From 83ba0983544f280284f1c156bc5fcaab1dc9efd0 Mon Sep 17 00:00:00 2001 From: shankar-landing-ai Date: Wed, 28 Feb 2024 12:34:21 -0800 Subject: [PATCH] jupyter notebook examples updated --- examples/img/doc3.jpg | Bin 0 -> 236925 bytes examples/lmm_example.ipynb | 252 ++++++++++++++++++++++++++++++++----- vision_agent/data/data.py | 7 +- vision_agent/lmm/lmm.py | 10 +- 4 files changed, 232 insertions(+), 37 deletions(-) create mode 100644 examples/img/doc3.jpg diff --git a/examples/img/doc3.jpg b/examples/img/doc3.jpg new file mode 100644 index 0000000000000000000000000000000000000000..7a9597111211b18876e4298abbb5ff74b4a40702 GIT binary patch literal 236925 zcmeFa1yEc;w=TNL;O-7XfCPdjNN@|mLhuA<2o@~34Q|0LK!5~-1rHY7-9iZN4uks) zI{2IaoLBF?^Pl_bo^z}2x%XCOPxVwy&Fo#hR)4*E$=5yiGxsY1@hf>Hc>oO!0MJk` z;C>#E1+XzOu`n^Pv9PdkaIkUl$qDfB@bGC!$%x1qXu*sOwDj~$tUPQ?%v>z=^z1@U zxSl=}5D);fiAV_ZiSzIa@crWWEv(|%ueKdf$`bcEH5fLC^Sdmto)|VK{&XSRMa%Ij~=tJKj9D%d@dv` zA}ae*PF_J#>6O--x7s?odirMO7Vj;stZiIe-P}E(o?gKpLqfyCBO((LKPM%peEFLC zJtsFWzo4+_M`cxYO>JF$Lt|%GcTaEMum0a-;}erp(=)SktFX28jm@p?on6H7$?4ho z1@iLhA9A4qpnnw$_5QDd{gYfID7hY>ql3_~{vj9I0}oUKk)UHde1=IXqk(1OM8?b) zh)w2`R2=^_lYTd#+fH@BO}`sGLVu^)>ozQ5Bbn?-Oaq4A@DjA;{5+%~tOLdaK64 z&+*8DYs=TxFBa#Q=6@&_dQ}SVDinZY^jeX{E2To}$-R5VAv~s^`k2FW-<1$zvp%5* zd+pCA5jPQ2$SX;Ncxoq=B7=LTJhYH%omUjKQ39153pUXTbFqr=kJlhu5-!WBKnubQ z5-&-yU~@&8$LhUAMlktpLrHUmo-eaA2Qifcdm{M|>eA))xc=&;S2S65Woe_z?}6YC>{J z=MHPWU07QtM>9Edpn|gWG;)Wwm2{Nt=nuA6E8YFBJ&}3B#EaKK!!q5bdg`i!D2Qs7 zgB2c#+dlqkmv56WFNZx2OIydESzm!;icKvR1m7r^Bhy|_HCuY;UwUbMwc`?)^ymGv zM!0{o{*K;d#C1!&;A1nRj}mN|e()Z^!EDO&6rC8TdfjyV_V|x;7uMqdF|7h*ahD_w zf-t)f*{T9jJl)By#q1RJ`AR_(?5OHRNZ^tIu0Y0=AVr6}pJ#|;!eB%qAGXF#XVj#g z_$`XU8abEoGVzgkJ&|sUW^b?M(?o^}+_tFCyYB&y!04^ata71Xb;ME}JWjbWc5_f% zgjJb*OivnexP-~d&(LS@6&?GPK{SByybESHe#4Z~>pWX9w-OV-N;5MShD}s9rYN}( z=T(}Abm;S%in1$FTD!C>w_nv8qyCU%#ey${(dUP~bvdn(jr8sshF{Igk0;rmaz>eE zCHH?dPC)ennxOUp{95M`Z@`VwDjk+THni1~+wN1f*ZUmOUrh>Ppz|BxDiS!Az?9JD zrks+nv3fs|4~!vDvD|BvdxO_Pi!8R4spq{J0o(z>V{ zDzj2$+%AERWZmh*P;CyUj6Rwh+eGAik)pUn0n~ktE-fksvd`J^A#DR{*3~-6pz3~C zjb^;+5Y?>UTdtA^&EFeJy-z}aQ^@c4*2W<~)*p-U4gr89AA=RBtzW$SSqoP$Z4B&o~Z zPEXms6KNSN`FLA@D9~#9s;6O6^UngLmn7wV&%zdUFF*sU@v+U_*;@sZE|;da&CM$| z$bXgxJte6CGLS5BueMIppgQN?*4otFVO`@Eoza;KbzZ>Hftvx{AcLT?cSu4%>?HXe zA+DLo*^b^ga=2@1i7~93-{w<((zAJneu7XD7QjqG=3wsU&BJ?uRle)4{oo$RqFuic zf^ph`R*61liN4sQ4Y?_$2uZU;%R2#Ya%r%!%O96iYj$oV^Q{D+TlO*EQZHwTHkJ+0nE7WMW4D(Ze`t(GdA^3%%I~T(*jI$Ec^nNda3ZT-Ttp7 zcC!&&rkYCPiGjwFFDv`5MWAI%Ce%-DdY{HynwmnLsU#{@Ik%O;mstAuz%=XKivVFK z7=g}fWZ!Lwzx$ZAS7}(f360zX5v`*_Ci8VpMx|X2hlshmyqs-H?Nrt!?TVtM9&4*r zSqj#TG<1?^eE;?zVZC^IC8u_rJ?@eEdtDc!3-oSQUqak&R2Qz_7xy?3Mc?tysey1@ zmx-(gM1O9)z5pohfj(@hw^@WK`iP5A@kavgw43$u5H1^C>h#61i*PyNAr1$mQuQz~ zR9SOEfZ>(cm$kYS(#~!Hd*b-`4y}=s$SsFvwIUlyz6pUi9He{a=2edd?-}RT@hA?> zn@jo4qf184G)ft}HQb1fIyaSD_-WmOiCGfCkm83-XDiSTI90^EYNW~P z-aSBUWBVUDJIMQowq`HQ$Ztg5Lol$*U&|#;!$Z7>^LdeQE?mC4JJQ2T@&LVsENvNljrCW;S; z9+Hxfn^R(yDPjglu)RPAuNspsx5UPmbh)?&BvSUhXm{hRCs+=(Eh^_iY~*1!r$`Rx@dl5F8%^iQA0Q!Y{dX-oiP!0m0FMi5C^~ zd0va2aoxk0jD8G+_rP4tJy5BRB1Pg_6~V0L)Dt&ib3NY5MY z>^Yg5mqZjhw;h_;?9ZLX!7psbt7{sgl&X|B3EV$154CUcklTwK4OxM{AgID_bV~Qo zXOKmwzU(ivP3!7(lGe9aD|)e1KTZh+)uek3^fqpNtSMD-v--e2w#j)O%~JTmCoUHG z;R@~xJrulsa+Xf(D)NXD*hJOUFsWhxe5Q_kKt!W z)U8#1^|fX%C2k~|jpgP%i%6}6h)mbEF*co{HtGX2r^uO$MGNWBO(3 zRjHc?ModYakQVE6#6wTk_@6&=iXI1umuqD97!&!(u3qvqD?M+>+x3XB5T|;|(a7&= z&XTDW_rWDYuvx9x)@wMf)Q2wH#`5*cYN5J|ie5(PwAvp$P%KuLqkWm|+zuB6XD_86 zTYadaxL{6$=o@Dq+QSd`Kp9JA5T<1CQo-2gzU!B^ovQea0&0xjg;pJXF!l!ygf??a zfe1`v%)Qhco1Y7Mx3!(eik(UUidOUVj32k=mmieJHXFfOc)LXzKGSN9pEjI9xregP z!`Fpg^?k;fM59?h>9aq!{hD|l0>frc4p*-_KRV+SBwgx?aM&2P$HxuSPJBx~0h5 zf^WcXMIEI5?ytH X|NcEmXcu`wVb*WCt;8KC?!l5GCut;K?6{k*4_rK2WpteDse zoY7}%fthA=$gR#%%t(eNX;)Z$X2TSuvXB@_KnXBn^?T*V4Z40L)hViQ`w$CZ zPQlhpbWPA~vLL#jTZ1$PxyJtyjnNw+WIR=3I$EuUZ|JE%RqU$GHdk89YBc01!!TX< zda9tSjYKL^oFIQ!tHQQDlQ%g6RAkL2exd&myPIb-P!?Eiiq(Ui+PTm2*wcqO z0>upq`OgdcY5=e9WwILzhr;}Hw(wGnt`&THcAR}ff?{NR|F9Nu8 zDrzSzYDfGgFvMXv*iqO8Xc>;I~V{*-H~-DJCONQfdI+2S# zLvbDFZ9iIM1!dZGAjS!Hf+V`BY)xd~c%14Nip8C)$0-(YR|5n6`7demd=<}vH$}pn zTy~X21_3jx)TFcFE-<#y0gl`CI0<2v_(S2HJ;*buoA{$p|8s_atZ#XxM^Vl~A#O38J&oi8;Bc^Su>m^o z`7iebW%j))U~6Za9W++zw)p%+w|T6zoYY|cX+De<{ZelyG1~mfQec_Pwzic9es*33 z#fhAfxR&W~AEHobU?uAPDM`K4=$jdI!26-BbzU;>F2&Q!?{r*fX?SGAX&$T9R%*?M zbQoTx^>jUaiH4r&FoH_z54bbniPe=(?2VBLWlbTnQibf`)uY<+{R54Uik?Or4Xn}h z;JcrD%}?xL-ki3@#-vLfg-Y~U21Y&9(fy2AOB(I(T<#v%oTe3fA29YFjwY3E2C{~u zfGXh>>R z%WO5hFF3T;NpO13Z)U22Ws@MN>2haUaLlHaR5UYIfS1g-Uf#8EQ?1HV@5HB@Gkw0* z&{BfH?TtDb1d>V6tYlKUM;jWpmNK3*am0A2sPkIMQ8xi|)6eOfd%61e0O2$>9Ar#& zx~1AwGi2_&4W)w}ji{IGI;Cdbo%Utp=~|vG(xofj3PMsf^7s>^#{n&Hac%CA*0&93 zsK`#DzQ^=bqg!=~N1gh-fjpXLfn#{{TCzByV&U@JaaetIkn+5FDxA!g?sawnV7^at z`4d~*vJ`MUm%=wt8$Gilo$jV`+@VV3I(O_&v-lZrC_Kxv7N4{ecs8UIX^aj%+#Ic* zFAtBs@-9-Mah=dxB+_UT!D2W`J)L6*amtK-XcqgfZ%ym!&0VTx`oLLDgf&xBiEUx( zZQsY3>25rK@?jryWwGbAwN=M(miKI~X&26ltY)A(ah>#&Vh6WIEDY(25=UOwW zDm~B@Ovw4{D32eo6`grk<3&M^wxMl|?;~rSFBLZ3d+}s-Lr3udRxOui-9KYKx)MaU};RWaZv2K}Ubjwe79lNMzZ%RD9$?*?| zMf$SJzGstl4%S#i*JYWc0$cXY9QKk-v(Un&gKNP=z1z=n>GNOG=TG_|Uv6x_jNj2g zgI}g@sgC%V@MNxD=2^>C&gKka+y6*l%;>8#v`pOAxj1jMNLw;ql(GHrWm&L0NWkzL zeuXd%%F2`!a~4`K715wGVrLNv$E_+wtqv8hl9W;{2h5Cu+EI|+-)DR!Q`Y@d}XL*+$rWyjD&e7N4|t=atbPj5*Q5*uu>CPIa9&w`W7jS%mYBL%CP*iyTx@HbHV?IIF#RdV^`rC&!;2v2 zZgbb-Q?#vAp+LcMf<4W9zzq4VD|^_>;n8?*rGmX8SJXohV2$SBY<;lcMzE?54k=wN zzRqu{o#4rB;Nya5$?FC^8*t8(8TNm5gi`p^%+;+(HzNrFBir6`x9lextQvY;E<=$} z?L@W_mm%+Ixgsc^*f1&5OslrRKvw`GiKRx@1BYUS39XKx9&g*W^v5(+@>HP8V7Gdx zFs1@t=1{;>ak*7vq@v(3(XO%GwbZ%9X#Md`>7Bdunh2ejTL%iq{GC592RX1S(lur$WZPzbp zWv!SN*MiAU*$b>Jn?`U`E(y%Gp>F zWlU=2F?~=lXDjO4bG+qNt;0Ts?{+COOpYeoen*9hu!TBn8`z+9@ zB}Q8^*n(A&7A9DMM>o%kjB56&bodM}`@x?_tBB>73_dA9?vfU(IG((J2ka{K2tJOK zJywkNpM7Tq8rJE6h#5GU+yi)&8m5>dYierMcBd!&-%tVlRMWMt{ly!B0@y29A_$J?#9g83s$cbtsQxMhEc16d1E&Q8q%tAb`UG7lQ-#^ z6>1l%n;;#{;87^1>&hZQ)B;#QmF0awosE7eTu0*Y7wBV6$-ECYV%3EEh0lB5L$5o= zk@K=)Dq-59P^Bqrx?d;B>RGFL9_%cvjLyP4Mj_;AThE}JeV=+OWDuMKG2|TIx7C3x zSHONnJ0((_%B^_!T>m_(_<2g1UUrDRPd0}V$$C!FE}s(PSILESsG_?dUDE;n!C_dvHK+vLOaX7iu=`irF-NpDpNU{spEF7Sr!9>9)`lgL@}t=-++Rc?yPp-MLQ zkXr2T13U`PGO-zydsEpWN{{aPo$^cKe`Tm5#8qz459yqew=!CU%W5M5cxISBRiq#T zNImTZ!g{Q9UaMY-JGE1!T?EWmu};sJF`vPEk|R`h?0u{&2aQUm&4tWB>Sb5N>c{;xI&1N5TO<-Hov3&H^(m!~pW9vDEt` zDnFyq`7Fg0R8bBMgM?}%a54^`X!|HGgsN#CypyWn{oZ_XH+a`%;!h6FcEa$-yN*GPTDYt+5?B|1vN8>iIV?=pkG*9+ zc93Kc?~1EzxSlum;P8EZ&Um@wz;$qj_hkPNrdL`ZOJ7m{%Yp@+wnh%{3@Ps#Cbz;p z&!9w9*Xrw;n$5!YDH zz-OELU&JoE+|y0ilSj6}{Hf-to^98;zc_w$CuaS9_FmY} zABaoo7j^rPf~xnLU__CBKMN9-4>pP7-FO6e%=N{VWg%FX!0?N(L%|mLDZ%6e?N#oz zfTzEM4timPPN-T+S6Ez51-#|F2FA^Nq3~SuQgdD<%$hntXMiOPOL!O*yrb9H7tG7+ zV^jzY?u2mCYM1=}wA8Utf@pY4=TUTBU@scHD>{t>BO=?q8VUvwO}M!(|oexS=^@suy^OmdVde(!LT#K#E=|v1+hitot!36| zvohP>R@!Z^^i$Evj}RVIHsRXnm5G}Lz7tu3!ja@VrQz4t>X_v*;yQM)@?glLc)R?n zmMZhQ=Bmu2E~X@5$()gi#^swhFizWEOy6C2Y?Zjts;w~*6su2*z}-kkv&BHC`NSPF zy5x)Ii_>3h<$2b7{>S1zsA5W)5crB&6xeo)qd=yP>o!)7`4D*)$$XH$)`C20R7%2H z$CvzIN$)|fck{BU1#Vwn7DX3cCJ@YQH1k?IL4?@3;jT@8tGcMBJY0V{9O6I**`Bli z>UXX&XWe6#f=W1YGyGz;JYKod;m%P&hhQU%8ES6o;JHJjyLvCnpU(N2u7$Eq1&Cg@ za@t@i#u?PWRf~Bdnf2^>8Q;deW1?jLXffe(;z%gLnLl~smT#TP__feLR^q0yc6fhJ zk?NujBY-7%1dvzS(OUt*(I4;;h1>(@Q_bVQzW8^R)ca~1aZK)81oE!o`h3-cf}b+k z|AP45vV+FCn!O8U%XD}A*x`S!SZuh=s?rXuUFhR(dpR(tB*Fx2{G^&CnHooK_*ZAo z<_Cx+XZoF!5iiu_mS!n6YxxR6?o|-{4uRV~np+#X_nSKbbId8Tv$;>BH*c*iLTl!|A~SqXe`xd= z|IQe+5RmJK*(im#>;Cixx2hrakUT^nKO)xyz``A00s^bQ_3rgED$5nP33fm zG4rrmM6eQTTI8ApuvT7Q>;;Z=+Z#0HmePm&ZYHqdn>85ZHbgO5;tyOXfg)kzf~zf3 z-OD)Q53PBA%t7+-`ke|EG>6QKjb)N zT8BkdO9dAi^o_7GVBjO%Th0wS=l3N#<`cXHXkHh%Rud7&pi5|GM|JphhOl>3Q z6~sHxQX3U#DYWrubX%_-!$>lV!gi|vC6C5R&w~T|$vnn9+A4~)AN7$f+`RysH(0kW zyFP*{#ry;SJFGI!ETqys0A>_IrE+c_$ak@2ZAESIjL*E1gx+bN$xx=yd1G3C# zG=~y!QShtTNjGH`I+cbAhddJf`Cjw*Tj0)euHHB_hmj8%gr#=i=r3PvOv_!+fYd4B zt~aat9Y5*){a0Qa6F*WNg9Rb09i?XE?ho31hI9+?uf5IZXOBL0AyR)fmsH;Uet|xA=jWBx z<`|4yOlH%OCwOAsQK%XVQ|vm)!!{nYy_z)VdtfbB9jgQ>KSzD)!sSOB)-|U5kWa6- zB6=;L?_I~QG9uXXrs5eNC3v*9m)ruPhxLH8$FY!CN$z)mm)*q~ti`W+xNpDW<`vR| zWD9=>9Ro!5dFtM_K4yqyU9k*x@}@xgyU0bg#bp*p>R9Q%S5>RVG%wz(N5QQO)~&3gObFhn$unQ$x6y`__3^c`bk2p5*ucBE0-4BzX760J zG9;P)IQN_ClexOj!NtOt0XK>uM9Ff<-NVXhAA)=Z^Z+A00|i?*G-2o>IWJ2g77bV* z=$vkTxZ3srDb%ecn7*+Y?D$DMRinYNaDeU2hYe>v6mUJtZTbTvMgpSU5Im&+IsMRz@+7>Hj36bR3KeJDA5ABmZ&Jdk4 zj-W9^7QV+#19ekZ;6lf zo+=1$)?y6%vF)X=FEP1P>}(P%;MhbW50Tx^3f8>`D5|Y%)X)b#Esl3ZUlte6Rh|)m zQC>d7Fk_ZBDs_Q@xQKNSx7bLk_*oU%*-!17G$G!%i)T0NXa$-q9=7*;xJ#8G2+%K$-%-FVc7AN8g zXwD@+1Ir{n(sstHkeVW^S}I#l;)J1dEED=#g6h!s!-h`d8Q#RwY9W-*_i}g2QNhO> zFS9-qy1pNEpNC!bGA)$7_VE^O}`s>~jgW zJY~W#Dh8Ya#1N5(|K^TCw>UHvla)bGcdhgCp8NSvSvUXO<%Q~aB^qhfo`bp!k+q#5 zv`ORL5hEXr+R0{vf`KCWsS%0p2U=t*Unw-|@JYTEdrvErLx%=Br>=}b@-toh3zyjq zxJ73+W~J$qCCCZ4uIOF-N!?n+y8Y447?fYdLx$eg%>W%Q*rF*|Dj1%<_WVA6C%T=u zi_R*P3e;7_*Bc9nJd!!<^*_qqlcuG*dom@+ON5M4p7P=J&QZCIbK`q8&I+%`2@)zt zYklW*R_4+Pk(xMd3rp1-Zw43HP*PF`7(tGR3+EGhpUUu|EkwHtZZGjS)iIJy+tEUM z26l8bxgLccf9JzPn+D>CTg;(MAh?z)x;ev>s(Zkv22d*XQ5+YD!`$&>i=8tlMvXH} z&NyitYU(V~Pp8P_QBu^(sgk!#xjer_HYt$Kvt2p2sMxVMgCAn`*+TcqJaei(3`K3h zT2Z?uK;?~d-j|)g;J3@casEgpZmDw{AYlNevVvd;O({j9C`9sgldMlH+?+US&-cp$ zd_KaTB{=)jHkBa{y^V?cv#e;zuQrR(O%1}=(%;2mNPrX<9w-Qx3`e#d)4_3$P+UcP z@Sit+fLjeRX>A@aAIFz_-GjZv&+=pFoI)X5*f?{5C>Rg9#O=3xq1rrNCeZS}9pqvr zhWSuUUYnlp`Z`V{!?X)FlvlpJ=Z}iK&~3be%8n$W2WTJTtm+20R15)Y%(;<@M{QPg z4P1)mRU2#G_Nk z;%B@Q^Z6r%>B|GsqiHL^Yt421@liP zPOL6&%3V}UK)Pp4?U^DOMa`CYFySY-BSm*)m$LfyO7PFaLkRexa`Zq1MeH&JP24?; zNC8y_i?i}yFy7F5^L!a`Ky)2-^TP&U{~r0b{U>z5`FP;Pxa+O4`lMZHbJKzB!1bF} zGcf(F@mtZ@HI0*4W( zN0cp+n|4cX!n8R?75rZIp@h&AAg)_`18|y~?sC9`2ER?zYN_~S{0c~h^00>g0zjy& zPCG?`$*KyG3jBIoyV0o8Iu_g8-Kg{R8JDUuBNkf*R-S{ldr`^G9QO~yT_LCW7sp($ zj=oXZ2P3iwAziBq!PPA<@aB!4G|zjY|Kv*HYkb+hPN6xox2Gd`6y`^b;6}7gxUQZr z*a zMzH7ijy#ST$bpdJ<3!gyRe59g!`8DLsZiInv;&S~1Jh|*&B~d!FKfT?v(;$29I=)L zjV1-@>{wnmPLvzw)s(1km5?V;$g6=$g%l^b1zR3ZYgIU(*FB41ey^EZbS}XTN}X(_ zLaG@|xT>njd8?AZ@@zD)~J; ziKOVUOD_h05`HoDcp%}Dx`e74`tq;p1fQ0^z}vHXHV2#SY9BZ3X9^Gg^oF0L19V)x z^bqO0I!wCs=serB6QN@{$MhBE-1@Ny#r?I^o^rj#?OxjTaGIOP#5PYv0a z!j}?POZl&*lq!|IO_lkgE1bQO*&fABHOxqoK$-C_d8S{=TR!@z!ujQMMxK^1<5GHs z5l>sW^%Bk4<4HHAIXdB2VU8ic7CICFvWduzQom6w*0P^7g|xtWv8z4csoLbRq|lbS4C;{2o34cMWqR`PUhlSbQkO%Yp%3A z#fWIX(viVOEWAjRW$vddGpK~6X8LB**Q;f^0&b;7V>&9wmOpYg`a=u7ur zRo%oHr?G;DDS>MV&4JhTO|fDFi}%3$kg7(N9PYTRQd(eO>QqIl+w0|(cCo{G)RXhe z3M})*nqa~=K_b9e$ucpLP8#vHrCPKm?28>V=uLe58e?GKkT5;%PGJ_IvI5d`)eiS+ z>_TNMfv!m%CemG|dqizI>+t21*SED=PGjW}fklEN1J&ANm4kuB1wTZZPw7S4CL7Hu zHASf$V7`-z`85}^yf|Y(Z8`D&IzO; zs2nQu4KrLH!reZGBj^9jF4Yqst;MHu=0?<8N2w6%{d%&jdM|DM8EfN*R<~@zfeooL z@&GSFLOI(}X$(_T_GV5YvP64WuiD_t+neso$V#Cfm7nD7P|wW^3lQgjC$MT)@YC+O zWqs}Y4EZN40W`4&n?s}1ERj)gXiEJ0s4gDHn~@jv2}iPi(7jq6i_I2((pj5IuoU5t z)58$5qTw8Q$Y@l+*>F<7a(#6*IcVES3l6WgaxK+T(>q|AUoSh?jxKEHXkT|a8ur>o zW%v2j#}97sQ2Bd};4Uwt!R{!!FLpUZj>oU=0d`jU1U?ywp9H$78MBO(^C8K%e%)kG z$;-DjJ?Q_njoIn+L1QC3P$p)Gv|Ekw*YbUFp=Qze*)G|@bBTrh^j$9KY|ki$94(A0 zL_kqo;Eo|oEtZ=@@sEQ89p9nWG#BB1rs397`OcK~m3z9ag)KP6&W^MT*PhLW9Zg=1 zEkJY$e5?N2kaGS&}11W`}1kFy@U zr3SGjwjXJu62MA+j8KRKr^Z;~t67txS5-y^+}+tUU6|;=G8>ccf-5Mil)$BPjyFPJ z{paK<@-RCN^J#Zz^csyeIth|?5oJdXz^iQ`u5Vi?Q(aP8>bz|u9@WRs!t81I3<6I( zO7|G3)W%&EPra4>c{+vvJfS=nmYrwaYAdxyfoAxIX^DZBAvDx=?Ka&^xV|=QIPt>y z!5_kd`8cixQU$^6Vk=trmUEe+c~98T2G0tk8Bf2Cn85}MYT;Set|3QDEZU}ZuM>=( zi>XV06wiiKNP<>H}G^=lpOtKy2P z-C>0_bACrcI!Xni$m?RY8nqYn)+I~26Z|DPrb4oITIt42$4=AytMp##=0eOQ@krIU zly=p;Ccg)W%!t!v8EgyDGFunA&Zk&Eu8W`T;wM%bAeH%r72GS_^G+7--Tu>HnCKk* zE%6<{vJ)p?fb)a&S%`wYnrx330XZ0FRy>MK6gM8K~B@5J$;U*M|#hn$h(71qGn; zc74S+#t6#NRWOq-Ptv-QYgCk{eLsd8gO{^H_SuHutxm5W`FOzuPb<^5hmL#krexxy z5{=6Mx3^4TY$Na9HyKmU8t$|ax_LX`>z9^x8VJQx+9e=z@zmsVyTG~$-LGzg;1Q^rC}V?1U~de zXEj`B*^97@HDpG(X9yYN>J60dUg<6VkgLUGC!939kbK|K`Dv+PxW+K?=mxc;pbT^m zyp%Iy>y5IF@WHJkesLTnw#{SlhK5;?jg4_O3)hc#qS<1l4b3JsZ>h=F-@UTE_OOtdP}>{f!him?=j4&v{Q4|+goED5@K$0qRdl*c85L96{ z_!xRVg{MI^o75ITcl4BTYdqFj)PZsynOB1*5f z;5B1PYh%)VJMl-WdU+FUEe$bc?-dzH=O{$po3?xVU%?5C?6H2 zCl|VYhbpV(5Fp6IE4JZ0i!iFAm2Z;gjELAOH960u*w8u|1|xX&ho}E@nPUeOo!<4L zB#vO&=QX1IBX>=)iihfWpq_XZH>EsUP!miz{Sqk~SSh$k;KtjLx{FH)5I^Z{JTF?~4f4{iw+x;2K~S7E z_GI#DFuk!5xs>h@z6Wd>il=WxOkiSU&Th9h^IFSw{l|9bj1c}NVK$Mq<8q3ciu&f; zRP*N*H2Oh@#`&tog@tLsY^2X{xTof^s%<7dqL@G1zq zQO@(>LrAuWDib!98RiY{KLuyty<2u9*{0r_SveJqTO&|dt@06Su7oG2&|fSWvM!V+ z(r~Bzd0n0G^Vjg=%D3dcSHP~gi$mGcjV}CSqhE!C!}*so+V*}M@cuo}h;e~`bKT^n zW9(mmoE1>E%0XzS+quvwPN#lMmL|w-ry%m-7|*9let#hq9Q@Am=EU5P07 zX#L|*(E*{2mb?PQ ziofC&c|wG=TE;?=h=mOAfi~iM05J!g;|4N?vU$X^%Dbd+WKl}q)vPbWM_W-j$SnJY zd%*7@YP_rcyX28lcY%#tw@6gVD|Q6yrv^mo9w4AY&CDyzz03<3_)bjWM!+HX9@wTU z^Is14M;-uP>rM)!2Qd^>W#p!x1Ae~^V1mmWLFE4X_boUn;CnO2Xehu7+so8?{is?I z1ouGbW>xYcnewD*%a_;Plyc%B?IKc!zP6uG-^9TEZ$WOu*9cU%8FKDug*s3vDuQV# z)TW6W_W%hevzJ^N6w34on0(d=9r)Ki+X*TKoGmgPXEf!H|NFNGMI!Ejf2TRA)f^x2 zJs`d4a(5$(+NEa&n&A+J#WKCLD#Yo>eKzO`{wIBa|D9UV_Q`ePP>j=mqukMd){it} zhq@g4(+A8EEcnhZ*l8r2brSz+K>i!|)c-2WGm?F>i~UQWH;5{%-zxrl?{f+aRDs*! zKOo99#anU?_O~DaEdWF5KQPqZ7!+&wz`qmlpSt-U#LeG_{paV}U!DEc+5e9j{tJ!2 z(D)0DzpK-K&UyQ5HU3(S|J|*I(QvT1MFDb4F-2?qT|*>x8SP^728Hg=w;y6kx~QF& zQ6xpL|AI50o}kDGSF!0XW^Pnp9bCw|IP6)RpFRv#U}4Hg>h&`6q)|bKrazJYw(&jC zKOc7|qHyy>Dy;34_a0b3=tG?cRW6O%{e^lid1lx06>7uCu{+8KkJY#baMf0iZc#+e zOED)@V8S`Vo<$^uqTR8>@UXt&dR^$;;(^4ZEO6yB>i10 z|9TgH{jtA};(wKE?b=EY?~PlPkW^+M9o|nKd-dM@#OQb(P&G^(RoF0aRY#K}|J(lR z;4cRLV&E?Z{%2yqP-UwdyQI9#j_}*zyQCbhM<6jJnw;r=KOrIAj9naTLn}ylNQo2%c z5E%Qlo$E3ieVg`An#2QRbEX2sIElbL{{9YD0vECZQPgJa!u`EoI<|&9nef{ZK|JrO zBCMysEA5V-eWPC!D>l7;QB^~!^b5rM(Ci){;Byh zE;;#grUz<utd#(>B-kJs=Rji-F7m z0kk=dH~WHkcB-R1rRJnBZ;2dzvG;9at6(Zpa-D|1drkS6qb(}-wxwu+x$pJC21l!KrpD0TF@xf;S@KtUaW#(9U{ZxIa;>R8 zKcRfeLH>a7&8|QF-uZx~)A#VrYuOK`Gjz{BExKfm)k{bmm`*SyoC_t)8q$!6{yg1f z2Th<3Q+7w-84^`^J^&gV_#H)tf1V1CPEmz!j2)IR?!BsdJ}P!#!9kuN`SEH}MY;D% zN}55AqDKw^R<-P|^-yfhvGv#Asb16^ep`F8pRcEtz5nKl zWG;Yr)bOwhw#Pt<)HjrMJ|-vnlBC!%Tuk(;?7umTZWfid{!dGe7&cND!M-%uZ*!|8+|Q;zxF<>2xZ+=J?%rBoi^ zE}%m})$J=1PCC1gb!Jq0E9ZLUUSM6UkC&$OF+PLHv|uE*H-J~e@UQ}QO+b0EpF+IQ zoCewy)O_k!@}y`@;z@N^p_nqMXQ*Jzgo87{29Wi!qyjtaWjws$jb?u+l?^^eXSM}6 zozavvF2Oj9p<997@rq4JDcR&`f^S+IDYdDDEIh)Qt#N~+S1iGKrhAOf#;c=3YaRGJ zr;k{rO?)E+(}ZFK2DOwXxPK)t>C}E=`h@>%4vOw^H3Fi7z2R#2f3MWvceQ#)v8WTM za91Juz2!UrcjHC|wtY&seE=EF=Os>bOtj}y>{GMZ<@}5Qe>8whuryJ9Cy2*B|59g( z{%wn8Du5pqz*}^o_$d8SM<~`guGGKz)QKSaXdpel)+F@Z_c;7KympQ0+ZNl{PuFX; zy4~kff#;rMT;3Jm%-4jo2#@~1<5%{3?4L%e-XE#$a1Y2>+ym|YcfXr#6}1P{g0MbO z1U-7O6?hzNIiCj@d~e`f23tQ*_yQwcB`bFZ22R74^V>8t~LY2 zUU8JBZ`5XgsH3dnst}SlKIteyoygK?pHiq|DL|#d^%9dkQsFfsnXwveLc=g`IMx+) z^pnM7nEe=~6&q0Lg(Fa)4pn^ZW1f;@Q1+-#ypv zUVHst%nP`PbMEu4``n+%1hr-m9a4IwgXYnP5%Y)#9z!k@zIRnd4#vDtD2vl!tdc8( z=^>;BRdq+-=*MxK*F4k4)r=QTd8%?NiLtRwi1iaM_d3`5)eOPBf#vL9P)uFB5|dd> z(ukllS0rdDFHGaWLvDt}KCW)@s<1Ih)-`L4zOdUcKwM5AY^F{>yvrdsRq@8bPJF2) z^Y%?vuT#F9o*=oe0ueTm46+v$!k|;~;>LIGw2qf^n+=H}!{U=#qFsKMfYzf_Ims2` z@^#jR@khAaA8iK3M6bH!I6W2I9;DwK$G~9ZSdo04k7O&zW!03~*iwvlI<|O_x`1Ey zA+C5^o*=hM?Lf4Azv2lMq9Oh2sSr<=LPAm7ERpQE?(H3o8l;u9#)a@bAu(p^erYL4 z0?vWREehGW_R16xhKXm*>S(san^m@RBGTQyKeo_))b*;58|4D$!RnLD(zA;9hyMQf zH74mPh<<1praXn(66Cw+aRUrt(|zM9*j-I$+ds)w`gPUFT&6249P`VEpj}~vcUilvSE6M4cjptl5>!gKj$O6i+)t=;AF?s+9uMQY^YFS5dZ2&U{DQSBS?|7cK~CvvbaE@ zI5EoI&ooRa?wOskFdqr^$7?7`<2&qtQ>IXV9r66sm-Na*ysHGtv<8+bhw*h8+Pa>% z+#*)%Y;WL({^T}dBa7v4q%Z&Bf=3esU3&pBPj5VSw5Z=;5p9-gno%Hfu{uXtwC*ac zGjp#lovb09n}|-Grx-dyWe(cCU-c5s>L}{?&06g9m+l8Q4LU)I$z!0w)2|J1>blnG z&?pD{Mq?RTDbn~VASmtBz0wC_B!06agvS-ILs}m1uk{`WKgNt@lv&-aEo_*Q?O_&u zmZKYYLQq-dG*aMbXkDkFAF9#ybL^?y97)Fd&wBR9%cBzK8ee+c#Dn9fsDyi5M$Hz=3NHNUC3g_A)K@-ER^7^f3qF zbkhiO1G=~`>w=1oX-cwFsD0OiM_#Q@$plRaK9LBdZV@Fo5S8bDlQ^U|bz-qx2tI81 z$gqGCT~`Wbcjkvjv^dF{y1Kn4!p6~Y0;A+(f%rOXc#$4=A$rLo80SKC|8f<$hALTF z(>bl5a-!rFC0xNv`owhx>L9xR4?ezdg!=_k?q5(f04beV&Oxu>)zWNE_u(gZi(wi- zqDE0&o&b#b9RN@X9GS{`0~t5~#Dh8LWZ`H$0)8Z3eeGXz>~t#kpT7bXti@C2P+L8Y zf2dB(&-_c{sh%=~=fcF3G2~_AM3qFTJ39p;V zKj0TS8W#2O*TO@ER_2-2&~6#sjm3-bO(aR-TN!O!w$oVPvx&Ah@9TX9P zuw6|Oh4XJKvHS%Ms$SunMUG1YdEtX^7xC@k_>dWb0`%M)XIBl{z(?;q6bHEg{4aO2 z4L$D;65w9e5j7VH7M|OzU5i;kdWF+VuD=74&AV3a2y4d9H(~hUKfc^|-`1dB^OTOM zj{E?z8-MBNj^`SAR zYuXN79e%2)VEuE~-KCulBKojkDN+r~pG>5*nBKda8sIi9kREku$+9~y zv;p*g?&TsNnGSK~{gukjP0vom?_WC*O-NLO)Na+bv^2j@AsynC*H}7TG|g6+*=(85 zp7uNvQhsjT7cm5>f{>n?ABnL3YOjtgNhmuy03}jYGeJrv2<&>!I@qPA^eUD#UJKQ8 zzvm*@8>l|1=%lgONxjTt(M4LAD0dM)?Hx1W+sWy#gFP&EV9BbBgnLX_@pzEu5s5Tt zTGu=MneH}j6e6;+)^03Ebf+B?rGtKrsg%L*J43Y@c557@fZ>ceKAXbH1so~SGT zeOX-V?nxSa^=a^BKu?mVIVW{JYX($EaP58EgJ6l!r_y#zoKN8?Z}E&%72a0r$j;^? zyGKi3nI3p$e~|!n@Mfr_nubM^C!z)u<5U}q#l7}+05J+mKJVEoRQL5_cU!zi7uEI6 zSqPJQzB#M2;vMegjC6aA-#bATIf48Gy*U?5!jQe$&J&5;n}J;L!BOD$ZePyA$*|5> zu(7En2~jm*=uaA$J}T#=hHSj~3u?G^?d-GGhzqWU?|uCX;s>prW{K6sS|j@kj}`Jo zvHdEb_${l>P)TqDn*Fp(*4a31WZbS!^!kZcARw2N*l@hVi4UspToW*EM+=v^1dH${ z@y8q0cwSC`iSu}S=W7`eeRd}tEmZbyJ7=Ky&bD|4>+w$*4p>>=XZI8SaWn&<2M|LKA}+!X`W?U z##t}x)qj7~TJ|T8A4iwt@7JR*yU8yVFc%qTL$qRCF#!jGIhFQUzm>4t}_<~SC zzMu0*a^)|mqx14+RY`BE5_6hyoU5>ZNlOSL8J7$Z)7Ity+0e|F-a z`ZYKyz>ZU)o4>uJps%sW=rHtV*YAv(GwWS8*Hr#w+l{-KPuh4M*z??od@*W{4FsXb zG<}zH2A|>Ofv0J>ehmNbC?%EL&!P> zy|u|)ON$DxFZo&8hP{Bz5}+Jy1O+NzDSR&j2)>`#FXt!Yg`HPIAQkk&8_%ul=g=VW%R!@C$N)t3Tg~|G_U30bqkfRe%~-4uG`UL5?^HfXH12 zZ|6L6T04bYkXgg$eSo`)_2Hy|%sAN`YU0wH0`%~z^Es!$-#Fn>W|xXzO`U!Bx+7_O zKrr`nvYQ5&h;M~{AVH;jSKwEh01!eQSwI^Og)aUDRk)YsQrU;TnpF@ZWL}UJcD?;B z=vC~nINTgr1-t#?g*a=w-_7+UGM-XRU|TJ=g|56-J#&>`JFPq0H+KKt^I-tJasOW1 zau3sCy%u*%(@{aHGVhmo-BVc!f(hsE*eCDKgLOj}_U&GkwGw4}H68c+8|#JH`@?B> z#+kbvXQ?LRrY~7`U@FB}FOA8&af>6VXUYsxj?$e5$=fpHPMhyIFPQ4aFE6A2wO?7m zE~-SGjaeBKdnYZh@qd)Jx@4MsgBJNf?F@+U(Bun~gr7ee zE<@|avl54^ex4AsfKE^ljo==+_eH+sM^9mu8!|*G#Btfp)xznH?!wuQ8$yDWsqYm> z{g&p>lvp$hq)x~QY9VLG3LhUN5`%Qf)8y2gre^kG=%Hi@uSRi@(VzxKW195Eh|Uzahk8i;*2 z$r(~J!J^2(djDwwnCK2g@xX-*B+*`(%oSdM+FQVGT7%R=;Q zPKI6O??eQHaKZH-@Fmg3yn+hxM^SY@l2H3IK!iDF>(FvQVCyGE!3F17kSr$^d~l!` zNSGh+OX{jcBtwZ%duV%z?lVi;DVpCJGC1vPfk^Z@F2>LO8V1bWd8GS+yuajoU;BN1 ztYI##^rf3~a02{bZP8VD-Ds>*uFomDl{m2tC@eW^CO8AAg=YouAL%Kd;&OUnC%CB4@g zIsqQP7?hq5=cIjm%?v&wHg*Rhc*A)Hvcd_J!1DiX353}IkHkNu}#gRIdjAta3@ zBR-NNs(Dcw^j=9|Bh;vukEmq*%-n&BLuMY&44X+Q4g!?B*YLgCzo5s*t~PizlfR%- z3?DwkfhcbZMz@e1dUn<#Hp=xTQfk99ap=77Emy)@%A3`%0L|SfW5_A6qkm{Et;|t? z97=~13XZ*<5)=$9A!%FapFBKVt&0gdmQmJINuFzGMXVg@-2rIa`tZlcqvGdR5X1Vm z#U?fGW`iZ7!CcB5gf(ff)@1By{f{JxN4{TIZ9jS@#$_h%nQ_pxCygNHUNeP$K?p0V zdE(G;(j5f@dhKGH36G0f`qS3<^*3~fT11MIyDuM z%HcQtXg~QW8^R4SA4QMGMV3C1U@1fqXEJ5{xLLU?u4(-V1T9`v5BtOX&TMi$fm2-a zr7BIF@9FrC#R{c2GkK%AbB$Q&aRC_X3j!+q^Fv^Ky7ANUruD(DaldwGZ|G%$fO}7a z5+|eKZ--+`ZSH#m$AB5U*S0J&NT!nsJ~$7@U;eWUAQNh=yndS_#VjhR8Ofc?pHsz3ziqA_+mTh==jtdh;#MG5+vG;2K(o+R zfM9vVqLeFyIyBsQe86jWKY&u80qZY#yILI*P8 zLvn)ug4~@{k5PCHo?Ep;zbAl}=QnSr4zh*1_jaP=dObN8IwrS7T`v5^KAcLzpHB{D!smOEFeGE=x zb(fCd2iCnO2OV#zC$bng`6t)X*Fr2f$H)L1-vdDdb}L?Ihqe0=nvKIN+1g`1ROY*- zxs*P=*35t-fDg)M2kvlu1|Lz(c)zu@RcSnjyX{zEDLLaMS=oEEA-rj~tI0NR0`!R? ztgClxtOlFk#hdyQIH9>?+AS}IQ6F)(T!DJJ%k|888$bVU6<)A`9Tky zq;eKmTt`d3)Q-gz6>IlCLb}nWU6P=fT&zho!lMwcfD|;}&&SiVGZ+ z2J>NRyA+NF${aq@y=H2hJcg?6jR=)%3LSeiQZhjjb@7hfkasZ$k+WlUO-EooH%BJ$ zs-Yp)E=(-+Im+@p0>{WI~7};bI<>x7{}yNpJ0(mv`g`@&B^8PU>G?3_K>+;n)XkOvdGVmI zT5}in8eWop9NhL|i=Ndx<(M6U_tZ5Vi(Qv+jN9DbIvPK%RtE%gO0fQ~ufLo@4=gRy z$laJ9c8wFf6_q_L=ios5Z_DK@G8!CzP-EpwY~)%!UGo26FRumU7jshXytpI)L&93ozf#I=28ddFJ zKb(EG9{B`}rzK;m?3g}-3+p}fN$XVj*R5^R5ezyg-NN_H(q5tP?`L2C+CYtI$Q?*} zAv&0V^^UC6TT~j~08TwpEza#Z*4YIL00AL51y%=7b2a2falW81c;|?=z`RDvr4W*3YN#Y(6taso&j$c)7#-xi{ZL$w#~jdrrX? z_59O0_@h8@3)ZFoy;S2aH(zL?EYYqUK4trvKKS8U4ml)zVQm?$`-YS>;_O4r`M9E! zkWaU2^HE?C=`>X_a{J+qO1t<>u*+lrI#o#%Nd-v( z6u1bs=2j@i&~Ej2YFqj^`7nI(!>x+aPwJ;C<`%|86RY`}?RNFNOn`>{@PA!aD#xj| zf#tFPiJ#oUZJzHh&M)4p2TZNn?bK`M_VMHIOEzUSt(mFnJ&$3MpT&;6c?A|>k2ojh z^MMu?;EZ0nMbJ9)Hu!5F$1R-p`cc(F|M1Gw+PJwnF*dOn5ai2w`M+VK|Ax)}8#es! z82EP#{5uBz9RvTzV!%?V8Dr9o=a@Z^$kH=PVjX##|A=8qlv%$wp^)Qd6|&>?d_`rw z$bx6Z;fpxrf^(CxR-x5!@1XU~Tq@@Y{9PynVNzya?Cde}7RPJIgBS~7gfc7jB=@gS zzpExtvllLR_Z4k@V~QV+K+uCS4_=?rZ|1Nnac=ujhPxsuC?_Q@)|*XV$5Ev)QES=C zi*mgiuyN9(g=x;;!J4g6ytyT`aIim0(YvIabSRdU(P8WHbScws0^G7QkJ&n$ z-serK`=N`R{*&m~!!Zh*YC3E%M$H7>AHBBsM2st5f5yeGDRoz?+q4@5E1#Afw+5lc z8DV04i1n{#dY(w3+g4Ne?%MnFu=>gx1*fPV#(lZe2gBWwD8fSot%InOr&2ky?OB)9 z>a$m81N5CX_Z%jmqa9+_>UQ2QJNRgy{Q0r!`v@hEIlA;W@x_o0WXqtR#D`ZFwb$dP zn!=3R#8j&)y75-cY_LK=1>O>)8G(ZFt?gC1;h8t;8-BHOftr_ggFy*$-wsV_VEU8x zXu4%_3kyt%+Wp9Uv69TEr`9AmJ3;w*s;|&S8eMt`KpuM+(k_aAT84rugJX#1NOZ-Pky_|OYIG{s-pj8Oc!&}oD?9N`bd&YdGMN}b4Rdf2USlN#sY0&Bw1C>N4nVtcvc-~VXOp!Otm#iPgp?k~i{z{UAm7f%@Sf_3 z^Ya$_DDNk}l?y96jd31As3h({yyh^8_5x@W{xgJ7?+!>P3Iax1E2K3Hkht+(18ujnXS7bCpA2LWv5xWr!&bhI+qD zvN8QpI+cIp_<5KLmj@NN82lK(012dFwxZV2J|R{0VG&RG6WM5P2OUX+IA07YbB@vzSJ)MZs4+~$-XTbx*8>BLwoDAllStxbjg zfWxPBZQHQIq>-F777lY#ekEC6d}(aoAANZE@ogaN!$6S-UKA5ovp)WD>v`>!Vtd;| zU%46f5peX#(b27L!IJ8?vVBf4(t3>klwh%A1$>R!U8X`sGxPP5hW281?)gp>=#=v| zv{4-$8zY_md&Ht!BHK_LF`n8j(-ZuY$E}|0)mi`O6Z53CO=V*S~_WrUV z$K9XYy`AQo}{hNah6N&L}pMd<&LvfzD z(81ral$a`ts&V;uA{@Ve4J;Eu-p%V+d#;#SBC$V=+Q%aotz*~3Ww+djXM`EeNm|%Y zYa$hXj~AIM?hYn?mFKsAOPx!8G60~9QL~Xqz1xo2bd!a%l4d`Qx4S_G%~|p421{r- zkM*5g=sJ=y?oc>K8>19n5b^WozWq-Y-IK*;=8TEV)30zwi~cF7jw<}NWQC`1Oi~|{ zRsWi~K4+ZN=LVl$J;ESGi|!Q$2@%#kaYsMb>;m!~vZv-qiRb(`!3WK<7vWAPq!V_ssbA4Q3r20u1n z{IYp4@S9(+L)xALrw^X|WDnKD~T=35xS~$(to0uoLPRfIl?#iBC zBpm0Cp*^jTY}eDIfjW^f3k$z~q3;}wFzai@$%!W>!1*r#2e{~XW5#s5 zQ9(X!t_W(X%qQ`g*>ZO7e#?_Mm37Ds>^&==zS}>ocElVfg>zgfiN3Jf#)y&1EIjp9 zqyYIpp+6pNjKB*!b=+>kR92PQF?^x+RnPCrNSELh)7Q@`0GHbbTj!t``vD=SEU1l}vuv)T<#Z z-?0{+kjyd+5P33_-`w6v{w9>@HQ_g-%s9jc8zr1lfKjgvo%bQx_B55a!=aEXZu-;l zOA`mHFnRhDJdfEjD7fDcr#xrW+h{E2eCOVkWpa?+i$7J@oe%JW?|}|*f#i(1goMMa zUaXamIM26t9JQ5%Nr=UZ4O1YR6g6eQQK<4idXZbEjo7?3=`8M+x%Haw!cnS)jfBR7 z;2;9`67%U!Y$%4c8!!E>0i&B5>-cUE<;dpwiRPiJyqU(TrlK}Z9TY&L4h8&cIU`x> z)1qB*oNHwjD3QX&v*^7xmymBu;L)z0)g+Z&5Pi5EhOy6@4zrw901da8_WrGe&A-l{ z;5%q+SlR?_aA|ENcUJlynqu2$CT^(439R8yg%my6}!z>w7r=`#~hkO zrPaD<`hlo}x(9`r5HgaYvyz)prJ!gh)Ky_zYwMpNIr+W4CsJb;BYP1jRKC@ej=+uQ z92@gQd;<`IqR9v+6Y|{kQ42FExF9~I7e9IVyJxgu+p|@uw!rFfE*h0po>R zLB(~&GE*%(s~}m0HR&;4&EwLI*wW?V!wFW`BEHxxA+Hh=CCnKR$#x@sh(e4bd z4--X&ZY(h}U*)bJlAkK_+?Avrc6MZ`{s+MThE;jyd}1?+ zbhK8$`ip)4p1ig%^zgz{qUd(2%#9YmV?+Gp2ctf7uCAMc5d#g!${c0(n6$36#s{R% zBe$D-zEp0+!WjfUU=yvp@zpPi9KSm;&U>mjvK%-TdeBiWosYYlUz8(5|AK-fBP90R ziGOM=L}pOVy^p8n*C2G|a(n3+Lo{(YuZ@B9UZSeIJ4w6wpKwhlDy^_=w$;{>TCk_3 zjJr&L-v-J-$t^#3)>TQ_bGZNFUBuO1ns^oNrkc-vq0B2@svOPi`n;*T7R1ZZc1j#b ze_RsM=8r}yl1yu2sDjsGr|w2s)HQ0u`uoXamSp&?@F{iGCLw?Ze!1=L)Y2MEaC*xc^!w2xDG1?P&6?^LIe6M*^mLE&ntZFg ztWvj|Tb0}Jeyl=D_r-_9Z3>W|H~n#79!9z!PdbNUe2$@vMv`e$?(lqf$RWKsc$eOc zHCtTlw7aStIgfx)V@(ipidEqXIuuKU8k&)&%_2eKnr!;uS_2z7Xf%=$ad-p!v40(* z?Ud?cmgrKTwICi8JIwYvm^{vhqoC3a_6VC%WdU8_Bz2H}Z*IyhB91>1p0H9Q)FJ$u zOEY#0m|z2*ceKX!^!zze?w5zAn~=)hQQ_mjncP_Q!VoGt7GOBaN_H<5Qh#8qf4OjJ zF?%#WHyRZBd9r7f6A9Tc0Z2M~!|vCh2@<}K9b7wsijA!~j~m-UUD*x#rnr+#X~pU@ zrdlp9Y}V{?d~Y3EW;jT%*ff8{Ze_nLI-+mLC%NIfm82+3KLhnb#z#wb67OLyFtKp$ z2&=+nRs0$C&qOn^pl4nQV0Q%3HmShCJ4jTTv<->39*xxq^X$GEYUn1&(KKGD;bdS8 za+qwz*Ar`JgJBHrudTM^{cfqdVoyffPposa_2GALAV?n^U}+VOI3#uA;IblJG!!Xi zPQRgdwM$HREKj8JYoa9rpD|kfa`6K}PrIt6 zl?1SjFILkq-phG**BPQ}EIQ;b)s1cGQ=V&rdCC;n*4qI`A9d&g?pf!Q61n3tZwHOl zo^-7aG5<4u23nb=ZqKggsG0S7$&nT4B2p@GZO`WR2(pslk1VPDPGW`bcIAX9DOIt@ zFJ=HuI{C>M90F6}jA|1q*)tf}45(845wzv}@p+J9m#uSPkl5)8^^OvAjdXe+&Ny`g zWq5HnKEHIxZvTeo+zK0v%u_mbA#);TRiWYgjcbB|bxSbnwp|&8v-ZrwgS%74E5nC1 zcb9btHJ|jl&%4(PXRODEa@?tnemn=`BS~yl^_}c#)dv7n&wAs_09VFK!duAZ#yF^@ zf??@9?``0ionG-@{WF45iN=btXPL=?9}Sjg#bd%bxgPXO-)h|P3sMMEgr5Iv;)z$xj--e4o(XL3CG_xbCgpW$^96Fv-Z7@->)ekXk;GyV{=Hlsi23^I2c(yi$w}4Im|zwiSZls7Ce$)I z4j$^30oi(w2LLL05bD!-YUh@;ur?K;_P*;Rz?YOjb&#e<^dit`h?ts017LoY=GRKD zm&TIdws&L8E-23Qu?w#TMlvz;b3qc@)!7PaNJ!)|L!JNCA!tycJO$$h&7lE-ablcRBZjWWT@XUM#J?LU+w4{KGD;=@s)wA0X>&Xy~7qdyFmtiJkIObTWWVy)Xn2>|*6N3S|GCt8We z`Md*wAcsJDrO#OGEMSdtDF;jLWU2kD%0wl)$=m##q%d_1M+SxkLJCbYs+nDFwoO=G zAntm@Y)KEI)*Dt~26vW%n+%n{vOREBc% zdY+Iz=Nz&f-9}>;<6P_2U1`RbceOr=Us!#9EBy}O04cgfT}*LC;>FP=(Jt?Co*Ab8@49v-FAoSvrC%$Ps_@2L z*9?N|3~UsgvZb-fYc@;{3k-lqtJb*?nY;?2)QK-?Ca}@@C__~5hFwQ$G>XLE?(Sf0 ztDP>4kIqs(benZ;jbQx%BG}hfAol^CMG5q@K`^%wEu07oJu+;(@$_ki&YTvqweHqY zE&B6)FvdfL`7p=EJC{-fVM7O)mss?^F5L}UzJHPXQ7SR*df$VpMz%~r8Y9rNEYQZ_ zXPj@1E_*@ztwoHejF}1Yp*m9{RzrjcdwJ1jw}vU#WuAM~3`*Fn{ZneIW}g}GmcpO! zLp^60{ys)fE+^cjvsSVdx^m6*h-*2-7FYhs#lBIgO&?r2Yq8g~FDUHJOK#T~S>#cW zL`Um+*asbJ_r(|vJC{e|UaX<+N%}Yl9^C!F`-&KKHK@tMZeD>?!UmT?SGuk5g&Whb zj*v+yy>o6HHPPIaBP7lK%ocZ_s0nR?U>6x^IQQByK2NAD_$t%#$WVt+L#h@q-mp=E zkw}lM9x}2EJ+G(!>Z)c(Vk2~BuVD9HZVDQ04eX4fAGja3*{_`?2{KNvJCOHg+BwG9 za|}ojoZO{fKf>wGR^!1-*s2*#=dX*y3C+*QGumbhm0i%!JBdt}889V%RP+|xN56Kq zTl_7FTW3NH{yaJsMLggFl@EY2gU5kln=UY*!~|2F_qL&Twr0mzA?_WFniafY>8I=O zd&NeOoqJ7Cf)m4ZMk;tAN8dQQQ9DSr#)#c~#@5Oyq+`cNdJ7T?^1nd`Sf2gA{DIZ4 zKXDVG2%I?g`+;to1T+zNG(t#TY;dhZ%r8@;Ko{kG*+TPp(INXhtdDAQR5u@OThd!H z+n}*7*XN*Yajy%~8cdFIbk7P^8&84i)!gK!G0e^@fjNWyJ0ks3DhhT_6w%X!{1pqmvoFk+ipR0Pq_NlG>`~@lQ0)@f`#BPj>_EsDogwMYt#5 zrUJ&LxeZmS!i z17&*)Edi{0Ei;|3_ZFS+XFDQBxnec6Z^_l#`h)b=tgq;(dn)eyV^Q(`AB&1-Cj_gV zBpuw2#+M`+t2lG_k7th^HQsYKMp=Lh@>8%^-gGX(s0`HpRWF{o_sP_C`Upk3dwoPhKlh-_Fwc(}T z^vZ@p(sA^ zr|%A{76{#2`Uo!Ty&Z?`^HnVAb0*UZ5yz_Pkkyn&I|?fQlzI`#8abu{IvFsq(Vg{j zba5m8vn(P5A9)h&vo#l_1dH!AS!TOVKb2zzw=;`!kI(>Z8&1*zW+xC>m|)&SK7Z~DO11blm=7)Cvg z}V>Ls7tT?R6IOq zLvss0{?DQr-zOSW&{-=Vr-u!I7`W4qt5Niv@a*&F3wLML!-|zyS5_~Kc7%P8cE3P1u*Y5>Yi%-+`i;{p4W+_XcE4}B<%r9TRi;ID89!Nxa1G>xiNndZ8`4Tlr(Iq&JN!0r{v1`npYT?jIB`J1q?0Bw*kFKM z|08!SHOJFgA_;wgyWy-> zPgz_7UtfRffEiGJue$k~1KZ81>r+M4lf#;it`6m%@Q&p;J!Mx^h`@x9gMU-C-nhxc zPWAYbqrAPc?Ym%-%I%huH_BRo)I(1oIo8H_rp?B8Jt_aQw5 zJc`EyYL;8!3TjlnkZ3$t^L(W+!YCmB&L)>o*eAIr;+QhB`Q?th(pMiJM2I8e8;dsq z9^7$S{3%m?e2fx!_Kv2OyHMR##4K>cx%CFL&Lbn~d=>&wHdcD!r@encP9~EQK&4q> zgvsAa#5{mKDccd>RpM+DlkDmLkxQ=}6Z+|6$tJlh2v73G?knzo>+H#50Jz&P=6u=` zQT}J?aXEu2Y=BnEbDn8{-Fb(bfS4x1FDi`H!aty&i94dvFoF>P{KNi&ir_=@dO&gm z+?gpmn@0et2YNUFA=>5OnRcmn6$Upoe_KvgV;X6D5}d+5$c2Wqqf8eVQACdRxxLO6 zj?&+E8!!=(Ayq@B2PishcWK-!t0~oanzqScSwkvMAjYL-2&@hs>SL}EiFb@TRphEXtu;5 znJ(7QfB;@ce!9fxlTG}+T$5~$w8XK`X`rM9z#D?mPWDUeLwp+q8&!Yx7(QsP3=ocd z0q%Wu0f1P%{RnHenk9s)uB>CiPkgPa7X1F0$WE4YUjt5h3}3LrD=A3gH^+~oI)VWW z^Lqnlk&`HiEB`kW)t`H5`?XSJy9mF*9a3qrC8{uwGuiHQFPq0eSy8|lp^3A}XIx?S zYfK$O#FWL*JT{A_RT<9TiZ@S{aBh|`*9<%jiq-u4l+v$T;%XI(_ibI5ZY-$T2C)ii z_^rm}t}m44Ql;WN*Ew%sM;$SEf#cnu<6eYwTV7I%TNo<^tjp5s~2 zH&Wt?i{(q~zvQ{qkjRn-V20QuB^NZE-O1A8ZcdIHKLe#_2Px>CB>|CSp#iMH9Kac( zaDq~;xd#iw9^^Tlv#=R0kJ{5sNqisN9eYOmm|=0gLCm@acg1gVZ_F?f>oi@`^NX*RKGdBCw}uvtlTzu z;6}vuZ@IXX6M7ZNHtCxTP`eaO8ECA8 zE#(jPd$|j9sbcF#!A6rfn^Gw4NHY<6$A51~7~j+f&LBFm~TSG`R9WYoD0 z6TWWBhle(rK>P}ts=?Q7K0 zBWsJF`#yQ7C}MauqFL|j#^>$ANb{&XvGI|!`0dlK-Jmq+a^6~f! zFHZs0U_s26SLDxpxIPRNJM(DIb=+3Z@8+mo6MD2;qd^Pj_mvvrViJV-i6xJT4YUUc zto^2(?oGdun)o`0d+H8L@@%}}z*3Ulx=H%f@8a8%Z5jrX!xSr7Am}xq+LPS1LW)!L z$=xGvbj%>%eGJm90r@(CVYagA-k!rPq0U?&AOkzv%MPxG#kt|AJoe>nId%$?n8_4b*7;3OYLE#A!F9O(N~ScTRF# zsWjKAPJN{|Rvlx08)&>LGBRLYzmAuf!O5?WEDG2VL!bUx)PJMo7)Kxf1KfbP>v!CQ z?5KKeVpu_7)J^<~<(0nLO>QQ;7>+zTa{M!bV;e*~k&_>>HPdX>zJ<~E@6#xh`;?Rm zNz6vs>rMUOI_X9?{Z!|dMdbjTs^4|Xa{B?afwnlwW*9z`PpnP=*JzcCz;#E9V;28LIHf$5$fT1$v#N(6RT8=PFFyr=#8t5EcnIozol(Wpc3-?UTUe zXXD~uZ|Vm(p`U8u!0mp0CSeO?Z~K{eVj7q42ifldyD)j(sdo?}Z0cW-E^s_EQr<*0 zLX2)L7S;RF^qRcl=3!!drJr7JmR*-SGWx2T4C{8#Lnb6=26*D~C7_wbKj?hhc(sv< zYZq833VV?3GFcdTJ+H61XWGF(DJ+?D)5%;oLs07N@17SX0!LqKdOZ|Pcrdw?7HjTt z-iI6(PK=kKv00Td!rVbUoL-&AL%cB{lSaQu?04@M=xGx<=}h7GRe+m@Jg%}gP;C77 zSU{~go(4U`aU0zp7ENHnuyZv88u)T&GXukmXQH2&01q^HVbwdBtyDN-{UK4$+)~dS z9dh*~UevadO0D_X^X*tYh7VOju0!BwrPYN6AMZ>18u0qZS-kv^yzAr#LPx+irWWx{ zjrdfSjlZC8?vnAp7RHdnQeP@0AK0f*zq)|(KUMrrHGQuGAa5wy%qsCNI(L#J_ueY9 zzAhePg_blwCn47Qty<%g$1DRyvaZp@q=Hpoi3{r>;EU$KVVC>2B~wL z4a+LH35*f@`BT1E4{Jv+-n-+Z?UYXc1WM=hNV7amz|&4vyW|;hFIibVxISJB)bESa z+Q_t}=;`Q4l1L%d`ntVD|02O5P9l;}<7-6Q4TB(Hy2cAb{jZ$Y*o$!58L`6ms~CxL z1WQdgb*Wd-EdPzY_YR6`&DzBq$p|z#Ckdh=AUS6xh}eh%l0{S`gQNx;njj!K2?!De zB!ehHQX?5ea?W%&Id&79=x@)h-#2s48D~z_t-15v`tJPEWr4-+z2CLowb#4Wvz}*B zk#uqvSKc|!ado6W)ouDQ%8;kzJpsT25-mWxtx}$|ngvcib3vZM$zTTcqYc_0`U|0s z7uIP^lL>OiT%vIy1{XBy8e`Qk!NN1qM(oE32V^Gk{Co7PGNI=gy4AQ95BZMSNKcUA zKx8p@qC0thAW4@5nCKZptBQFggw3IK#0*!j$pY#bhvvMHK=GNsX&UWNrEC7h7{yL_)8VV2W$4 zv*D|_5Q;8>$Vfl-rqByIyCV*@u!6SOAiN#{oyUEgXIoQU(VnQYaEBvRc}prB2PBo24<#|IU(mleM@0# zU$LAa;)V9&#TJSt@LTak9g>eCMHb@Qp1B5O+MmlwG|=L$sIk3UYgFl6(F4(eKp^$u2wUYej{|1x*w4trxUuwY>|uO6Z!# zPvb=}%AcTk?OXuNrgRbQy>ATEbKp@^4)ehcu++n}4*Jp3XX?){E?Vh=u<8#Fc!57) z#_XK&%u|-k4wUv~`ArIGNI#JTpDqZabga(QadzdUH{UO82*2=v zXqmY{G8fe5<#f8@p@?AB4+pw8K7~wY=d1XM zLkONV@6gs1n8j7@@HxrT+j6^l4?2@G7URGE1VQzkLgti4@@rst%q5z&Bax3AUCB_qL(kY=&ET{;iI+t#}>SBd9tH^MpNOIo!5d+ zA1D%(3mwRF$&aJ`Y`~`$&~uk5e+7PLay%aXtX@TgjFvpV7gDR-o#LVK`}QHnxaT}> zD$U1_Di#+#`yXzZCuVQNLW>uyV(4*!K1>cyh#yBmf;Ycso9TMKxKc46+`XgBaTKcs z+RrPGIyl7i#d9@b^nZfhj4jJ3`$S|Fq?3NHdlJ&Ms!^T?5d1K@`^>5#^8?+l3$Z&o zexSKGm|p*`EjL49Pnq-f(6dWKUJ}SD!ytK!k2Vx&9@KRSb``f!$!b3n$=*R&z$<4> z_Uc^?*mx4o8$!IkYpR1bvojBRq1-~x%PsjUA5B_| zq73LlspnP{Uo9>iD17aJwtFdc__{tCf!XBXI6AhrO3UTr#CWKexxo=d;Us{fmhXV(udA5!< zuwt&2*3qvs`>J7_NNE`B2X@i9!*wiquW-t%Z`GRkY?Nt+>9ChLuTp5zNssy9)6?6B z1IIMe#e^`TnxCxo45r&%a%BQsXa#9F7L3!MeT?XU}xUETtZr$zt8v zMaK^4KA5&7+^ErI!Vfwg?>ER~0SZO+1)DIl52R?zP@}D>IcxLRF-WDOe#I)`_Dl}J z^SwPjE*M#`cBDH>Nxa zF&9Vr>M=?$qxV6a1W#O!5<^sohw3t!B+HA=;0)gCIefwGUH)pED0VmL^+%zHc*6b>`xN0*72sR(wvJ zI@QD5z9h-i0I%yjBkkeD0jQ|t=z}H>8^a_Uq#)6_UJbN6eMRrCBov=U*s0VrCttyC z86Igsi?bbXp1Lii7v%J;o2TTplW$LL6OGoHoi*xXO$jsxr4tii@3i>&^NVnqY7q`A zt&p1&>zCq!5BeAIb{2vLmSaCXNa6y!nyXo3J`5ud_WiC7Nu;ZM7)HhW^w>;1MKVb8 zUdpmcb5<$m`8+PpNw>}tork^raE!M$uELJ}4IvM)Ovft_8;BU;s?2Hr!2I$lP$fL{ z*?Op)x^4HKiJNwsS?k9W$sr+>MB4Ki2m~siWI^Qny8Ng85xK9|91w@cCv2Zy!^rg&vl^BmZ*Y z>FvRy7O!R*JR?ZH1;l$3rY8h@h+$O2Ud{KBPp$^@a{7d|-lY|uiKTMgNC5C{NHBFL zYUlFgM(lKBrKd?(*o25#S@#IMJ~g5P!BvN;2`)P*HsM3qnU!EtB%faf-FNo3R#LX> z^&^KVRkElDqdB((fQj#?u7_sm?hRgFk&Lv14fFPb$7)43$=<#Lvrg`pTe%Jl2snXb zrxfO>V-UB~3ZIIw6?~yJ#r%ZEX-b`B1;2o6{{Ud$K&917ZH!-R{8&d0m@bJQCVlP;Ur4-J@EAXkQWS8W zbi4aFSGMH1k4-2F3&Wnz{nljSau-qE%-gK1cDXo{a$DK_Rxs<@(YW4>n$?qKutWqM zn66eA;uPz$4KP3=XrUXAu*)$8=C;m8t$YnAUWS72BsaivDYfP5NPMAI~^nS z12t8M3H+98E+}WTg`4~7x_O7>N@}EEJk|UO(zw5mx9yhl7ps?NDw2N}mM2E@HjQKq zF~;=R)v{%Bi91R~W=!@QBjr`B7X%y>ZRC}TaN(zqUK251<)fm_(CRXLFixBbI`Qc+ z=Zk2*V5%FxTJ7^@>pMQpEj>?Z^ZfJmh!*o}7EDlec8{^a(uSQ|yrPom#HWqwvT^40 zg{+zMe*J@XvgzkPYK-p;t1$~_${3*^EYo&>llK+K!O37QhJ1Gr;d}{qaM^2&G@}&aW%(*>#W`U&N3cro%zPwmqE(Bm%Paj%HJt6 zK;!pR0hEior9h8DX=zi!a>bLfAM5$V1F>+jnuYn0CQJoPumJl0@tD*7V&2b!U!2IL zt`Q5zYB5WH;{hu0L;J4-#t^ocricRtlZE++%8k?7j|q@K{+jfeWRk6@`nm;r^hUJ5 z!Hcj3pMKgizLBbpD8HTW!;!nKPrp@q-63y__m1mu>9~f!p1KTkMR@?TFv1dpFNJz* zBfYNb1k}iun{t}&mkBRWmU|UK8BnaX#t*Ea11)`%0vzp6YWE2;`>GJqKnIl<0HDnW z0jA>vxqLc>l=rGfZ9E1O4g z6A5o4)-d!;3n{4fpn*a0_AAvENCpjSY;7OjH+24rGDjX}17*rdl{Z2|A!(viar0RU zFSy=sM_H-f>_{cS;u?$_!=4|_KRUGX0P%$(g8HFtv*)(pIM+{*=Rxs>H11~R$>Cx=ErNvHq6U?8r0NnLL2r~hdPq;g*X2F7La+Q;Q)Ba4r)9(ae z+{SPAYVL`AMa)dmrQp(8=9l}w2qP|qU;7{QuRxCmbx1b41`=TWVY{|P&Mtw0GU|(;7`zH2|+VE6f84o5q=-QpEiJ75Eaz&QDN87C7r#Indfi+MEGZqimqW zaP0_wX2yxByby*D0BG;GK1~-w{)+w|5O4tdmyh+icrARE1LQYYH+ai1t`Q(SWW0E= z4SY`>0MPu;ZT)Ap{^MK!CwHQ_`_3h3(jFQhhki0#v%2Q$z+>u#jl97fBB$-R5H!^Y zAmSKeIyh(=2N&Po-t`~&uI{0ke*;ouwW;I9|NG6K^ZN)gKrlsoCOD737Lhdt_2_v} z8T@{8_e%(f20|d4_AFr!WZM}5V@A(2!<51fUI!dZ2+z5Hjv9QV+C_IG)?<+h!i#~( z6e;~abj182{wUK+^pnHxVIlsNjWiaNkEcy+hSV!s*$U#jtC-c&5Cbxc&RX^X;p5nG z0CPZRXF&;L&$BtPNcYKCrdb!Ryp1s09dW;jx5)8&ROt`b{=3*_`1Q-U1A;@tI+s4w zB&37)wTK>rzJ3?)5=2!&pcAH%1yjaGeX2lUC=;Fh`abI16&BYi;l*a2#yO@DUv z#~9AgXPD$5@pA^7wl5~d%*?Jet|Ctv6$0%2fLek9&Zl^z4v~&>qO^A~XuDC#7nnRT z4UjyFlFD=Ba3uEqF@7rjAqa!Sj4_>U@NkyubjCMs^}d|e(j!O-L!JxQ6 zm&SK#9!&JL=`#hJxFT@5=#Ew=oj z|3o{o=Q8P=siTw!H8YN}FX|dYpf;?{@!*hVN*Qdm^D@c9-R;@&=){;m zZpS}94c=DjMI2>Qmc^PFx~Cxk#n0&$*L)Hbgfk3;$>Ow8QA(Y%4m)q$cK9Km1Vu$^ zqm@mcW#K)J+hd=V<1}vi)5}+3^S@p2U|$sHK(g27?X+LcK6g@-K8*jaF>jd>nkR>{ zZcX{&_PSNSJYnrrhCp?~@v!#0dfv<=$D#*@$><;r0< zRd(S>`|OXZk@a34(%tODXw$wJq(vC#=Bc~e1_sT|9U5zY z*gby?4#e3|j*ZTfkUTFh)CO><_|d{JHAd4Q>17pSH9T@bZ-ojCaXd3w@F^8-QLYIX zdN~+9c;(@d)>g*kHlbJfKX*gI$MO zgFB7a1^qZSk}dFnWQDOdz`^~sN8(d2{kL%<&X=$ABp$7Mm2m#aj-{9n#=>q7uy^4JPIH0H8)V&D)C$X5-g5rW>qt2;yhh~*!wxHtcNNXaCg$cFL`{fN*p!kypS-n-M6;cYvIFGewA?sf_yVp$!iunX+d9KYS6k>Y zdy(2gh9VY?Uw*gtPqzR7{g54hzu;GlwA+AgNyu!I59EB0q-17#{x(+ZQ;e;3tBJ*% z3%2N<*5o<%nut39z@i3ngYnLjPJEgtXPpBFC4Uz2FLP2L7&emX7{h_taijN4RVL66 zAu2atA>Y={zP1`jlt)Xb-5Ej%Kv^{qn6cy!CUaA!a_=06?l|52G-Y%j8J*HfNdX|+ zexIlRT{wcP;vN>gv>G4j^gk*G*xvu-EKrP`B}OZS zx`8(pgzwcn8mIxU`_5xv(*1YGoWIXiFgQh3`h5jj)yk2Dx=SMB z@ns!k_s34xH6F(L+F7;D;Q`%b^dK5S0w^1{p?}m?dOWC_bm3~|63u`Rb6pS>{&DU9 zE}FO-a};AujIl%+5;`>fnnO?DN(^5y8@hJEVHUGUJl1IZpR?D0POASo*Z<+A{QqpZ z!N)w<)zdc%sGJAa)-c-Rvc%V3rt7pU31s7qA(Z=Pmin-4p)%Yw=XW|}ri zwk&>nLz2?t&;ix;e&*+%oxNee!85pZU?%CLIOGhgl}zj-eb~JCiULa9_SjL82WB19 zDk+K*kTwRbY!?%X%A8@E{7ZKx_skM2ORZa9Nlw2vJiSeJuI!W;I&jP4blqRUc)op# zaQ+SNz>^V_uYqXumcPTdg6^&8>+XPX=1WD!TX2VU7bD*smxvz(JJXS9(0WKx~t!aDT6-F%wdCHak9@}Zw|&Uu=j zINpKkCjfHA6&ZBD{N|?`TrqKognC`$u=R+sG|~H|*LaF9%M9NGj>N_l1VXUHkqBO> z1W!W)HYA|%g>w0GdrMD?qqp4E(j6)QFBUdG+HL33TJ_OME~D!m`MJ9hj|`qnYpu8n zv$0GJy1#VaqUkZHihdNhOP?z77W9oeE|!$}%&te?6MOjqC+V3I%1l)H$=9Z@cjEYh zpX(p<&VZi4!=MT-_ptdfRe+%EnGhzU;^T}O{nD8WbAN2!{iid|U%#yY^dKL@k2~8q zWO2p0tKNoTj^;!CI(3heB%-Br_q24H)2K9O@Z_nZ(+n+9I}v)TO<-{agT6W8Eu9xs z*qp^&X?!0m1StsIS$z!{?=4TSg0sR@Ffd8ks-tjmv!~39mnB|vJY?!7*pj28{>H;~ zaIiCQri%Llx3bALf|~QOM1QfPAFAi_2z!R4e}s9Q7VT}7FAwqn1~ubyp@f?W`qhYc zbHpO&N#gbn9j>*>r!Dn-Prfs`@ks2#+qL1WCKS~2HtyE$SG0_0v-HVx7H3MU9=Yu9 zA1x!wLeKBPw_}z7rN%pSp#L{N&!EXh5v>T8kt#2j>Y>>s5I}B)w_A>K285zpl<4Gn z5j?=8FLXWhRC`P5+3s2B^z!y}jfcp1bk&q$J4Lpw1Cj?FB(}KjrvgXK*T7RUkG`Ia z56lT*LjV8+$tKJK09>QqmFUeBhCO37S#rkXY+3XJ4G@2(36GF)5@e;HCC zCRo6yE{|ywnI7K0ZtoM`GjeeQ8qo@;th9?5ChULXp1!BrPxUB}+`r_J6>lI(e_{VU zDzN(pgy(333wnnjT}gKYrk%5qw1?oUtlo`ojojj+qwa84SJznif&~<)Yd_56ye+^# z0(%~Q)-Jz}G_WRzGIOE10+c!C?|7-l6rDXBWi(Dbx*H1dsG7}dx$R?M)*8Z_kY0N_ zapF-X*Jgedmy9%Vsxim)w;nmMUW;!b3eIDe?&ufPI%@6*u#mSOnBOUenWlCkCDT#R z(x(?=BW9&TJP9nCc|nR|@l8U?{aCQ~;xM5%2Ns6h zV(D*t2+db-3V)$?^*vQs>aA9;Tl&Nk$j_uZz*Jnshl&Q_(sq;uh0V#2>lKbj8oE9Y zDRtAMW&(rW{}#bY`uC;l&a0_>hs7=zABTujLcF&K(Cgj?iNIuCO=~$JF0_-;xaN($ z`*CGNrhM^CYlC>%u_v;Iv8SR#QN6+p9$zHsp6k9yh52Dm+ zp*yI|DP}8MfPNr=2JS54^aJ%}L6 zpasM6idH&J1L;A!1F|eK&FpZxX>u)=6*++X{S3fH_A|q~Yj9E*O-i|=)~L|4*d3s3 zF)j_?zw?*DRH#O~(y>%Opc+tvF;z= z9-i158P!cCy`a)!o?jA^QXm0k+z03R-V_vUyMWfb(LTojLxXx+EZWRk^k%GqC887n zWhK_LQxYM|A~>6r?&DxX_M=#0h>)h@`d1-RVn<@XgM&v(>%i^0!EaDAh?9iVKYDWG zFC!}dHU`l<|Ch0~nv0yO;vzQ989oo7?6nGXmhS>KPI6gTIDcGzzH2uLfW84DedJwS z@dcG{CMKcx5dOut_>_mn%kRbPsYtz}r%Rgqa+M;HMKcO=$qb`)pdIbI=I8*O=;X^K^|W}%&ip1`?9Y6^!uq(Cb=EYYr>u@m~v4ZkA{Qxb|S3}I4P=l za*kVcx>w$PY3lCpk93VrIqbJRKIX>+!Gtqd%{WdhXg`j9MclZjE1Y`EwH`#@5-pZs zVflz!g`DiR2=9}$*l;2U5Mw2~k?Cq}oL|O*T=Gr2T_u7ScjZN*epm@D#1iuc)x_Kz zRiZjmZW>plYepW!6kI_SRBC@2_K|!d%nE(+4Xs$UFC0<1W%UR%JNhx8;4-^TxVRK~ zyDGAoE0(kw6dhXXWl)IeL|I43M+np6${`7mXyrxK+*ohxmr?j^v?Bw=04f5aizWW1 zL}tD=(Cs3W=E$P?;8llI+~;qe%@1%iJ_hC~*s5MP6-Y|E=54IXgc&o~`2Je^Yv{ zNHk>JbI(C^7A4I7UbF8hVOYoV;sF4(8Xo*T5b@s+%rr9R8RNzPk}VSK=Js@7YP_7` zZvt8_`0=q>;G0;f&UXz;sEuA01!l+6t*cbsuY^3})uoUg8KFGowujg9qM>>()8t=W zduBNh)Fpu(&3JEF1m$d#oy#tojIuXVKg4J|M~LU}epjVUNMFFnW|vzGz=kNvR&O%7wDxH4Onc4H;;Ucvz#-hS8<5(0mSN=D@g zZvFZhe*x4Mb!s#!QQKh1<;9c0`hk*k;xfm5XHg&P=}dPVD@tyM3d(SM z&y^l=AN^$B10G&q0Hd$_A^aNXSDz9%^~RVv(|}M_l*&7kX(7!ANl))zig~3;Utxad z^tKi^Ouq6FufV!XG5YK7qS6mCPzzAtIxh9X*H@%~Z>k9=9>$1ZGa+J*GpB|XI9Kz} zSjhmJ;AmVvo!^ok3CfWmBkP0$6i>D9q6o2n2TXJ)<9(dY|+-@*++g_BVH zIOR4K_^}MbDF6xn|9%bw=>!aJ?)e8ZK=3x1~lY@=mObw09lVX-_c?V|cUayk6izu{R3@~ZhmYQBEnitiM zh{)@jymrr?{>@rihQi~74nmNRaH|DpQyYco;kJ&9eN;({V6jw6y+GOuKK-m=fM4I# zSh|CCfz3m+j@01ME~sGlajt$0Z%h_Z-9D=(m?^u%h zzW?0py?`#y^U}}kw4k!Rb$n=ksjfDZ*DF?=r%c2C4c0sX%c|Zq-hf}U=KW07uIJ6* z)5x!;vFi|Ce`%ry1E!1XXV)RKM#9+v{q}!7>R*8ZpMP+JkA(0ap zs=Pb+hf~oby&thHyIs={=)Q0&%Z^mhc6{y_tP4>mG=ivtZ9&+1TA1(P{^=DP>z#~|9#b2~m;k?eU+}x}=e-h&5$`w90Cz)i#`k^Q?;h5~W82vFQch#JC&~iw8 z!-Q$k|4V6uB|bZ@yWK~ly^uEo`2sN*&-9HBJx~{PLaWRHm+EXZ*fx1z%GmPIbWJk! zXq>X|Zu!&pN3Z)4c0&zdv>Yefs&?TdQQ&R(4IfXLm-EaWK7o`f08w1{-cL|q5=IN- zX+}v`GCWgKyDk5gNhx%%%woa3>S}N{uJZxIkeP-JIjz?<=f^Q(0nNYw+Fj6z-d8Z| z*`q;uM)uy4c;B4IQS><#`j+*csurxuor;LjVB}9wlvA1A7|TPb!QsU0j|#7TA$?Kr z%vk-MNI#AtUJOTVN%u!%$=o<~hSfIt=F@gIDf3V|K=w}_8-zo*a!%723BLE*0l)q1 z#3>}xM_g*RadI9LQYlbs@!&0AW1XY)`pW0>LjC|##?4b;mTmZAKJP-?)bmY)ehzd8 zB|2f}T_UMSH<-uUE=DhvfFIQP@s&cd0-)|{g+Zehfo2GO$GfQ;k4q#=op~9FRGnA9 zb_|~H3^nQ@p5T;9*H|F!W=~PeyO(`@3SNXv#*l3eXX{%Ouo({T|Mp;v*M)2CJOKx0 zSr(a5Lot=rhuy3U$!s7JCN^yRofl`KxKQCXRs~fr@sSG2cy7=aW+_L2VZp7GlLP9b z3Gj0k&0DM`)kqmk!Iqix-iT?uekz$ToMG1oe^Gu+VD}eYNAN}92;LAd>Qk%~ATcc{ z$xiRo`{U9RzX9FA$7KVT()LRlrBFvOfNtc=kxZ<*|?eo zPC96QhwO`-Y~wcU)Kr0JkLWcTQfB{V83he{gF7{CJ8V$74#_&HsM4*)KxBd|_l?gv zY{csKNr>gCCjk1QRhGWd10TW5_ulJ`Y!f!7ftdMjXaWr3Ali}eg$8TvOPofVs||i@ za`K!p&oNdjST4jRDnHK&=VVw3OmKoL*JY&=?Ob>?_|gX`DaV-jxvXQscR@?y{ZUEY z^D$d)6hf{2pT5SbC-+}b_0!WLF_iA=x;cXh;HUK|H;5LvO=RVEOJs+F-S|`m&^TKZ# zh0}9=!Y>n5B0te3BEhYdPER$LSU^QJ_vOMQHJm@!D0qvQ7Ib-qj+UJrN-iNvMcs}>35tX&PPkOVk z3NB_=-a7wgOi^LjG4C-&;%GJpjPf)vDD9R#c{JEE(oaIF4Z^rKM~2C3?OsY*iOR05 zWI9JvM`zA5cPoYJ3H(rGg<9wiAn0*l+N3UNJ|7Y9Mtpy5*-#nQ1@lSh{M7HF%u@3c z#4fxeA@@~Y09jZiC#P$y9n_E>RJ`?Ix4c#<(UTMGcf|;Ls*?&8oEqDn44g3$e_y>K z{lr<65^OneArIc1q=QegoW0|)g3#0q2v{AbE?jvYOsnY)K2=*eQWLAAGCC}+nOCy-4-Smc?1x{@T zy|?uEC2#J4|TT)UBC4gvU!$20yrsj1R!6V5b2iHfnvPzQp&`~YjX(LkYzF| zvlF~^%EY0-1If5<{OapWh1CoA)T>6>fc;XZHyJlRVJ%{~F~Qpfsn((U$DZqAU3cGy zG2$5427DIx0+iW_124ofnW5hmXcXv7nysuMZTBY=_km2 z^45KY;(;9mmx*wzjJ$Qe$@_N(T&Owq30FWnn~ROg_1KUWJKkC zpQ>0Mh9OXv+OE4t9Y95I|KyKJQ;4;Q8gF=gc;S;A1o7QefYR%Ie~j^VI!Ws3w;F~D zhA9rObh^xY?@lmwY5=f`xoXz);qVg+f|_q+F&B9TA?!V7_**qX5NlA8H)AVR z9bv;N+HL<$45i$#XlRXP)WYz6tRifBbEZ+Et(xsU|(WZM~J@a5{<9}&R@9X@k)#9ZQp(t9Gh~mc_g;p9>rQekj z>7q){?$p=KO5#b|?+_T>Snj9A33qZ(V9!^=8pP}Xfzlam@mJFwSD*0mewK%2;QACO zT?g=M0bEtO?Or>BEclK5756+H*b;YQPeC8)X;}_Wbk=xDJg8f`oD5^p@xIZb&BK^D zd_MxZ{XG3?2y~z@+Nxz+y^oZinZQaxfTy!s3C!7E7g;y|MxuC2-6-ZnC^fvt(c8Y~ z5-HOv$q59G^(V=*KbiY@9s^gk{&Wos0wEI)Ft;H{K!xM#`yW2&=6u znVD%%o^OU0clb((YIOGfnb>@SMPNwyuID$8%h=0pn{A*gue7#Kfhyi@8X{2*@v7a7 zs(hGCw07691(vA1cxlr5OE3%jPmuazvz zY>LVXF1zGlU{L1npvA2-fCuvp%pGaPYkn=M=Y9?1iQpUSd9Fu%(IjX>#=27F|YDQ+0GU4trokyzruK1F!b zV`(=o(hZ4s<^tfL{~PE44X>k=aQB-kX)mbZI1NPW5(OYN>IY9*ezwA4!Rk^oFOx-C z_LsyL2Y|Z|c;Jh(oLB(%y$;~_yX!#vWCHyF=6mNSXe8<brpZ$ zS~-AdiU4qGdQulU0M>{Rev#{R_C5=&TrPua&c#KvDN^fjwvG|4Z41$t!F}1Ds5b=c zed;rDg4}(7A@mb;t~q}!rEzBV6Lb>SwCm`9s}dZL!3?w$UUk_S(5CBW5iRDmf<9Bn z6AjlyqN6DVQZP=f5b6mV^J|#HMj$B>%5kW5qG-EUcvI)?tL)FjuEX1rs7CN#udTo1 zpm@__V#Ww~2ogx53+wGuoe8fCy2!t}nf*2} zj?J-WA0Izqs`7#sY9_CbiD~nGwE0xKXMp=X^ECI3TZ#*8*3%O4O4d#cq-yVbL1nI= z`W3-7Ck+=>Yu;BQumY`h_gEYg9Tt3i9;?&basr!c@$PCV^nzX?I3iH<{%(6&lQ?gn z%@8&*-Sv!|kvAcb{XQu#(qDc&A4dnR*5O`uVj_7u!UssZFx^cI7c9DTmK&WNqvy3@ z1pk|Pl>TNIyj42GOaSZmSM&VMG6Td}56t0zHBZi8S4Wv6;EvZ%&|lX-=C3XQ@+PDQ zApZZ#Z!*nn1Cz!uL)CY*j0ijlN~(9I?!Po$AULtiSo)}#nXO^R8K-EVo)LkSO=OMhsV|T5xtq=VE)8=V! zOk;Ed0NVZ4_E`3#I1{hKOxBJxXyjh@HMrh1$R}2us2XgtEyCV!d}#YG-d7(0E~Q^R zm%^q0tsQLGSpiLTqU6NgULq~(6qSAcmgvE#pVQlwf$?}d%-M5n^gA~NwL3L|W9k+% z104b1xT1O+u(9BtHFF>u{QukiH~z%Z1U}b-lLKDOibO38UXQdr^Etr^MW! z_Zi=7t+cHf?|3i%3GZjX#KfN{Ok0keOy%{?3_sTebWh43g z4s$A8Iojt`yV0=Kpir=gF4APCB`b0z?K_a{2{G zpc9Z8u;K&E7fhW;@1i8@yvnY4=o1r^@v(<(+6^}S+K$2J_J z$)#(}Y?Sv&4LAeZT@E?HXP)SOmZ=Sdc%U4siEj$zEyEqThDv?j$oN+#BL{2d088oL zZ%B@S#~J*Y##NZD5d=qd$cBMglXb|`OBFLx);Dvuw-xTVTKqc3FNr}lPz@If9HMXv zW4KMI;e?Ro?&kt3m*tf#V8XWU=t7Q@BDc|3bQ1PBpSzdr9dz7Ue zRvHrrhiB4E4c{NXS+egSB!l1m$v^jGYwkxI`GT`jy3dQC9AhXPXnEX>jquTYZIe;D z4yl#l-!RSmm%gDMy<(uQP`6JT zs~XMuJ<>I>HBf6KGMZST{MTkSzmA2sT2RRw7Is?Y7%}hjMp-X1M3yjx1jlj`m|WR5EZ$}gYMRO+pzMDGNj_8-_jZR4N6QEPxUS&Q~UKdJE=k>$;W$}e3xA#ru+31{M=&%cfumohuRq;`tJ zLvFmB;+P#A|1v_r>Siaip31_Z1W-@>MWpl1hiY^-U2f1S z=teq-Qdrz;WHt05_b0vn)saASF>;p@f~>{#AP?)Gqkv3~8TwH?^g-<&xySeB@Gog! z*l38^@DfH=n97oW`R+zTFv)Eep%+pk2Vn5(*i>TGWE}OJ{!~|gtrqJ@F**6+#(1gh zY4e=o;00eR>Qs<&S}y|t5Jh&?b0?z7R$ooBYDsg&`2*5z5x=^9Huac=ayD&j(Rh36 za*BPd*iNdQQEW%%*9nl`bf5IYPF=`-J2e%IQrJy|>^v?BeSb2yhj%lX17>|C`SNba z?1>@dSJ(Y_X88Zu51^4jXwDD`?UCUvhl40dt;P8HzPM)-C2avcJb<_pM$Qm80{*>C z*`z`*IG{CcP1Iaic;ttgPm;TxqRrHLL*h_iS)8*1;ydN75O)Omfn~=iwK?1c__+tR zsx-HMM9}}(y`~#|T0{Gl-ZGMUJ`Iqd`(?(;7SkGokE>V5Wft4j9cHpQ&*pVFawjr# zXe654$c_LxYj&X<)i8U=@i6gT>vs6mn8nlT(VHJ@LR`e1dTNNt+M+4F%7%aGGxN=U z47kLFy`q<6EJPUwr%QInd3psPo*Qb$0OU1Tb0bi5a4tBuW$HQoIba1DvqCLI-F-Op4WeeRQhHrTBHQjzwnw) zL(8N5h5lQBnU8k-Mh{tIKE2V|Nt#p6^n6xwvHk?xae_sS0vKGWiFZ}jeI^Yqx& zrg&}7{n_(W{z)RwOGnqBZgITzeZwS}z7*}o9C(;kA2GbOQ~oR*r7ah9nZD&{trKBq zt%CD)$g{1U$~70j@?qY@U#T6r{RyGMDY~^%UTzH9F8J`(*A=`nnUGI>FE z<#Sc7$Q=f{OD=s{GBW6LZ_xI&@>@6?uYzf4Lc2Lr?Z~!-fC4u(xU_8xamSG2?TejA za2sddLtH4z_o4phvC96-v+}oW40a@o3p?8EpA$qtC*aIH%RB&g^IvpSR^-7qlR5AQ zuBI9$8HuklFUCcPi9|k&_qtjq3%d3p{2zR3o#>zsfYdfztIXEhHx2J>^(NnLRI{AN zwv$Rwhf+ip$X(np4(R%s6XR<0pq`LXrycQ9gFY?Z>V|jU9VYRqzC)DnqOl6l&ayv2 zg#nF~9j60fI;dxJHRImI)qD`$Ox6<~T_wwv?~&te!eFB*+vFqJ zt6zsqv>m);lE1&hs~X5ixkQo?~;jiaR-A z>Nsj;e{r!*VW&Fkm|NE{uroJes`+ZSy|2URVe<+=jT!u#w%hOVb@bgZO)T3SJ%%H{ zXqrkWjzOA~xwW2<7}E_XnYdRPM%p2$MjCh)hEc^pIdvBr*v?a1YZvhmS|-Cf7>lh* zh{;ErSLE7WFMe6g^47}UGYQ+5qkvyvdA54#{8y#y|N0&MqU`+?;kJ2dX!NPxsKhn# zUd7{*n+_#q_wJJUu2IS+#KJlA9AILj?xfGL#32VJwZdg?0`phpQlg*5GjywV)*eHY zAb_m!-9L6Ne)n^kfCYvOmuwQhr#oKtZtL!ib}O4#mSH4p6&A=NINu{HL4XBj`{lQhrkGtPI}b0Y>vx|Vvt@{hbch6P#(RiJjn@3qw=Me5A#U(G86ad+cp0ln^+U#ED4(<|hAaLy1Y3u-6K*97KXTo)< zJIIe=uI};)_b?(}&tLtRmwTnPIL?gprGbYXN?lwVbuTrZfVlH|yGbTr<*g38PvI+pQ`u;r&WbG9E(a6K%6N}e1be15LI3=)MXx2gPA zZ3n%RpCH}QGo3Q26rOIDcCV#7wkcg?GWhtl=;*h2t8WbxVRAYe?TYxLZl!8QBYaiS z7uqI*2BaR4o7WzN7|Qf>Mea58RK36rH&^>nVXEeeE<~`fgloH7*$xlS?R#5CQTMY5-{gEmfl47v1Y%@SOex|wK*ZK z71^uQ`ohFV(3muM$v-juR`^{66CkdNTRV`L#^p5Y;*t)hjwO5zwGlOHY_4lZ97Z?p zYg$I%(LgqZ9&&JuJ|A61G>y93JnWH5eLZLO0qzc6&?V$S#&ELh_R0Hw=MGD|{2(pQ(GFOmMF z=)HBjFaT77jv)sEi1?sVC{ZGP+DCMExRb2zqaBCNz?G4opd0%TO6YZ%RDr?-mh+9f zAog8D`rXsM$Y()cg$DOrB2Q>dyvGtK>p#q`8A7;Kye_Np+*W>4a?4qh2Z)WX7MBwY zEkHI(Q=cd6ST%LtRT~gm?vB5N9XOe~m^HpwJux*Fih7=>!W%=FMoQptg%FU%rBTM0 z2jJ}g5L{0mfQq4e425V(jkl-I9D5uN?(wySe&E`MteG5iLd%iop%LzK6sju^MsGTn zBqovGRX}V_Zvz+s*>RayAF@7mZDA!f`<~2ZB zXZZez;0|%bnaQgsanE)gfv46AN-wFGA^uvn`**0h-y-ScJKJ(Ln>ge--GzJT+Y@{1 zMAjMv*x=~ay^m*Fz5OwY9Fuo`%ungK1dMRo^IjO86_;WmukB$*fQrBdggo}{)#|z$ z-vkw|3qGg46SDpRMb4?!y2){&10C(hqqoiPdCI=d{&9VV3qNx2IP+mFW#2zzVru9_ zOKn${Q_Rb>F{B<;CUAUjlH%V#+ZZkuFdej)zmsFSCi|A#PCIdGBaNe$fTN9yL~#VK z1Ll%wh;-j)e^#48^5Mbg`yU41&gjN{pVOL5n0%Y5bh*J<05YVu#8h`oKd7i3k?6HH z2!%KwdW?_bp~6CEr9sc4Ma+Z#X=LEA#5_FbY@M3Rk|txkEwq7kz2m{V^yWHmR={&&Jh| z{ggIy^n*FWZmW}5RE<*lR^s{%tY%U{Q-8}#evcw8m%^<$9&uilAc~}2>?Mzi(OG~S z?}r!qS~?U?m_9bY{dwB-O7!FDoa;>7{xZU0o`)+)#TqEzL-Iql9(#=Ef{_&8VJp}a82bHf z{NeWSfA~?BPdYRhwN(-w&;6 zW#AARB1-Y)t)RZqLok4t3kFw5o4mt?E3Y{q6 zrkN}PIUmzsanlO;lQ=)x#%J?|l!Bha1m5&u5^hJbF;=IlF{D17d zWn7ePzb-t4fTTz_3Ia+a-KdlZ11eoAATe|fEh60@APv$nATe~Oh;$6yoipSJ1NVE~ zYwfky^E~gX?}xpAYwZu4FHA68Gv{2_dH&Dif5f4*=`ss}0Y;)_O1M)wgrAbgbMBSOnR>Il{;<7YYe$}mKj%EfxU9z)amZYW2dv0EE>wdT8G`|StaGXra6M|x2h zgTtCR->!C71-?w(+n-A2cD7ryxGlx6!0|f11;7dbiXKbn0qLFw^0aZN#%mBMt-G-6Pz-KMdeOk^RrBcjDE2FxcW)*M`76Jh3Hkg8i1|tHmMG?31rWw{= zJyGiSmT`~{8I@p z*RdJYw$IN7M>rXJK*uNd<`onm=mr?IQ@Amxp!qd>is;W%eKjD)3&S)g*# z?hwwx)L(4Ss~SJD6W7g7%SzHwCDDO-bQIx3_I8a<_@cGB4Gy94yyyM!nJwKn$yl)c zbh+r147fduqDGyX#6@$$)z?Pise(U$I#QC)gWH`+&S)!8p1H|Lwqd1$YR_P@J84lM zL3QkdmV<+}E$p6@((0k3-#K(E=J}_#9{z(@p%~8VtSuxsYtz%PwSFO{OQdj(g=P-@ zvP1OQMJjC0Q%98i_@sX>U{u-V+6pHf=@8*&_^??&9~yt)kcV8pdtEEuDLhK`{?~^! zN21Hj`a#QW_f|<%VaTf<0W_>;AR+@m8<2Ck^5M4$%fYApyW-a$z!+`t*D;D6)>(x1+We$m^*@ySDucgx!5mxb<(qX3O-fS_$w-|Tk><*Uw=$zc zx{i&Z@pdk16GwM{K>6NiyT0H4t}I)~JiR6Dl|MO8Em}3d@FI4uJ7_&#sk0BESi@WbH#RM4*j-BrC+GuJ6=HIaOC{(}19*mxRvBhKLaC3^-AKy22E zS${ca2WVz5& zEPQN`%c0Do2uSE{BYUf1Az2xVg|PX|d#Q}FAHOQn?@BFW1L0p5CT6J5RF%k@gPQ{WJBD;*Zv=pXH>X@IqLs;D8i3$>C?KNu zSHkgzWb>UDV`^$Wshz7gCJU0HvrJ;K7|?O1=ibg z8pzTWJ1}CNW%y5u7F7n$IUg-xdO%*j|ACAB>u(o7anv2a6cEm2&Kj@BhRrTRuXImW zc7`?U4J5BZ7=6Idk1Riny<0gHXcT87{?6l)*$t3_6Dlq%;D*YXJ&C4r$p8af<4*|LL~*B)j&Mlm02)YY_5R7=sAr&u4)kMG?I zircfcOOIMQU@jczM1XM2dYQQro~rpiejel?tx%M}6jcCau9Ex8|I&MnIqyA&9pUD1 z2P$%SR@&tOO^)w0pDyiO!yyEnm3useqizylHU>S2PX}kbI+ssK#&_cilL_Q_RO+Q( z`+CY)p(#8{Wdq$DMAI0(92--nwqFp@sqwwCG{VZX!kM=E4Km+{sBlx4Q$MNkrQNOb z?u>Zr9P87JnM;cnUt4T2{j_**vRN^E*TZW*t$c0L@)Ii#IoE3`JjoBLTUjtKD$l|W z(_bKH$W7OUX+IY>_uRFAuZisBDHDrPg3?%xd8858;ciX!&ox$TFRYJpq`zpByE3^a zYl<vXci4>OUqQb!;xUr-wF>DY=Y>u0_}zcXc^3$DR^%WvE@Q0N z(NEZQvX-N5wkz$YNyE#^W_uBco+Ie+zauDrJ6C!2hyu-u?(nge$zQJ=a3U!a=sVZ@ zNZl#GnsDLCS>U~vdDL#gn%2X7d+aQ&D2Y4b%iK?G+FOa?@iNi#HzFIerd@WruaP*r zjeKy94B1Kwqk+69`nDM?ad+tE8yG1P5R8PU{=tp=viFgEX`Z(}>)3?95k+2ibGc($ z=W);%d-60G_1rzL<~tl=s~n^3QT_3XHL947Xgu1;cg=G>Bj}4R&KI?{=)ec(`Na#o zEwI9KBf-O)6YBoXawX^?_pB=6ZFZ0ZJK_tPUseQlSh%K&cOcs5o{<|k5^z(cbvA@` z`c6s{udUnHzuSv6&{H-r_c~u^O7%gTm|%8I`_&vnGOIJ_+Diu!SYa>1f6FSl&N;>2 zp66|nJ^`qj5;s$PPtylr-p4zvg0Jv_MsYU1X-L+whP2pUpf}TUr&#ig`4>Ub{^tx) z3K%ccE_taMQ;nzBoZm-Hcd>te4#1keeaaD_LYSR#Q(esN?o=&&(#j zT*a#b$+ISZ!gl@(o+E|y-q5A>EYj4Eu1uJMPi8!R#vT0#jL)+-3Op;f8E*Fz8{c24 zu0}_*)&@OMrt~7l(pHwo+dVDe!iku|NUa)<77ph@Th)l>AWp;^Fddchw8*A=;;+(A zhaQK+03i;x$s9W2=C0{oh(p;PdH37e`{cy#+b$U;Qn4z-OyH@eSuRk8$Yd)c#KTX# z8KsmAOuYM7VWaP&Sk%=532%W)s@p)ZV33>0&TCEl2P-Z3J@h)c?3YWC3rw_yq;fcX$KDnmL;u}XKhJKeHc6E-hFn_7d@s_`YwO?QsWmz~ z=U$8-?DMSZ*}+DX@A4~Z3Ow5Qy$u3B%i0k>c+HNKNt8)%XN6Ng&w*`7|4Cqw#e8;T ztmpT&eDj{=3g)NuJ^0-fe8QR~5jpbM0V7yV0VYw3Al98>k)Kwr6gPb+|4_H1I?ts! z4vKY8L!T_(=hyogGsD?EZofbF-)$;<&NVrL7)oU`5%_+pUumJ*){IGSz)xGRkA)@a z#4&GAC1&{p&JoDP;?t`om+f9iW3##mQuC#R|(AJ#TT_O6Mu z$q-!N<9dfr06D*97(qnE>7FmXKI&6)CQ}^%m?^4>sJ?$D_eeTr2oGQS^wMm6E$V)h zS=5uSA4;;{fTUj6{Qh8ne+rA1_p{}HxCcBf>U*Nr}t&5F?)r79xib*dNejbXiq&)F40GaTuIby z$i4=f*FD^%$hgw~xK(I2@_N=ZSQ=tkJZEI;BM-UKn-{JvR0)?8@fE}Seu;1a!rKR+ zoSmk~U@IZ(EW4}sS1Ekb!`uVC$Kt(f<4i8b>c91L!iuTT+no*0yf=ClG*(_0EQU8} zFVwu@UWt<_ab6DYXvIeOutBF$j!oZEH`UV8!21)C18n8Dmzom+nCSGP;@Q^^;_4n9 zlAkj<6S`aJ5OP&++@a5CAP?$Oxr0m_RXBq|SXuV-o2DdaQYL=zq*u5d`X(P2IhQrFJ4acyG*xWW>H0~R3@~~ z_O-0|xc>?j+PV;})>WW)=tfju#`{H1}~Ytu3Qspod@+X1nUQT4*N`Hg`5IJ)@@Nqnb@9|vL_xd%LkdD1+!75F4gdHl5g<1bwr zl`*x)RJceX5I$Qvv(yN_lcJ;FEtE!OiOuD3h|g08o7D1X)KTiV?CbB#iLA^av~n>D z;g;QU%xyt-CgZAgh6`5h2w64a{ATU}H4cLIH2~Kh!S`2u2j~a0^pKe`#YVOii~2p% z0eF;;SvhgWIckgkaU1Z@w;KTaFtt^#)9;9`JNg4fszN!C-uqk$_!! zZRF^+j>e(LMfT+96E!f69iD+%rO|%ksFBDsCa}+19VOQ8gf7h*8MVodL3CEOmAlpw zWHx#;=)t?nr}Ss>PbB(G@Qqk<>Q>Sm=oCC8P$D{Q>J9O_RISv`&s(h=7>-SsB~?Q&H- zYC-WwOVeCul|XY&BU&D9x(1_o$>a71PT#0@VF41KiqtcM-|!Ir2Meb{z?2-?)pL1R zNfX3A&g0s`u{`Vh^-wgf{Jm*2o;aa6rejN-;RY9Fbn|emymi4gsj)oE_1xndn>kO! zg3I(@pr=zGr2b#4g%H)8YH!>o$rRJ37)B6T}^{nEH-9g&Jww2gG)1`vF5hd5n zLS}UbTA>%AT0c&f{9r1>fuU^V**fSc#Q<^S7TYfbFmWq-KuCU)GSkJGM}?ps(%~Ox z6a5j4)lE@d1=9eQA&osDK`iQ3Tv7PuK$8up%D^m=e2Gse`qs!b%}CM z(j)k=On88V`K<$Q&rdvSj^y+Y4InPo7}H^#SM9A2C*Ub(87v01A7xAxGu~#Zz4Iy7 z4tTUn#wG=3(Z~SdJN%ZgW43oWJyJ97d7V+T6uW{;?}KNp;WD(OA&HPdB6=D_B5Ty2 zYEAIQ&#JiHwp$B&UHnWlkJ}O*yn1^LXkrXfwfiWcHV}cQ12NyWXM-jYvFvJVx$uYk`=Eetoi*dW5Bo5NgAiXEmZ;IG zh)xrhv{#KvDS-sb9|cd;xgCpS+rBfyBXTRc(@OW$7G4_P9qOMJJ}1wuDGI5*QCj(> ziSMcC#LSI)p9?8BfSPrQ#+pFt1nCya^+I{y;xnxGadLjZKLhPR-_7;t8~_aH+cM`F z?yzrjX+Le8fr;Q6 zTA_g4MF+TcN-JHuEP00DgGt$D0%F>Ryly^Y!GHUu{JD(%XU5h4!rz)mp(r#E!VP_) zXLIPYC6XDFvOd+Bb;!tF5#HFgI{-M#S_gN>7C;8>j|AH?U#vfl<_k^gRW+h*3JWwm|YJA zj*myT&mQE-eGgAq;&>th>A#x;3 z5Pl&rS}TFWBwM)q$f}hV#az6mW=essHJ0TZUxAj{mZ=Hlig!sp_UP!vuY2K)C5SSO zRw}aV>zWeHbRVwy3uM!CA!g>c(6BSaosXi5t|+qRB@HSqPlOtgJ5TKi%+1@`OPs+{ zm(Q$j*k>SO&fD?ZVwbi*>1iFb$5a518zbz;3H_X@piRs@f6tYMX0zPZOn!_Z&G$;9ZpY+~-2^u;|5@EvM znf6lt*vwLFby-ll%5ulJ%cFeP;#rm@t|BpHltMZ)up;|{)1@a>d#GVW#_&1ZYRr2; z|6Wu+JJ)+!I#!C9&JTjEG&b=zvRGqUr+Whm5Nl#W1Q(?SF65+8x_BQ_R|Y29siWr% z63!6X8t~jdxc^ZpGCn_1p8YOXA9G^eZ!zy%(7v#;Gk+p- zxUo32*N$UcDGH|k=r2$=GbK9l?TVeQUb6nU8^rTLZRQI0AaN+s9hF^ywxXTD3{xuT zEB%BXYCmoyY%tHD`3{5rax=+>QKyFE^J4x`Yf-9C)R zgLYYGXp?6?i8T&=BhMW8hs*Gm;oO{^SH2Sdv>TvUzj2wgJ@^oz_>U zDN~zhM`W;#{4Q|(@Vj;BKB*y#scl*oIfiW&OgX<}oj-3~Q7|W%v^t>aNiDICzcJ5d zR2B0?zEtwHKgGK?xUoVryYPk^1#fo!U4lN%6xtz4%W%-q@4&XdR~*2ML@4lF?lur= z^$M7pNNWEAX#lKrLrssw}?YYnw&iQIXaOAI-#Xqt(Wj_IKa;O1I%p+f2 zcQMacyUSmt*N=@Cv)Zmi5kH4h)(iG8m)|$f?saC0qdY6en+;_nsAC|KU}xKinq&(} zY}&U9N8>vt#lJs$fJz16s)&=X@ap9Etfq zcSQC@O7oWQo}d*^OEaXjzbweqW*e(F4_>6WpS{}I$G6P@@D8YfDWUZ%*umH$z^>)@ z^mWW7Jg(Dh?ZN;|2$0+9Z;*DXO@C$pjOr|Fp37*n3h^I@-qcsTC^Mzp7QNv_4&H=0 z_q=P0u}2DN1>7=ZLbkJXeh`x7@O--B*EViBo#s$z>;JrMSsgImukev*lWMExtN3iy_f7RWDjlb}O~f zRrm0geiOvw^=J#NESHi^+WCjKLMZu(=J8IQfWA?LVO>}f-Osn(8p`IJz1F?1Qun1*$)YJVr+Zq_$H3BoD0f}Ra?;xJ|@?8F0G=6^9J`;Ys&sXoA< z#Nvng@5{Mi;+tgrue`6s{W~Rv$9*@60mzvS*HB`3eoIEqVATg}#ep8Ju?c}7keF2C zh5fo@Ufcw_#0=%ziA0elX9uYu1RB`Ru$P+t1u7@{3zSRUNJi}cy*Sq&5y^7Nqx%>I zM4vi@)yzfFDB95p57bk=_wGx4Ps+k+Kgk_=Yj4;9o->UeLv+!2x##djQLT%(GTzZ-+N)sPd30b$ zk|e|?o&=&{RnB{cM<-{ca1m1}ap|-Z-rJ09i;^~<(vjs)P_7;0wbb8Im-Cic6XY_obSXwVj=1eUBZfvyx#v&}w?T*N*qvlvMgvu4;)9 z)T4LsJtEn8G2;CB??j*9&YW82U*P+)?yJBO z4WZcwBu-{hiuZMKTH7F|M$87-k8p!MQeA-Pv;2>hRVXV&c8+;6aR9Ev}Z<(c>PWe^WXD$ zABwcWVP%2dS7(zUW$n|~Upk{laWh{Y1sO%g>*?MDTm+1H`QFe2D~1S+`p2pQqerq9 z8L#S2+ZCX9m4PC^TO>A2yj)DOekJnl2sTBb;{MUAt( zdM(Rlb$NXQTQLU9k0CUDg?3ffqY71$X^ouwTFG8aT(ZPeY@(i-(4#m$UWyhvkta>S zItMA2u~mri@j<9zjd^pN5$^#drEcac92Q_g6+eSv>^3bruDXR^~}pjy5NzGDKVqpRx>P+{k*&aJueS-6&|tOTY@% zY~_lKdWS#Tn)>qNAcR{ilb_S*)6@GXTG@~U%m*3Ybrm*irbKdu_wU6)q8JXYlgDf0eR)C^tBBc`2(Y@NDR0TlF60afk^FXjmtBz^EL1+B$t_z zzfW-NQWI(K(6wi}vRJ)>_Txmi&i3B)*p)}6d-*u2G+Eqcz-GfKmnp)T-u_La`|sL& z1EamVfgGPTRL-;U%0Jk4A*Q}_B(B~R!HCJ-WSsI3xw&s>b90ZLG$-GNUbGCA@~*B$ z9=AkDRf!3Te=M6gWilw!64gC5b>JlJRILnpQ=o%$&lyT5{l2+crL_^!%BN?HF6gP@ zRr)cdmA^B1)gin5v@Km$hn3U`1k4P*MgBj@#{U7jIi_ZHLt*fNK~9ws zxVrsnAB!!7t3yTghB0Bln{3-@1PbX+^$)MHI^&g??)|B?7U$lqA(>0s4H$U6NWn;y zEvXLnEW(}G%e)eRkl(!`U|8$iM8|FtpHeag14qc za`on1JA8J5IKBa>$vMh(Q!%dfP+4lz62{vF!J>TyNdN3?Z2pL(Y{SJRw7>4RQTudu z$&7A!#S`DDH>BF&3XvVwb#vEp?p5_jB4n;%4Z&Ah+g8OsocDm$+V*{TGnI6*2`JAlK2?QY_g@T9O3~O zTaRP(0R`_g9o5q>`Qh4g>_VhPU6ph!8BRb>1H*yn4bKES%MJ}QYdvXSG3X%}Xgn*ir7iN)y4FW)#yAR@#xT$kDw1vr@xpzj#>;0kjT` ziq7)zF9=g?rirm(md8)2c{ndP9ZWkcQd$Ho$t`U&aBc?3v=GCOhA?xZ=n!IpVUBvT zk8ydjOo*>xPn1#*ev}loYf=dSXfRGO3LJTAiobJWY~v9ZriGLL^?R#pgE+(M^h}pw zAm9KpYa?K^bH~Q~m(Fo}9bIfd<@3X>ZSGLOkTR=Moo!QlysygBDGm>60oc68pnEJi#P^pB#U%GM*D8`-=y&1?2 z(?pGeKWq5d>Uyryp%*um+(X&mBFvk*sAdT>zvKvqVm%vjaAEIg^3{vA!){7v)thwG zpo`>ToA;`(M;9{_$~}IO@wQL0vpP2&TSFWkwRk!)$y~HEbS>WNgU8K%)JAI*j3dIV zUQtCcd;%L3P$MZs8_6 z+{h}ddV3t!w@SWIAc&EV!9#}!XKkOP6=f5c)s}qIA003mD|wpw#B?^nDDv7N8WZAYYJ7;Nv-HO;-k_27cie^0p4e!^#Q|;e+Bz`(1 z1eqzyCKWSAy;vlb^er9{G1h38r#dWqcVfU{1fuiplNfZ-0oJ3wrMoqDZmtmrVv3{h zKIbJPf4ww%zDBEk%E)-dVgRT|v019S(tinVmAi+p!u>;EZc9!sMCYs+yDdk3sB5mO zJ6TI{Br_3kR_T-BZUU$b1MQN2rNvOd>#-oeVBR`*_cl{Yet!Gh!zd8Lf;UBtpJnZB z5eH`DMKu?*Y^a!Cma!7_UVURVc^8Fw`N=&wkNTY~o6}h?oHV3dFwlay^KBHA{z4AxD`HLg_Di~hw@8HIoNsFeKpw~X>Q_Fqgvom`{;4&hEGYb z&jh~J%06+_`cOU3YE~z(bVjesmud3gJjZUm%qHcRZbH(pn4LLxZ(d5Q1gDh+(&Lpw zz8X78>!sv)!`JT}irF~o{qdnT++<-l0!_Xob_ZRv8M5zdrUTdC+`KYlF>Z_Ua{DcB z;cqK$tbS-#FO4j1YaI|FTU@kr+^c_BgKi!t+REiGkQjo*)+W3}2cl@6OtFo^Nu-oV zru1b;{mBv^bVq|`OXq!Zvnn)hd2Rgh7$9A_)hPFqu0|i4+D4JhvI571uJ>YUj23!F zL>N6*VyCG_LN1(MAMKJQ%&XcefZ(dM0NyW~atYZ`Xce=UW`9{oN3>FiJ5EFl)&OjK+wI_EcepC{H{{MKk7R^|*~ zh`Yy?O-6(8c?Cnab@X-Cw$e;xBPw1>c^5X+K6Jn%Slk33rZf8bg`lA z_E|eH68b*j(!!Kn|8Wqp)>AF65nZO_=#M{6o=)<+!k(X1?3WAgnF#<;l$R(7sRUwq zK7+Q-wYj5S0Zq`Z_LhRVpA4y4%VIRk-SJN41lM*I3F+A)m{Eh(La9hbIc{vJ#aj_b+vhGMJeCA0KOUL zyE1&opf#t&$T+|I(wki{my69iGh~BpSJ4Z|;n-}WcH<87d0Yhb0%Xib6mjE)E5hAWxj+pe1U zvD>mjjR4IikQXCS3)T= zu?@a%NoQ6JD;$~hDT16@xlz8EA>K?;OCj(m&4D|KB#EIJxBD4fG8rPT3CfOcZC{pM z-juG%*bMB8>3)O3ld{s`Emg-jX6P>;oaRoMLx8X-zJ!WhT|W;0yXfi;Kfb2cPl@9& z-qT))x9}N5D9=_C`L*EQB0UNR8s4c^ooAD(ulmA7Bi~{D`!whfhm(8g@h*w|{{aLX zN*%XDSi#P?p`x#^gWZFlAGz*YW2YFcZD@LBDuWF`qhG55)^wLjwfCUXF_D`2N`6Xb zkxVey-=-oLnyiSTbl`|7F*FH9I}v~QJp3a1>j%-lH;i0m*K)e!a0j_7$;-ukg?r(z za0AZ8cMF+F)O>xd3ugK~yj`f^HBW`qxP!Er*GFzOK7zr2(oB7upL?EQ_%mQFj^WX+ zk^+AHeb^s}bW~X`W!6((LGYl#vl`uG{bN>7kf$KR=1dqXNAc~h2_G0 zAi;3&ASKYLI7f=v8b66mU8Vlc<#~pi8{dU!|DbG@Jit#tzj8IbyWPsB?91{R-ZFF1ErhK*&Q_F7@+Ub7AyPc^__bf;_VEwTw2hqNVwLOGt#qO~*G|-p^LDFDJ={dr|Cj=l*tz`geG> zbIQjs8|tOEG6|1RlQ5^#+xU#fhG23!GH~}unhna+b@w1QGW^k$o5V?6CZoVe5Bf7h zz`|zsCN77^u4LD}miyuT$4-w5jwRP*yuynu*5rtHbw~B5(Shm>ji2Kf1&wkaGg^Ki zlg0tIrc`R06Sg&J5BVJqzrx`W%;w|b+D5T>su!$&B35^P&@z4m;?`t;I~I?kqVp|^ zZx2Szi*e%);udg{R4HEla2kn>=E6Rs8n$T_K~4p^ocn@}s%q=k1e$Z9!!L@~{X|L& zcXbS4sm9aBU2YDX3rRGjg(yla=kR|Y7C*%pohhFE^|y)9`tr^)?q_{1*0b{+{?;T5 zHKn}GsIoYf!h4g!3e4Sq4+~X>D6G)X=9_hbsiCs3bAC>(H7H(QNR?Nnmg_g2ACuX(Tqx({+n6Gk0juIML*h$u37AO*xx0p^?Zr8@ULi z6~WamF6@WI%wR$eL6R?0qs~t0hg#lW)bYCr8JN<>Hl-(gklDszSiXj5hDuvQ$nVVR z?YVU4FMWyl7daEvvu!3^=NicJqb&=q7I7yx>kvLq`mN2_lpQ#} z8t^ersgL}E z*igW5Z*$lEb_yc(?=j(kBWsh-i{m!y6T5YiDqS9Q7ao3%+4LqnE^Pt8EDdzVvYnxE z!wG!w<>toWldOgIlCUaD=7@%dL)AT#WGDUxl4xz&W*N_05+YbD`_g5&{1(XT3}_5U%as^2WGFu! zciM{Jiu`T#i5It z_5i+Bh5AYbe$U&2=J-AO0Ao4ut!g$YlKhihe2Fu*sag!%N~u2~)TB!(gk)X$3W0NN z9+K?Poq&F$iU0HuR1ZAa!j)?l{pOm6iGALR2Q{RuVg!sF`}X(1bib6v*QmDC-&)vR zJ=uw~5*?lUC21Q|0;|G(ac2$(tJm2~?qbkYj@-vJlky`147b9oEZVS3-Bn<`6VMT_ zB>l#+(5rM=3>h4N70g0uotjx!{G9o4-MDvb;RRU!ak@ED=6V}vwCE4GGdI8PXw8E2 zC@)-1{P18(@v|b=k0d4`N#+(Zs$!$zNFRNRt0O({CQ3 z#3Ed!V#rPSMoN9@qJQv>DxdgS?j3?lOUpvbBk5GWvmzBis(%|RM6uf zOp*nAwWh5oqWFW)yssccO}skRpN)Q0hTU^)GWH;k>-GEOH3{%0cHM}UXrPH$)Lykk zOBU~GPuQNc3!F<;p5c9vk^J2n2H2mk@s-LZBHOgRJsv*j9q?^GrkcjXARIA}5$+G@ zzP#a5jL_u$I;D6kQ6pTf_$LCqe}SS80iPZV^ht-LXbLiOSBjf}wE^%(wBj?1DMwnUSz?pTVv7>b9bu#0+rQN1>*xR*2Doa2N8e3{c-wR8Fr>j z9!xeHuQF+jF${#kJ#E*-$it-T&2VfYPifzfmESTz8{s9cIxs+O$ddZNZK|-Z!{lW- zVOsm5;l;=k?QzV*GQcRLv1Ol{qOVlVlWaDhJnUX9Nm>3kGQ!)JlWjrulhTT7V2aMi z7DY>CI#uKW_n*<)Gxs@Sig3pN)G|5dkJP32t!-N_jnbh?14p0h)JLtHJmsKZEg<## z0$U=mF(q|dc-9tN<{Em&@W%9ZVHpMMw#tvdXh)T^@`RTtji9f)0(v&7`S6UNs1!CD zvPyl0jxOfMnKOf)3)h=jt1Qu(49Q)`U2eQlHN(Zm2H#xC6Ypt%an#U|TYmC^EZUDn z--pe+TohLFo`Mh-T8}*uzv4mJ$BBEAdRFRyJ`cI>xzXMULHnVw-hqS z9mpta-0GsM`Ss}~DpTwYYIw(pzkQn;(b+gz^;ohCHm^iCr1zmRGGWgo%(rNI#~mP$ zOz_(s-1}}Sw5lED>}?+V*u)ZPsWTp&0n=x=GKCMr7F3Cuy^iACbLLCa<2u&8=s`ye zovFBuQB(O&x%%p!?h2`%EBbWba^wdraR|j3b<=!gT53mmZ|?8Wo15K`Ul}GR^@{uj z(lHQrzLJUQk96-bLJdc*Oo{AZsH|ZI+vlhcBF0L)ZebtEe`*G^x!m!Txn)n_BT|ee zdWnqr1ZR?5kCN2;`f+N5{mt`Ox^LcWmL!Zr4YGXc+lVLEe5bPK68BqAojjIMc#v=Pn>DQLGP?q#sBH=V&XWkz$cPV)&hN z5MPt?vFV-jL5Qz~bBFmY=X`f&jg>jZEhZOrw6#ww8JZWbv_d#`R%uwW_@%y?r@$BH z^>zOid8Wc}jJm^$vA~OW-lbQ`$7N-?8;1{MD80QhyO30y$=0XgXiuKrgl&SS`5`I=-bU5VK2~8nMIw8U zd!jRmUd{M(sS0`%0T3?=1&7n>#W4e^|$;bSfg4iRoa79_voURfRiyv#^t3o zLPs=B)NFfsvwAUV=Pn=r|eMa_OTp%9FsxDprrnp7yd z=hU=86!V$UEZ}CT1*C>dlOF*XQCjn+1_p}@rm7Ncsjg&f67DRInHA=0V#>XzLOLJ~ z`AFZ5PYIr*)?S~_HC59$MP>(vF$6cXWmyzf0Lk#QA5Nlk=>1mo{7Nw@;|fPQJ3S|i zp&ZHvBE8=GidJ2@iUFF>_dM;+A!$47E%C%=KbAg}MlU_8U~1IF_x;04@xP7D{HJ5Q zwy)V^*!-|KW4OTJi93?=Rrh$_)#Cd~NYQ46mOSMdiR6HGjknsB3Lk9gNKyLj#0_4l zwJh_PFgx@#LujnuXya!1&J!S^M)F3a^xu&(t=jSZG82#L>W?$!?2k1@x{EAaCev^> z&2~MD`C!>CwehpN1X~}qAF{tJvT&18!2kGYk`ha2agj*P3I@wjc@qW*L2anCltCbI zKhO$jG`@OxGQuE9!n?GA)?OF`)duC&DfAVUtt$-*-0CQ zVOoh$`&17{ZYJQO1fUz?KOO)9x*ur(8Py*FNsx|vZr;vpPt}}_J2m1PH@@ECSN+!l zxR%5OL$|jUYpk+Ky>IS-3H(QjbN&J?H?rJt)M@L85N1CrY6rc+diiHCh_6ZsDX|R|Thx=1fDw>5cG>^WzoTv?MJ{9( zxN#ffYXqN2ed@Q(2{>bP^zCsN{WB!`Zuf>}#BGKxL3?z+!aVXVGgLc8xd1GF4&#Ox zdUIPHz}`d?m>CySs!+Z50*O<-`!i$b$7Hii?p|ndskOUD2SEP3r^|iHZth3fr~|~7 zYSz%}q}iDXf#$Mo#AjK4PcX+p)zVC5gXrlhp zANs0tC%m$5WgI#64$e{o5?kqv-G!5Ciz$S*#2?6i|4vn*2zp}zmFm*Hj5&{53@jY> zOi#(H)p;*l7!97P!uYS04pUptzK;Vb6t-Yq+Tga5#il%vKUD1-rX35BS0lWOe)%v@l^MCi_xt6bcH;EDg5+YOcOLmhQMN^!Lmgd>1Yqw35&DvQe z&T$$l$WaPYZVQl3lSh-%18P!HUb9SMU}@TA-loBX>$-Mvpl7|fsJDvaU1C|V7H%{D zWS{DN)R$AN0FiZot^0Ot3*kdUT5EPQ;N7p-AO9qx`gZy^)|jDMAI|0B;H+6Kn?>sI zF-Virj{ygN_5vXV#$snl3P6tuNC=&n`B6+KHsnyhLvPfn3}3p{v*cfBEq!@q$+1xIYeO=Mk;L=0^SY<}U8Wkkb8}I{>W= zGl9tB$6P6yi7X^`CpkYKjK3o2;B4r?kwF=s{g%Tb_~lX3JM4gX)n#pO?<=XX&Z)!O zKYWiK$xmM{Pnm}K@E1a>H6k=7KUG*IlnqikQ=Smu-g+m|C$YwK%kw=f2Wmgw>&FNV zX?+PHH|3v`tKPC^Q+s=X8M}=$j*q*32Ds+_DCzKqxE{tDKYh%(NdBF+0>Q*RAj`TZ zYLFFm;PbF#59bB)8eTZ(#&Ob|>!@a@;(}lz#n%L9v*jUqV?KPfF2~T?)>RQ~i5^!A z7_HmuNU*%*!fE)!HUXP6mFxRml~Azy&s)Mq?cG?y=9wT;i83;BC|Q>YZ+)<@hdPaO zXAql%>plE=bK(Wl)`~PWL|WWZ@)RE%{S!a%trwJlyoi1N`elZ{6CFKUEO7 z3?l|0>TT8y!Ax63n<_L;=Ys|n^hp2U)2z@szxycu(B+#E%L(&pc(ktFH~9~5xNzTK z7JRGcr?xu1i(zTqnY2mP91%|^42UdaH$IVMgoA6xe~sYhjsA9Bbz-3snad*ck)Cw0 zUAH>?!b7goOvTrsieE{nK?Vc46?@w~7%+VBlULGrJ4s&OFBb;9BY*?#%hJU{#-KZv z<89}!8pfxqsmk!vlQL?fp<{Tk$15qI*xwfF@nYgfkXTZj5fxKJwyj?cR^cD2o?C`# z1BQw^jSaz|K0*t}2HBZX&_^tM){6=jz+CXOEp+xG3;<;A%n@w^t`!>9!Mb*_J+v&Y z*a8~Mehp_pVwQ{A+ah#frxIYHKFTj&EhM_BVm`0^7!Xs`VC{VVL(7$l`E2o(<2;`G zR=Tdl>Jb%Za9K_?k$cPJk!k<8N^pyCX5pyvOK-wuX`*~nYZm%5J-FeTZ!tKx?BbO_ z*_Sa6ZDk7}eNDvc+OExV9mw#ESt38 zcN6kgRq~U{&j(T(q>jGak4>s3-AIHxa`$kaH}a9q{y*%!XIN8RyDl0;0i_AjyMUt7 zr1vHw0#cRU6p#)9X`wgi9R-x$dzB8Mcj+BMO^_B^LX9-feAn7%U2DDH*6-TaUhACe zoV|YJN9LSK#vB=QjAz`>{oJ>5@#x`ETx}>r>V-BTO5%Yk!H$(9pTVo9_5OJC9hO@$ z9Nq&Pei95D=Mw{OmJDS;_E?G1jh9F>=Q#4UxBXrB{rj04fSOvC_Css8^!w;%?GuLN zvYaR5(fpma?gTOsQA&(B=}O_*F-(9-eJ!qXu1VaW#=9|Mu6RG|KQE1}GzYFQ02?ip z3(dC6vxw^pvJ)2eyp@sF;dy73W917y`9%DFpFAOyU60uS;**@u9v!Dr+g86j; zoK#ZporVClyTR3z%o3m?%@6?17UOide1|fsMLfP^j5M}+X9CSjRU(& zDBd`Pjqp5}?pC`mOvoO@__c^7?qQT!*z|a?CScFIYx8;9hYkZao@Jdri4bgUgv(v@@u1ek7W)MS_^@Tx|tiiRM=I$vY?zB&tOu~ysa0F9*u=89P z@dWgTWGfG!}|Lc|qJxr2JnBFkN{CF^ghQGN>(4eG-QCf}cq zD}neb&!!KYh#8B|8z@BrIrs{*2hG+_{ zppqe#*ivaf2xZTFJ;fYjnim)nG<|3RN#2c$Vk;lM^nqHj{KkY^A3u=9yOwXT#%8V( zrB81IIw6sl4<>3KpeZAaHud8XFhV`VGIFVGjC1iT)Av4%!u1xS#)T2fis9}gH~3Re z(|$~5`LJH7?8f;2(Hu&7*>$QG{^^LvN z79sA8!F^bM{yAA2#%87Ww*H=YTnHQME*sbg$T^jv!15`I7#GV~o*E5fr3dh+>ezCJ z#?j&+sVEO}HW`1V-=-tU_PO`$%z{Ps-vw=Y$8kiH_0Nq^N~nlwf4Y1*={$OSd5b0_ zxC}9QDeF`$Pt#|0Nc&~PEm)?DAc2~tt;It%6v~qWDIc({ZGOOUKAKRLxgJnb6N zz{1Z!bk?^@*6cKkDKWzEWerKG;PJ|m=2L6+Y9-Z#l@0V~c9)6G6+qx7hc+zLI&Xxgky-cWUVuz+;_#cI74Y?ZO!|dHNl`!OKn{@zn zqH|ugPh$@lvNDl*uEF%aI>U`<}@=NwU>SG zMl%NU`%+j9n3m076~jcH4>Bfihk*P(d}N696$Pz}b7rpWNHQ}Bpfz%}Q|?$LTiHfX z#kiit29DYbn?w{NJ&RSoEFqt z7sJCTm8`<;gVQ>-7>?KCFXWExaxJ1oHtK8AxVmH~O)Dq&Ol#{tzGI1WkSdbg{3K2D z<~Qvi-}I&B$ZN&u7k!a2uZI*c`8o>^Tw<}IDxMb~b&(J8%JOo=_2*GjnenFMu{2~7 zQ6dCeOr<&rmDIzXEy1PJZ<(%+9)hr^4t-g+4TV11noRF__tyBUrYmc-%j2-N`|Lnxo_)TVLv9x zBwpE*v73(VURn9jWYj~}`d~v48-;_lx^TI5gKjE8Vqa)mnzIoT#tB|=&nV*RSx4(^ zwW%_}=snSM!3iNBf$AK~CfA_6o`UT}M;Pq6Nq8ekdtgk{-`d$~5$r}VrYbp#j4iJt-0q4vzA z58p940B(j5C!-bJ+wdzvMiS+UKAZYC$yj!**QQ?M0eFUu3sXdn$)MtM#-Q4i=H@Wx zVTSWf-y|oN4zh~I7faB1~Bg1JJ zWc@#opuaeO|KaubB1dJfTv`$#l&)jz>6i*Iu@yC z6hCw35O4Zv&q?@ZKtb>a;+p`ys>m?KGQ|bq>hU}Sm&g#wv#j|xz`y$J7-rOsE^TxbNZ^Ks5MXK>JN;(PoxcF zIg-qz^GT@AgBZUUJJz1y-;;b~%c`ZzOf6{+4{S)+iR)F!By#FuphC%C-WN@nO4f=Y zPlk#0Io%}5GXA{x2r0Tr)n}AC=|hXOP{By#AoZ?hV`JNU@>8$opuHrU3-&`kWK~`? zC~=`@@5j^PRN&Z4FUKveCKj)V$+^3u?p$;;Fiu_y6-W=-xO)@0fvK?G)~SBU7}mbw zcdy%rTv9kgcGkJ#ZcF@paPrLaI^Bf9H6rX(3+%w?pXIdOMs#Ra#(PjkE2$_hd#-(o zo!ztG?+VhWGxu>RrjAzI)O+ z#LZTs9B!O-r z#Z3lvQogk1Q~|aQ;bqm^$mFjY%u}_V5rqm=-|0&-hV^PsVuBe+f${2sf5jhGAd)hW zhR}_r@#FmaApP(6|M8*y@Ba9={=gc< zT&P3GFL6teTKA~9_VxyQm_U0XbgMtK*>WLHeNC-F1xQoG^D6IeFtHf!3ucP>7FkoV zV8`@YKnLnUTWF2gFvGrr#`3-t*NafUc282gQMi#l;^5BGr68&iO&olwS{6K+%rui! zFKJ7f<)YmD6oiz*>J=Tsm0KgU(Wf~GxunjqW}a1>GPSa=y?56zA|s ziUK4+>-Z?iWR=c1<5DD$#;p@BYvbrhnp-(cHJ~A{_CktO^z8<87H4OzEf}08UIQJY z>Mf{#KNnMolaC1{XuBs#*Tu*i(Hw?H|ID9SDpM)}Hi9k52NM7Y_l!l+oc_X?xb zRA=RG2=1s8c6@JH1ytW?5lpXkX>R~j_F38tJ60yH32S>4@UhWueKa91hZw!3hm1#_ zQMfYiC^fXconU!NC2u-=5Dj&lqtg-?&WN}aLoMi4W^}4yIe|HnqYEAu$1AaaOPe5x z%y^f9&Lq}H1?`RGtqzl(@0)T?4@dG2-Ur#6ODnXm6_p_oK9mN?PZ)e9LwOaY=iw7% zwPvXbo82r1BG~(%whe248*w-RWu<`dx8PsG-^yI;`No3V2-1WIT(LJOeKGI9gujcg z*-<#P@SnM8aoAFNo=@WI`6cP%Umzj$eLD2$T6ANDQ3WMhD~7vk&r=cYgiI1${9w$P zBU79qu&OIW`WC#(gx&iHdjhJA5M#u*JSbcac50Bn1vTYWeSA@sxvu~es;^zsU;?{g zZQ)S$_Xu56UEAv+H0%YXUE7z^9xQA&Y)cWgI8B!_pk;rk0)NCQbNDEdv(*^SGFD~36D|a~-qVsfS0&57i{!+jntDv81B?{#@x;_~7gPsP%+t7CDZgJ}haZ!tN7~ql2(> z?a-4J$Cn=2!<*fNo?7V9;9sC`a|;-w!>clu zxLEtPg{Xu6eia9v$fIM1QKMUkVc8xlgw)L*slYuBhKaqPpi=FvfyY=chWtN*u#DC% zSP$oA9t<(l21n`X1lr?ue`q`i?6thH^r!CBM2q#ba*TO>so8s6=DYz7;NAn*yx5SQ zdvMbj;uQC3`@pEg$O7GU{k)m@0$<;EcY6Ete~8Hb{p1cf6337b--d{(&pf;RAmAyp z?0BvTxzk?!?Ngj4#Us_|acIV!16?e3I#l(QkpE?WCP9?4xI5hV4tK;RS`10~wA5*N zJANU%Q$2JsT%M`iBhpz)@x&8$({@ zSP?2{WoW7@WvIPu;FLq)&p`Pu^oExzCQS4fsQ5y&#(h^;^XR9q9_SePhsN;M4%>Hi zc?k3t6%F05^Z(G-%-7&7U$bFas zi^Mrm0GP_khqDd6o^aI~f>WJig%0Di%WZji*T5~#f51ePsOxBiD5@BeuNv*fy9jZ` zD_@_?4o8xBmEI2=di9-_k%w_9lUNoV63#j{vGQsnOMmpPHEW-#RXT2I%vQuyI;O9P zy6v{Wl72S>p=XOVYH9hwkIJutPf!i*07_+(Hn!*Go4cczSmgp2^H$PqjSX}@&$U|b zBpxK?BARA2Qq_~Zxr7|eT+$!T?_)^i%6DnHccWKh@bmmE$RZhZ`n$q0o|B!W*Q%3V zfW4k**)l47&LEeOTS{H;RQ6ir*Mf4I|dq6^0Zbt{q+bwp>9x^M0n z1sPePv;jpWKn9@lYW7eOl!8bK^HPUj-Pt!JR#>vHWFII_`O-HZW_y=eysB4Z`^ZyU z8uklxYTPxAzO`Wv;qPgRb>5dWuN27H|$8$$)y#<)W+Oli!edkbolb)9Im{Io|YV4U;EJOH1NQ2U^An) zx$Pz-Ok8($PfU*_6o%m2=oMuzdeZJ`M(1hL5Fut9x=e;zu!<52$(!WAaJ^lmVzwOn zi0w1|OZ7f`9EBZy##^Q9)fnyEpY6e42A|@7tBHykdJA|@fDvqA+{c7my|XV5drL}; z`rcbl5R}^XC9$*$U-s#3x;*w$MIES(y8w0zM>cxOdk9^lKBpU5VHv`4ct5ZL`;JB_ zt{(-YvtxY49PjKXMyg5=X@d{>SE7BPD9%*;>pDA)W#PULD?+OMWB;Yn-NeC@z016f zv*nzZj$A3X5=$gf9egc%xWDI;4D^}z!Hwbo8CA`R<4JI-ja|u-dr;7zekto?Z2VdU zy0=FM20$c%SDL7Qk;d1Zet)vOd^3L2rDaZMMoVO*M?G$`)j@RnAc*098=5j;##^~N z$+ezW54vhPJRd3aL;9=-huAHnAj9A(KrrEh7A+h~yt2mSCeUOm9POi^jB zZ1d*Uo@C{I?@ssb)a+ftXVe=%;p?wBF(H>Eg12Otu+lrUYWkW z?|YkBQGs=6tMxFMiJT7}Z0jX~$icS36eF=qi?(iM8#*bht#);C{hq#Vmu2M(GkR+D zS?iZe$5?M>;69Vaz1Xf|5I`DgXT|=gt?m_D|6$!vNxg)Nd9msYnQ-LqoA6gv1<~ss zQJl6CgZZT`h6hRV$xFJr;&J@1v16dQYb}Bs-;Vr znf2MjXPs-i5#XTq&OHtJoA)w&tzmzt)g7F5_Eh$L4xIoexztXX3sD0jR=z=)Wl;;@ ziL6_|qg#9n^tVJuBUz!Sz2<`RC%VN-y!U^q{}^$2DzaHH$&f*3MP@^1O-^gyfe=G1~L^NAgbPC-}+xeTd|rsMqRyx0kVLDDiLmwEt;{qs?gt=L4gOj(P$v++em8qr0tIg7DA# zE6o|rll14aum9gx<<6jkNa>-y_;mC!U#wtnP;8GzWMOakszNz9+pZp1dLy=%mV&P_^wv1(RZ zQ?2BhiXB_Nmg*4$2yrN*UnuN~6We5N*_?W|C?W|3$KO5hs!Byi`#mw8qdC?KczHiz z&7D~uGNS%f=83m_9_YjQXaI*x2Cg2)!{+PcZUl856qmQ}3Bhdd&T%MrmPr87C(Z!|eN5yfcNr#mc-L0^Ws_kffP_7z zCC?Zp>|5rzgYF}1#Yc_Q!c*j`ro>+~<$Zq2Dp(mo9yoyCw@jeq=s%k0Qlp0ZrOp4+ zIdQZ=4o&o8a*=F>GoZFJ3yHnSy4LDsSP%@AFohf5S$J8gb@&cjOP}X7Q7^) zl{`ZeEi*36NgAnc5aIQ&o@Elh%5E^Gf=p_lhLXw4(u3>IgDY5G)a^Ml~p5*YxN?nfIL z)P(gcbH5Rf&3fP+ouZ2_Iy$$5zqBhqNHWYqRox^80oNIltwe`TvwHx2SYDWwK?Z-! zludGaL=KJL4XcfWZH9O;*C!Lax?oM-m6!NlbpPu;I%n|@DiV-PV)g7Qs7Qq#B&X{% zc{mKr4Cf_pJ**UdFS#1PZvJ~8S9USYY1?CEQ9D`nR2d5pA!{xvnHiDay{YgG@q23* z#~#TSNN=R?7n?V z^Gq~ebxD2k7w81lN;?JB_jVCR69wAjx8LRGzBTtHar6mbVUP!MdGn`$;Enwt4W;WH zKz2tMq>T;F2uoakgr1)9FPP`43ZLF*X|rHbt)0HD*|#*nLs>Rc zK(){kX}J_%?^BC4}#74BDgHkqO*naPn2i|XmRAR68!s_j`^`T|I``en?lRNGY6OQg_hSO zV>wf8)p+`YDJgMeCbGXk9J5m>_Y=mjWt3ZlDcU@Ne`7|8eMbQ{b2##1aqN4`3(puY z55Ua}xa~hY;vZVsW-et5mh|Q^o?RiYlbtQxa~l8`j+?|^;s!*vh#;jEM39}=O=u;I zemCsV#EBCzjEU#fgK+1Az&Vt+2g8?4qU&&grp@T3J|TXOEOFs_y2LMvKArkQsYf;7 zp_Sor!0gLQ=4JXJFdPJkH2kJ-*~8G3k=%CT%DBPe68Z9l$RlZcv!jheczuNMV&Bcw z^sXt7FR?le)fapQHyY2iT zP#V69qyc>9*&|Stkrm>`IQeJE8gmM!&UQNT4iB{)ByFF9=o}{{Y{1<@O|`+F&Bu;| zropm>6vGacH(EwE)&R$a`D|#l78*!3^3y-rd^2@Xuu*JzL+^C#t>i$uL0Jl2bL9lfSVA)(n~jI%VXu^Jymbz zIhKdnpDHz}&0&5h3G~WDek;1S-WMSuE02l}V#vGt@@&~)aWOQ9l<}u|YeC>>;pI!* z9Cd@XK&U=r1b|G+U_Kp;qnOn^INHu$pHzEZ;n8xKE>kpt!1+Qqq&-b7U774L{oHQ|Lkl9R2ja_!3+$d5SHoVxz)pU znGaP;)JBxI8dw;nL-H*F-i~$*!2P)g33+A6+@}yV^L=RK+aPQ7Q^Rl+Zhhs>KqetJ zS^%fm))#&k{f-&THbUdJe|;)s;kI;;p;%IZQR*2+-^FBfB_)eL-ySs6x)?I?`Op`{ zFgW53sd!mVtcPZd;*av!<`idYYW?h*VzqZb@fi2J5U$oJ+I|x|QVqu^20>`tz1h8t zgC?wPNvyw>Qjlh?)5Y=O;n+_43!%rCo~GnUt8J9a5Y?{4R?6v1c0d8wYHmMFYhq}C zZq4z2!cp{PdfJhGD;{bY;1}F}QN2b?y3k`$hzbRT? zi^kQ|FJo6iWp79CqN21me$w#2S{r(U?I`@irLP4fi+a=yA=(b7TC-DeBE5H}y}oud z?BV?mqTe;MOpcn4j8ca;%*LaHSZ(jyscC3?XsnN-Pf!W zUhZJHDtT?fe5-#!Rco~@10pl=#p~T%^xmwvSP#v^<~$5yw%3QY%1{nAH*ZbBU>TJg zBSH`f>1Xm?VVRobk76-Gvvso@lkdQECOB&rECPB5@^#Hz9c0DGR|!aYjxVJp9{zSd z1Vl_&FewN~bc+pK`56MyC6`FzSZL63uX*HSER(X|9xfyB4bcyy*0}Ne(CN#Ys=Pe~ z^wj)2&iV?Jw&~V;hRq*v#EvW6%E|fZ)x0b}b>qxlKM0Y#c$6_@e9~%Z*X-0>;AP?` zR{RIx?#|&aP-LSg_Z{i3GYw3@+)FVA+L)=?LTwf_ao0UaN#~xG1+%=bov0y9>}vdp zGcNKr5Koz2evktP(c}m%D=@u3|5+>*C$KapHdvrHz_wzko+6n`Fq>o}c+HCmv3s9s z-AY5l>DLf#s0cqGm0>P;z=A)@mU_bPi5Gb8YE<@(ZNA`U~`weUd#D z-3GX>`VdXkXvMxbBZ+xDDi`D32xuUfYbd=On#E;`WfKL$TA4b zDqZm}62M3fR=RlAx9YkDUj zcuXi1E%{J+O()wDh-{Zi`R8c^Kg^5$z`lT1UN#3jF%E+PwznxIgi;FQD;i^t8^#^< zyRO4x*xk0fPW65&xRNbAd6_##PnAmOMSVjmw>_-ms1qghD0S`<_2;lL1o*LEIsw3@ zYO(L^OQ~b)*-U-kz8a~0?!yW}Oqm6ujbv*!oo@W{sr_ETVXE;}D;cN+hkd;Yw~jCU zWDa8f3#8Xp>AP2UbL;5EGgk9`u^1l5vu~+Ho@zK(zl+=486z`WlMuBZmkGbhhh=|z z_>)U&ZFYD5=kt(qL^lYxYK^+Wpn`Aa81RntM2NR?jXNLgdFt=T)wNVBXo;wmKizH) zJdgnSqq>MWRs zQ;fUR`U5_vq`*b5{F=i#kx#=(X&K9lS#fzZ>0nROOv+W9RsMoFg;vay0sc~Wpx7S# z1r_?ZL>=O$IpgzWpkhbxS|usBYu$>6zi`>KekBQ%>fsc4=KToUx08V;urr;qava{p zfBS1LW8dTT1vKk575Uf>34aZbcsi6^zDo#pnSP^gs+Nl4 zKsR}A5g!uJOBJig#tL$*AyqXP!{tL9dfB0Il~J}3Z*G-^LgWu;6RGKLpT?UpFGj78 zi}HXWllZSghNoQ(m-RyXK5DZ|JDDQJ(X%x3dU=}7CgOCF){1pcT80J0uxOTS918Pk zDTlc8OAuj4J$oN~xHF_lar*P;$n9IzlOP7ZJ!z^8;v6sqCP@>00u%bgBPgmUe37{2 z?zlhvlYY78Advc#GFq-XV<#6)ICAKbeizVMuxXn(Ua(_(RXbU_cDPrTt&?LchfQ}e zo7VLn;d=uUWB5rPb+O~|qU;0MRL5R}t^RB4d8K{#89j&$i>(Xs8WGa1^ZH7yvChkt zK=bI@yJT`F~jQBzS5QGhlw!z-15^HX0hI~dY>5r ztP^VN@EL4u>^#mt!)^a=`TFxV_4mu(|H|jEjNB1*!3rBL(T}E@o9S+;@hV6JIaGS7 zDl4uNg}~FC-b@Z<^A*a0>sUtcx!m7M24rKFd?hlv^b6lEG8{t66pWg6zsVyg8Kcyj z(Z&(t^w}Nm-m8Q9zQlS@o{#Grg|XGg1l{x#Om&<*qPN7Z1g_bIvJqCK-RhZM-%Z!d zODF~>x*hm$@$!22sH4te>`uz8m5I)j0C}?a5u^J0J=nuB7yVsz|40PD^adlFhcvgY6p zCsgRRlbf%rA`p=EY^d_kJG7>6o|IOj-8!%}L>*^R_MU-REao3xT-2?J@yxb-AhBj( zYQhX6QidsC1Zp&W3&($y+t^4VZ$oX6@j=&r8$f;H;4ycXZ4g__5MT9i*o`c$6X_$F z(I@ixBIn`Yh|72R815IMiG_PLb^Y)d90mPx8J2q1({f)$OdP8a&2&h3O;^5kvRqM1 z+YiJOke@L&ZLI6i#@ew!@-8S>)Xj7KdJu zn>Goy&MXtncYbR&R^j9Ves6n5sZG*BV9L!=PX5O8Q+v5*S32JWRJ+*v)I-y@MCwQYvoyNVdVzN5mU|Ky) z^!br;;`gIh(|aJRUGQD@APMT17lZwqiyq;d{4*EYd-qCf8cnUT`{+cj?+!&eVyZ5O zX*w>r_weC;5$i%8Z^i~=5Sq(fQlX3hE64kH3o~$>`aHPkT`ugZM585OVnz6f>j6o* zg9@*z0d`-lIYz!m%ZO*fY-*P!fpZ4Filc^Q*YGn~jBW;?O#mgfO$$g@iuy|S5S{&Z zx^D#W`v0ZGc5xOLC3Sn%vsUv?NwEP4)Q-(A&5-gZ$VGFXi>apGecwEq%9Prj^=)y^ z)Tj0ma;^Od*!hf-elw(;Db96(te>9F<1U0B%RdvdqKKBPFR^NRo?%I2k<_}5XPLK5 zyvTGEfX8+?>>{w<3i?(*+4=->I?=mKYh!ucOF_kg7x85dmE%7kfPC|(*#fK6+Lr`T zH_OeR#`0`h0MOR-kSYKvyW;0KssoxqeJN9=!W5%Le;IN!Cl*Zz}gGV^zqUiQt2beKFtvAfN)QYy?ZMwI^%zjccvl>P{Uj7~XehVF{1m zc%+MJ65qyTPxk83AZK`#>6`n}grHaS>a8vOX(SJ#1i(ZyY}aX+VrEp)0-*PonH-~)GKFM+nJ=_Lo?(Shp$*x zRv$5o?9xiexoQ$j^xXtzt0J1m7Usfta9NW<@EYH+ne&XWQfJy2VjGy<5-KiBG^jG{ z<#P^I&J1`Tc2SAPK{vZHx0W}p>ck1B&6_A$C2&Cx^ck@#PYixWZzc35Z4U$U^!0rs zcJH(^JuAGfef|4lsl-}LS40PT>(?~aK73%pW$R?_5Ie3PQ``@l8lcTkJbOlASg{D` z?V$>fp$hYuS95$!HliASk5A{>2oKolFQ;j zWQH_oUx5khK-Y)>{n6*?L|(%MN1|I|b#3i>ZpcGw?ZQzIiNDXTZ^gSk{{R4yBGoy9q5ei})|liu~9r_L#W9 z+MuD^n}+fInw=#!od6zoT_YxffvX=Z!Q`qMm^d=g;f=4^Tgmy20$~fTGwOkKoL5WT zhf5HK^xj5J`5ry)P#<0h?;7ApZ*AE#M0t@$MSW%gHo(Ok!w;39!vk_Y==KhGJlrxB*~P`apn zGpVjwM&r>rK>3wz_Lxw%Q?%ftmrVZrA~JTXj^$Nr@Vt=X*e;A-yOl^qGVPmeX8aKX zw>ynkJLcsShqE$~h#Bch`#Y-*2OM%$wWkG=eXth2a8SrDYE$x+`%YRm^!xD&h8Q7P zR^j{J2uVXxPxiv1Dq`5vJ%@_+vs2BFR6yKq&!_;X90>{Gu)owrW2>R7UwddWRXec9QBOCD5Gfqd{KEWHjsRZSz08dD=q>zrXs3%CyH7M-h5T0J;0? zhrt(}8Khb0gw`bYLaQWKDU((u;md({Z#xoB&*&bVcAVyKk*q-45dLUqnC5zLLcv^$ z*nM}(B-Z`zMDK#kuBVqRXyl($syJ++0^{(Vo6Vy31%(Hn<$r9~^}6H8h=m6{g_=s{ zdd#MKF-=uCFHnqeUkX*gR2@AfIu{Le_#K$zVyQ=-Li$v4wE-cOKe-;Ga2wjhx7%VTntKuwz5uhiL)U-*3OvKzND_{qZQ+u6^H2Rwv`hVivEvPPSN&!xUu_0Qe9$>QIGTwn=F;@`a zMM+FN-{at1rmbm? zyy(a$ZwKx@+{M9>r;>PqJlM)4*yDaxGr?bC$2%gCScm3NFSuYb&3L_IWC*v@x`0R3 zt^}QM;_9^2g>NW0FO*464ORE{-B%$dOke&5dgdJ-4gwJ7+p?Z;VmwGrPx4a5d8?NkK=~CwJn7Q*aKrcS`ckS zU5Mcub~FgYOS=NdP%qD5aiv}BeEUWnOW6G|)2L_6pyJ}EAbLin??>YIpM0(@5^+ct<3b7Sg9*{0T?Ew+trA?zPi3)+=czZs_RA3JDbgqFiNao z$Oz<|1_^LU_)s$`MVORcG^Ac*B5(Y7PjbGjri6NmBe&J+0H2x^$pqpoD6zOb#YQ zes=Fc^F+mJbA4F20;_UtF2U+Gj-S9*xy3aFTcFgI)r1s^N2<536uc+EE?mJ;Zqiuy z*<2*s;d__xYBV$))c9{3C4n!@iKc!y%H~^o`)LT}hn(7q4MKviDQ`rOyOP zY@EQJHuS@#=uz;K;AovMybUKe9ppf|zi*8d(+!1o`Yo&}Z4ryL82lCMz*jZ1$3H7{ z>q-@bAH-y*f4sP}^;^5Df4!B;+6;;<28Kjo7dw-Q5nUWDk@r}kCw&HtS8&#A@<5|E%21#5(=S7{5|p-Ly*z?c@2I5%k^2$T#tP0Ul{hha4uuY@0@{zm)tH*XbX0j?~Ytu@k? z2FDh)R2-Ix{DyQ|9R~OHmnKn4;_**4)sYHYk8bpk`{zQMyI?1~iF!s=R_;zT)C|I` zi_ZeEB-dDdT)rK$lGH?h56!IRqXXe;D1(&c)F)k(2u+5;{5$&c zUoE980!&)?&WX$c&ydlIQFPVGe|7=Z2)=DRhk1>VimZt;*`R&wf?rh#8*qSASgtrS z@vN?(Da_tr4m$gqLIJjjWPJOu1 zDp80Q?&oONl)O@p5>dUS?RXK*xEHS9+Qff2^%-3v>U#*aASa^)mPg3yZM}zC9NFiG zx5aY~{cG_7N;vE4m3K*8+a#1S-%AN)*A}#I+6cXH6tYhOJNDu%R+(g8?c+-2fm}&3 z3q4Iq5iSSB5MSAG8DselXkem#fs849&#`C7Pl9?2)<(nY1jF?Z-pn_nv`cvW z-ug&9!q({PNtZ+m1ls6v1?I|UD>V0qpS$UQ9W%4P=~a^I#`tBU!ixyV(m)_Y%8ny(*~TLFwrutull)nY3xImGwV8=0 z$+@(+#2o^C3>NWs*@55c4xa-*P&~liY4FiGFyzJHciQCoz9%Nu@&07K)cSJZZ0W4t zw>I@+RtRm~i(ID1@6n0{cC~Yqoq*Hu`$$~c{&PDDAoAt7= z%JULS>T&RARkr-Jki*zIg3}`vL2xZFeEGC8Nl%pwlXyLzQ-`J>-G7_lpf@jji`6rP zWrcc6&e4O8vMIVg&x;2t@9B-JnT*_?b9_(=v6MMAy-#%vK#hU!YZBfY6UT(yN;OH{ z^;$}v5H?qR8&;|1UY%65|ENcb99pXdH{x{{17~$*@ae`9h7$qY=MaAVw%zQS z@zo*2<4Na1aO9CHLTRCdQ0PsijFmg#q<%s2ms`{wAcxzV(ehUsaLHG%u%II7UVVj%2QAPP zX}+Z;#l>O1SIsH(At0=+Tb>dS@0ftHG9Quh^rqgLZJgNp04r`K#i57Trh+1>r#6d! z3>mNo#hvIpHhX+=F(3AxH+{%Gn|!ud8dCUPdiyK`Y_A&be~lx!8Kuk?#9bri9Wz!a{3P__brX7(&(H5Rr7i`t>E_y zo3I9j*GmexxTum^qm7N_5tvd$5h8%9cQaA@PO*f7_#M#UO0b89l6mIQfrA`gv%s1QDMSD)n5`g=SQ3>y^;H z8S!fP!SO8SUHyrGEIhp;AEWN21aC3AhIQ@_Y9_y@X#559aAQkcQw(L68iX``j@3Xb1a9K?fMvDyR{ zrD%@ttV;51^8v+a1hp^A#&eSild#ClVk7Z=*P3JC($qfUD3z#uFSe%W@11yD&dtur z_+QrWpETW7vZwp8y18Sx5-dP1;CsjN{Bzrm{caXuw7zV1^Ew|2gsPHa;{v`x+RE<= z7Z#1IUAJ#i#J!|3*_URo{D8M9rRr!D2u~9^jsZSv+qT2Wk>wA3_6_Jd8wjm`Bbf0Q zckd7|_HjuHa{*IALSEMdA0q6G^o57JO;ow4+F>~oI8@j>{#vb+Sb30?-esD=^{UB( z2^-7mZktCYZ#)UJivbli=U<>ZHVmAo{R+=pAJNE(W!clB=O!=Bux%dOVs{4k)Pmvm z0;(jC$!=8SytU8{dFjWuFXM1%L#h^~o`8`=dvEK*Wy={xaxYF71Rkk3568av){pw5sULS6U(sE5yH>m}1r}L~ zEgJhu=aMU;xuLKLmeW7Ij8 zmvj2IaX(Byq&swp;LboN;q-Hp;*1r`;@@J3^o$o33d9>(^|@IikD{d{rk5>SStngq zi1V9mSb7SYns3`v4r0BD9da6TaF_gywP}Pip7abeix3lNYi;dKyO$EN4V~Aik{x_& zG3Ge&3E@+pKfD%2+10dr_%MX-;q^XV!q@VQ2PP5t1M5yPzP2G&3@l@lYe}JCecj2# z8AH*V(N50(^ua@Z^Bt1Y;O?`#7@IYfunMHyyUB{<&B^O&w%cS`5rlo14|vq)r@-zL zdLLnY%UZ8`-m>oLc2lmp-G$g(gw-npQe12nKL_Hsj+z3VMSwQ96U0+F0fAcjoZ@0L zHzGN;c5Rp=nX$~WeKLY3TuKUU<%Njwi-p>k*PNu=Z11HCN0Z`Ao6|WR5%|_0=p|<0 z9!KE6ulqI&RkFJgul2}mFv+BDL+7)NXZs(QbmBT2xjwUV=r$`umpA}6h}1o z#lwGuwjX}FbIa*_fr)4G3G%nY@jr`=`;XsKbwXX+zfbPmBBk08`1Zj*IGuvc-D8K!UfFZ5|49GwY=ETJ3_i5Fu$!{%4jJ- zK+NN(qd>NB3}5yasAFj5GD4c59wiiHSJAWA7Q)|9PPVVD|Atnzkg8o0(WJQ9IuAg7 z=UA4$7?G4;pg7CFwJwv8UiIZ9AZ}MZRhkK{W912lbd}4?2Cgg@!2n6rQ}u%K{Fg730)OlTK`d_C){GeZT@^8O_tw<=^JF~xmT%K6QkBBGi zj_WQyB5CK69yDd6KFQ`3{f@tVkX0QlHt3ga^D*)^>z$|Ag1io*=G8ub`=-CQ_qO~; zsHlKbaTKoVg}Ytv+U`!9+gWvV>y`CMR8V@7Wnv;ltlq*y#jcws{06D1k3d8!Hhh2k z3u69b<3U?^H{V8vZxZ{9KLY#Ac?soFAEm9BskAoq@*SxDtpWe=cM7%N0oazpAWhau zThrDgwdj#0ZgaKx#ZpC97kc2Pq}x}|wZIGF#=k()oWua^%IAB?$!LrAy#m!pUD6Hz z0`&v>n1$O~G%Z=R0Oq^DH!u(m2`u+^@SIj=@1i04xW|={Gq3w{kuuuIb#=emA(Rk`YGKhQwQ^r-hg8%^|tZER(8HN56YIH+IJNN|8EY8 zK-}LZYx%!T1RxHh+o)3B(kh4zzz?|}H_^%TCi){ilxFMyif=o2i- z(OFguymQoE+U{W%xdy8#+k@BEN8>{@s7%%VFZSLus>yC`7YznQx=8OT2uPLQn@AIp zq7J&JkNXfIA^bKt@Ez6f9x^N82j^I zMv@=TxSm<=dC#j90ZQR#6oCZow9)_RJ-ik(lK=1eADP*X73Qj`kvvHD&e)2bTZ+KP z`wBTRl=Y>*{$u?>5gPH|_CLg@aMEp={kVbR?K7iqYWHL1c)#aNa{ra_P*d8HSp8aWa^6!mPUS0v^CX=Sr_NL9%AvJh!5(z`GM^4#dSp~^k=cIsl9T&p9KY5FK&zHnQ{ ze|nTL$(W|fdJ2`*oA4j%sUnm=#knC`ekS;{I^j*TVkMb7s&t4p5d7Qq_S4cxdA8m@ zl}J^s*M8Sad+HMIgc?N&PB5@hsGFS*>;I=|La=6eJ?J{REcE&|yb3tpAR$J&lTJ0J z>eX%4p}WiYA5VK(b=Dw!|KSlEa)G$4pjf)Ze3QAH^tQMg+I>qgZPAXi|8XO5m~*I= zF(_ViICFcxSj4H~db2k$vw#Hj|9^cw(^6k=e+Tj|MtU%4hdJ56$pd_YnDOXsma-CE z;lF8s{p(Tpe}fpd%)3tpiyjTCaej9H`HR5!@Vy*Z(Qi;Jm8C3943pWGk3CnF=`AQ6 zwJx%~QD;Q4J-DxD=ECWI2c^&(s8I5y`RQ34aAq}C1IV!`;0(>Qj=%pKG$4%ygh?-c zgD!K(LH$nEAm612j((!`QutR`v#$3pccH{ z9{lY~>r1Q_iq&xxNgkclP`Ek@DSluT?Q+OEMYkzI5WZ{ViX&;+>j@AU$1xU=9$46_ z+Ah-QmF?VhL8zZfvEjyuG*x}%EUW2*Uj=`M)@Y=?k*lrKpF2go??agfG@&x6yHc;V zmKK{;>zaM3rV9BUzYY#;QyG1^r^KpFyU8TkM@j0q@Kpv@=_unlq7jnhhH{u=Uad0z*wglW+IDl8PfI@Mai{nysg!w2dpiff zJvSW-0Bt{ z>nptSfc|_Iz2qCG#1^g!>+y6)#)hy{{kY_Zob0|izjlvF(srKTWkZ8Ub76_)hQC7M z;ff^2s~`v`t5D*hmwS;kM%R)0bUYwqV4onHA~WJ=WCznxBo}tHzyy+-flYESd49lT zOI3z_-nl<=jex~EwzDK;K%P+g zu(!xy|0C-_iDRFG4}4uXNY37G5NWxS;8&QdySKZW@kgUqUW+l$Nh@rmkACVBP5m&m z4fFK!1H7IO&xE)R{fu)n<*cp0UFl-$PM!QWPmlIjK`2Jokjf4})x%Wp`F`Grn9}69 z1?CjIY!_O~C22uZ_cXS)Tr0`nP4=`9_!OhTof0V%xso2i!!@mmqRRe-gZ?KmK~Dbl(h2X@axNWzf=1B@imdaY{aet z3AW87p&MY3iZ2eh-7x+Qq6d7C{rOa3 zm^GjwcmryQ5{0Uf+in?81b|iN`q!(iKBPwkKV6{$F>KsFukvnloWk*E9j0}(|c}ye-L{t zc*%z@94Qo@oO!=>_Voc>uir(f4Dm)V*r8ThIPsd2hrei+Bk0$oh;>&l_|3X5te3W; zMvQiV#%<4n?<65__*yhLsRB)d{EVWZI^6++P1pm71CqHU(r3YldXBSi;IUHAvs+g6 zy_5kydrIt@EnrHT5@}8cEi|gez;`i1U2i;1O2&($GMSRc7iP2f_apvBbg_+52 zNh7+G>N4&M&Di))ZzBqodfcPfa3?c?3JG7DFHm<6Rx;3&x((kNGZ(y)ZhY&yt;QIq z+`%&Y5vu}FHzLKfWXCZNAhIR#sC^;m0WV@OMy}nb*Vj9nGH?5pvA??yutk7HQzP^}wm=?x-GY4&|G5g~p z<*SPj*W2{PNBz$d{Rgj0_pZTtL1(Fao4`_nRX4#rNwD#z?~(r8*r>hPzufdFj5|nf z37>c=$O>mG4wmk&H|C;4qs z=XDpR`&MebNSb3!Zthu*?DEq8z>NAEZTa8RvHtCC^goi>z@2dWQum}$P4seuz}@em zy9O4yl!-*Gnywe?Mk&zRUuQ?kXq*57$Ys1>qpb2TGsk|4zb^OXK(3Ot2Z81({ z{Ire96r2BRPuFkAJ31%$yAG!htg!bxN-onk!E}WSy^$4BO5nng**2CovPMy2*87weoc+sNon>SG1F!Fl>%t?*xn(eo2JqS(@((cjT(9FIL~YWousCCe5QP zr94LQgJ5O}pj_B|^>kQ)q<^PcEv2C^LR z|NP*uv_Lrl6kwS&lQ_H2t#L(S17MkcwkzPAduu_;Y&iuFAR}@!a?z9T`=D zqSc8HEuQ#amh5PIwlhhF!xSBIcgLzbN5nPkqH6~jNeFoT(NfZ^0BvUoNS?pw3*enR zD2FK{*-0Z!#qDC&WgixoMs2)<_Fc&Wjx8W;{6!B2o7~x$n0QtSVQpJ@LCu{)Hgq$v zU2)JLnf%1M{LxC-nGbrQ|BJt=app3GA@v=Cp9gs3QrDX>=5d&6speO~oFZe3{=%4< zWAa?ycPvzKoiRTMhH+BZx5ax33JDJ|5{dSy-NIV*i+A2}7F7q0w~Abs_3XW-w3m9e ziXVpK_jj(@lgQq5r_ED(qz*3ZF5|C6s(oCGA zgJNd@7(xEXy**S;g1`Ia4o;ftNVCW~C-~Cr$g^1Md5k zyk9ME!TP-MK}5>t^f=MvV4&8&TLxdn!m-o7J*AB%CMvFscV9+Z>o047!D0l*-Z)N$ zJHJ68TB;23Inlz}kfJmwue@J;T|dW0f)aU%j-3()Rqi zn0if!%)b&nF1dGkJ)4qYW-Sas->pTB@YnR>;wj~S%IP7q@m@Fy9HgF4DSoQ$lN_o* z3%Kiw_qGo%i7-tE>*)GR(kS8z$gg>L6n~`SM2icm78u z^!@C@%fJEb?U<1&F!49mfGb5}NY*)?9WQQC32{kE`mormX>4sgRi_VX9|pky#s)Fv z`!>XDxC{J+;@MGJ(}fVkWi+9VVedS^@mHNrDkMW<#_!W((E$>Eys@^2U$F%*;zj?cbK9*H<1!d&~01q*zD%oJA~EmLE_d zxovgxfmueT!@dVufZ44rEB5{p^R>tm@7B%TlY+c4aBja3=Km^u!ZzIr?~;Zp;)6`K zE&)RMZ&0)@QQj(~(J;-+!P&3S)Km+~uo#|8x_Qw1CZR*|K5C`a0~@|p%8e*LvnW7Z zI_I~E;%d(y+)Gg+{2A!nOVGaV&6c>I3JmfV%I*Nx@#@G1*LZm@_B%7i>$(?i*@r*f zJS+VuI~y*A&V11=84EhzK7|%vSbpA=`65~6%*e5=3i73V=LL!O?vybs@wyR%Je|T4A#1;%o zh|-+7++%YduVexJjSTF}P1cDnl6d*Tsz+w0tTKQlF&VMgN5+nMP$F zQ^-TTz-%`V+eZTVzoUuiPYW#UX|w>W^}ylPU;ya3Q_Y;ZTH)7(}W@_}mFq zDtnWzW+rK=jS?s7yd!QI{p+y6v8PmLVT(eB)<#>LEh;k~@mYnm`PCN)imJX5~BQp4Z`TzgO zW(Pi7xMR4HAz48OY`y)ZD^0veKKK4GdB)$MFQQ_ng;YC|8>ZAcR`0P4Cyp`W?L7tg6>~ zKco4D_c_CTBC6o1SUtmLJ+xg{Cg=3}bnvpn`9$pw(|qWx%l@udrEB92o67V zALG8lBt0s1Baj3h2(B#g9tbp28si2V{aqcZtk6@4sV>5u=Xq- z#l1|uAGk(A5S6)7O%RPv?j+8$976iTb!!0uW$2p+c81XN^h%e23%0IoR6}3YY@&nW z6*=J?$1{_Rma~eJ=Sz3HA)EliH;MuLzN1&Yu-xEZ7Ap!-q+lds7~WNB42?hKzmtSe ztr^mwezj=Iz#XIHLTOpX*Dfx=Y>I^!J9=ze@EK|=ka~;s2_@NSGK3gB{#H9Vz}PDS z*`cJt>O8_EeGpr=kbd>{?#<8PgCg~WS18A0&0-(}Vr@Z<#Mtm62k(1D19>Kks&WFH zZy(0=ZR&TZDV=oy$7f9}1Zg@-jineeo(jtAO4j6L=N+htI0R>pD9X*oD|5op(`wp# zRR;nmcCpwq`Mm}4EFuS))!@Z0{&*9IcXx^xXbqL37zjS7>y47vL0NnX)N3dSn+n(&`nY@f(CFj!K)gTQJ=mWykFM&6W13Z6>ur zFmAR%Nbfx!8@#K><6*X*(WLXM_rPp8YySxGUNFftLq)$K`Ux!QwbDv=$cVzHY;sEw zw2_bUoyn6Lq~8e{q>g>>MS-TK9O5792iH)csy5suk2D(jFt3DT6VTlSZp|uCPsUw0e3K zj#7~`G};K~P=q^25SUdNKfsx^s=Va<6#;jEoW7Ks-wAhosx@%aa#NB#Bt^2z{ zMcSNi;po&>MOoeB%gkmWJ7~i4iX(mH=g~NhVh%rv@py%IMkUIGZ_s^YJe566?|?

u1tiDjv-u6?iXKwOY;5Gs6nVi(7d}6vD~q_!EqD0TyytJW$-kFW{wE3Yzx$nb z5E_YO4{5$v*k@hlnDwe5{7da^vA zg;#5_-MFdLd7sr7|C#_Oi%6>wN0(&mKkvE&8!m8k3zb>P*_V*jHdfWVEMEJ=9 zc<26KsH+g+HO=6d#(xH#9i5B+3-h+$poBVhoJSz#KZ7nf3V?nezMcqR&iv1q>j89P z9pI${wAr7sz+3O*0sZT1|MLKU5cq?@9|Zm&@CSiE2>e0d4+4J>_=CV71pXlK2Z28b z{6XLk0{_hs@S5K_Kl>Gv;p`6)N^$kPsZD*r;c@@!6H1O-F*Uva+&A3+aY5=Y`=qwA zCUU5*7O?-4q^_X>ZEFz`&~7fSh;d=tr7t!%K*d z;4MuPI%(k~-A9>3k5SnrKR|kBA<5m^q`H`oc$&Z^An>Ylq_mNrOZOFSzN|HngpUaD zn(Pb3iTe~UI2`XjUEE)EV5W7Dlqu>U=?k3S_B8?si#G+cu{K`Fi&2VU2tW1p)()`^ z$1W*D1G@riCq|~js*1ogQ4?YU6DRq#do1_OuF(JSF^M#dX<445G`0mbdJes11TaDTy=S0%bjoeN8UNGdiFt0 z`jC&PT|stA&e|Q8yu#Et9`cQYPlrP?tv>Ubp0D+4DaiZvKk`uwb>54YC{k>Dr}kj@ zoFQ!I3nG2#Ao+n?l%+oBAqs+y3j8w%&IdSpKejY?;rF|D456rY?#(;$ZJ~!h2zGxM zaid~cjj_~PwXIVEWd$)l&55RNxxv-x8QtzZz}@)x3P5(tRxAGvf&tvAo-v|t<7P&0 z12`PAZZP2-YLkVKmG;jIhf?7@ZEK4%ra&^BxeMB z-7zW`r^M<{+YU|WTS$6~B4s66?VR-uY3WOB{3Xr6>93NY#nn=?wC z%D6S6N@<)BM25HQ*rPqz2r#WVDA7XyrY>(8p?SHMOjy*4%fWoFp06_-z=ipTT&C}{ zUL}^4_H`zuM=58fuU5H}n$j4-Z?R+7GHBl-TxlIvgvJ3&XR&hG{S}Dn#rncxsA#YM z-ajZ+_yRH9u{8qVUOE}twve(@QomR}uOA-wHO?EJe&FDUvMa>#shDBIzCitY=q%V< zFLV}mTVq6)s_t+qm={2Cx)$PG1h?~V8f~D%TV`!I4_4X9nqIUB zuhhX5i+_V$0Ed?8C^q#)=bWs;)h62wBF6R+(b+41*&sErvp|n@&}>-{zruxOGj;cS z;i~oe%Dp~IKq#-*lupUEz6H4oCCcS03`Yut44;}$e=K|}ewm?FFouLOASWQ?d{+<1iz!~08_H3fyL{jiY>J}piCuWm49;GPwQDV!)WP2kRC=ebEbJ(b#l7fnPHeMgpXZ?ITm|piQD`9?qCG z9xG-k4nj;vHpSq7$>up>r^Y#j^V*Ldflye;87mGTQ zueasHQ_9uQ$q_$}7`G#fcdWbuo74Rh)Cq->t9 z$^)$O9PA|`Lqw6xbg#lh?E7XLB&lU^07+Zbv|y== zjRPV{BbRrA-$~EI5B=rqUK0Ff0KeJ%oW-_4j)U7k^G{5*V?qAe>WMJu1BmrEh-n7f zwl>t{dJSr)iatyB_ooe(p>lSasQ9V=eNnmhiO$p*p(0JQH&TFE8Qqf@vR`Y3@8E7| z)oDGbQ6^}Nvg2ksR%8yiUfI?#%U>qu8sS>5JkV6t=tHNSr?FJH-xs9*^0Z_{u&u3P zLX3}GrTrKhrivd98@WP%;#>eG`at|N>J7UI0>`+vtZsnKc=^@7m8Eq|4Dx)!?!r{M z-Lkp(JAw1^ebK06doa5?`mjl{SGI+2wcAsr=XRH?u-QQsIPz3x8K*cOpm7tu@$ zL6ph}-Lx2Z^CInlUbuf?tM1cvPP+=Je2AgN9khCHQyX;$VsZJ&paa`OiSa7Fui-(G zJhH~rV=*f~bFt+RBs=3G)bv>$y0wUNTo7}1k9rREby`3o-2qGG)x8ppSDO?6T$LlVHEmwBEsf)!u#JmXpxV)r?&1T3EmjC#Pyo2!(!`y&dwo z7A_SlPw~duTS@21M}oIswlgKt5H!AOI0t`+esOB%tpxPnl(uUQ&`~0Ovs@ zyXF0!VrktABY%FLc5+2kL+Z02{pmL}S-yrYUJP)Ssg`@XyyE*Z+VHcmPHA9hw8&hm3%Jn zPc(a(GBIDiDNtj9Tt{Fl0E~2v9=A*?RtwyTpl_;$zJ0m*BD&p<$U!Rm8usZE%z5{+ zq#ouvCSx;w{QLN#snTIwQwVt!AE@MnAYFJb%U_WYraB`&8m7Qs+uHPDH`OqUbLKqo z;6qt&uLl0^EzebsN%1&@&<$)GA~dlO>w)U1oAqoy5U3u{p`mytWT4L)pbJ&V+4;N% zumwjV(R)3!zoI|x6gv98u2_7&&t>N1QY^jH9VKJ|$StV5VlnhR_-oT%e6Dn(y&q z+N|16neGCXR|NqE!K`6}f)W(&u) z5I@4<_xTm4TmD^c?$8A(!h^*qqf(e2`YT}3tvZrn-*phDQAfAiN3iU9yj83GLLOtG zN)*v-X@}mx5dlS!ZN6(NceQEkUCc(M^v^fPZW<%*D}h|IIMovD#hT}y=w$mOH45~?*Jf2+27>aft7R1U%r zh1CEwTKgtvLjiW(geRs=hLR3Wo3{wr>CO2nDgSx=? z?F9YY?yP9q_vby(jNYa~?vUATQjFR!ZRkN_bxpidHr++bn{^6}UMY^1mL_ERI~O^d zwFZ8te)`%If$taZF-3r)h{FHRU>(1yDIHqc#v+A*r z<5feY`+bP!7hgqzetxQ*Sx5WJ7$~yrn5@*G!!(RxTr-l<#bU$xJ7@fIg=hU>8ojvQ zrFbIl8ef-K8!!4!QdvfUeAAlohiccN!ofeK7VFA9dwIa!&9}WU)V&H!Gx=2*GmMHA zVeIB(yyu6n4@zR5yA^ab7_I0n?#Xe@UUeY)ev|S>8c0we@%$&ZJ zi7L=Un?9HkD+iLGm@j#MjXa<7(R6phRA)80ABTeF;wCcC+$z&Q{Q0^EigqMtv}L+B z1bUjfUv&;-GzE_8P0j=|qZ4{fW-8ZKX_X5dsh5WH7k}2Ci!?Y~TTck;O9)C~+)52Y zz$3g4j1YjX#8v1N(v+5_Wov&oNq?B?IDJFMMM*Kl2rHcpF>wvUInd%`3r#dVZ6mMf zIAKzr4Ako?E%~s@t12Q~!%jeudkT>*Gq#Guqb1^7Ka%_<-V?f&01%1m-q1#s=f|7-fb&cBiPTw@n$?kH_IhsqN^?%mSjfHO^NR zSeBO@C-~D&83o=$r(%LV?A$s!i#8j7gRWqonxw6{hKou6*elU~u(@d%L|T~21yiSD zAR{6yV%$ju4Ph0t_eQfjkPLEq@|n?g&|@=)!LNn}N{kn%xV}fjwV0Ztn3@c=z2}%E zJbh(UY~`Yhu1q<4_}Z}1{&}6#x8-UbrY@F1KDw*d z*RFVe;G@?X6L$?wUA}CsT9d+Q74)kox}WLsfb7UhD{I%;o}sdTtb;ufeLVt?7W%qt zeS1zE_wt?(_&_}NwKS-LocVojN8Tnp7J-u;k(px8krc@#&^X*nFB?~aI6~g<)*s$2 z4RR3jnB5RjE=zt`(}3xzZLy{g6o3iYxaSYh&?{O~X>#U$EEKBoXkffWu?+cymMB8O zNgMzzx;5H-W2ve+=9^44g!mOncShdx0A01~qgEa~VAnHyz=*^0CSV%wjLR)o!`A!; zaaMJ+pB^gy5HDjs^B+5PrepQ@(&qiuK8R+(PrG1T+Y_XguDQqkob|_ui~!0i#7Lck zgR4N#_Ya^CogvF38*2mu*_0$``e?wL3nw-s=I^+AV3bTfh*4g5A!8CV_!$fS;NNF5 zjTQgAXWfD4nGz^h{1$&q6ESma$n*9?rGw~pHcDY@Y*r6#-F_Cic9DS8A?>c~(uMQy znm}*9KU0r#H9HtNa@uT!N1CwZe1%ChP5#hG$uo?`k6!PH7nkPE_S$zpP+}8Cvg&Us z)k&JT_ACyY>PCNLw*P*?ocX49^8t~C8|999)_a(9=?V-y2~(zBuT9NO)}l#R%m}G% zDw2CWGNy4_CP8Yhe}r)E4Yo!j_Z^9=mv*yk6(IN@_ZLW9tjBIpg1Pfv(`T~Gnx1)1 z{-_@JqMOpkHkpvxofyCdC>~i$b+9&#UCkmj#y!Kh#O7OOQQa*|LN{^-S#L>r3w@en zw4#*am!U}P#)7+24=XW5&nJJ3QVr)@n)V5&VrY^+5*uhpaTMJ;J+M^9iB#2BV%@(i zn0JV`eAkWR6uqtfw52h)znp0@p}UPdfCpldg}d`BrpWn?U5uzJGwo|1aLF~2E=3-o zjY1yF1Zm|QQ{cv`sF(*}zDS%2FCTm;UQ$feTMmUsvP`v#0mkDnZHzRG6w#tuJ!cIU z)OsIoWJ}yKSFwJT5k&SX);(fHY*PHd51AZX(=#T1H>C8dO#`VjM`@K$UIuIJ8ttfb zA3`76*A>8lhWF^9{3#!$J*!Im{!N7>$%a3T)fl8f6wgdZcHu!VwVg?YDF_jNZdZ@- z8mY`p(`@c=8*Y`pvY|mX-0K&lkT?vxg?ZBS6>HZkx+~MNyfl;4kCvNA5{{2gFE8L# zcS@#Od=lUi)p3jYepGQ_aQB(l!GOZ_0PNP-sXujRrX*8YqW=q< zYD=L5!y`JJx`cZ@8H(d1o2-q1^1b4X*Z%slmW)dac}@9`~gRhA@^{Vf(z`#l50uvfddvp34T)5%?FBd0sOL(le*A^B2Z5xy|wNhJ)@d zf;qCR6&Thf?=EEhDCPXF8?vY+xwrJrK$~9tTv)Wmwj`G~84GVFBpWDN!^G#{ zcI7vB;}emM8* zOr_EjI`=441vdk0iSlU%ycZ4<5)!OYe_q{G8?o`})yhL!4MPrmBZc3=>1HD(seNN< z+x}_sj^|EtCE&*1uccn+l^8Df^7_E&L=lv_Gj(Yd+^qF^w7~rNuB4<$^$qifkb9p6XC(E&#rcCrL%0!wt)PS150a670Eb# zYwIYgH`VNgkO|Nvj_5W?&)L~s$UE#&5jLy~y~9)%UA#Qset340D?+Qk>O;(~1gH{U zvtMf#ErD8hT$?pAjPQ$0s@Hns^hvikkn;0g%|54Jo7I3NgAYy?0-3Zt2b&& zRg}<=O|Iq0*We3W?xrs`=uh0N3_;amxHt4*TxhoPB6G+jG(o4e+GtX-${D}tGM-T; zv7th6ZU91EOvj>!+VQv3kaRI#!`!-cl@lucv7Syl3=7`}i@RUoG3NoV38tWXma{+D zBk4Rd0lwlLH9nXQr0#35f#6fbF&Mi_$0?BL#opjoNvI#^!CuB~u_gYf!4WSOGdzdT| z-3yf=EXqmO=LefTst`dzO1EMHstHt(y}_kWI3lC8wV_r~s=7c3` z?2JMcQEatP*aCfc8-gcZKz1OA&rkMVrVy`4*6kPf8P+`0kNqNc6z(`$+{T8WcUO#? zIf_kmD2hKjH>cc$BrM_TNnUTn>0?pLhhm zvTmax*bV^Cl*y^A`EwXH_AR*FVsii!q-g59FLK&p%B3%J+tv-o+xAY|et^yUI`_0P zWD&KI4nD5pHQny@P`jv{q7#PWg18C1h8|m!&1Url<6&%%Ttf|P_ z4{*-)pjBzKVxT&dD%VHz-<-!%E7#VCYS>0}(!}4RDd8YwBxF-QD+f%AvLO}F3k{56 zV*aQfd9ypbC_Hzb--C`I=$N2?Yfp);RRo)5J}&2;ZL*V^H=Rq}oo|fzP~32$vF^`H z8Og?l5zN3mRhy{RHh~z_2QBd{yrdF~7A-TQ$X){WRp8uaY5}B7ZRERjsoJMK>31fF>qF;P#1>_#8v@(g*SBgw zo(qRXsJ1Z68)B11*d%{d7m~-AaO2KxO9*!o)B@X%;$SEXM%qQ<)JtHh)o7tG*WAeg z`-$gP9#JE^%y+|X13M_I&t4CAA34}$8fTt8n!h7?UeQCr8NV>U{!GEvhnGUCc=e_j zaMt!j)|5wAXGl1!0WG2-;C{edSFL|h`4%mhXmtTdR%Ec3=?lYiV;%cUW?#*4{RXK) z4{ZoVK4*kZXmYLvdFc3V%yyvaaU|^^!ji*c*`-lS5JBDQ6*XNn;P32#7vbR}433EPXY8Tj%Zm zqpZ9y^Dg{4R^&J6d5n0x{WE?ZUwT`ThBL;2Uq&BswCFcA*2q1;{YNX`+<{4}kJD{& zsd5GJiPr1}F$vMityd^k%x>0=W=ZZyIjX`Py8RM&-ja6XHCID2f-|W;loFeGu7iRC zMlz@j=L{%qTR($~hr}epIg0x$x4f5MlnhpY9as$CvEMw+@LUV1^L6D6Hkq^y;_xD# z8;QR2vVL1*i9%j}Pe=_&ABPF8X_XUdt}Q>(8m>}tmFZsR?SBF#QF&2yL%E~>$L2;| z*D&M(mbq+k)W%(~v}l;H%{o++;|pha;DfDn7w$2Ca*$0ZHnJEes6$&9X{*Jo-(wZy zt(i_tl4Q#;K$OkRK)Yv2gwygzx`LFwi!^MTg6!&iVxM1G3-U*|`ym_rxmBmFF4M|h z7l}1ZPd$E0VC%f}Nb^(Nv9-MPj;SU1b&HBRnk8u=F>(0g=9&6&*-QIHhi4sKAoq^! z>uvVzKe_DiZB}?~9qjYZJB_m)ExfaO6?Kgf1{r1=fm`Rt-n*1-dQV|4ldh+55VN^V z@8%imz+E!YnOXzO{LL*p-6#`k*Zmtr^@IJoDb(&UTKktKNq^;vwjB?LUzHu<)&Aw) zCsNrYmL%fT2=?&S+mnWN{xa8H-gT8Bz&FcJ+d1%rj(kFlme5t*DWRIt_fN65gip{YDHi}sh|-fYS;MU?C*jZJB;S$2)&*L_kdhsGT66ejsf%-+Z6vIEid;1hpMFo zOBXIBT4Vpif{a}1QA;OVC>Q&C%Nuf%MdHa(hcC1o+$8()ugdFg!#W1bCuif#)ndKf zi|pA18`!`#=;6R|JL6nBt9!Oq(H~45H=rY+z7{t)S+h+!6tJ`W>MI#iR%59EPugYu zUZGh95-E=NW6KdE7>9z9t)(_=t~V7bMOV#t+&PoJnF-rj9c+YnP6cl0lo4;`DQE8h z!?Zj^2xbWk)4a>C?_b#q+=-jMJ0}vbclC(}(V(xVA&d&0_N)O5N8T=eFysBJ*}k^& ziNrS_=gljq;=>o$WCG=P!@`=iQIv$(N9Ub4v68x}`#(#ZWqLP^;1*XtU^zc1Z{>k3 zCR>FdlQ`~am#MFfy;))snMJtNi``ou**qa!+QlTB#_MybJAsH1md-jtSC?g0CzfWhL+XLg%Ib_`M| zjzSif2E+++aZy7~0Dbgy{BS6%S}gi@WM&rhs**hPmoAYPMzMS4);OL6YW<{o`mhw4 zw6e6MN*1E8E-F%a%WFi~te}^bPd^OVld4rbz-RH(!=#evlIn5DgBZUXrcqv{tM3D7 zW>Uur`1X0Cq^ zVdNB)Bp9JMY@H(5u^>U?8xVV1^);(hL#3MhZ*$^RIfg(U(p>fI3+i}PXJ&j`EIts@ zf>w{Hp`c?OJIjhWQJ*@^BHz(-@O9qU4~IUVn7Q_` za86A_*Nq1pI_o6ok2nHtXY%UMjquN`%v)F0ya|69m3@3nG>Ch_5>wD(jB$;|={8cn zlXJE%GFNf-W>55iFeio-g!fBZd~#!sRn3R|Du{-ut_^dvqp=+N)yGyr(%f+@;SU`_ z>xIu4LFoxGi7R^+AT9V?a>TrasAqvm&0K;aPl}et9CzhV8Ljovk(PI`gytEO_i=PY(;@pJN!1A1F_2y<(pLQMjLG z)-1qjV$j$}<(V!^UQAS>wEBb(XknmrVt=JCWR_<`AM_ulIuITPo_Z^oSp%X|T+b`0 zpb*w@mCY7?qOtn2h22&Sj-&v02Q*c*g@4fj0~7hCg23*%%uH7CPU=&7;U!I{@xzCm zYBY@~&KIaX1DrQH^rGX~!Fz?q+~`@tFqifRpIFi|5(z3_uf1&^FdV593DYitY1X18 z!(2Be1MN}q#;=5{nhHI%VjdL7wV&_xSYd)3#FyA+H?0aD%$ z85UZAp-ZO7@*Q@nSm^fXRFp%x4crbF=wq>t0PW#9u@`#v*g!cB=W=+bVqW_*3rDK0 z0A$)I-^q(BG=OP{8-5vR(rBwE{fP=^h_{c#QLrd+D? z9#1+`UH*OtMK1e5+fV0H$>^)GpY8XxqZsdN5_&Kb5p9cFKbjq>DsxC$u!Do_V8(cd!*nq4=aZ#^({j>z{d;$=-#FwuzPcKP z8)0nxajoU$xsP+*5dgXpJI|tGxB@wLWcO@K!!*$uLmK&hF1OH_b>Pccfn?jqFUXY5l{i^aL_Y_oWw<597?v$NPt@_u*a z+?#db^`Pr7Gu8OgE73FM=%H@!N=J+9vE2)1-PiLazBqxN%#hdAvamgSo9+iTKMEFd zsfm87AHRy2ZVPiV(*C6GR;vs&Kc8JCqw=`E+)k9e87L(L-d&}UbAS|^*tg!gYkeFw zE9sem*$SYgAZF|sAwtLadp~JG#$JV4jQtq)G-+y>Jh~I85&zg+QX`GwWKJvL$Cc{8 z^2sTU#;LnGo=ud0B`bB^xGY{quEvV~kEYd3Sf3^F^4@?OX@AuAd5OHwoUW137vNOY8&eq&>hG}|! z-g)!sw)6AQ_U?T%zI&b_obmANvM`ewm?gTrgDG&@3w{6@N~;cj-1PB?Cr{J%#nQU- zwk9J-;jm`_lO-LFWma6)p;_F!WT(zXDRtVogmz?x3~YTn=GhwF>}c-{;F;B|MgFuK zv((I-IN+KrwYzHa>Uu|qEpRNO0IdOONQko2g9o#n7|0B8^Y7{+-g)!6SS4qgkvpSa zLN(yS(krDH+Xj=xaIWy76*9h>^OjB(4@is$nllvLdNU##>x;>tH%(BR$es{)4X#{u zl-SuI9!V!iW4W^0Xr)s`xK;X^?Jg#%4QOv$u*T|49Q=^?)@w?>ytXoIpnv}$kmD92 zX1nEBrxfIu=u^ibZ~J-OCzp)WQKL7o-xQkNTL0j_GfSv@jr=UGcw3RBS^8zk-c85zd!F{HQ^hK@LhaI=>7D~z zt-0lCt^zPqq)rqQ<$G7y-NHHLvq-~R503fuN>05OK=PVI3`drlxa#@bzWamyQ$t_cEO|mF!v2w#*i^)|OtIRi7Q>aT9wy6(qcTD6$=iNkN4YkY zsrY!;FAgptd>slh7#cPPj83$dv)bk%vw!W3;kW+B7O*Hv9o0cR;k0FB04e5bU977( zC8dLJ^l)vFbINdHRX>Hvsqyi%?ljA%}PQN(tJ*RrY^(``gzB7-`$O94)x z-Iy*>qB>GQ#SlF`(&UeMa5!n!H9(g_tr77iA>^lqt|<#hxPP?n$tsoCvgMk=W?|h# zM~U%DpX0f1M)aKx4HwxDbBa2?{pf?~t>EgD9B3Hgfn(i`CLeFLp6BT|pOF4^Vo&HG z$|rK%_8MZfGslXT@CT5Yvu!#*kOTpO@$ot;)tAKfdW0H|tE1SVoZsU_5zUYqsuSa;ZcpQaMWa)^+Vg zd+L2CR^}YH;dt@HSoWUz|Ha;Whc&sa`=WuMD82WlAfPnqNDHVmks?ZODj*;Pq=y0Dl8=#*G2ZVT z@B1qyF^875^%*2ti@IISCiWz-`0Ap>F~vCRlRAzM*d37V7rQ(TBFZ5y)Bwudl+5S0 z=r7QFN`$U~tv1?Py z#@`I%fkws$SiUqDX;&-AU`vuXFL*hbJ~c<25?&Co+wQ>jQm_gfFvJ=JG67b}uD&xV z-P`lEEVlyw6nmm_CFz_Nv$c1^qa56&jy+xHAz`-F#HRX~M2Adduzkf(!?X7xVD?)# zK$JaB2=%w8?aZWC6avIBrVg)81Cb*76Qyu zRr)s;h;EAAw^(L-r>F+<;A&@O*fQb!A+RfI9oaqc8NIaFa+np2*w-Quhddd@bT6i= zcFlu5q4zkG*XCFGy@DVjgMs+CRHWMR1lNak^A$X^Vd0CBtLy&9bkgEPwK(f(k5&kE`;%~b2%ao| zY41HQ73i9mL~BGe$%qArciMb$zdyAuEd==pZz?on)M(ke7nOr*?K;hGiTC;LRK?zMf-@Hg%}VIt z`BJ*$t;F>*kv^G1BSS<7h63krR@D5czPncv6F977wS)G`+UKS>MfgeyP|wV(E$kEY zu}0E%Ogx+7u21}C;T{?#^F@xW=KkEpWYVMMNZk$}!3s5j9$g>K(G_RP%P$rL^0q>| zA3ifV(yQ5GHBl2yhZv0)SAC6RBHPAd^Ypt~Vt1I;jg4^PXK&E=*t!tU*kzMjQ<>M+I7V_a&>p(+%>2`gDjcQF`>m;FDEAF z9hfMJ1SC67``)=Mj6pomCDlnA&D3fgrpNiXqE15ZV4H0k1iqFf?fP8D=g;eJp2n9E z3~8w@K=!k{_u9(bRQsj;B_KoP(}LG9;d?A9zQV$E%pOIZ2Oj@kI(+c_SI zzI@d@_IR6?dQEi=V{hJTh{V;uxpwuk=^Ph-!Dh{#0HePB0+VR7NSH)4ksujZ@-Aal z>CT)mLZTuLq+-d+Q2);8VZedOj zsYwoGoldvEFw5GzfW%i?v9r2YPBc#c288~<{~{W+QNNlTt|q>(y6RmqtqK>m+f5lO zb%^@+2v+5gW~8M@xrT8*~%-YwCv4e)tg&kcOC?D%6h2 zwoSfecgL395A5X?taD*<*-&$Sp^4ABK#JGC03l`Omny4%awsw~>uzFl@D86|0tAvg zKc9T{zh&5Q)~_Tm-UYBC-RiNUA*y++L>d&G#?*L=LtR?omXfK*Hz3_D@@DL^F0+wb zov4LV;)mv{Wk_rcCcN%)T@O2!r+qB?l)iOsU z`&rzqYUD_b;7kT{$Z=n3#lNF&T{v1?h8Irc|KQ1osDU~jGk+!ebM0hq@Zc2-Q0&Cr znhq`yE4j>bhxtj5+OJYws})C!sWP{u@{Ih4YV(=@fpfyYeoyePIr~ps8>RS5S(t=@ zj9d51rLH8q+j>8+KU?2p+YXw2l1?&6&co1Zw9B_^J3I$1hH0&SDSW_b2lx)zPtYD?5zd$X8FD{+JHmXS}t&&Xw8&=nHaIK@La{6O8W*W@woB;oT z>C8G+Nca`FrNPjuNr9rb2Q)}jE^v9&516mmZ_nTRAuT{9Y-14U>hS$Z*Z1N_WI`U` zZ8^q|x)3OUh9RBbD&I_KD5FP z9wU5pQ1JY07~e(V#pp4knht_-n=!DiI>}9m*YZ}-iwT!Yflk-!hk7l+BePy#Rv@r* z&;zcY1fYq`x?Nhp-W;$7;R{YF>Ao|{#G!>i)5?Z7D{6dQYZ_YS>QepbGGI@#AvyXp z+md#)O`o3W^EKWFAQB&w`V3O<%%;;ti!UKcjrAIIv#_*zYya#+-hh4!R-wq9o;sN# z(q;UvRE-W@9S_dX)o!>8?dMY=ZhJmLYRwFE?27{!-RT0L?p{WmD2JKKosN8n>~gKG z@T)J;jt@P-StfvkkIJ5>cZns72SY_6QE^OU|9$KRP2&Cf_X_Lz^=IXcH=|M?l&McNJ<5SO_8M=~ zq73BJ$E_I?WyA1!y?rx?J$OD0U)=#r=MDVzHVwv{jAdOPqgBXliO|i8u%qmW7ETzX zGdVzS%V74|92Y5*LsJfEmMuR1&qF!pAnLd*Sb!?}j&Jji{mjN1Y1)X((GB?(*4OtY zvVfMjq}S=`Xfe$&{~3o}n2Z(fDs?*-!W2i9J5*ZEFSPAVO_J`_`Q5N0v}#X4rz}bE zp~@Iv_whE5erl#d5{~hT3*M`cbvc%31^3!c`_N>!P?1Rf0j=>{ab1bHrb2VK@2O8X zN)op^$Zs2SMKNkew@cQ()!cZ}hmP5}J(P zu5?3VT<@JbKz2zBLzDVl-EFEvoxVRNCEKP=B-3xQ8#VrZaHdinZpQIJV%H=q2UhfG z(m6c!x!RaneR&NpXOgz>!$P`a`UNs8ut(Usb1MVPO@CCNnpx^an5QbWfD^Y4?j2A$ z7n>{I1RZ7oh3&r$@DBaNS%golYpy&6<(QAD+q@p52V49WZi+&Av}(k4<>8epAm!N9 zfktNeGdGuFc!(*LEmkR`-Lho+zQB8ai&&A++xOs8i0hJ`!}vu%OrE3OCp3(wTv66H zY2rQ>QyyhyPgp+#v5;s#bAN`*_XoX4+j@>z9h5YK2NLog`i=Njq-$1X0*Lb9+FX>9L^sHF zOvfa=WV7Kak>*Q|iIST&=fmElElGb;whI;;!X?-8d@EB@QDcp#pJ(Rf%0I0V(3M&! zNRuf&v;voBwm6{>Md;|RbG(N6=rVcfyX;CUeN4BeKH|zR(egKLb=QXn^>7U@pagsIOP?9Z=Alj7B^AHOMDEpvI^ji9#pE=Vm496D z*H&H#o2W$B2Jat9MZO)?^@qyNzHv{40Ju$ehdQ6zzLNKN+I^U@Z)5kLjp-sJyQ^sW z!%wvMPF5?NPL*;cCyQ-NL{R%7J0*L^#s-9Xc2v^(*U}Uaj`=vRA28>GGc)VqB$$g% zKrw#thl}2NDlI3cVkCNt+LyzdC;uOkD*q$W?f;S2$g%Ho1+$|;@ig_+OQ1-ubqQ#WxGE!CF8uK)op?-*x%Oi_9_$5mG{UfF|AeaUfsk5C|JKlokj~3+nPfWY^B+7 zBtMQUhC0g)^=5v*ZTVr{#NL}`)t+YKhsp;}BfjWS&&A#Vw>TlILGI$wCDk@%gq!Ds zlK~>e_!@Od3QaZ26xLvNp zL+o?6(!`rS8A@KJGT@@R{FK`sE~kBZuz)K#Xb;O;6hyNIU?CZB=w-^q?OUwrCu&!& zRQ#^{j2@N+83YXW9Z(7Za7r`todErokubh*wZxGlJ-zH1c%R=%O(t0PJjXcLI9M;i zLu%YkqQy+s4rVysT_5{&T~ngB$I)hEPPLO=3-t(QHTP+}cw}bx#^=Zk;x@~fTsXsF zN_s#V*Vyi)+87q@?vhi4`x=%Mjx$VVbVbiag@c6QUMP=AQ|20NXv)-l?(N{_cx}Kd zNL0_UPMqc~Xd;h}NHtt04LWCK#(K0>pWHk3!E_nP!pX!ALRC3?j(G%y%Dxb3GY{TtynR)jOpzLxrg+?Nv!5s zjByVY%WFsNRC_~q-rt_3wbp6dySY7?o@0(xudYo;_>kAde&=2v+bOYZ#sM9gyPbu5 zq>ax{V<{WQL~RU*=wOBG24RypY!>#Pz^OS&Q8;^`zT=X8MlXIAL9}{e39*qrA>Ly$ zLQ`R%Nr6dNkCC$o&WyFkZx)y-YWxU7DQGt~pX}bAj5@y0wRdm|S(eRoGP{g0W-T5W z#|h&8Z2UPwLB#5JhdMDj&*L(+GBNaI#}MXeb&7VQam3~+T;4G^?1(-HGVKc1(JjwxytNONy!-_UYtml4?kN(_&&y|b zyFC6xfg`ql_9n+m3fy&eKjUwvU;$B{UQ4uY`2MlgEeJ1{JBNq88#HSJ!mtJCT{kMC zgHx6T-nO{#EKeeR)@qOl5YX72V2kr2h?UM7`SPI#VQ z<+Xg^i|y^F`O?N&?MtlFcSK6mO#2$dwj~iiA?UqqU!TlIMU3cD3g%iu5t>l5ZdBKtS;y&bgJJ3uYNugdMShd(#H)`rupk=9zV2A9 z>sO?{hV?tYg*36S$B?e#`${V|{Q!PR9ofNhFTg0#0D!Gl29tF_rJIX88AIotd^PNv zfTIM@@@fQw+E8HCw)V`ml9We4hr{9t4z>VE0W{A8LzdSPGv7Lr=kd%u3^N2}Eq)?( zcv5p?`m#Oen4%H`S|DcOIRiZ=`G1?z&M>g(vv}0 z!ElqtaGm;*CiYxdm_D;YS3^YkUi1SAoS)u%Dl+I@llsN|p!40_)>nl#S3-^BnO|QI zPxlu0t7z3reL9g%IxU{r_t*LfP?=ar&y!<6L=OYL5BIn29^tW;fD}-c?EuFk z@xAEtV(Ux&K7 zS=C$clva8=F6l{KOH}^^Bp8AUoHtE*U-6AUR)8-)B3R*;qX&!Rf$)g0uq+YG2@qQd zBz!b^J<NXB>X$lkB3AAuSu zGB|eiF$KjZ#x(i)&orUJ)0Yi7}@v4_U4@hI6}Ace8LL=ANOaax=s z+>^M1Dt_3KKu=5vhuu{w?LkQy7|SV3R6fbqT5~mZS!BmHccLNC-{$byUaI96NL^AB zKgkP_gO61}Q(iT=zVr%qAX8d*|s~>9oKIHG%R^s6BbGHs$;y;PwJKV4}g46f0CS;=^JJdw6oW&(`GTn)>P>NfnB? zzP3V*Uji7+F49yl8f$?`BT5-n!|X+OVrd?KT4ueEjMgyuh_hx&SY}tXkBgOSsC=V8 zf?zIg)|Gw9;pwYV+PaV)&?H_8qt&V(7uhzfUu}Rf=zkD?>_-)ueK~qa851x%(#Q(( z;tpuPzb$qu8M~Emo~=SuE?WB$H?l3@u*Q*fx_%PFT(CJZZ-{Y2=;|0i*C}Qy#Gaf} z6ocP63_HlNc%t?WR$%x&Cpc3(h%`>{S07#WEyxl1rXhqBkSW-P<2R`mAvZVqzmQHp z7QdF_?0HMqh-f*O41kn(qBC~ zDD7N^U}K@4m%Z>K$LCi}UebWxy=R`O0sO6Z>#kODW6RJgv<)FxUuh^Sj6!1Xv{1GT zw@jXBR0p!a6W45~w~%h^5I1JvKt_H6`Kl2dD@;aZ`b34xS1iZ zRQvGG)aRX9MttT^Q8GMk0B5ix2gTCtnO|BlIp9M6UU6cE0NY++=-#&sbdM9g2!}@Tw3H@>& z&p{@6spd^?qLJ;zGZ|+*ddv(*oKAms70yN*-ghkScNEg^Wliwjp7^`H8vjil=ijNA z|C`FifBp5!WH9lI(X_Dms`5ps+Xc_gmHjk)WG!HDuG0Set5amjWUlx2FkqFK4&X0z zyi5Sc4uC1aLkq_$u%e1&1>nOM0GA}Z_3CzuZ>Fy-9M})~XwRzGYDc^-Ql3uuA9IAV8~{ zMo&!23Pvj#-@2ZDXMHN+Vi(e8XccESpGpGUK80HU_Gp^JyRX=yJA7zbCRS^00;>t0 zD$l6ey=#UqXyf~P>C;AfJ)o&1E}G7cmG*gFXLj(}^0u#Z+@B1q6&2kzV^0HXeLj3^ z^i6GSH^-Z#RU%e%KM9aS>QtE=7nsvm8vG|0*&u1=@vE7XcH`=D9nBjqiR)ys@$;cN zOL=TwFq9N!2;Kwik7WLQ9^)Qt%CX@5Vdl91@H*=KE&%Wfl1g>~dHn*+Ies_IfBob$ zdW6U1M=v2vTrp;}E4d{-e@3r|_@hOZjn$l9>V^C4it`B-&H%9CfB&gM{_tUV;{d1f zKmUJ6*Qjs+ttRZfp>X68kPocB-Upx(S-+n^-C-&qWBUdA{c4NGXs6S*Zg~F!^>-ry zRJy4ga3Y8NYhb@^r+>}ZzXc%bf330qH(>v3SNy5MhPM{>L<>GG3g)Yi|W(_(s+9EvCT=)-5$dQk5mGLMfBaZTh|DIe-%iNNF z9k7i5(_EO~X~5r+#2#G}e>bbBsAM~g@B5#d;+19m7XWM|_Cq~@ESMcaT5Yr9T}w(k zwa~u)4gQgQPsk8e_Q~>xNH)gOvZ$wEiuvUh3Cp-0?RPzbMU|&}iyzWbSw;8Y3|^v3 zt+X?n9&h||8B-)u^HRT|5#q~lBZR?id}lwrQS2Q^RI~ zd*wIAhDX(l=dunl7)QZ;sbFObS#dCo?^$BHyrt1oeJabF7u1e1A zH~3rYMPcRFhq-6ssjYxhtab|PHO#@qGI2(I&ga=gjsw|1fe#*DUPEp8*gPmdu3Fw)xv3CxP}ey#B>lcQs7u&gsfs}TJL~%ts{a3pD8XP&XAR`$;b<`w5!vp(b!mz z+N`Oo^XEx#lCBcE+avc=i$nqv?<|C2MF23PCQI)Un9vBZl139>!%aHeLPOUHt$vsc zL0YP3*j5uzH6sUTdwsNFRgK01@}Byy5^m_bJ<)fKUV5_(aHXxlgVNU)8Pmf(N{h;D zrstMa@WRM5UeZaKFFJiF%pk(qo}tdVkmZV7)*$OLPO)g28ys6w&&>g-sXp8=uwm<{ zh!i1Dic}A1&glMqU*S-Rm;LYD=^&4~p;#uAcqmq2$@ulD$yXZmY-jZyO2x$)9}R-8 zXcGmHr}1AxCIA2Q*bzzABoCCwhWuQh&rEImaH7D-L3lj;wmg=npo|;yV-ZP(DN-GE zE+e(h-I}wo-ZLDElDuue-{2uxFczmT1) zpGrl-(*XREIU27Lc6#DnJ-)jdccG*a`sPCxS$Af?>SvGAwVshG_~Ijs;T8E1`_3r* z?PZ+hwDjrB`VL~Z9wF`&^>HX5jSdY7K1$V9K#Rq%=zZ_da}v?I&MVfN%|qEscs`6z z?YX?kahY1edo=QL}-ayqbZ z{oAeH>7*?X6FJiAG|w7|hgD7!37**MsttM7%Kt{3`~xa@yV7;1BA;36LN^y{h;edR zw&CHKa@>KLbJ335B(i+ zE7H|l(vFYpyGe=WFtu%`1{Q&S_TcOvSB0sx2rXECpt5~&+Lf$yAs;1E%sq0DOnqJC`iQdI^D5WJu{pE zw6{?lY1ze~5yC4wQ-tiaf&MUgG{C9=j`j8}hEgt>24GbIL}_A)0^g5|m_EiX)62On zA@2|ooS)DBH$?y6XI_}Nq0M^4SqMdWU{ zX}BTJ#`hw}XEg576BMq1+d6!?!7cxOO8_X8BTV?w1K3xMsJxKsFSfBFs`iXMEZv;f zoD#S-jM5Rlvc8#3l^q_CZbN&Dsi7q`$M4%J##df~A7_#5*AVQi-BriCCV6t#s8`^0 zKDXccP$l#z42SjPo8)~O6}m2%>zc0#>tj0rJO`pQ4AG=r@SujMB$v{+=(jbx*-31R z!McobQu5CO+L=5ZnanJ9x z;M=MBK~FQyyZ14Akq$q-!&j8M>~rE$S@^MO=($38w`{nj%xaTHo(diBv(LDC6~QZ% zqpTCn={-JNETky!lk(N#N=00G`i&96j`g3GTt5K}XntAp^?J0yc6$X3EiG4+mmNZO zP4h{}Pd(1T#zzi)LwJ*wUgBs^*kt?3d3JfGF;5jOLAtYY-HIpKi{+Z%z=dI`vM^RE ztVZ^rOP;ld%zP5ShLx znAJrEfUC{Co}p)8&()$jpIq)W`w&bcis}%}E9^(~Ti$*dqzai$P79V10Pzp#u-l8( z=T|S*TtMO)M2s7o29eGrjY_K~J-_F8P_IKMn%s+F>H?M4vMdd)?obnrn%rgPa(eog zRO@s@96Gvf`_$VlJfotaF3s|L^Eb2f25y%Q%MZ;jSqf#rA9Dn2a6?MEuxFu=ie)y2(4?ES&jqK&j3SeEJBOk)Iox<?XuyC!Pwu=j%KuROTpWM&WA!ZWxW3E%uG$EqAT1 zNGj3a=5MK#Sem=maOb^!aHh&XTqo_kV(!B-w~$WWvxK~1eLkXi+a~a~UVE3htyGWudhI zrZd>3F`Z1AMUCc`Na78@r!mxKy-aqDq)#nx*IlxAnNqf}ry6PvAM5S#75iA!KBQvu ze|UFVRSaK8V#Rp}=g5V66^<`^%LFr|)?7WF%BuDC-qZdsUK=wK93(ZY zJm0(=EYVy#Xo(6G!1H#Et?3A6&`MKp&R71y`<$N708cHdxlU8@0o@=7DDwVM2L6$t15vPG5^ikP*m4*Os@St^ zuu;o!xmHVE=g*m1oaL-f4eC477W+)nU5OdSZ~YA_oZge17~v&Y2!AV7^CfqIF;K4M zbwzBpA42~5XcV9Ygc0b1P-9{CiqT7Yx;viI$SNfU@5`SEcF3Fv&QUjY7Y1JgT@s<& zi7-fQK8or)F(W~KAlmy*4xc(Mv8RK@c->i4-F2Q}%&EHZ^wtT@>{jzThttXtUr7QU z)=rN}EQc)f*9jUh?z~*(jc~iWX;W>3wtr3VQh0|X6Zr*VLZ(8l$OfMf@}=2NH|@5{ zy4oVN8(v*XPDW0{DwlHhqgXqh!D1o19I?uMR!iioROM$)tqL;v;LT~CU{newy7P*q zxgO(JJT0Zfe^f_O7|H@_zoq+m{V-48%Lv7Hxiu}nbmMWcYeB+Y_J{C!i{G+Mdj)q0 z0`k5#jl>@@sn8rOqpowv5xRuDh^4!}Vzz&mHOLP0d`UOtIF;fi=fq3sL!`Q4v;0G$ z_g{w1b6K)1PB#6DX+% zKd-9Zef8tx(QRLudtr-Ll%~d8aH1;Dfs2B@QgeN`LFu5ma$&y&=`;{)kQ>z>;_+`k z!$_)uGcp~lXNkEdNcxW3^+YO)KH3ycu*&L+Fb&%WArjn(<+88%t}i)MyH6|aI?Hn0%z zI!UDt0T2PyRzBP{?nlPzJY5gLfxYHKPYXcNUAi$|w3F45x;<&PYQ|h_F6wTFeseG~ zk`4MH^!5_JG@tQ(`DOR{ibu> zhpM>0W+N(v;H0vAB@IJe=5l zlf3+*F;d+tDOav!$29{ILp@F!>O<)hrwAwABMo{C zyi50RYEv>>S6uV1^(%t@ew=oRmr@@9Yo8mpt7^mMZ%jzM){My{x|dG}B55P2G{T@0 zLsGiZQBkFNjBnd(QZ!2%rQBQ)l1>v11iyFx$PD{0`T1<}By=+Hyd{2d<-?ilhFu;w zJ*h=|d5jwX9paV>8=%udX}gFSyL{+tn*0grN=B4Rsh_3vGu~j-i=gW$TQ^x|?f4?l zwJB|x|90E;Y2$W(m&e* z_JH|<0CZp6iH_tO*hMnmbsNx=Jv$vLEy4h}h~Sjv{N44~)g2c`^C{|C>&DgZzu|?!u@C6_N?*y6!jg{^?2EB-WBgS| z7Mw_unKl`c^`13ikSE{oZfL(}Z?fQDs4DK_2j_xzbn10v1K+>DQY^z7)z`xPk}28m z>JR3{NBsgda7DN2X2AwJB;k?H^dhNpeJpe;M7^?BpUrV)U>xMLtca$5QeWE2=IYXt zrHhnQ{_*H|yO{gaH&?hV?pIehM;?CXy`lrVGFkb}Nu0`nO_NFsOZz-M!zlyA?b_PN*I}X?g;^k< zhb5Z$z2L4Iu~t%-)O*JFuGH+cV>lYea@p~U3l}_=1CF_5KOK`!U33f1S`#n&SqSyn zRm?HQ`Y2u-gR=YriEo-DEt?Xh(_)@n$kW2jFLZ{GXFhM{DtInuBQ9rM_BCOI9bE0Q zbkPdpNaz$#-#WnAbz@qlhkW;yEd2LMxCanQEMparri(JeuPE-m^bA%YpXng|*vIhY zTCJmxsjVgTcKq`6X?v>HewSoISr)8iUH!sqP~>Z-&_a11V?07>OcS4eA@z{~N&}&d z@*U3^<7IHNzejWD#@)L6TIv%_mMnp~HpS5ZmtdwL`s9(`FVLIIOpS{D1L0LWDW^0i zK(mY#gk`NjxfV_jPJH3aDO~h_@?%Hu)O+c=3a>mn$Ema~P+kuO5ZKmBrU1#F_x!u!>2wBZXG)GJqPHkRVP3Wo#1DV7K^|UzueIl{dr(G{`_p4$8hRsSz znRJ^mhaG^i2ygN7i0IjoO}M*i(ieV0f5C_%T%JTgfWQ+9F%CCG(^NZ^A{8GYIJKzm zZ|GGD+Pbcgn#r*QEQa58-Y3{N5%%Y-Dfg$vue=9>KQsKRrK+RTnmbgqAwKO=eUv~s z``Ao1znza9(sf_{QUL^m0E=^F^$2o)R{je#9OTAYMWm&I8gj(dk=jVQ45ot%@!;C~ zGQ@w+NIb;sZ5fWSm2^%ED`z|3ikPC?H9kpPFy(5e^`VquuPQT!I z6+PJV3shK=K6RmWfYi{SS8q@q00?4)FVnRePZCbcOi=TFW{buINae3OG^l{X2Ln=+ zvERH^L~y!cB3>_8I6|%{YAPiadk&?`cwBdwTiw#?3gK1a*f=Zr4m<6Y@A0?;nr@0{=QEP4C@E}==w$_?Gd>CW_j`Ab`ZTQe@oM;4`%k(~6V-%0GlK4&^#nX9Y z&ysDhR=orvvznZoZa&f=Zp`R%Ew6|P!vDFvL0VAu3MJ6VtlI8T>_&lU*nd_LMH9+v zK%+b<({@Nl@$|gCB~9l#cN5`*0&Vm zNe4*UZw+|6`NSU`yYF{u1cxjlPd;5uFoeuBm7TdA)Yu}gMlGc-8+5ernEYSqh1$>nX$5r2xJnDISp!S5%W|6halaLQ$oOXV*sUZ2bG6nkst*9h+X(rZp ziag^@HmJhWu9iFYWY#8k>PE^K?t}(f%?2G=yj0rOpQpvJv&1jaRS$aVC+al>b;V@e zB5ZPg^X9c7lS7aCB{%pv!ffdanhA*t6a6&e%9XfwW>{;sb}@TgTGS3l#gdW$%jc&4 z`>lDi{ezm_ne@ax^hkqb7g{mSr3~h{uU0wsW|W_cfMSnKRVkRrA^17aAYrxwce=2i zN#Xqhm3@LA#oLSlipngej2LYw?~3w%NiJpk+Pl(s@>-teEG-$jWImuRwS2(LP&}GH z@=E?frP5xU?WNb1tB1p6j+M?S{(ijIY|A?_I$Pm#ncHd(6=aC({R$mT05oTaO~ zAxkWNsBar-w`pk3B}H7(*JD_$-?hiTD3B(uUuPmX9`e_5(#P_Q615eit|rM}Z8}AN zBf1hDoWT;;wT``NK--7ySHEA9mQ!7cR@>?F^;{s$FMC;A8$2@2V*{Juek~V+2*7zk z1j5gt!g=$TQV&f5OJ!Yx_Dn5gD3o}^F-q*<#`XPMhW<@(dM2~l=hMw5Yn*8lR&%98QwzPbQJrNV=ueTudsr^y&GEAVqAjJJ4zEHNyB{>oeDyhGp4 zl_`jj5gNgQxz>Wo^JThyeCxd}X>wHmMTbFm_bR|r z;TQeHS#9G4mF6uJ>UVQu2Y19oxRt*C1zKS4qD_nhirGfiHMDPa451N@A()#wjFUg3 zzxzJW07PkoOksuIyg1Gx6Nb>A)10rLx(_icdF+XlqsuN#dM*@-eLC0krd`kI4^D}H z_Q(j2Gz#FrC_38=9@pr^HV<}vV_90AwEhqU0)J&%Fh7=_G?QbR3~#c?f$=DMUaCK< zTX|%ccN!<28NKE~a8MR}MK_MMT-L>eE^&K((#Ot7JX!uGF&zlT5`fzG)BeT=)UvQ&(zA>w7s2``=qlEQqlL2SDpa8D{#=BD|mLOjbcxeWS zYS)!0CDy2}34J}z-8*k1uJ2mpNA{KZ$Y{aJNe;j>u|-LKNM_NVsWS_!GuEU&4gFR= zH|W?gbz?rwY&|{C<9w-Urn8k$Jpc`qF}jg6vaqIDciDjxXrtG}T;#=fhod!L8P304 z3BNsVvRSI_q7>>|NGE1T+R&cW*4-zb*Gi+uzj$oUx)-sYmR6QOqvDo3XV@bwcla1x zTr?phj}yY4>on1%GjrnHQ1xjDx~%`|lRr_+Pii}l1I`SRnZ+T$xVCwMwCNM8iIW|A zdyC!~)&bx8qi1Q}Dy1Z+3%J$>eB-O>VY!CyUs>1EdDYEWam6ySc^-ysdp$s99xB#O zK=-k_ZUv7De)gGbFY>I~)A0+l<2vjbeM`r28L9-B4?W8%0l6&F!J#L9o0Z?Dt#H@d zOsQ=c=7P)f-im9@m3)faT}=uX3Yis4kd8Tsu$=$ua8XjdR+aS&9(WK9mAnKbdqm$hkIuX)iI&2^OICwM-3 zH*i=bSmj5RR@ZjDS$2A;LzW7oU|%+Gl`wdc%5bAJf}2J)U6k^kp3|Y&O-Q6Yrfjh# zWyuuZ0A_cW0l`QS4D_kt3EEE%ZZi7et$$wsJSmWiWf;32?VhzQ%iq*8YF>3AQ~g!( zrrqL?2|2~0MJhSXHhCfE+qnD zDi906P0inQ*C;LE`*(=a^>0Al@M5kWc0reJoi`&Y3%?+lVhgl&5#me(gzPYWlb{xmm!)9>1>CK*iCS&)q(q>Uq z+5I&{qw75qc*_%&vJAbusInzqg;0g6(0Hdd z4wblb(*DLlo`t9{S#!pQQ?T#nGs^Xl=HNL3mD`8DU1E|-U-XQ8u2+-n`Dx#PYDVgIVIeyS zEz@eWfnC)mYGC=`?a-&H5)GkVxdo1T(lcdovr+18IH@!x(8Hw-c{2j2BO!%0OQn(Q z{RnMcx>@AhcG~e8Ae;2DhO_fwP_T=DnBqez1z$#p&P?=|jO$q9(X~me?velll53Eo zjEUm_-0RjN8(!tj(7adA8a&S=ON-)6%58ww3%XCzGo6(k-iJI5`UUcxH2&+*^H*nu z-ydzS{onrGDUEZaNxqQrSq3KMf^q=44$n|>TDN5MIb(DP-kfx+c6QdpPX}iD4w~>P z%?_**x;4D1WomfmsMkd5IU4{sTM61y!aoqr`lo$R z0M+2X&#L+J!KfC)%H&Y!XGL2luIkHuZE`tIlmEs<1m(43|y8?KA zHR+Ewydy!5rhjvx{`tTBC+?bm;$WN-TO?2|DFr|lXtI4mHg9S3_|W&oxwr+yNb@@F z-&*r-8Nr(JfM*Hw=Fy*qfq&u~`qTZk@sApew!J;n`Qm|HnceG}+6cQ?{m=LEPr3Z$ zm^A*@v^ggWgo}`p^>KKpms`7YmG$ao;(<#|}_I0#+hB2kofy&X}klFPY$P+aPdindc_g|Mm{G)d3KPH_4 z=z#%B!)z+mQ1$74af#<5eyZuO#(**u;IHtz&H9H4GtRM*w5zw`KWg0e9B_14lV^KL z`laX5j?I(*KKtySw-AT#HJy?h${h~fQ=odQzY^nL=rz~Ur++hYy&3J9r)(Xg z>6q+d@S5bGc}DZdlVDG ze4PsKif_x0r{MbmAjkDT9ut0lXR*1W;R=9kSdTzZf)GUY(VVWv1oYZ`is!Y}`q!Cy z93=J3iVA-+vJGm*8Ljf>`i7d?hG6Smx;tG~3!gqk_;!{9r{mV&zo+67rNzY1W1H-T zF)zzk?hXt=Dt6Ms*6iH)Y`BhceVmOp`}8oIC(Q{%nv+%AhWX_!^rhOyjyUvq=VWjO zpOmG2lC9I%qfaMAE(T(A0yT|z%E1L~A~=J8dox?O7wB6L+SVq%n@LGZxPcc%`|ZP# z_A%E;*?(3N4cxQ;P6XpW`gsdiTpM5mR8)@RbWMR3Z!!O!3z?F(sJp!n+n(HaBTdXz z!kctAitb|8)hI`q)Y`klZSYPRp#AMsqxVGe23`f>t$h9WOdp3P>C(K~LQ6VcOCBT)hExJ=D@3Zo@ZAW4$iV z)IY>}(NChZti#%Kb+h>gXCok3kW(SZDnx(B_*>oTQ_Ho!qaG2Q>WtiQmN=qhA~8Yh zQJ({0tFV|F&qX=<<)b3EiG=gCbSE?5K4)L!^oe6s+8%$4?g!z|=INTmcE*^ral>Oq)9mOLNjmGV= zbNUWCpUCseM!81j$!EaeMx$l?bV(d{onzG;IEB8qF~#*P;8%m(sGcc+{-ZAoOt>bL zr_-P`i$#1|e^7FLoUHb!Ocvv^(9HM(V`wYNL&tCDqL-b#wYp5qBV75amPH;+cS^r) z5>&Riu7g@D$m0haPpg84ioTd`o4BAZ5Yznsi@o=ZYVv*ee1o7!jUY%b3W(B?UIQW^ zAR?#)2t@>>N$(v|iu59&l+c^>5^4bHAOg~RNs!(WYJh;}`Ry|^YoFPFJ@aDE%v!VN z6^mq%ko&&#JXiUAzgHZl@%oVrj^9Bv>{rn0i1owoEDRM{TAXmA)`t|3Vl(6u_GvMjSMo5G#9op*>#>+I#-k8il zRq_>NwtkHv#1`~URKB);BaT__a?L^JA#DEG!)4vxr+>qo^vA98Gyu0;ULbA|87PP^s%58+jn z;6T%D53@}Qkhj}kN^7hRSoprDFL{!X$o+9aRHgg#!3nM~y!-OHEd-q$;#$gq>abx{ zj%rR^jo`egKR{$^bUhBbN2x_Dd&JH-j2kkO>v@-SHqWR#viG{h+&J$=tkx0}M8TF9 z9T0vP6@Z!^6}5Y~aCUAGf8EY*>67S(FSHHXy&Lc0AJBnvN}5gQ{>j!}k$%}U$*ifL z*tVcN`RP`CqWu~|&g{W=hRVhX&t5kEk&5E|?z#m~&c4oAnv_pe^GZ4TZC7)j-?MnQ zBqBr{x#l?3?2YhxnYU9O+#&CXA=}nm7?P$F|_6P8sXqz32t(2~U&_h_W z!Rhx|gRJ<6IowkOn@@?C6@Xm{P{d3mV>Zp}M&8<$lUH_`9$V3J9%w|Rc7;N5(o7Xo~c5=8k&s-^K;k0>u>F3pdNyz}WP1!B9e5;pf5nxVMJ2n_+ zS3IZ2GMHUYL7k~XtKpazVJ26pzXw1)EU-XFJ)7+*oXpsZGw=GzxgCA4L} z#y|Mf`%Po{twm3z3no>pnf~=XLRnsKp$}yQw}(jmO$QZMkrC}1)_I=E9n0;EAEI1b ziVeH`3fi14Lbq*22si|u3I)D`BdHV^FS*9>61jMXu>$PNTnTY*^^e*X)#nQO688t^ zm>ro?4h6};L|fiQU6UbiT|;Z?pI_~*tA2cPMM{m%O0sQTRm>Zp`0QEK_nxL2RMs{l zUR5hQ34II&tWa(}5K`q3>-3ef^;1PdqY$OEFRY%63UkIqs)~MZl@T->T+TRd+f!ha zmmBrvMnOpCHmN*K9{FqtJ6PNpMc-9h38Kp4{WqKoNrt>=4nZ11!$Hun%0&OII8T!W>By~8uGKywR2 z_+#yNi}CjeW(HGcS`x*=7mfA4I9A%|;wC4M%cz#7-0~=2 zo6@h-*O24M+c`TVUk>Ui((v=DPks_-&f}mRlPAtbChG=9O;H^!&UMGU|btqxjfNOF4o=$sL#p&CzVJCiP;+jN)K* zxyG@KBluqEN9HpSrO2$*juAA}RRcn?e#=1abLXu%B4TxAI5XGpml6Z)ESoCJ7x@ZKt>T4Xe-d&``?6G{@3^A6?_gjU|BEQJy)w} zv3f_9TI~8M-+S3na-CNv9Mm`JE0eXpk8CuKDVXZrLM%*--{F&9N+i5fsI~+l8Spx8 zkd?@*Ii1s+Dc~N9e3i0cm3fUP_}N#`Ga=AA4^y#*&$${u!1mSGCA#;~6tXaT-|)Os zGOWOSf@g;Vd`{MLrQe`7R|sCy2AGn$F)=)&Z_r_9M}PbFyDN7N;53d>cgwUDXv{}T z-ZY1t!Fas{*>x%nMb*tCS+igap!1iTKvVy}Z}R`U-^uNiIvB5&x*bPpD2+PUiw7Ur z+i}EUq{%C|Y5F0go*tTw8pRZZPih(z9u7EI1Cv4NC0`M2z&`zd7^DAyt?Nm^DKQH< z0T)?5S=J|X=0R`b=k-6bko5k#u=NfHDS+q+K{~^Kj(cbgHb)lDCNym8@6-orBhZP2 zyx@o6Yrw+LH);hR@{|1X<9=LK%zWDA8IzkX!&VS6z>p9BH3Gf*#-@=qxeQj?Qd|Ht?ksRF z?NmI@(1wR@7`Q&WN+I!h^e{rXX0)VqhkxvsGLb2rd_Bv>=EZ-n5%_n%zZB%#aU)aX zci_)zsEaj4rwFZgl(S=O<^g$hKsyNvd`2q@!P5bUs&k?_FAou1;$EACg|*$7Wqy|V zNO2vs^z!Q;jm@qkUM8D(jGjOb^cG{j%@jpe&z!eUmA%#Fg~st}owgy|ST^fr<<|!fk+e zSvuf#Np4`s)m0aA_?i3T`yM`bVO|bOMIr%3R>V(j1%`cVcWN7<%?DGnYCfc&!dJ4N z^Vzt>mPWqoTk=l%30#i8)nhzD1a?_hw>lc1oKRO(mG(g^1|d#!twz z;#@kt*N$te%_pnFl4#T{Oqp#Scs^6*mR%Di813TopyI2P?qeb^zTFE^dTjrS=)LT# z=*;?Z9-N0YYbX}dm2xe1Kfn~GN*;8lYl38oypa2n7(hwRq1-4xHq=C3p=TV@lq=i@ zGV5{wdP9pRI5{qwu&`UhMS<;M?#Da3D!Qy+U9?Id6gVFh%tAchA+JSH*W3?U3v0q# zgt2-Fy@buiV~4mSO`bii#9z_8g~oKAskZlCDf0NRS`qXY>dW;ZH2U4^Szc2YIpHkD ztYQf`mnd^5qW~J$1qCMeyaKp<@piFgvm&#gg1wIg4&@FB;B7pe(1B&CyeqHqQ%)u z7r8Sfzd?dhOnUD&h7cg@+_2NB@9yaZ#FFxfECVa0pZqPxe>_upDxr>2@y|ytE_tiN z874;1Z|c9e^~Z4zOsJ5t>YXPHm@NoIxL}j@>abH`?XSYDioKoeDq=G1{f#=$PJkEo z;ne97wdH(T7Wts0fIY@cXEMoGtQMxl;8{ES=#BiXaI2(g!doBh#V-$4v|hQS1yui| zKm1cx@-lvZhWA5V{3^|t%WXS$@Nt zy(uF2n*Cgc!EWIneHruPX{aBAoYe}TUwog%YeMxg1s`OmIjYC^Sjr#0eSs7Pshhh? zL1Ht(k7|(!q>3%iS^Co4fe&kPQ??ylU z5abM2Z5<(}I?(m~#u ze_Hr|9)B5fJmCeuUS=Bq`0|W1u}U-PXohj@*MWg3$FZ@cid7E0n{=HULGL{{TY z%o~PFgw3DR`XDr#OfRzTrYgBvac`RfUQ^3h6Bu5N+goNWEwH_3Uz2`iOdDG6I(Cir={-fEQj$MNBim!E!7ZQI!Fw~`w4puiE{<-uH$IE zs}edng438KIo|O<-jhIu@JE_W(@>|G2TlnaI+Kxjg;7Lt05eX0^TfoqS>Dc{t$HfL zB24ihh~$;?8nbzfi2>-?rr=tZr3-J{)p=w!_d*nxuEklPXPE>VpHdP)DRyn-N!tl~ zz0d{rn!m5vYjzrXWGe83u zRqmN#f~BZviDpqg+>*3#pC;FSccQ>Sv`f5|0c<=-5%fORXSDdoCG7xzNDexKgn=`D z_EGbdAHB0*ZYMas7|NVIo6P@vbo(Dfn*S~U`_FpLP%zTh$j#D=Ed(h=J%@|NK4^;B z-CmZnh&`m=mced=-3KPl8ho z50r>pcsdiPLt(RN?CD%Lfr_HOsW*J=n0Rf(bRcUgwu`@JQRhKy?OQG=;WhY#JL&0 zHJfhJfiA6KJTzMR;E;CIzyLO7&}D5+T9}gwdcm0g#kRycnbAE9oNnzL zB4suQb%sw9QQ;Ut2N5z}m-n{ZXIgTj>`=T6vi)RIp0*prYPrUJ>tK`4wJI$1L(L++ zo|2vaD97w~E<|IkUwr#=W8LY-CP9f7PA32yux|1j)HfS*DP?eCd=+yv8N7rUuJ!~f z?O>YwGC`r7YwjLyW@CV_>jSJw@PrmE&a$JRbEXAR)aRdkQ`OCpfxk3?>vJYOxzEkM zZkfp@s1$1Gs%JoZ#J%CeU+(~F55_AZ8?&wdQSx}hh~+Og5`D&#P}kO*8|V&bt;DT% zMRrBro&)lwmFsdt-XQcP>2DAq%Yq!UHD0Re&#**iENg`=2-jj|NxaW|@|x4rdw9u- zrCg1>Dsn5<;)cY=trp3BIWlcxHw}#ACr%vW%@TH8B#D9wLY%=wN3@nE7;q?F)jK74 zC-_B0>mc`uyl;-PpsxS5> zmcgK1{p)Ol4UiDV`4rzfqvaM~bok{L9yRp!B$@HY`boComA$zf&qCWXh&R2{>LwYr z!7_VEk_B-biPdRUMTAnBq-;cds|cK>HQ%@QZnAZx;1i8kY(4e?KyRVk!GR(V>3)nY zdDfXlEk^$mNV{2r_5Pd^BYV)djbzZ^Ktxd(?D6g@B1r|Mo%`%2cOBOM<;Hk&>3WKN zbDl=QX05fGwSa`m>8A7zRrYhht@|CWLiw_IX@K%Bg^N?EvQvfgBkS~m7zL(7vCWr# zo&l)E5TvlL!{OGobA6*A>pU-gx?zu-G3|{re+d)ALHoZ!?=AR57pbhA>tW3hy)-oj z*$-Su`=`lSFJzoENgEv@(NHecDDShyU4X%y<% zdd23(J#K(LZzF3V|(I3Am6;5wNttogssHM*KX_fQf~*d${HB z7Piy>Yi59Y(_b=s=x3a7St@q2D=7gVQ)B=$oV8#6@#0x&j3M)-O0#ss5Vfa>BG#bY z&6Z6Z=6fpA!=cLQwMlrNn6(F(m$^f4(^@08jWI=!9KNjkG8tPXvPDd?CI0{AW zky>5SB7E!^f538q!_8*|9PT%qDRX~0J)`IXd?YJSpsc_{en9gkZx;FTV&0S&X%(8R z?}&}5FN75yl^gqQ z_VEsThp<^cwRhUlGUD|HU>uF)&R?wlTp6fDi?kcFPIBX7mTgtAnv-9sl~~65-@YsJ=tQaY%-v6mYIZX4Frhr!qr`DP ztFFQ#+N~#!T_mQVPd_SAl<3`@ggbj57$=%#S~uDk7uwWLtjf$k%4$mfVYd2~NRVjh z)yMk4R!oB)NHH^lmgH|Jy5!>}Yg)&|+~IvY_^Ir8F6A0! z{(5`n3OQ##-ujWFbQy!u$!DYX%MI19AO6U2U0T}rqj0_y80H?mWH7?{v`>H=^@7uG z6emqZPdNkEZc8K~kim_CZIcT{v8FtQI5#8p*2{|$-*RMVuCUVAY` zOfydt%(ARwtyA2pW~UXJUPr0ft1wlLK;G&DDzyVn)ArU!UxEjsL$XGdZ$BngR83^1}7dMh0vSd*Qz zbvSFj1SxIhy1PH3E(gztv439-+w``N`eh8Ow8}kyF;Ek$s`78Q2(wN$O2D1ab~vC= zPh#fyt##HHw55s4jLKejpwwbW!Onst_PCmral{9=lO5*;6~0FCesNE5%{W8fTRft` z%D~XT|BEF{X|B?*C=pz|7UwzK7I515&+hO4-`D#;cTJaNm6nvT@@4i8NAt$K%27Hp zOfv7uO+%aqB7da;f|ThA-G=OqOOBEJ5x09Ywrc99VO2D;H#!p8qZI%rehkftG$b0S zk)>2TZ{yE4x}>IK`^9(E;Xded$AyH`v45ISr1FQ^RO@xG3(L+4w`@$A3aKkwMoy-+^P~SDi=H5y#tKRlC-MG z3@q*8Zbf*s(2vM!vZ%N zIX=UeqB&=poyN?uDWHK-L;#I3-Uzd^P%3+@>z&u!S$p=_`4+vd`1C4e@X&%3v(v`A zokSGln6WI|Eu>Jggg3$X0HSBwSTgU%*B!grHYsj~Zr=IzKbC*WEW225rFM~6l5Ke> zW!RFq$m&v`+Bv1Y67eQy6(00~YU=sl#R_DgjJS?i6r+E-E0el#jK~nM-4pa@K5MWxf5tI;M1KaOXSPsE7urj=_DgSN-FC(v;D_*h(KKx>L^tM1j!5MyG70q-NPf==-1{of!;$kyi8Z;(QCpq#+J>ks{h-Vt&S zty|>pAS;7165oe0Ao^>gZ3`(mqlrK*qf_Y}8D_>GjV+c@$0p$raCxre`yIMlD=`YY zUupa~FFz4v6j@i{MF68K`d}>AE7y*6@D-kL*j<{a;n&^NC?24^*ir5b734GAesd(t>Yu2wRB#3fMKsGl72p?Z z3R_VcV@t+^S5!L))^M$83cRI|#@8_I(1(4kl7Ij=8078umkJ%TRu}ljf~QB@bFBhl z*m*>`1o<13r0d;Pv!9{NlnhBFMPTz+C0lN8F}!-Rpspfv@-Y$27RZgsq}(T2 zZmbPQb9`P=*z{9mpp~;+pV+g`+BhDGRHLYIs*ul85X<^=J=e>)m}My1|DFlX*+}Jh zNO^e2%nM!pxpVU7V?v4_G9Yj781EzX12)o_DqlxzGqOZ!Zgyr)IRmW_NG%^+sX+XG ztr@e}X{6ESvN&&Iy*li0c+!;M8z=Cv%6|93Q^@>@*v9w@Hm25pI9^osPQN0VxQvKe zEVzZ4@h_Xp+wTSm&a|%c4hDqS3TL@a$bL@;(%iQM93<1K`2keMdB!H_bc2%~gHM-a zn7KT@vF!=O%az+tFb-%!Y}>ab(gwsfq#gS!NoXHW0r~DDenmR2L$Up>IO% z8KM0+%jMU?B1yJsbd!6u=W@y~Bp2$uJnWJ+fY#RgxcutMcGX3+3~vIByH&}{hlQKY zVD563)1pHPaqx9t%Y+U_j_;zd0ls-n^AQGW5(%of_{Y73`1*EMprD(*oN;>jmq+I709va9?kjs7?+=`%9H<^_R*N|_;D7UlH zomi-^Avd1>V@If#hjN;xRz2vOAlk1|tE16;k;Y!E*+FmoNW(|N=cJ~hx~f5_geQwLY^LHQH!AL+U6y6Alo6%CYC{c8`oC>?YWI4>Q4(AMM=K z8xufsp_NBV+!!=FkD<4METWahW7lE|M$4{&xN&yHn-7N2Y!o(i4nA&K^I`FuTCIG7 z@xd_wekYG^rbMQquIBFB8VgTwwc4r3MEt7Nm{4f7623OKL5r z1M^4A*BV-ylYgWbx^s`>(b z10Nj9vG#YI$<-$2x8JU*)r`w`0VZGeamM>;3e@EqY|V&GBzmp-!B@nkqG~JlVttsy zM}drW%J(*+f#g~dI)-Y~z(&Z_%+2TXEDPZ)XZg?Nib2=ymZGnly$Bb(9+vZOJ{tJ| zAwV#+=xOl%yvy4%>=zv6;JTh0POEFe|2~Kk6`3&fnm6+=^%UM%tViHmSu>9Uqxntg z^u+EAWE3Az5~wvS#Rw84?|Bnlt$NuNlRe4oe=V zAUU4JFxjiNWwzQ|x{XO$xi%4W@sqmLA0G5vOcJ@oV1P<-VJ4+*JN(8dp4-}qB4JL; z$weaF&BNvHX+eOl!_a|TUs=*$w!U0;T%OjzW~RnFap)sn^Em8{m)-HA0DlDhkym6Q z3$bw^G;3Ia;Y=6qIv_yC;o;$FYSiL4m%8HblJu55qrK*DsaZQ#A_TDiqutA@BB<(Y}NB_YmbDj;yskr%M3K$S?3UyLH;>{KYHuYSZ;bx9BMXv#MeVW!J!B(O2F5PVb~q03G4YcNI=!7W zrxud=r4-HN#K}4b)dG}ONXYf=rE$)&9IRz{*Wp)c*t^2JC)&gMNMzhMbRAN2DHVLv zczO{)Dnbe@GO8D+)v8_)e@zP_Jz6@;cy9EPhM>pFm=H1IR$XSi2|epBT{+dBTat)I7=xn!^>SRj0@P?`)Z@Fzb&ghP4R19=yjyI4>AjMikBPk5Pf#dI3ai1 z%HXZE|ChH(6R`qQ%f|1|fKm!v(*`(;f8xgf*FA1%8J66WY|wzf9Bhaicz2fA?~doj zrLFONmHf6`xc85xX4Ps! zwt%#w3!aGr{%z@(W3@NT6YonXNJ-Vz6Sj%I-85<{==|%nfPaXuR zS7j8K&N=&7Z{5dIpBOgAJW5us7|EJpPg*fhvy@Tfd>0FPt!mce4caX%qx&W=Forl4 z^W!!|1W{P3*55Epb@nYHw6qoQVweed`sLeSSc>fMgH}L#dcy*fmz(4*S7l<$OVtoZ zf0LyKbinzUqg>&^1FfGoz>l)4ka9i(1*lTqXZ6?bHdcptU2)9%Ldfi6K2iFYW2rB_ zS|+L~yhjm|<%bA5y>){jPwLP_9W;?$ZxV7TI3{ahT5Pm9L#AX`q~<_#l@w`pCAK^R z&A@(m26g+(>H^hj+Ep^NAiZa+(Zn50Zi+>8a_$_HR*g~jh}e(*lfWJVRkqKvYlH#c z;Jg`K(k~}xOXDYBj_$$-kBQy}$N7}`u&o0M7}LM@Z(aN)u#b#yVA2=LIqz6=v@20M ztv>D{l}{h45bHAWOznY#YpW;l>Y~M^clEUeU)4kI3gk9qC3qBZ>i--{@eASohELj1UW^Y|F6QNkXFpjFkCB8K}#e{?klouI#YG$dtc#P5riB~ZT{7U)2=V%>}HSEx;YWNh1rb-FsP%X$_ zAI*-u8e2F=yqwbfhaH8ccA5lXTz-aZ7nJ8q{-Wb*Qpg{OnXG!8p0OiT9 z-vjqxN!*m>IZ``@3bx-y5C|oEI3R_?*Z6%^mjf8IifrU*64Yu&>;zaBW_O&bo0qwD z9-n{p?3oCZ(+OWelAyEDdlaSkiU^Kod-G$!OwW*Hnj_p6^79)A^7AZ>wrQPQYF`gKmHP6{Ntv zmhr>ZbFGV&eH2knZtYKJCzdx6xuoV>)+^5QAg!pE-fZeP6Reb7pH3|p)?fV1?G!IM z^9D9}OG6^f|9PD~DyBJdt=5**ff{!L#SVpuI)GWO@cP}(VrW(K5Q=*s^<*v9hjNTy z(-r79f55(01rQFBCn-w3`o1yS!|WiJCO`$ZvH`!Yp@5i>BoDg!;anu=DcZ zU$3<#vg&Ubq>tB9xaKsQXXB~bF5Ok|Q4k45NA$y@Z1!*4#~Bd*n(e$U1NGqi1)fYu z$vO^*sGMm@6F^D{vuAJeaY6~tyA-9b64J;BC(%17!1o=%0IHza?6g&jP$jccfx7z8pjGD{Wtu^B?+bk@WdZzNg!`= zDYCwsO8=m@hi__U3jB&!N&mf0{cxG-h<*I%Gq;P*eSsB~K`-WC?szN0KwL()XZ$K4 z&3=A4q0tJ4vDerC{O%?H)+)1JMDU0AtsZr;bFxKhYd9Di^Pwas-cI<@u=R*gjIY2~ zMj`JjO-`rhSLUIrxGc2h15L0_J?1DXa%*MY*xF2&;Qr|foOU|*c+`LtgX z6Dh8vWmVb!(f5X&IpsW@G#%sK(%xgY@m>zjp`o=+v``JI@~l#FDys9@g3}I>)JE9?litvad}OM)_CP;)H|bh$O<*> zkYx@8=ox0l(DS6HXxWS1Q&dx0qHcs*F{GaR_A2`!b1Vd`WE2{Xe{PDRpkG{gqiVJ? z3*&yEb^p9D2am3B?e*tY_ON6b!rvh&P`$%fWK&1*K_T)3(JPjQ9{a?&Voykqh_6CD zmOrwEr70Scprxr<;82w>HB*>*jay1K!y7bjKW z?X}hdw`|rB@k|qGALioIj7iAhfV6XzTwcjDncG|%JXbl*2_s|FC;r?759j4JlAao6 zItN(;@QY*5Y=2no$$1(uQckk`{cn&*x5=^ae84th!)+C)cJ)O2ihMPSsKXql_~!(0 z?M#QL{rEa4MYW>Pt*~YMw}1+8fHK8MQla>v0cVRlsTm@Z?$ik=cmPTk7g2WsJx(zj z_1KdLP)|oTLpv39@?Djto7*$_>Wd zilHeyNidKNvHg~Q?K*+W*x_1+4d~E_H~`PlX!7NuzO)D{%2yZ*DlQ3VwasynaXI=aAsnovGuF{?K4O8at z;P2ncZ-;>J@|l4;z5yMoJu83#aP#?Gz~uAE-yoLqr)6~QtTf}LvPwm`oX&)q{*s04 zZ^wyv0kkdU=b?<)GtV6C&TAqtTU6v&cc z?@(;6WtoYHU7m8p`wcR*V*!l&f;vx~?X{P^?@_oYe;%>b-QbnxZWs)@w+$lPry*FE zr^Nj7r@`cBZkM7pL1v_Oa zK&Gq7za1F+wG=B!2v~rP5C5SA0VP8(URlINbk4kKDDVu@ytCR)_mP4BQHjTqYz1ME zs*=&T6Z}q0PsLWyR)>q#!Nv}C@$_P-E|h2`@skJrrjKhTISbejs}ix?hi59c(cXmn zy*Jid29vcq+)!f8(xBSt%(V~_e^hq~hFrXxbDj(a5bX5*D=vqF@d)M0yJPo$P1q8?0qR&#MpmH>(S2ta$u_XKB9`PXTstXT$D^=^&2@=tk$57I z8&_9-N&BX?m42VDyzHoFOaCVB4q#L&4Gt1xva>r(9k|=3Zw_RAWtk^7z9IAr%77D_YD4+uku$2A(4`XA34I1G$Ju z$LqP3t-6HlX%DI*55KiZq639Q{VY2#nQ;+jD6Jctaa-cvdC2$~V=prDuwF9SS4gU0 z`DRr)WxZycTN#+vR{A(qGzdb^i0$<|>QolgjZO<=QMemLFG?6U^Up zIH$djF@qNV{}clMvm)>R(boy`GOG(-{W2k$qw{0ik%m%@yP{~T*B6S866rMNOKq<^ z8?XJ6WxZYS-1cLqj&Z9tsrlNgOOC~Y2GF+b?d1#Z?mB}sZyiJW!&6#D>lZxVncNw? z2IZfRQD#>;_}^DZKEZDIvrdTl$VvV1@TiR=WPEV3)Bq7?IrBH16kgH{P^rZ_#5{l6 zQpM_%voZW=>!Yq@E~M$7$#)w@5^eO_@-!Pd?+%7I_aFOIdjYg)P&jB?RL-WSQ(CU9 zv_NBZ#xVca+gC?zMDFZC;1Psv_a!4PSsfGeUToUUHpi~Oz;<+|ymg4dkd`NZg%3>@@{yTF;~drK1-Qr7GrL5=g+PsMSko$` z1^B$c*B=u#Xw1@fzim^B#2C7ZEeV-;%5*GJ)UCl*yu}GgL(Lb_3aM>JRA>H z=mqwP$r47n!$HfgY+)5P{;}>K)ncje?-7EG212_h)XBImdYIa`l zsf{89OE(XucW(CEUElvy6#|lQ31NQSU@Nl)i1nZ&Tv&_u>k{JH>aNAtE|wbI*<=_( zzdJ%cfG=B1Y#4*f5>4ffw)-hct{bb-FWsXd_=pl@u)Y+mOj+&X4zaa4F1`7e zOZ5FWJ(&#Uk_qV9yrMC!_p*;f-I!*urR^w4YaPU+#l<+)7yyHe06Wb5`RR=ow)kZ& z_*g{L6GW?m9#t<`rtXk%7)}|~Z*cMHF=K_SX*jnLOKUK3?+C0Odz*5mB zK|)}xt=Qts_AP=HL#h~|cnxNEnFy!Z0-KFLr$c29otHc@9YV7Koz>6A$^_DKZ%y1d zjqW6m_geCqR8s~yrqFfji9v4UzXJvhMMo4p3DNK@`$-_gz->#3Bi@&t^e}#2s4i=Z zO;wF}YVx4J2O(Rfys|OFHEPx(U&9%kWjJI4XOI3 zi89W_7#+vfi-5tH5Q<;8Av8s}6Onh}mlv+&=O+Q{z)&RlzW^uX%`SRXn9CTqubVoj z;z@lis@;Bpgbkd5#6@M&L+HGwdA$H@oQK{B&^Em#qp?*O7&YCpyUms?*LZ0-?hs9G z(#~k~v-jNRT@_{x~UUarcu-(tRDzfWWBin8q4<+P^Dq!XitZcbH3HAUa z%Ma4}_-mYnITXeiT{0$*k&@T zAD2hVOV-C)>?|RI0DDAI8lrbcJQN^T_)Tnja=7L%GCMcZ!f8p3VkX2ar~bNM+tF{( z7WAd@tI+M%8d!-Hedn~;PpbX!8w124@LcjE5Un|ihPqa{AS-KNhHH;!0GYdDr zi+n#{+b@4o#?j*qG}A?GRbvz}vzt^%qCWSkEBr%RM@p-{l#chVjI~Hs2awEohN_Rc z$-Q3KXfF}Jb!px|DU&Sws)%@@LQq~HKi!&Zd@aZqW@mS!zh5lyk@jdj>jreBQ2JV1i#h(N~Kp{+~U$=HAu@YU3+-UafmB&LZ0TRiMyK@bF_Z^yoSVdErk3T}bOEtUz0gwmnqYZ#9u-`HSf9p5sXmc?b z@8(qO8MNHdxEdi4Q>J($O=0Atj@6mHDl==d)ZP#=9o`4+fO~}GcJaBzdiIciJDZSe z&7X!~5wMyd1p#+Tm;2$Au(+~<5O`QJJ+j;zqu0X2$9$^h;GGb5cLUTtzmcPW>={k9zli!V( zz7L|1t`4b^$6~5FxHuZ=fz>bB>nZsSVjpMSC$!%)^Iyz&?$3L&!n?CZe4R>Ro>ikA zaK7QJ%7#`IAEpRvd~Y7lgBNSD0cUg0yh#|gaM5zm0I;iF5#K#;9M&c!9gnluL(#88^yd8D<#$D@Vi12!{(z-yZ4og%zg@l z@~35G%TFtt>TG>ddA+jU-im&l_-Q#`k-oU*8F7-Y9ws;~1MHBXgxP7@y!N=3jOm6& z&u5XS2>6!)4~`CLnxvn~0-*&D9@RgxeQ{f)?^_S^#5fJXioxOsekSx@2xl$k7qJ=) z_Re*9Du!KrVip-Zo3_kQ{_=0!#3!s)_%2e|!zuv9I(Ed%@G`P`1AAIZc14KPn;Gsb z4TS>TTQbceUlr_0X!(w-ovPNbt3E4Qqx2!${ruQv(g?WfcZdjlI%}C<_4zp7;ciBW zr)4M9pJ6oJfY(pFEmva$MC=;rNJ{x##CR3}Qj8g}9(YbV2Xk4m@{RlCunA3-p5Dkn z1;En-?(I!zWcTOH;VS<_>z$gdh8??sflkM!uIrKq^j99P)oRhMF@|=Y_c!yPyC>U> zxs2XerEu28_nzAPGUGZpQ8irN-!d)&-aCL2DdU84xMH26yiDjqUHzS)SJ$2I1)JRz zp10(0%QSd-f6M>&sOy#t7;HWBq5EQ9pzQEm7Y@@4ncLC+_GZpejfGO`mp2!%AI4Nz zv7~nvmRZ*Rgjm1aYs$KCKM|%cVb|1{ARpxd59$B9BmdBs`xHz%O*qS6Sy`gG$(9!kI_8 z;@^`Z$<~jTtc_Ui_uO?A1m!z#qIbt#q6R|?#)7{2pzHT&J>S0obP_luZvoC$zY^J; zbUT25rzo1~g)VuI)7JM$*WMF!b5b}c=sNYx46kPh$Hy!84nY8G`3I%TKWL|yeTjqb zO|1BNXNP*rn5fhus;~O<&vdUQS3vB6Xx?91t zUlbqTZDfpjSp)eXw2mX@q`7$1>d&9=_LubAam$*!U)9T;>X+XcI|5vcK>R>f0Fh^+ zm|ree`81h|N!^}Ina?t&Tod^ApM3L{&sx$7iFPB?FB9xZ_2SB_Vqo)e=6Kf7w?rw~ zC)ZGb7yKz$BHA?I0gFm7oaB~(YTQY*N=}bk+83g9nw8u!y7)6d1EoVlm^D!8Rxm?g zF_9Hki4(`|U@0YP=Mu?oA(@j6qdef)v@ihGe#_2DY~o;|N8UzK65H!4Sm*v~S`ufa zamT8|D9fg`=#ElX2JLb~OI5>rB@EggVU0G273W`y^)dx57w+bqk8gZ>c12zuRXlvCd8HuQP`fG#k|YHQWoUbxD41&J{%l=65SW{;+|~vgFuCo zE2X&djtXFWWU5MieLR!(f{1XW^JWQ?L#?A!X&CzPYrW-XVSzkfBSFLp_XxXPhp3Hb zeRan1YTWPf&|}`&d!@^S>VBwXdkyj>O0f4j($b>H%2;N^*TJ;F&_?{{tXOoGolR3d z6}7$*6jz}IQ9NQz1THX-<4@4wP6&82=}aZdG<)6u?SPXXIDYi|5~#2s{@U=+e3c0G@ z*8;;;EZ?rE&=bz-j)Q1)!C`p)9M7jCGNo@YFlCNy#hNCmBYs`1 zogI`-#vEwqfqrF}Dli^G*)s9Un7uFrWV>JE3#z62u&(J{mNnhD2c@5%ZNw`bbKfn zFV%LZ?0l?54CI;;1?~Xq7AFE_-D0|HIyU2Q~HfYrjDh5Co+6BA}pjq(}#mCL%?o zS3xNOLMQa1^d=ynw1D*9dz0RzNQ;J=AiX8j2m#Of?LBkm?3qXBoHNh6&wFO}ANhw& z!oAkLvey0m-q-cHK#JWzT^!c_qPH-VyNd~oL-MLsie=r{sAf*Q3{>p_|=YD|`4H(D$yM`~; z_>AUrKyKhye{TK%M>ne6PwVzp6XJ3|%E^VRv*w9kWKSl$bLKHXCvp7yHSG=@3m^zk zZPI+cu2pYpJKPw0FI5%4gt(&v*p#0!kVjV0+FkKAq;9CUibTR}zO_;(-8+6Qld#rZ z8Tyw|Rmn7C$5!Tjek%HTi|U9E3vkpWepcFd#TDaEZk99Pbn=X`X6;YTN)b;7xGtVJ zn9^{O1>2Sk2m=NgbQ=!;H%QUG3rz;Ox)&@<867Q2YdH5rQXenmRE+-*Gh-w*-c^A0 zd+v8>e$K1$a@9YgHsWmClW+0Xcx7d3NFk1dAQ{KN$Fp6GcfEJ(RI<| z*j{_{k^8vwgnf0_B+ZXwb|fR>W*Zg7+oXOeE3Z>OTYjgrCX2h_llR~Q=5XqZvSPl9 zyREG$98F;)!9v;Dbkt(BDT$wf>rECVX6wT-khh-xa{x}7%{i4fQ=ie$ z+K|jH6-vZe%zj8-Q{nIztxEKN%X_?IIIS{MY*`;AR6?yyyfG2)vLUdXdLZJ;P$j6d zw`5nI!aUK`D-S)bX!Ny@y6J# z#4*L?vK3X$)%x?JOb+nbs08wm^0&tz;&txcr)7R3))bTk`)WhK)F+;KmjHcBEv0%u zUGj^4dP-u-`LhNkOP5<^JUyAu(8-uHd0aM$lt=Bbw>u4@grLX7fC_T8@wjDz#Z`gj zB`ns1WSQJ#r}t%J#Iuh`+vfLAB;3TazW3U&%9eI)B=|psYR79E z)q5(bPprRG+9DI)rpU3}g++P{y*3$b5me5ax${o3nwp05Z3xT}uEQOSspN*Zu}s^+K=wBR)=<3Z|Mg(Q~84k}(!Yc$kbV`tU+`TGXzhiZh8l zi7#G_K!N;5M3Cw80#Lc`@h)eL6SL zGxxfoeP;CY(nvwlEFBZfA=IeTDkK5TPVM=SwheQpVkR!Mmy39ci0kn%+wSJ%Zu!+3 zR3AX<`+9AGF(CG=NtaLm6jNV2v`C|80~<0(gVGHIk$F6-s5j#_PF+7g^`uw4GETa~M4JZhIm|6Bn@ zIXK}x#_TNnvaP!B7GJmEMbNZXg>MJ+Hz)+> zgx={zs}>r9Yt6PLj!K%_Ql}sy+g^`GDcf&l6F?_sV3vPReBnjgKqn=waKU2f z=^fyb80C9M)u1r^h#4LW^+u70y#lOr0XhwOCbB9_h83?5Z7x?IJV=adVUBf=2Aw_q z+ZNRkIT_DPpcJ-sACh%^VFES@SlHFq9!q%kKIox2%v{r_!~{!-IxQ>RQLZ?4@|_YC zIIA1X^XM!Y25Gj2j0&T_`On5|OYLedarQfM!$<$W7>^P8jHrYcK1eBUvSn zMij-AznoWTs5X;AAm0~foe{ih*}z|Ci>!M2=lN=8V}h1Wcc*LEqp@E5(84CmY~^a& zMEsP#@<%!gXlNzMUgjfL8d$uazriOTeK4_vX2g;%T_c>{OTO&9 z_}9D3=KQEJ@SZ%QQ^lKaRSnR3KXNI=077VGL6Y#RKRV|=bM`yp)AYl*z%3bajFXH` z$xXT^vyL}1;ZMU-Z>EGW)g<8&6QY3R!q4b~gxtA?VGpKDku%jf&V+FjlWKWi*pdn} zK&7%UWp>y(YgG-G;SF;4zC~eQ-LsZMOk*Mch48UqW}sNlk8Ro|N$g<$juh+GaR=p; zUiQW4gCup1+Q^yr595B|fISYQP7bU={}nf5M0A6G!#9sDcdNY1Y;~CpwnN0LQoRcS zt)m6JO$$QNvJOsU_9s%bO{(ruxzjAg_Y~G2%vWM2t6^Ug{U0SQN!&l3Z|47=u%EgJ z1l`Y_L?qy3OR?^{@Z-_KmfGn=g!`JP?Sr;ze7xj@4b!d|<0F)OcjL_Qo;Xy1gnzA~ z?)^BDt%_x2pWS4cU5lbl?XPX06O1|-+PX);a<5tz@z*=s`s(?{eYjb zAR!g^gK4qv%g|9ptiR|OzEN}fBJH?X^v2MesK&Sqw-$C>%hpoxJ)lhCf7oYS-YS#o z8=h9$mu*!ybLTKCZPrKflGF$z7`Z1yW#eo;S#=;cxxd@$Sq%ZqyX5r4vObjpgE~!^ zjR9F+(@9-*k2qT3#N+ygYTL?q;@t2aEy5<|rEC2y&;glEUgvSgrxISZG7yMteMXe7 zih&*b+jvP_@in%0v=qw7vON{140Qv&&eYvryNkTW#aQL}_flwSgFN^rf3Ai$XuEQy z2ADr9wWb7c;I+pzyt9G9Sn3i1y5#w*4)MP%>i^tp`L}m(gXa~dZ>AG{&CC116tVi^ z+kcjLN_@f-4Dp6jPh?-tQ2f%H(Y|gM!+2epI4=hur1#;Udhh?|FJ(TRF@|_O1EpC* z8@8T;&%vBe^b{gXmcVqA0J>hdi5W1W4>G;6E!x&v!$bdvCe!uQjqW zoTJMBa%xmIYwxIPkEjq=4~YT2OKKg}Tdy7^>JTdH1j`cxW;Xl`OyOI1R07GOUE>)T zd|IfSs(X_|Xr-F<=dD1oCVMbxTqbSmCTA$o+@nd4m%yj)=-cHG(Gppw6c{Gj1hpd- zxVP=6`kB9dTvPUteHpG;0=&H%$Dxq;`7>E`9!Sq^Uh!es=yf-d%c;$qY)@$IpwoBQ6c5W=bske`$mb;QjF z!pHgqpR-Trmh__iKE6uQYOZ3}T~_dgGaw-(SQ2HUc15J2lZA~S(}Ib)%qrxTK^i+N zVTW5FKH5BSwTpNGn$g!-c%eII`>A~+vF;iHPif|gwf*114t#okQgHscH-psmp-9Roe9@fCR5>T%r-$!lo3Mk4*_ zdwWvLMNOePSMn9WucgyQl7I$tChp}|k=0bsdi(pC9<2Qw@=E`6;uUI!Rw$2v>FC5-6=3n^ywq6BiEmo$oXV41+#=ekd;K z)XYu4n!O$@zE`(_udmga(489hqh)O*1%w<;*0$rUtzY8iptt!m4I5HJid>f@4dQ@ z^>ZrT*6EmQDCvPyI%x5Vmhn=Bk_APCBskmQf42i*uHqd&C^nFx>2jNfH@<9rt?;m0 z1Sol7Z$Qi43~2fNQBi9owU%8JP}t6>0(7ryzr-Xv*6pzj%(1)gC@?9hord&<8gkD=x({eUy$;bJ|{pElB53}|EQ)X+an}fKJ zDStaW74vnG(??GjcXQ0NiW5T~+({4hQ_m7}Wi;1hdX(zdD4|<3@iiv zP-5kVr_S~u^>PCc-#Y>AI;b)CTv;ZD-S+33@~C1&jJj8U(r5VT;i+vhx}f*=eNpaS z!qcBucW|<3uM`4U9yI8Q9=stYC3Gg^Q^tsbq7RXP3h0F82ryI4+*V-!$@=a^X==u+ z^fxK?R!p=ShLkjKwjURRU?YIE=3fdcX?|MV_RQed8aVBwp7jhVga#s}_ga&EmUNo$ zHs(w2#7E#4b5GvJ+jcQWEK29oX@4C)d*?>LdouVmc~Ad0=x9msV%LCf#e@y74^C%( z>w>{ck$HVd|IK`6+{hs3PW0$(Ck;;gTYXu_(=#O??}$l*GoUsw*fs%HWyym-m1Owy zdR|!w+^fb+GlNt5kUAD%AU>g@dOy|7acgOIiDG{Y*LUm_%>uKC-A*R1O0W0FW9oYHPn?#0_*+Jsd3_Nm(b_VD8b za#dz24}>t?WOtwNxEemlg^XNrd+DSB{pyN7kj?}#zC+z=3ctO`o9XjJZQR?}Wp)ng z-qR`(#?J~@snO7Tzn@rZ^i!_9FDa-H%x#FZLh?iO(zLs#)zaNRwSQW=`w<8VFIC`P zF3BNNLJme0VkCkaBvp!vw_LZ4XU?h@3^mr&UW5&}PQG7G@j`Hi^W*MAinRhz{02G= z>FjrmxirhgFY4n$HCPjqX&23W0zi1_!VsIu-NE4ofq%-5Vc^`doVYY0Pmey+q z2HCC$+u#h0UzcPNu}P7g^(j5W$(Q5d2vlmDr)};$)=y1x&T}iU-x+W1Hiq-!KQmTz5&oP2{KC&E zz&7`nxA;`~WEWyX+Dz?%iv{6(DY&vkglGngQn6~(zDqBZ>iUaM%)jj1-_uDe{yd63 zQXoU0M%g1ft_`Zz(T7g42d~~p(6`=yu6{n(@n?m?bt(YONU0>km#9|2LT@9)d7Z-C zs1(ce6s;fQ=bOz3_t+y4ngWn3N>Cd5Z2x*kXQl*t=FF1=^9EC~w4MZlAKTX2jOyv0 z?}tKBwuux`4G4E(s`)Q0B4qkto7kTC;t2)k`1Mg&pTK6HMW&lmm)!YchTC{ECP-k3yEM`z< z?ligJyPdD27h?brsxcYMJSni}bg*}~zBTM#(X;Ny zncK>4#uhyXM4RdPQgPWImplkPIDlkQ4!P2DHNxcvkf+qk+?sE@PD}@i5N6fwQo`du zQa=Af`;ZVZvem`nZ)7h&be>YsFxI#))2~eY{iJ*1CwRIn6HsD^veA@t>(?B;ZkkAz zaT9e@&CU^d@45@kA$$HUyzD~Be1d?LUr^b^C(DO~Q*Nbb`Bo68Im|GS6bCxoWY~(-qSq=3X_hG z@gkWdKHZV`3(o`JglSz*-Wr-{&_i>`$NF29K@X8P>vTOX?-+W7X-%;I20=HDtju=L z1z>W~2wvk-`w8+NUn!_=Q>-#6>JrhfMth|c{@6sk?#!}sW^ZUxNbJkc%JIwAngQlt z&!g(;Tmq4u4+wUvdge2a!_SP4QcHqxS%p&SVUlEyJ+caKQjdb{(dtFJhRjkjJ z1ToGjD@+EEI$=6Q+ntN*`y;u)(X1Z5F!PS^XUM_6d~-EYL!lvmzO{%@=Q^*WblsaO zn#M`yZ~69LmD$_ZUg*3AmmpNV{5{x&r4^3pS!8d3>>ti=ojUI8GTCu*Wk*Nm9fOER zuIA9EZ8=O$Ej6uE&P*eMax$ODcAcb~G7MlOxJ|ib`c)W*%_{>Rb8nm5iu@BSV;~n8y$3nzmie`$^9jw`>RIb- zw(3!P;{H1UtL!u&Seh#iuS)yf0t+7LWdCpjtKDx91TuEM-U1|#SiJL)eaf_>$)9cK z6El&uW;pSxv@iDJw4#avs-=Q?-7W<7igTytGZ&*8X1z(j9s3YFN%#;geWfm*d5tOM9Wbx$>Q)@o9Is+B)`N_&sYt-CezobhC2c+y|K01JMq z`B1I#LM;8E$l&_JmE>dq+shEQ=lPedGoB_IWl+*qCWbzX`&^k>`DZ6N zgjnz1E1szaD%W!8h~}H`19~RnFlLZ2Cuxhij3ws4)FOO(U`eC}UdfMh709@eS|*$6 z5@g#iIFe5>Josi1Y0OHU_7Z3+Uvv>_l`T26I;KNA8L7$)LqL-sRFVv6Qd<0&_YgA8GE0~rj>TWH@pW#r>mU`*S+E9Tv(qfyV`A5jtt{(o=gR`&2-wOvh8ta zW`@lIV6=P;H)oUaHm{)39G@u5y;Yr=N?j5|I`=lV zA-sj`VDB7qx#}*A;M*%syDR3Ilcu@jMf3Z&bhU09S$gPdaTc$5p6tbIzS`+Gp6K^m zCf#D?PF8DptErLOI4*hEADVb%2?RI#o|egxPm7ULL-Vm`=1pM3zI&vMBZ^1LH^*&) zPCrs%sQ}+h6;5>8^MFF5qO+v@huJ9cmw|zwkHxFBkX%>X%-RGA;i7^RTXYYHE1(r8 z&5NLT@ftOmy6oqAneZ3p*61q$mN4CJixMPoU@RCYA^6CVKDWKH|ADhunxSpg1()DV zSoG)Rzq#PbkiYk;CZp3!89)9|{)K8Hl~2^o#J>AOC&yKGRSzs`mW*WKJJd5dl zY8gy*`!)8Su|41W=8*fv(wkK6Pc(*Ta$fjiuH@vL=fDf z+nlZm9Tc|b5y`B!m6mO4Im+ucc1c)GjW_id%^2Pg?g{3}5(PSLJkKHK?oR7GBJb8) z&dh6pZ@F18rq1m$w&>p=wI+<%M%2$)WVGQx!E6532aaykABTQgz9)R%6=v`6On61% z#Atn0%HoVr*RpJOoj@sDV83y2_c*!xunC1JoXELp6M9k)i>mWEGO#G!XX)P3oqO{x zfjpvqr~vh(KFW|y`>ohtVzhh;n~HZjxv^2MNKHC}0M?1;4Mqo*xpC$O-rahp$MozQ zJLYMCk%)ZJ-x>20a<;^)s^xh&h>Zr-tz3eQsxgfvD`NmF=t9NB&$GR*)2>JKeG=X+ zLWb+{0dc5>nK#EJarB!w}0zrHYlHsysz>X50 zq=?PDqF(L9aK{JI0H{@gv}=Pb)5Z?^b9MZ+!?&QnbP^WzhsGZ+H|S#G4x%kP(XZ>5 z$m*tbCtk!Fn)DWPmRAZl$`KApxht?;^~q~EpAHCW3D4Wf{dM~+dM1#s|Q*yks`Y*cSiFmzdd=1H^FFbFL|Ucpcu=A$oK zyJpJw`Bv>dgBki%N#We~atjm+gb_ezqT->RNtVSxt;1;ugJ#Ke-aATPmJxMS^B(yX z6@(6)&2u3bmp`>vzi95KX2t07!asVDIg^!u(6SbeJ0XiW&grEy-L6^;U8Lwm+r=k=kBFt~ikvl$d&D9H0q!AyfVGO$ zKD{xmNQQB)88JKjv2{VLw!6Uvq*4Bs{XG%F@bZmi zTf(&DIjY#78-Bv#-IK;!_Dn$F_+ra3eU)t|^v0cpuCauk0&GEravqj-XS^mHQ)TAF z8M+d<+jh(!?;@nd^5v&z4w-GA4z#E{kP`4MH44%%IJot^N#3sKi>J%rlS~9j~0gnzQ@`sS+*9R3@$0o*OBQWLm>4oWVFljCYKT zbivqVO5tVtkOpOz^&Umd&)CvFpPd1%uDKHXR765Z=L7rG^Vt=+d}9t6EUU6AZy&7k za4j)OJV{0EXL5F*{@@_w*FEj^pDbG1a>4 zS=$&+Y`E5lR(0i6Gzf*ev+_xlRQJqu)>Bf<%=hxKmKP>+R@<5=T8fPD=OdcvD?-ea ziCh+4pCpr(%M1TTVmNU`F?nWk{I4+}w;V49Sw(J$HF(@O#YfZrQSn#iT2|EX8@c@1 z3jGmHji;@(;rk|%+);TNkVY1NP%Ab7b@}G&mJ~dGX+z!dW)jo&X#4kU ztrjwYoxduZUVQVUZuuj!n7JCcltf_v9@x<-j=uz8X zGAt7^jb+U_5nI$zU?v3u0$d@*^O~L*(#nd}6jqaPRG&>ZKyE=h zPRiOY$p@V5A#UAqS!3zriMMn7-(^eL(le(Y09IPn?j_Qgo}Tk{zaI@O7CP@We0&~+ ziBM#M^7e~|SC=;l&HgOe$1`82a&;2DrV=|88#1|4sUjlV@AGx(I;MXtHvQ#9A6>FW z$}>0N>FGUEhV8baY*mKwpp<{+Bqe8a&Ybm|lW3MKu`yz>22YZ^h3h;?U2eVMFJ2U4 zBra$LT*a6rI5an&*(f4fc(0!BCNE2y2B*-ACc%LYDh;jS;Nar_>j55S@q07_0RMAPw{CDO;)G}F!KkZ zek)7LJu9^VKP}zLWxGLe>SfZCJ-zQn(2V{fy>GiVMmIkHDA#l`*pFi4O5B0Vn}er| z|Jpdb)|@~I6#yDYeL~peUPQ~3*oU{fQ*8=&vc6s4b!pXf{m$q?`UWd`n~%S+wlSQzbix^JGxSzIL3A5`nh;bwaOdPn(otpj3h;nlqsyLal$)`YLvSI7w0 zCfzez{ApH)=1iouB6Ue_-UN+VR>?T{5pr{_cB&%H(*QF~XG0MJz+@`}fl&8eaP+*2 ze;nk)clbU7d&Son5X_q5FpoUx0Ggy15aJz?uSfK$>bA?RPhiq9*L+tp10Gc_+1<%{ zJVB{e+8yjdblpSdtYi~^Oh5)773a_|8W7aqv!Sfp>7Zo8k-erDO0&$(LZCM8YHWT7 zP0=|kI%cgn^E|H1e)2N=KJ6VYEut-^TuyeIm5WQ^1;89Bkhqeifc;EP0fiZx>7GxC z$B*+k^$E>~BO@8^emsY53R?`CUz@|(uOrxKNo4Q-U~ufJOL|=1fg3|6$e=oiqd|S> zQ&_qEoUU@k4!CSVG%U&WP2+_D{u(0x?GU%zNz%D7`m%4P@DQAKwjjEp zvG~p*_ubFUZzT`cUWBtff9FSG(j*~-FdlW6iD4GXO;UA^&ap|xYTt73K&bmtJdCvAtft}di%9&BR+%VB4YQhp8f zJvGznHP+8{xvlAGd+YEzQb~m1(dlr7@gF52JfCYl$4u?gt(TZcA76lP9P+V0eCod0 z`2nv&*`D6!Rs;3Q~*G*dDA*O*&-ne5S-zTEDb^JH@*FUl_-mi3h=0cdj zwsK{py67m2pn9`7%&sjiAN(op05ASpyu6UlH~}E2mNAfz_9&}rGPw)nNiND}?GpVU z;W#rrm7hGxA?x{5PyIjszK(;SBHQmEr8~^ko=mB}3uj*anix+VAPutwM|WZ*5@gt% zY%8!I>5op$gm-lifuTUCSihrj%Ced2z0(JFs9|11%adzg~1DQ(>*67Q8ZE|q;3+WH8)W*+Vj3Gz9o~K7h{7z^Y`*sJrY3}cpAo(gCG(*RUG;#b^f0#TH%Q+6 z7N9q9mhTCcrHx+cWP}1fzvo#cTID2k8h(w9P0cm>hU>&~Z_Ea{Y;(ULEg;sRR&qvorb?JF8+E||Kq#+H@w>Q zoh0<d+;qp@IxScU8*tzDM&eyySZVQ zc16h>7XRIpPyUYHD1oIav+IFD`%4r#m4iH~zn*6TNn=#)B;PZLZjk6htHBWhA^9w? zY+`gDz;flnwR3sdik zTQ;~FiL4v4b_-`$XL=c(tqDFUE%eZe~J>Gyn&2P|q!pNXqc~4wY`3{Wy z1Q28~YN2E~`$e|ssEiA040q>V)VmMA*;m+`uXuqb3~L7?r9V|vS@a&-dwbU|nbuQ2 zd!z5kd{0k6qzv8&)-cqH68D{5Xyr<$IsL?oe_f(&N=;6iXk>*V6Hx3=-U!0OCYUAn zr60U&S9PUXyGmOdX4%zwca-Nsw2&9ggu$yB7ddK!gos zp${yY+R;ss;}xY(Y-Ys3Z7=m~hqk@_i#tGj7D{m0RZZ5NK6CO}Q9to00f80afoaOy z%<=ixf}VnM(aUbdAWN}U)TpSO^a@g zh@Pg_DD1vV;VY(2d`~7K%WM1>v3q%z$By+g$Sz({#$_)XM1W&{dEXuId7?VWFP9mD zz7Ki=o&|UT{3DjFmsJuyUg9ON+&g7|9*0Y7dc(jiQugSlY6?CBe#Kwfg8y6OdJjIVBmR`@#Y86$p)OzD?BJKU}7d&rj((oy@Sm;51hXS$up!j*+pY#)E(R z^P(7UU7o3z?Ur5F(Zq$@{MY08h#f4d%HMt-U@N7WEl=NG-Pur$Uc|t{tuWqU&d2sP zhw0BmA6nm&q+T;QV!ogY4{V`;Cbg)7ik? z{F?{MZxA|uD-a;3)+)EjwGn`yf24j8rVYXekb1>2EnlWn;= zNR>aI-D=oax`XcQ0IyP@mTzjkg4}DOZEEx`c<0U|&wH&soE{&29*U=q`3)jvV@vxD zdVF@^`Ws}XWr6eRkZQIdg1*qN2N(#b1WGNiK%H;QwSL>Sk)|-$!_b8!wdusff z9#JSZ1QoScG2QFS$OLTu4801ak>BQ&5giYDhnH#FH3@gSh;_UjjFnd3NY7qI5_6-YGsHe<*bW=|{Go(}6?A7u_GCi5e z*EjN-gTD-nFhvmD12gZSXG#fGS*#B<{)w=C+uunzBMPCJC{zs+&D|@SeiHtuagRsM zpLw4&(@QMke-Q&0IGf3a2T0)-D`zgK3m!Jv1lIrpx$(rs_=H%*Lgn@77%^6nJsI!zXl9* zU5Np>BYCWPyKu2x&+6`PkYi;3hU0QwcJt80#!H-c1&kESW;kmdkgVj`LwlUqsrMT+ z_)-6PRuQx%kjbc*wmh$IJnG?uf7=IPrvY&gGpI`tztIjqd2Y8Ij2`W+-l4s^Z)Tz~ z-CkTUz3(_Byk^6W_>!FXUf$eSZ%H&B=+dtCrZV2D{SK}{1la{S@CFSw0H`pnRj%w$ z^b@&aU_JC;0?vtANxMUBPw9XV>@TCoL256wI~u?NoI1f_VUG`2N5Awo z`p5x*4wi!$kFML>b2`1qy#S9WMTjus$Lk|JW{}q6c{~_4jT1!iyASBIa$)pR#diww zVwgzo+2So&Wi1A86yZ;L4BmGo?>FJi_~=-GUOOop8CU`*a;Q^My3h;Yefe@Q4M1Ca zz-?A}4!-QQCT6M{olwZg$ZM(*Es=ehtnab`yx+j_Xu5Z=(Un3 z%$zUxjTxwkIN5nzFu??e&2rpI8RFHrxyb7AcBl=aHd#ex1v}}n!+CSBJ2KQn?q(Ni z4{{~0^7K(;0yXQHoD+G!w>()M#<5d!2CfsKVX~RibcY>LLx|YHIV!9rxKC5#?TLMb zw)F?0V}h*LNB1lc#vk7aPRp z4YqoR3pyPmAwDGzXG$JY0Uu1(USDC3nc0Rg-IYDsC zMmS*&qALYt|K0ytQ-J>RGx)LD3x({p#(CLY>yebMR%Q?R4Y6hTO^o;RrWrW~FspCq z9400*qgCp?B3roXWO{ck=3Ye+Hs(uu%HHuo0X9M-9s$j&jq=bjG9~Me!avF(H~QSZ zVF2IXm%GpZfzDki-;U8S4UsAvMve3O{PHBH9mXM8>00ky$fGw7Mcj2xZ)S!!#fR5>fVrr7?fwC*NIjhn6KOQq|U zISkoBWj+mYu56f~7%o+J$-B+p98FIo`3uAyzi{{usN!GjeKA8K0TN?aNkcSLtIs#7 zlsDjW&&1crjcUge8Vyx!7Ni85KB(A?KJ6%6T)xRjRcu1^;oalD!yi}7E>h|HZ&DxK z@p@he%KSO?wjQP$|To^4DFxfkZb?NG;oa} z-_Xj(LRv?I*_RAFeiz&E6Y(2lFaNe(rB$dKywOB_?KjBJIq;wpJPnS*enOE1P<5ZB zX52bE&xcsQcIbLI#`PA0-^^4Sgtwqgs8hI2+gb^8DmHq0x3MKwohbpODyfrylmy_dIMZtRKB_-dPnohi(Y%NWZ4`HhSIc&miug-{VdYG9!neour`5@@f zR4hJD$i+*J!f)^v133S56F=6_&bjoLI7S@tJI`L5#A9h?->^RpcfKZ)@YuW%T3o1v(n}7Xo>aEBr>#CuC{)csY}*$ZSLWU;ajf!U*Wo2oAz9_J z#DiB?8UMAZ@jv+2|NHpYJLUcgll5kh=ikOg7A=;S?&gFpDZhDFGq6PvsC^S3J|Dfa zGu+9wdHxy}jid1c7a1#hyH@qQ$>yQ4Nn0mew-oUKei+Jdu^2(}%`@Z50>NZ^$Bdu; zw%a+SMqRGka|bdc2Fn&rd6+R!@$- zLXI>|B(pzdzO<3j-<(uWVMhqrb*y69VTMgN+y_mO?m8JwY|Mj-= zZ|S4{p%+W$H;|5pkq1I|7>sl^ik}XQO+LDlCO02kCBrHDw9^SpUNG=i;S6#-Gka%jrbLH-#I}!WbX!P=7O&Vma18 zf5wydQgNT}V0RbLwu|4pD5i&{v1ZjxD4N58@;4k-xC1w*!lvC_j|i~!DS39N=AXmXHB=}M{@AiAqXc~VaC**|g*Rwwk4LPsZhps56WI%T|V&Y5n|67@c> zm*NJ6kPkfrr|d_4!U!=!w0L|r3r6CtCrQh03>V!g?KPD2$1}7F!%t6AX98?YZof=M}7C*M>@;e@h6l2w*}Ah@o`aR)grZ;1yoeyiAz zP5;_MlF^KM6OUMqTl;?NR=kjJ-0XLIW2eT%LSy?mdmzv1NzFj#7i*Yr*WYy!dY#RF znsV#wk5~aRradk7#nkPa#Ih4lG4fyMXoULuh8E z!Hw_!NYbziw@IP{J+o5cx55j)hj}a_ve>HEpM%*$ zuQxVEFWremDMZVH=xP2E+>2*!QpU7=9jDoe5t^!MAZ0SFj}u@VU=v$O7rK^|hgD+< z&}xz^0PY-V@A$>YDg2dYWxzf~X7;BR)*2*45Y8XGl}Zm&_J&q34;+pWe>sEg5R^cT zPYE_bK|_lKoAmmd=ey=?yJNWB+7r%u;%t78Rtx+9`acugD7SnG9{`()*38$>!fSPZq#_kEP*`jr)EwR8IbH$MO0^MC~2m?qWCu8H~5meB(2GY)^Ty<*P?`BSVRY z=$etLjpW5uTEK-=_sryg3HN-u{h4UlqO|H1zfCkVe2(wQXtCR*A7z2><1m+CA`vVolo7c2nTSMGLWJ6f?eS#%FV$NuKL4TaO8BTqfW3*WivQXl-rbHi6y zb`WO(QPqnW#K2{nQ&Gx;KUyz%O9@DQFm1o;R`Xb^4Mu353ROoDEPR}&UxXKl$w$=# z3SfGi($uk0x$}$O^XGz7Fg;i1N-7Uw7)^CsyGgd+g+PQL2K8Rao|ZneJBq+ zEHqGbm(&Ni9ANV*jtw2<{}|x?XZ;3!APK@$DU>f77*8Ebdo%-GJ}{5jDPJ1pyBpQd z@nq5DYYNN>|JN@BY-j)FyS$8@ORUR&++Bxx-&m|mqBUfeN+KiYT&m^33`X3=7@Mrn@kO5jD{I|M`=b8$)=|h$wYI0s5?}T1 zcOQ#QO%lQYk(cRyuEP+>m1xj^ zIgXBN|BciB?->x#4Hb>8pJn*5ow&N+F`KEG%0eV%6* z0nBIqbJaDe68tE|uh%&2Z)y)e`Jn5|YdGXOsaHLSz6GwOi5QP)tyx;ny_uf& z&?-_A^D)}yu4xzNJq81>APM#W3I9U@`E7ddcT9laHkd-j=;GTij6@f+JV|n@*DN#S zAH%O_01K`iKdOj7sk+PA9vv+c`-?NzM(?fWg5^veMBz4%dvYKvmwu0N_*)6-cMJw| zv7B61p!eFl$^7Et?1jaI=EC*pE8C)^amCB2n3^eDuaNQ$?nwsB0u|lsv{TZv5uo|Q zRm^|M$o`I@|2Eiu&tN(qw|enSv@ETyB*qk+yKGdH*(oUepw5Gq=-r{r{tH##-%Ah2 z6ycsJt*vC+O%xYr9Du4y)xhHYt|CP5e&Nn!1MW-%Sp9{a-dKJZ)$LfJ8%wI%xY6R@ zVI2Nm5;B`xB){ff^)^-FY@~xH*Zsom;U|rmRFLnj>z{n4a{W1I5OT@*V)(|;SqVr3 zlQVu>bF|vk(v{)`9S2)*6D?8G;quij^axYwk2Igy%}I|*hhM~8y5QJ;DKf(;Zf9iD zJK53x`P<3_uAsZr%#R+FytsS9JBS;JmxVQRv-3U@+G+q~{>$B%NR8f?W9i(k$N%^P-=W?}F8B1+!L&mS8w z*o&e)bzfK$a26U4a~8^hbzhn$_=dz~7_1l#8*6!sN;=*XKA>vYI)J=r<6 z#w2lm0U8J7;T^(8MFZ-N$0dAdI>!MBOtTNO&=~&g`dGAf$YHjo;*MeuI7|mt4T&SRB>5s!l_y*VJ*ub)NC%nMWIj$5oLM!a@~LD9J=+f_IEF1X!jKcWEk?Qkk8ydKJVgTu6&b8w$xsSx6Q5y zx{`YwNZ`an*>QNn!GH9HA z&+QeQZH!h*iAbCU2~N#Yy)>TC-%keuRW~Obznv2Sd4Ta6nyu!W6Wa$M75xFa^@afG z{QSN$5ch`g->~#v%WvwgUNI*X8SkEsqPFTI6=IYzXQ7u~C z6`AH-Rp@r7_9opBzK@kn+>fcD-^vkbyYBfKd;pS}@0H&bv;dmCBV^YE(t%8Kk0f2J zX6P!vz2o)wmKn1=3{Mj;WF>@wyzU>}e3?OEuZh}j|4{bLHQNvo6L%kba-ktTR7V2L zw6#UQ7$B`~jHZ56ev!e%M($XD@g{YtG;f!Lm9V{p6}{#0x3i}_(PMPpO>jEV1JDT{ zMMny|YT2A%l{ewK3@HP#F1`0X5mIZ=NBnrYeWfw`{mb_E=@MpV7#(h14%KVoxX_aJ z?ZS3Tod&=2RzU4AX3!w3dhhz{qHHQ!1OxMIKbfs77TQ|Rjul;un`JrO`&F7yL!B<1cOoA4wD3O~ccnSs?=( zrf1rWq93EZzv-(9v4o30vnL6}UrY$sp;7=t(%pgPPNNwDoMbX4u<(E>yadF|Yga8QUab=l)Z772?Tmo8_VS^>2*H zh}-+VT+Y*MaEr4lXNw9kLHOO5??WT&ZN^0Uj@nk}e9AZhL{sa_gIONNc0P&BxT#jv zE|-ih_MU0BH#QiphZvf{H2IRarY%yn*RRn-c_C(KSuETO^u^{cR-Lg8k$9R>SIUbz zqjOlgRw>i+H%Wty_VL0Qd6d!Ue2gB{+HvQ+xc?Rn5M`;{p;vzqHz^NP9VtfDJZ?8N zTI{FKI`Nk5d`vP0Rao5vII#@S70v6+K1XFzWNO0Vi=HEj=g$VS6Ri^kc4y=Qy#|9V z=VB%pSNhr>@Vts%F*qfe_MA?cU8Glqhz;_u_^7d+QfkHp`R>C&=1HLiKr$DfhS*G!Ug=%L%<0{dPM1WVNU zk#%znM?8ZP%bSxnbfI@Bc7?gG^UqZ$${Pgs3bz?YkN1^3!2D18kldd8rm2A?O<{H) zegC?AXq>NEcjD+y0DrqvkdT>iZe7e{IcWn^4^>T=y_|HF1HCFFF^i)qt~;7m>}ZEi z^ha8vP1(PQ>L9U#RbMw+4DrrU=jfoDrvys@QSkJf)^)a{=Obzrs6%{2J&QHLeJq)J z9%wcpk{~R+804YfN=b%t4*^zhPa~Q7aB8Ti>q@mn?t({7pWpUq`bb>k|B#ho7=<(R z%(H7(;}}l0AZ9h(^K{INO>If--DuG#}tjjr-{EB08vae3l!B1P)9 zhI9t0WHEJMWs;G2OC3yi#K>}xEiNyZ4W2-oa-8})I*)-289>v106JDnhk}PqgnYi= z!?I9j7`R*r|PKenF^9hr`?AK!O2GoLeuG+{Yf z*92-j?CD5KMeaA0FuEX7M-g9trm>Xpd&iuWxy_kqOe-<~LvBan0 z_+#fs1EeED1|2nCi%ZY8m3oSyijHgU>80iEREqb#F9hF$Ei zYmw1-HO|wOZYv9orZrD7dgw(Kg)f6Z-^jV%sOLD|Ryo!YA9k!!XZN6e&>fVKaE@_- zOlU_IP|GH+4^c?YJ%W(k}8-W%kO0Kc5uA91hqN) z-#ZHbb~@qR3WUPP9i>TP*98f`m!uYb%<64n-0Q(F)sgZc$P7 zQ#?q?&u^SLb46QRIv7}h*3JE8hnQ&R48i_Qb$`V@;1gIqdn!d2KSG6>RC!Q)!m|%y zw`Ly7=rf_;k+SjWac*_Sc**m4RN(s}B9iDUGMk^w6>wp#)#f2CeHfNIsLZnUBi^H8 z{>dM~$B$vm#XVr{QmoIg4O&>Pk;!ujBHIE_jwZ)Lr2Vum%?t*}y?mZ;Ym{D6o?~pM zC(OX_U~x)m;p*y*&z^LCKhFZ#Nzxd?;5qiaN7zS$rwp6;W-r&~3$?nj&oc-1r@8kP z`-++i8_cw=O`>}X#9kSZlZT(b&8_$$;zk`kQ5Qp_#D?5cB7rE-8U%BqS|!;`R?1Tk zeDZ-pv_T6A=U2Da^nFl%Uw(6ur6-7(1CWh&v26i|ZU6Psl&f(MBLoXIyc{g)$ueNe zc7M4M$jj8aOTl_>4TFqw=8J1`p)*Cd&w@$OGH%7Gtyu9#_CCC*y*jJSyEgod-E8kJ zouZT9jpqip;rV?e*4!WNpQxO0p@!v$4@!)eu)N>dYYgRd>FNaMxS3Oy$KX`)#|`av zH!v*aWezKS+qK2>>@g;5wB8Ze@mlj-++MqdF1BZ5bV9vy-}{46drv~&bmwv!WzX;i zJ(@LpPMTg$*h6e^ruoc((S(8N=Qsf%f&5W>KP|Xlunpu1ZKWykh;F84UKtOfRG9}V z--Y4WwA7%A{+FKgN9>-tGUTx7|IkP_Dl~J~cWOepu*03zUCF0RlAaA;j)KtaUqVw; zEmhlKPuEdpSuZAIP><4-6t_rJNF@-aI8R`q{$V|131TkFz{K_dWEC{`A=6rHjeg9| zf&tBuYXk1$cQKx!_VF9sz+BdOa--U~lVx?jcbS}9X8uXL(^$E$t~t=_Q*hv-pVR~{ zmAu{loFryC_iOSAI$H5}k(*@YzC4*8Vb`%5Pg67EBr^ua<4oGSIwfQTNdv_GV^;oS z^OmGx?pi}I2VB*eVoaRZVVk@w{OW6Te|lBlSUoRLb`$q_j*_|s$!h4MoF|G; z@w{L0rZpcC`BL!SsY_8AZ&`q70`U+avQ4=}ZEasUap-1zJCHrJE>#;};jVb)ek+1G za5S3c**%Lty43`Q`4U8JkJdoC3?4`Qp`(;DcnIZ*R{w} zaf<#Ssw!`S+r*O4x?KBv4{c=-^={ur`=%%R_3MDIUrH2^ zqt#|4S-u85diC!Bti&&9zKJiE`eI&8+Pn&M)v^#o1c zMIhKogtZd{4cZ+m_1J3{^k8a%PYg{wdp^V|)Xe$8Fj~`uHGpQQ94MPuCRZv8f4K2Y z_}Eph&8|!KP|p+KvOUYEc;c!V1|R7G7sp^Pu?AbPYQfXW#6?G;m}D-KxS;!jYVDw9 z;~9FL15lekg$RV!-}(w{q0=&cN^YH5hdLp=aYJLup@{m7kLrMHLvSiItk^QHTttoI z?W6Wa6?PMv8hS}K3x-d<+~5J3^I6OOG;*hLUXCZ*_}^EoEYV-@yrL&GAM43=(-pxF z^ofI0EJ-2ZKuX~9SFr*fy|kS#XPK&^1&_6B0JUO$cE?I^>O-iRCgW>$rWB5_d)w3} zQI9(p5@eHCb+<$teHi;oYHy=WFLy}weUV8?ZdF6&Icnb35tOzB+RF@{X{;`SP?XJ3 z*m`}Qu*AH&!8I>knwIFwq$V-d!Ms6S8-ogkizQ$eeWm7>OY$mU`7f$&IrD-PEaEkR z)|>r)XR!iFDAP-Oss>dy{4!0fn^EvZ$;Rd&Z~Y!5BQ`oLci(YX=8CIZSB|>uyBE#p zIKz5po>FXYWKtI{6*B7O!HRA5CK4h;uNfz|#!2ebJl$heHvbn#Ch_+9aqR;+I3aE> z4Y;R(=Ju`WIRGWWd98ZjpT(RTCUgGCPX;zs_eI9O0R_2%7mvB=-=gk6oP7XFxQHK- zhsbN21DmDa9a8=NT%y(O6UxqxoM%pQzUt0lm82D}jte>}b3)awICsfNBQm<$EXDE` zCtFo{rCM;@khFY{N6h!v|L|X|Lj@l0N~7nll*>Xi>l4n{$&M6W?UtH7O-7uS0U4MZ zp(;#Ok62NPcRW3PWGWH@XISnqOPGVN4ViCpAAlBs2QAkIlBj@>FP#|t&4xW)khgAq zV79THj-A+q@`#pCp0L%kI3a)T`LuiZ?bjZgXj#my;>Dmq=UynQD~Frq z;g5@I9`$fHitQ<|@$#MOD0(wl0H{micDweZ%w;J~{?iG$Mjx`%UR8$Na32H1+iNxd zu5$k6Th7clT9WA@z<%Y9Q&_YzMUm`LSy)rUPqEmH!Reb(t?z%qsfeWS^zD1)LisE< zio5uV&%J^%@Mn3e#B|#*3R>_)+Vc+4qv=rohiDEjKq<0ioHzhw-MD-JYI1?@tD6pq zP(qYFnXV2N-J{4nCim`MoMXpz3|OLT|5NM#KU{w)#(#3Iy%B{|Eg{)Xlpu1AW{y6v zSVvQqO7vbDl7J+5RQ{a#>0BExy>N2n9NWF zE5_BH1XENorqv-^Td1d&qt(6Q6-0eR*Y}djkc&+Q%SFwy*Wr`iTxGnBr4|flkMY%#qtxXv z4j3QF+%_qeF7`=*o4e5x(5s^jf86b|ZN6cX>%IBYp>v{f$H+J?D6qg<{D10*Y*R{K z9oq1Aw$C+~G;B0@8!xa99J2mlWxD9d~AQU9l14i075&K!b!m;EBA1uC_&N#{oHBz0)si;wq+?V zI%z!FT4NExdGwJih?z(a_Ph1*%cbLgxmNk-H8H~Pf2PxfdK*o1O^BU5EvjZ zKwyBt0D%Dl0|W*L3=kL~FhF2{zyN^(0s{mF2n-MyATU5+fWQEO0RjUA1_%rg7$7h} zV1U2?fdK*o1O^BU5EvjZKwyBt!2c8jA7#{mA|7t`{wO+pD;`<~L{{%0C*3^#*Z4k8 zylR;HasV0zN>V*>{m-(bZ8JbRCQ$O~+|mK)aRZP*DvnnNYB>FSJ<>D&_!o}*&$96X z2cU0iGdtq{uLh~<0cba_;j2Rot_CP<#Nj_b{hxJEvF-<;6_o=}S2dLIPXy@!!RrJf z2=j@cBM2H6$SNjSjsJr-m*lT1q!EtE|6SxlVRbYoIUw`ylMng{wni}#_;V&mJ4U@S zA1JDG(Z=40p6+7}??{(pwH#c-DRslwj=`afMFlzY&86ba3lBV2hwPJyc@uB)d7OSu z+es!2(k54X#JtCmrVrg;!x=Zey?`i#c?vtDze)4s%TtcshXZ=|gZPjp^mgg-NcRzR{9ad*N z(6mG$?x>5bOop4s@N6>Tos3GMOiHJhqZQLOS?B#otEoeg?6p|UK$maET9I7CHKU5z z#}^DrW~Hqm8Fm*LajfR_@>!x7l}0{GxgMHDq(vGY3w`AFX)qh7I|sq3$&kZ@N`pqP zS;JJL$KBeVF5PrHauNrW!Tf2Fx}O!VBOL#E@wWd7*{nb73p0uet@JF!Nw@0Q#CS}u z+Otku2hQv@X--4oW`Yt3mFEEx4U`_L`a_$Eqvc;{OzpPYNdq~)>d|xPUC" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "Image(filename=\"img/doc1.jpg\")" + "Image(filename=\"img/doc3.jpg\")" ] }, { @@ -66,30 +66,136 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "```json { \"table_title\": \"TRANSFERRED AND TERMINATED MEMBERS\" } ```\n" + ] + } + ], "source": [ - "image_path = \"img/doc1.jpg\"\n", + "image_path = \"img/doc3.jpg\"\n", "prompt = \"Here is the image of a page from a document. Parse this document, if you can find a table and its columns in the page, print Table Title in json format and if not found Table title will be 'N/A'\"\n", - "resp = model.generate(image_path, prompt, temperature=0.1, max_new_tokens=2000)\n", + "# The llava model can take two additional parameters\n", + "# temperature (float): The temperature parameter for text generation. Higher values (e.g., 1.0) make the output more random, while lower values (e.g., 0.1) make it more deterministic. Default is 0.2.\n", + "# max_new_tokens (int): The maximum number of tokens to generate. Default is 256.\n", + "resp = model.generate(prompt, image_path, temperature=0.1, max_new_tokens=1500)\n", "print(textwrap.fill(resp, 80))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Write a post-processing function to parse the output and get the desired result. Here its a simple one where it looks for N/A and json like output and acts accordingly. \n", + "You can replace these with any python operations like regex, string manipulations etc" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "if \"N/A\" in resp:\n", - " title = None\n", - "else:\n", - " try:\n", - " title = json.loads(resp[resp.find(\"{\"):resp.find(\"}\")+1])\n", - " except:\n", + "def get_table_title(resp):\n", + " if \"N/A\" in resp:\n", " title = None\n", - "print(title['table_title'] if title else \"N/A\")" + " else:\n", + " try:\n", + " title = json.loads(resp[resp.find(\"{\"):resp.find(\"}\")+1])\n", + " except:\n", + " title = None\n", + " return title['table_title'] if title else \"N/A\"" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 3/3 [00:19<00:00, 6.49s/it]\n" + ] + }, + { + "data": { + "text/html": [ + "

\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
image_pathsimage_idtable_title
0img/doc1.jpg75499b5e-ffeb-4736-8492-fca4baa37987N/A
1img/doc2.jpg1a8a24c1-caf1-4c69-876c-0d63712b3f7aN/A
2img/doc3.jpgb7b78c26-8584-492d-8bb7-35ce91e83c77TRANSFERRED AND TERMINATED MEMBERS
\n", + "
" + ], + "text/plain": [ + " image_paths image_id \\\n", + "0 img/doc1.jpg 75499b5e-ffeb-4736-8492-fca4baa37987 \n", + "1 img/doc2.jpg 1a8a24c1-caf1-4c69-876c-0d63712b3f7a \n", + "2 img/doc3.jpg b7b78c26-8584-492d-8bb7-35ce91e83c77 \n", + "\n", + " table_title \n", + "0 N/A \n", + "1 N/A \n", + "2 TRANSFERRED AND TERMINATED MEMBERS " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_doc = pd.DataFrame({\"image_paths\": [\"img/doc1.jpg\", \"img/doc2.jpg\", \"img/doc3.jpg\"]})\n", + "ds = va.data.DataStore(df_doc)\n", + "ds = ds.add_lmm(model)\n", + "ds = ds.add_column(name=\"table_title\", prompt=prompt, func=get_table_title)\n", + "ds.df" ] }, { @@ -129,17 +235,92 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The image you've provided appears to be a cross-sectional view of a kidney,\n", + "likely from a CT scan. Based on the image, there are several features that could\n", + "be indicative of certain conditions: 1. Cyst: There are multiple round, well-\n", + "defined structures that could be cysts. These are typically seen as round,\n", + "fluid-filled spaces within the kidney. 2. Stone: There is a small, dense, round\n", + "structure that could be a kidney stone. Kidney stones are usually seen as bright\n", + "white, round, or irregularly shaped objects within the kidney. 3. Tumor: There\n", + "is a large, irregular mass in the center of the kidney that could be a tumor.\n", + "Tumors can vary in appearance, but they are often irregularly shaped and may\n", + "have a different density compared to the surrounding tissue. 4. Normal: The\n", + "rest of the kidney appears to be of normal density and texture, without any\n", + "obvious signs of infection or inflammation. It's important to note that a\n", + "definitive diagnosis would require a medical professional to review the entire\n", + "scan and consider other clinical information. The interpretation of medical\n", + "images should always be done by a qualified healthcare provider.\n" + ] + } + ], + "source": [ + "image_path = \"img/ct_scan1.jpg\"\n", + "ct_prompt = \"Here is the image of kidney CT scan, Based on the CT image, Describe if the image has features that corresponds to 'Cyst' or 'Stone' or 'Tumor'. If there are no abnormalities respond its 'Normal'\"\n", + "resp = model.generate(ct_prompt, image_path)\n", + "print(textwrap.fill(resp, 80))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a datastore and add the lmm model " + ] + }, + { + "cell_type": "code", + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "data = {\n", - " \"Tumor\": [],\n", - " \"Cyst\": [],\n", - " \"Stone\": [],\n", - " \"Normal\": []\n", - "}\n", - "df = pd.DataFrame(data)" + "df_ct = pd.DataFrame({\"image_paths\": [\"img/ct_scan1.jpg\", \"img/ct_scan2.jpg\"]})\n", + "ds_ct = va.data.DataStore(df_ct)\n", + "ds_ct = ds_ct.add_lmm(model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Prompt the model to perform analysis on the image" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/2 [00:00 Self: self.lmm = lmm return self - def add_column(self, name: str, prompt: str) -> Self: + def add_column(self, name: str, prompt: str, func: Optional[Callable[[str], str]] = None) -> Self: r"""Adds a new column to the DataFrame containing the generated metadata from the LMM. Args: name (str): The name of the column to be added. prompt (str): The prompt to be used to generate the metadata. + func (Optional[Callable[[Any], Any]]): A Python function to be applied on the output of `lmm.generate`. Defaults to None. """ if self.lmm is None: raise ValueError("LMM not set yet") self.df[name] = self.df["image_paths"].progress_apply( # type: ignore - lambda x: self.lmm.generate(prompt, image=x) + lambda x: func(self.lmm.generate(prompt, image=x)) if func else self.lmm.generate(prompt, image=x) ) return self diff --git a/vision_agent/lmm/lmm.py b/vision_agent/lmm/lmm.py index 0d31cd3d..dde02ca7 100644 --- a/vision_agent/lmm/lmm.py +++ b/vision_agent/lmm/lmm.py @@ -26,10 +26,18 @@ class LLaVALMM(LMM): def __init__(self, name: str): self.name = name - def generate(self, prompt: str, image: Optional[Union[str, Path]] = None) -> str: + def generate( + self, + prompt: str, + image: Optional[Union[str, Path]] = None, + temperature: float = 0.2, + max_new_tokens: int = 256, + ) -> str: data = {"prompt": prompt} if image: data["image"] = encode_image(image) + data["temperature"] = temperature + data["max_new_tokens"] = max_new_tokens res = requests.post( BASETEN_URL, headers={"Authorization": f"Api-Key {BASETEN_API_KEY}"},