPne_f7?QXvtCy8jr2-C2tjr|!Z0b@Gg31jlJ>jML# zY@iz<7jMBTha5(D2!a9#bb;I@r9e|gl;kPmK*hF3Xz;NHE1tR{UOf*r?6h1t)QKxk zHyoa`_Iq6q+ju^aoRq1a!=?f0Pq28ATx`uZlRjAF(hD36!2LxQ8Ne0a^5Ncb5Jo7> z#t`Vs*~WiwD`@hsiih4vF1DB*WAp*_v)NL>V;qBJqtgt+!I8Bz;6~yo5`285CS2`e z;0_)#KzXeB{mC%EU+Q2YEQXVHaikb>8r7Z*qY`D^vucBQt2fk91wru39M*cBRMGN}bH^~dl2&;Er7;MkWqT`PFfrU=|x9Hk56 z=A+5d^mF1vs3(>{uW8AI7AJ}|jG*sOtj>7_?d}TH zefHPebm$r1F~K8PY4QT(91y%4gq}KXFG>@ZM*rMd`d%VC0}54g)09wv#7*TuJXoH} z&WnXMy7ZJ`wRDuDX7Dnc`?GYuYc&79I%8N%@iW?u@tI8&uTMhc)uhI zhV&ttSPbT6SD@5)toFGa?4ApbpHkAH}j2033gXdr$PSmS@lzHkIr}5An5k!kNbijg~o&wDE^|%Y6L`^3?Kso0kpp8{WIu=-d2LwfCbOg zpv?ugh|vd8up4?Jh|@@Ymn$#kY&`FJs4IOjvsz&F#Y_`Q%ECe% zju^pbF<_Kmd`J|L$#H&3QEoUmEYhtR)%) z$3DNDiW@#A(Z73?A67fzE7;|sO{ zd&E)~Bj)7c*II}Uznp!@H1MbD4f&eDb@bYRVVriT+4r_STeI&jj(P3f?H1T>ng`8h z86@WV{R;aAFEvbY;TeJvGAtu|VV^a>i?vkz!Rb*9BI2Mueyb)JhZ`-!Gk`ywIFn}Z zB6XjDD=hSoUFSO9qZmKgqxe$!vHr|P#jOfA!j4I&MHyAe8VPXaLRRIgh zG%=b#%mPIQBhlecM*VH`$+QALC!QGKE0Bw$raKXu&Nrw5pWn|6t$xc3tP{b0J`xs; zWo`m4KFtCp4{z@nW4RluyO(%&+xr8*g3k|wLMOEi4>O_A_Lrq7h{`gWBp%StAQGwq;bTtgiKtNm=_w!XKpeRE07Xds& zSrbg+_e5RiGnt2_?}h5?V6-)qbH|8b`OpOQkganY+M(s5Jgr_t3(E%|i8Bb-`}%M? zDxjraN&y1oq~>8PpE-$84GyAUfM;~uWy6#U@C0itOr23)kPoIo#YCjAV!UMnFGJhB z9=H({;z9(9r0HYoMPs*PQ-F6f0_Ra{4~EQpfRTCind$|BKRKl)tppw@Sr^~Gg$AF4 z9zrQ>LD&sB-in}pI&&T3D5zMLVT!2sA@da~IZay8uN9MNW(e;4(CDE{5sgz}N!X420a7s0f)I8D;`} z@E#JDoD7VY7f?^hoW^qxp$qt1aV96n>|pJ|vBa#{&=8Reb7JHD2yJbY(lk}z5#SC` znuZrTcCw+~O92x=Gv>$`7~jMDEFSnE0^C49452Boh#&7$EPelLh&PN1hVG*fjEORV z7PNFf<_Ef>!Sk4EeBcxh!Gu}>?TKo^_92|3Qz;cMa}Eg-K_5c4heG<;C_#4AG0^;uy*x>L#=a|Q)15u4}@b2pf^Ox?1DqUV5|nHVuAj#45slnb|0l4 z?O(y;{uW?7ODfi#5MA{|LjdR-#^lFoifn6fsB-i=^_eAyuwR_)+@zr)zsl_J;E@cJ zZJePS0Y^$GeG!zo}Xx2C^fW7()?9lfW;>$HieE=U%*gDj@J#A9g|n_Hje3 zJz$9v)}bi)0Ppi)KeSX;p^U7YPfZ9ZrjC~X{7rd|siQawNIRJ{VWkBe7hl|M5Kczzt? z(5YNPC{=;72MtBgSz5n+Lajgsk=0$&j{O_Q<-5oO8ft{53L(W$G#*GCVOU{a6~|x< z#8f^k%?M7w`^?X_2kwD@81@3T9C_oBCd|J7d2A)1qV;wd zg>>ABa|ZJeTNJf6!VKs-AG(IeCm-xT-Tf4Xp7(@eJqo6r9)*~11Zdee97851zyXKw zrX-m0^66Ze!Ul-1Vl~&oUOaOydT~?EP$VRx-h_^)UZ_H=swDQ8M@ual`kR z?T?Ea%KU)1VG8Cr#>EYF5pAyqE^gR@g;8Z)$b2x3W30IxE^eqiL)=gRE^e5HaSx}( z4MToF+)w}`AI5R^GN!Baz1R@5bZqmUXE z*0@+Sk2snd2s~J%<|`N~AT&usM90&>>UZcsk-^;AWCCK%H)uUm8tYyBWUWdfG8dnO zwy!y3O$mcXI8}oiH-(|-%DM?UL5WlGQ=k!yWX<9e^weATZw3aHd}y2thl+@}IUFjY zzlpyu^cB`n941wd7~=^87|u0;6BM?7hL%3!QU7K= zO%&;;AmMt1&l)iVfR@l;I88E)Lvm&gKQxzX2Fvh=)D6RCsT(T)|J4m8e@NX>X=c&D z^M9^xI54hmhzK4Wb;Gdty4v;NndLE9J^pLdq_DxXy->Y0mB z>P-6?DQ+$P%>_>;8j zf_!l0$r(! z90q*`!@may-v3*9!&;8Kq4>nKM2(j}AaAIJ<|5R1cgMk~dI)hsWW(Gpj_ffa8^*w! z4d!wubHs7lKcm!SQA0j(q=*hSmuHe|sM97Z1cQyp#owki4V1^SfQnSje_^n}v1eH0 zLB?@%z&8nZKUi2NfVF4EB~C^Ksm-T?fKgrXMr`-}1xWG8|J`z~0uhs86@i|2L63h12I|k1AJEohsXjLKQk88Nlj!stspIq6s!6@x_ZXaD~ST z1&%<_5H_F-$#nL*YiUnEx|#lgejIMYt{vMp|2Jht%28Cm4*U7xd=85m4QX#l{dC?4 zh9#moXLDyt9(^{_(wKgr|H48ji)K_3<|a4%4s%IZ18Ba6-!yVip&j%CO`xa=K@<&$ z;7mn8mAzN$PQXr76HIw?#!v)N>v-U}7;}_=d#txXhWW`s4JP+OIg0f$Em?_48HAmR zjRV#L4o!dtr&Hb@fvx_HI@IU5S0W@3c0^;sUc)ZvY3xWEuDb(k}gOJFq!mO8BZo77<) zSnBWv)&oD2OK^0^Gy*yUJ01(nuV9+bp*0Jv||1AfI6qwo~7g#--5@q`RiKlSBejyD^;{6>Xt0dA&hL0t%xnx2cKx@X<{>uNHz zpnXH~Gy4pz;8KUjW+)nEfTa#oJzhH5-94$1m#X2eZsK6eY#Sk<@;K zd~N!$oZ14XB~EovLD)bF+W-&qBgKa>0fxI~Xhv3{YzK^eKx)Q>;#<&BbRg5xycqabK0C(#R}m0vmt80Nx2u1b($n?8FB!C+t`>|f zfQ}resyhAd&f!} zu<-=?pn$D25rMI@5h1{vpa(a*Tp*moZ2`SLebHSqi%T%lsO}F$jPV3dOhE*T0sQT} z>Y)`QZ}b+)2pk+TH+_h%lZuoN62KctBm5WZlaT- zizAj$KJp^YB{hlH`T!rjL4QWMz$qi$?7y(vSwDefCeb{wP}k?aNN6%HQxbRvvKJ$u z-dqJE6)Gme56-QeP zCAXaYdy7GXi?<%t^eDXElb|5P`2BV1mlP%LgLS5M0ju>h9bjC{tQ^T-j(w zrvbh+btUkA;bvnay$lG5XWV2l#0~tkFm^kkUgVe%)i+4o%&X_hNg%ZeM+rd%1EL4G z!Dl1Jku^4(ga|g3_@0JN!q_sdPO#%1VmFU&0A7kWv01N^^@5kZ_rMAlozwM#6m}^N znAS94$%W7@Y=*K>BHriA{&qjutz3=7)Gg;(Pc|F;QYgL(*e7OFjnPb-2=q0m$Ewd= z6BgP~+_4FX_-&}@EKW`2Ww?(??}FJ5`h7%5GvX9|jO#*5l7v6Gz}A2-X_lTb_CQaJoMxUaFx5*{qXeEDO9@iI6=p@KD}y{S zMQ))8Ip9x2*CViN$YBv`^y(^$fKB-=7M(j{I}o_$P3Sjb$k>JWQ1+&g4*pUX;E$t8 zL{z+wVD?FU*h34j~%EzAa(4hcRPOYr?ZU_vU->9%g)`o?QWV)u?YWSm8X_Q z=^rKDJ-+&{m02ebdzkHVGkVinry_d(yhG{lD;Hl1`u*s?{#d9rM@@;3#fLlKuEb>`jzLfScJY1 z%@T_EQz;SFWJ0=vrVohyrN8!95KDt(Dk4I5nwy^l+%vspvN+2X5)bCVw%TYj375C# zQ@S{e$+Pf08RvH8Yu6_nqY zqafRQs5rvb{vW>qPsm&>5}m9X6+He=Nbj+AWlJBJ z7~`25PYBX&ZD0tzt&)2E&y|AR6$HI-X{E~a&Y{v@v@mCId>NrEJWM~Mvhq<~nS{FD zlN*Zp4+|c7_pV;!cq7Y*HTXIT9p-nn;uFmu_nj$cUh<2z-s$wUd-)wQ#qO26W!JP4 z4(KnsD8O+#yKM-zH2(m%&o$bXZwv=URvv2@c-I3uoWT+i@P71r|qz7 zo8E6YrjlpvKNk6OOr zFLyN;tLJKb--(JSd7{s3&uE5hePdauKVB-x6n#7J`_fY*`^$HjY@zv&{A>G{YofR1 zH^?n-avgF{JN7YOTgn{g6R+YOxD*%V`7_tV+0I<>%tB4mnd?o$yr}QJrHT+mC-!Eq z%C44m89O<~JeROsnYD$f+gfbSZvXS9Ut7f;_j4W}&(l|yg+F;YM><5T+s`F_Ui}=Z zuh1u%;dz@h@;=w7H(HNcDMV=#+lvNICmnipB;Iy~^1)08i8+#iN8CQ8aCT)*z|F{b5E>za?A8)~lBw8z!_)^C8zqkBB|;k+Elbip&jeVWR@s;qR+obqn} z;TpTIFDtyGU1#2&vOjgk3tD}v=vfZ&8n%CC-??{hg;hZd<>pYcbyY6$TV{oRQ;E=p zzFQ)_QDWAj7HW>k9!6$(hI-?3?kKyb^t8LnHk$9NM<@QtBckzznixN&F7LK7vS{#y z+jf2m2eTYahgNs_Ha`0J^^@Yji1%@3pk_Y$QhOMhsqmk=|(5=*D=Z_|!^M zsW9qv%VYE1{ijzf{k*4zcBpnmmo~qz-0kiyBlDzAA8!x+GOwFIKFGLg>(RCXxIhh3|6~k^mqpc}ULEaU#y`N8B$20D4znZ%;&12~KuHRW-&2-O9(sr3Adzj9!-#w6p++e|@H_Q!_xta;KmqkW=Y#`wjt*~v`b+5(=hU(V=#biX}% zir{wp^Y49}-J~2|^!9GUH)(gJeS6%$2Rq+4plsT%(!IIHM}fW%fFU?Qg2C%8Fe~m z8ZE5x<(UR6!|vYa7heKaKbJFkAfBIvXFSLA25BjsjZ$6Zns8bVbCAzVd4>@Tk!oT4 z3&#;rw{xF}vP^a_T}CneUVjl~%cA>7@8sTiH`nZsJZwX$Io#Mu8Dyvzg)Z)UtUR{R zc~?ZVS@V3mm<4l!bXNKIcgP1s@ zxI7)-l7u(Clf0f(ZOXy6Fo!qxp7Qo8-4PyrLB}E#{&7&~@jnUQ^4~ZHDDFM+DmL%d zrty$qXrV^G;n>1qDODAl#B<{b~XVZC_?rn8Xya-oC!sU%KN!_qB-U zIA(Zk_c3Enn#Z|;>%!Q9(qb|eXT$_7jn4hp&;0sKfGATqNBCLfx=re?e=?QjBfj*! zLs#UIQ-5?+b_gHp?KRi33-D3IDdGxCLY{Dq2l=vdCOkB(Pq>3YA5-BWi*Pa$&X;LDuuS0}{0kxM_H z6{Q^)uhg_YV9QCLz^(i8(QDiZvkox`U`8Z));C5D1}W>OY@YL2JEQ5+oT9Od%r_rJ zpBfB1Ssv~;ttj1Cly6(#exPQDix&TGxtRDsU*DJB?Y}V(;t;Slx^!@&C8l-t?!?E= z54GBIQb*LB{p8D?NAo#Ebm5Lq(FDJQ3hQ)jvxiiM6 z*YYb%v?`somzU}(c38JvAm$QVMpvhrmcQXk!Qk+ox&rS=*OGx{J9i#t6^7g!J1SUE zW@LZy-siwLlPpJhY>mq*9#7!ByO&cUfBr*LHTf0O{nhqZ_n%jcQ15n0=`-$eHIanhq_wmNIgnx(h9? zL{(g=Xwisib-tss@nEOj;h5WVO4D;u)WokImr~CDxad`Z*^9wp>*z}z&JhKUy-8ha zQCg30)mVk=8rH4+e9dGZj@9sD`C5-%MQ)vMmK%>Y)>QSIIz=uKcy48!a*g<_zLZ!= zx%jpIh?`91o(lRO=i=lQG~YjZWgmN#K{$@85 zpF0PAZ(CM7QU0tD?8y03GD2+NO9DsNrt=`xHKwp7wA<>Yv8k^2&d_(GbftL7fX4Vc zP49oLQWM@a=#4Jrq6Gh=IM(O=$4X0T#_~Fc`o$)r$o5UcKkE!7T2$4@1$LZaRA%ol z82a<&V3#sG)jup@_{-?P`Bz~h7CvK4XXlHW6$Lk~WJc1^1!fYUQ%Gw|9Gj0_ik+t3 zY5T_lPF1e#h|MO@udk&|MCftLFPomwh=1yS!dyfCLDdGq@3p$hE?Qk6c}htB`Rxav z$3q|AWiF42$Zi*&vnsr>ds@s3XsIs^ENW-pFpSR8C*{9tb{A=Cc^c&R) zYI<*zRP)$-`lmqJhtjme?>{honx6@mUa^Y_w`%GyOZ+gZ+8tX{&(?GqJon*#MP#(D zkB%#W=_f~We$g^9OJMauO5}panyTg62TIDL2TsrXXBQz$vI*gtD`y&6vh(!uyiyWJ zn1ixPj-KRgAL;!$_Emyqy?Osri&JA}>Yu8q_YP!ew1hkB)t5_EUH&H3l5$?qp(b{8 zEf@W-GS@L*>w<4RrrMW0AJ^V0?t5mt!C(E!y|EnKMhn_9$EptcuZJHG#Tcbn=d`fB zhW?QAVAQ8OMre$7etnhh*kzu3d`H9ZI~lXgTFDJ1vdAu@%|EBw@)b{JUd%LvVc$#R8PCig+#!JS(KDVrlgk7L&Mc!D15c!s>~5 zSLI(MWBU)0;vJdcXCpLIj(*ZGf3-Nv_CfT2h{z_g{<#OK&;HC2v^Eypzq{lZ&uD!b zhhDvUJEiq;TWf1uYi~mgTQWt5QY9T;82K%TVZ0 zezW)G#XV_94N*cM>GS*mv2k^QTNuf7~X!SJxm=pP#G7wuwOHU-wVnqStG@@ZiSrUmqcCuq+7xCNJY z*`ws(c+_>9zja|j*@IJ!YaMSMa7Y``&!8WC9rqo5x8h_T@y+DyU&72wY8~F5tciH9 z$jKt!u3h)-PK81DR^EG*mev&=;b;A|KfO`KZa+cQ6rbU!o1u}9Bl*Sm^HRks!X>2g zJcF_`mGN<%B~U8X5HtFMYC%M&x=b_Llv-`eYKvAYRD2``BYo*&b| z=TSYL9Ufnut^BVwQY~7}dMDmv+clI`3OH@fKaf)MpHj35bNX%NZks!^n!3l;gb6*wd`KiWF{@NO)^V!D=#6w1zo|=lzuXB_QDk!5>y293DU0%c2Yf(&J zYqCj3`Q5OKPoCR=Fw^MQ7duMONjqxn9RZ^P_*A3ZLZ$JiSNa?QS~W} z;;PTXOLBkAviz6-NScy9l$Kz`N8w6kRwhUeTF2Px(e6zj8s(G?k_ z`l2!DO}9dmeNS%Q!K<>T;~O{G_MQz&JMmYgdC>_Y_p${48SXgp7HZCo2Qqm5t$rf2iT`pwDA}K&w+V;-+o5N?EqRO0ng0WW C;EuZh literal 0 HcmV?d00001 From 384aa72e91e6cf4a67efc9dcf25048c68f283fbd Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 23:43:10 +0100 Subject: [PATCH 57/73] pod auto scaling deployment --- README.md | 15 ++++++++++ deployment/app-fastapi-scaling.yml | 44 ++++++++++++++++++++++++++++++ 2 files changed, 59 insertions(+) create mode 100644 deployment/app-fastapi-scaling.yml diff --git a/README.md b/README.md index 1d60926..e34692d 100644 --- a/README.md +++ b/README.md @@ -85,3 +85,18 @@ kubectl get inferenceservice custom-model ``` locust -f benchmarks/load_test.py --host=http://localhost:9933 --users 50 --spawn-rate 10 --autostart --run-time 600s ``` + +### POD autoscaling + +Install metric service + +``` +kubectl apply -f https://github.com/kubernetes-sigs/metrics-server/releases/latest/download/components.yaml +kubectl patch -n kube-system deployment metrics-server --type=json -p '[{"op":"add","path":"/spec/template/spec/containers/0/args/-","value":"--kubelet-insecure-tls"}]' +``` + +Run from config + +``` +kubectl create -f deployment/fastapi-hpa.yaml +``` diff --git a/deployment/app-fastapi-scaling.yml b/deployment/app-fastapi-scaling.yml new file mode 100644 index 0000000..c6175e8 --- /dev/null +++ b/deployment/app-fastapi-scaling.yml @@ -0,0 +1,44 @@ +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: app-fastapi +spec: + replicas: 2 + selector: + matchLabels: + app: app-fastapi + template: + metadata: + labels: + app: app-fastapi + spec: + containers: + - name: app-fastapi + image: yuriihavrylko/app-fastapi:latest +--- +apiVersion: v1 +kind: Service +metadata: + name: app-fastapi + labels: + app: app-fastapi +spec: + ports: + - port: 8080 + protocol: TCP + selector: + app: app-fastapi +--- +apiVersion: autoscaling/v1 +kind: HorizontalPodAutoscaler +metadata: + name: app-fastapi +spec: + scaleTargetRef: + apiVersion: apps/v1 + kind: Deployment + name: app-fastapi + minReplicas: 1 + maxReplicas: 5 + targetCPUUtilizationPercentage: 70 From 78a867ee74c9574e32a80a7411f591f4e0de2000 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 23:44:40 +0100 Subject: [PATCH 58/73] add readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index e34692d..55dfa9c 100644 --- a/README.md +++ b/README.md @@ -98,5 +98,5 @@ kubectl patch -n kube-system deployment metrics-server --type=json -p '[{"op":"a Run from config ``` -kubectl create -f deployment/fastapi-hpa.yaml +kubectl create -f deployment/app-fastapi-scaling.yml ``` From 547f664f398fc26daa3d7b7eb74bd3969dba4ba6 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 11 Jan 2024 23:05:35 +0100 Subject: [PATCH 59/73] model pruning --- app/requirements-dev.txt | 1 + app/src/model/pruning.py | 71 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 72 insertions(+) create mode 100644 app/src/model/pruning.py diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 16cdb7a..09cbe1b 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -9,3 +9,4 @@ datasets==2.16.1 wandb==0.16.1 httpx==0.23.0 locust==2.20.1 +textpruner==1.1.post2 diff --git a/app/src/model/pruning.py b/app/src/model/pruning.py new file mode 100644 index 0000000..497fd44 --- /dev/null +++ b/app/src/model/pruning.py @@ -0,0 +1,71 @@ +from src.helpers.wandb_registry import download_model, publish_model +import textpruner +from transformers import ( + BertForSequenceClassification, + BertTokenizer +) +from textpruner import summary, TransformerPruner + + +MODEL_ID = "yurii-havrylko/huggingface/bert_fake_news:v0" +MODEL_PATH = "/tmp/model" +PROJECT = "huggingface" + + +def load_model_and_tokenizer(model_path, tokenizer_name): + model = BertForSequenceClassification.from_pretrained(model_path, local_files_only=True) + tokenizer = BertTokenizer.from_pretrained(tokenizer_name) + return model, tokenizer + +def print_model_summary(model, message): + print(message) + print(summary(model)) + + +def prune_bert_model(model): + pruner = TransformerPruner(model) + ffn_mask = textpruner.pruners.utils.random_mask_tensor((12,3072)) + head_mask = textpruner.pruners.utils.random_mask_tensor((12,12), even_masks=False) + pruner.prune(head_mask=head_mask, ffn_mask=ffn_mask, save_model=True) + return model + + +def print_pruned_model_info(model): + for i in range(12): + print ((model.base_model.encoder.layer[i].intermediate.dense.weight.shape, + model.base_model.encoder.layer[i].intermediate.dense.bias.shape, + model.base_model.encoder.layer[i].attention.self.key.weight.shape)) + + +def test_inference_time(model, tokenizer, text): + token = tokenizer(text, return_tensors="pt") + inference_time = textpruner.inference_time(model, token) + return inference_time + +def main(): + model_path = "/tmp/model" + pruned_model_path = "/tmp/pruned/model" + tokenizer_name = "bert-base-uncased" + text = "News title" + + download_model(MODEL_ID, PROJECT, model_path) + + model, tokenizer = load_model_and_tokenizer(model_path, tokenizer_name) + + print_model_summary(model, "Before pruning:") + + model = prune_bert_model(model) + + print_model_summary(model, "After pruning:") + + print_pruned_model_info(model) + + inference_time = test_inference_time(model, tokenizer, text) + print(f"Inference time: {inference_time}") + + model.save_pretrained(pruned_model_path) + tokenizer.save_pretrained(pruned_model_path) + publish_model(pruned_model_path, PROJECT, "bert_fake_news_pruned") + +if __name__ == "__main__": + main() \ No newline at end of file From 7e94cbb56a7c21a330d9950e5c7bd8a8808e91f8 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 11 Jan 2024 23:18:56 +0100 Subject: [PATCH 60/73] knowledge distillation --- app/src/model/distilation.py | 106 +++++++++++++++++++++++++++++++++++ 1 file changed, 106 insertions(+) create mode 100644 app/src/model/distilation.py diff --git a/app/src/model/distilation.py b/app/src/model/distilation.py new file mode 100644 index 0000000..4f64644 --- /dev/null +++ b/app/src/model/distilation.py @@ -0,0 +1,106 @@ +import torch +from torch.nn import KLDivLoss, CrossEntropyLoss, Softmax +from transformers import ( + BertForSequenceClassification, + DistilBertForSequenceClassification, + Trainer, + TrainingArguments, + BertTokenizer, + DataCollatorWithPadding +) +from datasets import load_dataset +from src.helpers.wandb_registry import download_model, publish_model + +SEED = 42 +MODEL_ID = "yurii-havrylko/huggingface/bert_fake_news:v0" +MODEL_PATH = "/tmp/model" +PROJECT = "huggingface" + +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + +def load_and_tokenize_data(tokenizer, split, shuffle=True, seed=SEED, max_length=512): + def tokenize_function(examples): + return tokenizer(examples["text"], padding='max_length', truncation=True, max_length=max_length) + + dataset = load_dataset("GonzaloA/fake_news", split=split) + if shuffle: + dataset = dataset.shuffle(seed=seed) + + return dataset.map(tokenize_function, batched=True) + +def initialize_models(teacher_checkpoint, student_pretrained): + teacher = BertForSequenceClassification.from_pretrained(teacher_checkpoint, local_files_only=True).to(device) + student = DistilBertForSequenceClassification.from_pretrained(student_pretrained).to(device) + return teacher, student + +def distillation_loss(teacher_logits, student_logits, temperature): + softmax = Softmax(dim=1) + kl_div = KLDivLoss(reduction="batchmean", log_target=True) + soft_teacher_logits = softmax(teacher_logits / temperature) + soft_student_logits = softmax(student_logits / temperature) + return kl_div(soft_student_logits.log(), soft_teacher_logits) + +class DistillationTrainer(Trainer): + def __init__(self, teacher_model, *args, **kwargs): + super().__init__(*args, **kwargs) + self.teacher_model = teacher_model + + def compute_loss(self, model, inputs, return_outputs=False): + outputs = model(**inputs) + student_logits = outputs.logits + with torch.no_grad(): + teacher_outputs = self.teacher_model(**inputs) + teacher_logits = teacher_outputs.logits + loss_distillation = distillation_loss(teacher_logits, student_logits, temperature=2.0) + labels = inputs.get("labels") + criterion = CrossEntropyLoss() + loss_ce = criterion(student_logits.view(-1, self.model.config.num_labels), labels.view(-1)) + alpha, T = 0.5, 2.0 + loss = alpha * loss_distillation * (T ** 2) + (1 - alpha) * loss_ce + return (loss, outputs) if return_outputs else loss + +def train_student_model(student, teacher, train_dataset, eval_dataset, tokenizer, training_args): + data_collator = DataCollatorWithPadding(tokenizer=tokenizer) + trainer = DistillationTrainer( + teacher_model=teacher, + model=student, + args=training_args, + data_collator=data_collator, + train_dataset=train_dataset, + eval_dataset=eval_dataset, + ) + trainer.train() + return trainer.evaluate() + +if __name__ == "__main__": + tokenizer = BertTokenizer.from_pretrained("bert-base-uncased") + train_set = load_and_tokenize_data(tokenizer, "train[:10000]") + valid_set = load_and_tokenize_data(tokenizer, "validation[:2000]") + + model_path = "/tmp/model" + distil_model_path = "/tmp/distil/model" + tokenizer_name = "bert-base-uncased" + + download_model(MODEL_ID, PROJECT, model_path) + + teacher, student = initialize_models(model_path, "distilbert-base-uncased") + + training_args = TrainingArguments( + output_dir="./results", + num_train_epochs=4, + per_device_train_batch_size=16, + per_device_eval_batch_size=64, + warmup_steps=100, + weight_decay=0.01, + logging_dir='./logs', + logging_strategy="epoch", + evaluation_strategy="epoch" + ) + + eval_results = train_student_model(student, teacher, train_set, valid_set, tokenizer, training_args) + print(f"Distillation Evaluation Results: {eval_results}") + + student.save_pretrained(distil_model_path) + tokenizer.save_pretrained(distil_model_path) + publish_model(distil_model_path, PROJECT, "bert_fake_news_distil") + From dbb555d8f8cd2d079465b1cbef60b5ecdb6f5916 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 11 Jan 2024 23:19:21 +0100 Subject: [PATCH 61/73] update read me --- README.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/README.md b/README.md index 55dfa9c..c3a56e6 100644 --- a/README.md +++ b/README.md @@ -100,3 +100,18 @@ Run from config ``` kubectl create -f deployment/app-fastapi-scaling.yml ``` + + +### Model optimization + +Run pruning: + +``` +python -m src.model.pruning +``` + +Run distilation: + +``` +python -m src.model.distilation +``` From 67edd50eb06f4b2a20b5acf491d75c0f5b4c8cc2 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Thu, 11 Jan 2024 23:21:01 +0100 Subject: [PATCH 62/73] fix distilation script --- app/src/model/distilation.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/app/src/model/distilation.py b/app/src/model/distilation.py index 4f64644..8358229 100644 --- a/app/src/model/distilation.py +++ b/app/src/model/distilation.py @@ -72,7 +72,7 @@ def train_student_model(student, teacher, train_dataset, eval_dataset, tokenizer trainer.train() return trainer.evaluate() -if __name__ == "__main__": +def main(): tokenizer = BertTokenizer.from_pretrained("bert-base-uncased") train_set = load_and_tokenize_data(tokenizer, "train[:10000]") valid_set = load_and_tokenize_data(tokenizer, "validation[:2000]") @@ -104,3 +104,5 @@ def train_student_model(student, teacher, train_dataset, eval_dataset, tokenizer tokenizer.save_pretrained(distil_model_path) publish_model(distil_model_path, PROJECT, "bert_fake_news_distil") +if __name__ == "__main__": + main() From 9c4860c18bec4fcbc58bb36281ef11aafe60895a Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Fri, 12 Jan 2024 00:25:06 +0100 Subject: [PATCH 63/73] update readme --- README.md | 39 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) diff --git a/README.md b/README.md index c3a56e6..2efb6e5 100644 --- a/README.md +++ b/README.md @@ -115,3 +115,42 @@ Run distilation: ``` python -m src.model.distilation ``` + +### Kafka + +Install kafka +``` +helm repo add bitnami https://charts.bitnami.com/bitnami +helm install zookeeper bitnami/zookeeper --set replicaCount=1 --set auth.enabled=false --set allowAnonymousLogin=true --set persistance.enabled=false --version 11.0.0 +helm install kafka bitnami/kafka --set zookeeper.enabled=false --set replicaCount=1 --set persistance.enabled=false + + +# eventing +kubectl apply -f https://github.com/knative/eventing/releases/download/knative-v1.9.7/eventing-crds.yaml +kubectl apply -f https://github.com/knative/eventing/releases/download/knative-v1.9.7/eventing-core.yaml +kubectl apply -f https://github.com/knative-sandbox/eventing-kafka/releases/download/knative-v1.9.1/source.yaml +``` + +Run deployment + +``` +kubectl apply -f deployment/kafka-infra.yml + +kubectl port-forward $(kubectl get pod --selector="app=minio" --output jsonpath='{.items[0].metadata.name}') 9000:9000 + +mc config host add myminio http://127.0.0.1:9000 miniominio miniominio + +mc mb myminio/input +mc mb myminio/output + +mc admin config set myminio notify_kafka:1 tls_skip_verify="off" queue_dir="" queue_limit="0" sasl="off" sasl_password="" sasl_username="" tls_client_auth="0" tls="off" client_tls_cert="" client_tls_key="" brokers="kafka-headless.default.svc.cluster.local:9092" topic="test" version="" + + +mc admin service restart myminio +mc event add myminio/input arn:minio:sqs::1:kafka -p --event put --suffix .json + +kubectl create -f deployment/kafka-infra.yml + + +``` + From 6c57e127e54eacbe257a3158cc7e138cc5a6aff7 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Fri, 12 Jan 2024 00:25:54 +0100 Subject: [PATCH 64/73] kafka deployment --- deployment/kafka-app.yml | 40 +++++++++++++++++ deployment/kafka-infra.yml | 88 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 128 insertions(+) create mode 100644 deployment/kafka-app.yml create mode 100644 deployment/kafka-infra.yml diff --git a/deployment/kafka-app.yml b/deployment/kafka-app.yml new file mode 100644 index 0000000..d3266e5 --- /dev/null +++ b/deployment/kafka-app.yml @@ -0,0 +1,40 @@ +apiVersion: serving.kserve.io/v1beta1 +kind: InferenceService +metadata: + name: kserve-custom +spec: + predictor: + minReplicas: 1 + containers: + - name: kserve-container + image: yuriihavrylko/app-kserve:latest + + transformer: + minReplicas: 1 + containers: + - image: yuriihavrylko/app-kserve-transformer:latest + name: kserve-container + resources: + limits: + cpu: 100m + memory: 1Gi + requests: + cpu: 100m + memory: 1Gi +--- +apiVersion: sources.knative.dev/v1beta1 +kind: KafkaSource +metadata: + name: kafka-source +spec: + consumerGroup: knative-group + bootstrapServers: + - kafka-headless.default.svc.cluster.local:9092 + topics: + - test + sink: + ref: + apiVersion: serving.kserve.io/v1beta1 + kind: InferenceService + name: kserve-custom + uri: /v1/models/kserve-custom:predict diff --git a/deployment/kafka-infra.yml b/deployment/kafka-infra.yml new file mode 100644 index 0000000..b19ad89 --- /dev/null +++ b/deployment/kafka-infra.yml @@ -0,0 +1,88 @@ +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + name: inferenceservice-addressable-resolver + labels: + contrib.eventing.knative.dev/release: devel + duck.knative.dev/addressable: "true" + +rules: + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - inferenceservices/status + verbs: + - get + - list + - watch +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app: minio + name: minio +spec: + progressDeadlineSeconds: 600 + replicas: 1 + revisionHistoryLimit: 10 + selector: + matchLabels: + app: minio + strategy: + type: Recreate + template: + metadata: + labels: + app: minio + spec: + containers: + - args: + - server + - /data + env: + - name: MINIO_ACCESS_KEY + value: miniominio + - name: MINIO_SECRET_KEY + value: miniominio + image: minio/minio:latest + imagePullPolicy: IfNotPresent + name: minio + ports: + - containerPort: 9000 + protocol: TCP +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app: minio + name: minio-service +spec: + ports: + - port: 9000 + protocol: TCP + targetPort: 9000 + selector: + app: minio + type: ClusterIP +--- +apiVersion: v1 +kind: Secret +metadata: + name: mysecret + annotations: + serving.kserve.io/s3-endpoint: minio-service:9000 + serving.kserve.io/s3-usehttps: "0" +type: Opaque +data: + AWS_ACCESS_KEY_ID: bWluaW8= + AWS_SECRET_ACCESS_KEY: bWluaW8xMjM= +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + name: default +secrets: + - name: mysecret \ No newline at end of file From 2beb756f1b90320c8252ee783386be7dcfbe17f9 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Fri, 12 Jan 2024 14:37:18 +0100 Subject: [PATCH 65/73] data drift detection script --- app/requirements-dev.txt | 2 ++ app/src/monitoring/drift.py | 55 +++++++++++++++++++++++++++++++++++++ 2 files changed, 57 insertions(+) create mode 100644 app/src/monitoring/drift.py diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 09cbe1b..8308c6f 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -10,3 +10,5 @@ wandb==0.16.1 httpx==0.23.0 locust==2.20.1 textpruner==1.1.post2 +evidently==0.4.13 +sentence_transformers==2.2.2 diff --git a/app/src/monitoring/drift.py b/app/src/monitoring/drift.py new file mode 100644 index 0000000..9ef6292 --- /dev/null +++ b/app/src/monitoring/drift.py @@ -0,0 +1,55 @@ +import pandas as pd +from evidently import ColumnMapping +from evidently.report import Report +from evidently.metrics import EmbeddingsDriftMetric +from evidently.metrics.data_drift.embedding_drift_methods import distance +from sentence_transformers import SentenceTransformer + +from src.model.training import load_data + + +def create_embeddings(model, texts, batch_size=32): + embeddings = model.encode(texts, batch_size=batch_size) + return embeddings + +def prepare_dataframe(dataset, embeddings): + df = pd.DataFrame(dataset[:10000]) + embeddings_df = pd.DataFrame(embeddings, index=df.index) + df = pd.concat([df, embeddings_df], axis=1) + return df + +def generate_report(df, column_mapping): + report = Report(metrics=[ + EmbeddingsDriftMetric('small_subset', + drift_method=distance( + dist='cosine', + threshold=0.2, + pca_components=None, + bootstrap=None, + quantile_probability=0.95 + ) + ) + ]) + report.run(reference_data=df[:2000], current_data=df[2000:], column_mapping=column_mapping) + return report + +def main(): + model = SentenceTransformer('sentence-transformers/paraphrase-MiniLM-L12-v2') + + ds = load_data() + + embeddings = create_embeddings(model, ds['text']) + + df = prepare_dataframe(ds, embeddings) + + column_mapping = ColumnMapping( + embeddings={'small_subset': df.columns[4:]} + ) + + report = generate_report(df, column_mapping) + + report.show(mode='inline') + +if __name__ == "__main__": + main() + From 212e1886226606c374f6364a3ba159e0dc7964cf Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Fri, 12 Jan 2024 14:37:39 +0100 Subject: [PATCH 66/73] update readme --- README.md | 7 +++++++ assets/drift.png | Bin 0 -> 288117 bytes 2 files changed, 7 insertions(+) create mode 100644 assets/drift.png diff --git a/README.md b/README.md index 2efb6e5..fb91363 100644 --- a/README.md +++ b/README.md @@ -154,3 +154,10 @@ kubectl create -f deployment/kafka-infra.yml ``` +### Data drift detetion + +``` +python -m src.monitoring.drift +``` + +![Alt text](assets/drift.png) \ No newline at end of file diff --git a/assets/drift.png b/assets/drift.png new file mode 100644 index 0000000000000000000000000000000000000000..d6e44e44cbb4f7f964e314d2aa44520fc4725516 GIT binary patch literal 288117 zcmeFZby(Hgw=NEdgh~rYr=WBrjUXl6-LmNJ7HJR==}tkqy95!WyHmPLI`3S2@2}hM zInVE$egC?@d!NJe;99QriTRmx%rV~g9b*tICnJXP0RI6D3=E2d_$vh%7{nzQn0wVo z2;h_1S)FGvFpqdmg@xrLgoR1v?5rWC7Dg~I;=wVhh-!*mIH{T+KYSR3%MeFyLWUcT z#1slu+SH?ug5ZxO1uAA0}3kv83APtxN-N8O8g zkA>NbeF5WJ`?cA+vwoQL`8MoOdwCR?qgVGoP7Vq}>|WDEjXp#dgnhIKKU>%6!Awg< z1^0zz^tP$74xvcDZijT_()iAsKGEYPKN<`r!jgj*KO@?bFU+DcZ&@}BOy+yeG!@cV zeKntIcm$+FOuT-jMH)OA)kROcq;oZnc1xJga&=k~R4`^KAB=I1STX{pVcKQLo8{o& za$^~^G&Vl>2pS=+_TexHGP+FNT-bbbE6wVu7S+>7*b!3qJ@oYlCf($oltb^FW$(B~ zt<4W;v}$?kA4}DylJ)1UR-};Q^l92}GLJu-1XYoGQLpsul8HW7A1;OW=QI1>WBfI_ zb^VbXH9zMwLIdF-;a7F?7_a&HgrBteJSj$Zs4snsg;qw~E(w3pYWq5g{^Rqq*SaRc z0e*c7N5-|7b-D>9?!(FOu?lxav2U|RJ4Zvxm!e2>1TEyBNxgrkhGNipom^}4sV_d0 z&S~^R*eiV6&;__9HJ@i}av2fW5OE=cnA4}O7s5ZkRlh;zl7HRULQ2ao6-iPU))~`@ zw*JoX!K*?)GNPAWcI|^&=kL<>zRi~D_&g(%$@?jzh5n@ANvL9b9rJ7VS*Z^MG|PRY zPJN8;6~n(_JzRXJw6To0^e)~-B-urt!`b3JIkCsnAQ%gD_;|qw=G^gcn9F#6xeyc+x>nz`cYb-`nNIIH{abKu2R^2 zF%0@C_~N_&nZm`hq0*XH2S_Y!-Y)BH-M)uwZ8Y0=XV>UgVfrtrgu287d0EB+>4IC^ zNe!Mb`%7t|A;aCPs{}+_E_x2v#l-hW2Orexp7|oU!GIYh?RIS4z_l-_XSVAC&pra{# zp?uq z7>V^=J^Nu@@T}P7hq&*EkA?F-bC~&QWMs+7M*9b39d5j0!%7Lk$p{@>HQ~|-+Y==i z#M*E@rkM`o7e-`$n`iK-_p$vKUSr2&~xtT0dpsmj`0Zj6y6#x@PpKMN-2uRSlviG zNP$SXiw&c~F2aN=ZveNJ&BY70pAXZY8HYLdCl5qgSgG>b@2dr&MB57b|!x z*ekm$kRuU0vr9K2_l2-{gZKpxMOSwzDn}V<1Cm)v8p_){n zk~g02B(Yn^tv;ua@`+!fNxVtw=Iy1(i5E(FKn#MWZvnGdmcnvrhhx}F>H3@sNF^k7 zjipaJ(U{%6N?b!lqgBJBNJL|%QpSug+t9(DJE=d5G21#fE%VF-tE#AqYkF$>)3kdf zPbH#5rGu6uren^w(iY*^CPeQMEka;qk6P>GKyAl)x_NfbF!lz+*j$0T#97fiQWFfH zk4~^o)4XyM+NIQu-VNc6@@3eiGm6bU9$#C8kw+YO$t)Wr8GLQV@Yb)of^I0R@G=9O z0?GndQEKpXm5^ECC)Z*1%Y4nzVuBbJV zs6MXjE!VQ1vbq@Wo~G$CD^t!=E~!do@2vk`-+vj7($}#7$(OF`!`93!%C!vN6`hgc z8SU?5=qVoF%j7fLw_>bZFj-*#$TV!8ZSv;i`!=c)Vytk6aLQLtu>eEAWw=h!&h;!h z(NEzT?D?LfxYV4vTDiM2H7Qleo!pEzR!&}<2J3D1c@A|fi5%Q-j%SCYvvg~x8y;wJ z*3H{wHHg&HJDEFP?d<(vuwB@mU)TQ;xhB7AJEu6q+F_rtj>q^;HGM*>ghFS(X|CyE zhfaLaz#(B^ZS!0t?|2t#FvQ|cAhntPFKt~!`Id4j#o*S_BRDLB=GTw2lt%d zdG)8t%hemy2kxc7J@pBMTPSaus+gjGsU~M4Cm|oot-kvAEO7g2O$TD7)}@;gVw~^>?~Fizw^k)%4dG= zFhTDN*1_`R?BIr&^;$0nEgN(whr1JQ6Y|hj^Mw<0a#^X)CY^sd$3CpVvcSwnE(+cX z#=47r39ckT2X4bb##;gti4(vUGeCX?k*Zo?2_!^p&Q0r4Vun* zBAdYfNz#Im0moVPB(>gZ>n){LIR!~qTKs}iItu3zZZ^koTK3t)n+LQH7o;VVo%HJ0 z9EOe`vhG0WQVz49WpBhKoJ-C3j;rTXtPRu)B(b}16TXqTOdhXWv&Ze*O~B>0Uiav} zPQGYiw9zPaYu)yjc$kEXN1s@;@k2I4U<|teTQa1C@l?Ih6}kCUZMNa&#wUVUujfDF zl4%`j=xJ{%-`DKS4)hDe-CaAnb{vIc@6mD;Q5HWgYOL<|9_t@VEC^K*(88+A(Wke! z?3$j~rYhmlT+^s_@N{;4UDrshs&Z>r^tMAX365iT z&Z4r;;b$Oy8$D-rfR*Lv>U@S7(OH$+-NV!N-Q5%#JEY^P25Qh9S%edE8d&!tLZ(tB{s#$E%=UA+Zt_E1QXO+`^~K_ zL+-3+YoVI{HT?6b&Ve?$E5#ji#mO+%DSfpr+Mx$-YWha$Y19eK)c00nDF;m@kzz~h^wp1 z;Qr|@f30eJd%QKi)!q7N-or!lNak*?|15QXMu5`O<;ZrLdN}uJpgJw7#m~F$C;R@k zDzj=^jP-pcwW0TqV06Y|1SNgk5ncGR-m50xt=yMSR$oQBrY?Lz(H+VI!ww5W*?W%^ zZcm=0)eM;#ySkj-!vjW8EP}XL*qHsIPC+H;fUxwNd;qt5sxL|CQtyTKtU$G3&ej7j zi@W=jU2bDUDvj8HPJ|e#NkF8fVQ9d6Bp7&De3<*-9W40ehb8#+UKI8j%)LK8hl7C$ zG=+ix>lhjE3jO&2exc|5`FihT01P7dA13&9Nr(H_(TGdw_x|<%UN!g*=B1*rgamk1 zG_*4^va&a^cEB)2cn>~6wh>pihk?O)3jKwZP@p^j*Pk#|Qgcv~mf|+Fwq($MV{Kr> z;9_Y5y$%eo3paRcY2=_!>SAeOWzX%xNB+kV+~7U*V@7h)KMrv)=Ob5>mLnCmwlgB- zU|?ckBIkcVN=nLW_XfhP@JjTr)4~7v$W0s^Y`7U2ot>Q-oLL#H?Ti_jxwyC(nOGQE zSm?nK^!Bb+4*D+iR`wKsUgTfbd1Yj8XlH8UU}|ke3caqrfwiLpA2~VnM!$ak9H)_s z>ECyg&5KYjD} z9e+Dh?e8;Ln3!Mue(G;u{l`<4?Tze&tu4Vl9r*uVufI*y+*yC>sV@?pJp4<_T6p!(5PvHZ|+Ev>k#s8ZFe_iQ0te?vRxc~0De;uAK1c!8p z-9}0C4~GLI#B21A#tp77N9I#64vFu{)f}~_UWRCvt`y*BF4V|*`!Kj7s)?0j3-<0 zLO)T{nMcj!_T|#^Kp8dA4E(9PSCj`A7U<^#O*W; zWr@XwzkmBrFOwm&xLdQ}L?QZK{M)(Ghr2~zGzBsp^6Q5E=50u#X--Ce&{g1H=Jwy2 zPBayhQTJocKDLoJ2G>krKtC3|?>x`?dG>2%J+~A;QBaWnQ$zZU<+AxHZuYZ$*6gUF zY)Z)CS4>!btfd9FZF%f7)>Ga4r8(yutX959-X&qA#plX`d4GS-Y}oPWe{VF#X`UP@7$uHN zxrt^pafvx%L5zJ7|9HU&Vg1etQBnWt7TLx4jIk6|_2Y{F`rzv*Thn+@nt5^Ew4_e~ z*?;Z2eyzE1(3iU_?>k0q3Z0xyvG-4Y0FQ>2kvmZI&n8cB6&`(wR_wLkKeI@tXk^lM zwAI{!CgFdyHve<^{~{9o&*c2inU4u1b0E`MTxya@#buJBQiz=*<}j{q=#wZr}M1zTDf(%T2W# zkzx%?avWEmixeZ?DdR=e(`Hl5JijmcXE7MEW@4iLmw(5V zXsUy$0k3L@NwqKcan!zq5pebwfhn;{bzKX-zZswQ%1`%ZOLcG7e!$VX`65TtC`Nf! z*85ViX7Sy_acRZ2h9k|D+v8k;x{I}>k_`v3YhAa^r_Kkhhz%gdQiXX(NpsjD61$`; zb}|>&AYX5Y3E0Kydbu)0sl*SYJRwIExag9dZ4bt>cb<7pWi*l*zDg|CLL`pletpCEYMeg4P1$Z0=9>>zX)d}*~^R8uT*Evb9?QE~3jDvW*HCO6eBU*OFQC723n zICF|~#|iCqr+L?Ptw;Ds89w?ieuuMcdYNNoLj$A?>=bH<`VskY|UsYSr=JW7VUi^#s0nS)@H)HjS{ z`q_Ht%Y6(%wLDKMqi=`Pv`J^rlW-ghU8_@S4Vq5I?Y-}=7AiiUO`DhCm(lTb$%rA5 zwmZX{=ZU-OMz<+Rq$gQ7Pg&N?In~v^$rDitwE2DMOkRPd!yxPb4H86?%Y8!M$GV!Tq9-#{xbwNQdw1$oRtZgO2-d)!tS?Nq9g^F8nTmRc))Zz|FD0{xsL& z>5O$l)r8IrA6Q6rHY_SB8?c8UP8QCUkScD+q8YHOX944}Y|6aabwCiKc*JXzuTGWJ zq!@Tea(jTtx!?HHjj@{VHCVUP*7hw)?}vw@Wz*}UB>ZOfC16w2nbLPLTg}$~v6}>g z_IZ~xAG_#2jtsu)oPTQMe-4P)WKl&ww|e^})z~9!C^~}n8PCeYI>r1EhhnzC>m$ejEF>9ILhy*=DBH2 zrc;+4KE_{Qb>(-mI?-}lrD$h-wjY2YJdVdR;a%W&>=#wL8x(HbK&-s6KswdkqO-rPRTjlg|H$7 z_+-28=XKe{ZX0BrZpRzRx;yD9{flZI=P1N*NVHW0EGoL(PdOY}i>7(L<*LI8fFLpF zx}FlJeVVjzO-1Aq?OHlw3zs372am?RL0WS%t~rrSPs_#FbgZz}(t&SYt0>FI&I8Hi zf@@?=XW5N4&8HZ4ljOV+j5D5%0i8p z9*5s>N2AUA+`I*iEh6ro=Aee*l_zS-8bY7fFd`8g_MZ1eRyGE+J-bc&nR zJYNQttg=1!^t%0-#uL0hp911b9y^wIZ}m^WU3dm+pWUCw6?wCCTjngGPNsvC6bqs# z-IALmqmj>~&o82c{`LzsIR5#A-^?Ti{j)-lY5)jKI5oS~Gvh1LkRMg4?iDiILjtFh zhI<$5X|l$}j8&rwR=|r{b0o4|%V8`T72gF@r`i~RowMRV>estJz&gPD34y2*p3^S! zD5Dkc@-R~X#pMYrMC$TvQ`UPLM08#|Wpf>kM8Tzx!(aiNlcff?QhU^R4kq|-&zG(8 z^K$HfvktuKHRfN2BpAgiBs`}r6n`wI?sd7DJJ-uPumeJ{4(EiHeN4Au!uw~p#;LAU zH|`)B4_~2M7lrbGZ5bDwY4wCpc1(CxcLom7a@BOOHf}3J5L$K z)s-1`LOR2o+LssZZk?yAo34*~HWi4wE9M{OpJ_~IJy@Udzco<|IV!1^wroIXxNyH4 z&E;QpxT|-r(lwgZ!&*8?m2b$lD_o@px&;+A!_NT$?|R(;iJG?KwyVsMllf}h-R4k( z{g35B*P7N%t85SFdFU?;5n)}utAATD^dO8u>zC4W!{w1%1NgBXv!|Pgn;>2!-5$sV zqW-;WfI)^KDbcsnHhG>-b!r34tIMuJC>@7Goh$1kPTGDFQ|k<(=_euIar?9vwg!8c z!J8V+Ix;Cu3+El23O~jWr>$FVX4jIe_t56d3W{PM3?IoMdTt!cTh2jc4-iFCAJlIb zR>(NfI2FlEZ@1i@lr$_y2=F)LBoH~$0e{zDC)s}RGwsf!pV4XHYQLog#OJjbBfSrcdcZL5QY7@Y6!)Pgj^CY&|FMS^I-nR1GjCybgRxYQs3^UtoVC zFwz^5=5)L}?-VH4bK9dKS+WJTk$XnuE{b29fma*KP;cT?v~V$!cDtgKO6eC05B6bU>HuAtE&b}5_n|IQKlzu zL?inb1lEm1rq9vnPcZCh2J-hM8Jis3F2Ni+ffaIR*!UEuqftXA@g?TT$<@N$JT#Wn zncw(Kv!f(`%scvqquJ}OT0Z8!_&F=Qd+G8k$*tT-zY%p`KY*_Tl?>YUeeC|La=tPh zVFc?+^G{_a?3-qD{4U0MHbM9*G*{6akUEju7og=2u-$ZFLOR5MK~4n#T^$ro7}O+O z7S(U%%M57jzju?_odCfs>Hbgy=XH3OjHpxPN*lJSR%FW1m!NpO<6Adfhx&Qd69$DO zrLmg0>CpktJ^Lxvi#5)c1OoWz6g|XW-Wk{#28hWR&s=^3u57aDSVD~u+79lf{gyi~ z&gJ*4YbdwB|QS8_Vhye@-HYb(G-JCtVm zBh`2l;Zusi1{vv2Ln63!MseC4asD=aiYd`=OTq4INO79(3YNe-1M|eRs`O3DG$|FH zA9XtE%T- zQuiYg+6eZMCW;Dqr;J+u2a+xmKeUL*9*^OGe**WAuuAFv3nPaJaF` z@oioGUKlFCDGsG!XS5Z{4WEs35(t<%2mQ}m?r!#F_DkJ-BigRU(;LCG@e;w~q>dZ{ z54H?NlRMD}jwW(?>NQ_cd1@u1sEk_KCwKN5_WQ$cWV{<0xwZETJaA3*v|<)?P6=!P zaB~nNcFp#FZ1FpUl8b{8^3di@_WL`KJd^z5q_CCf)cz(Zhr8*kj9uSn6dpB0p~g0o z*f+go?E>2>TDIQ^6Wto^V14f)7h*~k*kJac^6W448||RcrSTre zMm}VLE%CuDdV%u(a+T3rJ$UNuAww-`%Gmx-vNFX?<6cidC-NNcqr5izChx(rE1G)XrEKyzfGdej4furVys!^<4G6L=nawo{Vi-;0^Xe zWhSoj7etgF9+uxO_k;41+2$ZDpd}plq;LbNU zq0dV(Q#M5;B=zy=jQY%w6hT5L8m>1rg;e%N;MR$RkXH7e9PFU2>(t}tPi^LJ?yR?;=t$EX^T zWT?wda-MfhDNLOO4tuCt;vOrTAce!t^LFPg&!J7Xg<$6)ELq+k`PZikGx>HDoV%4H z^_#hA{2s@IzcD#M($_F#{2}*ce?zGdWQW&56K=g4x|8*jk9ORI8o9@+R5t8-=-1a0 zj8iM^wW;3UNa-M>he?gh92*)O-b3R>Pa!fc8S%2{GoQ=S#o~Fiuw$!Co&ou8rfuIs z<)*8v%WbdK<~u%&k|Nb;E`8yY4A0cp{3vA{LL}hTsA(9+u23em4iXGS4s%+o)Q?G? zW`AcZg>M}k!|G$}k=~3T;^B}MTk;)Wiz(F|kZ6yV`*g$(>5W$!9p*mno*{CcmAB99 z?SRtUlEVn(LyiyaLczgM{eZRA_GqPRlkUo;K$y;I!Sl?KrPCVG zVME&s&!#!s#Mf733(9(eAj z?dB;nVb+lBR+XhMxoHx-yQ$jfo}j*L^TcCEd)y-q9A{O9)o z%5-M!e_L^kPt=#EAKk=s4{+}Vni@ZZU>6DhS?*(nuok%?Zck~37NLV z%|ig2*Oi(LWXQ82GXbl*`cIj}XYXbfZetsi?g_sU;&V9hb4kd>MeLgnBOMSn}$g`#FCDVO;nwE-5fKmb5< zX%0Q=(Ca87l%+|h8Ou4{+oQPIJhj<67;IwRyX&7a`>@-Tbmlg}B=3y|Om!zr&?R2T ziR?;EGIYd03)eAGG}!+JRcf$jzFx_tt|~D=wYmtjUhgWDA9|raH0_;!MolAc+FHJw zmMXqL7jC;j1MqP6X%lI?>P>S{%whhPC+EC~n;_C*ok2J3Z%c&>k~Yp591_1EichN) z>0|N&4GMm$kDcw`;uq7W(i61_G&{%mL)Gv#?m;O^b!+)eD=&o((H;=6%=&sech;ha zg3a+CVT3GTn(RI@c9+ibRDX;#p%+W~2a<((Lwj!!x1d9`jGHi&j9<#v+ zW|};soH?i52{g#;=d54PP4k*AD(|M@$Y--g<3HEymqip2YTOzIY)h8{CIG|a^afx? zVz=Cih@x7CpDX#o87AH!JlFc;XnbCC+s;t001R6tOk#bq*FCr|Bf%Oa@x?~EuSN9G zO=c_c1468&h6I%cA&)V~orAAv&bcX08sS+G_X3N6RRP>*T%V1bxgPf@?~mnZtxsl-u3SN)z?{SO049Frn9+k*8sDK9OX9L*wdbX@eeSKaEQhXko+WD2yS z^G-5hk#0NK?p>FDMg1AL$w8%rrbNa+o?1Xyz>CXO<*9q#hHID0E-vS*UAS#c*1UBl zLcQ%-1D1y$>99Jw9PRJIgh6Q#21qQAaGsj`D+FXB#z-FB2L`TfO5-dFEHIP zj#84Mg|$l|>=o0DjR!)xcB&m+ubOU!a336!cpSV8Ln=yGh03Nbrh94w3cD4>XI9H$ zoD3-f-qHm#lY(!7uslfQx)SM_HQIX+CCkr+E4u%xec)Ss|BQLfEt=La-+#9=YK9oH^DdO@w1P;=kcWb*e!@=sRWay$HS5heH=4% zxODFudiAggeCVD_C9*yLNt16l2ataGyz{d5%1iQgcg)|BUpLU$?J?;>9J9v|KH-&*ejy{sf*NW*FI>z%>H z!u$i;!Vg$jPx(y(oFgw*?zArsQz0#qS``csd~T{l({ZQBO?MLA9j~6={IL^|3RjeN z4f}+LrNWk_ysZ}Jn7E7oKp6i`dMm>GH~8T4rP8G!l<>%>@aE$M!rGi33{Lkp9UcprnsoEA-OQDQw;}6dCfdY72UYqV_niA_E zr@gI=o77d<7>oB-aV-_t`17bcwfG4g_r5R?Q=Ms4yb<%!OI{jw6531c-Hwi%3BGp0iap?GjP2hNx>b_?SlsvpfH2%}wp>U{YggL_ zT$MCm=8wD|8T9{SGIgdgmI{gunYZB^cB_+S3?ul2EF2@)gG7AQp+>;+)pMt;b6Rh+ zc`I?NEw1Hyb=cR~jC?a)OiEnIE^)OeVL?B|l!_McRW^GPj-46nmR%f83+C+@jUgn& z;YUhjw?GYhUpLe650=@33*V@#&BGlBETMPN2TXmPx| zJ!_de`0-V-BtGxjNuAaJOdUsquDRm?OAj4~Cd!$ic}w6QvlcM($E?vTTUy4x*?WbdhQC-sa^A|zU3&+VKQR)|(W0txjXIlCL0|sL-#W?GM;K zy#?fV4N8*R-r%a~`LHdp%oTe?;IZZ~S-51z%|tVm;Flgpcwc|zJ8Z|2k>vi4|E{oK zDuLx&6Ud;+`05_#IvZ>tjJ$V2VLKnMXW^aqIr-8})k zU3-O+O6_c?VqiRe*Se$9BSy%>qSU|7yx^)VVZMnj@f-Z=WbcJ2Z$|`48Y@=Gfe!rL zMpneE&_nvsXCblu3jj&TY?Jj^R*k9b0o*CckXlYPwJQQtxU&?9rzUW%b5fEQCSpM) z_2J*7EObF$LS7OsR=?J}1JC#c%9An%s`l;1t%CR#kOkv#anOy$9M^W%t^w-q3w4&~ z4WqBv$~pL|l)7Fb5-HK(Apd0fNndeSo+v*6z~$1n6KdV5ejI4|_gsxh)hqN46mPxyZhw|7DYJ1#6%fB_2h7kw4UzGuD>z3yallc1~|$eq6hvU_sky<*&)82bzfr*A_&nd*gw zftmJrsActw#;-fZy%?~J6PVn>p*kWyTXGk1Vlg9DT3fXKFo;IEI{Aj>kAOCw`%E)o zWbqS(o-i4x#tdvcI+X3SWa>eKdY{Y5bBZHti`dvkYFm>1O!{so1T)KJR9Gn&&7Hh^ z!NX@>n|0w-A@A0=QniP6_As_2#~M~?8>Ju+n7$nx*R&?8I)(1evHj2w5-}&un)~G5 zXh?^t@W1&!A1f@7%iypb_Wh+E_(ls-`<JBEMojjKn)6!L8Ow!|*KGdGNe=%~0=`Mw_dqVd~2WNfqv4@Tv!NW{8N zOlE#RN{|mY=xo*Y-eqSqQQ-fN&guZj%{|+^J5eQy;&Mgq8Sm2athMmtBbiBK(tpPT z62SJk2D=svf_4WWx6JK7qB|)QsDD!?wJG_1hmrc{4%Eqxur`1#Bxx-C?)0dKQ5UNj z>^6vq3rf7aW;)(N#?)!+v-YdN3!qTf(iYc}6IG(K_UwP1Dk|i?zMN<&P9R$N(=gmy zoLWNuFpU9Dp+@RfoL^B@FntEd@(t3-$G?iEzK}j0L?+|sP}CrA1(|1cRxA{<+vRs- zk`<0UIF5Zw4<{<;z3*;#SR|X{L@MIZy?f|uY5``gq3dSTqEOtGq$_(R!#4J473lI6 zd2IOi=j{jh6!m)oey$xB>1N&7R5!E*R`53@#18L&;?BXFXK}Wk>!MEE8P{>Q+#a*h zRS^YQzGSUh7NN!#LEzq?DR*dCs#)-Izg!>qR*g@ZRW*4v({$8LyIGFXT@$PF;e+}L zrGj~#KS&Tg$IVuqd5ql6l0|HvuL>oZBkH&KysTdzvDShDzy|%V0iRk=c&ixd9eve< z&d%~);z#fv1vLPx7}P&|+3%vM+IQ3RdjBO6PwhbrE1pDM^ zy8mc@nUU!bH7;C^*O)<8cWal!+1sK%khgnlm4a*@|o{JKvp5=sH7HEAzHLAqd1RFI=KD%Enlm*3lR^umV%_B#b4?%V}@GFBF)) zmfC}@hO;GpnEs*A0T7Ve(bB?4*;~K>GN&zFV;E_SC~C;k+h=A;cC)sfbx>i`m~YOE z$p^ujuKYVW*WH02VVe)8@XH`HE)ybq6eb{dn-8;Kr0N2}e-3!}n4hTr=a9J7!9`>q zS^z70)&R zv!2p+o^!lqn!99Qu}`%m6nB`YpB}$iL=>nzrlOAYN8$h-cM9g&)S_?>5X#Y zwk82AR;PHxsp)Kh^V}hA7o?`=8{#iKP#Wd0o3`F?xC642kC$FPW7SZ{cREQCx2t2R z_~urCP|tp^ZXKupV-4ri9+*US>p8i{OS?A<0FGM$YE`MT>1BfI1;CB{kHnuEnw}uF zP*TTn9HdTeA{w;censAEIJM03zhir^$!^Pg80>+Fri${sXn>ZiHEEy<7C?}kAxZKK zPyVn|b{-C`0lw-zCwX2>CK-TwXE%XPJVoDhJj~Ss>@d0uAdx%BE4zf(v>Lr>~i1adwMQRP)m+ z-LszS?-UUZAVL0pZe0&!i3A9$iOylEKLIO=Ygm}{@jEY-R&Y08V8yq{b_U2^zGWjb zRHJ0$mgMeStmfu)X1$-CqJ6t9e*rh85Ne~Y@&72OV1tAMS$D6)GY6!ESB={xE%V@! zwdCL36A7A_UdPq4dAUdYrrx#nK5p+tmD`{>x&GAE;3J_v%E~?aw5#NX%dLXB?~xQm z&JK5zh7pcH>M+=wB?}~6Y6b*n?b=P5O_3@TC@d%wq`s3dkKOGP9l5M#Uu?(h1+LOU zoHSrh9<8N$-zIJgN5l(0A5sNunwd<_z}w9L)sYRL|D~;~vHNEL|!C8LuMt;LA0lWkaIUBJeClI=l@3P<3zHY0go# z2I%8phP?{IP`4#^w6nRLHZlT5myc6HUdU=X9GZrjr=8=Vg~})!Z<_YU8^lR@Zgykb zO$dL_YkvV{2AoWj{=Y&wx=D&4570ghpIVt#yT7OyS>K2^3=a-@e|s$mvcwQxHg+$N zYpW~qIw`nSnVvpP6jwWiPzupC?3A-FL6x%QN~zY3p{$2lG?-Y12AU-ykovm#@5|O2 z_a1eI)e z2HP!Z0P}2C^oV>QB(!bE$Q#7Hyjq@2f8;GQ6Az{7Zbjjn>Yud&_dr^*F-q~o0beeN5jXPPpOF;PJR#IBS6-Ok?Rf6WP2Hg z4wfFu&)TTpM&h5)pH}ljtCQF_S26EaNI7iQK>p4S@Q0UlF8#9i#@R*|>IYxd_imU| zRXdi)mo10$Xq3#}0-m^B4aiQSlbVmg8L{TLprnEY$Z^!UIHIF=r~$<{xi`*vri=Ss z;kH_?kC%b6wTj0O&+A@DisLvPH_BW2iwD|G>W3i1*37e0`ZaSk2W0;@RW6!09Gdn! z8pNfzZ+1Vi{ad9{5Qbn-gnaAYlwL616fOh3#4+S6d!}c$b<>H88O=G!r`UtslDGM| z;>nL|Cuo@%C_kwccyEOmf=S6-(#wM0sO*vipNnGI}U0S zuA`{XzSEc%_~*fn8YI*GPhwqdkt?9dPi(q%N}aB3yBFeuJ@*TnPN%sdhjl-%Q(*Nv zAvD9Ypui*D7xfNX=t7fil;*c-gM4pb!djS2 z$4JnKiO#s7xIUi;ARGIE;ZCwLZ5;GAb5Lo7n7jI{{znMHmiPx1ehV&DuRki&=^D0_ zHk9}sTgFe!k}_XD5xANfuuvKC#wCXQRV<)?$fXm!x? zEmKmF-YW8T+SL4c+>~OdD-0IPZE1=|__r)SGoWM4H0Qr)1uPPqH0k4|r111bI7h9( z?c<2p{k)Sy{2+Y==$kN1;rs@B_7A7sY$W+vH9arK2C!t=}V@! zD;Fe#t@<8(0ZB)=99Iu+ue7 zPYj4gEVSv-{k&E^dXhJ;ZO>*gOu?WUw#na`P)rg8$ADK%Gpcq1O(G02xjq1L zg3R5fMI*FG!vE|Oo@?UjY{)j4_k=5#o0Ex=seO@5^{iUT9kZN$E&D!fl<9)Z1Qr4; z70Lh{WYHml>vqMnJoXuYZKm7wXhK;g3Z_Pj>RHVFI;A|~BxG4*fv}*=X}i>}bwEz0 z<5M50QZil!Z7Z<^Zj-&j$^L*G5n8XteL$^6!2`5?(HoEl-h0!OsjNz=Q;n~iu-z^i zt6YeD!7_2dWTrYwH30G`^RzS2+-J2M4nv}2{zQiBMJr`{Xka11cS4T>85NCVT>C`q z5+mghgv|Eh$TWC26qwQl#6G0Mlt1bRfT}pUXN%8`Xfa%hfhC4l*51=i7_*T*wc5PK_nO{REqIA(w<$nW14s zBS_P>hWfKXI=90#Hd6&0ZC0RvE#S_5K1=b!bv&A(b=Uj1Vlz_Gx9B7=KhS@plk9MP z4-Q#+X!M1td`>t)gsippSSD~38Fk|tnI6lq(X?JG43o@p6&{(^s8DVb?oF|2L*4`I zs3%3i*q!wrVk&UiN_163d;D!qelEe)8d%fZMK`qe4dc?Oyi)-7*^Sd;mk|U%ynPox zWmt4U_alSm41lIj+bw|u?C*7j;vt*eh29joQ!Om)J1Gbr;-Ae{-as^|3X4YG+b7(! zUQtp}f)qxPl8zjW`};~Li4l7ow6X=kt9;8)PZp6mBfm8&5}$NYLS%D41+K>llP)wF z-lY!?yAy*#^zr@B%bwl}$n-etRH4rc%sL$PH<4`ND%+0KBlt*;QmfmbddP-z)<(Dw z6E)GXp_ip68}1qa*fhKGFDU*s4C7XlKh1tRgtd*?o4GgN>{>SfOxqTQ&z`R{7@oGh z4cPuqU7ObXf5=U9$13VZF%GVXF(-qBO--e7Gmq0``DoQ!;%$Sfg-*dP6hgi?jN-U zGA*IpC%eiegf_p$0zDHTwvbE@q&58Jj5dtnFkw@@E=|vXV#bN>UOD~~NGb{Vk&S5; zQzc!Jy)GaNnhbdo64%ZfEV7jSlF-Q5>ug(EDY~}s{^!E$tA#tKC2}7*Up2PRBJX4x zWDY~C+Ffqcq9^(7R>Y}WRo=<5`bvi!WqS0ysvUL(&1;Geksi`l%GEc!U?0vn0RACe z6L-1*DwB`ZX=L33n3+8aimLN5a(arFixbKS8*XLJ7fVdx1%*VX8nH9|17K%=)OZt_=QU=Df}jCvc}GsOrhM2f zjdME52T4&-h7}re?dXVUW`O_GyiAoRP_`BnZJLp9xCHDZd!K1cjBD&+(^p8E=V|P6 zQCv>HBgp=Ont)Abj0K&r*J!^Npyz{{bX{zTrQb^_|HQx!32z}i`~X7KDH%;KJY1^7 ziu47AZUQM`1gRfILR9=anHa*!rEvH&+Z#9UC82p>^7|z0eKzGY>9uX;ripoa?G$rh>SmY9W<6bK%TrveS0Rb zVXuB0N`o-98!kcmL}nuLOn*u!JqjK;4AdGRsXDU+vsw9_hf`4ftr0_8_x`hE`m3>l z=>yXB3blYO7PZWKh%3;U96*BO7#>55Cprj@oya7|s`~giUbLzMGZE*3D4I%@S zlal^A`QIi;kP$GFeg9lR;$O z8@frr7x2|C2dEr}Fql5y0cdOos<6ivuaf_sya5cT2;9cnAAjO^GW6%exCMOy#dX`L zpm^9BXx&xO1waB?xB)#EjzD^|mz=Q2fY*3>FeFA&2e5GUSdXMGC#adMhjziD$_oC6 z`|JWJVI4<0@jJZu>pp&8pk=4dM_tqnfZ8@Ig*Ts8mDB<3*=-v7x3>CgcG9`Qe2tY+ z{#IK3*Xjt$qPu`>#9Y(a{5G-Ix&9eYH5;BQ=G1QHB=v_qVQvG7LJO_ne|U&rWB9v|1$y>|Dj3mCNLu^vwPpX`EuMO%U`LQx z$VOlN=Uw-o2Ltwr*Hh3qQgSXq_;(=u_W}HSulN6n;dA-EzWUeS0{HjQ{G0jy-|#5^ zGyH#9{r?F=`v24HKQVy^b%N|?t%xMqQ>mayXcklxY1I3p30x0C8~OH5JUu=4Kp}z? zK+K=rL4F5XpRkSt1nSt~4^#TU%LG|)LAJP1SNV@~rGJJFqQ{wT|NbW2XHHENnAVave+@z=SP+iZdUMM~P z%vqJi9COp3dooBn!KrT+vjP1xnOx4Jli`N4HG~6`q%QzPETy__JwF2qXf04Zcy5y1 zw(@4eIo}Jeif=ZaFNN-bYI29mtNgJASfFG^x&zicd>$R{RnW(OwXM0(B}bZxZpq*~Q)4g=!4mPm{3Hlc1z1Z`Hs4j}2KhB|Vi z6nbxDQ139K-5 z(xA2hZHEn@%P7zk9@GWJUY(S9&$+$Pn!@9`J}%Nal&_veK$`;hW`Q)l8LMUxoUB`en(u`= z*X`_`qnH!6KX8pQR;j9{e;;&P41B8jL$ntGm|QS@!=GDie`Z~^h>g_c$b@E~?cna_D|H`}hz)FEmBNzeRa@0Q~BebYFJ+^5LGzR7HEWW)r3;i1m zrypb6Oi#Z8cps-jd)P80H57}PcR=2AlxSXT3vDF0kF$WQOe%HiH<;pT>sFmp z+B$$8!uXnDtK`)B`us4@h8ShgZyhkvSf`^)Ne5o19X0QGD{zc16mP6vJLvhlRK?L~ z+HEb4{oKkfxa9J4Ri~v?YT{E zH7Zq+1%6rni)>BDG3AP9VAlzp0o6}{$I985v`K8HY2vm%)!EQHl3E*uKU%Nov^Fvc zbc%4lD3`Cz{CQb)0u@m=9M($qOG&O55vOb|#8@|>cD?ZhmO!Us8I(Y^1^6Q6NF{u{ zT^rwjz0G#6(Q@-kk9_0-5W&4WJUhfcA%jl8XHK~dE zr080Cs1aNA;1D#Ird|O`k}BHpBY>cuB7%3A>W2*f#fn2mz!|jJGS11toZ~wv9$0Cb z6Euu7YShb3IvYVDYfd^-d|O#r1JO693ZDh3%uOJSPYh2u(ddmWDbgDFw$wn88?;Q@ zl3qU@Pc6S^-V|pEu*Q9~5m<@wwhkaE#h}7~;*0zLi@o;@YijGdhL05$1uTGw2nvEy zrAr5qA|QxJZ;BKt0qH%6sB}@0P5?m&9U)RfQ9$XvgwUc0L;@iK2?RpmT{-7?-g7_S zxgXzO->>t>iz}DO-h1se=bCHGF~*vtX?s)ijqfV(DIu)IZ}lndZVNuwUAjX(+bsX= z+B6O1$>4ZlC{-3aPJXec4S)O+#e!+Z9BV;0r2v`ZFZu6v&YQ6eMB zy*(1jrJsMY*QcVh6+@%{=<*ntrYG7JU8~pO&H#kpSmc9=9?C)$6K2tF;>b$iQn`lHwTAC9-d#;jd&Z)Uov11U%(}^v zde9tP2zYaX5i3e7e z%R;Em<81gi>Zs2pMs*;RQ^^AkCm~3M%3}vG+4WLR-vV)Y2UYAl6%~O+&F{F z@_SxCNp==qXwKsNJ*vviN*-DKt^d4@3v+ zypsI#Je8{zyTILw_5ZFplhGYN{u~{Ec$+-wI{Ev2Rw$pZo+7VD&K0I%4wMtaA6s*uSG4_r6y<4lN9+gi7`HUgvv$iSAJo95 zIRFxQL8O+=HpnuWo7(lGtB!WC*5G5=uZIXG3BJy;?QLrS8G(oKG<+|sTws)$WeSm< zQUt8wTFHrOv^~4;mr%O-W^x!n1t$Rt>bTQS-RukLJyt&rRM~@=QN>3G+0KI1WjQO1 zLCayJ%X%~M>2H6jWcOv#CUnTN$v;`aS?BjmgpO-QY`ior*MOR}=!Mv&t8XS*E;hh) zN9_kM$GfqsyF1T2UtMgj5EN*2_IWaM_*=ySI#{3;W!_fB;Um?MP4(HtHByhh%$6t) zfiLqV#u+{FJ9b+idr!L4N3bu^FokMA187NZys+$`wobEZht{^$bwHb`1FU#C6xmT><0ZGoD7j6(v|-(>x=R@O7Cvg`T;lcFNH86eR+Mqvdc^aVyoVi5 z%k;S9=W9?He@HoTyvJEkm%wLV?)zK`(=D}rHm$Z%f2?99=@_eaSqj!{y>|HIOd13; z(c`%ku=y$3aEgT`7e5r2&|=gW95om@bzgtXr;$GO2K-WR-&-AXqf;8L*Vdoq;LBLUWg`V@p~b>h@_G|NNdw;I+i(wgoM6!HbSI!fQc+>&*;q~zhg~VnkSX(a$8CCN}kK-B8Oj#cf`THK+bppNy8_toeCQcyD_``yDVL?r#d53oUo!$feW_0Q@7 zhqXFk%vkyTA?M2HYj8zU0ddP{$5HBu&gaDpYK&LUpb79`xb0aa-hCwuAy@(^%!uiz z4_L(wnT;Gy>LtmWmkf5zHuN~8IuVnAuY-MW^?nlYAYXnikUT=|rti9b)B!*_62*f? zP_uhU>P*}5?IBBm-0`8l_%^{kr@VU#rv1Roav^5 z`q7x#@Avih#TZ!xFa-FR&A*AND3Pb(ce=bwcBA760|hhCn;hKA za?tNH-J!`b2PvbHb=KYwahtT3yXmPT1h)L4K3|qChtfye&_`o#Jawl4y8@ zU_fSJpNAN0-BLwY-hyM*?LQXa)!gT|EALHn0KR}OB-Zzy!tFr!VSSBUI~^UvYF+u2 z>u_&1nmq$i%zMdcK0duOLpFCLV^b_|z1gh!MWjK`-uN&1b#oJZmSuGprJaWJC1Av? z*(UzX79hTPAq=??zg5R7V`?zq!3~OCyK(gimx6DWq&wO<-_H<+dpBisQ|!SUEK^Ew zO>n3b-2w|x+n|SlRiQwDaH^eyT(2iuvQHh@^4AeIry?wOYG(r(?G@f9eseP#x5IsLf=1%)>HR>aa z)(PwwvicVFWTHZ*aZ@G4744hRH0oAV9H!W7UyTob0hsvSkiM4!HrP zN|n|DafL45Eek7L>7*;SEcsjpz|e1m4jvSiG&C-Pv&p&`%xB;clA2 z`@VDJtn1DhhOH4T&HEPQbXiJ>kU0#BpRi>hAJ8{)avj3vR0RPYw)^RcbuT9X$!y3= zLe8APUaQKeAVG!RWPBA;^1fkb+^AaYSQ&vwrU7Y4wuHSZ#iI|TS{#%pri+$N*82`$`#4~g z&%k-O;)Jk*wm@qU;wFsG1D79spZs)0?Xo-)LRS@@-TYyBE$e3EUy-eZ7j_kL+At z4(M$&6^T(Y2I~@EV@BL~TY#?p#>Me~F0OD6pJX{uhAmpolmfwV`lB)xcCf32O!=r^ zD?F$y^uGVvK#e511x0=EsMR2>`OY%+!#n%6GtS>2W`!CR&@T=RXiuMzoLDI>wfKGu zHxN9INJs#57qHj+N-~QA^4FE-hf5=9o*n68;y^hwkn*6)D6Lg--7zlA2g0?%v$j>yYmL z+2Yip6`8X?sXPad0pM0;?NaUWKOih+(LED4#$%Yu7%ukMu5nyF!OHX451z8utgBbn z`${1~Ra|-ds5uN3L+9P^l$Ue;_F*v(C`-b+cL^b@Uy#B3PDg<%5ASV(Ua-=Oc4ap6 zGkEilruoAkjyldqH;9Dj!dk4nk}_rI73euw53k6w%FbzvU!AqN5Gy--alM0C6b+V^ zA?(0Wq(t-Mkg7GAquC7ZJ;I2MqAR#zGr*qn{CJV!v+S-abmxNenF@5pmv0deLo3Ne z#ZyMDR=tTDk=_{yRxL=n+CH5nZ^e51+6O)m0XuU<#H= zL+WK(A3k?tO!DLqJtgBQV-DrD!PTCOS49`f%&a{Dj?$+<|A}L?q`%MS?4kwG*Osd! z9$5!Ik%FcIeyAdiI%RKF1p3oe-qs?8TiAE9sV!o-ldriNFi=YF=!vL|5db`Bdy5J5 zf^`QVHn6n0Trx?1#1TT!*g5m#8=dQo?=K#)Pgj?cW}e7SG+Z^l(|g}r&D$!BJxIoA z+(XPkpq$GqAc>r^vXfpq;)z1OMc02G_v3WaSKznF`>1%rd;7P8pA5>nC5L<{@=qsj zMO0&{l&P)DH+P?J?36#O(qiUBNzpma>hGYDV!KdP=pN|45t+kMG!pUQwUoh|O zvR-*`w-dBtr%7(Dg*XHK+6P48(S|^jQy{L)&8`c%5;DwVW`5j~u;=iH3iTYUGYk@4 zA7aAU(9{|1N7WK2nbifw6Wq7jSIsUzUm>Pa$S7iCWxV9zuoHF7XWZ%&Tt#`*BV~C? zr0o7sG+v~<^#poDW_^F1CnAJr3Aj(hj$$ZBz^Ecrfmb_uZ9Q`yFJC< z9%f~2UxQcmF^paEJa#Qe^X2_NruK&~Tuet+giYJti7dQZ)YjR*ele#o-tNi&g&@54 zMs6-OzU96`)mFz!d&}K`YxzLL7Wt7<#}z0p^^p&zle#r=+M_HwEj){>q>D2KJ|%;C zvJr?ys;*e{1^Rfe<^aOvI-kHMZCU-9ec|nDhI1uj{0X zh#XH8A7XdwM7cnNM2gU0Qny(8Pe=3s18;i`0TwXEX0L zgL#7QtLG(4K{hNyfhd=*cSW`Bemr^Q2(N90%Su}eMBxQN0%9Q|!F$U`=gFppd}PgN zQnI;DSY%m7l8}H_SH;>2+AFH_F(dl~uf4M8re?Rv`bGQ8Lt+K1{E46(b{39VeH9T_ z`~9_VpX$WhZzUqfHz?cU!_poXbg|7miTgd=zh`w*dBou!D?H*Z6%}yVw;p!i2A~(R z92_s}MZU<4<~}~|iCO7TP9&b&R#;%$3czt|$?hVqp3rX%6wnDjUQe<=@A{KHLY6e^O$a3!@l!u$}i^BEbcTBN8&$s)C&GycyuPyE-WgihyUgBSBDP9Oo5h@Z5|@sI{M1 zws`U}blf|waXtQ{yJ?D%Vgme1%yUEIk>xH&_Ns(P?{Etz!}kJqncC!1Tg zh4E!+8)i~Ll&?E8-tk~fB*%0tXUlD*eb@bp$veyDHwZskvu_*awfM$Nb5_;!b-5D( zvk(&OBtARbmuhmW^XWif7qW1iB~4>aqv`UAq2&bv?^Mpt>^LNll-4)xCf0(%Xib$2 zR-@29Z>FEFvvZ{^Sc^RH(QVonWEQ}h;NEdt87;X5S%g99$TjbUhDLGKg$=wxyPGxm zQK)#q%@02bXjiTt%IDOlvTX4V`*L2}{^D0UdEk%T8JETfpI3loYCfRMu`+$pp3xIV ze?rDam&35}j88>w%8?IF#(=75m7^DJvb${ z^IFe=&~Rqc_il8j$XO?rufWeQ$?0W;2cMe?N1p^Yx&FyB6E8El=%A6RIZi zSeJ|Le;6Gpsh*ZiYGlkbDQthLEtp3(KpR1FTaR*PLUIZp7{9)S#@b+xpO_pL{%ldP z|7N1~;i*x>mENKXhG_sopzk&ZU^u`D2-YLjaWfT|WTOa_bY{phzp7}GiBV^B>p@M) zfH+7&O@&>u*cg;R#fDBEFSRc(!)?2b)20sjQ7%nq(mL) zp5Ow9k^JKBdU;X3^1s3tH{wg*piyF6yIa~E0KiL46 z#XBxpdP~`nC;99*4JPI-$s99Ob_o8<^VU~pIbUi&Mju)^=6?Lodj85?V9v*wtf8j< zCtg`{@*V6gKr3)#Bo5vxRWpP~yyWaqQvgh)D&7#WsEW#uH=N0nZF_Chfc|Rq;0|2F zluxuDW6ixsDIIOB7ZF0UuRz@586?veKQJU@u$Ql`Fhd|%MDmR*kunPV`ZUdZ#)!R9 z1F>Y9(Os=yvEjZ?s9x$AwoJaT{#5NPCScusdMs#oQNn=ZorQ#4yDYn&%Zo_Z$07%- zR%`chHrc9kVnN((Eg5e>x|86jj2uVyF;)Yny0vy_qstUTotB4Oln&a_HL%A|4`N6(ogw zRE?P5{=gMER;BoC4wIMrE>#WwW6NN=K_K4vsgTpRl9A`?-dv(j(?w6p9WI?li=mt* z@ZX{!G(N2Od^20U+P+nZzyYNY3db!qWOh(OurQbqTrC&)?zLl$gYaBM{L}u1BPy98 z38v=o`j7?)NLX4e(EDckLZS=l?ytG*>Eg-t1&tK98>Y_=!Ah#jHy$v9%6S;>gZXri z&9zeD*k*!^t40K;4naLZ)tXQ#bYhT%Cv+9>&L5#mV>w0~T|!d3{UMdpnMsxCnV zT7hi(<7%P1VP!*$)n}V3A>SDw`31M0fB1x3H@%)9ofAR(n@_+((&*oUW#Gjy%%-$;QY}518y?zMs znXY**Q#rZCns<-kO^y0|MU1Ei>`^SS&6G7Ms;#9afn&;vr5yiO;Ka-b+PaT9Qer1{ zhiQgA@_Q9`N8FqREH9~uEg;hlhT8Y zI>WpZZ|W#(ju!TI8dUVc8{XSvqTWZL+xT&W)cx!QzVSj81aflwQMUhcV+|BBFbd;ZB-;>kWSf5ZN4DJ#-s61QAd-ldy?n5y8)=6gjDU;Wfo z#;1OV`9K^in|{1-)cL?s^Nk{qON>A+@gEh?_$uh^o$BW>VL{Q^_D3GW@a@1r1^M1l z66r?Bfw^(!IyZ@yFma}Oj28PHyW~iOR&CgX>32oq=Ue2fcPYovYOPCE=OQ|r6;rjC}=frxkoR;Kmk-a==I995=~Mpt^z#wkfnQG))@Ir z$|SbJvtuc^dL~N1zU`~7jnNp5c9~LLBUtx6d!c-_5-c8Y3eDq2ySvf;YctGN9j-n4 zMz0|r&F=~@h|UA1Krw4!W5-280*&6(32nib;Od$=;m14#9a_(Sf(Y{Or|kO7Wp zFE14_O6M_lDZw@+Q=^Y1^{btxK|M>C2!OqPBjASEP6~t^g|k`Lh*XXAUHwgbS=0rAY%wJ-4mu z+(m?rrC9!XdI#TErq-@cnT^`(o2767KlJW!`AV!`2EB8=zUFZb1wL!zrqzV98r#H5 zg{g;4h1jg^i{ir-L|lUPfeJg54Vrrb9L2jg<@YYBUuyvHD(rmT;-kuk%e5Oab<9n$ z7~ITg%#oUW*do|#3)`x5x7`y4Q}-u*j2`#vvhvpPF3B+P*D6+ht8!w`1Rn6k78->- zOWseB28U~HuRJlgeW_M)SFN6?yF>F=dzJ=JYfCYD3FPPHu{xSex#oJlj-K&A>80$7 zJ~fga>6S3t*)Oj??puH^Wlkd-1utr!ui3=Rk8jDm z#>Cnr3YL9+4(j$ZK>_qe1O_%4IF*geMel`G@PQTdy z>LY%EkmZ<{^0^@7=y|BJqPp0zKU(_vdZ6G8I9|EK%$aG}miNRV66euzbU(b8o$$)^ zf$mKG^^an`M=}(HQglaK_xtfH^N1U4+a0TZ)6R^%+xhykE=+K`0O1FGvev=}O7Q8N zI@f{}_ULoja0Hh8Ug$7UFS8Ht7H0f`K-Rf`tx$v!|tNr9K5C} z7>}5{{Ww~7(aik~*XVaBXaFfBb)R#&cp2;!b>v*rgqqYMB~Q#u^eobhuwBmLzFPqo zujq>St)iR})aDM$ObNN98@>K1>M9ARUv>zT0d(eAoML->hwVXEen9l(J}&9vaAANs z;KqZ5FHVajT3^EDmj2hL2l&p+jaVD;v`TkbLEau@>$vemGcjLtqbpJ7!1Kx}M;`AT zZ|#U`d7Ld@fEFZcoVoUQj)0T7B1lCV-xA@$sKE1zg3)%3Y&Hb>Kn$2zRUVv);nelx z0+d+Cr+%=Z{fr}YO8wfZ#iXd->GX@R7bBibYO(Eq+~RtGQbl z^L%q0ya8<|FYFFg`7D7@edYs&#y8lYI%Q@yI#WN~3b~mBpqophRhM95kVZ(@nK>bO zw~6T=7U=sE89YWV7B)gTUvvM!13q=UI<5=#Azcq|dop^;=m+sDyLSaIug#EG(Agc?!-A=? zC0<0hDH*8kN|j(IJH`6$@||LrSp0Y-P30lHevHklN<1K|FQSZ(D@wKaz8+!<*y?;e z8V{RG^*<=L?%yT*7(ZNr#hGdx%GP0&3{*py%nlb29FXvHFGD&47M9<}>uU9lc{pa~ z=#H~3zkD#La*01Y6;@i|=I~a!j)P~*~){$ zp|MZMK5Mc->j!7y-WKFE9qs4J2*9(BK3{2SpT=mKq4XU;b_f^x%3A-lI=+=VPC;t2q9joE?uRdG2usqE9y|Vn7v#R`= z($pcU`hjP@jsM)A2=VpU>gv3NKQ3-Gx5=)zw{`xIl@7Z>5Go%dpTURQ<--V$6QwNF zdBi=l%^jCHsw3Nj55;bD5+BT)0~GjnPRuk6-97Alqm2?iVT(QtSCR=<3ZxgmcQw$3 z?y8CQ!>?}2$6irBOE=yVDM2>@YL!Jrkj}hY$z{8YkI#dZu5c?pYB~Q$fqD10lZT#y zhCI=1-{pnwWrXvaV>(@w*)ul1!_(ByLZ4VkdUW)7(UXm?wPx3lthvG#jd0^i^ zx3S?>lq2|#TXOFJhmZS-&zH|H1TAPQ-VGw6jhv+@fx}hB+D}MJb-)tg-Ll;cIxQ9> z$1(3?z`k{T$wJKUjjO!bL_bzi)WGEAXsKLA_qj3|g2GZ=*bR+08^R5hi`l#gU!0W# zD*e4(`>M8%Eh?5<6rVX&y{xqGr0c007W%r%p-^7Z!^{{Rt|wcM_!4Ql)NPHe1oV#5 z0qWS6H)sx2zK)s8JbK;nGK1ytgIF^Es?#@39S>Ab(fFC&p!Y(^Du)KmlcATQ5&9gJ zD?Ibnh{e}Q?_ihA;{xnr$%PqVC7x#Cm4?Rl!EWZgmAcLd;UFcR3q}b2w_m$v4flYB zG$GKslyvq??b~=I`plyiosW}*JnORZ@x2$Km!3Gc@`*p^ezUc;bY{gYq@f*M=YWc+ z2Fsz;Eyu)Q;m#avSv|_Ls{1mOP#jY9XDY*4Ed@V;q&68hm2BX1uB@{Ul^!RQF;+)r zjlkXVY#$k}%M&e#y+iV|!V5c}b?~=9EdR7KWQ26*-oXsE>K} zAnoX0EfE8b)g6BNlB<7IuC6Ikm?{r(_im^*G$?t$gbMS;cL6Bd4TrB63gccvS4%^T8XZ@PR#Z-Dcj!Eg#IRWWC zeDJxVey*)i}n){kB;ss!E*wBTR&oDO;5%@MU%!w zJOJ~)yZLgH9SncxrQhwo8xqwV5{FiTgF6J5V>*Bu#hB6BxsDJJnh@tc^h+UiAYOzCnAH&o+XY9C-H zG!}{kDIS*U5!L<-O_D94iLui;0r1WDmDaPkVD543fKzbAT=pMtdw_~sb5o1pj3Imu zh}o`ft+;74eP{VZk@dpmV}hi)TjnDDl*J{ZB?bjzKanHn<0WWTypU>1m5^53C_Y;X zleh`+?Lh0ErSRr}93Sp-`4=lf+>@00@5oj~)`p42+SYM>;h?J@CXXzhxw-=A52w`O z8~Ko?&O;kfN6$AhUH*CA*uGT2c6bC0vi-@*dj1H{BZPZhE{Zl?!hN`t0pc2EBM zjcn(D8xe8k(bEwt?>XE{d=w{4m2GbGSkMmP2=@8$O!h3mQ3RiS#h1(0FRcy4_&R_5 z_^k3m%IeufZ4Qdq%VHARnCFVt`)Y3iK{L) zN2$O+P&QiI{haTldwKqCCDU6!7M#op$WQ7vA$`2s7tjWO2~@8<0F)wE0OMd+I_EKc8;s-O|v__Bi z^cJ;faXcEmkv;~J1LBIJFniuK^wRT!c-|$!@3*IRkB}@sbEXq?QVFEr<20qnP!C!I8`Mn#enash;Yb}DrxVi2xVjqOjJYp@A7Ac z9sEJAe-H>%z=ZPg2E2MQ5jY}M!(cE1-mjH`|ttnmKa7~-OEYug}C zr=Y`(tjlmycVcy*;P;uxOqk&xH<*s4e+zLCAgEJfv#K_M^=R4UGJec@aBlALdU}k~ ziAODNZ8YMRZ-dZ~;d`M@ZL}0-RA|Zofyva;X4%7&?Of%1HP8aPSPRatk!rhU^xM)S zaZ3SU7j4`W*Gzb)4!Juvy3nZF#eU=@L%m>y(?f8&40g4|&4a>G6nxBwy1O(*UvGDx zs`P`Y0C(wvIb#U+gLrh%CS(OK9?hAmv zwDZypoV&mc{O1!NAXI3^jcF*72n`7OgallaE&a_ka8`*h@J)Fu^$omOR6B$Gb)O&n z6|U_QI@%(Dj0kUMkga5+X}sG2z21VIX1MX$J`Iw%+XQ&BZ9wy%C}Ny;KJXQXPF!^Z z9`PHD%FqHo#Q2q;k(76Y1kh~QKXJ{qDBL`8@8NDW1?nm#(= z23<>AOG57{Zf8)R>l^Yw-#GTkh2tC|%=4vpNOD{s!}nIe&=~JV0K4z&KFs!tG+KWo zkdS8e5NFhUeLe+QD%cy(UH6gHP?VvUj;eA&?4s9pj&QkYZN{cS))~{a1jV zzh*oiQibNVR-|&cfL;0~SqzuDlei8V@8bc3@pDPmid8^++ura^+)^i7>c zzkm%hfzbAW+z#N>!jD7S>+og4N}41cNI&}4ZuLg5Z=-lc#ziMY!U_=RJHNFY#8_|1 z>8LtT?kRpHg$!a{WzW5Owlte$0^mlg%oF;b9jr`4!blV|ryQcp)Q+50$qYW@^~w|< zbIQ(iG$DCm%@J^1x=^oSnx_}!EJaTdj+wiZt3m58BL^ib1m>bUHXT$cP3UDsjV|(Y zlTnO;wNf-?3yMROyJf~M$SDVKUfx+AdY;m_k-ISujvnG4q*$&@DclTfVV{0MXrie+ z1K1XV#e;ovH*w*_j3h-kC$LnN$_!s1oNuUp+t+Dx>03kYz{YlC`!HpCmhqPRWSV(5+&F&0a1-;o!6zSU;f5vUF@jDK< zHR@EGmj|XrfzNikE-{*zRt43>gfjwO`<8wsb^)oi1=X*|<{k#bM|V8ZBY?4VcRHi$ zGL=_n(aBb`>Ee(Z@M{CB@aD#pdZIYvp5HT5|K#2Uq`}sXw9DAL(_*%ohi1}{4a3ht zM%#agsFk(D<(PBe?ZX-1IM>a1&bvxS){#JS-8rT1EBQ8z5uE_54C90y$iOoWv)GMr z_Ae~`rX^~<;s=6GZM4L8r9wj`=!nv7E~}77B}TWV;+G1)wwL-9a0Ib^=W0BTti$>G znT>wL-g)SwrukNC(N&Y8d_-a~Y}O{F(N&KhOFLg|33S3C3~yQHSmQ3g)up2!`iPY9 zsmr%OR-* z$(l3*3hyY39zI1k=DTY?<340sb#eyuQf~a6!98f={Q|_Bfu@{_$K*TV!_Qz4Ps+n4 z#1_l9t#Jl5nT5MvJ^~Tr9jc$mz2^)9S@?X0^$0ixMdY|J?}{vEko=(t={_REo$x2p}cunH%hk;26IWUoMT0gtkVZ& zYAxQR_?TG-A4>l$UDucE&wk8qu>RA#D`DjKy<*eGXB?Ag_k|TxT+r3PWRjCf zy+aEQ*9$!IYOWbl-!qv*pDjzN_3u=YgYofIPdVAk_}QB|3B+v7&=#LbOi zRNqWvedd%rt_|4KGa&PZ|HFK!jnOe%`1D}5@j+I`%2T@#2cy6r@G-U zDygfEjg5`f#94(V5kkXdmuVnNc1lZ}jvmB3)O$uuNpI{MZVLCV3^IP>l|u+!X#Ga4 zo}PL^ddv(oR!e&wwE5Wb2nADkz6Bm+u>f_OLfK1SoOUUqtmVh+-)E@cwY~T-vZiq> zd^!GhwdR6{|Gqz`_10dJCCq_teZnirxL((i4o-1`Q&b&{Q>EVz6a;=4ruqi^mZ|v{ z2uu-!vl|yb4k!3JsNxvJyv@x7)6PXxgjv?${^P#Ruz787UD8d(M}QTe?pZ zlZbbhL`te_c6}S{d?ar`Bpm}pLvYg%Ra9~6Rmsv*6eRT)Ce|}px(tuiE@LlWbg7jn zZDj8`FonI+V~&A&_%Pr{W5B3h=C6$S`%BSrfr${aj`h zxA)UD%QvXJiK(psp1#t$Er?g9_M+o#gItfX(p!ii?$x;oUsj9mG{t?xbe3!PXnk}Uk6etCJAA6R5r~H%9iOLOl8+0EG|%aDpj|RF7)fmMR zNto!0BBYw-HuCnELsqf<(S0|%KQ zjtXe1{ThF+Y#i`JLE!g$D1miRQl!%_ zOKk}qFV;zS)VGkp?LC3L@zvFm96oQ$Td=`81CBulYoG62(%^i(*i@nXC8P9F)J8(Z zcrKq$FtuBI5!Z#eyH%`hoVY%R)Cyo+Ab>fxtDEWO7@|j*Sdg>Gq4?)y=1{2|<$M%1 zP5S~%FETtRqJAuhOje$A?k_vB9mV5(+fa-8Wpg5&ZM5v zZsSoLvAO~n*333Bg3>AnqqJBpP$D-X6P$EYbxZhVBeI$>l>=q#I}A23kA4fq9e&?* z!3sqjnV@qK{Ugo(zV-QigG1W`{q2v}m$)KCjvMIz?W5m+jq{HU)c^87 zFCIBGquqMv)c^eQ|F|X-Q|kmBZL{@1KmYqD%8`2?lTU~;tNm~PiS{h}SJr=ZJ+52X zkGLAI>!=<7`xX9kApW==mHOacUGLDpL-rpp?%yH%Ib;5vW&aUU{|4sIyaaL?$73=Y z;n0^U?x5S9E+bA`qE1V@T0|BZ{4!gbyg$IJmvOcwoG}hKWPbw84VJL|E73k-6S9BL zyy~-hAGM(4t?<$X zaNspE0#ea){y(DsAAXF=cg3#rwHb;Cc}zA%*w1Z5ScAU@;Cx1ZnDW=h_ zsD?Ad%140F>fQFDT_0%O?2k{_rm6mnwg2`@TY6uBW5?p@*1j}p5&OOjnDz0@<&&8^ znNkol9hj^nr&7qyHiIP2#UeZ<=2xr1ULpP~5BjqhB=x@0oJmeA1bD@qk>qcZ4ypsa zw685|D`9ku&sESPKh~nTpr2#dR)A~9{4V^8qJo}r7hL7X^hea8e;A>^FQNG_l#h4A zm$5XfO8F;xaSOW_6HT)3GiC1G@G=a-Wkct?Q~ZAuc~aJY?!Lhv3;fS%^&ippJ9udx zx^+eIz-r60W6@r2WUqvv0NV3g9?P^`QdAl=T)FHgvZGfPUGyco%@y_FPssDX59zx@ z^ruvU0(9O49>GNKt}!XHD_uIU(!uo+W(Lk z{^J^-*uKY80#bn-oJnLPs1LXL4Rl_(AEC%ujW;ME*NX=GbjJc1N=3z%6(vH6r>UR z|LN}ke%Ie`gR#CCd-(64{nO)TVZqR3q?tbc>k|Lv53kE$tY3ZJ|H~)&f1idXcbRC( zPncEWms97C;obf$6-(EEG%l+j)4B1#elG3Mt-FehGZS<_@YcSjuYUc7=DnmnK{lFY zbUkU(Wuv=6$3L*fIp%F)7b<^!ccxj2K_VHfaUHoVt?&;Gho&Z!%EYoDzl?CwUbXKT z=j4JjN+U!bZvdq4o@4#5uV$GQ{KM+W3gjHN7iLaBgSe&mjDf?SSWbx_lx?_Rr|Wf0pp;kkC)0ME>OdxNALZmH*P22`p2)NZ;5kK)y6ZLP8 z7FtLT=<@VHd#BwBydE>cSHdcOYh-C{0t{jr#{K_z7l0|p3Tha_=~j4J8>mJU!1);y z5AWIkGM5{&CWBL!V@``+0OP)e5tu`(=*b;_W{l(YJg|DP(!F7X13cxfR;+T$s_j zj=y?8x6X&syudaUW(-h7@S-DC9+Qt$Hr~AWzo+BSL6Dhp$(A|YIV!fbcB0DQHtz-{XHAkAvt8>hH)r#nSl zdivdJRQYhkMFGKkLx0Dj`a||&kksj`o5cd-#doRR)2C6^L1t<0RzHERL$3t@lLckq z_(#|)hwYuvkr&HrAQNh~C-2|yx;g6n@G{~*2q4Nidkr$uSmc&B3WC-pjm%|y#@8X` zvnN_?*3)HHUNSCCKMhY`V!F@jEJuK{VInQONiz{s!JLfXxy)wuA zkv-Aq)wWYHO%8)AqI`179v!9{ZDhl?xo??%P98zT8WC(?$Pc{dOeh^^4QecAt;rjI>KUGmV#LZ}g9?j~TYxHnm1dEjJQ;MX3pFn>EC~3^_NBOqrQrQICb= zmF~Wi)DZV+JL%TX?8VIS(@2B#z!lQUB1XX?ZKtZb_@wpKoqiL?Pt2?CYL=P3kGCY= z#vgwsA|n`*u_H4#MEA)kt<*XYfB5eRF^hNT7RJ!}>T=6UlhT&j_BM*~ll9J4+-X^_ zm74Wz1DnWus-Dj#Lbevkzvu;vo`Vu2x1}wQ z;F8#Dy+kj&)-QRMd#$sJ9t(jkb&v;9jU0^fL`_IQ>Tdr=6CcC0TM~`>4G9Vv7H7_Y zYE1hRsP4C_8t?Q)m+n|?<2xLj7Nj=?c>U%be}IrAu$8?LTeRV&=x#nXWP_vtVnCBo5jVDow09v zZLN&3*GhU_K^t^RU74)A79OLbrcYXH>Nrw@JM?u&`LZj>p=4-tu${j5Dt}exk5OTG z+Rq@RrTb8|n^|Pb1SorHRcF)+Qb}>t{$xn-MDC^`0UokhShF&UTytFT9sNF+6w8ND zZoE1m0~<@%CF-gU(3|dLPboFk;a}BnR1h3OcMn_F3udN57fTw)wN^5d;BB0{s~bU+ zy%Vl1*o>|6@jZzj;@ZK~p(kF~uHAcS1&{COYu9zr zRHfF(x;Qt!2>F>Yf&mY1V^3f9A1Uy7=`DZ5q2RhN``3JrOPi@80 z`sFGzI=Cq=bMm2;m4$T}`A+-RV!f!(WWbQg{q4?`8SUN3o6=@{pc`XIKZ8tlm@5}( z-NQ+-fcDQR5K@`=I3){4Kiw-_q%bHcD5ZR9S6zSJ!Z4{&=H|}D+n_n&OVrqizA0rP zhjhAMUUOManfP?AtOHB=Z2UZ~M+)k>6J#|yLahqqOh`)5Ju&7qL|R>0$Q(8d5%)z| z7v=N)IfH(WkV`kRc6<%_J;F<*BZZ_*MQ-1fpQ~k^X+T2QH>P&sS7)A-%{C1P%YTdC zr3NR!-UTm6R=1+c>SQw4zb!VM=(24{&OKS%SNpxLWCrI{J_HjN zYb^cV+SSA7uH9tv+}c3!u^BzNtuJHFC||Fd%s{H)nq|*ge5MkUM)3OMZT`pRr8_o9 zyXusSIU7^GOF}+XR?n;Kl2|hn_4pZDi;?r>n&laTaWC^^drdm^!9A}G5CQmj4tf4( zGq{+pJ_RYI4|ifV{@%+9Ej)axsc4XS#af2?t?~(U$C z`LPE%SFNi(L@CNpW5S>f3A;h-n|`Pr4eSVV4kx~L^21QHxJV6eX~Smk_QqlfMpl5u ze5uLuJA7eb)U{8SY8=BMUT8d#+Ii*Yy1jJ)tfSExcE2z7%KP?Wt=$bQcJKs^I@WDe zp5yZx5NzK6aJX)T74OXq9956pFg)sW@~m#p}~&g{FWjiqIccD+4zIhx6!XoKI!^ygrD=TkfIDP~)Ct z83C!O&3=o^u-Wv|ZC9mq63KZjK1)v)_hFn+d%;D|7+K9Y!zjNRQ%}DwAw7&29$`pKoRct=e_*IJ!x_ESS%ObWm__+3{AL$dT9b`4@qRtz3 zG!!qzaoAh)9L78-ix!8R-f!xeJyO~*--|Wfm}!?$F_W0}n?AQz2vhZu{yb)1+q1{J zRVz)&9tHciW&RhkXC$aWnjN_L^z8*vNQ+r)duB^s~4-lM$2BuHBpbl^RYvBi?(fr+R%^ggXcDSizI|_m<$4!XG8*`son?vVR*S`f~v0 zQ@r{MHiGyFSsJ9@-JJ5B@F_jo{m8sl@tiG6ey*LO8Hot6O+Q|v5Z_m&48}r@l+o!+ zu_I!7g|&D>U>Oe(f=;Eyf50lxz8p5JL{9p;V9lvpQZl1Qn<=)<#(A)b1Pud4h_T;n zd3`daqy z=7Ag!?2K-+{081*uJIcSrP+{;tksQIgB_EeE4{HTG$wr6WjQS9#nQqkFXkgG>~^U` zc?x;$jHcRK*l0sB@2mrL`sRJz3=mO*HK~F%x!P+|tjLX%({%}_>)dm>ymHxyvD8+8 zxLh}8oE(FsvZ(&a@&ed_FNu9={WHQUP~e+Gm%jQTknuef&+9h$*P5%}Go0@dln@qV zWxQCmbeP>HCNX`!(%e&DZWG1p64M0_a*UyExH087zOs7_(wkB3K8qLpR4@ZmfK6&3 z4QS$douEURqh<)>>it$4ZIoJmeJj0#336%=^VBsM(Y7-wFEg<%iwjhaLLS}az6E3M ztfj2mj(PL2J%RNY=S^A3{?vb9l~2T?7n(=27c+6!ymk+ZUPZ6mC|&7(GK)eBx^K3O zw!NpA6r5=oCpR{NYqzGZbx6iX5~+^=!2O{Cv~c zf)1E&J;^-gC=K3*j?7LSj{WZ73zY+E zgbcC0`wRYkXw)tZY-WBj&D%gbV&(~np)I}v&EbfpFJBjS$D+XGY{<#@*g>OZw2@_s z`y0o(KxeDNw?LD0(RdWH7d{4}9@4@)#|)vv?MF!YD=S=7Z+F&Ud#zRI`Jr8-8fnTQ zJ<9CDIyD2%x2(<>hrE1RYz}w{&3tK6+s{#M=J&XMYW0UO1z&hxl48y1aUxeXv#%{& za411*2D(7s+EQ1&wq0N>RDVnEV=dlIuAtT3s-?K>HV~y5BN?j#3#$D0mRmrQ_iQ$~L0mX+K5OTI?q74j zhBg9hXrm_NUToOtMb6iCxyIPO*W$go62FSS@}$;@k*LA6T;RJTL-;)5}xwLgvjn z1R7-(_8L+3aH7J*nSnWAwy=2T#PQObU1ujR6Gt+CrGHZ3@7U(MG`CB?GV6M3HN3KPPJ7O=_%lD${`d-H+)Ls-oGq>tCg|IO~TV1OipctrS3ePnAt^#_|nIWec#Ir8>yTN*@h zJ|^FA82Ju!-tdU{-H4b1T00F&#+^lf>gYdC=r_Fo3ls0Bff>WCQq=z%)c@H>{(tg) z^i$uBN*|)v$AyAtP=qwsCSPB@X1C3PYietGW(38J5q+v7s;k&I#6v1v zC}JL?SSLCRRcb^kvJTY6v#SaW)urf&;A--)M7a(=wtwpIjzvyd?crZ5pA&&kNbyAR zTteBMaJ{@w+)=^c^!~i^fr`|B8>JMY$@m(M`YD?${n$UDLx9&KdQ`8X&lBaE`1qdY zKX44Z+Z#8W$W{^6UUNR{f*lj+K;0{gc=-o5+UbIp&kxUziOZABG6x-0usNxJ z1sgg761>Wr(t2g7VMkBJ>w5lef48#--=;2+-AMuP1@z2LI`nJUQLZZ+^`Bn2eno}R zeMYsI|MJ0ZDiFsq9Ti9JD41Q-q|@(7g{EEtL-N}Dh&lsueIiQussVqL>&caSiof51 zgUbkT=zssBjcX`1*}O?kqHf|J1C<8Cl%^C+zXdEzqu`amA6H68Wp~Je1{Y_?CTq)87sp=C zsdfQJec>4IeX%HDLBp2;kTv!j0j4->-t72iC_RE;C}{CdZsY_z)Gm;8t>2!wzXX^6 zd~>$fz2+%@p+ZMm*S(&wg-Ws27wV0I6`sF=bCKA&7$W9o~Kuvy0zYQ zpSqmZJSOyJKIDmXEBP$O9(7#IW!WSFyUV-Bg^;5(nB8tVnr3E>zS|{0W#Up|4ml|b zvTPZ6vsm}9L?ljrmg!*0YuRIosT)=mUdcnj2{lP0v_J=>Gy%YLb`C)&%HDMX4zE%z| z5Sf8+>u)4ZOlfBxYC|#aSuN%H5Sr@Pl0OcU@BM*3=yu8)FD6xkcT~(ZpAlWy)#hA({8$KF zRJD6NTiJH5c=<=(Vqe~VJWIpvg6Sb=>Sly)H|mc<6PhAH|fc{0Rbu~=FOVxgyeL?xgRbz!vJ6Fek_%3FCyoCD|ncjra7=gU=vGjOq8u; zVGK-n3ryyJQ6N*Lmzptsqgrv5`H0!$2ERE>b0r+PaI}Omzu3hmt3+u*byg9Q8S#Dt z1f30)y1zUh3b!Wr|HiA>8Z=i@bRwY_CBTI4)> zQZSy=9Dck0w0AID5mF-v`H?C&O$Plqr(R*2Z!vEihG@LvkFrd`9y)^T%~NQH zQCst*#AJ>>6v@>B*?>iD@kCklQ=>P!%yliu=4rmB@>|y8?^s{u3IErdH+}*5NYK>P zaV-&`U{zC_zZUQ!*7>G+#2iL|~lc9IyK(w`z0mq;uA2-X{$4eBQ)vtWza8=!SFeFMuZi&Sa1< z2>hT)51bqQIl({3zU&d!H0$fw(B%RvV9yH-4wY2{*H#3HJKIdlE|l_t!_peiOgmsN zjBosrfo*rp^c6#74wOg(4(BS z6ejyKX<9cNgJudpst*dIAgmWUYy9C5`}48VlHfHDKe#>TUBe@1rfGhbyB)p$UY<7H zrOHPJ@g>^*`+#lRY!>87wv5BL^?V~@^CBR0Eg|#Dfo-aC{bSTSu5@q@(||*v79NLq z5!;^LCNyv1DU>OLhDsb*rzCn|EB;^vYMG{pG7y9d6;>UN99jFsA6b_KHou>H%-5*R zMIp1Z{|t3ty#l#X(W!*~L>_kZsoYPy!hmv?ihu79A!T@!(btxvcs?&*^a|m7E>4QQmA-gT z6ur30bBZmks-LBwcrW%AIYwdOVaT7erSpKls)(h5fZq9)o)IOy|3g94zq+qr4?Kim z>^;RLuraMmLXYi_nW6y_M^qN=(&*tRqFzswSUaV$G@Mnj{v!&*D%`>-i>jHC5q2<< z_^NJ=-=IYyhZ|rm&4IH#17Sc)mz>HX^sN<9N^dII{> z95`@fr~LUS6+Hz?_=gIo%afc@g35O<|A|VM3PTE4X$mXL57YpXViyqkE3T7*!RUyF z-!8*)qyJa41{37=l&eX ziT)>(4m%pWO0C-fMgY;_{G*58UBQY4lko=M#X7=I{3fkFB=cQ&bP4|`Lj>qu_9E=2Ytf>;jG%$? zodWu;s6J-o9LQP-cLvo3+g|3ugo{#24#ANlBsIX~e4Q;x|4h*aNJPT1>x01+mZ(bl zKc;6Viv_RD;L=$?aB^ijolkbq;p*r~(DxzRC4;8ffF7gM8m0(@1{jS9%%O)r3Z@@8 zY5d#vLRFN3VcC@}u+>n99jTN(aK7~Wk&SHp{iKR0aD?G>nRC$>Qr_m_k2JGq4>BcE>O;g!KipxzrqNuFLJk+jR9rV+-ur=;T1=s65xB2dK^X z_?8dWX+NvFazSGa#h^}qy#E?q>r`o^5j6J>V)m1uwwo54fBWW2OO0b}--`q=>*UFj;xLwBh8^9z4boPy(u0}Cm3*h|=9XJBJfvxh5 zVSrkoB`W^fu5L{x8c3O4;S0zkp}@oS=U`uCQ@p2*?Ov~at%i20E4-mMRdbD2*2c@! zYe2I88k|Lx*jm@ju2kPoR%B87rbRB}}D%0*O8tQ%sM9xx`ut^t5U#G;*PV z&r91nXtlX%*I!!-~^XjD@w+dc)8oKNNHF z0=6EVy+Snp713034gMjRhwp39B)>#&S3SShZ>LXyV z!9SL{AF05Lzq5LK?S!SSG@(AoZRYD*Z|a7VsX$FPWCaXWv8hYO6?0>siT#)(FMm1)O4b;%`T~+BSvn^Q?QP95{~$w z_UibZEwhdZx^?~2@emxMm$5hARGPO|`GH_((xu!Tvhyguc~G6aZ{_sIlEg9>32Hxg z&vJjat2Glb!<;R%^aZsT>UBX;NJeDoSk2&Tyovkq;}HYCQPTLZBYnGfp`YHcKywxg z(*C%dE#TYgD@(25Aao-$$4LL6zh?r#h9TO8Q80@2=>ED=_m;9vCTWuj=+yUtShMq( z4rRm>3g#k{^utL|tg-AIrkVe~{&eSL?qutfV{76xbW*Snc6*C2N`7r^v=v)}QVsIU zrmgOdnwZBRCLW$cs1 zz^WEaDx1#}X~wY2RoMbE&jQ0d>lqCBF-*4bS`d1D>k9n45@y#kzNfYlMtyXWd~=>_dNI+KWbatl9ovG}GhW?wQ25^m1 zd75U4Kr(Wx)4y5=e?p=FE&%W{)8Acs3h2~V*G&Fm4(|~dvqo(VQ14_;(>El$PZR97 z?Dy6bz$mtm9x5no$H&@8kdgiUD`;3t1p}=ZEUQ#mnyv zRxRdR&TphU-|3#2D;{8JFzh2w%VGjeOAX3Wv4yavFijaH%Gu^vk#BlbKk@UwD|#lB z341DmhD~S$7^a2a$jFU9IF2t=pLkw+iXGaUF+shna)0K#Wl)qk-_Ur~Lu23g`g%6G z@>wizw%J~j2nSstmf_y|u0wAze#_&2O`W{U3)ji!;htS)JI64nNE~tu$NgKNuS4nj z@H%>H)qHccbDxdHmAP5|@MuVAN13bTkZOjGCc|AfeaW^vgBk-pPN7YnM%E9ops^Iz zuie8{K>g9QVw zPUL@LbLSUW|;{(b9Ax- zSvRqSRikoztE_~@a|vI-zIPjyT5eHfGJp=cU$GGM9xZ$|ux(WiMw`67gBo!S;%A=oLH3H$NyZvQ(f z|1e*ls+KCM2>@>5?^pZu7rxH?X(!Mh+%ekm2Yu1*vO#=rVotoZo?m;F`6Jju4!EGP z)gV>d&xZ~EW9V6Km@IP7QhV7T2?HYR*DLStL$PV#8&LUWuEfl}Z^<|EoUb*=x|_}= z>kpk!-}wrvcw5s@*Yq7}=UStT-PQ1iRzAVUg@sYtWN)uwKo`$>15@Pbb985n@nw1# z+=c*O}Ds@{sVYbVdV}r##zif!3$aF=tbRHK$yJ)K{p=guiJpuKYY!i5j7OJ1a`xGN7mw97 zM+@|q0RAWo!$C5C+0s%Mu|ej$+Gt{F-Md%{{jWoIG_l;%$(2tYpkA)$5;XaT>HP%s zRNq{^d#C^W>3tWo>|k?KyxjR!G@1QTFX#Iug#Fc#Dv-C|sG(>A z;7vE?lPnaKQ2%gRtPQj+vHjJyWXB3J^~yVzdazGnM?cD|`Ts>uc0m9*tyR9_r=zPClT|Gp(#9$!Ft4C*EJ!T5nsz=Nad?bAxMnKP^LZG6ed*kWF)u`cq z_3vV3_(~-FgGyY_XqtUD$e!RR3BTyp$j#q7-3;8)u-TMdkz$|4WRxQ&ka4dIl?gji z*d3csSNM#$-ZW%$n@tWUBapr^eiji&UiLa2Q`wO!b%;R%k$DTHFA{1Y_EZj_8jJISIFH9Zu2pG zFT{;^1FWO{Jp5vhq9oj2dC#c^4Xf`i?Ltn(BaYhr{4{Yn6#o3gDS{DOb|*(4CMnfL zYsp0Z{qnbd{Hx8<`}^RYQne5zh|HJDlAkkq&`NsgHDg*s|?x z9@tVVCvD+wPS=QI=J?NNv4O9MyAp2ZpLizXh~~+**zbA$oZy%|7{Q^u>iVmo3ptdo z*?SN5VZE3jm6M?D*o(kunJOx0K#_Hk*aiq3Cg&`8)mG&o~@EbxYY z4-@aWtnl5a_?#xPzcu878w+k(u5V6&;#=suR0im_FN%4 znF&Yke*3KKzfDPGF5e8#oEr^*7Qegw;@$vzMEvdo+csYw2x+W`~*LnE12u1q)U5A%AxNUhhVwwA4^&Lf+`%-19nH& z_&HT}t+Z#~Q(_pH8-Oox6Ts!t&Q7J0JV%7z-l6lJ6ty zM-mdd$WfP>XL+Nrg{mtCusO)aOVgSFvE2<0?@zjquVssQ+H}0+j9%<~q2poICs18q z$HCQmVvOv%`O})dJp^W2JN8I=#ErXIdIVBj`L~60?RNEu!>hAKx|g=c5y&sN<<`D}`oOnEC1>@J>n zWr)~arWVxJ?jXRC=IZrleK=`Zi`K}2<35nnjR?rlE0T}yJ{6%6pj}BOzDn#mPN{K+ z#X^qTv?yn>Ns?^2PmsXPPoc_|{imV0-2?tB)9YcTr6Krj$s|Skw-S$H&8K`h{Y^Oo zFqBlwRfz9v$}Naz=lR4Cvh&1>Hb@T(3nRFFa{g?I3NR7QaTYm=59VeL`X5+Y$Y?HY zO;u;6g4?Ro&OSg(mYl}V5f6)$pu-;;eNgkV&XQ9pa4&MTBw3Wy@&NP(VeKJ>0|d_B1y+;j>s_N z&N?<~%8Ee4{~AaL{(L$Zz)=>C-0WTOy6^CdQWZFN^JJKCHt_cM2}2i(4723|E4rUc z8wi*;@QEdE%)GMKY4VYC%+;`&O0@8&#woZ3-)qDfC%6l3L!Y*K1GkYhK5cgUOTFanEemh@2JN3pe_tJ_kMphczNef(T*dgU@yY*24)Bi&3f~;)G@6qG!X5_J>leg`lE>w#(aw@HLmO7zxxjgwBQsqh zO^e@HttE+b0j2}l^~86XY2b&}`gT3el(y!+jh`VEY%Xlm&O*L6l5$e+sE)^AKlIjr zQ~ICCdS3;MrhquDGL9Ea+nuw03oJ_&ZfKVqRN8YnCPOaBxHn6d7aTp7oRC1dVB9yy z@4vg4bg|be;E@HFdaB00TDX|u70FiX-VCYv3E zw}NR4GY|yv3&VE4;R?=$qVu7Fh^;PB!#?eo;+k>zgip0!g$d`F_%=ba4p+oqK9ZEV za#hk0BH^5rk}lCP!4GZCggm_{B)sgX`;pDtapc)E?t9I1Bq*Mr7N<}K9-$f?860B) zCbf_zpREP-$pSx)SzZ7K2j{}Yi&hMu4b?Lx-IbVR{O)^+f@4DGH#YcJhu+iF>$}UE z)p+f0!7-iShWnVlRa;D?Y#q3;@+QN{$w+~T$H5Oh5_0lbkA8D=^Ca0oALZu;?s9lx z9}lElTwLbk?pcAeM#W~Lce^0TKjqxGgf+No?v)V!8$i$z3fGsM0XkYL^SHxtzYjm` z{Hnam7yLJewIi$slgDz5(zpHT$1-NymRrnZbojSpJq@2vH93-#Rz<>BjpV70528m; z5a8~y6{+TzFA^>ok@CpU6BX)M;&Dm|U%dBiLeh;9jS&5)6HPC!KUIYDI@@zUS3{g# z2TJs#+jY8BRea9aWI!q6t=i|Xdz9(7{XJJwWvV@%(1?eEpy{>GT8hC&0ZI&5!!`^< z5fO|7XkUum5fKn27i-R!N}H0kWAUjbmzg?l-_0qZW>3cXa>vmd1c*~4g8rfZQIV{S z42SDX-95^+w@QYB)K~8)fHUIGqgNy|%LM~W;m~Qx*(&#@?`aM1M|mdJj3`bu7IWF^ zpYFaigT2@f_+AeFKCxA1KXemK3j2jXG7^ACj zMaoX{Inx$T>YnWSIFz{u@#aUC3a&>-=c}hx^_9lLkr#Y0IB|ikMiHmih>-y|E+GyM zqWQ^$&+9(-1#i%D3RzShQ4$~?@%LDMHYJ&Ne@jghk8ijYedal{N^Tp8lY%|rsk4)Y zeODMcV}X#x<%4B)YC#v`!#Gj7!xXGqtOHy2t9?%B!{z{V^v&`YUocaKrXs?Fyg?|~_Z;!J>50A<8E0+%Gg=nX8JW)YD?Cfz-N@$3SO?P~m7_$E4 zjuprE@+|F0(}W=!rNxU5MQgTY?{1~st{Vszq+U(bV-gt5yR-F#oKn^Py0)!=DJ6N5 zA%O|fIS|q5?6m#1^@t~hm&;l`C27~XQ>~@MTEz_SpLqA0Re@EGP7B$7%N~Z6AGR~Nw3(D2Rd79!Ewqe71(i3B(j7Vk2Cojj zi&CD|d1WqS+HDxBmHJ*zzxK=2qW`|OW_riX8I2LfhFtc7VJNw+6%JH`T1I!(}6mnV&nd-GiC zEi_xkWKpktsKVnRN|<(}4E2g$&gdxX7>d}HpqS(t{c8xc92#kuZ6LCmU4IS}Q=f&G zAOuH#QygE~5|pM`Pg4$Uiz&PmmKpT*DRr#zUU{BDny%LUIaioxBQ)_0iR4vm9J}sb zIN%K6iBKN{Cy69gDAG;91P-k~Iyvd=OyMO@_oq(nN)r^cK7TbISB79I%~s}&fF0MI z(tD!=MMcHd1OI#@c8P*pFut#k;lv~BbE+QC+%11CN|7K|haBa`=-YrGX55!M4`ts` zx&|&o*hs3*gmRbKbf`8x?!db-5G?MNv%fXiQWO-w*1x6j+`P;orQ4`RcZ5}$m62_2 zawLz7-(lq0ZOU&8?6p8VPrDF!TA4}rt=RAt^C_TLMzVEZ$qlxuk_~1^rD(sf#rOQnl zn|dD%OoC6-#l5NTq=h~-e1A#hT78y?O}E_)-ZB3#%ZkRrhx0LYPsl)c+X_o|*-Zdh zUd&T$mKXH`fUl+?Lh>Zd51EL7ba7#acFGQ?(1`uV8U6 zSbJN`&CZgic#aWQ0c8K^%XPDO$FT&V-l~y&uQ$EYVWef3>PCo$OB?MNN6b>256Vz$* zDt13~nG>pVTd{wTw4gjZJ)9V>F%K7jNVuj_(~GxrIxYIWZVnlF4vT-I6-#&X1y10G zJW>UVRrImxu7jQbLKW8Vd>_~00RZJqEEBNb-X4%G8(86_RGt5bgz7eDKCd1GW>#DA zRx^F%I>oXXJMq*_e{t%?ct+_84+4%Kadq zUj=>7wcWJ9KQcYd`9*jDw4ZCQ1)#f~#a`~amO&=eJrqpx0%*yw-i*Z3cD7Ls4_Wy}czDa*%3ku<{!guL zajFbjNhYy{%MXhEXy+PbH!68=dnz6G_6Zez(A@`eXK{m$+_hml<{w6a-~B$XT z6&Bmp)G1L->1mOXi#=Ipq^wjd1{F^C&d{GFsH@{hPZ1VWy3^+>FD{eybT71IZTrF9 zG#qk(PC={E8J;k*Bvc$I`=^Ru6E?emKi zy)GE-(dFd4t|Q&2E6NGQmpadJ=anw^$GD!jPU5hlw)|t0v1dCfm%5(D(#Ot5U%$K< zKBPc}?evZAh_HS}2UFo=>Pw~~hapFoOPM>~W$?jUbEV6h| z;k=kfA$L(?43<8md*}4>IElPgw!r9pqS?2`V#*<~XqEDhm%LUI73JGT4N~(h1OxGK zInqcwK1djt5;zl&bLzHhC4R}+9N(8lza%*G0IlX$#M;k{#qI3LW+qU4@@L8;0V-pi z1~)H-Jl#)q!N~Zt5hX+v9W>%BjKvvmI1FuNv4-m^ji^yuv3KtwmeMIa!|E+W!1kLjE3`aevGm8Yfg{of)@zw!n(h#+F0>YA9Dz zMEINX-K@NGw~f7TG*;Q@N-If&*5qR}~2}a5SMw+NwYzrh{U+M_; z85&>et@S$UMB??l9F6g(UKwiKiTg#(upDABY1U=9BJS-FC7EC%*cAXxzd9Y!Twn<` zxbR%cHLFhA>w}fbX~nHKs_D+k!Iv(7n?)a{Ybc*0IEqr&raz^eT_3(RrFn7R^%eAp zEvm3IRZ!x_LhFYO1ER#81D1;`N{6-O6PhxJmlM5B9%xoHqh5MIkG{bxd9gU%qJT=P z+CWSL!;LGAF8H)g%Bh$U<;X?CFdAWH23Tm%V}~)X4-uYDrg#sB;FiRscOJ}8C?Ui% z`dGiSQn!9wBGP>h!<|`j%RI}l{*J(M&w<-FAr}E=9#7GSPq!ep1XGosk1j=lm zam0PW?;nct;CD_3VuH{G;t*&5?8@0o!G_O+cQ$Kxed3vfpj@9Q)+5MIM&T$n^^yEU zC(1pd`<`!UZX8{_GSTrd<;2jcPp}bD4z~6ijv^F;;Cy3FLY1en8c!A|T?LzFOjUde z)(T&IGdQ5LrJgQttwm2iTaJyT=;<5{2{A2_?T#d;tgm=R-C)z{D&==aoN=E99&~LlJsy6w#DveLUD>PAV9k%S`eVOa}m0VGk9yd)ZY)v zv-X-~weV;%UU5@VFNj&1Q)GsFtq$G-zW$v`^rd@@YkI#@?oa~|k}(eAC^C{8s=y0* zd6}NNg0jFVP2)~-$SwRrWeD18QSF%E5L!Sdny~fY7HoXG*clq7Yk)kC$kV@-2=TX8 ztK1yKL5P&|D?e`XEh<7ZeVHKg*~2rgcqS0#7Vj)gl;_)XZI*(*Hc0YNdCcImnaPCh zi;dNLxd~p}SvJ*?)N`RmA&%kR;H0$H$Z??1P*wzS_?qv`kL zpq&?A?6)x|F(@)KQ!w$lA~qcP`RW9*N^O`1^0BqurRfEbq(d^cce;QsU%6md<@PFu zUP7xZ&JQo2x7K${prwfLX?$)FabLS!RLJTOamGk)D9!{IHC)fh*Vk8~(Al0BrjJM~ zzBEYwP&U$bam~Bx4ovZkoSfX_`oPQhK7p1&KhA2lReCJlHYyE>W!RR#Uqxt_TSp4| zJ{vSLf9Eu45Qfq6m+II;$FS84dgH=FBLLsU7Z?Odnx8fTykyOmzn}^^NbzI27yM;= z?jHGzkz(ga)(aFZvieGDf+W#Z+Q|LHn}(>D6S^VHkI$YowL7`QZPiDp9r9dpDZ*DK z1_E=0ZM7i~jM7&m?(@S6&X!cDEB7N53l8S1J#V=aFO1l|)MSn!520cWrvHL+H#|r9 zfa-?I3G&ESvX1)mUU^~A3tWO2PpF6l!KN(aYC2_p5uwo+A)Wm_IXP(KqS0B zX(-%@vT3JKeG$=HRG^W-q6qPR(g$20OXwIDYzEq(9`|5__hkpUD16hT5YlPaFLU5r z2FFuGC?3)6EE#{N)_K+ulgK*)8WFy-sMAvw{=u)8%vF44zYzGPd-I&5AU%8bnWZ6@ z<8nhB*F_iiIm^554fvf2tFMeuaZ|&G!Ck5RCEjcL;}y>79~>1Q}ftZct^Np|*Kp$$?W!%y+aVcx*RztvZ67p#0TV_{2uBvq4cm z=6u=8i74g#{efiV_)z1oV7N+YuK$9qqxmWXfc_qIcV-)qu$&?`IF^0v=p!`x-%+eFRafg{HNtHiXX zRs~MtQ98dIwtA@zj!ihB3w|DA^ZaaPZH$R7ztKH9Hp_bMA4^N+^N*Vtw=M7#%|({d z*mCBDp;VVyp%P(NVVk4@aj@JllteOD7yfYKzEXcv)!jF5&1DX`8YH)?fo+@vAs8?) z8IE4*0NQkmsNTY@xRQgr18#rkc}ZeHzt)L^M@U=oqvCrc=?1TUegda@DlJ=`oKD1~ zQUs|A@m6*I#WCmT9Tn(fn|{Zf&v)?+nN{!9Gfjv#DwHnqHo6yF$QWg)w;w-a0SNo> zB;S`(u+M}%?Gi3i&tL4u$yKk*16MqbUHaHK3omyN9L-QflpEXJKdCO3Fqk2x$Ja{;vS8D8QHI2?)(V}P6|69So7L#KPa(g5fF%ki z4nN-aE>ykE;9$m_maBh=Cg#|tki&CFm#v5Q%n1!&9A1v=K8$NWu_HNOFC!lGaB`D9 zP?>+-V10s{7XW~+QJA{RFu|~fe|Zt?ZbiOO*4WJGa9>_ts78g9~&dT@gFbzl1ccV!t-r()Oj%3@TMQ9?1{eZ2 z6vuskTzDhv2G}SgDqMbG+I#lBxMx5)qhlHY*(KUAXODa{Q9L-`h(=2^jf6vdx~H}( zGHxVmv}SE?1j*CQOIGd&d*W^C?QPn0{cGZ+76(qg5{WGJveaopcD>|n7)6@s-$f=cVQ3Q zAQ4Q?jH=RfT&3=+*{LipE}}3(7!S$fU!Gi1hRI4tb`n^bJyNWTbM6Xj3^gs)bGIcZyW7Y^0I$s2I;yY;CAX?VK7Y{m zp?oRGcO%KWh-J!sG0IALmUKZ*?>?smk^Z6a?MCAb24Ret4wM-xLN-z;mOm#g>dcdA zQt?c4>NFZO{Bf z32yq>gxcFiO285LR9ELOagbn;R>}mfOOrIeXuM@*qWzd3u`iEKczY{J4I^L{!(RTP zd^S}{V`KktGO43S6N;H9`xp}7kz4ViE3NCB`$Ejw)dAN!)(wp!;#u6daLlD|hmPcRY+G)S<`}b%B$vGZg1%o<2qml4l<=#`W$!UZl`R&cB|LNhmDoP#g8lom}#cyLtGz{c@Ww_>;Gx;#V`%M41?-8B#crpb6s}EqI`G zt4wj)A;5igr#(+j_oKk?Zh}B1TyZuxit*XKOMF`lFx1=_~0&-z2-*SGYSwepw?S zf{D_V5X?<&ZhGZql)jZ2Y^+v$4I3}cAOuvuU%x-y8$K_zk7B|rwelDy|P@G{uU$bB_j|JI4C$8`CC8_vE zC~jX++XcZmwxWkp%RU5g)9sL3IJKCQqNlD#@CMOOdR_VVNS61zXv8)SB!aG8yYo`Q zf#XdAtHrg)voECj=6tb9d?O#082HjEIQ|&;(@D2w9ks?6B;Abx2cTz3#OYfwYDcvx zX=Y+!8lZ%;%9NV~&j=i68|wGh$A^mUR~~w1uA+U@^_PwRt zx+>BFO;X4pS#MSH;}I8GR(RBxC6>3Z&~xZQSugVZPM~aVBwWras#_uGFpiwQ)642h z`UKjr`W|7>X}KS}2nrD|mt^|gz-wb*p>1~qbu1h(!q*X^v2i!^IvZ8P?Poan#%*RQ zt0|PTY4`EI-86iD#Dc7Y7QeoCDSFXEQn>M57QK4SFT4Ee(&oq45HYLRm97^<&n91>UfkIa=EmP?SsUq~8%`P3 zhdJok<8&SAlhYY4BIwO*(WeNDrcdZnS9pr28|(MSKuXY9>iaxeIUN7x?OFfdut{PW%ovQrR=t{l?e5Q!e02wHV?=bmV zHl*~W%aplFNX^p`gF6D6$Tu*(;Sq2fFRLGNxzyXtAs>E^<+~Y0{fM#%LWFJmIv#G% z!F8&zE?HSw&UY`gd{Y?^PpG(V;4ut$nwKt>yOI~X_7jKpsyw||y!gf`0Om+sVo`KI z)cre3uZ2#Jz@L%kr~i<|HX30aaUcW)2j=Ykjni>JvIjjLlg9?o^de-IkZ++zrj(9W zrWCs~y+qiVSuGy6H{H}VQP3Eq|V|hHYTCK9fKmw~231u5Ukr*kiALZ#o zVMXUXn8J>~PWmnejG0wKB{Y<_=ILyMP8U1iNu)-T_6hu1bSwMZI#Gc?L~r^8X(3|f z8Px|4oxY2Wd!Jl zH&Su8sr&U76kq(qJ(glTjYY)mdP6z_@O_;^uEI%rNnafm*muPhf4XXccX$+FrE(bl zZo=6~so)X+H#XD^dZKEe%30HJr_yoC@TKzeKH{$1j$-7vFGK??VwAWaNsmz?&s<7j z&N+)$KwO}b@smx#(ipVockp(wnKG()CHYq40LfX!1Ozx3M5T|%$+%QDU|%g);{}_8 z3e3CltBdJcqe&^j1GBtKn`lF2#+K`v5s2+nDNh^rKvNZO>ii}G#J1<_8&B9C9U~3b zJ}Cqv51p$+54?}u8Q1g+#tSu70;m^D*}ln2hs_?eM$M*uf-0QG7Yiz9lC<2A>T#zyzhb#4a8!)W ztz#B}*eZ;<%@-zcTFDHPZA1`TsO0(nvoqvH`}#XULJmKUS&-GBLOR%BuM=$?Fx&FK zX!@$CxVolk+&vH=1h-(pEx5Y}4;C!AySuwXf=h6Rpo6;w_aV4D49yER&LqGa@Px_-v6vuvM~){% z_`T2p1L)^+piWgbl$B=6y@_FNzt0K0T2HM;y+&9SXRR7la3cJTbZcya^+Y|*I)gbq zWDGm^^;#H8nX$&FZm+S7N#nvp#l6j}H%6Q&E!L^LNThyN}_?s^YVw?+0KP`YpJ`~OkyH$9cE|hs^5$S`9S5I8~ zYfwiQ-eWv@p|}X$lU!RQi2i@oMCGlTBxigVI*9=)nO7FJ*C8hGHxvCf1a6Gxocn!M zxeGR`ilczId(83KY68dchL$-$7p7*^spMLl+^77Lv;zGcI+${uXh@G_*!;7t zW_|G(!55AJDcfF23AgZDO{{;fymh-^i{N zV&=V)-Gxw;>ttc}-EG!5F(>h*&Gzm}alOlaSIl)0Fla(pv6&`%*BK%2V3SD>Cg6nV zXnbPUmj44xkiFJ=um|5iJK_eQEprIxV^{2E1sRR=@X%UIxej`oj57BY&xpWb|G4T2 zm1Tgl<_P&@&^s1@-E;af)6Vntd0*bMf4XNQV# z-Z`Xx0+x#TV2acQv|MT3L5RAmp}vT+mZijPX42&$En#6{`}JSX=WF{*SiBHyt!Qfn z`CJZ@0s70ueJ0u)9ph7|OVRRxm7mSuS#sg}5pE+PF{b;QB^@Q8q31O0`kRTMJ0>L~ z;Nm(3&YDjkWij*@1H`Q5k2N5mOWS=bhJt*)GmUTVtCRaU-)q2$u-6Mp^#6tPCj`lD z+|wW|q%1qm_~IK1g>9v5N}*s~TzR+Ss*VkQFqmd27~*f(b{t09*BiWVE2Nd~_HZud z0R`=WR&nfQC_=186j-rEs_fSJxo;z)!%N0Bd^2H1-Q*{xSi?Q8*3_N|sbqsC9g}ha ze{qwu(BaPl*LLRjkD6U7?5kFJ2wpMX9!1bxA2@o~-ZQ~HL!{=PyFp@P6R%7wfk8Vo zb(Ky*R!kC#&vK}}Foz$EvT~Cn=}c*Su_LiiE^FYBEN)jqtAc&- zXuJSNp+%ew#*U&O?IYH(7QDZ$yzsJ&@N}CqI;R)Y}M8Fz;bU9^=!Fn=^aRqSW`tv60QgE$Lph7z~4P3fb z0ckre(9Hdx0({CNR*ZGVDD3@iit)nL9$?0}DxV&XsuQVGO*_8NysDRL3@bl@ zk1UtgL4JNw%Ts3}OO12onxm3`TrK8X%-Yi=|X_Z^0wntuaW6z!jLD}MM-_#UZ3E$mSc)aZ8_?f_u z>{{HznpSWQjJ^U)S*#dgTOO0A`iyq&v3rPm$U2Z^d#mF)W4O@kEmLP)t< zKpl;u){NdSGWz~ZMOU{Ul3>?v6yEmt<_ZgLGrZpUT^XD$4fThb8fYCs^~X+hj{0ynfI4+DwvNEHA4PqH!-w| zBdzahJO;IOkxkqdLRk#(o|$6NKQ%#Wz4j; zv!*BXTj)`n?2@S4Tt#w)EXH)-RSw3Yr~fe-IjV2&N>zcs_gF0a0{tlH@^wEP97d91 zIP;^l3D{oZ321{2Zq;{&l*eM$O^y9${U2=L*?86;o}6R=EArFBGeoslTob|SIs^hJ z|Mu8#^pr_Hu~Rxwq@C6mt#E2M1ID$s%7{Cb^IxxLloD}7rssdqNBaeAEJ+|;S4EN; z<83w4cz@Gn2`tt89#i2mDF#?C|8-Ez%hPw2h$z<=aIHyei0IqgsOJhn#sm~jw$ziW zqkWLZb(+n*F1I68iiMAc?L;oS^>{{7H21i8Ugt!F-Rew+EAHK+z`BEZAP3X3r5DmX z`JBp+h>U^+>+wLlQ~H(*4i9!VDgftxJKn!9PnCc-_zBk$YC>v*hOLOR_xaQNA5w-H zzF35SPspk~@W;cl*4=#nu820Oj@O{L3gwItsgS;;($7xkA8P?0 zlY8Zk0BqD)8S6C!Ih)mNo{ZvtlhC@4lp~qd7socotJLfJd)f=JU)SB}ABLb9 zyOL;SKHgJeFYuA?PcGG}z0VEpFw4~J63{Kcw26Eq&_2f|jo#g)sq1s=YE@!isQ&)X z54PHFL%*4HHSNd{Ni+p*+@MDajl@>@#h3>sr%)L{M$Tu`>&x>`RI{Ym0Uv-e8?)x`d5EGs<>A+}N%s`t13z17^$t!L4JaB3|=gUBryNAcx zISaJ&S#4(MyOjLn253+E5AD2m$AORC>2#oBSx}`aixSDb$%e2+lyz{rZ*Q&7ywB5o zm{>3=pGBgx1YL-oWGpWCyWKBMlmGVKym4K?SVy)H9N!zw7E2qZM+wbGe$M`JszI_X zvdmazmo6dX#qJe9tc1c55TPWvrRGS!g{=N*AhIW$8FK@u)!t3L`ZZ47Zmk>rl8~F|LT2J2eO*x&Fyvp<1e0oz0r| z;TmA)VbpAm@pJxK`#qnKO3-odln`Ei2=DpNz;P=IL{i5X+~dC=Z`8zc^imz@e->N{ z=%6lmYp5Rz5G+6>g?*r?QW86!v%=e$bJf@N)VjLQ70kjso-R+NqiiHoE^bl{^}p!S ze413aE};w_oeLMuffDJ!w1h}3kQgQKZ>AZTte%17%o!O$BJUj!3E1|S$sRkl!m;a^ zKS_t?S3wY&bftUngI`*(RKVH%+L7NAgkUvpw7Y1_nus=U&V|y3B$3)fl$ENO`XCrZ zvXLdo85;qMhKn)LmjVEv0rSM#KCkhCa3@2xDES&|j-5)*_U8<(pQmf@B95T$9T;%u z_t+DdKRtSqGTMs%L=PmZ8gxKfUQRShq7w>48`--Ir1ljoMR4F@I>lGh#RNDHVh~)9 zBa-z)-FJXXUNay?g|tc(OiC+{KD6+;4U6)?e(bxOz3en@ECZx0>EYEDV^8Nkuoz3M z#Nv|{oQf~^LlSgTY^9+An4}TRK;Z;lRfrGUD8AV?r^qs43Z$K;5GxW0WNH;oW)6A9 zVEl_=IJ1wssAnnQVHfT3RFWeraJ@Et!cr&oK&G`r_0mRy$l6JCIQO5_>)-#zQ1Ym* zPdNeyryEOsCJr+pDO@=P_P$ckZgnnghi`5K=qzoUa6l?an*66z#JSY?xjhY;x=nwM zuu@MD&sNuSa$Bp-Lc{%JxlwPz>>K+GBrkc%wPFq9BM;e^9LvTkXgqpG^BPC8y5-&S z^vcw;54aou{*jMoawY*LmTicafCQyhHSP#Y=;n|24GJ7&)Nv;RtNfQD zGC2od@aD(trM`DA=k0YKvbN$gdjWVJB#mTYH{RaO#5G-ZapMVqq&u8%Hz-GlRQb2j zc&K%r@lK9lZ<}1KFaWvnP?Nl@b7lYUCWevEJYP_uJ8sn83rIe(w8rrfDgU@+JWFCJ zXygUNgCug#^ljHD1 z+7at~*5K-8%H`#X>I@;vdH2M$<{R4Et84;EW>A-xL;OK`Igu9v>Pqrov zF%9R+)B(Wv1#er#zfEV)O4;9Rgimzl5{-U{L8!6f71wI!>HdmObYV#fcsyEa;PGT= zQ+w;)IyVie<1S3Vwbzw2ST%?bT{+i@9yLzvbvp!$be`FLiuvenb6~jiYe}HMBoxo% zq2Ztpop6-U-o()ZBkO)Q^@31 zBgp0<8B>rY_-22ggmCJN(&;4)^pd!M4K3Jdjwyqn3mH10=Mq@<7SMnp)0#Y<(LEGb z2|H!Az6kxSMJ6QLz_gd5CRnPrfYm?=-s?Y7pjG^!z2isWPQk$_KO*LA7d&>IiFF>; z{e5!Y2DZ-~Z<{+CIW-7racUk(5lO*F2#jW|NG$fu*EniGi1j1<@`#)*>>t>*vDy#y zTe-UwC>#upADXe!G|V4<3AyN)$D@~CO9U1p_iaVj-o=mv74(wYE2Ou%Wc_S&l!)9L zXIQIA$n9x28_!yKVv#Z!&!Dur0PB*B%{;EPjUG8PB%z&+dTYs+k@;bZV3SgAn0#V$ zO6=a9N<6WHlfM?XAHgt*iI&hCSzl|_zPxS62VgS;(3YHy)Z0OfOR(%9YJC`q{^Q8< zqW8tv_9CO`=4GUQPbziVMKvFOu8Sq zjw1}T>N9<=esunRL@U9Luh_g);K@4xmC|7iRlA(rNJnf~2yn0)Og=Q<+2(1fS)@Wj z(TTP<`=ca5%LU&wSDI{MtgIksSo1L}HC1atE(HkQ`)3t=^RY3?iDM*peH^}c+qClO zh9>t`HDUAdlYznL|8X%joIo@+(M;^|q5@wg*plW65JTLply?MvMR&o9&%CyHw=f2} zWHZ;*o#n+gHc^DDYUmz${x&^<4^XaO{FSE{9KH-qgzu}><%^Nk6$f^wTsB%m%n`vl zEMd~7C^%p0*0LU)RqW->U8^y2L|9r(dVnOo-x&p6rv!!D+VPr2Qz@iNzeoQ_wywe` z`r7HBw)}dX^ij}He}Kb+(dYYbuNOYXNzk`uebIz_eRd^Vi|FI4P^^tPGr=YsAufE5 zHUYQ*0!z*u^n4fn#dAE7c!_VB^Ldc|-M=^{t<~ZJt~M^`x>m7_5VM*bCDLA+sQJ{K zHan1fAB{NF!*7>uaG9F!aw-#pOnzw_L8!+!6svCDnxEjvm?%V~O;+QwxRuQEvb`nYn$h+bRo46Lm=qY< z?g~Ei30OO#OCj{Qn^c#x_rsY?a7ZA86s?%Ry+aGV67yiWLnmS!i*4pGT91SK_BK0! z|I>MpkPVn$%wV`phO1E6;Geg&6sgwO)oXK2A-7ko*ATb^a?dbrjyDB7_UsdUpy4?* zh>bwQ<;>_sHN!~ZHz#;6-!7@P)}8M<^v+`VT|ZJEK4>F%eCd9IW|*Hr>u_ zKF#9ZKo+B(;ORDX2Ey5vdXtbD@ozdWgv8~>Qh9EZvxO2(y$?_!lJUS|

6RyV`itQv|9Rf)0bs;UL=5`z|EdR`z)NF2pI=R=#-0l}m~}J_v0lkkkwej;4wc39kMMhP#_mbW)7-49;>mK&$BH@(_8j zSUQkZmMtY-1t?~O0tD7*ZC1o1Ou62V2+%$u{r%JG4dy+Rc%T_m8$I)j*ZEy42(SIO zy3W=hgxBY6lG^cos_&ZN+zV@6TYV;(C}^>^d~xv({-)1w1!PcVTu|_ti*;G#2Xo|j z)K3CPkl#xJV4UZLXLvULZATJrOw1kSyW8)y;R%? zib;iex6|X-vQO2NR%-&GtiJ{}pTov=w=u)VmLKNJ=)^v7alqZCKR6*9XNJV&(cQgh zTT8n9){ziIbgI@edpVN;4>IeSApv_p&q;h?I}%dj*$`HqHE)=4pEJWVK{0Hu?@Ko?_O3S z4h6mAfKKlXjk{ft`ukw!h_?GoVtPrz%v0rNv|EY^dEHuzQJqc~MJ3ExRYp5j{#$Rh zGvJNtS~jxRV+g^~-Q~io@q(P%AT?Q{+cM?pz&n{XkRHk54K(h0^Hv-&>Z$1kp*X8) zu^;zh;<@%_nT(*P4a)|j7e?$QEtR20I`jMX6@l=Ju4!F<0hmN@mF}3g2 zN)XT$YxattiG@gzk+j%j0k<6ezy{2ZNn;~0pr8W7@j%*5r@ftid5bX+Z*2~VN_cZl zi=k45?1mlVZ$K*%4*%m>ncp_=wy+!X`wHf_gP#G|$xvx#I7 z+3$t^?^VpfV*@qI+(kZd3V4;3&lr8P%(W`mYHcyn*NRvq&xVcMM{90{e;F7@7J5Q* z4}Sl>M0mKM$M)qrY~voNC&H(vn)%|AynsU$etBW6%Te>158>sG+OlIZ^sS@pCM*7!D?yIX4*U7>4 zE&udB%FXlMh2?=08~eFl1@Y|j3-MW;VR&9mPTX+Q3kHn*K%OmF98{SIlkq^QyjSCu zGLpD~hej!MKMZ>P&~#()bd&Z?{8x|dBIAeU;zoDFD;lm7{=O&VQDEil(9_iNg|PRmHo){-U?(4GTB5-*e#9Aj0SZb2P(A zv_!5O2UzYad18o^k4xhxridJJH=5l1U||oAaTHAk4?K@?8=W}4$}Sh1Yfc!ax%cbS zC*doL7PI_`I~LW}$w3}UxP zISDpslT&B*%J_O#>_AM~Ovj>TviRz&*`XWz<@UNWA8uh0F>tM36crBCoO4tL!y>ej zUT#n{XmVh&A)sbW44C&`r+%210P&UPPM`|ziY z0~5QE3RxyMsZ32LmTC0Vm1UY~eGXd>e{vQ`9~HA1#mpy??R1+{0kr4!Jp6Ajs@YDi zf4yUe_;s)1bT>!5tGm;HMQmLps0eGTxlms(Y-K-< zb8kF}(|mF`wQ$(-kNu=kA5T=>{}Q};AWCo}0DU9G2EN29pCkA(rsYIQ0>(*=o;OefksulKK?Z*PMqLjHi%@lOvW!?|XW7HesDABe-hQr(K(`M115 zi)tq3N2aE>37a_eq>ns=Je~ZegV%{rgG+3P2XYKuz zYw~@j^89mN*I|l^yo0{@&1?XT*I}>9TPaZFeN==QE!0EXzj84+$~p)1MreO#F|g3f zK4qAXwZ*r$Ej@ap#^I{yEjG_@ z{Gm64&K41Z*x7}>SqQ|PPzGQz_|K!=wn)oUt6ztPJ1c^l1nhpnZb#CZni?r79ZYX z@huv=pe|gM(i<=QIWY;y)-yq(^YaMdnA%&!@)NfhWCy#%d?xsWJAB$CtoL#K!KFN1 zj@=)53$;4EaRg+O4IP{2m9{<`UVfpeKQdynTdE(N7uJXB(=l1qr05mMm&l!6588!A z9I2QqH~l=eaTtQK1iE$YcwS^Bde`YZU%^)G!*>tY)x}pX=$QO5_^-X?22_~vIq93x zK{7g-56}ffmLoTzetSQz*r^)rGV(e=s;sMZHK!dFc&xaQKi$wI7^C|Pb@@Ic!{ItR zK>hvq|MoS+9;icpM`HCqgjAJU^WK|n1pt&(iwZxvJ3 z6#7I;Bbcz2WzZ8bI2K&58R|G5Ol@rU>2Y=>W#*;6`bhKIZ?oxy&G$&-J_$;3g{`Q_ zXQ>Wn{X00P2aT`}u^==C;Y{2>7r^3CgT9oYDwa_R~!JwcWrF~8bUjHQZ=PJFJ2}lY7WT()ueTWy( zXzOd-!rtd322QTzgRmo5nzwazEiOLU;#Q5(R9N_oTFQ~Y29OKbyAJh$lT50!fhc?> zTpkERkao8@JbRnV5e=`?7a`2c6MAKP-4*?Y9|?Wo*kYCiqPyUYCOejQI6eybw%e>P04SE|(;0ZsdG=+pPldziJ0>e`M`t5*wxIsjKul7p zT8S)Y@(Kb@^+f|5rj#!im=Kcy)4dZB4eRXQ*u--`gM>x6-8?qR{CWiHBAXSX7+=tH zgD$Dt1`rBp#Jm^`7Zpr;DWNs+3=_WvkAVX#)F=Y*RZnQTt}KMx3x+Q2dW1@#UDzp_ z4L<2|4J!@!2nyfTychY4>7z|*aW5f_@!5z?hum%*)9+;xTn-&%#foi>bS~5>v-SFP zdJ_d7ZIdLEWJ<*N_-#1R^Z6iWaxL|9lD2%fTazudg>nDG91;N5)_TIA}**G+RAt z-Xho?#9J)k(&0Ny_>XaiWFFmCcD}(f>j~mfH+vIuT1Jx z&BNkQ&y&gw`}!?7bvM-3bytF?cinN#q=Je1sQ4q1u!vMHfpC{hsv-B&MURFId#~TR zU1oe9oU^E=aJAlt{8C0auevcn66e}#)$iv`rI9h5568yokFidrF0zS=eXVF~6Dg^g-KBRZXhMtD}hI6nZ${M-Pj74joS!h-6k7i1gRx)J< zAKkfj)3h^~O@|ZvC()eCed_IiRZu>q{oYE@Qt;$rj}F;hNrh_&R44RV21N&Jrmhi> zPQM`*b)x-|cs7RyrrK9`!HT*f>gKwP;YKO3Y+9l9TKYGz-$Rm$Yw z9xb*W7HlQc&UF6%3M#|@{q%^x{^_yB6V2_^EruYR2K~pSxDYN}2g z`@PJ-@yEcou2d#*@kptsj6$15vvc(}^t5l6v8&Rt> z^TWIWAN2PLxEee7f?V3MLw)t~JNI>Z%IsnnA`7TLLbF*m3)wt$bER@1q*Sk#>W^vo z1SphVSkcG*(&cHzXaRP&k>+5YLqbd9JLcb`3qk&>Vu|?t{rXd&B5C{yGA!2!&r2C3 z4mvUe%wlgU)b8TOZ_M}lTe-G7{c!&&y@o+(aNjx@>o%cLtyVVB4vxC-e7 z0pjYJoWOv?ER?mhp*c@Cu4W2(!$}K&+Hz0qD~wA-e+@SW-O#W3c5|f+k;+H?AqouP zfS&&gAhEadkf%GAmi-U-<-G=Y()9^2c`mzvz4$wTcP77El<&N1<54|PWG+AVb6RAb zw#9T|0@|1muJ?jxT7V6GP_?{!Wx1fmG?mZ-t7ez>QJ$4Y1vb^9C6kidqQvgLj`<4& z?3YIKNxzgdDE}AvU%%b43>@@+u9TR#$jwZ@mG_Cm=Hr>vtaR^6=;7({NVS?$?t0Kh zLOY7CjQ~fNO~qB$VHEqI-q@4FSUPLdqx!<>=h_W<(lM?9*a6t?URa>6k!<~#0E~Zz z{&)Tmk15`Kpr%h~h4^QeZMO%WF)UOhP@0H_6-?-Q9A;>~JXmF|wg+C258M8WtFKwX zb6)sz_84znuj`mT0uQ}@_1YosM9BcysNtCzptVT+nL5pYjRJe(zfSU4G9JgXnJAAI z(zuG`ma;Bg^&IwDTHp#^KV_^K3BDc+t*nV6@JoSSR0Y%|3FV$0q?+(Z)qis8eo4yx zI~dUl5h62P47WOl-&;VoZ=;qWHZrtt`#uO=-Z=1R708&-B3J;GC{-Zo#Z`#di$mrZ zMocZum1bo~2<7qVVJX8Tc{keY2kqk%!thJNkhJBr$Oyq-Qw+33TtzsJT~#|@D7FiT z%=HhQ8vkoiTfwprxVV+L9O)c&2Gje5flfqAdbm!SWgUw7krJ@P`zSIv^aC!)5 zoa;<_eX-OuP#qbmE>65yo;OMCT!X(W!+i!sC!3eASo))i@TO{|o+(zE1Ff<-R=iNJ zO4{9j#)doxgxeI27%Z`aHd-1cC3(|2U0;@WmU2A(c@ps~+yDd`bVn^;4`4Oyd zn0*Vn{Oys|<1$WS5MTCyHzJFn+w1KW@dBqC!1Tc`Bm}CR`;3R8J0`czV;iQYO1!Vq zIha;W%yjBrtFnKA#8YZ|+^-0|e0qSO7ebiHm~T^|qI4u_vat=x3aNz?i6jGM$EDoF zHo9rSow@VwgkAmR*QNqv;OODR`-YYu&uthrIK?pbN;ZGL9rCJ(`QFA7Pk$fzy7c## zj`zWTz_uUkktgX{vhRD1vb!HGC8N@k$RoyZb!Y7 zGNZ_<&TUcW>t~gs&}{z2>V*oGlPIkI)&E}!9101$8RjcVbIU~g2&2BUXx*F&!x>KNY~tSU6!mC}iR>kr^mg=g|MR48VqiuCaxdxhp`TQ&X!jpf8I2L-PVZ8Dqk~L^yyxgwI#_~p zH54As%5J1?eUPB*9(G2Ce`xI)#9wcfxqRT1rRfr!!Xb<@9Fz(Z+5X%XdPdJ__gM+q zyE2`75@DpR+-4^B4ZX9RzoGYTG6b+13xKAGb)C$BLo+R8P_C*wM**(s)GJyfWqoy* z53EyHL#PitZ0)0AHOw?o#&>C0X(wW^KgB4no`+q?JV~Kf zPb^a}Z|z41`#x44n|5la!tJUS$u3!Dw-x;pwiSoIKz>Ivq_+!tmd;h$m9y?5Uh|RJ zyf(zWKdw81hvnred@UI_7Hq=W6!A@b1&K5=cJ^O7oSsM3+x!p>FJtotZZ2fY=Cy>8 z?IdLX53}3P1DVWiUd@beE5Pp!zrWsw-H(>P!LB)?T_-4y4IJoDQ~xtyF=3jTe`EqO z+NUeMZb-i3EGcHLZR-gO1S$I)?GJlw`)8a+5Oe+h1BU`&0Mj9(zs(1rUcCIm9Qe03| zsUaw%{<3()w(Bkjs`s`K65db_-~3Onru?63vQyCRxzBu43KX(r?2~%a? z*X@;K)l5BHu|7dPSmvB{8xo3#KH>yA%g7AvYv%eV*V_LYE0{1=N+in<#iV72>aTYo z>0EM}Fq)mvW5Y9h-ebAYO=6rW{(&7~NSQTSPa37}DToW1ORd485u=^+CoafU z#bowsyPovFsvWOKmfgZE&>a=*mE)(06R+uwIumegnCMDUu;&^#%>3e$1#Ff%{$@f@ zM6HHlUbzH{V}UILUe*x=Wi00jNizE{bKD9W%Be5pBdd*;b0Zp_!e>%S9HxVi)3ue< zk8Hv2F%OgfhXQ~I6mDnNXImk_d|Cj)@U>cLjNA1s@0}vo-M&?OvXSB6Yu-Z|XTrf2FhO+iCfw+DNTc6+F#=5GSq(wQ%NDzKQ+})|;OxAGy;eU?CJE%qpU#X? zC%dNr`E&o$h(*3GJ)>hAn|M=iVkmvN=*yf*L`U&a+3QqForOEJ68*ZJ1KVIBN+ z;;zp5UHvBO3=R{;#F?y?a`xxTYn!j|N~VyT5A&G^9XrK`y}gr*plh{_QZb%-*Q_VsR9G} z%nrYZ*%dAr z9{fV?zqe%)w6e2RARb9oYe?58`l58yc!UEiM=gX?$8}bc@b6bU!6%p>ePh|>Y3vfU zrn0}R`jlRrW_1(_8fd3q?Ip|@tdy6SxF!BlPC~ov{z$Tc=T&M&$t!76xbiz1FZRXz;Xl6L8h=rFHT)Cw3IrpN zEiJ&AH8-6^+khOzmTi}*mYavw%cWIlGj33Z;udSwio3TX;*=ycsy~}DvIwnrzA8wP zB?*P(X405BQ~%3%3PDLFxcz{X+2|8?ZRRbOAkI>yKt#9qeH=oG&n(-KC$^*XlPk#) z$%Eb0ali+o`ETaM9MnHfXmfJ3Sns7e-qnc|=E-SS_P|h0+x2*d-cUIk?%^M;)A;pq zZ*3)_J5YZ}SdfZQ*FAu5>mCE%q^knw!Ms~CyHV!AmM7ye;y5*(L%K4V5kt*lXS4OW z`U~IRWbLdu0=b6wkUnh5#Qnq1{*Ovu=Njg{aT4?K`l>9v@2(p1##ZJ?QTw17E+bBR$AZ&&PHO- z);roxmS&6O@GSr*iJ^1v#~A=~l7+uLu!u>nJh#9E5MYo$408SPx{^GV3$ z_c3*V5jrQ>$xBVQ>i(Fw4gr+&J&@oTb+B=cJ(hsZpsQ#7M69RFmWrgjNB&bkfdcb4 zEkXF2n(w2AdfXB{9rTZJ!GCkAXBRxNyvH&>;`27$T7BXffe z@f-hiv+STIyySCe)D|jI-b1YhLEY+A62FFC9fn3facpn%kwfzY2IILcvm`Tk;>0rs zQFP@N?ISOb{SB@ivVV`X7>ER^GUjC$ ztbAAhI5gEELpz-6WD6e+lt=afgCGn>&svw`dOn>&muoo5f3KIz)JkHRx_i|gZvXLC z={73@0)r`oc^=NA&e{6^N?=zQkVc=vNLc-dFnQj9Ki^(Sd`k-Srr7SE#~JNOIPaV< zPQ@P)(V~&D=9@%dEfkwt_;xa$OOKk&FtK@-dQBXeZ<-;szUXS)2!>|1>8MLaOndTa zijFmK5^ad}j}%>JB!S|5ydY!0QS#k?-kH$L8X+<#6?#w`8Z_;)N!4LR?fawiBm|c zb)Beumfjs75ITV>@%oqZ*@76-s{;OZZ_C%+s;ybQWH~ZOkv^3!$nc4D7(U|qip5?h z;hRHXG~^}PLJD;{e2}ha%KF*UBYL`F<3RW#^$RctC5@LstfnfqA4%P_#I|e#t!%b3*SK0N9IGm^Z0?uRK zX?{BaElvK{O#<=bj!Bvuza{`ML&q1GRpx%AF6E>$6M{Y7vPT+LzaY(Hgz7r_8Qml9 z3lFC#tzIz3+`nUcy8>WMvCA}32Jq>>4%w7kWZ!90kEr08WEY~jf->hr7LJ6I;Cpy7 zhK?7EJx5-2Kzft9>LXt_g>tJPM4wveuK2$k2B8c{HL>hn+kxrCeBYZ+euWo%$6={j zHTF*7ois;)=*~-{ZTkaz?!e@`XQKxbK+!rk08rBlNRSl_&?sAPakNzw-x>qN(cw_r zNqfq3Cx+zBU8&lR;D!N3AeLShXHqc<&w)F7*WLELlSeei#yhB9Qs|P#rnb6uJa51L zGdk$kOB`X9E&vUiU&Cf$zhRoMu}jt9|$&(`8yo`r4bq(6oFJWVuk+0J7yz6^{`aO_dwD zyDptEE(iWo_eiAE(4-_YX~gZSG)Z1ZD9afP_s z@`AYzDb>Zw+qFG$dwtA+D zA`9)_2C$uSm&!PFnpNMpBJMvaQqinHIIYeEawlUZe({ak;zT{FeJ*1uGdtxlbvR;6 zX~{Pr99>AavNFiJI3-pcMdLSq$-BJvd^wH3cXO@a99k<;BGqj{tehbkhv(!lkJ}k> z#gFLz9o?xvd6?$7Gtx304LWlQcj33-cOnJ=)GiQ8ZM)6! zwP`>o4e+!bFyajfDx!0kw&$2U!%puuBgu-xZhx3#9Rt{pB^#Qgm&e%M&>(6b*cUnIF+I*8Qd8%A%e zK;-o!wbqek25<8RIF?Ijof0w`3XV%~l}^cUlIdod`gFal>48EEw7E4#uCCHC zp-#|);5?Mw^_u*W)c3)QiC@;%UQ#Cu+1v&btWC7uP((zqeI&adc(z2@hAgVm+J_>V z5mf0y(pYNEu^0d9T<#$w6z{$q#%z1iMfqR)oGzpeHIi-$DwjU6DbD+8f(&-D zOT`2R23fp!p+om-hZJ+9aD*q(iKtm2i;Q*0Ndw`hKX^Kx73JPF=+-FX*!xWsM2qAT zu(q$w|HXtLqqt7#ZO@)3Pgm=jcxif@Oo74LWXTPguM)XD+VO{_{gn$W|Jom>p zxD?y|z4HnV^V9FDjaGyaXO+;(z%$JZCE$vIJ0ZR3Zm%D}WGOWv@;E(bHQSYgo^ljceI|q^V<9X-${t3nWYW70??)UGXx)?MbOVFq;zwkCV zqfsw+Nxy8io@TWmn=x z`dGZ{@oz#Se_ri--%~|O;02NUZ}$Es1&4aMhD&J3NG;B@$In}33FTayqKWxEl+Jwi zxw}l^fd9BI>DbTH^+W@Y!qZW0dxu5iA(qIF;j|V*6;WW6K#_X85Yv1$X8FYmGC)0lYb`}-BhfrwpQgzSEuvw?)HWtz+prvuwLZnG^p z{(T#UrvYDwlZLfMM7F7NzyEh=>7Kx$bvqjd4O$SA3A#rcEAvNbwztt0JbyWhN2y!M zIB|tq_fc;#L3h(JZx^?%aL)?5 z{tjShuGDAm^kUoG+`cqmj`qFlQn0;8AoZ{stl_eXo_<#=3c> zp50CvQrjMD&D1uw)f>C#@p8JFY_x-ez8Y-R9^4m{P*G3+JuQ_2&$Y2FA)(NVr$EEM z%zn&D_qs(DE*@y*5J9p#SQ@*9i(X=yOjo%Kf2TM+UDb^sG`R3O^4@G7SL??~TV1=U z4-3-Wg9Bi>^lh3b;?adB16Twu3I^Ysf0S&nQ*|0uKRZv8%5>d^6UYL_%2d`?Y@Ae^ zAET6nlExdYyxJ6)3$GSnpR$2j%@v#WN24zb`sP}rdm||+?j-N+v%F4Ponf&SS}#To z9SWP>f7#I*75uwB;fi>;XA$1imKI-38HJV`ao4c2?4nBUWR{@{ z%8n~TiXAWml>(U$}; zkik^8L|15-)@!Zmt(Sro*8fzJg|Djn5aET52g2!WmYW<#BN(76B0i)rXu8UIiL@m2 z_Qe13-)2mSn=Ljc~;&JxMMghx@qaE0pkO(QpFGjwKP$ z2*~DC(%Ani=9h29Jf3@ZH+t<2VgV~6yX)})0&dcw(OrWXIzSWHt6l$|@ea{jslTx9 zZP_8*c?a2smpHdcjMqtO-3cZXBS}E5CoXUO7Nbu6T6urTtv&?|4Ki}}kILIZ`NKpu z2bqaN>h^by!yQdK201AaFM*zmu4K=6dqsQ2V+#xV^C(TPNNw5yH#yqQm5<&(u%Z1a zVG||)N@#z8+Njmqq@#o-rRpZVU>b4ub4N3OwH*}qq+gJ@s+JpSX2JbgtNYWqpImH* zH3BY5w<-STH>u90c$XuS>j4GFPARvDf8#Dq|DJ&ByJp;!f)ElTj(YgyWO9g#6q$Z8 zjf{YvpWS58`SQ*3gV}~;20(5;=hbI+_P^BE>NS0LTXm2La%K>Pcn*67s+wC(HVw$T zjb#CmVm|QeGs8>uK0-Vw{;|O>VsjeX^-+q{XM3Lo1H>mnAyavex*Z2NQ{cz5WL)iV z(LbJ!rKL%WTA=-Y+B2Y#1E6H^DyD|b-~s#eN3Ji#Y1*?rqiKR2b2Q>}L-7WOVg-szi@Uo+DeewIDrj+ccXyZKPH}fB?gR*s6TbhPbHN>~wL@n1 zyz}Uq2mJhm_R-`5*sPh1>Cd)y1z~yyeJgiU~B%lzNjO?s5R-yiGs(Jcb3c!d0<&ZWTuj zt=cZVQ>$TzH{4kycOT2w$xJ(h=q_|XgQS+y1z$b}>_UqW7Dq1N9#0qVc>TpkR9|uK z%?)4L_vFo{;$GUCPyXP(Yfiuao^|~d%v#s_Dz^jo{~0dm9c=4BPor?|l4>`ks8Bis zS#AX66|bpG^s!_dD!`djG{0wF(9d=Ltu%x3g#kDe(WV#Ama+WGkjrv8`Ef+_!%z4iu0|}h8_6AdY0?2jvHO3D z)s_BzQNyjS3G4mgG9HxqgL2Uc&kN`NLv)mj7bwk{;RuCBKMcqQbJ+%avq^k+L(cXQ|^)2{~Bqf~{$nm+1K$i;-!V)+!czRrc+c0wS zu4*IwVTToZa7#sPd{n3~t@GXK!+a!V_%6s}5x#(tfctB#GYVoW!9Bo%1SWew!)$O~&skO&a~JqW0#+ z3WJJ_#jss_etHggsb(8tM-YE=UKO8z-h_2b z1tG6WAhe00xnhq^9qEsnn7snAa_FOFpRFzjbbc4kV&vT`1%&$YisW8Unz{UXd3~)x zqKv*vmHm(1zGR8a6lBbc#xhdeuZ9=S80xDq$O)?W)!JX^yQaT%HX7Y9zem9tIO05s zD%aDfJSr$aGWw!ZWnfdX@pwp|R^G;W<}eeSWun4xe~Zr3=I3?!c-u800e4e8Td20V ziX01l6VI$&Y3o)Y-~d$!bQMUZAbmK?woZ$QKbE6=D6v_{e~U(fU_Bqru+Ba!A~^UW zmpG&>Iz2BDK7?xBEMVhSs1S#sRXN1nEp>iEX8Z5NY+yuonROrGqP+G-@7r<6&z+U1 z6z6q8#&^7tm>yj3m)1Mm7KD`2<3n|Q$mhinVztVbk$3ksN`+AZ9{+?9>|tOGqjK5Y4$`95L#nt71ddeHj-#MC#{jCeSPUTK0Rx~ub`_6!~0W)!0X?0?YZ2b-qdtKsT_h{`^n0uFd~- zCVM$t+uUe`7a18)zc3JEe%4!pVGzv6Jg^4LE12vP(O(L&j_V1-tsK_pvV7Ft1?=f? z*yxOf6=wL0j1B-d=yKCD1dd&pH+_D5v4@&pLE6k#Jp<~-sy_0W5HfuYj3Lg09@N_` zD8|2~oN72SaLO};9n3sw~K$bXgyMSC3&RY1P8kfz`$J|s+R@wjGM~OoenpBp|#kO-u$8$k>;5TfFBRD z<6;rvfEGD`H~vYB_i^e$41Z}=f|<*ekVuVdP4WIIvHk@HrQZ;PMUtH$oM608`-%ClJ-;AUWxEM zmasR$elhl=gS+f_-ACH+u9~)7pyF1iymUrANnCC7X+6HkwkC3<9b+oz8J|B;egOBNhb*!LQW7R97xKqC7`y4ch%<@^(mjOcnzfl zgtS``|ITr?@?qljau)E4mjc|I`O*nqr{=JxvBsl75zj95fj0Pbbj6=^9Q-f@t z6HMV$qhtKC3v&u5%#R(%b7v$ySQ#&B?0;Ho^GFH zUw$i7`H^+Nxz*ZDQ04Rmy%hw1?5|wF8G0x4zsilWl0H9K>!G5;U+wd%N{W=YaNYEq zFzt?#G5bb=JH&0^AL@$$n$6Rv@cBBerKdlLz%X-Z2ZXJP*>%G=0UNH{z)xKl9%TJD;^E`%v5##Nw~Y0_shq3m`&c?d*Rxd}aUJD_ z>qR^+^4Ej$J_+`OP&SWbkqDIZ*EuW0J>kH?^YM>cN}X#SnTX5J);Ts?a>XqE(0Y4q z8RxHx*Hw6)QbOx7YJ{U_2t~U+c}1~;PJ$&GHO1;o2~cPgm*^7|LPHEv-R!`q9bEyR z#K7}84>{6>o*}wWz~?g_8!Vj%N4G^G$>ng076+X#`2rL&oNj*}FW3b@bZS#4d#bgT z_90|S3N}MU67&4DwaX;{7+kA_c3+w8EM4a_bh1G|YNP>o_I|0@25IfQdKD>qcG3Zm zGB+!7h)Wkg#(-}Qa2y9&*!jDRjXH+g=vhygqJqJLS3vdN_Tcp)4h3YT ziRgo@(NU!bz4n8`e0d_I#BFEgY>7Gi!+SUA?Sd+0i4wDW^rjUzyuN>KD@Ri6rG$yL z08HWvQSiQaxFh7kX>?t0>6}L&T388Bz)nCm@Ol-*>7IG z(9mn+oCBw~H<>-R%kK)i5;tL9bbM6DJ&>9k1V>+}+0gn|Y*!=@L z&k{jK56!F6U6MMxKxE;_70j1>7l9(4|GE-sf`y9H>tXlM5oshvk&Ww#hDZ-li!Mq5 zcX`>kc%9%_DfI3CUVDy;$F4?y`y6oH6S!Xzch6yQy0Uvr33fYVQ%XFZ<~|KH>S^O^&u7n?naVC-`8#^}vT zCXCd@oM%P(u~9sQIqa{T2hWko%J|YGutI>i?U(HB{m=t@7}}4c`rkd2b9!HJ?f>3d z0vFfwmo`S@y~+xd&*WoSob+29_YzM8d!l4<7ZK$b?q_xPxCuisl)G5NYlGpAhBlXJ!LHq+3QL ztvoyYss`2zD_)9G3(-bRdqdU38HqeJcrt4gk28NGFW@qHk{7U#@2k~qka8Bu@^yD8 z7MDA~JRnfUm^@zr$0+t{34LWvrR{NzQ61Gfg3JN|e4w@=5QWiG+Z*B5lhbP(yWin! z{P{_Iif$>pXFAQMNu$wr-EH{J&qn)H3hoECM#a&NJLSu#n|~@Pib8Gg5|}{uYSE8A z0|{l*DO6wOX5akUn>bb7C`yM_P{YDZ6yR=xb>dT@F*Xg4S9{J!FMfxr%`laimvMh% z_Ux4Bu(h>xdyC6V&7Pww>fK3thU$(czd8s zoo{3ZKGVzDbg=o1C4azZv`rX*>0yy)BRAnk*N??KxEk$(v6JKwdD3Q!sS%7TrJ9sw zyKVG@{e>>t8!W`rU3d;TTNhuo)`$mmWaG# zvCa*`Qh+S=OoT8gkHl7L&H*a#xzV2OftK+{!=9{nF!D45<7b1G~-PGG8;#cTGm*m zkRA6<|CYaVO1E0SkFy%gKJ*RK|Vo68*Za8`a{-Ws} zyZYW@b8a9n7xSgS}y5%=8j(fJRC;OpRi0cS0TvcdI3 zsEPR8t_c~j^gO@j{lfkGbGUpYWFehXg2tahwz2*~r`G;eT}C*3!VE|;@r@~vmoSw^ zise?%UDHuR_Hc#|Y*?(KoPMfYWFBbR`D=!o_@Y6xMePtlT={V)(T^|=_!s`GSI2CL zh5pOaRSZUj{Q*UloZUnO;%K1?7F8xviI-6N$ZVOuUnels0?XJP6W1-h0cBO`4G~++ z8seojSEQNsT>J%Lto>O`x~ko@d5f5+v3?w#s*nSPCH8aG={yA=%{ZM>Og`dU!fb}v zss8RQkoG<+nxx>q7Y8w&;`ggPs2iEq3vrWU4klfXY!+`u%xX0^|@ZnWf@!`|>39j;gDkHDu>!`eippoxvy7khE z(T)|Hwyf)T;i>~;+M7P2fwvIg3{!C-)h3tvygCzvPiC|AuC;yFZ>>zixDqGS>tE8C zoW?j6(uj6RN_gLAlVLo04I+H9S({0b5wdTPRCUf@s!9W2KxX!nNG8XNzYicJ%v=POzx#+#%D?>#vDU2+PZnd}dqxBw+G}>H*gz zTN0=dsmFc31gC#Lp$@l8v_h#N><_8T@NrPQFu%7OfX`|@_hcDSMm?tk;Bc8+uesa& zj&>C24!+aLM`|jLhPmpaO{o-&O-h0FSomOUV1@y%w4lJ=s5C3F8Luwn+C!2aQTim zE02Tm@!m{pa{@}fmlq|RI5jJc{rq5wyMI0T@YM3-5mNV3(NLNv74i?aZQ-w1^W)l+ zL0bWRZA=!&`ukF?IP?#-Xjq*41cOmYi$-6fZxzy{OZaW^E`>jp3JYLD*hhQ*xwtY^`$qER^*)aZt# z*_qgFS;5vBej?JWLB?w61kNQGNobu3Ql`%&n3pND^UQWCx5nJ^A%rJYlfmcK>PfMP zJLQYo);qV$)he+UPpKQ_Ddto?JvwS7k1@sXF%6mwWi5wUW=!6Gsa7uS2Bl|Z3CH~s zypD7lpZJ2+NmhWN-|$!Z02{dV9>I*W(MC&TbWUW)iwB>vo3Z{~;DL%mkbwfM#CFnG zM$@SP>LVjd{K=&Kgx^uwy8Db$mWnykgs*v9_Eql$eO=`*J6bcPdapxqQ!|G&Z!V@) zLb2iS(+wN0G4pHNu*@zN(`|jiS_LL3K}TyIJlTFMVlq)tJBI#=Ul&BLquQm#=e}`* zfvfqMi*o*PD}3sukZX%O*Jns-q}Zu0XQ)L)G0r)tsek%Qz;pD~G% zXMkOh*4_Sg39a$F{xe44)W}>Hk+1q)*}f4)%<(5NVv}+Z)!L2;B1mZMi$3HNbm+H| zhG^D7iHt?Ya2TZQTtnCMEekt_?3vqQS?zFnF}TB+jolttF#bQO+;HZ2Hl0h(2fC z%^*OuCyD5ES^s-aoOg~Nc>=7;+1|^k)3KYFSlF!HRObj=qS@&M)8FTeT@L~D(SNkT zZ+i*ZE5G={Q8uRXD`4RU9I4jkyD}S~XZhJb#K(Ktqe#{Dg)=j^MAB?pX4&GzH4g(u z4u%V({*5-;0Suei?~;z^Z%c-uPl-f#;;y)qn)mQGP)jK`qducf@kgK%_3z>pKZ3?d zsvr)VGbqb#^esg!W8M$?zcksWsG)QT(wRf@*|u=FmqyL(U$IfA=9b%aA{|BC0^hEo z{OTZR>k-m68OHtV_P!P@6?=j+04oS7qKDO-tln%l}UXG4#3usIUY0+Ld0> zAf9g+1~P!E@EE6eF)(#!r4PPhKtEzE}LEqD@{=?V;20L1*re zbg-2GaYdHM4!IG@eCt0;1L23=&z(}+|1S$5&R_T#+?qk3GO^Vgon0C};<_TjTwN6& zbj(Cgp+ADi&}LL6U~yC^dkfvg_lOKN6iC&dhB>qR1%3%Y-r?BU!F=F6Tv6!~!)zS` zf<3P3bkXL1_ZKEs(k$Xh+2$LcLsEiDvx6>}nyN}^GObHfb3z$QgK|shQ>Ag#W2*$` ziVBSe5CUJ_Oent=#yP%!e|_z#t<>Vl=Ge>mCdHJ)-Sx}S+q z4>tK)nk_DSY}A}L*B^5kBD>kJ?8)tNi?*+EhepNwMhv#81nDrgN(HEN6ISsitn z#s4-Lg3U?Al__ij|Cj$z#h7Ff;6?=9>kt*|lQrfA45AnYLwGx>7$;kwvvR>ahm00~**ISu=78@wT7YV1 z_yK=K97imW(mDLM(vvGg6zmc6vl>Al=~!Stes7R-H`{7i1zczXbyj99Ix{Ix^djMr zf2U+k0m|52ihfk-ANGvrUY+Pt|6nMjT$dKFC2<8Fge`hxNWf6O49dSFjmR>_s8kgF zsze~D-@t|FApn<2NpJEwt4w$OeSDJ5V1j!U4hzL6zg8BM-AUP{kjvs6bCXlb!T?`- zZ7g~;&8E*4*~~8?#yL*`{x`$*R)RRWud^$T&{HPp3O2dkyuHeL8BgP#q{}OJ3rbU! zECLRMVaW3_gz zcev4#qt1lX`&W8q#Q+buumaZ-4j1Y7CeMQeZ@e0W2wA7DTX2E3&?TPi{V`v1x0@10 z*G*T>1k_KH4xo4Q!aW@!rg6WWHm_XNdvtl3XKm@u-GuPv_qkQLEyv-lGGbn&(z`JY z_kNMJDSYQLjv(^qZV{upG1x-rc7hUNTNCD2Om#Hat6`9{KM$Ng%xw1ymS3;=%%tM) zN4yZkMRkJFy%K~+H$wl>HRN%jb7|IW&>YqHo|f*hb1nwFtjUK@DopQKTOPn&*tEbi za<<55^36=<>tOfEt{$%i;=-{DU@P9d>OgFp!+(r8HqnOL2@sGp>DAc;%Pdx}>|_>o zr;jBqzaIis`k*Q{4i0urtrHV35U_B{x^tpAU^8#OIk_o;$*DPTUCI~F$`P2xgeHCMFh{ixP8rv6CmS$2|KPm&+X?7?F*v0cNT|rohR?Y zYuT})sjtD9jSXq{e~5DB!nA-tk1&2=rKXaJYO>B_xKKg$H^h#(C*>aWFHdQ3rO_el zCg9L9%_h$WmJkut%GMQD56spD-sQX^8jnoLwV5=if z-Yp>;m>OdmA%Vi82c@1-x#4?D@VuaZ7-`H0rol=-wZ^tJd~Kx=*|geQHx-i8#da>M zE74CFGDUZHW6Rfq7l6Iu)OdSqg_P2EFY4_3JjTs(3!*DAe)c;N?AKf3L~OT!`4CQM zxN{PHis3t^v`QJi3f+dQVsmQCr~F|>nB%ias4Cv;%*Yyh;-){vPMusV(37=4=b3fa z^g+-v(xQ>$m8s1_sW*>YZ~D)=TmC9{ntvhyHon|GJMe^hA#J72GQB?~)q2tD^1(`@ zwrPB#3g(rMb2Nb(!F$h4e4e)0#3$jcuE3v&TY_1fu5_m!cSy5c8)11Vjxf0$&U#gc zh=gMMN{)^8W zrZw|-qh@O;#OS^$PiHR5cl?~O-2@2lQVDQ*biF2Mas6vJf%4-@=i?Rwh8^*BrhnY)!FA{<-X5gef zgh9aIi!Lp>-sc#204*(8Uv*jfQ36qBV#6f5!L_KO#YL-=&r7vl)*PD7S5PWJwX&Y{ z7MA=^W&O)${GOwjps$vJZJE;lxA=1VA1x~j=@d@fEUMzVyRiIp!+=dLEV6jXpFgI)K_$y_Q#w^rHjZ|-aft9DasaB+z5KkEQ;n_KeiLZk+ zp-iKg$^b~Mudr9$AX)RF(Tnux^ROpWVO*b6===*)k3Gx1x9IUY^JfD*mR4oOVUh6< z3L7cl&4Bi^=j-&Cm4u9$jUJQ*2q)2AY$z<~` zh4Q#zJ=Ph7p6XS4D8%<0==u!JL3H|2Y0x&J^^(82Un0!@%t?W2O~D>Op zB>Rj=HY>3lxYV7$yq98@%-<05jvsdBz;{TuP~*kaXV)S{=) zFqZmFxp;2~H0nHPgh;0tq3U+jL)mAtipOMv%ql9~i5^(_tI^J;gbyitU?w<6+P6T0 z5QMARuZyzIt7i3Z3h;qMi-=&D-4TdJ>Y5Vwrj%4=a5&+b@8c~4_w(QqC0$gfANjJc zBmmF;0sAP}cHP%5K_A&Z4ZuQ;b`M9j8qI$0`cJ>-&ZIz={)Ko+i?@^TW@=T#=Z$nL zAi#|Y^O89LLJP}cuKbBE$FtmM>PEy8pP-M;T&kG>t6m06>`x?w00qjc8N5;=W6@|$ z2V=L`(+nDX0j*XhWAcwo83lCs5na7*_grx*D?#U=m)neVdYx@MXfk0o zze_wDEkbOv)2gze3BC+&-h@%~ZvEOD_STQ!GL5#EQMPI4g%5l`x5boTIVOb1GY0P& zW{}WsPl34H<{K}xU5RY0=_@fS9{JR8aZUHK1xMl9^2Dw3+cIS^Q*-xR*>w1Exy#S1 z55sd+g`L^(S8rt`{{=gTB(6EmsXv(ExI64T3WMlFd;?I|`t*9cn5X1pGyLg@CodtVkmJuE zpae24WoMkd_?xv^kyGL$TW>NXiD!uRixmI2_b3G4*boNvbew4;+YO%iuva<6?clv5wJc+pcFl8*y3zKBIxND z&4j%<+{q0aKpdN3k9=+)m3k*0_WJMK4}^jf!mQRL<8qMG=hmj|J&jdrL8elzI#7~(J7C9x%L>uaI6U7wimqJ7FAKC8DXodYB?lRgv!J6?64!lBD7dhf9)>gsTE~8w(2@h)@pA4~|lCt2UKGb-wL}{%sMK!e^#K zY7VYg6jq0~?$v*chm_mI{F#Q=K(IX3I;#uRYaH>+e6PWn!%nK{4GiC@ei~9a3|#F% zwhzwjRHpU#V2KT#ba%MeYhq^{P#YAcHk&3A?KF=hgFe~c_S&2sO3bp7bvYO4Q>QR+ zF=5-;%*B#|5GS*og%o!5=@D+a4)`?E_!EDZX(iQvNX)o6YX|N5nR1@In5Y#>+dgqL zD^W7`H<u8s`_j(x2dnT_VlEY|w;eQbcRYDc(xmoFLu4>L- zWterQ3+^XjZm#{fe=0Of);S5~YZ_pD@Had#deYzb z-=Wbea<&Xsnj0#o4S7a!>4ix@2n=OCTQ7A427}QFO=^b@_audFnY0LeqQhv^LEu z>Kr(qj=G-#4Q5_Tn)^O0}q>Z&I?r-;W zN+XG;s1j*Ul$as>t81juJ2mJU2S*BJUtQ}${f=8)aEaXA3>N8c0bepo;LeNthk>rH zI(3?@E(SNQK{~!zUKi;M>@0BEELL!UPO(_YL|QrXua)VlnLr#Z)`efcW8oOR%4|Kg zqC9pVxR$`XB`4lj+90Y2YHolxvpNbBy);!$i@!mQPu0fIW}T(^@VFjs(wC@2SOK?C zz=mTygX6rRqY>5?342O_79$;`H;gdh2VuUjzc^Ah(eRhimdtG_7_kfpshEutxt>u{ z&1yYWl94AtAU0yOA+&6>Ur~&+l(bs~nl;&q`5|ye?T-VwnciwDXnewt$Px`;Wb8?G zD8|#77dH*e+d2I~%Z`>Z_d6I%27f@$W{7t{B=m_GGZpO`^ojeOLrl9mu0}%Tc$%Ey znUTjb^MKjx%^|1zzP!w+8~@iK<>4Nv&VQ5fQ_m}vf>M-9xAwX;+D79tmm=XAb&Xmm z!mOEuPB#jUSwWq}>tIMC;9d@->ipkk<9fwCCy7yJ!n0q! zZzvrc*NuY&?`~t6dC$BdklMp%TDRICjT@AL-b{Ahk#QJW4$pOdx6VHcq|$U7$3Cwl z!93%GykdKwX+<;Z09r(VChqUE1bY3W_8p2DKuWx@pR;F=f8f6x!?FCBkd7#Mda_-- zx$H0zVczk>!rS3Mv;rXumiGZAEwZ`zsRJtkDf7nbNHbd(d(6)003%kkK~=O{+fY22 zLPRuLxAaAx{U&B%WzE)%o=QwTi?S}LfzGM_P?dib^f92|?B6F{J)zZu93Tri-j?ws z^LwFBv~Ud9FQ~Yt!LSfNGhX`^+l2EI=pt0E^45hc&4I z5F_A5JYW`bpGye-T!%kQ`_{OX*&V6z#xvG=->8dvt0ht3>j*GIr+kq>8*)n0`yTsD z&W2cJO}ZG>25zdW57^Fqdy2KuM!(l7%bbTs)+he=kIp+q)gb^pmV|0itdk%mo=*Ii z4!P*Pcf>o)Q512HKhcK)qR;x@qzH5;w$oRA6cnxWBy_B&Swv=jl4zF9whLeIq;4oiAsvr8|Jgc@S|DXMcV8M2! zJ9K5I85mu%-3?muzKUnS=rlf>h2=U57@N5#-!RRbMLc7&HzVOd`Tc~UJ4#om)t7vs zaIJzln!cjRvdd*;og>};GF=+ZBC6U6Ke3rr;1q5h5;CLkdD87FuC81A(065?LiL&e zYYs!9D^0t=t1Y67EZwVrf9*DXYT_C5tKR`D&N(FKO6L5~vTJx*?ll3;ox^!u2i{D9 zH*TH*!RKgw4~-oQPMHI@Q$+5UPIuwspPH>n<}2g2RdPqzE62MV=fM7nTk_Rx&VEEu z9f5@J~2b3RN20$F(1D<|_Cjl94WB*3Th{;N5*ZkHOVA6s{I+3Dg8;qO&zD8m{ zPN0TH_9bWbhsiQ`uPBk&Se`I7py*X;Gm7BM9%5k>+8nAT+H_I=Ny;E%+e(H0P5d|; zc#uf9pv~>)KEBc*Cs}3qStm>+U+DInbh;=+QMjvJU|lfwjWGF4IOSi`h;HFNtg;Ez^fj2{ z*GU%}LWHZv{r2-HbungB&_$rd4g*2)v)XujYW}xI-HNxcLeuHr6T(DjEuXh-S8mF=0= zSHZY69yL8ytkXmjP6OiTI;s=R3cIs7q3?m-S9j!mZU>F&rhZtGr?hmv)*LCo0%PZR zOm|zs?%@#hAJ?jsBvgW92U#)%Tv4q2nxD*Yy_q_g}^K zYo2G2o;!R>T3~4fU9b3fVSI-PQCr&~r{~=AJ}UOAxZ# zg$(iHz({*j%_Z8!qR#zDpH_ef%>hZ|<3;OBki`bIOD9+%~v(^GT)_WC=eKNDI& zr%yJeo)_bh4*%Ht&mA4P6tk_;jS`aEh2+*IZCVX~?oFOf z8>1`twwO{Ck5W2IxWi87n~D9V(aY3j#dlmSSa_ij>6g2zYY(ZmE!E6z1B8QU^k~1O_fz zQ@3Q+*LJ5tO3pfQV7`mxsGO=VNk>N25dgK%+-@5Ep{hdAzCswJSZQr|^TpX!zrt)a z&AWTSB=)XcSAsu|_9U)k_i4KWVtWGCj-iqJoLoga?MGW;eEVq56xA6w{NQw?3sdkM zQQ)~Wk&>n)qMm=72jipOd@PCgtej##Xv|ScE(U2fd82W5;DQ&g2W!= zH0zevM>U|*&EHZ1j}R9`qO<)aqVG{|H~{L*^)_-#5}*jl_0#t}X_jAZQUW2fpTRLK zMS6Qr=<3n^D{BT}tC!GRvfL=_onyo{<0cx<@8?RS3$6M$`Y1wYdVe`!IW7uW)k2>r z7LA@HP&(<+ET-m|oum39e+|dV5)mJ&7|0WA2a<|Y#xqhlv2sf(whM4~YP7EF_;kCi z1|R$}1*{K9uYu{KNqfYN6dgaTh8{zu84p6+6K9&6QcN&kr0F@TI z9^^YsJVB4J7{&3cd&*JtIXULN93|j^sih)8yt*mx_&uT)T zG?06eo#<`0z}0sx8O3kXI9=Egt=be53{DFzY3>mytN+<<*9r>7z^?%M*>wSZeSK!1 zxJBjN(cGw!s3%f~My7T_c3f_H9?MQW;ao!c?Tp>J3xT7Sm#qQwzbaS@lkI-I({|t6 z1X5^hi;DR=g4^H8)@G*gD$y?T{H7{`W-Zb4H|OJb5+oa~|G*AjMOwxqo%43STmlSL zHUi49AJ3|Tg7Bb6YxH{?&VXk!KbsBmE)gk`)3?KO{QIdl*`+Axt!1-qk3dov2!6bX zTncAFzHEYQ>^*hNGWoOH>@WCQ7b>a<60U(nhRtv9t}|RHrj88=*wt^dJukN#5m7oo zLQCq6h9n1rGQv@^xGn~`c^Y3g)D*J3yeq8zuXB8h!stR(GH%q{WUNL45m1(6oj*R5 zd0p>Q7~yuS`B^<$2yT|Xo?fK~V<76aSFYqxD?sUB^2;FLQkZYZ1ylwwzC0y27drNM?u8b4DynOE+|4V+V@=CxFn7HlV=^)Z zRNfk@2VEh;f8uJgOM=LEj>1)PGb)Rs_xOS*DBcDvf?nFoQE*m!`ks(_Ld>hp>i|3! z*}}faK|qr2zJv?PME#3OF}95^xS^NdEVc=e^Aah?Oa%^Q1lVQjbnIYghTCsBaqmT*P znth{WHjv$Z2&A3fTXfQqyBa)vLITFeIUfdcOm&rU_II>#ray*Owfypl-JHgk_^yOn ztHYg;tX1;(clA5JVFz)WBw$7J^3!%_jb#ACMo`BT!rssIy-~ilW04grzVICBQl-U4h3Sh`679Cc_#c1IN}q>Z zJg*AJuhtqXu11e}8+QvEt9xf4)ZLyj-6M{;^_qZ@B+;JDcgbcctd9@9*Ir*@XBdLQ z&0?~Ck8pJ$*fj=R?kN6x@{miEHrhow#|t6nFb=4vilIu68z!W@gRwM%IHv!Rx&k+1 zTYWGkEWYG$i!hUDX+z9A6+$VS-nJF|-E$PRYrNT!)L6mF>B+N?NXtsG+LiJ)2Fy6+ z^6p5v_`AR5aGN-t-7Z~QJdySY@)sm}{5mF2!r^c4CR^vbPFI-fR!P+EIx;eN-K#huOeXIROnZFgJHc`E+qVd06L z0p5q;|` zIam&x?WBtW`<41i*!F(4Nw4i>&LvKm^ZwXji2?U3zu^AgA@NStMI3JT^(G#j_kGs{ zhSLInozkQ{S{Y+Ii1IfhZZ_22p#qphZb1Ye*V&zNXRi9?jDvU(h)X_`KmM)IUAlu_ zB%{C`Sl9lZ|B>}sv`|}e@OG*G4$?F`ONx?quNK7od#Kw^vpBo&@@r7X^&g2Px62?~ z@kqtvIGc*wCwXTKdL=qqxTNivp7S`yZV>6$7Xm={aa7h25*^7%w8n!+LdQJpKX0)v zg|zuwao*h=9!D2!uy<~EyZOLs`t9gX-AioiuFB#ELb%^UJ!H1aez&Q%2dQhr&Z+!i z{c*GjUsLL&RfuXU_3Rg^(!N;=MQqFx(uYc+-QgQH$aan=YLMRN(A|>2OC#|(#E=|v zNlRcCD;$p9LI`pER>$9QW(NEknT>)~nAZwO7djPIKvo5w6*Ch1fd~1!opX9)JZl^THnl_|P@LA1z!&&4yoS3Cv68$0CBi^13v*O&Nwo@=REO z)So!(bu}1I#aV|}1mzy7wYuW_B2R!km=$_b&Tko9=hXk2Zk-8L@A8gFX#Z=GRL__>7UJJrHdaL89c?S?=vsDq=>%DFn6#9rO3PL~qb(#?&ZO; zYlK%$&TaM!Gy6tHKDK=MkNY>Ql@GWJ|H~nzf5l_y)6IF%Sg;vzinDWSvQGnp$4b;` z43`e^Qk0m!FB=pZSBy+K>J}41F&3u_*LQaQ77NT&m7*=RS9A64=`VJcTgMxQ3M5B{wBXY${~ZHOF%JQ~jn2E) zDo|tHC4s(HwkiRNy0tEmLV)sxaB<4W{&53;fObe`6bIN_bZMViBO`oKR>M?BBCNU6 z`d~fNYa^8|`P;aU#qhCPr3Hpy0(BL*^3H9&-K+7yD~-p_mWe(UbuYAVvXoJ+aEQe; zM;BRi?J4W<-O%C*`~bRr1WwV9gaBazrJD#Z&%RU=)_iK$n9NRN~|Z zRP!;L4aHnOfI|HXB>&Aji;s5Ca14v7XzDAb66Es{TG2LSOO+UC$=}}GeGJGjDw1WC zh|V89#_;q(&h~hBwIF4`Q4@H^Yn<-gV9s8=0|&DCeIF9=*oviOAX0%1C4sZ`F}R<+ z7r+k(IT+n|Y@Coh`^n>o6IFmKjiGEz*psGZ(232c}s{OXT!q%7xXDT_|V`k)$5`{XU}=7@!k z>v?7c=!wd@P|Aa2(=FCAj0u74XMr-o{D|WS#+RC@d9Fv!u*Xe2#f;dnA^Av}zx1RF zVRemhUjp2LXlpbaxq2|d0Oe5J^7LsEYaII&acI|y_^7~dg#=u-(8L| zrc!rceklPW48wtHG6YvN8bNraZ!crMIUt1RQcT~z)o*vm#GQR1+>2)v^igw!GJfvF zAI1aKphP@NTi^aRs+Wd|*2qJ?7@O@ru33PklSxrW#dNN6ycBtZ$)O5^k+^fY@W0v~ z&6YVRP+_)gQQv5i(&$AM*gNxCMQchU<)T&d@S8_a;Rs0MSBD|}=}J?Rj4Gtx3>|nb zCLxp53sfw%knCr`W3ol>q~FbWO;i^UtOoQKcQAn7kZ|^qkEigEd5ZQdWW?7^lU_Zp zsw7}0RDfOk(UEqw%C)Hl+)t`y<`+yWwSP`~XMTGeQxEV#;E?naX1W$6r#%#$gGp6j zMo;Ir1${6Qd3jb%klPD3)_jAFHOBq0VFoI4H-Rt_dIZ^C2vf}u{U|2NKaD6BhR;m+ zMTIdefJ!5pX4;1>NIH(mAS}rBi?S%Jy=mG9<&eDR@fs@h@XjE~oOhV6O(%KOGTD|B zHa2yp47dB7@hwm~@U8Gu+%F(t;Xtd{(zRlQHUXD0Lb&e!l*po^eF&FD?8wYXZ0Bmw z32NvaEb+5x!#SKa&@LIidx6M@Ftp(uFubppRfQMjT0lE6aIdglH4(Pc+NO4QX>o}@VQE<4s}SR z;^)EvO?9v;y^QU{Okv$060YJ9%C+WxT(}QK?;o~6-BuhYTt%22>B&zpNr)>7<`Oyl zx(fMy%pMIIGT-pyhk)~Nc6$prTC*dMhKKoboyG(|R>U8Z+th#Gw_YZPB3dZK3d|!k zf8AR}okgY|Uyr+XF({c%T*sc`n|l6v!N*53QgtPDk5k1aN#Z)n_O)nY z6NG?cEacyAKKR7=46|3}VarI%Ox`Z#O1>#0{2V&?87SNU#||ai*R_x35dO9@pUG&j ztOb^8%K)|g`ZICwI7X~ys;w3~rTaF$i(ZuSOWS8lgh7PMHQ36a+>pBXb=HN@HwfL* z_`Plt&lBhRgdm*Ad%ahTWXeOo^?`emz7!*i2RTeFR-2HWKirZcB|p5s(*MT~IS+DI zqsLv_9nWqpY*-V|n8v*5)nVk%c?9@fBx{W5E`%T%BvXV*A+Wx3T#&dEVk?_W?fQ7M zKSqBQQOe5Cyi;IfA>;xE1((CQR4K<(qU}4eeR)=R*3b!u-2+l&O2~U1_;J33y>s zJuNt4BkSqDdH4_G@A2l}p&E56yweNpyIH+EEeFPeGHr=rr2mj4+HUG;~}h-^81=FSo>@om+I-f+o4xyVmFh)1iTfi-uC32d$(~{Vbn`$fX637H=c1>jkinKnaV5)A8^{WB(@qx$wv#O(xMRz$EMG$-_(np7N_B zSZ?)i+TQ4|L5h7YYtou?q2$3cs47&s89cQ0((%FI%hBY$qY1Zw1dKWiWVbwI>+A3e zrEb_Z@2}x)4Z%JkS}PWVpGhRlMMp;dmc9QVJWc`~)H{yqh<6F+v(62^9$!TEuaw*X zj!78MXu!Gy6>&4ureE$)R1bwZvEwc zP~s1iME90SVWCa_?Py34DoyjIvpsU6*Z?O_g3S>z-@ndY|MiFH z8b;&3s^tpvv}zn@Qe_}M(@fcad z2-HwaYNaGAh?a;PhYE5yF+Tu6iG?m1f>ZKOIp%LIj?6aGDk`r_U-WyQp%A91qXtY( zj$fJ4*v!pEcaWuKn_U~-uig5jV0lWa>x3TfhruXMA+eM0gT~Kn8Z>lmIkF!e$M7nn zmiGL`x^KX$0U>8br`ZPQ?O%hvIbYaV434;M`&Q@j#iv*Y1f#+GtWPmXCnd{^O#>LrL%{Z_9ozNV;k=u&{_EAclO;=?fXQsdnk- zGS3G^9(Pmjvtf5tzNgp^5KX-OJ6;|pTOG&!w%TN_X2JFRjG+VZzhJ)J2NFg2y!|9} zeisl&D;K|B02Qp1zmT)?U7Al#mz%XUC%@v~4}|Z5UW6E5wHp+`1L-OsEWoD<6uTyG zbj?j){Hq&Ck}F&Xp})_c;)GE>+gSe{Ng_#EDgU+7UX(P?$M&`p;nN5jR`(DL+{THI zla4U!ib*%+cy!DjT>kC;>~v2)1ZUu~`~zPrOd{1aI+Vt(fdGOu6#GOZZ6GNk0xYHmm`xen0gpOCk zl<{Ne@GSnYzafMJ*=0u9HYX6(X|HI978L*I+Qq?A*;B@@c7s4L5hR4M*`@;!FruPX zCUsCixYFUHdD*c$F&C zQLbIE?_{&P3p_1aZV_8hma}2VU5VabxW!9(vup-v2h7X!8F5=GU7&a6CqXk9E3y*3 z>!s^`vx7el%MA9=zCT$?qi5<4S)*Y!++q@;5Bp z@D`~XNT(b)DI4iI?-wGBxL17f%ek#dYEuGKF?`c7UYqr;@A1D*9dWa~%hrNDiXY3cK{A4*is>v-m|ygCclFAuE_L$K%Uw6i6d z70HV3eq#D>hneKqtRLnE5ludYCqPALyaWCl^ME`Q)X0o-`ZS^kotNVjWkBjYX-8Z9K)74>=rpI+>Z0YiB{!G;; zNOndryKH39=tlcAp^(2|u#eXchd0Mhxb7de zY%!GF2OJ&w4T;)v$`*^zv)w~EuSSygZcTl6;o0t5#YlEo0 zsv1v%0hh0P3UuC>?fvUdt3iO=IJM)q*g9oj0{fn&jTcJ4c?=)t)HkoP>SajYBKBsT z${s`C6y_AMw7?1NXUd(FUMdPiZVRj0n3dcp+ih?t`%CU!r1?)?wyy#69t~t&Py59o zq-5QtSA08ah;ZiLHRhQ<8@RxyTsX0if{#;nUT4HTcWDx_h3>phA4=v2S{#M4zk<#O zNhYS+PhRY+J6$NK0;K1*20pX_4Q@5F8p>Dz@!Sp)&aLF3{8bTTNB!^D*pffg1NCiRQ+!16XiOdtUBK;u!em%^roS6)rWYI(oU(7OQ(3E+L$mDF!= z7AxOE;rZJ5`>ljukWsK^9TMFkw=`NE#ujUD!%EPTO0qakv1a0U6|kMx;VQh>TRcAe z_}8sM9g5h75A>W>?%lGw-Zre-r48;!gy~N`P^`LV|(*=U^DQECUGV`XPW%h(T)-TK< zvwjB>S?w2H3LcayonEGxB5vS%PR(;5SX_Sjmgj1Q`E^3#;;V;jgR|vEFH|0^NIV_9 z3KDuIn}5H@G}_C!LSePVc}5%vwVpr6R|v{KzMC}jJSCQQpIpl$kw;HO=J^o@(Ow!?3<&Vo@CpnC#r zM>+r*u7L*xa=qLZ4Ec=CI{?RZv0=dFI+dof&=1cB1 z7rX$!GpKntsW2o6`_@5Gfqu|%M|YMSUkYAZvm0T;CL_0 zstVIWf9<0kv5XxD0;;XWuWQ;0tRte(J!wcHAsCftBj76W^me4qd~dG;F>7`s+k>H2 z(?Y}dQgom!X_c2ZggXSY{Y2Vr7}f+A6UrJd=3%2TqCqUAzv)VJgFbs*nyg2ZX4ank z5G~_06aIRsPVOdn;~xPSad9SA9|tBG{7oOt`Lmm@&z~D`(Ov>s=tbUE=Ggmyf>`lQ#PzsNu8wIA$fvu>9e% zS`$iaOEyp)@PlA7P8&a5Du&4+XT;n>f*3z8+{x^@obJ6kG3Rqfhnr5K6xO~4&$L%| z*Nc~ieof4TH}^r9bWkfyzJYbiqaV)_b@zZ_*qhU({@uOPrvzj^n|^F* zatcLSKUC|W1fm4?Af&EKlc0xw$oFs6QC!7@N7;u(ah5zRyL)6e=4x?WTPZ-4|{ zH$Jf_c)gNoykj<_E>9a^ra}lGT_OR%6=xhm&fo|iK3|sETD!zDgQ_mQgnuPp*Cl;= zo4xseuNiC5u(gVo-s7PzsAOZZ=y^5ZlKkDn?|?5sP9Rs)d8E|bQz zA?HFC3{+9XFg?I)XL2w({=NVJB-iMB*DctB zGlP1>?n-hfQ`PKV1ui@NYzSPQG1ftZJ+*@@S%Oa= z%FNeCGdrZW0Zci7QV%)yYyEz`Nm+_=TwdFkYTO~eoo&nL$5I%!_DJGIm)R|kRLgTb zXa{NB)~WXyxq--DDak96AMTBgbqah?39KBPd;nuUY%`CfNx_foV(QiD58^E)0iIc% zvA(A^fWg;fq1z%TER6XjbH)0VF2b~KNta{cObp0)Dfl8f@!uqV=thn9sb+A?&a^|I z1_?o_7>z}<99>N1GE&#wWE{U?tJ~lU~n=-#f$YD zO0fGQBm_o(pYvC^`YX!}0n=I+#u+tw!8uXDEwlcOIU_qs&_J2RyiVk6}82lI9 zo-9J#DoexzqX@nkVMQ!>kA>9W$7^hHdf@weN3Lz-LVG#&|Zl2QmDMFechYgI9KO3WY#VhslAd za>2mJ)=_o*6y64VTZ~fDSLKzTs>D0ZtlC|K@LJyKQa7b3mFi{OQz@2p_dNb&I==Ai zz+ojh3cJYmd%jSTDds5=x(+5X+Fflvj6_l&N$n{A$YoD>g*l?Vq~2ZV>Om8E)$(Ub z)&o$lMjqN#*RH9V?!V?t2hZ^60u{({zFMo(xyZ{`WyqB$;u$h}^>Kj-~%> zBoM2XNX>nfoXCXsFp_za4nCy;^NRop^^7gwvO0!^V)~mBx_m0whSb69vjJNWJdrk2 z)5)?iwgydMhw2lz@mdkZV)rhhq6}B7=aEG z00Yt_`W9J|sOc-Irj!oe=A{htldI>aODawvaAPfQ*kCaI|bRHg-NQm;_z-F}*UBqI~OPo59yNoAl zrDBzI;yIM&2)IC-?&HIhl)#?Jo*`6|Ph1Q*O_RFmDw~qNRwt+)^Psa!!C|^97O|j^ zIEO+>2$7~^d>AwKRF5G=8lAfJovCYAF%ET{{~@a~dCTI{U7|*?Wetm~!}_;1qrM<^ z{;iQZDE@QEw^D^ZhRklzItKI=_O=ZjaQKE)?j(FN9w8M@B3~e2QtMpV-S_=*{8#zR z1H}>jAB4O7z(*AnK_Wp8YTxxhS1&>VeTkJFpehJM7&?LAI<5UhUb%&SK8Q1f)sg9P z8z-?F$D)^p9CfQ?edG+%MI2-tFomFVEtl-;tj3XWngKRb z2jo4^1FCP{gt4d5>6`nts@YdCOiIDP%FBGsa8zhgFV8J!Y8FvkX7(~KYf+b=PmvZCw zsJBqCJ3#*S>anWX*-t`kbP(22a7Ejm^_lADXjYf90Cas0z={TVDF42#ND4`tyU|f= zml7Hr&Tafs;ozi_TnvhHYsP!&SN#}OSE&Pt^vDo9Ijwr|VP@G~C?v}$uepDG$t6fJ z5Pc5NvFg-+Lm~AvV+_Ao^iTh%1RGYOMy^URNm@m$%zq?P@9E=PXaQ!?_6aX}Or-62`xYQ2vAX-QGPR;ZtNm~R<;~)Hx{BN-HPPRK*;=l8 zlKr|ez>hcTXzSP}0u-}S+t4EZzZL*^!my%7hy)t{de`D>+G)Y;?Grf<;hi%h5~9?9 zTN_AN9s-e`hTc+?)DY=1toO+1IBoG<T2 zy-y;Y`kyHmG`N1_MCsqDW)3V5CQR7d1pb;5^vS_9jLW^TT{vSZ<>@RKq@=I50aizH z9ALohk9^iEN9Df<(hm`k9GMOVz>N(18XT+hQ}7}$EiwR?f`F@nYzZfB#)*F7$8Cf> z=G1jjJ<;Z>j;v0ImcR@rF2%X9dDL+W#5?=uxj|bWort$pUlcnkZd;t3oYVDO zW$+C7&7HHvtiE(<%#Vh40k)d&l`c8;v)g7kl{1Pw#7_@jsZVb29y-)4k$Zut7EK3? zqFfFbhsO)iLZ&`-H2i*#_CITx@BXNLoPA(7E!4%zGn=}b0Q%%}4FR?8Is zt-FPNF@(KO*6E=vgxOU$1|8ie^L(}|nAlM^bI@zrB5RdVtRg69<`8mXHCX_r)~&t( z6%j0QTiviCRnd9aLP$~UDb6#)bfx9`n>F=`XIj$q&C?k%%6~=%q2E^@ zPS*Co$JG}H`At~`*nE08G-*Pvc!e(2X)=+}6E*$Fj}Z$!Qw~oQ$Z&Hx&s!)J!MO9t zS=ZTeQC0RxtDZf#7RhfHV{xV1{wW4YjF&XkUHX=lq?E{!VmZ9KcIZ9&nU>qIji=KF zIwMtv=H-=TQj`WY&B=V4U1>FBdH>$-!Fsxv%vF^iky27-f-$;|7wDbIs#O+Nj@6OjVf4v?4`sQJB&?IX~7ZSwng7tV>0*v=9qP?NM-%@;e@dl>*Dyz4Py> zJyft*^%d7wJF)`e{v-C<+Ep$G(%#0wWLD^)E!S){!ctRwj11$7PYgzDfi}|v$Cj(I z<4r*1kdVSQ=bj00er~3;spc}td!i%|8L7tM``f?Yd$_yqL|7|}5lhzfWcwSZ``J@9 zAvi`|6uMTTBw(&gywrG8qA69us&%AHb<_*iy*=n6IG^TP&*!$Wyl)vev0Yr2)C~GE`Xm#XnME1Vi$NN#+T`2jpep;iOk_)5xGY~1NZs`E~ z-xn-6DIiuaz?lSx2PEXcC^T!9+PMGU9=9vyKd7FJAMn^{IEhaurRSe(a=H225yz(_ ze?VKwzrcf6u0lmhr?%yVyL^iqJITHrTnIV8WR~qeKcXIxYh3a_f}&14kK_vPlF+yF z%88qpox2+%R4sM>sCxMo*TU6ki%AY0lqX}VP-iR~T6*YZ+_3%P&t_2FP|7HS4fi&+O#D8URg;9|JaTaEOtTU{-3-aSmkPbmhTd5Y>n|2e^JM@B^@Q>}zVF+Ye zy=C6iSCQULs((*1Bx)K)O=$kuoV~4w%{vi!09EP#YNx7 z(N#5y6JM&Q1$HJKUdh~(~~mR8)gK{1qiF2T~#K)xTzh)a}R0&o5EE=I4poC zpIqGy!vB`lA-{S2>8HWQ=oQI}!vbsXgp*SC83Su*x-?FK#t?a>kgS*LNbTJCiSqoq*2PEi*b#K5A`1sIJtah z$=?Oq=AUEh$iYUf!j|8cI@@ed7wXD*$b!@6y*svJpXt5|s@WJ%8k~1GdGLiU(yr#5 zAd<@oH+;w|44%x3H4iYjKZr*hdNbBEf%nq@5(?2J(L%fY?t&BiiiLMPMDN(rZjRM) z15UZS?NxeZ_-5-_?0zegGtHBX{ify_X;nJ>Ur$te*As;^&olk)z+H)(nD27>A&H4x zYVK1Clzr5N%ic@PUQW0$6Y#TuEo63Ndfiuc&U+K*EnI`ewioR8t|r|N6i5ogxBpZk zUsurH-y2Y@2}{{h5)(oZ9-OtCIh6UI{Wg@hFjMseURgbEp~nUmutt_YHOyTHW;Ga< z#O=hX4gwe>7$bnZqOhyeZPSXW&rGA`)B)6TyupT1n7V5Y*igm6>mav1bIJi9h=%B1 zfE8Wc+F5-|R1mPM#(2YS1J=W>k4%Ut+bM&@O4) z!b@OlF=Bi548?7qzE{|5qa!W5!{^>7HS2`xGex}m6j>m7HwWqXe`Va+=abYmp!xqe z7Sdi9vq}NwM#GAzo7)^gY2C%<+QQdPlTtUAi#T@xw@)XJKeEgQ?|EBRyS_nhTe|>z zF6WdZ0{mYSNWi>Ut%)Ist?JodSBDd&-pAvWCqVBBke zvrZHmC*k4PBc|d+YHtQdFI?d#483nePW(LDY)gdAl<1FM<>8A_m|xCObdf=Ns?&qR@;7X) zewR=LuuQ`n^#i?uXIj7r!JqhFngA#*A@N~1`k#ES_`$z)Gfb*4IxBhcxt7fvmSs7u zTU3VvoWN{{f%sgYx~a?zl;g5Z|3B1jFzSrt*yhBw4SzmJ2qCu9z=qUD&6JqZ~LU8bIMU zfJvEUw)8H2sbQ~45ZkSX4xMs*nh+>n)I<5UV`VtnCu+{ak*1hUO^IyBa1f30(!pM5 z2Uw}^{D!F^SssTJGVixXAIquk`9NhpV*F6!?;AtemkL?UGcX_698X81Q)iF3B~TD& z&Ea zPu=AY9UsXUf;$=xs|l=6!J+sE-=JBQAm@K9WVGTZPdu8od460vfN0DE&va8yt9C~E zC&8M0ei-tkYU*J#K7;(&bjDH!bnI4UC zmXkO(!p&a`tkxa)FQJ3myC|l?B#YdR1K~{%BUbLYD;|=r<3t3Pkl9RwGDZGlzr{8l zH+Iov((8Sn!Up~CkpMs84RxUz-Q#eBW25yFS7B2rWml~-?6~MZYL*Mc9NVib4WE(SIWJ#IUb(e}GPB9T@v%}tVuI)!OmI%ayec3_ zU9U>tMQS+g{Ez4iOd$TLLlnAf?U}mqE0zy3=>|VGWLcc~EnkarlTKwgt^B>d&v6w!~+sJDXZ=2-tG@X2GZp;NKudG(T*rfUpq`PV~8 z4IM)x39AX=Vsg<>s21H++6+9&hQ+7tGKu8CU1_C2&9}iJD|XODsAFRd|GBqGW5ftn zVnNy5+q~Ja#d6Xd51RNR%#JPhIWyZ97XL{tU7lHP0nNizt%IBQ*YymW7_yExQ!s>r zp3h5zzGMshDBCRVfzCwrbAUTs&iw)MbSQne_|3QC6?e1ew`!cke*n16OBzCdkYmBS zk?y4++ds0A^2tD41?$%+Q2hR-Bco?)7Y@gBRJI9U(RcfSh3rK`hNb$iMwbg5ah?2$9`kc#Idqoz|=Ef@@T&Y&?HY(>67fEA0`388b z{FsUq`#^{PM-WviSCjt|O84=q#O6g= z@ZB3?w)Xdw>*fxk{(4Y& zKXLwB%mHnlMZ2O>!OuO*eICxq?@%C)2hM2TwiTgeJ&&vwrpn83de#QJ4{3}(RF1KZyCgfUN_}M=7tX5p9XfK)r-DE>NZ93<{Wj(TL!}fqb25EsVdp8)HD)j_=0moK)fnq%Gu57=hYeg&Bc-cK)|61 zzYuyOW_FUD-zsA$IS-BK34!u8C31QVmJ^Xe>EsZsD{6!IMlM99NT3|6;lYjU6`P#w zgWaUUCpLM41RTNNBqc-6Km)XH*9Ub7zzy};C#(xMpx*osM)efInP`44G`I0XyP&=r zpGLVLGF`s4q*L*BR2JGJdDED1gq>S%g@k$KzVlQyIJ7rogT4a%i>sFYF!lI?_fL8E z`8ZPC+%#Akryd1^%~vuEolr{ncFb!l=LW^@O&4geBVsYn(P8f(rO!f++muG^{t>m9 zN?lQ39w`HM?0U<&26@OkdCd3kp<||ncKfxNgakWFt0q5;_cr~D+YXwhp~K*V$sIIr zYhQh$=YQdtX))^qj;q}ivt+jLB7u`H2NZ?MY!$#b(AGpD;mxl;&-v3>*n8aWkD=a* zK%kq>E>d#-%pktcmojOJR{C>1G%btB$krQz+lH&dSC}+wzD_qau5>=UHL82NI2I<^ zrAVf=7htV~Cf|MJsDu13u1P?!haV}(5aVDh7zeMA6;82Vfbr7e%q;pmQ^LdO8N44` z7t1Wwy#Aetl4TEt0~oR1G$;N?t>67u&eFPdkzm9Zv>6V)X{kg0_ zA|wg}Qmo7>z(Q|caF&m;y+{0A!JUfov!?4673=>hIEAu*Cub(8(san{1ryxNJ_O{i4jdeWyuOud z_S6hI)0c}o1aQ#M<$}#V<#H_Fd$c(A#ag0I7L@&#c;fii*j2 z`q1zuPiSFFxXOgYwKfzR^;bZp6aSgih+D{hx<&E(Rw?$~7JjU0@Z^8R-@K_^Z^YXr zj&=plX*;q~Ug2DU|4Tc^C=rXF`{0Pwi3A#aw8MCOhA1VgOJF}~E^$1Vn6}6PcD)T+ zSHE!|^}0Upd`&|*_N$`iRDJl;9ERDdQ8|@LOG&r(r|Ni4A4&Au5}pb=P5L6o{$>m1z0`!qJ;f3++WC-PHT2DNR5FmR${JO+$!Vr?C z5HcNyR1AHsM#BOZ%3fpTwKHUV58Io-5|t8^7SJsAD^Sg9SVdHLhwm1MSX={XWPfT; zuTew7ba>M}#kjw{C&H0ulBA71a!zOTfGIvEmA~}xG-lRrW{xkn_?+T(m^W`52b*cB zX5}F#wnH{$zyx0R@utUpuz)p)eEL+Eoc22LTM2X76kX5RYX1V=Jk&0CFf|{O%Y0JdiYfs;6lEK zXLYCtgpB^W7}t|QAvE6fc|EYIvzLK_JNC84Cqhcq_v- zXkC}$We1vcHV>WBtEt020GO8g!%`LOmIG_t^Ua) zHLG0$Cu4bc5U{h?!#0w;k}rX<>809W5=)JmitJHZg3rd5gC2H?MPM4*{ZMc&VXfe< zu*3cSu&t2t$&aWJ_u#!P97$jsCkII)`uDx`q;rS_OO~3veI?GW#{2$uagwGYNh(p{ zMN~&WjqmHDhotd$`wvuOc^G5?p- zj6)k9T#FrkYdvpGb$HesX!`e&ox;+^Cvc1EYqd3D$U=gDw{b~(-u<2zOau&On>Vlr z4&N8htifGn0MGtT--p`YLfgo~7R{N+7ru4>`H_;fo_#d6T*(KFK2o+JlY%u3v~RIY z;RyZvO9k2WL`+@aiwsKNlJHPov6r3K6k%GH^34aSf4q4 zRr^l2(s0`19P@BG23ev5Je6>78AIY=w;ntS4%xSh2YZuuBl}jDpnC;n%L-54R8Qfo zH%OHm@bzR=NZ6(#Qy1$XT;T-(D&hNhwxE(R4^rj75eepqpg@>6Yn~G)Ek8in;%7^r zUytNJt0)E05L-Acy)m+lj;e%HB62Qv$$&*8bbuzQ3Exx2%uMU>wcj~;|NQyW-O3=W zzjhJv604^SNxXiJiyo~($q|Mk^h^1Ydru#}f5ExO4b#0_lK9*61sA7>9xR;CahYk< z40_ZnPOy%CS-XuyAe8EFlr}F>+V`GW#}74s>iTT2O~P}q zM$#;A6f+|n``B8s*$e^h23ZAdqbD}iNp-mO2k;H!$OL6^6%h!Vbz02H? z*?-?lxE+5Dct=~v|E0WIFs^*u47u@Lk28g_;zvLEFIU0+G|!^fzgn$Qj}@=fkEL>R zLMzU1zUOTDsR1fW)UlSo_VRJHv)~UUhd8{-r3d3InFInZ1i6dkYzWHuAiH{o zyiOFV*f`?D){O$PRkl#WeM=B@pzX*>WET6PYL%C!R$OJpQ<|)F>ja;xTRhx9aEUI^ zwxG$GmrlSD1wlLhvL6s+|D8`CjQjic6V_Z}9|fuI1%N_c5RuoPoOrE&*)`mPh6w=R^3`i?j0{J>_DrabLEco9=0_+Yp;~+SMNBd3P0==8l+KA z6YA6rm_eTRD4HmTu18SMlrUV)r`UJi4w@8`4*vTll(hz@PPM56w{en|p&x$@_ELh9 zmQKu@wn(jt`tx_}(d$g$FSevcEd0YbTgZ|q%{@^RZ%>tfi8lJP;lFQyQ`KC1ntt+{ z$88%*ooBSS5=uZC?oz;Urn=Pvx6x@a+8*`+11#VMBEaBMnWw0fsyGo7b9hLOny+8DQbmFO~DBse)t%!~LD zgIZ&tM?RSI1xl~o=AGC#H#fSWl%T&TJkLwGs82hV zPmPJ$CX+{|8boYr!R!`oD$YTVEdF`}j$SE_uv*Y~!+TPmS59bC^C%6wt%DWejF5Ng z_;O?NFJ|{J6MO2_=l#ULHp4|AY2Pz1Wizvrv=H>Z#gWS>R{u3!i((=dT$inC7P8r@sMg z*sWWvUE;k5^>08nCX}+3NJ+qsgcySsZ3XBXS0 zNZY=!r1CPZ0M&$)8m=>Wkeq;$=vUAycXYXbUUAUY!d%v0X6V2wVD22CJItaq*{=I^ zA@Dz~&lj1JaFlx1yH%Y!x#~J4zuS!soSgZ*(n2JylX$MDZT=Zi;-Xhv4noPklzJfz#P_ywmWrjc`lOW(EOa8U;miha))3 z&QTv;?DN1@#^Q{sJY2VYs~|)FMao4}wv>+ZeW)cU5L~qcmxsXAykd3346!6VeVVfG zaa&>2bq@L}TLn8No)}u86N$*bEq;0rehIuQpsPx+BhH;PTJcj=Wy=ZpeYPG{cGl#v zWwK{e*4v&+@^7Z9xV};DDt`nI$GO}AL9PE#ZncC2tPr1&WN|NO?rU|0^FfASoXSbW z0Sc}kCna}OuyEjE2i;9!R$$SAs zGa%Xj!2W;G8>M;cbxq*q=)+`%x|yL=FIyso`Sl#gjMK7hSpPL*uR#uzue4hJb^?-h zZ2u*Wu%3e{t`nyMf5T5tldXpr?`w1UsSSH^HG80RTu7$lfaSI}Q_EZ`CA;&1{cvJTA& zl|LOs1O8|4=Q>{bJ`@D}(%`Bv1%8;u6aRs(Rx_?1;oe(%e-b5Ye;JDJ`&v487>oyn z9tKCTXRV|dmx*f~8Ip9^Sc1NukKucNaoD-fh9#L^Ac5}@bjZ9sZ`lLZ)3TWh*@@&I zB^r}Zl8{oPA0*C5SvEMgKuNf;eQ5w^XEd0o>r;=@K~X?~9lI z9lfGK8GPXbT*s?IBd&(RIXcB7R`hqXO&1r|HO6wKL@vD)Fa)L=NF6-IVw>3ohF612SFVw$xk1AF}Ae__Al*+U{&+`03dEfu#Pj-R+t~s9%{~Ly$RZLvP?B3xV zZvCR0Z#Dr(!f4B2e(9HTt8_bJWk8$586ABAygvxt1oH!0^4&ve%Ej~qvRyn(yYuC- znU7cIym`6>>}{Tz_NVW!%NGv#^P?J0eq9FkQ_KWdLiGCD*iB>k4R77iQ*oYy~(bn1k8be@%XyD5=weZd&36i$LG7*%92B zdF|AeZ7n7xgIopGAj69pf9@rWP~A&x?z9Ny%G1nL#4E{{`Et*tqdLxMLc$|EKaP|y z_2#ESRf9&(iX+bTcUy~cLT(IfvWTx7!wLpsgGO9IyOFZlLD zJ!9-$*PnrZTN3o8LE`)3EQkMF=&LEoB)3N1VX_$6xIq@5z1hDY+fAGyG>F{#Pf9y4 z6%K63X^0#_ikvVV#1#eA?@Xz5iBpMU-fcR-XHaTQkA$_uY~dR>R6nw3d_|x3w7!r{ zOB;Sjda2{}Rky)RHBk71AjO`Vn5%MD7%80_kkKKYMR{DLLjqP2(Ebw!f9APtPyI?- zS6UH@-XF+Yw&y(&NKVuc35EM-D|8CU0!lPlbysqf+s*gvmW)|By}9Mg0KO&}fY2%` z&mxf%A@KGN6YH!K9?R>9lNHxC&5JiX{cQ~#%@6EF zx`*1UcR-)8EDz_m&Jc|B+pzu))c&KXJ@8SnerR1gE z1Y?|kCT7WFvsxjDP;&`uPcZD?^DRuY#*s1LF<@HbvI0?M3a%*S(&YJ(vt=rAz({g9 z_sD*gz^WOh``Z81n1&`r)W6@oU&!~En}iPAe%a^GZ)P?3VYj9)hEF9v)T3El4CDDl z?Z3y>eCUP9(XaDu!WsmZNs{|#mXVN{$#wBbE%*gvZd;GvwF3H}{)-kck>n$UUT)tH zoyN@hq(HiqoHKQ{o;5Bv;|U*GFpK1H`k zeh{99T&~m7JNy>pmajSL2*KN@%>KPmaAE)1@8<&^LDyw|mkR5I=r({2r`iW<4b~BG z_{EN35n04vK136}*uU&Zd0S55Mim-j*O}dnC5lJlE5#W&a^{T&vmdZjtVHRF99n;A zX6V0s%`)%giU^0qNgS(S!in7e-MI8g^llKd{ykQh@RptoCN4c-=Ss^C9!}0=^w^5! zuXFR8=tmNNWI0%_c$L%0*?@{p9Zj%s%zy+oYV7W1$oiZ)&P?fh*U<-@N1c@a@5ThN zm=L-KQ2Cu7t12jH$B9z$nzz)O61HCZPZshZf}%g)j0|)}k+U+FRIN*)4375ZO4VZ? z&eTaz=eALZeBvggtPYS?EK1&6?mq6!XW9AB3dWgu{T?^jWZIo+C^gHU9ga`P2pb$Y z(7LbME{kX}?|>-&>Oc z{M?A%zBio#w6=`|e&lSqc^qtN7ksJnpVhdTSO*MI6@o=^cAKC5;|@yeji1S+6+B@yp}xfKmRU&jGoJ{UD!}TwO-Ua!}s> zAo{a*A`#gi#MnpnYcmxtgXn3CG|H}`o3WWG2@$Asv7>bwwC!x;-H=~RP*18j z?H&(yQW_ra`Sl>fkPm&zvo=VtMdv!wLX_W^`|*)*MY0BmTsxW9x{DrSdtS>uVXWlK z*Npa4_!8slMJ)RFC7PCVLp3Bm&#m}%qyXo=#f|sJ7(`j`UUGSZy3$9z$GYysjG)?* z9*Y}>n&k_$Q!-uxYk&On^0h*xERQ)d|zb^G=4U6yX??(XgsX=&+NX$cAGTtHB|L8U=LknRTQM!GvBm#!tA z<(~P^JnydAR}9y=&hO;sO9)P+To`(Vs*H9kkRaBUa6Iw7CN*lY4dY;@ZgN^G%8{}- zt`6e(kNUvm+0+S!|8|aIU{Zrt{MH8t=GkzA*_CmG2tp?G>3N*>I24#FT>9ceRn5j* zoIug^mv{hoRlV#AZQ+wagu#$WDnk?GuI|=mC1seazV_!3HKIGAL1wnR!{9=Hswsog zC&bemk@Y)S$ac-LcscFg3g69+syAlO3VJoGQFb?g>9t`ienGs$K{OLo|Bg82yHK8E z>PGSFZQQ*qiT6oy6dqM;GaVdn1<2{-P1Dy^SdMV~s}R-$q^iR(3}Uxh1OU(ik!)%? zryR`R*X}?>w|br~a=)jHfWZBb72jb_F0@Bq$ocozJg%OhXCR=51Kk|;S3>iqKX|;m zs#y{D?K{7Yd!;EG^wT(Nv>14FuWNSKVel~t+X030t*4ZsaRz{wId;-d?F{9s{DH%9 zhF5GPo*53U=Z$CeSvk?u3I`~!45Ws9^nB*~>(NLbgeuxCoDzmwusXSL#rp$_wL5Se z`DN*Y&kFKbs5i?VY58pz{RW0-i>N~_G!IQ3BVxP5jm+_|d=ZWs7`oV#g}|3~e%Wh_ z>I?uoSGaM^|A&M4sFZ>I_!6`~&k>((z~L7+@!qV1o8WmCyuM!eDCS1Rul94rtm~f$<}S%uCyecZ4ag!I7`qA1G~bN@jewnl9%Odi68ISKqrK|f&-pWL zc+KjwN{rH~wA8l~`upQa=U<6hC3AVHpZw?mf z82=JF|Jx5}NCZs!)CeGc^3@4yM?QDXawN{tOYpgHGCaf61H_AwT;GRZ)hE6QtvHvm z618~6ay@7j7Nw90H}L$K?==bGDz2{wQoF{Y+*vGOSZ%Fivb%>7|-- z-kjM%UHeUNNh+LEyTZ{Bb{f;ka4C6wfio6$jp&0MP&XeL-^%m&NR-M1+2;0I!qODd zTDj!~OwMHa4n5Y7A2to}wyWS4n4E12)tO7Hl7xOv7#t8U`S@TAfCaM+-!7irJ@o0m z<}KtKN#SLP36sl#Yp;thtsqi0&Lk9epecy1Qsu$DUq!Cp-A<*RQmqO)3PDT9EdoA zT{$n{Vt15FIVia8{BG1vh3ko`SCRD#L*bEy2(WIL7V~9qpf^&#Ba(=d%vP>86VFR! zNL%tcFjzafpek(MBu;McYd=lm<;m434w9U53Z6^|E#q0i`H>9UU{LVBE#z!`$ zDMIzt`Niko3RzSwn8Wi7HRmOr0S!t(^cvbXS8^FJO=`Q+t5SLK%wLiODZhjsl&BuA zH8Sl7Tc_X6-Sm2nsHEC(AMngvb-sJFJCQg<`g%2$6DM(U(u;#)lC+On=u4-x=F3bU>};sqy(m&TajmHU7?>N^FJDXF{X_yq ze^e#RbxV87*RbXfSnwb?=UaZXWByv zCDPU>Mz*9Elo8$_tYypGxBCwfT+R{SdWFH+A$ zNG;UQgu&+yTM_{wSLvK}5UJ#p!--tE)?#D0n6PE_qxB|Qi7@vEud?w(K-rw)_btWR z&k}3)S^-Bb-)qnz({yP5!J9@sjdR~VlywmDzsk8HcV!1Y8MT<3Z{C^Zv|K~Y+{fev z>hckRGi+WJy{p8-l0r!!y6b(LpfZR3DDHNbO!g8rGdRuDJHHV3sA{T7!gh>;_`>*V zt5mm?$hP|QRh-%*-q+u6fUIwdZD3on@0_C=xy{X@NToCGvhaf0^vjPD{nOk7{41p+ zmPRwh=YHbl^8wED@hCPix}~LV=l3n`UUG!ov(l-9n3wJBjBsgX1lTzz zF{Lg>FMzKZ_7I!w6L#hdwqSm&z5qm&RuQFk3(7C08TOUp6wu;ob&i0?0dB8 z^mu(-H~wj-p7~pCKZ^LE0f)@JJ=%y}aHoaUup9j|lctpP_h=j-G73Ug-bWlO z+tkju)EUS|MbH4p{jwq(kew(KoA-i&kuJrq4%fwixSg)oqmHsQ=H$~LQc3^%0a2@O z7mf1nW)3@v;sUe!+~SB^rd-Mo;IX#?lTb0<`9pM(I@4?|aoH@}zW zX0BaMUU4m{r?t}{NKK{^51oOLn&Wy~Dht$euAh#ONO>^|vKWiPVgsnq*1c(DU-jSzP+*5@3QvoUh;@y(;2JUJvJX?D<+XH|J+=Nw`wME}&}S52@p zmMQhh&B=jKg~Kq2W5e1MIxtN0;m)5w1>cXdo|C-*s zfgSw&68=X&3)+Rl7}eby`Zz~He5c@@(49e+r8{bf9Pj{K zz)Vs_gY0pWMJJ~xm}(0Md1Kw?^A$P<%9=m@l?R~K050z`wA6h{VVk`TJ2cEg0f@S_ zO%3b{IooJ#j|Hr7?R5zit59xQnu;0Y;qY~vDwEv$cPqenBgNWpu8tk3*VBdHm-yDu zR=!fCdtblbd%h}EbYbJ=*C$|>Olv+mHwm6VCY61wfgAeZ&b1SVA@@MzHDfWG~u1H9f~4? zgVdPDurG5c07Qi5U34|Gr#Zp@L4Z?RCvMD`OC=#mjd;b88$7`ChJ}6;6jRKv?;bcH z4FF4=cKz04ii8DMJhtC=NSBT5a;DO1y-tsK+t%UveQm`;X?lzr1>; z(ou*;D|=u(!fTv5uo6f3W3Bx14f-n=?4B{acovo8Q@nvqHUAnT8a407F{F@0-9C*< zEEbgLz?OPl@7wnkOZTv@>M*vI`HTyfeyl~DdoI>ZZ$naNU~1n z7ub*m3EfSu*v7Z5V38{by&84ViI*o;-AfzT{`vD%QQ}G9H(TsriaQVs_4d9&j~i!5 zVtOZDklN%798*z?#^8v8?yLVkkUcyof<(gd4Lp08U#fHPnwtI^=Y2Hh@B)H^;0d~~ zX-yc_O`7}cqc&AwL$hH!?E z|DF9rgH{t-)o?FgT6Ng`&Un5zG4UWUm}(iF;2K%y{4E3yVk;;MfL$}`lEDM_&q*(T zc!omvzN-I!Bs*Rs2ceG*i=!}uXLaa2zqJGieFZtT;X_SFRag?tFx>q~d0(OG@bq>7 z-T}9!=gR;iz1*V>*1>%*eJkZGH0TLHH> z>aw6?v7(Uw&3^U*?zex^0Rj`2;%ZE4^~aZorN~(z4(@0Q>kmK$MNOQ+q+^sfqd53M zr1<4u^5cJfY<2ve2{{vKd;39Sv~iWZG2lx8LQ;UvKA%}b#0d!4%>CQYG60ZvP^e74 zvU_%Lam9mMAOF4$AGyJ-bhmX$8(_0b+bv41D)bF;Awef7-s6C#I$#Bc?jG>NFU8=* zVcguMEC`Iiz5Sv>f%sxUgokU41!kfP3;$E>BuIHHWioUi!JuPkrvfeNM9 znM0p{3^BVO+nc+MJEf{h+)NCz5pM;7?xx0 zZ>$VW9!bjnnUg0~%QPr%l8oqo)qlP-Yzld(cUn49R&i8uWprL`Z4X>o7(0_udMW49 zdQ?o^V*R(?Zs8ID++-d%aco1@sIH=}uTn(!wmnv;Ne&H2{6n$Zh`_4gCbFBHRe=suN_DkO&cLRDAqqG{7tWyQ#=gzcje@E>#BLLtCuc1rOvz1%#QwjyJ)_U zWYWzPaNKH0Y;dtgA!#!liPHDGRq1g*kG;K)8O;tST-2Zc8+m-%&wC*z-9*E*jFzQ$ zI+9+S3|yL0{6~B5yqLgEQ@UPHtBB7X>OgXdZ=Q${ubXjw$MKYGCt@^^9~?^o@m4M+ z{wXb=#86KMfyx8_==9)f#+E?)17S0T8DdUT;~7H0aZ=IiNae)E;Twj!FA^*=Z)WsF z;HynD&wJIaEhVp zTA%|W1g6#-sW(3kInyn_V*aJ-&5Xtp1r}a|)3By>@on!b$$H}*c`pl!EVJ9JOJ{;< zwE@@n$>CT>X3~axS&Qx+Ug$hcM8BV$mB1zEB+AB>WOyhp>e&pmyI~(!jzyGpFSLYN zab>{Ge>;PP&nyBSW#c^?xjY#1}WH6zl#2E$rn)V1}iZZXv3IZ3vdBGzde$Uo9et z`4;)~V}8$~?^+S*qzi@m^5(Go7-{0`eudFh7he_3Jb&5*-ed`x;Vz%Goau0B~l^C-^0LN zYu-amZ@3jt7pyO`9^Iy#kG2rrfF-~=j{c5P!Gea=g=fK^YOL)~ zdV#V_T9jlqnah(DgqwFi3Bir2{n%3#Vc?hiI@EAc1O?UiVg+L5O2*` zM!rMaDb|$nLVsl54icHRTfLNakY6oFD<9vMFEcA-h z29RAW>M(NDSE4XPo7xwWKAfgxY|1ByP>ZAImPX#6mU%m`Wnv zsorXa%~*j>wq3*`^z-I?hR{~Ri&ax$&5q9L!lQU;OR2AGtGt$djR$kc`Ez7`y!f!o zef)TVR{Mxjy#W2h;ftMNV$C#$e2MQqw~8#CNW+L(rkmj zOTnnsiV4?>4%U!q&-p>07UdxjWpIXR{^!W(z*k)dxo6j)LS|{l&t4 zMp#qc(cC@uv6R?1i6iocYhJE>xahlhVFP(v9#Ci<{kM2@cQ?I&A>=)RIoF~Xmt9RA zxcnjPe5W#c|CznJ@cyjjhO%k}7H4qc_}%e-fGfeM8Tf?wa36)@-~W0GsK!vOc~~Sc z*}HX*G#37h+{8HZWla*UD<2uM^K^WFbe9>#;8k05tVC2r&6Fk9Q@Xbgw{NmBU} zS10sym|37m{o6|*NhT6{QhABI1i%n!t&mA}1uV+fi% zZ>JC@_n{v;-Qk(j4q}DI`O~kpK-*D=`lzuJq~h^TS8J<5%n2@KpE7=g1KYUJ!Egd# zIQ8=&6D<;RDeA2m>FFap?-0(5pj^X~k-}NO>!A=eZO6G3$wt0?xR^CQN(W4{V1qVQ zA~v0pg`54f#!hD|B&{}y^H+Ur6O+l3WVR|E0ZW@7Wd5~lNIQ985T3vIO^tJyq3@AF zi?olMu|Y=`BWk=U^~_lBdJr_qP$>BRy3E{rRjmC|`&~NhaiLG{%h6TbmnB}j?_&C8 z7Ng2?-gHR$Ata$ESs z2Z7i(78ZTZj3a#+4{r&V6Y~5D#oWY1kTy?zd&-g%3di4C{I?ZbdgAH1n+<<0tI|Qe zJMd}5l}6Wmj7Dq)>7F-1KlVyrF)Sdl8FNf1SC7a?5n&apS`Zz;EM}Oow9(?=sO3hP z!Xg&RZMc(`k)Q#a0*!*h5SGR+9?Gt)@j5-m38v=LS9(nhb6Pul-zJ;lf<)VSgW4#K zw{L_U=fV71^8Ntp%H7d)V+0Fi;Zmp7)`i|wqABqS*!$uDW~$o9+E|%?P5PRQctPq6%YcgNz^`japbPbnt1rON4$QOEQwM zhD-_1uSR)buEC^fGPZ5EiSp(KeLT~4{Lks}kExFHSH|y=(|$h24(JQ221(Yetpw5> zdgya4*%pn@-yF$ZEwmYG_tB6>%_>V&o;`0y^`GqkW&9fmfizrd79j_DrBcn7!9HNB z^Mh`{dI$5r+-4|NVo~kf=?A*b81j|bJm1sZzunj5bDIN>3&*5PzQOak=0Q~!(jVPs zqM%2zlJw0&(vqIjWO(3jamglw(>L-BcR^CnCZ8xQx{2o4`+QP__>a^o%2C+M7-{^n z<9kItZ7uXInwl(8?(6tg&lxL@hj!^8n6V<9+7@XP8BmAtRA_kxzAe>Dg?uItIzqr~EL0lOkj<)K9JE*g zPJ!w$5CztLj;+!q{^^U)(3=`|*2+0ne8^Ji$7BHWq4W*m7pN*e4EP*-)6~8g!NmRC z2T6sO6G;=dUdO|3y7OY$vIe3NO1IFNzixpFAu$bJaceomdvHja2yC$`nsw$dQ?gUi zM9v{oOpF#PmL;=&9lD`k6mz=+WEKA>A)ydb>?aDxEgsU~C1PeqPntx~0`1B=di~Yj zoVU#yEu%3Y?5{+fl=^Zqos;g;%qiKoQ+vDy!g*MA#iQh1+x)=9l7w=PXR;}9F zlj+mulieH3+|qq5>wjK1r9b|Xw~Pn6uKtg@llY~auA$XwPIj(k>4u^!TqRc8+YFNY$Dgkc8t@&5 zkt=i~t1}4@Iqm@yt(0LS7ra#es!wqjlOU=W=-j@J&csPs57S@FXL8#J88AevO(BvQ z*g1hV$41xD#OvZ7E!VT;g??BBK#2tvhO%r%9S>@pyR-5OUz@<1FnYToZt0;^FNwPfUP7xQG@(A%n8E;5a8@^zA%tU2RR^?lxTZyJ`DCy>+l_XC5#f6wAp zkf1Db!xYtnM!5o|n?Yx}^1YmKtG8?Cy5ZYkZ(e%#1kKfGJlEjrb9z{w?RZuym4_HS zpgJPma}Mr9SV797l<=Ow#y`ZZ(PaWlU=@I-_!K9N1}VJo@KM9jT$XEW<4UEj;W82? zYUqur5{+XsaA;H`yKhp8_cpC++WjhO_A&!Ed=>5|C^H;Q z)2rIcK~V=JS)%@Xsk%3kj*udg<1sl5qf7yI?HT#QNO|z*wGE{=L|=0CF<-&RjeE(1 zKFXu71nMZKKfXhvz-4N)Vl!GD0J!q<1|)WT&b=REwmb$;6{h0B-^dJOjSc{Y$*|Y9 zz&$`|%a~NB*oB}+xi9Ek|InlCcb4w#IJc$Ic#!0`#B~mPp*d%I9@lchp=mJSxrM#C z^5S>pF9)R^2^?X%pMO!=yWC*P9Lzz^*ODlB56|UWqQ{5w-f4=f8Tmq3w$UyP((6AvB%pmoNrU}t^JZ{9xUYi@jP)mLARb%ZbbSer zk+U?-FRG!PGHg@}G2%X);o5!RdF`i&^O|c%M+`vCmEpioJFQ#`fOnO4N6FDE$tyWG z`XIdOB7At``zkm=|2!lRXa%z>u{Bqz{aJauICr^jI#Wr6I;78QT34VIrkB+SzN zSpMmO;wW>Mr=_UE(4mY?ua>IwMOIZ5*PfcL*9O2=RM3x*Zvw&R}?+_<$wR zc=kL2zx}7^_b1CurgZ_O`V~~k>ZOHM^IHhpAVJ_60(E3=7SUH_ga_Sem!8iY>x{h1 zYo5Idqk}ai^lH$Gy^pQOgjSDmD>Mb%YT=z)BMc#iV7O?+Os1Me9aE*RSK%QbhLlM3 zpzXG)D7~UL*mHt!1#z%nB#UnvPPXHbg=145sBlbN`PVGUs|X!r6^k8Nr1zu1!bw)% zC@HgbX;zp?Cf%!;d`r|t#vq_J{mvR_d=9^ecZT#1fRn+VS{aEvD>RNtZ4b$hP zg1Pt-$=KtFAFma^JYjMVt58=H_)nN{AH0Qfa6~9?e>ZTmmb9I)xFyuyxIT*%cf&l9K<<}m(oo6FJ(X1M3|A3*aBksaVYG}I|BnkIGmh?2t}W4hSQd$I&+>ap=|4U25To< zb((K0jgQpdwIX|Zd0BdSd4av6A}QyCSLVScNIkD*wJIyjpk7&zTu-k&ZM%hC=im3Igw#o5SUUjN3dIJH^dSbimcVRvw&2wUifxPiFx6|HDnZQ50}3QX ze*1(>-p(1x&>RfRCJJSwdrAxD;?DZ}ib8k~V6#`NeA$8K8+adaXAkq%VR7>(152Yj8T&hem5T^kh{xYBMVlbM+BH-I=-84N?NqcNllTM?o-3` z7L=#eaVz%scK6C1A@S$e{ha6hek50}mI~riqa7=N6go<(>)7({89TUZ;#0SRN|cie zxj_6mTQZ?P=vs<@E3R{^igkN24U&-hI``c!iV3^P?pW@M?U**9chAQRu@vpnJUb&$obt3S;{UJlNxW{x(|gb&AkMNgid{vn5Z;TsVClt^NzqC z!6b0Lf_cv~oGq(liRh=R z-y<1wdMKzMR91?`b=2qurCLE!-UR->Xzvz^T{zxwJN>0OF!FSq3NNMb>tvZ@PJZIy z|E5b9Dd&;EcveOm5)xwf>Zp_ql4HS1Q_FfjB(E-f>e$QS%=J(iejD!E09VPgld-y% zu=Vs0LqE4qD_rEVN&9r-&$HW!_blmm{mv=KqC{$_u7z~S0ds&KcO24+ngGiV%t8zueyKavg%1fhvq@vkTzh%gUF)IEwtfW z+*6YmB7*_o8$iYvLwlDAemMv{}EyWj-UN_&*?kn z{=faM&;!6U)bcW}geOG@{TdU@9Dc9(e%f2aRd9QNpCuthb)6(y_+I^=+W)T;p`L|ri6OWT{CrL#gk^E zxt`2@&@_{9wY=*eHq7uj#GG;gp?usjY2>v;aHY%A(ZW0Ax5$ELxE!!+&DgVE4@Z!{ z%b{H496=TF(sH%Av=Mu!x6V)fT2fvR!q>QOSZ51=_-G*B7)!KxEAJuY?|x~MJ#V}Y zOI~SF7Wnl(_c`>n0W#+FXYREmkAFF=*x(!;H6E9}&CS=AE-T}yoasN9@;Iijh=e)3 zoCm2!wZu3Bd00R=@7p}^x9BmKd2h#PJhLQx1V-E(E;wv$M2B}To*&FfI>7b*uL!_3 zoJgt*#=bmXoBeJ+l6~Rj{&X8_{5tR(p){VS@ozJ2{jh>`(T3nSX&ZNF7YQr%Cr9!> z2d{R&MiFz{1AJ_TK53z|bBc(Ir{}Xr&iNcK3dUSv@WWQXthNzIGLgb69N+{}T$xt+ z6QaMY>;n+MrpFOOgK58A-{z>;E}dAL18qUIYWXLr(jT&bGo~d|b&~Z8K*u_1d>kJG z#ZX$&3AhTU3;g*Vhm7@hkM;0Br0otU`5qPmZP8mb6(P zv2qi6I7(Iov%aXFq}G<3GF0G^@?DyJR0CLK7bH@J>li}BhvUx-Ocr>(bCe=h$I8u+ zU$9AG@XtfTchYHD#8&O6x%`cv#GAb<3FU5n>p~!MC0z&L(gEcI%>6Xj{2N#3JL1uM z*j!K$LUfQu)a%s={)dj5FaEYX+rzIX#hCi6SrCrCtldzxnw_m9#6}d(&(03&Xrprq zq4V;hggZ_J5F{sG_`Su~nxEtj73(_{#l#hm$;E*63TxlGjH(b?(`ZSP92EuLC0C^( z0LX|}p|WykU}+-IkbRzbrHkVSEt5{!}2mT$*5P;@Y zV9<@@{DjiyuUml<(@KkJuqnI4W&blgEY~%ayBw!^;vuyi4Ev66~C z&ej0=&rHuuseZ)5-pEspuALV_yVSL|jgW-uHviVz#4Q42UVGy+n28QlMQ8C5d44Uk z%PTc&?{O@Ldr9~-(6-|I8}7(yM;tHts)EgE&F4T5f=fQt)x^-?elWqJMkjx8o$?Vm zd&Mx%Nq-4#xp!7oANcz{mga;+z`cOr=M-XM;a{AMeD1J2qZ;h-;@|FFVRj?44ahh? zTzXrF>`UrLp@JW(NyO@H|2+{7lcxfKJ>;pnBA{nEKPVmVlvCKWoY80;DOwS{I;C%^?m37BwKyG6n#x9Zh6hI#xJV>?iLQgO zQ)Z>dFKFqZk?H!>l^af20NX>EaPcE3)Sap2>8<}l4DVSFC%C`DoA~vrd54|Vq4De2 z*#X;84q8$?uKLl754sQ8N1)U8Lp7c@WWW#hTr9z^ZlxqE)&bcsba6T% z=2N_qNFI&sd)K z4}r**C$xSI(%aVl{-!;I&f6YjUzYObz)XeL5kCp$O+FqkX|bh*4&Hwp@Twe7HE&d! z(#V(?nAWhLG&pQBS-YkiyMcF05740(4uOFJ`Eq^-;ay?{u0T*=oBr>gUYZ!+P;fIC z4^w)G3G8|J1G^LG$$s5mffoyUMc=9&LGER3z1#G{P>%Hm&KB7u)UOQpXicC$z%sUk zi_UX-VNy|Fecm7^Tf@J^L+6aUv9m8xhtX7-ueErNOdo(B^vbmsE2P*?)V$qa!1KtU zL@Pf$vLFImPV1u(flK{X)>|i@PCl$iH}+h_8aOBXSkvG=6R*u$NWIyCo&7SDd zeZRYo_G5)+aO95GqmHD;>__Y9#eq{fRiSWyLQil>R?5;p56i%ypT7^`q$At%;TGy! zsIe7nKQyj)q;=4-{@U0vzu5%}J0#XD9@W0$z|USlO-*<;mkYI(dRiFHvVOh`g24VD zS*KF?XW6eb3o@d7h|onwByk?}8y15xLA(!_o%7~)$Nw|!u5e04yX(oa=_(&ivdNl) zkqlnDPD}bMuQGs#_dJp4vAKC-xO==Pj&j{U2aDfVZ@=pty8cqIlLpga@62wO?J_TW zBl(;?^QH@{!L{VKn~i7MQo}#A?Zeo);&Ow$b}ED8ajBqO_R9WBE!U^Eu;5v?c*)-0&l5Ei7M6omMzhYc|-RmS;+e8?gRqdR2MC_GSC z*Dg(bd}Km~kjW7xpj2I#nW_1FBIzhT;JKFFI$8P9eZDh|07|EOgB<PRgnuM` zZmX6Vp@v-}@eMuTN_XNc`T6@lB=*FqjWKQk7J$@oIXJzQNl`-8(65pX#7 ztO3qL!}?-x)6+MGvH3~!Z?b;n1kYu<@O$SwoHF43~VvIvsn zhW7W=?QdzGI*PJIl*!9Ya)*%4rx*x`2!s%(I*CWVUxUBhp>)vBm75k5Zri5x(R(j7 zg#Fxf+P1><$L`-OU_jupo5Dk~`+dzvz;~t7wX1{gtTjD_Iaw#%HM<6I=}1ty&RTB1 zd9PW+c+cGF-NX^`q2wh%*8PBwA+Ldq2#2Zp2)T21=N5aS^lo7qk<))$nTLZGENCPm zRA$NwRMYIgMey4w5yu}M9O@A~@K*A>ZoV5*WuZ&)xRZ{Iy9#);Ph-$NECx+bB^Xr5{{MRY*~?FXBq{kEy&MLE zysT&Qis@f!*yxN0E05WlI2kpuo3!n3o849PU=FJvStu5f<8K6HR`E#r9`0A-aU3>; zMbVFKAfK0;XUmF7sE+dKA6zKEyI+zVzm_^A=2pl*oGC*1&PP^j&$a3%>6XmYomP(i zTP5}CNOqrQ>z9CnWxVCdYQT2%MI-sNo;JPkeVNJ+*H1v6g_yd(vzs!x(g~csIqv6a#L=P;gDDV z@s_(H7k$v4YQ&)4-Q2IcLC78h6Ys)xgpHDylS<0J7}#~!CL4;}Gslu@F02TTl;3s7 zOAn4iNpSulk&oYB9U4=}J@rNrPb2n}mgtt^5&!y%OUk1Fe~ix29Fam6mhcmI%^X}& zexYQK!IzNY^%tS>JcbBM(o$`}8K2^pW@Z1k3xM1A;|omjdVCCg-Nfyx-Qfa6>-F`w zGuY})5TkMwH*?vjk z@X`&8Iv<+bisCl0Xo30BOgPkO1LS=B=F~hj((H7)Ex2S%wQlDVF)COHn$=cYW~E#L ztoRfV!Z=z(DXs9ST3nMHv|T=*)Ea(c+Pobf<<<{Y=%KHiXcNeJ&~J|QqV^vC#KU5Y zDI?-HOx(wtK-7!-VZ9*J#HM5DIGg8T{I;{c6Jyn1AJ}dV;NPGG2*obPf9H<#c&GSE zMznRQhj)2PtDM_n5lUKo-4l1@8tp6$p`F~_0Qn*++}^qEu;#vwQdc^mMKhYwK6xBH>n%1%u{u>%PX4WV^%v2o#W8Lx4xHZ`Wo&!!|RD z6*5W+D!}wD#=8DutD1R&H~v>;$=YU{mY|`Aq84>{ywhvBgFn8%qC?YwJksy&weL8{ zp`g|0LL0s&%^5_`k@Mvym&5~oi=V=@+5ImhfoOtLjo2XTiI)JcNrWkD$Q4y}fvDh7 zBzjL&kCUgTU2b12-!D+=dbYw`12deTJd<&LR2TCP5^Jf}!{{@HVYO8*ydmQNxcfI2 zv3%b+P%QTayJv2EzJ!1_jha`@2X4X@61Em-3Ba+Ja5xt9Tof$u@tUl8|M9B|@vw$y zwQ|iWvbzJawD#e7Nb17nb2bCSJCjvgER>re#Vz<%5SEPUSqM@J*OSAO1E6de@L4)^ z$d6g6-~+~Zss1mf5(ss$PrQ5x(k=SB@9ggAKFzmq-AIDjSghhj zX+0GsmFj0C38$ZzejtSyN&{d)xiKyik{GF+R!LtY0spu$0qrDGMUmDxGd~awC$g93 z6;mDq_QAm+?}&&1_H>94&$D#lV!wJv0XF^Vi%^qvD9=~DgJr{mByMi3fr_K&W31RJ zJSvo8-fevMUu?gG42WTJ5Dei4fI{|i zw0REJX`9cENM}&~Nfycmu-O5`vr(G$EsXoRU~N|A8D!AgS`rz3ve3Emd`6OOs>sa< zR?`+XqlcYz;c2oVo-}{|Vw}|M2!z^OwlQiPErJQ$VYl2RGYG0YA(dCNSR27)2ffYM z&!k307Hh;Mkm(`*l%@AeMAGe5>EWCO*etVr78Mo!;O~P4Y@`3k8VaD+GI2otl))JB zJ#4r$YLP_DodrHhn_{Fw5W()`g%i0ypWZAz{qK!|4RZSiT%NnYdCTV+Zl+|V;!?;Y zBEwmd;=KxMUY19{xV_D6Ct#ce^)vq`-iX%S+qwN2vM1P;EVr`s{khNds z=9MG?+mt5kjc4n?;pqZA3n@IA{%eLn^e6 zK8?$J!t(^oLAc>#4Q3e#3B6RH`TV3!ewf*$nkT74jg)>JjnGG2l;Zb2!DBH?+vHeZ zUu{mnBoy$IS!X}0Kl6akk;JsC`^gC+qs>c7)yB^IxPN`DT{B_t-5=NIUm^56Eu;T& z+2;T?N5W+TL8ZJG-+!q6u@+(J%IZO+Eayh^?OJ&I{YD`)PUIPTEXzZ!dry6rd1b zR#}eEYNcu{SKS@>BnM4MyLo>2iE~R4IsRVL222RS@qPvZ_$BbxgP3{UI(?KrkJo!^ zgb?qs;GbKU|GVE5MFKx(y`ha+bW!Bh81Ik!$7aykl>0GQwn5to1J@FdT}7Q4XS@mq+0ofhJ2HPy!6xEwDmKE=0hdg zQ7Z*0|G`R+^lkQ!&lct1jq5dYO`7b8e;(A7%xCeixYwd=9pfS!3T-XUSDQ(~sTy$b z?B9xl_~ceZPg5$4%av(c@*WAIL?A&+uX1_0($MRA8FzZ*7vq?%`ec}uZn))?Yh)8` z7y3sYSsLs8w%{9HF+W89&Rn5pk3)r>Tnc?-1wnP?C34}945`mMp7I6?$Oc&%3)K%6 zefFA~@r9O{@n^1?YeTFU9dIrBjth)^(=nE23 ze%Ds~~f|#rfp6n?lFT-P2(Hqh#31~m~G!Bj02VOIr-wUWkx&6GIZK} zlLs;RcSCzB@JV0}rMgjklAAc##mh%o;>1`}xeTX(Nwz<-+^djHx8%)(;a^)W)O9B}Js%ugAL}E(XZ)MD;gy&44Xpo1(^ZAF)kVvMlt6Kc zyR^8wyB2qMm*VaLife&Vthl?o1T9VrZE-2??s~(2?|sWd9+K~@v-hl-S+lwia)4Im zZWM1C%yPtjMIrE|19K3io*6l&o+lpHr{Mf&MQY@BEco1EU;2Xbl9MU$Jk%xJu#SvF zU-)H`$15n`{;9@fYk22K3g3DRmUix5_4n|=6sH*(kJ$$Q{PAUKpU$5#V=M!*bzx{| z$R$VYe?-J;0w|KRoYN^_OBz=QU{>Kr9po35fgv=NWEk61F_NJpZ6PW<6JsvQ{94^( z@#VH4nYd{UX(RBMsza^&k&Z^Ia9CqvoC1y)bu9-%AB!zU;Z6}Hybj=SaS;oUs!f_Yy*m@-Vkf;>yvUv3?qhH){z`H6yEkPnWU?!Ie>H83mqh$Kg zVdF&g1&TSvh5uTEe<^t)bWq2G3I2~=Gi1?JG$h!$sn?;F ztcgO@KL(eHGxsj1R**xwc1LihT=*D4GL0GJhzN3rGko+ac=APeyHN|*(M;_{#!HL~>^%_(a~zSpRHH1M*Zk})*W6VOLs|Dbktm~wPHLHCOsVhTy}WHkwlsx*hw#)5 z>HYVCT}mzdgYDRI2j@FA*OxVaE_j^h?{eSrd3|w-3F=oO$Et%BhZ{F&c5z78J4D%o z-~c{;U!{OEss^k(KTYW)55|@zzn7+nH}~+A-|0_gOVq6Nl#C4fDPz;pj{K0krBMn+ z@%I?s>81P%G+qb>V9ncG&1!>rT9WE$@iX7nW&$`#d{Cs*bYT>DoCV&V!h8TW z2^_W6ib{vZDlJmkh6;}8Gd?_-$XVTZj$hSv%+Njg*9-8wjUgyT>C}gt;p_~md;0$M zE&k(VGEKs~CZ#u{mvFSDZbl#?l9#yz>rDDZ4?O%>9bfmxT~>^^=g~sZ{ELw9C2OXd z1a0*G9j`^ln{KV~FdTvk_cR8b(H@~nF+662(z;|;ZIJ=rDjwLG+p-cs@a>A`;17arAtz@9k_KGjobq z9kp*t7jzrtcRk&GVB~Hnp4xIV`F-bK8-Kr zU&`UQDweFO^OLS2FncOE5oOA2G?{yIQsV09D!KmK{sHCi8dJbsh`;Ohmkg;#QVEW= zxQ){M7xR6K%ve1tCGk6Gpf$_QZgiKiuj7NM<>U{c70Hah~4GVbPNY zh?8*{ZA10NRtf359i}#iU3g98sTLEA0u!3AeZ&SRNX616N~+3P=G3XG%n4IZzR_a+ z8KvG+VZdGo-WTd=wX6@bK>;OQ@S+05CXd`sPNNCIKR(W_=$*F5PTqzD$8EKSk6#N) zji;WVd+JTme;rYRCnt*(`)fqRJ*|pO&`5hjqxfk#qn?ho_%^y5C8B;b`n^oq2k>Jm z8lj|=>u$}YGwFe4nXi>vTQ7fc3fcpfgHPbw)nBP5e=eH7_1>1#e&&$AmC!84uD)U- z&*^vr;)bo`U7bMI8#C>u4gg2*^kd4B+W;p z7pC=l0u;-1=Rh{U?>qmzo=MS~Bc`Ud zv*)7f$e9yOrX1b$-~@fnKc})7D=l|;wcyt{svq~Jb6BfQ7k;!|YIP|#i2Ktxu~Uho zVkUrG(LyN|{j=7zpEGQ7dk#W`e_+z)t97jtZY^zY82bAY@=ZS~{2t7tUBIX(t8KS{ zJvNXHt8n4#L;Jd-q5m}U^SiAB9=qQ@oI>a*)E(F(w0^0V?oX2vNC@lm9Zjkwzcz_Z zLzsOSXKFVsGa9--!uX_n;j!R-89Z-HbP2BFg-GP)WvwLxo-e=}STG800x2Orl8^n{wA19v5L`4L_{!(y4&2tWa>;JPzfAeF;395EYUL#;2 z^`oq?wn0ZKJ!DzrBly;A-r8@8x5k}bLa}jpQO4lxy~g-ALFdHD+_gMJ!G^0Sc$k)a zarXY4VXrhTjHvA?iN{HWY4HOmTb%F9=CDKb$=~GQy=gFW*mgh9%p(|~96`)?~DPtRy;G!Nse&u8B|pP$R`mR5zi z;^dRL{jYvquj~zSAW3|?+2mOw>k@dz>pHFVFUW6Le-0X0GoHWLp=AJ*3PNMQP3B)0 z3jutag}k!EMHS773upffxUt?>K!Q~OfIHHx14V-D=jY#K(eIT376N@QPVRC08mOY~ z?n46D@CqS252G>PI4c|w;8TNZ`A1?d+Nb9bO>(+6Boh0PXn8Z|%8Ls1Vw#(UR3m@+ z4a%JdJ!SX;Ib>Pa5>b!|-pvv#m9e%>KmzTnqFP z4&l2H8fE@5q1cE&uvDk;v5!p|%I1dQYrpFz9LKU(cBEuW%Ej$urK=3K*FbuYmE&F8 zsYBoAx8;lGWS-y))ID|irGh%aE;j#40+nrIwhq>y=g0Dvv3Ix@rzu-2#v4ZTh*IGw zxNHL7jZrdW;y-&&TCZhk`cZbvTw7Q*Q9j4r1PtJXHvALyx?oo)^#bBrQ5(pjLZc znzztv==<+YP#XIjabao#xEu_PTreSDArbXACm??wzdF!BJ@ARA-~9bfb7RbfnSgw`*xGi(>TT z@kpjQ`0}f)K1i)@^B!kL(xB`ng0&op)q@kdBMnKYy@D|CwV@3xz|4FPgcKJsMpHE)? zaU_W|-^g&ZM8!2>{z&F{smP(0V9x6a{8b9Aq|u?kXV%)U+w^W8=C91^dZ2~J*BHzD zt0pg|I%tNiiZbL;Mv3p535{1S5vQ`e&*0)Db%^cDeYAMngdfmMwJwNdYR!SL5@M8? zF`mhw{lBV@JNPqam%HNtcEf9pSgpeQdO(C=0ZHA;Il{gZHTK1Ot0;w<=##*b)l&Z}nSBUtNH56uyT8Te3x#pAax$xuV z_#S*N8TIbTH*AVwMGCyh4mEkyDkXBQMS>?&-bU0i)qyhntDDP`SgxY)({N8wxzAEJQJA%^8=e7gR z=}SgcvI23yne^)SGV*T%I6QjHrJLGB=>YoJ-KBJ2@p~Qm$`9kChPQDcE4x0rC0qT?sOeXeOKufp)BEt zx*$NDVP25oE;IP@bhd)^KoXy`5WO5B8T~V7BXz1|6S5R;{@N4&Jn=>YaZE{_bQSQd)uA^Q?$UA`;+8hkD7g8Mq(H!ZFcb3CS#vqQ_KAdhq5sI*@ETl5rx z_}IsBW_27lWGZhBg61T;W3yvlN_0Hu?ok_WMse))>L@27EGjir^)^xYLM#_x1`Tff z6w|VMIeJFCX7RFIhPgnJ4DO;W8~G@wfX(OAn;hDords~2X?C-KA-7e@NR-`ih{?c# z!k4t({~qL>YmLPOIuvKD8s7%$DH0ci>^Xd^$<=tfp3LA#+$6Q|%iM;V)ODdh zhR(Hi)8AE=-2u|#EWtz`bo;nSCX_FH>KM2z-hN8%zv2rBsvlAojbW|LS9XV_JT9^r zk4O|_h~{{PsF;5LaX?r#l@hieY{(*RL0)W4{)XJY9}qOW`BG?p8#MMw(!_ZaE2tej za*^zd``c#h>ZhM@xjL3kfh3K3APK zaR~{oz~2Uk|KPTyncuL#l%SN<^9m=Qk2_>EP@>I_-r9^U+IhJ_M;ucpY;W4w11?1sxj)axjp^2EgP&; zg7Y62-8v)rjfwKLGUriuYF3I!`*(g0cRQ3RZrH)j(wf!hV*aD>nS(Wqc7JC+Dj)~1 zbQp}{=oV-IB_79RcJ>0^{FYV+oO0tEEVEihTVOrIdM6Oe{33w-Tn<2X7&a!_Kl@$a z!{WcU>HJ=KYyg)3sJ$AFF{J0G?|-3V+WHpa9$S*$LSEC9LNBB|-Q$rrq9P2VwOTtX ztz!C6-_vq^nML}*2d0~2Ax_o~(A9A2QOjymfKTX#z|II(Bfqwzo!Oe`fV+lvjUSHe zjq6s?E*`>cv&T9N%g7CgehWD9yg3mP8mq)msBvztAK1_MU+F(lhiV+s2Ut7=QuGyzJvx+X=S*O z`qt_z+NG%g^zZ^upPX-!FTEnD0Y84eK#L(um6w)Z#njZ}(7p{H{`m2{Um}pi03;(` z-`z^OvpamCA1z*SmKd)bX&%yhdp*Z;KUCk3@4VO?H=RctI)65)SN-wJqFMUGvq@_e zsG|!hMW1^rP0Vv71xIgLT-AUH#V+N?`Qq9<{*)-|GfFg3Ie>ExwIdY_)83EkZ<*Oo z{lL$W@-9gX0#-pzqW)L}tcEab=+wSM*kB1pNTX_bJ4<37_CCdm-}6xRaHg6XU)G%N z)}gh!;YVvm8kc=)IF2LA+Tg@QTz0PW6uv{*Jg!kV(93D5rGA`sY`o#I1@vha-)1ue zbPd3zU^h8NVO{%?%SQHX83iAm12(eOCmvlR=1Eh-Bx(gn=$2B^%UzcHy?lTXVT-AnO zs8Np?XOh0YI`Mva8Hmx)*r9nY>39#9#kl}#&~wk97gCv$6yIzV3%-ARRBCTmtmnEzo4>gi?)#!}GoIfRw3)=- z!_ZX~374^}_)536oF8GD9Exk{NRG}BKl>@nN!NIJM5K4Y{F$CgS*(KG$B}G`^HVsn zN*X>wZL9e~^*zK$If2UufzF5oxsSE9X)#!uQ`n>Vrs_mk_R#XVR!rt|@8!?Ey2h9KUo z2G%{@61(MSVewltCnKvkqR_$P=p6?uR__tL+k70WqRBv64N{T%uvE=nhA;<9;=fx{W% z*9-Vw=~iwpG@PU}vFea+Tbz5wONp#ri$$?ou_^;J>afC}DP8~EX3Q^5p( zQ2qBi;x<5VyGuXN-S?+l@0s&Gx))9JG@hoZ%7K646u15~alI=i9wQYj90ap&7(oZU4KzE&o*ppTkunEE^kUYYK+zOvLX&}7)4Qm&e|by(Pe%8 zixI^+ykaeROKQSij)b~Bqk}mOBYh-;|Q!{U{c8!CG8$=@m!n zhpiO!9{3yfC#KpP(g&}V=o51AcRUzWR+D;=XF$Y~xS9bVbv4PUfl$eVL4ZrL+Z@KX znn1q?jm@Zo0@#Bcd8Jp`xy(ZDULWhl2`Io9Y63tXHI_d6Ru__fIOEJ@k>kyE{+mqL zKUa_TllAKT`e01O{@>@P2iqUTY>fr$G3T88h#ZUXsuEF?ZSe5N+ zZ|EHvZ^)LV6v@s$jm@T5({66tV{>d4FzDbw9Bg#pY1&%^+M87?e|W!E<(Vs;Ui5$U zN&4^*Fejt8wJkR5D3t4$kZqGno5mxcNvod1-%_c_{r1nt{JlE6i%Cj|cfn2%ALOJJ zFw%m**5HL+FLj7@0E${MU|2}T_hL%R*<_h}f{dL=(Cd0p7 zom-}QEHOSA>&4FUSR=oSC%HIii6kp$G!mx*@+$oBrHnua9I_`i_q?-@!wo8?^j5hVjWbo58bj2W z6N=x&tm4d)h9OrLYs>(-)EtpZirC4G@9(L=H|=nu$6tg&^HTky#^lu^@V&k(I-U4` z6f-AtH;(}CyB3f1IqPgN2_eC9Tx^Kv`}Qu!hGA~HZXnV9_keX8NSiylLab}4E16L> zF&~i*N}-h>B}+dN)dP9KBnu0QLfz+puq?h|K5M1&*rN%1fHSd=;lEY%f=K(JsN~Hs zx0V74Pr?u}kL#q_Zvm%!i#!>%*62*2v2OC}Fvn1^nj^eXf;nJws`si$55^a?csY%N zsM8Jn`(C8{00^HB)bQXPGXV;7)YGd;kzeg}il6za1HRR*5QA%pk0mCGcs1;-l(J-> zCN`~UzcH{)h_jOy?lD=&L^|4x!8ENV%fa(NbC@WX4IAQCQ%mo&r4kB)wV zetNsb$)(z0rC5$|(1^=E)#iF+G|-f_wWph}SJf%h@^Z1G9QQ%!CN!8x9Rc*g&-tXE z{G-%TOsVD@Ru2)W2TD*oyYus-Py1)Hy_iW33N>%m(sbD8oqQ z354Z&8M+lSxj9L33t;T`=Bqcm?J&}o5;Xl<&hCzlN_THDzETJWAVfEDze5!<>UK#e zZgtGHtTu$>K$i z)fTnd%>r-k0krr=rcr&qc(Tx~5LWoF8E=(>vIj%4DMw3ciepH>*5tCJX&{T<=a`D5(l% zG~jqRp!m{eGs{faW`|=5zuQBk#pZ)UOXM%koQX=RpbQ+!831HZjNkgSawmj;US~qF z*yhUR{UC_9E(ErMNg(EHN^yLdFi+&c+_&-e@hCr1tD$dn?_U^;En@aJ=2>|v)?3sxS1(Z_ z^uUl60y89nsxu0G}GF+b$}60+{Jr{$q+ zs`UuN9($yfcb}JokNpR?`C#mI=1upUr^IWOOVnEjkF9j?$Oi&hY|h$+F8O&sUsvTw z^VM6$PS0diMf|*gn$+GGpn2ZxEv23Bj8a2xX>~asBW&>-S3?luI}(#QK8&teohr+A zPl?0VX}CwEsF90?2bdgvlv0P>eLThJsSXk;)3qVA==aPPk}*oAmQMdcbbeh#txza{ z4;lV4Dm;1_TsjwoeH(o(KYVKiIazZbhHH^A4c2f+ICvKNkg>#|m6#!Q@$g%~%T@%C zKDM>BvyncQB_RI?z^pWyq1aHlAi@kldJ+jJE|@3&&24(>dIQK^0VdwVeQh}W_w?@M zEl`}QKTt7T>^8+^LpA*NjMh5jbBa(PoPWI2DZdox@3&w8F_AE@Qm0EN>*?f)a@*W~ zkK#yVMCUYMQJzL#t_bQ)pE9RaQvbQE!5I(4fpff6ycHIsA}>2e^v*z1`(f1b909|( zOv#~Mn{RFgJ(iWnSY+XiW>Py6K&PzR2_6){zThA4X27k{fj)Fs`(Ec?DmITZ$$V(w z@et@vT?ZRmG*}xJ?@^W$?^ZwU&>DO&;yoAR4VPB)*}m@+Wd9E5@Fwg>{LBZ|i3`g~ zNg^oaaGB_+(<^Ou3I)=~T{-r8uqDTv#o42i+7#~hJI6Yvv4;`TCl)-Rt@d0O$joqU z&R`jx%zLn&6`c>`a^mztA0WXQ6|G9rJ8Ov=IRhuSuY;lbb7+{$QE9MGGUMTvK~^j~ z&9(2$jXllb(J!6mYQ;d1r(n0Q(Lj3v_drp84i=HdfuJ5199 zQX{#GQcmj3e+*;I-q*J(YgAC?@_sY}egR@xLux?dyUYk-tXgfX+O2JEnDT#=GdSrM z0Lrjh7gG~{aaip(TzVl&k|h~C_Xyegx4gW}wg3LpOwuyq)C)gsEW%Y*Hd4BZg6Q{! zRsleOKe{FjXDXV@fOw|GY1KFYlS~p!`ASKD;h^k}LD~HV`!5H>Sm-M`?arZ{WVfoP ziz*Wmnaxtt*Y@%s-yN{1mRF&gKWgQv8YB6TU02ZYkqb+mf7tB))K}wE;Exe|OH0Rg ziNLeOctgw?+1J^HYFExveiNYb-RE7UU|CvdZ`>b~?=vT$7P5{6BbS;KaPmJfw)-<>6N@yH|3i{%CLqJS{sP7m|Abd}FffGPFG&FXgY-=XTk**tVnELv15vxpWgyy;b{)mX|CXvE(x8J`I-qD6pW~r5_{hE}U zY`2=_|Bj63D_ZSn4OL%wdyp_nFZO#lt|mO=hoJW_4)Pq#FbtI8me7GRMb0^Z z4Fh0ox$|Ti&57*(v)^Z>B6;;7zAK)t5&!QdPmfA6XnZ4Pl!a;k# z(;kK~Bg3l|qVkDimI(Y0wzG;`LnjtTIj>zEBo((*oE$5a@%uilYM4<97MTP;jqoo$ z3mE^m_MdwEd% z-rOU0*X&7pWzxx8+TFvWh?vjSMrZg-iT=V(747C#@5MAMW|*nUo~>R4T{Uqs3>_u5 z;VT?NlBBkCFrq%qsYlWS2FYmW#m-d8a;;dG8*I?Ep|&n^ceFz%;rO-1@QNQGhV_oG z*MNg=)al~Sk+I#{oh`&3n-_22S#debZw3zoHjiI*k3|3jho`)XM4rT7EC-Oug$cdJ zgDTn)x6S!99=ahi&io)qjArW{>6;G{}qT7dMGnZwy8mH}Uwfm;WH;z;IN0HpiwcjQSf^kprs~MSN{D&RD&YVm% zKR!sPu*By)xeAFoV&UrCb++5T7*`oYD*_&*rfDe1_l4U-2mZW&zG(+TuKQY82y=yn z;uGotoAMi1G)Cf9tBGCa_m*U)t3rJcULY7BT0N947X(r|M69=+Z+3R90fj_3%#sD= znjGcd9>s@ilmr4pxVjP+*NYR%1DU@Fm!06bADP=zdA-p!&6OfSv#;=CK4Q zg#x_1KW$0}O5a-TT92oxzGthk^0@{CzG29A0b|!2cKhqTUz}3-s6Mbt>zf6F=ey3~ zDdvLE-P12%zgj!5`>nJD$yQ+j3feQDRa4JyZc1<%v}``C#^|N->u#cMUMTv~2GzZb zh}<24;+5{Z)D3A0nzNf{)#!7Rb4$uR!Z)?T<_pvdq~ka}>5GkM^s6-_^LQ9$Ih|IP zepg@}>D#{2lSKkb?u&=7cz&Gu6xsXZmB4e4(>%m+f>t@6v20RvY>V@fNr<&e5r3AU_nZyzn zmVUU|rgHmIB?}*4G7b9eq|+upBwU}#c8@*5@=KDY+CM%dy?{3MUaXrp7CS|dXh^Qf z=u8EkAt6s{G^C4^Pmftw?k!NE$_eYM;wj>yzWd)#?Z2BCa1@fM&+|FoeDWiM=tivV zG2o2VR#gKgNkeex@FY4rcULl7+-n;g89;`w?0FfXia!pk1>y>+9HGd6cmdWv~40P#KN(VH;{zz5DC1A1=y<>@V*a~R8_om3U>LM zwzZGr3N*L<#%z)4$omZT~W4%PG-X{di-Zj8MSxGc%eXGe(#G&Dn(YEJ&)p$#{vQL8khEG z;qSU7qgo&S{t|A!?F%S0kODp%w%YoUMM8Cf6y;fy!PuzAAx2PLvlb_3UC$S9(1ROS zs}ZxUX5EkTRm%94_Nk7(=(T*NW7C}iuc=Rd=7E+weP&9b{TW>LoUuyR*07MKcdPJM zJgKePSd3SbqM%TQj~)g)MGHONXOwl7T=IIElsZY-1pWVvdW&@;Y}75FO9X2hg7_QK zj1dl#Cb*~O7@}4a8J3fdy9PWD{XBygG(D1%PGB@r!BV>J(L{>S@VxBFNccNfeOJ`M zlkp)kb_+z0y=f^&tpWuiE<5by2)F}2!O$2Cf}gKw&VDTVR?$M#>p$y8K@rjQ^z@aV zjm2v7?_w9ObUr4hBw~1-Z<6VYO5a`aTO0<;r#(0 z3MD}a8`3PIT2$986>adlE{tc-*5{-6F^l)wxz}@-RWBhwm>L%Nft-s{i^TKQ>)#X&jy^d&7vQ|BMt@k_JiawB)DaB7 zmr_gy^gN1dp>S_B5i8T&zw+aTguYiV%5(I*_MLEwO~;R{+B}ixBNq$$-~o=q>ttJq zn;YtSf!ra#0547e<1`VSOrY~g!1e)^ywVoS_F1Q+U?_hLz{8h4CS6Aev7yVy9%1r7Ia-kJ` zX&*wNxU?x0YQZ@fB;l5GBHi!tkGm7|Ni=JiQK4K+QQ3FT$hf4-f2-e%pq$1H1@0F~ z7*ch{?3l#-w900nlCHk#ec`G}6>mKCxqD*MK*^9O7X}=-foP41>hJHt92hr#n<4 z_PG%?91rEM#aZru1vktKc2q?7||zS1G}jx zR@{%+b91oJU-6B+s^TCsg8w*0JVcyFwTgJtN{2_pm|B9?2&X^gU$>VmDm~-o(QaG- zjAc3_1-u$Fl9EAS9iiYDF5%qW%&A{g@~N?@N?E)vA=GQS$(nWwObIV*y&zOj&L8Jd zI`87RRLRJ%I+CyFH)e;Jdmqv(C7S-d*&&BUF}o*tJN`tGE2{u5kv%3OAc>iL1*`jp zE{Q6yusLdPV~554eqB+o;fj2|NLKpC(oTpfe2>X%l#NKLyJzue;z|ae*=MmMyeiEY zyM7sOc6zg-e0GjsKvKrtMQuA=JJhHLG61jzm4uQ{dET_Y%wUq3QzC}*3&I>G6Eqq< zOE4P5x0t zR$=~iAm{>R)I4*_|Ecmzz1JI712Xo1S4q?*=G%HA zcti9h@(VJ+kB-$^+dic3J9QM(QH3>s4=?x$FL*=*VV~UCdC9#$_mCBGzL)fYO;0KI&rfOZ zs;MsbFOT9Ys;b!89*pW4dL{tl#VfH9{`urUlxlbe79&c5Ip%S@`4ByZ)34uM*2onX zI=-EUs`k7&gsosGN{b9IE4$}D-RKAd;&}my7}EZX>9K3@Qyw>tmjQlRDm%R1Q?`eY!)&@;}ft$+T&=p zv(>5{T3rO&EF*oy3z9nwuK0V9X6e=@o2%dASbon%I(wa?aY;?azIZu#l3q+Ex`*&xp3jRzkRjP>6w?%Z;GKw4Z}vB|{t! zqsBqMn8meVq9b8un`)yJvG5umqlQU7{N*oBZYvoeHyNLk=flEA@Cy^^yK4zGWqN4| z${Xn3j5{)EvsxV?bf^{g`JpC`5s(o>l=EE=;3yA(mW-s0b=I>&_r%zQ!*5OJ-|TXYF{fg! zyT8(AEWr^Be+#mQJ{h4rD z#^~C(Qwh|$^2R3sy)@(WX5sE!mFP#32FW#}3o37f(A&3pn53ke|BfU)ddD+E%%Yck zkNY$6Sx;I<;;Q?z3xU|U+wRAb>FP!6%<|v|Xh-hcILYicDF90Q?`kGKr`ykA__g@) zz3JU1zsEyjbGsSaj86RxP<6*iwYLx zFo)BRQ<6{1nKUqNav`Y8M12S(Q(>7+_vaI4s1swu7|fI4YVs&%%4*Y$J*$vfrktP8 z`^D00Cl3;@TYG&ysyT^YxMl`--BJy+>1(qLwbEaZ>baii4_7 z6=e*XW$W&oV;$PqDD0Q&|9!^js>?<>^;p6kpk%g+LPjA+`%wG*gaBGyWrdER4<81+ z%QPPzpmN{5)a0+XM6;C3S+G;f14pj5-@H*Ytc^-lAdLaGSJ^s3cSBVeEK=G!q{SkildO8lqxo)Lyz=t zyIHfjlJi||vPLJQ)8x79VfTXuoZJUx3N9iC@9Wqh;Z|i}{Jti0^BV+Jr`w3Ttx1^? zMU?CnILPAd9@Z!pkFY}+jlU}hz&KJ^n&te~Wc#@$2QVH~Jp1yP`_9C@Mc!0q!Z~(s zfX%oLGCILFYBuh_N`i}Y?T7!k)T82yZKv_^O9=gjCTab1+2;^Qz90)aO5w;<_Vfn5 zCSBc^msxtlPSHPr;{;~L0Ha?m4Wv`q>VDqdz9Az9f`p=H$|ma#5uFTxy9C~C`n*Kj z508W2V|6NXPnr)h5*}KRL-jIUCOSS}IN713w9u<&8Dx#BdHM+$#>gwJA_*k@qW$29 zstc{2#IdD6G)mfkE4=z+;^fp}aqmqu;SfZTr`U&MT9Y4ooCI*0d|ZU2Qq=Gt z&^eE36UknD(&^%I58GH-KH-&yG^%B2)u})i8t9WP~c?{V~`$yh)MIh^m# zE!#ujrh7vX)Lof26n=FnetOFWJYOZ@ch42c6SlI&jI=hlIzX20+&UxxSEd&kA#YN4 zqdl6gpYb>>#2=qT)AZGr$(LpXcm^BOwJF@en*Z?lhb|D&lYl#d z*~e$*-$VnQTR10NqG6LPMAs{(8sVet-mlY?>}bpekt z)9$y8o>2{H(=WKfDR><=B6v_BzTn3XY~H`_Ze4uQ`0ffcDB4L|0d^c-4{yg-EWM%`ku&*V&dlqo&1?XP<$Lola>R=8N z#6O(%5X`ul#U2SfGQWXm>23s@SXh!&T5=r_p*iznz<LAwg|Po8GuF1h#3CqE&Z41PEHa(dOO zn2QS@d+$85dLa87zU`))vftP4aY}oChZ&f7Ez#1Rfh&RQ^c2ui}S&M<;ck{@9M}pe077Li{9iUx6(q2+L)M(x_qU^ zBe&gLtdJR@&5iz2+Cg)27KG8ccf8wPT(j?}0xY+{!oqC;NX)zf&Wx(UZMK@L-0gO`bNKIKd2mSk_&f3eUaE z`YQL0*PDr4pe@haAl=pe>~FSxOCG-)<2kk_(xu*qt+_nHeeZCM*ww!Rshc}l1UJv;RrYjltg>O&7evj{6R8yNlC zh{dCmkjnHmBWxdnnS(^$*Y0RoFz)teDj};xv7`gAPSQAh|HrT`TFunN+#wXKni>#l z7JLYx{ksmXFZ*0`RE&ULihjR?Jk%w$DNvYC0amStYs@xQAtj%3KBS$P%>J%dBHbGm zjSm;J_vEzlGt|IGld)=*QX2pZ21b0bh9g>l!&uRS8SJn0g#&UG0h>9Gw@QP~n@{2s$gsBJNN%^$z4zY24ni73z+;hN-~4R>JUQ>KDD*~pCvcKBt6 zg{LwtOVkrh*~!3qzS9~Y_K$VRfqey z&LJlJ0(c}=KX4K30j-_UAZ@O%b-LP4k;;|TmYNOKTXNzY@P}KDg;>&3rdo-55B!)W zaU#iNdR17JG5vH)lt@Ow@YzvVG}4drYf~rAQ`&jr@NrYVPxn_iEjJ+eI+RT|zbxG* zxee6pJ^Y_GkR1&x&hodg6myuNF;60*JZU(ga}tAgiS>Q9W$+)_V;RS(wAFOB$NMXL zGcD?e4?(>`_zYO5)`2^CGXB`I_2Ph@ildX!)culdQB?*|!lQ_dZSRX;L0)zf#&wD~^HTkFyhyff8!bb?{Uza8vITYE z^|o1TGR!&st3ZaXE`CR~DcuYw>$;X4mXpo6)z8rkdlye%2h0Sq)(tI0b^jx0SW@X9 z;8gT;YQtu0x=C~I8%sR1k>X&RwH|6|W4!Fu6Yjkn%I}^g1B?j;+)(epowp9%*AsRs zIZAPKY|TA}7ZhI@II#(^2JnSzAr(=g}?FrqgXOnJ}C(mzA444ZYbEFozbrjqyZDQ zSLw=Yt_k$m{uHhMN_T&cJe%I0T%z*MTY#jO+)xjDb|j4DS_~C(=5N#)ckrG0G<(q( zY40O*;TZfDF$}nuCKm0$4LxT#EZWedoyEa(7&+byEZMdm52@-5V7et!G>=cewu|zM z@7o_Z$iimEu`NBb>Oz5+5$I%go$G%Z0|>*s$KP4j+;q}LY7kbK+zl-bviBU$mvZ9A zl13dk24eT{3^lanVPas2j;UzO_5=kbb1-;ZeFgpxQC}I<=Jz(8KyWQk+}*XfLvhz4 zMT!2z6n?ln#XWd<(*MjmZ$6!GnKSp1>+J5e3n^90o8@7=yJQg% z&}&47KgnkCzdDTA^g^_{b4>t&JwL~63aU|v`_Cz(nQ(+$AE{TRquv*z&y@~!F|m-8 zX~-cvX>}U9BNFae0TS4#e)kN|?yx5h@i}c&X)JH;t|SJd8F}BItH8EPiIh-sCu{j; zeKCixKPeKgrdYt0;9Bya>}T|OV*J912-x3rDripZcG}Nu!8P;pLb&LUlE2PT|C@Z& z62>oF-G8*T;kGJ|Zkn{X@2`CR3r2RtV{XZxVv;YOV1Bm1f0+G%lbvz`JTSB2~MJM?eV8Op^L{@Ox(fz$EHBCr3P#%|*azT2$nG5?Zz z>YAUmyuEqe+>3Rm9ySVOu~f(Y*5Yc-9ENl@;ta&P=iP=6z$XXG&;=HRm8GkOBD5xR z5O`ggYba&i(6Q%9R>-uk4&e%Xg>{f1} zyw@NB&GBSBpmw^G96IsCZaa@|BZQNZAo|n8vt2fan7Lr=gr^=`V9;+IQ?%BJ_ylfq z%Bi_+47w1POE)l3))(_Vt9?0?7sRtlA%pO#rzW*wHQr!B8@!2(`s>7V9r5Jke6{r! zFi2~{Nja8)#7y7D^`K9Pek~CO4id*{`3fV&GLqlo^`whUT+21`%Y$Rn}qj8 zwsdF1qjgc}onJWnWv>;Xur`}CA)3F#PO-VeDqKk=bX2fKBet6^{gkXe=T@TZtH zq0X+ZQH<%Ki8}sIoP?uQmh7meoTI=WLGHiBEk+&v`DqE0-vXbh5fcg14{v}M@cvg9 zr08Qj0(toNr5UFG_1mIPR1y61`h1-NypSzv*Telt!iNi|vnR`wJNV)ob4JBFLu`gU z!p3%$t>5A9pd_F6SGov2^cSZusA^PGf-b?~ld}Fq?=eP|W+Q^ks?7VPMw#P=(@*R! zyC=N}OOY_U736<5j{Q7Tu%5gBxkY;)L{)m4z&H87dqBi7bY?Ptn!AivtMOFVo}Skq zvWGQ0FZ=6-qZ%UaiknIF$D2MbBbd^Q42OWVI|pM-y*+0;wh=3c5O0djgr1swFO07Z z+oW&?rWPytn;G}zcbhmD7qbPWrCZwnYmCGl(N)^7gD*NW45s6h>HGA@=FXNGQ{rp= zM~c>9x)~%H1S}HXjl%HTRzaq`}Pb+XkAK3!?6bnV4t~mgM z7#R(WM%wPsQUHA=Fq8w+%g-*cFm1gI8CM$chaLKmyCB&Pg%@j8OGrcvR>-C6w$#a# z`^zngDD0#8$4&_OPYZg_3WN~dHq<<-`0wO9if?S*5Bofi@TPld6vo}2Ugm%(ptCE| z;UHp2UZzLjGoSNY{>L}J)_yN4H<-W(pR!a`tW+UAaF(vAKq}s$QAfbkHu?;`-&8$y zclayTiwKMKe2?DM^$h`YWM6^mrDz_#If+@-UAY4TK;l|jFMAD%F#xOfnee6aM-T%h zJ0&BcESLsHKwmPWT?()*ZO**k_&W^BzK9d^SB?ezww9=9QEsXFsr!ZnrO^G{DX$ev zR{9w*mu40S&L{UjDImmiY_=C%ALzM(e335yrA*a>6nGg^I-M_^?jbI6JGMp4K+viI z(j}Sjg!qXEpLlSKx_D!2w#Fb~7H!8*=2VzTbc-We^8up8L;Jwu1x1_L~b#3dhbS5Q-pBpqv#Z2=JmgnP<^{?INTB$v~Db#N*aar=qKWS`m{ z0HVuyQct9!$8l|!%T(RsiqPz#yRymbJ}-V2%8f7PH`r05ACZ?Xq!)at>i#%1ivoxg zskgpaukuCK_S0Ig{vhT}^c*oZnE`{(%gN1qv(P1@-UCpW_r}WGHn-lhSh7pJozTcV zC`ow**+cenI!5FH^lUw1w|49N_Q`{#s-s2#R0Fhtx~QvH9K?Hi<4{2{I|r93qWZDheuxs z;-VbA$m9H~8AJRx#AyFK^Urs8qUkFGpn-wU!}n+6_`(|`_4}{JuIYLHsS$uFl)ATP zq&l)dtj&(h;*CZ_Aq#nqGy8Zh-u4B-4gMnBqN&!vGYx=53rhw+{x#@8O{)D3&mZ36 zzks3p*ontJQ=0cu*dI80t{#Feeew+yKTQY{%%m}A@QlWzzNaluVQox%AiG;>(ofAN z_v7JwMAWXP)|g~ue~Ee4jC;>wv2rfTT`uEl12-xz`W&{YwmxHSfu!x2Dv4i5YH=5H zDx`N$*JBZhbr)34NVJRC5-Lc7;q_>2`Y;)W?oY!wtY?>_KJG7+?l!KzQ`}%St#=}} zxNgF=W8`rvB{BUT`yw+$`O%OY><8fWF&?y~jY;s5lUQ3=8CFVTPk~{&$aaSfsGPEa4Tp3lj$k_@cw8OX&Vw5~9TLJq&d*F@+!$=a|>Z@|aczPA$EQ_bt z7Q47Ntpg}<42DStY|_T5wfQcXsHQNdC`k6M)VIjxX_KUS1&)%*VS9Y3K3bzx(*D>+ z`$?UTFxvW1F~aUWQo-PIv@Macz3FT`_u(C&7oYyS#dPkvwqlQgC67{VbOqhr@jOq8 z+?QY3T`{8?2x$1p^b!9xfTFnff!-3pt7D&h5z{OrJZz^SC#{2;6dSaK3<&jQE+-Vs zx@yONF`8t}p^~RYxMZw|H}<83j$o}S&@&ve5rkeGwJ# zHL;lXXVC4VZy=QsyGi1SpsT|7kk_WCnOz7QtiStM?^@d+%i*bN;!Ip6ab4JKI86`0 zD;?}-(Ff{zh&^a=Y+Eh5|wuw#2c^V8&&)&;v65CB&gb_!#5#QKX4)z3b zW4ZJQ|H;GQ8=1h3&J*ycnfUS1OnOA084XCTF5!zzXtCJ!5n-U?VCh}eWK<{*oTQ-3 zk~p;2pq1$Ib1!j63vq@|cA8u?;TJbtr1}L?9;@icWmU=*16X9D+jk}sGVBaf3LASk zidZXu9$?TYJgcb0CN8U+I}P#?{8$o~TDdRtySldoR&^2=$O#(ztGP``m(M-ws0#1p zY0gHpOEQnqJxm*_JbUFxDZ1CeMx6$D1cnvEi%jGgw4>+ zefJS|9N&Q83qJ$Esn_M|7{Vy@Gk_1}H;Zc(5}%kCt4gm$w_#!XI?=0I@4{%SWhJew zLWn~=qg$%?73A{oJHRMO?}EY68Jk+KfVIOTw<%ppkgv^oD9V{LYJh|KdrQ27GH1Cs z#m+K~{BBKsW~+%UC-Fk8hf_Y>VXUPVqge)JO4m%@v?9m)Xv_p7dAKsP@+ULoOZL+} zs_g>K0&D3{)rmplspF=B0Hevkb&rH4UDRH0pk6y}RVyt%=lxidBU>ppqd45r+V{)m z<^_ytGIQXI8q5)IMbc4ApYuKtZYSgs&;i+JqTFyBj@!aJ3Dt63+>k91-Ssnj?RTqQEso~{(Y=P<>qnahW+?XWN zU~~JJpgxTc2_DI#;hw;y59#vYLi6i8+{#FcV^}kRaL#Hu_n&%mIhzo)t%Egk z0oQ}*BY!ar%TZ4!mr&=atpLHdKM#-GD~&P9OeIF2T>GkYxLvPg^~Jit7V=3G`Md;cMgLa&icO$6 zER{#R(W}t{SoufSE>5P;S^k_{zpkea1@W?Gpair|-bdei!N++X5o2D>d@wiUgQDc-g1^}u80P>|&#bD^MPB~WKHaE8{ zim{D80_ba>dH)#oQ`9d^2Gud0!0gp)LM4#L^KOH^@2wuRE^&qnY0Jo(6*66{OcRMA zK~xQWemzBpL!@)sOa{)FDXxypyf|WNyn&GgAFMd?#uoE9yA{^x-XBLIg^5aQ%2tNo zTW*Hm&r%!v62*Tg@3-x7g5?t-ZceIj6)Gl?@OSF8}a>zMpL{3G;hmqdz*dI*oe+Zam)oRt@#J zcaq1nix!ugO9B7bRJWVRO0IsRQ?bp6Xd5zUdm>OzBC7KXXB}KyE_IzPjmE&pkp~7?1}&bTrvnH&w129FzCF9xw!2jwK^y&%n+> zk0FivDmBo!epdSF)n82YfiKmbiiP)>fwrVX&#vmRmLhoDIC>f1R4(Hw32-sTl9|ji zw0zIpuuw(d5z#q=EEMWX>gJIL2m;|$CDQL?4@=gBamkS_(l|^uXzv`Gz>Q9YsBj@! z7WtYLf}}fm7We-J6jW<#xIpaO7N8n^nf7Pq!?79ZEBkej(XhKf7UJ=5>dV0>%u`=M zZeW_QUY{85!+XGZ$?0mV8ot!>gvP!spTi1me}era4pR$bJE2#?{USBv)zD)`1s7~q zc-Xbw@MG{T{}wx1N{QHCw85D5$|?#;wPWPmBP|0=(NhkuCBnz&RDZ1-zQ7 z%D~Zp{~CamYW-_S#lrX1dsbbV++!y;hnw)aEx;R+BL7yYboRW%jYUEAL&MyYntZ2e zf(#((ClADg<1DdEmSGQvV5P9pWPF#1D2%UUX>?7?X3^AMqdKd$z6S( z{a-1qYVruTV4Qnj&KphDbLc+zio_5bNn%{4^#mjMIC-P4M(1!Xt9d`o1k8R@5POZ| zD)R%Dp;0W)yh3?ldyblB+)gVB^acaq^9>_$_(tbVd>`bAX*jQm?ziY143zLERJ`2@ zezNWlMWOT?Np@?YUO zk6eSUwlEh~y7$NFq&!PX^kE$F6kfxwXz$ZW+{%x!;Bwf9r%*=X^Zc9&2dm0SQMRlG zZqO~=4V%7xxkvkwbFC_`X^4=L;d!;Qyyovp>z{Nb3X9sRT&2`&aNd>ulJj*e*U+w? zbGQMMPyexH1&(%EYc`9wne0n4IylstDY#f$09jRb=n`h{^<(xgXxnvv%(CLYQ`F{B zBRA5TV0CBYePB6#ulFq7r9HVW4gMbL;$fkD?{j?P*ioJ=_tovue=7N3VOC*Az139h zah(j!PMaIIerAa&h0!<<+I$7vQLy5h;-%x;cJS}ESHp(IjYIXbwpiG_E`-dBy^lY` zim%RIPx}?GkKX7xRQ*29$*6QUcISfbL#P>z_KmFBb8-!q%EfJQBd4l5%&JCw9y);B8#!?WNws07-Ao zh>-n_Nl#{6oH;B;bF2074Vve;?p;nI9&`)Dwy>zaqV&S78lcf{AUuQgx9|gCBCp(d zjVl~^+`0^hX2XY={Z22VmO)iYLHNj52Rjq^o8N|;V1?~ctgTf&ZqAxBpn$6%G;m8d zNW6AIl})*VQ38cQk7_}C`do^vs5M*^KwwO5r9i?Lkn*j^Y$QDhKkpM`Ul#T


dG)M~5whs@w68GZT#pLh7ByYvA zHrvDj%F*dEBWBFgejd!#y4H8BIgv#o+@!EZue0^e|C;WJ6bh92E`fWnlEDUUZ#4Cj z6$RF%M~n3|xmRd|4iUEnXF1DKVy9W&#!_jD_+|Fw$Mn%81|?4t9OJY9&~|mxi=_E{ zi{uk5Xmun9YHl6z2yB)HslWZ3qo5gk(rHWt0YOgh;eK@g6V1Ukc|8Mw=zm}Ah<3d;GK)_!YD!l}<=>Bpm+LsFI%6p!`&`HxFk_;q# zvQ?P(_jr8Wd;^*Fv;rN-lpTwNdGrJAK~~`W;pDRXoa6eOTmhTqjQC#@6t{(bx z^ZmnyWjeQv5Pii|oJDu~=fKi9OP;0p;ayu6$Cp1d*pR#*6dRGlCx@nkrOCJ3 zRo1=+J2j4R6k}oc7xAG9I&0q(#aM0RoG5CCb8UgIbalqMu;anReI$ zwl3$eW;h+KzHrq2KizAft#;J>w@hJ=eVDh-sPmg`(8Z7wGM}7FkH?<^0`o7s_X*j} z=&W8)Be_{E@(DLTpgTdm`PMzEwz|;85*5<+>I_&nb%EHH?Vw#4@uvPTwR#p67*_9g zLU_L6a{gIAqKJEJjwI-c;oIas5=LsYe7jy~zC3lzn6 zW;l{}U&|5cUoT8oWA1NnZH6iqf5_X~g}U;|GG#6c-E`?-ROIB0|Eoi4uGG68dtsxu zUNZK3im_U2IckAr=U4!q`}vv;T+gSP&rDaltKG0Wz^?;ciknpODw#>kVBfj{D#8WE zK|X9YuuC3fz+OX-bZsH@6G5=s8In(L2zmPw0>FIpCm^s~r`IHp%EWl4O z7dXY8psPBlFT5fq&I`5*j+G%w^P;Ab*SBhX2~+TdMP=~Q1ub>>&F7wY!YYs&9^H!4 zsecebl>jFosMkkwJyh1ni$w$$vf)9+&qIJDG!FClg=1DXO3v62AH9)}$Z= z11e;(p8o!Wn>)lT2Ql)4bIK)C3$dVQ@q_6!JjCX&PU8NoHk5XI^DQwS2BdVxHJiRN z@wy%+Qq5OBulnMf$^!$j3=LZ1sfi`yx(!=K5|c{zsNqPqdG&(-t1Bb<9RSV_d2!4} ze)rNmjWs4^o7Z+~7xjKW;B}d1WUADtLv=_}sNUJkuk8!@()Ej=Ad+Q}IlzLg8B!+h zaePK1m^{&*AA12A-+a{Kej_yqla1PcHot=gke8uHKDBy+u}nK@SdW@nxIbice2BnZ zJfEZhjToTpqj~3_O2#GkDzgoqZ=kLqGSKMvootY`MPzOS*$@B~r?0!IZt4h2pX9Xa z28uPPFHWL7 zX5zoUy0rFvRaXf-6 z!VZ5Y{>j=2>EL0#FEbK_dO9AUgq@D=$^1#(hVnPzJg4V$L8m_kqk~`vn{lV!RJI^Z zVI6q{E<F4O(kUL;ikNZD z;e!F0|G(DAxOzZpmhd1KK;ZOmTMM{74e#P9QK2_7TudO%`0wS?tL`xlZU^3y(T6gy z8@uaN8dV{gid_h3#X^detPNuhM(BE$9KFQM>j8nC18W{|cckm+ zw)Ne^U6I^(9`DKoql?;#5S#xlw?dHdRpqERMlnceJ7R!$g6T?GG(b~OU|0=+H5maH zMwE!9qgz~dqQkCc=x=WypRAq=m_jJ?SaS9G=aPT1VoK=U0(>8YmQqz6Y`@$u|+p5&uuBAtcTCOyniZl)#9*4w&C;MNJ8~d`*yd5CC*pnFP443 zz7(=ICD;PO69~tiu}_8%hi|CuMpXV8&FMJmke!;nqzqg*ow4xa1O%>A0?iRbIKCWFOVm>7tn5n^FTHn-M{9 zOM!^zas8$Lt*d9}9#rR#dO8t`KWF#$lQt*040n^NB+K*nAhdu@=`CsFx#D{So{GW8 zSlc5i%+(9FK!{47_(*CTg@riaA>dnyy?A(n0BAD+m5$5*Nx^vMKZds#woh+Q^!$KC zYh+wqTe)afu*^^9clGP<+#gpzl>@9qP6mBe656_v=um9ey4cii4w5+C&wX%d13ts0 zw_pL;3qja0@~hdV4XFk|>VT}^t=Q+pp)-S+2upZ{{l??fkFq}LI| zWxN*4J3o0xRo5CY#LLlpr;7C8_uf^t-eR|Llwb|hYAIkEPxp4_|$aLLt7hAF}1$j$)Q*c6=x;=#70o2SnYn07c zqBENUb_b9SCzAx^6?qymjXK7dK=N@^lI-0vqv)?x1;WTdoo>jeI&gXgtc3q=@?KNy zkPAB4j_{0T1DZ8(F}a;17Z$xBR_!y^lf<`goKgV&#so_FlbX)&g+|~Yfi6bxMU;}| zq&k|1>>i-69V$3?Vy9~Zo>uv{t)kJU%t0Nq5yG^bNvGCvH-dH~th@?s-cT-u;9U}y zRL$~TPd^#b_^OpCPciFRxOvL5i5~HWEtDZ7xk8tr-_E;5Fqd{sBk8*t{o0J(!OdGc zMiI#Iyi(%Q7qb1TMdHs-^S@-!6kv}W8&#J9-Yc@PcXuz$u4HCL`B}p6iAG zO2)ZZXH{XTCthQjNu?uNoD}y`?TfVu&FKyU@=T#U!30Z~1`FR`y#?_Oc8`vCg0QyZ;nE$o*#_e10HGhd%xEb(FgBg zzSnKo>PpB#A_PCJGU&&GFP7@v@M!S>@eFnw8!dM?ayFMckyY}i>~yCCh=LK$&v)l+ zZArp$A9>Z4>L3OqVbkB9lB)o?P=XNeKMO6Dkk(oxdI{C~&E`r?P}NNa!nM+8215x) zze|ZQlTO-0fU5Q2eHqWWNs5NGh`_4YT4kx^56kDX)kG4Pg7x?jP42+Om-jcvdLU$3 zY3CBc;Bef^Pf4MO_TM+5qRxjk+JWEg+N$&|#152b46(3(ZKHEAVcAUm$PuB9o)X>X zJr}k_LQnQFB{-AK=ctyCK$6@RZM0JO5aP4>X`+-a{&vXgjx*gOfpXt2 ziuY_mB{gLI8=<9RgH*9ZMwAb1&9jRI_I5nO${g}tAEd|$i-DNH#7s8IW`r3d)9yURacqA1KISCr0q%QtsWYQ{gRV&{(1=u6(_ zpNaqgvwvXt$ZMb%TYM?quRi}0X2L8ohDWgSd8!s(eVACF~N z?+h*0R_2P+TiJ(x!Myv4BXu7w{A(EB^AOK}aQyS^-*YqTYS)9)w)ISuJ!;`JUg?w5 zYip~|FHg;OJx80*9oZja%Z&P;z&S>DF|abnVQ*n;yG*uF*5#%Ls9>w!v0f%^hfP@) zlzGCRaFwSQE_v?iE6fQ8As1&)JD9qAl)t&dkO3HFg#Bh3^VIAqDrU6gQ!=~%jgCR!XwYK6EOh!(UQKT+F zL$)-xk$1(0-Ay^e9sxHUPN-aaS*}-$Bg;ISuFUCq6eDt_M5dMsW`rB zyBdr&Cuekw9PmnG%;jJ{_k0rngTfaC5WjgP$$&tsJK_7g6#rh%a@*66ens?Mw1u*0 z5-#{Yv+{ub<5vUT=)mytPGo|ap^Ng_e}pz>r=PmLn3Uo<>o~kn72xRoB_^Lw2u6MW zGsLtUWhSx*RX08T`A4tD+TS)ZhHnwZ0ID0I56jXZwyvvHzvtJi&f#A#q6hU@>YNX7 z^C8FpWSW;~@y;-;yT*?L&zGJQEcS#7(VJ?@!Vi$)4S~hCscrt%^I4g;DAQE{C@r(d z<-BJW$m$|z+|G)0m5Er4xso5|>p)8`gFJMdu^8XUyETBa9BL7HD=$SDB%wJ2K>X=M zjl6-_{D-3_j;4pvE}5ZK#zdKdv)ilQjJrwJt=}9HA~U_$c#5oBbG)JQ>+gh|6Q!C7 zKKI@IpHfle?jk9QQ-$9px{1!Dcc)Y0vz8BrPMqI4UA$>WbxNF@oN22IUybq5RJWag{1)uPL4e$Y%ReyOA!nx=c}*z^b0g; zS>-h<6YS6J!=J07v7CY4v;7CLCfoALldjOqD^A0qJ+-WlC zdMb>~SC-hbm&wYQWa-fNlO%FRlKD#yLp1IWZe+}a;e0;7Pz+KsUK4t6Yd73{KO=n!aQ9cJSsWA)-i?n zTDR6@uAZo7(R<{HC54!a`YQu_wUY$lYb@W$n#OIRVpaULEoqzDN0NJ-AMs-U!N zedaW5KE>!B7vy(HZ9@KR4}f185lTpSgmouQWvXbMZ(P*>;K)v+Esz=y4vl;ZsU=7}ac0UkW4uBh@|u9JOLzuh%NE9FWZFEj3+-me(L->M?<`M%BB z6uqZyf&Whx?!^S*E`n@2cZ?0-*J3~m=v25ARtg?S41L$91V>v#+vgK}oAFCFrHmaF zVA2owePEKL0a2_1LES?hVvn;*$uz9{CV2e&2IlZh3mVa-mLSA^b%fKOw?f9Fuao9n z(D1|j+QEQLcp9S&-9`S%E5Z5gfdeeB9pb{Anmv7TYjXt8^yvG5IZ>vgg`?LKD~{P> zB2$|&i+D((-u!dhCf!%p@l-D|yeRVQ^;toAE_t3i)t%{RSuJ-v#ne|Z1k`D6O8*KM zUr0O!HXXsPK7c--lIz`qcD1&ljegrwi~>KNowACZ#I~Rs*waYcm!iV4INW2Om;M1k z+r4N|qfZjPmqfcr>Q_{SFc)lp&1wVQ@Xv(Hmm+Zl$+owOJ$f!XA@bZboRWY61AOXU z1H~83>$L0XF9pA>Vq)Y_()s0)9YO}Y>}rE%|Fcllq+TOWT(*$M$=0Y^rjWZ78jIpu zre|y%l)8`v{4Tok(k6xV7(~tL4xcz6fjsiok0@^5LvZ#!!G(A zDdaBqE|A~4*sz%!IC(M&g5&|WltPL18v~pe?mpP|QVdYX2KJqkuhZp)*)P8bmxs0H$bmc~PMw!2xj> z_i_&j&28e;&Rd&{;JwGRX_v!Sq&75q(YIWx`os0s+H1%OKj#TJ3v$<%OZb(ANE_4u zH^BN{I2NzhDak>&kW2E*O3o@hpqo2gd>vqH9sO>dsKZtxPk`NcvCDEQhU6MGXbb0e z$tGYdO(j!X3jRA4B-51P|#==m{dq8AY^Q^{so|S((%KKuBRM3V0c#|Re zLYscHAOB&YP!RtkoWis|KhVJam!-a9A*`4s@XP;$9sgT!XcH{OEW_3d zX+Wn6S1nbP?zkGkV6=kao0OH=(|Q z)WD?U)^Y~e&Td>);F*`FK9rK_!jLtl_hb18VsTCOt9P*Z8{>)UVDfuPd@ib?cYG9z zHp&xA&30)T6}rv0pf;sS4e#U~nreTe@ti43%X7x#`VOz4?a@9YAyV8ntX< zGg%Wb*t?7_0EH;8RLEl%6eWAH%<@WU{kuyNezcbAKOc0Q2fBpv&O*iaqm?wZ^B}BL zhMsH@gO+F%&$;8Td5zYVvniDgf@;Q0*gPc*>?PBwLC!Of9R&R>_AWf`{`412E3Z_Z zQaYvImko>>IO}}Pd?JWF8Kch?tWodPey&nF)XtY|PCH8EuI+^YV?SD}t?D=Z&t=%2iKi*XD`?L(Sv4)dS=CQ(l#Dp` z&`V?0K%glWN!Z21?Qqr`C~R(e2t0c)Sx3!e)R`67v~5pVv{fsoH)a3~2m zIM)*@RU)c?=*UESvY0p)g*-JN1kZczOj+4gS7?;$HwYl?o+ZoWh& zSt;%hvVbHbdMaemZ*Tsik)f4sZZJoRVTv|4LuTog2J@rYS(x~uf7~}zf}!_;uHKA0(OL;}^774Cy*LNXul#=$N|ldD_!I}z`t?Ff)8Pt+}yx{bM^cBdE`v&bSkv}G`8ZZ{anL#ku|m4Gwya#jOpts1viPFsuz(O z%+vx;B~iS`CbclAVNqDR48Q(1UsU92^}VW9mFjU*|E8yjzY0J{nIz$}=N!#X8xjh$ z#nN6>$G;`d=T?BFd@4uckdu>R9$`C2!Qz9m5*-mK71lOn5yD_`6d8&_bstqi0W~vc z>*Djd=Kq9s!w)*m#4n<-Q3#iDgL@i!&TsXhTRWEGDBDHcoEFm@<%|y9gXlA=w#G;6 zXW|bRFIg}S|F8KRHtStfnTanV_i>8>I!ICk`}5!Rs*EqVzKqi-85N|a1m3`S{sz|( zoT-rRcj}BFNU_OkSbkrvbogk{Mi*^qSoR`WpvSU?TCMpE^=xS}pS->sg!B=&XM+gz zt*MHK5MLO`PTJE)l^M2njt0`XW;1bwqa%3FTs9wi)c9i9GRDAKGmXdos{@PwgP@15 zyQU@uz*;l#RJMgMYSlfy%NXO^@3NGwZ)ZLpv~wl_Kaxb?o*Q?V8I_jj357dVUOgzsZ}@1XQI2a}aUB+`?bSjvCDw4nuGmfL&ELf&GW zp=ywzi2i3DFo8B*}k9ma7^C zrT^qI;eu}Ilv$KD@+ z1c*_L-xi7!x-92S|JyCB4yyX?X`0M_QUUWD_`4xZ9g0aO+-|%0Gq27({MM-1K-KMt zwfsY1*s7_f1tH&OZ^@ck251wjcrg1Fu%bG+DK(W0kx~zTQ4~+iK8r7AfgONmq7->1 zT;!El#EngvlbhgdaQ*k)Bk~`AwUP;(!RT9e6wbdUl0(m5uakA>IW}+4t3PxHe3}|i zVvU3YFh6%=E(AE;A7|JHlKNHFB@E!QK5%w>AP?NXZG8?A11Bk%Y%1MFBv_&@T>DQ>&fxAH|jSJvefWpBy|6HGdH`(`rFRBDnXjpj&)vos#E z;m{v2UG~`P^S#QZuwgfYq_e0=9b)0y-O+!gbmR*qU}`U3N>o%yXN*`8hT?W7>G!`} z52vVRIbP1RO0pH{m8J6S{hV`f;$umX<{@D6t*06mv$AYy7^6WneG$t!MUot6%`N*8 z3Hv?!uWZtJt1^7)o=uI#ZRE`|zUqJ4-Rk=cAt|rGe}!tsh2*$n;r``lRD;vqN9QP_ z$;}N6e+pKQbMb_AmSF|Lxg8AMlE4Q_qA5sx&U&*)+~>8H^^)+k-NUJjJ&RTSq^KA+SIoUpe{ONNuxGtVez%wFr zIAs5vubMZ6$Nc_0=^xMT%!xN^7kI~CuQ!6k*^Sl{UISQdwg=&7OH+2WG-@l1V*F7U z*EQXqe;Lux$5aodEXWldqHftL2uZ{=-D$ri8u**=K)v)E215|2&81#okGu3-k&t)t zc$*}R#XC~GTL+umJ(b)GN*<$5laI2=&-%zjun$Uw|F_DkE}r*%S9tsIBFiinLCbU2 z0|iGs?GI{j_`CNFXbM)m`7{<2EZ$v73%=e(osMS@&Psp3S8~4&{XT5g((J>%?g!Ui zfR|{!BO6N_g=)u832O55ArC;^+7SW-+MTbZAOUFmX*dn>0N*rT*rSGAlA8GD$_h_k zsMe4mg=hV>#$!aZ3xAlY63UpCCSp?$TT25-mlu#|8A$^mpB*V@4yQdXuI@4E5H`jf z>PCD?dcB|tGI=k|H0X}{mkboaP67EoCvMc~L6Hgge}oF+c}XI)lDY z_02C&tIGrDAA+ZVDCH*oPo%PV{qrQi{r!m~_W%m>2m7TzR0JQf%ca9H=>c7wIM?>P z!4#mKkyr+aFHs+bD3#}6(GO@b@N-HUwrxKN{ z%<~h7&E2qW8E6LiZf!Ke8ZMJ28b!il5gWJ+f#3ZBZywA1Fs>l6zy}yV zN~V981dQhYsKRZ?3Qzv4u|$Cl4d9#As1*Nh%(ya@RI;m`v|Q`t97+bzQHb=ol8!=e%%x^$l6Cu&-8l2iccu3UBz)5ZDOS$ge#CN+`wuRWixbsZ1{k{ z<0RS>Y9^!!PN7^sd3{PD4X%(-CeyWl-es^L(`%AL#ZL?^ODVA~rPBY5xMhuNk%Yw$ zU*`^XQ^L_hyR?vA`R})?%_3^vkx^=GE@E=u`B8O%U;gtE%;9eS*j#`9S`bH3be&`9!fL0h zfZO{fxI8g#w)k<4GZ~qFnfkd$BRR(uZbFQ6|Lui> zkQ592F8JE3cVa4v_{N||BF_ut{0P!?Vy z+j&=!d<`vUP}kc>NqB@+w&!6Qezi1R)&|e+X$8)8So3A-0H!6FZzNbh&yG(11rUHY)Ip%>H_iq1gtE5#YIpNzo1v9#L61QPLr^snb zExBpRZOja!$yjiEp(nvYq5bV{jm(^VyC-nBOHss0;gosl%rdBUYZVX-=Kqy{BDGU? zLI243prp^=2^3p!^EW`v8KIuCuAz75>xM9f$;u3CD7+!1S~kOng41WKC&=p11$;$yg@ z$PmuD${pKWGaBGW?oN{={Wxz6bxtlbbH3hF_;RhJN}~PC-=6K^Ci7AP92< zSBoY$fuddr%A_uKIh1k#-Cyo-BIEyPI?J#o8@G)Q7~LT$J-S;ur8^`Al#)hDni107 z-QA5e2+}3pAl;)o-tqj8_uD>hJMQbg>O6nfR!tx|EgtqUc@(DwjG89L#V}a{Z@zj2 z>{ev^_QNtXH$Rw^R8f5UpXG>L^f8$Gg!{KK=7|z;hmWP<<-^IG|Ct7SA7bjIaBWU@ zG-B=1penjGTsOD(`PYL$=0`!}>Oa7?zZtWL`lm4XNuB_Il0~2?)@`<+ww=dV3?cDx zuYSz>*xX-9>Dek8B}%yhGdQ*A9~a}F9T9MDk$H5I_W;azgrede0skf?WgLIK+fHbL z1@o)d7l9`C2Q&Z*?rOelsDMtMKVeobl1Q@ef~B5C-B$h6*8ZYDwO{pkTcR&+A_K^Y z{m-i`vIieTeU-N%zT0ATcsMZP4hqL?_c9kNS4kDQy~B#K&C6CSh9dFL*`mX9vg3%q z9}T8|u|drClYi8Wvp|je4PIi$T-~`(#($E-aI~cR>RFIv4xUD1imNfq0%2e(EaWIU zp*W~1A@Iq!`@ri7C(;GBEyo?sS&{jr0WA?vOt~?ql5lT?@D~kZTXGqeqXB@wWhmgT zU*@YK;gjpB#HU9QpAqii(LF$VmTybWpc)lGTw5dHko+@d49|op>@}w73+jw$@7;>m ztFm3Ew}k*J+``g52g1AVmnnsiDPg}%z7^Q%E|J|N`1hTsm?vaQlr(El!{K?AN$qa1$(O#lBRYdpzDk*ldag@vLzUKw;L6Bdr}K zvGg*!`|5@AmM3|Si-JPMkz~S4z&s0{%l5o^q{5M*kV2u3%In?hrKYRPdDZ5x65=0( zjs|`^`G6uDI|^<29Yu$w?fpD(AfFZ2YCekhs6BgzTYT|%yZWruFM|Vem?<@=`z(LW zrq>|bjxB2C7dW#bfLzP!{@wMM8)Bx&C=i9C1JzFwaF&!_#bO>Yz34jG*PAp;C~CA1 zs22W2HcTkN9Ben=Zb)R(PQ%l>OCL<($p2f#Yk!H}uLA#X#Nc=97@ayILMrs-L2g>5 zP3QXk?Y}Vw@MHTtT+F_O8d{%p1Qt73u5Cx`MH4FNIX-(8T}1?_o~CljiLy^FEm0iZ zBIn3`opC$~LA%ew2jbbmJ&mh2mQ{#hjzb@WAQ ze^(z{(W+9ag-Gvu(DT$Z0DIgP)tTZ*T46AVc0nxFTuXXe8|B zx4w}A`${L#Y&-p;zC(Y1g@P)GHiiud=DZ&$Yz>9uH5k+tBuD}rymO^%9#%Iq7U(NL6Zd$P&9iY}J&#XpE%@#k>&h%o5tbgW zAPQegJucBUNAF9uNQvvHC)lJn4sI`3wT39Jh#*Ea7D+uQ%Xn>uS5=c^-Ld=TE(rV) zLM>w|Q1H%)^6nR`xGW!u^}6?;AJwq_sdVhY6?RiP@!91Rd|H<`&BvXCE&Xpa=2Nz z&(NpGaGs~^mBojIGAPj2HcIDA zOiyc&Z7lj3xAQQ2!~P48l`=v_aapW0t3RAcSTMva{7~1hCDAyjN4>#?IxHa61Qnhc4sC9TCVEJ)jEtuM)|A06I6pa~D8<|6D)pK0+q2ow z_tH|iEYfi32d9+G#W%~cX(hIO-BnCd1E_V3IKG5PQ;2XS2y#&>4|y6W_C4h3#m>jS zBJMDs>&*l{{(*6PiVm8e4rC)f?rxMI<8DW13RZrtym$5hL|y;Rdm+XT$F9-gw#dXj zUU#_)$w=o}c9^#`Zori4e!VCN#eoAvB$=H|s;$JtcEI7Z>$$#<@cY^uG%`axyTg|m zu^kt4-r;wA*AYo9hl9TR^v;F}&DDp7xyW2R%xEM?+{17LGkEYq2?B)$Ps0zCxZ9&?ix_5v#RpVMm36ZD5A1eAmL$^`6cW9UKXzyik?o!9 z4NvWuQqIr~g|H#?-)SCHUT|@_*+fD_ydEaj<6fV+hzNy?X2MIdXN)axQT*R!!*9&b z0GCW`sxmbIz6$Fv8ci0XpceEv=F!IZ!x^~)xXCKDua9u&g;Au55yt-U*wu>e-MT^! zxZ=~6NIB!}r!2Zy>@*ZcQ!t_QNrr5=H9o-&n{+_O0m>M|zi1&<^Q`e5KKgB+FmepZ z6-v4LU5FN`*<%MIUIV4--C5EU$lwlK=OU^x85W+;mNjKf=2$gV>ksCU-hb*5awnzv zJO}fBuu>!a8KJ7hE1K*#sM#guwqDO+jP39GQcQ7|3-we?|a-6iLVcxcpaEIc1qCNne;oYy5P3B|7a+^68aPoIi z#5}{myZX-WViDIix?CM3yE5{e`qt#JvMLT+{CFN761L-MODCEb3thflp|L7ZEvU^} zySpRijw4e4fLLBzqclavhNBi}M`l{bNq;%3@Uea(!PDZmv>RxJlL36}R+m)jwowAa zP;zu?pS(yT=rnZ4^3qM%n&m!m>_x543k87^0$)oE~2nCuKT~gW`4cO zg%=tG_ij7jifqr{z&ezihQ=EV)M%*i+deWlt21VU)55;i*L;ZkgtRX#uX4S4>e*_O$DHU44wXSZ~%T)dLa?dQP{ z(UmY>Y{AZ-xPTZ-uu_CYxa_4E3~QwO6R?9T+RAxjs-mdUTh*R7@~|N0im^of%|j4t zJN%^DyNbPXKz3505*<7mC%6rEBjx(8HX=G(l~}5onf?Orgy3mfe@P~a*7n>YGE?UB z9gYh5aL-^ZO=bLS(0nV#@U;E?QTTfVCXt*bR5_%^*gyx6JEL4am+S6$EQ!wqE>D_b ztv~5u^H^Lmt2`MvR`P7Mrum(am+UZQ$fBSVttVgQk_H)44Wc2K=kLi3)Xlr`K;We^ zU~(#l11?AcyM6-@eli))h;>9V$Bj`jHZk&`uHnbFO+;|=rj@Vin@S1xf)e({w>(e@ zh75rvt;S@eI+bM;v}5x=s?kL7q0>Qs!iEBO$3XrV@bDHA!rXmk1sN2(y?O0rf1V@YijRzPp0bDofMNB znBtxF!8n6H{iGY3vjrV*<&~%VRLe5upnMTmp#$`4Kr72!oatKan!A{p>*LLdb(|Gs zx;R>irvO<8JCKfkLYq^Xr4i~QNlz(G7-%k<6Y^C^czF&2NzA1+fBc%&&6%3=j!~1{ zZ!_tJpW?AYTw+}hBwQqR@l^msQukV6q!{W8g(((S=}+jLFE`n8CE^W2&x4DtU~QNz zV#1C^lJH?T==YSu_;l$sZIUO{Q6oXOCf& zK2#L^fs%QZLM1F?n3b;yEHnjco9!hfJfVF(a(+eCU+lM;08zEi!_&t(dr?qw)moed zo8i%^aGAYzC^1dkscZ5IRAWa$&TG#sHN7D|V}0jfi6XYDcUk(*m( z5gmo24M*SNhj@<@Uo89H^sgNvA^GPm7-s}R$YXmzZD^WCi z=J#*I5xd+qyFaU*in_T+lp5Lchz|EiMP{E(;mAF&)pv`PsSBM`5G#b&Rvud`{_rTO zr0A5vY&Z7ZNal4if)4oxqS)Mj>)m#fV&!Q5KMNpp`=6~PA#ENS3i)iD2K<2t0aPdb zM^q>o7qA(hkMAf}xlkV*hoQSLZDaaJ#pm20NW_zBJ~jkh?n~TaiBx2>ZX)O5bW75`OCqA_ zgkm~?Ec+U2iDHYL{1Kn!6i7C8E?r!}xP>yRt^^p|Wi9%kB)nKzj4KhR}%4$uABZ#;Z!#JsBqPPXAWk*Hw7Rv<2z$h|yM-9P<6NVDb;c|dL9GOvCFRyl!Ee)x zjgPEA;wEw`3$}w1$ld$S|Ax|*M3cKt5z}2zzd1wDx9k2$b-3duI5%SkW15nlKhB@n zFY915vjrV;KF;@opU^U_=ND?@#1R|JC8<>U zpg2Rp+yHKw0F2k6RxtBd)_=J*+cTDNIN;k)GZE1tfB+*B&#RIvNpE3lb1%=q=doV@ z7Lx~OPC&RPizh~qabw5hHZ4A4IfX{H45I04kY}$wK)RXw*9@DS`u%6bZ}+H=vu&FK>@s+Pf%`LI?`S%e<=*9Ac1gu_u`Rfwswz~QH&t*VsQYoabVI?B zILOGP-EN|oi+8#7JyY0#)+}MKYdtHIwT_?`J628e|0rHZhBM2yLf_*8|2*5$#%+Wh z&cv?5pXCfFvbmofw~Ues=?v?sUb-MYX%OUy3(zA~$ZT*ny+iAy1u*aCcN)V3PYJdb z=y~t7Fa2kOVcvEYaHo>9{=IJrCb(tpfLJ7qzX;lN7g4lhK8~+tf{={RhwXsQL;j6F z-yWyY=Vyr8huoB2QoRYfit(MjB89p-c?AS`)9=sQas`x0Vj8NbivFyB z<0$#f;Plp1K}jph*FxXklmT$B5JAUJOV?ya`u6f+szH=I{53d_@Dx#qvIXo4g z-SiDpXnC6U_k9T3AhM1QxkQa%rTB?%B?d&M$n|>-P#N%{xxkfqnI7)b(?=lyc?P#! z+@I*`*$U_`-z`Qy0{mRZn#pr}AN11_d-&4(fjRi$CN_k4s%_#-?33xB>QIP4y#_$1 zrm5XX5UQ?EkmUWw3Rp|0Y$-Mq8NEY5N>c2X%$%$K{;sMN9q?!+7e74HzQp5;Of@Uw zAQlB{nw`#*p1@V&D~O}}B-v4|0Dot!H>`=HYXbA~&e$unT-y}0PO0tJpV+M0Mxtn+ z>QG}Z0`U2zNq=nIzt^tur1j^gm#&-e0Y~hv)mdy4d1AWc68o$3#6S#OdGjq|I4j?L zKLeFh1)3S&V{*DIrLk+T3)!SDcb2{Sy_j#t_zPd*Su>LBN+Rb7tdMUSZgsp0m+JL{ z#6IVhCN@%^EMm?kU4RS8examFL_;m0NT-F3G1nr%9m!3K6dXKPf=fl~mB$Hxv%ln_ zFf84p(`nSB*S2(Z_vw{JY>IWnS}k=mBbLlE0wm&~iOOXV&nYrj8g~-6+iV>KN#uu7 zr$Lc;Vj)k#Rq*qi>ThchUdKlXv2@F6vv>YgW5dbGvBvmPQ*sXn=&D{STB&Yx*OBKN@UQrQ5-n^;atKN4t-0&1CG%4q*XQg3*h-S+FAqjgZ zN?7;bGL1(Ta#nUd0*iR9cmM)_MHTPjY=XIk@B`GDhETH0E`ETKf@?1cZwEyaZl0dn zU3arjN}CHU{_<)JGE>F}iI@1(S4y|IDMVIC4-?hT30hz1jYRCZH|5x1=-#_uY{x=T z4f-C3SS{q@lEX*we~j=ZlEuF$e$@%u>rl=VNbTOs*$=4Ch&MyuoycZ`R(#3pzOSo? zrg#=D7_-s7!rgm7T1Sq>ZPvI92HSB^zKy`pV9%_5!V@`a93EsO15?2D_}i@4*HWVr z;57N+w=dZBq%dZU?HG*0yjZ~6LWSfsF?ZTF1}CMrSm7B^x)#{~pNb}h+oEw)=a)Fb z4}03KBxJw14^WlFoh$IA$YU&h1RH!P(=8Eg;Wye2AyXH*;Rl2ST<+e#=-fV|0_feb z2Pv=|kggB&4%uI;a>yJ`lUU4@AJ+?8l_PJ0OS-afuQ$VMXjP9srR^06d6&lKgLud5 z+dk_n%{^uvt*K+9JzfBulMZGwvwxgsG{~Ig7}S|^Vyb`o#|=JT)v1_+9*^aurmw4z z{SsOg`@UPbsZa8?PQTfV8-$$hcU@%>{M}orI|?%zd>htq0BS^-lw$9s0X(|6g;Zg) zv?|KQs7mMp;3|RiEC2q&5s|DaS$&MCnEy#G;`=(Wu6}fn+j4PI&KyqITbg=KD%uf? zDEdlWzS7WBO3pg!|2pbV)xFVNy=_(2fCIDjrLseMQ#K0f{rUI=oWecU)wkKXwAh5H zIhFYP6-QyO%}k+9sE7_nplR!eS5q8pi_LYe0PC4>4M3b@!f8)wgJqhG^#ksZB7;##mmKU*4P#qoVd{w*)0c*-( zf4xt8mMzRt?&2~3CIXG0*=no2G#FWr7Z;jPcgN%16axdC?OaLSyWqZ6Bf~OO{|){E zz|-3w%@oi4Q!L~dxMXdqvF8hBD#bXPcrnQ`+n zZL!WRh$^)4TDQ%XCTbE^g{8`o<1OR##>Apn>F{iRLV%a7s|om>;uS0G>B?Yz7D0sf zj56wE=nspJ>$8toXO{@ihPfiX5(^d@5wCed8i{qNkPK6+OpZGpiTyQp9|&-5bv`)u zxo5*(-p=^5j=M)n8_Vxcs=^a1;{71Yd27mPeZwr5%2~Kt{gG#1=Pf*HU$iO_|Ff?d z+wdKKVD1QVhoZc?Wvnzd+&8#PrxgGn?!wTXpWOiAIlcbVhkwz9eig|Wd%>7mS&QwC z5Jr+*{GzC@Q#o{bt4zC2S)%lRlfJ;BN`jl}{T(3o$A7MkUmZ5=GQ34} zhe|b3d~m+oLM-)!L~(}^eth^CZV4R;NNjYih0{6ik60X#ii9;FlMLl;ac7=(V?O%& zFv+~!(+X~Z8b)+Q{hHhIs}y&HzC6@ubfDaksHZ4}}!JIhtKEZ^So%qcwa^y-*-Qa=hc>ltM& zd?{#;>V?H`m^t^~_8x}~zSQMzn{>qJ4!_o!wSOrT?Hb7JPN>W3CH8ptEo7!(?=X4CtR5G1FaJX{PU`#KG0SB z@(eOo(2WNonf1)WF_YGj77)X>godR(8WxoyOr$aQ2mWaZ zmUE7ZiM5y_j9*PL<*->`kI##wuKL(`K=>8`96nl=2)=Khj3Xc-Zd5ymKjJsx>qh!| zNYQT4iqg+wE-|;k3H;HBhT>~Nh;>t3HBn4t5x;&l%?MGz|3cZgY=rv1GkyXFT}?AT z1y;;Eo1XFU4%V;+B9^%Q%^OCU>7K6t2c1*JKsl;L)md@qQ)hav*f!U3#{KgW=(p!u zjj3+o6sa?g_b8U3h^K!AUN-hP2W#OZt^E_crGDd+dj znh56N@qa(N-EHX4kD7;PKBF+azAZV37koz}0CE@X=cZ356}RBB)=uAv9ujz^5d>JCB0 zDJLQ07|%UdUpnqk6PXUm`1jwJiF_hMa>QgtxLZXBJ8O=LUw(fb&!?UxBP3mgP10-g zegq+CDw^l-dh(Jya>C}kd>c)?&+Yqt!6=93za72anJBH0G@SZ)Yl;H<6N>4WYuEID zhYO>5C7F4DEPJXqSsMWQo0{Kmzd-*Siv`uC66k z<5_Qm8{v)v0b6XTFX&55vKd7guAHNpQ8lQlxs+n!F-6e)03!fTy&_$FN#aB_GGV>BxQJ7c6$5dJG>tn2#yXXth#j~*fJg77 zVR5hepUpw^s+UCfx+RQ&08_}ugDSAW5bf4FN`ZtSSP?&S64`pKGQ9CckC2k zYZ;H30?xVnl>re`jt_*#4QR9Htda?5aYI%F8>xAQxEyL5XRi=%^l8uR*uvJBj8y7# zQmWXMV)Aw-*|z^MIwTjOZ=tXdrL*RhtDqExIISensT3^UJH;_M;-#YQTA)ShZTW(8 z7tWTn+`;P$XTQ!1#jglOf{!{ydL*r&8xMz3z8TGEmX_Y2`PKQ`AmMCLxg%{A_|s$t z?7R`S+}``O_XQ9O?`H~=^B**wO;2?!nSvH# zdw!azpgez?$Rvb-oyQ5$Au{m!O+)h?nJGL|r$8J~I<-{AcH*+EDFN|#$Inyt%sMP* zXlReEfEt#z14cTymZD|QaPM|?oC(D50w2=}dwf#`j}lTGc~SlY8_golCV!9#eHc%fCit?(6!;M4)a}6jbzmJqBbPRd!0umbl41&lSs4EH ziAX(!jhf@+2hdhojH4fy`JPpF3DtFC*t`QPP!KxyN6Liertvo+@?P#n+w*GM4|VJ^ zv+5jG>C)8{`ua_zOPHYo3)_>^Pd zA#l(7CVQAF*;Yuo?y zm7|C3&@tAlnBWkdLhSQU+IjGK8bOb3GN9oO+;HO9Nt%t?*B z3~s@nrn^8V;&|_j7<>x{^eFSUJx3%QuAls*M34M!k-g?PSaPZY9(?&Fh5(~5m)qfB z*4i@g=NfelinOF-dy_a|m(icBQ6)3M;hP1IP8f3U1EQ|T%X6}`n3(zO<(@jSZnnlI zU0eu0SWP%fC@z)FNH)8KqrfC#UoUwJQZM6{WBYIsnsN8=aX1izEudE>u|PEVqS?sU zcXI2Jg#YZ8kDr(?_OnXnzw^%r8~8GMOY|xe<9IDD8YtA~rXi6PcOyE4@1!L9uSRvz zx|o^_?ji)63kg!B=ok~`S;~zS+71bK{JJjyJ^Sar2C=yWY-z(Gsx5)c_c?WAfEs&w-5XBI7%!owx%iebITa&uTF+GQB{s0H{DA+eu8}2_yw)L+uG}7#mL_?Itq4 zOXmqG5DuSq#eRdOQe7^hAV4*b`t|YNrpr+Qm;6fK$CDYNZ%pJ>lDZUcHZi{qQx_Ed zx877=m_R7XGwK@C4~}!4Uc+AL#MxTN0egZd!MV8IE0J-@$~vh@2CLoWXifrweDS2z zmL7M9T0`YiZg6n0*7fpG2;EWYyp(DO1F;CqT(am3bI0I()>Z#GkGI&*(<1y>xHNSG9pW`U=ZR>MvG2X<_ucl_dW+SY z*1FV}W2u4=sYOZyF$wUAszmPvt)w8IaCpL8jc3-!t1kRtH#0p7!s?|3V6WPGJ~j8J z<-0D(%hqL!tFDG1@3oBuxYe-0Z1}Q~MOCVhAvI!y(bnq;P4g4}{T_$0DELbL4eZbx5A&;vX)PN}c4A z$ztsn*0a-MO#=b)7&V;u1gr%NkIzIer>+kTqg~%M82cmXG-5NbK2pPgGu@)rRTAR| zBM>PBDcw;@BSfqgz1a8L);rA-HJ=Zg?F+W@5#xv=?B!<%>ct|r>@&R1gMV<|ohZ29 z-il7q8h{S)cXD*&;I?CLcx{))E8zkzpLNwMQbGaigw_;oO)yW=ZDvm zY8CWS6*jYM%w#K=GA70-5ESDCy1z?(+)F+lX}xKAi`BtpZUi?WAX z^k(r4J+cutkEoFJ*JS`kTI6PV3T3*74cISr84(8zB_lXJIx-a=x<6SDUi|pk{_lN4 zrXrCUT?b@K)34>ihjr>;$KYr$PsmOwW|$# zc-8!o5lvw(fAp<8n{ySy1$=!!!yhmXCz$*2$5T^1;Wx-Ly_&MeO@)ldDxvfkbx%Wn z2nr2*5(j56azM}Pa56Y7JPL^%-%Wf{96tiS7$G!Q3 zQOya9bNDt*9d2g=;la5z0vlX{YUqAHaebdCgM%^S`|Rw}o*%#>n(w(6fc=pDIjyNY z!>lCih-wbYx(I;SbeWh><>zfi@NpP`PQv7L!d;WRC%9C=3gDab z^7$P*CR75wdWRO1H(#e@EY%?Fx&oXWA4yZX*w2U`xB)u36N7J}j3;ju@;b22V#~TP zyRJfUwe<#^abFKaL~pk7eX^Cv-URWE_yZA4{5(3hqGacg*EOmDuf8^I&c|o{?{G|= zM!)FQg%yF7pGjYI<9@`rN4y{FJ8j+@qV4dd4j1i6-eOQ+UOD~&teA2)iihsU6~f(? z)>WJ$eS@mGviVsm<7kq{d1b|k8@td#nQfsv4-F_PQq?#qwtR+{?iS1kSd#a=NlW<$ z+?wW>&6`u_bEA+ICP7Q@lm#5&gQb#L63l`%jcuMplAq>O)elF5kLRss)~p-97H-RD zDdJO>5ROn#<{s7UaKg)(bZs?@qQGDYr#HEzyNzbC+{XyGFkgm_>#=ZpFSn@+W+zoLmDFv8jd z46n_WYtsmS#Y!mCHnVskg=G}Bkz)S$x*&*pMqgDOnT=v-5GLu+yjk^!;q+8B=K~(o z>FKHAO5v|2x7=TCZH<#RkD1SW&r|I6i>o$qN-38@>8r=%D=kjarz@9Px59eW0sx0^LCkl@!PM(M>a#)ewBEAS+&YC!_RdofXDnn9LUcn2Q$!N@TCJW%W<&F z966P+QNYIU?{3j2#+9+{fuYEeS(n8m7bHFbflk zSrVP>#xjiGmTw<;QXTiAw$aGNi~7UazKdX*Efu|-2^xR5wn}A^?Br6v&LmAJn|EPr z_oXAv5=waXZBMKgL8YPoEuGZRj+kWY{@OO<@vQS{AcWfex0l=dr|D?YuC7={OvrHl z%)!%igqI2tIDhcoUMah0$Muuia!b#>(}hOWO57}{ws*E)!*-oEu^nfmn_1Vu_P5@| z1z5&ygG`XBVBeu|-m*8$$6YEJsJ1Vvpy(^(%(W_NLev`Uml+DPb6+#FOQWg5G+F&uMPu&ne37wwLt43&@Mb&cWC#7 z4U3>s6I(pTjTvfY1_&9$oWpErmdpKc?}pu6-5J_gS9aO8W8|oG`9__RVEBE&knx*O z7!Ics{lCp9;w3m)b?q228fWX-vK?mvtwZgeJ4AtG(-oH{pEg?92y#)wIIe0fhTTcp zttLnm!-qoSNLbPxH{S2>Muk*_#21T)^+vNryGm9%&A!GL&jUkqVv4n2t;d{MjB+Rp zWH~zwi?AVoiKoiszm#$W7UUnjc>j%i?@_Id@Pk2CRw)(Ho4H8+I?by{o*pGmP_XI4 zA)VIxz5)Zc68(`xo~u^8dr|%g5lb`bM_%}U*BwjI=1|QRA9^9-(pN?=)Ltf|KWj%aZnJK*>CA$AnVox?QRB=6 z6-LOI@HXnQh}NXC_J!;Ar4(#Du#ZR2!j)^fLdG3#&DxC@gWu{RVpkoff;6{i$jI6L zM$n1m_K6IQx2d?prsZs_{$O-8n$E_kUEM856yNGC*nrQTdiY@6N=R#H9+2ZF?|Zw` z8{#9rF+lu^d;kU2hJVg%O3$x^ct6W`wzz(*G96)6J1!Bsn_X)rU>okyX4|31xjt?1BN!jCnIRh2uGlE{ z_ZMuoZZvbJpb$Fq_cZiVO5ee)S`-F0QvaezJskJRgl+#+`oPEDm4u@+xQ%%~yUIS8 z4#y5cWY5-V3 zEFW;0Vk^E19ZU_WgZ51b**BbpNJgE+ef=*j<7wh&XB?v~iu<2EmNZHq&_HMrQ11t4 zk+N-rd)xYnnPP=PT!z+P{f2>p!w$Dq7FEl$Y3IXP+)R-s4WA(pyyGS5-~TLkd+`Ndd=39@2NIT0 zwB#jhoM^wcTi*k;eD@b>^DD_;EJrlvwBSRDK=#s9YTEBW?}aCX3tvBp`j5kvt<^?w zCc3NgAI%*2npp%?@%c5Ik?KP^6*P3JpN}Fq(~_u>kvvhbt&nQ}3HOD%yuT%jUTI-b z`u(>rFIzQm+9D8o`LM0ty_|(W82VCR6&Tk$$-n(CTHx2Py((9JCASCOx4Mo~Ad`=G zR456i-$Z0XQwmp9K&Bym`Dl2n&RC2oM2WVe{?jjMbbdq!Z*X^82e@s*wd*HOa}4pN zs7e;|(AL21{j{%$Jtcn*^L40RA}dWV3HRNEy~t~e!(&v!@iO8hO#`#d-xa)wY)tmQ z2_9#EkRQrN?R9XC8_qZX)a?(d5upyQb%RpA6Ug;&0+q9HVsw8y>MAY-Dh$!u!ZUGV zbM`0z_}dk?{pqrV>DJ?!v7lc?vGwYr5$0F*qZdL<2LjJ7c~4yy43{C%h4c-AtC#4) zdA#v}b`;*nAgV~RMW~S6X;sqRP$3|Feh1^W(v^Md`rTUS1B3*yy+@_}ifePRpY6rS z6H{JIBGB&UU6u!(8qY%3HT8O`Y$Fvr+KxeD2A$rXW^^uvT!^(9&22YBR(o4F-5Obf7jXSd zaNfg6yyje^yNa#{;^bjIaM!91VPDVDX`LL$r?%|wUCEGEpPeqN~a>GMt(eZnHN zzu)4N!_cYOUrvha9={fLe{{9%a){*?_jlF_c)*zh`Tb)@7Uz+PXh;O;C`^jlZuSK& zi{>(WfUiBTe(=L&y0lV?>Pg&7Y{FhAr&2B93N}Rr~d*5b8o)_gfh%J(4>YsbXMg-PFTjW+VuBBV( zZhZ*^No*mQ13?jz{hD_A){Es4j-6ij$1D#$_QMYI-fA0#cB`$*94m<|Wt{z??zHru zTN^6vo)JkLHo}kQt4BOG;j%eTy^fFXSU}&QhF8^wZ)%7_1nl8%^I916XDr4ZwkwCw zVVc>^@nX|aIlL6+2s7q~BN(%gBVl#x$YAb5q%N=AG60iyRl@ON{qn+*QA!`zv(-TL zx|XeU;kG0P=4>5+K~YxCr_ls*dw;nX&iL0<99>;hpON{d{oPrYu9#Q%wJ9)^nww(D+>s{kI1*q~mCLt5;{6BA~_+#K` zq{mYVT7UI$LhWq$deDptvtW-8fDwL(X+30EDx;}|GCZ-T~0!QWFLKNn&4hn6FP3G45ldM0k z-WjRF(PKJ@Kuwdiy@B^RL(O-UdoA^x=s~7CgdBw`c~Us@Qu1eKBLq{#XWK92gTgSU zd{M;D0XJSgxnRgyFsA8MJ|fOfG1)DoSR0;&{EJ1kHp$oBE+5KEz>fXvb@BGIP(#9_ zP=={Y(;Dg2HPc#0tgC&t+|A?{Gu?=VDA$qFogg7!DpZ&)U!|<6((4HPD4*Q~X3%}U zspgi`*f-LAi0015PI2~-7cItV!$LaWkj{2hc`DfIbR}sv2|5Hj>*fG#_=C^mza-B# zXk1XUKWuhHo`U=%1Juq)O>ADNKDKwcK0L#Z);^Sf8p7{B6-qrG?~lBAKv9bL$%|zFZOpH1#jWBplK27w%QpBfmR6zGTee=?%uT7mQw6v@>ol+{l8p z^Qh#7iXdzF>}}bA?qaF`wo;(1Z_S}k!_>f&wCpy=q(Dm+lf11!S}LICVnlLG=0i@q zE7&nd0E4$qV|->pIh{FYt2xQ>ulL{Y3h_+LsKl5$VqTMXt4mgA|I0B!qU8Aq7M=rE z_7DS+PhX{+GC3@ZNyKmCq4M}lNal(o{NWU7pr4Q9rFp2`?>b)V3p6o%asNGzm|-n; zks`RGb%X>~AbXCZ^YWKb_eEr0X1W@~=x#3&@PQfh`k$Mi_|Nf~0n%_UdqKiZIK_n+ zJ{ZeG#Vo4gFPlmdoxdc4u7cW{2voaHpWvGW&P)KB#4A=-g)c{J;usPd&v6GqN{kGX#blX3~&d25Am26Qma5uVA|y@eq%NYvP3e!8<5WsU|7Th zDVSvp{;{jaMUw@wy$yW@!g#Fk&g zDuA*MH@Z?AwDCs9-eb5S<@pzgJyM!W9qUb4!GxGTh^-=5a$_$PbV;6KD zw?a){ZAm4`ou$=aSe+jsUfEXJ_(#j!&}_T&C zDcOD1(`1L2R~BFow5`X4EpBTXA}}R4FE~~E+P#wP*6rBTpUy`}PR7uY2sk>3r@O7E zX4KaY1oUWh$F0t!HY4^!#Lb(j7L!9`E%lf4+q^6-zLvSzyq#8pPyIDvKc|_OI!JeI z=Fd+^k&B}nV^R`JIt!rJI=FY8S^g|vd7B3y6^?Bm`x?W27PupT&8{Oc=i*BEg8K!o zfPH@pwFn{d;O1?gV@z8t%)tJ z|I7eV6Q=aRpNgkY>Sd9>j&^v?s=Wp6#8PsDrU)qnEcUwW@yuj|k~I+Rhtp)uXa8r! zf}zpWsSIF)xXaN3o_)lUf!tT!_;Xwk*VZ$Y**Q^!S?e08f5}xA4I`h{f`l;e<{0Ji z3LQn5jYwmD3bB$L5+UptnH*_Cmi*m=&yUk0+bm;oPNtT5YmSa~;5vW7*P2dv>8)4( z8%#GSaGP>(CN~^ZI{HA>-?8ADF#ohH2S2WLsAo3Yv19kVylXT%->^O{Yd7x!8D0s; zqV(4o>nyy=ke_ABDOcP;0lhMOI4!Z12=G52h$e4_Vbv>N`76?HY*-EL;7c}kcFas% zd@bX=PPKija$kzXLOD;ka@31?wnZ=VXVQ#pJuV<=qcu>=m_F&Hl@Evw;mT*9zl1`E zC;>Ad{ouaZaVae(zmOOFf2pFqtYq8}gA{qr)vbYx+pO$4$xcueE~0@4jXY zyP3V#aj&^rgQGw8GP;_$(|F833T?tWY#FILeP3UiEP@y`iWYE=j#=!VcMab{%JbQ> z@#g%k`4i1DIeE&`6KlT|LH*66Odo<~Ql&qVG!>4>XmP^G+%RP-ZMfwvAb!tiO8#hu z8Qa7*7?9|HzC6gR^yRm}yz4kS5gWYzDXGl~QKjC{d@5HeukR-GJ|Vk9%r|xutAGdf z8E|106Zw~x)|xFN_Alv30iDiE+(EXdU5;8yF)-ygU5zox*#=D&{~Wt|t{~{R_P78K zQXCkMGY8@U3O7f;=Tk(AuHE5xrATgTOeP5Wr0(mHWqpoqMi`-;1XSQDrjPPNHduJR zn6e@PX=jqg(*x2)FOPS~1>6*mbe$yIuXHsCGHb02TSLEIaa?^g7S6Bpq~c3lVM!)n z{uGP&fHd5MUoY88-;4M=gA-4$-RT2ZKD^8d!(w1sK5|q)Hcj{rafv)Od;q^30Q$Is zUsQ|Mp|gZLugt!Hj9WYTF?uyKDVs}mswg{as+Y8ftJR23bP=sh0Qx zUgR1Bv(a)+(~=dsZ(aUk(x2kh0he-`)ucH_g4t_G7Uy#APB|lnpv<#!Ec39Zty%4s^Fr>T!T4uv_`{MgNtgzkd+n zQnubT@pJWy28F>4{X`Tg-{Ph9;ECck^@7(rMgMX4Y5$uXLj1J}!LOE#i23eld1;Za9TpK&(xQ=c8Cf0IGuTyeS1Ctw@n#A6>6ij#EdLwB(YHy=Z5;dI{-0oTd`V zC&|esS>oBOp&swM^aWAdbf{(rJWFkQ^vWCxekG%;9+K3fQoOa5*bs35hx`q}n-_7B zQ@i2c{i0JW7t(Gu!t05C*~zH)Iv#tW0_v&}gF)3n66UpWT&=r)Xy$G=)I)aRI4G|U za8am;-t16Z#Wp<)BZ|(belZIjP_~}NWHFz7F_JTXQ#Nn3I}t5tV#ZAZ6Ea+h-I=Ax zh2|M0#e`71KRLTmr)AYsH7JuwzP!2DDiv}43>bK?_P!kk8rBzlS}NWe+kj62cl4-{ zb#3ie=Urwe@M$B0Yx$0BrNu!fQcIuYD3T8EFGOXF=SgY7mIXQ=LhnWYcdGz)GxVIR ze=URMa-1{weYt%KPF2Zd$o*`m^~v3a$A%VS6TW>P2OWajsI5<2N;*BQ@Od_yjRPEU z1U~n9o%*M{NYbmOPIBBVawgnVId^kyS9+Z?tOY+w)4lubq6F&CjiEDWK-4QAGsBs7 z*;1KXHk+&CcU99LK==wrAz0-`J!Yoi5lD_1S93U-k_8~@QA~}u?(iUPjJv=d`rBbv z#6m?#!B~A05{{}UkHh%dayY$0aE-a#cY&P$0r4*%7rc2gsV|_SOlB-e9uWo=h2pu{ zdtK3bpqbq7I$8K&wUUs%_p?>k6$9e-8g6_Z(sw@?aRru8x|rT*)|Q03w;!OpTC}GM z?~75iW$GDVATeOH?FKgf4R+QKD1Nvsi@7IAc=)U0&Y1NDUjtuFG($}9y7z&W<5dUv zQWhse9yZ;h^?j(<EEHo~wWYEA<9KHc*V%ZR{>Q z?|vD0pUzp#@DLjcWYDo+OTVL+6S+ium`wkkHtHJMt1Qxf`{Nzp6c`<7N8nO65IeJ7 z_~pc8J#7RlU)w7{n7{=!K4r$1YNBudRIj4VHK8~pr?uP)^=S@6(isU5Os>%Ufkj_R zCf^iidQbF&`yJ7dJgAuQ8|R?<;?ufmx1P+F{oM(@1@w{EY5bhIu^{7tAs%q7GptOW zB;@?~#2DySgs7I ziiQRhfIm`jsm@{^2R*O%=3=heq>O8WJ~WRtRnB-;&!i$6-t`k;2c_7S-A%B9^AK-E zOVNB;7c}5fw3JD{OTYZeDYY;o|7xJ`Co>|YW$%{8xV)9%(;T~-6lIZSq2jF9@Aq%Z zve>76Lb>#B&>d;W;czHX%Iq3%O@_I++IguHUFuNe+uIBqX}uV^b)uHOep2mRj&p{a zntA_@{6o;gp>`fMPF{FqCY+o3gcr|gOf1~$NMiVM z^yyqf5XW{b)rw9IVuL^6Ff88H0qEmwjX9d_BK5IfwSL?HhVDhJw_Az>>2Kd|h~Iqa z)O@T7z40i4N~MNgV}{ac+FhM6?}nn$grfy-d*OxkDd+5BFgQYBxDvnu{VCgc2BV zf8L{67Oae>T%Y!}>kKgFz@iOOo06p za1a5fW=gkO8pB1aqf&8vFu4yB9c@boO|`qKAG~An8}v2KFtu^+zq`$DIzpq7BgX*= zk9GtS=$-d4Xp`)Ta4l&cJzf=~0e{ZX&8-1@$hE=1laT6@MMbmonL(xHbzqn0h=JJ9 z(=y=c{v^6j1Qj=anoVxj&qZ0Wc%GWT7x}$D-|`VDDn6HG&z5*hDR%UO|N3BB>$A3d zCQXH1S0BJyGt!KV_6L4rI~2FGa_>2%QLlc!{F9h);>I&j;fk<(YL5-6ygzqhHv6YlDA{*n3fda4F%Q3)5T;EP8dhQZSDj-%fj|O<$r@m`mVULPJM8*h_hhHH8|@ zXG}BONCY&Jt#pWnpKcdxXex6kAU}+{N~kfX{+LFoR_ZJ@d%d(o#udX)oPFWZ#j`7v zuu@QTOrjX5Orm#kzgr>`OIRi3R&WtdPDcpz8I;`h34K5KaM2bLZnWH2NJsI;OE4Qa zdfJOdu^C~iIHAc%8(J5AOK)hh3)m~`?|dUYuu%@>%!wC|yHH%+1TV8vxS8JWE4l;o z@T3>(ZJ=S<1NnKKFJ}Gu1AJ}Xno1^i)(k2(YeXu2 znSmlw&>x)w*gcW?N<&zFbslwZ{F;goM?R|RVlr{-gIug6wFD#4`)~%|I|@hKtA5Hq zH@HUtHXix=hFY)MNG?Wa;IW_Ts9s3Gx>I*?p7@ky59VFbtS;Z_LVz*dX9h)x z#j7=CI-dLhg|u{tG8LiysTP4rH$iW2$F6tAk0$Er?Uhd#XQHDaq;@8;$wF{w z1qUYr?$poy>3wwWVjkCtJmbmJasx0lJ%8eX!}gNNk&0D7Ico3J0_?(`BQ);%xY=4vTJ#SZ4Eq%Dp#O{Y zn!m!e;vf|4#oyhb*#lP|a;H}I!TnVy$rr&GXL3Nq6 z#lA22qWt-#A$(i$1L8&GMg=2(gnq%H>Gn_W2Hvy2oJRsNUGbL@pZTyUQ3LUSdI3#| zO?7yrT#|2zIx$M2LyeUP9m?NBD)o(w z=R480c^Xvsy%eol7A>n0W{SN2So7SOyRe<6&AtzWAFb~3#P4Zj`V_=%C{+rowN-gV z7WG>t>fmdxs`rUmnuOmGkohQZH8qxL@%+fpAPxD&r@9=`IH806dm$~B*)Oh2uc_1k z=u6r)|0dY0n$9s$Gh%kO+QR$f&+1mN+hzs)M+d?r=+m!>2>5qiikU!HBEjAGdnYPier^)^_N>&e+3S>V zy9YaS{F;_!B~NME=$F*^2tep_q?hnWsf+`ZcO!9#Mv~9@GFQN^K|KR}k<~aztxeQJ z$*k{@;yb8W`lYKs#q1{Xa+-?Xu`vKG2rGo7Rcn zBV1bf(sXFa1$tqAR!0}_=X_GgOcV2QR@3$-)`pa&f z?T70YV|1oW$q+QH8#p}^7P1;n_PwA?Wh{F_XYWHL^?S(1{)}fY^!q`B zXtVV;O04h*&gUzVlr?&3X${7UMh~isyH_HhHMJeqTIPNSF9+xS^Zsm&zDZ8^Q@xZ# zpfZW;uu5WlEt;#T8B)~l`EgU%Gd}ie12k;T6}Ki3>A#IXX*w z9b&c)H?YLfyh|e5$;wBC_tSRmO7)OLz~3!^Zz{YA=4Ti<@&TG)w(1*wI84KqEKnb< z4~L&P`eDo{#PYMa-xHdjB9VXRW9z z&1d~e^Q&T8ODA!E`Xxk^X46vw{>cG{%kHtP*WZr=(w z4Gm=|Kns0C8O5Z1kFBD%ASi3w7B7mZ~u#OWb{J+_pg+aa+_xl0_=aOdgbrPkuH2FPT zd))j;YUjZah4;YmI-1?LsjXo7O^!dsRG@&LmsoqK;+gsNI2S>(v9BS*C1Q%$G^s3f zOfa>#XKZ8d#v^p-0*C{S$*Y22v%9G|S}&_WW0&MWIlhZ~Rsr?e>flbo{FBPl7yfaM zXoL^bO8NG1620?uhZRDC?lH)_ANyY`*1d7_UBopMg#b@dbYp_&%hsl?R|k+ht{Cu` zTx~5?+Z==C#oHJj+FhK*XN`wN`)UCYa#F9cuwdQnG%qw{2FU^d$k-M z$b2!vg!osuu~j=0>svrzU-aX(I41RvRQ&O9R?Tr`0$%&_48H-R$8_^wcq$}@UluEi`6^Tupf$-pRx~`n@uo)?RBDG`NR}F2CVg8zIjVq~{O=z-|&zv`bAz z1AhwOMJ|-Sh6Kq{q_75?Wa0tN_?~l7i0V_{+h279F4Iqd^syqDr}NUgK9PS-LgYfX z55569&xwA;6z5p)MmS6PS>D)+0=k#!q0Pr>#^uno?hefwe>wkE6uGv1g~H4Hwb%9+ zm4VY$DNPlvSHb)|`6PQwPaKQ`>O=C=GwtDguXj`l#?Bi(-D%c{KORUEfq(V-dlQP-C9;t5sZ=Jjow-ZSm=>nlEvu=(RMt>aBuorMgU=nk2?%H4 zksfEt5Y$*K7tU75=&n5x(ds#u4qF_U^?-Aer+7FWn{e!O)msz-y3PSPtBI>Lm#zqm z{p8x!$)142CqRCL#u{(fSmPnEYE`|+o1Uk-=kLWsJ!~b`^5Z<2~&^)5ip`3IS{ z_AS9Ol0Ugv;vRrw>t_^mi}_Ek&nsG>u?9dJsvbRaG`Lj`6W=Rdz83BFjNN3EYwv__ zpgwTo%?h~ZFqq7a&71w_9%g3(i#>Nd|4`Kt?J>%2SCIvF0p`uI?dUAa9Zn4Lt=KRBEu=u81EgDTlNnsAr zBJkH(M<&4aG~JMfL6qZgu&mt ze9(nWvnv`uR~UX&a3k;cHBZ`ZrAt~!7gAN>+Ked+P_!DR=KjsuF#k0nkyYAV@0(xj zug6jg#{@EweYT}pGy9uiDc^xMbo$G!9FVgBom-zE7+V4ucq%_ zxf*|Q9^jUTpFbdhuY|0ohE7q-XX?c3NVui|yuz(&JO}WWm!3z)opla&@KxvvnFfu4 z`0#H3Lbq1bzj_Sgs;Q58!8<39K|AIf;F{gXT5an@F~s2Rdt+JBweWs4ZXY+;w7Ghm z;iQ+5Adh%oSXuK@D&L>-n`90GO@XemV0d=M(4spvra0f0NF`2W+@6P_0 z!!Xx~aDL)z<(~UjA8X!&bQE`bO1eK7zquI4O?9O4ShIF&J8%8f)E77n@(A@??Du19 z^_^b+-9MMpwKV={peBz?WZeT6Ug2h*Z%* zVR7W8=z|pK%8~UCZrv+PkEGNO4%##h@T;bHBA^Jl)<4 z5DE$Jq=93oG9}Qk^Ni1Iv6(SLYNoDl{EE2828Y$DRl$-+%yHkn#_xNU*_{1BFBXP_ zM`pE7^(PAU7)_EptkSazbQ6fz|5s30{GLsHy*cQGOgC&iek*b)K!NU61j#-?Qf&a~ zouJ!A?&na?V8C|C2h3s-(~UBo_)RUkZ5W#7$oQJt#JQZ`B`NwW7sP7*6C&1ZYvh5? z(d!{Om*_YPY#e)^GT=00fyoS#evqCnY<$`fZNT+i#@9$5(;KlpekH2-53muAFKPuP z=#c7njEw=-?KYdnuWt`Jr-MuYU#oF)5GQ%KQ!)}U@aXwc14fU)hW&FW^y7LwINB^mMbQUlE#{WRT575BbAcv z@2NKZRzvH7ZyFRqB*^yTiF}O{(P80;=&2e|3YcXmuFQQpg-@(X4lVEQ5C*|z0a{{S zZ2{;L`MXybaC_!+j~=9bSd){UZ{&jzvMO_Yn>XC#vfDODlYTqtYi0v8K1;p*Ffl31 z)|Q@lw@aMvn}7Vjb`gdl!*M!}k+`l|X}r>`&%8m1&|cM5b)ySU`2kCuaFtZ>bA3az zk<-kB9|}RVS$59^!P6Aq*0S!~G|bWJfxtlq(?gX!Y>7M!O9)e3Q>(|JO4eRCA4Oe% zQ&FiKmz9-2?De>%4phWF=67*szpat+p#RA*j~F*vRfZ}^Nemm%v*f*R1l)y8Qr2QQ z%z9KqlfPdTSX@gmV{3~Z=A+8t?N<=ATrNL+f=3cz*OHKs@Oh)L^;zxJgCGZy%{CIj zB4Q-V56SKl#M_2$k-;0swS0(V>iDZ$A}_|IcM*F{ndw+!+K~!T+b4dDCEO&_YqE~{ zOi5PzAglGeVN&EDa{BQ2%YJ|N9}^$!Hkoo(TkYM#ZXuII6Sb3w3|5&o?xw3V?rRAY zD>WfzOnhKoJA8LH0(HZi|KljL9YnMeUIpBnP-EZF@<$|4yIXUyq6WsRk4Ev71a(v2 z$D@t=fvyb3=-8(%g9LFn`j)Rwkh}Q`UL9G)f4RwBAB6YVSqoNVH3dd~&J)|>9XN@> z4IYGfLe~pg9bRTNC=t`EM~UW}Niq;jydz(Lt5&lP=wr>=-(GM?#1ikOH|-;Aa)W1C zzX*PocZN0Iv;HAkU@9SR4>*1u@JeYA$}WzW0o1OQs#sMy)Uar6m4aUCKlP1y(k+(& z3bLq?Q?>wmOLuJblYb}DEE##0dh=_ZS+{p4UM`7lPM+L`x!u_P$BL6+;|uLHIHG>LPMymPW=WHfon2NNHQDOc?_>%>Pgp{tjmyM< zg$DR3e)JWG_$kMsS#+}0qCVT&W|BqVMGe=j&~B}e$zW^ulrRGm^z2lbJcntjc_Eu? z9)lcY9C)MMnh=k-?!;oxqF+ekmdwzYOJS#klY-+9u0Ub&W%!er+h9e@vm2v(x_P2H z;JvX}o0OhFHCC9)N~5?l1igbFLOxhXQ}#bzKz$X+v|_?=(k?cWy65*;(ZQ~Qlb@;m zRkwR+=dLov`O1QWE2K80{qKo)^@GM2ZvloEUrFkyz0!t4h**NZ?M3gy*`o9}H%-R= ztIt@E>b%f@6d3Y(S&B!OH(`qqg=tYKPC4Ldwg7CIQa;QEQ&H92k(Ijcr*~A11BNqN znCuiQj?>u!txwgVBq*gqpV~J3yHHXY(hEwtj>kd!7m&*1W9Mh^|3FZ}oh{CHJBr?aF)Fpn0&<2OqM)z)2M z8)w?9CYP;Vwj6d~hl?K@BMvmaou+2$Y|Dd!0&L#`x$?<}I?eE!YG3T83S0oSRMo|e zfj7jZO{zF>Fw9u7bO$Fy-p!IpAL6Dzr=ybH-mG3diF$0&J-^$EKoj;~?HNI$K#i|O^N z2fT-|T%z_7L#`nAkM_)4%V-Vg_`FXEjmx73-a0%c;9kBf^+sGq{BHK9ZFVh+doP)7 zdvJZPztlSN0?(BcS*>Z=rc!BQ(nzW3WEtl(d(!6@qeNLDe)13$sd{TQ{9#?DUzYGX zGG1l;<60Py$bDd%yAgeKVkW=!?0tX4DhE&y#+8;6d2aFvF+LcbVG%B4d$^vZaM1q2 z>3f}F%GErH=+jG_Sn%OI8QMhY5V%#XpVnuF9_~k6P8*Ky5o~m{lvoDVEYUrL!Hu7b~FB_M7)cL z=NWxZ03G7nqsfm?hXf79ij%snyc-bNlHcDAdn|<_+e&A)UF4sM;anO?gqXtQN$j#Y z61uvWAMC`|ayRBgED-EcslwORyjuqB4%y{o2{_;xesRP&P`ApPf3G_0vgi?7CqH&v zr3rSct!39AqMJF7^@6QLzdKxndZQUk8)Az9u+_T3JyGJ;VY?&6G$YP_x$9)G!~U!$ zlr3sn1b`$anq`6WjRk?XS?-ht9(y?|abFuJMg^Q00)HLg5WZyYLaq^@y;jtwHe0&E zO6=|}Lhd{OY#S8fo?oht&6&Imm4AEbe&`s0U2HbGaxNw-R^$v7c<#UU^YoY&7U-O3n z?oE`Tzf8OxCSKn~U++4^jEGv}o%!SCpF*_DVTR!pdgOJiaD3V4vc%IS!rfGE7wve- z{bSU`^|NY{&d|kigqH*j4ipXM@(UJ}KS|)@}6G9(e zHStZn);^alJM0LU1DkY3X3&km6+HZ&)_XCsnda$CuI&`h;MAv9vI(W+4fSAOeO8|$ zh<<~4IIDc2XalAyw^gBi2MqiP3te{^X-*te;!0&gVa@lRhke5ErXTho^H{70)1iW( z$L4wIR$DBFE4mSdyzynzvqXC*Fm(}ox?NdKy* z+^+0y2mhT?+(o|By|Q=+UEuR5Z?VUBY8SDb{wNcuK!O7~#i?xax!~?Zo^-j@?96hH zT++Gn4k}G2py(!A0f(7B|KtV!(8~3GjELbPmKV4B*#;l&lFeKu#hK8yHEP*+Q95M1C*2lFn~s^ zY5#fA)Y#$l1QEe6)j(x77PUNI>XgmScN{>9!v zk?$-O1Aa{)1Kvkrarbw9&Mq#aLcE_q13jW3#{ky=7hmGgNhEV?DIQjg%4;n##8=eG zv(S>`m^imWhZ~0InrlL=X(BmGKaNTaf5jaqCLWMoR|9;iO#&1UHz+E9NJlg z7HeD5udERVVRoj3Ednoq|4w#Hek96rR3`RnmOFPE8%FA7Qm&5JcG-cSQ1jtcfQOY; zo5PX{SLc<0t_17`Uy844bYo0tbuEB&Rn@A^g^Exu#NG-dh&t*JXsV2+mg;FZXO#<8=!Y=TGBDJg(V0$H@%-k=kjS`^ zIaN4I<2rHSsM8h~W0|2DKb?O)I@~s|L@9`RKb?$)6dm|UyNWF7oPqkdp?>ljROTbD zrF`3|j)(2N5h-l71=B?y_7&bi1Im}gX?<~^XP|#(EoNnfFN!ia=SZ1b(qKgyeV~!p z;ClOa8-yH+Ih@7)FUG$Wc=<)x=T?)eM3GJ&2f|l%KU#OVcO27|NM#2jpT`tM&I&)6 z$4VheK=xszb3J}ls3{}*A#7nY29e}#S%&U+OD}j@+bCcaQ*4wEuot`Ps2i9AToN-2 z-;|r@eF$5*|8_bmS`RxMFZYgK|HBb#QN2n*s23lf#fj=%65>ZFYLv< zjdxan>p}ie`v+gsd%z`mFjyuitRgsdNj|nDp#-s*9d50U2@qgUPxvHr_H?%~3RU^+ z6(Kg_E`)Y703Vlzld^x^tZHSbUY4TudbS1nU+d^icQjY%LM79G&hK-aF5ZukTD3W) zsfvM>4%ESd=!aEhYs#S>(q=KA<+Egtv+9FI%*a(le3^XP$w^1ER5iNHKAtRzLg2fY z2WxXQ*nPQfTAp6QrSMz&WrpY7{>k*g7j&& z&ITr>d?xz#ytYJcp-eP~(hmPgW>N0(#=74UOeI^>v^kg*`s20Pn;5l!6*ZNqBnPWZV93fe6$YOcd=I zYqlDm^_F0!z&b!5cd1h~E%G^%$HF5`hJ%Pdd^eP$cEsFeTymqOC!Pe;y>2+J5aL+_ ztO@LqMkd=R%?x$gq(}%V`-U>!tNAI|-pNz>vzm3FD;N4P6QI;HenU%Vg%sQudDz4{ zq|j_KoojQx+`AC55A-LS^&i9>V%KVrz)5ED*nrJ6Tqu-AB~I#z$T~PjId|a7++16? z@~du9iby5BB12tYxF1=Jg&zublwDsn`A;f-=5xJY#h2Km)Y%SjDAQdLrUMG$UcvGg+)#-t!kNS;Zf?qVSmQYq}9NH{smFaWi9 zngUKkflKut;R%;ZW2C50*0H(}A2%@Q2DoV8Kj9z|pjwFakt>CwDpmSVWiv9HW|qMQ zkg0X0;zp9%TB`y!5t0VP(ul5u`(+$ae72&$gnXg%T+HKS%9VAczV|uxrheAQi3)&$CC{ef;7HjXp#mke-ImbJ{U8N6B@sUc zBZ38T_7{IxKfruFLGv;BEpGkB3n7&SS-)>NeJc$^H*IQFIi+<|ZhUmP%om0(Co&`t z`a)ei%>x;y;#XDe8($D&e;I;`rd0Ffd|<#(xU~v4nVFy5&0G4v#ExbAWBiiTl;k^1|NVs8eIPxy+@H+vdE)pw1~7}Kk3&QLobn3e>;Xzwfe(K-FAT3x|V zBu~Pwu4nbgjjl7_NDM{UelQqk*gyDg0F0CSuoJkXy$DN#J7&wqNM57uM5vHog6tl0 zUrmARchrF&TLyK)PHpmX8k^?lFEA17dk>kphy;kbyI-sTZhF6vTRFcr?TlPQS&YF@ zTWH<$GAQ3;V({Q9M|-igac)WdSxO=VDsk(ShS~T~jR8|;^g(-xRJ%y)Wp~8kVaECZL4+R(Z28AgtU^WC0CpZ4 z7DeHPMA4134Vm@xq^-$`Y;LRXj;u4JO)||8EtE0RgTX`@$2Yrnu|`eUB5t#)%BE0D z03w(orq($oGUR*u&;!V7p6`lZfUc|Y(a+D_iNt_c_Kx0zhM6SbKKmdUi!}B}=G7^O z_?Rk+9pRkG+*jqzUVrw59&E*&VtLx|y8a1|dlx39=qQ_+sPXW$vYPiCdmica#3q2^ z>0UP@I-?Gzw%}mqaKKX5k3@E?h4h7&zYrlkw5lM+F}S|Dvh;d*`}$a}{Uj=$i=+E5 z7F=Qyr@PjWVVP1Tq<{FSPZ^FtE$6!f>% zZ4$TEzH{B)&CS5ZB#$8W$)zt6XzS0Ld5G)3?|)#dNV=+-9A27Pj$>#ZQUW2XTDnEI(O+%!WDn%B9&bdgWyI5EOX5VfsGFR})F+Hw%7)4Fmov>T)GxqYmo>hP;}X;nT)oZ4_)AHT%W9 z{P3*r^5^TCh;&((djHv$J%u1_s@m}lh@H@2gN5CHue9KBfMwd(9MseE)3GmxE?z8s zuM_ccSdV$gW4Nr~(E=+Exg2ER_~K_8*Ip*t1)<%5VLC!*=k+n%2e+ z*Z;=Cvj=E?-ZzDA{NmU^phCC6Aj1-RrCuM`gy|!xSHtdTtLu|d{vP}6Q_CINJ^I zGU!Oeo;m6&wd4HXMQOu(F_XOQ-@a!0DzDA42`!^utrX*grlW~yqM1#v$LKjGmzrC~ zD}f|qYCss8$+@0~G;I*=Gb18=e!QZn>)L~Wk?c1ASvgW_ga7z=zkn^X$}7e+*kDz6 zFie?C+|6nb&x-@~nf>^yD!uC!?DjJb=-M8R?HP+-{vC7b#(DKYNFA{r1b@ZLvv{vd zvy!3W%<}F{CExVv6_!{0^&QLoJRr-dmyM1m9vjVxO1ce)B7kLkmQMWsv3^Obu{Y@6 z5&PE{X;A`zIm+Dl1JI;7D8M2e2G0zUXvKb&3`o39Fb;DBILm^Wo9C0qP)mIg2Blj8 z`t)>LBXrCw5Wdz?6tzJ@$b-ME2m-}l`2eGJfE|OmNEh>wgc-4?A^(Qpt+y|D^;qwG z8yn5cP-x8aj{n?r*25MClO1pE2L!bPW;@=A2Qki_w{_@Pq7kc90>+{K2P+7(U_;(= zu?v5Qg0+Y*3v-@W6X!FtR2(Hbl6K%e!uuDGe#q+K^f=}8k{w*!c&B=-aohw_?9J?V zd>Wfc0FA3U**OCYPik8$PI`7UYJ-~M&ASzjusxW`{DH2R_RMmufi*HeMJv% z{`N_a)k3W}b8Gcb_DRr}8VD-GKlqe|)`R zgI4hw*GnHYLJaDVz#(i~>;3eh`nptZ{DPjlS1{?~l~m|k8qVEjfQzrtz(Xnr78~F^ zm8K~W?u?P+;;RU~faz_wFIR-0xQhTLF;~MWlQR-WmA*DP4Ycka#nro1c$H7 zr_$y<+3Ag32wFbB83aKOWft!{$n*P;aL2|wbtSGVcA#k7X1DbF#^Agw4&AtX*{T3v z+5+Sg!;?`}g!rvtFYMVMBi)M@Zp-+`-sRKPks{Dnu^-oYn9wvuzzu>h0dMi!6?#9X z)k|!M2!GDL7FD;(9L=1tw1PZ7&v>wxH{U??mCf|{dl(kCcnlX5$zIWsh3eQBy-;oL zI-?}`Hs^2S1v;h1#&%8V|8HBo{wJ+tw5(|F>@#|-*=)*ovPheo@p4r^Link2t#ouJAAJzdirhk_WK20s1>(v5!-r!4=2@$;fYT`G!dn7=N~U zx=#*IY5YrN+rcFzwKin8XCdAhG!jI0yz&NU?A)!bPol&s@$ zE`{`Fkyv&pd11rT;aDEExF!f+Qja!fxm6S7k7(iA?mQJbY4URi&_fe8)$I+#0hNp-E>})H4`NcsbOv7{s5pRv?e* zseOttjn9U9xtXrm^Slm=Eb31-H9e%$VH2tFEqT>vh&70s1Clt>`dr>>c$gC}7eLZT zO>}FX{n>S^OtmsvT}>bzUew?7#?boH7MckFt{$t$)IZ%q=2msfKTdgfj>k51mr=aw z4O{YY>}9U*CeqzH7)E2kiCbJHyO*X*J38gBx+KBL5ELNKCZ&8RBUIYy8Z__19KB=p z^g!@BXEEU?xO_NEc`&5LNtiwn@`~>Ec~Z!vG^$C^qxhhp_qYNv!Aogo@JbDEJfdF4#5wkkU=@m6;){`~eW zElTO;6JTy^K6^><8q<^}nKu8oV6f;IywJvIt*{?U(!Ki4<0Y0a%2(re`9*A?0K6or z5M_?L!+}c!SOSADa0u}G6NDT%#;!Tj1wnHk`cs)7nZ2vi=dfqXs_SUJP29Q(qdkR# zjO?}2%lQzKRV`r1`u3MuI|CKz>R+Vq?;Nnvi3aW$y}A8Si`+$`qo3f+yncx4OpuC( z)|3Y5VPo#3*Pl$SdK~ztGRF~eFo-|4+I zg220THXO>1uGZwASHj@__KJDv2kq-F-YT$c$gj`Bp{O=UbNFYG^E2QflTAkq5D}Cn zZk{aHE_&&7_`(ZO$8RSP&Wb2Dm-AYEjm}P!SDN1M|7&6DD4D`W_imZwZq4oqJK_qH zW;6NV#bbWc1Jfwzur+!wv-hV+Ic?HPtDVMLz>zI6uwkA1+^i;8K+5RxWDZd)(TgS* z4qxbJdjSesq&(WMC4uwc1b$xW_C9=B{XRH$oxQ`D`@XGOBd+8x4Lw^e36m=2YPcVX zKD^(TOl@_xnm_H^su2tNSgB5bb@c-t`+bEsw}E1#aSEm6J|Rd(S15|jMj)5atdiX9 zMMc#;++@+>g92Q6aikH(=(f(jRAjLh)~Hm$<4eWOrk?hl&wl|Wx6ijn7Tw|$K~>+7x_pe!R+`EbOR!-YsuoK{-7#N2hIY}# z*k)idn+=K3hs8qmxu*%zLuMOxnJnt$QGQww*R&Wy?%~qy#<-3atN+L*MmJe4sr%4g z-{yhw@;V|^v3iTx@%b!OlT}CeSo>9fXC%rB_K3}>ixuavIxzn<68?K87+E{;c`MjdyrGw@o%%G zR35AM)-;v_KK+5JGNiaDO{nkIzOcNp&5JkD>(%u`hVz0`e~G;^bd~?C1qHn6^U$`D zXC%)6%S%7u1PKEnU7*6B+{J0uP?=l9XS;nIScGG84!2-9DWW)B2r?*=1+ZO%{9bc1 zT|$)4G`$y=!x&RB2;+o7Q4|Hxz_q8gNAD|i0E$rkAt$PfnkZBco8 z+5qxKyp$CdFYT-+b{Kiq*jWXdflyBBgw zueUCX&f5}ux#=O<5#AVdV4u6`>j|_lC}RM9@&&A71DdTHpM!XvZ9)u!)f}+5&JMFl zlGu9YZ&EHzZM3??oI*mlp08_azXVE&Fo0=7=%>@)oS6dGFh zbrr$lp8XFt;rjWxlvgbnA6FahbqSQ%hobnK9 zsiPSY*0`L#;;z2Flob-OzzXuLG6lvKxnpF+-wfqW^b}qi-* zX%=c{xP@3{Ue-ik*iF{WaN{e<%o(F&PqpN>a1-y$m_Dn;y_r$gC!1*|EY3BT-1s?s*}1ekn5YG zS10P8YUVQUEcdK3f%Dh5NL))TGxdGC_{TE3cArqGAhqWotF4Frrt{_Mtu%Sl@v$r( zafr=m-zzJj89CmWbcA+P+NkEE=UiIGzx-3~m$;VxF*0kPrt~NNyZpLgWcRvi5jB(2 zK$#^xhFto|a*d`RRps9;1))0(rikn*=Ac#HE+GzonW)5i3(*m+WDg1p)FYM2>gB7{ zR*ulP5cww7KhOjRuTTA{wDHc)bYA6j)5v}B(Q`ichZh;FMKFn8DwB!HcYS{&;NGW4 zU_@@HvJm#WV4$h5S?f~iXT~lb*B)>a%)temZZOz1n?8bYOQQttW-oP=4h86sTpA5z zQMWcDX?!^8ceTyniyQi2_HO;-Tp%6AJPDWk1;EvQ!xVmR0@zBt!e;qu13SvH>k|<6 zrVrdc1Z3YjrP+F8H}-oRwdq4F;eqv!v{_QKFH zt}TvE5Ax^1rniBjS{3y1!@~`6`fR5>p+b$oRgCyP{L&ZB*qk;-{yct7TX`uE9b2?7 z`(_{=oNdmn?0ON|jUU`&P@+`yF6g{%rB|PAdZfGCUG^JG2NGL2r(DqGW@_-(VPgC& zPJ|rQvoN>EdwG?{u;9t80^tanNbc-4s0KG>dQ`l!+D~m2HlX|M6;|N(Z^7w4grIsW zyWajbyJ~`lp)dyyO$S^FVFs7iz4UA(KN8K@Yr-bZWH2gW+ey1Wl+`-ZA%>zoXwx^NrcDT46qB+xHnvJOz8f+!w5!( zR#SwgCt&t|CCwa%US2mbchS@K;>KZc1|9(;v74a_teR5e?h(``k9zHcd?B%6KM5KnB3(5{g%C;0zV`(4CZ_D3y=K8iU{b1@thVf0pe9iqwO>PL>=nis*WyN||!(C4O_(Tfs zOizC{7vCNrC2>*rmb`=hN>q$hs3xfVVtWnDa8vDm(o7Q6pvBxMxIIedH9_(f=*6u5 zGmA+7Irrl~gF@)FUtzBzx0ZXx%+jjsm4^ zHZ2#4QW59>;n!a8%e`aN3_-_c5Mq1YwOKgHLHBpGuuNxBNjR9@dMwO>3hkF1ZC z{a<7y_&?GhcfP%05^`H(N5Aj7fPb6HCQt{>S7<9Rq};2LL)BpmDdb(p12(vrBK{`B z(r{iR@QpQ@BCs0*=@Ws0dK1CmkdPGio5qJh<)MM$>;JJ_EA&$bOpLfXTl=*#{*DKRma zv>%!x`oCC@LCYANdM*c5R1n@2R&zwRcUgoP;n$k@f=XcOA;hmL7M%^Yhrg2p;gh-q zMb)dluApg1Og$I`>#g(x0NcX)jnyxvvO=*1pKvZ2OaejA=ZJYd@jp6^;8i-6 zjE5(FI#=D|<(yL^R*fr&iwz+eEuVB}RqsxL!8^l?pq#NwN7STN9%KA%$%% z1FYu?_@vHityu9>`Kyk|YKm|UHLph~b;O)<-e|4gJ39WUf#?+-wJENpn%ehnyuX4= zkPZ7WAFUaGfe!^AKyNl}l|0@@K!n?v@m@6H z4|cqIY5}ngrgaGzcCkSnql-`58_~WSu0yE_GJW5!!d4?2*SPiGg%4l9O?}n$yR_&! zeNzVyJ|Qt2>}_V8lV5IBp?e0_%E}m&&+>=7ymG?aaCMLE%+t6jl(XBmoSiHxHhjKn z=(s>18qzRmA6pde`pg>1cwg0*{~IU9tRN!*PDjaUdIDqolF8Ho2Qe8VmIJ|@w*G=D zvBZ$Zw6ZJUvsgq4Ms#2IS*jJ$=- zd$4m#92S)d*Zc=%CSC{M?!6R;BrSoijlw;D`J{vFsv9dK5K)St{vQJz-Y=UB-V%ft z3<6ayS7STM)`@}+^Kn}NFOvth@CSIW3{v7<9Emghh+1q$FPG76@-zpd-t?bK-=DP= z+qIRKSa`s zoC{Npy@MCJyET|!rbW$wSLBc9rtdpMb_*8vYh(E7-XSi~_7K2v#2epVy)b=4%p#yN z4hX!^+13PS=LFTqkwx*qDdSUUmFB-%i%!-iOneLVBl}Jlup%dVEh}?gZs)JqaIyyN zyU#GTSmj8m&Qr`QwOeIMi|2Ta+|Pn`BxyF7r#Tf!_}86eiENI>g#{#h1u1nH*E4c- zE45Vp`3U*UKDyJR+NE_63tN`WH-)vw2Ade0UU@6q{0<^~S5`kY1xLddkIq8{r`)1nnW5Z{+9b(ur4qtLO~ zkP8k<%ZB(HUn=hh7^V0wV0|y0Z5xIQ5jr$%#3)Xl%#N!V$cI!G|6SLLcv7GaHapxT zp0V?6^bZ{CYQk`-6Hpb)(CbLmU~h$FRiD23xBr%)W@JEe&E&p&AG_`1X($3_9c<542_rebRmX5jf6c z%Mcj&oKf}HySE|mAADOZ-~RnS35zfh6ykEKSJrF@DVsxr>xnuCGmBpMISZqSq#90dQh8NZn_|d zy)Pw8t-!>S{>7b)@b(P?(==_=yIQ@b*%yZTiI@QGW$Q;L`~c)s`m`U)<`Vw#IFBz2 z9O?h2MP}S_iL$F)ep0M3^wKZc3d6eu*Vf+BYy+jQmNw4?{j`U$TeYXnI0=$^!PbQz zf5Z2j31YhM0tF9na7VVHRdlXh?=Mnb>R9A~y)6?-(kRQwes=J6YRAu9rAo4#>DwqnJfF1_W(ZuL3G*kv zCjsmJ%0q!M{wi@tdpVJX-PDdj-)&c=fGCAdTHXvZodn;HH*_D4_vn`gwxkj0ndF) z9JXYW(~#&upG4|E&UUv#Lf|V{UhHi)U}l?H4(o1q)L7R~wnIxX!;qbUmN&;1%*6-F zVOR#St+*E@xLAl2Ov&dDv>1swdXrqO@h>M*0EcGQTR-Z83f_mYTG{9b(%z--_Jskj zeACOiAwI{oZQvTKc@_3VtnI28Xs(iv<0>`bqOr&Sp9MgRh!G#Ge|Ue!dVz|()|@tl z$0)bva&Nw&{6)&reoHL%_JVnzFZSM!#@wL&19Va3uVd>Wy!6m84T$hb)oAp2H)nLh= z0+^DG!GZc6>Ibi_veBSNYt+TDeWk(xvy*ONd` zvytEscE=Tqe=-%t3Pb2cywR36`TJ>5+DP?-xQ`vQ2p|zacq0qf+j9@w`R<5H{$9F$ zPeqfo5r&@B0SZO$ev)d(ehlBG=D6VR-G#IHJ4xl0077g51MVwT!OF!)=PMld)(naM zAB+*Yw;LPwYzanKR}x%)Sw0vuPP|$Z*XHdZFokw9Z3Ul=IX0MaZya1pgqg#Plf$Lo zQaP!huRNbH<*f%RI>m|p7+aj?^->|D_+<3a`?h^PjP(bJF&)ggustKi5L!|6Qa}Ga zOdVKq@@W-8r<}*i6{dID?mKI3nW&O1a zWfh7Ja{(005}VFnxQ^lkeHn~!*eY;7mCVQDsjG#ef*U)?p1i5^y+r_}Wo(1erShy> z>C{@hf1dEN6JJd4s5%P_+6LDe2SX}f8^t-80`7ky9Gb9||yuSVlEA!u` zosk8V7+-|z8Oc)kh3AjGQR=XyrAD2##fRVhu&1iyADym~^>@1$nDw}=_i3ckIDC7u zUS?b_jK;mn*ZlIG+7Pjbw-c> zw=P({{(D}f@OVa_`I3d8PPt)A3#HZQ2KM@# z^p|WtS1AqlN4|&ylrn)rXx}lQ0^pP;d4)D%pF#;iqz1!2 zKf;^6=&FgCr~If8elP$1H-#VWgJ#@zwF=nN4OBxvhUg@c>wA97G_u0W56;2_&to^df3+HQ*cfc+y%8+7$|Dk`Qz) zaID89dc!@xY>OZ-TvaRi!xoe`2aWHie5kCN4uzw!0j>ug+mhp^XTD<^KLbQkECV%J zgsR2z@D%il@&%FMegS;1`#fq%crZlWNreTeWM>Xwx}?E zuOHeI6#!_R=kIiTqXA2WW%8{S zZsGwAsNwP3lRWzgBJ6J$!9HQ}yq4)~%4V8U`OWr1aK-ufXLg~V0(G*+*~+I_~%_{zENX2!^+h3L6O3c;Z2=hS!WwadzP?oM)1{k>NY-e=*VaAlTzo z7Y7zMTAtZ4$aYox5~p;$A<&e@|8AI*dlTra__#g{GsWw38Y`aRNthB9)5BpL}gfMEDPzLy^^blTLPX z-N26(=r7H%AtBLZSP1vOFY_Y0F2tYvATY)TjoPYn+mk$s*rMn0JF6SM7OT(h7DJ&i z2V^MwE@h%3aK_Lp>-G-qI2$(@xse#q4m}0x{AAwryqH+#kRt1oE#UlvDscczJS(cH z4x?u;Sr1ml;r16qwt$bdUC|q_9iT=7z=dlY!0Hf45=XgYx#FR7eWO~Vr4Mtx`tAd& z83ftOAJtdUA=eqQx)Z5W!od$N`g%^TS1!Gq8eoc2r1%M;$a=%{V)$H~>y=;*UpvN{ zOI-+-BuBmSV$A;t#7H=_LG1Rxq9`Ho+1Nvs#(UJnr&Xl1IQyCAPnwO{ev=_fDEss( zD~YhmRR-}@PnOtl2E^la#iS0jjT^HBCyUoD~EY&n2%95abJc~OU`D+S0 zP?8fLaQg}yT%*sRc9Zi6dgAZO@}4Ju!8qmq=44q|^=NkYoAIDovLxdDv#9j)0o&`Y+hm+(F(J?PcYZ|sqj)!u~t zl}%3R@!4+|o#TUaHoq{w#B*KkzJ6t#Q+4B&C&HtG5H`xw%)yuiMZ>=jW@M~$qqdeX zKBvCQ6aK!Wa4;62Lf`s{-)xj++Xs5pb%5bu4kI@H_xmoh)49X?Ntdw0I`5}^ag>1u z^YM1yW60~fuzfw8-AIk0aVr2rIRd7qe({^bofk$!n@c6x{bn%8ugfU);aKO!=4@K} zPy0xg^UJj^w&WgNe!x-!c4mJu%f&)v+U^S$p=sSq6X7K%Y~F5Wv;T|7@Omm8i7iKN zEG>VR1FbD0qQKqFkC1xu-uRI{?fNvhh3q}^u zycgzb_SO{(2WzWo9I5g2)bwCvNEtFqV0n7cU!pnvrNpQdp~U6sKm72xlDwEp{wi`6 zY=QHWxmkHX(c#z*?2Or8x4O&aoz0e_*Gc#p z$mnz46{O42ge6l4f`L#wz$wGBcf-kSRQU1DEyK!JhTzIsm>Be+gM{eeuMp0Dtz>;x z{Er8}_t0U3JI`*-#^QY0nheGQ@2jHV-iGJ;J#wo38$aNdkZA}L;39vu64xi~K_Gf9 z?lXybDD|ZG@wQmCJ5VDZaB?gOaeZuXB8yi1%h#JcMknF}Q)c1Dv6%;XoU3XNn4Bm< zy!Ghao(DN>u$z0_CPDJhA#bSVg9Mkk<+s+|17AwKxl;+#S*pDWLi{C%4TjWCC#)Ou z1o6XWMT8F-V@)sJNwO#l=lR`cIz!mSDEz!uXUL!4yUPbGbpe~W-I$KfN}m|v`qBnQ z#iv~(ak;%a-Ri=toY&q$g<#`&4~_J@|ATgp3x|J_5Xz=*SK(FMKkO^*bqBuw%7}yS zG%8&7$>lr2y;(6qnRTZ0$2I9zn|`>)5>tC|t|z-^dIRGxewkJhaT_^mLkkW%UZ~6n zX3_oe3KoDo@RT}kunT>wanVN=7B5~p&$))Y{50-a>Aly2f0` zMCMG3+#nYX7xh}ntyK1xTKq|>v*cUYo*L5)c;e-)AC=o8c7HZlRBPBt)9l{Vf|do| zaGv*dB6oR0rIAwAV6!yv+Kg?UIW^`AGjK6?T%32DCx`PR#{Ac*H>oEDJrVEzj_Fg?@^~E zQfF)U=N)zk|4AV*VUa6NyUK|AO;gTIUb_oSc5A9nx;nr23?F7r`YIj*lO~se_7hoO z4V(YJ9r0k|kNR=0KpL|#GDL?3kdaVVB%eQjFO3ur9#*{d={?WBeK?n|?e_GqqtgXF zJK>_f7Os2kTL`F)RK|7EQl`AR;di^LzSI2f?t-^_J8(=xUub!!5*_87k39JdffZHb z!Us+Q_ipCE8wORu)dtMm zfZ;6rAEjX9{rb}@R7FqVk&+hSt+>cRfo%4Oa6X!d>nEAJ=1G*nS=H*eK{PkHD~GJ< zRUoG~K-w6!(vCxG>=sypuOQ%hu2!ELEJ1bzg~W<?mcT^S@(@NF@-xe%;|(0Q;?_f4$qhd%G8L%ROMzzvE~zd_GH z<+fjnf~-;Ie>tc+7A~iHmBM*$SoJyOof98JQpr-%$Di4kNs^LI|Gv*+OmQ;lR9T*A*(bg?=r*kY%TsE>+e|m?rruECq zp6xG?S-=jy&&*%0IU9RNefRHJZJw;VKbKf9Ii*=PDk%XaKpc6;e102h8u{>ZCResZXILF;#)S8OS|qNOcxF;CVUyi;cygZO?ug% zzz>HwTAX2an;A2Xo!$ekrH%7b3ztQz^mvlcn_EQ0L4HPdRy=ia`nPZAYn^TMaevm= zmc?1yu22awQ$RT7M|ztmpG{1CZiK->Dc9)9dAllr=@Q!4+Vya5di7P#{&$ub)XzRM z&TmwMmj}!iIA)-^Wx7K+K^w)u%~cT6#SSoPy}Z+sz2cP@l+6rSKHc-39B`le;KYp@ z`}>q9-4?LR1-$6Eenw-_2+eXv_=pT@C#{37;YkDNemA$RA-nzr@agXVUV{MA`jyS6 zz%NSf>5STIw==44LDU81L%)4Qqx>Yj95IupE!KF78oK-J@63c>sL@2L`iZWExxjk0xRi=!FraLuDdebS)WE9+ziMuf^?sb^pd7wp@GK zkcQiI6Ak$yLJYpA;=n-{AmMqLjlo#%D9 zzng(hij96oNyD_}c$ zP_@!^ED#ufcepp2q$sz3B*_-vx0&^r;mb~c6L=Uk ztLo3}9tK)joYwzs<_`&YoM{_z|GgK2@&p{vOh^uX{Jj0RVnj&EO_lFYaQj-$@q>2)g7|3$k`^y%D8%h!I5Y(=-t)<46_VD=o)8D^; zo!x-`PulF4gs9+)x91FbP#1YOq?>TPtx@(bZOfigGLjIz-w_|Cv7<5yIi4}M5AoqK zz2JAM-+n%0La^F@;&){A&ODQRkx;4*EZpuhxhx3t@7F*pcdG4LBY7h8CTB&pYpr;U zlUi6Xi2xQZi!()_G)_pqLvFvYRDn;=^_$QQPzXd^DC)lugX4w+pJcMUv-Q_kUqqQ~ zuGq;WjbgFec1eL%^t}rURvdOOEa{YZ-ECa@;gc&J~!dnx(8`$c3I~AFB&hz_2?e|QN=ma_Y z0Kr@ofpH5Q*$oqcuwg<`p8n$^*1?R~84x4i1GSMcX+RhwytFuVs{ z8N7Nzd9Ohf;mT&!zBI(g>=2lp6{q#I(&0jd<5``Uf(TA4qQwxR3!>{X{(Jc@|#?YT&j-hCD@pu5$L;U~prcRuV1d>4Cpb zPw$<8UoDse;s@cWV{v-p@4apA5qqfYl!8Vm6-nmgoeUBveCM6cAlMx^;ER>L_R~)i z(oswL@LkD9Mz%W?0AaT5;gVM=sm`~$M5PW-qnA6)RPAu0{1E2-rO0dIZC&uWLph(q zJRrZq6igYcT9QKt&5JzIV(UK+(SML{QW!z+ z=;r;jwkIQI4Kux2?;$Hzu`**%_CqF`wR$=ep_)MKw|w8WRfCCUVo!zAg9XJ2W&3{l4!Z3wk zwqiTxFjpQch#iDrf%11jCkDVv%!Z8`y3cyW(}4I3$v;2Pd6xstz5Q`CkL~Z>ArD(# zuMTAI?_u7(H<%z*k!!EVVeo;n58(aNW39&($ztbKt`Ewk3g-M>HbMD~tGJ(60wj#9 z34+t%nPD_xWPzC123LTE-q+C62(bFPRK*1kq)pph$D*4hla4^mUNiqJ4>uNn#`_u{ zMBa*+9`e#h3+UAXj7PDPa}Am7c44hrdo`}XY9}iHC&miz=aPH@hW*(+-l@*}T^|pw zW$U2z)(?5@4{SVokzrbckQFsdc(*_Z|)cvsm-715LY zwVT_+TFP2`ng_k~G*6XvtpSUvXF#IXkN>_(*xBx^4{LU(B~h4876Diib@UEmEcBCh zLPhi2m6iAd_~)3meGNYBuhEGHKeE)oPWkKawlBdnzbZ}bi!$bpMS0dD-4^-IA0+Fs6QaYcCzzI1>X6JC}zptDK72mE#|jteZXQ-(-OA%;i7{) z%}s6-_S05@#wPRwjRG5MXwb;TNg0+YK+#0ghi<4}un2f0vj6{Pka(YGgmpFVQa*@l8!JsN)`k2e!i$aL9LR0TTB zp{3_S1&ssJKv>myIyhR;?#+61 z$4%n!+LUq7)YmL-dn$7;7a6b67r8dvE=~BY>24rLKL45K zfS_8(X@U11&S`)_X)?#;I298gxmvHt--7Uiz=wks$9b5qy)O(TatonF>bzCw+%pJ@ zH^p{$u2d{_*e(BduiaB4IJWKIm`n&g#C{6A#40}Cc%iW$D>~3wnMFj0F6GJ4x0N_T zF95F)k!^=6E6@J$>v~VSd=5Uo0x3Vb5{# zi2-P-FQ(oDrU^p0c>bTyj(&uJniI4?Di`wNVAgfpPLY(5!Q*&FdeX0lk(V9{;%mWw zpk_1RuweiEla68w)_i#VbZLTL2A}l>ScI0lmJfkA4J$S7FDf=xyWl0!XFuS%_2j;0 zCzA#BTaR9vNR9J8P#Xn35yE~Zr9mHDf0eG?=Y z{OW>xuiV%R0W_!>$OzYlZa@D$4lpAO{Qf1cZ}FW89`113X0#w2)hQ>aP2kgw0*y~o zsd9R6k>!PKs2UX^8l*L#Zt20TO3bL#5UkfDba-^rjlJ;Od#F}r`eCOPHo4bca+eelCwsF%kFc2NNh*PIGX4rhbb65d~p zc)oolg;E(tyrI~n0+|)OtzI~RV$?P=m`~n}z}Na(Fp|zx+9O(n?qrL-qNN>b*q`U2 z(5!#cq4?ifEiC1~=?I3F*kh>@s^tAg-%z|b0rOjx;UK)}wtHMC^m(~5u(KCWXWY`Q zzUGFLyup`1#U+%>(^AGgM2FUgNX_8>cy1U7S8mzK0~%Rsa{bUoN$?QAP^tCcmIm?P zATaVXX+pniPpkIPz|i?R?xS}yJAy=i4ZnF88vc)YXkgE89=zD-AZ0kT)VZ-1Mj2nn z*BSl`eha`Pe8cD?JCs-g2*Cl6gS7;e&o$e|viTZiqrzoHEX~hZzbi_HOy$+c&y~|g zz_Ize0&r3k7pDKr&CKf3t>f(YUUi~@~M0QpOOi7bq7&0R5# zbzg@kvJQ_vL1-hd83rRW@NXr@hbJp&oj<1Rl4w7=dcV?TiKF171IFcp`-axX6?c#J zjWY0X(bZ;@Yw<#0S8zJizg{3L6TU9EG(OE+-=KJ(8I&~9ABw96hEa{EFh$YMY4I@k zI*`XoZ);z+VhFh7MrB!R&k`sl{JCY-?%gYtHo8>FI~0p{77hkAtpAluK+7^lo*`@r)wr!5S9~d&sxvsn32~FKhbgS;kb<2qelG!iTsJBtEv9f_WezN z3&Omu#B#{oe*;VQPcQx=E;%xMrlC594Z-wNPmS2k?3Ww^>E2M{Z*+o#AmhW>Wsdz= z_Fmj{h73>C@&za0ahK`U^@}6t;G)vW!!`zSuEjZa9#3h=>-*`_qzNG4&R(lb+L!x2 zLCBkZ*maRwRxwl(Ii_kKmU4dSjqPR#qeea}qx7yyX5>|iWTuPlE0&Op&l4#DvMs)3 z&VCq1W}wg&>y2=)uf&L0h+r$XJuKD{zi;dlf^-T(>#!f3HM2KTmmSzu=xBt?9oTh{ zHPd3wX6z*c@}KG4g5RrEuJ<5aO2WpCSu6Co{4AwbcKp5iO;p26NM&yY>3;)2$#<`u zkOMuuNZ%9Iy~IVMA;INF3#^|kRFbB4z$6u~D*(jUsCFn$`GU3&+YnXr^nri7@3%BN z_{!Jdzc6e zx7BsB5C8j$LwVB!dwmt=+T@`I*`t&QeQXV>>#~Quzr_m1O1v6FXM>$R9}LPSgyTjv zi;;0j>WS4lm!JP{hi9?Xhc|GsQJ?8YSOD!Wyvd%au$BT6B&!~DzBigvQ_C_^S+&LC z(XzQCKE5eO7d%;IAYnKY+V3Z>m?fU6*X)BU_ddtknnq%7^;o|3i$>ITH6B!4>gU>c6rh1jB z^e42Z-HdD^!}aGObVH6VNxERlILZ@d*?QM0SWX4WrtLm%x^u8vr^%(@4Il-TZuB{xo3wiVUT z~?PMbddmt z`7r_|afkR(52IyUma4svA@Kh82lb0>u32tn1N}r>U$hj=O@vT?#;odTglx|#`0oog zF=KW^a+de)Er8X-Vh1iEReMIJxntwInq+){t&N1F?~bgUkiZPSOO&`9&x=gg3B1FL zO^#B!@a)~y!Vx& z0&)IaVB*0$Gum&Dj;=YR->a>@5!|%h-1+2&jssH1KKoBFw5L4xWYtTjXq)2 znEQlF7NvetYoRT|NJ?yO>2(h}_fh&y#DNtdbpl&!J41OA*?vD#@VT?bKeH6B@345` z02;b6IY%~c>o3Im<=h{-Nvti`$!dH4F$00-?EDVH&`okxh4A`i(oBp#<&_?=CkWte zsIFDaqYWG+0-a%NuiC>iDg8#Tz`c$+$~(1oT+82$Z*W9VxHZ2eOw{xjio~4U@|`Za zjyLehCcdEuJ;NLXN;B(VM?FdvZ=uwuy&5>Ihy6+NeQv)yppQgUgtDllE8r*xyWn5y zR!6^XjBxu__jm%$l4fsLvC0V|Af4LB569hXmgV{zJW|QTzDc59?riB z17SPsWHL%o>8Pnz!hp_{KV4`QS2!8$S>KQUNYNbykWsv`ha`1iL9KGH%Yt67joz2z z(+AkQKDVci2Y+jOW~Se?5FZ2Z0GouP&P1bqB&oT4O!5syGz5cp>w-Hk@tF2E6niv? zk4m%0>}^w`N)@;)dn&z$QVUqRuf(T4tRCPmpHi7QXeoF!Saj!`21DPWC|DvgipL>6 z)pRIb5%ln;%HVc`0{{o9*$kYm(C{cB<;}*@B*hJ0JW!%Cm1_5REi$RY_x6P%LMNmX zQMQ3KqUs+^Z(w(PAeJGFPgI3wQeQ7QKYM==ZvxmG^_n}z$s4EQo~wlu{M5|o#R}r< z4%Uc)8Jb^vFhIK79DpVyP5ifr12aFrwlaqWs(py)-HyU*7HwF8hNw`?UHO{Uf{#D; z-?+ovN*<_8n*trMNo|zb+>TV{P!o%MWY+2kk-%t3BdIY@7z31Tl<_<^^CLy#6gV=@ z=nov&As&DE%lQnhaGJU3|0IbHDZypDeq9W|DsPPFr6Tsi{&`DsYY9A?Wp=B^2A)t$ zIyF-tFIH#4Qef8Z3dY!GC*KcZE0l9hsE23RJ+eXp<%1E+dFp@P{?QVRQ@=c=ZG*hP z*XBm&OK5hx2kwHPCpCwbB-c4z^4@$g=+U$bwYh~=Ko}K^i&(RRjE7FLGbG0mwZ(|c zsc)?{a@CoC5K-s?sL`WU6n>22L`2m4cYXR(Bpb|bscV%qV4~4Ant42hqdAg*qkbLw zasa{7z#V17#zn!Wfe&HbP1&V&!X=X_%AR!h;{z-`#*-Q0k{8ddst)1 z+yT}?&ge2n|7A&g8w3KL-0Kt?VMjbAu5@R=*8Wb}Ya_QAX=GYtgzdfUYY_HF8iV9f zP&0M;4KfAub)GuHTg&1zfj`STi~$8dTO{D$l~KvUZnP(x@@GDPIj{UyPAMtb@Zv9CL$nCSG8249@|g>A z+taRu>)ku-&Eyt*^7adUI!nIL;8t8RuDaS6%o6h&xfF_SSPKXSjxM1@JN^nXREx87W|x4?~Md!TUPl6+bqy4I1wzg?Y@ zILQ0mY7kvAVt^(-h-9* z^Etw$5wQtb8=xDqYD*~DXXYTxt@W2bBBp5TTGmN@E+Y0aY zgadOAmnnfV`LqWakkTj25hgP(InauIc0RuhjMw$yHY4*f6p5WGipW(TtBgJ>%X4 z+;eUwPq>luGLr7U(S~tfgC4`?IZTJ~j{a@c{Jeq@l05jGPaH2ETY;9_IK8vfcGE@4 zJ%}>b{4L_mb>GwEglpo)`nE?6q_*xO%CNZ$q0T9)PEyoWqOys+2NTL}P;Ox1$|5%I z8@vhttJwiZ0_Ze`OqS5pYp_l4*ChYC)S{~3a!}SNIqtztp*Cw4PaM63Jf3ng zc&h$wLTFthTiwk+d{Tcc_oo+WB(^hDW_kC16+edHLK=l=ZKHC!SV9E8p%MP-zU4hn zcf;Ckl&4lytz8n$;|LkH6)Evz$4blIpxbhh7B6@r{}EvWp@b+0?;dhh6!*vS)cr$k zz5L`JoIy#za(eg?)a8UkHGfz6*+eG6AUK`RsPlMr%&1$N@nFAW^4As1yo@XT#)Zl@ zvQq*_@vg1nx_g9Zf{%jeJMZ+Xl+9MNebn2VlWDxuKJuoJA1`_8B=NU}C8_bf#n@SuhS&W`fg(RO`irt4WEHkBPZIG3P_ zh7p1w=`9K1M1oi}a&k8BFy%srzS^RyrDn1OoJOG(`VEoo>t!r@tDgtd*;+3mz!PHB z!i+^8(AKOMyZLWsZiRbH1o%-0!k7c^Hv*=6Pe9 zG{aQaDo+q;K5&C;`jAKDDOuyI7q*1Y)40+s9b&cdt4$Q5lpc z`RGz~xur$Gc@5yHdYR_I^h*F>TUaDA*rW{qrVjyws39+J=swic`IUIv()Ky`*Kdba zb$};q{)(<>(_}mni>PQgtkp9D$~qOU0m_iF@ij0vMEZ50bsW5A8xVF>cVDeWV+aSF z^46;2+y^Qm!Z;z=_yv6u_s16ynXkfjl2{Mx^QPH-A<2L66n4~6)g+LQpXrSKk598| znTBg?ya<%|%rthsP2{nAs5<62T;U>+_s~K2Bk?MeKl?|!U{PiqgEQH1bZ!`i01{K} zCF$`H$$c#1{eA&yo-TIu?|^qkQLmsYO$y@X!<#3RB6!DLM$myOu7Pr)OWF7D-3OK4 zir6Cf!setsVcyo@;&BY~7uACju<^dYC;BNso7EC!$K$&7pUepoiS~hr30E?}!jygR z-4m|q>ZH5nQrnFMfn;#y9?zFvYwK&(RBJVtA}8nWC_d(f4bx;q-z9|JC2b=gbjA88Bl;533>solQQU4B z!EA`c*qgDGP(n}(kdm?@BWE)PN&L0>Jv_n-JL{VFi$eCagU%)PITy8;dFQV#4HY{T zA|`z&tGa1CyU{@5X2Q@y*2r8Zx3lf+tkV>|Jmj&HwhVf#+n??hSZBWk#2Xh>ZJPuI{_tVj zVysQ~xGk!@FjwaHg!Kb47*n2oTUiW5pW_ms(ANV%h}if{z1t{yhQxO`kl=1~6iCAC z^H90G#v@Y{3|P}o8>-2NwK1F}7)85n_a79w30kiC$$;0N>N)bFC%4sc|91T8=pcOC zG|*XxAjET%_FB-HzT^-uIh293VDm-Ldr1Ws^Er>2T~gXmoLEJ>VYl^|2>eqQVf^GM z17Y;M?{eS6mxRgDS_4FX8&k`zmgA=1{>tsFVew8F>@K|`9b3EuX{+&rLz(@Pc1B&J zOX1|6eo+ECVIObA>)w3Y&+}`26$}{yy0%`2mb;l$*QvuP;xF)rli+_2uruMv`=h3-T8Vf~fZ`47W@2^i z*MuDjp__0;vAiXJXZD8KU48H2>~{a-PelD+h~z>R!u!7IX#XjSbeC!hHnCw^FS#_O z0~_A}H#!#Ktcu2sJ%|Z3-bnT|>-LUht|#F_9g{*n)t=h|3)y{gBqDxVj$*>gKrv&? zZ%-Y-tvC*mGS>ENadvjvGU*paYc&XZXX%%SzS)b-g?h;A8u(yjfzg6|DQE)#R_heW z2hrzuAq9tu$0tVakC-6849xVOAV%1f_^~ri#N?M-cJLWf! zA%o*7-~QlxjPM12DRc7{q^vk=PW5$#=gpYX2#X3TMSF-<4{!V{0mb!Ti9ct0 z(6cx6^D0wVdy~9FgM;5|+)kWB?90+P{fl>^SL;85(vDVii$TiI>qF?EF@GAi+ktuBI^9?$3M;x^0InQ zuwkL_$e6QPh>tMieC6iOL_%m>#X1&b3lEs%>n`{V!Y>L)<|V4x~di4eMq0${y*dNAK8QM6ifHS2_q zfUus=dOo4%$)l(?mFcRXPD4i?9?vtX)!wAiOby+#mD2MCz0dYI{xAfnSU?%3@$SJD zGwx#ikN?IUxc;}dhmwo(LjYF1q#wg>ms)?vTOrYDbA+%Kvmq6J{AZ)PN%x*n;mX?o zEKa4wx5=WH|KR+15AQay=ZKV!KiVLPe#BOc@Z7Z#Zp1uL>bfKuw>y|Um!mXexsi<7B7;p?b#*rfczrqL8uEX+ zWpvxPCU?s@XZiDivNP^)CHSUyJX(MX&5JaGip>6TH&Rbh`NnyT00F`Z2pIFH4~n1* znPr-6H#=wx_ika5etIL~lU8Xg$e3k8`j%-CYE^Z-(A9Y$jZ0T~PK=XhTajWtk@9Po z>9B=tdn6qDRp?`Xu6O!g_A2xXK04gIGx|tXQ)tlaxQli)@*|%n z7BN8w>dw5v?fv<9&db-?Br)T`rTloyyEaEpMdjY3(0U z2)iCWy}*Bf%Xw|GkJ^BOj1U>)~+W$^z& zuJFHKQgSF9CY`o2`Gcg`WeFryW`N@-?9tSl?gvB4>yAzdZr66*$?=%@DBvxULCa}yG?S<$G1?wHW(#w z1>3ZhG!jUybX>w++_xJuRdPN$iGNB{gh01Bq8M~cfj7pD|NNAxnUFC`&iRqiirfhN zn;m&*sTHCTx=PZT&bQzF#heK#H<)tX(Uv>r_4yq#-N!TaYKmRB`7iXrCh+tt#w}9su5=G!{em_O#R{I0?xRM-+XMmrjW8Y&p(pf+@4Cj-&nC++{E;Dyg0^4OqAiaZN z5=JnXPa8IQ@`U!G^X-oTd3>lsIxD5?F>^XCtMd~x2EYVUBKf|@_dP0eM%;jv6{7S- ze~cR%^2&uV3o3=`Hxh);4(LB?@f!F@Al12_k5Ge0Np??cf9aqruXl=$e7!z2b@n&7I^|xTV;&M9iXAFvnB3; zGuJ${=uBz3hpSzu!>51*p445ca>&(^cD$QFC=w0zP^Ja!su5w?vmS*&;H#*^^f!vX zy^<-9f=+@FiMSTHmP+|mEW!PuZ{GDv^+d&-%kKE=Q-N4=MTD-0U*{s=GC!!x3Eri@ zC#lHi&I^?&(`LR?!2pqh7c%OUM)Q|R<5LFda~ z8`LAbL8QiFlW5EV_Q-%ABR+fhvFzU&z^4YeM7yj|Fgw2|O+b{!aP<>*ws}9$~&HkxxS__N9qv|30@*B7j}HI?g?L5_;{I z7iPtj=yU-x2+FjIJ~+9;fLs`ijnkXbtWNbptvqH2KZ}GHsd>4AW0u= zfVW-qNrDBTMxp}dil*%j%$G!4?|Gc=za{;Nu(-U|Ex0;@>)&50PMV_p@W$m8_m?5c zbdm)B4xbJ5P#k{Hmuae`P+s8;T!ex-yBkupb)&X#Tm&qdXSRHGEZW_7ZVgI*>c!Yq zw&<|z)c+D~cJ<7H_Uo7k!JK(=rX6fmeRwp~<5>c;D`DT5sZI&_juvZ<`<8E_oX?Q$ z+;OqKId-^^o_Uz$bUgF_LXbvRB@Hwu1eFMdi^;SmG$^{RCwLW z7>x_M^|IG{I$OB69Dm!v*34J4k{2oO!n!wBwP6WO?2-Q zMrG?qmqJK|GP%Zoq=8qw*K{%#TN=q&oaZ8$Qt>Up2OSn8PzzUWVp(JfBRgc#{`y zNT~zgLm*XDC0qdTd*K+aA%97_lOnz=Eu#~@x)dcIZkBaY4AqaG$9$=z}%QuKy#c_kX zHV6hHl6gQ+zFKT4K~41}10TOBi3WWL)&J2-M)1c4Lie6!h451gw4YnGYGaC=OAMP++5bP@9 zR)p4z`KA4_fslp3N49T?{VpU$zQNT^2F*io&r}ZyIzDAzR4(FeR*>}VhqT-OOq=ex z=VSvuG~Ftw1u|Hvtq}XRG?gv?)mY2qN2a0^3m}n>OC`2*a^zsO7(05S>-w&zi5qG( z?u#)U=p~Uf$WTfeT_&_*=$X#5%w~ye!sN!l9rR@BUMSo#VwX96x(xODN%Fs^EXN>Z!=U`QK#M@zm_ijHXi&*LO6XsUSbn4Fi-G+woQsnoxTP}x@zOrh7f9P=G+lhp6&Z*kcoL)W?)-BPWD?*$q^r+PFjCN>7mlFQiSHP9Z$dH z@=i0*jrpfl?dkCYhaK!2|3{fpoSAhjyXHJ>pctQ?lfp(7L`ZU|D#E98%o>DfXAXo0 z;nB$N-=7OiIv$FP<}?->64*-_zrMS7YqM|MzgKxP2MXK}@^MsuzBeEz>=LRoXeL2> z!OTM3*2cbTtyzK~C_0AtbP|h2h;EUwOscI=O%AYd&_~B3<4d~&e|nJ))tEg;)>a`f zO(9e97I?d9%t@YE3PtD6GXa$Q98b`x^C;21J!=yen$m;^R*=Y`2w&z&j`mAy3q1(j zJWqHXYO`3s(_emzBH?Uf7RKzA@%aEYwgMELU;Y<&giwjQ$cI1_M9l_f0rX=|tWj!|zIxF{6jd*|orku&HJWoIRoQ5KFVMK400{->l zxn}RH;F_}?UImwHWD4LDBzb?P`tux^517TG`QvB*6jcXKMPJJf39mQ@-Cyy|2CnLJ zy9_DM68E(DhIuO0eZa#!l|a|WZs~kpbg2i{CC{Cn3p70@#7k+j4Ez1S-jOuqb4#yq zxxWx%UX6Ei;Fq1*LeDLIr&ESU51S>!2E64)!3~Aa7&byvtK^`U@2{`Uul>a-4gTyAH8XE( z*3se9Ol4bb4Gu?q&Y}(eLuuUxRG`7E!!oZtcr7f-W+F}?ft$+ov-Yui(P)NI)6@p8 zdK0H^O;0kX$(k7t^aM1&UPa6L#7FgBVFFtIQG4_s$p1b~s$n1zxed@TEzyeOMGG(@ zoE_+-i){PX)l;EDjTHsRUpw9?e@@ZA!rxv_DpfXjg>go(G&0dWiK+cYor>3IP%Lds zxN!V^yT0_@_=PC%S_}67!7Pc7f+jl_Z6L2G5Qv)%grxp8!ld~>OM-mh5hjcBVSy<Z-bb)l;916L5I|si)=yo(4q61p z!7Hv&&>bN*v7=&n2lDXwy3BUn`CU2l@ZX|Y^8aNVCB@MzZKc=eStTu7EA5@Wz^_rucT+)t`oUB?1t zyy+JJ@-Y2{3!(Gf_!V@VdAC<1@J0gv4b{5`9j6-|D%R~F%l{~Q)rGOqM}FUwzSx-< z+$u);HHJYqndA5-aG`p(Ztp81Ju!o}-c zr|drkr>fr%#J-&wJQG9sf0OP%CN~xfqV6wcu0r6sho)$V$74_$5csjqoak)j zrxxohoO$6)vTJF$Sk#jmTVEN}`4;GfV2f;ibG$T5C%4}Aq<042_MkVvr@nw56F4JD zb7ekXeMAjF_k%_FcY{0bV0%K9i*QO;+5$FvLDmqE@-uQd(l$uRQIbE9yvUpRjkwKxOU z|K>1<8^U~&+jQwobGARSN@=EDh&ZR{?R7w2-}5K5Z)=46@pb+zKZEe@VCm27`WY)A zrtKR<7IzAPKgYltTP2mX95Btfh$_820fcy9Bj9*7Gnv@|Br|cFg%Q?<#~Ehb=dwlK zqsDrC3PKQze;S|Vm>NL`BoF3Jerg3I69ThZ)rVgCAE})kc+n>)m?+v{&ICS27;IRn z+=ILcgl&j4tr{H=bFRP0gfR59+Fw+J-z25qKQJ$#2k1OR{p^0Yix*YuTWy~RAT-xt zzD^DvAVZsplD)f>fhvmZw2N{r#)`YOEP`b{y)@?|OcmB~ zN_#7Usp{U-7Chk*!J^Bn%CKBF;V=IEb1L*bWn>xl(w%M%=+C@F5Cju_bFAfja>1&2V9&m9PMZjS{=;ko` zdv8#N|FxL9k!IL_Q1kj^Hj(GwJpq2e#3bXNo}ukTqf;o~+6q6X=>MC8BxNVs#j=IW zJ9228rw*q9koP23JR!YggPDWQ)wj`OZW>ZyyAzq@@&QYuWBMjkTDp?pA^!;Z-;`)+~)qa5n-LG@lFB&u5W&XzUA4N1Msl8OcN3-_9lS6S^ZstZ_xwKmF3NNrf zsW;6ZNuaAu59%}niqYw~e5a8s=CX*5LX8G))wikD2Liv$ky-7qK8nySA9*KW3aSpv zg%`My&Cd-;)R;lS|25FJCY-FI%{8lY422S-qurd(SYU~Hru}Q|I7RHf z+h*>$L9}M>M5A;D!JOIta~Um55bYibu8-iP_DoU%FYs^hyb0ul(;lpQC+_g#%BJ`2SWzECx^n}P=8`&?nf+;NaSIprmB$CKWky%3T! z5Gv>?DpAIXsn`DA;R9<8L+mkZ_vF04VF8{$mSns5c09iZho}EW_FKr|<-DPK+j!Q{5G+QL8iL{r-zJxyjorAKRrgkH0TlK74gn#=t#(RbXV-Uq;@nSmqnhIo?C;lo4+!;eh55gA z$js%AXb7);e($!RSUHf?@BT#Y-k7a`56V<)5OI5mOOKS4y<2HD>>S^LPHNa^xB5q< zW9RusZ%P{vEB+@C{!5&sNmAMf0lNw%R9L};8;EmZva%yle>QFuXgMzMgpDK-7{^X35$gj(N% zb+W^)jmZEf`qm3%V1$h)t`{UY1H2c=W6?wOZh08uPR%$l(q-OBIp(% zMD4+k`(KbRSX#q+@>7!OI0U7v9GtBsG`AtG3cI77G!^+viu|lo6K!XaL@x$H9@lZ& zlnXr z6G}uFWCY05w`e|AE`DV9*kt!QQJd88y=QNpNcqb-zk2G5ht}QwyVr3&vCtZLZ55{K z9RFLKDmp?0?}_L62tT>*d`Z{jo?W9y7H7`H;=A&)_vHh$gi8!|Xt$u`ra2N)LmD`W zEgjE}!*415@(JsG^iNH$J3l~5_wS`b@+tyUYW%B`ztViW(khZHQJ-~>Z?>KY?v&#z z_4@i@V15|PsXKGv;U?WXLB&Jui;^-|8OTjG`v<+EAm^Uqp01}Doo?VQX+1jNnQqjx zd}%CcuMY6X3FfsH;v&$za|Bb1Y7kO`L=!h+5G?Y@p+xO1-c*cRNT<_cAhsRhj$yCg zs*IDcHal@E@HufEF`>|#c9n(57vUmf2jWhA3TRDc+abdMi}t&W1b2DDE3uX{1^4x_ zk(00OEWs_0K;ze{yfNKa*PJy~3<&1kbQ>GLo(wk^4UzfR)7T&1Tm=> z+Iel7l{x*nIQ8y^2tJv0IoBmR?V7iTR#mP0>}VGQx+-^tTNa`vOyMLNr8h`pm z7gEkr>0~8JxuktZbGr}YsL{(mk0i_ErKTz9m-_EUe165&A#Vtn^#^}6LLX%~ov!Zl zyEx!dV8`ogbtM6#>C0{J{YeZmigre@s-;b?g`oXCrZ$Q9aPlR(WT zEmI=d8~#|97EbWv`zR5(=hXvcT@epRRd69l)PBq%iz4_gAvWtbD ztD>8B-*+O`pAv-6C|hvN5!36-;U-1HCzYNMw`nnXWlBLpy)!;24~i%9=h=x=^IY?D z`)}%Kd@xp#3!6aU9k2Z-Nh+ux_JL#y?5%v~!TuA)AAX~!6A;uS+HLS>HFnz7I3qSS z*Un&74dycb*|QIS1rFBi*wc2g!Y*-t`j+r@ffrGtyc(L86h)+F^~LZQZF{Eo>|d9# z>-Grz6rB$d9K|>dKv!9^T@<5sxHzejM24zpjX@Jib_=}T$4QRrMOyE)Dqr>&Xlq~c z(r~?+m-@GtjUryDB@rpq51yI87i&}08y9u@u|u!T{_gFPs^_(pQvcWHvkF~qo=U_94!mhyXxwITfa*5wlE zQGFcp!E|ku10t-uJJCkGP5h4Z36&-BckUkjZIg1%Ji&gIw^mR43h>)1bHqaiNXKWG zt6ygB^_Ui3-_;k!cf5+u3s=fp-zG7?^;}w^UbL|u53x1eOB<5`8WZ$hUVOCo1q_$6 zly@RvOCuC)-iX$(4gMD3zzf>8Qo}g-Nq@Wm5_8xJ!QnNnx_PPj*Wr__QcUaRsZMn^M3$zWb33-kK zB58zbbJ^lM%_PAC>KiKtHNcUBM3M119TyRXHz!;MT7t`d1@;JH# z9CDkS1k=sNAxN8`@xAzLzNzMYV3&?-8|(TsRQtn8f8U)Otyr8*?o-a-r{v>Kz%1*u zWWcvy`qYzLlMWmustZRj&T$?&G4|0;hc>ar&%5SbE?sM@^_ox(ruoVe01livkqPd# zVqQ#^jZL75;lN6DMr|3n&59Q)%W*t^5lVP_dfqbe0)2j}A0*0!r6Zn+68Vd|nRhdu zi8SXL2tLL%La=s0OB2vN{kj~x6#Q!_7xsb#P=^<(_rG?s@auRC8(bE<+h2z?SLp_y1#w=blNdjS2PPLg;$it(o;V_Ho|L?6dCwDx zvQ{_@v0KEK`Sd32CjYGDYro@SzU(Ai=lB?r;~rQ#98z!a zbv~blZhLU!kId!&${`DP4YKcCUR6Q=j^N?R2s~YYW-Z}H_@Yea?Ne|$R;CB_a#NVL z`V2SkP**@|26e#JolH@NTh?8y(mzrFPxXR?GDi!G2NTp9m3aIBYcj}I{f}&# zB{~o*v{dO`wmR{~P{EW(AYpZ(a@HqGz_fBO^>ZcV3awdak z#tQ4;TqZ07z0Ug=yIHL43%^~`iiaw~t05sW*bA-ghgee`KIMQX+kx z09UpbQ)ss%9f8&%D?aUwzvi?-FOO~-X!#*sHnppB+8wJ^-NrApjj{9%T625SDW~e) zN9PiBYs)#sS{cK1G{{V!WQTuC5*~3;O9{4&x9NJo5Z1cIkqSZ3sN=bP1|M zEfSX)&bxP$t?d>KVjb<{i;!i^(5%-0la-tHqywL-K888PgZeR7B%b*2RDJL;&84|@ zTeHnPF}&W`vE`vn$J6vm5>onS@NmcKIeWbeQDwaDE8u+Fq|4p*?Tr@s3kKxsHxnAX ziou2f;H`IOm4#S(K9EISndTy6C?(+yOyH!=)*4>=bYsJ}q&Nfwk$)4_{FMzLHX1mg zq)aaXcw_=63~CY%fL@n|Xd;P21&@@$jhnfbACBZGcX(^;ELwpaDtWu)2x5(772CEX zAJa|+jCl__zrA>GA#}jpLOb= zwg}d)b{(!8e}6nfgtViSt@G98k&okrw3qED`^8 zWCnk%+lpU%ZbL|*VAGd6fH5Rq9VyepgoC>pxH8of1xiO9__5O=OZ6BHezx#dApu)D znF~pg1J9xl0;_TkdCb=MiYOs=#!U5;8*{ba9z0~B*G^Q17H0nD z6F<<%V+XS9tbSCf51|XID9p)94$GZ7hW-s|L695dS^)F)2S)tE2J-%Y!zf-hi;fU$ zs%=a;v!4OS>R@b=kNwsDTgZ{ka8>|5xIrk=<4afQAfMl@vn=OEQ^Hfu#dP8U<}V1G ztz@(5_A*~(Bs5gd_s|{Ix41bF9jlqctS6)eX3OD4X%L1n$eQ{80xMq865;mC^xKFP zy=zrAv@n{q}ubh(VJ;$dR5) zoM_X$({mPzc05NjfAB_w_!x#>{;~;z5|xz;&~hJ{2c6y@Z(Avq?djH<3%uCpTKtcI zhNxU8((n8lgZk)y%~%$~b0`MJKNK=v*6Y5Nb%V7DB%%&1Pw@du?zh?5ToC zc8Sb&oe z6>O@RP1A?n{cK+H!6`Xp>GW%)=B)jQdHw0!SMCBC_gMsjHpZEE^n?42M~cm((9AAl z-GpZZGgIEDDaK!Vc9Um!lQM}7Z=R;?`g-CcY7>|aQk-y$2*$Bylsn+X9t$B zi?M`+Fep{4$!_FY&!3T5N&IsT7F8>EX@R{RkTe=s;kGIGr(T2_u5BjmxcJr0S zlqmpz;2^x*!6VR0nM~fKJYgn$lUgVfdvTl9wvzBvyg-7JC+M;%1*4I2 z5U`LcX!z`HuMkzQUW9^im8BG2=L`E>L67$E)bL~SEAI~F^c#$Gc1o;gj|ROxiR6SnNh@1pF@=x}}&%d;* zJrb-y#Y~xWReKo6*&nt=v-lu%g=O5OU*9E#A^U!D36l;;-=HPStuALbNW;Sy5Q*hv z8uySE4~#94(~1;AScjkmb!^$T*Qb-p7I+CtPRjog>LQenj#@+?yh7;rY&22{EX_If zO^f${;Q+c3|NJQEKdR331hz$gC{awnFpgYrdcV-RJ047S{zkfnb)4YvVJ*&17FZ?9 zTcG>;od=Y4$KO{WZ(7XXHOZ2;z+qTst-d#>Skbo3Q^BOn9x0F|wGhMRMJdZUjlEmEK9p$^C4HO#*DOO_Z3I@tG`O$71HUmu5# zcKDsq_$uL(!g>#fftCz@FNM%TIWC%#Z@+oYmjFKl?el)6frx0P27Y##xc76lOSXuqWbuB8BPCjQpVvi)b%!OOTZq`kk4@P{y0tQlYetXZ2yHe%Dr>%ANW} zNuH8~=~SA}=Gf71>T)Qr4@#}6ELad*xG6|m8u9^Fo=l?+;<20+yN>uuf~G3uQ?YMh z1cZtX2XDH=k=+@^dK{r$7Mm@qkX&=>Swinm9*|$}(^CJSs0TDeq~w9hQ1T zXQ&qV0!S~P!6#9JBs^K5&ihY&xHL3-`3;WxQ`2ggPgdY}iypzj+PBx$fI~kv{!su^ zce-%vNaly2_GX#ykla$$Z*SB?G#7{{pDa1fV0r;vGVOpcpFx|5{j-l^ZSQp9E(Gt^ z-*%^fX~-7!x)GI&1jT0nBP7CJjeIXCb8(3rQAz|Y#D_k2C>n=My?$aet5A@HJ1qtm zlT7A&(!~u`_0#1dzKp-okFXOqF|WXW5P0?;e5N9vqual7R+oC{qc?*AHVJ0=NeO`{ z(<^xKz>)k-nK}5Zhxp9qGFwIGY;>{Hy=Ky)c1+ZnB;ITmh}HA@ z`2i|XpXT4`5$x zm;lE9^Q1M`(>JVj66jtNI&HFv_np=g84Lnf`DOT}IN8G|Qc<38SEF{>Ksf$MhUC?1 zQXL#r46c5yuvMqmL!%E~lPkp+q|k4V@V+6l(6tjUBDJ*`_|X}B{2l*oP7(2163Ck! z$ZPJ6#^1Vp`^D$a4eI_&cCc8q?O(;$jS~_?hpsx%?$Cm~x4iy#X4f~?Y@J@AgqgZ* zo+Xe+dS+Pd#-V0;!C21OzeyBk+frpW9Gq~i3fr|1qazkV)#3fxZ8w-irOkxyT*?5T zz;Iv??lR#7=UafCr1kh4EN0HM(ZK0|f%3~xN|iu+=BDLYzSewH!ssKlen&vEN#7Pa zRny!$GLYLuC2JTTVf&pNvIh7O_&st*T@URpN4x-6Ics%=QKu=B!5uTRC#1BPqirqvy$Po0UJ zxy*_R*ntgP=U2o{h;8wuW$Z%)(pFi>wyw%7cL%V8qn6``$7FcE@&9EWy(vKvmGq$J zTMOE01JhQpQ2EFcuDa><;omViv#PaG_!7IDw$hs8%?EQW&Lc|)c)3qS@+o^^)>T$} zTpcNuSz|EY`R4Lza$&?Z@NJPk@IgIJo;o+)SCI527np5VUVT;RSFz7_W&|z)srb-c z2g^OY7&M9AWdN^2b>f|H&HY@$&)mCD*Gi#vyCnYcQnt8Uv~L|_5^=jX)vxL492yI7 z#Kom31-?lAm+;4*=xCyv+ULlIJRXfGBNeHsd(cM%yOFlWjC;NMwee|^-mv`r>;De6 z(AFARHN3t&lH&hs0z8JfQmp#H^w!yDScSV>%@g}{WnfM!j3lLn^{>d&7UN|47NE8* zUw>bot8ez!_DFjcipDI(Gxt1CI7g$h0r`ZacZZ2_FC!v#HtxCIQ10 zFGqXBXt*TXyfwGSByP_U5hW}!9_8C6J8thZwkUG1M(|0kbA+5Owxnv&{(9?fp@l|- zXYvXdVlb$OvTcQrmuUL9+zF89vj3XH{)&9lqV&=^ja<8H$`ENXjy~s%5 z*#omQ`h8Lf_c1Pro#1-+wE8KeyU z{tRgA2G34?4Ww0YT{6cw!=pM?lFR0(xJ~D_5%g&q>(w9qrn1SYZ+{XI$~1lQ$*v6clEBBMrz1ExJw25XM54Utg~R%HUDnz!y1Dk&+#H{qa$P1xxL}z)ZsD+H zyXr;_`4`K?lf7YuNas`y@UwQX0M3F2m0^ps8EdbT(l0B|6Pjn-1i>~ZNY~np^1@e% z@Tf1__O(dOL+wl}f#(B6zvwoD^0#^lAo)?% z5H+4D&~XJ61sk&r2P}@KUgXcmInFYs4|gcNc;a5%sm5R*EY1GBZ%AtkMY#5#yYlaP zn*RwOlQhRm7D8G6wYu2S&2I{xU|`k=8~FwqTGl&fs_etc5e^d!h-5e4Tp%ev9g8KE z{#gWhd$6kDzoE7!3jDnWJH1bVa|8Bo0$-LH#D)Wfow^*X3OFB5Qfpis#W#02XLJz) zRIn@K(~HQ$sJbZI?>#!YE%8GGEp<)SK}_laZ?{&${Oj!(J%2dg#?mFwaBo{V%84Xy zs{es}I|;n6fZP&Y>Dshj3l84wvA<;U9_=liwgx_~8st7bhzhfM<2D5i_j*{>=O(%n z&ZqyTdl%n0@0PAR_7TK2Btb@uV!tAW0hZJbML!;58uvD!u0 za`JRQ_*K*khEgRRh^2+CT21`V?~k;JSszu0Bub2M!_-cm!33eT8` z!~F+$iBl4po-@{>;Tu|KINYkeF=fGwwSnI{Ar>Llcy}?hn@Pjp<3 z%7oMVXuUKdtJ!d*>kcJM|2Y(tzzt4mz&Ezb4i}I>**&}~_)0)@TWJtM6cm`?rb-=K zIh-4Ce{gonmhnrW_!l&@5~5Z12VS$8nxRP(`0^ukRF7so=}?5B*8FskfEyt$GMizZsGH){XKn~dU6+i_oGz^AZRzu>DGqKC}2u<=*NfqU5xzJ>e& zJR-%Ai@xpun2>7pBr$wNlm_mI+Wb@!Frh)cY1~^CKuG{qnX9nrqzoATlZO}27SKym zF{aa}Xn4tpE%GIHUx7fcvbe4p^)S5g0ejJeRjYx>Zmt2d8A7;Z;J|<$u0pk)s=ktt z^m#Z*k&QBBy@MQq?PpqSh6kEO`gfKlrZ)(<7c{#Xvas~Brs6#n_{x-sfi;R0$pn~9 zx?zrmz|;lCm>z?oPi5Cp(6E@f?6$Wc;ZmO+q+Iupq`b9-Lk0S zzI}>#20m>= zap{9O86GI;(n0petO^B~mNy`tv>O^G@C;8laWRPsq-hxWF)pdjK1&ZVb z-}ki3?Y@5D^xX9#f3LVmm4ACvv7j9)sy~k-jJXX1kEd$g+o>i20$&vF%BKHyc-Ox* zR~86-_Ot78GGN}8-bHy=*K{ho%$vADQ}jtD(Jnwzs(x6U0D0fjLYgebR$Y;+YVV?qePJ}*iWb0lL#v)R0@8G-+b>{_EeXFKYhMC4)Z;Z zi^S&Zb$nnZ4gyL>{3E?wf5?7wy3EbEH0CtT?imR5R~ZV_pB z$(5AuPU)5|QMy6$BOwjawSdGbEhtELNcYkm=jD4{=lpv9fxX^mpLyn zQfXhSK&{VJZC`+kMxllc_o;T}t&q+I@l+*ErJ@ed&?mLkE;qcftNsy5q&|rzc+<%I zqAGrHdICA@e{(A`Gmsxi31&!*_Tp9im{6ipA4X2m(8YSVF4o9nLmq}-u4WMY%BAY< z(mlh+CPBsM5_Q?NDAubw2GV^3R&!Gs!iPA2qd$8ym7>uT8=z!Jk8vn58U<%;XzWAs zT1xb@fmP*0pT*ac=q$hEl8l7^(I{*+1w^5`*1F^z2|sUyF;{7nA!*6hR1(*{4@IiL z-XUxoziSD}?P5R3{-OCJNI%h`qw(HD0_gH)9(~goIR5gD`fIY8P3=<%DU2cvQjoJ_ zg%zNu((DzB zRz9hBe!-%j#TmI8YcKId{@V_{sM9YC!xp>x1?l5blScc=(9Vxw3cT4q<>Z0cKZ$|A)a}9Q@Gwly3I(`Y#U*}hwxpQdI zt%8V~gH}HF7@vjD?^d4`-J>9RMH`eyEajWK?9A~_^4dWe=gQRSkyoE^h-ZC`Cdna9 z7;9~jzDW;td&F|`+U2Vn=3(Ufb;-o+i%bWqigQ0QtXTL~jH|Hfmb{Z1Kz~JpFsOQm zvc(Nk*=O;?Pa=8MyDMRbfROft7APxabAxBew#4u5E|$I+y%-l;af|LkwQT0N()(2) zD!rZq?SaP!GSuZA5%y2>i&%T44#b~v=`BQbhJIjL>B6j-bF7mCjQH0*dEdV$bR-No zhx2lD==@Bs^e>MCuRYKDI-z`=|3X}lPTFeTeJm>cGpO*e<*Cxa6UmnsavY`!13?l; z-W?|lgf#CMMw-eaaXt11Is43VgQI1ob+7H?K3;PEkPUP#iPwq3Q?UZKUgv-=R!aw* zKYqO9(Q3RZU_8~yTfBX8v%8(>&Qn`|5Z#%lMvfTwFI{11vnmUW`1YV1pGRbg!UdZ$ zd^A?P?O%D>y-mm}A|Yj9moyPTmrNLU<*41O^#cD`qRy#h^P`*@tnjdD+9zR?c0Qh3 zwtbDEgR3d^sRkC=ZH~-MlxXP~vaiSdB_3jM+Dm6`)|ZgxJ%zXY9Yge1OxP{W^gFNR z#Y2U}z*iVIx-sGLn#I#H){1kRB5txeFUWjQ6T3O5$UTAJ5YJNWF&K;J4qG^%iAAF9m(m5v5Iol>IK2{_S@9uGNP$Cp9K6F|85FJ*MW~vyAb0 zB~Rz6SY1tNdX5-alTxwPWd#l&>EDZPQg>N>_=+Ek6C-7%k+obitANI{zaKHj0^fcy zaB?ItE>y#$CCQam4Hy-1lH%gld~ZH_V`Vx4?ZLe5crKd3>XTTExbVxSzANCY?P&QuHy zFe8!T)BY}P^=0p3Kou^y|NuY*E91FU+Yuno%7$LtK*ThED;Q zsZdY`Ul8iA?FJRxNGZ5meMdzF@KF+6w06IDbmsm=g9aQBb+Q}J8}JA*0n@B^JSPR) z#GIdi$4iU;55A0FOO1Y0Mh|tQlQ=;2!8(Wsu#jG7 z{_@zb!&c1E$VxX#VG^CJFT}~twk#+LcgDym96w6B5FI_BMbFWym&yv~`5bWAmUN2(38iSJ+B;h2}p3x5_1#I0m((79_l z^$!Rsj$9UM?F#uTeZ9$qkczCqOTN5i)wiQE_E(&lFAdj!XI9vfGDR|Bv6H}n*}S&6 zsys9blIvZ(twK?G1J6ed-J-z<(Hm_n-T!Xm9IVj_D{wE%*gI6s+N-=Uh$+~YNe-_* zDWAf<2|0)pNk$>{pU89_7f)QQuDgSpCz~Ktbbl~}?{@`@~L11nk{Nh}q z9YN+lAlE@-$EKbcd^OcqNl$sh-?Q}Gqpvz*PWFHf1v`#}&K0^TGaQ*n@C@E2NYwU- zSiGL7$n+j=Au4$);fB@-PY=nRi+nE7?!WM4{KC${uC>a4=~*(^a!dGo%#D`s0Rv>g zTD-as@3~ydflyw`bbq@S!BRTUyoB&c69jruqR8A`p2S`?>=UC-xY7y!&{w6|-8#rP z0$Gl{l=Zit|3Qn+4>?>-knsEF!(mc{&<;LV3yZW)ve8&pBDp3Vatr%(Yh2(IIZr(_ zZ?NN{KPl|8IM0;z>3PZcD&#~qIchph(EmdU)z9ZUYDbbEBomq`GpqcIb7C&ra$>lh zZSLRWAj2BBjKkL5T`bE!zK(yrfZ$Zz5(K`jNlQ>&G4s;l-R*~DM z*^T+_<70g_{DsD|lL&H##=%>z}aQ&Vqk z`V>{EhG`MC0bZ0a&~u+t;F7a+nSo6vS<`qdl8?y0xx!u}tW8&zS z(5^hn^eyK^K&{4$;iz&yd^{ivPu_bm7lyxb_CoO?q2z6o3wUNQ?~TuMPv`90tAf`l za5D~IX8NR4jx=J(xMhEYl%5KfY_tzS4KrD|m`|d#9%xE*76`>%i~%&G;+36>0k^J|KD~T?i_A5geP7&iV4{z80aw z73mffhh92JEMY)L%im#pkx}%MRH9e}o?K(Mq`FUT`OvXDs1x6@9b_Re@od}Y{vy+v0E^BBQ z#n0H?C-Ee^9Qg(^QWJjhZanQ2svg8z_PHgn^Rn*3jRl`&#xveGq++8nkVIRRKY@au z!BP1qiDGD*!EGF}l}-wPVhZrmqAQR*deffzjoz$hAb_>75Fv>2Bm_*c!lpNl zE0gKPm-~+4yl4rGqho3vli`<9kxE&tNk_D4R!a}3pHpSE#R=y&@?i>f1X{D@-nY0g ze_`kxPRHR#>zEL7a=Zs3vOF~9&{3KHI>w3{p?Zz>DbURbU_WX5n*_wk-mb!U7N4NK ztz7}*y~@j9J3xWrDOSN=Vx6i58GGx#VZoLmn}+KvywCg&Q!{VI&+IrHeG)@|Su(5Q zU)Qw5I`6H_k+^lPP}x1SWR++_0Qmy6Nu^Wu@mZ1;OpK~Ncc0EIfs?#HoxQ;aqYtuj z_6Gl3D*B?XNVWW(Giygh{z_}{`-@Gc2u+fymlSia^7OP6E!`mHKeApe5o z_GdWxHUSmyE4m9{{Ry%yS*=BTb2kfd>_z#ygs-; zrYh0cdhmVFfse!#vpGm9mNnrOurIQjvDj%2L5~(}NZwL-`2(^7W7XWMJgLoW@q|UM zgV>+RF2f@Q=cI^_V^_*}DL5En4NdOqrS8G2L1UYJzb4Z;|CxeeMTx5$|!j3LtVLZ1{;xqUHFt7tt)^R$Jxd_T!ya`pmrB3Hx170T?h*^(G=T}FA3|9w?t-R;()N|xh4sd(9N z_ys+4@jNEaD*^Y2%Ji_F3kB_Rz4v+7Po={!*NIy4>2i+F&)C>`N}nfEz|(z0N=glF zi8w2au&v3v(U*&SfX@@;$Z{NWa+VVw{SC6w9&t&Zym6fOEMtCdLW}cNazj&at^YoE7t-y+-@v1{qaZ9oDeV!J|R*Q zbx8_#-md>Bq=fn_wqIz#HgYdt*mhlpL!*IE1+;dQJO)-}96M={MyXHOwHiZ;Gv6I& zURI~y63t?js5s)>=5)r7VdCA-*S?M~qT=#L^y+Rx@^HR= zyuf){mj&u;-+Ea5UW*dnZK#Y4r+Q! zGpIm(*uO%{yv(L&5v(EsOFD^DN~=lV&eYD?+3A-)pBrODVE@jsjM@5PBoGW!Wm(dT z4z-p4U37CXR~Yxjk(PPIjJT+!;} zYDxQP-BOZDwLXm3=$49hz{I9)fAGi!Q2(0rBeZ)E*c2-6k4%Q~QLg!_Pi&eewMscp z=Ive3k3BoR79)*$${}kPb?y6PD!{QoP$A0ND574ybF+l8Ta^~88v7IWTsAqsa=3EB zK+?*N)6*Q`VX*{iCl|BarTzPxsvyx(>U_V0@zQU%vNv(`F^k`4Iv$1e#CTX&Pqff-5)>5JD05#k*Duy-Yv+y zjlGkcE4shC@pqaMQ%jtA5k6_BZq6ia+Fn?cl3wY_Vl*ksJm3x!0(0G^lIJQtZ%b+^ zgYXf(*Z4)1za`!wKQbM=5XkDw=o)RY-o*Y&2YDp4X1K!Co4|nL=n&^98UOAXus6z; zf3;UXy!XsG?9YFK^;Nh!T3Vm~f^Tt%>GzTjn-WcZPDkYS74UoOtq0To%6Qy(1MDc^ z2P0@Tntqah1fGm$e^mU0xfledQ`15$irE?RL!b4c+Jf(aCC$%xwyEjh)KN9;S{P9q zhxuy|)ovqDGr<*Ua3_v?zaj;?#n_sA=>GQ#A;v6_k3VBcENOkSKWd%!v~Jg} z;*_CU@8@Wr*;@qWV3z_pfpP)WNuI~%KG8UVr)bsevPOg_g3+y`-$ys^jmb|R*`aF7 zWcG=+eD3Z54td|Cj+tk=L}`0k&LvV({~)h%vo-^a)|ToCxRDmn2V%!L3U~hgu9m0i zJpnJ|>f<^olMcUcgcpP+IJJdoZ+y@$cf7A3zC;vA{OH&vrnL%_Cyn*J=4kCH`CfX{ zd^G7Y$xRdPcMtY+zK$APemLyQo#w_j>tMD!1_e&vbz2WD#9&}gzrcULBWW@i4GT=f zOZQ;bXV@RA{$`@uc+OziKELAth@_4l z?`0M1UDM}jFaS@}|2AOjAbEV;NamZvE@EidC0BLZN|JRRZId5D$w@4-)1AZ>vNrJm zMexTg)oc7xdYcv1VgM|ffu7k@8nE@S@(Q5F5P)jkmQtb9c|d;j8t1tJ)J1gHs}a=MNjQ5H6f=E=ZC zOc}GD!vdO%*oIF4yY5PLev(O1rf^zv(>dOPIrs^yO%>PI#a}*yGQ9 zb70s8uT@99R!|DwYIvPy&{J@$EmS3Q?nog^GH;*1dU9lrm39kd(2RS%an7jMs@rcF9< zR+~4wwc5z0w-6XO6%fxj1daF*0a({USYqU(6NA7+oo$IiK#Z;UVAVt|!vTQxr_tF$im~+W5 z1ntKo_gUMAjn{+^RkG&1{>2ua(HoF&)0e_V(3H^=teyDk7Qg6#Z&U4IrE`-@`4l><(Jj{|Po!K$1I#x@oa1VeiiL)dAJ+Bhq74iD)|@B+ zeu9yO5qJ(Mu4xPW;TVrj3}a%g?k$jXqzi1vGd+hK@^mkJK_Ojki0B(47z0fDuwO__ zoYlsSd}f<-(1Sh1g@*g}d3UP(b)oHwzOzhblmUNLRBBOyzsDHg8VMt>l9}F=)Iw3o z%f61HSSCB$F_^U7n=7d{wlN*banhWsIMQnUqn?TQrnb2Arr^aL(b=w={ME$GxuH&^ z<5_ZbhCoE>CuLQPUv!!kBCdbm?M*vNIL+9LGlDSGGlzA-|1`rqSvZF+%fG>%E=DMv z(uSu@)n!V5*q{C{``?uSyF)NmNu)Y$>y2{LqP-n^T4FSeE;Nueo=ITX+AKS)5jTKJ z0Vf1lk^Nw?t791BX*?-%+Sp3d6g$p*+6z0#Ep>*j7=DQn@10$AF%aUuy6cW%lAB4q zI&nHxGOlPDHu1iR&#h_oKdW=#c$v`|$d#)a(*YGxd?l@L#zzifx-zoP#lj9*6@gpq zv=A>g;Q^YLP`D*ADRXAv>=_P%WXw+j3mx^8*4ETb)fw;Sg9sFVcj_C(7_fwrDCF=l zls>fFI|n%cQ4NE`);ta!x&nU4{#=v)z(gjw_8_kz<)mG}{l=;PSIBpGZ}6atIf;eF z<~NkTk;TGyPga^+-v)DyYVWf)z637KR8H-^cN?Z|ab34TasAhK`tkrXOLsU5+ z3|F>?6OT^f?(}ou@h`T;cFAU8yHV!6h_!PRC{p+Fo2y-0vssuPW3pJ4cm2dYBuC(g zai_mvkUeI&ZZ)6M=u!A>!znZ-s)$D@>eg_*>Sx>hMP`pb2{wmotQ@Q*roX{S>gDGPb<*44qLuhs6lc+(V8}R z=khEJqt_zwZhZ9*9@hVJ;1-TPgMb3Uzys}qoY$|JGpp7cn|opX-35tfav}$o+-w|1 zB7=HE(&I7x67drc>NyF|wiQ4{?;yOLCd`2Pd%oE!cP6(g!#^VARA*%Ya;18fQNw>=*fRgB*oBRnJRP_XKWw zi``C{fCtZN+ITn;_i~Ek8N1Qf54kcPC?KRKeysR1WG$FjJO=ufSYK`uWf*@!YC@Jg zAr)3rRg1rfS3A?d-91U)tNRfKoL9RUQ_#qh|8VP?*+Yj{o-`$jmRuwGfawZdrgv+* ze@)7`u@>`Uk*l;+YD488q!NOybJ!Z&D)!*N%Oj;?`u%3iS^?2TmZ(SXo7iXOh8!Cm z0JFSDf*-QVRfsv|t+a!>R4Yaf-?|BTsL{Dde?GjiwVRH)DvJhMkg*wTc(P)!l6o#}M zF(Rhk4#2b5rU`z++$0MV+ei08-IU&?$j>* zo2rP|?1($F@)>5}h;nA7WG`V_>S_XK5Q{#f=XUh&#)-h|WbRqawUb8zcBe zbj{Wc-Zb{V&tW|eQJrgNY4~eWv;Br#Nc>S)Ia2NAxF??y%0TZnMr^ zxZh7?WNRP$^)KW^5ikhZ#hiWh*@fN$4bBMmGOYK4HE@#-jX^PV0U;d@T#pQP(VW`W zBNT4&dm6sSWyZoRe1Yn6c}+66(-S0d(%pROov@ej(BrbgaOK2(R)MRezp4bT?ih8$ zOIm@fm#Ad#oCQ%ynWVPZ19B!FWCEpa?TojiDAKZzXs*?}dVll6r#q3ZMgHnN`KQ4R z6KE&OYSEX=quDUS&^DGgnF?JXgKhhINUHYeB=SW={BR<)?YchUO#qlBNJM6-kr;OQ zqy7W&Ss*0CZO~KZZd;r1FX^Uy6#Nw?vtgiMGy)VqLd?a>0eP>acK2uM0 zFRz`ZZ?sK{GyMKrMW&a6g+#sDmLx4-N7Tinnk~?(BC3d)~i`sQHuM2@y{^L%! z0u5!gMB%>CJpgM>9Znikd^c#nE$=8xfxJ7(rRPA>(fE^`%+;(d@@ZtTSQIkxLskSa z<_1*IS&d$ng6uR~ z-y;l0npH7}e!^3Ti~KsAGn?N~wO>^6Sp={~m!vTSS$Phm)Yh`&R3-d$lfFsr>Qg-^cW;=l?l5TJ$K2kVc28S;?T2x9_UhkM-8lN9-{y#UW$A98 zEJEu)yveV#@^)K1cPDd>?}6ek!Ddzd!a3j`7c5!zi}gD(MfYyai~~{B1U-x0ghh|V?JeFpn{?1?g%pZX2NbjU z-<10kVy!BxMlhW=qpRnwiiBO#as8x=nZAodEvR)poTh>rF>+Q7I`IuC9Tf(4L(&k@ zHJpJ?2WyWO-Ql9Scq?s~JHGlKsD?24v-!z{F8EuCBeRzJg}nI7Ui*@a(xA`RXKd1D zPj&jXVkR-*CKN^-Qu6cVn}oJ=AHpZ8a4oUU!Sa4H3o#Yx>+O>_>f=hIu2E6S-OJPDVywiR}TZ*g^2Eqem?f)JQA(5C<#?M>g zolDNCh6jiZ^f_S@*ZKx{Po3>s>a%x8a`cX3=NlvM&tF6h@tFk8I4pt2Y=YLWgP#nJ zYKtT0nt?)^SitaI_^ie27^i=jjs!~qM{xhAa*1kT2c{axi$Y>EQPOhA@?f3UKal+C z;~kCU=BK=t1j-C+z$Wzt@Sy~z)!A#GL$m7P#*NB<8o$b^TFKiqii!FTZi@UKb8>kh?WZ zC^~%_+V9s$kT_tnnpy{wT-kM7zWQ;qAa;wp^?E2*Vrh*zPgH^Fn9siHt4ER=*t)r+ zNh2acz{E<$o7%1WmC+C>X#6kGLqaW78oI;z~JWS*Oq?dXdOGJFQj4g^(==AGf-#9 zlD}6A-J*khvq>bO{z{}t7sbSK3yrr(LTZ>JWAGn-yZtC-i^^;|HNuvCa@3#EEvQe{Ws>N4TVB(#&v6qtCq#(v&zZBQ;9*;qG`q_ z`y@{NYMd3n4TP95WUpQ=BZq8Lq=i6U8wGif+rMr$S)q@>ZIYmndesH3%rUrQ`IzrL zGs;y+M6BD-vC3o+7x!F%RqDD^>FD9073DY8WMH%<=KT-&;#*<>WgmzMF8aYB!bkEC zyE5h61b9LX0tfNJnGi+kS%LF6HqEU`^|;+v*-B zUaW!M`$m_M&Vx$r!E~oa$6Yq59pda4Khva>h0AsR%#O5Hhp1BQsVAdbGBUyksw4g? zKTYBY3uq^0sW8tRP2;Dw2;{jt+i;$@B2b9u{`40RUm3q)ZDvtOO!@J#L!^C3@#V~S zf;w1nbL_{!vyMB21&ZFV#hYQ!L>!|xg#FFO{8!xpETrUNYQr|n3Q5raYO!Ec3)i4u ziS1?`>(g%IXKYSmBfzeP+rd*A<+wj)zR671j4Xq7ynXkY3-2}GeXEN%h!V zAD44lng+*Ay8BlfYf)9}7EqIVK;$z0f`RjcIXUHP=o*24Na6MkEI~*W-m|h3-c3ly~O|_PNe)tE}g7!Y4ZGN(* zH1L?ZY5L)43NFBz&Zy@0nJesg?pLd1i={syL0$^joR;g@A=H2TM)0A!cv>Bhksm)NkBL) zPN1U8!f zWK812GwV%0_Ns?#Gp^mq?J^OPV~t-Ak#wht>IIIxUgO)DJ`&-iI_+zB-`0f9H>ap} zHrZ@}Y;dtCf4a;nfPN|kty|QQ4a*lnI z+2J=#Klh=1HXKME#zHUV><1PLSDy-wSM_UfMR`PHU2L{jP;9F=4%U@zUIl3 zlfZkR{6C2qfg_=QdPlq$gm1FwIP$u;sfppd@y|lXAEDX=arV+kUhKEI=6w0jeA=B1 zcaQp+M%vGi)jW*+zAg#$UJUpN)&3Xvs1tsup32J;^Zp}ocE`+D?@QNXEOUn=Z@x&m z4X+xv8ik@;_lSZPM#fG-1lwte3X7+b$>aH43IFMp*O)&Q zjeUws7Fv*n{Y|UPBK23;7PWlr$fuSs_&PZyATipJa$P<^kNA1hz>Prk({xI7yA%y@OnFF++af4?E6zu9y=W#|II&e^hgUx1swi zQneJnWv_AaMdm2@P1!B6)0EQ~@;jc89Z!dnAMdJjRfxXNSWm2cCyLuURlv;Adp>A= zm0;09+vi4Q6&TPXhI`e>Y%laRC;g)db2~)5(B2%MKf0!WvIEkC@qE?on9j7X`VJ^R zOjRUKt{Na3u-$4j7{UgMnc8_1I%Woe9lGpOLAq*;8k;A>PU3gt9>q%KCHb*o0p8T3 z<$<%iP-s&W`%*uFMyCXv!MAMLbS>kyo1668#aEH7?wgxDkwdcUpo`*!EgaCAs?>RK zsMGD!5%QVKnRm<3%`0b^+{&i^;of;C!8vvNzBO_iFhi^VnIY7Z!+aSqLp+-qx&j%- z_qdUTxBo2#Yy2`@7B<9+R-E7hl&7e3+`Yg1+Y*KbiXpx~I!pq;!*SCrO*lVlt+k~r z=HZrYzz0w^i@qPON+_X}NtJ4Rt{eqLLc>F}uMYLTofLxPGIw|M&=D6nb|n;ydxAj} z4E?hv@lRSjHW9DMId)stsMC3kkMa4nV)Nj7rIKLDj&cxFZC^RLO!vK_cr&y~`q+qBD-bZwQCa{C8t zh4EBi35KFuD^ku9_SgNgEBSa)DKC8w>Qx z7REC8Z(TFfx>jPLp_f;tJ2(7|X=7Yrfp zm(rQ~iQS7*;vuX0?R#qRq4>k>jL{;GSQOuAW$Of==Ir%|672i4M%N_h5Ol2)P?CIy zovOWexkEWzs|bOk#^Qq_WCCWXbN=}s|4`za@gf(t#3rnnWtNtq(D*6w)5oe@lr${x zm&hW9j393lU4&%Tqgp6y*@Ju?6xcmbPM)0N3J_)xiNk zcm}cse>ZpxD+`@}g5JlfVbDW~4>Y)>=^lNeq$|fKMc277U`x$84YtXtlqS&sv-?cj z7Tn`WB8&drIhud-@0F4wn5E4?`1SqeDwx5`g?4oO+zfr6V3lc{NRsoi(y(bZT|{oD z+2~O<%KylNXYjkDTybR|873x~9_R%F;3`p7m=TiEQp;aP3ibio&xws}`M*>y{igWr z3SP=1x42xeHk)#;Gnvir8kR(tCjLxkWw zu2UPEx_qvebb4QWa&UVdhOY59xA+4isIH+JJx!2PZlm4ozTn9sY`N1)#4uY_x8yVqg8y^pf5q%GbE9KHTQn}1Iq_bV=M;a`%4`Z5SLKqKGh48w zNjTs5ZD)Hsf-3n=7O6f!d%5@b~9LP`$w@P?y3^}iok|4)Ae5hQ)uUYy+WyWi8 zz-TQ`-lVJo13c$Vf!D8Nx?>NeJo=&~z1G%mf0jpFx|P~MnMcR(Y?i|#ZPNE8O4_Mx zV4_NL^1v@kEw2+j&Nzl1Cz`;@!vq~1l2+*K%R6z&B=Q;Bf6JHRme%4X5Z!Qdy1goD z9O^!o?Fv5GpTnOp8|aV`A=)x+fNQV%(##>8{rT0j$6oWk8HCq82xnr! zkB8uMyQ1$&&01rfBQk*706mKduij^q*KlZh;**I3+=P^vV$05y--cKIdR}i1M^!K9 z-5kNpA}ONPb=YLiH!PzXA8bm$(h9mMl?svC0A|XJWXEioX!5&>utbGHAw#V3c(${|Z+Ak!w9U!_E=wb0dkpIg#zZFu3_%+l?sD*6$U=B!yfJA8Ko zCm7K&Vi+(Vfl(Cs(anm=QYdj)m5rTv?&9VxqC|tE11Nr$vbE8^eA9lBbBC4xqBuh; zxt>Mn=t9`uN~U%kXiy*-6FR%5JfOMo+_Oa{w*jj@`6`4i7y%Z|>an=-d171H8D}-} za?R__!V%C$LKy-G-Da4x^8Y9PurDfg9&j1=N3{!AL|c+n4yN&($X`)#>12@KK#(z- z?7XAe?G1492mz}*-o{&JgEF|*2u}ZQ*6)8-H&t$S3iyxf$coT$>1@nIduU;YK>y1_ z+X{s0GOJ&kLe`eVoKHKj8z?7L;k8Xn8Ek6vVi|;%Q#Q&c=8M&2Ndzy>rJWZ@ukV`50@$2DGqHj9EjMcI!rvPUy?<6-Cx2g23EPI(xSxY^>>vrC{V)Q4O>u zE7x^(1AzioMFG$4390iw2$u**sc|B72mG1<266JrOKukw`QZopx7!=y=N1ym**j&b zrjjjlISNzRFs)4zA+q%@(+p+RO!2ASy1+^bZy80H8nQ#1)h>yO1+moJ9qI$+jBI2! zLmzbRH-OV8)k8M*Wk=J)zv>QOZb^T;isRl@c<1=89Z%YT@*;YkSp&cBPg|xytra4G zdq*_4r{vh2iQ=A%@h07A&UsLe;muK1e>z72#bDZkqI5n0C}#y1G@P<}at|n$#F!ZU zH2!k}|C5rx_N`m@aGcsbx231IxMcVV&o4={dG9>c%tjjZzp(=K+k;949 z0VJHC!j?s2-1a+1P29vYv^Q_Zt;(d)t876B7)OHlE-gB_ITB0fUw;g3)n78#)u!gB zXB#la2Dceo@jW0n2hO$~1o5c=d23Aq-^Cj~E`{T*a+}<%;5ppaZij0e<>QUz6YSap zy_Z@^IPyNC=CL=ImaUUGcoKxxL2{(f>Q56i+m{VqFugi&jc#xvmPind2`#IS1u*lH#_{#K#&j|98hNSeBU|nk_9~)S1))O) z!NTG+@etB^0H4Qq=W!+>qpQ^JFp#-F5ZL)U+|jA6JMge{%wmO(k$|iEKvTmmC7@Pd zyX-ljxii$+n9Cy!lw$}yRo@*i(_|OEc|a5e9Rj+S6YlNS)zOVdjtQ6k(YO*aZ$f1x zfuL~F7)Sll&zIJ^Rf}M1;G*ATv;~XVCO%~l900(bxIDqWLF{hA+R!uuFMxf;g&89# z3p%&UB@y@&ovbz|htn(RSP-E9kF}C)o@#7!r|ufCMwd4^)(V174H(|JSCw`N(TonG zOya>2!}~dfvw`Axv45CfdKEY>bukAwac|bd>CO*@w&C_*6rIdlv&h?~u>RDDU3;Sp zw!Xnew2&xWzBS`}!aD#Tw>_pWlpBhKA(JdZSz5jP*KRfXug1v9 z=6{KB33O01e>C{&HKa(~VP=UHiX=bLbOq_*P)5fxXZ$xpFDZ0B@yx^ioGjN3op$rn z0&NYsXz;D#ztBkEnJFa>)3nYI>E(3(kk86t$h)C~Jgm-$vz;F5{1E16rvJnRP?;s| z2uyw_Ti#9N_Fq0HGNCVeEAAx@%LSW-=obe^u79 z^x>AyGF8DR%gv0fZsLBspzjtMeFg1!un~9%mh{HaP>sG-g=c}4uCdlWj$1&C^7do4 zP$4p39Jl}18&oR;WW2Rqe*y;piI$J|Q`txMrJ%RBeFY?Mj%yS;P5ZOkftRd0Ob?zb zLy=7^eG$?dSILuR;v1Ma6vU`GyutA9PaPJ>+pvh1%`Fd@Hp$s@dzY9#v32E5hUriP zR=O!-mMs435QN|7_Mc^cNM}2Gq3uNe!?v&~Ejn~Mv9Vp=kH_KpiJ1IwJ+q%xj46fq zcl@gped}b{jtr`A)Sa1UwUNgeA#l|HW$r3H8xOwvHAeUS`(&C|w&A;=TV^4+DIyoFNTXhhjy7E_@7Akg`IVf;tVA+SpfP0Hbpo{aEA)9}7BGIr z=%buFGp~xWX+Ai2rK<|Z>=2}!syXMu`7p^IU@#U__YlYv@U-M-A|E$F-?irrTYkU; zddhVi?7q9#D{$sNjZ#wW_q{s7qXXKAH;V2IVYKBl&J#8{N3*KRo!7&vzl~c)sbOa+ zXAr5;v6B7v+y+v6G z)oMR~phagEiuRN5A3Pg({=LV<5ffO;K#=6LK$1KK_q?ncBRFu#ELa-t9* zNUH;MiLcXwSM}oaU%8BY4LSSZ$c1-AyQ4?+9Eq8FkN_04z@rpr+tmvpg$kN}Z~KHM zziyfQK2J*`)E|OO-0UZAQiz1xmojrEz5ly9op|prZ^1p&Hj|duZTd6F%S62e@B=Mo zXk4nJC8T(9d)uQ|)b}j-P%y!A`F*b8X z7gYV#z+P!3w`#_{zKlL8ZPwL{tfBkT85k>fevQ1_HO(398de^-kYn5tEY@1)TyK-V zA}qaW7Yw$s7&(C)jU5HN-??TYueQ|>+RONpCXRNaI&5PDw3e;M6j5BOC5LC*3^lN3 zouC*_;vKuAq61@f$>>Sc3;xrgi|v(B z3HRqzZpG{i9qra@Vy0pivMFJfh zzUsbvDYyL6W80+NZw8qmLCgSqU5N4bY_Z-()$oIXu`}Vn=ma;}&&j6n7xq;D{=fEx z21o*blpd|_V~`hr0l%j)hu#skw;xogGjVTaLBKDF;rAkYgRD}&H;akqy2#NQ-efW; zn_l%}H|hQ&W_<_QNUz(IrEpznobtP?gAeHT=2UY=MV!L4e(1V9&|0AsQ?R-8(qw*D zOF{3sb|NZ3brj%rF6kiM(64+73>UjICAlJ9LN--~E}vbAGn78cS_Q(nH@VDe^`bog zNMr32aM25vWKNlLPfBfhL=gyq{8JLXD%;L zOG^i_a9-x`?E^{qXjfUfCcZ4+n|ihd%l;KLqh=e+p@VII0VO9GB>b2m3*XL{X!1Tf z)s{`z29vjJ!0%@*-j5W>1AMvUxxgOO&%g2m_wP^IcVq0q41jEIG_-7Z3Z~U-n)u?1 zzViTNzbdVKKcU;f0e{j1Zd#?@+Xjgm3Jwh|Z23IC=L)Re0jf4qq-mew|RU6OM@l zHey$8P)QU?nH&UFe9)YhS$w|$EFd!_T0t@@WZjZ;lA9?ou(n?Q@VTuRPEH{c4aRoA z(Y+6BI~@-8`{w8J$FlOFxh@ace@$-z6A;;c*3d0vRrxS~x{U~9p0~MJuu0IZSoYW4 ze-l?H+8{E0Iy9HYim%}hMSRv?^qUKZ-8Dcp%HO5T(Mwy@4c1gU;aGWj;j>#rD*$s% zKDl(*S#F;!R(S1aEFQEk`X8F@ezFL}QlWucjBx(j$ z#VvgH7+G1Ucxt>>10t)(HoZNN{5@`DXzqtkqfNJq6f;?IzNQ2l^~A3aB|nncg)a8BPD`L3DVs|4I=^q(%mz3!%#yHJlEX$ ze?PpRpS7NKe_^raTI;&bIeYKl?tL0rwn$t&<*Ns}fqGjY<5eo+*07ctAib>S>HzKm z3Pyf!%I^~jjD=A!Z<_oh!T6E%-E#p0c?1gF(!}~h7?p-`R+TC`tpgPSj0*@bXab27 zBvRw0ev6>IJWyvO*?(|RmHg_vf%1988}p|uWd@O(dVFUjRLLAGBXSZGd}jT&Uj%H( zi*zgP*#WDD;+~MJDSTCb@03;%#T?&GM@n}Zp@He$L_jJ1-gIm}(tr zq{QT@0~a;!yyRGQ(;iI-;k*1L!5!yz!T&hI5f!;#`$0$ze+Ah)scqO8!~-nUzLdV`0rlI!Wm0 zQ+a713)ay8N3nV?0xi>f)*n)>WL83w86p*Dm)1V_Lqc@~bt>>I^KH6R{i}L_LwImx z$ky=Eku(4}r1shBpDijCA7Yg=fkbE8&{D)>?n1drn2L{K2e%?t-s-9kFAU-qBHlqS3*5?{Ihm%W6H7Y1?y>OA)Q>o zl9byuFqhc~NC0eGOecmuJDMA7LGEpA()U-^J4g~F;^UBo!e)qBK^_+>_$Ui1+#UhA zW94Ooiv+=)2Y3wHlmXEXFh9y$s!An24W8&OJ7^!(Iga-}ZI@$b8fkTWYevSNwPsP< z61al5#Pd3*Lb%ANZ#S>p!-xO30$o+PS){8m0hYAuuoQX%NfrDAF~+WJS&$&bl9R&_ zvh9Lzn>c`Yp3`J?=hg?)7_PAVuQnHBhQp^?`ReQlPqZ|+O(Z#yO+2ts0{s0sa0HkX z{Y)Q3WzRg(gzxWS^VoL+tDtaGiTX)NZZMxO6BG} z`%J_Gzdt->J7%LYEEu1*r`8T#uhYwr?U`4Ca}Cj7R?koWDx+IIbGeX$&I>SXJ|m&E znFflkWrAq4n1gIrrk$k|XVAFPn}jGgNuubBBQABo&C=n*$!$VDsF0}!aI^k?b6s)= z!q6NXY*k?Rvb9OMRgntXsMgkJd=8Qp&py@?;Uu7w8||%YhK>XGm``ovg-cJc;n1kG~$UpZG+{dx<|_ z+8Qsl6Fu)GY=3u2MD+}Jg~F|o=djV^DVLNBQkMv_@IVE&=eYdfbFs$K94Q>= z0nJI*oSwL5rCCWJ=6@4K9FvDerf|NP^radh^Qa$mqLydQneG0X8!Z~sPyYsBpAk;~=6u~f7p3QMlWYkZftE+GvhrV&fkMevb~ZpOz_fiL-v+p|b@7hMl`D7mnqjvfHrT>(2vHhcR=3JPSbQ z?*4U_L9-j9+xCUCRa&ruQ79?h+e*R{Y8>M{1=xl49^bBbxNI+O3-4ldb|nE0avgw6 zx`xY2u~jf8dhS(Nh%mir6;H&2{kVj)GVV4Nzk!{P6&cgUZ{Xme_PDfM@c zRPM;ek)75&joT2rZ1E?S_a7)6$-rQdBl-3h`!sc*_X$hTO6?3b_7CoYsY_^-Ci8&| zAD#L+*a_3bi1xFKW3JAvr{-Uo<(KsB>c94!a%|j{u=~^CL*NzmT}-%L#J}y&^#|G& z8As&X&t|@@MT^Z;Zwh3yMV8MQG-a&gvKJ!-`8@nO4iax%?AA_XLsL(tA&KwlBt5D& z@QI9=GrMD3m;OvW%JjE|^2B!2650J7^Nri}U#5Qa7b6|Q5eRNGkfr9N+9d~ia|40s z98H^{vtR_ALl4YYdnxAY${^yQo8IbO-y&({r-5d|9Ngqit;-#8IhRnCz@;WI*F289mu@4 zF`qS~xcPrl;To+t?h4JgTr=IW>D0{lbhHj_-YfXRlh)Zwy`QiM+++)Ys(jop9pZh$ z0@9qs%<#7++EIX!^f0`tsO*>GlQh2-d}Vh6;kFli`MD)?f2+vfYV(~3x|*UN-D))q z20$lxa-A+)UWS40+$9q8GJYb#JpQf!gUB@UZE!+pj=XrHXst?&3drnsk2J!C9_(p2 zIS{^=N!p^UVr%uIKFj*cU;Z~GzRwjM+Wod=hoo(m9;Pz-S!*4vs^%Qqry4+#>TAfE&;}oi@YCX zYr4L=XloRLxrEEA;ruV&otUO2aypzbMVF{*FG&X+8ER`80qtV0E8fPs~gZ zsDhQTnx(;Q&lecR2py`j7Gae)1&U7Y;766bEb4jU!yjz|QPnLE)q1xU#SLv#C?Gt3 zJT*~8DO}y<147E>wk*;=tmar(H_`6X=lY<1BUoB6>*}DmGWIpXr*JJUfu{lgi<9u< z0@7P_yt)Owi=sL4*O3H0Cx@$34^1g}e#zc1-$lNZiL?79PJHZEa*`q803ApRtH_VPaeyov8iHOQnyYy9^d+ZSX+8PF zy9hF4(naYnHKy4)cU7&3#G+N8cgUUQCVub!xXae)?XhjJ1x%uGxb_VMQUoW+DihO# zD2=eQb@FSvqOkmmWYnwSC;6I6e_x}UEu-&U)HS&MWPAbK=8_e-<_H-QZPjpj%GHcB zS>{OrdU&PCbKvGgM4m3!X93lBc_0>pa4)fhMgD`%=BV{@Yn1J)P=o z|LlR#<+~`ss~^}2;fYHpe}*|I#%LZsp{?SN#Y{le+dCl|W%x#TmP6BMgZ|-ReqbtK zAj3vk%dUhzUrszt$oPU@dgn)__6d~5F1JTZ$zmI`&fEYeI!m600mm-yab;TX_uawj z;y937N!yZPE{r(U^+LY0yoEU*ISe>&<6XQa2)}55o_Ryd_ng4wSMei8v@nH! zdh04fMH-Ey4kfL^wV)dVTMBT-qMy{fCx_Ss(Qe5@!`BblDI68qlt7){&<~ZZRyS$ zd$Z_MB&W^5)WF)nl=dB7nL`5tI5D(?IR-&cM)08e-G0~kcA*ZqPS?xGGvdOX%OLT! zN}U2t!!Mr^IWT`w^l_c#@;J8VMp zb1G2|by$o_cd!P`nr;oYn%d5YG{UYbZwYFw=q!Q6T7k!6wRO@0me5TMu@|OH@G+#y!bimx9S_uHE7gh;94TrZg9Zr}9VCd5s1URZO z&Eo;eOjK;WO3rrFE@ic()NeV^q1`fFg|=thu~tEy)DsX>%RxlsborkZ?ws8eIs~ai z)l;JW&SuH->CTQUHspZ+(gDj<+X-+RNmIt}xiUGzd$sQo$3x1jQlDQ-rP*g~aF z@+Sv*2qT&rIj4;zC|t=+Gb5wtSQC0Sl;Y2(^-PXV1kxFWIvBO#EG0 zejQIWkTj-H9Ml5VEqXr{qJp=h99fa%Rz=&=QQ-5L>5_Q>FaI!_qYwsgJi*L$> z)g%5OP}P9iKYSt?qlPP*8VGw}K@mlE;L5L)!_X@$BNuVbMAf_R;KO=X|M3=?vFM0c zr=_TU&A0iY_Z?>&)Ab2-2ZhoIS=U0{fe8WD?(c?9#|L%PW7n~64s-!mgis1bL`FfM zWz=5-GGv#J>HO#06COsDz<`*}S_zk~_^%?Y8(T6KXH&Nq5zJOs`k8+88_?O$Kqd;8 z<$Qg#p}9?jjyP@i51Tz@0&1jAzX-7!zfxiu? zjUhhybaSjWgu56wg>X0nBahc|e+l+Bk1K6cYf%SYeF6qWVi4C@r>0OTIdf`~%u)G{ zhjFiK=4$Qqp{EPsZPJ(e&TgOaL!(Uo!Nys*v7%X>qYh83ar94e$+$*oM@8s2pB*gS zT{pG7H=J8#JoW7Q42aHO&xdE?5cC&&d=k~^ND-tL|EAC*m|>uf7wf zbM7e5<8f8c9$jeVvvPfKrg~62t~1VR6MQ!UT%jkFXX~$GgUQx6J15mW4S(dX6x4DH z&rjGhz|MgFXM|Xg8i<*1*S27K%&A49o4#;0B+{&+frj^*Q^fgMC5;q5Z$=#6$6H)Z z_w`HG3s)_tk*>Ow(RXK_jz2Q!uYRR;FNz>azH5TtsGX(A6qMI@d4j=+(f6X7JCb)M z9qmrGYb|-o>F6rUh0;0m>3TBy)ZP{{q(~oL&l%EE##$%?<3Cg-3I6ExmuDF)Ev}%p zCwc;4_?w*Gxi@wmLQV>~fdrwwS6=5&(}N^H{V>BFiSen6W-5n zHL`*VY_l*X^EiHLps?J$W*PIAuy}G!u3ANiZg!w+sQVdBkx5z8&2^qbG#0WU z3a+q+`w2sea#cOT`|ck`&bcp<+rD3>-RC_zcMjj7Qu#of_K{$YfV~`f2xX7X&6c^% z%SVS*BGxWk-;#f>#~nEsuc%Cs={aB7p$%GN_+e`nIP6WR7Qq?ADH-`?{L_8IEui2- zmVcD;5!+e5kg5F$o0VvGkqTk=Op>Lo39M{P(PD>N?`Kt}(xS~xOCx+kUy>O`OisC3 z)koz$y`blU_Z6Kac!A_F;N9MQK8%*}`Rkweex9lw>++{WMLjxbmMbwQO`rArx(r=ES2Zh# zYLP_mC1HYs(%6GMw|^5#`Y&WNV^^9_ytxV4BzZ_DKZYU}-*sIV@u=8ZE|@X$N4s3Q zkkB!^fBcyFDe>J~n0_gBD6@8lQpwf~<>{=yR%)=cUx@@E+fWBE0Sc@wqDvShf#KSwMhK1sw*Az53u^W@WW@^^`!y zit7cAbaw}$7(f3LyA67q9Ul^w8Bu7xFN@bP<(q%edygh06zHr6`UxPR_^BWA^Q5

6^a{s-PEd6?%peAZ}7JeW~h6E`pJDx@*KDeFP7< zAtrzrjK*XY3p9S4NMz5xoF3ho8BI+hb%;a_aC395YN&2iQ+Yju>K>DHe^P0Rh>(S4 z%?_O3Iz|g1CgzD=7G6qN$=w^X(R@$0mLEs=cuA7j&BIVIf?Ra$W~-~?MvOCi&!M^j zY+-Ey!+}3_=Oxa*T=JV*l*aQOMI>qHiSr`ns)IgC@L+_~rF008 zJ3Z$aytY)=1??`|M0iiO3aew)jT^R$`3om~v}2&qk%zYNewt5I7*xR>_>!2D-VC0^ zN(;BiWuWg9L%88SXUjf855|E52FBn>3SkgRCo}+uT*=9c#>xu}w17^+D4Ud_N`X5LB$Y(Eo4|IhZk;iU?5_!M8dIT07t%F@d+7)z(U3c7Q?B&>!*0;oV-Ps-DxE4y z209+oBkS)-8TF$9pr zWQ@|AvK=%NG&81%)(|f={IDS78?SKbZevK6RRDLHKZJ_4r4u3dIV1A~5C_AhuUAr@ z2j9<*Y$MnXg2uDz$E}&ahpR2T_ftV34GKtojhoUeSmwX?22FG09w9c9f|W|3MIaN3 zQcAUSH1?c-Y`bqj;%ip&44u#%#qboV;EaeKX%<0;Fc{Y@GF3gqSPb=6vhLvT^j)Z6 zNhk(^T`4ZS1oyr%_KSD6x8WzUcH=ln_bsf6$d1P%-83yV7l)5CiL!3p5I^~LED{R} za2p!rzsn3i6vcUz!oO_qiuJ=BU4)3^r~6^R9XNe1NYVZJtClQ3 zrDT~-V+!6Ov7y^&iu-Ebeg@cU_g)KH>J&$L*y2RzBzw;o@R#2|7sN^5OceLddj`+>(*e_lcZjmE)ZC?vlL$m2rLPM@+5;uL!FQs`zYNrR8wh1PRypnoG$8CjSJ9 z|Kc8eBtyvwr4Grwo=gAb>TP^gwsCCQM#hh>PU}yhZ{J9J4I&8D(Tcu*;VZ}Ccw)M z2xhj!U9-MOLvfixOdphnW^_4elu=1Xo*vGM$I>^_ouWJV#k@pIMC*~h(<{v~`P_m$ zf%eiil><9j20M=ZxV$8;i%wSm+Ad2&yslLq4vw9h=og;IHsZ(_>6@{U(MDk2%;1z= ztq4wsz&A3~Hdc{1CnzmX)I&U$53Bk_#nKYoHJ1lyZm^e##|8@dH1~_a1Ih z*Y}sg7d|;j3+zXL6K$`&Wt1C0jn1)YnQT{Q3FhgUbvUJ=ZE{WD%yV@MngY?BpIgyn zsak{7lRjht(A>0Yde zBpDGl%(*th4Rrg`nI+3o=wi4E4~%jySBXnnuLr$NRyT+iN^WZ5JptvpT$&Ta=pFBY zxJ^cK3G^Sz=`3y0pYAwwmemflu|N?6DlvLQ6(AyBnMKRF%s?&8VfqyZR^jJ?^YSoRHh@ zr`RBZU1*ca$HOODOM4@Y3{Xc(k>YN*G#wckB(+NADj;^r*Zd(pH#}sFL`B!1EJXoL z*|~XR)95$Re<@x9mp>%jc<>Ewp$z_HthS+!>$+yDHz9;fy*AD?Lf}iV1U|VIJx`3O zT)m7Hv;fS;+y87KCBU+rcme{*bn>k%?QR^mm{d!x=la2Zg4b_iDP;7Qv^@?_9N0}e zY>?QKBfMmxhhk0sPT-ltAfj|K;2UU@Hqs4$8%D>I>mWK8h^IEum~sW5a~{+Ox_9he z)yhUyBIt#Qo9aapMz7(`WRWvivApOE6OflIQ%u#3%WSlGW|L`M#cbBSSYGIe6@z>H^m0v@VMfntBx$q*Pu zoCtn3aj)vRC=1TJe%#uU!Os&bc%1+}il z3Dky|HGq`Qa&f3nh@sHemjQ#zU@U`V`0Ez*=hU@hh92}dYd@xkjW}M@o_JwOb^P&} z+MX$iUp#Z#10UT=O&0tOv?!bO%!aNbM!k{bvAOl!uo7}VL_l(@w_i7Bsdw=WN~fBq z5SXtm#Tc#$S7#8e(q8&BiGa2$WhX{~3{Eo--`q&bfMX8uB?{>Mjc4IMf0#BpJREKVy!Z|+UQ>K zkS46>q$9Xwy{tROj}!q0>h|1650t+ml;Y4vLRTiTVB4*|G*91^EJ>6F>l>AaWns=b z1>>6;Nn3)+#Z^oX6PgmP!WZfoc4L?MBcq6stDayT`a3($+Alxxkc4?2l2(3;O%Bqf zEb=!|5GjiJHA8wI6U7WbB={6as0aDljm&pADq2eP{1*U3g6$2urLqmY5yh$*UtbvR zWh@Xgl3Fn6u|&Rjt=1}?vMpdHHtdSeQ>nT9yunR;Wjk4t>ytc7A^wh2+HwzKmN_nG03Bk|y9R@-(9(4oJP3{y z&K*uQi)f@|536GIC~~7Tg{WFOj}JM?)FH&R8)cQZbX$!R%l7MJ=S6C?$!Nw|yaxZw zMf}CZP}D@?)`da##{tS6H-XizpLXL>MVsfQQ#x7GL1l6FL+P&A-H(g54njqxZKQrj zuMnfR7Cz7!I_Puv)A*w+-)XG^qXmfOU;^5xrg7cJ!-i$i2SBeVn1bkFHT;+=YfV?z71 zHw(ImsYPeGRj%~Iy5c=>{J(?o&5_#IJ?QIjBqJp`vs(I8<7z)z_(K+-uyf_ox1Bj2 ze>Qv$Q@lDB-~&cCCw_q50%hxm_woq8r*9z8A^YhGp$x8gTh9%?=C=X7e8XL!4VN(P%BNyitR)mdpZTG(+xj8NAv@IkYIWRy5c&_%y_ko3_iTuF7A7#YEQ% z$_G7`)ag(c%#v-j+9z&82a8y{gNEX2uXb0_XDlvq__(o0sdagQVbDcBX(9G9)^E%d zfm9{#MprT9KeLYh+Gbr;n`6kf(N-w~=a(UIu-UtQjBy$$baNL7T1k_ack~A)wSy>1 zKC;L%>E#CkT5?xYm-9?WB9*fU8^IeC-YfA>w`Q0e3a4p~3-HD^!1B24iH+%QO@Ki)NVeTZxlpUJd2E4JRM*Op$PP*Y=p&FvdYGtO9 zQT>8hbkUK+5&MbGJepYY$}Oc3VU}| zdUW~7iJSXM<+q*(-|*TR+V@&)q?tA=hLn$t5o6^C&r??8_X;p=GWrLWh@GA;i6!#e z$ihrK%8>7xR~d%FdfG=7ih;>uU@^63l6hYZ+IG!LVSycNX5vgTY6pedSV6*+%LdD% zw%(~!etLfq&p$tYWI-`&pboK+U~VJ#l4|)3m8p^F=}?xSC5Jl4g$bsYsiVJ|2j*Mu zjUx{P#}gruPTRgMv2{>EH!ziJIDR*%1C2bMIGhaSW1<}Z{-ooUD)OWgXz}NK8LbGm zFG(qSf?Q10Be~=mx8+nzO8!yaYf-FHzS1{a9^FC=g#SDR0(=I*4QK05Iq=KW1o<7rT*V zu&(F{9D+tUV;;8db(Oos^}NsP7}Gr+Yreh5U}5R;3bZiYygXiZ7n(k2C{Z8zo@;ip zmLJb8`6?v>zL^7W$LLGWb)z1SJL}>LzB6^TL=6Vn;BSY8SqNOYji>{Wn_4)M0bx<7nosV-wx2Pp<}u zKT1IOz39oDzco*#xfp-M@6VP2LorOqmPV$5v0F`MfsU$Hcn;Z0viZ2$)DAt54GxrM zqb0543T&~T=ELthKa9o+n-r@goM}9M6j`cCu~@e)Evu$deH7ci^hZ(X-wa?5pvZXbxYt?8H#y>j&}qK zBZO98^N1T5$}sZ|u9(h03F+$$w~uqupZ(s(?-;rF{B0$udC5AI)}nNsa%dUtZ@rP- z@if>2qzAMgN(j7UD`~kQE^;T1OPdG@_n{15NbI**A+Ue2X|Bya)Wy7&G1mq~;47u*AO737r%3+R1uyh!&E|Wgp zwFN;WvTh)6UptuRJ|kYLBERzD?XZP3&(E2p<%>dabva|3EvF=t%@1e|y@Pak+4A_0 z!59KE8&K}*JSRkjdWbTp8D%Ieo3-dXg^W!s7nvA#dJg>IYguyit8vS1i1|B#l3m{t zy&_4=c~EXw&811ouQZ=-*tcBCZU9&gmb5kE{e6CLpQ`*t)2^R=k4JCZw%^B}oLMv|ykFnQwG`17?i zZ_mqJsqU-cZ%nkOhb^Q8_&%3L&p?Xe%<#uSrj}H_YgB&Iy)`i8Wr76i9SLb^2~_D& zYTP?_G%}#r_Z$tsAa$?g#;qV;=GdeB)yHS7UeCaQVpY3$yS^sR3I$u@(&az?pow2b z>ZFcHJo}K%4$mv^;rX~eUGEA@51yp+y@Z5D4Rb}B!-l2-kM|&|p@+4n-jxo2GiK6H z*To#V8daEDK(F`4w8Uf$Yi(A-vxMG5p^9DjX4yf9+`uia`q|Juit?$0-9|Au8ugFc z{pSz17!pd9BqfW%PC2M`TVkqn*|3Uxc72D=!QzGWUJcA|o9Cn=)q|0I%_aB~w-bRWtREEddwDI;ihBH&)YWp7H&+;Yp+rTVZw^ZRm6C{O-B$9I;EIsVvYo8ry8rf4asBEc z<35MjK0g^CCD^+iF4~BMS~Hbyo*Mmb*uB$mi`%!6W}mnWy>QDfj>Lyr#f!Xx_+?=j znbn0NsQ({w`AWc0(IC4|E?Et~rU6w4QTS}S!zeJ2JFUm06iH}a=$Uu;?DFFmuV}FI z{Y)&re#3u97+fKtCdwO=QoC%D_Hn7oC{2WiU-B374ADwZyXoGmz4^x@O=Q3}xaBL* z<0R~^TD{XR<0THN-5?4Td!+Ku9b4_vXOW~{_}=Y5DDs)oB^!nCS2%}O^@Rwhq+42_}>VCpa-@hxcU86 zC;Okj(q{+1+99HDtxuoyBjtujdA@ZM`DKLywt&-e!{RW0a9-;fBuK+61M=s1M>PCaegfMQSBwatZpM;>@9CVlO7o6_T}a6U-tF60v$*T zpDz2K$43Ibn?YK)?_a})E-8vvpE@4!q=fzFDSv!=hffW|%n>{M$+~YB!OGZuF5hl| z1D@lQ;%dE`(k}Juu`z&So3N<8_2;ocV3U3(wT_DrW@hHhNk?)&OjPAG5vIv1+wKwr zEz+8mQxOVpozfh(zq1xtLtvalke|t`+fN}33=9=%Nx6S8iC+nkfWwzSa*-#uwBf4x z8cZQCUUZLGJ94^SBNuj2blI4QeUs`s1a}iUadf^_L;TB)7xEA{_VjF6=ua0{p?aQ7 z^OL6~7BI*K9i^k9q8uwTk8k8X$7hOqGq&(>6CbLm*t7q3N@;6(<(t!TGPL+7{eSWe zf(F5uewfH|8w}+TI^&WR)Sr)hMf*s|OxFE)DM!a5O>9@#6;*k8U5vjWJ$H!1RW|9( zACLVH;Ux^wO_*V!;o)&esMks!TN{R5JN&t6YJXIoP!Z4XB@jl&^f<#+wcQUdh|E_; zhcd{Hh(>PNZp}1iY^|((qCGtonfA^#R;*$8W!ovN| z{leLQ=RPz|Ac%JOV74JhSo@`U|gXiX~tXpM9wlKt<@^vg2-Z)ZcrVhmCD zJ?Pe>x5k;W5m-+`k$+j^->GV%1$I`h_Fy7hf=lsgc>6D|#b3{uRvKJ<`wG`xei6Tg z4i%XzR$nw{%birp`!VG>2wg5d<}xM;>O`fQM}lDzT>3K4m!6=qXB-Dl<4o)1Ew{b@9<)I_y(AAk07MvRKjl|b$Tl%u2;`}-=#N+H>!m5 z-SGBxIS$hQ?MB${QVV{4Dydd%Ct7T`KGCRP)|+CwiUw)4`1Fel@>eoqcjN&6yi}8r zKrFb`aO~J8Xr4?6KVwPr0Zbp{ybH0NUH zMMU;{1l+(qlEUxb1!_P0%Q$YcnGIhQgC4CZ|`% zYjc_Kpc4@Mi|%?E#StjYmA5Q9Wr2^^pA>3iuLvqquS9<4{}+XlNJI^Ld`~l9LsIB* z&EPPwu~0(x6U`)EYg*K63q(kASMl%si{Nnqrdjc2)~gEDca*bE6!(cdIh?)Xl;v^Q zhZ2QF_x#_u`wn0uWHzKuOkaUN9hU#{6A2-}MJu1b()|Ay0}A~=i5g-8AD$D$4rVKi zSAwu3=F_Kpf|R}sWq-~B0Nz_q%2ByNv(qyBc(r|VBUS!WN>TR&S+b)}Xt6B$-h1ji z?dr4@Z3N4=ySr>!b^+B`wRZDgbUDo6GLjrstyW=@LaGq2m(|cFyFs1)QlCM>fkf~K zFhrkxzX|*oX8K_;eY=6-^}5nv+HIy*ZO4{AQBm)6-l)ISO9xYAk-Gjb!jlKsF^>>O zr^_NJt9(eW+BUYh1o>%yl?@BzD6j!wj$i+T-$Eb7zWC)x|-LgMzXKHA@00~3U}vFJYd6eq!j zc{NP-!gbO@!NvYphK#h)Ag6hEpZ)Dl|2!L*HXw%^Jw+BA8+rvjZIbryR_q^_6C?Zy z9~|KJc>1nTUbI#0FW|m3ViJO0B1oMn*Br$zy4Y7j8Jwt72GNyeccjh&vDL2wndR=+ zHvZ|q|HJEm(gDL41Sw+%>#-JDx$xkz?ZA5G_#Wzb&M<4TByjVcRMWpOA0+>q`S{2E zB`*1;V1VFj>Q+`U@ZbhpT3Rmj;BYv=RdZ5`;19Cm;YFI?4;yH35C?Xx%;P|pG+?_I z@6-`Q*@<|Kw*=zB@m~p%z1YIvLmdBA?RuI2OY5i=g?R!XGyC?_YlfjixhnB;(F|@Q zr2!Xm&m(tmZbJ@XFJ45yetlC;US2*|(}K#;gIdtxi!{^Sm%d}vy@}kiSFp&xYPMf2 z8gEx{fKjVi>L%iFUK@?mt+ay9y?+V;R+d~zSvjt?6`9L*^Y(a+L-c&;M-E(Q4oXx= zNC=nRlmPer?s$&)O6#$pv(MXs7b%V(A%M`8QuW+$wSs%9vPu(Q#LrJyxXsT}fa)2= zM%)w~9euFgbqkwLDJ3fdXKkS0~;(HW#c8`v`DoIH%osSt2@(cA@UZYbB=9Jau(I2|E{;%_+8M z2Cu{%rJGvVP+Vxx7mrTv3z*T@0~}2Gt+;Pt7ziuXlBnKdvCZ8#?i-hiekO{-A-&(Of$6{A3Z=uhzWq5&p;(>5lq>n{}T-OJ$E7iLNV$ym$l(M`a)e^?q@FRpO~T9Y`>pR|c~e+Q^C{5zGyku+&&Qw&hub$s?_= zdwVkBtdF?DXn_vVOXsgzcnFTzoa~Igh$F}VN1TQ_dU~c1$jm@UL;2>zo+1DKTeSJM!G z5;iYjvP(!b09YmYf*do{P6zABqh7vv9}9@Mm(l&fBX&O%VocnKi?|O>x}+$eGZ zaqj;M*WsiP1}w3wD-yA_9QU%1?X+ip?AhdnBo`zEDGJU97DjK` zBvbW{Nha*cR4#P-vOuJ+XpO7NYlpr%HP|2QF1UhufqPbS8*%#2#(&;@u9#)|7eM(x z3f&J4;L)LPC7oS5e_X#puGe*eEc;3b08}oh<>umNl4;!G+U#^c!>8ZBKUtZmd{bdJ zt$U4-^`?V^Lz&aE^2&I*`AhZJvVVg!{vn+^2!5hi0%3Z{^XE~SveAQ<1QXAue%^Sd zN;2SzT&j?B1J>4by*5Zb^A!tS2ub)g0Mb4V)&_z0>X^88R~#E1$m(!E$f8sR)*#^O zjn4N^o4b;D*T~HSy$62ocPnh@qvu40<wWtPA%~a-jRUxT)!-Fg4KVp!(YErYXJMlEr_eCs_HmqFb&`vT`VdwTH`j) zs7~&H$(}z>&$e!FP+<{tLUKJzpjlA~zKFVL2(*b|4}*XiQmDrt&#cLuJo-kfFixj@ z$>dAVXMP8TyUTIj#~zt!UI#k0pctd~6(C2iJHPpnwG71t5=V`Vk1+V_8PY8 zol*4kK4+dTZxCLv!xy5cn8!Uu7>oXT{zBDzLx%=K^nv0>3wQ{JTX4A1!*#sUI^Lf9 z-~u~*$?qjdFCD)cTh#G5Y!dB_+?aIj7|t{5-kxV1B*z%J_VbvU%t5|4_t|i;cS`8rtCri#K zX$yKqfHy1ur`#VqUMJy_206+H&E~S<M!I3W} zDy~tr0OAp{QhNcE@?ha)VMepFap$N;^4*)Yf-swj zioCtGv3^WsKa-mcVIs&Eu($xQaw?XsZEantt}fAF#(ejz4@Y#NUUlc$X^7S(5|&tI z%_u^)B>7jjQI*yZd~Y{puG|h|tEYeMq#%CUXwfIJ1Ntc9nbdQ>|8Jy8eI2+jnW|8r zxY6;%;=SMp=EFRY@IP;-!D}@Pqmc?qkcwtdiW_|Bt*zfF zLc_@LOb*uF96!Ik+}tizI{1fPp%}^z0?@M!7Ci*gG3`3b2EOc##ayIbB&hoVkxpSm zY`W6V30SPy26Q`6gh6Z?De7_1wLRZ{T7k8}{6kR9Usi9-M~KIL`S2pS&6h+0aMK~2XGOX-n*u^3{4 z+uVP>JSX~-aY-75vgKo=K<}Frv&QTDUdxZud(y?lGt~vcFLE?fw7_kKy2wsm{5+R{ zbD3?F3%Pw1!R<=~E`>jz``{31=j{bQ`0NfIfaZhxbF(;Sb%UZ8n9pDd#MR^)=J7wT z?<>u|F!T)!00u!IR1GWbr!$ZkpzWuAu@(m2&y}a5TXw5IoxOVgXTle%qgsSI5)P;F zAozLk9ZeP@zvj;W;=f}fGHjO=vorujGt(n?+6Hf2v|}EyV&EYxH8`}@`rhcyOr7;#pIk^UtXHhH@bh%M(^#(LwworMSnY0HLKz7+ll+_{!%J^u z6G|=|$!c`gG$^*4u^OB0*qLE=4$rnW-FiiLz+* zev~=6mM;I4bU#Hi=VVvbzSAGQWoUT0BI88RIU7!vp4i<(d0NMs@?BDyBQbBce6qjE zh>alRIoBca6K4as;bG{R>hm}`^z$67bvhRBvv6G|59f^0wDi*nPcb9V%k-e%R9Igifw~NUYtqceVS@vc`ev$kv&0x;MwO zaLV$CM$aL7wSxO%awY!b@wt7aYbvgivoG04ozi{GP?^-TUe-=monAGaYfd)#lCkJ* zf4)6ErdMp(RX?^k-M_&XVArU@91BHh%f_OR(Ce6wfMTxmkAg6I(I>N+*%5yAdYySXUSY_r{NMZrO& z&h>*KHopb#vC60<0{P_9t)q7uf)7yxbf!sl{FXAc4NcPHO3a%@&Q@+5G?jm>bn~** zZmuh5Ryva2k#pOvf4T#&V>4{0Y_6;2c@4OZ{bS#Go96~^z@x{-*7WQQG6z&*%!i?A zlwT|K3nQv-f5wzsI0H3HG=tWwEb_O>`#7B%hWI)?+7*4oP)fiKns~(_k0iHVtaXHGTPL zhy=R2Q>J&okTmWqr`A5%M#Uczko}S_`Gyb#p7P1r-|1bgt0B z)-8L*8f*FzmyQm}MQGIti+Q+J?XC1>uPsOL@2e9PN1->fmcw78BFS-J{XT4b6bAIa zkkmBrz4A2Q1d$6pz6S!>`?>(FMkZ{P`WdTu#R7|UaFvWu%QE|CKg#SSC)9bFp*pJQ4YAWYLx*t=wWIu;zumr|*V7eq6CWbCPazYM#e>X4L@M zl!x02&)P%n^vd-~^&O)3DY~5&KhGGHIjq=oZAH66RvxW}3e1Xgsj3b*&h1ZU%Qs?V zKOQMxe4-X*19z=G+1}4Bvpk||>K$5NcBUS$venBosINLD2PMK`1qN&9lh0i;ZSWm; zu6L%ekGpFn;_lpTuUg8J)hoxfFOM?`tDJd8knGy=LVeKt4QHlAndN?$A@4ja| z&-Gl1o%iL;T~gXSyr&7Zo~fZJsmISWq_j)uy+qYA4~eqSmzMGwrSc>_nyXOV$(dPc_X z1kU-z8iLy(p!B=;>ZeDV+oZce<#lJ(&@;@fTdVg}xyf_!fw~y{{pjF!t*heE+f53t z0&6mLtUWpw$>|TS`>`0sYYfMnBB=zm_R0Hf&B*YqVG?tNac=90YU16`y=D8e!}jxl z`BgGg$woV7*vPWgHm<0>v_Mz)dU8(b_C_5;1#h?hereQBbE&vo#eT2ubcKpu!Ch{n zxeT>hWx9GpWV!1M$hJBw=AY^Hd|(--%n5pmZi_fNf`^k5)zSA+qGmY^ScKG7tATFp z1Uiy$u@H{ck(usk-qlAXm`Wp90M}G&xbI!Azve~d#TK9H5w~YC{&DKz$33@<*^tL} zAS9_I!C2S|n=G`4K96D5kmwUH_n#VE&<_b2MOC@O^I7B(q*H8~1bUGAEdX-mUK#I- zbQyV7+-+w&w?>mS^|6W=q1dhj*{^1(<)j~14|JEivpq}Sn;ng2pzb8r&5qi}jWz37 zbRE-u#O(B|)@P1YAmrUJOytv!vzxF>m%6}m44PwN5V5lw)J>V3(mTem>VJR3soH-vVfp=)oqbQc0h58Ud&G&>!-w+=t)&pR z`K6puwW70TwuD&kB^HfV-RFF5$Ff9>3t!(!!@V7jb`)$pyIgUdWtKamI}bQ#ZyTaU zk$(Q5x8-jqH!A!Yz4>voglEcG)Vvlncb02!+7TBT$Eq(ev+15)yRaU+X4+ctA%kYJ zUbKkM8RL8!V(-)3u@(pP?wYT$`Fzpo&RoAwhq#`rpw*oezpSy#>8Ts=8(l5)4FO*o zupn2b-SaeDqctU!7JN&hy_~t|j1di6Ot94IAE)r34i|ZQ-ZG;3pE_ubVBTl<5-+ZjQv~23wn4;}x zqD(2m=(pg!JQkHqI>uS;+V^R|?s#(7c`q6UM#KDMjTozs_v>`v~OGD-cN-f3zMIk)5cr zwX|wFajdhMPAVg(0s#h-^iO26f6BAB3~x9#-!rFD-{vZlYH2<`yJlaKQUaIL8~uGD zv#N|f=Hc<@X#ij>I<*Z~^gOWZr-2{RrJu74A#Ve##8sidqVCgoC%)tQ=?s@?YGjS^ zG;@fMGl#WZc3!{s>ynr}t(KVhp6`lH6vqur@UsqOaj)XY*wZL_1^EzMCWV1jH+1yT zohsSE^unarwPl&f6qKkw9pC97AEwUHP_b$EYEdKIk$kHz70-i!uc5O2OPG*$j(f~3 z)$1`9)>VytRU*0ia<#*{JG=+O-?89x+KJ8Xnadi*BvJNWhc7DEEms|jTSNe#luqD`L@MvWD2v93mah8NmP&v3if0a8h* zt?fTCs|IrT?4H+6b1xRPcmuEfHPoF?BfUMDV&@-hJeVdN4yW#~o=w)OoY{YgNZh!# z@mECnKZykD+Xyu3y3KssvO=Z|(`+-y!DTys+Kzw6IqF)-UPDbU@iAK;zq-U`)6=t%lIkN>*C;hW!K5#QRA;*s45!)fdFFQoo zv!*(!ehcqIs5;gMijxoesD4H=O!iIP0qf?UA2&*%XqoZDY}D(MrbcoiaRk#+SUs?E`c8&PBC-oeBI-7T9^IoP zP8Nc5WJ;*@yB!>ls%3gIv2~@=<#s+;^9ZREjJLVIFEKcN)u2ubS$~oNR3FXS~w+{sF9F~AA<_qoW1 zV~ZTC_B>tlYb%3bTl+SQjL|AjM7sj;2%%^1?+jgs#P_B!8#Nwejk(qBzRlgul8F2= zTANqSLN@zRYU04Nry`Ztv4r*5vx3QdS=J1mm}>oOO>q1=1a2^?W~I#|-D@`G zx=K}I!T@Vnj>5>g6UMwWp`wyRZ|%Cyx%lWBgsLGUgh%X6)JCR4^#SF6tj>E)mN$Cc zLt;KsWKJi!1f$ieKDsttC;tOV{GBTfLDD{r6n^FUYA0v~?t$%jQ9O2Qtf>)DFO*y; zHEu6Br-%oY0QiB6eGNF&v?r|T$D$BTWO zxlKN=%g=f4?oRjJ)Kpy6l1FFV*NZe_J8I|YRHV-9PUb66o2l^W(!J)=SP3bxo5P1z z+24~AGI(6%W_P;XR*kVZR++rvl^YNgd4{>sHh#0ha!7`~b^#aO1DdTmdlK`yS0}FC z{0qSJmx3{g4ghDFJ-qoH)NsK3r$7x!2Qv1T>MdbWQ@6!a;i`^$QTBa!1p>wB-t_Jw z-#w)0aJeDEalPoPMR;zt$r>=@JI7%}U8R|M-JW2KPqePYkd*b!8-MuB>0+QfXy7haOcfwc zpS|>1!;UzKSogJ8UR4iKcRGcE-LLGkhX@4-_{_psQ^XB}oSWqzW@h%*8qC6PM-}=k zWatT?M%6*qu8ImL*gv2YcDU{CeM?grlDkL8AS55;QZN5pS4P*h9j-1N-`Lx`0cLK% z07(BSUcctis|GOiHEP&d{E($Xh@wGwwIK-S+5HGF=_(q(fGaq zv8aT5)^U{tVvR%dxN=jqy-ixX%7@SwlbhV|XNOyn{YEuLd~D|}>#}#+p@oF;-FK=F z;?!dMV&07%r+?U}y=Qj3VwpTNJ4XmzRcy>04Q-c5zVagZkfG}|o;NOMgeBSR?Dn1h zqb*&(tROof>$8Ky+~-%EfE$d6IGQJ26k_(zpA&U)n8&a(6O9R~e=#=hp+6h1Q%F01 zShehE=(q4yP+{S1Bm@qq>-HYYBk`UnU)@+Gu6b|MNVdA{cl5id%jb;__2dGi-zWO2 zR$|kes$z%p6L!q4w%u92o^SIHoy;h3#O&th^jsP_9y4QwZgGtZf#xwbKIPwnc+{^E zP}XNgSPzOCEE%A$ZkKMK9PlO?Fpr7vn@!|aywCF6P>)Y*F#bfOmZN*UKDAGG*i_3o zQR_Nhbm2!ib8a(ys5|?kFW*aJsCP6z&rgxbMEd`aqWfViRdOWM=ZE;G@OuyF{e(Fg=yIxa}S`j%DXQOZQS8zRLTh zxLQpKWhOa6p?wl%5(Bu7-7mHjYRj#KRS2#Vnm24$@RXY|#}#uXz@%Tox@)Y3)49`A|JT4ez@+t|rYw4z64 z@zyIIc;bqAQgoT>HW9Yu- zH%^5j?t2zY212GTIfi@Sb&pY?ypVgWsQ>BTEzF)gAwiy6bLj%hy?a_5DNG)G_8pGtd!)R{1`NXdMWu1xsp)fvRHFPhwTj9#Y(IX| zeOMK`E_aVZPm7~6&R6Lh`4T@84dY#EG3C{C)lpAw$CaE7M@VY6gVXW1;~RlFiir=K zjPk}njY9Mk7-=fl$ogNZblzHm@&}RLx9^%nBn?Vrsa?0Wz~LM476n~GQod{u#V0hO z8zk^zavQI6NjO$VgiSk{-*!R+_z31k7|sGfQJzP3n$ z0T7iNouH@}ZS}qL!ijjbUfYn*R^FXUepA>TcGR_W+c1&6ZT{MAwDG34kFTV%L3(xR z0xf9Yg(dD1=^(GiZHE@9X7c|Qb^0NoHF^Mgdfz^az}G{+5hY$! zc_r})(ZaRy(RA}22nm<**$Y8pWsVC(Z@=Hnj|Z55g1*F3)qB;C6nyW9w;b~>&Rvit z0o{$DSnbK9N^2D7NZz-0B>f$vyzc+KK-jk)alPlsG{R9v^NGB$U_7u85cd<7!4hT4 zOLiyaxxp^Bc@p;dcTN`+q)W5`RZc?o)ET21<=!55fss1pMY&Ge|0#_A{|5P0C@Q(h zc%zfpif$p-xW9`iTN+DOs)epN4mRvI<}~a!`z%&787n1HB@)$Sjp5a@HOXc6`!SC_$YAB*yhSNdhOYTK($Pc?U&;yH}G zJ7PeVjgDW8yC>$x`V37=T@|OPw~67)Ep3H61u&&*Kkczfl?L;@2(=1Dw{r160jYZ> z7s^@ewerV^(*vzPMlA&i)>+*~08nxSZ zuhX0N-=i*XPNVvkcAY~=+wQA(CAzuDG6e|5w9aaE+Zyq{H&c;H%xpu=1w_i#z4@)haI|6%Vv!DU12Ql*QO&=EqB5*S24MCmP*AOfL-^qORBAT5+Y=tQK19u1I?guq!? zX7ByJj{E&`uIqd_-+(J5S!+Gd{oM8UZ<@i=UlW_sfb2h~l$>d2vV=3f7Xlv(k>A!r z6AlGF?yB$h>yjz_-5Pr7NQA45i= zUsvU|&o=F{kb&kPtBKqKsg{lX!q(O4H`;Gx#y`L|i%HUY4lgpb0bLN@$7Ax%w(My7M=(xd(yc32)Tr0z_VJX8VpaURjh~QrzUZzSR<`T&et> zW$_;;o~r%cHgD_a&;TYMbjU=#7R4M)e3mS6qr1&ZQL}>W%kg0uHubT)ON27~Ps7U5hW4Y5xO{>l3kA-N zYxf&@>6iq&T+%zTT`g!p?LLAihSLYLC1RLvz;%G)T{Ja^ZFVt0pO2Iu9$7+r19Vv_6t<7S!Q>DFA zIrn6JnG$JJt5uGfG!ON-GbvS`dK=|3HIgk8L3zc)u#)xA?V+uu?so%oni;f7oai7s zPq0!?6NX|{iQZ^PsrH)-HOPNpd$M!s59-mY%ukoVj&X>l=f(*@1lols^GprPY||Uq z9Nm^=N`&jU;CAAL&<7u5*^yI9Ec^=OmAjTE5*9+^zx$;NIB=O?o#6nRR_|tQQ;32A z>#!5nadXG`({`tKdjZ7RVc3y3Nb&9;4GyWk2mBrR$TkiQ-JG3lw~59MFDb>CgTB*p z9%1k?v6*6qQ2eot)3dG0S^GOKf=yGStQP=&wEwVjz;xI-L4NEJ78Ys6!5*6hTUPs- zb`c(Bhu%wAGdJLV)>eAAnWfB5vj=5D@j*-8`CuTG8w*vMW~SO|cKYkpT?F=(=gq;*8?)r_m~bV&JirfwqCqvE=!5 z+6H=8+K{}xuxo82Y*`yW%2-(KweQ&P+B9WovGb7HBg>~m$KbQqP*=s>hWd;ayEU_I zIh?S4df-Tx2gO(O$tP1^we3`8Mtiji?Ll2mWVSbVOxz?K&q0OJxn!A{n%mZ zTXwJT*87(EBqr^m#!y7Kvbvk)(}jTwR3-|-ne2M0f*9fX=h88LMh|%ddG>$vd;nK@ z8kn40`~w&eVpdBBHvC>6IE^-^#%osCGi0z!;_C4~VYhBJt@TlPw8bHBo4RUmwq8n+ zT?)3LrZ+xt4t}$0P~`{}_H8r6QSkTdcga1~-fIojTcw{-J*x~_8lHEEt0BR_7$f7W zfU8Umorel_fkWLJKASrARpceB5GAsq4imxyzz1k^S9#?J_5mP=I0q<$rE{r^@XAWxIj^KlnVGO0&q#cCw za}GB>k7cE{N6vG4s!qsyMdfj^iBAx_ZC3silMLuQEjz(mHwrKA%xUbm0O+!qr zUk}fDWtSsun-ucKARN@|=So~I@LFE)t_aaGL{kV8S(HJdwJvpwi!lACLv~n+)_WjH zt$2ns*b*|nELeA!c$y(OX1U;nV0w% zpkJq|eA8M17`_;e#KB0(6wtxPB>V8e5*{iqGiu32D9b z@o@iWfsNi)zv$tWWACv?`8O4_1&WE~5T**^iUr^k(;sue73Z(g$EVcc_fmy)iWt>%6 z-ahTUnpCM39F{B~1LfkLXwi!FbDlFUcL%B&VsoYRUGcFtbZE+9Jxb!q_QY1q`pUw3 zYMGG^P~b@PoC;K{Sj^;<4;af*go%ca4X>|c;M4HqdYG2xB-3m#p>JwZa_w`4Njk7= z9YP3dymCGZ`g?uF&`GbEwvMgOVd3U2wx^H6iDz8ykRCJudL!)PlRj0JAyBT$(q{pX zhj>rXKfpM?6`9E$E0pe3fR|AQDC^wfOLpaCX%Sqe3|wCuT+6WOO&iD>-uSpa zH?L4By@@f4GQ|hNEWLF)kG+>@$HeD=MKvH5ASrK*Ov}f%`WL%c_fevV!>nu0gX|zr z^msvFHb`fZ9Vl2sP-Y9hihZ#m{$^_8nw2X#yF( z3hfnDx5_X9tIyka0lDVhd}6r=Dr^R@3+_F!Wec0Xn!$QTh&@pS_ORdQw|B8~507(K zRo>)vHq`$?Cf*V#QZ4@B0_F|)^x+(xu1*u{*y~Y$aWm#7`W%OD<`?&0*VADhUdPC* z)R>H^y!_1cpZg5_cJ9N26c>wDCO%cJj5V4(NfnovD;chO*mh0Qb@r~=2Gxn+jIeC- z;9HcuAYC;0$%{T_?1->+cE#ECSF_EH^z%v1My?|}4>zucSrNF|M8{b4dF6~!=n(&w3bIuRg{Z8% za%K(Rm#TVyQtvenx$M30m+j*4GTZto49tR4b0AyU%O?as~A5;zW`cw@Lm``dZiwiQQg5P$-2S>wt&8KnG;ZZ%8 z@eZIIfw1zZ?<|0(pyy|_742gSC^IW#L;3A*8ZyivW0+BOLI6#tr)9UYrI;kDMN6y` zb$8r<3mU?0m~9&{a-_u19dCzXS*r4x5<*so#8q|e%8zL!Rotl_qrsh)a_}3N&0xrF zGk+B;AKqSTF91>vH?+~-e;qN|f2PKeX&91EbV+HegU_g@?kzRt{ zNtr&N4DetF%it4!cpXIWAT8DbwJjXl247S9%QGjt*WkJSK4);mtk}4;^bqs$Gl_*k zEcazj#6_4a8N4}E&XFNhwmaT1P77I539U@1YzqaWXRL*)f0PFKt$xpH7`nfrr(`&bFsd=4~CXwp%unE4x}g& zHmWk9u75PCr)68OO*v6s7-C$d`Yo&@bisyG4pydbw2*|T-4<)IyVlEb z8^-%C?==D8n$IB&5+97Zqe{Pnx^@$o*ls&=Q#bvu0f=hOWtpi!T~`I~yJ*wLi_SCD zY}2rOa9jF1{V|+4wn#aR=G;Y2^v$@e-&qg6!=I#FtL@zwkm@!Rzfurotp};w4Pu<@ z=hbfT6zY}S#d@o0)lUTv*A3LVYsMpObsn~U-ng$MrlnQyLI<2wD<3(tUL38&aUd5v zXL9$nd&x#qUS3|=OUb$3=$(e;_1oB+U;8N+;WjRa z@&XfC`&x+LhU#WY+<{+Tmhl`ByiSkX$j~9Ul~RUaLAP;|_04V-Oc`*UH@JOqC;`qt z9crbW42B=w8^dtCmFoo_H6~Ec%nJR-dL8$bz$MR`{R3(}hC5!bqi|1$3UJ-Vga-Z1 zY-g{VCr@q(=4hlUTjhWXaj#ngls0#8QpqC+zBr}>!Uk~T|a1G7IK<43Y) zjrG4Yf7AcW)o|A{1MN5Xqt5b2aeGY{Wx&J7#7;Cp3eQwKx}Op@xO34&)RQsi(P^`> z)E%j(47(5=&3pzN>CykC+jr9c(jR){_XKq2FZy70lpi!tTjkoOp!;kaI1)yd&m)Dm z7^YfvFYL#_p6obU*DsO(wDi&PguuR~`E%wIF{<7So^^+7=$3(6FOvxxDaxSk>Pf?b zu4)hSR7tH~tlFD*Q9`>eb1D5maD|5D!|O+>+3djg3=R&MHJtxkFR&6H7Ke0yc$OvD zhl|lx2xJKwCpNd-9r5_Yf_c@`p{*oa6@>*7gFMLrHcpJP(dN)XmaS*TQB=kar6#aC z;R7)2e0udx-{}3y;H~7tK|XjYwDY4tOeg3%-KlQ)shpuL<36Sl+q@U(?uuH?$hn0q zm#JC7jSnag5W78rGm9q{nG`SrYT1MxWr`jL1!E6Ru_6a&8dO%QaXws1g{f8pfoe5$ zT^C4oReJTC1#;R4$XM++O?$oBuoxO+!`Nz)iUQIf4k$=5h!s?$MC(Kv6uSgqH+sNo z??ZPzG$9#6@q_o>=&9M>_jj)fTbHC8UCGPh-f`JwR#GL z?xwfZut<+tb5^DJ^7u@yMFAj&^ul%#vdbkp?BguNUh8&uESR)rPj$!S#J1$0QqmGp zIKEIe5EjQG-8BHzX;uyc+-=Z#e|Nk)icwyjp|i(8c$85_r2#PNSZkKok{GfSGN<9LexGY}|{moj7_tAM>Yg zNTnww7Ag6TmO8snNv?PU}w(9c6!c+*Q92)BLswjQ!>F=c^RheYgG!14 zKQvtKmkbZiIb>%tSpyO3E7plAsB>+Zbv>~C#d9S8R z^^PSWTPTHcy=J$8bnhY%^+Mq2xf@FEN6oq(r&c?@UK&x5&1R#0Sogm*`b2md7MWYA zNJC7{h7s11U4S-K#xOis-A87=0O-fmieFlHA8oXP2hP}n-WYNz;Wh(m_)A07jnaT# zljgxvaq80OMo=sbzJLgc^Vg#v=Tdav^anf=f|4(6MBr#z$90Jf$+XXpmf)YvM1(>v z4H301SpMiT2k~$6oH$k0b^~m-gvdpN3=dLKF3@)u=gLNtqI&#AeDO8T8o}r}LV!QS z6<0%`ZT~RW2nUK7f~(SHEB$#fR4si*%;*U|H883BgA8P^!V*r0M~qEwwmgw{?QdF? zJ+(=Ha#SdUH>ME!QPDolGsN~$)@V`FXlNn*T}YZq9hbrp_rpe<^0NN0C%h>ro@(+!{MjPx@*-F4T>f!A^kxxNIS=jXboWlRcBgj{3N+-i*tsrV zLLf@5m)~G;{N)eDa4KDVUuq^hmph>(-eJzJ9KEMcGP{QmkNe zd1kuljv9zxX?2@{13I-$SbEM`S)076d@5sAZ4BNRQmkt&_Pnw{+~)H1l<1Lgbz@zm z$fIjfTt2KR4pYT*u6RI) ztJTMd=Hx0zKNCginsvG5pjuVsIPa@gCeBp~lFJ4?@N7setnk0;4uM*! z8K*V&IJIm?$_!M@yhFgm-RZO35(S5I4_M{-z2PL65wgeqGC3N<#th>Aqtf@a#{LCX zZ1zVfm&XFHLzg+epr-z^opQpPD2Ts|{^_#2S-;RjMAeyl@O$WCp41TmT+>ye+8`K}f zlZxT0q>+R-lCy0`4fKxblMZIJ$DU1Kt3k8&T`VwvGvbL4nd(l~Zm|9J>={L}8Hn#T z*gOE0P}HTlL`rO4q@1iomS+poBf}Ar%ql*PBLVE$uFQe*>-uRY89L+J zoJPhWNCrf0$q@d? zU4^lnlGZyr?hyq24E$bubRj$sq9`HYHx$<1`+f@t#XbyERk-P6r9T8ub-7ewcJEBH*V*~6hkoQ`BGfz6uHh#=lAp1kNl{aSE2a2iiKW)uL zX+5kaJ+W8kz+7KURRW!>OCTsjVg3Y7CUG;XqvUl{#jNLwKHChc-VVPx8Qea)%TZj1 zd9I5NDz0H{yVsS$l9BKQN7hBjzryLP>%*dkzQ@UEtr8PG>h8%a;GFuV=BCZbo5bC5 z(wbJWR^JkRYpK1rfa4@f*k0nSsUbwcAT4Nf(qqA^uC`Heu9ptx(N2f}g;Lz_5y67- zgTHMTP;zQ}`(IBGLlSz`^%|CGNa{;zzQ#wRlvZZ)E1x46Sgcm4jWCb7R)eD-*QJsi zYSb?@@Q@r`s)m653K##+K3?99y`k4jf&j`Q`QAH&)R$NRiy9L9m|3Gvg^WN^moetK zO}E%gK=bpXX`*&0cnmRtI2}zuAMxT|9BvXm>Wr6 z1KA!A(#71;{astP8jZ}!?8abHscYUyp55;5E*>SJ0MeXHOPHGHViAZN>gXvy2c7GcNZ9a56bx$j{Vmr(xF9P+fN) zas`c9SlLw#^La8i>$C>4v`g`0b%sR-eUC~TLG#rupR*GWmY#|dYZ z%YsII{jV5m?a%g;q3}nTnIFvxt2zOLck)wlJ24Ha=Vnq&Pp2SsX4Dk37w%+-E#c^RQ@K0OK>c|g&=_3ruA@O=A@M7Y*dE?LZ@MEH{~qx+GZsJ!_jr^W8# ztOj4+7)}q~^Gv4d#<}7&KM&kgYB!K%v9FPNHrF=4*;D6p3Le{b)DbJq%Cp!%bx`53 zQYo>n*0UG2nSKh{=<(t4PEHrT3m2Gy+=5Gc516mtmgNpZT!lmEHVoGusT}hLC>HQy z288BcGDXpP6@v~U*3XD7n?JPLsSGdHePVjeRl}t(KiBd3>d>oRtqMiCo@pLbmOxG6 z_L6hSve+1(kx~l#QTa}y^s;48#<;3sz02b=KFy&)|NLU2w697oq1;7huGBDb31LV@ zjdaj^b3onPBd$emhj{c*r1<2Ermt7%C_TbP5s`rxsmBmKZvH~f?MW1uf=&pmzAt$* zDpnp>{FLF&4M&+)lpA-P8Q`Vo4J&UBKm8GxAj}5+D^fDW%*%!XV+fxDQ^(8{REO1j)%@Ak9$Zh;{>Q zdE~eQeW_qx--w)LuwD^sKtPE*s?7g&mSg*`XBez@(@+;r*H9g21}XXt^IVtp@eY)Z z*FOFFiT;7IARA%x+>GJc63(r~Qzg?Ua0{1QPvKXliSK!mX4GyhGL{-b2P}IZWtF?6 z7hCB>%%~e2=y>_~*F_oIgd2_>E^AHqa1D|(GsB8}0+4x$3!7s~;%pvHF1Yk8@>S3F zNds%`a#e$zLAi%o*Gm>{dK0!IUd#!*zRiui-ArY=gCKp3n?0DwiE#SV;Izi$eYf`< zNK(J>W7(bZvZj()+~A^~@4+<4^2n-kjRJv=*G~7jnGlT22p!6|#md7&Be%F1w@On#*5AJ`=#Rd0`!Bncj7C2XKKAIxc`3*$4$zSMfn5v>Zg2 z|D70Cxc2#=FUEJ9bHWd476e(2hn$bu36O-u#zD+3Q=*l51^%74VNhEA8Onc85`VTWyIOn)OAvOWoU;D zx>6=jx;F>STOg90e0tS${ZT?-&u~t#-b!(dbhrEN+esjUtX6|5BH!FSvj|x*Y6wIj z1swRRpseU0b;a#@Xak?En|&5%N7ij7kU^Eflu4sq=IbwUUs7bR;v`sj7OBD_{N0>k zb~4L0kvY*yVhOj+THy=hvN@@BM?**@*leJ!zQc|$G*MJ;2C;8QK6}bIT#aR)FZQn2 zUsl7gYDS*Nc!l6EwG`ir#*;pQcY-pNw8J|ulPiXa`Ams{-c8NV<}mEc4<@gxUt5C6 z6I<@h%O=7P+~O7pz~_l6zIx1_RhNfNUo!tQOs!D}NF+I5^gWe^);W+`8L5~0ZvEqH z4=@*@=n@!d#VS=&eW&<5X(iLkwrLVawRj`K0+z}mO=j^O-Au0#Dz><@Rp9A~Upqh| z*YKnVGID{gZ?$N5`JUy{I11%acyyhfXuJ=T<4#3EJs&Nu1|f%(Ix@)0dqEjAtS zG0Lsmd4cYcbGckqr?MFwRALc2T)iAz*jKmg>*LVtpR-YhbQ&H<4;1JRcx`P& z+ev~SsF+;_eKN{~y?$LVTH|@^U8IimZJ#Xn2qkcDXNjEQHdAm4r*ztQGxCJ2!GIUe zOysxh0b+nzLtoITl)Px4v+~9-Vp0-ElG=NWsxWqkQy}c3f)p}`ctFglIDGdJakA(5 zg_H~GWC8~y4AfV@U;v|W2_%HflO56BY!SBKeKiT$bY{*XW@i(`G+ zxFf=6(EGWVoU6uC#JR)LWb_H{z1H%u0-4V@5^4F?cE`6(j$YUVPvGMYSkc~z-W%$L=e5)$9*+l`r+A}SY(f?%3#>y1PfILQyuc7*D ztaI1XQ>CSboWatw5DyoUc8>bolk-&MLjd2tn(5a$a@D2_WyPE|1oxg6sf;J!qb*vb z`)E($ZR|%eo425G&I<~ZD5|4<1@Ur_&Gok)ILJ5_K(e}k1~?-Yj#;hRkv)M<2B}6V zP`Fj-)?X($NMxsVoe^I$@ou;>ck$NPN#a;xKnNa7)h!-+**q+pkAJ0DngevuVX+wT zh2%Q6(zH4pOOKmr0K){#So3*Q4iT|#PUm1LyIO-@t(BI4upRHoh^*TgGyD-EEnXRL z*r8K~H*Pe}_U71l&v&0QtG>~3dD-R{A|7pX?_MmmR-32gOItB*>#QMN_-INoziIMC zA-Q$-#B@eWk5omFOxdjgyHgi#t39!?=sI%yygh}6cA(?6l&~+Dn)Q`M?ueQpE6hT@ zu>(|ZCjw4YN5TTB%Vkk^Pg>Yu$6U^LrD$cmRoAcFDqwUtw$<%;R`=1x!0439(z}Nw z>1D;YhM6s+#9?U^d7bOmvXu?OJFIZ;-%8_*ipWwgtXZIbQcl7a1+}LxB=>436^A`l zvO?%#AGF9D7!0>`r}AYkNabb@dq_{;ZH)}M=wtO>r1GN6PHAYg<9J)Pr2vKU+mT_ot#!yUzp?X`J1ivdp&or= zVLL!9ZQapI+bZXBIwWZ$o}FvCIf=$HE0M0}qd9n;nKg6K9eN%6sG>ZqM0c|kpAh?a zuoxUZxe){m1!_f=|8~3ZijGrH+ucgo9R-$Btu%>q%O;-3{%BRGOc0V!TY#up7#?-K z(iAj)7F6JNuQy{{zS5}a;|rpsB;?Ub)sD8OWsQI_Z6P@1haAJ=Jsyud#@UbkVY5`; zuAawADutT!!Rz+-9{+z$8UFo~#vXG?%2p4V*(~tai=1MLj+f9+Uarb33}ne~^=n4C zA6^=m*3$ZrFiBEA$@}5A|J^9@cal9H1bl`M`E??#@yoI@Kpz|Xalibxq}Bg_A>W^f zx0Z?_v1?lQKiU-kM{4h{Ie=E(s`zglrjY*|he@s2?+b&?F`1Yc@-;>H_cQzVU%vpH zL0c`~Uj3;z<)_{MOaOJW`%j6X(Qkak^+|&tC8+=Ivl!STRRuoK5`Lieb(Z{y@*&-u zf3MKLU-z$$?14SBrp|~V@f&iH;r${n&tYSs-+OIBPR@5J`HXV#9n>~S3nuGny#&28 z@iPk4Z@(G<@AhkvsM(9zZdi@rFGpSkXh?tMB`&q6sDy@aNV^!d63h0cNSyj#JlHh) z_nY%S9>y>GodGoq4psEE2ycU8gF_vevJH=-qB2bgy*X(>gwnAxs-mUcUG)n%(xmPy zGjXT68r#QthC2KBs91fa`@;`&@|?4wBhXg1iskQ_YNh&W`Qc4wQp|gcid<>3#XKZW~!(# zxEH>ujbEzd{yBTle9wg%+@+vhUhEF(3`biwc!bY5(L}$0;fRBYJ4Qc6ed_N~;9H~V zYpwzTq*)oh9)PMib0sn4JC@Yu1-AxV!C!Z+bzL`9=Vx!V@8Ezo;GtjL{Sdwi$eL*a zieqBy^9(_NUlsqmz!NQd`+Qh4fSO;e_F1%v1zkfgd}FM>+gu$VrkRLjUI#dP$;PE7 z|BcoeF9C#<8b6_h!uLTRF}*}jA=buU``I>gU_g5^v6fnA!&r_Ks_0FYm+-N$7BI{zaem7-hk zF}XyP`WZF#moTF}L-)QcH&%Dl#WRSq2I4!n3S|)`qIZ?`F35#!^Mjt1LKTfdzd~>h zK*2CcheSXoL}Rkq_huJa=Kcp&m{L$Zvg^Bw*$-?Bprthg%nEVOS~dHSR-W;w^dC7B z7f7zV-y@w;pqrh6&>c?SCgjvvw_o>a{{~d#ih2AvK7mhNbE-9<$CjI;$r&pMe4R!P zxh99M)1iewW=wsz9QjXxu7~hZ>+7U#>N-FHz0jV}cn?5L7TkPWssLRQk4x$-0X&dNQ;Gb z-0B~n^!EqM!Gp{*vH{V8t}Hq9Ti25=Y~M(>cvEx;BOln*^ZLNknj_?dl7F0z`8$N+ z)d9Rq?v--$$#a1EkF50dsMx2non`hN9|!U~dgix2z67UzS)xOJql{2}G-!00s(Xd&7hFmTjVX@`0FyQmlSqrBGlkJWGmCPi{&^-;lQz<52p z&?LM=8zu?c9ZLa$F$vGOWXD_1F~+~G2Rkllm*hQXUg`pRxuRuTI@+`_m!2$a*t*1V zZt>l#AN8z%UwoDTz5SL-yu6s}OxrX5^XFeL7gf~ALTP%{cJ1PoH2tY>;NTF~Lq|@< z_bSu756%NSFGV+7o+|UX#iqtlCjgM@P-+KEngD=KC9fF%>qhqomH~mbRkL`Dlz}V2=TW|6b2B9+WV{nuMB;Cb9`3p6F{^vf0#f449Anm zC(W_;m&O5=7XceoFkEU0B8^wqd+E@O)yWy-i;Y>(wWneF1+ zl`7^99K6p}w3T+pJ<*#_%Ywl55fWLf&yEhB!ipeyiSXl+%Y^>+;-mu_uFT7UujnJKoisDe+AtOVa-VN&UrTyjm^mF`=QEChlOa zmvzOAOjP;pKi=+q{6^tV1BXX|7i0gM=Xp_4?Xw|U`}*-hx>?DW?b?{VOq`^?9U}A+ z4;0lAFtM3(Z-2cNdhKT(i>f&=RK=8QQ*}?yx$k*}bCZ3C0d>81?rIhrr_T3VR{|j6 zZ|-s0S%FMxkfgr{EnRoyzX1H73IXxiTLpJ4qHY$G-Bo)=js%f|%F8^ixt16GjbdN= z;$`xCqV=Q6NFPf`y8 znhbk_M3>7QyVLoAGe>v!X`lScmxy7o()F)D_Zif?ne|5bEe#5DNZLQ%Q(}S3{{!0X ztHn|+0!*~vCqYSvPX6O6+kXN9Ll@u~IlO&*`EV_3&o^2q1CW<+6&xxxO#{S+H2@)i zn`lFTFPbUH6S`d`y#6x~@^8Pg0rvLb)D4(q!5kvf5{Q7$Qx7#iv za_8mqV_Y)bkLCl*tXllMXWyT|JFfgR3U=Nj*Z;zp^ltz(!(QmbNT9R$qmCD%pMQ7G zAplpxzW^Wr&-VeYr1+lJINI@ND-Q_a0gW?`KY@sAWdOxM&O2#$U*?cqEB!_6ddt@X zV3FwR3SdkWKfgUWA0L~VCF$_w|Ms3pYvhJAoqaYX zHCkUE7op|n)cJg7U|nu}N;UZO^y_^%6?`NMAd~#_MdwEY=SIfM!l`dE6UCId`#;S< ze;@%X)%t9EJo3pGvjMVKkve_u-B22kt0njB9i8 z_|@#=8uEDGF1j|M^8dn}=R5snK>X>}=D^P`;r*VLF~_u+U?20t=7aYK0BU<{ug{jt z1N)zxE&p~AK%V~pBNq|f`mW5Z=KUhJ%6n&!P%aN8o4Twi#*C zVp7{Iyv;-+)UC6fbuB4wTvp0~5Xa0EA{^0W;$;FON!TeTN1TjoE7fzpnJbx+|AuY@ z>)KXyc`ix|yrC(p*AU54kDUY)~iUfyKL`B)fA1i`9 zBH12h#|#TrJ^A!fTk`p8`R^yrI%c>$MufqDg1rIDL~sKZjOj$BpA^()gp8U;D{<}0 ztyMyvS=u1diNzt5oL%qKtSitq$Vz#OXX3=@3;QUxZj|(#sUFmYO-kF%x;)E1`WSnR zd7xgFh|oO=rJQv+W#YiVdhd{5PVkJ}AQ6>W;55~!T1_0JR(p@1?foY~fcPEYG=NUo zCJD-FbtJxnx=5@pX>>@S(k}q9c#9FoYk`N&zlF$kJdgs`WWlXlyk@ztfb-~{G+!1U z?TD~xLzOVNR#mcz;iJV%^^RdOsJI`pzQ)6O`KGSftGfmbOD4~$6Yj%7y5n98MXjIa z^x#l%E_Bj0zeCzoq4Z-)Z#J5jr`wW0)MISUcO?ShJ2&?65OQh%s-iMYz4FAPyt7S) z=ij`UTj;=&Mv8d$XZx8gOJh*Q1I7a-YKQv!OE5hYYF7KN{MnqzKWgsy?f%|a)QlA% z>U7NmxhZIv_iARWZrPzHqt4*Ds&cVGLEkcWnd0R!$0on3M>ON_dgq7= zgypZp4{4dk$MWb(8FPrmYk%d`A5P10Hn7++EqQF3r#g)Q#Sbnz_;bfz&fDj^@o~uX zhSpBjXt%Fa^5BU~=Gg2{mctwxJ1ATAhtrGiZPJ3CRcptndfzFWPgJ@%u)dAiAC_+z z{twC-MSI_0;eKqaW!1epQJ}gCk&=`&0K5x4XlSA@m#^IU7hmt@zNufAuF)C%n~M`9 z<)H{wNoN~%gNLU3J3hFp`=JaaEnLr@l@HM*IriSuJ)`Vd+-*@KH?;>tMmww9w3Oy9 zWB_FPx(9XI*0f3jCx9JRms@gbzuQpzEB|UjtURMk_qs*%UF%|VMUQ41Kp_Ty=7-(R z-)}b_qNf!di*a>9ZGChF)KuHNjPiY#752oh5FXoGxAvUVui3;sT-wLsv}&+ssj8&^ zs}}}HGmE`CcgG1U)z`0I&wjv&RR^tJGy~M$-ky1kuFocNCI-oDiw#c&Hq^yBILL); z{pn`08P&ae@8w%~tJHansgNP!QgMHE_^C>R>!h>`VqiNvhhCt@J{o7!Nk*qpW#Srg z#=`9L)Sl%7BDruvx-zucZDJwR{ia@?{V9X$NPEpfH)M&bbwHjk-}+!)+3jeGg<-YY z9sHY&Yo$24(eUVQdI z`GgPLD+pDRtUQW%&3e`9B5&bGG2mgRNCE2Y@)X|$+G@_REwx^Y(0TMSy{ydQ%6REB zQ2YdyctqG>jk9v58L~8Tn}Y$+vma2%5896;U*MwvC>#5(ld^%BhF3gE?VT&OP-rQV zY^V@_M#?F^Zp!0UFKDm6&=$u-97S73)E?vKanm>UsK?zJTRl z(QCpf-KvHBK3P~L5aA$ZRP?;oseiCm*?YEVQ(|fcmk-H0n|SjJD~w+SeM-rwhA@?? zDLZ9b@tNoenghlzF3$}}d&J`^S!L$zm?<6Yt6Ul0&v|YgUh-I(xb9N>K($O|%h6~y zK?!Fb(jKdU64B~nE9eaHxJ+9N0{StA04v4oY`TVTzRF4*6TB&6DPjhB_pDVpU?Vo%e0{6@z~eG2m3b0tG+1sq9Zd3$;nEJEB-oKA*g-m@RK5Z}ewDTREwde| z@3e<$Z_{}Syyi;t?HDEVrx_vX63x2#5MVl0p5`@IkHksg&-ahkbov$?=|a|B)OwI^ zZ0pW>|EvPrvfLh=KK)bD+k@%V(&UK%IgX$<2>kTGy-t%#=9hj3oEj(yvByAE-XnXy z0llkZ;*MVqI{FV%bG+O@V==9@HE^>ctuti?aZWLGr*<sqRg{hyk%KNUYA|D{{Coksx75H{IsNz?(0^q;ECL)XwOeS4&LoZv-L=KevvG#P!XL^-se-*Q=2|c+ zI}Vi`Jt94$Hl`C$*iuGy$RJF}K-FQ+=5_Zv{O#;9pZpcuy@8IxABp#hEk&BKB$L`4g}iwXo&Kn4|2NAo#n6cz}k= z^Z-`wd9~rrGFRW?)m1Uqc@0BF*9adlCcCCo32pehh8p4hMIJM3;u3jXCDUPKq99Sk zH92_T@|pxf)EsT4oUz$Lur|NXlxWR-Mq!-wOiFKvnV_pb&;7x`xcCkE4>dKE1+M_d zEPwqh`2G&jgcFWpj#lB+L6}x3g0Eav`MhHH2059n(K@h8`InU+L-bUefv$m#^|6b_ zCA^!H4Jp z@wGUiqo)PU$HpZMGCusw+-GWrT}0pNifz%lWEwKdJj`D6tRf(;5wqOcH7PBUF|MG# zGMXnStsUg__Ecs2QDCg%b^>4dZ8)csye#3@TVSN89FjQ^#jxf1aZEC?SGIr9Yinz} zR}zE!^7s52Ygj07{=DURz8STTSv6|YK&eNEymE^N+i_x0&iX#nh2}Y^HO4drz!BP1 z8Q^@XdIUTZeoy4Hx#}uqJMq5!p{c1<9-FUGZmdbIEFdQHInHKo*|d2iN)esInAht+ z@wojsPyE$Y&UBjOFrMFklh&8)d*dTYXIB#uL#b{v$)FXj$mOecR3lo0$4n&w?mc3K z&L_v%K&ly#fw^@7&#A^@r_EMwg|bC=Jpn~?Y2jh?8FygqkXwk3!Wpt@uzGq}F1{nc z^+t|IoJ_MWXR?HCrxKcW%jaz#Qtm*<=cA?_DlKHKbZKyDY`v)AC3BB@MDVl5tq_$R z=V;M8{?6I=z`WGy?swiBvjvNmtINy8KbCWDjUTseF2ofSo=Bv%{)1xq2jxAgnnI;v zA;J=(<6u|=sGq}>q4inFD?0YY1_E=b7M!r+d8uR|5mtrsi3%$O`B=*607W@qjvyn% z@f>tL|Ddlttx5-Al?Y=`BG;i`+`> z87w8%7de)AE^Iv=MA2 z#+CLw!@16f12tw=H7da2%ApV%K}ZM1uPFGU>LT+goJohg9n!+wJumN`k#i|OK?U4J zMS}c+Tjj$uuRIPWzS8Xfhr0ZL=3Z(X-vnVk+<>bZ_>EN4s~pFE1<-8oIwC3p1BEbr z!^*4~aWgA@qQLC(e9)~m!=^c?;BY%W060?Qk7r-($1P|~`t)>WyP9_PBNYV5gNF@G zi)}&C-HFD*g$@7?BL;Q$oJt(0)0jf2qKr%Z>_z?eWnCkcW^9lJGI%QaqHM#ZId0d~ zt}u75?83Jqp4&6*RR5i_2LLcWc@G%RRHp60JNok4t;LC#%_rns8Sj#=w@WrY7ikP`h%m=BN@3i$jE@c3`a`#8Ch z$*bcMNrLYVoy1Vg%kG?T#+5}Ek2QMLbY}%PbE<$_^e>(qj2IZ#pw=|bK@pZq18k&I z7X^WHj~;j5CS}#J=1b!pABN4Y zZI(I!6!R+;WrdG!Q98N=fbMaqeJ?A=z~X60>z#Kl0~NajL>UE37xX_`pVNUv5d+-E zY7+pBpuiG9cvqq;O@gu#b?uy7SboKX9IZd~_p_JU1Y!e-ZXmNkYxMrhO1%8KvGS{S}wQsZ_0;~}m8rS0{mMMS2eI{}j|0-1lb zqY|fdT>Hl=GwgdnHftJRoKG@Pr3V==7u}xWCx0{w^h@IMC=z13m@M4_v|3gDKkdC| zT$5SXFFd1S0TCM_9R(W*s5D7viqZop3IYPsrAzNbEZFEsZz8>h9y&I9i4aH#Es8*Z z5JC$9Lg3x#%=66LGu-FH`#ax`pD@|k*R}Uvd-e5Sn-erOns)1^$96@u;>xjuul5la zKHDyFDN{+2T9DCMYJ8rQlTb))oki%H;l9!~9Yk9NvQo0;SVAe~)AOY(#dn#dUDtcX zQ|~4Y3nS&$@}xaUpHjz%qngNNLlrBVA9At>>hReqT(W%}@5eS+bk ztkedAfG7OxyKA>gEmTp{AOL@i`HZ5Cx+dTBeg4H*cxCI?YTf;$vWaevGeBBNR2Z)C zMr_f1DleQnp)%PTsV@hVtQ+^Xl6ng1;Z749&zV5Kte<;TX04U0he*jL0f?dukhhlN zzk~b#un%xWg?jeBzbSU%&J?4LD^P!c+czlb>Jg;J{fTzgLiq0nLujAjD#RH8R9MEF z$MB>^+h45BR|NR1#;5nl5nrL;F|*!FiF*z8HbfeOHx)Fwp{K1;NhL}b9i=GU7YtEJ zkPG;RwQ_p{2%f9<`$y|c58?|MDV6i#eM&xE5nAPu=yRc}5iVGjp#XCMnbWrm7z7IW zh-Y8n8e3coYaDo@e5mrKD_T6V0{FUx4ErtLcpU2Z36Tln$Z0H|nlmnBptg?pE+ojn zpFdciCfAMkWg-<^R_iid200c^J_O|pgzqQ4fti!*?|vCw@XMc&={X@oJth?1X~_`9 zR^Yk*ZT^DGIkW87bY1XX5!kby)&m5+A~!Rz}!{ z4CzC3Obq1SLtVyy!b4ZQvtIR^|FrcBdypm8sJ2V;zvnG&L=UaBm!Ja?B>O~dX~RjC zTo=n>dC>|Zpiihf+l}Wq0(Xqa;dMy~_nH1pcL?m;PDs0I-IZ{6 z5ZQzjBkTE849BzwzsnN`)v#)G-RBfYeEt(mnif$e5)?A9(&UIhIMOG zQm4U}#!f3HcxHdZs|Fsml%YY|Z<7ntPm^H8b%}g4@;aT{UY?$k^re0IgvwcrY;wX~ z#SSgr2F21FN^$QNfLh?KbZI>WKhaFg2&g`qum?3K?nc3XclC zwF;UY;V>rpsc7lw0s#DGM>M34mOn3bTN1&~2#`$->)yp%NtPV*9w+cEKNf!S*Z(}YD!JYy#4~9aqVK#pRn@Q z^2ZtL$@Y8`Z@z>C!)CoFH|zBqOjZyFAA087)Oc^1dQTHS5RXE#J^CMOJ#FxC&ub-N zjTvJ|zBA|B(U_^G&*wDTmRX6GD>JZ#Cz^!8$QAFv0HSy)B)OnIWY#a+dOXvJZOU_t z_eASrVeM}2Lp7tgt!J9Ox3W=TsnOa|0=&O6jo{Pu4WKpoB8ab?S%d6^FP^&{X#D^Y z6fC=;tgJp-S3NP_rt@B>ibvW-T!Hwt@E6mia%zNW#UNFjF9g6~ui9f2F~SM_FFYJ! zE>g=J6Eos5^dZT6I*lSKZggeZ-fE^3QAe?u@~k*vK7dpcV?@-|*ZDA4%(BG!yB^aN z1Qm5oYo*hm*q`Px-JAI)A2ucPud#>e?bffdb(zOy_^%l;&R?Iu1K8Q&3_`@=)=Rq} zXB_SgWZJYoB@N(Q30;urkCj`ZgZ)KDhM*I{M70}rZlqA3X>(zxkWk=PV9OlrqPpNx z+P7W5b@r)0@#GJRTw3oranv+KTw|tk+hl4spj{D0ZYL(BDPCi*%Kf(ejwU7@kn1LR*JAy4YKd))D(j~he1+W8?yklDJk4BRjZLJEPU4P;C907 z+w-Q~WDs$;A1FSB!;anf_Yi~1b_bBYGR-Jx^>!J6&7!xn&Yr_6FLq5Z5~4bf98nEe zjEl;)T-yAsDi?O_ujxvE&5r|VL7U8=_h$hcs62=-8Re+I_Sdif_UI2I+d+^GdhPb} z*f$ijeE-A0{@4G8I|3Iknv~D9jVS-bRZX-Ic#Y5M;Ey@5mXf=}SoOACT-u z@GO~sCx%~7vUmW7AKY-+hLmR~GSp7^TNNOcoOW94p2LrjAab=ApdxMC5qr17|7+4z zh9Q{UjW+Yd_tBG@Z%MuCLV)0w7v;P(|F$cC-!7H=fJ&Xy-9|oblaU5C^#aSk;d=bZ z@YuIO<##vUCvjXeYWDf)=$*<=EbRF&X>7y7AiDPv-}tlX!AE(E|C-Y@tqW!!X{hfdv!iSv`EK~U(JxegG{w68^M46WD(nSK9yG=$Kr+is z%@mnvmHe-=8rp0%$;>=#gbT${LW6jsJBC?303a)`F{zDI8o|7`VknC( z<0V<0Vc!@WeKN8^ZLJ`|%-j+aE+uD+Pp`*%|p znaLYIvy!NPX~>-s5B#FM>$d$x5q3qn7eT4jt4(!vdTc4EQjWIl&}{{te0tK68W0Zu zRn^|+Uurc%Q_EE9>YCo_PCbLK@9%nxDC*ZXs0T?FywEBwIY<20w`)i06#k6-e1gJ+ zyfyvo`|R89z6-~tE^2z}FLj8cO3FpX+oN=Nyk>YV+(g^z^<{_@~@`84)*R$eG$TdFBj!$++c z)Xs&az6Di!Z8&hIy$+E*PjZeR0s+x4cZP=zOG!f!w3oyy?A*S{EioJfk4OfQA zC4#yiFbnZCnZS2t5qs4+<_it$d-NUJIl{#qy`PHP>SC|FW^$cX@=xIje^8a3K2_5= za@R$fP^$HcO2bu(w&ZipHxUMN#=d!7`AqkYjnC_>j@(4i* zL9aZ5CLPwWWtL@a!oK&s3nVg~!u?xYE;$+s8aTRvR zZG^d><#=f{=Cjl`kl-N{yXrj+z~)KEgo@j_+3wkBS9r~(-u}RGEr-8twnyzV%^x&h zM8N8nu2rhc$@2PP81EK5*hY?^zL9vMvpZ6$YsPz5f74P-`!iF#x9qDR2Luc0`!uRu z9@E+=B&m`KD*mtcU&$&AWhCKp!`Q2*WU9%n#*xzP@Oz2(_@-wG(>mFf{k&VP&G5>& z$HjFL24y$mh3G+0558QquA_eA$lBGEMXB_xvnPXWKLfmn%aSQk1y33kN;4>2S`F*P zEiE`XU|X=C&inoZr*5&8^3+P)X7fqUi}{#Mwu8>#yAEH?2+$BCk4#yctgOPB2iQJ*FU$`RHb z1x|2DOInNX4`Z?4vDIY+i-kJ*!iWbqGrlxkxOt3GK*&UIRE(av7YeD*4}I_I2pL1; z4I(}Gs$JSR*rgxUExmo$0r8(yC(E0s7?JaJ7G@?z!|Sq?Zi@Nb39~yX{v)y4g(fQ% zeFrXsnX0#H7VUo`kI8@e_nq~Gv0p>$xd+=(M+`c7I+J*AU&Hb)#95FoSR2hF`# zn3N>rtX673+`m0%UqBsYT79xAs7Dsk@SXLvd|!R?frN^WCU5k7VQVu7_t8T%B-kiR zinOCg*d4Q0DY6A0r-XPtrSO@JJx|-}vq#TW<5S3DgQjU{$r8{5?wZLy*}JxCqpB^A zRQ)YlDQr>`fbb5ulu1PA2fV0ZIA+^Y`y1;&ukGVEARCBVv{pS<(@IPEre@NVtj|rB za!3DcP;i0T=$Jpk-@Iz{rp>uJ{QS==dupND2=k(fE6@TI+)pGJ8pOLF;eTJ+nj6RO z;)Ru5vuhT>6@P*DE%>j_w{`-wk$sse)pi2-XaIz9Bd7y-UMEuVR;|6cfxF}E9IMrf zig4PCtfCGg)lN$geJDI@gT55jfSey}tW>qTa3`zOJ`TRvu10hif~Fbr)u^EG>>lvWGMSyfIAHD|A>-LIj>GY%-?U9j()#aSkxeW zpG1<{bj+|XreOh6P52J&BDwb^h6a>LSx=?AH}L-$J&DnAdz<0(I8*1QZJb3|4%Cbx z2_d^s^Pz_cnyR# z`V`7FGV?o0bcRUC(L#sVT8o)jG0QelXLMF09jE>ZL=(@DI2C;ph%=BBgbW6SzKNff z_ka38OELeQ9h=-JbZ(1(sumqlT(bs{-}T*-RYz9lhMlsWNa;w*?hWoel9dJnKfB2^Y1cb2`NM9ZJ0nJf|Wh%;@; zqKDoB;Epxft<~?lujCl*Mwky)!tl3lPuXq}8yyU*Z=78YxY3>biUL86_7Flu3~rlg zrG!uOHeB>vo2VDs1GdT9M`a{U!EyJHnUmPp`~9UjfMSIO5ld z{Q~=#IRpUG=<i^ytPv>t1;^}5UqMW8#v8FC$gpNj2r#(%hl zJ#|qx?wRpdUv&pG#m)vK2VvFUtRUkd$-9=Lq?AF|Y!%h3Q`Ik1uOnDe zBBpkEcSUUZt_n+AhAfsNJG@a38f9stYelU>TT;b|2ZrIRE-_!4QzBw8$ah1afr!qc z=BzdIGHs*;kstv>rAP~jx_QZJi_QFta)$*mYU2$6=d;~OBntQgB*x|WetPo8<(mZL zAN-jl&`qNv;}=JUP;oBP98xMoy?u#`B~NMNKUSDQ{Qa}{9Bu$z3McwV7dxbnx0|Ri z8XNU6a+GxpYtcH$_+Xb5tM(?ryRja05r$|Exw(;51iMWfo`Vuce0|zwa`^)LBdohI zp%SSCn|`P^BJMW4fHH|}6J*QPzWa%P?0OhXovl@`9-0W?Ze`1Uz}z-(GAyqnQ**PNn^%!#$(+p*zb`O_c5!% zb9)a7z)O{)nqkb4HIjALLv0!t9-qsqvckLcdV8b20<^~1H2;=3 z7YgL=_~yAe$q6*3#_N{;dyQ&py8lhAxPH6Dq3Sj2dCEot7>t9d}u?+IUmo1^s&_{BCm#Io(*ZOkqJ+XES)tDp6 z_HmwrL~);I1mJ;$M(K^4Z3(jZ)qO7z2V;TJ6kj@;P4Lxvwb!{uIy=1IpH^L7pmW^1 z?D|(%%+^`1VfYP9(J-G*3rZZ7*76j$%$`tgD?mx?lk5uPg#viCX`=hgM4j~|e9F?~ z%6TK`K@8!bWO$#1f%|xkqcTfV>mj?4ZdLy5y&Gi_!=7V)#(0;AF@{WEd<)Fo<%vI@ zSn@Bf2Mdes(CbjWxFzv-yLL=lD8F;lA9hJ%GCsiYe7%?C zK|%%YkAw<-FOX1i`P#@$6bPrq_2LF}&T`e=Bdt+Z2fQQs2Mxr!84vIEtWq^QG`qls zzTU*?80)XAQtgB`K=_O-B-ur?X{~Ea`mdzuadOM*BS(H*Ss8m9;-mev{e@h-*ym8q!pBxI!~G?> z-VF@$bdh87Wg54u&QMcC;mb+mZLvdplu#AEO)}42lRH?9dCqDz@*sI80qD#)i6D2$ zA<0g9=50AdqR@2@9>WaPXuX|g%Z}bm*HdmiYnNgCPB>0G$9|%>cVY_?r@mqS{M|&M zjS}4fa(Z5o7|@Ui9P5}N8hm3t)^DLrz!ytIa?1f^vUJKa(kPpm4#Um32fl#s+dGM&uL7k01BMb0BMJ)M46YESz8mJHcB?+VT{C3Ps3Rhwd zZF6zn(>_pgY_~>a~!XLf00q+V)STtuthGxysVIQqTU@ z*AqdmDBxLEyl<4BR_?QAjy6`l6FSu^ljEAq&q@!ev!DN<<3g`@*6|RbIX~&#xVl*$ z0HQ@pr3_cn^ay*%{&>Sw)mL_Q@sbc>;!3}I{h(ddYG=k7-PI#jO0acK)fxBeM?G)z zhxbLeIr*cd6qL2dNkYQ?gwdQ6|}ImwY0+w!-gPDkZ+RWSA6}~U z#0E$^!d~UW4=6O&7tddEW%h^DjZX@!H?lVvx{SUeOU%-ng`E!5nfBF8w|+yWhR~Sy zt~mcIK!?{hf~Ab0UeS5VOcTuR1gJxl-;yyo#C7%jb4H_WQ~&bTSf}GA)+FEJ`zJhU zB%BV@W-CRU)n@@t&iIR5EvjK5NfYsE@^%=Qmd@?Zi>mH@>siy0 zV3H+W#8I{S;lqL3RrbSo^5_XB=2@QZm7ySnQsd9fRyXAu3}3iLFxBzc8>t8x8Iu^i zY;2zYo){+`DQ0rbRRx>fX#tD(w&}2Vy{_>+BECyS8DDWuv;t;)0Rk~toa`b>dxHdO z7f?lp+MGB)-kGduOdDr#y^wt9*6uUDBl6s*a?$r{n^57V~U7s-(`p!0RqP1)bZ$HaW8oa39Y zNx8x75kJT-w{B`HzPZWeQ0I+r4+&@tJ;QA?oEaf^RI#<)i)~UuZv&bYj zac@|I-H+*)Y7`Ggjt8UGveqG-dGWT)RwlE{S<)s#ZU$I6%$+QbL7rhxm30}}udeHW zEafOOpKq7iJG-V*jkzvjF?j+~$f}ReLTfxGfKRIF5O+m{Yu*TOn5ZpPA`@I+P-*uu z7sEJjacl5-!$My7rVZ7nXiKduvo8^}8(E-JBde$r?8DX>dc`?9k9m*{%tq>c)vOg+ zy8?P=-lQN5ucrq}JgED`aVoc4+SOVr-GRczjFc!w($d^(j6!{zjZ_8VoV11pNz0tx z)#~y+AMPN5N5ZH@%;e+4h2*36c6Vo+5NFv7r?>*`MeOM+bI=l$=Vn8m-vRGB&vQ#6 z{S_$m?(t$2)U`7EUp&x!4`3^L4Ss9tioYL@@SU@{(9;vUd8Rh%#^<)}g1LTB6Zf`1 zAA6PMg$3>>SYR7Uw2Ma#d$;e_n{HS(Z$E{V&0qFmiVASn?Vgee7?l}zBx$rt2H96kq!tH_Q-a-pO$6zV;pHTwECo! zI`g=8{eHKN({9OwCA(Mp-a*XlX<5m)GnE*Q&Eif4X|~ve#cj|DmW!avL0sFkrVH67 ztPXv|z{GDcq?|a|K0L~9g~NL6b?L4+y|qCS?U}ygz9+S;>nY~=$Ge+)AMa~r&-PWE z-R3>s4h!Widoy&&F{0&N%XNKJF}U=SCEN^ml9pSd~b2`JIjf&m&~r1 zc8LY3wf%1;xcZL7udJ9bM6$@4SL@@09ghY1pQE}ppr5I{AqY#*3=nC^y*=xrv$-B+ zgib5WK%WFJkUJufk)rxDCseFJ-fO|B+>hzTuCwnDmTRBxPP*04=^#8#Bs1zF*UAE< zh&&0&Hv+CI$IjthwMTs>={LGxLj5|7m@`$0oL!+#DoFzjkv^ygz?Xcy3E)dc#N#`c zWR%PTGqTfCp9Dp(i@0ZGEE(CNJJvMay0CNpwF!+GSyXn3d3F6Y<*BW$Yw{L%{-wi8 zE=VMreo?DiNCc=Ji$_^mEkjcPvM#7|7Th*T0Z>6xAASDwL0qNqJcnk0NaESMd)#e4 zZKjU&36qyxev8TVPZysX>=1hmAmPz1=Hnf)Jdq^95>nv@zX}!sNO*SM zdMl-eX9h0qVOik?IPPp)5XQEY$R6pD31%cV0!nr=OBu%Zy>A0;c*(f*t*G~=&mAFo z+StJRphvym;^g_lD`~BU{F|t^?nbRtUlxgpvCKE#N;hn;p5!^=xGTD0ME*GUbY`OK z%q?#H98=4m%F>tqCXqsG_6Id>m0=Z&8poh6A6DNf#_F<2M%9GaCA1{2Q0(I=Bvh7t z*rEOl%J40m@9Xb*6++w4y0BVHCOx&z2=h|lA=8SRMj$>GoWhj?fA$upDxSsOkUIoR zjA&@Shp;ngkv`fdefqAVnGw8a^mGALhcH>SIb9L6QFGr+tEoNAq)QUE?Au4aEtMRp zo1NwE2uVPoic`*>?2m{79^KF0S3fS+nwv<#4@LTn?$#RRzl#XtY$ExcJ1{ys_Az5v zEY1nV6Om^+iV!>DEqi?-|Fw@&`P?ulfZD3R<)Pmwp>W8GXakF|({iG%A0zuH2^$xA zMz$mbRRg;s(ftO+I|+Sg-;!VXzXWZEx4UzH7{X3ZY?qrZPouN$hH&&x)DXv%JpC4$ zurA9FAEnt@9H6?zv)}lMXNHg{7Su);8NW09<#OcLN4`txl5#{K^4f%&vzD;1u z-p?&R&Z)oH;X(^1AVcq`D5DfnhG(a%w#1=pbti4CY>{T;R%9Qsebzf0@f) zO;NsT=acLP%8M#Cv#6=A%r7O*V_=OTp7QYi4UZyXZn~rUahu{q*BdEfG8miZ?mnh? zQuMWvE{=2qJbhE|*alBBVGz9wN+!tgy+->V>3c9^fd%r5F%XU82cl6YJX>Jf&2>yYmuW^WAZt4V~Y8|WA6M4 zN%L#H3FRJAjk$Qss^$amfO;wEd4b%Sz;_~hOw<^8+CXHO;l_cK1pb=G`o5PzEsLFO zg=_EDA@YZ7*swl#0e8bo0WT|7#+45kqvQrANfEa<5~_~qY+~SbV|j~<-;|>?mMCus z?HSnAVlB#srY)Zh65A67a&BX0&?S{NXr(+|pn-7=z5;;H9g7nSpB1$BMd^EOCbwkH zM>BNcI6l?kNdAbP!0t!x12g_M0E# zjnb=GK?@>C-w8viO|}ynBadT);x4$>bL<&#){KHU&I|M$396~L2?0z)o9+-1&#$qy z92aUKV;%C6?l5_}M?xHks7Fb_+6UBZkg`%~wFY4ybtYi4VGW_`ch3?}VL!g7) zOP8VVqnnz>%Mh>3NO=R@pVDbPk=gB(=$f1sS9GL$lMKrmUHbvxzI~OR&FohtDVimQ zR*|IEEzzA+PSx3A4(2@7L=j<_7`HdX<=g5P&C4xOKgA2>f}iE7Mk=-^dqw5pkOu)X zviM!-Grf{pSe^~TtZzAyHQyEF&H4Sl#ePFgfq^Og_utc>oKC(>Lkrnp!p`UI3`S+yPijS_py_Wv%an6H145K6a z$du8s+c#OY-H9pW0!z?dAec79Y1F~%OD>wQNI7s!*h*|H#cw4F3 zj{qcP|6x9b#{jzJ&p+%`ifniXya`82u*O2WUl39fd33Vnss_#BeSn6>t%f_(vY$5Z+5o*`U7EMn+>>OM+cgzoRes8cHqU{av>vr;vOx^|e@Gzh`$Fn*}`ZjI0=gGuwSv zP5XPR>cSTus@h4O_#ElhAhRLFdpE8-gs0Z?M0h6s_*`ZIO`>20ljVN!F1xo7!b-y%r+E z|MJK>b!!1(PBeX5=Gs`d+U)gxnjIJ5DsNz*xR|5U5|iadS2TS~2!SbipG^lBS6RPN zIQ6V#y%;5`&oj^A9DP1+b*7cOOsC8^L;K3Qt`SlIBA*Ys#* zL)r4<(qsveuO;%%Y-M?ng{!|POf@kp3pNz_>39txWxc8K7&Z&m3q=WQpa+r86FJ>6 zN^`n*T7UmvI{1Si6jVR#Z#&x5o(wvlewoF&nooA>mjJx2hxWr4m4XLO1u+ka)bi28 z##N&nUuUXgNn68Ci|oW%ZEa-tdAqS|-ZrR;COP7kTm%dWnF#6_3nAzg$yS;oD0-V=yP+(_WaO|7eZ!35%|t_dE+WRM>@`=1zM&Xbez+nSG0L^>eI>M z&myeoysQtRu(ZKK+TL3#iDQ9wo3bhEUG2B-P5aZ5=IOKE`mNsMbGW`Dn91;yER<w}r&2k`;E5 zS2j+GHOuBGCvu8Sel;6?`uSrUJIL52p^Xh?yWMSWhK6{3xtc2>RkVJBj(OIHlB>}c zYbtePo-twL>RZXxE4_wg5}fG$4LX~1RlQRmZPOKW26PYR^)9VI-BLd-7bRMSHBcLQ zg2h>F22a${1L~HCJ3-p#fMW~d2IDSt48}d_(WoeY;ZW?ZxCKJWaT8pCrM6zfsAY{L zOlmOmlG>vg`qnX<8C-cYUa6kb3|sFJsu+p`&67rx;+?*TZhn_X3ky5i9aTAWvhL== zQOEq=vP1F<;r4fI80Y7z<~%bO#}j964Yw;7WmWJYWZ-6X^hsamdC!%Of?jvKD~si; zbuqiz#$%pTmuFULIB4HjE?ZEim%4INNm0q7Qfh&N2k=mcar~x1Wu=*m7XK+7yb8KI zMr&V^(!uV42?_|nwlr?ez}Yqzzbty$wwEo;Mxm_J^b4IXI4q5DizMqo5*q-KkoC)_2~xgn;xAqDxnA zb-z%z^U1=NSHODf<)u4`0A9N;ExWL|@MPkNHjdxw76tvA@O?fFl@N#-5)A}7IXiRWNd7~Nu$$?_) zChG8lsC+QH4jFM?eV;6cPo zetXkmBiLV_Ic@r8X!ln9lXl{p7p#qjoGMv~FG3)EhoIER*Pa;>;nUC#JZ;#&F|?aY zCF{tWmXymy$0hH4U_CUsHJx0wIxD1Gd&tCaS6gL+SjeD;&a*6S#9+)5#G8OCX_rW| zpYCeLYE9R)w_X1@ll4l&jyucOaIklOjksBfA8jZ#g=;8eRW0}YbKePYfwt!89s04l zeokv{>6x5~vl$U^f++rcAAm^Qbk-g=yCsd5)LmkBa5fmd69c#n>6W-4@Auelgkz%5 zR@8#YF>>D3OcLnYAmQalb%f9G81v)u)`+0GJw+osaP5 z)wu>5wdBD^T7FXg#I9>b!bnYGqp&Cm=M&!!)vOwi8892-Zrp#SLsN9k>z0gH*Ug1t z|NPXIQgy83BgNP~KnPzc@!kH0{>g zGVBbPd~<emZ`W{q8suaEcuJ@IDc^T0d%6h%+v(S@<SkEV!)Yxhv?L&m~m$v6{ z@`*}u4oHZf2)-Q~EG();yD(2De@czYq8>-ssV8Rm>KG#CL{A=1H3G3PV28UAx)@g-5=AJ)Gz?dJ0mJQe-7( z^@ijT+=b*h;m?7588(_63;O}t>Sr^g_|x|}u{~{olpem~5#}vs@>0rpRnf+vuV40I z+4bV97T8<3^{BGV`FnL+lf(T+HQnv#@{-*z$VW{^H}e?FH%03fp3m?Xl!mMxfV8ex$!I3#MfD~jC5-w2*yOs@|e|o7<*i^+t)uJ zBiAI+uEUKySXZ_>x3XSuisHfDDGxCjyqI`pg-$)uTo6mpWiHA0*D)N-7<7GmI?}~OWU_a+C^`;O5yZI0NhZ_Co(*h42J*?t!*w43KQuOy2 zpGv*3MV>#u`%n6MtU%neC$ey9#!ZiD24WN?LHh{QC#xe#0)Nxc|MGK4^kaom9SJ?6 z{IA&?oT{GwMVJ4}Nbvq&c>wvYXwQA{+&=?34418gh?1&#req>_`o$FA?|~NkJ|eMp zKR3pga-Mu@r#Jckx$P5~DTU1ZDqO|1Xy^-pc}&y_sj zW&*eP^20(|5z%W##xweM^bYF(%=M2y48R#x3iP$12%x{3x-8V&b9wFWMDo8DlENW| zJ(2FCQ{D$=7H^{<v?pHms4S(M7|`i*jq@QTM7InGX993m3jBvJ~Fbau)gr0sZ;>2lV}5{b6=p zG7>-69}m$rH#fiUORC6UE@2X>;sY3Sm1@u~#y)>OTqE3kwwf^4ldp&9 zTq|kGY8tL~61N*IBLtO@8`90*2v@!g3Q8#fxLjW3dWMBgF?g_^Npk;eeTB!BUmHJb zk}IG6VDa(pLoa~^VcFzL=nfG>$&`7$!tb=hzXc{7&KXj0`S4iSye~(V5pB3q_&DXt z#Ddr68k9F+0PZ^qI&Hm-7c+SSFqWHJBTPEN6PX0i58KIp)|T&WUpJwlV$i+)Pk!~!P3AtO z9UC|vcX?kEC}lJoEYCIrxPzDN2RttOEX&0^)xYlO`|UTDx2iX;-Ej>Z51{$;2OS!b ztQBDhov?%Pcn;qxX*R(*3X7cW>F z??Eeo1%f>MC^NHc+2RYHgrlPM%WAlhit5Ba9@HUHH~;D6WwRR|GfA%9uK;j@UaiKC zi&A)}2>7<;taXyJ8i3n7(~b?}g08$fdG(QkB!$QyrV+CH(8=VHg+3iE<@Ia~vTl#N zcdm8Crewgz>Pe`Fy@%~!xsCHj2DUr@$A_erWk*EVJhK>_?DB;Il>DNT;twBixwHoA zbc&qhKDghv~ruV_V_SAZkXP0Zq4V;L^O&`CF zg%)QtOo|nAJ=u^XY57lz`Qwv7k0Xaw0=ko~C+ldg<}#tF*;dL-C+bX2o{^RhV!=0D5_HiAY^`fyIy+T2IL>c< znlSe2T#8_At)%B46zQYSF#@&e&6pZOI(a}sf|DfdbWMf(nsBXc(yo(tYGME7T#dHR zwKF?4;Ih^j-mq!3$;H1u8FwK& z>GsKLUkeXGSijF?ymj+yR-rtjyx_mn>tE#2*Et{st}I4rLgY9&d}7olQE=#7)sLdy zh1Q7LCXw3NByPMbihkKzlZ5Ds{YkAC-J463--y)YTuSit(sfyAVq?Qd`d7^s812k} zT7bROu>mep_<&1?aA~Bt+BRBhm^j_i89Euq&xkg2OyD+#(+gP%ud#iD>N%Y}rXE$NLrPJI}laqVdjgciVB1ED9gGvR`+%8IAP9 ziY8`NXOLj)jw`ji?CUX6o}ZoUVdh32m8}K1t>;SJPy12^a}F;Dhb%)KSY($U)-Cr2 z+c#q1<3ELdJ_RX+sJpV4ndA7bHe1M!3^XwG#I|tSSk=L{uH@yP)x974r1R;abzRA$ zrDI#p&HHaYZ9jOR8P@075px}?T6It z6Y>|_X_?{Yz^f!9J$`LdcWwU6Kh1?dh}Hc(UwFZ1C1J$vUxVu$NXK^6Mj=mufDtS2 zHSjb4IoegY=854>7QpYjxKHzi&mLY`@wNFiH{B;xYR4DZg9&-8;4*R*GpqB9V@eG5 z_?_Hog$fTO0K@42(5LSFYi{H9OrO8-lfTQzHNe0z-iE)lTw+~q9?wqmYQF%}LhSn% z1rN-$OU&-P75mGPU@z*MhSvOdwR!BNLUugU-vSxIX)q|$x%UeY5wQN3J2Sy}aQex) z6@&AIyV@k*RX^Wxq{4$_V7y`3Egj@k`1BJ=WBEJlJ>EYTug)YutP8vww&RrAKfua4 zoZeN?>tyyu>fLv~X#OikJoMte9{=V~8dPlO@fB4=O_%X$4IL)cmoKG6GxS8tB zRDVwElEQOM^K$OA*$R&pX#c5hYpndCZkOi_7aAf5EMt?+Ye|)DMIf0VY;3L;jvw={ z@VLgayA6P`%loX%veRkQF#a%^D|SZ%Eeb(9AH|(+==jZT=K1^X%HUh+D=!1+>$>F= zZ!d(kETJ0j-O>&Cn%=UvWXQ3$`Q;Jl4Q!E-dUlM65y!D}qxT?l7opw<1>QJ_dCh-Q zK_jzZeEN455_jCnuMOME9*^Jr=4G$>cX^Rr43QV=WM*h=>paq-?se&qmRyQWFdYb|dP7)0GghIOky z;v`9MGeo_TlAV8D!Mw;T$bRCdNdn$w7PSgz%^ka35DDLo)e_SBw$zN?8mVa>4bA`4~7Z< zzrovw@PBhR0&AEBUL0gU4jLbIaJT@W{AFc`rEA5y(@SETC`h8fNVh^6SDV-`z$9^3 zIXI<+c$xtX-2m7I{6;jO2ET2``%~*zzddD9Z>gvedpIA1%kD~E(k%=a^P!0Zj{Brj z9_+|HKX5Psfel(9<=Q=a)PMJwP!X+JN~vl7`)9%SJnn4^SY~~y+&0@b59HL{#PEQw zRIV9t`<+M=Tn9j5LO>O-zUs{o=rS{4N6_QL9Xre3J%T`%uyRp6fp~9} zyvx7y3t4YF>asAlpOK6LLysp<>^SnbKzE?o-nV{RvBno@;ZXSoar*CK_AhTfeiLN* y#K!1q?K~UM5BPw7@S7WAM>pR#X|n}xu}p`1@!CMXcm4+csovDQQFQ&mlm8EvD8JDF literal 0 HcmV?d00001 From 0eca8ffb48f5dbae6a3ae58961c43729674a1ea9 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Sun, 11 Feb 2024 23:40:39 +0100 Subject: [PATCH 72/73] L9T3: K8S deployments of streamlit and fastapi (#16) * change docker file config to add new images * fastapi and streamlit deployment * update readme with deployments * fix name of builder image * add servings to ci --- .github/workflows/ci.yml | 11 +++++++++++ Dockerfile | 9 ++++++++- README.md | 12 ++++++++++++ deployment/app-fastapi.yml | 31 +++++++++++++++++++++++++++++++ deployment/app-ui.yml | 31 +++++++++++++++++++++++++++++++ 5 files changed, 93 insertions(+), 1 deletion(-) create mode 100644 deployment/app-fastapi.yml create mode 100644 deployment/app-ui.yml diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 3586d33..e48b5fb 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -2,6 +2,8 @@ name: Deploy Image to Docker Hub env: APP_NAME: 'prjctr' + STREAMLIT_NAME: 'app-streamlit' + FASTAPI_NAME: 'app-fastapi' on: push: @@ -52,3 +54,12 @@ jobs: run: | docker build . --tag docker.io/${{ secrets.DH_USERNAME }}/$APP_NAME:latest docker push docker.io/${{ secrets.DH_USERNAME }}/$APP_NAME:latest + - name: 'Build & Push Image streamlit' + run: | + docker build . --tag docker.io/${{ secrets.DH_USERNAME }}/$STREAMLIT_NAME:latest + docker push docker.io/${{ secrets.DH_USERNAME }}/$STREAMLIT_NAME:latest + - name: 'Build & Push Image fastapi' + run: | + docker build . --tag docker.io/${{ secrets.DH_USERNAME }}/$FASTAPI_NAME:latest + docker push docker.io/${{ secrets.DH_USERNAME }}/$FASTAPI_NAME:latest + diff --git a/Dockerfile b/Dockerfile index a9482e6..edfa59e 100644 --- a/Dockerfile +++ b/Dockerfile @@ -5,8 +5,15 @@ WORKDIR /app COPY app/requirements.txt . RUN pip install -r requirements.txt -FROM builder +FROM builder AS app-flask COPY app . CMD ["gunicorn", "--bind", "0.0.0.0:8000", "app:app"] EXPOSE 8000 + +FROM builder AS app-streamlit +CMD streamlit run --server.address 0.0.0.0 --server.port 8080 src/serving/streamlit.py + + +FROM builder AS app-fastapi +CMD uvicorn --host 0.0.0.0 --port 8090 --workers 4 src.serving.fastapi:app diff --git a/README.md b/README.md index 51b8105..e8a706a 100644 --- a/README.md +++ b/README.md @@ -31,9 +31,21 @@ streamlit run src/serving/streamlit.py ![Alt text](assets/streamlit.png) +Deploy k8s: +``` +kubectl create -f deployment/app-ui.yml +kubectl port-forward --address 0.0.0.0 svc/app-ui.yml 8080:8080 +``` ### Fast API Postman ![Alt text](assets/fastapi.png) + + +Deploy k8s: +``` +kubectl create -f deployment/app-fasttext.yml +kubectl port-forward --address 0.0.0.0 svc/app-fasttext 8090:8090 +``` diff --git a/deployment/app-fastapi.yml b/deployment/app-fastapi.yml new file mode 100644 index 0000000..8d7163b --- /dev/null +++ b/deployment/app-fastapi.yml @@ -0,0 +1,31 @@ +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: app-fastapi +spec: + replicas: 2 + selector: + matchLabels: + app: app-fastapi + template: + metadata: + labels: + app: app-fastapi + spec: + containers: + - name: app-fastapi + image: yuriihavrylko/app-fastapi:latest +--- +apiVersion: v1 +kind: Service +metadata: + name: app-fastapi + labels: + app: app-fastapi +spec: + ports: + - port: 8080 + protocol: TCP + selector: + app: app-fastapi diff --git a/deployment/app-ui.yml b/deployment/app-ui.yml new file mode 100644 index 0000000..70badad --- /dev/null +++ b/deployment/app-ui.yml @@ -0,0 +1,31 @@ +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: app-fastapi +spec: + replicas: 2 + selector: + matchLabels: + app: app-fastapi + template: + metadata: + labels: + app: app-fastapi + spec: + containers: + - name: app-fastapi + image: yuriihavrylko/app-streamlit:latest +--- +apiVersion: v1 +kind: Service +metadata: + name: app-fastapi + labels: + app: app-fastapi +spec: + ports: + - port: 8080 + protocol: TCP + selector: + app: app-fastapi From b49b659f4ae358e4481e803b7ff069759f97e15b Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Sun, 11 Feb 2024 23:41:21 +0100 Subject: [PATCH 73/73] L10T1: Seldon serving (#17) * seldon api definition * seldon docker image definition * deployment config * seldon custom config * update read me * fix path to seldon api --- Dockerfile | 15 +++++++++++++++ README.md | 19 +++++++++++++++++++ app/src/serving/seldon.py | 16 ++++++++++++++++ deployment/seldon.yml | 32 ++++++++++++++++++++++++++++++++ 4 files changed, 82 insertions(+) create mode 100644 app/src/serving/seldon.py create mode 100644 deployment/seldon.yml diff --git a/Dockerfile b/Dockerfile index edfa59e..e8fa7db 100644 --- a/Dockerfile +++ b/Dockerfile @@ -17,3 +17,18 @@ CMD streamlit run --server.address 0.0.0.0 --server.port 8080 src/serving/stream FROM builder AS app-fastapi CMD uvicorn --host 0.0.0.0 --port 8090 --workers 4 src.serving.fastapi:app + +FROM builder AS app-seldon +EXPOSE 5000 +EXPOSE 9000 +ENV MODEL_NAME SeldonAPI +ENV SERVICE_TYPE MODEL +COPY app/src/serving/seldon.py /app/SeldonAPI.py + +RUN chown -R 8888 /app +RUN mkdir /.cache +RUN chmod 777 /.cache +RUN mkdir /.config +RUN chmod 777 /.config + +CMD exec seldon-core-microservice $MODEL_NAME --service-type $SERVICE_TYPE diff --git a/README.md b/README.md index e8a706a..5854bbd 100644 --- a/README.md +++ b/README.md @@ -49,3 +49,22 @@ Deploy k8s: kubectl create -f deployment/app-fasttext.yml kubectl port-forward --address 0.0.0.0 svc/app-fasttext 8090:8090 ``` + +### Seldon + +Instalation + +``` +kubectl apply -f https://github.com/datawire/ambassador-operator/releases/latest/download/ambassador-operator-crds.yaml +kubectl apply -n ambassador -f https://github.com/datawire/ambassador-operator/releases/latest/download/ambassador-operator-kind.yaml +kubectl wait --timeout=180s -n ambassador --for=condition=deployed ambassadorinstallations/ambassador + +kubectl create namespace seldon-system + +helm install seldon-core seldon-core-operator --version 1.15.1 --repo https://storage.googleapis.com/seldon-charts --set usageMetrics.enabled=true --set ambassador.enabled=true --namespace seldon-system +``` + +Deploy k8s: +``` +kubectl create -f deployment/seldon-custom.yaml +``` diff --git a/app/src/serving/seldon.py b/app/src/serving/seldon.py new file mode 100644 index 0000000..8afe399 --- /dev/null +++ b/app/src/serving/seldon.py @@ -0,0 +1,16 @@ +import logging + +from src.serving.model import BertPredictor + +logger = logging.getLogger() + + +class SeldonAPI: + def __init__(self): + self.predictor = BertPredictor.from_model_registry() + + def predict(self, text): + logger.info(text) + results = self.predictor.predict(text) + logger.info(results) + return results diff --git a/deployment/seldon.yml b/deployment/seldon.yml new file mode 100644 index 0000000..6b5e026 --- /dev/null +++ b/deployment/seldon.yml @@ -0,0 +1,32 @@ +apiVersion: machinelearning.seldon.io/v1 +kind: SeldonDeployment +metadata: + name: nlp-sample + namespace: default +spec: + annotations: + seldon.io/rest-timeout: "60" + seldon.io/grpc-timeout: "60" + protocol: seldon + predictors: + - componentSpecs: + - spec: + containers: + - image: yuriihavrylko/app-seldon:latest + name: classifier + env: + - name: GUNICORN_THREADS + value: '1' + - name: GUNICORN_WORKERS + value: '1' + - name: FLASK_SINGLE_THREADED + value: '1' + - name: SELDON_DEBUG + value: '1' + imagePullPolicy: Always + + graph: + name: classifier + type: MODEL + name: model + replicas: 1

;EVAKZQ-5j;80-JHB^A*Xii1p>d!w?nJfg3Iaq6X zm>S7ILPMzp!EaonSX;DH;`BK*)6a&JyT2|W6XE!Pbj=0m-jRShR^afYo(kw~@jtLi z?XhxwvRn@&=#QkF!Zv@Rf>6}YrT}rp{l6~o9QXQkBEj2xwmjzKjb7-7A&%T1b9A{1FI`weiJ@g}qj z?9bzLoyW|Ckmk!RW}3J6RoNS*{bnNwu>4fO1c2D3;$ml(^h2(=X4MaFTw) zv=mH8W-oH6iAj;^lTst~pPI0XiA~bHZNsx`DfV$|KJX^K)LK~H@*|}868S&_`z|=v zpKR_MXMYxEDv9@XiF3S0@Q~9Kd=pSs#-9RTx0`*6xR_y|$F+4{wDBr6+Z|E5ZKwOA zrq|Fd?}hm++O`2qSZrL|OwrtHv!>m6Wjk82%Jq2HBAt)kug^;k5+Ll7?bn%ud9LXCz#bn^Lx-|`-;*Ck z>|jkmo7$!WS@{db$>g+@m;0Tpo{a52m~5pI&&owTqG*gfRa<3bNWpMix}=>?mk}iE z?7x0{eSU&QE+BoeVRVfm`!gd`ozXH;W-u6O&R;i z$8on)?!$rJIny8|-;y}=?A3L1><;-S9Lo5QJ|A)>GwI31m>4%O6)CK@Y|JKx&c0zRQ()F<2RKi<+6#n zFEg4-_*Ij^6?IW|m!GmfVyO;vMp=UiCeFLQRbLzatQY%xmhk0jj9teVXv8|2Qn|nU zGW;)#wVwuksaw8g07m)Fr4uhQ_m5c^XKSKKlLIfo*@LLHgRBatzy~Xq9=70wyG8^t zz`%~ifRpqMDUAQ63p7tD`hDEi&nK4K!V!CajLF(mJacY6li8=p^l=+xgXRH!kl`F0 zliqb9HTrmYz>5s1u82%{f6P@I{gG1>^CV$Pspg5oYd0PLjP1IF5pg@=yMv z;1kJ-jEHbol+8UsrdWTt=)d>vt378^>RkE(ql`kL>eGf3sHOR;%n8zwIj39BBiDK1 z_fz|J?|Y&ydG0bBVjBSyU#@lISoZxL-~Elffp^CL_ywhO_0b_&haZQzZwknYTq1>aZ9cci(a`<}=ETBH)3YUz(`$)ZW!+}rM}VQANG zWC89hV#7k*Q3)^ZywTb zSZ-}vQEn6crBZcg+BG<~%bb&<26Xhe(D1`Gciw8LF|TOzS#nIq69q`RclHr_guBOd z&+hpVLS@bET05W3`^B0UV)ycJziaJw5i@Y@FFI!M(3#46^~nYplr| z#6iF?<0MB3i65nBwf1At-Q|cYNM*E`^yt#7)TkiBn*;~Sfo#$NX=h3EBvkE0<*!b_ zKfk%H_JHCL4-OfwpLr!+ghfL=zibIgs;hmO6}_a9YgTU)z$0dh7YO2om`mua4YK62 z*Ue44rrnw{nXdg(wlm#RIqfE0PQS$~qp?QBngySc8DpX9sZH_52Z_4`9goUz5@lU_ zlAj?a{QSh<#rT#kTwrc|7#lwN`nxx49*H%nF1J_P93#*Qo%jVeIrygx}2MJDt=fWz`+3=M|8{I+8Mh`b`R%4Q{ zUn&eKK^Al6(x-=iDkzJaP^QI=kl|4bBJcsHJ{wfn`SLrLr3cpKz-q0u?>P^sPL<|E znF0|@Dg2Jn`uC9zJae*@wQ>V?G7K9ugXL6ch|0H;BEMd$2-b*sQC=21h9OY@6h)WQ zcwetvOS>rPQL&wP;X7{ABQCi&@LDa&glLSBrW%qR?8Vh1;(*Fw=AHiRmuf$Dky=aC zgmKh-HOF|EphU`$a7QUxE%I&Srtf}7`b@xX%J`3#n(@xRVC@M~lDp(=hRleJ=Z4b5 z3HMuuJo&P+;IE!JCuCS{$j14`$r01XF)vt>E5G%5f|j@jFD6jDL_}bFj}d^n=s3Cp#SY zWO1UK>!u%4Tp=avw~j?VLY{#7D}{Hk*^uqz)LfMWjs(A%mhETRPCsP^1VW&87G9Dc9eH^Z%&EN9muO?Q(PP%a z&V7nM>Dp&g_ge}4PTuBTP%*|Fnf#MKX#%5?j(?>>z8N<>lSuOQkz+#!twA0)vEC-h z$1%^}vJ-D0sBsLqu8R-r+ccNW?s~L%Yj#{=4)P7GWu_kPTCP*ptXr&QYHJ(e1nOg) zD7uFgLCsxz{-r%zUfVzT5*t+kdeHGrXWkb+zhv)VLv~SZBt1d)Vt34R-E&_75iOKF zBiO{h+c58dC=WRPHoHITra^h$D%8T$X*IMYUG2(0L}SxeW7AO!hxS;Ce|;@ojjdu1 z8Uz3#ysR6mYZ2@%Q%i5HbR+07am>)rfW7pYP|N9WlJ^b;XnKikup2YBcf5+Er9xch z6@#ELPqBy9Ge+`Xjso^|kEbEN;5Z2Q^-+EIcsj)1F%Fh5p4>Zd@FGA@mD#%VBTJi7 zIsH61!f|C_T|Q*}1dVPni8udAIB8@Q_jw2J26(6C6N`D!$3^}~+9LqtdJEgeze(WACQFrx{~Q?{NJ`ayDBNWX5ZjG0L+-{+f;(J~e}|P% z(6FN7?ms|mX+a-gWSjg_$A>W=>s+gDEfa~pkN=?=HP`2kEkPeum!9k^GOMBF4`@8z z|K5ej{W6sB@;+lS4MoV8=Vay`A~c80k&gKv#1QgrZeV+r3r_bdFS6CrlS>N;?#rOD zq7Higpg6sC)npIPT*R$I`hKU;43^X*HviBJ?{7ucsbvZa;DP-b^;aNji#8Nk2)boq z2KOZ-NB2m;w@QgxFjcUHMS)qN0_&+pOqJ`>t#3cG&W=K(tqv~Fp4ts@aQmVQxO*U* z#(p**zN);!rgm=~TB7KlNq1D8+cQ+Y!L$w?+OiQ-V8py99^xZlD!eM zO=3{K#EKEy7ll`NC7X6R^elw43YKDiJAg}-YY5x;FBmFrO#Q~1NIdw)cr;_#gm!cj z!gJ2_Vx2h@H?;5av|}aP9ziA#TR!)CeuE5!t++hjD%Uu5WC&?Kp0;yM(unH}zJW)` zElXwQeC%6=AS7PI&iVU*A;G837;7{!TcGUypxXOP;KwpAHT`3T8&)Ph{F>5QliDhR zf72YQ{dsF8_o(PpQE011|4g6rg;;T)0760YcFhD0|D4Bq!)r}3x%(5vDaCQKB{%Ca z$(ezD{SAlQRC&V8 zw+~$Ymr^_c(!W1i21mgDNL}xrpn5#wKo7^kOQoHxUV3^AZZ2KVnKcj^ zrAAZU+(LkKy5kY-Z>UVpGv5sMM%NHNz_EVSoeIs7# zU(9Z-=nGBnj31*;I$@9^>0}Z<5GJVcEgs1;@jqK}%``oAU|^^K4!;!;D25W5%w03! z#n*Kv$doiTY4oQv0s=rSlLd8;gfuOR=9VJ?;V{)~Z3&J^VWfj$8ISeGcqcez-~Y z;rW!#8)zD9PL?yL$<{={LT{=gI}9@l`_WK!tX7_-zd!T%@C-h=cT#7hx%cJ5QGg3o z#9bt^W!tt0);z@Ap9R+=^qi`jM#r;ml&-lU`=SPsXb$lnlp0#^?6*Z8;ZK9;>j!Nfy;^cK73zWGe(c3kG?#yu8-U_iIBw(I3; zoUsFMX8r4ry&de0sAF1raU-TDAc?c%(W#R)a2e+jf6uPoFh-Y38+*a0Vk{Xv6HwRKpxi2*J5T$RIL4; z`Qtz**-hM z3;ZB*-BgCym_4A+Zj8nxITf{DCO}+d-Av*JqwzM!OE#p_2WP%W#9Z5^Z~1*emW_(9 z>u>l$oAsa{Cbcd+QDMnuKSATwMt{Eu=7RbjiOcz$q%**Sk|!YZ6C<@nebnXfA+qcV zKRs(C%8e5P-N)vr9)y$yY=+(*kG`@>e>+dh{Az(K9r@!WMK~5VM7BG~LL##sdN1AG z{bP_O=z+&5uV_zmM>MeVzfPs7DWMvDDKb1_E*0Qh<>I#=3gN74`7eGPfEFMWGUxtg zv%bFo6!lqukKGkf5+Xq6br$4e?v903z>o*K4xfx!lxck(c;z?`?>_9Tb-ZOkScT+MAnn2Q8Kb z;$?K9eXK=p2-fj}1STCs%joFB*r8peII5HzJ~wSE2PZtPGcrftI%Txy@!9b~s0z7O zWSk8}KT~YJbtv-E_rs2b6KKbwHseIZs$~wAaoo?ee?AFWQWg@Sg!1k%znz(z*`|2J z3YTd@$P39=oGqq&&`eU@ls25mwCPV`K0i5efn@jmKKU%{E2Ab9)wS`~G;?e3kk$9F z_EO5@`|}|Y-_vn$`og+fqvnZUbc#@l=kzl~orcU~9nI#X{slt3-K%;4w|Ri`;kmsF zc@@Zpv=fl`!71Hlny=-ZVb$(QwLsLiY{QfNq=k2aZY3M<)2N6 z#dGyNLjSRTf}bxwB|fqI)8z_!ShE6DMy2>;&&4@;3CsfTbIkt}xtSjb835l3#+)4I z)3igI{CJpg@)Y{(7Wp^CM955n#LIbN$zOA#Cyjke4q3hvo;x|vwSFB?9NzweX~wrf z$DVa819ewfZodYG*w+{~okQy;wf03yuom~XC2qoz^t?KXq;}rA%4<30wcGc0~J?n7jPy`uTiCJ}pZ3YqH`)4?b5nu(LH z{e}5zLLl+spXw=TyCSQ8J$j{yv1^$^!042g&^>E6ZRA(xLxAJ1sM#XcQs*rIT}CNN zp`?IgLb-Who`M&oe_%8^qI9BpZdylAXi-`vj#?m1D8KW?@#HR86OtO8(UFN4u>KxW zd~`YhforCTY1aW$j%m`TcX^oM1LI{TO=`@{CUJm1XchuoBdkdFMQ)M@+$W2iB`a%u5;Y0&**2-#8y+iE% zYqkT#O|@COHg+lq^NnG5Rx^a2z=t0}zHmQaD!8Es*#EddQ@=t?baL;EQTRD32Z&{m z_kZ^A_axhaZIw1nd%_r62e;S@S*&`WOHdlJ6 -A!z#+Erxxp4g+Dyr z%H0Se0Afenca!EG=m1EP@O_)?Cg4ql1%@65Y(3dBgV?_ZtqYXYejbm;WIKX4w+d|O zhrv8f#h7fN0hf<9jHnm#cO^YbZr^*VxZOgyGyV>k%<*MJL-NxQrPPco?d_lvz#6PR zUN9thN(0!YFT-{?2=;x+a3Ug0=9{0jrJU*a5FKz3savS4TGqHHZ&O+b8YX*tX15@3 zn5{4(FskLBaGVBn_D?7~_ICK*fK*?9j25}}RUq4RF!h2vn9E^X=8<@I$t8sJTal$% z^etOmB#6z9d)6NBu`Jx_TsG;xRqn&=J3B5Mz#;uWD^PaJVq50iF=GcY{aBpk>ca&n z66K0*5o$pBM`~HI;w)A%g1XI)zapsS&_nw1nY6|6w&~;-5odRlNNj)PpI^UF= zg7O*s#H^a%^e{sz&vH~hr|n_$GyM~DA-By`2c8_Q4=J1j18IyE7fSEEz7GWKB7x9{ z#;7+Xo&>xgBSfHd%`kfFZ2Na8nR*s*%|qVqRJF2BP3L!Jwu#}-)BNmoY!Q?n+Fm;V z6iNNXw?mFSV07xT!zcRtZpX*jHeX{{Ih-7}uthoexRWdz^Uw<)(&V8>zBTv5zdGYb zr0L%ctu+nJ^8(W&%n9M~cyY^1l{L<51t_O))@wT7tecm&nVGYSGML0o@_EF-;TfED@I^UvSDd6VEN13<>vFdI_9KWq7w8i>aR zXq*;?ua7N)pP??7yFYiVGNE!tBB$OeOtX5=2kF2ZO}Go33SR#(GIO_Ju5A?2segKYPT-9AnfnVJZ0O}%dX@YqRV66#aQhFoPf%i0?L^2qwE1w2z{ z%sNxrhu#(ZQq$?H0Ftvj9GXDF0Q;!6wqMvCdGP&B@v3cx$B7&1`S@xv&i}tx%&i)> z1P9FbOMau2*6f%P$GZSD z@EM;sVCW#*J}C_0R+>p#GV-C-{w~z37CA*v;WS?O+rE2p57-CY`IsWWjZ+syn=0o(iY3D=kH0R*zrzU}I zzgdY1^ZZL=A7MdEK+=rRKwuL5I4saT@Ynogzh&N{e&5 zjqdM!kgB|@va!+DReM(-ZKa{!gtzxQ7g>KYeY~)-2nr|Ie)$DCP8ht&S8^q>|M1{ z+@}#i&(`3+Lq|9=PJH#QO)c4dT#!-i;LhflbB`+59SOstmAc$0fB&u3zLk1tzAK8LS-(1!!LQASdjy*AhWjr_HV&O>p)G6sCXraQ9`Er3l!KFKHG z*pz_jCRx@Fx)6YFahS-7j|M%|%+{xABeWctMtuJfExWR09cH>$N9(NIMiq` z*+Z#Pv0jSgh2aoZgmAmPRY;;8RZwYZy&Na=cX?w(SXPkh6{WOdtmCwRd|@8F5`zrChmwHf#t(>i^{<7(V0yL)p>_KCL%>S} zSoI%&x>^8iKkoA;!h0x7HE_b_1~5>sgZC}m^Iz1HB|(R$ku=s-{nVl#rk{VyZfzzU zuB#c9y_&y8o}>Eng{u}EGVG1Q>P+LObzI}Qt@eFxHS^+wK(xT!^#huAqDG%WCcqE`fEahKvVaufPgm$Z8UX$|Oq=Xv1#Fq6 zKR?%T4_iq}2HA)6`@gck7Ea16c1ykn1+-k|7GrM1Iv_5r!xdT2#r9;y3;g{)6u`)Z z3!HReWxB%+6Nb%?9)DPUdGCp1n(z4z?5SHn(}$cLFV%9>w{R5Wd&VlZz(8f-ctFEc zw49v4-eYtp!~U_JfBXrA0c(NJNhkF;0TPCENDUUcC+FJ=yZHcjcz9gqpp`WN1GWHL z%}t;Cz1Pyvy2~eCvHYfu{5tB4VRMkdiQ?DF_wBl7RNCflK@i4MRXYACqp9=|(1GCY z@|Rz|095==;(coSo8aErq1aTjb@AxfvDih;$ntD;f1;iQB?$1Ay#LMh#(?pt9}NB% z>2OQ9@Pv|l&F1n)Vwa% z_^~Ejz&jH&VRn!Y)LVLid&}J}j)x0PB-iR9`xOQNbA$zul@o9L&?avHiyQ-N0et)y zZRdfoo_9bUW3He#&JA$FM<)YZ(Bz=d4e(%4Jn>}3agTmk5;>3*a@rQCvfk3OnJa?L zBqpW-UC^)#&$lRf>`vo!Y3Z)>={J`tUkv@QKEIjigzJ5YEv#P_+@X3+onA=rfqIg& z-dZJ6$T|)q4mF;J*GA*HV}`3h;)Wu{V-IVqXKJ@5dW?nB5mu4aS8(Snev?WLo#oZO z@7-D9OdR2?kb>u9n8$Ebfm}$};Vclw$^-)T7dctK4POSII@d|ozW9&W?7;x&N6f?x zGo%6X(>evc{!Fq6N4-d*!U>K!0+0TM({!_V)$S+)HQNykfjTbbz0w#&s5*)6LU-Q5 zJ%auG0&xA#m(`nCW?tT1!NnGj5I?eAbu`(I`uiVFC!7{7()xMsAH-!9YP{(mWxh6T zQjyzQM8XFB=EBG~JS`Y#4JwdYfY+U|Lw;1}(iYagbnda02L&+#lA8~(tF%MCGi@rH zG}F#Yf&WT;@B;wbN{(|x&VcYkX2AH>1s4!qtG)N&ADinEy_r7&KmHB-fg;~76>XVO zK*8toZk_?*i)Z{PgqK60)47XpaOrp4p`_xVgGcWN{J@X&3fNX^L<7zW#_F2lc3MKO z_<_s}9zbfU=T!m4DpY7x-OuHJ%lQqw1)P28H1qm!7Krq(^$Sg+A4X7mUg${vhp&Uo z0k|isHo@0<6nq-^oNMgAct!jLIPZe*sec~=LLnXWHE4!T&UgNM5-IyXVFX~hkFvlM zf=}BhzB}y~upJ)pfAe9WtT!OeZ8OKCQeMFMG#rv0H<2uc%(aYC{2LBs*}ei#TJ0wS zN2A!J*~nFe{|S@01<2!0u4px{iUe@3G}+$Gdjf%*`iHsl|J@op6|glq&I?!+!Tyzl zq#BUl{MSP&Q{X)I>OjH+>A(hdFN3jwX=n};s>L~i|NI7V9`NMxj4)d*M+Bvcf)4qA z&qE8B6Devaw8sNBKofDV-h{fHs7$qx>ff&qlqCjGOkuF=s+2>nIbbF>k@LUjfy+NN zJ81T~;V3SNFh>APF}b6@^WUun193#wUQcqBQUHU8<8^_&#=jo2=>q4GW$Vb7Dhq6Y z;O#9(eS-ZUI~~4{|J~aENd5mIQkUm8$^3g3!2ihpKMBW)`TxNDe_;MUz5V~T-j;2K z0tIn8_09`N9_$gCPQQU#y8jqP&4Pd-%c`472mPgiDM*EWKo z8!l?bx0W%!pZS}*oxz@Sf8+mrVObHdQMhfJxif*+9FlyG!zGdbZGr>=>n3Tp($4~X z9LhIt*RQ7#41%AZU0=wEm-g%*Os4y#eFE1#R6U7C$LlHW4#ea_C25?g{-~nlZLo0F!_Sx;-i(>v`BF#eq z4+tg7PRGLrSW$SvLS1owds9G=tNcYzeU^}F2dOou(%EMCzUzb~{_@xrHpiiu6KI4= z`2TsoG|tD%Hut#qC<2%l6v>tMxK*F5U}L*PY^YehVi z{zC}jDB1nRj$Hex07=hVxu&D|LCruwVZhFUa`*b*G{47*N(SP>%4(-eLL*&k$EmT`6q=$&sjLL7;FXVsxu%2=TX+ z63#au;~wHJouyGfa!|Nr~nBH)(Bq4*w``+EN3{(sv0(r_r>_wQ^W6(vcsL?wix z>|<%OWfV!sQdzQ&bu43Tky7?7*(xLnSqC#_R5Y@T>;_}(V;}oqjCpR_zsK+U|NovB z&ztAyjbq$1bI)~M_qlw|&v~BLHQ(`&P|M9A@a*11XL#G>Q+12_1xSFH0MY|~$kTi1 z|8k59H|qr4Y9#bD2`a?85pECni4rf8`MBrwy+W5S+B{0b7euchuUk&&T=>_~{dgmI zeX|5c&ndz$?!ipf22s|y)GfEyZE3aTy|cusbHjO_wK4B#n%0*nnNhs3VfcPI#FIzVutEIlk)A6(Jos=ay|=5}n*TaJ@WRPfye& zLvy&Km$kG?D#rGUJA+E&`)Fo4#moGtO0STnf>Q_R<$9^ewp=rO`DKyxgSa;b^N})F zUpKCqYR8Km#*{dUdEs56uIAo2oE~4)m_={w&%W|>)-L_C@l?LXx=>o6(lr}eiDq;u z$z?-Tb)ZXlIHbNQ%GdKPX6gaq-hps6P$(HzMN)t9Jf%)BGK*foZ-W7o=p!~oP1)4# zCkK=iKHW{l=T;_nrW*hQYNpX|T9JGQ{@6(=Rnv+Ih1XB^2M9~+v-Xv~3zu1a%3=;f zoGE03Tfj)-JW4lxhi`af?id+fl*H54vY~Ft(Pd1KWDWd?QYw3u4yJN5zq3RaemDCS=EzJ za=3Gc-V&OZn$x@XHOKAx(3*ax+iJpNIr;amdwm<3PW5>A2L|s-DyIkmGEG8j`>e zAiNIL(TI*;=u|xsC~;j(q|`~Y{q5DrIdr2NIIgS4#{x+Wjg>H{!%3i-6`GftV1rct zSy+FXY-R?_zKm^{M5b&~N>jjhYo^0n8417hyqOH1>8fM3LK>K8N3#T9&@q}oi^tnN zjEIu9Tf0%7Pq1z&f<5#=jLHe|X}yrGh9!T2oPY5g^jca;AF5p+lOL&gCg-u)u-Uuo zdw4d6jueF7N(omrG522iTssLY@MXpsFcign$aZ_)Di8#}1ndyI=K|(hU!L})H&$2w zt(EKQt^RbZ@|^6YhNW($WsJq^FSQYA&knYW)u0|}1n+a96)bcQ!N*i1lb8y_uZmr> z9P?8B0@6cr;S!8F0_z#1>dC4b$1G3_Z%)58>hYl>(gLLPQ1dT2dwVF?*Tp$V{4o-lrlNtR%qOf9c*BNI=%!3PyRY&V!N-@)dG2ht3IA9fc-9o@BQ-{3g~^OTe97bP5NbDaIrcP z*kn!SjDmuKC$Onoc7425=b^ZxC+NG2B$j4(b7!IEXTBzgMXcKu7E#lsF4i~_)m@lS zd}lt`Ex2;pZih#=ow#T@SvsA~7XQxW8ilWHPjJFHQ!jfHDicx{-kxNqzwmaOwn#h-|j(gdcjT@eUzaaN4f1!r=wqy$+{$CaBd zJM;J*rhLj%(b3Y1%E&m9ZJ2ZIvZUe*e##z~{L`?Fm%JGZtP(=`<`uV|Cc6#fwjhkW z%Euq4Moss!<^@sA$_l*n?7B08TTNfytTfSoeRV2X_X8J;SL1Ui^2n!`<4(2jvBc$P zo81CEdE;F7+GZLiGp{|Zn{Un`V;qUWflSgA{_9Tx(*;3{77vqER!es_`wUt5Oxf5@ z91LK06B{RyGpYR7omN1zUP=1CjPvKJs44yOGOERuR32xD5rurd;MRo_@@*d5*jypI zkZdwk;f^!> zna)B&k{_=v_}ihGud$Iy+p)ToB3;olfXm&HF}(-CGLxKdHSUExiNu(%tM&PgLhahu z-)rKXBt_V8So!i?05y;R|Hx=mMa6)-51RWlkGtWmZM9yWebAy(GqjD>3TmlLB-OMO zHC4JbX4=-BiBH~RFvK6U`b)YDPd4sEV3TAm`Q0^mo`gu&WlrhQ#Ol@+y zM?etvGZR7RjjlV1V&r5?%Y}_5%L%DL~~yo{N##)|NF0wKDmELL`;I_+t6N$XaISzUN0UX#u(o zs!xRU+(aVjp@sef(a-ctw3$RRXcFe7+S~n3UfM8u-=?7D77&3Aekb>AO+&DV;Wl~r z%dYq|3I7du-<_St@dSx_qg<{eQq<7{^ojoL@1W}!8PlH*Wk1+0A{LKdOgPbkX6_4| zbGGX%E?AHaU>|H|!#ZpV&aPDu3s}j3lW|@w;?d(9Kj?8+uMuXQyT+-@;MsU3U_}P3G)RXffmgN z1%xHLI2P4%=5#nlayHd_%TLsXm2rC0DX|jfl6f-$;JOK5=`9E+jZOmVK+$-=^tf{H zWJYq07HSCeM~oT@DXV>-DGzFXBm23=W22vC)8SzR*vyS_0L+n?Gc0 z1GJz3vQPoYLZ|6*fqFUT!As?9;aMYnNm9?;^(GIjT9GGCCkgb8KC)%a58^w?*E_4m zGvD!P-~x+!qm0tYzPQ*Exd@A+B3|;>QY%Q^q37$cW-YHAAa<>V*~q!!T)>{p!PRUC z_ukppK+a!N-0*eodo?moKv9oc6Tv>?Q7E^DE4sJD0K~FW!%|?11dBARSq0T$)MV|qrglvKe+>7-*D4G>}D_h!$Ig-vqn^nO7!TnlU!Ww(@fKz zWG?~=G3A)1U>nc?vk+R}D*=P=L`6~yY@7JCe)@R%NCp|-m!_;JeFS^MxJ(RQIiCb_Yvo`rcJa5K0ZjHSVSZXdMVF8FSZXz zSX5j%k1LeWT0@_%U3GrKH-GnP-gOo3%>G;^i7ogMde=D{NmMMK*y-Ap5b9#Vpeg?P=uY> zNd2=YS&7{dQ}+p>EEfQj55zeuq36SdcSqR@lwlJQB85>(!TY_( z%DqO0q%<&X%^^=KXmRx!BT)sPI5EgjW)#&!CF_&KUItR97j zKnKVg`F$jnw(&@LZmth3{VCpCQG?|t4MQyr{a6Q*udKb!6dsHbkdRXLOD~Ed+`FD6 z2&%)90n08}qU;Hf9(TP_3_Lpk>n^GjmmhcV;QMFdri!0B-=FHDM?gt&C6jVrUQ6^O zlhlF8788Ra0o zzk zqkE;FX@LBqD(OWP8z48qa&$~U&Xy6#M~SdR1AE$rVl{r_B~syOL^n7J-v+&xqOL805q z;azSwUK5Ctk(5+FQ(y9gWERvpWr#X^@dusyUGW0h-WkKMY$T(v9&F3qwE2y$)+(#^ z#eRz;cYM}R4k`X4-Wtd~-v#Vv?)#fQdK+1eJYRBa@sZP6c>Q#Q%1y#T)yc14*R4OO zAKAzv#PJjn>r*;u8j{MB8IGifa)0VB3*))|o-61&Cw8=$k%eE#4HzyFm)C|hLs-v0 zDR;vN=huhmnhv+pvDdwPI%y44MFJI^Tgv`%Gg1AmSz?ne^acycsjma{lGYYh;Z*nA z$^56O0on^>g@4S4!P(U>UqE@BM>)qyWSgft^EdD_4GBuODvbZiPkG6y9oA z%)U|*eF&=QuP|DB%&m%!`TWU_Ji?LNBA4RP`%gT3b>XpQ%)N=aM}Xh{vbRP!zd-3z z;JPk!oNEyeb`(Z~QzQ&*HbenBNud&@#1~k+Ps;pK#~3Q0#lLX_RuC&;rr%wnqHl7@ zRWpR5(7r4)!k(xy2{DGdhPfZz5KS@BO4L7k+Z@7PX!?0Zgij=<#4pCvdxa~fQ|BCC z1*yTHM{Bh(vvpd@5SA8^ByX^>;_y;2H@>1I=L^78#|X1K>{~E_Z%}&RJbtRauaxKN zEVJ`Q{qx6oaC(#bAL=~Q9uba^sVKTLu3eHktZeO>@Zy8Ay5B{8$6w_LfSF(4ui0!@ z7O*kxwF(=M-ozri-x)S4j4G841fRN4FjQ}m)ez?s7B^XN=YnmWq>{>st8Xq3djgd^ zBLLx|WevJmIQ03-(6Rak1-1*wmpl=R!7G^J)^u(LJM_SHlXB$=)x?i$Si zIN%hp4bD8%*L|PFd5tEoMkgl==_Z|yY+dXs0=8*rzTi3o(d#>$9+>(TgR8gdS+=rs zvD`K8ah5IHEM0rJq3TT)=QIZkwpFq_1$kRlnN^i;o>Qsp7MD<6;!Bm&soJ{1#JMj z0VfavjGVnfW-EFj2|-a9eRB+}JQ2nIRS7yj`ZUY=SsfQ`SB|^>Me(LLt_H8Xau-VC zWAgj_FNwv9bK;!Av`JbBXSIgx48pzULDrY2l}(Qvq4kw$e^a0QvXMu%lvgC=`W*|q zeDItk#DC?fvQj_LUhMtBd$Y&lhoG|zCsu8yV4T=dVqtN)+GHNNo6wlv8TF zGB{k6MPM8NmTENP3G^oX0l8VH=bA=s4sf<6q=l`O`%5Faa`-;}l-}4qZhq92sk2bi zSCeS8KU&%44RWoI8%t@~n5#F+*DT*Dsi;R$B+osAgN_b~P{ACeyDnjyPXrjhD*!bx zHPvC?)L+mgJ!EqK`JO`~{*+|#_MEG+t6@g9FAfV^4ZY5t{}RM()f(s2vUE29?9xZ7 zTSzu%lC|ws5(pF#@K>l~tx;|7EH@$}L}VM9M$?s+-<-1^8qEcI#ka3^gstC|0mmwq zyj85MAkZAk+OmxeQ3C5%@8j_iDazyc9K>k|^t~g#)QrEAgOFE;&LDnqn>@oUpWmd* zlaCzpu*(GXs1Qb?f^6L1>l53V>1a1Qc56d(`2(&9`en@*srPF=>e%iQsY|T z?GAFa%u;v>4ZglEpGs3_SY$gY#w(*XVXif~oN}-|M}oYBX!Ai+o8Oz~Ca}>7=~=lw z6jb3nAp5Jf2Pln1?dUp15asThXprbDf-x)5o?yXEOUCZpisw>$nChWZ3R)UR5${O1 zZ((2&ea#x-9Yd9dzK%;{Y^3_re7mMU7J=O)PnUi~s2Ahm&DB%#laUuaONh(LKIXiWA*AqySOQtj0KZJ<<{Ka%HvuBS3BE0FYe#1nLUs)8mJ_fQ$?M zp7t(vZ6huad}hFQ*_9(s1w$WztvLqe@vwzVH+y17q1}S)Dp*4ow$Z4^7r#dUG{i{U z(q565H(Q1~*Ih!cPwn&F3Q$lAC9lV>}WdiI+G3%QHcn-XM@BzQuHwf`%%tf> zkNnjpPj-bS>Pe{naQSV$=^;nc0$($$Bz&{aX!0~1v}iv8Bv*u*aQ(%zFg$q znb-C}=bC(v6l!1((UTC7cwj-XvbG!NjM2*Jbn-|oB6ke|`B1b6CNI8k@y$Xn#v=SN zE`qPA8-_(ppc1AxO{*P`XW42(lix&1L~`L66DbPVr=kxBB@aO^mX>?vp@!^;3S@bu zijBD`N>UVOG8w(N%;6QUP%-U38G{V~axKR-NJQNq#u7|d-!0(|pTbM8oLznxvMo9~ zS_lZA^?`$|E*bcxeuMRb$LTvJsi&st0=`p%QFbNHWfUJCP=NiVd0f8Y*tPNO8>Tn!0a0rq-8HZ0$U z$d`9Yfb&hH75r!KZHTFtGeuPgb-pGN-Ytl2cn9P!5>eDNZv2VexsOsF#MxEW_S(#oWq_*mRTxJmrR-tdWZ%5tI8>&FU+EWbhCi%la1hLKxkCo7gt^S) ze?K)k&L&0DGxhnY`Du^JVo2c1nN^!M#+2|WS-aN3S%yYx~#~Wcm)20 zEF6jGy1WGNLnDWzx?R%|R#2o(lZJrpwbtgry@nT)9H^-xeQv(<7BoUp%B%Ac6*iTW z^!T)Zlz~eNHkd}}`V_y8%~jfytT(e^D zW+Md$%hRA;t8(6Bnzl2QtrdsT>?#o!9tfEmFb~Zcl=syAakpu+rpJ|p(b=M-MV!3C z7~Kw^Q40_7k&In~QWYCFZC5@FD4zCr;(Mi%L+x^(0XBD@eQ~I}EcM9SC$bHGM0bkf zx#enWzjc*883}IirSM03=cJ)+p-yvs3Bs*H`6K4YF>6r8bJd zRIh-_I}ZVLDDS?4D{YuaYeumSrgN45s)Ysy6~OHh(HMfFhMso5Eb?ihOL-pJYqe0U zw?4Y$k?;CxNn{4qou~xL;UAcBXx%;suwQZMh#RT7f+}nBMSeJGR`J^xZ^xr5x|P>cmvS^rir0GB^p|)jk zGlOCt51mngwF0b;d=qXRIx~nZhXWaGuNZfw!7MGTLt4P}P{Q!3%=&A`IO~D zcxes4@Gfu8-*xK9^{Vissq51^pzu0-JJ@GW>}0P`f4T)FZIa(DHR%*AwFs9YTuGMD zJCANC&lj##$Zv1%zLna_KZjiggCLJ_skk|liv-mFb2frV~3`1z;pn(W^Au@Rd8eX1@DQH6*ac>WZD9x0xeGE)1 zvP3U6-63#hVWG=ZfOx*WoP=j)oWpSqEq&KjOM1I|-lL)9`4y(vt?C#-J*Lx+@!WlD zy{kKuh?UOM_Jsg!FL=4I+u??V3eRlN9W=CjI7A~^p?9(~d!T_C?Lc;39nLvbc(ZkX z!OdyXG)yZaIdNBGYU|5!al_*x(RjMw^Qc??hAkS+j2xAQ#FXiQT^V z3Dd*uw+@7$0OOa^WZyHvqOcyh-GrPg?cYI|@4TDYGTFd6lE*9QmfG}gBXPPX<>6PP zDO~(#PWm0+Jh6!QD!ptM7 z>*Nwfp!HJsSi#rF?UPosU!%Z@-*CQx12MpSr>;PgtIeyrgyye{*9rpIktcxourWKG zFGApY&U2taMElreu@iKCrGeV11*Ea8V0YFU0X}l2HQ#l)XP|6!v+g5N22!A$LlHNq z$S498sa~WiUpUsZ((1Fe>78$HV4Y0m4L)*->R(?o^D(!9SS$U|uYQ&czUQfesZ!fF zuc+N&nmY1`?}qAJ-9s#0DchAS8^iL!kFCQ~&a{R{&LSE>l%na;rA$7Go%W1R$;_XW ze89#X?g;T3UBaRQ1gPQr#I7DM1OaBS5EbzSU>a&t7Vv$;+q)Z+WTBGuE?#Y~tqpu; zJ80UC_RsLTSSO*n1mo+@0<-nQ#`7yW_fpvCUa6KDE_}*>AMAQ0Y$}}-XhTVb-zi^2 z&_)udsO1$2w~qyluT+oWsX*qruH8#H#TkJZ80wtyl04ud;Qk{P_$H*o4}-$jk3x1H zJeH5988%=_bItkn*?o5j7?cuyXTDhD`g+9r^`laXWRV?$_NtDxPsCN~op3>iI3B zYGV7~_PPCI5Fps-fb-Hca4DW7Y!M0|UhZ9s>L|@G} z(E{>#&s)vrRDM8LL1$o^W!c_`zlkA}2#5dOBNev(AD)Hk{py_A!iBR%Kt3zL8ML{@ z;?^n!0F4vmbK+OFSSlbX;BxoKq6OWyKM3C7`#W5c6EB0IKO3|%fZl99jgQ;EjQ}a~ zl@uIb6A~P_+Kf8o-U!Rjh-LYcAgy8t82z=E&yEX!SCtiGpt7+kR|EH}Nbrx}{Qc|7 zK>Gx#{MbviAJ6ss*#FbN0YF6x*?sZ~kW>7{Z~x1yCIFzo^0bcsYUcRY8waHU30Z2d zZ!F*M1N+ZEQRNO0@2L)Zcl_$q_`}KkKJ0#5An~9I=eOR%j{h>w?^BrtI-Zck=lAJ< zb=>@h^ZxvazstL|9)Fj2OQQcu?{{PO*Enpd#b4v_*Esz0bbpP*U*qr_B>8I`{u+nB z#^HOE@)KYGzY8l`nC1}BX>EKZ44#pZQM)|dlL?$F8IULN--HBef)-5I@@|M`YCnq} ztO?VJ61tGVq3(xTTe$g~O8=b2Kd#Yn)}9O{0NcN}3af~UKH{IFb8vaP#nx`Az`y>9 zgwyY@2F{)D9^YdDG{pt_RwDpDTGs;Dkq#+A2m3EV88tyQdLUi#7+`BSt4Y1(t%<@Y z-=ztc2|}2z<(p44&ec5T;uHxbRKmR8E`@sCTd{9{JL1IJ^^=eJ z*C_yR(CximWTU$#7(nW)EOh9U%+f$MazZ9UcJW#PCu(7r+uGVZ7uTYTN{jy-RBo+>;CXuIlaNnM@h6O1SO=y%I`$sb&R`#uaDki8 z$)5Mu)_%-c#rg5!81Fg5|01kj7U$smY$|Ah^mZ*MAIObIf}pFMy#>Y|3+K?hbR7P7Lg@Eyj6&NZSHD>-p~B` zKa`C{aF(__^>zEUZQE{k(Jb8QZlRuA+G_-DqoZeJ;Sf{{Qsd?rL?kkA{d>}nwE01# z)_L`-z*|2*^N$y0^k>&IPi=nrA8-6|C0J6h+DnH0`_KIACtaBCujt(V Date: Fri, 12 Jan 2024 14:42:26 +0100 Subject: [PATCH 67/73] fix deps --- app/requirements.txt | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/app/requirements.txt b/app/requirements.txt index c0a8e8c..9fce699 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -2,7 +2,7 @@ flask==3.0.0 gunicorn==21.2.0 transformers==4.36.2 streamlit==1.29.0 -fastapi==0.95.0 +fastapi>=0.95.0 uvicorn==0.19.0 -kserve==0.11.2 +# kserve==0.11.2 protobuf==3.20.1 From 21c68991f2e3f2e5fc29e9a96f99040554bf1447 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Fri, 12 Jan 2024 15:57:24 +0100 Subject: [PATCH 68/73] fix deps --- app/requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/requirements.txt b/app/requirements.txt index 9fce699..0a7cd72 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -3,6 +3,6 @@ gunicorn==21.2.0 transformers==4.36.2 streamlit==1.29.0 fastapi>=0.95.0 -uvicorn==0.19.0 +uvicorn>=0.22.0 # kserve==0.11.2 protobuf==3.20.1 From 3f001a633ffe852a3741071bd8fe82603baac2c8 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Sun, 11 Feb 2024 23:37:10 +0100 Subject: [PATCH 69/73] L6T1: Test code and set up CI tests (#10) * training code as script * test code * install dev reqi * add CI step * fix python version * fix path to * change app path * split tests and publish * add nessesary init files * fix path to tests * add missing deps * add wandb --- .github/workflows/ci.yml | 22 +++++++ app/requirements-dev.txt | 11 +++- app/src/model/training.py | 116 +++++++++++++++++++++++++++++++++++ app/tests/__init__.py | 0 app/tests/model/__init__.py | 0 app/tests/model/test_code.py | 11 ++++ 6 files changed, 158 insertions(+), 2 deletions(-) create mode 100644 app/src/model/training.py create mode 100644 app/tests/__init__.py create mode 100644 app/tests/model/__init__.py create mode 100644 app/tests/model/test_code.py diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index c4608a9..636e114 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -11,7 +11,29 @@ on: workflow_dispatch: jobs: + tests: + runs-on: ubuntu-latest + steps: + - name: 'Checkout GitHub Action' + uses: actions/checkout@main + + - name: 'Set up Python' + uses: actions/setup-python@v2 + with: + python-version: '3.8' + + - name: 'Install dependencies' + run: | + python -m pip install --upgrade pip + pip install -r app/requirements-dev.txt + + - name: 'Run pytest' + run: | + cd app/ + pytest tests/ + push-image: + needs: tests runs-on: ubuntu-latest steps: - name: 'Checkout GitHub Action' diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index a2c36c9..6750fa7 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -1,3 +1,10 @@ -ipykernel==6.28.0 -wandb==0.16.1 +-r requirements.txt + evaluate==0.4.1 +great-expectations==0.18.7 +pytest==7.4.4 +scikit-learn==1.3.2 +accelerate==0.25.0 +datasets==2.16.1 +wandb==0.16.1 +ipykernel==6.28.0 diff --git a/app/src/model/training.py b/app/src/model/training.py new file mode 100644 index 0000000..41b40d4 --- /dev/null +++ b/app/src/model/training.py @@ -0,0 +1,116 @@ +import argparse +import numpy as np +from datasets import load_dataset +from transformers import (BertForSequenceClassification, BertTokenizer, TrainingArguments, Trainer) +from transformers import DataCollatorWithPadding +import evaluate +import wandb + +MODEL_NAME = "bert-base-uncased" +SEED = 42 +TRAIN_SIZE = 8000 +EVAL_SIZE = 2000 +DATASET_NAME = "GonzaloA/fake_news" + +def parse_args(args=None): + parser = argparse.ArgumentParser(description="Train BERT for sequence classification.") + parser.add_argument('--train_size', type=int, default=TRAIN_SIZE, + help='Number of samples to use for training') + parser.add_argument('--eval_size', type=int, default=EVAL_SIZE, + help='Number of samples to use for evaluation') + return parser.parse_args(args=None) + +def load_data(dataset_name=DATASET_NAME): + """Loads a dataset using Huggingface's datasets library.""" + dataset = load_dataset(dataset_name) + + wandb.log({"dataset": dataset_name}) + + return dataset + +def tokenize_data(tokenizer, dataset, padding=True, truncation=True, max_length=512): + def tokenize_function(examples): + return tokenizer(examples["text"], padding=padding, truncation=truncation, max_length=max_length) + + return dataset.map(tokenize_function, batched=True) + +def configure_training_args(output_dir="test_trainer"): + """Sets up the training arguments for the Trainer.""" + return TrainingArguments( + output_dir=output_dir, + evaluation_strategy="epoch", + save_strategy="epoch", + logging_dir=f"{output_dir}/logs", # directory for storing logs + logging_steps=10, + seed=SEED, + ) + +def compute_metrics(eval_pred): + """Computes accuracy of the model predictions.""" + logits, labels = eval_pred + predictions = np.argmax(logits, axis=-1) + return evaluate.load("accuracy").compute(predictions=predictions, references=labels) + +def prepare_datasets(tokenized_datasets, args): + """Prepare the training and evaluation datasets from tokenized data.""" + train_dataset = tokenized_datasets.select(range(args.train_size)) + eval_dataset = tokenized_datasets.select(range(args.train_size, args.train_size + args.eval_size)) + return train_dataset, eval_dataset + +def train_model(model, tokenizer, train_dataset, eval_dataset): + """Initialize the Trainer and train the model.""" + training_args = configure_training_args() + data_collator = DataCollatorWithPadding(tokenizer=tokenizer) + + trainer = Trainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=eval_dataset, + compute_metrics=compute_metrics, + data_collator=data_collator, + ) + + trainer.train() + return trainer + +def initialize_wandb(args): + """Initialize Weights & Biases.""" + wandb.init(project="bert_fake_news_classification", entity="your_wandb_username", config=args) + +def save_model_and_tokenizer(trainer, tokenizer, path="./model_checkpoint"): + """Save the trained model and tokenizer.""" + trainer.save_model(path) + tokenizer.save_pretrained(path) + return path + +def log_to_wandb(dataset_name, artifact_path): + """Log dataset and model artifact to Weights & Biases.""" + wandb.log({"dataset": dataset_name}) + wandb.log_artifact(artifact_path, type="model", name="bert_fake_news_classifier") + +def finish_wandb(): + """Finish the Weights & Biases run.""" + wandb.finish() + +def main(): + args = parse_args() + initialize_wandb(args) + + datasets = load_data() + small_train_dataset = datasets["train"].shuffle(seed=SEED).select(range(args.train_size + args.eval_size)) + model = BertForSequenceClassification.from_pretrained(MODEL_NAME, num_labels=2) + tokenizer = BertTokenizer.from_pretrained(MODEL_NAME) + + tokenized_datasets = tokenize_data(tokenizer, small_train_dataset) + tokenized_datasets = tokenized_datasets.remove_columns(["text"]) + + train_dataset, eval_dataset = prepare_datasets(tokenized_datasets, args) + trainer = train_model(model, tokenizer, train_dataset, eval_dataset) + + artifact_path = save_model_and_tokenizer(trainer, tokenizer) + log_to_wandb(DATASET_NAME, artifact_path) + finish_wandb() + +if __name__ == "__main__": + main() diff --git a/app/tests/__init__.py b/app/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/app/tests/model/__init__.py b/app/tests/model/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/app/tests/model/test_code.py b/app/tests/model/test_code.py new file mode 100644 index 0000000..e5022c2 --- /dev/null +++ b/app/tests/model/test_code.py @@ -0,0 +1,11 @@ +import numpy as np +from src.model.training import compute_metrics + +def test_compute_metrics(): + mock_logits = np.array([[2, 0.1], [0.1, 2], [2, 0.1]]) + mock_labels = np.array([0, 1, 0]) + + output = compute_metrics((mock_logits, mock_labels)) + + expected_accuracy = 1.0 + assert output['accuracy'] == expected_accuracy, f"Expected accuracy: {expected_accuracy}, but got: {output['accuracy']}" From ab633c0c3f53882411c4c896de6b0ecc86325316 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Sun, 11 Feb 2024 23:38:47 +0100 Subject: [PATCH 70/73] add publish function to wandb (#13) --- app/src/helpers/wandb_registry.py | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 app/src/helpers/wandb_registry.py diff --git a/app/src/helpers/wandb_registry.py b/app/src/helpers/wandb_registry.py new file mode 100644 index 0000000..0b65c6b --- /dev/null +++ b/app/src/helpers/wandb_registry.py @@ -0,0 +1,9 @@ +import wandb + +def publish_model(model_path, project, name, model_type="model"): + run = wandb.init(project=project, job_type="model-publishing") + artifact = wandb.Artifact(name, type=model_type) + artifact.add_dir(model_path) + run.log_artifact(artifact) + run.finish() + print(f"Published {name} to W&B") From 9e483c9c7f916e56a081ab3efc552b67551e5614 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Sun, 11 Feb 2024 23:40:26 +0100 Subject: [PATCH 71/73] L9T2 Fastapi (#15) * add requirements * implement serving * tests for fast api * update readme --- README.md | 7 +++++++ app/requirements-dev.txt | 1 + app/requirements.txt | 3 ++- app/src/serving/fastapi.py | 20 ++++++++++++++++++++ app/tests/serving/test_fastapi.py | 27 +++++++++++++++++++++++++++ assets/fastapi.png | Bin 0 -> 155747 bytes 6 files changed, 57 insertions(+), 1 deletion(-) create mode 100644 app/src/serving/fastapi.py create mode 100644 app/tests/serving/test_fastapi.py create mode 100644 assets/fastapi.png diff --git a/README.md b/README.md index 2bbf25c..51b8105 100644 --- a/README.md +++ b/README.md @@ -30,3 +30,10 @@ streamlit run src/serving/streamlit.py ``` ![Alt text](assets/streamlit.png) + + +### Fast API + +Postman + +![Alt text](assets/fastapi.png) diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 5ccc0aa..bb0edeb 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -7,3 +7,4 @@ scikit-learn==1.3.2 accelerate==0.25.0 datasets==2.16.1 wandb==0.16.1 +httpx==0.26.0 diff --git a/app/requirements.txt b/app/requirements.txt index 98b5c37..72d66d5 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -2,4 +2,5 @@ flask==3.0.0 gunicorn==21.2.0 transformers==4.36.2 streamlit==1.29.0 - +fastapi==0.108.0 +uvicorn==0.25.0 diff --git a/app/src/serving/fastapi.py b/app/src/serving/fastapi.py new file mode 100644 index 0000000..04dee49 --- /dev/null +++ b/app/src/serving/fastapi.py @@ -0,0 +1,20 @@ +from typing import List + +from fastapi import FastAPI +from pydantic import BaseModel + +from src.serving.model import BertPredictor + + +class Payload(BaseModel): + text: List[str] + + +app = FastAPI() +predictor = BertPredictor.from_model_registry() + + +@app.post("/predict") +def predict(payload: Payload): + prediction = predictor.predict(text=payload.text) + return prediction diff --git a/app/tests/serving/test_fastapi.py b/app/tests/serving/test_fastapi.py new file mode 100644 index 0000000..cecd4d8 --- /dev/null +++ b/app/tests/serving/test_fastapi.py @@ -0,0 +1,27 @@ +from fastapi.testclient import TestClient + +from unittest.mock import Mock +from src.serving.model import BertPredictor + +def mock_predict(text): + return ['positive' for _ in text] + +BertPredictor.from_model_registry = Mock(return_value=Mock(predict=mock_predict)) + + + +def test_predict(): + from src.serving.fastapi import app + client = TestClient(app) + + payload = { + "text": ["This is a test sentence.", "Here's another one!"] + } + + response = client.post("/predict", json=payload) + + assert response.status_code == 200 + + data = response.json() + assert isinstance(data, list) + assert len(data) == len(payload['text']) diff --git a/assets/fastapi.png b/assets/fastapi.png new file mode 100644 index 0000000000000000000000000000000000000000..59a27f1fdd03de3dbf008096e31f94428d553409 GIT binary patch literal 155747 zcmeFZWmsIx(gunL3mPoALm;>_xCc#0aCd?;$lyVO1eXB86D)$eL(rfTJh;2N!(EVl z&e`9+JACKQ{rB-albNhpy}G)qs=NBFw8eo5H}zhP+pQprP7{pQarX6%~MkEcI+v5o=BA z8S+!VH!r_S%fg}128v=8CrBZVvfvke{61&86z(GjS8v2M&;w{r7KE=0~3^wz|{8+rO8PZF8CPXklwJD)bX3a$(y0f%_g*nH@}eQRpeY=F2bb8vtTTVqpKrpG4!ppOXOkhQ5ovVPQK~IAB+11t8bxL z6V^gD3q3G-)`+T)xu}V<345hZMd>O^o=FfgA4`!VYOP736y}$RQLL(`rqlYS_cIkX z{p+97bdj%G?NA)@RB-UK20Bm&Og|RGAJg)?`5&}Z1h-CphV^9Ae?(r;g*no?!nhCw z{;u^F$E7(Vg3V56aaISRc@}GUvY6!~4W+H(xwC0&?V82H|W>X zLJC_0=Cnjif~;rc$_dLIt>5NbLpj_sjbHA~c8k%>zA541Syk|x|> zuqeWhz!S$MhR&!;$z4K@c^}Bi_pYElvzD)`Hz$`A7vY8ybdGPLG2Klp(Y0_Sg1@)g z8!_}_@U~t#=!0L>*W2%Wck?Wz2T_(`lVKO&j-yo4hpu#b2Rou$1f73`ua>6 zvEzLTUvCVs^z{kdlmuQ}S!1^gOCqx4z-NslN1=UT4kXZGw;Ob7XTnTZuk- z;uCvg2QU`|>~N(l&2P>ly_vuGs9wkeIFDLyX8eP)wM>Nq7&#Xt9A=aW5RIh#%{&>Fl$Pw03 z!j>8{+IA6dAG=NE$yfi!nIo&nLujU%*cKoG>|RlDKa~?~%_H3)wND;DA0Iw)N2!mf z$b|L_qZ_Of;&Qf-u(O8wOBpk22+*~d8PaMHsfBE{tj~cP-jy2*{d$lR%xRCmjjV3Z zm-gmhPsbC#0b%CNPP5f6-Q|;Otev(-EDHo`KltxKO|)UuCRjN*?@&wwNCT(?IPF=T zai(!XB0qN~z>iCR;;U|q=4#K3m?F3P;4+mk)ZG8%9nARCYy zz$BFoBuSeztqq$>570~O` zxyD>DYCR%;M^2j-BlkgGQ)WztU!q#ZEx(|^wqQG7SWP!iSjH>$9QNp79dlSjrTokB zOAKeYS4z6irsQlgrgIu{`YlGvM72<#rdPzNNeL=?hN)!ding-W4Hg#{G_ z$+n+tKiXDrJ50IIwU?PWei-X9?eXs+?um47cefV$IBit#<*t4>y@ol6IYh9Yu(~ta zSa8$-#uUpa%Cx9CV`R30($>O`Z^ZuV99;`%piqlb;2FjOCKHj1{V!7Lp&!!>BNjFN zJeg*h!p67@Y{p;q+!qGhh3FJwMPn6Whw11QY7~ibu5*kAhjZu^(~F%nt<`v}NWX;) zTbY^Q+tTq)ydE(cv9mQ!GZ2P)HlBH*y?dJ=Rnzu5R60~oUbUM&o|F08(;bcI{JK0z zHLLtS&HB=cVxkM`71ieQr4NgG%k#_X&1A|BO1euXEJj~Pj@M3v zZgy|63T9xCVHgF4W7xEywA2U52dZN5o?J>|>g67CuCPkokmr5C`*DJ%G{`_&oF^Le^Nfm*cip5BxHB7{BbN3v@pCjEW$}|e z-52%)U0KHt)a|__u8d=BnkhO7;?Lw1#-ay!g-tG#_EK>t=^rUqvGFd@26=#rpP;a-D@9Z6RxTvRd>=_sZ_*emWW);y1)8agn)abAwKehws;P ziM)xvanwk`e&To@nMgfN;r)Rqt(yNpSIudpFRyS+ZtMa)}5k^^JgQ6w%TyNaCII;+wsaV2zYHd zQoB{#*5=`ama3($W<_{azQIK7R>%bOYW_%m7^8(WTTpl>Zqs@OulC!QuF|isEBm)i zhb_wMYCNC;Liry4CnHSmBq(X+A=SqP?imk6uCf80sX3B#d9g zUgr!Sj=Xz4u@SQ|9uXltuCb%-v&fq}<3h$MsOGJ6a$15Lhl{4!Rc-j| z@2s}W?B$Y`r5d%Jk@Je@HuMDuI{ePur|V-@lU4}@GP-uP(e?`?y(qjBb||*aQ+*9r z`%2$auWP~E*xTGG{Tm?@_q2wz<*F)8_C|h!4 zs)M<&bXjyeY9wm4)5Cp6&UDV}8goyT^F^5Sel_r2s?X~8)-SjV>UZgRdzCMif8R*8 zo1Er4ZaWl$Bp+1V=yn2AS1Szh;yYnqTNu3lk}jJ*;#F~>b3;4dU0=wr-}uapBW+(D z#ve~n`N8b45{yOX?hI@ilwsl3iioM$OLH|^xEqvjeZgJxuuXlUFgVLFSSUBodA`3! zWXG#`r+<1X`lhA^WB7Y%(!S0Y21y9UulX#|{8ZMaNGa##OO|bN?F1o(^$g8=&&1`+rK3%rD3iU0js8kPYD{_Z*)a0ao2LHO$) zCE)$`FA8|ww)y=I9}@`k0Qesc@PcH({p;=rG#T*!`izhUdPHlOYAf#@ZGv01=|PyF&o@e0!OdisJ4TCo3T;4Mi0S2|Gtq3LX|V7B(tj zR0;|TkfVv2zza#~znTO86QZ(ka9b zX6s}Kd1?!${{4`DJx9_MZ0u-h?__CbOL6;LLnAw9Cm|}T+m8PI_ghX=h~o*=2LGS0{?p~(nri&5 zDIW*l-<$sJtN(Y?S71{|2|F90Qzzm7DD1DsfB*8Yh9K74vHxu@eoyq>RbZxtQ9-Q# z)|xPCP%cpxphyx+N#&QoJ78wFe{jmcKMcR$fzPn8zU6&bm@qJ+FmjS&FCnm-sVH?e z##0^X;GOqBqNrl#qys-iA%$@8$R@=?Bv9}kKAu^2PtHVsOZD-Qc#HOQ7uK_^7>+oO z#iTB*t|*Ufx093V>kjaUrpJ!+@zlyBr{_(&2XxxwAyjMQ0^KTq<>c}P+H}5AC=$no zA}b1q6ZHmxh647_9~VRoM8zCQJ||_}f8X7MqEHxQwXp7e-tP{59jG%X_-!o|HU4)A za8#no(Elq@r2$DNeo{|hbQ5c0yI#w-Mm1knB$5+KTT|1Vm^8x##cSJsh@zfpoMu_`<*tzP?=DOo$m16x zEsdtA9(p04ji;{joU(+zb(`jYmB#lPN2ACvpgl-pzk$by0XM6}GrogBlZHsq5HD8#E=-vGh*iB^(YRE?}JObB@OM%}Y}m zbx|vhyvg(Z>x-Qok5jegvgykH44-8CMZyPvBR|2dtSJl@2>3t^QTZ~KL z#H1IaPz|{{8jTe4#qgLs>neSb#GTuMZ>*h7!Ox>-`_xxX3=r#ui9bE%eM-{ELl9>@ zotU{E89k^v7+yK%7DDW7nCD_gQ9$>#FgVmnBb+9ax^D$zBSHz#16DdBa0fW1=@C8F z!!Wf=9R}oQTI4LXZrBM{v z0Qnx#&=b}L#op&=3RG|(2^eIRJ}KGi!P!$pVX?(4V6)n~%02p1YE%Eg8n6Uy`eRB*3l?BOEU1FG6vd23GL zYbitVm=LkkGND{A>b_PP?7lzI9?=j}gC$U8GZ^otA{hrPc&~hi)OYe7c54>`W}Et3 zJ|QO1eFhTMWc0h0Q8yeWv+tVxoqTJ_9eN+`m5=yNzS?NVdITCav%C3=AW9XyZy!L& zd3e_-S25n55+@Oa@X7aiR0_y#{=>bk=#uVKg{wHdAZLJtb!$nENG25t4EGJoLW1HD z4zZKxjSjG)9xB}pYMQ7f_r5U!K76OCuPa$AtiE!xca7u{`O{+VZRLl2=O1ECLSYDI zICq*de^KC(f3J^6-?;}#XPZ7?e&lyXJN6)v?p|L`{B+kSZW@E6JgUMai--XqS(gv}?Q?c*j(b=zY0Bo{Pp>r!s## zm2_cE#^e{j%Amp*Ssy=sJPc9xqwR{yU28XA8gg|8^-&Tz>r_s%PO5YR#+P0({`#9IOI&t0Ya=MtW4n3{ z7`a7?bhTmQU}zcdG-RQy4PQGe*|vt!>!fxjyv_Jp2M}-&LvS-{M9V6_>~KInSKGFl z_G;(m+U|U6$9t4LKUZkW^6V76(x-@q&n$be+$&F?1~C#&cM%lc3sF|stUMmKqVMX^ zb)9-|TesKlG;W!@bTzTn;cQ#<9Vx{4Y3*joTE&E|{HUIX%_o*=FjQ#Eg;=l8p%R#* zx-Iq&63#l$C*E%7gXw9)yS|u9Z2B^4;*e7yxi9G?@(1bqQaUZS484aype^vMl6SUhDY%|{xs((3O2F(1* zLR-l`Zt(#%`Pq+MD#=niuMO>%##%4247Y>inMs?{I`0lrR|Su)a`ml>VDAocAJ45C z7qp91J(889LLV<+ep2_LK35z1mcSH*zA`>v)Y3ovM3C+4>-+qIQo8YCYKLse_hdIn z1hn#iN=Mx7&i-Rn%M6D`_p=x$_Awev8^O=ObmkJQIuZMnz3it}{~y zOLK4KszaoJVOvLE|BhmxLod7pVt1 z)Aqv3wre)%>YU@XUVqtq@3-=kHbE!mbkocUd0{Ic2zBlWf26iuJ@*wb6TM_Fo%E=L zXRBY1R!=c{fz*;9)lSb^oNpLV&=ws%W#jQ z#bwMiVf<*J9&4wmvhix`j4hbN`QZ`p_4Q;91qT&ReBkLx-HK45&X8JER=7tSlU{VC zlupfl7gMP^-KWvg^s7xnO4RRbR{9rO(-D_a2J2?QPYAarJf;uQY?ICRLhb8*d7Vrp z)C=zbfoNGLU9yR?N_@K0fLwT+N^6;SPRHKd{ugDhCmx*p#2c@oB$2&ah^M0lGp_1a zKZOq9$TLUtOxm~1ZPc%S{Z_*8f!BQ(+97hicNmuoqP=Mr1Ym0x`AF}>%u*S~w1Qu^ zW4IK#vAFuE0G|22+jQBje;rd#!aHt}S=Rp83VntXE6Fe{+6OXX6hJRUvDCopbA6dY z57B5B2v8l!D>aSRq(keROu!mf=9>$s>CNdWaq*)`%e}dpxk;_w28JM{kLl)i*e{a{ z2obsFPkw0tU8~Cc!&XEG4=i=-=hXyDm)o94)uAO9pS>PvQKAJ&KYfb-Gx}Y4!mh83 z5`+*hi1hl|gX=N#^wbD}_0JV6qO!aQ{z_Dor1cPr@`J#p3#9%G)yF=kE#xJx-3}e3 zyq?~Qjb*q(N!vRvI1DI~@SJ)_j?WR~>QMJstm$QOgb#j7U@9UThRR2QPG|iOn*4pP z57IS3PsiF%b~8*cdX;_72i@5H@r6&Sq1nS~+D~uVIkD|j@=}9n+}`p|agXZ6?v^n> zp!+#Z;;~t*NkYv^gw;QUycZHgCq1D?@S-AVM7{BRm_+&!JC0b8{U^c|F^lQ<>U#W@ zrHatZnKkU?IDUAEUl)L`qM?-pVlfw}ON6W%17eaaLK@hgu&US)e#~4SSDp##MMuv- z+G5NNvqGZUUDj|?WAM|HuF(H2Y*5SonxvoOj| zC|~HXoBA?dzDS|R)W!gy>3!zcF?uPgdFijyw-7qLbswBus5k7tM~%6HdoA$K8-M8g zyD&z#IhT}L#{mxg;9gD5&211LcI zyQ1xA?CAZ$TzgR-lM7@CSZLH)OmHhX$+k&tDWR+le1)M`UCIdM3H6(%ZnmNUtpXAx z=gYi}AEc^WD4)q=J_9j+=*DCc+O85tk`FK#R*LEobUF2p3djg}f3W2Ii?$Gzz37R3 z`9$Gidkb#qW4JOMpPyn6mfScevfK6@FTAs4l5P$}ZekPZv5I$qb=W9vAvUUL3b313 z*n!GIM?-Utny8^WUOOJ8l|miJ5&>83ybaO7!L)jlpQxFfY?l@C9c`bVqQ{XXdrr6G zs6?dsn13ZjwZQfw6-?2?y7soidLld&5BWm?-?HJSDKFIL#L;mA#}Te|#t^$iifs;x z2bc<7!c@#|9WcZJs_~;l&KR&K0BQvNW(iIMk^zh0@1;dgYMT9#5g`FMns3hd8Iz~N zU{Qx`B=_}i&PS{JDsgEtZ8D}p55CH$gXTeMnx^j$Pa1E8pwV5kuwj?&7lb)OR!A}d z(aVtXFAnG;e>mIxw7UzyTqw0sW1MyeJLP03n~~>8YI@?~ErH zV>nn8H}D6JA*`k}L*rKsi6j>%Bz6&k_rT7&@G7TSBBpvD3!Ueef&cUAmZ8$yJ-S8D zJpHW4yyVT$_V}*&MbiV}pCi;shr;LmkvXGv%iL!-b#4bZ&aqhGL&XEgA#%vwuZ3C! zx7Z`y6sF?@i2Tf|?E+M!f-P4R0|}*9R|GJh^#y%LSxNJ-U510tQx_{q@y9kSaaUZb z?l>6$7mTyC^9)0Uv<#h4a=V>d2*s*i2jEJTeIi{J5Y%iOT+o1EQ9Yx=p~R4~n5=OT z?0e`SxIDuQ6%5cTAc(H%BU~(5iq~GonzM5sOx~x1$P8?&wjTp4Sj|*P0?nt<+Yucu zvHDcIB(IAjwO~Do7nm4=f6qnr$a*S+WCZLZLD=>c&T`1ORb}~$Nm}=Sfj@)C`C4v5 zD46sUi-SmOY*bCCO4w>JrJ47t1o`9X2flcPEgIxZpIgucJ~IuLF_K^J27%K$jy+$j z5FX;rTQLsEO#DJw{xz-qhp0yZ>9-klhQElq+%y+S zW~rL>n-khKq1dFRJYf^Zk?!E!Sd|TrXcOG2;{;*`yKhG+<5q?BIH}i$!_|#Sf?H*C zPVOIk&>V1}DMc>gvUw-qbu7rbYI;)IZUFtEQ*+M=z9EIjvy2v{{-&@>iVy=aQVAGQ zhFJ)*HzgKT7xpJS35C`JR92}?VApj$wq6hpEEQ2uN8PpBrwS=Syv^$9gXq;^2_yolCG5pN#W1?rE$K(6aG*g{CUuV|~9nxQaF)8A+>rZYH z&3&95K`m?4Q`>pjLueR37UU~3#LXH*<3P?pPmr&DmqFB#YeU(? zOl4R0u(;q0MdvJaopuW!%S!iU61w##uaEWLyJI(~y{h8;@v#z;1B4@tPZ|ID4CdP@ zdUp_IsqUAHG8tVxT@p+U>G24}j>mwuu?g_*ja!%pqXs7urilS+2VX1Y()gJWPP1=` z3jt1}jM(`kdhICL5uZwXkV)d_M|jUV=EsBxZ}y6?IAj3~mNhpq0i)PA>b=w9Xov;n zZe_9r4t7-3=dI-^bg>v?0HKb-?qauYygHVju&LC&mXp;8NMl0?SrNH8(=;)l5Fbv& z<*g`mk8P`9ZzLHV>GS8P(0wU}6CV&MMR9(Rev<-3S0|DKHX1R?=Wk0I)>`^3*9!0V4}ABmCd z==22@Wlm=P;B55_xcZvvx!BH?>uPID2+jZI@1 zO3!Heh9~+va)O?_B~3Ini=?ate)}GZkUX-b;vWvmsvmxD=#Is}hHkhmyA15E&#={4 zK>->{kP(4BUuQ!I*;d2F_8up6PKusc&1D=%3*&nxOY7ur-+NZn7(9x>O?q$<<(s{+ zR;+R4{_YisCa`8dm8Bxw1cJ>LaVZ_lBdj^hZ|(>us!`SiIGhNG>$@7u3!!e8RF6z` zl+TFB;zo5{b&qRUMqf3uex=YvHG+`LJB;=kMIntUO>;ek@2TvbOi3+ZYMoZ{oWDFz z)yvZM=E0`v-s;|gtVSpNT1wCtHfneg&%Q&m#0T0V%xX4x&k?|4WXGMt=tpHlA2`Y) zu4idF#gKq&o8m}(lIlo0v)5%b-YxXY1Lum{B{!2I+`L0%k~ zd;aJL1zg@EnlaZ%wJLqd&adqH%m>m&*8aK1me}W2hl@{Fjss8(Uwm_EMxkGX#bmal zl8t#VM>=kz^1O^3HRjd+^*`h5iSK?NYhpZ75#&HBs}$jGGi~KjGC2(=_Z9Md5vQg!uj4U(8f#s8YiojZ)EF_NbMJXdP4`8YninAI zy(kjpP^6qMgxn)w6iRqs>bjmTuCDXeOGi_Sac|U^U_o@r&*SoX`!Qv}Mz`Ds;hOIs zZB-Ij%i5HB+hN*srLnEMOwvR`(wIyhG?}Co z%$6!1h_iht#p?dt7QPmx{z|EETi}z8?R>FjrAS&mwr$+clsMJ8wGn-vE9`mw;XwjQ zoDo7W@BCHe{5z)Qt6Mx`PGZpZV;~%g9NnW69X$5R zxCqYBfgK6)JIoxLaZ~$A-ACRD{|v}By`;LufJ_o} zm=NUB#~dq$e69YSLt#oS*tpEt-o1hZ1YCUSq z5H8ZU+4t()16f|?*L?&2ky}_f*yF}zt&aM28jLrPWE>>C!U=(ew3d{w5G+SlYILSR zws$I{eaH*lLiU4-yozzLd_f0&f~=%YKgC*Vi%E^B=D7@Cw-7r){6`Y7Xnc;o=`a24 zSgJWCOZ%`?_c5D74q^am*kE24*kFi#g|?#_-!bclT-n!@?()f%s6QiwB7}g^UwRxR zbNJvzR36UWKc^>}UfyBWfJ&I(wkaj62_F|F8#w7ISmrbCa+; z`E^_pIc7*OAVfgIQ#7DS0EKR;A($TsTU;f{nz7l~mQzQYO;jWicJ z@D`rOjwFmtcyf^3FpJ3gLyjCW>$`S&0F7)ZyIO3JJd?i63ZsajUNl5@hK!Y@xG`_k z1xQ5Y^_6RpVX;mCM=f*7dIm(f<)J#j_qufVUAw5)f}ELJbVN3>-3_O0F*FC59$<1| z(@=}>Dfd+-Gs?P9FS`F@1nB!k@~=o>L@_Gs;HZZa+Ve?vY>tRDpGG-YVfpL2N%zxA z9f9qtg+ShqxbaazuOuwSJa*~_Z_{-W7wc-+cL!I(uW84igvPIBsWGew_1`_*?YT7pC0V?kZfBn|P zIj!tSb}t7~36`HTGu#eGH*>5+U~CYwA$_{1W9_00a|fo)K2kb|3^hjr1Auq5xmb9vJl*nQN9_G{; zDZgJD z@D(r79&sc(h_e~_gUo83OCSM`(RTpj6s(gIgi;}P8cK4`qZtP5IfmLdL(Wx{&QchF z-9RaCqk}(Sc1DTs1A|zMePXcGE932IhkOW z_md>OGBrp(4LCwBn_$z9zxB%_JAo%Z6?F#?;c17)lFSbeYeQ0pjZZz+v701tl;zN& zvXY-d$}9}%N-07fa8T(FW1Xi1XrHM=l)H9)AQt9WVXC=0GNm(^^!5-+#{Fw{H8WC) zx$*jZqcq6qCYLeA&S^ z%ZV6`_+}o)a&S~xSAhoD1TMPxph z8Yk@l0PwADPg_Q>I+Vp5IA++Uqi+wiX)>h?7;RmS(<Ky3=t1h5 z(~?mp$-C!508}=3i)Sc0w%RqTa5kFPib+%R90&ag-sAtBZZmmV2xtS7IB1nC(uBw; z(k403*;re=5{HZ(ow9WN49HzOnT?qD(2miRnKyPy!mHvPoI9srak%eAg`G|A61K$_ zJ`vceT8LpE*3p6(|!reKMERU^a2>{{nnuZ)}lJoQCbE7OGp`MHWVd(5RI%@-{; z(=^e#E&NW5}V>!;*utM zdg754rF4Fa8UqV_$<`%u$Dd^a+7q=8>kj(5XC|(E(LU`0ex5}1-Q{G;m7Ik>tBsrT z@I{UxVS59s&sjIPVJ{U#hj}LXGArc;6d7Ro_E06g@G+WgDIe7nB&p$Er#~==PrGsG zISt!7RUB&xWv7D2I!*-9lk*X*H~Ar=?H4E_cD`5BVkC7Qdj0`r{)C`m_iccy4WU1b z3y=nIT1j=KtFvqQ95f`)N9MlzF@&FmeLEW>)iFyM4;&=MFvZ^g>=|+suj(L4Wy&iO zZzhhf@edAb1I2sVJx=>z18^Vy5v^B{{%b8u)kBnvxf&mBh*#5bX!Ar6;F0_G#CEp7 zc`_2R5PO9gFNLOo9G93ZAtoASCV?2o za_~ak=Y(Kv0O3NMm+OLo1!Z7~vjw1wKh*3R1glD3`(2}VD{YAtuVZcjsmTsqWUv>k}Fdvn?Zqj(@CCN6bB+?n^?B zNgdDzGA^a`3^u%@)xd#gdB1h9O0Bg>z)nEYGJs2xdHu2JlP=Qk-73}{0#oD#*<@o! zJBE{N1?r>+`VnG87!pw?A`u}!h&r;oi%6YeiX#?`v75P%3%#X_#})Oc3djiqgWlMMtm`Rvur+=MF^#xq+;-00NH2 zYO_Amz7+mT1;FHocS(wAB}SriQ_$c^ltiwa@Gbut;>Ahi0L~`JQ{VLIy;r^wVC?Rw zyTfl3HeNUD-S99{tr{-SdNRMG=uCMY(7+UqF_CQ7!0*Z?yzLMvAL%}n87L?;R!!#=5F1jr z#pq0y+(!nxJfHO5I@kg(Og~VwQ9vBJzXHH53H7mOzL2IJEHsVd(Z*|T59**MUp{}n zKmr0PGeWACTY!sMk4hl!7|7f(N+shR48D~;tDU)G*-^EHx~`uVcaS9$R32pXFj-ww z3{mD86uJ+8lZI5aEgNIgY%Dj0?#3YV1Y|QK{^FB93$cIu^X+gi>km)gvgCk1bTQ-{ z})&t>NaQa!S2in1h7`^go$~yK)b~tCoLn*lDW|$(EyV!H7>iS+s zBLhMu!;6e@Bc^@SI zqV<^{BQy-1=v~m-E&_6POB)@;#jhd6V6vWM&Bvok6VJEdb2kcVS#qW7mvk&KKNAox ziGb4gH1fxRGtKFwnf-OPLn=f%VY&*E9@9aKDgJoD@{8O*db;f0&YCe^S^If3gF=%s zI3rjcA$4;q%-$xzF>{a;I5Qh-PSG1a+FSgB3;&2_Be>cc1ms;*@ub@i5{(s!?YII^ z1L6Sy2bw7!O@+{7<3?TxWRcw{V2m)2m=NSz+p$P@@g;O>fXrv9{n)k+mVd>J_eH=@ zXW$%CK4Cr1Dzls2`=q6OM3?Im&Gf=8yXYZJy?~9DK|d!8-y~TFWmV z(F)<$$9BRlk(gX}Lf@t@G8FCJs+>tHsN3&~@a!tXs^TY`Q(!C{)dBa~TZ}r^?h88m zZm9!UdD-QD_lg*MfQ1xD_Ys;{$)S@pG7SxrUTARM6<2}3FUVeEwqdWGnA2aW;|;es z%O^ufgv)qCr$C=SEH*?_&--jC6Jb%--zCmd`q7eM{tTwI1IeF2cD6LY^HyDNM#}JM zs9WbXIFan0Hh=Fg);Lo7h?^AQ270?Lu(HNyrpGPtd;|0n%X77dw$)^qn5nPyiR?Cz zYRzm-_%))8a_E1Xkk*XaJQCPI=+ql@6hY}Rfphj-R9K!X{{v0UKmg~CH{u5-aKJLe zVZ{Sc@2Xh7hRDr+Y`%QmW7D4EqF85{lmjHtRtfI-As13ZPBd&+0FO|q5p?wK4{TEv z+Pl;A`>;k@3STL@JLU#eCKoJC<*z77ixd zs3rwk`_+#@bmGzJj$Mpvhl9%LUkK}L{~(fr)!mboHmr~5X^J2K?gqnIi4Ix1CCT14i6Az*pMI*~{(HL5^Y#&F*^Yj* z;*R$FIR6<``->}g7<$*$71eDLv*|YhFDUx-etzJ>Z~oIl$uwGg)9G(k(xs*c!XFIb zPO(iUcecG~(n|@Ihf__wn{ZV=Tp{OsTT%UXG;Fb&T7Y$ybk{0#tV;3^#(X#9Y^uNI zQ+1r&h-*T?x#N$)ee__swPZ zx?p3z-K*Zgl)E_}1ZCEPP?$09)XRc#PNsVAp!k0eihsYQG^(kL>TYc)>r!KtzPA=zlQ%Z|{SWER-$wgawmX!Y z7*vIjL;u@1?jCUuEz_6oZvL#ryKMmXV!vCr92I^|-pjCOvq45jN6(^-*Pwd%@L@I( zZZ#B+Iv2`0Hd9kQ?p>#H;9={i9iG(PTwe@6t(+Vfm9O!s*B$U8uK!|Z>4HbY{{kX6zt7Ld z_c_;OW;Zzs!5zrxj1lvm#Qb?#0=5TJIOM3ybbwNIO;cmpSWoS*EK*NHj1tq$T&kdD z_!e*fZJXSm5?23XCYZ_Kf};V-lXlI?v`5Dh0zPx;>zWl!@(uab5otdY9mF~9y&iG5 z;d>4IuXQhkT9ixmnzPrav8Ak{7PYxjxTu}S(*CSm6(BZGnUN+$%0+D^#xUJ$R{vUA zUjm9#dvkiPkNj0duu2ZF!LN(CXz%mfzos)o96&taTGRj4%{`7GdIN}X9GT7dhbZrV z#C~|devLk#;RA?p(J>JB-xw?^U^l2(KKDBCU(dO^bxV=>od3OE0v6@} zO!rnJ|7W_l{_}sPd%KwY->Q4Nl8OHRyz2T2z+rm)Y8kl2Pmz$22IS~d z2M`LSpnz_<;ZXOH(g7e8iMa;Sd#)*wX8SlAbqE04yr}H9GE4%4pGMbxEj#qY1XS|} ztQy}}bOy2WX~i!pp<689;aM>6&1r|o0FZ}Gxy7_1HC8ZDoT!Tc#!eQ1D0Az2?zOD} zG1O+oSydj8++G?q7e4rqa!e2Km2x%3PZL502j#dy1xKOtC{%3nJz2BAE5bD z{K^SSO!;Lm#yt;u2Z7?UTOReVy%LK`%f@8u3HFZ;dbcTY4x8GoinZ<99i<&Ns7L#m z1#aA>BX}UsnJjw1Z=`W%ihn;t9zDyKo;emtO^@Rt$WiHWjg|M~n&UJsrz0WiN~^1+ z^0^Ymr~Kc_ucx`3CVZsxUB!faZ>gBK1dmKLfPQk*17!vfC})A2%LAGG^kBpUeQ!51 zI|+Mj{b0JHXvVjq`!bJ4P&wo6aZBn?xIQ0kj1Wx9ubdXBU!-M~6S-PbCjB{RK7Je1dGip-mz>P_ z_y{b7akiI)POzB40YwL0{`0pb0*8qmAUYs4rcJ{mq;b7P5w9cKJl~z|jvRGHp{4o% zM~$L_a9#v7BDX|c(*zsmcNOdcmP-6fafd+tSVb>BOMH_A!Y(@hYKFgK&?X>ClJMb2 zOrf$8=*(^Sdl)POqH@J}6`Qu{x0nFrUV4I+o=SFxlqpT}MYg%w;&vKxkZlk_A=2YO zMZv+BdI0-dhrCnv7#|!Up56_Vo^VmHNKsc36mz7=9;+=(Ln6B>;&K{p9GpF|BctQn ztqRH=6U>hp7$^-&XiNAwK`!e*(?FT+@xb_bQhDz?%MrTnTqmeO(#`P3izE@Qx<1w| zl)7!_Lit-x^^~{&ND`2aqeulo;0Zp#;1&!CGO5u)5`Ic1o)2;)UO<`mAS%@}p$IiRv|r=og;31I}NzbM;j zxLE#-`2JOk$gPj$0HkBjQ`bWMnsV-`eaE_W_rlQy@4ts^3@BmA6lXg=H-c9{LQKBY z9IAAiHTH%TuR<1FPBb34#c590auHsmYyw%HHGpQ)zgrXOwP`#y=mHTVZ`=eh9Lrcm z9yvRoiwWG!c==>NTNBgA6|JHBqYcO9pn(R^$=>yJ2yusA$_mf)sPNbzt6(=C4ZXQ- z@3{3_u8pzC*VWP(*=I5plCANHiCfsEgDLf+*4084kGdb=XCXFPx+zWbCL)dK2s{LN zuf3fptD{{ZzXI}RdO!DbQc9tdo3z!l1GNKw>DR_{F4tSK8INeNVc46&3wz=dP)-Fx z=u>Nv=M{X2oxZQg(~#22tRHI_f8i>+O!4fLaIFA2-Hhxv)n9INIc36WkG1PLwBc1x zf-dJUp-X`gH$^}Z4ShYpEbeZ0VLkw_W1j+~#&l)(yk=Z%9t(LkBwhfi$HC#c zJvlj|10*5Vfa(J4X|uZPIsj&t1&Efa0xK!t{X_UGK8!6I9YTxq;X?0nayg|=uG_54 z9IU|-VpLOC*mMLC^Ji`!w4+&vN~EYgimJ!EQIk8JNIV$ zxq6i*lXB)<79=t@nbo66$lF8X)^SP)Qm&TG`W?QXRpufROtYtuq(#FAIMn-m7w<3L z4IoLZbxOK=*RgCvkOJ10&%0dN^+uL0)jv(V^ti?z%{kl&0x<;f?sp@@Wm9yLWWQ=T zSOUta`gZGAKR`XrfP_OWI{mYmfBhD~*W~c-oiBT zp1QlfHV(n}8$AP9CkcC303%j@=4#t@L#4(V6^kP8j2@^}V)r1pElIKj2p-+)vY&@k zm4%##hH=glT&bIdmAEHzxbvI8=^cF~VwJ7vu2l9~S9Mci@z*2_tK|!a^$U2Y7DeL0 zQa6uRD0|C(oZgeyKYw8a^K5uT&tr>OVBu*U!$?*>J1fE4qKm(U`OLO(xKCsqi=l3P z-~pD}&6vVu>=uA$H^qQdmx%i!IJ%{$dly*XXy+U>%WrW9sCs7&a=K)2?CqB27AHXJ z7Ld)DZ#ljxVL>a+!P$t`zG}9-7WzDT_@`vpJ98mJ=?})c02SSiscPPx`HY@Q zfq~lmgO#eb>@12hMBIHvaOQ*0Pu~L|*$N6GoTtrWF(I3-T4dcA?|t=*OlUtkvWF}x z0270$<<$$87Ks>84*H0jER`O|38CMbBJWh3zBnW6R2VqRKbfN`MJ#nc1-m+|YRP>* ziJuPq8mIXfU>J4>g>LbUG9<*c5Jt~zr+g-NX6;klkmI!_sob9Yx&kjRO#s#%g0Fip z-dp=heaDh%)r9gA??Uy)PyI-PbImokZ~sXU2diL6LL5^Uh3Uq4yiCVK-pQZuxyj7R z*5a4~NY>?Z9ii3z{Ix)pTQ*Rku~&TwCeQHZMj3lH^@;g8@H;9)r8OSN9U=Q;`4PoW zoueJQ>cmpW!L8UR6x$-!ocPprPYl(H&w}&^_uqIjJX%eu6c)~oH>jTN(H``Zm!9tU zQhU;%Q_T|3&3-DrXeF&Ly;LcBQiIvB(70DxGWzaoRbs z3m7QD?tFFumvHb--WC>JUWz{8(v#?6{MGxJ7~s3SY7n`t#Tz^D^ZM#XvlMBLG=8Hr zkGMs7BDqd~^0t`Ji1(8#uCego_nqk>lR?XB#Y&!d7eC)u@~rhvwjIKNc1$pwPl|1! zg^=Z+WCIobfsX0c`#sMQMV@!$kltor5BOEpEQ9#<;}1N0!D?qD_)zA($yY*l-e6W= zS{vJ19MaC+Y>1hW`@13+==0)hpoGj}+%SlAA6i+r^i+2zp;-T{lYhUj zNhsPXh#txhIxtW?h~o%U(QDu>_F<+M`9V;Su#jKe{+P7;v0LB@>q+Zv>S(PMSDB{T zy6kx%qT&~zXl4Z`t(0y3A+sRSQHYDLxnWu{q+x!Hrt86lqun`BAP^;V*>H2UgDIo> z#lsw^eaSue5V29UbD$uncPQW`8|!H^Fv8W@{dsU|UBKU1&ilW5mRpzofnmK|>U99Q2lz1bS= zsZHKX2Vt=$fesHoH3zp3Ku`>>>%J8>)aazFp3VRTKDhH5!>g-rLc!KKpie2$OHOs3 z0C`0TC>SIF%Z%^>y!1n$$n)zvmbtP0k;(>c)|JwN%xzj$H#w@Xho3l%=vlpyqqdfX zvNJ>a;u$b$uHUkHQq~`r7xuEAEXk>;-Lmza0Q%Vb(4fY_=<*5M+J`|GA$TeDrtiy?ta9@#SbpQW(g*c=>p+TVAC-ObghA?vy|yCfMSLZ5db&3u2W-OPSuu1$JN$B zX^3a%pNS5ONSlY)Pk z4KR26R6jJrI*R4cdc3s@7#q*CH<7m{U?f(Bg+qh9ItqmT1d z66M2^1UZEAmiR+H|0?-zr;{FNdjda4!W&$*qRcp2ACv%AJ-aSjrgV z{W&A8oFz#k3deEQ1MTyq9an;Bg0lp7K58w0eXyzGDzf6{?=~hs=j$afCP|VEUP}44 zMGNJ>qZ}P1znZW|V&bqUuBofTN5GTh-$opEoI=Z`+Y<2at2)^WducuenyGO6=^y1a zb5!73j`w0?V7VbQI0Q?V8_5Q{-@nc-DfcV4`?@}lX`nu~MliBuP!jX`;8PD+1+ zS~}D+a`)WsB;_SXh;MlOmzZ}me}i28ngY;bK#2p`zWqeuKZDt0(lK;f@df4yZ93pN zCW89+9QQlvJD_s}_R>rPjD5(udT~UgT^2^tY%{B+jEj_uj1p1gNPso>rYMV&Kk3Fxy#TSSjHI4D@2?%RU*IXnGd2l6jWAi$BOwD8O zo~-q~haEOsIyNr}x>?Jzu$^B~_GZ1c^z&8*`wxeHS&MT~l-3u~>7N4jxLJag=}F|* zJ0AAM{QB!GnM)^O{#R18LAQ`9)e@ZTR+yIk`Dhu(;@vL0B;tG`WV86x<|u@TDsd6A zoj-67rxPqkCAYB*B&)-?p%^T6n&L-#Q9Q)O_V9c7dR5Y(-aVOp$WiDm<3a?D;s7`0 zC(?mWw#Dtgy2Zf^Zn0U|QZGC{M{(P(?-|SCzOt*OUciBR_r_#t*D5}L4(0ar^?l`l7Qp5gTil64Nx4owdQneq*@z?our4(vpkqDgeU4T0v7PfU zM-@?@sX%ZjoJGA63fG0@d5cR*z@bsDRkGf(UR38B(C6XaQKURm6(xW=eG1sxXXdaD z+2(k6(Wp0%9hpQQkBkP;qU*>lyhj@0Oh$W!h$0tx;Y1c<{k*()+_B%jsz8S`3L#!u z=0O$`Y!FpbnYQjC-Itbw`ly4zBe{=d{YBeEORryR&d27n$dTI66_=bbZrp7%)AE4D z5%HlB&Lso6bh}p#Whih)w6zlkLv|Fs|43~Ir%Rgkpec%w`?&Vwr)||^Th@zH3dH2b zLOiHqd>+V2eAfPy5Ndw>h^lKlO*(fKt<}L&wT(De0edVAo1>YAc{rMi{_cM3x!QZZ z&MZE-?E3Oo0q)zeEmHBzt-Oeih%FU>f__q$+lQ$Ps_pfTT1U$ponmQBXU*}Jn7B|D zGShjH%;fxKvGKi$oxp6$g~{b_?Eio`7scX zjEtPnlxwJFD$7(PpAnn+`yql7+SF=xoTJnh0PwyL>al3s@+YmSJqdOHT<(esPD}yh zqZQ0c&8}OX@Mn3SwsAf$pAbF|e{~MzLBtU4fO0(igZ?b!3>sig_}THbsVDy3%H54A z=;n0lwFrHMRq&sM!D3U|W*O1w{fi&I-n`@VQqH^@DCQZXZZKmQA1JdIQ%KI1!@@M# z2gCySAym}^QWW@)BbDg*#QXsXRG0=xzE~TqW(hXaw&~H%huN#zy5i{MzSJyyWm@he zTxv}>#Jtc@X6cU2HfF=lwNaYlL4_HLI26_&PzX{qZ9+3XnNYS0Wg<<_V*T3WF1LsI4(MbwC zm}_VTSbro3)rv^<)V{Zkyt~M`8+4}Wl8(=(`sE=rFFoQ9007^22+jeyv=|;$F4Z0& zu%w^$xSWXgvdS0K?qC=eXoR`+pw~Q*3~|$X9I+7)vkw#Pa#JrDcl&v;c^t=*{B8OJewb+o@tWRlIF1Hz?=qak39T#|V_DR;CfMvb&Scq>98&wzap zyolZV8)gSN`Zz5|Xh)}Tav(t|=M*k})h8i>YQ7v=Vz_Z7D}?qKiGkh`HgRyI*4L5i z&$Q-~Zb=C+<=Z{joH0KTww&9a6oBkd?#-9Ih*xo>5nN=Un>!p`5P!yOCTG>6c7{(( z9@zpJZY2AdSI7QpeHbyG@5g_U9+nU&K2mppe(3Rb`JKfL?X~8yCRsQ0UNh~o3a{s);7zU{L_rsV}d)^*b z#~n{n;cfd!?&49Rfn_WT;LksMdn@jp`MZbk{=(y&1EWJIz1x4T27Ff*f*N>Rr3h$- zSPA2)hLQD=$awahbAjAu0e6O%KWW7D&=6W-pF=-RAj}I4LNugFr$EvBtyqbGnS>=2 z`x77L#vEV1eVgxO8OTT1qtLyH=QQiLdAwy^!Cjx$xw8*@af{pvS+z} zhVJk5{FW7c*^&HHUKely74JVHHvc2CrB z)rflLG2HhG#r~){b>P};RWlT0!|@H&X?S$74F~G0P2Rc*bwl!9omJfE+wBL-VuzaWaNZPF9BHbccZ+kSrlqSUBfLntAM^n#SE@mC0zDL1BE9ucWVtVkM5jRbBdqZe8%B-X$FKow zGo1c9BI|gheUCHG(MNcu+k3}7{hK`oi?c)%{+sRF%!jVkn;q;i57EVeMEr>k9d{aN z_AIe#Zy~>8I~kHckzYCY#LC=7;Y+6322C0%%gD(Nujf2m67$&mpjt&z`5(Sp#q?Y* zzzCNE=N^rZhB}0?uQ6=l%bBr=*6pZqq#i%Q|9pWDw&*%R%Ys;%Bn~+2Pja9Q5~+)D z`~69_M`)=O=7!;Zuf_QXU=k4*8ls zPPwOJT0bD!o3ck&hDT2vlcAXkv1i^`qRnJ9Rs_Ku;7u_ znxEzS`bu@sS|bPMbsS=I{i!7c5tZF`XSa;Ok6;goeaoh3vMFY&^xdDa$lf*4C=x~~ z#*l(ps01s3ZBT90m6KpbTmcJXOm*Tf%pySUf6Q8-ouy3vcjr?||7qqSj#Z;E`yYoN zR(QIucnhE#2=c^___N~J0h=@$Ri~TX6P9w3oO0&8|EsXRFN#` zhz}rsE()^*c|3B+k`FtnY+MB(xehmS$F^k|hDgWqt9n5*G6e>hqnM3X*M_a$i{EYJikF{NYnwNj=Hhe7;M7QsHTz^!6$=>PIN% z%jqOV))R(eDNkgGteR-bVMhfFkEzk=ac-yBk0l>YFOhWp`R1b(bCkLcD-j-{H^cwao+)@RiV(jV@24H*QRlKrA0oZ} zhXP1L+H4VZFvD`AnpRZzJ- z1R%~Wmz0-3M^I&SRNwFXWxmgrawD;`V+-^N=6XU!+&KW{J{ps^o=jx7fgq81-c+b# zRd`i_(MYzipylefxOXzkVJ z*qdd`ulpd=f~rRGU)nmi{kBW6yVW@N&FWYi@@cw=XcBpO_*^K6aTk5okm<>iTM)U3 zxry-!hhID}&fTb4Kf&=~Y%tc7oLbqf3ry}$%nuMknl`;{O^Z2)1@9FW!iqm}b$2}M zMHC#6h5C4==imbDO5ob-Z#UIhnTfbEQp?(hm~2!g-^_0OkhmotaQK(8=!DkF%dBtU^ z65C)L2Tv`fk$+>!4gtK3euh8n!ogWfPZ#*?a4Z(${rbuLP@|=4 zRmQE#_-_?Am0}LI0>Dyg=;-XhWj#Sdfeqm2Wyl2ZgG> zP~5df9EoK6yJM;TEzurRo<|9>PUULxGK-5rcQ<8NqJoJn)0E05FlYw#Jc zD2K4kW_C~qe}=nTgfUXanj3Kyis`_**Cbr3;$e<-BWL=8f+SUiapu7(gE!tvh&Bh)) zgmJ}mlVS#0+p&q554wwy34H>fwUO-)#ZpCT+22I^0GhT<^YQ1U(Imvji<+Gw+a*^a zbjsRfaS^wkt*-^K5ci|LR<)cu)AOHv)w7fKTdjUmzgPtuSHRn|xml@2YhOR&Ieze> z9D1}l{sUPQJVOPw>AJ4*>AJx91Qm9fMNlW%I5#_;XN>^Mc53tfs%-`Zbc!Li?5|*{ zRD{B0$?)};>`h0R7`#K~_UY|kY#mJYet9DO$G>@@7(j+Ol>2u}#CL3*&fILgF^dCt zk1=*27g0oOxLXW1(QB;X4x(C~YFcztUJzmY)*R>I8_13k1$LamAB<$sl1pP5YbS2( z-~CBZH7Af2kO}a()L%rCX&rzud|X{qzpE+}@}WfFPT5zjblJN;a1TW`(>BGHaZk1CenWl?RD-~FBy=+je? z8TqZzQn5&zoyMXmYk<1=@tffb8~XFU2cRz*uszB*R59vK zK8p=f73XxMqp&ah7#qBXC~pojayEm`S~VjmpNYViAn0A%hrvP)MP#i2?2Sbprf@JX zQY7Q8N5}B)&gT6Hpvllsjz1wBlctC+#=5Ung@3#91Poou=|?Sf0o)>7=2!kf-vt3W z)Nk9sdDgRntLHhp;Ox@Lc^I+DQC-k!{h`jX{Yz&jpKR3wOY34VC}bC%Fvb2P`=Q9l zH$(og3h!IeDoghfCTH(3?()V}fR5UEXp&oSzm$EE!?f>9l#rX@lC-jMF{O5NON{V@ zNVyf&XRNbcc@eRKKERxjF9BH`tF4v;okBRXu}7{oJXyZ7z~qRd`vC-##MrmF#zVxb z0TKUF+bPkc>I?;!d%&XV0tT#5Qz1(`mkky8rV-n)R=%dh=VYe<7_AvucYCv0Vb0M`-@qaX))7T3X+NOj$jK2rQJ-s z?1R!wuaXjjNf%*Iz0YbsqIK#!(qvb$3Mdd|lX&3JM#K)5u6hu24tqoKad8|cj|*v9 z;x`RI!wXo68*c4YTh)6u1z%OuBv8{Pw~})$$=J{aJ>4hNPuzw)+5Ns$2JbQz2RxWj1r2 zmofX3@>(nM)}0mmqbor#6_>&)rxyxPK%wHpg+tZ(+__$}zrWqYd!J5@h^ciHla~Tn zs46he5HXo2&Dn00mYLF0TBaB7Tk$y2X?U>}GcRm)*`;mY4O0wCONvSa9h%`2z5$wN z%(sbDPBA&p5qNrU^-s_~S~%cR)r%?k#Ln3=7*KwCU70!DuJZQf3a~y@g&hHljZUCs zFe>HCOu*683>nkD*_^I4eoIFf!$>{k+;x&twVp!&%kiZ|I6+VjhXRHUfrzvZ%&OVw zRNt~PbtkkWYe%9cR)CnMnin3U7H~?4&iKxht`;Bp;)K0CGxF&|N>279TT|xtiXdQd zWz_XcBAdoR?%yNGw+Oih80#I59s0wC>jW9Je*hK(`V6##mgHef8((>5!V>?je-GYP zHPgaOTx|$venR{G&r5bW(psnT5UVPC^?I7Y27*%e-Y0@1Qsf~pmAZSCPM3`PQo#e= z0a}?TEdz#YcFtP^R-OLa_6Ns_vJuWL)Vsr6whnr zM|ApUUjWO+f=NjX%H**!5Qe&TP5zQ6ID~#$t7r?=iJ9r_je4sqipf$-0!E~qet!n3zXP)mF`V2pr5L}Hahn^=TgQz7iQVxZpxsT9t)|%`1Ayf zH5VAB*^|FCZkN}`s?+8(lzGOe=P%1)K>4-vY1})#H%FO4g=p|aJ>&hu5D6klLUnf$ z0{gn53pxVMEz-WUOeBBcy_CoNV^U7SIhejfiM4V}%%CU^3TG9@SuPQyuKQt7F({hM=O^ST zWNKjieDpn!)V_9Hsk1jLYVDI{ivn&;vy}kkkLXh57n9KjmA1={N@Lp$wDw$|R7^(2URLfAo2dH zs^ku&e+qV8{8;UNL9gv_i;d?m63bc^hQy6lAOsX5YOzKH!)*bL%2f-2y!HW+kzDWq z=-9uf!!r}qLGL1~4D!OV*Ti)y?2ko}DgUVf*UtHxkIyiS8w02s_-_C&qaRjeXV(Dv z>-mb09DCq}!g+=#(Zd%#im}$XilY&@j3Ck>TUpZ9(7IUmu^?D!cTS=ba$*Q$HL7$a3Gt-D6k>$hfJvj8fHFvRNLm=M z0_aWC4n6U|+HZo7Hshlc_~Gl%hwsXI_bxEL1by>Om#)p4LRHU*=4fR}q&%B<6y5Is zgwoI!p6#_PTeDCB5T3~_3;9jX^Qp`53397erkpsz;^m@-(%#1pTI1o5v z>V|K{4PY&An(xJZRUHT%fe*BLZt$M3xdSwUGQ`;Pbt{kpmaA9Blmef-vU@;tt;uH& zQP@OZ{s>&!@j3qG<)R{uAP@61cJR#T=(U{ux>$e+#2)PuWp6%;b(pmOm7ttI|JK0L z99FcH9A4RJJ1xNB9Vr3am6K*58w{`BNq#uQC|7iKFO%%zEn+}e6LpdVhxn0nal_ z?WGynZtCcG12X?!HsD-m-xk=8HhA(nf&~LC1%a~Qti#-f*%3D#p!a!{r%XtV^ZkvV z*|2vajds21D1>E=tJYhSI{~4--`{^r>uLf9h+8F)SWQP}z;$ALV+O!PmVx4ebs_$h-dFG~l{_Cgo7D5BRm%`wy z_+ext17F9}5Kzx(A+27z7*N-OEOV5z?Qg)>i;zPFgW&K{QI^|K1$fQ6d$@~39%6ch$OMb4b>I2Y0jvf00~QIADq+ReF)Wqd8( z6Cii1Yc|=g`0X7*8;tfc*)IBXWyAB#FVVeqFksv);cl`mt3nxYcNoJhQ7u1oj-GN@ zC;sRktVgcWeUt`k9reh`qsv7IWcP!)rdme)6~L`#e@*voQ4eOKX?*S-2kteRrr4AR zM$BJyz+k$5g5QYFD;vEn-jj4({2>Y9xE7p>KSb`lldexK0C%`vn|7L;dod@aD7e_H zJxiMjSf1}%9ME@8af5d&nl|~i{Oz@d_5 zp#fXLYZUwLDnpYPcnBpeEx} zTbl0Rh9+5vhhajoNYnawB{7L2q5FXUXZp53Zm%|Jf}3VVRMEQ1c??b`V0q@2)tvK< zo7HrY(|*pP5>PG*b6}g)s1}XcF)N}ZR3)9c?cFPi_W_An@1WkoJ6O7ecGu;?) ziS6GA%xzl%?+_n#GgzWGHA5Gx>2+bb*&_8%bT*8G1oi2s2aJp2J-C1a_1*+^S8sIO zN`4Sf+TXbB1CvFXwM(0;P7OaFix)p0rG_XA$H*=pQMyDT*R_8dAX08J>iM%z5<#RM zt;WVx9C3(^x@?-);RWnXafe3843=9)y52z%@7U5+3c~c*KjpKenq5j?_`$b3oj~Yy}4*|c4a=s%DH>khmcnfv2 z6<4C*)1uKnjiVEp<^nmG{OKXt9NnWUx%OCY_Yu;;$ZD=9l+8^r$*7>*)7~ zKN8HC=DU~)Z#+-OYrffew#(zA4?`|r;hL1jyx-t`3GxTF{#$A5{zLeR3C~Qd!2a}B z$^Fr5n(~zVBIF%LBo>4B>e(=em2lYtN6$t5Ld3>~!m`N@mOc1)|7EMYrI1`8w>lvu zt#zPgQHfw!C7r3Vqt+qvzE-zgnCY1%Sf}FN8ptXC8e(p+TiJwD_oj*cLfZBzWzK~8 zv+a2KnAm>l^!8p-J4q0@Ke_(_(GcnxM5Gk4Trh=F6)-}^a$NjC9Xl}4ki4};Rbe!BZ96LfURZy+#|NGYus<>s#5p{G z_&)MxNm-8C&|By3K|$I|u@H9Wj_LtX`z3fyRD(P_Ri46C=KLo+WWWnVMX+&SNsY5Z zIri>;9vv*`SlMDjRqt_qJTTzWn*$DaGtFZ!KxBYsI4#u%gP9v-X82Q;P=+}vxCFrP zYoM^`H#NTDHTGSIzRYQ0vOo1opd~J4Vd@q?gn+x!Az2mu*%DZrSA8bxm1mm(#VQo^ z&HY_A&0yWLefBGe+i%q+q;1VoD&1bOArLA?@#fJi-4nv1o(CNwgteG?cK>{%UglgK6a6v79iVc~M zd{|H>`+;>S|8Ek{3`VroM$=Nz~L=2s5yAIAEO;Zq|SPj{^>@-vQ~ zy@^`&J%q03HLcR3_u40CxEe(VyyvJg%(I|3BDOOSj?L+u>}_@?4yuVk4?DTl#IM>&Tc&zy}pH?q}m`$!Maz|}F| z>`;nrrv=ez-l?0vm#mWW^^Vk%+b;eVn!#5Va$zvZ+1tqR$C~YW2QB5OtU`zeBQ<;J zB*rN!x~WNStqG7M2srjyPnE+tPgN-Sj2s1x0!-tY7=AzOA)p)w;|TJDgjp@YPT@$| zrU0_OZ>}uBXlo?WYb#j0ERlTQO;c9c>JaGJ$D8TNjUF6>e0u7(*Q`Hoa#9}stsMp^ zJB(1qQ0rHc4;>9dPc3LH$`8-yPmTQS=jJ19m2ZL705k=Vw6LPPN4zc!3Hv7sDrq)}mFQ~mw;NfZ zaPWLvef#q_P`i?+86LN*a~yBHXY~He30+mrlgF+Qav%OHp|c(Pw%?Tc5d#(Ur@(^K z)K6uX{!k*I?aH`Jypa>LpfsKlv%;tbu}R}S5T+sbfKJ4{tvi5w#lH=cDaGpMA9ZG~ zP@p^6=&upvRq58I#(4nmlr38+li!D-lp zZ~Y4eN)VXLzlq!vehc}|=<08jkTDHk_yG-b{&NqLbnhpzK1?+BFFy$z{NP~b#-4JQ zPAMfMPGL8ZUk<|cT&*m>ezJFR{P0i-o5O^Z$`#!_ivZF(Zc%Jn1y5 zQvg#X^D^oES2mO5kEg&kQ1s?FE=Ywr>s=4SD|&UwM}%oksDJS_^+3l{?xJ-iwu)qQ z3=ATZM1U%ij~#z^{EcKT+&$ZAZuR0Hu+%yZh4l$#r%r_1?%I%J8xG==l$J533Ez~MSREfg;K;2|o$ z#Qh%@!-tO&t=k;ux&GsYzh3>n{2@1a|K6(i5M}m1Kl*=p6L8Gn+NU%$uN&J^pGg1D z?*#N^mhcPdJUtir}5B{!Ake|31%ud|B=&@WELjZtVYf zE%+6139dY+W3s>*awx@wK6r#l^Zvj5;cI{Ja4>uYqx|8&{_B$-@YcMgGuiofj}m3g zt(gAL574}q$i~KxFL$?i_Vajwj%Mz^BbKijy1g;iv zh8b8}TeH-=Z73PGd)NHP6dVJrZmgA4U)p;M%>qIC71d5w8XAMd`!$h=!oj-0)F4Mc zUTG}6yVz3K@OEVxd~=q=f95X~bnBnVYa0tpV!0D($vfe0cQ0o|Au(s0e-!%z&Dj4L zG;>|C80ct9NP3f-8C-Rd0^|(sfD}qOgLR1+7&JMOY0gcWr8>!|gE~fs+A3A`l(D{0jI#W*xt)2y- z6s`L#9RUL{aOZndf9Z0m`Io$`13vTbne3#&vG?HaY=xm=#fL!E7>}ALGik?(1rt0Ir0d;unTv zj})7Op1G-#i}^Qa1IBdcf7ap_0ATvcch=HX@m1jO^N>pI2ujbiv#kkwrxiVF?jPC0 zb2=bHYUxfuh~}EaR2oDJmj_FqcAo(7Ct;vQEdb@upKJ{GCholLI7{sSd=1SFyC&=x z-!7GT0@%?}=tcs)eCsmfRgG?zF?C2QQSjhIojsGq;NsLAOb|P?heFP9X@9$eBu8v(G;0sgg z;?BmcU@TtZx6P~Qg5*I6ViucC8)&rJ-qyFyXLI$R3n=1W=4Z^lA}M|QDXC=PRVhxFZ>TC1piz#H2GyMJ*CHPP)lze49|?Wh;82{9(V0;{(tqD(&bo3FL@1pEeJ zUu2^vFPZn{Y2gtIsY63bQ*8!~aq*`KiO`DEhxUbF#1FwtB}c&Zw8<0LcG;2_8pBZ$oVkd_#is=c@y~QsuuDP}0 zZ)JO5n&9Z&KSuZiuALz+vrQhduP!;60v*RxOm~{crhbh!+RczJ9EwksJt@NY z_q|^uu#11c{xuk-!Vh^Ms|)3}3=aU#MmC$7w~RWNffA3i{V1ftVP**E@c2X+x#+%& zk&BwDwWo5Fqy`$i-_F8vZcmy0fX^sPEUAO}}eQmqD&9QR|Kg6zWu%nw!JCY zvU2%h8%g_Nr3F3~?vngR>Ed`HpDb;3@B}U&4nCFCR6da9Du%w^rY+bklHSZ4%lXk*@1+MfJ0Kb|& zp1xGnZMhG*HJfBT2T?`Kp~11pl@zAWrCXijtVIxiLSy_d8d{ zx===fC+YFc-;;ZAKdZ*!L&bolVn|f0LQc@FPYwq*&fi`Df2{4r5PBLi`&wJkItAzZ z3ky)c1AF5(PyPnglJgL^5<1(pPl9T?(q&(_fK~#8ZR7!0=TEwBf&Rd5KO56Zi!_DF zE<=z&R=yhOdNyS4bVybXP~BlykKSQoXXXkIp2WoDug^-ldol)UuCy2e@$&B=|T~n zSy`i0y6Lsr^WpYawc$WY;;3{s(5o@2@)#tSvdI7H`nW4d$0I|Du}}3duFNHSxb%x| zIux)Psk{OFaWLhh5L0tE4hsrF9u;#wW!Bb8rRTbLWlszNY_7oyFh9XlwtPXPrb{I( z-z4h1(D=HLoT>=DvL-k{P6_w0yR#Z}3 zjELNSEKZ-p-8f@FGv~`?0YwgQj~m^mP*?;|;?R|=^gn#+!t}u?nt%V9p_4hVbTRhk z^Z~TxJ%j=-%dSDjnZ~U-?LazkwMFOSLq%&HJTe}JHJcZtJ~~rmWD&A{VvU7E_ldE5D*~5it9d=)14)AFlev^w0TFcR>2t z$GWPDr_(o!Y!@=1jvf{10?uz{&#&u8!c`POf$O=pWXSHkb3lutt9y7+*xFp#>@nVc z<7H`_bh`L?P3lnCbu2D@6i>Ab>Ck~v!bIO;XzRPFX|I_=t~)7u2F$mfW!n2y2W1XQ z(ub<8rmS|mV|74qsah&c+MlT?P<;&Z6Ina^<2BCm%Qax(=Z8$afOqcO!tTya8l^lO z9#2A2)%Q$v%VyRjXR5lQbZ&MYC032Tb`id-+L==h@##!6hbm$!96aS4{<7=noLKqI zw~*=I+kaw?`^Oed805KU@F&AIEfn@~Tv?@3F@5shl19Z@lL82ho@1iOFtYjEQ{QeM zU=rQ~JiF^wgl7VP=1o6=r-TGuUrRI;7cI83>(*C$Fx_slx4aa354}>`xUfudWhBpg zbfb}2Ihm^OTi7l85+J62e~a$5*U2_0$!DOzJGlc4R-XD9bpmTEPavNekw4@=(d>Ki ziOE{-W=meYRL`SYc=VK~lEgQqb6O0ni`%kez7*Zg(+I4{X5R_|c#xznCX_W>0eLPzkTkm;FO6HG$5;@%mIDOSl9)40gHz}P_Vl)D3W&+?X4ef=#$8HztMyo1! z$hcU|3dh6c4sCd?xKa8w1|?Xd6e4D#ktsjX_@$mgXxl%wut3zzfPA_n4PK6+6rRnQ27czQ57ckAnneNN z*72I=00>xkhxQqRfQtWFWl`p5ztLe&oHkeG)wf2^6CLi3zfx7~Wfqj}7rV9u*yZg9 zm>)vTO9rY!5|aixwGbHNkhja-;pe5La>!q~$?HvQvjH;jM~Uzbp#cu+pWVJ_y5CCq zHa~N!Hhn9bEj(tTr73v|I{8lDi-$L*R~b&NU8sVEh;bnO)cyCG=)ohQ$J2fiT8s~M zzvOcy@))OdXFIxa8k3u*V-M+!i=4_N?bUJi zXCcxkST?fBRa(3O?w(rasP)HIYlk=154Ie20u*;bG#qREA0E zvJLe+zO(Y?>Az(elu^E9VKU3f6UL$~l!$#1mnp^?ux1j1{x=VyoGe zHG})$()Oxs-;2!ZO{dZ;hl>~Xh3=BOxhp)!p*0{|u!tjtwZs<1xOd?5n!xa)Qajyk zUU+$;OJ#j#YMICQia$Klc_ESOCDuR-1=v_?6C(C_;!K{}qWQsx%3+xPV{iK$3jd?- z8KreOcH`#?84%&hrC0Z2!8h;a$R4~S5|4Po8`orCWN+l;+fU5NTFUXVwYtq=9D=@4?KfagPM0!lO834 zmOWy3t17WT7|GL{30Luwj5NTuwYIuzlrh~=7#!H*p}9?JeS0xzO|hG$kFSYDU*cSB zxbMn{DId42T`vx%p7JSn*B-3MY*a;zze`Cy3)Q%HVnVcf5tGMH`);_YPG8EQBsR2= z$Yr0jAgO@PD4v6i5WAG#{F|biTuZ&H@vc$(Fdz!>89P^f%g{?-0NROlfwYm#ltsQw znv;XLNX%aXukW{Y3m-e9L)gEN4oO$5>J;=kA*?IwOu%!g0N1 z%ttvuIFJRxfj<+HB5$`uX^4&0EYB~&RBFO_Yz??moF441NKDa{Z4of_XDbK!@vgX? z>)BUt@I)c4`F?RQd9T3=`NaU)U|Q!Qtwm8uYT2Fn*Sn=xHC@>*LW&oe`D^k_z&6?9 z4^@_Z(58c){@hdcm7FGFCJ(3WjG{PKBi#}h@=~FvEAS6IB7C>=3qpF1mon+VSPp5j z)VqWzN-eY08St$<t$6D!PFepL)-C>0IwYfodS^q>$@!Ah-mF?!qlO@OuFvSis zQ@SfvuIv2C3lB=}&YgS)>P&XcHH*gv?^>%4)Ur8$S)0aFaG2%M>`zxJY;o2r3>~GU z9C#eI2edn}cU*<-jLe2xId5h*#-rXSOuAMQK7BmB-MVReUCfZlBMAKH20Gib8Hqeb zRjoUv@Ay(iCa;a$f<=*rj9bKi-YEwASu3=dCBYs}x_+@VCCld6Zq~6^z42hp02(g6 znb`k;y&|#9G{)ltSgw{v z;F;g0*|%)%iAG1`{+i6sJTgWp)s;E7mq=n=vdRZlqq6C&Nooa8j3zzg0}r5ijvv}m zOG?Fzz1&m}d|xjRCb|gm8xt*Y|L&jjoY^$l65en>oDtJuH9_0=5Y-+(>bkqBGR&?n zl|idE-gIz2d$w!(;y!)D zk@DWk=)vzE8&d-$6WikE`l(kxEcZ#p%uVU1vNakA-Y>U~JI9Bu2PJ%vgR_I{Y2NHg z?47E7_t*Ti#0c2)(O2Df4BNNc;ziq869Zg<)nn9DH#GlxbYW<|=u>CCob!hvY~+=M zN2MQU)PadQ^x82|X|QaTWC^ajQ3WkBa@$=Els{x^9lc?0hHQh%9R2I%9;w2`_9omz zmV*+r62aG7CSTxW1+Ny2UhV?3x3xUHVojl;u{l3(<}^0nQkgn^+maV@y=DrJP?9QD z@`KzPF-;#6i;6G$1ux4l-VCXdAm>E=O8QzICf^Na^KO_(X*mnWF6YS`z%&=cK$slM zXY+KKt>Bcr;&U&A=a2mZ%2Kh~3m1(ayBLxlRs4(%LKj1w9X%73SMNGS&(B&j2#q98 zJ|a6CxOr1y7m}H&%;?UBFK)P4_=U_5T7Owf&53$V5bq{5oB<0kQ2AI!9ck&eRSMY?MZItA2 z0BVbA>Dp3Ua5t?rU7G;^sYh+8#YvJWonpZUqv}a&X8R?@A(r@0!)9Z|@nABpA)Hg* zKiMTbL=C3NI{YPNqeDS0b7J~4ABNt?G2O|U3}lyjohF6QpJ-`?C-W3uuXk;gk(-OV z4^eZ%Dpc&6L?6eNsVa-JR_A>!;-Th2W4Lj>aS`V=Brvjw#1_9EwMj8* zPAQGf%-mzo=E?QIuM=q6#3DMs3`&HFF_`|ze1oK-$|alYSp3~!q@W) zQF{E--k0%?LJz%?$IV@lLtAC;+)iS$i-YZFQLZUpORmPL*qSZH)dEHK@{)Fa$K#z# zc*X($5Empa_ZG6A|1>foIJwIW4x&MBg?O_B+UL135iB`3VfvOBR}pQ}b9h0__(M z2b*{ItJuUEbK8T!M0K|&lsXH(-%3?WKjpcX6s}1SZTQ|*H9n|{FimN!^lN%%KY%+S(WG=;s-#rlUn=i` ze43&*#ox`?M0H8&WvYp9^n=W*wdfCZ&AOW?c-XnP3)tdbl%V_@T&k#M8^4s?I1gD|^~&!qn;T1L70~LwsO5Z=iiFsP={7q+6(1`&1f1fm!}p6#`LcMG{&V$KUY3jhM{j`pp*`8H#Ak-<#gO8?UQhmr@ORKPg=PfVe zTxF6YiPqYmf!9Wxas3F>bzR;3N3R04m}*P0^xV=DZ{LYyCOcE!*iToG1nE93<3!w$ z_y&ofb?IL6_`bYalWDtA(fOf|@G6OaZ`F7KbVuKRI~nVK!NThVIJ;tn>OVHy9=>TF zDRP2xOikTM85b}4YcZ_q%C8aH_g*{mZe@3wjw>0d zmG|>hzuFfk4r7q05h|`ERml4M)&Z^}HXLs1Re3X}G{+6XJs9)UW1+R`4s0tjy9_8ngfZf0pfn^;4ku(!IOq|~EBe$p!U4~Wf#xnp zy9;&8^mF5vudnTA5tp`wN4alrzMm{3X8I*RmLyQLn2hkhS$(|I<_=w+&P(t*P8Gq^ z-Sh?*k06`Bh6m1+D>nFEEf1HEt@I+Ioc-D2>DPm5%90U13M!4` z_vehY7J9`XMmlwR59hd-{OzMoc2Zstur;Lh6P`>bWjyI(d&ynQ#Bjpj$gbXwF&!kLni6)9igKqx($gcK=8=$GM`M{6SK?%U;76$rDy136eby;L1Y#1?nG$+tG@ z4PX2stk={J=H6L{x<*22Ko7h@FMMS}2-)z1eaqmaO>BqSiHZR6CZ_tWTOS*Sd6nz?~Q9ZW%||qs|I)8qVXM!r|dH z^yMBMW?t<+z=OO1YU?y4F2t?Y1$-N);R-lO4!H{ViLV%1g{<9n1S-M3V;{L;`Hp$> z>8VX!tpgC50sEI`9&>F;#(iXl#WR|&Yi03MKL$C`0VG-U92<6aCg<%QHwL30>ktc?4qpclu-f9RyKTAIkL0Sx|+26 zMOoV0%berixCo`WP^cIXG*_FWN3(YXZL6b~Q`Vx>#})JiLu3d{=tF}bj3F_hcjq03 z`NTS8-HXuCA@qKd;~vUYT+n9GbRy<`#yEFEG;*wlv!^-ge)89eo)Jdn3iXhgGIRpB zm&xp=SBBM_alRr2vp%K$2tJwIL*jAE8RI%;Tl}BXp6kV6^_s*v4F|Rqd!;Vc0>C$Bh&L$B^5(g{1Jf$pKNeRMdi^Y(s3O}puk z5f)?YLFd6%^X zqB*3H59wohWP6b3!Zn}q$O&q$_4zEOYC=x2&DS^Iugj9S{}dBlVe-{9To7MXNL}|$ z9U_bGa+~Ou5Y$D;eQ{DMVe1=8OXo@Q2zdv8`XsU=f{%18;EG%P8}x*x`&gO!EdxF- z!WeT>O>`jdtaoH$^PPwTTqIAkXob~bza=Y6&(q|clau9V?j^+gy@;@`sif`}<3utU z$EzyOl|eF5#19h2w1U(&de}xrWkN=UUZHBY?^ech(j6UHipJlj0P1as18c#5TRvpf zmEs287_KF~{84YfJrEwCJ&L{P(R+QJ2vR`m5F-`VD6B5^k_j`q;slB-R`nc;DiW)^ zrpCgzs-Cew`uG`xFa96~P<&d%`T>jsRZIT{rI&%qbms`&RPYY-0xtbf+#3N_Nvef9FH#KDdw$Z!hY(rZ;&B*#cF&t1)1GO-A}^}*ZnlU1WtJ55c;K!4LUxC zAy*BF$joRQX~b#~=bP~^UG}l|0Gvm^Fnk)m379=HmHRSa5+Ik?7;ED&scs zmZjk;q+Q3DVwzIK;S~7VXfhfpIbFo<1RR&QsSHEg%luY z75=lxbzNGOfcczsuhRjXzy0=mj_#3csbF8={Lwvd_>9d^rI*m0{_Nyt2&3$0`{W%p zgBl7Iybd}Jj;D5U9~B%Q%s-$t-X*5nMg4FaMVr=q>C*^E>9U*_?n|RkVQ@2BnzO=E zYXC(=@ZIZgWt8Vs0YbCnXP)$tvw5LKtI{fE{8UPlWNTt8BF8yPxyaJaC{{KbeRNvY zV)9tzCCeJeewA$iM3anAJ&yw6Gad_F2Jc8jytvglWY_g#Qb&R`^os_!;PG7DMm7T$ zolZh=E6{9ewG|fBU%Q9XOAHq1_(HDrwp=bfL-IInTT!Bv=NOec_%@_N-|H9|3 z24oMk*PpxhuuVz8sqoEOxSd~q_5$YiGmi}ZqL`2Cy|;!IuTyv^<$s;anpmm>8cT_N zub{(fksW;pdFVB01B0@KsJvJ^+YOf~$*iod$wcMl&1lCs>e%8EK(vopKyO#vbpc z(jEW@7)N7_9wke8B;5)-g(i5E=BAT1ngD~Ai8uphdY?5E?2f8KG0DZ^oVLiGyL>}t_~RRKum%#dtG=VD+f>VyB>2|}G={EX?)*!e`dpNv{yur!n^mI>vGrTQ z_cOQB0Sk@+Ed-KuOn4GiPvE4Vq0IzOcPHczXx66RCsa-dqo1)wx@QP&i@6O6ulJT` zSH1*yJxp)!`jlRo!2JUK)Yi#pU`7Y{Y%tX)?8|+5oMF{-zR7B{GPPGL+S=6@GUl$; zV~9||k9|Hu22kd7svxn)+CfDn=J^>+rm@3iop!%+y0|o`v-#jG6kYdpY-~zp2k|*1+cPYvjnb zY|U1>)#-%qc#BeV_2$^vMJx>u={?M$OyzqW-xZWz3w1yLN5*(po;;X2gi-MwJ$?C( z{H>D3v`r=Vd7ua9t{y}s#qGAU@xPTbXUsz88TF3TD+x;HaPI1jq8mnr@p4n^ z>tWRzLPi49A5FTxvaL!moxt&NBE{}R_fHB_6tnXUWu~i(VvLcf7tz~6>G#L!4qX@m z?a<8qEa!S$vc)J#o?&l*R-d4B+N$a5@_xd@7K3IjSJe+LXg&ok(DN@+#q6d1$i=M& zFOxg`XRg%ANoq#Z;t*&pzPB@~1Y|9T!`CJCc;&f#p`mU;q+0y_FtmoMcsQjQDo{AV zeSWUWMWuJxhE}mRIf_*Y_6cPs+ekeu+-erAOPy_*erI7a&MX;at1Dn zcYyx}R+Z=sGxig`z#NZE&=;?^tN-G0F)q591mDf~f`&qLjN79Y_j6F6@zC<*_mb};HSVrH6OtFtJ7~*@K%}8zXv@*G2-K%rf30Qe>jxLus z9bZ)g2y3({4elD+d|aH!Sq}|o*vmPuk_7Xs(#VUn4G~3OD-+0<&gshJ&jgNAR#$M$ zU{mobNo3$KviE~7=NlTCRiA`{{6{3piiFj2uhvoViyPd!l?dd;s9Xx)?Hr^1Yj0l> zIWUfiSI)-pU?nqS9}|7?nFuP?0*nG=y9zq~;PGgddHoMpfu>zU#+v zn{b~Q^uMYB#6*40?9Cc9C1R(rJ1^Zrc_7Qeu%S2{7GSUgXgT7wTiKvc$C@uCF_Nl>vP^j?MMR00T*@pnSs!?=fzL4;NCCTwO{j=8LTH-QIv z`I*N;cNHR;Wo73gt5=|1%1pU&?|vELj8PV@N-AQiEs0gXd3Ho?3_a~aA_cqvpDziA zRyMF0OjqU#n`DC8k@)HLvKLr(v_p>Zr9gaehy2+g`R)rn2NXGv0vz z+TiUg>$2qL_;TZQ_<8)Hc>)k7UGBS4Z2!a2v0>ybbNY?n%w2dN0sVd%Sx_A2j_I0 zQjIs=#$1BfBN35;t97l$rAHb!u1D62(>p+IOg;k`LD&MvIIrEsabG!@mR!4{#4uj4H0Wb|51Q@v(io}aENUPbv*Q=6f zU$Iiz_?={sj%$uQK=#dUQM1zFyTE&FDC@A~OsbyB%w6cQ)#{Ty6MCK12JL)yUV0fF z+v$hk)UTK?t?1U^>BM0$^e0E7Azr<8l-Zj`23-|*HeEjES>AwCna>SR9_hRcZGh;Q zP9qm7u%TZ)jYvLR7%AiKye+hwECf^GGwqv;Bcx7C#yGA<$g?viJ?z zKVSZ}?3d*bg9={M)P78LuAl9iX>#+*HW+;+>p9=|okbhPAx#+QjBJRgWuNPjQE$ij zrsx(3>2{EA_TGi2K?giNe4sBPlDA^q{b%D9F_c?Nv%c+LmF&Ob*}MWR{RG|K|E7_H zcoUCU#PGe%_gGF57%Y=y)MM#q+^jSw;7WyN@e!W51md?4Mnyl~MSMMse_ZpQoZRh_|}vTVKpn~ zf~;p9GOAAJ=ANC@&WI@1q^rLna&FE}W*w2;a)a9M_>t!0>8Kp5-fn-jQE%<3+;Bq( zM|#Jdt>~B8{H1qW4PcB6AimSG&t>65*HtI0%(=~8pINv7wA0X8Nr_64ag6~K)q3Yxu zAs^O#E!WNt%Ip^}RuSoUa~G4?icQ$=(IumbW6_ge8IKH>E#?acGOu;GJ#XIhtW#aj zSLK*xKSr{-G_r8(vg_E#CmuTvS?gT{zVB%rxnSsfe7@54h!o%xl>OEZS|fg#j$@SD zE*Q3TN9XuzLic+NpCHP}2WtnUW(Db8?# zN}?^QRO|M6P+Tq){2R)twKSn;1);Xl1B&g4q%^ymQ095QuO|eU4e<8bUTWVqk&cNM zISm7HAI+xeycuw+4Ji8#nwwyElP7!`!o@!7=iC@w81Q)8iiISgEM=VM*B;$wh<)#KYQ@cPtdMtt6l63Ts(r#BK?L;`8CQ8*LCUV7oT$|wx3ahW6j6tgY zmim@9n_!r9lJAM<=d+;?hJ+=+;8ll?bd|8Mw68EH#C`j>x0ubd?>!$V76b)Yo}kzP z`+)XXlc!&QfqU>_HpvIwYpA8~qjd|QL`#b!*zC`^33!qZ2KDXqRFS`f zhfl$~4GWgV4*l5<;xD`Z%P)c{0fwJA_<7<#F6sxsIRZKf2oFE{kJ{GX^{c=BRy!56 zCZME6PR0e->c=2qD1VECG(izj&DZqs9LEH|;}!sy=C3vj6puf5E{& zJ|B4ttgLv#_YV_fj~~ci0eN~SuD|g4TdY+CE1x!;`HN`$W3m6(z^5aCT>b&#f57B- z;LHDi35dZ}l!yf^rU(@O8(Udrh}w3fpK8AMx0tD2PkD`+3l#h3s>KQRRQaq5XWr@j zliU9IDYb9+M}BKF=ABtuLK}tgW-@fI0tvGiBkbd&=j}w>RN7yV+OW$=WQg2on(yc0A_yF%(Fb8tld-r=y7N5PB z>}@T<&dudEcK6Q!$d6=6@TuLkL3e-}0HOy$mWS>j*LXM$`TU-)-}s9l{9iw9QcJB5 zvK*-is1wM1U}?MLO^L{;Cg1k^nNE_bx2rGCB{#cOgRm}b{mjo!w~zAXQ9!H5>nGZ| zjOAUwOohzncD5A`%lH{L#|nVX4Ax?S+un(i9;mO6ELZRX_K$xAqu>9=We7M90 zfd#d4x^;SutY=O}R*mr*^f^i`oj`xbIaN90<=ksqUtX&VXYZSe=R~8S=aiT22J_6x()o-R9Q^s_;^c+x}13KJCcD&823=SoBj)Eib$)ANqtq5ni!*-C-^I8x>!h1UP-#7x1@B1&17F z3o|^so+y>Ka&g8ZQuqI_oBt~fq#oJjyK5k;%N8_;aF(!K9^(erLN#C&$Cd}liPd+c zX!LWc?XB>fwR?6_sKh+$keaRbZ^AbfelB!?UP#3y^34O+)4eg|rR6sn)4KqAozOK% zEEFH3Rkkj8bMj|U1njLJNDk}H zZ+-c>{MHTvdfJ)grn8)ew{Dq3E4TfLeAmWeEaVIQ zN*Be(N{+sMm)l=7-!+<*dG(-j=7pJ`pX!1<;0fX0lcyrPGRX_Wwf(-Z-l9*>P7W04 zKFavN`2b5~6@J4n&pr-K#pNb__!PtMaQorS4?)pZpzJvVu#) z+~R+43nDt0YamWh5Xib#lsx2T6uQBd>s2~j;?OTliQq2FH?;a0MRKYD&K6Y+#+N|t z=#&*tYOo@19S!`s_12{b5Ea&?>ddmcKwn0le%Fw>&jXKwr6*lY@ml7 zq!QWTGJ+<`fGd{3$R_;GNbhPdBEjHs3(qeou zY5tu6aUcO>zkq)0)c+Kc)A^|PQ$%bGv*!+llu_rJL{97Ng1#NX*nr{5a&l^z!$6=+ zPT1<_2aNMkr`>Yag^HCb^#y+8XuXH6y1B73k*`zqTtqAEi2J`fkyQJ6)f${qubFuR zdMGXLsS%}0@9G?V5dub6O9e_!or?a}--RuKS!g7RF*FzzS%(RjoU*K`l^)Ji-;%70 zZd~YoNr@npj&wePdZ?9&oPbLWI7<4ocZHX)nH>{&EErk~_xgMSxf3s0v9`cLC1gDC zrd$LzI)6G|QAJ&j+I+xs&YC|?;BCKIfYG?`r)%4HKAy7g#VART#%nA4WWAS>EYpyY z^P3cn5we8OrXYIf%v>MN#`-FSzEgjCXNe=8PsOJrFCya+)N4Dir_urf&GQ?h{~!)E6}QNJapWHqoua|3msmA97{eUIpRD$=s_1NU{>=%tS>bmR$)u- zIu6=JVIt(vVc~E^&nIQa^?4bW*VOOI88#=TC>;<(`54J(Cxg3Te|5b{T2KLHFq*9tnKFxu23*Ww+M~ppB3m{eCdn z#`xK_E;1JtS58Y2FoYTUno6Xjn+H<7Nd~yw5do z(}8P!mh=O2L1}r@nIX9z#5OS}tbv%-7#ubjQreFd%^9*89ntW_Hi%&ZBMOMEaG5(r zvMH~`Oymd-S3Z{X-LvU~uawt~)GXMK{_+A~Fd% z7K_pC4j;1D#;>-WO$nL+8Pu@-G>6p%aI;w{hgFZmV+l|Lwm??II^;JUNY-Mp3kPdg zR$|`4HX>t9JS>8Qzi!M{%+DI<>t!PJ$~tN>DOYzuU(CwU`3!Yum=D>_xX2SWXo=ie zKON~Xf_k`6z4fR>B|@{OT*E#Qh67&8T%+*P7dX;F1k0y>jI1y z*vO$*Mw^s(fc^$GMlG**c!5D+#eVW}=NFk;zZVNv=UZNRw(;gy--$2{FvYkqN=)Aq z+l)MhS~rN`UY){zR?~c2u3M|jU~ptDnw7nPbH%p#q);)d7Pd}5-{j;zoyg@XVuR7m z)f46g%ZqN|1%QdzK?xhBB2EF)qA3n+MvGy*3&~=tudaiP@kGapM#4HSE@25&MJ@m% zLY;)p2`3y@9wx3xdCoZ+8w|X<_AC|~!LeDIXOhHj+4EQlCjKRSI1pOUlj7a;fqNt8 zmJs&UO||Xe?g|_~XSv1*yXWY8sd#L`^GxO({Q(cHaQgiPJC`XDH3x?Flslrd0QXcb z2v-FVJu}64Vlp)n9YIT)na`&hxBJT|5q^CIIgSioAK#Q0%}?oWfRwy4`B#cFwWQ>d z&MWsa>KBT(zFpQXbKMe7Ty9L)gL_nwx5qa&I^kM4@wE;d>>E2xC`nIeIgxQhRG{{r z_T55gsi`@fnvLu}C}{5dRig^`WV+9hH;Hv;du3sH;|nwH{+p5NcFV1KR<&p@ry7R0DlB9!B~cN^AY;dD5$ zeZ*8R&oWysO6Rch&SDuUS1ZeNbZUF!NgQmfSA?V?Qro1@aJ$+XCegN%>OK(}D5Lwn zGPGW+n0HuJs2lZdGT3;7aXM>uc+0M$6k- zVQNntZ=}g6A$7)&V8urS5B3yQuj4w-&ew`bWVX@vc)ahJL@tXheC-c(nMfX8nq58l zFxXK1I}jG9KlUa*kkhJIztStUA;isPVSDO#9qGUCD>@9YA8D`27fS4QfYZ}w5!&IV zg^Y5!!)=zyMY(ZbS#{-gQuBIp=rVJS-nJaqc30s(3^I$X?eC*>na{Mu3bL=qism>t zcFOsTEN*>$+pmbxtS0v3cUJN*2bJHQy<15fJP+G>jzroXE}sz>vl*$Y8$rpgZ%GBl zv1Eqpl9yhmKJ68#3#4POS)aIW9;x$QHA85`rr<|a3x!ot%%F)kffh@(H zoYwAtV|Ap@;dFQo%8vPVm|Dh>NC!j1qX!y}>jBt7>~#4OMT?$VL%1p9@@^XnT%Muf zGNA4*G+p^tBxdn`%-I)GOPJ<-oRvDzk~;G6d@p2rpd4mT>};fYRCoMc<-C)H`g^4~ z%|4$f*^eJxcN`yrJ`V`OYHUN6NewX1(NSE7v2;npR^Xvie%vHIx~2 zm2#$HMwcKtz3DMbVIo?IeMANMj=I!idnkVwbb;RIGv5aWfwye*S;RR%1&*?Tw1_Ev zD{J;=*+sWljpYkZMQ%}XMUY#EO5XQKJ$eSg>9!tN;QPR-1FOZAq7p$ zc*&N$$gi4aEXj!&9w2z(P93<`Ugb9A@hz0Nbfkn8`9g?HJVkT`oxo;~AFRgZzV6Aj zJ@zd2k~-^^&08G1$)dO3cLLfFuAm#O;Cq*yI&TX<4S{)I@deuQqjRf2G^&BRj1T}y zX#=S$7p@nfmLdYK&<0T$K|__33X|(p6S`{`xT>$ zPS>fpq&(&<*`z$(bMEM7X=1FJ=XPFw&SGfnYMSgHrQw3FZmMnUbQ#*ZZH`hXe0vK| zNu`=KlG-YPr#~X?JRs#6gsy)W$%l(|Cs2{g*J_Q_VcIE(}1a-kUAQ9spP`ye+Iq(G$ata{;be| z!eL+70;uOHu~wMnq2>hnMYhDLMB8iX@vm+HE3sAx)Y(+HxIvqi7)K;6o-_<;?Yv%a z{eagky48(FjbSpoj!-lv^dQlXdcEXV?h{i=4C&+2VQt^5L;I2w*XfB{3tXtRwEJP@ zJk(swFI%GLBst4(E}=cQz6{mfY=Ch1ZEJ?i7rci+T1=Pm(+kh~SB3NJ6i6Vt^ReOM zfAf$3(PrdTfPIu}E)E)gc4$hNzZ7*EmOiuEe-G#na-^z9NQC&yAj=)%N9xmVw%1oW z;2MY2#8A~ujP>Dd6_;at{io{9tQ}HZrpG~(98DQHQBqN#}ZstQqL6pJu7J*QxIAx?lT6TN4cqy#H*W zuAq_;XU6Vyj90Ts_@*n((a09~$i%V8s_!p)LpC@D`c}A~%||roQTwbw@3w1{7VDCa zP;o$qlHVUXUR6bWb>3maAjLX~jiNDE+J`Y0Cco0t$@tbY&*-)Zn7p2=45i^BdMwXJXBh;|G+w?h zn;e6@VjSZL&%m3fV)GAq|XXav!Z% zdOd%d7cLr?^u6=C7e=6WiT%uBJA2n?XD5;-G)vlORPs{^azXB?>$!*z4d!&SfNTcdH>FhxVab6W1#aqgw!tN%;Ie*r8!3~;5F zY9>iOx(-6W0lN-s;pc{uKu@2l&2NL-yuujehX}-r_c}@=QF+y6Pyi0_W=~!L+o|xAPjj%g0 zLS3w}S9c;T0(}x;#n5iaozZNV2Be|KqXG>10_;2x`RVzYYaPdd(M zIZiQ2OOEdMo3G{g=z5hNEt1ol`-CkJ=x+nT#`-auRlZ%fi8k0*eJ*MH6?ankf_Byi zsXb@w+HcZi1y+g)b%#&Jd&xTT8{}&;*t10+sU%qdiL1go+!)(3<>vP>AX9~TSnf%tfdqtjS%w6q`Rrf;xkN@I_T$%Q=S&kl$I*mG) zVeh-?)f=CoCC;8xVrvQddVSQ45v5JBdG2@mD%*GJlFPT^kUC*Fk6FjcBzH8!;A&(+ zSYy_XyOmvkWwN)Xgu0BiKOs0w0)E@B@4HlTVR$v+QEdZN1`nCoPSmN}4zF(8e7oSi zcG_GB+Q&)j1HJIeGH@UYjhCR}T0OZ`+S=whn7`B_G1`zH{l z)vEr+cY7A^haZWEr&r$iT^@R#H^{rquHRbWzx<(V4JPSc!Z9dPp8&b=4pYD5yLd|s z*Bqf+2US|t&s$JptY#5xUU!3^Y)`ZhPbv;28Wz`5aSz7;m24ewqKrd(r%5iQUd$sNwKdqhd5)<3=fe=)km7xLV>3xdV$X1q{_|gaUZU zoP`v=|H}pgHfiuq4qGQ>lm~NU)p9*63=B$E&sz$>58VS(L9m^{8u-c4u- zWF}c;OeK*cT6?Y2(2wD5H4Uou%i6va)~xHeSkGlI&$kSfp3c=eaM9KVktr-mVIVxE zZCk8cPFLyXk;~h|!`B@u8T{h0{_eJGQXB)H4Tjz1M0VIt6_X_Vmtc8r13gH2o6L2{ z_vQQhy$bV)p7~-av?&1=;A)qG(E8KZJkxG|qPbK$S|4=n zhBgYD?IFJY?PCsh0M}MD8~qg+-&VyU{l|aycIt!O=)#vaK1&F#@`*PM#d~Nu|KqmD z?1s#Z%b60xgFv(T%laqxFkAkm(_c8Y>$5IAZ;w4hi4di|^7GuOR6($lo`-gn(>{dR ztX{i3MY%1!kw(LfpYQ0PGVrdPzjhc*U_!99TA%w)o*%N$JwbJv<~xl9Z)Dx4a^$tD z2b^~CHjaWPb+b6!Gt*izHUh7ZZ!^G@cKy~8>j352z8;;pi#!)OBU8QkPm46?F$%0Z z7+JK?KMqO_`b_aaI$tV3SSW5a`AIu*zW3zF>hPvqEqr80NomR;K<(X1<}*UsR=@LLRxA!92%Km5_ZJ`)^p@DvxGLU+M7#1f-8bbYTC zj?5gQ2(i4kc6B29K;zkC1j?U$QjF>l0+#AArgR9A)RzFd1_(vs`~gf}T=;=5*k#kS*#%i32ZF}TIbY!;cl zx>~4Y^O3(6hJ}k)OY&Oa&bXQA2SLM%%TodgorfGF9dx|^8v*|W94E**4Y8!JLZi`r zn@$1kKu%721S1uAPSVx>^zE5Z!0T!qARV5EG$xyg@v$;h?aI=gvp*uP*Ab~e3q71>C7@? zBGpZphq9dj`SP~g120G%pcE=^`CACwaa#&Ov-$M6(2{-RJfqi&N>=@Pk>lg#aYiTW z1sv`fw_5BeuEcZfe?hPR#=PS5cOuU`Ff!$;A9;11b*q_vnw zWZ@F3_};u6mJjVe1tpTPJ-xlTPd%K_VK1O*<6yq?W#vHEn5`(mDt3wPvkW*cA_{JBTR1R>Ymsr z4*_Jt+M4Xv)_=ug&NfU-5K6dFwbEq&udgcSC=`%j2VwAM3S&G?Q@Fy~0{*)EG(76{!qpLd|~Sa{+o@ez0X^Pg90WteMI zNCVavLM)>`?B8>r`-0B`31R##?94S`0)b#u#k5O!BKO*CwoAzjN!tb`J7mtS?-tMQ zF5YJhG%h3yhFI3#Cm-FLw;qDL<1CN6V_;xl60qKKyEgE;G}+%N*Kk!46g_N_C<^&` z)L$Oy%nZ2V>#Ha(i}6{FeJOHp*mNXvwL!o3?6u_wD$CDONEJu>IOB`Nk$ZF0B*8n8 zgE{Ym6V zJWahp%a#bx4n!hca_;k~D|bJd<_CTs&&fwWoor5d0%ooh`^$_+0f=*$lA|QX*NRwN zoXQubycZwBMblV+;Tp?1s$9nF>wzvgOy)Q8+a>R}=5_UbWy^VhuTBTb#;j(5lMNnC z8=o&~dy@RsB7uC^nk-XPBPCMeME*X~dR2L9{ubY!7b~Addx}dc@2%MC;X{af$)ch> z8q&xufdN9vCmFZJ=l6ErR&AM(_y3Zh?Q_yB!wFZS||0?;JQKGaH~LZNEZ z;@-&S9vh@kSVXXs%2OzWNpgUpYI~^=r|t(SxE}OQTDuiu$&2CU-*fTQaPUdZIAZlj z&T=z$A*Q_-_g4o}H-c7dpcjBRq!qLFVk?C77=LW$Dd{IWmgmd~QV_Nmas3JRIC24ql}p-hj_pnNR0l1YFDqNa6b1L( z4A>_%z#wW>cgnqYye~Kx++S|%=bL*X4bVG-05-@!(frAsaz+A<7mqnz{l$% z3Fdzo@jqhgAF=gA`Tvj3^N-H+W8Lu|h53gB^FPw(ABFiJYwL$*>p#}kKc@N*HL-t8 z^?&?4KbExr_<8(@$JsG*!mD|o7c*FVh;N5d{=kA=~ zLIvH?Y~M_7(oG?(T}%z4(4#s^p>SDA`Y7!=N;*}FE=~$sW%)fH z-zigyQa8TPHaYjx*Z%z-_t2pGmR=G@&;IVK;B{>Ud4)pCr_cUo{oM}-FCNj3oIk8& z|Ke}A8$`u-@Pe|wyvvJU*uob!N;<^QsExocz(Jmxg1V9Jf*|4-woq{$98Ky>-pxIs z`sYWoIa4_eDL&o&l`VLIqj`p=VSaL5e|(skN|BkX*Tk(=JE!{tgZQBK+wxxlH3jWe z-peS?@+Q8V2OvFFPoePI_1<4uPvhWoKIOJ#8L3NPKs6mgV_(JXUpT#u<{do+gvJv@ z)o%CR-Z7S+q2gc8hGpWq*P6hrf7|?FbOq+k;gc$RWAGn8W6I|G63ZE1$`ycPQoD5Y zgrVgN0GyS(X52p~fq#EMk7-6ZGB@}A!(X_mAgTm_u@02=pMK%xcbl{ql*3bAi~bsz zFDQ#qjNknQINjN%I?mP5{)OdND2xZZn;7H*#&-TKEG`EEsu{m$!|)4dlRpOD)p%F- zE4Xk<4p7*#Nb!MRI9n<$c$epn$)#UlO3zb*?oVu%j@S8&}vl&A13c>WvU2(+h8s{I0*j`M2!Ek84pzPe+V`zzm$1T2~kaX!B6#xHDS zhKWMA#FI9?`&W?d{4Qczjxqhpg{T1ps-)_$`+FF32EPFBDhazh`IQUd24{m(+KT=H zvi)Defx1yJxcFBX&K)j*Y%kP*O#(gv2oxu86!r^eyNm#csmvqzD^jiE20$P+&OF6m zxZ_hQ05Q3a#r?_^L(iph_H#$-pZ^s?;!5SbhIpd(D_1Od6i93)<(ywRn ztQ8;M`G1|H;5#56LI0`6TYKJ_eESjk2mYVrt3rPE|GH)jR5AU*31c-3@bll#Y0`cEE}h!%;5R={oCBU(?p99f^Rj~;Y{%r&ZPgt+*<}j zxwdP=iXb6MD&0c~NJ^*F&>|huDV@?tNOw2V(w)K}-Q6W!0@5(Rzf0BMsa7(hH&0#8#N`M1#p& zi1d9V6{hyd_XS~4*?&&F0C>a5ok6KK5FTxhs5cx!ZmMg+L{&qhUKog)Sqt7W0EZK2Ey_%i%Q{rX!M3IduA7S`oc1cof$FYm#gqU5czPD?pwZPG&C z68cr}GUlM@4*QR3(%Nb0TRvq_;nQ^WC5oJPxh^ zW?j%6L;c8LD@Mc@xd*3LBi>#vr>V$_IX|j4^Z@PdBS5uXrvcd1{0;J3=jf>f4Uls#(yg^^j7O~_OvCe7VG)iK>xh1UKxEjM zm#D*gW!d*bHNNes&}IOUH9p|=5og}YA}6bXWY1>ae|*oICjLSLGzc8vODfvYvRYe( zn23mp(E)KD_lC1^nI4zkbSus!L@E2K*7H)EryS@KxGy8T?mFJ;;Y{y3eI#EuC{~<1?_YFJ0LT zniZqaLnqry{I(FYLCElnLl$T%U#iMf>_Fzt;&%Sd%*jf_c1iUxuQ^tm~y%Sdm5aGXEmvjqLITLjdHdp=zbZSGKVXe00A=LCnV^%@%jt z-K~oI`^#3FZ?&u{8;*UgNC{E=OqbK^EEolUZqxZ+^caHA#WUY8t=XY3-MQeymeTci z%6`h4-j?e!O-^g_qr+ekEN3Ipx7l^wYgzE~;{5eaj36OfeWIp^^a%^EJ#?3WNcKo+ z&F(gbol$mK=UWfYmi<{{xM|@0))B0K-8UMSP?h7k} zvs)jVrBS1U*wCAg5x1^>_-BFet5J&#ZPu>kRW)k9EkK)1U`_Ujf*p?)&f0lM@^O*X zIFSFOm#X8d@5Z4w{O0JQzSUE`3&oi1s#mfdP&!Iah~?s!^n1#{{g5m_mOPl9IGUBO zv)WdYw{6_zt>A&Vf=nUOz~+-v&p!-IJE>>J;^w6|CQ_e{MY;?B@xVmM$Khmn-s--4 z`^wcNr%*36&wTpf@fKmL2a<#$lK?{)CTM-S7K&61-(<*h+w#0^!d%14FSORZnV%V_ z_t?`~Mgx+bF3q{)Grs+b?=80czDDb{K`dAEGZ0S8mh*ma4Kp*TgK}rdn1>dDCrP_Ze|@K~_t(!hVw{K1)9sWBw0h_5 zhOaqF)jr3QlN4|~_mwryd%}OcWO7iwLwALP9ne4IB?f1r#lH*d(^QduJ^lEq|jA8H?PEl+(2!5*Ip@KfP@}yObbmveChZ z%3Fw3U4&7K!Wr<4I>Ve~@kC;Rz}XuP-zha;Tn+<83l7ZDpj%+GiWFA4Oo!8OYq~uX zO*@hh`xYN~!`8`^YC!tXK_4|^Zjay(6in3m$)=f}&RXWj+!Wc)n9f0+6ike?({$h% zRZfP=#P`k`Qxv(zgMHxZw-N{sa`E;%$nI>vh*TVNN9-b^ByfLijE?fEI1Y$)9zO~U zq@YS#kqkj-Q2snsrLhYu!v>iLrmb;}FiW|KM}#*rr-rkvJ#L);P@K0;+d|$m`k_p= z-=TTY*5O)WtLoe7@Q)C1DvC%9b8whW-@zbV!q|NB7}}Zp)>uw>a5G7`$}c>z9=jnO z&+{pIPjNnaEk1LFGAV22eX304ZAtHjy|Qm_Tm_UOEIvDLLmReP+)6cCKkWRZ5{%J_ z=O~_SrYe8BI<|_jWA6t^>>ATPmOe#V zD8!ZTyE?z&Dw%1m-D5twynD&NnB2jm<*M)sNlKz8+BwjaS@$J#(@u5`>J0vjra41- zvwhPKeBzE1u=gtG(|TYvR!KL#duRRZ-4N$TALls%I0 z3T9rjigmC|QagA(ivEu_Y##sEJ8dz0!x0+|OyzzXQR-V4Tdz2J3#5 zdqln<$o{cr{T|Wbv165h63O}DHwk>0dzd9Z!*vs>?uuxrxz>$t%ZIO}*q{5jKY9P) zDlb=)0a5Q&_#7@12Uw?*#jB#ZJ`!qrjsBip_d)(*#cotY_^q{w<`jrgVwspT1%vr{ zi1!Bz#uwKgbp<@d&`J1j>x9L$mR{_IQd)#*Q?0Sje;={N5KR{6M@m>Y<3l5*GcBv_mCRk2PYsMVnq+7)_eY1s zK_G)mh~hrY)RA1IzfY_+!FkOQ{G!F^ip53b?0Ec;uNF{!MJ@x_jElBDNkZ=trK$|r zFh7fs$g&18v)){cS%63GCzjIansrNbt9V2P#jIn4yn#{#DEd>NYz}#_-#Ps55RQO6 zYlfnLOl&JWfkkuEb9E+o5#|-|YipK6x0!D-J8IUU>{s=zw^o31_C$Zz`6YJ)!Ew#G z@7FKaA<)O$cfctnBcf1ShqsjoNh-oGNaJSBw?`|_r%;_dUX&qrou z3lfHLi-I@%>}&IYQ0ZO5HKG$Gg4d2H*@s0A$N3EH`XK&H*aoeVkUpuX7;ecTGL@&! z^>|{$4s9G&JYBRyPH;&aQz`t@6_trZDqmHdJPhGH1xfb{#KG{Z6``b>IBWI0s4%{r z&|QY>jBm32Swe?L7X9z#`!3T_V$$op`DRYL@N|hW$q8oP8uQCET-H=Mmx-70Nk~%? z+XIFE-SZv{lAr5si)M?duH^TxvZTB}tT6#lqZ67*+~$Ir=^vq8kin11&L0wO3h+FM zx#B;m3ok!(>ERp40~k|LSD%<4g?FdLI&2T8>(KKNDvXc(c3v`}dx(I8-#L$u6x;w# zQGLAUYydSrI*b#{Cl*NdE_QymEEZ>c#7F<~O73o|+^e?qee+M1a%sOXEED)yfl!{+ zEGe=_4l8-`@(y}Nw~%NSK^bwda;5w)EL(o%b&wN-=ET75?C7q>0F5ncwv^AiC!a(Nr>T8 zrg<7>-tL=9hAm1n(5x!(QGx|aRDD5gv*1m zgbK=^ab`@UFV$5*_ym1;9`*|S!8Nf?(!>BFb~{(|my z#)R;Ms@jPQn@cwuH2k(`=BX=5EKjawyr9QqOyRP8GX@c=+d93TGz;owLSD1Sk1*B+ zCDN}3a0j3#y3a;?!@f~~V|de1)|LVd*gP7R=MG#4H}si zK@0cZBLxK&3}QS_!;jB0b6CakyM-TG{!m-fyQ9r67aAs*gLmTxVId9G>`T38iSNJ* zRERL^d6-SB1?VgchTLK-#I1WTq6PW}_cLAuSXO)<%5!Mm%(?UNY%Gf*1zN=rVNChLu5}IKw40Y00F>PvCf^Sx zvkR>ew+cBVMZ5%4a<1uh?HGxfVS zVFvNgYrUQ-4-k(#!Mp{0OuZaWBr1?Xl^RTmxzfDd)|-g+BQb|M1vQ3yTWa}}9ge6= zzvrjBHaxNtenCq2UaN3*@isqbaT^$_x%XE&t;5G@>8u-1aTD8$gn4S{MXNz5Ygvp z>#0vK?BupB$`zxCW!&u_XhdxY9Jo#@N`3~WZKOpyi8ic?1PNx7;-Y0kms=gcQ z^Q{wmR|F$25`^CoGOULwq&&4n#hgy_zS{Yl70i&0ye^{(W7gmNL{!GQv6b^>?S4+K|@UV_Wolc%cys!ahI{pKh%D2q9n~DN{>|@ z%LbWsN()&VCZDix9uukNnOM=NCM+;`=dIo*_Z$uRitVVDjMBTH>e-B&kkGST8huci}9H zkp`Rplc2v4p@8pQ>J9Pc7^SqRC?!gWSBOGbQzPVS=A|T=r{mH`0e#Qc*A_RI!3OrS zLSac{~m>qOKUPrl%Sb~}Ni zlAJhD_p zab~k(C7BWVFG}RFZ=O{6lK@vxN*byfyN=cFPWNm}X$u;#39E0FFmg?HOSxY_2{;*{jgwFUA=Jm^;k zq>7nY&tYd_gS<2$-!Y!%dWOFQcfUKY!A$I;>(`A4%O;)>Q5cudV6>nHN95h|wPbvw z25;?1Le4P5!-bP39#Sn*oj8nicH7^^FO0TcWecSkcR!Jd+PE6{^4yEVuAB+^W0-SE zS>o@htWb_TG<0aBu^TYS60_T=<6-{>5z7ZV^;4_pHjF*?ooUu1(& zz05cRL38s*?_=J-Le^MeH!Py}c!a{t{j<8Z=-xFRzS_s}sXP;6aUpvcWY~LgU*AD` zp;)J#F%x{>yUYf=PG}CZMDR2Tg=oDH&;I7ROZK-S;}3Ic~rpN z`CI&;Q-O#IPO;%;xd=-`dGJ;M@zAvnCemPO_9v;ybyP(&Z9ONE6RwW|^X!S}h)gSF zX_rfM_OFtb*%A-(W~@D^>@RP(=+0CnocnIN*Dw9MFo2ijiSAjodyN7-#A%frq zS;RqL(jtgE&kOTd&O6N^hDRZm4qs@-fOj>k!BbCuytSLIi!TEmy~qX+N!0&zzADte zZPw;7{6%%b=1M##Qr}&YD~4hWM`dnksTLDy2imdAuMmVy5b_rGsId3So#=u+oZ^JH z-u*TSuUW&C(HHc=l#{q|ZkB@2@Kq79T$>z6pchp_9M^I)N%5xFb94q^{*e6D@|=n_+!zNYyKtVNcj! zJj{yYnuE(`oQ31tG-16+kWuFg3>3`Hx!-lrzYPzDAq|%2zE?BckaGSDOK?_d=4TYkI2mUI@BFz=-P^NrMaNDJKE}yhK-&@ zEx{Xr;&^VM=#h`Dwhz;!jn1p^xO(!iT{DKLFjtt-TZ*M zRx)8-(aBwlAxJySs3fJes>s8t!-bSNa(j%W9)Pt?EGDz2;83N+e&rf&R4XO&HOl!i z+_*L%s@EChJE(C9l@;o&A9PYhOE&tc1$0~Ab+@t)bNgjG4fx#y2tPY=mHu!R&qG-j z!>ePUQJYd!#(T`%BxKyfkhtke8k0Ez2t6%Voz(qhQMHVNBKgwN zG1wAiYOqnu#L)14&!08v$t?S>W;O)GEb;;*rfq8w2{Ao4Yc{l@QcdFprriUZ*4v9h zlpD&pmXdP2h5K%Ue)SM15d|1~Rh&?1UrsSge5Vt027DVLnq+&;n3f+O3pIr&eM=3* z?df`yi$nDsA#2RGe|xb(Al;Wv3cYOwsFKU^bX7xx)wT1VGS<`jMu2(eX$n-CkfiEz z(kqJ6P8-Wie2rdo(y38T$0Lw9P++_Ev1J!kad*`@+IN~D9;rU_?tf*;&=vO1sDwAd z!~x8fNu`@m@lu{~qy#@&Wh+|JR&3H6=vPNcm{2@$@ax^2tHT93h*=d2I*p1T=Q)=D z8TW5ZMPe>2(6>zmB#gEw0*PZJ?1pr)$G<)q*S{|`x++SR-+n8Nk>FIx_X%2NzFyy$ zr1uxfHzZeZF}FgEVI|`!qzSN&q$-BsNiNCi4;W}Lh}bh8EbpE#GKo}$Js!ju?7mA& zwJ4b(bKpAaU??zOm3-k4Zc(0dDGj;ry^A^+3=T%Po>xVOkYh)P_1FX9pu#puZg<`;;ia{ zZgqtm$|NNbCFlHNSqG=(`Xj~iS{1w}gKg^f)%EIi@BPX)mZKc4i8Jj}yc#Hx_z^Az z!6VJ~b-yuGGI-Zyq31}XlTD4|e8v7v?bQ0~O37v#FoTC9?v4YlRiLkt)e`s2W|>{t zfLYL2ls%NR7Bi?IYKo}Cz*sdgt)RO{nCllwHN-yj2Og(e&EeUO~|1M9$augY?-L)781+c2U>wth*JIU9mmA!Tc~!Kq^?3( z%gM7Jn;SVm_G=7c;BoY9uHbDBp9A9QZ6Wwo+?#mE)S!nd60~1DD;NnA+SQ6Z+2FL% zMKvV8>f=54-0{%bJ-Sz*~jd&P)SVxQh|ThP>O^3HnmtocIT4C|Ag&0!{EwP9_# zbv03dO~z6j2*Yu1`7jX4KeH}^Q`5qk-<+}PT-p1_`x-@rY!Xr?I>g)EM*XP5we6nB z(1;?oigCDTOJux|Yg)BL8PE0Ds>RvUWf?cxxt47Iju9w?zPGDQ@Vu*oN>EJNLNaQ9 z!7gv~vLtU|SVebw+2XKTeOfk(SmDN@>_BH^2^%!f_7L5l;wfUcFrLIw9Ov|2BrlXz zL{oXoVo1nV9mu_K0dWI+5|e?jRMZ&$n&c5Y1|{vpOQY;*o2Ff<<8M>MF|MsJGm4)c z!)ZLOicKTrX$ggFKN&p#)-_hj5H40OTEYcs9Teb^uZ?_XmJ8rX`w3k-ijA(tu%ITd zB3&i|JlV$R>RYDMY&#~1#~Nn5dFaLlj87a<;usQ2`E@70Po=_;-1QjlsDRIJ1I5)j z7`%iU^-pVM@0@^l+=tn+Y!+S>SeBx2e5GX7?4QokGBjGEuMdEPCqB!K?~3{ABxe&M z23%YSY9h)TIbh(k`u#xWnPV>?$jMxbya0_E9+lP_8ZjAG!2C62XXaa#(vaCD4zZ7U z4=rYf@CbSuI_`+W>>c)rgc^9ZY7U-MKhtLLPttT*siAY}E^&3*dmCl+4I*a}2stp& z4V_W1+9@D~$;hs{>C1lR8%-T+L@dW@PI3yg_ZlxliwT2%j}E24r3}I(iJ=uW7VHHS zOu0*KV4}kxtdqh7Mf5s%Di(XS#KCJdOZEdy3`kOGRs1Y(e{#(k#e#|`JPiDw;`q!l z1h}QqD$`8S;JJNE*j5MqjNa*aNj2i?1>NR(NPrYaMe52lfs^3m0qr0wtADy+katR? zzsJ>jB^SbPOp-&>&ws6@ajMP_9GQ>OwruK5c%Sh1vh z!lFLV%=j3+w*p+jrKxiJdn*`K<9vFM&i@dSqaCU#V$}d-@q>-;L$A(~q&4nTdCAA+KCw(8#yiGy4;|s(?1YHs|yO zb7PpZfPz1H-`(lTvoZ|IjscYGN*(V_S5`W`g`{!c#<){(RyS@}vK_lf3>g@i)J3nT zF4fmaP`*>CjJ|V~cfWKL}@6A}htGviq z|32vu)rGtvATBn@#Wcg!WZsiOB&NjC2&q%y^HI=xdKfs!2daaLvYSsXg=mtIP>g=k zn+AO!Sx&qxb@yI3-kv>?Y=oikt(0+cCm1nC2-jh8Gh}_yv--#LTZ^$R&s|;D-HI8F z!{F$2)~7$ef3!vsz2wJA%83p$iJu!>OE?Hhb4B*l>gJ))#ozW1bAUZ%(Oscay~N>^ z9f?zNX5*r9FfzC;58maN33ia8{1BaA7v6{>Ip;Z}_E9uyFx$Y@RwD{jt*XKz1GFG( zK#H;WSTQPXvW<5R!#o9>*V@+F zwHoZWU+hmZC*9a3b=_VFFc0e!gqulP(hW25)R1@CX}&$D)sgfhlGJC*XB!@CT=j9) zCp}HWu3X3oNDy&W2@|Hwpnv}y6s+FQe>&&9l%urX!{zb>0JvPk}q}*fjMY7vP82<6iqOK$FP!I8edYU@0 znGur)gn`<@jmg{3hR!)~K-DOtFWcE?Smznq8OA<&pz0w^5kKdhcgAUf00%LGvHs?W zA({ZDkv!QcnT4@{yklzW&_SS{yMa$BcmrIpjN~^L0BC5f0N-=az^Ps*5|-I)BmlI) zeXLVva}KfDd;VtGWS~=Ha9s|Tswm6ID3D~p?M=&RD+@bugyWpcUE}2j;5WUL@07DX zp|||=)>wO6T*2`zgH}39`{R;R$IXvRh$G$RZ3L2G<6Y5ku<_zH0dDn}1W_L4eNSc2 zT$#<#epgMLCg$^}n)O*Rl$gRbXkfGjF`h2|)vB1Lv)u2nyL`NdY?~~$oTf?)BW1V@ zS1nVx8e*`a^Q5zv zt_gj(6q5>XpK<6CKj#|?B0d21$-4*aoRMMX^kol)8a$ipiy0-@_L6 zR*cD7*Aa5MZ7YUisgDwX5;*()UCniKU6g9Z)S8O5Wn5_*g0@x~F9X^fewlw%d(xs!KoENIX?j#egzZUC z8UZCibhvuPlbA6I6vOa~pK7hV9v9V_a-nu64z~DjP(JXg4nInM(J2HV8MV1@_N!x| z%GBU@5snVBZ)LCL<((_LUdRjtUGKeS*rqegeUS4+GyFww&&bs=^~3emk-G2zGvLNf z0WuzNKpN*%p~}F_v)Ak}j1;I7#4`o#`HI%As+vsf6)A)f$XK-7i$G}vn;?ZOf(#Dr z>3IKfDIUW{wtTRyFSlvXs*m-|*GV*ru}gHG`w3p@aCun%8+Ge6Q&ve&MM-+_iE;2A z_IipXti3()?N3pt6@Zza&sfI-@eDV67K~{JMF+*qHg~Kgrm;;5{Fv>4#T}V@u4mpQ zrTFxf1(t=K%G{ZV6wOK^2RUQS3#)kTX{&Z$?wF5m{@b>p|xc^U1e_ z8B3^h@GOJ3;kHu?Gz2{Gz}rJV$VL4H2+;jK!SY+d(&`K9oMe{eQ=OORJBaf@A42Ra zy8arKf{pfhY5OLG+~;RQSOcntIhg1WmpA2V%Dh?1lzh54=5P!-*!WVn`D> zDswd8TGP^}w@;Vw3oLl4Z#!GqbPP&6DxJ?hvAUvc_HQAlL;FY#R%7p+Gy*P!z{4N zaKRM`M)j$V_oa%C^53?n>b}Qy#{Gy_B-(^Uml%3+Z+RGz(Bl)>y$S5XcWwU~%gl;NAN zl$xvx>hrQuovaFRqzkqgu42#6^>Zop?i6_~GiJg$LB6;mO|r$kcXPB{ToA-4hbBBr z4y;`MZZ>R&&^A{AJQhY4`|l1k4`5z-!q|vS3!+lGnv!8lWN&YxN3UDRg zRRdZK_Ct0{qZeV0qH%)`?Bk?jGMoQZjjw_;($x{N_Gnk#LuI6IwIjGiKS{8xY8O$8 z6t*U_QrN*E7Wq?;p6lADSoNHYZAFzZ5lOlpkV#65?`?XV>^@k4PDI>SQx4DEwg!0K zfV%Z!5NlhHNT z42k(5Yn?tEnC>fnJ(%f?)W=WDI3hJ%AZtG8kP4O?w~2G$XLkuSb9;Qkp|gJe=;&|w zd|6in*khU?pXD5=YhQZ;@=tsF%S8u;lMZq=Y%C2zNY*}4euSl(j;nDBQqTVV5U5oH-OfdD)626x;f|o@RsU4x};v#RZm{$ ziw`LZD+8t7x}wMv=-lz66&Yxsg4est%~d=Jmaf2%cmR{aI!u4FsN@6P{^Ivc8e#&Y zolBHWV1>D(#34F58uUfhnc}V(6b(2dwatGB9m+IiL-Tk<`y;JW@{}4&kO{h17~=(mHz)_UC)|NXvQNWy_z#0D3?0`!j+2AtIlRqfS2Yzx zh_}=BLp=?T#=U25^sRNT(S7+ik4|T8*0l4Oo>H8(D5SP7iyG<;(y3~>A73f9JT=$2 z(Rne^-i=!}G)@@#&Pq)!N5%Hg94H@r{1bIaBIDCL`Z8^5q;!EGZ}YKo5R2L`L0aJrRQH_NzCut575D)iMxZ8xjljV zon_#I9!Q0jbz|O-;|X8Vn~n~mO4Gb}gIOzme)2|^>f^>V$*5CNm$ipM6ysxGgC1$v zen`NsmHjBSK<@ue_l3k9o&lDFvI&rssvwTg#AuHpM5#K8C7`QsS;P7UzbASmH5K8P@sM6ph};+T;nN&4Y^2n5nE5K`jy`!~@5|gOaN=mxdB(F5<>rs;WGgq?U881g z0W}))p&MJwG}HC>E+hDvomqiC44lha!mSWY=RaG`VayO;`oFBqwp$pRkG-v>0#m-R zTb%52pBY*2$e|r* z%5T4MMwA-PnYbVuI8Xb`cOmJ$k|n9Tb!}#RpdHF%{PaA|;o8~lHvSR9POLV=;z$Ft z>H3xO);u%S5Bd(yG+jvIDbMou!gG)-^wbd94@(HeHNfk7B2(VHj$k*~PH5$B#A)bD zgk>(y2m!_k+uta7dTyBHrQ493U#T$gRXw@L6Yiud&qaIz4X0@yv=g8+A!R^guF2}5 zG^r7fU00Oxxsox|XFqhgZO*&fW_8~Ww7wuko31QG>?_*K7I1uXH?3tO=et^1kdcCb ze6*=Q8R+fXbd$NEuGDcm6S^C>(x%=?i!uYGm44(xo=u97dOuFL2~> zqW?yH*fXVOI)VmV##2AM2|8sTpI)t;rI8s#tDQ1v)f&Yh?Am5q`f#y1t%TB3^iF{F zC2Oa(vKH%f^#;rW>tSk>MC~)6@-Lu@Q9Ff~$}IhZ-44QiV=t0ucSB;5LHcL;3Gu?ZgV>hH3Iry_SaIBnC{dc%6_V!vSpis zZBo-mU3tp63+$dzt;BVU2AhEiYdLryV)Wj_M>p5>4++vM0KDV0I9PS7PQ?F`NCM+J7}-pZw?>lvnZBe|7h>Iq4f~|>Y16ZQL;&G5#t&W0z$UJ3%ygMNXk;t=A&J+HXD^SSw zBt{76O-#`7CcGxR#DHvUG6%T|c%B1@X!j47-H?=l8n>ZBs(04cIb|}sq?+*~dzeI6 zB!REo$!iN+$KXHx0U zlpQA{JgRE4M@~dfGdUrW9;D%|Qv=F{mOXB4occVkEv_q8FubfilA#~yL+P|Mi?1=U z`e;-nimI4eCkk;gAKsn6ixOk$!i(+dZ)Qf6X5%szdU)p)fyxJD??)owbo}J+Rdll- zzGcy6pcA{VS5W4f9Jo6Z=MLdYspE1;#V31wP;?~L7pppGvL}~jd;&)C^z)7|H-OtO z2d(8W344gem6Q^8mD9OQGlc|+)(eq7_Wo!(!9#PijQ=?cf48r44VhT~Sbf4H2Kunv z699~uV80%9flLnBHIV zoRrqeIh+2a1)x1bj_fgh)^ZP3-YnwaCM7ATEMJ@9+fH*p5K)mBMwh+7tfm;!{yRaEk(63ZQ>*%KhP_0Td%pXJ7+p@ z{?0{&H8^iTlg)a`=$A>}8X1n*mK63FRz}w(s4F71jY)(j_p~{hQ zNsRAHz@_X@Z*N?0;b_3iAU`MHNt0F&fJY3QuGrP|+1qNC*41Y>F?WJ&sn9ShKQkkj zhK0ssAqJ`B-iSt7_Sj0qn)uveiHH{Y^sz+vt@pGI^EfarMiqrIi!Z9XqTpQhu&(c9 z(sy5-8b7M^cMOG%v`bO>4Tju#uZMF*KnLcZ!=`R;NTonKhNExownzd&(UqMey-L>^1a# z@Ymqw{2BD+M-WM!;Qh7&&J+a-I7AY>n$~~fO453Boc{WBB%b($Q{`OoStc3;v40i5 z#x2P{kL^u>fD0LaDa0*^<^?y6wy)v+1`!NlNLv`awYs)l{{q(xizBAA+Uv++H`{YD zlpdL9t8O3ltAvmSn^^8O6ev<$(|bmHh0p42!Vjf&!zt~UB-vuFYgEW65m?biL_dlP z7>lH=V7p?k8!n@sW(RqC%i{6BrN~Vra@_Oezng!j7$?^0P4}yQZMLblxN=%lj|3w5 zORa_$zEFvZ2U_3>vQAjdYVUo~$+LxP^o;ku{31-{!#_^H`Aq1f={Qd<90R}~m#0gN zM!nDj%AQ=mhJVMB{z0JlVv2&v|7My(Ow3$Ks zN3K)Xw`MX`_v#Pqn@_Tw-aKl|AP*RYUt)e*o|4VfS?y?_nxz_La&3okTs{iH;0Wg4 zu`*Xm6|FV4y8znCTh{mbx$1Mc6h|{?t@6X^H&p8%E77Y$C6~S@CrZhRMS(o2CZt(w zQ7EYuqw*>v3hR=7`q8^!QYH&wD^`cqFxDTp{Am>AI7uhIpsWj7n9OzKOv^8)b64~} z2U&>GA3MU1Q2R9DnWvV(>(9S1(x4l}9z*?HT0dGBUQ(1anBg~VEF1QlFPG^2Bf--r z7$mF=a_A8NNPDv18aHBOVtRW6-^CgI;6VhJFm|LxFW>(9=*}i*!K)7cgZ>LJOz&5N zbC-Z~{pR9+CN?E?`QO6zzc7V4XoY{OP?9HiRMha3f!dAD2UA^6`e=cQi}o+~KQT_fyD(fmz#ZT}zGQe-e>_51xE#d$%wtl`N z=igI~zt;e)XP(lOiP(StzW`$rU^16p9GU&b?)jHJ`|D4ZQh=Q-U%Yi@^zZ+7R0|-% zyB7=a{|5|oSq6XvKT*UZK=8lp>VIwU*$aTI{^J8iubFPJEIJ){gbEv4_OBG z6oA7YI8;tPN5K;MI}hb=rZ;E?yc`nFR^XBEjIaLw<^S^mmK=Z-?mPKO_nl-$nW~^O$Dsies8b%nhgJm+yyS^;L*R`I_#+L z{(!%vvDB#kC(;~r;CbYK?<(Xzs8oQz>YJ7RCo&>$qiQgI-^c&?4*uL-9Dqn~-#)7O zpGcm3AvY)cSA+Ve&%56nnlQkj{IhER6L}V4k#WJl-t+(M^X~UX79VhER8fonL`vq9 zZ?5P6Fy;Tt3rk`FY!)YAI^;i5zCn_@`QO&}*Iu*e0|AW|z4ZCN^%&p@w3v&3=PCDl z^Z&VlI)cEj0HT_HwD=3u+uPfi|3=!AVBzEAqug`3T>wrf-@J9n=R|G$zKU6c(9ggy z`_G!CoYNl`tsi6J6B44GZVf$&6udTb*~tog(NCaIaK}Rcdm&BLi1QC#+9dG>fXx6L zbVdkt4K4b8hqd^huhA!2=7Ii6v?M92pPwHNf{%|9Fd52{Q0z4YU&Xk&+=DR~P%n9M zHW6I0`$LE}Wm&8y*y(ox0N_os93ukqNd#?H${U?r0q*~0*MqnSK>|3>gX>@?0}K+w zaS+p7)f|`M_dfC;F9{Wpeu~MDcQpO)gT)Tb!*N4rK2HX} zuL(MCyVj)nPD5`IF!+yzXT(pFCxvKzm(dSGGV1;o0rfO7@l~QYc16>jCE8yb zmXiNkGqsQPlbGU?Drt?DLu!^+2*7aHg@!ttMVI{Z5$jWnja}1!c)R(}0Cz5&P$ez= z^JDbp@8hMj9B--o*9G4cARqrE%?SJJEB?>73nP%+YoI+y5dZ7v?7RX#=+{Y2-LHH3 z6f)o&iI&G2YX9NM*n2$~w%ubGo7)8V|6!?ri)Iq{ zVVIC&Mu7(S>f^CP&emg+aIJsvcb4S)SP%=j`LDz>XbX5ed-J0+=|FX3I&U`KRGFEB;YVEIu+(&Zuim`%G`pXb@VZaea&T0i+Fb-@@>g>6k-9fU^PMF- zBE%-9uk_%$hf9?I;w*ptDJugkaH2{>fc_8rPC`S>0BCCg=hIru+CVK~wfS^76)kY_ z+)z1cpZ6WZKIOe(x9$ILhV7;k$LlC;M zL9C7JzGP9}(%!UJMg-7P5A)n*kW)2lo*;5A+ICcIrC8)cP6~u>%_j-DX7&6krZp`- z10p=2G^c3|{qWb*DEGA7hTZ(scGezZ_MaCm?^c*>TxGC9_vmHYPAthujJ?my9{RKQ z5*=iBM}bEGLZ}Yn!3#-#=?l7bm@`h4yQ~FzAI4%zj8(mqtM_b}m(`uvGXAcoTX}bV z9}|F*>nniVfJ0T+_v8hD8LSwWX7~)K)4cjaG6hgNL9)cgYn`0ZujJzZ~g zQc1x|(}YrWWw67}1sFokQA&z@^$3F>lUt&c9f8|f2)Gv4EbaijU(|w3FE^lI%b=Oy zu-S=iR#1vBEUcx%b4+`&GhcoSG_O6dzcaU-jo%A8)VF3)e|w|XL-G+F=QMsC6TBsLTMKBuciSY$Jp(|{rH+e3`| z%yOUP+Y1EG3xfs2q)NSuP+|Z@2~q4P1eoj}e=X_{2H7te#mY&bXVX7<4=5GI`+dy- zuFc4l#ze>~aSJDD-+*gX@Y6oRBQx*K2xDTdp1481(|c2dEc=X%1n9( z;1UD9?@lwri*FZ&0mpm@4kY_FRNk?qrTw>*NbW;Q$zqHsmHh}4etmP(!8X7cdxxVK zbugfNXV1Nx8++1&>Mf4A<#7qT8VfX&705Xa}j{DM?$;ptL?o`Ou7X$yPzPVgdspiruI2j9R9NtX0PMWhZK!? z;XAzkJ~;B+6y(w$o+N%BmtiKk+iSgJIEefDJrm#~%V9itxOHIT?XC%5CxdfiD)Io* z4M)@Ukk{f0WX`kta`gwb&w)l-=UigTzVT|B!!T;vx?^48D=-_>3?T9qabZQnf)W;Q zc4qjiUA%6uXIe?Iq8o-d7Z4%LdSVGUa`OIEWATf`gtHG=bY+ksdl0p=7xK>LT3n9t)wPXz}058mhiX&TO2!UJqp{n1#Y7YENR zCZ7&$4Ud-gN5vbQGoN)4Oe-4j8sjnm9S1Nay{)*75ds&pSc=3!ZTHr!bii#BY&`+Q zf#SOM=;7Dx-snBQfO-lq5AshP_lyUZE}aDai3;A=6LOJ>XH8-`6aWKkos5iPlw+v^ zSq(sOxgWiy-H*y|BA0SxZeRWWUHA{>ElOTI{TRoR@b(w<*{%ut=uOwap-0Hz6VBz^ z@kBLaA%t#q>s)f2jfnX*}d|2s#vq9 z|EQl(9Yp$ecfD7z_y4f>mSItDZU3+m3W7*?Gk~;ommmx+Ev?cmARwJ0C^2+{l7e(M zDoBU4v`9%y3q$TMdo!=6R2K3H^zQ9zqchJP>ud zG`Nf%e6!`WZaZlyEpkj>>Md|evJr&i;f9gy~)<2_X?;(4l>$xH&HOJ_Btj8Pw?CI6hIZ_SrWuY5nS4-~dnujtDaVB}xaE(KxF>9cRi>W^tZ z!SX@=>yVu9Dj6~oG(9Qoz`NJlF#6uIX#*~2>welYrt~-Igf1tHIMZDZ^6!F+%b4po^vd(Z*G`)+(3sJLk7o2nOXh;e za=tpnaefPM`&Kg5j$I>uP#TeKdUWGZe{?83Ea;XSc$fNEX6M>!*K`lVpze!%spa%@>%EMXfkm;hP~ z6uzziXp~!X!o}V8FY#+ZyGj>yFQg@@Kc;t=xC~2Hfw1b)OH8fJQ7KOJckEfO#3R!u@i>{eMP=6Gk7_`{6~0^~~x zH*R#>#-hr_ogzSSFr9DLExAZ_0^`9g;X{X)c#WYrM^ed-*KzWKXbwIu?Ok4)nI~