From d86a95e5282ef9df350a5e3e834be2df8467d027 Mon Sep 17 00:00:00 2001 From: Jiadai Zhao Date: Sun, 6 Jan 2019 20:39:48 -0800 Subject: [PATCH] Practical Reinforcement Learning Week5 --- .../A policy-based quiz.pdf | Bin 0 -> 620014 bytes .../Week5_policy_based/atari_util.py | 59 ++ .../Week5_policy_based/env_pool.png | Bin 0 -> 112721 bytes .../Week5_policy_based/nnet_arch.png | Bin 0 -> 121515 bytes .../Week5_policy_based/practice_a3c.ipynb | 873 ++++++++++++++++++ .../practice_reinforce.ipynb | 450 +++++++++ .../Week5_policy_based/submit.py | 20 + 7 files changed, 1402 insertions(+) create mode 100644 Practical Reinforcement Learning/Week5_policy_based/A policy-based quiz.pdf create mode 100644 Practical Reinforcement Learning/Week5_policy_based/atari_util.py create mode 100644 Practical Reinforcement Learning/Week5_policy_based/env_pool.png create mode 100644 Practical Reinforcement Learning/Week5_policy_based/nnet_arch.png create mode 100644 Practical Reinforcement Learning/Week5_policy_based/practice_a3c.ipynb create mode 100644 Practical Reinforcement Learning/Week5_policy_based/practice_reinforce.ipynb create mode 100644 Practical Reinforcement Learning/Week5_policy_based/submit.py diff --git a/Practical Reinforcement Learning/Week5_policy_based/A policy-based quiz.pdf b/Practical Reinforcement Learning/Week5_policy_based/A policy-based quiz.pdf new file mode 100644 index 0000000000000000000000000000000000000000..777de77a95fb704edaf6a38561d4caf6fac17d5c GIT binary patch literal 620014 zcmeEtWprK3vE~tz#ms0iGcz-zC0WeO%*y+6tei_$RAvOz;L6VMab=$k`xb3@Y!nmIbi8`%rlSlQZG z8(BLNutU=c*;v}xE7|H97!lA38#$X97%7SgLeq(wSvnfozaJ7(7B(`lF*Jgv6E`w5 zF?A$hV1lNTHnKKxG$ml6=U{=RQ*zRGbhCZGUBXJwFIVaD=8)Gc$a@ zl$nWx6`Ge9+QHG@NY4uTZTW2zfFLOsk0Kh;XAi$s?U|^u2?^k=hp9g>D&85L8GB#U}AkFB_pSxWM*MyW9Q%$5*85^6PJ)wQdUt_Q`gWm zFf=kYF*P%HaCCBZadmSK2n-4i2@MO6Pe@GqlAMy7mX}{pSX5k6T2@!z(Ad=6^0l?M zuYX{0Xn16Fc5Z%QacOyF^~cus&z;@9{e#1c%d6{~+q?UR$KUh<0)YHgtv@vT-}FL! z*9#aF6a*CFH@$#>UET`_A}AOk12~d^0)(C&G7+O6B#K~MZfy?~F_Ypss=oaUG#Ux> zkB=9>srDDm{yoL~|67{!S*YFKclwFAb*DrudUZq#U zYnpfBUuz)M@WxxYN3%zTztr+znv_c`dEdBg5|mu>;6AsNLw5$xG50es<#sR2Zvf&~ zmdc+4ZvgIu*9R0g2A?UCH$bNd;GNYp|K{V&H~a>O!e4F1Uyr%u+t&Opt$Q`XcNQm> zfc|_b_w-X9T<%wUzwGyGy!>zTL-|I0TZ>Tz1t*$62g>m&`D<8euRk`9g8cr*#pxU1 z%tw+O7}w;*QddY5P4{9C{VA{hCi|w=3)WP_XDCDWG#ro?PM!n&XP45$u8W`Ec~vSr zYOmZe^YWnXY|kEDPaCu0%r^ITK6hP(C_r%auT6Bhl`wSoR}n8W8jn+t%bmdu)Lq+? zbax^E84(nDpg+4P-{{_7@+qiMW|hAI@Wc+ufqAfBc{X0o4n(m2CLkb0;|-vNKD`)} z{OmUHx?l0~Pv-L_%?l?7{Mn_EHxudk;vpxJG0uamh8ESh2bi9z~ z|6NRegd@Hq{YR|nx_8OhyVg;EU$FkLq&(=nf(QWRPcEpx_a>_S@AJWzc&2N6{SEN_ zHBsRYIddSL{%J-|{j(v-fz8SDe4+pB^0(gn`um*VNBlct{2`<~DCa-TN|S#!BMJ}; ziUL2_pIv_M%1^&fiX6!6zhQ>yFHrkGLGc%;{lA0WFHrk$gWWGs`)>i>e;?GSvC>3< zMfFKa1|9gZ8dPm=TYaX`p7&pue{@=kEQ&pwLi;lzaxq=-|u}X!YqKO+LbUuo*P8h-<9h{hbR=|1fGoaMi}fIh~n zZ-6PLH-Hxw->-)Mzcqy%DB@bF`Vt`HX5!t2!v9yCBkP~dIWjOZ{=qpiFfjbPdmtGY z8UC|4M}RxP?HA|xKZJ8U{4MyQ!1RwytGfKMX-f`loTSz%*C=XYFb$-jzz@gB@k%W5 zwX5BSQ<5C0R}8=3tk)Qqp9L2M$jC_bmiPLxSWW_yXQ&XMkr$^eXGqH~?Z_oJAO7bgFfN&-n8NMyJ$2%ks6^i|r z0T6Qcigt0Mlu90ZtjC3_DR4ecE$?;We;qIZ*g48Qf|N_`O@Uc4^eHGVBgMTQivCZB z|8J~_sN59vJ+)L7C`b}MvH~=>b~T_>geU(s4PUjWq@}( zq!QWax_hAjNk`&fQI5xj?B$jn7s^5o06zXxP^ajtzWHGqSS2)nnbAFsIFyboLGkZ$ ziH~A@j+~w0M`*xb=kqHGue$+NX(b2FM71o-{(+w)(qNL418F8$?+Ch(q%yRQpTy}) zpbqskgvwZ=;L9NO_qf~VUqK+-pALZxtbaft2jlye@P8}o!oa}sABKRAfL~dcziw{- z&(FGW{>usdcUlOU**G`3VKcstX7ofck00L%GW8m$r7oGPhVe_ z)raOtGr?2x!Hq{=4;PkygwuV+s{X-`>0>revVVntC(4&Z`XcPmx_!k`|DMc+6?`PV z;_|{YALpEdBMrrO+P*ID2c~x`yIj#4TVTyr+47~;`Yzz`S~+-jnguKO>G&3@*QH;| zZwgmL&ZwLd5qDC{^8h8<55^bj-TPfh9^4c&s;Kz1+PZ;Q1EO9tBDRn=jAFXEU!6#Tl;WOD=uxOp6 zg&E9bH2=`T%z7UoN?p1E(wbY5ZiLK{F}4;5zyIwK4Z!yQ72ve|VvH zSIgM+*kA$C%f9%sD(kC-4ol$B^UZ7H{4@kpLGuLBqpyWz?Xh~FJ8H|M^5VdM!4WEa z8rfNEdxRqg;giKPuEe~t-&kx-+jE3$*1_Z=dM#?D1nk_X%XC~gZL*EScbE#0r=i+? zbGRwzY^+`-V8^Hb>1Bb`yFHRP_)LZO5(TjMS1Bu1=Tf%yKzs)^lhn_lZQdaBi$)nV z9xll{4qs!gb6_)(Hbxu2i;X`oCb6W=Ra;tEl4W4P*bOGQPB6&=U?j0cb zL`U+ndsB%3z`*?@NeC2!;bU;5ap#OE^IB`Wo}rovY7)SY)4podFXrge4$^vV&fww% zwA%lIqb56Dx^E{xhVWDc0`F}K0_()~N}l)vM*)I) z3yU7hl3W!*f@8|w!SZQ`BiS4P036W$dqxxFUoD^E}-wX{bwzp zjsVAB3+Vrp1$4Y?UXpL+q|;0eG}`W%=U}z+AjmT`=1h04<_&Ngjiav{z4WVFq=^Mo~V)v|0EA$TC5-WUKb8viZ3hH6YZ8nc)rQ>2)Y#2UC8NEAcx?p(i9~PC01W_T zlN>k$3;QZnQd?E%wKjA0Ku{=nTY_zDa^p$AM}r@@j2O|G=N?~ zA#)-S{r+z${oq7J2n|Fdp(MSy_Zwh2^TD%V0W|+WAwZf{m`M~N^FvAIQ&Uh}L|+3Q z-#vbcZthYn$TSA~hSn&R>+G^zGdsOvYSku3>VDa@+6J(PnrDic-lxhe-c29ATjU z2RQxP%j%+*dX7eadtLqachnh~*ctzEtEX$mNry!B^{6!s`$iYh5O^Y75K+POH~t>@ zlAdxbS4*50PlaKt?S+EZ*91o5;Q`T=J?qW{^p=ReqzW2Ucyw}%vK&M1I zZ};~;ysvwgaBknG+~OwMm_uG_UXvDwB42pFAmqj37jU1>U7B?9;@g01`FK9B@twR{ zxQ(OCdaG|3Tn3wCezAX+S~qrEvBxR*d0m?Fd7FCMcX_+q7?XOF!{PK`do12j+1rjd z+q&GVksWOLPHp+-jOk4E{H(rfFRkbb&|^CpT9F*{##mJ}t#jMpsx#w!ZG1ZFL#C@k zO0zs>Gb+xW%I|F0h{^4k`DDX!4AS8-a($)87kRidKz5^-T}-)q;7~}fXjQ4rVz$kj zY&1D&H2cK{CzX+h6ysge^d& z;EkQPo-KJsZKm?tg_h5<&%-;^er4#U$qv1^A?9dMU5sL?nBq*qliv>W_Ny-IR(tpZ zDS4-z|D2goWwZF$>d|&Sa>i}x2_MShz+|4M=XW!>qflB#m%FGZ`evy$&Ci%N6!DdO zF~u{8$%8M<4P+BH)kb$aqyZCck>uK|bA>96=VJbmubeOKuMm`_4ft10wr*2`X%?nw z{1R(@`!Dd9Dhiy^CvXf$Hn{0ud>Js;blvZvqpm-Zndf2OJS8Sd%i@K(9UeqCc%Uof z)w+;=-MDKIKCIJ2lo_-ex>JC^$Tzpex_fbVlo@NnS-bGqqa{2Mg2!A_aYCMckV2=+ zM!j=OTpD5x9-FBkX~2u-s}R&QcBIlgy%yFaAM&e!_a7-cV>&UQ>+&ZlF0D?GR8;-e zVyz!{r|SbFXH_1LhD)pAu4mJia9snP;C^Xm(a+TDBqsdo*)YR(;Z1-@ zvoJRnLR1KW0lOIM3}%HRgo~qhLngKs7QNauWD0T>e0Zm%Wkumuy*v*HGgYXCR3ntq zu$$GsA;RQc5sWH!=8W53|iVM76&(S?JkORw1u*UL@_EKw?L8x6FDkP?!scsb8fz-O$huH_nhvb54Sr= zd)^ayb~hDFNJcWjslDb*g3eFF*a%dw4*gtscF!Dr+rWl1IQ_NS*zY)9X^CKNkb}=W zQ7KtTlj)owbWErI^S>i4|$C>FCAC=;=960Pnr9i#+Os`1au-xAGOj5 zkus%Q^5~>bzK(q%+s<#;5XCAPkPNfJOnO`!ch5PHWLz@kT-u1Q(w~E#SG!^sK=FS$ zX@wfDFpzR16=ImNOI-OW+mHs%*@j$+)Wo!6aMQ^BX%wG9-GQGsQ;x%3;TpRUB6qUQ z5~o{^FvD!xqcBAcnR}rW3Jg2|O``~r{G_)C*K~ED6(rws%VxH@UMzt9>>ligG`*zk zIG=T#V62eC7Z3Zd=ZjYWzP*Hw)$L~rZjD}5f2e{Veo|&AKfXXQqj2*Cw95WWs4d>$ zCHJU$m1!+Ke!6+R&}(iM!sSdLaye!JTHn<5Y`-|%v)Oe(M)k~@aiN~9ke!|z-)9OX zgXwT|Ajn`9oONC*yB)t2#N1~>t49(|!rB*;QKCNc)6DHa34>SUG^U#HJ%L?y3cOGY z1+h?DOtn(Tvz&!HWZmk1%tj1}n+n7mq?n#NlI8gN{F7+yWXKwcPn=!3-D4%ngeB@! zT?ukDica%Gz=tZri0K$M0Nh3lDag`10`n0Vp431T~EXi>(9-RGKkMJ;0h(*DgzQrOYSCw%bJQ0>Il69s3F#oM zsW-%QoT|FqAk_Ii6~#p$a%i09a}{`#U9l#trGmM->T#Gmq>-pVvsfpGX1m+8)qPWn zg#$z1B@s9D%*-}C0e~6g-nb7DeF+PEWnX5*PRLr&qcMGpsIqSZiiur=&b{uL9j8g$ zXlLyawtGm~`9fvoUCHKKbI_q`L)dyyF~T!tmmgXv*YqV3E=J*;VJzY*fq79er)56_ zdSpK{l-21|(|EViJ9LX~t;w19aUN}|@+?+|+>S8OzFblcmFyd2F;vy)^oSoRQ~A`n zLyz8liW#2+z)U;D5+Q!ugi(S~xI7Vuf*KDhxSoWlp;u75o!HoRqk`@)*PE5_VhG}p zw~`A$Q3+8QLN`TlKZ*+7n+0s0e#B=%B|b!KNQ=@r#*JtsGerqVIJ$J^Hp3>40OSqn zi%GNZeJlq;DB@@_V_rCy<~1fFM8H`N|BTYR(qA1yD>$smDm^*%kn|w&Y+Z2}=-#C_6?H)+ISSvBN=%X_)8wJ-F{L-Byj(N74gIoYdLUb7|Eu-d{p%Gwg zLwW>L*(sqXp%3BjpE}^1x9jcB>FWQ+2$jkvZVB;FU^pA@ES{CR3siHKb#E?i@MDZ5pAo!R-KNLm}7$%)e3D}$lY-L ztzNX%9dd%vmxDac9kVW{y5a8gtJ#C+Xo=1IN~v|$S4ga@Eg_~ryP4GKbn(qwz=OYp zkQxMG1~wL^$qfoP;)U0@obm@t8**zNXZzK?G^u-N9FJ*hxzF4ho6EIU(;919E)?2#R9J!xHSM#A(Iec!dw=p9*t4^|g+A@A4UrfzKUS!&9kM&tM=J04 zes#y;q61%ibUp|*sNP-=G5N9F3-dX70Of8udX1r55n#A^AkgjxM_k`+ zd>45S!k7luEpShf%)^#(cn_5Az{X%*1w`^$p3Z!dX{l)gNZl`>oGY;TO*ou^TZR%j ztKwu4gjO(LPt^^99~D)|#b@V_mU{iW6?{5eRkRh@SFvr&5R_5kttcp=tthvWRZ!CC zN19bpZs!;^i}^Md5Ob{?ZvD>=Lzgy3Bp=$#i4T+Be{g1<#59VZ|D53agy%;qkfSUM zaSez89fKr=_;KD}OrCeqOZ$-=toXYwUO(0hk7u_)2pMfaqT*_T>_Mg>nX__ylbAE- zLU@CvO}kE_pLPt?r%x)8inQyWF}IsV`ZQMO{Jz=WdYc~Y^*oT^dE=1H4-H^NI6{P0 z8O*QzJba3V15Y6QbS9jlAq>??orVzg!90}SptFQMgM4CB37B`KE`_^iIYq4L0ADKO zP6rHE*jcS=G96xWbv>R<_bt-|yZ%c)NKd$>-k=PDO%|S;+ILUe=Lqb}U5*zY#i56t z1~-)G4#e>19MX0=lTH`In`r$oXKaou1*oY!IL`Y0ahuQetcb?r`H4uo8lexDMO)I; z3_yVw{a z*ahN>&;UC(o%?V-^8h1;+14C*pXk?2tKIEP`Xj_69H+8K8S_=eboHFD6;#r;vcB!% z#d#QAeAr@BX>-J?1;owF(H}TwU-ej{BqC3R1u_<^dr|hE{q5UKj5uXxiDR(7Y_bW3 zf82$5o{;D}FS_441JSp=J8P2La|>?s$r7V{8`J-Zc@opGmqtbjGJTTvE4f??l5AD zIRjkp6Pje?oS7KRgTQcHI{KLdorw*OAQg}&u*Zz$EO~#}$>-WE`Ci`kG)T$E#958} z1^R%jZ@oSBB8xc`X@?p1)3`-Q0^y*Xgg{=6mMiPHhiRlAUh3*M>11Os0ak12h&)Kr3x^F1cwgd$nO=xOvqfDu*}UTXplJ0(KALs?Fzf^(sKqgB~Ba45BN-3YY$F4X2*B8z~J4m+>ufoDPvCs^@6fv*=;R?^hoIm4&~+b;32*r*7ZsR<)vH5 zFUY5iXu`30H&0O{>E54y7^D2rtBdBCWSu+PFiSapdhP+T08IvzplZ|&g>C}|$vs?z zFDmeRKY@FC02CN?e4x(K-n3T!80H!wfn9LIeChKrYk*GNG#N|vGo}sFBQ|VsEuVEo zrw{I172S*MtF~3^8XSX8YY&vd<-LnoWnZB5`I&v~WDfrK_p|E?y3K2{XJp*i_b#}R z*rI|LXYs@acGNvxQcE2VE=JsSJezv2+6l@;hWrO;Bo`b*A;YKAyf77XUrAqoSftb#f zDxh_SHl`gW4`=`}(<#*ab`g5gW zI~ze+!BHI%*UaM=u5nqUR0q{L#TN=!3?*IH_OH3u%o*rT5Ij+rS4}3vnCTDf;Z?u`+ z$QcwJ1}Pb}>44{-(gx&fvikNHBxpkYxrCR7Yn{0=o+G)#lOq@LFih^fSBieh6vpz0 z-9Vzdc=#!>qiTh8A@P2wH)G)isjZ1nXpn1TVK1gU-lZL!$C_+&%3k=hIYtgX61|Ss zRbHA^`0qT+#UcqEa0dJwaG(vnQOGqn{jpmZquyr?4uIH%mwora1{D4UBwEH%7wA7EDBwOa|j=r3dP?%6m zhhCT<^Ulp=;&kwDZWktK=#DlaeUYu3`6xx^Lnnv|LoIfR}lTcjbgOjDR(&cZlK zB1x9H2OPr91;Z(TE5iLj`|R4Uf6IzI^Ew{My}LDDhhROkFd<{^9JMe(jiOkOpm&b1 z!mYWnsjhK>zbM@$J+am>Ch}BeqAej{%iHJb)J$tXM3*+iumR%Y&iebwF60YMFC(1X zgp51&&3M$KtiLCjK%LdOtpD+MiCAVB(!^I;f0VlQjgL_F!$;=qs-c}L4I7rL_qH8D zmW9LVGEYObX7JmqU-uibeQ0n`>a|>$rFW3VMHi}cH=tYBU)g47be3AT4;&kuRyQ0Q z)}{7Mb*EbmFos?{dl&Ic!fO2Zu{E8aiC00kl&4jGE(wRKgwDz@bI4|mUgQLsT?*oC z$;}q%4@o%(KQ>bp$Z@**&IzzrP-LRcmXc#29j{2pR`3@Mrx}6VJqWB*$mcDz9klr2 zzik$6_vNWaSM%bnSgIP7PsIdZb=cjgGBTGN6~noi<5EsrO(N(11lvewWica!64a~X z#l6)V+7MIl->7q3gdb^Yvjfi}3t`3-f@21?Ix_58PCO3k=+xdDCc%i$B<;kUH1N(0 z?QD}MVjpg2nur~+^JzE7I=+tj;9)->5D>uWc3&crCp(Wv;E~4O9XukNJ(sKcc^#!} zH!^I6H+fuA*%W1$I&jPORIp(jIa+`?{M;CiinO{dPl}l;3%7taCwH)HMfk_3xy?Mj zV7J&C7~UXyELYL|X4?9!Mm8F;s)7Y#tpMr|R{j2gnVDHHBvFcU%rnR%wu2Wz=L0DX z!gJ%frvYP!o38PZtY{pWRzN)yAJ+K1jk(w_mvu_%t~zzYMlVPAmgr0dW}rnLfOhOK zu+3J1tcm;I>C|SQ)t9Bql$o)J3Li(a+R;T1SuUq^&v70t*^<9eq@is-4`(}t)jVgT z?+haox)52Si0gA;8`Ef#Dwl6fekZLU=W1ZOO19at{lw?qdm>%UjBKV63a&X|?M=%w ziR}7y$kL^6+Ma^jsZ><@TXI`!G%}-edr)W03aT)LlRlq5)m?ZCN)9=mX1HdeBgZ2& z)~Jm~)l~5dmqy+b6h@B8$V!{r=cyr(jc=w(+i5LZHO})>U=yWe9ZGS0=$qtBhuTdy z!pqflXWdU0>?7pg(wkC>;Kn|`({Mr3n1XUj_Ql6Y`YkRY_e@3@&N0rhJZ#*T z_~ei*SF!EO&Li*~`TjW({I=jOVo~~Jtp22t53z*< zI#^cTl-K{2F_4WvlKENRALaXzDb15gY^w0#n zIo?5*;V%VQolYZv%aq=~QGyg}<0CjlD}$^+OgYZkCXyv1xS%MhY*g&UVoE!JnlL|+ zcWjCtRFDDgKWguVo99rV`dpgZ5zl^&j0q+KBpRt;3n`g~%~7V)k1i~|u$V_u?R!AF zu8b!4WO{-B1kPicR&GSW&q=PqpJX1i8ezqjQ??^Vfon!pTVcqfIBd7B2LW+-hsIv-vY0QLMU`*DwoVe_Z4hSQ}M3 zf=d^5v>PY)OKBWVtt^`c%o%-#uL&bt-prV6KfKv26Y8>+7GB2c2gRC3)*G8xC64WH zDsf`s?sihHc^W1RUb-?%8XIME1@r{FY%E&$coh8)XN&k@6^t{=zP ziZwja?(@|&YrC%ka5=SIsXN zg$ECWWYHFCXxe+apk}4#j2HyN=ZT5ld{x2gwNd(78N?9+U_p8jmkY6-L{^oO=P32IENGc54F*;l}#XMPZAWdmV;8We!rbE(ubIVYr< zbByK;bP%oio23P{=yq>S3ew7O#FbFD(N>a= zM&O_UE4`|R7+HO6du8PH6m@BC)Ri6t7X#cho}dS`PBZQSF_)~-ndfVuxC=aq#E;xY zSSDay(`uN;Z3uBnLP>_nhj+7_U++gzRuF#{>=#QFsza6zovMpYfka@|_OEX*GaG;( zmQ0q39$|OQuZU?P4cUZ{eoROlQD{&f%)PlxU=69yU3=ljOkrtkt9>CV4}Q$&%YDgX zC}fx@&rvykF`ci19d>*YL8=c(i=xEpMu}TY!1Hv4PkeXkRV-p^7aVwd^c~~VR+N1K zVWhcb;md|81b#QB-F#gm4WU&cA->d{4;^t=9s&};bNH7@hrn2fU$O}vm<7pz5(SgP z?RCNp_k%6v4QD`DKu+1@W-!u|_oUK#VngiX^CqM|gVSRNqz)D6I^`S48qN@1ixZb9 z0}GN`O>NEYWd@iBp=}!*=P*EcoP=1X2e{XL)@S`ZC$KF+I95gTljh=zdf&j{d+34d+_`!nU+QlTS0>+kImKyGVgR74I$R*k#0r~W#j{;(sq{QOghc-m40b)6z!yMfsne7OxDg|mP% zg$*&b{KSqNjVa?Et(e+=i{pFvl;({Z$W4UAiG9?A3QMUrYXc4Ht2$Sfi8Mlk?6-@Eqg6Y-Z zY7UCNTyQc9v6G4#i~27T;K+)C2^;ToBBqW!`fh}d+a5JW#H9*6A#25@8qx$icbSM9 zuhxtWk2m0Yd}U(?v8kl3hEC2Nvo-88X(fDr!3qu8LlZAhF=!uXIL7j$_F#jZ{&YXMn5>(~LA zOJEtfcbfJ4G%^uYeQsMWS)ld#9M3FrUh_N_f&I&p6c3^F2c3+Z%s#($J?l#^9zszT zut%J0*O{+xATDM!s~kx~CFECg)a*#@1KIT{T*Hw?lWNz2;^!yhkCR7~oTvj<*(RUp zWexNC%J|a_DYIzn*353WB2hBc{7Bh}cs>Kh_I!$3_M$PW%jrAdd|6X+;F~ShjG?ZKz_x_aQn9!H!0aYvKMa>ew?%TQH{4 zxozS@h1&ANB-#tpi6?C8dYaz=jgA%WAu6W24c8mQ$^(VQL2#yA7X%kygHMvPcLSfh z0Qe$(S?!vhd2z#4L=unX-cUQ;C&OpdMjGnJtXZ^4Sp9{bLr`T1xoC1LibGO1Ch{`MenS95}L$rf$9Ib^ooX%@JwR%?SrIetfJmGd3QJrHc(7|JE7^k zpM6Y;gWlfX3#!WpWvc03fC!49^6b^+FxV2}M-UMQqht{}dRpw%Kjx}XW3X{DyG*vs zu&?fgKsp3G=no$QGv_4@MnQQ&Km_rpGF!LwKwz<%992)Z=qZk$0T?uHxe=6fUCQke zw!A;#XGF&>u=C6=-=aIhF*0*QOF5+-e4pV6MIdDS`02++nZtA)E_V5kdyso{|&?fic}b}M=LLX&fFs@!?BN9esQkUiX^e{@mo5>u|u=XCg=SN zci21q3&}mIFiuz*nl(@znBwyEXu3cViL;1EigZhexsKs*v$QEXg}l~ZtaizFdJ-AO zmvqn`UNsV)pb>8OXkEr;2HSK9ys? zw?tvMph9!sPn;%LrfYHn1+5YS$&n|TCk>TEf*7t+9*0LO%k&6^p3V~op|6ydPA&AH zHwd@BgpH;cC+u9VIoo?MAHSqplbFpb($iD2HMWxFO0IDc4_l0aa_y+Elu1!nGx?!# zC$fIf#Hs_1CWVaRQ=;Cn@?<$iUmoXZ(T?PTE)t*3Zr8fQ%18+z&4mE4SOD_DKBkhL8X& zB6aNXS$ijqEDNHF7$nyXw}<8c!$%fhyLgTEMcDUqLnv-e;!EQ9^}KFKL*T3)v>XUj zfyT}}(zKKKCAA0$a64!N+7-R;+FA&R4nFP&uj<7rFqpjPZmWBrgiKRmZ~{Fo_vZw@ zL;PgZs4_6G{N_Uf$Y5Um3IrgFx`u8R0d&hl4T?kZfJd?wa5FZPWls6Y+rq*f2EgOD zK;!267Rj5FdvOh6BpHMhH<`W6<nVK zS3fe35gL+iE)7G>G>(s;xcSCo2t>h(i<=X6uLn3iTe@7@DM|zbSYTe!8+D7lDBatS z@JJy^4bGfx=Qo!g`)s&B?(Ha0QGV|VjmhJP5}-rNu6`psS3r2^M!!&q&4Mkm0A*uF zUn!H7bRfGY&%>&bRq+MJ2Ri_4O2C;{aV|8cTBT^LSgm8SX0C60q9|j&Uj?p0w#?Hj z2E-3>t^oS=j_F(>hm$TC8ztca^VL~~r$?*@ z&=Llhy_4S}%MmpsvJS5+WhaOFC0bq|_)&oTm}H=XgC@moEtNhL=?i-}{tt29FF z2hi&TD_PMA2?xeqM>L)-p=9z?KX^b?1q8)u2Y83BsGZM?Ij-PJ^1wFr9FqqDCK;mJ z#Gtb&c%UK0B$v4ysRkF?x~)zvvHTLyaI~khh)62j^ebwRV-_hp@>Rk25GwL&SqyrZN$ux8ddB-7(4?YGMP9PxowjMNl{wEA_OUTc%xnyx0}5Y1SpDYNLXn za!zV|2D=Mbf_D)T`rPhXywJJjZhi#N?V8MrwKG*mBy})VuZ46nRd1v&InlmXJz|=4 z8PB!MuN(rm?EMeSZ22S}!W{9OTVAIhJ#d1J5|jBJ@7pUr(KQmj!}l_MBI=>zz%Xea zSa145y+EZ1GL!w5b0+U_P7?V#A88dUr)lMx8I|Y+uO0XH~RC>gXWSyx3ph)kGl^^=q&nM0ZOE?2Yv9-Nn=qd?7D{N81Trl!y(^MK@ZMa({%UUbob|`zvX!Th1&$`zSl=-R2?{C$HwMDR-6Mw)p6on|h^DMR} z;`gyKWvccXFNR*%x|QAzeA_M5;jBrPxzc)Xb|#ed%En5EQ+jN^%K+yLL(FxE{X0Xn zOXRjo&De*z{;yCzlx@;A#k=X+;LWHUqI8DIn4`9e&@agg`_9YGPh9F)9cXJZ7bQg6 z!&nARO7m*YY<0{+mQ=07aX(hrMm>)gcjL2OlS@|YG{Xazx91u~FOt{cOreLz2VUeVZPBG5nw zGo-{}Oz&mrH1gL*6kll=(Q@Ti0PxBZ|tP zjKeEjE=P>w*0E~Hw{3msdsCcOvoeYyNagVuCokxOV^Mmw^@TL{*<%!&I|)U4EozMWlGrI++_Q zp_hclvUm+@^_}s9%2vyX8=4{e??ZFmR?ej7)bjBlKTy9YpD7Ay({Sg!$6@(sZE39n ztn&+?U*$VxVVyEt&BllUR$g?>^Obi&s`V#OqUEe5r8RYg9q(n1{NkbF zhqw8j8vBz{@kj-r>+$ulP6qMYPS4gvk)E1D>nO;{z5g(K|zx`Q~PMTrz9B4ic;9MlI_2>cA!d>W+s9e5JN zYY!&}>En8X5**?bgYK9N&0nKe%;sFc95BwCF~04{qP&pq)<{o#<6?yH} z+)Aj?hj2vtc~>j}d9S`?jo=J6X}rwrse+eV4Y(mYq%bsdh45+8u3D@TLeQLe?$+=Z zb%fry^SJ{#U~p;Bjz-&Q8_yc2rWUL>a)g_mJS*cGj4Md@IX=fH@q#;`C`5k^bu zBK3_Q=x7CJrR2Md6f5~uR42^QN?I-X;flW}`AJT7g-HM&a#26o$j_I(p&K*{N4{*d zC$^!RSi{gB?m^}FI4`+R)wlqcft!pu6l@uXPce}>E8)P;tXxBJ4(H?~he>uk280_( zOZhiGwOLk+#+&E^H`01bYJ)d9#?T1)#X~odjmJYb65dXn>`P6+S#z$Bi4<# zGkJ$lvt+wBR6+NWy8w4n%@@SAQSH1u*m5e;jkh~_he%(&s+VUD<@~d=YL)P)_4cgV zSzKvls_>Gb!*|IKheXNcdmBXUHmc696NZUX?${Cidy+V;()g!Sj`3@I7>*9a?6v-G zoxbJ1^`=wkV=w;T(Pw?!El^aLIeJnj_$yA^^zMjuxbYvh=+z)(Y>d?bdQ%&v+{10I zxZ!%ym^l|{fkKVa@2*N7g3A?W%?_eJ*2Sr;4#ciU>+n%G$%oi%u_8ETh}qv_Q@RUI z`t%p=cDR7uiE6)yy(`Xh0dwN0sa>a*!+!EH@|#Ao+ihw?Xq8hO$I7-+tN{2YL&LNn z>9cUyc~-8^bKvG<%qt({KTQc1SxsPmOwUT zr;T$oRbZ%twN^)JBgcNbd#vGVaU;U}Hb+S4Z%DfkZLAIwUIJnrZZMP z4BMDba!0TAo;I_ZoF*MJyN!Gbhh?Z!z-#5W`pgG4rNCMoA&`xzh{g;M-~!9+%bg>9 zyTD(~;J7<5V+QzG3@ITSb>Ye#xSCu1IB}hw)~7g~vgK}sy2KiCSm}6Tp1hjJ$DR5{ zr@0?iAdi+lS6a@M4daz?C-E8^cmoF^w)>L%6)Ku7e`%>U5M~5a_UD$Rj?|t>ts~~D zPTuNuA+jkdYbjCpx>c^+1RCci>qVhI!e#}+#!-BOOJVfkp}!JuKDSgyQ7byV`VKoT zd=rLu5%Co;Fx4*3WI1S~lpi?&Qx^Wm5;u)&iT8jcJ^G=_3Vtj%+ttdtH`43QwD@ zJ#&7t7o~&M`L54i7jbf>Lx+WLpcy3sMCCIcL_3_+5DZa~ zc^@V~HRzy+$Txl{-DCJr3Vd0gwDGT4U(Zcx1ZSW=v~b$_ix@jsP{pRp5GQp*x(@AFy4us8R3=C@tcAj`@TOZQjU@LDyj_x&@~0 zZ2K}Bbc}ylKA-BH**A71=HbCG1N9JUP4-kCZok;KhF%Jv2qP-FT+S#>#hbyN*GuZ$ zo}6(@K=5)c*Yu+C`talYQ_BV0(s}q)wS(dG-k|vvo4G! z_bOZ82n!XnhsZ!Am}q}mTs_Kj#jakv4XP<{L%DgVYVCGKCkTAc9dtlZvaVt7fnF}r z+xK=L)ZG{binyXZL2KToji@f7ZTDKJCPolmA>)$ zF1ya-Ij-nxLUZ>4n6`>57E0V5YMmc!gUz?kHs1EIT(JA%tP?}lmKIqvhTk~B?@cAw zuVdx;Glb+S==4Ku(l5*fj*d6LjFEEhW)ll&~k zh%nV%4gVz}z+xRgn(?ekj8RA1?Bw%@*BbrnGA7Tiw<)ONBdZB9X?zq_Wg6YiU7yc% zx}6x>4`cdu=PqP5yDxotXmXiG<1}7@7gj{sRgU$&S+{3z8Nfcsdo9hv^(7%rZs3yR zi4?K=n&ZoQ#@9?En=6#e9u}7vdit(#e=%&G=n5oZ_tw zYE_zOrNsOpt->s(#PRV*hOBg`?2#=ERc%l%PT~dqTS;TaZ2BCHU(gKD ziL_UPn9*@yny>cDik&W^>KN;W`Ou7%jd#kbO;k|$?%Pvq0hX3g zjZ|I2!IXoUR7Pp=R6lzmwGQ_eD~zuD+ONpUR-=@szrNS`hDj}^+bLJhbNdxyAJ?drGlMouX++g`DLol*Y&(R>Ezn#*b6G}|_lzFJYogK_ zk>ybbomspRt9fwT{F3B?T@N^}Vn1u)ri$o=2p20T&A3{Zz+j)Nj{frY?^{xC4LffW#Q6^7Me=+S~>c@^Z@L_q(Gd~4I8ysCaz-=KzgexFLNM}DWp1x;{n^gXKU?@ zavEyjI76(v4pdhr`cVC|Sd6fi(U(uCJ_2H;PUK~~?9%iuPitFLKS9ieI?Q9P3e=FmIL0zk<$ZgTv zv+2%;F`@Vi7Yslp^~Pfov@~GcQEmg#0sR+V${C(AqogR3t{f@aeRxe?;TYU=YOLH zF9}1?Koqtv16@9kexU}cQ$uv@)eNb*Tre#JDQW$ki+(t6HdRU}OUre-O20$JF z&JqAmU~L6~3xdhnj^b}v`C0#5<`I)zUv9^T>VyrvJp^8w2egg$diK7}-1OzP?KwQW z;(=i3BZJ)J9Icj^eS|?IWqArlal{02YN5Ug-o7LimgLib(I$7 zdM(MzSI5qIqWuGN|(UZD5F8CbCoZzF%?52Fu4|x9nJ!S9^$LDOIEMs%9ybJsfZ5JszA$(Xm7- ztW4w~59C$6>;vz@5*0Yvyobko3e>x$)LY|kn@9(IE&=7a-!d&ugag*Qj#63HV5Qf- zEO2oMXZ}*yBX@`li7*Dwr^tL0_H0Kve+|~2M-T*Jw9d6hSa8so zk_Ss){1bHS8>`?(Yw7we(8{h##<)zz_v?NI&di;HJjXii`$@)+hIUMqF2Q^huV@@; zPCv+xG`~<(MQxiIqv)e6eR4o1!%@X#IDxf`Zp7vVHk%TeiG|h)Z%o0i&Ai;UqZE?7 z+^xY!?`AK-9(l`qr-1InIEhGmGa=Iw-M`ehh_s&>i#%!p2YEOHyht0#-gFvII42O= zUBW=vD7xHKA~c7T)l zzN;)l3@3)8rmw3H!;MT^1t(d|GOp=+RVgrG$j%Iv&g^)~&YbBzjY7Sjx-QA%GE7(4 z_Z7{&z?11a;sP6=k7>T#Q2N$UWiwCQn;UiMi>=qLw4$sp&}6KVfqh3IcS>s!Qn!iDxO_qo|bQa17Z^ zebxH}osr)Cluu|uk>Crw4HwYXEXLug_<~*fwie|Lrt;auF9{#l33C#xpdPMZ)UcJ0H!b;CP0e1fS@9OC>tHyk$im(7xg zJ}ra_N!vTb`RmpZ1fRHtM!1%tw%(dwvHG|_MLn-6q1)KF_NVad_Prl73zu;U%C9Sc zb`sN8h#-#;951O?HO%v=4QW*vx@VhdXmihb;npykZ@S2Sn!w2PUKPztre2o-&-YPoYIGLI3>nfbNJ(Ea*){hO+Bb4VNU@_f#NS{YInJI^Z32Bf&zga3S?i{DmC%VqazhiP*NzDl}xqb$|=Umj3<3OI` zM&rYm6;Ms<^3Z}~+6~*OMkn)y)Bb}Ii6|Vcm5{GaA{N*C@>RK`eHUG8y& ztX$u6V6V;;Y#s+p1MaIlvs3$>@iMi^b-6iH4oOmsdmOKEZ5>HG+4c{r%loNHWCPh= z8FvR-J!EHbfkB#qYl6PiCcvW;Od}tEZ0X3C`*46P~0ySR%G?qbFh(GCmM{kagoHEL|LG}3N+`fFKtF&*>8 zG9*@v;OorCJX>iJ2IpVQd^hR7b(HUBWu#=Cbp=`8yj~@Kjq!SL_8FeiGF>}|RmJ_o z9(QUq40r2@q`(Jf)s>Br+t6apfIVf6I9)$g?G+Wt2K8NM5RECRF~sO{VYR}{U}=(% zODaWfA4XM*1c>8DsgL3ry~!FS3uzgAoM1!-oE4G1NwoxAVwu2C#P1QcbDfsI*lFj& zFdb+vPpIs}R!g32$`OIDd!{-|4mdUzD?6@#&r%TxDq31Dh66$CpZ}_AhS9NX)yUgc z925BZs+JaKygnto6|xk2m@bu?E+{q_)BBs;dy{+Bt!h*QaD+a-w5oZ*KuQ)<372oh zA^t1G^m6ie-JB*o;-nKcR;!+Hi`*&aS4750Qf!$+T-vZ$#b4vbbekTSRf%>rw5T@o z5NSvJDDVmzSWI^y8ZFZ<6AF@)@LLV!pJ5a!hzwb|qQwmKEowS^*fG>!nM8^7TBs5y zg)CVzsTvv?Jio{H8LvL!1|{>@L783i+(G%Yv_cZTO6|c}qIVPdZ8zB?YohI?K(>jm zlOjuLbt=_`j`o2%U0nOrlIzGbNDh6{QiAO0{X8py^+#g5%gcA~jq{f-?#ap! z+G(Ef$T@oS=jHDDsVJgSQ+cw%1ZG z6-6zD(I93CQIUoF$pwBbc0)9hFZE1$39CaQ@m(>S>{slrTwzt`K3w(_HXCK^<#k<+ za0OqSLq5)g;6~#?ve3)yA_^1L3niqG`e#TWK%m22YYK~tgGDdNObG<2uHx^s>w|ZS zi6ubz0mN;RJ@E_<(*TO0*F}ohx!%866H%YcVa9AeQ&*t3)SWJ2tBL7dP9Q6WvPa5&W|oO+ zj$ax+M_LgH&J0+sDpKV~^=;WbRbGe2DTf)DEfZEYK%%NOZxy4B7(ug5=eJO;Be+!06T3DUzPq+ip zwwML|%EDDEJM0d+;pVCMkf@5wOOn-LdZ)>Wt`eKW0=l*-7u!ws?O~9rvI>dP=}vKR zB+qqMd9moUJaD-gab*%qrsA$ZL(`k-mHm#nhwS1=R)J0d=$do1ss3mWf;#Lu!m_1} zsebzu6a)2>YX*G_Q#548b>qj`CDA}bmY#Xv~vtG8ImEw=unksW8PXc=PQBw84`Q z_yOdyE;VSf7|>P~J{<1Q1b*^(>M4%&bAo~3=-z&)M+_ZUZ*ae$MkiQA?D8yj3qV?2mfz{FZK zoQ%NHR4j!l!Lf6L^f+c5gt3XsSSCj@9dA}-&dCT733gF0XY#8gFm-MkmO%r+VHaVMi(d|ePqIO1lT z&_%zU3N*^#FW2D@a7-6QSxL+xA0V9@=NFihISJviw4q&YrZN8tVg=WRa8HD*np20? zW6$!<%vech2|ZLigjwVj))gPGkQS)j4Ic z7p`n3kHvxl5bCk-mXbg}YT|_Z@+d-M??GJ!G3WVGecHJ6i53*(1!}Fz7R6aEPz5pkA_bx@N^BxAA$C1Mcs^cI~B=%H8KwF z{JL;2t)$L0@)=|m%o)T37FeA^I!uA=%_EiO3U3?lQiW563&DuP1^}I|gf&-W_k%{R zAOri*IZ2e&)At55W67JodhG;*fxn8)v8px-Z(9?g7nR}Ua<42Gs5`-&BCgPFb}g}_rVnoMrwFx*TBsJ_xl{A-=+%gSau!$yNnylwxlHXkK*>RoPXF}|d~KBkJx zp(s8;`Nr=RiN@*O%~za>OcBrzcQenI$|o+|276SVTAKuu>J-LUpLox>yTU$@z(@C{ zxn&i?b5iW0bB3+%qLF9jbN3`FUHT`Ihd%1Ly;;`icU97_(L&}F^5N|kDZRi+#3lS& zQpbnz;+}}E5y%V=8xb1g(69%fqggDI$j57T)nzTTKHUT-O7v3Iu)rGtA}NEcETd%$ zc73dD;lhgnBe^I$Va}MAPzxu-^F@T_{v-`r0~P>It6YkxnCMEehGrzN&s*GL`1>EW zM+{4Rjs0#MztzY_$aI>KzAuic_oxPy7uLsQWMuuuxZl`c=E`jWH z1T~bcdriql)(m#@CLhH4AmLMVJR+3XNC&@|Fb6fxEobOHpP77!>qk}X_?moV%&h!a znl*>76fgY#HdsJNgqxctF{Sxp`nc=e&e%=5=`$-wTtdbmIvzufX+sd|eb&d@~BcpvFqPic!HO zEI2Loef3%@zZ*r;63{eOaAH*0EEv$2+_a_;Cd}J%gcerAVYwE06@m*yIrtK8!JmVa zIzqlrNN^<*u%lJ1UXVpD@iJ{czQ2Z#o-0HJr?TzIA?2vLZ;T-+IH<>@PNyp8hk9T2$3@kFhK63ov*^x7W z72Go<5=IED?JK%?&mk6Ze~JS>wr0~tF2+zOW#9F>MMgPH&!cDHIw_5oqGbRjX9LR- zT*8%2%+87n$s08OhN60fi9a$MJ%}0J5!`&Hw*2c@{{Ei1A>=i9_8xHLN~7i4oV${AdDI^{_NZ zQJna=K%K550kQn76pMsv?-_WG)%R3UmQk}M$zdJ+Xa>gtk39Rlf{EidPA;-XhYo8} z9?Lvn*K(>L&CAl8hdH75nj3CXr0JA6I+$@>07}CM8G%t6QMUrZc05kx5}AJMtZUFT zOzdnTwLcc#G?am>*_+)OJNk{J+}nij(EcALxvK7+f(C`7Q(s`91GD>YX-4-Yp<9xD z=_5rGaE%6vk$0x-B6votRNb{5s$`W7l1F^HAk6N{z8aGAo2>I@JFmWwYDfZR4SRHw>4U#MVK)(SoueK>HRM(W$TY*Y(J$ASFE{*CNo=|z9|k=*n(Iq zG)t&+q{io>u$6wsWxwZyk~#vGyX=L5`tgdTj`D<;+a#EfAHUqiDD>{kJr%|%+=nm8 z<%eJoK9)R|9t*C!=;y;9V(CiSyRol%5Iv^Nlu|US?R_5_iR-(*YeHLu>=SZETdbHp zF{jHTX(7`insviQT@1b-MC`KFxj@unc{N2kNq?GUlCi7?lRApM8WP$rz5bqF#}Q>NI9AFoi#9cH5`c)YNs z_VfZ^(az}8#uVDxtxZ|bR2Dr&zhl38US{T`_hXzEtZpEKSZa`Qis*DSuVz{dk|t~{ zNeE1?pO!VcQtE8nX?Pb$chq(SoJ=dvM|nQ@m`7nZxj*#&kc5Oo%+>o zKDX6tx%jHa2`nhBj!4_2T=BmVCJiB?z0=?Z+wf%U5JAxLrD3rLcr0O&skr_7%eO zMQlQgK$cvJEOzlW!!NbFR{NjtYm<7cA3 zMll5V4$ZThp%dF6Pem4?9ldU}3LWqF{4C;uxJ614?GB6qtSa&TTZ zU0v`JXx3UJ*=AA?)ddsHJOwH)oDrUZ*gg8>5kTg2Jd8nA==M_(a?ssPR4BvIXWM=O zsJHYDM`%bAox4njqdCMuXLSWItO4RtaORO0TYs zzxcL=OhY6d+bGk~y#uqFy4n;}Lxd0ZGW&I=idCSlaItj#DqD5Yp5B{0ic#t(QH;{8 zbhzr^G$b<&o|Ot3%<3W?cbL+oOJ@h+W1(Uv4^zN4d_V=O;e!NgqTV5!2F85ylAkJL z!LxfcH5tv-Sdm~b`Y83iRF=v;g5DT(bub>jk7^>4NMgqfyhbimTNkg5x9Z+O8Q*<= zqDDE%(H@gfOsao%KBbtuQuFtg>iohI2`qHw53p*9Q1ql|I78$lvm=rN?GI!3WQy{I zjcn?2qWFvqPv}#Ek+_HOiDH{Ue&#YFl*&X5wE_NzbgqQHfkYAThagO-zZBpO75R{Q z%=9lY7!J~Tf@mFG*{%e>MH?b7t|iPId5@@7eb=96P;wHb&OrEp)s+w#L4P9G=`&W&w%aO`lrVA125|^8m~AXW z8cS2P#!L-ElqYc zSQMID0r#D|`0az3ogUagHO=0zV4dVv8bl=86veE=&@RQo2CHRJSLj7g1Uz`iC zlH}-~1k>TOL0(J&%2sN>ksy*QcFC~xcSeaSKzHj|n zI}KdfVwN2%7$LMqAFKpvLCf&-kj#!7cB|b*uTkI00b4nUZF+^93=w@AuvNmXTwoB- zC8m7@XR?XizY`N)DLI}k1B5E|;(2`=FAK$g6)|(9@pf>;606*1H*wusr!ifrfQqgB zI@=D_?jngl^?74@WZ?~1Ok4FkLv7a1ynT)`UNbIuKTKzW0y9yGeZfJqb$*}Ft@5@J z=?If+4mJ%6Sh$KZ(XP<2gM~wc6rwfTgwUxw1QX#WvKgMLZ@$C=RTvFUZww#(>X6X- z$0l<_l}jmywQHfQy3jtiq7iR)w{qVVJe3F~Ac>#7<=o7#8@O~t=P z1CKul*)0@ssJmHRGJ-Mofa{`M;37g%Gg(vS5iYHhA0DV@c8zZ_pKBFz@!+f0^qHfxCVOnCpMtNY%{c zdT;|{@=_(dquT!f+V4IZ(5EIa-6#T`Dui8?cCY|2TAFVL7?p_t3*|1Wo{$kQ%vTqHBT7p0Ijib5Pn~1jP^A< zuY?NMMl&6JgfQm2piKFLHaem$rB$`)a2K)gjUBGLjq30rM)l6us2Prda)~Z$If;xj zrc6w!E&|;7CCy)Cvky~b{hDSrrO8N`oS?aK%6ZdW^mS|lsc?2C=y5UO)^29Dr8y>- zJ4k4RnOxYTLZDvMzbWq+>70~(Z(0>IT<#H!u zosu#eIQYWAzIu&`g-u3IK}ki;!pioRor6^YRM{i>kg>*VNY4H#By3b@%l4^$!e= zPfSit&&8fo8^s_#4HUoZiCtmnfT!wcbCob!;8k#Y=jx;C`a&5PUe~X zRulebKK~=PFGl8nyMp}IbexU#&zp|_Z}ZD^|I07)KSo0KDYJ6{7>Xwfz6;c{cYKX) z(*^t3nFa>6?09ftK<~wJ%lzhgw;&asrX&FQWZAK%1*-Q80M_|&FG$~!YVlU<#&E<^ z1m3P}c9JrG6w+c(cRBf7Ln-%-dH9wFi#(*}o&!T%BXpmHR8a9EpD__SfywxK@ngl`p~hNZ%7+K>Uq_DX<1 zP9bg|{kjzPhe;AKgZ#B%2Y(v4$HUtKA{sahVIgal{>=IGwMy&=z7PQ=U4^DzC1k|@X!&)-NL zjPCe)GoM>Jork@{#&^DGyH_qN%`2K!??TUl~9%iw8V7& z)e`efE*rV?mDY5wA=0Ic5R`XmcxSEI?_$cIab}JIh6E23ON}OQeVH2lrB(%g3>JST zi^#e>^%(_q9sIzZCV|?Sc_n!RqPCcwDC!8zAR#pyOV(Ws!!3wuA|~ zqs%CXmj3jE*G8u|n^~R+@ermH2W0wxH}y2qm9(K3q#*KC2-_~zU2>D!BD(vot1lXE zqTPMW{!DO|f#AWps5xKs{^Y7y8N?gtd+?#`aGpX00 zq)mnAK=sGPM)bYln7ZdEO1eqQ1JfBJh$puv`9v$0pto(>n{~Hj*O`8T-fLc?0dJVe zWA62?D+|akHg6$=*|hxl+r?5|;2t<`ml}W?<+77F+8kl#`)dqU%YkFWZU}*AjD3rd zv^WVQ`}RY>`%&;$Y_`r6iR2%f&%Ii-Nl~Cj?Zaj-(IYyM;k_A0-If30y@ry8Ab7fS z{H(%?4iagfCqP7@AKIc8K3*`8BiXjUsfz!Iy$22Mz^tNqf(_Vt?)pF=Y%6w^?;F~M{VwK{-w6O13@sAS`_0cGdIO>q#WoZ|s7 zzW-@A{l^hD%fEem{H+}(6ObJI*%13LJIucr!@q`3pgS#D<)51|5k6_ZoTulxyq&AQb#@ z0n~6@_LgRmURYbLHLL*i40#A{SO7njy_6I`Ot7?4K?dY{l8A)32tZf_{hTVm8#i=z zG8REHpBU&5O_>3munFWFlo?PUvN`DczfRnLOz?%IiF5K;0Zb`@2r?{)2mqNMu9_@s zGP&p=gt3p}2W4mqZ#F`P4loIphdGj} zMr!8IfV|2t+9=mhIAq|F)3C$*CG7aSk0@wTf9WL98k2ux$cl;uCguGIx;$8S&NX@{ z4Wc*jIPBq(uN_a3iinQ=_d?*ecLsh(h`&Dw{%|(J`fpd;9|HS#p25h#@t+Gc-2MU@ z|3R}6U{nGFFiKG(ji6|_EIRB7lgNNcvg6$y5jA#PA&@ji2jnJPkw;TZ0&jYDE~Isq ztHeNg1Q8LyyLT8(s}B?Vsp3(wtLK!UJ?P%POo$?X_w*ewnq}Zja%4~;ol+$WBKJm4 zIsdIH{e+rMHu4WD83I^%)TvT%Yqe1Xuxb5AF_ z5P^TG?6MQp7K#pn@S8jS=bis^kMwz6K!nxvG|L+`7`lV_pEDCDAtn$J-o=mIWBf3j zYZtSV&gL`jkt*UH9luwjpQ;p0bw<8DuuBPQ7H@&1G=hFl2`I=5=VLff9OFmdE!_O_ zo~EM!ns7DbzfKc2L)v81ssX{dVGtTBu=VKFpD=$T@`_Bw&gj+h;0PcDPTSekLz5_~ zyFikwT%~MS3LxV#bU6wyl_8My00>w3+%y!r0|oG>k+RnxiXGd(U+jS9>c7I^O`&55w`~LynN&+p)e`?tO#Qh)7PT&6fB?KrNKjS4f zwm%&&G5v3&w;%qZxBoF3vj5}WEq8Q-D0tfVxD?}H5tmtHMNZ=wx2rp`r)+(g+rVq| zsVMC|ex5g3x>|k2Iw1)`Vgc`WH;4D^j>p?I`nACz=Y-!24-`is755y{TZobJS@I=4 z$IG`gV&oyY_P&-cQLhMzf7O{MXx`_+iPU64hVH;Z2T@&kr%GglX8RyDabC*e94SNs zsWciqP(P6sP0qJex2K#PwoLG_p9bxEqm3&6yB z%{KYA|L91~87|Y@;v4VXnplheEWZsolfK?ya^(l8yo1auJ6F;DEQLqjL-KHfxvt)^PtE8N5 zpcAd8?FwUL!dnjHb~v6v(# zG4mshVC9*FjDlT=ngek$;BhSJ2TuO=q=`kPUP-(2TCor-!nj-Qx0bU={#Tb@!mHH_ zDCh_Vy>fNRyt*!|8>5I_oxiWsWMm+kO6VquUIJ8OP51a*bi3}S{eKOeeuhv#_r`nq zgHzcAM;Olrjlo-`ZqsN47c=)WO8mI3F|)BVlO{DZ*nF3oPx)E36PKk)znjnhjBlx6 z0I2S;8s#1o@fOde=fQydoWf}3kcT+dNmZo4tl@F#4+z6ERhBLER|YqGu%G z6pX0afgw|ZrOtT~oQ~Wlz178MeEW26nE?d2yh9#umnD!M`W`J@tAmi3`qACrkk?Y1 zDTohXWx%@Bq6j)-8@DwtCN)PwY@S=l#{3$|L;Yc-&His6CVvNUf7DF;$vTO@Ansof z_y0GD8@#^GWi~W8ix=o9GSaCjXyn+w%Ohjd0p6Ihy}laz$%$Z89$?fog%U}4$nwUng#M;y zomSwv_X0rb%oAJcfKYda%+3czWS(^5jR7G;M{@t$s0W7d#iB7_id2BW%l5g&5>S+h ztgq$`A)s%2t;wp$=lTL*_VSnGhoD3Ukp=ZehIIk5Tz-Te%zOplmL)hUA{Y=HY>z$< zaDQtkS74#Sfexq!&bEd7=>86J(S1{Y1&u#&1GET3um`LE50VRoKEcn<0>TPBiaZ`H zX_o;NtRW!vyLUsdOcdsMW13URkO8DQ75Mi=0783*aDJGCDwhXms=^ z%_XB_z}6ZCE64%DT!9wZBKWK*aGUwf27-*7ytI{)ZLi{zSNVGHNEY4l)4g z37;EL3uc?tT#4xt@L z{9f;V18HAnTlXWmQ*${E5d0hQEiBdb#x{8{Kw<_VT_dcN^F)!l5R;wdclk5mNBsM1 zUed)m9teO8>XE>~bg&0d2o?L9w(%@9C_z&(48-dk*jcrF5uyJp{iPbf^3p%xhYr@R zpdK$!Y0m^!(B}Sw5Jv(9^cQ^ljFw(1st{k41au!#$|{ji2&)Fc1i#ELk^NwJp!zzO z4j@`luz8{QuK+F+!@phXeiK%50Flans?s_A1#tgk;LE=PxM+Wh8T=QZAPo$EfK|8F z=zzmNwUzmw4R3z{--IV>^kh+Y7W?5(Mz55RQdRKsclnPgg2XGkcp$i zE2kJQ0PH5bYDSO#$qyUk-pss9UKA3zFM!6jHL-bCkZ*f!$d(4dfPQV+Yvv1Hk3DBtYNLty7vxQr(x`8?FnzGRhyN0&l zX_S5Xqmw)^6+d$k@4|P)c%(7fg$q;5+E;jN7W9g;ldv8AaTIh+0!UWjM96_8l@9#} zR;`gd?=c?g1s&L%o%+#%Fj&$0frGoyacd{SE1(fVZxBnI@Ep3tLvZ1n93#}p>nrpm z)?=K*aeSmj-oSBhwgTYft!Jjp)3{ct9SH6e_fGE^AW3#SWlWAAOmfuE@h)z??u!k9 z^+aYPV!+>xY7#Q(2CV-5XD=&H*4b`|g;yCD8E2>SENU~-jEmjNhbh4{zS%okM1|!z zUY#hZz6s3#o(#fw6u#+|Yb_7;CYRpCWgL^>HOr+_BfXTg@c<6@IpoW?Ri~K8P|MXs5i+R#T)~ya z8Xj4o${#l(uS%?WHwGiRA8GKPLID=Pne_e|v#PojzJ-J4-7XuU?m}@n8g-vGE|K}* z7Po2YNMI`om>pd`FMS_*!N-~}6Y4?;EXX1OUM(|xMYFLcX{;}Rk4QV(2x7D!`dR>v z*KfUj(DR`(4412^L!T1_nE2b2fz{={^H1w{WDqf)2Hvb@1?x#1@r)I$WWSPD^f^-T zh^7<}m7SJgT<`aF8ASwpuP^lAUjSqopyoy`Db!SbA{r|bCDY3cP!xr{dD#^e;;+Nh zpSDX00hoBdk{cO_8rq!Okc;W;coXGY(wYki zVbef&6pV>#z|%xXGe71~5yARrg3Np`3&hd%hyC&z|6*rj8jt&rFF-g>I@8k+e_{(LA&UvWhO!9n;jr|%`$%@@EP zil14_Z7nJ@l;wktmP=?QTX&Yz`Jn*{-V9X0$77T<3?BKsWva>A#>eG8}V zIdZWT&TKfO?iq2-7ci3oH~tUn zf=jtlx$ab(i$u8oll}|mWS^pkmDc4a@OK2qr(K|fM&I8wAo6wg&NP(Cy>LRQyQPQR z4EvFkl*5g0F%{LeT4P=<_RSP_p>E~yCF#UJRqoY{Kn(bax+;Ok>fOI%&nLlV_saEZLy z`HpvO|#5@4oY?T6g9r6`N7R5#UUY^n(g@a$izh?Eg3| zwd0IGGi0q^-mv9-Jj2%)uH(4%om`PDsY400l+`4wmP{RL^vx{PQIP@FY-wcJGVKTX zo95TsOs784U#0wXw;tz)qZsZiU+&Dr-M2un>g)h)ISM6h=|WD`8*RSVHihkxVvY6x z4**p_s=p_pBWN7N@tGqp!hKuID;m~2X!E@0fj5G2GY#``mRmj9BMOLBkI&FNrgq#Z zbh@0A%XF5|P@8pWQHK8itJj9bZ=hM)F+G zi+2rQLLH71-_ji&2OQlPoxCWCQ)N~YrsG>?}n0Y?v%J#=g`aWnp$jcU97B z#gv)?7>pgSWT~Kjoefxx7-PUfw;e3lRBb%lG$wSIadNzrw5&S%`{(Psxz97)p8_%uX_~GS2~xm%ni3x0qwZI9Pfm;cT(e z2){5Hc}=t7+Z`A?y_q#=r)6;VkEnk=LVyk_Z9A-Oq8EzSvtmWH?Wv0 z3O0kX-jH28eCX3MxJ<|P^vwaXpRQ=jc{5BaVb^UsVAI0kJP1JaCqKUP~ zhEHlQTnFmtD6HD)3|f#NyPA49&;A9;8oAVv$n>Qwr|mJgiNFiK4$*|sHjwILG%#(@ zMW`;N&U{JPy3}0-OG|4Emgf3e?4^c_TRtt8;6}TCCgEOXw77OfF#^OUC!lhE@w$Z9 zb@rCI@Vzmaz4h|P0Uu{IMzL{=Hq12_Ys`0S+{%Wu)j6PQrEM}i1hk?qZFgwcj7ae~YOG9##L@d{r;qOL8GCI%pLD_YN=K5QhjB(D`CL|&>r0POWLW$dNN9Wc8q!@wW zo9ee(pOj+|nIZ?=HLynFE)m(SVWFe`t6=*2!=p-LYRz8huk)3=*gM<{H%0&+oJ9Rg zfiQ-OXKIuw%3VNuR|b(mm6_{WAydGJEiHu3d|lKwk+gs7bg0ZIjzgnuFNSt z&;$FXE$z_RpAEG>J+Rln&;vV~ZMek)`*2@>%JXZcEA~Fc1_On10j8-@Xp+v2rx0roddsmr+1qWlD>m8TGDa)}Fnf|mk@@S00@H-P zfyiQ^P$~=S7P!?BUo2L>_UYr@2(!P z41v}6R@)-urBd{S9!SxHWe6C!J8ODx=!x%k-Ludjy1c`Q!|5JyCEa%Mr;U zi}hi!rm1~$^|wOo<6sdP1|NxE;2fN+$Yz9n+_FKKDh-b z`Q!prbf`1w@gevp_sI?8>yp>g@Bn!xGFL}7#IrJrc~Em`ykM>*&);g6z*)42!3HZX zn7*2p8V5})&RE?h!8C{FN7Hx>!`Cr;LGj>>vks`tn@{hGT6VHReQ!T3*gkH+kk>}ogp5^-osi$@Tba|8c9EpJ`^p7@ zekhJIgE<72C#A>YIKLT3nJuhhVGiUd z{WFH3C3)}}L-33tc*YR;75=Nn5WI_*F6+*0T2TLW3Q-kmwL)a_OB+f#9js{ZREXZK z5G8|Ymx5A=2K!17;h#bw3g}K88A>6tuM-w+6{5uqP~wx7Le#ru0IC%t7kkce&{`pK z+6#O#!KB}#5M^iF|4fDGI)6z^|2hr3okj&XEqOnvg9&gVTm?AMdp;cCw9K#>-JhM{ z#NmdM(f(?d(7@#RC5F%d`YYK%yLMFtW(58{mZp^wA=L{h!q2`tQ;r?aX$O4iUGex1av4Ta9akc>$C}UP<)J-{p04d zJM7${yTr8hd*=0r&TizG6U9}ege|wE5Hm~BQb2MuQiUkn!_Rm zn8pDwo9ieFBNd@VgrC7(Eb9+P7rsP!H4{&>Olrn^%Sn_gRKCQwoy5K@b($i$Ezljx zS_{IaH35Yt2`Maep@kJtZbPadG`p~X#R;Z@unB@@StcZxj)Ypsda>Q(O&R3|@=ohp zw=t$mM8=ptPTqX#12f-fA`$^9=I%3@8=ni^=sFp&Q3w-p9*{&5*hmHkCu}i6X=eHabqSSjg$U&e74=jT(O_xmmN z>z>cU>n87O_{{KFq=IgR=_L&R=gYtT&FQ~4f?aldL<&aJtp8XpvhX!4$^Pv>{Q9^5 z`1k4bcmJ~vdK>n%4kPVB6E&-(N zkZs4FYrasNEf*Ld4Vr`*InSEXA3FUKA3*LTmu4$Ia|mqE?T4wn_%;F6AVfy+Ylc?K(4wZ3H#_(CdqhhpdbHW`$+F#|aC&V7*s(d*8N#LyM&vODy!dfuIoMYG;V@N^|ZX?0G`xK>J}fvm?e$-0G>f?Jo!WTlKz>^3Le5jY%5&O z;vu}ydQU?3$1t`5TYL-aWl8sW4+6$;>0cxEI-Cp5@#Mo8hIJ%T?Lyg`JbIFy4k0mP@Atk6mFI zAnoPc;S%X^c4qlyKPI}+dO1>K!p*h9vc(C9d(KR3vQ#TPmSk)cq`AQL-dRr?#y!a7 zS60ARYn}WSGq^|4svCD0a0$$V+zms;c@;deiP4!dR-}cJB}2_42}|A;FRFv^n#Ac>sgha(IodG)UKI2+u?(T_{7$ ziDd{rfFdl6>ZH}(VQGd=@d|@$;>;@nYLT;}#4Yd>C7g{|*a0W4h>mpkW}!+eonj$L zI?dq)&M-@-g$KmaY5B+SH6oqPkWP;Vtt4#>nuOkr{nTF*mIa+b=5e9L2eceV_<1g zUw@@$owBpMY*?{5ky~JRZAZW0D?GJkYtl;kv)REF8(P2DE4)+^5C?V1idndT_o@kO z&m~P}X_Z~~w-Q0Fd*SGI6~!viGlkEW8n)^zY+P*rI+=&pmAx=(eYiGVeJZdRg$1K5 zQNr3b_<0jO+o+e8?>BY;Wvpz=mPs`rq7pfkv?bd>4-jTOmvskp4bO4KGxLYZ&dM;4@JR0LK*;D|@FQ<=m?sKzjZ} z;jsN^w-uf;lipdqZhSdVu%GxQCvh+_4Tib9$q_c3QR)!1LE&dkh#ainr7?GGvhJGD z=v$!3xHydvj>VF8vC@fn#FjKN-m#F`v!n_GTgM_PGBm;_c}3{|qQ z+E7I>8>+}6g?G=a;=nG^!d7!=kzzerEK=G~Rn=!@k?KM-;@n|PXua9=q%Bgi4Tlyf z*bbCMiVaouxGF4!7FL7BGJb*hj5;B4vz(TP+`9qi&R#xx;PBeLC1UrD)k|x*DAI1`5BGJN*O9)UiJ1%hv%&qo~E#UJ^ys3uzz_^noc`b5izf4bFA@f zjJGQ>%tabYt%PhG;_I;;tJIlNiC0WlaQW`}U_9p=I|7urW+YvOCzp(JH97lq)Qm(7!BAKaTc=;Oo z!PEm(_xeEU!E7tnaUwXHkx0sqYDQvnug;WgO!BtNEKgBNUX*VBkw$v&%|O4YkzSO6 zUSH0bYDO{`^sGQxZzNu$cJ$=O6E@O|nvpo{#>|e?<=1Y!Xl=y4?ksH4ysL(+OXdp- z4mKh6G;)YlZHmP~gL$fGRQ9)$<$;5feJ0rNA~6 zO{h>gn+l~ue>U%*HbPZo2#NtTac>{6Q{v=7w<)S1%awONSV5LpE^2K^f-)+|PMm^1 z$fKy8(b@|_O-WS=S=`V0{7oix#?-S3(%nXTFEUMW;(~9z7-zhw;-sUnMs7w%J*r*u zG-jwOqk?MU3bO6&u_>^+muJ27V%T{b*p z=%v})q}n3<*!z_R&!u_XCf&-k`<2SJ_jW7OP8Z5cpITzxij*f+*O;=wvbof*)|Xj0 zi`o8CM(I#6Rgls51}pSh)6hIaE-pIws1 zKhkGcDN7&fvr7~?hv?(_>{caB)raE?6syEvAnVJJMG*&e4sOml12S2~lZqZ_G zr`?*O-EdX!nNS!eB9z{s8fAL$5mmiiG1SN|(0or-@9uTkz02Qxg`mXf8&^osF8TNh zah9y_ze4P(V-Oa1buGlGaAAYO3^+Oi3$CTXv}Xu!purh6xJo2$AehRBDO~;8%6{qw z8trqp+(6eWl!nDmTxYOPuTZ)L_;uw5y3>a2Z^(ul4}Zvpj2e3&9yHNWG~LURUAG|* zR?a)NA$Q_ad&`EL?UQUo3~J;k8?p@Yt8K{K=i+nA*UT18WJ-E>Lu;}jJKqGqP;AIS ziSJ0dxYvffIC=PP8*&FTVe7GnG_+>M^M(yMxd}eNhCFrar!EmoISr2~A|4d6)5kj;ko_skoa9b;cZY-da6Pm$kj4Mb@hJS& zX~`AxD#WaJcQ}BF{=Ee~)z{xD=t+{4_y63+oTQ-B1AOcDerdwW?U;tH+%89gXkR?2 zRO8yNLOE}PfzKL^UU2LkDjODgQ*Iuu}`lmut} zG|C971Uo0fVQ)<3_R*lMCrnb7%-;XIye0%H=Xw^k4VBvitqmwuZa;2>qR1fdz(mbk z?H^U>aku}m<2>;6jmb>82tBSz2KG7!R4EFgBEiO#ZWl&EVG=?NB;v{ys6|}INCL@K z**#dsjcT`B`%1uR)&7vdf3iFkkgnZ6SzVENqx-I@-7fTaT)RD@fLqz=oL`5wu+wid zbRHWK8{gE}8anGgv!S!qn6EtN%g&wtc=6WH8w{P|ul{YAU2_@_P|pl=lI9_jiAYCELHMY~niZTz@( zVjW{B+D#F{T(rA&K?95-=$O9#R?%+fIaU+DwGe&DBYmXtKIjkj$^PGLO(9wZ8iSJ1 zoUJnlcdoMOQ*4O6#Fe3Q=AZZejAwV@F{mQE7cpCLDl*_O6BlC})i8Gi7#T&?MvUxk7wqhQ z&RXglQME3Kl{o<##EW^GqiX$SaUeFcpOd3%M~gObpLJ)()$ER64jHQBBA9Cv{I7}awU&#Mia38rY_EMAThZQ% z?Uh#1fA!ejce=K3ptLS?Z12}Zj0^{7d@xHyLG~(Q#LBfrkrKI%B1S}%|Ggqc;5ZW} zH=we(m*3K=$OZ6)5hLz?3!Gvq3gKr)jJ(qf*nCRFNZhpQ{ShNj@hM`&>HR@W={HA= zbp1xkk1>_Hb&AF+2(Fw*a4??BvI{d#crKF{895M2L7_KqR)4se1L z+dBqpy*#jY+?n)rpS>fFIS=k>T}rCp5xT5Hw(RS2$}mJ`NFI z-)|Ccu5Pl{6+RG5tMwyAjE?S=?2pISK`?@z6*$uF;C^ctkE(vM%N0ycRb$_Ms{@vy~sUQtSpn5pA4{&`KPq*A3g?>#hEJ*ZLKoyd-Z4;Z{C24zF#! zF}q7m##-X`@W;nyi^=mbsvnC;1DQz(YFmQ+kkZA;h^9meIcS9HTZd$)!K@|nBpNOq zICF$oP-iKC@Z(XKR7*w+NkvskyD+Zajj{FCV0}{9?u_%{%NBGT=D;Do*%oGF&)UlNDI9(nMiO8M5zqJNNlSN@a?4;tR!Lhq;}dS6MG`-qQKFp_}RvLloZRTfzg zHU|qxHIpTip{t{Ua3^eoo4wCvLgSzjCch}ZI;zl-F(r}pgnub)G~+$O`nn+5Bx8uu zDyNe5OSxyr8Bv%9A%(8P;)yp>J5GU*94B5VsK0OI!gKp$z0np7tAv*5rt z7aU;yheJ@JN;dDQS#x{EfJcU___(_p%s0*&_N^rYx><_;e~ttAdfC}o7KS$KVP$9e zOpNYD#sNIp4QztsFw9IdPUjU43eg6yQw}_G6g#>LhIit0aXKBG9ONi0s65Ea5SA!( z&cBupFnoUv2Ux?`962}Jh^=rg>g3!}v4fge>N_3O&Aaoxg4A06H1wt*ACGq7sx{31 zajPz}wEHDIeQU)jtLeTkH%nXoZcM~_c*Ut?9+U)DRdFh)irjG7XjNM(T}M^LDRI%g zBN3~+hU(%{?G^AxRh)W!VAImC9OE(3*O9kWE%{GM!~*P#yK;7wOU^o}fK+}I$yqL` z{q0Pw3eC=JZ!)of9%o`HgP}^rdRN+26XaZJhg_U?^(Oz_Y}=$&PPqrAW`DiiE-T)(wU@JgM#b-8<-NnXsa91p`z9hyi`TisPk zNm?irjTr7=ffn0Jsv~PXqqF@;P%}*VjO5*LeTx$YRi-5HU!Zc{diP*?Hz092s^7}z zGBy4h>u-@hS|HVUi%@j$DDOt-u6%)AB8?PYgWFvO2x&uRCQ!K<&4XuBYq?)ostyC^ z?iW9UlBnr)wfk0jW7wp;bp?dnEAI-_7u_FgptAj9fW%@_QssH&g+X`Hp0j zkk`>-2|Cci2)Rs?gEEg;h&OD^;kJVi^ z^nRTK6HG@-FHpzx6@>!jucY~qn{TU`iKLh!iZ)qInEDYFs9419T}SPV00o614{Qzt zI-Zs>{8C`H$7ZHTq%u*}B~dmCM?3rOt3CR(60ekH$Ac1gw{U4da|)FPN}Vh#YYUX{ zN#84i_LFJah1^o?SmMadJUa8z(qU5vi)_2FBKIa%5qE`awxlmiO61Z!3w+Q zyJjaFDzyGffm3gW!^$hlq6YU@PaQ9%r0QtzYxc3j1ghHd*b|#jQnlkfDQF@(LjBai ze79xaGl!lCJCfr$+xaH8wNVw(Y*|^ND}3=|zD-{2>o1>{%%>&u&tl2!#z%F80J}B0 zUO}cDUz-yQ3rI_lfV^zIiGhpo6sEQwTBPA=t^?g4DLU9R413AN5+Se%aHeVHMvYof$Xk= zZ}G<@m!Vn2Hzb#dol>ab*Nc2W$C)qgm8wIH1L@cQ`I0Cfx~%*!0(+>$fVygMg=Ycw zaBe5xS2OG=>8C^W;UGU*)bOy)ogc?*=F~PNo5cX{KgbCz@4CkJ7^H!;JhMGn`h&urlMVG|)4f_zj2 zqimj#sC3>?c`|TnM1lX8G{EZJkp4EZP=xtN_p=JNOpS6UOHJ@DFSaA^&mICY1B*BfOlxrbBRAe<0_m=W7LBadmq}D8TH;u zwNXaBNF#UZWm#iH8~WP+ag$quyZ9 zvjSn%Tg+E(FzUH!KfrO946v|O$$#P=}EnrdgpS{3o{zbgTnYfQX3}w z3O$4!w&(m%Z5YG=KSvqkFs)a&3NT4 zg<H|PitWc!?*;)*4uwr#b9d!P^k(7kV~IXG|_0sV~WC{8b0N7Sq{(y z4aH6zrPFXxm=*yKaH~nch%O2vkJf42Ulay9hWolL3S%zzn1Y~{?K_SkHDw0~MNd07rEtqQ?WGkJGI|IlXg=Fx{?Q2g=BVI}l!x_X%+ps^qp~Y<;@q3?4pJs)c$kz4+F5BjO6R}@nk7j2S&hmp z!)H{Zx?=XQ)u@on1HnS5|1s65j!fk5D@HZhJ6g&2UtNqUcWpJ?-kaAPT}UEHh)L)S zC07ikzVs&{$d?rfoYG|plf)xQwaq3wiE|n$vA8!0%VKL9BKL!r!naWjHPcJVJING; zt;)pZ$`X#mS*;=k257l7v8+J70QoY{_aAODZ>zct2f6orW*dOUshHt(OMnciyd+-c^354zS*cUsHZ3 z)=OQw#%+4(4dr(ty%c)Mm+PeuFTWG(rP-j(4dr*fLN9f8F>O42tNc!=mwrn5og4Mi zcQL2jK_h$?rmxtuF#V4#OrM8!2J51vXLo%5$ZhEfvoqH+rqUB;(NbZ2{k^;6PgaRM z{qgLMuZDj5!t{hXMV+1iZt}471lN{RVJbZVO!wIxzdbeAyW_u$X^-m{#?rF)@!jHl z=$$3N(@|e~xT&iV)^>|)JhW5E``X1-wfU3V#TDWUL6(~i+QoHM;(xPU+|s#O%hd*Z zuH1oN-k3g*6Z=T+ln;8VKb()z(YX);8fwCL(k3A&?l`unp(0L7KIrXlN&c)$jnY>} zJ{X-`dB1!h;bise985~n<`!iIK5LZa1E7!(5LHO>fsKVO^0AaUTC6&t<%7v!v|159Iq4ge~7E`Cu_varerja}bgV`Czio=@l6Rh2u^6ATY5*Fmqk0 zwS3?c!;j?yTes#HSGZR#8=YG(V9iB7aFWvlfc=bnBP_CdPvsUHOnO{4;u&J*o*RQ02<_E*boKZ=L9zs=K@ zSW!aSo>kl`_GT5gKYP5!?_I?$&;6(NqxhOYO_Q71aCuAEvW$aycZg-Of87K?g}ZDp2!>ImGS{)J*nKlx|jmnko4D z;H@gyz(zU5yoP-fb6QqX+ct9iz57w*AT+AEyB|d_%MA6wMXEQ%|t*xIVOWXTBarau< z?)1b(DO>OM#4$5^peL@kzOZ9Y9ICiJ%oBHyrR{q?ak!y=k|)kLbdEi7WQY4Xp195} zB-g=upC|4*-(3Zonqi`nP=|Rv^r@$l z=INw)I%$5SlV-imUemfzUH;zwbDZREmH(g8e{LV3>OVIYi2BbNNC^_E|6DeZFk;hx zF4x~u|GD~G>OZ$bw*Op3^WYvt|GDx7(|@jjzI6(*(xWw|o(ppWdw(br!1)_~{Ie{O%H=|5M&Y>$oVKQ|Ug z_n+H;%l+r%w0HKv+WvF)K}wiQHd6kl^qOfl2QHV%=pw< zQvK)Zs7HG=egC=YJW>7U#G}%i;i&#|bAfdKxq7jW_RdwMTFq1H{tBc!)ql*+Jf!VZ0ZVQr~?lrq@}`coz8!LQSwEMa@Z}*$sBfDuY?bW z-BO=H4?Z&NmjC)0VYfqG$C*pTj(d+r+nNzGB&3+^5-?FVo_HHi>P9kh)kT9OO7`aB zyUBM03maZ$f1n8z@ktPQS7+Q2n#0MwmeKx!tUF=@dA5)Fvz$iv#VefY3P}+q{qM^- zz7E6Y4L#*H!>KwCuN$i2Gs9hxsqzZbOBnvomw)}6(|>OSyX@Cn3P#hc|9H6%)5*MM z{d4L!lKtC%`1No9@$W17{@wqqqu$0nWgd0;;IEgd=TTo4U|Pp9b+5}%su%88Qc62~ zS@-?|m-03%oGv9;muZDp31b(%E^ry<2A2%I6>h5sd4n%oH14nraHwrN*M(YMmsH?Y z_}L4-t?*oTYbyXdZtw1QxJ+$xY?t*~;g$1k)fLAJEVEo;8Q_8euJHE7%XAhR$$I-w zJB(tDYA4e=;o(wM;{spkYwym5kq|u8!nOJ(2k@wfr>@{JEW5+wK7=p3o%YEW!aIbg zaH)=AtRU9=2%c$+C!wli7~3$38|4_5$OR&ZBY3F|ZZ1?+HqgSA*jD)Rj?Tf@OHizV z$G+sQF7@jQ?poU7dFO7ufl(y1YiWxY@SYYdY3r3V?=;vYbuKGuc7=a;`doHN9oI@e zUBX_jXTH)&C&45axNbwYO5@wi%F}hdS6DV}WixdJSGaur0?V3o*tC^}RSwbh*qxQ( z)zi@R*qsTv!YeGtRl|6C#!~USg#qi4EIb_<_uLBC?~WNwqY)2 zAhT(6`Od!ca*F2;dr1T__m~dp6)P+!Z2^y6VLBwTf^!ZJ$((T-<{CVDf#o#Jv{YG^ zicj$h%OROSRdbfpu)S?|=VcgxcU zaH18YPaeWp!2#Lr2XIR(NV7bIL4&kZF}&V@(Rv@lph0ZfF^r|c&L6=PsYc{;42#%8 zGo&9l@z@0d6w6g21ZpX47DlaPwuwbK zD^hByRpdV{wPFoOYVDO!Bm9HlcT268z0p$Z&U(^FQfmjP^=QtAbtU)Mpf^{Sqbjpk%z+aHHx?V?L;>=Bb+VS_**#(6 z8}4lo101v?3WqK#cw+x8T)r{_IEKZ_qT)rwVJ)E?$TVdr3iw!Aa|xQjliO7=cx+t! zr&s+WO=gfQHYYQe)Yo6BS+B%dj7{Xg&WJ7%5BBidj()*ccxuhoY+B1~c5uap{ZF;m zn-Wqr3oLymS0=ZA zo$~h9mAz;@`fzRX(Nth@cnL;9l7#Wn3EV`_HtMD2`;8qy87oDlVp0@Jhy`erw;PMq zAhr#w$^po-1C0v7!EQAa+$Gz}8LC18+5iu7X($dt=&C^g0ccQXNrPTFr&$QQAh#6k4EjSSU?fD3ST zE=M0HE67*ge}0^x)?6vCPG-kxU4puPtw|W2`W&Ok~v~1%oXrt+E7(BHAh=j+lJdAV+qiM8Y8%pE}6c z3=isQdC37hs+Y(}4q(zxc{+!%XcBCbI)uX&Jb-7Ye{8BcgoRGVnRWI9SQLM@cOAgm zmL?iL!^*J5#6~cPZGnx1U?OB=9U~iwkR}4Wo6hRQ&l3xzYDiPo2sDs zDN_}UILao)rYbTJ!7@P>6*{i(G7zz$g$zWPr7{qOa2J2_5EioMaUZ}524}Ve9l~tB zlchRzyG8HlignXilkn2k?j@;QXr_*BV9>Ze9nUUY2 zj8CB0W0-AH(Opbur=4hb68p?>T**{L_dHpaR~SZk7_*g|j*L$%ae&Q0K7sLR3LJzN zGmco==v@S_ya~R&iTR$uFyj=KwuELJ`N!}zFymwxpYAc@tWw?f-*obS{PW+xw5NYu z|NpNSp|5|sxbD;G|DN`pr+sH%)u(;uY2SI;cMABl?>y~0`+ENA>^uMRZdoI3(*3-P zWW%2H^tfznmHJ?-@^ze!Nj2(Fw_b|dA&0)KZ>RIhqz@bCl@(C7{!EFCA&5xtbC`{< zYQ_YKh`yYl$<5#bfPGmslEy{bi^QOC&GjNN^>p6d=|?W>uj};l?jkYQJN=Nr|LOI`IL8rH z9P0T%t}&k(G?TlbNK9@mrcP&EBxZ2gq=!XfkYqZ$!9TJ{OxhyPw|AtASW+aEhjsc9 z>B*PK=d_^FT%^?LC!wOZE$L6+(T#ovjW!82f;((Wl?Em*s4Zm~T6?TJVhROPS?QfC zyK$x)A_QAvy&XEDCQrmN+#^s%t{VL$y$ua5X692l+iR?Kwb1X*&{@B{Dv%c|;RD2j z-=q9!Z_ws(+2@YMgX=ZqNIdw>%8!1&ct9m2nBBr?(3+R2GlPG>BCRdB~ym@g%jtM|jzhEY<5a>j;y->e^hsx+6%hHMQw6pcwh=r>wB7UG<{6bcR zOO=O0Q8PTsnl3J_0oCZ3fjIcgb#tPtluf%g6ly>(Dc|LK(hae*g&8hHB`9CJzfeQU^Xp~2{e^9AKIVD;^ioRJ@T)aRT&bT@N@<8}H;H)1Y>O$- zap6)*U0~@D^h2eTq?XscrIdziC^uGVU7eDkSBrLi#HEzn*6Td_*`k3BnM*0y zr4&>Vz(|uH3=#2n*HRK5N41pX%7oz52?M>amXgTU-&#v44Ox0O4|Da|etvJpCN$|Z z-(DrgTb^X(!GQ2fwx2j!QOz0cy{4_!LKkfLIYd=+Mv=v!nI@74R6Usf8mjv+wpTzN z7k(e3rb>*hxT~0BP9L*lU#x3phnai1!kM(a+1Xs)QQ{Ey za=J}^wNC zMB(4nM71O-@AfoN-DRT6gL&|2qPoRI)%rWX38Lziwxdl{z1=bU$IWMBew~Jggh_!V zf5_vG2p+l(B9D6<%v(9$o6$OKw_02PhN*>*0`tj*U2rY@QT`f&unR5r*;B_LvUyZk zP>hO~(x5rnVX=eNRnpfHB5{HJF^FGb5A8u*5?231rSx5c09N|ML)-UeJi8!}%zVO* zR_J=CJhV<)zgPV2+Pt%&@sq?~C#Kvc{`RB&5iska9qW=^7k>w&V`Ug#Mw4Qi8(h_UB8KvYT`()9$)Ucf{oZ0%P(n z0#2-ZBc!hjP7Sv@&knQp(gLf{0m~8^&T+&&*93j<=@Oa1= zrF$)oqkXXRCm?R$*>F&P~1CJ zwj0hyzp=;1)NS~zaDmDrbhrS}?+6#jvw!q=4Hw9>$G$FH0Q;C1k9{m$pzGIt*@m!D z^>9}=YkIk}tFWQ3tc<9@%6!Dabz32HY%Ow*HCHd@K`DmBX1}7}iq&uX?NEtL<*wE8 zJyk>$)~aOk5n)ddxx}jkai}v2{Qld{7QRu1e~?v{MVpvnWgVF(E$ruuS+K@*cPF#D zBPG@$NLgTp8(22V!S}Af03 zliOU^rK>Xy8gmDdVyn$1zDFouj?Tu4rPd}vHr8f&)J|}BilQSqNA77*$`2tL5 zN|y}5#`L=m(I^L$hpPHrTXzS|b)>p$lQ_zB8l@co9ScsQ%vN#MoA;44%CGBpeVx*~ zjFR%}?Olq0|9a^LG#vzf*7%4r@#;N<-*i~lA6}N_A+ACzzBgV6YvS;w&=kn>2dp`* z)zP)~#ZCc6qZb_8`qhOi!UwBvA=q$$Hh8;6ohADmX6v7|1Jhk=WS|brM_Qhp$drgo znU48;9oLJ_#BqNwyN49ji<_CLq#bgi=Q4|+v|2RE3Aw(IZ zuDby}RjM)y3=hJDKa&5G*+dt4eZA416?3+)1TDXvG{oP)as+}A%o`%raEV9I1<;Jn z-6Y7^@A5W;rcY<&Z0^s4>Ber=T^>^h>bJ^HfN9~nxxv{LPQP__LJDjH?=nFgn;Wj1 zAigC#q1$>6^-uTEfqO^-LjQd3A>4g`X7`Y#G?rg)_YR?`F?)wx#>kg>hqeyq+uQR+ zs~GoQCii)Vc)(Z`8~&|UkBwS=4KIcHg22#|CUG((2gzwB%=?DaO(?2?U@TY3zlWf9 zpOl}+VDzC#7rNr`;L9n{FyFWHTch%e1oD7TEMG`SEzKtjBP@7)NEmT`j@yJ0CwQ>b z!LmrQ!(<_0nHWJ-$TcRtG%25UKULZ`~Y!mgA;T?ozN4ZNh@l%IRZ>7ZBeA4yeS8PPR_Imjwij=~Cc!5%?N79vs!WmP)N?A{ga!o~DAoSD#DZ0BUHvw;T9iG%^Xt)^gk zgoJ-7kZSo31ws~GS%1|AOlF9aBg_nvzMNU56NnIn2gMIVP1PzZo0*d2s+)b^BbghZ ziEkG|aSfH%A^%L|5p`l^G(mO&=O#>@hW528TfteIav|W?8EhF=Fd4F9A7z)g!8UL>_6A4U ze4phF#>3y?4eoM;Mt)eWXo`*;2+NRndeiNlDqH8A$-kFfx#v9X59CP@nDBW^Zy&a|7 z)tFHnu57(#1eN94e=A*m+45#ZCNqIC0OHY|+N?UIJ}l^7=TAXUMn3oQ7qh&e$;0nRG5>!D=s zhFMYP{Kkp)U-wNBQbCliw>+}j`OPTZ>|O~Is`~ms$_V%w+!$n1T-?;(7k=1pEvdI6 zJo72%rCQT}t@wH(HXhY8epdJ@6iQekzlZVLSmb=!_S8S)WghOLx+Pxb9v@YG-RH;4 z+~uVDx_Fts>o0Vb{_K_5A;2M~RmaO%|8Vo*bZX9nR9{*mxOv zz@^GGQK#)k)(846<7N78+}YxAx97~qx}Bj6i*5Og*ccL|J7W(gWD!~wagx%A2`j?3 z*vLd^5Yd!P<|4U>giq4n)a&8!>W=6iF4L56QhKsXLHMd@_X~7|p*l@Q8JUP=3zUT_ zHMYp-t1>M+Ys9byROoU+vGYPs3#~1IzMMSWoa11TWzxv5>n07#oW#~FL5F+=6 zM}ys)g7w0ZbXHGjeonbx6Rejb^ck%8^}%}m*u5_67t&rbzNFgR8>}ZoVL{9_E@wNm zsG_fS2N|xq9|S!sa7+#qABC1%7RW8jcnqrUDJj6p8}+U3UEROP<`78eO;D|= zF>Rm%vA#}+UR@#K18UiX5VXKGbaoV(s=;RKNY%GxOnTmeGU&2ilO?X~y#-iZS+*{^ zae_l|3GVLh!QCOad+=bvHMqOGyAuMz-QC@TyS|<7s_L$LtIzBEy}I8!r@z{;*n8Pr zlezZ#=a~N(bNpl{;RsL*{aT*rR6S9Q*{k}8(6$hB1Mk`cBe(TNm=`@U0-dzsU7Ei5 z$hh*WYm)jN)UU0wE#q5TRi1VT;-9JW>Ezn7lNuy2MR$|6)1^WgKOH00k{Zl_LON-4BJI&Orn=W`q*PWY zo(;Tzn(onm%uB7S!C(_iVsGAb0Yk3BxaV}@2wX-|QP!_a=PC$==B|Ch_1tE2FN^fd z&|r@buF`=8E%F;ZPkPJ}b_YqLX323#DzO*kJ|^jJmKGv%SVW;I#Q>a`ZI8xA=XNMI zFVFm@=3F%l^+LY}-sMZbyBY^5p&&(_RfyX4d^JTg31?M20jT)C8$qsukFwiXVUgQq zKZMW;ZN8q&3I7Bu9P6utc9(E~yre$Ucn?ZsLZU4^IaKzfpFRAL$WX;bkM|vu+TuI7 zI?Y>*T8{QcOUw_Onicx3d-|U1Mh;}3=BmokJ5xJGk-Df)+UpXYiu@lmkCXcye1(j_ zN@LGFVTovXZ>@kVTZ*0Y*-leN z2;b?1daTqr#Xr^&ZZXB55POa!Y<#VWEW4;~hrFze7?!k&#>ZZ!b3*zh)e^;IFWfgO z|Ky9hxBw25Ts#>p1cPbz*T%OiMl$jrl3Zs=tngC{dX-Me?=q#>(4*rQX5*rT+8o8mV}~FSqJ@q@azEQC)4Y=@;%ip_ z`lI?*%I7*Zt}})9wz_ANyH;Nag^DuN^b%OJZYf>jbB<|Cr4rGnLA%fU`#7I!kuYi zQV4Hrw~=4^%UyU&_x8uOAB~N)nel-J@QgBP!7JdDOYqLk{Rqs!q=ACo+Rb?vWU~A= zppQCMmeS~oIi$S%%1Jnr@@XrvXjBcXzNaze6FUXqAeLh06uGPzkSm^sc1loP!C4W$ zd`+`R=FDfjEgYw6Ig?WIZ?hmMG!0>J2Tx^%?GVYlVpmcF4P;=Pm#`fg?Zd+bTEz0Q zn{XsZ0FuJUAPajAh;%_(h1u$7F@cJ0G%wfd5X%Vlk!>v41=T^!`FpV^59=n0*N?j*(N&j zvN7d%yUi(_T!CjZMYKRA-P)ACnPX?Yi?VV3Dw+?%5MI_) zxyGW#-|c~zP69ra*gc@n`@x*FsgUuVXbSXklh(3r27E)Ld6lGcS0l*heA$IbYLxeg z)wQT%Oi&Mc<02jc%0JBRX{3Be81d%aeKTI#b(CEqhqlc?L-WFa42?cvqT(v5tEYaz{dbulGod{0Iqas&~+T)^{WZ2HAJ&!GC9;w&LkLSal2Aq~r6WMu~6P}Jf zN^pRxeih}NE1;u*{c6Ag^F2Ym5~HiRCIeg>*9TXhKbbPH`ie?l)F|1g93HWbJd8JW z>=YGIE9|WB3skOlDo!_;>3ptL=moMQG{dG~Lq6C$f_LH!%FhqkF6$N?nXH4GASgN> zkiFd9euEpUlD@o1h@B+!1ZH6t;Ei>%V6J(v6UHnfI0W(igO<=c}{HWnU~1w@gqnD)xaQmH$S`? z3$t!`u4mhPCRi`}BSL=la+U5GNROK9ydpqFFj?Zd#e3c3CJ|Eb+KRf5yDvT{a4(1~I zITaG9JHz-o6>_LMhxj_}6)BD5eu7EqloeFMRCD)7K*0`eS!^N-9H{uxLbM50GR~=R zc{2#Da_(~+ipZiR50Z#(!6Q8^fLk^gD3-zog@kCxK>F=V8|d&gY71u)3XW;{=cgqI zq_N^%g4g>)`kHgn)>M-)!(h=h%r6l`(R=Q7P}Il5To8d$2xV{65g5fng9bOLU|*sI z31f&?bsy7`&RX$?C>h>@@1nm*yXx-A+$M5dqvAAt6S)xf-rcI=t}~*qNJ~VJ*SiBdO9cx}N7EF! zTGmhU&KE^CJNY7jEA|?ShgC==Qa!j2q}XwwF?|Rj`mXK7Y867R3!Jjwnsn|4 zTiIn8%f3TgcAuoum6Y`&WEJ5k<@c<=qxQ|qeMnerdI-T@Q-HIa=c3#RWx7gd19R^A z>@(7l0wwG9RcoXq3q*^YPu5W?Kjc8o*?oJ!HCN%UOfTk(3q{A$e+{a?OM57p_6aA5m#z! z4QygwX6FaK6<09p3d@Y(S;{G4^61oR%d<}JCZKFDydjE&N5v}dgP*?o^yb27cgjBK zc0r&3y!oinp>oJ-e;4-Nc}16kXZVFJ?45H;&L=?WS=B6@sy-J_88A@kUcz&FFp`hb z?P>I^3MZ#;ZHai}WZy3BfjzhHl;^tk@t$@=zo8e~0n~-(eUsXTKHWDWzMGM@iLHnz zIesFZVeLS9GJbxy&$f+^`d2PTUuiM>h`YK1`E;i zOM+||&`vD1Z(8D`fMS;ixvA?Fg+1RK@RUZf86QFK?AE9S^EKjNQfJdpnj6|fiHJYD zywS&+HBWCjo_v9oBFl7VI>BEuBDgV(}!xgp2J!=%<8VMSf!{~fR zCZuCp!l5hOYL5W3>Z6(WU>(6k9HSc zEJMAGQ6Rc5eVdu%zwQ1uv$vs=EE|8o{bAxIcqM}Cfay%$lloL+7`EBEXp@&{)9*I; zq{*d-=48~p%>41vWh^(AE_&(Bs-f`d%!ApgVXP}BHRRVm$&f-D*%q2H-h|tE<>6Y; z@9t$H-iDIx0k<^bR(GFxFUaH5GXZa$ zV^DPcHiu)kMgM+jgel)t;@R@JPLqD}lSaXdoVr*TFCKqR#JoZHF~&`_HF9XHh-upQ z$Z6!(O2HXzr|y%t>6*1-Yno!m9|D)hiimr40&I$i*=|<4rf;fLC*?MHbKRp4c=kFg zQv{MYW8Bi{)*dF)pSV7*Vw_QsGoGI{xn>?s^?7V@?2N4$$+B}Fcvo-9dK{xEN&1o%PTL*0Hlt+nPv;8>gCbJoa^;yIPCFb^2y2Cyo<_PJL+h_2}nR5kC;rcq&C51g=SL5$jC#SHI|R!sDiv# zK#wU2uwN?!y(=4a&n4^%a9q)bK$iQ;G@=kTJa)L_}si&_L!1iLmSDN#guHl_S zA+`&b0Z%eiu|E8T6pa|)GjgvI3z#;_f_}*`%G{vP%fRL)4stNZzOP}eEia3=s6TFq zPv?h4LTquT#CK0D9plJ!Aw)KM&%PN>nrV!#%0y?VRNsZuC~$o2Y{mWS(H_T&ZZ_!S zKObWzw|vnKnLa>Fm)nu?5KLEGwtO7Zc8mLfM8adMqj1{9Xj;Vbxj(ix?fr^46m5fy z>`o+@t-@*8Hw1%W<-GFx`dw(|og;Zvo0`6=ja*Lk?~Wk5W8D zDAQ$Z@H-n+6qz{ql|^s7R0y2+M0Mr&18vz^Gtnchc8}VhY)^7gx!zczk3A zu(`L?#Sx&RuCp`9Ar-fa+%g<@ov>Pp4_%3dgJW;fsR`V#eL`d?)jITu-}^JDJR;W8 z9V(Y*kgJNFKX^A+fYq<4oG8*kqenex3@)1 z8|@31Mr=prR9q0$6$v;}rS2KSHwtVkN@H(Z+1x~w$KGz7ZyhtPT#_sqe}+}!m6JEJ zXi(Gb>M4qPDsazG$Iits&LFS7KQaQXKmw>7Fhk(Mf6Lt)nEsSF=N!2o8?tddJ0V2; zNr$?jh-Ho1=k{4P_BtOgchkMYa6 zb*g12CNB>QCivD`_B8qXBqd%SnIaT}2`~<7HE%z^(_vTcG7ao|;`)&h!rbn^@%s6G zuATGwR{pE|<7O4)uwn;hDqKC2 z-J}Bp*~`hdeSw*!GR=eNLl<-lGHx(8&}1tw-;HLe8U+}Wh&W?9Hx0Y^u{WeWz<+e+ ztNmUoTZLc@%sAD{JBwa{ad&ZxVB>}Q3g6TqCBl_0rlZNqyuoRe9&s{N(HgMxc3mLT*(HyD_ ze9aZcozTll51Ya#oi0DO4?6aM$U{;lU^W?0!82eYne4YZvBK*6{unoaj2XAN70$qF z_^A@fekp|Ym>n0NA!B!F`ou>rrkSK!6?Z1g8H_2&pyC7p}SO7-GozSy^5DY z6&M+bZh+&SmTn&1whc0B&5_>R1M^7_*CF)4F)J3WLdzi_fO6yw*m1|g?yx4!Rz~et z_k1ePmT&H)?)n7|)n3Q&{H+HU-4JwMHhn5CGc?Ptey{_;JXY|+m8;r)9^lT0q!%Y( z9QvWI-a%F4Z^kYFAI+!CiV^gW5z3w6Dy_6-yI>+cnlTaeX;gY49H0%Sm`>8cTza*o zw`)7?v&VSX6rrk?%^mvYDE8fXUnTU$oi{Dx4q87l>P|SstZcYvjLN?2@K9A(jq-=! z@|LVqSKo}v&*>`Pj)g#hl47o9;30jKPC}59B!*0~149=)d8dK=^x=&wXuFas4aTfJ zj4qgloqt(>E}4eiJ3%xS72m!xBf!IQeZWBc*)h35B>sK3v3@V{PSwGCG-zGFfaJr@ zuWHd+UmW&f#0KimFGM0y*ZiNitcP+#LB+qhs!l>olESaX(?Qdy8VJp!-4xG8d#_}1 z2GZ29b55Nb2=3!D7*+)CmfR z=5kX1hP9G!o{r&I|EV6PxkwMjATN;s&E)(Gi?W#V{ep>wv({FZiA6jQy~$*_eZ7n_ z_NTf4KZ--gZL$ttYxD<*+%xLqN3*Eomq~?k7jM}4oL1&*Y*h$;C~o=gA9gn8C0nB> zGVi~2%}LLysJTm&Kh?h=j>I3g;m9abuSsc7FwCkf1{A`QV=bAFJ`cRwnXcU=#iFuM zz~R@S$95GA-!4>QHWH;-V2Yt`G0VdTF@cWa&_a$xhdzW7I$RV?eBtpmHet?`to9iD zM!j*ov@>Gm_O8^!F?+d{2^1AM9;{e0O0s!agy;mA8w-s~i((m=Y>`xhCt2}&lk#WG zr;=J10z*GqYHYI9;ZfyunNmfBXW7`Spc~UrQsCUDE7)(HN|p^|<$3(6cv{s4@ha|Z zol>MAZ;Z6^>$Q(T&dcWOcoSKY%TW{;*CfH4PXcn6?wv~B^Ot1OTl?gvEK^1Q(Cv%X zs6H_W84t3o-I0Mn-%HX%br8U$Pw$YqqDfudd4yh}v7s=uE<%Wq4iSp028i=hP)BWu z9PDh=l*Bdo;h8~-c-CmfRrp!w<3N*SNg?}a?SBB%R=~3!&!RM@z8ZA045+$CND%gZ zpJpFy!kOn7Vv+j}6}^|z>WVVq?b3L3d~SFx{&PMA43GB$jq;fLJKxi-BK@+?2{T3L zQF&PJ{ix)J03vhBEuvFjJnz#G*h;k^)Q0$_J)}3bXJ91(#L}pOTW@nTa^fm+<1$B; zgPNJ%I6;31S-TCuv8z$OuFmj$AqDMeIyt+USXpPY4sEmo?SZqVX zD2LT2p~jMd!0X_i6<$RjaTmaTax89DlmD`~M8ph}V#g!-sqft$1-bbS6sv4wA9}gk zcLFoS)o4X54a9p}Qr`zF@&QHa6mr2Y&Up`3oy+#x=~DV_53BK4NcLhupTF1I`&IC# z;&SOj(@MMnX^Q#!It`M9&OVK#wP1u|n^NJ6$M^pHwXIB0Gu5 zpD-zAi5wyaX1NZWz?!cG%V^rrpJ?(1R0uy6Ow!}WQ4r)LT_8+^kTI2Px3!K<()Qh@T{d~!_jI1F|apwXp=coG>EkgAH z`s7PQm1f_WKxSO%77}DYc+&;qI^0L`X-7E3fvE!+`YXr7!OnLbVAhLBt7?u+4P*UH z%pYl5F7G~1);D+7n7^g98dIy(>R*!GFmG;abf;}P1WpzhfBT+JogoUV(TK5^j65XI zxo=#cy$Q)}hSlJ11W7U2i-_h`aa}$9bByNvtccP)K@2qnL_vv`{D<{H*iur}xbN5G zc%F30;o37F`-PT%oUcl@Yb6_Mddb=aQahJLhP+G9UKs?=Zv1dGCSg3J((WgMu!u7A z5%b1&acGQk#h~btM8m!9H6%J+g=09~Vz{O=Qp~-2K>!Zd=!BUHxPH>Ph@ zzS`sjW=OdtZatras~BB9pv8Uqe7>hl4j4qq5hg?KcY}5hn9y8*KMn9lRTU5a#;>rM z;Op+nqM;Ix?!C2VUcG%cUNXp-i-+lQHc!j>wXWR0{|h+NH3*SC@)YMpeA4I_;8Zth zXg4$mF60KYc1LKg44{5z()EFn1Uho2kYdJtw`!6s+i|{aS%;C(a!yXS^5IeN^LP-s zhFrydO@6aLZ9WAaG(NXRQAo@ga}h$u#J|q&pRLWukm!Q)jYGOKjFVV-O~R! zz@K}4JrY5G%A|YK{xip!+VB)wEilI!+NEO;k2WL3=N5yEilm=8&MK0;n)|W4)D0!~ zKCNZdi8RV=z4Xd%n1(C$g0!0;fW8)}8f@qEw^OkOR0@7x3hQXUMH^Zf(OWTBC;4=4 znBPc}nXFVQwwPJ{A-ZTay}!}j7~>AMTN*L-V@*v{K64X;K#Xm?ycZa!Pn>nScyQKB zr!Rb4kMfa9px7wC(s8d32<8I?Zc@LRQWG13wUfs)F1$d0wd+ zsCq{X<1knZjPO$L$L{UJt}f^wIdcXO7#`l=A14OcTh&{#WKIqcS75P^!R}w=1!MCw zJTz;^u_v`QK!$2)&)DGa?geC%l2us+lBr$K{9G?J8IEaXo1hW8E0W+2J5km zrw$MxtsIHG-;=h9oYtD)vujl$^aUF_gr8~Sv5$wmi_}d{d*|QBpEWng z)?^okm-~=K&OV{wQ>=IJkB`ofSD`_ehu#?8rOpF61G2it<}a=)1+X;g8?vc{jT zFMHS+ZeiqqB=+7W3DeT^6`%f}qK zR`^*62m&G^Dl#fL8XCC*8y%a%|MBa!1Aq(-LI&dem)sI8P-m(h87LzK3Jwki4)s$; z3Ix>or_K~II0PXhB#NK{l)l|tA|@YbRH5kX>hEuenHA5_4D2Uh&`DS}NY61av9QU= zDJZE}+1NS$|B_p}qCT3fcZBh2gu7JXuit(JWJujl9`PR;JYYAPTZ4V*9)UqoHi{NN zeFglocjCE{{OLk>w9a$D<`uy6_T@eoI13SQ`JMkX1u*(D7yIH$zbAI{HS==7i)-SM zwEgK!?r}G=M)MUg2L1~8W(LOns3Uj3-JXuWc;Pih`gA1r+xdLI7MTTi`ooofFXqM3 z%W?pCmBh<({C|}2YoXrE?SED3ua^36^_?m?lo!U!Hu|ExZ4UvEGqj&msAUTH-iNA; z&Hm)x{gaK-WFr!+6Z`CId%)b0qze9 zqQBMBn{d`^w&#j9+Zb4HJFgaM{@*ua)|;aL3(9d+8KuC>i5*hyD9w0n^*@UM#B#m* zT3-Qe&lI`;sHOnY-!XH%23T{B_7$|u|D`46!KeR8js5p(pCbQI#QZ-z2JM%-iDqAX z*nYn4nd417(Z03v3Rr!KQ~0f(SvRU+dmo@GA%)@2{PoyaGHoZrk%w&3>yQDBka$%G&GSH6b7+gdz*{&t87Hi50&*5%S<} zzhVZfG-F*(4V%)n$rvY*Rso(K2|Us${>f#V!|xqh#3fNoCFKi2RU zXI}x!u^0GT0vP)x|5y{dsc*j}c?!B4hj^e0`gLXExAH(d|0?{yO|$%BFBJUawyL$Y zhioqQhOBSD6Uch=M`pyxNS+!^fy{yqB)sr*qV?e`ARX96|MCfc;nQm6{e%eMmk)m( z@b?D!6WakI)ZMW`sCo~4FBWJQLH(g3EbE`m1Tr%Hlkz$v1LwcV1Ty|kZ}xux69{kv zxcB?%D##V7o3 z^G#Dc*P{I_SXicvugdYVX)#QW2L}S^MFqJ*Sg418Q*Z~CRUt#G8hzVXbszw5LIX?? z^uLcW(bS9kODQ(ySXI-)6l#G5WZ{N|P=Io#S{OE$T$A)M8BXT@%aPWbb*o}s$%NAP zb_7o)BLHQ?1oG9G|AIX^P`!mIR=gBIuIfTQm5@s^5I!AY`q#tW+M2Aek5Mr70?4w> z@~iO>TExVVB`tAQ@?d6vNHxSO*8(U&)iFvv(O3yU1V9tKVXT7jJRX&bvS5smY~3bQ zbr`nBA7(x&7J|!z{+>&rDmL_H7J!CyK{Fwl=R7ovU`V@WdH7p9{!RUw0NIyW1Qi5U z@OkPEJ1m!8-eLw7L^h;JfLDYJNFqHIf#!1%vkO@C0~~?ZB~<7C>II@00K))DY4%(5 zA^suyvHj`j$H?)UAB2+`h=fW`29B<_#su^d*7~N#F!aiQTTz!YurM}sgrQe6H*z#1 zU}WU{pXCMtd;B%aZyJ0h7O5Qg}0{wZJLn5@n%ndfWL`TaSAWFo4+@@lEYXuA*ylG)Zlp84m49 z{2MX+a-;nEnI#(oS+6f6nvqgrUS*#QfAj!&>&H%(UaVgMvjySSkHFZK8R-VLp;rKn z&qIv4On&n#Ac0x{PUa)??S}CK?o5*ttVWZDP^Rc+316nw3Tox}jD}+aZudr8Y6xI0 zr@5)(KZg%p0%F0ly<$*L!>8C03Rrs zMa@9W@bX5qqY>UB2#O zEFJ0I-Dk1RF?Fp@Y)9P7#jo-<0AL0*lR%QoS6tf z=4D>z9z0u$);RVp*(?7%#qwWK_zU<$;c2e`=n;U4#^;BxMqXpmb4psH!2#E3HYdK8 z1z8A+2k-@1-3Z}L9@HA@Oo31YVId~XKoO)J+)CYir71e5Z&L5Xs0Fb9$N_~WrIcs{ z$~ZH2poSTs*u9P*QRYnV?gIJ>K<>Cf1u5OQW9z;|zHP#noG&UjP}fsd@P?2QfQx6( z#vF0Lm>n_YaJfKAE55p^C@Ixm%A2S%9?Zz`W~QZ6-Q*X;6HzYe5M2-JwBPg1w^XW_bCU)3#I=+% zx0mm!Y)vqv5i%3p%O0t3ra24F?8iwZj@c{v><3ceIaQF)^mz&Z9sN2YODtXW_ zkPyIo0l&4`^uK!)K>o0Q<@odaS74ZuwDCvNpB6X+2e7mK4>i_Z|1#Er0c8IfF-w2z zU*756o|N96znI;ty>VpG=3dxM36p9Rh%;66_sbJBA z_!f20#KieZ#e|>PrpCu1LV#ljg7lgt4=O5EP6H3~e;K_2I&Iwyaw;PB(Utf-$D8oK zi17e9#}%h2s9Z$_(gcE-B>&n6ju31jKvB39nUq2SLaxQ;jvZ0Xb*e~JjLE?Q_&ve! ztDlmOWO;!X0w9C(L-5cwCsPD~hFX1cAM_z11W+iV9z(la30WE?_#N{%*5L1MZpr~H zFa09{=o0NJs>vdij%;O$j$hjCrj$vDILI8;c>Q2^zDXdMf)KMOSi^`RXan>6v zY-*OAxB9wx3Ych^SY2SJx%i((Tl{|rbe#V;fsPY6I`|9cpnt&wBw!397#Jux7{t#Q zMgWKhFoY2Rjtqf9$S4T;RzV+%$PSgsCpsINSg86tn&QM63A2H{?;9BOp8<@de~Vyb z`S(H?{rm$0gMz<=#KgwMCnP2%r{v`3rLWh+Iv2bWJdR-k$o6dz)z zEbVesP2OI87>s}oU4RSg_M2Jsrqi;NwkL=LdmMQ|lOOVMdQxP#Sy%N(XXx^4ba$)Q z$b!=^)M_LZct}wy&~hu>(?perq+g&X+))W?VddkMya218Z{QZ^A1HUT%n@(Z7Dlua zfNPk^iVKKyl{uZdEC&c;K@nBcvGj17At2t$Nmg3B+8L7df)_g490=gyp`o>PJ2QSE zwu;zlDmMFD_-ok@)mK2jE*bG-*EBE|)hql%TQhpY2<7&b!l5PTBw1?{Jt2uHjfWYi zCN(kpsqyG&*W*kHKpubzR+R_r$kt()1rTylfn>n%{uX_t&25rq_p)Nlh4hzz${rtDisLbfu#a8EwBSo>fY!g{@IXIgL0C$sPX#VE?DzXYYC_mUKKo zR+WF(Vx~+88jbs!|HELz$jHmhNzaJYzlPG^<7~~fctbxKSm64zr5G#xrfWh)+j;bz zJj4&WtsiXS-8*wTHbtdQej5kXJW&~8twGaX4@Yj^oZ*xXB;otOu`GYQ`K)K`t??6o zx!J!W4CEno51B~P^2YsSP62PjVVC71MiEz)X>IK1G8I&}@YQFK)JdULi} zEcZC<`dqZ@mTT0dj`?Wb1wkEszz(Qc)~v~Renzy|v)*y%j;Vmg>Vg3*;+A%h=|zsNOB)l3R{8kuA9G5~Kb70r?N$vIkMWKGtPa>-0j70;Fvjg? zi)*5a8KBz>l!?I-U%Bd1^a}qg9{(a*wTvS|6AQ@DqIP|&t36mPf5>b}O-rC6G;a^^ zWLb?b`u>S?)n!q)=uFlGk%r^rkRxb{ICn-J4%KZBo=#>+qJrS=@}Luc8S% z$O^*%*i5#xh$c|cF5>^t_#3$oJ&36nQp#J>67Puc?fN6|yR|n7vWwC8Nc+O7P)<)f zs-k-s#6Q@Q5UyENa+0kH>dm=Uuie+hjCh+6*|?km7WufXCMW`Mcsw;(cP)IL2#KMk z+Z9giM0AMNjHgj3g-aWU^k_(idyk8SKYjI7D#-z~zHf>F06jRx-x~c7gCdw2|Mc#Y z5!hq?N;NP6LmmEI6P)dT7?tk`aQutP|4*SBtZMQY6Qg~LPRz;T3BKe-ZKzhqo6c0g zGE#zO0;%{)0mPV_!v|rsoH*GZYv;Tr?jCf|p5~D$FX<)A=D5hgo7yG(A3gx&Z5gsC z@B+wWPz``V7IvZ(0Pu*b2y~GpBI?R)RD%$JMQ+baekl3VrNh*|g^}$RG4b@foZLdt zH&D55v01*+65NiN04iC16uwrrl2!Iyo7(`|qQdE$n z0O?RF1}2yIXA>VOL?4ZmF#y1nji{G8Z%@ba`t3rx^i)CtLw9kk{Lzd6H5sK8UL~4sK)^-Jh3t zzsXlB3!$6+{fY$;*PK<1S4;uoAZiYzjz&mPvn8^?3#o2dvJjRtb*9hw-~I;Kf18XT zLSunig~DDB=Dj!Y@^Rg6QrvELEAzB=BsM&3+ZeGpwTdi~HicX`AyaP)jcKu?>f z`)s+!PJt!vS$6vJoR6b>nRCt#F*rYb6(R9;pi)FsvkyK6 ziWv=5+aw3GF1BG}dC~7ixxK%&_!&S>s$=%+vato4N!{^)NktV(z z*#1r;4_E6o#_?5)G$Jomt+>qK=cCG@L3uG_5OV>~{4wtJ*RM}wiLY+wOTwN{YhLcj zbK%WpuZQ}FdvoSGUI<5g$wT?=Up9!l%=y|mY*&?yoNyG~0MD$jJ#GGr_W>K+ z#VP**;#O5&FQ88CiQyMNHR6G6)~YelcG;TMxJ2|$jX@1;bBM|0DzXp+EE@{Sm3>J9 z$*dJn>SL!c9uAPECD3!a_pL`NlSzW}Y8Bd00rp3o{n6NqgV>ydc^`&G0H~E2PGcP>a)OZT{2A9U4rs-& zpIGm%tGm+@qG2mV;GFpaU+@fyXMWuq`fvgmFk;%XZQ05#t02m?G|kd!X2OzYy!Xu& z_Li3BV7mMSX;;3vjn7Wn+27K4tZP8h8}*i4cq3LnVPh>utO~_S=~={5yGK`ySVz9C zNxG$DAvKqWRKa}@-teA4G;SUHTrCcyyLHtW%3r}>CHT*yGO-EwwRo^)LIo+NeyrMu4fT$p zVc#5f65cHZ4g5Nax5JJI>^vl(K*13*Orlj)`Q%{P0*8;>sBqBCQhMeLGd1pc+WW%O zOyTNdy;6fN->c;vSTt(z#ZoYR7STzH!X{c>84=NABBZ$4x>1LyIdqxe_)_ax*^T&D ziJq`mO6!vS5CrdIR;TO9?R`3jTm*>7HAH*&p^BiZvu7Jheqr*y z{fG#I*d;GP^+Y2oVjjLo&%^;H z{-Y!&wmdtj9=59ZL4hq>ezOLuWDdP@pNbo?uQWLqbKtI^aANb~KBqaaEzY`ivXTIC zOWOUD6h_bj4X${!?qz6(qFKoCH9Lfmo$8XSFV&}`s}>t_?6vWTd8110z(5V*LzphV zfy{Z-cVqrr$s+49%#3K4+CFgwRfR{MRa~-Im9{Mwr^4RU8JZVUpL6Bo9waKZS~YsV zA5=8z>mnbir;#)$_T!pMOd27ZJLx~SSi=+1NwqDNVHdk>acZ=zdVWE{k2=O9jk*Lu zWtD=ip;JPa_tQ+RxxW!uK;b!@{6I4!{eFyHm*NMa`={WskTptce@hpCHjXb%015CG zjBp_hg_3*j`fVp9oT+)f%;O7YmJ}H`&XZ}3 z`rCs*4HuI1>>QC=mT4%*vPRQ|4+w6h5c(T-I8_fWa+9>h{O9{|xD=WC@+9?JQhE%$ zH8EN&!QEZR4fSSk!rF}2bnYS`!H^i}oAxBszdgv>!`N2c)0`XNpJ@fFeuV|MtM4IW zyYi(WcRm+^%u;}D%AJ9yC|%t=p>3|ae%Fl#%^HLx-#PsT07nkXvH+!fT91N;3MW0i z%r?wd>csp^MLn^|vgyo}zKRi0zvkRTU-+DV7Gka$uS+7JKUy4B4!T`oQO^j7GsVK{=8Uazi0(mxHF znaK}V*M$(yUWA(7|NA0Okwh>;meVegqlsrumX#DHs2V5@`#rAFP#)}BLD_9G>iXu& z?$rTY^-kn_7=0zezHW-uPLB@Nmtyv#EY1KqjeES-2$2MB?_@n{etAwy@(4YwVP9Ln z;%4}Hcq~b>ZqA$M(a2CLCffm*DWL=$9~AC%RUMnQ{T#aOhvXem$a1}6ZXbOr)ltNG z5Vkj2{OZ#K3*XGWzbh|Gx&k;hQwkq&b(5xosT; zH*G(d9~QnPd(UC(IBXihpH>mCU4_LTUsV%5)_ zg<-EdA45)WH}Cxqg)*!wA%Ykz#FGW&Z@pE-J{S?0tx1}#8)um0yh{ZFVX~OQ*O^Y9t1}vDzCE(YPymD$gN*lQ`aM6C~K*3K&Jd3{Za!p;q`J zE^E*At*8qpmjj8$XK%Ma*n;lD_i$dHQK%S#Oai3;x$}`RMJNu#$&QLM!_gSZ_Hjp5 zxZ`>yeUJ({@0uhHp=bQ_;F`{45`AVe7Qe-3wC+f{`|;k>_F1Pi_C$y4fOz%c zRNSI(0vujGOA5Mo{9cb7@JX{LnTr&1ueXJ-t$0_bK-tTJ1A|MKRm(B=k@_>Wwz=Kw zS2kKhT|%P*^X7iDLfCZ@`?AD-mlo{;h~ex`c9i(0^ex#(cBZ_`D=r;RS#ztkuX8bA zIM;f~AMLkkecVy6sJ8XN+J_eepl-hQ_(7}%7y@Ox7hHRkKF08B3GC^&BHwaij`xI` z>OLX2RN zM|oG@@6ynQ#(}rQ(`D#W%={>n-5L3*2!-Brcqu`PA9+9Q2(^Ornb~?MzSJaZ!RR}W z4Y0jgQr~C`jyEk;a{A=Z8%X)NP1`n%aNoK{me7rNz0)V6hPVUpSgGhf^v?2;E>;aX zu3RU3-`{4Pvc3eKlZB>yb-ku&* zK?JaHT4~HmJ*#kA!M~7dfo@j?{3yk3NISunp$eicWtg}P0G4$;4HfE0J)yHZXFiXr zru!CjKDYt~q>fG#6(X(FPZ>IE9{qsI3Ml}fLx2N1KW@RFV_zEwKS}7F*j|d%VeUr( zJ}xjgnkxhd_3>Y+CiHd^rUb8QlOpuS=nn+2p(0plI^cpf!T0+EK6Z-*0B&%=bGS|5 zDO)2DK+=wvY7mv7^&Gt0u|X+Ptv~5Y-~uQJ`d$~tS0adi_(zwyw1Sq+_lf9 zg}hQ*=PCjV5=4ESBfxu|lka{-a~H^?W_uaKujqMa;o8&tS}!bf?iFaC_ zE4KP^b+L{=>$w*jBz~9DxtEGCMhdIxWmdl))r-xfHfPmRSjg)T&Nk{X+e>A(yfbth zEr!kJYXcsVKYY<$ds%ikJ=^KKFJ{Ge{Ey)i*K+BkXs>f_ybHMpTd#C)ErC}MKle&J z0Up{SC27GJh{8+hB4ZFH5uw3PfjWuOAUWzz5(aUn2DI{eZ9u{ zKtlc&0;J7nk0BMWL(vz`taDZi#1TcWZ zk_*-;Oi7zf1G!LCcyq>N&1)tC08T)XELcI#1TV=$4H6~s%VF1vQ=?VA+b5N0Ne{)a z7YdI_qaSmv4|$tmdq4q27^SC|Z4!h05D&Rb@Ic>d2?32v@T(TSH;h!Lhp}2P71Vt0 zy4iBrJ>~chc{Fk_W*&;`Fb`-Cc~&$2HuRG4+n_CcrE>Orvig#l{)RU`fR3Il?gx^h zhj_j>fj;yz`2UI_bAr)-l@M1bt_Ot7&73W2>gBmohp2k&*IulSDy zu4mbT-kV%o749Z_%jK0Sqdq|hwA@NbDB7W@P(}NrX2Q7B&nI;DJ)Q@^?)m;B!MfFR zT09|o;1Q#(XF+*zX_PQ16i(-4vb?%2O6+yg{=@na84?os=)@HiBkSk-LJgkur+C>scHL-g!-7zfM~pyNoX^16P2!`%zV= zh|u`QTqFM6{cI4(`SLtdj`Zmuf3_;3?YH{g+*A<<6#|blB{ng zY@Sr$ta}(mld#c8iYt$JI3mqvLI@cN^JBNwR$L$77o15p1@BdgSmsL}`r( z8@87eXVHB7a`*#nWm(>7s_C|cMewKu^GRCMkc!UA`=ST`4*-2Yg1=A5uc3`70zb=T zPAhBKpSS4avYaWyuZk72@o6fg0f9;rJ5;%x|3{`JoMy3?4^h0=V!EVEaQX~PqXS{X zWr+wkoR*#-SYsw&ONX+&SYz|$N=P=WQK`stwU|<*1@MunCfhQBwcX2B#VBsF<9lkf zW-W!)*uY+y$s8QYtT=%#ARw^w2KHj5&=B+|#q!J}jQqgvaVos;VlR0Vi za4Mt(5m-j&y+$5zp6Btk=4Gk#pESwR2OTyLAE~t~)}pFxu%um)Ut@3>-lZBi^-J48 zD$*!MML}WE;$pfcUvj1!<8y0rG(i*XTzpiHChNko=b8di^|%~ORxXK^Gl5vko=qx8 zQ?@H~_c5#MT#n~B_y^bo<50%?0vwCi=5!P({t1V)!M+;?I1W}pfB56~4{$6_vfT}E zgdFisfa7d1d%|$S`_VS}y#bDn1KM#&o9%OYM%W>3uvWJl0vs{%#rx|_-Z=N}vF~;R z9G&w;9N_4Dg%5vxS%4$iNXa2B?}spUzb3$Oa<=N-0LSbs<(an1;{qIWt>-mK>6a!T zvd$1}C51-a@>be}$q9&z@~#I%QeD?rqkcyMqRBo;C1`MsIHTx+UEN`jv zo!g>uihcC=ah>_94BCjV6{or`wx@|u9yLDc3jL#d6Q)YoKui8b&h-}5eqz9|AQ_r z!m<6*U;mW%ZLzwFKp2TFkiiy@>=jw*)SBSp1#7FGj9+%b6%dZ&YVqL&X%iE&YZo5E^J!04@!P0<;>aZ zFC6}$Tsg{_bJ`$s<}|}NT%0+}hLSU9n-+5BG&6O17b+fNq=Z``XHHSTYiG{MOi8B_ z_h$Q7>&#i~qY;P9mzQ?t1Pf)zZ1)joPIKqKDX@KVMCzAGhA5nrcILc1sGK>=2F-Tw zSZB`3JV=>j$eFXf8^v-fXHM_d5>!Ro(MxA%vSJ6fFmO&ea|&BAyY;uuoW(v`f>6OA z4C-=dTrM7pq6$-=Vdyszr_#U9D>u5NXRy*n4gORbmyZT3{Ys6??+~msjAAtU?Gt`` z8R?nuyMI4H(-$TDj#R?dwe1o9F!v^CsuugL6Eywq3BP-bb~hzx`fDWo9>xWd*I$LX z324VR`U=;y4_fACjL_JvH%5_%?z*$@9+~S+2mZ3m%{09(7axOXBC}^AGmAbGnd$j> zCNfipu=_EI%!YZnyjdP$KXBn_$~~Eb*+_W?X+~CC$NE|L$f_n4>nEQ_tY40#9TD>1 zRWnSYztXXOj*maG28v_-+G$d;exg!Uv3`TI0T(Z=s<>Po>(?9j$f#PK-mU`_CpOkk zx=JBOf{iXx-^BWrV4j#^3rtEn)=w4^v3{1vi|d;8KDqHR0vRgBLF~y#LFCO_AzPL& z2!lABT##)N&0n1g07&+oae) z6rr5+tap?a8YGj4`7TdzXPe_n;mE^mmCtH^bRK5!Uso&(6gnP7jO?fKFpD^;@-UBP z1e)y-zF}s`W^t-RP8$V9Ko*@21fxLXbyT1v|I1cy$y{p?LwGe>A)1PtNzd{+o<4O- zqB%B2!oB5wC)+6Y1Xu)-rkpWwHjrY3Scz5^)0`aQquHcR9J7kCdV%$?^rtVvoZ;F;Rjc zpJYr&sNg@Pgv^1;T#{~bG!vk7$qPHt6lWCRFe&mOgwmdMs8A-)PQi=-YQ~1>b*NL> z_yxMo{n0k;zX9CJ++D@8Urh=a)+H|!cc?3 zd05-q-IX#|r?1$m&MMKA!c2DBk#}MX_^nZ=5;3Z^o-8e3p#nlD{5tWZ-cntKgkULn~cwg>tn*E@x3r)y7A*i7O!i62E z^&u17Y|Z0AQl1V5 z;&;N-@00z(+lcHBh-LqVeuwP;ku$g_`#UAUy|TXx4ZlbB|DchCR$o)x#VNhtqqy(N z{*d$Ell_TbhU^dUA+mq68#kJYn@P{|+Ru_D_`A!$ktFhM2{N2B@ZpcU6J$7g1QDE| zwnKG-jG#>1lpKVVnw%h`czY|?`En^(I9MS0X#ksdZQHRqM;sOVh$%I*Vl)GgR8o+%eDGF*mvn zE&lyKOYWF5t>2&4^YDFHHbk`e$}Ah(#%B?9`>x5dQJTZTl`I>Q|Kb;9*?_X+S7g~h zjL}cdvav1pW3p_>h6A6 z(j9rfcdl4A>5lC|$I-`>bVo*{lkNyy0-=|Z?pTVpS-_o|2Ax+)ckCkFD(fuk^bC?r z_JzjYs! zl~CRSKR&yZlEs-a~0W()~;kyH>5yaRsaHGZDK}V=s>;#Tua$ zT$_Q8Lxc`)syO=xDQe;2mc!|T7t8{u5;yy^uJ$%rSkba}-4<)K;9Hz+9=K0RF;Jm= zMPCteJEoN@nzoSJr)&AswfyN?{&X#uIefa7-^z8Q<+Wcwke6>OkSU0WW!uibULaGZ zgbHMqqLBl6B2$6P?J!b-%#A+i0-4(tO$9Qy#iRn68=?zjdh1-oTnMHMWCqyASLkAx zgU7ZGQ-RFBwI&5JW$auabDN^u3uJB!%hWkd`U7CZO@&NZzTO^Y=qUv%I(qaA_=vpn z`Qyqw41YBbuwU*R87YuI?*aBz&XN5U@R8b;yPYE+o@!(q%K0##vweR>ynnm-DBi!t zKd5+rxguxFGpKlf11X7*eG>-T9K~HIvjkj>WtS9)3W(fJvw`;F{fF6%c%Z77ejqyD z-#$oH(<$D6)Ll^%$dfOM8ko4O{%a%G&Rot5Mk#Tuz+#0Xr*!R9yuXa-T*f52!w<{!$_jiH)hd&+=?~lq6aLj`dGdn5Y#``-PY)@uq ziubpNYg3+DiHLO_kBavnhk5PidQH@`&+sy>d{w$vcS+$g3<&I*1Hep2HzPwjRd$ND;+ zHpTSmCA0dS&b!ZavEruVN@#;M6DZNjC3rgg@e;vDjYbU+*WS*G>XJk_jbw|G3o-ze z7KS+yMiC2<-bKN+Kp6>F;$KoiBBw;I5ryv9L(Z*qgzCHIR5+DJRgeF z1*UoJT<1Y6#==i!QzO1=y0u1@st$m*h^#pyU+)G1ilO+D1S77@OHS z-(lS5-C=eQ`g(V4kd9!*_c@#NyD?r$Ao2Be&DXI$Ir%knReROQZ`st#dVJc2d*7zU zITqnJ zaTnXfOiI!DamC*a$K+HHY@_}2`OxM3?LHm2)1--yxOwO)ArC6=$|0W>WH5$}gYxOH za!%MGWxdVj3v4^_3BQvzKrU7?QF?COs}N>=BnSD-{dwgy(vJMt)d0{pCz5qGd!Snae>XjX#$-$oKs z9#+zP)~ZisIOS4^;Z-OwVcgQ>ksm+1vk&K`t9Dc7tVv~vU^ zO+4bCrOVN|kTF zs*hk?w0dys@Iq?Fu|4R5*OxHG)WZJq)iftFv9O_AM!t~iVQIr~X~HV&00f;WIfg)u zYKe77Q5fkB%r_%ksGY}wS|HhWllMcIC^=ba`;pwS2&Lpm{RTnrFHq(_3+jT73dhzr zXyQI+f3g;PqNSC>7LgH-$i4lDN@vh-&@lOV#*HwdG9ISh7R$T5yI2L*2$K!QD@3>O z4PrU!j;n&h%WANgzP{LPcg`Lw<|}**_3bNDR_XF35HiI!o=WW4wo;XiU$VZHIJDHx z7=;E_4PA)VHkgI9mVGtN$rV#Wj=1`|DwQ21FVL(n7D3zjB#1)y+DWVdiJC|$CubXw zc=<;;-2^=n-I|E?uJ#+F>z_JLGv_NR8#LPES*;3JJR7zFyeZJB(pe2J$s0*3-4E0LWn6;_v{h%zRJ@=^h^oNTOZBnM+wxjKdY#&tR^b)jN@pbNm1U;Jbp zq?NmQvI0`4cp}xk$xm@1v5;LvUG87<1!bj-GLyC8O+l5wDR2g`=?02@l--ZWUv~+< z&WWku`l2dy%k6@)*@yzhhv+JYCSxYsbn6K-0+W4C&&V7wY9u59f*&*6IV3g<%%p5* z>?!bEpG-`(z4Z3dMYSK}G&A_C(g$4gXX3&$l#!EPcS(>!QlHjl;=}b}_mP;nXj!%%tV3Hb@%xHB69T)l}j!#qu zY5}X5fyhTn=!;`NfGH70`Gz{`8c}9th8;QmEWn9Y2PCGi9<5O2V+|ruF?T7zwy#?v zV^cuBsX7D@cmo#3rK8lw@4zh61)g?Y*19XFFFb~HN10F2O)@}mqmhSCv8tC&)llHe zX11cWinzkja0&ADRxG4SaMe@^GXZo+aS2LR9eKjnjgaK6{xYCzxj=8GW8+GvFRJnT z+0U!4B4lR3c8ox4y=ZG+8y!*hmxYKEu4eV)~F)pY!!2{xOj&P3=7ff=6HHb#!rh7*4d_x9;h2{dsDme8rybZm8Eb zc-5BjApjqJ&NO@P4 zioA4+k?s4*S@<{E6BgnD# z1Dlw&A5NLXN5zG<7Uf0d`MQ`{yXBy4AI)d^`M&%rAJMR1OYHn1C3^Qm^Ez8q)_b+* zct1M1>G+};j2J~qPgQ$P^q#zbry%c7jM701@@<;D&egwvTUka->rcz;oaPzMN=r*Z z^cA(|pnYtK(nx+4Kjk3iL6uTV8d9P&9u$2K3(hs^FKhZ80bL!O5aMHYJNR; zU|NaOd_L1@{;GmK3gnAe!)ZqyUV` z%%y&v++_n9`vFX5U0%ypBH`C6g5E9M-&^cmMG)VQ4^sqDB-zc1pe2x%ZPjjN2VxUrC-L3cG{*nmaPsjbXR=Qh;$3T7b$y?i3*S?lN!ra;qs)%6O zA6eueOXm4qgocVL22<|7%jqFi+J&|)iq*h9;P%RCo#=GAy&e`R$)t0!>Zsc+sBlc9 zn{o1!-37TRcPyx*)i~}m&TVPlx1bjLa z3wT;k-?5-NGV=fnYEJd9CbRFjGCCfm3s{*wo+n_A91j(!0MynY64kb7NVVqd-=(0~ zF!QoA@C1^XBB9shHB7>!bE9D-+3_dQu`)XO+qn~UfbSxWjynls#!10eu?TL9(;{3k ziQa9x%DG(T>}!m=x7CxO$8gPjr%~71Yp-{R2+x-ob&+%@M&CE;qMXdrsC)a#SXva} zBN%F9zv@zu@Rf5`Yld3%ki<}np~|V697Amjc62It6Szs6rFr9OY*uBmvVA*4-3Chx zHK4x7yH3nFYMX6@Du&wGk?$+>w|8r}-TtRysH0N5*#)$zqK-YytV>eSapq!Ts0Cw& z8gYfmb2dMjp&m|d*w09%{u!zCj8u9?D)sIl{3ek~xy&uG;r%%oJcG9@HS7o%wDE1C z3V%GP)lZ~kkow}0dWfY|Ny+Rqc_t;phU)AK+wTwzvoB~+6ycnbApptkXR(KtZxG=r z6t^DmKaXeDR}Njo*eA2zKbiF>v;Jh(P0zoGS)YdUZJZvGqBNL=PSw$H8qDHzfawUL z05;ibU0yNbrDJ0Sh!%?#RDu@ZM3f4y2qP6>Vl=ru#0gqamlPSZDcmM5po&_nWMGL> zQ7~79tUHWSQd8$diQXwcU#>L(8y~RQ8l3fz*gdcY8niG%n=;w*eI+~qGLvkZsQ2mN z)DcQ7vIG(%AZgHLU{=;cpZN*%$I482l)wZ`L;iS1-5bvHypG~DjPgLYq)z8?iqVf| zcXAhmI_1~~VRon4UnLzSeQOV5H*=ySh;b^rlULXlpA<)7D!WsaZw~H&d?34%6ZwuB z6xP_}yN1C+E@L#m-5%UEj^_|@y2{cds%XJMl1?W@P(Dyq(Zry41!X2k{w{|`vS)DJG@l?+L80CCV zw{Y({?;oR@4-Nv{QMn~6krIrT^`BcmQdbRvAJxs#ks(4CcA@evm zg`Cn@ND(Tnv9Rz_E0{=Q;fnIb3MNeYQ)6Lo2B)!*CU!4-^&By8^7#mfbY0uJ$ZH{jh&xp_d->sbp@gi?++--gq+%{VGJ2b^Fw( z!S+vQunh>^hlQwz=g=Q|iu3;-n&qg|9?c3Iz9X6yxUq&bs}%p;FQ-{nVh(8*ZGh`E z%bp?cKK%=6RvKT=xtGdc%!A!t8;3hR*eCm-Cqi9p+wQWjuBAeg_fYm=ccl*=I;Wc|-rQ>wy|d!Y4K`6I3%L>K|njbv|@ARlK>!CW_n2UD2Pfcw;@@ZnBBGzkZ=j)L9r~*T62Wc#~~$XQc}4 zet5;3z`^t;vOSd7RnU4!P6+W11U-bBRxR`BJKb@DIvBZ;mk%@E+oYO$%2Z&skOT_M z7ILBkv*qwpV75Kwd%4t{Q|x_#*&u{L9ySilZhPx`V0OUw-WQl1Wg_X=5i~oZsO&O9 zVx5k2ZH`X)&tAJlyr-2W#up6f{T0hxD$~WlYxmKC*Jj8HZkT)o@9mqEVRprecU`OysWAy*qDvFW0`MSOLA zdj@$KBS)M}Eiru0DvxckKb1kg7?h1~MaH!CAcvk`DucYSYjj}@)s7z5jUA!-U2kRC9ED35_GFTpac0h*cuBaUwv3r}}Me z5*h>MgvKAuraIesQyg=sACJM)Uc-_jO^P@OGypz(V3DieWg3 zv#jmv2{=&VRJW#xo!!33Y_D`|LIl*-AJ1$Xk#ZXeGwRhmh`pz{eE(GlvlDHyjYcUe zvnUd@EV7X}bID!-p?x@N!)b)}O)<@=GHf+yDh^UIpGA+#e+n*q-re5*Fd_iEm;~;A zL_h)tNU_@X{^_X9q{{^r+n)}W4!zHLtTp!m=droLakB$D( zHjm1AY!1H8>qyRHgBeb=-n6H$Z_APrF6PTA%%|;A(t5`&TO7aOM}?nu|LJ(;Gmdr` zzv*P9>4AB0y>-5OC+X=U-7*<_*DVupaWP+4T{Shc%a2}n)qLk@0djfF_0a;lf3!M2 zf$D61$O*FxJTSFz6FXtP`iR9+M7Ty`j6O8~&fp4Zq~!fib~P zH++TdaZ*n={4b{V>zjEc@$;{)WE&UJh8+{CCFrQ$sbm`$(QXZWpoq4MaP0OXCY?{` z4=kb$Cz?;yu}^MV!o)#a@47xxuyz!X2>rN>@rE)Y@GG%tEf}(4i<&{`Tc3ZEBHENM zQTUzjDWdI$-Q8bCqztooyPbl8PFAx1?ySO-?O&L*Dyk08{*H^WII??Tlq(z$dR-B( z0WEuROzGL>-EyH=RzTv%q11_T*fHY42W!(n66@-$vaGwFmRfPTR(sX?v{}LBpf9?> zxT)+SQBJXr&%8e-!Jsvp%_-a`JGUJ#V6r>ozz#_2XnLPq#*{M`x(sieWim^ruz_C( zT-}$7Pl%$^4s*(CG}P`;&No{ure}T(c=r-4t4VrXs_FbOEC$pCCrf!M4ZMlrBtAHc zR^%tgcPUL{{A;Qn8>aAea46NWB3z1~)?hsX$983+gV}E6ulJ6@!AtD&?ObUU5!^9l zy1Y`_F!!-M+*bv#|9Y9$i)6T@?idzm_UiaLE*3sAJT9;O`r=$ym>OaD?=S!Sx5Iy& zE~e!&e<|oqmzFl+rkQp0!*aTs{^6hA{^j5Pb?v}E{^#23Q@`i+7|)l2k3)T()A}o| zy`E8Ieud8qIvtjyu8XdU&ry% z=d#^?^94RHUOvNR?Q7khZXGOryNB2LTVz_x`k9Lp-WhHI=;g9k@^XUfWx0nleA+mv zzrfS5J$>0`X}-X1lqz_2YGAAoMrfrm@&|Tp+C#7KUD=c$TF!*WX$1hKB zis17uIUkJ^JVN<9O_-{QItX~|X*iS2_dd*xv`_BA=}b4$)|0lY_Tf!`twy;A=Wwd_ zVV=P@-}^8o7K^qA545YW@&>MhxJ+TQDfl$S^Q3pxKD?ZQIfo0}4xoY0MCxP>D3_z( zJ9t}GwZ9d-TxjQMpNv=rI%zA6Q{02ZOyMbB;WVD*@iQ#@WTL~Ju*4G`ZcvC7mczZm zGK16kiq2V6pK-=A%(>m7Cs>wYF6j4+Ge6H5{EUg!FrHq}?->WM_F+$Ik42+?*X<4( z^x#)ml4a0Tt*~4eG_fmu>g*Y&)u|byq_tdOS)CEIYK7%ojySG$z$gnYffbh1P|lKVrTU zuG}hw^+fP6O5EF}(prwPPs*%5DNpaf6OJo=at|J92GQ?*7&C~$@4@PopD5_7P&wN0euaWTKd=oA_!6U)?a{>nwBb~9Iz~=bOC(aWy z?TI2?7C9ws1{0Ip#C%lIwO(Ii-nLs^Nym8uo%LL$y<&gdqUTCh>(e_Glrl*K!R`<_ zMG#csa+0`?rPR&y4t0aXTh3IW*?c*6`s-W+ zi3CnebZ8m%5 z+)VKyTc>K+jQKOS9R+AY^8roZG)TuPzU$Rw~mSq~#n8w$B@)N$o zb8nU=ty{mE68w#3NLL7v|Vv33~=GRv3XW(K0TN8Hd{HQba{(5xUH zZTd;QzVsU`7VVWIyL_F3i`SVw3+eiBofMSw28&KsFiIXkSls6NYST_QH@u(CJf<$p=|ZO!i*HbPBca3{GrEM^=t@7f^vtk%5IA zrl({_0}LF2`aX^t`ilHm3st!5YcK)ux~O#Ld)Jmijy1Fbu%676O01bbu&gQ?4O@Uc zJ&KKI=Y2)FcX;l@P{ZUlHk)N9_L_nhN_NZxPF9dq;Tsu>XuLy&SjL{pm4;x(KvBXp z09R^&sYYQ_0>RbKH2}-xW`74vXmgyefCF|)q5=y74wQsa#$Je;q&CSTMU2UaMyh)- zwKgZAWj#7SQPA|z+ML-o%6F9*6aGFM@IwpjDg_ z7io7Sv283skzXW6tE}L3*{SJl4ex=T`Wp>i}%FO=R7+udhhK$ec!AW(aFYm#XhF$A*IMcS6LFjg2o>C$C zyD(1n405>x51<&dT>J1CEcrgX&}LeO>u>=*q^);42?cQ5r~5GP>Xf(n9vh>2J^~9^ z)g2gzV8nGy*W2m(!cDeNBRwuoxgytIk%T4p>FHjZ1(wSsJao+zWUxUeUB6g++TPS?)n*yh%{1bVyZ~IGOqcFtenkI}r zIlZPvSV>6Cji4)U-xc1r0eQCNwg*V=9NMWpoT@X6x7*N;ClsOUii^}M6I$AAt*?_P zSK87S-hq8n*(7YgEUzP@*=Y}#?a>8~ZoG*S?J)KUB!?9NcyzG39AN9~@VJM-NCKQ- z3-g?#OdSbd0%Nr`IL^WMNst4M1*bt_#q|VW$!W5%<}|BVbiD#tby_VfJ1r~LU2g$A zLEDAoXM6!4)_V}Wr2TrLUT$M!@cIytV2}C3oYKi+kWV404CurH#K~qX4Z-`eg%q}J zHTwQclA(gLd?|?tI}dgO{n*adm@COpoAVmY?Lnjv%J$M#M@vu~Lb9 zwz-stb>c35gLQgLihhnY^_BaNDwq=?e2e!m6o?{e!`NBsCIti?dWu@{r7wsFPe#@OCnCIcxBhERlRm&QA{=_5$xZrz4C zQiST(L9kB3@r+EgJ7vtP~?GyuI6ei;mge zI=oQ*mzI35=iIl|U~1jyQCXaYqVebU>FsM5X<-}uLiuq@8wo<^1yU}l#moakgAg`b zy5w?EZ@rmVxGs9?adk_(mv<%aCUQ+kf<-{moJ#sHxe_rkvR&FnC8%(p1$9Nr3MC&9 zsB)jPKU|AF)bfgQ{T(5}x|(|6SfqChzOp^A zi&iRZV_AHDjK$|Gs5&`;bP#2CQr2SwH0ygs(7`__5^kFnbzCW_ZMA)#C@y=>8oJC? z-)odJLrjz`pxSSY=%1n;xtf8D==D?$#5C*gFPwu0IZp_5-Qm;)Tc=Itf@Cjts^v4; z``VN=E4_Iz`4dYiSye^<*=o<|Oh6WpBc{?NNXiYDVuAA>w3~&a(F3)yzX=Zf1HP8U*Af+TK?sXQ|<<3KYGg?RfqXMLh!Gefb#rly6|CGOsmf#KH7=Q>?2wl<`(Hz zqJ2uyan81i% zip5mwB(|Ny=3T{c*nPYkbrP|rmuCV6`r?=mn|RVE3Jj=gM44H91FEabPqaG8Dj1GB z&*^3s;Do*rNa{k*wOt`H_NIMPNs`@luUG(g?JLz&7gZhRq*Wj>q!kIS{G%p3qq_kM zebVXt6#vz6iHl;jE?tn}S&6#c=;KtWNe~#5)UApQhc11nuN`JG(jjuT(QGc=g_Aj2 z`lQZqMAWbGTsIT4vAHWhfcyOFJj@&K_NGz95PT>%vt}hYW%I-GFbCQ6l2Y}RvS^+Rv9uu{X;*I$u{nK=26Ct^ls*ZUGN7sCnvnncWNZ(q|^3;xdg zlvN>v=SQQwuw#&1REhP>4S!0h;0R5}Ro{tc?@f=Cfmm^0kP~1vhT>Y0Lz{8vsBAp} z$ovIqceK{A+9^453R#VgZqIN{PiR8nqVq`o2R89l{RcKN>pz@2DKw)kR+AM{mpyLn zmV<&!a?5aGgnn6RobFm7oF88sXEYC9tD|_L;p{Wki}G)SkE}-7Ll^Q)>P6GH`QBfg zAgrgIsf`n%)B;Nl0m%JQwQ&M8g=pZC)BTj%IO&x4ZgW;z`n&3gP~$;HGw>Um(4iz) z*;&l7<_3*cJ!439wGW1&54F9kEv(Dd8{8~&>tLgxqpPNQxOkMbzyz==rD?;+qa^8> zy1ZMQ-{VB(OQB?#MBrDJ=0yUgF~B64o3PGQ_{^hyR91j48Pp3@ixv1)vc!`1_UMHL z9G%4ara)XBl8=pevE+J*G5PJa>*CacbD%T?DXu**CYE*uuZzWDOUp(8V z!&Em%<@{+E+Sx0N5}dQR46#JH1fXX90&RLBa$WrU9eZtZ{zmq|rF!j-B*1RLz7NVh zda%}z(D*r7qX#nwuw}3uzy^-N+27dc!SMp@ybR8u+9t7?IF61~ARt>@@@1YqhVZa1 zsEfcOdRGB{%Whp>=PJhaJ5@oJsqBIZ4SdlizDyy>J4&rq35E+&Bn5d!m9Z{v;Hs7w z=%A~3_xoVS1;5d!7}ZC$uO4Lu718y+VRIm%hW23AWi=tvd(0a3RwId|-g07>VsA;k zHH-CXdxbM;N^aOHQ5>qEypWI5-gU=~3#2ck7IB;C6ZOoyZ>+cFcct<+XLuAT`|j#$ zsK0W}#2yq{Iq!>NF9l`?#9=DiiBan#LjWzLVo|eY3eWFS#@F^P=G=Xkmm#Pm+EYf~ z?1YxjYPZ%-Nc!dPl1z-Qc#}*n-G7v1vawmrxGyccv64(A0{e<&GP%qpe@e;3slV7Q z;VGH)UNW(#ng(BY=RchH$^FK4jH^siuu*b9NM)T$4ttC* zRJn%RVf;1{c}i-voQkbHF2qpFN5l*@%~sESA2Zkn7@O6wntXeM? zbwF%U2fA-j?}8e}4>76N-ai^)zu2Un)0Uty|7w#ui{}q2ZOpg%hlfss9E?#vzrrgtZKlL4k`b+W`aSGT<$lCaEbb#lVpVS0o!~ zk%0@5B0)+Y-HJVZ{km}Qj>+FS%7<~hv%RA){Jq`cya;66*$sC8tjaE@EwSf(cQA|B zoSw7&wtPs0Nx_h9ZiTs^=s`iiCy8e-ZB@b~I%#aVnxw?aWIlLqY-8-ifL>6HWZOI; z+u_;pQ!mDrmr6p=WeC*?{Ssf7DKm|HKv=Sc!W=iQvB%-tZY~va+e_{xdTy11Nf z5f4!?@JR8j$PV&3Pt+*oZicSTr3qmS6A2};R&`H4tHdPS{-m-}Ajt`PNi5P;A56pb zk*SId*!{wZ+~jrm!ctg`m1z&gZB{m^LgC7bB*~4`Gp0+6Tb1ku0XvjW3>=Ebr z#GQ#3)qTz(+t0vK&nkWAAFmiT@4nG_XAh%CT`tey`BU?OJExp6ThTC(C@S_t%y z6|>&@n^qa&gA}|s3o}LZnD=I}+|5CS%X@E~;i_8bhMiQ>rK-UAfIwc~sfPygTKAsr zn*w?J#;AMQjpZ&?ck@-|D`&7E4J~_iD zXV~AflcxMSOph_t+?IC(`{W^cH?*;;I+t9-zC7)vy^v3zE62Ks=*F_{6+F^z{}-Nly@Ur44j6^yD$y3L zwaL!cWCHT2Bg`Bp$3siUKOxq-{U1l3ciHEtRUY1ZD2uh(9-POBwKZJoJW-`Ol4ujhNx_hcUw4qK&>YVSscdIGb``_i|BaD$F#n?aqRZF-dCuGEw$ zJnp=Ttn}TslS(ly7$&T@V)o8;pe&A%zN;*TlD-44g7)zbNZHwCs&QpFxf-&67H zP<-iaa#5e{ROFC_59~AVOW#7jz%E#ym%vJMU}w`%;ry=j%{C;^zao#iK|AT&!d+0x zG2$yW-OpsZHwNm2F;YC-M4WOyYsXT4z%^)>fe7(nt{1+!Q0B00!wjZXHcvGa=)!a(ZxO3ef@C>Kqmi9UFTp0TsmT^m{tPzU8U4A zn<`LOtKk)zhpjoTm@v1ksTeO;ic)$Xu)ECd_Nbm`rq7dlCZdy#-uVS>HB%Xz5l!De105H%Ll%N_R>~Nr`}TcXxwygQ#?; zASvA_DgAAn(Q)o)=Dz2BUZ3}SW`63~an51yv)0<@T>HPSe_V<@f-$tLA$7JG8^=f5 zvO;5oQwv$5Q&DJ-eCnWr3>KcyIDcr+y2sEF=snew>P9{DYPe}hY24v8=d@#lH;NM7 zyOpWy7Zk*jemd`hxUNZgNw#aC>DIYZpSR24%Qm6SmC(G(fl7G&iGbJ8mJa(PX7;7K50 zG-0HQG_#WejxV@MpOYSWI>L_GMX)ob$2wi|!8#-#np`a+tuH#t%fdPcUqK?7;x3pR zsP=HKF3=wn*!wmgrd%|x+&d4?Q@b;^#kK7k)~2|v+0Kc&;Cf-fJ!(*+AN_bNCr1xG&5Wfzdhtbn|`{FC*Pb*Fwi?YXU z{Qe{!o-h~o+>5A7)VEXls(40g=eAy4OU<7d+`5X^$y2;TAcsD_w@II`H8rb*?ij!Q z@Kvxd$Z|1121EG)K1qzZ7J9YWr@68hoA;I$1M?#-WR)La&ntIDE|yj~ne(*rF4N=9uAZno zaCA{^Xr#%^JS$itYS;r#pFG`gPLqkkVr1EEk{G{xREZkzt=rmB?V+5KdAzIdI7jZe zY&tZs737S(-q_BRW^#S3kBrl9-=?&uBtO))-vQMnAL$)z{3y6$kTaW6)p+UQIJDoP zu1=H-BOjCP>@j&Y$3{p+fKwCOB?SEh z%ip*yda=oDXNMqxMf*OLW9YMoX&JMB z53Q{i2lFV`j~ilRdwFuw*=Nr>RnAGwjho}Yy6;#~{XH)RtKa2$46al#Z*d>kJxYvz z_o&R4fF8MTEDZPkXKX$?XFg=(0V@sJk7m8gr_dB*lp9HJc5(TX(bZR3v?h)>>m!a1 z`yta}=|k?+IokTlqK>(G4?avB{Af08*Yc`l-tn?8N28moq*q;}p)JpMuopgddsY$u z{er5qC>$amXTQ~M9+v_MCKrbgCb#tZf|M21qq7=u*IB29Y&^5H8UMUfT7;AjY~^mY z9@0xw{u&{6gs~!71@HY`U~@S7QFw;lruI#0k~Drad$PI#Y2(oS`lyPyMy_k4FVn0p z8D1js$Zyhr(EP;CTM?6&bw=h5f&m@&Q}T!<7{1ZCwzl57sbi>gXLcm z?}zeJEa$QpY~5PKBz5RX`=%+5?4S^b(lqv3q+7*8)XW}?W)!SvrX5bx z_Fltd;y1XrF;p;-_`vh5pEPqAHtU`#2TWGqq%sX{Z+OA{U4FJ?iTG_Bnb+aAc+^uJDtcCzXIe)wnsLW(ajjX@ ziq5imnxSODK86$1zDz#rCj>krNctbo8NaycvWzBuf;3WUV$T_K3vU@s``04p)(jHx zEbM3U)}bPf7c0@yE%lYXoH=M@RH0Z(m90X;J$VZFE#sFK6s2a;!^OB}`j*F@laa@+ z9~x^uG)@;V#=4`D@CIs-?cucU#q&|p4xcHZ_m>wKES0RQk8ZX2C&U=P>buQY>DHVY zpCD2OQ6^Op4&Tp>*w>tT4E;>8j6I+mT>0#cP&0vM8GoUrhFj8p4UH_e^T6!c67t>| zVcH0*ptRn&K+iplIx5(DjFkp?^Vr49+WNlW&q^XxMPmCa?_FO>>}JQF-7}pqVR$z{ z%3?#J_ykR!?o}x9dod<;fkCw-xRVd}=xYPYUdl_L>T+OYl^dq}%H0 z2RtWAaRsLdWl8#nlU1K(^JZu{*Ovn`>ycl|47fUjz$i$`XDiy>wGD= z`m4{XBmL;3PK!*2%T`}%8IF6M45`hWuDr=D(M_b+XME1hL8&`RS<@%gd}!`Fx(RLR zl>N8JLF$qkd~v_xO_)JRTEYKvU>-Ghv`uN78W2_K;{ug}$$>Y&;_q>9Cy9*&5~3aKQ#DCWTdJ)E!Qp5c&g92AaiWo7e{Ax!t9s*O2+c1P97xJWj;7M#1naag)r+i&xo}2H!${J~kur`4+hKUHD(~ie}U}v=b%8+xoAq5|&;i1Cf z_Up;=NlQnfaUyWaIV0FFo9MnUn#Hpx3rI1S8z)W9jtYL-jH5M!FO`Pf3ywsIV6xdq zG{~ov9YiYUD18%+a-ufNk&2@rkL3ModyHj1qOr(mgpHeRk~TyJ5Eew47MzkjQ>CUl z^x1p#EF*r(wdQ#s?y12f5*7>Qn8ZoGkqY0=p$*?>!t1Tp=0pGMmaCIJ1|jt8&Zz@# z{Hu9IgM+b2E#sqtau;*URJw>Y}e;+nnWcPR6Gd+_1T{2c(6}o^ip%P zGRN7oUbd?)rQP^1+8YcTA1ly_W}#)y))6gFPqIxV$xK${bgf*#uM=?+4zwV(gu1oS zy=vs>ZR?FpH;M1>WcPpHc6f+$eC-^S<lvf zI=4-b+PtuaSc=V6{Mc4Zoz?y$eI#+O7~_u8X(ltS+VbKZ*Gj8fhMRXPNW<-PSKw+_ zs2^O`oJQre6uX&eJzh$GtBMOPksbjxc8hM`+N|jy`j}|t6|cgxg%TeUBaGBSKdg4_ zL-DJ1XU*d_al~3jml4EwZ@WYpj4EC9nJ`bWUn-EveAt;?9c{7!^6u)ReS>shS)d>b zl-~fe&rD7|!Eq;F_4XXP(?@E3X!#~gS@9COx1Q&ex$e`~9!}iN;I6BCY~RyNH?%Sv zeN>^>ghcG#EwG0W7!c9SOa_O&TbbT{jGO0^-s67T1yjt{tkWr+y6A2{WnW}4nvR<$ z!ZR9r%jT%p2>4(aF96)-=h=l2<#YY> zyiiP7=FE4L?E3F6`U>p8Cb6F_A+?=sowG;ne04hF-c#MBTLL>X34PkG2=M7CBL#xO zSPv5WVk0tGyj=${!u%EtW#9rr=!eh7=iUXJFu<{Bn0Ihq-I-sT{@kvt#9y5@aIt7i z>8y4ei4fJmY{EN}(Fig$d1BtL1a9$Xk}W z^i)YK{Sq`nFU4?Z_NZa)lMlC_lYah8>B0>Afvjk$QJoHX zbIHU-2(Er(-6D!kAfXI;Qk2U_`}Wl$o=ugC#)8QUL*J-fsP@5Q5<3M)936^bu2i*>*Ad|d8gLV6}p?sAWN z^0|k5xl14~_8g=MY!7kD{fT`8{5weu&Fxa)%Om}RF$0=0>zQ*?3XBv_!@x-;6>E~T zlGOvobR3m|2--+`u%_>RZ@_YLgCn>f+mMIky;lArYlS*REo9c(Ia`2y z4T63#zO0yQi~PwwA+l(ObcWD#P;Sg5rt;_eo93LPwt=**5G#idlRE+>&Y7L7gpj-7 zJ$Uj9X>&l+E!F|S&1UnDI9Poe_n?eiO%zOt9}4g6(8BP5Vg(fArD{cJt8ZToZ4#>!(9s8VK6$S^HWx{+er^Ue4Abm6i4-Y~0i z4V+ye#dbgHI-vj;WpmZ*$%btWD&Adb%Bz(W3VT0F&D)WOk;sY?m_Tf+Or0j~Gyl*O zwlvX{8TfPSCu^^yXyWzbOl&cy@KWnzeI!kdVem@nt8ZpIP%F)Qd~rkD&62UCi?*3r zouuG5CgDR;PXyps#mK<+0sD}~{IMNb_dcDFgDu`Pa%bSyP%)EwbBYPE*pkq?+2qTZ z)=YMPmJ(uN-`>4?ZoC!Qlw0vAZ)Nv9x?X;Y6e8$-vnq#H0ai<%7%*AY0_>+UmeUDMROK;PojleEq>rZk0H>Mb?a8Afn8i z|7C#s`G;tUr%El&cFu`!MXpHs(;V#5oVq5JUsjs#TzDX(&ks^xrau_nCy@dppZnkS z7!qrmIt_kWe*d-!_dXLFRStfXo}3Ig1VPqUOXsDpjU<@2M@m6R8g(w#luO7({tkuz zel|_Op(ciOo}xLR;%&CRC)xclgktcK*V5!$6vY%LOv8ASeq_87aVz@|Q*a_HS%n8R zPL7UqK)xL5=X%GN!*YcK580EqZyT#fV&=5LV3BC+%we-@wqWAt_|^Iq3^Wp9m*L#U z)OwN3o?PCsI?RV~0+;hK*{2K+`;D5hgqz#pOXam{LMz$tBDcD11V!f>o!V;Gj{$(5m zL2)U+It=ezRI9LJtqj5e2E!&k4_Zc#t?$mCm?O(e*95Tx)_mgj;jVoL zrw2u=r%iK%>q$ZdX4Zti1%<|Kq6jNRYz(YYd98WIwcW-hBwG4z2{8#RRpw8l2&L7S z7ICerV5UudvO_*e@YHA8+tO@o(=W(#KD|_ZfQgQGHIpe(F0FruPXzN?TL(HC?#78x zX(0)|abi5cWP5x~J^amyA$OmOVNOMBUjYrM!y!Hox=}VUq8z}p?Pm8FwFxYV@ zy6KL8Sk=9jukOMl`S2EdcTTF<=u@HFDrt%YP-@diQTLS=Y!lgNHk+?!(}kxC=B5RL zk+q?{gPoC{)y$@-Tys5t*-8dR=7<*xr( z5{^`*AK-Z1sT&*l6+3ePv1`hWeo zLwxFzJ68_3W2R1dh`6xB%Pj|e2plcUZFf5($DlsoDEphR(JwmDzX=^7icd%5QFGgm zd*T5qQ2$0YmJt2zvq1C94jB=X7>kaPL+87_2cX^?7ab* zYqbUCXt^M7AtJ#}9Sz4{hU{k8-idf*rD-@~L1<^_jV1;^;|f;p;Ti%?_ofgKsq|2K z1?!3c3QW%LAHsWCm~IQmX%VY&mtRop0;2(~6-)ZjslU1)B ze!|^92JZfo>NO_VH~|oDMeWDU1?tm69f+DG04mrQ!->YG{UH87c~hz%3k0ZLTVa8= z|I%7I^LH|M-%H~CZ`uE2)oa!t4k66n$#$}F0``-lqrQWSEnsp(I*dmv|6I_E>NFiDGYV|%bvsaMI1!{l#Ug47VV<%Q*oWBZ z8+FKP1H8ptY-3mv-ATmv$iwJruh{{iZHzfwa2Z`4&$lc&RUdVZVUsG6b@kmj*nh>Q ze%qZA${G-{M3Q#hqOa+3CS-AUQ!FOlw`wC<^^i99J2%c&+s8lntkPi$34CN2@ByU# zxcLX7fBw{9{;h631_eauhtQ5{7UjLszG@rgQ(us|x)x%RQe6GLOSiG3fDaqjpov$q z=LV;Q8=4Lfy&De`Qkr3D6eBh&JZN)Uc0KS~Kmklrj*w~(?4`~x*8p;*KW2=arr zV)$bmj(Rmd6_fL?mGWzBnnERvXs$-MdzVmmmK$I%s4Q_RYGQ!^0n$HMMC>WztoPPA zfXn2O%G0mGvboY);>bF%&Sc%p{6yqZ+Cd4Tck^YE+v3(MgE~Ujp=a`78lqk5juNxu z7bwFAC}I=k4(DOy!k8b6-HyQ!CEshHe%)7ppFRHs&Anec)yVJu&UE?_Yl0c#qdB8f z+?mcZIoJVzn-z^cV6ZJDlkm0$sK!9S8PPs!c+~+aW=n*7-WOZxxep0G?FrmF3Rx!- zp<2rxr+~kN^p^u@|RH)pWef`jstrnNClZW^cUA1nE*` z;KqA2kBxRgT1gL8Wt;qdkbY_Id^;MyaG+wLtMD}_%=4&7q_{-0nCA0iX*~DzYfvo7 z0T?3jeRSS#X4#g!@$Q}%erGLY&B(+or zfuEa*b^6ZaseelL+QCr?r1Pr5OVPxU#w9mE#+gsLtbhQsLn0`vJu z0VPvp_oi!D30pJfuOD;TH& zqIx97b$FtypJp_aIgK1`hW&cfU`&8)1h5Sfi|DYDx(ph)anj$?Cur$NWH59T+k2+6S0>WA_tCEBE8d=SPjRS+usOo`P z&GrbUbU(Q%h&(b7)cqX4Tb(iLb9 zQA$0cyh8cR+q041thujN<*!?qY^yG0Z2bDo)(|WR!t~`u@q}tJ6<_`^Ny>ej8yEGmPPk+sPUqsqqm&m~{oev+^M7!3JBz7{#<3tEJC+Fyel%|kN^F{D&Fp)wv{ zQkPWw^dIy{7Oc$-LFJC^mfp4WB;tj1yx3$dZ;0Q09DHKmZ{Ch%TS_9ppCTcE8FMh27Gmq-jHYs<6%*Dq;o9t*ojeZ)ra7y4t@6`C5q3 z+7mg?FrNkX*OdoahO_bK7k{*NINe9#kCKCXD56}^9J<4Cs^zFr{mZP!VDsdZ{5?tM zr-+Nf-5kebO@&t%JFfxq$iQsKWdv6zMsdDA9r5;UL4jELsBxv^5EjwAbaKuPbN;6HnaiMAa@WbpE5K>lYAZ zO(|@D-3M1*G?l-r*k9{#bkE%savmXIkTv`WQ-2&G5FTDAvCf%O_-^0jNy+9sWjaElPy(y?^eC-GelY{8Z~|$3 zXd2~J>qxCBRN6bMnjQ-IwuNhuq~r4|OAzJ(1#I;mk@^QCy>L-vd;X@EjYP-SpiWneoQ+GAf=ber}IvNm)|~q?mOJ?(?70kwds< zG~X9G?Hv^$>+99@r#Z(?Q35?)&v$R^}$kYqBP`DHBv=Wf8 zk@1P0OQcEfAjSFkh#*=BEG)+>f@hI9LJ+S&4g@i*-|S~-L)|e3So_+%jDq}hB)1S| zcz9wdtE<7!%DCW!xJ%8Vu&#Gf0=%N;O@&w=nFQ{wO)+Gxhw{&w^CTT~OtrFT9?HQY zY`n80OkmpWSJ5Bg?q^tNUDBx52WzJyBN9LO+|4>rZ@h7SJ&$&7JZEn)2opiZuXBA}buF&Z*^HZb~~ggEe^Pke9-{Qitr`e z2?|-*yuq8|{;g|J+%@P?^=A-uFy#V-oVsR^rbyW5!M=HoL@xw6O2||g5D`{gPEI;> zJ5Elf*WExfY%*dj2wbe_eJVdMf{@A4O}rQx5fB|P=SFAh253ro0Tjp-alk+Iy)Vr# zUPMC59Aw0af|qD|4-b?G&>OeRUMERXLJB?$!6CNglqQKQS;O!x({M^;xA;=+VaH0^vwk837 zK&3)PCh?$9X|6A~5j3wia5;j0zRgPGfw!P_g9AZf5PmDmil$5z_cHn+MQobb5!z7rcLw-pv0OSUfPsP|cHs{q6qLP{m6|s;ECQGvzY)!-e~7e9KN@M7 zIlB1VKL?P;O;-hV)l;6xJ4pV-iEC( z{E?JJ-|iVa!tFaaxOimb6qHodU{*GE4o)uN2O^?k;u4aIO3Es#YU&yWhDOFFre@~$ z4vtTpoLyXfp8NXwzX%A7jEatljf+o6%*@Kp$<50zD6FWgs;;T6t8aMy=52dNXIFR6 z$mrPk#JkC<_a7FQmRDBS);Bgk?H?Q-9iMzYJ-g`_1PJPvZhh<7zw`?o=och3G!!)4 zO}`)@oqz=j9U6w12^K?89!~Eu=6z=GTUbI78Rc#8BrFOavGwhS5pI)$KahR8>Drf` z{k4ug`)~E^TgQIu*Lx5W6a;YbpwL15pu@Z8-E`WJ)G2Rx#$|WRu0i#L%bp!6#n+&c zpmp<=Y_#g^2XCLp+>6125IfiK+!Z?|{FL=|r$n~0?Ha^ma1Ck^AvE#1a_+naJq-l) zUQMK(M_h?rn10={P~86LIf!!&+KUjI0?gA?rfbmreJ>!aqdMssr6ga!oKZQ^9{mXd}6 z3@0KcTl`!4XLv&uKzIm8>+CPS+pqqMAGTE-_gw0_6wxYlExT|b%ul~{X!H5R^Q1Kg z%XI$JF7R{r1Z)?4lS@k-VU625pVsc2XI37i9hJKyo2q+uChP15elc>s`fh&MwqUdM z)3QfqsWPwX6;Ifh9JDL@g1_J%)<=5+16eFt)d|yb8upkIRfEMmuog8L{d~G5~_?Nqag;4Jm&ms`# zr{eLuAr!#;-kAMS`@dd7<(@nsbD%Tg3@|B0fi^l_gWS&KMZdMui+I9wqWzFH!w6{i zW6uT}{@)K{I(+^Onec;`uNRVf<=0;VNG!{-vhj#p!VMdyZ;+dbHGb}ED#Yt8H2Ov#Y$Pc zw`1D67IhWvX(0m4u+jjE9FK$g?~frxJu`s z8zBBc!)tSH?OZH6uvgFRizUPP+*!1TK|7XVV>m?8RdTj(<^2yrkL*%`?IKdDG zzu5ranJRR$7T9gD0uuO)=7ih5I=i)(M*x%NX{-Tw0bBP9`77x>8|F{Oftbq61dGcF zV0N8<)mMGB$Z{`qT|11A_r?Ej07oWENrsLRhtsegQh;=+$BF zpUrL{#e@Mr1dqb)Q_T`=gpaQSL6ZOG=8NrdgvBs-6Lt9;xBsu40gO(w2;xb8I`qGp zBSWa}$qQX>0#2cSGapnwACqf!{ZS3_#R8T3qVlJ(mDJ9%!hpm?Bt-sfB@?zM2Z3aW z-}x~!H`D76^H;(D10_Gc!I=$LzO zm+*YsGlbBf>FNV88|(Z$F^={B@O5JL*yl|2X+Q+$2p3I;3NG9;N{9x>j|~cC-uI7A zipB@jqEPY!Q9niV_cU;U-i+{Vx5{gg1Oo{Tj9LOYFvnzhQ9`B1Ig&hJ=30DdS6;l=*9V?T9A~(fqb7J4_YPW_wg#< zY+iA3C<<=@T$TBK9NC*8E-Y2)J!z=2Y(`1~8l?o$qpi_vMt?Xkv&^_7qb;e+sEpb| zlOD_4vM_FM1HsAIA$y+b1$fM>R<0I3syxklFW+8T7;FQ?z`<+&^9A{13(wOJgqI&F zp$N}qbapAW#Ez3&XJjX8`1)-C@`wcZ%EAyD*8-FfI^cGP{Qv7z^1V*Hucn3wdblRm zrU2$*?YZa4t2|QqyqOTybtVC9a1gnlAg#|DFI;*_VJPLXoeO#PpG>WPeEF8|gCrSm z%0c}_`}gmbdHyp<@@q)a-~Qfp82H5&Z2uPAm>Gwq56q3VahgC{=)$QhnOhQ za$E>NZ8>=f87xq`!eX?-5Y%H)sxi6Wuf;|95=|jlM7{(R3W`9bXL=FmAy{$9LABEn z{aSA2>%2SBY;05j2^^gp=|zqYgN5=e5agFkRrNst6|3r5?C-sWW_gOzAjT1eM9G`H z@L!r@n>*?Y;!zm+mvnQg+!Sdr=#7M=86~9Nki5Y9O;BU6bPg5-QBJN85Qq3njTX~v zz)b(ObW5U{Jy3-HUrrB<%N=li?yvv~kXZGvYjU$+$OCx)UpjgBrQ0y@5CPqVYX%+w z>-yJTKmcM6Z-OZQFt+f=m&W*>`{M*MCjTNn{p9|Bh8F(En92X4&_a`#fQ1D`cJ`C7 zHGu7+U%mQtu|6|D$Dcxm1!_z>?>xw||D_ry_FH3<3Jv4vhg*}{JcgzWBB%Om1^ zfQWabNH2s_YNog^<&LFbcD(4Kp1qS11uwg5~_>t`Sh0)fA3uXU~Lii7`k^?Eu|*#F=`PhFcw*awt5GjK{I z0~hBwhl(Il`)A}}k{;&oX3Zp{kGU!x4Qxb$@t$R@cbZ`j%fS*voEV)24j0c7T~u6( zn6Cb=Oy>7fu-~d@LJ<(2B9>h~xvCyfWd}I7fQD<(JDV+SGLZe5;OWiT`i(XyRsg@Oy0|5B$I*Ou^eGQ-VzM^)*pJr`}i@PUc~_vWH*+Bj5v`3sr&tvJ`e2Dsz0eaF51 z#s?}v^l$J#0Z3AW!C%JL|9Y;@#@_ zP^dlq7cMm7awnvFDdH4e^^Rf?Au|WxBx}KA%ShykbiFO5ff!5KPhlNiL|3E!=aC-5 zKvvGLJLaC-MK-Dz>sLKBN1g-!yZ*qO>IlC}g^VU`k=6d3dV2gC#P!tGs>&+GH|$&t z452DgZNN3K1ahBuT{p+MKi!RUh|LQ6!*V0wA75_dyK?bNjO>3k&yVSESEkb8XGZlu z<<{-R zh@A3EDakCXDmh5~V1;1;_&{Nq+(eLGb`Cfif)OC<0BR2!{6RVo0py&M{cGjLuQ?!! z(p-tA5Pp%-Bma8##Xl+|X_gL)C#fg_Fqh8);RJy~k}_EDZPVcbH3WaDeEALC!J`Ga zUN~k{(qtehfZ_z0NC;#OMKi&4co;fHJgpng*G=vF_3zdjxl!QfLy&lqKsn2A%~sgq zi?-s621OgknH^@C9i~I~Y;M^7BIL zU1Y1fI})u|gVf9hC3SKN1=;SLX(+Z{?;kdi9^jQPvMsNfNltslW$?uPVc;IiLwMEWCtP3PtG==I4Vf9jQi+v^SG{k+J| zwI}W?cIrL*Pu-s;(0iVLI_#mjns0^myew~~55seFp&mT2JLlxhqgB&HE#8^@taVIy zZ~)dc#6Ncm8C=S2yVGIrImtsHu8x|WcxR4aVioG1*rh=d&no;(p*>_``?DuT%D3;`AeLP5V3a)`ZYiSXh2!>hQ8b<%KnIdsUu*G!k@|jWrBk zx`9tAm*nXElXj-3NE0o5aGQsMu^B>nd}}qWCn3@V4b7F(BTd!pW!(g|Z7vZiStOMX zQ_JOA>rdcXO{=;hY>NfouX%U(o`e>Tj7iY*a)qIwcdSSC*u$T}Pq!p?)hANSOvEQk z=j?4q@n##oQ^m(fXF%X-AQ?tVCWoVQ@N!gY5I@@RVCazH+pS56UFJ(j437jek_FAy zrq<%JmuzuaZMif_w}cU>J`E;(^J-{pI(5aA@9cO&H7f@7^TnO~Fh7A>w|C}40y7Jv zgnRAO5$~A5w~;@Ui=?+&GB1_PC%El(IR%g!wkmn9k8K-exkY1JS+kRm<~^UxID5Ik zvaZuTDb84sqi55)tsS1%13bNDvzzVt7hMh_8c4Tl~Sj&5tY zPch=&Ji3|Q zij<^sXJkB=?7sOmy}Hct!|QBm3wN1!gKB(wh zP;rS~pmNjmWNpCjGp$+8oN!Yhb+dI;;8FU#wj-nrDDZ5rsn6MPbil5UY0od9=|Jm* z9U+lO4IX}u|eu5(sE45DFLZq3wgjqY~!aY3tB)HaQ>Z2x` zR9IiOMrvn6fA;C)2``Fn>cxKCK$peI2MrYIuqV7Fi6@n|&v~ubm!;v6Nz&SUz~Ec*lw16HshH4G>bk)T5^+0j4W0;4_xczQ*JuOYj*R$a*(Bc6 zRLfO!l4EFlqXxlc)dr^q+<2EeLrDbux5w0YbI97S{_Qu$&o`}-sxtM01iyB(ICMo%n zHw)FNUF|fpb7lKk@q$V@JT?i;6#Yew@RcF=GPAWwdx+1udg6{bQB68k2@`kMCtIlq z(|)#T0!$ht@HD+~`P1YS96G`Si2jKZkY%lCC0z!}G}~eghV=n z)&S#1+Ci65%jpYTl|IWvC+i9>dYn0M*9g?xj&tFx&{-h6jV=XQ8q9dIx-~((LQZf4c-n%U)@Clb<1dJPbvlRqWQDb=Ztj=ik)nq$V`NL zU?(SUQlPMEJodf=Iz$+Pl)J4~Q&MaVNOShMwyzuK$tQ`@h?GB1)gkkO-5Wd*_Lk$d z-*aF@=_F%!fo9HkVIuan0wXR45o{z1JqRlSUIyVki8=v~mZZ2j~xB zKHVeAEL4u$CCMa5L|shDeUYyZQ;c|i2R+Dd1?hxz4tdo}UKic)S^hn*4s zSyDMn2m?sx@)3FZTqk_!!+u-A%VNQ*!(6K@}LgvkX00EPQv5zm3>LyFEl7 zYvQ8Z5kq|3TgqB#)l$}tlM%{_=Lw`iYt>_LSQeCke1%GzTZW={LhlSrhq8<>+m?-@ zp>}Re%(fl_Ax09J3%3pr9MRba4R<)d2R>O?(K|$J^3JX)3D63e@%+9WiOH8f_0br^ zNwi|lcLbhbXQwFnY1ES~3Q*q%DRI`lyf@BSJy{@BjL*o4bF{O~uiozF5G`gLQB7_0 zcG7`3mTU^{z?9#BTvprBkIMwbm2_HReJ6nJ>~{W`;;R&yw*pe#x^PYn?;n=4vaBLK zXb>C9h)1R!gu0thV(m?Zpl0{FDC0eZSW8yrIT0C#{`wH7vmAVWml`!sxs`K*kQJ|# zp4y0+bK2u0{?yGU&I66eE%#1nr{`J?_D2z)~e`CH%r;AJaN;uPFxSmqoHuwiL~>{ z!N2=-tLD=&Q>Pny-S%wF8yB}Z=G~9Oj+>)#Rj8J83syM$J2Opfwer;LpV{<{{B49= z-n`4DKYA~3MObO(b5gH8frCytALOPpn`E^U%!O>AKa%m&X3hexC(U!J% z^k!E6Wq0OF=T<^0c0V$as^TEeKxePix!z$tV0yLxsTwY2M)&k{4ywjXSLV!=GfZ#bW({&>hxxvmWIzCZ_+SHHEopnMFWieOQY>M#G04Lxq9JO)+DP7 z7d!*(T<5U8hDo1dtQKAF?^s7|mrq~B3QjLL^5Lm5?pwu%xccNF+nD*U*drXbv7N{^ z?xL9z;cL?zb<>&%n{CF}9lgx*m(L+w34P8qTlrkZFOk zDLlQX?aPFjkP%8Fbr`P+Tv;|A&dl(pO#@HC#ehj@5)BE_Yxw8~hv(jkF}LkSuZ3D! zG(QjX=6OdnI2_~8p;n3{Tr>k^XN|^#QQR)(?cQlQ$Q4`a4x@4?_UQ3eyt$gSgA}^= zERS&#hJ9A3x?5*c+}M;xQZJLYN=3Vglaa@ZQ3!lpE7rg*|2a}wJ(Db9RdjdRVcaMa zLh{UJ)M};jq)hGp<%-Ao1~G>f!h1y>@60_H?@th##fd8qZN;oezlR}7swzT9cdaUY zydEYOtN*&`Y%d#XGghX&qU_!oNf{;rE|J zxb%p-#tHYWB9wGnDxSvV@H8=`kB)Xm(2(k79P`9Yq1a zpfzr=QF+^Iv%h%MP@FeaQ?_zRpBS#0G}|=$_66TYQiHoR+|0Yzj)b%Gp=6bME9BaE zh$A(eba1rA-nwt`&|(#A&(XAd=Wg$N^fzXd2z!et@CDYPIe4*=Wmdi*5H7>0^+Wg4 zTR(=zrHg-Lrlx0{LzPYk5l{ayF3Y9bd%R!Js+JG?HvCYa`e9+qEtb;D-QGiYL0V~gVO-0Pqohj0j1cw~#>VlQM1Ieu|;{YRlwjQ1DB$w*pqlp+%Y;z(A) zUFt>0u+W9nwdpiY;I*)@DSJLs^W{-1m+wTLCu}6?vj$-^; zz(=~gmz4fs_W@mfPE!g4NN9x#I|_D#Fq;Ws9)16mZPt&6*=>ISJnvotW%Zd7o!v z2L3}pheEj?1tX@ddn#qFmEqPfJW?()W&)jJUscL$q3hB6Q@ThR-b}&pb-|qZ@Ei$z zw6w*h?9=lC!8E7P;D$)!+v*2>y^evVdQ2-g*>^=A)bIpr8$t3%LhA2It(U*x)@&f= zcp5DCzyQ+e_?BSRQQJ}L%A)7R0Y6VpFTeHm^?6iZnP)>i=}NDshrQVR%wF&C*@$`_F9H0hy-s+907 zc_Mh2@@yBJ9onRxcLg(J{TsEckpvPgPJH)TN*x;Mtighp37ahVJb9tm3nuIO#5glB@FCiW!i`luEI+s?%0o zB6LAy+@Egj&O@D@(@idbQMlkrBv{ZITvybhd`wa_C|W#6GtB(7ROXW9jFjjF8?In^ zCz?`mU}of)xJCGYD2nx4mY#aLArBjR*U68~FWjO#AHRMqI?TkZ8a|{>1Vjc`TCwCQ z+|J)`&a{y!I^}p2)0xUtZp6O2pcM58bBto};jIhRq9f4{Wmb`B@5&u~X{>a8lkYBZhBn;2b$!n+fQR%PIUsmzqlJnu<4#0pm=hF21sfW)IOygY>8 zOrQsupJzzlr&itW$5BAmGpx%Dsvs{!ej(9BCIJet1%wIkuzWl8^(M3}VQ*+bv2Yq;g< z3zi3~FA6w%(E=7`PfT7sfcA(dj`aCR*pG$_y*eL5i~)H<`yQRtx(AKw-DML}M2T#M zP9kxIXXeZy35wKJ7W0EZ%V8>oTjbQ((pvk=!npT~wD62xI4CR=w+z;h3_Ews5Y0AP z$R8@ZC3I-7AJe7WHh;iy&kxV=Z#TSH2n9;*Md$R2kkH%OhX z%xlO$bSxkl_T+S}k-Eor5}$PR0s-Z72(xlNh+vGn@ z)QB!pwCAK6G55X22vk^H;C;Mr>Q%H8JY|%rumkVNe=;SnI@5SEW~COI`3yBRPwM%_ zT>Vv|J87PM?h!1p+{&57Dh+&;j=!~O?%_kjUA>{zGeo(%*?28aIw2EwlRCbRrb)ij zMJ-RJ^G~i7{2CCY@uPzekK<^xKE-LPTxmR;Jwx*?mZ=KUc;F;1?BDe!(apqu$NZ2{ z?#zUNu*te^uj2m$XF!<0Zrt9eJf_qmSA@XS7>iN(I&kH&LX10RZ(V^x@Q6@Sqg7o7 z4|2OWKYN7c5Dkv*A*icm6=XYuhA&9Zp0DZI4@adXe@?F0Ab+CDiP-Z*6JeN9JRKZh z=@543LohVkbh8%<*~7W5QLtTl3NDF!sz@U1S!Td$QfglQrV?4B;)Z0c#_o52B5M|A zkjQ#w&TMsD6(_QWWftylGoK4(wwJ>5VI)C)U4pl>sb)13a)>q+eE2&OS!3BrBI~}s zC)8jkA%PNELz0(7){7-#)Vz}#|D38Y*~f`#QoUCU!b%Ju&1Ynnf&b7197oJ$Zjl*V z+>&|fu~oDm@r9&;H*+;2ku_AJ$vu)ibLs8O&Vn2(&PeufBJ14B?$ur|OKms$yQL4i z&n})U%J9ufvTsv_O8{!IFW}LcWt>)b|G*xbTx_WX*OowRV@?lBdW*;+;@|_bCvL{p zzzo9zAAsZQ26phoh0PJ)MSIg^cd1GT?6RWER9223v~6(-pmp?^@-qi}LTq^dq6qw` zgxS{TrHNhrK^n*klqWQ~J86}vT-otf$2gn{YEZz%ETN2k{sCce1C<(A$^$f#@{Xf8 z1P6B2K$~JzuhrB%%Ip+v?5Sgm;|P@{IW`4PqD#F|naq_i3#yA@S7$bWeHW{Am$(l! z3$bj(`-fC)aOm^hYcN@&dT0FWgwlIg zy|W=OkzK-qXF)BeAUCoaAIhB$k7`M>?tIE`_rm#HYUHBN-Ful;39Hz-dUeqZxbyVi z8nH?5KUX!8HKJ4#aWeZ9)kJFSKsAvXJ4!W?8auD3CZaU_wN;bJ-oymNw`!8SYGPM4 z2M1LLp&P<|jCY`~RZZBq{i{@y*Y}r_4yj|_loH8E@ngf0=%iAn3dR@8UBb^{{Jt%+ zZliEZ|L}S7g<3)SF0Plpi|hSddwR+FdA_!*{AzppU$+>tKzQ6E#gL&Wy-^G~Fb0Li zkPErOeqk}>DNq^yV#Scj-v3jIA?HoPxwdV2IP%$3r!P+;N{pzwD_Smd{QHj?b_GEY zBPmY30=_U-`@;@FRD=d0(I(pAq(NeQkRPIRhhm2p!>_G4-buxUv-Bu(DSQm|4sH8Mqc6<^c5(vmQ9-y3uw@9Kw)@kMAg-A#oveL>i+|C^HB&hfIzbUPY3)FzB895|>l5+zN{{ zHIE%ly0DYICc3N7Cjp-X_IW^{y!MYkBry_yAX)}R#UTGTR<4jS03;BcVBx)!tU`M+ z{<2^>87+=+k34JRdVESah$0kRS_`fHazC92;V`!gdCCHf9E>iKgX?OsGkW!`FN4LN z(m}QMtbCw48Wi`F(Pgq0QUp7>$R|@1Qj!LyWU>3!^Hnqx|EXL*AyG$Qr)NUnIiV|Q z&HHY!px}H36(JW03Y5g7H2>b9uo^?+7C3ol7VrH}$YjP_ztfg$^zJR*m4ziDx@>fh zvZBpJ#mRd=o%hs+d)G{wvQ!g&ID*$V>Qf_lZMg36lOlM<2IRu(O$6_Oen;@0Otr1M zuD`}VV$*7tv)wnX*HRQ=(^~y|vnO~M!lpI5UM3Km)~uVJA*8EKOGMQEsj{2|X@+9| z12(PoIbA=o&eZ?DLEy&@N3cD}tL?_C!2c9!p|-7nr??T(lz83Ck1 z8|3$w-C(PUDc(2O)m}EbNBy!5ww8UNUHO8YugRZTV_wE05coOiE)0Uswc$fG<|kuy zhB9wz%*z;Zjrr}a-_t1f?2(jIoEch{H?)L+qKTuo||xdemr zis#mleS(h5-{Mpb_tluM_W8_cP<3;Wc2)Y4$+;kMJ$ZyvwKys{sxeRX-Y1WZYz_we zdX0G`meYx!X8-(7Ed&__hIiDMrx-rdfz;XVM~ zFnKND*AQf0o5$360EWpcsxc3G?Cl!!vT9u4*W%B*F{Tu7M=`{O3hG#%%*8@4HM=weJA`yEzU%Wyi#O@B_-GPom=bW4y!|+mR5Y*3S|(R6*7)U4KVi zfAfpSkJ83lNwc>8Ob^Gv3^RBrlRx-gOE{Jo9f_K zuK%3&Npywx`E)DVU7J+UuKQXl2Q2NTD%W+9BGQ#=VsEgtn+k&SETM|!wW5JdO@|II zSzX;9at0UmkUqrcungJ;_l`Y-M~n`Aaw!yt1_&F?tRu{y3p1>1Id{c4jb6Bdl zSE<satR1KC3nugQj4fY<=x0c$IazET|j4P2}4b?=UYC8RCVe zeL({oKAx8AwbXgO>C!j&)+IYEAAbzVZECLg%4`4hd9pr_+q2v4>Sf<=#~UmkuVGx> z@HzbK#?O{g@Ye_SA*Ob>6nr7c`DLN9{wPYn z!LnCT)qI{1RC=GM4;AX)VAR3iBpS)Ww)ov#%CH$&2v}|7@GEc=+YwLBbt^JALz7Pl~l0e z&}A87m6JpXBG^xqG_$ZYV}&g(&mA9YdHNURs+6M3aw`{@qj;uk3p-)-s<-ZwM(6tvf+b*1<{8i^|TR3u+2>Z`9t^?fS7FJ<~E!-JIcR~?S>{}`IQP5ov@aKq;P zIyKfCy!I*3XGPwG!u@!n^x>O?a=k9=X_njW9-=1X)@CqbN$kxa$NSqH72B(Bu6eu#YDkZ6!+&K8o!;(gA}i z&WX+GNjJ} zWsw=I0^MMPr6q;bZ7An;Bqf)qsu3#jrX-2fJVAurU=d+Sey=T58JMc7ipP+4FZ4c|ILs;`hqRMMnRQZ_(O~Lg#H^zOQh=#9WVJ51YRRm*nh^<#;nqul+YWRlOmWoDWPKd*-%6k`INbV@8FF@ zd3*LbI$S2xnH2K6N4v|m%5F(#Km^M6SnNDGDiR{QHF!BD(GM&Oq_6f^$0#{->iDjx` zf1krlBnq8$0?#yKiB39&F=L5kI)!=0$|=QE)hIi}IV?L{D}1_w8pM*?V00|jC7;|a zp{vMj)DrrH`L2Y|VHtv`Dwa4J8?YdsEKHh7pLD7Uhb*3TBYotn=oJJj(gzQTNuQ%- zYe@R+d*AlQ@G&5LCQwz6P(IrTT>o1x{>MN6!&AEaWs3z)a zB+hrZa3yxQ&MA~Eh z+PHny)q~3V>9V>b>yPo>_xmo%85A>%;36HpxY|ntUvF~s=Cq>Z<;>pDuAy`~D8G5G zZ!*b9@KHjQq-7x|ca9VeWWrHWDBu^a#lX^RutO_ymu7l94w|s)Mc}Z{2hDM|Jsh=m zC287?He0Xq%TAa+oD?g_fF%v4Su8CMqJVh?_{^jDSOO*8giWGF=Q14UIe*k_Kh@^X zc%XZyLopn$e(N`Hwok0(fw@NkmkOQWNiRoE4^;=oA$Sx3xKL>yU~t5rM}zIR10LPF z;kP&2_FXuw*?p(n#UKmOk{Xo?VKB-u`!k^sKo^mji{0QaLlbTS-lR;PNW%fz(5J{~&F*uym%;^W4n(iuBg$rB3BRP(H ziWVD!hp^ai+K!~D(G;Z8p~nZGC4omg)Jk#WBk9KxD(lvu*p+}K*Ho_S5Wz1TcUCD@ zH%XVGNYzqIldLY{K6VQ+CQ#qZ-~SMfC+`r<%JEX^&7}YK)}I z=2HzRtWE|ybdBUMr4myCrfS(z*{Nd3togvW50{;~nt!iDFy1EhRmS-;E)ncDHGIj}XItQ(Q*Iq-7*ypT6j3w7pEB0CVRO~C#)4#LW*OK|3 zUn=(HB#vrpS-U&lr&naov`CH)P;41hWGwBm4jW2q7bLP6xFR!^uucZkyANlbL*9??RDNHKKJ`K%)2G6vg`hqiQ$7a=O0yLabPDBscZD*9HW3^B zLCLo4%CsKnx@wttf^hRp)>5MXy1a+Q%|=@60nN3iXd~dd*h@1B%!{*3DNAxD?FKo) z#CeLuR$zsf%CfkQXF=J6A3aL5oCxc9-B`N6;YW_r)12OeH(U%RDO+|Ip4S93_xeOy z9`h#2w^DtJ@h6*1;@lwIIRsS*-^h+x_;7QFr^$mEqbpJH$)4vXJEjzH9XLB?gi?M@ zPW2stv#M8?%WG&3(V%MJ5E$GBl~kIw!)$fE&(r2|k@{xeB>p#v|4rh5jW%~ZcXn^F zFVW`26a6i1PMmU}%_Z^EvF7J^Hve>OF7?qWo+hl5gO2V|nxNXaVF-Rxn`^R^Uf1T* zY%uLq0QOHk?)n(=2p`{pDcU` zlZuB2FC<*0%~^-ni}Jl<9gbWRpv_tA6STS5_sZMN{7By`0*tN4=&j@7n)b7@)J9zT z8(C@(RmEnhHRv$GJ&Cf^R{!3K{F1~+ZE~6BhskA?AH?0!r2G%E)Rz9m#p-cJNR}+M zE?wnM%TnviwJ46L@?@@bd!M0+oc1V7t&1FOo`Q zqlK(6aQ^84eK9sW5MsW<>p()8tqsK;`4S)+yDi>VgILcD%K1dyPk?~k%sdYBW zn7gD|ud>w25lHKKq~RpbPHQ}l$cy90y(h-CDE9SP<#GG{`)ex5XWV1IcbKWEK=ymg z5V-NX2ickmqWCmt2wo_*GgpIMOihK}!&FnDA761z1?&dztErIa-ngcMtFrT=?c)-O z=g;SJ`?#}b4`EFO=b3Ujsi}b1d{Rw?YR4$9E*6!Nd4Ej>@@CkZ^(i$KKt&;-LH2D| zzGnF1nhN-uS8FP`uDEyanXlt)8>lC^QBQQBFdm>|^lH(j}Gt9gqoG-WPyGn&``lSmM$muu1{e9NK zo1X1k0=937*}f%W`-PhLFIud+4 zaXgc!>qx{>e*V$A3E+1ykdUzE8hjG-zhEFy859hpbBEIu{HOSnga%kh>JvG{t!^1U z%s?K=g%7u_UnsI+{65X)GT`seT`oyvlPN(Wn~O7ktPB=jt;%5SGhB&m9)eD!L^fF+ z>@E_af$zj8ifkzv==T%Z#J-vOj}Mi>+K14JY;Ny}%u#BOyF1(w?12^8;CDM&_CSej z)(M!~6L{kWpB;6@y&~H+HT?Aj^CuYKePv4LQy-X4)#rNS_TZ~Qo=N{?fS2ioFh=(y zEKg})PapFE1AOTa>;+Dr(5Im`wL@f#Q8vIAd-R%G+aEQ+*H^$_W`K9|K0hSC*%>FtX<=6f9koK3;#a+sV95s zM1u-dt3~$zpXX1#&ihQ=1?21UD9eYH^Xxf1UpSpd6@^nvXwDYn1kBk|oz>Ynm06iZ z4u}`%)v{VlS!Vgr$CgLT;%Z*5ZKETRXNxnf@-|c=E;iEaSR7gc)9OmvRZ0eZd5R=2 zgW~Y#7~$5XZ4TY_p!`q=W`rF-u7_yg!}~+28qPSw%D?mT&^u?K(a^XnorMJts)L$+ zf8exB#5m{0wuyy`&??TcteAntV*3sXztL>ZX?0M|C3w3sWoP?~kMEStryoXb>m@~x zWRH|tI(}mRn4_T>Ir*N@&kSq$u6oz0?5kq>8c(92>Ur%uRzzVj*(Fxex9VNb2F32e zE)a4+(|af9fd4`zl;5a#UCnN+>@i`z>$g0KQZpCc;Ys9PbY2 zq+a(VViNFUo?wK^$YqIu#s(2 z&FS2#-nI4m{ir7qgx5LpqAG!%>w}&|NG#>;*uTP)XzSLkb+=UYzq=>V{bs2+69{C@ zpPLDU30ckrGWiQZ<$YZy5ONnG;wQ)i;;awMLH*{LK;CUO`y(@flxvdmX(iMA%!e3I_u@B(ZG?v_Zbb|n}h{EBQ^3LW-ApguEEKR^p_mW z)?!1(>r{IGBtxY)3lHoI_Xd|97;4eOljmYMovO7lzCr`Q0AIyTkp*(fUmRH09J8dE zfWU4)a4Jk-OC*M{ivwo3c6>+{9iku|7OYyNI>h4ID^4o{O>>Xc{z-c}QmAfBrU5v)LmfoL%>CcGSb%(~6#q7R5 z)yvgMW!YCqkpi1PHhkPCox)!fepO=HQIU(E!}wjRb!@$2%TH90L|@bjl3RLg#q=4i zt%4-nOLZ#r9Asespx<7$O4H?0zrDUBKF@Ct&HxemwSIelKcN<1?6>F0JjTA%Z_nw@ zvEN<}X7gQp&$N7^em7c?@#P$?c18_>U)~-1U6`dN*6+r}Tu8>w{SVOn^`@k^t-W`v3fo=0&eDYc^?O?Ou89sVSi2^jcVXRbDZ{0U}{eJv51QY(_rB_HJT z$h=!{4hg%i3+)OAqzpiU%A#i1=n#|-c%cQSL2 z$a_KgQf0PRXT^CtUn;}}f%;g#BVQ_n|JU=S;%1#M)!iO=;n0M(`BGDdDPL-R?U&A% zT3yGpInje3ovq6x8U7y^Ae^Isui+;C1xkQ0R_hmj7!EhKveUIfv|6)pR8E-B?3g-8s0a?pA?m`Pc|Es zu@8ib%IMHrc@cl3EcXxOMf{p9_t{{FT;&|6PVyq=;O&2Emiu7deR5vJ?9)5uC^;a| z;SbD<_|u{?%38K{^eOb`d$k)t?@(?gE3*%Oe4?5092`udnODL=X1`OlN{&+T*ICsHUn^AEdiX0MjcW067KLX+K%qRKFLhNf?;D`F|u=D z_P*h#>>Qc{U*kf1DqG1*&zsmVY_?{ z<}%srocH=C7~#j9pU3S5dHy;l>)*}@Z@Cb#*(@}>tSpBS-Z@fE-gc=lZG=z#l}>y8 z8AkZX$@*)I@b7i9u8{&T5f`tF@bZ42DES>mcyBU@jqrVye$2`G#0YO?Q4kPpgtuO7 z7pm>_rX2P6WQ0%sui6N2TQG2(oUcS`jqo6hUUjk_gL7thzmxT&M))x=w=v22_b|c} zhwg-!^UP=89Qq%?p^qhR?>RDierMPF?Xv6T*U_JlUC*f-FHeDg*~?!syWUvln;e!O z&#pH_Y)PaiGqW3kS|Gp!B%#X>jXIa7VGa2EmD3=g)7LU}2C%hx@_9yCu4+h@; z`8wh28}B$y&)10Ct0kEO3deDNp7ZvPRRVn9epQ0|vHsM3uZF(+it-kG*E+EpNsv5QsR;n7d7)`&Eao;Ui zO>JNLUqjni8@-Q&U@}qBHX;n4(l-25W^H8ByKZOJX6k&1Vr_z?d5^I+$6gzP?_g~L zg64#^S?mr%tJR&RZ?iU^Khx&9=STd>xpTfn_-_&ZTZGqx@h!rCi}3H;wU_5|$OmJ6 zG*P!bR0c003_)n*KDMhRqxQ{xwjJ?$D&~+m=OZxi%y2VV$@5_qYB@Bb&6&wcN+YOLMW0q@K^p z!HkAe5;+hyj~;6ubIYmIbE#0#^Ftwhjwa`bl{fP8jKTTIn>hB~5uULezk(Q**Yong ztykye5no_RD6O2& z%F8oZ)tXxxa5kRqd264g;WwU;*`U;4$`exTrP>oxd_rH(%Y(e#Kf9iubN`FF;@-Vy z*><<|JJj<0t0hftHsByrgoa9*Ji8044Qj{~J))8(doqtJp&)6pjXmMzqLLp?XD_)Q9O7FB8W?n9_S<< zoJ(FUcF7FCPnEuLO+x;CCsrH26RXKN`1wBF>-OE-<8%59>!1~*UpSZ1m%FX9i|TLT zwu;ZxUaQ$Qlif+}$}(Q7K&RDRIC>}8-^OW`;V*VtT^k27{o+4+N~?uaU`oO3Q80=JNX$CJiFv;=-i0nF}Yc&x)UmElg_K z{6Zcz?EK(}AMw!1--Su#jeeP=4;ChsT?mCq;en+KlS0WA0|(MnQejd!JFr_17%~(l zg*uHy8mm=M4+S67!M#ZpCY7V(w=YcUilhxcvoL9!Y=<&Ng-PxCYHz2)q=J1~VbalR z^OwJ!6()r{=%*DXh4<6XFHAb6b(?lKfBdcOw=zC0J(~QDj13H0J)gHZK#)_orrKht zc-~$!MpU*zmUxe0RK8!;LEtu7+H3t@S{~IwV2~LV$`#99xGR!RCbW5h@L=Vw8C?Lb zZXpqD@)u_NxFNufy+iDBe*2$^X@mVvY?z4qC>WS{9M4$FvnGLKk)!@A{nXrZUiY3 zN(2_<3t@L$HUpO2d3id^NMND5+~qc!sI>h4mKEj#QGo)wyTz zclMKGuDwldY|l$x*ClU5mUDfsx4>fXc zX?af9XD%1>n0Z~N^?F48*Z=Ww@(C~^o;DpOSMb+UTiU<~;|YI}u74H z=@{6TC)TV3P+9j`5@8gQNPZKA+A=w+W+o35P$MhLxz3wxU~(kc>0e&$7T29PRV@94_*JoJ7Kcj z&{byBdgnwmI8?;`N?;<)=vgg2q~;29kRT}W3tEzrC?hux=e!YU7Z;spF%W82&%u;X zm=YPhHdHm$67ZLvsi1tc|-@7YSX1N2Cu)RyhL%O|LN!Dbl* z1j#f|!^VRVEGN7u2MCK4L>M$4%0_V;2H&e_LW5|sGf z$+K?BOq+p`;X!02+i-yKws&=IB-J9C;xZEWEtC*J`l+4YvRL%gD5}mhH4_Y-A zPS*!b`9q^MaL;ZoR&C)##cae*jwgJFT|6?O!_=MvGi#&J&t%)gkj=o4?>6@aF6cgl z)kM3(*wq5L4;Zoys|4K;8*wS=POI;9_4c*;hB}w}XvFWF)a%q^7#^L}=v-O6y0}I@ zHxLY*nzt#h3h~k>rg$_Bfv1l|cx~PyY*j8eu-^Jw~`I5%*5be$kOPvs}x5c@a9Z+ozkU4C<5=YkdvXG31e63G9_< z@{9H;P08HzmKOj1Rgv?x`)akIBIo0EgUf5lFJRnuc;UKa2!b5$lo`~Ts^3h!>=c@p<_kZ1XsB5mW@loc{Ov6t} zK&iA1Qqx>^E|t8-T(zI6qrG?ZlHue%ICo9K=VgGiRX{%tHhE3pkyr!mgp$|bvsF!k zpo1qW@2YAN6x-FTu2b@wKo`88yp}~GhMz+tRUpA+?WIbTSd0DmS-UwUx&2rNFI>32 zdLKqI5iptGxJ|ROFchvYdyry|9jOr0PvpO^xRdM^(jwY`e?2|OYaJONesEXJ+C5zeQ zH9^o)b$oLW$fShzfx{S~ra6DE;r{%STN9qwdC&Q{9hcVz<#Ijy$}tXw@fU^H?XbekNxov1CnRoJhDsU+WvLw}VI5=1*x_|ouGpnC{bQCLj$6@^vP-ZO0O9ddlK ze3y4UVLK~zQR{tsJavKF=rKCHeafILND`RLqp(%*)``_reR;QlcAj*!t7pj`7MaFb zbh>TrT-%hFPs>C<1a9hQ;SVF7Suo6Cpe{24~Cx}^g=CGW(mF00HuU`U9Z^ihX7S!oXrl@T}ct#Y0LW6>UXi> z(-OwGu$qSw#=KJ%R5DT#nM4K0JDH>g`6iTj8n_qIXt9$tFnkWn=^{rn=^?B)iua%VQ;~$Wvjo&{C;zk^1XnMj%J_@IuZms01!=vg=P-WP4mh>v>H2lM z(s*RA{(3HJ`1Oe|KAX>~_QHZZFVJJ1&Y0L zReE1%X*P*3O7m#o={dxSFGkiwqQn=U9`Kvz?Tm%Q{g8C<#levdGtxna-;xgcgWe$> zWGe|M;~7f_bv7t__(3`ljb4fIFhz7x0B%pKhf>15E@a{r>41VG9rgU>!I9Q}$64zj z9mvL^qyrn6aSM*LX$m>01Hq9tvC_Vq8s;>)l0WCtfjcH`aO7u62NWEcJjT)iiq4aC z0MPnfE9qeI?NQmj`hMdifv79)-Fxab^w(Ei&-T2pk`J3=ef*6Lh^Md}bu1hI@t3FM zJi}f)pVcPDc`fXoAJ!_2ron?*@A(u>=U|w^;w-Pl1n`fnRha9t9~RT^YBz|y)VzoB z5GES4T&~iVmEFL+gj|Wftd_C-qNMl9eD$ATH;6ceK$uWM2iXmzMRcaBr1z)_#?$-DF>&6fgm>f&!xUlu;auczvA zZpxQak7nfGim+c&UpBW*;=4ZW%0|u4^L+Eu{lqk^wys2S$*1-Yo_Z=(9KgS08df^h zf0s0@@`03wwV4i6QTkyF1m~(DDP#%Wjs!Y?KpIw;kyL#OrC}v?|J`X=ZMNv= z$FacOwi{&O9R9x3ux=aE^W0#fdf>=q1>Ad(fU^TM`yf@VOR}Ej{E3w&J6YSGmh!64 z2c|SxN2zPu{7m}8Y!!ADB&Rmb*-Ic(pb!!>K@tc>CTJ8|H>6QCL8GH(GwE9^&FjUg z!nXUGRl1bY-Fx3C-ILYNS=17p8`?GN+#qq+&NOC;ctDKgXa?iP9oy~Tb$^rpc&fFZ z%IiGCp{s3&^=jc4hL@?|_`(liSkh4Bb?=27tf*o8<87$&C43ChP*kL$*p};Y`#Mk0 zR`V5Hko!<>O!|; z7kC9Ou;sV8KXAQi{I^uCdh!&^#UpXatz)Z#Wd@$WGYVaA?LP9OsF80|Fi&J+@<`Jx z;#bg3+%>9Mt{zLOZ=e$36?W29EM z-s<-r$=4ZwRBgD<9Es)2{_uYHiJZ4K_SvJ*YR}{iYnBbo%eJN7CKgjRSGcSS3YdI!`P@Bv1(hf|-JHeQJy29%|r-@~Jsad7guguHO*KsJ5p7T5 zW5KBe?b`6US$qSR$$snxt|{o4>l)erLAVBw-rm5H1;ofOE~9u|U5kLnaBJ|G8T%6s zoX$xGv)q5Y36^St=q#4@%XmhRbP1EP=sj2)rI!&sF9V_yY{=N57`KcuAU|C$l$?XC zft=H8(k=CcbGRW<6-^`?>kADf2Z(0%X3kL`I2mvmGfgPP(=qVQY9k?>X4EKZcLNNw?mY zBJJ#)+m_7rzvbe8{PRCNrOQ8V|Nr}w2sQt7I}`HdKfjN_?<4U02>d<*A36g6<^9ar zH4FYeDYj0XNnLq>IvbJB5HxQHa`-!EqZ1HhrGT7@;^0WYQ*zD>FqM)rgTrQza6INN zK^t+{?Lp;nAg?6qa_LyMduP}vw2`R`2UP%#39UAuX zYZT?{eV0q7ooL(P=35oiJtFlWKKKtW<_{~RV*M!k!+pVdrOWV-&jFvd`GxF)$R70$ zw32UGabfU`k*A2S`MW)HiE;uVaRjHdKz3 znZX4xme6~=@!pwMJvuClw#jsb+IPqirC(SOC_fj| zH|o9erR@C|1T4H>y_K)@5iDFKVc}eLM;j?aMNp}C2rBySv%akMQaG(}qLq0G-o8+h zRyaqG&Lz!{^u2Bab0IPB3zQ$(szdN&%Fit8@fRyUBV~j9jg=o)PZ1OOXDdHQi^$4P zv*Yxum7h93-w2@Px+?N#Czs{W8HzjYlBiBf(f#Hsl3jJ@tl92MY6}unl^5F|2Vqv; zTe&EROwEO6$}xGCKCbdT3mu%4n`D-HE$u+YezufJKm9^^7Dy(Oc}Ue_TSq4A4%@=Q zbd8<0mIF%CnMacrUDz%4K0$KQ<0&&IHC}zMlZTyC=@AzyBBZH?H``q9GGdrKobqVm zv(lA|7=m1e!P>a!!al+Uy5|+DJHj=rl3@dBFDII=o(U}|=afUwBaMIDmxP}q#;PfWj#TS}Iz(jcT6F`v=g~@*xA5zg zYt%{>Lcm+=$ZJTo`V1#?CA^~yzThC*a4Cv}Z@S?y5Q@$B)>}u$gl&{0fyoVrM~%jD z{R9=BpAXaL4HpZqng!$|M)uaN+ZdL)bOMvHd4mrw%g(%R5I%=tQH3+uN}h1!YsHg; ze63dUvh%)Hs~CXo3V~f%uMp{DGqVMM=L&%}*F0zIs+ruarX0Fk@d_coD*oEWll%Qk zTfgLR$FeUu;19p#ZLhB5FnVkMC?9w0+LyrCANVDHU9H%0ug_~gZ$HndeHe7VjoQ|z zjgI+jqxLb1+I}5cx_^>UyIXgEwow}wevwhz<~jd*qjq)D@7MTsZO4oxFC)LMReNfQ z^uvM+9Jn_4))4L2b=%zF7_8-uGn^fjj>f!GK9SSe$R`@d^)t*{ugE7NFR3$FyNQu} z5_xx@!(xTg@(IKiC2>eHIqwgK0Z{&6JT8FEDarjGo|12PgdKm3pMz6!{HRNqIU|3z zPuTbI`F(tTAD`dH=bb)blWg?Ygx>ps^}#wCNbw@sf~Zu_2nuNd{Z44k&#k&AY*&ot zT^bZ)b?XL^7{kqp>Z!_mkn%v--9EX*X9|-BQO`w~-1~1&61xw>+m9z$ z#u|(O6gHmGOg7gFBNsgMK6}A-+#RXnma)?b4~E|6(%HNhmHfE$vC}Zm7#tTPYO2tI zF`|4Gq4Z#isV)d3?{x5$&gz!rwb=JFlYfPa3lJZD9)S(3Yz}I+rSN!RY!R>eC#ty1;J6yX-E7-5-yHF&8b`ZihV=-vnbW`h$$Q(w*DwC<&NLpUSXSU{1i1 zVVm6W8z7&D)XfjT*4}nNjo!`ZXfKq_32)}SUX5yu6l4EEB=|y!b8|tLQMI?pbnZlD z3MA(OybB~2eV`%%$S5}(UltYD%>`j+>jy*7T>ZVABdhBY_9f$^eI(fvrWzRhr*C|h|WHN)ft)kxk+a! zdOq-8dx;j}eR9ZByB1%!v8n6h`H6-g11jkVE&(B{1f2U5+jQw|cG>+@uTn*Bvcb0l zBIi0;!SFYkP`)H1PNE!83(lZmo2cZ1vi3#oPO96PJ;GD4yGS?>(MEn^I7e{6%4yWd zA8GE64bDk;yLa`K`Z-6~(ZCgM*GTbI+rh=5MRO3p1d$b_`{m==$45Fz z{39wkkQ#3bE*dMlwG5H`RScyTob)uKySbgq&ZdoN9sYb}-&PGKs_w1|ro1l`I`SN%d{ z2$RxPv`0F zrKEYXiDA)@Bk5?C)CBp-uF^YQo!ZjtU_8u6brFNvB$iP|xHM%a^eJ@Q>(=b-59{n* zbRl7G+?imFDyGPXc@Xvirs$4h(%W*)w=SJG{rmd)`NOWBmVgYhs}6B0-;>;|5!URp zFMrb&ilb!i$RF*p#a{lV6U&Na;?-ocndGMvZ+l?QRe8udKOA7x*F-x|PoraeiVQ4r zx_TT6bMChL?Z`50Gf*<*t}@cDT-fZr=n8H(chzc~Wd|z50EjFAzMGkAc15>1<#I3u zf|(HxlR> zTO*EbCiHHR+0je}X?vwFicxyNUAx)ZceA=l7uShjzC;HUzG|}4fLRsIPA3tQxDL$m zu3c;pnMf2q=zvF4xBzk{P7fuJOP>P>-x4u?4H%%A@)8~>tAzqB;k~Q9xB7}=m5M1b z^R)PToBfQ1z8AXyGpg3h9v#C}Ec$Ap0>3i(1F84riB;iaoL-&+jy9xiS1aJMQU{fp zg=2v*J%Z>OOb_Lg-=Qd@BnFjLT=Py{TO z9~uXzv_<7u1azc+FAh@@mH~+!*d4iiFKsb`i0qDIi;1;a|5ZMLeuyl-kmbf|krYcb z8a#-mWUUi{Vn3f(I)$v* z&RL+k6k=X19rFS+lk}Y2D${&H_|Qc9dNPWPe2{dxeD|bi?qt{==~qI8&w*8n$c)uo zPsljB8>5kz#y3MwaM)l$Q%A#zO<;8qCQYGF_H0Txz-Ge;Wina%l5lh$pN7rcsY2$o z?mbejM(P9n`f?@Q+{m%RBUaY9s8S`_2)3_qXUroEbf+r`9hCUJ&4bx$VeI4}1fa{F zyl?oaqat>qF3zz-bMpBV+&fZbw8VB5GVAqeB2TFt zPG50vvVAxE+KRKcyYAFs>ZnLKh=&zntH^v}+7YNNtq=N-p=17Cw0%8^@GNR@YYyTN zYUlvTT5>t6+A<3lwgMBWUad;$4dlFhX!8{nL^Qj(--tdYHnTX+QA8zC%Gse#u9v@x zN-kA$|bI~$U;t(NZn ze9eW_x?42h7X`~ae^C!1_`Y;Dx%+g@o3J*fM{*#!x;`(AX7=Jjp^OQRSz=)3ya{5j zk{*_sOUeb}_eH5r2g2IMY}S@6X<1mZ74S|G{Z(9OntOF4z3ON+Z6`J@&EyVX-q!@2 z9h)ONF(0tiebM6DOrmrn!;y&6M+=)vdDGxWfkn_D8y}-U$Wk=2kUd<$*4MWnYu{t! zjVpnC?(T4ORph^0E& zxvLP4;%Q(+HEj((K7_2sW4|n=lOGpyxgwMCTr5(Odn1W|+3c}|$aXz4eU&sQau(6M z(mCuzXhF(CCUO&8HRKzE1$5_uKW#Jn>O3`H!=ere<6#P2^kHYmBh^mrN|2Q&liPJs9r1My$_MuiIX)eul9gm>Z8QRHMZtqy`8bqYF= zQm&!kvOp#Id$}N#lx1tpK`0TGh_juNyRi7jkp}DirGT;{qfFG&d|z=Es<%jYI8fe~V7BQ~<@;da2@qfwOS}6xn#e@!<*fFtnRC zrR-A6pS7E zqu2WCMcA2zn`hfnCC(8fFGmQ@x0})AKb!O4dpcdfTj|f;%4rCx!5$;*Nk=8IdVO@0 zA(fzl;pD|@;!nA;^vvGon=`kq($nSKQ$ZnZ9G;6)wkoBIzL!r*s9l&t#9&gaD>a2R zMnC`W#vDjBag{ssgzFsNz+|ut;o$1COthzhcH+5ac@rAC1 zX513f#Z6JhtbH!RC7#K{*~?6<-L}(~rcZ0HD{);RqNY5!$|aU>PJJ4 zWKtd*s!|#!$VK&ElJ5~TeQA!A)v{3CK6D*opiq0U>MDOAH-oj=Q~E4&f4*#T{0|2G zZ<)%qDPA#mYD*Q^1t6Q5FX1i{IFu?}so**?S0*3Yo89PidH$y6L-Qvw%sX@Juh^M* zrCWE|(G#vvE!l~gNT~(*K}&t6{O6t)`I8iKHW=H{*LdH$(`WUDDC6`49M14ucy`jsnAaqZqz^yrT z-e^qERAbn#`+8|Y``l|J>U#MYx|f_8LFb(96se1mwh79Rngas>k!_sp^*axu41GJ> zq+z(S5f;a_l8P1P-mtM1K9*n+P#5$9z|cM z%|z<;nCe3D!?WI3HcR>w6EQKRC0)~G2q_a>+>u@>(p~30zj0lMi^Q_nn(5@R#x>h# zG}sI$6XtMO)7is#u-TI%j)tA;pGiQ1vM>Uq$1oiKBQdnEbEQW8hqdXLfo6`CCVZm9qpaL z+m5bk{91tvr%&7Z-ZXQfI#o(K7FdO++b>P#+IE~7Zc5ASDir~w%|=JyUwmLxh)Rns zcK<{(;}LO9hG|jeU~c>V;Wt~Oe!!WIWtqKPXRb#Bk>;F{?IxK@@Cqz1lF9x(8K_d4 zK6dnx6KmMXv>OkP<-56AH`OJp^;sF2FYC!T?D5dz^UhA2W{qle%8EM#`Cd@CfpuIu zS8g@6za>lR6%j{_PE>JqMrL~!9j9RPg$3bT&&!TAU}aFQBGGe)JuXxAvyJyLIz5nV z`gYQexLs~8ypu(^T5lx&{)dzNP>9bMa(ua|5CLAir{ae-9WX;ba;A#chs^Pb5$(41 zU6Jx*W;G-#C1@hVX<7Fj(L(NrgwzMP4bva*-D>9!iKLVguu-}LaLJ^2zKEhsa<`bL zMK!l+^nL|JX;a*Vu#bh~-wOVqA2MBJq{`|OCZ{+j2;(Lnu}8K{zaAtu&6Z{&@*E#?8Zocbez}~<;>B%)vomP8;*|bZI7A$d z9M?u)s!oFk&=siH8a@lZ5mRB*ZYqL%LaO#nAJlYYaM08a8~Y6_?kU!nbA-qUEHc9k z7OY3vSozqmB%0(rV;yY(mv@RZ6%{ePEKkIySzHOji0@u1G)mq+V=u2Zm&~x5e3o%h z+oxXDe3!CE3zPHyZ5zjPR>x%>al@&IR+Xm-NJZA?O1R!kDT(nd;E_hYAXaBg4wSj3-eILSE-zBui#xls;_OV9e;rujm3^0c-$eD z5j*XT=D>{y3UixWD%`T+PUK2TI3jmliAdQ+H^#upz5a#AHuaPN&k2)99DHs!SYIou zQISrl9SRCD&W6v?5uCS4N9i?fw)HJ7Ju=W2nwZmbHD20{%wHQT5k8=qR^Y;-Tk#ZP z;vLCojMmV(Yv!Ntq=TEfu@d#>L7}h8!^h#p8U5EC0tp~T5e8IJ*$D+TGe@pJDrLcM zQbe!x8sM+A!oL$VQ7yl;K3YM*(dWbaq>$!~SGL%+0=990{>vxJq=YO4M)IPt;oBsR+zOYYyqmTLrjMXI}G2Yl^uA$=H}X9zPLd zrLS}5;X4i7M+JC|TPoA8Rbk1j5w+I&u|XQVbB#LH_aRSWolFU-%Li2bi3eSa({U?m zmhg0QifJiwt=>jOJ~Fep-9V1|5*>|LE;pse z@o&+oXWOte8sfkE%=~)hl)_wK34SCrA1$4_C%sqv#&T76431HMmJ4Pz-ivE4UdAfr z?HMPx*Yb-B$UOr~VkDUg3h?kkTzC@X>jLk(?5rMh!ZR`uo*yLljwvN1Iff*5Hyhi0% zW}J$Cc~L*RTkF_?(H(C*Px z*pb(jytCr;rm2F_SHvUtLU~K$3j4#46e{g3lLZc4VM*sEdv~Exv@$$Z7x!K}`s}5* z8Y<6hm=GD*kRopL-vJ+tF33LMA4hkuUhT*IxN#Mx1Xm$eQ?jB##xOjscicsJdAwXfT4IPjDfQu^iG zpEkN2x`2gwQD#;I9oMuRr==Geb&lX7^~>Cu&h<|pq@3k_eQFgEOz#x z9;$A>r6CXnPTVIkOT^5G zIvUv>Z%{Ae%}b3JDUC*F#wu$WjC#!FJ%8|sITWtst3r3y5EFShM9{t=!laoBh1rFr zr)I?cl+F9OcwdkDy7+ou>2-$P0j5*9C>cvm3aG{Ai?I9scn*^0*%@>xD2U}(JlOTy z!;Z;sI5V9VaUDX>_SD^mshigX(@<4PVJNt;5>`J7F8w67rn+}<(*_&Y?=0pfTUOw zro*GUgBTDZ(^#THJx#NzSx(7H7ZM& zK6^iqmK)t>ipqnq>?LzOMPFLzHlr{z10jhoxBEb9t1s8%R6jm*h-n^;A#n>0P2$tM zg1sr5o0l4-Stoe%T2%-gG%Vdwqv4*04k5(@m0q(q_f*O~_4MhxM1$UO+&LySyD4&l zny$o$Pxtxl){M~6@KMb7LUA4=5O?AWLVjj_p&B19-#kqt!4Sbt?bN_p+!({EkU}!f z%n`0ZJ*$y1Kirt`^7fwa8#?JDW)F8Ch!^^{1{F66==h?b(bBU{&cLpcUc&XdTEbc2 zm({}Z;%O#tQ--NQuE~|mp$o&O1r+soWun4Orkl4P(B<&SQY@QXnBPmG8o$^~`P39O zgzj|t#rT?A&jZ=~cj#L9pTwgUOV#fvIhWje+P64gRIYBLQz}(a!h(=qFI3l3gv}`i zi;eC@Zjr1;c&mRuX z=HB*-h6|%Ac{EmF7B0MscXtrvS&q6EW5B+t5PHAtbe2tmqW9e7+qvnAB(;db+Q@fp zokx8q1vJ8um4c5G@G42R{&zs3Ai1;p^CIzP@N&V$M3_N`H zV6B-1lM1AU`?m*m)J}W$*OuO_d|gYugz+@D?5*D3slZq=lF4crVe#Zx z2A@vmW=Gcexi^om4^me@EguJ&Dn~edv9?)4FfU;d#fvlUvcIT9$J?Ib6~E~bhUbqz z*_B2PXR_1vMPWrFmZX>}pce5jo^r)&UbGu!b4^ku7!q!82)>#;slPz;ZWW1|Y{}I( ze?Fu~B~8@M7mv2jAlTbw1Ns!g2lOTfv?Asi!6%j4SB4 z&AUy-`|O8H!bgTLD?E`WT#w4r;@RR2y6F0l0f{XeGfRaMbEWzyec4-&6dSm!62bh; zI!m+%-WDu&Ma^gt#6eSys+BS3H_#iNVeuhI}P()5)VyM z?!2KsQ&~ryZ(f!BsL4at3O$O2`DI+~BM6nCb>iBJ!P8IU1c_OS*`B4v zutdbG)iTfFht%Hpd{w|G^}yj)07|H7Zq)l0yx7zsv(+f<&iHgbQrx>RNsChi4z{V- zTEWQ!nqDYo+Vu_d+J#qJsQTg(GtFX>l#FW)EHLbfXIAIb9K5#I$dCbG7d5j&xsPAsp zJQ2hylYyhct2=1TjH;QAr13m?`}GK6SvQMyE86S#^7FE%PoJJYF9nakQK)`nK!yra z^?J&5WJQhs+q$Z#bGHTxw}ZM++qxbaou0?)NggCEo-_f%3}35VC!z$b@psAuUr|`M zrXAO0wshufAB@-((8fDUJH9bdYZyobFj%0Q^SX=@luo`C@z%N0YNl!wTvlPj4RejQ zB?^~1x8WNsSr%O4bgc(USvqN=SlqEq@3;sRg&|U|HdkVsT`_fXb~H1#-CwgavBu`- zq2s38UlA3>=DMJ4Vr_QGnQnhw!PeNqjE4>a9#;FZ#ZAZa-8K&$5C6gAymUPKwcfwB z=cD7cHa{KDem%Oc+X8gF`xTtNZVS@!?u++zTZoRA_u#fL9q&PT zcft~Rkln(5S@1S&GXMB7IqyszS z`%XGxI=+MQ@X;NV2JD*eyKNpizJt>7@zU`flny)<-$CiXQ$Y?&2c8OYP&%-4$iaID zb`CixE!a8aptNA;kb}}f=nhH)o(ghMTJTgK%W8jlQsAi|2c-p1^|A8cm*f0&2agKS z9lR1jI-Y}q3(@f$lv|jN=abmt;@IH-&)?$xU0=S$GIm#-&8|2*(dp6ge7qxc;FATv zM0DUS+<*I6ButG?ADc_Y(av7l?i$#Tn-gpaE&@Ef;H#kU{wvtvyqT$$@xN@LV(bW> zi|(_8YGzJ$E{>PXoajFOtiY>PvvUTkkI`{sb7{EQo6&KpfIq4Oa`PV)T-wUnNyW@j z#?IE>?#h0zU`=2dI~zMkb$jDW;Ac;pxmsN^Q3kgH`gb$WOL-Zkr0Rlxi1vvl-2?;O){{e_WKn6GhRsh7tJc5IRgO7KF zfP|iugoucQg_?$(o|}!Ahl`Dq19IxDBt%GFn1fSVM_OJKdy1 zogm@i&Aw)vF0%!pM2@RBXU*OMw zNXRItXy_Q2pUV~!0LVxvD9ETNXlSUYU~5nCIDkrsMnumeg-)z$jB(t7g!jhXB+L`i z`7cS;+LsvkOdNf%u#b|FQ&2K8F|)9;LHGp(g@i?9PRq*4pHWa$*U;3`zM!Lf$<)l; z!qUpx$=SvA>NPiaUqAnVo40NUhDSt3MaSHWjZ02RO-s+n%z9K%SX5k6T2}tFy5?2w z>$>`e#*WUe?w;Ph{(+IvvGETRlT*_(%PXsE>l>R}+dKQ$g#@5{x~#8P_7B%Z2woR5 zDk=&p#{P97AzuX-6hc%qdLDElDOC((2jb(rH!w-0?;*p7Xa0W!k4 zynksQuk6<@%;$e}WnVAs+jR{9xF|^A!$TniB!ESa28kC#4`@sihU{A6Wr0&~B6jDu z+b0xY8++45Dk#qn4_~P&)`ry9BReG(co~9JTwjtjiN(a@z6#-oEscYnGUCl zhg0PL9nS$2(f`f8JcdnTt5o02_lTXePX*&h-racbuvTWvqn0wRy3bNd6uM$qZH;d}_5} zeJVMZGv=tc6;*-_ws{yjqu5ps8;}Bv!QUL;tJ_ljvZ6V|f*iVWQDP`!m3Bn_%Zhep zBDO@oJp%AjegpNV{kmq5?9GAz%xYlU5ksjJtHVOr$<}u-jhax zBqR6Cn7RM$IPJ4}Jx)clu0SWwz63MbQQsuc{CyG}uXaFvoL5~6mC>#8;l+~$ zI6wmp?VlD6uo4cvx#$LUGhm_j?V3C}C~Xy}Hf&$@s!Eb;#~DQhy^_wK!I#mfEX*Uj zK|5aklobw>mn4_y->h7Hg8+su?ODQGD-gg#3-~VWm|m9(I{t>|;@+ynW*-8elqg(; zPR1gD7j;`b>m*3Nu!QRfK(rOMA@MqNZg*&V0=k$F=dX|jj1Yjudj!zRhX6c7ms57d zH{osxyK~SxcAy-;crs^q{if0uWPCLzy+{?19qe>zbz-Zdr!|b1cHJc5Cr0XiB+zdj zVtBp|F}ysyUbb9pFLRxdV6Rlw6;8xx|7bBEeC?6HRh+qYoulT66Eh+6 zx_EWYjEJ9zOT;^+KFz69`EzJ)UTK-iSq2qdlM`2b3qqadUITEJ;`V)Q(b+fETKAcvMFn+nStnW{wan)$Hy6{Di{T-7fWw?sKwNBaGePm zU&?DYMF1%J0+uLDwA(m&`y)q(Ha`*qxcw9X?2khnfYX4&w%JZ#TeG>9gsWj@4sILD zs+`sS3}LT5&fKyYkbv|vo=LG{Fv?6}uS+C}%{^B8ba5b6;ArcvpTu+HJ=^Iua4>$Q z+c~ottEM#|e!_6Zv)NQlRT4**(b={}iSKgV2UCv6xv->p0X?aC#?#r5p{6th? z6t(k`K+h}wLHx{M_XMc*Kkpf)ey>3BF6b0hxRL?{sq>oCt2{fd{$ebO5vNy=9aRzx zt><6jBB2tvp=yU|ZA6S-ejw6#*4z++25Y#qi4P7Q<)h6`b9av&vw-b}KDfEWwG}sF zwNk&T*im2mu077FZVS0zc=giT?#7RH-~H9Z_;s^_R7SfaXZ^A|Ny_CAHA!K0I8C=#Ah7a4 z`t_L7)63WW25OS#YPvLa*QpH^OS^N&{EK^SsU_<-ilt-de+3>; zd;`^#DiF}!pHL@dPiyTIX9cPj*Rj%3Wg!53>q=Qby<=_5xrw2~&-p|AGn$Fq@7#B) z$|92f_g4F^LXaNVA^>_n1duz_^Yqb&wIZux2B-c~VtrY_*uct1i;EDuE>rA?8ocGX z0V*^Cdx{YOT<97AULG)XI;&;vG3&I}6*#y2~M z_M1U<8MMBC@m!rL9Siy|>;@*PJfs6sh7o_OdBWAT{Sj0zmx{8o~IIZ4~SN_d5 z&w*(*H=p3I+B|=ppWpq^GxxXg%vnU;9=mbw{m^@f2aF`Zv%%fE)s*YdYjEdC734*` zMcS4-^RTh)4shtKsC*6;5iH#dom7woI5*(SdsF}7W09xuM<@bGkyT|$z!B`nOZH}F5(p&#k>BaG?;#2{5FY@c1c33MCVSr| zfY=~DK(_e11X@b=Mpw%~56^jm>d2=u?2Zit2F9SYsot1kL1tsSh%Y6F0dkRKX4#9O zk<<8iA5TuJS|c&~=VnT>$DU#XHY^Hn-Bs1we=<|s&#U;&S_@2N_zEZd@AQ(D&! zmDb-zY5g^vP!3KOW>|me^*?|U{uSo=725bK=;Ob5T;fNDkHCHk)o)fI{9jcF4+Qed zhR+{|CwLy>34a$IGRwKh^gQ0g!rY$ZYLat9eS;}Ye-^|KE!9z&9Jy!;g?X3LZZTs5 zS{*u9Uil&c^xk6kBzyBh3nt(@UKV>S@TU0P>FtE29BY=}*_MsfW`W~oY#)^9VN|IU z;DcEYK|+u6=!8$G$Dq*d^h7ziCOqv{)lLk{TRQ+Nm|J~;6@EeKA>I8ctU&h>R+uP+ zM65KelP3Korg{)?#eL?40EqoRO(@+z`ieRAo;%ZICsjC-5n~Hm83!dgI7SX0J?Zr{>zF!8VOP>tYmR_62491`RSdsP4)M-y*YpN zG%Fqg2tad&;GG9FJLX=ryo`^LpLxOg)a;$4PB)qaDJ&-Z0H~ zeCkg-7EbqcT-vSon#Gr9LFvhS{D4fqxO?P{h3Sm=wcF#@LsfNS6LD`r$2lwa)x5&R zE(|!+?8h;~xd^HC^FYWSo0<^)W9Yy=x4> zAr5Tdq=Zg)Vu!6qzn9gqTVoi}5+ibj*;1(k+XZ_af`qT}*`d|XN8uZu($l$|v`(et z7>OH+c&#-r7%6>WajVuBiB|}#?Cf%!qsDko%? zf!<}jg1GYu^)eS5UR|DE@XT&8z5C&A>Rk|!h!#`GD#qzA#;GfRP|)1ws@jL010v?? zDe}>>A^hxf_Q1?}KslrTe5L_o5l+md-hz`UwshzU%yzbh*F9#{&J6H3!AzG5^{YUiV8Q+;F&raVM$5zY|YFKMl`(!SVAbrq% z(A?d<7H)8b*aGd$>meK0M^RH=C)$YBgIfVC*OWZTu{H#7$8GQKb2W$~tGv2Ts*$fG z?w9D%+_7q1+Wr(u{|>M1x`i$T0IcuCy;*vAbE83ay%C!7+DlgA_0aIiXJ3O-apS*6 zGiaYYDD)4W7tSkpWNU}mVId@#KvIdV#4mY z>gRWDDcRrJR*km!9YN|TI5}xsyCkXeGp@oX<`Xi#1I3S6fB|LqXzw4-l=n$MezRqB z5F!u&V2>*|8w}!_XlP9ASx()a#moxB^aml*RQg?e`Y3v!0*qDDa!rBa;_<`Gc_@6$^Fzz7!` zsE4;zf+68|5P%2%Qp&D00)V>eei>DHCL+5c2!1mP8W)+AmNEC4)fXNi-5X#<3 zgTVid4?4RSzqMTr8*2;J%8?bt5;eQ%)VE23WYV&5s%(=P)rBU?r2HMvz!6!Mhp9=q zfnW0%%)jO@6sduV5xHFf)RH)0J?UmJ!hSzO^T2NMB?M5f|IzyqUS6iWcm7i<0}Dz* z2YwTnwGeWdOW{j&>c5f6)wG`p@yV$YSAKaPbNIPa*`y>Le zs)g0TSm2#OyP-Rpp>x@GpqooXq9CVoaBm8^@_*&yY^>`jOyH2Iec-e4ZR{Xh@EpCi$jlx zb58aI4eg#-c48hyZbHrbli{tlIonnoJM0g1BwndtKxO4g+M9`*h_heUur)ejW=weV zjDU%DpEDd7o$M2~;ydMQO9#x^aQe}#23qZX>W-j#ao32It?65mVIOY!5$%(WMYFqi1m>@B4B`sWtr<^UZZE3P z9aJmWJ!eB~2^-D-ApYY08j{J%!m*P&oEEnEi4B_@q!aEXX#!d9y+lhQ$6YnovfnfI z#A`fV8D-FY#!AU}`>0_{)4BwiPa(kH>* zDNc)x$RL0usK4vS*weqpEZA@3o@WmxBr&_UhMe^=Q6+mWDKZ<7BB$F-#1~yYTFI2f z8bGAhu8i_5K^;zdQ=j?va}gVzJoc`56URo04+#iBxBMxMPI zpTb#5D@N`R%xH^y%))~RCt-!taDI8Yjt|{-(U>cl!gmqCQ;F9VoIL|4&zhFr0P{Ei z6;y8kKmnYQqd)Oy{CX?}VI*&q5#|Y0n)T{y@ipnSaVyOVCCuz8a2*7&p8Y)43^(lp zGUiK+3cwAGwBrX&;uDe6i%X(cCQe-=b`G&eJB?%lphi?7SK!o8(sgn?-|q5!q}sZR z(z$1eyb+o%n|9$b;a-aycoEO7VgC+*Q54R@vRG@`_Ay|XH$d$%5~`8!`!Z$XYtDUz z20B>+uRcUVnW)Ic_AT%$ z{)Ku^pg$h@?@CDcZRo}C66j-wM2@e*PtrQ}Lj>5dBFff4;2!0N%I5dyryo={e`6A* zLuK>#Q8s@CU10wjebOhQrT-x7;h+=i|Kj=&HOPNA+Y`d`%dC!n9CUF=qV%^>Av4qy zmF4TLQhnG(Pu0dIA}9OQtN;_O#VU|PsTJNB3U@F4AitpjUG1)9YfJV9X=n;kKm;Ra zTNM^XySHxFSj3WuivZ>_L9`;66iH`> z|G$)@@SkQ$L}VyEX{?__dbUH^^EEaS`8z0tO*s9`CHBcFF-sJI14$cA)3-XUEw`oy z@3@d4-MF6a7Gmn>t*ptfJa;v#N}g6OH_&c9AXbu`*6am*JYlo@%e!6se{Ua~Rj*@d z%QMfueexxm2jIu-=Aj71Jdk$;oRc}X^wt%di$qU@p1;7 z4+)X}9)w71f&00stPW=b0b7!?6fj6nZ8R9n&_5f<1LpFdBDwdGtQXn1BM<|O*OgIZ zWo?qgLyjQ<9c$-Q19e%Dc;r|u6H#l)(~`Z3N&M8a(!I&8SkE&8=R~kssKJz`BSPv{ z)!sC$R%jgGbIo-srN;rrscDc%BE`y=?mbT1Q2>+ z-{J=Y@Msp{n`_B;j={x-V2j|OEb|xv`uS;+I%dsOE{}U9d!J~p90Oy%-oqnR zzsi}2>5{OX?|H;h2U>UEa3Qeu`y0uEZ2jNhTKV!c%Qe;ww^k%nB?+g7mKPAfB2YsUw4`$^3i}lZs^5W+oMIz>!-PR^_ zvoeju@~eo*)ZhIo3)jE9g+SbQv;Ln~!T8=g@E7eqKg8V6zX%mn_b)mF@LpKH&Vnpc4CP?*F@OK0iS1FTVvAWU((AgYt`jhf3{Zc+A%+*r8JUe&+fM%Iu30 zJXC7`BgJ;8)c!36_a7)VH9c!?c{@shxy+ZN-jK{kh6B+<^KcEQwH~x|TLo=^EoLLF zbQc;$`)NOtYhW5I%N9NaVhA7i1NzBXpBk%v+Am3FdDzJ>+>T2Miw^GA)O9yfNm-@wjmHf)E2=_j98K-2MC zgKukxP5-PrfFn@SVB@cnk2)FmQ@7xMftTqZdjaHE-GYB!A;UxVg1-&qz4nE@03p0wgw`24nZ$?o%Qki~s4z+Nf_X zgJl8#e?@Q{hBA*W1NnWQuCNJHg_@ zRztTW3-Fz<+*OP8VleE<>lHS;=W<%bUD$A1pZXu;|3WO0y40P(_`iSoigNs?<)wC{ zzLb~xpTz&!({A18+Amwx*~@VSI%@xsZCL#am0{as*e9yuA5tbSQXt;y5qk_)70hUa9 zr(6$mIMNQNBLEkP6L9|G@mdg(j{u2|-FTp_4EtPxfC)%OpbYEU3*BmmrAch6uSksP z8Jsg*ZIA#-k|W6WR+M+gRnWQqpLf^EP+nHPeTsHOwWrkMUgcysbm;i~%yI{{qj>0Y+sWp=N#C4=5V7Aat2Yy+TyE@YcX^g`+~(EQ>bl9>p%{Dk z6@dE#Qu(vpwk~Il`3om$-SFS5FR)Em{-;A_IRYS=t=#7#FfRqU2ryLlaAw!n5^)#F zFAp|ZMdz)AFgbum#MQmaVToYf!-oCIMD~DqtU$KM6Zt5qH=$s}1tlD}GuNUEZKi%% ziVQV$Oyb>+d#`6)&Sg8&2Su(+Onq%e*zpjgnEgVL-|8`fq4=N61wj6J_|!aqR;9F) zgK~7_2?lmbHm#IgTBhD~^c@HLJ`{h|?$E?Mp>CH`chu%ug{!EJ%VdHr#~(5_Ab|7)WvDgK*|UD3 zDEmOLx=&@e zCv3E4Z1pAqBw$j#J&=g@Ihg0y=?AbUJkF1_U!&Y;;IS8Wrd{bAn%$dCPxcn|_Q66m z3Q6qHb{Vz93##fZQ3$%xl!ySLA0hz5$%{OwM3^tBr4muIcf?~k_rFSEzOl5s$=SMt zXRkU&FVS034P&oW96KANn1A6!jqpCB1<17p6kfLd_LTy|8-QPy_^G;g2mOq_tktKA zlNVe6`R+OImwpa_NTm
*1$q$F%$Wb7Ax{`84Y0SSKISj>P5y5`sN6xmVvu!Wps zTyBD3LF`PFsHcU|J^IVz>5iE5XPyQR8_kQ4YfDz4pD3~BBQYI+?FVB)A>LJlE@X^D zUx&`Kf?N;@AeRE=zzS$4JyZbc#sWn@+a928UX%f!@sbDYQ+FinW^IEk)p<-@+hFQN zeM&IHwvTy7EzwFEkRDBos9)vDs&g#ARY||-eXzo73Xj4Hu&s1MEs({gQ-5t9> z)3$1SGb{6l8Nz}Gxt-*!Y@E#;>A2)X;pEJ}d?{hJa1VOU&05?NMKCGL#X9uW$2& ztiA|d72O1A2}0;QhA_&4ULm%&Drpe~&udgRR-YKHa;B9T+L1Nx+#}kw!luXCqg#Gx zce8YQnH8}yxKJ5W7fipnyDlbYml#o)Hg%Mv2oR=Ra$_*rH(I+-SF!6SY82h4N z+>bUXHenZr+^42J(>-skr_}A#SS3t~K-OR2wm-4$)pFk6yFbV^3yTh=40K;vIq#X& zG)=voy`_HiF`n4oN#ofMRuboTG9X9n37exm-20Aly-@%!NR8LRhdFkYIJT~63Qtn0* z>39&L1zXyBSVft}T9(Q-#21F{G6zVcWfw@FV>BMT)je_}p@XHG!!7o9M(3NVpcUy4 z_yv5P7m?yK#kj7TP;JOuH0>%oS>sycrNhh<4p?l_4Hs0XiBx+Kdn2|kaK1%nS`2VI zR)K?Tu>M{*TC3_omzJ=CLw@i;^EMx* z9%n{GK>Hb-`&a6HRR>)4bM;HET;UQH=;sZ4bDu*4WAoa)WPJ9*y|Eiz3sWf`q)>ji zrq9l7WZ7`5YdQ_H;2iUv(Mu-8wzrjh?$2+vO+S0=;jSM?@Pa-ISrh|xq^at7uAq3~ zRB427Mnd{h+0x)7X;_UY!njA~tU5>Udr98-TFPuRQ6dWQn`Qz@7)VO)QXS@r4Frod zg^G3y9wmY#bb5J2Vz4$id#BgK5a}s{_RdcCdsYnz(m@6)dyCK2sQ69dALr++ZOFu( z^n1;abY5iS8xsz1$L=2VR!$Q>1M$0ke(LU5$ci(@8gH~tB>8DF zwTbFE3)5W}>tYYwKK07AN>g}qXVqRXUkFWM0ds4eu6`$aZ#lK(${5KRoYvIT)leOJ zDMmAfLgNlK==F>w7IIgiheDSeI42255=J+&l_xc2^Ss`+=-^Z1iQYywP`6nkP|RK( zo~zUxBgk;Cm|B&&k9a&$s3A~?jL3dcDiXQy_>5nJNg^X}Fa~|zlKM^aL0ZxHGK)8r zSM;v8*#SZ5#WB)OVksMH!8`%?czlW$B7JDoyxeHqEyAxv^}D&*i?|avuAsqGnJYR2 z79(ExXzAHFI%**kw=VXjHr*f-Hog|BDq$gKC4>K7XQ%zpJ+Vi(Remh_T);*5=hd1BV+#dq`luvO#zDX6M!wJiE7Z1F7KN<7b6&QO)O zEkR5hBGF}W1bRd|Q<+CmTqj`1KnF%9BnV#&%11 z>{NnL3a!Y$l@|t&j~A*LHt4}7QaYAryho3=QQ-P8Y|`9`VcgX=2~e@>ZAtM#7aanc zeYfc``e%s!b{R^$&$3j~$*h@;>JAwACFfLWcMhj)=w)D5-0%=zZeh}CdPbV)bJIh1 z+nzpFROiz9`%6V6=I$0NFJA#(Ng~+6w?}R!s8v~~E7J^A-I9+fvDXPo3QdqqV8X=H zk(OT)>}I8qvgk>_bVsTriDnvY7G7gy`_7+b;Azs4<2YtJ27XhnNS6{^GBL=>eH0-o zG|w-myolb!6pQh=cig9bH%Q!9KhrtHjLKrm_|^=)%{yFnWx5Hav0(Hdo*g7)VXdm8 z7QGoOE=w_3g{SliPx&IzxX@*)=T3&LE5B5rmiBcFYg=B!#ul~SfQY7^^1|kBwKipT zlD9lY)_P*{DO&eJ%6Ah7=yLnG5g1?NZ08^L=%syLMNslbOzEXDJ& z^~8oZjUr=NE)52~W)0^2pgKQ0la5CuR&}>VyT;366S<;*fOaiVZ2p-@%!#LsGSp-O z9Pq8-y0%0pwtd&&U75nzLTC3$l1qjd51vo;WCm5#3Ex=58nc-3B%jBaZHP#+Wk5XX!zF$5v@*LH+hfCI%kLB+0oNuY08K zfb*N(E?R_06*WQH<9s1I69$n+vpNLJVu1+?^BqPdNOry)&!#$|WKXLp2ja9NIRo21J$DV{ z#7h0{poz6ucd)=qY~U`>7kzp*UtYb(LTV<(N@yxI%N3m`l=~>K=NX5kr_TlatcqsB z96Mo>qwpum9?q6096g41Oz$_dmQoDIX1JiMKNy7EGCP-f&6Zr`o`z)J#n(;!D(bfP zpSAHW7*p&nHk~CNiiw#xKX^sWK`4KIrds0J{0iyfI+vlLW7jDE{NuJ`B*FO z1)i73p^dCWi*F(%4yhHof~|ro_!?_2^Oiit34`I3Mj9Smh`@Vq&rS~?ngp8D0u5)a0TX~%CYTCI(W{=lW^*G!lqJ;ZaMit4) zTYM*$MS^CJQ)4~uzPZ#%=NDV- z79fM?QzfT(sr?LWOs;M_*)i2chAPTCJcO-_DLJn3*}19`EUieB!6qu3XGWwlrfeL? z%mpkjkd%n*ARXu8B-bgC3iFrRph6p1x#XmQ8Zytv;`Q_bo!cOXeJ`3ACE+qeS57W8 zy_U(lv&}ue!p9bc>S_TfNXN%x6$tIKq(D^fqjD*(UHA!jrak z#FL~l)TC^~lVr$)1d(t|@f`~-V}RQ!+C`3RNo5TeM;h_dxKg-> zD@R{?B95gLWbY}bQp)tP3;9c2B|Pd$ji6DQc(IUa>J&wS z552N(FIi?VNk+r1R9{*X6O(zGga@M~U3h6;{ZOH*M-wyQxKV4;@dpd^Gjxfg!*l#4 zBFQotMZ{{=`S!^g)OC{%x6Qa_oAlhMq{lVsj;i{Uu}rqulOtNf z!Tll=z1(hSUZtW*5PQ29`u_n8bNB~|V7FhS8vS{z4(?QTj}f4HQIQ!1dO zihd_bs%#E8mtlxZz^E`eB2F3--||#Rl~WzS3uooGJvbQLelqWMrSEGtF02_hiw|^I0#c?iF>CL)ssuLH|0P z-$(iL&kV#FonJklPj8{~tM$FZYUg0Ng@n$p4UiqC<#&#LCUky7OSQw)aG~?FON&2- zZzObnle>G6DC+!tMxWRDPn_G=>ik9juIl_+$30P~#1%>6+@9!i)cLvk2XuaVzR7tt zI)6~`ZPhiqs`_(eKDv)!Q1&#L-eIzR75zLAyoPHMPZv{&i;8Wrk0=={0;tI+wq zielD@5w}eP8vK@RdBhdaLNG-RiCSey^zB>a|1L zsrkOTdTT~+(e4MP5_(nXRzKQtMq)s!0^yZ~BW+wKAh{(7V1vs#bPBA-86qXnYu?0e^(5HR_eyJ%Orq zTu$9p^yIJ2XN1qHH#nWo*v=Z6&p6mD$D8sQS-y#UMx9c4!2BZ2XPhV^J(!#$ozFP5 zpWchtAdf;Ou-9{NO=fggz$84_@I6beQbVEIMgRA3BDa zRYWLEc9uMIxQzq-unY!jRud|BPB#LKwDNg1Drl28Z01ldKiv?+dZU4gPWd=~NS@W; z1X8jA3jPr0tY9ysBwUDt7ky&m2YV9)vpTLg6uq#HiFSw&hf^`?Xm|t{3*_2E!Ujlv z)3_vsS{^EiaPQ(fyMGKNe(OpKJaKj`+8c`uy6%K_5P z{z!$Y%<+!achX9d45P^CXcI=KP>h)-y={<`Nkm7nV}XZ?@Tdt7A&Bqg5L_N)LjaDM zdYcQei!oEZSh}k4Ii3_5X646Kj`9O5dG{Z_r!@{z!=t_qdd!Ui>I zpKNwhJd#ZIL?gvc9dZ7(7aT~>Bx@QXEDnPa$bF+*;|vLn8&)KnHQM*diq@v#aE>(h z`e5f7=vO-3OP(K?1;$aLq|>SrPGiUv>w5l`+C~fWX%y@EG^Lb4g^!fQ<^RuR?Pagdds zTTm{MltH>U^70Srs2Sl%qg6y8gfIH$pG;Za9sP6^Az2NQy6b?3dTL14w#tNY_Gmf( z64P4-?YF=;;o1O`vXb!S- zho3Sf%@3XX@i~l7hFneXuVy8tJRz_Dxb;v1eDYti;tOM@xeYaeWBU@G(;Z)p(CG(6nW zV1mf`Eo*w@!py&pAI>dZc)$<$g4%^!{BVBl!oz+zzo4Pm_j=S1cT??x(vb348?U~1wM&j^?% z^TSDp!Z`vb1E!|w*VhD0C#U??4Vao_43tP>2$Mc>zCB=ibr#W&i&9vw%j2!B;5P&wGiP4ti+^lbz*D< ztnz{iy4JY09o${P;#!GG-z=_=u(($IB8w}|jLYsS30qxi*Qc|%vRfW0TbqyCA$Gls z#dTH_f>8`)apfP@IVN3Ju(+a{Y`nwB;;Pb)BR4pt&@ft+%;MU9b}Ngk_V|0#1i z1by3J?m$TWV|Op1`YQ6`IwVy_k>0wPliOm`jOuMn12U>ly+Omq5xRlEsP2J*=_gr5 zCUD)6WP;BI6hCFw^00kkMVTgjjEn+J`Vj4pPs8(UABck^Y0~RR9)31WdNrUFO?shE z5;W;9+-`C3?t8eGCfyvPU&@pIK4IS{?E8d$pRl{zdD0vAU0#!NLv31hPhgBN6Vkwf zGo5oGGFY(kj*=vya8DKesVtO12W{BNO8!KVO*t6RbL4Q(l(0g+zNiv>I^v}eG#ykb zkD0Bdxjfkm+>a94{DrMSF8$CZwy|GVgxAhBhDOFoT>vC~^FC`7Uv082MOd)IXR}K) z8rP@b#&Iecp_0oPvrh3rF)ay~{7t5URZvdzd<~Fm*3(ac`6F7aVBz9Le+&e!FI>oIMWH;E8fGI8`WfXEXb^9QZ*YBsmCtX%4 zii$-!0&n{!ws1?$CI}$JhqHMxHgGZ}?M9nyZLlzJUeCph*oRGPd3Vex6h;XN

27Q5IFfflUNBzU=hBKyL9m2e>YIxU*%jN49fH zC*>F{r+L7e(kIi!fJJBR`^(gc27bbL0fA(K>U2Xj0&`(#SavI+{-DoiB!&*Nfq1+G z0ZIGPL7x;zaS|YJ+TS)4z)SsE} zoAqax&h&hW4C>Eb6M_zTUr~Q%qw&1{JSK&m)}MTfRK_SNa zbFU@#Y5m!@=($OMHaw-b>CfbS1pV1`VA!bw(^u-xIc+;}{MGd5Ht1iWKeMiET2n|S z7oC)NMt=?syOYV~jQ)&?2(d3M?FI8a02T=!!?J%@uWTr{y>F@~vCK(E``}po2dmBFAZgYa)<<2br}*pK=oB^dx?h zL1rzr_a3M*{{cUKf$RM+t0#(1`2xmY*UX?5K7LK!;F_l;9ytvyu}Qojq&_Y1aYGcf zO8R|Ve_d}JK`x%7rIRc$WEAG&qnA z#v^%n=Ue^ujAQgg`Bv`}_I<*>Pgn`PPgrrn-jZ*%-fKRZ6;s+K^tsikqx=S@&=K(t zAX^&ADNET^>`SKz9e8;OeLC5a?iGsNB7khEs5l=v1cBNG$(AZ8$d+`cja$f;qWU3_ zEkUkGBU=)U8G;&<3uH@^;rUwiMH_?>BoTuKuhC zqCs$T6OX=u3AcqwU_Kk0EpYD%o`OmLkOY%p!j19?Tl|+2btfG)b#iwV6Rw_d4$mSJ zZdODG+qGGrKBD)8*JMJZOw5{&P~-`6e2PO&f(e%!QD4o3i+j1(DFLVfM5Da$hyMXX zj;aKJvkv$p6YkXVM%unM_!5GJx~&XbIepjQc@OYJ<^8*lMPpY~^D9-%F zpod5MA(B69RzHj;`KpVi53U$Mp}@6wW+p19ZF=XhIP(2uauY4Uf^%0KVHQlX4W=Fn z#np5th24X_y@H?I#G5MUytDHOPhtUxead;EAzQ5XE@$d%k)Teuj9zU4rqCEW3xq&| zzLU_@FG6Y+PuCRnEwLpcJUyI9g5U%qUJYCt;jwx5xQM}YF*4HQlE)5S9j1;>oQy$d zDKqv@gEJpa){($C<%siEMQdaO!;AVtf54}6CJUb#OjXKxn}*S}o_3_2fc>PCb79_u z_&_CATN~%}+M7>|kuos8>cmh!Cvm*vi9uykaAG70Ra;r1yjaDF(LPfJ^ChBz>a{vuR*<$*EjpCT_F92oSN`gU?a z#DT$b-uYK~U}XJF#DckzIxx6zJ|7t8n)2%dBkREt?iM~UCiRyzaU6%6*kvYX9i8DX zJ}+`w24p_+^3IiXqkj!qqv_Htv+$9uF`HSxiL4R$>}fw`GnGY77FTkb8l28)^)46} zv88Izr5AfTm51xn=sbFw`6&vZ3L1Aalr{k~}GZ@W4 z@T}rM2sy(C1^ZZMbM}Zu!ABP_3e+x&bA*cKXhkjQgHVng5V@d1IYX2mMniH29cZYm z=q})^o3xyi!-sw7=VY<0C9j-3TVTPTB+Bw>>_uNdyHgAWdln&V%fW3I?BT|JvW(1h z%miDzS=Qv67j_=e;k=#ShWd28tCLMjXh_H;vxNHIAKGf$U6)(XSx6|?!Aex0JYUrK z1uZ=fAHo^rqnF9^oA7uUdH!Ut_tB@4=kpKlY~OX&&M2uBe7wWN?=bO8!^C6QJ~6+; z#M=+wVd8g~Sl#Zg5hmv7)sG1ikHZt4IQp3OjQeOUsv7d5Ys}gQr5wea=+|M|cnHlY zfFC#*1;c7{LUZfo85T~1!sfx|9zM!859)XUbg9``LTEHvcaz{q;B|sts5TIec_STD zvvyZuE0D46;3ntLC&sa{fyqrcd{{JuhfMjkb(4q2E^A?oJKag1;g7SVC61fzlt0cW@UFgTdO(Wlf%w*_MJhwMESyMn z1YQ!&1Ii0eEaibu)66!N4pH9kmm24m7QR{)$HIerpEUK@8ECfYbXl>gRe|&bX#O_mb z(FhDlFm@x5BqdT$nC*`}vL<0@yL_@tI1^_8I-pR=xGNr_{4i9>PN7U(#olLTs2S)l z*JWKC&Pg$lgPJnwvd-3JE!^-xPpkD79WbE6PFSY}f`TFIPeOh!;f1%a?|b3XhC%o`cO%Z28q8Faac+d;4G9?}tn`@*0ND!% zneN%9OYC#HXY-zNz-I;ky&Te$0YH;7{EDbdT5ISx@{e~4NjQ^2!nw;un;o~Nki^qq zH^X}8+xqCK#1cNJi?QT5_fzSuv6&lfF9mX%x``Xm@fGx({5&*z7)kCCq$f}f#IjR=0$$ri!SHmxQRTn9hZYGgs+5Pg3~@H42P zmaZ^Aecj7`hp%Seg9v__TV`7%QiGpPP{r`CJ2QQ&4$!Y}y7@B~?RZ!-<;ueqPxX(( z2dXVjBFe1QMpZo&w5;x#6m+5yBt6RqJz~tiu2P6IDd*h z2G1IJnUP;8)%#!-&k(9g=Ca!N?A0WuRM@choKV8s_k0VoR13XJUaeC(y zFmQeY`?!FaOnq$@zs}c@#hWR$XCyTS7=OJi;jxm~Au1)qI@w z1gm*)X|u&!!$QQjhJ|?B9z0FVsO<^{%0rp)|VjGJ)d%Z!^00^=qR%(EFc>ny4c$H@T;`_q4+4#x~# zVBBPCPGa0_5G)tCmKish)EM%ol$ij?6wHeNm4a@3^#J4Mi#i-{8cvz`ya4?M8hebT z9jC{Gc!=9Uj3*cB6=OSP1w2E)54g!`n2v3DlT)WTp8evG$6wP)b`nOF;3jtlddWzLgfNjoOCdd?nyUogFd?_9sQ$w8$RhqKA#^s=UzuT{XPQU zN8tMi4DTcG^bxp`P7kFSSi>S+SIHk&VKSEOyOO{U5}#SV;%#O}?2e&&>PA=YHrK0r z8y36MjbeA$_u+Ur^{L;Is^Z-_Pfqtcs396DZf9$a5X8&fltIqz1J>e>s}CR_8R~<4 zG;liw^xaudI|heQ{q_@43aH?RL9tqbRKvuaWwE^~Q)_#$xT$F0M`?D0CduwZ3rx)7 zqHp!S>Tp|glhVBNeOh#nysWF~(O`WrzH=<0(;rl3#)ekWapAZ6~0mYke(j419euJ_^L!DL(B-oXS+L|S37 ztb`qM{X;rC%>ra|WcN*3CLoGbcl`bs>zZi0G_4a$_YB3A%!ly$!19m;ODTps4_}mH zkO2B3`TAWn=4QP;x{Fvyxfw;-vSkepCm2@y$b=$8;fgD#1w6!ZcY<}D(*;?i0~c?z ziG-qAePo9$p)#RJl@1+qhstmo)Tu-BIaDPSIfor%T-R+HJBwFkSSQmP($XuE>1{&M z3n*>4B#t{}J8J}!0khJ%MHue-4#U@PvMFsFHa>n-@lL^-;Zvwl2t@THXRNS3;8izc zM9^W78H$8e+Tel&~Zi%@Hihx06#9 z36*%xkk*jll$j(dnK4b2*VW+qK#LQ+dd&w(W775o* zkN7S)+^~p2_EG@0QZDUq3TFH=5H~#v{|c0SVc>Sf06Vi(g5X8MXEC z)@7co%XoI#Ut5)$$JX~Dl1b7YuWM&YU;%tOmmyh}kaK11}T z+FlNRHGVRyNMbGmslrg~+n)QTaTgKC27Zm>RjLZrQo+d6s&Jtvo zDmonHe6}|fyW1P-4qMK~!`2B#r6;i5@?cOjDkctnI2D1W7m>5#@vQ7bSq{thsIosg zr_)k`5?j+PZiIK*wlsBB2Z^F>$s_`%4*C?az$HI3KhS&<+ck>hWSfdD2z$Rrxi3 zC(Jrv%uEuTx#tCMOmnOC>ielBihq7AI#Mf41ND4pn^k zZO!V!b_(WW2x>~pz8GI!>Tg^qwh^?DFVW`4h*E#GFr-skl=@TSJR+927S2H-&tpe4@j9_pX-2=-I-QADhs_1*-yodM6;=M_a2izp<$M~H zPG@3udY039Qt$H;r}HrEhm92HHBRTzs2K^|R?_KgEH`Yok`1QYy3#oYPG|DxveP+} zr74}xWRy-u54pnWoE3_v9Xp*Jn-U2l+38GTjGfL}K=019bsf&3qK$;!Jsoz)5l-jx zZCx)poi*yvTqVodzLRZT(dn$6A?Mn8xGR zlCM@5)OpN+%IR#q94~P?7h(~4r^H<4wtT0=gm+5JJ0<3w60>37lM*w=Me#b84)=Lk zd0RiZN1ZDyhkI=mScZGyPH=i*VK9AEjda9VV`w+e>ULy|3PmWhe~#rHR3|weoY_ix zq4*BH`eMgNl(^>s%sQANte%aEBF1L%YkaMwi@kdxXV&{jABs%Ry>2>gkKX}kC& z+c`o82yi1$MuPG&s?Ncz%}6*}MWX<+J_gSThkU2A;l32U4BrU{J#RQ~ptpa4`votu zJxjThBsN+z1p%~)WNgnVMZK21i4^)tasyPfju3~?EbNBShFnc z<=S6x4smhoY%wt(46|IHjM{)bJ|{<%2&wO#1ij~y^({7|1{1mMsVA~mlZu}6M|vVt16*i1)&#tu z1*aH7)}eUOB}JJK+qFsOb%FAGq9-yd;b<X>ULMtf?G0T$NeI01}|X%n4ElC@CZHdvLmEy z?uM8^l$V?^2}eOxgSaPKj{hm)>8bHpSbc${XDZz z*?6~@eZ4w$Z!`O{4cy1}yO)}M`iD1|eI^AKj*mPUNVov41bf`$kV%|=~&EZcZfZAeRl}tr{HOKZI`qY?vMw&q$xY>Q-HkfVjFaJhfK{= zb%#47MG4hN=%{}9h&$wIUDEDyhp_#4mpg<55v(G)vHJmdPuLxjOcj%z>05r!;)7%G6ny+HoO-cd5Q0Eiu<2rNb0wD#9K$1IjE0RwGGpM;}B8?scyrYIdrB2m|K^l?)23sP{dEwdOHgf1lbD^qxaE2Mp1qf}qfSy)HZ1 zrM)PSK93V3NOYlhgO}_8^}}^Z;KHsDjd(RfM?IL2x;IiPFLiH3ZJk4ct#EHpQtYfP zd*R+tXMD9uCiTP2ZWVTKkXuE#H?%@~fL@rwy`i1Y(5O(jH+ucWP(Tar4dwO`p@Sdm z-r)3=`=Z+VMq5Q$pSy^-`Yu?;7dk1=#_FxGpQ3-<;mCbE0O zb1r?0J@2=r%aZ=|KyV_~# z|GKI3Y1L8JQ)MNKTGn-bf|=&}kW7)gI42;brqCL%Gm>paZk9ca3z<6Pz@yECARUaP zWgNf-fglC1Gc2pISMNhDAcPpC`ei<;CQb@%Yhp6|MBBAoyxhD;Tn~*sWqR!}+FVnk ziJEYK20u(xFyEacDJGc$E)xA3dYA~-5_R*OE}BwywXNxs@H`{XIS7zcgsf6nQ?zqf z;UI$$J3W)Tabgu5yp@yIa`|@PZW3#`&M^v8ayPLEclx~u5ubP^&?_V}E6Fbo@coFB znSa8BN40a>mvkQAO2Q_zL%65X`pt{f>Hxxpqf-|`R%E6vQ=7O zr|Ql5^5%SbCFjfXKPC>jm25BTZ&`>3l;)*T+<|(+)eDEfERa5ccpQxUe z>nJGbW;LGIEZTEh>dA+50;Wy-io=UK<>In_F*PP*KZF`nV91Rbf_l%#xG~%9m~+zM z%amcm?;yv-IeRTRW}1P&;m=s`W-j-wly|{f!+uKdStI?wwcu?Tlw~JwZRnqs35nTN zmVe_QjtNuT>yUjbqi$-SP_#9IT{^# zSJPZ$dL+e5lXKb@6T7opkjgUfpv8l+-pgUs78(M*Fg4ib51Y{uG)YLz+6=6BX;!zR zkr1i{efbP-t13Yz5U2z}LKUGSxSR-Lk5k8 zxAh2P1teTj7aRQ3CvnUgncjeS}CFnu)ICl8aa~;>9 zu-xf0G5v^&drj4PlH*Ky;aP`%-28aq0-m(*8J)$Z^FgP)&q1fpbl5Q<>S&wvxda6s zwu+7V5wwOs1=#DYGeMF-oheihS>W;3p-*H8wroVDpnl8@iI~+SL<^(lXo=_23FWA; z6XaD^2qhGvz5St4MZ}hcS^(oMLdZ#nXK79-)_P;I#uVj~dG!mmh-PU7t+USM2pXrJ z^DR0?6H4p-Q-J1mkWZTm6%ww6Nck`N&_%_zFA@?57K-ri7<4~|G07>6N0!eOt6`9{O45A(hc-_eEXK|0f-p5NU-XQ~~jjt8uB zIOVG*K<~p7Xgs6>lU{(PNe>bz}wU?2)xl3$-tZWP|U!CE=+n9wN3?rw`8$%U6`(t+Hs^m ze-U@sP0qQ`9ZzpVE&-S*b@KNG=%bT*c&BLtm!-Ro!}w*#JZ`0*!tw}JeZOeXYv?`n!Jt>tFVKA% z%cGg(?+tpbghb(3uJFB7%?>w_N7Wo8B$Q6UO_VAG+(hl#dXws?o9f#DRdahm;3i7- z%Oq8E(^i10St}s`g#g!b$q{?&4Z)?zWS3OUfrdm^G<1ThIV)`U`*W$9RmOj3xjOK} z{{RIF-Cu(ZgF?oAlY!8FU2+p8HDPod394oV34Q-NshUmZIaYPFTStr&-9Xi>F{uCu zs%CRb;fOb`QpU*vA zF{F@(%v49C!o^-mK`3Z~n1>IMOyi?SC}_$E4w%obr~~_RsIW$ixs0Hq4(!jNicrub zdm{!OY+b-pRRgUM1e2O}LNea4F9v3O%K4#kL;90s0w$%nAjhqawey1klMR})!Up78 zT;}rMuc+X4hlQ36RI+!>Tn;DDc zbz}x(Z5|aWjyfl>w`%EbX-APRc|9Y74B+32BAqu3#X zw1;{Qm+qn$=9((+Wv%SfR=Cpl^L~iO(f?fVxbKJMKL*4P0>@fwypO8EzJB_r<(Hmova(1EloU|3KXOvY7NZd*z6)jh!0)c-sJ#Q`!0yf4<3N1Q=f7R+6g}5$zlVl z9MOcGqT@J4JGXw6y!`5&cCY!nX8Z?Ok>O<-|M1qFDdmD79$ZP{xSozglEYb$-U%_ z$prPo$GBvu^wDrW1Yg?S$tA;)`N2eYU(Y4um0{n=C3B5{$sw|O_p91GEaNZQJWMh` zHV^b80h@>2N4MKN^rk=7=HUcGw0YQRNj48xh?4{;vmGyy?sz6ClD(=IY@VbuFQY9m zc$v+UV>-@PT*-?TQM~qCj4$9Fa%hKqLQ02^QV=h;5r+g*LIo47PJ;)^YH(x%Z8a|x zN*Es0svY6r0w!x}%T&em$Zt+{ekf82Uck_{1R`ESWWbb0-RRLMv8pOfr7`Y5ns;nM( zc9;at8io6G_Xw&V*LfKe{NaCywl@|36d-gp(H_0bs~6_MY0N`Q0tsa42!u~TX|074 z(#z`HBau~vT7b?o>0Bx}VU1b43}ue#)gdLc$A;^71<5#KoT$X^%wlfjh&S1iGHd>0;(WD}G(#ylB_CE_c>PSN&@_bE!qR{&$Q-C2# zCQ)tVpRzV+G4*twAAZsE7=QUKi+awjjQP<;&4b%}23H0iVN-T1oCpw>V;*J9F`Tt; zLgXTz>WItYNT(=vqO6{uj@d8FfeK9h*o!T@ zeqZ|o$*7hb^m2Nt91qAvEm_|~>pYioQLRzPx`Y0aa8F=%B`pj{E7zu#@b+UJPKOR` zA4NyT?07FRe}AC7RjkzTP`CrGR0qWOa_To#x(#n#->#gED+UMs%bQ!r*l&Ab-u2_K z@7Gs(w2vnEc?cV!K)i1eo=L|L{n!f9*i=)CX(@pM2iTM-t~$f9Qlh#YC2EQ1Qbq>9 zAf4>|86yX|Kw#R6BFyJ+GYXljFdf-UY&MoaE;UEB%Rbe!1iRxS*#kJ#34w{)zZ9uPhyW^JO+n5(Gr` z0^OID4o-SPUsgJJeyPV)-K%kt`FY#=agDyE`ph2jgTR?$`5^9t_-(s&u>sT8IqJdP z+PyiO&tbm;XY)l*gy*zi=f;oWY+go{+C5Io?Y5oqn6c48e@ zSWvt+P~_@zN^@4(m}^Qhb?h71mqm6&@A$WDLI7Ob0d1`VV$m6HS_h0CDMqkNk!K3J zcE3Naef0Bo|KTXl9-&?7Z1lf#T7Gr+b{W>mNis87bQv}WEoUg7?lMg0FCVmA9{7D- zhAqTws7|umL3J5+P>$8|S0_~Dbc(0Um=IltwMB&M789wQVB;^}WtiDAxjYlu_Bh4F zj;(Gb#|8K%znK#iMVDb(`l8ElPXh#9hIM}Xz=`tgUbwo;FlW*l?ABvv2>Y~YZT-0D zRqTD|)L9LpDG@CPeZ`r2XypVkE*2-eu67ucn(9at#<933k?@-~qZZo_ zRpZ|UujonSv>!UrlV~jFt4$yn)ZI%xiJtE^8itnH_V6+1XD;{Z-M{^q8?@bd`k1?+ zW2*k;FLBI?CSMniIqd=JzO$MBsQ1J-A9F#W-HDE=*B^6yr2T|rE^0mg8OK~%9<{#l z@VL+5LKy$A=QBX(z*o8q9O(N!1`hlxkHOjnc)dq{uGiYG-fXSP0T#rAPV20HSDn`8 zawI_nzB@Y8gwvWMAExsGe`F_EZLvbhWwq7XEP~zrthPh)P>%DsCXhlDP7?z_1Mi-PTD3;S8sv;sQatam& ze-@z0>GIe^QW$gW7d$z79qSPd02;&>V-8lYQ*2P0V0T?8**EW#WV4TGei|XYXVmqf ztj7z(PE=QqWGQh|CdOj#Tn+;-T!sd`ceSp*-&(fxup5|eZaNw`d>)tC85;o=vNJ{r zZNhWXKeTRPK2sDsW0eodMzh%j0l^~J8B>!je5B;&%Vo7WEBEepZPwMK;*8=X60q*r zqQpX0U}x0UqsSQ(?2Ihp&$BbS+$&i3V^Xdz=0Zciq>6tEaMlMYmS$AVMX@tdp((I4 zwrPd#1W`iUND#*Zcw6-C$hf)0&gk^oyTr)gbafE9&}_2K_}Z+aaNaYY(L4^xUp_&@ zpreSg0PpDo@Y-2MX}2>LfBJ30sqEwW2Cs1zp6OtYHZ^xJ=d*=7m@Bg)K%YAeX>Xyn zuaGaWw4wMZ9n7-_atHI_EQlSZGXq=hHYuWiUv!BQWV;q`KCyXOL1c=g%PY6wv|^Vgh> zXq%z9QTU{gwtcy#81{{#@JUr0!obgZ9XJdPs#;UC*>^654W&1E^|G>{y|k-=LL;bW zK&(6C4V}Ua9Uk`0rAM6{DK3+nHs;o8`RDlL78JdX@*ypnV=!W)Q)ZJS{hb&gGy2D< zRX00$q5Uj_(Ak{YC3Tke?I7tWNeN;)N>b7^i`n`!LN*B~{Nb;rqohbH(^2Z6svu?rciN-_=;#=FDIKM8 zd7vEOgWdDlbl9bp9bH8qFS0-Y=_rdi+%OJeVjjESKTb3!?X^ODo{sXo+(~g!z{cv6 z4J~Q?^CP8Y@r@+LD4AX0RUVfW$NK>O$8tq#%vB=2KDlZ42Z3W6J>Ey9*Z+3CbWYR$ z=z-3!O4QMU`jqyL%n+=-vqKsZb!gqmL>+Rbo!8z6N9Q=9y+4+yGpif2k){%LD4U41 zcP9LsEri;;Nnb)Q&;zjn(G8oz1Wa24p@SYSpPXbz zF769-5mVeo^qxZl%#p`3YPow*9o9_%81qSr7Jl2KSSJpqIsh@2s27VMCtCf`VVyA9 zVV$0i9o7p8^uYuGMTd1Q_;;eR(C5^KELHtGIU>*Ruuj5&*Hi&-EX8F)sAJ)qgdzjC zUi68rp!}9gY(<-eTvdJ}JW-e6bR(08uv4iGd=^GfLxq1!qu>S>6d*bic-z{h3r~kE z)qGTg0g4JtF&~PCK++yLJ~($G&slU>?=5B~=~k(o(;_Q3jrU8c2rdK$w>!wdpmHU; z4!ft75zIQx;?XjK>jQ)7Ol`pxWdySgm=`q<-3?^~PY(>HJnyI4A@H@e`h(5s7Pb1& zgWFj)T>-lp*dt6LL6KZ=S;O*}(%BQt=Og9KGi&vAJtTr1@ipjLeL#zT|1;=dh6+#A zfix+o)lcs5ao`7P^*QT*P}okVJt~>QcSI#O)7U$#ujmN>@@D=k8FuKmw8wXq{F5`@ zyLXlR_f*NJ5-6GXPs!BcB)xk^%A2XBVUnpOs2AwIEa}}uH($ooa@{_emyy}}D=rH8 zxOtr)rBp7UC+gtgK^zmacDy*;*&-SVHNb4r5o9RK6&J9M?qLj-8Kx+udBP|t1^mEE zQz~Q(#f%Cs?Kk{k-2)k@Eh+v7*J7_*a^RJAt+BcXJmUa0jfXJsR-d388C8~ZqaAud zhUm+Lbff)+&7Nt#2FOCHb3H&p1%*qKbJ`ZuNzQJ;5y}$?#DkHD%VvFA2@L@_;!LZd z+4_NI=`PC(b0#1K;*52tcXNH9V%fqQIQV$!doJivyp27SfsQtmaj`(2h4838CT zN;s}h*`3M*;i;lE{3*a*Z=DHRRuUuOghH$6twWzUV}0K&q3r|f&?6-zHT0Tw-H&)K zopO!}%Sv(N{$mBj457XKp;1MOEOx3Qs@N=YgvKNx;i)cMd&P1Kb2X+YpUkUYs6{kO zBWRt(COK%4f^zGR4~$mU_5LY9=4_qXo(gmxQqfR#bcq8DdkvU^BWyg!TZI-e_9LdW zs``))NI;U4e}$E3v?q#=t_BoI5YFMlKI-kA+3o{BBn^ycl+wa?B`65r`6h*N9I4sn zJKsKpcfP$s-}&}GH{U)@YkS?PzQ7yc;E_v9s^jQV%lp~7)cquo9u z?7anC9C_L<+PDX6+ylYgA-F?ucX#*TF2REYcPChI4+IE=;O_43ZnrZ#vpaLX+5P4_ zXYT!--8-FBbx~bi_5O?EwdbjN%!i_hU{l9E!?SM%I%oPHj0P5)VjX1fBW`9k|U2=hDKm-4%*w)O$7!1Gcu*y@f`2vSetwvbnC`Ne#h0?Pa?& zl|CDf@a%p$#$ST6`_Yg;cZ{((AAS7(K*!No%{%5GoNlT;Yl;N>g!wo<-BKO8BuwON z(tfM8N8~NhyVc0VL((8(<@$l!@kW9*|ILoD&PAu__$$Fi!UMG~=0v>E1&k+MOMx(-t~B5-J=lqKf&e8_1f zLxYl8wT6rmiGlg1Y5ZL!^G<^jj5ymb?Zg^-Lp#$x4XSKl`E7@^1HCwmT0SjNJ8tU~ z#pfa^Yd~xAD;=`uZG8|EIU_QVoo^?>6Nj2x(v3x+eoF%Oj|l}%5)gt=h*q=&)>K^ zyGguo5e>$TtuQfJBcVuQ&7v4pCifV;`afo*0}{{ z5i}dznHdsYI>A7sRBKjYOhv|zF(-9=B)c$jis&o3a88tPku>BlKk6!d;@`}LLk=v8 z5Q1L^Bnz(9+YcGB3SsPyZY2#3@T81Y)V0w`n$_0i|#dnTeP&MgZtjg)L| zR$oxN6rdqdYF8trCv%{=NFoG~e!D{+o~fTJdW6%99-^?JM`);!FI&aU5FxOksUlnZ z7HRrgpzM&-OXP&ld>bJNEloT{6&e_^Guc=okr$tx;LL{6nwE_$O8pJxQg6l}?zONn zLrolp{$~^WOnQ8)HW{O$V}}6j#Fl*Uu-_X%(Ad7R8zn(0=r%sWuFJk zbIa*EmZ4wnJ`Cj^v;ehpQiss`y|ht6UyOiReyrvL2v&qwtwS9pfWccIWmM6O;7*?D zAn99Pp82f;@^8H>!j8AK`Fzd86!-1 zVMjhh*F{=0?m{pqyKdiIzx6_|Q=c?G8AH8|sLYM1G%ee{rgr40C!_o>{N%1^oM1eu ze%RmfQ`yTBPAb<$tZa`wp4P~)T$ja~*5L2nM&7wa1)h?*$IA62GW<1=Oz%DYgz^0G z;a+k@zfsrI2*4JHvZ<<^eK?6l>sH8O)l&;7ma7-IT8N<%9GH96aR0c9CQ>2esRNf= z-yz%RWINO9=7f{xi0KJMMF-&$ zz_Hz-SzeG$AYoqaOwDIhXXqI!XrZpRkZYp`LI5L!L?Y&rhqh_=@-K7IG1+_Qav997mTnsb!$f45h{`RrP5Aqv@q^|H8#wDR?b_F3i;=KNUZM`U$_ z*VeYkyO6rm5Tx|P#!i>e^ed%BBvDhZf8jHNUnqz$-X~foTxOO`$S#94O zJ$c@^gGG?e&Jj4RxKF;CFr_{zW^w=O5@v2c)ba?qm>;{2@v(G@h^KArRgwF0==KJ4 z8=mLlbRx&@!*ghnIU+Y3tG@H;`+HIIw%bV#W{2KoAjQP4ews39voZ>`vIsJY()2kor; zd8#ExKf~fo-WfBQ?)ww=syhyY&E;o}i!Nt%j1gWx7nghazp4$AF(C4Zg@J#IftS^o zs=qpJ_nO!dc?Ain%R>H6ouG(~dGp*7*Cv9~f6cN}Xh_oYQJ>A=jI^xK8Y{(q`_pr& zd3zN5b_yKz>r#sONm3EKGD_D^_oufC;#?cyo$rI_zKF7PDPO8C&soFp3x}l!hO>!o zVJz;Qcb%~j@O=V&IND7RBTRo?G3?+vTLdUFMRuAsHJ@s8Xgc&;3A5qCS`(tHKZjb4 zcEtoFq;DIhAU1uUDPWa>HsnuT4;G>{xzx^I6H92tDXjFU9a3OYJrTw<>EVwU{>t@o zi6vxj{`I)$IoRvNZBg#-3yPQZ+*vK-nNQMp_IYQogOy$cmX8d+=i@1U>!2&AP2=>o zR&_VX1>f8GZ2;fGjtdX0C2Y-5_}=F@zK5L5EkbWM#q0A+1nsrt7GVzKJNxxf5N6Ws z-e0}fKs!!x5;v0%6RYyPrs}U=|3s<@b!PS*{JL20yh_%;kcOE58ioztdF6;L3fxH} zv%`C1Svq1d&Ehnu!iWKDGsK=7L9_NBGEm+*!Cn z#*+t`E%<&3sbjV;gM|8Iba$cb@q&#!qBtzQL6FzxoH5a|#Tra;aoi-0;^SP(%FTEh zQQ2#RGTS3Nxw=wuM(r-CvC4K$c(jKiYb<8d7{7Tu}y2bq0PZfb9N*X_Gu z3`W@=>Ib%Rq>ywjDXa8LbK)si@@5@vdiy=zVZLu5LldE$p%w_o;TytAtzmx$;Y ztNX5XoD62S0LEyE4r`9S9&}finPNCgE6!ybS#V~V;2BHapri-dq=Nv9)*i8DFD~Bn zm|<3vGm9K<*w-e;dbN!C#3BN)LaRkgzX8#gJKusT%Q_*%atYN)H@3!4v@d|#?X96B zc3HqI!Tnz4{G3xI=jf+7gH(!ZOgsXU$w1^{#rr*{LO1B57)XV%4N)S3!#>FregPxh zV6mbL1LkfZPC!5hMk;|%KjLl!mlk5OIkWmE>Pz9s&I3qZWNftnkMMKp#BXkWw8;Ta z6Boy$(lJxWi6}v6ljIhNEasnr{5s9CX44TB_pd;=(xIFk6dE_Xo*bM}i!3u^(n{k; zd-y~@qhLy=WD2p5wOMe}T@~(b6!{X!Y@^(ZPD~Iw3^%+l+xvJqpCKOR)guv$h31wQ zym4hsT(j$n(5GHc@9%COR07NU>IBQazA7d=bF#*udivhnS)sRy zik9qY`VHpTILmAj%Ugcga~|1c9h)bYHgsOTx9r~{^49w-o$_9WC*X;n$5Q7W>cWSy zf2{E04*dwav9LTb*d#{Ow@rBrh^|n@A;CJbN+qC@a)hF49V?nYjGt-Z-m?OB_w_Zv)4kd^Iy|# zy5z@r6Kf8kMr-S;U#HaAz{lFc=E~fK%6*$7N0J)1i0JJ4UFl`$ zGUb8O60*a7&3)r14)Tn={I`uz!R}wvCTnR9(^V@pjpU}DM|1K&aoAISfiz;ue``4M zi5i1`#^4JTgFqOr=rLJ%7(Q)|hVO=U!$zY4H-*(Fr|>Yh&l_-CjPG#7v&Yk9^Bo1c z))ijEWneP*S~c~{^Y+I*-Wabz6(h7fQl98c1^6Y7QN( z7BioW6Kk6{85mZTL?1omLOa-}trZVZ?H|h)v>WrDfi27>94DLJ@4!l76)?tVvc+_a z4DJUgjQO3OM7DX*r;5Abj^COTZ)LuRWJcVjgwKpcBPjPAWN^b5d;Mlv`y?5k@8w21 z*ro=}L<>4pOizSQ;Mu|kBjqq+&RP1UMBAs8QL-&ABobMwVX=N!1VW9M*=GY@Y?U-_ ztz)<2TnEwS?7GUC;@qbB1FvxG<-U-LM|-4UBY&@98Y7}}n-F%WIZ0_K;Cu>8P2G!) zqTTgZ7Qx_$MgP7kfYNK)5C1;@B_8#y@JCulK~ZXEPGa}BkR|V+@^Umysa~#m9je7C zi?qpMAqqaMSIopkBk%-QzH4c#cUviJOv5rd|0Es`qf78MZ4kLhVnP{skg34e;n48< zJB-M}VZkPZFwXV<>0}?>bji;Hu0*} zMk_|Q9av%qL zyqTHnq!iF7tQvSOx-EOuk0iP+23$8xLL!Ys7`Y}0noSW<#?IbZfXgy1AK)eN+H>>E z)OEI1>bM|kAaopWMdmFyX+>~ud5z!<6Wko-^4tm4JXb6v`lJEX>=B)wNzb^9*FH)4$D1Ml(dq`L(Suw{ucPm*j9Y>$U4jkkE zxDFW;N3WK$6QK5<9$jrzbZnC=rIP-TNw%-+)!1fQ_-%!T{lUw{| z@pqI@UR=&|3yojmyL)%lwnunHL{7`OoFgA`9CxIo=dB9g%1&SH9j8~IBvf1u?Z%m3 zgJwH=q(%F!60{Bry@S#y1BkC=@0AfQ-lu>$80&Z3FZ2({k2$X9D#~`T+}sVk3^-;I7S5N5!o0QPxc)k76qpOXXf?wC!R66j= zc?&7dl}5BnvAlg?yDE5zxizT1&~F@e)i^vthMIv@p`P=2gqK$Zquc1oNNc0H!{x!P z8=OECzJu@(GRVF(YZ(!1U#Hcq3mi?qSqw6q)dF{RL+&0RTl^SN&E#mF-F{ryV=^b;cR!K zm_I&~>c)954J<-BLr_1pMtJcqkwqF$cdTCc zcN%<-ILCQ)I?F+nBeI;-f zrlC*GgU&p}ZfxS}gA_}tSh;Ri>REvPUeriC-jt1_tEsRjXS*)Dj0$%v1R@mOBTpW> zaCfT!25AaAr&HLFO5g5fzA+rEE$)oTI2XGvi17yhCQU1KG7;Y5X>YFDdpZhv?4pI^ z10pP?FNU*8rW0_=*ZaCvP2Q|rH<%Ev^O~ z2dng&MQvmx;b6Wxhxa7@N^g-qHlrI7p$>OtZc4rzQ%ufN(^B*T2j!~vO|ECx?x(9T zeS_=ivul*0F6pkrg=_Oq4_A?SE|1HNHNFq~{9Zwe{B+OHmB?ci&$n)fUl*T0%PpSp zxhxmaYv1#^*zvhM4^OVq^sv!-r+>u{eXM=@Kvah2&khrmv)<~1bQ?E=%nOF0VHTG8 zdZk9TnO+#EYI^0IBEK9dLk)ee9Zr6NFgAZ~7I^@%N$%-GF&MGPMFF!hv0T+e?FpY` zwjZ?)iAL{7Cba>#a~ERFpTbidU*NMfKWadg`6kV{_Oru*jG%n-%G~y}Q}<*$BT-#% zdWcMf6oY|F_s-n7IzfD2g%S^Tp@L8-fmnO!qys0CuG%$g$u+;Wa6jxNBP+SuIJ4o% zv7C7S4|>D|NBb)Ec`1v>XpvHR-5x4GtkmuI>f+pEe&@4s{S}8Z z(g8iz69qx@=Ny~trK=dMr?hT_o{g)nEZHxHZ!w;dz8GF(JTc_D@R!R;^nZ*_)6FCz zTj;T7E0i;xvdYk|6Q1*0!Q5a+3$SOLr^bjA=s=cGQ2c^ZOeNH9nu-)c7Ibk;KcnD8 z+hjo?4-{Y>k#XbO^-q#|3wkQE`_%A!F;Yx_4MNym`u@f%jCUg5wwd0UXE{WxXS!x% zVItnLenZ?^An}aeXPDs*CVF@iTVp3@M-u~^A4_(Imhc?x#Eis07I=8z8H6mHo#ag% zh3#zY?QBhKoryW&8HDYu?HrZt4U9~P8AME6EsRVQ#f9J*e$g-y5mx?1!9>Eu!pz*6 zn2GsULdG0y@C-^WhR*Kxps!2X7?^>SPLzN8L0!(!(!|Iao~%RS^erAO0P{6;kq~*@@M&{Uu2+u z{SKyftRVEbM+rum8xHtqlgj;se7nb=Wl%5>!2E%e^@FKhlS=WgZTZ!*qxY!*a`20{ zsJ)id9+bbYhs5!xyB#Kuzl$jSC+nxX{H34%{~P^u#L-k!^FaVVt7%FqivaQdVy3De|mv|LqI}7!~7EBQ2^jz z5D?&y5KvH%kf5!-L7xL4QK8UCm;|BG6%1frIslpdV{>3hg{r<_D2|?xu^2iAz`hN0sqJSG|I>Z{WqL;GoDe{5g@|63#b`@sG& zt~mfA1Q_U-2Z0LU2OL$_=}`^X1JqrNMpTdw5wL-^&X@+hXTY#HNV!`4M)fNYEaqze8F0Jv47dgoa7x&KLgH3 zp8?0QPZ(9A|AQksdlW3#oY$Z3bYYY$41>$zs1XS-$U|PewRlUoxf-glt4fnGu9H2X z!ZMM-HYyKI7<+AU7d~3HNc>R!C~CgthZ!zCnhMaQVgZS+o97SWfK)!?SxtYv8iMd2 zYU>SOi`(L^h}EQj%t@cQOdqpc|aE4Fe6+o-c|IiYRJ z+$JUbE};+be$*iS^j?sv`cljxC+KQRo6I_B(K~8*ycECEsl3*Dy32-No^t?Qv>bW& zvi!GOmuC0$)A!}i0B?oIB&$b|vhU|&@P?~&-}Awpr}3C4_co2E{<^1q-(_WAlR1!Z zd;9T6K>1@4(Zjh1f9*Qxnzd8)tv>W^UcR0rnsseow7cK)qw)QNHWZspyvb3Yw)Kdg z0{w0LvVSiR?^?5$JXubufYRJKj?9|I4kD1GaCWgl3=z`zAYD**+>yYSn7+GXj+_SO0F+I#2{Z@RD`seHrpY) zebgeTZ}?hJzf(C0ir%OKg#M!9h^Gre)t!5%pT1Y82g(fsjJloyB%qjHu{_l*wYAEB z%At36_-K`%{lZs*pSE2=ldG(a?B^g$l*%Fv3av0(k>fw&>}?+Fz?5lAX>a~4jx4U( z8tWxryPyEDRjtz3tiy&b>ycWpkLYaB+ox{(wrH5Afu(hv%N>6+`I?OYKyNrd^QeRz(Jdu;c!o)r{yPs(X3jGZ}N^Nzc#E41q1$gUqH}^$q*^;ux8xel$Yok4L zh{kcYH#&-#akG7M_TLv!Z#*aG&NBF()@7TuBHqq*6(4ksOy^m6v{e)sgPwc`Bx+OT zcX|et9}8gG*{)XA#%;OIz2iqepc%N-5wnrKJTm1RhHp#oP+3N^lKHrJ5E*NQa|?4F za~)+k0tV9A2LG6-{}GOC1#GDexr>{4?9gjB0k1@S@TueJ_-4v3h?O_Tg(iRF9G-Cb z&^OrS4+^W(mLST}Mq;2~n(_uKj`Mr;INQ{uxwp! zX`v)zyATv~04%B4* zp?VJpf`&waKkqz?yps?Wsxj zZ2@`PLAeS1ehC1ej|lcg01Bw^_X&r6`3zg`#~HKhP&q<|1&G>6|-;QGN%Kxu&q5t!IEW}%+86(PdyM)*B z8SrzuSJYcHFXl+vcg>Xz-%OY1zW+KB?Ao`d89rc9O!A^+=XZOGoQ!{ZF2w`_Kz`1p zxY)SLMuv#Q|yH5Ab~k}MZDKo)=Q;C2x@OD)utA`#l7Ov z5y^%-HAw+%5AnsMJsPnZ*1)s=ON_i!fD3Q|eR`0RJk^N5dz#)=48(@)m?=jQo#)UTB>r5Q@?HHxz@{ajN%;0t9P-4&uTJHu!TT zJ^WJ#K=YqwXkhWbF2px&+BX=pe%PiWfWH*~17aB|d!#r5jWp-)W$FK#oBgItoqrPk z*#_l5(}p%?6-iun&c*S4&4hoFY_f~1kF=zN3E;T?qiWWYg|<;-?>#+cn;3!NaxZLj zB7-14Zx}0u@XDemC-Scdm%EI*EF6L1-_r9P*Sp^s{rP=bP!!uiP7ZzkA|8CG=`O||26Z=1c1|!oS z#=AjZ`}eAEodM2&K?VOAP{Bp`kK~NXK@3ECEBJ~HqQ@lx4M9XYZ3R#+__x&{E?ly6 zuK$RF0Loanl;a45U%^-KL_c((VPZHyS|MDM5{yZV$~+tLD{Htn>j(tWE2{i#xKKe+ zi0oWHk|KB;PI-v0bi@U}sR_YTEhfeV5LpunN^o5J!tr1LkK!1-=5LsKRD~Hbtbi^_DGN$)1CYr(l-aNr zooP~(;DT>tpp#euwTd9l5BR7ghya8jN)BQJ(XozgrOE(Uf4h6oS;1m81(6oDM}H6& zoy2~S6$f#C@ELzv{evC&lPwAYumDm{pbcRHs6jBgD>k|dD&avt{r4;MUrZ=~Yyi2z z-*r!{f4Y16HIbMVM9ukQDeb>q_w6qt@h>c+e|sSFLM=A=vf~0&nEr+y@pr03HX1iB zWj5T}`-bm}=Ed@>AU5s)UEQ%itz8FC38n*&k87jl+ickeU=H^N0=`pS$U{&TjS3*< zW{LiN)y~r;fR^d~Thxo(!d$=KFPGW=eAn`;%!iHr4|n$e?U;T(f0fJsDdqA(WgQpU z`(6kPg&uJwmEgAhhk0YJOUopwFir8;5UF*HQUUCC|W`I>c_2eJO*L%zmi9VvZA734N& zv>vPl+zOj)3Ub)KXMnRjwD?te`}rWhCV%ZFh;CNac#`CfPA9e_^Lc_;rp z=qPgk2AhRz^<XFd~}}SlRvEbfq!M@guR)3+!z8RMB`*;zYqvUYP9ikI|G@XYSO_`f*o|1BB+{~gZyMdauY*jS9p0R%GBQ+@@Zzm0jIOjvO( z5`-wf373`!lY#>#$U}C9!+?5m!ctUJoqj-gZN+d+fGy=$?(pBvsbGu7WdLI41*{2R zjG+1%RB=PHuF4d_1KbMofwjMB87j$er<#L>#3hW$Lw05Vtw}H*%$`mOwwCx_@h4{1 z-|=o4);)`CXj~~JNda_Fx&M$A{&n7eyP^OV)GHwPr)B)FZ_NAUCSNgY180+8Zu9+xTg=A6#rCT{pj-N(cVG1W zcgMrl&qC`6@}}%$@lFsSNNy(w{=Gf^S;&YVqVCC`9>v2`P-$>46;%$sUHl--D-GiZ z*i$i3b!LW3^q%Hj)_p#jejPp*L&m>4L*Fj*||1SHJ|CtCB(iOpUIZE?(r_W zesRx)@B8&po?+nLomrmfW+|l5dybyR%ejj85wdxKt&SmmS8IF5XHu26-O<)g^9j{# zFL8$3DBqUL$GUz0+PgB_=ouI_)`ewGxX)3anLUL5DD3Tfv$Az{&zK5>rmQ7Z-dT?_ zbL=$w?x||wW*a7wFKT5wJTY5-r@~=*xY^7izai5mka0vN*7o~_Jz+;HvQkS1f7(bO zVE>SZXqRr{G?$krsbq7=%u~nVAn*D9)R*t6nRUfjZY)cP{(e2QNGIALYm8@j{U~NQ zhNbJ|`Dy%?W+C>VU4?hhB9#7uoPxgvKZ>%MYT<3B!RKwzL*`lQ5a!V& z?yD%@ExEKdsE$u>Y7t|GcO`y(-G}8298&Tns7SsPG{afWQQ=h zq3kDMI#V4gS^5@u=U1*T2ER_clGrP7p#wrV_%bygxE?NDHEyQWc-V!!8br!>SR2k3 z?4C@p(AzWEpz%0q-nXC6#ZEdsNcte3C|Wg8?E=!yb^T-nYu`ELwRB5iwPWmyMJ@;jn&hrcb&;~?1+73G9Q|#!8hejb`sbzO#+X= zhwtF?VvPgoIe|UL$j$2}kmI4%U+&)FGbX|H*L2e*2HdSn?ZEZGWx2ChgtZGT!l|LJ z8Uva2{^Rt{B7=pyd48jx!G|MdRJHj1R!y#9@5UxP;29GJ0iQhzxSXz=HEIw?xTnS= zOl3~kk?z!qf)2kdO4>i?t4NzoP`#fEYS21aicY`x)($RqfxEspSiIVX5k*UQvm0pu zmOk{=pMsDepccc`Ska#e81$_Mw7)cs{dLk;5_q|IAVJs&BWY`IPs z5n_a;+QF(wrX#2Q)6Uo1Bi$^x1bp=lOy*x~+mav&J~JLURT7GWXS*@5VX#%*={_N< zl?G&fr6Gm0e&`6hniJ{-HdG0(miIN1^?bQOufJ3uK_j|;$rE>{^*IBX*p^aG8DEfh ztYMGGX>NO$QleF48_qQK-Qs=q5R3WYyP&<}X?M3+--scj0}Kl1Ovz(5o|tyc?Olt> z3s%_$ff08P+-AEGcf+g(m%4Wh1`Czj0*z{3Ipix(ylj;FhwpkM@L#rykJ^533&Eqc z69_t!6^U7odgsc;ebnv1&*ntn3*EPV!5fra9wLC-P;z*AQC{nwqfnkbT1?+oJ$#rU zN>bK}TI(%1v?nwtwS%-Eevz@?#>zo}s-K;aL_E6B7M1qt0I^Okb30OGqRU+U}_qTI=-I3oJA%R@Eel(02hJbipU z&r4=VHU`o2p7<-LBiz)Rv>9n9wms1fJn|U>(q)8DUF*fpet0>BfLuONQ6qDQykI}F zNiSJ9Z?|`2b0(AK*Q|A;7reN%>SSnZ_u4JaWJ$txIVWDP7U|bt$O=m?ea!1G*0e_< zL&^dUkS520^_BX4q-;x98TG)XRAFW9#VXC!$Z#M?SFW3{_hj+ZzH@!$<*RHr_0imu z^keRzOW;RyDfm*w?lJ}wtYM6g=2PIyG9S$!$x6aiPXeg9YY7>mQIS;?QccUkrz%E1 zn#*I2<&Z0n8ZWnamDsL;zRiwH7!$54S{DqC=vN$Gf2#J;+-dE!z?wu<#W^{>;r^p} z>IKYfYzV~T!)J7*nc5J0WuelXJEt$_j$;!xw4cDVR{AqP?Npj@ubtp`JZnEO+nRkd z<<@I=i`|*#pcUHr_%!s62r|0R$t#+<|;e&IT(z3{xiY!XwHo<-X;N&mWWFo@R`H=?is{k`wS+a;Z#?=J}-EwW(0XOPLB%jK2N;RtChLvRnl;{a zxGP*;>vNFgD1ZTJor^ZWsp=TxJJ#4XaS$^`US6iBG)8AX8rm`Ti#a&*Pgk>|;ipFR zNr_8_HP^2AEL*Hh>@P6a8QLvW<@$$M2yHaw79S5EL? zJ>%zp%8*}oviWzdSlN^+<#TNT5me-(} zMfAvBIW+Zxav@TW3#+yW5Yh`qxoj*f#*J&<*n^u<_`5MqnN`gQ#0yBkPOPNhN)xen zVQO(u27IiN$+70#>{XD19S!*GRXCX9`W_sQT2LU8B7qw$N5Tw_D+`LPzCPqyE|six zFiuVo5k;m2^#Qf2EyxJlF)e09&Cjtn(gr-Gkq;FX%v@sc6;7G*C8p>$d4k$hnHnoC zJLCG;e)+1R2r<;~pyM z(i;lk8L7~`X~5Fad$V`u)mXTq&IuI{&7wI_8t89s`h!qJTAGZrjlDT!(oi7>=7fc4 za}`nr_R5U7{JTqfy_}-`E2}eSvcNa6567l}O7>1#?i~TS{#X}_IYN2tQ{i2i8&>d$HuM-Ri4Nrx&SGdJJ% zcpxB(GU7y~*Af~PlduNslHgqG=i3NdY&)1Q7!Ov7<0`o_;K+_!7pdK+6kQCS>K_cT zN3GIJ2NOx-GS+!_H4P^v#OPdwM+w)HvPVsiz6&htTmiyJ39&+-oB~M>ZR2lR(=}1V z?q}vM+twLQQ{+6-PQ14g>w@pCTiy>MM=NRG56ED?$X15U;xZUB8>%I}N{P?d%pFb- zmcK~B8&w{ym?ivBN9-|YHbe%zN;yAk-C-Ffmw}lx@-UJg<8x}(xf$3F!Oe}kNEvtO zG+VN5-eAc}CzzY>f4wkAe>0F_6Z_g{V$AO%W#7ej$V|4&qtA@6?n|EV@Z!Gr)-7#` z^vyujsiNC(@G#G8niw}*hncLB=G_2N9X!+e<}{xZUSqTr+ReZv@nWM*k&gzZL(Qmn zEFE6Xz4WX{+WY8%H_mv&35!;_>kMY!3FAWf%)dv^VLrl(7utPiH|uFgtyaRuJG^zU z3{#c%TgVm`lSd%s#W1vzT6Z!I*0%>IC;4_+eMd=rHN~+84vsFMpqXQai(!-%A>tm| z8HOI=^#s=iG02SwSpJakk7o5!;8)#?*@rcL(q(0h5dm> zmy&>Td9H8NJ)h*!NKNAlclC*qyzvbz1vDxRy|E=q_~62fI6l5-v@#?KbCBtK@GaB) zn7dYG>5XEsG=7Mb_Dd%RwDBDjiANaEH{Lv-ftqOV$oaoB0Q!-9sb*|1!h@e8M4#Z^ z^5TJo^0@F8HW1!25n!phMSl=26?g&m6qN2b`+dwx8oOomd*`T{zDeKRVIFIt;E{yt zbW~A2#p7Y(Laav$aaVY|^-4Luqj)s*p66#QNAWRwR6(RO`Oo`>3$b5LC>IuD$v3-> zMD(HhALPCh^dTdD&!W+RbnR;8`}C60$y>|{j-Bh#v>Kf z$SDN;7}l;LLVlhWT#Ea{MjRZ&767(Z7Zh@W7Ea6Gft4_>mnd?QDD+ z-4)^Wf>naq&RxIV$|Ei$5$yx3(&3EYWfgD*EHpQ2&B_`;r~$KPf~MatiH!5x>SCYs zU7Tx&WQpkvOOZW(DBdTYo(?+*P?Mh~NW6pFyJJnQ9MXJf_iuiBNJ$KRL`h6xe~#*{ z_pZ#ywDoApc=|F^k9Tkp(^G%z>fr&H+1-8Q=dK^D8gJM(u+~}@t5zr9R&l-iTo>u` zuzz^5Rmo60eqUu%k&$@>^V)ma=Mkx=zJP~ea7`H@#(Mrs|2ohQ#m$Zk%ESvb78oQ% zCi+!`>}&p~Ju1>bbYT+Lar!Nuxxy}unKpWkqPO}H?N>S{udzi85V|Gm4h45lO5dT{81{(8Kv|FO0I zaRr7i6M;hJ4a+oUXkH(?ZFHV^VB=m4L@};8ArlpecPN#*ePgTeX#MDb7?6?DIQaln zwCY%nsCRF)CpUSqx_T}xR8RIbBx02Z1Ty<4Ocqxy!nu}`c5$x7pvb^|h#SL3q?E2k zA}c{YtRmK_H5LO3wW(bxhD_f1Oj zTLDC)a0o87WOM;q$S*M?zz;)k6`vFO>)uLldNr@*nbisi?0E~rd|8N-#>A2DXAHA? zUDg*bV=wz&FmJ$9pUIC-h5X{&R&PLBqsaGz2pUHU{}31C=l%y&*}&;4J71Rb-Vb49 zBDf@?dE;9#3U5#IwqiDgGgWm)KgMR@QM)Z6Pz}SX*0QzNC_&0W5Rq9@XE@WxuyPJd z>#DM20aZH+Bq;D*q9b#+ zNzt#dd%o4T=q5FqIkuvcA!f7hV6;ePZZp3wFlw)!8DvOkESgU8zz?MWwlt9t>ofNB zEHgOBEo+9%tyE?-7Jb6JLIMNJ!yIjn2Lr2`CJ2Me(LiAhtZk`(VJz#gKP0JYF+gQQ zfNSzWth)-Aluum6qV?(In}J^DR!S4IQQowRo`iI{U3;#C5#vy^UQn`!tHx3a>glW~ zt~=h{nl`v9vR88Q98IlfqlD405G=Y9f&1F@tHLcFIvS%{kGs$m9fCsK)e9W;J+7*{ ze(AZcP|tP=NFK%MJ+3-k3CK#4G4%a0NW>sO5iGd&w`J0!DI%YBReoBC=ArkyqOxu^ zPzzf@6t{^PC*&sDE{cfod=d#6Cl3I|X-b?*O{=ZB<<4b7*}yrt_df4IJq>~*Q*xixNQ09Cz@r#vUsmo>u&10tiPH?P2Tmo zQ#>?z<7b={T{*&RgJ&~{C=XfAfoZ9!c&#F^Ewip>kV$KI2Pm8+`g?%?)F#t{juqf#@o}9 zLp7wTw_ZwrNO+cI52_L1jMJLv&ferZlvtAgAi|ms{ejfoUO-BU3cn9CXeUS`Yn{J4 zmZzNk!kvD+<*6uQafRVNqgplnB-wqbs+8AMPwkmSZXcVcNIEKGGQ+7mlgVR@8YZtO z_8NO!OfJr*V@L8z2~fY3$EFBs=Oiv2JgJ>31Wi_vO%|r3oGCvXAr6=hYjF! z-%eOi6a$Bc$LNjbB=C_`gd-2l%Z&ANue$HZ4o=;{Wx1FfX(4adj>dPjB&!|5NbLRP zf>4!v>wVk>8w$k)n7NubM zqJP*J2p+B^GkXOA>Tj{wrl`KrYjr&QOqbW5ZlWB&wv;&P>80S*m6>?3*Oxe|w04Q5 zAr|Vhb_Xf<9W#*nGy3(XJ^aX)~k6?82c6v=0rvG zkc81C)Z9~|e(^b4EYiWgdK|-WcuFZDAmTn;Dj~>9nLGV%$>VJYbKPJzV&NooEqmzp zk-}ga7e;1B12vAkrR@IFcxnpuni8 ztUO1=Gqag8h~ga0HWg|b?C*r1Kr%i&b&)Kc{i~0?^C}UK;2YVss@cYl25}^XA}$%3lOb zF}QklcM?b|8HBJhtJo%gDb{&y(4*}JHCUII(=UJ|Ba3LYoXF_`mKS0}(QlCts$mYz@PKAw={TdQ|n7R(NIfHVnT z>>C%xuY5S)-`9{fu(24X<>_i);50J6@x*5gUG4m=#(?VY;2k_>ey<@iY106kWE0qE zPL!8SZaF4?xRPPOUjkJ38*ji(aQa9 z96*fc2U98#{X8+{`sodO_SXi=giG%Q>cY{_NiRx-xRqC+q1y(fciO>OE$SQM>E$Q2 zGv^F9V5KzY5oHvFUL#JBT>xNSEF&Rg>Ud0S5Kb%EtOfae{wx%zo7rgh2v-x&x1!`% z)-y@61(z}l-_e6j=oVX3vS?+wX{ez-B)JK4=y@1B#w@`I=DXTm|CALYMKFp`Z?38H@zz9AO|9 z%VIo_kaOjZB2evcvvtt^D!WBLP~DjMWc$z=dn-L-GMHlp4EtEu9GiI|H()nzD5r$a z1JQ4RXx9Vu11Aa~BF!$%3O9z@@O8b^qSW^0kZ?T_>%%ZBA@@;jzc{VAxk+q<6!Ucp z-f@~XjQeBt zqHhT5wk8=8tommBc1%aDiHej;TM`B)&nE-T(V9sn{-N(D5Fp8jw!GKvs8O8CJ__p% z$a69*1(YX_%;{T;mEP>$1!BK1=a9H44d}_WaN3Y=cn6}Aguu&Ftw~>B)v5pE#K76b zUTG9s$tI3I>*m^E7ZH|!sO@1Fy_~5~dhepPvX_v$k3?_cP@(?3LT}PjDv(hByg+YS zS{*#fRad8GAAY*xkX3wZQ7rbrW;Vz4yEj3Qn(X;BSsZUjqcxXTJIk|{TT)Rvv_? zks!lQw%m2W-34USP}~fZ7e62V%^kpA?SD#Xc*~_SkGt#EC&cqZnNP0|Uu;-h8|xl) zDUsk=L}o2#kYiT}WVN&9nonTqNk5G?7BOEpo^uiV_dX?SzF@+bU1!dGI`b@9(vVkc z#g+L`d@RjrHNRT*hUVw#mt4{y*n?KL#Uqh9z4AAG;jZ{Jn$Ec2#f+*Nn;pJ{MV1*| z`nf~K{J7=a5H`t<0iF)-^%!L)YE*x&&PG7TOiIIi?soI7+@{kk=J=3^Y0nvvGRJS< zk{#jA^1LJ!-5cRDoP#YDSQ)>cquSC5?`=Y0dQfv04E}?AhTzyPXS+{@Nm=~73Jiqc zv4~L;aO)CQiVf9&H@&%EZpW!_B%afxM*jn6$1U6h884{`iF2t=4%*%hUd(#Kwd%9S zH+tU}ySb=^#No#l^M$%fKUA>twjIxoF!JZ!{`P16+dtR-8Et*YQnt<8kwQ{bw=3fm z>M!@N=a+w9FGNu(PfuSBjb64-oG1Z|v&p%?I;}45T!Q2JtyePCDFWl%Dg~QydmO6{ zYCVESPO zQ=1erCW3!DyXCe@s7IAyk2y`7cPT#(pp|`1pYgGuAQ0EhzW=Mi^Rj} zi7~B@0B7GwG@nntaS8iyy)kz8Cx+igxVa3H^~gf*m2sw$%KRL_oapX{;#}SRogeC@pPO&D~k-sI5qS$)1y;&D3o#j_2>KPWcNRQ=&KvAvZ zIE~wNG zgKq0h)q1e$u6d^O&&CIQmjZBW`x+%{;&^dLN8F(YfgI?n0lK~f5xn6(n;-+0%-PJ9 z5(H%Ajmo=WfEP{3U*H9Hja@*apEg&7G@CEy0}LL zol|?+Uf!exlpMGAS?VVWzFlJAjYeF8nAkR!J~tmK7EkT0`tQxvm(T99W|)b^(L6WX zM^6ux?&1*69k-vAxu0~xlmG{sDt2BuonH445BqByfB*VpeEu%taL_0-@h_hrsUh-! z=c!EW>kvnL|8={uf&cT6i0}3PYV((&sJ*{@c*Odz{I*NYzWCU-ODQ(q_}J|E*uEal zE`J3#VvJ|UiT+wbu^2fT%VfCxK(~g_P68$wkXqxrst2f;U(8bPVC5_HmW_#%M#o3{ z`H-NvM9S7vZb{>l+YvYA@CW%KoES8$?jRD$EzyEgx61_LKe9CK^bdjt2HEU9jyXrk z!gIk_`Ue>*%$iAN--jTFn)=}Fbs=*kyG$knqa|IIf6c9is3PQW9J=dx*;oGfn4jm1 zMd*kEE^nNSjzujLgJIkQ3*MwD}sci!diV zCcGZ}_#IDBD|fJ6Xi1d7tKs#)i#5kr4|coc>f~DymNweU4Ih=mQlkSD&55-^HGL<( zb~NCo;DfqZS39TSni9vm52{?;l;xs?!>=|(LMK=Q0BS{-?pDXx?i`X0C?1`boHd5i zcC#1`;g8)-c#q+Pm1c*S`z{^v!@Zf$0R#H_l-S~PBJlid=Pz?1nJ>ij4O~}m*U+j| z7Q--!DxC9@3ftY>M;yk>e)G5qHXy}IlXXpcn%>lo`OZ`eY_|~-diN&a{G?4FkWZvh z3!ngoAX?QO|3IQK14Ul1*v=>L#P2Qgwq5Kz-MP9Fio=V>4J?nFL!`M~!z#?1MV6eK z@{)>Tl1_dyk<84boACv-8FVLg=%#wz-cvT4x(Nl**t^@Q|2~)H71^`na6LsM>*G`B z?LL|!E%QY$c}t#&Hxb;dpblivS9C$@MGz&m1@OvU;1t?Cx{WDH)?_tsbDVhD!UMx% zpAtV3fD37~E!asP>0O__C1`8lkn*w{_EG z0Yu>R3(_9bn`ehfWj^cD3({M?lq(nv`Q-h*mPa3`mMuCg1=bEGH?So{3*hNP7fdKj zPz&<%`4s>3!-kAyPqK<6>K#tOVO-MY+K{F%)oU8PL!QgIH1zC~{MA^%mLLqh9o$hj z_$@KW7PlbEWj#6|{#}l?ZI8GX-6@ivMmWCsO9VPmXEOyg^T1VePpKUoq*AatKnr32 zY}~S*U#U}#BjTvjg6BdvUEhPmL~I$;6r{qB>bH^Q$~zA5bpG-9*=ubZ?4>6;p-Za` z3d31xg(#{|BZOCQX8+=*B1gHO#vbq`^((FQ(|Cv<)CJxPrCE-~j@Ph$KywO~ubHWu zoJx8SQ5nI2Sme9JiI~+%C`dWkst}>a{VY4;MjR8MkJALdY*=iL=@sHT(~k$GlUl`> zQTJygFy*-wYd3*R#J+c(iJd=@f+*+{p8NmQ4K9lL?2+XYp4wawNB&gT96@XGi{59q z>@cjCmJ^;~Jx8HqM^YKtpCb%&o?cy6v0O9gi=1`j_jFwH7kACom^Y>xDJyGb*MWh0 ztrOy+vB+W2DLFMA)LLs6K_Lj?3MjAjys;3PYlpLcLw(Q6=n9k2fZb5aSinDKdjhLf z$ggT%T)2y{xG~{9c|j%w;t>UW3RkL#Gx%aJknp)!jw!#-(V)3)rk~25(EqD!981t^ zk%`_|1zV>h=-s2|@WehSI`DFhG_I~{Y+M;xNj96$*>T7`P9d)*rIRHg(2cBdKE&b4 zS7W0l&%ES^!tD2>m9YxeMxW--f$wJi%0gG>z@w->e`ez>*q$tEGo5}V@l>xKYrK9t z){U^dthZ|P&RDZ}B{WvnB=6Vdr1_$J!{p@2B=@bF9}|v<$SKTsx20%P_;)<0U!+MY zp@*m`L3{zrXnb}#d}qIy264{CKHA?qAb#>86>kEUR6;J zlvwqzrv5m6&M%d}RS?~oDu0V~YI8yK6hy<8_VZ8^|D#&4OqKm=q^a=vhtI)5-cl_QTY}6y)TZ+xre@@fa0`+Wv;_|;KLYpG6;4` z;iGLQz5g1UUxLR;q{0Jn$B*6*M?0<3z-EY5F^P`38TotlAfI^pLQR}UIDno^)%B`W zTbz3YgRcIMWMmLuKbPWM&vIG`XFNIcS>F4VxAZH^kf3w2`?ktluGa$x)#(=)6(ZsO z(=yGeU%(#nBov>VqsEny-sZps4X{`8+kg1bEVql=bvK*H-avn?65T*VE35_d78S0Q zXUUE|pEBPYxX~JC10&Q++ov!Is*0u|WVjN}F!dMt?1K?tl{RsmU&4R-g8$LeX4px1 zzuCLID8^eSCS(+z4?mSJ&n{lUYNL3EL5&fv(0(ma)Ti_|ajJlhvB?NfX}K3|Ef^D+ z%i*|o2?Z?Pb$PXP0v7+c(r>4qEiITn!7C^kT-aIyvd>b)G>Y1b!RBI{BwVA!ru$5| z-8N*hXZguC_%e(GiB8FnFT1H1ZSjYVI|gty6bL8TOpSM`!efznLEQ^z;f@qzP#Ywb zcgx+26dw?Nag-=R{F>3VR5^zlWvxJjHcTWaQZ&8x!Brh0KPXlFQ*)&kFUA%-vAgmW zyu(m!=T7o`UJ`tvIgp(j&#UxHpYXky<%EQ)zjI~E)9*Ub*dt80YoOXUwYHM;FeP9g3-)6XGADK)*X8729>bwX zrP0$0Y0OwvVM$-eh{@|(x>1VA*)TTa% z%M)D4r(Tnsl$9qXQR)cHuRqkW=hwusFhEI+OA2sP@l;n8;pIi5Z103C5yAz*sI&ej zff=zqssw(PKfog5x~=Q}c1Y|W|A;oMH~n}hnN?Q*%n~c>Bf~xnAH&9Qp*5}Kk4Cbt z=1Y!fC155AJ36U>5%3@bW8Z-I|#W@OK&OrEo@UZ4)1b%XEqS-_&slOwzK=6^m{ z&AZpU;5{sjrZKkk6|-_`BzHbm$J1M==aMYZwPgLoM-@lL{~Ih<>xw$~W@ej2L!zS{ zBq?r{8ol&~csP7oa4YfDyN(9Hi^vr<3(93?;|yJq$U$YC33K>PugMVKXOf7CD5|5= zptn%FrBuH?@u=po&8+N3{_W{~M4#cjSrrD5atR&}iyMdaF5stBNyO_=pWy)`&8mhh zRNUTkFMP1f&c*~*=RD*`A6R8r{rDl$9_n|?k#OwHHX4STZG@C^IkY9kPr%4&CfSwH zF{0rPM`FOE4nAPZvjD-k^Z2(#5#B4@+~`m!pf$ny)RGb_$d$f46_hwC+?GLrrdsQsYXx$SVC|Xri&Y2S%WDM$c*sZzi(ibD7p>ex|lDRk+A4cA9rg3O>!415A%6L;uzVuCRLdcS5Y#n(7&ZorAHE{UP^pbr61#Y?ggdY7D`U8 zCK5F=SoXE)R;iQJoK9eTW%$-!PDGQEy$WsnhN;yezv+@65DrUdmg>@+(61p#f%}Y& zVxB}Ii=Igxikm4GiP5bH(R$N)4!Rn1sW6>7`caxE)WBA+R7Laqr{krPOeTE8Cx_fc zv@Y28un$9Q^U}VF4YP6`&4AeM8So6U1%RcuHUFC6ruhXDxTHJwgV}mVqNTlNAE@xJ z=28a_=qntbt3FDoX7(jPuYRvs=ZTcIP=Vkn$p?o6ESM3IclL*mf@oq2dxeGUVQnub zps#;l#JO92omA#LkhS!*KDg6Xq_!3~&Sz|*Xwy;SNOX_Pc$8+fi|teeBE)YFH|B4~ zQ9U{i$yKJ0s~YCo&lpRZe>2iYrg(%KAC=npxxGGh5KJ1wei!KnTdPnCRp0A;q6OD| z?IVEwBvLs6-A*d?DYnRISppLMC|U#+Wo)UhfF0K>9M z(kNwkO;cht5X+;=_&hSV-*}4f*@o~JL7o1zv8?53kOtWE7EBS_BOYbE+yD)>8qA5k zWT9mHvQM^8BSkkDv>YtLu!8?lK*0->SYi4_st4qTUT*bVe>p4e<jAuufx4owK^yNZ9wOi%EK@`(l;3o;Dlf5gc2;N6gN!Kpb(_Bk+(@4_+tp@gdUwHi2w~>C&5=(M{rv?QO0OBB_bcExB%55zW6G6;A7b* z@d0cE=_vz62fi>lafQgn0XP#qfl6`xoSP^V7pvYqnFXjl<#Uo;{h#TZMi)}%A8|a! zU*}nIW-l`L*w(Ar;g^i1Vb`U`qm)>26Gy!R5WpWzCiWG%}m&7z2VNJCab?)63_HNk2qHeUFZNTKtR-j6S zTlqDeg-Z;^rX7fFSW*izqhZ7$N=cn#$E)yYG(dk3K>BbWe~oAO{}rW-7h(eQSd}FK%$ZPXlX${_{`A^Ds$r_8H*Hed4OUgx1$yCIL{-;@{9EH9gtt~b z-V6Z?b|onI_gVk~O3V6~B7fO@x0uY2Oo27`ymkQsmiumjElgcUe-R8JM)s|!w3|^t zaDZe4yIMd@MOSHU`^}u3__k@~FN1KIgAGdZy9HTDWXg^o=>Bv0Ok{(es=Fd8*#*vv zH??lhC%pDle#CWd3-o{)H6DbqF?ox1#PZq17w*rVox zdWBq&WKm<{2dsJ41%B3^LtLjQhj$X-5IR^m`&?%vDLJQj+WvvALiq_oY~&a=JuoVMfg=U|$r~EWcfH)?O!3?m=4n z8u|QV@h{k}+CNpB!8psNYpJmMH23{s<3mCW!=ZE8H1|f2Qa!U##^cY^LJX;M6&`Xa zZ!(0Ug&GLAIYJC2{>Xgs_~L7fdpQhoSYEsHSC%1qY0;l(uw7|0SA-1riD-ka{9;!( z2VjlbcuHKjv|h_-%jT{mqd~owmT_nsggF;FTdN*BTvcAbvZSuXZYAsVA>V~rZNXd2 z7YaBpf^tqRTx>A{*Nuz3#hF&J^B##MCJB?sy(?`&Lc(l=38^@Fw1T+?&hweX_2gA{ zG|j`09-~{ia3(ss`|OT``uy;av3h#LWYpS4$sI2Dnx3EBf@Hb$#PhdnJUGL)TIfVf->UIcF&U zRu}4{<}?SE1^TMt{L5RQ7a7lOWSTaRwChf(yb!3pcE|=#zxS_hVq|`2)6G+q;yIWB zi`}h>KBVJ4Y~@h156#VUN-HFvz$T=?+Q=3#X|d#1a-|;KvMqP240#8o~H375i02PYyeM8){m1lL@Weuxo)hz@JqfmMLI zxYY88g<{P=wxaZB6)#5e=fF>*%WZY<(2$!lD+TPQ;_)jIEx$|^HnMll74whns zAit7DZ);Buv@~nXu;R|uQ7Z^e3g@{r(*S6&GC5mqy|{=5X@h)r&v@Qr@fnx&elPmW7&kvTmhuRqf;N26{Ao3 zEw`)#VmV%#k?f$)#AyT?vQfDHVeE^Ijl$I&cP*`c?Y=%>GQkqX?~Mo{lzUw+^(a+j zcVsr`)a=~`qkoTGzO*E2WJmTkET=U@`>jMY>%P!$^#Buo{_$FUMHnLFoYyHTWK3+r z!0TM1ugBC)zZx{Rts^4`t@-Z>d?w5A?@4CUuPY+{uMhq&vXss3ubH{Crp^6E9JT&B zPuCp3Y6p#6R)XFA4@c{*8w5O^AS=YPd27Q{GM|eH(FNSSrE|^x{Z6D^jcQ$`=g=mHqeDia;pLec$LtQi;YFmvY{)-GYcp*|0BajwhZ7=yBEA#^w)-O# zQ=-d`aX#@8wpbAk=rSyVrao%wV{RmS1{Ke9G!{P&YiYf-=X>+~J~M zOXdV|jfM8YxexGBWU?+r&PBxFIt|jADq&eC3ZOE zisb!p$*uZS``24!Q`n3xrVAHQ@hP6FI?b)tu(@hB1QlE&y|||%Z&F>!{z>qkXv>=l zQ3~H&=fj%9lSngER_BWhc40|peiTkW_Csf?oox~GPcEW{z6Hfx)+fPu{Q8^pbH?EX zgLu&M8W;~H{9)|fssm^Cv)Z}|!)S5?#mDi0H1viL5o|J)&iI}wQ70aiV5Yeiq3?qx zS+4mTYP!mSSKcFM9>!YgoZpcSved$dFSwyvZ8D0D@K4hrG&7lFsC^i_^TjezEtrOp z0>y&AoqwTlRx)Tq((xH%$7qW6<(5IFP&O^UkL1`=Ir51kunhUc^5Wrn1E}N~#v85x z(tV+FB<3>-$cIQ<5}cDs*CW%Ndjv(nv^^GK5D8ng<^%L-X9K?1-Zqa@;Hg=!&F!-C zZILtk@5ud@`vrZ98V)G`UJa2~u4Xku`t?@}c;g~)2;;hskam5WCqymHLB^+7(UGa* z6GzmD>xZSp{2Il&W+(8+N!chPo#6(*NI)JQJ{!D*Ps0e0d*6?`zRCFezk=jCaQgss zF1hPm-uvKAmw;a1WM9Cr7?5)fU7gHP!~8|#IH4CQT>2w1*SW_RP^^}G!uI;peg_Tx zsynz|f%ON1uUoBusN_iOi5C89Jm@@<9%EF!35ESUD8_UZk{pE0QuLvQ%0j7 zTd`-SMQ*Z`bGqdazzC`LcLCM-hfzIqd}3hbsI5H3GPoXk1~r9>uBjvi^(gqJ5jOZ? zXvS=xVw@#qBk78h^9lmNFwlYhT>>=|K`qYLpcR-_Fz`D7D3=7!JG`$IJ<>n1PP-Kw zqFcChxXW@Ov0ZULX_;F}wtnza3dx2_52b8EY9{X|yW97<&jq~>a!~P>(67N1o6i|R zl$^Y36^EgLFEMb@@ak{|CJ|2S-62T*ANnW}oy$o5ab#)H|5FlX-Ow|&u<>jIj*EVls=_fqHOf@nMW>4%J^EGauAz(Z@mRa-oZ&Y<5 zQRf{oB?5gWU*9ynwR(R!FVwdIc$9+o$@EWWraWqg>v0}{>5@&a;KBI<0`Nl=>rQ3o z6+)`5dbabA_7mu!TH9k=mCl0KXhkF>ENFDoY+B=$wP!6}Atlc+K&wPsr*=BGkrz~T zvQiMk;>Qrn7+pa{=z}xovrK~uj~9#Qv?+_4o6yAi1C=}{3f9&wfi*P+9BwZIq&8=+ z0;bz77)>(A+$my_ixH}*)*v*n4ri^)qo!Y#+-`O9qs-`THjAPt4nsb`uLJ2TD!E}; z2+s=4aun4qbXm*bEIC8yGcLTrmY=*6=`&&?u>=@_?PctWE_x7J2Nck{=t}Tb`WdsL zvR!%e?NsiV=ikPtX6y6;fwBROicQJc48#nbFXDC3AR5$N#4*U{@oj1ygaq`Qnhe@c z2GKdpoqi9*nZIHWJvu$S$190!{F6?#Xw}Z0e>XA4G6D`6&oUWV@=XBoqUS#KM*(G! zSU@(s^fiy_tOQ$-Bwaj3K~c?nsWp z8nSMy*1S9U&_F_Nv)E=T@vs+_gHrDA(&v@uYKFZz0Q@c>t^q%#BTf4$Z|%SWC}f>* zQs&8$4g9KccK%(M=Ge|93^k?;cI9Y7hOovE`dFAp`BXA%KEUu@v}5hOnjb&6byZ}x z_2DRMw|v3X(zQ|DslagHMqr>G7}(#4!eo6xT9*Sy(r_9C+~^YvYtwbUYj90lPk!2v zPTB}Oto5cpNC}Q*_B|Sqbp0kNDsb)G&K*u>cYO|-nrxhc zC`0%LI@P&6{0sAdolSAKE#QX?yO%&EuG;1DShiWH0*)? z$A3DW%iyIp)cN^7ry>yCFgLwC1d1~R8-i3bW+_dlAi{H{ zyh}r=>S27kHtR7$deyZ$Fu(uO6@sGUb4xvg@caFY71c`F-(!JLXYZkgyoUNG=f6;f zY+Bd@O0Ns7#y7RMl9P^m=8OY-tFNa(w8Q=S-?r5CKh^W1qLf{Sdn*Av%Ddt^1ydQt@T5EiosqAc&R39`zh#hbkjTY6}h z6tUyR;$m6g6uqE~lpt|C3pG|KwH8CHht;(VLJ1NauSd4l=Pe-5Trh$p;$Zq16N)J z%!kC!Av4Vg(P0#~CoHxs=*$Y8=F;xF;e?yC;yWc2ocT%C<|Y23e@miEze-o$Pays< zv8pvp1<^Y}OrfrI*T}uDibYNDVAW8J1+qj;w;BDqG~COAmA$nfVO@nwr;)uM*jg8Chmnt6!QlXcF_cuqfBS`tmFjvUJ&M%=Ek2xptp$_BXi7C|d$IvV2x5#b0?Ot@26RwRQD379jXmFQGbAlQYl$tumel;J%@UoG zd|?p=&=rt6*W~#p9@LM6De*R@zFAdXUi6 z@Ms-4eh5F_(9ScjABZnKC5pBT?m^K+Kd3^tfhVPJFmIKEDJ>|wwwk9K1Iv0Tu~ER!CaqpM_c_YBIPhMD2F1s_5|e3y!H0t+R5g z$~w&=euB5bU4(^OB{EgQk*qD5SSc=&7cS=2L@l4;3#u8&l(DeN7{;LnCehUqU6#-z zA=F&ZAQERT1ZyN^AC4!JttW&?Yn(7p^tPfU6EqAZx^su#U=i%C7&-t|x=$QTcv=(nE(36#CgTKj-DEiVN|qZVaxGtQ5r8hjAL6J zRgyFol3!O@B~sIys{_Oke`AaxUMf+1&6vh!8)#zlDmY#ggmRB?&jTEVTp3uRkQQCt zAR4L}4vqzFXXMQ_Ic>NiDCh{chwH=JL0jr*IjPRvQXu|$H*o2AdYeFZJ=9Q%#-oa+ z_6+Ws+%jj?b1ELCH(-|f#>cN9gbY!uQk{~CYG)m-;ns3CUC8L0I5JOQ%9d3{%f<2+ z-;EE!Ma}2c&SO%B6I|2Ey}K>%X!1`dY(@`BW)_(^LDzCpOQwaO+B!;E^`2}DHq@%m z?qil3ERK28$`zgg%HJwQh@p znFPa3t6T*nK!o%(71u<%g}QFywOsAr+U97n9jOQZIz>Ij8b~I6=xHv_(kAPtGW->@ zPY8GPyo7-Ui`;09R~*6th^H3drceo?cqkRbs7aC!O3O^qLmwnBLU%P7wXbpXfMnK_ zY%1+o6Yv~R!K*;qqs0DfI3wLv9fMR(GzwxURl*o{DLHbw?hqE8}a>xD*^Q_dy%_07Qd51~pZ5}FMsfY)QW=jrF$Xm58 zh6m;R?7+%s*eO%NWP$7|!69_=7c)XoEG)*X!@0FBn+4z|K@9#I)R`U;5-l>UCsii) zhskYq&MnCO@Rf^~u9c=(j<`)9xj7`|VWbw+3XB}u_#*qEAUNd3!D`;`kjd)PzL+2W zn_#x#8RtHvYhel-o}ACx@@!0nFhfnZl@NVdNP+1?B3GMw5rRwL0b^)^4e)|8 zV1m-Wbg)z^G9POlEkc`0MVUQQPWnV_`t1~YW;O@=5=B)NjT;&l2ov`t)beD#r3<6o z>=TE}%1s_13Rq2<&49^RE2-J&guwx(=_N^V57CS6&^8tXi9zr5qgm=}zio_5==-z0 zr6wFa@8UPr*Hf58rIfyJUH%P3oE=?K5HIh~m#oEV9iK3k@iuRRcIuIKO>mL&r@p(- zwx5$V2-{*O_KaTKvMk4(J_{G96u+S!xQPHXv{vh+Ymk9vSckHKrM`8m#jrmt+{)vb zJ4Bl1H!a-82v0I}@voU0qJU>_FJ`HUb@U70`xTG0yI)f58=|aUq9*B`?Pw-g>W{7d zl7O5ZmM%aOy1aW5_}y~%Z7G}g|I;GFZm{pM2IsGT0uOQP(Tv$qH<{7h3QQ^zr+n5rHsha~iP2S$ls6@%$_$NdwbU|G4xY!mGXEC^KgA=`;<(H@_Ot2$a ztD337zes2krV*QCtR`l`6YeTl5MA$>OMz&lT9Q_-19XhwyB}ThZJQHL9i9w`LBIh- zoOU;1>}+!MWB0*MwF#{+rtw!Sz=0VQ#sdQgmMi@Zz#S`jnyER%s|UP>L)rpuQ~dYt z9obmnd-NvJOdL5;FP0ZmVkaFBLt$Tb!U2{?7q%o};}3uH#~}$PTaR~i1MkCmvN3On zOJCTUPT11|=E2ZjYi?_8R58)|eLO|}hwF$%Q=aJcs zXovb~w&$hl(p;AT<+%q%AAw4=W8mzcqe`@1|9QqgE_vV~xjJqHW+S83)yYoe&2FX4 zJLJi(s^Fj_AwoWAMq1)ot#g$N+uzaWM87G9ihki6b_9gKF)4BeH!gGcjF_Pp6t8O4gwHJOsIPx!?l3tC7#JTF3#C$*cuZ=pM_J|q~ zb_c4M7H;NhqJzPx@MoxekJyOFRGIF9lB&=>DJo6TqokROLbcnLRbFmu1Nv0ZA3kfs zW~EV$VOiFpv~U5nL^+QNn|Cj}A<8`1!FDm<+Fa*6VGgs}&kqTdVESlPpk0{+11t5# z6_|V4qor-%^XB3j;Uu|p6sh(-nP@9VZe0Z42#6TIsRGjus5_oxqH7z0y(DsH$-F$N+6KreMC0)ztAN}Icr(apo z{*!vW$b!J9NDc~k1{K7osh?{CvRZ-Wr-PnO*iCp#zUAk=Aw62=0L!G64sb2yOG#ZQ zw~g;C#Y6#a>?z(I{;H%_=trc~GsrcvP$iVBe;D-hOq}1_#8uBS47a_I_&1QC^W%Xv zF+AooORx8Pip%}_%>7E(yZZNKZuziwRmXVAPkY>_2>SMpUHVvtLC7vX-1jy7jUmQ7 zf|vDlG2!}!`8j54o`=z{wR+7hoy%wJx=ldk|B$J9G?hhE~%qwsObEfLC0 z)%qa=kHPWd(AY<3P=eG(=V8Co6lb57>n)STUKh~aPHQQbN1n%gp{2Hg-zkbvOKk(v z{!->ndMI;tIBad%5L%f^GFzPQAjD!@)9V_TdG^hEx@Q((edd2K!oL3m#tg1PG!cV) z={kECU#r%W$4KZ7X}+HLta#8m^HE&F&~s;fjE47eM1v9{z2zH3(1?lI_75sH_ujFW z_Fh0}Oyg?HW4=P|gvFV{hHmi`;9Fy2Gk&v(b8>oI{a)(xINjbhcP=wsvUUDEw4WN@ z-k`?+!x7bC{UQd+H{j5>XuHI;BrCLt_Y{1ipn<@wwHYHwffy!1T~ciO1@8;T5WTti z!9;M-VRl3`VwW)IqQek#TW>F*KuOtg>HGKKlSdw5(x#6g=+A!^ay7pYV}^D5-<-Me zRSFYMoAXTl3i0d_H|12?r=Q zdyntPjyIUom%mD~KW-SluK)h~w0!yM;gcwPIo?l4cKdqc`>`#)^9Joh6o5n!@a6UJ zh|zBavW1w^IJtLN$HZrW^#hL3P|gkhmb^i<(E!4@J_1vsMxQ{afZRM`*37TE8oxXK zqJD_0Y{+}8ex#Uk>~kbn5c&6|R}C9FAz!@9zQ4skd|Mc~J<;sS7;2d-2&r1dvArU+ zh$wlAH%m}7KQ>-tj5(<&^nb+b87wUy zeBgKAb*^z+fyn&OKAMX2qy#eJhHyDS&$gAW$))U;?|qABR}_JT_YRl^M%ztFG8qn@ z`k15>A-~fYokK+$I&Ncy=8j*(Qgyct|eAq$66gwhT)ey)7nwB9Ei zUA_!7QwH+x988%*`$rP2JE}eYlbd3K{BToM&ro*07MvK{_fxTo&H4A6mQCE>BE;Pa z(Y{)mx5?YnDz<7>k^s|se*s?xLyR8B)*Kr3_@cBJ0@f3-yrf^5g-NvLZBThsU{|Zk zOu+B zNfP_PZ84FAlrkj(n#c{I!5UI0edpD9NC(N!3;aX)J4urOkkPsOKD0U%T4aHdzh-<~ z0?6QNI6UZXv>t(RUV-V~u?GFvy0!wf%)PZ)&YA|Fsym4tsDR^yZ0%?KL3`X!YQ>D< z)RWZC0HEpxY!ZSo8FHIB6j<@!CbD)+adwm5`yedh$i6g#@Q`OeGl-?Vm(=$14aTz}As*I8fhh&6jilADnzVvqLL zdH>f?iPuWMTMMw<8>k~29>o2Vt+_(?{hAN!&0AhOXZM|K;2!o{c*zx{`C}&Ly8-US z)RS7^(Ha0TE)EWn??Bt{#hl42acRW`b*?1jhZj(Q+ed+Qd(dZXp0Tw_k=%2><%^?>Jbg9Q|K6{(d{7V>4QESYBA!wbh2K}UhafPXE?-# zke>Cii3>^HNj!T*<#dpIa69jAkk9_y3PpcTED!nv&I!0rPlS;vgik8R%lX~92nmOW zoG<72yJ|?={r{>cB)2G>wY2IkThuC|nt_6lceJTVmvCMQ>;N3=t>v}XF@U> zIV#)Vm6hj^d}Wblg}V^(6Gb$*3%vq^Tonb9%5!dM{$TW`aMTqAq3^C*7;Gw{=0)zy zC77|)j3_khqzlJ^=CBpU@5DEQp!ItI7%+2VTy4&%Je#4#SiOCr`1%k|rG{%jWc@?x zx%=^r22Xz-{bHhzI%*w}XZzQgZRGT`y% zF{jMqqQ-qL0MX=MCY=hm`#z^kg}U$MoOnh(^{cqVLn!y%AABfb$FnQi--CFL3*-<1 zzu87e(vWqWCflK!N|f6SmG5WoaEyUeY zV7tbu|C(l6DjSeGqT=C`ee8jClx7l}+Q_#=CDqNQZf7v3NE*AFt{GZCpRDM(jB9Ak z#51Q2{G_~w#UVj;MccYA%(KzY?G7eJ}bKAJ#M^3&E z(178%E+-*R8kGqs%NA_+Tqe{;zl}crppNAaa7?!?M0Ee3Wl zj{^-w!$sx9Ub+FWp2~R#p%Ec54zz;))qYM_OFWU4l?~Ma8~AN2{Ui~Pq*MI z)0z2P_Yi_fc(=@j-N6ybci_RNMHV7pdhR5vnJiW5tfh4IXE=ZwS|kIZxS#O>VGul=HK)3O#h ziz6^lF5dVHIs*M>3Jiv+7rhq)B&)u|#9B@ZPRnTE+}QZIn(KVJbUzmCW@maatxd2d zPml_Do4L)*Ol@XvGcz+YwVBtmH@7>x_s!m3#6;}e#QadH zq^wM(6rne>QmXe^dtAsqf(tL`MP4C;n21&)!v?V z+CIFfI6Q)9LOSZ`rp1e6m1VyAS#G1SZ!vW5oLHN%QyKpI2qAYinuj-}sy!+TftIr# zAwna}N`SUs9JYc|XJxs@a)}UAgAHPN-xHl8fRKxgf>Z z+M^4#B{Ttq+Z$DlYhT=*`X!m19(|do{c7%vd0Jrob8#n?X+EM4)5=@>BjF}i6kcC= zfu?S(Q7&&gia?A!->^k>scHdX#?S+0gJ%5Yv7F}+%qcRmn^byee%bekynTi?W^)L* zDq7r_B5a{`Jb4Nw;Yh(+E>BbU`maAxa!U5`xN_=xbL>wy(@Wt)WO#ps$BUk)FjhKJ zkKtnzI+VEN7}WfhYY3~~pg4(*ZKOs)SLie`nF|$K8$=}$y9!R|y9?3Rm2^q(m0myJ<{-M-*(K*8 z0#^{`c%k%p#=_`Bl}~cCIUCniy3ezIQQmp`L~$%gJH4Cm+IHOH19p3$z1h3vP$&@k0l>+IY&rGnMLJ$rDAzniKutj5RgSa_4OWY@FT~{JF%8Wh3~j$Xtn|Uqhzq zO8rQMZ@q|;8q13p4pUGPWQX4&Ik{z*U_bUp529@&UnhlCW?6nw zSbk@0Guxt%{H!!i_Yu@~TIrQ4ZTrjxK_lK;^x_|3)pF)=i5cWq;B7i+=SEy?fyp7M<$JM`-Q;e@tB29nA>NQE#XK-EdN z{1mw7CNNXRYv|X5yp3Vm=j+n~&ff}j^{@X@)RFT}5I&;xu$Gc&6YcLn4vjRjcOKRa z2M)9}GV%>a23*2{8Z=^1o&>Z$I2zunBpssI8Bs^W{hl}?_#dW2p-Qu^S2LNNWOgY(Qx2Po!}w8OIUr{H40Yv3Y+2oZY;nc)?7I#AJ6Jko~k z&z>_GGHP&$AqgG<#=xzh4zuHS7_{KIqJj^(o}iHs!}H?ZU>Phfwe%E%e6)V-8cRaU z#W2Kq2E9nqSyiY`^)W;4PtaexXs{PT73_=;Uz4(SmSg8cy#;_1Oa96j~$;dX~RtCKq#)gRjB;G*`r zv7_RZ`s!3cfin2P@MJgrq^NP6<%!=YlG<`*l+*R(Dq%kk)Uk_xWbX`CI|i~mtDRSM zm^DY#&mn#&6zI35JzS@Gtjg`juJcIYVUu+;7tdGh@tl8%sjYF*@+LPWqv(&;mum2y zc7g3iz=|!r_L~jUg=AU&$YKz%nL&U@Y_CsRERVCoTRKiGvJd$_P>5$NohOYG8$2I% zwhqqwvlZF(@)l=bel=xN5jU`_!VnQbxwWn5;yi*GQf|68Zj{POyHHs$=N`+~J)}uG z)^_GeG{VAQr^C^Z%E$7ck){fGOyI0$koVxTV?WUG@0%d!eeHL2L3`hnAdZwi-Pc^tj=p{TR?X#0B<+bPX>fWha4MmohPHD>5$zJr#$)ICgQ4N-4N%t4{S6HsG73RNZE;+ zY?-2$L*-a9QZz1**LzSOix$x6Z>-7G2;()VUQe&&q(35{lUCaE<@@;{Ej6^n~y#lZLZ+V*yaK(QQ+T!$OuGI{jXO$5pDS(lh6037pMF{(xC+h8h*J@|6xH? zfElfWC9TKDap^zCVe=!Pl!Z|L1Z52sVE|9W0e=6GS?2yXk4P-Q{}z$B*;xO>1|(O2 z+kYbP|3MIVo_|8%{}(s-ne^{pRJtJh_p~og6lnsd_zO`7yOpp^`?A>H{&Ar=8@m!1 z+yC;Ae_V(@KJ%|gn#%ufo+tW8v4orX-#nJEeo@N*48*Z;vHWjql>fhTl>`3MRsN6S zD&OHv$k3V8AY2{us)JQ2W|KxC4OVFP*c}<~U*Ol?SE)AzNPyEkMNLBpUR1 zu>0BS`Aq>o0R}e}U1EZ_gMzR7%KM_9fUhg}0bSw%m5Z03nMc81y^9>3vA~16IK2Mn8ZF``d#IGbP_G^eR$=(9(@9;g;0Ik);>Hx zLSmbB{iY12=l%YBndHOQmm~Y=ST2=Q^^|8gPOY__PJA&lDDD(SoUHJdpzq}l!C=%p@)W;#vtbfts(_L8N z!M^#!i4d~I;swR(c;A8Q()^ONdQ~1Y?|%|G|3Z`rn_b|EKl*pKAyIr`8T4sEa`TQ6pTxm}ky^xFz++`@)F-CyjYq zIRb(KKuJBofDTA4KyOe2HI7o55rT;jRVYpe7#03Iw4TKQQZ$zSvxi@{GS}CD^*?Oo z*}wlv2Ur&7&ir>uTAXq2L}KpP0)$OAoij)DpLPKgI0cq>?6v|S{$FP>|KQ14l?#E8 z=#uH_FDAR;1s617)t}FaSKp=wpA0zhMtp6gg{jZ5=b{5wEiHMes zrEi~I=~cY$smBQGJyDt@jk=#H+_;GyVg&9b8{SESX?u%j`$73lY|9G4%mR z>1+H;?p;9ntL3zb&f~2JQBR*D6QF?i!b#;;JpbMbS2B6GV9n&Z^LDv<;_mxiSFwQJ z5uM1&ln(p((D;%oO|(G>Qk614RtgAXK47p^q1ey*E}^Ikm3OFj)e#RrPpge+vyGgijJNw|N2B}qtZjiYrC6 zu*&wfWE5D(FK?UDFbP53pr3U;i1?6Ww7IZ07$QuR5`9UIm)v>+EQdrrc1F47U=_hb zSZZO;JmJBJazpze5~Hz~|Jz#8-Lr_%s|q3LX37WQeze0GVSfR7v*AK0fvrQA0i@4B zyI`Lc(>q`lD6y}(YFJ{205hzMo(iR_155d>l_9hP?5n9 zXu+^TC=#2Lf_zKGoyWn)oe|Itle;J`bhoo?vz*a7`U8)RJ$fPYXqyv4*65(i6H3(6 zY&k!ejky7Lfk~a}zUahDqt0oUSd(!ZZGH)o8}OfD_E;w)rQ7NAwW-(l>Do?hO~35E zO{(a*);MP-L@^|`T!*IKPH4OGL0dt~DjO@=WmAw*B3~qoXi=0>Y~|rad;D<&xiuw? zq~N8LxO)(YCaMavhP{lL;7y$CQ`O_TY6D*sR(!6VfUB1N1e)H$i2Eh+XdQx{?Q7ZV{7?R6j5vq0^2{fg_-#DCOu)eay}kyVh#%V=bqvd zY~%mz?aQ5RfMxuAF=ZQsss?kci=&`X49-=WHplmi)^+?He;jQFd)J@(NX<6Dm3hmMAAiJ}VU%@|Qr@ zsec<}K!bw@(MWwx0#LE)ZjGHwT*1?xz8u2f?0#`66r!&xxzX&5qqR`DSg0;fLeNxB zHsHKm{vAhWL40i$ilk$!oKqs!M7aA;0n?a3u~}NmT(4eiAhSTF*WHLWfM7I7te~eN zb)6Fx#^;Y9{)_aVX5CP43(_z<6>LP2pJeAbHl~H(F)8)#3l5@w({iU(^rt)C1J4uY z7sY|DmAQ~FYWa?5ZGn|r5=zI?bY*k9;mXoTEw9bzBh=@n`VMrJeBKr~= z1rdijZOG&=mUcaDDBiIo{^ScBPvOy|PxEcX3r6QK+LZS4 z6yEUzmlZ;G8TmOGUk{#gO`HuI1y0LnLnH~{;}>LE@*iSff-b2@at|{@gl0QCQS2`i6)} zEf!1=y9_fCIQl5^s=&jTD-BAA5sl?qB}XU$eD`P~gVfC!#I)15X?f)fq|_ZkqyFiU zd4krSXyCDX8)5n@E8=})*%i}x5wmg}vW+Z>L#rs z4(2>Kt|NbUg+3FaCsZ zgy^Q1lUzczWRFG5ZfhbXM^gFkDIR-Mf>)pR~kX4 zZ@gUI7rFQ^Y>*T8Q}-Rwk5c+GZ<14aJO=lGRlP;7(F#rODk~>-v?0O01gkkm1yt%z zPQV{_vc^!O=XG&1NvM2um;zKVh>Owx^G zmuDSF$RC^3>EH|!wp4fJ%LF?>C@808sUtO?`@d#ys&|)=wxy#b?a<>7j)))91Fc4J zT+b!Qe?N#FQn`sNxM8r+0)%X(fdTO$-1A4S2{SF3`Ryk zLirym@^BIFijj*$3(&A>N)h>6AZmt5!G@iXb{LNwR#c=zshxxB=9yEhXM%Q_mrb0d z)iXBUF-~uDiO@kh&=3Y{AoCq@Ov4h@ym?wcc(GOoX_)fUBO*TMz*dFH;Bo@Sx~E~M z`7Jk*;LkiMrzsO~YNJIQde%WgzjKD`a;Hdk*jO-G!Au`LF`j6@=9ZxK9y(q2y~yyx=A9O zUcYH#5>#p2o_g4MG46K)#3h7ge3P6aB5#GX6zRvmZPhqw(!*NR@r;cT1jgdtr#Z=p zI4>ax;OLV`c=lp9p8tN&)bu*FsSxPQ$#UASVW^@s3VA3^SyVX2RJ-?vvh58mZdt^Q z?mhG-&L#Z?gxGW~&Pf+1H6YIi!ySPQ*`)9n?n;%K|e_h zhEZ>up{-0trh!vs!K)!O#km`btnms6qa~|*9$Far$}&y&-CPl(l0Pl_&rpy3CppGb zR-+bvsgt0awi>?mTp36}AHgE}{>gBKMZpgc&qcvF!Y3MGVu_J(+aXW-0!%- zK8MY@Jw-UqU&>uLHva7&wk8M)T04r-9Es{p0{lZ)Au1IElnQ@CbLTUM-16ollg+?| zo|LRIHoK5yHa4|{%J_wPm=bkh`_8_O7zR*t;DP{(6kPd$2Tz#Pjgjp8Y!X6c1zi;R zFP8x-iaM08KmAplASVM==6YnQUDVhlw{AtK@3o5GwRBid6oXZ`#L05!1KS8prFU9` zNvJ?&su+}Y%7OMSaa&EIO4EXPGSMs(XG&J}jUGAB)GjJq_8xYsN&x{R{wk`#y0kQ7 z5O9zp$~2M}7+e|KCQd6rLXCH{fqxUF;43G{S1)Kp4pZeUxL9lXfj4k==fvCc=Ou zrqA~IuPLbU8R^g=j~`~UW=$(p?J@?xoXf_11vXt?%raHM2se9xTq~08QBGt8VgJ{} znD>H6mA0X*Wxdh?BHv%j%!Bb?J+(6uZ3W#!If^zUi*;@z7zdCyheN4{xu5X=Q zrSMqzwf{*eMl81KN++d6Dn!(u1aM5A$;ehfaeQ?A%3wR|K8M&z>D*4~B>r$DX|^!) zWA_5l-TGvI`02=JUyEVwPi}6?8cZRL!p)z3@bXh;T6yfp`wB}v$KJxBzc>~Pm zQ=+@nZximFRNzBy`aq$(6lqZLHgZw-a_By5_Kwgx2{Xh<@u_(h0lelS`ep#a@jOnl!h^?LTsBgDq*IMWVyiS8Ply) zhbv!c(5N7^R}V8*`MXr5E^sx&N>H9;OCDycgRRV+sl+9fl_hkbCyP8)kiNU|4Q3a? zI;ozHsb0f__Y>Z_ad0&@TyUp972Vz9w*LuMD$dW?{TFGLR58*FRmjHDKYE;|7hc7@UbF3k72c4BeDU&jc)^34^a zq(@dQ%a*iy0B>9S{aX4Od}lMl;hCuk4Ua*j!3b@U%yk2B96w3{{37Wjkn1I&`vU^WRbS<^fJHA0CJh^uh zI}3dRCC!I(%tNxQOLhz!XX+{c3%-5V)wemz)mX{Q^*6W#-p^|+%15{a)#lgW5g#PE z--jYD@msQR?aC&$mPS|QwTwFWZ@AWoh0r?7aipCii6%}!n8tu%N3CpAXIO$f0Ct;2 zyZ`;Ro_!Mqfy*?PAa(i@8v5thkl(Xr`=`r#%oz7(QYHh&q8}dtjOEeh_l;kl zFIzqzOP@DeA#JZ*pI$y^dtOTmzk&IZ#dBwk2EK#?l9p&C_xf|h2KE?St33%%?9$JA ztUeM2&^OqM=``}Ecw7TRa8BHjif6PmH}l;t_^L;X!0;mprOpV&rGq_-X4U4*{=Sz~ z4|d}>7yeDtxJUhx^9Hf0oP39h3h%^@6OyI>LaTU38hY}@Y1 z+%fq6hRyYii^o7A$;J5W{T+)t2mcdB?QG(xlZBDi@feO3@>1}mPNBPf|?HCN`pNwcm~#trE`okUJX z28psp zco*uaXfPh%l@#jT`B*7Yn@*BN1kkh*p@?C<5VN!UV<^IatYcSGxgyB-Kt2Q*$V87j zY)`3zaZW+`u;cHtPN9M}PUFZLItXF%fFQbFF_5=X(JfBp2qsW1nQuKHh~dSU8}Ii< zx_zKADgJHJ!AmSEd&0^bjzLGrJuqWb3nevV)8N}Co*2!0s@a>4f<>y~6Cn0=6v^g3 zS63wcw~KkcFE@sA0OZ?h&0B{b@&KUdH^=i+{R}`=Xe}oQXaCT_FDy%!?VjJeb1&G1 zz0*iSEO-|$b0F@2k?J!MkR!p6LpJyUN4F)6c*(-Al8>C;07e@eKBu>;ijSupOY_es z#m@(_%a8Y$ta z=VOBTUj-L`Ps_hGNwP<^DX1s-xlLo?=C6eLuxXXU3CiWHdqN5?H5c5V+=#7Qt`ejh z5cGg@O_=FhQcdB`eh_~`Ob#>24s#NDqLC~qS&G!RfGh8#Q1hxh-T;;=sUkRP3jOm= zc|-XZK4@f#)Q2v~01pyTF9}s5gpr=&Vea;p5UN`g`8d^B`(#kR2kR(e^+@Y;xg-G< zY%Nen9BO(dUCixqDOCLc*^DAEB1hmaTf#Gr&%&4?ScL$$eHP8({V*>#bai<|&)

>bPDPSv>2rY3?>tRVIYlStGnJ zK{;)r`&~n55_Qe(eQ)WAI&-R1sRIJURiI103<@AKlq}OWrwBZoBXmB5}#QGL|;glScj3n`sy5 z{3XiOC63X_R6W}wQD!FG8 zB|-t}v;O8m>*KiJQj{UVp?%NU93WJZ>o`UDzNOd~yRj_!qC3%rF0076Xm;r`KlQUm zTTp2}RkmOi0Ifyq-_trAB(#0r-atb+gE(d|eS_m!ndZ0y4jQWUm8~xiMXcGO<3IIJ4FB@3SAjHR)mrMO}=S_OJQqVE^H~*eMgPP+pWB}&ph_COb4VI3$_qyjdC-!#) zW=ExX{FNG`^qYeJI(L-BHW20np8rYD+KLdEJ>Ucb^mH|Fset=_nO=<1zNr&^ZJR6k4*hmZo;SwA6-$|MsBDKh=6j$i1*ToPg4y;+ ztc*J=GaSeUfNP>7HaEb?W!t@o)K>X~1ws`aEttst%6$@N47?(i#LpuoL!)?spW9?} z6XnK6)m^ba0Wv1HE@VL1{Yl76xsg&B_Mp{Z&2E-7+sO+LsP+mc(qC_Ff^swO{E*7U z)}|`XSN~mR`xWHt2O3?trVvnc)1Hb#M`=TTyZx=F64G7EFrEInI8vLLv=?2{Y#ACK zSdtooQ#K5xCf40D(L^Dyn<5m&r>7#jXvs*>69ixW-S8I>((FNS=N5sVq-E*%<){r< zJ>pKNaTC&u0c~aI>@)dd>*}f{;b08x5Ou3Kn zE=L5?2;2ni@ExiP2JHWZ@g}+t`uwQ2Tl(X&@U&NUeO~cb!8AaYVckjcm)q?AKvb-;O({V*?1{w?pVg7k<^gXz5BK`GN=*0S0Mjz>vr33xDO zakgp7S7F2?8B6)XFp6(paMlrJ45R-UN9j}zaYvTFJ`980Es_qfEYEI;8mCR;F`^@( z+dCfMlYEjvCJ|#O<7}!AxzO-}ib2FaF9ObQqT$J>D{TmBinef7H2!RGVDM-L|pCRx`gl zUB~I`S5^EfxrzHz*G)w9Z1uB)C=;8EeB8{R%$-SkXrP;!r74q!e|N@@P_YAA)e~ds zv-eDgG}298t$*jUpIy496I7|;I7qNbNrGmmc1<*slA=LDJgCTjMtERT+&mw)ZfDN7 zkEqFI!U%KJ-Dowik9nE2`dyuvQv%`)=NohUkL<$EUg%3*uRql7#17v&6h>;px}wC4 z{YYGc4y}W<9%gfDkM%O7bU{^nOPS$a;S_Q!q{27^FPzMk)-U+`K@^$fR{TC{Ak=I! zhQ%fNBjSHtTMJ+HdoT)HW7c?NK&Fjw08lcg$g==m({^0K(e-xMo)1Jc(d;J{PQl2z zhjA8N=E-w|Te=MA7Ky%e%5-whzOyd^#rJDqI>!5}BZ<8HgNy^rf8dh@o zA@%SIJfVr~?_3Kp`+;Pq!6M@hVHM6d&pI-E=nbKa^ zV3met{A3DiH<`~Y%PkQ6V2!lrAIGO93VhC^u7T;55Sb@xNzh-wRzWVpJ17HZ{tF2m z1iRdG;+|W~+s{GjY}5RN!a!GJeAU9yLQ}5{E7eMjbU8Wgi1aI>BJ{NOiWzZh>Ux8oqPU2U7o0#Ydo z@(fpRg(PhhG?COJ#0V+>7%8qi+i_#|9gs9}aaxn0*D0L(abJR2b&NHrEdd z?LN6$hfdX9HkV!Rfto%$eGQM)Sw3M80)2G<2YNO!D~^bu!_Tp}Q3{pa!u@+6CW!8_ z;-C#C11rA?jxdm0XQedjbHku~Crul{x81GATdc3%!fzCr*y31#_cp*%$Ku!yA3~k~ zF(l+NQ}-DMVd{sc_H(EEL2zACrDI`3`jzCwfhElhRLdz#?_U!BtX&-)*<)HO9^W11 z2x`o3uE)s(?E`0~F)?6KBow*)9)rxYOpH^jHzT=#6wScBc#i;1>hUqQA8n2OZhP;L z6r0os$u1aTWMl&0>>QlgT%2OhL$kP`WARpaP-S%T?V&hUBb_k@Lrx=*xYTn|qYOR; zi{BaAl(}_@lp4MfblDlFMg!~{q>@l3%8_je9aZ3NESvTbF>Vlp2IL1fXf70h#o-~f zNUK&Lbsg$Y^ovKXj$X_QLO+dRI8D5wNPq=}1T#yB;dF!oA@)qIX#U0NL|uF1!))1j z&f+SxsA#H4Z5e}F6F}1Zn|#p{mOo^j|GX3uQGRWDFfWQV12~06MedBWnAkZx@-ORI z?5GWtVrJcrL0&^xZYC+s`~9@B6M*Ak+pJZl*ZNza_VLTOx|HbV>+ZO^owpNQgOg$( z!=&Cj>&1A{V+h-lkQaESTxM&-1%q-K&`I*1P~HbY#`~9w<6%0_6!eS%(21s%cv6p= zNdN9AoK5rdcb2{MXCk-pK$@&Q`IKIpUS{i^_Zo@T*B!6pAucpdCbs+GgQAN0W&Qy3 zaBOC)&G~eiZevAg`bjZciiwE(p@Ix8CuYzk<$d+VxY@qgED__RUbJLFq(*kDclp;# z$PV1VnA@p1ZA|Jxp&XGM(UPHe{4{brMD*-`+L%wvxZj5A?Tx$hayP#;8^~z&O9#xG z+m(|7?uoH_JX&HQ=eK-a;e`Zl5X&w5BR|Q**78NicNjkun5^DQ{! z1+M?lb{n6L&|X|iQY{&yDnMq%5G7Z~n`Z!CYLK^sMdg+f0>*K=R zDf3rz*JEvn6&?dO0_+9q(|Tuk5wek`%&Gw(zO?xe3PPyX!zOAfYUGI*g2S}7zi(Xr z3WXx+m1|(%NRPxdmYjj<>DJ~Dg@tk|Gr;$!?T4*5WA`Xhvc`O`_jgOHIT!xRk3gxU zVS^SzT%&7a5k||ULp<_yTOemH=NS$`KeO-8r6~rpkBtSm>oo~P)6JB;ppacdAEErN zvi5MIEWoe3WHyT<)sA?nZeoI&(Hu@&U~)x!5~yy^kMW9URm{ai%3zOHXSB#%1V}wEukY zl>&UeUqoq&UV#Sk`t66XW_u3tk;9IW8H`mUV&Ps<}FvxE$U z`c3t~LIo9rkRao@I5{Z^F~&jvRLCnW;@t?#bm9SvEJ)yuEmsyH;&tT`gF{Tr;d2vn9^y`xmWY#NJnMbaSs$A^Yj+k#oV&i z#!bj3ZS6MAd1KtYIQ1!y-A-Fjxcq&PU*Ck@DcEl00#SF`ggPWomLAr=P8_f?V)U0F z<_t*q6d99ZH*$9C=ugzT=a^xTM3$Vvd+Mbv91B=PEt*VcbsaMdIiB!Kke!)Hm>K}q zM6k89_#Jxn8?4|PFq^#4(VM-am3%ZNr?9nTB!DetDT^jneRNQBFh7nwj#P{ExOatA zCY{CK);h=8MNQ{tFIJXMgoxryCiLs5I?UoI-6~f}&>x4Uyhy#^b)$&{yIA1%r z2E$ABT5%3@&bXsch|pz9kAqTe6$E1y8|*&p5jU-ac~8-HxO;({qj{-~q7P z4H=wMB>{>jW5}yceh~I%-LQGz?k;}q!#jLOdq5{O^i^3 z&gsI=w8X(H`Mr`Bcu~ifw$Qc$p?B!u!PAG6ARXU&#S8g|uP9MgmAmzOAByXfErXi$ z5kbzvxpD1AzcP%p*=&9)2Q}s0!(~8Uln;5K<#ndke0+npZG!tv)(}ZB{Xqztj=M17 z23kUcyc*TZ%H_u(lA-MHXAtxNTF7Y+WWjIWv9|KOyNK{o!I)bksNf~yVaYB#Au*oc zO3z+Xg!hL{;Mq|n$K(ItrwXa4x34}K(P{EAzD|E*sIW~Wx8YEJk z14FkG-0x5I)XdjZqq8BKb}DcGG*({;HXs z(p%vk0Ro5g7rH+Dn(Npgt?-x+HAFHM{s_-K$o&2%qJ0_!*qIUpuLNU;mx^d7 znqgF^dyxH=!E-0ypT63#hbRAok{|5pxX6WhjbXUoMlF9dm4;xd(p)=Vv5m}>QXUb9 z5#r|^THy1SZ55BF#IUPP2c>6oq^HA7%#<3yJp>a=;3ml_Y?{SLAj%o+TZnaICx~;A8vJGNzhyt!;LNkHiQu=K{nRZf zFXcYOAAhU(o)W21e3x?E@dGp5-;@)-&h6{!d(;_8Sq#k6-&U{;Ma_v8yVHIYw4UGZ z1+Ii-5h&PpM5YDI}@_8EG+fE))Y067BAXDRY__L;)a-C!T-5yHxcJ$WcZmd~fFa}Dg_ zK_5E^Ahxe z(t3OdDYz2P`{rILE{{i zLvUKfJd_Ao><$O1f{;^bPp#Ml;K!EKSg#y;mQVX2@%EVh{lq&5EI(z9DF6voqU4gY zm@mNaN)Fkv(vXy0SuO9RdOXMI7(>g%9buKHS$6bb7n_i|a~(BnjLjhD;_om2U_cdb z_HvNP+x9BNC!C<_3Cd%*uQ+NEx*)Q9_q%;Xcg{HZLUE@| zu1pAM4$Ft8qdwxsuiur>RK44}Q{Bjg;TV54nhd)>5pmN9p*CSvUTdju8S6KtAhExd zod%R-aLhsAx+|aNr#aXG=RzJ8$pJ@n#g~5wpKQ%JIoCp&^e7kT3&qu>l{GV@ael)! zUzNmY$?;&dwj;h*`pg=?e2l@F_^Id870F6drD)3@Qd6{~?$E74^-48dW%nF}asoB| zUES!fJb(w>1~nZlQ8p|U-50m>NNXJt4<28q#*9Ld7U*M|G^}_V38m7pU z7nzB^9#{p!U)&B-{(SIAKo5UQvB+s=M`@m-^Wh(T@c71aGF@Ylvm{>k^-7ck!zdTG zFNC|d2u0Ih^+-39oVJp-y{8|IU-^E9eRYHoCgI|?m@;~`$=P%J^uc38!MNRdHctbX zZ1&2RGzKTtaUM4gLwQsx8wwhqnXwDT4#U}DiOaemPz@K!X(RsHQ5J6c%Gc>~jP^x# zS69tgU))MHPfXv0v`q>tVH6r{2rx<0aLS`z+{SxCR{4JQUYSV5>Fcv7ju3m$TH2^YuQpq6BKxUptz@zS@j^=wEp7D0m^cj(l*3a&FSel;TK+ zi7VhZ(Yh+QxDD~h8Y9GdJFtE}u%3x)$7cVv$?b7kMKU3I#n*rSO}dU6n|?P z$FR})0i9N(EzB){y0a5PC_Y#Yl%jc%HAH?rAQYF&_Woibp>Qi-+>Ez^n;)r1@5YEW z3QDb(VVH=|l?w~HORO14{rXndPL6`sGgNvRKe%C<`e3XcW~Ze;HV&Rg$4+MHZz9wL2lOT5Cr(79dB z1{gmkOb`%A!8UoIYz}SlRuCzWv{lmFTH8Q^3i?y|?T(d4m~SI&D@aUBJ}N;xe(;K< z=Pp0I6s+ywC*OYB2krpNX8&;m0HnB8If(?9xQD%fHvodeVnqSP@Bsx9bi6ej`=V!5 z5!vuzd#2Q-mAEI!TK-B^-v2}jMYq}XRg;KTT{CW61RXrp^R$2&^E-pfXaG3K_u4%& z80N;>Bt&Vtr8H8St7?^p31+@-V+sV;@y*-9JBRj<8v|lYkYE zjL*}yl6l7_Epip?UmHsHvVF~x$IJ_^gU-G}bVM)`IKU~@<@|Flg|3NJ$jH;*>a;c! zOoirI|^h8&tye$NSL3HsEF(@;bm6l z1RgJuk4kc)5s*@bhr-9L*yji4+z@Y(&RY68=FaL z&b9y_z^)pwBXw0YbHf`v5&dY|4T9)lG8ijx9|mt($4S^&3{24ktEB+l28=F$T-FVfqcT1!EW;0o_gTHs1P!u5EaaxWVsr^tk$T~`lz>cA9M5vg z9!FuVHb{R5HX|x-6AQyPVKNx41BJ?^XDlQr_qAjm;y^Bk%oqa^>6W=yHgwRqCeOZ2 zQa&+XrR*K;yGRIk=#UNJTQHuz#g6#`5k*$fk>;#IelHPd$`bsJIEjP$l)rSMK6SpV zZopOOs}ua-Sg;R&Cb3S$yJZV*YI`XS7r#fLIk#d>DK9yd~29KxyM=AMkN@ILB6uE zi;BwQEu!Ekjp?CIPy;!WUyUJtO3c9xLCN@XBLtj zDce9Gs6GF>|AXDQ(dl(}<+os*Rgs%-X_uI0UF`wWsqD*zsgHDb^4^+>@SDwtpoq6Pb|j2r0qBKIB-_7q6_s8VM4DC2G+z~8(C#U055iyK8I679 zNwp1Ti}Va;#Rfco<%ffH8Va}k+MKW1`fB{sDC(3%%OL+hBf}z^>p#kM2%WS1fn=WrYL;8*+u8-*H(DS6 z;}?`V#8S$&6Iyq!FxWV<-tG%(l)i%x%zMqm7P#fpu8sEg0!JrnxyuR5pI+EbRxk!4 zsD%gTGQ)AFceu-vhX^#v8Dq3)Pp`?@-}N`;iX@qLzWp!p<-4T2@J=s9hCVRCGQSs6 zrhi`;n6DrNGk6qrnU1TFACj*s0HOWnqoRy2B41E#8CQ(D=1enhU$iBu?mgTV7T2Ik zQYeYZ?fgrbubZ*cewM-~;7%fh!QNT8(2Ia52M|^%`-KFRqQA=$<%`4~Rssf{XiDuB z%)5tvVPmjP+J%+^*|XO!trpXnTV}dS#jy?HnuhgSDs*@wZcr}EVFK5;3NSVn@X#zW zu#?1@%DtFrS9H{R!{6+U)wBeGrUU~TFM>anr4PY!hDzyA3LQ)vE?~?1jPkpRrtzVGYi%~;4>Y(e1@p?I8_${SrYS;^2@HK zhwL2if%bS~d&puqB%Y&x`i~0-1L|Uqi@g|LU7N^Qhp+H`m)o z@hi0kD`lQ^E+`)|TCxgXqJ^h8EO>NRixRcW>AIRe<=K^W)Nh#D%fd$>alr&L@Q;O@<@J!4eEX{7=-K*;&qn~)ckyph$}>%{FUAVmGvfHa z*bT5QYJn2W#aTY<2psm+FKjjlw}?V;hSRf%d0u8k9W3qeIpu=W9|6AbZ)b*f;xAy5 zk0QI~b4>zOECJn(9~myLo9OfWU6kZ)2GvA$cm`F94cIhU!*aJRK9VrmcA=sB=Ah z`5o8fB#8A}e;UCRZ6htpDKp0>>7QVW@CqXO0{q-Xg{hj2^1%LP6PK?P zM@DYuUf1^e;EYfl=eYNAGpeSoE7_+E;{lsnuvE9LhP7fuAuyKs(IuG4s~jgNjJP*6||b4O31r(cD1E}Pg3eN z1|%eN0=RU9WQP)2%pVxIbiT(BJc|wi6^g(5$Olm6ba}_mF6e#d?OR{}UDa zcHusNOow@xSRGJ?^L7y=n|h zp_4cNN#^Ej7ilmzYT0>9oJzDNOL%cq==4CKG!t)iYz=m)(;1Mq3++b~vU)d*?4fcW zLr%*WRMQmZNU>Ny;SNzC2DjC_n0EY{x_~z~qzUz~#t3u1)GvfJKUb0PD-zO`Lb7g??SBryt(>8 z!cd#o2U9aA+8l)JF4b}xZR+a;=FyH>i5o2#&=U=cY8o^6$=-j_?y5e5P=I;4#Wg#< znGkzd)m9G~ARP;0wnJW?zcBkc4DfYbGo z5^}WOR?--dRl`3KN|xUNcQ}ztw=NLWcQ1WeMVSt#{D?&0QBsFES`Q!HTu+Mc1@0%F zNTetB+c1sEu_Y#o1igTzRxyQIh&1WV?|)S0exX$*pV%)nW%wl}2$2h=FNv0|A?zqt zA2iEcP6cexbF|CRW-Q8thk|J9tU^b&nO{Q?X!xz{46V&FF%YG(NP(_uh`Mcg7=4+~ z)3aYF4oDrq@raL^>NQ4Wj}DC&7h}9~WZX3t zb>IY{wn)5~CSCR+m^O2%b9^OmPY2^fJIr^H54tl5a&Zbd4!eypg~6ydEx(Z_PuLBC zI<0{!`!&oj8iYm$tw2p;n588gJhKXIw>OP>Y1^(XnKp!1MBE2c2u`((`cf`uk2EY0 zNLT=iGy*iMq$#;M#0Pe|bmp+F=2d;mmPRs9CMxzmItzvJAd25?A^P?8BY%oJ`)typ z@F>?9fsuNY*<__Xul|N*MF+@hWxrek1^X)>XQ;#q*|!`Db|=hfnjOx#tRsrY5-y*3 zAVtmWeprK=_eC>3QodCvs{|H3IT{%^xe3|R++lbGO#~xPzI6i*c3cL#);|!u^Q0@E zSmD0t_AZ~8C^mJ97C8#KlkO%0DFJngwp>{Fn|+_o_X}@(ou4vTM7!eg(6bJi`9i{< zwc|^t{Xl4`6~V2&mtmTyvhDb7xW<-J?LdwNPc3urEKgUvn=$Jp3?zPAS2pGCd5Ld$ zq+07g-uI+l<35uKU?jWz=*wgPOJ!lX~**7xUwTv3`a=;Dl;?$qo*g06>Y6I zZJn;7C5_i4NT$El2O*BX;114J0_W_6GxHlx3YKvJVtC95RSps|c&0h;dzvy79LR4G;3BaKzK8i|b>y zeMfRoktDjzCkf)IY6%Pg>al8r#nU|p(N_NeEzKqfN@;3i;noML4(Qi5O1SxkJ=R?R zWJx+pUbaJiIm}|L^36&O4-$4pqO( z*QMn^WBZ2El-n=^5cekegKNg&c-+=~#u6qhK{M0e)a|MqEeT*aOrEHJSgUu-qwO{g zhD)`qS9&kAvIG>W^8mw#@FDR_zne-7*Y|se?ZWfgtY?UJFbFJc3QKet4N|n$lAb9rA{1|=|Sc=1C z5{QA|m%_=h-InHV7GsgqtO-UJx3`;?&};NYx>e2|1nt)CVDIDx&WA}yp*Y7p!}RQR zO^@rVIj7)!0>kHadxVxjSD2I6xnL(yW;J!xrMYP^c~07gjsbY8F4sodj})`82(Kf| zr_y`KosLur7CqX&)#f_+6K?LM(>2De5*2*tL(>BTdLno?r;+8pAE*eX?w$=@L?JC5 zN61?P<5qejd)N`5Q&jb**I!oGtm9t&*b~6F>@DVLdec>V98^Gn7qqHItp$Bxi0(>` z1~KREwbd7E_XDP2=O25r7vEVX3L&vh^^E*7fM+H&MOG~|BQ;g;x=gKJ9ZlKpI`5>0 zfoBNip-alZp{<-kL?v|*hO4CgNMxe)jgTqLUuTni1OW-}ja**rH@Mkx^<}<@bun0X zU>6|J6qB4G$?qPfQMxUlCezkj|7^+JX9s5DZ+>s=E!I~{vGzILv|$VV%68CV{d4_A zvPw_i5CM>h-5%7r$jv;KSGsC9NS4VxNz@aVIJi9dwId^%ACiz)1ZsBDAXsuZ302FM)!Nvy6kwrME zExE`9>;|nxNH?m}-i^8DsfkALyxvEdNt0!j5v=i4dF!^ZaI^GfMh;+-=Zdij;mN9m z_B_@+mj%HO3=Wvmm|=x`Te2;7SgUXHzhU~q%zRSqL%LT-FVy*O=0vRg3%-Eg9cfT^ zGAJRXJiH()A+f#kfuFDdPuymLJfm+h@^im2yg=N2gIQ!dZfOBI=@`FFx^2MlE+uLJ zbKm2x@)BH7v~Tw{fH~3r^;X^;Te`3yT&9~1+f}cm9o4uiOv57^h*2%|;H^+U7r|Ru z9Db05AcSnpnnC&%ahuUOWt~Zn#M*OW%^Mja**3XT1X|%nQ6Ey)t*#;0|MUX%aeTMM7AL;Sxn7QVsSd@&wjSDqsmC zsv>sR*4zO=T8NBvr1Bu%xy>>(23Up32$G3TuKb7_Rzrl8S^4m*Y2a<3J(bpmy^|lORi&fWda1IaHCz!k99F7O2 zWLpsYtvD28xlfry3nimiUJZSu`Oz%Ui(vlCt6{KWYv%Q%lDk3`E>GMe+)03Z!XwC1 zT_qIf7%36oNj79(qG;%+lYpjLitaMP6|!_sNq&3f#vGyEDo?|67n)<^$&R^smvqmq zm7z2z7reXPZwX9?C%Lsy2jDA9o`zX~o6~^K#D%+F9em_i*Al`No;;7>o+84P_zQ3~ zlSV=L826iB8}6;`a#BzK^7?3E-soNmkS(yrr(aN$js1ya@Zn zmGj-W*1dNs8jP*S^m3K*;x8H!YqH$9?zZTG=F8flr5{YL$9M*Mbhfm`g3nB@Pd$k3 zoiDehimsF9Mt%Efdo**x7T<;^?-vOsLT1eGEj1ASy*r_;Q!699G+l-kr-$~WNHh^4 zPR^#A*uAr*fj(g=ux%YYnjrF?n0u{(KDDSrwS{%-Ja_xo9yeGhl7u_a)ww{#-WGVR zyt`4^$Dcs@k$m~xY%t6QHp7}nNwQy-aehQ(kolv?>!o;)Q0Ip{FN-EeosA}S%qbV; z?`*@(v=64_{WGG}yFnc;BVXZxs(AW+5O>CC?`cHSG*Y9&Ye_5z%-|qNEi?`n8>Qyk z1x>IN_H|UPa!c3;F>~3@2<2j(W-bu#{-|*gBX$ta;%R4r+;;$_k8#URH6F4dN5Pgy zY0l3#Y6%2G5|(%;@uqn@BbToc+TKf+R4J{D9ouR%NxrNOL8_{f1zCsTc+m0$b`*B$ z>We!stb`6hwSyr@34;i(0X@Not5(0!AJ@tv@VHr_wUPAE!LIA^!tuBVZpj_MYzT?% z(zkxCCM!VigwBmaUOM{jA4cG@daBzYNCGw`njgG6G_>BS>N$FAGH1NvRiJSD+Z&)egYtUR#E)!Lu2g(|3psD$5LMENg@jj7oOgk#?@33-s}uUz+bMZ1Z5%y z&ih3CT-mJFzkNh`(Ey~b--iy?hCMWQO^df;pmma20p!j|V_B>#M(6H3Fljz>GWl>) zAXyLM=wYPkMNmIy7PH`DEGkBJ?G|9>weW0NND zy9OS_coYem&9k%r^6X@){^h-~Vr?AN(@eZzyr78fsgB}j(K`LvQ))nsz!MRCgiI zua-s=w*=YCgw99crYq4bLY--x(5#t<&<;mJydtd$UZv=0@TewSpc)yEhuE)EEZJuE z!-(6vuVuC=zZj^V+*w@Fw0>szS_i2l?f3B+2C6dj7DR-n;|6B|33 zSVKQEO~oUwP)*R=w*3|P78qT1#Qd2U2&ZD+6VPgw{^{(xYLPP1R?(`210i7lyS2Qh z@@%H3d7x;)W^-xANA6FUNC^i}sj&CBUuOY91|6GfVlCp2BQM$(+kY&xGh_s#4SZ=_S2zHBn?iii*dt3iXh}vG8!6`CbWHhio#HZtA(szaacB0yq~O@D zWZS{BmW|B5^YUGvT9>$q!WBrI~Rt+*(=ZifgjT<0Ps;tF6Y)dQQCokkXXQHqH|XyKHdA5GO3gM*W{*}9%O98mnb4B}E>Dzb z^%g}^VnuE{X^RQ1swqrPKCSqdostHcO1>a03hbf~|HefdcZvp^SAAP3oK!^ zHw%rTs^J>1A{O4;=YvAhi1Nl|)PoQ#6(iHy2}i<;IK7ZSg@;0lzug{LLVAsBX*g7P!g9Fv%|6nK+@mUf=$w2juOkjd^TY7 z;)X$zct?G4ArhW0{Z$vpbn2C-ql>R!xr_5OE>e8@E$EYSxR@Z@K|NU_9B%qV3p~x_ zRF=`Cu;6Jami0*ZhTH0W`mX^D(1;uw=+ixh6!eM-d8&G_U(QPDn)O7FDt#)`nd>M! zUPe;$N#mI`>qQV|niUfWkzC(`&>e7R#y#A_5(sM(Nc(q;5pMZtc80jAEcgjY#pTux zSAGgd9u4zEnVXtCA%r_MQcHBF;`r2#@bL6svq_OpBATUxkuCH57*@hKoxQ zi;E+U@D!Qs8uxJx@*r&W7f7u{I^l}m>o4w;-QDBnCQdUpY6IZSY8xsgBH_yi&CUT5m z>yir74wn%~s2?axdwD?~NQEEC)jjkb6QOGLm{R0o&nh5>@5BJ*d<(gRxrFkQX|{nh zb`-m@_$!<38M#MD^Z) zCI~xAQh`8)M|wx=MOUd;xV#t4lg;+Ck(<2td|c(J40p|#^5f%I#Y&VG`$-}tGMS#2 z8kDXwiDb8BB5ktDR|uSbKew3j(rufKc+R*1FKe;5=<{8ina4OdPVO^)ski6-zEG~j z_s<`1-_|FB5O@x6MDs>2J$UKb_j)Lcp$5(xfIZONVH+WL-0Y7`9@pO9VBTMpk-(ZZMeq9{H-IxAzE4eg%@XoL?zngD$BhP*)kC!_u=Zr21Rs#hq z(cw+A_C&;uJ=9?;Vxrx_FIZG=i%igaJ#u!RK5a(r^;GxWU4cy18E(Dm{My7}^22$& zEH>E(8Hsip6^wtuq6=8bzm}RDgzd?D!P;E}q7LYe`5n4*K82~rRd;{(fr;RDk`Ijd zE^tmPQ?ueu2{c638@DRT_ldDy#P?I0EE`CbKoa)N=F~1kO{CX}R^$}K&HzABpkCm; z)#p%;7GNiJrN(kLcUkwOA~aE=E@MmaKyF^_M1pHR&f?gYN_P>jxw<42V#X^8@&V|r znoTdsij~&ZP?WKBE>hM%58bG(&3~!H9+DT6GVT5j56=Nafez>Hx)NcMW9wdFRD{Fy zolj>(E|`h>N)Qv=o4Sz3wqibnKYpt%Mu_#f%b?91P!fFoCT`UdHIR$h@Uar0R{jT}_7kNA4XY>? z!4oKLUZlf@ta5H;kLDvZq$s5A?N5!y0q?pl?%d0G*Bj>Svl?`RAF2y!o+TVJaH85^KC#-EPzOR0quNjw_TWUnY?p92v-4Qd=4g@85unsaS}ZfQD-GDTNUnfk8g5PlU1|bUw`jdAkGrBqs&Kt5gXh_7u~(|Tb-=`> zMOuGr$!Js9yw^%edN1Ni3A+SXEUb~}t~g-=NxkgxW(0MBX&UYw8`o+HWY?%cALBlV z>b z*t40%2)Smg7>BiyyRX($R4oVDZ6QqGGa0G!ia36n-x-u~Kyi?fV%N2lW~hKOM)QJJ zx0F&C%cq88G;aAB)MQYewBLIN8_o)h80nsfe4$B&K>?jlWfjRUDvB?%NSGFUSUc;? zZ$os2^1m$dL^`e-gYG+@T`#OTu_wA+w$$(8j3~0i(_IYOhz!OQ{lX%$CHw`-FFg9SFq zO;-CwUN;VnsYp3fcA@99ne>F~k20#h%5`exv&my)JW^8dvQ=hy!By+qAm3mC9EHe$mBU}GgWk+P5UNo?FK>_QCOdJ}sW|i%?i=a`HoDYFyH4 zmW$={yogQ+R9H*8xeeccMn~*5_cI?H2+C=OVvESiX$HRA(%;mhAafASIlO#RSet~t zQldH+mP9Nu7zrZdwaU^Gxj!uqCbA>tN7?>ZIyp~;pwn1)Qk*ka`r2iD-w)u2tFjp z0VdB?5sy-+5I!;fxOte)vdZg7S5{lC;u)hHpYovK&sr{Ry$q)p3%P0`7D$`PAL2#B z&K1B5 zHp?c?fSk%JAd;o3wo$5@KXNce}Fx z`;3qGC?#fN<%XLq=RL@nOp|8QAuYWEc40@Hsp?nNuq%pMF2j5DOmx)wLv?_zN{F`Z z9%(+u+SAM&>J&Q8laFZHY(+NiAyHO~HwvjV_+6byqOH?@nsBcqb;rbQDrh1*Z-CW> z@DL+CmY>@8+?1!C)?9}ONWL&QuS`{|CzBLT&2-K+x2#i3)S+q&s zvAe=aUKHrT_ICQDDcTvi*pvkB1cuDdN}^y9LWyqz#PHE2iN%o&o8_m~VxSF^GL%ky z@mChmumt!%<_+o0fvA%2IZFW5-kW?;|tgG{Y2|Gn}GO;55)scFT>qw-9kB|?yjK@wKQ zo|}YricmL#`l}c3Kp=u*F?2dlb~i$+ztCK%Y1N>b^Tnw?c$nS;B*r3ovGxe!3af-7 zXhGl;F`J-PJ$}~^OiU4h!}RY6Xh-%69e8N0B);VcqNc~6gK?WRqZKgBx<5!zu*R|` zBJzf=$yl7-Xs&}=Stxv?RW{}sL^%twf08su$0GuXN1b=Ve3`A=!{uIP=O|GHTU*Wu zVkom)uN5{%ni}xs@5Mdx@HJih&VH+QFSvA%sp>ala(7NcmO5pf>LsJZb$pl9J1h+7 z!&JwPKU8X;rfl-Chf7I8*SAnbd&T{}x;RyEl~T(__$)Z!GHs>R(+pwY$5wdFMfQ}1 z@;VhR!LhNKj51|)0ep(ZnWN!%vOQ%zvm~BPH8O`v=1Al**bXj)81+@p640rBdcb(` zCRZnabkM~vu!)F?FN$}DBAlo8u9e@c-k|yx!sAz%|3i>3INH9c4vFM9(-Q)TfliI6 zk>7z$H7Bo!U*(d7B)b++4T7Y)mC%$Koz$}BSb=0mXC?tzBdhaUZtEHV(sRz*YmX_m8tqfFF5_6O(&BypJpH&)L1zcH7@ndv6G=V-W5f7c#ryV%^6V|5| z`p$3NYft5VC)%Khr`>8Qm94%T_}8Z`AKC1JMXiKpf+ejRYOAtYKMvcQBx`DGz9&ps zn#{~RJGtn|SEQ+d0)?ub?I<7UZ~N+M4xxF3s=1SBH7Yqvf(&$fwuOIc>Aq7S(}j9n zqwth}|D-=*i*Eqiz$&nniuU9T>`H^7b|#O^M1?AfzUJ5M*NsN9flhPWefoWsrS1tyfZSSkT3ok~f- zQ$6cvIjYVPFIF?`uYYb;<>x~CqW$Q*C2hJ`9+?7y~JF*f)UoCfBM zlivzT8dUn*IQ$-LNOJHr4=;xKRpRe$5Fq5kDSTKqZKA&P&F;wnAPp2oaFHhjIseKR;wp>*3oToN_Z_daYqhj>hxH+5R-FxNQ>L5b7bDQa zLg6p}ELm_|7ftBga=E)=J8j`5>QHuqv-6E;L3)!9?&5k93|{w>Rn5@By*MqSwNQGH z>qh_mN+}LuBj|!;Q6A>kdG>*kdo^IhfWyg<%$MGK?A?uPIM?5|lR~1bIu>BWds10sXBdRud|$2^~lq7cc#pgPUOn(RB$ z4h4}G*or;!%A6MRHrGn7bUTX~p1fiSEEC>rir;bnh*_Ez*FA-D)8t9i z;yTCo!?S#z!yQ8$m{1U+VO9%XNP+ysVb;N}Z>v2@U1t^ztFXQ`0JRua(7bYlviOVG z9LAbxwUkaFxJHXibu>|G-|BjMpbKPOhp$~L3w>_6(s`xnf(WNFy+zI&wco@&o3nQk z-jT|ymt<1JKglWl#-DqBAk1syyYWZfNwT zHvv}##jkwdU<1tZM=c`1^(AS50pbjn4!KWlE_W#DDfM4dd}5O%1PP1LJ7AI^#d=Ml z?L=7H$+-#?Rsj!Np#mdvl&Ks7tlyHe;@ifT1V&oTIyVnjfUDDFfu&~iPrgxEvpfaQ zpij91BbWzx=OT6;P&$C#qam$DW3$Ap_ygDu7;UV=KD>|g2cK9R-{+uq7!Pf&;;&nj zi%HIPI2xr3US->5DL)X$-MW*1P!8>iPJ8Nrvsq6I^`JdYgfth#L<0Mn^xhLd9s4;esvm;8`eQwj7K61J!L$DW?Nl zjwlPDx5ETC@%^rJeR3p{iHJ#Tv0Y^E#L zb}UsX=OpeGg-m!Pdc;r)!!n}L*14RTk-u^eaSeQ#Q2=dGu@G^UA)EJ*y%+nTTpk5- z2?(fL)NtS^+*{%j^yVzF%XAtN<)TiujIYJ_(XMco)H!g^1X@VQY~}dRgV<&VOgK}w z?)6F<-^!6PElLNHuW%}VpZlsGZHd*!++%vKuGMUVikv9$vocr|`LqODpYT&`+CnI& z0KPw+RDRxeHO#rHrt8Z;dmyy$FE@(|M5Dfl&j!V}f>7Q9giAKt{!UY@dac5fW}FZRGysYfKvaY5nrnZlAEf$wu~P=svpg* zulUOE8FW7LHdbp$^do7blCOZ);({wmdU}8ub+ba(mDkj_2J-SAqpjM+=_PjQLg3zz zv2Gi5&O@#YmyyH_-Z9|Fk()jwD_JVtR0>jgksWFewC{?;DM0B3xXP^_r^#ja99E&I^;BSHy%0ID4=MQ*jx2Vwjo8+LThXFMRj>os2~ zMP(hSfh24naHQv>suZo-r0V}kRydN}QT!vA8rO=* zkB&E*qKKtOjC>qy+e3K0b)zFvpTwUHdfOY6Ay$kLHHU)&A`z_*nGk<84Hf0I$R(lz zjhHgoj>*Gdr@BRr$GseGq~Q7_vxrroXi>Pys&(|ceCMY{yH73T)aMb1#^hILH7X`{ zWqgR_nj+@**OA#;8;ugFT#NPQkK z2REoMFH#M_&gfr3$xLNj@*XL>Kp}6qq(;+3}i{m zz#W~dV6C*CHnTlInxE5zRBBhJS@C+#i%UKH!M&@lgk3M|8kN2cj`rQ>^y?j@Lg(xGfFROVrs0(edGYeTSceCYGNb%ZkI;{sadY53>8lyHGb}8M?mHP*QO(?v22XUROC$L0x?3z z%ts5O68w5DTUP87h5@DoWIjcU5tq^p$S6=wqc9u+uW@l*5nC9zYp(lI-xdsO_pIA@ z5yhkCv(hExwh7lsg(pHUOjsDS=gW3Z0lK#FnuGp8eae9Tg6d}yb{>B_eE`D@Z{q|Exqq{vBo*qA95^8AdHNjZ!3tPUf8KxL_c6+UX}Rp+Xv zVF2~=;Vsbn#gg!Rw?)dLJO{39QU)8MZ~)b4qNo)#=%{|L=&CWc0&36C*-Dpyb#@Db zwXlob)6T%yeBs`qZyvJ(?3Z;I1+Mc&J^C}12Gn^FLF!7-g&_M>=-}4@L|NPkhq2E} z(wG9oNk1<&KhfiS$+?Cq9GC~BiH1?AxbJV^bxtDwHKB?&Q@vzCm^ zeZ3>E#_{Cg+OM*izE!>u^ac$TcgH!}-bwTCIO5XrQt`p{*6TIB*+50HCaiE|i~USp z6FeYLfM{0fOJ3l0FyF*8+)RazNqs-5jf^%xrTP{i#OpFz3N-RZj3Dh6?C8dB4O|>y zkF;hfELlq%@h83wX1(rT*9X9RYUMTp@_j8eW;O8^*@A#Z02{;~QM(pNi;h;H}-4U`{-`6r7j)h6`Ci18tsL%?fiO2du4^l_^EmCvCog&?0| z7DCwKTlXv{zEx35#4P7!6O`z>EyL+;IU=wr53&HrYed{EZ_w=SB1GB@bVjM;iCuWR zyM70uH!&Lj-#LnT*!~?IhlrK4laiUE=og^<7dtaMXW|cTPth;7UmR8KjZDmlnZ(Ro ztxU{RBt>AE{>E{=ak_VK>* zz6C&*k&u=EfPjDi3_rdA@9O|j0Kx}x94s^f92^`HA_6ix2?jbUDmpa*AvOs!Eh`HX zEh7W_Cs`qOZb=>nMiFfhNd+Y}bu~6YeG@$uV_8)-!BgWW+%~H(a5{ri z@TMs^6ygBYx8Yo?=Qw9Hj z{V%{!RS6|;rcWTvjui=nS>!j;`N4Gc zN?j!J4v2Gm2Y5Xx3nBmOz@KgWIK|!b6CWFs>1#<%l9>8Av~_`#Ef{tqq~ zis~QtBfGHt9%EHBs@iSsNESn{1Q|aLOI&JzIX>*`pHoLrIAYD9~-HxbcZ(6 z_v}tH{T8?QYc-;SaQr6KmD^HQ)H+7L~v~xn8__o;T+s+5g-?5X7dp zR;Gd)IHrf2sMk5|r@vAkK>mZ*4&)zQ{?vh*e;y0ep!|4m{F|?r$KtquZXh7+uSa9` z>tCtQpRzFW@3Myi{-c6U#KMezP5W>HhihN6b=U#UO%GLKMw;y+`m~1iNCb+pGNI}H;Vr>YJbox{-aLAaKb$4Oo2hqz3}Cjf z=^fBg@Zn#5c~X9@L3+9IoA+m@{;=xjmVSp>Z^?c(ALQPAo45H0u>btb{}1%}r^l3{ zKlPN-=gkoZI}`|26?@w>L-b2gKvYrgLE3o3$1BI)CuN{_BCCxvnSI z;m7>@uLqLV0>!-@XUO=7?nU?1-{pg=Gp=A* zsnKpJRU#Xz%>L!6O==w5k;XC~8W-$^iUUXDbNE-5W5 zuc&NnYHn$5Yw!5lKQK5nJTf{qKEJTIwETT#b!~fRcW?jT@aXvD`q$0v-Tm)}$EQE! z0s(;it5|=L>_5nb@*x)}I5-$M)E{zvtm616U?|`aBrK4q!pcxa4rrvT0nq3o2?Y&( zFl1~hR~W{QbFi4??AsLAe~9)klKs~N3;Z8R_7}naO|CTnJQ&DF=YgRB1Od1IV(27Y zVq`x-C@&_df2rGT*7G?=5`PEa4w-*lq}WS+#jpgE+0~9le^3ZmKA$brxk6T=pV_cO$ccUr_?-p7VJjCDx>J%DmjuW#P<~_K7-xda+GD(dFPr{#qJ)U zgOrs0@Tr_47xXIfv7Rz|@cgnN3v$7QwC7i1rv$}P!f2Mz1t~bQuj7(e{JQFgbgJ{W zojMhigrNDvDe6<%RvjMmr z54DZ4|KG-U%k7GPo#%A!g8EZi6-_P`37%utmUf(jGJFS8nd$jbe#HeGxVXb(g?#sa zdE;{#z(&6Nhx;1T;SnhwFh$ zAn8b*(TR;f|IgZswjNqU-5*a%kjpV&_SQfpCx2wlmKL5X(JTU@!9Wp=PFf)%GC3Yc zHo)5NYSwJS@x5lDILy47P-J{RPaW$R9ww;Q-A+pcPc>+ zVSsZfP5stIcwJa7`xCZH0|$X)47g(lwBX;6!*tBdx^d|Eh@;UVZ)|i`7Axr)$hId+ zy7EH+s4nX+guq_VHN}mrQ?DVEdoNFXtUu9_hj8Zab`qA>1;qXZ{RF8E7~%J^j#)}} zf|tp-HCogNK?j*qEFS;X-#1dQwdC_V^#|u2(K&qNi4F!ocR7J;wo5)d#9|qNI?}cR zZ+2ILpw5aV$(JrvqRL3imNuea{esVXN|0;@KLi0GPq3KFzxMX35>5_5+tg7$INe_% zX)SjUS>*v{x>nT1I9VQVN5?u1x*2D>v$d74iY__J0nX{LQ(P^WV*-e-7eH z*cv&T{W**;XJ%*d@lemo!OipUBl7Oq=RRY#XI~S4zIcnr!YQRnB_y*m_11$R*&^{V z>aE-v?$He7KKy1V84bsXX`K0)-AQ!i@AF++`V8kh(vJJS!r;yA=xKNHi{H>LHUs9} zC8FQ!(@5R><7v;!lVDGO!)E=)i|{+TBhR!|?%_4_zIU|IBOU(R(`(hH-^2S`)=k|h zTGFG8)o6VSKjCu)sgu=t%!uCJWkua}Iyx)9(;gIEdMw3K-je3N3CypkeQYPMcmcK8 z1-*4uJV8biVlUy*Ut6rxR*9C9`Z#f~_aThO01XgFknz}Cmo(miHpcpt>|{Tzam_>RF<3L#+^_}P>9B@)Ea-M*Ytf+!ob<9>-t{g?(Djt?jiz|R}MWt`Qz^WE-im z*=^Jl85`lTt;)Vm>ixbXNbh%Vk-Zu8;Pc5wAhad#@i7OZm1`_Vd<*T9jS|_bZXwWu zh0=Aoy#8yGNYICa8Px*w{gX|-AjhXFC(bz!ujY+`Wou+xhERJO7M;dNBb(HwpNwZU zea1EGo?pzK7dR7*zr;*`cbGQ(f&%GfQ_tUHqaHWlN*8LT&V=RQA#sl&;fPZxaWq~v z>QO2)FPQa25NvVqLjGFYy%U`NCMi^IgvKtq*>!d2y4)8h)DA}C*BV%mfT7KaS*R)* zI8Rw~pEj2;DCH|^cKo9PX_ z9$hnQA!FZcVwor1V)!k_Ll-je^!Bnc3<#(*E>j1tyI$C5uSFxsYfA(5q|C<7^TADv zcg?vGi@+7b)hpZ*jKd-qo19mlnqIaZ%~Wl~i38l9aV%4HNOcJ5NBB;zx7dNJv>%r&so9z6*VsF1y z&^aF1_%Nahr+|5Ce*z~<2*j^*>N&mA!vML^+HfM~CsCX*=93je%6-0d+!(wIjLM&r zpTcI@5to#0VEi6SSg6YkaV9`!i#|@6X#iB1*Sl55J70gDOP1N+W`nPmm zC3-ZXPN3jb0?s+6ky>_oQ){qubKgpLgMdO#Kol{7SAS*Z+MM(}4MkVpouU=wRtkMZ zc-=y^qo{UaV^}t;rYYIY8>Zo>Gu3sCW&_OdR;ctK%f{pSqocDz@nKPtWr8UOF}7r1 zeE=A4W_^D??#hjFuUl%WLe;z}I|Js9yYO6^M|qoKTZxE-@CB@vq{kb~y6a@I5uvy{ zMNHd^C+KUzT{dOCXrIu`ZI|1nUh7>(>Ocj3l^suZXqbA<94-rVa_S(>ZoHTL59xglzj1i5h_c3B~B@!NgUr*UlsfP1fkAtDNj$YPd4PU z0Ox=$-F%3*c|=rAb9J<9jb2Ky{ItR+Pr8W7I&pIs>FT}l9`R&A#yeeAl+q+ z0BWOv7fByY9INn2?5D5=^@V`<@NT_t{|Pv6Y~1S)|SZH;>i4M-D#v z+_GPYmnDZ4-&VaMobKCy|0-1{Sa1ahUUKctQ6$mV8Y~Wh0Zlt82aN{8Tm#then;?E z4T{s~AvtR_$O9?a%JHUdOE|$-pKhN!B}MUnBM>X}h~6LmukGu;aK}^dk$_NFXg)bMSr0 zTJ8Udp4Q=!yfz}E8k&3#szwb44y+4G93jyBe7Eo;6Cldi?)67waXC%Ju?z$Q-rY}_ z#nB(hNSqJwu$6e`tb*BzfuqS3xg`+2ytwDIj>IftnREB_1?POAzZN%;A?lep-DrP-XRHI|ZPeE_pIEeZ#Cb=jC~s{#YlkS?h6GeoDj^a~HsB9uOoXKdNmzvONtMt>NDS9Q4-VX{<%gSH- zHGcnS=cg?O9~JFv(C4C^+v~n|wDSkr3(|6lu1}61W-sWi+;ES%05{2Xb3xWWjc}CD zI%?w^n+x*bp`N***J3n`i82>N-2jLQd9%5ICz(8BM$Bah%>|w@_GxoLP81{ZwF8%D zM}mdR=FY%n?ejZ48MvI3Te*Yyf}kNCxZIO&@o3<3&rXq71}?)|wcslQmvMkOaGC%0 zYT&Y6X!?(P?~i3SoR5+5&$Krif9>bno3$#7U^j#1iC^oZ{LzYp!rhk>wO_jG!<%@_1wLn!SEw%&PGx$mkR|1_y2o zrcL_B&|(`XsN%+;o!R#=B2(4_iWqy^7#oWFINTUnPbUw&zA?0L3Jn!EhK}K=HwLXS zxH0H)xH0H6^2Q)d0B#J5KZYAaYYZQHV{8V%(7(WLd)-QFO|%C=8$my_X*0LmZD(VC zwSTyFTg^gYjkLBsZ!_C+{D+TTH`_J=6b-c8LLYt1Y?_;d$zn-sE+#Is z;sVLcPEZ`2#^O>5_C>;`W14r8C<}yW9S=J24|0)sDwM_CSUz76p*`tWqG?=M%-QEz zZ){~pwwYK?v`;5Oh4_9$o3Up{F8X(JM4XUI-;kUkoy9mHFj%bw1tnoc)ECFD_0^#z z{q37aoH%3guOj4_wt|Xcs`gQb{5G{D1s>x50NIrq7Xa3 zGfDNrd%C0skl4uZv@&J5HBS3z(M~ZT)UouI^clQOm*y(+ z)p}o<8npkLMR(Lo27OUTZO9RPg$~4+P^OrdY%sAZs7&$V5z3S?be<%N$`mV3_Rd3P zs<7n(KV`xgcQzCssaL{}_%c9cilc9Yzo4g38&syeNFNRqWo2s8C;!%_OgBewHaRL& zqyC*75mcrIeQDvQL}e;zMG^;|q&jwjPWEoQMVaE89hIqZUtJRW&X|RyVaGY)g)#+{ zSEx)4+MIj(C7ckbOht{tY@#w1bx^R>hESPeTQe(DMF#~-vos1o#jO6p=KNFv$Z^n2 zlf}#=-F6?IQ(NA{xJ^!7>B>4 zad;T!W9a93dIdA6y;QCXDpH=Ia~%X9ZC$zIc(!lr9KIBwj1-0*ouSO@2>Br^Bmy%C zm5iKqB3+QWXyBptBLuSoIRi@0Fr9I zIM7tGrSWZ`9+ZtG@M^N zfl_huRCOmV$MX($f_TjljZad6&)SI%q4VgC5#jtcR}2?m)H)ku+iArtE}(#$WCAp! z!HDouOmLBLWh2fR>x1gLlr!eWySyH$s2Ic%>Q&HU@4TS@;EtDGb~-ty}itZJ=!8Fao$V-K5G zJZ6gWRRiLze~Qs?Tvu)K0yi87C}_66yJ&I@-cs$*tP=?0&`J4C|9gj=%2RO0jsv}r z{x+HcVa{7IcC4xJPe({IWd1Rib7yoocSeVEXY@IDMvrr6^7OdL)#FB&v~6_harRJ4 znln12Ijp7$J9XK78r&HkIi9p#tzRS zJ~mlP;$suioAKD3vKgj3j?D=y_ugUp=&{M?&O^thH<0Gs**iAT8)4(pXVftlCHFmlI*F>pH(%71oln5YAB*W=l)1P|q zKdmkA$nV4Tr@74^qYCfTpPo%T4?9?eDjXCh*Z=3J!s_1mEkIC(+n|Fg9O~5c=tAcD z)7k;;_`1ZpqdOFNuuRznRD~V0>!+x~9Hi6J6kTxe-B5p;$ySmcZ=(vExStH9GLyz0 zRfSW?TT9CyD$^P7zfwZZlx(Pw83LCFr0^bS9biFfn z$;to7PB=vN!y!DGt~m6wKdSIOs<3fsX5XcmtV-u z2?JzaCDT2n3ey5(RamP&n<{LKPfyEqaXGHn!HA!o^2_u0cT4$=ItJ`pr~LN4f)012 z{L%^#DZkns`>83vCidbFO!+NZ2JusVy)cx!4xeH9bN%f26H3+h9}`N|?}Obfp;Ug* z)CYx9eH?E+$J3CmNk_6K6At}QUrX?^FA6}^eYqarBt>y&mWy*`L$9giW%%= zGgl563et&i_g*(w1U85iioSjGp%jXDQWN*`}H{x9>6nErUeqaj4lR1{(KZWA*$(z!A43&B>$8BWC zWsVn->KH5Y7~>~_uLu10=SjQ=@w+aMJRQ?IN#VmHJK3G}&d5%3XK`dFxwAxMC%Lo8 zYRK*^j_f3N)<;KnKI_iv6?V8QvXhtlS9530Fc^b24?Ppv3E94Xv&hb`=gum5JC5hS zxoO06$$UaZz{g9D6e}CQ+fsX9;C`)cQFT>gtPCMf&=pWED&-+fgq?QQ(7Kgg>n3D0+O` zoZz#x05G$yDig`_{D@pPK-oo1P~nuhSwi({j1}cVCbfYKQP0HbM*9oxH>8DRs8)H|L9qlFF+H}}D+SrJWEkY+t1L>556qO%oDNyNBp7a?`**XZb%csOYq+5+& zM}r|sMpEZzparWvpFou)s1NXLMMrx`qT9NjK0-yNc_`pPtL-XKyrzztm?OGMiltL? zVo8OUnpR$hfgz{_1I5{UHfZYx21KN`XCVKNUX*MmDsIfFy$%dX@WWnz#4&3KY8UD} znmSD=6hJZAXE9N6Y&LU8fD+~_eMt*L7my)2c4(pC1|u*cR=2;jfAr`Z^S!#&v@E*ij}U(-z92qSP<%Dh5Kw%z1u7}NHdL~C#jp=5 zim&W|6c;5ZzAQ*B$6gmT4c%u_e5Gk3GP$qGY5oTP)S%GrZ$$BR2dBB`pLz$U`Hp{z zH2*dfU!HOP9h~NA&gWel@`o8;d#i+X?@A@`T-zgkiLC-A zcvhV6FAYm8c^|yZ_Nr~ir(0sjlkvyiV0-mq$6s!H^<&3PsL!XSQRjXc_m)QesSIC9 zLgKU#3}5Yad=K~xU$YiYgy$z|4W7f(rISb$d)C2%ox>0zT~uhNY-eAALc&p>145A( z$Ab|6SmL}V^JyDKqy=c0*a-}C-Ew|q?|fZTeD!MP zs6Q{H_{w2<>+*^?|5+4YbtEwmWNwxs5eSl6#K2{WuTKjEX~Nab)WB1Lt zYVr`5Lu@%Vho2hX+g`k?o-y%FqXDxCAxV6&C&h3g@Lz$Is{k%yN`g2`BG?ygNL2JP7Mvr z_EdU{QQrgD+hLf3twO{Yj68l_Oy{7(rWY&^7URC(br9sC{rM(tFminj<`mW3VCMQn zzDl^S`4GmVmuuP-V^$H|U}Qa#++d_c0yh|`o6HS1M1>vR!40M*FN`b}++f=8cv5t( z4l0sC*&9H;Et=EQ6@%#u*^ZB z2Be5$v>>)i5SBS;aM1?|%RKA*%L&W!I4o!Pa;x=Uu!I6d5V0j9NT^!RvijkRN+_7T z(f5>4&<>#;5i5I+dekImt-hM~hq0MhT@~t%O2RKSa(M zZA*Di2?b*XcP?&ex)Yo;taKJNS)NKNc1(vX&cmQzxs%l7M;-&`jP|EKemG5J`1@LU zkuP=)HmT`qVx&GzF)mJDzuGmpp(+Qm-v^Z!FztiNH8>d%+*MyRF*1+yaqgG(H9Sq* z;$=3FpiZuy(=XD)Y@u7=J*XBnRCz6ULX7wk>d{Wykd%l7;vk&`hq5)DiXG12Bq#d-9h};9%LuTboN2U;3F*9FJY0^mT?JR5w#B4IR zfu*%L@x@jb?991R#B~zD(m{<4$|4LSK|CU84X(ojacI5+?2hFcj0Vt6!tV5XvcdM^xe~8(kEC25`3CX zmMj+b+Evw|Bo!w+VnWiKk{SS!p#j2n0;3q$9N_5a$f+u+VInr4o6N!04MW-s#s=?k z%s(-75)eiqSaDD>;T!>0aZTb_Cs?P@cx83Uro$)6_Gc%hyqSPeW2wm6Dl(PDiG zDY#;{XeQAS(}dp8 zp+T%@Z-Us70p%eUgS5PQNiw=qAS!)m0{0J-x!PPiOc8wi^4=^a!Wl7--K_gUOy-{( zEA_WwGS>+!?_r8~ORSW~6!CpxrQX045%nk@J~URUgm|1oO*8m{Oc90^1$>9!GdXJ* z_Cb}LWwPsclCzkQ@1f+ZadgJ6*ie%0^NUW#eX#ptMJH3RKk$;X+U=>5vy%Dg3zD;< znbHWYdtGwY>~!h5qLW{XIHZKRm3VkTY=;wJ$}T=n^Bz215AW95xhZ;2Il!o-3X8k5 z2lbdSqgo4J1=yIY@Pt-k7wpiW%x&^f-EvHi=>1U#xPKntmvvU$S zmd(NUJX%ht3_V&fzFZ~Y!CcQGOA2p)Pey%1CE;%oEu1c)4^|TP4uWT*g_FL7pN$q~ zo8X{*#h()`Obg&;m4u^?3qE}3XyG!<$FMHD_%s!rC)}c;_W>rlUZI`OMAt+I!9+J1 z2}3!Nefq#G1-32a$y!OX6@G0Mw{ARw~R*>Cr%#J!783 z1?$+0PEf6(lZDHy7-Y#J1D}4m{v>V*sveWhMX2U* z8p)(1OofG=BT;+d0&>O)eMk`a!Y%?b9yl2?jwfO-X|`AkiF1h}L@#6~h!btp0aZrS zS}Yni*aLztD(bRLqFr^C8i{4TSYWG5_PpxCqGCG=rVt#}CyF6ukXzXqpPDa+PN%Wf#I z^#V^cjy;W|u|ss(31OlLl5wVLp)jOHFB;bHw33I^d z3@PFItd>qokrGY^_;*SPPug&FM@slb+v3%faL1%-ZKnZFH&O7At=*#zDi;=TLt-sO zHYfPIdn6^?Sk%8N=V9t8)DojQm1`O^ty0QdD#gA!6LgN4%+JM9?`&GbM z9xK9^7u{Xhm%~@Bv~~nuCH5u9*cV-CV;^4@zZYy=bAW34 z4-vyX8|q<#OQS8dAl8@&_2BSL2=&n6zP=>>Er{VTbMz`PoVjqjJGhS~jXoRdVHCU% z3-uV(93m@O_d;U0=mZ3O9xL6j8{p$eTgyz|K!9Y6w^rvg7Vu9EvLC}TGO=3A z{zl#!mxJvIZ;ivjcG+9Q`lRsIv|C7eYg}}+N=qj>*uYyeF?t6Fo3ZRFZ;kW(pTfa5 z#(c~#V;0q`zVowB*u?h!>=PD!J|p`ix#&BxPj-q}8Dn;LPxgs6nLEaIL5v95CoF$+ z_6fPUCJm|V6Vg$$7UwM;TBov4`i5GbtlG$B2IX_xCT4Mz=KkZ$=du-p1slO>*|!b`6At@D%jYUJII zjYAxB;P5?<=EjXFzA(P~o5zEC*d6hpmt#b)#Dg|yvK0YjJSd}&#DjXVpLfKAPQCr9 zhkbH9=$OVvZTKEHz|Hkx{1OdJ#%nD}yY*o%muT3j4|8LQhSoEwa+owwCkGT26O6|( zDv+bDI3YU10DQSbgDXZBCoIV=(O`ma@Jtdzm>jd`8%i`>byGkIcfHc~+!RJPKC(LoZ|CUGAfGb+54y6V)PlHXnF5D5BeAA9spPr6%zwZKe}v5*#M8K1|Ra zSl<#cVjGkVwh$7TIZOL7Nl2+P{KIKduLD&GzDv77m~bZ54cdUBzllkW!856cFPT`9 zs=iHXLLe@V*uAJee*6=eMaCk$Ts3g`g&0AGQJ-tQ|Yk`U8K z)!oaPstkwX<}08a<(Dv3LFbiui#3tM3z@2FSCp?H8t*z9BuBE!fv>w(6TSi#${~nCL>ZB)5559YOTkwFG8O0pqa0&?p`fY?c79x{s&P=zd#S3l zI@kHh6!#pb)39}7I3K6u<~4Yi9jqNc!VYG@SJ=ULmF(ET7`|)=Gr7|8qI}j4W^62X z*ul)@H9;+Hu!BWtH`u(io+~g&fJW&VY+l+aw}Xib6YO9{sF*C<`@?pyMZq{5+E!g- zY#ZarfHYX$CddRU4Agt|fbmBlN=Ld=Seu{#F-{Q`uB#1Q)pZCaY)_BcJ;Ih7in`w{ zQ`+$xY>{AV^gBPQ%e>Ib=(-Q!b3zDwk5PcI;P3!n3u9r^P zI^1)bFB@NR&98O)ikpYyJZx6)(dPOj^i!Ld zw61cYt6VqB(po}2Xt;1j~@ zIlomGIN?hWzUSHq{j~LBl~fjKXQQlmx-6MC7dVj#n45u74<>%g3G)&*Cz@FdC>sX# zI!Ip-CPr=0K0)Y*ke_q{7Th%=`zQ~p#{)a!m=$tVzdB%`KU&d7>p#-r$3nDq`IDVc zHE|o+P&X&qs&nkq+6={8!zMaJYkN6}gsUAQw4$a!-^7Da=RF$%VzMlmVOzjBC}w4t z^+k11AydpES9Ep_G+yv1;zPEcaE3B=Nn>*4vtyM=j#WajI6_%6GPXHnfgQ5?c|~dm zv?{XEY9Qf&bLwn~WJLftWj&zy7YFSzCd-l$%s0zq1Q%r0o1CLW+&kV~1o?#cbrwh1 zQ^L{=lqJ)u(BZGWvSfVGe~q$aA<#MXGTqj(?4vm1=v1B6y?Fc_pug9p2q=#HcA#{ddIOR;_spsKRZ!g9q$be3LQbH<1=73D=|5y8&T8U zHBhw1-KO$hUQ8jBV;MFd%(UnWTVDI`1)q=8iWkIB5+9FcJclKnDi#ylK(CsY+kg zE$AMt(#LU?QH_bzyzz0U(r4sy#LOh!E5!`sG3U)*It}NQ7xJt0-jkqvuPZ`=7syL2 zhu1*{|FF7c;(;I!rgxs@Z5^0sif5v}m;zITH#WhgP-g@S4`&65)qp>wP&+nu*6|b1 z(lwEgf}SL_UO^eh3ec3y4+}k;CJ7xddM8`KDq}|0Bq4D;N?EG@ox!zC>{BMQQ}Ark z#xG>@q{GoULPrdMg+M+IPOm+7T$aK+32}R)R&-{2^USJ@Zc;y_$(fNezP%3Insn2# z|CH{j3Frj~0?m=o5vT(wM8qGt2jLo`q3M8%&3mnW5b*|Xd?gF6Z+HEK)lp)bq>= z6_gCw9^rEyAQ%Tj83(WJ>!+fvIn8LE0UK9CgtstFKc1#Gm98cB>jx%;d(^Z`e_9(}h zr^Se}S~$<&;k%F<21d zD4NU4L?4Ps>}OahB!znEQ=sVp>js>C9H~`;0eo=qa_(pXEBt(=o4$Z?O1K#b18UY3KcS?%I;i z@k{4j`!&LlIA@$R9UU8>EAmb1hmfsksv_PJhD1CQtp4bn(hlmz$}l9|W2fdUb;Re8 zdrcS;KqhQKc_eLm-}7NewD)FXxzS-rMZX_2G$9O$eka3_qW-2IhBRsA>hR()q@=%| zY_xGF%z^k2uPc_cj55#IL5Cq}M}#X*im!_>BU1VXN>;$3h}U zL=>Ct8wUR7-klGIW3OK%!jMSMoE&*nh9O0Zacr#!Lu%g?VMz2igdt7pufz8VLmHPs zp0<#V4@<)}hmk&bE~nx4+A1KWC7FiHCs#3^_CJZT)38(>b|VEogtBvFYwau2aJi$L zhRb&nrs4JteTuU4S{m-nhL&rTopx2ei?Z`>!&-Mw8g5Z96qKF8&W}sk$!WMnb^7pD z%FfrN;f7Vze{ss9PuZ#GKqQ$2X8i%m&ISQxXOK|6wDk|KPTqW#J;3XjiCcUd| z#%kwgwz}sS5&-~Zr^v2cmAY~`}&;_qHpGFv+*bY)pm)+r?#v70gKzy4Q^P=K1 zq%kE(Co~DwU4{;dva|iLNyq>(KafX^FtUjbSc95H5*S4%em0TUp6W|u#V9V)JQ`>U zb{K?ksqOv6W^`2N^ zx(9>u>D*@3zism_CrPNb_vgZxt$cD~QYuN=Ni-OJ{l_X?KpY?;93D#&J$QNmEA3^u zF>llnCTU(#b~YXlrtEB?5f4yyZjVaJ&h2+d*}1(ADLX?&1Z8LY8B=z)pD|_UD3Qb6 zl%4qC1f3C=+biHuJ0TV?rWBP^w0nC_rLzz|49AeU;g*f>YM3*mLq@t zXgriSABQJ)r4uc5!a9MpZ%(p$pwY5B3?XNo6s*qp)5&?9k7SO`7MeTXI#8!Z-!UEL zGQ;W3#xr#Jq8*Svl$1*MuEG>}Q7A_Bdg@y1$uJ`n|Ui5IxA-rD|t~D z926p?<7;*bv7mXGyzi_7p|ZdzaVDF(tw=mPIkx1?A^_)qn2H#*9)Tcr0?mml&f z6?x{-Q0&)*xUQp%T__LUv%_e9$eAXAhNt&V6_4r9k1V(x7Tx)Q2?i6JSu~WfVYC?c z{4Va#)Iy%0UDQ0dgQssL$7r6QDh|h)%_22`GZ)#_Kng54yRyQhiwolr3?CNUF+%d> z>j+Dob8#o`FMCKq@*GU4$qC$MF4+0S%Oz?!zAm7gn8gV%CQ3z&iOiRoRRcP-B?Bku ztS~uwj+&H>p-ROr7@a|6^6BVSACMW)$pC+Yx+P=y z26vLNdQ96XN<8dMNdPu&SLh zqwIU&q+Sf4@laZrCvUYPD2ahMxYa|c!zW3uXvMORD1d%>d56AiFHVO!mR1(&_kz!h z^nbRu&O>g_?$fW8Fti$F6`nU;Dd2lfJMTZ;NjbMFH|L!T-+VgvZD^B(;H|lDB{*}$ zM{MuXE;kYThTJz}ND~p+33b)`bKiv5)XjafOvRu$enjpY^Fut9`-WK34b`^6$=U%& zZ71<_->5%q97kP#P?K@^%XPOsd%=YmkMsJ4;pu(SJxT&^+^C&X$4Dry*67?l$pNno zcgXc2D26O|eR49m1QQ)T&VmaEB-qRVw9i4edrN?%IN<4$my)%)I_}_rM;XwI1RnLF zrFR(D+H^VKsYMSm(Ou?%_eyNT4#$Y@$?1|?<_YVw4*Gm~hy&i(>yi+=9^!zn4=E-( zmcA~;J9J-x1D=gTmpI^65{#Gd!WN~d4YQqZ!V|4yEa-l8DuFKcdPtE2o~@W>lI{)R zi1V>uH^3s?#OX;Uy2*T{G(-nrqrZrJO;|;x1-~Yh^MF($5DY@G0l7tV(5r}YtB08Q z+A!E_wLLZmU71zt3PuA=ojJ^OCkie>8l=C2(g5u2cU9AQ4)p(UZ7%&8>b-wQzJ*X%git(@+3_*DE;*BUs*ystINd2|^p- zZch3#K;I-W@p+})P#1ta2)eF5N%cS*0B%cszwf}MVA7868KQ~-oy7GelJf` z;}QH$VlW-mm&M>wLRAb_Xm_O)k`#k!k%Jg)(o$|Hg#==-gi~lePt;m4!UA7cvjc}(^ei8gWHI_N(|-^PC6<=iov&A3#(fh?U8L8Ql)Ucb@9Ai~nV?{uqxR_dKODm#Cfj%hseC`fyL8Mi|$Xq@h8Y3Fy}f2ZI! z_RAT!wdHA5xc-@#2$8UCY_Gub$MoNp*2P6bw!@_yoP2yAErl7j44F{!mE!q5vNf>-n2FxGs}B{y4Z`_`aBf zi)O-WjLtlG78>!q~XPUd-fKD3yc(%IOF&Z*hqo7iYZU2Zmq)4G0Ex{`XR zcER>C)|_YU4%;5*FY>-HdKdV?M1+-K?KhNTxM$5i7U3WwyCUgV@}k2Uh7Ky@C8+qjMoe@S*Q%LL{X2a}SYiOY2v)zwM8Kv6NKQoDm*^Mg5ea6^2vK$*OOD3 z0AEN6IgVM|b13an07@f3_kLP4nxfv^nuzgcck20{1Xv#z{PE3d!-5m4mfRcCEeE}D zyXX16Vn4i2x3=+z*9os>@WafvR#NiS#gs)hs&!7{ol{K>tY*UL=dk)x-i}GU9DrT0 zi>8FsRi7`)nAVMZ63$QNm3Bdhv}O5_JVy@0t_UXG7fxPhl3RxAcs|pIvyk2|-;e!! zxtvRzV($nIP3$jP27C@IgvIF*!d%XhD&JjJ-N z81n)y=iVw9DwUkpkaO|uM+^u9OXt(4@;YUg&COiSPN%zFF6W}hwtKLoyvK_6-jed{ zF}$m!JZpfK8&H&#*O(l6ucSO;CjUqJ)vlM6=UEsAJG8Q-{G@-10_fnV7LdJ$MfUrk zS|_YVj0sWq){^r4B9ThWA#0PiPjxqNIdi6R)|yH8kzCFWebTGAoMT8WGv{fw$i`K7 z0gRTQ7HR)m9d0@$_~d}XS_V^VWiVORB7ckLQYTK&&3?ZgDk9dNiFiK zO}mA)o>Yt2)ajwPoGslc6UXTK4BA}pt3|bS*VQ7EGk=#_bXQ?5DG6KA_I9<%=m-01 zkR7ei}`z=)Neio&4Nv(`-nF-y-Um@&+uugE#-g)NUbI)xHrZX97W zWT8Q@trf4XAWfDaYVc7k_=Z6e9ttrQLS6SzVf1Vb z^T3A(emWc5&Z0~_6Hq?NyR~D#VcFJdkcx`e#F~mUu>_pfTp5k6DW>2`H3R6l>XYQR zFggQJW;o<$GCBgo;0J9-=rH0p-@gz~p=IE*^ju7TWBf#xsjA=6F!efY_*9}o4 zwI#~Hu5V;ibWF$8g;`N~EL9Ml(Y1BSs&VRepfnwzk)A8mbah%IKDTHBPE4`@2%pca z8bcx^hPJS@n`~7&=bH3SY+NzHdWpcDW-d+@NT4OC&J(lxUjFflqdvtJar-e6qIMO1 zgoH?H{Jsx#M?!>+zHg$C)^d~(oq!`DHC~kv*?{#j2@(Av744AQld&BM(L{=MNTy;8 zG*UuDrmWuKUAZP9GK(2Xh|F0wYlqA?lMth}FH5QX%SecM!5X#9$2bUSZ~DbvU*sT+ z>UGK384nn(Cmn>^RMRDE`MFZ;^^bHAK2YrSQ3qjC1JK=9?3E5wa1iQ4_8_7?g@e%O z^N2|YA)m}ae@Qq9>370GI5`f;SX=aNNu==4;fvdJ66xD&B1sk|}h zTq=5OyFWgpWOlwuE*rivqQ>ONi;xlr+q*GlHQp!m1dEW8QFn>`{QAb2^-qx%7H$kZ zHir)lDVY@}=R@2WPMSCeF320h@xe3EK-A`y&aZYUZj3@Z0d5Svxjyp7C`(6HPUP?k z4iMc?#Vk6p{h;;41BJTOVU|iEH~tH2HJW4a`C5&pM8wrnjgE57kgtXBmuhtE`Ep4i z5&9jK8kq?F0*^Wjx%m1cl^V-qu?pkRtopCa5>0mXzBx-Y>DZ1cS4{e+d_eIloivl} zR09>ph|Cy{HIT$J;p2nd1ej&)MZF&fw3#LLN$bo z@heAQBZsjYfw6|Yt$f9CT$y{FS)YXQg+l-92q?oVG87=aYsz>rXj}M3e`zhN->)WDRHax@2xZsTE+l ztyhwpC3KJjF((tUhA&u@RMs%>PtF?VJ@-)7u;J|z7tkYV!yU#AGI66LnVf#%4R67h zCJvK5^`bOv+`dvsb3y_;Cjzw-^@$uxWicL@A`5=-qT8gBhph$Bs|kN!@~}}6Q5}=X z!#XHcC}xAfcBG z(LYSHWI4wT;c$v1^3yaA!TR{m9ym5%&erWSE4v;ZpEg&JUIvMG^`o)`U;PpkaI8Im zLT^qS0zC*tTj`t095ab0uFk_CDvsCrviXFzyANy8Yi;-z%k@Ea*XEA8mdZyQvaj*f zc^<-KA`hfe@PMc8nN&Vnls~C_j;F3R`4&$db0t6IspC2Blf?$_@drJ1UMgSjNOe(T z`<}YV!S3?Z1?@uXJ~EXLd~s}dWpn9dF==;A`kTI|?#WcX_VV|8>R92h)|pSSyUz1* zov#pIC#2wMqc6SAy&OBZM9rCn#7ayE&d<{1Vr_L`7-#1wQFiwPQN&;GTwlm5JKL-8 z+UYx+(-#xwI0#G--j7=E5g7NZ`k`z$j-@+!~l#9L3 zCSZ1zulAWq0w{`neUref$MYjYu~_|QlfYoK`@2j6 z{MTDe0;vAK(IPOcGyF~oW$4e7u~_W7HFB$n#iA=r#$uTu5GMozK^2R|D8ypvmcmu6 zW3fy}v!i`xU;8YM_K6`x9E%0?Hr#m*Wy%io1;%3Wg(PCJ%4~+|j#w;?x{|0Lb@iTD zEawN_Ko;G6X(K71x^bUab?0H0u~-^D{Stb48d5o*2O-NkLqp2P9IBcr@VIq8$vQ*+`|q?z=4yoqub^jlYLHFpcb((f&p!VBF})t;oSmWTt1GhZqNpOY!{dq6w~XX*5D6NWVW+J9v2q$ zSr9_;`8n!!;c4(V2K!l!1YkleK$sKRqZ2G1z-oMzXg``z1gCnWvx$Xa6@F-(DEJ8; z4PHKA#Mw7niB*ASE8>G;Po4QL&O&b^&GG7pdKWxOtT^O#N7j_h=M!+OKSfNFR6k9S62-kKMIfwa|DTom4&R!fQFH z1Kx|1`Qr_w#X+D|1&kNB(AE-1T7wKCYE5YTvJ4lQ5P>t5_-NNyhKo7Aeor_J2Tv=E zS@H3pdU%@25%5~GVIQy?3SjFW8m1TxcPWC)b^V`(tl@)Zq=L(DPd?x@)am6d8!b9K zlYC~j)|pD4e=M~EJGM!0$ zT}6`dun$&-ih-?DE5vi)5;-WXzZTsWJEAqHCvD(EDynk6_HmGlA&3@m06A_YdpT2` zsmieExq&sVJXq1w;Mc$1}9727^NuM{rOryw=Y^ILl}xykvVzk9+1Y(}~B8ZmDy2Dk%- ze6OalmXXeVAaDshvN4}mUGLk2it<1-5{4!AN&OOm6$!qHx-0MYWSgehm%tjXYA@x$ z;^WGzY`-&%l7jOL|7m}1+x%s#Uzbz^c5nFT0iD*M1VZUnJNZ6Z=m@LHEKB%3HfBl* z9|NMQseiHIlK>@QM-#S-9{uxCNi7TmP6_(e;-rScy3>RGnxXQd$GH@TC?msMq;Q?9 z%*I7KA~6kv$NlFy8>7S}3AhB1J*9|F79UIWJ3@Qln3+E$_{Gg$ST`v|rO!0@vNtYr z-5O}m4K~;5f&6LKOoXL9x@psPSB8Q=4%+#YSYM-^y%pH`MEBgo+$EDemr!6T4h_H2faQ1OVHun$ zYc@yP_bpij#avV(WbKK)c@8(zsRic>Ms-ixKt~6kK|dytfyT_5m+}A);Xj368(G5~ z)TN+GDYx8jv2riq*`aU-3>K10hD$y*Ki7ekk#Mo9SkGFCr&|F}>@Nn&^u*)C@98o+ zut87~zl0zo31h7YIZrLxrEID66*>YbsO^7fvlYpW>;_Pdkcv7va0$-Cpk5urJl~y^ zM{?;8ryg?CLQtBzYc-C7b5r~4>j?d~)b>-6!YZ&?p9N;3|Poh3kOz62@F8k&kCMl~^)QbO^&Ktjog zRAAktVoI0yWa17%^nHKKTCUxMnFW&Hg0r_NG)3uorb1oe>xBGDtv7B@7L0!ps*w03 z_)%gc8-aRCx4Db@XW*RD#$pLrNH_O@T-9pCqn34sayHDANAC}3e<=p};k8;p{s@%I zVw>+U%Xl}hIgJ}@=}X7@>6;;fKH!v)hddx4el3USK~W69z(viX)BOj}R%0(rQ|ly& zerocwMP=hw)xQ#IWEoLFT%Safi1mmb-!%df*4Pq0>J`e;v9&pi3Lbq~K%i$?VW%S0NuW5p6??tE0owHd}x>4<^Kj z-{iZ(1aT8JDjVID{LU;~LrSsB-v64QX;CN!y$mtQ5+Z7A$x^OmACz4u7cMiUcI(>+ zNo%O=G8T<+c3Y>aw1W1@ugLX~NC#8}b44j3BEX1M_?%(c|7HrGFfv-UM?eEUE5qUk z$oG>RE=&OKZ! z_R?cETnh@0XQ-y#C&*3KH)N1fS%)9qIJ%!?W>V>JT}67gjzu*wJZEd&7DRDS&d7Q7 zQ}Tl0_%x^Gx1QZkDC%(EUAR3d)abrAk0s%uK+g(>>3YFDohgW3@4HC{- zTA9x76ZV$bKlI9Ed{w8pN=N2cxg?z`-(L`OtIeI1NiAu#*E`-Uk1GUni|d_z9cyuP zx;U#~0_g|X#f!dleo6IZkbkpMXBR>CyR3>E^rNBVmuO@iWyWnIz%*5KG$7}bxku45sq=G`mA?;-^;U^T0r8ZbJ~QRl-lIUN1mZ4-oEg~j z^~YmqIA9S(ez;TYqp93SQTD={tnp$Eaa#q}W78m#k*+?5+V(VOM0b$G@4_tdpC|Ze zCHfuKGA_3h7PA}^8Ye!;r5=Jq=fD8Q{h0+_w4v>ClH?b5hlIOwlWy6w6%@T$ z*)Mb^StDU@DlJ19a4Gah=4Vc)pUCf-l4pRG6Gw*(U_;UhO+z{eY{Lud)^*Yk{lcQ1$ze>ag_KfiUL1F7q<9qf%ZrvzrN4G z`1(1-M-S_{P1eXxbB6ZKZOv+Pqr+6=>g}1(=k2)jB?cYw?W!|bwepm}(bF_K8zSs| zI?zvNqijuPLO<;nqkY|ii{0VA669{eS58Ek1Z8UuFxh^v?EwvOw2yJ;iIG@w+nQjg zCu3tghF>74w6mE7rJv!RmhRv6GFsfYhFfq!!keu5vF}VUaj`UOM{t_jTAQvk(puQo zJ<}jFf0ievXCHjL+17nL9kZVtIbg9E8Nt{i6TOnry{fTMf4=XM++X4pT%1hGQe{U! zV5ISe$9DhK(Dua1`LSl2*&B~)ev`=eiv5Drt$=cOtu%f?p^F8*O;D$#iKUM z6wrp@20U>vPioaJ8!!5cr49?l3+Q9xB}7Gto+R8)ixs?;C6d-^n#gD|>?aQfdnQQa zy`VF0^!qTZc6%s+!jv~W%65VInIV>V4;!cM2@)wjyhhRo2}%=2pr^VUoN76^(1qVY z+dU6?GE|gyO!%+57!leG#n%*Peh5R%RQ;G0NExBryvjb43Bv-X8Kb=Xu~!R^^@Knt zd@2`wMt1hq|F?%NBd=j6b{fx2I=`^!;hU7~9`uSn73vbrhf+O5HKC^K8Fp=sE@DN`)C4Sn5~JkNA#J54h& zvr>cWvG9aQcns5S9dr0Z=rqUr#;LsIfbQqpP&`CP7cms=p<$&$gVRinRT zr1+I0jQ0K-w7LIuo7=-Nk)&nOFg0EK0XM2RT^lC6nL+c%9yptP6^$HrDBjX%sDv#h zAr2}Aj!1dq`V@35@=h_XjMx?mi@or1V&(WR9P~Ljr0%Jhiz3ei3~B8>hG)5lu~pIT zFy9vjQ4sF@>R{9@)iXy5SNTSou?)Yh&m(07#a~M*KH5w5biH0qN*cm`EKUgY$BJqm zGtj{@Fhf4s!){n)5#^cCr-cwQA6KfRr9iGyKJ|x?%{NxZE0=ZvXBRyE8Q2;R|0Q88 z=zCTC59REzEZQ-q@#PfFA3qoCh()(p^I_0bFbE-`-2+v#ZKacZaDGgry5N^TW2fjsdf+S8Mqb|2U{{+>5on?Z8A5&a8_<=NRZn`&Gqvlwx-CpOhR9q- zH7_Nh;hOoBaIvM4DzvZ;(L9QI`O*4wm%sL2ciFNit$9R8=)itQw+(&S*7U9OhQ7Ag zZCT6ESbf@VKWsv3BEtm}AXr%3ZvO={;PvoHM}Uj-3$-!7Lm?4W925}EnvX{v8$&7= z)&P?SECYzW{Zoh#N0vIid=fR5?xQZ9UHN5;fB0-0q)N4bW@XCz*y|7H`b*#$`U6`C zGhsTtqPWFG1gG6{XNF7F_|_UrOKo@Uop}OX{3$@7u_w7S_|{X~oGDSgMMnotY9qNB zU=d?D;F~Xw-@{r;vf!tEGG46{B3xoh)3o%DzR`+^StcZ!x9v=_Vfv&jb#mQsyeaBg zf~dqoHpHYnBKoS}XBv_49W?S3g^#(Qq8g@dF9%gW8@GP;)SN z9dtO;ON%A)iRHqbft|$xal=7sG*D6fwuVDYXj23R4@RzC!e(^*BjNG^4V(i};?jrv zcHZ~d=nnaUqVJWG@bT<^LO)ZkHPd06&M0GP2Y*E7h{oy~Bn0)&_Y(_;;j(}QtD=kI zDWI8a)!%ZhQQYz;PH{)w5Fv*jUccVJF=(LnvC8vpxy05gwBf z4Xnm%tM)L^+#Z*CS~ZQ}^}SPV?K7FL!cXNfbP1v#F!>sxpr#`EbOPK{>5t7?;KkK3 zNk1Ra@tAVE!JS0?BH;NEzWH-0g!yYcU9?V$n!16YK9t;7+-}RI5XY)xCqJ`$=TK*T z*A4iDB#mIY&PcU-nT73^pu$BRn$HURhU< zN+m|NKw(grJ3Y2WYBj$E#A$VxSF-~n(-(Y{WWL^8Vq=ellWDwR0{7<5Q=&BWQ_;ns zOJHQt{EFsxL#<7on@I6??+q*dYvvDm@i`$gZilIc&^kkyeYs@UB4kkG^_C2 zp$#gwO9~B25?sReyN|=8q#J-O4|V)4%+k%k5eBdZj`Boc-OX@96F$|W1D(cpwg}lX zZn|A!K*pa%Buc&^m(*ummp4CBOKN<_g}zl!-j^iIne|vHc*I)djk z;@K2JJ0Hk`V2$-j%&#>WK@!fr=uyAu$e=S1jJ~Ar%sRxwnug{w3{&pVtT^;5E(hZL zq~kcH6<+!v&6Mug`}2~dSvQ2?3wn+P;fXQE(~u~qhEw!{{5YJ6e?jKjaL}5#qKaq* zg{|%TJ3|?iQHqKw={$uzuzBHW8$ZAtj*NlT25+-@K=AxFn&iW4Wntp}Q%k(eHFCl< zVmT)Yn-#rGV!i|UdD%>QP4UBc*|O7g^np`*z6*_HHws}M4zLrmP_vM36LMiZB#NSt z95BZ|5Y{7M>GP`0@z}L=cM{>Y5c{LU%YCNazI<;=VLaCtb@Wf-z0`?LpM%}B3VALP zi4m&@!?NnhkENM=-4{}SEtYSeQ#xkSgiEdnPt`s+1-l)w?x9J9%`=)hEb&td^Ypqq zhS7G*rYC3;Q2Q!LzmYE^$B7m{xaLVlqfTo+Eg=&;z7S&~4= zJ(Z3kY~~QFM6UK1k1gCco!#^zB!754Ey=EQAQIGJp)j8fqApp~`~^OMjQKUUe%rq- zy^r8hA&pJsQZe$e3S@qPVX+_00~M>Xxt^Y;=nc$r_v7~xR@Hp}xqtb-Mhl4UYg;ngH9Lx0Ui4+0Vp?f**~P3NJ21%C8Y!vY;wO@W-z&?7 zp{J>lEHi)NpyuJ_mP$#4fY=5ClTg2#LiEw%c*HiuEY|0qNyKIoDZC-qNf*S=3B}+nT81uK4uJ5L^W@#{j7fg=)0We6avw*A^2Jw7>S@G>A#Je zEo4Ro(Ra0pe_f#oIiqv2@rJgHp2G}FGr~2fZ zIXV<(syD6rY=IH%8)!}~Hr$D)){Qjl(Fjie=uwoT* zpQ*J0**2r)T4<*;Ku3$3EE@gcB1(ac3+V2a5xW)ddj+$l9i7oG@{-cp9OT(u+$juN z0%v|Pg9uaf+ejo)s4H#w*}IFAkEoLe94io;rT{~faY*Jl8Lq;Up<9kZqDL~|*HG-@ zs@5QIMKjsx6azRNVZ@t3!MySuLV?uj?`=>Pza|h z3ot@bVSjJPg(r9gMHR@Fza&p+2)&Ste^iA01VB{VSsGL@QZ(wCNo>s)&8LGAt`WR! z%IQ(}cRFU^sCJqcCTf5XCGOqOzlkyoAyz1q`WsvMeT#tJ_6*>hoDzx8=n=veeAImlY5<$L4hS8*E~&j4U+{dm zS^U09K(9XPe!k}Vb!=a#mAd&97gl~euPw$SFfss=H`E%*DmkPI{pu!S8{=jY7A(9; z$=xuby0nVNPYtV5x2gR?49+RHI-~-Dw_kcQ2(#V{G*H6D{km`}Sj?V0)y4#~B)~Ja z&xW2$__Lk1Z~I`iWzPY%bW<_TbTbB;EG4VG#a;i(*tz4dKR!bgI+ZLW^5bCMcmpMQ zBa?uU_5IwJFm?;DgGoukq0iCzu{oCsp4~;UCe<5~Oa)Cl*p*W?VZ?;!%YGYWP^8OO zmWu=@2pM#E6+dcG(&xS|{H#@s{KcAn_!B5&C06Gs<%&xONmYV-4_TNzMzyssg^lI$ zLl!sT*cg-1;Y58};S=_Eag!uJnB>W2VX|rmV3Y?BOyg&Nbs1P9<5CSHc1UMPkG3$Ptg6Hy}gKKj{v3XDm9=W7Y~i;orxkbqTki zL50=it2CiO!MyOUglS50>Hh*ck;ms~|3b%h&EW%ZMfO0rk{C>9NZj5k&|@6R&7Sd9 zd*^Y-MLulE;mvibN^)_ZSJFOKob_tFp@&U$WpETt45FZDLiV}&BgHc)@HD@d%aA85 zgxoB=OGMn6h$%TE{`8qhdp{Ss+p}jY+P0>Esh66YE@O>L;W&!^9XhE#8=!BH!vjPq z9L26(TRF0ZbmEjk%mz}Nd{vW5%tF;%phHP9QtZj%7SrD_(aDrs$k~oPU+VljT(|;@ z@CMDQS0BZZ$x?HpQf0R6^C;}@JG3LRPEaK>Mm|yu-}|f=8d7WHE84T{&IW_I$lDY; zX)ZBPbmLn%O7F=HrttfRNgv4sR3lAqFp`Y&4SW0D5}4(!xu&+mr{w8dzBW)MKSxg3 zt1%v}cx-m5EXgMR{3vm>NM@%Ak7y@USO4@}LwvOESXF96${(hf7xxp7S`$kfmP{AB zP;c#Lu{;xmtGXPgAiA*DX)m}#{LdN!SR8vb0qX_UM6R##pfz{NvOA_A50!dvgu%&q z{eOpE#{O5t6(I{JM|l$mVOtwJ+b%*>sL7?~LUq?a+Uv;Cv=vj1_IMz?=s8vjCN`xl{?QC4h1@p@6U zw(=_tkOAR=pN&c6JZp^qw3KnIT{gPJ}d2p6@QW*MwvGAdV zL7>k)b%z6_C`h6H&qMeFjR=;DV@FZ=gQ@pXK>&tn^LlaC*-~_^>3pf=PkQ3tp22;B zrzc_^2n%&R?*xm|0T47hjpw=NvbYEc>!ds_nyGeGWd1v2?N2_XL$;%z0Cb7^hDxG* zgr5+R;DDZ{^Ph*lAnKi)rAYyV*2Ki;EE*&&>if&_$|;*3AfU^GM?kso`xg5G^x^;N zY<>PNPU?Mvb0S+qOIRKrSo(jCxG}y<;$Ik4oXkxBvfAeIZ*BXR(KfE%5VZfz0{@S2 z1OF3LP?VWP9*p^K(SrYJm%qOeeRS%-lrxBTHtqi(7Q(-)C7l0sEn#}skH2UMBOCjB z*7T3@tpCShUOoPedHt6WlOu{eGOBn9fP*9uq6Et$k8LN%`|7jcq&KU${OppUq3^et zY~H2#1vwh9iCF&DR~8WTWY^@VI?RDPB|o_snbc+%<6(gyoI`br^c!?iu? z#8ou2Syv3Ht!c`E(I(q-#QIb+rNv=<^%ya9km)Jqx)(vZ1tS9!eDTWZivP%8)II9& z()QL!uP7fvUrE(&v^r}wH|5B@v6g4&RZ}5vuhZ>1U5^DYt*v{d$YM=}Cw*Kh|2vv0 z%e;y+)emHk0LgdaDh`(Fxfw$|lh8iZT5!X!r@qz@-uH%@k7ls4h7rX!(Y$C|W#PKx zBp!Pc5HT}clsJ(o-Jc187T~CvH|AKBs4J8a@#)@M*U`H<-wOe4tzJ;O}G}bzjrCe-FJeK(yepfT(}|J zSr8S#8;|Gw*5O}Q$}Pzw#g{c-_n(us|4kDGqyEgNTZ#S4p>tGCNxQyqtn3s2eua^g3G28^GO4wK~NsL7o(-`ojOBQak_mqmGz4+7(qm|IbsNl46An_#q}TT9an{#3+nZ{t^$dPmd|6jdDTE`qsHsd#mr z%jN9X3m`%o6^E%tE@H?LFO}5)!4an>I1_euLg56Q>Uq=_=~yelo9*$tJu0X1#?g@5 z4?T5$)&$H~`D!hdAa<8cLPA2I15^-%#>gX!x10EaD<=g=q4EI^dYx5GM3J5@2AVE+ zjN{Ep!Dodlx9o z2#oa!vb@PmLJ!H>`!dMo%>n|Mr9V@ZB=6!3xUoFgiZOhe7R4O@thcN9XPZKShv=%! zQ@Kta(xfktDSe1w{`KlonQUs}xhByITTN7@0Kg804l>b@?8F6Oo2%$!x|&)22H5Uy zECRxdOn*UIGgi16(~OV|bC3Hu0o+iHQV&FE{xJqn^Pf|2>G#7rRE@*na=t12GgSZG zaLLHP@K2AIjPG8;AMuijk@+8um+v3r zmI1;5gm;OCg+_pbgF`|@Kt?CVKu1MIr@$w`CT5^wVx*^{qh;Zi7GU8J=cJ_*(hw4t zlUG(zX6Dy1(pEH-R#H~@?Mpxqk&w_)(8)0{$Q9V=*cASsf8KroP@n-$0H=Rr(SOIi z{|guk<({7SIbYYAGs7u5TD2rx3A8UtkCkbxmo_^VT(7}~i_hNx^FT;(TgPICw9R4B zMIYbS`a*by<@dRq>5I=ScJ>b?1whDda>BLcK^5fsK2d;B3X*2$q9+1^SB>CIg zUpwka7&o;6Yq{A4iUEsP6rh@vP@gq5e^yy5G%{r z=yvtTw0K`wc?!@>2mld!Q+_@Wybn7+#}`+WB|JVh91s~U<&Hih02>vJBo&`sjJzWc zR`l*ngr=uY!&1J_AP4Kk@)v^oUt0Gd2n^xzDYJlK2Rv4m$={Id?S ztm5Cg2(m0k7C=Z`DJ4k(G{i)CuJ>K1!#`Ar3y*ySNKnpUvs{>in7{wOKZwzkQBtxD zX#gpCCee?4jN|4YzupZ19y z<5!@N21sV9$7X2;LcLRCaexqcpJLN2SO9r5<~hCqW<@{0a1m_>kC~$1%?eUdNFdb| z+vZ^L!La}eJjd{>aw3Ze{-6&mctBnN)O%#3To!!F!f- z&m%0r9Q;=?hW(j2Aahy#SPtxOQR#{p2(zZ)6recrd!(`U--yX-mP_yLS z5?6NY-M^hy5I{ubc%||f_l%rXmWRlX)5_kT z&QLy5PKo{yCxA93KolANA6ajK#1m9IXQ&FDgc1&%b%D5P3F(2pIUyN1ajVAPE1B z{ecv^B`C`JK33NkH5|ID?{5`FLG;hp2mQvN;a|b_$fv^rlF3M!{kf%zbTWW+ zf3dN^^taBU|K2(N?_A}7#y0-HpYkyOf2k3Stp9k*^FPjs{qk=o_FqOMj()p2gSU=8 zn2c6H0naQmvx`F=(XlPKFi+}J5z6kOja`TcDpn6b=lW}@jRpLmig)G|>Ay7d83i2K zQOm(`81&DL__$qJdH@D=m^N-G_zKdUnp?TN>&ry}Myx^84nV>?St{MNWjtm!UNW5W za4{8=9)Nf@5Sq3=G>_O!kLEF2)PfpPepnDH8zaiTAa^&L`@`g~k}B<$!>d!G)3cCl zAYy!Y@cbTk(Othc@CJkR_t1}#TC)Bi(1rGO{~TperS&+@%6i%dOO&9X%6gMsDV2<@ zh||zB4UpD9GTK`clU(ySUj%?hgkb0R`=S@_M%pA>!57k0xEDDI$-!)~AQ12hPYrCy zpffH!cMrDmrlP=?Gm5gBCgO001HE8wR1WbYaXo|R%}CH1=cg~){W=~0anKE}jJWk3#F9&!vlyla*zJz#SBZyWf( zWxE=hiEGB)A9v`lOOqQ(pfC8IoNn(*mQ;!}eK>knq1we4HSrbas-FqDDi4MHP^Q{!QLbP!KyEb1k=SCgC8hN6(>J{ci;RBI9!{hIy zu}JNxY7nE2Z%Sehu`bvY&Bcp`x?U(i$1s>QKR50(2EPG}cXNAkTk}SRM$-1!5TfZh!w5A&ljp z9>N${{xnA!S^n`n_kWr>YW{C?^j{~08PAA=n@VC+g-h;9yJ<=y0$!{LIQHhgz}Ljb z(m(tFLh+8R!J}TZ;eP zA(aki6o5%rjK`5`307JRmr)QvkciYf`mp;3$h3BQMzT!B<2Vq+7d)ckvLlMi#CBo< z`G^koAEi@=J!&4AZQ{ipb$g= z8iM=XG6h0zMJg2mAyFhmB_%`wqM{t(HUQoa)rGUHRO#UW&G+C!VwA*^s2C2gL*JC3 zoCW-KYdug2x|lMO0wi&VXY0EZA~X=@H@`DDQSp8ESjB1B|8Q{s5O2zY3|SUHkEE0Z z1*pMvIFu9xD6WDaHksnPxtbvZnejJvA&3mimPOzsm@HU=C?}+*FWI|A3tC=V7klb+ z6Zc$xe&B-}pBo3S1cUC0^4@c%3k}~^355F1!>~IQ?#(EO}A9|K<2%K}|;z zN>Kp8m(~((_!1QaAZHGxidUvY0epY)P>}w9hR^y}^7u!kshG8algS^orhjw;u`|CH zVg1>=sKlX z?+O*tv=DjC z!E0*)k7$jNpMFe`(me9(-8X?l>Bpo?cTMZ8n29Lvv91O38((`S*?9Lv^Vo$g%~S?v zf+e;iHu=U(3&J(FFE1=h4S-&Ad-mXstMq;EH@3!WY4hV5xAQ^1eIw<58D3&BlX-_8 zl8biy^((KiD6IioxUWw-^R6ymk4l3&oWEO^8>tWDk4((qbDQph*w)s>KxV5Xow8l` zN7IUn+n_nIE_zKI*?DF<_#8BtX(Z~-7I}HivuJKF7s`xv_-OH7z4BQP!>boSruJeb;X##hnj0JncHX zC!FWCeXWR}=Xz4`bX+1p0cXPNkp;eA1a&qk+hY9TG-c2jw!SOooMZWw&-TOfqY{gV z#p4L>mT_HYRwZ%tUiF=Vdb~Fjy;GT9>+Ls}Vipl#8L^PnGYdlX&*L+zg0M*LG>;PE z+qpYP1e7Hr>l78;S#mChd}2^jgg6EB&=-X=;@jP9)?S*HoyK6d5buUy4jWJ778}gv zhH9^wQ=QYEWyquyn$Lr}8sDWPDRq)6<^_6qu%sn{%k9(0ZA2wr+NaD??Tsz&4W(f< zLpP~f)gTo$LRg(~2HMqa#+0>^oZr2h>8}mx6Qcr56v|sDOTZG?PvaW_Ci#aMz8Is{ zjp}LbL(m(>{Ykf<);P^Vl?XbfY?Nsla}jJZ&B2ci*M~Gk;@Xj@POAgfZJ~IUi~ak= z7w@(2U4BT{+lE+1t>#R77k+V=Am4@+5~mzJz|$VqYHIv2yId`okFPd{mpAK)H$uTJ zsP4{WpKPK*wY^hqs)4jhy29R$-zDpI@5KX1HYNlYgp(Pvu-+J*VTqm)x$W*md-wCTUQ9C+7QN3Fj^uVLr+JDRU#%?yrS->?_@P>;xZM=kOgu zYDN)E4i$R$D0xYEHla6xFhrFZ)C8nqT^HxE*hAyhojJYc6UQ|_u@ARt>RgX0I(ugaf@SNWmG@A2^$+ncg>y@n zcjxs%$}`9nX?h_8%7ZxJ%8;VIZRj$ukNIRnJ8^*85$&V%@9(% zn-&XPjQ8)b+CkUZRnxOOi2a0!Hs?Cy`294$n`Vl1f8U;swq+G@uPm<9*eeMy_HBrX0~igKFd@23ioOl3-5%{qE{0DNl2XF3?RBZ#j!mt zRRav0XAwPy?AF?#E=@OwF}|B!#i|pTCBL-P?8OgqkL_htP1;C^e3wGSFl2o#_xNGw?rX$9@Tj6?Wl)8`0!Nwoy@|ihT=|Ud z8MyoR`{FAvs_l-F&JixUquPg#)0WSdvmK_Fub5+yQCprZ&spzd%YJImU&e0pA~Trd zM#{!2gUm~bmqq2CjKbw%g0TJkc-j}r^%cprAp;7j#Ag{SD_LuOlrZ{2eL3{ASzXag<`e5veK7vzlzx%N(?f}poQuu{z9w&&&)`k{`bq5TmwPp zg8`w~AyCKNoawCGT-|j?e_mD<5<`dq<{AmsYHrd-V&?ox#_b_Pozv_MdYvXafV49~ zzM851z#ruvg{_B+W~$pq;Rbchm4@>GeNBb-9KlqH-Mik^R$$Dvo9-U;cBV5*%`h2? z&pb-K;mTN%P~bwzDzIOT{LfL zL0@-(=j?pq;W{yqNYmFfR)7OhHxyBK8WGhScK|LvB^aZ}m2f6=omjzy3X>XHPxS#? zmzxh+ySM<>MZ9JkOf($6hTUEn8|7LH3tooc&=ng`M1Jq^XOW9yN^o7A`tDwFN?l@MDioN6~U9+dR=lyW-$vlKr zL#A9VSZA=p(q6LQyv`vN^!rDMu1{YVx3gtES1<)uU61GoU`AEB(Fw*KKueqDBN_W( zjNjH^JCnA+Pb?5PdGa{?CczlSaf4dkpD75xVW;~#n-&qwr28%lrq0i$|1e*t1S{h7 zn`az@0l#d`lXxE(mhSr_!ZTqD-1J(F)tQx?C^LnA9L6|+(o@r8Q1E@>%RN0$|+>gV{&UiHJg?%O)RHGMo)^+Ys zsA#4*0O+lnr+g_L6&v}TYq2?v26kxMBkGj;y$pWjHyh@jT)A;555_L_($>ig%Xr6G ztPc?%y~L{3qdy>@7#daYOn-b3uTZ*o$-))rGb|_Q3E^icTs|#r2;=ejLX(u$K2@+{ zF7~4&Z68R8!kA}RokvQ68BzYNZc(~Ac{9$B|NQ++$olo`P)+2k)oHf7)oEJs83%O= zCshI|Xk^ocLr_G#)F{;AFV)x$w!babI_U^=&eIr5S<4% zy85fRTAg&#B5INX6V9IaJiITQi-{#MSDl9Kz@Vkkd=>oSeZo{5SU$?=zN5#f4~Eqx zK^hHXd-C`0G)cVU>vsL=hSd_mJeUzTSL5sr%LBG=M4z4S!&WwKz4;c zyZSTD$elT0nzI4W`DZdeLf09d^hsa`nX97qRdnMsVWxPB{#qDYD7hQcq)nS26(3Qe&PODjJzT^hKX-I z7C~)_0Yz;@!ap~1!BcY_Ow(`)a_mh8;cQ-gwZ*SXqUbR8?H#k4 z{6gxPT-taY8YKry(Q5mP@O3er;GEmx3B0mKAIbCEX_}hXeU6$2+sADcT?7v=L%tWs zwqa0C?|Y^8;gP1BULCY&L`|7>!3h32K?A}(9l!UdmMveQXuY9m5j)w;FELaNn<2t% zYDhk)8ulo;Iuz0gSA1AID=@opYnehyF!}_yzvm!q0Svka0_PC+POA0y6p=q6aH*SY~$Ic9d zx7qrG%x6?B!x#LtpL?;pY|G*$j<}LvLIy-X@(Thq>QiLBw}$49_DBK(B)w~vI=~9z zvvz>zL=bO6L!XB^&GFAbJd*YT@y-HYNkX19uF#Un^A(XnI9CSrPr&YnQ8I@&>6rcF zvm(35tCiyL&Ke$e9;*>u;W{TazkL1DN%|m3D;l3AvyA8gry)hiMxaJ*&a`{1&TXN6 zkC%4QUmF#LM=8HOc`C-+6HSLdWJ?1at!if*oC-(o{V->bC>8*IJY=+^rtwOq*W-gUyNO1!%*)Fv$(-jBS(%ywAGHme?f6?{uD;QXoRw&Jb zUj*U3uBTIQOa|J6hXtc`nTs9p>TIX6klxmU5t)`23Pqj{!h*5J7JhBig0bv2UB@fq zW!`!#aK|7Wvq!}1gq34cf@8)!%m9J;jg zjIhP%s0w$4oejX-Hlat!u6(hZeRfD0FlTrxv74<4hHf{|4}*haYsHl$HjRZ4#n0EB zK_NfsNC}2KXQDB1oHB7QUuTf(r>*E}OQaC*#GXe(b1Gcu@qzU0EOS3JB{x2E&9~RP z&%Wk==wNr9_Riyqp0MIh;SN~8U0SIlr1XBhDK9V8svN%)hMy^5ZhWD5op0fi%F)bots}~ak5vqb&&#%sB zEeS^Xq*DrU0IwVM!|AUfB>7~`{opeu24zRNRXd*+xnsTwO;Tka8J{8(QqwZE*C&ry z#LLirMW9!+xxSu`+3>0d=eLFF`%2L@F@eV%C zUj-lOIBNzL8PlA(VH`Xg7eQI+*Zn7kU}L^n<~;Ih!xv)@=}_2m_W67L+Tff5fZO7{@^jG7Wpw5$X@TJW?H zDc{b?y)B)r)1!En-7K`}Yr2ah-6eOsuCm-Swqn#Rcsd3m{ny5!l-ItyW8& zc|W*C`wxCWmB3LF>dO;lKentl6ui8gmlU-BYz$^d;E`9F;Y(#70aKBET1%l2;waiG zw_H+Ng*pD| zK-f<9sbgkxU&}0!ABQ@02{9h2*qB>S%xdp|ulG*tThd|RY~Nj|C&cc|E6Ij%Y^1FO z2SPY=YXg>G_}mY*&!*VASzhWh-dffC1mA2%nw)QF4f6nnJeM2mNy8Smh-g*tR#P3=03jup5b+VU1YSw` z#LzR6I-LqjI&MwF`Z_V94`DjMp+5hR;EwTy32S6FjCothP!U<~ zH^0v)TS16V=wB8&2{MnIczbaQ0v$s|2p#?7&eF={kl*&%LH3v{CQGzSyPiaf8D(Tp zuJ=M+9$^dBe?y9|k|@m;=1g=D{BWCYQE?YgXhXUze@Cs0Eewp&2~ z$rnq6m@$`G^d;TLchWKjsplKHt-NRGK|oYA0v^K7<59V}#Gz$+t!6{ZUW_SQmZaM> zm@A8^P~^-MrVoiK;>TLXT6waW%Vt3Yh;QD4xNXyZV@ug8IV{nB=m%?_b3hKOh=DNg zvNdYG4#lMn;Y%%JRAiB#XyAQA*6u4ZW+_PLVT$7UtY~w5m0m2!(=BqiE$g0T2Vvt) zc6p`8_$(N%_@0 z!@-;#`-zSmkeq>4ba5Ac3|vYkdutD;DqoB0l{1`3&QH;V8{16eQjWB+m!j0qGlqSW zC%R(A%c{Ni(_E~lFsh%vEL=%euhyy@o+EjDIf^N%c$GmiL-32;))B)!U`o1x>^m@D z&9)X)-7Zw-R@V2fx#Yq^pbT*HX97|1Z9UX}GW=icy=8D5-L@qtijprfda@|0lK$wU7Rs5{Zh}S53C(w z*(wcQ3=;LTy%2^E;J;3Dcp9%J&Iy({Ivys@Lr!&7i0_Cpe^;y~rL&Lm`OT}C*ycM4 zbzi8MNC|nD(ttf%+SG#H%FC&SHv7G)n7HDSqfYv%l-DopA8=nhjriU)dpMe&O{|)- zr7=6sHHY^pG}?&Kq(-3EgKF7jezjuPY>Jvt&{3fca$VK7-cYR}Mkp^Lc}BE(hqK9i z!hh{)#wna>4);0GSuLp;yzgt)I4idPG~J9-g{P_%-!d`MOvdn?Gj%g@J0T(sswPFn zITzhFlaZ+FvYE>!vf6fK|Mq559S9$x&s^gdOhPrH{fI1jDGmi9YE~&v1?egn*1};=cl1$m z)BJuCKV`Kt@B$^*9P`_SJl&c)=ofrtMrAh5`8Ia?Dsf6b%+lObLryCigDEVHkay?< zkKV|taO_Wed-Q5vDXgUA2znNqj0E%6C&?$VPcM#cEhaA+UQ%qyomIcf-=Z>y*_y&v zl^%|A%_2(=T(gY!>1?iUh|qy2Riy8r#>yLM>(n9ogsSXb8EE-*RSp!O`j}I96YyFH;?3#(j6LsPxGEI~Jk(Uz}-s({$G}z`dnT z-dF06Sy#2-?z7ufvQ0CuWL3X-8>-#m4-%~?-ZZ)?zxRWV^7Uc*(dE$@Mgk)~nGhLA z8koPEfR2(hKayHra%fr4)L<*zgJ@|doDJuqDX=H6(Y93GR5hODWZeX1vfuOBxglg} zP>6T@TwXs zc9E>xmzjOrtL~}fPjfHO;bXR0>AKpx7cauj3<-NGLN`+6R;|8-GMZwr<2P%%SvMsq zZ2Q{rb&`5eM9YVDAdPAd>TzB@*S=iyW-vAGW1zbft>~^8aeto%WY&^g# z-=gi8UiX{)Wz)Aq3=e!e>IR050o!CB@Ayg`r!$B*BKfTS=3?7?R$I-2pJIVeL%_#H zpvKUc-*dNCh22?BX4YBGZU}$Qz8AU-4Uczi^kS*U4?8Y5_lY6LwUl|?EBoKwSJ1i3 zTNdc8YrZ8sKiu5rzto>W&H5SD=+@mqn`l{>k2K@awLpD{l+x6!=|5$`)ciOjXbByE zVGlH$>g2Gybe6~MLh55CQu_?Ba`#X5IZky9dr;LqpI*ikur zU|(D#(lKSAF!%V#qApaVf|S$0^QCPU@nV~?8+>Eeh6}RF#6tpl<7a=4nK(jSz)SGb zCh1Obh~0{;t>;&qR{05p9Is2P{#B?ATo-MhZwe50XdV|YCN)LWI-)mTx=c_U>VuA= zY7;p90(+bs>d#&SQNQ(%$}zsQPSn09!_~z!GNcAqbDJ)8S&-dI=1RG#KO4Vn>l`rf z(4lGcw|d6U=jC*c25+Y1)s_DqtMiF{rcI^GM19zF+{n9s*FEpE3xg9gTZaGr<P146&%=Vv#0_W3(jeBv)tTjA6wRwIPGp!GC4sq(F`X>MXq zHCp_gv*=0Fd0IVwk&o+SHmco8YGU$o_!6+aogF5TJvuI7wKqzuS|1w>Q8H~BvDGs( z6GWc&je!%sWkjXEgWuu4RMgB-UV6WIJn5UUW;x%;v|$jjYG2uRw;8F@^jL<3ENf1% zw)!)Q8Z_rPUPXy3iteu%g9+_5kZSvD(VV>Y{U!6=+^IP#u+eL^NmE#Zgk;H9EveiZB9v}KO_O_SRI%C^~gX+xVfu`Oa?;asj7_oJm zJ|$RNq5`Y%=$;oSollZ0QZrGHRInd3bnrBIWGU1YVZ-y3_DZhJKbS*XzQ@#%aUX$~oGCWQP}b6^l_bg;nBEz;@CUG|iqidp z8CSs=2}Q$hgs+pKWE>%o<;(7=SG3{|=c11HFJ%;i`sG{B3J;N!C`D(PqS4g*L)%0s zZn}7{{2RSBgj61F3d}0$p+&K<4E9(c-;p!wh^`{JtD%^-nM}f`uRq}lQPEhSfK55m zl0!uOL;h*$0+c?%Da*|(tKCoAey=Tlo>Hm6`nQMfTx0w96GFSx&%le!x+hcX^Umjq zC2tn?ji`xFzW+FM@&g^CCc0bm%Ctm0)LNGg1|LUcK8rVy8dyAj+zfNV@Vu^DaBs zgMP0V=9zpQG2pP~6gQ-wBXkT8dRlfc4Mr5~*vT6)wd~#>K~y#x;u?hBV5=}E@y1%V z`WCa|5DY3AH6H`DrMo&!fnfrXrNNp5Yt|aGknqsuKi2B>BJV&@NB(vRN_c+&$NA6@ zHAYx0^VoBdu^})Ikeq@kEb{RVfb&C4cD|pJ;Ko(Z@BbKL2x;4ee z7xGHxrCor>!-|218Tu{dyWit88n2=@MfU?lR$(@x?-qo2{(Js~&!-_bn2uW#->B^K z17&R|u{f*)&IU2&uF}^1XyY6*0+a#AEqJqfv=i@Uj^2aba_9sER;&e>*wK(pjf7kUKYz7a<#q6w&1f_vMPGgt-nLCJnkaAwhzn(j&fZpMPPF7dO4Fp}0;H zbPpLu)7*9;kw1)4`^LMkkT!gh`i@B=Pq9lY@}ZINS#EbmSaA0U(wicl5`C#7{D-fr z42s8Wtsg##e99>$st3VK1)9e&>9%yvkHld-8-(*%G!Lo49J75-t3y?CW|1TVJ_>V* zB1P(Xe09*m&?FmC-FQbnGm=P&bhTYo)q|ELXwbGgszOMbeWAffipWb{=52JzCb4`a z9)`h6k}nA)9saTL9FGuLl7tjrCNE16c?03OhT8m$wdEWL2nUS&a3((~$uMVa;d2e_ zg6$ZN<0e3H4ynxWGPRD&3%@hQ2bgNsOIF{<4Rh9elcw``k^*FzJ9O?jZ-ysF5<3ETlJ! zgyWAX0%ttO<6P#>QL(GBYv4z0%Sw@mtH)5xx6l3x`cId5CJ1DJ1PnJ(!xDN_@n zU2Hem%W)cJao{I&L!>l9d61tAIlQbL<(I0lCpuVLo$Upg>Y)24!eJSQy%>{=$;R$1 ziZmzzYD`J1ChXIZ(206@ zZPYry5bNz%Ih{*giZ=jKyLMGU+cLQ}K-0|NNz#V+W^BzjoY+;4DNv=5#B6!3=a&%J zWte|e4|D;qIYx7S^bSo1$U-RvTvx;xd?>*rsX+E+yiA_CN)2$6Y~@)~kd(#Up)a}e zSmJ@$#xY$>%+U%)Hm@p*gKUU|fE4jFn#^Rco{{-V=Z==0M|0Hyta%?OZCVl`)1OnO z3~ic_txBU}?uC}KE=?Ec+dw^z7KDXqemV>2u(FMUMKHrLlO1Z0bgz_+Vj!ZajN0xK87 zcxZ#kW;Yhv+Uy2WS*|=qM#V$ETt5HuH~zSOU9SSNND8E|0%SnMg5+ME64H374|zN@ z77Q2n3-K|F1%8N%499#5Z#|o!`%0 z{1%b0j*I8URU{fKma9$2LQc}g%<7V|!XnHE}`#bwfo1N234=|5!BT~MK$B=zCq&(_S~ zDiv|S12}{D0xI&iimaCdGXl%nC{lv3?Fwim9>#{$GA?E%l?-eg2jEOtcCxPOwZ@P~ z^dP>M5g?NK{9IR)&BU`Pevejxmvi1Qs!lj_yv>~J*bA3;aR@{_{%4&?OV9_^u zBEK=>upsB}y6ugne8N6XrPdNr*^wEwVj`t96z@`A=#lU&HE*3AC^(iBl@hw#W2R?L zGCAU*rnRVmuMkbGJ=CUGENGROb24C{<_~|?>C5Uk)|2W^&5k-TZ7J|lqppZ+uBXj| z4?J~CrXu#Psn>d$bDED)luO=#D+r;99iQ!)Id90q=A()q*^@1Lhq`VooD;owSr6

HwjASX^)ZX}X%zXSPohYQLf6MY`({YrE3>8f5 zLeaR6QS%PREyD{{(cYrpYpPai-P)2Ep(-Zas}q6{gLzT&A<{`GM(3td3YHgrO$+9x z9g?{6S7jxUI*gQ_h|dTnH@*twlGFNXLe%$0dAJtZtV%S`3_goe01ni{^tF%;Vp-@N zx5&xriWir-X0_)6>|!Y1#>^@ojt=srcmFc?0Z8<&a!s3_%7_6uN*b=ORq4)Zcp{Xj zK}hVIGw4)o)m4gz`Ix9G4c%A~6gsU-Q)x$D zb#RP@G*~eU`ycCKeAtx3{nB3p7QB26l^?N7Pn3IRLL1L4F|^r_^_d$S>5xl?u+xs2 zzX)icB%P79{~BlzqV)KZ3BwR%xh%K>u{I7dAlb1r8ZL z)=UIBt`pt-^OLX=-g>xpS86l1pom-8lA&SMQTHh2G}6p~+4Y(_trEKJGjY2+9uup_ zLZ@D@GIV{0)qR^YD-Q`AczPk;qGC|J81(mLHWx?J&`K8)h0}u@DJ*-}Y?gj!>YqQ< zx%Xi?5^uBCXntwy4zowHMw@4O%;_*}=wM7_!>^LQNqxKIx|Bjmugf@r!4Y>eV!fVy z9Ed~HHm%M3UbywM?AD6G);cj!76!BuM~o_QEP)iB=X2`p)eb$B{(1q{ZsWRFk+$uD zc1mnqzplkigpQ83(~;3G3}IdSpeV**Q(f9;d$Vy;d-MaE(F^mW_JEUMNX0DtT>!ZL z0}1nh2m@SM_5`F^->1GLIIKV!o#kD3Y&0AYyXc<`j56_`Mx|mEJVka}TKODY-kR`k zwP};!pKU3plXsU3!q{VM;~*OuTLnYZ#mu*AV|ZU$;v>J@Rbg=_{)`mdFeKvQ^I!Ay z$rx7tsq-zb_65`Y1(7MWQctt{B%51?00W_Pb*{)dKaclUj6g`PNY#de<1`bHVWm4q z!~>JXT>~Gyh6<}mb|I1WSH&~0F4jFL+IK#U#95wUkEiK@|&?we&D1x|+`$6)Y#)F8%qyUW9nU*k6Mo%oq%*iFvfzdc+9X(#)g+7Pokp{s>x z3+ktEroBM=nfN8&){bj4GbE@}8LE_m8CVsjH<3$gVy0L_{7@G0OGeHZ==3D+I5uaq zp}fp+DXqfj`B4M2gr7;u!vwc9;xlu)B2#`V6ho?591p3MH0umN6%P=t72rteM-Chp zC1rW)htPh0#xy?jiu&O|o~(rH%9FcDzCt#x#5Bn+5^?(WD_RPrWH#0wLc**9gdK$x z+NFQ1IXvW@1zv32 ze&K8-0^x&`NObE_FftrCNCm;W6S8gWKe{b;7&-2QL8g49RUV%Cb4TR80vbmn*Sw*O ziH3QkzU&44^hTECO*FYLDy6BPMbETG zktf`vAQ&2CE0=mFc_B`zq5#GDMvliv-YX5Z{AC@-AO`qA5$`UPiR znC!pT4auQb+A441jSPiO1E`Re$X}NQ?$26q-uSSB`UXutw`n&`yUujC0NTxxB*3J* z%a{+MV{j$15Dk4HG7b)P^Q6^M&_~uxm?cb!vq9>x!LIb4#Z-e6bKyUQ7>_&*P-neb zf;vDFxv|LXqKH7j!ghq^CA@ZGlM6n9#|ikjKk4$Jkzrv1Io+fr9Ow|7?K#wnjW)w~ zyZUaE)nV3qt)7h0zed~FKeBIuO~W+65*-mpILLLD zhIgC^vnJN=G-wGO$wdY*vOVh3eQvLv;t#-G{F-;T(IsFCy?m|_$FNCtxO}s8XvRo! zjqWNh%ZG^^X;rc$s~GeN!XbD!O9%M~&%g;qM#wX@S|)P8(fK0%5exO`4H~BWxgVSu zm)~QNP-h>dV@#K-I+KC+j4jy1^{D{zbCmc}2C711dYfB}IZGgVL8@^G+>|)h=*+EU zUtNasp$4=Bt#Pc0QEl74TClw^J(CeFO|_}kUfj1PONe|*dt+_3)cBcfc(Z=U&jY9u z?v0m9LoDGArlsu@+yeMfaU9eH(4q(Ku3w<%Ij<=uTkox4KI%RLH;7ny~wl=Cr zJc+v*qV<_h5&owAi3Sk)Ff z&t4!CBELgl@yd(wQDT`Us!$=tWc47BPn)lQ50tC>i3S~A{euF3J6^bIRG6%dQh=30 zgoHgyJnu-60a z^a#~h9i*d2ip3n-4?qOVkykRTm^ZJ-xxBPgvW=S+g1KUrn5Gl`O;z2-(bW_qQDcD! z9uM0n9Ths+8ZtO0tJ0904R>P}KBAQ_e;O|PF>49b4st*xQ)d@7?`^#p2Oa&BAZOec z6f2O(DacL`L((|X^zt{|W;h7Vs`Qb;P)DED>ab5EgOo!;5wvi|QK0dL#r|s}3-9oG zQY{Mdec@}pMhJ-UA1AK^rA#3|W&Ck{( z*Vr@@530mM0wO!y8CN~W87l5PLMCcxl5BCIuw}ETkTjt1-s^^$sF3yu#uy}lE{!@p zr5>;ZSLot!qL%Ex?g};EWwB-4kwSVK&BEsHb)Nub#gfGkl@vza8o9RFmjSQeeQ>y` zi&H+Hq~N$L*K>s&cv!{0DNTN36_d;T&JArFfJ5wv%KHNw!I*?t<5Ed+&^nLJWC)Fc zl)gIk$BZB!te5Gl&`j|zOzzi6vMI@7^Pb3~wA84tThTCCVV9p4JQ6n94+-}Iw4uWpjTb~$-3_rZ1xVR#gK<-Gm1+bi)*FzQ6I!%W=pp;|D|B6>b) zE(>8HP8R^)jfuj3cyWJ{YN4;-Z`Ist04IXw$&$|?`aMQDQ99|=2jisPg2m^piyRD6 zrUF*SB&xCgJhaufizZyZGIglF7P7pCH|RujqEu^*osWh5R@<`1nX)Nn^&@hvz^F7J zbHEN^;A)7D(0C!yIGwDlq{15&6RIfzk>VR{8}3-5DNiXRihQHCsq6v_lPH`d1WcPo z)IknXJeC_N#FosUj{r128Lch4$!ZAzJHDAJ{qo6&WCg7QomDE}^6OKH{!@4cKkk4- z=#(}yK6KawQ!$Cpg2n@FF?Vg$W(X)9rDniJ8Zu5jVZM zN(7)N9u+8y1xX4j2g26gqAtmyNK>+t$z`8*l+KXKnV162pKliTD_&mHgjSmCLWyk) z=e|*eiK-rCgoq0QeJCU9UYb)a6`YksZBazqsv!dO;21RwQ3;#%BI{cL#WyW*Qn=s5 zY1T;Px;N}47HXaQa}6+E59sZ8hwvi=HEL${N7!7yrq7K_x&5Nag>oqP5NFH?2hrXp zuSi)ox>UT-rtr+!d#JjZ^<$s~UxRt{N~vI|#FHK{e)6A)`J^A8PR_a{;cI$&L?bp+ z`b6lU?~3fIqsh<_ajnIpcSxk$XYRH7_hJrOEol%DS%3=JJHJ~{RDqd~LK^ZU@EYIGVJegHc%w)U8 z!Q{QKs210|P-%9yvl{v*Q5ryu{CY77X+VP+C4F`xcQbQ}8#A0tgr+Kj7BsrL2!Ymo zOCtDsv83E7>Y@JC@zKSivm#+qK+xUhy;fBbC4DfCD@6a0 znn-@nColaZG(vmiLVSlUHmHw3VA@Mq zCOO0~VmMkhc&0YlM~j6&BM5O-Y1Z=8JYg|~wA@;N zOqjm5d8V^ys8_7%Ky+>!p}#bXdYrnR6G;%6??{5n}Tift{5~w zLGa1jyh$bOYkdR;0)7XDr&@!MsQh+}Assbv8@1JSDMR-Kd=N}ckHO!iv{+cd^>Uyh z5-w;Yns3igp|WaxFsI;*d^)_c8mzZ&a{or65?cq##SD3bb=5zXI4mAZ_$uHT%Yz@!^)D7_mMBCnZv-f^eo!tp>d9)i#w3WfraB$15ef?VO*+jk8s%=x(YJ+7{Ap=dAk!z zG~v@`An}ZTlnI|LJmgN-TBDz9v_abtUQn@0AW!yW%+63& zc|AdeiVaZmG<@KT|*gT?N0CYRf;R$aDc7XdRU z^cwOZ@iUE`Jtd*a`X-`dsQx4bYW~GIp7wP~Ym%42;ayO85akI&mzcwTmauDYslcMD zex2@G1-BluKkdiEUIu#FfMy~tFQv99GvOVrXm^59{Al}K&GgEW^{q;1Ud|R7GKOE! z>qJA)AXB^AZWTNjJ$c_LHXpmwN_;h?-a=#NJ6bsrn{OD*lo!O+M zA|&@#<7{BP>#t-IaH?Nh0@NxXN-0YC(eeFa*=`6^_D;NhrGke5X+3DrtC%5GABzz> z_Ht!Ka1~NqKD(F+LB8D`S#-gC&jcfzM1s%&<;OO%z?J$3hso10PC&!_FXBQl;MGqv z^tc;AL{O5qf?%83tb)r{W1}oizG58H+s#J=ZUxxp-Q|{&A7}%tabyk3RS7v`lY}bI zbJk5%vJ>{k=+M0G=+7%3tGOUrNP9^c_JrZy;?qoz&s0>Dak=ABn>A&o{GpmFNtZ0! z=rT=I_=zWV7Ff?p=a1+yo@{N-D|M#gk7XA27QVshvN`4_Jtd(bl@|DB%<3y6)Md#VTShp(Mc=By3W42hS*CLyk2fu_G~v-`}?db~G8SDyri5L0TI<4Y{e-FJ+-F2}aCH_M9ypF83PmTbDM`-B^c ziz6c-E{!-Y;Rr`{bvjb7$}np-of5FcS)I_&nGh*WY8}22GebRV_Sxw1GR*Y$dd)WS zaffB)VqOjO>Q1eM&fExBeJWBh{ax4-V*ssHdtp~Z2D;11D~;pq4WP^s{qBVNGg3%q zkqeDqAHLqTDIYqE91vIw$A>o(Go9}2MRt0LVsm2QpQSXJHWSzB=`G3iatR{)pqj$Z zy^5mFtQ_Gne!}7`sKP)X8{0G6ePK3SXL799eJA{`(B`A1L)^$4`I}xAyLa}&MUGqG z6vC|09V=I!Xn=gc!F|X4I^@@(YOOtIiUGe;at#5h=xdxDvs=`5j~LMM`btUAx1MBV zu1?Tp1&Pr3#{#RTf0Qd-Qy$q9yM69d_RDwb^K?Sa~rCvmRfwhT7w5omnDZ;oy3 zVdR{|ZAypbnb?lvy;oBKKhcR~&l4q7bg-n-hQB{4L^sq`YKfiZP@r?{#tLz%yj~~GVxc0Lvyn5Uo0j*StN?yxuykxryTnSKJkWCl{lJoDCty*Bd8$qCVb+4-=48A{>qDGp-N}UFT~4?EM^YTi?^& z7V|zKsQz#lF5FY)!2GzwJLrIub)Z3K=!g9qT=+4F{syykF!Mqoc`HyXpdj?EcPk)y zCj7Z{$y~tEY}<7KT~W{V{%otp;Q;XwOh-+dklwfXR*5OoCbLvNt~LK*MO5M^S|(Qi zT;}lt{LA$cmA!D{8?oKp`tjO{8aM4&`d$W`&G(Fi6#*SZH9e(pA5Kfym0cYC!6R+V z<4&^VtjKg5yAI(c##H>%&*!aU`Z3<<;=y&0;j$a#FDhTyFXNHiX(|Xn3HJNGOEbMj z{;)s*SAwPRcbqoiafa0@SbZ}0^+QvugUb$loRmtyxe%G^So_j`0LIO*c?P+&N>EiO zCAtntz*pOi4Yff1-lmWfO09sIp^A5_@!7R7IuW=BEDsGbxJciDhelN9f$@Rlc~L;` zEAE&cMWdA(kQK$eVfhTCY90%*MEaCm0_`II8~!u?fV+zJuGWsL?omH{B9e+{3p}6ojJx+Hw&)=?A@cT#@*agsB+B#^J#a+h z$W?D9D|14evEPgzZ<<}@0wkVxSa&HIc>Z#(4kW%NI<$r=sE$_YjZjqS7_G^}ht>G) zJMV43-?I)bO5XwR0!w?(&EsCdmYXTo{dCs%Uo1Ft>&9#8V0*{2v=!-}OW?E5{S)d|zVZ;4 zF(Ux5L)|aN`beQG6z6hyuwSs7uuxD?n$&_`Il#gS2HPclfsIWI)hE*K$x##VEF>%bw=TbHWZY0w{k26e3R+p5f=* z;u@tWydSkUcOvwX@z&U<9{m+_oOpNS*@PDYw8(NweIRpOEaFVn!Ff(BSu>HjV zsPxYyBY^!c*3f^YnE>p6D`y6<|3$a-uW}Xu`(OMb|4Oq0*#ENkuQVHg{V!3xf2G+0 z?0@M<{VUA@VE;=C=3i+}0Q2AMa{)O1;=cc9IWvImPxH)-0FJ*noBvhJ1mO6y`A1(I zf5K;G0dV}SJu86YPq@r%0FFQ5GP46X{)EfS0pR!(E;A>9^KbCD0Gxl~VF9rH866fz z0Oz0ZSeO8uf5Ky725|lfkA(&B;o-mCV_^kw{;fYY0Oz0ZS=a%bf5K(q0C4^ZmxU9+ z^|$`G09=2U=|2bSrcFrGsK7bE$UKJ1f4{b?>k2CuZ511JLiori!_?D-e}aC5Cy3|&uOIRM4gHAIAA(gA#j>!XsGRYVJPjKBmuWgckf}=k z^iubYcfKmWHU7zFRv-309f}1>x=lCpUb>k;$vk+yM;Qhn$iV{9_zVyPCS>FFx&JBS zsJp)L;_0#l2+}PSds@Zw?oAH_xtPvFGwdZmyJ7X~GjIcf@YTMXw%h%?M&S#s z91tWI&hO=x3M?H665Mz3?ql#eLG&*))tP@(c_01NebBe@{ss%O@3+O+@zGS>k45~I z0?Y5_1Zm%@EBAjNXe8OIFBALu2o0-0D@gU@5F*srNQmkk0=? zg!`~j{t0yX zqaLyLMf8XM&hg?~|LaM?4F4{i84yG}1Vr~gB{lwwcqSECK<&r7-6p@2t?u;d=Tt{%m4GAJam72|J1YOH@wn) zceydX=%bAg_8MIQ1kpoyop77`H1zn-IoD2)_Ab!ucQ>rY^WQopfK~QE2=`Cox<8Mb z*8ICRde4t``&M1mkp1ss^FWZA(09|0W00L!J0J+r*Y0zo10Bq8AP7K<|9O`-`@eH4 z4{q*nB=-N7KK(P~YJVRM5QldTAV_S5-UHH2b)*OoB#u7!%@JerfA&fN;vej~9~5@5 z|7GL+Bj6Q(8w!7}8jPcs)J4oQt50z>arOd3Y!U5z?GYFT=_<~k0{m5Ow+c{TZ;3U2 zQ`8@)-60SJm%rZS;%Sfn?Tu(h=R-KE=Yyp5WaDPk@8y|)F!nUt>)k^h2;wLHxacDa zV$Z+K{qTC7`~Dt#Rro@w`$1=@3D6u?Kim+J(A@Roj@+J&#??<0%d2T4GX zhg-jBx4Hi(RvozcqQ47PXiczH(9rIseM~*vv$6vJ{|i>rzwT51dCC4?(e^Pjb20y^ z7V;NuUq>}rM@+GvUi>{sJUul!Y{-UOrcu*x&ch@2dQ-+5;Gl@9)b2LvMr@~>s_rJ} zODzfMEoNJ*MCciB$emwiErQ@X(~@6i>KyR(;GqWiLVFLa_j~OIKC>;HWi52?n7&!j zgmwD@GY(9&_DwXzkS`SQg^Rk~E-|Tr7ka>xMWFU7W3o+km^{NyJ;F}?xC=0SRtt2S zAfoi{i6!z?t;k9|NOCMV)=C&K!u@7($+rE2oNS=DR3P{asMbhH^4fwSsR=aDW0|a<)AIl{=zoBI%ISFt35mNS!^wZPvmUl{&Uo7R%WA*UEY0I7eHa| zx$}J?WubJydG)Pj?t_QRv&#iXs@HRR9m$Z{k))NFE#71K9vR0BIf z&U?M)qf!jhMQGndv20UtGQ}@JV>9QlnkkeNp&6KJPeNdeQ{1TM>Jl~^S2bU7-XBXa zkRQaC-eI|PksRKf+Fy1VZ#rMd*}0`&T=zQ1Bf&OQ4!ImA=`26P*P@b~4KPa1ytnK$ z(;UUMcqr;=n2fENq}xSXWFF4=mdm~Y{P*jla9v+Lux^feYP2&`UKYpZfVfXxW2?v= ztw@`m%JJhl4LB(bQEcIERN2o66h$VP6uYmCLTSZ(yYQnfhG$CgbvoYyx8 z#u8MW1$gj8cgnK52p0!PtZH`9Ww6J~xaR)k-MAIg&A2`4_n5J3ZmXfmu|7te^b6Jc zCYOS&srQOUlp%pNVmD29>ABSrTkQR-vYz?~rGU+C4JtgvaM5J}%Je{-EGT*0kkIBG zr6nzfDuux9Qv0^B?8{}d9)7mIef7(yCeSWr4_@KWTr8fvmh8+E)MFZ7uEv-3%wK9X zrpE#$-_KT&FD6xaV=et3H_?7!ABv!q8eqvYn!F|daCeQxQVmdOAu9Un~+GqJ-Ph2-mw9<3L+dABO!8Ad+(CR7@ zcOuye+>%8UuQWo+H)X||cW4x|;~pPWP04tAtVKPn@LHq|7~Jlbgvmnh>Zwqr4bb>< zXl=>VF9b90eBh6Y?d+sclH4GBedF_`7DgDrnT?X=6NOITYp7pCSsk{XXjiRKU_v3|ky8>{?FQ30@ zr4iwf*B;J@MeQ(6^7v;;>xb@mudu@m_MGv|N^h)|`_p5Zh!H$PU1 zkk$hYa=~Q4Ordp^Cr2kEYB{ccjxuKa`#rdw9Gwk$QMWcxH(}BQWWF~Hm6nB#oMg?}~D{-RkyS1zx2b`#rwsb;n4#BSz2NG4}Q>XCH zHj0)M1d^=En=gB9U~jAse%VQw(l@bs;2f@2*!Xo-R{)p*za_P_vGidLU*&N&d5TZ{ z-*7UrQw0oQ?MX~KJJIy23L6F$&c>y>@lLfR!2+vc(##WP4mJD};)u1Yo$03yi{nRS z^eo=QRpK<$5pXDk)eaK{G(M3?&-VA2lOTV^7TF7u%mVe{)!&gb-3>kokO%vk%<{Vt z-Y_5$gu`{dLD~)Ba|--JkU*jt7u+f0UV|&ROQNlX>sJ$XbJ?nXxONw(w=-iO#h4TW zwYjS4lbrKrR^UsR7Dg9w3(Z1$)U0-k#T!cqlwI;T1;z*kB=jnL{I%#8x@~Nm8)a@> z0V81wxM*U@%TtPv)y16==*gg7Bu>f)UD<{k&=bL9_9>$81}f@P=c#5b2~l)i1a^kR zg(w+AEX>@6BjOToBt~f|%(&&wX`1{b--{X*Xm67!AXpa{zCaq9bDMccF<5H4fB7Ya zeVJisHP7%m)SKo4^3~=#Pw0zfNI^P2eIRSVNn({PMfU9(y*1A5L;97Wm%iW6aVd)5 z`>#~j$}}2&A^!N`Psq=8hnZ1c)Yig`ZY-JHtQvPE-iS zV@yaz(^{GF5Jn{a_#%MiL+Q}${=(P}5o{mNT>Dh_eTx>@JCqnM_JChSB8mFAmWX>S z_apT&FYR3S*q3v~v6=*PNuTr`TyIT_uSvU;1Iju(xyqqfoS2t7TB-WAf@n_hb4N1F z3OyGj)~*g3be}GzLSM0GHQZ2h&0AA&%F}M2G2Bb!L_xT=p1o(}-(>FRfg|gN!WwAN_`-y`09_?`wtTRm!TO?80aY(&e#9K|~=;R}r zMn8UMajprPQQ3a+R^nsWJkr-0x`YN{rg(!JqngGdW{`E*+NUw8RmvJ5#phP_iCTQ% zQYul0Y^7g)imB8^g~|RQDOtMSORx?5iN?{}g{o+vF$hW0KmjZieW1W#&!3Pr4P!yQ zdM$>7uBi^eQum^*uBM%`4eAxm%%KDuc~xLBfAF0kp{f=S1yiRT`mvFq0E8FmvUp)X zTOWz8C~xlFYC*o9xiJ_4|I8+GvJSmS!kq*q8qw??+8b*DS&zEN6?^C|97L3Ck)kkf zQ&wqOu-W{~T_A#E2nE+$mxjt+zaeH=LMYl&AqK3A5l@eHOdqB$y_k;K)d{LoCHN%M zWZ=aEGDDm~)H>Z|Cxj%Hp9a!ifYeb=ib6bx=q~H+QDWVwyCwy+{l zp|0>A(#{Wjj9{Re1dxh~3d=BtvR#hdwp8l62vL&YBWHIfmUxi?YKO-Hk;g^MDM=c- zl3qbBA-`d+*tvvlW9n>c-KJTU-S7xmV*%Gw3ur==E?sf3X&H!)ew3p)PADYE|}zg)8N(yT~-O>J?6MA^8C(C!XJ?zF8c%b}$K8As5vZ6Bj6B}+ z52q^nkf)Yom(t0H|FZXxgG_stRz&)pqVUKsREE)|E_&Y5`S7#E3J%GD_#ClbuPd9Fk| ze1b`F_@$`i#zP2&!BH~IQrJn>q=$Z}d%%DDesOg1MaRV_P{QJP1AE5>N~m3pa?whZ zu&;1Mfh$TXLTv#hq<4;Zw}qg8ltBfYla)!7korICyHlWqRnr)n-ERiciQ@Do=~n${ z$;Z7q|5?TZSqLvN9&~2lW<2O-I$05r_vq1Nw3$%PONH@3hlMa6=%5m2!ddCv#zQ?P zRmKBJO`M-J9@sVz#zW}h7ZS*UGbE$Y&{}Il~z8u}MS>d2CJP81lJEIEK9clZYWVzSSFI$VV%Svuv*~ zqh*UR6PEUyL(EAfKYf4^85DjbKkRPW#58QfMs!f6` zj)b(N=vBq&S%^*0hajb6Yfm++SS7=1vx?DX^i#to5#R%PDR_~PIyhqv|GrHt0+xC^ zAB=?d_x154d<7^%jwhwgqSW!Hh!j#?*%KM?v(htnz*}yCa7HRzXba?DWofl6 z-ZN4LpHtMmoq>Q>={fM1@dFk3Yu-?1k9LL$XpMmcsC|YP&Bz8Z;vJgU=mH!a5^?al z#7=v31q9Ph3@{h2fTG1NU-&1u0LL7*^*M=z2CseMn5&a+wJVfP4FHM)rxurDn{Jge zXS+h_(OKoQB~k~tmUGoY>Dv$wNAp_luV{jJ)Nod~UqZ$?Us=2`35G?wq`@l66SSS5 zWCBR<56XJq7YVi0U>{w~D|zt6*HO%=fKyf7aVP&))gVJT*|&I0isQ7t&Rc@cxM)?V z3sfun$J41+)>~ry?ig|_u;4Df-&@k(fZh^x*M5I*2~Y1g@s>>Ss9!vThiEfA7{B4S z-yF7n=oP-rX3Yilpldg0&t<@3xeccAyi{xs(#@W@IUFMeg|FWnyfDP(Fso?rmY@FP z=FQPem-xr(MnVVr=tkkKx)I90NH;2JyR0vX@smdMDEp)lb%yV+Pa`_c<2KC8QlFS+ z8uXPR^0Hvo1_;llsv>+<6pJ9~tbM4Abbu&3ek$ZQQ1ybU_gsdevAjOeS01{E$paxu zk=QW!VA}&IDwF*!;fbPPQ^(=+WJD0JL{df-3A93VGCCMOHKIW3w=x+~R8JkpsxDHB zt`V#kLry|-6N~dMa5nBq=RI&j+X)vGSKb07i=Jf-m54;L8QqiJu@Wsn&Bb~7^kSL7 z2;oth3=T73g;#!^PPbLeT5ubJ1?~nCMf`D-B23yEfhZ|Ck-@81*o$m5b;g}1_WdQq zMVC=dA$J*p?$j3(bhxmeaMFN(0aJoRP$#Ic$7_U+? z0Eo#-6W*LEjKJeVYxuVi^8B^_EaZfwnG)I}&lc=*noHPFymf>0E!n-tp5OrKGIfK5 z3)Inc5kpMf@m|q=N>YyQY<+Q*6XlMl%~!O4*GV@b)FN8dB;CRNGuuE{6fL7{-*JVe zNp*x~v_cXWJ@ZF*I5=|K1HVCtvACu0EIycsIwAVED1r}O!%QculN1S+Q6%D++D9hs zAs1=~xRE))o^}Qk`*hK<4YK4!y|%u|yB^Bd3^EjeN6XUObEF5(ZpV0N+fG zYqZJf4ZB|$&_nSLrt!fYkl>Ann^l%YraV4UpdI%@w6n{mC?4&jw~V5*;2t&!m$EG# zIe$_;JE!Us7V9IkETEy+78_PHB&HItm1&fs4N{Xa29Xc{<9k^_5Ik{GFq{&V9BD_2 zo1g_d^&m+##(Y{yDPKa@7kG2koI1dkMl_K;Rywo7kr_RWN+xl7Odr)dF#-XUSFnqT z+EQ)~#Z%(etUcgW078?r0}ubS*m(fP7bmYDyQa<5@JWfpO^?ayDN!<4C8YHDaMoF# z7{cR=6$Sk5nQ+AcU&yyrLP(J7AkL%y3p0`#3W?Y;@F>P>a8N^9oUdb015XX-a9gzO zUe84iX*(`NY5yc{|0Hg2L;G|Oat=owEIy;IE0ZZkt#O>2e{t`R7)G$nMu>AY%Bo^ZAagX0yM&V!Ok6Zre* zF!IhgH;0k-qX|fQxHHpv=(6vV!$=Pu-XdA!H!6owX#X5S8;cVjt{3GnvOw$;au}J6 zK!T-wZw{lVfAo?}=T&?3o6FJ+RJu+&(yYX;K4kK$kydeSV$9Om={ei|q zUe-OkZjR*{zCxQhKn(ev#A7;pgCHJ**l>oP9h6nF7OJxz9|kt^Y*Z!1JPtvNh0H?t zK`@WIc(K)N7AJ*`q8?vGGlt$jH!O>3#>HG3NIkaGf9o1w7xvUs_`fGl7va&D@^ppn zVdSekOj0B++vnx!irSgu=IQE89HcRfT*dfoo-T5|dEqBc!XD=wRe8FSy3Pg*s|^ddMvR!SRhUb}$b>0BD7Kc1laEVu^VWP^6#e5#haZ}cYw|Rm6ZyER`Vuqu2c3^gi+8Xj zh4MBf-6g)`bv`cRm%=Rg_vGX1&HQP~+p>0Y-@5p4q;Yf-@Io+dUP#u41DW2(e=Hol zLlRyLRtOn+i^-P>5r9#BaP!YEAfwm*!$k!#6|+y*AJS|>H|d*jOH*qX4vsRhYaFzS z5vGifMb2~IN!Apy8vDs0f?KJ43rneF8j8B679mKKrGfPV)~o@EZYK(NB-jwX!-}0} z(_@M&TRK;N9_8R2=9*&RF8BtnU+dF;kk>zA`i3DCM-hflw151BP+T2Ck(5m8PJdMh zMUo;x=J*prC@Sf!5JI7m$jwb56hJ@1)%T_liYcy|-hRf@>*6(83Q4O&??C^HEm5I| zJ7NqN5b>JqpNNL@a!tIZRU}TvYbFOB^y4+zS&?b$FkfGAVro3u>fwrbO@mtRq!heA zNsoE9G@%BV(&#cLrwxw;@q^PPB$rjk;up89iTH#-8VoQob=sWLIRY{gaRe-M3hy`o z&F%4;Y&2uMX0b-rE8;b$w5;>o>O#E-kqBTbL4t5HYb78-w=Mt@#v^djc`zBH+IJpI zo>Bc8=Yex*Oi=6Ca})Ty>&wmqKOgjDOzMa8L6@jxa`K*Je;PE9MbiF!eo>GquOqnU z<%K^pZovX~P6C6$Neov9VhJag18hLXw~1Z}BpEUhQv5N`zZn_*<$G zg`mE$0ZPzie@j*!p>_J5{Vj9eCSL0gW`!B`FUq7P)p{S;RfRU8Cba+9tT6SoP$qzx zlOuGq!nnd@DQ-@VwyU$koJ@zLM6B#{|KF$VA2+CfS1^UB^8|5`} z@`-YT9ILyCxH|Srlj3f=?G44PhtCoY2XGAU3oRop1($Z#8V~D70+W zj|RYrFNc;*s_{G6igLtFY}gM9Ez1U>`L3a5v=bn-%;3Vri5tEmv}{`TiZ8Z&|T81aIVVNTz+_5|A{n$uKU(7ac+w1A2mBj zSQcJ<0`B- z^cR6q$3`O(vYnIwu1DM|G(vd+k~G`Pu5ds%jkC^nZVu3$%OXUl41~BM4Y3&N$4O2E zdj+!g6!3hZqkz#aa1<<>?&j18KX@9M_(v|}M2AjmEQ|1bVJQZ)=mXIK&d@iCi&2yO zPUGcKBjYFW@}eheI1y37GgttzWxSjLOvYq0E^8K}SMOT?$U-{k>}d4DKVsY-!zl*| zNq8^#C~2_UXEutK3_eQD1{;!3>~#uh0aSk3 zN68#cI(kgmu~R9O1cu!N2%}Rt9_I%esE>-kJCQNSxEu(^&(gFnM-E?_$cZ60UssZKj@=m?+W-R zyYL(PD9aQPaej=8V`s3McRaB|lYOheLoQHpisLFpzbI32x-t?bBa&2{&OJlc4OMk^ zgo<@DJHo60;M2mOO@qj`zKKWtf&xvY?EAf%*Y&H->(NuX-j<4|o0soM#ZyiTbt;~s z$8NGVCg`3jqNfDi(PCNTe`+e83Rlk;rQ#WNq|S+<%u&gX)0ea*Iy@m2PcgbOviM(} ziYMzwQBl7m6jBGOu}FnNnq~7a-ZHNp9}h;s6C!$ydA565Wf>EGOe*6Qm1UF^;@?F? zPv|lc(PP6OCJ2szh#qbJHrfhP5$Lq#Z@xUDXEf*TO_gPCfP}BEEJHF`Sw`=k9VR3Y zm1WFfayH>7_E|@5A}{a6Ueq4|ku;Av5jvFQdk~MFuQ2mO66} zHC97ZNLBEnm>!|V>MgN*LXm-+sIhM>GVm5^>>Q7WQk*wSrg{VSX|SZB;rU2Hj1xo%1u44lVId;GM6PVm{D z;qgOT?JGQfEWIn}hz*vc;gQQ8Kl9+D9zR}J=RAH%gV~!`1w0fby?46vN7a{uOGy@z+JIx6s>RUx_w+@E|xKu=0B@*LqXO)Ndg)%zIJmt=f5@$riQV zj<361>uuH#p0D*LQ)p$?KsbV5Q0onw4Yl5q{>$mKoWKllRG>w(Xv`RHafRU8<{`kk zXxY7r(Nd}A>b#EF(UN_UABpa0^dni}%lt^$`m6xN6@Dax_>j!_kyKn25(UAJ1oj*F zku2sl!o9-}jreQN^5Hj)oPFz7rYYzxYTIkc)FPw^Mm?(4=Zd4?Hf77`Z(dE=bdC< zlaMZ^vMv28Sr5$lP!998`Qv*NJQU6$F+DwhJbd@f`Qwwe1bkf!Rg)zdkyht~Mc`tW zCNq-GAFmZip$FOG(K>%T=?MMXs7*5E?PC6TW=GtWKc11rFUcRD^w+apKdd!u{!#hk zLw`Tyk0{``FY_(^YGP4szJ{&*Th5Bxg8tm5f3Mc(C|_0s(Daa)i7_)zXB=&#SnKNIDSvTEMmU#6#^3SZ4=AFTR8 z=XD1~H){o3M28$jPVJAKd{f>2G|N`_rqoC^-&Ff|;hUna-{qTvtCarrgl}pp`q7`^nCzV6dVfeop?I}=`ZxtD5+NgFOrQ~;6*O#up<>7c#(WM zp5R4JCuIOJ(J~P-;zg3a0K7<$wV%*Q2fRq~5~u!5wL=7&3-KbOIuWWDsA*L#R>+_< z4XF88nnqvZ1qee;B#fq4M82-=-!8ckMjl=F4li=j5}ilrIGhUMIPfA>T=2Vjkw%$I zaA`KtD8cI{g*7~2v05ucJQjG7j_`V3B=-7tUS#|9D|nHy?EU}iQY+sN?_)M>dmUun zmUv%L4}wYnc%Sp#i6f&C?=!b}HY{P*F*M#6RFCQ4Ls3#s3AHQ&CnTKNBhfKlz5?&F z;DnF&vCb>;KBM+zh|C1MPoqyl`;&N|HX?*BBk(>}dxKso67M5f@qUhYUp6{bhKM_f z_ob8XzXtDHwD>#VeWuSCgldfxjrZyO1?sB6`>J}m)@%Xq(>qbHvn1X}22U~#6?mVw znE3r3QS48_`{wcJaLRAQ`;1y9hdVk6j2+In#{0Zn$A&`yFH*DwVA31lsM_QY3h*oX zNx`J=M#SPkjei~!&&WHg@tezYD0XTXQ4J+*Tf31Ky6%r<^j}(cFNmPn-t1= zKOC}g?0N9}3vn*@r{}kMjR7QNJuEAZ(m>GyDnChC)PqF1z>tVVk?=NxKf~HT?q60> zxImk*<`tO`9~fZ>U!hmJ?rgS<8+aA(=-pVYAKsGf5~hYXc5QZ)nsOk9@>p#MQD% zy^?LoO|gpusAuV9&Pd$FH=Sg0J;9HEJ^@WICgq*%A($-#L0rKef?zDtE$%`SIQr!x znlLFTCStCHty4+>fhKTv=C`8>UR=KME~Ij3O7JwF zX8ov0OIda2Rmd8or6g5Qq@^_K#0<7Gm;b2PCMf?A`s_e)wxGMD!nhzUB@Ld5VH0U7 z&*OuOz8l4w%KY2K7;`7J(pfLhV_HhHXrEZ+XfikRiL{h>8JmtzykQ*_2RS8wqSW63zzN5X*BTVQFSJ_n3*u7i0lho8VWPa~yedPNQg zUH>C6^u+BArv9qsz@1>lEy`oELmAyvgr0E@2jwu>{PXJ!3VS(+gC+qX=xHw}pJ$}9 zHT3J{loWF~n2>zLO&`eNFrN`VH-`huF6MC1d*CIIZeC}4|5tfNXt|S~0Ox_EcsE#~ z)UIv|EeD~SYx#0$Ih}(TEpFq@m5zoFkI8whjW-wIE5??CEJrKD*zzuh*m4#zrp;00 zBDnmjK=Q$fA{XoP-fYVpNdDsB@|5!-xpAWoJ+#J0tTla<9u_&&F6>f)V6xEh3OkHk zbH{F6a?0+Plk*;r8xyxp`nXW2$lcF}DVepbW1wZ0vFvp3U35|(``h}4*_&3gdu&wU zhtZN-ig*A_e-S;>?XF`Z=nI~MU^Ywf9M2^aBTw4_hP6=;ctAJHQ4 z5(HjEOQ04%cQiu@F8%I`~CApkT`-v}7~^`zRA=$!J(5h@d=J!~@V0 zJ>a)qx@Db{V`lZo?Jdhn`QbV949;;fXP(aY0+9QtMcUpnfWl7J%JZcnXP)+m?0yNP z_AYzN!B}Jky;tYVMs_%DMTVJ2bE6wZOvv+Rh*KnoV z@FW``tGLqbdVCI7nkX`YD;?SwE~R!Lf&*}+RW~;OKzfGfaitBl?Ja5J@5*ybauWz*-#$vf;j1P@4kNP zI!wL)2DU_UgAG8Ka*cOS6h2kMx zM;?lYK-L0NvCe*iRr;JcPHvq**S&Q9>e$Fo?~o%ZMTuyUsxBItH`@{7&TWz}asVqR+Qvc8!Rk_BXGbYNnt|450&X}X zr!<#H{0tkUn{a4@1Z^%2PWIiKY!K??g{l_}%9~6K(gt~cI=XRR^sAcRE@!UBt(2CF`Cv5)JF?wc`hmQuUt^qB#P zeYvoaHamqQMxND$$o{2g|A3f)qey6&Bo&nlj<4e@kiI*^(%=SGaAvm~teVu3BthMj zgiyac_i4;QzWunAk3#aE?3gCLn2H<=1lq+SMM5Fv2T5UN{|p@p6-SP^B#h!uwn93T zqKDs-lvQRT1~Dl-a}Ldn79Z7eXB~aAkqPXr1LeyLaB)1Zhygek21^|ZNP>WN{xa~W zfJ9!p>~$RSG0(@*OMh$D@~hGSeIY8Qi>RDN#XQ&6x6E3ucH?g$1XPSJ|RyQugVp`NE-@vQYvczLA`$<5ge_qLLwUR zhWQz2=3&jbqz(apvX+0cmebw(f?%n!th)U^>s9>ovzA|9rSOxr{HwE;+e`s3%UW(~ z&^=tG@RPM%KKjX8F4y9Z&RRaM*F^jC>$8@Rdc2(aks!-%NSbiUP1-Lt{E)2W`p`gY zSmYTaX&drS*7D)IWG!bL=?}$nd5s;-8QW%RL(UTYaGVY{FFXM{C< zQrZolly-qO-Y2EqC#9WPwA9w&lhQ8SAEcc_>r4C=$2Ro_j%_ECEw95r_}FGwexRSf zCb!0^W80ju9DedckL_ycezzUlnnd`sk8P8mDL}gFHyqn~C!9RClLiw%$M%8=q(7NR zKbc77;CwQX4&OHuX^!P^&>VQp&#yh<^lU)rPwZYs(|GqXEMFa0fY`m0@!~iElLLk& zi>1eSZ8f$#Y|2=a=+y4z3z~K>GyKKw)tA0==R1eX257@__nHbkj;`dS8QowF4cMv% z`Exe3M2&IxGTLd}!+Q57Gi~TohTTicN9|dIH1_gAHqUJSJ9H@bKUazeL`IQt>frMmG6(%E7=oKRfWVR9b0g+a1 zDUk$E$Ly3Pq-phJ;QOJ2RmkEj+w057rlgCU%*mNk6tuphLPDkyC@!ftjntraR=G}f zYbUWj7MRsKI+(r#=@;;HH<2oCXA{EsXvPieK95H`B!ANo>wdYtIIB<5=-%d^lUaQz z%qSTsPG|Ko8)EQw1e|^{e@|XKsaHwzl(cu?QbcW{=bo9>r)n{p(myJqHs@tq_ASb< zsezHSB-^X}nw+dwB4NvH?`T~VyI

3KaYBgx=LB3LxeEmF{|L-obZAkg7PvLfBq#vX0VQ4~ zyj;6#`iDV_(HNMG&h4dA@YZdP-i%vsh6-2KN(^Sl9|0iysLV}=XPe@i+AuZPzC?># z8>10bhk^PLc(Uuea+ta;z;J(BV1Fa<)VVk=Xd~>n0qDo4??_@Ru$XcZN=$u?&<1}o z6T~|f3rEyhfBYdl4r!rG_L~il7~>S2v>V$44QgeqY`5 zewwmEI2P0KSap3lbnxBa$M--(-aJbZAM}3RQQCT+TZEHd&GOwR-ol?O0lSio?$8I? zGP6{yAeGZ&NKVIohQZHYkC1+m+i8Bd_J(wdX7j{&w=oXM-4aZapto-2ADh>egQ}I`vG%WTkbhkyJ;jIv}Bp-R(X;3)71|t7zV-# zts|CtXHuojLpsMOES`zlP+jfIu#xjk#VQuE`yCuoHVGGx&>uC3D6+5YiI5)R9#xC9 zzvC#e?kO;6ouYsoX|zuaPg98H9<_MdencOAR(1V6+(v$}%EYcm8@ubx5_BOwCP>e3 z?asCOl;jV(t}TxF7?0wmcSmPriS?zTfot)-p~+YA_c!G8=He3Sr{uUZQz_ZqbP|2q z>LDc}tzj+`kh~xpi{bAe{y6kE?LaZ3w#Q#zJ84SZy1tD#Jb$V^8Hq*Vw`xwmy4C?ovNJ%b6+H8m}=lS+6ALCT8 zf-W>ZQ4aC79Ie?Eph}{DZ*Y+8x#SqC6QCGD*(gu5H*lT9j^j&|(i!be>2?USB$2sp zGN!?Zr+EEfFToNNKl0NyNaB?n%!!L|b%N1u;a8`e3uzJ8x;m=4>e|PwSgK zT<_d~G^r;mYF%OCom4(>TH`&$9IAIlRK!4CTa_@A=A{Xm;&da|QkbDvuDKS%9;SPI z+4k0s+$BEL|(uRC*1nNvJ|yhdll-xHR8mZtjU90vv*4`5B=O^Do?N=41|Teiu2tw z0+n^b%P)kI8lz=TymM~P`&YXSg&M>W_D0@|a=YUT->K1WS9t42{bFRYH0&aiIYq4I zo^Wgy-55R-$$0ZLy)?I{{t1@jR%GJkskxl>d)s$D+WT|D1Oe8h_xPOz=~qmoZ(7cO z?*#V?5BKUxdtpvluB0;FLWB7mhqq%dGAk@C4ywi4UJy|AnKbi z_%(l_(+wgurNy@FEmUc;XnAe`;W0b*HmobxdOh}_xgSpCzE`|80l_iXj^Wu%QxbjH zaMVDmLN_`pA4Q+eUmJmr|DdGqPM+C-)xta3POi_i+{MlP#Q*~{dNas3RNz6mWZb}Z zU@OjC8Smzt<9$^5F&rLOX|XWzME7iCW<2WqMyAp^X!mD8>X?u~I{lgBp5H2}+GD?+ONR~~g$g{TpN?L# z&O>YE+XW-P(XtUjXa>05m)m+ZR|^0)-vzeHJk*rh7+sXisf_eAG`oHY?YoX>Ml) z54uT`x22L#ZqxtZtlWH`F?-DMk@jWGmoE)D4sY*SKfCv5zBH@3^Bl4_A|B6EyX+_# z#Fg7cLipCP$W$tgwaW&@nOLK1-wr=!JLoKTm`8A19yz^ZI)=V-LdBUF@hui?<2MIf zGcaDUSk7AOjt}4Kk9};-9T-q3squ%}NVc(U2<|0MJU`?ZVF|IioR<6*B>tc9?v0nq z`?F|f`e^I;FW2z}!6dDpIy>b_m~Vmt(WFU~*F-`c;r^uu-*3Se4H9pmMyl<{N85>e zpYP5PQ(lYNcu3CP|0uIjtxGFV3ZYf1bnZ;(Cv#oigpEUhVsrG{pX9zDDrh5LitCmc z;i7fe`UYSiWE&DQQ?xkIw}SDi|C7>%A<%#ZY|{`miWhxBjDLnNzP0fa6Pd(EAxLpU zzq-4c9}VM_UVY&6?uEmj@syh}3g)$z*xB3K`-}H}pYXcTlZ#qWqA}~Hi1Bu~mQf&H z3m~zo_U`nGj~^yHoRW)-y3K_N*!+4<)9%|7zV$cDHrZ8$xz}ra_~-R> z9U&51+1`*=%d^b3&^`3}ZmhV~P|kc#AudY#KNhdO?$s?&$D^nQ)l17?u8FKa<>nvN zjEH^vlj2LmKe!gc$-rwi3G->{I2oY^cGe8xUY32*aP&S}q3~;}XE9^+C(9lJ5D4J< zsfO#uz&!^+YI0YZtmz11L1vv%C7;?U%GO)NONdI3JS>Tynn~wd#t149kEA4eu>6DQ zl70;s$ibsKyk|ocP~jqxqgy--aqgP%BJJNJBSJDPZk{|z;v|ztfv=#iGOwhn3)l|V zA-CkJOcfsJOHSsT@Q`#OOAV8nO)_?itVUM}UebFiJ4X%?z2jnh9-I%x9RFIlMB-?Q;57qFTRo2qin>t`C#kDHH`ckEj_Yl;AawJ=+579Jtc)65M zWF#SwjMC=zn5eA%9rCE&w%yMvup}(IcI3R6T8TbBRP>U?)g!O*X+98L1r+n#t#;FUB_D{5o*)-#u zF?#3H@rpTwV?xUs%~V2y_ZX(;L1h)xt@M4M2eRJv7FvB(Vw4rk*)i07^L|($QpKPI zV{Oaq1;KKW2V+M5bYMXrC8F^QZ`R4O@_Xrw5&MYt%ej@&<_nQ#J?PkDaV*LB$uKzG zaphB70hsCxwx@Sohd_^PBb5sQ%LSd{_6(V;X7kG#waeRg)ShAwu2!x9DY z*e?Ruw_-4FPO9)l%Hf0GV-S-VcSXi?6)=2K>9pLZcITn(!t z1I*l0_xur&I3OVRp*#g3fU~Q+C(U{gaF~c%*sev1Ntd$p4@IBvMsyom9M(Ssr(QIb zyfk*&aAr#q3;d;Rrv^2pGU`uxg0Yu6pY&iYg|DM`-OCJq;hE@qY(I$a7!?P}TIo)W z086l^#Y;@JH*#(8KXqV~D4>lhwP??r{Gk20ZmUi$^Ye7wqYTRcQJJ{Y*Hs3N-e)X? zWaP$PR5mz!J!kgvRqg{?x>K}wQh=kJlgTJsGhT`nQ`Q11%N#osl9dK}**bfrrMgBL z_P#p1ktG++Rm5-m9)6sQFN|^@WuYVPog@Tqx*xKCcTn7Ne+cpy841!l&^qS8Sxk*Vv1Y$KeU>e&1gII=cNpGh_78aGl{!GXuVnBVxw+VPl z(II_&CV|(JXY+A^>>hrB)N@I3@(QBf`a98E7y2`2ASnXW$1RHp{g#E>vI5QrY6~F) zV^&A&GzL_LED=+5qdTY8LOLtbR#y$NYi%{JE>x&|_2HIe-x+_e=-)iXmgP9TU8u`U zx3toAY+a<`FP9+U2(od};=w1UYojadx&3YfknNd)IiMkI?YO~bMgbmQJM~7f=%)Z1 zTOT_Kv#soa=84ja(hIALVN8ZR5V1vphZ^8!1D50>)}FgT+l(&3H~CZ6n`Q)z2jq(n zh_gY`L3*#P*yW zgatqrqh%`o!y@+u5VBoQl6NZpG1QWp0rqdWa9K}tXQ{<>JOHke-LS&AbWNj7!I zrrfJlk&_U8E78Uu7T$y)P_&M#kRk>UHFfj2x}z{2B4=(4FsWwyqB2BOdXkJ;FJWCa zoC%h1!Iu1_6O7Bf%CNMm@PC08fQ`n?oC0De_V0wcJZ+EO0~3Re8$jpw=C%+wB4<3) zeH~rs03rd3S%5L~SN?^cNEw^|LerPmYdEBusJ@-~^R8AulPFk?jzUnSb~rk}TCK-b zbSdcZX@-&}V&~$j=Xn_aYYcKp0GHbk{DTSr@#^wKMhP&LSwLmcjqfDcL4mT27k_G) zjVP+FD4d&GI=KYGeRKgD=VLmWzY!sc!Z$4T9{5@jhm_mW^r zz(_C+TY-6uaX&XX^(PyF1>Jbq-zZR7771@smO!kAa;p7#-eF%t=%~m^PkD`qLdfLY z=g9`R;HKoG*75|e(Dy3~Bt{N!VdlID3bL6Xv?}4SR^g5K(XEGmcU!D3@jav z7Lvy3Uw0ctXQ}{pz8b(+YIhw09qAvHVkJ-fPWz;L|ACy=Lw&bUZu3QC7 zBzpjym^RTz`RzEwGk5zpZcm&_k5W|+3`PeD8SRekHMluCdV;ln5N5;S>@zhHc>@)| zj8xVr3bf~>=J?wb+H(2#d1N4|yOW{w0YFm{$tt79m0Q4%p7Bfu52;H2BGi>oyl_{8 zbwPm0Sv6G1N#VR%gB1jzgVo_BCCN3V^X~E|3Vw`H%6VF05+$uKs8fsnhStbWDr9NF z*!+$8MAuCvUlSUr{4{HM^(W%p(%M&30dhS87%uuH4e?qMrqM=fFz}N>Gp=Z0pa$F; z0z7U7H#t_Wt`vUq+=olJnk2!v?(nL!<1yV6>6@80*3-_M>pH4Yv Yq?uRjE8^bq`46zC3L3BqIrEVJ0mXw{*8l(j literal 0 HcmV?d00001 diff --git a/Practical Reinforcement Learning/Week5_policy_based/nnet_arch.png b/Practical Reinforcement Learning/Week5_policy_based/nnet_arch.png new file mode 100644 index 0000000000000000000000000000000000000000..ee27fba2cc69ebbfbe7e4a6fcf84c42d5834576e GIT binary patch literal 121515 zcmZ6yV~{3Yur1uSZQHhOo71-4J#E{zrZH{Xwx(^{=J&kk+#7M@`%w|4*r?3fxz@_u zkxB}Z@Gv+qKtMq7(o$k7KtNz5KtP~4P!K>sz+_r0(SQfgj#An#KtKpX{~f@ovkIhVQMdaC+peX|><65ybyo#Mc-^_`teb?D&3pO@Do2z8yHo#^PwLkeKylIry!xkP~>9;jcmSfLASF@q9 zTnqhEiwW#3Ot0H2e-a*UZ0$=`0ADaHW~WC257Xv04xT9_Os@Z$n1i;%LW-D5jacmK z6c&D{cv>_r% z3iu1lLbl{++7X{JSu(=tL1F!z9Lr^esFBD7zViIrQ`oL`&eM6EuU`?(3O|=n3CN*i z&@9DJfi^a9w7h$7?nb=Zn)r6rNp}u{esmUgcKA{c*TX`IVGu|;qD99%+8v5cCVHh_ zOmTg?k2G-w6nv~NP*g`eC7Od98=d&kFPmg3jH39Ni|I4j{R36QV-B+oINl5(ZN)k^I%TtG`KZ&OzY}SYxwbEmE)t(DY zn^jXYpoGNR{0!2e1uw$6?^X%96PlHS-B&s0y?$eUd+sx)wbXm0`;!5*3rYFQJCm9n z(_iP?)}*zcT~FasCA=(af?|hOTqe}Ab`&f(o>ap)w4jOS&0}h!1sq}HoY}uzBtRp2 z_1q-x1_IMuvj#Q?_7J+X&djzy{YPJGEPQ%#eWz{B7+* zjCBlECNcSSI7mD-V7^p#dB^#NF@R&wcOKk+987((R0i->(3Zor2H$mmS3GF>jbzcs zXjFL0cNLAnSy!XAJAqb)U|e8G(e~@@XDymk@&ayJC0@-UB847mmkNcBaRaPC#2v0f zBd&uuzyd3PHOXgPffivso-V^&SauM|F6r<>dMEf8*F9hRukp_t=(4QQYoE|mDnV?l zEM#)ju_Cp04va68tnn)SGg!L3?Cf zzua>3-h+>rzoOM?f^k6uF~}jZhVN16K`fme+fUp|d6>f6XS`MLIWKF)X)f3+K#DpZ zIp_~dq!CLfE2#vOj0qMgBuQ@kv1|Fwxf`&r-F_(950IxX1uKdhLDFUa26&=#7G4x9 zMCR(Exqn|e+sn8(2}JVPQ|Q-5B7;FcEUspTbfNmm;xKJ{L-eT<9rQ*2DMb%Lp<`Dt zAeyBT*Mb8!5e-w1(5}0E0l#f(3MP#V@2^)R+PoGctmOn3bQb+*Yz^imK`nz7g`g$q ztb)}d?d|OSp*3IfIYkR*(s;*x=TT8ZhRhzuSBy46nl#8n@yW6X+7f{tWL38j{|eWj z-fVgJ5~M=~t`5~(&4r!WQGg*6SdLkaCe0LsU{#)s zwNMB4Tkn~;1vns2C0$PD3`>!IbaOV+DFv8D9Hr|fTZV7mgTfuWO*jc3%Xb9~?urz2 zWgVefaPMtI3CQlO0!8)ubO8?aArmQh01nmPUmhOw;trU1$jpRb$Q2q6u8BdnERixj z7;>Nj1<@W0oIQM8$GJ0LmimRCOP5u!#U0Jmz0eLv1OI_TGGu>dvZ9p z!%RaRcg#9%s8xFCK%G!N8gEWI&2R zrboj65{O0l{yp&s))r&PBx*0$8s3~A9UaBUB(fe#mpZz+=_~%I(TD#jLMc@`Rs)>? zGW|;~w++3`N}maR)ALsxN=A$q(P@f- zV2b<`mxao5HxfeWdREY3TF0wVR^?4%flA5ni*6|Rjy(o&2270fBvV$Y{_<5ZblV-t zse`83nQppDa&H17t&I2%w#rUj;>lNve$(co_i-w7DrScmL&a{=WBFz&7HZucWW^fK zo*11FXN2(w3&<|Crnmx*WU6I~N|UkeUc*9KQ%tc>!d@dJQ#wHxvgVYfeIc<&-1k~% z!B>4g=3iIZvENKL9X}|({`;H(2+}#lusWrt6y~Kc{aSEe5$q#FRr5X5iP(=3w0ol1c^@o*lpwo)@afOf8IXc+mH{LOe?5@ywz!K>;CZ?y3z$ zK@Rw|J`C0lQEMP?-B%2}O5|1$AJ{(Apb}ka5D+z-ZsbUfJV%97FmxixO3;nXVw`uN zFnbv!EmL|#%#Pl3!KxW+mV}oQ07Ii8J`SvZr3sMc2|a`iEhtc-8YnO*sT5a2|G%)g zT#P#9uB!ikut6)!p|I(AavBL0)mWwP$McE0FRzxWa)ruj>}vi|S!v7Qi`idabFZdq z{~qN&JE@q#-$?L2RCPQ%&qj*x3bLfWG?+;o39IM0CPJ@s=c^6>0U!oi-LNQl`SwuiZ&Wc z^x45w1y@I6qndzIGeaU&DqBwzW|BdY{7%Mg14{IUe*B1Lj(Er^v+G~7YSZypg+C*=L-eJZ)ILutom&CQ zJLXvtMjSD5WY>j32B9L zq>5u@6*cEz;2HfHd#+5@Oml+aAX%mjFXF$X>?O^CD{iyT*iaJ*rV6A z5mTGj6>>-QU&;6+e5JA&G99A@eKUu+kwTPGEJ5uixszN%o=fEqq?T(RVCKMhBmBu24yIq`S~CAJQ_(*j_bkqY=3QdRQd0nLi@x+@9fsTM&6Y|iDL7C zNA=eAIpf?h9@lc~4BCy1bma;~0H$SGi1h1~{eh64h{5$4w^LQY6oV1oqcVUOsX{`l z7a_t1#h+$tyCP+eJ>J!!NhWO-E=>s5!oFXm^;{@WAyY2QxKnrf{jcSlUY$C+60qbL zoBnNh(?Kp7S1ui^J?5+}7LU-GmJTb&;&UTnDG>SJ<1k3%GYd|L>ulv93{=Zjy4OJC zl@+aIXIna1WMiSWxc#tB#MB*Qt2SHsjCIRgBaBful~Ht?SU%LUaQ3qcM>dLvhH-|e zeg|6leAC4%^X4}b-At&Z`eY*hf?9-)6OVYwqFfYrL#fb*4yy+*YJyfo zcOeETusiqg7S6^OWX`?gwDn_gJ;2}}XF=Y_-x!Q|`%M>>LQzNw;{@yaL8`FG!`IUF z)n12u!kb}d0>izSK2tcd-Y4ET$^3%xI|O2=-el*rQ}n{k?%eC#nS{FNFaD$|)9;!h zCE}diT(dk`&A*GU^<3X}Zuoogsufm)(Y`DNa4DxV&rJMqznltAM=@zdrbO4?=+o(S zIo#HptYmeYES;VvQfak2s`>0Ux#Hn*Ib!r%?Q^sL+K6Vd@YtV3x9%0JLA=&}An)NG zC<9CWS_7rkVrnS-L z;3d>k*raY6h%p$~+J&?NU7=y7-Ke5-zG_&!iX`NVO`g6uc?0*0;R50G8ovlp$mMav z{+gW8A|N0*IL)Ve^33JRry2aW(=#`)K=93njDHKiYPj1k?4Z?l3H}#}+o57XY-B~P7oHl#vL7KSHKiF+(6izLz=3dZ|ulgsVKaRD7l)(Ikc4PS^#I1CI7 zVmb^qd`!%;bYwHBNc%e;CMMLyynE7k45U$hfrra=*q-lZTHWVqLlIY^kXSuQhthyZ#&QVf zr9qsK1B?!mC~Svb^pqmdi@}(0o0-}o8SnX!{+w0Xvhio8{3>3+`&S0`^IWvUBuRMc}fu*9y=h&NT(_q?)!8G#xKkRs^3 zM2PY5X$A(P(bqCAMe9FQ5XWiIXST5(49VFt^~F!jpS{OF4xvNGsKJOS>9{er{1(~! zh9~M65-e`atB?K~&#Q&4(}-;>&oE;$c$uBrRiz|=y@KW1_u$6KxIKlI9;R#3$4f~$Xo!VyHO2mP7b=FYi!P_Dz zBmY^j7D0S$*!1+A-QN{RKLiZ5@`EXeRVvFLj6^l5nqNth{=;DzNd1EJzox{ZM82H^ zsi~B+ut0R?DSSyNb`UN)8tUJm1ERX9kG9|GeH71W&vo_Zu|h3POc61Q7kbOk#_b!W znUj&eZ)DT-CYO87WZ&efcEoVMD!;Y^dwiFYvb@vNhdwz<$v?8K@z4E(S0uIQrLm2_ zMpl+v^^Y9-9KAkogTc=(-f0U90unfr*0PS`i+jquMdm0oJO88y_D2f_8t!{NQ^rHi zF;G*N?QAddYN=t{|6l|Zo2~C4U@vwi0a(j~e{h)Wqut7cZ5$ig z8@F`)0Q4K_qMLyVMASMhSm}Dv7f>{A-2w)L)F;h&FDAs?99?^!kCD%w$z6_!4mKNl zvnJFXLfWMz^#xHi9E)25UGXzaq3uv@ub0R2&hoYEWklEE?GePA0x=Z@!p~bXZ?~A` zH=zOzcjNU$Ev!0ya!0}q8p#?7oklg0wM>sH6q((U3h{yu#C*NUXd@lIi)`L!hz^aI zcMh*dO>m{zoEpH`yQ#u6g%~jXF{aK(!I%x`=+yj6BE+99`|#v$!t`h$%7jY9Do6vM zzOoPYg3^c3tam=qYm5wS?vPlrv5b{A!zq?PXYz(`(F|@f?J3SsP@G$g*j*di> zx!K!73EDq4AkBnapia>~aP5Zk=f>65AyW=SY^`;!#9;3SRO09POvNnOq`(Q}RzNb34+bM$m+`qkKE_!c$1sn!uwq_{Il~Q6a)?$#p7&Tw@ z+-J|?A}6)jby~6X{?^^u>qsTrP4m|~iOK+Vi1+&#C2lD&o9-hyw|sCmqv`0&f@c^f zCry(8ed+Yl3o}MV@*6=aVeFv?&*;=WMBptExFL(q13m!d6|*P$(s*pGZc!kYc)yyA zpAZrb1zOYHQ^QvK4{(JFnJU4C&Vg?UsZRz(08Yyx{!N(w@iTZwp{WHJJg^)Q@Q=^& z9OBU^Lz($r*TOkY0BPTsgbFz$s6l}bb+0M)n_QG4C$Hq>y6(P4=6!W|@X9{-mFyrb8_n8Gh@2&e`q?<86DrE zZ+9^J#6=kZ9}zLHi7aA3eEHhcT8U(?i}pqnrTYsO!(gZ6@IWfX99Jn6ssyCkwsCXJ zOo@tR?r|==8M5*Y?6Tgztaoq3?K^?p(i`bGbJT5!V(rdi)Z?nv?lvEROxnVXCre<5 zduy0k!G2<>2f2=Z06-BRRNQAaMs^YGRlURM3DYqhdNL>6p%G?3X}NHLE?WR;{RVe; zv4(ncIxznCcr9ww%Eep-p03Mync81O-qa<(V>DqI>36C1{`>PJ0H2j!QHC@tI0OzY zz$A+y+x%cbK6Y;oaIu}RS5VEM?!$CVl_pSvlAyp-R%hduRq%f&{5jL2=D*0x-(je} zRB>9rh&^`(J7Mz@B32vB72yXPz_eX+=~SMj-Cm%*v1BPng0VD$+p)~B#rCUI$~a@qd&1_e*6Ntd`GN{UUSi58UQ(FEZYjHezE*_j73 z`%n(&1=%$rWGV#cpw|Z9GB=G~%tE726IYsx%8??MCLU?3Ng#9hlnBjs ztwKdRR7P1eP>3kMx?S{*I@Sh0lqO{uQ|~|9xzV35dvbEpUm=PJB92-7389mEo@n8N z=2b^eBJQnF+G~(n1<86XKacms$7c$8t#f4cZ`Zc)2sXPYrlQeL13s4dfq4Ff9<8kL z@r$Bn=IWG>vp71Ce1v5w7yB~RAO}F|#((nD*^2fMn9Gh7vy_O|(1w_Biz4|u7*^P4 zs~y2ZRD&(fg~4pZuQ|dZ*y%7zOF{w3fdyWsX~8b0Q#^$(UnF_(sMc|A{Nc1=*Gp{# z#)*?rz*caMQ#m7TJrD62n9E?uAJz#^Ir1GLyU|0{2{)maj!qTk6~`_19+wHBlAzC# z5%X255Q*>w=JANPr`P~?Tx%I;To=&RK(to$1#-VA!PyGC}OGHgw_72lG2fn)`J|MW}BFb`nbjGL0zCSIHr3uM`E@bUwg^%J22Auic1MpBz5A(8M8DRC<`KVe*tziIhRc z3~Og1g+rx^M3@i$vgtKf`^y5ro{SQ464qL!ZI1>RGj}D@Ux<|n4~qZcf9q2}p+pfl zLH1xlL{>o(Ai@c3!lZ#jQdx&~q)x4rz~NThD?dH%^}COgL?;kRD1kNt0nH|VmI=qv zKGtFS&Nw+o-zArDQn8@_%jX5l#=ws+J7JUkLwbObk_<6x}Sfn9$2o4 zoqCa3yc92jBYg78^mS1RWR8WK%C;ZMLvmEZJvg3Gs%WY(yjHWj%U#$7k6hl>)hci0 zFRw7LUZWz%>@mTm-@by-GlcI=5)#7?^qNaP#;6tqdDou4F*13;b+@~{yQK&@g++cT zMEKRfQGgGo>>}UOJNPVfi?#Tr6qyiS%V)M;vaT|gCca|6!x|2AG7QYeLQ{~P+1V&7 z{kpw6INYfSs@;#|P6y58M6&8*Y7r`-7*+6W235eo1L=l!S#5B)&1{wPy(zRSyqbY6 zU@jYLYjq?pBx#!NOIkgM-WXWFnaGs-{ED(JmXY(T*GCM*ZQMGzy)zCv{B%T?ml@CoD8HGczkIjJDFF z&Q8?Q<(nYGB?+E#kgH+O&WJ~EA|Yz>X_ZMKBOeN$?Wl_`dU|@EsV7;COCStl!o}iT5eTa+ zF40Ep5!ur>C=`sjn)bfWqk%+KazW8Z=oef6xrLRehZFhRFsunoU8g;qh*UB5i1!)=jb_SV8sc?zfP`;iP3G;HrV)E z6_}7l>t=W))H3@iofZpbviU$5$wy|zJrEvM9kkoWDwn7B-&TYhE3~Ib^PH*}+ ztm*}M`gpd8SvF;}Qj^Om+Zi)~OGsEdNz(pPSY4f)K@M6tYG7R#=TekXMzlRs)EZy^ z^Aj9#>-kIHbG#HHvC$pbE71v*SmKhJ>3QQT^2RayQJ2UokPbVtubDmUjx--VfhzPB zC*?_oCm13OA#7@P({{L3T~e0pVt1{+fr>P45^ z(^FtK+;?}`&lfS|mR49VK)BthmamqVvZiL!F+q{d?LtQWEs1^{|G4MZkLIKXA@<$? z7rkY6J7Q$1^rR3J7zhG8lJ<4Zew!8WhrdS4`xw*;CV#Mb6d^YzK%Q8@U7DirM|Tf? z$8zm)B!5-Q)=;EK%~IC2Bua8HhZ(daJfN(pWvn{aw%Vy-FVQ7N7<%gJzX|7r{})e( z4Lv^N2Y|%zHsnXDpu&SkH<6Yt={1Ikkuuf;;aBXTkfLnZR2>SRT~)3cp%^M=ah3}W zzG?MyCn*G$X6DyLu1L2)aok@a1~<`Wqe3N+;e*JgoyjuAXE4c)djaZPu6Jy}!6Ivz za#^xJzM;$MvZZE3RQr@###<5Q@L=#ZwVw@AJcdC=!DF}wzX)Oxo{6^(mxY%=n%kT* z>2v&Oe=>Qxo#tsz>@Cw7^xs)!txDb38OPKrz9OxBxg|Tq?-9Iqqz;8s?1_-bAcaX2 zCr<%|26d+;hN!|zplm4ZF@OKkDs09bQqM`5Ce}RU{7mPtF4Hw$z1LjA#_!z?O|{?( zdy=AiP5I!NFnHW8sarO^M&5kttU5s_#iQ z8z4afS-x^jz;~?Nk5mp6Gl{GK{2>;LR?XPes47+ zRi)nqg?)C;*#`(#xl+Rorr+&-cYn8&_yh^3OF88j#eju~Ia$Z>HH6m$G?i7%?9uj0 zX9nR#ltI4c)thQhJhKUAv4cg^vT}|ylIXpb56@F!E}LQD7H-i16UAA1GMSRx_MBdR zB`GDRc>w4^P9#xji`@oCkeP0cEmacvoD>!GJGxaY42EMaJH%45r(iKEUx{IH!<(N9 zq0-eFcf^+( zHlolmyG`0ztu&y#1v(wh%Cj|o+d4pGR}Cd($5aVaSd#a)!f*bTX9{7%qqkl?~+$kJG34;(}0|v((A^*}t`FBI91w(C(Ni#x#s# zWa5bzTE|eYIf=eg7woDF*o!1&)mt zB#wbR>W3~Tzx!!-Ijf9s;;3fVe$_yfnjR22F13Dmj?1WaI zOhEaJ109E-lOlpjqOc@G0+ar4LO}Xq$U~?kzqfQ;4^l>{=RPjm=LYrHXK5y1>0YI9 zA}$1Q41c$5t=~KhTls`RKada6mD#tMm+X}5g5t2mz6h|T=pZOz2oziTBwPkdkPs5F zAb~u49?EPNl|ZI+fiC&!&+#>297j(Q2uqWCBdy#02%r-Emu^pL)}53?Tx~d0_x&?H zeyYs&b#^q!%_Uz2fP88h6t=S&FvG{A` zU#9CdAvC(exM2=8lDsB*E$^l`xShj+ySYW^TkUdlhPoFYo>7Rz{{HOH{Wt_k^_6f6 zFu)6cO|CXVw$!SvYuq!ZGvzsgFnrPi+tFj64*!X-GrL;5{k?Eb1F=C&SIffL!J%DE;Z zbu?fC?yJvEFl!L1EF_%Xh}^J%t{pED|K9#8n+yJQ??cOEBl9zxb#Jgc#D=cxhg@@x0osmEY@XD)3&P5Jb`{8v zHH9{Rl_(+N zK`4xv=sm>$^=oXf-ejSBT1zr#WN()`&%6DdUf&N5k$(+DQWAjmTh`Odi~C?|PRalb z@Sp5mUS5g=GVzc>rWkA}(oCe-`>pCOf0{;ps3IDK{)g@qBnmai4Ly9N%G zd_ps;59?;fe7XDY^KMGya2R13fDxCk$bk9Fi7`w+W$fBG6}j;bGeO{!NKJ90;+))h z>Xg5_Cn$Yfx;&&CY-{tFKZ7Cnr-4@TMxFP!eq zgO7g2o%o9sY+>hAL)nDQl zpBD&aB_HZd{1L{0*Z_Qona}Xz5a7aZB8?-{3el?=owP{D`RX^9WCM#>B1oS8P^jt8 z;oqC{iAO#zq%;KioMB>^d!&Bl$FBS;o?SSout)iKNl2H63>%91ziie0=p@Rk z@OodfObVxh=|X96n_zul!VK;&pjt~U|HWDDflo3}Vnp$cU@C}MF^;>dE2>T{$Ca?8 z$Hw_;p@bC1Ov9iW3WiU)P2jFpO`sjLFrv?83ddga^bZJ;R4OK<2yZ~h&t4_$p--;y zxX&XqFnKUDqHQhPyPzV7}u{Xwsv#Q za=BoG^cg&0F3`m>xm4)zayT{=sGt&PoJg{<URg>*ar8!{V;R2uRpkJ1vaoKn^Zt#ihhogk|9 zAAy3lOW-k7f&x?IssI|0i!EtcL0YsfAZ%gz8zTCTKlc3{{pisET9ZV(5mFh(5Wvni}e zQ!qWe=xRJ3&2%-?KK#v;lvDaBHpvnplH(e z=a^lF>91_>jNfs5pn->cuf??BpmPM~ur01}GC*o0jhAx!IK%;K~93d^+^L(*XHCLA2Ji8eKq! z3odb8rFMV61pQ~}knwObN`=jS`RCZG8dQGcn^;WJd29BkvhiBBUdMh}r{_O+2egqO zH(()Wv*Iml5{gYB5Hn)~z)EmJY-OK0Cj@Ny^EBx34(Zki|MMQX5#7(nNrmo6p5jUTMwD7N;I;Q;57I#I`Lp#tLN#;2#H;DTzYC0Ynp&vpCRf zP*6#{huZ(ek?Vl}M?wR{6eKeF``APxWX@l)*}QGuZ zBIAIL*R4EC9B5aBl%k?S=NV?d56WtUz^vTmzjMKuF6gCO^};29l?iYh$Vz65KD0pR zCHs%UNJc(6Q8?hyu`{5J6^*7`>n3(rjSo^(FswvsItI7DI8D#nrkqoo++I3Hy-}56 zMvbOAgEnGx$4$=EfnTOSSc!;(O5#Uwp{;Tj96L)9f1R}%geu#5r{pvYkH@-I27jEN zpFO88w_VelKDbrquCbgPdh>EZ4<^FAA7fb4dC+w&2{p*}umILI)4bm%WGY*I(H(Hm z64QHQsrkE04P2Yq#-Q-&AEKAKimP2}T>=p{;PD{PuI0v5ZW5-v@ zRHQ*AlHW`yU5IlQHc_B%n`(Q3=ZCL|0+PD@gGl(6SU+HXX?O$2h`=2NBZ0cTLN*?_ zr$=Xq^2yhXdTxz@7#FLqID`0j=AhH&1OeYJ2z}qxn&gUPLnFe8fm-}C`0t8%2;0TD zBD^j1LT0x(#-Q{o0xFh7miewZJ^IGP%cee2(*|HQmP84*NsKW==X?CB_!&t}_HIFhB1ION9$Sn*bD6d2KQBT$E;+qD3KN1hZO>lD`s)LhG7|qCIxh>2 z-VN+*>q!c})ZTlzBnRYtHs?VurE;eTzg=q!Er+k-O)SRR#3R`lN>%(nF}iPNiMIA! z7MokizLvJXg5N9>A`kfnV z_n<4S76|`zC+H%2`IqyIDk*AsE}2b@Z;pM+k*Pv4or1oA~FoTnIU6@>qW;b^X-NippW`p3Tc^`pJlxX;V2`9wUKN zz7~M~ZYO&WNPTpc-3$k2if+)ah~)*H3drnHGp@`hk8F^~F+7qDR5S?_J(HoVvtj~E zu#}cvzqsD0+tl{6Amv49k)yow{TR3eS@c<+)iXR>wf&i_I89{x4pbKn7*ezQ*hYCY zCmm=@OT$o9HhjyR!i7Q^yjyqkRDuIqnVg)=9G2B9u`ysO+F2-m8036Jp{IMhaqagB z=Xoif5Bu9Q6K@7TK}bEg3&^*#)|Wpge}rUM_^WDhf$x5GX#lw-BOrY{Sawb7V!3hc zAdE#V$?xa2hUEVaDAFsHN+?6Zh6Dk%A0F5qfml1IJ&Gh!4+ZFlfAYXL9b*2nIcP?Q zbwYk5*#BB0mFtLlE!kuGnzr^v0sdk@9xp}rVtyH2hOwVw z>XH&6d*6I^oq`(BNoiV_0epSXl6g%(iU&au6QTkM;dQ2n`b)R7DdYfFrr0U8lYcTW zCeX+PLHn#hTzFe@C&n0u8e{3z>_jR5VnA$fj&-hf34J)entBMydU%LX1kd0;j2@t< zSiNyiHE@B4GrnyN)-Md)uQ%TwGg&Qoj+UG2`GSIis-iF%zkR1Nn6o+TH&2r^^zYoS zZ#JD58imXSaG-{{nkH|7Ij96>rxV zBf+vuF4yw%Jz9=cag#XGaNccx?U}f&J%mzpA8ptMxeH?|Cz^7}en*&Ti<;oYM91fw z6(x|eTH0XyD2XD8yEr==rq`xChDiHPZ3QCR&y;zzl-<0%|T^2xnL%#dP!8s-dFxn?x$qU^)YF!v<#S z&5}i_+=E&XBT7VA#gjQu3c*o2_x9t@f)%q<66yl%Jj<1Wsaa)DBp~!<$d*B#!W!=nqt*8l6UPM>ez{t2+nO{Uo{>vLw7v~lDQS;)BVigl0$$&rG zpwSUCd*U)ZH8ns&N*a5_F+=iS0Uwj|;aGJnE@zMU;?+j0pyJQ}krLOdpZXnsd;{#^ zf%bbvPyUqdT0xAU;X?Q<2fUjvOIZ?;9d|`mnklhsvmkvk;>v!}UEh}#V>}GzBdMCf zrs^A@5I$G!07(%luOCeOdYyg;O1m_&AEWV?Q{fl!jwD$YWnFTRIS|@&ZvS2H6cG`@ z1PujMzE-YW%&VR1yFV29SBrvx%dsH8>;5qoG&C>`QEzQWD5VJUd-HTqWR^OV5@9Lh z(#9ATca_IH<~12(*Z?A_cPuF|WA4{w#gi}t$GIh**y&i?xHtP~kicTfbZ37@YlFo| z@)j=Wo2M*waaKl#n9_mc&$sV$N5}WqR8w<915D8iR=Lwy9Nhku05(}?u4YSqdW!M^ zbyfBwm}pM^nJg^z(pO2KX)GN!R6L=Q4Zo83-yA8h)~As;t8Tlw41R)V_R0@ckFI9u zhv~D`!FkP1d~-%vDNB_USms9_fm?kc@Cz9Bop~NOlk_^*2dtNh;v7yYuk1sS{g;8X z7igx+uE)iHV7J!(Kpiw*boEZJPZyd-X@+P25TT*#3r2*;jmPE|rqOXU?cfzjVe7*B zB+tJ7{z!w4!>qMICiby$|Mpqyg?WIb=c?Ud_$zmLgh%1xd^^tbLF`gE|8@-hPmT6FxUL2SQgEb$;u~M-K}d zoq&fb5~a(?c%-%CbypHtqL>C3qWyzgR(umz<5ROT6Kj^4KHr~Ad=@LEA8^V$QpVxx zT)&Lj9s2B0>!!IjD*n&29&vQVtJOC+*_lJQTY8dfPBN7a*F`lihde%)Ex~oXDUb+I z-}~n2j=Q;5cee32lDFcA?rtqwvF!vr%#GxnS?)DGes(gAM)#|@3B?gWYgo_uek3?Y z?JXFF9L6|31~BM#*n-86w*v5a-QgC=4gx6Qr^yx}f~e=N6wNrgvZP=Zo0@=MTRLWt z&bm^F1wTa=aFb=UrZ2VzpOgw~Y@T^#g8A)4fBkwk94#9WJ`@3zOETN8*5R*RXQ1G1 z;YDE?sLB{dam|rqz5A+a#Q>Tozv+QgHj2R&^VJ70r0fwImzcQvI6(!04(+TP*^6oD zC`m^(8I42ln0<_u!#H}>AG+g#LUG$YY62@~cp0}`hW16gy&EQ3=9-fGo3)<9hE$sD z0S`7@eyGWWQ~RlD6uqqMoo;*}6d4u8qGEl5cO_QdBlFfP3jFLrRq$w#$S1bVf#d~8 zNSF^nC-6uwtv(q@6uUGOyP7zcNYf0pc z{H~1YjU;6N0(d*QKE4`Bj9&;eaq{tINAN1s3P~*XzpMZ9K;=3RVB=H(Y6hkZg%d&7 z@VbDr(9vvC6KiqbEEIZAKG`+f42%pmCu9ncEx0seLCK3uPk93i(9#F@pq$-)kr@U< zkR-?G@gI#qy=>E9`;6=j3#L8hYKxHvlfI#_A!V9w1b)e@nGtzE+UaVMgOa{supzzW zV1#D&+4L61yk1Or^Gp$bc+*6IV9N{?+JbfCgui_?cl^rRY&CzLk!vJ6+0guZFIa(L$YcZsI;Rb?#J9fkOq8`$ zTp)zVxT~q{o^77Cst8-4e8sqjYIVbmBh14ocD~_N0d}}i2n5*?np4Zh^=xT9z5K={ z?o&n+r{R;`wcx#ac2$TMoC!lf`_Bj_wu{eCD|cY>cJ@mw{Zt59)9S1B@_$>2jwgED_M!alZp!A>w4{!;zfn{%F#IMwZDe62SKqhExZ z>Dhw8r;S={aeTZ$Kh(_oCkCMHYE*)~hhdM-3_-U!nSd5Fcf~VRt%zAMa%wKxUSz?gw zgnMEr&|yax_CCAmbkP#67yXh~RdB4arAxA!6QT+{Fr8a!>l5wC++Lfdm}SR06I#)0m&W0;`+KnqHDv1ZNxc0X}iSr zOUT-PUA{VE zu?d3}>m<%SFr2`$lFNTn$l_&afb@c0^;-|^p1_#zf$IB4RSdl8#_+7sHIh0?srLM3 z!-k|FfV@+?82EC)J26e$q~O`Jt$JbvI3Q7UO+?lzLL6U7?+ zs<+Sn=l0m$iOpiDAeO8`gMq4yY)N#_ys#a_Wia>l|1tK~VRwB z!7aE3cXzko?ydoXySux)ySv}v+u!}|{hV{I`~wfo`*zRtOjoU5wW@lqQuY{!yTTg& zBJYt>f5D8DY~2@F-yBQx9)nOyO3Zi1l!V%I#brIB9^tP3A-OXgQBlGH9(8xv%G&#j z=Q`{XuFdiqF5AQ|NWjwHnJf4-d*F^zg4GODap0Wqh~+R64rS$dcVf)Bb8spB`-vd= zu|QV;aw%oGN&Tb>&*nNx9th;2n-EnABnMYP@+Z5$q^9cM9qe2^PA5aF#4i>;T;)tn z92?VuUT z1TU%u0teV-qx(XE38DmK`3w*ZIdg`3mKFa={9`V@1hyDTs6-4ziT>wj1W-hX|8JZ6 z;!TuR+WU38(W-T~$=yE}dK71->FzPMB3QbI{atTL$&BfHj~$4V@|`Y63U!RcjXQSf(w){$O2aSbu9raNY+vIG9J; zWXoqxEG$&Cba$q?r3)~KPIcq1u(%TgBp<2I(t_<%eZ-^(OyL5PcSMWei2i-un_CAgcE!-nCJ7%^H+<>mYCHCvYfd5J+7a#J#1#F-uHzO(X~coXKQ@2QRdcPA)f& z;XAj$JGaV;?UIcolTA1+4Nt+^(WrsAjHCA71;^i)8*eWfnvC5vWW1_FbRVvsfOw0< zogjF&(S!3JD3y6|Yw}Lyk$9%%)OfZ}_;C^lwCvc{&~1n{U<>q|v0k_kLHWlr_SU?W zXU`2wnY<}nDf+N3XmjZR2TF;|8-An#3OaA`=Q^Xc8H ziek#Btg(qY6=!QzrQzSQzDBw_a&0AbFrZV0`uBPUbKBB8t|#bq(+Cdkn_2y*3(sJu zwQ}KoA9B>3DRz>&_otn*CcBp>ijMIc>{?hFTEFqe|LkGk<)ixniGhEwsa%Wj@iIh9 z)7+FJp_-d?y{+;%d@{W&1&uaeNqTK|dSp}tg1>h&5Y~ESeSF2k!OMRtZFroazDucg z2cA6%co^LzqACGKC^gA(m8j)=R(O*gehLR`bRHrOQgqWb#qh1&XqH+~B#X-oNAR+* z4Cg@cXD-r;8Ad-pC4eJ)Rq(l@po=iDJfHVueNObuWh!zdu0)s zSL8Yg+u+1508xk&(UO=-P#J+tuTR71@=fbqg?UF}T85(4GHqTo5=;^l2L@66ZCIN8 z5#@bl<6!ky7bO%@s}+IsGJLoqDRIsiuq>hT+#3fygT_yqbIrz1Hy@4RMqQwFif9&5 zZUJ8v7<;u_pxPe7rV>=HX}NM=lEIXzK@XahRHfA{z>4s336{xinfcn5Q}vq9B3R5t zp98G$Ne+GfwXgrvb|T0_9~nHmzOJ>pA*!8G3lmf+Q4gB|DqG+xMDg(O&bEFF0?`M+ zTEieCvn$miz{IElco@yd$Viv<=JN7a$5yVM4GNhs@Og5vaIDJHquEk=$MZE_7(|E| zl@CW?zS`tK=3y5dSdsuK$O8AT87F}?B8$BqM-<-~<1nD*qZW(<#|b8TsoQ%Ip@)f? z7x+K0tTBe6xXhd9xe}n@&!?U(xv-j^7*3B0Y4DScU)vD7{hvRPTnCy?G9%x;uP9b{ zSq^3$X88z^jTCpS;9SPl)KB?P1yWNH?Jx%E-oOysgcAe#NU+fd-wr~QPx=4$2_k#T zx(6-)R}}Q8dFYq#f1C{&3`r{1@_Wi1p5GI=G{PQn5NfV{W zTu|O5lZ82~HpzL5iPxb`%n+VxVS0Py+s483?MraeGDqDVj$ z>DUi`p53x_He704h2d$h!|qm;A=?Q+(xiKsj=gm-av-d8v)Y(YzX_;O(e_F#mY=#( zINE*Nu|g&xWJL)^=yIWPkm`@^k=-(6*LA3ucU$5QJ*3w>r}xeV2)~Mtyhc7r_)D;E zVxw29v_0G44Yl!UWSj)ro083Bc8?N-w%T_a{Q2ux49FK_h>leLKEvAa>+`Ra&QRgX zR1!eWYeuDL-UA5c?J!K?ZebrNk$&7qDkO!BM3k4SUbqOMS@I9*MEA zT#qKvN-mlHxHI)NU}^z^eSnCENdFA?90qL$&!`s`r6NDN$;c(yFM^_&u`aNN?5 z_$lGC7%~0lpIgz4&i2+h%`oQiEl;2n1nX-u3OEihixB%;&v_NA4 z%s7d=MY9^G;N25~jiRx%|7L^Jen;n=ul0$b02)==&D9m@^6JWV52Fehf1&c|m)xjG zL1)JDbigE_#0*31p2p7aYq3yyklZc!%{Zr@biqiNnMkix_aweFFAJh6r@_~q#N{vQ z!K=VR^GkX=4!R80jHA5mRgQGPP3=p6;}Pzw7E=gpYVfGm&$LD>K(Ovpwkn zqpIf{T^{dZr?@k1Wz%;zqpRX@P7DVebNAtH`H)CwjOIc`ao^9hVUZ2zo{v7C26 zYdEk3A=GuAI<#|G9~O7UD|MozxbRTY%yb3W^ExL5S3wce#rh&1%!UXlU-j0iIj^r{^&AxrY=B|SkyrWAP7YQpaH;H9I9OT zVLD$vD5uwI>1zV@P52b!^+*~4%q-%YlbG7G8NoFkR3yVC@)@v*{|%l03sIB6YEDSs z{`y-b`CY=G#-YZ}^A!<74h@j*ex!x%-C%_?v>EsV@~3}eUX2im!=Ggm6QZKBx?{3T zT~NqKKde6ln9l{b^+$29mJxv~IDjL8y+pVCZ+IWWh|r_&{0Acv16mqCkF6@W7~EkZ zR}dX&_itjdJmdhTj3^nHlK(BpCQ*P|{=?y-VLGa9^?tIyZc-Lgg>m7&vzU2z{bAk8 zeed)&B;H73KHjtD8|D)EPI}#HomDl#Z>max#VW(R^&0~A!dl)(L{=1_C&Hhi5m;gj}*|tB3g;9%j=TORQ$EBX}VomH@(0 zOR4>6(EHG^U`7?aVe7YXJ70Vd0S`O9tJkDAg5}yrrxs5cG_3xjD@-SVQTA0#(izZr6g9B z@!9`In<#_|_QPNCYBhgoR(}0lvFb0-Dy+EXq5s9>d*s|@_WH<3Sd()&zzu&=9?8?t zV=o^GJM}tX|3}B|iqwQ?Cc1}TN5hu#;We$qR8n5>H&|xVb=T*f8_=!wqxyvyCegLd z8I!Z;-E2FZQ}=!!@x2z@iGu_XILX9s7}R9UX};i=nGeTG1>|r=2wOADSR&=Rdc0Lc>c6H7g;QV1B#!G2gZT)i1}rzJlB*OJ;r^* zdcirI$#WKQZ?F_sD%e{2@dXuotz^GFy6JRDYFR1Zt({Cl;1D#!-jW|%qnWU6p#EGpV>}uuLPA$Q zoGYS5$e2PM%?rY$`>XMza8@+;1+}cZCL(8 z@U#7r$?H2~m9R!(lH%V0RC6-_Vc6AU0DB7Fk5WR`5 z=FSoXl2fUk&ot)7C?4QYZ7qzkm`r~l5mvD&!k1aZXYG2=(KmQ7Qvf@b-yvy3^raZd zoPUcNp>_x{YGtUMet)B)ahvAhR3g4i8L)yOmW%@bD+3c|iAUms`?2z)?rjwW_ci+Y z%FIq$y66Q=AZ7amBxj{Ur~vjtqCn!&_7g0p;)1bRrtYmn#w(JeUwRIjg;Gcm752aX zpN42}+xxP9^NUUk)?Gs-Of!Mhl0ZJ)KbQr;EC!)7jO-zNy(rp_;T+g3&i+Gr!f}ZI zXVOBVjS1zb>dvpR@sU44@e3(&aMM3l5CsFnsK68(h3w0RLB+$zw<`T$kLdtg8p7># z216;`IgIdMa2#cPGZ+wAf7|&6uFJ01K7=u$w7bALnrrboyJf_b!*iAIV{QIJiG2IX zLS=P!HtX+YKE|(e zpM(r1odF0gF*ivC{!!`YcPnTS&4k9lx=GxJ18Lk*1NT|;y%Mwnm6Xi*3aBG?c>bkh z{vTMH|Jf{|S6hwv+|JhEb~;ka4B39)p+3H~!B?ghxE#EL?txtbmmK{f+Qy7B1+6UQ zoT=%8WLIIem^l9wlllv&GFsjnkxu-gZ-0io`vC6vDSqGX@c9ahZmbXB7x zL9%`F$o9n1*fk8`DWzBuL3nlS%YG`N++RTN1f5s&&{@7sU@}s*;20rLJQf>|#`^(m zF}H7s$e56Nu1h%Gq;{7d{oGy~yZo+@kvm@Q9i6eJd@PPBib?N@Ja~yk-@89shAv3J z@WRXm2OF-5B6ebUQRTq1=ub)~{4*x-G?jN+Z1!zOeqzCT8JIkDvos@UINpJHKBIQJ*VP%q}={8ZVliZU3kb)v#O>IbsBRCGZ z$3xkTszC710oNFIr3tUZ=v8pVr(SMwqyHAqh+pxQk@Jk{k%l9W7`fgbJ{+e<3@Sh2 zo8t<3@m0QI0wpE+ZXJt<68;uXW7FkxbN3e zIrUFZLinuT(5^sFhJ@+$CD4}2$Ry9?V7Hxq}yHVfeFdCE({=;Cyu>ta2RvOWoH zxSO?>@RIle&`%G$6JA@^931DMHL2G)aEavz#P!BqhsL{~>#`GxUib05wKKKB(Xqi4 z(E~-Qp?U>%akVBagROu(~ONHnl4#>?pwuZ z_MN}EWf~DY>eoU3Zs~G&<#&(0G=@b!!d0~f4JFS=_Ey4#@9M^a#i|bKy2I$-lj;}X zS><+qR;iBlrvF}Kki6br}`7#qma3=~G0m5f1*ML%S@*4{hx}}^k)*kuQ zsAexTsXmP5wCFt3U$lJ5O@6834!u?A%ifqCt5UT|PhlGMGK7F__Z?dun>P{v|5k%`8dHo!W z?ceJsOB=bm9sH0HeWqR+3|$c*qQ$lmA?gn%SP7|3X+$SDh=2;b0K)t-5#VV!JyFrF zU;IXc20cg&z+knl$+|bS<~pH|XhoF0c2foJ=Zmv{k7+O;zA~*x`k3x@Z948nM%5FMTR$>4AHj74ND)z6>QumL# zF(ZcYB?46DAQdbq5P~QWgJ=gLz~4Zw68S`kz(*6=x2#V-A59Vo0+c|E0zxo~&PN8= zrvOcAVCjHs1DdKJxKK;TjtY>|j?@V8j6u+=jqd}?OUUKJy`e9Tu{+YqLGIx9gbv@X z73pL8h+znjf=n&^j$T2B>cE(&@=QafC~kN=az{ZRP5B_2Z*LXpk$j07k%3M(Mo&2Y zT9(6$^?}G>D$z^#ZTu~fuVE9Y$YuSCxpDb(VV(~m&39CZPHm0y;X!U<^VS<|7vw2j zrIr=DP{74|uB*1-xavt@L!c1i05h*IgUOd@2r4~zWv|x&a7($^!_nO7?0(-YJhE>g z-IT&&j9r?acofZ7WM=iK0z8fFH`JSdn4D<}%;o@-!d=u8!oik*xROC@IR?r^?(c77 zt3Q%yOi_#1xc$5^ZH(lg3nH;IojzOVZl?6hwjZtER^J_#kGAp8r|44QJ*qNZ&r)@N zp3$<9)2y7#lKdY8qnI1%)DVN>J0+hk&&?B+`$JuNk+nTN2#g_(BW}~&aHq|#bq#By zcPZOfx+wj-U2$^)_?$BxuufSnm)oyR5v#X&wwdq*r?&3G*Dv$1lHTOxhAZ%>9drc-16hAWU|dKlFrSk8sIhcBy1Fct`Fm8h79 z<7(_UOMO^d%>TIS8p}67W|N1s09}4-42l({tGoi@IT5i{v#}o=8DECcWd4A0s0W2I zs*6SX_9>RB%q(4+{jwcMw1VzvY_6%p?JmRTZAIWw#ha<)3b|(+YAh2)A-hJQAjO2l z-tAm#Y<-ed-9vp~AFIj{9*3SUC-`NU4xIVttzT6-u zmo9+jT7@D$)*JYsCvqYXwNUZo*JRIIcYhV@h^JqAfQ>5~k;&g-8Pu?P?iZm6f8Xrn z8-*2N*8kMcGxq32tJQp6ofs*zm~2fX*fQF@7x8f3uB4^lm-|3rXj+fRVRLJ~tiHFB zc~wsnt&4>(s5zc>h@2KikGk(VqsPz$weXd+M}?AfJJ8L^!t>;0am;Nz$=<50`=uof zM%3i3B|ofiJ%pqe4?)s;Z%62gl*T2Exn%Q3L1&4v1_oMhxGKxyz=SsRmSKnbRu4pPb_}UCfXB`RzoVa30rdvFRyvADaQ1 zeVCFb%VSRK&2@3xj8Xku)>O$`7j2|}jsIdY_jn@?6L$)eR6wW^p^&KJ$=BE{L(_G| zQ&#?&Pz%xZ%ZLY>XmA}dNQH1aw-7G6sD15RrpJ^AFK+wxPm@OK#80xp-nzfz333&f z?}Rw0Z|%$9KA8wjY0RT$kI{*bSW<%EFS)uVx9A;pa0AM~K~ec5z<4UnqNbYqjPD7o+O z`F7y;Ny&aAlf%l=Va$O5#Ln0SpZyMHlkO41A!vRT@aOd~_R`wwD`h3k444NsXQ41Ycl%g#z` z_AOLaRwEWBFdwvV{EI+K-%Rd{SBYBEGkT_{*G}#g}29+CZ zP5ruv``YMqldB`|z~Mz7NFivFFk9ls*q=5e58Cx{Gc;eH!tB>xj$G&Wrh{K23U@Yt z;JTbHX-i;LS((mPAatYn>3#J|ce(gmX<>6Ze$mC2jgFb)dtZmag`A3ulM%;?_A<4E z5BC|fZEZ4%!jDJeE@$(K%N5f^wde3hwO0N^g6sUO$Sv&>qBJI>MzRjne}i zvZcLy=%50B5tYpJpx#aHnWuZPvkPSxP>(GJ)_N1xg4>=+AB6uzH^@pn_P~ih^?3M> zlKB;Pi;XO8*m}fyLg!xJb+>FZpC4JaZ+LAh5%ZD+dA(?)#Oi=+EZmDH^^gZ^x;>?zATJK`j zCoFP=umQ`T;?h)h8aj}%osf=`cZxFsx(k)KNAb{$nzF&!Q5S@{x`nU zFV}6Yvvm_l0a#BB1)b9>?_VygL-|iBAcOcpBf|kZDz?2L8wq%~@lkTvjdU`i?}n87 zciLk6;3VJb|4Y;(49~Ftgv+InUr6y z&U`U)cPRdusA6PhhShyCNA$~27Q+b04#RX_KY~BPE{aDl@fX-wtAQ7HA;@&~lVE`k zM4^pmK3NV*WJ=|TCKLz?+#p;hZ;jnYDx}s;)NP*xv#5>*4%kz{nCD#$#X8J8wb1Qz zb=3i%)mgNd&0U!Zl~AJf-teR~B)9H}i%Ro)fZZ~_d z<4Ki2^P7`%-R`i zWJMzD7H?>Nb#WkFs;!OYcluZ1(x#>CJe=)?iX9H#+DQN2++E4E3L_F(Ry~S0S`;}v6X1KLELIuF;2Uxl)y4sx{w`6F-%Ea7jM@1%3Fr>n z>G1)=2uL=r%gJGTdwXN!c09qV0|d;Syl!_qO$LK8@1Yp_l<}DvJRbqu z(Z$8ZZ?dwCGFq$ZwWhqSF4sn%jszrF>VL0BT~2QKSBxxkE5(k^p|&AItDIMJ&xzIC zpDZUP6i;>3;=56BLSXy(K#(*Yk3QdjHj2=O8ouK}FJKIO5IPp(v|}VW4fEv)T#No* z5xFdvr%EdPP^{9lI)4w8*qt(z-gmAbvD1m?C{xIrWL%fk-Q9JJ+tLFEVAziuIP$Z$ ztCm&EM|>2QvFd5fscy--Pb_B7E{ST(o#cj^qD+0WB(H6vYTx!HBjev1iVaKoA0H@K zu=Cc~B{j+~?J~z3K2uQnAVI{Orw6xy=_?Zo$$W)^|K?`WbN1CQf_B3?G-xN5>!9Oz zwef=LmCd>Q2nJj4S7@{*1f1I=`0>T|;AYy6nn_(4@^?WWGKDJxQj5YwYG@&XgoK3l z^%fTe>M|}iHnulhc1!zgudAV7Z@!T5M!fD1e=UpU^VG}(8wisD^1_x#< zX}?d*jD>JAZA&CV@&+S`5&_CQ?!#;!2(C>iu#QHqdwBNyB=cZ38K{3MaMFmdj{bwh z)mC;W*pvfTMhc)0MR*64D7R)`;4GE)A<93a5Cnnp4S42;=ZR;Jm6ADq-kCfbp}%wg zL6~xi=yMD%f~kw^^&mJj$nhPIqWbl_%-F_zVBoT_?q=!p5GEIVLqmgkp4S#@WdC&4 zhv@qp3kw@tbT<$Im(3jO8PLI_0i_aCrKYC~q&1}8ZS~EuZ)mEXXo;Vq(qkk~EHJKd&OsQ6Q6ifx=Qul!nhfA2XTAQw7ql0)9G> z;EcGmPub>;3qJjJXmFax*s_ZIa&7T&Y)4QA_|VPUHx+}*ru2SSZSKR##i;1k{Diss zO|QtW$Erp9>0f-4oC4$N%G!JHTReBGjTI1+h2&GezP0^Gstkf-Y}r_?Iy$T)LIv$$ z#)rdvdk{+XZDesVDVUs^+5&X`-&lxMEA@IkAs`{u40rAvjX1pC+@FyN`Qq&C>@?UN z&5a1Y6k%4%*8BR5Iu@-MqvNH{qq*N(LF_-ycY5|RGbz_vV}mfVp^%+NnaTJQIa^Iy zJGMmP9>Hsa#k`3n6V`lLh0T2_P?fFMK&_$j>9JdfjI5SAig)0{66_VNm~Y9@8svSo z>aO+Rx@{qL_s7mw3A|^EK_4kQ9p~k^p#7v09xf@(sgiy)3Y5n5w@RF9h5)L&^HRM! z6VuusPVJ(p$VYV>n7*a zPXtr8aChz75oO&g%<8wMNmAx?u{?*`%4pPK+AU?>UhL- zQh!fa3H^PTURAQxz_UXeFnni=~a$j1P?du zh!xcvec3ScCA4ddveeq;Q^#Mx+k{~jj32@nzKR{QyL;S#!sT&4nv@IR2TR4%v`U^I zqdblIsdJ#jX%Ql98bO0eUrk&G);QaEz;oP4v}gRh&;u8|!fD(RLC3ukIKnlH7%{fO zPG*w&K0Qg>>RIU(+9!Fxd?9I|>{uuKYr&1hdVLpN(P9z%yHt^S%7`!o7{|md<;}Ym zp6RS&Ei20p=p4CRF(*}=LE7`x=6l_QwMKfC6jsjuj(%`qpT{QfKN=zbM z6|wNDJTbxkc@KTAMT$b7aGQ(N{po~Po8Q)z=mUg`zyim$(4>pU4H>o&@E09`FWG0$DwF z(fNqd)0{+52v~nrW^Dn6#pHuk!GYK0jSHMF*EI7ym>_=XBNRjt83ec$6T0p|#ATbu zt6gPqXrz@-cz8cWX0HHx#RTW$Tcbegkjl;R{JD3@E*;a{iQV^f$qt=g&L+D;5dSrl2k^xAhm~GXXass!*D@&!Y=wtI+b%T5$00iWmqS=!~ z;q6-;@M|g!XTiatGbz-5`J++ioot%ayD$snFRP*#2KUwqmnP~ZhGsZY! zI`GoE#%+wS1s1h~17eOt=-Cs!93)6r|tEr`Ex^}xq(h>Ho z@Y_>(&Zd}n_b1jrH<>_LYix>R_^(*U_h(lr1y8ya;p!^IyU;5su*A)HZUeaUKDt8Z zO6qt*fbvc*4bwL77v=C8yKH}@j1L2d7jROLeK&H^;u@*WUSs7~j7hFAnlJ3eZOo2j zWWK`FxnWG>^*wi$B%9FiApUkwn&G%ikAop~T}Xr44BgZ{srPhsk0-!RPt--%JcD!m zR`+|M!`+i{{536!#2X~AGENT%7K9|09WFYWvr9xLzXKxSAd(K(!{t$=&|?v6i{H{- zd=a2wLGKUB1`NhuM}ewlxivD$o0$pxa8{g)b2}w}%e6L>f}(%q%{-K8;U$X`NcQlv zH$dxn-kjAmO)Y+C1-+k|2^65gh{A>OgLR#9-OQ~_tbhL8cVJQ#%+4Urnc*J;4s5d6 ztJb79IT|h~05@sq5j&6hn?yZ;%)^>f?SS}dX18Ea255E52{e||+YVBHYr_koPy_2~ z1|AI=ULDbUS_Qnb$_V_zy+O;ecHgb8GyJl7qrV-ZXsQj@obwAl0*7RPja8>|J3n5? zz2AhzaHq!#YVahRPqtfK_W_?FxyR2Wc0y$aUhqvD5b_h;&MJ7?Y#~s~D|iL( zgALM2*+`(d z_+pdJ@C;;g?EI$siMb@<8>aiF6{!Z5NskYzdfi2ywd@7_68IKQOC&i9T2og(7&eqAh3L@SY)E$O7@=y17QYa2CE__FaShj+MOEkJ>=9woBP^|VBc zu+3oCpFPjDj@>hBS=myF&-ODNS&JvOfMu-R1O13%% z|F)O$;)VrMy0bml#5v$Z6yO-GMgO=s(IyJhC?+s}kuBRHo;R}Dxpi>=82p5X=<0)f507b#(uE7*8q0F!GMZcmuH(L zme4{R8ceVX>EprcuvgG_#BX0PAjRN^9AI9+$9%3`i&z8^HSX#nY?~;c5}&%8?X%FC zaDp*7&~@q}TwwQNzft3Wb?=vsF&Jm5hg`OO?>O(K`a2Ef+*5|^SxGQ>D#3cf{{Z!L zKfH_tLDH48-8SrlzgY#ix~LX}k3q9k-uW-Ko4dmMG&iSKt#st7K~G#82+Y;AI~jl0 zL|_z3;9ihgY%HG9Pgtf=zC@r4TsHmI9gY9|V<{|zCYXf7bV zM>9c>jP5!<@ezNA_8|D@79Zg4)Ng#Q=lMVmQiLi*?R17j`qP%&0bj-g4P1h2C$qn( zlZ@|;-wC~YyW*@V0uJPwpV;8JaC6>;ji^+_z>baXL|^=gHcr(6y1$DGa%T$yY8F&CC0Euw#&k<;HfBJ9rez%5|7y_R9^&_xyMa__(M48&A z{3kH%UFCvHe9DoBPQDTw2zQ;|1ctDU_}^fU2{?L$nbnEaUu1c7*mwAgKtm z%NjeP!}abO@qAwix3KCr&?ota-{$y<6y)ifcuw)KdHr}(9HMSpTOZP2P@w~Ufl-4E z91-&r;>j>L8(>`p(48`_wyGT9J86O75#aSM=2hUJQ5UXqqDLMp84C2XuDAdo;R65( z=h$#AJFPg3(7H7Tw)>@=@WHajOJZc9{OEcfMp_&0BFxCsJNf$^^$XAS@tzU*uZHg& z;0CP5o8m?5hg*`#gSk>F$+zg?Zh@b71!u zWhqSdY*GHAFmp*{5P3x|j6zo74FHD*3y=^A15O6AJfT&GsC zxWWJyEJFN1b+8UZCLHXrpTqnBj1~O>-|z|w3St6s_eN9Mp+BN(!08`=N6pQOWF{dY zG0P`cf*CPIG-o71^tjFTdBz_X~^% z_!T~$X3V*bF5a&mm$|n-y!A+Z*|{Bt|7leQ9Fewt%_09cg~7joj(<+bOncmHt`*j$ zPjn4ex zuYvg3ng>3l)6;Ul7nicsN2#ns&;KYTa}@EqnVx(@?zJ5?0U@MhN~{3P{b<1%xM@S$ z0y$}vS{PGjJ1r#E=G4yNwY$Q-VCYluHLg{x`r4Vp?%l-jS|A~0WXdX9hVZG*EHf{T{b?-f zsn|gGSIxt;-X&Wzx;~&Ps41qamWHjk!Coz4cBpH~Acf)79jrZhJC;MJ{8@-hyhX!| zEVhiDV(m)`JIMyNk815~KCOJ$D1kf$H)(3F-E z-KzKryC}R!Aj9RvFWQuFcK-EGkl#yfUkNLGSLqn0~S@l_ajm5x^N(+46?T@Q+lJtZlZr6FRK*evdLU&PCfE>vZbUt(|Pfo~HP9 zWT@>q)_Ak0Di-$I@O>Z|{@!7^5#PDJrrssPv3%KWAvvWWZ9~!5I4e@|YABX`mo3(} ziyKUJciUSB>JL!XAIlv-n6NYyhSK2|xZbjI>{;T`1lRKQdIG83u z$r$irDgX>3t95LTzEl-16;umNBlpyI$m_|P$Y(oID0rH|k zeMm(dp~m)PR8iSrl=0MwLWJp}~L&!dF+HNgc z%&rGEeTc;aIH%(mwi?)QjF}xQ|87#a&qm^mCd@=RR-zO`nLO;30q-Y4Df0QsoyJJ} zMRZO*|CeSo>;uyHmMa4v^yLxND}}jYriTGt7A&N&Y4V`;RoTF9&qJ>GKmuNYz%J0n zD*37gFBB1cz>LdrZc_fta=8z(PUO`+4*3F$tcT`*ej|9`gE~?2{;6Rw0avp2`j0uh z+^L|6BCB2Mg7}F`0*GS zTRfOwXdMZtTGoD!oX{6C7vOdlFmdVB_8@(T$epBw8YTpyHR zRxc4+a$eEv_FLDXZ)yGn1mYrfaV1{mjQH!!`RH`ZTU0kS0v-?t9PqwJn@Phz4;6-F zZXnu2Bw_pLlsFF(;zp+#lADme4LRXZrJ}`L)fKjG6)C$=*2z*XeorT{?H`2COT&T# zBsI-|!zaQKc#7pBmqid&*ylPpJ#k*sLm^&|u@LAXx9h8sKIq1hU(h1-+|RfH^rcFG z9f;zQ38Zj{Nx_2i?ziV5gt!K5UM$Qr=`5>YUK6ofH#@J5D^gPPI&_@2T zj6F?4E%#zY@w7?VEX~qb_P(9K1pvuG0VqI1i-I(kD?bVAXmYQ+6*v)>H3U7x^H&dZ z2}K&ivq2&lb}A|wpzisvv7sm&q?nl%w|TQa4H6_#6)*dj)c|+N|9*F>0Tf7%L92={QilNGOFn?0a-x$`Q{QtpTixz)s#X+g zd4Qf%0P-rh@1L`pwi^8Wx;0G5>#c|ooUkr1@?nafHj;99f* z3?-7w^z|zu=DLdxR^W!_KadKb@BRam{u|9;Cq*M%E*}+|GROH6Ui$T4sOq;BDkhE_ zqe2Mw{QtZ=fUEar$~8x@vhu(=CQ5fZ(GaRV>#fxeJ-(^hgTQ-*n2j|{idt{67KUf& z89HTS{*gFIjjLia(X{O*woqPW_2XV}Tt-t?Ilam1c_olyUwgD-L)k%QLmhO}2FuZV zppd)N;&HBIYA1p`Vt1i{COUj@*f_6V&GIwakRb=8%a_dFTGbz#_v&+bgI#ZeQQv{d z^d+(l-n%)OIW8`)V z+Je^#+4_Ba1SU%^KKC)!UGvPKUCUpcdc5Atu2OLDdfBNJnk_m)N{yH2SoYsW9?pfZ zL_MM=VgopecUI*@GU$4m&GZi~3SM0s9JJY7UI#;beRoM^9(nDGtViSyT1HFD-85B2 zQ99FS3Qx}*#66yD;1duvs`k77!k!Lg{-84hi(P#6BTD`UI`8OEak%cu8xu{Y-5#?y z0>Rc zNQ)W{Zd2x`X&a~cAk5E}OUI9$t~j`(MuPIA9%LdXi<7L0)8d{uou2h7d1SRci=p=N zS@uMNpMsTUpcS%?Gvls+QPIDV!>{h$8ApcHKQ4yb#+os_HSmO@oZ1}gz|m8BMQGSk zw6Ew*?Jsd6^)MmmQ<>CUcAqSZpK+E!SfjnoHRHQ7kMN?&!l(q{)6{lwk$vDw7J&W% zUh_a+m&T^1vfN2FF61{htyf(wFc9%3sgt1XIjCJXcZk)LN>paqQJBTz3pn;I+jk09 zo~gB&Z%L^8Ru5PmGtWx{GOV11n;qL((`-vA4n!a%oMHTeyejM4_yG=|){mFU9%_Qc z9Iyg2tE@^xF??9lj+qXqm?AE^Yw@WEwy5zezwJT>s$=)< zw=ziFM*Y_S#v8I0ApapuwyV=k9p37;qH6jcgKZB7c6r1Nd)@w{OzRe3<{uo6wBr+( zHY3n7LJ+w$NW$#SDDE}h{C*EFheZ8k48L=vpY8^49lbf9E@w0PaP5 zvBaUSTj8#?%iXw3 zhaMDP`}n_HKr(SVbk{~u33t@+q4F*nP19~Fy&{h%w3;+5$!I_1=%N;0Q_}vXzfkF) zV0r3`)ZWES#dww3ZK`yMvD00iHTLR9%XQV%9M|NlD{N+lMl(s>Xf11=v<~yj9{Imm zd&lUo+HPGqY3!tptv0r8t7&XCww*M#Z8f%S+qT=-#<%k9_uYGcXOD5t`El~6Bk97e zHRpBDIq&Og{j{&azOF{!_8J(#)h1SpmJ)i)$-UzC(D;R;gfB7CTT{Wnh2#Ekl^A-O zHL-;xI)(Sgh{mP#v0JfW%(~H3V-)cVefilf<(fXeXZw%x+oIzrx(aKNu$7E!^gFJL zitNE(P1aAI*ecC#4|m50ZUG|!w9AfG!s>{^iFZi8KR-5L^MXA9Zp1Y!MI-2(lX`|TxR92&5-RmY|1V{Xe zk#?;u7A;88YRc)Bzesl{w}C7IxyB_5`76EDiss*C2O`?7|E?>@8S)tt2i92v6&%^^ zNDZ#So9!kYqfXcFvfe)l!8{JfN?}6L3^jG$$fR(9|163Z^Zc7<6WQmJt*GIE`hp&^ z15{a}2Y!a~%~ir|6U6{Oy!G?xoRHgNuA+W$6!>h6z&V8vCdUV+n-MHZW+kLIfR5X` z;lo9SQ!P6{kOQ`TcP2myMf}y*d$POZ7n8|6KDlNT*fjSF#vBU^99e3 zK!OPP!J*IFzr}#C$vyHfCr0G_=)^9Ax(x0xBzvNz4{=X=uX&duJJ#iQ?GNG~+s)WAX~hcMXo;No2$bLg#zHaFbP>Vkc$(K_Y-waK z>VsDSvqoE>a@?kM2E|5N-fGGQ`oR-3uDQD|wC96mA%)|#6!ihmyr{}7_>kX(>n4G| zqt=#bi9*3_m=kRy1xG_jf`cI*pol>xbq2mdd5#a7e~D!Yy=H+3Z3|brems+;c=y7s z;B@Y|yV2#AzoS1Hej+^}NOWcv#NGXt9sVLD54F=fVn#A5=hYk_2OUJ>ME?IT6^1Ob z0P5C%Fpwg6o6z)#%i4QxI;x{d1^|$zd<3WQ@OMhG?oCq&_M9RZ} z3Y-snK+<^KKQkJRqXgB%wnWU7?^%~SOF{(zs^`Bhl{q5iVu=5!w*--vK*M_=tKe(o zJmf_B)m+;asZn7K3|{l64>vN@Lop&{{i87ci%@-MH2u%bxe6VuKqAO~vp3G`Ej@$P zot3QZ082p%TH#_ld!Wf2|Ga_LROTq&OrJdQZB%yRv=jb7l985_{R_xpdIA7dl|GVq z|D!PdzX81=<#9DeprUU%3?gfo1ZX!huu!mJl1BI8z&}kalxv6`{li*@51>RDAdxA& ztJ>++P6Y((G*wjCc;{zEfrkbE_yC^lYinx@5`{tVSUbbMRC>T$$+3XXK0?Uj&_~w8 z-aQt&X8R{LrpvUvyOtcnOefpH;X2V zuf3x-&YB>z3C7#Ee|7|7VTta*Y#)JS{h8uym(_-Dzxn-o_B*k5gps%X6Wkoh9-Wx> zWYj=X@+~fWICMzj7}V!}PWT;{Yvn;XfpP>oe?)&m)v#@J8E!nu5huo=F5LB>hS4yt z`2g&FEYCqOaj8h^A1H(AHLj`gMjrnsZfb`~>xlYOmJx;SUdgP1&%&eKkS_74s!*x{ zk@R;F7;>)~CiJaTQ^qC&tc@xLbK}?z$S?-`f6smL17)uyAhXwOT4vLX=d^~bVDWol zazmsifgFQvYJZk$`5;|B=!udsY&YW#RtPOtW|tPE%#O4In+5~JJ1iCTJi~&!{%k@Z zU~YjvjvBHDxLjxUvu0^&opT0r8eEULRv;O0me(%wrJc#e`T)L%N+l6>mHNT6jlR() zYD=Q=%~509#3?qBFH_4g_S9E}Dtl(fIS_>VgUm=qhe}zF)Y_rmzmunH?rQ9HpI~GO z<#W+ide>LAWxn78zmIRAIrx{Wr+ueTLIIeyP>7GfeWBtjoneG=tJr-7hs$Wr4nR2| zX+9voVH`CB12UEY!SXHC?#;I0#n+4}>(op@0pp2TQ%0`mRC=4KJ=V&b)hc=2DJvzn zB?kA1e`+Z(vj5HsWQl71ew*aHg|=92_o}}mvJ_-Y!e-1`L4rsjn!v?G*!URxY4Mte zYC-kd!*(S0-x*Wc><>mIyB5=NPSEo@rl-~4^J0{)XhX!ch zwAdZ-uneGK3W>UJ{Bp?N1Zlx|=6K5u^{a|(dxiP@=zHltvvfE-1}DO|GTe8b2=n@; zg4cu(j;5RNl=GSPRQ8uc3@_tqyof=7u}Pp;W4HWJa|~De6F2RZl1s6of~uytX*rwt(h=cBiR8Z9+APGbQM{NeO4=D zCtkRq8nlB=ln&{?D8gnUO1k(=V_wATll@sC`x+S2PlR#{Wv2wBogYyFQRHOJHAE|M z9gNgvpYzUfLN`n*5EUu+3z!&7mg8HVKbjIMn48Mo=negMelh(~-3w4Kv7CnAto-t* z%zHP%@^T#C#cbjpd}0&{c-wKiZ^@B7LXdvD35ApL&)bG|N4=)~)P-Y9sBeA*k1WXN=gDeROqb=!03TD(9r8)oJ zM$TRSV6MWgY4DDI0X$=HDt|V<0n|V*Pq(!Of`rvgmQ4tl-sF;>HWJbWmpWgwT90wn zyd|_w=EJYj2*f|rX~XA}T^H88^qQLckLV`f4ZvSCwxJ-NEdyn(8m9VOU>`(iF>YU; zDUbR4x;j)l=McdIriWu_M47*YMLyF)Ir)!%)C<{x0j`RLNco|}HH9_b&<+7EWRocD zONXfTd~vD;QwDL**7j>B2&+gOW4U38%?&~TQPzgPVdcJ2&{`0av}dvl>nCMLX5W^8 zLV?qDjO^G<#zrV04|)9oWWK=b8mfRL&$VN{>^}+!(58v(WaAHlI=GhwXo%tIIwFzS zoX?;VKX~cJI*e|q)*AKLEGFlMw#o*uKD=py--)DkZ$F*Ti@5hR_@GN}5|i5hkK`&N zBrtX>Q+s`u7jYB1H(Q_*6SmxL3JvM`gN_7$h!XH0W{@BYit?1KKptX18C}zf%a_|0 zdR)$>hng6_<%0(^Zh3FY6T|*`{&!lIboV3lBOVzWBauZk5#1dPK7zL?(iAmTGShRANInA3%n=9^4Cew&;*S0%(28ylM@_w$YR zK+|&kkdH?oeZV3Ta`K^2PGn{)E33Dte$9EtkFvNAn2s$52z`9D|LhM)m%6&UHyT_j z=Su@G`X}foYJ0j;e*o0g;YsX@P8L|0Nb;mjS3ae+B^8&&ZX91E?pi#G^_x4nT~J;G=Q<>!UjJ z#6Vk3nEwdx*)qBX5%FyV@Xv(-d;s!DD8juTfD8a~A15FEQ+=H=quV}h=ZaL@dCOL(M==WS3)%VPH!XMkwy~e;ru- z*Yp1qNCLnAFXuCJ0KEPOB&ZS`X17B74Qq3Fx)D$yxwH@_2()a58_>k3SLfs)%|AkU z*#I*ytN<-)f?X?Q8I56(MQrqu*jW@=*dCbCysd6GW3D@I z*Q%ciolL7wi(q<1i#A}%f9#epGnZ;ctux6_dN`3$5&b%ufcXOA;@E;OY57&Q%X(FI zoM7!~NxwWNSS63230D{8Sj%)iZM{v#es2_VM^3Ky7mXO@zsb9-a-5}Um_vQ4;6@UG z!~PV46xjP^r6)@D?nc!eA{=i~aAuLHp_0Htbr^NaI-+>WTbuw{xGhk|>h)KqwRvO) zC@4-Mf8nD_wr0qui@)hq>D*pWe?pvm7lm|VpE!61AbDrr%H6w%Qr>-7HIOggP)}63 zwsq1L-&PM>vY)mtlYP^^6-@ZVj(O zgXFPpomC6};46Rqm@u5|FFByNSXN-0%S;=Xa^6!0GnH9teT6$q-AG;Q>M8|eQ&u!h z?!ybl4q^ORGH+FxJi}kPQ^qpG;|Pj_`%CMV2+9y*pV*4wD>NEwTr}45p^p6}33#U&_9>besUhRYnhyFlYvt3MRA1$F zW_7W&gf-AS_XRz_Ugu+b1Ne+9deRk)g>XC=X;T%Otle}gPk|v&RW3u3k{6g07$%Yq zv5c8wIYlB2v968YC}Eg#-|sb&EK{>+87;2*9Q!whIZ4ER5=X0TvL!7oD>bj+!P@t~ z!oD1J^)v6i4sc={-p&>g7VMBWFB^`7WCntIAnpqZNLfL0j&QyZ6vpaL>N#RN$9yJm zuX#Tn-Wy(}13r#sP)-!rWRfy40ivwMTC&VryW=uBPNL?jNZ$$(zB|gsteJts_caPT z!q7;t`+lLHa1!8UUJfFr1`-N|s9m>oAS^~}LFoHG+(^{6)`v(e3s2-jPHHdA>TWa5n{l5QN7h9~E2dt8~m5;12enI0L%|rZ@Gx49Wgp?;v zk~o{NJH2;nkcYpZa$v0jH0DeTwa`KKOljS%MTy^Ic@DkMK)9b{KpaCU&iA|3?O(S? zF>zcPig>x1%%MpVU4O+Of?amL>MqW0BabgoFkDdISg3QKMuL0DtEwhB_8bXS?yKZ9 z1rS9qO;))|s{|W_g>qy-T$2(Ame%1szk@($M)=JhF7O{B0w>en{q1YHy4+uVc4TWC z10nk9ieb$a2q$Jg2H?wHPyz=n$gGJ^sir2dUmFJ|-WpWm@D(=@PnNg<7kG)i!;SL9C_90#Y%FLxAn&EL!K zjqd2`nN2xj{xzo`cJDvxPyUBTnxc2&TJ75W?Na}jcdEqW$QsvLrp9N`;_Kn*n{MV0 zFmd)W{2B0-a`#UO(ssHtFkkJ>!V$m+K84?3CAn^29Jb5YSao6u55Q(C=1oso4pqT> z4y69Ab|JE{&7f*?yM%NYqY^BISE*J|C^qlPJQohnbyv?;&CG9t# zXhRwwrQD`M16+l)udM&K7-T{RLdcp40ipnRR`oyp4i2VJ+P#*#xbA{;iIfPf%;B%r zWp{{um9ww9@5PIP%N+B{QnE+W_hLN@mL2pXvjl-`xFjQc?HFE{-wjid>WY(NLP!`H z0dXVFMNquwd3vKA0h2hz`wdhab_{*kGi^4ePI*%71$bMKJlKSQVQpBTUX-bI^RsqS zZ=e!eHpNGpun5|Lm^l~;e-5-LGY||E+0`C=ilSt6mG)C%!`s&OS~So0dR#mK=L_gq zEAE#8i1!INK8`Y$ZEWUJd45HrGmbKR9%M?n7BI_F?CQu-I8`3IUsaQ~nQQ^Ga$x6Q z%J4T3D5X1~@JcYd>Lpl_FB+NMA-sRs)pRn=L*l z^^7oLKSi2TQm~bEqOBc|Ho$PO$zZZh{sxP=Q^noJgHhYr(t|$st-l$XV~-#GV!0*a zptZe7a45RW|62k{e3FHIfD<{LlIk)}4!}|X7{mr6m}uJ)c$7$+Epv3ar=mZ162xpg z*+-DkUhO&}^6Of+XLHB$M$lh+0nHexc_#sa4Yv;(Wne^(?%I`{Q_Cef1f3(CC|ZOz zv)@?_Co*3uq(X?@vh@`fKsv0Pbn&25pT@MC3)4dwp#MlCV5Pw^`Z&5A`FhPp#7!YRkwg(2y&xb!+W4MGFhpGF8FH#VZ}u&TBnSi7jZWyqY^eud7UZc^`x z{GU{BxQG-E=SQ|r-fML8;cQ;Dn12ay*=#nEALEF<)kH>`pj7tZ&{jPKI&4F!o~{M+ zxNf2pSdCYJMRmetHx3&7>12VsCjV(e{dpVAd`+_}y8tH~n-6RaXJY8)dnLwdSHOMl z!$D3B;zD_`(}npFkBQ1Kztw8x>R z-A^EN5wE3&Y;}Bsm7lD*qS2;;T%nLtTD22mp=klqy13;@DNw4S!BuAgwpW{`{I?lt zS3eR+{=g|}L2CJBP@id8+z$0R9DifI*Y_1g2PERlb&CsCJ9J1(m8vN;1^Rh3ubxth zD!u-MJuHshSH0V!z2Ziss5mV@p*Hpu#(@^@2}o_>kP-b)3)QO)vOkg(9MQtF=ARI{xip{K4IxH&}5a`cvvslT)TfpVW%*8wB%OIS0^h(s|`;e z4G{m&Nv3crC5~3$mzc-ph{23tmL>%8)k!ucm^_)QKp^@P4;bm_cHs#8M8-Bc+a>xTj6q)IBJ_2M1rh!7^o~vokIjV;xNR{vpw=-A zj5_mxQ7!reSOk#K4U8_Wi51vjBYB4{B^!cdFCM^*+gFR;=1R zH`j9x3kdNIT@MIYS|@iR)N+2_TnFREmfZ?Ie0Gg$&H#SeuiHJHoSc%71)+&xa|nI^ zAO9=(m$aqp+={<0r$!@|ah&Yeo4jEovGs!ioG{uCC#oOc-e53YY^;BeSiukpyOIZg zPYteN-+Y5mobxej_wndYSkI1!@P^EE{d8U_l0B<{V8}*>p?~qyj8GeIRzORP(EBS9 z)oLj8-W!c3q*b~8^sS6Q(UGTuQyesrT9hwz{sZf$GX&+lYi&a|(o=^fuwC`uha}Fk zC_TNI4lL=kOckeEJE#y|r)2Q#d#vmqVuozrEaz^2*;zhf_|cu|T)sXtDmpqTI@JQt z3-b-8#?Yo6gg}N-I!Ewmc1Gkw7}NXdB)2?1e5nr>oL-{q$bY}e?!oSbBBDVc?_>|$ z6yzIR=G3u!jf=U(7oGxLs&jX1My3HoB727e;9zVEyu=Q0Tq!>%QT)Hh)QBiJ^zNYPf@S zg))!#7K<;gp|Tft1-~OTe&cj!^e+Eg5MF)?!F5=Xrmx;TmdbtFS$usct1><#HAm{U z{6-mm^Yq$OQ@>pFJC>Jt&^@lR9a>XMAV6VqaRT&5 z>-&?p@{k&j%n<5d4lXF=E|2HxJg2SD?iY+RUy|&9&BY9qk6Tzi;@cPHn|-WqE*(pb z%RARltv;ctw|2*NCZF0}AxcC*i)bi6>=-$=8YE^p!RPKcHO(OtB-MGFymT7BuIF(3 z7H+6?GM5}xnD;$;@{rQF61=tmq5hKN3tJj;EXmiCYU!oClv+>ki;A*x%SDoae(3!| zzcb6?nm0ekfRF}}^@MfSSbLz~mmAKt$n6An&Fq*(`1y$|#r_wAsUD2O6AqmocO%ax zqz!g0cYQ_}*pw^R44y18^H^C!K7T(54AllzKg}p(yH=2*t)}rIqXhk- zEE6Pvn&sSFIh{MON-G<#rGNR=RB8_Q+25Nku?>|rD*30%Pd*4_|DSZGf7PUGhboW2 zRvOnkZ~f)COp=Aeb)33fFTanXU5T_QOXG6742(Qxfqi{k;i^#Et^PSA&buiZ@t9sU zSaX!`lwjb_{0R2hYh#~A0q;p#v*u*|9D288+)anm+s>WJ0L_2c%oq!WB$k!u!F~?0 zm#4$gQVjncv#gv=FX(Z_p94Ht`O{m;IFsA(fGxG?H*(;};F-Oi;alUBhlDk)i@v7?dHC+65mNrSyfVi|-fk0>|$+#2kJT|IXy9kadKKQh-jkXy5j^xmwD1Q~7@C$y&PRhXnOV<3c>)f+mT&=wYUg1qeM~<8QFiVhN?jYzPBnzua z$K%XJLQn?S#A@Bk?Ve&YEV>h~M#IyM{wB4gUG&ibOVqQ_{5NLWUt7Z5_B5k~r!xJM zU0!mI?V4D&?1b2yRY$A?T_=Z3Nh7_K>^#~SC}{cL&_nV=>%#VA)Ch$AAO2ho3sZqr z&V|ylW3Qm>r*94&zH--Afo7?j?BWn-LKku!L{)Yuc8p2tFpK)Z)MQ3p461wV`~*%j z6mE>Jxq$`jLVfd(wjiS62{XMs88R&$aI~n@YU#+yiI&&9+KmV+a6#auPbuxhtB9gy zJ;rmU$De?_lB?YI^)-TSv1yL6nmtt!td3c;6p#2?>Xmr?EjsS{exqD*CI|BT}) zgk!DWH^T`=XZ_sVZYwri*xMsCHv#amzuR@^;=ga`zvp!*U}k7nH2PBGo!k&un^ zGh6sAgqt1qOfFW=Pp~m>iFEK`=f}Nzu3RA+xvi(mjvlUSwN~R~_hT~!M?VnI#;&-1 zB|t(uxW*eP+JFFa8f+Q#%wC`rmJtzo7(+9~7)}E$GjvS*T&5}ROzGlJvk<3t$n`ns(T2e+hmYmg|j~ol@iw}xNoWFoGlS}Usnw%HuEU- zR!&}dX1cc93Jcb*)_iz00yS<2+#3Wcsv!w7>do6eE5&V4?>(jyKGt+E$x!+N3IF^#by!`@MQfSy- z=|t1GzY<2w;77^UDH7qqlOfxOF6Z4UuAQ(i&?k|U2j;^V`|y7K^{enhRa_&J^)K>&Y{3adWfh` zNw1sL@CCvscm|SPr%Ec%^t&|un))A7+OAXZO#9)7(y*PHCk%^EsK=RZAl+ZE2)AN+ zuI3y4Yv-UKmmhLsNWn~%KaD~Z*!pMdgC{u)xLWSy=NmJ~^rUdQrDj<}jhk*Nsf{2EWfbu?YErS>I75wvg~;s z=W3tRb{F3DE8<@kd+jQ1#B92y%#~^$YU`EHdq1?LkiDK7FDHL<4FG?B^@qtqWSMQF z?A#C%AeW!B^*2{vY;}FD?U=H_=z}g4_7&c2>iT(;%xPPgJiAI8>ue~2e0kM3QJ~T( zoV2z1e(w95C!Fft$$_vVKT4o+o#WT`Mq{xFf;4QO3v_?w{DNSM+fQ|qFE@2 zjX3O1pU{RUP7jb;3YhdlTDjtoAmL=!oC^!^gr9Dnrg5BRMeqX3??3Jkl$PwzO`?yhf_=Wqf193jAIrJb=aU74`GG zfz7@b0=`(d+%@G54p$y7Vs`X6jDMC@f;_`!!`E&3JIBzXcA1Juf1bokH)g*MSQO8%UlQal(P29)hjpwD zm`ihz=dC^A>}gshlJ>&5*P0sOvLk(Sm%5XFl}MZt@NTMZqxKc2$fRpDPfDUi*zT zx8{%+BrM(o!5OO>{NI3Ym$Jr~fIdX3l)noOyaJq~bNaxo_TzVrT2`x|L7nljQVjZ1 zfrE^9aj8jt^^>RYkt$Vtxi|5btEHA6B?um=;tjvL-!`U?`}Zh@X)5wbc>aBw>s42d ziW&0x!i`_%8nD|iZge*-@{qORdz_Uk$x2a~YGVA_b?t+8uP{W^f% zobH~dm$qR)t>g6XzjIvk5w%y>s7ptJOEqN))hfm9(C8$?5lYG|M=aVK5Hw&xAQa$Z zTfIV_zdZ(|zho5Hc%N47w}X>}hF#JrS8DUvUF{8D`}z3=Z>)WZ0_|=C)LeG=jU1(bcJK}*mGS?K~I%%{&zB+^8Otu$W_VQR&D~gY-n(cq) zP^zCuxN4co={mtWQqAr> zF`3XS=M3pyx8*G3@CS$QN(g#*Sp-jTDo#y0O-5Q}`Wc7)lTPI^>a9l%W9K-O<8#YJ zwd$s?+Tv&N#`s+cxEj60babAH%0HaAV##_Q-yltD9C0!BANoA?EY&l?!&h=$EJWkW zj2(r8eC4FTIEFZ?lzRQ zF}J=eik@A`xIVU~bJiTo1}!7TwT^K&lst8ju=UXNLLSSm_`1cse9badJ1^{|9e=2^ z7^6VB4!GB(w4ir5nQrhK43N_qE!e0qIe?6o>%5N7Gkuj6KTA0D3(oUi`aEJKWJbN% z`blHe;HBKAtf(ARxUGwYmQ&TvU}aNKug24nMJQ%17T#;!-nSwJ4m0rCQki9-PHC3G zSlkcX9NA}czpbTjK4yY2m!a_sH}`gxmLDWSMZ4E)i$l-j3q{0_e989eh6dj8PW1*0 z*B??+RLojb!vdK+?#kN$;|h&j7O!Q7q8wHwKyDM&V70!oIW-mioYNV1&~kq2P5t`` z=Bhl^4k~ey7tX!1knFM6?#Px0nsKG)K5c~OU>DO-6QNZQy{O2LNII?FEGUDkAUo97 z=uMOKjAgI?TuquPFr)5uCR$>ZVb3~~K^wCAl9m>;X3k(FIzKs95dp@XI?hakCg>gS zp|3qwy+gOs{LF%`Pe)XdkW-ImfTfl1!gZAgFNbu>K4-8j6OMt3c31c(pVj0BUHLK1 z+WUca1K-_ShBfjlb2N*rd#mEosj``Sy$WkeN~TlX8pR|O3Wu*5io+;WnFS*Zm0;4Y zFr8Ph59>fe%=6Rln%SYF+=s9u#q*w55GR2fYd&e5R^)dCyx#U-ahulN0}s}EUM5Du zHvWR+yK-t5VkVei#gf`+5vJ3c%?2e^_XAfgqaPWlN$FF#%!3 z>enaelkz6Wx6c$Oi2m6x?{|Zn3`P52V$WY7$R*Yk1^crx(Jgdp$0h%rJ=|7U3P4R8dljz^2#jLVrU`bAG@jH9EY z-<#w5!FnlZW@CU<%GL0G7JKi#CI;F7WxSQ9Kh-s?2m8Z)mH_!foK}dK@b3!wq%)VH z_T0_WATtS!w(!*Onoz}?sFF$V*656=0JTn|*l4p5uk+=_>{jK^pb#h={^|i8Qv=uz z$*n?|EnbFZ#Saj5KaD?gX9{P#W+bnR{Sl&Hd97MKhit)!cr8)ej>*UV8ahgYOUn(_ zB=Rh5OoBS#JkRI#(qyMTqOPjCcHmt1@=UySOfQoS*A2#&XfiJB$3A7F9$k`{Lmyoo3V2<46KkL|a?i3S}P6 zWELOYBox#A`DP`)dy8nX@FTLrCQQqGkdN9en?|F6_nI>;QJXP5wyvwaWq7@5;1U;< zlCx&S56qA~(WZrTdSul`Wa0vJ;qgSlt8Ms(;yPs7$M{9hQ31>ugyD~_&<6+qJOgzb zPv?SNUxLXpl>4D_$|qO#{*`aj+=)Rkg#+xf>Y!HOqDMDt6-AcBKxDRNk! zf`8{A`1=kWjwc{nepz;u5-m=uub?n1_rfpVVN6Q3kdiKP?pY;nrCyk75iTV;klyUi z0COds^vO(};k}it$spg1!rf|xSNk#AU*!T>Q2cWZZ7_5z8SVk+DyHj|X^-)8oVSW= zAP#*kiW@FM7w@WvsfPFy&MU3d_FgTM!s;EJXe2Jh+K+0{2<(o*C<1G(D&20y%+_3X zFaDo^NS?LF>l4c~O`N^|9|Fvi3qA+!Mj-og&tMD|prC5$rlM#zI}_?g4KvJ9Lmdp= z(cBX*hw}%v)7W;h#=Em*G1`70?Ja)i>#i-0k{5oj zXwTO1w*zimUIB7S?K<=Bw7e@DC-|r9{Y-(+SEslP+z= zXN6pNjN4Fq=J`Q8iK5q^ZC?7(rmAh4fS~N69Qz^2 zD$w_}unDT6q~7BP53UALIyj0Z=HW{T+Qn1D5u;}Y*9pzbzX*|`oU7fXe@$9S?D~=b zLQ#tT481k#8G+8S;lyx&>rxbqM2KDP%CdWPF=OvvmMeSy(unt0y~#SsGe%d$?AOh5 z%&c<6@sf6{gQwrg$_s29fwd-czxjpFu;%M2;j5eUpIj#d2a1a~RfE#9mAf+5i>0sd z(n8HwBn!THF@ML0ZC(s>JwQIVVw2Jx){Dq;hK9uJX|-BT_?*u)Ys1ZSoap-uGcQI= ziw0w()4u|F5t9KN`XauZH2OZex7w4uoVDkZgt)Ew57KD5A8F4wc^g?X z40{000h~f1Zh-9Fwe#iieCeXBoZRFc)*5pz;ZZdysqt_sA@NSJ4TiSys&7y2pIyM( z?Sx!_Bt7ny(k1Bp%%{W7>-K+sc|NtDxFmCwFLwA#dKO*q$#T2nX z)3y+$$H2d_+-nL+dKWsw;;D)z)(fCUF6r4MQi!2qdpLCSczLK6H>wLG5B&Hh)oMtC zq1#)PoBl>8fWAB^zNy{ibR3slm{NT?7~lNblT!Fg_E^F)AmhDPj@(y}gtt0N8AH|z zuUCfUd=qwt9C;wHxR2+P>XTXkN*Z7w6xCeN?+zA=icQ)6+7(!k%EP`ftiIrpKI-~< ze-lwpVq#hp-(yz$EbKyOe~f^dIN}Df!#Dc&6uOT1t6EW~qm_Oykv5B+ zWt@zAvcvW3!S;lC;pvXjNMJDJ7!QN_Xx&6lQI}ShJQlk7nduPE>G{V#xGghZ@f@@} zck-9pJ4^(d(bYi#|1sjH4bVqP@=6%2@v0*sL$(~V`4Xf@(4?0H98-$-i|yVLfOxNF z_{1rH*qYXfl{~?%Ih|MsqCcyU|D%oUKpUHIVQa*iLj>i70AoqFbC`gMe{SRkih%(W zl~7S0QR%UAym$NN>2UnUV8(s5AfiGR)Dc}(K6fJ0h--&*5Rxj@d|i8FXB~jWbSq| z_ohxD`4kSn-G0V;WUXC!vGZX$BjX?h{DWnHMMyj}8MbeeaC#C=7&T3f-Ecn>ci9mIvak2-M#Bjb$Gx>R(iw(4RlP+_Zdns3jkbUaN)$h8L)tZ+()XyZL>x#wadKEK z9cX&q#U>86ayOXexZ4%a9LXycf*ql93G4Cx-{dm6`I=n;zF3?_pmW`7%bCo7UlkCz zB1oo=<5O$Wa--?wc(+&YzZM<1C|*kbV`YMYWUj8NgDcg*Bdsw}q=oNMd;gFM_icYX z#RJpD+%XC7+FN9#b1GFU$MD~k`r{5>&nJsR>xc{+d_HYozWtnVr~HydBu8$wQ-2kW z!|XFvmc2^wWxwXy;$Z%**Ls^ZO*G#MI?9~vw=D0{=#PaE0_3B=mA)=J8K(y$-q)Cn zw#TnW&jEz0G~PXJTU)vrLP3a*ilXi_Wi#R!+X-JT^D|9DXFl`PZH2XSmD0V zu~c6@hz~!+)Tv5o{E=fdXweKngw9-0^H}`4vE}2<(gT>*#{e!x0}(R&IB@ zt;pi@-U#)D2L6VNDjcm@`mtk7q|@P5UOpxCk6r`*E7rWYs7QFT!;=e&`_vCv(C!;7 zv3SMZ%j5Och!q%-|DN*4jS-nC0?vUT&ZjH}T15>&Voxa{aG)WFrs_o`SmdoRl9#XdbR>q2KFETMz|8vZxl%KAR9{}^t9aFi|5U4{ zL_UYqvgjj==r~=$U$cF(GG8Y)%4&4UI5*K*-wO0d$vz~LbUtFxpTyd1L^p%{`X;U3 zVZ3v);mBs_Gzuo?ST|$+*OoTkP>C6|g^Pkn4Op>)S5+$b3hGIx?C;4IBgB+?ASia$ z+DdrW#Yl5hOC7fMSquHf&%Z0Q#^5U#wO$-HZZFXat_)=nscVYn(cfX#jhksbyypsb zkEyth)g4Qnx4dV?q>VQ#X%kaU7i&2jG7STs9iSH$(C}MG?p{5Vn8Zi;K1mO5JIrnp7Vt*)?2Mm|c0n4n-qUGQHJIAnK z2f-ImgvWZi4vaMi569E6zpri3L?OVE6vxk3Dq3ROmbpOC;>Fthey(^V6%gvCEp(V` z5NVYpQ(Dt#G>@&*8a5nyTS(B3H&Zrt8FxH@VAB3H3x6op$!UWko_m-m-sy(6HA|$# z(*Ax>Gq(L5m5NF4!c33x#D_JjtW0NDH#%NvQ4cv_s4z9$Er06m(6{x}yr32?$Jz0L zQFa_Y((H)(p3kUN&ps{h@wxiMecO3FFaOEOJ6=U^+1R#_ix!?K!`M*y^2B8!%Ig_= z803cU^Y8-kdAYFXHC|KS6TilC#Bjb>mVNPHAq%jt?f12)Dhd{718*6Bf1s&cWn+C- z`e}Psdf82XOeq$4iB*z7+#yn}{*4k^swDN^9i#qWmeK6tOA^In_6X7d=5k?=tQX_M zfg}@e`^BLc1JSRoVlFiHe(Gz~+=y7*_$XF^1S zoZR6d*gNL_g*QS znmDs!kjTCm5bT$}{OmV4z~z*+YOzM2hlJ|FfIuk_TZH;hw%HZ5rLw7OLF^ zht7%7DV*3qo&EI9YU7+lv`|RTjd)8C=5ZFi;h0vY`yh6Au|2dV`Mcf^;w1XEZBDuqL{M#o_$pp_xQ{U*^aUEYq$XXICTb|Z*X#=D>+9)hdpCM7(Go; zhlmAs0=}Hj^r7QWtkQLB)z7}wr={mOVZQFU%afElq_VaDay;c8oYi2STxETg&@>L} z4bZ!3r1Iof7;lSu)RDN}pOnB9;8$BdwXY_Hr?uAz)0}+AgU=E>WvI~B(QJN35W!LH zJ-y;K>4*Ok{`LkQS^lm2d4i086dA8jwlAK7W~cmMJ2E1f(+P+7HBvaA6|eejD86am zJ_`B(G<$WfxOc(do^(@oUxi}o%G`$)Zn9QecKq{1)XPP4Aw?~LN6zIL$XY1igeT`nh_ z_WgIHHQjfqUVQt>vVQ)DJnt|H6KXF=f;;4;EERdSchxz}Q-2{Sn#;pSt?;UpaG@}| zuERy{oJh5T`mI~6WH$?()a1W+0b_j+6Rl%H>&-0hbX zZTB~=PjqV{o{Q$Moe7SK#=<=)JbJ#gqHof4j_n+qL~`yDjErz6-EuFXfA)>RfI@;p z$(9|XNRdfAI`cbktkDPKMleWKVCQ2s%A!KMhMk z6S6{W1g2D2=)UhACtU;=Lp)=zZe2H7A9!P?P@EJX<|(m>^Oh#?UTeGLZSG>=Y#A|U zi$iSN4ci-(j_VKTCwizQpa)fmW}Hny>(7$ElNgl4HJaO|szq$rLL|>jcYdv8P9c@U zGLbr*L(NLzZ9O74VimpQAc<-_1Dl-jY(Zqk@D02WOQX6lUHz1sAbDbIIVB+hCStCS(W1K=w*QCv9q~) zi&=NCvb^jCIM`fv05-9rAX;@sz{Z{I?*D((eN{kR+mm)vrIg`lr7(960+d*=MaW#~foWdyR=VMJgJh3BkVf z4#~>)rnq-)=dY@P1+-)w=6>4FK65bsu_16oKR$g^+Z`F#yMa!;YI zjm+qfFMzD33;PFJl^P{Q!rDB%UvJy&K39+bzS3=~cW`6Y{}m%xCCM;YDgI5c*42R8 zOq5?fw{~!({HPM+@S9b>Ad*LIOu=gRS6-OIy?2OAV%x0>U)(0!8H*&8N z8#VNl6&v)XP;rHGm1lVEg+4v^?*7l(s?7(;D}Dicj3}yyaY-LG?u2 z^u%xz`V*OMB4Yeg_e4{k9=hq9+!!;@7mAwo;fLSZjf|E@=;qd^vYgT6U*ZFw+bfL+ z%%O_c~VUlU6t03d8X~ ztoozyIbNBFRECvM7iB!}nY}wuf<=Fn@9E$FWm%}BySBMq&t$?)BY5l`ZYXDhREz)4 zJHO6>v3g$aO$ZfmB;ClTlHRo{>{_Hp!lyi`b}$$O0e82MeTDEPJlSZ4U7cWW+VR}A zPvXoaVQDaIS%MP$$;r%+)ODO4XF_gcX`rA2b*zlIpEWpiA=vGHRyVTK)mA+>NOCZC z&GuAlim5SF1ZzwmOvbC{Ea27KOm*km)oWCpHP>&lnV<3?EZ zogwst@{~`IkGs_&xQ7gnRmkjSnh~OIFuKZ-7=i~%8@y|@(Nn{AY{5jnD1IOmA2XpI zu)%p7wcGj7MW3zjJ8y7H(w~HF>CAKUvuQb`>;yjRw_78B`xFg zih*IU9uNu8X8~&JsN!_yl%zdn!e*3#N-9yF89-JV2izQ1bf&;B71FD69D^5yFABi( z#AM2JyJTkCtUC#ni(g^;Q-P<3EF#$PP(v*XIFk3i`N=Fc_4R;-PQP3P!v=TE;^+tc zTb^^{qKfXDcu~UG=d)V}(z9srtksLzVd+|4Gl}_07C2%j7!XeVYWf=rlH2p0)0J$Q zycxnV+66?}VaU}XjCd>0kh8m8*d(k6+0yWMgPr?&yAndUpe?W8dfE2jy}R{SQtpz{ zpfu$cARyZYx)jNoudZDL^O3ck9*{jUI$ytFfRW5LEWKk~E$QD!Nt1tq6xJ$;hRFDcfD^2;uiMmO1#O54`_R@I!_M*R|2?0BKYqk}Tm+{FS6k8pCTK?)}R*r7j0EOzs*+os|K3 zGG}l@RgU@GZLc&Sjt2OJsC|7&O)U4P>>{B9avNl5@u?^)=3eS1d{G?%zEdA~NTUls zvLSNHP!kSzn$0{{HvGLIo>c+18>^z^^rB5agK{ZT{k@n5L<-*@ion_;?qIx~>J0vs z=k(yfI8Wnq+}?!tRIehztZU42IGNGR+jWbT<<__)6Hj3&6XFO&OiUD`0Kr>MtBu{# z*kjatKG=ukg(QMCSoL2NDA4^RFJ!7049!s`^_6;-Y8FT2_t{a(k}% za?MHqlq%7c)Kn_v;X&sZ#%FmaG=olDisq#2I=*igC!%lCe=Ui^cYy_po9pY>wVo+_ zIMfp=4CVOU+|&U<{-mQRdsBr=)eSY`^~Ljdd)4om8kLV6vBx81Y?@Uw)|#>EFAlA- z%D_q)5^=o2q?n*coQVh z5!k&UUciyzsrj`XTWZCz;yK-A(*TAZxj)zrjZeg$7eGee)?~bn^vxYPx_z45l z@dAJ!exu~iX0cM-zDpr5BK3_t@&+cDx}l-rI+;mtpcx=4xMb{A|G_G-qoSf7xEfnn zc&wdo_Qu3469AM(35ezx@dStTO(NuSy2y_D6TJV4&S%%9^txJiA>r6_K)i(yh_~oU z9S9W6`vlzb66l(Bj29$~d2Cv)?0bO80IUr}4d1@U*-cO){(~$bFKD7d`|B5w>q3AS z*k%9CHS+DGtKOx{E5=^pha>3sPol8>_`qFp{E>-(O86g}aOM-?#Ap5@PGo>T z0Q5~D-~WRvS)8M_tzX#lm{C%yD?FXbeC1({Y~D>RRdG1cJ=3hi(B6XCm3NK12burO z^K0GZU2K6{7g&;7%2&3$nW-WUsd_}C;cIv1(YSXu@@+Z24brjl<8R0s-=deW9pomx z4lKAaxjaUbpUDYR-5CJlGJE zt+KJSK=pvp-iBSzVZl!~P~30^h}4CfY;}Y>2ZcectD)ZG`A)d{EHv-#S`A)ND}n~ zzv%SF_1qlHHvRRw; zQhoLe_4zHs_9XZAv~OxKS8WU{e~Y|jI4n_Q#qshvhed_(b~k;x8 zrsttRyEj@E0<(jnn>SASD0|se{O|C}qF-wBFu09ZtZC0b`h$ft!m7RYvIiV#IlsW> z|L1tjLPa{uovu#5*B2R#pgSlaDApjz9oVUqZ^%?x%kmG#<3TxF zLAc}QBFb2-*=z>_K7uG(>3m1VOy-CZMM#ys39od>)k{cE4t1`yJcck>;w%J_$d}|l z0S3`T@4#wTV1{8pGb~noWiX5l<396T=HMe?BUGoUGfsIR@If{v?;Ktfvb)Cinr9Wx zuYY(os-xyIh?`t-70u$4@Uc~dPTnZ}#U65WtRWmn4Nqp8=Yg*bmg=38`$>rDUG=9r zQp|zyBaRd)+Uj@<(diPZBVR~AcD&{#|NhZKYt}jK@IoP6T2yqXcVclasfXM>r7Dd* zZ~pX-VixP(%)P;03z^%(QWR73o=FqpCvqmmy3QL$jf{^FZQWY&-9bId(KOoeM+W#G z@IkW%NJ@OSNQ|BRykB$4_alU5wmYD@=CbU{4VV^W(6m4pl@n6brFz;ZuJBHeVL&R-|Neav z6TMvg`Pbs?(q^Iu&ZVC2ruoIa3RNJVT)yN{wXR*v;2?p>d-Zz)^~{WlJGVm2fMsm^ zz>yiD06m=XP&O@T2Uo?6qF4T*pRNf&4-x6LGIU3eMRYA)jN#;_WSeQuH;J)LxJ$Cb zJ;@Ll5+^DKIa7M*?wR~hv4ayI$tJ9Y$ZJ9hYPk^Y$V@FJ%!1m6N82)pR*Q%=xgH;V zQE$QXuW(llnd5u;cr!b)J&1lZwh{7G!U4>esL)hhw&O{A@Ng<^9~Lxj&YkHQz9| z{b9to-0)hfPMt8*VIM>OD?{3?X^2}yFy!*G`!{7oerQzl!PB>EGbofi`Z~XI8Xwml zON!^fq&nxC4PUGL?y5x@Yp`9N?M8RPr8+_{5KmT#OXCDI4(!OxExv=+9W&$nyCcqB zb-L)sWemyva_vlS{}R7ZgCDfV2xIv;9c~1MtAoQVzq9gCqR$jPp)PJS% z>~-XsXLa|WKIz3>+_PSmj#w0vA{ZVyzg>7NIx=nB@(!Fj9OLb{p_q>KU0k}J>TO+? zgTEQm*WnSi<6Kx>YW)^h1yg9ahE4RJV6keQMrS{_M-&_p#h;I{X{Glqd^Hd< z#AI#vM7w<72^U+LaIbHAeL06wh%m5+c7{V=-2-3O4Xx&rX4w0sRhP)Kra)5^fwLa` zmpuj~OA+f_`%d0iy~*W?8Q~6StEA5#?Nugq{OAWu1B-S^2aN~fUPmeq;0`U_+GlJf zwDC`s6{ux$`#!RV>UC4r9LFd=vfi}w|KiDu_Gd?{WhDT3 zhT{+uFPj6KSqe{GO)|>2_Ru)-e;q(S+b0UW@9Z9tV9@T@5}>{DlDYNcm7;z+6+lr_ z+3zV%@SF6K-uqH4fx$}_gebgwu+&~=CH5}Y2t4XMTYSDYwf9LWq6-{=&VvBViw^DX zf^27aSB+^E;2(-b=f(qLrt5arf-)&3#9MS(SP$ksd+^&{T=6ti!hw`=L5-F|5vEE9 z0#@TWVcF9s33UknJ1&E>p}||ceI^)KYt$XFwiNUedf?>NV+_?h9czv&B_iDSV+OlO zq1Juekkpq1sE*Xl*V(-4}o-<%C-#8gR#b&&w6tK znJ$natUpvUKt#6wH_^#dXSOWT=kGSy5Di9L<_|w+3!V~Xh*!dXqEoZI!kRzR;~_`j zx2GeuRJcjoEg>yNsgLLb(0l?E{y>S^4k&g9b&H->;>avGY#X!OWdt-aEK;M0nc6X2 zX1-ymE&DcENg|IZXR!)Zmq{xlmV=139O@~XBG3s243`vO+5VW2dlqqaUi-+~D`eH6 zS*FoGxvFBQqYC*1+aSzA0AYXqN{4kWBSJ$PHd#R@|5+6bp=s1>E5pw+E~C3eJc@4M z<*V+remSQNj!oh~iaYjTk8JY=0t_g2*s=l*hi-Yg4;F=EXs1*Va_C*47h-^VmX-8r zGhUo24$VO^r10%HZ1fAh(*87v>QNGGG{J2v;Vu#B-ug@k zdb}NvMg3CljN@$l(^w{`~v%~;tG-x zRhq*;0rTsESpn@Tf~DMm5kYixwoq-N;{SxgJTjH z9BY_rz5a0{if8wauPQw8t4MCKnlEtC%nnHS$KNfUOSDd2t?-E!{=$VQ1c%S=rT6tNn3DV*pb!v8t86q@gcNw zu4C6s{aOpGYq+DUgEOHIo5Od}&7Lyjf`NKL;;-PFn8&N<*NY;8axj^w$Eir%(&9!@m~gYxuvJu0I*yK>)b8eVHFDRG{#UsV*Y zqpypR#(dFt$bCk$oOj53xvaeG4ve7?sAN1}CD$mU)xQ0J0IIDOwfw=3Q zx=@s;MGz-Q3=ogNs_=h%WqRA>r3a8-N{e+Cr=9ZvQ2-K20H59;=*(vo&9!qvN#o|`_a(EzCQ>+s*XzC-td)+N!xFL&VvaVAgL8`I33S=e4YM! z1)w6y6h#kKPcls0mr3k?UX8+$1A^&(i(lMUcmhy-F zRK40JZd{LMVIHWrft6)lj()K*cPrn@p;-|n(9$XghU6W!t$qY7|}m-IL0NEq}t?{_m!uqJ!CY z*SxLbodpJpYWHRHb6W@MM#MKNd!5zXuJ`&?Q86am&+c|WLVB@O7(N6QUV!NqtVMqW zzpn3F)lhN&}Z3>A=hKPIij2qal&B$^|{RF9_=GgHqOH z73Gf$fWp#d7Xa5?dDnHdQ}oeFs?NV()cit% z=$4^Q>`{P>db2y)ytq)U+LdPl#bI}J>VC8n0xiuJjK^R$+%Y`aI3hB-8wKJ+>Nent zR77h8e`%9dEDpsXyLi;*$H>oCv8_B&8O$5Jq#`W#+%`jP6|rR;KF!(jT&w7ru~`-# z4wik*wL20b;MuJhkW3P7jU#CR<}WxMlw}CKp9@o^5ARmEZ#Lwq%XDQobBwumRmt4E z`h{E{=ZbT4D-X$yuOfA-*1<0SEzBML;$wEDeawCYkD$XOi~v83!g5dC zm(vYyu#e=n>x9UNw7Hpun98Hqom+!QP}oKJMC?cBh43o!LOdlaHX|7@?x{KMtJW+g zW4Xz_uk6P>_lwJ|n3}zQHE~T=swg?R@)UP%cB;a0Rpypo)|S$HpoiHs-?v_r+x&J) zifv0xrc!M07%>=BNYgk<5+t9zNC1NF@5gphnY3DMA=`ELRW1>=xi>E1_Q^Gi+mHD> zbS@M%$>db80(<0^wX|C!d92Pu0h3=71?`g?4HpZ8Tg$TS?>}Z2lDwsecKs|DDh2ZFZ%_JtAUT${iyrd>%45iFPm05X zK?$2_PPB4z-2cLtBABvrZ^1E9W4TKANYWlW1-4&_fJPU8Ci6_JH+_vGaM7)1%9a-3 zZ#I@FbF6k}^sI91$`7fr^_V5YKD>#@8ot6wox_e+hb>Y_dtUd&dmS<`Q`f?j<8xIw za~hBFW{OPjRKiGJ{q6AEwcSlQ@Ub#}fw=-X(U4>e{57Na}-?#6quRf~^_YHme! z_g{Xe&qmDcD>lV0TElFAB*BvqW?u39`V6=1Yv=n{eT${=XsNbi6NAA#TooplRRCpE z)rK=1XUez^9A`8TktA*(_VJtzyv(JrTJ$ykoJ^)w)TEx#nTo*`R;Xp1{sGbbpa+RK zdHxrj)MGBy0gx0nb7miGxKAfC*|WB1r|U6N)0`C;+K{rNoI_S#6w6<=Z;>rlq9f^b z!35l#9%{&>iKlDxt{;iXTK;tL5NmJ;eMJPaD|C)X<<#aS(+lQU<%PDLNitTb7fbzR z*?4T`F^lb{sFo_{;pUn5%j9_0l1?65na2!v;<5L;QW62q>5WSujE7gh`>Xmy4m+db z2h%hg$+>X_D)k4!jYRqMVf-!9jRa_(8dr0lgbSN%+_H=CrLE21XoBhWz+Qo@${<4>~Sl> zBXEmT#cnZjl49AX|LhbR3dQtD9_53}D})Spe`hLQ*mwOgZ z#>8M@BIVnQU$kekL-HR}Ki5Ch&J~-v=j+cobjZB8?Jd{D+<&?eS?MONXCC;{t^W1w z3_Un~EKuqwZ`$vds^DD9H6MP-C36}2h%8INbLTFus;`HKu|E24EG+_|AzB}nQ6|Fc z6wlA8Ly@_atp$>{;XDF?B*+>PRH?wg)AoGU!c%qucj;XlbKgp+1H%nfmBoIs+rOVa zvM(}i3`N7Rjww!X6&m1I%Bbr0KtLSK3n5xe2s;8)*ZR=6eZs^K(NC)9Cp24Q@gjHZ6KW`HDizP6Rf0VXU z8l|lmWGn09Tyi?DR&V|`k23Dr@Il`!VMe*0Z{y)2r3Fm4fcy5iJLcz`0@Kg9bJl?p z+GTSzN%O+k>mJSsr5?dl^V!YD2VVsW?E-noO)a9#M9YT@b=+0kg0>a6nR9vsxbatO zy37rY;e9BiTEdFu@}gAKP}ZBWZ;7nhN_q=%3thhzHUtCg=0_m)#1}>MY>QQcAO-Q3 zT6c#V`{{z)Umg-#=P=p)%!%Xc{4j9--t%eV=`qyFJZPy^WCB{8>lW$o}OGH|O_O z?Eo2JY3qDVQ2$7O4!20nve(p7dw!P`%eJN^-HWG}8579WRmzFM%5zFyeDr}L z_`}j(hBk}*PqGGCBgW*{3E3LLj+uXPFPtW_bwNc7M_iM(PdnFxE(#0vcE+PP!kviX z_fEA?g7jW|h-3S4G)@Y;*8~Gk$q6f~a8Zo%rCMkG zP??^_D0_sN>`S^S4kaKb_M?ix+ahUO=|Jj5b}y^Xa~>RdMt&du%%v$rwoB89(It;^KwrcMz?q7P{a(I`7i-&DMO*WK5&V4(gHa z_F~`l!CY*z5__8VtquugT%2i(!Xd@g;Y`(e?zncb*nKkdO5ZLF=Ug#4CrBOHf5@z3p{MV#fjjO`(-^B8 zcwXa?bSoa++Kg+Fma*UZ$1RlYKmA&v+HKW89F9q%``f5HkSn02%&L)cO+lbGDA~1e zH%#>pvx1sWpoEez&1T{<;a&5w2J3!oLHT0I)QxeODHHSly-@+FmCG+FtUDGGMBP`vP{$6MseoEbHSFd1lhYi!lglEZtP#su zhgu5aVC_XbRk)Ux%-+hsJ;(Vubk{`UzVJpCJ19RKCtG5>Mf311vv=s;SWh}HUG!*g2$~ zVjbxAAqI$&6yVGH?L&~{J=~~{)kK~Hz-~!B7EZrwe_r;R*YHx(De_6cCeN?ns(CyS z85hoCB@i~;5U)ml+f{(^!8elAA2d9P9X!8#7f&GZfl3wbEzVF<9wr$ve~g3UA84MpCEEPU=$kb4rsHVsfs8x?a*N@$O$8CNNb_ps$J2z(y(7lNV zK^K>)B0B`>vqKG=v2r13eAeXfB!N*ug?$$BrtvuUac$FnOC)SK;*Oj6IuuPa%sqaEgIO% zn|2xba`k((YU)(AR3C96`tnXQ@A-pA(_-DmV6uZ1Ay{;j;W_dUyax@ZjZRd`zWcqi z!iq3yMa-m`o+%`toB;74qW=X-E6C(Iyex*>(k|5vwu+RKu<$mX31s6JhC7dpBAqMC zhe;*jZnU^^m4TJqNX{h1lmoq^0k}S5vQ)ryIDfJ4A3L+)XXslz%32DB_7g zlBsO*JN?Di9O15+I^^~SQe2l{6Q8tCH9`sx_aJ3x0!UW=zyT2k=K$z4|C9!RKK393 z(R^OqNTLnO*EzJ$i&(b1lTgC^9GS_Nxc5;!qco;DhS9`l{(sh)X@R|jJrJ)iHRm3)Ez#g>JY=JJ;^8N!_`LVcr6IAUdx zAxDH0ICSWARk-eiFsp~uLfzKR8rIb@+qDxZD?EKmx^0fAV;d;BG$0ZB#Vw<=5c0p3 zW>W4SHCmf93b?2R7@&C&sP5|An}Un>zc;e0tN5Z)GL*RczDLiU_R@LA$u#K#Mvpvu zD8UeefpF2F#Z;xsABua(K&IftZScLkc@06U4)dUftUFJPMhiFk5~6w6pS z-JcvyMy&Me`~b3w8bnrYo}SWkb~GA{rkb~Tys}FFvHtwAC$TR#IjnZ(frEqJM=xOj zA2SUMT|@Yj66{|}p+62M*N3ZqIroM3c5T2K*7i1L8l*NF2L0o=I`icXu9n0efB_TP z0m%I=Dp7Uds4bAH$OhCP%ve2~KenC=_1}pOx#PadM%782_|F_pjn)9tac-+T~Nmj0V47KV? zy;+ky$zwBlC43;pDLsuJuUXuKGI@Rxd0X=MYO#AxEBhD-&f384V=h@zpy-fl8CR2d z_^h8w&$v_QE*4>vK~t0oCt{03p<*#5!S)(c^Z4WDhEi;;AY9>MF$aKgoDe{os>JUjUwOaA$q>gX|okY&*1*!zigGBOdqNWF!36g@bB@XT@&cI zOmCRqPxJY!A?;U}RNTCDu>>&QHn@R@hP7U^0dxxf7rX zrlk3>7H@{&Q>&48f16rzX{If0OFGypr}qxAAZ)ix`@`|unKpY>V}#NH9UWf`?RW+c zUdYej{@Qc&XbMH1u-dxDhsl~w9N7h~%MK7ZP$qj!n)kO3DPrQK>m(^v4cBR0kP$HK zaw>N^7Q~gJQ8$_tTL*}!CwX~nCGNr ztbW>;6Q<*+?z*l@(L&U(KAe-%)?Q4aS}cc{L|1xzXj}PP5L>EjJuCqz#4eCP;|#F0 zZ%Yj=@uj=xHK5`s6c1L8a&_-)_4v(3eJ?M7imyAf>k1`rk0n!K4V0A~oc9pb-BV?m zeX?8|jgBYX$4o!iu6z7|tj3{8`;lp(M2&3|_Uq{hwHs%(#(ld;sA9B>icu!aMtR3s zqGjTR=27U*Y^i3~?Za>1FH0vqq&G@}+8++azo&4N)0cHrj&9f&V*4kIR52Af+H)Sp z<*v#_DEOED>9Bf~p;(96Nq*V$0`j&z`4RI^Ab4K$#uUmXO*Vc93f>UwwSL2(kVd#4 z)D)U!sJn9GI;v}CYw~DaJZsNf7MUbViap8#GrjVM!xamq8(LDohST@tK5U-Qh2R({ zm9*9)G~Jt6biMgSPEFv)Isu*ei)ypxY>Oz}+V<%FZVh)3s7_Rh25h^-9puCY{TG0O2U1QB}!>87N4w-e-pT_tVL0^Ug)*H zAt4ly=;(&kY37r8;~vt^5P}|7^-;NlVSbcdlD(BMiVd`_^)vl{uM#3F`$It+QPh<+ z^s>A%?F{zxEN@-b$f5YSM%i(>sdqm-kjh>}^GHhb;Q!jH$lvOGa|=g$0x7-E);g}w5aH)3;3xXZ+h^;+LpBPu8fX-Y z0fzr*eYhDhcYbEh(ahG{<)VNUjWeD>a+82pWsW8BQ>HX*M+2klO;iT6{aQB~o|c7g zgKqPXVgBtCTJmNTX1lZe<|TzAd5Bj;hmsMlbZXmcrmB4@QVzvunBiM`x{w_>FW&;7 z@rOsc>3FOZd<2VNnvNe(TEz15;l1yh4OEX@0lII%Day(ehgWB0Azn(v9@EVxZa!_m3K6^XVA zSMm|GQ|>tNwOx5#D>$xv?*X6U9srN;S^6L_8CEQ=q5z-pNuyBRX z;?xIr7l)eI+bY6o(kl)b4NuD|tDd6}NI+}}++vcPDw?^?tSsT9y)5M%e^Ssh-t@Vl zhs`6E`UpXOrkAE?Jfd4wQ?^h6fdx(vvH7wy;)lm4Q3_A#t4F{h@l1sl6>Q|Mz+kW8 z-zh6EBW96Zne=Njl;de!8*eRgOZ?d1i)Jv_v93G2nj4KZa1jA1IOQKEql5dt%EXK9 zwyI+14t6!oau#)2rCygumJeqJCOPi?txsde{r5@jY)~HW8hBm5Ky6iksyxmUZMjU%!m}@R1gq!nnRk=_#c1 z7cm@|RUP||4gQslNrzdqltOQy_L_62*Le(%KI#Lo996>HM4<4>sWua;_Qs)A5=hht zuR2SND-S?{O%U>d$v7TC<7p_!){0*#PJK7?VbyKiybGoRBYoUm${Q0{`r$@|cOdGK z6c3 z_NFKxIj=@>4*Jz?*bjP z!6V`+m)~KqT0_e34}r*FA7sbGQi>&{Nqus2ewQ&xbZ!JSZyk91gNPzVTgzl8R$#Z_ zS3`|@_ic&fT4zM6-o6JEAFL?-!#3GG-@W;?=QEox2W0nh2g=X-z5TEWS{j*F4z|@x z*1N-V+wIs(?#qxz)lWfZBu?bX3J|hp>-b>BxL05*DGJ#pPJFN+!+WIZ*Hv?*+d8Pm zs}|p1i!^@Cvts@_9lkK1>94&scJI|BZLaX#fDDUDA6D>L=guteJk;Ps9a9WnehK_g zs$*=MBS9(0`yX4mC{S-w_Ll@kAJ+Up%6xIlMSVVz8&DSs1fc6}U1(@%d$MM3+UEJo zk^=}loW1)425(cw>K_=URIVLb6?|UiHq}U$i&WRNp^9pM)jM>{uyluQz4VDav5P-A-WGAW3P#^SKr2OC}MUtveL$~xq*RPna5}I`S z>!XVYnv=7cT79LFQH*|+T~z3{wd4erzHTaI6TWZc73ipnsQsR)nJ;Y@_9C+P%^Y46 z-Ym8WWxRizqj-`=Z~xUCbxZl5%u!_bcjmxZ3x7OX1wt4GuCos@W$(MW(R;ah2O4N> zT5>gvJYE`50AEzHw6%H4s*e;lUdWy&e5dB%?D_K+#Cq~~JBg>EgBx_dD3BhXY*M6+ zaG-4ld8dv)Z9C2bVtXisU$|*X)q^_TgQ;e;u+TL%hnxE%qOKMC-IVoFja+N04+1?B zc%fjyWIP;SCGaf(!i1ftzShb6DZUWV3k+YX->I6-b(%})Ur7Jye=`5u|FlyVj}k@j zC)^os7yBxaKKaEHkzFfNEx}K?lRb0dO!4VadbLLWZmK8H>9I~Ae-A3%?D$6$dDWsA ztSI514-*o63sT#Dh9cGmkr9jIU+d=sPIDnsz!6{kb;c{my-UN(hV#&qaGdq*UEqlK zfs!RaN5zw;wZ;$H&6~IdPA4b}y|uVc=dm6MFku>-o}(+@`^(V#Ci$_~uyOs)i!v;D z2P^!BXs4H_oH)Yn>U~Mu$Y@bn$mqZ#;NJNTq7{B5{&$UyNgojj;EsO(RBbo3k1%+> zYoL?YkOke@=StA7PL4Xs)xjTFpMe;bZ&e;TRix6=$# zIQzbDdiScQ@CZvB44Q7>`}03J=w$1gi{go3-S~3!^4q_{`#$nH#GuoQxVUKoMO7w; zJv9jymKqVgI&zN9mt~+92cRYTQ_n>-=lgghF+Xd4W8;nNzgUl`6-)7k^A>B(4#j}s z{aZ@IY`#>lS8+;8N;a)HzK8-X#;_7Jhppd*TA`u$7Mq||0shZuLJmzHlz$d znDTEsQXlZYf7y}#5C<`Khck#`@eZ#q&j(moSamVu|0Ep-*4lmkummVkihpkKM~C!N zSm~{OmMVG_UWWcX1omu%#fluLs!MjbcOYk`)$;)8%nu{$`9~{s5Fru8`rlPMTUuz8 zMGt+aQZ9ORfFwv{MF1!?iG@i!yLqo=% z15ofpM*m0i{;N#tr{4(A6MMhY^!)vRISjGU*HKks-)w*2$QB`h8&2%ty)e<}j{ zfAfA3ynSSPnzYYc=8eY(O&{}0x}fzckDq~(8)CxsD}K%tC7XMOHqCE?QwqU_XK9^I zYyeH128O^Et0_b5jRjfrv`G~*BuAXsWoE#KL3>j{j?#b@GklSGaU<;&RBK8K&#|uG z*NPd`;aHXXp!Z?{?`7&0X8Z0qe_H8=cT|s$E7kQwAmpNS&!Wy(u4aa5uOOt}!MNj- z+Xzs$#~a{^wnn>&9kJd{;j$6T#?gx2UR1zzRZ9&L70Zcq9Tc8d>3)AmhWlehZV=qE zF`Xa5zsJG}ZuFbB;=&Js1~fB0B@vssir388-(S?+62`ccPPQPPSs%ylW?}JKUijnL zCaz15>Q&x*mOv(v5CzfQBZ*mLWw)<-=p4~I(BSf5JD1#cw9aXmDxcz%H7_#}Mvr{( zGI?dcqt#54B>h~ff>Tz!wM$+c&%ip)&O&|F&am5cPpQ*c-r(W(hNADJ@c;?_FmNN6 z%`#04HZFXlR-NVR{2=~<3-Ig#jIu!KZ=K0VbG5=?MjL-H9^`BjqZFa0wYiT8DcJ&2 zA|&oysP=N*xL3XfUa*zwMHofUp9C>(OO*~A_I|9Yd~STPwS&7cpNB#gMtHmIjIF{L zuoPMtUR*kgUA}#1WeYedx)Bc6=2JC3yFV}@MVN%48LxtcjK5&qH zHg>GJXQ=&A_3(644UAFVadoL5VVVjH3&JY|LAB#{-kt{kItGD#C(r2-8L1$muTq`S z(Hq@%N{MrB1;K!xySr6}g)#AwX5y762sV7ldfWm_XFIuN%&;7)6J{nbDM^jN+OhtN zMgX{RPNP;|b-(mBcir!})HzNI;2`ViuT7W^(n3-<{UKAb4;lb3X(EmC6QNmY@y*j+ z%ZykVe`wqCHVz+6lR5FzgK4$ehR-+uje6xHdMRR0PiI-%9f&}sT*Th2%gs*9HdJ5I zS&vLrH`4jHKabK>yOt5(Rd3VT>fShFHlB9mOg@EQ9uu?Xm6r)cYO!0a)vA)AU1Jaj?>DWhn0md;xaYvCpQUo`6FUuoBRpq|{% zQS;NZJ`@|{U;_s}Tcl9-HDW)BmMR&>dSG#^@lYU79TWapoh8*Qs^vM-6OP3ELJ7avwxd&GyxX$^dX zmRu_G)B>!k3c!I;!U(*{lME&PlPI@BliBRiNE zJ+WBu4xA7Qa_FFfx-U|*2VcD#Cr=<0;Jl8@+0A9`?j{pb^Y6`GCH3sM&{Tw9MF93N zR(KNY@~ZG_-|E|*P9rK0qvId0Qju|Ow{V|7(Z)Y?Ecl`AR;(*cx1}CML-(fFe+d;2 z^%KL&@o+sq=pM~J)QRF5j$FV*m>9FLI_=~~L-LD8zo3jse3=kA;MK^+yrlRveEk&C z7ypUs6T``+_%}yyB8L7`fS|7gSnMzIeaf77v@T7$BzDI}F__l+G^^Vx3;n1dG?O~^t` zvMbtsBohxJDV7@YenH%9@uwD+NSlf3@&LmXwDa46GTt@3IO$d2KIVC7Bf@N=Qt1D-7dIyO|BJ|5#FZ`th&1gEalG@#Nm=QLS4g{zt`|_ z8do&LUOTOOjXv-G@LJ1g8cUbdqf_)2eiYic>c?Fx)BG6M1LkdT=1gFJijn0~7S3nU zX)>x^f0K|#DwJg0XtiCufYCFe`*MaikJh4q=NFXvo_iHImGN*k<0}sItOljKRY|?H zNA!%E->i1461zDWG`$)WJ_|JJs%!bMQ>5jBh#KQQwKgDoRt69!JoUsW4g6{`+$+y+ zdGqS370$4Mrr>->Vu#a<v}ieIX=yO?G5)< z^x#SaK2PF~gV|m^?MZ8R9WG8*sB47HE)F(j zmQ2=sPyRDSJ(^rjH1n*`u7KdLr)1qv$&OfvlVefQZP>u4TOsSPX_dV{C$gL zg1%IV+evRInix-gl$;LZ8bb``77RYZf79a`ZP>kL4njCp&S!JRw@zckoop3Z*Kd;M zodZws%8WIePVh_kFKVI9{wxD&=8wpSR=6^y`5L*!hnF=qXVx}?((xGGxQP6{FOafs zXhz1I0ZE$@?-*vT&7;_cqwdN&gN<-?b3^M-ziblP3IS!2z5)YwaT(04+GZjV)c~l^|*TKABYO_Lh}4hI~w`Gz~v-v zN|QD^I_pmz-${ls_392I!IuW1@Vx+4SsMCUiqgP-eWi>&=W&7`tM(U~Gdi+%@oYz$ z-r5oJ@%SOo9b3axlkysh*j`DTlCD}x;;q3cSm0XGq)IshD4T?ibKY?m7evZtC@|-L zPT1UOZRH&d!Kp2cJmmKS)7hJ8vhq@DXuK}BmBvnXBJhvhW|?d$EDLa1+o*!gw>~A8 zN4rHMzv6tyU~Uq3at-VbLcs2T?S$2LEZ0~gRxxz!vMyaR4&GAe+L>$SMr0Rx$Q0pD zO}3L$t;3Xk_D&Jq0&-(^+-VvgWAZ2MwV5XM5j*AA-dLf}win83IOt8wd(*9%XBrpJ zG!A4uj2ieV)4*}4N-$8h-{EIp5WUbk$8y&+j@&ZB+K@-E;PSxGmE?@Rkc{kLXw z)GZ+K4#_{#u}0O9&?29R5IxO*uXo}W9JQNWV=V?Bs3}ajfH)#tpC@EFjL%gI2U2;c zz@YXJu8T%cp2}t45kXO@Dh8O(U;nOcJZr@DwBNb+Z5ThjK`0O%f@I(dumTrwlnJ%r zLUTxc4X*mKB+TNMbx5xLFdjzF=RE3&7^kS<=wTE5r4*mwO?4Z*?+O+KY*mGUmi)4k zg6JG14gLy@B9HCY&P*eZ1&Y(FyTrQ^4VZ9dm`;;DcHS}@Dly;9J2Bq6?g6=h=f}oY z!q{sF7TTm%4OrGQv>Cdk|3%$bHpLlqZIY0n!5snwCn2~6PjGkF;O_3h9fCUqcP6+F zB)B^a?mi3-gR?{Sd8+oUt^EPZ2Po?9xu^T|=|0k@uM4^2mRkv~Ls);5ZSf;Bj>9)e z888E84Qv(=V6%|=9i9o*GLjE(5RrnFnPO>hVRoi(BYEW&2&e0^WV*klb0_%X_6Q*2 zfiu?ossf{*gkIBLlX*D@i1SUCC4ac;&=M}S4DPrfZ6Z+asVJYN#ZX>6{e`ormruxB{Ppdr=?o!7^%I_5yF3CMN9LM2z#kg`y z{WwbSo!=xfA4cc5>1R8n5~?ZL^S8r&(PAxmbl=q#(Kg&0Q5VVt2Km=_nT`SY98a#e zbQHl4@G#>Z@kfU*eo>z0uAt;6aqrQNG{zF@yZYXsTx?Z#?5*o;#a}k|hO3zn)RxXe z`l9S#T^5EjSsV0 zyCwLFu#sl>67?QO_dR@_I8EZ`=f_3eqva#?l?8VU!JMNESh$WhHM zI*L_MiTMZY3WUZ${b^1MoswTaFLry-j_uP`5zPbzpEII1d5ewpU@1WuHtGNkS?<>T zkqTMaGo+mk+SIj1n$(Oma{kKPTvn`s^WrpTNhQT*MKbN`oU=&-7o?!t54GM4Q4ME& z4M08_m9gq!xCo4*xYTyXskT~o)psZ8-6W7owRna&tT>X6W-VjxLvaJv!`@`!?-GT! z_rw{{e77NVMhRFdYeTmPU;8{^+G~qDDYGVYc3BC&-?5xO@OtOP+3yq}eFv~uVE>Jt z?~;)(V+`-(3soIx8|+1(pVv$qGsripO^p(~8}sk`c-aM0Eqs{!k?L_7vs6|u?OEcq zX9lOp^#s>nTt~3EN@)HN{+>=2R8HTP8~Ev&Sp++y6de%N2{*0OHO9CfTj~B+@yP(| z9v+*C)mk^>o`J+-@WD9sei$+wa+xJFE_wljPKU?K0^~JN2sQp8f$7E%^($6~_e{yWNWnfuXWW?3PgZgPRl-nQI;%QhPyv5<#lA;#haOq=%$9`C8d8)7ZRzsx}a zh?YQ3LP5>B=?(vBcp<7QrK)(f1V+G@9i~sT1AKh25Fy`Yz1c0`Gu2%-=2u*B4SBXs zlANkUWwa(pAhlH&E-zL|2bh^`20LvqCQZIU-tvdb*q^GhmL-&rVQ=BO0sJ@+e5q=vFeMc?1!GHH6G(_vw||3Az2#xQzGT=ej8@w`$60xAZtX`NW#~ zwV7r%E7N=9?e)$QX>`Cdc^B$C8Mpo%+$Se>h?&1Ps(f5x_R!hV%3B%terAU9_BY0K znx-SIl*gM7(?}bT@~7R1A@nsb4Z>9HE33C-c0!SYXnaMU0`UMh{EK@`9aD*jkU+k2JXIJWywbrLLB9sIp@Hr~sQ7eZ=6~oaghed<5 zkC?Q0GxXJj#XN(`A&d#~5~lbB&G$J=Wi#Vte0W%)B^v{RB~>!hHcSXdzt%3;JDi?>T|okV**E zOts5#gsevx1;zN_d@{#|zhe!W`wCXI>$D}@1l0Tbqg zNfbwb<;`z1VmrXAndsGm!PUNrkB22kp;!qV5lntLU!qaBGK4evG^+)$>8&WdpY+cpo^fk>B#+MnNia#M5*I*-l2 zGG+etMUd1VWBefR_o6kbO2x%X-`FaN^%*^bmxhPB%#bHM0ktGa?iNJwDeO1y`B%TD?eKj3H>0y}CH_2FB3lqX z{v*zQv9~V+u%iHtb=S%0ZNQ0$i7Zr6)JSvAehVmn`@3x((Zyc{`_rO}F?zxkWhYn9 zD$3r3C;2ba!lSvLnzYGq_dwoxgE?^d44hEMDHd)YlaV>azy!;F>lCQkO{TArL%+ zbQeZnK)EFQhF3_jY)bc&_xu^d(6c-5mbsIng{CR3bmOM%TFP(&OI`}eSTaYT#E zw%t?5RCcwE4O};)&8*G){+r8B?^_2x5TnIsmsv?rJT+OH*lVzA({KoC1ol*4~9L%sT^3?pNv&uxRuV?4X&ie z!zDITBABuJs_SN}83%G9J=E~@6dNOyi>5`bR|Vla#Rx)oXye!PDNOb zYYuzYWkw&b?I(_RnDMr4?uM<-YBlZH+HU~$``2FZvd`@~tr?+@17mZ7tJUkFToT=g zFccLW-`plwR?wGQz>>ntMDvG=Ywqe_u3!t-Dl$RBC6Ayysa|2PO`#F=tM)zd8H*1V z!TwmI?Q3nNSDb%-;hQxM{quHB*Rm0e z^9i-?9OJ=jW2aAB?lLVd;!u$RTdAphjEWz%@lB5+UO%}ofsb*^!ZD!qPbc#}%e99d zsZUIHzaL+Yf1XBjWp^R$6!Hac>bc354yO4|ZPCOvX*HCqr1XNta!?>ij^tsns=V&# z*+N7eldX1I_*zdc&ZrL$=gL&a@av|E02aB%*D|@#cY;}GeTa-*mlJ`i%;irY- z7Ee{0T@TIM%1sK;k4tg>;tNTQ-|DUl?UQjE}&51jY zrQ{@^QFwfV%cFHoy?gA$>Yxi<4zCpCh=GUkDA?iGc1$c1Yy}iBl^_iIRWgWUkZ77_ z_I2u`5}c_zgUb=&gQ1&dhGV3tCoH}?og zYe5k%>v?!o2}i-}Z`USW1#oPr+PRN!d`m;ddOO+uqsCxxRpj(DD%xxgrRf#w%drw& zH!aMyEhECs6u)}Egk=}0VcjS!!5o+1Z8suLBi3$FRzS)usp8zEJC0D1ZQa3n5EZFW?s)OXZ zWWFHzU@o?V()%K}_XrW1Fy zua+<}u%`laPy)#$#p9;h_l-fx1?RbnSf5ou{#{k`TPg#KBTYw*Im7%Z{*jiT13zN3 zRCqDJo|IU0LXXdB_o=Fg*1oBRnmi5uWtig{ao=K;ny^sx>YZJ?13HRtQi+iVox5_4 zjc#)^kNSZc)<3q^G=3%L)RH7e|E43=fJiS`?%AMD`jl#PGsoi=DRn`Pk7AMY{=quEVtBhAm5Cx>Y&%-ccXFz=5?Dd(?;X@i;6PPv(Z-V9&tUkv6+0Q zSe~>IAK$rO|Cw5JyY1lX9^j#w%i@m}3@v@dB-9W=kJO;8dy!ebE7ITu zl!V{@t%(YSA(}dNqiUX>xbl86_$}Yq9bBlf9->8WxGvAlxe}9kYsS^1QnW`8)506aO(9iV-!}%$Wm7nfo7FO$`?Rc>?7lOKe%rinpdE-3 zbpe{I0MeO~#{RM}mG8Fncc39yoDic)&bi1L0+B#=&-xx37;*iy;n8l3=mt~_>Rr#- z*A!MGsu~ezv+9Ate0K|4=tGyM7ax0)xdbuDG6j5Z^N!*sEV4}qN`)Q_hhOJ|bg9Hr zN$>ekVU}2e0mM12y>0xEpc6ewkE!2^i|vA4Xc}zlM8)AB6^lm1DYGB^gVx5qDmO`& zPV}>-NjNb9bihrL60a;gg0vz2+ZviNzAxlG*YOv={Hga|fX>tV3zau8?g&rm;}aOyT?x?d0xa0&&A9ZHj>LF8x>;Qg zn-On#HDv4H3c8EMrRG*Ttato3lz(nvd&1-jbDZ4Q=;GX++`G1eNe~q$o_W^2>Jq}7 zIsL)O2(;O@g%*>9b7kfp(F>Z?O)F)8GK`xlci%D-7X;0B9ClQaseu*EmxPb=n<1#? z`tSLdDX)1u4q+9P2h^@o(w7>u6^OBmg2)NPBE8hD@^o!mvsYpUxDOWR?|{YA4#tD1 zNuxeTh=cheS z*9ZdxcCW?9-wo?$i+9UICKsl0xWwIA4#xCH0C_n9*076H+1iGe`fW(S#B|cfUCdVK zQh3-zNRV7A{~A`j5*0psXz;DiM4oHIm^a2Fru>i6JY|Btf-Sw>F$+VbV{t?Hm|TD8 zef-FlR&u|3`lHpyPOv?D%SveA1O3QPZ!f;sXDdcrtXT|l6H5=;l^R82aZOr2VfO9# zvAj&Is}N{;j7S&<+n2=iAz?9Sljr=P{EY)*Ur;3mKIULfU`owe46jZtIFt&b&2E5B zw$_mHd8vOC{b*sq7CeXN+fSxHX;sNm@T-3B+gjcdAO2!ij#5#J{iV&WpMLPqb{eRQ zXz^c%M{x2Kx>U>MKCXb23DevNeL{{54Ma|qhFVx~V}((Qb< z@vSIxqQ1tL3y+J#vAAF?(&aJBgcVwq775$Xl{HPrX_=YLHL#mQ>%<7A(^ARblzKa- zQIEfkl7b#BFqpWAQoa;88k)ot0b5Q$Ybz#Fu&#TxDaiPK)!+eTXw2_%J}*dOQ7Eci z_N{4ORsUILqXkgtjbVSbVZ#lkPj)0l1E%2N6`7`c^JkKb0_(ScD4-(Ks<4vBd1nr5 zHl~rL9p4Y%k1oQZzW#xa)+;sOQVctxr{G*xjH-|niXqjqXfwAeR+mz|k$1fj1o%Yx ziEVt19F|e9G=#o?lSAAWT!{IIcX1s6i!MUYZhxrgpnt!3vTpVQVHk**I<`dW`>B>% z#&WIj8i}3|)0fA0DbjIapD2+3X*ZQ{ygX;{*@eE2=8~Q%iz6$z`&*{NvyYf1p<+y@ zyIlc*3i-6m5x+I6kUgJ@mb{VQ|B)fnF;qp5)Rw^^ek8W@!h7DJAL`gC@O-J0XlybQ z-W!c|4Auq8?*Wg6>E8Imcc(H~&&_p#3WubHPMA5oRx6~sf(@Ha#^f$~W4lC?-qbRS zsWE7aWIc>>h#Uhd+Sk*H^|r2U<8;*7{C?p(Cs1EurF@K@z%7$%m^ETL3rA7E#rbPR z>lxQen8#f*vtN6bS-_%Xxq3nB8(En`I$?J1-fba`3Oe5AOYvt6!tsw|Z88&cSLMa=-(&(+jv#Y@u&7kGShye6MH{tjFf^f zqiHsF)sMv(4dGvX{Gi0C*N{Gc71)&^)#~s7&e)Cz4BHrN7t8RAf|G!Sc_kBGCaG1U za){ZyAX#Yng2i`HRn?@!D=-M04I}>QEmJA6@$vPwmZZk6DK0kCw6L&fWs0QWS(+|U zU{EhtJwSe5otQXHO-`Qmw6+FMGiuj=QOOsLaF@2z&l&(7Td29d8tZoqgk>4q9^1sYgH!%i7e}4S1+>yxI6%Kg|66T!KsP9xE2Ix>_5xWr&nHShq3P z{T{DbBoP3uHk{7-HUMIOW7@j-72Ek(NlXFb6uI$=8;udxy)RQ?* z88+N*m~40|S4~cmA6_+RcjGmY=a8)A>mK>yv2C_R_yHQrv|3hzm?hi-J62AzG0-_2 z>5E}UfV}yS1wb8D zo4tc%|4m4hMC-1BNSu~5T|+{elP8v4a$0ynUgz(Y1rH9-P6Po|8mu2O{@p8n^m9lQ zp}gAU^U(*%II;XleYZs3r}7^5!QY%osQeRZ+TWZk&-J}04FA5f5#bEkIZ4uh>m5!O z(*vhC=wH0mV7mEM^!uYU?R3kBPxH7JcO<|5(pGnY?9x1IxX~9ZN>1u-Bs%>b+4%jR z+VR#V9j=cSc28D;4DpL>Vv)E~ciLJB)_9ECmm){rPixU_ZQkZj$-lEABclo6HWEYK?UPcVZ$l?~@XF)oub|(G6yBAVrg6!+3V$0fRkOke%|&HV_A+6kJ%&o3 zkqj_5q`O-@+3g|Jq3!V5DJScQkK+p^V*N*JL`ktcbHX`mR$T88+oH(QPBBDjk^$X~OV+1FY~T8QD_Pyi9IHtG z(4auMPV^=^)uj2ch0QZ9mM{^JG1{DK0t8zqhhYnVc@-}3vtkuyJDTY8~2=NziX7hgX& zuV<0$(D~Y6Bk{RbCoUzd<@v-vw`-Xl$8c6jp>*$W<8(O0vVyyUp`6;;ftkr9Cc6#2 z;CqSAU|frarug%miTz6?yv0&!2O;X_|+n-`a1ZxQ*L@VV?|Csfz)h&D;W_u_Nm&@crJHNcNA;-ds-}IbKppiiV)pqzj zwqC-nArG~CUKA(!+`)+B6MWK%IjwHyDzz@qb2HM@SGF+B*gY>Kc~93af)FvvS6ZA) z%#Oe?TKXMXIXR)^k1D%(&!6;KFTwNB2g$S>H)*z1z zEghT?z_^h_Rz<#p7A$w$SkCfs*d9elS}PI&fNv(gY+kl_@VMeDhB+s=bCQNh@bKAF z$x66QKZ)YRhxXTqg(dZc3+$0$lyeeqD2T*^0|inxhel&d>&{91PKc40%=DWlxP{W} z%_m!KDHc|GW!u(kHLTNU-I=-LKe^n9*gw%aY*2(to?A`a5Xz}&#$|kH-!!CJcOQgL zL}cnaCXJf-;fm{aM)wRdbyqbh|lRlupQH18LQ&&-Eq}pX8P`>!;g2~=`iri!JEkYKITn=_ zC6zn8Wupq|F67pl<8`wJ{X?gOQ+%6xZ8nzSNp8tr^)Sj{=~~8eglSi22Z!G+XZu7a znIWr{xKhzDfnQm#Nf#V}aP9klhDV$fE7*h{ZASkvaW#0&=Rordn9^*4&3R}#M|~P6~PD+CFwKp--0wglUJt11m7Z!ZR#*#Vs=MA z1?aW8@$~E(0KFRWGKil`Z!b4aaQ=|roHIZD;oNxm`4bZY^oF`Q!wByO0R=F1@Atag zugMg$z>n%B@{)L14)4Sbd_KAv|LwFh6i530y_+kHi?jen5}SGpf^nf@XG0-V04sY6xsEdA)x1-O+Ouxg9c3T9h#FEYq1IlAE(C34MMi^&N*y%>2e)&aU@2 z@!KI^fcA%7gm_r`5=jbn+Jl)e+4GiVy$4~LUH~bxQ{c~^%_?Iv!e7rJvxK^zllvFT zGV-^6)uw$(>7<**sXTiK?4Xjxc^)rM!Jy3rvY1vgyPwt|IyVgGwHcew>!^L@QPDeA zq(=!b5bA=CAb-yGM^Fg4uqr03D{!9zrAzqt1tcpN(GD3q+y^c^AqEN+M2T2p-|>_mjmT~+oi@U+qDkh z9!ya|=c(UL0kahvaU+#ii;GXW!22I1>Zid-ekE=`HS+GFxFraU+Mlu7s7EMtqNo@%}+W)HcvXz_vYU_BPbgLPSH@ zcJPA)f@1NCEH4jL)+K=$_KL1NCk=EOv!sTjTEn-TDODZ-$Ssk(08Jb^f1ELr?KOWADCIp)fNssoRZ@5I$I^54)CXBLJxXA+fyy4;J;4RZp>qi|56kv9{e%0{ zcTp<);%Me5_va}c6$G{xI%#F(x2oNC=yKY2Qp4;3dOKNt=~s^$@nus`cNMYHJ4ttG zqV#W*+zOMlP!X5!aeQbx=K)4_d>4_!Dpv@LGj4}APUH(Q+T{^D(^WcOPaaZ!Zb2%Q zIm38Ns%{g52Zh2(?rLln*d&g7lUpb#b&a|f7Ccd!V%t89`&DkQ9YU6xlFi1lT3A?E zCQL@sSi#Mp^POQjM?h^XM1d-QH5S^QirdH2p$qZD*?`9m_1;=LVr zVCc4Gnp#?(uwc^F(J`IhVf~MuDXFp4dZ@Moau^EUryd93`{owjA>Lx4Kv7aBKQi$# zp|U>7GNsfSnAJ1FsgkUc;6pO-G(Ons<}=70)F|q}-nnz7D3fC_2%Q}A5&EH^*1D+t zM{ntM;LX)PrGm@qJU8Osn)OpF*&^!e3S9MvhRtE2-Vf5k`M>v5Gv>uFlI#XACPMYN zr>b#8@|x%rozoNA#|M;;cnGW}yqbRVH4U9MxY#?hEBBZ{d-L=2&&Q^xrz3Unk>0eo zq&G*o*;NP6Rq5n1f^Q-Ny%&+7J;=uqRGHlNWR8%<260o;X(1_0xsJZR8K~mi5yq9d z=X9^TE}+G2C=wOrN)s#@zQ(^2ba{|$$}N%$G=e1wT-zc1f7+StPND$v7*>pp+Hz=R_+`!V(sVUth&&tWR{*H%nd!BY$r$9{FLL@R zQfckl>Vs8sAXV1}aRGuPCuSTBrKEn{5l{?L=fg>@^ykZ^w!snC{#F$d9svW{!W`Cv zF2f5i)Qrp+q}WH^h1~1furcoU^~I4+z84#D-4*kJjU9YqTq>c8;2plQkR!)hv;`?} z+raZ34&xhEmjSmAuF&;ewQ1_G3mr>KR7;lc^8es?npX&T;_=(EHd&1=(ZSX&apmTcto0z`DEmrXh~<^lm9w>D9%2og@lJ?xX}}n5A8!P* z0;L_hKq^6DL05fCxPtmgwhh@fu%ZS6mI5d8qc^G=6eEbR1<-$DbxeA*0dpF)M zH9-N(85%0~%a9IHjm?23V#^U@klCCz4glHwGWEFiV5I5?7AB?P zny|@PCb@p@Dr!9Ovb)~-!?MIzzqHtMwYeGm%PZf5T9c=1K#_q! z$VgARSx^5h+oDhS{3y*b)58yMj{VzInwna{5HFX!l~s8f zET)VtETkTU(W$2=_oy)bqK-%q@6@{dMJ_L6DS{yb2lr!b3m_v(9b7ee7D=sV*RuIz zkivH7!1TKHCW_(8t)r-Q*~xVH?C+?_zBP03jZDQ=qlA*L;WyKsrNp>plBPss{V8Zq zc`?Uye2WNlYsraQQuKE1I2vj7zU*>}qm4L8QccR(X*>CTEQUm8_mPlUy!v*JXGwg~ z-nL_7Stk-x=fuTvB$^Z=Ki~t=qZpdYaByYk3qWa?-PW*suC|9q;d4ul{>Ug#%@l(- ze*7oi!Bnriin%oJ_lFh!F-9YQ92L{m?ymO|a5n;G<2eGk-c`CSP7jB(6%d82FO%O? zR4%l%db;EqEv>8$>1b$@2L$ZuzQhT?z46Wq+i7y2?8b(Jlb$n33BMWP+uCG*pmM(t z=U@wsW52w)j=Q5bL%t@UAxw5uT4@1$Su&Pz?qfd1>X~(JG&^?t` zf+laOyG&`Op;Tz5@}^bcTiJwsHYqH~e%8rJ{?Y<}wy$?q zw4LPD33SS9A)TNBkA<0fFj`NzVD z(*WE0iF68XExz}S@(vCT?t-}nR>s3EbpAK@_fSFKI~N`54{+x{$WrzVk>TJvM-7t0 zzps%i>*J@HeEMt==VvqhbyN77_iyGe>0$JeYixX%K0!i#g@l?hgkS7u{<|Fpa+a{RXDfd(6_JCM?W8*=;%aKe08e*e0ji zQY_pWg|Z`-+uC*L<6mo7ag}v86(jZfuh`|vq_Tfj+m=RyRJqOKl%(+s37=|He?Kr> zs;o}Fn(mJ+?G&T*p86EpA8GQ8MM0TE(S-}JHah2&SSj8W?C7EnK5W)VC9C4HpcM0T ztHW(yRq6FR+bZh{-24HJg)qD^J(-pfDq*5ym(*%j*s651+-p+s=k$9QVUm+q-!szL zT{y%`I3S~~%o{P(lj=%nDyO8xdIy{8hUSRRXz$)t>$kd;m4$~(My#1`V`DHIbX4Bm zU4cK*thlvMGtmt^JpSoE2@}GFw&}=LNBar=3Zr@1CjXpVLa8a0$)!C2t!9k6_y_qHokXOIejX;nc=naZ8UecqCBV|@u9ryi3c zonhWV;Zl%Qr2ccO^3(^zq2-h@yT-jHR3kUlBZ2t=@U=dw$`t@Pj(J{m)ptA(elhm+ zYUrUtSax!AB0yrP^-9BpK165qw3kh^))=SoVrqfEFR|9~fyDX_<7Ahx_S}|O%GqA+ z*xr5S>)r55LVf=xpSpg-Q>y|z$HhuXXXYkT`JxReu(gM3^mW*ru$HIW2CF3@U9u~o zKZ=aZFl01?vrV%|IvGZk#5OxS8#P&RC;tPh9b@c>!d)oJZfdcXg9&Fna5XL0{MMf z;P>)ws)c(C;Di&K>b5h#IXCRS=`kXWO@X0%oP_k#QR~qY6Ry82xch7kAlg~xXG!yo zI%2LpH)^*S=#$#ty5!eaWj-YZ+)R zbj_PTIj@xSgQPf|TF$auKZcJzkX?*|7v;UXS=wT#G9-z0?;HQbk5{V zINKxNQfO^`txJx~6MC#?TTLM1fgnt|HECzRgQ%m|SSeEw%A{MtHcv0nXT{y2)t zaYGfy6pfM>r@^aYZXVjRGsIi&KRxXI*ToCQiO@M4H)0>l2zGdKF(1paoGw)=u&%AG zbrkTr{Gyp;yS24tTHnxc;&dVR0a*#oE;ivCz~rC?O24?^OyjCUAs*TA@;a5SFil?m z9md)B+fpe?Z)qR>>HaI-$DiRp{3R}~v=Rdamia@Nc$o^lfW4CTgtWB}E0oL?*-$)DFfsYrDL3!D2%Gi`Ks$>h*B^ zT{HbCOi0X{Ww{C?$vmy(d#)L6fiq|Q)k;O#SD{Pi=u(S^WFGi zmwVDBKzR*OO92n7Fmf_#D|^4?8Pm(Z1(`>^EBUP!odwiyu?xS^Yb=NFCmugVm%EHNWlAA_5zkB)@!s|;jORyAMLU1 zu!pQ>%LQ`zJ!@sg^sz4X#&feR{j~ZJUS6t5C@BhyN2r#K`CIactmi6;`q6sVSG_NG z<#vAk`e2NKfdQ_K#dvADZvHbI)(dl(X=yT_DwGI>}H=oft&v|LxKM{_JNt1nK&>qtH}W72^a(b zyC2RRXlnJpd1>>XzKOs__fE6Ms8>`>tk(huC-F~hEaJ=aU%&r#D2$lP#sdt?z<4b` zlW_<`apR811A)@8x=H^FJ(tq9fs`LTt6`Z1cM0j|i^I&*w z?7!LiMgOmJB`~&^786me{(oIk#D%@#k5Cv*3iF2mU9JAJVM6S!GY=aCQ~D%V`p!TK z+H{Hb!vDNM8W9@{?i6GcfhXi~zh8a})~%v45RGs-UXIjmw2`&4N|qE8ix3sPF(ut( zCfes$ylMT$oj=T*Vt_|VDq_FdUb56gt|&P`~w6I+Xs;bhcFowuA;7<^~AAt4(( z`=)+^M)fi;Yw7*|xH;Fcy{?Sjg`-ygKOO81d+7(B&)5xfPNUagy@2;zLMgpp!=vpx zG!o@Mf91~MZN&A7Oxav&T>$}PrldG8vw@58q>cE)>E!0B4xb&wBX@D-$^cee=ic;^ zv{`O1?F!FRAt=*O_MI%!TB7>zXGmcpRXmo{=2>&y9jP%TMMz3OMpqwVPhr#xgmnTA z?(1zZ>~E4cclXIB@czt4Fw3u`8Gu11fg4o4;6D=+i3n3&nEcp&KG{?i8(ukb+hY#K z=iSE;5ZGv|?WhQA^}{xT)3z6xz@1_k6)92+x zgcdR)fF0F;k?I`zuEl@KKV5CltFu3--;aX7$fYYt302DbG97dG`dt5)Q6qLZ2hPkSWO*>h7zKrz2b2c4flU0BLSXeiibYipJObW-H! z_7usUZa0b*<6aO-S3-3^iwUeuDc7E{XHA8`D!xUKxBCxeoy4D)hPdSPowOW{bu~2) zeU(=c?bamxcc_V&)VdQb>j>ixG3vi`A|i0+!Uj-nDukN+oXRmHSxcU*?`T z5?{=Vt*Ki}-yl@a%v{V~PHdFRczV*XPUS{aS?UV>d7^ctVUu0DJP+JJ;(QvdO#Xaf zr?Iq}jF^3893eq^4J3D8R`pt`P|3_>);VUid@ci%8uTUd$8+d3D3vV1_l+BH59e>- z^NB~GMS<#0QPS!s zV}chG)--Z}7ER@RVFrlPn$eE;jV!ccL&0UW$9w>p8w-%84fIR&CcS%yM#$Ia1I&5- zd^H{i)0eLY-zZ^w;W~N2_f7xp7Gz)VL&-iFC7}|PMy;l0*Xg6Mxifr*Q}lMi3QJz_ zY3K-OTrld{`abE zp6Oq*u56dK4GBp}w7agNb=m{z$eHIqKw3G$TL;iU$-o&K1Jag;4mESJU9B-~qs6-8 z5LDWswKai)Jr?jF30O)tcC1anve9n*K*A@x#GSi}(KqO0*U#wS-<)UyIq_sopUrn2 z@)Icq#@oy&Pg*nYfAkx8S)_e&S*Yw$l)he!E`?W1$u(;;O+JpyD)r#u5&uq4+pW0R z#6|qmFY|a$2MustJem@xLJvtw0_`+6rU17)X(`$C@5)-T@J$+wS)Qs*87IMArlI}k z>|_yM01WaBSBGfq;_LEO30Z21drJ(OWeE2;9xVm6>?XPx0>=@pMEshdL3%m&v8QdI z`MA<`b=-UVPTc8<(xN9-CH}pKm#yFQpW9^c)61AM{lMG#u~4eV0*@5KPHM`O6!&X9 zHM={PElZ~Yb@!;6<@WdX7B=QMWE#|ukKLX{vyDOOvWw(Anm3_+KQwYA_~pW85jyPi|4g zc(ytho#AbU>SJ2+>brL~Dvs;VCvJEXO+K9Jkb}+fh>Nf0k~_|AO+Q_D+)F1`bh&xV zjQyRdvx=4agac^doPYnVtAAR3AM8*WBs@kfLaS7T+jeDa-rAt&edOu%t1_PdLKiqa z?~EgXp$7tFe*0ZcjgzUD%nZP*pi`jvsR~=X^ja@&4BW#oc9#jrE@C93UU`+@OBylc zS3c(-HmSJB^6{EREwImSV*Dwi;|ev&_}BX#5fZzkQDeV1*glv%6HR@stA37+y5|p?<450-Yw}L@EGNQVlnQMz17))_%2;}VpI(k(72A%NeHzBGYa0yy~vOZ zJdRvQ$fBEq#GzEqu)UBVncmzKb1X+o!rcUGK^fd#WJ6k z@Z4Z}RESoNP`zU`W5WE1xU3$Un(Wrn8m$lXtb)9mZfK+3t}LE|Kw$KsHSDeBo0cRn zgWdn1Ee_w?&2wvoTq;VZn(d}D2$tfMGi-#BEDu$Y+tpf)bP#k0+YdB79sTwn{@DVw zI!Z7>$!Vjwnk>#xdE7)mMqRuhuRJI@RGXM)PDAm^<+E1un2;-%u5mZ9Z4 z&+ivR%HMB|hP-96%+EBKqK+zcO2iPsKS>udVI6&56n84zj;9eh8r>t;=Ky3bu6p8y z0fmS*iq_<>m-b-FlEnF9X3r_Z^M+#!EGmZ!eC%l=31fe8j&)U}ye<+H5SH&_AAHvT z%T2Sh7+1K{pxT*V1eiN4cT7nw;EW*lke*VBNeq@iy zpX+bGu{4g38@le*4{w_ijwP$(1H32prIFHs5*Q)7FHN~BUu!uM&8ot9yJp;%DzCi@ z6Ff#5+LJf0irB}2p;y^HiLDMa@op;JpRK}I>6htfSehQ}T?e#N%t<&@I~WoqPT;sU zGLG8K5MH6?D57qV++9OITSw{Lt5fB;8_voPH+AKpNCyU}Xxk^1WL*evKMV}lRscKR z$tdkZ|K|CIycdu)^4!yN#~380&Cg-Asm$AJLgs!uvh*SKT4K5kTVsmIv_?WE+Q_*f z8;kCIf4c*pj*WL%%Uun1%-VnuIi|4s;&nE3O-=3Oh(stHP7wd5W zFh}(dRGDn5)hlR#A&@~*$@&Di&DM4Kuwek`JhUblhed%r$vn*LJ~i=4VqpFRPVcZF zi;wm%9q%jvLvEEo0c+USvN@j_l2I+STwL=CXP^}1X-MwbaKL9dp1(-_B=X1d(&&-! zQ0R`hrRnf1fdKlH8AEcViKr9=H3^L?9=dNy{jONkL~WX<6HC2=8i5? zIWU1STA{)oG=jAxEAu#Z?9fozb>2TfuJ8Z?+Il>*5G(odhTSkPc14ARG-ASDr+5my z1gNi-fx6ppoXtW!8>J8T-YKmx#p$S;w-( zu#Y{=P%|OJJNAH?grt9|1t+YDr7F}8YKm}No4Kh3@&wHHO3Dq|@=N*{A1=~8<^GIM znRk|%JnwYr^{!_6s9Wthp5;o(CPzQIDcTgQ)^ED;>XEP}2ex`DGdHw*;S4A?ZTWFD z1kJ`3`Bnz_*n4TT2y5nvrNx z*)N@1B%o&``d`ewWk4Lkwzf-z5G)WhxVyVU2*KThCpZl54oPr#g1f`u3=YBFU4uJ= zyL>a`>?8X-_uO;$uiL*Gy1Tk+y1J^?de(ZIsj2wgj-dHd4HG)U)^5j(+{9YA=?%BC zzAZc^xF{mfFTz!z8O!1PTG=`kX>B3jtc5+@;Py-!QH!|`JnWW-e9_o_GHC9`Zg-3e z<6*i{!}0`ix6x&`8~L4?hLEO*#+2_oa`G}xgT<{jpjc4%R*JN%E_=j4_15n-InGjH zx&3O1B#EIH*@mvOr_yk5zF6;R4ndl*Mr|kyFK^Ac2X*x9OV# zzLIa(@?Ix;l|UTVSvx(LP|F?ayoi)$6%e@I7+@9QXjG>P^4Jen+6?zsvE8!2z3ylr zcPrnYp80+XRzt~*FGj@c(BZ|8k90j@OzvsGovi$B*rIhxo?9=tqA{*a^Rw~ww-3== zI?_~D2e}$zat^n?=!w!io3qFiMN5USHAhoX4Zk>YlcZLjCXO2~VWklD3=B6^oecf- z%tUe;JUfx61)n~P*)FI~h8%HqEak2s+0pFQRtgt!mil(2SCQT%gP0O0OI_T*ja!{!P|S zi-Xj}0hnlGsq(@djaZnj7OFM^D1^NeVRG18t!P*>oV!mWhP)KVcu)gA5>eV>SaC+E z@w``J#Q7b(7`eNFKhh;ZepsGeD*lB^6-b&v!h9oFFE#Dq)#Hi(E z@4CVkU?U+e$+&ten2bZcf3FYPWEd&=dA2h1yau)WpRtby@~uu&R%9bh^!vXc&tnDZ zfB49Vrc$cRkwt9P%PuYdPE5hB%>U**SRymOCG(tS#8FA5C+mICp`dtS;-RnmO3tic zsU+}=r0>elvJBzdhq{@MxL2Fap(gI8E{;?UcNRopfP68pnSegkr zFG8Tkv@K+If9?W^>60Y{eGYwZPu-=@%_ctBnbsz&eJR{}^y{M>U%DYP-RXC}sU|AP5pr;<&Pr)|~xtWxAkO0sPP@?DyDmTU4=%iJa6HbO= zj+D!mVQsY?i4ZHsEa0B&!>tL;&8GeBaV~kDMi_12{kJ>F4-NyfNeDH6R$|7ocbVQP z8PL%swLCERX$%Znav_6MX zZq1n(I5PZXzj@v_KN57nOM8DjJE%vRD-zBWu5^ckZn{>v&MrcBruyei(d3i?@=$Hj zrRAr7AtOEL{WBItAm%MGQ&wETK<&@OvUK&O?j+1Q-4bK2Bu}O@)q^kWrV=h6kZC@v zMrr;uL*cvb!SsMNuXI36)zVxfuDm~Offmyyg!1emqK*&U-Y?>q#&_R;6NS&=)Oxd) zB|8B5CL#5+6ZFrB|Fh2tLxlG1>weKPR~`B5lfvxm!T{WKv;kgPNJ-ac&rT#5(F6w( zw~lV{4&MP*PksDGwR02dD|Q;_&0PO3SM|sPH&+ms=f^r0OeES87Y@mmyHzEr^gHRM z?{jAQcRqP*xua;2mBN_$kDtx+KaSH1fT_*f7>d8h@J}km>zb5G8W1+_ESSr}ue8M_ zxwRw_@@hNMFqM&u-m+D2gcZZhuH*ne`N4YJcDLRvT;f1(|M>Q=H6aq+J~Mf^ zwD`Ca#a$#tF4=%J@nG!QIL`r8e+Xw4;=Ne)dnL;`n8@R)A5n8hX*^x_wRZb>X~}b_ zXam>j1fp!%H*;Hc3=YJ_;mpQ!l^RR%6}79|*m7J|Yd0DL1}VE29`&)oN6~DyBuwum zPeNXCXPdfltvK%|F0de^BKI$#4p*3KD)Q5Id|Vk0hwv|-$;C=%mQp=E9EL=*KL4~UMW)8?3=t3>i#vC z!HcHR@BcQLnbP*Hj$RR>OBy})B>gp+`@!?>&F| z-&ldSezvx&Jak_x5v?Y#Oe_^biRNh!w!Ba&8W@oJoWnNak>c))Mq_iKDMMJUs_eT~ zReL+gw-1Rrc$KhAtonNterU;v8k|Xhfla&J@DS!_Q?LJog09s^z&NG@ai#hQVLkgd z3sr&m*q9e`YO1QaB_iLIj<+uER4$~7tOt0*?I;d|W~X6$4(oY{>(=l_bhqZy40Y?m zM0+!wf3A;z#%b5@7mzID09ESdDu;RV`mR)@v#*zH zFtbZ$C@xe$L`&{Jfmsrhpg7wmg&6{oWrP6T0(k%X8HY1aCN}&a!;=<4W&Gyc8{{}} z@J5n1Y2yu`@+=AGHNDFx24Cx)g_Wuj2B%U(=MRt?J{m$XfZnR_!m=^C&NeV05RLE$>a&1twNq zCUyf)fNpQOf5*aI2$3KwyPx2hlhf#loYq>7KyC5m3(?SYgebnE2Qi@*PL8aq?;0?+dY1D0l; zWu?5nQQZZaR87`}<`ujnGOneSr3#foym(=~7AkYuLn<$UY`&DXr1$+OL4APk@s~I+ zk{6O<&a?;G+<@r);cSshxqU7JFnbb7ZqZ$>j&!aPdpXJr)*KMf_dH`krUB#Z!# z_?x^(Z<5tD1zjFn1MMskYA(4(i z^QnHOj*j;I1V{eo)4QNnB=J}|o-}6yaRMb)Xo^S%J zxlPxzt)bnSvK2ze1&u~H*wE8HDnci%GRQp&~<% zQZqpZ`fHI*F7kEv4_VJwJdZdq-qhIG34NNHnh`DDPmp|qIJV}#n`KDsW`Oa$rrX%x zvQeJPE`YMgHC@QPnUU@wLAymp@1LnsTiGY5gZp`tLWZ9DyeXJJPcG1XA0;R@`@6;B zLQL^L5uLLv7PH;umG9OgFuMK6R2%x^9q~86v(l868LL}jG)5Wq^I}1-==}?spu5kP zLU$mmj>+d4<9R<9N>Bf8)Ev($S|mp^hW=h%Sr!-56j= zk0KI3>cdp3jni2TrmR@7pjNTf7th5Zyx5zT|DabdK}OwYj#IdR@Ma3_nc0V}kPuFW zsu|&%Xb9~x_S&weUJJjn&Ym_K3F0R8+Em1L60`+ys?b*5te~<&+Qsr0$h@VGIq%Ky z_Vt?9;#`(6S5=VJ)q%)^h64|c)KuB|%bfJf$^gvm7K`D{?{i|j>Fg|ualDEjwj5LP z2J>@B1ClRQJRC!kyq^3Nok{)okaTLmK8|dl{`+(CzJ@m=3@ zI$#SpQU)6j`|_J5jH}J4YyX0gFiIm3oZPF@ZImGJk0Zi$=rmR$s5ldcyV;VhSIDyetx@eE=>QVdpsRZxGX60a(K~-=!6p}#rvL2w_=N` zSxpT4c46Lq7S{|`g3WbF!z3}Hg&<7zHVp~Y@R4V7?rCW!l95I0Rl@9oye)FlDRWx> z7t8C4B@q7tN<5j=`ds3wQuo`hA6AGU1LN}u;=@Y8 zFiHeIs(0pheJn9{+jw^Y&nQoYh)8M~V;pW(E_}Z)n*JYMT@5O0MEuE{@ja=6KwP6^&!YF&k=;;>b7! zw(2bL4&{;~nzpQB20+*RZr{(==EP(z_6lg5P)7odbcO0NHo=?&#(O0%*aVEn=!*nz z=HmE zN4o-Lw}Cn>C3^b=^KqSeT|%we95xRJ?~SMOm!yCK+~cea_fvY6J-6Q2 z-g?H^m8XXnFh16QEt;5e_@=wN=0<$iL`^C(3W&7t#zPU;Z~(iI!$WhXjX;^2=2J~$ zetm>_^`~(0LQw#JYS1ZYf4U?he+7{gUa88{abx;cEfq7-#BV-jwThIq4+jLY*c+lC zsiSn`#bCzFu7gvXUrVT* z->SF|70+7U?+8E`&=-SOc2`{@qinwr>y7V4v^Qm*8s*V{?`*l?wzM?YBR-=Y>uw5} z2@`p)LCnb>Uw5ZDJ&WJ*welJ3wOSFxFKM~hyDjzU>+K;d6P9eav35`cl9?6DW+&nV z-_A?)vaJwIR0p6PT_$fMFg;TI2PNbYDsx*;o1t{M#5V%p_MTiyvml3Q?#W|zg|Ntf z5*{ZEdQ!so<82Y;W>gt^hnJo z8MfT)p>s>=Ev+FAm5o+fspMUVty5Y{P^~}y*!#Pki~UX0DgT-oZ%Oz@T#7v#hSaBD z2lEV3@$E)_Eku-{7?fchNJv7HXKtVBw|jo`?XPnYRs3k-wyQCF07o=T?t$Ikd7^%ZoY+W9$oFG zxdoRiiXPNbe^u*7JGE(~lVWE}4^ATp=nt%NZ=b2IjP3*2eg6Lh5S@b^_z{a=uTfuL z+XdTbBXEyMs^g!BVF_svm*h3l-dEczyYG5XrWtPR_0$#$qkKBD7ZIaHr0?Ncp%?iP zI%vOCWjK6MMmGkAM3lXKc5NKPtrmy5xF!-PlFTIk`0$uW4P=&Ys9)z{57>UA^fk7pFJ7_*idD5PL% zrQvv7_lI))oKxLz!=`Wu?+68*Q5v_0$3gXx^S#ku1Gm%{+I_<*<6515Qw6X4H5`37 zm75LIlV#p$%}ch|fyozmztHffPJoLEM%`n5Za{k>W)Km(<}J>-m5ny9`|QVl&mabX zH8M6Mo28N(qd5;1IK=WB?EjWFKITz*+?(SI@wB95;U{>E*t0Vk`Y&8l1GnEuDwXAS z#H(Xx*45I(Pe@tJl-4lG zUEy!0S5XV$WpP>5a`-|5Eh^RP(O_3O4`Kp4Ivt_nc&nnsmciWn zEAsEoX3Mc-a{|n`;dooh>M8ovBvN@f!;Xsgm(b4V0kvdcFn;<7rrJ=6pA9)2D*xuV znfEkZ6^7d@p@BqQ#$l&NP$QL0Uj&bs6iJ2(?~QA1H*j-Ca;G{Qy*T4EwY@vEE=(&g zFuBPPp;(^jfkhA`R8E?$wEt5Cw`c&DJEvwZUv`{6XDlY_rBcIwjZgrDqjM>5EquO_PZ;CfAzi7jyzgIru| zZkVFMr)Jy5`?tIVNe79xH|C&1-st>1W8K#rJC+2j zX5F_LH4wwiQozjsjH-;hx`@yxb3GoP?U<*dMTftl;CYOgzk8TKeUeTN=OTpjWwhrk zF6r~tk>ZoWDpiw=LE3Gd(}-86eu(5lt=iqu`;dd4Y|PY`XoJ3fyiW3#4&2wlE!n?Hl>66g9|yxTuc95w(1E6mLyTI$IYX z+M2``sxP|uMQ2Zi^koc~+0Eff$@$P#s(j(e#U1tq=QJz7Jacb6>Om~YYHSE+BOe`M z*sDUrR;9{~1z2%j*mTA9)3v79o9W?qfRnwzN3nj6keXz0o#8LV2_Ih74ZUD^v|lJp zN5y^wXS?O*-;>wpOpo5RaMx&{*L}4k7%RJDaA{Vp$=xeI4q3EC-~F|5w^abt5ZzK- z4R@97QVd+z+F4gRcBPc;@U2gNBQrPMv8{k4fT=NAej0U#p1MRZi0o7lOhwUD@2yDZ zvXJy0@J?tycTVmJfy?*D0uu{ak3vj;Q^~rL()Mk>)ERV$;(6vMuaYrD69ha=)8(m` z-bG|xu_SsMutw*UWQz<9-i@}|5)?Z5-81FR`C>c#Hek8|^T=}n#g!cNr;nXmQV`5= zca)1?;?X#U}P^7<7s zOl(m0P=gfUZ^`@h{NhJslo{^+d7xzr{f*xSO_}N|&fC{o^wl;ChUuLM-lG(;=A!#G zN9cRF?DLEB1#*8P3~pctlQWDCQSy~AA#Af`=;#&=BlYUtnFhzeAJ3Ec-7F&D(UeB( zx5lOKaca}L>p~2253J7L11;iwlP-{tYH{}~EWcm0F<7#b6K$q7F{cI{Yb>v?C2WK> z-JBcf(6YYw6WpS}>KO^QRt%RG-cIZ&4_BY#;AsF-v%<93awdM&@?q{Q+}vK+KiKEqLPsF&<85M?k9nck zzu84iI8)z0@-RqoywRBWwfjaTJDNMU$@PD-f1Qmn( zn3$|{t+C+%?$Mi#*Sz!2FA_g9W@BNVE}L9V@FbZe#rYB^URE!zT<1%^4OdzJ&A#Al zLlSOI+l<65$J7#AgkmZjcU&g7`~m*E*j?1NPM!LDPV_=6BHN!e2~Vy=XvE9RwqxkE zH(4HZ$6q*#r3FhcZ#HV=ruOs&_bZF3{{cyFcm0UTGSeo#VneX6Xtj@5)(W2a>aWw@ z*IVMgs;nPe0MmKj4U91lJAD5;eCk2fb)RZGDj&`y;wQuio4TDcwZZ1V5Pz_caMNEV zRVoQunv>knRbcB9nh{bjf*P&8u-<4d+l1tgS$!-xwkKqPWZxTLU4?#qoR8)Kn8tXa zpjT?xryNWX?0#AkO0;N8dGka&=%F-vmU!2~P^! zRX3$f2{rYpXmVAFrP=diq4j+9G2HuE&$zUCIqP9*A0KAsu^v)Mp2&^@&M8@$Sp$_k}!Y z*d9uS*~ji)??YxtlOuy1)BvyoGTgEg{^_}2pE${>Ttx2f2DA6IQBZ@hs_A=Ui!j(= zgf(f6j=Ln-S3H6~n1z0kDQS<`YkiCY1yzr>`YM1D4h{#+ zkDxDE`Sv=yg9_Mt87Vzej`zr#U+iDs*z>>zsa2DjQ`9J;=JTRkNSJJrHl)@+bl}kK zH2JaB6#lx(b=pf!t>)hu*f=WMVsEIjNV|~wAyN9Gdi?A)j@DAfhR z?XBtl7~5l|y|5_v}}E77t9Q%Nx4zh@?)G`~;f;M(If-*BZdZS%(V zm0i>NCrgYL3y2a4rx5nj>13EPyJBBtQPO<$QeAkCIz)y<$zW%yCIq9}LEuIQP0%Oi zmp|tQfw}aBmyx-DIvA%A$v!i;WvP#ZJMGggQZ}7!R6B<%{-UXyd!c?cjTp!FQH~`) z0GIcQr0Y&DYuJO7r-N~FqJ(8?I+m&;)WyyDiZXSH@UwcFccRD7Sct$?D*N)slFrL_ zr|~BqIyK!%2G&b|D0fT`yw18rljBuyVil&JA%x*`BmjD=ro1M>Ow4QB_YU2bR5yo$ zl2)%gs7Zcm(TO2AIu;DzYgOW}1evQ}pIi#*HS?7Q?#fxL(KT$;C*OO#n?N9QzKu<( z(N$3ltJZX)x_fx&tu{f9rYWt*OGKFbmQUw6g)c(F5=DNHoWU10%~T@NB?r$Otztba z*T5f;8*8FYJvx*gPS_y)$QGe+p8$u>suY|9T=2gQXU!7iJS?cyCrLv@pdgNOEq7D} z<3V&jt|!OFCPg5wa3capcn{1+IVeQfXp1S8JH$6JYzYPlkmZUEb<1J21k0%W^!E)I zi~OX5S;+D0viv9F4A4Va^PDCW3sWE~{i}p_6?`I}Z5f(1elXeYKl_?tTt+=}JmJ*Tm7;u?B#@0dg>jhZNj&lY8_u zbGHdZk?V{wLxKV{`^Wc7I3UUh*q&OYG^==ZO3EYZ6Cwe{jGLQrITGHKwRyG|Fn7t5 zalOoz69b6;WRuri-V1_|x4KQ}IUC1^H6EiS&kDSCDIU?Os7fk1Ui0gSYhYmtXxqH! z9D6fXh{A+#TKR2wa2MUZWU1$(rtrUwKUlf^m*Wo%{#xQ}K~2m7ZQkCTijiJ3WwNY+oxVy`Cj(cA;4f!-#3s&T z`+T&3qcf|JkD~<-YR3F-I=A2T(EKQ+UAVgQyAcpFw#|r-14DrsSKV<*tXtDIW=_tuN z-i z@tlA1=fGcv2=pFDWzw7{f~tOoJI|w09aiYnpimUMPT6H8f_T%>r1ljcb!%&dg(6BH*7pCOAbgm6+Gph0|KUGYt@H8xYEyezC;(AG z*jlCq;$i){$9k**Q>$f;&c17fJ)3w_moY)e!V@NA=lQjT?ET+l7y8eC3C|vjn`<>5 z?shwcEkH=HcM5y|?a)xHBk^W;fiXvt4*fncwBSE@&-B>Ae7w-fh@d0Ax3iPH9GYvd zqoYFwk$i!k1M_b{z5?>;@JwN0;qJxC`uck7fp~_Ig#QZVk8jRQT>1DK!{#=jDj1)| z#LStII^vDApNsi7a{txLtX_bELX^Mp9tyqDspPc3li)(nP*{fcx#NHV9&)n$I6C!k z@B#?D49xVi7>HbN>4X3N9AK@vSZOm@d|9pZqMkgVPNf(ji2eXg}2 z$VwXq2KHZI>(J}|C2X(Y@MGk@5f0=qztL>H6E(VDO8B{}7&0*r#Q>vK%50MXOK@S! z4=babT9chLzzpNrSn8mVMy~Vuax&B2LTTqDQ7<{=K?^^_Vor~xrjVP8_m|mAGLD#x zCv3%7ObYQqjqFv51I8ip%aqYW_1#}ZHd3UW_7KrN$t)B*EqIfE4=lS}*({Av!_|~V zvuzZy6(3qCbeeOf7qm~^tCL=iQ0J=X*M-}Zwg@x}xF5D(&1Jp9;>6Dv*#Av?v|YV) z#I-JeuBkOrM7{g4-(=`)jWNusR_f2;B)2wuHt8{VtMB@TMoNGxo^4{ zX`(-#uDxiz(_#!tJ=;3eW%7-9Mn-53+@-bT`N>12#f3LcdDu3CLa(H-JX_+ zG{xx;_N9K~Md?t^C)bA7g{Ft_n2y&6+m5ap_TS(Hg?e8h5F$mvMY(n76r;#$ zmeqc#;%HJ#ZUh@~y~Sp>Y5B*NG1(6ThAMz5llzWGhcKXsI{71L1_j50z1vy@czvpr zsT?{$^CXDwm@A)fP2kD-U44-o!P_Gy2GLWS+HdHI-~NR1^vFGIXJ*PR!Gt`@FwHg? zB%y8h8L12&9!n|pguBI*{%>U7XWZxcJ&8qqfsWTwHEeiBqQ$jj zl8hRpRAn@iK!~U93R~8T-5At_cQ*fIVw*My$%ym*zMuw*zGNDV$8>v5D61dzMAKHF zwW%BMvz`!tDt~3s##*tXqP`)IN;g&q{GR1=9lgnIUuO2FKQoU1EP$5Ys1R?_bUH8X zl;&VF(vRonf$&^o>ND$cfLqr^h%LtDwJ{;~?k56lxwQ+Ak*YsS zEmB)GgG@&eWU`FQefdmDi~!}|LNgbOWh@UUAKgYyl&@ z!1?3S69?uBq^cBQeNpO1d|X!alHfChm?*%b>u_zv_f|>Sg+!?Sh6jryCu%m?(o+#FwVZ4 zp1Zu}>99kKkKUe;b?hoj+=NXv%3a7(8g-zxW@v2D{M?^I9bGcfz1TcGjwFGmQVBv?D6Z<%IZW#tt;Lcb66v zexSI$u=4mf6}2^muM9t(Li@q`$saaDy?WLdkewI6M`pW6o))2(FAG_!i2=FMAIlO% zd&^hVwCLU0kxHneIV?6n*PGm4P98jvK!cmKZT79Gg+O7evZ`pDr0_J|+9^@sW~1J2 z1*x@u;SZa{8OFKa)q7TgT`WCP2ii|RR*oUQ>FcGx-BYj4plhS3a|*z9eQ-ZGvk2m& za!{$NbKUa;CApUVlKx$Wvh$&D;*5wBz4OG{H5_Mj#%aMnfWFVhT6KTj;d=7+#9&?x z&GQz(k_!!j+fC(=q)6wL**z@mAMhNbdk*DTeGcWAh3nW4(i_(8frfR{Gxw={86|v} zrQ9aCnG8T%E(U5LCW!J<@LVb`#Q@N{I&F46^VjDgA!dUH;bMoDvy$<;7$!`!C;@RP zFVU;k3RrIEVz*dHV691p)xfPRf1IAeFe`B-)|wm8NKuKzI_wJNF_kPe{uh6uIV&yF5_KW_=*0Hcgjd{Kn^4KzkVjDWe8e_@$%8CD; z?SPU1!H9#haa#OFJ!9nx)T@6DkvW1aJbXNI#bMPFIoysAz&~f)jFE&0u6vuqaxGry z^ttM@7Ald(Qa0sCOJhjB-+0s_Th|Hfj~y29(6Kgp+gPW*S8>oe#}HGZNps>YqlTeA zE^Brr8&SFSI`ZgZu0p!&RXvrVj0x!#BN$662a*{fy9X|%`E;U3YN&h7>ny-POaYuU z%*u5x#dqF_v9c@yosi(zL9#UP<(&$9KX2Sx`1b@Kw`z|D2bu&jccl_DLxb5THx0$6 z36A`sYHuORGEqri$zjc92Z3SRy17<&aA zw4UDslIY3xIZL^eJO9mBl%gsxsURZBz7j+>Cm%pN|LexZ_@bzQdPk`6!nl4Ai*=;N zr7vZ_oh}ZtR{KZ;4LF7gCcjW*W;o`O5^p(fp2vNQN!4i;dx}G#{n5PF=Q)&%IeB|6;bQBU)HM- zY~wj^a6&*=X51yrpq!61djIWIB=dY*Kbd!W+031CDs;o$bKVJH%_ogKrsYbIaIW4{ zbkLGCru{|1oM1^#Hls~k zn7vUA^-vf4V_LRqkRBF`2z=yMyx~R=slgiNh^okKN$Q9475&i1#|eYeQYOjUZ2sn} zk`Kpv3_(oJMd-tQ8i3lCog0#3fcqBS;K>Q{c7JGoz0jRQ)Uem~vj6$6%5_NX2vpDV z-QBs7S3sr#uDhi7%ull2JojeVhyoT6{X);Gp?H_Ih^2-N(>8L>=I1H4yrnvm>M!c|)K@N|$jSD6XncpfLY4a&o?7<|e1JgB z?oI4c?P9ZU0awFBvo)2y>nUKWl{sw_h-h6uL&()Hx8*uJL3`pr73mrt9FC0X(4%)t z34~vm>yl=Ne!~(HVG7T5c}Y9*)~4k5-Z{yjGjektahMj%vpX+VZwbJI4ysz)jJ>4s zg@juC1Q}HzoLh_{+q-w*+jzES6YJc$gOqPfW>_`)+=i8K%K6j6zODWU72=Xt&!rts z)I3?qC0As|PRRv@Jabvr_ z0ax7sgmty|CjIZ&HlNhSUQmCOTa59fQ3(g~p?XYCWk;Wj_zTN0vq#sXybN|nL669I zhd3G=@AZgb;&n!n_64V=X?yCO9QeX}a^=WNX5SyADiYbW5z!6=rs5y5l?EX(&IOJc ziQAMD54eoy)K&N`_b{SgBC<5sU_mI}oM}zp27O;KF;JmuU_sQG)hYbKXovvTHjYQZ!1jjySgWhyw@h3B-ZTGxb*`GxFX^UBxIKTNgGN-_=)t zJbw3WIUCw8sZzDigtj-zR64@QvfPU~V5!Fe8KTH!ks%>9T0>;+-kevp9g zI;mRMid|P4b;Vj!mtu4BUTbTJ5&6xKsK6`jdVe~6S`3XhxPUJAcpuZCS6y1t+uoNbrjC_8$@Ly%t2uG8mVhMU zEV1l6uA%)vz=1<2>(ehal9&hS-8%nQsq%6e*`C;uk{hh%iX>o9W1-Y+*E|i$x6x+u z0}o-|NxrCrsl1+Mwx%ne2xdCrxOS!zjA&kY7X2W9-9{wS)`WsTUau?vL>xz>&j0GR zxWvF~fIJ>DEkYy1e7xiT7{Sb$59cRqi@$V4JoRG!UTwd`H$nM8NNHHL#XVQdH}2ON z!rnUfNy(i(0IBZ#z<+~OxrR0*TI`sLmU6MfT&u(A0cBY|;2&oCI`Pv&dLR8O^@>=K zPO8q(#_~;3yfITztI6wAWI0B&Zc`f~=Q3y}hjz#*l*uhq3B}^SGe{%>KGnZsK-iI@ z)cHisc*HGBV4L>t$WpR$Wu?R5pONa|m6+aGh2;6y3I^mfS9xwzt?9)e4`&Ya?zb@B zw1mYLl@GmePJEOO5Xi3tbwu1}EA5^n$wJBKg)vfA!;QlqqgcN2q>Xa$vTP{Z_^Aky#E!akF!d71j3Ec)CiC;h5 zm?R>HgKG>uU0_`KWpiR4w#Vuv63PS!Un|1(jh))5Wo10W(l=bmD@b#xd5vK|8E4UWl$GDExUn}mU_!uisZMde4@qK#@kxKi$BO@f zMOm5h(uW;$*+g^-e%cW>zhAQ+ZBHWWO&{QqsLsMvq$>>j!9A7uRfLxgd+c!VkZAae z@HRtAp=?)^`^%i=Imv;amHwY2i+IA0=#x#FqluLOFs0}G!rf|I)I47~8Tj6RG$548 zq)4c*IW@#@isjv^N%tdm@s8ixmC5*NU9TjI>t@UrX2zh^xl9gyXva*?;8vrlsM%Ec zwFo-yVE*Ve+eXH?@5TZ$@dArwL7G2#ZnM{?1ZRukZ&?9XV$8e`Q{n- znv6&o{X%58IFx($`vha$dCcpoZ>r{MlKYMW|U*8$iE*s_GOxlxQ{e?B!lEf zN2xU|NeDpFSs;~tB!H4fROg8n-WvOqs2kel%g|U{4m>`^Yg$%CWLz{tF%bks)tu?C z^BwOPwHr@m&BpSXHC4_7Pus|h=&TW{XrsFS5G9<4;2eSx~f zuS5R&p#9>}R<(vQpP0+0)Y0a#RpkH4#e{oi*n<#5x9CgJsel*Il7{Oc)vJl!fyfGM z>f87ljHx&k3jYno9mpJsG<^0-Uj##@*rBmPD2iReaj{q$;%_x4l>|!}QbE}r=x_F! zS8y0lA+s8&!xkhlPE`~m$a%c+Rehb7PqfaKk7vJ2H!|IPbgg{icMt*6#&lDX+q%^i zMFX06i<(3WSxw*JvdwB`j%12~bKC>c75%Kt50G$NJfX}knYOy~IXWLf->65{w`C&T z`CFI-2si`y9(w6W-u`mdfi`>MZ#Eh%TGN&CZmyXV#LHL|-M!IEca@6A6`ynEI%Nb& za80YS%z2pJ!W(YReOqxMhut$cJ9gxYWHfY>gjy@sLl^B(zZv|BGN3vxKS4t)k8Q*= zr7@ifO%86sW$lk;P3Mk%+6$v5)FseCtd827oNx29nU0_!gK&uZ-^cEGQ3XT&5g*(+ z`>hJ1TJhI#m(C3MNNr9l7UZ>i@)4rB)!k)sEuJ+9`m4tt`52v%5$hhE2C&jVOt>M4 z!IzzKI%~B`(ApCL;{s<2O3Oz*)=IsSNI@a3-jJ3m%>OkX?CM$3avnqDxwf4n-(%g0vC(kpr-D%6V zT)L%WjV0Aizg1{=pQ)2Wh@04pCjyT{oUBU7m7{<+t zx4oH)2XHVP953IzYE;8=O*wnW(ZbuebonS-XEY}mPSv=9>qf$0+PK=80_%*oKiH5o zb~DDGYKwMes(r+an-jj|-M6Jb5`Q?c9@+niz z)u&n7xXN^!l_o|<17l-iLOk97SW>XCR7_Sv-v~%03ZQ+Jn(ECv{5ol3)MI^pecDib z9=o6U`S}oiS}1>kQBZ+)iP%?=50%vlxnElBA5S z%eVH|GvF0adHL+gCBuKs&Si9$=)M9Q1VU$Im{@UW$@jloh@wvf{(=3Tb$*3ZAYaQg z*M*=z69`&-fF|9te12Zp^gs8DM}@1SrDBlR!>!^22e-n>e5uTqj^xXd`E!O*2e6dz#=4vJc z_}#C5;Dd+~f5^B8s5dSZ#>B|gGVOCi3iz`E$--?Tf_QO#Es^N^|)0g*N#5>hBl`z2E;9KSIy_f9p;CzCJ7`SHV18`T#gj+NN!~-A_u`#p{Cn-gR8~X&QbwFlc%RflfOns z+y=VwBuf#B`icQ}h9m!{y|;{xt4Xp&jbdhIw3sYeY%w!~OUz_3Gc(I#W@eTwi~7%ewNz!}IV~XY`NxmtaR91|4{C zDVBA%uFuI1+<^ogM7!Qc(_4gM}O_O0F`fkF_p||a&YMxIOvehCZW^mG+2*ZM5V|LjnnEE2G zI&G-3cIg%tikg`32meDq>%Fjj5{i(JhN$j^Vg&ZcgFRBBa_$#X#r=J2TT5y7hs~Fj z$d!uoar*TtiFAzKGSuh9A)#tza*e0*@2xwgBQ04)S)1iUM}8y%{h#JH2Ms}vMuNZv zfd2frEwc7k!y}*d>n=JVzkauz3Gij_u>Z`(ZIySY4?T9zr!xmglXcM(K^=JNI3=cm z--e6xa&Gp(E#zm|_i3FEBv6J^Ae|;?b4$z08|dFg4sdd~7EBwq+DEa&Q1LMD1rF!1 z>+E`%3I1!o+jPOCm#$iaY+#a_RiGF7-aSX0*i;m~Y9~JVFJ2g94Xe@cIF}FpB*^Ct z0^LBqSpYKXd4kfuld$Z23)OC&jm-F}tE8}%@~P6Q{bOQdg?sfuI^*0-g)uP;+5Us& zc|$zs(wzP4*=cW;m)5mXT&@;3{|_mR%iJ608gaHnLM=MO($1x!v{&`Dw-qcCP>}`~ zP1Pfe_--6n#aCRI1bt67Rn@P}hb_0a>FRTpZgDY1NyO&h9M-JE#_$_F$>%CGpbEBjyGdb15t!`tELWO7kh zH`3*~Ve%4g6*czRVAZrdeK2Xpt;~cI#(j>9m%2 z6+7TN42;a%gfk|`mW|cw7vNOxGXPWM896MtZm~EdYqWLmjzg!QkA61Mkr!56_j44Y zzI^ETNaInj`dQu(_QyU$h=J^N|7h9LcZ&s;;1$%J1~j-qy`J%=hVS%#Ty18|?N+^h z6M=4{qpzHX^yO~gw`0f6rmHR%8<9gc=Ijo~7y8d?r(J?-E?w`2Qi^I%j$p&g^#M)!*F z3J{U%Dsss`yNV4pduft;4QO^rdMps4+H#CltLd3cr0{6A7=CbkXeEdyU|CcawkWln zR*iB}Dj3G(rXq??`R+29w*m~|G|dXgKF|A_0>!&er{%4XH5z zjUpyG(Z>V2x*t5=!hEv+pyIMw_vZR=Mti>1k2QZbmHH;PZ0)#1tc;u~w5kpg`8t?O zbKfT;%$M_WnL*NpV%?(MsqAb6@QdU`Mvu4C!Wt#<^73C0_qJeMlAw?rN8QnN%NA^^ z`)=|9Q2{7BGocSLcIZ6cH^dG$=`0#|7p8>RdsE=Wg1NZEZB7|1jyBw&L#Ku;Eu={$ zPu#x92gKl_HavsCkJj$zKuezo>hGiHT6q*=t+-v_yiq!pz(u1{pmCmUO=6pQziV-$ zfAEvCpfS_G;r_L;@aGeSh|z2&oserN8N2P=vcKqPq{?B8s4r)3{1lole2gQ(RqWo% zkvhV8`TYbjsgYFKgu#iojP@>Qb_vTYJVR*7+OG|+mz`p(Wen|KMqTnr0$HC1pE7EU zh{joOSCpi4n_5ajgAdGthMFoAj(F}xu$>+jT!{Z3`}*<{&IyVEHTH0w={7KL z&L_4b9o>F7nxZ&glwIO{n^+VY)O4p;>Mq~EG29VptIPj9EM2t`dGzI4!U1(hRJ#sY z(c(h8Z-eVHfI9CUuqhQD%UPut*n0oe8M0$1zsOO(QE^L7+;X+pFBj!piX!-Z<8J>v zHwzbpXWn?fAF00opjvAyKYXQ6yWLI>*&=?K7dmp{HEy*;pWd{A!Vf9SNNQIWvQh8h z@n)_34?RvS&;KBA|NlYWdbUG@*0T(sikQ1&tP*^ZuuEBiS^I&dlGW<{$L)gLTYpt54j52 z`(})E7gO;&#j~dvsJ08OoiMLkCFF=_dLN7IuJJJ?RT|wZhOI_VuD2}CtR=z|{?4&$ zDPSh=P%*!w^kcM)i^p~P4Kft9ZN<_PoP|Tx4m`qf(w>%v6F%LnfZIE=15f$h&HbET zaaXU{E%M@_+=k^Y$EQ=2kKrvZcbOa}9-6&TTGt87R#1wVh`O~uEnlAL$y2}fe0wy- zgo9nQ{keDek&t+jd1fDR(N*;Vx?lcVF__sEWSxr9dR;$vP#j`imI9Spxm~)Lt*ht?bH29$*)b;Yw<% zZm?dBzaJztLJQ~>lT4LZTGdahM3_UD0B?!eg!dG;TYmczzM~g-=vx%^OABvuESV=j;B5lCST^OELr0*>gCl!*+<(@SEU zkw!9nIff98l|HpY6!R@4^38142|0hQJ zq=G<}aw zJJvMn3&-!v7%r;?eoX?07DjoOn);&7#UIG~J7B`!y8 zxFT~4FV}r)a*8Fq9l5m&OdYt#6@l1qyC0RrF0J*52tm`)aK+8C>Vcb6=V zd`I6GA^iN20x{H=H~YEol6I*WA~{H*KBA#xVeqxZ020CSN5dZEqN{8hs$)sgG%5Z} zubXQW~Ac){GmKRa{5x- zZ@8yMJzr0E83%|{i?L{~j_GU7FbMW2^C$y3^3P^}Tc9{F>Aa1DN6grXTZBpfy8vN; z^ZSD9%FJ^wT+#M6DACIEtD6~A_N|uix&=SIHb$xf+kDjeT{-MH98uV`5B*~9s^RV; z0W?jK`Ib<|>Z(zGF-&1))Ix=pL=;0VOpWFoe0aM|fcGqYJMr-I`+*(ly+?-qOs0`vY9mKxFa0Lb~0FH$!L;kJb5M8lSKkyCiX zgzqu4LIanXOX8Wh)`|uk@}?0(3jO#-lJ%@f0FCI=Clet(oC`wnwaVk04js&uwBm>9 zbOikKbki9Ack@m`d-62_?ZHwIYS9`ad00lW&r+IwW@9J^2DZ`Bl+krk@Wg{Z(MX0_ zGMBv2KH8GT&=R7cJEY`=vq^*B){)Ggp3YY?*iKA%NkLU31nXfjrmIn*t^1R|`DsZ| z^ySHEZFfECcV@0wPLNV;6Z=;X+OxEOg3#{$S0S`6A9xR%;bUVl+piKx{3Ui(Yn-nX zu}*HhkZvWj?>oM3P4UwTziPh~e3Z!F?@;aZVc9XuprpB&HwIY=J&{0>z(1A$13;Gl ze)LV$?G65^;ixp3*nrxF!r2~}tlZcJ-s_8hgYVB?a)wwbYo{ljcmk*WcSPDy2dxBO z*{Notuh-vhoij&C-J}ce5^1*GI3ft(k_ZnDs``{AOXS)ynd%As&PsRo2r?s`#ZgdB zD-%I&;AN*tS)K^VJ3H(XJ!Ngxm5bQ=x@fpyxj8;1GKw^L>Is;HcYRD(IG}h+0}O1` z_L1okrB17Tg-4c}tXVgtoNI^ehg=zZ;lA8spM5Wo^^pdeG56D*G6=o&#+~V@9}?IX z29QNi5;hfWj3$0>UqhLlY08hCVs{*y@CA&f~jcpC*IS=DLM5(g6hry*hr0khPJnW0<<6WsYeT=r->jyJ+@!H~AUw;TEz^2U@mMgK z2qS4si`%a!oe(^ZjAYf~&3w2q|1~oSXc9U zlhZ>yoDO;@lM3`i6eZ33Ei{BDii<^b3K^~r76hTxn$n(VA@P5TO7LS}z}4nDx7(S3 z;r%-_YaLaFG`jS}y$d8s-@W~WuJiSFAtB16?}#J#nEW};Atq(fN;cO%1^Uf6&YO1i zf1-@$Iizd^zL!iDXd}6U`!54mE79NnH-M|*5E35`DkkHaOu{oGe~2K#L5-)19HP(k zFBNZyW%dn=8fUyrV4p&$h%WcIIsq597Er z2NYm5q9QdJo(ZLRdG$;VLxkp)d2ODr<(k;v_y=PXl%t8B6X%k8rr#e~$|)0d)=1LP zVT8+Uu0EAM0?|e?aDN=d+iG%mNlmTEi}+kf!is+V3?cjO)h(LGShL0M!io5)4`;u; z$gp>YQn)L77u+<|D!k{@IvpHtS&A?0_PT*F&g6i@(O>N$CVF$B7F(2pfN0eI_2}eT zKXu3i!Dce40lQ4)c?*vD^b#g=lW7Ky7J>tdFQFVAvwZa}SK{U~HXLjo z7P~O@hQDO(-w~*CBb4I*DFgOk$)7-B5a-(g`zD@>aR^{wg`Ln$l0U*Qrza`$oB7)Q37&_ua#tQnxCl{VlN(VfCS7LPk)@)1B7ocEgYm{c194P8|CzYsZp?- z8Mx`vxTl9KLr9FTnLlRz2U7?qgP39ZJ=-k=DU#He#lPcEyZ?qirT#nqln3q*As9N& zX8EOuuR){oH6W;T3oc>r1Q@>ZB>0zOfc!rpxsJ7#o-iFg2D(1~P=L8r2YjmlxqD$H zm{H4$LG)E=Ta7J?x``3O3AI-t#F9YXI9rK~Oy<_d+-IPF>u$mPw`t5>lw4cky|xZ!p(86~?5a$uJeqq&#HZz;d$`e%cmmeB~M zUz(BpmF!1VG>U!S9%!f)vl0d2Py3L6n_^^ML}sLpa)y^y?9)mm%OeVW1#(PSr_lyE z5Ie}u%1SZxTWJgPo1XVpux(KVv#ON3&iOPQV4SFMoHPGqKw9Jw~hQ=59xeft!UV&R<_KK$+C-Y#mz3;VQZC3y=GhnUvdkOffJQ zFr&jSPt;>96O9-{ok_qFyW*;Y&tza6A)PZ+eIYIGyk*Wl+A^JF#keqP>eI#p6!g*< z^l}P6ot{eP`tfr&JU(U;Upf%1xaXKp^L+wuQSs3;Yt3g(yTBtRY*0yx^P;FN@A?PW z;@(KA{gM(5d6HA{C1oZvJaBNlPJifkW5q)yCROr<%`Wx(=}4rVO0g=&$>(%3{T9g{ zNtFE6=`#P}cA)PR`(SSR_HtphaB|$Xs4MQO7k)X)W$$Bz;yyZ3q@Hd5uMxj$vc?lm zcD>UYccvSuY)m;|#*)SBIw;$QNHd(Qv?q!_k@-&k2FXi>W~qUI3zrshprG{rGVZeo z@o^PCQ=rqGDBhJimK043f{wRPX6kicQ@X33ZD``hms(5%W6m?D)~UzOh5?xQ8$%E^uhLgpZF9TT`O6PY{xAK| zb3eV_J8a_s{nHkKJ-}4Btd7pkYHJ|oMcG5kKv{Dm$Cy~RHwK0Vt5GmqiwBtsrRnMA!s)h#N3 zU+`yphAgaKDph?twr%(FyUt8tO)-eyiy73&pMV1jLzrfGy2Ibp8gGJOK?qvwJUhT+ z72NMmGvbCj`NgJn0JRXr&^~au){&vWW%qA9;y(e0inh@!A@D(xVnwa+m6Wwb3UU;MJD|>i zBM}u506x)CJZBMZ8csvm{{^?kq$plR9Y{@%$eRCtX8<@{&)-HFUX7yNnT-^Gg%0KD%wY;V`ln(VF_TV3#l->o-ik$h_ePaI0)$BNd+AwUUPOJy~; zvCWN`x13Uy(#^9cIIn^!`VoA=6r64d?7@@gJx~DKU&Yu`(=A04vf5fnXLVU&naZDC z+Pch`xiqGIye-IfD;dM&R)plL)*M{vc?nUs4N-VTLF4m40iL8@jNXa0RY%s*u1Z7Z z-W6h&yY0J)b(0x44#uZjt8sw{GEeh_ zTPK)ly9-;FGc`M|BMw+m=W6gpG^vf-*wPnib^clHC56BgW3Znm2-4PwTRGdpX>mA& z=vKQC#dUJ#jFDBg6rF>OyI2IN}2eI7og zMyI7`J}Qq)Tt3e3nNMMhi9A>rreFq`rF$3!|Ual}V%fXjIxiye7$lt0Nsb%b=Y zv|%1>PQ_6_RToFhy%_mKar8qQNZhf8caLCe(!a>YOabBx zs87_zL&egi=#J5uMHrR%r!O-RXoWKAQ>GWb=yPThHqOYXkLJ0)WQs~Lx#hDe8`mNS zgSh%a8icbS4K4ztQ9R6H&DCu}<*eQKK6Q7K$d+Z^C87hQ>r^JZsx2=9MMArBNP`lh zMEd)`qud@eon7C>V&m>8DerwHv)PGJ@@t`c!K{R8+z<-v_&05bY}Gi1C-+mu#unuQ7i{6dM>vi+B{V5M~@zei{_FO>nuFCY8hE z^Ffoy7;qYS=#w+?MZc$0=ckiz1CUEH4#bHHMDhlW<1^h}CY@dHbtTaSWFgij)g>hv z?KtH=4Pqe1>x@1NH*<|_9em-1;kisP)Ds$!Q_b(R2N3 zIuUM?D3zuyH4it_Z3pE|69-w-z)V8Lf`}%{V&Wwn^WghpLxgn=bUQT=*5JXD03 zsuE-|=a25(2{x7|DUF6FLnNa%qg(-fy!41)bI5b-~@A#>)c%x8kv=5Ch+#N zq&(5%1XvWXVsx4h83p5wN`fCGbJEl&YhZc(OugUmJyL<}myIFnN4+ z^=(u0%o7ZX@-RLkAi}5O6iWhk`eGkI--8E{Wb>ia<}{19Zi&v`x7a~9Ocdfv4A>^Z z=X*M8HEXq6Qq1#5x~%0sH2rk(v#nx7A2iEj-q(06XHZWuF$zu?9O`(cnK?QYepRJmpwd%ojvEE|1<@g)Tsr{1{cVe({Dr#aFA^j zwMA%F!t?2!LQpM+@q!yswBw-@02VM`k6VQ4yp6%YXV(vK-(>B6+G7ME;ez;VcNUmPbyVub zY)9uFlD3CXKnaZCw;+KKaFH+2jp-O*uh@TOY~|S6Ff zRl_Jv4HNzsrIPfj+AJ}aX5;{zDC!1OrS@P(4WCbLBOlPh*0et6>=u6xv>>2r|A2>P z=YbWh_C;Co;m`QM$cO@MC6mGidEh%|+NJ{U|>l zG&B{1#i4YeRFmSZ&)i&_oD$tE!RX#y?bx7m;NdRF;zs5?*J)@8PT)>`*UG;9Zc^;Z zf9y^RA}v0s5Xds2p?Gk~2NbEE%GJKKcGhm^Gh2!RIpG!*yv}VX!BLqGi_b1q=&p3rVsFKF5GqF+PZ=vD?F3BYkCA0WvQNj@AFE4W$;9Or@bVtby5U*kbu7o_an9biVB=YjyWUXoa?$MnCb`FuitNlvK5^ zfzZ3OnM%U+V4(4+_4;;R6ymZNFy29M+Vv?GOYkk)TSWalD%2l~pTNo$c2NZC%Q9q; zG&;^hqL8cK^urf9pQ$OJkDvmF81=RwgaHO|`g_j^p^;G|Oyhyb^#NlS0N2yv8Gw6`wAer7`KUPa#lDLn-&MxB%FyY!%^lZoDv5_Ai$u|PTV-OfF zS>_KjzDtRqXsY?s0G2g4;*%JJu70tey0nUV)B*2F>aDz0cUx?K zS!i2FkN12n)(AX?^l&*vb@{HI-LDTw_F>q+x`;4ZUo5efuFTJPytrEO@qSGW4p!=~ zz&8+@#xmPsewNV8Tj+o=_zXwSij+-3hfO3p|LMrZJtB}HRaP4MdudG$L~i;o>N}Uv zGfh9(V*ici>7p<`@VPmaPL-6fl%XZYM(Ao_UdET}%mToQB_gt=Z_6uc)rt!=`spC6 zNMze*m{;{jD{u_xE(%J`LO}@U;YXAi(?^{_tD`@YiwHQm3Y0Lu zz;uL!`18tH;q|-BuA4nUE{Qe6%8n@NZN2GHIyAiHdT>r$As+ev07vi!w-)`v(R=WU=$D(ZAcw z6588plxSJ$i7lw7s<&b3ZINNBGV|J5#~+OU#3@4H>(+~jL8e~gtYKh2cDeZBs$@Vn zbZN|8>fM6!evkyg)n3q>d%4_R;{ef^L`PB+gD*UYKf4$(%!#)`?9;>v%%D!aP6y)$ zj?CZILwe{u_y*sW47k*Yo$gje%$zhj_l!b=))Ju>kvC{c0*kGG5Cmwu1(pd+prHN~ z5yKyW1b==dO4a_C4__(DQroxOGt#2OKSyounPbfM;tDnKd?G3e|CN2`w%}nUs&FGr zOLyG$@1+3Ly2(f2I&d!9dlJ)7ASKlJwm=H4pizWcAYxOm+gYR9aBmgzexdCa z+}UZi_^u=CGSJBoW}`}9zc&bj=N6VNQE8K4k72?aneD6}g=9&|vM@sF^h5xFukGZ* zZ)^VkhB_r+D>Q%FB*@rcx3W!JokFyLZt6k`^|0(BK#5sB~nrIf13w5Xu2Mr7^B zZmbVYoX=DlcLQo9`c#8(nd??sNE`Daj8Rpt%r9&g0$1idAC8k_k>`R(*2hXJ*_?#i zbinE>@DaI5)`BuLd`sLcwXTac8!FAA+!v68&&qc@2jv1X%@r5)1I>#}rX6kxXa!Y2 z8{3dYjvlw|k34qj1INbdLK1FB zvbh$(B=cJQ@vLsfw(twSar4cZSJo2LTU_QPD55668r@{8n=RQK%|_prclxU~UVcnC zE#BiLlN5J$M!D<3bttzH(mh#%=T%jRSklV@>u>qC0CV0k&2>cEzdkNeMW2%U*7ic5 z9baOx+g|x6<|Xi}d6smUv)SmO)4s-dFSWcA(Mt|1U0Od{#^hcW&Nff(p`UhIA{SbT zN>pjJZQr=AIeUcQf3DM6zK{=2U$FB)4A+n5?C#^R`5+kfex1T4Rju_N`JKk#;D^Kx zZd-0JQrq5{YEoWV7$iBUwds)}gXA2UX?skak`Ic{n(yt?ffZyr> z12~bdq!_9q%6vAwD~V*z%k49Wq?Ub|27=e7O34q@nFaFU+l6n`%ZVH5!4|nSJQ)B( zp2ezP;72$@WAYV6{o-*fJoc4NsjXDL~;~+!#H)BElfEaGEA1=`zYB0__am z7-o|(g4s{<=inZx`X_}*&zx8!{dwvS$4P1?hi5EB-#{xukwmN~@yFpn)w0$dm+mPP zaLH#i0o4_en|z8l6L{IDL3^JxLYc;hE3R=0nb<`lf@6(36xYuU!$3JV(O_@h@8fTDo2PqoKg7__O=E@T`(7(bA6rn zyLH)P&E_B2@zMfG2a#l>IpIySUC%D`JPPP2#BJaRPVfs&jv3`jm2?j-l%%gzjKB<6 zM~oUucs}Edd=%4(vfbuZyX!9x=lOXY)>&z=3)|10x8`3wi9m zkAzy)8A`B{>HIL927{;Xa^8C&pOQUd6A<1THF%-50PS@ukQq`Qwt`32ooe?m;2omTheahng=HsHgqdhGR z%Wz*y8xak=Vais&>s@6wjsBMVpm-cJ)<^p#})g%;EoRm##oCK{K89`TdOUQb^nOENQ>s&b7vLFl*9hq)*}7FF~(5sYH-(RqXGf zS{L8kGEOk#h0QH}M7!9GZ0BTU(r20CCE|02XLS$j@=r}5ln!qQQ}J1Ub`vL67HGh( zR-KON!jS~CYr3LP8-auLY}oD+@4q_CbB?XiO%Vr@J)8 zO#Ms_?nbzAG+!8WUS-L=v^IP`$F%X+OG#rg@l%-;Y5LFQL2coFHOn%2k-C4JOEU)T zrOw=-okaQ~g6Jle5%%rr`G99LJ4t3dAqZdkj`<>a5Qs#H`LR zpE-nyvrOHV=J899&?3l;W^?DW>7c%&G2$DbF0E^6cATS<6WjAs$Fc$(i71v%wa@6< z9;il&$VljoU(54{a0uEzwIU8k5g8aUR#2g|UUg$OBxf&l+mi^5x`12M&J1h%a$t8> zIvYM@(*&h!-4CX7K5KtmtOVww56*f%qxnHUc6q)ihDWk_RrR`2uA-qqs-R*dq%4KzYIo?uQg)xRMk*~MYtC9YcV^2I#~ ze2bbrJ9ev@w zRQy64k~!FJAnp%5*$#^dYKSe6I?P{pM_GyHYL8|sm|xj+xLr`sgAJg^>0L2@ zfjxHef%}+pOSv2~c70Y1Vnf}%NmGvZ<3gPKmG@u=x=2lb2Tl5rXl9MMm>g;3AD92h1K zmkrsQd3HI)Nnkkc7bl{0Y_e=jjR%KGU?nj4svgu_O-^tl^(nj!Kh!ZjYHu!|4vWRw zr;z~vwyc-P=~b*NU6GVA#rJF<5h|ZNjX$Xx_HZ=?wwuK|TMOo8mB>-u_|>}BRc%J) zdMzbQcl_6VKNB&Zfh~!Wh1|yysrTb{G6=pxv)}jkuJdPTDonx*j+40U#eLj=Pa3-o z>~=!gX~<4SJ?14gLvrAU;_3w+Fei{nSv`71gcAj6`ue`9Eu_{;qaO#;8f37$BA90Q+4O?)&T|Mvt|U8n3y?~{#R7S2>W zhBW|LD00w2VgVNn3gn3|q-G7}Ee3;8uobkvb$DWUB-W_I@(Hvw{HbY#K@5SV(|iCt zhdD;pyi16+vHw*H0L<;VYQTVQ4bQ*Ns*Y9`q_jn3gFnMQs&G4bRZ*YydRiuAHA-qi zG#ro-_tN{mVkj*JWZL=9l{Jl%Q9?<#cnk6r8ir7IHxPR-aCoO1fVAlfNSlIFKcVTU zDVXDbMC9Ul>)XMzIlQ*O4fngVZh;S=wFfNwFueSlXmvPBUUsObdKU zPUrU}24*0ZThhg}x-CY$$GvR$0VD$l;FA4QJ!%AKtp(Nx752`5Y*nGSE!>Q5Oie%P zxK;^dl9-11FW#4mqJ4y8YLt|*>3Vh5ibFvf^TY3|1!7XPn8mFfq`=9r*Z5C8g2s`< zBq0#l0cB#)o~4M~iwGV;c0YSliGYX+6~504{C_k!2!c^%hHp}xYULPPX0i9L7l`EK~zvmpo~w;`+ouY&Pr1N literal 0 HcmV?d00001 diff --git a/Practical Reinforcement Learning/Week5_policy_based/practice_a3c.ipynb b/Practical Reinforcement Learning/Week5_policy_based/practice_a3c.ipynb new file mode 100644 index 0000000..f5379ab --- /dev/null +++ b/Practical Reinforcement Learning/Week5_policy_based/practice_a3c.ipynb @@ -0,0 +1,873 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deep Kung-Fu with advantage actor-critic\n", + "\n", + "In this notebook you'll build a deep reinforcement learning agent for atari [KungFuMaster](https://gym.openai.com/envs/KungFuMaster-v0/) and train it with advantage actor-critic.\n", + "\n", + "![http://www.retroland.com/wp-content/uploads/2011/07/King-Fu-Master.jpg](http://www.retroland.com/wp-content/uploads/2011/07/King-Fu-Master.jpg)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import print_function, division\n", + "from IPython.core import display\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import numpy as np\n", + "\n", + "#If you are running on a server, launch xvfb to record game videos\n", + "#Please make sure you have xvfb installed\n", + "import os\n", + "if os.environ.get(\"DISPLAY\") is str and len(os.environ.get(\"DISPLAY\"))!=0:\n", + " !bash ../xvfb start\n", + " %env DISPLAY=:1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For starters, let's take a look at the game itself:\n", + "* Image resized to 42x42 and grayscale to run faster\n", + "* Rewards divided by 100 'cuz they are all divisible by 100\n", + "* Agent sees last 4 frames of game to account for object velocity" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "Observation shape: (42, 42, 4)\n", + "Num actions: 14\n", + "Action names: ['NOOP', 'UP', 'RIGHT', 'LEFT', 'DOWN', 'DOWNRIGHT', 'DOWNLEFT', 'RIGHTFIRE', 'LEFTFIRE', 'DOWNFIRE', 'UPRIGHTFIRE', 'UPLEFTFIRE', 'DOWNRIGHTFIRE', 'DOWNLEFTFIRE']\n" + ] + } + ], + "source": [ + "import gym\n", + "from atari_util import PreprocessAtari\n", + "\n", + "def make_env():\n", + " env = gym.make(\"KungFuMasterDeterministic-v0\")\n", + " env = PreprocessAtari(env, height=42, width=42,\n", + " crop = lambda img: img[60:-30, 5:],\n", + " dim_order = 'tensorflow',\n", + " color=False, n_frames=4,\n", + " reward_scale = 0.01)\n", + " return env\n", + "\n", + "env = make_env()\n", + "\n", + "obs_shape = env.observation_space.shape\n", + "n_actions = env.action_space.n\n", + "\n", + "print(\"Observation shape:\", obs_shape)\n", + "print(\"Num actions:\", n_actions)\n", + "print(\"Action names:\", env.env.env.get_action_meanings())" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s = env.reset()\n", + "for _ in range(100):\n", + " s, _, _, _ = env.step(env.action_space.sample())\n", + "\n", + "plt.title('Game image')\n", + "plt.imshow(env.render('rgb_array'))\n", + "plt.show()\n", + "\n", + "plt.title('Agent observation (4-frame buffer)')\n", + "plt.imshow(s.transpose([0,2,1]).reshape([42,-1]))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Build an agent\n", + "\n", + "We now have to build an agent for actor-critic training - a convolutional neural network that converts states into action probabilities $\\pi$ and state values $V$.\n", + "\n", + "Your assignment here is to build and apply a neural network - with any framework you want. \n", + "\n", + "For starters, we want you to implement this architecture:\n", + "![nnet_arch.png](nnet_arch.png)\n", + "\n", + "After your agent gets mean reward above 50, we encourage you to experiment with model architecture to score even better." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "tf.reset_default_graph()\n", + "sess = tf.InteractiveSession()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "import keras\n", + "from keras.layers import Conv2D, Dense, Flatten, Input\n", + "from keras.models import Model\n", + "\n", + "class Agent:\n", + " def __init__(self, name, state_shape, n_actions, reuse=False):\n", + " \"\"\"A simple actor-critic agent\"\"\"\n", + " \n", + " with tf.variable_scope(name, reuse=reuse):\n", + " \n", + " # Prepare neural network architecture\n", + " ### Your code here: prepare any necessary layers, variables, etc.\n", + " inputs = Input(shape=state_shape)\n", + " x = Conv2D(32, (3, 3), strides=2, activation='relu')(inputs)\n", + " x = Conv2D(32, (3, 3), strides=2, activation='relu')(x)\n", + " x = Conv2D(32, (3, 3), strides=2, activation='relu')(x)\n", + " x = Flatten()(x)\n", + " x = Dense(128, activation='relu')(x)\n", + " logits = Dense(n_actions, activation='linear')(x)\n", + " state_value = Dense(1, activation='linear')(x)\n", + " \n", + " self.network = Model(inputs=inputs, outputs=[logits, state_value])\n", + " \n", + " # prepare a graph for agent step\n", + " self.state_t = tf.placeholder('float32', [None,] + list(state_shape))\n", + " self.agent_outputs = self.symbolic_step(self.state_t)\n", + " \n", + " def symbolic_step(self, state_t):\n", + " \"\"\"Takes agent's previous step and observation, returns next state and whatever it needs to learn (tf tensors)\"\"\"\n", + " \n", + " # Apply neural network\n", + " ### Your code here: apply agent's neural network to get policy logits and state values.\n", + " \n", + " logits, state_value = self.network(state_t)\n", + " state_value = state_value[:, 0]\n", + " \n", + " assert tf.is_numeric_tensor(state_value) and state_value.shape.ndims == 1, \\\n", + " \"please return 1D tf tensor of state values [you got %s]\" % repr(state_value)\n", + " assert tf.is_numeric_tensor(logits) and logits.shape.ndims == 2, \\\n", + " \"please return 2d tf tensor of logits [you got %s]\" % repr(logits)\n", + " # hint: if you triggered state_values assert with your shape being [None, 1], \n", + " # just select [:, 0]-th element of state values as new state values\n", + " \n", + " return (logits, state_value)\n", + " \n", + " def step(self, state_t):\n", + " \"\"\"Same as symbolic step except it operates on numpy arrays\"\"\"\n", + " sess = tf.get_default_session()\n", + " return sess.run(self.agent_outputs, {self.state_t: state_t})\n", + " \n", + " def sample_actions(self, agent_outputs):\n", + " \"\"\"pick actions given numeric agent outputs (np arrays)\"\"\"\n", + " logits, state_values = agent_outputs\n", + " policy = np.exp(logits) / np.sum(np.exp(logits), axis=-1, keepdims=True)\n", + " return np.array([np.random.choice(len(p), p=p) for p in policy])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "agent = Agent(\"agent\", obs_shape, n_actions)\n", + "sess.run(tf.global_variables_initializer())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "action logits:\n", + " [[ 0.07089273 0.02756768 -0.05570034 0.06700554 0.06069527 -0.01415996\n", + " -0.00033508 0.00273614 -0.04520407 0.00565409 -0.08711416 0.03533225\n", + " -0.00779367 0.06893449]]\n", + "state values:\n", + " [0.05507889]\n" + ] + } + ], + "source": [ + "state = [env.reset()]\n", + "logits, value = agent.step(state)\n", + "print(\"action logits:\\n\", logits)\n", + "print(\"state values:\\n\", value)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Let's play!\n", + "Let's build a function that measures agent's average reward." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate(agent, env, n_games=1):\n", + " \"\"\"Plays an a game from start till done, returns per-game rewards \"\"\"\n", + "\n", + " game_rewards = []\n", + " for _ in range(n_games):\n", + " state = env.reset()\n", + " \n", + " total_reward = 0\n", + " while True:\n", + " action = agent.sample_actions(agent.step([state]))[0]\n", + " state, reward, done, info = env.step(action)\n", + " total_reward += reward\n", + " if done: break\n", + " \n", + " game_rewards.append(total_reward)\n", + " return game_rewards\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2.0, 7.0, 11.0]\n" + ] + } + ], + "source": [ + "env_monitor = gym.wrappers.Monitor(env, directory=\"kungfu_videos\", force=True)\n", + "rw = evaluate(agent, env_monitor, n_games=3,)\n", + "env_monitor.close()\n", + "print (rw)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#show video\n", + "from IPython.display import HTML\n", + "import os\n", + "\n", + "video_names = list(filter(lambda s:s.endswith(\".mp4\"),os.listdir(\"./kungfu_videos/\")))\n", + "\n", + "HTML(\"\"\"\n", + "\n", + "\"\"\".format(\"./kungfu_videos/\"+video_names[-1])) #this may or may not be _last_ video. Try other indices\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training on parallel games\n", + "![img](env_pool.png)\n", + "\n", + "To make actor-critic training more stable, we shall play several games in parallel. This means ya'll have to initialize several parallel gym envs, send agent's actions there and .reset() each env if it becomes terminated. To minimize learner brain damage, we've taken care of them for ya - just make sure you read it before you use it.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "class EnvBatch:\n", + " def __init__(self, n_envs = 10):\n", + " \"\"\" Creates n_envs environments and babysits them for ya' \"\"\"\n", + " self.envs = [make_env() for _ in range(n_envs)]\n", + " \n", + " def reset(self):\n", + " \"\"\" Reset all games and return [n_envs, *obs_shape] observations \"\"\"\n", + " return np.array([env.reset() for env in self.envs])\n", + " \n", + " def step(self, actions):\n", + " \"\"\"\n", + " Send a vector[batch_size] of actions into respective environments\n", + " :returns: observations[n_envs, *obs_shape], rewards[n_envs], done[n_envs,], info[n_envs]\n", + " \"\"\"\n", + " results = [env.step(a) for env, a in zip(self.envs, actions)]\n", + " new_obs, rewards, done, infos = map(np.array, zip(*results))\n", + " \n", + " # reset environments automatically\n", + " for i in range(len(self.envs)):\n", + " if done[i]:\n", + " new_obs[i] = self.envs[i].reset()\n", + " \n", + " return new_obs, rewards, done, infos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__Let's try it out:__" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n", + "State shape: (10, 42, 42, 4)\n", + "Actions: [13 3 0]\n", + "Rewards: [0. 0. 0.]\n", + "Done: [False False False]\n" + ] + } + ], + "source": [ + "env_batch = EnvBatch(10)\n", + "\n", + "batch_states = env_batch.reset()\n", + "\n", + "batch_actions = agent.sample_actions(agent.step(batch_states))\n", + "\n", + "batch_next_states, batch_rewards, batch_done, _ = env_batch.step(batch_actions)\n", + "\n", + "print(\"State shape:\", batch_states.shape)\n", + "print(\"Actions:\", batch_actions[:3])\n", + "print(\"Rewards:\", batch_rewards[:3])\n", + "print(\"Done:\", batch_done[:3])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Actor-critic\n", + "\n", + "Here we define a loss functions and learning algorithms as usual." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# These placeholders mean exactly the same as in \"Let's try it out\" section above\n", + "states_ph = tf.placeholder('float32', [None,] + list(obs_shape)) \n", + "next_states_ph = tf.placeholder('float32', [None,] + list(obs_shape))\n", + "actions_ph = tf.placeholder('int32', (None,))\n", + "rewards_ph = tf.placeholder('float32', (None,))\n", + "is_done_ph = tf.placeholder('float32', (None,))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# logits[n_envs, n_actions] and state_values[n_envs, n_actions]\n", + "logits, state_values = agent.symbolic_step(states_ph)\n", + "next_logits, next_state_values = agent.symbolic_step(next_states_ph)\n", + "next_state_values = next_state_values * (1 - is_done_ph)\n", + "\n", + "# probabilities and log-probabilities for all actions\n", + "probs = tf.nn.softmax(logits) # [n_envs, n_actions]\n", + "logprobs = tf.nn.log_softmax(logits) # [n_envs, n_actions]\n", + "\n", + "# log-probabilities only for agent's chosen actions\n", + "logp_actions = tf.reduce_sum(logprobs * tf.one_hot(actions_ph, n_actions), axis=-1) # [n_envs,]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "# compute advantage using rewards_ph, state_values and next_state_values\n", + "gamma = 0.99\n", + "advantage = rewards_ph + gamma*next_state_values - state_values\n", + "\n", + "assert advantage.shape.ndims == 1, \"please compute advantage for each sample, vector of shape [n_envs,]\"\n", + "\n", + "# compute policy entropy given logits_seq. Mind the \"-\" sign!\n", + "entropy = -tf.reduce_sum(probs*logprobs, axis=1)\n", + "\n", + "assert entropy.shape.ndims == 1, \"please compute pointwise entropy vector of shape [n_envs,] \"\n", + "\n", + "\n", + "\n", + "actor_loss = - tf.reduce_mean(logp_actions * tf.stop_gradient(advantage)) - 0.001 * tf.reduce_mean(entropy)\n", + "\n", + "# compute target state values using temporal difference formula. Use rewards_ph and next_step_values\n", + "target_state_values = rewards_ph + gamma*next_state_values\n", + "\n", + "critic_loss = tf.reduce_mean((state_values - tf.stop_gradient(target_state_values))**2 )\n", + "\n", + "train_step = tf.train.AdamOptimizer(1e-4).minimize(actor_loss + critic_loss)\n", + "sess.run(tf.global_variables_initializer())" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "You just might be fine!\n" + ] + } + ], + "source": [ + "# Sanity checks to catch some errors. Specific to KungFuMaster in assignment's default setup.\n", + "l_act, l_crit, adv, ent = sess.run([actor_loss, critic_loss, advantage, entropy], feed_dict = {\n", + " states_ph: batch_states,\n", + " actions_ph: batch_actions,\n", + " next_states_ph: batch_states,\n", + " rewards_ph: batch_rewards,\n", + " is_done_ph: batch_done,\n", + " })\n", + "\n", + "assert abs(l_act) < 100 and abs(l_crit) < 100, \"losses seem abnormally large\"\n", + "assert 0 <= ent.mean() <= np.log(n_actions), \"impossible entropy value, double-check the formula pls\"\n", + "if ent.mean() < np.log(n_actions) / 2: print(\"Entropy is too low for untrained agent\")\n", + "print(\"You just might be fine!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Train \n", + "\n", + "Just the usual - play a bit, compute loss, follow the graidents, repeat a few million times.\n", + "![img](http://images6.fanpop.com/image/photos/38900000/Daniel-san-training-the-karate-kid-38947361-499-288.gif)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n" + ] + } + ], + "source": [ + "from IPython.display import clear_output\n", + "from tqdm import trange\n", + "from pandas import DataFrame\n", + "ewma = lambda x, span=100: DataFrame({'x':np.asarray(x)}).x.ewm(span=span).mean().values\n", + "\n", + "env_batch = EnvBatch(10)\n", + "batch_states = env_batch.reset()\n", + "\n", + "rewards_history = []\n", + "entropy_history = []" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████████████████████████████████████████████████████████████████████| 100000/100000 [35:42<00:00, 46.67it/s]\n" + ] + } + ], + "source": [ + "for i in trange(100000): \n", + " \n", + " batch_actions = agent.sample_actions(agent.step(batch_states))\n", + " batch_next_states, batch_rewards, batch_done, _ = env_batch.step(batch_actions)\n", + " \n", + " feed_dict = {\n", + " states_ph: batch_states,\n", + " actions_ph: batch_actions,\n", + " next_states_ph: batch_next_states,\n", + " rewards_ph: batch_rewards,\n", + " is_done_ph: batch_done,\n", + " }\n", + " batch_states = batch_next_states\n", + " \n", + " _, ent_t = sess.run([train_step, entropy], feed_dict)\n", + " entropy_history.append(np.mean(ent_t))\n", + "\n", + " if i % 500 == 0: \n", + " if i % 2500 == 0:\n", + " rewards_history.append(np.mean(evaluate(agent, env, n_games=3)))\n", + " if rewards_history[-1] >= 50:\n", + " print(\"Your agent has earned the yellow belt\")\n", + "\n", + " clear_output(True)\n", + " plt.figure(figsize=[8,4])\n", + " plt.subplot(1,2,1)\n", + " plt.plot(rewards_history, label='rewards')\n", + " plt.plot(ewma(np.array(rewards_history),span=10), marker='.', label='rewards ewma@10')\n", + " plt.title(\"Session rewards\"); plt.grid(); plt.legend()\n", + " \n", + " plt.subplot(1,2,2)\n", + " plt.plot(entropy_history, label='entropy')\n", + " plt.plot(ewma(np.array(entropy_history),span=1000), label='entropy ewma@1000')\n", + " plt.title(\"Policy entropy\"); plt.grid(); plt.legend() \n", + " plt.show()\n", + " \n", + " \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Relax and grab some refreshments while your agent is locked in an infinite loop of violence and death.\n", + "\n", + "__How to interpret plots:__\n", + "\n", + "The session reward is the easy thing: it should in general go up over time, but it's okay if it fluctuates ~~like crazy~~. It's also OK if it reward doesn't increase substantially before some 10k initial steps. However, if reward reaches zero and doesn't seem to get up over 2-3 evaluations, there's something wrong happening.\n", + "\n", + "\n", + "Since we use a policy-based method, we also keep track of __policy entropy__ - the same one you used as a regularizer. The only important thing about it is that your entropy shouldn't drop too low (`< 0.1`) before your agent gets the yellow belt. Or at least it can drop there, but _it shouldn't stay there for long_.\n", + "\n", + "If it does, the culprit is likely:\n", + "* Some bug in entropy computation. Remember that it is $ - \\sum p(a_i) \\cdot log p(a_i) $\n", + "* Your agent architecture converges too fast. Increase entropy coefficient in actor loss. \n", + "* Gradient explosion - just [clip gradients](https://stackoverflow.com/a/43486487) and maybe use a smaller network\n", + "* Us. Or TF developers. Or aliens. Or lizardfolk. Contact us on forums before it's too late!\n", + "\n", + "If you're debugging, just run `logits, values = agent.step(batch_states)` and manually look into logits and values. This will reveal the problem 9 times out of 10: you'll likely see some NaNs or insanely large numbers or zeros. Try to catch the moment when this happens for the first time and investigate from there." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### \"Final\" evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final mean reward: 227.0\n" + ] + } + ], + "source": [ + "env_monitor = gym.wrappers.Monitor(env, directory=\"kungfu_videos\", force=True)\n", + "final_rewards = evaluate(agent, env_monitor, n_games=20,)\n", + "env_monitor.close()\n", + "print(\"Final mean reward:\", np.mean(final_rewards))\n", + "\n", + "video_names = list(filter(lambda s:s.endswith(\".mp4\"),os.listdir(\"./kungfu_videos/\")))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "HTML(\"\"\"\n", + "\n", + "\"\"\".format(\"./kungfu_videos/\"+video_names[-1])) " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "HTML(\"\"\"\n", + "\n", + "\"\"\".format(\"./kungfu_videos/\"+video_names[-2])) #try other indices " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# if you don't see videos, just navigate to ./kungfu_videos and download .mp4 files from there." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\n", + "Submitted to Coursera platform. See results on assignment page!\n" + ] + } + ], + "source": [ + "from submit import submit_kungfu\n", + "env = make_env()\n", + "submit_kungfu(agent, env, evaluate, '', '')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + "\n", + "```\n", + "```\n", + "\n", + "```\n", + "```\n", + "\n", + "```\n", + "```\n", + "\n", + "```\n", + "```\n", + "\n", + "```\n", + "```\n", + "\n", + "```\n", + "```\n", + "\n", + "```\n", + "```\n", + "\n", + "```\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now what?\n", + "Well, 5k reward is [just the beginning](https://www.buzzfeed.com/mattjayyoung/what-the-color-of-your-karate-belt-actually-means-lg3g). Can you get past 200? With recurrent neural network memory, chances are you can even beat 400!\n", + "\n", + "* Try n-step advantage and \"lambda\"-advantage (aka GAE) - see [this article](https://arxiv.org/abs/1506.02438)\n", + " * This change should improve early convergence a lot\n", + "* Try recurrent neural network \n", + " * RNN memory will slow things down initially, but in will reach better final reward at this game\n", + "* Implement asynchronuous version\n", + " * Remember [A3C](https://arxiv.org/abs/1602.01783)? The first \"A\" stands for asynchronuous. It means there are several parallel actor-learners out there.\n", + " * You can write custom code for synchronization, but we recommend using [redis](https://redis.io/)\n", + " * You can store full parameter set in redis, along with any other metadate\n", + " * Here's a _quick_ way to (de)serialize parameters for redis\n", + " ```\n", + " import joblib\n", + " from six import BytesIO\n", + "```\n", + "```\n", + " def dumps(data):\n", + " \"converts whatever to string\"\n", + " s = BytesIO()\n", + " joblib.dump(data,s)\n", + " return s.getvalue()\n", + "``` \n", + "```\n", + " def loads(string):\n", + " \"converts string to whatever was dumps'ed in it\"\n", + " return joblib.load(BytesIO(string))\n", + "```" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Practical Reinforcement Learning/Week5_policy_based/practice_reinforce.ipynb b/Practical Reinforcement Learning/Week5_policy_based/practice_reinforce.ipynb new file mode 100644 index 0000000..d72036c --- /dev/null +++ b/Practical Reinforcement Learning/Week5_policy_based/practice_reinforce.ipynb @@ -0,0 +1,450 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# REINFORCE in TensorFlow\n", + "\n", + "This notebook implements a basic reinforce algorithm a.k.a. policy gradient for CartPole env.\n", + "\n", + "It has been deliberately written to be as simple and human-readable.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The notebook assumes that you have [openai gym](https://github.com/openai/gym) installed.\n", + "\n", + "In case you're running on a server, [use xvfb](https://github.com/openai/gym#rendering-on-a-server)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import gym\n", + "import numpy as np, pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "env = gym.make(\"CartPole-v0\")\n", + "\n", + "#gym compatibility: unwrap TimeLimit\n", + "if hasattr(env,'env'):\n", + " env=env.env\n", + "\n", + "env.reset()\n", + "n_actions = env.action_space.n\n", + "state_dim = env.observation_space.shape\n", + "\n", + "plt.imshow(env.render(\"rgb_array\"))\n", + "env.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Building the policy network" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For REINFORCE algorithm, we'll need a model that predicts action probabilities given states.\n", + "\n", + "For numerical stability, please __do not include the softmax layer into your network architecture__. \n", + "\n", + "We'll use softmax or log-softmax where appropriate." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "\n", + "#create input variables. We only need for REINFORCE\n", + "states = tf.placeholder('float32',(None,)+state_dim,name=\"states\")\n", + "actions = tf.placeholder('int32',name=\"action_ids\")\n", + "cumulative_rewards = tf.placeholder('float32', name=\"cumulative_returns\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "import keras\n", + "from keras.layers import Dense\n", + "\n", + "model = keras.models.Sequential()\n", + "model.add(Dense(128, activation='relu', input_shape=state_dim))\n", + "model.add(Dense(64, activation='relu'))\n", + "model.add(Dense(n_actions, activation='linear'))\n", + "\n", + "logits = model(states)\n", + "\n", + "policy = tf.nn.softmax(logits)\n", + "log_policy = tf.nn.log_softmax(logits)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#utility function to pick action in one given state\n", + "get_action_proba = lambda s: policy.eval({states:[s]})[0] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Loss function and updates\n", + "\n", + "We now need to define objective and update over policy gradient.\n", + "\n", + "Our objective function is\n", + "\n", + "$$ J \\approx { 1 \\over N } \\sum _{s_i,a_i} \\pi_\\theta (a_i | s_i) \\cdot G(s_i,a_i) $$\n", + "\n", + "\n", + "Following the REINFORCE algorithm, we can define our objective as follows: \n", + "\n", + "$$ \\hat J \\approx { 1 \\over N } \\sum _{s_i,a_i} log \\pi_\\theta (a_i | s_i) \\cdot G(s_i,a_i) $$\n", + "\n", + "When you compute gradient of that function over network weights $ \\theta $, it will become exactly the policy gradient.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "#get probabilities for parti\n", + "indices = tf.stack([tf.range(tf.shape(log_policy)[0]),actions],axis=-1)\n", + "log_policy_for_actions = tf.gather_nd(log_policy,indices)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# policy objective as in the last formula. please use mean, not sum.\n", + "# note: you need to use log_policy_for_actions to get log probabilities for actions taken\n", + "\n", + "J = tf.reduce_mean(log_policy_for_actions*cumulative_rewards)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#regularize with entropy\n", + "entropy = -tf.reduce_sum(policy*log_policy, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#all network weights\n", + "all_weights = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES)\n", + "\n", + "#weight updates. maximizing J is same as minimizing -J. Adding negative entropy.\n", + "loss = -J -0.1 * entropy\n", + "\n", + "update = tf.train.AdamOptimizer().minimize(loss,var_list=all_weights)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computing cumulative rewards" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def get_cumulative_rewards(rewards, #rewards at each step\n", + " gamma = 0.99 #discount for reward\n", + " ):\n", + " \"\"\"\n", + " take a list of immediate rewards r(s,a) for the whole session \n", + " compute cumulative rewards R(s,a) (a.k.a. G(s,a) in Sutton '16)\n", + " R_t = r_t + gamma*r_{t+1} + gamma^2*r_{t+2} + ...\n", + " \n", + " The simple way to compute cumulative rewards is to iterate from last to first time tick\n", + " and compute R_t = r_t + gamma*R_{t+1} recurrently\n", + " \n", + " You must return an array/list of cumulative rewards with as many elements as in the initial rewards.\n", + " \"\"\"\n", + " \n", + " cumulative_rewards = np.array(rewards).astype(np.float32)\n", + " for i in range(len(rewards)-2, -1, -1):\n", + " cumulative_rewards[i] += gamma*cumulative_rewards[i+1]\n", + " \n", + " return cumulative_rewards\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "looks good!\n" + ] + } + ], + "source": [ + "assert len(get_cumulative_rewards(range(100))) == 100\n", + "assert np.allclose(get_cumulative_rewards([0,0,1,0,0,1,0],gamma=0.9),[1.40049, 1.5561, 1.729, 0.81, 0.9, 1.0, 0.0])\n", + "assert np.allclose(get_cumulative_rewards([0,0,1,-2,3,-4,0],gamma=0.5), [0.0625, 0.125, 0.25, -1.5, 1.0, -4.0, 0.0])\n", + "assert np.allclose(get_cumulative_rewards([0,0,1,2,3,4,0],gamma=0), [0, 0, 1, 2, 3, 4, 0])\n", + "print(\"looks good!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def train_step(_states,_actions,_rewards):\n", + " \"\"\"given full session, trains agent with policy gradient\"\"\"\n", + " _cumulative_rewards = get_cumulative_rewards(_rewards)\n", + " update.run({states:_states,actions:_actions,cumulative_rewards:_cumulative_rewards})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Playing the game" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_session(t_max=1000):\n", + " \"\"\"play env with REINFORCE agent and train at the session end\"\"\"\n", + " \n", + " #arrays to record session\n", + " states,actions,rewards = [],[],[]\n", + " \n", + " s = env.reset()\n", + " \n", + " for t in range(t_max):\n", + " \n", + " #action probabilities array aka pi(a|s)\n", + " action_probas = get_action_proba(s)\n", + " \n", + " a = np.random.choice(n_actions, p=action_probas)\n", + " \n", + " new_s,r,done,info = env.step(a)\n", + " \n", + " #record session history to train later\n", + " states.append(s)\n", + " actions.append(a)\n", + " rewards.append(r)\n", + " \n", + " s = new_s\n", + " if done: break\n", + " \n", + " train_step(states,actions,rewards)\n", + " \n", + " return sum(rewards)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean reward:60.590\n", + "mean reward:160.860\n", + "mean reward:165.670\n", + "mean reward:451.360\n", + "You Win!\n" + ] + } + ], + "source": [ + "s = tf.InteractiveSession()\n", + "s.run(tf.global_variables_initializer())\n", + "\n", + "for i in range(100):\n", + " \n", + " rewards = [generate_session() for _ in range(100)] #generate new sessions\n", + " \n", + " print (\"mean reward:%.3f\"%(np.mean(rewards)))\n", + "\n", + " if np.mean(rewards) > 300:\n", + " print (\"You Win!\")\n", + " break\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Results & video" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "#record sessions\n", + "import gym.wrappers\n", + "env = gym.wrappers.Monitor(gym.make(\"CartPole-v0\"),directory=\"videos\",force=True)\n", + "sessions = [generate_session() for _ in range(100)]\n", + "env.env.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#show video\n", + "from IPython.display import HTML\n", + "import os\n", + "\n", + "video_names = list(filter(lambda s:s.endswith(\".mp4\"),os.listdir(\"./videos/\")))\n", + "\n", + "HTML(\"\"\"\n", + "\n", + "\"\"\".format(\"./videos/\"+video_names[-1])) #this may or may not be _last_ video. Try other indices" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Submitted to Coursera platform. See results on assignment page!\n" + ] + } + ], + "source": [ + "from submit import submit_cartpole\n", + "submit_cartpole(generate_session, '', '')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# That's all, thank you for your attention!\n", + "# Not having enough? There's an actor-critic waiting for you in the honor section.\n", + "# But make sure you've seen the videos first." + ] + } + ], + "metadata": { + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Practical Reinforcement Learning/Week5_policy_based/submit.py b/Practical Reinforcement Learning/Week5_policy_based/submit.py new file mode 100644 index 0000000..553e552 --- /dev/null +++ b/Practical Reinforcement Learning/Week5_policy_based/submit.py @@ -0,0 +1,20 @@ +import sys +import numpy as np +sys.path.append("..") +import grading + + +def submit_cartpole(generate_session, email, token): + sessions = [generate_session() for _ in range(100)] + session_rewards = np.array(sessions) + grader = grading.Grader("oyT3Bt7yEeeQvhJmhysb5g") + grader.set_answer("7QKmA", int(np.mean(session_rewards))) + grader.submit(email, token) + + +def submit_kungfu(agent, env, evaluate, email, token): + sessions = [evaluate(agent=agent, env=env, n_games=1) for _ in range(100)] + session_rewards = np.array(sessions) + grader = grading.Grader("6sPnVCn6EeieSRL7rCBNJA") + grader.set_answer("HhNVX", 100*int(np.mean(session_rewards))) + grader.submit(email, token)

p#TAurqH3SS+ppN7-=B%qJJ%%lOhf7h7!33b06G;%P_7tk}XQ7)U3g3 zyiGG&hxA*50h7(K8LiT83zfKzR`0CPe{2kKwauU+uCkVITs;C80M(tBMR8DB4ASVb z?4Iku7C_=E!7*6_#;1s@#*T5i?G43^7jj(BxH2C6n~$G8r+6v8)bdgs)nvGZPG}In z#DmvF?UYhdh`T^uO3}vV5n{63tH*gM=9?$!gg~1Kc8Db}g{9Zh31`#@ucj0Fhq-4< zkLHz_@@Yb2*qC`D87*>93O!kAY}r7q6SN5o)Tm|$WWvK7oe|+j1uvyr>Z7)pH*e&n zO!}1n?dIScF3}0w`rEvnP8gJQ@Dm3x7%`!r)fS4$z*C!(l}TQTzITNqBAa$-UWysW z5l(C7rA*ERebc!e$9`6?XZPW=>4`O8wDn|F3%sNvXZ1ltew4pJ)}a;&3zQ!OW&t0t zgb6H|(};s|XinXe#By-BvXtiUK+| zGT5uOigdQa*M5SFKO2>Jhk@GS|1%<6j5$$8dWh9~Fqy=5^kfX0r`IXR!s_3DEQT(2hDNUm3Z5OT?Kp6#b_y&%!Z zH|Bcv6)Y&}yn>PIWz~egjO$g^gFlVy#b~yh?(Zjaz2Y>jm(no?wU$h6N=>ym>4Sx--48V|wYx}~+DEChs;BX^P+8TpBg~Y2FJ2Ia z#q^r0OR}j=#@G8z?GmivmxevFT5G0y&AzJ)S_L z8u6+|PvBxd%~~0H0?Dgcv`BdZ=|DSM#rjpAz<%4inJ9!Oa8^=`8e&hN6Qh`*_$+z? zCp96_=J1Y&%7$&h6VaqQ(SN+u6X*qX^vSxy6R5+9F=z!nfs^`5glZ_l6R3^$7kL8b z+?k!P^8~&mvB+YNxg3n>Ax|K0Ea3^X+S3Hu6LS<5lsF4eF4t{|r&|K^%J%QQTci+|?T3q*Mkx~2>BrlFDCgiT8Nl- zpH@GhQxtr)7zy_jAS7K6fOL2OlnVSX8oxf1{k5i#XTwcr*)jqf?YrT?I&SwA4xE+r zT{v(e$fNxhij-9=f;P`U`vroRM%{)2IVggM#NCSn&-zghbogQ%c{ejDzObB=N zD}oMnj`{6}`fTqXjQKqZG3K|gM6Sw6w*kidQi21D`CX(0_qreRYuPR&0~H8kep$xx zy~`OH#{5RvFH+?QyjEpj)JGxa_k7tGiutu=Un*$@9P^8w-9>4N1IGO7gjh6IVkbY* zJDb8fYE$R6?2&;-ig8>M%&0>FHrE9+I$4aQ!@Ba2*vO}9Uh76PQfp6!QVxDXW$-ny z_2;Bg%-RGIo)Z5Qex0d2KH6}PyYld5P&bATg( z6ha2HD?m87hL`$lQmos&|9)I=gnH;yoL^9L0972#*AQp}mJ+SxKh{nORZ6r;(VIW@ zTV~d`uqq`=C9qDH66GnlR7*5>$x~~I7LCs>Xg1oPvKGQsw`q{Bt|iJ^$qltci9v9w zmZ%P}I^|XQEZ4rvKcq)TVe`{D%m( zU^_3t=TS~=3HYF#B4KBSn&gwz17lOXbR5ei=d#XEzu`>(#w{-<6 zX0AnsHenYMGD(88W9C_pS0r4R+%me`_|cKpFVgoZMDa6P-0@ z4m1?3CK^a4tBL9WRvz0yR1>AGE~|->bGfr3P?_NhYl$44qMB&d{QcolHPMQ?5R=++ z)nCeX{S2y_D5t;!h=I)Gg}X5;nH+gh%$;P0XE>;8qL~_s)kL}ZP)(F%eR**@d{s>} zX_}v~L%NIuhjca3Q4c7}qFEuTnkb7)wU0sy@mWo=oDWe=RNG*KQ(d5eO*CP%S@oit zC|zXIqM)4s)kNu<=w>F*+gDT*P1CB=jfaAMA0~De-^IkvO6uoia+%mO!PrFY`16?9 zdNunwnI2~~XpkZmmtBRx$o@n6m3G2FX6h4b&T`+X@NkT2u> zkIb&-;rVd>4}ZO$^KZ0?+c^JBk-x`}{Iyed-sqLe97To4pJ5=M$ zqvR6=CEbCC9#!$u8*SFJRB3gGZ^Wo8t*F-khcu?fa!@u#>zn`%s~Q!Exwr#3EDm5f zF$#ykVbX5QtAWGJ-ikt4ODkZQ1hekWV3CsG+1~}9v zo*;QKaF{&e*GquIq@y8(7gPX;h7|Kw;BXx6`#s=r)-pNrlT()U3gEENenH?clN5kM zQfDp#hvTdteHb`ofRi=Jyg2iL;!^FSlis}d0*BRGOpgPHM(4!s48WlVWZnrJuJ`e> zZ)bW6aA^ImaQ4s!+WmsWW3CimV136Z+@}DWX8YO`;+x7-9nZEIE7-K%%TygyJOu9EzPrD)GyNCHC^GeJF3UEJb67Q^@Mrf_5 zo(9r!RPEoLsh-9W7D4ybuby^8a(YW*Rrw(M`N;>V zUiZld`8D|<*L~ehyf^u0i_KkJlUDE+q||Lj}xL5?|c#QDSVg?b4LK+^>dlFRoT z6=j+CFj8&k9u)C~O)7B1&ZVC%+Y%kaXgguth#@WQryWO!i{itxgA z+%1Ncis6OrB`UnI{Rclt1BT&+#MKtzg{`48fQCyCh*(A?%JR3QY5-GF#Tp<;FTx9h zLj8Hhc=0&&qhp7y;e^?IG{QbauM#hEpMt)Uu%Zr9zQ~CR;f3T3uwek<)E~EQ(rFKp z_VD;mcwzX27Y?8B!cTai8t>t2!VAZJN@*f8Q$gEDUD)jpOy7#Wn5+>4OdyAP#iU6E zbR`Awg*gO87+Aih&;;n`3ComcbJi#lymEr}aHPS4j%>z-n6koEldM+@LnI}W%5X=SO^|u!oJNsI!QVOyMx(T zZCt+~6MG;-h{a-DzqlvOtTfGD9m`0$goHLhif%r^=Iy+1=kgMd>Tpvi#zgulU-j(l zX0JBauxg*#2rdVPVoVxmh1=tbP>gH<;zvR;d}yCfvFDY?_Cqn418_bRW6|@lQ4E1Q zLNUyPkCw+a>&gwqaC93l6yr*8VR$qYW1-~;zM1PoF(!R-ZoX?M##FY;bj&rHnhucH zp_Y{nY1Vhq#!obG+_Eo z2o)i-jY)w;N4E)s1j@-lXnz}o9b~9-g{T$6H&CRr=-`` z*>$afF!AjBaq%ZGa>9|5(%{$3_@T37E2mtUmQD^~T3N-6VG#-O#u}F)))vquY zHO)ZP;n3zT`sn6v!-`DBWV#vL9qs!j60RhYvbM_x5`_3r^@~DX8K6)`(7PL%kDUCD z+DuEa@H|kmG#z1tAEk9TF;3drmQ8RR_7oVnbN^v`6;wAN1_pl-un8T$bRqwAKgurH zkK?$VkGZ~co2`TWIOgO2L-7v9dp)&pCwK{pZ>tC$yAAQ9G++mS_B3F}pYeVT7;)rk zLb`+o9Quzy1Lmd+4cHms4AFx^15SEe(L@Ig7(WG;TGibvPO_HbGt`RBwn0TWB+9u3(1>s1}gYz57OuZ4QUZFl#$< zgN@>Y)94}l*;qCcXMSj#S&}8%uAew(kk#$8H59F#NQXDQicWb<*FskWDLAD0Q-?@` zMuDy2uunT}VWte3x%>E#7gfkgmF?Z}H-v0dHWBr!a0SJ=o7Z!4hNvo=k8}|zq#3Ni zg(?dfW~OX~a7EJeP2dEMy;E!>Mm6L|{rm-3eNDYO(#NIsacO;ATEX8Y%erchm%(=?zg(&qJ9Ln$Vdxv1f82Zx!W(7Wd6OswWTY|xxdbBw$d!dqVvHxi69Q0U5w0_~ zrv_jo4J>La6Sc^!ZODz{Ae!IUJXC`Ci&Co-4wyoWIfy30Xb?$Z1XI?myvb%uk`zX^ zNs*P7%quZHOvXc+S%x9#zt~>R&~v!X5nN*9wi@gWM@D>II~lk?h`8xBu(`eT=RV2W zk+*WVYwovf9p36}5Jo3^+HtaKwZp|OiR}2|rqK@9fcc_;$)_Xu1}r-**kOF1^*uWS z(7-tm6I@CClMwd7B>}0*%))7(>9^c7G^%t|loOPJUNPm>4E3B8lP>Iw4E| zlZPZbEau~t9hH;-17sj3r@#Q_eTMKSj>RGdV$pMiMG!E+)T!!yJqHnTP8{3yTVl7S z-i)h@3RRY;0b?pS^A-mRvy3C+7|S5(P6(-NdRo+1I6M^F!?OkC0ft?ZMoz>|x~=@` z2!{1ze&x%hR_&Fx5p{Cls@HxeFJhVAx*$APl$UL=aR%sc6dR1fh@4D_vj%@f`ZAJU z@8p$%#oBKxV~DwUsVj^Ie?WJUNrJ32j;h)-yri1x`qBMg<7T3qT#u^gXY+>^g%OA& z6iMFBq|Ztu^kL@=zz~P3f)0fb40BylgaqnXlwD=9emW5>Fc#Hg$I<`?@L4}UdfUww zQMoR4y<@z1ay24>oLh{+&&$nj8j#>_8+gSuB}b5Ub2?Skw>?xwF`nx zHZFZ>7>Z%z}Es?)0=`Lk(bF*O)0*naf^R8w!U@mBr_gnv*b>XV>)(jXe zU7e#u`0S=+Wus@oSDchsXeppo zWGo#@l z7n=5-G`doUUm~#Lst^2T^=cPRVC#Y=O#gB7wwQVe>GeuJZ0X1A6=VgTdg~DnYz-E` z!JU+097QHcs&bHcR}>|KKAW;Os%%LO@*AFMbSdXQ&^ZRjku+d20uvf68E2UMwi-+x zHAcRfMfkTLG99$$E_Cz|bepp5XfirFIt6WUCS`Uo_#3hvC)%rnlb#gzOoiNPj%SE( zm4z8gS&PJd2Fc^_Gfrky?PC_~%nM#F&o?tV!TEyaE~0E`ap4Qj`82vHdKp24>+7}} z^asnRJj}M99N#h6qzk4i>|Jq%l@$_L#=dmo7YK5MC(Z5~e5vPM94@*XZyEQx4M!y= zx5XYGbt?(v#IUS7I!1H>pRNPSp2a;`EwEu6JJc)bb#%|3R5?ZGoR|eC zqnxVS)TDHN;kaOlyw-$l4KsB&v^mA}5N+xwyb6^_tQ@R!M|M0`SqUm`jnzlR{3=m( zgxcp^lKy!ubpfrx4Cjjsc@BGAVphotK}w!+(C?#nj(@&IJ=89ucc_PCz?)iim()Wr zpd94fg~@SA2qVhqO;_x_Wpo@#mIhj4mMn{z(XyCX7Be%G#mvkWOBR#G%*@Qp%*yJz0+oOj;L=^t5{m626(E3)nvH@+JgUqK*FlWUeMIzdkEk>4BU&4 z5+>pdTtakwYmpd-uVlIVv;1TF{ztkz7JOVMJg>S(nWDfXikDW|xKhO>hLJ9j`rqsF ztYN1Pe-iiW$dwQCHbY*k>-@;ppD^GW0T1NE%uEnGiL{5sjJtA(;Ok%6trP9nnOYxV zo>Cjg(WgDw%Z!1?_6sZ69v`(uuPXh_VzAB>$m5!<|AEnrq11^39L-K~Wd|L5lsL^1 z_A5umDbS{fVNxOjYJP?`anZu0={+mBRSRwWjb>m@b$J6VHX0m>OM=A5_jSm&6*bVs zX1=<}B6w277$|Xl`&ekL%UbvpWB4WvujmKU{XpHr)D)^~P1u!GflmXgrf;n~F&@*WG!md2?MsKK zu7RFB@iGRJU4jF39Dtbq{fys@&xzh9Ip%Q@30mF6no!s}gyu`7hs8VMaw)RPH95s5RzN}k~wi`AA6(?CDM+DRK!`Kg2O zIC3n}@0&CH_DR?(tWS|d@P_-g%Ori1cLYy4v%90__F;{Tz_^l#PxllCeTv=n$w}Xg zTmaby2%RXraNzVVuSDtlx{E;&(I&(nRjh5AvUfQ~_25^H3UeZ;D}mWE9>qJCD!svDCozQS_{3XLFw0y`^4 zK#6|t^vT_{z*;FSx6`l$lT*FO7#`8u+Bn~@;Ny;gB1o!$p2aka60&>tMBWitP#Oe@-`ICaOE?zh+r z>wAj)dAU_@gCvEy65sv?rU)g-8$bxb$F~gLxl(4*4)si{uiK9PzQM8UWGb$ZRG%;@ zCF7fxy|qa7tXtogCS%#jU1(Lkd8OgisO7#0>^)lzXt<>7#1IiqCMz#lIA{t2v1^$P5Sr+7J zK4P3j!w<^UCA6r}8ul;}WDN(#M^tZ9o7ingHk$GLdjpASd0DIk@`HOQn5#Rri$`o2 zE6G}2R!xVKzTU7~d-DV6_>@Tllvb8BW-_cp?VRqd$oNpUC`PBo+@4GHx09ngD4l40 zIvQ&Zc?DdYz^EW`k1IL;nzq*x4B`khJ#;0_<{rw}cc^drhdkSCoW54$#``lykag+A zDYCeq+CF=@xFE5IGz3j~ahWl7s1kBN4U!}z$AB7b%SwC=JFK9d%ifX?H}*4r&c~dT zeJ&Kr5#D)!f3HAfN)JVF+=-|4{!YT|ZK!HyR~P^+8nProahL+|$$G{=6`J63WNX%n zvqSq}9R8x~?VXK*z+&SV+K2>-|6K=Mo3|5~7hiqx;N>|9nTq+fHr?bWQT`a&6`$k| z^pGVZysy*VB}Fm{b4!emLs}X~3cM!YB2!$+w-oZ``7I#hr}hu<=yxt4mzj{=+3cRz zgx)R>tCAf@+2l|vRIQ=jy<6t7x79gRjnk-sR@*UE)U*{%1xvQX(LTLX)38*VY&cvF z$5gAP)(uL)HEewKO`*QMSBYq!nj?LgB8m|!sE^dNeO zq}WfZ@KTVWGZ_VeT*AxabXf!I>uVTm&fdt9Poa|h82AO7J+c6wLS@erRiBJp#h~1l zdNV_op3M>L@)E)VqHAGPWzM_b(s2lLL`v0fk;aVH%@D4LqQvhDC%%t4Nv>f1TNpCA zit1flaUvA7lJ6!6bUfXik&HcioQ47w5;9dbEOOv`Ok}GfR6?NwTPf8fp4e?6^zto< zW>#Zfic3z@|Fan#=7WMC9Jxy7+k&XF|DsZwTH)sNAj_T&)^_DRkpeoV9UC@;&Bt8- zK2D2#=Nj4oRvfo9K?;JqRhF&q@&^$i{V^3ByS)n??E0TghRHdaaMUk4w`W2h)oZ*F zi8pBl5Lls(u8r&Y?$Y#gW00j`1SK55fE(6XMEBZqQDnI@PvOAaU`onRqG)08tBX4) zf=vh5)RXq^&A@M`Y(=JUO$R(kfR0yJ%GW|h+QQDv2Sk53mBwsa<2_yI{Cdh-orOU8 zfpYA0l|3edtz0JaKpWMG@}rM8h){j9X6zRtUK^V^X!wyYrt4V{W(|aPIez~BI>HOR z!eJ@!Je}Ho8k$mE+p5`W4U`{#ObL1i4thFW9zDU!e2=k$+YaoGb6-|%>hFp~OiuU4 z`t$_4@^jovq~ra@q@BG{Msh^gp12BEr3Y6Sla+6aa{9 z#ZDPFiW-R8mIk>&WD^4o7r2TLo(WRoJ z15PR!;wq>mCdU~lByqYDPV@_6G3#hx3Ktr+E!Wub<;o|t7{th@f=kLw$n#Z}HG{bA zSswc*gw@wvmc>9z9`}P=&D+f7H<6|nmHB`;SFKmH?aw&JD9)jXYoYb{b(f_V@dYUl z=xcf!hwC4$YXN-7*IKQtCHe3D}#5-?_;`2qq<%rtI;iCNb#~(iz zJSv?uiCGB>MXaM$9&^_m20mP#wjL)}(h4j;r?ecutD5~R3k4+`qWrLSqfE>?n0X6I zmUKIw9lw3ZO3HmDpa(_vF_=-lf0n`<<``+!r-C;Nnq5JI;FC+Uc65ZOT>mW$V082< z7?ESeU}1v!svW3Sv@2VZTF)<@wXXI&tEFy4repnbv`+vS%b_z~K;Q;C^HuL)tfdoO zDTF>!ahAXFO6YVBtgWQGn##dd`7AU`mvvLPcLfdB+p)n%Jmjh)>^5k1zfGrm^cmAu z``RPlR(nCwFiT*S1h`Ak0mN2&;%nau+73$=*t#n(gM`Ho|NZ8d4_&5*DI49!ql0}k zx3?>3Y;!kDs>&c1}@g%L>g1xjeL;fy0R8g>v%iT?)&vE^KjQg}^^7dm0O{@6Z!_6B|se&c%A84}B{h~VY+v3ju z96bg$Xc`GaOCx*ZcSV!;V|fQX`(LFXepPw-O&8)X@-NUd$|eTySJKh_e&OhU1vLgF zfYYC94F4W#4A;M`3Qy=l%s+sBljm}JK-mchLyVH)B(`md6az?ewSwWgxk879Ib?Yg zUoB6_?$>7&9ArRo-d-dBay2_S@Nd`XWwY?f=kU33CIf8Ih^PSh|7kUQ0-04I(`s*Y zA31QJERvkN+V@WnuUiQ%(5* z5dG6n|2_Ql?2p7J{@7W5FO>Ap?$uaX|8b3>e>HDG0=WI@E&m?g@@ua~5VtGCyM&-8 zBxtB%>Kah3yBUa+NYVLXX6`KnIZ$-T_nj9g_LdPS3BE}^SXSZD+eR5l<_cV#a}2^J1p$)3lkb7}V_^72vF)GRi!%JJ7iDGo2YXQ_rhlkb&Xc@Ai4*`hXED8{w*Uy71FkP5 zCSQ#FzlltLQ91nQ`qb|w{pjfE|3R;!qo?~9b1PSX%b#xbZ{k+JN{dlo_=Y8yT{1i& zhyjvv74Nub5tAY%pd&&6HjX?!CM@Dx zY?=E;0cu&^whV#*VFn8cCnl|=aD1$)5nl;D1U48#c+w|po!YaBt0`>dD@DCnn> zZvBHweya??TI?2}P-w@CSkaAmE-Ia<$A3Ob|6kP9{;IB4U6m1LX-zo`5M3@9C~(tCxO5a0sfcyDO)ARLb;`GO2+gAdlOlS&3* ztk>MNnz4nQ$bi_t8(oVPscgVb0K=P($ev(uNh0KjQm@p z0sV1Q@r%UjKNkV%-b0DMuxM=b?;*xNG&uj)W6|vXWYM6Y|4jgp{TD*(f7p;1za}L! z@FI+2)b7I1FUKEbRkJa|bK(5P-%fK#=MP zGo>VA*&*5kbhi+IxP=l_kn+p4SMBsw@lAkDo`W&M^Lu6Cf@U6E@6YqY;2#CnPkFOb zQnHdoY|#-*Mm-ma{i=)miASORiTyzqZ>`?zETq=Sx~}f@lU;=0%sh_;)|y83fGEZ= z-XZTtRn-)~z2VgKVx_7AMd%CwJCF!%27nfVPskW(M&9l}z0QJ-R%wu8eZ#?;${oeX zfOR%Zk!pI?uZBLzOd<<52-}r3(ozo%s(jWzOU}>LOfgF*l|meYcf$l6{36oZF;DG2 z90i;n&)qJsWI_0WxA<8&{&7yRk%j%+?OE@r`B!heWCn@%Z-&?ln`U^g{2`n19d!Yo z#-j|3zbmY&Wvvq-(F*T;oQpSw>ACu>;RHhTGXoBee*2VJWM{X3XkAvR7@~Vx&qS9C z-4ZYGU23_$03>lLfnH?I8{z6fDb?tZ$5FfcaV`LW{CDBoU!;B=-pw7Jii|53;u?DW z))cZ^>a|0g_^yiEKG&2C*kjD=iKZ!lcz$)rSGnz3UI(-6$t?Y2MPl+pK|U9<1k=-% zFoZsD@U)Uv$BHvmF!)9&s`HeTxcUuo1#Y41}xEkfKIAXU94W!y*oz6q~X zd&VN5w^4q+@|tN}U1BZ)j2IMlGcXrmE-M0w|G^gS^M5fPC82P%iSOgJmh@cN>I#f= z^|R4gNN%1w)985ObJ34FcySFKA%WV_>wu}K1cRRf6n87TeOjQWN|)pXvua8`lmeQTXjc8*oJmF9 zwr^Tc3u}STrgL^vf9ZhpT7uDsD`d}k;R`G+Fz^5Vv45>D)E;2} zClT>)5{Dm|M-z)^E>K3~Oo5p^YQPz{lga>-Lv+jvkX?YLmv$ASduJsYvXKG6 z!mj3_*u`}U%D7waBWlxwH+$aiN==3@Gx9cPitZ z&OooXZOeB3oXOKHKlu8!W;+}|ST9Uh`KG8zvwpD@q~c}gN4oA(=>(7v1#dnOFC-W> zMTgu3h>Z}%j0^~5UX+|1A}`{k6k!VQMF z&;L7$1mt}Zn4G+d3<$+VnvFy*1gH$?FDV0lF$#(S<)(^7fK0NwY68e@TI z4+TMTk%8dIGrz%8fC0oPOuVNHfQ)~ajGzdYV(c;o%JUh_`r-GP_v1Uu0;IOaPX%ay z?0L{WK7KK|!J_c>*f2o!H7faGpPxK zh$H}XS`u_h21u@;BQI+|M*3H@18)k{zzjf$7h_p1MxN*02KPo+#=b$0P3P3WRrQ&ZG7N&`k_Yo&lowD0iYQMxFuQxX=iY*B|kYCp&!qW#s4^zoU`< z8zzMHpAEtEY=0ZYFtV|{zxju#5C)ciu@nmsDbSx2ivC@w5RT<((;-l|df1y@#n*YB zs}8Sq?H5x?qZe~+ekBWw&ueqc#<9^EF}x^mfZFlrpLlok@9+?LYWD`(#wSy`O{^O568CCctQZSC;+s9ypByy#YMDZi>!-yO@hz zs3m3LGv>R@8{1{ZMUO1cZtYL&Qz3vr)i;1T+QeKy!m~^7>p{uOufC{;s(rDK_VoAj z?|vKc{GazluI0}zcm>6A(u!|@NTM5LAl&fxLEic6-E~$t)+^Wg%lYAZC{pqUC=ER@ z`!f8>x%CFHSMscWt)s~-g`v5>dQVI6BK@w@{Vfggf8Hx{DZg??&L|G$7rg=cqaH&5 zkwWh_zDI*@kFr94wbGkl&TFpsnkm!p-EJGNrcXS7-;5bh1-}c2ehVx9uY1b0;`i!= zk0^KLXT7!uUf#1=*GK_Uap8?KM{RuXbiYI;7uJdcYa0diDR%J_{ND`-UV3 zHvJ!%^8Ymx{oCDaRJhT;zvPkSMLbx)IC}$}dx??%)kqmo_VLGswr@35?b~BCcY;QL z-;BsWOuytF|JmDLZl%UwoFW7A+Uow!>#jW)+4!#}0^|IhS61KrT@wP5|1$djjRp9p z?Ei8T%l_gKGN7)%VFu%G1_HtVokyxZ{$2C^-K?X(rW=1Z6X}0-?k_h``8Qu62j=<> zF))8K@J~?tYhLzOK>QQb{tGGjhaBr40N|gX_P+wWKSAyP6}bH$Kuu2FlvdaZlli%z zbIY5tph$Zue*N@S!OK+LtNwlF#u8=1ZEpROR~+7doCk6Y$$crbcwOHW{*Utj&8))z zxLEc-&hw%f|M?~VK%4v)Qb?bQTiw3%{^cGXu(y4Tt3M*Lyh;8VQ~WOQfk9KUS*1_- ziY3Haz*D93`kelrzWIe#dLl(QAAE@Xnf=?rd+7ML3;uTW=cWHzEdaw@H)tLpQwh4C z{2tT(H?teqe#Z+6nV8!f+Tzm)nd{mc3K;5J85sU`q5?e=0~5>dk|)kTPCbUpwufwY zTiU+pgTy8okmA{az+wH&XokSWg0R#^Ut(T~d40(v{#t^9z*QhTTV`kP19O5z5hpKs&55);y zqt|CK&&W?j>cR@f?FOHw8MKWX_d3@;4i}|S7YB9X8I$1{X*hPTEGu^<3OKIyOq+X! zko0}tH<ab@Ubprm}kb*e03p5 z8u5C)-^};4afnhiRdYuwOav#leX1gk)E*Ypr)ZAz!{Kua%7bdGDaCrR+ z5?-rpL$8ZoO$FWW5lzfVK6hSd0E5XM)p7F_y+5~}Qom;W;l^KI(4g2Q`czubjaoW6 zwTtT6;ma<(A{*|2mRb%NSq7(zmqm0OrmFq8-43}G z*ma2X9M(J=)_QY7L9|VgvC_E0@|a%!pYmZ1)z!{zEe^@B+d4_=Ii>xks%`7pb7xL2 z?CNocllqEhrzfsji;BY6n-H1Tb1fkiaedWsVx{_jKaH zo8`RhtCsHzYQFV!-)bh^tyZWYT-gw%wPasc+-z`t?+7MNs@h+`Gx!|SOJj|jY5PLz zW?kN_AXP#zo1(`b6pO21uo>&bG&Kb~_Fy*n;I|5tP*B0{uymi1yT*rL;m+#RkVxgF zVyMU6jqHaYoOkSc2o#93T6TWzVS>O5u|~VTdKFWrqEyK0$w{-=u21S_=aGDoIL{PN zNi0rN_whD}K3#wkf$cj`G{#dwdpEfDdCcO^*iHk4%8FM_LDS*y({zv0eq4iQmIEJ* zU#<65gu_eE&CZ4#a-#yP&WE#1hp5Yos6V?BAxygz!936e3Ua2cG1UsSNUTpnjoQcX zyPt=9&Nyq#WE0(#;PrAtddPin<#GvRIvFg+64^lTGedQa4@Kk5STSyISe;`hzo&(SiL=KOb5&IqI8AHa1 zex2S0c$OFV{XV{0)IfNa61$d4duLqB#HL+u4%M=AU#v&!X!x=3kP(S+*8G8o?f}cg z6MAs)RcIC!>!QImad~<$76rO)IMC1`K?71SvLYWWe8YxJr*&so7Fa!UE>M;*zbFeo zte-A1zC+h+bStz2^X@p79m-xHmfnZ=>QaPs}lJgzU#u$ZH&yR`Fix)^HxipD80RhYVCR3 z3EFR*D6;;IuODm(F)FI2<|ad9JtCs?P^zl=3A$vCkb-lo%&Fie_>74$@`8=Zd5{nJ zQkz>L9F}go@bXV_?xVGb?11*BlgPFkNyQlExmeXLW}@I09yJF%wd$HOzJt_p*BcvW zGZcrcPjDWj44yt@GDaJ?TeyHg`=NA!^o8Iq(Zugbf5n!L^?6Y6 z2Vm;0TIav9Iz72uTdE?aY<7$I`FV< z+Zm3S#NUTU^?GZh%d_!Tg93zr5_NZna+v=~zOghqDuMukzaRc3!6sX`%rSnbg#Y@a7t3uBrURqr54M0{3I z?QnpJ0;96Zq1t%lSLs+JvjDpD@B!mgIlMysIS$(}_>};L723nv5=OP7YR&*?_;wbx zVtLl41I|Qy37FcEknY~?^Tu&VeN8tTDi`@eWsc*zL;jnNdu2_(bC4g7xVlugnCNEc zW-Ch?DaCoe;j~l!^iE9x9*<R8jjxln&~u)_qlz$dXat#&7Ptmu zvH<53k4S-sv&C8KtJz`h&!qmN8LR|A_|1$UuG#+iveboI-PWi3+~Gpf4X^yN*KPn` zt}Zk;yP`t#y9dOlRQ+a8W$1?ddM1cm{8LB))6#D_bc-_iFG>-3D)d(v7``VT8Ts5f zJC~fegVpeC=Y`zB`FfswW9+Kw-cq*G)d|i!IBM(isS0EM< zcw+g;GJ^mk?Z#F*o_S4M+G^~}F;z)}*rivj%Hi2pcwejJiu=+)h7}E#G&a+3QxkGG z4xQaF$OMq&&IppD+Z`_h=ZQ^boGS(x-Y}Y6lSSj0&QZ0B{2lz{g6K^8}p|Ti*^#< z&@y^KB!2$>u?FkXz7W#r3KP^CR?px&um%JfnSToqUSTw9+)6;K{}xiIfhPkh^}y2Q zqGpY*RvfCrqi0e`z0kv%G^Ho__CmD6^C)cudExz+*z-}*-aCElR1i>sy)5^E6<5^l zjGQeaT6k~dbxRLADf-sBYiamx1NrE zhLVfgpmDnx_K$cf8qh76O;DjMI9S60{kdY>Wi>bY?qf2We!L~{=2MwMSqh0{i?j$} zOyrnfyW%*;@b@3P)<{XkaWW}rQloLNd?LPK?dICf6kJYuGFnk#smCQasv!q%C&TUL z4&I-gn1Zk6vxj9-Z4|WBR13GVcf~E)KyAX!8*?dWg*5oE2e~CMjFIG%(+I9zj9yL+ zCYOuN2`8*m(nv;^l?{nQn7z+_YkdDGJ=c{vhR*mJ6-~f+$8Ii^AMP`yjEjkx0Y_Zh z=x%PR1AlVpZmxq6ZKeiZh(T{5=y9hWHl3^s#aMLUka%-}Qe*xPq8zv|OGMS|RVtbr zwtK#{M((tAH7&Iv4TP|C1&Hb~??OLS7AKi@G~&IanS~pnCit(Kl^dpIew7m?YOLI? z0(cxhq=EK|9(yU4s0ThWJJ7Oj90~kPIE2}i#2Hz^s4S#S$I0q4i7AkVILOckRc*Ju z`V#1bUepaEe<&JQ?-%pM03o`A=1sx}wlPvATsTMP285W><5{zewp&EjVsRz6|GHd! zv^@v5NT6LJ)q{Cz(Y_`Z?_^m=^01a4mdR0$nQE5xG;q6Mm^v~P-m8VU)oF17Vu0L9 z``Xr#X&(difPMTVd+-=(fT;G<8Sm&4c+Ar%YQu*AlLLuDTPr%GyC<};*vs`Gy`;In zfQ-=j5G4p)r94KQ4?|uA&w`xArIqCPj?Drhe@``>iB9j;kBvbb63FR*5h|{?}6&MaV$l_Qq)ecWs1srHxqg!bi^{I(a92oAR=#m9-$ z1Zfj)8hL0fWbpzk+aHOq_n%*0csyT@+uzjNp90_1zHYPP>AOjhPgYloNY@`m$cc)n z<{YoT3_;Y0lj_OCz=1%NUc3v>a^H_ zZkAEM-2TR@R#_m~PzIt2M7&aY?g9QT1U>qZRP{VAtkrgN7~>h9{rmMIO`uie;)3VX zbOM8hEztS1typTf8$zvNMj?k6gvok(X)aI1+^|NcUuDxszg;m_?FnFU#8sh;^zbol zFr0u3SRME#e*2P=0DJyz5x{NV(gAbiucreeTx#%E68T9(ijUZ)Iu|$YS`u3-TCWI} zGU+StXClLc5-Vn#YjJ!MWaOZEIv2adVJMyTY!!i_z8p1u#L|wiqPOpA0jjpAyVO*e z!k^hk?Lt=xH9`vYs>GN_UMCBShyD1dt0Js!)vbo5HHBAb2)I zoy|w5a(1(mN1&;zrXFjxdhAw#9h7ryFb+i7bgrnXE=nk7nZ>8MQ_sb)Y*k_EtrGOB zEFbwax$BEnuq$_;*?4f$M+lF{j>J4PLL2auD*^h1*$M>FwHDScNH2A=ESl-%9uQ%* znU7ywC~h$ffH6__`wS23RoBsa0V3BRdtWdLU+hxQs`H(_Yq}I`bYOr zL3QM+2d;D+QxL=sKE=slxbDLjN8%5p$cf66@IvlGn&FGo#yvS#&EFu{y7ei9YoT9j z3m+a9NqaPky#PN;iabR83ekT$4I4Slifj!sg*OzcoX{NnW4Ot&@ z4&#fg*YSI0Oi&G%NP4(L4Yj9UyGP5G!FV&T4((PLbx+H2z-YS;@3HcYl~h?FU^LGk zzFA(_eZ=i6!_nF0(Vul3Zo`qvCMtGZgf(jAS1KJqMOpB>5TiD_cuXF~#Cc;md&YY^ z_IfsUdaHSU!i%}nzf3c_(ZBSRSc@ENhUOtX@897X-%lUgd0BUg z)z5P*h~Jp$CY0(&S8#f~-g|997jB@d1tu}GDU8Rmv<*6M{p>@KyRG+wii-0mj>H|w zfcq!D-ATzjx4cLf@-Xh97-rg4BIjUxzfQ{CJ={FE=3JGA;KQ`WLTXXBBuY>#^+q$B z%{3T_yLvTqu3r1}Q{8Hqq_e1CjqhNw#FcQWq})6Y4+a-A4*UF-UbhS;)HX})0f(M1 z@m-vFK_L%u^gC>}bd5dX8AzdHGY?#aXHheLvEeWZcM&5YTIcXZZa-2F1Si>Z@2s;B za%JI_9O)+W2PVC^CXH&^ry06}xs8nwWmbvGV`_c2lk)`d7&VjCG>#RIdj;@VXO7{h zeWuE!kxhdnA{gPwn4IiCmV&k zBFr9fgrg0QkR#ltVCq0qUkn3HsyIB!UXAKmAqj_d#aKbvRdG30)EE4p8E%$P&G#N? zMQ$)vS{Y3=4)F8pf(my@-&_NZ+REazr&n9uxeK*5nzO}KBBatX9t+276)}4tP?a5@ z9*E;pDx72JM+;FUUzA9H>ZEyff-;Z97DJgoP|A*c{65Hmv|z(UcPT|`Ey1(xtc%&} zus#>Mwsv}$2X*3JYe8D!G$l(@Cb6*?X3XRx|58Zr14e%pColvGj_`xt2S@pe6scis zpjcwVwLQVnP0Ya{GO^=Kd)*kgzws;z3fpGYDc;V6$;VHwI=$avorEKIA!G=&F0^JA zbgcV9b=#6UUoO|hRmltjV1lI3!}JXXmIIuVNGv}THP=qZUK;dl^&?ln^M@g1utRcJ zlmVRFvoD2RS&b}N5s8?Gfra4giJi>xAyTqDrIWydN!oba5nq#~5u8d!+PZd4L;5tA z^Qg#HCq)LDP2435*&RDJg)^0}x>AP3U-`|M6hjC!AZ`0aNat~VpK#8Y#=bEb)0x_P zCEmJlk_3>Wd!d_o2BHqzluf)GtYKNy$&jeck=g!}<3POAO8$inCE?Is{X=xqa##b_-GgWp6W@4Su3 zRjpbGcfzxgx>ayaDq-@B>9z1gs~*A~8%fPX5flPR+JV&~Sn6j<8^Zz(W^u(H71g7d998mIWTuAS_)ZH?uz=Fj-{oIPf z$${!pM<3_78C<~>E{reGaNkh^q6WR~d1fW5+i$es2$>S;D5WqLVhRcZezrDzM2{I^ z6k?i`@HOOpH@E^3w%B25unan*$U#`+x@$yF(|pU?WG?_FWi`zsDMCbK0tsP5vSxlK zRDn5Ji3lTs(s_r7Br+M_2|T)G2vQx`eX=m)_~TpN7b$0A%fpqg;Sp$AuvY{)v)kdb zx<;$*q~!Fw7+Q1+**;M^%N1Kk#w7?*5s zFt;uWv!r~&zq_V<&msZx@m|v72L&>~`z&`FsP>8D6NLfAeUr&rCRh`2!ly3@bFW~5 zY)>rnx`MZsWPxoLBL(?Rr735V?ggE=3rE=_{G*g!xZi8QOMq! z0c8jTZ|R0rW-qWAxe;a4eg%pbGII|wfXOE0wiCrH@$r|$9^dHGbKpgeqO7Xj>kM8( zo%i+KqV(}OR0~_vx7&ZiRI7#`>M#eca#li<@+%-pS(pI?4RJW$dh5%#WD)|C(n|X^ zXG+2uL2yG8Xy#x}rFq#Erenf>yaR_GD1i&9s=t_PEb5ucj%9L9*jItz)YbJ?@kAe%G5FctTEb0p4eb*F z3AaLVy6C9$ugr)v_ca9bOXOr{VVq4F5}+)w%uqxJ=&9|yE0PoK*W-@RGp31&rJk48 zgK9x^e?D*Ffva2}4Yg*sXso9fT06+3Q@a@^FmzKPH%mMu@Df4@Po$Gew8lHgoYV}i zg9wWJ{Zu)@FWu}h8o zqU0{pVk6J>Ed;^0&Bwx{htFD1^5_h$PZ zxy8XKC57ar26vpMShBSFzC`9)W*0N7QMDNJ3@v}imt&D4Ys3A->hJx%iri6*0aN&m z0zkdS`DGdnox7K{Wmnf%!nXD9k^LIpulKqV4;QdMjPIUO=dg6rcwiBhpJJ8Py5yd!7i4xNR8)QihTZIHs6agA|KMCgzu z$vUZ^@0fiO$uzYXyo9fY)YqVADUF=pf&Q7(L^e*67amiHu_)*PY^!4)ymYcWZSrRg zfwu1e-9wI?=2$g4G?|{vAWIGyi%cP66l0)MP_C?brHig|#+k^gGqZl)1E+7kpBQwb zjR%)VeAiJhX&J<@#)Kt@7UK$*o=$i`Jl_-(!~uEEHU5}U<~KB1Zt>fVtVeuJ*K;Yu z7g9Y2_@Jj0vsp&yTWG$;PS=CZaEB}~!=~U(vif7VoP7(<8(UrB0FDPQS6UIifw=nP z53Cn_AFJdt_9}9!u2mi?mgV?wjAN*xccuzdA`8|1UW_l>z8Po<^r2x#SGLX7dDrSB zAEy#zS$iBGClPrOw@OX!m(dqLBVSE?3-bKtLJrS4(%n!P#DL&eRj*!}*UcR}#OXii zJk41`{R%V6Z@IZIvUpC1K*2FG7A@D|4T21RSX7Om=DNxW>I0h+c(XppS%UWVb&nw0 zBDN`*QpU5;MFn+H4DZSg*bntU{_3)-LuX$gD@a6ErmfMG#Ha&<$}v%(0NAg$?IN9= zwjnp}$29peu%AzJ%E_1th+nG5*W0)`u{;pJQXH+BgET{STH|^UE((aeVha+qm3E;T zTv*s>!_)Yi&5n$xsyZ-mxB8$25Whv~gGWD7J%i$QDCHSx8Ah{a^$$bznS*#VH1)x>cLLG*oF%a$_=1JUPQM1+TZ zSfyd5{l*lMvi4omYof;l$-3^5FiPe@Oj0JHOZAh$U^3^NWMq0$OyY}DMjE68uTpL9 zmQ8@y2#=&+6c}ssrH0_pe8^T{HJ7X*Mot|vLR*vXWi}4V`@~3V5k4CJTb}R^KNrZf zvEu^*?XB9|<5map$j~~KZ{L^JQ;r#ph}26%249f@3IyBGaU=!=m2X=Q%UgZLNa@zC zZ#~uWLR342L?%!_OSh18u2*)w11j%bvP@*`SY%LDUk*j~8OWuNT{8A8bLbU!5;Ip> zDa}`aoZ8$kd#mLqYGW5tlMo#V!Ldbzi>fU|*+-&kM5cteCOTfnsu@(3aJW2(X4$3$ zzE&F~e$`$ENDV`_q?Q}s-*MP7W)Xirqr!B?A zUIl)cUaVJ|pdhJzvYh--|C9n47k;1`h$4S5=T3EkuCdH*vEwoFzt1qeL7d=YAfUOi(`tw7gd8MXvtve_)gMHeIMNK zx)M;KhlMxHL-BD}62It5ljHU8Yu2UK#RZM$n}B%b!?k=tq1aDpYG_*WPIVx{oGuRt z3Fw_Ib_@1UrbPWJ1mSyP@HS`SkB}1*a6#~l+uOBTW4iT_IB)Z%D-Et1{9O|^FRQPM z&zSH)0lS8A4Uxc{KRm(*9aPz91Q-=OUtuDfjXVynx~v>LgalB-9jj@z{#|X&+u4%j z&HJG#2f?vS(5FqaZp5mu3#_%?BhpgMSercfZmni}j}SwH2g;_@ra-;c?PIE|WRTPs zKTI1Y{Wvdn7v<7bm@oFn-_M~YeKIyOKdjCq=b8Z*d3ike5i}JzB18m@ zW4>b4x(&iT8qJ--IZ7OrA80deC7&{Ee^`yFb-UR+N0@wg9>(AQX+&6d<-Qdzu{taf z%M0X?rdWW`XjWZs*PtHw!PDp~srr08{NXqB9*AN$6&z8@B)vH4+lF^}Ey-OhL~rX- zjk@OhXXA1_)x*&;iuf((?XSu+QmG0Z<`}dotSp7w%Frhg^R)ic~ht zF2afO%km^e<1kqN7TS6qe}{!yZ29Ve=(Dx@mLBCt@}n97AGr7Vh>(!BM(P?1AK1sF z1r8BigBkkz{>iR_v=}jKdJea%e7Lg-4{_iuABeCc7-${uLxqX%=(t2DZ5oH2<9#8 zr(+>#RDrtk646fIYg=fg?o9bOKL_PDMI>T%ikZDHZL|DrDk`g)&WrkNDjw|%^TT;* zdF@j0@jI3yW7CyvD)EJa0ooK0!(WN|sV_Gn_PIg7#P|s&LEGx>ERNy8>!tYZYK(tu zNF#CN3hcPSHctEQC#VTW>qO+h#49$YW456f=oaUPV$Zbj-LH31i7LFhbS=hjcV&g( zXSD2|g;iVz%PviEjVSm&o!A_y3%SCG?wLH&ldl)RS)4zu!2 zk9nr|tiOj??Nc@*`q7p3(o|uA)E5uxr|2=QGb1*ZEuq<*r!M z4L@)0T$*3_33(q0e;_d8)61src68X|{BbjBg8(~bR3)4FZCbz_|HA$=^v%3e8}wzkS3vk|2kUdPs}YEV%e809i8R5MpHd-R7Ko*aD7AKlbth+z&eH%RL^;r`d(Ff zzA|r6;=nnwhEwH^wDqb4WYe3vFA`ets(|&SxZm-*&&JN!hHIkltEAttr34?i$JI2X zR0*oC6sVx}mei6F-NcGi+=hW#pUYX=T~iZ>dOv8YQ5Y#-Xr+B)h)z%GdK~>7ea3Mx z;}|9O#0;(&2{Ln+UOu|L3g&lpTWe2j>XC&*V*P!G)j@58W74IyOVSgjP<4#^Il9jd z6JH@6jlJ_(eEjgfak{`3fhAZW^uKN$w0z5%eKyFy{4lyS2ggn0m$YB_Om!C8$xcHV z(Ukg>bw_#o(+{V9J?=@*1BC61VOXTKc1iaG`1{iClEanN=G7NZlhZt%%s*O1nA3o_ z&0|VHFn|y$;n2E?R?Ky<&Q1_mylp-Pz}D=|b{NDKH~@t$e~~`_vFua{XC&O%qxd@O+1l!fyL17O)yF{FA>s=PRJ|5MILsD8>eR)l=1^QTu(R$M$a~LL>pfsK` zE}w*shRhNDAiN97vNc&sa7P22c{dO`1jF{r_4Rz5=UM#zt~}|dz&P7_&hvY`><~Ph z-oq7%>5yf+wNL$#U2b@1xC_wpVf~@fX70EPR2S5Ucq*I-Klu+xsn+b{_i9$Q?BYGg zrp8qt*~EE_4z(YtTF*OFNL@ZxK3QIK-5F@odmxkhzoNUi zw?S4xky|4qR{6votHrHDaB;UfP{@i=7Fy)d0`^>yL6P$?NdY!BQ`Js<-aI<`y}i;k*Q6k8 zjGdVw1-wq0-|v2&v_-RG&!cOZ)Qnrbaw@!< zVIqtvvQ4BS6TH|4YfKOqc}nkRkRK%jq(3DWOrBpn{2W#z;b(fq3W7~%WV5>^*nBsf z$fmHq3-l87WrAyts*#uaVe8~3OePn!HESR01&oiKh}A$=KiOc^e|{Tml<*O(--4sZ z-^Zd%1kg*OQH>Kf=`P5 z&~YPf7uE`)g~L^z=t_&6YCJBZu~Y>Py{!u<3vM>1oK1qJv>PR`dbRWc zc0pXm45$TmTrc>3ioxeisl7mzVZLqj+rk9~5Wx_Gj?bTdI9w-xr$`~gJCK16fXiRB zHB=-fX)nKMom2re;xNrPP=3jPUt7y&w{Y8xoWA{P^sy;8HbtI0?6qW^DG4H4;gH^k zO}Xi&`8!UlxdY$D_-9@Bpkl?jNd#QaT}i59h6YhG?#7#2K^yEr5p$eMGU_Q%;V(Rd z_Ve^f)i%5GJ(fHA+W!xG?-(Ro)UD~3xl6lj+qP}nwr$(CZQC|>+1O>_jKN3jH%{LHpZW3b9H3e*3GyCjEqxzA?nJ_s_oSxQou^l$%==ZVlTd7IvstX1b z*bv)Ra~%jHQC+6^+UKWZ(AONiSbnO+K|iq4`wzyT2PV&J@R$Md;yNT|uo(ksk`ot@ zA+kaF*m+D&a+nC=w?bnxYJj&G-aNZZwbi&waxPw_|Kdtnyz0F7r5jLNUvqupjhHl7 zBPS1{?|L5DCp!FW<0|nSw*MQEs<|@qegv35lc1gwP{rG6q~U44y)dKf-x$>cp%`9$ z^-6bb-qRnlz8yzG5irf*8>pDOi6-tnDnFWMwM4pnL~>2OyY+`nGvv8RE$W7STXD{F z;xdc8v$N0BLis1VV+THWriKIAlp8TOM!uhZkq|MLpzXZ18J{OOEnJopk}Q5h51A-> z`~{z9XjK8u-IR*8){v+A95IP6A@V8$dX3(!p;pKn^4|PkaycgLp54=q>Ag9$7p)&o zoo+K-JIJ)=LDCZ zGag~gy>~QvZdy;-deLr7iS#~-kXw79_FsMuxlIPtZ$-%8$_o*;dRW~?^7Je^Z?8^D z&KQ`a^r;E+(m2(0)Wnc!xA=g%jv3psKwqV2k{Mh5-(I>3;3Ga|ipf&5AGu|;<=Be% zjOmKJ-s1bZf9&hgQcr`Hy*fG2_OqFDIK(gIw80b4VZbfr9I&S<@}#h%jQyZC*N#-| zdA|=&$}`f&Dj>;fGyKpiA+y}Q+sgy%;rZ`B&-5ndRDE6PlRCa`qsKOARuT}=J)zh} zi5?`5IEPu-;tNxE4m-~27Mj{UGkn@HdW%3R4o+X3w2GZv;;fQy7D|_UTp;pCXeP8p zuG*?r;uZdY+>L0x1DAzuwf*|?szzx=h?o4C54Kz{_7vh)Z(vI2voR^dxAA4ZaU_?L z`$IWwf~Mk)W3}yaNL_TD?m?eEBPhh*VGQLZVU|>YbC0t*bYN~BAEH9-H zj~AnVZY>ge&$#FeSW2c3VUDscwRO-ZxH+zX3iwTx6Q(?sF9WL#4?iRmCjGf*)f!!a zhiCTvhzw$k@q8bzcdE#r$GayB+TT6*w={r{`=@+Uj_2kI%AY>_8eIOV1dsLIrp{m2 zGhP~y_o@V+w&JM@>fhBxgNN3DGGFtq0}6tm{zM54F~J47KE$8E4x7L?l?>#RC<+Y` z;<8#=82xDt4RO`#=eq$EK-T8d5A+osaDGjO2N8H~ONM6_eeqoH$C>Hy9I^Z62?b#Q z{nAQ?cao4kyj21O)GCHay^9Z%9DkrDy^(|TEvV7yiZ%ntz^(}=_7^3vzj1o3$T&H; zdj=k~2zVxosf`lTmzTFD`f-76=6v5(sL%)#=r*SKfR8@W3-8u_ z%<)7)nYWk!%Vv?8G_QwKxOrl@(l@b&J*95$9^>ljI>WGauXb_=`%PG7#!98v8Yks2 z5J|h@u5O+}A*D(vLn9ZNGvJZG4gcBYGdmG(mGeo)`e|YK+Uf1+Zw&k>x#atODMX9Qr1dh^y-<6jg zfpSe#$LLK|E%kT3ReyHEsSp*yAZB>l7j|(kEYFU?+jT(;f?9`eT-Xu_vmYIhPHH&w z!-hGv($GAU$Z;(!uQ;)FUF#s zL&3YG!-e9H>S`i3&7{-jCJxNT-=p3P7a~3wUVF#KBH7IkL{?wdO|LO^jo!}|^ch!% z&u>`tnVv60#D(wYDZ8(0+(Eg-lu`8f>GBKNTk#YeF%H>x2QWxjC-9W7%hBGCtt;MG zPj4PyadI^A#*h8CQ(;$im-n6T{gvLY_ulAE-8*AHXoPWzu_hEKHj`?stj zhLCzrSuNirnf>z8H}Q_2+#_qL_i|o;?EOC)6}{4r*TNdVi_V=RmC%kyTTH%b<{x!P zPdReJ7hedpcU&}7>2XaRcn(=}iqFSn=be{PPv>g&_w_4!(-gd)6P=WY7CMSmPv4@1 zJ9wUnv_~7o>N5VPLiMX$Gs(Q_ zFM^$$OO!_+On*8wZ+1~J&(>YbCOz$7E%Dz*n@>Obks9F1$UMp#WXHZisj)d9t zoJ%VSjM1Hcz5G>sE@9;3mDGNTw2@59t}oh-I`_t(hTug>hNDx1ZOmy?lt zvyEI{dJ5i_&`dm_(PdN+tdh-U{2ZUb0a6)X1l)I(hkkTr_b4ArI0M0MQF>J3Q@ zm&z4oJ++&_oHhuO*U}j-bzgzGeW5<*Ys2QIA_AQ*;YEK6}o~?rr667 zyJyrTuSqhTGR%Gz_Z%}-yf5#J%m>&a%65_^cL(;;iZM>7cWnrhKgE3fEnrI9fmS$U z4MgrB8@?Dzq?M=_NSAS97pBXJRAB#;+PNo$x)my~6Gx(vA5(?=1*Km-w$?4CUwzZs zUW2(IqF6y$bU{|%l(a7xR>Hf!2gL;1Lv#i@ernaN!R_OAscvNw@&uh7Ux|gkYmdEt zU9gAvG>b<70lmF%ZH~i?zamvu?Isll7>aAHfw?!rTrDQ%^9}c;jRBEX)NIO@-C@Tapl3B=kxR}z z<+KDr+#W3wv!5giS0@ay5a;dYI6ez1sJfz@LQWx!07vhFzvF9hx zv6X6n)d&jNP{!9;+PcDhHp((+Wz{Xxm08h2R(_+WdN0k5Byg{uNRz!c=fhB9X1;El$uBt zrb>K)VwNT9SqIzSHm$SK**K2@sd|&QenEz2)F3|>t_KpXKY=d z$79dg(erEp>Sq~)G*k0(CuUxUw9tpL`&$nS);X`KHjFR+nCF)oacjMD37+7)*}MvA zd?5fa#L2WgQpP}b_2%evkk&U|oC6YSG(YXVasco01<2QG*a!@6I7*zCL@tMpW0eKvUS@P1o) zc)e#`t!J%E=siR*e1p&m4ziF$9Yn~j{(J>$>%xvM@=#@#1fg6hKxY|a(y>JtXB9K= z#6S1N1vqi`usdm;e-Vfj)jU*;nK>vILp7+Nw%-8ynE`no4Zs0FGa5jmtr(zQ_%5DT z<}YV@0I)cSosy~MfDR*>BZT`%KL3Csqa?7i3dfRs8Zq>~uql=uG{JNHVa$tci%JMRym7$z$^aWb2#Y;UR8L6Oi&y`byO#_~AjthZVq@ z&(z(-C-PK4bIG^_cNM9YQ-Pg%cJ6Ymx}`rqQC|6-ci6 ztFUKMUIpNz2t{lOv2B*Ycl0}&^LzCB4VQO)i{CG|uJw8W_?WFaN&E z2QMFv=)pfoWe@!K8=t`O>&F7W!1ue61(JQ~9hd){J=TotMbby#o$+rOSux}IeHIBS zl=)Q&SQ8@x@nu6N%rr6c%y6X<KVvuQT)|KcSPrnTkcUJWr?6#~cysV()6hqe$XtdZtA;RI(Qm$(rffo$ zdRjVB^rtE;%BI~V?<#VDglTzAZOKoJZ9yYQNUC{TQsl~Y#T+qgd`q=agzVRkMrC$N z){)s#If8IN@zyZ~<2B=)Xm+gyBgPoT*Bk%7&H4Ue`Ct*MA7VfxrECJE!SlduGsK~E z1T7HR0lW0w)Rg&3caE!-giKv%1|H_`&Xq^ugMkVmT~shKL{O*gZ5jJS4G}U~ z%q0ud@30*zyT;@fr_+8#Al-dUqKuVn4HX{Dsq z7|VwC)pEujXTfUo@tG6}V;bCx^Z3vaWW{b2(|-Gz$}gv^cdNmvkq~xZPHkhdF@u6b zi6}W~#NW--+L_sc^dK-Y{G2vt*OvHEXUq5vZ}Z&z+7aaSlTW39g;5lX1*PDylb^`U zX%1gT;%uIS_Hn9N74G7oyF!2<4Y}hvNesvqJK^p-?lf{OU@Hhi!N*p*HZ_e<6fox0 zFUwJLZZC+n^EX^tWo@|^H40JiYcs7r9{DI0c?u_3p?SKe(WV1Q7T8bcGeIPkf`B+a z*E}F1g?rfY#&&o-CoH(DpmF&d2x+Wzyn0W&jwGE|)uFgU5wn-A`3!1M(ehl`DFu5c z)Tx87n39HcX9uNK(P{@k^=BA;6W|RT?NXe78n$D_ZV1-He|P_GWS8mhuhf9y{LOcU zFyI^<_-Ug)bm^P*kQbC)U;7#YKfSGH%7Nv!EHE0RbCd>IgPGcTk8*HdGC~C-n3Ar0 z)tiR#xzOCf@SEh^4l$jJJc?ZHO5Gj_nei%O};9>uzC z08~%Bv3KmCD;7}Xb!0`|kSoi7O|_Ba-S0SH4WL%ePECQp3N4G>iLH}ybVynBJcw*^ zzW%p??iqJj!?hIcBAiOe7;(E94hJp_*T;h9=R=M20=Gu*`n7-bh?qrZZ0VwfEIFU& z^-~g7lVm~5;|kE~d``k}gFXbOEToghO_G)_amaIX=|Pl^RuLDm4U}+BfEgoS0eLv>fj7w^xjtZWDUp`b0XZ?_&fDpP;%^_0 zyQGA8?lbaY6^Ejjnt8?#gMJPsDXEk6i(kowq;Lkx$=Oo;h+b-VyCFE0k14AT5mu1E z$eJlGlW0TwqQkoxm$Yj*H5Bg7c|`71~1 z@j~)P75o>MRa}9PP)KG+!*yvR?I%@3Z?qLNXOt!8T1EIF z^I`#{SYT09`7+FW!T4jc86@+olNm>(t&5q2hzY&-PJX%EXf!w{(`(;4B`4F`&MA6( zrX{kL)hV_ftkoSU#(!*50xVOL@y4)W__+)sOGeS$FWkc}U!vXYRCs6w& z#-o6vekp37;Gkh}xSBevRJ zb0iVMDSIB!yQx?b%Y%8cKBnn`+c|=qOQ4 zbj<6Zsee(VA(;*hV zYwY^O@nqha93zEHu>fV2CCpip`kh^2UN>=~g-ggYIhcz^3s*9chS>osmvq(jl|iOy zi(0yA_5xRP7Vd_kclzwQQ|xWz$_kdJPQ};KM~r;@(FHZLQTVb4d#1uDskMk8IUz$} zdM#k+8>zTE{AZJ@;O)EsCIW*|AbinqtOIVa$dC}r`ohP=IQ87bg&()GL*0s!i zT%RAodt+)m^1$@kTiz>@Bs()D!*0Cf*@Z7EfeYs^om`8V<%L69%NY?B-(%ySot74t z^;x=}^>4A>>mjI%QjQ7HwTbLyR4Hp`uXrCuEptk``gPYcr(~64!rS5;Yt)zrrC~HX z_D5<@p+Kd44Fr-gLt!j@IJbUP(PWfd9U5(q(!$IZYhkjI>v z<3O3Za2mz3CDX_c71ESK^rk+Hr=KEA zVxy^eJ6f!#1p{d6DcsBb=z+=g5=vrsw8z-Eg zzXWL84)51c2 z#eHM(ar%rGl&C*TC$@cPo{6@7;*LKz8Y46qD)$tBbcsQ{JR0F$gde@c;`t>SA;YJQ zL6kg^9ql>x_9&`BRN-fK4#Ei9t-Q@B8vShmy@C&x zeiY044NDY)$m=`(NLDw~2pTCpwXI=PH#&b|LPBD)dKA5w1kUEw=&At^axm$@c;JP3 zls(RQ?$7M>qAH`ufT4r+5R~#y(xKkOs*%u`KzfuM53Fwxei-WlN+D(F5nTXUd>!9j zMtPZ6bm~ffLh~ur`a*LZp9vcDjFLQt8^b;(QY(~GWSj7uWHwB0I{C%LFvaXLreKKj z>{6Nyqj_${l*=5S9)V$Oox(n~3`sR3OO0I&FUIm^Ocuo`EsOU&c8-K=9hj3DpaHN5 zwKB#L?j@vgcyZr$x^h+F>MttrqG9q?F?mwHm-+#^jd-fPM^~1>Y-sO_dt}D!$LIZ0MCsLGlDk{wxbgn zrj2?-f+rDq)RdKL(Q*tsY01ejeij$@r!2;P8@|eE?t?cPF2+H<8OhC(lc}yOjj{5d ziMV$+`QGngPo?y@>k+(-tdke9lhCAO=FY8x0t7I|t!r0+H^56@)g85_srtzgr&Hp= z`E|t{5wIFj!76|b8642%0K>w00t^byuoD$+AWf(_f!ZR&r?oNQAYV6vw*U@TRtRsi zj#mK?{fsl&m^mF!o@}mbGZ&-np0$oExV9Z?HMx#|Svg37_8gCe;3GUg+5gn88a+qM zMSr5fae&a_Kl^<0lP#Jtxr8bW`I?_n(WktXv6s0e&fuQGi_G%OQ&3ex2^|LTyU*k} z!7+4^@Mig@Sz(`pSSXId=G7$21W}z)E1n6#3}Sp4H(dBjsOWmk+ZS^1ek_zfHn>CN zUJY3w-(MKJ-CBFTv85pnkAP#o>lxx&S$!5xn(MwjcDmV?mbIRHjP-=qs4}QLSzC_0 zW;N8dW|oCpL_A*BE z1Tr7^J0QQJ4O2uPN~~Re$?6C$T&YA}*`f9WHm2N0Eh_hrS>fF?NH-CsdT+(R=jHDW zC4!09`OW!xromUqo~k%ecOiMnTD1KOGmYFU`krdmcWkik{^f$k?enkR8226OScy~6 zx{lFc9jMAlZXK9PLhg(Vc>liq$~S29Ic?=o?yf=DrOIleNXDwG;M(A&PuJUSy+?cd zj1c!6oj-R}>flUxhH!eN*sgt~N6mRuUpIvAKDYa{m+h`E{OppTm})K^RHZuuMEf2j z6pwI0FbII;wbRgwLWAeL14kU_-wP;nOjnW`s$VeF+8*!rh|>WUrv#8A zA97wHefRX#+FTyfHPTzf`jV;RCk%&_+>7(WciOD{=qJS~G%5Ijv)f$k@f1`8e~Btn zlDmOjx-qG>fg)Si7Uzu}NB}rpBU+g(8l#@5vmLXq%}xWDMV#r3DvBdFV5K+bhv@+? zzUDre>HV2 z#6xCLh>KL=1Qi^|GZdguNiru-16Jz|oxqD$UHZ`_gHdN_it#XCxaN0-(rbd9YI<3|3r;}dsx!>^*M`DkM|@pU%3HmCHlKK2ymUY z5YmmhYhT=@OqklKj(<~e65(9@X^jrw18}1(cFYX67x50E^gUWRA-=44(+dRX4H%Gl~6WU_PlHEE?VTWIp?03e-hFV1% zD0;}Y>ie@0Sz=(!r$dAw;qYb$OorQlXiZybx-=rN0v7Vr#gD|b=8K}->ARH~*c*KQ ztd;m&vMF(A9vO#?w#v*ZaMc+D!L1;~o@k+~C?lwU?qXr@udv_pOFHT?4zOUrcobcY zUs{c|!UkpeEZT+BN+Nh%*huKNF7~e4*RPgB{9-v`ytx2IV`xk$`QMQ(%JaC1BC>ZS#OyyiDL0a2bNuq%U8l3MKQ zqSYE!X!iZFB8iB*Pb1eb%EuwtD8JS;o6>YTZOU@L3{T*s?$N!%xdwBkmV+l7mND%N zdu7sait;Rv8HrPgai3dE28eK9sZlS{->jjRt|K$Ej3uv^s$~D z{F%!t6+cg)&}LwVbW(9FA?Bm#49_`AfzqV|rK*y%+hPBPJH0S6o* z(Q|37{KTmj&&;wiDZt6#QR`ZPiHEoYlF$~W61Ox=DQ+=eL_-kVYys4Z;y%iqEb>qN z@;_F9vbqiyA{>*Vdc;|!-+j2!KSViec`M6X7X#(?Ljg$J|Bexq+DD7|n4jY18;+5P zwh=RQvywoXID%0biKSR0YR7bGd?3BH>Ws*$K6O-Mp?mi>#1qt0IdcOLVt5XUfM%4B zBhc0VQcp%SRT;F(((2+#*y;}!Mz0*7ygAZjdCWSO@o`Z!ba)@zn;23&765^9tm;2A zivubtfc@LAfFnxZpqxANRC*z#5LE@21M48Y#K4o@s>EOonP%;p7ZoQr*4_hSR@ci6<4{-xpo`+zZAYmTctrScE2X$1Ekh~Op)aOu^Dzl@fQIYea z^J|mS97~olQwGhdGa-O91vklyLsh!yifGhZttY&iHvg9gMoO#J)f0ClMy+qwIqvf^ zlg>9=>k1R>Qz+7q6rfr{+gc7Z!FtAs90%A?Qb~6@v-WkRxmQ)Ux~p`CfO#Cy0thIn zt5+7SY?I{aYU@7M)5~^l@Kz%C?qnmU2_0cTQ`3LGN6$x$kqk7lrRL6Pa$prb* z>ng8>#+SR-QRC_m-a!B9^$?zdKNgDuxWnar}sQk9Mb4~hln-<|zKz#SSHqmBS4c4`Jn08<*_(fB<(ZSuz)-8pM#-7(q z8~`T$bw#n?-j-l6lc!@UygX^(sQKCf=&boVBVo?WZhZlirF;Q_A^f$ik^Ym`OZD2B z?S;WL`IC#aygr$NJ{!C;Yk678_8t0Mz6AE>y6@eAz8UrxFD%sybGtODbDjKgjeEM( z?WvQsvxw0d3+NmM(F@$dg}(`f0j}@N=1H@pC8z*D-a~Q}zjTM>)%J>56-KdDIW91fC4b+l+olkJE6=hioUBwVrX6N9n;PrrnA@LuHAHdopl2hQV znnuapa#3O^hN9xNtZ-K_x#H?ZmZC4__K2~6>K+E5n8kVRiAYKWrb%8|G$|HM?gi^x z&;@lL!^-6{|Dhxj(W4x!@i}5@dr%40yxnsf0>zv;xoK4<=SWYO+qmT>s!4gMiEJU( z=;j%m!I-m_DgRkJ=72Oxx`AP$AZ*ZT2`3>eqz{8adtNw6Z^T9J`7NRTcS1GOT7{6@ zG-OEucZ%!XXtlAil0jZ}v?s2gQVcp!#W|p5w&96fd0<6b=y&=h^b`b1(s#sH@^av? z_8qVFRy2ppsalkcY?&P8Rq&$8->%vyYvNSbo8N$3_G_?*7~}JR%da@d7Ufg#UoQl- z_9$9D&wJLNpJ1G%m~ZduRJHkU2Ogal{>|8?Y!+dq&4trELR}VVEj$T$IR8l6E9=EQ zcR9O8ow6%&lzn`5Tn)e!8#P*?bA*im)jq#M{u^If8*$o4 zTq-!nYH*{h6G0yCv?-R$^7!0H9@!#htR86}4sIqtdaV*H5?D7NG@Tmpi_T#riB}7& zWx53YW3T_KxC-p@P3E*g&b=o}MpUQa$*b0L`~oiU29lm;4~r<5hzeRh-;Q6UUdWCWt6ftV)BsP{Szeh>^uaN$-0D!zwqLbsveB$m$ibZ_zJ zET9M=YW_$=u6t>FbSeX41@T|yohbpG8dgKuh%1ssPvl*V={9&)xQl+xZ%UMQnIeQr zcg?k6sGn1AJCwo8bLJZC0-b3psq*2X{@UYDX8-%g3eKyh3@l4YzmgR=Lfngbj{g080eS*cq!krJ*V1p z4MS&dc?G3wt@^Wb{z1z+oPy>~Uoyr9eMq!Na5u&f*q8v=Se|HUu9QiJs?SVWvP?Cs z@p8+bEr6qa-~y5Tz7aTw?+-=Im~YI)i+`6lEaXf%mNEtEIZiD0^bEG%S^y$Z7@sGB z+wEh0pCpnz7DFSE1RvP(L+#*J0ID^2oy`dxg4TY9ycJL_jJNW#w?(FPng&vNC{QkQ z%Qt;BuCer`rEM}TEaJ-@+a8AA;?zH{TPJx_SmAY{-3`84|8z6S`ldvt_`G}T9>aP? zqS!h-`A*6S+HztEpY+5EG@_#Dsq0GDNKPk7Sqome}N|TsBwtq^r#nX zNVf=xQZG*(zP{GxYGt{&`%AOpJ}eh%x^$aMII#XV@Cvz7wUl@Tt(epz4f>DfRLziV zvLQTCKWYq?0(v)0YZDFg3Om@c!k2RU+)1tl-7-Se)Lg2X19PC z`wO(Ol(s9hIFaIrU$wK$5GQeHyLuOnQ(3_*onk2t2sXsh(k`mZ><}@=4QonYxK*84 zbfr=$LzUI{>PN?PMg&lA)ZXMnzd=bmATj zAbs$-10|@N#A8B-PC_IiqTv~OP*;bXy83nz3I1wWF6r)*k`{~*zTUx4Ziq;9Ocl`t zrZEZ^ps$?)WQ4w{C%e$vu=D}sfZtgWpYY?cOSMphR(~%@zo*aWY+D#-F;ukdgc5E~ zgvhe6E(@zI{lcC>Nu`e?2nZbT(NNilinpF)#h9-dF0pkgCw+Oe7ErbF!ghIz%fyQ2nqqpG(J%#H1xCrcFlaqROr9cmI@uY^ z0@_?VcpQWkW#M>^Fjsstl7kt!YfqoXs})V0A}suhhy5eph-xnbw`AgpbrYa;_@K7i z;4ZsxI4-f~Bq9^bjlT3zmW7i_i86<3HFnyL*k`2_YsIlO9w{UfYvs3$V?a|X+81$g zhNmPGoAr{lkZ4^p%MZDex?osp(0G?Fo5}u2T4wuszXsI#7&{0DMgh6dk{rCqE?0Shx5( zAWwsls24CJclQ_=dt{XT1@PHI zrq?h8=k<$2;z8!|Zzxl%4UOMtlM+Sfs6KBQ5Q`O>oHRVtE(LJpksW4W)Ah_216lO4 zCw#s1$M9=wwXm=Y2`X3%Kw0>4|E!cr-k}{PpFi#N-e|%(+eYxOE5= zdm0cg1dhpobSx|cA;da9GDn?Hq>M{2c92A#hbugN2Z+|cnXZpbyet}NC8~PvGgJq6 z)7v?H>x3r|X#pqz*>Wxn`v@;U#=@>y7Yos%0De{ta-fAe;}I_U3B0IX;jw;ms1_nX zCZIK7X;Np2181v!S>q^8Pg?Lg&{k@O&=Hgu7d>dVawK$92D!aCWf0|bDV&``!XxhM zc-*4yRDQ@fH);VCAjg383?tbaTCqej4ZRcTR^O{{w=tj4jR)6bbM@q{Q3>?FnYI(M z0*?!G(gg7eH)L(Ju(*1&5s?IyYb6s($=ow*CD~oJ*JDRW#wW3r61?z~OPUGO4e?_o ziO0d`cWA`F(CBjCRPEh{jbG~*n{!nY9XqLZGV1~F4d{c^MnFWG)|kh}wiDLu!Au8p zu6F%kQpy`X`j?Z)dGmQb4b*wi*cIpoJE(Ato8;AfKFyTOsd=GHw;vn4R($MC=l9F0 zbU(-`CUd95notUN{B zDYbt$sJJE_&Wfzt!8d~Wuhl3Uzjhbicx1T$Y_tOMq!}5;P)^zL{D;V@hNny}FoAG{D=Mjlan``l^_pFpu|1ZD2=J$FH;wGzsTnP`FBzy=IjYFlj?fk$>XIK_~wapO`vI#=c2P&wAJ${ ziU{r8b=-O1`*+DX-fZYOz}X6BlupFkQun-J4Y2*z80II}O23bkF1_S2$qK$j?HA2T zzeJ{Vl+GXFVU6?&T)7%SNPyQl=eowWcSGpHRL!DjQ=425JziR)hl)B>XzvWeTkeI- z%qSf|vr?x~>5%hLwC=3$wD6ZCwC+_aDD>{_AvN7b;k7g5qX_Aoh zceHMUkn?exGJ`gj7!nl2XPl689_iyym)sIP*~RsCs|xrM;wv8IJwi?`<)z|t1!USf z^sy{=i^{V%O9gBUv>FI$Wo_SognM#!mHVJ9`wpKk7o^W2Zu~pRiI(Z>aM8AwQ9kHV zSBnR*Ppb1T5vj7bKs?geoAz`}J;Rde$X%{$selECQ9h~m2+H=Gj&_45t5Etj-IHoVV5s} z1RuIwsdw`=Afhlva47lv*1;c1o7_MSoI~zSp&HNWVxldS6^%6f(n$KO*q#$$J#A!g z^oAj5Pau(obShR2v9b}3RhzMVS|lhf!YJoQu(HIr^uT5I2Sexlp<&M(yk+_PsIWaD z6e$C3jk1gZ31J#pJQ16b5z*z*5c5SNp5TpjgEoVQg(3IATi*;hjtftvEk>ppDc=1^ ziKKj@G)Gfe2qUTu1K!qwP1k>38LX81Bia1yrfCGpNEVPl6^wTBh`dwsfklmCZBSQY zbwk#a0K2UQ$@IdY{^oRyas~@9r^yUv()lRVAkJ>$nPcOu9TM0H=9t97qcK8Fu)gV; z*QqVy&B&O^s(zxCdtFE__#})47yc|@8>7vrYe{zGN>!!0YF>=SwWgzVbvE&FdB@Ck z!slCIpq_ECe?>4zzLL5WmX73C`q?LY$gyDX@XoaQM zh%Ql~9P7W7+p72!=qhoJ*vRjC=ObOydRWg3=yx89C7t)1w2M6gKM(V?QA4Gj)LtkS zx)a&kb>5*4?oBQ!6&B>*F-kjj)Za1K{Ltk3?#7#I2^5-Z`Bx7VE-BBn`jHtqO)m{D z&$H7H=>GujX+1g)7~!}KA3_z ze-~5g{d9@3ra^Liq(Hb~Pz2zqM7Z&G=Hz9H3T^a^_X5x6YzJ|%AWOLMSlT$unkgM^ z1xUro{byCArEW>9Ai%;Xvy#e4|Dua_wTweP{_)RYMSL|g7eqi^v{g29V|jeF?C2r) zyC+LSv*Cbw#hnb^LbR2zRJ2v2whXL8naGb$#OWm;u9XqANOmf7!)5hs{_Z|WUb>q$ z;fBwTI2bo_D&l?<-qv}Vx|fJpoTmSZ{Cb!3W&zeOa+T(CximAXcm`_v^O}6-S+TJh zc~OnI;Gu>RR{dH3Ri5oSp?wBLT7%rxl=P481SGJ=!%W>p%NLadfrg1C6B1NfZ~X*; z#iavPQgWxe$xLymM>G%p1R!G)U0DT))w;f{NTOgP6$jMh0bdW8?`BV!=lwca^FQmn zu_N3!9GKVH1_=Q)jAziPwn>$bLY5$^;GYvpsq_>bS)bwTa59T6PSv3%^_vI{mcM{j zyUw*SP1Xhn6geq)rT}ze`oR+d;h5NRkmweI;AOBkq51vGwMV+FdJWw#8Myb$YiASL zlp^0GXQFQgGNI(Z1bYOV_l;W)W8$T1xIvyb%xtC^r>d`-9LTx9_ty8h$uh5;(v$@5 zYdSD<%DM_ET8n~`!f&)P`Rrf%UpX6`vU-5?gD%>=pFJ{6&wMvktD-wF#n{k&RzYNr zEDqgjYVMoEWK02l6Dgx`_hIL-5TC3NCfcu~rrvsox^~tg(QqleYJfW6IbFTmM;t*j z=%TuQYu*t2!jNZ_7A|L$@w5PNbf`CnigJ4p$)-%q!j!AIMp8mZ@6KvO$HNBAo~~u~ zz_n?zT|lW%8}&X)Vur&Uek3(lf|0@x1PZA(b(U);b9)oB-qjl-FfM3p5OwylNzGKo z{-!j9DPwTm6OUnD9dsJSZd0lPtV`<5Fo5}!j;jXlkAR?oxlN(JP`mL}D9>6RsN^`|^lQlq0f8jq~z8>%*FM6gh4xR}WbTNZvOY{iQBJ_zDC9)Gp* z)5wUFmKBmE#8~M%KoYD~HiB*;i=bt0`u~28r3Q&e-+?ZYYg+lQ+h?e z$Sni5rJYtH)HAJ4i2)3}?3FmhGF^tRcK+?|*O)$`0QwK1V0LVQYhBYOiW#r!!bEEn zBO$)JC8aZ~oS$sj@8TY5N^FQ_z_~WY)hM_zAzP%!_}s?E0A|;?KrOIJz@FB~5N22g zmbE2cZP4mVK|*dAgCtamLF(b&5Qd#vQH7i(Cz{zUqtw$7h9z0T`lPZRjG`+n4;0%H z{(P6Y9*n(Z2g7pAeA{(&qeOKGXW03AFip|#mH;tP5Kq-A{U?Tr7R$ntiHU$fCF0i@7v|Tzk}_aSaW+5E z)_xt{>!gzRDQA{A@$aU1LN5d3B#PIzokw1T!) zwhoGR`i91Mv_i%%=7z=!q5@E~|Hj}D5>)y(0*9Efxv7~G9z6rYztcGA>FHVjlfYei z2KxUA+wr~ny$b*@AtEjU00;;Op!f3z_}%~z1b~5rf`)>Cfrf^LgN1=d!be8>{Tqo4 z8wU-aj)H-nmV$Y40C)hn|2OmezY6pGA2daB^nj>D~Nu6)A$zfRUR19qJDLz4p({ApQS&Gx%fqq>OD$ zoy_p)S=j&cW{~m!GBfB4;Q8NX@V}B7q@c`9t1jH3G@Nr~4s|Ts)NUEO3-h3OWCE=H zQ7+TGnYXdMswF9ttZw~i2!eBAFT-2Ft~0SNoO7ej_XT zn(x6%m;D>~L8(Tj0|0y~$%k%UrB%BPu_GVR3fqimPh}Ol=s;l_!TNq%=`F01D((Mu zB=_z>2CP6{knSq97uw9zUQT^wwKFAP#~V%YnNoumc4Y@=ip`4wuw3Bhz(Dpt>{nh_ zhoqQmE0vq_BQsS3m3&i-T?K=*qr)UkzWZrT;18u43Gxv-V9N2#ldM|O)9i8ug8gc= zyf}a;fG&&;`_n>d4(N|~1|uJ|Fp1eT05wv2ArnAzu6t?dR9qCR^M%FN&$lM0>w%hd zAqHMu`#F`GeE|&Y$l+z{*NRMrN4Rbt5kAqLxew-W??FGLJAl=K2r^(??T$W8V{RXl zuYmMY!9&5W*!0&Aioo6tXA+zIod?`ci`8iWUM7?DpN`?C(MwFC=78@-%>U8%$Da(7 zpDzFXM?)Qv`ejFb8fpkCgf@ZXOji$kThc z^G`|>KXz+sM^4sfm1av$aV!a++~p>-|J4KiOS#DSSFx-By`(UJ$w`gj;ve5GsNDM( zRcWo}(#a|k-s2ixjWaXg^m$o^+PURqBlF9{txGN&P)nWvjcY19_N4*$<>y0R#_d|# z=V?Ivv@EZ&<&X7#`Wh>}uSxhBm;^~nuZa$WE7W`hKb6J#Ttuo`)BWCNAx&5886~N7 z+v>Jt4rb}HAM-!sK~wT7WkS^jjvp+o8L1W0jQXp~i9D}lJ&;mgkO3PC1WvXvAWYuB zs1*M!A&nsY@>Dzl#C9b|p0P*~A!QWdQSi|}u`DVp3FF9NJmWS4h8?*P198A&JMp%- zG}SeqMquEBlsVrrZ&~-(B3dJS-#P)7iLl@p>x>VCvvB?oue4$;Of>|+nGxYxmbVw9 z`CibdBYtfRk(Vos4GKU#b?r(g*1wTO@wU93ZbZF*oN_k0GhevS^ca|UFXqu&I^T>0 ziiQNx^shu!Q6m0!ER4y{1;V5R@Kn;W6H9}*GW`HXKCG&gRF~>@LBsd)X)2GX$-!XX zxfQWFU#Bl;4NJAGuP0*C6|6ZhjWhEPdAc{O`ELO8;WgZcO6d}foG{Tp(M;wl+cCZv z0A=gB&jcUSd@HJ|;1-FqM#xne-W5(^xaA}@qPD>U6b0}0d}t|eN;R%hF0`eJnkX&d zzb~U*Y8^M1l7m%iNs977l%eRz&3-0JKfe2)qxu*a{*Sv-dY1oir3`fR|JjJ*ry36r z)V~Hi|2ISwP5@5-?MnZvxYGPG3rg$vwww9far5=;ljcYZ-0fCbTaQ4Q`n$gNHq2rh zKJMWPxQd z+5(H2S+ba!Wx*YPNludUCx4}GrRv^uDpS=x(AC{rGurQ3>sfp6l@48qB2sY(K|`Kr z4Gb32(M4MbMW`r62`r#oiRSO@2M7XlR8qzq zV8j`pgMC^EO<5cr1c6J{S{xunV-4}A_WV~3=~;!cEP!!IDSHYC^Wkq%4@*&!G9pk= z4-+mafPvsChRj0%n%%z^kB5;rm62!80?4T27)vY0coaZQ1Fx^J`e3%2my_~V{PGTv z$x8CPxj}?Jh}*dRykTptXfhsF3`6N)|`IyHy0f<$AvxSbHra%OJ$_vW>E7tf+abqxeDIe1# zrMe|g$|!0OzQMPvaymAAOm<}<)QI%T;pf@zL76{0F@G*mkMxhD6t;i6w6Ze)Ra%+3 zIR0g6<^CTgt)2jn|48fq7HR#>4PXFfS8_>0c?UC94QYH?fXp(m^O!jcP5!IfGG!rH z?f5IAiP*up8D$|vL?Eu=w=|x!C@Kn|uZ~(rL@F$w=SifX>)BO;h@u8ZNgVo;3k%Ge2wlr<0;SQ^qS}&`%E1Fb}?c78?yTW zs1g67ny~(d>_U+`p|b`i7DAJWeC@$dnZ6`vGjR@rfyMmYbL{_Gr~7}^=eGW< z(_Q_w*ZlwxfdIgOS;jv-0DnAyVgU{T2?hPXMoo@?s|iiAJU&V$xzT4j%nS826BYP@ zyzf7(zzlp^8QuX4Lm;=u{==54a=@XCxuz1nbx|0URXD_;Vg#q9Q@VyJfBN=JM`T$;blZX^_U+B zsDaTMe6IV6nXO%U+TOQR#B8K=tgOC$zr5Z`g?E7cT*d)OHrS!y^L#Bc04#tSE;M^tTpXkfG=%D-D0bUcOYtsU_bstw2l}xw}JZq%Zq;cDC$=KWH zzhq-&6z?1O6?a)$w_v~a5q5rgRDw+XM}|aso?;a{!p%W(rk1zbNBuLBsU??9^^`Ou{ioKh!8C)!xvD%=cM=bN)F?*N?^8XS!F zD8TMA<7sxn5Wjb@s$^x|wp7mpzNXL=;aa??TItv3gxskB-_|!Z5P3IhB&D6pQl8N7 zReoysGxn1b34Wvr*2oWuKqvx;Y~mVRkBwi9s-bwf{!|$<`QW{fWbIxx$L6c}sNTw; zEI2PwbxsY2iNLe%zD}t`SlXW7+jM$r8e+n6&_USbWDJ(JUpl~}1f~oM59{`)=;NQH zPC5VW2KMiHFVJ=W7v1&$@ZSFz*#EEG_2Y71e}bYjBKGp4XJ2bKxcHQ{){n!PN zQ!oTHPSQePq*6T*D?7zsz*Xlnj16&4`wGicg5!`#11O3TTuc8*eZtFfttxlX zJ>unOSbU08PQI`ZGzdSm;6!dKv9i(`~Tw*=EJ{TVS$6~{=!38n7RISh5erf zM7;h3ME-Y$FhJ~^qe`AYMIf(fLGLUNkedyBkg#E+%X@qV&ZmT+AFO206lnYnefx@W zoyY!bj9yoKmq6uQB#i-3IO&z8pp6rp|D4GxlcnqlT*w*2kmgWJ`jIRIt?-YitgD04 zFZBXp90J;0X}GQCyfENZfV30*EN%5jS>@{}+KKevi@@LbvzW#9LrC7Vye`8;vB31$ z-yHex_yj3pTUeaK?-D46QP4f4{~Qjxin4-;3#@(mF)akcv(>OP=Vra=ov1F=)ALWp z^3hyT?hhYQgIcBAAgPX{KT`uLO5;7oc;*_FAb4nh0GY2Rhh7jObpKz+HURYqU0FeD z^p)QV1Vfe+LPs686`eK&`)_n!g*6O63P_D11LE6VlvB))5p;_JXr@(%l@S{O8;y67 zlXku~u15+5&}qor4mLV}O>+H{1Q*x8U+LKYs&t%Oz--sQ=1cyMgEgQ2GYs#4m(s;q zZ@0+Lv?{+G=M`2md^3$kVDcBQuGnh*mM}D?;N77FF&b-?6G7JfcHJX8cIxlyq8C`;+UZ;a=&#%an}rdUWjHE;vwQpjT7VAmhc4?w!@$6#0b_ zXO}!?FTMsKYi?%odfK+Umtb3_A#yJX~T7eY;JxH+p zMMk-F5ez|k|FQWhsSspZk7K{4R6F^J!mf_5F1r6GfceLCrn*aop&lm1agC_PYQLaU zk#&CY8>=8J;CtzsZ`m+*PWwyE9fm{QCw@+h-$LIKWfc{4%D3(%2v&1d{(ZO{M z&*Y5X>G$xv8rXlD^&6d;Os$gOA9)LFkJ_v8-(}8t2jqQUXwL%dvzGzag|C2md2=h* zy5C(jgm4&BTlnvK{adqv8zFa5L1*%4lgnBR(m(+9k?GjHso)uAZCM-8mF{of+T%wz z(i9fL-)M3$X}=MAGJKlPmhODS_#WZt*Hl=c3l{;K_xg%tb6~&c!<$qKjnfAUST0IH z9)aeDD*XGH;E&j#{*Jq4gw!B<@kEpH9HR4+@6Cg_+RT~G_RhF*s%oB37GQbC{%z6< z1lx4@dHz^j|1)rK2)LQifk^~$iEJ|0sF@> z0{7oo&c95~k+3s%HUG=>oIj^OSvlC)ng3?+hG)*1uWbA&m&@KaKk-_G3VIoI@pA-t zyYA>rZBKi4zBePYRFkry|w*ghIz2^`#AgkP}@LiV3w@$Xy?4hDr8zvf?RHxucz30ORyMti$_@ViIrY;XP=o$qV)VO~+YPEO1I;|Je~1{dBQ$;Z4s5Oar`kL##{ zV8$#hoCqKSH01N2p3UB5g6eqR?yvj>-VO%+{g(u1;@^K=5IGHqxk()Ie$9V)UQu42iD8|Mk$w02SwygjyG!eG8U7dTMC zADBPk%YapOpvdLV+BxJ4?3i_5xvbU7*?-cgQ>eP-Ui4~}%Q~BM=`ar5uZeAwZ<&oi z%2#E@8ra~g{diIvb7ruL(sKXa`mJChbS^!q{MWOg+zclwU+M{0g!JZ(W%spIQ>2@n zLRE$EU7zA8Lz7QsHV!}IPv*>y6IA}1y9ER{PsKj0Rj{Y=xxI;f6U}XJx zFD_%oAPV__O`N7K}n}f;U*d)g~NU zQ4`L@Ve<$G>?bC|lRzX#+`7aKJ~NJp)he{E#C`-azRSa_V6k|ZuLbw^2d8NI0SxKk zxVvz;-H0A}oHXI?%@Ht;HXBQf_Sm^(pm<%Y)>Q!?80?EBAyMsTz&G=(1~|7u%0}yh zA$jZ}W9|8g#!I;@wKtqL<2wB9J5e*T97B?{r@~21SIH-|4Q0ZkyD7a9a=xvRtrgPO zGx{@N244xaMqz-S93@6tNUaa{Yk)R@d>#IjkRiwCDtnMn$8%N5+ho{Td|yg#3Onx$bz{=&zL0bmzNOK5i4-Z^Wb=TiF~H}aqcbJohZw3 zaj?NhRCB8lG1KJ(t^6HgDLaDw0i(B7hzff~?S-SIWt+tm8hEpIDLY12oYDQ)nIA5O zH1cQemFx%>hR+72N1rn@C^bU&%i7jB(E7J&$;L<%0lNbdFlP%cwq?SKFtL}7Vwy%Tp-1BRqAhZrh1{Zk- z&bAPGa#uwjs@BO~2rK>rk|FIqViN7DtI!)jB8I|y&D3-nJMxDKDzPYJXE0bErr@Oo zx3|^InP9L&=eWYNZsbC6n|Myv`8PTKbHf&vPV`{vWNjTiL_Gqld3SH>1$SwXlURoKCl#E0~19sN^PaKi9g zE=Fo&rWj<$V|^G_6ozwtPxMJALAS4R*ADc@dn)GpI0{t;V~Pe1!5fezQ3L6)BtMoN zgZ9F4_+b;IM01+D)|Z`s{UlT5#{&P_^Z|V#Gg<*pO(5SHIZudfH3*Lnze;D}Wcg za#A_Ao_mh62agT4+yL}(aJo~bI@^!AlRMY7=E~*evdmp-#9`&BB z;tae!@Hj#&$c@#3(`kDGfc{~UEI+dpvtTm#7`W?1ceUegv(=CRW}-dBpQ1SCS<7}q zFqy39egY|N9tQ)Em!9K7$OW7#(^K~Xeh8{W~TQ*4AN&9R5s8#8MC?7`PW)Src;Pa)DE)uo@-_6 zsf)Va1x(m3MmxTW4a{LfarVCL2*)lxRkPo9Ok@92h=%hrA({G`LV00ur3x0C5gX63 z*xE-NWWMICwO{!FIvJMF05_@kk?m^FlO!>Xr1Fa}HI&as2N&2vWv2poX(yUsayAvg zdx;=SM));BPwVqDGFj(M2P2lKuUavJFKOKTcgCy!2bM$7-U@K%&=Wh-zFo{Po_rlf zhD#yrFwY?fp{Hdf4{)Bm4q!nMW6zg8v+Pzkr&$hY4XqSy`HC6U$%Y@$k5&Q|?6JXG26YTmT^X z=wbD>{byXc{1RB;m=C)XS)S3WRQkI3A{d9*H1b*yvH3O%K7bSX7x0e6tEj3<5$KkxHCR@Uy*yQrIe#}O^@+06hxDQ4n-Sh z6E-X=(fkC$e?#zPkklH4GVI}v$U49y9HKI z5xs@W3A4Ccl(}wT+OOWE$q8ep^m)5e5N#NkViV>;!0@Hvy@W0=R7R*iMcHEi@l9aD zuyl5+WHVChBVkEySjAwEbwnM|7`WqRxgNk9QGpnjRTzeE4p>{^exCO8%&iKGf1}ro zE$K4GH_Wn+jwpe=oRLd*U@+-bC%Y1}>aK? zM-gU;lkN9mb~^^cDPi2USuPYly?}{M#HV#FIMTv znBcaAb#!Rf`xNyKqTA*`Jd$a)u&*d{6JFks)`mfzSZzX+*o*_pMy1BY+^DeymQid0 z)Gy5Zsxhf)K9bXH^yCl?N{lmX5@_Ba{K+XWFHVWJdKP`sY?D>*LtOOV_o0q(9(SyA zJUMpi2qcrg$+=+g-yC|91-hkZKuQ1?;KK=WH}}lA|5W!w-jYcLl-RaprNC#|k#E>@ z@QrW8Z>bjzBc&$uJ_;OCpVE_GjVr0{CLPSA~SuE@l}ceF82y<;%9>HH*74{cO;LhG6LZO2>;^>>UpB zE5%ed`RtpS6dNWRP4rG_|JU)hFn0U~EWDZR>oBd690RlzRUi1!%jbR($Z}OeirqqC z>Cq;uU`r&*!A*?U3K_WZ8YJ!)ki;zo8vtTAXf(RiPGdt+1ZoojLczCiA2RD1W3`V* z%pyEqb4b@72Sbc%Qk1tMrbvhjgc*ngV=)*XCGU$5)vXoH+qSNq0`N!!#2Y~AvjWo< zE|dtten{@_Q<%H5v0QZL4sz98?o9QCZ^9{jq37Me@8~b58p)cjcn%7aAPdD}@+4V9 z2Kz>N);;4TY_xrL=!zFfLm2f&%sbQKprEQpkv8R@Jt!!e>|&tr`sm?WG;uYyVp*`n zpMpbeaTwb7E_H6#lQ4LADQHbA>o`drC`RT+RzdKlpR&xlwIb+!DAj&tM14bt{{}_i zG_}5aNz@c{8lh9sMyjcC+JnsQ6qyzaJ<^o=^2zBu%sgr4dTTOCE|cUua!JgU9SYI` z&5pF4v`1mu(j{C%eIwp`y@V&Y2A&|6wr($Entd=0eE>!~^8RHj9JT?^5_ZTFQ+s6^ z$I1Jwe8t#oKmYLYZ1(Z0 z#*uRl#OxS>e&YuIb4y-3zv4V@riRZDAHM~tvD?LS3Khq~NsHfHp8$6;=p02iApA14 zHkLVpFqKRBAos;fGsFLmCnB(H|Mi zAk)=nZgB^l&~Rmz#k1}d8#xtO5q;9|ECyQnu?}Z$Wf49{{!?fIO+MV;B||Co+5#jf z?`1+!*L61w^n^|<6*#Q`sv&a4AwM!no~BBK@}SVfxaQi(I!mnfmR}a{wKBIJDUlhr z@3bd?6Sw(o90NU%mWX$Rby=!6Lu zW%9X1U04$K%;G_O1Fe!3W0mUyjnA&>M8p{1VgiZtJ~CSZJCWMz84OnMZbz|z=t)X# zvz2fosZ5r7)ZmfoOjqDOu$n-AR3%v}L?$>3mFUEjO>3s60udCsp(Zh=ph7RcOG5Z5 z^AlUoM=Ii(U8Zw-N^8Q1Y~J+Sll)Y`%%^wMpL`Yjm&YI;*q6SAfs$xW`kC0z>=US{ zwB-@Gvey&@W+p_;K_3^A;HzOcn_?S6IE6_Rk42!<>_+iKXao5}Gvty>Fn#4*KWx%6 zhkccf6r8aRWLUw_e~syQoMsXs!#8S(L)@C-(0yb73eW!t1r2G znCXSqx%5DnEcBb);daW;pGfX|Y(3;B70nn>M*@)czXqr=^H8uU$9cCEIxOVCSnh6Ig+y69~;MTc+exT$IS@`Yj6b3>v>PnoHju2P4v4r=>jMV0 zG6#C=@)X{>&&${`y;KOMx@NVYnC$Epq-7)2~s(5#* zj_9OfVM;vnp~U;VL7Yh8F2@b59Z!Wnn;qu6C-B!Ua=20ZWt=M2Eg?Tj z2q6W2T3~J9$|erFP{E40{2b%Lh>%}?@I}EZKDG6@TEG{*eB#4mYdr{U^85v0mZSDC zRw!v2^70s0vl)Cin4|VbliIG#7_o*XKGS0Mh~E6eFRfQ6bZz*fSReCR{1cU#khv`+ zZKj1;?c!zx*O8C2o>&CtCVj)mvx@X?dkfg_vMKG(GVJTk@eDz`N22@RwG=8j2Mv#y zH`fzXk1Gqmtve`GewV2Jn1$tK>eZ+8CiWS`?7f5yJF3CT;_-42p_5L%FU53Ze7R& zK__`PUff?aDC9fI1MH0cEVtSt9_|iIe#P?`a}c`sx&HNsx$tOJ>>JAV(IJ^Q)<^~f z#)pBoutkRI3GVF=))TEe-1Xw&X&BNT)`~(~)!=VoE18D@+|#As3oS++3OaJKV8T|e z+qW0S%R`9dJs{jjJfA?;OI>UFh&HuneASS6pubZIdmLeRpJS!F`lGC3Ot2W;4PG@D zo%^?@3l74C zd51`a?v^9=uOpWg8KI4i*emoRn9gVcozda@xaA8d#7;!&>ewvBpz*K#4lQYDl0=sR zHnR}X>|J1M4xJzS1-!ndC2R9aMw&2CnJOal@^tiPoGD)iQiCqlR}X1LU}LL(5|3!~ zSa9CfV!AilyJV=?6I+bbQ8=Si9<8*B5j=|0Q7GPbzB0=YVq{_Qt0qU;v4EbSML-B-`Wci7j6TJ58V0Pr*w$XtuA1@orH0(LOJoU!5;v zDm0(mXM6hNc0&6)`io*RKQ}6Hy~EhE(LBoVd@{2Qa&J<)Ro$EE69~noao@;K+>4&) zwmmmv{5=*rxZv^QhwRzkgr=jwB*)rnLlyFh#c#T2%p0iX;Bs?*JeG=->xu`=-)TbU z+90mA`y%vN@~qvS-t^N6>O*lquP;E)!{#`S~E1bn{lTAR>oH^^5JGE!2)CU^jrs!8*8S7O0<1lSs z$;uUeY9Nae&aJSvheF>hak8hf`A^f-BLjuaYg@H2%Fp^LI7#0W?uX|04E>u&jOh0j zDsw)wVoN{c(29ON{8-C+Yw_`?JD<8a_9!RipQw=nY|gNS%wg@Yjs5QF&$KNW@Azp~ zu##1`d&G%r^4T*UIg*R72@aa?sL22~>g+c79tBLUBLeh!6gf?oZ#nTp>9UHUjdP9T z>#091EVE@-S|FNIHfaqVBAl|*oz!a%&R!L7n(AtgR#eWEeNEJB8f!u@8>)#Lnc7aV4Tw9>1v%lOdaundC0J#D~D!+>jj|``Zq+ za>{cogRA86CU+aZD9D$*9?t=*%FQdvThu)&`*tqqd}o?Fm*>Y}m@GhL{yhxM-J)#h zTs}t_-iWwp&%Da_o$gE6%6xuRrDIFu+)}^f)n`u8!1XhfY<|O2TX=}B#AqwIfg?q`Q`!^hP!N}J??M@LRTh@N<$9;c0v|5sSg(`dkuCf?@G>O>)!-b+tCQ& zH`GjEGZT7mGG}}`)0Ny=zI@pMDTh)$j7;FJ(=j4QgkCu;A!fn5?0r6k7Lz>_bYdbv zLs>p_XEKx7B+jMjDwKOg{*gIz55yB0%A z;I&4=v9$~aUP58rcX>x9h(E)|4*ziizBq|?`!xZ^1MpfhfjdmI!!y64nmLPIVauzE zd7@N@PXlvzep09}7z7S7XnUU#Wzy#gHTNyVj|(xVGCBkA>qkl{O9TaUMKRutve&ZE}9FMPt$SCXkg&s~voqN-F)B zUzAk(!Exb4nOt@f<1=U~SD)5xkqZ`_>HKnBrl}_?FDjvoJ&*Pw%P4{DbtTA`-c*;DyD$91qO zKNu}g+DKv>zFmK_!&M7a_y?@0P(sX~hD48cvUbIElYi`Be825-A z@_v8CD&G+K#={vGE53TeXy}0YzflaqwSJU*&wJd(QRc*Xq*bdBZ={Dv? z?SswV_u+~??UZYtrMQ93r<|C1!6C4-R0A@NKRWnfUn$C@&iwxzFeXolJH*A!YktGE&gES`$DRW zy^DO&SH8GgKc38)h_Pm&o@YD-m@uht5-0sxZ~s&dqul!4n3U9X#HYy@9>s&fdiR2T)bbakTHw-1Pe# z8*YJUXH;-<{M5$Zy!UI+^K*}O#ARW}dmze4_Bm(;sAg;ZgKWRlIO4YWBL5)YBb6sSt2Y($Wo6O!5PENn6`;1O8@#&U3 z@f)k+RCjx13dVk#-0f9)zT;a{yrDzMc*;XsARdLnC|@_T+!|FN7K}j`*u(bntqhUD zKBNamiw}{(fomescPPt8{PP~)jB+HTK0?0eX=~Fqq?-b9fi@3go;H_VVCgc2Pu<;S zeWvJT`vP*7xYdw+2VSkAY5+O}b7-x#PW#9jp&_bHCukC?hNbYNnK1^O)^+s+(XD_y z3UhH!h>@tCR8V9I?XM2CdDR&$rr+?_2J5P^wKY;|YJ*!Fd5n=RK~Y($Wyo&ZWeHUA zstlF4cn!b0%dO1%w+E(>J+Q2?sGellwuP&b-zia`1Cwj?{p0(zYM}DpoQyYixRLfs zRmjqCx#!pvQxou6!Cj1S+mAww7$W0PY=S;k2}7d~lrkwQ$Z^48L@i&Vyju8kfgb_X5=I zY`VH`F(`{%mnBc0MxU%k59;zDot<*$ZrXZ(5TQU$qXif*qO5r>x^EZWz2;Ik_Sr+g zCJMr8O9GcqxERibC^TEEIviFcBQ6f{Z0zn24aeXn%L1J-PcDa3O62>pl!>rkFs46v zgV8WK{o~xoVwUu9m$m=`>E0ooq_{$Pv8a=}q;s?kLr0%%!i#=JdCyYzY z@#Gu7mCpq=jm2(OdG>l0hX5UoTr^Klb=DJ-$5ISCdqqeG#1(e1G2Rw6+`>C zeyCi7CL1Brij3511cB?JoWeJCbkhY29B(ZHk{P6CBs-V|LJo@ww35t9VlH~wd4_1u zx}}veO4_N?m(j^H12Pf75N)6&IAbI&iGcehP#82_=Dq@u9PKH?eV9aORLWPuXl)4Q zcm)y#JmcZqukBQ=Y#NA}rIt-=NQ=SuSWfUhPsy386NH-~s~ z6G_;H?Y6iZ?V?2vtpu_ueF@sUe)b`fs7=DI($BD@XV&1oglEHysMg1}q|a3u3X5$N zJ?(33*aK12v>@`5&fSGP)-p)_ep+V#K{q% zvK-+!IK`PUH`4(}_8L)G<%$k3AUYy9t`t}=wmF)%f4>?C@v>f>4j+Wt(BMX1R`Hxb z;%SmZ5FwtNv`T}g6hA<{=q=BLd!nL}j+5`Hah@BeyhAup3c|rj3QCb>(_eBAUM_o8 z-BTP2oV)U+jL@&OytLq8tj{3N!NeL^oAtIm>vM2qJE=SPyz}!IvqiD_xhtDU0iL+5 zCVV8ek=vzkqr!KyN<=t4XtF8Ky4CA?S9Gtu$boOa`eEA*ImU+r9+Vz^J!p^(30@S< zd!Y69qYlS2QF3B&0}gZhC=GZ0QSG3rb7LhULQpJ}igP2JVSZ9^_t$Gpx#4MJmFR=R*|oebN&1MPqdF?8v^TU)*fKI$_O3c$W>pkC(lA!w*+*DIdgk&oaXw zS1%74+Fp>gI*FvIgd;KfSfn(%+le)UQ*I=%5fUpq)3c1vj7fWUkEKGGHgQr{J#IIU z&s<4qGE@>zGY%`eh9J13TM}{H2jEl z(X!qyQvcP?AlheSL-F}`oxx|5JOXiaLpMR-=!??50KMgAt5m4DcacWC%o7@IGhzvy zY5zhPrsQWPg=Ts6uc=#B^-_5?+wJQPux;+?pIe_Xbi+vnaiUu}r8Ml!)fQ#I+Z|d= z=o&0JQ$5^mM$9sC=pOD>D32T}mT={jm=j9ee|*fFe`>JP=w@NO7S^**P?TBUf%-w& zL=k}`(NssxhGVIGom_k!`s3nqCxR6XkFsQP*Htu;?xk6|WXV#_Ay1v&mLqcfI67Aa z;*zB3h0H#tb9_?gqyabWQ0N2uN(ly5QdqGv>`~t?&4pM!2vaVW#TG54zC$+xq|3sJ z*>y%nPQx@t{D>(;kZPp~KNn@a7_ATE1zaXAd&dg*)7QPT43&IquQHrq1ytfPhj5x- z+#cPbA}7?k5Pdn4Lplzu*TY?zxc({VzEjIGVjd0fTv4}F;)YSFFhLWA-C%S+A-w4R zUj77$SQehp_cI%OR^5Emh-*)k+1&g;$hE93w8k58b9e^6H4|qTr1{!8?*ue#wbx_E zj|!{W4F1>=%S>(cM^LtKSzIB~L^aRC_@z-~#}of%9?AOcXR4Ss?D+JtkE`+lb9f|l zJGK0Jwwtmq73yQUt1{^@;f%PoGwRMskmg}g+)7(SxRy7^XOpL_?CY&VA9> z&vSM+^2o2$}E8=%i?hQY5VUo>-xt82X1! zq0Xewu3H4?q=r)HqzwVBK{#FEBJhZt9vC&$H65NuUOHE#p+nfJ5f;Dyk4AG#X+z@2 zZO+#_Y~C(uxP4wDAlRY>UfWk`p%N$_!?FbRG^4chcbW0hZQn|)iPkF5$)-zkqbCYZ zg|QGA!Z`d}^$JdyqM+Px=rN0XcYo%7dFsp4u(W+En84wniRSP(08S-GH*oXryG6ec zq9D7#zuriMpvtqH8N6{XFhnEFKp1!?IgRUkgFdA@rD#4w&8_dvogAVFfr*S!O1x^U zbRpiD>5?j5=x1cjqXfI--yFqJl&rEoFX;W{Q1@Ns%Yd-My5E3m_?oB;tt~o?cW#qr zL`Q8xpuShEvVy5N@)o#_pQ87i9^ z3)d-*2_Y-L7sh?rR~+(?vc)s2 zmgy5vZaanadAH`PywEkRSHtoZ9-Wse6W{lw7Tj~ZmM?`wSklG_*8VwKi;}1bNyW~2 zy}nTj&X>1U+f>8cAqA~s#A*w*@kQ#e{g{x@78Oh~Yo$&68rT{tE^4>jlPc(Kl?zeS z5QUo~G;WZ`=%YB`7+#=FfdNFkIpg|9_I#7C6g*L_7eENB+wqb~H*=2tG3_WIcl zru*=yN=JPI@TyfBjkqjA2=)|MiAeyiSSEb+O{u=Bq6TZ!<*tlJb5cFXmEHm+6!Cds zuGa**RJvg3dxrT9Fu~hTlGS&an!*tnhrbfS_UWM-Ft;M47_3ki*8~8zxg{{}fV5ZmkcscR2P8+S&GlPdK&& zVvnVFxaV8+hfrnyb^lM;)PWmJWy23LJ9t?yWuP6(eYu84=?B>*!*`BwV7ybinSL-? zdI*ctRjT2{R36BfHbm;X+=Y5~AMnUPOp9blbSA{jeUGgzmY2m4Q}2%U3}R-wD4qN2 ze^Fj<7B;>yFI2L0_71H)h4xd*OP|i3>Y-*>-z!%wubvg3vr0E8KA%MyuqvMuU}82r zu`!Bmkr{H>K6tOegO6{Z>$zi=^_swc1*<#6xMTuktqT+E9pGlI)6ow|hKNdSEuVw8 zNuEhMqK!}N<89A9z(q@Y4Mt&Uw&zGYc;N}NGeyR}f6``I8YlQHt8~n*6~nL@2ljl` zCyl=o0o{64Vl+51-p-s68j$={R%5yRF)Q>!cpb4W+N~}&cIzw85~VPh+`&ehN1X;= z3u1Fc^fH}(T_4X9Io;g45;*o$Pdt`J>A>&_>3L}^dfV$7quKWNH&i>p0%b{WVl|@b z6Qg+4J;*4YC2bceuiTsth?68hWkjKC1uN{j&j6%u?HTv zI@^b1o~7brOI$x?D4%9iF(RsCqYu!>MlDZNCq^fk5K6F+Np5xXbCwZU&|R9?B8S2# ztUQoSK~7zP4QP5x562YLEQ?4pZgqoE_uly)W@O4xczmKo?&WUis(Y$-tn9|1Yzj@x z$Lf@0dF!etMjw5vfHy!sHd4e0;#o2cH6u86|Cl*X^+&T;zqy$b*k#BBvIV|9^DLRo zGW(6RBf2M0hb5U1*y&t0G}E5&EUAje+GbV+*9^Q&0WZbfk=JAhYDR=L4s&Bsbz;ey%4^0w$8hi2x?)%|IWjV>nX@O82Ty0hpI$Qy5j_ z<0pObgQ4ev15Qf9vZ!mFnR!efF=CN(8RdTihx(xm_d4i%+fz}foha5Kh7kK~u)kLu zfy*lM)*^ur8ypmm+FwC(?~ACz{GHNfD8wGt_uXVJfx@4__!I{it8gN7Di_G=$ zm?{0B%yEMq74y43@5lSH4$CH`{GXj(w4lxNbx&ahgL=w(T$m}dFXF=S7oFC>K;qUt z_T_!Vr*?D(kGz%vcLCr(FC~4Sap)Q%3q`#~mQ-U?Gu<<-UM53RGq(YysoLSMZaEz< zEe))S2TDDHRzxd^s+}@)4Ve-AAvG^eHDe7Tyi6CqbrR7s4+)td)njH6V03K8{;+gx znzAqY+ch7Z$$8TQcd2-iDm_mQ3#IAcET?RNnSiqmvdWBnTZaI(;&gEam?X)mhU zmkAuQc8DBAO4E#N@xiX{_*X7bOCB*rO|Q~ne%7sr3Ib;Cw1O)A56DFR5+7ALB@#am zjVT}%zfFg)D)z&te08f{;b%U~xJ_4cl6khR@4VMaLP&m_x%wgPe-;kS_Ef+GKSn4_ zeM6p2%7e_CA1oOac&w%Vs@6f#%El2;M3?+#gQ6kTPdWQ_4NGih)8NiN{K#TiijRYV_4FOlkk7N?qq50+{HMgp0n3h zmsJvCNo33(#wR=ru0WFBW}sqM?B$O)wXFJD<6VQtp$hIqnb)k;Q3vERNW8Q0Mo5f_ z1Xu?AaDGs6&#!{T3S#3R7yBIg4$gU=G7l{7dM8~&OFSVWhQ@16*?hM`EiA51M7b9( zBq#_8w)%pxrH_7cCZ5NAtF{rOjf%?I!MP4@$VMA8D51hNpcM5<-nZ$axbSmlb6Pra z$Y{2D+eUU%DH1{ANxd*?$OqwD_htjeJGzIqm;&u+rc=@Q(eCyN#&ncwUEA=d(n;ISQ4HaL5(22(b zEX>8vz7dmbZEBk8oMD-^~2jdpkScFt94j*q{kbh zL9H8O){CvPJi$WZB?q%m7DvZauYWj_eIolbm}_z9&F!X4M4o;iJMVPi5aDe5ptk&$sa5r_S4rwR9PAjV@w& zOqEI_c8gyD4TzYYYuup^dP@?oM!bhv4q+4#C~sxjQpw=KRl`IaPD(o2px9zJcnl-rc)x(fz#dde&n7{GQeU zzQK9QqmfAgS=~3)w=Ct|wswuCTzIldZ#C&}R%fr`Z5{3{_xG|+=b!s4&MME=&(mcx z-1&;1y4$ofxp;c}$;wHJatI}~T~gdT9*;N48}HqP1(NID1%w5-X%ErQUdh|I=PaLv z#Ys#e@8E05zSR2o;SiY$`S+p?pQ6UTIT<^ZwgL3@`f7AC4S9x~b3~Tr{c9Br;1s5RQD?mdxl!7{ll{{UvP- zOCAv+fib6n>>J*mU4QWMYzvbJ(oAL^RX9L0*c z<+=l2vP>uN7KHSsN3K(_NrIy*^=9rovuT-)%4)T8SXLbSgR|)1o#r6Pt^+0e%06MM zqKd=iw>gXxK~?6}vjq%(J9%an31{?1kcBNmY1hu0dZvh@SFvpuop3&Z`}Or@rnebZ z>fq66*a2&D;73>p#Ud#=YJ`hN>%+bb!dD=3H};t4=rPVpUX#;-3%GEnc>c1LSv%kU z>E322ljrdG?)IfNMcP~7Qg%D{>XRi(+0ZY!m$;-{m`CJF1K^SS4bLBHwldR@6Rh>t zGH+kR<3?l28uRuMn=wn}3@Ic#9t!ux9A+AL(o-Ev;vUAs-^Rn&?-2t?;P)qg(KA1> z)8@P!US4v+k(lu{Sb7<7vSl+6FGaY}gATwMq%7_}deD^H^2FS6Zq}FrM?r=+WoFG* z|J*y>K<}@rMiFkJ3<%FpuUmH`OPs$IYh8DFpbK9-?VG-Wv=i;$!&798VZx>F!s?&? z2$w_^UUZuiR$XVr<-ptG&YkEaH8Ss^hCLHS6JF#=<*lXLo3++daw_b;;^<|S{uNDx zg=)5iA?HHUax!Y7yhn%zxCV8BGLCScF!9SMa6DkCG61}YemyZZIlEWOaQV#28JW?x zX_I3=hvhcsi$wYs74lmX(Ref6$`eDm$!eCO(Czm#jZXsQiphszXL~Iswi+cFWs1pp zkpqYWp4Tv(5D4d*oPF1LzpfkWb|^_HKbmW$koM3w+d?Vchs7Ek7|28OHZ3bmALrW- zQ-u^b)hwetW53>Uu-TmUiwn4rx(&^EZ0;l)s_@E|mi3YgF$GdP5VzG6R7_||Pq@h3 z9nCfq%S&>8jyE;IAHW?J%BCj&-$K&MMsSN9u+ccbV6Ijq{*taKNLzLrE+G z0@ZIqE>{Fojtpk9rPPgsh= z#J(7&t&`E!xmFY;mKx#~DE@=^J5$773>V#U+*+k8fQtxDy>BmZ%+wU>Qf$I*i_~a8 z7;D$A*c=+ge2#WOS^~;SQt37w9NJE|iz2m%f7v-}eH_UE2ceK@VkZh~*-+fo71_@m zud)28dLZh+MbiH>d`QTK_!lhG3&KZ%K-x~SU3Sr53G5yW)P=Z9!cC4bcSrs}CK;8B zs?qHb%uCbYW^5mymj6NJw`C~?MmIlXSK-KdERo^ry9o4izXWCcVi(appC9Q-J@x44 zCh92TBbMdJhsMjNgU5L>N z;Ly*#vfu6CckQ{?INFLI+r1U9t zcU92#meVqG0btiV?*q0vli{GEGn0r9kF7X-7SAvD=e2_wX-+j{(jUY69cN(HVs*Mt@4^HT zTbr|RX*oMKb1(3+DfYNnJM6KC`?1dR$a81fQHx*4o-D?Rq+L-&7r@o(myVq}4@Z7j z*H6P+@$)V|S!AR|IWpzU`wEVazkB%_Co$7txov^HJYFn7T~^FxXp+mTM5j`)>rP4i z&ELRKP2`?>hM0xZNkd-vu0*e1fpMf^Ygm>_3TLKwj_6n2uOD~rGhVl%QicfyJr{U^ zgS6NOzQ1Z#Fxyzq(*U1O?mEngu5j+$t*zffo?me@6NTQ(kJ^ zjbwvG4O!1HXzLvb^DZBUWk|T6H*wO1p1;QkyN;bd%(AH6HSOPrZhe>Vb{PD6Vh9)z z&=#48bUJu{P!t{}1%YHGB4enu}Ho=H%{TXTxtSnB8{Y&y8oD6~Dua@rHpAY@6?zc}T zx_Bu_Z0u>go?4r!%I?1ICml@Xw^b@GtYDcNyEiEds~VD`2@@#L6`QwkX-%I{9gasU zrCv^0t_LPAqU#>Z(>8Wpug&n(HyzF3skZ~a%x|#Q;q-}}b>+HH@kyBvrbK0f;KmX6y> zzDh5HqH*k83@m@M6%Uenbqf?iqoLMJHO@!Dn;x}^wise>Zu0tOD6?>L#MR$)r&jd? zOK;$_`!|J~1VgUMIE|!g8$>#W`j#^CH{v9GS@ZVty5fD_Z;>5$9Eua3#JcUx7YCiS z*OXT!1#{HgS50SK+psfRXXj2+x`&E(^(nuID2KPf+ zN`iQOOFdndE=-7fsPA<@x|-bMbN2*nMEweSwBKTb8|GL%KIdWYVz|gU?O9c3l|6Mq z*sIgvCfjGIrr4ctxPSkj{4h2XDqkqC*bymZORq)Nyh{dLY1<%F0{dVTjvUO zKKYgugBw}Pckr(Zagcc#%-i3c;wXapFK_pH|2Qt6Gn|hfXzV>{oQM7JNEPfBEy}PMK|T? zTf~N+bQ|6=1f3OV;xe0Jk!2&af8nuTn$bu*MnhqD!054A+_e+3$4Z{;*4^~i zWDl?;PX~9d9Ys|)C!P;GTb#mGqv&Mwp$rUGVDtCmr|Hg?~E9OU{) z?IIi)@H07LkSc9x^@YQ-fVSq$lTVu1E+b>9jN%F^`bY!mn6rn|W4L_M*CjtVoI>|> zl7wZaJx+DHr+Y;T(lG?czjgt<2J7@p41ELrzh>7(Uxc3O3{6j;rDLm3gPb^jx zc@1{W2@gd=6~t!6N7?qZMqb5^V}l#*g}oNi2O)+#$VCUl1;~oWa*laW}Y(Rsh3@a=ghP2bc4W<%BWejls zF7;z$JX#^QkEg`}QYMp|*n4Dnj}8P%h}K??zY|2#6CETdln=>fm0zHfC`R}dua|n$ z46)x6DWyRZOI@(#6(P;FiFl>~Ze~`fz!FLXLl((~i=oEFq4T7BaBHfm7R*0T6a~0S z)?H`WNtY8x$83u+Rh0M0X=6z9gGrTNeJvt0%xKyjmM%>S$k#N2A#y?*!X~I32n$?4 zB5*rdrT~^D5v&pX4*{+6n2AQw*CRAzS%8EkvXCv6EmzR~fqva;n@)@EVco9U*`Qf~)>FSzrQ%uV;u{`J9ih2Ga)Zx7n<+qrx%GgrU7Jtp5CCrX|9 z*y`%~|8157Ni)AI^k12T@L@vspxWwvLjmV4rowfVe zT`95$M7zYjsQLS}0`IF&vD z;_I3k;aY!CvKdt_RfW^Fp8k0vC23C+Ji+2}%6byGDhC^Z@fbH207|Zqjhsa%1W#sL z+w1JS%sfft8{kyhV8X-etxg#1ZPe6osvlLCr52;r{hHPbH*Xow@Z2&g?983y{58g@%wz;x#GOF^K|+2!`bybOJouwyWC)${9R01qBxXhw z9i}MC*oQNZ)9&*CYXYH@G({8w!2t#fqRqv*(?WaLFvoGxk?YAJN(2B|UV?P+Um@v@-&?7kLo2Io<^~uGma9GLQ zz3lW9Np?>6ej2Za5sN=l;3R{-r>lM|kS0dwqJ{y|oDXhEI3S9|u*OK}VL#S9snhJu zWgLo(@O9a6CgUPj@cAn*H@UzZ3+1HgRqkVrx{VS*h|@*aZZB3X3F&j%3Z*ad%JDMo zW>4gqG%G7`%5N6_?3YF!qV|733NUVaVp>}JOv>G3?~j^c+s-G$iU2cV*5Rey%}ky# zE$hOza$>YV&b{J=X9z-!=%`TTfJn}5zh_cig5S@&9&-^c<4FE?c`xAt*~ILOk}=f} z12duOu-lXX=IUEjLJsoX$qiyzUNwECEh%75T(aIl23D7K@m|nR zo~R7tmZ+jiqIn6g`zY^87%L>r%$M(r>aCxxrY^d3O-sO>LF8%hehQL`xSO6X>of|a zZUQ0!QQ7n`n;}#{)$roM8eM>L^C6vX!i1#a2SK>fDUBy^T~-synjXU&Gu;IDo&0X9 z+ABd-!>;&1Weh3l{5JCdWyQ8@HeFV1UwGI1eb`b=7iR=Ko;k$Ic4Te1@izzNhay5c z7iX98wbti4smj(SRc4!@O^`a!8W z=CDyIxgQ^u(?^=uJ~7pTzOux)UdhQ&GMP3DhK>qEeBr^8J|ZFQOoy$*6xz$n{vl+P z8@dTrj~RxRVp%eHENn!=RdJm`-RL){@ez`kIYlaOung5RggF^erC*DRskS^&$cO~r zUDLL7FfH+xqoUoeu$&xW_iQ>aog@|5%5Sg;tLSSXT9#B!Mk zXVaV~Bfiv=6v-4c?P-(~hk={nt6os7#B5tM$)bkgm57Iz0Hq}xS=h;IRocZ|toRD= z?mJSPPOC@m%;sW?#6Q!!XhE51BUyd&BAny>N% z#t->ea|ZkX89Nq7lNvcQ2xT;JCNu4sA~ir9qsvjTXH%8R3@3fL&3dpNdgV=m z2DgNKki!1HIrGn!ew(=}l~3Cbz6ybg6*;7HrR^~Iv|{3XbRQQs{B7DcNeII6Jh? z7(^b-ydgJ-myC&`A1r&f8I_3fD$=a@qDrSimbbO{i@1#*uy_oLoMT`oaPvEpeg>#n za6d4p4*Ok~){K?%R`d2%f^HkacpdL(%`D7@`x62gt3f9v$3K$T3ftvB1uxfqE%us5 zt4#<0e5U<{pdk{PZ^F#GEzDFNv%TA_Qt(6cPa3)|(-$=QmSj$qXM$ZlxB9s^HcZ8u z59DhkH0W^A#?-pG^ES?5(`h7zRGxCnYbC0Ol5FQJ(HuZ`Q5ET zE$!!3uKe7uxlBAT-ZPH&a?(g0L%0Tar)ycu;z`QaF6<1owNJGPEZf7%2F zV`nmP%1R|w+iJA9Ah&2g0Hn89iWC@=mzRlMhga=?d_qSBYuqGp;U529>j-%WY*2iY z8nb>48ew*hFZGDvjvGyP3HRZi(Sp4S-`*rc!zF6E*_S7pm@FXNNqO2@a+JE8YS~TM z#4XvuE{{D=CT*O_=hk1$#$3z{@~v%d*VKQ0JN@|V6tSkMvbMr{7gAB(Q;a{{@Qb@l zA{%<7;$x%%6{%-4oJMJM6f16ct~=gpP4ocbLh`^BFSb;$mDR7G8D@-Ski8Tc z+bb+)kcGc7_C5HTPVBX>(Q*GceC=YkR!&!d2SEA&(@R(0GkI8|H@qrv^^cXPfUf z$iTUXH*!=Ed;i*|{aM5Sj-FPA=E_xRtmj;@EAJBKhqZhIZF%1X^5>7#gG22SuY@vp z`EPZ2*P+Y2pYDhyfA$&FR35^AA8HTnGxMJyd$wajT`|zEd&`VHDNXp+5`7XjkC&m3 zu8={gChg)k$g-O_|7KiZCH_R#?{I_>E8;D7gfZQqx>P_x64M-r<-5RH{Z=sIq? zr`Jpj*Mso+oucx*$6VnjRzt<}_$+OlU=*lBf*as$5(hq0#=lO%6VWv78oOXDQa{xdqpCIY%YxW|D%P|e@K@v275KE5B`><= zVOtZ`Rr#Z0r6+d7gfDQ1JuCcQGA_t{=>DhQ3Ax zx#dg<`_|RtN>7!>7z9KQ@ z=6-Lr^iGx@hQNR;!|)L2*kWZ-hcU#k9}9@##6S~uRX;bh{XuhQV!uVG(7ZC4QbgL^ zS{UQ!p5-o#S;K4MtUobI25DpCmjE`ar^iEQ8Y9yFN_RSj#kwkOG;b8?h$MwZjR4B- zcrriN=zclRWWI_0_)O0=%N@_8`)gq@ohkeIkrMU0uy;Acd4`Tl9gTJn3_=Z2f~MR@ zMHeSIo-FzhjPwogPSRTSYdtBo;OkzYntsNU*tdB zH+UYo`nKP-3Y($mwk7QW+$bPJrf_tgBPF2Oxev07NcPWeT*@wD5mS3 z-6>KtZUiinF6100liVqmiwnG0n^}g7YmQ31yn386i=Bavg3Gzn#3JIaGi=Xcr(gK@ zwLjf)t1+$b4Yibl)Nc37kM69M7c?GPikd6FUSz7x;XTLT5o8KQ^TBb`5Ir6VT zSXzhJY?*wls(7N2SHhiwkgttOA5m~h96O=eU22*=h{R$_t4@Ghpbct2#ZCO#W5X${ zD4N)K9h$?b;jmvjpFU#!)7^r8l?PR}t7xp~xxA~W0jKI199oL+vd&3ve`SjhKU5D%kyz1D!N%P23;e9Hh485@Wvg zzFcuKzGI3kYf|rNYk%2k>3u1xI>)?zhRmGcuy@Q`Lqxx>?Z+SExJK=J0V-%g8uKqK z)BU|P*RaQ9#Pzy?7i?K+Xjz-!sUWzM^4u$C0c>=;=>9$TSRC1}*i3>KO61Xd>^z|u zpl!&X(Ssv%>s4^9mpn*!Tp=f%g0cKuTEhn#y{Kp0R1LaJ8QfOnqSc`;JrtFK3{Y;c^99w!))(0SGlNd}4 z5UFZI&KxVV^Q>ggDDqWp%xhR5((`3QKXR;Ulbh9%KWkB~3Q!Xq;P9-Qi@KDA2~g{p zO_}w+jaY1BsJbC3iO90o{A9H}vK3y>@ooWX5-W$!f7^yw=yss4F97%?1)JsR{s}tE zAnHM}(Cs1)|E*UEu@Z^@S22DwpJz#sc^rPKK(pgah78WoapQ#6%f_=<4C8iL%J$aoYLw!dHTuKt7sN?^*Ihc7ab5X}A7X zRKNs{IeBxZK|CYnCt{9v+4t|sJ1NCOqs%y{zMbF`8Z1#@*3Gr5-Ye13#*rW6c;2t- z-uwM#+DcTt=eH#8WA$Dko++x4| z3i#w^;D%!PeCTEChC<7KwhM|^m-gyHH|c@^9Ogj$rtR}CC~Jk!1HUEWz}#i%4XJRH z`F;AKILng>-6VM)IY)&w^1#OP*(2WIhnmN^hv+Tjq6Iq&sWJ#7MrQ_P{zrnjo~N(e*w2y0eF4 z-)S*RkK|>F+8zz<4Q{@09iV+>6xy%57b^77A@yJ=U8f2isC|HrW?yJugyc1L(;@!A z%5*;$gJVcywgme)#ETa-LbeI*#9T zdmh^iIX)=K3)wH7#mLx_k$pJ!(UBMy&AZwj26I|EHFkl_Kd;lfmrU|!_T3KJzK5UjnvZ@&`{`mkRz8>e;Su_fp5dce6zii zBVBfC^w-;)*3CUJv^kc@q4bKMb5eq)i=~!7=0y&c(UaC-E3O>9s1>@K&hRtN;C|g8 z2i(Dn5s&@QvzR76XOoACUTKQ~R$WOEMLft(wKNYcwj(fgo1`M&6EAwPSSVLqL3$dY z$&{QIy&FvGPZS^-R|~1%KJjCaQs!l+(^nn$ut#G<_kHL5ge#d-r8G?{^z?Hfs`d&LRvl&2i8-qX|+b z;usu$y@sQYw`S`ZY+8<$1AIn~QlcjWf=Gpw2WNZcL^@$EF%B3O2T%m z)!j46FTx1s2x5`1o>NK+#}1lv@}e2 zvmH00!K+P0t8+DLaR_5V7%3bElXZz}M9HL)(G9|qJZV$SKER#k4C)EhvbvR&>#<3p zgpQAWo;r3S=JA!Na%FWx&qm>np;EwPTGkxG`5c!#YWE>@s{XxdR{dzs-S#7U+~5r2 zZB)-=jY*pzM2taOk5Z(c*0E{#NmrL4P3jJe)#o`$YbKBCcv^>dv7ASaUmh%rMn{x| zGRZ&GkPvRyBM~i<${3?(hSFw52^hXY#+XEUgBjSf)~CePurz>Qt#jy+io zc-!6~d;CPTt3&(P%m?=$g`e)!fnUZFPHEaV?w;9;@#Haak|B)L-Jwm_{Lr^Kfsjv= zI&Ls2)^9Ir+?|{6%!aBpIk^duav_C1LIBLxQP~2i2A;m(0-F?cQ8RM-vD@tR<^vEq zuUvyN)|?-DQ{c3tVa_ES&l3B7EIJ=EHjGJ-i_QlUMTfLHhfEd(ikgS-^uw$U(YjC> zsY>tmZh#5iVwLKIBFxL>+2ZaZLdQEcN{yU;5f>f=lPVv}y0VU17Y-qsAyGy=i+gh?{2R%)wID7O-y8X+2oO(q3>kp^ zu^4fLhrsT4O5TW(u7`L^1gzab5y-gH{3@*RNw7AYdr*1y(F3F%iVlDKO8qKFG?uQP z{3T+MBw4p3kxIFK2nT7vj>uy^M0$69Z3cmzr2NHe>P8UK6yHEUlH2PN@AgolkC+Vy zJjOo3rc4U2hN>p>f2D)gXN$B^?TD9{6(Qe?)5kacB?=ms6|m(f%)BFA9A&@bNTja# z1I`gtl;J)av7*oRR>6}Q2cgsqB28fL&MXTmq>&;T@YBl!(wfVUzx9*DcZ*N;T*h{p z5(T`cBD2x-5OB_nCF|s4O7Jti+t~HZsf3$oJTl3Xqc_P?8(f06S7#rd)}htxEJn!m ze?YahA28ck?%lBiV>_I`7tDTeDtqopzYt>E!VnadmLHQ-o~FcK6EH(U9gpbRxF*al zuYA(V!4gbma8LId=#|E|p_NA!ZNoRZI0uf(beS;K2;~K1gRf+t>=2PA;3jq9DJ1h_ zgDc>OR@EzwoRMsYk(#Y>WTv35leOzjt*)1l6kX4r2t(06{idy36qf3(`fJuyxy9#S zCFs)jVGUk^h<;SM=iWSo?}C=4=awn`v5%Jk6$()LPTTv2o>NvJ_Cy=GD)oLtaF8j;kf?^YmD` zuw)&82{=B`%4Aity(I7?|EHak6Z*Ckv7w2{4IA1EF?dV(#CHRwlPy&vi2LOArAubF zh(zYB^O-Qz%FngIO2;g@jkLAe@sRr>TR$Laznvf z>!}`6qb%T%8Sw??#4(dyfu4sP`3+)kv5r2mVs1TimpD4mhVC#gvurL~UC1h~g5wrfDRDh+G!{nUU|z z6G)TwoxyhyhQ;0Hn>-Z;`MLSlrm&Iqer}xzI*_OGlpx<(X3j$kAtM{GCM)Kv|GQro ztjkg_d&QMIieuK|$FU%d(HYppHg{Ct24?lyVZl|#5lS`WOt{0c2+df}I`0}@q1 z4LQS|LAqg6Q(=+Ft}mi(3td0;G9tg7w=_R%B^UaqS8g={0PB|~r-ZKk{jL+m1DJDG z-^gZ`$Ll@je=14*MB8hcT~7Zr#}!|-X+lVkwCG=dgy22x+O`ms9x}INz1=XznJ|rq zk+`-ll!*IF! zhXs|f`h3U3FPHK4eQsTGs4}OkBLgiEex|LEiULmxCZo5CR!4=mLNGHeOaT0n^I<>+ z#E~X8zgDP3PYY9L3zJU_v6dpX4(z7=ve(;H@{bdTZ`SQf0Z|AtNxGxb^XlDPdm`4@ z^bt*$VE06mNl-|heo~9aTzmc6t=Gl}=40>s#~q1JGc-dPZ{`7&9ieZMAB*D*6|<$F zIhObsAU9NAlX^6zAVu=uIq#nj&I{jVdU_3qy;NaCj+tkqj|6jUyx&J12~jSIF7-{P2OuD)x_tHeRl17}UmZwQl@AWB%iA_!60+iRzu7SY( zn~-^iRT-9fhO&8^uF{6q^LxWl!j6iP2{~d|T*5c^K4sKZpF_6#UZttQDhhpc&~Zze?XgbB#b5HqHhY7e5wh1gTHW`VZ_-EH8-P_% z7v{?jK9u}w?0sM6Z5oLon1l=DO{R-s{~*GbpHbeAEj`{DWFAY)cxm$vBLrV#D1f67 z&?vs0zh53}zrX(aZu1cIuBPT`cHio-NSW~*|C8Kfk9Og10Y*!jT)ngy?^+CH7ql`R zL-wNT_O`M67&h~Bqp%V!UulA!?-%nun2K*cD(vygv6swgUYVR`XHCBPBM~*-$Hn+6 zjcjIt3%YnJE_kzbT{j%tC1v01e~uW#fM=4aV9DB8Wjd8$C@^!D*_;L|hLYgdG&!!o z6!3o2c^XdPGX{18F}B)Z(z)SCnIWQO@RTvFM7CKU_hT3wszu!XvP^xyF{t0vX^C~W zsTOSVI?O5Uyg76l=b79R%H>3`SDnUJ$PXM5W40`ST0?w|ENMsqc!Uwbgj=X^`B73;!ql86L;&qzI@X?LWQ}WWAcb9{ctslcB#MP8895c7OD?DIA3Yf~Y| zsHmEQr=KvSlxU6Av2a{g1d%PT-~{%JvASJU^DIwntYd?}jaM&NWwU>K*m6IOQZMn3 z8@bG~ToZVLu^Cpv`??>n6M_cbWrPU=F%xi60?2HqOs=IX+f|a5jI}M{KCys9o?2 z${G?@t+g>-0H|KQR{7M_x$~{+(LpnMhK8o*>`o~;dPFtZwZ)>|a+=)M{g7IUb#oXa zOF?IdX0a+m5jdhnLu*s_>~(-IGn9_!`Rcms0x^`}`8jE+lw}_w+!IBXLlYRM{7wj0 z7$({cl@Xu-c>}$k*H@0!;Q>Z)p#`D)RtTC+O!LyE+ls0*l$8J#c`rN z_$-wtRhFkXrMBjvb*Dhmyt!9;S0_u6{ij{Plihw03F%0=sZQNf=eGTnjs+hoUxKt4 zft2#9lBl!--Mvtx8NASvS0RH)KA%u~(~kKom89g{8+81VzhTsk29qMx zyQdtJzLNZmOZJFuMQ&5L5&>M#rOZceMFhwBCGOxq(#;!z6<(69A3R*XgK%~cM#CCf z8Q4468R}a8Ub5CRgJoo9_yb2n(A2?R&d~0QwWW=Y|M{ui1lkSp~M5~zT?@$$m{$K|~*zHb1K zBt*nT06cwYg00ek>Lk6@ucz`?;GB78tXBSJ?*K|!Oy!^a|GpkiXAr=p`} z;gaNMVHf3~r4#%nC@LeTq^!iur>U=@peL!QB>(#$AP9(vXvk>f=;-9~Y;IvKq z07r&EAz~DOM3vY5H_i0_8O_w9hEzT&#;@qilq`WLBrkeXrP?P`rE#@457wLhtqs7d zzVhP`UL{nS>!)|`UGeEnquyg7ulbWxsjVn3a`2XB37?u8K+Y+m1k`s?!620a2r5$8 z3YP=G;2q+UmNqDT)wTt~FK0!=UKKHAANK}gZuqtpNrJEmf_a2RWuQp$BaZn|Ir|NYlEmL<w-(Ey_g$g)|XfY4A|v}J%Bn+wa+_k6_|APW39=u|&3FDG6O%%>1mK<2-I z^T3Idg~g@J0EV2*#?VC^EeGzGE(Mv+4+kWr{skliB4uXF(rp4#;5(F)=1&W}OCU&4ZCxZ0G4oZ= zqwo&+_yqxRj{evA-N8W3|Y0L74(m5EcsvHr9?EB_*#*RLP9**XKg0 z$w^S7Bo-j!^b>%KB_%J%2a_dUA&|@mC9QOI+J||7e4(BjvG=e1qd#4~yyV9~8g>?W ze&n*qw(HyCxP6UiU_s(ldr~a7$IJ7>$21@S@}lnjX~ge<)YGK=Kfn$N{w}zPnem@4 zxPOG3GBW(bf(zX3f0y980$l$sxNyKoQ;!S`B%t8nVBk={0|^MI^Y2K53=ToW2#F#f z52b61O3dU7jV2hAUEKvk!mMzCu4gv|i$Th=`RNi93;QD(IRzyZE8Aywj{j$Z3w(=U zDJwQ1rN6pjKi%A9!K51Eaj;^iOn7)waZ-RtG9F2PLX!jiPLj>CNget4G((XEGq2-z zsj$yOmCk_|efcN{Q9@a?Ie_O$`Den#buNAzMPLS{Yl|}tNeeP>Z_Dp z`VBzK<-ipyzVaqOXmDRDYdWz}fc%k}{3qVspID_5CEt9|Kxp8)th)=c007WX0A+>m z0^YM?Q5I|fIy;Xk)l8P{gtl76pxo8p9z&u;bpsZ_55tab#Ine95Xq3SKcD%Zr3DVk zAYuXx7$zXkh3Lo;1J=Xk^89EArIyp#=lsZu0ak9bsxt9MfIywM%NGbK02n~;PZ&B1 zKn{>V`1gg6>7Ooqf5|7NZnkrh_oh{NWn@n=bu7*v9wwHH7(} zt|3fpf8Zr^0O861qP%3UfAf<6WklrY_X`Om!(ULft?j6UBys3Zi7KkvuW9@msxr1V z(8`Pem}{6dOzu!JeSYTQab1r*e)tYRGS>?Q3~EZ;F<0lfzm6ZRX?r zcdQNR>Ix|P)hQGj`2YbQ%10pgHjc%}2P0H!3Rt(LWClW%&C+*6$C9Gp$PdicfnsT> zsx@RtpG3&3<*N9?dpk)DDK{(t6)miPgt2bt8qDX?QIt1T>C~~5$4$_5;z?2UvKMyi!~F zaClPMGylxls;A}?Kcsx}R-63$nP{}nu)u*!evS__ixcBfaC?*D<5yXY`ofRh`fqOA zw-p6G9O&NXq`a7C>PC)i^;nxW(y!N7_hDaN%c)mxwdtTRcd0_R6D5%iv>X z>P$g@3lgj&fCTucEbx`8CKzQfzC93(H-9v!KF7ZSnNVH#16Rm!qsG6@R;s+|hKYrE zDtu5jH{TE1iN}y1Xw3RxM#WwbX*gRejZcf2QYB{HNgiX4d<)AEjw=G zrHs^c>bMUyljA1=H}c^ytvgOuckpJ%gS~wz4s*9hULIgS*=lz3A!xRhlSIi(6jpf( zpM<13ig=L+yJ6{A_OIi6xPJ$z)v5K*HFtLeq5V2}7I+8Hi0+wyvDS0Qt_f>bvSL`B zJ>aam+fZB5TF#tx`@B+33#mE+5erUnh=^&9V~EwuX79Dt3{i zdEXu`=if(XNQvH89xf`F-U%*&*MyI*cl7WhFPml&a9*6-k5Ah_&VP65+;D>xvKbm5vns2YH>Qx1Y1767z#Y0&`5xoCBApn9poym4qC*k}nv zXx$V5MSq1^R$|<6Ij|z2;}~!S^k^xvpnPTWfEMr{W%qk>cV0m~Kvbd-p7H}42rJN; zM4Aa?iw9b?iO~xG)#j9DIWol4f3!pcA!Mn?0(!b&MFo2ivw)LnROvAy7C_#NNfvw>EI^LQRw0rSP3J!@QEmtu z%Fauf6%7Qo(F^f|gaDrD1d^58$1ryhrwm~LXQA*Z4izyIu$vXhfn;l-cb*`m>LHytGhIk2#%Hxl3gdad4^5)>faq6B@i z-zIERLqh>|HPjB=Pl_e!5^=~qb`+p)6yV4)K$-k)R}K;A+!r#!=B1X5ehXm%1jO38 z{ZUW;B3%zV6rLr69N6eG`GG(ndQd(<7HFh`qy8i^qf+5Y&Qz25Q*#dmQ2YLNs*7j> z$;ti6^Ys$g9tHFve|wRCZvwf*6{9GqTnF0A@&Z`w|Fao_hc)UWFYDvc`y|f~!?bz5 zIO}L8yxw@eTypdG^YT#2OR~K?JQGlpBs2F6lfo%}2w@i2$DnP6DWH2=yc5P6#bDTF)ogrFJz!_od-CW_zCpQ8FhDL^p-gJettkZ1Km zDL{VTIpuKp8U(OpN}+M9C+a2sAq$r6pRaGgOi#+t%Gkk#kdcj*^&izYpj-RDtL@4C z-}cGBmcErbdqY%w!JBxUJ63Z1Ah*+J;TaZnsBBq=Z=Io_EX%v+gU43v$YmL|1C=Gy zkuK8kSrKoXG2_g&Ts1oqz1IY)16aFc#+0z$N=D3?eg_yL%y@5iyt+;2_%LNk#(OTI zx3?bJ=7ekE`<8~c-7phuPdy0XmSJCAuOIm>svQ&;GGIqiN2MChAN zx=v$jCn)}E%7Vkd;0K}UAulODRbyENIwOu~|835sI;}*pO*jqoFd(_BM|5o}!abGS z%-x0$={8X4;n{T$%*rllF43%B5wpu$sJ~aY^;|S9Z?DYzaH>&2kr0Oh_HJFr`W_=( zVXi>Vfp&lZJT=w{HE}O?rSnfx!>IZC>wnO`{duNc?AmaaksDPG_%>C+ z{fw0NGWAk;xLmowv-v2o)+%&y{1kO%o}GnYEKa~uega{t;uY%>@5xtg^4FUA-!{QP zYNdI!X)zw`dM8)pG?{BT1`NF1zSYl8Leb~5kvZOK%;)RVKapkocd86*swIkfxYh9g!y_<$|y_?6nphvU_0#UjTM z7a#GaP*rxHAB2y|#$4+PA_GGO8(e3B`FRAc2GRP(MGkTdZE@$DK0*-TOwoUfPGw<- zQum-NJM>_9W9l8vS8*d>u74g-HuI#!3UEb2tvx+WLiVRy-?=NxyuQ_&`7i*0jf~%# z6GF$64|>ji-jq{`fPDV|u(OqtT}m5xu`MU8c2|cN~QK4uC_*soHC3 zs`1=rKRKTEVWTKJa3tzX@!pX9s-J<)yA$f!G6^34J31+#0EP$=-70BMklz9L+Xt&U|Ws@55tfJJ+P-BNOEF&0@sJ zS)Bt|V3P_0(ERKG1Rtm3|GaBLWPdqs?D2Kc?Batgc=re<7#Jcc%eM*H;i93u@ebRB zfgSUFLi}7-@DlV!tSkiklccE|aj55V(F8A--d`!@PZVI_ruVS~DU4@hDtgmgBlH^` z+iLZCESg!{senRDLtO2nT(H;Nh3nE{BpJ6<&%ZiT|AQ~``JWvinSM7Z{6~Of;rI-! z4g5nD0OrrE|GNSt2pNd;zdL9Ai*(Mwc^;zG1f@#v;hvK{HSO3>^DgK5_6|_ToSYjG zBQh5Y34x(vk_ZLlzLtM}xsJNceO9x6+$T6z%QW_Xa~XICc!cs!K)qZ>y*;9VB>nqK z|1N_6|2_r9#XTtB62+!uM2YybU@Yjg_Q;F@NVa|G2ob=Tdj58Q1FWphd(ZdXux1+q z*VuYDQ}g}#Wt$I7dU5T0JII3h?ezU^ZTJ7{XR3@+;OYJkd+!u&Td-{jZsTn8Y}>YN z+qP}nwsp2`+qP}nMx9r6@2z|I4KLA}{WCbEW0I{w=0G@vnU-%2&3xjuz+4{eS*m|~5aw~rTsv=J<1tz|^ z_W#m-av+QU%4Gj7oBhxEpvWr!?T_#Y#i8uH=kCxa-;Z#v=V0pxVEa2s{$F0U?7{Ch`|0a^U-kS>&z|6QMqe~)NWdeVKp=lv@VJ>9vx{sFl0l_2|< zk#Zm$Gw-Y2A&pc$2h+4K!lwV;jsF)R`ybV5|I77%gi@>Aqvq2cw=@sp(f0Ml_ob%@ z+3a5?0%4neS?LODpz7Y8{Qk&qc=~rP1jzV@)D7rAv;0R8tChJ`zqw);HjFL`_HKVBY>*^91CPX+?e0oJ6|_v z!WjQF5Fqs5kH*Tcf9F0wlK%>+1LFJ(E~5WwB7oq37>X)B z|IUScNdHV^{xi#egiv|>pThtk_Wwo;k$+kFU!eBi1L1#x+W#kj`!7)YkL1SxWBtEC z?O$2`|B%)BAA#ZjBB(7?J+bZk6VlgF&<_Dv$p3v{tk3z*uzrz!FGqg6_nh%zAglO3 zH|jo2{gqJhHs${Sj zxY=F#j|}_Q@P5WweY)XDkLpL_t6-TKwS$yFWOH~{uSd-XobaAnugMT=|4 zn^IDe+NPVk%A2k`|GfiyQ*#09hThy#d3!rA{gF#a<@<7h^!5De)H|R3ZM>Ot3g_lK z(%HW?@jOI~Tl-jFG`+AuY8SzaKCmFrCDbvq=kqnqh4r`XTHer;RCk>ptVg-*fm1J^ zwHz{9cK?O-Qg@Esy42L5+eSE(Ojx#=BjOS|73K6^CrF!?BBgf4lzDQl`T5HWJlosn zr)KV5dzu@bVE3WrU@n-(^7quF*kCVM!}(fq6|@UXO^b0R^DW5?P#RvP4~Jmm`Q;({ z#v*@imN5>+0lUi8GEUUK=L81g4@nN_rJbDbubZ5o5A&>Bnzxmf5_h4%Q&A9FY7R+S z{Z_C2AD*Tn;|a&|4xMka+t@wJZ#U2P4_}Xu*q`?q8s49QAFeOni=Qf5rWh2~3Z@dE=*Z7z?wFv*&g;Okr~^sX-)1(H zOxV)s7K+U~DNW6PikPL6|? zP28abjp;zvN7$DD`x31+Nk#P!_IbBloIPeoQ8G0bQk!df6uN9ylv~s8)a&#a23BEd z%^!ig`xO}!7pgl9SQuLk1n(WY`X#l2oRu3d!o96jsB%y;n@=>lCYQapaBPb}+oppx zTPn=te}9$wbQc1xbj{LSskG+)q9UY4bD=aO2j#WRH?3Pc{h(}h z`V5(0cBV`olFZgWD@t6WS!lm5&$>iZ z>vKP5mP?svZ+m}dS68KEn+8f@Zna^<5m&F-5UGTl=-26MYvyO^`$fZ)T(6JO6nPGm zfGyflJGUX{VkM}l(#-Pg^SJU1bg9IJH}b1X5f<;uo4vfW${}CA*l;=T5?Q0>={cWdg1dwj&;^$zN-L|e z!LLl4ER}v8a7=Lf%J%uG#n0wf(+*E8_jOd0%nK6T(;7 zja2~X@P+QXrR3*j3sJVC`r$~eWP|g)vFAFrg;G20D1*V~G1k}*vJ6T#M<y5D0X z=a2ER&Kr!wT{q9%cY@+^GDshileTgo_88is%iaq;1-6RWFBUf1(4lMPu0Hzu`g$6w zP4Cd{de-Jd&mO3rpY2}0JKNOv8P;nU^aiDU)LKD zFBjTPos-}*w|!mq?MV5|zpY@IR@-7d6EOu=G;Sz4@!>XsIJPm+kJ!E2*VViIgTt z+a{ct*euYYqg52A^I3?cf-Dd+ApBMXcXzUck=~JA;L5z~{l={wrX;$Ek~L7zuIc;U zU`iyxquDWQVLG2gpg~sMGANrUI8Z0?lxjX;OGM9noxU`#_gwo?+lv|>lX#~yNqmtq zRi87oglh(EG|OWJR_sXJ%lay)>a0(_(|XlA)8H&L;|k$PE6jwuavqcFP(K0;eKrU> zQ3a|~Hk%60(+NYP+LPU3YG1`Ck_n|JprfyZs@mqLgu*s=ZXllrj{@OcU#I<(`DyP{ z+r+8uF)+LNzVl0XNNy+dX8Or)B`Cai5$R8A*+PWF@at`X<9&_R@a;vUbxFohryDeO zkGb@T&DMPf^W8S{REyhl1*>5*#o&rQ?fBs6Kw4i-oAUUI{xsNv1uD)E!qAF-y=wr& z{j7FOgA9lG>ih3p%RqI58ltfvJX`xPQLv#U7-x9tSucD!;jFwZ6wU*ATZll`hB|8^`$0Gll{QtPh+CC@OA#Nfbg2XBpo&U*8S=dYgA? zYI^mMU4ssA8jK??`l{@ed3LTRORnX!3>>WSKuQ!bdbIK;YsdjXENB@NEkKq`*~d#H z`Ve1_DqmThpdy~C2Ng{ZFsj-ff%X_fAVmY=!xF}}7M;%%>QG$mRFfKHsPLP*mR!3~ zl|WQ&UnjtTn7&kLUsjij<+?C3;&(W&dFNOTZWNT)=nGR6#rrnt-qSbgFMw}E$GkLs z4AbL#qtz1Y4a?DQwfrhDr^6mbzNj%|&ijLH9^NEqL9c(#;m`o^XL0P8RDI7{{$!_e zxgt0WhhN#yL@6E9C&CH8FXy0e%O zYT6!pz=OPrCOwx(s7<}8T`Uq%G;s)N`Y?qQBUhPE0vgVnd;;!~6O3RNTYOJpv zTpEIbTl-pp8#*Hwo@K469g}59$pbHjuoPhkDMuZ8$R&f5%it`_z%7v}t^g)4TvhqZE>AjDfIQX zCPuQP2taWENF^aY=t$fvl0|>MqmpsL)m3V7#%8Z6n5X3S2n{M*l^+RKkC$#FsmC)B zvWpO+_e86PAd7xaP2oT8DqNk zHLqYs;%esJdm>N9OU2>(j{lFEi;T;cnc^f;?5VZdV_t zb>xvG=2axQ(io|I;~s*^_S&HF|gikfaEIT@pVpAX)unW$_E1-QPbr7%Aw7{q^DDq{%x6MbYpHc z!630;5%t&1g)U9`m81{tjN=-EoM!R;2AmO+@(g{-E&}SDQwKoC)GT`Wm3tNWWEW%I zyv3CW9Ytgpm!lxXB?T2S^2?E&lxUg25^a$_(@D->h>FXvlJd*1@t!^Tl?_AFdfNu}sEOx5nchIFrb_d6mYf zorZ~jDmgobPlY4uW3;pk#xXYDGUb*hKuQKVo7(vr;R zcRSOn@G6)*s+PiASva49o7y?3H7Ww3?d2<=kR^CvgeowNLaA{m0y}2 zo=A@~z1N|)x1sIAr%@+m329&_iJCd9C~-D&Tv#=lQ^!#ELJ2N-ph?S#+;2^HOXqEO z(q~pRa-{zpX1!OcoKQh}eeIP?s`zd+wOcuNse*1-Fa2T7U-JKR4%Gf_sIk?q$VPLd zY34j`;aEbb-~a`{30HF{Xra_1TW)9B#ew3uq&cv`*a2$>T75IaZ+vIqls?(BuzIvw z!Vbdr5*Y2KV-Q1sL=uK_rSjTW!#R#>fgQZFR1*r%i?Nf1)9POVi)TW;ryTdiGEdS>@8=a$W7DJf8x;e?`Ej8H4#%MIyUQ$+JT^LXI)nZKXq${AP{^W3LslLdoP$ zR7+mfItw2ZpdocqTl7&Mc^=b2W_9vBVF^}|dbQ;1kUDZ8i5^jqrsS0dHa=?e3j`%t zUW1We{oE*VpA^O;8o3fUI*5zZcTU6rbveeVu?5wd;GM~bfW#e38xb!CF}CCvCO0ohIW^j*J#C!Uj3<$G%^T>(7>!``bpZbq7NA zcq-yGW-q@>8l`7h%bclR_hlDXj19SH2klP$> z02Qnn%Z_RE>suRkV=Yq(aBPn4Pmif-V}F0|O{jy%3tJfUH!*!b9x(SpA0g1H66Dw< zMw8BoN0jSC(j7yD56I}S7;%idk;q>&GVin~5Zv%=gv!dSGX_rFXt1BhzS`o4_u(3y zm-Fdq;$PiVqxsZBeyvPeUFOD6t69<@O_3&%Unw3l9Iu2#ii75o6vO!>qi1+z zmcNwEDfqa@3Reu^^hHk9`>n{1Q5ELw2uo+z4L9Z381=hX^q76Wr&~0qz{V=JZt^9R zggiGO$lfn$wgZV+Y|`?`7rdulrPl_FCPmpC6fN(V2#Zti9(eroDZG$3x_P=YFCV*z z+|J}r?=Kvj$7*LA#;7JLYhp__?DmPh_nAeZgSe!QmO z&OPNVk8Jh@g5`K{B8UNZ?_Z2OZFc-2#eA}G`7z?P!R~Ob)S66%6S)Q;Y0LU+8CgA2 z)>H)!+SbVZPmxO^^tf7znA8gqQ2tB9(`Y=7KRZZ6JlV|OCpuKw5pg5 zFB>yrR(Xpehkmk6P&X==4g8oA5x3S$BF#$BG&)Ct7KS%E>0KwqI^MZeEYpHh?;qNT zlb^57g}6O2J3BQ4q8yutEAd+ex%(@9^and@H3yzYnCB^-tgY6(qJ>DFv&`|;755w9 zLhW-rZjoZ9)-S+POS+WvcjPhz*6whlDv)w1mEo^Oc6Th02q|gO(R>o>hvBzS=4yk+ zRZ)AHzv3K)l~$VpLUiP-e+yU!Xpl3!TPzx3->TjEN0U(-eG9c^Og`tYO%INZOQLeZ zPLEYnqrfz<)ya5gzl{??t+b>HnKp^#?U1%GM|H7heD*{lA|H!W)pmVn;k*&gXkND+nDt3Je+~3}qz3Tot}`3LZz!XneaNNCU*95lB>+?x zArBrf%7cFd#a5B0cZm-_tbj2<6g==a9}kUmL_x~$!Kc=k;-CiAn{EdIa1QA#^5rtp z4wav!&Dsl+KQWaNSS19;-{$1r`;VTup#8>#Q>2KJ`QVxvzrG6?YY5dGF>dG5V^KPg z;Jus}rbS76M6t8IX_g!kMwoQG#MQVi(Cx-s?vb%S>dy_VIb*7-3Eo;l?32S& zwB1a_YN-QjxTD^(;^gz5;Fu^p)%oLORjH z)YDu&auX+0nQIc);wlRE{>-e}-@C22*P4^x-cK)g)AADYYXsJ&^}OykgLJT=>TBy> z`ACc&3vrAh!xaeAM;e&+K3b`4&D%+CB2%H0ydo%@lXSpR%e*qev z79011I|6W;mP$s504B$GRbEV?@lDXZfwA46DE}&L?Q*JC|HY6!@S%Bd+&u;#gC5S; zAT3`g+rYYSm%8gc;2ry*<34V-eo1$lxQIuJ30J&Szj;0v6`a7G@$dORpTdS{WQJmz zJ%9+UQt|mK#8x>5~z^kI%STSCs(%Y2o><3_U^2oG6lJBfh?nt2ps$NqUS6NLe%Zi+i z0QQc5ggem=5F#FB0yRYU2-p=z{YcrvobCz0${cCt$qn1d1s?e$ID3bBu?aSSPs zI8-vt9^K1@BLC@%27ow>7w;$*gQXsUVQk<^_pVw!M_4Pi!;iWoPn~21V^YV)ogdt` zF^masa`agp8HK~L83B>WHiu=2Wm;E?i$4`~Agka+-V{;4Bw>>MBp0D13Q#d0z?NtW zN9Z8(G-#BfZzxMcI$jLM2|N=4x>a&OLkKRd)I~|#B{K|tQ@OGjqZOoy8UK>xL9XI# zqP(|)3BdT1NW?&^$E0xap-r7C$=3_I_f{jDB_h@tMsG33hFURPyI@;SBqLx5RD(ea z*8&lOa<6QI05Uc2kwi8jL(`@d*A`)B=)j8{N5Majg5RPe;epeNawwDn_VJq`h^tZ2zXc42%i-mMCgBbiVZq45Irkz+)OLK7&2fm z8AqcV74=bDJS~jGi5CwXIf{jjySG1H%c`f&gpDw?-p=dq9h2t%xXmVq zE^MbkcdVmU7kQ@2HoL=<%_?{9-HZ)aX1I@{1`BVu%cjPTKW-+PqfT&BR+^kh0kM-- zp7JK<+wp79+12$em(fpD>)q?$Lo%PZA5W}xy1wJ#JJwPSL0&)o2|~GAsjf~47$T~H ziPyr;EzeRF9S}i@;M&%LLc*5LD?^S=JeW+Dy_MG-Qz^{UfOp0&RoKvlk1osBq~Jwv z5DmnL7&62Q?4btC{`^C2B&Ds(n@S9jEsd@@v+p*~<5isK?Bc&KIv`YgDsMD;nm%p{ zZQRjYRA6HdL<5z4E_<Ah?&qI#E<3z@H5yA;8Ui&Wb(`reP{7A&@6rE za*L6i*y}P_zgXXw__`bdv3HKn?d8|xR^60y8Y>+N5KZO0R=?9RxBu#g#y;t;KrWzj zLRi-2%4)2J4PdVJ!6T)v zH|74fV}>B-S&fM!{2kvGy2a5+5wq^o$=)Y?fldMEVZ2B*YPR*ML!NghUHjYFnj4w9iyb2tcR$* zkp01~TN>FF`!uuDwZKyjL3L)VCR!^Ui^uLAm(9>DQGqWQjE4=kC*FT@qSZ5K{sRJX+c~GzyUOH~;+Zj`FmV7hLUReDRo_|i%I;&!rdpeBDqRAJL zad|N{Z~XOaI{r%nNIf!7h`fYDl}NKDKK-qHIkdthY!WO`Ic85>6_xCVM6qED4iuB6Q!gBdhk zAH%Ef!;P1Xrc*XpmKG`LEQ4zR3^B}AspS#O%ue->cpaS-B+HE}cx`*$6KV^8a`n_Y zGiB|3qH~X#m@{T}_L-K5A9kr_6xY&Kd`L^k^;ENqEhN{>BkEnW9Wy*^r-wVTi#goy z%NLNb+GseXmE&hyktR`X`hhm<7L?-1u?VST6x9?9cw=fT7+Kk+g>lAh@O|?akWqX{ zO3IApkV?o0^L(2Z7VV}mcnavC1ZI1&D;J%Q zA}$(}3tx}&#P*Vp-&Ng09=xiI!iE_gF_H@?lU)eMZ8*bNCwE`CK|H0xfzr`v(nz$w z1x0}k&|N3Ev0lB~j`=^dsu7g=3X-EyCRd2HYpI(dE1y#Y9cttmt`*re!~OCd2OTz@ z zTO*~l#DqxOm9eR{kVt=+(Qw`wM$_cg5N#QE!H%$}@(ZXx_R-QYfB*H(48g?$S&YD<5*4!gj+Svt>nEvA4xk2hGMg78|`+ddv*l zw*oGq%r! zQ>?1BXBYG6cP^H~g#sFjeZAn3);;O3vaZgwWhgV%?T*SwPuK;D)yfNd3}<`UU_}Jk zryRItVVvV9p|`zKU$%4HnD@|v@4sJ>Vm#K45Am?9CaBGS_uVej=ho7&-LF8UiABQ zrG5FyWMxq>yFH{g)NcM;bzteC&(k2hd{*c6W}q%gi-hyO%DIV?ZF z@U@4sJ|^HQ-A}NmLV=7uyRhc3tqB|UXyoig;dikta}{N5T#+bnncuE1wUi>Qn+~R`EPqQBp}QWO|uhAHu*oQipe?XC$yJ9J&+Iv z$Qh%zc=woc$Cuu_uDiM_E~&uBaJRPQ-xZx`~gwQlAkOpvuW$7yi1FzZ%A+=@B*o zl0P_OoB!X9r83_gYwmR23HH%%v?ny-6m1zY7oyQD$f4_NF@vy?RH(Ag&WA|isW|FG z=B967rdy(oalP*?j%A7*?D6oGGH*sO;q~v*&%zdi8EnyKWQuVK=t+iPU7!$$9IZW* zE^y7a@!=p?g?bMLbvmLQKsj5ft-CZwZD^%8wcxF6hC|xUs0)NM&B~Q)#Ci)NsHJ0I z{8j=NTKH-e0trp2A$#EvRP3xm$@GK}GpfT} zwpYrL;^OH9Bmytb{ZaKFpzF2k3a$5A--#82m!PuSn#RGME@!0`Kjt|Y^c);tbfA)* z(OCeP@pkFt(kkhR=*>A8DrTuL11BhDpRw6%S-33SS%_ zl?pAuI9oy@4J9FxdFz8Y7^V7E+{~4*b0F^m1ID6_B_U1oOju@8IT$RjYDj0pih@>L zf_el5vM}y4o)&6<-$#d#R1y+RK2La`&CSel;rAfYA)L+o9l;M*RTARZ64}p;mYE+o z>1IKNa}`j@=jD=E60&p@dAnD+s>U>~IFM00;f-(S;))#UmmO8|yl9t#!=!^wcuBP7 zWi}&b@{0bHO5g%^O{}_x-Y$dvoPAE~eBIY8*_W=E)0Xvoa85e~2K{E~8j)4U7!v{c zsA~QDb@(ZDdKJ9{0<<}LV-?*q$y=a0#r|{!kYe%Nl{WS5+f1Os{YU1A0XXv-y&VLs z4PhH@Ds;lQJwB?Be@IxaZ4%&1txXF0eaRsm4vrKnbmWM|+;`l#UA4JyWv%~Nk>)`$ z%KV_6cf&@nZLf@fnZ0q*RxiP zcf-60Pd%AiW&Ttl>5n%y_!tGEH9gE{Io?`K%D5hS(XmAwRR@HO%LEe^5vQo`Pd(n6 zy@l?vz3lm$X6nPZzscgJ_Vh$DvUvb-?cRbSc1B<--?ze1XZ=!w`l0|kt!I5h!k8 zDyg@Wn3J)N9Jc{JmyPK@DS}#@g+9H1}c(ryw3%+*CUnVmcNj^x@^04^J zs)YxIYN?q1Kxls#wTNHX;@yl!G|WRoS2B6LT>j|E*m6&#I5TbR%eQ|&+}dXf6J<@T z5vXonB-WG>rH<`}Rr(`Zy4yWqUQPXq$4sy&OFG+)kalQ`2opH#AD0TIXe}vhR!Oo= zK;YBh?0_KuV<;S;x2&2n1oTx(70J@4r=}`8en2K_%t> zvtODKJjh^9>)iNgK3tV}aSIZRUo-!7qr0bg{zCm4MqwT2t7dB&K|sen%iWhTXe4D_ z*~@nFcrt68Jte9SR@`pI)~t1^slp<}t68}`1p;(^6xVypKLnT7_1ualaa|C~c$uFa zs8361f%ZJloZ?BGi$Q-WE+|oG;@?w~fDUom_N_vHnVk(LBbZLnh$h(Am#_g<^`?d~ zzU@`C2X8GQ2-y^sEFh%9S<)E-44GsXSE;dF3PMLCp8Ec-4cUgFODvo!V?R#Jcxm|j z5QjgCG>`+uq#i?5J%h@oPZq-cc7s@ubTwu_hBAOiuzd-sqaEy5zu3(djWA_Ag?PSS z$RMJoR)I)nSx4b=Xob({- zy1eZcJ20Xr$^h1;J-$cC=gS)!TXrGma94A93wRPU0gKBzDDzYOw-AyQg~jddjvg3U zq*h?Oi?k|_9xrt1kY}FmcPp{=UCBU2sVEJLsDc94D>yfss+hSfoa*2rL}UioNfn=J z{sCH#^Z+lQ=!YLI#Q-s7l}7{GZ^ca!r)DYNSFzU_7BZA0Vdh}Q$rZOgFVP79(a{L6 zjn~5GB=qa#VNOke5B(lU5+-IpAQSX=SOx95GFvBpM>~p=r%UZ>BtEOBT%Y1BW{p#z zdg~)#cT{O+@X?Y-1rxX=jxV-O2(#R1{xL?(lqv(?-R?Y;AFIG3HD8c0f_~ zbjx!tKZcy!701znu9=b>FeVblxecP>VjDdMu;bm>e~NNm?z^ziQb+uA|hAJsGPW)EG7ijfKi{G ze&atI3mSLuRmAIL>+2gYPIiFywu=P4Mx)w#-o^3Yvmjxrg#!g7T zwBM>iK7*^G45z=5xFpbTbNNKs^Z2zdNZk$tmpE8@?2E}mYMa;sz;^+0;}Aj56N3cy zQQae<1M2aVgt7QHx$I+Ib>YtkQ+11vZu!q6t#!u-TMzftfX=hPKn?WE*7sDiw!R1C zz+c(tOONOGjddT*2#ZDFGSjQ*Lx%a6r7Zf_%g^I8?$1;1*6kN`Z&v zgH!Lvn@_K2O>@aen~bE5=w=;d=Zwwv-h4KS4oZ&?>%8?X%hi=#uW_#fCpPPZTd$^O zs(G+!qY?I^J7TMoerQF>H3uMZtN%XN;~XC zo$VIem3G(nAcVrHuKr-&wLR~GnyoXJYKGvmb!k8xHrd+7+31;pUso3wXb46SKdR@oH9^{#CaP;f9~(pU_g6-BoGeIz_%PnC znKQ7$H;IXVe5R7xrme|+4>6j}M0tn6isl`&Yo{k+ctu+4%zGd1ttUd7yW)SgtBu(O z2F$qR?_LAj+T45)VDA!qK$!^!l|H!%bAwz-HJT{I-%WIz_8AWC7xXAtXn}o zGC!DdL>t_>+y)hjm@|j+P6|x&Eh~>sJ8)cw&$t28tsFRjbfcMp)om{#I`ZeS848BK zTi?<0y&gM0@aCzQjoQRZMas=_?>r=x=^apak379hUG{OgUW<~2hQfwZ-u49x#O2h{G7%1f$pNt>h#>fg%Z6x_K-IFT&86r zaxu^Z8C1yDxSB-Y3_C0Yp8M43i}N7Xx`dATDe~ML8bCHMK%g)at4J~y9z8G~{mWl| zoEi8R=V&8=C^WUdiO~)p)$dDI4OL3AqEjOnmIjQ!BJ?Tf86)*oO0w>;dPtTPNRL3P zH0zyZ*3s$pPQ`POF`7jj+SR(l`+%yg+djVszi0YaN3Mvg-&lO_A875tn?|8?F29j{47N<>-v+mobescAq5rVrepD zY=KO&^n1eZ$JuLKjrn0dJ2EEL8YxlOVDe&xjJ!9TwD-YNZL9N1{wSRua-p!>3vK=!HCX7q}!NnF5`ATLCP1{$Hp`UXFVEFk*| z^%))EBS(y5`mRA%I;Mo9aJ-4mnQ`Ml*EDgD0Xrw2*^*IUMVIO{w9l813pt00?{;))%(hL-9v!#SpFvL4cy^Dwb_{15uwb!=NWCwa^ zm8f2zY4Y|Vt9=f7Ccipyf^k=I78}Q{0Tijp)$TCyNQYrBj@6yi9MJC-OLwJ*ZjDyZ zkf@D-e2tb5N&ra~kVdmhBBT*1yLOdxR}2Mo?Yl8-gqg#G6hkuN;(`SBS;>hSU3syN zyi(##s=n!>4xobI(d_qZ89F+BrCmk!3jQQ+9=e>f+{pjFc(T5`-F~1Nj&}|W3 z7oLi>jl9V0Z#oJBIg}gzhy5D``cO)BMIiw75N5;Bv$SE^iLH%oNH=kVl6sLN{W(BHmc6*^b@_SOG#LQ`H%*& zSl~*5!$#*ToB^~wnn|jG)jEuTZhu29;3=*vChh)WkQ5Q_Duu;M5`zuDOF#Gm^Wr`S zFp-q$p0klp&8Z>p9m}d-26Qr}Kt@$*oc-H~c$BI(7qBycsXCuBz}{g+Iqa^U=Io|6 z_^m?(y)yVL{lKEzume1X%SIXZWt~vw+upb0#)+$0>*8M-!_1x(JFC%5n;b@28@VSe z!_jIldm>j!)6}66>%<|ROb##;?RDSw$-aD>qn1SWaq%X5b%=ta;5F7?I?Giiv%`6U z){{GdbA@SV-vOWDb=rgIoMTd;!dspju^m?SJbqPEx5yVa&@jH`wWMeo{TEYQ{+9*APdV|Ru68Vu1kGFIc|4U1 z-&@V8t}}N+pHyOhf@eI!tEg*cxd&0fRowVS<#{~OM?MW*dG<0P|IwxB5}|u+=);Fi z6!jy6b&eRE9O|r*@SPI^NBcMUatKLjx0Try2Z_=-2=WX(Rvg1t#D3kR_4DAmy^tGX z8cbpQoRZ?dDd)-lPvty5ZDX-pCE&AiLBu`+Kgfu6w32uG^9 zDJhBL7KilR=nBdZp+FifNg)}IyNoTn~EbD1IhT{Ut|i)b7f=m4>JuJcKv39D){4;AiT5(69I18Q0&I> zL#R|l5JAdOuPm*CpabTLT*gr~7yKt-!WG9c(dnYB>*(#&b!KlyH8h)v9YiaFo%33X z_~LBOvdk!%$BQ`m(u%$SF0{-@xB;R!v?KvLi1pj0%;+fT!kD8#slI@cWuOGBC?Wf9 zW27X(nw9kYOdhPVCdp>fA`(U|a1RA##%sv$NTR|Q3V69D+2${uMhaH>LelXa16JvA z%A?Q@39Xh(u+_Qahho*COS>fmMup7uh5}aE7lNOKS)0I#Ir|!lQQKTesEKrcy~lv% zucw;}u&Fv{iIWV#wd!gGO@;fW26S7-XQaj)ry=#3x7ZH6pe#d?2%t5-9i2ilk@TyD zj|I?8*d7u&AQs6ll{U?>!AX%Az!pYG_|plCi$ZyV68ecJ+W~Gf;RhO!zMfGw0_xE{V0{^>9~*X#g!eo`siCG?9egA zTQQGMZj+Ctg@uM#)0rK`soq+pt;Z9Fyl?gJTW7Myc&&7Er^{xij-_MBN$6PN==<+$ zk+mFrCHv;;w|9_FGYTAhSF%eSd|R9|<*#r4@FjhC&c_)jsmCPd_hmO-l~QA%;fz6L zIrz$AD2Sjv^CEqa6TMqKdN*|eFCo+?;2vv&4ihh(=VWH^+6Z!TO&*BPmB@oELgz%m*~>1jONDYm*PS*hZ|Q5=KoJl*nDkP@zFnC_P(nm3e_SPr&Y;Xh7D&%cdh zK_~ZZ`AV+STu87B>~YhD{aIs2pFJIkft1#IoL*nR)D~)?ahV5_o2;*zhR){3dEs$M zVc4?RrcwDGfEuuKdhUHG+Sob!sao{NvXlzXgF+w%Vr-(Q>}IAymeO}KT);#!Ww%p>&fpuu5 z@8C-y#1splZuO~Zq|z$Y@z2FY6TdqV44&RN(#rF|+(RwD)b?Trxa3;9pPZ{T=AGq} z>Rbh7^H9)AKjq)Z951L}W81zhO(CSu$aL))NPxQYf!DAh@^?uVLnMrTnOEdxP3}Kz z_v7k1JWMe04!Y*OL3w&@nIk3RF4g#|#@5V|Sis$#;KtH!J)YQ}-92&t{cBSk-5d5M zPI1mxXJpmXK%RyJUb1SYSACH(g z4}barefUx{eoY`Sn;&X2q&e!q0%p0%K*6;v>V&}FI!yYuKhsX|+eeMin=06mZZ6>uL~*btGut1+)ztBK15Uc6;2zsEAwi+4 z1!#gp)=OdqnuLiax@63gfn6GJV{{XN#5hn58-N6mR=Fxz&DxrL)7Q zHzl9XnczZyWN-^V!QySGs*|=U%!9owJ^l~&-U6zwEom3sxH|-QcXxMpch}$=AXo_Q z?h@SHB}hVWcXubj-QLczKDY1bzWv_lH^%*Y^oF?>d&y)LoAp)IS2bsqGl&Wx&y6!B z)~tm|86MzAhoL?ax!Pwo(2>We&*Pa@VWK_Vjl5vtsjO(n#pfnIIbwUWru7pp z1cxm&Dc~{b9KWA-9GF8EKdw8)HmjzR?d_IXCs6ju?8y?)YOt1_}ge!zhQ1&;O@LlPw z4O7oKS^V))o{lDXd8qsR zIpb5dgOl$`y`R?TbX$E@rR{|8-0#aTeF->*=K|6{>Kx*+!8AGpU|CD*Y(15}3jDaX zDhluzO0ir#sylGWaYoQlsD)|m59S_HlN47;2&ABbGv3%G=1k4ybLy#%TTUKp=H^>} zQ_isB{F!?(RBsFHT0O_%EPuQEad701b`#P6GHt&Yt zW!&s~aI%l^Gn8OM4Q&PYBnc2x*E+K}o|R|Uio@3>3J4Vu)Q5t6aF_jxGXMh__n7v5 z5G>3nvMD;!yf~Ztac@+n=HR_z>^Sjqwv`X1zacxU#qf8rUR#@JxDFjWQ$>B)i-y#v z>_kr3W1nD+ozznQV)!vvalDdpHmSM;(5nQ)#32)jW(D9U@x}OyD>5&#REjQT4PW=( zX9G&pH&bV0&nMHfneqmnxt?YeOh)TuXsNwi7+Nw#S+|9t<<;9(ASqX}hNxX6m{{YB z`+K0rP2skl)juv17@o^^)}IPwDa)60xb(d^5g1For7BpL?z_=F*N~Wlw9PJ!YU;M= zR=}O85kjgD&^@>0uf(Y@-spUPXBTO6`n3mAi@g&mGyDl7=d~r)*x`avilrdN#S{Xzj{N?Hz|bKZ3b7)tdo(um(kM>Uji@fXXN+G zzLi7VHr7iV3A>ehKECX<^w+=6K0Mi&R(W4?J5tBc{M~dqWl%yMuOOh|QHKk)bhpmY z6}8}e&6dm%tH3GH@#B&M3QmaqdnK-LQ$CW-16C70g^#3g>qL0mZu=>)l0HkxtC+l{ zo3_ySmoGL>sZwrdmZ4whD&Kx~!7DN~SR)KM)VuLLug`o~OKtg6R%k1)HFV>itHNxehZll!8t|ak+{vHZT@vOgv>Z zP|QURMokeI?Y1w3*Uk@xIF*^!-T;dXXC)*WLR$M-a%?T&1r`6@O^nZR9r`78F|K%6 zSj7=$p%R7-gvrMl9T>jaHJ3DQq#cTu{4s`lqKsGZTfFz&XKjd?^@~y7WakdGBE-1! zeb1F}3&H+JM)wVuDkuFS$B*_p9yNsN85(Bg4;)23wI4zH;@pDk85j+sT6ZVXr40i>SPFfLFrgGLQnXH-z0IJ5?|D5im+SrEa`&KB);lJ74`i8t~-)0~rS=#y8polp;P!Nat?prPVRjJ=8D7G_!^tUJNbSd*8{ zRsl!Tz~K{VQM|U(K;1?V5;e>Br&eo;q-XSLP52NrJ~_HeowPEiNLX+kAl3jn7)yI| z9S7%^6tHKk|NRSNmr+I4)%zd5=vpVIWfPvLXx##iEk<742@;lH)J4#^jRsbXY(4oHB{WlJtBZ3LgtQu>wumUTHuTpQ~N3a=P0&aVIFaxJMQuQ zwdFclx9xhH{Ow|jnNX=;jrXda?)Cn#fBXga-6FOUS<5pRwh}=$bcJDXO6zjzMGn_B z@LNzi^I>Ty#W%rs@00*&&sW6Md-rojs_yH)GNKddR2DwQ`1LyEomdvbbCFWrg@L>g*XI(e=Bfr z(_EDOY3QsWdgErkqxT9m`1R)M)bI9beVMoxuS^%Wp-B7H=~U^l!m$3jGppHj>-6>T zyWq>QVEgVp;ftl+_1q6?!s+>{(FCN={PNGkQ^^`0jKekcZ>trLhi~FeZ^usHN|rZn z%o(tgHQz0#+wp8nd__E!J@J>t zoIB5$?5_Q0_}ww>7=eNE09MiJ_G*fN?kl1!7%+|zG`!$&=Bt6wpE#=O=~enk--e=J zt+Ua+#oaQ3rot(J?p!#dQ;HZU-)X=vNFG5 zoswErb&!3eOotqd@&!pI;?qIicf5BoR5w4?ZeeJ0Dw0+`Ym(8eH^DBt?tGTcD5y%f z9{&NYyST~Iw;=K8UWuT`ndO@8e%>UG)Px=Z^$`i*n)rBC4WrdZdPso{^i^}UbO%_lXPlr9mb zJjT{z*sOy2ytI6CEN@9W$%ZL4wJ7Wu7!;pB7v5Qvh&J{*Q;mx9J2a2dAAkH2S6gg= z$YO08k)M(y5Rl;2{GKIv9!!xUYRLzi%vR2Q)pP9FEgl|2?B|>qqJvlIY~Tq4o;&zKjnAB?rD{cdIID_x)$=B;waFDl^*UlH6-*PhJhN*jkBk--1Ci0Gavo*D+_ANGh1K2zBrA-5i7S<5uFB@NrrYH7~K_d z4J|$}P=A3=(#I1ok86t<_^iK1;szS7d7?H!HwLjwIlxBhH%K^+N1jZ5W>!~?Hr@8{ zBXo`|%(4dJaTBiWfj3`I3_lgyjr{0rlqybfyF*FI{+>RLd!Pa>=!#xgqQ39gd8Vq!$FHVbh#Ic%mT9 z^9}0zEZVfW;1A-V_4>-|X-&bjsG%5QtARP`sjtq~1Z(1BYXb(A`v%JxD4pd+Eze}w z(`@@Mi?8R=31V%*31%Ff>Mw@qar|03OamB2E5TG#J@-|R*1J$cFklKF@$ZKNxK-fa z689vk=HKO=ljM{eV;U$HDi6hzkLk0D_a(WHj?j)m=s4m?(L4mbt7Z{{Gf$_%RdE`; zXcfo8wXd8?Up z`Hq%;!1K0z;@BNy=_qd><8!najpHg@hM4R7EYRM0(qaM-s)fiz~KcouNmOS%O4`%WC7cd{TXnneOn+$TPzSup4<6Yqem5k zIfoHcZiHa-$UaA_n`>@7Z5|Mcd^dC|O;=B@Nfu3HS2i2gP$SPneDV zDttcGASZ7BoRDGqi_$Y3c$c*%dt(=5KD!U-WCam+BAO84V>*{44gnYaQJ{U_4(z^6 z5W?y#NqlBSZcm@!|gKrE7N&*a_Zvx-iKvzi;;_%30_7LEU6B$DnNe3fs z27$DUoe>d%yMcaEftLlizoV>+0ym0Tbm&{I-X{;RFC^6Q-jOdF?|3^4 z#0nEor6fmAbw9lGaV9yXJKP(QXnNRbTiEau;8NmWil4`TtR@X4upl$d=z#xt^I4ac zrulG~?iAmu#!S+VcQQsp7d=Bf>L%R1pZZIEW1cG0azaHwz!EQE^!JD*>*X}}mih|J zF|l#P{=>#K+o#|M+sF%x;_MT$keZ~-~LVOM}{?wA5MhB^zxLTRj!*7x|G-rn)>*| zIqfZs_<;w6Uv_#hyxoLxbjvm_i@NJ>saFj}P}zIA&I9jM8U{AVvqMR|6WXTZ@MLIo zL)eVB>L!V)GpQu_Vd7)8njz?)Ozq;R(8YAk!!d>`yycP+R+CrHDamJWLWc_Q&;n&^ zYK`MV1KDV{?WmE1iR z2!5)hrS?As;_SxOdV7><~Y@_0dJzL+hB)- zpV6o&$2j2usfE;hU*ZsZ-FDqie^Pm=waA7zQCw@>#N5YFHmCx#qc4@t^Igk-VKFjp z8D&E|PadmWjr_BqvO6L~3chp}s)H(ye{D8YKlE50d9rG-g!)nG6g>RSmRvn~0jhjC zRd)k8*DfbLCO40j{ve9z+t@`ro$5T=>E2|pXb$0ipZ?%D(**Z7AGA^X^hgGYPZxMx z;r7WYkWcV7zF06Y>bGihtHpL%>OF;|5lbZ@XWA-C7~*>iatbpe^@<}|Aagsv`4RR|5UK1bKdFIIhitPs@z|6BiDa*%MgGz2Qws*v-A4A04S+ za-6B!uY1B_DUjce@V&Yw$N4RrM;TWb#K`Knb3V7OkKk^fe^c13hIJUcO*Z&a(~==i ztqJwey$EnhG#i8rbBITTl$Q{ z#j19L%iDWqB$6a3Sv4Pyjr)qHTEA(gOi+rrR4#p^3uMTymKvsFsH5r3Z<(KiX)j)q zI4(tiNt(eC%W`LnRUjx?xM5N`@=O@0lil^zxip8rK6epwf55@TPb(vCp9FVqj2g`L zL(tqvUEVm>vjal}VWMD6=n*){T_P~Cx$Wi!$?mDvxe?PrZeB^BZc{__-5nfcYnI*b z$8Nk!WHV?YTxT^lpCyt$J5G?9f@hnq=nlgf*~;{}r0O@lp`&iqx{M{K?G>bTu&tsE zF(0s>=|0-HAto$0vVHG3yl^i%Ltd4`3x!!NgR~rR{`#;88rP5EG{q%^~Yi3}FqCOwKfP zC)9qoyMhDCAeRO5UF;Ov{JeQV>nE)MIj0NsQX_56-UT)xrZ+Z4iWb9ZCQxs8eTXFA zj8K`urr>J5T{l(QRW=BFDR@qSMCF)8-B*-z(~BYr$w8tE4L*4OqGc3YZcsKbGbdwj@>I8 z)m!oO_?9DSyVd}6#8O%4MFp9Z78dWaA%eFu8YkP@ABw=k zMCtQmS6g+Qmw^F7)2}{7d6zq8THx+?HALJhDq#gQjTw5Ss}L(@yfz<8b^4HRzEMhy zt@Now=}XbYvdiLsFT?QSkbJFpk2eghFJJ5R1@?4Gwz;wRk(ee1$}eSec;~C3F=9oa1U}d2QR%^K+Zw$ zy;5Dn%sZI_lB)_-gA~m!NUg;CCFdyMe7SqNg{$k_s5^79)8N9{*l+cwQ$0W;{6djO-w_&>oOC2xT zcoIwUo>~xdP!u1Uqe&@)*d#>VyDn%t+36p>X{|$%dw)bLlShrg3W}MR%HTlEinF%e z;LV7$I)e{A_b0J|D(Q@MB98E$RT-bM=~finf805;%eEn@X-6ouye2bctDrnQIOd42 zCQ4v-pf%x1O2}kW<1%C|jKU;Bw_B^n%ig^Jw?ou**oi3_mJY8{aT8*2lhBy#F@kw^ieo_Ebnoutiu|QFH$s zEv2X6%(CU?V#zIy`cRQ}pu#=a)Ku~QEXrLrKeE3DgY0oWB{4ydFZ@txmn=)Wv^bSf zUx9^bQ?kgH3A8QKOb8ub>-iug6QM10#|R2FY9G(uKHi?cA>_t5;6E1(G2aL{v^YnWm%3%j zd8kL1s>&nrfW*MSRpABZPRJ&izKKhw1VtYcA0~HF0wsWXc02KX*~1*lTvGoDGhs!wt9fQ1h98w_lkT(`sB&iTBh<%puRc zOkY-&ceYAgT&1#Ag-Dld)^U$hg|}&9io22Y4YK(6tE&0@#>i}CUUv%~ z_ELNY5T&Vc%C|5TDDUCu17<-qP<56^9uvW7;wYmhpSUifuP+mO+}(pO4QB|H?@;czc+7i&fB#f!V&ecSip#vk!yq^cEx zc--6PpBN_&`n>Bo&N|1t?ay=Sy?(wtcXd&>!#_P0QSs$!dp#TMbVn}!ZWXEzS8E%iAq5Wa_88H*{jJko!;=zUzrzB#jEw213n9aA)VZ1zJ*eiI(Yof zHRNIRh7jHW3(e;(vL^xoLP_*~9n!+dTWNR{=nz0~cc?E5q2FFEXu}n|?Q0a;`mPTB z)tb@sw*5P;Ws8M5DsA9J3_yOZk)wk5-d2eK=DNJ|gv=HhvELU{}rK?u-0=VTb_f{A}+ zAITuLFzn&JKR5EoGq4?q^^gdI57)b>miX@RhWAJ5U=_2D9F0vE(&y;LlDwN$r!VB% z)|55*q^^gHo{F2t95(CTer@gNKT4jf5=;g>42|?t9iY(O95Fhh#d;#j3B^KFC{Zo0 z%$JM?=GU_)cLlH1tXh|Gfe?FeH^!99ePaCvj=E%N7J2w^D3!SG3)gS)7S^hlFG4VS zv}>rAdm^T2&}ba^rtNUNYo*rHxtR>jw51{|^X@4udbD2B4=-cg!)jlJrSf%CLoLF$ zC5g~J=you6Vdk-Xg(y?|5pIR3qW??142w@Y?pNSce_vzQLtM^K1vY1{;LR-o(G;3l zT5Hg<&5%{16{&9weRboqr4Sl3-3M z;+JVWGvQQs3u#9MX6~bZ^O-V4jHhk**|*2gSFNk+q9bn^Wc$2K`OTC58(BAHLyRX( zS=pchtc;~ z@S{D|Fi7g`luo98&>OOf zOy{hbK36;+-0yG_b>MxOTer?K678MGAR;wRHMk$IbTh%ycFR0Y_I|&45AkH)xpkaj zj>(=Z-aOcA_(;JIy>_N0W>~ZUw;qSZ;*$4O#dUM>47L`G$rtu#T+XmHuoJjam5{zQ zD`>X9RNIv9p}k16>v?h$T7Gb(5&>#y1R|Fk1b9J$h;_*9@oiXdV6BOkg}-ey*U`C! zUr)a1K<0owl07P8-oZY=`x_LeQi;a-vrgKo^pA139)qe%6>=_O7l$WP^{3q}#Rn8g zhO}Y7sp=wpuTvn&K&mbzJMPIO%=jV5Vd z%Go4_EGy+D+Q5j=ZK_&NlN?ea87^}Xd}zf&Sa;cCESE8srg!#!lsqg|=|edlZd$+g z1DuVMBPEnhas0y&SK#KSqfDtcRLJ-yR06UZ#e+xhMX_GveV*WCi_Ng$)cS)X+=Q93 zBgev5$DMD&5``N{5?TUKQooO(xR{G3QDO=-*`~{7n!yzcU|AwyENA*CiJ?}>^G3B% z4-Mgh>pQkCfu3XcS)CHPo`f&eI!i%(po*wfEhZ+%ski*N0!eCqn(>_za$cY@Ya$M$ z5|Ytj|9y%!)2F(Xb@WiZ&xPCzd{b5!#T2p`F1F)tA#G)z6cOeMd%|%5A?k)rM7vs1 z{c8Y&&pa+g5!O3|%PBL-&fKobss&m`7>L7G3bGeTVzQgVw@B-D5Ditnvz&DPL-4LJWk2$bq+mh zlrCqNa8#2HP~JmbN12BxGKJcO^H1}sBZfzEwgNj|-(3fZFlZz`B!Neh4J3)1?h2to zi3V96b52YVosF>8&)=~YE^O<;rHaUhbMbpZv(|62*|l&?Zb8q;t)RJx?4%er zZ+!!U36x!oWv+{kICf`4Z_egtWvE;qZgx650DF%Mb!>1q#2|69%oU-I<6-{6Mu@p(v=QvF2pD`~*Zd%Yh~pFNPGS(fY4%crj5R&Z5osLpip zW6ZKR&&+SEYoe2(pxRPDb&S6y{`0Z z`z-x9zUGk4Q6&}KS$fOP(pDzCO(TmT5*3-qUT|QiPAY2UrYw@%#G0Z0dAMO-3soQ4Vb^!TYN1EGhR4i#KRZnWs=mF8#E8uCKf>krBG)~x)q$0=K zyHg?^<3pzbvi)$$k_K&1AI-jAY4HiOU&{9!RHG-X{FV^0J?5O1SDz4tHb+(_ z&oa}2DAJaKAytlaM5GRhhDmhDPA-y08(&$)RG-v-ZIOZaMkZVtM_+aUJ+ALFDdd4Y zb1aTqo39axqe%>2s|>}PFbJN&5iO(1DO8h<0LKWLeKQpbVxs)TfqtJY+aT_|Qvudm zvGvMuJxX#ozj&$_GG)2Lgdc(S9}HXtr;itP8OqKk@hEonSh(fDpOsW9bMPp-NJ69? zaEC6XxaHogUuI~yb=gbaN%;w&?Quo!=dgv3DxOz541Tl=I^@{QdwrhXYg(^tfh7Fy zch43M?`OZXB2e9_vp$Eo&KgCsPmigd;BitlI*v^b>NTqQ0g}rXo?Yg)E`*r~Hd? zrX}+S`iZ8OCLFj@1%X`VyQ&Jt-~un6t$N3gtO+E~L8aulCK72fGu9e}t|ZPv&sglz zO_W6C<7_GTkcvSv7ZP-Eukryu3i1<#3AQwJy&`+_Z5NURtSZ@~VwttU-MLO9r9%rB z77yg;iosDL7fF&=%qOQM35{weM8T$g#x$g3UDS4b=gLj7$c@Sz3?HsPq=vYSExEtP zjwvJj*hTX`{kFQQd4RSnc(aTD`Ei~9_4Xl+S>Vg-A#>$SM~ z^{)E$qAcue?_CmD;zttoI-JW|^5F~2-HkBFNwjl@pNJC?3P4DH6B6i( zvQG&{3%`Yk)fHy_WM6A&f?XRJX$uw?Zqx~!qT*(sgDocA1}HP#d{!A^lYw93sv36F z%sq{4vmE@2gOZ+#Wph{X!4?z_hQu!`NpwAdN5vI~u@jItY4*`(F}mrb><;VmN*6DmL~*v`mMWfrG%Jv=Q!|R7 z$J7I&Jz*7$vFbeKcBNfyp`RlU`6Ra>j{52qtO=#q75Jw~KnqGs1+;K!F>SgTu?j`$ zYSDv@)DJ64iu!)gj|py4F&GRs;}u@kM1QS1MKJ9mJpS(JLD#`c7l;Q-@xG$*<|KJb ze3NU&TFR4%s=vMs#!`Dz!olQQ zG#IrDtm{5?rjSp@k+EWjX)=rTd_u=kneph9Kp|wTCk)=pyA*SUG?70*Ys=rU9}_Hx z!E2a_R%UjTx{9-PhkU-4t3xdMhF{wwx9-JJ+548Y}=d+N9L;n*S(z%%BGIymq!%|OfbZk zJqLVbi6wbPT@4M)oDN3}!Y!G+86{vN(vg4r!DkW!K7l3=4;BBJ8*ua<~-O{CV#dMUX$$6&vJ$ zVx$P$WBL;2@2Hk0$}*-vc$rwa6)cnY9P^5fgh?WAmfh zJ>fW?FdX_d(T4L_O1;V}Jq+R~B1NFB#o*Ous`thvadfvDc;#RC^xQ#gi#fh3jM1bFF)2D*a6qjhcaDC6UXj z+3ew$#$JYV#&V^_%5q~~jHc1$&sQFI;`;Dp$YMJ&<1l1*+lQ}Ehm9bZu;%t=F0Rhz z#&$n{axk%hWoG66Q?(osYgZQ~b7xTpJ4Xk5b9+}JE?7oU2U`bcRYzk}b0S7Db9ZY~ za}`MuSjOKA>xhY}{a#i_%G}!0%9V(j1z0ruw-P(dOq{?jRNYKmJspAfOWPS+n!_@x z{qjaj(Zt5w)D@Od)7s3{iinw+`%kraUKd_B0LU^D(h>j=5D-2Xp2ZHD5ZzE>s;Vjf>;wc62?-qqoe~3sQkjE+L;3&p>$Mwz0u6Wv_-_Sm*#D3U+DAX@&Qe!x zLh<|1w6_bY_7?)=rl}4`B`i#*LG$zc@yuMFBoe&+-o3acDuI2i5)99*&)FhO5*G*P zXlfi-&ngs3hiy-Uf zvAmzh?xM-iRW(mxsX(Z5Bk`1l{!w8^#7Oh*yd1zV+MzgrY&c}xRC%@((`&oSru-k= zqPitNdcrdSKFKh1%QvYAlseez@)GG=QJz2br0U=sPs5?y!@s*%H4ZMD3IszI54Is3 z#gQ5X6j6}J?Qb&9i~Hv1=uqWC>%76|E*T&#=>ry969+a0HH!lTbS3ZzD0l9gQh$IE z{GX~9`@Jsy1-`K{{rmBa0(gUgkN`kYK)_HyUcUke0RRvP zAR7M!X!s8PXlafKhuH znp;}idcS<_`_?}&I5agqGdnlGu(-6jwY{^uw|{VWbbfJpb$xStcmMEHE)W3NuVVcn z+26^90+b6B92^WB>Ze>FpdP>mh5`;j%nXSttPExBghs*=0F5pZ_o=oAhLlz148z2E z67~%l+a~$>Ptksn>|Yb?!~ZAA{t)bMaxDSi!9ai?9vBKh5O8%wRbT;InCcHjmJZPQ z_VUHIgZ6v;sly_#$KslRj zw-LOx2nUQb%@&7#PxXwrN6~$A%d}E-kRg!YQkJmP$8|rC@Vq%!w;Sw@Et-$a%ax0m z99~#_1n0^j@J4xg{!r8Em#WMa^g54YE)FR7=ucn$P|6<~*B2`ti&3S!Z?4%>iiBG` z_VE~3A0{BmahYMm$gpE?UcT#(va(tD6Q;Aujbi6Q?L|(rN?3v1=d+DWrUQJfvDIhF z0m4TJoWN^X?7uHf8Izd>jj280EKQ$6tZ?&5buhg&!k5&2Qw|oc2qpIsc+B?S?Cb-$ zUa8PRDh)Y953n_WjM^lykL3+?1o2`%J-?M8N0BJ$L^r8p+hx)J!S@}a3uk^5AjoEs zmd+}KG>Tnh5jg>NDPf(K&jxs!Ot-N5(@D#tIP*8gv+o3D+SAPr_e2hls6g!yw@2$Q z2JiE^o_IB)T-w0f86!P6XI@O7(ho|&(xxO?nkO`pEUhWSB&Q$dqW*@Se}crH#of)V z_lIY<38FRc!;ju3H{3UV?0>o*Kh~EAI4|jLxf`C++sv_oS(l(p(E8@Qlr0{Q{&iQ8 zJ!-WFkk&R;`IITPn(gO87!7VLHdgDa!#Ib>XkR8S$-es4(c1enH7?sSWl1XFq!laf ziS8y`QeITHrzUHK*9`QNF13c4#`hjauasV+gVc&kf)Dc<&pb;OO8=dL0O}{xRVn+b z50s?5nrpy>d0pXP)=R<;AO13Zf`MeTmYwJI;!40h5U2|a{d;%4EwF4Gs zz@F46`w04O3&QC$v%7{0fE`l(+Vb8B@4jQFM+eDpF@`T@5f6Sj+bWUHe+7(F`$1w% z%zFAGboT*VMho>318@(l1?w5c&yXGuG=Sp{PnX+2<)M1ms}wKj?HCx@pU$m>tw+Wc z?j8kbewZQoE(YBtQx{q~U0ul&4xswY0{Lro$^8GTx@6-1&vgg9{_76>W(NExs7oN2 z!1U|99YFTVk*OLR^JD{ImCG+?$4(nppy8nc>05XOpcJgEuL)+6qXRZcW473?GjFj= zN^;?3Nt#8+3wcUsN}2IENr0xjzc4obZx4AISq4-mcPdT1O*yj#*#s!6^dQjE|3%0B zX%BKfp!BF7D~yeyP#ARPo*n$VKR`w=F4OOVcKjD`iT`YVerLSCLJFtp+qD6F_d42q#(xd z?&;vqP60g7%=mq{=yT$}d0FBBp@|xxQzncrjA0)RC>GZ-*YlaYR~4!9J$Nbs?c_GK zIG`B-xB^rrz-6KFYR4O80AN6b{rwLN_Scxl^6$qy=098nZlK-&pUQxE{ulE8V<3;` zCt>l=8g(nsay|Ojwt4>8e{FeN{WG)NstD*U$o#W0{9kbHuZxbevHtrpg#8Z;VdmiG z_*X&Xe;m!=^Iw|bKL$j8p;681`e7a7daFyzQXax}K7@s&OxHZj3F&6s%QDlyOde2y zK7VV-4<%iF0nWH7OE6g1!=vq*gcMBD4^#~1!z3{EzIrN~0FeLyypy&;8>>mRdKWhI}~ z08m2IrFZP*sC&>wXM^YOB`QU(#>F&?&-ArfRx-6!ojiYU$UJX z97am|oL8xV8B+AMuGfocMG)x~pl?3`#azf>7S{)ErZ&AExtRMmS0glw(4Ufd|hjJ3f6_8K!> z5Y|&6F#x{axdpk2Np$C{0_#xC}nU8Va92boo2=11nRYXw<6|JRmW$}_Lma~NSu)=*N}YLa*$+OPzZGMqL1wkarwkj- z_&6P~5BbTlQ%X=-fhY1M>|W!Trg=@tH!qze(lyGD2GIMcztTa=e50%&3)ecfr}Fv7 z+jsDeG-e-B;;q0KmSw_O;M0;infrHj;<^F2!BDxS>LOQIg@23)>94JEwtu@OWd-BDCG7uG0+Nz$QE=@L$}{QGWLo*wc$;cw>3tSC8ZAq$ zQs^&+&t8CdI|=Vnz6>(b=c-r0vrRk#HTr3r3u(3^65%s&Nkrvk$=%)-{BakBToBN2 z?WW@5SD=aU-c!mz2C%RXD;L0we^^K60xyf@AiAP5DTJV&%-Hfx>lM(p{>}%xnOjP1g7DAp1hwdSXRRaHzB?p=P2P5zcGf>3N zm2S)im=@ZZR1i+ih54z(D#3%Tz&KGEhql+BE)`3{Qz_TDRhYia_+6Ko@E|)Qi3$PO z&TM#;tUzUSjM!Rpp_HY8JU^V2JTcpp6^L{Zj*2xEpj6FB6~$$+^p{@;QWY={`AKv) zK5F`2J^XF1)A+s+JZ+4Vv~)_u2bPA-#+Snl>fiw{>SxXA@C zrrA%JN(3MZoEL)}&-uUkoiqmS!K!sWsKE`L17o}qw9%|Nm5L20Q{hw~9Izbp=t_VE z^#RZ{Y!*wW?Fpb-1=1k^lRw@343r}1^XB+7&<-YjxS+D zLj^iDP&sjVs8HrcBBL3+qXZF71&$Io@EgNo7H^B^R?G?k%nLEminjuR8T@M&xK;GK zhA_C9YndAzV_?G-8!)#72xJP2#6C1M8oa4FIx>H4e*@vG5!YVGs^t4PxgQP{D9%5j zO$brGeh9aD-V_IrqoaKICkZ46!DgW0@4@ycr@{f!^GMm>^2=2iuKT^pB)I+;r2dK4 zzc%V~ioF|j5H{IHsM5V~A9R44s$@>8+bK}lpdXa(MDSG`%J_dk{3{~(@K^}COuL3= zszklJKn$9Rdgc$VSydaOE!+(q1WZJ7mAho9?iyUZ4M;4b-}6jE0MK`%mYes16WNr& zfAYVhGLSrfawh&kh6u;M9qs;PaQ-LLzpnqKfB$2coBtF23;%a13;#5q;kT3GtiT|Y zXFl5!70BYhvdzo*TYTz|z|Wta-~Stq{R0f){I_EW%b%Q9P9|VV?Z0L*{g0!6eg8}U z{>OmGFZ3@BZh1+i={oTP$jlu6==JFKy>*i6Bxcu~Kl=}MS}PW~QwOoV64^>Azge*| ze%-xyEi=i@N!=q>^}^{~zcyGx8^BcX7WO=|6z<`STGHsS zwUf=7398Tw`FBm*#`kgf;~U!#6Of(2TwQRyz+X`Z!{FvSJ@Lv)?WX2jQL=bAN8A{O zguIJ0Ut7?gkC$H^6^J_J3K)*sf!QN)oX@E{MZ2&8pk}!!)dS6k4HoZqU@CuMw%0)Dk(Hr@G&{(RyB(iW2XAHS*lw8D?Ce>S*sK4#J9IS< zq}}e*11d0{FSqFpma~H|jWhGyx&5E-K68mb%e%UQ4BI%dH{P3XQ#uM<7s7wgN}B(K z!BA_x|0Ri#=R&Zz&hIg^#Q zVlmzP7IOHRZz1oYHBp}lvi2$af{KgM#m`m4h3|G60!$#B2Ns|kR?v}3LjBFLTsPe= zeYronxSUW``S8K3Td-rl+{=en4v-I4_zQpXGpQRsp6MwX!9xGAR!+Jt&;tgPpm)#yp7(Q=y25^txJ_$8;Y6Nr|#Qwbie#&_4*Ka{Wo0 z{yxz}!q(W;{P(FQzp=S2>|C5Ie`$5>*KGz70Ky9|$ zbh~#KYP$eozQDIjDm%1u&YmhuqjY2jf*`l~A~w?fR(|^P?o8EdXOn~M+N)JtbJhCm z(b_|+$YYnC(*5>zbqa?5nBd9!(uL@KxnG7C7=nXnvL!^;+LF`j_SF=;gO4|SlY@Sh z(d%5XX^pomjL|)EAd7RhTU8DfTz;g3qWO1CI!}`+AM$GkOSLahs%Ip2b zI^!y^>|Rcrao>aa^C>&yrS4I(If23J!}-M+<;!Uo)a%1G1TM`+ST{x2sEhC}6tPsy z>vxFq=@AE)5C;(bqPFO3)!}8H>N+#G&6H-}Pkj)X-yWvxHeky$$QJI;>rjr0MNexP z?szO1x53G#jY~#!`P=R1wtTtZZ@ygWa!$4!V?h+PjyTv^7SpHl#2*#Q-c;-5Rh#-T zDXsOh z(e40CGGjdWZgGO}J#4#}%h!Y`WR@qTP`oirt2*22y!KHo50~QFpf!R#H08yI;HNpb zq&F9f70YdaN=jM@7oT~Ua@;^Z20p@k{m`xWGthb7Z?8N?txqsEd8QVxEe|?!mhOwI ziYL#WJj~jiX$yg3Otny6XtiCTHIi!jXrrk$n31IqPz?kP+E)BTMb|pD3k1xFv5?(<@=#h1mR(p5 zAr+8FT@sp8pfE;>P*?2M#LeIJul7$d^PWl-1};G=2)`D>N}{^T*@N%229Ao@acA<{ za&r;wgE2{cB`i|%hA-QcM+04e&oX7cUb_G!ZgU1)L0(p10u&IX104-RHhXmfsG`AJm zAjgEq=Gq!c;tXINFSjiEuk%bJHN{iMgf!YnEGg+__p!trJ9FA^uVi}84r52#+#{7_6F3zLPh0K zbS~YxY+?r2>fNv$d2yRfserB_=fi3A)vC}wG?uz6XjNgcr_U+Jhnc1CX~)WVel6-u^2e`kidZ8W)ReqYGW?+z~y~h#LIUCrU zak1rn{r*Qb9_9Z7g+O}0Pu^^|Vvu>Eha{H!0WNkiMsE@1@dPSapnN@o%}wbnl1;mL zH?6Ph`1V0p+3a?Axh$Ql-z+yOhdm~{&1h&UV`eLDQ z^h%Li@NqnG9{DU(ZxZrQsbdzASE&#%v#EnC(s6dL#QrCB)7#ddC%!f#aYsHu?c!0f zC9!2U0!dl(X7NKKrRVKGl(pOuGS)~z_>}o~2n1oMtjS%So_P?%srBn2)SNz)XqZ{9 zyb>c8yG=Bb(cc1nm|z3pQwdhP$k=dF>FYR)i4I2n3ljpSZbBkK0y4pDnGSuu)n6Bp z4zHigg$>TZ)pTrro3>YspW%G17e(3Q9r)YW zl=H|l!5cO>HC^cxY-Xz84!ntqRrRx9F=C3)Xz+5@e3qVe&^a5)AOMPyM947u)ZE$O zF*eT@6Vjv~XT7d|DFsTYNL=dZD!maV+HSDZ5KOQ9NU90W>=GCzGHcgqHiK7WD+Quy z@)|iXEt)1$)BDzAqy3Ct5iBVG75ytkMKcW1cXrlqyr^f#F2j?vII(RRvi8Vd_dzin z$L%FOb(C2wo16`UjU~y7Z(0rWQpJ0Yk}Ekz-{y5BXDw)zsrq^SYrc(Rh~&qry)2HX zu`CZTD874sd_>GSKzV$X{pp=$x3ajwWwYSkkPV*RW~l12zx>1AzphM0KFfN#GDuvr z{_|VEjdF8^u6KO>t50`wY-S%W{*}oDbTOtgt#$CEszk9NKZ_2ibj@nJWKu1x8e~Vl zk&+)w=M^SqU^Z}wk3NCcEg*xZ=m=IQ%ix5*$P73VqaJ`vUo5W`kfM^3lj@UGDfBjU zMoOX+(;Z2R*IxN1gbQ6h1) zkSGyeI9EL)bOtlzPZ1J9>f5%i_`O16=dp1xpD9w_Xcv?*5)uW|LgHw)Nns=;$_beR zQlf=K*#!zfm<(2gM0>{W7ZPXLgD)Z^_Ur3&iGO{Nkiyi)GQB2bj*VxcjpwwDXUOV| z5}R&3i*LLf(1h|rFR3m;7=q%?sv(*#0K6N^VpAV@WVywwDP*{cc15P7W$#Jwhv z3Y%DdY(hyByYw*Gr610_k$2f;nU-a4@3#9&=$kkAHem#y4ard!K0d}GIgaw|QqNbk zqXUIN)42l|708_tjwxy=R~IK+Hev7wwv~z8t}`-F0$q9(^VTx>Aa<1S%1T30z7nn=#zRzhLz&6`-zn|O_oF<5LYyxtr4RU0LEGEJ<8`tkUN0Uhi@QIYI-gnKfi4yA!wA}(%*cai*=Q-Q75B#ZZ5USp;{M1p9J_== z!l2ijM>;QvM4i}*g6P-9N%T38<2mG{39{Mf=8Y5q;(~cz|I%J{7@i^;2XZ*GA!0BW z@tuL9-qIJLqVGlW4A)SlBGW!_?FA(GT33PgLoml6t|;n}>Xm z)){Xy8BNCM-URT8`Ew@r)XGa?UcuO>z?7=^GlEH4F)#LWFePTtZ4FoI>>_bK988Kq zNEw2tMkr{Vn7?34?Obi02Z(H06&v`H)smhPunYLtt(G*q9}ZST0rvWrsg@*648gfR zfPU7lfVuTQrQqBEQyJ+LuxsrKm``(mz;2(HRdrsE^7ONXfn<4;vi}hG2?Ep_&P-Rr zfM;mT_!r^uAwwGihBgEYZHO7#5HYkAF|-siv>{|@L&&<0P|whYfT6)cV5mQqZ+03B zQ~zW+m)<<0{;ho@3$%**+nr;v*-6q&{iE_kcT@jqc$>B$!1goBC;egR8cgQ@`0`1g zm#opx>22D=z2`5g2zuK8sfwU2@IdZLr3hNjwerSmGM|=X&?th*d9;DCA~<)!+QHq# zieMV;f=JYrRRl+y;i2>wuz+C-){eC+D1!57rb(Dl1n1E$(-n#!u3fAieug4wy%Cfb z%L`d^J**-)+Mgzx6Dfiso@hnT!Y2+7`A88w5CtBu2$p@kKoOK5ehE=vUYXCh(#_wX zk|MMHUrrR5%xoA^qJW@6egS<~Qr!ONm+@i7jpX$5(~F9K$mET8$%RH6iqSbp{69k5 zK%Y`MVr7sacq55e_iEk8k}~vJ?!6@Q_%iOjxIoTb?!Ai(Q6T5B?!C(k&+f05vN;K;oEcX2vZ{K z>=uGR7o;3!Sy5DJP~46nXZSM3p9FRF2RUiDyg07!%BcwDEU{~&7!yo|reZbW9~R-7 zLl}zA!;BSHtVFe^a(xy`e1S&JaUnD%_rtn;@`X{SC>0fI^pW0N^DHkKQjQQE+*^mYyxBtiom<>I#JLhQhhH8V>B6nM#rs z?vW|+rtpqzD(Ve-=P+Nkpr(5MC_x57S zH27l9^>yU4rXRMg`3RQ>EJIOxqO3EU6x*6k2#caXJ)ez&a)r6crU{NngicHloEs={ zEiN(550k-)ay;6fdLGLnN-Il!V0x3~nMsT$Fxg`>lb55c|I7-!?A1cS>SczD_ew81 z5pp&tgs8>mM$UYaWHW+jgV~3+D+)y@cu+4=qE$z;P5~;TfyIE*#*qUy^%^>_RiWpC zvL_|`#KcU#pR)Lde3V_nL}V{Pjr^XU)mr&XPg*U3u9${u15z*Ez-M8ow`{aLmQ(u5 zVOLHSImGy(NEZltBt;-H<8bD!+zHr)#z8}BPq@^i7+tGWm{83sI{RVTJh-@B=4&PN zt&Pn3WH&y-px=2Fw&5C|jAj@8!df2X3)|{ng_qkZa-zO*n#O1-r1EZZp-}5}Ym&El zYyT8)V71QjUI9~?#nKO3l7fOVrYDWUi`x2Pw+e%8D-5UQ0#}RM3>9E* z-KE86<{Ykl5KhanJ4#@M%dcEE73hn?U;& zA{W1A^h#UdFP+AK>;G{YgQL68ieCAtX$-$m^h(Gg{**L^vX3`JuLLP!Tv1M?F}NFd zw|z9{w_%$@{wAAk`yKT6K(hHA^k)X}9rX7|viVbk{)R37e_NUEc{YL=4Q&MS%c!Q9 zwh@@`-)SSTvdyuL0430!kw@7GfGv@U;X@liGMI9a7#l%nPs>TSnR%Fv;ED{TPqPt# zl6`0+NS2fy*$7&LJ-|i~gvorKjR2}WtN^~O)KxYDSHekQ%0_@|rfdYWN3k6r*$7Zc zP1y(r>+bkHZ3OeMUy!bS&GWp|lv``8fhJI&B??Iqrc143eahB=a2PowBZvQ#6C^?c zvjAD*6CG9lrEDg>k^=%b6ld)1AR8*oJ`vGGDU{Z|^N}2OS&wZ#@6}UcX1`49n9jaP zyyMCNMuO&pTgSl3z=Rvt$O)BJvyHh{tz#BEORZz-(Nm`K#eA8dJR0cLw2rB=V>dad zjhB#G#|ZtS)-g85t$BXym`c>5BC)?g@0irCLgZL_$BgUw+5dc8HA~m5Ldrv^%Ap+s z7I0tt3XQ_*`XGiu9ANBS6^AQqr`B2f%5fLm`fjRj$$HP_Zg9OaoKX&LPS$BkP+6Yy zvq@ZRBy+m+4KqNm9p)&ziwPoX0tU{$Gnf`$l|D z7v0%U;tI%2;meWey&SF1ooG<1O|E^NkW*W(*2ce3{SuNx2e%AB8&&kw2KzQa_w(Y| zcQtu?U+Q1Enx^2!G#tz@xL0!ZRQmczbS=wnd6%5u>8pv;^44{w)b4kYi{`t?#dnd5 z@Sb!TRc3$HPFJHro4C_e>%W^^m$=jAovyO+?I<^@YGPnLK38pD;;QgJhL@~p4BzLq5&J&C}UA1*=ee}3$Vt}YOdF69DT_yL^?@m|tn^$$Z8tn~j z?(TF2X7sR5SFS*qHYPr`i9zbuF>N18-z`HeQ}7>ezFUTpTJ{^a3{Cxd=hv5Z!>`eR zOcVgsfNU}7iHc_5(txb9yg5vbvugiq+oWXeKIpst^iWk<4m9@^c;LfV`>`!stlh`RoB_H{B^W-M8vjjupmFDJtiMn4QyL{#2EyTw9k1~*OJ6z2X~k2miR17#orN5{=XCJ? zD+Q>u)DL}DKSYVEQ9bv{&AXu=qR2kFA7VLA!P8%(A7Z7_rh6W^Z|fpfn0C5+5dHYa z{SX(cKsK!}Hg~tf_==M_4yfMu-I?NLTgrvom=Fp3x3l0 zxLc|FonrHQ2*2t+Oy{7E=b0AD5Yjr!Xy!EbaPW<;Otsx*!t3 z^+G;{U89wbaFcCe$R0b01n~ZUjDsU5fT_YsfXTKHL;|3_va&6_-%8n)i?+4}m>ghR zKoZtXkpQ^PKDzLyL;}p?+gwcszkt$YZ2jeo8n?iSGR1@-!v;+=a%JYeW$k_=12@{%9d6szD0o zG?OoAlAk7*fHHFhZy5b&DxJ}G_LXonss1YP_RQqtL2evsMPTiE=IQ+F zrL7$$c36sqv@p`CBh9K+ZhoGJz546g9BerDsTkhQ63C1S5w3W7YWhA z`1N`1_v!GvXUvjEA~aEtd%;L(@^g#Hci7?;mdSUxfOF9sh8>pUGj~`MTJO2XnzT5` zb6+pu1`CB)>8+gD1y^bwa5NWqR6vHeb0TXpCmaYmRkN6Wb^)|*@kX5s{a(*EW?7Wa zVTXmrZq#`!zs?|Gpts89LyT@2XkiOi?{`-})`Wh20C#W0xJRGqPaeQ6t;xzKrZVnB z7;7@tEk1%*ij3)CO^#ul6D;g8EF_F}=Lnu@sfrD9cn^lWfdetmpvZK5j$vVpbTn5s zDz}&p@)4YA8+tJGOzSO|WP@>C<$5XhKew1Ai57Dk3nB}~&0@=pPqL6R$%%zXBr=#5 z^NMg_#XON2w3rt#Sp{Dx=FMj=y1a(3ftZ&d<{gbXLtNrf3w*6`nvcwVn{ZkznjZ+K zV;%LS+V;BXW9`VZ@|N>i*p=;6AF+R2;7hWVrMS+8xR<7&KNgo2Li-$1wfbsRq#jrD zA`U*2M1t1Z(nQ@HE3Zbtge%W<3{s%8y zvApKzANYHAbfW3avtnI%cc*(w(2813B;cjQZTJLTx?te8T75tDx?} zCN7=7PW5rtRoul-Qw?Vo1*ZawIa@G_sV1y#gU6fbw~cyf`MxG)7%SOgF)0do#R4>{ zED{!r48K@aGH7B4P~>KRgX|V@6>KY)eUc-vRW%v-40K}jt%hctE4Iwb8PukEoLBBX zE(e>KEiQrTKTa2hnRp-A!f^|A(|Fw2hOTT&CUOu4&;z>1_%42m>$i}jVjhF<3#p>9 zqM!_34%dlV095{&iRUlbu4?if<#o`*!#Sn_DPL&rsiyaCSz4aAG8UN*vD+P+YuHv?0!&yPwrnJ|boIs-IxBfiS zA1_%>$#$E!3G9|Y+^^|v84Eg!i(|XwOFeI?`Ve#JL5;|*PPd=BVnyM7o&73-~B z?_#1-i@1!_B4`Ufl~H6=zSi%K@`4hdYw=sUq9a_ga+_DVv2*CeKLy(lz|4=MQhf;a zlbb*Yj#z+}e4Zhg@HheId*Z#Abr{cL*mMAn}F+7>99Up0UvRkO1rhIDr<^xlv3ChwK=h=-pjk7Ir*yX>+QN z;gRluNU0-j8ZOuRnf83@_M1rRR;Ft^M4XuJc&4ilg0SsKEpV^i9qCp zO-hFNAVS3^CkGP9CMH8sk!>h;-_A)r-K7DTq{{5~BK7aV9|mY~=v-kWKNL9G91?`c zDGX9B1wwYH%qo?VI@A{sO?Z8z$K#@oN}4MLr1w?hLS)*yk3(A@ry%vSIjU9tRTC6x zS%kRO8(~RM>=2W*o%i$ON?XL-Ge{BH7U)P1);t7d zbA24~MSw{s%;x|*%HJYveVp_;f!CdF-KSP?oPzI@ZiumB!)a33alHW8a$2m7{`PiN zvFUmTHnF<5yM=A1ZN8+&ik9P&cll zt|7HId+W<5ZI9E9txHEY8xWKU+|jPDd4x)=iBRZUeDjo>+`=amNmK#(&ez;@pJs*ovp^OA*Yw9 zD$R)!hB#Hsw~bJZTjdCHDJe!T@5L5n(*K~!COAkZMkmq+5J3g4VU|mvPH`KY;$AKu z`U#;!EuCVPsW}JTjsLp5zjdYd9&=ly_pnm@Wsmp0wI84>(HHlaL+I3pJ?4B3I?hd3 zy{eEYSubMH)4EZ$y@}a#kGa_l5A+Y$aiUl;PA8Ke)VCNDtkKcbrRv=e zgZJT#m=<$##HIgH(0uqEVtuQxzUzzeeY?EfofQT??kqsn5<0(hvP>s_nXS|*0jT=@c30jDFTMGw4J&qb(L7E-VE)cDO5_8kG#<39ytlIF4~;JHzn4!f zL9;lOd(3bW>8+AZ#_A?1xtU|OlN0_J>w>Ri_C7Wo(_siQH=|Pj8PG7;56>Ja-;yBi zbEfB@Dy0&2utNM($oqKZ5`CSc+C|}_eH5#K-|?$Yb*gDL+o|r-o_+JgW-XQlyhc5` z-)Yv;XwvIza$VW2Wu{?xntlBBkGr*qoZ-8D$7RAzUl!C*jZyB_(ptHL+d<#nt!2sY zfWLLOmTs78#@pT0KB`vI@Z$QO;2~(Ky~}+0q0yVD{Y8{LBI}xJ#+2QbclnsugE$MZ z@2sccl?oufOY8$kTNs!yJ3~xF|FwOCe+v5l0j&>UwTqzjZojWR(_3$dT}1xYbSwO= z>3(fZ7u}D4EltJA5@7`=cxzVgqj+HxPr=vs!@;+k$;r1)sj$yOFLQx7R`m##ZfhuW;=i;q%>`7 zAeMre{YCO%V1i4d3K%E-iU-{pdvfzA=vA9E+*T6&t>bKrCL6wBc|?MHvQ zkB?>V5+h3NeX(mhsxUBO z?}+OJdtWAxK}&}sl2F!@LFse>rY6P?7|bvp)d{&8EJ*uu#uL6tR}r77MDI*1@tM|f z?zN?EB|cqb$P%vO+%y~rVH*}Gg2F8jW@D^HP>gCtkOGt8=namlG(HtzAL)y}$39nP z8G7@gR~3b_~nEiU7hJVZ59jX^-GLDX3;d25>*!dCu^d0c{rZO) zUKn=dF8DUm6D6lfgOOikq>^_rx zotd_O4ZZszDGPPY?=i`{;i+feH_3-KjVGAolU>bY!VEQyd3qMgcKLeWu}*~R)p)NatwnVn^u6p5T&>To8x zjzkIt)r|s02!dMMRRIbj_H2v>=fOxiCbWZgG>}Zh1{W>nhaE~PkWD!FZU>={&RQKa zk!&Le7L8~!`-S&4oa%uJy_xqeJFzWrBw^BxZ4@Y?Hl+uQW&x6`#U;GvQEA0ovedmAL zx);fK_1C$>&1kdDm9RbX*IRqW=tbB>ZhhLS+^xl~cS||;)F{v@HChjQYNNouU21pr zX-KLZ_~FAhH41b=2BtS(d4x+N7eOGA0##OD8DV5GC{7zK8>e1B~!RXGUEF@rj+i_6Q z@7-(U>g%lOj$R>7M_Rzy_aIYZ%{p*6iC2^5$5dCG&eVv;kRyzI6@uZeEQN|G7_hVG zl2sIOypCMAQJ={`at@R=wf}+a*~EP&C-7mGIbbXp90y|l1j0@EqFiJniva-*!;l=9 zy5Q@anuvlHsJz!(>}I01r5|te-)uMIT@3^IfOhYgPLW8<)(_a8ollNhS;PH>pci)D zib}-Ydfn3r%K$6Ug)P{9Faj^V?}F+(eRnQK=~cI2uXnP{KnMu6U{Ah|$%y`(+!(gg z!x5Q+N_?OQ43z@0y&oUf#nRQ_+ zm){*N*o|iOXS86~npJD|ws~L+_Q}$s=I$2kq zobbl9OCXn15VN$9A`iWTTA4`f4!&ZGhN7CMN2Hp$fQr*GiY;@F8f~JpTdT+!j%}Fp zC^}fDu3l$;D6&3Ymwe`J;UQuN1jo-VB#be|f~Z;_$QuktZG8yQUCOZ8S?YLtiD<+vArh&;_SFaKnx`%{WstJ!@(7#}Q8$?T=XO z>H;x<|FsXSOHB}hspPjV(#TuS+?DJQ$FMTr1TO`nZfyv#HofyhFoD7}KyBcAdOQbV z2&2n^A4sEDVR@~qQNYd1fVoY&maz_7M9}(QdYtwjnk=!kh3pOHMx57y30Ge$j^Zp8 z1zO#3Dr;KM6ZMSarzc~af|tPBoT{@4dZGA`C?_GXId(xyKNznS`;LyC^69koq275~ zm;mbN;K9HrHlDNJV|IQAc6z`t(}X4*?9#)G0>gsLz;6++{fZ*qxD}|CNRc~(7kjH! z89mTj0MuO;kwhiGIann%CSTV=>GHi*{*-lvR*lUy05g@F_8Xan!jVxZSYW^|p$c$l#Lo_>3nuK07H42kIt^IB$l5L943fo+$9*t0b+F%eR3AO(+d(KLQn}TsJyMw zY{&l&3gc9t>|B+QDN9OL62z@!s-s;6jVVZUR>mn97AN*xjOI&Z&KR}j!@;WPbEb^r zcC=IKY3wQ#!-<9s$2PZCPP6v5WZ}@f&qgwxSdj;4wdwCvzuXhlArxbDSkQ`_c{yL#9|4ncinFnjK)OL=q*CIRS9?n$*n+Wc^%7 zcz(7p5ILwXaAA01;3^kJvanK57H5?`qJ8AT16~XKVKT$3clmbekVMTBr-7;OF2+kCF5UGb> zND-`R_=k#MB2M7V`Bo9^{giM{l_HqzlnzCK$18%E(Y1=;PZb4*cD-Gj>%RRAQQ*0X zAhZ2HK@>RD0|Us30?w!Mu4-sS0T-_Mu^Je_Pf`Piu6tOy`q8QCrx%?JDro0zlSUhg zQBd_(#Hk~+WqoRNW5C8o;H@O0%e(l{J)mNvw-q&kAEx0xcq&6ddQ6gkZ*cjtY|o}- zIA!{F8LM2e5gbofY!p6<@-Qxgs%d>P;;Si@es#sh-ZI(SDmF?m4?JQq+WThK^cOqc zlz;E8vL~}e*^LPQo>kLd4=Xl0zj06xEr>ERgSo-K=Smk|SFsT?a2%6`ij4^ALdC}3 z=ElE1rD7wgGgS>BU!F6L-deG7=<|BSmSrAar_|k*#OW3>Np0|K@8hR9 z)v~-e?l_Qq&_ALa)` zi+G1zZ_;9?p|X5OByUhr>soIH7gMr6$XY=^Y+LgYRj;~ca}3$9Gusr~S_2IxMS*CY zGir<_`w><0u1d`+na>3Qq@Xw~Xraj?^jTn>?&GqbSq3;TzR6b2$|fQprSFXeLf!7N z0W&2PVY3$U1e7T*-Y>oAA_KEQAw@B%n6m$_>_%W{ntgP;B2k2b2^BgX_>Hs90xF}) zUhq^2g0qIsYgGukpzKS@ob*5GFJtkQ;aYZS;t+vKdq#UbXRX(gp#fp51WxuoatQ({ zJ<_){zrj`mk|}c(!q{s_@i4AVC8ba5?7SwR^n=bpLhafwG;s>GYo4H;9_(+9dV;|SsZ*$(%k=>% z)LD$?&QRH0kU~9Lrz6=ZZ%mSUMhIVsf1#$Ei-#-;iJzF0S4M))8VI#P=%$gH$A7CR0%dE-O`_sy-)hRx`%-WM|1b3EM`+_!t-eYc)uC);? z%Uiouyk1_XepwIP?Pb;)D$y+=OB9ph3!wKw($;`>=CX9+dN{#C#&yJ~VE9;n*wE7x zg(H?lq*ro80Jl;fdpk%RC7KP#7;vQ4<1?&Nx60g)$*@+6iO;68agvxd) zoQ>pdxez38!|~1)hY%i0bt&XJQe6rpm8rTEVswatbEz)HNRQuCmtyhgNUeBCFB$DX z)Y_$Bom5?l#XO|fPSvG=O?$Cxr|ME*?UXr3eoE$?#bT2z9+F z-a$z(8SPw^+5x>}2$yemYd!_x+!Hk>PzwZJf;o*ga2#XToQ9{w!btA|%QMANQ(X$Y zlpQMwEGM-J;lfKWC8d{CrL(izozhDvDxGW*HEx0GQj7+Y<$HZjU5eEA57bLyFXgBC zE-%$f27@-#pP{}k`Jhg1oeX41t(OR<^^&%JlJpXJsFjDFd#&S;yqx6Izn406yeUGvSaLKJnLe(w4n{5?obJ&K-F@*!>x!7e+x=&=1=b`)?f${#QF0)8OgE(z+V1jG8r76iFx`|A z7Jv687DuRCHY?m<*NgKMtEQ9|(<`rWLLXYF9~H??O~HKmltsVSv=M&pXt;MUktSRODL_duayK}cw-lvuDr!hmlA1V(y?RdKlX|nkEwrsOX z{GQXn`>!-Lo;hbDPLNwZf}E+5hTw(6BKbCo#uH{ELU8_Iosd8{`E(<%p5F5Ykq#q%w+yj z?$9P~^#$ub93f%g@JBwA-mYSiIGjKA`j(j=u>I*QS#*P8`zyZLdG{(#%--|zHjL*I zSQg($YuJ1I{wsOP)>dZ~9p>rt8hUz-z44lT!)9`U#F|d@M<|GC=$Ve54tmtthMwXS z@ccY5p|mYM>s%2{;IU|8-$oO7L6j;+4L!jKrr>eY&=bBIE9pjo(9O?i=$WR?uD!~z z!!LFc5wgW6Q9K9aDf;zKqI28baS|OP3&gmGpTrL+_PmOrW9e9$YO}+YV$WxJYp2+P zpEN%1o7qo0PVXW7s{61k=jo=0I^wK!$qY`^EOi7W4A;djBp-Oe`7GE*PHkdGoPbn@ ztDJ`2oY-XtvLo*N2L#MS1zF*U1Jh?mT=^k8;*x>xcf@ftBWkuHD7D@^wtSI(0QZw} z#93v9Ua1^$+#3QL^#n)UT&LcO(Lb53QD;iTYSt*=h)ZTEOs--f2;5cHMqVgK9G~T6 z2S|<$SJU>8oZjS!qi7X5AP|vrVEdzJUgd~GFzjq!8KlOY9dS|I*%KUb>(Sh8-Fpe? zFXD)+9xQUiRfyW3i#DwsaaGw-j=1{t#f~`F&%N_)-@B+keCPVedwnIDQcErgSq4@hW z{#zY!pcBX$RAPiYS*H9C5+F z(tapMT<3q_E8(cyF5^I7gg2R@^oK6s--S_UP1eIcr};!#d)uQh2Q+ z?jnxS^>1A&t)%aDby@6kS68Z}lBoG*t}afE3^ewqy1Hyd^5?j^#%_L8x9{esmo}^` zc7v-cN)P(HvIX)`{rXoeZ5X+_j!GL|=;}I34~okc%oTl*tLqObTM(rO{o-W{VprGC zO%J-%)#WznTE^O+ht;>=Cj9!sZxjB{a3+m?l2Dn{-qlV+s1%VjP_6}eJ(x!ba?2p< zdl8{=$DoIG5gLbXJ+ymsw|lQC=m?z=&>;dP8Jz|_y8el$m!OvT=_!@5#x%YSZSm3E zDPm@qkac>|1viA1umZ>o#s`0LoM;xgz}X>--39e2oCXFz17pNs5DuHkFrHlnImQ%; zLj{Jx{dD34E=hlCndJ780!4{kHdBgJ)|s=tpxw??oUrZeD`Cn|jjLhnn90JiNKFRR z;Y(7(f?P@?%}E-rkuhVYsN(wig=(SHDXDfR*!hJcTjg;w9?NHxRU|tHRU4Fl<=pT& zlB=@!4MG}k5HM|Gt6^xToH4OQz-t5hgsLYvOHe#+O^C8>;3DGq-!D0fU$#HrpuS%( z@I1b4sD@7rr!CuKZ-I5g=oYA-(S9hQ-7vB*2;*x`OC@L7@QHg|WPF_NiDhC3`HSx@6R=3|G8L_YO1 zHZRZO24CTB{rXgXE#sbPZ`K<-oV%9w=N2X1c!tZCtcUJA*0PiH_W5atr*%40cZQ{{ z?8-0JUr+NH-p^^jx9BR{py83GlQ{$+gtK~yeDV;Mz2tEpz!Ub8Cw~a1GymJ+?HA=G z2e9mXE+oG@hUa~G_Q4ed%426X`O6Z>T%OnxUTmK%lTg6 zy0EFodJ`!~J)&7wcp1xd2CU#pW`qh3wL$QSiP8$o3Qi+NGT_cn8A~9? zJ` ziCPXVOJn6wtk}pD7;;o*3M}x&a%iE`<~8dS$C>2N33BMss57KL9yQ=Zuoim-=26=O zAM&QipW$mT>bZ{kQggsM+O97$2uE9X?w8%Arpqvjq_)z*XcSuyEADp9KATbuoYukh5Gt?AaIKbsv~vEmokrk?z^)FV(& zMYjrTXPS${vtrZsyG|doZe;`Kr|3YgV|M3u~L3B z^yS(}-c(?*k_kp}3WT+7@OTsbwoxxF-*4;y%2*p3tW1icFR%bQ4it;ULBF!9?BA6g zK+W3y4YFHgyTZ0o*;O0?6c;ULpc7kCwO`>}vB6Kyptktoypnwm2fLw@Jy3llz6Ek& z*c{deCN|u{Mqfj@u?=0>mMm|M3N(rg;Jf%KuHQoT&v^{KkItM6l@uPcofQ1kY5_(H zLeH)gg0gz{!4AL-H+g%ss@p>@Yh|EpE1X=3A39gmM!1i{gg73da|gSns--!o@6~Wc zb{FBU!ZnsC%E*^oYN*~{fg%^ws^p5SDuUyWO(hmVh{Q}%pjjwg;i^d}6B~5)K0}jO z;c9>BGwJLw6R>!k7rdL~_dG*9CMAIE7%L2u4=iu1mI7-HnNCR6VM7b)OKb`1X(R-b zvdEU8Lzu04q7om#q_*+^4`JB`p5*~ND@&&=)gjC)SoMx$81}B2RrwHRdl&Zd7-oBy zD54DG_^_>kV75%Gu-Hg6ELM+}c1OWbqsTg@VKMo1$~;ZhFNzpC zw0a=>;awsnAVPUe=4eXvZl zu)L9Jko0O}?;^t%Ob|VrG@)+yylK#@p~~}Ku8O~G8l97Qz^1iOpvih*tYc*6W$Tz+ z*99x64O7ACvqP9iBBrVXxTDFFsp=4Bi=nK^0Zc9u zZNWN#ajMAdNbVOlQpRw<&XELaCHHVyV%Wx;~=_sD{k zX$4_$X7)dKVCb1F`3uI)GQ(J3(hr2;cl=nrl2yE~lDJM+#vGylx`=A1QW{p*`G z4OLyxO?5rp)V-g5@2B>a{PSCgv$FW;(U*KN%Tr3YGdP-6Le`%*FDdMZZfkM7%58~D z=${AFjRi@nW1YN_#DS8@&am~Zk4~UM+rvsP*Bot0%%kj^Xm$U5QcR;qXr2T&8vYK4 zVrd#l&VzDgr(Unk$mBhUM=0OIolsqGaSf3cg95LKS~?Y@;&h@4@6J%AQDMF9wYrM6 zPdwHA{Em-Pldz>W2P7>Egm=m^1_>id=)Ta3lHR?wwBCC5x7V9#$a?mU`}*Ui272xC z{p_th;L-4VSetr$zC@)y30qEtDP2y?K~LzL%ljl~cO12|@8aGtrC9B2vb$cpsf z4(W6Fp;MTKG<#$nGw&ja5&})8;x@lURdqVu-(LMtn1e>9^u()&3HVCaqVgm3*i$FJ zJW0gFtlV->QAm}|1(h}DsWLX(1bIolVI41zMVG%%MR<~dF*NAqn19%2xXhvfG4?+Zjar9-8*G3~9Iu7XQ)Ml5-Z2O*z8sAOFbN-Fc83fugwlTu&`=&;fr z0;{MfP(cB4ioP@#-4l#@rVvp;sDM-ZRB_V zN^8=@*VGnalCkk^u>D6-1TAiLFS+61>wRbdcWy}<7crD$0dzu z3Pr-CeA7vcqegRVY}_Q_j=n8I_7^Yh^5+Om@#)$RUFFvPm`g*q^jaWFw4C<&(I4_- zZ$@*Dv<14-D~orKaJKyXatSYbIIGV)^M}~xeS;-E$Y|ok;z-L%=!h-B0ozN*nC?`S z!Yd?$p%|lH28Z}gk6}K|dF8f9TO;YK-lIGYW6YuX#P6u~#wNHQTk=`vF#<5jYLSQ1 zLq(^^9yzS<6*8D1=PuCogYK}h`e-viE1tVlghSe^sU!}hRSu~_k4M%v62c&d2EkO~ z%2s*4T2}+i>iY&gA_P@q1~EH*BoG?XYK3=3SHAvMw?hs~;`rNS3~Cf(EGh z9e&yQj{Wu9-4{@JF5f~k{Ky%)f8 zm%9q>(;=PNb$Fe!ayrf2tg|LrEgUr*v0@c%ZD#XbbjJQuUM}j7YM*=zk6%35t(_z) z#MuZ-7+KJbYBuoD)iE%_GgQtXu^PL{%u7GpdxK#?fsr6#Jg(6#3E703DGJ~H04;~z zSzeSmdmFA;f+9EK5ORVl#EJ@{Dx~+TNs!rH)J7bf<`V6WbY@6Q2dBsL`MP|h&ln?f zP_5D02*PIVN|*PTQ_*Y-DLbn;%jJzJQP|uBL8sMazXV2lE9GDNGs?DhwJ((%M#DuH z(#t-tpgH#X`lPG$#wW_uN-sPBgq6h{fG{o}5)ljN#_eTf6Ujgl-J)v-D$+eovpR&xv!`+{?;{icLCx)X z?#>gDRg$SfRkxM8FoJ~}(`xN!gN3vq)b(sMHJy1LbK_gq)}O|#TOi(5S7?g5c8_k) zXF?0Os3`mJ+6pVY%L8UuRLCIcvBx?s%mG7YsEoIXti<%50qQ1eR^$okQ;K$ap@Udi&4VDvT?YpJ5s_I30$m$1CNN5?abf zA`L5d!#YQaE|QJDk`kYPpW!-g+60k3mE!W%(5v&5LtCr(94hax>A@pPS*5&zmrklf z&PBs07!!n_Gu(U}?*!?glm3L3qx%IihhkVOV)#-ze1xIC$|W)fIAcTA~>PT+L=Fo$U%+R6lSbhNgaI(1{n zEWLe(k7RC^u4;6c?+j}5vspfyHF9cf=!PEHSPjNsixThfTGUGY1tC{>V-8cgY^+(}KUXLPy*7AV~-WLI}%D`O+>{ zrn6Vhu@VD!wMh)0c5YYVHhsjQbnB-zbquK0ZuuYJ2$Hyn7zp+8AI2-X*q$mc&~p7J zPPuCAsjF}!bSJ_+EFFa~MKlN`gO{;XsIaSKa{H-7)&bBkV~3!^A@m6qgX1ASTe#B7 zX(n-G#o{gAA9!#@CDA|EvWvfTFRPO#m-YJs)vK2OW$da{1 zSij5Pz=U*#bc={8EgBzSII$#PPS3V@!j!J?042e@wf0?LKWKdK0SYXksg5%59?I)! zY+Jb+qwpoL0-xaN@Vfw2@-5QxmY}}0|GDLJpws#5;bQBQfMjjM%6!^O;HjzZ9wFW; z1;Gy+AMy!#=S!fvV}yy%f?mKKHD0f$uA*<}0*m(pQT3tjbN)8c3gBf)Up+;PJ+)4!W zgVivl#=Hu6y;{d}VeEd!qM?gMUt~f@KEp5lviV7*d7g%iqH2=6vz#gQ!>Ce@sNc(k8GZ36wXqQ6r_B|W`?8A-iZ%#c+o$Lz!NU$iDK?IEjDMmxP175M4?1R_G@0x6m4rlucV`VmODh!bfKjQA{!VI-flqg;>%50A0qx(Blpr2gKRTEdnu@i*j@ zZ!_P01;wmVz8MgM*l+CzONy@UC6Nd-Bw60W z6)4f0pa50IM;-a~%-wPOi;y0V@L<;f`=cawyKATnTWd%)kx}xDu#3{gOehx{Y_3{V z_PlLwzAAXySYF1!w&v=?#ZuAqc;z%$V5#2mhhT?Kn?^c}i6O)LRNc4<1vzYNRpZv- zC;K~TR0lDbEGhIeV$QMh5+ns*M;@DDn}@xfG_af8TDKvB9b!tjc@Y??;urcEuinViqFp!EmPD`* za3xud)Jf(WE(p=d#JqBNpHo3m{1ucWUCKQ_eWSRRM;+b%#tH+hX91(Ew8Is0gJ`$9 zo5OxX`7@J~I}$&ejfSm%90O>Tz0vgN49b?!_G^Y?IT;z1-4F$HRH4vK@rRMTfYwke z>>=A*wK#K?6rThhx@A2+neq;$LnbVDqPmRqwblrQK$Sx#hMuYzp4Ew9bVe`t!P*y( zrt3Y@`D8h6teD)>p&cK?BCb?y6H%@JBjMl@-}l};1~}EM>&h7u>+q;%y?|r4AN`vU zG=wHMZ6ZsVj-tkpDiG>D$jwpe9tvGE;dWkRM`_g#N~a;p*&~}z?_$o-9olcd(~}Cf z@DCkpwJQ>mUxr2>GDq<^AY0az;ndB;*xJwji2II(cP_vl!)QO7K&-!6EYcp3hUemB z)hK5ma(y2e)k+nE)cPfw@HIlTV;td;744xGKkkwCQQgK>_BO31?{r+W9 z6xr)O#dN`B2~OJeWh*Ft95>HX-_#s>WSN5Tpbr7EMNMTmA7JKPhB8JR4iQQd%CKaz zO)_p-eK{w0kj_6^pu4?KMZN9x)UnLH&W2eXia%;%S2ifkR~5Ae%kb&*vFG=e9EtUl zbGy_A2%eo(QmCwG(s-jgIDPFkUpVCH9i6;sKszzRvUIDADK2F6id99_DDfPljQMwL*_!iR74qJ68kkd_jw8sZTe+9UhiPe|qr* z+n_v{J1^L(@brQoju*ENDnNnN>Fb+wYy5Ia6B=(+VQLorI4XRiUu`rsS#`A%#>?1Q zt@`nr;?o55K&)^*rv`-hRhdYcpe_D2oCXBw!97ozpsNA(YS7tIw?-W~3`$#r&b>po zMv^u}?32YujP?6ZRd(pr7Y1Wy1BUH{C0=ogT`p~&QHq}s0P^)P@Y?wPD(~3de`}8B z@#73JoHLot(ZFbDMu)R^G<<5?(0nYV7jn4edVdtCK_}SwR36$7>WLRVR}G~KVWf-h zJ_oL-KJ4g(?Czq>gz3r|P0&VV$^uH^!&5PTjbr()=FotoLdo*VP3v{@gJtEEG4av&U{TDQN+@a=8H z%MZRVbF~ife0djzgCbYLLpLIqz};!JZH6GgC3@EP+5952e^15=K1%3jfSInf!V~ECOtSWsx_xMZL4xo8d(ZL$lVyCBb673HHVVjABzxph z(BKsxw+Jl|&e;(0|M~+Tb`}emQ{(*yjG4SccRjfZ=hmq`Q;9MJ& zxhoZtkvxRXH1iyXlqHRXQdTZ!TG-c`drDTdxo^1TcD~L2tm#a0>k)A}Qh%*X?ziSR zd3V<5Hkzwlv&(C$=y%0yI`wvgU+2D^X-zr!{@!q>3O}h{8GyjZd2NK<$TPALiP|Nt$4Z9N!^(;+rs(5A+cf1kyO-)g zT-Kq@8*G6*!*yeb!GZqliY@I4-qAQP>gFJCzP&iI;dJ zHS0Z-^3KG(=fJ)navn`)Wk_+RIK>MNQ->q(Pz)jnOC!RSDLy1ItO-Y{4h&HvW)xo4 z=?*K`TP|dto8XV0etsw~#a^Oe8ZPnlQH|(ETbhBRwd=H0jbH&o5j2iyQt7AaeE?Nu zR^qIRFynKa!J^amlVIN5Cg%1SCNaac$dE*AF2TMqABN{tM<+c!L8_|$9x8!K^K6n* zrMNf`;?Z8{{ZfQMDp!ezw%2+s_wkLp{|nR#PAT?R1qL8e@{9(abmF9D=cum113#&X z@HoDbMjZZSOnvvU8k?CVOXcB_ix7rMb2|V$SyS#iX*kNAWAb+rH!fVrA}Xa+`)W4DcqlPnQ4%AR!nprv72{U38I*T<_&9e?_ z#1Mw>Ii32w#fU~~bx*XQeq+x>>C{5yS0sBe9=q8CY%xKxM%?Vxx@upsB~EKptsw8oT{xO&GW8l#2+gtxYJzxOh`3K3V)?52I=UN!C^j=VOS+J%8&Il#@q?q9 z!?@!s-7(`8-C;q7_!j7kT^PRWAHRQ-vR6cZbT_mUMFfRu?m?2SEQ1v|@9Y``yeS_Q zvIVmrsdy@V-3`eV(AgN|Cel7+BO1gpgC$9$oIX>zci282RAfhDgera%V3qZ*CaZvf zuYy&!&}A^(ah|=2eah-k&+~t%D?LZ!1FuZi3U{e#3Wpe-8qQ@yRNjCZ>Pj>YHmQ(Gc4%M>Zepwb3}Pj3P{oslFqIR6f8;Hri88{;s@ybh=<+J#Y9(RQNt9N1 zfQL~Evf6l%^<4J*h%mOb!i1^LvSNAVt!Jg2O|)Z?Rbe~WuyF*-Q1BCF#j^KK zzeGWHWjygiVAeY*H=?;GuI94*M`HsqVl2vHoDzb_cp@1S88=)+rSaiiLpn6d1V7|Y zG?s9vLE^eIMQ)RdiLkX~=wGLXJ2}n|lpykL^ArVZgB|dMUr2|R{aU(;T0#hSq&|lP zPWQ-VLUWB_e1;+%vX9&_aBWp4TEgfJg#S(*I;;oykc63Nr(|L9t1^s;!3D(3#+IHQ z4~IZuHKt z_4{*%w%KDrnm#xT??agEh;(?90LP;cLe?CoRfA$*7w&B>;e`&Ov=|;Tk?5 zkDMAe?W=fHe)Cmv`D#qY(a)7L9eUr_3>}M36*Ik9n;foq&{hl@>lO%sk3p(+>rc{h zZ8zdBx1?skJ~I3&vtA5aM(mBD)`W9=61Bw_p)aC1*!aT+F8ZLxArk7;3Z`etcZWv^ zyD-l8Hu<)zTbgUB%1Ou(HE79s4=-pQjMLLO-&+bbh_?-7n64b$fI34ipqdL?O5F^M z7p8|J$X~And?RYUB%z6d*}InLJtUtAO1EGDQxgig(BivUXyt%&>~d(|QgDN`rIeEJ zV$>iTMnH<^WYZ3FfPLfsOTal40oVAqU?|&t$i7*ZQ8wZevbDldx=-_V`iJ!m4%VDVp-sY3C(TupnU7-g1NSfLEC~$lvOivP zpqLVjkK&ptVceY-!(c?CzA*~JOCi@Y#4U72jpW}lsHQWwVo~U7w_okDlpOrnENT5< z8RQyIm1g`>`z;~NTQo9kxq3#S7AI#h4QV7l!0&_j8HsY z6mzKCNMe4#)A6E0h5U~gvv zxoN97sM0oXsH=MaLGY!;N0w1m@FdTAS0H!taM-kqnV(X2;Ls|}9OA)8s5w(Q?jkHJ zio}gyPA(26er$lYAaX$`EqeOxfw730v&QxZxRyH_)sbxW+|i(HYD5DDo4-^}=tuy& z5SOO;DAnW`C9|2Lx4MT#XR8}+2OnOY3Ua^+k?w=;1w<^Kyf2~y-LsP(G7IJ0_Ys>T@hCuRYyQ=raQVibTW!XF`y zkutImO#+FWMBEjmR@On;R9Sh@oZ$qUkw%{EE<=bXZ@J{xL-WSr&j9gv^_M4$U*?6g z&`j1oB832JrN;KA0ue>J7zsIci>WlPZA12E+6A+QzS;rf4Xm~Z7;TO{Wy2*T$y%h! zpIqT26y!BMba-U7Im}0x_i3FhBp@q6^?L}mIpkGb7|3HM1KKsX&DH1jQ6`~)uCIKhx8GTo1G{bNmv1T{2g_m%OiL@ zm&((-vG}LtnjlNQFDr^sE|xnL!Thhn2Q{ddC3rh|DPA%*_S;+&J=Dat4MMmnb`mWO zkk1TJmm}YAFFEGJlJqMWlGxz}5TR&H^9~(V({`$M?9VG0HM6o?b%+|8xbf243q166 zE8l#FT0Sd$@DNoQ@P5_qrTn~CCtX9CJt>3zx-!!F{Nu>a7Rr~q$^|-P`?^{@cr%($gc-TSJs5?p^$NlI=*V&fEJW{Fe(B1UngZaoMfp$ENr3 zsC%fzt-Vj6h4>6(Uh2(WX-)cOd^Z(@=N?!b&FEmu8!Qdfdxs=C8!m)R2C}?5o2srF zYEPrLkItX(UXI)}gtgS%1rp8N4{xh4TpF;B$5f1rT{U1^2&giU5m%YISiVe6p%lWE#{?&leMh7&S_5R9fifYVBq-BjYJG zyKUwgYohj8Rh!&(jikO5u-2aHPe zPE^H2xb1n2@eMjSnKxaiHOZ-}((1=%OVQEt5Nu`j>c~lQVnM1``MTO_Zj^CXyN<=& zxY8s3_#UWuQDp6qB;|t zX4QE8X`r=eqhb>7F~bDa(C>tLSl3faL926c=gDT$zDM#2o;Ly{Q*-e3C{&zfcw1eg z_ytzx=?;d>nqX>-Z|ffUO*^=@vGF)rLNl(mBID%-WOc#x-D4b-y@ZU|7JpF972AUd z_Dl}O`%l_D{PhSSOlMKYCh)8y$!N(~{h!BSMvss&r)7%5TF^7PN!=kEvY@K{Hj`-S z%1@C8YRt*7eo=K(DVe+Qk84=zXGQhM3Xb67hK z%g_9tl00&94;&GbVlK~Ez#q+Zgz`3cNTPAAP@)0rCG|$c$n)iBaO4eY*_*B%*2LD> z$=T7wz~Qa1tnD0??G21fh!{mp zTrG@%4U;e|yFwnE{$_TP?NpRCM2x|&U$SJ6(s;~;^8tEt*$|$QS{@Mu$A`%ih3OXeQ2Bjhg z1Bc@O>)Trw00kOg`(M2Fe-5c^VwN4n*1Oo(LjINa4X{vT>9%GXJtFcnkLQJ?6)snU zT-=;)YPt>fEC57pM=i)&;7+s~j(RN03q)FgVhCr$=4GP?ZC?S=VM?1x=zwMF#k^l@ z2dOXsHeDcM3x2eNoRT_7)XwqRmTUnOItV>_m^jyg%x|zO>{e@8H^;lWOOOYN&NqNo zgVfL%2UjAr68e7LRY5jrI>aw>HUL%!h)RVCW0nyEP*CS9A217|#7HTjd?5J*VNGb6 zm{WqhZTJcQ7YCbcdpBN5DGUG{0~7kwOZ-AX{aTh$?v!M?ZHcAlCLD+%6LY@ic zhzEkO{}DCYN&yUkoH{=nCPe5@eC^2L!^$F>UZQCQ@J}$ea6w-Oi--t=jS)on4fB_5>5l1->#LRauIvdGpCc6M;ofRMwVzfJu z+WAXnL#g$UNIuaiN{y*VOQ)R;`Hf}?;W8k-JS8a&_M1G<5 z{>cKi$@NuHR{tASHh69TljNVl+`j_WO29W+ct@(TH`M>?Mz(3XymVdv7u>O%H zad7<0SB&Lj`!43p<$Ez$@>fIq33KpNPMeK(V1l6!5H;) zR(;-Og)|iy@%7NcX@Xr&VfjL%U*91g5=o;u5lR3H6=*?YZMpC&#oBFB(T>)a0}?24 z_@W$)1cxFqiVuEmcD4!P+_ugSH8ZmWk%IX27<%KUyv=u%@cfsVx#fS#hctN_UPo7Y z);KR>R+cLdv4p4R(tWOaqCI=715eO!$aYk=_gb=Hj_HIzHA4t{iXP@OIN5+*G_n6< ztvCiNk0XIYIGmBnDu{htXK_ay|AJ&l>pQ)}kc~$pscAsmM4^lY=k{)`dfdUR8sMr79Ub2UAQz2<+^(J@xw zkrAej&KY)Vemd$^`)rAue`S;5wMFuY{s4=>CoI5m>bdAq^>FW5fLXhQgb&~8J`4zz zPMKEUjcEs96lgxm|42H2ZOHkpyZn2%`LFMBJS{F8%m<&u{E{nkTdee4f(D;&fH3Mw zD8>Q~a+e#N3h9C97tA++#ePNo3$5uNN!wrRyRaa5Wd9&~;koFIZuKj$RATvz%?2{8y((o! zEukFoJnW@b?nqXQgG-X%Q7tt%*6Zq^F@Z4_k+O|+hWPmt2URKZq2#J`n|$$sI;zGt zjs(Ir+i#8lELAaiTL42P%r)L5_>J1>#YYHr1j?eK`BM2}DasM#MWkIz8Cm8X;=SRj zA}2xQWvwAEW;aSxU(?rw=@sD`BEUzGPkay@KOrIoVKF4c%Kpfnk)gYBF!W@+1DJ5+ z6)gMFK|=Wx;9?b$(`JfGl`Pz-9Mkmo9dvoAZ1dPPyWj=05#3Cl{dze!;>3@(1}L5* zoqhg?6vc`g zD&hH)yYlPbgzz7?lC1ysRuX8K{>5iyVFost|Diss^M8HT|D0B`%EJRA-@_@958Z`L z?+1B4`2?N2>J58_iTQ#fZd+XfANt)J;79>X3AaM_+fbS@U%LRviy7?c0P)BDtSG6Ds8eAp!d|xRMYRrDD&z8c(zJ040Ax z^m8f@KtVq}J%EC$pB^2ssw`PT4V?}BJ-;aC0~=u5+TK$7bAd>VAlxr!RCIgytD-a& zNSAU61kc|nKJpB733a3(d=YW4vMgAjAR4fL4}!p@Y#|1aq_%*d|BDIvn;AJHSJ(hx znpR4c1|&P@`cH=eKF2HcW*JEdqQbg}BfMAmTf23hEq?|k8@vFFOi6hQZ}$@+@K_*Z zl)US}@ap}XAFJ%nODyWdRr^A_@u}BCbhj=D;sIcCkSXHkpgPmDAE$r)#jjQz^DEGA z&7TB~lLeXzJhRy!4P&tIGV2ckzq}S`@Q>HU(B|5t3G95}#vdoaHQ-q~6UY(Js8>VI zvn7!bnS9Ivd2A;wJCbb4qzwR^JhpgXW+8Qw>1`r|%5};-aP{-fT{e(4cCnS;nI;$uM8!^oRN7z%SqPh=kJTZYE z-LH@D*MjtqWtQ#VF0(Amf5nS~(H6b+zA9MD<( zV{)KLg=@Mol%~$fSPdNmU|=z^uyNjzQ&3V-)3C8~aB^|;h=_`bOGrvdE32rgscUFz z85x_HnweWzIyt+zy19FJ1_lLx4*3!q78@6zkeHO5lA4>BUr<<7TvA$FSKrXs)ZEhA z)7#fSF!+6FczR}bZhm2LX?bIFYkOyRZ~x%%;_~YH=JxLX;qg~oAONsGh4q)n{w^*Q zU|gW!;9%fTzv2P`bptM7DBuvp%#f%;ickg)Xe2ED(CET3IW^rdq^wHk7>15hu$W|Q z8{`+iLi;VUe=V?p|4)(qC9pr@S_Z&_fdD@|Fcg3Q;QF`D$nTadzO1?_oue$^!;Jr( zxFsuX=KZ5GRW<}!X8yD((6JS%-XF-UV>%j>5CdpxsG=C;2}K&u|1-fDxtFv+rG(h0qW+o<#1QyAXiDqGHR-T~D2*&F>Aw+x z--Y1UeFLtopx2b*N~Ywqc{a59pC#h2pYi*)w*)FIb=h4oIv`#_9ERYR-uz*9{`EFk zF3#6K3|s5RSr>~1&lpw7?(YBN*#8s*jbxmY@ijUKolFB%l@|520*Imv!CA6PiFr1x zvuY>_!uRz#N1$N~`8O&LOI4I_@)A-3U`KEJs9K;<<}X~V=>Jz^Z=_TP0o1^t-hn++ zUKOI792Qn63Zn0qp{f{F0K`G~sE^Px7a!+>fkT2QGXivDUHw z+qI6F{V!VgpKRVb{a5P#V=~JB$-G5lGfe@S5lCY=g{BdcU{~T6DL^y#c`DV^d<-D) zPaga*h7JIlwl?U1<9}%l9KQa)ZO;Brum4ZXTaJIbhOqphAS+$B6WCRqS%BpsBMoqa!XDUzm@Ha%r&gU>l(Ld5mLPieMp&APZPn4{y zV$D{WTGQIx3aMq!7=FM(ynUhB%+2m8R@{dG7(KXMx?IUWjrvtkF4;-&>Yv-aw%aHQ zV*fPFf#NL$TO(6BKVmIHE&VP)s-=qFcs_Qw1^#%K4P(=Q>lHy|6a6y3S+OACP*}T@ z!y9rZucgf=t!;X_JCeNxRXPdzg8scgDh~-4Qh8N*|F;aGR4d`UA=>ie@DINB!~W4D z8{6q7F?>E*ry9DX1?zEnN;)4ZklV&8*Ig-?rA+M>_R23c*(wU?uIOQ)RI1oupQxP# z5p&akD)~3-(goL0`lhv*9G>iXrKMuXe(zRk?`zAGE{ zo%t2J`NWf0SxKdrV7SYS)RH=3hBF%ouyPcekuwVH>V9s;B50EKZr``TNx1=wW83Z6 z=LmA#$%a{q1wEaKFA`uiC870~RPgtd5Kum*WL?{X^ke(Q@?`YL4#jAp`i5OZzR9Ys z;%qoD@s2+pq%KeU0rOMLXIoiwC6W^bYI6{1cxd*}(nU-PjlpsLbHYAa$21Zsf@_e` zCA|mtFy+fz{)A#gaS4*LwSx{LtS>fkt+(u12&3~6M)s2Us%;98{TSe!_G44kYd`ob zJ^!4>$E2v3d;y!C1f5kL|4OkZAhbGXaf7Z?F5+=>qG}MZ`Ka5M?&dV90P6erx(DzJ z2-`2WQGyOAUU$3UuOFdh3+Bk)YT=XBJNS#^j^K>Q{d|}(m+n|eF8DKoC#+Kp;N*0` z!pKzZuU?XuGZHL7^ZLR)H{(B6>%2E>g!3F18-Do5oY%_?Qc*_~1zY0JXP-sOqh zD9U0^B7T*419*o4`mBzUHY5p8!&K|PwQ!r*m8Gj)mR9{x;14K_BI+fZgp_TJdxvbo zZ{+9fTmek?0Yo%WVKgRUdI5=_5aa(`obpd<#W?@%4e8(3(f-Q~>3{2J|7$$_&yLFf zU&g~w`z(Pb|Cm|qU_kGqUnH;Uw~u1^I4lAP(L2hE%k=3w>!ZE9{F$>L_?a2_)kq9v zN!J+mv7Xbv#!s3H`T-nazEu4HmM~XpWU4@MhWWCoBOzzbas-!=x1jkw7yf|6H2}>~sGTS`g}T>g!*{vML+F zkg=aAfWHELXI}_3Wxpy-!)pDFjX__#n z#Yf;N7e?@0?>)?r+Ke(AR+nEzC#kX&7A@Hj6tQ6n zFl+#-p%M!Kz~Rq6gan!9LsFm;FyQh}&sE(w1vC=PMXj_qM@I@7lbMKO0G=>RF{6NH z{@FJG(`Fw>EG#`Te?qKVK`r!pY9g`B#?!xTl}AOWAFIaAp6tP&EmhgzqDhB;*|= zJns2s9hM$0!U_WE$mg}lx7WcB;;T-lf>I?VrI`{x%msaDqz2sgHtgOu20LH&I+LF7 z-QKRw-+sJ4bs}vkx4!H#w+L)!9bU5S+N{hEy3otBpDjM#ClR{Ozg@h&UUhe#LmA1m zyfEh%Iao~WF6U5ln)AN8KaYS-KC>~tgq+aND90|$&1M%2*KP6pue?#ekOz8KUQ@c7 z^Xa|6^K0Wz%Tls2#~njV*oxUHiNG&y5ORq#D=Ip0-+GK+K`JWJdRLDpfM=|5Lmhc( z?XjHrS#IW{_n{;nlKu*W-pBdILVIVafN|=Ut8AEEOR2LbfD!Nf5?&r$g;OUM=@7d9uHqSyG;8;#6q(|NPO-8s4~E`fr6 z#(Tu7A?vYb!WT;<3fr?I8|^W#O&mmkH^OBz`NTNTbkckT9j zjr2+B!TAw><{FYiEmZA|D2)-Q-3PqOuvI|LR% z>T3|$G*V^->tZ3Wk74WkTlI>id{@<6ppMMl);;s~?}uzp?m32Rn{4pS^>?7*Z{h2= zYV|8EYy=XW*eAPVS-JK_sPmxirdZ$s>|4JWLM>^F8WuN z>zoj0g9eg-0m0EU#=%U)f{#zarRL?rQ~Nu@PuHN(3Hkk~hSFtWyald;&}=7(lMc&j zIropy(016#+}HloEr+86=|U~k&U(CexqjdT1VvLjELN1v>FG;l#7PqP2}*>4RZ=Zc~KhzN%lVS5#*`Xi8|mw5C1-GD7E; z>-uuU)Ae$8LL_qZ8or`A4&|LT<{W4O;pU#Qy-*wQ^zkY6m^IGf%w9i^-Dq_Ir-^-O z;lB0CgZ12T<;8)2-NX8F9p+nU(sxREgAXACKA`Hy@8@4}+|JfGuAycha^O9pcUp~S z+{)XqPNc3Cr@$7O$Cvt@}A99MS4n3ZUfgjxF{%F|7oDLWJ zBDeD+^1!JmY%sT|fiqvIgA4SN%rrptE%?@er>O(43x(M*j=k7yD54&Q@|(0Vc+kB? zC6vvli>Bj5AB>!BFC)+-sX&KSt?AhL1o^RbXkcOKn_Q5t*a9&ot0pR+L@^0d&P9kL)373l;z<=R|F_OE{tx=orn?9qWbW>%M?A{#-hBzZ=h2AH#)4?%EthQbmdwdz(j`DG5hsXu z^6Vb~Sm`&3ic@KL?TQ-(edcy0G{;%gH+fO+gC-G7p{H<@RL15;z>;+{Z3&8FGCy}4 z{2rZT>zee1ZdABK<7K3rx-#yCdR*xsO~?psN|;a#2!VzG1^=K6-j)60ZUWm;c?$-n z%I3p@dyLfc!`WILP{omQ>AQh;$ViLf4?fW(z1W8lH2v+?32uNg_Ri2|Dy*$+Wy_tO zb+MqTpGrvv(-fdY@@#{?6(H%sWkgr}G0S3DZ|e;(mvd~m=zO){6Lk1d^Kb_*7+$V4 zFt4&o4d2+pPhbwDFV7D@AVC#h4NRY{R0T>%%B9*Db{V>iCjy^hu6ya`X9drw^0^ED zYdO#8_@7-->y-cug*EM+X*zU1AT3ggr|MW=aE@O0#l# zMoCO|1ql^OdykESG+Y2?K5>WZ90z)dyh%mrc2l4ND-7>`{3KJ6TN2wT^u|8n*=;&{!ksqLK{~I5@ z%$12XFMjI~x7{~NwO-7YPhSl&N53Sf@fv;qQMXc;>)nu~lZ>lzllfYLP2l8}^706IFJA4>icT_B0XRw#;N#z%~{+RUaYsf|jNTTR) zd556kAdKO(u+H?v9P-iiZ}3x!b$+WO!igLQ4_7*n%2AW*ZSc>!0f5W&S6KS#;g?&@ z3j^wwH3m<#Rg=Z9PZu`z+!|1Um$@S?d#@%DSVNx${7!Dx^>4A$i?!KFpJQP~2g) zIcIINNctGl-Bm>$+QSnLy_CEi0e2-zlYhueekZ?lJQsXYrgeIU_z`nM`MgT{G^@_f zJf@u@$)B%d7^8B>caNzzrLNJj=__`KBhI31Ym)gIOJwS5R#xMY%q8!RFN-Vll!*d3 z>)`l38;ode^S6-bT*0&kth$?sDNBK#wi$lP`sa1DlOO#O^VN_{IFk4juLfS6L^&#l znh!b#M+$z8j9G#--@Ym^`QO?S$KLmpKgf{s2N-@DUW{eW-=xymj>RS9io$Aru=)Ps z(*7cpqp_y^g#s;LkqU%Xb7{GaqgK7%WfsN3rz@?Phoy!&Ml;6;QG@kJ6Z;YNCskRQ z;Xz_$l_QUw)Ibr&RtYHizR%iH7OZXL*7`7 z)wBeRRO15?TLH=3{;<)SlR9G(u-sPG+jke`+08m>?X%8nlD=sudi=}LM6puhMRcGn zlm!`h5+pOzaPb};2oP`?8!7fzvZ=|?ZxZNV=7fd%;04LI=;@vM1$GA=%xydZplIt6pIU z74^SVXCZD#9kvdegHp$vEY2azlVdTSyZD=LSa7qz^`k6bl(Yqfj$+>!R#D89cPecL zrr!|4I`{g6QwAnFmEB`O(avvX4?Rnl;Q2dqPGy#xejm&%SNod7>o53YDA^!2x@S@U z-cvaHEInB42$Z;3Lx}?wZtXewEDlS1^wr>PIqLd*6U_qy@~2>)FPg}XQsSRq62*?+ zFNaVJ_b7^Ma{a(ELk;fgW6tTT;i7YPF?^ABSllvXGU-N(XE$^>5hfn6t+|jvTtB{Z zYgAe}(JVTCry8oLF-*=GD9ZWVKvstoR!M!7P^aPm4~^}VEm_-RK2cqZ2r64`P;E-& zVd|bUCO$JdlBr}D&sUQ{T|i(=UyYiHEs7VoAYn&=8YimZ-vbRVPD_EbMKYpX4q-`V zF)ZeO;VvwYpXOSReixf*L)djQo>+w_^;xwBJTa>6B)rz&u9k5b`^o9au!aXCh6h8P zC^?GO9usx{J56QRVO6x>gQ`euT=)2KxWjl~dSI2)H0TPJ*~9C%Wfz^ku|iZ7ig#$q zh|PH9B-Xyt@lpB5;kma;l8#7L-3i7|o9g`--y2Jt1B@p(D!*3%_ba^K=SjDXZBRr+g;WgFSQDt&1f|)r^d%~o!ww#54k&9wV;=dXQM(wkjCJID z=NcHg2}p_eVJqGgidPkgKhke|b#_jD2YD8=hPnblHiphLLIm{6MF{SYBI##LlQI*v zThi}Z#@u%sF=1)jS<3=8OF>D|R_3gO0lkx@FF8RZB0Mn>K~gJ^saZkXA4iN7A>(A_ zMIJabcIf$h-_;fgQcu!ZI|2r-gm?csoCW41OJ52lxwX^B+uv?7 z?|wFHf2hn%JI8sQgMQA@L4Jw{+deWdz=!nl1V)FOO?#vb-#s@3FFuA zr(`;#*B?sBoLb({`~l3$E14h4tmGZv%<5NTRgs}}OvIPWWBWbf!_KmXW`zEO{IPirnNVwmeu&O@J=xCE^Wi|}4 zGXZF+?uS+|9V)xd_?P_$iEF^Rjfy8Ll9@%zs7{$v-c zzHM~hHo9*com`EQZzXU(B3>X$B~(i;yj78V2R=jYXZI~4_rQJ;avx!DqxUnOC3e(J)2y1H$qv19l!fj?@IFZZS%LT z+u?7A>K{he{bM^+=NY!HKb5dH8T&ZJBO7c1%CJ{>Vv; z;bIB*a950><6*;3ughG=a}Y(|RkC!9as~;b5C9g-qz2BA+Jd2)@+GsqE<;?_`6OE# ztN*5K?Zq;DW~h>o7zb10`a0eo1XgqEXJlfE6^VPU*>?0sSl%x^dYxzp!tBqaN90SUnuDtLCioTUA#AaW3&4@ygPlPzo>YL z<|m|YI1OTWfBHsVcfxqRi{qz6C3s=o?)#~ure0FLfhqG%xPXLZS*_e!{L1k1WOa^r0<7LTf2e~S>?0znjD`tsQ z(B!Kupf6F9VmO`A8b|0i>=Mb6{*4GX0!5YeKeD^^Vnv$(sQRTJ1+ev9ex}4!tc49y#G$= zf140%QTsRFTkK~!mBYXxRF|eMpr0^VPRrar-?6`<3t_B`o_#v*0hYfRq8iOiPz^Y9+Xm}A!0i!Q9G?X|mspBXAcf=Bwhr5tvH_B}TJ#3Y((G3t5w>d4#-j zw7RLbZNLP@+}ss>2c}nk4wzMB)l#Kyk}o}_jDv+v19rj7H>w5>3@(LAv*l!886*zt z6~P(czoLJg`1)063}P$=FG|sVU>b4RxBhZseCZk zjw6xS@hj(pO_SL$ITDH)jv6{vVqVP;M-;CsGN&c@t|)OTA8azy2-RMo%D0(ab&Qen z0kwg|7Iq|uK``k-%^G$2S)82QD}Q!A*p$cPppU5`VG5UzO3h3jBPPBDn|QsN8el9Zhj6`c4Jp*2_)y+Ir>_= zai86bc4MK&+HQ>Yh_D-riG}ROg8dPkqtmpHWZCJ>_DNB_zc=Zzj;K@8^NW?${1npT zLdkz7=?The{$iv@JeF@FJ<0l=rju`$wh4B<*CIdrfj z(@A>xxSr9)VoEz#J)^~>S6#}2>KPsBhNxf99oJlPucd>YW%4vuOX2zB0cu)CCkM)B z82mX6qqAkSAysoVS*=yvJwv{<4rOIh1UfHnEnwmaYUk5n%VX_%Um|-#NQ1#W3 zB-Jb$?iJeuSf4@mS0(G(8dS4rwvJJ=Xjz47BOHdG+$?&Uub!A)Ui$9H_Xkg^n1NDK zMSy-MRUCgz%Rc7oOUKXgN{D&%p$<+L!R|3%oxFX8;g#@imN|0B+((@1(|U~Hm*?9K(hBU?B}1<6NvN~QtEh@^ z2XUwa2kI8#q{>wiqHsTOYwb+DxW}>@4m~}G(i;@t_8^Z7&&R0Y+kwMybPd%LDUX_O zyOId6jLr^tN9s6y3Br=qNY4kQBCTg`P8(#8xL;1e(JmiIv_HL&;qO)13e)`B!d49Z3F}%- z+qi#0k~Y60NDa`>2{flZzfPt9ia_)E9DGNh`J5v(3N%mhR&U%eoIBeA3||ui+9 z5NN)S>}lyKd|y@mE!z-*V^gB?Z$2mH#7xQAR-f5VYqZc~7@`K6_;UF-dqp@0S|At4 za(fn$2VDNmip7DTeMkAX*Z0#R%eL&mCzO9HB6BLGespTZ9f2(FhjIBg5i(TyH>=sv zCOl&ldAF`z()yWZop)5g_;j<*XO_TV3r;!*LkrI5nsr`X0^`HYI=iNOXuE&5+P4l? zT0^mlm(>uQ;-IvKH`KoE5UB`&SVaK(mfE+k(gz}CK=}#bxAg zp(Ux0I)?HUL~{7VP!H=z@|1r#Ep|SeAByEgS$1USGUwYQ6y4xTL-X?}yNr_9=h$V` zg`+z|J>VUpk|iGGaVZf#K*tdMm5ZI1v2tO*Pc{jCF2QFi{!5#LMmx;+nS=oS$|fO( zKbhR;>BI7|zIEL{i>~X^bG~)m^s&0`|2{0JX_b!M7}x!l)%od)YWTu%o}b2}ZSI9% z!th@o{`GGj|NBZJw&N&{!Dt5jWB8h#Nc`Yv6l+IlE2)}_l-YH2HpIs@A+%H+aQ#3YJR4`1K}x$?vX7NZ1a`fvAlQOgC5vM;$v&RFkhGFRYx{n!|;y z8AN&nnb~1k!4X%gPI5`|2#Q=MOlRMb?UwU#gXs*)n$*IFP1d9qK5RmLs<;Z(`QG8a zR6C3{DY8`i1(b8L!`s|`U1{>oYd75p2PQuYgV|wWFjaVv>W52A^xEFJpQ=_x^7iYZ zJ}JLGfitZjeex8>3evbw;E`64CVvWJI<$hPaJUU8a8kP?dwB{Ag{Vd733EU`Co!Bh zI>C4sgixQuLLO^osQ@dOSt`Jt$1P?VqK>jVyTpN|O0o?~KG`76ut-$p zaw`F<#^Tn3chBI(O&Vl@Qy$U+C%uaW&Js!i48L07ylt=+IOR1EIA;i)XQN((wyRMC zzEezI&fEtB{_zDddFi8mt#ZDPcFawDn4hNOUhnT4-7m)%O|gOnrDRcs)Yd>#1{^NH z-QF@$wScDI$OThc8JE6npDPp!*OYIQnb}mn*_V*wk~_6~si@+P1VgM;R;)!>tWJKz_?J7mPP50B&3}65G2?0mxnp%SbJ?|n_LQ3SwYKtR)@R3BWH6bqcI9yK3%D)h@tYe>du5){VOAK<<0t&h0LQ^h3X> z$G6mADMY^=HnojYp!Su$=@}*mYNzXKgQeh&U=&MASW3a;L-gB0y|jIQumfmgrD7SF z6a|T50S3DQZLuf^3ad)FcGv-=k=))OyT#?nWLpQ?S2+T@L>7+Aez|&pD$dnF2TRVN zw%FplvVBz!_CP0FE&(ji?GmB06WyX79A`E;B>U^jLK!jhVip`rf!qX{HJAe?lmFmDvi``c4Kvh+Zy42xfYXPdV zcdK}-c1BhExtCW2QI4#|jf3iC_klP9n?Rmr$dVHlra+c|?bWsU3y;v5#` zg-kx@FlC)w97EPpp89GrPB^7Mo^K7cB;PWh6kWGpOkp-d!dGESS3QQKCxLJ4T zUD!Lo%DRJ>#MYhW4cbEMj{IZz8d!H$*reWL+t~@+^*`&Q|Kp$k{vkd7BDygF7w_NHG#dRYg)l`{l?~ zwgXYPzPhd&Kf_Vm-`PeL^Y9T4O5;T3^DU^(t77K=pIFkI|PZ`~G_AUOU0rwT_#W=e_hEREEljG3bl3y`p-UFPCysJuDf_%FVw_ zUru}L7=&)43ZulRh<65s80v(+sMv}c>PZcjxUDBr>#H4-UHvMnpQ^=p^WIQxg*t+z z{%}xrjvKnW9`B|jn3I3sEmoBz4bzv@_58PrRh9}2VUvQ9x-UMeQH2t#nZNsa+v%q}{e6Xi9y17FV+LXE9NEU6jVi<@UJd<*WE|6k8BvZ?q8Z3d=yBn*8G{}(h!=Nxqwj}hn zJ1g#6Z9hbc;cDCD^wA3ooVfV$0x%?Q@sHMf(mU!z4b2?N|B855+!xz#L~wn3_z zn{w!jvyQ2XnJi7i(vqw!@fj_WsbAOV_u;k82-;HE7RihG;T_Egq|O}ji)HflbUn1b z&XmXzpy3tG2p~7&FK;J(MKglp2=r&RNPeEaj5Fc~=L9$YI8RUOd}vrR#b7YLP-qXo zhw=MJ4hoE3)}5GeXZPYT!~D^B zjf!}PaSY^>8e*_q=?Z6HJ}+wIINn^!eTl~DKVn{3HPxj4b#sv|FJKuXx1F@)zpzH%h6N}JX5WUro{0z~($&G9b^WcTCwuW*dW;7*h zf@vW|PUIF5`9!gjLC>h7hSiO{u<}i^Y0IR9u8LkDj3^^=3vpF)PB*9uU1m&ZTGmxQ zf!MkRRL z-6xzdarbcSL`?zsOx08(3uK=l6xJMpTy65q1e8!1aYw7a%8RYBrC$@*=7CM>vw@VE zntv!444qTk`jxQbO7RU>;F}Og#nBO3iu++-KKa6|TeVDCqZlB!^ldX!&&uf)lpS6( zQTefd!x=3Wy>V?Y3q|d;ZD8Z2KnqLP4XxC>ru6&f#C0A0g{z8?jWz-h5v+nDH`LKD z`I?a%+5RMals+vskB!=cN%$s0UIilQR!~H3i5UbzTVe%SwVkGoYauIb8`r`O;nxPi zdx6O<)DAU(t;Oq=*!u zldWS%(boM7>c+}w*j?GiteQeq4IOLMwt}6q!Vng+S;>8e^|mdCAs=m*FcI0ym786e zJwGg#@|jFd76Mm$9aUw?e(|P&i?PMJO*wFX8{2KMKNJCjLa<@PRH~XQ??`t7ajA3G zklGW~;on+2sa@>I`zdx?#Lh~q+0|0-{8nE^ou8(37&UgO@tP}B>nBw5_aQ$)WYWlC zgp*lzAEHFxd37Own2XD-*HXFhR3U#$%E@0mv8ZI3FguJxP^QFA zh5W5!g%+~}?qk&owAwYcf82Z0wox+H-ft3~tRePtjxNsXny5na-TfKEh_kpq<7651 z)b(a?*wg-u81`a)IYS&!zXjw&`?JI$-M@|~1Jj>z5{5el3#|JyB9jXmA2EB8Gy05_ zioszq@MuS#cbFY@gw<$&s*1H|JNZ}jXN0tk{)`Z}qyCJQ$22<&DF=SkU`i^SV+#zd zlPyhr)}JvbE)02C;wMQ3EqK=2-Ja>sSi~;R{TY2A&lvQtNTjXl5OrtQ#>6?o9hmm9 zN`FP}&)82mqp)qq{TXp*vdx7&uJ&w4FmQiHSl}0%U(n150zcoMak7=a zZjU_+22jm?*ADIw7;judshXRY^ul0GbXV-~~qdxx^)bcRg9;FcXI8WYDV zN1*D@GzM5Q<81^+xNPH!KOUGzQ_7f$6`{2-0nLzZES(#I%rF+I1BIB^BG9oZwj@z< zo))`Cvl9cCl^?CRsSgpT6~_i=_e$={tSp(;GJax)Ab`Nk4M^6tM6cvLzFA~4^>y2# z9P?43GG@E)BwsmA2P^)7Fof^sQT~;#ZOG$y^Qg}cM99~QB%1`+yekmFpXwn_4=i@} ziUlhwFjWwg6v*yHE1xG*ff2{is@5>Y|U4r#VP!t32 z|47QA6igYd3HveX9RKQ6q#+2)_@M*HDB#=bPAXhaTZ+U#k)60!NGu12>9Bw)>b278 zQ(FuKs1$3};_-xC`Cb2*XesWcJ>&Ycd`yx%OQLT`*P7rTO0q4V(%t&K=~`C!Bh032 z8J>4{ck2*^;e#`)Vl?V*on@(fwCs!dR=6l|@8a4kj{`Q38a$KZ;e z<@fpHoinP|&Eu_R(mL)(JWs+WiK|?8eB`V};CV$zyS(Re^8Pz-?o@j})^85?&EdW| zoc;s%q|8tAbvHhwPz%Tnd+uTstj>iZ56{(lI`QX?E@1T3pJ)BH!GS*a=M`t4FBDz^ z*&mql=Pk}(!Ir)Lb$$^|J1|RLG|K)w5F?kAIK&kblt0g%)8V9If_2k3H zbh5sSAsB*WV(ZVFoPk35(W}SS$Y8JidAWL&GbQ@{i2Zp0b4Hmx^v*m_8s#yt=Q5s6KWJSn|pM;%@s|WmFkx3oS@k zF@P!yv{%h|Rr?|n6&V=awKg8lhYiCnCa7l+-!*glY{Kjmt66;ZKFU1Ep2k#A*N&J? z=pF|Xg&-)Ju_i_++3GkPDcO;N@Dmi(=wP-zBCHjzJL?QMH{n^;Q0LHr`V{kJd{^Zj zPz)7n737}2GF!-GU*#TsjCDvo@E&Se`>v@IQF_q+W>yaU%iplK&c0~mt^Heqc})n$>lxOv#HHj$z?YpT&oC)OUB0p}A*dhF;P6!3xx6sJ$f>t!GGHh3*pmg@O}PInx+ zdMxXBRoLs(TyLFwJ}9eukceqz)aiLgQ7t(x>|hIg!DbN$JFD7m_H~rpMBk-7fn-Jw z1F-wi>Vgytta!|9^JIcJVw%VpD1M{Y@|d0$6N9W4P#Mx}z~ks5=8k6(@8^E0q>B=m zhm;WyY&E%XG+3OJ^fFN%<6_r#;0;7#N&d=#qr&M{ zXXVYls-U{VN+GB=rFY;o7NrI_cNR-BQ>X4a~`EBSEBurM_0083LhLQAhP@FunFxP4xt;ks{A= zh9a*iI|&qon(T*S`Edv(&Hl^>$}U^$u5_)rG#{O?>U+gyp`VwBnX=71_@c5e|3`>{ zI`OjFGc3p+lV>l%`!27vXHIE6`a_tom?`b&Bkzm0>hPB-UFqYktFFN%8eE0H#P7e) z&N*FMQnyr!k18(|Ma9fc9U|*a>0}{@d|jY2v^R*Mocuo=!(9wWWXBc<&?=M^-ja$# zwknVyT!$bk#~)SWFQ}X&E*+5o6tlApTdNLl?aVn zNxZMY#Lo-|J83X6n)#%k*y&6zg{}0QqD?oPPA9#R3fh-Cp!(DQwfHa`wB-nm6Fb>aw=_61mt~EPUUP3 zdbek1YyC6M&>83rrKc{lnDW3Aw z!kIq42Ak~ZXVhRDJftMs7mBbgeJP@2po*|{``v0OzAeIbpr+nhItO*VwGx5ZsJdt1 z=&Q(6OstC>NhiANCl+Cw%C1%%=j+>@n9{d9(f;z=o#?P{ccLECw>vTYiQI|P+{U?m zrD7Ci$$WCx8&Zs-ytLOVMtxh}q8M#~D9JtbY(TzJj08#v&$>9@3rR^Q=;ta%?%19x zM#;SIu3|H;h*6M(cBUBFV|tHbM^HWD5&a6rvp&}XqDrd>` z&G+D}G&3rq5um?c-~4IWS9RR)#`bZ3$>eIKCg?_TBGI6MjRr=+Aw+cipmCC%47wNo zWIku*QuguDS4MoUv6<4lL1k5YN#;3FZNMKPHdH04A73DqA_sXq%$`Xu4S4w_jwBkX z_m9i?(vo^m8Dii_a>szR69F(=Q5aq1rTtZvd@m@?$cZ_q58*6FI>3Mt?IDW=MsWaNAtoeU5w5|sX0y}LJLj?y&*;;KjZMC^YNaA-@n^snfHZd z4gtF#qI|TtJ^RV249JEu$3SpcBija-BVH0->cSV5=hDUVSfT@e=;G|{L5iuqenI_- zi$5XL5M?1r?g$BVfNk2U-%X|NbkI+GP2VvkX{Z6Gj) zxpi@K6`UNuu_@_4K7`b7{m-wF5apkggeW#{^RFZ!7W11!Y37UCnMCB$w_{Zt9j2R^F8K)h%URyEFkf`nL?{hO_};wQKWMW=H{LgONo&4r6_ z6@5_d*_t)<$YH6hGTBNeZ1_?xLd%eEVxmy&#oE%?MJVB{%0)O?J{`m(Qi&DiB21p~ zEXllXbXCCA0)|G|^JH?Z>?s$aJKij3C>LRIHj*(2Pv-9B+C{jS$*POwy4YG5p)ak# zrF!5ZTr81Q2SB+9vB#-+Y>FONE<#Ihi5eRhA;Og5B1HHW)f%^$UimrD2WH3LtcTDw zHNI%JFfM)*d_0@=5IVhrgVdblZasv)x(mVwIk3D&^p#=q5EeTQev$GJq98`KBw2X~ z`-_Z+(DQNri#&wY{ADGNr~-*E70dT1P-8#ELAcFNTiy9Z`VJ|%{qY@AqJKGjhm=_C zJETO9={uxE9{)3hlx+2BO-DNFpQ(A`U1sKM5 zDErTJ>e8#mKaH?0`a18~=XT{PX_ExFFG>_;gG8|clg$$?u7q}?KC{VjXp<+JT+2x$ zUCbn3)h+lsbEGjK=}1&TpRmeAb#nQN12y&xKwde8!r|#V6c_4HOrtMBhvGTt!8ykr zikF~6@e))tUuls@z+9=&IhoR2%Y`*=xv)kp7xpv0oP#Qxc73WL8Z}oqLs5LaE3GRP zU#FsyvZRz_y9CA87dehA>Ba~rNi3fi_fu{o0rM)Bc@3m-z^cCTLfJ&s2DuE}xNZ%^ z^dag69n_T`;-b`?HXM|bkGn{?vZQRz{qimnC8zES{kpW_(N5gk*_8G^`s8+%Hf&rX zS}XWD4TfPwdOmF!1nI@JVOM`3;7E@g)bVj?!_1vMsMCfQk0mqS%QI=i*?_|zEp0eT zSU*V{o)`O5rOqyPY$k2^dBa_Hn7RRgBO`F~#@E554ZDI0RL%Os(uPak@8|VH+fS|t z3eq4$d}T$@KxDf-1g$K=py(SV(1F>-3KnB^qtKAVUSjhzBGIK6<>zmn`Z)M{sIp_q_4!YTF)0f&?lRaaf zWN(!l`SteJGA*}d9P=NoBB;a&{$3S9eE5QfMQFa-Q9&;RG8bL?3tfemI6^x-iY_9Dx8vOgnNmfg`P#Og z@9SqIHi_UM1NuGMdcwGy94jf>IWk&V%eM90JUR#7`q@j0uxD#yg0#n0ezxRtvjuCC zaF($GsyAXgSNH-TuuLyps?6Afxh@n54 z;zIqbVTE0~W>Nk)Yms`cpOHxVs;y@-sA6h0*}q=V&&b`o;bYo*3fk|-yW4s~Vl2sG zv7S1-)YfxCA?irDe5tLc+oXH>>byPWd@cE$KpK24hmJc}o`~WfE4)hXsdo(dv4%DK{7sg=q&3R)CmW#K- zG+zwCq6GNWK`inCJrBWR=p!SrkW~L`M_{ejt9ukT{JEw2Cu^b6>!?DoH$t#N6ZZ)cI3hhSOw!U89EZa|0&xb#Wq2G}Ef-(nSlRf8!d+Vkf+H^d=W zWJ$3W=h<8SOy>r74WG04Jx}?{x;-spOZB9_L#5`Ytx8{X=`VD}ea)dAUt8>8(fx(u z_upxctm{*`RsQ;j`h!+{8iMGapm>5+kRZ8jRv}jQ4^_R;wX(fvGrXYL`$(+^y{jStNkG}&T5rFF5ZB1!Rj??P{^9Q@A5VTav(F0k1MHI zww)AAN4DnY=iaZStM&vW2C;- z{=F^7zT{ufuUv!?eUM*yu}=%}{Du9>bNbw}B2n04A40@hKG8)Xp{qJE z75@Skh3{(iDK3g?jT67Bi=uDmSGXviC;D^Rd3a~%WS6+&>$QE&)y-Wx54r64D)tJC zOL7_6AL94l$=4Zb! zKYJC&$oojH&HbhiF}?WW2gm?=d)brr0^@QQlw9t%%J+bzB$71=BWRWqlqjlNfXtd`Mmrf-`>=ClklCeJoM5?K>+Ml$C= z_{91Pft;ry1R?}+S}uI<7#&HVUyW^gpsu@iaSp#}K>~aG31$&Z)<3THo2%IM}c&6e`yR!c+@^7TgxIYjS<@9 z{xE4U_m!@HWoe9LGuF>-a>eDV-DQ*Om`Z~YY>FO#V`&U8uya4iKTaCV=&_U17?jDI zWON^28UvLd-&7jI)f{d%xu7)09kuIUn+6lruKxlb)4bkBGn&}fD?S~viuNV#GR(3b z);o(!IVScoh3~(-c63X5x_<1M$}p#=dA|OA9o=%MV`F0cqVVN7L^<7Xyod3-xazvk zWclW*pUYKW>*@ODs%CBfoLtp%&~L8#+i=yu)Abv1)mL$hy0fO1i1+SrOu_CB$FxD% z%7*xCIHnwM6OOqV^fSu*xB|4F6OLII2nN4-nV-!;UsUF&+A?NCP>D?QfRi#msXtV# z6JKB3f?J?aNG7VxPc~Cg{xT}_v(TrUoqSMben5VrTK8Pp90bhQx>sd>60OtMmHF8$ z_UUDQ`hms@TQLnT!N(6N^Ruo79o}8$#|ObOrpo-dD3<5S{0Oh@_v5ZIKN0`^x4I+=0qSkukE?IfaIWb3(`ec&_$s=L{X$8E7Me7T$blFUS8 zeC%2fDC#b)yV)0OYzn&B`|VYv|I54CFKMTTY1`K67BGaJ#j+o@*nE z|CY#wZPBm)d65gtIK%7o-9)+hSiYMmkKav{(}!jgeK%3I*mo0U?_+VE#b2+9@-o(^ zH0?r4{WG*uSnSikLo0xhL{nRqhl0fQ#HH8!oW+BW4>@3`&e)+-qtKD_OYysfqxqx%QCH! zFFw!jYK=|YI`vf`Yzw45k7?_AeFkJ<#B1Ujl<^D^Esm}`=LARKTcx!*?JwIe{*jSa zmRoI?4>G}Alxd(QfVSanU`%7E1SBGeuH?eBB6;WF*-ZRaPR#Ns^5z$g$=w_zuOs1JP)@m*#Eq z+t1{_k=7^k1?QC4aiN~2o9xL_Bz1bRrW5*Ug74*3{f^k?yRcWB6b%1 zP;5CHr8lpu9*Q!bRraz^4H|6$8KzN;PX31(Lh9V06xhEPs?VMJty``2TNNe{dcIK7 zxzH^;Zys3wM=AuGa$nmPuG zuc_v2r!;z^Pk~mpx1xnZRUz)J2omYSlxNh+NBx2@p(UlZ6z`{+YY*oA01JW3>babw zix?;=&Dz;FN7u4gnbJNg&Du&f!)coJVnbVp&q=ek(T!SH(-wls9u|eZm}V_BS6c{# z7{Wr}Y3?0q)>9yi}O= zZ7u$~R2!CQ2j=MaG%sFLkxrIez->({N}*Ac;x#Q&kWJ&$ZCrWNh1%lx-^c#fu`OBt z%{$V+(@qVeQem}cb}V!XB>yRv{HI9rr<|bxR5CtG$&5xa{uvq>7hqENolK0F{G3Uh z#pGhG2=^ElUfF{Dr;5pI-v2ym8U6x}w0Be^`glj$>#GsL+fI(O*^Em|*)KWLzOWk6 z&vm3Nkum&COn$8+4eI<0jx_Ev@==boSWNz%9cfWDqTk1nhW=P2CR?iC_!^9rzp^83 z&Fj;Y4x;_;fZ6K4Vrgr3NA{8W_)`nywF}%LQ8z?4@oykC`){wB@v8PkCMq&8x@&Db zQ2?g4YgLV6=K@!Pk`?HyuAe^JR?- zr8`BkFTu*zD~LSKUHaaou;R8gb|=u+GczgRm*zI7`UkSFn$+BowokqS6hpn z9CnWwycz+Q^I~2SgD3kewTEpV848X1)2+qwQ2+X=82nyqF+|=Mi*h=z22D>{i>>Z% zMNYC7JJtVO43@`LQBL{(Y-=(MswihQShE((PphjO!9_V&`#ZfNT$Gcn#m^Vz46Mai zcp>{PMv+D6S6PcwADOZiF9sdPpfq<-k?>p$ez&z4f~K+-JEI2IV<2m>{a0Lw&fuPFB(UrS>Flq^cmW| zSz`h)^>#@j2!H6_r;e)JQBLw)Y&14i6>`N@9#yre@o6q?E;x`enn9lEr~TuqKB#T| zz?;vv(N}{@XMfy%Z0dd-k6!lc+%3(&Tzj-0Gw+g-9!+~Rzw+EbF1v4Z;uRMe3;JBV zxyTsFm+hlWr>LlV?J_$urOof}C^9Aoru|W{aX+ib*f?GzSPn|HF1P9CPif@hdVrXU zEK=ievkDHkJy<6VDWgAEnVNiW7dd%Kj;SW|L_qQr+hQedE;pkv$()PufsU{rG ztdH$cUw^rgOG;+N2hQ(Ck+G4DGbl0!^(~JcLy@tRf)&An22ERrpkvGN_^S$v4M8wUM|%akNP_9wS})-hbPSe zuXat0n#Qr;*`;06eKPGT-QYF`HOF<=zs5t5+~HM1X2w3uD}3AK`GDKhYFT^H!fSxd zL3a@VP{BCgOQtJ@+ptXPN(ptC=t^Y_uwYH- z&M&2xpT5D{EHF7Z4zizbu&l{WW^RP_fLlwk9iHW!ECp+_tDW-h8Rwf}{`HE<^Sdi% z$s^hLlNk4gou|pygvn1hRXZ#rnLuW0;}w%`qgqF-39WY>!2%B1bj$}V)1ghP69!1< zWQXZ!%9_-|XHeFp7CwVA`6{lHn?tE@@ecRN?^g=5Yy!u0gE8(RYcf}y!8*(2ck0vr zRQzvVU=Xj(qmggzbNMCm>l1jQHK9+Qz?s%$mkHN4?o$|RGRqd9!_SqC4waA))Ltp;x9Of-{H={nm7$VADb%Z4 zyP0UC#KYQ)WKq#MskSBPAaB_ueQ86%I#y#-x0T_SlaYfa)N_Ws>8OL2bTl|9W@S4oljQi2AW(Rj{PJXX1tdE!!Svj!)gRaaei$x(bSXD|A!49B6#_bKVTT~slGOi{G}h$vE30v9_DoD#JIFvoM& zeUGzPsp|%XxHG#zyipOOpD(_`#hF#LQD2O`Wl$u+)~<`YyVJN!V6?(VLG`{3?6 z4DRj@0}SpkxclIG+2@?^#O#P0H|~!v$R^HxC7u9`E&GjPF+paO!dGLZIAM4qaxUVhGbt>KGX4L}fKyj-n8B&DJxe;K*f_NK`TVOPp_I z6}Br3NXfXvR<|hTxq~=a5C??ZkOnV7SUTE%43B%K182rZDHcBR#$S{;! zSY{1uz)_*f>4lYUQYa!BXiZ?V7G?LBshAVNKK5bdmOMC~a|Y}b(1Ja|EX}>iWM^O} z(>S&JRkav7v;7o|>=n>tXJ}&gMAHgXaU^6|P;&e1lCxF{N$ErAbH9c0YK@ATTG3dbFY-49c-iI2LkSr@oaQvolY|GE;Sr(l`FCI}2Qr z{2Uehd>8e38+{M_ya%vd<~wLp?(Kd0>)Q1&aEw+2{IB&NtZbSGbKSaldf;L;ISny$8~Ey(^KZy9 zd8Xn1DP4CfT|VpKib#0bI?vnS?uCop*lF>^J46Tn;JOd-5a*p*RsOjtPTh^8JONl- zAQyO*Bk}vZVakbTcUO^m({BU&KH2P|kzgH~h~`RR=ka%g7}^~|?py;0lRb}mp+6e! z22z4sqYKSk7g+S}ygzE9Ku!1k9&nf)#g6hi^-f*9#5oOdzl8gm{V*Cu@`LdisJl)- zWEV9%{-G3!-ZNQh(?;aovKA7`TifGyYd@}`%vu7k)6fn@eKCDrqO>$U*Gw@X#w9SY z3R$kwCk^hZxuM4jF^#w#O)8ac|A)}uhMlTM7_Dr5@rp^GyU0Vp(7;%abWj6kxqy#w zUTvDg`uCfcQm$)S3&z->wON+$JK4`9RtNG(0V-&ccOq@cjo_X;LWV_Q_NPlZ6RB5E z0{mx5Y976FlR^)7`$N5I?TQL9@dW4KF`kwFqiU=`A{RMaNP(5VaCf*(ka*S8KG$h$9UxvG%#*%d)&*?bAmqP zy1sj+PYDDc_lhcs~x_Go|; zVI;un6$gv(eplV};)woiz28;<*pu{gX2yT(hvTeB;brwCL-7$3#opcWyJ)ggi)ur3 z5}kD<|BKp&%bHU%^NXt_;o83ILPdHvZVayBjn1cQx2tx6#KSg5o3on?{^f^A28NCN z6icap#a(C0WsQ;=)l84c2w$?=X|L3YCh2QSqfAH4-S6sKah3;}c<6eVbyA8_bB{NCJ zb99vrY8q8?f;^1EwTyf5!Cbq_Tt%FjbMZlgO}Q*tnycob#Q3AgI2LUazh!raj22`o zW(Bir=XAhnf_dySZFe&@T4jL9f1m0>0?vYR4U9ZZc9EnLATLa=k zgAZHN^q;xW*9z{YX*8PNKSYb-2rZQLu`GpiPsgDGVMOMDdE z(m%uHZ9M*uTG0l*ZR_kBg8JPJe`^AXTRuJ0$Sj`64=s^{Y?XB-xOaF5D*PXdX&z7( z-9>3=ynsK!ZPjwwr%@%k;U<(VximjjOWO9tFJ?~qT|*#aOrL4%hlZzs!&4i&|KGr6QT)p&FvO7<#WKSI4$i)bE znhu`FCYXDQlx&7O593aBt#ep*Q5w~8Mr6q7Z=3T36~-x7p}-bR)?rhDVDE2BG|I!} z{cF1s%KX7WYw+D_7$jkgZi-ss1kzKvv0Am!c5;|kYZ#uVV5L$|UelGXf?t7@a=6;t zXOW{?3FpDh)(TShoOEzZ-jjz#u;aigOw>!$ldoMrP_YT@qJ%wgXQyu6$~(>q zQ~6^`@F0?neQxJGFR8AmxwVZ-XUkX7vE6dH&Dz4+Lgs{VWKql&BJ&Wx-~gh+0?i!> zI@5f~4HIx$&X9lvhX@Umtrwh!UQy8$hu{RNhF3NQQd%lW-A#I{t4Gvk({v|6tL%Kf z+u2^{*3Xp7-60Ic9MO+RJH#Tw8sQ#W`H9!QqDs}BkV#H}aEtXi1_X6EyEi3u)Go)I z>e^m4TUKyq#D1Q8(MO&)J}sBxDpzA1z~afNTSYBjq0$#WSbfCvUii2tA80J^Z{~q9 zm=)m>YRJ<&W!R=w6==ZDh&_!_r|AyKsYOOLR2CL%On$l3GHtMUF=-&BjZ&HRN85kA ztu0E5$x=)Hnnh#gw;k$YT@|gicr~8HSV{==kGHwskt!~hQ1B8`GW{VmCxP7?%Bgj6 z)fB*ssxzGwr6hb%Lk#+(w;}_PYyDVPJYT5kE_mBfx-ARh&;h#Q4rU$~3{6l&VWTvz z4Bnt#z9*NU^tu^mG(_=~(*=|z4hz@T@?wR{UPW;-zl&o-iqNtSMa{X&weqN(KHH_- zmNZaSeRL;}r5wmOEi}3f3yDg6)~LDEues)AWCcPqUe?uXB8&Sd$`j%!a77Z>ZOteG z+rBmbaTIP*Fx`*Ak4j;w1NMWqMw-*$TjG<7JDkm@${3e5e0PEzGpPjOFeZa>7p={R zN~yE~2#5$r8lgzTMEc7M3CB@!wYsvS$fgSkyR*XmNk2V;zs*#3_R%9qNz(37or|29 zX`m9c@*y2BC~rDfF|zb4;leF&X-9n_J<@|5$HH>1fQB(953`uS4TXKI5N`O8?B5jHqtVAVz1AszT!aigoKxKJ`@G(D z3UBcC1_m+sTB!7hvofH;G0>p?(#i%_kUJP;$d978LX7dnkG05`GK#J45L>;+vrG*< zYF>D`2YMvyQ(Lw% zNj#v{P{t&y3Ta|oFh(COh4mYRNZ_s*$9mERa${ibFEka7G~C1Onwp7$KJ;YY3YlJ45Pz-VF_p(kP5f=L?o0+6n)xDbgxhzY-?EF!y~b<+}Z! zqSOrigw8PeAARj9Z;fpRcY^^R5Lqd3peI(B$UlI~{sc~b7hOMdiE5z=;I5@B&gITV&Xs;jl) zeD5KZRmteHviyT*iqMO5HM@Xp1=OW72n=hBix{%GSU~2atjpl=w4`9l!kx)Ly#>__ zD|&)5Oq{v7lgA(v%ucwL$%BTNp1pl4Icnu1oQUK0Ser?Jgp4N(2mWTL72B!3%L#^= zv&9b{Kj?Si`u@lp%F=K#Lh=E|tRWk2!)3|4avJ>j## zBpFBL%KJuYG0>w1Ue^{WhD%`^Lkg3lHl3jsvfW}SL0t>}h26Q+r|Vw?WMWOa-vy`} zp)8lf;%aCjx^?3(&%1h9y(4xA3T;3IYQrUBf-zQ+Jpm@)zH=$1Xn+$+9IU=O-TrRr zM}DDhI}E`ngb|cifbvlrr@RC~a&wE}%N|b*{cx+n#|pCng-glo*Y%1R^T^(x?NrON z&22d|{H1=7dAe>2C|*#--IiQ-(M~zoIEs8 z=_9)8j*Kf{lMpB|FruTGnzspT$$%a&?Mey|%)CKYMm5Xa+*LvsY=88)u*7L!!63;y z8ooZ-AFxY;I}o0L-B1FPKg^~*W;?zG+hHe(l1$P`jgX2i?VE{|FyV*>N4fe1h_Eio z0ZG)KS+XOu#aom^X_gvrb}9(Yb}gOHh0?R8+4|QCX>Yp&mZKBmqPmSltH@II zv|N5Hq7TtZV??=N_|vJrzP>Tq)(KCiJfES+W6De`Y>Bd+HM@M$<+ET#2zQVtCPyHt zhAiC$ebKt?eX3CyHNClrjD$r1d#TSdWVgJU(FJzqVwDFUgAyz_A)z~A5d<$E(Fb%$ z1|Z3T$!oX-54l#AH9isU;=f)R0X9BCH7XKK2S0)XS(GCa?rhogVhMuD19UYi&_?-0 z7b-VuRw>tBMSznLo3TebMXDXRySe1YQ z<0p4^Y5u}}{%|ntRiPHM{bd5_RT#Q(b*7p`p9#xD`oT#%zF#?-UT^q!*`KytMGavk zS&yws8%P(ZoDS(yd*n!$rCcx$L6{^iXncBc5Dh5FlTYO^rW`X_6?;((Wa_Ol1}6aG zuqoWYl4F(IP^N70q*m!MhrXB-dL}Z7Feb_sz9Ax`Tq;-xSA}i`>Cdy=ym(vfmFH`} z6weWu7C}QPfaGmoCHfc@x<^rPE?3Zox+#4R9$DueR~tjN5(Lr=9>d)js1C+Z{`uJu zlNDS+0dBRd9>cZv01+I24(rtVtxK6VQ?rahM%ku-%dNKrO0aF6EW5c>X3Nd=5Do7iNOwsdcx~Ez)??EF zljp(;{LX3O!8RRZRL0IIbTmL=v9T$uJh!!Wwn(p{14|8aeH2x-C_1SzdG`B^HW2p3X#AMp_`ZMxj+WxOcMa{et|ophK(qW z>`IlQh8nqALx|zxUHmPbgNZ?2`ViiRDMBch4=;>6X5-saL5|Eh(Eom7(O)G4Q5c)@ z+yZ)&sUpV_BqSX%!AmuTqwPhuWCg_eczbUARSD%Z!8u7VVz`!u3Eh;HJU6UPn6ao> z(?+ABXDJs+l_l|tP+nbpZ06&ECj?tM2+JBVjhs@pL{e@@aisBE#RC*f9Utj^cwIMH zrUE|_)2ZfbCwFT7*31cr(Cz)VdAla00&_N$v&4OpMr~a)6Gs@`PIS`0c4JmSGrT^I zAn$g13`rx~!tl{usd|{WxuQVD2g}AxRA-mT*%0Q`nNASr@AT&o$6b!qun3D7{B*p; z-HVi0{(Mn$c!fHi7#laa|HmLA;?#Ga7MmGaQSpNiUEW%r9GAmbwOJan>y;OZ@(KWktx&lJ)6of%Q-|giB?u0pD&0rdr{RR)2cH3?Nx_ zwYM>sZ)mArf(_11*xb>OG6l(*nG-U9w`ZRxYcVm){Rpsm6$`?~+_e{zXhdEhUI~e> zF;okafu-B!2u{aciJXyjmSsZyRGm$_ML~k$o3|Iu&Y==jSY*^!B6DLN2Fpc2ZwYgL zyil+<|BT!Z(uWN9#0(c>;3tWJ!)#Wk2*3u__lo7hh zB}Y9cErRQ`Ib_Bt6MAJ$^6;omQMSsC@ykEdDL~%Eu1PGST+A|32X+SmD4)nmZX_Ot zQK%2p2x=BQL6+7O6ek)7m2*t}P8J+nDM9peD)QR`iPQNdkM#z0yE0a2z*0+kLQC>n z!FkfR2HDWbfbt?y4X)4Is^!pxsGf|@SEW;D|a!v+ke3fj$W`r`ic|t1~ajLg8R1$fcCEEW44CLx#qK;kQ@br@=O+ zP4`JdO)f9E&^h$($L|CE-}31QCRZG_xH6(q?fd73#e*9ggAR`O`E|*;7FBrTci%Lc%`zy* zr-wsaM7+#os&H`PXlpnMn9i{st6=1+ z#ECEu03gBB6XzJBe8YcBsAH#b(%W2Cw8I?tT42I>m-#MkbGBqzSX#e0_7g#vPm~gc zJrMkpP!n2S^{(n#cNMBbCUlj*>uP_pTJQH$Tj~2>;+c2mx*iA%`>)yG$^m3-D(&qt z&6%#sDM2hb934s;jvY#&AnH5><)Lsw6)MpSIMN)a9?Q%T*?Z5OxS?p;FXAYXG+TWP ziVg0r2zm?s>`;MS&1L#1tBgJH3!)B&MKEy9Nd&gp=Nt%n1HUm*7qYtJT`dH~LJ)rb zATJL8^x7tXT<}W}6G|~msgvhX#UM(zi$x#(F*(ArX7>g~SPr3kyVR=fP1S%4aJHb* zq3}=36)4~TxhSK&#x|I!%)H%SJadKBsy69G07-PCs-SaRI|NiU{85(0G7}bBH)Zky zu_4@`Q>X4<)oGz70GQUlWSgDe-A@blX>IXXlAlhzlv_IBNM`VwA0tbh{E_7~7LB&& z^GQn1LpyJ3%GjnOB3U=Dw%aCuF|b2PR7_ikE=L(E9h85=9jjt&htYpN=VQ4UYc)qq zIP0if^e$F>WEX03&Q|5513g%knw)h90X1QxUu9wXV)h!&b!EOFE3jK}yQkq{f1>|l z<4%UFqIQdY#|yS7b{t%r+x0e6eneb(t%Ag6<+$kaA`|Tvnu;gzo#_1OqzwmQe*Z_% z1oKVRWO!jF24z7qJ5m+33q1AB32vC0hBm9zufBxul~2qnE;sWql{d@vyxL3W-U#Tu zXJX4go_(VJ1QzjE_n<_s8m^cLhgutPGf5mgA)kn2IBt7r$Cv_1o+NJTF6Vq%%P!I0 zM=>I?gE9h+)ZY3`m~Axiv--5b#ZWx@+Y`@W^rc%Q`;mxeTXLbsXm(;5@I)$q9ECP| zI?lLkG~9ImAPl0QOU)Q<7Z9Z@a-m`82XoE;V|iWQakqMP#@ti6*>h2YVw1P3B8x7e z^x8Nr4ISCN9cyv5`}d%@t&}T?b1i|mJ=P!y6UiFaBdNmwB7u50!YrxT6a$*$Sur_2 z9q%?7OSJ_mR%j0@@J!EWus^5h=wlv?wP#{*OAA>5Avq zV+h#{o!Ilv7}{1pnZrHWqwu9TNCmaxCI(hDI-0aCy$#q29@R8d!|Q-A<9NgL>g+hTSSNJzdVMmnPo@8!aG5r}|U%N{T-4=h94Vm|I znOJk@4=KOM7wKlCfR>lcDKEp?fExeHq5v#(RHw24qF$=|d90X2`F7R!w_k&w$PAn$ z&v51rX0C27=EnB_*>W_ofdjI0|Nl(*1!Q9b{#U-QVQuLoGERi9Gt3tu);6Z!8Ju!M zUPz}Q@1G&s6{HCuTrN!`NRK~B#nFaD06`zuHLrVD26~ad<6+}o-X>}+ASsp=k3Zf= z$~`~$_MM9r`vSHCHhMNcx*-4J`_Cx$`)W?S$vh@*a)l1RKK`C+zq?r`&NdWutilT- z?l+&K)<2avdL5`ijBuGv?cf;hN#kgYs^9kuzkr`6&yAmyMI%s4%P{qIT4eIF>h)7= zbD3G$xEyy5g~CqaahiaEpK$x@U0BcPJs!iD2C1)MO5Kj;eI-(S_G4qTP`0vmHY2^1 zj=KW)44MrEAH28WfqWf0m$x@W)P?!q%V<|*Q}ZJ@@7)XFT8qnrPTc_;&>RBc9W^#v2*RTV6GHgQ z1)AfK0M5UVG*yDsn~kJ*TPG)S)IPAexOJYTKnkHyle8J!V0osJg*c^14MsHz4uR4T z48$SD#93rHg7dm&UZMKQjAk+lz^e-%x&O2miB3$vu$gYT{yy0E*!kCH+sysGs5p7y z+iZ{wrw3c>nHqGhKlX}@>I_j=Bk8{rehK|XNX;~FIM9y6;7t3yy?X#YkO2#`bFS4f z0xml_vR#0h?lc)bkfFf|y@)b=(A+@^&DKDo@9Y<&1ZC&q;|@qf6*m(s zwb?V8L1wX>AKt&SD1glQ^DKTtC!2-O4?l9CvlWtn1gWjktHe0q+^$W&)~_b&7tpQE zD6+_V&cII9HwW{phLdvolhj2ipgUdAe z53=J$Q?F0;Ni*LJ9-`W!=4aZG-lbmtIuTW3aQP!Fj9hB1`f9gVn%Ro%$S8NyD@OP+ z7H{Z1#t1iCr|!)@A)yXsv2%+ipf0=)erVeSAge+fr+Fisf$<@4(`-LIBT}+H1%J86 zIV54)i99>*1i(+H=WvKP&Ckew6U$qEgd`Z}j6>*Ati@=rlXD=UVEKenSitU?u8X^n{Ks%q1o z%?WP1d*v2z?fV`jcG;J5>!QeBX>p!iD7|an2>{>+Oq9)XMyxvYnHG`0Gy>FvR`ol@ z(uYN>3O_jVK3p6s9PW-vb~%4lM;Khpp~KU)sQ2^ne}AOcy_tOOmjgPZq~1qL3JicL zI<|+z4{6g$9i?a2_rlA_291~eTshx!stN=pediJ>znH;Ucn^$n$=U&8pXrnv703f% zfV{}_y`)(8JQrPs>qi6DQ?a`Xliw}aL?aM6RtO(Hpg+~6SRd2>X1)a$^Gikif?uCC zKte;CrMBP|C*-U&Xmo)co+T1viGMh40}x%5QWl<>W0nHhwO|eaBsb;t<3G2AHgFm? zmWKx?!4|CIbN?<`IdVp>#67quLF*TH7qW#wkbM0Mk9)xObYLUw$0r>;YoPUboeh#u z%s*h%B>B~Gu#5R+viR02*$y7Po>MoRnnvH--X(MJF3gih>Vq#&(WH*p!W;P?ZnGP^ z=g#K@?h@~mCheH4LR{D)SGT5#VOV|TM{?;UrXFxC9QIBGJtv{lMWRs{mth6WO>SB( zeYI63R^58oH(otn@x8s;nEqeR^&HIqoa?m|O>E3f-2i-ia7@zn#+K$l0Fe1V*&kK@ zXP+4W1pX&a?*AM6umITqZSW-k$ingO_g{{&{Hx*%$nu}7-v6ll;sIIy_2Y{N zWc}BVFCLKfU)^5-AnU)nzW_ki|B~^goAqDaUq~S9zq-Guz<(iMMAm;*d;x*1|2pyo z1hW3?$QKaE`mZNnK(7DV|I*F&UyLu^Z2vm)We>>quOnX)fNcLd@&)+1^#2pCuiyax zHSq-iviyD z&-#DY)Bm#K;^-ve==EiUnei)fUmp%2%h!^V`#;OC3i9S=*2e#zHI$59zH|WoPe@eE zT^-$BOwC;Z!2flk`05@ij&5I>UjfW;Olsav<^U$8uhYc8ZgKpl>HoO(|CKEk$jr>a z`d@dCoBr$H_d8q;eEr2gzQK`;%Pe5yFf$_)1qOru?gzXYzwQ2MWl`0$6^E$otgLAL zePd??zFH|3m2Sj*DR<>7dlcAumzVTjKh%36i7WVdF}nWg`)kkeW;F0EzqPsd>fkNc z@u;?iKk(ga{c+EKJ$_FMvWHIZ;hz8KuO+W@&rn~W@9Sf0Ah&PA*6ZxN&&F>2=ewfg z$;0oX&(Fu|?*{L+js5ip>w!JZ@7)hn8n3U>)AmONzZLHoul0BGwpyX}6f>?eieI98 zyWh_m2e~I*;apoE?*0Ac-aXb^9@X+|xv2R3Hy&~>VY09YD?8H8TuYJ5(vVWu3qgo@gsCw z^VzJP#F@K0IQKHQ?(t$K2T|4i{q~DNQV27OP<)H!XQeMn^3c_8{PCtOSZ$yY06rl1 zP6a%L`+1H0bwp1zU~j1AncdcNV0oxMIsSgyfj&O{YVK|Obr~qgj#x$DFiphd=sZAt z^=EW$-=A&wMYF5ig01%0!28eg&GBOQ=v->#y?hq&lZEWwG87A6$Ca|LVWV3BFH~3c zlLg*Nz|%9xLska^-$aJdpzKYu?cS-WLZf5q%8D{sLhVwCd3MLy#YPNi)FW@A8e z@KI>uNsHi8y<13nUQ8~uMm_oj$*;`!kGa41q@QE$zgzY~U%SDJyITW@l#YUwx0W^I zdp(VeV6TQwz1YJcc|f^CgnpBJ8*hH(!!zLB*>EvMXx7=cgZThQfrqpirlqUStK78H zRMeU95DG3C3CE7?-})m|!dlf$d@-Ofu}-GZK=>lLvIvcP!v2-t5QEploNc@4i5e#u zuuKE8-%h<4gtHaOn>#6uOwpTXW^ac04FNmB6e$@O_WFanLGaX9Td_eAxuJJu27A0G zB7OnLn~=^3^(`X*mlE@`Xjl6Rf(A?^8bM!jQI1>~LnzZ)w=(pw(R=htYSf8U)cOC5UOARcdlQV#EYXpa|`)KHbw ztMx)=8xiQs2Dzgl5jmso*NvFF=|2jP+k7y_1IMQ48Y!gWNiEW%hWh7Wa?73&rJ|H( zzsKv*%&6{bp&P{u%r#j;eO z{%9wArhfQ{GCxjSd_1P;xJ>Ya=C0t%jvfUl;f-r5;K-z?Dp@Kh$>n~{_{t;ctaa#6 zWD+@7yaH4eUn@}dZW2Z~*sw1$`?X<@;=t{RA8IsB2qg0YU$S0{*yo4DPW(3g@QPvI zdG@I|6Rm8>GZ#f6_h;I$^L5Vl1xj%LWU1gcT5*r{ci9?N;xHI0L+E_tKh<-kqNMz; zQU~UcvK7uMgwAUR${SMR;>LpQxJPJxq(vfI8~E;{jx!~czIjy1$DpA})L?-IPn9QJ zt)t_te?2n~)i~H?c*oNHT%ocO$KW68`vmFNjEix#B3dR+pe)3$(TO;sxH*M0$ zM4ZE&rD>qp{rae2Ioai4g7_mSK%c8<7ryV+O6VXR`>*xgP3YrU5N#;mNH7rJSY)3< zK&Fw`a2%4u@Mt{fJFP0UVDq?(6s-`5T00%0CmQ5KW&Ftc?6Jk!T}&4s3AYR^Arbft zaHH!{r~*~TY~1CIgjKCg!j3ynl=@8Y8T`KJzsloP{#h-;#;d`P-~%ikxx;bp3e_~} zxmd1enVXf*(Ooq)JkoxR@jm}F((q<3I*(N_NsVZ~!q#}6h1NNUxfuLKYiO^zqoi8- zCKRi_H8q^u^M-3teXBbp(;(X0=o)Nn_)|R~Hdo{MhS4BC&(`4Z~>v3X*- z`9pY^J`0e9BimDw;T%(GQdUlFvHU{~2%n)HCipYsT~GTp%z~qUf2A+SLgLPJYVz1f zf;;P{@gKFR@^DoAx0A{`TVu!?y1?x~t53{X}?21PjjIU&~` zdUT0g$7^YBApYJVkVt3Ocd9>*SPyX9XA4advPPHt-HpzeCtjcaE2tKGT|f?Py+&OyvTefzfsA^cJs5cOoU0g+ zg>ZY`ZS${hv(c6Oma@*@D}AL&Fet8mjSPK9W8(J~@&KFE7b@hVA4B+cWag;&_a}jd z>dZNpwfr_k+) zCX2PDv}?z@{sH}G!FhG{JA~;T1aiI~^lK>3XUM^vC453SgtbAt-cy3n0K4i7Y~WZpwA!rd(nzo2WovX zKrTszJ3w@#OwJ=zD)xMZq;n7lMS~CUVDGhdn?3+;N4xH>O4J1~p0kp++U5C2bz&^K znR)uhO_3(D>g3U^dLcL}s|b{_Pt&su&(LadBRBsk0lIus4l?in3l?+~Sbu#N3PQ~W zn)x8Sfx##I@vA-e(HTp*hlg+BU_H9#LztN=z#IRpMC6o=y2yacZVRL{W;3BCU%qGx z6>C)Mp0A`hn)v`}r!Be~H~a;m9I;iH4oT%Nj&gH2n2oNTEZV4NJ1#_#yWgPR_$A(} zW=oC}Z^m3`FfU{^xHm`x83FdozZ!1b0~@;SCEu$~@cV zo4aE&C4wrfjJkbNQ7X{m;xjBDbD%xr5d;r~WVDg}U+{(>YKa6tFOLR|a5q$@1^NzS z#bi=)N^`siNE_rhcBwFfFG`=PksUAc6Gg>3EKnR_28YQrm7uD^J0N}?yWSHlOwz7+ zB|3HB>3eLvXGwtb@_~c0>airVS`ARLbzI?O^W>;i49{k@$yV*MC-QOL6YPM-%$LjJ zY2ZWUg9jK|oDAzm0^Fy0+rnt0~FcXMFgS&YHa$vgUs!6$D4 zr6UI+_6DQvmCcF}LL>=36z2HQPb}X1kkFyFk zZ;XP>)}nLu$*OLfFh{MSBnz?IxsSaUqPKXY;)Umy&*~@-JKd&27Fh<-p&6ggX&D)( zey>9_P^}?J@_?9jWK2|12NPvbv(QIO-nB^-`l6Jnb|IWr11k7Pk&64E3@rvYA{^4ybx%1y7*QesH*VZ5aJ&mPAAqt(K-Ot{OA}K=-UbLFnUJ zSh_!ubVM?@&fzI6Xhj!E>eVr6MF#}B#Q!=`bwG|+`+V7F1b(=prL<0x2?@fSWE*ex zz87?j}NHQ*CB{BR6Rt!PXb^bWN0hC3;15{dSL`t+r1;6|V(^ zt5VTR|Zz}4PvUmTFwpC!;>XN}n`90GtsBtaa`s79QrCOY}ae|GS>FGE7 zDu^jL|CPJ&d!#LI{#e|qIMYnyovg>Mpqso+irUS)9|He+jjb2+vq1Kw_>J_;i}zHpg@T7;`2dnPTp7Y) z8Pwt?sq_5t4mlJJ+^g|Rh|u(3kizPKu4b`8JS27mP=9oDlXPtv(Ljao>SUd2 zW;c`u-}oS2{HqYoF*Yx}<3d1oKrl@E?<*t%=kr#swHPA#Nu{O=D~kkLja4oq#Kp2L z6fUN3aj_%g7-7_~DN`!AEh4vh-P6vqNE={@7v$?2XC(29@9u>-mJm)%NF&y(d0D#v zbw|vZnz6XhcAu+cXLxwg1|A4&!hCL?(}alGBbRe_k7hrVSX8n?Lkv2h@3O7x?WRdf zW~mW6vr2@A=&M2xo?`V9=ABgzom2$pmHq~bre%9*mdNMtVX1CZZ6C+DM|r}7-?y+1 zf|MSB?s&S35K@d%5wg{WSto!ad=o`dMo(^|r}p4*Id&74Ym!QC5xT;=IU@rB6f+jug!^uuPBbpw}9UitTBjmx6$qC#>4y-L8C0ewS^Ac2wO_<9gQ$fz6Cgi49n=(K1}JBnF&^vrv> zRN~QFY*JNN*86sx6QogtJP7`G)bI}D2AtJLApl|PT=j7lbno|>A$ zo@s|o`pJ@Zx=Z=Ylk-U_0`;2gAC6;6n%sqXFC84Rb(=53_XW zEm@Npc+w*J*BnK&l{kr5{7HKK{F;OEXWC8pzFBEHu3e++8u?sbl+6;pAEH>-h!nTN zNeD3~Y&%-IGaV5Pji2&R@3~hMz-YOWfSUa)$#>e&U!$+*>@y)N5bPM!HLQb}QRm6f z0sJ(th1AQE{26q=F4igCjtBeWIceysS@K475p!jtjps*4W&jMexjFQmk?h}l{595R zI^yq=Sz$m9>G&4I^kZ+ZBp$0G*}h$rTSDXh?HoE`KE$5s`MrjAA*%HfmWT@*7C8c$%gn2g8;e=(>MsZOAovZFI}9304v=hQ2@~ zd*YcjGVQ`pR*mz8cuFBUl3}&yyyC~S3aR}uaWh_F6Sf13NrrT(1#xB7ouCgjpd!p% zd8Krz+-fd2;4mOL0wI$#pJ83U`JH0zpw3h%G{dd+5|9+$a`2D@4gG#ml`!c76fX)K zg6DlrXzxKirx%SkNyT)=?vv$}+^6zN0AH!vRV%{pFBK zZ~@|zvMW1vf5$_pCzbWNG~mIyiNH)U1wGbR@zNgJkt^^$@0x^%nwORi2_}@2Q#q~7 z^xWg4=5lkUBrpx4D1^M&&Q+Fqhj;acQbhjrTfyKX#B$Q;M~WT2RejTITF^xn^}CO6 z&Ahkr#Cq52UoE%Jfq5UdabNaq$Jxtae9-hhyThDq$B;0a? zDy>Wu(#sZ(byb99=IJ+$V%4hN0*Iy^jP8niZ2Z>7`|5Tj18EJQ(H`QGj6BTHB%i2#HC>$!+}I$g~fFRqb=j# zgxvm9Qr0%Ybnb!Yf+FVV;vQ0E$)Sh4d07cwG0PF4`~-ir37KS7Ufo z_a=7f)^{Pu#3L$A!xH#RZm)`0t~mCiPre*?k9ro5c*D=mj@21aSTy_85`UqFGF;up zek_-}fW`DPj3>h)kK~8tta}{|a=8MY!*D|mVgvP>!%UGT^d{RZ7`3!KTTBbj@oEca z#GDua1-*f@9#3h{bSCDikv7O~-K=JP_g9A8Y*M(>SX0K%V^U(#A{MuR{JcYlshkW8(iNOQeiq}MUE|E{` z?JNW5r$1v+B^e|o^}UXOMs*My%(j);^K{=O2l^J{BltGoUntP93OnN>u0E^ZXFYW4 zZ?wtTmv;g~i;6)KWv7dtPEE1WsoSDIQ)z7%jQUF+QLyCldCgXQ7sZquDaDc1Bh@+ zAVTX;&jCK@%UXL2gY@F1qJ9_xmT#1^rMs|ykm5_Mk`w5DdPKfgO4_`c6itCYfL!rO zyJg#+y30J&=HL0*;d1UaDHmQa$pb8J`y8nfY8lUmAb72BLCWl?%~R{e29YW+xey)b z7%_ywn;Ie<@Cp{C(#Lxpl7G>qmK@}bX*ybQRo`jP5y|lDu}&!yB_LSfdnoW2GhRHD zjUR;x!-UGXC(x?u%e)oe>4dEW+JVkRhcBK%!})6+Tywz7^!5(hjs!s0Gri`9t9&wM zw3skfl;kRG&?mB|7zr-z34`r8Hx#gNo3@X#V$hYY!HInhZ_N|A(7}Vqv*J5cUy1{Y z>nlKpZnzz_FO%P*;mM#(A8tSg&j`EJk%ZbC1{;~L7KL7W6Fl&noy*KnLxfTL$=1D5 zZW`upx5;*Sx9rtWmSOz(UBB*~ssg=5>Xi%vAD8%tuVHZp1);GX!NmCr+qE-I&lq6I zENN!xJwuT+^R%c4(lu|e^5U7r49Miuh2r+3k5n9tv?FN%yW=U}WZAe>S zKf@S{zDx|o)pxrWH==*y8@h=68dl((y-M^6ULzDzrME?ntd2B%1o0$m*MzTzqk54n zkAbGXS2*3?P{#G?29sZI+P68a z@%B#NJv>O0*OKGreA^BIS;niAjX1;JP^&1STnellPVUtti5d&5@$;c#)A!P^3B4m`mwU0Q9if7%GhePUEvJ!!65+06^| z_Pi%VZUKLd(%18^(tE&s<(@Z1#9<>Q_aryf7XvbRW4QOCiGQDavsBYXZL^|iz@smf z#u#^3*;k_fR6&|8pz_2a0cq}f3cxE<5+6BKYFZRLWGc|J)Wi@^C`0qc zE>!PwZ9?B3f?0wH^T}!+o=_CZav3`4QRGA4Ku8itqm{*=$+T?(SCqzkM79zkrGY^B z+;8xqyCA2}NqSC;ZsqsDTxthCVL)6Mi$k&}&1JQZ``0DZHvtycARw}{5t6zV zNrjYjLRGAwdFbjEhKF>VQPS-^b2W*FK7#9Q#Cn-*-r(g9tY171X%8gTO&}8MR9Kr$ zE8d}ZF#nD;tUPS9@9ySCV8t{J$5LTiIyN|xQHQD}Rr<)1G-U)2gDG`W50ntjN!KfJ z1Wz%k32VF(QFt63%k|YPqhHw|^W>RiUm!mE{+Gz*)q=WC(oD{R&V)!_lZ?daG%1); zI}kF;LOqEgd&3wscxwpEdJl3WN6|lusQ_-*Mo1G`|S)|x-^x9$?@X=Fm-KT`atgy3{ zfF`d{l9spi&lD=(pOJRPE>s{h!wh7zI>+0uIYh>k9RfelIpxnlU;b`0KMFAFxsF_h zEI(g>7Bh|@6A;nEQNN_uJUd4-X?TWKUxJ;;PfUre8Vm_ZUr@efOkj_zV%_>fk!1Y{ zN-UcvVL(p-b;@+w&opIfpcS+pX<%W3yR`?=ddI>0Dc3}fmnd|c*@JbL^mpc9;eA2g zCX}&8%P7Hkl1AW3am6t|MPoX?tM>f>aZ1$T`B42arcONM)`m*{tp>zXP$2m!uA5xo z`Xy15ud&Y`H4ePg$(k1rW8n6Qyv#_r+2kO+yO1K zI#DItAG2zjLjev5JH;(WJ_lQfu;IX*DH;{&snhq-lRd;H7*V(J8)d3idI#tKsqNas zq1yU?7fDVYOCFSGYnC*4S)P!UNDh6tlU$zR!29^}VmPAD_=73)A==Q;Et5Gh6w1!?Km* z7B5WMzo#;1-KRla;}cg#)CIF9XBR4v$H$cwnD_`PWtRP0%|=7f@tvu~;U&BEud?db zdalfzxhyk^rN3Lj$o2BqtN3D_(9E6^v?)C8hfHI8vHQZM6pO4cyG~Vj zu&zNz$dmgx|k8jz~E4S86_SKHYM@!bduDE{4 z>x0#T4wdXc!_UocXItDoAS^YANt2CD%4(Z_UJhWV_ttgI{H}N0B>%a0#J#mH1*bMB zBnLjUVC4@V`@nCRcY37zAAd7$r**UmnlSx^l@q_V;8tpFn}*g#nYE{FECheBCNv-7&t!1Ku2;ol9)@10i^Ivi-SvG00bUlsJ2&O29D&~&yTR8CYF zL1s+qbz7)Z|7f;u&6+q>HNT{1Go|mHc8V+7HLdeXoA!)Tdf5vtwL_Ect{+j>PDhp= zy>Reai<{wmhtAbl*Opb+)bOB6)3mB}7iBN+LGX-(f4ff3HnZ(`Pt2)wiT(7sORa8; zvQh1>sI5b`hq-dU*w<#hH5}-licdT_?T%bu&;8`?;f7sjJTDaY+U~sEm26gxIMwpc zM$TWORvCYvvhcS2x!H9~glUqt?5vt+b0+Ur%-4#J4njBc9wk^iXg~CK^qY=p#r*Y4 zyvy6GgvWQiN=*LO$nQnxi!5tS+OY^8^50-o!oPQ0|v$J{XzFqmv(88*m zJGajS?W?$d_Rh+*ExoO=JIcE*ZH+}8U0oT8LrRP5 zs@pXtEVVJ-RxKL*C^G3t9F(|=L|7`ym%UcP*xD6kw@yc2C@{q30g@e{7X3Rfmee}Sm z68U1MOw%5@8hQ6TiwBx-k`m4$n|9uN%F`nbrAP%yrtR)a)ue8Y%tr9_{#yl+qzy ze}mdQ%hJV9#ve-0+t=5VyY$ME#Q`s`3s>{Tak`ztWscC?4z~tVyZh&@x1HCU#PtwZ z^l)0Uif;>J9PP6f)i>oAm3pr|^qWR$yl`$vYSf_b)G33nl~o=pJ1V{}5a>;so!j1W ze&shLW=Wf&dNXgAu9}w8J?+`<2B(}8-5x4h4qUkW$Dmd=*TCUcba`ucs*8Y?I%T}l zRg2NoyMY0*`&tu2hna*+iU!Dhcy-6SOL6-s_z6!h>n5 zktx+fQm5+qmHo-)(JDkUt1PU-$UEPRCG1yUo{v)*Te_#Uaq6~Kh2E0AJwGOo-0w~| z9F#k7)i;ik{n0%f9ySvF1KEB^wW!@#bGUv`&acdHr{%tew+0^`@97O?ZCDpPsY?1Y zA9Z}ab*757rk?^oWAkf5Bx~vrmHPyRhzV&u) z<=e!B7AA81@=l3MbYgAGw5&#w zt<1;YXphKRuAFSJ$(ctC^{V8`X?^n6kPRNl)7JsN?o%!Z>CdxF&M+Z=v(6AS1g+7_ zSKd?@Wh}MOO{84jBBPS9@{hT}sf`ZrI#f>R4sP9j5s&4aE#8z}F+BN3HH~D1S zMBm){ZrcSFS^J4ao@~m`njgy650?#)UN}M*1%}%tZdtI`v%=?b6Zay$fB)ff-WVVv zhrv|-jo2FtL>z_k*)X`l|5sq)Utr4r0W2H~D_qGB02oDF*3jI;m4Qr-?!fvJ3JUO( zqi9WlSRBQQGUopuQqgZLRB?>k42se3Z`9+T>MObaTra-+*aaL0=lOS}mIwIn;0ss_ z)_QPVxgNSqka%2w55CVT1|PX#l@W@tX@re%fFTHq=_8a5g6IG}OTO#>Qn3>7T?1Tr zV0TLo7Xjao@8)mBvJ!XzuQ&2pR;x_GHXA+sy}&tE0WyACEapMEDrZ){CEPc?iiN>1w1!d0D0vQ(`1qV{;)U%0dUD~f69OZ z7zbcYnID$Ve`P2IP_1KSY?8!j06QHk8~qQ!r;5u6lmzJ%ld%zkL7I!p*dz^dC@w=O zNWjM$%EF)+JRV=PY0_VhK0Q`?KSp2bi0RNA}`2Z9Ef`Z}#vWqiFb@8>p zVF^7@8?X!mW`)o63Qi* z?Kp$KAA1Ihpafh8C;~ZA3qx^m)j)b6rm!Cvh$-AN7>KE)4BT5#oni!-lTb}!1SnG|M;JkZ zD8ROWkqyl-3|zGm_K_5DPkb#0bT7jz5{m)28sT{l0*Wz=u(5g|Di|PGK{C)skS$=u zB5+J`gdAmuiSI|!a8Kh1EfG_2Yk^Qh=K^{f!_pGl574qCY-WQy6slct8A;>=#|a$n z85}%mnD?yM88}D>>@QB!@cRWPz!Mm%HJm_cxF*4|7{kdDJA)u3W)2S02KNF^p%nby zz$siZ9~5{=!e>w%4&19?;z-=*I7O2*96y>3Dgm+?biRadGzA8cxE^>);c!h7D8YgK z0IySm;b4u83jy4P>ji{V;ypxQY>+r;EryM9-^BLAa9qMZ(3s$bEq*Q-&l2`=z=p7I z;QE03gWwRL0HOUj9Emyrtq(2+NRLF=@Qfh9ONAi{iunP?B*SqOm*JS?egp~64KPSB zxHdrXQE=TeA5ie@1ha&O-vU5S;>{0a_}Kf>U%>V7;t57McWc1c68Q1~)0Uxq+VJ`Q lEZ`mU?+qS7Jm#C|Pj(tt;6M7A1oq;fw5*nv$$C@S{{RSl;*9_R literal 0 HcmV?d00001 diff --git a/Practical Reinforcement Learning/Week5_policy_based/atari_util.py b/Practical Reinforcement Learning/Week5_policy_based/atari_util.py new file mode 100644 index 0000000..0f6dd2a --- /dev/null +++ b/Practical Reinforcement Learning/Week5_policy_based/atari_util.py @@ -0,0 +1,59 @@ +"""Auxilary files for those who wanted to solve breakout with CEM or policy gradient""" +import numpy as np +import gym +from scipy.misc import imresize +from gym.core import Wrapper +from gym.spaces.box import Box + +class PreprocessAtari(Wrapper): + def __init__(self, env, height=42, width=42, color=False, crop=lambda img: img, + n_frames=4, dim_order='theano', reward_scale=1,): + """A gym wrapper that reshapes, crops and scales image into the desired shapes""" + super(PreprocessAtari, self).__init__(env) + assert dim_order in ('theano', 'tensorflow') + self.img_size = (height, width) + self.crop=crop + self.color=color + self.dim_order = dim_order + self.reward_scale = reward_scale + + n_channels = (3 * n_frames) if color else n_frames + obs_shape = [n_channels,height,width] if dim_order == 'theano' else [height,width,n_channels] + self.observation_space = Box(0.0, 1.0, obs_shape) + self.framebuffer = np.zeros(obs_shape, 'float32') + + def reset(self): + """resets breakout, returns initial frames""" + self.framebuffer = np.zeros_like(self.framebuffer) + self.update_buffer(self.env.reset()) + return self.framebuffer + + def step(self,action): + """plays breakout for 1 step, returns frame buffer""" + new_img, reward, done, info = self.env.step(action) + self.update_buffer(new_img) + return self.framebuffer, reward * self.reward_scale, done, info + + ### image processing ### + + def update_buffer(self,img): + img = self.preproc_image(img) + offset = 3 if self.color else 1 + if self.dim_order == 'theano': + axis = 0 + cropped_framebuffer = self.framebuffer[:-offset] + else: + axis = -1 + cropped_framebuffer = self.framebuffer[:,:,:-offset] + self.framebuffer = np.concatenate([img, cropped_framebuffer], axis = axis) + + def preproc_image(self, img): + """what happens to the observation""" + img = self.crop(img) + img = imresize(img, self.img_size) + if not self.color: + img = img.mean(-1, keepdims=True) + if self.dim_order == 'theano': + img = img.transpose([2,0,1]) # [h, w, c] to [c, h, w] + img = img.astype('float32') / 255. + return img diff --git a/Practical Reinforcement Learning/Week5_policy_based/env_pool.png b/Practical Reinforcement Learning/Week5_policy_based/env_pool.png new file mode 100644 index 0000000000000000000000000000000000000000..a03e579f1a6d4baa800f84d516c5d5c4861d1d93 GIT binary patch literal 112721 zcmcfoWpG?g5G4v)U@^3qnVFd^W?PcQ%(BJIQd`W-%oZ~O zIRI}jqviDF3rhcgUx*|I6oM}hEl{!&qN?thXX{^eF+K=juO^RR5U~i()L~rR{`-LM zszut{+XaBGMtP8~1xv=wGH_?WO#%XfRl~@r)h&-({PuNQw@KSgA+IVXN_2QQWm7We zFa1wS1*G&P$^fi6+E4^bOo^{t2>Jf_UzJ6p{7Z7BL{@Y4;~i>L9(_sRF2|6_oI(`G5IP4Bcu=aYXj_ z*)n!ORXu4*1ZLX-GQV_}>wX+SO3_!S&eKAI7q1`9OoY9Q4mF`ld6Ax+gj+%E{H0~e z!!jh8M`|Q67zl?ud?_v|d(Bj_$JJS>u#s1;lEg5rp)fMo!Y+Nna?+Z9m zoBAHw{LB7R2I~yWG~4kop2j~Lbx^N7<*3TkxnZaq_@VFyt6fMz^{S*AoO(#<#zq}OA)Hl!nq}kusrF-ErL85Rc4D{xbsgB8@c~vT4B;XgXEY$Rf;Vv z_NAr?BmVN&1RR67eSRM zbnVdRTmeuiwFKjfab1-0cskcQpH(nH6cgdt}If5B_ZSq#kz z@OLKG41Jzf3{86vf_RNhl{MY_15CtxtY?1*Qq~=E>C7R2!g?Hva!czPV!$AU@A>D% zK(#}k&eMOa!-nb9_-BAdPruxyfVDp)54l!mY*O_njTK!f6caZtwX;y9!~48VIb$l5 zU_JZxd`<%d((S3#DgKN*JCwMtB?I@wz^tHHVMd8@{|tO;EmWc4cfZH5#~wUK_&Um->&PMK?=(p@c02!B>s`L{bcS1 zfHqNpnm zzgxNs$0%Ix7H9=qyYaR;re@lTx}@NTB;~ie467zKgJ&-|l;4(Vv-D55l_5n%dDLFo z?KUD$F-}hjV>FcPcq4W$#ArnWm`&{6-;h)-g#m|;jAHxoU$>lg$pF_7WY~DhoH4LC zKVtQFrzNV>$Zh-%d83|0;80Of_eeT%7%W%w9rxSV?CwzAehMSSbZQkk$T=#U1w6e! zqNaCeW3Jv_(zx%jL@73&E7>0FdFcMZ!M1>4>qo_aJp!)>y|zwBT( z1!}KVM~T{#(?9xfOGH^^EiuEbcB*t+A!#%JxO-kF-&DjkDpA$ce``ov!O(yTi0u`; zNF95IiTk|)xnw4jk{Fw4tW9@Zdbfs!dQ9x~@Ar~!QI0Xs2LxrFXg|)6TQQHq+Y)8# z1w&+iWorQab$_jUgY)AY1P9C!VR1gC1;TP2S2^8xuAOvZbTwGpNh{HCL^vAQwPXRqYCgYr%VR6zOvz5|AgFU8*bftee2p^8nFISE6fF|LhjboeA>(Pngf>TX zEOGrIfqe`)Og>4JF-piHc6W71;7Zvg@lW1kJ_WFF5n8l>g zPLr3JnCIb$B>R4G@hFpN7W_&t_*$k>9W#Nblk2gOjJssVs9vf4$A{&?aHI-5?_wdz0@SXg;CZ?A-D5-kz; z>-BOCmT#T#SV;IGqWA+5(kwMrJ4Vh&Q;5j;iAmjjk{Z>*39jIsnUi}rZ;QpMHAn76 zyiBbR0uM|J_Samk$GbeXh^aMBtpG!OZtD>dV!oLK;8^$I7dE0ydla7+84XP=##C%n zV(+M|AD6kDlcvc2$I~V?y$5lT8w5e)Z-lfN3m9fNoVz6DRseVhufvh?8t$jV9{bMz z{=s70kSezMU%I#i)i!hTf<7`!tOZ1dNJ;oCz7!S&o@z~{G5tk91$IID88C%YJXtp_9^u4uQ*4W}cOZZdYP@1r6MuAN;wO)xGbUm|4781-McMenK~pX_GD zI9G2|>;QG1;t8%)tJ~M(L*C8Y<*f^frazKL!PG<07<^GuIQ`!9$h-O z4botAR@H+GpOe<^l&Ap`-XcT>)LnDq!zR#lph>{_KzQ@U=dwjXNZrAH&}xWU~kXhKNA1Rkn$ZJ=DtF7xi;c;;ekf(Ao?4va^$F}2ZWNIerONs+jNcCtmf zLMrt?1@515eb5Lu!mqCyb#IosQUBp1a_;e_uL#F zU7*R2!mp`&Ah8W1@>0J`ThWwFG5V7)JEy_1F;REki6RC3AHdlE1y<9nktahZ7uWKq z&4Uq5R0<%KD-i`y&5?$pTLL8Dx#02x@u8K)kpJgl>P=D!^0-3nMoU_?vP9C^%~})K z&oJI~V`!+jjuhf3O_nD#7@0s05;BlaC|6Xg1xIxX>X*cbEo5ubGk_LCdTxa@}4vF2o+bCl!D%gud+fX8Eyrj{Qdvg1)k0)b9C;W zp45W5XdKHhz1145buJJgs3Z?WLY@s%MwDSA+;B}CKOhK> zWvdw+`Mx3LrH3fva6q#!uG!`7K{Da!)8D`Ibh9td&%sfD#QA&1dv=I7Aw!lsbf!q& zfNR0dxXt;vtH$f+I5zb>X^W@dYbiFYZl`Bs!&EJ$g!*o(b^&V|j8Qm;2KHqn9!E=1 z%rr+}v@}7OB|uCMPTiHsUR>eh|BbZDO9qedD@1?9cr_Y{qlsebqf^;9dsM0;`)3#_ z1Aaw(ryEtFPqE>aJQGq?)WEXn&g6P(pp4b5XNjR=42a18mE7OK-3vpesva60Z)@E3 z@R$xr;DOUJDM@O@{@x*AbanhTV9?y&^4b9xzBlv0bh2H zDbaf2zOyfQ-r6G9^~p^jOKZT$^G`A>=#gby+y%HLPSATG)hZ{}2tHJVAKRW+chqW5 zc%Ei(U@(Sv?d{=W4%o+$2SzeW$_3rD%>mDmSc06rlN$uTL8`ew&UwD9T7wHShD*BC zfVTigtPc!D*+Bu@IQ5wK8lyFc!lhxE24;6DKukhPp+)2(_u-m|8}lC z!1TS23a&FMW?Cme=9V$4OR8uuqy0iB4jDZ`00+Z4B5dF`@^$v}#IpRT5_Bi`%x`u$ zsT9q0%?Uf1lsdj!FV5!t8Pl-Z8QE!Ver=A1ZL(a;@-1Bs|H+!?-2s$)^5?h+q(r z0%5B+{h8lzII&Zmk*dAbCskjqR67CQ=BWJYI_L2B_ivHjc7J=JNcK?(InH*y`qc&- zB|Wc(zwv${WZL1vF>;-#n1Wh7Tj~q9L++t$e2iRCb@YdwnD_~I7N}~Qdl*LAxN97R zk!&ve?pyDH`P_nQsWVu`3&w)KYq=sQUnG$+>57~2 zLY^+O*UywX3)$LM#w#~J7~JNJPF*X5ratQkQ_{SN5wt%nSnrrlB`0v?cx0jKu3?2jkQ3hPdF9jtvEc=LQPDTtXIskP!%<#aOxE10Pdd&+L? z)*tYorj75&eW{_pa;f4ca|JhG(156#7gmFIqK4Y*c-pcUs?aAZUk~6s%RKFGT00q% zi0cPQvqb)Ze4ef#7&I#9R@)LOKh5XB;HhTO-CF#rhW)^Gn;41wGi=^SJql5w9Y2cA zqDD;`3qkaoxk126_rVH?#JD`Y;y4f2Q2k8}PnPeAGq2fXS+o1#+7c8H z2N*Ruw5XJ2{xt*WMRFfZGUee40JlMBvwP~h0gTIEdqPxL4_jyq191;*-CsNQN;?C_pk zSzWp0##*KiYOo>s2|pmeu%cL5+74N4)9*N-cEHs7xKh+5&dryDS;)2gIMIf*R9!Z6T=<$6IlryEVB*wsZG33r>DR9%g74Cp^$JP;7+3tBDGb0x-okMPXbIgl&;1;1W7O}0OA+aE zzveWLUh7#m_UwotdU(E7Dq6hIb%D@tt=rzZh4PG$j?*WAUj4~`D$OG3{gedk@VG@w zGBS-4O=z|&c*aA|eD>@B{kGa{`FXSntN_rr$L>|OCTtC$$ltCnP!I6S>} zEu0Ff6fVN_;sT7A3^x^%(N&{*V&ho)@c2cGf#(8&-m`<925qogvP z&i~hdWW6c#pQ>wxe@{>UB}0!T+&~U8-h)o|00_DL;&O&ATdyG6=xXcwQ&aWRBQKf) zO0H0!@`vlkcJoV65F)BtHt_id?_VNa5Z&U2krSP~AdHUR`2FFAVMtVtJ%#E%l_L~v z^gyImz}2o5ScJ`Cq^Y`}2g7XAXUjLsx>6qIcv{S~U+ye9bO~!Rm!=_OLbFZ|+6X*bbXuIa zcOMj@U9OGregZ$wZcP^~ncYWI2;4lb*tRHxo1l03H{Kp`va@Sp!|RVng`x2ru+g%I z&22MLX{#;@PN+@@T4!inp|B!~J=4?OueRj#caCesJfL`9HhxB*<0m65< zVg72Y-`reKv)QRMy;qu*Gt+;z zW?Ixp1~m;G@xWlNm0$(i@WGFXF+P`QX^c*;(A^=_T-WnKSz^@k%=_sR)NbLDhNr*f zVgoZfb3;Ep!wz478ZD7()UvzNLn&0kpXg4q-E?<$r&Oy8DL3Qh4c-kR_FDaO^v7PNiTIy#$IO}dk61ce7YVXWzLk;XAL=|R^ zk)D3y|5;G{U%|#|;3TBv zS*3cQGC~v`Pd7AJZbLf~#%+uCzXturJIFgMOAB!-6D|(tL&{0(_tMFB!CEN~^jUdQ zd#Uj6A|DBl8A@d+gO_Rk;~Ipu9cnr~WrUEviv52JL~2T85ucy<7jl9Xz0&jYZ3J{f z1^+Qgwf42|7)cmpnxaeB7E8ZytsoWGin{mxq@2S$YH%=qg`czjiKu@gb(PU=$M=fm z8Z|tDN@0Z*u4xjhf23u3(`Z5u3azxF7fBYf+aSil6!z{$L~c2xKE71MQ$pE0${V-8 zHizR#4U(eJ2EkYw&0A6k#b8@Oo6T_bC9%NHn}+_q86(}@U;FYdf>Q9@A^B@_m$9j$ zD%`SYo%I&MN^oZWAH+5dtJSs78NRTpaMWN?h-e&J=9z@fguQUZdCg~NhfZr`F{ULJ z%mqVz0n2$hBV6gE%0o3Lj;PQQE|+wfu3GIpHd`~&J>Y+pli6TgIQS~ukCwa zDhh_d8Rd)A|AN8(Zy*{YCHl%AS-9y)UoJSZ>wHR4xG)?lcrlp{T3LYDj-;$V0G&k+ zJuuc?Ii57IKO!EQj8Z?5@_)S*H?CZxI=Rc~@VoLS1M{7mo7?DtQ<&Hr8HLPKjOa+6T3BDGeBoFc56Qb?*W%y23= zEyt-jpL_$n$aeKquMX`}k*gFh-Dt0~p~uJFmyFsCG(SK}R^R<*V9v-#a_Bc&*}`ud zYdEhxaTHHi+fW}*!+DBpDV7GA=~VP{wugl_KyG2yPWYyJux!GKlqv-EoOk=wVPdlWln6HSGCs7j zxO@YZD7^wJ`9TIEy4e~iKS<~P1{chzYnIsaOBStYDybYg zbq~FXY!ZvcdG^Qdr<=Js+(mKgWqG)s>15Mk51tPv>iNqG8I7GRqUzn*R!QX0Y)RQ6 z34O%x$Pc9W8x|iJS74w|&iOx%j*R)i!GT!FH<^5;cp3A_9FfTh56K8LcoPO0D)ca! zBVH8&IrI@mohIvQEl{zOo@JB!wXyYDOB{M&TrMRUU>T=pdiolt8IHV6xghxMXu2Q> zMV__Ma$ZbRQ*-!(mw?+k6+{Iu+gD9K;ujzIO_S>SaFV3mpxc)ZfoSw*fAqD+%e50R z&-l|b*Uy+}p)2MHza6p|bQKnqiSZ^<#>WK&fG%TW0bUDRrPEd+^2Enx>x{ML!?D}5 zLop{uB6YLPSxSv|kdd)I*#>|dz_=LbJw3GV2&;J7(jtC)4Jh`IV=Oq}w zifik39TsJR&LS!H?A09kG`Ej7b2WBW&M{ubX2j@zZ(ftnfl3XTnp`oM^JcPC=h?Q! z=h-#JvHL2APy(ivGh0%h#=#q2}?{R{eHn4mR@P~kK~p3cA%#X>ZkQQYty}E=9-7f zySvmT-VtXR#(((SP<2H7`qmWQa3Wy!sDs0Oh`i!W)gKB$Jv-aT4`zW~_KWM|9(15X*U$3d;_6 zk<$Hs=B%}BsPG%(V@D(k&b4eR8`<1>x!wq?jqDGhVtKUCe6 zQt|oE*-X+V1ZoxH&2-2H9Q{fn8jlRFtYq@%fJMX?Pq+9Doz=x%cQ_WkYTlgS(}rS% zQiIf_@Ni6>T#!JaUj(Fb#=T~5ql~+B6ZQr_p-r=HK=%d)2j3W|NV`ct*P@ODQB6CE z9!@RQIn;gEz^T^n5Hrshb3c4wUjF-=*eF^hro$d|tp3Sln?Gb?;j(o!FMvWsyigXW z#-38o3m^*Q@C)S8QBY8p4p<{EyI%I`20t{jwyXpN1?~S0!E(`SNGT}+HZCv2*+h|J z-%dVi_7Cj3NC*!4sep6zmsCLAh5?zm=(U(B;t*C+H{M`_1Vdk~V(4NV?E(k{m&n$W z`Tj6}O85}(7zccg=OLZT^&!u8#p|x%PJ@RoitMWX(gq>r$qV8(BH4(>@w(xhg!SD^ zf`)aw;D1&OTO+InV^wL&Mycp)Z{yG=;Gd1m2yVYYZX%~sWXE>=XcE)pWAqzR!oUL| z{_q0z!(AW6l&0|--&K9m7pTE?$3Br{r)&02_q}@m6Y#eCoVK5GYE<%2z!rHpk@>() z5-J$Qsx{H#JhV;=Dr)Grcc6EyfRpxf$kBC+D5;Z;`~Ys8_%fprnqwxr!C=GZ)EwgO9izs7Ms0EzRO`J`Q1g4Af1H0@+ z1S^ew-TnP9ZXTmI5_){~0YWH>I2!}kWRiQ;YMCO$%-B~`=I^xXSp$e5O!#EV__}kg z{8dXr2snBRS=Hux`pVclmLoaK($#dto1qht|&qIgG zBX#j72?tfW{;{qn{4uF#Nu$5HGIvm{vZURlK91j9vj6VzCa?q91NUdZg$(S*wW3MP#!uRWW9+@A9%#|A{o z#zl(GG}r1^PETmz0cU}aTam)i(>zz+C}S>BJUKZ_{`wL;Fk&XP?tvKqge zD&l}sA~Xu3*MfY`#3^K&AI{=IlL!pm&S}!R{+i3n7(oXwc^%2{5N!LLA&EI`uHlmgz`B z&CWaJB~>V#{L3REZY=v zf4aIz<*=wdMtCev#}!Y@A5T0ssmApY*SCdL{@sm$^dYOMqBqgORzNUf*d0;u{@t;S#M{;pEoCt9bIbQ5fI1emam@V$!^|A4W_h0Tj zK=&1S4r9<@HvAZ9#O?OKTYb4Sg_(GG;-;G@Tq5~phvUV?;Qf_TNbjhe4j92c_BDYYxlzaB7aFdt50{;( zhW;|2?&^Dqa)B_gz2OyUO{WEp2)+9f;dL#10gFFglQDbqhwrvU_P0Fo>2PK0F!)O9 z?V~CXzPvzQ?Q8>LrSij|{bU-6fw0eacS9m%TRo&#TVGK5P?*S{O1*aemKm{@QRlk7 zp0WbpHz_=8e4z}?zObP@_h-^;off&ovB=x*9g(9kOi)4z`BRLiv^Nn&(1u;EbFkVj%Dc$rEg@WZ8d!NOq#2VBZ3 zArUAW-EUa7Unhm3Y- zcG)iBad~Wm2aOW=f$HbollSjX&3)$pZ#%2}9dGm}0(9Gs%Qf4hJK=-`Ls{dqf3-`^ zmN_aSF%r6=zi>44SW46pO0er=HVruTGTw>5&VVfId*{ua7$ z*nKfMnR{}J8PBE>0J5weW*Ze3EYi5hmVi>5G(~La+MH#d49lVgM0TIOfAhRT$|UW7 zXb|ua8x#~3RqNQ=YQ0VRKI6!TpXPuFdRgAMsNw7`Gp}yF@*H0Levss9KA*|G-FYbZ zw>@+CY^q|~%SMEtVr&FvCq5_8WWfE*UDjl<+BRQnbN>7N`V#~wl_)thR%@g^CwojucnYFS36pAc;FOnwN$*5f>(-NZWw87|@HR#u znCk??ui~Rhk6^ma>|}w-^NjysZYUL8kq5NVkE#p~APVzOcy13YMp4>{9Qbx=L|nxkJiT~B zDpS^~0<}1GxHg=?WE=kN*A%;@n(bWCzmKnvEWEtDWj+(BO~$lk8~OYqF{#`GD_bL3 zG{dQM99_WI;KRxLkMq!K>xtxb$i;X4*;melzUcw9UgnwS+x<5jaP{qn{caz!^Cds; zh6`p}xZOJ@M*Ggvs)=Wgx#MRXOICk-@x5s1Oukp$dZX)&7>~U~L?>R_)(ct)dD;{I zgYh(4_~W7X2l6C=iGQfo>-o7{%w>mw-->PH_0cpBFJEg3(q^6x5%}p2BLqcn!4mw8 zz(0b~%s-e+x+9lDM}$ohqi5H@AmRT)6 z2;DK0iMc1xCFBx>ojiSo-=qL@HX5lO&Imx3j332rIfF;ZwflCpjsuCz6ifR*)!R=!FXeLo;{J@W%HrscsKeL&zWhzsSbB(8pJ3J z`Ylc`WvvtFn7oX1r!t!Wu6+2(bF2r)70OcltcH+r9=Rfo{guvGxGzV1ri%?X%Nu^3 z*rEv#1sSbilLXr|AM7aoX2aK4d%KCKACu@=RSrd332t6qEfcQh?Gz&b*q77OySXFh z5bY~vdtJo$-AyboM3hN;w+?NrnTU{{2^pI7AEtAV4JeJNS!380#4ZVfD zAW=8U>exZzJ3YeAXF-abumEw0h!MQFa^lsDe`MI1MU*pTU+_`-kl!$6 z2V02Q3T1}zb1{VHYqee$>$|njdpLk#xMKvj>Dr=CU-(??>GP@t4M>P`Z@hb|`M{lO z+u5|k>o}41C3&A5c;Y)m-oFUMvg%q;WNJZf%%I2jrV=y&e*Izou>ScSCdr|~Xu7)V zTr{82Ec3IId8#(kL;jdg#(*j+O7_${t|7Vxf8lB(2H(9Gu45!+b%J4-|N755R^f&& z(*642``bQR>nW$dr#1scj9P1;&f;yj#WzQ-z*uO$zG)hk8+F;}-^V_uFe&qiWrH#j zf4d{vt7k~ZFS?&bqsL~pA%6!J3S-wi^{)&24j$SLC@}`$jr9eFfwnMeo^&Cp&X9zN z#8k?xhq*O}k7s@Vf2K?SkC|0$ba`EiIiVE~kDt znIm0qJ`Nxvin>^Duh#1HbV1ECA+Pe!-6SY{zxc1c!(Qey>k9_~e!2!N4-D*kef#!jDi1d)OTf*){I61;*w@Vn9F}A(equ3r zF+d_AXMIgg&u7>?YM&GsNDsfQ>@Qiu-Zm$@xAl#s6M z5BQUml=NTR832na#)yqt08Pdy2N?NvcQnoM_p>U|88`4(6uJa^I-k=4t@dMX=R&2< z?$tI3nKvXTnyN7$S~OC9B9rg>U_7JZvv=fE;{W-zkblL97|0zjqoku1EmV4K_uQQe zYAoS9$NnD8RP}frF+kM1S1)_HOEnmTE`h*x|D7{^2@AC7V{B+`jn!L*(0*t8bjz0t zWGrXZ1omXN2YunDLbLykl`rxU!f#c#JDOc}vsk~~?rb~cA|#q(3##!wUo-XApltnI z2ETj}!aqKZLEdgdW8Vy+V;2#4*PAi_P4Guas_8u)7Rvg0`6@#trum{rSQREc#vELX zS6H|1O$mHQhghiAfvbH~l0zx|LKTWR+`fVNoZ`7<1bl7_mGo8CtX+~cdz#MJ*v7IH z6Qpk1#Hxy=9pZO<{E?g*=8z8^w#d%dxKPtD*W+vZ7k{auo3FTDXg%}DRY(u z%&8RGZ>r=kW7Ov1Wzwq!G<6Ptt25BvMBjN3_++UV{w3S}Q^R-#JYQFUpYeogS|wpv ziX_9_n|)JjLGzn&K73D|GMYDJ%T{shm$4Z~ z_-*>KBn*m`WxWW+g73pA!qAHR$bIioi1#1Vq0_n0aecpD9P8iXdSR#C${T}?80`-n zGvB|@18T(ITAGQA>y3+G5=m9i5SyijpQOgr09MaKus*+O=+Q;w0HtGSEA{b|kpI(R z3=;drAt>G%dE=Wu;vGa8FRYmC8Wt;2kzx{Fu!ehrNUVWAfZW!!}w` z+*V1Zb=8+JMn+ZNG_&Lf7TU{fkqX!$IS}WV@x`s_7qM2mXHLZ-^QA%I=*Ooh z!p~kKY90pCYE9;6*q&hKzZNS035o&wH8?Q$Q(>p5J*h<>5POa0)F=9^0<(u2Sq56S z7y3J-e8iNccWd#cwUI#4n>7t_A{7GW9Bv5%OoLj?vb@UitazVGtNU8F-^%h#RmC87 zej7d_8dgLhaG|q8bd5c+woY<^XlwP?*Ip7oW?YFEM!bEOhrIQ@X#Y(MDUm<{kqVB& zEm|JsZI!DhtGeli1;4%eh)HU~as27Rcf8DaYYpQcO9N9FosiHo%SDD3TEQ%dsk5jcZ>=z-rRvII1Om~1t*wcpKRSae&y2nYz| zfzbPlmw)4fB2b4T!-LrV0D7@GgYbq*@?->l-@1M0J=4kZ9CSY>g zrJ6jB_S&T;o7IIT#SHG%PqvWj(>#r72G~vI_HK)Zpm1UGWB(-8+55HHbk1!eZ(IsN z6>8d#|ME#fvKRiyd9VLuH_(%Dx$QRAdT|-D5~DvCjn{Ecrt{_g^g}vI$Bl^Jd1=g+ zQP%mBZ#+-uvT8#l`f2$MzOUy$cUf2F7a!nT^E}*SU!m9DL@@pnQ~+)C?QD_R?PBeR zh%fkv-kFh3R#P)|{PPXo);<%Up&3!Fsw&*Ypa=TZ44z(IUQ%I4{Qf};HJrk-X|jwk zCKiOS-tBg&Zu7e*_3q@|=33tNs~0#+op7Cs!$;E7c?#Fwh044r&hyBFGsL6vr| z+Dpw=;!ipWeD!@q`)nU`(M^FP`eB@^-4WgdYb!0G32o3w zu&u|eTZs*qQFN^*3J#t!IT*jY7A>N`rm=ZH0ZP_aom(B;VUZIMm4(b4q>Ij9NQo$} z`A!Obo*>i|XlAdBsklINa+gioVnFU1rOCv6mF!p}^*osloGQ_w$P<^n*Nn&Av=#hF zD{L@*!vU^q77bB_KkDWWXA;iNS^2Z>v#a440sE9Ty1c`!LjT(STc86+QH7gMcL23pR^|@Anx!+> z4t=(W_XN$W6|lN@txxwT_U?fA;w!e)cE<}L&ADva9|ROE06u#9PQ18;JG7-m6%$bR zvo-Ji{cN#bEGW_15o?&rz%Q*`#`dhGUi@=9IpMa)ozV9zbP3B+VofOeJw3S3RuxQs z%+C6{roKr#k^LB~_MeE!l=y8ts@i@dZB~t?L8YsI5eTzvm!j2(uYQ$PUn_q_E0E2m zc7MBTR1xR9y8BY+X^O?mZY*QHXx)^-{n}A%n?fCgvHBy`+W#r~Qt^(jOM)ge=80D+ z2Lcx{nJ{&(0si(TXOz}LdUB{+ywiriQ zpqlX+wZj)ci^5HZqC?Bp>gMZh86A*0<66Fjy$6JtqXwZ+h)SiAhD&1&ji#`CUg_gG zntsdm$Tghh3G(RocKVVf2cgnbZ9qbOUIruhI_Lfnxjwa0C=S3hWwNy_^uPs8 zM?f!U74YWzo#ES`Q@*#zr(qv^lo1glqR_u%&k=n5saFH@gj z8HA?Y<_%A|uSaf2|bQ4){>il%F7Aru_`H zf_KVZRdj)XC}r*ux0eRHA%1ejEX9@XTtynw->ZZM$T;!ZadB}id%^@JmuG=FAmmE@ zdXopGNF4_N4^+Tbzbi+4Ac(?Ebj=ezaEA$%^w$rQwY6@*cnC`$QB{smikDy+vxM5K z9$X#P?pamP)m7}fHuUf5=rMBgSd&#((>FIHBu92xA+|Q?-nmI_!eTZIh{po974CPI zZ%?4-U)>Z$FMB?I*D;p8kDDrMu={=t8s1Z$|8xm;8@{+2Oyq)DfsA%Jc$FGbJJU_{ zsRD&uC&+7oo-QZXBu6H;y2{GRtUNJ58qT4QXi^YQ)yQIb^rNmnAl^chqXGdhIGf~v znstw5F7*SyI2d#95ZSA{?)9xx-q^WcP*7h7U9ETxv<&=LhU8Rc;GnASi8#qD_@@|K zAY(_zM8Gv}?ZdkQID;}zfV8Xyg^wV6T7_K2^mH)~?h$pY?^)4$BV zy1w2HdG;z`*LYMH51!VD6)ES#%uo~?*=~2EYC%29E_^JsyLhPLJr~CKc}dvI7lMc% z>?mX$Lj!La)u5m;;xNO)qXqRM zY1qw3ljZgdbeED+%X||10x_n?R^@0L`Sau$aH|S+(T&O+MG#VTC^ejul+7l~543hl zob!BdnMg%;OC~ftT8IkYATKs%&?@kp#~Tyw8f zbjbWbM{d9vnkCZx{4t%=I!V-2!sqRj# zc7zc)7MefrKQaE;gFR1r)247im}-iS4XwzMnacX=$ONx54P0iM)a24}(?C##O_V=x|zRms|Dx0A*p0~{9C$srZI+uTc3hy}vC%>XYo7r28r2Qpx zu2f6H<7x=$YQGECr} z>GuqDg$RF@C#ewy`Ir0)~uOmrZuqZi8zvoV* zuzrW7n8c{Cc?FKT)-tu4ji{7XirMAKei!>)(D8*J-hP6+_6aU`E$w_dmD5bO9)DIb zf(9>~1U{GoRzV6ax~l9$wZGwG9Z|hWO#x-x+MqTVGV9}>#AT0GdvTykfe!Henrg&_Zu+m&Enr_xX)Xy$!s>EpBYGxxfx#ydQ)I<9gH* zl;zmVkt@+}LTs*pdX|SDsPR06fA#32Sy$U*^Mwj77u%?MOzHr|zY^L_#AFF{5(YR5 z_xf|gplX}l=bXthLxHPee?+f_S>I(Iy+~%0HR$(2tLFhF2Rn-5mlUjY%PhH*h1f%N zR9MG1;mtES-L66NCrE#({rV5Z5IMz(JgG8>ibs4iq#Np818;VOv+!fZqIzEmjHY4I z4x)*|n*?R1vSQ6DbY~&vDPFg3swo6&4(*#sQwdq@Eyvhawru#3pXmMlSrJZ4Pps&5 zA*=U9rrapm;pHv1gBDjwq1Suqhbo=kj zReY5jUI-Z69@xdD&ZU#v4#w=xdHI23v%;WKg}YYOG^-i!9hEJFTWQo^S4!RNxbo{d zn_745tO$}N3fhEtAK_v%zVy7@elTIqfj(jvfz=$m|NBhTdr3dX^fX2 zd9>rK@-M&X2&txI&aVr06ZSm$GpRVS!QLleHtZofU2Q4J*XBkaN4+K)ThJTCT{NK- zeneiSf4k0gfJo0OtDqFu-)6Ru%p=+DiiC7Ev%~tbcMr1o*$!TuPheuCq)T zC31IYTEpYNo7=phq8Fv*aLgVdzxu1@$)SWLv!kSK$5rpCllc>IDE0Dhm%*P49y}v6 zvjv?5F!A=d3Fdl-HF$=%}11@d=ER!Si2p$hf#9 z)?CbFe4uOJ;s>7=%N?6%x2AjFa8L5&$z9Xv-z9PHc+V8G38wxISM}pNac_UN02FQ0 zYfai;tMdA*9jA!IBLoKJ>QKFG>?8Ikjw!!o--o=&PO)BgEx{w(piNFrHhW(%4Xzwn z+BZc=ou~U8#j8F)vx+n3B)~?nJ4x2xnaxv@)M_t#&1wbCmgcr}zd=1}?C>_WM3 zhuNFWCWbGWMgo=--`+!f%Q?xnzS;N2*V4~TW;#ti`HbI1nMWwryvr=O1<~;H!bnP@ z5=ys@P5{^L^_aiTyDu+RBCnB^TAHvJ0H5BLC>N|ncvd6gA!hBcsExjahK%F zHWB2D<$bV%5q`!R+YZD76|_fk=4;Z^)q5PLPb|3*q7-7}Y?M>P3!4Sd7n~pDn~ZK4 zS6=`2#@X4B{Q1)WVd(Aw;Ho^MSqEt=_fH` zqPjlC%Nt|%u?3{5+_2H9%DHA|77wJ?8 zg^-VyxaVk}lJ&^ryD2(!0L*@%)+#Kz&-8Q}Q=anANIHU??90a)RA^Ya-KhpgrnR*> z1@i5eEIc7PGc2D6WS)OVpC!_0jcqp@*$c_a`82%Y61$nV|XntQW*aq8}t7~)U z05!MGZV4bTOi-qku(huOTYMmykUP4utWgoNWLZMKureJ33xT?sJPG5_vby`0d0+!$ zv{B-Ph4F`$&ND~p;98EbBCaj_H?Y^Nq4A!padV^?U#f@Q~Gp1wS#2>a*^H1S5q z(CgC)DOOro!W4X^^L>z(In%9;knYhKQwpQO=Y}^-ird$@8zxZfiA=OWOEvT~Aia^# zX%%0;xH(9m)};U9vNu|B)qzE=jBzqgIL*C2SGFVc_1nq3nQtM-zLBgZA%~kIHK2sk zF-1{3=zLvisv4*^S=+HkJWdW7&*HkeP|W49MfvVV7juO_Sm-t}8-;2p3`~AnK8>ED zh>fj)yHwQx&C!w37Gfc!HXi%2#J9_b2Z^^J4wWKvz~@Yik|Pm6>oGO^fLmWS{)3EFU!|Ju!0I=wmm+l>6q!@Ror zcUID|3PQJ`V7JzEK(W2`j(|FKRSR(@ZiX_ldnHKnu4nYo$lFXkhJXt)I1EK(;CgRm z=C_7|{05J~p|aCqV%0Qh>2R(9c7Mz0&a^9X$rcw_GK<7p>$s0Ww;sfcRAgyll1;n? zh&y7zA~;+ZU*Z69Gyw=0DIXY-0ASZ8syEF<5pIcqxlVfTXHt zbsU{T-*)q#)LhIXdBmBkhpBd(&SKlbQ2t-%8>^nFys3zjO|@H=uhZA;0rWje8LY`& z7oGf1blt5P$6NCgi%|7QNd)QTcMn%L2XB)IkCZKu?7D_BmJ^v_R;$g(E@9s#xeX~^ zA%k!=f{jN+^iJjcA1p|szYmWED4#lC&9f;pxv+`8=ntK>axT8=gNZd+aEHT{=xuHB zztig=JU9km+6jcNDQQ(iq;^~wjOZPHdAQg~inVLEi4L@Fz5?GEuF z_{p7MD8nS{Yc)sXW}olp3r>RjcqJ21l8iddaN5cAeb;WbR5 zZ(r=^yVi!9?72W=1ZB%qG503*$cW0CPks5xVB$N)Y;y z+L5lwvvz2mcbaarkUR9T86c6WH9k6+Mi#+g*r{H@ddyBA)$m@{;HT&P*Tf6f z|0+QP%WOzdY9N|JxxVyyRQ=$IOg7?%K|FB|@7S=-A;*p4>*|0WuGwmVJYkV8Y!AB~ zwLv~2ia#myrpo=veSr{!)m}B%OvzeL z<-q~f2aWo&%sk9DjN&G_y*r(PqbDXm|8W?zRcLM2?gC0I({pS#P8EwW2hu|b{hXNF zXGpq($41Yx_c;A}eU!UUi&pBVC zqsIamv*cZjV`)V&7&X#2@;1_aYvDzm_D{6GS+`6V4A+QNFRA<(++L{48~)2n2&s!N z)#tcgNPB;(`0OrvJ3v`M!6@|QeVMTpSfqNsSDd04 zeRYHgXU73wRu68NsYA)H2r}rDl*N^Sv>sDavn=d;bN76df6Eh&=d@AknBm+h zp}J+x;4!Y|{bmKiL_ggXVmQ)Fg~lmjEb+ebu6UM9^aKw)x>66@t+peXN#5xE)M?TwnL&Wz zPOy~J#Ue4=wtc?#nBW^19i5z~Act@F?xk_JJvF;`x*bcr5peltd6p9rN1gij45_2|4DY-!-|9d&$wE|C-0T)serj=B<81$G5QSeo4Df zskc+%E_UzTRY+mEnx@8(&iagcF%$ratF}D;UHhOjXXnCPhUrq1r0a_=)&u>k*?ngf z|9Zp>^3YCu!gI`Wwb6{-620m!Ke`rZY(r~xZEx&>X>@IVhbuVIhx+vN4veRFv1 zajfS?ZlBPykd7%<@(4Mc1P5@`bUX$mxtSlEwibV)s)#!afj0n${1%cw6!fZz-q>U& zYxkJB%aE&8Y!vUyQ~h>j;V*bsx(LO^H0V%d=_9D=s3M>-LFT^r@)7IvcyogKBhDxs zpj#HX?2MMKHF8SY$*$+@gnmti7saRA$iv`;PN{wty}mfJl079jWA-g@&L)(Dqu~@m z6HSgshb9##lLa7k95wJaJHQe6pE2M6?Zf2WNRru=q`2=Sa55(J##e${1@(m3q~sD$ zaT}@nTdnHEJF;%UPT@B-#E&Xc#9x&B3Q4iPjSKyO>Lkxb9{THrm&^VS9Dwa3ao zwqUy~hQ0xTS@NFAcK+YCpU6q8w)Uo>b2Kaa19N9xm1F5QkPa@wx0e%&Y=*u(aBSDJ zP{k)vL?-HanW_+++4tj|`5-8aR@3FnDKCv8>ipsCpWpcsI1TINkW0*v-9|>@M)-_T z7J*+i?sT?d((pH1zltp0;3=NYXwJy({`{B5;jA?#qc}|Wr2O-{CcQ({x>y1k$u|9m zwg;NFdF4vP2@$me+(v{699)5!Lz%%cH%XKXmN>=X|7vT&QD|m5>mD`O{L&Lg_x$D8bGS)%8kDYv zU^f+PUQ$ub>wQwX_59{DgG#2M5+aMH#AoAR`d`x(vQtv99}%UL0%+4URLfBq+ZRIU z5UUk-P)3j0>^+%<3b1gw@ZPum}oOZGcY2lUtVy{Ai6iI=!M8b)=+;m68#9eqMQ6dqq@4PXqw?~oZ(zF<4}4YVrt8k}-b)C5iV`Nb=hKyQ7Dkb6b~ zbJR>8#p&9&V?J|tH_bV1E)a;Xt^|JET|_Ox8|us7ad?&U{`*PF2W1g1n!|#<&IsB2@6Y*qx1v&R-`|_S3{^9MYq>ep+TMcNSyz zTVR6F{2)5Z@ggGy-1UY3ee?H?5PjXsFbGvr8Qn1*F)_WH=XN>z0@*uxNk@a3Vg3iX zDUOchy!~@qfKBD+*G{IeW>vHegHjbSw+SPBPs7(RA&LlcxtMyrTY*XPiV*1#cAw5I zJy$=Nl-%XebJd`Ix!=2aCr zB3PLn?Hi+Mov#8uf69BYVr5D^h5ZZtvV5s+i}))FbG*s&)lQ>yF?SG~=arYY^bsJM zWJg}AeBAUE{*l+PlK!O^i{+Am?s`YXDzn$v{u(>9(K$(x z@+B8nUy^leqJ!*zR|hE=yD0o6>AH<~;_qX?F1B1_x-=zAqh?L-d&Tz5n@9UgMov*1 zJm-4OmlD;6IvQ>#hVCEsj_a#JLgnJYddm(+8ZL5z@c$XD4ItHF0c^8F95~WYG}B-! znh-QmI8xpMaPa?c+ev^U@^_(J=VljR0m#7-BFYF3L}U7RzTBUUm$#`F%O3Eg0;DxA zx8X$6o3QveG&NxfXqg7tG)BL>w~Ee>A*!e7H@U&MD;x&b$K*fqV$pB-qzAWN3CS;o<_$ zFLHYcfTSk|5(a_)>zaPSw;Wq0)1F|memE77h$?cDG`YzGpbPJ*Ht7pRiAWCwOGFPN zD%5D7jw}P-X+50Z;0W+YC4-{jlD8`iJ6fdxDvDM{Mn=!nloFtoj4~bQkHhEcZYU-N zq~pZkBx!NcA@RuR(nu1T<$u4`hT@2Y{1H|TO!h`oMI*%I^+%E^o=gG8Uy;|3Wl>fDwu3sTnXFhh=i!5qQI#5sqNt4&~pla z<{QxnQB@pUTU-C3)y+-gIv_dA=j4w__=Qw7|G)16;Y6Y4VsY$(9TFO~l}7s-KxK6S zw6E7M0)uY`{{Karo;kgOrgaG9 zx+^Zv#Gp|O5CgNK2#BkH{l=j)#1t3qrYsO64LyVaE|vaWxic_OOd*?>75Q$!l%0ML zx$Bcqy0zE95I!uk)2lE48&2@4M48FRHLg=#e4sX0qx)UUhBXQAiqVm!V&M@!qnN#fVfG0#9nvX^p;BO4q zTq|$Ac&H?`Wnc-pV4hG0aj<7}Km0&NQYpl^pH$b2*eQBykaEHA&G4z>MJZ9p{XC$7 z^!ysv8lQ1!1m4hB2(d)|^)1GHLgnE}o#4%rM3EDJ_`#>T86NM)PB0=RlLs4z_{+gKl&UsaX$apWiGPNOxuCs+7G>&p@QhsDc!d61G9{f z^7WcJw%rS>j+Xl>VMFfc+giCs1SSu*%FzR>sP{#w$w%~_Kg4lfqz)O#65%+4BJ?M< zx;UEYuIR=(IZ8e|^} zZMoEisq-Y{3e7IbJf0?JQ+bxugFNU?soeHsgwLYVHWCuhq=WRgD70>CeeTVJdcw@E zOon0F`gm`&K3k%~pL89NyNjbu3C?vu5iJLQTg|1kFX>*lS}k8a;Yv4@kM4*%?st5j z+)Mxc#_#vhA!cj-6hO-L7Xqn~}x8y}Ab=BEY2 zu~;-pfY9e!W9-d-8;MShX7bqbirKYjB{Tc!$OI z%{eqd|N_(`H?ycVT||To+f@uxMw``@2IU#yQl3i54I1t<5^pf>FedY9N!{ zBPls|i#6j9d!A4(qmNITily2mFu!6?p!f_>r6@wJ!hmV$2FUBWqa$lqQFm)>A+#G# z(r@8qsM|YejZqeO&O(W8exWLar1No$lB zOl^N81RP#Ja<4;-vKIfUQ+ensvOJjgV>RbS zwn1#Y!nD5YabO)Z_x2?rXGhxF_WM-CiW?U7t@0oSeB3``d>7Qf(0Ulc0#kW^Gh4m0 za$9qOhvh}lN+0BMz;jDt5=HuNB}ulr8~F59nO~!R7;8aMF$8+1O^OwQd^vjP*RTD5$@K7>9h2-@@bfHC0(2+EP)QMw0TMh zC6R~o%b_46Y^tNL{O|2VL-WOEJxI6C#_-O;l)6~iD*6gelKj;Am%lr5IP=BWlN-oC zgp8a|1;=eO4a%C~NTZ~HIV!_`w5>E=cKGw(#oE@=Ylm8g$*W&~%HC^&AVTcGZ}ZWT zs(A0FJR!`6##^4s{^^AVj$5C&cq@MIEBq%{UQ)5n>-4tH_ScLY`+;4qV=#| z^`~`yui=kPPosm7f^Q|Jh9t@&`k3G3*asWupg0tj@^)ln#f|jD`Wjeozs1GpEnpY< zRZUzE#ZNLmzU}atG8!XHk@A%WlJo}x3nO`yOM_lapa(o^)1fJU*-H~lzJ0b~+0N3h zswU?pjQQpZVL1nW=c>DmQeg17Rv`Hq6!nd`qCKpVFzf)^-+z<#|JYFvt+3DDl;C9c zfa?MuMk@Y4wuFz*&({ydvZ<|GmLqxFAW)B>}i_^kO#1G%(FO5O|>v(NXZOMRYl2A%!2MRhvZtDA(B^Tq@EtH| z)tI8y_*4G<4q)^0UGI*N=^OW#BH?oas;<0)wzJdIcWH8TA5Gy{JPw=vR`-+o4oF;5 z8Y1AXG-&l2%N=8|7(D6G#68b9?r;WXh#rheZ;Agah($_@*T=R0==$uIAu$|{BUjfu6d}kO^$+Swj{7PTXtY&}8e5oie z2WxZbWnBRZ5XfFhDe3F~2?kT?wC;HV-hChs@fCGq%t9;fUkMP&Wez?h>MO&}J^URwS$`%X{@P%mpgmeNc;}0@20h2Ft}X1)?&>LlT~iHR%0X-Cq_1vHYcqD zWJblG(l7%Qz{nGHKUPNuItUoJMv_okE>@ek{>LQ#?w)|dVtQY$QzwZ4z}w|TAc!ml z+}zRMk`H=1>P6jp!0G)AgOgVjJpuSv=!?nOEiK=^+eO9OyZ$%>DMivezdpHoFA4C$ zN}SABcvcUcvY*wydBd@I02^>oqj67g#7c^1Xe*-BFrh?i3IHmV{i5pxJ|u{j)P z#2IR3vlxHedV6`u2#t$Re9UkIU12#|`gTW{pi9d?`=M!=+mC|5`mKdquL(ERp0$=a z6;(Ulwjxk+1%}Q6EDvMN-`eFjom4BpIWZ*pb+?et0<`zT)GMnq^_FU}20WV6i_)*- z#`h6zDPN`T{f`nIil(o~u~VL|-a>@dQLhpWV20!mwIfZkm)#M}bmO+#1~mG$ojt<3 zK_GDU9Jc1o1A0^_)1QZmX19qL_iS$@(L|VycwObBl-|9 zzMpOvcI{jlA4dXW$ko;C$LzVs&I4h6_N(vRtqdklJ;)AUX35@Y3wCC)i){T&;OLx) zABf=yVOh%Yu^sX)i*tROq)bq=Upy2yBjH&5d2SBG1I1fg%$|hCRF?m+Z%lNG@mQ&(7kBJ`zA-qsGH_b*U%!P)Y1tXyFcV*E0HF{nfDDf$5)*mStZ0cX-?NNi8$#uo zd%0HTt6A{1I2m}R(xVpUW)w`bZr$fM3KI8vFCZa<{ z3?k8yKos_YCYK0gy4+ta*!dROs&jI^hBAp#KOck^uCpzTQi!91Axm#|24w~@B z9eGB+v*P!YSa>j2Gq8f6O zo<%C>L+c#!)p$m=<&W*Mv?W-~giU6ZUtwWb2b*@sLX6-bvtTV+O)`NqdEt+YU%GS1&_e z1tew`@s`@eR5hE&Y4%ewb6&W#&qeYC@Ywg=a)Oc+|9Wb2!Q_T?4Ch}<11>)-wer&Q zvK4rph~aW}8It*DXTY`<6g6XZfEwAR6Ef+M?oET0;9v4~sT2`#2}s1_`YyEVL%LLE zti1-k(P?SHsx><+@n*hlS9p0-fMvjs9K&#+QVxZgI(f^$T6vFRmVBhAyJNPOr)crV zilyVzwrFD?Mc=&fH2fY?%o#o@&=qA+l5CCZSr@!FS-@((E0nx8S5Tw#FV)%!yn1mN z^yC2n#CZe5l35{sc7nRkW7!%eb=sMUwW%2@J_1Av3Ze9dlx}M z>cT$-)y02`+EqZ2I%Coph##WCkx~Lc3J9}>9)|v(ZKQZDVvU$b-D!10V;B(Knchl| z9WIsjO?Zt@n+Hho1JqxUM-Zskr~n`U0|J3WBg|CGD=Ly0{dj$=p97}~|9KMeok-j6 zMvaC5${z&6XqmBO0YoAle$xXMbY6@UNr_Ob@%PMv#Gh#E?MXxvmq9ONtulRYEK4rt zeS|YP(BX>T{uc!wgnlE1&cx48(BoLFC2es=(@;;LQV-V>a4-n$xl0X^p(sPU9e#IM z@vBD9u}4?^?@>T^0oaGWc{u>lNZRQ2<%tq_ck_lq0dcX7xK}JUQqpK28LVp2y<1^d z*9;X=GhFjO5DutgefA$hQ3mq){l9JAr2T8!AD9*lctlEwC4#F({jb;J65^28KS!W$ zu=kxfrUK~{wZc%SboiIr;HG5nL@LUEe8%m%Td0DoR7DL4i0Ib4&N0v%AosrxMy26LH=?1mGY7~v-0ZSCdOGJ1#LPcj^Mz| z`y0M{hnAh6I6d8vE&7kfB+Z+JqKxGi8dgcIkH#R)`B~@x_v|CS;NHh_P z6@tMKwQof44C~MUt$qd_UeZ+v@?CM^?wJhj{T#2=oj9B>VZCRS2Jy3kPL%&00yXl@ zeXlP21sgJPAK|p;Ito(RBRWy;o70&!+U(dQ=vAEvQlCSuf>e= z`V$ch{^ny5iSLpiya1(rFEJwaZB`qh*vWx8RCiyI@pvTG^+z5wj0mxhKY)UE^op0M zR~s1U?d%iHy^J2;9Xa_@%ZLUYc*n&p(hb@fCQVR2yjF7zxUB=QCc%~+u^)FmTc!N! zPY5xJdqbQ1gXh;nX}{*gN*WS&6AVr!#lwq=F7y8(@ULlxTwq^43t^P-&gzj2tqLgwg;~xM% ze|adP-1mU1r>w8PT3souj5$x`Pf5&>RyJ~rdfudbw z#&^vfVJ3gFfB6Ejy6qB6mSQ>q}sx{!~`T``bHI~aqTtk3u;K>3WB!bUntj3C;PJ(O!~!o_@yg6240ly!Q2!& zyvgdDD>CB|Rsa8_4XfA@V~yV2sJUnNIdDrpa4q`6bi?qo8HEh=q8$1 zoY%xbSDqd_p>G-FZ*bX}ET0gWBsROq(stiGxNZW6y6ac5WxXd-T~^ax{OX z!djfG1e;M%wY0W>d8Xla!r?i##k3Tky7?>dGj2sJ*hgn`(DrbO@$Mcja9Hoi1^vRZ zhYu*tx$sTCR7e@B0l(i46Nc(F$phCEX_Ito2M`%IIm6o z`$Fiz^madOb32JIpr`!PwvnL9%f=dH5?uB1mk{xP@T_0-1dgGSw9Q-g?>tc}Hz9Y% zqlgx;q*b4k;4pYf9GT0o7CPI0r8|Imk*^fao0K6klHGF11D%JlUBe7KbOlu3Zt-Nh zHs{|wDnip#&2ISb5ItmI4^GE))nwWVHN9))+NyN_&9~kBt7yo$0o@>Gn6P?Xw^j?8 zjEQ#O>-%UT+H7=`d-D0 zsg0QH%}<8%CH<}_CNZfZ>4*DSqVhlzZ!rmRbOoAa(RVWDgDnt!(_*ClehWHB{Po0G z!NalhD|%M##`Vj?>c{85K6CfP6{MZN@+Il?(d7O{PMHKAp{__&QT2OZ?PeAuT(LpjOi;p9DbR$L;K2$@M4Rb&xHbIj4p zAEJY7Fu%R{*!)LoSiVz*b7|WX3RYS}!V#5-PG#)}$%ig)puxAj%kKu-mqwOPbg=dM zmCQu2-?s!O==L!|x58Vu1IZiOK97Q}9P&fvfkwJrY5nKNRvad*U4AUC)=K%AGX~e| zyY(Z6KVAZ|UPPLa^OPQv-d&xM8j0{OY>Ax1sJ}QFGkr##VmH80*99_Uw%N!U^{t>=Rcd zqn2*)`IYj=X>+Lc1j5$lb^%TRC$SM+c2);USBz(b*XIRJ4{Xu%_6Fz8aSQD({t(_A zN-{RCSUVQ-4`yQarL&;+RneJ6b3TjDb73Mwo6UnT)zOg63%)7tEb9Q`NJBekTHDYgkZm3TO-m0iI<5Aq9!5&grAX2~+#dx<-PxB2eG@ac-DUz0P zGiq=+-95-;&wX$1FZf^-F1l{Cb!+=1-Txm{m%Z6+(6Ed-j>8i=Hs=F(Gu?y`EFPUT|d$P2dt8 z#bT3k#JGLIu9@p0`@!-9hjQEcStnV0GCkXKXF7jZ$-(x@>vh-4&mzu6x>H9!Em^&0 z49iN5iXWt)+c=qr9;?vSdIz4-Yy5VZzn_C=C z5G|HQy}#dO5=$wwQ<`d5u)+NHqhb4u*FUjPnq*oF?#H|-;&#hhNS!+BQFe|^S{bNB&kE)pY}w9$fgS&5l;;p_4d9^ zjpiN-b#$p17}K+ym8i$54xi*=KN9?U;MV`xl`utRbuHr}6uJ9F#h(umhD{TDX+$~; z21n)kzQNek zMDp=i>$-~RJvhd%CTTpT%fHk5vECX}I`UVgS|*1)t`3);g^QM8p`{D{gpyid2%!@= z6(Lu#6Dj!Ev_Mx3y)r$YM}K3w-;DeVdcWd0Sch-#ZBDmz3maP^^VN%fzbD+luMce2 zlFAussy7jfU2H_&SnV?TH>)B$#eiD}{U2ZLDdZsTPh=vf@U6W0EJ4SkZqwmB{&@K; z*VrxlmwY$ZdG4COLS77gmp_SL5I=l}d{i#udrZ@tZ^awOkw}U1@7hRdMH5H1 zokuMp`kFL{g!1E`KDDt*hc{%@`hFxE9S??R(YDJ;BB=B+*g<=p_OA)TyLH%bCtT1H zYD>q5yI9wZP>TMY@x}MEW(Q?F6!w^vyeh=;V8VnKH!KuwSx$BQ185;G@so`TjQlV5eEzhJRG zXY3572y+h+AljL0^3dIiZ3Bs>0*U$admx%=-Wtm;DZCIE_qR zTcNN;qM56+oPYd+fYeAhF68jlagkW-Ce|HDmVYJ2b#MnaprQ@tGi0%GlpFQJM#;Z`u|gJ$2<0IJ36hWP>M=e+&y6cHSpCZh#@ zZq^6*fJkST?7X>x0H$|-ta9YA@{Qp7CI?bENU5i3L6D4?L})HFf2^p3iXnTG4ddF@ zbf7KdcIG4|+F+oOg5P_y8^_(0(W7AM@t3Ny0!0QsKczm=VS7ZDeD7l7k;LcbK zoBitbI?#{opr%CAK7fcMgns zeloX0wbT-Q!>qMMZZSR!gO%Rj@2k6*CEBu@YATpsd)acDhvgZibm-zvW~K$Zkte5{ zd~{$RTCKsaW387uG8YP7ugH-IBD}l72gA#kL-DF9DAmX!Omm_ zy;52StO~Wl+6;3sj)?<%QiR9i(Llr+xzyE!K)c_p z2r9vYKlBUB3yld~pABQIY+o<#Ax>SFBkBw5OZOAIV^T&2K!%6yOc)6v!LeK{=^0lr z12^drz9KVSbo2~i+Vcv6K*5^orrPZ`A%3MkBeoslwt&Z>1_JiHI2N8Yy?>wLuml6; zX1sAWI#4&o5@Ad4aG4Bl7*Q!fbc#A6Nu*hbf-V6x83xO4rSJ6n zhe70q^MhyzsQj@c13BR1Igy0|Hg*(8q;k3+VLw%IUniuq`rRaer~1D5-m`3Kn{=Q= z)E@9*czXJQ3Y#-NAV7@pWRS3aFqs!UOe*sT%Vkjg6M-bmH`BjQ7jg zYwGI&*9=$t);sy?2G={>#lHj8moaJv68+|`@zuN>7Di1x7EaU+mjI!skZ0ArmBJNY zMzG97&I=hZv&6v?P60vtGy%V*F06>TF*nTK;Yj<{0p862EmNM<>j&t^us_-&xs=vx zQ}jr*dh||Fvu1#)2Ekx@NI6OR zzIBc^5D^wiji)vAqX7^L!UYV%qeNUklLDnDQx|Ibinx?Ef(7XAH`lU^iw{^WUB!l2 z2&daUT_eToE9i<%7rJogtmr2Rc_xG`?0=~i<2AeNK?3#OpZw=CHHS*g$&xtDPEGR5 z&*V>7pX zbiR2!$KyD5ZTdW%*Tp&?!q^95MhV^o99|qW-XV3DP&V_0CiZBpk!s4{4ZD-&|yA>q?h3%Qs69{p};&V^inZuY>lh$SpI`pv?eBSs7->Lqy*zr8YQ}b#YT-41B6gJ6v!^3b%7p~-XS{gW zx8ggW7^)_RDK04$XuH?fK~nd&0Y|4mrnP5)g5k4gR;?QNyaj<|7ZBM4h5@3)_zTs*xMPc=orZ_`Hc`Bq`QbP2uQp#vgG&#PSr*SXG0 z@hDZR<$A*X3B9s^8*%tjPSwyczsMOUBO~G3y+FCm*v{JczIUv_7x$x?P$Af;!l{%R z=mJEAv3q%8A=qXo+l$*(!a?BSWD36V@$swkHT=~!&o4kqC?MY8JkwyHHrNd2blZPg zFO4{KKH)P3cg`P;lS?j2_FL3zZQkvPto}Ul$@TRhI`MUiXZKio;)=}9PbF^;rab|O zZg{9N02StT_xQ^8(5Qr1-+=APsJs1Ju~w3;(R@sswU^5H!`^sCk$&n%;)P+0ONrv& zjjoSE#j3V|k2=LFwR-P6qT7>&_%2^AJ%mTkv98kfLht0EEWD>Yc;UR`4wY6niPI(5 zc%wJI{3t5Vtjx<8GfiDg8j}6xK2CZ={v5qp{FFl+ZHR&xAia5f%PaBz&eZa79$ze` zI4NFM@5kUwkv}g}L-A)WM_JEb zW@V)>Qzs#K47P9tNmo|_+c8H17F)$ASrDozP_RF3m!mBwV{=fO`ep`HHX~#EcJI}a z$n5<`#o+(b9110Pv)jfa5O!E8{3Zex?~r>5zU_a%^@h``5&=su=ti5l2?ZdyfCqJg z3Y0bzZ+71yT%C5nksJ*tPzV-Q>4k zhs>%NKs1}VV2+$%%{^V{wA7%D$hXTHH&@oZ8y< z(YjWktL`gHNNQZ_7L`T6$K*=fQlEwC$2%fW=M{4G+Pm<5mFV%tF><_qxJ z2o^e-XaO}VF@Vh7=PW}TQHjvcf7>Q|o6@?f&Bs)XgN|=xXhD}(|>6Zx8;xeC7R&w?lkU@;4Y23LvRTaJh(eF9^3*15AMO;-GT(S1b6qjd^0swGxKV`_hV|_ zpVxnGb@e^>p0m&HBm3;N)==?=vXx$wQ0Htx2jaBfk-Wm+rMRAWsq2g%+O1AQx^_gu zl9Q5f&?F(fXab+Z<3^TPS{)V&(AqNaBu8IZu0^^vfI}WGKfhu@ zsz#gzLU^crr-uI5ooAb`A}_ZWO48MnR$U68NO_1HapJU?2NGGM?gzt6JWhJrX#K31|(U7J||} z4|vV19R9x7>CkWNb>m8;2+t&(alMo{^Q>B2ix+bowU2G)$(y20B((j5{&0Cs;3b43 zVFnlB!5b*Qn0)q^98o{>yI7e&cqpfsFevBfZ%*7xTjt~YyHM;&8b*Kk-`$+C^^^!#8c2 zL$~B02CtW?v=5d$5PtmJ6DuiDZ9ayDbHxbJOSQKqN%1ut7#Wy=1L)Q2zsPfaNtznH z=QR!8V7py!SFr!PhDY|rtyX>QUfZ0>z#`f_*eS;DrQPw!rA{hU-KeG`>|-siUBn0E z^*ouj)@pFRp_21TboJosLMP^mP=o_rgp#dDppzX}&fZvEEgd6QDR5LvW4pfXi*P2} z^zO^Ya<0BD60bE+wY?i?9Fj+pZZk77aQi?1sn(}kc=d+G0k6F&B~IJ4t7p@hCOPH& zTH@l3y;+EqA=+LfVp%dvD1*QiSnr{hzuj#jPAPfz1X=98IOoz}s2ojG;J z1X|HXfrzhTl7q3IvWK;(HkXu9D|MRC@dZ5}QEzG+e&#b?+*TleX-rHh4@eXCW%d_u z5O5c!@b%KRgB}19)Z>{_QJ?Y(EN?$Q+MuR!h#oFre=aG7$S}WJ`M-1+FV#C%yZ2=B z%+z%?w^;mJ(D3j|5i8TmY9Px=x6!Mdafmu>rTwvUSK{$1K*T4{-7`S?_-&c8rtEh7 z{NJ=}(_iI5SYCAGk$(3T9|Y}vrcT`Fp zLGLl1su)*_l`z72eZrc{M{b+=AS&5xfx`cV^X{~hiQq#4Q>9T{JDQwnDksy}Yskj^ z$g{pp`PM+4+)Gnc9E_8)zXd=M&oky&=x0%B*W_n+cT$O{&^QwmhhX^ar^+0oYLDJa z_CkeTbTZSfb;EtNSe@G4-9G7CdcYNhg3NNaU5(ckQAoJ_t)el0?oyKz-+EY2PfxXT zG2TM43WdfaUtv+!Le?cow{v}r;Cvd#?A`KuC+1T|bV!Fpr{6QU!)HRr#U;KifI?Op z*w`%|eDNg@KmPOegS{h91M}t2tTjGY4&J$`58QLl*a?vp5yp*o9c`$YsbT@Ans0d$ zISi~^nakeqOTBq|3#3Qy2gA`Hk${E7-jeG(e>42ENIjXSr+a9w1DyWD-70{sf?Vr? z6`NkpgllvaN_h8#%K2aUlbM^OyqgmfNT`=~RLsd4Qvj6jJo(V%b0WBe@+H^=IV}B2 zm~#LU3GvXsZI1oaK!ga;BAb=%{z=siv-2kF^b(vgmkGvAO+_F`cj9y3K^Z{Tr*I*V z8efqLvHioM(qZUXPqqlKlD7wpb-h@gpZcT`;Z*6Mh=~PWfP#KD?%tRtRjPjK*uLqh z3lp$Sl2OIPME@l*AGS~I^ztODQL6EA6Td(l`-KN1^;N$pQI=+-b0J)Hkr_Icq&aM> zza7g@jIo!Ma)Q;HZFw?~{?T&PQ!?^kl4g_0MIy+@oJp1Uxio)-xeb=)|HaY&)M$o#$!bGrcHYJ3 z{b1sHWI(K?^snhouaRlG2v1&__3vqplce`yUd1`>9_j@?V~EuC@(i-ZjRNffaY;H9>-<|gR*ZZnUt2ZkCbx@ z@KqTm&*OyT?1N2g`bTYQe`Ed!%ZqomhMh!u+~i{S7js*rH>0V_dm{BL6FK}ba9PC0 zTMrSuuiHK!B;|hRfvBm)%f-1cUrz?FLL9gV~R2n-#seB-a^yO-{|@bO(zFnQ5Uk zY<1$t`U{v^Mg%$A3h;r#P{a%`>c7K1yJ=NM!_!|Oag%$vo3C2S>L}) zv)V65Ve*5lf0wb%Oso-aSDNFyxu{<62IEeBy1%V)2^qHg#Evz8=xr_KX;I#bokwNr zzD;9;g7)tjptZ(VG+B^fP~k=WU@jY%<(@owWod5`3y8j5@PL?q#RVLBzYr^TD}DC` zH~?PE9V~CNli4`?lB+y~VOG(_qdHjFU0ziDNNQmVXcd=C_h%|(BW>0aUQH(IWf#Bt zB0qulRpiy*BEL0tS^X~<^bdW{^gfZkY3W(Du=E-OsGX`Aj18^_@tk zzx2+!3`&L&!f|+m^kE6=9kDFoPY63^R4hw^yYv>zt)w55|JcpAv3$6#UWu(MM`B4f z?9JSAX1NpA_F#(2AI12hxuN|gD0ltwO@c<}rlnok1C2UO#h0Q8_?aJqNM;ybKr$5= z0Z3is10BeeIM$cdcUOtS-~T}_GABgvk~tcHYASv9hx}21OleMoB3%Do;435X*mC|8W=!yhU1nSN>YHldnB+; zJzVEccOxNcX@YlfrS{m{4pU@F!$Q!y8CPAAf9=i=Z}{pfuGuy|;lC%Ry{wwHNDHCn zjoq^XOUc~S)l=(xeh=DeL%e|j0rH^4x+9gB#N45 z>CaM!Ag(Uso5p{6wOzF^ekI~qz@2!l-qm$PScaEnvq)*Spn{Ppb*?H45q=Ca^HjHC z36r&2ZR4JG3JMM7)Nw|xe9{sivsP90>112lP4Nr8B)LPU$Ht`$YeWiQ=fzB-chUH%bDXkMPy>yl6QWcFM^fn0eaLI z+anIs=Y728JlvRdN?2LOOIN8QEC~u$e!R5JlXo-2i>m*eQ?qpM;W=zy;E&*^$2)8| zmz5UOe)wPF$e9QFw#Chhg_rcJM`nvj>JP#fwo9Q@nf*Ge&%9m+HjvQVnOlLaA?2~k zLE%iRq)jBq5w?4-_$SP~PPyIf7@^|xU-Gy~CA!4;)D74k{vp(CtjIp&aZjH^V2|ex=CKJLy;NP zcSc|ASy+%hI9F*i=hZ&BBf4&(9NLnv7ts^z`+mSFywvEQ+MW)P2R;VN;Nh79op5;v7%sFU@)FQ+ifpS;n19gL(F@|LQ`>W5bG z>JC`NGa!aeZB;*TixiM)aQ?~pWMS(dS+RL*Ua><`y@mBTcOO)}y{` z*nTUHSKKnfTxspa^ANke&Q-Q!n9?_YE6XQ6dIECPb@p`XDHlCKM<)Jr*x7l@P0xH- z@#n0|05XY^A)Tu{=c{`{y-eoW0Y4S!Zn!8iSI5guxgUn|(~PNXHijwDn8{04>oaR~ zk7r1%Bz_P+<_DzyKKRNs$2ScW;4nr-f8#3!ipf24F0lMHlSRsB0GXS6=e-P^Ua*~i z#pOv<^n$|%Zj9y|^Iz(Hkpo6|Gt|RfAkiINN*g@H+qH?Mor?+F9E$okI!TmK*a4hW}5OmV#RW*^LS#{Zn({QrOdAM?Hc@7ZJP?%~>I2^pVN z0|4z8s{Rxqjs-kA?JT%ry;TN z7-nyPy<{>WucS`VKq&Ojaq_9GF#uAodu&W$s2bAMWQqka2=oH5IF^-_l_2?KM%QBi zxK$V$8--y8z_evuAFlT6d;q$KcHPGCaCoQ1)tvx}Q3xcc9Fo0ZsJ(zxhST-{YEx5_&n}=`3EUmvP2_S0g6Lh8u=6) zeiG9yR)dz1+RvkTmXq0KZvzqVz@982?_d0_B90pYUGd+Nx<*DKMZN};Lh-vE{C4_Y z@rxrM{9Ec{& z|L=EFyQxuVi8eJiBa$M?27Z|@kEk&l{4@q=k5B{e<9d6a3;?h!>p213nBIk+8a5wW zIsSJn&?FFmR%ETq&o?ulFV`)J!4BS7(oSk_zGnkaSYVkXW7$X?T-?tuhYM`Tv2S&V zv@tr`Vqz5^6oY)D@5KU!I4~Um-TOa%H8ss!KMi+(F7dhjkn_$%0D%O9l6o!=;9|l4 zSU0QT>Av34icwus7%)xUvkoxRSO=arDePGxPD2c<#0VZjsu>LdCWGt(RF6&^B?eK zK-K0w6t?{T;;hOzt#~|;!s?kr;hhijwr}DH>R%c8&DE8l*U55vJ3r!WZ>?&7)8Whg zl8=`5p%%FuJd$rugGU8v?Zm=(7j)bn{P;wZ< zu;RO_iO=3#z>p*of}sdFP@g$CA6^eNFq(dQ=s9oqbkfyfpu)fPT}*5#8W|pf)BUfD zaNQZ1YF8~0+pI+N%QoT5=b7b9rZ&-_Y}__SDvbwviIk%|>?b5kcQ#4glX?G3SQl1| z$9xB3=T`wo(l7M}1MYP(IMe>ZCZl5=i?t=VP-t-*kKXtULE5*cTfUs%7>rEJHyE+p z;pId^(pp~Y-0_W7UF-+~$ce0xarKVS`UXx;PVD<{8V~DQfsX)YE3}@i%BPE*j|gg5 z$VV8H<6K7*M}4i;0+$o%A9v666p~~-)^ZpMF+~I8%U%_xd!88K2wZNMVtsF=k2!M> z39m{>(nJ>(_(PgqKfoxz8Ywa@t|9nTmOVFmY#vodeuav!d{H1FH2QlQ`P9)}s$s`$ z?+|Rkb8K>DiJ2wB76r4lq3Nx&2PcihREE@5OsY1+jb69!y%nzK=O&xAtj1 zf10WGF&P29-8K zT*ujMZU@es$u6G4#c45uv_2i3B%+R|baem7U$1Gg&ro4Y&35|$hN3JGr9(Dur*brq zvrl8kpfOMYL9n1FADieRDVh0usLfYlRt4#qW7geQ-qF3j$XxGwkZycsI*V}9vTMD)Z^CGugMd{g<%`s>X>w)~Z%#&l(xuj+_@n*&Q#h?k*b$+ye2-gi1n-;11 zBc@S>vfve5g)PXb-W@PU455di#RMa!y{0~Y({o|}30h~oXCo@&#<*4Rapwz*^Gl3Z zWrF@7w@rSI9Cgx~?{Ct(;Yl}NMYfnN@sn%M)Z()QipXxPoLx$fy-m(H)gMucs4KT{ z7TNU@$r`1fvBJCpylmsqbgCkI{GzB?h|&T`+fO87?)tXDT#%Ixz-HWlYQ3 zX2>wxKjp96T0_3hfsk-Fj$1RqvDr&0UhwmI_ES&UrbgZkMMT}*c#T0Wa?q=QbRAz<>lo; zIm#twsMGk?S;_buB~4<{^HiLP^Vd>dZT1dvkIO|r7QR0Z&3t8XLuX>{Jb6BTPaB;R z_|Z+7lAlB|H6Nj6DONghMi=ymkEKdtj3rh8r3n4;etLf#U*p%8_u3qJ`E;az{I}Qs z*!@)bO3ZE87V!k<9|yswo$LJ;obwvJ-_u9&&d6xB|IXf(UD%Fvkv#Lt{h2{+B(78V z8C(m{}LFw21SeNSmwq@OR9x z--VUM3X(qrlSnOb7{*~-9WCEu?s4o!KRu1|u-%_8o|O`K-z?;a1XD(H37-F*6H+)_ zfSKjI+$vhN=&L+c1x2DHB7ktMtoDcEPUs$c^Ug`WKN|IKEM!+525`%hMn$alt6l1uEd=hE6p;CIj8?WYc@WHW1G zRm|$DjUsPt?ebbwBKeX|_CMSJ8KRIrMf1UV7a6?~?%yM!z z>8s+AmywFM1v!9fXZQsl1EWmBD)Fd-#)+ zHUYr_7>eJk9ynR~q}lg0%$U08*joL%LWLuJj-7Lz1z#*g-g^bjpdbGtex=2@C>4eg z&PYXWOs>sG>-E#1Ho;K+4tOUHaS`edT>Ct{zPX3TnKK!F!;}|wGKUma;jasJR@^J^GK+4dkk(+t3$)&>MpdR6 zlE_jReCcbsajY!D5P_iZk%Wy|ESU1p^w&#tKj?e;OiOf6Du&fFgD*Q$Dq?7*?8fC^ zla0h2c;nBm8|%v+{_+pkr_>*vAf#U#o z^6c~)`@gk4!-S0<1_{CIezFiI?$Nn0_(kjfKBQq#rRr?`qkmjxzRB#PdEemzqWg}9 zuR+blE{=#i`r_$v?vR%Yi2n1`)MRAT&CLw?3h|@X_`piC_vZc!9=6x-L723y(r3cG z0njH&!IJmWW`ZC~2M7^|f9_=_|P zhp22Q`$8H!0^s|&$I8v+xK5nrIfJID21_=B`uZEe_iC6pX6#ziaI({9aS0EAT1ou+HCpZM zIIL3j+|;Du$4S4+j(3_4$?E|Yb9nV~lU-TqiY8pxL*HnaIy$_W8Z+ogc!fDUI%@O= zw;kIf7FTMZ+=_-HZKbk3UjCKU2l+I4x?;(te1TaZ52v;JWjeDoPERn*4b+iC_4B+Z z4vP_%drnno^4uqa0y*RuqxFrKT~te(8j9b6>n-Z88#fF`ho8tE3!DrxC7bvg6`~g| z+0vJ6#bZ6^JsJvm%74jVyPz27?ZV?X{t!@C+t?Yab-FrFs#(WNJ7-|4qNnHOUv`lh)WYXqS9|`pKC@?Ib07A(!#B)mYRca z^A~bbKOlVkU1gj*XRxmWN$R5xN+<`S9)`(DLaqlmrP@`MF1$%0B>XNien;~a%U?nzDAjNh z5#(xP$%H-)j*T7d0{IE)V3qI9{;$FSN#^whz*n`O92+WQ4ODRW0~gnGVOiOs@9CP* zDiCkVRY?CJ7Y>#cO=UIclbCqp+0^340~K;a{GdJts+8Ah%uuR=urV+K01fluNgn%^MKK`srM&qK5M%@_ z!~FE}tfyRW+H5&V29QXJ>#tEnR<5;sd&{81X_jj6EdyjyigJSzNh<6SKg`86s-GUN z%bI_Z*O>Ie3HrZ~0326p{LFG2;JSUaEsAU+PKPz01wipukDe4;RUG(hC!nf|^!)k5 zSJ=n5XCDJFrAo-l%kNLozyH+g#*)Hnz$j9s-+aMGivivQY+^3?yA&M(VM-<*6j}^u z?fR9d6{^&jN{*#}lm-d~Vialsbg77BKp;tS5(pNS*H>3N`kZe`vPwuuxWo2R$*BM? zQM)`f;g z)2AR6g#(1zp@Ek9b6ZXQ5H!v12}KrI?erH(o~cRjihxn~;qJ4fw)zC{z@|oYe1JnC zsICUYe4;D?3H2v{^+`85I+30dn6rl?o02H)C$ZzUP-X#wSDWr2Sm^$Iz_QU|sX}LN-KVLEo zg;2QUqgGx>2;fJ=XlQ6DVwR~}tTAjx9R^dZ>jM?}GxwF(&|h`EW*3;&`k#`?9;A=t>+dA!sR$3Tir z<9B^9C%}9l3y~Vr*Vk77TTcK{x=0*W{kx8t8q5-8z_VwruCLp{HpyGfyy~1B98RkI zv~v95XQFr+PTR$^uI^xXVjKpw9mDN`nA_vk*2ajpg3v(01i*t+w0?VIO!m9lYHMqo z6`JK09Ciglqn@rbtCznq;ocrEFX%{14@y&4Wn^T$$PG&206Q_21gcMXwts5>qMhs4 zb9w;ua*T3=U|GQR`cEKosaq$gJUl#9s&Y<8i#1CPU*`BLU2MVUz}A?CVT=Ddo=W;4 zau*l@jzRXr>Of@;!6n)%%T#$Uih#`>mj3+FWg^8_^#S@_Hq2^<|7Y0KU>y0!$mP?d z*oXwW=@W?65c6AbT(Zzmb$@1cb#CWn-rK(o z7$Afpqr_XP)D2r7TU_>Mg!8WD3(cq^nE=04ZFSrf?|-8`!=LQ0aNWWa2$cXK{e2sO zz{7n2{oKFX{aMTXXu^+DZJw93nKMq9{jk9JVC8zc<~s)j+FK)bvFVgZMC@0ZWC1ha zV5&;z0j;wE7s^lXhBdWO@?Xj22tQlCy$}^BNFQM{zJ;PJ=zq1R8VCe-MYQ;7^M+u! z(pgTnn!IoARe@4Jc_{fW)%dwVnt*G7C0){J4uoK0qQd<8DqQ3Sz&O}>LWt9q;C!i= zo2ZjL?Q)&zL`4gA(|+n8tQf#pyKE{yx~R_eHMG26UwkbJ%|L3QR+}Ge6aS!-3DRp+ z8+V7lbtU#&^V2x3XPVBp2bFOqy|4Ca)V{X^ey3{tRv-RztSnDlMvXnOI*W0))1`*8 zX25qO@c}EJ^-WyA@jdrnM&Yw90pb>$2{Rm+{mFo8_8k6dWYkH&`{~+h^joEXp$?0) zMgrH;W{Z#bFt?x-9D&u?!=3KC)fbV$_2oBj3E&;^vL9qa-~}W7`WN2Mm^qQ(nO}uE zFk06Z%{aw>dE=_$Pd^x%j2Vx1nz$#)-iT=JF`@BnbYv3UCrGHftlZ_OdsR5nZ^H)W zHbK>D4YBgh4#WLwdKgqI8B4AuBiG!=37n!qb;>zfp}lrBe%3TM3*Nnz%xt>VU-~!=Zd{pUh6H*m68zI5Aa||sat)?SC!Uwnq zxp1k3cQ97+bftKvj^WXj~N}5IL9`YABcgI20JThb& zUF|r7{s4aHon6>+WaHi#RKUzhX9O7pBdI(~ICjCix7qm?VHtb8c~lR|r&YjHQH9TB z*_0sbo2xT<^o+Hg)arqJVzij#=jWZ1cYbocD#oq=Hxa4d~9p zwfNB@jpoM7dhavqo_tGCX}b9rUJ5ZvYuqX)5V1q zH2&^=g`!Tf)so$K7g-8hv9xk`P#8b{!W7S+II`(tz&bOKD%(=0QH#q_fU&CtGpJ4C zj>+>ShS4rA$M`;)tw;I38Lo*%u!a53+x5#X!}n!(v;{vSGt+FDr-9S&TPaf@decf5 z=2AHfSr}|cfkSsS>>{Uk;!|6NogPZ|M;)M931LrK_kZP5^H>ns(AkoHGe^+SrT);k zR(op|g*|+G++z;F_UBb-rW(2>+m|Cxpg@sOJ8`q>?|4B`pc}SH)Ec=jDEuxc3~XXK*?=WC*1K$&m$RjN#eIKHWV*e^yWG zPt!Delb0`)$fs}WD$F2W8KEg!7QvMTfhE*(&OJl0mW%EhU0<}uNCmb14D&Tn6_&Xb z-%Lb4U0V1voce$&0_}KSNpF<44x4wnr;xXMB3O`Hh8k6kAp!hk9g&dmBesx#D}I&g z{yvBbS*22m@2wUcOXzlN?n}6}!?vo7^m6bFCSQZ~?!B9CX=+w#a&M@&xD2Cy_3Fld zKx8a4!dvTX|GT^EpB)}w65oS~sj8Crrvj<5XB3|8Z`fK(^huDg`XfCl5kNrs6qB{N z@_|O}M1?=)=TD&s#~^iiSBJ!{g~?M9RTew0drzcZoTeSOH|M1_QrVyL-XW+icQGDuhJo5nyk{`1x3oOGP`c> z|0CSA(Nxn!#*a-Q&VRoDE%N zuIJ0Yc&z|D#V>LCAJl|pDXuTV+=EUvWb9=7oCQVlEA3Q|?9y8$?R77V7>mo9bA}P5 zMMy$D2f(WE5DX7)A_H3j=KW7DKJog9pESbo+V`_pow@ZB|5&=^beBn2P35bhHygs1 zEGR$OGM<<##9e(%iv4T!I|ba-!}Z|Js`k5pHPO*=Rcw*7I{vWjJVFX!KJ`}x!?$m83_ z;nS3ef{w`h-b_g!S*oG>W7~DAW(-9O86xRpqHfv|k zJDV!IkS`cSoYBW>SQEK+Q?PxeX3I~FlPZqSnxgQAUTOWx*5jEHs~f2Wtv5`gTR@hF zJL>My$P53q9&kFyPnw9cFn2sx+i+9qdd~gBZQ?H(d$)N>N({|b>KKLSc{o8>okOhF z=40`yUI~_sp#P90n@l0J~B(4{e_})+XX)(0My*WINIR7cgI( z)iJC4^vV}V*l)^Od7`$Yc)`&2@AqtOmPcn>FUUKLW34xH-Oyw-{@d44Kc#w0 zDB=zhr@rk?j3ZzgzHv3jFmnIK4|=$^kXz9URbBwflPALa!-5kTmc;2WBr>%~WR00e% z>MXp|#K$36WBYCZ6PPum`EvGRoHuJi>Gg}MiSj_M*jYuME$}ym-SULg5c!n+l$Zo~ zli@uYo!j*mgk9W5|AkWxa{dy``{?l*6qP%DP=R8^h%@3$e{(~baZr0t*zk)!2zJ+!a`VJ z-=0?Vq2G7>Q7$|m;_U8Gi%0#+RM<;@XYHtRQwO}X5avHVXy4(G%#3#d)L;{*|itFlUy!5Vb9m& z_5D7|Y&Tz)bM4YSGA%3Zl-q1rW@_e4E;S-3p8b+5SlNqwTCsL!v#)jKr1|^=85`1c zwRsJ1J|2(j&|P4tsQ`p@cg#c94LkpSq=+QWLlB8^CTc2HFq8%3wKLz{J?8_JVIU(T z8~U4x99K`yKq}WZb2XPFFp=MceW7b4scB`8|5a2p1m8+ zr{_4HtiRjqg8>Qib~uNqqER(b?x&oYpAQ8YRdyz!QOSOFb&`DG+&|ZS$W1fD!bG%V zv-5F(E^;A|P55`Z?&#(W7o8Lf7MdxP36FglXIFF%1e(Uc-|4rxyjU{i>;auECnB3H zi-g^Lb>bhEKPAcIdDZr4Iw{`9I7iI&vEPWst>Wd^oyQfY9L$q3RxWT-7>^;_hn;nq zmd6J@?td%pnsp!-UI3S!#^ntihI)+apvRu^MDEw@4KiNaF;4{V9UPbrR`s3@-=TW? zYl$tGJ5r=+%wu)_6YBb|c0OxX{xa5l=Kq3axXVfvdX<<2yNa5^cZ!bFsRyGS;~;7z zVYK;kYoTis`J01HqlYZ0es%S{P(d?^WL{edbX7pEh6)%DvV8iu|Unxg+q(IHOMBU zy~S+d{&9+99A=r&W-8xnLWI~8W%TLV>8S+T&o&csg3Z$-v5exoYa49WzG4ce^XXrz zrSE(Z#*KU&8wttQkw|%`6@!n%YBDxLq!2CUbU}Ve=)R<$=~Zg%(1`|_(3Mx;<`Q(Z z?>vTrk?*_84pG0%e~YzV{0ic~D6!9oUk_&pmf3_QicDRdJa)ye#_S@9C3m|_-19g7 zoE+%|bSI{6KeIXDl&%ozX(CN zS(^-1%Rgbap}rnm^M|Lp)oJB7?}tD2xJs=zxqUyfooYM!j!pxO5lBS#Ox+?qo$4(d zG-}7fZ%vBGyw0%hQD2T$pTB<-aF-2HSXatQk3P^G+={Kw=f3}F=Q6Ipc>clV5qH_4 zT~zkte(=^MREnpK$?5f~m0FALPtTLKZ}YkLw-nVPvFK26@aWqMrKrO%&KirHWt{JD z$&&}r+Mi{r(uL;_pPtRhE*A8nw~hz4e_xDvI6INHp#KbKS!mok*ipL>%(-<99G^n2 z-WMW<=hrcj&GGvAwWanc!*ELaXpnH{*U9@!q*bS_3!)|={*WRe8&mu9X^)n&vLskI z+6j1gz3p06?IV6S7(}up}u?LInJI=QCidtufJ38_PLs79BA5N-S)h#PO zU@glV-7GeS&~-G~YaW8k>fmH%+r-KjQj>7F$3f%>j6#gT$6k-7z7$P@Q=gP5$YkM< zekgwyVjwIxYQrYUw*NL*tcimd@;;kS5aH?K(dQdhP~?S;n7{#3Z^aJGR!R~^+H-nS zqcmncV?6pKX||X=m1E;{feX3y%KMArzIDWuX1TmSU*W$WnKAfglgUJYDLI#j+*3aa zmd;5Ggf+x>z=}wV4d7Wte>6m{e(aYx`Y4D~=4v2#hID_S*;^Swx^qrqH)!&(hDy-f zK+b+&Bv?_BBuXJ~R8G94LzdI@NY;W=o#gNhg)ziRTZ+G1ZUJp!J`Uykw_K|1tV@aP z5%u$tMy9V;Fn&L|tta|c_mg*aJuS%x^L$fuI39`MDoW{j7-_A(Si_6N#o*8>Z|@2+ zh!IT*%^&7XrGbB1c};8S&}PZ{Js1b1Ggy>#fI8W#={0e(ERRI5#{yqt?QXOSNx$kU zbZ$qK^s9FrcKfSAy(jVg3hh~7{;qj>^PWq6hxH@El7HmzbH`CKHiY!nsAq)Tamjoi z*-x7v^1Hl~1dYy1R>0qSYf`<5hKA1Kf?3khW)&0X*hj5$!Je81b;%!%$mzVFtHp&d zM_O5YlkB*+y=Xt{>hv(Kk^`1#7(U2=jm)@n(9MIud;^W(`oCy?x$6fLbt?7xb#jeMk#`0+yz-Yv$VwC;w4-PyIwvEGm;K}{YVdv?M7F}g z8_E$DjOOuVBojhV1=JwceG$K)s?~>Ft5YSXmbC&R(X70x^%3}0lc1JtTrAyxfT6P9p^Gv?A2I}xJ8K%FIvhb0+_K5AV2 z;#V-MfPa~6RoL57;VrH_i^8n&a)76^_vA8(dC$>k59uE}lodD=>)uvgfHNfKa(@W8 zRr23G)Z&A+ovcX7hMjW)G`a#2l0foK`?serRP$s)5Me^;&|sdC zG$Gf48z+G@1a-zt*=?x0vx0lU+YGO)8Vpxr9Uk8MV}7qiB4%V~$$tKSrU+7qd#YYH zpn2+l;@q{VolGSY{w=lkbIK%naNk4g{r)FS6fB`UT6(wRj#5Z=(}QaENWgY_|5X5K z{>ccY3dYyZ=kI#@OgO9VhapgH&<|=*HO*4-Y-Zlf)tQagdAIua)}b+!twyq_>|Q1x zyII)&2iKT|V`_H=&{o%CP>f@bGZ|XDPoP1Vcb*|d(mRyu;RvdDPRflZt@tfh;%H9Vm{?S^`ZY)M+lR>HbvJ|3{a+wk$|o;kJ(~=W zc!v^Z6&>3C(^JGGu1)^Vl<;|DJT-l23TqLbb!=cPi^@!)@Y22%PsFVRB}3p8BR|pP z?UT^n5-LmV{G;G&G_0Re$I~6l^Gl|ThcC*XDQ)APc=sbulKmvUEyerN+}H19&&J=@ zz9WVZu}46t@EFwcEGca`{R~kPIsfH;)5^7Cx%HHG<_qLKUwqFOeEQ+yTNNEVhZ3C} zt=~w5=+Lv0ZNDB&CWO3mfm%7aUm?$IAPAM#xq2{H#jKTY>0QmU9=&LiaqGrRW_yE$xl=U;wvrIn(t}gu7jjv{lE9C z)ko+}TjJUU^G!Sh2mZK4d$0JzD`7+Q&%#R`tZ;@RD9=@mQ>9|~3fZbeLQ?wStN7YU zGM3RSzIFL83Bv>}+#d%xC*nfe54uXMp^ay|H@NJYYN49tufe%t`PG)^qIW(`5x0fI}A;O-XO-Ccq^!QI{6-Q6KTaCaxT zLvV+UvvI$bbNc0u(RbYL*B-r|klN*YRn0m7`ThA5Ng0$%B@RjEap#q-({7Iu&qS=i zD>xE-<1JIZgz$~mCe$qtSAN%Iw`HQ%y(M&(cCa80y^-eJM~<2i45P_|cxg2HNe#H> zoppT`iwqVQh-C0W-y3sg-u)fCg=-e+#dzQ^BJ&b!zaevIBfIpqhbAZJV+@(-z{pU; zp~?0dy1$U#h3O(`hhJS`czRPDT_h?}u~|pOd`6~on~}Tj39ce>R6p8L7t_|2k$5FC)TkIU+>Pvx39tM)in(KDMeKG+Qp)UTTB^-G~Wj2cTwv3N?vA+ zPBe&Lx3}sivOBGZcV*fT2R`UOiBW*jDd{IXt8%{%Xr6O%^l&7!-nyRqAO7~P`PMfZ z+G3LY9Xd|wshf{B{PjsZUX|H8=vv3i9_dwcUU*_wG>*@g%*yuxHC_3kU_OA@OsAas zH(!IW&+6Q=4IfJO@O@7g=K)spF{N0^N`zPD+i!6iSym37&X{~1t^${0hgtDC_%rdU zo*zb&$ZH;1oeV*UbMZy?k`!$9z%(@TQy30`=&AdY;QEOrL^L&yF{E z8ul^#;Ba`&gix0Y{$*)39)!pD<$eK2-x$Z2?o??HI9bfr2(sg}E8ljzoW(LOf|(?2 zC0g9UY`78av&ade(KEA{)=ptxiw86Mi5Oy`dK90s>6_il_9Ixaqbg>R(lyz7+U^o$S9AAFqMz|YtdmKA4 z)!(*fKV9SFbX#fsQSiM+mxY0A01v1XZ?ougL|h``H~vW?{_2528$HDE%TTCC8-0cz zwQxVy`A@75rq6D#G&EF`9){n+Ytd_hpmQTT?wM{e{dczbkdoW^4&yK3l0g|NQkeu2 zCvX*>qV_XKzivK7_0q4tL(@8Hkf?RPa`17~^cA0+r8`sv?t1P=di~`%&@GO+8LWbi z{JCK_Upq0p1=_~GjY=Tr%@_bR4f^Ma_bQp)6nr87JRUjY-!rO-)J$G2GT{%Z`Kf@n z#?1)bAKO|uGLmRvJ-%LQ44sC_5EQk(^2@#gR@{l7UvI-#aDOOSvC^!TW8G&{oAq+& z9^#4TIGko^sjyS~tnof>{X4^#eRz#8zXDHOQ-{sH;%D6NaOHHKN9g1ezzMRbSLcu1 zGH0A$n4^(=aKK z?{bry?g+oq%T1T6pC4eeJP-x8@n>3<3C+3dKrl@VYcUje@&&B#<37ysd^#Q@XZ*wY zKCKo~&;hSU&t<7=9u`hVhXg?sYNL5Z!~SI&*7#B1_XbaSUCgvuoYy|zBNf~)UKG<% zoN&7tK0U%-A_=I*R&Jk9#?T2{o4>0TF;TD4g-VmF6|^QH%8A=i3F(OJYmI9lAHog* z>I(Z+rX5uE_<^sqKN#hjQvs6 zQB`-m2Rfi4fUsyR58nA2DbCqV8BR&`YPJ^f9CUFmO#nZGgI{RuG?&`fgf_$f93}nc z;W16C3xA&5)x#M0CAvO%o0^R5>o(%1#J8&H`PrcCYMsjFuWBlv|ZrM$O;Pz);3(+G+R$;?S}6l6HJV*IlcDKA;!b@Tk2&dZ)ZjJ4(XE1_vvOX}wEbw3#m-wja%a?UHG%5& z^ak0T(IgtKt~<$?l8^w$DDoGgc`HY$AAEluYu7fL^zvfmdkOD-`y>r3qU}OjhW|}W zOv3vW_gpR`W}Ht~BAeS~qS7@8Q5EXtU%tJsv&mrS^I9A7@Lw&|#M1;AGV7Lih(e{P z6x6VmKY0tX%}HNtj7V%2&BBPIErger8C6dzmh$kaZ{RjFH+B>wYki)c)T_9uR-d+D zKOZ9iAG47PE%-jcQXUWPvtPqz`N%n25@endRjXU-E$~p1Q^lfU$;VR;em00{B#1Ez zy+SM&4rfiYC%KwCVaKJO_q+95_QeD$umm<462z1aGQ{&e@0Ma#FHX3b(d;yMQdtt- zV8GDP8}Y*6U0Cq0tc%|9LKuXGkJTQnfBMy(F+rhH_qH4wD& zI{H*(4IO%dwrj8D-*9~pa+j}DW4nm>X;h0u^f-x0GpE^2ESCd9rrlNh3D;V*%8d&G z2C|aYegNBS+7jO4K-S;A|2?$s@y_VEGnLXD-S?{-tE_C?(=qlM9y6>)BWwKZcgqfI z8qTM;Nq8ikjoqR@e;!uD?%_E7Dd&Bm?~uOGzFs}L!MIz0&L52NS^oRo<1Fjf=tvX) znwR(0N*ln9KF6+J{TKBPpdB_Jw46MlmhQBl2Tp0JA5?wJ_Oe!#^@W?)nIm2}pLn=@ zBU$6V7n+HoE9ll2kkJ~H&*|!99z??&cB>ZNecuhs5_oZaB9PlT}-VS^@5E;?9Q{=|gI(Nl9P~(YX|K|o(6MMjx1`&U1varKhvJ(I1 z9vm+>^fVG7*wVO-HLZk@YS-8pe|Klhquz>Gp34_3%Cw=Fj|c=oX@6c)4A5y%K)=OtrTI@|-*D>)WT8Js2x)vZf%r z&v_<^&Sg3spLbM?5X?VcuBq}&E8lRVd7ad#F3>cDF>|? zDLhPiD)&TiSWVelPdi$%BdS-L9|tGo4}q=4ztC!up{P<2|#|#UUke z*9GA>9vgn;*RTH3;wycF!_d`IYOp-W3Jpi@CA~GJ6?W@4Z9<-|{8lS9umpJLh6^de z)8jK(!_Ncf=dj6U7Nf z9NOGgr|*@F#^CLMbry57S^_tGFhBHSMyS+F|6@Luo=njWraZ=9$7ABktx{tq+_+0x`l7@l;rjQ^?2hPeXtt^+5R#)%e}9Ze zdiU&xDV31}vikwW2Ks*UJ9jkp-m4()S#%{^eu8lSyV&uxcOQzo%u_Wk^uJR$j*0~n zs7Xi7*xb+*aVI|mQc|?3uk89U($?DoWmK6?IH;*mUC(G+d{H71QYBzTyf$9H^1gL- z=a=KveJsUaY?2E!Sxq5?XtFrVBqOH!wkYbyvPSs>o6OV2uLKdv*WTZE5DT^0`nR_o z^t<#-9IOZnc67ragT1%b6Ik=T^;L=_eKVT~5#qWSvIi9eQL|YTJ-a=^gHIoi7S^?D z)4RAL1F|FjIbBQF!QBu~GZD_s!NQU#e&r;Pb`kj;dc$$yg$W&nCIo`K^z!*SuX}^R zuE#<6Bh2^Dx$Be~{tyY)e7kvTL(RcNJgfI)A@ewtth!mjrbACWu`(vNlv z^9yTMBzTUVbQy{`jWVap88+7SB6J2+4=&n-*>v(y+Bw^$<3E1FHXL}R<1ljgjDUb9 z$B@zrjURGQAViryhPoaiFBlK6xy<$K+d{sNJh6zY%GF_a^XtdQqTb(L2<~gbPecnq zk|3zLmfeZRDXwoAewW~^&!zD9vKjgv8;3FHI%h~d;yL*GUU!xu`f$0^vzf<6qnIh8 zcvgwA?GoO@DWtTUegZHBcK+%IjF&IeO}5Y=nJPv}{D z%;9AR3r;7i^j45Cr_W7Vt$d_>jkEaAnPrA3R$}P^Q#_+tg=$p0#tepKPx?~0tr!f1 z^+@GRxXi~Vz!+OBic78ekY!7juuH^N1C_N)`ay1Y)XN`k3l zQ|LZFj$Ez ziBy=okqwsxw;(6}EnHFrou`pEp3mE(g`=%!li$FFDr?y+)2x4Z1o}-v*H<2z4jO$@ z7wbZ=TMhWAU=q5?WC}J?QSP3={IgxNUFaWnw3hZZ8a%mzQqz2Bc5imKel3s!Dl1Se zxzxO8oi&z&4%GYn06-IFw@EEPbtU~cRqU5SV4lpjYI}lK$GwniQ_}|z((&1<0m2?) z2=kjc(o87gu*jR;jK#0PvlxA`di-0DV~G^(OnK#nu$?L%5{bl*-Yz?EKo#?;;P#Wm zry}`ud~?WIAvNZ=XJ!fNfivZt4>=EcS0ChybN9|$ZwljeAvKB#m_g!ju+2LfLc27t z9Mb$3MY*}a1tIN{zb__8Beu)KdM15USOW^M!nv$`V~~Ri;MPoL%>n&4LSnTDo1*SZB-o$7Y7Lp=P8_(eCw;9DeT6 z1uE!z7LzLi7BWgqB%Qt$*pti4yH|xd=EISIm_n{R#bz-S`um3iqssIee9V~7cMTeC zl?cD}Iw|j?v}%3GobZ-DJxc9GUR+8FV&3Tul&KbOy>i#2{!pGv0`FGq`942`_&fQz zVqn&ZvX^aT&z=bQy5OwVf5^)d0AkJl!N}6BGrX4HN#@E1L+2n$8)a=g+u%2UNfFcr zr@b$g*|kzWy6rAT>RPGd-D{EDF5c6z?zP=y^oN6t-{e4!ceRvOuuoSYdLMLf_WTX#m=)+|JCx@WUI3 zJ4zXwL_S=*Y`KQG?r;o$`}?~k7b1P`T7GrzM>tbk!Htej!kurRIq2~m-VdtlRdHl$ z7^mJ{YB_vmL&(~E&L3nm8bmJ;NouWc)9p_90ODYYR5h=U7n1YJQg2ao;?A3_a#oAO z&6hatboT^ zgakyKSUjeTvl>OiBa0*om1(Ro1hwMF^9S!yCu5l64HiEj8T9xDkH;z$%bfC;yEP)1 z$WdV9%!XV{rZ|^7J;X0r@bK^+;V|n+YF4Z*jOHU085zI41ax`dAUa-8B;(o{ZoXh-mybP|;4W~FK9@+P5A-5;yU5`!X~^-1MzR^pZT%lQjLZ9L z@lYWhg?uko8Eu}6+>@y|BD8~X4LYRZn6pGAsJ?;l>l(-YM+u_}?bZ|?7{Fzlg259! zCRqe@w3uGx8kP#zPP)CGeg#y}v45493IzNMwhta3=U^=tX+@~cl)!K1D|hC8vE*+{ z2Iw1IuXJb4#GCA4O67m+)&2-KS$RmLf1lvL*D)xTHYFk}MB1PFU0h5wxus;IE?iqjZM!pXJ737jOIn;y05YOSOx=^a-Oa0Fn(5O$He`9~a=IE*#TNowf-K%= zffY_IF^*hH{PQK-pO+6K@tuKa{&1N1Bx=8p^ek#>%Mk%v?Z;~hM0lo|?srN+2u{#C zi@ggdW;=dj$ana9?oK4K+d0|`1JXGM*rYDO2YiKl`i)TY*HS}(Qfszc^P}j5g;_e7 zNSJ&ikRwg4N)raq@b?bKGM!8r9Zn)BDQReJPz)wfesF(XLAyOp?VV+ko-vim#i|Ze z83v-2PR}>Q!+V_`<>x~?=ciBhX>y57tY1=Tf&iRlFKM#mWykPhZqH(?<7waEj{9vw@xcWB7VI`yi!143&7ynw_0psIiGKpdhYjK#W*> zPQ9o#dEvrc_u*(MB(qNk^#v#PUaMFuA?OUd2%Z^rwQr{mfq?O|sr8Z+kVvGb6Qd{aXV#k9T`8}iK0_PmeVL;W$K}Sj ze%Fh{z}qKcLnLSm385Psu)sri{1;7>snyslesd3HhnS!_^27cStkGbxKqdwoM2Lv-iyT>Spb_9pq#Bv+=BIVq zx>PQT`g?hM%@kTOtTlJjESa0nm*J^S@?B0n0=pe#em1rD60H-mk?1+>;r(Y}UT&_|w%-PwS_PLz_4LJ5Qbl63 z%e!~0Hygm&!Y0wE0Y(-4-p9DNGFN48Z*>mlnsd4njD}ZsK)q9}6M66pP(he27g6Ks z@RtAWc)1;@N9vd&aC>~qWHJu#E<=g|FlBl!Hg%6SyLmC_R?v5?)hblg@RMeL>&Qpp zuj{>mSLU00qt==83UNB6snInnysR(5Aje8QUkFwUmaxU|JJ+P2wzT8)uSS#P%$YtAnN!0Nqrr zlhZmAuCC8VofQOuihdo#j*hbK8kaM^$4B4y=%K}`isEdu<`zWe4OZI?!Qc9>TRkrD zl>F!y-5gt&tNl`;$z~m1TYjp+T86y=2;fbn9|fwK$;nn_f}Qe+s7Sj7{AoD(}ua3Hc*D*mi8{5~%7& zn~7pISjDzS63BraogOYB(B<*+7mw{4{_`Xjoq<7dq8K1S2&IT34G(m2#7UFib+5(B zq@<(A&>OUSU4Hq@ii@?&MHl}kmEmf`hXxf!P}_*#`{}nAjrmE!0+aDQ=^kaA@b(dE zPD#pyK{_3S9A0aw6D4d6r3PB~k9HU5>2?cSTJCxoP+S5o5cPc1bcNFH_8ido7(YK> z`B&k0c`j=Oy_`31Fz~>p##0I)U9mz2l15pA*DhN>(4DnNHY5bx zCb9|2bBkUU!$hP#Jnv2Ae#1o44U&b#0km35Kn=ZTJ0G$m%gg=%p80(wOqx|b_f16C zk$I!@3aOFS;*T#$L>6T}Cy=hlb*Fs1>vqW~m+NV4(1#=nc9HwJu)?0us}f)I?c;fa{c zex||`D^TiCkt`OLZ~*p4g5{IU472B=#fzfDYuQ{{_)^Mm2YS!$-2n8-{juP6P>)0H%c5fxXS z9cgbQUL5%G>kOBr_76VUQ8*O3terEYx~K>h^g{nhJP%NqZd@sm`IZ|NB}uYd~qU zIs2Nn;u^7roOD!gc>T1C#co5`=1NfHWX9y+dGF>#!22n8?Iph2i`#0w0~RztO*+`{ zE=In3krSE;{i~?*qpU1lrFt#o>LQd&H9hqgayHYY6~mE+PY*lWv3)<<49D6QB&tGo zJ#u(TPPgdr{{>zr@@gt_8XD)~J#Pn|t=_(Z4Ycm}=d$Q@8EMoYs4d?{_}cR>3jGb} z7}o{m{!Z76MTby@0z>0guKoGCiJ&seE8XcNpT5PS=0?0~1(9E%9}1Ar*?vQ>2l;Y7 z!sEE}kb`yBLtUnCl*YKe&@9lQrs^GLA#3czjc7{>B_?1H$@b6{P8z>H({F8e|MB$t zU=KR`^>h?JDU1v^dfpRW7uJaMXTuO{2K3Rk&(OKg{iBp`eEdyKI`LG>s*kf4^GT>=g{$~z&D&$SX{Oq;@7b}5fNGqn*KX2B5~=Z@fOe7j5I7}SK6ZXE8v@^W>m zRQpzn?<3HZP-W+^$%bYAaTUj+_pT(qK^ay@ac18TXV1D3p?MRU(0e(qli%=Ratcd@ z53g-cK|a#j{klX1K&S_-3LrNR9Q?74uw+# z8Ro5$ZgrMcTVYcqRQ9xCB(Bx@HZ#+v0F?l$M`Vsbqc{*i+V8qG6&!40Li+R(8%e2X zzJ1cd2|C}#`*(eiQYH-qpY+Fi*+TZ1u&xemot2$~i}{ zpj&VVofe5}iPkLUC8y@^b=Xy*3A@QpWw-^lS-m>VA3~!00R_H+D3yQMTr+BMP3L2{ zmZ5ZNQ*SNZutK}F_3h_E!li0_hu2UJva_x+oEhA7nb!!6i>}a zxrUGOx5pUP0j{$j)ZYr8eFH_w9p|-P&@rL+29H<7j@-&PKdQD6mJvQ4miL^esReOD zyd=g#;!7cAA0ox{vtz9+R4@odYiSN&b z#hxrRg^#&nNsT}eOC%q&UOldx7EKjs+BV++0$7++-A-kIMjUp1%f_$>A+ZGQ+BESc zOP>kCw)%<4QbUX5VYyG~X=9Xk>1{1`m;h3r+?ToP%5F?<&$=Dy_iUQ|aS3v(a4eDd zmEl6J4A&NSOe^FW68Y&EEzTl=P;Z}k!VlE#qX+uQC6E_O4a?SP5pt*2@z4Gsubv>H zS<9+wX|#{7C(*8a@6TjQGLcrZ{bO^@A3%f(-rFdIYNA=MU;TcS_+Q_j+ar%~K+POq zGxi|3*B?OD-Sw-`6t=iK&dhfS%j2$k!8@-|Y}Eg0PrVTP`@0O0rRH=mj(-wpvcg7QZC%kGjGa`Dt?)I-@5_aTezZ;7A`}xCTn`_T%bM>3t zVi`F1Zc3xecW1nGaI(K#{)j$yNzrXXd1Ljyj ziiCL%BllU|Z;NQuWT~yiM=ixkOEW7dH8o5uoJ?TbPUa($H6aZocd;HDlv2;lvE$I0 zAYvlt;lndoA{SWRI`KD2hc33ypEBe`|MZ&L>8mFnLF0!`YV!o7Kx!5o4&<2GF7VB| zCv%!Vuq%2H)Azf1xQTIIY<%^swOL1XI$vX-Y^uIFqzFqF^@&>D^25DlVeIgrzj1Vm za!5xa*dR6@o$qxWEk8crwN!UDNM7r=Qz1i1#-Yd=osyDZlN6EZYN3Kx%F}u-vDYTi zoZODLO@N$qiZpf|Y6~XJusLQuLdIQ0A4D+Mt8p-zS`Nhuf4UtT;oVNp_~oO|@BDsI41UIH{RP_G*HMIy7`B@))kfXIjy?AjcCKc*Cie9hRR59Plmz2cW|tY9}w|- z89=+{-^Qpva6aQgmYDWyVCo-CTQdIggo;_deCZZwTr4vAJ%7WJSvc#BDf8+m!p>m6j( z`<)G_dlQM=N79&?Sr8hD$+mJ^TA#H%FoW_tlJfL&R-lhC3P?$NKGEE5icJkA8#Xje zT#pt$Y$3XJOL~PX73v;8@UDJiGNk^3DTkz^qr>BKN_szyt(?ux+V`k;7&x5RpQ@&^ zX2I3quZ{CEU(QXbkY`r8WUgslf5S~Sdb1ogToGVXaU&`Thv!Ar`R(G)CHif&p?)-1 zdR4OhQuZ5f17iZ$=MR%3KP+jjOuAL6{E218OjbqJr3oC}oXD+0K_ zXj$hD_uWtI>}o*pFCj(lRb#t3cr;8?zMcmaLWhM>XneE@Om`?~jVtp)F&{bO$RZKH ze5DV;Tb1u0r*)~ywyx**8yEdXY+7Z*(cutq^V%A8K)2E(S|5}oGH_}|?H%dev(-?> z{eQcS#vF{wYY$t6GR26w+$m{!8bf_SQAPtLJeEi#T>-_6ptZx`rB zbepP@vVtf_*?;@pGXam6S_@gUy%R#})qTNmiKpb}I+9D(u1MkfenYcmHD*cEw2Q*d z2?QL(zPUN!u2A2FU+ZOB&E^d$Xk#~^88*cfzJU-kBjeWwgppK+uK*8Zx@uLR^(V1( z$|+bk1~}&IsU1Iix`a9t80B0-MiZL zp1tLc5(o`#azS_B9HxqjBEqslOn)7wl;QnM-@C$ftV$`LwGo@HJWSD!=PThsb@MM< z+3Cr!wbBR&pdzqxc-#q_i-|J6ceyc{yw)BWTavsI5Vz9FQK$u_?oNs_PBg6Gi|jhE z%r@2q8dao;V7H=E!S7*JsL};=xWkP$+lUSQeT4pkE)iHr5HqBM93HfbBToCaS+MmE z0?ab)_D1mC+*-zbhg%(&2F$#rynKRYA?17Q^_>c%R)(TOXF5HZ;c=Hy;4rMhoHqRX zS9iB^bR2}_?L&ctzR1U`t3uz)*Q0`mQy^ms<~^pKk&OMseX*JZ`4flQ zTe3g<$pAD50jPY)r6(Ul?5sNm5*{+ch@Z-iqv3HE5j~r1r59m?rk6|z0kdA`{{yE^;h3>j@scgJ*rs5lUZ#W^`S&2)LopKf*|M1Kpm5w$-H3C3c! zARJw!jx4-L)Pog4o-xn#7wqc_){;~%p-svZ%Vj;eFphu>Z7Q_AXqsMJ7%HzW)lV6c zX@y8+1bS^+91c)jtRpmvv-gT56PwhVtXwWzT9WPOTXL4$jkv!bj8L-MPuRFZhNIFx zH5>Gk=L-hb0pCYzHe0QjV7QY0v3|4#Efx8@V)cNsXMy*{VrgG=hIrToOU&LvPk-;9 zVOq=#p4uV5b!RV(L?r=`g6c+>E6jP!^71$qqzR(mtIPRKzXy1)YnF)Ate|f%lO3^a zy^Q17^;hiNrkvoWfF7s@HHyW&;4i%U_uH38BQqQeeefhKm~Od<4>*^KBW;X1eBP95 zPX%GEtu0`gc*C=u;zYBV>Q5mI-+luLhS|i!dpjT<9D!a7RDqyCJy%r@?cZex=VK*B zNDuJRBfnt`UY%Dp1C2`(^z{6SEmrV0bkai@_&SuElSf-y|5?Y;%&XnOGd6G$YUF%4 z!%JE-wzoDaBvL1ZKz68E?sKK!pJGJ7?hsM$G@NdJY<0}sdUV7DG5~hRtW85L(H&!i zT%(KhktVMhqs>En?mJLuXv{zm%}B4q8%?|)(bL26*hqw`Qvf=*MrzJeymA=HAwp`R zo<0;4TFBEdZ#9-z`V2H80sZJ$pQJG2s-K&IoZisA5yg*0Q~2PDOgOOCK2WI=G1?mU zH~U*n1~!#PK#-M{$>1Q!=DL*xuWN`Oygo0P{f$bdC={MY`Frie-bA-dei1uxSfcxC zQl{3-DV0P?Cp#8JCT&8f#U?#pwF;DI3uRf9$lJIvT|omX6^K7R@bUxH1ulHz!Xuzy zgutq~5ElwC1EAE1Wq`8u_kF848dIMR7q@UshMYXrst_!0HWRvPD)Z?)IdJC!(}FNp zA)n(87JciWjxX|`V6)GwlT(Nrx*O`;)^v407yNUp^;#ZvyYG^0Po&{JZY{!1Cb;r6 z8{3#PZ5~%N(pXGdyfBeO^-lb&_61wqj)-GUH={Hn#m8P79$xN*t8<#ll!{~4V15`* zw>pxz^CvOr<(o0=?%m)OkC}-3D}AbYIR(2##Q?}K;?G<$N0dkb-MReu+P;3S3>yaf z5yEMVKJ@>R4_1CmcGm}AIXHM?XTBrhuL(_Ls5&HW$q*WftLb5OlHVqT#*H2&_x5}+ zLY4hbDj01n#X9!xMXRZLfN?bksCqF<6B~=I$9qZf_5~pn1};@2cVVR6X+Se zK9M7hR30hT1>BRb7a zWk-rA-CCO6ocCD9RK|AeC;J+N)zMgw#JNnyX_qZJ?5Q7 zS^MX8P-Ljx&NPvG&Oe|7(1QKb8=InQd9pDX=irw*FN23G9=%?`kA;~+&;7vmqe9}Y zh7%KcZ-%2_@fEsi zOrBd-j}F7>%=bnrESLbIO4IFj6!Pim%CTmn(Uvz#`P=T^VPcEj*2kwJUZT98g``CqTxUM`gfhUNgxy3Pfp1T0UXs*TGZDobaY_`a-!#hP}?qVYI2V638 z2T*@ZMbznw$fnqvT=e0565P1lv<*Uo<))_bdF!FX*`Pn&86lG zhw3UaV2NdO$xe6sdL}b?itS%sWw$up(f-DR>&W`*6dr<#NseM~b`+5BaKGsMU9G2@ zpqtTr)~mI-Gi{~&z0ON~Bogzty>8{}!<7#F=_+RnR;yuu1Xuu8`d=@u0YI84TdIT7 z<@bsF%dD2~ayB%h8(LPX3~;jck|x3D8?Wf42pHi?G30n-hR?5O`BLZ(Unj|siaG!{ zuRpPlpC{u{XE&y27sW1gh4;yam`x`!Ky?N6^&zrjgpN5f98NzmeO{l!olowDHLU6n zVtebz9MuWPVS(@Nun1FT%chQYLfWkNmmv-KgwjaEjVEW#JfPI!U>jUOvq}imY=%nZ z3G6RsWM$HMaNQ&Jhf1_E<9I#40G7wPy5#iZx{Mf(rZVwUxK#F795jruuRuxDh!~S!aTIOF)jq!&sq0S3kfwGjN?ySzSdKPaARJK%*~q0 z#iB@y=LvOw0YCVyKu+h`V^^xT!C`+dd*jDUZT^BTg>W5p&~oa+>0%r84_0<1GH;I6 zY?8$Tvm@*JT3OTe?vvp;Dd;)y;;jh^_N$?@<6A)}NrG8PutdDMB) zT+!0>D!8u{?s}nHX!SR1M3E4hrjAUhfNyl1mswc$`Rq|kj$YfhZIo9lVrs3%36jK$ zUh`!WpfxaL14^+h&Wf2f=OwIRyQgsjT5VnwJ-lwPV-ifbhc?m0X;^shFviZ|eJ*7- zQ)pIHrA|A+Ld8<#9k`%NJ=2BNAY%m`$JRz9=7rM`7m`c{kQj<28|o^`cpXg;@zi++ z;c~(&bR@B^uw39*LHbE3l}vo|H-#=9d)cBc;B z{4@w?BEkg#{DVVz(7mng%hCz|BLp(3V^bxgbh;EDhnLqo;v|389!PUV^N6hpX9|l7 zJwA<|qfWr*9O&deDX9|PHZ0uQ!CfY{93i$&R3Ue;en7Z8*-tjFRgL?Q}iA?n`zU-h19a32xw#{CZ2>CuEt?N5)@Hvid5eEKq$Nj z?+{O>=u{+=iQ05+weK(SqaaBTK8c4ZTw+h;e$@~F6DqO)|24M%FZ90u?<|twCQrDi*alnd98Zvy_!>vRlqPoN6q3oelWrgZ68N1VZ~QAZ+htGO*j>gsr(d*0?J~c zUwBmU4yCj9A|iNSX}otlaYRt;SLU%OfR@2q;u^5FavTYv&j{eFkgwglyMz62hqe!18K%FF z`Qg(X?z3lVq=oMaVh$r*USDT>0k)wAEJc}q{s_6O_Y&#fYysNHeT;s^!V%vQE zwWfOR9o)5F1GSoZ&mC#(tu*Z2c}+rQ84j1qlE70~EoA_cgBdO%->f4tTTfX9pg-VKOw6-hwY?_|6V`KP#3+>&9-cLl;OY225 zzMa*ctbc6Txw_mE8vm{3|!sa22enDJ%)t#CQ(NocP z(@Ew#K}-d|f1Qc%5^wDv*q*YwEP*IF35OQa6E zQ2SY?j$F0$TdWw@A5G1N|1(Y1in`qd+&fJL!K2>dRZW&arAupg!I1xj{d^;w8)fJ4 z!QfK=n_?;DyId!&RWWny0f&#F{#MXX1H>V9v{NU>N!Aq_LtRwpN@?dWuW5_OtC; z3R|M3f{vHh?bXFk1j|Q*!fcA66u35saW~JnJg>#1LQku-r-`4lQ)7f6 z=tqm0dw=!5+(DPX?@o{VT&SXoKGK!N!d46H2SMn&aV@5Y!?YrAC>Fc84^7UI%tCCbV ze?NQ1waBe;M5Hs+oFt}+&{hKfW~)^9#MbRkg3-g=Z@mEqT6ywlCOi;@b;$!%Uss15 zJ&tMl+3KvYdMk8$Q)A!gE=_)8_H*ZNUtU&s`Ru|%QJ@$|iLwY$myre4RjbM;TWY#yR*E7cY4qp$qzZ)^ z`lPf(q@-dvcEtR=TYge`d_=lxJs{|5^2h$6Da_cJg}fjk?%WkL=IOW_!_T;Dm#9#m zbk2|NGE3;i*Nt~eJtg$&Bx-MFlCx}`NtsedD9w+SmIXXd%F0;78U1?kWX;;1`!^M` zSIHt|a(dVO-IeY4#UZSe-gz^#9hY%x%&^bgcMQ2_?s4%2>>Tzk+;n}cG!(TxE|aDn zD&(wj4c{Q5{vLgV$_*7iU6?rpYu1Ny{Bdo^ax+cO^_^GLxVwOq!3k8(eNm+8-#np< zO|1+PJfR;+q5h>4LoX#ow1LZsht)zU@^HRfcSg0+M1|svOf;^ih3?!I6}THQKAT4M ztK=0e@!r)cr{P0Y2|VluY)SR}m&OT`-Q^8Oh(s7ARX-Bk;bPGhGAU@(uZ_*?3Q(f6 zYrS~2@6vt~FA5Gt>8(swGNpZNvXU}<&5(emGNwe%yJA4*vLzyr` z*|&f}F!yn}8RcEe4bq5fzqeL$m+`EIY#{%BC5_IGVU-VjpVozOTtX1Ygt7QgYs&g7 zRU&vdaoAuxBlJi)pQKGBT?9gUV=CC$LrbM5BkH!@qwnw*@8;JNe~bA+VnUcK(-U*L zYX*W-d5D~ME@A&Aov+?BYkxxdDx>ck-8dJ|XHL2sd&_HT+-KMZzF8u%Rl*3%^mzB0 zBmr7gAnsT2M9qhlt!9y^zvJ$5{c+zE{$_kG@2RcFgK1>h98`}P*X_fcb&mr}GLbfc zhPfJ!F%i{rRmW0Ho{LPwSS_X4nuwS$CN=^&!rD!N5 zdIP*h8J(k~CLCiB_*rK*PInsVsbKx|GjS~Ge>2zc+Bl5$kX0=>tjVIp7BxfT|62$O z*~j`@4t>!2M50_CvAk~>dO9@YnV12x(tm%38d?HHrf?oZc$AnidD4d<)rOzz9Wo#= z&$B?vy+GZ`!)mnUMO%JgugSlFkty5waNgx78vb4Vb(=cE1YXNFNWyzuziA1{r{vpo zSR1+H$2-K z8LE2xqW%oF8mPAXW;oPX^Ll%vKe$@aYlMgYm!!b)T-*A2r-LOZsq0D~)QRxMY!d4) z$ndhui+R2bCtgfM47nMi{-)=oY_tP9OM8e-C5h1CHua=RxqQDYpS%kzizqJ(owff1 z7@bgK5#Pq4Lfg8wq}B%+D+3Ti`oW9>`Vd1gSNkQ=(Uz#foJ@e#XU-gQ)v7)6LmI?k zC^Yj%3ns2Mz6-Iqp`?5@wgd z>J1sN-1k|cbspt3{KdeHe`v;Ns6-JMB{r8vD$N3AAO;sVm1j~GV2+iIO1BU+ju^&P1I zY2pBMp?uokc2zfs7bzaSG`X`^$S5e~LMmDFfjPp|MJqWUuuCZMB-o99#b1Fd=OHdHF^n*!Ch7UYJH!-|H4kO$ zi`v(3Gr++|`0lvK3S(^mBsD=LS^NOf2vTAR{Jr?Z(CP=SEx0at;9!9UD&g%K;F6^$ z#)va06Yrm2JZubp#6S}j*OVGALJX%4hcQIF4mL!d^4${mq{_#l&p8o(kN?c#C3;7J zKt5XpAqq(b9IYr?#<}LS0|u{>bm0ep6x)R8#3vcv4+YHL<6%*SNimAqsDLIy$)ae3 z6nMP_!Z#@!RPX<|)rbQ3xC;LnjRt~HDE}Sh2yn#zT{cX@S{?b{+W!rU{(yfW?7yLegCPRk zw*N-_N)2Ja|5*C}uKNF=6M`NS7#O$@*e+TCGEtU`x7TMJ@0SNAqmd=)6k2y>C8hF* zFiIEVCq&cnv@4^32=Bv*%zN`}F6Wqok@($Yr7IviGCKs^GX+1-7b?^^F&K2$Z2#67 zcXoDk+z5B2@Orvz#uD&{aH|3-s(NI=@GbI)oAwJX@V5;c0HI#;3aF{jS$IVw&~pHL z2h9z@_+gMX3wVCC^!#V7LrY6)o-+laufx$e?0+UECM0B-85u8^78e)cGbjKvfHIYG z)PH6GIvsBIfcF74CL>CDaA+vB&3c=$$0OJ{i`x}ZPEHQ&WWJf#Za5gR@ejjKI}{xi zwMH(V!=s8WBT@ZG{fz|$g-q(-H${qkv087l+;+1|x+oDLu%=o=L&N;;cmb}}@lchR zg;)v#9v)sHU+9xNP~BF!ya9|h&8yUFg-!sM0dNat4=#_}B@dItm>aD|U6F06T=pUj zIvcQZq5rJBPg_SPI+Mk`?*0Zew;&`39EaG_Zylm+9szN2@$$7Lbtyssj(hG(y{Wvik&%&FurN7s0aVPtue;I^30g&gRRN7mB?j zr2)6mrbri4rBb<9;cdI{FiL+zV5(3=-8nogU1+i2^$tbE`^7NC%EF@1V5Yb?mWmVz zjg&GR9<~!eIj!Afg$;lr8ErRsc-+BI08M=mu-DKE2kMlcq3_SvS4IArRe;oi)f)Vp zffP||tyh~C0S}13-yAfnG#i0@Jt>9&vSJ6yGp3f7R;z#^;2Fx{a+=2T3dkuDM2u1j z6bg*TQn=9(6M<(l^1q3R%s~lUt=Q_Y?}$mSU53Rnv9^Y*)np|&nnaZhA03u}qDaW( z4*uDyPylQTaL}#b(OLTih*-e7z!j?^oy5dUU2N)$&I7rAu6n-vq#p-bSg zQ~_*wEJl651OpVs@8n+uV)1z+06$s%xe{4$!}Z~mnp7s+Su-Ys?p}hft11VO*i^#$ zH=m-G1D+kmH4P0;mp3;uC@iuKR<=e)g+J9rMC$w@p$pV&4ITa;=H4=>>M#5QRJyxU zK)SoR3YX4Hcc-*;H(Xi-0ckEJ4U*Cg64D_ZQqoFF?H7K#``?|}o!On)7t0HsVJ`Qa z^PH#7Qy)y!w*=|dfIJldvS;;#?Z8Yyg^SA!eY(Tw51E;nkcYb)>R3q>0ApkC;9x{P z=xnq96IMKwDV>SL=-YdGA`U|)vg!NlU*D7C%-1desU4M(k#SNOlm&x_O`ix%t66Q_ z-V30M@ZpbBQc!SN4HFPa;y^-QUn&FS?nπE8bsMhe_=xwc03)06W-F`PtPR?(cDxQ<_ z;OLMAog(E-B7k_a#9QVj43~BvThXFq0DJWOr{G@zEJnX%0x_GeTB#ZoYOZux2LRm? zh;dxnJ&RS~^X{SEK0fTZ;Bf5Nq+ql&03y{RxP=Hh24elGNzR(w2>TXw!6N%(OXFv|d#@sqXQRDKa?L=mC# zHUg)`iYxG)J{yH6&X3c9S%^_B&n?#ZaA~aN>tC~ z#UA;14_Pp)x&G6fshgCZv(}lgy27?w^s6`)BfG&Gmz37PvS1m2sq5N*eAE^`zsddZj!iSAVQa^ zaz1}@a!De}0E{`E{bdGe+yK^H4gfW%~4dyjgm%a$yC;7zkPpb(JDopGssB_}GCoz@8n9 zq$fE~>ngkiuNAqLU>Y)*u0BYn5jq$TvDwB|VsXN$yn1qKToa$K-*s%4aL&D<|0d7v z;V_`aSJM?C_up?z*%CqxQxj*5L;u1v9mNSBe`AU)eWU@1cHC*tR=?wf*?lX{w0gc$ z;$wHC2co4Q7Mm{0=|f}`qoC>P;gRk_5gJi(b=VvO6;0}7SdwvH1WuqyqM3JWZS(r2 zSH|1!9g>-9@pptx!EYzbA9AkU9|;=SvlAk5Sv@(p z$Tf}M5bGZ*1`CH37M5bAJGM-B_0!LpY|$O)0LP6f|Jm__7@}QA#1@E{-DHBcM2fgP zd`eszDETzzdk%{(Z5IMSSw*h%$@i0W>kOc}FN2Fyql68BJE-um*h4X0Q zC6P}01Z9E*_6L|Dw=2T7KOIFI1F(2i5hAEIJwMK|r_wO_TOJ3;8z8?5ib3g_R0_e6 zChzjJg2(XejIfLMGtW)tyWd5{sJy`3!se8{=R$lzroWg^w(Bn3MB-QH-n}yt@IeQ( zjAZ(u>czWDljz^2Y6`88zy`B(E6W zZCss+Oz*ACB^r|{Ui?*FDfZTfEB7wyz?Uy4G2#F{f`|8?NWaY0v7em1H2gw_jD?<= zciux%#k5ZIaKMNE?J`kvgNyO>;dpI>=zSK)8eX zTd6gK{9y*M><#9Y(m0hOl(k&%M_!;wZj7f#$=4kt<3lmx95qQosPCh3B(Pzo;^!v{ z0l7qVO=CIx4@8}aq394l!GeIeC63d<#I1WZ=Qv8RELmU^BkZrg;$g!W_3}t~f{)oR zZn#whEdy^i!f``UTKnNI>_P3@Q zxGD=v1)%pQdXd(o1-_~e*PhEn$^(XxB^`({Db)!?_r5S|h85fP+h&4)svGDhU!1UM z0HxgU0jr#1Xec z$y~$DaAV?cw-p27jPYC>kxgykBej8F{28eA8Cp>;}LOpE13V2)I4b_LN$Uf zVeYt_H00%t#gb_!$GEujrRf)1nb=wcYMAwAg{}Y8Evl!=Art0?j*V`!_>Rg6d?w$I zg(X+zddUf%>M-HmgRZ4BT5aXeF&>_vU}v4$%b+QopP@)Mla_nB7-ebbNHN*l2L(gW z29k$-LhHrH)DmxyZo~to4&r#eeH}{4PHITLIt?D++`Ii}WVtcZ7e{-fZ?E-QQ>A$w z>Ya)9FEQUYb&VDPvvAZ+IGZ1^xT`Fn1d#LQe0#I74#gsxe+JPR@>&&Nb+)l>;)Yp| za4YFOcnbReutK{{q5#gHd3FoI(Mg?xh8=BD1x>>5ZTJ)Z2*Brh4Z5z+uDQmC@+S%Q zckVtDj`MjR3QB>Xf#m_pnhX001V;j@8dSx_UC9^}@{04QzZb%LQ_je%$jVbJk&nt% zA({@aff@2pf~V&epsT=~AP4N+H_^=5T));Cp~f`FoDT75=wUX&Nzoj4%SIcdZ=G?G ziXts~mx+d|h#&ZY`=a%DayoG#<^`Y02nQ)c?}fUqc6klO-XoN7E^Tf66?D0~Aa~*j ziGRD7Q7D_5bpvTrvYII~AdDFGI2$*X0OD=Xneb;D9i85&N2O`Uic|z30|J~t^~?!? zME<{sLD2J1HH%kK`BHc!4!vE1lDx`g01VXzRCU~p8 z*$8BYfVf9e+4E=LZQZ{Y*00x(#||3M;5Uj2qjT$VT|+p}^+Ym(=}K7bcck-I(#2$e zA((5AjK>Z+kA;EtH5ODYt|XhE95(zJ10RL*|hLK=F{>FKG6>?yW%%qj3eK>7yvqZT58h!m$Wy6 zDzEhS1gXhZJ!yhbQyl+4J0~}!*s9L`p+5~=$BkmPFGVma>adVLS(`qNmdO!z>*W-8 z$bWHc2?`9oaAdUDMz;eCqAScYCBhL6Ok8>lo?zHXQCMyXa$p)s?M0Ay1-MZqzpLsy zqiz{mF%=^6s)+xn7oQ*T!dq0l|L4V{+0@+NpEUyKtFFd5dcNGBnAC&Hy;_{gmZhuM zb)tfAzAcyL(LLaEIJ*Q~`70UvlB)ax9rIW>ehD3!#Qs`?&xZJqE(dqH3 z&!IspLZ;JQ@c4m6`lJdOkJmuzQ9u&oFHjD^=Sj~3S(+%bcQ72Nny{|YBB1NlLln_t z)HN3hv9_-#sUu{M?CgutuB`cOw9a}W=nj57l&ygoFRC$iKbT;33H!FNY*ZjtI94DYW7X8T1?hl>T@N2ags&XUzT)nYh@ zGW?IL`M{OI{2|{Kexb@Cxcj(?tI}2V5TBkBq-ttg=}Z#jE&O}%EAH@hf^5-v-${wC zpeUFoT$Y;K%%1f-ZIR*BjTG{kR+=XvKO`UILZTz6 z(1G(E9N)UiWj;Cf4{vhsq3#%v*0q~7??047ry+<|oJZod31<&SQC|BhQW5X9m2N+g zvP>e;B-Jbl{ZK!ZD%s%B^;a;6!9OsRQ{vhHXXBP?Nj6ewUzSEmcb0QA`GJcML(y~r zhSkh*p9qRZeQ4sg|Dmjz4MBqhh&{+BdBe^=PY6UrFoSPYUky^~`nJ8a<{Ju^d$^n6 zD~Fc0vdU130qPrW@W}+It0esUl0xGfMY}Ru1Q{}=lR!3-d2oRrU-s?cnFSrMUb%(z zHfRWWoFN^9{NkHVD9^^W1!2>CQo%tlXzjIW(tSK;Mo4>G&VEB#{q%nE#hFtni<3l% z9VlxMAgaq6=ixb#27#`lP=+3t_$mAd--jTlPqvZm$jp5J%e`Dh`AHlZb&o1`#TEgZ zWDSOsQX zdXAOjIi*!>sOq-W32s8SJH56P~8jPijvGt}SRi;@&C?rE-5dSbT`{Y`cKw>@5K!wYIm391 z;?jL&G{1Rd3CbTJq~_BwC@`j4KdS@bcjOLq+rX>UxXe^KzK-%XSCA6qf1l>age}hS z;z7lRyRh5E@DE;f$H4CgH^_099DxFbGvM|xJx9~zgkO4bIV~6y82=<7O3F^ZZR?)n z4kE)$*)K5flo_JfWGXIAmOOsPlioxgC_8%^T1|(w*w|B8p09d!?|%oICz9fOJ=44y zk%~yBdK9}dmins34vF#bXp;Kd6`NFD9HfZi|I*f= zzTE9XO(35re(=M{9M#y>lV;fZ&md3efBP`Kd*K z|DlC+&M`OAYiYo2udQ^i*8bgVH~UwL*|q7sEfQZ3WZg*@Ui1&FKzq)H%em zPaorP0*&_wUR2;Bum21)YO6Iyx+y}+KB*9I#s^`h;*Y>N2?i{ud3GB6Ml9?0f z&A30m8733xjJKluZF-nYG?bP(FkMNX7?SqcwSV%{|DWgd8YX`%Q;8leu~H&EIp6;U zr=MbJ{~zWPnQ$kkrvC8q^4{*BoH!HU;N%@09F#vrkSBL`caeeYhKZfY4#Pmdgz{5L zT<-pfY$?z}U`WW{@m$bY=m0R;iZCt`%497Oc!vU@0w)D!M7!3iY6v_X74A78pY(*5 zi!B@opi3_-F0v3{;zCBD0ornAS9U;{LhLz=jmr%{5tE9z?;Y0JjBES+`6WLIAWqxn z2)iL^m1}E>@X^BLq60qFkB8>x=lcN-csW|7>f03yCCrq>Kwh8vd7;lhvSTb4sQ&)| zOzy(umhkwk2|&%hY-wo$@F~FrG|tY>J|^@)7L0uLn_J1k6Vx#i1rb2n=Z83lGqeKU!Ea)KO-g4D)YH$Heq>l5vYJQHmUzLly zdp(dX(RF-+ZZ>FgvV($yfRx$ux(dM5ADW|ry!?DzQ!6VglUC0o3v=pXcSGPNDW2Xv z^y*KDz$b@?S%01pov$10=O^mzG#r*1rG14) z2i$D%OL!zEN?KfcS9Bt_u43g(NoD-oLVCs2b1kMPk<5EONjRHPOZ|AzJ&-~Q(V01vN}DS&zNcUOl; ziB_SH3KYmj>>wf{5}EOEFwZ#+aCr#;PyJY?_H;y)=OaerF~R{kHP%13SI**->D$k! z&im97{vVv@aR4a$2%u*M2EZ1_3@Ct6bN52s0LW|aGg^NQ?3ES|19qqGiP_nUhsz@a zeZ(FhH3EKSKl!YjoYfP6**%DRw+0jcdhJb^6}U^%q=`ZCV*nN#{u|wcGI?YJqzToE zl}J~6-loJw8*o$^ehUR|s%L)w>S`=g@S^931;AsSX1$RKz?p*B2BfdDJPzi>-=FVI zikOQzuePZ+Ij^mj0l@HAGn618aN_WszLA+KQGL7t5~u=5NJvz`bP3}-TV7_7VD>Nn`;d=($(fY+FHoZT^g@v@vkx=s^>NPV= z$U2TD6EhlaUtobzt7j&VTfAj2^C(uy{x|rPh>zZdWoKwt>N^Hq9_mqXa}>wEH85E6 z0$}R#Wr2L8vWCVqsA>&RK=fG8TZ4h~!-S%7B5-I*Vp&r+!)XrhHo+FB>)n6*a4s9D zL4k!&N|0j`CEFH3!^C7w5k{SRmh2myJPwF=BPyBmbn%$Bt9qHG56r#c6 zb-X;j^|djSsSk&rw$BaH#oTh{?%~0Id2umI1>~76xuF3GOxHlW%w=u!BFF!}8FQ6v z5iKLbXoA^7DHTrRwrfXMX&$$o(G!an6^IKiWCM|&GB7Yup9Y;4NZtp115U*HDK7dW z5~M&91GcdY0I#c<0NCGeCUe5SL}&qN^a69L$<=UM)t;%Tski&yKrZ>A_9=CXilZaY z>UGkgVCaJ(Yy>2lofqrv3Zei7u2H%Gg(6J49Jl%WMT*@3_?mR7(Xo|&PXOmhQDzCd zbr6iVy6=DWe5x;yHV_z=Q33p3{6VCnDg z?+zBl0tzek$=?GL-bq5q3^xU^Ak*bf zbqIYQ07c~m?A_j|(cx#g!k{7;T>JD`gMlUMB{^HV{BAED=RQo=S&dxE%mgy27Y>O( zZ8L@)k}hJ}6%15$#UI7Mp-i^dcpm}jS3R&`@21aenbtUTX#z}_`F!rO=Y&7p&dEu& z@RRUO16^m#RYZ~gl|hdWu|PqBJ!?y^28#qO?AjDizYM-JIAMFWvV2dAA8l?n0G3a4 z>;p|NBgBQ^$HZe5`ia=(+0u3s{(Ay>?#@L0;av z+!!Q)ukxR?w;T;@9)0pQVh@q-m-{5;E>PYf66;s^DF#UH*WyGpZl+?M8P?O$IE~{R zDL`FaS%KXdh$J&8lL?ylK}ip_05{0zN!ry5I88bV@pbk9^{CGA%N=l*=9M!A8i~H)tMHM05~Po;PkumY z$lkjuz)F|5Jyq_g5J#UjIxgv#D1DyNdy=D%Ff2+D2ZG*{wayFR4h8IinuL3>ff!(t z`Kz_c=UllH0eijjRQF*uo^#(Yb%uva&-k>}7)GG{rW8!Lp;4lug)MBvC-m(}vp!XS zlxaGE!QUgEY)=F_F&0iQ;3@DnIWBpQ6e*^$K<5t+4=db$4V@{7oy=7({RS#9?mF9B zgJaF@dtW?E7$IT8%)Pt@8*a^ke_H?h5v?(J%dPgo>H3mli}wx0EXw=gRy6JB&y~+< ztfIWT+4w6Mn3(XN;?to_`xdl-{zy1ls4cJtl&{Xs&CO^3_70#%!v<_(#mZVP_)3y_n80m#*F z2JeNjWxQ}+YOK7RKk#sO@98sY21q!n!vc7x{~!R{Cw6+D^%%R))wj9!U-0PtDfKep1ivV5Zhi@M5Kio zxN+S33_zu50-ixhEUo@mkHZDm)eL@nGJq?^{dP19<&xaYzez@*MfJT(18S$LpDA$m zM1eiQ=$DNB*+tcR*N7K2({#_o4LJSvJ2&sXuCgl!GA~DoW0ocRJX`yDL z1+cEWMAgxKb@B0ItgimVVI~QH0M^)E6uS%o$`cPC7Y$w38;$yU<~%e_5hwJ0X^z3W zH*|b>Nxo%i{GSpMp%3F16|Dc}4r0BkR|D!K98>GlzXqUD@QS=E%}MBtDc|}O{b6tX zTldlJu3Po`uwg_Gjk>Y5=~+Yn`?KrIEs|Ml0{_+9H}2c%Layc}khrlpZtqFcl*gvF zo^CvPj*JNm^-o<);Qg|gMyhkF^q%vYvO~d;@A438brG2u6D9B$`Pa1ZYwOC`s@|SN z-;rmDRTzt}%8Yr{Y#hJ@b-NYi*ekc0wJNsVM-DWL7I!o70p zE7YwAmK0m#ey9$X0r#v8Qr{c>8@VbR&!MuIkN*UU-rLpmpo51ul>J{l9RY~WFlyRxKWX@oD+=326 zBKFrv>=X$2Zppch2~cyK2&PJx@DjX{j?+q}7~Q$ZMw{2Pm>RG8MaUQ8rXn~7Hx&wj zCl(zI%J*{uRUO1vuc#M_LYW{jadCZZ-G6KR@7_f&bfqc3G`hZo!k}DjFSyU-G{SkC(fg|e9B#3~pd>ix$59Bm@9gi060h9AI*Cup zEK18_xWchJnoK-^w~q03XFLX&(eQmcd&JXxDkvF;04Myk#%1(3NHH~Kj+xuMABCU_ z=uoqb{)olhk#l{6Rvp%a?@n$#183*1Zl4f)mSz^{{vp7?revPDSy%9evWADvw{M6ZG z6F_goGuZ&@D^-M7!ORXY@bTv zW{K#sOSZCft;~x^ zhDefzcLWNvY(>wQu5~~ ztTZNh)VFf_vx)V|unRtfCCjcBaoA12t|jer1wHF{kb$2p1W zUyk4F=c7e%IrR#q>$~{t0k7y(K(;f^-_a@tJHHt4B#DJTz#5tt%kj;V2Ff1vFr0+n zZ_5?dDCC>ggXI;OB(wX*k-c3sFQhc;KX8RkB3czF7^g$k&O&txO1xXhl-}Ub>vybn zy#HPAhWsO-&iH(ivdxyOjIR{-bT}}`#`0Y_xBcMIpTkvNj4z-U*hbXD^FOG?5@Y5F zx6gCOZuw=Sk|>2f@j)nV#110MIGSbR(9=;rE9^;LeFKh${9ObWH*Vd*%VjsiHnqT= z4Sa5+awrr+qa5{Wg7Y-<;#t17XRiimsPMwxLAh5s6F#6@BtiQc{wx zfYWC-h8+fyuihxbbL{0Vz|o{oB&T9?6HjeR82G|?X)W|-$6pj}DGYyfq?J5JM|<;z z1}No+tr720L(Rq_zoXYz+a1^z?AGVF>>vJjG*?-SFKh~6Zv-L?li=;G)RFM;HDu6v z<-AS@W5DJ4*Cn%-ihY8FRHid@Ni`Mj-T}(xZ|_h?gtM&Z9$vSC!>R9B#Jb=oUnZ__ zLGeDv%5n_vlu4Wfbm-+Wt1>993XlreIS|AE#Vbq?&?=H_8LyB1OVb7nTjR$dRuez} z18&2w0ZLsu6(+c0L|7k<#G!lRU>XHh1RBz{4M3*6rx|&9c6TwzT{-pWX@Ld~8qoEp zr~0-Saqjg(k}mtJn3c7P`I#y3E_e21g)^`4I`FcByf;l+gyX#mXp{Hboub6B<$A%H z+mHNX5dLca-63ttB#pNA~NI zmxR+HKMqATo)y}=3nl_K9W_9q;pH-c?T~4hS_RvT{MR+u#i!;qMT!e)zcbSI1*bH* z-ZCr@hB0;H2bh*zX2oFE3Ha9;FOS(xb|Q)-95cyc0(Al~=UE3M4Wh}9YFUbc<4bJw zok90h*~4BRM*t1mx8Px6c4S*=`2`%E!0A6i-gEkq)zHLJsHWpvwt2%+Ylh|b^ zJZ+bRVl$cY(ZHro0efq$@k>p0uM`7~_9S$Gv$Mz>Zv(^^OvVADCNIGYo|ny{tDZ>Q zTL-XYYNj{)z#Ie=z^?WSU(KHEan?V9s)dp!8$6)yomscz6;_+btK`RWhU%W>w{F|I zc;-sc5J#Es=4n4vR1h=xgXVM{-3$j^7kGkV4OhRpGtL>CpaUlS`i>t;KpeL|D#Ilb zgzV*HDeGzDXxn*vQL^VJ54^b}m{wYw{q**QpdZOhI8A0o)PbRcL0uIAb!uNE^L2x? z4bLmGn(^F_#@c*Fb6u>L(HPM2Hq$JAN7&bUcFQ-z-?Uv(29= z636@?6zvs`s&hEDvvnZZ+Ffn#Osb?lHfq26&j>aJE<4lnLibKmDm91*4|ML1ILIb( zjd;xc22-GT9CR9VpEU`#zh^U&s0F>CTJvQy5p6wTW6{LSreLQ+2Yqb&$_k9{vG&8y5Ek#76vrh%tn#I$c17o=>A1G$Ti z zSl-~9@3tlG^t*9#9&A>IiVu~v7Rlk)O3QJ!kmd*q1h=70nllpir1zR@XyVGYNG-hq z`e=o^gY59*+myC&gsAnsxdPCr(}k!f+s}}#rNogrB6HJsu)+a!<9K#6;ahs+goda9 z>Y^=qwvP(5lGD@={V7rex zoPEmzT>vziPCnQ+%AtP8L3Ja|aR!D17f#*3v7TW?)&fe$OlV4x^OwgZBfbG=3hG3_ zC`jTGkwwn+>u>$o&h;9*!=Lt5?)_mUTKjv7@$gAIYZ|m+{H>(79xQccj0Q(Q|tY&ItWvNSfly!=(b0kiuY+?(1kU z7=d>5`9S)>*s$WuxLfoWfV=T!6(&-~R~b6fSi0qZ3nmZ*6UXDS%G}k*B0b523G6mp zjtKgPpS!3eo&I2<(L$)>NJuQl=Wg;+`h7vTD{4hcn}V?@4!t!5I)y21OIEZc$Mz9S zD|uJI`gFkQhW9#ID?yjljX+```p)X_NTJkE5v%Q)U~o$FT}7-+oy6DzeHb+G)sIIX zgbnSb4A62x|^Hdf;rL*SDMnbR_$~rZ;J>Mw_gbFmK{$IjKo$seK{5 zSb(0dU<>$kI(0Y3oj0B!BEhA)v>((eZ}+`)z6do8w54pJjVPc1GMT7@|9 zRl;1D!N?zeRqSz2cBZPV=08$t6Wd#9BcEIU)8Y6YkxF1RQ`%4_(r+$%a4mP!+i8D8 zmP(pr8+K+bYdtN^)0j$QtDdO@F~l?CHxg+b`qS`Y?M2p4FPTP|P~8>Aux?8C&?h>p zD-~LWmUQSV1%{_FPoIFH5_QLJ^D$-0Ek7(Ma;4V47C3UC#5ZV$1oM5o;n8QDW2jI&p(9%O8?U>$c6hq{eO6D1QU1uOm|6FWP*t-ZaJ zi3zn#vCPE8T$f^e+NriU6c3JpmdTjpA8C(DFP03F3^b`V^IC<#m!7SALE1brB>0vv1;{eL(2>SM6T=@3)02WMxsGatPIn z6{1nHQN(8bV{m4}K5`_R;ulVC|LfD2$7RS#Ezs9#OtkykTU&JVcDA;!jE3F0 z__+I|;-kcnl3?l3JfQ-@GQ_AC$myTcHyXz6+t34$&t9n$C+*?U3ki{|u2Lss|0%T3 z!5Xk0@GiVT2`NLS$1V*}@0}YWat>JCv^rHR>ZSQe2$z^f^W*Kfq!%r@j)d*9V$OF~i$TOk9i&gW)neI0evI~M=x zg+e;mzPrmNM9wjZ%yY-nJMZkx{s$(k!gG04KRUmsUO+@9dfN_a|Bc-jrU zt6yjufPmCPjCMNF6hdK0V~0QvD5%O^2n?d@fG!#bB#(YGcBL>o0$@JPN}b=31QZJWV!ELmvdf97wyX$O=`I zz!SN#a1Ig+Z^q@Yfp$Y}5i*#r-}WWioLvQOF(Hx(aBEm4T#VO+F7!Zkx_TNj8byhdO^a1ZmT4!+Tr3DtY@4 zccG}!f|eF_5^XZHHi`SVy*=`96> zb!8Wk>0dyEpBs2sDQWv7Om*Ve49Hnm(_wRqyy@ygYWvVYRZW7p1ghR8NOE3LdDzU@ z?_S3R1QPxVWc%4Lxom({LB+WFFM%|C_-)ii;Hk#>sLsps`zZ63>Ayo&N#u0rva}7> z?}~a0J3pnXwv^#l?H4JY=5SFy9CId>d1?t^?L~`TWYF<35&Q#aOKI+F%5C&>cmEX0 zs+>6}2jg>;M;Y2nNldP2!cZ`0Pk?yKMRv%o8fCHqpQ2_oN|@i(x}YT=+_G`kR~0Q? z!O|!-H#fs$2|29#^02qEJN5j8WsQi)2Rw*O?;c#s?izO257 z{7*3-y*O38%Q?+tn*~-A>d^4bpuw9!k&Mdc; z;2qxq)N}T0SDzP%Z2Ke*9ftME293j^EJAbAC^@pdw_(M;#_Y;9tJ4$vSb`ckV3xa1 zcBhSAttb$kk7F03;G|QZ#*3>%(t`~zIjwL%<{r6)MrwvU%LGKNC_veFBU%l@N-lOx z;QJO+pkMdH)`WgbX9>0Y$aP!I;;g({;CJj%{Cm^e5*r@|ldgfqQoQ9R{rN3I$*8#S z`B`$8DhR4TnFSs_XR%16ZE{td;bojqcq8ZFM&vv?h9F4@i-;Cs0*6Sx%NjS1vY*rK zc6dQ?KeFjq+uYDQlChU`J?JHjeA4CgS2(!6yX@skT^Yvtd&W*EeJIRi5j$JI7ty%x zC1|f!NLGuH1;qZ{9Aa5V_?dQRsW6#7%qG1$q_Ng63nv}d9GPRU_3+cmI$R)`uI?A3 z3U$l$SeU7PrL=90w|gdgvaf-FMTXjmoS4+&Nw~oGr3ffXSp&@XW_d*SG%oHnE-c!nlj7DL^oH!DmJjS^a*wYGDNsW@sde9E*GK=83 zeT9*2FWe|C!qBtk<82OB1TBv;X7Xhn$zv6%_;+=ni#dLoRfcvhJMX~4CV>#^2~n|c z_2{w16HcoIF2t9Lbx#CKtK`R(P$aihaS2#(uT#H-!T?1{2R!*hko zD4cOwp-xAEVuz)8VI9q)O#FwXR_qnt==ePvgHC+!2|=7R(DMd&wY6Gk*^3QG)!vOSVM6D(sN;Vt zli(&jIJpnE8}3bbwjE2V5{mOy#GV&J|Dbz< z=oaK|^k-*FO2dt05_bg=%{1ILZsK0TEj^Tnplv^ZmNHU1el$HI!~9)~P4xJd{PY9(O;5a9V4ub=P9;s(P>Yh5)D(0Z_bSHGLWOvP!cI193V~w{os}(SxYt1k+Pq9LxPF z%+ytF@jY3CPcG@TxO%&g#)1|_dt-S+I#$EQFD;9@^2mxHtw|V~S%%jAPLF1B!2I?J_ESl5RsOGeHT`ZaG<2KQ?aX=RhpT)ED_Gjc#?fx2UFNo5+t`U7;ULu;? z2eYG%^?FBW<~}RjY$!tq3;mnKf%h z%3fG3ZR@*P1ad4)*}#J8wIn#^imVT<{%#m<1~H3P1M5F#Yp+XuNwALggWYM}F_mot z9)_Z%bc?3%7Hm6^+&Vg`@Z1j}eh>1x7c9}mO9h$##L=j+?xM7FtD-70oO@SkgbPkIOBc1X zeOgcReM#fKQ753oKlG-mXRe#mW09Cp+bXG9TmZeOcw-H5)@Uie7by~MZKOv1{#-9O zUVA7d5}>vXhBkJBxSV)a4;QfqdHOfh_&`%-Xb{OkFhXf|bmL3?LQa~re#-BjoD7?h zO`h4Umv7cJ#Yl6h7UX!kbxJ=Lovc4)g5rNIX$nyPnabB_m}y4}r9R@f5bHYp_r zyq0krIulDE2*0@gV4V2z@pc%Ns>0y7`>jrBwqobzC95!X2@X=Azi&|Cbv#WEt0{Y~S_%mZj}}qv6f+ss~}N zZ{fyR%;HcZZDVIJtLN&ujuC#q+A1Hsf(;+^5q2HwOm%&>zdS6f(b7^q%2&2cW7-Rwdpz-%Hr$ zEvdD`@17QBnyR*B(9m${cA#+*RRv2&*4I?)lFhY?GE)-KL)NrWU|fGSBJ#2pSr8y7 zzV$Ef^)Y*L(t=vzUA#d-k9I#vF6SaaH~RKn6WqiOt^yfVc4ppJ*Y{~QR|E6XpU-OJ zyUDRl5NKG|u5JZ_zip`UpramM{}qq_!nEhS6f%!*-L)`>mY_A<+h~LQ^lV~C{Fcnt zL-v@j`}Yuo$Ih~sr2VXBsy?RaUgjpNJ8yWbW@CCmEmHV*f!|{XQyM2eg*sW_Y#9&A zd}NADd&3EAMa8mjx3KfK!m-Ypo$?q-$0gas-BgMKe8i4%_hQhf`Qu36dfM4*HS?WBEcizG9pMVCskNy>ZCF?o1HH0EF8GPJDxA* zg&8ycd@U#ekd7-lxnN`N$eZ5-3q!pmJfI<_=J%?~ehm}paAg_BFKvT}S8&yWGqPtP z^RE(^^uHmSpDfO~%*7tJhcqv=UJq*PgC@eGl@wy;v|f7ul>j%irzhifb2 z=~_YV69y%UnRu{;6SCPUHur6_YDlxhBD{JBBo$?mJ^5LCixta-esZwFowNP`{Jhlm zDnkhzK1}pZ+5Ue0zPiatLRi5E4I4tv?}WOZ6c=Sw^lPVr4g&X0cLr) ze<>f~=_IGHNq$Ek$l8~oVE(RTkvQLX z#hXmbfyKs+`ND>JsDy~ImNSJ2{L0v5Fh@w#aUl;bM(qS?qiFf=-~HvBsXEh0&sHWC zPIlO@u}BgouqECPi)L!aZ~9X^kSTZe&UL{B@B~rlUMcLoKX(;H&+S4H=69t!5)1m~ z;h6sOvs7F*{YMz*ahuGS-x+&LQfdTn)RnS{|H52pCE=+%Bl5kk7+xfCJ@9=^Afotv zDZRa4S4{v8Jp$-2yBwM_!U~m7oF;sRNN%FtOYg0VzX&I56P@0u#$hsL zft4r=vsG|QSYumeoZw+V3*beBGG|%g68*dE|7WwS1}-Ow{GAy5E%L_1;WOh(uEx0h z{Q9t#H#TX!3kak;Uxilg-MqjUV}GVW!zJ0xp=|2qf@@5RT)O^(+@UaFqy!~zw=EgIE3Dcx3y|^>AM9)|$`P@8~aYCrBid3YDM-;`1BqSoZQN253+1mQ+G^8mwm9^8a(st zN&}m5u$nJ9V=(Tus*4Vy!~8_)+V$*4J8G~;mL6jvHe$8;(h?5WW>We?Q@*GwCoSQT zv%6rB{pU#L80EG&Q6o=t-Avtn*d)ux6ovUkU%n_$eF`P->4-`5|7wjD%m zyaOZr@c53st6FVKWCSfQAKq{lIo=odN9YWc!nym6S@Byl!jU(v86|_M`{}~79f~hW zKK(WM)+TI9pbZj5FJZEYo6kkCS3X!GebCFLsYBsRIF%iAizSRr6-BpDo&p8 zn|Wv0%nJ{gTA9Yhf*RWyP|eho>|9RNS#vofM`dp8%>lOQW4h;pfXoGVfTAUbCN9Uy z8kSW81cE+qTWdwr%_F@9*CK;AST8GIREvmA%&bJnXFG0M#9cRDi)v z9Nn5ZdNSaJWoA1;^+mP#;@QW zR`PplF`Gcs9;d(ZceY9R_)j;3#?rTRM00Ayes!gg7)MidVYS} zZyKf&jt(6$I(=f8sIDL1$qjrc){RYGpNVXn*|+h7X8DY^WJ_TPLw~a~fJ$b8o8n>C zkFRXN0HJ)XLlo>DF4kKNw_ucPB6Q}vms^|uU~L2 zFPFV*H;m!43Bx9V0sMA1_U&p-kd6azJ&mHC?EC*p?NtRs^@)i?Y~8j3S23+fC>bcF zn{Yu`;p!HqMBFT(msCa>*^>IIG_kgT%icLmzw7=(opF!@`!3{L4KwNV zP&VAAv6c#pZ-)vQ)^)&bjYc| zq;fTQQQ=P?u>t3j5+!61Z$<)Q*c>Hq6rZn4~y|Equ0#Dh4?qO^O z3_MK#`j`_y-~cq3Z$JU0`^Iy&N87_wk<11Aridof%z}VjQLHTo!wn6m>v*pc&=9Iy ziz1yWZPQw{=Q%Uq>HwW7wbIQbgUBBLBXvuaW%BZTT;dg>MM<<5fbXDa~8@UO-6M2G=o5>c*1GhxeQK`lD1g!2ZY}w z8U^Ogk3R~rQ$70)W~v4buZsXhLh*Vd>s{}Cv;-ffrjF(>_*s22%2YY^YPeyjzF>_~ zGZc?`6|!&F4l06+t;jeJm}H)fS+YVVroHqA!h$&1M5IjLVzyDHX2jW3v_Ge0XEZxa3mnH5#)jU1B=%dv|9e5{z9d>M3%c(fOCW%|?S zi1HfMxW*5wbPFBx$*Cpe7lON(32xj-*NTWbiy_PkO1ySYJ#UW7h3t4~DiD(vqC&(| zn^BCWOe@NAUGL5~k+W2CAe&thk;i_m=ytmDadoHj-hKeD+k-9vIC3m`U()?g^@VPL zqBLlT2ybED*^7*$RH{SAx!*d&_Y&7^Up#$^yH@`AbsamPS8N62JaGJHH@*0aa|hGF z8Jn3=Qw>p|h4pB8#Ec%96b_DP0Vg@EQ{!de=TS)YXcAgvz^#A+m!2X_Kb{zp;Pyxy zMYGo@ujEY1o3fDiQ2r(+!4QG}(D}iRpK?Ckn$D5##_P}GdnbJDSzBztCQerM0c1nbo6Pph@o8~!bAqG2@a=nTGgGSYR|1ha5%Q&xa( z$|MxaqE+O>%lY(p_--yGf0HPGKBvnsI=)tSgia6WK2nDt>`7GL@JRMW;Kq^}Nz@UI zsm7|t@fmQ(hUlX{vnj;@0wor`LzY?7>mq93^K^>8%MXNHnegld6qlQu9G&(U$`Yu# z_x5fvx`FvBTX`!i?^KVbFhH50R=9;K|M)RB85~#Hd_)mSyKZgJ%!|}-s|5KA6t;5Q zBw)vkAB773{^Pq5$^`*0)Fx4043mOuKCK*954B|$SVq|^cD92EX0B9f0Ea(60m=LOYMVtvyB-B=>s z?1Au_8)oVDmNX1(HNXhQeEXU+R3GO|pIKz-OFJY?*yJ`|VxCiE}-42fS-eopFTGhRAWXr^ayIIo3)gJuBbG zGYvD2v;%|7vhkd)Wc#i8Q3Ac++&&+o{@d0b_7egK@wPrvRHu}({?7h;WF)1dy`Q}P z=Ikpwwk?JLLQrm(H1r)C0dQ1xQGN4aE6jDwXmP$XiLhDtVZ7Avvz9Aafcl9ibDcf3 z;*?c?1y<>}($&wv%zTCCi%SIRGt0>Z=-u52WUpn~QstZ0D82IxcT&2iq{`&f}69~4ZW^ScFyP@Uk%`gbkjX?=aZC= zi$64nD{P8Y|H5jAP+-3R9dL-EpB@ke>Il;|s$VzEP5gH}=t*WQU~%lngTkmkd|Y-W zgxquDelp8nEYl=q@i>#lp}Lly=7)cm_&vEMxqTG8ql{X0E-SBpMTD@>!5-kY{m8gr zO*44HCN)Q~Mh{M(Eix^#?>PmMZ`eQe#WDdZwqur;r>z?Pn|*>5p$t ztQLNs{wCEUS-6NoH~b`kCPwNmr7`N~LQBSA9SoZq7*^FLrx+-zH}j$w!^wsKc;?Ba1X>2OT@}#lJEbh1=!i+6K!&236FI1kql}hHoC2C;AG5F&@bV1id z(BwDZjKJtxf!q|;31=?#Sq?;qN2I>M-s?#YLt>PAEGv88bJd=j^7fIyQ|te-=j3z| zunBDc9k=a!+Ak`%L)(3dj1PNR%RCS;b$zj(qEOT{2lQh}UB_XRrj`;L)&e{TVF? za%LyA!6>AX)RR3u$7Io(u1u$UqaOxdmUtG1<+7-)h2&iwJR33jmmwysn_Vme5PC)@9pa9CjJ#$vh0d1XXw#9e<8`b0hz)YfCe`c;%qwk~X`Fud@4jth=xLY)=SO5wyrvIXLt3uY%>XuYgNZr)S%K7M0={cqdxpk)i46 z_VQ-nbGJ>F75vGK?AWc(#%5&0)@AYf0QAM36jLBGT1X@+` zGcZm0)t&5Q%>wOXcLMTTrK`|tU`P3zu(XOpc^C&7z>5nO;{AABV?3qLfgjQ-Ckm02 zLd}p{3b7P-wpc$~$R9dUwpV*Lxo$;SztJT!=r!6M{oWGy)9;rA$j&WNi~n_MGMk|F zs8M1~A#y087>RwRgS_?9&8HhiVNTNyM*;5B@a;RT!jf7TE|O2_4aOsnFG_+2pIT#R zaO9uTc!n%4DY~xbE3l}*D1rWcvtij5_;Jwre@ja8pWr41y0C}r(Mc7x8iaSxH5&F# zeozsQ7#2&J0a}i}*>Y@oJNpoL3i&g$t!G`S_#nY-@-QUbn#+=h{QWy5Lc|fh5CV9G z_1&|=8RACN2h{ttQWI@!>Z6=pJgiRsqTF4@8pi5I$Y1Pf&v&RhI^9rGUJT9lnD>@N zx`Z)$9&L}a$@d*drjkeroyS8AuO>NLL6CSju>&!Xa{xABT$sgrRX4!eWY&!CDkOc) zrP@?b3a{c74YbB^h~FE3D_Y;RhVERNZf186tm-Q#Pq`M@En`3eVJ#qMJV1N8TP|Yw zjioZfqCiO5*(FP55hn3?xL@0kllo`yhQTL{^{kEXS1!)X{8p{SqsoZy75w^M1G5g} zU-H92eN(C`d4>%Qv7LGN^{WCppu}SE-(HK!1N73p#HmwG(DoqxB63>QnuhTH) zR?b@&0-gfiQwe@NyO60+FWWF?U?4#o^oc8%?m$?d^Y?4@f3?iZ*;KmO*3q!(jS9GD zuChp&hfX4gB}LZm&Psb&A8|-WhQIr$;27d*8}y}S$I%PXL`L=>KR%pU^-@9Ji-ZYa z?TSdm4gkvbp_;6R)$Y-uSNwUM?{=0*9~p#~g!$@m|1$Qw3pJP;LcG@~&uQH1S~H?` zS;ebq26WGw-s}GcLLy=nWHt$tB1jW+>%9B*?GPStnnP-r;m6lEo3-^#_hSFK_>=7T zPCAGaIe^|b2)w|eg1x6J+fiaLL|5Pkh%Lxtlj?c%k+G73Z%|TYa|}A{3UneSf;~(H zWca1{@yIts2aN9%VUc4GV4#B*jH&j6grIk{BZ$pTRdkP zLU==*FmK2(fXb{ufcS+9LIWcCD2)M@KNQd`e5^qDL02!-2X@5paC37bV`G;9YKG|< zmU(}zA6$S+2^^)^o*iAroyEgiz!eWPtw9W~X7ptX+;L{VZJ< z-N>J0Hsx@_55z(ffSZHb}z>$Hi0{D_hi`nrI-uK z3kpLGt4}~-fMjT>9R(RrXK7GbVOjfbI_nQwVgZuv`vr-}3ZZ;Q9DQzCgnU*RTIj*= zwAIc$g5tmkv=eR|`=oeSqPbu<=O^F~5zZ2hjD<`Y#{L|-_ccvi!5syn$P|zSPO2ga z4+>As&BX8ia&~u>y&+NWY&LBU)l-Td<^FE27&SF4`{e&b$U=&~t+yQ`Shaq&3QH=4tn`7an@6^c%kEZg|1ko_^qWuPia8+ z%}%OjeeE|To_?1rzZ0TZ15k7(m|7VB+JYlwA-`^~jF>gM z9AMzDJHt1LSYElmV*sMQ=q6b(%?@iZd?b1GLf?v$r#My(97EdZ?~tPy-U)v5R+sbu zLV{$)?SGn*=4}7Yn7QeNh{T38e|^Z~>+369>@26r?(s0jYcaFbO%w;gv_BH8Ibcf! z7>TCl=E8$M(F8-_05xfdsIe&JzYC5q1+ITPGt+Qa&eu0VkLYxosE3nTZ+|k_w+qH% z@gb=(em%SH$K;738XFtG*?R35y1n*Vq^~*RsK{szWSlkug6@~T*IL7okTxeRFIB6w zK}5*W@3IMRl*$EIlH*dIyG>-d{%6w@B1>(1Um9ta{l9p9(x2YnBSf=SFq>Q8>6)8= zqbRy_et#izcjw(YUsZ8_xkG91*z|Jo`q&A`F2M{~IXBJIT(_N?3;h6p2iyuv4c17A zmYl&?(G2ZgpBH0hiHQr=)}mo^B^A2*`rq7MS)6b7a!Tcqi(RuQ03BpF5UW4>SSXPN zCWFtXsDx-P*J4A~q9Z3qnA=5BiL1@yMuz5hsof!vtwZ?6`_uyfNv=??3^EpoX3%C! zg$)5UDc1xRUY9o>s!XO-XXUfQr+5$$0_fDrP(q>c!U2Eox6jhW93-osb80V7U%@6b zc?L7M*sPDc)o8G)Rq?6mv^XKOc(fGFAW6aq1n#*j}{D&K_Jpa%t}=(Eed;~!8L4y4qCv~4fx+GL0!HI ztN*rkV&I%_wit7PACIa4p;0T;FIm`F*u)|^AWFGBc3aHJ2%6{G{^qWXum@fFrt2H$ zcw(U+_D55=hyQqmOBEBn-nje&0`xvV&Q;lMen8C;5H5ayE`o8Dx(xW9r)==pig)9L zDi&BMwQ6wKSa*~AX~pAek5r~YFW7e$kzJ98fahWHw)(8Ya=ED4xJ8(oti|U6v3hvX zU85z^B_?=sazZ2!81>x_7ndtJt;oA12d}rickB4jk1JE=`lcXF61~%9_j=#%!32bi zg%wH`wgA)q3ttmj~9qsB9S;>iRg5Z0xcpE zZ1|mPEb1B0=1eJS=``Rhp`Hge8OZy_LIS3GPkzJOrit}PjiSq)sS6LC1)!BgDKp;o zfF@jhKz+2lwOMvy_SNflv%C9?ORfj-FWG+7(Qyc+9H9vll#Pvhk>!ynGuXdWNg`U89@&sXl>YA?=~caLU^@CF?~6lm}}`Ahj? zT$-JGi!38x`Z)lw5`8S-t>({pso@D3&3LL5JN6 zT2-+WQZ&q$q|28`LIHvjgo*|PqIo?EH#Z8Oq+46Hduj|`8C^G=*SfqkDi^2c`S-~a zrX7tnXmIM$xfadi5<-8PJ&Yx)*a(S;K+l(bQioZ8yiqkb#|yRT-p z|NEE1=>DXr_SGh-ULXi6nai2(Y-U;SWBS>givMop_SG_Z%8{5ZlaoFxY*#vo?w!GA zn8`&m7!Jsr>RzZYW2l{0<@R`yt+X58f{7}sQe32n0lf8Ktd%@C6t6Ft&Dz*pj**h# zm1=b`P_4qH22o`v>cgDc4-~4*3rE__5$9*h^%w0$&?XDaX6==SS4WRx$7@R<2s2@mKgF4~7PS8?Dm(Fu_anJSS^4haW@#TPO{HkXRdhm}hAiIy3 z@)~G{+#y~ao;xa9MW09wVgm(uKlU`c?zfl5Zh&LbbNeMIttrM1ILVVL2_3IG%_ZIE zO7s=WdB`$rNx7IWwcNtr9MS{dQTWJI&U%gWHGE1tkS$Z7e)$c^xqzdP*-%mv{5{>} zMKL#`D$=--3b?dZ^a)?I@F%&g-|rmOx}LrOzOunOXqoGW`7|qa;RG5jM2aYa=L0(` z`2ughI+Ap|0+GZwwdgug>HLY*hcwGH{r04gb8>^*nFt-!%u^Lm!g|$?Uql2Cr_%*R z7=z>4m+?#E0?H*uIxCnlac7+q)27%>E@sJiCClIDdLi4L+FI$=9gTW=5xq)z;<)@pabP_E(hYXg!>ffZUE!!jgCB50I9KN$4~BWrKY zPZ4XwF_h#~)$aS1Px@#fI7pi!Eq5;=0wXv$uBEiJzNM+JU~(T<_xC=V)C8KmF3|Ma zX9=_gg5Wo1B^3&Jf)lZn$}N<5yKEY@Fo7Z>_hwzdw6KSOIZE zLt8y)hPRdlM@L8cqwxc^Gd~Ucy{tzLd=Z*h`%N|Ra-WFR1uU|f(72M$pO|>#vCy{X zsh!Y&D55^!B>dVP)!M%vT6$XCWef-m9NwMG;HqqPd?0R=#wDTd&O*a-eQ||>MT}wl zA?Pb@u96|BA}umhe>79T2ZabKO7sZDz|5tT3U70`%w+q9Vf%abO{(T@Tz-!xRpCD- z6)@VwZw1F~wRjv>JI+99vfDh2iOJo;ma9}zwKkQ7xWj!Lt3myUKgx1G7-vjhvPF*L zk_m{4YT~weeSIAvwOtE{v#WHzzcQGuS;xqjsh6GwL9uheuDx!`6s zR;wp7Z73nT6vQZ%6-Bfb%138}>Z>GctFgbEp~w7mbc}p@-29{3XiULmG>UQfdUs_# zl*yw}ZM1`!;*TsCx6WZlo~=;S$>dUkxWm48fKiy};UP6b+P^rOSP@RGf}=lQ8bFz? z_N&rP@-jHKL45SjY|3qElfLjsm@#aF^AVG|X0>+YGHIntzs=wIP><43(?}hwEzJH$ z$$D^9Ax#aB$%%7Dcuz&k)!$j$1V z;&!g@i-JPE0|hNKI%rPhNi-=T;t4lnTuJ(yJg)Hkj~9Ns+<`~IhN9*dhNMC}mZz}; z8q-Zy(CzIPA$>A32C8w}w&@5&Dlu!6T1DuZfRihxDP-rrh=D?{@V1(mR*5J$*0*u}}m20Q&k$29w`@)4YwJ-P7-Wr zpT$dJh|*s!(7{>Xv*frdTW^a3ug(%&Ax0$!%*b{DLEhp1Q?uf+0&2=jHaK3oJ3X`Vu^F92V-Tr7vH)}Ju~2Em#4=OwkezN!DlZfsu$@Of40;7K?R&f6vJ zFDd_(<_%9$&W^7S0lvLpvpiSewv{g?wmhJ;R!$^7{2xHL!eRkOeg~p}wndu&%)S`l zWVAb%e|87^Y%4F7D@=1716L@u8`ujkGb@48^5MJEHE4eA?P850#zJW$Gl&~Et@Nmd}St6}(#a8gL{A97&>Br;fV4dDXUKAdRTu4Oq~cr3GU_C8$UDycq+bVu zQkYeC?w0$Qu!*3S=jUb=fj=NTKv4DmD}!(FatR3eOj?DDS?XK8l)D zY?Ne$==+7hggV8b#HcdaFy7hUSG(LY7WCziic9jbnyVr`y}mG^@ORm}9-2Hex0;*+ zHGDXHvOggQ z!#?n!*G~%u+^uc|O>`Um1rmRObV=3%fjrWq(F8jNhDCvAudzOIsov!GkRvyMDolsF zgX<6I!?fOgl3HuAhmN}Bi9Pl6gRr^TBjOMuk<-Lws)f5lxS!7Tf-4Zn`TAS)DQm+6 z>d;B2|Du5l86Ev@;&dm{VYBnx=H<>KfH*&296n#8P8;Q!Z8+vME(YA8T*bm41gZNy&MBpk1#+0Bq z@~jpB#y`gY(7=`FcT5JSZuhkoPX%7g2?U|6Ayl%_yyGiNrq#>s?Z}Oe)l#|_uB~pL zu`{$1M7=6&Q%4E=O#3gj72ZY^XS{6CE&!WFV+jcbmF+q~>}>sscmkwO)H;m*z(b`v zdU)o-S~rEq-*`{fq?FCZQg1l%WqilzU0T{pdjxvNQ1V0``-WpW80{&cZ$puYWK{CJ zZZVdwD0hl3XGK>*%!}h9S`;2Xg)qD-H94Zx8$!p7@U-xbPHZ>__qKZGp_6A^I4je; zU_3k^>P==5FzI=L*ve^{ZS^isI2vtkh?p3@Ps^#S(C*h+lBvpb%JkdkXRZe3#(^`X zI=Ma~8!r`s-@eoJCQ88gsra$p;r57uV9VM)!z{7i|Fcp*>k?^B{ z0JtI|2UBYMvnlAhzY#-?0jmrKm+>(2)Jwowl z(^2;aLds6ROQtY^f)LMzGdLsm&1rITm+Sr@x%{^ni@}Yt;Ow;yw%YnaJ8vwEd2B1Jt>CyFYj}zXz=~XJQUuTgW$zZ zOU+e(uc{WZ{Eoxts0R!E3^-2d&|rj!Y`ZhDF$&rPluF}dUuuS%%|k8qn)~lPQ#@u0 zL)t5(Qnr)8Ki})R*<1P6qs_3ii0KbHWofw(`fAYnVyI5Y{*_}#1)MhSo>gGNMB_?; z6|H@jE1M^@FU@@aTn%;hxp$b!J}eNOM+1ylr-9D}UY_O;Jj*bUxaEFTrfOwVOqwfe z;0s;sXF)t_K@pY@qGovk-R5=wH8$mk9z0IhRQic={poJ7W?NI@>1x!4#b?C{pb0q| z%ugn^dVO%XQJw90)uqwtyd85E1v30Z%9KBI9M5B|M=pFF`&M$+uN=RLNZJ@pcatsE zm_v`om-r8aHBsV8pOO0Q%5<-LIH#20h!@`YxSSUx&(CqJtTJ&vATZk9@-!#nh5QZf zFCa_XzLnIF`1DaPv^kEYEgF%9cut+yP!xERIIDl?2nEl-EC_ zmgR!5{KPM%F*Ep@UfzfWT*NvX#7k|jw&4>9Xt7g=r;OEV2IU@D&$Evy-*H3s!=Q4a zpC6BJR+Hs9xeB?JXjkorGCl5X${nyJJ5lW>cm;ycmVP#qO70gDUps0*q93`V>y`c` zpMTt)@%2L9wGNddurBu_!MVIq;F%UUezsKA>O-w5701Qs5nO~BpMF1C7qiaZGZ=cv zGo5c;YJ1#aqgb0PlvE4%`m_lBZ2ifv6jZwOY+q!KFC{jaG3GP{q^_{Dvv1!WLr;J3 zkdmTYI_9VZ;4D2I?An#dcTBrI(4ddUB2v}!ZaqhMEU}vbF(c~U)1`|JH!?lj6Ff27 zr{XPzMB}_V0-nu278w-`c1{eoY*@jL0*%>TrXFA2HhPw&@)-4QT_wBnf8a4^AI78| zWeCYQkXc2&NU-V4e7Lfs?u2EWuVjDhOHrcr@l%cdMRKkGP=)oDv!KyhcuPw7!cXBr zF}^xarTnP_PLLJ&T4c1FPNtg`9E;qW&SA#jaDuuF;^QP%>#{qOwcttoZ&=I?;W5auE-@l^8jGGKeo@E2ImZP`oB`cC?1e^l(kg`D3(1 zR+|dsJChhar`Yb7c6WCp-=8G#m*rMeKfI^|Mz}k>kh4=^@zgaN&RU}h68dITchuiX zIehcX5GPho>~X#dz{JSh4x;I-nhxUW8)R*ndY_V=`^WiBsF1riFfdZbgVA31s>Slw zl(Y0;<4Y1*)VA{S!z#T@KE*@Rq_?u0`<1mPl_GOj7>O2h8E*ybn0i{Zvl9-><{?s- z)@QDY2OABIStP+BQb=!*z{IpLInkH8R<~-xMll$E0VLs&Gw=@?`;)oDq)RHzW^`fr zG@l1NO@_{0XLvOxL4=r?)``=mUmrkktyZth?{+mGuiK_>mubAUQnbdb)Ck`}9Rf&s z5~Bh5VT~GUVV<|Bt%Wi???a}FOs8BlPJA!oEe{8tMjf}HXz#}>_j?#N znalp;Aus~3vbzZeqh;=9c3fdQi$oT5T6LVyR+hfP2x=SWSv`(4sF)c*@~7%@{(+;8 zqh4KS=beyHF|+;l8@>IpHG8Cp)ZgJWjGeRgORhz5;qKQYGL`FXg1_)xxPf*Zn$;!a zYAp31?uG9!@rHpbxCFYcHoF8(Kx>ten`6LirW{k<$I+G2(?=3E)xgkC`Rv|to?@M1 zbXMnQJ(<@9c2^hX(G(B2)-d-bY`oQTf6(G)B_^vhUD6TVFdC{&(hr5i@}(MkXmtcr z$ToXN9c?tNaQ2C!S|H#DQL3Wrl=b$m2kluQ93{3Ia`&Gv5dk&W549Cmzx~%D=MUb% zCbM{vpqs!WTXtk;21vWA&mbzu@LU%Ix;s2Y6h^HyT=wriB#r#=tJp6WKfy_SCIwiM z6E(ws(njXJ+^E1TDG=~PHtX5AgjGd4$6T#Vf5D4#H-ArPTto@~N1z4oMR*2K@MVFC zw^gHw`qfsEkgJ$Etroq~cXeK)1)rS6KXt2iWX$uwb@|MDjfoyk=E{2$%l}GF9P87}xgFZZyVyW)(ChzP8=}&?AEmK6>Dk_`zJqSn0PzIQoS8ZBoRli@S}hl_4}T^8D}SwvXGFT*dD` z1XYg_x_VD>j-xnyZB0clk64~x)}!|O?+!nf7IVlDbv7RMBMth~5{wu3hlh5JGh3FX zXjgR*J#YiIhN!2DY~ajoUYiGNXF%m?^C)WJu_rvk1kX<{BU$>Pr?ha5Tl;ZIH~;oF z6~7Ap?&B`tprPTwRgwfUASqu5{!%9+s6^_7)SdqsNkQ;Kj44~6 zcvw|J(%|Z|GF80z>4#LyFS{_whBk$^K3#8F`fs(Eqmlnl z#Q(3+&GM5YoPZAtADTfedL>`s<7;^u1kZxhKu<1@4TUu{ zr~PIC^_Xcl_Y8uWdP6@XV|}Ey5sl_D{(~3D{A;`P!|#kh=Br<%f49Q}Z;|vhBkE;E zWNOEfCiN#$g^K0!cmXCO+t`Sah6X;#GCekA$_96^XKu%!tbA%~%1Yh*y%JrSD!R;= z?)g3Uh~tla|FQS1O{bO(ov}_UÑM2P|h07m_`>5S@1a*yJR(d!AGnhBB)Pa=B} zT{Y%eSQ8C8DckrWBb@iyS-B)f?T~Iioy_MInvSnNj-}Gk8U|`-l}H5HRPS#B+0zK- znswrym_M2oqfh^n`+7No*5zW7gVFgA<<`Qg&?>F}OC|*3R|g~v1uwNp_Rx)BqZn=H zXkj}t+swm_{)=YdLP7}*cc=#rCuw=fNCnd5tfh~X7gs`6M+-#oHMWcy7pT#ci_J1auJ z8_D>@TdQ?|&C7o*e~t}5woT`mJDA^~PuAw$HY#Ar4s$>3ZuI*AS3?q~3*Tf;hp#wn zl{AYXyK-HgdBE=&eVs~nl^=An!Vkj377u6GR1(!VK z;(PL@g0;fQiN)kh{2%r3mqrvTcJ-R#>m&JJk>wKG3+ZI#)kx-BGvdLCC!OAx_blNn zf1aB{=8!rYVxVk-EDTG+@ctwKfJ$qxZd{?!(3tH{Sz!QL$-B|y)EQH>vRN{ zSz?kV;_)4206;VDG-@%1LoK2jN66=SG@5#c89TO(lMp>#BL%N__Tv#R;p%S6YHB}* zdVcsJDvHE7mRVa{qAh(|^CAqb3S`JOJQKGo^32k;V;!ri}KArKbE_{>O zKf#Mwf@R@exJkb$eWxt++2$-YxU?TdMyYRPP&DDYDF05Yvg;FpK*Gb{{s2?_RJ)4^ zz$PoxV!H9=nJmMc(&6U)4M<(Od-%e6I4zu&UNK!{1{Xhi@s)YvSG$`dWKrWp_qYQl zZzO6}3Q|vybdCnM^4Bl4s%_?dz3Yg^cKy(+8sB?NKA~^Eze)!&+viyk0 z2X7(klRx6D=a}JL4V0Snyyi!+Gn9L8+h>VN^Q*?<6MRDmzFAIT9s()^(C^NcaWF8b zYOJ@(=Ql-D*q3$ewYxk+Y`@#}zGh$+UZzIw%!dxGc8b3D*A)I2RLR}?3=`KTHCV03 zvu8%7pw`RbA$)i8^FPc+zFbK9hV$cy$gb*isY(u{RHzwrd7(b6hm?F+83m;@Mpz~w zekAm?HSbr)-fqMp-Sxy>mWpsv)f$+?vFm9n!PwoFyrP26UoU+$l>;UmbpZ#^0IFRd zgh1x^u6x(-&z$ob+w0$k!zo}vn|Ohh+P}r3Q5aG9y@~iSt9TnEWrjXdHRQ3xuN9cw+KFNYVO&{;#@1)vh9{Z-pi}x35y-*{`v* zM@rld?M=c{_2%9}609U%brn~dr@m1|1(HW~dN?=lu3Pt5U$^AxDdsdE=?1cVq&VC9YCokB3^H_BgLi}4R%*Sw5zSL#bC z=pQh$)M?r%-@aUP3F>AI+%V@ao0pS_?X5%Z*6L^&~z2&muUz^?2)1ZIDCI#jh~( z`RE>1DGO*8`JB=8jAEr~;>K5AZ|+dTjL?Ypo2|)KagpBBlYjpcczylzz=tw6xstd3 zAwF#KF$CSGgDMs@84~1jOAbu>p!x=fYQqub`Ia)%^m7q=B(sgiAJTXnP=}y@OZVD#*`-uCh%NbB9f^r=qgp2fMLtU=KbXp?csRFs5_1VDTc$& z5ya!ltZg8{J48?;MY4D1fI#mmM6~oy$y%-&t|cO4aPE(Ah46WY0YRNVp$7kTcu4cErH_`@!gd|cVjUd-z%MXxE;B|ki0&A`}kre1AeP*EzUh->fUv6AP z4sw1igWDi;$gTYcnT0ND(2o-|f5A?#%he1ysf}{f)%_BQw;C0ODKqwABa_J;?O_l= zEF`|W*0Nj6v2wMou*<{CQzV@1DzEfm55b8&b?l7JIdD)R-C;9M!aD10(p~Ly&5S-<`}0D~Yw^Q>?QlR;K#s`MHktt2T+P zPt`xl#7f8KXKXrweJY(37b&cDymH?hyf;oZigE(XH!jdr5Hn#!Ld>h35X#$bnr9H< zP6v#5?~{W=jA8@z;0GIFy^kfMe0i{CP?+1(gwm`SRX~#q?by{e&vd!k&%MzEf;PvD z*D?&2q^k6u?S8fVu|z~5OIpBmb3TEOnnMj2%IIKtlj zbFJN2bY3-+fjsg66tH&>NndjM!JbnP|BZYDj`F@FI2SYkXDQw$hMRumbU4Xt-MaLi zDX1fo!Ph9)Y8&y&I%PD};Ur(87j+HMg{kF6Cu$ryLJzeQ5)c8N zGkYYR>|q|LK9o&pG;!L7%(Y-H^!Z_cs=VWa$}J&b*4)|&lwy2muscu%*v@R@X&om_ zx0gGj1KJcq=p1+i*np50*pIZUth3lr10*t_zG8|1_716kW_v7#(SQ|bNumWq7!?fh zF?My{?p0thRTSF@;C4L2U@{7A!3{9pp+QBGNSy4C7*pBjg#HVCmpTt;WICj?X(_H* z_?SuuU4lMBo4c97=Os6u)`SSij0U5Lv>0u6dI>g2)aTOKU65a+%m*&;G`25yDHg-p zBK+RoZfmm7VTw-jy{_D0KhXA2T_^v#abP`D)N zt)-E7Th{96E#&->WGG&3-s1T}3`gGe5JlD!^bdq!PXb`!L^LN`f9otFtJUrqqWXRW zV-4jPjs0VHIAJK1#tU&gZ{6L_Yio8n{8p*S6ST^vX`}+je`iCZRmPHvXzDLCf9RD0 z>33wdaoMqFyk|2#lo(r7s&uM1cf`BY=z-^WrisL-(`BWN$*j3YpFv=B65kVPvZ|NZ zE14romBU!a;Fomhw#=h6jw5u}1`iLv{oDg#8I{$y@L&)I#aJl`2#fa7I~v+l`i{=~ z*caf*u>V^Mv811PbeVh*6M|gRq-0;Kbi6>6yHCd+&IAwO569;*IlrJ3kJh07EoY=y zXK&6_YY3#T*dlT{mWxcJhUj{Oi(6}IRdw&~!|l;!;=)DJdMC0@+MsjMLN`P+|GB$Z z$FMuBRN@4Q`_lmmuQ=ocT$RMxH&il*|315>zDY2R$fDYLP9Gj;4$@$7Tp6HG{1LO( zsJx_?*nM`nrgTm@YpC&CdHVqc4GIoUC;)5~+Ka{ym#;D40&|yupCv-FKk!`HW)K`6 zcXRj(`{P)^yDKyr56X|%r=X!h_jqZFGvKlZ&0jAP5Q>BUmov8j2(^|tm-P)#V{Aj) z3nZKf-5%Ber$b18`LltI{U_Ml>=gky5v6o+=%8{C|arE&AQ2m41~ID#q;uf+oKKa^bi?osSD|( zIB2p2&W?ZS?2&~Ysky8DmOyTzm}C(n0Y%bkgFEIQI)X@YsnYJXUhoPH2L;-uusA9M zs$=JeGnCQ=%CDDB+E@%$Urrp0fi}GOVC*z(gM-c#+vlr;zN3`}*o_WXimb!o1WX6h zpM!j#bKY@rb+LN#;Dk`QAog6I1sbjYomkFpB=8XkfU8*4;=e~GPmQ@xo)Jhyy5t?c zz!?xX{AFxi?7mJEfmW*Wj@e@SJ=(6Gi?i^3pA`c94OljCxUl$ZJl>KJ(O;6utjI<5 zp#BVMCx*`>cOax#3-DjSmTly=()0quTeatbYdmEJ$_MX!y>EA2h|SO9MEc>az)^EXV+;Z=5&soM>CHn`Ox6X zhjH7RSp3?5V&zfp1P<59BigaQK#7IT?l{63dpij2&qL6wfRlef;QN&tEv<#1pug8z zq|3Lts!i~|Kq)zmvk@U62A9c*NdO2N#pk&R0&e&CQ2q7_V++zl+ZoW&Gn{1PR%tXv ztt9dkjNKRA&k#n>>VVodlg~Nw@G+}zwhxU>hbQn;V1D3JgFb!34hK*f-}Kh&bjj5+ z{j!lErEh->hm7Ie8)0PgAH+3|hP{Fmi<`g3Y1SpJCBI639&FiV5gnou6kAB$TCxMvdT* zj|eC=c2<+B?g)sJ^K0{}3buB&BnxL7JgqKwt=IgaM>Oq@_brdI$+cK$=0i zq){3{QbJ0GZibLXn){&7b6wA$aKCug%em&voU`{nd#|&y73#N`Tr2Inpu?3kRCMQh!pDhKMFaWqI# z_`GflZMp8juqS*QtMyq+V0AzT>my|2$yX0*cv~TKaF9FjSHz|%vteoD7ijml9`7aJ zOHy7FDSUaI0AopScx#VPIA@7)X@sZfWCw3%reTm0GVD$@#ScTukx$iBZ0`MJBx8Rl zo7l-V`qfh(IFeQ!{dMPkG0T6oI6tI!@fs?#@c$5cd#odkiB|Edx z+uJPi1%oawYWR{4N`Np^7mnqTC{ZUY1vO(4lET_+fgWttNzP`;bgx7bkZG-OBpR7m0sSSVv5$ks~z8cSuV=%nI7gi z{jBc{<3;4S*isR2lq|>&F zDiyNw8l0V{LIaj+%bS zxRYAgm*}pl^~W97i~EzL;EulMLL8^9zqnH39i>BpTO^S1Qqf7+2@FHp;)JL!eK*eZ=qTc&F{IPn^a~hi24&H$;+43{H8~T zNW3w*ath}xB7)g?hBlZzxcb&3t*kh4m_3GW;(3OTcsD&84$^3}i-&Bj8lYfsQ@5-R z7>F4f8Wx#en~hh@8O--hjYi$NVsA}4Atfl_3V^Gb$fo+>PPy(dxf2>J+sU}8=8?Dw z{rqUM+<=!0;}QyJKy^YIeJJzS-XuRzdYbgvz`)Ra=WA6p;(-03vsA3>%0>Tnp5trx z#e>YqBCRTk620O`LF>oe4g)-Z16liOih4l*$G08vl`7vKazc(H4??lkmG?~u>w(HJ zuVXltPuGm78qJxuYDsR=N^?asT}3WpUWvuDlu zv1|IAA5tn#3&LMiGuaGXxtikb9~^w|w0`e;+re|^ba7}f0E?3}u&ofsrdrRw`MNVc zb2jpH*Em5yQ&IQMYxKN&9$|VF8vWS6x(phK5%3sICVjw? zWd#db_eC^+!Dse6ZLSuE1A-`P{Je!010p=U2tYE`INuDy@t>>pA_R2Rgb*XE@$FN_ z)AIR3RDGgju0YU@@9Ka)Yemp5unfvJY(Jv}&;@sOHp;$y#r}Bs0!Xt%!j$M_9*Y!# z2W%{fO;&NDj|XN zVf~#I1TMr;Jj)KI1u?gD-k(YIN3X?SUG1p(6u!MI~?B4ok`hvt+L)x_kL=% znyO8XAj>ZEI}N&~K&hku{;0(|iMaZr4ZyWY;USz!b%y-b8G(2{2WP-5^$?vKz9u z#8zY4bBH(5+sv$IR-)>dR+yWm_0}7XxffZePVRi_#|2;vAnQSVQq}_|=URDb`kDX* z;52+6+QtF0lwPdJRKYI+msx@sNZ!D}R)e}%3>q2JkvfqYy~*h(P2)YQ*JMC8Ol7?o zVsiuVonY#-9m7U~mE2n|Uf8qR1Q7#>ijG>-u>|oWmvbrWl5yM7=J!(PhR>(JJJ2nE z3R>!X%Kcmz^U`}4Rv$9G-+Mv=oCt-7Z>+mMmH^$4>TlC|$?<$#R`}LGIuFzIgl*uvv%{Wf~>7cm6CE$5}Mw_ z0{qlA8z3oqzC5t;A`cuwrEhUEJ^?mjmMq&T2Ow!Isc9ekDp>MW;qOfPyWXS(Z2|tQ znD-5qMi%r9OXTU&9IfUT(^yUTS3SF0`Z1cZhi<3B$gt=rTx1)o#@32x-0k7jUCxVO z5Wb;DF~~?4cX^c?JDA(Jh}>;$FkbCrHH*nt0=KlE*?9Q)AJiXoztO5_;9DtA!Krsf z;mR;B@a?${Epg+#-flVO$9chmjHWeE_pI77`=@|$Q)TYNYR?@{zoxZ=QTNe2=jq0ML6 zt==UWnIVXGq5{}z!^KeR^TDYBN}E5~-BDJO{8k;f)Al>tR-;pgA9~}t3VD?-(;6#C z%XMS)c%#*)Yx>(v! zRN(;zNKwR?%F%K_+64Imp#1|1+22{61%T`OXX6o3xc@!`nBI51!M}Fr>Hn|zGQjQt zslbH*bjQCNd&kIQ``Y0Ni`xGIENETlT`Dnk!T@B=Ujv_yhP_PS^~mO;SF%iGB_%