From 61db25cda67100c3847ac97af6aa3ed5e567a18a Mon Sep 17 00:00:00 2001 From: "nikbel2004@outlook.com" Date: Thu, 19 Sep 2024 22:37:29 +0400 Subject: [PATCH] LaboratoryWork_01 --- Screenshot.png | Bin 0 -> 214571 bytes lab1.ipynb | 198 +++++++++++++++++++++++++++++++++++++++++++++++ requirements.txt | 40 ++++++++++ 3 files changed, 238 insertions(+) create mode 100644 Screenshot.png create mode 100644 lab1.ipynb create mode 100644 requirements.txt diff --git a/Screenshot.png b/Screenshot.png new file mode 100644 index 0000000000000000000000000000000000000000..e7c6a828090efca1b2e6c3d98309ede8492ca91f GIT binary patch literal 214571 zcmZs?Wn5I<{x>`fLxVI(cSs}B-4YTa(p^e-#~>vw-7P5HT_Z?Hr*tdbEqQPB@;c}L zJcl>)nLV4e*01ZkLRFMxF;Iz7K_C!@+;gdyAP^E11cE+fnvJ#-O zA<``nh!P|xCH~4?e>Vfk@YUq^gL|%TA76OViBUQulle1Fj^K3_zr$;MKX1jJrH|kG zT56Y?fQ8UY5>Hhs|M`I-qr@fznKu4I;Ay6u`J#@6V{Bmxmk+(xhL=!Tir)9TJua%0 zB`vG|L|dWHaC*cT&n&quiq5Dc6wO~)1=JB-@tjrte9Ky2 zLFd@~-O5OUDE0l!m}Ba!Aey)i@hpMTL{CadYM9)5LFnGf8-w1uVQVktSwo!z^nRZ` zqS>g==~I(Y2QKISuH&)0+T|z4=U-#e7FzdZddd68OyHf?%#SAaX$)_puLLS*Cue-D z2z=>(^5%ZTut%gvTHq0J~gOguL!kE=Qa?_;p#<&&5Fm-G^-yzN} zssfvt(S0r}3T!HSWLc|?^T;W3w>iri$=FMoHEG>-=6EIu4{;DHA>Pc1gnon?`Pr|# z^AX;5VIzL4*3*NM!6Y(0))!X8BdeYfJtKE4RA*JWh1{K%pQcE3{phXMYh8`KdTe)> zzCI_QuXG+x*=6Ij4;}ot2p+Pr2&jMil+xm6_dplyndjwk$woWLryked^LXCCe2Ijo zWku2D?PY4vQL61!1J8J8@=e(ytydm7q5;-jb?AjL?o!cCdqNtO&i&7VHj6QYv=pAtfzK#Y2zi;J~?=G6AnzS-QMajMel;6g2kcUiQ{* zuqc)I$Hvd)kuSFm?nhuY{RZf+0-?&wf%c2zjPC!j?4m3sA1!)isWy!OoBn09+Jy)* zYIyK&kIOYTzL_-Rlisc<8$tWsY0d*3GTDLuu>fnTSi6WYCyyCl?wU5$vuCIM>Y{)>Tsxe2|%LdFP(?zRs5joe(`Mzi>}S}gIs{Fl*x-vi-tNKy(t!*d&MA}gJ% z4Ut$uN+?3qvKU_OyjbLkZD)D+i|2ow&VT*67|+{v$<#I7^G5!C*7DH*mg4WlN2pOw z_c8)ecq62By>)(=8o-7{eWP!^)Y449q`+8@U$01W{YUWsoF|nIPHPN?xAKOz?SE(o z6y+Hq828>m`08{&^480BE##m*riLXE7R%v4^FK&Cv1^$VzuQG zt@#+~3nUq;fpvIsA?xkkLg~}r-><5sMsu?g{)eUW%CO;K%u@zFzQ-;uF1?5eR5LL#I*f2tJ=J_N7=C<*e18=IxJR!ZOS@bH|` z!!0Y@X~fLfhhrJWfNpmQ2?!ALUxp40C?>)PLLJ}%!dpT?XohyPr384ziuAHl)+7)J zlg>zyM40^_%1rK9+cP8Qw_dPdKUY)? zl+RzS%1snI+WGA#Fsa0TUg4u63}pyzP+>bf{{8S8r2B4 z$9V8P2m)#YDPrnVNp?daj-0K7Yasl0-(>=D85XQ++v*eOWx_7B-X4`k0265v@V zdLuF3-0F;k{h=A&|2P(mNBF~2@-r#Tzk91F8?H~FT)tWH@)Tk*yVUm7v#Z#YGS$Bz zRnhV!0_Xb2ZQiV)QON%_yo}Zu3YPHg$T}~}#p=RJT$lb7A zRE&j$r=t_z(js(oHf6x)eweLM8WLazj-tfE!J#&V%M$fl#O})NKim0=hn|;>(vp=cQxC?cK4_>FdOt0Da=JLqa z#L#MfKKj81S)ghCN<48cfq}9CcZXdM9`jHNtifiHQ&7}_E4h~ZTQ`482N#n51j=pW zNzMF|6FPKWQYJBlJ+&>ZQhTW1t8}pLV+2;r4#LjHY?jNNoS3MoNH}q94FYAj2)Jy& zs(Cvu!*>!7!9^jz5kd>X4+mDp5CR3 z_y~aE;Ul}L8=LKxMDXzNk~0_>8IgUi&+!*S2-)>(o@9pNGQ8{N_c;Fe;8!C|_ zftz*BBj~=+?B=FiRLH>*LRx1V?(T6ZyPyTtg$v-X(GdUcCbV-rRSD$ID623 zzki<0529a|2fylC`5KDrsytI^A}j8D^^1tY;W;L9%)~%%FNdJAsp&_`4_iL7ubKcR+An5)e^Q*4l*)2)^}}n zt)N_-+oycNKJyqs8*Z5XhnwyYgpfuH$IOHW*FqU1HkzRDnUOhWIyLP-&T605z9*jK z=m_axC&;kyYjysVx}1r9;Zl4z=OnS1dJtP@4PCZNd1{X)sM+b>!`2P=y+plLNN)X8 z62H>fa5P&CS^p>vgAn~MDbtNB9LE`t(a;PTI)3Kt(R0`@i{;R=nziN^6r_?x&!Ru( z5W|8+eK2xG8iMD5Bg8g@n@4VHL^gEV$v$v+^5n_oc5yjG+@>g_6)8-iIiEajeG30ax3a0B3Jr=Q_~2)IUJzD09d2~*X}0<@7Zt0s_?OPKnt!izF}^Ubqt<@}IN-q; zF&A}&V|EMfp8TWKzkceOAQ+eavW@yAAOWfI)m63xBEfw3rkg4IPN}cp9P*EaQJ+%+xF(y;f<4D9;IkYhVDVYqaI&1 z(ck>!Ki1F*t+UDa!Oij&y(I!9M&#)#hp-k0Kc_}|^BATm1~PiT4H{K84+^ZEY0)?SpIKKt-Q zR&nQ%ehc_f1`3CNqJ&uK>ov#Mo(fuQ<#B%!4#F6`d7%5QY=yjx3X7ba&Gf9`)2Fpz(fb;{Cn(Fy%ZA>^-xvty9O3Clbddoing5nZ z4=r!Ivdk%Zl!3;g?~Lf^>dKSIZm_6p>kzFSQY$evdrn?E?dku5lPJ;6HSs3DaTf<> zyngT*``cx^m$?{QQeI7o;-!xMJsPJO+&D$83*p9dmru16ajG30H~k^P{4QbL>uJ1UDsWba@x1LY!qsT(DL6rInKxjS}OU z+fzp@ZP(s3H3mRDYe)p4Ez2yjz5vD56LVYQT>*|A?ZKIHA2nhlZW3`ebzIelgbu+wxhE0o6{285`?%S>>j_}Kn8 z9o^MP9`JwU25Uxf-X3|hH&@%WlE*;D`cdO0uc=CZ*i;txY2BRf*N3O!AD6X00x*mMX8?_$v?55UIf z-r?DbK81?x*KKblK=(-q6>2<*NM~Z;MH)Y8cMP0{O^_(@1bGK-@VC9!VPm|u&-OD% zF}rpM47FO}_kHF}mp87se1oP0mv>i(D>*|DIF^d`8DQWB2Tbi$kn8=z)G>9%>rL&s zMYYhdF^z~}4w~s0hdDZ^m-AkrhQTGKrR8RXLFosovXG+D>xMJlCrvI~Um=bDPI=Myt2A ztaLHDQr7evscQ>v)dUF!(?qY5f;l-klQ~U-KYXrsKQfNfvcbm2PUf*mRcVcxeJ>~6 zjU7q^i*zKEaAgl5!1LCZ=i6#u^?@V=wehdx1OQ7RvuUzt3uWsCU zncfxEdP^hneS;3;%#2MA#9ld6o@EU1Rt zL&62#Z&Av|_mx;ZDMMgWUi>CNK{0r_MC zRfj1p9o!NsV>f0pAO^zC1bZF=m_SO$ zS%Af)1#&gWb*Sy+^VmZIWjZ+q;Yfle-ibK8Qm_gttKB2R|CHBrw25xW34c=OryJ62 zq12sl}T`o9NAXF6#5WFr}S3JjO)F=%?}8Si(A_f~g3%D&&qL@TK~; z08kzD##yP3T7ZkRU3kS(>Nig;Q%4CVgr}x(>w`>;!AjIvL2YX5wt_y#+kD(mXHutS$J}_mrXfkCvFBp`mZ) z>PkOsDfn$J$>6ka3}^KKLXJsFvM>@Mf!O=Vy?K^?-A@E_wPV6uRsj#b0F85|pH_sh zYB)PT3kwT7yuDbO8`Jv?^6JFkHT)J!$H>UYAsF1~8WR(f3>3Am%k^0=>2=thsMGpZ zK7IVSTwLCUvq~c3&9_OFe0zPtt2kMz!<&QJas0F2CL{BjTl`OSRt`MCw*ZZ^?;W%s zky3X^sN@v|MeFLIDa5x5)*Xn+$%U$HYhCP6+Y<>3u)@FMW)eSrM8qS7<-W?k^2#?^ z{+(V^dPq-}7uh8D(0zW6%g$@}vmk~_qkh*C-D;FBIy#ICpl29fjD!K3whGD9Yv$o| zK84gB%m%b$l1e;(&QV6@i*cvfO5SHkw`y!+e|LjG(^P{gKwtsmsqgQRW8QNWJ|W5 zPEOf#Xe+;YZXah;PQeXP7UIau*(uob3ab7{=0H@|6=NbuEg~B&er>t!W9*)#(0D*b zme#sf393t?y!hQStWo?&X_?ej!Jqa8p;m~P_9-`X?qT7(A_Zpb*us1=*&v z*Ti7k)d|qcWc1Hq^b2J|GqhOH5h`ni1fvsC_eKREVH!^ssdw1ZhA@&O_la!$__2Jt zHU91}##M_Q8ic;o`-CtVwKT`;+NGIo-A=zOgx545h#21W(5^*72gvvR$%f zSO3nsGlNHTXDlod1L_JPr@d70M-zD$*`FIU8E+K{zZvumu`n}tp4-fk41>$q%gvZ@ zlRvV{tzy&2BF}U*;Uvq8k2f}-EM6gdVUjvr=|{>DMPW-KnG7+b5wGVSf5R;!i8PW# z%*oBg5p+H1s>>*3WSqDce_!>krvSYNde^G@`ZXL*x0Ajv$*-UwrRcdah_dJ%R+C%p z0m*IXDVGGwOAGy%2o;*(t2;pk6e1Wc^rs`ygyr6^cIOz7{%xm((DA%Csj}$Y;aO5< z6J~}W?ee#zMM846iZh&_W&B2R;FwjKw{PW-V<8`zZx!h?Q|ndO(G{p8Am&p_duM^{ zT{P0ZvrYOI7r0Z3E!|4KBX0y&6PoUy2Ly7*kG+H(E^yg?nMmtFF-e=_buf-i%uU9> z=BB&OKOQAZx*G9$YB?>I=Owo7zBn?Z2X2r}dh|X5xob$co1!CZe$)5T>4Xh0DSjp} z7NO$Bbi?mHX|^0V&Mw1{JIAcOtfnbiP*9WExzy%hs8%br*&r)3dnxS^g`ht!gR+k0 ze#I2Sq9aDzuOEVWM*}F!O)z_1Qeh-<1PiRQ3*+8m5(@N!Ps!ossZqIY^^?&WevB0| z7-m<9U-kX6MuoNsflS4k%Y%}gdie{^^taW9iW6mlj*(z z4R4((<2aD-=^{~s?Eo?!0sdBkAAO3BrY3S9sKDTJmt(8(TMHm5Yu^e%KjKF9o_=qH zjD}&w$SYy-k?<#up-M)t8%ak#e{)Yqb|`U)M9PttI-w)AZK!zo#)H zt0;f;q!1eL4jl8;8(ChyAB&VUkaf;Aud3*1SJ$Fj*yPy#=AaWZqTtOo`f`DOp1*u^ zwCoq|i;=vcSqE;*>?Sao=i{u4;>o{Z{NN>>U?e{K2^p&l=X31fJtsrzIs(+HBz@q9p!rq(8buuK`UO{#u<-Co=dG9VNlAi? zo+J(AmC-fh6&-aWrnou(_F$bX=;xrp0 za@=B7+RX8M-l>VzxWF04BxslM*|bLKL^oU^U2YNxgdnXg=a{(P)dpew%qi7M=eEH> zILsKglN2)qiTpCIT;zBq;@WX$;#~Fa!svSFRjai@Y)L%#&aRVFeu*+k|JxGH!dry9 z9q9w)r%9`Ejzo?zV?BvHQ3IfYUkT!H4Zp6euyINP5s5E*e||1hMS1yVut4w9@ta-8 z%oi7zNDCx|NFBU)wEog4g>xDMryrjV1{1+1l0+`49psGTq$+HQ-YVp(Xn3cFPgO|O z*q#?nXH~s_vc|(u4*Jq3MuW{7CYT!Vl+K0AsS91#!FS;7NX11E_0H8{JnB<{l2(ahaCiaV>gqT;*=dg zBPVPAJ4IiB;8i~U@D!YJ%WgD9(QN-^A8wCGEVOOSR*E;@=_k8%FL*lBXSFSg9*cq^ z`t5iDiiIYde#^A~@ziL{vAZIS3+Oz3UkX{LgcgFq8Pe98If=1E>;`QSS-w|tmornZ z1cM}~(otG`Z#{<_#M89!{=4zZ+~3#N0ZgVGwkMv1+X$EXbEou2CBj~#Eq{J*-*Pr) z9TYC) zz+Zal##jT9BQncFWNx!XUzLFE&ZE{osw5|QeDM7++~lyrE~XW-zyz0|J3OJ$`o5J5nfQ|LGue4U%-V8ujWX(tcb@g0nvn9LY| zsiWo;sx|i_qo3tx6t8LdT#vo}QHfzpby*<2Qhh{wo%lMjV*z(vSfu5Lt5x9~ovYOD z_VlzRj$p=k7c-ICQC2mjqqyhvq1Ia>cvI_T=!U6T5ZY$ zZ1Zk>VS*JP7e`OU%KE|`xoaMuh$s|j0GS*twtDVudTA`R`5g7Lw@(j53TKXYj*e4zrQ3HF?D#Rwb;bv`EhxX7m$xbi&XbRxnp zmRg=)nVXv%FD?3DY+R*k&_Sh>;!>G%-}N`l63X^Z_t#M$EVluElT&@y{6;bo7$)t{po z;ur<5DzR92FZasP0KpFDg;|g`4vbn$6^l62!iuR_lebu1V>Q%-$h>v?uHGnOJuuUj zzI=Z_&8l3m-gd@9ji@0w0t4X_U12dvbbj3s9tCZyBd8C;X@2nP~)=A?na z6tQX=!&*>OcxVTSlLd_w(firiSwzYvoavq^q_;?8Vsv2OFG5~Cj zsR6_?J+UY)KCXy;)m;S5mr`b5| zuUuz!L)U&3d!m>;?zRC+gA5(TllOay3x@^rAT>d?vFV8`=^552o8((-x$W(4)56kP z@U;Cxlh^1(n!&(F0xnyZsTbv2`UQPK;k(XrF)Frm0^fhkj5X~P92Lg5uJHFZS@E)* zlnP>+(ebK}Y1fxFBUGF(VNV9{%K#_=^5wky(7QzB?jemDH)kyo=AQA07du} zq1S$Xe$LzTa#%293QOe~ZR2zHZvvuzqCfPWV9ARm#U}_R;Gr3gySJX98+K0e0j+l- z+Q#Q?s#^L--Ue#m>GbqT{M7HLhN%V`^P!bDjc=2_VQ{+zS4>Cu@$Y1IT1A3*7(xbH z9nxYWn#QK%<0r|+V<&10N~?!JJY6vR@-E?IhdGRFoK;$Tb@LZ5@5Pf{`}yY2hIQ<>9LcF^It~YzDVBRt-cmI2awDM` z77D`l{xDxGNlZnBvW&!s6*WAJ);|;(v$H8uCkW}TWvj_(p3yYD|7)mo|NZ*8{5GNh zj?rM#ppsTDGo(Tdyde%`3y0bd(41_?#CU`OI+|8j5`KGtz1olA97*DD6?(J@Wyx@g=$lBoSCYyDBe>D0lI)Wn zN#enjW*-g*VpXcNz`8sp@0swZZb`6N z5o_tU7_cU9o=!w-;c@@D_b@LD3fq2Oa^wq>aI=&-hOfM)yW9J`wWF;eo9!<$giF2F z%L}~}=S9_sz7>3DR0ruaEipEyu<7i3J=tYg05*M?{ZGVkC1yY}Nl6Qa$ zbHf6FH+b@5)l&9IKAFFVfri3xp6(&?Vp)O~OB>SPhX;gzOLFMJ{S>H>UtK&?Z1BZH z4GYUYJe!QGrVWr=e)-Fs3HwEUrd5%pik=#4$-64Q+uNIE3M`O85WA&%t%}t%%1Rb} z+CcS(x(>O=u9(MobV?yZHrw|{njLA#N85~}D?ti015Wk*nN*yS)0*qB1YNN9b~pbT zy5T}&MhYBDAIHLpJ4VoFery@e*mMQaxF_*%>S#OOq!VF^ELA*{^tVnXlgE%V4EyOj z*hQ83OCBdp{w6FbXOm0FFX_9SRwr%N+g(F5L&<`omHDRY(ReYu;cxhB_I1F7K5w-x zl&JTm^r!sm^zTxH4mj+Rqc6OsYSp}ShX$wS*o{+xl3&t5?VTrrd|R3NOYQ}(53CCpiI=IKdhzX| zcTEHaEWcj7k)UX3=iX3tmbVW7r0==Jh5`)86ZKX^e&c8W71vc>j(UQ72tXi+UX)y8 zRjq`-XkEX;Ka2og0Kg|#yWvB+EbQ#E4i1&$al|b#*ge0ojE4~Lsgr@GX7Y!U#FUiK zZOhWm<=@z{5mMx7T4)IUMNf6~LP%~b4i$Vd8|O|^W_->kQg;1@_a}ryc^@03F6}CJ zF?`hWc}^p1ZRYBLMkj{%EuPBc=hG_xC-8hM&+tyx{UU^~G5IrG>dP_?rzJ0zM^;QO zFHh{WKvTFI=!R=L!>_uZpwzH7pRb&BF$X>hHuLzjDD-H3r~|)?BIApdTwrLf5-*cp zjEn&@dU)PpN& zHdouJJ|l@KJ=a;kaJQ zwzO!EIc^nf*5Aed5!H}b60fak*O}re*4(DK$XuV+uG_c^&0+7t_~8i!36S8lZ(?j5 ze1eg%3sKK^Mh|-+eHxy1Edu}~UT&e+e^HF~7{E}bY-OPO0UxIbrL_m(d>?4VsgsMA zQDi>?$-r-$v1JfTP}suExYp6o2-)4WPHeYb!hiITc*x>b$bpa`mut6EnbL}{_=<|G zh=<_lE4}zPo<@<2FbSxe z{hV&yu#-JVnq1o|3lR7_T8SN6%RR4GY#;~1BTVPuZg{(~bc>Q3K6(F1lifZrUFN)WC+Kfp{j*&$rOi5rSRMJ`Z( zLou@t`5^{>>|xm#eEQ1~08z^;C^YJ}U)KlF0Kpd~_u%kzpQk-DV%bmO#{c!}*SjBd zzr5B5h)CrHAt}0uLFE$2DPPkwv-4gKpBdy$6)HZf-I}Xs7jWJLsh7&TZ_@*)KMKFL z$L;rx(y_}<&$0vyUPxS&Wqj}zfR`*Ie}7HxFSCZ&EERLDTBjK@|3!+H8 zrGGE)W^mtRf|^TBb9jE8g`A_w43(qY_@VoSS0Rz#77Wfpp0$4>~di~6`{+Jn=| zUm+TO7iGxHt-|Sv`b6WhBu)dTXn_|^niv5f9S|BDTx6N*_7tTZ;yp zHeDfkm<^#K;7^0e3_o>ic zY`p`9{9j~quws3?!UOYomZpxSkLzEnhbv_W7;oH}OgHSY_h;zNzmt~`bw0@WTvCEl z_2$XiR9uyhUPNckxEwyLDNd>FEjlpJ8!h5%yYxly)vX*V5}8kasKX7P!_>ja-~ReV zL-08;!n39j-5>np0{_qP7Uf`UK&E8kYDpNaDtV3eGvkS5Vio64M=iM>!$ zN&B9M?8xzmYMJ7*)GOV0lHIG~zg21o=u=M51bTS?ab1SsC@SCqC#eVC z-v|Fi@gW=d5iYF8+JJ)Mbo)EGut2@6`x;an&`^o7E;)oZyvEm!{4dJZ@w zEJL_m(0d^W&|dqm{eORPCxZ(CincRfREnC&Xz97vs_&7}#8t#V04_K%$;!$~RaHH* zBlo3lOL}z4uI^_`tsBpUjJ0KGXWkk%9_jkB>ObgeCuBVRZ!%_Dl}?Bos{h$L1e+4> zW-uvhE7HPUDrUtmElt-_Fa%*3{;zxgKS!#FfvQ0&?(C+BA(y`-a}M#_N{Uo-ie$`8 z8sm=aVCd17*s>R^@V^Q7gch~WSrF#Tg;QB;SA?F?&Q;###p zf`|;!9T06iI2;&I5wcniwrFnP0=1wy+^+Y45d6Qg5W^H>z)&0|AL=K>wa4|J=E+zt zR%v+anwj|9f=K+ss;Kew8m)CK_Wwy702wv}0{%Y9a9u80tQx@mH)z=w&k=Tkr}uPV zaDTP@4JTj+^~t5@13|%3Unyx>`nUqtKL6HJ0^}bCLlOY`(dj=oI)vhZB{3HsKLYT} zaDc(+SIFr4p~q$dGz#NB+7DbkK}%vaP*Y&rZaK~umFVrX6ReESww%`sQ@TPc0R6()dVB!fTV|{6lgfuA z43~^B{{JW>xx{jtpzW7DB6zIpPFgDJ6h(8+r%!BH9<2r=(iR_|oGfr~DSv~cG5}l} zbTU|IWg>v>FT!PJ{lg`(ekw{5r#bl4#A;prC;tliABF%&tHA^FVjK*C8}hAr0E{JH zGH^&F_@65fAU^$)`Hw~DN&~zretshKmz@8KTgxwjm-WKZ7)-!}VE{bOyf%Zp`Z3U; zti~rr{%22rb7d%?#Y@Kel>fg|WSc!8OP^k3XbeI~#escj7>^$Z11voe2Ckv}<0Bh@ zl?^pw);<0{_^VsM8DaUr%guPa%H5Du{0B~03JRNZ0=I0;nfb8(N`DZ@OP0;syIREl zKKYjvvHl0eHQN^~PetK-2kaxO@`Do{0JW@pJ=C6m-nV~Pxr}=7#GTe(TOH$7k>zJA zb)aB`%D`jX4*rXErXLX#qmP4oN@V(!-`m?K=MW8AUj7c{w@8H^Qlsc4>PH_?+*yFt z$eX$K$sYgKibt7$^;!dnOS|fGU0(#=iRtOFzT#F_nS3Rg_gc{SIeEZev4+!7#`Pm$ z?`~{hHb&cp>xi;H1i1rBLq_Nm%at4gw4`{R#BTeuo!?5LC(JtB14(6lV2!KQLK6o8 z%(iPd?oUt>Q=l2SWn)R_f;C~Z(T_mjVrlQ-#8oblRAV{*WWdqXK$OX=3kWa*>r2Dlf;Gtz+ijm9qkmuh+}Z;F zbEDiHpXAYZS3qHGEP90hIA<6JB;JS9OrAIWW{crtLbH)?b3yvMU+s%g%M-QFnV*p} zRt>v6#_=L*=J}Wd+x!VZZ!N?h({Dhtqo`m;u6G68*y|giMrLFcISZyUT|F&CZi|~H zF#qtE2b!;ZS0jnU2VEuIjmV|N*e?A2vT;yF{i4Idfio&*o8j6wfub6T%KdJTWAi?W zz^MfcsF$ydJRtCpFW$kZmF9MlsnT5bTeA%b70iuz<1&$ zL3&bB+T+k7?88>~xOLvyAX=|V+>iy@YW9gwDGf!XaHH?|C1}y7j@^vI$vk1O9?s1a z{D=m2ARUtP!ymYmMg&fvV)0M=xp3E2c$cO3ZzeaT-vjhH#iXb#%=YkTake zJbJ-W1-kV0ZhDIOpn;~0_hV-sKQ0CF9`<>$#Yzw$ifjk382Vd%`BJD${Sze;nCRFKfb;K!u)>Kb01Q zT`R%}j z(F0@Ox?mmx^oGHpcEVrZ4Z&l`5C}qmR0V_ntG*2RrV}7mL-UZ|zk;EqaPLX6NEm)mlMISbDiFr7nwNK0lEJZIj~1b42x^EU&&|xgkzI zdh?W;jKyD%6-pxYc_<2n0;{WR92eHKs)kjr8i}LHY>W|jAdFUdydL!?zCKvu_4Sf) z)K0Hjo(Nui&U<|L{5wog)@0JVytXF@0>-l3_6T-BXBv+=GcMA2iU+- zxUf;=Mj!GfXKR*U)_9r@OiE-sQEcDD8I^7+hO7mwHFoD`$ib2Cc-8U?-TM*nj34H!+G9) zdRqXgIp+N&i4*ln5&T0$Og;b5sX@CmSn-0vQ5#lPi zpA+wz={m@n1P^f;^(monz>T+TS#VEPlvv)TO+2ii&3xhWL@GkX*+2u*pE%qQ4c&5b zOxU#2;Hkh_+iyneD@8lnK^eE&;au}Y7dRzr6Mkjev#JFGE=sJOuasrVK}9r}n1@1S z@?5o`ec56)RwU5_CrK)*T0i4Gv;_DOm@)exCG>!sDvsf9ek3B|2th)~Zm7wfDIFX| zi|zlZ5-h!qMk%XoY$T-jiv({Ivrp#ZeQ{AC_Ic&UlA|OPh1}_`oH?P4_I3&Z+8P;| zb?J%EuXv(6$x;9(r~OL@A1`d8(k+*V16hQ7Ql;OAxN4XCl<&Q^&JmF%#zY(Ht*U&CtTA?FU(D@gOChO0bdw#2MuI_}` z=e^fo>~p4f)~3k78FSrpb=oEMkGj%63{d z`j84HZJ)#DB%z@G#v9&t9P!ED2#--I`HK6Qosq)N7kK8ibpGr z)7U4k107;f}k5)j#?Ob>VFM%`dw#QJsQi_a*~;I0Xal<<(oXVV|* zs*EF=b~}6wboFKr{d<$K14ac4(H8YiTSLkfMO%um&S4ApEz*~(8%yP|yP7p}Tt62x zgreeIA1h7$p-WC04)0zu=Yuh9o7FX90o?{?A_nD*uJeWK3iD2$et0?SFJp4ljJDm7 zbVcY=xDw(nLZ_SU5~{|eSaFSqf_NE@@eL4}?VqtfPj|noCU0zhLr)rDP&&T6<+8uLd{VNMx;^IM zQ6&SGEhi4yEeoJzX7`t2BP6fF>J#p-q02h!D`UP{_Hq}!iN3*b(d0ArrS-d|I-w&X zjrckr_nv(?NJcPhAz4@nl%|P&^knIbiC(DwOWB!c0Ej?dBwz?x#N<3(j}@Y~W#x@% z-#9eWcr^p-Mvl~HSeaueZByh1ae*}tc8xQPNY;6z zGI^YSS9RP?#iH#mg~~<)5QEUA=*>YeBwGk0yg&rd{Y3iVZbEk5aK0ag{rzq$d%@9M z^vjd^7kTA4y)!qY``RDOr(P_-hAUCIH15rAJ5*z=@ZB+RW&MgP5O>;oKQxC$L>^Y! ze6e;qgVxK=BBSMjuxgw;QmQ5xK@=0w@{Zd3Vw}l(z72`%)BO83;pWv)!lko7y60g= zr-xtMw^vd$TOB?fRt{W_N*;a>Swh`$xX4#6R(<_)dBW+oqf>%&;~SF0+49|VlL_V{ z3Wc5(6NVUveIWsQ`fRtCyr)|;7&IY|aA*&i(e6TGaju7{&9{E+H-~RnfVIIl`qo!U zZ^#HkZ9|WMHe+zd6p{x5T|>MYbUY)RJOsUB&ZjiEN(%0B(zAkss}88fXCEc33)U(YATugQK3m70de{nK$!){i;)4w{CUSy~oy;wa>a~2X1^)ENMb7_qB|i z1YVK~!Rcc>*1x7pp?4W7MbLU~;-chW(scQ~bfQ63$6H^tfzc}PX?}p*3s}?c>4#AA zN=ib3YZOEv9`atnVUJBh9}0S}fZdQ!!Ajre#dh4t8=hc2@e6yh(TzYPFv~2Y-&E3bAD!L6tRi&nj8=bu6jx%^&?-1wi)IfX{tjV77Wflk zYno_|s;29=&-nyvMiT%fBSrzW1QhWp<1W^H-(lZ zn#{#VG;D$20{96c5wD>pvULdDl9iVeY5W;)&gkpbZzx_5`m6dg@?694^v`-JX9LOD z(8GS=W$H^T+k@RQ{kAB&Jw`9LfglFzn>E7cS36!`tu|$l+p2tl<5X1m!$U>R#cGbu zDWsLf`B;QXX?fO{fHV<8{#?{Q0?)Md%)0&7=ZyVrm67Hj&ZfJWvi)`-8e?LAT-S7l zzFJA1Y7@)SbX+)EP;apU&%9Zv2PF|z=GAs42`p#O$wkyF*{4ahmNguTa-lw!^9_mx z=i64$K8%`^a@7 zCt3w-0i2s6Y>C1T`jVCc%`(@f$56RcyI6)QcW9U0F9`4#CTCt%)HV^fqN;a7$n{4h zX|u+7Tf4%YMJbuPEO6iHJA5$PGtcZvg%lKoCdvGW-cz{|5}D$Jj)@(mUiTeHs5k`$ zW@yodqU1t)a_%zCFnaa)ng<@N-a}W~!P-KCewR215i&~J21idL;T)QG&oJ8%;*tiF z7`^0u!g$GRsBFsU669ap8o+$7g+u&CJMQW3a;5B26F2f#j0A7qDA2?Cc3Jj7+%gMv zeZ8>|HEfdi0!~QvzPwg%z?hn7@r8e9AzFld1{o>>bfPfG55RdPRBHV-uMCp2`|Tk6 zn%lVI3dwjr=Idz@tzhU!y&Q3Hnv1YwQ8{MV+Cb314_!OY_9~td^i%9@t7M74 zO|}6C95JY;1bh#h7yYFQZ~4{IA=yF3e;GCXW}oenJZ>H6&Wn*eArZT4Z*nxg65B2Z zZ@5F27@}YfZ}YT19VIIy3els?lB?sy|5YU=kIaf4V+1CnO%-f9PD0hD-(>B!*}pg~ z7rJ~*?5BQCA0x7h%F8otthV7o>wPjS&LEkZy;^(bO98pD_+^6+8UK~s;r9n&K@d3( zG`K$-hz8j#_>AKizbRU&CowN1d)vX5Dr7Li+kS$*M>HIZvvZ`%1((l)$JZdPyW@`d zDxxy2*si|g%>yw6=_s(x-Y4KXrO<4S()Bc~Mc*3>I{3%PILl20(w5hGD|X9TTtLdk z8&=tK>;buScR8+prVopHY-Bah>A(rNUi)%j|9q=}rF&Shr}{h5 z;c1I}?`uP`(NWKP;CNeeB3}=5cpGq9^Ldi>>>U-?dRZd z=eq5_Y}V&X?`7pq=W$)ej}1<*b>nsKyISrJ9&@S1%nt;yUjzc5j@MR3Q~3<&R|qdI zBj|ctlJ_Cv9fn0;rzMDRC_!9P49BC z&xJfNjk#Q(-Ab1og+wqE6CYRD%l-AjcZ7*{XhC3TQ{yCcBTp~<6_ibUIlj^pbVQ6< zBa2fHDvN4jU>$ZDCgU?L2K9y(pr?ri1*bgx6O6FEpLV>B5oAHHqMo%lu8PVV#pXV5*yQPbL z#P#?oOnahWL$lo;TgvE`S66@m^P~KVn0ljA2p|Ry^#{#$PH=hi^h=@c-t!hB7uA&b*VGAAnznBC;O zsG=6VoEw? z->+0}_hS?`Y&`qwUw^xh*opaH^0uiwXV~q-1DCq7msVHz@WDVRgQR!{E+SERX?lnI zrLT|T^gFKNVi1yp_4r*MtDd2<&GY^sihG|wVE52MKpXI7bf|&)mx_EQKqj_>JJS5<{tUT5P-I#X@=Db4vLWY+ofmA6Tq45ac9iy0K+ zeipti%iF!t;P8*Fw_$_EuL|o!DurJHgMO~qP=bONbFW=7ek?ZmXG3w}uLo+jlS5mI zOd^;_av>O3Er};!Xs#B+F$}-JvdnefUP{IHBG+q2SXSdUBhPY^yr(7wP?{PaE`B1< z4k%0N*;~4r;e&%dgpC@QTND#D0Ll`|#`Ta#?^+MT$Qovx`%WFv?sZwx8Dn6GK7A86 zUe)|n`c+w5KfE@MOqgqCxw1VVh2DJHI`PrV)=4pwFNMjpU`Qgw=rksf#PRLqfV?Xh zX>eXADm!&rRCs?XURAH_)?QWB(|0eHPy$6r2n1A9qbE1Nq_7e+Rzl6}hzos{)dmWb?*(naA^}vo=a!4|BT6r&G28ltjLLaXD{Z&UcK_;MU-bFjHni z0dsQ}6{POC)cgTC!|hZus~9K6$%)nCZe6q9o7m|Z0iA>>V1cc!)%p)qY2J{3K}ntK z{^!OR#Cz}w(r0NmiC!++a6j&V81oe(LBxfi+S-2K6XQof2;fy{+>e3dQ_t&pT@9 zCkSP~6r!*{i%w}hVapIs9F>1Zr}P*Mccr=eA#{iZ?c!RLIQolTP+aCfn7jd`c#|tC z`mzr2sauiT&}kUq#ABD#ec>W(gRN%w-U3E+6u%ew-tEiI+%Ll3LL@43FK41VrqqbG zjIxwEz=D9i2Hs*Rs?Yb&7j4*%$otS4bf0Wv0o^6AXb431VQL*?#k{|AtTI`W2khK7 z3DSQCWU_$ZlMtYFQt~>7qkCn_%yJ0Pk1bXs47intv_|fT1C+8hHaHq2#y;^A;a z8%+Lqz%{O;R&GIR;$9QDxz{5wl|bPWQNSOWsRY=85LAgSI= zKr{F8;>RE@K!++|Zn@Rv&-q@b_le>syZKPH>NfJqjNrk8`1h^|aM9lvmBU@-0od&{ z$u~33QU3v&%U_-MRT*pIRb`AjvWn}mTvf&wzdD0)I5c&BNbFYe#%}HG@pnEfQ2hE; zs*6RZq^2B_{&hdop8K^q!{ND*Fqlz)42!)Jd}=Z>*#0w1V(^=7Q!{7tS&=Htb_vVo zK#O2?@2tTwhg}urT%rs6L}4%;#LMqMiK`W*wRD70V?yB}Y6?A;-IRLg_uvYIDDg%& zlsT2<9o^ek3_@TNBPe>1`PP;j3w84s$q!`wZtXh6z$k+`3Jpn&3<6oaPdHkh_&v9? zZNFUp)Frh5xxaBhNWyOwPTD$dJAICjB^ZgbIFuR-K%iM7{s zwezi;K9@0qce<|fx){Mf$nOtivjfNIb&jNC^y$ofiWKqnsZ$mP= zf-NMyw;!HOPMaY|SibU4>5aS)&!9e|h0=xSn+!A{4a6ar)$5^?o5rhpk^Jw(XB>QG{z+8|>j_JA| zDLc~SXcca89^ZCS>PRkjeE_V8ec>iGsNPOIyz(1K-OShV+stJJwZ|eDCb>J zGOy*H%W%9;DyvVm>Dk(J6IA90&;T0yqpQo|%7aoSy&$66o6s2zOTp3@W>qo~U#Pw$ z;neCp#w@}XxyS83Fd@!|6Q}JUYAK|-xWVJL(4mWSQcpeS(mK)BhE;Lk?pF>IQm$!> zkxliwsE#=y>o;uQ)Oq|r(DnsnpZ`Sw*v+B#5e$LJv;P)XZZQKTz&d(bJ(C8QV2T}n zOTA7R?^h2E`;^7*blsoJKE$MHubYik$K%T7_39e`bf;SP@wp)X*}C*j70QU6Tqj z_FoAuY*$bfTN4aRNbc0Zz6Y~(>x9f%$S*#2J;#i;I<7Uf-o}Jh>ZMP2(;XIOtXn4@ zt`6ErXthe%GFiMMn7Hs+sFJjg)&<)baGJkITq78ua_8_?GGrLZ@Ds8uDD8aJ!Gkj( zU&W1H?%84OUra(y>rffO2y#Bw?K&|gm@EuyK2+FJIHTTzgIN1T5TZA)N9&rNUi@xP zm84WGw?XZ9gQ^D_0ue6@N|tN1x0`2(o2fZe!gt_M2v(> zHd_+?NQh!*BR#B?>{qvwQkRSFdp{9H(ah%_?zAG zNFsrOL9@U5gduXTR#k1y7X4i^J8}&^C+(DAEZztankA(qY2;OQV*D_}7IAYHb}YDP zrXvef0LzU+K_B~io`)$D4x=^rT_ehTH_#0~N|&J&8#Z}amwsqC`4;pX{DF&70!?;z zm&VXwo5WPZv>?A6LyKykjfWZ^JEOnW{F-?h*7>s&@=8n5orre9upT3buq6n(*2`{+ z&w!Mu%NIDdt0StehN9I4SV#uJ{C28BD)yZGe1mO9CZd=rQqr_KdMP6DPRiN3=7>R` z|17Gmj1;ZSEM?U9AyVA+XbLSPmgTo=k>$4?(Fz^r0v;- zU$9-2Mzuu*AvXstoE;Yxr+y0yk&-2RI66>UB(wpRWC18oA61LRHDxs!&@BgRJZBF7 za{fZNnm+O8;|LKr-V$lP{P-j|o`%zTYmCQv?gBSu=suqWN^4N5eLS|$7&%Lt9lFW? zt4!i&Z{NQxj5a@n9z-UG6|=b_VX46J{csE0eabG$WGHm4ER;jWgC^2ZN>Bj}N6>Xk z`uJ`C?l(kIgxR##pO@|Se<)o}f1xP$T=~!MbI#$1+jr+O*}pCuFJ{8)>g$5|TutbB zB~PU-Em;>>-eqVvy|>~XuZdR&hqsNJA31V=FmBIqZ-&=j4Mho-Im#p{fXS9*Xh+Pn zZut@2hP3Y6qO9wpOlTYSYfY@G=)L5h765MZ!*raEp|t+w;ja{Pi$c`0>)-75J)jD^ zaf`$h@Ov)V(3M~w!BS2NBdpPIYWxU7%a95+`+Ewuj1Nq4>r zwmNMd#+tb@0M%Q$q)gOE4gKuggLJ{PO4v?~8R!$3tG<}$rK>SWd>+n%TO;CN85if1 zI?X3TYtKApRszdn1oRZLUt!vHcs(HRPa6Uk`5sza!kVv#Ky-B=?rVa@d|lkC3s@!r zZk)`er}V?Mfq6}mX#jiOme0HmapBz|-Btc;+l{`n|E9gNOo zefuFxcPn#v9z}o`jmsDcNe%;5K?*x)_{06)=hV00Z`Jc@%3y61YCV#Szf%N6@{5=o&z}s{LrOh>EW;d8(qBmdqiUNbx2S3hxkk1Rmhicc zcuW>V+%_OFaHZpOGaEmoW(iRP8OW%dzro1Lk^{WJql&P5Pnm6pLXVNUH`5rAPe;B1 zV!>JrDw~n=KSZ_CT(Vihf1GrRU|}V}_cO6G;wAo&-pg4$=l{hDl@xiF@(Y5h2s>cy zI1Y_wq)fYs;L{z6q=Ii{4HlF(M{L^CF*Mxhop8c*(mZG0o`yOKq4llo;r7=(svZzN@{RG;J znj}(Cs_OofWc@*-n#pifi0?`s2I*U=44n?yK2LYZekwz{QPj~J54pQ}qKP^95U%?@ z`m~a$rNBCJV*7HyOLn<8TR$}J=Zxb|fi9bhM;AVUS=8(x^%6-(X?SWR{0QG~gFE9N z49J-o6~@FE%V_%q1kU=}=Z+onPJkkNd8MW0VylDdcrM!r{LizJVX?8_{~SzLLu2gZ zzsdjf?UnpnGBWBz*QGh}7p0v{sXbOe2YWX^R z)Y-p3R6!$Mlwtq)yo<7LpOzT*F^6fWG2>i(L44TJ`|ge5;ZFzh?GfZj zxr>t;Kz4T}yFxEyxlu;aEWL`B2eVhekR@X=4N$GaM+jLe%DT8gThRJZz$m#d1U3_X zYsn;8q@}to6W(yVdqBTUkGBjJuJuW~k|A+B#U;t~JXtSPNz>-_ds}waYQ9;1To?=l zzp;>pbR~jt?Q<_YIQbh}!9p0&MEEVwKH6eI&IhXE`- zn|~^ls;WP*rwk(>GnpmUY}RXxy}0h9Q4IyZs9Dq3Zr}G*)@QA!4bNy^u7ulCL)DIC z-A$6GjI(|{5DKCfRn}MbZXl7{)`G;bC0hUXz^D*H8g z;-?3)3|Y)J)-d1_w3J(jT!%5|S;wpAVVcF;IkC;E+BHP3BCa6n9IUv-#3sRGOh^K^}^60C;eN!h%pE)%Eki zCDN(`9zuM-B~)_hBB@-2cF?tHya~UnjBHza)c_qkWt?hWUsgPvAIn}0liWA(GL;Z~ zY!oEvI9ET6=Jn${!sxZtrXtTvBOhm|$;GpnT4eSiV#M!Fi6#txK5xbUV#nS&YJTpZ z2B^_{W5(&ar}JH_{c&35rpCvM+Z)2Ts#;2Xzf#2^yU6Zh0p!7!#C=D;UujfuqXx}@ zFs7S&SLnKIX!mr#P_Lu`hMLVDOt}Fi&b*ktAI(bEyCK{IHqjhzn>4{npVb6(W>FDW z{mr38fV0_dY_Ta_at%q8lb8aUDcJ!p7n#2D+YpSggdyDkj(z9L#qUF9k`(L`H3Zy3 zV|>_YQr@=M8Ys^VsxQO$SYH1OfWSk8qs=Dlr zGvjXHf98Kb4hrO6q^TdLK{{qia>nseQQgrV_isIrlEa&kq$hlxJNFZ=nD^k9GcW~2 zGWPZFu!m_kQWX{9&9n&e84&xEvinNNX*N<8bJnx3t+?WFnc0fCdBh|_=xXT&FThJ5 zq1hIs-J!=ZB*G=Bk;&mxV4M{>2X}IL+jj1TKUZHGJGx^ZY0&&;m2J5f{}>h>E}}1tZr6ECcfDH>Y7kID zn$G0Y^Sj}ribQKoY*bIQq?!npDWB-0#esN_feCf3GR$~hD3Ny1p!kQQP?td)UWhKD zxbQ*!G+@c|l!VrGb)1z<5u-ud!*T&8h9)?ezSW?IWD>w3fKZ#XqqJyW)R(~M#ebdI ziL{;w8=U%J5o$HDe*PMD%x779T~xt(Z;{b3)Dvc(O#n3?&cb#!`7Kl4>iyAcb708& zlSsoUw4CqC9q>$^&QwibKiiAOkrRy5qF|iHvCItDbDrAX)y(E2dEfHcivvKj+M{5Q zLHyke&@b8nIEdjY;>N$@x@l<{`z8fob1`#%qXg_01YcjghHTco9EWsmQ*2z|^A?i6 z-SzgoMnrsoc$tzs1H~;Q4=ZN0n7n1kR*_tTHBr=2x9(0?wj!x&jQVd@m2{1JIvW_k z)#JKIzM5@N+>^d|G>UBoZZm3!swDufyQOGm0gy(?&jBaNZ<*s=?yohlwYTv|%k2yJ zoyI|~HTsL5fDU#Ie^p?6hq#B8Gye(1iH6`N0Y+3s&5!nK$8~JcqPP0HpfX_qcf#1Y z0aI)3h8V!wGr5iQBne>pwiab=bqTf5sAB~LNAi6c=t+#&T{58Rop z=NrII>q&_|iR|phc&UE{Ek4OS=fl>bNey!}C@GhTN?XB8+#JXHw{Q=0)AWd&N>K($ z&t|LTJB!=v(oRTVmy?Ae@g1P&AxXM;@K0t>0!6Um9l*+LjpNm9Uci!~=Dy=8!I1nN zj541vhAwZ?o^$oE*_qH-3mKn5@yGoiq`rrjtEs?NU#Wru3O2jnWONN)a|?R2Bxy0# z#9wAAyl757xy!8x&gH3w7*AY4z$1seAn$OR0)mg7l5saP*kJccjFu* z*hy_p!Xc{}j+1_*P=2XATw>N5dthQ*kOI07C896Y+V&(muJATd!Q38FzP6b88Ip(J z6Z5W@;y2}=oDHJ;pkw2Q5FZXZP>=IHOTi7Hr?`kWEYW6;j{W$P1xsjlo~g&lFBe`x zgVImxM=V*Fbv4RX?tpZ%j$Yxr=I?|kylb;DRL@6Cxz;oNlDV*FBcU9-gIPB0eEUisUG!lEnr3_41PK*)U^WaJu?==w^L-kfh}Gg=aZd&8l=D$mh={HP8Yq`e$o#HecLEiVE@oFc)Q%Co&|I~@~a6m`kH+fhh{mcS)qELY+&iT zTr=VXHUyGJy&EbJMXb)%yf)H#`R7g3Bv17sa&N**2N*3OTp%B%JFz^MTwQ%3#%oP7L2L)ak9XrtEY{Z*C^l; z;iuCc=VX2!sCrte-xRwViLP8`FER!YZE`ebPa)#L1z#6=Red}}%8TsWr4PUJ-k>Bl zpQ0uvi!?qYS-Gk#TR6rfUNT43!I^aM!@D=UPRpX=O$U9}$(T-xX<2xDo}`1w zQz+j1!MCOve2#FApFW<^^|&9kdYd@BqkTe|>SK#|RQ5NCGXnSJx_ls{>bZGas1cW}dJIH4oA%kq^naN`a6Gr<)d;=wZO$*|HYyGbQpYvB+xKb_KfkC(ZB z8aEmgG_6lH)W*>}raNN)Y{n}uU8s=xMnQC&8JZD-|3*Qh%DZ9p^41#_o-6U?aNs9=h zmidR@#38Y_0pT6dElEgCCeYkA6o1VjmH?{Bk4kOBsjhRnb)$y=bcNhNzTG+x&)o;J z?9Ul2lWeEBikRu=sTOOELE(^=qm}ircd6d-ij@ha%7m|pKP$U-;(4YaId!4z899#N zz2h~OYmSuD`+ps11H+ff^elsnw}|M7!R7k}?I7_x{-|WPt5>)_c5lI3AWIIu|3jw0 z!xQ&Cd%{mdD?hs8+epd21;5>NKU+sHpJbX^SckxiOH+(eaS$+-JD3|z3E&k-zfbvZ zl*6c%?A-@yLV<%sDtIEyqW%TJ*{U%Z*cGnZlk^acw`;hw*WpMN!H?f!MlmIJ`a10T zuWQ~=Gg=-E1P6sMdjou=l}T>&kJw&&^;!(a_Don`lb`d{J2otssQC~Kd^+JO7T$td z1U3ImG8und0NYzlz`amoU`2}Nn7+lUpEX#EuuOR&9kYXRu-fJ43Q&{(Yg}(}?k}#Q z9Dxs@qGhVI)ivW=oczTd z?<9+_(D3qIAb6C6G+w*1)pN~b+@-L|I*=yE;P(+7bL_PQ%!OJ?bbpjJ^KkSxfjw3f z3!tXz+T%sE-)>B3&Olj12m%5>fr1bYF~Z&+9o#WaVC|9vtq7n^0k*A~DB{TJ5+CV6 zripgV0bN|@>*uii>ac;)LI!1@dAN}=dgSFEien9HS}LY7p-3ddL&wVq%%0Uy$%3Ef z_7v3nwX6PKY5>t-^w{q3k{TPtqKl28uRuH4v>r%AbAjOVBMsFtZ(an$meFe{jM9X^ zf)6x%uv2&kqc$o1Z)cFwFjlAl&JaE9Vb|So^GxM&%eLc=oO|o>zb9NWn|-R6BzYXwVL6#ZYS48>95N_HjLTJGzuq zT*GVo`r<><`#D$Vzw(H)-}eVv9oS$|fBNJJcVWK@^R@Y4UP58Oi2%KsJk7uC8mp$V zcDAUZc2y{bed|>3*>ryaLFvgi- z)q?M=>y)p8ZO1+a<#Z)Cw-&BN@Wv+47x$X8#xPBBh93zb3FyhIgtGzMkB7-)XNNW- zK#tQx&MX6|psFUR<>z-|h(m8rM;}MT^}!33p*UT(W8gnh{L~-OAD=L|%tI8XO{Bv8 z-u$Q*q}uVGM{|x~SQkkjmC8o=x=Va&34GFH!#Jh5s`Hw!DSgEiqf)TxQy{ro^O!YrFv$F27_y;|`*@Jho`vaU#C|g@-FaXBAbtS{tOm?oLzAb)IAp+w zH)ro9cO*-P@;$iOX>@$4^HlM-R@jU1t0%?vghvj7U6y|6Y(Ia^I?9gxpcc3MKxIbt z&@*XGZ+%kC`1H@tH~NY0JwES78|-A?y5hcPxx?R0wtIt=TR0HiIP3jt`&<9chG4`# z$8y;zu3M_{$jt8*i}bnu>VRd*j_a35oYCZgC*}E_2=&IpWVqP9riD}0d6=y-8)-7nPG-Wh9l~} zZ4+Az5MJ;@J3ww-s$$fNf{kO#|Iaw)&Oq0~(eufewb*~nwM|1?MqL+xBwlG6+BQk! zabd)ijIp4gpgDhp2wvJSmdM!CN3~J?)<{f z6!23XyOLLs38Lj#%F{zo$P$S4>uE&;r&2Ts*3cPbXbd*QJ8|H_U!hyfw>U@nE`X0- zET*pDZ$V?X({Ou|8PL7HBD)tAo5@cD@AhTX0yF)hR_W%%6s=EW@{HFV12)D(e=syy zl7g{c7jtv}(+BoU#E6e!vEgDy;V{8P^YMT))+hE#-+OqC!vQNL^`O)#jp=8swHPu4 zi08G0dnr=(C^*#N(!5v4MU(d*kBGdVx6ha$P8i)SsB*KiruGRXgr2_5tikA@r0Iud zw)(fGdJBj|BIZ>l3fEMNh-*QQMUE-Wi}=UkpNd_&j@&p|x;iOq5>H3I^*V`u!Ud;{ zp=xzeJc?kfjt#`cMxmu&+gBYkfUQQ);|L4n-ogd) zEOCis6FE5S8N zg$akZ6PfL~-iKlXKg(bz*-%owV&FY?AMpQiK>xZgu7puqUMZBea&2$Q zP0c7%GE_Kaogjn^MoACuIM6W^MS(FI2Em^vczuGhxo|lVe5b1j<q4C5>@3Ds= zZS~L6Ct`yu&FeIuH*|x}{BY+|e(zjsWJ`=r+VY^yB7A`@-fCi7l%~oRhjH*90dOH0 zimKO1>8d{I!5<9$nK(`W`Gd&6w1~|>;tp8k=W`OyWABxY(1ms@!cmwvgR13P4GM1N zBWpq!4Z~EX`S5Ry=yTf*;e83%BOd*=8hyp{f>k6VNM2n+5bkZ41~U>s>Tmk)a6xGng!0=pU?}QRf6Y3_8Tw|3Km*H9T3wh{g z@sNv*bYUF2Pz8q2haCMxZ!Yuqqg(co8}_goWn2aF%PHhA0k1;gD-AU3QUD3(KIF@O zc{AL{9o(W*Vq#YTjkG#o?8YMsin}9W8pMfsYi7GN1{gWwSI=(6!N@_(#`3Rx=3iM& z!>4E0m!|vHO{wq)DKZe8s(NC9?iUOp^i@R_j$ofRd&51x;#mL(R)N9Ks&G#?*@qz8vif8>~GfWff&LZ@VuVP zN@kBXt*#-er@ger9oLDTQQ@q@*CrFO`}cYw2n5AZpextG!L#j+ew4s+HE8JU#3*UF zQr6cEYGg~MHzUipDi?*_aA>JVRCXjv3k6p6S4V}#QyptV_ z=k`pXnv2g@$SJCsI{S_@7ADoJ2q&f0RsRI93#PZB7SDCZ_qcTd&+u}%{oq%IzzB^4 z5rWt2I_O8<-^u8|e|;rEz@_u%APA30kba4%SuhOtUOuJEz^2@ldZz0nVXhH30)u`c z6u&fR^gg?Av@IY8gfw>H5ELvfLXEqp`}*9PsuR|q?-V2!RAACUIl_S8NXdb#U4?X1 ztK_0!8)}X~%uMog@W+Mbjb#QI!Y`T72W6$a$)U?@voK|GGCH=Q9^CN*@DQ>3$SJOU zE9BPpc8pGw(9`NH7OsxEXAu6N)+T zmY37#&Z%=t!{~x(pnuH|XCg=!Jz#p8m3E*XQsgClL8oedTSS38BJv|`O(_sdMl2*$ zCdnL|kC<~0yL16^Y{VhxsBt<`17DD1?W|oW@9K5m+cAi)weLxE=7@t7kHHi`zZJbKE6$*a0SBEcn82^2rIM6uw zrk=zP|Nou#zpwqlwuvXsEwU~iA&oj{OpYUvS2Y)QHsvlKs{n$%&s|hhNp}z4 zF~ZN77XOR}nLo8K*jPy0aNzzE9{&en3QCKjF3z@G~_yxo)!6N%TLX z^Y_ew?7{h==Mat>5n!LxU(dLaw{R_zfXXI@E2mVT|+y;>P61mKUkYdZ8>2>3S;B1 z*{B0>^WR7Q*jmrj1BjvrkHJ$L-+&N^su6>z-Pzn!?_-51>QYV6p%3j+obt^dc0|Hs%Fz>j=|r5>!2 zqYjk@aATv(LD;n7wy!_3pTQeMm*BjjxMtl~Az{FsJK0;ygZZt9{BiU4b3! zcK%^icsa*T{Pik=a(0>zg>v?~cl7VK0YULg~3(!bMDP>%4Mo3d}aUOFz!w^y3EVvpUumD#TcXnX+T9Dv$`<0 z36rA*i+1GUsr=M3f?>jz0QgfepK?XLR*{SmwhZ0Zp~nflKY&Eheddf^${#0!h`rTX zTfY+j)=(6s0Gxg|lQLKyoZF4Y;CWl)^S(JVHwVIwN5&lgvpp_oAwq#mWPYwn;z8TR z6)eLKvY}+mT-xpK;^I_^W7E`^A^wt9&g}o0)Bkw&7ibV|Yh9?nlQmQg$D7wRU$#?} zQj&DcpuA`)don_Rt>&`ndc3HJ=dP6gdPzOT-2@QcJCxITU1Rx3jmlfuYr%T(kYK?| zb^PAq6GP=Ek1zZrm}&j$X1R2r*E8{7L6BF`fU}6fXHxNqvdx-mxX0m!+>g#RB9Ak- zBcmk#%q^%~i3%(${;&3Ls7cHxKMO z#}RIIf>~1oIgQ%#{!Cq%{YLc3*gk$T3FX$v`z;66u!Y$1ef9Drx@_dd_#^8cwaZ7U zr<_fsflSctN4dr7wgnE-_L+m$b=oxnYm9hy!Qlqkb)G3`JFwyY2iE$8daD6AR~i~s zqF-fX*SMcOZ;m#;*K^~6zr6g+}ib?TDv?kAW3?M0Qx+<2A9k) zDo?St2*70un^EsO7u6NO#1TdZ3cPg1E49Ar0x zatNLwY^nD?GAVA|+RI}qIB5Y8!*!gidF-)vsKRX|TV;T)4E@S61LkcuJS9oeKt&I@ zYe`^6jyo|76;dx_OjU5>-187EXjSh8-Fb6;%Y_H_A8QpS^yPz+EI{^3qeOJrt?KeZ zfMcf4N9K!3|Ly;}IDh>gw24_73*cfpnx4UQH@l?a@p&^=vH*SoEOtj%Q91BE@z(-k zW7XPe{eF1k03VWC{67UBe3V+_&_L|-0)h`8i;S`BK5Algk~8A!0~&wU9ZDM#PI{ldx%fp zK@|g<{TM2!Cw_doM-@8^N0d^4=KAS}gxJD+^l1GFTxZk`(G#T^GYk{SKHcHqcmZ(X zX(LD=9qHxQfv}-}w_%}l#w4=OJYNgoVd0?)JjT8*}obT0kU*5;U7k3JBhwU99BVJ@J|d}Ny6fJ zCiJUbEprxw<%H-~7kxp+?9<>V(Vh&}GYd2YRl6tiBoO{40im1JM7YoKakk+pbDfq? z56WlR>Oj}(%{p_A6uLI=w=}a?voX%sa#aXGm!rW@&3Jo{mDK|D?u|^ve#UGMBaiuZ246b<9=?>cx57B|_`1Ovs^>69rx;#O;Tk47~%iEz97{Wyivz)n9rvkX5IxdspA+@;y~%#h|c)A^zVk zf+ZHjniEd@i!GFD@zm}CCvB%DwAlhX(VK6JwZBdjm~Dqx-RO-kJjFrD+CNEb{eNBzZ`)U{u5in$#ID-}IR1eQl_ z=8keF2DsfjP=X)=A8gDrYr)243Ec}*A}ea4p#<2swpQf0Hp& zPgBdCGhaCXBW159H31yp)&JK{pcO(@LOC=w6WH^=Rinjn<2ejjj23I`wc7X^)P9LEwS~hIKpHHZqJ0e18ed-p@LDp)8bU&&3qih#Ksk z$iSs`q^AGF*IPhE*>&&3Gef6X0ZbN1PB?Q8EHvbN&%&us)cu%l?87}z-DiTIrGSINj*uWHnJ z{f|AjgABnR&QzK^oNg&P?ave0%vL$nC2}v>bfl0M0nAPcn%Lf3&yzh#`Uggw9;|Z^ z`UlLIW%X>j`lVp8~XKUWY~| z=-vf^%ZVk4{J$Q!9Qcq8!~XBmki{TT@MTij-;l_?pg<&dQXnoN;c&B8OU=PiF)8yD zYGo(F357dE`1auytR0AG7T|ySgZ5qLD(mvK`IhAm^m*Ht?f?B$xCd@F%I_WiGoHYL z!jqsZ1KJIJW@e^ZZ9MA*+B`7kteOnSXEy`D7WmTNpoeDJ5CFBv5c{@&-(V=bmkbap z=hnHi|NAWupAXT&o)EX4$>QmH$J}-_^e0@%?IDk9J<=hGkZDd=8goj&WhyZ+iOx;$ z#Q(9pVn9WhOX?2ozs>@995O1T2Exb7OQ7#{6r{RsJ{J_GG{U>+MxD%SXY11kxbs-q zWFEo>Jp~gIxnnmGq5!Uk&dn+bc@D(#d|NefXjK0^5a_P<5Lemo63G7R41le`VuA-8 z@(^;L_ib(Bx&7hc;q5lH3mcEYyIh2~vBvS11^Hug$dC_m%h_EBsE zhk=o?(9uTu=5^Oq8&h7JiUmGV$V6l7^ZpdNY>rxxs(a9TizUQ{V^oWNMy!N+63qFqsYU@Z+4r=@)YRYG1n`o@da(6_M&!`=!Hfew%@9%ea#lPfKi@Vj~~j9-d$6QN~G|gP*GvUbXf336F@-5&=_erh)c5m+n>#G~q9T z%W|Wouwn0LwOmMp{k+FUIOuTt-mDc=#gE{cQJ+kc-Int{?o>_JE&ibD?(UwR7FQV~ z_V@uaNE<8#W}}gRyD!-fczLqUHQo4=Y+(3k=uDVnC#N=R?AIr;%Khi5H`COd0vRTg z?OU8r$u<{n3EufSi_BY5KY0@3-l|}@&^WxzS&GmX`lmo8q z35keiGd5m)HFNHJ&+87#tx0x-cvaQQ-JL-`*KdNW-)kWnejOsQY;Pq6CHvEMt4rW> zeY8WIxA_lM?l^&7()#+Tk-(-mJ3ayoQ7pR9jj&nKO`9OWX;%^8dk~C*S)g|5r|fi{ zU)PFFON|P7_nBK09Z41!?D;>|Hizfm3+)qNvm-xzMSH2t;SMXTiTM#Ex1Ea4t@(OR zU=sIFU}>a+@~<|{OicJ1RkDQ@!1ESc?uP#?>aP!n%wS(^7!{`CcXzQ;`MT>cY=);# zJG%>cmTx<~de%9%oVb&kzsl*WN)pQ;FPz_4w#Z#+L z9wS?Tg?_$eN*g18mRIh%Qha$}c0cn{77(_}xw=yNThX;Cd~yW)UkGLQ^I>OUfsi`A zX}3S&HYm~q$p}Q1`=_A({?|{8Vwn{(-C@~R_neTsiv0Tp`8Rqi9|x_;t7F+4BZG{R zX;%g~E1$b|#vX5KsOpx8GhJ7;DrDWf-2068l6vZuo}Cwt!!YZzG3+8%wxdY4F%KPvhvm;{SRo!;Oqy##%lBtJ6$ObvLsk&C%%-8Wz%{7 z`a6Dv*Sn`=sKANfDhyl-UgLX56A5Z-o}osO1Lt;$T2lh8rB&D9ZAx0l=x!g zRPQf_S~MHsB&U$q5}D^-lpKd{j@XFF?eW``Ce>qZD-@O1XW{zN<2GHf#wobqv^o@X z3nzDSb?&1X%;^o&y7VzLHYj}8NwasF5a#3UFF!dx(-)l^aG|rYlcnqM69U@vw3f5R4H28+n?cB^X+V0;kSF!L%~kXc&zuE9!^570(G=( zz%8=tq2S}h0-BJzwBo^*dMn*@xJY4L*MHfZgUj8on%xo9>E2auK zNz(>D0q5pYJ$h}wlRInnwz-j)srvz_zTRda>jzRX z*lWsNi&1ZdRT$*&A>{YT%B3T!ze?Np+G9Tpmy?B0k>*d4tkPrvQ!k!p!`phAA#4cO zaPe^hN@>Si6tO)NaHeKDXN94pz3Q=vk7pVHW9Z0-I6Bpqh+vK7QN3CAlXZTcA`*kD zERB+SoFPInL!{$tkw(hE?CkLbX1kWs1Vhju)eP8G_GotTgQ_*7FF2qhvMQ#nEWQSF zH9Gko@%!p)%>m5S;|7q6VFm>U^oHU)o#WiKURlqs?nMxS%Gw&6DMh18MiSj&94Gdl%6usjGR@;TLBW4As0lmYe8=KIyTZirf!VYIH@MP~RLCx-+w?MveUI~*&j$+ zQ`FE1o1drZ=c$0SX5nRUI#lUOEubjBLRtUpzt6b*AMaP{Y5jNES(R>0A8=inh%3a3DvOR&4lan*;$oAOt zQHGRi^`wv_OYCQ>kOaaJPP`REL%#H+px1)YVviK>HBC@GYcQ+S5$p%B=7p>%R!{C= z-TgJ$bzs58o1aK*1=WZ*Ejs@CEaP@rfcHtIk_|6Eq~TAnQBtB#cewk)ik-BO{R-SK z-|Ob= zYGIeW3a{piAy>Nx7BVAC5ETGzFwS%+wl1t`-U0NBX~D)-JTTKWytb)(n5!3tX4Xg0 zKx-Q>WIBo~{!4)=ngO+%qo%1kr=`vHwN|_-&yeQW!%b7P74d+zWoX}Y2J{{TY zr_kn;faJ=LVpv#PqV9-4P=l&I>gxOYV^e#G=cB)Ht5fQO-0hUMLTuxKu)Ee2J@LPx z#!qQj3}~pozdghEE_7f(4wws*r}FH}*RQJ|Wm#hS;OEE+Tj!v)A{u@luuOkJ*wbk% z%-Y2z*bFruRawOb0w}@{d|b*C9Tp&=iv1P+xy(BupcFl)LK}cF zk@wIs!S(!kSOAhI3z{q4!I;>_&^WDLvo=?s{K)syuCCmbYsgk7Z~{q(Kl?lp0CcG0 zO2&?sa?P{%RuJmeTU+Z|L7qu93DK{A(-LqZ$X)3HwdNZo)D@FsJjP zYVWdznH*Iq(q&wFaBMW$A*&}-8xr6TBqF^UfkqD4jw)f1$?x{ znaBEQ2219kDUZ-T2->)9`BIfJJLK>gNK7}&(1@roYT(pd4>TXJq z4b(R|di7Jtn#l%1C7aRc0k_QMTl6~Gy8=wIufaMBKZPRU{WHWeLZ>JS+&@;0WQ%&E z`Y(%H$DL>o-LqbwYbH=tQ?)25vf{S*=aq-qayNly${Y3g)-}1Oc zxaLX738pw=5<7LBj}FuDaRF#w1mjVJESLd02&ubC%1IP)eId*<^x-p_HlxQr;qJZ+K+oqnc;teFSE)?$IxsnODF>Eq8ZRTHY9)B z#lbbU(Fj?FSYtmKgVQCl=PR9+dE;?Z94z4DB5JWk zcgf%&if2OTGC`2SJHGeyUn5|*cD|gxqzl4$$zhhe1AKE^vbiAJQ)UCu|Cn@Q0435e zxnt377~k%+Yd%velrvC3Gf)QEd|dr7D}c=&Bg26EPDNEcTT(fcQ}c??`!fi8<=wo% z%hM53zn_+wV#;9(_gemILDE8We$CII+7WF<#2(aLa1cJz+l9o**F=d#u&&*u{h&hj z3qRVkXJF=iqWnO|@Ut$C5piS%$rk>#sl>NHGXZ8!_s&ppSX6Im?|iif0^v~jl1l8h zmCx+4khG&l??N)6Wor*pWpr8#JU@llLzHBmEyN53@1(aVjVG*U)Y`&%Q9`ZG?zwxF zVzGG6wz$UwY6cd$<83E*J;B85^e~rJX+A?jfh<5~P ztCiGxZgyBa^VR6Y9VRR&%gGKoHS00Va2!LboLvm=#^7;425{SJH0$wCW(H@S(V%b3 zo<{xUn;R{xitaE0KOZgAs0E(=e!}R^qq8>_Knx*iVzV$sWQ=GrRd*t;&a3y6>dRZB z*>zte7#U1BQU_V3;?+XVLml{%lr8RNYuuUcgdE8B=4!ipW9fI$-Amr&LF)r zN&7b!fZ?g19KQc*g;J4F1#Yg4yc_%%^@l!`CC#2RS_!1E$I)LM5l?kbm?5*`mM=+Iswe+xfF_ZdCe>p8@8wVLcmpe4=DK6z81KK<%~(# z^kY?*L#OZRh*IXlKS;`|R|;8c8Fphe0-He}T~wemUD<*jY<2b_eyjTu4k6^(iGx2o zr`&S#rLRROd)_29+k7*?F`=sXNW#~AXNIfmS9N`$;`F4D2kOqEH)2K-xxF$d#S>Xu zrycjFEJNC$RT)-C zSGP4nCGdV1lL|+sE+&I9G4}2`SStO^O4}c9_$o>YdslhQuV7(<*pobdf1vQK3>iJq z1Fe9O@r|BRU|t};5~6)B`04wIFzDARx$En@TZLa9inuVJW?}TG{~A6aX_y+Q^O4l_h#9bC7xWCC5CM5B(EqgYyeY`|HTO-@=YXv%9`~-sv!Ai)0YEJx@K!S1DM(Ln$GYO|Jt-Y`?f#;YqBSr;4}KYUGDBpxL7d? z)MYUW8=#z&Qm<<(1U`ajQOS2x!iSJt;ur#+>f@VZ1@8sf^F0tKVc3KsYkEJ@`2BVt zhhXF5F`I& zlLub-zeK8Hn0pZ8L~e;*pKduy1g>;k2`;QB!+6IhVE(iSyA)?7kQpA9;vc|G*vZ=m#V zmXwbi1tHM)1YuGlnzERsGjH+}btxYK&=+w!?L-i>@Z#k#_m9IGP_Ph!@jVZQu!`8E z9l60e*#&M{LATQY$sA%|LFM%2H%pQamX4DLhiM@Bw%ytUg9=;b4dE-y?+e-$?hY;p zY!S5S3MD+}5FSk4F!ht(PW-IN%gng6xt8Fx;xF7iI%9^V=B2Nr^&KK#AGujS8z6#x zpQ$O=KwZ7IAss$e{==goL^U|Dw^6E80`cbW@h~Mo>QHP2KFLAIXh*DWx$@zwsAzBj zw%ne_Bk`_B87oe<`6|vb@u`T-dLh%tjy@>}a^T%jZU5N+Wa2(R?{Sb3!Pc2p3@7uv zh7{M_t+>9aOA)_l8-*Z?I}i=YBq7wwlI=)BciJKAYZ9w-f=1lNtU-%;j%tFe^?1I< zBjqBIHwv+qP00uFY#>!mE(tK|6Z{IVw3?*YiKAy%=;03Gz8_U7QAIb!E~ zYS7!Ule(c5T-cDsu{!{+G@zW4c;Y$DT1wK_bVS9=jyQLizJF~S@G+H%fjXN)Jup+V zANQ$j-Bz1shYCIgy#w30CQ%*>YYd&b6tCSlx*?FaTK})PACW|cj|SnRPJcilp^TPH zl3yz)Jq-n^Id@kjt$oPi3e^2rPb7MGNl-yzdeUe7f#)4g*M&7^4hh3_B~Hd&!o)K7 zjS7gDPfK15a;NYR8F&I20n(Dx_`j78jNNZPoBp%7E~=>{4c7|wf_OoA7LZ&fOjdG)W+OYLH*iBFp<$Wz%rq}Hw$R)oPt;urax>?OrG47X^EqH_^U zX)lD{(XJ{BP%>9zXmte=rH}leIB}u_rm|+1yd!IDqz1B|v|UFuZ+IV4oRt3-l{<0Z zsroMd4*!7@K0qJn`GQEh%;5Rs@0xWr3g~a#5s5`~0|G2J%iTQT5z1;&9PhqL0olU* zJ-(@bWee|Qfk*mY1jqc(eUpB8WcM}(m}JcHiS3hENKOf%ulE@{kG?%w2&)tjX!~=N zj>ZB09&gUVhSopZ^Agqy{Lh<;VOWI@*W`?RRl0ABhzo$k=<|51nlw{`l;%uNMEAK6x99=YJv)A-BFDW*+=iz8%I19G^{b^mmL|2ksF zPVn;YC1TOQUw=7m>s+u%SlT`T}@0`g+kcpnYW;T>ps)3 zi_vW9oKj(Bt(W?bv#2OP^}fk_`l+S#yJb%4&9DhI&_jrypFdJ6;{W{}B|-hM?3P{C zTX;w+rnViqR*%H@Zoi9=KL_tR{%A7z@EBPIOtP>h5V1$3TPfHXQg(D>!+>)9YxVed z3LTaJ`yVi@$AsfcZY~lD6Tpa?<3RiuTldf1I->@zSgLjaLYWYeL`gF$oEC$ky9c$% zO_%6;DFyKMTc2fQ9QzQ!A2E1!S0iji=_P19fK`smXfZP(lo3Sw{v1s5vawU+w~YR&z%s!=N-V7%sFILxIaSk{6GUW~ z4~g&RS@R#d;wH9&N3b`J*>nzwe|Wv8r(q8=BBu8}Z4^Gzj;(|4@ALkDr85DFwGXFc zHb~odLBlGO;YM}J&_|Cfawr>#%H&3hWSp;6&-kGLRPMUTg$UDK%YR>shtKvYfR=PL!N7+Nv99n^dp(1yKFb@oY~2moUPq5~RXntR^4`Mce>^Cv~UdLbi{m?qc zrDYVj7eo_Ql2h78$G#=f-6w@l{dN#O&?7+npacMSPumNbxOFM`qZo9E@ZU$a3+&HE zEO*8Dxr>M&VQ)0%nF92OI6;Ens0J_?%DO zggg9Jc2GfJ8x}rymj7oLXs}=pvSCLCY_b%_6YM;k%b_3*K|Bp%cgzGXWRL=;83fD- zed-%t*f1i>c-9wSppZ?ST`FRzfeVYU>qo9{xG%k>SNyC8_uQPiNsqdyLoNNCL1x@lzhn5z^bkWn=x6(KqWzO z=jnL@WjdQVWKP6&b*DG+q@}-q1x7)Q^&V2UUN*ImH%add3g>@Q*q=GJBaG9iLl+=}=lA1_q|-~A0KEl4N-C#NBQnH=Eetbtp4Kz!q`u?9XMt=a2JR=iYus&tbhuurZ{OJRo%UfQ z*1nQ^%idD58F5U2f2@Ynh{BCS=)wV|C0f|~potsKj>Zms~3BoLUdkf%&(DG3?;4&2YQ|l1q*oHU5uTSo$NA#S-sN0 zSmJJPQl#07_JqtO9$HNPkpZ}5ez1VrK;Ow!#Q^EVA9gF21KtL&;AF(2yP8a+KhIGb z23vSAOB*Z7`!a!_CfdI`|>@yE2)_#+`{FW&J0+Ntt zZ#?i8cs9TJCPP)^x!J%qIY=2jW_{Wm{=m0-q`YKo%BxpXKiH(ua%9E1}9*^_mL0$o~CqyS@Ip6B+ z;S7Iu9G^DrqpP9+5J}YYOe4YyizJ=ocm2#iJ_`IJ;7%;h$d&{GfwLG2^3~1uv7Mq) z!P{{>N$D3x8yLzuA7SEmKF$UlPlTDDxV`u$@1-%Hw}1Jf}Z& zho>amdTIW>-Rlh96m$be1MZJ?YS9MadaYkK13~GDHe<5WE-~_z;V&)>!j?Ujh@Zcs zLa_f}P4nqr%HugO5`qtzCq@=frpVTid+qD^{-oBiyF1V|J&1ohyv(9F)>)y2X!tyo z_tCp`k{A@P?&2vvga#(>x`lxyKW|4iI+mfIw_$Dchh2+PyTdbP!eqOAh=yI}CoF+R zy@t}Cd>>UxF9j#FGzIZF3t{&U3!v2QhzP}4#}pS{VV$@xuK)NF;?Vy7%7Va%M6DSm z#V6&xDAN#55{&cO+PN?6Z{ja318}kgmoOe~`%msHzhiYB$Hj_j?)CH>3KA3piNI=) zQ!RMgD-vtZt66OWUC4Bh#?Q_OdIS<+i-|8BNtaXxa8oXy5OX}M7Ay7`AMeZJR=?cgY4tYDckc2yZw~FER^V95R z#LdOKTgOCCM}AV>{I2|8DP=2-q?c!Jc#cs~6$^^_Wr>JGF29^_Ew$2jMYf{ zpD{s7)eLIf*N8Ia0SPQzKU-|9caH5eYCaS%a^JFTa_C`?%456>vLpYwO;?)cc2}WZ z_HD2-6ZwS~Cte&j^GLR@Xha4Ff<)@V8s<4sKJW60YpK*bQg$HpS)1S$4VEu;eUkt5 zWQwcIHfHXTucs5dKp@?yLXWmoBHF&kJR*7uD7wL89T{4H!t^3m|8bcO0WC9my{w@ zkqd{ZZ8eCD7Xq@aF_DqmE?qS9aIO1gCxzt@|I#C3M1b|53{e0V4fo`{FZ-DnRao~k z>y~@??b1E3o$oUaBgDB1|4t^|&$yNA@s3z_kuRZ_rDL7mbY8Z5n~cJ{8bdRajF((W zHwuAoKAImk*KCvYziyNadvwJH=wxycA(ph?;q7e%lpMt%bEu5>uy+jOEc&JF^tAAH z6X@Njzc*$ZJ zvyzQ-bfGnhNK=39;#B7gDZ9_k3n)W6Z@T`f4iQTNuGpmX!=As#25#9;z$J3${Kwe= zJ~RbE^-&DC$OEd;u3?i$N~Df1v*_r$UP_zjskpGO#%`{4dTQ(jG>mWR*`m>w=iw4X zZNWU|jULPrBfCdQi5F8A7W^FQ(&yWo3{dB2R?h`=^w-~SSRg~@jg1PR@RYn+qRPdL z_a&CT^>Jb#-v$>ndDHaK6%%}zt3ED=yW!w2GY_1`>+^zFD@JB5r4G1c2k4q;*adT3`5Acd=*xfZZSNo-8cRrL>*Hv?e?S}iY zTR9&H{-bq?k=;^2fHaC37(nMnaPjd!_lP;iuhM-1xy(7(Q{XVT0^8BQ5aZbXTLCRs z!{5q+vbn#OX82FbbRMyYU7so@o}?`%@jZoJut-Mx{xm&Cahz=1>I@|u)3EcI+av?h zSxihfJB%9cqn934RGPCI&x0Wvn@U7a_iTx>eo0!VO%Qz!F3nFtC}Xp0r@Xva<&%8M z3D_;@l4cWx_uV~P6C*4EL#GH-bABIhe$z#DH}N&^=`bpb*~YV#_@lN!dQvKp%Mz61 zW8X?oeQrVZqc7PisxfT>R5NO3T0Cy$&0g!_We1c+3B6WPJamQY)FDBOk>+IAy`hdK z41akpain0o$1qcAaZfW;13MwSl2CZBhfXzisgKqFRn@uf2hBh+fJ^fK3YW-f0RHaW zPa;SSMJw~%U>LydD|+HK;eLzZb*v7TQ^0KOt^~@^!ihGYytOr$kP^2vbTXpqk|Yi_ zm8+-!kQ6~rSJaL`P2sO)JURPxOKUe;@CTf`7zpmouNVmw_`~_DSHai!vo2~L5REOk z+n=&)r1G0-&8j5V_YE{q)qe3gnqsry(x%+9DgkpDF@mw-DWTMpKYmv{msrY{!}u>r z&Ky8-3kTtI_y)->s10U~7R-2Kak$EUL}3#41?Je2i1^@qzbpYglIA)0X>MOpG#psf z^T=qdz*i8Z?kQkYFLCpD5~ToH4+b2wdVWjWxZirDDIL0mvV3^QSw`7X&vV({&$hf? z+%qBkgdYBI(2mVt zyfS%_B|m|6A})u}(|pO`qegX! zYx(Yq5ncM?wxY#^#ynXG36N_>AgS_PzK||-epg7RcQ)WGT(tAL65%Ij;KjGBYU2^P zyZlmQ1A198;LKLUQ7j6%CIw{SlA4br4Ay8rPau@q5dF*`P=_Q#G%nD3|B5DAsg{`` zd<+a&bjpn}g!6DuRhhSt5Ln?Eal4hbM4EYQNw@{v|`_L?pv0`JboKOVW6 z4RXV6n(Kfz?NUNS&@lNUX3o}437xpeVrzap6+vsySsJ>Ky6wVxtF4NCr5$SFV*57e|%6L>)t+5_APHyW zgXwxfm_|sEw!5fa@r$0DQ_EM{b2mRB8qC=m3cv`6hhHtLdY1q_-)t?c<9+bA0VcpA z6*R~hP%uX0#=qE(%UjqM*eMyNTc(0X`fAJaklP-O1@e4*(PpQF7T&R|XF6xFeKnC` z^Q~Z*N8-s+{9`~N1wF|C_6!T~6Hmx41^rsR*~r^1N!qL=M5Npg)9si<0_vnDKHR=k zZOY=CUllpI@Pz&PGYGy!1d|iM&PG^y;8VsbO{#WQW@zn<-QcR>-fZ*FHgOuUdIdP; zy!TfG7mX@wJkv~x2?Q(G3Yw6FT%`G7u;Rw%GikTvazHD`%nY`Sy5;((eQAt6=$p}s zbk7@>icFfu^$y&9^h!`tbwcS^c?IHpc|J*(2A{D;bT<;oh>yDYoLQq67zXORf-gJN z$B$lFSg9=6%TWe(`(*^ZQR>mn7(HHJ@#czC^r1|un2R@PtpzaQ6(GSJ^T?78c1-|J8 zNS3HU0n-;ZJ4854knS-s2>V4nV-x%+F->KYc)f*tsOgI1igEsUWqujfx986_>dhXj zeX%w|Ec?dTg)@TqoIL^_9p~^BSf`W~(IwxiwLKNxdg+*XdaG;s+o$ZZV;X2Ttxj7Z zDYQ9Rvt?sGU zskyTGv>W;z3(7$+X~kvzb8r#I*ULH;R83i$poagMPv^(mUB_aLregncsKEV9%SCRts{u zTaUf8Y)Aa!>xe_|+Ze2q-{JNKnW}I~qH<{OD3?rlROIUu@iT?~Cx&FMq&&XPIJqp^ zbs*&EqTswP;ZZvi^3!+k%|5Jqz87aJe6AqdXkB>YR4>sOSTEXg2dW6i#tYKl5B~_MY&#mnmc@ zK`N8OnPZ;SGSXrW*Dz*%a^hrnimx@5miZ|D!BcwpyNm$eqy<7k0Ka&Vb&G+C+R>Rh zr%|)R^xe14Kb-#xxezO&MiJYsKvr1D$&S0+u539R0Y%5YJMe=6s)2baAwpSY2cZI_ z^D!VVyJa~RRpC4S4RNrh{b%rfz>K}f(v~`?)(vh>M!Z~y(nvT#y#3!?fKT9NzQw=s z3kEny3oA61th@IJZMQ$lDJ_t6jP%BltsTtr*Y(9(ojX*Bptrq$Ox zLWal!rt!5H$rEICCV^QHFJnRuTf~*NQ z_beOv^X*9(pQGJwKk-qj7SUF)!zImIWSkU7A4>()`BmOE<^5dWb z#-=xMA$+48y2Tx>aeoTuc3S4+_Rh`s$5MR&3`PNuh5`eFrw^Bw*nMUcQ(I4wut<;{ zF}A2OGqL>e{MpWiU$dFNAjW121&J+ibOK*PYdCXdNZ_HnsAC_^W)c z?Y$P6ZaL&?)I+LM2;L6eVW=|yDw;=>ect%4%q#d0e=3s;`LYG1$MJaOAfo%$m_uj9 zyUb#bkV_fMX+Qw?dLpVTo zk1EUWc+I;oB&J@Suob#8o0ENyp12fA>=)&&5-L4f@Mo5-y9||Kfw~Tdwht^sRn{qk z(6SGvy+NKW@l&)T(p%f_f!g&sSa`3suM4z2o^ ze}R-(53ve9fFgPokwb#WKOrElbumA7NpA|KJRs{x^M|P9;rdg-ivhHcra)``&#s4Q zR<%bz-+xWyycEGrL=8eNhd&LAiv$c7r>q!p(>^ZjFJqMn;z91qDRU=mE&;d1q0CN_ zBOj}=_zgldZduXPk_0imr(R2F_xvc)p)sd3KIc>hX{1-*&E&jjSfPA1JsUnW%|A@( zGDQ_$7mucvqQfm~+yh@qD^KT0Y7AOwUTGby2sM7y&_`QlYTiHuOE9N=JZVDeZ zyB)#_uyg)MHpqlS$&r_9M?H4jges-dnKd!8AIGxMX+^RBMS02jsQ zT#mR|r;Uvz2p7g5<>7Wd$=zoM-`@MKnfHc|4R#Ju+A>Q%Ra6Nh9w(TDpKh_g^UmpJ1t*cOB6QQ_074S)igX< zJrbMw0OX4xqi@dBfUKkMVKZB~yD?VRcu$X5SDWS3@3c@Pc13a6n`3V{{3bY8Nn0zm zX3jh|jTcQ(5Do`{n936TUDX357{|x@9K~W=GNDK#{Dgp|{+*bu?^oNjWVh?y&kbun zUUi%-8_!yi8ltaM#r6&-2}k>qa29>4y>0)zOfcy`LY_&=_w(4%XYKlHWG~dtZ3Y%x zPy~JY+JjOd@VI!8psTw06u7apIb`IrGbH?e5wu=d?ZNWM?vNW>!4un!rRSX=D2lGF zIXyvw4!l5W1KRlphfNH|3U4ndeY#5wMp`PQxWc3QuLf#n zh>RQKA7%?8m`u}rd6}Fr62e^^`n@9l5)vI+pfRG`r5)O+@z-CzfxI7c2o`-2c{d-;sc&jz7N|DT~T<%KFP}CDrknO&}M5oF+Jiz$n}=0 z%f<5j;Twwk)mL8CLf9u`zOHp+7s9`IL+9IO)b$CWJk>!s!w5ZtLePs1rVg`eYrXu7 zD(i*ZgpRc&?kJ(XuEF8e4GdN$2Bus-LD8ftiML6ya zEzz=(p2OOVW_ZZ76Gr2b7dEFWFp3O~GtcCG<8zRH%R9WnkG#uL`{ale9xPvE+<>_{ z#Ly?Ms#9q{`p88M_Kxm)`dyzD>$vLZqadR-6HBDnbm+#DAI8%F$eF_?HKTu&^_OfUUNVnUH}#j&A4B1;#GK-_>X%BI0RnDH!3tH*NB-TD({z< z#S-QG+_F4z7fI#`T|>}_+P-PD0IqZK4AZ_c)<8*9TTEoL{(-%lN{g%mE~?5>0H>o3oDSV86O-pLUXjZAhoCoV9;im~6>^2>RetG}02I`A zcU<{_lF3wI6v#& z(oKQsB~dhwizciSZMjFy!Oi(2jY7~f7K9$@_rKY{i|7`*}`tG^o2meEjmgAhGJSw5(Ks&w@>M);*(HRiTCcMF>QdmqAmb!)vU z3co44Sv|8PnE1v)rnKjikF7Xn&mnfg+%@y25VWLL?|p5VEA5I_%*#L9x``2C15(6< zGMgKG(dnVAUUaizKCjA+>ni7ei8uQT=*xkIsnK)Cy}r3N8Cl4{wIKCU5>KV6P{6V>x?C27kvYI^ATYQ`Z z(TJuJ{WA&2Pzvv*1FCH=8jKy`e)$^G_res zseSV+OPw>dc2%=cR58<-TF*J2iT%r*H!3ZKRQ~M{2S!m40sEizzWLd^@B4!wo=XI!z*ol?^s=w4PPzv`E|GK@e>(6C(GRCMSK&0lA!mFa z6S18JU!Sk!Qu7V#*7Frf*4@3Rz;60ufMvSf-lobR0(Uu%W4dH`a;C_5&!o%598;Jq z{H!rD2cV{3$szDn`obwq?!%^tT7eSZjK@TR2pLWDvy=B4gcpY#=x*+eyQGCRr?ClH z9xT93>>hXF5SWEbYm{m%k4qo9Z79D8HBo(45ED~C`wIijz!?Rj*a74Ib&jH%mfd`j z$*t+FKx%o4bk1q{in9j9uE69c8abZ&JMF@zcW=y_S`4WKEc(1J&HD}R8U(AJBs-JE^dpX1>0f6#C=LB zJWqaBcRz|LXSiK^hK0qDg&k-YlaCDc10xq3;kV)ys)-rA%$&Ya|Io&Jg8Jc;I)%!6 zsW%4D%VAPHDocaI$kN01bf*)Iwh)#k4ah8lg%lYInuLZP+4z%ULibd5nq@Qqdlz<= zSsQU(;Hv8UBZ^@nYEJ~YZ0!{)LK@DHM6-P{)=AQ5W3TJXwo#0Qq0StZ7`-Ot@b7SU zX&EzVq1B7L2VEA3mDpbs$}^dGZQg(wWksxjtupN(gGph&XaCcziHN~~CRQ%2V$u9a zyB|_KZ+X=5K1>dS^3Wz%;qCDgBE1k8Ss4{HvTrMKYg{QkZpT{G%P(W(T}<-<*f1fm zqE1uP=)MJRy4p?@(^QX>BCwrpYtYoKCEg|z%}VdvW7!JaveTd}%kx~h`4psa9N4x0 zOan!vUM1#C*Ava9D9zr4m`K#+C7#u!){>5=2$ap_h+Fr+-XWjd47Qu)bhv)l>Wdj) z&#yOWxGU1azM9+kJnS!lNnZHLH=(Txp_R_{Nbv#{unNY9=R4k5IdrMQ6j0sV0s7z6 znoKvyA|3RE*a=qtQ`oStF{~{Mgo}qy$;X9-SE!2HX=mYRQ4^Fqg65!5LD`XGrg;I02K^yf(qM}$}X8$+y|Hj}x6V3K3>i7>SDuJyG+ zhM^9A%BMc|xlj60X(uE`uFP#*h6lkOAha72zpAIj*m|i9YN6OU7RH8T-8ds<$j0s{ zW`Z&v8G?S}O;N-=L@bQ#x?U(2crUnw{cH`^j^tZfA|{{1Ukvw zQ9~y@Dz!Z97vJ5x>qk&q5SIwcep zP`X1x8j-H0MWjSPr9nWY8>Ci{Zk3V-38g{0{&x`-zrXkV&v{>uhx51xpS^cx?#$eY z&+H2F7074hrbm`qWffW(nsg+}qZKxLvvDPiw&thO$6XN5AyVU`&-+mMVx#91QE9uB ztYgno{1P*iN(V=uHnOFIF@ySmM~N8Ju6ktd{sC)}A}2ta*I2mSa21QhQ3i3og`o_X z?yMG(8+bGN5}_Ks;>9|Dg7P|8CsTS?65o@~BR}Y9omm5|aD|Fi8ih{M2=;xi@N@{h z?hu%Bt$3kyp$`XN;B6?+6h=^%nBM+((bua&Pn6Ki9I)=+i?hO7z)1dh=!>TiGjUfx z9&r(2=4mWc%>@MpS^d=o*`7J|rEQnSu$z)2B<5|fe74$6V!`HPjIPf!D!2PkD$}N4 zQ@zfY!^YVd+J4q%HWst}2rg%&vx7Z^qsb@^&lGsKvs2cwTlQGxJC<>N5SiZt>XIU6 z7s7E(o53{h0)0v2mu}_t>LS`*R<~lQQ0bHW2EIq8c30dW6FOp9r%x!13r~AK{_ZH$ z?4dUAQDvZ#TbV5DGupRLG#^DAgg03bxN2VL4995FR&QlXq4jvPmBkyo8vj=SPnzudHxTchrs=XN1pQ%Yj%7bTx+EXrX(w zSnNA&A!D645$ef?qi&8@J=Cbp>+Z8J_S5~|%Otkd<(%X#&YsJzLy;il9!+k?X}m(g zDy4Mmy-2d%oC7b4^?mK?_ZK&vn#@M4nc89CImH=1qhyYGGjnKm!sJKP05e9mWZ(tA_)aVQFJ{RW^6vNt*}MTAHX`4g&*? zj(Z}ILj9d-@2YO0>7pPiDth{xUK~`1*(@@ibe42B>=8mysu6>0B~iz1=!p)i^*SQX zDL2(2IP4{glb+pKbjBOl^T^KdBoRaOcnKu0GnLz7_}P?XtUEJRVP9j|XNHm)joy4I zlgF}LRv&BDG}M!d`Rv^5AcMBdlieZb8G)kkyETysDoKQZ>tsC`T+i@(9b0I~cI4Sa?wW*FsSEC_w@<&3L-jy*D@Vxp$Hj;gp8)LjC2|n`~F0D;_`!CIx}{Ef0!{}Y#9Vk?z3d1T#u)Jl&=r% zT}esH?%fM-L(6?>{3BdL8h$E?#Jx_Es++n{eXZ~dT4CYgGer;`-Z6kg%(;LXOFM-h z-{2P!cVL@g4n3Ggh(xqQ1>Vdg&dl@=ONRB8ileBfMQilXdLqO-ad}x;xR;zhXAtVc zn;^2g&bdB|*_b*A(q)1XDDE;4>)3wh_niedSIvwuHkSJN2oczA_TSv@ynT)xlKFHu z_9L&GUB-0w9&bj`cGB_VM|W{Wcm`OZ%RjYQ2d4zc5nsK%!V{H>cwbpaLG?_^seZQ! zC?dF#;f6RqxB}i{NIkCS#fsa^Uaww8a`%kMZ`*1QTa4Xfm8mVHdunqRI<~0(apU=I ztuk}|*Xz!-nph6H_>%|{GNCj|ii?TO<@ncTUXLnZj7R$P{FI-GDjC`<*b@5jD#yjl z)1~KmD1=1AC>r6+7e8GFP(k?p@?g8-Mx*yj!wYTZEzEjGi?k{oc__49Jt^KEu{6}> zFF7L;%}SSF;1l{=9FRo>^zHL*DjcRH9QbV2NLAui7spGP@B?kd3@Hrpfld!8$cjxYFtMcr`qTe{rnfTQ`)*}Y;&obkCIP1w@B;fMB) z?Erz(e8`t#Wll$VB`NElKREL_DvNC2D)kbDnVH6nq>pl@Q+HbkqW7zCJ%J4ko0|Nt zQjC(?qXRizt@d8;hr1bMTUwGAUttqo767<4f{!@l|JmFzQ}-?BQf$c_DVtx zxBxE&v&`twO%Lj8J@@!Bj5LM#f{YC)o2QG7f9b_YR?<$@h6lhg)*Ei@cNbXF5|w2h~d# za*fR2mpfGUdF%jhji_3ISc$j0$&_j%Yx_rJS8pU> zJLZ3jo{%3?XzC$4=uo}(0k@7bjW0^dVgFtG(f1PAMx+r>BL7rkK1V@b z!7_36rH>=La=CB0-jY%w2>j9GcPBaEE#~wlJ-xKn(J+ZBEM5-1u++x7V1kXBXZmgV z;~K|{DO?k12NN*^*DJDV6gnQ;cvW}_Y|p;25#hNQePKoR$VwVP8z1%3na2Iew8owE zhnPF)(9xeu*tp4YCN}IOMOK&cKHW>#3%VIsz$CR^#TuB_NfC!$f;G9b#=%?>a_cKL zufM}exDBuFP`OPtulnFyhPYXxVLr8WYyRL+RWpEoSGhFgWPTR#KJB;hgw+9Wt5^&f zL%&rWT>peo^Lv@6c~jVK#}C6xei7vF_P%fS&UeX1xGE}t5f+OMGGnCXzZq1R&t1@v zJ48^;BE|q$g^%$o7|;2{7F<`6ed^=H+NFeWQ4NuLPFy4CS-Ks%=SzRG|Jeq@M zrS{xg#SO)x?wBftR$ab20(tV74l2Hvsoe@Q`~j*uJol{Ft86?CwbRL?iXFQc1RsXv zC6VZ{wsg^=i$y5}RJwe3 znB(~4V1S2x)WbW#f?O_7S84OPs*zp^`TkkKxZ5>CC6+03tH}DX@YIKpX4A#QWX#wL z)8tUxNpKDJcF$?_wc$~w_J5NvyH>&Ck?tN~g;~MDda}PN!VWAISZFk7uhQ!SkV;Mops;Azj zajGy8?9Q|c>%BLYQHgzJsltfM+W8^6tfQ!-4&#DKw&<~mJG0~gRrmZ0_|53Y@ATz% z$yvK?4THYSxaZq+O}zwmI=|fzh=GavUR~zpM-jQ-O7zhSd7+~u?yX^%0kY*qmBETO zP77B!8kL|+aR=YS0zik>^jpWSzYLsAIprTVOUK^ZHXT`*);$TinM`H#48zwkq}OFT zp%F9gw;+ui2j(j-J-%WDSb?t1i#Y&sCjDudx$j)6&H^cIWYJg#;T5r%ln{Q57~Yeu zJfY;()-OfAc?oDdV3-Ygzzy9e#wMl8#r!Zbcf}M5`7I3evuZnwt1SEjUT$gX|bJ+@?w!1-n<7TUGSji~l45cVGw(M+-~ zc;&~TN30!Jylx-iGVp%J?INPNitpK(yRMijh72h#b#;z`DIkFYOTo}M8-pCGI(ICE zPuGkFd)j^P;L9zxG-oL3Pi}nZ-~FbmTW&w(4HT*ZMcTvT8#anxu|p>O-$Tm2pgG+5 zR!}H;0ctZCqnSrl8pf15!-e~y*)QBd=f^TTpCFF;P;EBcUIj9;#Y7Uq)A7Arv$XwQ zwL`1dYc!G)d>BZLC?j^>O@tWpfhZb>5^Lk2oIT;3m+JfhIa zbo4Wyi7B*H6j&^BzXL&O6^9F(lF%K!7p-G4ete|BkmY)po7&rai+#7_3DKbicE1fM z%rYu)JL&md3s6f-NXDhV{2b!asBLMc7Qg#6Oj2_>A)`NLWDi^&sa}~4oz9!A0|u#BW1$6emkbeEA~E{xLFdlp}fR#+O>s}X5@*y!wdym;BmMQe62 z-^A!1ZbYQqkuFQ&apR-JvJpjA9emnIuCh%>22QN+_0R9e&siv`L*mtrv2n_O4qPaS zb1JV5If{GOjvqiP2BnLmo*<+szmXwMYFul7p zqqA+IUm+yV$6SGr^7`&4CP|YBm39ydQX&`1KHmn~3&v%@w5rwk{Y7TBx`_Lv{bUUx zhK>8A%`;=T3K99wedFYXw^YTF_tY{&>^d!Ty|X1>zcz`)HZta|YFQh{*^Ek8{WRRW z!}5j%{m4`>+1{RbFrsJHcp`z@#OnRc;J4$Kqm$P6Lx}r6q?s3Cpz@T?)lqqU z+X}J6gF?=-!#&#cv}zZQvg*U*uYMCP7M!lyjeV!x-;{wbU6MV4NH^a4d8c)Kb2Wy? z=!eTUHc7|K!;-7P=Am|G+IFDeAOETHU-JzjsLb%%=&Ec~o>zD>UN$I+x0OHc6YGeA z3kapc`uBR*>1PbN!>MjRZ6Jvw$&bIxFlB3cz$(F&+WN{qsonL4=R1x={S0c)MsIgW zbt1~6d^{3a+6-}s4vy=yqhF!p(qO)B?-0~AE1spdZnF$}(@#)hj>RF0QdKGt1?7-< zs})cfXqtjR)g6SdbFj*Is-TV^!A7qFv#$DRbm z8l$bT4u?C|q#cqKj`1xLFaElx$D-mU)Y1F;MvQ>7X(a)B- ztg~nFfM%JmcR>P6G^@M>^)6)dWc*yC7zL;jKk`&9hgI^@9O+74#jbkl-68S8^`R=o z5TwYLIxs7?V0v;xeOFMym)nCdlLa26Gt{q2t?AgWzL!%$?sErb0O}uyaPa()Ehm5e z0?_MBNb{5#+1iFiNT+PeanYP^Dhs?{5@Yfyu3D|b*Oyrve2vJc^43f2DDMqO-Pa;Y zL*GsQ?s-3B zkhPjl^ONmOvtxB|#E;9Q@)s4e0x?zZpHJzaDJ-A^Y*V52!k@zdCKwQ`5ki-))l~ft z{4^^+xGL{2bm%}B3%Nw_PWZnLsO<^Qk5``gh^j11MD= zq4+^Foof$GsuF1+Kgx^2b6pNzNVH&OT3S-&b2jO8FU`PMEtb5C@`X+;A2ieR(9ubq z7(-q;-o~JpD2H}uv6viT8NZEFhz!c6qul}9>-RZxB_>>8 zYMVkk9TCqhge%&b{^J!<0^Y$LI$Q3K$ngQekx71kDL5Gms9L+BRrx=t`3{nR4>b zqzKWt8O!_jkE~Tmjs2Q(v)Aww?-&N$mi)HB{j~|SQTP${rb~QUp9IH=pn%daF#GL6FH{`AMw*NS2JCr zo8K_IZ`k!Q+CFl|tM1rCiAWl%N95rZ2f)U6vmhGShM-a3_V0;a!vNxT?C@k1L)zCjPbhzho--D}4(>DVGf=b3F1XyIulVPw*yKG)dO#zgV3a>EA z={r~87ifi0&aFQTtlx8e%HhF(*FSj&Dd$(k8Q`)E1pUsC<53PGo}`xU*_0{EzR|zVXLUWve(1RmsY%~Y=>Wa}nLo(pL$kzKFr`i1f2%jRt4=LuE z4i%6H8*$7?=iJC%DLOhjL=C)w>Tp+`t^7!<{0fNl?(g`44t!jwAu+;a+dg30)on(L zqMWvV8W+9!yuEOP0{(Ifp>p~CSI%!D`wJw@T(KwHZ)2FK^`K*NcDD4VL`=2@i3RpQ z2-Vn;W4Ovgt34vo5KJpRx=`_g^B!bz0z*Cu&X4MK8qX>^F>4U;z0i z|JZ;yQ}Ewrch{<%&+(rRd}iQ6_qR{>cY@6A335l;6$mmf??>torG=s9)!ypNlC$v8zH%l>LNxT@7WS+JK&8- z>O>N6Xw;|O=C!=VL4leix9_>=nBLplYlqJ!4y6hx3dLIRwV=#8^1i}1T1Skh2pb2J z!iGe<{c`@;NALhnhda)Hd4_{D$HEAKdM-NTUoDTf01W;w1FyFz$y7mYAR;BRb=yqnUV*#}`AGpr$|z zg*%#DJiq;Uq{t-mo||WOW(^9Er`Z>Gg%|;0yVe9J6em>g6D!asakOJD&$MZdG}9uk zQbQ|*AQ=2sg%kV(+t^3rux^3>Qb4XMg7jHK_$|)QHtA)V33aOf z`|`F`r z_yw%8GoOG(18{3D_B>bDNMLpJ@JRh;L??kY`f^o)Z_5b{dnpfY^TivuhMmnP`J5l$ zg!s7|PVo8~^hj(D91lx91?jCuYm`E zHQ2{n4llN}^W4MDA=de~6F((#9+sJTERI3~*EQAg{S}O7W9$c`x zH43CuD}c)Ro>opmeB9f7iXPMRYOhTS(=iGe(6ghz`Z9dP z`+$r=N-ch#X3fsLHA#b|nEZvr_|uRu#`?fxRG|_P7QqG;NhC~ENJu;9U;4o#iPo^7 z9NZ^1aj*R}zFY5Ds7}w#B&v_wD>@Eqk+Sh za|YAGHks7i@9Ffsz-2hSZWxcBmo3SjwL#cgLHb5nP$K%@)Ksv~r=vv1goxWc`H0B}SI|SQhK+qan2;H@DT!N_U?h(j34uyxr~B5taqIJL zmU%S6PlzSj+4zLK!L`jS-veu*C=|!fEsRy(^|F^3xoyEvvp}U{aP0qCBTCT0(Lxh2 zevNa^B^LcD{UjB4n+wgj zR3X+~x+pxKP_(YV%}AT1^+uMJ%)C_1*#~CKNFzJWpCG_MR&OK&JFmdE$YX_Mp4AWD z<>mBwJ4Mu+z7*c((AwV53FS0DYKTL_1vLR>bL{KK!te>CtsBXhZT_oc5c8OB^$?Q# zbAm?iRGw(d+PqStQzEJ$$oN+4pK0NNYC0Ip(wHViI@g4V$MeQ0fEv$9xGg6 zj#>xj!nQs_Y$!fmFp`e+>o!x?EK{PoT&dcM2Mmn0@LsGm`bX$k8IfzAJY6$ugWMi_ z=M`kkZKT*Y)A})QOK|Xq=mHq-#NgE=sR!F*$F;cy(cM33Z_10tH3HL-^{+hG zdTNSKG~Fw42Pp3r{HTt<&;(FPhRIo&mcg-hs=+6s-fMm#i$-^yVu?94ASgJ`XEUf# z9k4*VS#F!gR}Z$0B~MbEj`%H17gpXbqF$e$mu5BovIO|P2yfJy+mLE|ixtXH*pN5J zvOHVb;icw>OS9}XISc)Zbe>Q$0)*9UvNr6itm}tJFt2NSrg3)Q?@JIZm~Oy9544Ah zwA~a5J93CbGkG#AUM(3m%}+c3(@jIkDEz?N+tsE`GE}OVqcHE{;3? zptISImRGsW|6w=2_p?@XUv8D4qs9%9gm}7bP7;h!jVwHB%(`v+0v=v- zlBnz2w;1K=*?7ZXKvzuPz1jE|65b;D`qkzv{%D}hbt2W#X>{T}J3suwxDB>ZKq{F$ z3>~;Vl&DQS=QUL%u=Fk%CZyN%%bu2{UoR7lYy2B5JY%j@IJ^P}bC-itO{f1oal0u6f8dW?T@jx^`0Q@&v3t)#LNHcCo zMZ#CHjm+?kwom#+twHGIk4G|o2T_k&Sn+vo{~uuj3`oVra;t`r^onh?GHO*lWJ13{ z5olkxhwgo_-Ly1ZBDXH;d+b$2^%D+7;c@<<_LNHa?!}MNA3pGmRn4eEIdX45?-Jo= z`=(UZpHj9DJ)% zM*pD8OYH$P9=*EmgzEpyoMLT3tx<)X#KrnGq%+hAx^e+bXMc-ick~pm4Xm#f_K{`Q zgC>&*KevUnkhO~XqYDlDo;xd??UP_g72(15GMJ-k>bNF(0)6sCrCyakato3L;c79Y zvP(jCGg3mI{tB2_fV=(bjeu$kAi}?IJW=p#07GCq>+__}fBA(7K&~pKODuRYir_FR zn%;bCZf?#5Oxm*ioE5Hxy^kEG6dEe+<0BD_OU|&3dA!z$FDI>6WFq%yX^2qUq8l6t z2m2S$CD>I78CVkmSjn%x%CJq(xG6+|*u(Q&F+}=bVcE?B|DAUX$3d-8hlB)$%(PB5 zrvJ3d`LO|$)b7);F#5xus9C)N_r$@_4KI9?MBek zMD1%m6ZlYuLOsFt8kHmX85|1pp@(zMrsVJ(3?f4L0q)H&{Q!zZ;=u)QC;5Wr`7FR` z@WGC0G90!$`h7;mNuTO)Mf7mu_MM~# z(@61Pm*uaIKfS1=$+)5xmZ)|lrw2QBEEFW%<*oT=V2i=+kB|Am>FQ(<2*?~@(h6H*rCiDi|sFDXw`ZMjJwTTuo)_p=GYT^ z@agiXQ;)cb@+5cNE^O?*bK}=CYu<<76nSN}+^}F(ZwjLT$qxXw6_Vs2X0ZB42_VTD z323n$9Wc%JU#pq=8hQS3V5D+#tZZyD0C;gd()SQWzc;FX+VNzptlRX z_8#6!6e0we3)fXt2yQVGqZNjcW~iY#XpuE+Y(&jZ>+F$X?ZTkukb{ORj^Tf-#$^== zU_Rp`o#wdy`}L4<4tNl*fw6Z`P|!dO5g&ZM^JTzzt!LQk?EHM#@P{0YJQ)WEo|Vxm z#=0I{qd_j$?^u)n)V5B2eJGGZkx)q(5dGwMU1>~=FN6^~kHlDOIYuyV*Yy&Yod@VlL0H6{`i4}75i454T(GMV+am-sB3aQ0~CxL>mxwC}_< z3Lq_0;|F!1?ozOO5K1wJ|LZRT_3GoD(d39s2N4o1Jr<`c1_^OL?lb?2jD){7J5GF} zhU>Bf6|3~!Q+u%8`n?M#Nlhb>Wkx8($(`QCHiUGaw9zDUZ14T+a>YINl;t8#1qMEjy3VC zz>Ug`u&sEW#}43KGcfyD9^*d41=sbmvWHj2oKwyy8>u_NsL_lYH24 zJ#T9i)_qx=`zlo+Ii%OFnfei?^{oD7>x(0*hd15#G6jk9GMZ_3D#daC&2g_cOqURG^HcWZ^~n+?Lt<3!-}wraMLRS*@m3(G z6@{O~Yv};k%-P~n0aV|Mo!>pLf830AEMQoV0=PJ#i8A3+%fD*@;$s2|F`YJt51l4V z#+m~v)l%yvT;)N{q>Jh?_5s&zsLdS5A|VI&rR8qfNi82a1ekmCtK0li;zS89hR;?S zqhkz&OB?F}?euI`W?j)P?)1vLG}fbBs!=`c_ryP^M@w1pWPh)25{dT`|NpZ(FF|p_ z5qnqJdKymE5+aa5xW7F9v`c~O!|VE671y7?hj95FUIHNE9(9YU>8Pc0pA4csAk}H8 zrO#GCo2U>$@$m<{4?WU{QE+h6eH^hcd=0%yg5EbpzL8v3RoBs#i_H^Kp&hs#DOfI- zWDs_g6E8Gg`3(EM>%Jf#N3||zO2Trzv97rGd@PMn=lDQzxf%{2$J-xnjh2{`WO+Z(uG+P^NOiezcIFoljU~<`vrM8o zkM1`)#KA8FR?_u*JFUTkdLr;=si9Hfqh{yB}v zj3lK+)9;4&KVIwF17z&1Me_%2sQ7g%1!wPS--;#cVaQs8m!8D-CBfzH>vz(QU+IUl zibM7OjjGK5cw$Q=)X8^!{J5epZ{WTzzEQ`41~13$Or3^d2EV)xVcYJFvd88R@DLk5 zSaDqn9T?CFVuUOG`&FrrdJ_RC3;r$_Y~~-G<+TJbNO>RPm@w2g`Vw1AmzT0(KyBix zjoXv!OynJ?UtTQ7os1<%Jo^|<#P5`#RqVp6(Atf*-4k=eu=;afT)E7Pe2B(^d@o>+ct0!_3hO2fdmq34ZC)|3e`8%!r(oC}_ZjYKrN;*oZ=8zh0BF zq=Qph6k5+PQ&la!Oz%aeKmyejob{UepS2nu&6uKMJ->q7R-Yy5Aeu82RDx{nn;6Bv zU!%dwrFV&i4Qlr-#=?X?F}QbSz69%j*dlpqvQq zFI3OzH5aDQlVAU>1B{Sx!qO_Z=ZkYrnP&*Jbgr+z89SVFG0gJm%8^H!-0d{hs}79T zq!JU4P>1ch(Sf|@Mka$a;wGw>1|(%HptP1{dDm0(fu$*INbh(!uDYN`1+UiMTN}cD zaBwq0eR&fUxNZ7YIs8`RlQ5tONmJMV@%@o>T$4k}P4?U+AUBO6+*hH^`x~Rmwg)i zNo1V#1Qn+}Kl@1%)(HJjv@ zn;AJZZ4cj_x1_7kA=?n#k{j5WtLnNd)I*`U^u$XIqFk*^(4^X0w!LiYKln@kis`^8 z9P+aZsw^DN8bV?-7M^HIdO&R%Aosl^(qiH~S746!&%6rO5a7IYOr<$>{LvG?9%jM) zqwu)OGY3MVNrP0Tv~mS=0t9T&gX&yh37ek&cyo4}>6*&cR7>$G;m2NXp zc{oS}_X{D7#M4JY&8-!7F)hC!RC4)-smy33DXmRNr@Z$9irj@ZKA9aRBfH5&LL`nw ziqYpyR}Wv2(Q_!y_B*#@*Q}|K`HTx)jFDsuQu=u1%&wZijj7ZFOs2EtYIEVD0)Yzz^*(TBa0(3~9!evgp;4u2f7NEY6mC-D+kwVz z_q$B99q0)M@`m{@|Ka3i6(msk)&ox+NP;FoU@8IeEwuf`Xoc%nS0WTV+xH>9N5T@4 zua-yYiUCLC`_`q2R6r8DGfdSE^YLs_0lkHxcj+z6;)(Lvl9Z>DJj z*^|isA9_Yfy#$xlftD2wD3um<-8?t&$N|mGc-06?nJ{u`_@JBfdbce zpx(Xd=5KZf!gKY9el`*6J-kcDZUHdarg2Z>9>8qDzbVkSOVsG-67S<__Kxg0>#iEq zs@U&&=`}FbP~0PTnrT=|b5@=E)YHYU_OY;nBXRLeVfZ}+s-!ZJ>T1QGnB!@*2oMQy z+!bL96H3KfAfn}s~}pE>r28!h%mm5LAOFrT(@U~ zv+{^K#Aioc>UhsvYiCbdkEGaH)+%*5B_wrb>{67k75_6AjEo7>B*LHie1eH8ierxt z`YaUfuWLe8UPN}Z)HP&{y=?7^ZQl2M4g@s3#N;v-8TcNXKqAvWo-BAkmVr1tP?@9p zuVes#Eg%{AADp37ek1|33Kbq{h&;(CS{?GVtk1g-+ei|hD~%v5e^L%oh6mt8xr$yi zj)fmOiLT%Hq52K81LvvK4A)U_j@<1)Z0-7M-A04Ww}l=Kzpi&<0W&y~P@5fydckr! z*=2s)GC=xCPVk+zvzPyqHbxp0B#f*#A|J=dc!}rgq9l1heC;^m7gL$@iP zE=Vx;7TtmG+8uL?uD1ne%yo`GCLz08BTAu0RP3|qVBUjnBjSa%qFFzOruwIl1uP}a zOl*7HbG2!2bKY@rfD?4a{ysH;Jnh23qkQNCt@J*V>ffTXAq$6To#ZMp!~NjBab!Z< z#$WLHdM*(dk<_-w@78@6bKyF{Rml9&Q}%x9ZDrh>-2+0eGBZ-XrsqaIwVwGZPNH`oy$Y8BGetCV=&gchClxmyF71yM=U1<^1oU^$)F%tpe|qFP76bx33$j-n zuj4i|GpC*;*}mA`$!uj^cLObDHAvNN(G8-U{CdJ{zrARL0P4 zMGh)BmagW4Cz$j)iK`mEYKVfw`S&o0JBr^~;O@yI%w&TH#p+&O6Sue*#p52d`4U)N zJ8@sUIUjIXS1j0`DnggY^E3J1{e{mo`W~(#LhMBHTczy)Zgd=7qB{fU{LK@;4ZuFF zlh^vBh&bHIUUbW`G{Scm+2OM5lZERGIxLhS19pgLJ>rdr8%CcDlXV$y>O-n!Vb!rx zoF5}RiNg6bCmWaVQrlJBL40T@2a?`HB?Q<|8Q1*gJi6pv3gU-<3o6)=TK^ZQ{P_Y( zmeXVV)fs9-BTAPF^>|ACI4g~Gt?OCYuDxG-qF>*_&Mn%j-I5Vo9py8*$Hihqs?4CR zE|iJ5^3L4d8bQwfy<0{VeIOM@c@yt4(Hf{E3U_hTSJ7NNe8_itr%`R5SAyy_V@yu} zoFU?x>c>Nj?+NfSj5SH`{)slhJHRsZ|JTCMmuUsKD)p3|EQBrgeB;PJU{D%~L}v58?zgC+p$M8!vRkTc+9s%kimGt_26Fj>{sz z1WOXp5;8o=xZvfMg6G0uqy(QNjFiNI($L!xTDD#Evjk^t7xV0_R0aVt)a7}2cAfYw zAwYv6rEK3qjR9CaQhj;crhtB%%~7#U0YQ7wCpdc$nZ;DORUhE6^1)!RPU*pj$&&tR zhdLEs+m(p5bKPFn?_gR{m3-2mQU9ILH@Z;HPh^}thrD#N{L=I9z_8OF!c?4hUcX@C zhm%C!mQVQ+QaIiC=y6awQ<~Sw|$O$e=L#u*L2scU62_zT-Z#-j6zx(1P(cBF2 z;UYJQvKhYIOC}Bc*KY%}vIH2W$!^}DBQd56zLuzPGOBh_MT(4UlW6y3wPZ)aBE@@K z*gA!OzIdlIWH3jwOW3-gY}+$0P1ENfPhbP}t?{~7?I$hwpF*gJ?9rkdrU#z6f?poY zseg{4eRMMA^vdfn?3L%#B1P>Z|9zo}C7&PYU3)8|_p7f+1jydu=J4^Y2N#F43FjMgh!4KeG06O-x&TVzwVmx=-`u6|IynK^@FjkHmLm3 zn&93`;ffNoid9&yUI16Jshv)9}{>~M~U;#`lz6&1X2(`6Knzq>Ajdb z@O=8guTL>?)EFQ%kM!zWALn|yXE<^NVIcG$HIp)1IcTzf@z&VtILTD@b}5Vy8^ZFa zW%MnSwWc{p_!?O$l}*L)0lD0_crcMNB1`O0PkEi{P&wAU*&QwV?G{^SA1LU2gkyU(-e6?=eP z3p_Uto*5S%Ey3?ktaNTK9>3?LC@-nr*K=}M`2LCDj7(41r678G${w=k=mte)U{?u+ z2o;lQGi$g(ILa2?<0MY(56YHyd_R{*UZ(!49}p7R8+sJko3?y;*;i9kP^@6qS2x4< z_Osk4Q$3Mt)%Ax4%67wsF7KY8B7%bJzgvNBv<|J>HJqk$Xmt-xdCgr*|{p(^`fXni}K27<9n zDcY)EAeSL;owqd@PYlV{+_*FFBBUXKEjksC&toC~av(~yQ1b|k(Zymko{LmeWzEY>1Aq9CE$ zRNF0%ki&vk|5)`?Z@V->ax0Y_wvG?a&^)r{RG>mJ5?%A|AcbW6xKwB}tcjas&KbD9 z&Am5&BssFo7ci|d@&yY%$X$8Iu*<{ikq>lD(9qBix~92fxmk%{x{<{w(B~`o=uPNn z%-_tU2kXX_+dqE@pr|Hv$aP0+`CN69f>2#tAt8VyL;`Rl zQvE0ve7U=HD^Q1vIlg&85k3$b&4u?n`&ok7^{^KZp=b4#x3GVmED|;;$fyiy+@Q=q zBszqlBId-UAvS{T^-Zd;9(9O?ix(>LXH8_y=gt)1?A=p@9EK`A3Z>~q;T}TS4;X&x z>3U=;Nf>{NX{#qB$kv#cGmN37)MhJonIJuVZJ zDMc}2IUI|5H(fS&3ytRzqUccR=?z9W1cq743WZIQlqJ^S!Z7KOAN=|er4NS;)rexk zyX4Wz-iYXhEK=9rv)oNkRFi+OL3;3D#y&~Zm%l+LC%WL>HPzY?Q312nzV0>&B{B|HEKHwL5;IMrwX1`c?9AP~D>$!_U6d z*b*=gxSiWVjz}$NpO*X)|Gw*o^Uv%3%93(v5%4*@N!FvXk9wzqs8a-iIPH* zcZIR6o~U~S71g3}59XrH=M-$wQl6w4>a8=fR4$DM1c_0Hm zV}=!SjV>;lDb{#%1vp3r3>NYx3alzi}6 z;F7D=7G?uPpU|!i+Xa=pcfWeK060CcL8x1N?Za zUsJTiHtAaCbE;;V7UPqD5lo6M5l~EsMd$RLf26gD6ug0({%mF7KzECSA9t3gBer66 z4f_LqLab(QD_Bi`n%=%`|69Iw;gA>9{(t2Cbdf~J<;W0262dM0AmCumj-r4cU%0ll z4xD|*NRoPc@3C}SYA$tu$3J7)L(GdzkmIhU)tnYp1z7k$ucISS^%J!H`Ucb(Jt#TY z>+z-WD4*DEzV^(PRH9t1qSI4q8UF{t{$AzP%aDkUo4m@X=`09pM5cC3904R=KG=Zp zOe^^zHi>C(loc%X5e*ZrR3e3n z$aKuqJQFv|VX!4mPj7e8vk!i~p6&`zcH_9H2y;dqI=ECJpzs41c{P;DH{Cf`bEFE+ z2u5%XaIi9uZ1Z0gk9`r)z7a^qUy`X_(8&-fc$j~|^o&hXkHBg&ss%f7{}uFiK+s>t zoC!J|glnGWu~jcczk95cEg8<)uciZQOEp$zY<{+kUm8kE6}+)4@oddt#lkyMY5@aa z#fjF9TEADU4_3U8e}VsBOZ@~WVw<_k=VdOPqEz15VCCzngC_QqlaoR~$GW4+NRBc` zXX2>cegD35Msn4O>d{*3l#bB*_%FLPKF5pB`$~PyX&GQVl*_jJe)E-nE1iQkb-UMD z#twahb5atwhJq=P(k}G{x&1ns&fh}wOPE=of$ft&`*Y40zLw=|FOOg-N2C2(50`Hf zY_f0XLHkeRueGTKE45|92_Hxy)=@s9>(|w5-^qB33Lh9V9K_{e)Z#?Mp?7ZBM_l8fR*mldN%h1e59tD+wlVAi= z>G4KB;;pJe;{33a_+*7A)gSn6c+(oQ|WqLJGum~$|~c^w$44DnP(HNEP_!%sEA8a7K;DKWhxQ))Z7_qge5rTj~4LvdyMBGZbt!(&Rd*&KbK0yJ%fMb zQ*&4chHsf}jfRF@y@Mm*(q7|`bUQguuIy7o(Y;F>p$HVce zyNiWW1djJt?CfsPBRT5#*Z!Xw$;kqz#=O5}Xhh*j}Ts|48YES0vB_*X7_4AvX38 zVrQ!Bm(}+p!U4X6AJXLXJ>b1jLK+_Pqs8ino~K64oEkHP#?d<|D`^FN?6!{6CTf=( zgUH>^*J3b7T(~E0^<7yJ0n6d(?9yv(U(``rzPvN%dv8iGHl8pS2y2%C(n7fH+aej(e1P}!);TQip5-K7pa|S=aG)lMHcid= zbz1p6WXJCBdUO%#OV%X}jJiD|;V#lSb8C|Ztoz>d=_I)A%Ilk>HG67UtpvrlcZn^- z2S@IR%tp+A@va+*=YQC@0_i?+m0WJM{5+Een^eoRsoTM0nR}+nnIK~RRYGI<>Wzbg z$=;zno;d8ctS$=O9UP;N9t0uPJOLrlE{{1-KmY4G-sA+@g@hSsm)Xw@yO;}GuY9-F z--{zRDi3Z}Y2-V~_ii_G+Hf zEt$_`V&LoAntR(l>WwjH_n?<`GvNWvY?b?(cZ3eQv6%v9?q6EPe(m6#+<`{39;P=S4cJnLR!6cd$TT8OQWp7>Ch=|CM~8uBnwg* zSYJ5Rc&mbFXNyXKm(<{h-4K#!@FC$Oso??C;cHP3RN5)IZmMfz>BZcs9k>LXgZy10 zo_|b_RH_(KxmX~T%YB`|H{jqM*@SEH3b@nSPd{GBPjTo6C}KVLajfU2 z_P~E^N;%EOoSJU?GuiAq2ky`t)*afapD{6Q*R>KCl6)B@xpdev6h8IMF6K8qtB&RBKK*jVMWBJqwYkq`qNzDdod3(cMMKjUMUEAWbSEjIn5b#33dr@2wKqHI{+1kHFlAv>$AAB7CCKY$`< zizgK7BZzH+?x>ptr#UD2Rdsf~vK*|uyliml`j=V7jP%wu`!Jty_`Ir)e{AF3c@0 zE&qDZo0z1sx`K%}&tRAERuf>#27ny@g;nzZ!IY=kzMh06T`+F*GvpZ{S{S>|?-UHS zlDagx*14a~pP!|1ocLT@fgx3P{$r=|Y@BuYN6LkF$4S2lLaOMUGNi17VcO(64~*3uC|khFQZGM2hSxp zsZJM|x0@sRhvy@!rf2S%t}kel>g`Okav^06mLep=F)mEf?wwQ8Sx|Lzwhb+hsa z_3Ifv3q2HJ=`>O$d{O=)+3R#Py2UMkGFM^YQ8*2}Mu!qT*Wdv_++a36iz6#rb?_OcI}(xlCm2jHN-&tZP+P z#(#1;I!XNUKxyM*ox4tByUW~WsVb5iYK#aZf}`7Uu)I*>5Szd4I0g2B+Rp)q`>5tW zV8Wg1ET_4^xu>7CX(XG}b;a47?N7M@8QM}$9g1A6P^UiE#8P2_Ge_L8;D>6oZ`A#R z#EnkqaZE^kRrWN>th`oaqgA4Fkf`y0Gt=Fs5#(f_hK06K*TexHP5c7M|3PleG(Y>W-FWj%rV3w2}G`{^%z zF4`FAcj=PN92E4@Q5iN8L?+T|&Gs_{kXD_~dg}tsX#I|!BWz|W$TnouPSGw$!BaBSXi62D*4M^yIn zVwVHn`7Hw2u{{Nj?SvLW{GaRv{_P>vOB1O4!7h@~b5ZzVbBGw!PZGd6JfQX*M2)RaINpE211rl`Ox7%4VrO?*IJIkc94vi(oWDG1drd`;8hpVnpFP%su6H35d%g}%@3aBt`AgvNs=?|vX#cTX1HeT zVfytl0xZ5?>&?cgqsN06PXJ4hDPc&jFL6g&GNHzzElFh|mS}Ct*Ke-#L!Xop$Q}-^4VLOpg9RzP4ZO{K2cGYn z3c$WLd^H|_9~NAY*g)QEZPiW+p{fX5r=IWQlLH$;gkD7^U98e;>iko$kLd)iwv(im5^KIs(jJAXWrYf|Xy3k0T!Bdb( z)-isnmz7}4EIQBp&-YS67;0RVP#zmhYoRw%A7UEcJBeerYbphTLLq!D=PUoajW|rK zzkuZ=_Au6onFHU`y;~$eVpvo#}Ohu$92XjhAITp<_7FsprDxoZ9%D_ z61;9k6gh%Yv}yHOS4{gntE*uEQN4AZuO{&PJ&PxBd%TiCCQL6IITgn!o^+K39VRNW zpZT1!J&v`uwDnwCA&7O60KHzNrd2SW$QV;8-)7tWb~l`1*06(f#HNF-O?S16*2O5X ztyRKZYtM6Ie#Jqz>|LqNuvxq4MvtNN&Y*0&K^>n!-9g&0+|bc-~bt;u*r9 z(az($GdvPif*f|=F|;&ToBjb9D>2)PtosJOpH2er53@IhqDRh$9gyB~%GTCI=H_)czDdXyM-3d86dA7%k47#m95*wCn@;#2Sb4g|z z-Sl>LFRDgo+7#HGIz9LP_D}czqN?;g&)&=j1$M<3sw;73_dQxl2C%Y+I}Cr(u~cUw z+GJgyYDq8O?|B0#EID*iMVcE+a`jqf*P6?K;1}reE4fSf_vsdU+#$#|aGjR@)k8lcL0cwSq51XwjB!!?s1}A$lScUlrH7|y+1tjv zJIy(*w0o<@2R`osuoF|qecyWM;E@XKfjD+0p)a7~?%&o<=7aYn)+U~DRb*9UNyYQq z?&WnqYi7fJNA=PG$~Z@hvVk(p`w5u$b3Si|en_lhsguORMU1xcm0Yo&n~#;#Tj~=; zzF*%z{c5NVNx2rXR|AEijnvP> z8xpZ@z1h3&we~EmQY~M0Au!rtL2su+pqjTgrWIrnhJMbet?pYADO=Zh($w#lm1ju{ z$|6NwKBgXDpJ7NVbIva83Ub2r{k-@G-I5^ge<^dCu_0VczK)B_tMf`g)J4Jh$|vmM zaBhO$^1`HHE2-vX&diTMdo31;eFm2_)_QF}h^1{1mz5SN{q8okUCr96 ziRO%U8MQsH!;?I5G< zNAi%z&Al`8)QOSJi7z}C5$`))KTlPtI0+b&b*u3K+o{!H@?K2Ky(#D3$tm4eH-=9C zB5o-54!2}9wfK57okDab=6ZOAdE{vNX)MFlap`orTlJc00iP*>o#WWMrbvqjJ@!l- zyD`0ol8mJnCE2kN_fO_~PyEL(Nr#wm?8cLAnj`OPLw*vtz2xT4=ApUifmx;#q>|9U zmgk>-l1F}3sh*Ku$MTuP$~f%P42*^CA9}Hz+(&MRX51VSpP~UtP5QwCu8sS6S)Y)S zg3}C}iWV>b!Uy@za0P$@czmWmHZ6vJYa0n}Y>uDwwj#}U=U&kEZq9LRcFFdo_x34!Xugj-WKxsjT%2EOlT&!r_{#xD^`3wTRT&@UIDj)#!6X(0X7&|N zXgtyX!A)8`FWM3ydvcAXBa)eSM{MHFmRFRsb9P@#Drrc0++y9&%G>}B1FvP=s6i!5 zw@v!Z)&Ot*QAJlmZ16?AC;7$+87?}K?-`DHzdDW^`pBsH!e4o(9K4dxFk9eIAeORa zygEO47EC(nttzumbY^yY5$I-HAX3?qQ0Uh+F;dHhEOaxPFE75+x5j+Nd`RKX^rU8E zo{FyeU~G6Vqj0~}WufS|AH{HcH+0rKQ8rf7aY>psT-gT0eS+ft0lH$&X~&C}Rbk#W z)ixtYq_e3tGcVb~uE4A}pmC@2)mrOUH;c&C$YodW!KkXAq(kFsODls3!gKxToTh<4 z>F3w9IQtOJLsA*zQJmQy=F5M&jA!qmw+HF-d6AenP!H*=y_`HqqCZJ{KoU*Uo`87f z_EgH2U2Ej+3TDr-v zV@l9wHkI^{e!Anj`f8m@s<3in(P-Td=&z*12hMCBDZq8(j?eO0LhV&WqW25*`fwJ` zuVxO!k~i6O5_Qy07Sp)FrR(a!+0t63o zo8Bd$)NQvm0W1A@&*Cl)G1rsR`v+M7!2-GO8S%bfd-BY% zD3Pf+SsODDK1gUUZ#=Ia5N#*2QNpxP%2uqT;Lf&E zlv7D&87igK>nV0-+o`hbehA$gm2E{;C~~m1l@aUNj^XAI`=}3R(&l@~%X^;R9f_OG zLKoUVk#6QIl$B>a=aY4Rle}%aGBz+doVAs}G*N2(K^km>O{*FWhtnpTEtSEGjt9hl zIYxFrKwi1JgA6Ueq0qd|&~H^zzM_;Zvhy4RYNR(?qTeXXI zRyFwjyoN=jV)M{?%F2xaA4zW-96Q|~j~c$x-xB473O8lP`3DVZ2Qa^$)Z&I9lv?pY zu3meOL6MGm(6lNGESIh=#&9_-ba(;@S*)3IKa%ma) z>C+h&T$LvLfB-=JP5ahPo@kTUWeT4^sW%J9>F(m38+=#4>kK>}j*>hNeWPcVMnwDV z?wXFo%M>t2@F?hjw<3j8nxFy0SxKLWm7pG@)}ZKfJ5S#1gC{u|ToCGMY(MJ!Ojls< zQ+GKX_=IBp1M#b1DO?GpTQ}2jOjJyGt627Ry}K^zkliYwQ-KZ z`tRHmmODiV!(?@wZh|k$J>PRS&vK?&yOv@KNnvTaZl%IbJwwL_CQJl6&o2~g+By^1 zUBVp_P(l@^-E?%RWeBApuoZHkt~D6-N^L$$dM#i+h38 zM>;F=m>!aJ;Fa4(oeu6$zE3yXkEArWs!oj8&P5&a8LeeP>OR`)+JTX>58Z9;-ps-n zh~6r_mGa*^a!DKP$hm9ajFX~IEr?B=dS2Cue;jAQ*g6YC5cz7T({bD36X{TF{98U4 z%oI|D>!Hes&^R+$Vj@VrA?dG4e(N$|SBoz(ojM4pxNvgEd5}F)(IWuYHb>nwu=Thi z##4Q>a-MkN($30AR0W18S##5E4$oP>|Ix5@ujiNQymJLicX)!*0_#GI|Du|j@4&TK zK4sVyr7K1}>sTB~P91;O8HH*f1FD4ZBAy^ERs2X#p&*O746q9^oheEbB3$8!l$q#lk%VHa( zu*)Mt4V3w!M`CC^%hzHvx0iO@z7NLHjF}RmY}lhpwl$#IS?#C)CTW@-;00Rg0j@p~ z5mTZt?orNb{T5XAN15AKJeP(k3(b3M=`9UDY_NPS+|Q+7SQ|bm6PeZQn8w$v>Wf86 z4hR;rc|(t!9uOtjgfbN@j2TFbAI4QXK3{2BJ(Va@U8}_Y1>v3D!2sR6f&uBPEF+P` zI$K&g zjp*Ks!Vu3q)lPMiy$0!rukNRQ!GAGXRQ^!+l?GyjG;P`C!DL)CGfwu?H2)~B6+cw; z;!{2!A^D;FTjDm7&;I=?eB}IT05}q~7{ z!Vih$(Pt^jeYahdNan$J02R+rQ$Gc4{rE;6>B{Q^$YoFSQUzibz58D{8U?H$I_2k4 ztdbtHsn_}99&X=x>w2NHp8g>xA;&lNlNfT&2cW7W&@lJEqv(p|WxA6(yloAkM*+wE zsKn-Q781mrrdHoNw&(fIFb6c)r#K}{in{-Y%OLI&px8WDZufhH3F7jrvQq>f znV0mQ9_n4#pUWlS8K?ioR8z{f7jzk9g)$maEJ|Fu3?UqdnT;GHZ7MC2C?qCg6%@~d z^&T-HK+5;XkmnyJBpk<1o19raJ>1e_-hWlMP#`w@^S-X3cGT*Crg`VPuL1a@UwGwN z|CJcNMOKM*AV=slaUFP67f{?VH=P3#`$0-Q;iLX>j+8bh@CJu$yUg zJ7&5z-Evi}U`|bKq3gtc!EHE zcT5H>#g!5iz9r9ntm|G6?~A%}oPG10taFSP(380A>0wpa<4v@1pvKkOmmj3YNYkPO zqsxIXTGD7%C$)s$FwMF#2rHEiy0&*yC(Vz>8tqlSyd1>hR`mx&(!mO8!{nGy#wT0x zCixp|YwXU7iy}rHb|GGBI}debdyD1L=eC?CdJY7-h&yBo7ooy5Z>0D6miG1pdwS2a z_ZGU@rfyhY-UDU(J41Of5pT^)7QVP^Xle$RQ;Lm_T>2;Bhc$WG4ADon`f`lA`F$<{ zs&RZvt3S2FHeujrCiC1GVUcbe2VZ(AY*-D}7vOo)p)P9P=rZ2RM)W)f?Y$n!O&NS3 zN?;U^%MpF4BIWWlKUp`*rFhuRv@9DZn`Jk%>+|jSf=zFIO#a6^Hp7EaJd+D{?&rz;fjFecK=A$aS$4=XhCMNL$yW7F9ig+LaGm3l`<2QyxjAp7jmAtZ$>Rm1;i9lHrouSQ}h)vJGRxP31U4F@luKG|5pxRCUs?6sAna&-fuj%EmG4oysCw@?tc;z0C*xXEdcXu1~oSR@XZ%$}yAJxF| zONSaYsr#iFxR)^pdc$Bk;BCsm@GpZU-|HltxI;H=X={|&xrPW)l-oAZ5>8VJQ2p4^ z!M~3!GM+g&__17ssL5KHK24CEm#n$v;|-nrl39h@&9+i1IAa_7=cHMYLzna&2@Qx@ zBkUXxq^dx4A6oNd<%L2%&Js_&DSOpW zH)L@em?Xuk^xVdJ_hdW6w&a6kUlE8W1umXJb2Kx8yXsZ*E(abwNAqzQwWQyGVOf@< z9!sywr$FgVA4CMU1T`uL0ZtHrVIb)S|aF{<-C4b_E-HzNe;1F%3tr{Xu-MR!Y zK9(Xsc#d0IfQS$hh4nuk{%aEX%E1GDU6;{n61Sry?y6P(Cyo#x?jAE4i^fv{)1_DQ zF3x>CwpW<1!0wEbU5eE#%;>~z24_8?I}do18(ELA(Y4MnYlt&=_LttzyFJrJE9Y>s ztKN&Aft=Idd@y-I9<@C1gewhf?nb}Sme!ue^zO>@kC@v{W>b&I_@j(M*$~ryH$*8sGj` z;7j4=p<@Q09UXvx3@^LG9Ds6x|{!FwHQ+*6WjNrWfudQ?hh z$!Ze<%(L2<8qF@-*iL-0%51YHy&H3CHdySjJjCp$dH-Q>r|Oo`uXI!t_43bB6dL_+E2IE%#ij$Y3;bXT=ILaL@`qbK~vMJPnWbMk)2iq(OaOM11R=^CZ$jL5F| z^LZsyg|iN0Wo0<{ui2YR@r*?;t-e71%xXoPwGB)F3{Q}Fz%yZPwkbo8vZ=|>)7W0<#%>lWJOy8~KFzxH1 z{88+#fb&R4mHA*Y+WW}_I|{#5U#=A)@~g2h;of{=5btSXTH!8cT`%Reaa_fp3R1pN zHRAG&(Nv(hHpxR>srLRT|bGLm`>KDhQ`Yh@|9pjWF7+H zEYt^2-m|(6806TSFVb){6Lw?U=pi1w`Uh;O%|a>fJ9=runjXvrKbV*d3_bQfk7&qO z>ch#Ng}}>_;x~4!4aq-*CpENhCFEqG&F!uB235^;(vkmMk@!N=@tCepzGW?&8(7&-OqFTms$8 z(6-ZLZP%nodYaaIrZECdcZ!qtuR8^eB2+C1GHC{{v7GhXNnRNb>s)MIi&^1}6srEI z5dS9awh{YG>Htgg_(|m8_KPfBv0@|9A@XBB^7tipZv6<`JU8-W>Ra83r8lQXB;D|S zYjjvUL~Rdmn7Z&kWcwMp-6PT3vqzB`lN{bPPcuq;izC|pqYI+yiM{t5NNkSp$M%6a z#TLMvgEovMKBj-aj3!F=-cz+0&g$4j2k;e)Gz&d$cTX=^4B#%1F2BkqyK7$1vE?@Y zJ-D}UT<$VnP;sSdn`)Lrv~_FvCSgZ=XUgyxN%-RPgm2W%jZL}pc+Pryl)}hdJ_L;m zWEEGV8WsvP6P0Y*p;oo2F_L7-YV%}?7%mI-&AZ`Jdj6J)zN@XpyD>wl2O%fA{1$_!_n#~?9x?=|VlFPD*vyMqeNXSQSpV@*=={2Gpn@br#tHumWN zW;St2c;hZdQ!!5VFw3(!n>C_52J5f&JVK`%QvxX*nuvYl-S_4t=gU9bjRV+UYT9-i zj3I5$G>~+fYESL)7Ca7#M!cmsg#3uta9+{lPYdaB7FdiR5yC+Rb97pF3mnHAKU4I@ zbumm0_A%x3qW>SH=(Cntn7E$lc7AUvnESMw8%aXygOt1bg%-67iFpia#g<hb56J-k(v-(^y1=7c(ljLB z$4jomTCw(p;43*NCPodu(0`c3 z`CjE-ID(23wPex)m$CszI%L`3v13SPxzGT_m#URE@=C`ia3YITCm01pJG6zEf-A3Oj zg-f5uvCAWwJWQXcQeFb*7ZwFuYo21nnncDR!&Jx4P`>F;sJIL>f+-mPle{`cv1k42 z-k7mp#gcZl8=uz>Eh-Lg$YYZ=W7fiPfuMeOqd049Pl{cv5O3Bozm7aF%IsNMaP`ZU zq!n1faA7~&0!+l~KC1;56jqS7(P(;Z4z;qcZIR>suNR;o}{v5Kp+r`N?soIG1ZHEhniy~=jkdi6ot&}tx^h?Mo5P~~6>)%+*7Q>!u- z75M$WGt#*doNw2dFGo%B45e7iqw99JVub>i0viWU_|pq^a)s)DuBMQ@86>lrqAI=G zJ~|rhI>r#?GT>@yY1z8HvFtQgGA`o&8x(rD6YvhX;n-7fy$mS$^4{h6%HqpptLSNE zwGB8crDH6F8>#CXNW9TEx&_>%batle(|`ixbI_H|!m%MTAEYs6#vqk+;B+)PvyR3@ z*lBKWFJ@_ux_JO&pXMnvor)LuRz!f5{1-@O^%?*CXI+bscG6(cH04ePE&1lTuJHi_ zM1M4zzY*qJ`e^!BoydeH>%M(dmjMN5rK z`EpK`V<0|;5QVT#NVl!JPQUtkAZrtht&9V+Gt;g63f*RMYA-$bLA5h$>#c5Wjig`} zizOhVo0!RK68QBEfZngyc#c4C4~#ZPVbFVvzxB$HbZ_OFj@9MKw|7KDGH!VY0qJ~N&EhB`J20=g2rhf`dc_N&tLwW(om1^)v5hG#sv1jM%iPYYqFoPU5>@S#?T(P~EcMzRVVjP9Msb6A z%VTpgncn&-K1wk@f%9nRGvJ-K0Xu(tf(`*{9von0Z)XMc_iq1UP&)5N?z5vLS*BSU zy#-p>Tx>uMcd6g(QN@Fh_!N0Th`jEK{6bF=K?!^DnzhY|8TG&%Yrx=BsJ=l+1FRa-igvNpgLj__IJC3J)#DeYv%! z&~X>WWu6=0ohIr8{AXi-1$A$j5WJ=tZ0<1fl$%C3Wf-r>CNc~(wQBX~(aum(M`d4} z0eM&zV%R*y-7d=Y0n&qIYA~=et?S!`npE-R0@Z;WCJk!+A41Usc?77-!|p@q3N52A zb4e~g)(KQ9lSh%+ss)ZUE!D3)Q2r@j8L@2ax=LgLXy56EaVskUg$>o~?5#N3shs-KDF?)37h+hlr;9$J{ zPX{A^4!Rpns&4gXn>Ml2%mQcOLh0tF+GLXu+Nay)bUx3`0zQ?f*mkxgH{9VjGzAfmut_DhX+Y#Vs;-) zkH_AaTA}LBtK5w*A6bhq9EI1<@Nw=a_+Eq&UmU#tcQ({d&N;p_)&EuLe@U@471s7x zZ2!k6uLnYybSjN7-I)s$l!%ky61C9projF+qcc_6r? zpxoo~F8PKF?QsBC$UXi8p9-?h^L$q!=Buwnkk>%TgO*<;>yW+VzX4aa;BK+_l>ASZ zl2t2M!{3&YiQ2z$khRWWOHXx-5UsnjhAt0VeEbp1v`QSoq37-urdaKh@E3BYaMzBN zT($L&k|Gu})O^C2ugV3;nfTEAs640kkG5%QW<~Sd*3mBS3afNp=S_C5FN+a3_N4)}m0IDwV0S--*4E12=kHG`2q}ErQ4K zx3ye7d8o1c7T5KYak;rj_z4k?U5oZ~yV2Cjaw!c&&k_RLCZZK!&d|=#0c!Ji;Kuw8 zI<99Ae3v-^_+U&CZcTxkEuRv61~tqM)P;hy)R47GSS;pDsJ8p*LK@3}e5)2RQ!fKa ztvkAZD4&O9)~jvDcF)v!RXIpum<&L^I2^ZQw0Dv~FgY|T?NelU;V_@(#a zkZONhpX}3tXP!XQ9PwI~erT0mPxj+&1ccxc-O7)cPmd!IZhqiR3LKL(R&lLm8 z7a}S5#=6>1UV3=}+I_vLFKej871Q8glNOC21uZ$P2kUH&AI!iOl@G5G3A$bpV&hs`5)hbTeBlC!`nnS!PFI?>wnGYm#K zi@$3&sOnMlV+233583mP3;4Oj3cS!-;{_|gL!ZJ&ZCKBS9EbXF5?Y^XPUp4QMkl!2 zs)Th9Pi|_&&fq8h0!`m9N~7&o!?{3wg{%#myBNAC(zl*`oro<-GW`UKuA56Q(rlU| z=$r>r>R6`|xnNRQwRX)t*$>4)_x^Yc%R5%c@4_TBl5L;bf90ATOiOi!WYt zb8@g7EV(i;Gx#vVY)-DnmD0O8>ienc3khLNQ1Vk-_x}7{?xxOo`X}j5Z2_WE9??m< z1ZdC|AIs&C=7={>+DHreF}6{-r|hhefYEM))Lwij(X&4wFf!3C9;YTTHQ}FPCV**J* zD-7r)pB@q6aJ{W@zus1oP9*|()7UXF2QjPWh?L&hkdeD%vC_l%1;3;O#5*M1KSfAq zH?G|bT+Dr*Kbc2CbJI)<@)IVbz2dji;qbM)`eN_6*g%hU1m6#Gb)0i&&r206W+Iq+PYr3?8Jxsc_O-}_f74eS-U56x`UNazQ?i88!y zZx@@*8{?&+qULJPNqnL>-{x7TqOyCbp!t-x`t+n^%t^a9PDAL*_x&Sbc?4y<#u6Di zXF=p~fwYZE?+Wi+L@Z}Qs*i_RIcC>Fy@;|sw;eS*tJrf1YZEv4eBlBYLW`5?C)C|4 zYd7QrN;J~50~LCEt2;5~)in)B)7wvO<9`-tt}bkeek)IL8&vb+Wgd?C z9ck6r0V*md2OG3MxBwjR)|oelvI zjz>NVG7)ef$hO^#!yP)s2HN$iCONDdN8*>o)5LXrXC`H1#v=-fo}9#P1RvOl_4pu} z)~emrECt$ZrxPo-^D$XwyNi(nu4a^cKtM-(Tx@$mb#pY8XVRZW5HRSEH1`~~9ewGZ z-8-}=&>{hz)*OW3znaY9mhCzNUli1xy5f|slZU)pbD@raW%UuUr6Ujb4`yj9DYNFV@*5h_Tcm5RGWl&|iY&CC> zO*cCM#4|UX=}+U&C?u}2ZFSc^248={y^G!qn;LBG6T&@krR=xP0d_m@^kD_>9LUU_rQGT@gZ?s-6hN){BQ1z9XhaTJJeF|{`=wjUu;lWt+4wX zfvU#Dnp(ZYJZG%hP9h;oi5y_J6&x&PIAanUmIYeZL}!EW(gX7Z#{PsC40)^;RN8L) zdD(vtTIp)tUcCbM_sjXi6_-bvIC^`zyBxl>+q!$XX;0BjdMm#c9EcUJ#i~Szypr@n zS{m`K6zu*P*s}6$WIGJ*5aJ28z6(t9(F4ntxo@eP>*BT3&1*fnA{I@r-Sh8#cTCD$ zXGPp40Z}6p4zHH&7jD^QG14`4@dd!))$&@_x%&O-KD?EL`x5T?r-_4RR=!1)DO>V` zoj##J{yE?16mB|D6oI@VwqV%TjDwWSdkb=F*98OA&s%z`iP=#GrrV2!WK(=Q;Hv~h z^PS3a>!VvplzCE?)meqq&Y$Z+EcWI_w~dYf5ggj@XT~;8wlH5ZX}4zsT5Yy4JyQMSZ(B1T%$oWan@$`C0FX`dj@kPMbdU}>LG(~y^ReI^t;@ExPBQ%90i5cv1 z1u~e{b!oqJdXE7GkH%FLsXOwuktkJW{ka1PDi#agf{jJr6?Z6_(e)33#BQ@o{#f+Z z3g)Vrp@HA@(yQc@%^1OHN*9^T2BP|9YgID7jNTGQGsjZmC(ds+8`qzf7706T6?X2; z=vGwpwFk~qzYLN~z#Ur8W-w#K8r{XGtq?+tIC7N*EwrkkY3-#jl2su|A!G_y2INNZ z?^8o%md~r+^~v5$p(VYw*hfkqrG0gu147Wj@&LnM4)`d|Wc>s_nGS<3BcmkORl&(; zqxljOql-ozVM@w++Wo0ST_RyT{cq?JNqm~L2if!!<~j>h18k>|qHQz-g-Ra!=s>X_ z5;xT&Y$8B)x8-e|;Rvh%FT6@Fs@D9b{rZPER({oZ>TvtLOXT~RA)jjKJ@>GEqS7Qe zt)9~_ievUPHBgQ){YyC_Cr$wOluf={Y*X0QQ+2Po0wF?9Q>8=2Twj(2u(;>&hg=C9 zzM;C0RrvQMty) z*ijbcjI30{AbTIecAfs2(o`hLOe zPFx}XZr&AI33_R$kk8EuR(!vvrj;=ahq|}>7+M5!s^y2~PYF^@!O4E_|lkU!~h+D(CJm;e=0^V+JXm7fx zNTM@2LqwA1rW)>)NdDfGP)WDAR$s6esmPe@8@}2p{>AgI0r!@xDv#?xkwwQjm236B zvbVuY5NP22m#H0zlt3=i_xgg-k-Nj5WLRA-r2i9lh@v)q?e)7Ur?;R^7WG+=V0)NQ z+N;*YOP%LKQAjJxJ{&Dn5L1kL5?$tC7lsVhQbZv$ACpKF%j~7j>uwAot*~KGi?FRt#4g z++>g{x7NcSrhxHYlHf~jE>Dh_)(c(GqL-F&PRj_}lAr!|Y$v$-RZP&Y;`na8>o-~K zimf$%X#s<1;erGL_>Owm>Oc|Orf0gY?}&QB9^&iZ9WR@nxei5U>^8`FMTl7EdT$I* z>pG8D>tYbDyBql_Pe9Ouyr<+VF1klwsR$QLaN;u)8Z7xqaU+;De=OhPDim2PFE)G9 zbntddB?{2SJOlETRO06$ttoR0%)?yf3sFrnvDS+KocNnf&b|Ut$;=~t8b4^bDt?$H zX!{TDf~m37uwRLYJAq@@^iF%?=}7v@7s)KE>FDi72b-=9^HquRXKONh?mJ`PEBA88 zx^CvbRDh(m%fx z7iCF(rL1gnq>%HGs{|SN#_JYV_@Es5y_c!5Ar8N0fiTQYz5*$!ciNOGr!ybw)zc80 zw^)q^mm1&FYyp0l1`4`8$Y68}Q<$XfsWL zo2O@WojzKwq~~+SR}-Oj60WLM0Ts-aYfWSI`y?*77)FwQiVafU{E5u6yi(PeCRy~M zQj?MJP*aM7zjT}(YV`N7`Fj&QV56|oZim(vgf7|twwStO4xBogf@k{oPcsnsEWY<| z=tkJm+J|%rsDSx^lJ;pbUX6hf<`ouAN619AK zY<(Qr$%?whGg94epyH%^ag3HVKS`g`c$ae^&34zKzB38UEs}!=CYw&QFW7lsk@R$Y z`;3JFBf^{zWgu*K6KR>2SRvSH)l(Y9AUJ5!9n9ETx4bybr%|;O+{#YdY{iUgY*96r z)%W?H#1+}_TZ!NH*q+NCE>4aBtc&kuQ}f{m`z9w2ueSI5F`um%_h6Z=#b+Js+w)FM zM$Vsznp%GU$g9j~is`;RU%8S!#_w67<5@x($_okn8ol50s_K*&CP6$?oX)>DN9Ug5Bl!Zp7BDn8cbn)iGvjaj}`r{V8=hn5vv0&J~;cGUIo z1FXHVbHf~vFRw17@A-n;%ObmU*UCQxt(g@Xu2;}^?`@5N_#Np!+APvf;N-A56#d|V z8b@S)kE!~P^Knyw5jubbI}*Iz0xA-Uuep3ri!7bc_pOniOf84H@lnhKEC}@169*QK zf}8&Yk76hGZ6OulgV_w`MYspGYmT#JJ(HD)r5qTHk+F*ya?QUTBA78|o#4zOkz&vX z(+r}zyCE9}Hvz|@awTaVSm!H~6e~s#3~t2c_*OBDo!5Q?uVBmP=@cXq)Q4Op3+hO= z6&%cdgJm>e*R&4yrHAJ4z2bv8Rl&zCxW+80UqausHOEtkP)_BWw{Zh%Eq`NZwrV?L~U@ce)w%%OtlIh=z3x}PGJm65V)5pHx z+JpRdL3=-wIF(nAk9wy=%6&NG?E*Ntfi3qhX#Qm^vEsm3Or-(XfxGu(2?!4)mv>Aa z2YNXNllW`|9H|4BfaK&Bl~IEy4j(zz0X%JR zp4o%L53mLwdsLOeP9Pw}v0J?rz^oo0h)_rGPZToQSHe!6<70eR<};#!vyGjMm#H+N zM3Z(Y)aaiZJOwwP{bpwV_YET9mt=kLlGwow$aE9HDTohW*>;j#q3fvPH^(gU?r+XF z5GBMat!lB;Uyd$=D2EvU{R0L7lnB7cHYwbpozf~B{}->O1|8 z2DY9;x5BZkiz4wjxbNr=rnu2hir3gXfG|1o@>eAF{#9bX!w_wqYmDIFgZ|4?{05P!mx&cYIz$^>i6 zML?|ubj2OST3vX^K%Jq{0G32MxIRABHP}K$@vtjzIB`btuHI{zh>dXMqCI>GiT}wZ zfZ>}^f|4wP_OpfN{AI>&2>d)R5puV2hk9howftPBQb5`L3}IINiN9V5qLZsRNrj2UW8sU$ z@0XmdhTG$^d#>g$Z9PVqeio9k8KmjWd4So8OGNH*W&V%kaff~js4P%7PYdtOq(64I z_v7`l#YcS?wH}r}4izmBjIACXIZ$x|;~FbXI$a(==&C01G09)JdHCwEf1?}ZLkktz z4jO7|PP*iPYTO(SA7r@NPO4+tvpc%kxOY>=x~_r~nQaMVpMO{j7Z%@ZW>&rDR%;uw zOiot;^XFb?T@|GsSW^z@z|OpCUdnIbu~_?Tf1_|IKkSm(yPDNikpXjU+%m@$+gmEL z#+nxKbe+m0xV*kf`bNnX!sKBigj&;q&2P4(=TBRhz)8dO$ged+2G7#@vHCJQr|5dv zkx-rsKM;`vH~Uc|_6*K~!Jf3dbf83T0!`vUJM+=9zY=7yFTqvqY4ERYAE4p|X{{w5 z8jfVzQW1-W1{io+Dez3JfFa65tB+lKuQ|s~lgrPJkCN!nSeLpz{T)kc>_TCIa4R`kf}T%B}+tRu7ge6LsFzOzynllAi9oG zp{Bz0{Nbcg;0lJgKhg|X*z?xMOUzFs`0&{l1yer+LtL|1k zQ;IfXh@fjH^vy|)?I!o2xo25a+s5a&^W{+>)Gh1xX7{+KQ_IL@4AEB2Ppz|&yRL;8 zhx+Y~7SgmQ0&~5sdO#R?z6{$7jXfUhytp7jgE@!%yz}4wp4Eqgk0mYpU=AEi_emRg zb}2hzBXgo6E3;#>h+LY8HR@cVW;?I@f~Dqq^m2&7?FiRzd6I?6rD9f)e*B9E1i8zR zf(zuwKA|~0=7*!S!+naH^bxtMZ`+a?(=`;=Bbw;=E%kt0)}fW*kWd7Jdw}bTK-9+n z?Ytsk@0qR$YG`S9{ZA30Y)(e5dM?2nbxfJmJ#?QH%a`r>R(;GT%Ryo;G9M!40F|_~ z0h>W>{TyG*3OpqtXf6$5VyUUlKkJ!eSl5|2xP`WF{?6!nrFKQp-P3nUyRy}d{=Fzx zJc#vmKERcb-BmEe`D=rSVU9=(Cey)uJ22YUU2C$IemfZqmp`uzG0&xpu5f2uLrmfr0E!8G>CH+v$j2jlf%xj2(RgAAO|ggS(#^KpB;UGeMf(20K(DxYoaBo*J#YN=H7Je zif%VWl%!93{sqn9DUT%0wU)-t7=>c@()=37n~uMKjAur>+v7!l;I>#}wwOAR>@0G| zu2IW3@?;Nbm|AP5rc&zFsvC{9yB?8&4&$F%{B}I6RLIm_juZ8}L~a;zUNUJU=8w53 zUx%0Wx^{I{%vU(cAP@f(Ep{{r&s=BjcQuPFnyDA0K3uEtAgjlg*)i53#FYOmKm*jK zi|;JG`Fl>yN9^1pRqSq)iH>GqT}4Tb!v~&ir*Tui#OR?Orp(fS_lVpr#Q3h!cznCT z7u8SULQsffQMT+8VFFaAu_|%ow}wdn)!@B~_w&&g1gB3|d(x!N;v@^HX5fK)#~G*=`{{4Y~y;ekzK!5qMlG&2-O@rG91U+|56L($T_ zvJsJL200I1NemTSdx}-hh72PpkG+1IO=(LT?8HIALzeA_rB{NHw6E76FeX{2h3_~ z_ra*QYyUVXB#=E8YYNH=!h=tbR)M?@1DoC>#CP8P zpG&g$g1fXBvYGzPt(<^+|88DCPzr#Xz@yg={Lg28Fnnuv_1=G>Kj2=yhL8VW-6X!5 zpF-kJ?J_-}S@( znbj@#-|}g|sF-}MT9lIYT`LJ6zkM8gdpZVvZgnaPM@fr|bgC zk6qQ8&}Fx>Je%w7UHifCe*HjxFd>ZMVa<{CP{Dxd=ozeD}f8lXE zMzTOz_XB3YFxh*1)?)VmaQEhqP;dVq_}HaTNp99kZXqPu*HVbG?|X|qOEF{_ONC07 z%D&6K%_RFWhKRE7V;e@YWH9!@SiWcKrtbTGKi@y#`-85FnK`d>p69tfo{y)l5Cl zQOGAH*O^<}ezpAlb3Xu=s5S7WgSA=)vO=hR_d=v{UFV35hf7hyI%r!hqvY_jLWtcrjMA$+klqy$>As7JP@b)kksl zv?>ROK9^NQ#+TkJ6~o^>dI34l*Zl6=&&qeTDa7I31usM*eTfU_+Rd-1f6-4Cdpmux zr=oVu)47B{03+Eao|EPNKCeWJl#(Kg`p6AO^p?a2tvzJwH0jLTyHdC^+Uk&4Zt|sC zlU{W44K*7M5Fn54H;*ON4ViB2bNPh}mlat#aI0lzW!&JsaX9Ki`B|-!*O`IUwn7-+ z?@l}z>yXU}AQ6D*ni`&xNlWXth4heGc(zM9zIPj;=H@#z#BceU<_Ta~pjpIM$g zBZ4MW!SSnAN(4-GCv*!HPIQ=-(1pZ2vQb{E5TU?U*^lMsf3R1rMz?i;#JfN9i-~va ztJR6NR~fE){3hD*#cb(M(8v#~h$W@|X$0wX4qA18sHm@?)bjuVx~-h=qu)(?isw%9 zDoHtTLGZ-y6tMTREF3bn==^iekK+*tWkTQc8%-j~UA@Q2tDm5Yt?alfDa-%jVzU7gMEQM# zDy9)I--f>R&Ve1~^snZ6&IHQ)n~ zoU-!2A!Xux@Eh#|Ft;yuP~EgA)lmz_x|GsKr?y>&k57%zFC4Nc-_k2nT{W+9p# zyl3GNm_@%gX(2gZcxmHV>nF;(09V?%&VB=q-Sgje>(f3CexBx#GIW>st|)yYaRCcH zVZ^*>vo@U^n=YN}&}u4>Sbn`)HVXNPx=x8$){nfi%*p3}uZU-s;+M;*5(`Y@$JtXq zpa{PV!O;sQ;0U~(!B_fMV_iFpvROyYB>Mh1*SOtOOlzrPsM|-+g}xeJ9u!{L=ZKr7 zg2Tq$-Kvi?2&F)LrsU#e^waRiV$#LBEC8+>dM~G)?tZ5$S%C9r{~_YQnU8~a$?xH6 zLI75~zpb9R1LUhlhF;4q5cGnbC<~g22B%buExBUHu6~g7|WKjx_S}+g* zTnLdS5kE(IkSwq{*dnoCxu>5dSyLTo?*&o{W$Z%FNj+n;d_kLj#-SZ-&{q6bclc}f zDJPb{A?|u3)>aOEQ0_Im=hZL_V=y57A>N9$yAGViuy;;d@@B&Mud@g-=I-t1`_9WL zE9j81W87aV<1&u;%l6lg)rl_=mi^yp9PB_q1xR}|C&iNeHsz%6Y=ChYL4ceDQY%A% z)$~!dpoAEvUuHj?e)x4tZdG%iLDoZgm-=vH3A%(!~9e~d^Yrw9|vm8F-@L|*s zNB68Vy0(nHcV23xauJ;zF^G;?mo!k>skw50={lj{8db+cUW6IrUuRZxhqwACT6$XH z=~wB(s7nL05<3Z(p zZRRe8rRUvzt*yB zYF=?%uwfZFsbpAsPgz&Aq9{qB1Ud8!(e2I>zLCb~Jt@oplhQd|Np7jJ?%e)Wpjl4HTB><#wZ?TJInx>Q8kqj=ShW<_|q`c-A;rIPWP^A|})* ze#oDx6!zBvhvxHK1xWyPT>r!kTl;K4=JY)q*BwX5H|vk}qV@nL-o~=(AWkMdmI}zb zFJywR(BlIibIIO2m^Yby4Di_h`_{_=qVY|9bD|r1#Dxy*DWgNF!zVPyN~;2)X((l`Y8QnZ${?y`JH& zF@bIS>DjQn$;f_7&fkATI)8T3+dMq<&)b0X>Ms>bx{8N09zzoI8H4HjL>y#7GI&Z`Q1m^0>*ubw{d6$+H)p}C4u2>0Sn0IQvq@#aT3V) z->!S2K*TWF(ne)fIsv!c(dH*jk2c9}(~HSA@HCj(WJ~Vf98(T9%goeR>!V2Vs>Nhv zk9p-H-P_`FVr&X}Jfshsjpz94xbcp(9}1pe(q`%RAK9JGDb4X6Kq&|G;`@xX$==T1+FVaQ6d8 z_arY8s>WoY2%hf>plkTY!34M@<$zE&@wtzOh5DieOicAqvR-RlR4k^c^lW0Y0D0Jd zFI@Iyb9Yj|D7Y(LKo|c&M_wacT9MzEHt}pk6`6~|k}PHcHN zw^Da)VY%SiI)4yuw>}w9RdCA%l9=|^8-q~xF4s(2yXLslX-f}tigNc#Ib2}?DsH^q zNqlz{x5 z^nrt*P{&Ko%Ldt(gXX}KK77KBPH^?EF9EvqlZD+V_^DhECGPtmnfX5(#ZAV&BN`6#-Calb zBfSX`&M7f5*=j;aT`&*zBFmXe;20Un{_kDNJq6jnY=#~aQ$q#Q-ET(}!pzVN$v6ks zjic>;YchIthNt!+6{VcJF0sQ#PwsoHf*UYtD{v{ru}8-_6qm*QYMcooZG{kFJg^`@ zom&Q>l&0`)aU#$ms~BeD^w!qaTu)}mNg?z3D(=UhBhK*hgPbL*grxD0m4D7bq??p$ zH9VQxw%^jv{a7Sb>cM6OHz~v$AoLd(pL@SMLw*xD(upTp8_)f6QUe~HiFiY{r16%< zp{^wH0?U${?9SruoM!*N@IGWyMpoGGdB>r-IEaMmgZSThwbOvyYTR$%Y+<cH*@WGMFp)ie+*8l(tps}Q^m|a# z-CO9%K$K6ahx{JT2e@sZ!W*F3V(PE;bLIJYNbB{NXmP#rzOEB;>H}d4@qHyInmS?T zdlh3=RQ)bz8i;_+*h6xN?frRIPYzKADeOVqdLU@7L~ zoV#z5Wn2=?XQwNx(W@1HkWo`Yji`1Kj&cL=Dj~%*{?rC00ShDL)gQ-!RNF0%R!R{@ zUDH`p-@n&Hn|UPhOZb8|N4F8j@*C?um#+Xv-GYbYU8|T}nZ2aK!p`-$BbxX8x{atnx^9Ywl2nIb;WQbM6t|XMy*Nv6UGjuG8#{LoJRAVl&s0ef~Q>o7xQ!SnzaD zpE{6CFv5@Ty=6W5`uva%U|D+IA+y?cd>w|ZBg44$-o6|bE|wRdv!Do${~bv(fmiNU z@L{;GI}Ae)b;2pN(2i6nRF1gkswTm<$8p8$4p(`bp?#B-bz#O~mlI$8H)z~^(I-(E zJY1f0tROO`FmN^cf~1B$KC_v|U7Lx|x7CGkzFsrCf?o#>+ldZ>Ip`MxKXd-NoyUcR zA{kI$c;V2P2r{KUbQz|Q9n2~W+C1umw=ZMc2;xLu8Qq^UP4|Ox0cB?Qkiu-gXLZiI zz*z+B;hPTD90HdEVlH}jh1i!?<=%1?@%1;9I~g^ck`dP8q}tR$1GgL)bZ}Ror@}a zUGhRy`)t#zb?L@3`E07XMHhn>^BN=i5$l_vIYHJ~43=Eh6wMugtfatFJD7J1SP0(4 z%KSB~Mea-X{u`YD<7Dht!-CfqkOC$6WGSNuM`=>td06AMP&txdZywIjhnSWq?N>Fi z&IZ+@(JkA(C>r~^SEl%wu-WytvX>|hFrSpl}8yuqee&uXqCw;!rm0Y>Uex-Cs zMyt74LGkbN>Ae^WNy7||@tVTGR*7`c8i#XN9nLwb7MG+qApyYY5eD71SQ7eAWR zz5PW;6n}5^p$AdKAr8g3j|uP3CvI#} z8T_4~ET7;w8r8P<6@CvMj!6~X@6a(ob2Kl86UXk^JS$pQOnE2W+0wUNiGdRCyZ@Nj zq##434T_zT>SmmVv(kH81p)E#99=pQ<`1^k>^U8Q@WzXmq-_edAe;lxaiP4^jQ=x2)`wtSyAE!`WcO z@KPC@nnpA$6hph^R8PDNA?^%tS-eqAQC1ZbI$^i%mW}@lH-cP|y3B&=qBmN_^V>s&XB}cQ3 zs=02@gE{YziqPfYXdeG{N+g@LSU*n4(|qYoF6-#Mx5->CsF}mo{tiKP$q+-&9)gf< z(4yx4+l*0TN#oHwfyNhSbBD(?w{Ds_KWj(bLaS)_EqY!!eNJ#Hg($;$t&R!8hFfc8 zVMVxC;S70E(}J*-d8MSgg%P4*x8#I0U^RrPVRnrL$-AB=6_8Cgf}F|nG>uo=Cd(LE zRObsbxVx9_N|IDV?AIVdA8gR!MG`|g$!PKlMre~QwajeW56X-$cls&|2b+DSk9TW; zdBGBfPU{%R3E%XSZ`kz)Cf63a*sY*uQ=pyGkUQu0R~CBFalu2TBnP6t%yq{6k0Eyf z-vIWg%z~ffAyuCg?X14Zp&`7t0Ea{aW1&=aw|R`7Odbx_Kx1rL(FjR>g$lMlb!)$9f5QOK?;Q5wSvFjS-IB}D-YCO0781cy-1glZPz<_eDQE# z>yGmKeM6W_=F}e2|Ip6L;uP!U`pwlT&ZMbAQwG}-hsxw-BBOK5j=%%zHO7bNQ&E-K z=(SP#dAYNdL%_1Nux(Sj8JOC#fohBe$9w^ITrR|Y*xX7EOb==y&jo#)0=@UllpF#) zPZY=FlFOC0!|n=NGyBEM7*b?SJvPzBUopjx4}DxG)fsfIr{45 zSWgw4+OAUkA{F8jl?T66T<_=h$F zz`tl#PeR1WXgd#MzB zp2(+^J{WlydWL6;Tucjxg4!q36+@@CjX8FkW$1=iqLor&rel>wf+Zde=SVPYKhASt zuC*X=^BnP4ldvGfrd_iG4W=n!eYE~OrwBCVvf3sr8a*Eb+?~xf#x>R`VXg1 zvz8R}qf>rr+$iI@QCz2XR1#5dbx8{D?W^cVR{~w9TgZve9py=}$Bof8gqGe0V0FCg5a2eQCGgzi_E+#^0_w{MV5C+yxa)}r zHC}L4N%MF%90295^9j2U>X=dZ;jr5tqMiHqp1Oat$y*d&kFpzOG+jzRsUDBucJ$M@PHflSu-&&Y zyR$mfgN{bfjPtT@%iYE}SCU-JQGlhZk40ja+Lm}o)!Ft%3X1)81 zY1})&v0+=5H6#W+_|E0dpGA##+lK@W8NEopiGd8d*0>g?h?Y0-7+cMbZWIN1$ahSg zz#Qu$c=HE4fDnc(NHJabUqfxe!EnctkA1m&~Sx#M9%ZVYgE?zH&2A;n!in5{3 zEQUt$)4KazoIpSez&me7OY4d%$DFvL^qe~ZIZ-N^3}6vzmpBFyA)(yOzi)g|CT$dWYDb z@gA?9X2z^c9d9LgeP0ep>N`D)dl+v@iQ!xx-0wr(4ig%L%1**J3z6R*%I+^wY6vCs zSr%(d!pCAVISDEGqdAM9jz8|dC$n4C@QwCw^|#0AuCqd%-}HSpqk0e)S#Er9T9pFs zkn6~W%DgkqI!4*k|uX3=ZDwvGwu3fi$5w7_qGYJIPa&Ih{{XRR=cgm!6z0i+z{YPWqV-vXYE6t{)`Gzll2Z4yY z$M)a1A_68sN%!B$(dQsrE^(KS^^eN~l))E}@OpsqC52vx9F9GNuz#hUzI?>rOj*!| zRC-t>dT&K?0YLFe@jwmluZ#-T4XC+n#L?9QIPQ-X-X;0=i~us=9Qpp_G0M6zqLbq2 zu0w~kIddJ{*UW>CX7qgGrAyR;4&V(xoD4@lPQ$m;vo6$;<=(w9a#Lcx){KB`6m^_I z-HXvJk2Wiof$e_FjVBbDNoV__Dx}>7Tm=V(^zt4MkK<}Q2*Y9mBh<=?1>$fA-d2H) zwB~WbJ|YKxSG@FRT)$CmCSCgj1`$CTtbYBAh~TdWAVnglHGkBCu%t&X0fq^nSL)`E z9Be*WHrQrqE1p=If4%6a4R~~K%YQOWAOZFVlA?|@)w$z8NQ%Z=KnRk-bm1}5v~D0K z(cYByY=F|qK+l8ypYtIIjnl7CB)wgO3tj{V9Qr%_3eOUVIDo`l@* z4w+nVj)}wnY1|>zo`~(>Sbk(T0aUkDmb8H3SHFg{<$^LmA|L-3?>~$cSc(`)tD1me zdcW5UYAqK_PyHGOt$hPXlb-$?!hu@(Ap)RH21&!m@}U0%k44q?O*OT{LlzZ?V0-r4 zBib5rEex+F?LFoPk4@=ZQHBJ#kb~lT3i2w%R28iT?@c6X7(gBSUNH#GMrpg-$c_0m za(P|IkKY>-(P65Ao&4VZJ)!?>b((RQN_e-5+pk^w(JJzSwe#N(aPxu!6$r0Mg$EMF z1}T}^Y-0m5Mm?gOWJ`5s!!CMo-(-v-OZeefi-+Up{qUx2F{7ZnUXKP-vE#Qp>2$^~~gQ8oX| zpUw-AhfgG(#U*ov%c?cy;u_?MzJ@i*^4_&24pE%=jjWx+kECr!pR{Jg z5oQ*k#|m*P_++WtoPh_(#*HiV;~eO`Te;@#_zpH6)sp zA6M?@y;DtXA1eGx4$@GaKY#-x@3iET`tam>ySpf3>3c8T@q@U1l?4$!)T)5}z&Qh) zITu`BjCt7oCI#i2t98JBF<*QDnV01BLf>uQ!W%aqk3m2x!ZzlIb3HL1pxaMc-5TMT z9)h!d0lfFAqr1IQFw5G@jH{De-NGWA{ZF~PquZG|#q~95=eIUempgNmkxOJt50#{y z>*f!|FprMGN?dtvqY9!Ii!s8)^)JdOTm@7)=Zj;Mqe<^ClXI6J3+i}f2sP(FpUq!k z3zWjkEWAmFch^LBKOvr>(l~BhLwBP(CHJ$f>BM7>fz0Z>T`?V#=>2b=GKx{suXIC- zSJzhuUk{gNM@}|PE{7=DZoj{16}|{Oq_4sXLu*6$t;#CZV(2IA3o8*zNlucFZ%CZRlZl$DmEyPk?ZME|W?gWV0(xF?YI?_{Y(K^Aijx zDJiK?0}{%_1nzsFvzAGz(_e*54gh5;r2g8o$~91o8|t3j^k%QCvy-8htJ0eBR9^Qg zvz1dpQ!3S1=ehkEgd6kRt{$H$1o%5qs4Svk9|M3dr{dym|ZL8%C8OzS}JxfK+oii zMI5W;YX7$>Z$2D50e(@GECGD(3nagL@MNiT*9*l?y|Hgsw;hq0{aU+jJ^qJv@6Fh3 zThCu#D0kPKvgh#dW1B)=x+OWHChRW5$pZ-swpS&@6_B|sVd^@hSmPm&1D=p$>xi)S zl!6FSfReq&B~!!xQ|9kbvU5P#(hytd`lmEze$G4gJ~`CZ8h<40{S`hOjtxK@Yh(3u z-m~9<$?!b^#>eBx&js3q>LxJw%_f|0o{wHTMD>=Qu5&KQw82)UPVf8$S>26x$K* zq^vt+q(S|YBmZ<%sYv@|>SSplMIW9Vxn}s-a=< z=_Run%J?Z(o6+(+u$bn6%xUa`X-G>_^W3ZSnA!Y8&Rdtqvcz-jnqB*`Ire#}riFf1 z&wcmXQNeizweRj7ZnAF=9%qrSIQ6;Xi@rWuBnrd{uun%ToywrF&dvClVmWNbNF9C# zR;Yyz?aGcmCd4jh=8@vK5rIIMO&Tsj7+A+24~hiu-4iW$5Ycds_Vgs;vx{62Z-%a& zX(EV)PD$Ww9LnHd8L)4haXHDiY9SJ)U2KAXg}vmq4$XyZARy*0S7#?vC%H(mPn(!1 z$4^k1CN+835&yyo#Ic=|Cr-?!hsGJl>D=^N4B1B-T46hm{_DQ`8(`n_1-mIdB{v(8 zu!!Q*dqh>gOd9}BP@IEwf)yvvP*|ofYd!6|+f|u&3{1Q3c74Z+=j6Bp@yWVO(a@W! zia9L$wY?fT&0s-0ir*^gvD7duz~ZYL#vN-FjI1pa{y|PfM+`~VW~aoz5$d8}G)b<# zGDAlnhaJF?l7f2T63^UWy+`uZBswN6LbW?zFWQc<+0#&e<*~3%zNmD13xLvK!Tix3CH`dlwe|w0++Kco%jGJ9*J!JzHCGRbr-n#P?p^I<)XR; zA*sH(Q2N?!r~G;Uq{e@G|1MaNL?)Eaf_n!8ic983IwtFRnYkF@;J(wVnp?(a#!mhj z2Wgw1J}-aUVkbUp!JE-eGsIL6ZaO4H8OBV)j{qJK(q)_o^A{9@I2CM{hwEavf^fl9 zY$05uOs|}ZDRY}Blw!T?!i3h`pkMPoNAYy6Pjt zckEGBb(E}g(7?23?e{|g$lI$QN?pc|FSvic%LD{FCYnaoO+V}^^0EMy<|fJ7yce(^Ph|>D&ae6MbZx{-E&nSy)(hyf2%S=q#_q1G zlh2Oa7SOA>%DBn(X`b#{f-!3xa~a$hH!DB=u*drCa|*0~s^n=O23E8*l^V1Nx_F1e zlKAk+6PM!QSV+YQHt7{*kO5Yfb8IfZ2x!eG4L-`&XPXb_B)8i;Y+IGOSqw@l`U-QLMoMjcdd?#}Iaj!)PB^!HL5$(4AP8ujeFmI~zc zGF6!km|cvG<8cT>AK;BKlU(tS#s;ve20THvgi=g_C+!mpUp%5lat0@ z&1LoKL_;KphhVxTIeP-aml=PCYk&bq86@SXT<+XS16&yRRxhvZyZC*_i@R*S6yf%V zihf}M{^izSEd#veZ=!W(96hM&PMtb6R_%XJ*b1D?jsNil!usP0sAzkS9<3yeDEvk< za(HXPaG|9zE6*%hw^hHVX<2cN=zQ!I+w|c5YVNSzaBuf;CU!_lZe4mNrdh=#%tP?b zB{ut=yW?fgCZE+BNc1H&9y9FCxDLVyp1Z{`K}1ldRcM1p!Y zlsfkY%2n?>VSldKjwvd|WOm$c;jr6vghT)4b8^RIF>MpyP3{j@8!!ntI{O5>q;)4O zaAqEiXo%kbmR(OEOJJ@Cb0wyQzuYcVR;tERIsM%#+|F~v8bjDk=7m`yvnx`X!S zVh+!9;#^jV!tBk=aw$o?MtLdR4Ox0OLCQ?+o%Q}J9SUrn_u~fS7vC={T=mcFN?ScV z5Xk2u#ua%!#d+UTWJN^lrFlRORp5gnWkW}-SnEYUitf#aW z3C7aUlD*NBM;TbeeJUV>kDHjtiJU^yd*d|-QE6#41FN5y!rYlN`_*1(yN%hTDmTOE z4?nQ5Z=^q$?ud#Q%sI zPk#Yh$W(1fStq=K@XfL>k+>%r?hVIc`_Na681wU`6S2XXWDUS<*xGY5!V5`G_ z6IR$CKIaH|@C=3D*F95eaK7FdJ+=AtS=}LXilE=vtqXoY4quqLl4Bc5q=;WgxsjB9 z?*G2gPUBZP-MuDHXV$1X#uC}TX0&Gi#hpNE?tOt_1plntxKX|Vtw9oT2H}+lu2U{g zLN61a0{L|Ah&Hg4FEw6m2XlK>1V9AYXWSW!q9=1{ zyZQa-AGQu8mhd1GKqJJUqgXcqUddo_I_sd{Ba)jGdzK9Hc+y1vrVhaV1{)8N*zz=kojuEj-_7a~ z*z)3;+tF^FQ+6#a7ksY;?8dllzm{VG9h|nIO$1L}u4!?!|IP4RSEP!vP=b48LEY7HdNQ}~XKADgWId3-<{iyWS9}j<-^zeqN)tVmo z4aKT^Mb(pRBiY}d#DAjK&gdK~Ohvn?czD25-|{h|HzH~+1VW7sp4^OCdTj_O7ekUY z!-exRii2#MmdZYSsZf*9>AaUPGxs`8r)1lb0$S_*iaOCse3<$+a>~5@vt24@Co*-c zT~*wtQ3G#MkPYX^=aB+gzjgm%-9v=?-zl)8nY~w>nyyWi?*?-s=VqU08;a4pmfme? zjW0TF;kdVDI8VOVUVLS(%x;CKCFvJCh9u6GgdTgzv->GGg4Jc z2o!V)BrKNpJ#}`Nm8|EOzJ*ew$O_u@8wmBb+gZi*oz9DM?tYo6o$uOWi{yUz(thvC zPX?~j!sK9zSC@YR@iXlcwd3SM7G=6rC5iH!Z*iLPpEXa6I5lmEuk2RMPe z{p*4R+zP6_B0 z78APKQrW!uZ|*-s?aH_6M)6s*R%=ix>vvTYi($2^SBfETp9Nm-dB7zURN{YJC}af&hwO4jtziq3zubAmsA|to0^ck>md}S7vOlG zF3|Y$hw@}&!O}{Hyv6FzaAS#7^gG1be1H0S<@pkE6zDxs)`6OC` ztw(N|=l2#$bJ_XVp43?YLln>PumC7LySyxlZMXOm^;uJDdaOB9pU@7rsA9d5xA_UpU&U}+UNEIK<3GZV>qiywMp zgnc50A9sABhx))Bk5NRyQ7EB+v z4t~sbw4d!N)q5i-JKqVRmhLw%?yXPH;7WNBnwQy4$%;$g^%q!|4(he^y|96zZ+n=g zF^TX5N|6saBTV>JxlInEC;i~v!IRmxb1U>MLJ_)|0mE)w8Pag4v|DOcUK0bKye2Jr z*S>^H!t-X^xHZtC9;12i>H2(0@^1ils*4b{^rcRy{%De{YQvb}=~IGvJs7Y{wM`>uQJ{m}`?fb{yC#%?8*g+zXZ<54BmL8;0#1$fb1#FPHdFdbbWJ&W?@qO}e<6X& z#9QqJ9rm3l>-dZoEOy+K;&0ikj^y-W4F1$vw>3!L;@Wd_WN9GIV=T3c?U`|;eOdpK zAEQ=2UmC@YYG50L+bUhT25wKHRRhQtG<2?54w_EgFGHt0AJJArrB}f4_r&3+UZxB> z*Cfx|OS)CrhD;x+R(q>Bw)_CJ#a=wW-kY!CuDj4fU3X^S8d3jyphdGAt9VRqfvyrgGB1=0i&PIdQ$u_{k4-OJ*k8*47!cHJZvtf6v!cc%P!EU| z+^la|(5)V^)4l`M%b$`~Mb4tbqgI!-IbKd^x&mD2o)@$LZ&#_wrS(cGyGuZqQIQWrO!jk`Q_&OiiB z*PeO3GU7=Ry)F_|9)%%m4IIDKw-DZDpl+=!yQMFm^p_^@a8B=~&?|XQS6SwAYZ10L zU-wPpb)XhB4xP1g4PT!Q-VM7mR&J ztl`n^*dTMSlFPa|xA#wF5-rR#eMC|>)DdgSro^!;V6fXe<6#}0~Z8kJIC#r<`m$jLF;z(G4=Y@^(p1vMF-DxoV(^_IR z$sA~X?hr%Pr={_g*DSerkkfgsdPpz&_PFxX))R<&P_`HZg)Vl*eJ_Jt^JQAIw^X!G^>Et@V|<~$CkO65Vq!Z$|$_Vh@R{;lpWtS-ivN{F%8 zxb1H<0*jN+kX+--jbn7!UTV9!^aZO#rw2aKGSJZEZS9u%wdYx0d4ZVm7ndMn;dkUF zsFB-k%pdwDs=N-#RSnDR4auL_XqWr|5`+Ck#}a+_{E+MObi6;@NCpq85+Oqd2_>}a ziPaH)u?rq4{eqhn7!`7?%D^?h4m7v8dY}Eh3O;4r&LRdnb;Bm#h{6HFRr_H?Rt?wP z`>Dp_ihRsi*#>i6t$kl{>HQ_M_!{9p1x`hv0(1l4XRlPHX&HHkc{Z-GRADoP=Z4>J zZZVti;#ijAT^UNm&~l~_cJ`p^eeM_j2qMQm`&k9To4|)F((3V(DQYEAoK>9S z(aJpdT2TsCe-eO4Pb;p_QWEWn*wh$>ZeM|Bjd^yVQ?j7}2~%^DCsekO}IfSNv~Ku?}Q@ zP=}ve*qw}6-0azP=}sOm8E3ZCM=!~hnvOHl{V?Zg1e8Y^hbVA}puJbH9Y!sOpq+)w z8{_JIx53qO`n>;58u-pG=W|cl^UcBsRRFh=YQIN}bJr8fj&Yei$y=7}MpQ1sdd<<; zVOR{VJDE2yCjwKe$xVZN$LyO{xkb%G>(6a^_};UfDJIdKxGiHF`Xok&G-*!Qbr$ik zjm10Z&4&7r5sW zj$gp=f6|ATJh_YSRExbd%sN&ztlAkp_{IME(Fep}Ir<-kgg4hLXR%k|M+Z0ioLwr$ zh_-jy8Z6QQUw@+$4d4^nM(alHSk?gb9-sbxv%**Xnwwvid$8V%D6o-Kbb1-kx6!vHzf?PuO<;?sgJ3a#Ncd$$w1Z!cZfU?3& zTde`b-_8-hY{5D)d1C9Yww^I+FYx(un;pi5tKR7_h9PHRNXbcl$IDM_JBwQAHw5~0 z&^7OP=%9Gl9ImoK>N>hA#DHHLpwC&Y9oN+17lbertd+{(J-86#FeFbQNWRa~8}ZH) z#>klKUhDGF)S?J+i^C6eRb%?T^gEwZ)>dAp5f1&wS z9VT-zHRN8rGC=lT7~~3j(?!0` zW21S?OGuh2^)Pslebt#ZvebVPH1g%Jx!j8jwkrQH)7~{KLvY6QqxLNL9psyS<1L;S zf*Vkh9OyTeRx) zx~;ArTkQjb#WjnH<78C|r%~@t`2i2YBPb{8A-!8yvmm4lAti?YOMlYI%hydvw8bJl zH(WODlsvQQ0Avu_Ie*e~gk$s_kC1#?_Q|Qu(!(}Mr!MWQpaE0l>}x%GXm8YlOtTz| zJ?5LYsN2R#USwfVC+9o;Xw~WA?6sb*>Z+Vf{!|8nFy=CJ4|DIz+D=_VMfxsTRGaLi zAC22{*hH>-Y1wLZgZQ_i*2S$sF0{<;%XuN4L{&v+et@T1TtBoEewG}6Dme=pE&J6= zDVgtEs-}!3BB+8wVsq=$%QoIdj=E10N~kIs(Afvv356|yo>HHeVgi7H{bvbK-I1U% z^_T8@aG3W+W!l~K>J^j`e66gOZ(`>YcPXx!w#iXep>uTbI*!Fjvv9o;$Db}Of3cN#V?px;dY za3X0z6CBW#|s#?g!^}Frjs%E01 z##q* zY!^09rB9{7B)1*#WW30%yn(#MUHK-SB&VAx-rHXzV%ARfnmr_p8gufu^uK(upKUYa zsO75_bU9pJ5$Qaav$Gs-Ki71W%q8=P)rk`=If3mm1uq0=VF_Lq!;MUJ%AAcS1--7x zHWj>SdwG}buhk0geP9&#d1ftDqibz%=n3DaVrb-F?t5J*mjv3Fw~f|%dw?q z%av1C2M%AciBzhsRh6XDo_^g9eTY9J^>B!TY(d6Vv>-dIC*Kuq|CS(MQ%;$53?BIM zQK?h?Eu@rdn!dBB{zv4=!YWK^fI&$_=?95@VkN8ivTUJYOukR+Nje69p501Sos{?- zM!&Y@QUOPZX%Bs;>(5gI#3vL#QjN5LBVY|Nb`$EA%sUyK@&rF)hd-92TRo_gMX*ID z3b%}N)>pt^j$B+gk~17C1IqgOV^Dgu9%Iepv=do$gUsIsHW(8!{kzaP8;(gfhcZIt zItK)cRVALF-`%t)B`KSvRsf3YXGo@yNBT*NYSVYwcMSd^$QiNin_m1(_m0!X_h-e; z?abb%mk`+Aiky96n-`{b1;Tic-J{KT1J3xa0Z1Q~>@i3A>ihLeXC}X_-8J+Rt-fCR zD&M!k=Vh5sp1j=lS*$#qp;w~qb?a-II=Y;VP(T|4CU@n0TSqL>)A~FmpXl*g@gdE? zI^U`)e9-Kl>H~ff6Al$zHc?^$zK1K@!u7kX5JW;2nMa4V`co&bjdA2RgEqE>#&@<{ zj{Of$nDw6c9eOYI9fh~sB|nXC z6jES>>??(e_LN01>I@}+$8pm;klWA5`0oVpgdYn3T0NL~uMOxGB}&odeaK$Z-u-#^~#lH;K8!Sm$yYZ}9&P4fw zAjGMv9&c`WDym{ZKv}NZmn#J5Exm@OnkqHt@$%a&sK+(FM_jXAE?RwW^#u9N4ihHp z18&wxfZ@Zg)NCKCkp?ho6)?^I_j3nU591vqj^j zBF;>8#;3xF>FoTsAO)$_0hlw6in~+QtKy(_3>vw{D~)WvULEG;bYWq4zzpNyGiot% z+$FN)q0mx)&vug3*87wvVXwkg1niPCz$e|Ta=FF!>%&#Fz_L!54H_c#-%(%t!i<+3Ye+QE8lDi)t%T2<#iGO<_JdNOvzmvR4zWPg9tD@{$tF2889M28O@ zj+k`(e3$?coW?1pnL*WeGWYG>kFR{ zpz^Zw;BBD|5mJ%Q`FQ!7XrIOCZo-2QwqP)`t(h!J@K*u>0ERC{^pUx|7>}p<{WFqJ zA50>KalZp@AFgwj_FO*c62aM5{}~KHMyah+S42iC18*#1@@b;4boH{ZWM;`Z{{nRW zTs|djESXEGeShTZ*J*Ujd=~(n#NX;l76YBJ!uQTD65!Q~D`iQ$_2fv2?~ZzHIVYA^ zzw|^vB#iW5dY;9S2C3K-(i9)uixx0-o&pOaZhWs5!U5uAf>{gkk5khOqkIL~%v~+Z zSB(PQ^oI;R$gz~EBIn3?0opZ@JmfR~fgtmq!+!pO;*tVGcfgC5r-F0GzyH8z&=sxz z!&>`GyS`UY_l^G>uG;(5X7@XtKfiv#Y~EfbdBwat@U@4GM2?gH7p?e32n%YSr)3{6 zrM`UmQdd(mm2p6?JNcdJTr%|1R;ee&fmD*NUFu%}aYM|yvPgv(@sVt>dR|#s43yHX zK#rZvQOIbF91EJ^2h+O%2JP(e9FubR#{3YImI>=0*Wswf&&vG!W8`dlbwmOl&F^5J zZ(e$(R60l%``C$k`{3xn@dh-~{uPD#AIyo~E?XK~<4pvUB%r;q-^0^B|8Vi=_;m3}oq&><0@w^JH~Dw5g*?b#nP zL0iBNQUAgG1^@jPE-(GLDJ&_P0g>C$K?#Q89BMINQNE|4sLg{T{2^eur!94-Sp7~l z%d*uYJm+06;`c<8av){n!v8m%8kD)qg6gb~KG?JO?c{yl_M16?q<=5G@HfIZaIQbt zV+~(I$8v$@SiV2eyZ@#_z=DP`)-~1%#5zHp?EW8I47EP0;FgLT37>-~Uh5leSUybhO8APy!QJhW)Q)0KN~3-`b($Bmg814n?;8 zn|{Ux@czEv-6r+*l7Pqm`x;Ox-PrzvEQ2J4r>%kd*Z{<}RoC?m9}e9ON;e`UlF|r>v~-7bcjrMAq(Kmnl)V@wbz{UH*?JeN~A0;H~&KVH)V)Kq0g%SzN|xUb8|Ca{agCB znkAOiyyyzh_kOpC3K<9^q@!4^=;apUcjK!d3VN(1lhT+%YhcBH%grH+G>| z{6~#qvd;Z*oadOOC*{2;?_zzxudQdl7gtyYe#=;S+C5vT*ii7#?l(|-pr!duxx#I|?Y!V@<*E+4 zz?#8R-{dmGe{Mo)lZEEO`J9c*bF6JJ{!yG(YVT@QxEJxzUWfPp%40xDAId^Y%S$zo z*K&!i#gQcU3$3VsF)SNS&E>V)=@i>IunjIW6m4Gz`fVcxD5j12b1z6Q*=7Q z6Q{KQ_xc*YOkjQou2WUUd6h&Mo{74F)pT$!6A8~qfAa^(Zv=2(j1P=?bic|3>u8*au_v{N@DXbF=+i2vB6m-l<3W|E11IAE0BqFV?HShyq-dJb0Ht zn|V8fTcGB~2w*k2wNb;pKjqH?K=zz5kB%E_B#5D$RN(J_0Mo<+&S*@UK>uamzmlN% z0_dM;_tW@4t>{QiKwITirm*<}6=3nvLzI78L!ba?4i@;OOOhP`X$3}-HVMo8xefh^ z1Tb>d?3?saKHyy`EdRYph!l%3yxosogF_k^J0`qMSid6%psYo3Jh}Q$^C{_xFleVu z#eOgexNpTHnZMeVf7O2QeqDegp#LzM%YnClUP9*hX9bv|G~nROc#zG>vJ-JBn#Awh zP93tM&tP5jg>V*+{;*g%UrkPEUUI%=G!pXLJ>T|C)cXlL?G<+Kb2LBtP3ka_016Y@u2)U-&_HMXqmxik+sl#c%u&W z+Wsi=ZR+r{+8D~P&xe%y8+h-u45wwr`;qw@?zr7Y9Dh;mqqhEdvCfsxDN*w9nRZrI zmiV2%a8KAax7qpLti{ix7@SjJr_|pIeP#e6#?{lVfB4gb=meaHK&^x;wXI!4q5=;# z>2<;eu3BC4u_D|m=es@D5yM@no^#O;?H$#(q6^KYw>qQ+_|3jPeV1_v*1-d0AwZ9} z8oN-BFkR+KvRw0f9*M_?U-Ik6Wsfs>TZo-!bZ@{@lbXb- zHgQSrdo`%7^B=xpfZdxvnX|^+3~{+1VIN0mUhmGa9TRd6G?|<3_Hjs@8yE18&DS9j zJvUe{H%h7#s^VzlANVOsjyCf6%ywa%%Jc_Ho-8Bh$D`U$oO)@Wr8PH0xoABTa{e%9 zUS~pQCLNum_lZYOw`@GjkKnR$awG(j@q1zmOydfiWR^QLYj%2aQ@P0i?+{z7mkcnE zAJdXj0!1Z2Mds|M;D`HqXF;OpvvH*2`;qlk`q! zwcMuc$<@lDhI4hB_L~FI}PmRPPiF9+S)-$qgJL`0?AR_B&8>?CUB1i0)>fehP3X1>x zHvb<_BV7(htI3|z+1`YN!6Kq?tbT~%-TF8&5=+YK)HP}=BI0)kD1q4q_k@=pB0HM# zg0?$xK)%P@JOUSiFQ!CvCQnq+bCtw-4+`#Xn$~6kOs?7zHyt(PrCF3_4TkhA%_!sZOt~Oc`I_|$rq+K%3AvqR0 zS*ZZW{FNkTX(2Y3B(>IWe36`0R)w#MV!*T5yhk5o@5yuw2pbpJ1-e$jdN6CItrvTU z=;2-Z&I*FUvmXkj7=Tt7-k(aqJUpPYrp^ExY{WVsGH`1y%=m|jknu}Tr#jvD&Jgsn zE#|%7MG5m=R(U9LA~3rgD$!mnIsEcs-#dBi=@dJk7jT-+v_oela1fKW`zDEB48gNs z{%Gb2-;u*_h6Jj}7~k~6F0h}p$RJOiqb1g*Qrj`n>GEaKale0 zR}1nE<<6YKR|gWEjWx7-$1T={N9)$BUAy8-ZK^2e$*q3%iFps0AOqI^mUr^3^KPN5 zIW1^h%zF8ndO6xNO0H+NSyL&)XEXQ_&3TiR=UcHS5hpX#1)r5DjJX8$s&AJ~k{xTV z-OH0tJNvml&I;;b&hf|!W&c_FbDv*ra}zi>xrZ9s?0rbtC$pbR>|wIiDA=LXh^-7t zROw86d6+I#;nd>RcslvYx}W{*9gP~)su6ZVXY*?6RnN3)em1V=y(~AzW-e}Mu;Vy( zM|lOyPO9iw#(SUyNKMVxWIIDGd$Z5D`DwGT;^-A`&UIhiZUU3Brrc|$8|%C|FPm6` zn}fiDr@Y6xv2`AHdbdSc*Tu_kwpY1FQK|UzC->8y0BxG7Q?5xe#^;_zXjVOXXuFCw zG%JcQ_k+YhcEwk_eEvABezSwF{6w>cI!{MJ_+bZ_rR9qh-VsgDo15gm7t?*5c0zDu ze54l*m$#60sfvKSYfQO0v|rv{EnFzp#aR>V$zJG}x{I=KkJH_}_5kRsi|OT~;_j}l z!BEV#n5Q?KnGX?Iz2AYL|Dn^co|wYe)xggKIMn<#&_yR(O|vo*+xo7~IuyaW80$uO zmhsdDcUkbQ^s3EwU38mE$hwo6q&;m>I-2 zHryAdlJ`g3rpvXPj}g@8C`Qs1k4XeL%)j>MY63+G4~0Ve_e!_Aml`N&X1)p8TKh>Q zNxgu2C`xn=p8ssubp8!BrSHwn`@4b7L&jOZ+-;?k#JT!o%0`0cm6gEZN`i8G8A0-{ zZ~jv&-`NO?JbLhyZ1B_ypvmL}{im~BpXT3mFNuX1(fDqrFVXP=g?M|)GgmyF(WnpRE z!)Q>T`)+r3+4>s^{oeW-H}~D!pkD@=umkENdfZu$Vdg5z(#LnI#oFTRLLPcRotEMj zA^l%|R;US=WyMAwhG-rKFS#v8hc`VV3yN3)k>*fjD)~GZlIQ@-_lTv|~N# zQ<(vKO-*GzHKF^8;?pFpMw_AJI@7h{hgzVeziNSQW-jFm<|nKeZXfB~`ieTAZdS%9 zlqwHsbIM8kKb5;Z*H}D*_qgidu2AgUtl}n93~cq9XZ?Xam^SvZrz7wB{_$uTv-A42 zYo1QFa{PTklecMtPj8*tcokO%N5p7xwxf;jYgZS3smD)8)-G8$z7wi3&ZFfv4l~|j zk2i6LRe{}N!_Vpq#*VzE@tdA%!7I&YUHqYk{HE^*FE?-x^_5l zmsYy}tqVBmR;BZm-Bmj^?8yuYL-}%J!t*vAm|fIZ*l?0Fl6HQ>_LA<~9^Ol6Mv#EW zim4*I^r*>#g;*KEm80LQ6L-;hB1|;_sogr)pYv1Iish|EFkTnkHs|qvoyhdhK~*Ff zJ1~a`Y2$Zms1WWz!SG4^LYuAZFXvT94hW>y*2))}*A^?$tY>mdxv&dBEpDp{D3KlM z#keOxPSfiWHG2uy`g7o*se@D}uV3~##Uy+ogXdpVi zzaLjtGB=qPv2;=+UwuRk2U1men!S zRvJT3rBwZy3q`W@qI)^|?tPQ%2VSf@COhh^v#&eyl?*H|vYpiSJ0CX`J9cEOyEo6T zr&mDE)o;H)UGe^f|3^6B9yR?4B?OZyMQ?SGgAzQ|SX7BhkWMD-h(p%@P^GSy3*^A)8 z>=4uhT{R)UeY(qt0b|vBt8}B7neURL=(_je0BK>cw$7-ETeiNIMWzW2S4b+eMb77` zl%nFXE8Txq2M+{8>DL)rLlDvL1NRcF=WY$pB4`^)>6@x^hw1cU=|Ejg5{87azbjb* zB=M>P^)&>J35*BjN1+i0|M|I;fq*BfJw2PR9r;fM7{kh0y^lHPn-NT_I9M zg=}oECN-FcW9!0_iQJRb#JJBLjB4`%CjZ@vg%vhcT{JCxvpc*}e`1(Qb^Ly)*DbxG|M%eUkkv=+7s73 zqfx)vI8rzb_bcdZzx4I;%$)<1WwYMG-2TiJKZ2EZ#L}7xZUo1fp2{`l-N~BXw=Roq zuVhv*PiB8nBY~DwY|;hsj8GM3g6%YV6ag(QFE8+HvYjX01c(yffrVnHodnX1PHRw|+Wp@)@Km zK|0MD@N?7ZW--NaFwFy&?EaR6|1?z-$_x?TT9gp_FkHN+RCu*45P$RzNeL5>3XQmn zwUT;(Qmv(+WH#N zSA;J|7#js+vGIfK{Ojx;Kxc#VjxyWwjG33HTGU?rNEu#Z3D@{arhe1 zjI-k{_Lhlffvv0cb|#XGW)h~?UvLk@jLvc2z22O^iyqqMd!MW~7L96ecKPlZ-6g*{%J*q$9{R|rUkq%34 zD)B@Mm){s}Z~vk~`zn|&x&M0!hBr}!{`;JO(((r3u{)yfgV7y$xvN<*r@Njox0N^b zwyAh~6pF8f!lXQ(-D}@kN_yl`d@0efRd?EKs8}>Du5`5$`wci0NC4WOllJPM*k^u^54Ym8OJCFdx@W1(;z{6`;sL)ch|l+Sul?IPdJDd(t3O{^&DAWe z+rjtd<)ZEqgnS*rkzJTEEjEoxo98BQ|_XNV;smX-{Z|8F9=!El2S}q$r|AUYJ z0X%p+YF^l%aHVzq*2+%bP!_s#*lxB=6`Y}y@kfI%Udy*vt>C{3;|=frxT{0~sC_Vp z?#tgi63GC_-xn%o^1%P?Eg;|;>|{SPFptkO;Qkjmon(@KP7=7FZ~<=ejXG?E65ftR z+e!vZvp^*b)4TjP)khOK0KChw`#DvAGMIaQe~T=seb z8AgiJ`Md2F33(52k4psne`OU81F$Yk<7W0t)MvU*SJ8OZd5yUL!f#V$mZ9Q*& z&vsS4N`2U=-#N2cRx^Ibl-mrd*1OATjRmU{>)vr^g8J_TR#5(u1qj?x$ip1Z3)-tw z7xjSMeRK-S%6L3qO81Qj#jR73QDRiSeC=f;!iAYr3Nx>+Red1D6AFO2;48i?O8;mA zanU-i=eD^v1mzLVz3V90%K#5s`a-`l#Jm4IFFjqoR$yzFsZGY!Nj0STT?+tq>-9}( ziL2y0RsF8YfIU%CgQtWc#F}O4j{TSA`(OeKTL2uYv`jFrf(NyaG7_R0yg)LN0aXhT zXO!&tS1Gnlmu^KU9q!PB!s|(J5uFYzrYa6z@ta1yn694CCYH|zo|4`y^Rn|GnMRQL36^$p+7hkgTzHunB55xCnNM}GKQGJ}m zHBmQL`|9RAqKZzMgc^Rw9=h#fWMY?T`UWnCEza8?K8mtY?#ba`iAzV%N%qQu8y@sU z4a4Ra#WVO)^*Hwk*Xggp9b?vUWU7-Jm6^8ido^|Rcii>hYN6C1lrGv0ZWG>s)FF&} zt>^F=`?sbxNDH)jMV$=;_n*TA%s31&co**N)|zIC`#fsj{6jjs-~sNKoc-X0tp6=v zI|SSxU)a4D>i|IIBfrpDCBNt0%oxnrs|4;o8g%$2K9f&3=^?pTmi}zxQJqs@+1}+i z9lt8A)t4g#gW-d{gfKfe4G7!C6J|Y^T`#fKH@Xb&uV_8#I7%p27NgqM#)2FjIL0(@ z-9MOh`Eb7hAtHNj+T(c685T)UAWBYUd_&gJua-R_pvh&Yf*6AZ4CT`o{4$s5Uv~%F z+{|mFpE*i{iJ!a7Tj;mmeu}Bfu6a?+iNyk8{!YErpX5V@qR&>sIJM|V0x81Og=p!@ zm{5!fk_5Rw$1jag&_!9OdUP;td5~;s^F8VO#OB#)6McWtuwi#p4%JX4dDR@PP_zeo zc(Y1B@&aK*YoR3uvf_IP$o4jMZ-F;ECP7LMEG*l8$S_$5bh*F5`_bIwiJ7sh((ze6_+ zDL??;n4$3iFpsy@Bs(%5uU`@&G!~D8mO1pvRPp`~Dr4_=Y)`00s?%Q9kT$Yler+XCDdQ~FpoKH?tr4jH&<+xNETRWv_z z4zp}`wDF)GpT-C#E$u6C*^<=-;7hgN(T&~#L&RrNq%)_$HE_hAGCab3{G_5bMvEt( zKJJNBnB`jND+w3n&f&7;fUz3b^g+Wcw0^oa;~9IlkQeT;5f!u1`3)tTE* z9H*T-ftbAu5OI~;2Xo0ln~OQY`_}1uNtKxH^|`Zy6rM~DeI0tt);4lj=}thGz{pxO zy-q2pH~$e~3+>f&Z6iJp?Qlwk<60Rro-KXr0-v4DR8GT+Fo9E}LQ4={0%a1XDfO5) zW+g|8n#Q%|GvEec!P~u0q?-m$G~5RZ`4WHDbI-A!p}(*_x~;Y~J>maKKwda+HS#0u z*sw?MhFu|$@QELT5j&%w=iOR(uNY{2Y|H>iLe^OI@b~Wdm?!a168=*=07eKCj25Wc zVicvlz1?gmQ_?EWUtDi*pu&8(;zcOQiy`y+1KS?^c~SXv4SUDk?c*%K8fx0XTbBga zN>HrBm-3+>ioiJQS{K?#KFNbgQl_6!svg^+(ExdF6L@aJhB*E3?G$O6YLX+rzs@UQ zDJsm~p`#afuo(lLjW&E96?55YyHa%5@-!G%KP!u?mYpH}F@LS(EDc{;;^LGp#A+(v z_f}0u&lr6Hdevq?^R3z6ud_&V4Cd1`u04ypq=?ska_aV%#nRa1EV24QqA`){EEP{a zzJU@b-e42acRz+i^zX(fT2UsGQRer2om$i5*l$h5QmF$0*3g(zq$XsiHkqU=#?U|*X_!Sp8)rGpLe**DttFpexl z{`A%vBj%6xnoCGX6++M*5%hbb4|_#V492YF8ikS*emqCE%B*axqvzs$eHZMGC>9_Q z3ElFJ3w@iqUSE}-O5Z{V@s=;VBk4SK8J*(VGHaEAX*7eaI~Bq(fw$1>v+_;0uD`4L zITlQTQ7`ymx3?B=P~#(L&u#U#=Dsjo_;fnn{d<_Yl_URK4wEn;e8dIE29CE#*-bXS z3gJQWXrco+3&(`EZIShJa()drILj%I?fETKYgS8U$7ucT)%~;-!&AnSZIGWog}Cm| zh3Va%v!UqE-oEAgheD$8YoMoqJD?8K{skoItfgb8b@kL{kuqu%Q7w zfmn5k4eOIqL3^1haj!s_!lr=Rduq_CmR_P^61IDXShL5lFO8iI!l)JG6<$U`(Wg*@ zv#Ysr-pduEvD2h2WlqGD@rASV_7(t&Q-S^=5tc?7<=SO@89VkSlw?20ut0PdQqx8ljZ7>yz9&HD%)TzG{q0q|j|{oxMy5hK@og zSUuD*+e?rvYa)2uAgVci{HvqFJ0I?TG4XjtWtKV^d`uf8?R<}U+Mnxtx!RI=^~dS& zG*G{6tG7GQ*TA+LM}VSIKFT%^O+ z^a0K+*;U4lVF?iYW|sYA?qiX6{ZfdKra1&v807ir2b@>rn-j4_9|YHmV^gZPWqcM> zt{k`XkIkdL4aN+P(O1Kj($w*979za1&HBnkNFonc%BPqBz5r7bjTc7Oou0zlX-_J$ zxBO(?VRAoRQ|nyhp-xwBBP zuG${Gi0-4I>7L-v3o>(6aGa79vdQtc3Cxl!T6pGnjU(qQ(K)Sj_}U0%A#2ry=+cJR zE1myTw2d(uDdy{ZJm8{A@rmArH=U<$5<;oK>aX>&;cs@U=M9$Dd+daJ#(2tgTwj5Y zKYsc%sQK#xj|2w$vfgOh!>h>?(T0Bkt-|bQ%g4L0^1BkqE0{t-UOcG9D=QH&4F!Fq z9(W>rW5>T}Pq{zVYWw)JG|m-#sY)}KeX`6{77L{B^{}AXww!Yz7BpaD#ueX0#+%^s z3wX+C!p7JE#jN>&({g2MGaVh?>ZaOs!0P9uYk?B+izhlx+TaNp1?%uQ;7jHwh4L2& zuSz_pv$(-LZp~mNvvsIHdluec0yeZto7gU%?@E;b#tW3M<-7OEh%R0k&hBfQY;gL? zE8^`SD9J>rj2tC8nCEWudbN<*H_@=QLF?JtPjq2P2`9dE(u8`%dlyDQ_2$Ws3Cbb9 zpFwgb_Cf)MJbQtcU@>JFFVswIXiCBu9uyCHI4^!jhWUsCo}KlItg0y~S47*X!@YG| zTvTajOus)AndbspHeo^ySE>aLdA*R+A$V9D|kXZfT66eCbpt4GV&#pCV56xK|Orwk53&( zbroyQKN!AVLlY}pqZ#O7w-Cu2`&A6psUX)ieA6b~dTiSihjBk0Ev0uTiqq!nx30)& zCaPPX^5IOC)6WTU(_Ea-z|zHcoxS)HSV@j;0rKqdclH*JDKc%22bExyulV?FdzqY&Tp^(1K~s2}K|2Xq!A|9p&-g1*FGQ1*yGRn2%jyty^sL3w1IrNPTX5AOOn)IWE@O>y5ea#FmuT|1`#77Q) z@O`yrH9SP&sDaiOo{Re38Ba_NHZP~!GB&j1k(v|i4eN6;8JOEos^|+o6I+7IGBC*> z5;Fz^nf?q6L~HWyg4HRUrS+pQG{s;;QeX0h_+C){!JK&yiL*S@zu|6G{72>z(coc12cfr1D7XGMI|Eg@q zV)Xo{#0ox;cj5B$!hSt=WF76@7}T?eA%7 zN;_IouSCiXq*D0aY1XB#`8G>{ee{Ny-_gC_L9jA8 zX!u^GlEAdkFr{z10Rv=IOAe;cq>TWWf&<_m@jtGW7N&JmnK#upe)_%ON)T3Q1&iiQ zDG+d=wkisz2_Mu6NOai|!mievBhBJG@(VdsFyhMJ~r678CTZk|0(5}d^96H zXnP~0OrjP%1#zFyA>=Ok9?&Ua*xS&@5Yd5}f!!4kA{fRQQafXxikVFK_cR^iAk6P> zg_cv;0K9$j7v{bJ9UJ|T1YDu@n}dC}!?VyQ#EjO36Ny@|74);5Zplq~>6kRHFK1<; zAKGm5%SI}KjhgVf!F@Dq4V$g&hDww#qLd;A%evz-hLtq*jmLv^dTfbRo=y>7Vjt=) zj_hN1*UmGgMNE~~Q?xJON3SD9j6RwLt5>i*efmik?_~Wgb*4j@M@L@ugzLQb zA#hG*)*MX9L#797L7*M>H<2FR|91eG$Ms+K@+)ZwfU2keoxJ~VMgnZX{u{s_#=UU^ zri*GTUrY7xCkj72@yG8c{+DrObdc@sZPW-lwf~_SC@W2t-;2T&W=sB-a6rCc|4!i# z5)>KWiP)yQ)DMB58L9q>Z)SyX!1k=rtZUznK7X*fYz$bv?;|s?>`x%>2oJ0O`-2hz zz+7o$)0vRx`5xz;&J7;o@Gu4<%UTOY^&_z|a1Y(aZmbxlse2 zzR&j7R;lR#*~iqEplO_%gTepFqhXN9vZd5)*~D~>a+41EYNYUJL;y1Ae!~U;8fbrj z#vi}&$owi$^{a32m#VX~5$-Q);A~YmJF8|*EI54rG2@3xzd@?7)`&3du{em98#SA2 zsHJ>2Oz8&*1bx8o^;m&Bn|0OmIvrJO6aAg7_(ffJNeXJPy4WSk<@JNXw8m#$s#idj zPvu$JAg0!5$iw*2GWY@;W)jc*2Xz=^?%tswcMf25Fr^%9PN ze1uD>%tqoSX+~$(s^Un8gaAzByL164MFz$HC`J(cvw^>xi^7Z8uj@es*wD(#$^a1A z`IJw**DIYxg_VDD(8K*->hF|g$Dg#aqQhuwYwwJJ!(j;kLR0-O#12JX(5ZJ>y!vd6 z2mRn0Q1fpg1A$+H=6_bB6lqohS&J41AdCfe!jJ^Rzl1P+MKz+XMf*!C%`)Mh10lTI zdE2H-I%QDvl|8nq6-!Ii>|v&;W#;vlik&LvZF_@GkED^jl-K{_rspzH0_gQld4vL@ zy4db>c&9ZkKQNDD;R_sOJR%^A^m1CEIPfpIA|mul!h*iM6TD8P3k&fIQ1d)n^knd3 z?@em`C*A>>ih+l8#s4+&CM<`vz^BUbcEvVfApIj;(_LGmIoXHVe`IAq$TfiSFg@r0 zulb|j)LMBDBJgEsk-tKg5zJt@^|yojYi$6BlmaI3VIr8Y|I2Lf2>b?`Z+MU10VV}? z&paxSY;)b`as1nT{BCF-;)&kUIUoYYkb)FPl9(q2OJBPLUsH%c&hg}7{}%8PF2=$F zUqEh~h|K|)BFb*n)evRjW=^O-<*$W&O>zH_8gm_Z0x9oF&4?Bj1gb9j*Jqb!{z?vh zEqzddV?G^CL?{arQDvfkn-2^Q(yss~>`Ry=oja0bxTA;sr{F%>y4+v#{y`kbJ(ixa zpN+l&b%w`~{?i|Vx5G#UC`>X(A{PedkOT}5x5dhl_-lCBN8oSNQ#;DBQZPv!}r|qJ~{6fGmYSacwHTe=Gn|ZDQpvEa;4p4H9bDIiX5ANj?zK_0A?MhY7vZ zz^=m&tUf(Y-8ykD0X9L5H~J&8)Zq`Pko%=!&IXj94U-D6?^dy1k+LM83QAqgzOSVY z@9zBy8tbn?<7O`Eh!Q1(Cf`oOgu!K>)%OR>vMp*Ro91zjaE!@Fns`H>R@zoCfgdwqbgN?s2-za9e)@>>^x*hL* zu2*Vhh@ZbL*LKmY`n6hh;3x6qx$siAwnuDcKMyam?k|(X11`ne1cs&A4a>)V?=t>{ zB}M|5b-rs_!DymwL%5&NJp;yzlQ#_wM@3!ZA%G|;wGd2;11at_BMF+p4S=N!s%}tZ z^k&G73+Ugzv3aE5cWLA>_l1PftN95;WnE+anrX+B4z83Fq0n=ZpRp@Bjt}&xtnAuF z06DAt^NXQuk?rocFf(7BSG(pWhSlpfuP1y*uQxbrxT?Oa;->zPZjNv~AIF7WRuoTg zvA2>cfO0_Ew9c;H8WGrxz2Uyjn%HvYq+G8_b$zmt$wUNRrH;bQCI(g(bzW6MN4oLo zl9y=hkrt*1_n}a8OUN?gGvAw_H#~cIrWQI?#%wl3oQRg^v5STF!_Q9KM$O3I?v->J z_^3Qam}7_a=i|0=+bwV{foAH-bxNJI)O40e%*TqTacP5W^*Awo6YjzJ@(quxF}m20 zgLl;h)_r>Qbi}oDl97R=#z%A>TBG@ess8C%_DjV4q5s_rTg)6w8+gSu#pfCS}qjct-dcw9C338 zSD*&dc-@tfTm_X&k+)z?ZU`SOkQ3e)^w_pEE67(Vf%TS)Y>xb9!Ruqsx57$q38!3YH*u2@U=x<3o`i)?gLxx~!td;qU#n`&r-5&eVs4&-QEMi{ z(Sr^3+kU<_x_9p@?xJSq%Gg?x(z^7C5UeDpcjUih#(OB~9N`*a! z`?^reXfA4RPx9*}$5K(0g^!62YeC{QP#n-`s&^Qr@4WfxAc3pS9Lkv<_HtAM5b*fbswikEFF zbP3!5r*t|R1}yo7(eiAMO+NCF=~nt#|12Nt`dkLBX%k-AwGj?eom>-l87lZ0CgcL{GIs8>1KJ)TNn~7{8Swnl6ze%y&FF5 zE9kZGx})8Bvj5ih?*0uIg-t)a{;oA~8g)=qUa^6qLQ-ecARE z4JPcc z-=f~Q_b;0PL1u>yZe6_~zuST5Q_MHh#~Y*9Jgb}{=m4<1BJBA90E@m6Jbip0ClnTDEh7zq8UkYAT$Pw^M z$5p*-R&I|KGa+~n8jGyxrp6i(&e*TWf?zzJ#(H;wS8yiuXm-4lSj93UGCAz4V_qw_ z3k(UAejmQnNawk`mGmMhn}o{tjxl9L8YsLb#IXPA%jz{qWV2d>_PbbSYvOuhPDIY{ zsd7&`Buae!_^RX6$FQM%TXvVIvK111$B0mPV{u_w(iFF1^asoA11(AJs4rd3#Z0uy2C z=Sf*Oawa#zh)Q|6&7yLbWG)d?>dl7B7j@~MqBABML(pb1#ho0n$aP=}oja0VTUyTD zbuC3!UZ;}OVMEKD;dLxi=(q2Jj_;&2<7yLFbmqbignM_h@t_K4IjGMvB(OE#V(KO! z_S&zMj7rYR?EtWsP?zpRTo0<+_OBbBNvN=zT$zHz8uMI*hOk+5A)6VxJ8MxmH!aYi zS)VcOr8Fa`a0*N23_mltd3I9y?vTWOZA*^9V3(*+cGf(8_oK0!;&H;P&->cAi1r&+ z+!nXpTk1pQ;d1*;C=UNIqe6ii;FE`A#Yi63JuOV)B#mf1qU74og@;2FeOABiA~h7w z#ri#}Gc`n7B4+uuLiR{F1eJe&ucF+;^Q}|mE-C*xl%&^tnOb=qWTp|&w2smG@i_ct z5aaX4vvPd56U^g6q8#BLB8_%;9~U>~TVo()w?{IZPaIf6Ng=x>eJ!(&YWl6Q7LQa2 zn0)q}3afx(qD~R%XN%by>W#8VdF*U^{ggaYPmc3VwCis$&~93Z79_@(zeF{DdR>y_ zBuLjdM&`et9N?EcqetH#f8Xx^9#jl%3~Ubm;W(~;Y;!-ea`Ud=^R%x0Vz^ZmUDwEl zb>^BWIg$3Iy#qYiMYF5jdMM$WTH+@x+aKmbo5@UhdPh7L`Q_yRgI9L_ZA-|sg4YFY zyxrk?&3+Z_MCkJ*P7j=bvu_p`W6Ez=TZa!P%FfZ7MAj!JIZca$r+SA>gZIrg#L~vB zJ3T{87Z-EpTRf-R9KSwFzDE1r6_t~gp+xtUK&7PjduT1I{;ug#1!2a@fg#()5G7Af z-9Q6%Ad-)#cM9I@-IRi*T`?y9VQ4t=~4*xE=zPa%c3^T+1Og+*CFSX^$W8O%jC(gSHd zFE5t{#a(5XC{3gT(uHk8nU}3YHK2qtK>!Uv<0GA>LvQJmkn3C`+kPY1?9UL`p8BFT z1BlPte0#zwTNs>Bv63yFOFJ$mYXht8w|UH~-$YMZWl?x=iyAS-c^wdyttMc~?#xzN zUV$fPG5^H$`v z$0gRjK;|b(Xe94o0lr1{ld;$ER>;Y$1PviRhPVZT_|WHhRZg;6{9~5HWL0&?)si@q zHec3o%YAO#Z2Dk| zy9~5ATsMz2Q0~iP664;0Bqrkww+;u>sDj6frwf|Yfwa61>%^><2vE14S<5-j5EV`U z;Sy>@#?*?k@7Gi2qZ$#0F;WQ%ZdW}nzhsu z-Q?y9gUQh%j_$0bd@UjsICf(_ZHVwOddx!TA*O!YVLJorg0KsSONfm?ZQ%B`hmsWh zK~3TtkLG#;MhIE!!9m;b;43=FZRoCYlTZW3Kq%jL?qcQ$kGCVyRn~%G0=F@wJxW^!&(d9k11^~==0ARLbEK&4}PF7SiE$zZ4 z>fw6LN!uNvvp?&Oot0x{L)J&{z}ozdCIiT)#)T)NKiXs_|iafk4af+{9egZT!VQiTSJNJ_cq!erQe>wMeu?r z2uzLdUMos~60sw5Y!lzFT6d;();TCQn2ICjh=R1JSj`3dgD~RC95%P2!>1S=i0L4* zk`@wDJ!|?>C&s29iGHZ0VUN0G<^pkeQdZhb!tKNb;F1sMI|N*}%-q#_Zn3)QcF_wsR#t zSsYk6+D8gDK-Y|mPxx~80{h3Vp3;U_A(CA(*CKd=QCh&1V*yP<4u;f$_5Gm&@&d(L z3L!RCim2%=r6XV{ifp5V0c0ZhS<^fvT?YDC%Q%of%1sR!Al7At?9SE`dY+B^k=GR# z*AW}Vow?Gzp$*x1h&|7H9itcPX&`72863t@J-#O?C&VPRxZ6GN8Q}O%JqE|Z*N8;# z-N~0YaHkbPJnsOQyzx85`Hhbb2huZbQAI$AS+(d>)l3-1Cs*2y_3X1pIiXIj6!C zF%Ug&;jIJmUV|5b>M~NO+X`3GPp+SIpYaCE8ll9)hat#}pp%x|&XUd_w8GY>66*E( z7<1b$xCrE|9TiFov0wKOrk~~OdE#XdB*w|L+wSZ6TS!by9*0D_@VqCjYJ?!i4YY0X zem#aH+6^yc3}(Aik(S7S&IOtX=We#1%?P+-O*PsR2FQ7kj>^inU3|dbV1AJ)8S2W~ zkvrcjl7;`+Oq%sr#-gL;nwyiKx!%QWI87pi7TuW~fa7UnCt*F^ z_#yRtbhy9sJt52qSwL+wA3Ck9rGm~SL5jN@b$G)m&OEQ-6so61dhvGrxA<#&bqLP*koTq-EU`S z8-Ij5-VAvn?UA_B@m9fER5N{_H8go^?0j@<*gNHODLS&-SPk~pIaf1K*@~ISoeWpY z4r`k&QK5dqTy;DnhI|!XgPtK*y_Ys_^7gK(oGsti6Y3KrT=8wcd`iC5YH0tNp))5% zm};2h|6%PfqpIB3?{RpsXb_cd>5>*fLP7y40qO4U?(XhxB$e*&k}m0%?q<>OzuEho zy*>N<&UZX7o-rJb^+NA;uTNgryyl!22>KJsB2y2c8PqerBZ9p*@{dyq!Qvw1#V5B= zzzo$By4qPTqM_4Ff!MabM;9#}u}bqb<{o27ja>1|z&RY-Fi)2m9mn8I{UVG|3#&jMkvv)qe zw*6qoN%Qla7&?z`Rqq~aAp^LeTHXGizD+24*kyZE{BAF>ic5p1|p3Mv;u1Z@s1g)rxlYt((W z$2a&1VVuVNQQM?ycFMTxY7Ll0zeHT@d45kB4AGNn$#9pASiYaXSe$NTGHkEO8B4C> zY?BjWKe2m2*5n#8LmY0fWAlF%^K9-jdJ|}X=c?;7)xInFSkRAWoeL_GK5=cB`p#;^ z_2GGWpc)y(KVgr6R!$@9U1Ol~qku%USw!XOLk44V(tiZMb~wo=(wf5L;H!rJmTyk+ zdt!#_J!(w|M$Ir4M_PV3XlfSORK+{RofX-nTakW#ZQW+1o6+4C%$ZOR>uRZ6%OTj> zHIWdmH5MnqsjnehY;m6k2E_w{d{X>iTC+OAs70ZZ}CkCXv)y+qDY3{aJj&Ww*(=uhD=jeZpG0hhsurE zZl;2-#co(N@I-t-kO9LjI#@)_N0v$Vo?Fs2?wyRz^v+Ei0ZCA2urCDaRDjB5>tKj_ z#YG>0%u_Yl`t*RDUPFPIz{ANA3%KNWllPde?lf>tFD*t|LyrjE1&V&=gTgTl)`y=e zEo-nql@ZG;6j?LDlQ}O_bZZx_-g&HPs-vn)rAvo6q%2mT)P9j2(Z@F~`jc)?ELiz7 z_uEyL&;2(h^Ed2{5P^L4B4yD0_n<{Gie1#k@%Q{d=Q00DJvFb}BHOupuhUbzPp=Ih zPpob#Hwnl+@1q%AdF)HIOr~|eIX!Pa{Yfy*A=Gk!h?Z;YRls3z=~%&n1>9egL6E5| zHh9^Q<@7`o!UiR<>+Om}Tyu$#B8oB5oh^cePCg z27(|$FW@JyFN8!3Vam*T(=ley^1hKNNu;*`BfG;w=5~{bpMU<1X_m z>)C2UTE;411RAe>C%DYoB8m1VnndbWwFID2mK*P%HA9SK`*s(QVD|KXjicUC~3)%SGKu2j<&gEgs$2QvLN_F z3J`q{Bt0$gMDmrN-quLhR@z+l=|HySR&0$U0Bn6bPm`3BbS*e(0lI9lj&Wp*Ko&K8V81fcH zMfyWdOLg>!GfY`&tu3Imi{K9xKIcuf~V;M}788hNXf9asTH7p(bdN?j6LPB(ldL%A$TXjqbFbxPb3d)%h zo^V3J@2qF=20h0gcwjIcbc8LVQAMGdp-=+v2`oIY6JL~=5_L{dV0zh8$xjpxyW)|0 zE=CRQg-uNL?PO+u0tt!C7IT`Qpts!s_sk|;jW94F3l4FS@{1axP^QgqS4t+$GU!`P z!%so|V>Lj%l`ZdiwGfoYwK~h%YmfUS7D>7e*xMvRHhZX|f)~3vc?Yh~4_jOUWI#^ppU%fa=oftD0 zRkm~L_t$L!b*AfDiQETvsjTY)P47*ZMb)YWq3mQ`_rWu88VVr?L`~rd8A_f)8n<16 z+TtZ2@JH0yU78Q<7Thk>9Q6W7VXK7Zs75|mFxtW%Tgs|LK}1;VI^D5n7(HXt{8jRw zb&fq?j4F>{fLMvN9%jlDRf0S*MuWCM-o_ij6CIH2b0JbL)VAokpIVG6y}GU!$ce`T zNs0&WU2JjlfqGqNwTFVr$e~0@0`>c8plXK;WjcKuhcXI++K;L}br0PNAj_nPs(Qc} z>fwRSb%R?$m_k3UD6J{?umi}ukiZhVpxF6ZcmYh4BS!paKJ%A#Rtwa0&Nnpg8`lL1 zrZ|r8A#mdH;JOc2c&^M($W8?`nqd`CP41o&dO2t=WdL*SpQAPG31ZvZig()kftSyr z`X!G}Kt^3=hF)K&iJ_yXB%g}ZLvq<)5Wg|YV}8TmayqHfmAB}AG7JkPxxnIp^Njg2 zzf#h>A5K`{er}v=TQI22inV7vxzfY=fhCW`b6|ifiKg+F$FFQC@XRn=WYX_4sm_xJ)GFd{dNQyIg+I3-=jOyG2ft zmhRZjo(dUMlM`l6mTbn>NCCW%Qhqq_A7hXTYqZ^P0VI{4;i~~(IYaSTwv~t96mQK`Nz*0r`lCLLXSTWS0h{VVDWUuM zVj1$~O768dbH1V)wBmV%mKt}S;!e(i`WYvfy-2>Wnh)@6xGMv{2<1T?5^PvBa?pY_ z7(2m~(ev*bOVwXJU*Oy$G!;U;S?0h`uyZ)_Qw9Z0YT8}u<`W#gcf@gKObWW52kON6 zuSZps-Ie3O%7i3_(>VUZDbCZxwngsnHWrQ0XOCpIX^h671*T^YAnx9Am&;xvjPg!% zvnD5%3@1Yx4vfb=1PfJp&Q za|(8+^S7a#vl*c(s`>g`6NZ8=&sq%Lz}Xk{xY$_yxXR}djZSMHTMOc#Bn>WZM$l|> zIuusD@3JSDtwvdzcSCzsm(Tr*&=R{QP$-c{mb2SPsT9U$ zh3+qAY{dK7HPye}erA?9JLO_JeqllmUfLgUKWzI3<;wCY)%lxLqtls*O_|}PBvY2g zt$?_;L)yw*1k+<}p6aIvEl0;yqm~H>iT85Jky-v)i4!49Ni*_5s43Nwa;g1mGp->U z>sY&BuwuJnwcyfGarF(X(|A(loXFujF6Svnbz)&kctmZF);?)Y4im3h#xs|MREUs+ zm@%kv%UJz|WSC}zrM%!;9tMhVOi1y8W4CGmdpVoahh2 zx-5uNo^_*4-BydbUKEWv#H0Nz!Sy{yCjKfq0i=5Nq04;}v0)CH&|y{WN6TQz@eFYu1d}NT$GAm5nON;*Us_D2?I1cNs zO7e}0`geJzm^ATvZzc&TOmeiQeq}2s(A`&}%ymP`A*8RT8|@!mZ8uZ9`h)Hyinw?5 zVDnK{B%uf)+CJvI1!txUWZFP*0>XdiC!BpC9!J;s0x0gZ+!~*LPz)X+-eueyo}DF? zQh7%ltWeD`dD(-Le3@W;pscfT_86;dlMj;6LJx}_2{;N+qN+O1WnBz$(0F`?zO)EW zKUeK{Y+7;CwnVa5?oQ7ncbD6|7c=t5wr&=1Fq0nXfUV*bK{D*)sph!mTzIFP6Mr%J z@x0bf3?zsmKayM1%RuuXg>drQ#l$8iJy~cWI!T=#^CvZK_$T)c3d5fbc=HZ*(hb3} zL+=>c?H@T&?EAiJpnvRh``}%EsGc~cN1NmDIR&Ws1q7tng_tZShSO3O38!bg-F=HX zbg(l+uWLIK)Ldszu77)&%~mW{<|b4vRI`JiNhVkir;`t1+BZCBlOV5sY4AtogOrsG zBq!Tsn2ilp^EdLs0EixyuqsrLd6<>>sY;NH^E9K z4&05T)m>T+@O-l5B3Gi@b+IBj4Qo_g9$sO7c$=?67cxtWA$Bgk7cFRsr`{92|}R~8ik4fKQRlJ;`h6^`gsBKg*y zoFW$8^8OZ|0&*I$FHV{A+EPxiML7e`b!yc<_t@ki>j;1X00UjB^~g^Uq!QJwS6D3D z(=3*2Q@e#O%P6OcLD}j7{`Ip)=sS zU?mxdjeI^eIf}6cF}~Yl(@>mw^Ci%DjZ!Sfe%i60JpWca@ZIHx7HV5TLt$3Ndr$NA ze{%uWIrI9~wyRLx`i!Bt>}>2{;x=7n_r`-PQ3{q{PyOl@OR~MlZ>urRtFgBb4U}`0OdqME_%PDJ?-u>Zg*GiKYqgAYsYjc`l z=`;iA(iB(!Dq#!Z(qBNbg3Mhl5+Y@NRgUAjll0AfMSk!eke;MqXV>LT1#Z$Axll{s zx>CSha!sHe-+cTm=QG*Lq%sHfCv1uJh`#1}{$n!iWzoYW-RHy`@Y1|g$Z7@IamaG$ zr>%ql?Py_^yB|i|%O9SphYW?}X?JK$Wfs6ub8I7|GS`8H9!z{o(^#e2oeyQ-H(j}z z+5<)`y8b{ueZIC-| zGLJWy_7-`>tVp!VE{IIc{+l~|r9}hs$UVRa8yc`Y9|_P@O;BKV91q?GD<+&YDB-xS zp&_6ch-LfQTIK$l3=GD8zlPN|13`@+dSt<(uY|N1G0)lZU~Oq|!Wdjc3aI?3#-17j zcyA^Lel4l{^qcbcJn1PX2Jh={$V?rkDyBm}%AADgN2_oM8`J%fOY33WUR3BLv%;3~ogOLScr+?4&pSby zm@s102Yw)|z&)(4Z9FlQBccDeyAc1ry8w>S77NwLLatF{WnF`6iX@hl<@Q_D72FV_ zA`;&ffr1`hzIf;LhL7#=eHNF3oMshOjqRP*%PbWX9~fg1aCvHoU@eHIjqYWALderYbDA^qD*G7}JaSDas>Qf}d%6Af#mbbmlJiljMm6&XuJL)9jQJ}{ zKZ9UQDdp3jDNNJB$s;e2cGC2i*3QERmY(RK#0pO|SOiPlag0SZa+WS;cQ3n4U_0f4-} zr852}w;+1k2_uC(z+XC_Ap`72aJ+W0nRc?06paj`Ux=2c#$dS7ETz2iLVdC1&jK-7 z(cRZ>KbX{i{ta-3d7uH0k|vH+Jj8YOCl2v4u|x#SU(|9uRIet?HisfZ zZ?nb_yfJw__wQyZQ)@Tqm-_CS;lh72jDgn)O9YVt(dYI5n2Dzs{-OwTD*p$sJ^fxX zreiLQKxJq);HX<9ZP&(BKK1!;)N2qT1{?4``-hCbv%Omu8>{H2LV0mC04B_RkG{PD zW10(2&*f|wKo;ir4`9QdOPo&cE2iA~JU*OOE^))X8MYTzAh_|(kqJI8&g86*G&;te z_r;pCf);RpTWgtU3uztL(Y$791dJBSzwL=$x@s@i^~`H6A!(NDeFT@zsCEgjB#x8< zoP=^6?hT7U)mg&-c+KsX01NnQYzrGk+m6max=7|Iu*F>*W+KZLYjr-BnmMwgq_o=p zyexk#xEwRFG?P98)s(9` z)Bb^Dwmw3bzUj}Rv!BB;-HnmdK?WOneQEcs2^qj__2;b*WpdE};WS`XdLRUq`tC>2 zAN&5d-)Tqz`ev!D7Jglg6k(`)*6>;KDSdZcw}4_=63W(Y zzhL+M?{7D&k>MWB=e3XA@BESq=I$ntX$2rBiicojve`EU{lz`dfzdBf48CUQ2 zs->}MKlB}RWCeC(a&gmqwYwsRsTHAXXPQ%NZ?x||@7~tH>RMt<=-dK?EqkM#frB;r zY0|IvSE{Mxvo*J)<5b`nK6$u&wC}3JqbC=l|4>48t!fz(-GA9U)J}a!rZxW$Prvc)s`iNK6u*&VGXM4V&KqM+dALlc@CUh zSOH}>1FygDeZZv*fo5;~DeQ9DoM!XDe<`&*628m>MWpEf`=jb*#a5DLuC@Xs z`$DWO+JWJE1J(GjqAr{X8Lex|Grp*xLYfWV!x&kU-#;zf?Bf(62Vsay5&!kw^E?9k zEWa@1)eunp&=0Nb;Qq;9F$+C`j_K1-XWSPNayot%ijET{v+tg5?sBB8qRc2MBN=2A z-P;Kn7Dhxq(Y2Vnb0~DuDh<=1iauRu>TNoCYHY)0#4u@@yH3yIhcRq25n?hy53_FW z`=eWLmZQ%&F1xkKt&L)GNhwzoZ0tGLk*@#E*W&BtHl(9Xt^78P!vD<#$bV59O~PqX zi7p3FhwIPIW7wgWlvg(&WMgGO_`m8tP8`n4_;9dLuB<>0Ok5W0Bcno@LYm>1-EZmj zTYkdbR=@5L31C7~L?`*DMZ`KPU~O>wpCUaifyW-DM}?J4kUSCK|M8bShd)qqdgI^s zPG>3}I$tQp>j>pb4(*kxiZ~-e78-|JANHp1C*nfWcc|h@4?dd z1wYSfM0+(%Dh^F_QFF4AR9+^ZAs+o0`pR6&z2k~fBF;%F1ygq04Vrd=*<{kzXt0nh zVBN>Qg1{`e(5LagN-H0|Eg3PlfCJsWZ_GYfykr~18$L|H^-d@Ga49zGx-QKuT(Bbu zqRP54_g{-3gfjiam)>HA7GFyk@M^DL>LeYLFqIODE-eC@T(#f$1QB!4{1hk-}PhrW+YJE3D+VN=~MUpl6;PJZ6{SGwO zO_%J6mvcu+;Km72yOQW!fY1W~q{o9MHdE+rOK0f!t^w)%wD*nYei*dT^-Zo{+V4uu zB|d?Wq4wk3NYSo{h!R$c3pQtJ8oz0-*pNJhE5H9C{#~m1mlHxLpn&DE__u-QmSMzLw^CA=8z|R4m`u@fv`;*XcO6Vo=S2l_R`6*$J_jf_yfMY z%l!7h4|Y-B_K4((EUHd`^^4X^&*-<%P(b@d*>7V5({Yr7amcxS6#GsJQ#T-5Cw9G{T|~# zeU3yg%XT@C9f6G4_G&Og1B@Dxzx2KwUaIJAA9gHdfnV>6M!9!(~j`1!y!BfgH z+x)eIS9GyIX+4L&EmNaD#jOwA&mu-)<;AaF`V>1?o>s=uQ6AW9rP=}2z$lgEv)*hL zEXaOXbk=MrWI0&eFn~e+#?FN+>m2<(5n&(R#yb&V4=qwQGq9q8+jl`wfOPqk%x+19 zv1%q(+pjA0>E(bzCd&chqCKs=pIDFFC3`&r#j3P!=3hJ-R_Xf>@y%kUN-E)l=BoN{ zI^}nlCrQ=Vb-#C_vq%WRSiXsfyf8vqxh51a-jm+WlX;FkgS6xXbn`gh(qn?CO+0sy z{wl=tmBZzO1hVD_abb-pGbmF*d;sa? zNnd_MNDX;0mb+Y%Ly<=ct~LP*Kr%kQ+R-bfgC+?CEwM0VXWAdi?&8w9rmyC1<01?O z?Ut+K1rB$YG}5U}`Q2-M8sqB#C_12u6K{OcCkxI}*lcpNs&NOc4X;{V?t5PLiB-9% zleiYw|FcX+UFtZBO+kCaNatNyDOCyiFgb?!uvBYL?~kWFPQZkEVIp=U;-gxfr&ftX zprAun%z^(C6|Lc20ahFtVv;|IfiXijZ@k%T4a zOO_?Imjw@w9}HJ;#qVwN5BdS?!^61wH|%C_XPEyZTLSjIZV(@34l&^TVDoS12R;en zX&6iC*XjzzQ^GWvRxhWj9>>4;(aJN5Z4{yj6&x+fqJJ-p$qqfR-<9nQo@+)6I@Cxg z`662^e&NPby6EvP@q5Px+B+uLs_?tG9CJtn{XFAYD)|W2^04A+i-{f`*Y{VoLrghv zmAKb*s4Z&IdzQ7&_k^|pBM<}IoD2%DNQ_zI=NObj9eXAHx(O2NhK~4ZK?ZpoOGclt zIi1|-9XVZr3WgIQ;1ODsHXtBN6@BxJP)w&aHFi+K`A{HOk4mkqCspqjwfUhGx4uxd zvBz}~VPv?4T9MCbdmUU^ z;3_1QS11uICBsKM()8TG1AnVUa!^QPVUE>LEKKc0$We$RAn5HZ)MY`>eawLPsVHdc zjqq^T-`V<~VWf51ldVR;Zzt$9Oj%-Xt$Asr=D(2HKvvHf6T|_N0KEI>C2`5VEV_4$ONF!`+Z|Nk{X8_3E{9}tPQclicr*^|^3SKN zazeiz9xwMEj->y5wjPSh{#KyA2&;@FWV*IH`2?OHi`!Iv&25&nETde?9lCd~iZXu< z1?XuYX;DP$8TM^>DUa^dWB(dvQVjC|-6lNRd{(1#ig9VeHF_(S;J~m%h*kcoWp=Hu zJCoi|kH+`j&NPjUp>I1hQFO?lGcK7X6rE^x4)d8^R}Q!5n=Dy(_q#W&-&?H4#aqt!1ArzQj^*GvT5mN= zyvf;ECeed-U@5d1s55#MZ*fZw9ciU$jzJ>+pVKQ%#RoWU2>si2!x|i>1Qc}F#5bA* z(44+Md%4C69Ma6%vi7;19R2k{V0B#|Ztbkm#J zwa8L1ma#R?*<13oNGl6-FNXd9`HkbB0H2UBz|QzjhmLg^yh>2`#b;sTvz|E*28XG{ z=~taChGJ^g;a+TwPw0}@0(mCA9jlDO*5>OAeL<+AA3?=`K}!GnKzsziB!#t+|9&c9 z?+EFDCiAp5DhWb2gHLkDm6pcluz{rAU)I!+nDV@wqXeN~a zMX+f2^nV@T=>YB~Z-Mi_Y#Y{}kfntsqT%p={#0!;U~oVEm1_Od(xhG-0NiRX11kT^ zq;%#<4K4LQEhx;NkiLWaU;F61M{nKpSjw*LX$46AA}FCEfpg;y1*Z4uwFalOu@a$%SGN!FQEdIZS7>X5&M6a7yJcUiLQhz8k!yL8f@Ixys@L){w}=GU}c7JxP1!-*B*Qh{-}S>sO)Y}(q|(0_gf^;_^0xH(gScb6l>n*7efJaENU zSQChr`o8`zca#On$jble!eWy`ZSb25!=L#CDx$0$_OHoDtX~6a7dZA4_D|k*WL{+U z*fXhs5zf;b{6CFwp2i{(16Pk*;__#cyk}IUU46v%yfcDU2BRt6UP#kdTlx zwMNVP{x`rD=iyKNPp~$UFBHZX)RJw1sa$O=2t`1quvkLvX(v(+{4>uCkPP41=igJ5 zb)=`&ne}k=ZrPO|DwUSX@9ZCA(2D@L;T~0v@O&cFM6Djc7{&cy@eF|bIHm}KU;ya` ztmW4O>gnGm=vs`p6!y4~2wSUrlhkycP?EdoZn4MFV5vrrTVh`^B8GGF$2_ykKMt5L zKw|)TQc)8?3RktNw?+PC6u5$ron7kL{|@zgX~9mko_=?35MJ?9B>NU|$bRRgG_=6VfI#oxU3~kP-lEc&skHjp#W1$5puSRI_t=^?Nnz zznxFki~s-N>H-|t9djcy3IHXROWOWF3lCracniM&`z`(t{}te9{>5_qSboW{A|?^{5j)H7mYq~KIAH>|re-+N-LP!9}2^6ua&7}_jYOaZ?7s=$1#TxvGV z5bN)O0a#_=S2;LeJwFPNdS%-2p@G}U`J*3|Zr@ZIj4V}7t40r!FFU;=dR+-=a9si# zl0L>;o0RO?f zerHkf-&_E|N?5h_sfS0`Qx6Zv@c*!&xp=B1-3J>?Jk5b!&VJ-?cPH^D#8hsT(2*DW zLajt7d>=o4oT;Q^hp-OE#b&yU>~-$?fZ6Fxr5Xdl?8elysEBXbfm;uSVO^E!@8qD1 z4){(>ej7V*`~@gExrEm?6OZxL#r?)rJ0i~L`zvCuDFq!0PmRTN&yv3O`Q+Od4mTCk zf`TB0S6!zr20Ai3)x9^JHaJtt_UCg(3QfPJ9W}cXEEhSEIbs^8hk;H=jQ9~s9`u3< zhy%V$vc<|1zE?)S;AY4>T{SOXQ#u`4>=h;nn7{x7_V>si(cJrgPjMEGH}~ zisYn}aX1?`_Q;As$Z6Lh)X0N;?Q8`FYpFPsWe*f{CjRi$u>@8yzG`p1=HK%Zs00j= zmT!;9t~$F~SRdD9_z_X8Cs8c|n=l2Baz^00FJV9YDY8`7G|dW6y4^Lk+;L)_pG6xY zXpRJ&F**0CujJ7vvQ+XC5I7{VOft|e1S-uImbJb{>C9vNFeNULO~^mYAE6V*g_7-2 z`Ap|08NT|>Zbh1+<%slt2TJ0@)U$K3>c%(LP^x!*#&_;RY_Sjzyvid}TJG*SBgN1K zxz^6);@s_bmmD1J2VIBf`h&@J;9J^i%&uI})MmOZJ!R_+fxo~`ZqS0C4wFG6bH%SF zMN72$3{bO0`J7lo+w%qP9i0Ttlf|!xt&6?)IgHNB(p-&W_kHFo@hww~$QUJpkP(NK zA77gSzp7T^tws?p-Iy3G68QbG?%IS_R=Y!b@jMuP5uOWykFI}E;jn1q6ciMc>332t zxDK=i_yKnA|359dm;5#=k1z|xeTm~1BibGCTh*_WwZ?qJzwV)M%S_XHj;Ql(HVR^8 zvwrB$EspdRbsTnwkDx5}f6kvs9#-u8rBFcGC6lKQDsVfX^W^X2e6ALmJgwdeQ^vw2xW17pFjBOU z$o*b6m$BByICt_#2$OZYdCuZBI6mSCqdiht-dqSD^}Dd9=B7qoX6+jFFC!yi=5bi}R-PKwC(UM z)q&T#$N)}mYUUO^#VIlbxNCuyUgiVO%< zL{3EC*%vDY^O`;4QHj3yT**Yx*ZHm<@}@CNZQJ^%nxp2ar7fyZ51#0Vvc<^*+%GC@ zm6Ew=lDlS$3LEDj9u9F|jB|Y))Yojp_8cyLtlkS*4 zoqzEwl54u#G)kbs3r(ByTB^0XyQqfzIA2~4gdTZ(o`UqAZ|&{5izZy&i)ouH3LO3s z<22tSkwWIJPHl3BR{UbYpta#CRBA!X3;(nlTLx;4D%UiE9PnFH(tA>gc{si-zz`f z8_HnKcS()lq|bW5Z?30KG)yQZ9ns+XGc5&ty<^f=`D4#`%@Kc5Qwz)BcFf3zncA>0 z7A=Uro^Rf|K$VODvupdJ+5xvbDv$bSFiJAtAfhG-*oC0&n5I;_t+J50feBqk9rKMo zQ}C`2L6KY#W^*yU?p@$pq?O|!X=?uwiN*@~Bf=iqRmXDZr*A`ud0H$h&T?xn(gd(d z-OWqSx+M%i_#?<{5P8Nop0qEtubV5&zn?4X-v8owcE{H}5+5a7r59Q**ux6N zP8iVRbsiA-{f#$7OcU8KY3WBC?O(QW#+#!b-`vfQzLAD9MMaK1=&lIZ)Dja}X}MIf zX;;>Lv}QdOPa5+?=GSNVv7Qp$iPcuK|4fE6iUl*G#cezfqgHDfcAsXAV-#XA`_Z5X z832TOJS2$%Hd=ARtBA|Zu48Z=?RHVT40MDrVMLu_HeAJ4 zi9qL5jASXQxs{RgWJAsewi5!*1tBW&ws{X{nLZfzwPJ_J)cr!dvy(3Ckb6a8$A5uU5n?x2xtCm*=iT(m`2%2k+JRY5viBdA4fZlhR^);nh@!M=! zV-ohSlg6{;wN})z7(ahLS{$^_l4nL~$b$1Yn(3w;cWc}GGtN&1Kn*U`H}1=YNFLic zb7>J%RI4ZljVC_nOqul_Ld&m8dt@?jMfv7KZQ9lR`X2GGJnr@Yv7sybi|mAbSo36W zR+d|MBnEW!krqrx-6{P#wOXwQ74*^WSeiNa?YD!dv+cR_Wh?CpWrb+lmmvh7iA?Dh z_t72N1x+KRJM_59SJHE5690$_ch!oH`+%c2VmFTQwhJC|*M^Is57NYBDxmt>R(scyMnxK`u zxc2+9%89^rWZXSl-|9@j0n6|#r4dbud$1@JT!;Q?#2rniF;07kF`qOa^kJj}MR$Ks zOgCDhx$X< zqBnJe3{QWfb0a1*I`Z=8mscwB+CNESsfNKkl3LJ{YW0(VvB7xCtAgA^ZGd3#1jLmp{u4Z@A=|ARP*O;#rm<0 z+Urqg^yS@7S}XO_Eye7x6s|v%tkVgvl1=H+O-k))LLNJwCJhqH)_!uWME9Bj^jk2j zP;1Zm?}8cLO4;*FD}Gcy=fLwzVpeyqXS4rKd9{F5F>UOKv?A=YO77Xs^_=JAFsA+? zwf(?zIIk)cQ=x8Zj(*W(|#;W14xlmL%!+OgPz_fZkO&Q6$ulMZi-_h|sFmY=_b;Xl41C1~ zWyZ&SMn5;3c=R@Vr5_(t%{}btu(rS@Dh4D570FNs=mU8bRmwD*yj!pM%c-gM?_uIg z<51h)l=F@04>owfLPE-==e1YV9JJOYZ%DZTE$snI<0MUTCE*5a88_Es9dw`Y9yino zH}F1wme53Q@3G+|H2n98zH{|QN0I3?m$oFfnB$eW3vs*D-7ktAkI#Ihh_P?1QKwEy zhrGbwOTZM3x}D!iY@I}jsGF!*uW-w_c_%S0x2)rMI#O55r{*&$M4zAv4W6OPZr-bk z$=>A7J93hls?oUK(!7;kjL|||NrS%At>-oIfHK8~FTb>&L#}bYw%SUp0Q}?u6IQ+h zbfDMOTx`I}<{m9E`7v2*qJO#0r`M;K_pNTeCY&1hlOjN0Urd9i_Pzn3q1eEGGKA5V z1gRK+ZbMY_kNrq3&QH#H#FOIuD~*taEPSI~zq`I=&JU8k3evCkdwr6rPsq=EtI)Wx z`d%&9?b9nPT`cV?YxSZVM8!rkh&cl8@EAs$^lX-MULlLY{WDE2#9fU0wtamMhBv8t zbL_+Xd0rh1&`$N{=jOTbJPI3YWPIuP%`Tmm@>TsW@%?qgx!g(>)A|U4K;a`UKSJhG zNQ#&9HnD{X4jqyb%TfOPm0oTx%6ktF8e2k6=k&*JcidL%hk8<`6s^tX z1nOmYgq3K~_jTg25%ITO&7fh8up*5Tzxmx%6|a>xr1wlFEWyzIFd>ZeFl9S*l1H;& zp|-O75j45QCLQ7}_+$sqrYo7ve9KkgEF+6_eCi-vKPOU@OkXzU*J=&tC`9g24P9XR zl6X?+kbI(EtOT=YEQGpd+nP@j#u$urM23G&=caRx#cXSz333lTWyCe|$=B>-ym8jR zIqsfzZURBkbkJYGMZC}e{%`D%t0(FVAOdxTJPbzQ0L4dkjOVeS> z=VNR)WnJzS<-^y@KUz>*PDe?GGNm>-Y!=#|(vR(5#f@@8o8{FAvnL(6#@b_N54KKW z@l0ra+kcz&VH-RXl)o^7T=S=g_cw0vY=nd~(2lrDq>;emI>SsVp*70_X=N_t`=l^N zo82ESxbM*eIiO70p%rzxAne2yr2O2_iV5!@W@Egp#&dGMHdSR*E&duHmoK@fITNY) zm83EeJqeZTc0iG;##Supi07M2S=9s#YKM}2ao(hmI7qTMDrBglN(Aw{5LV8SABwMM2PV6e^2B8iUDQB~Gr{sdt8Gde4YxE)jq>}o?)Odf z!joS@)DsZZ5^p!rVWAf2S`G;*PWxNVMsl#?K=Ina^5d$j?h&G2W)c5fE95}-!k?vp zDCw{=WP(SdkTi1CTrQ~f%g)F^i;0b`}ri4o1hcKx9EFuxP|le*Tfe4>^B z-s0IX^p662N-28tWtxMuGq8m=8O7#oKnI`5@`HnV!*^J`4G8mMsiJ(hA=WHpwHP`| zPn^-r#)}d`J_>v)slQD6>-g3T}LsWX$_YI*MXs(Tlmxp3fR2VR7aYp&Er~13-xR*d#Bf zoNI*J6K}&Nrk$kriWSO~IZ;V^AXE>d?W1S7@QXp$c%=k6{GYD2^?M_;yoYbhI?}?I z?ckzl-wbxUFV7h_+^lwL(Q_%Hw;5j>aA!|?Xk3j@ph1~lj{6w-;xsyVFIwCT<{n;t zgNaM~6DAh;2wbE`<_K2*z=z%KzyFUxJ` z!}|MoFHFJ%!EJeTB2sw@77BJ~jqdMWAoJMXR{zX5)IWGLq``(YQ;Adwsp*6!gE!R6 z;O^D9X0Mn|gQ==Ccfo&Sr2^>{fJ|_W%Aiiz6Y+~|{)i`b$*jkzts72CD|blCwv#Vb zg)4i<#Yzn?2VgM5RC^lrS!jYC_l$a^COvf>D>*Nsh!?0NA{ zg$5(9Z(;4<%u0Yvikj|?FTZ~fy-nQ1?Zu*q4YQt0K`mOu#{%+=tpdo4Ru=Dj-^vZ# zX1I7%eUOXBI8&M25x0%fx#jAB$)8B+EyY@uULHS>2i_6->TjG({Mzjbc z`gS~JkCBsC+Pq~<%a0aoN+5XNLOC^qe?dHOEC$LuTEI6yluKmq&_p@y#2W_ zMcw@RUrCrODZd={ECaT3d~C;>16wH$xv!O8ML6<1(%Uh)-b>n$gO39MK+V9cTNE5U zBx&}k+$jyIu?=n1`TbqWEzUsC$05xHBc~r#1f0mFCI-wd5W4Oz4ld{|Dzuh38{II2 zw3~|hdrmeaVO)Fv5W6UxAdtLhEZ3WO?6&3si1sZ1Sy^ruIAd|PMGCWRw{B^CXUPcW z5L<`Cra6g7?1-lfEdg>Vpt&!;b&B*{2RTZwcbir07rMIvO-Q}L>h=is*Dv!5EfwQ) zgW{$>9!JM$LS5jQ-J}oK_&pJte|Bd^@donIMgJrKs(x~y4>SN@sDSWEb$SuxDRQnq zE6ZS9usG+!lqo$csGuPm;dJ3Z1F!|on_+_I8-wzlczPAq_s3>kfmNz>OtH>Wt!(jP zY|`h9%XBtV6_=iRGr`(HDMLm)_SQ={37n{H%8+`8WgH!tD9p6HbgE*5r1`@k1QySs z(6yB%EB6l{PTdn`G)({O8~x>}K}hF@iqk7S1F3UYk@FWCXblKW}b5lubX#{BDD( z7+)c3#{RReHDYq%d&tc~xb)|W4Iyh%f9__1$keV}1KZAhjcbI4i!KH(+mE8iNFOX& zo$-sId4hFiCC@+um1AN=cwjW5Zb~FW_J&c`3ae?GbC*4KToRa4DFD1Jtpq0j=@2lE z4LGqj#Eui~A2%kB1gQsqdhy|?0T|ErgzVOgH~_ClR7ti3qu=KG3<*im1V-hSoJ6~6 zJ?fW?j0e@SB$5^jR+I_4bEd%f)e-U;-jF&b75$hoUBhXDOjS#ZMWP=orE2;^WYVRy zKs~!HCZE)BQNuWN)Q?G8K_T&4bF(kB z2X@v!BN;aBm>>eh=`6?=$|7qrpV(q{a@dT*976b1wesLyH|##;{rJkDS>TwVyms)= zpSCzkPdf>oC(GnfR2Z>-=G!hGDL*i^kmXvvOOoSD(F&YjX(c3pfgy!d-fBSh9)!MI ztWM+(c=1J1+{r+VV}4Zo@+61RS!LE>^K&a4>j@_Yzsa-OrShYs>OEeR2!la!Z);MO z#{wZ-ih|MUz7&4f9L%kpPtXazF#cKB*FZ}fUR~#rhG+;cKj}0o@>6lhiR#~xT=&aT zUJ8MiB8WT`uSUypXgcHPwKqjNqI?f$(@L@jt52d)3_$zki9MA2-+?KRH_s;#FIloR zazNey5}%FViA}w22vF~uh{t?7G)8$BNljWz%T7`|-M7`=SRPzxzR;+WPPD?|aEU+- zMlqCcRG5w>*Syu*A8-zkjNc{BI*UG=TQSc|en7|4r6Q-iFOhmBMEuN*{MWi+0pMFS zlEF3G&~){wMQVtved%jZQfifA^JaS24916^ZY=46lZ+tJspK%_Ku|3s-mWJ`8jKh{ zJ!Z90&a4`^9w|s<2StK}V`C^%w`Tl%7XlF^Ua_}$a1JPUOq1LSb)B~4uxjI7Jb(wY zdhpKeW3!w5Z3*vz4ivgozALRBD2w$NMz3@O=>tggy)Wc<_*GC8bx{m=b$5{8u@$Ek zJ?oDBtuYD;k-G;Fa}@u8hC$v;fh&9rwJv8FM$G*Odu-LHy}l*M+cCr0!Lk}|XsO&I zsSkbrbUI@L9AnKNN#;W-0$azwAaY;@9^ND8-zC%k+4X^D52h0b+KEw7w;t(5Uk)hpG zgXSv~$Z++jLhU$!^tZgcS>%e9Sq-1YUvK4JAFTNO){mHPb-;oS7F6N=*u*mFTc#N$ zDn;x$0cshML(l$$iGTPAd{pUduPSKr$$hutLtu`0=d&&RLJIt&9h*z?Sk{=RJ~bUJkZ*vl(BLr8GcIy7|$iS zN$J1P;pI1?gD8eEJ+Dv+SPZ*MpEk37;?VbW&ivn(VPb*xKs4(s3WQ&qJSor}5E$_k z-lqQM0_+U_#X>4Z?o0=8DO{3Ykizrc$&ojyDL=QwnZNTAN}zHm&$6UIQat{p+#Dwh zO2LIv!2!KI;}CT9^`kY=YsI(o01Q7U6xJg$? zMuL#dweEG73W_7E*YS#SU}mZGe{l{eh~bUZK_s;0z3{hL5CUNr9!X`b=T9ewg#UK& zzwG7ynZg{YTBf8s$_nos7M&}zR;GL_S#({c$&66$(#sf_@vHYDS5V3T=u|-!=gXc_ zXPJM+giz^L+ozy^;^SF%Y?|0+|X~LuGVrQ@98b3G?#vQ1buS zBH-koG2mY(;N87-hCRRDGRw;GIxQOxgG_n#0Q2yxIhPHjfGZ1#wr<-r7jcn)? zl|;0Yj9eU(f96Fd`D_OViuko7R?Rj&riP|A<&}H4eO2J*Rg6^=|LP^$k087jGGCw;ow^04t`bsg?+TeMPFZ+8slwT`lGWi>&1@4y&b`W&m(KYBtBDD z3jJO-QCqCHT3}|jO>9kqFPB-D9u;rmtNv{2fA3X6Uy(MZTf7S_ZeZ_Y+l7p{$O(931rW*bUwEfCDIr-m5!4+**x%4T<|Fp5`Mu-QgyhpZeVZ(By2AvTy`QmD;o<3M>aezaV39Q3-HE(*SHs53qfBAeo+lGoE9 zaPtp}Z%p+VMoPixG_LUWc39wdGa`E(k)KLhdBnBV(@-*&2{VJYqGxcpFJM15~!3Y!Iw3WoT0aXbpkCUIsfXITu%2__ClUA z5RrgrfOkN0;l5Y>?Su^yxcU3eIfzy2}nzaFy1DBfG#%-j!}56HX>|JAM$`u=_w zIxxW(N8t}w5q)c+7p*;@S0dl|*Z@No$uL*3q=jczBQ+warb*1W#y@z%AbRiXWDSKz z-|~qW@zv$GH+u(5h|I&%+!mnOtS`1ds5$L=61B{zZ3u{HtI;faDyII7f+7#OGZ7SR z6`xM}+nRp&{^|tO=Z5Pb<$o;wp*(1tsHG#+L5b!wFaPAvoQ!-M`am)KckZ+wY9e(R zYV zTAK>Yov3~SqB#()HoWYI_htA@D2r*B4ZjCoCu4wQxikR_3ShBJ7H~G}h-t&f>Z`m7 zM{)VhTdWNkoC!7uXohx~UyS4O9Nja`-gZu>|6czONkF7O$>9hPW&Y=r-GIJgQ>lW# z4cKxKs2|d%1lv^`UgAPFVtTGV%DyOQ@T5tDAfL_jsu1ECnqccbmxB$_Ooi*5Zr{|8 zD`HVgP{fylvv}^QG7ta*4fEJMaJaBU7M|zxne?3(2wCxtd^m_^w_a=x=L1ugj6KQ} zdk-S{b4Tce01<=cTgdvaCHU9R8lXMp6cNYov6a&)Wyy-B!Ol)lv_)_yEWUfsdUsVU zQALanT~4=KGf}2ae)zt%+1oqDsk#drugOf7Xf{PCFV6wf=09B4+17@gtK~Cuy!x2_ z5bX(^rrjE}M_@>rBd`TWrL$&#Ma04!bi^q6o6B`inYf8z*Z42f5STrbdozs!MCHHF z$8kk4sm(}ja!%pvhnzOt6G?p+|HJ~KuK|mqhVLEt-wlL9|K0+m!haub!1_#+edX{l za#AR1z;($Oii7(zMX{o2K$sRCMB#|?Kg&m>L~?JjjDIW^$c4?qaT7tky{sbQN8NZd zqUHWsayKAatKXY)G5zfczr)JUYC!BXT>txYyAQqhz}r=>Fdb8b$z4H!5cubd#vcXM zV?)1v`{pJUPW{gae|fR!Lu_ej>Ca#0zm)>-!b(FZuWx7Jj_YKOx5?0;oD5!1>~}I| z!j7ed`p6{V&i;MV_7m0~P;0&_FI= zG4}q|K#?LylM>juHKh%1vI+|yuLeYjbcIesD=OdcV*K}`gB+1J{$i=OorrYZm4=}y z1IsG?XZHbK`+IWk544~uI?O8IK=5Z`VsbiMmUt`j1~ftIXq&V8e+d21)V~^re)>f7 z)OuX{VvHd;!zb3^8DKB}T5A`KKNAW(baLNEOp^CBbqNWC+kEI7*j$wIOZB65<1Y7J zUV;A^`K9CsHES+=xgsclP)e+HN8w@V;$Wu$al-naIN|?w{FD%LK=dvATrTpIlOQ;s^`(i*nenGjpUz(_Vm4LTDS&t6;{P#Qo&=%tLRs=-y9Ynk z{lY)46ZaR|_-CxlxPDQ6lm^}tG$k$5E1$1;IAH2)BfLf$1av($!umY0?%P52$hU@_ z5g;t%t!7HB?O$CK@ES}Ldbp{M9`Xxh_x9~CgR>Gzwv6q z*bIly!3MPpjkagcvV^54Pl3WK3Dia>bM>0h@uQqm%8uC6>@0KJNAr%}WRfns3MLX> zlU;TmTsP^-QC4Cx8geLxap0XpPh7Cz&B}zQk+j*Iy{p2XL+E!9@SO7CJc)++e8dXS zhSSsgz#!a3}2Pd8t= zi(Ci(q?36|T#taP6+%Me{bSD>#bo%a|;ldYKi%H0nz*onda3u%s zlSLzR)8S4#sD|?-&hXaSXuU%a;QmY7<&F~cfi>DQHp>H34AxcJ6N_hl!anoRYu61A z_TGP(GtW6L$_nhe)Q&JXl_&{jCXoFb3;lC5|BMLSBr_*rQ9!3)psvR=LB_ys5Pv95 zkoWTsweSb^)%Ko+VyfFNR$R}NRm#bEG73d!*B+HWp?*k<;Kl2z_282Gh@i(D?Cz3- z?|Is26PJmWKtLuA;~er!ZK6`JXl?hq=sHJq^)l}lKQ%{7Gc93%$15%3-Tg#RV(LZ> zoRp~lvb*xK+HUTFgU9|`?o2A%K7nwl_Mz6Qv?`A%(c5H1<*7?+G}~!-s6>LV2mCa> zY@)5@bbNcqd)*Kzfod^t7o)nOK=SYkfi@7Q|L4vZeLf$!dr%Ve0Kmd=qjS>p(~s=q z^sdndPaDt_-OqVGHK~B&#`V+?Xy`68z;n4ysDt}cWO`{lVCX~#~9`(!z(hI59=SDMJgj0`+czqx)G3o7(p-#i|$xjANtga3o-^iIY`Qa{W z4RH8;3#)3?II$SHwCBmT853U&<(%@TA*W}J(U;5Ueowep^<@x{GW)^mzy(hZOfR{l z32cshLwRn!ATT(`84-@UX4Sb9YqT%jjeOxg9b5ht@xCKdA{@TynW5?nS0^OxeoIf2 zHZ-{Pqis+1EaZo)L*18E_}a;vHQ-AC$@_nf8MXD?Bc=rsq9% zoTwkQk_}K59>LOoKA+GV-LuAp98K;qbgm=6yq_j;-K`!gXH-z8_CQ4YR8+kQccX3N zTQW309u&0@>gqnB4Ro*v`k*x4z<93bjhAEU<-6QTGxFOAN-2Ys}OROfW4t6s+Rq@=3$nz2O0kD zSA0b`TYwzJ(wbPS)(g8r!$=f>X=UVp)7%pFrRIYJ{@0v56jMBT@YX4El5fFJS;Z0Q zO55CUk@kUfrbFDJn(?^t77ld6q~#FyE<7RX+ytOU3#*QmxA`D`TBJgMG!rTj=I%3J z7htM?=@{PRdCR-|EjgB~riGIFAiE~O)Oht+u$TmF8;}+5`NGeZb4bkRbY`DiR4|8( z-ydDC`YyA)NwKS?s^gSsZx*(R4f9I9p+0Z+Jvkwy(vN5N>x6kt-|STLh);gm%ZOAI zd55AV_%vJx=*PY9BL%rFq99A@86w@^(3L~$p#qV0V-(Fln97z6s0gyd zT)Qt6947y*%Fd0ixmAPQRo>NP*P@5LOjhYVDX02s=h@GXR%3)(6#-Qm!7vb43vZqeRi3u1C;&L<&ADIs81Y}uIbFVJ%n+W z4xt%RQlZ9>wNpzZ_HK>C)z#VmNNy>FeN|v6q!PyBb-~40C16bLfKy2`an>RD8FR~2 z>=I?;!tCbh|8j$aj&P?^2yX$cgQYVE{XXQ66Q z<4=0aw}Q5Y|5W{~swb)jF~aHS;biusLdUJ`8&B#@ZL=F%gsbu#FU6i3i!GBEI~~#k z+5J0esh%|xU8AX-(pLUhI_P9Q*`J;k?@xoDbP{!4p;OaR^Rp)s+01n@T)S4_Ktabs zs^@Af!){x<^#P{C9A}9ebpf}%J8FK#(q|!&(1?j!_W68{IG4xkWScWlF6AV$bov}N z71lVzRg(hbX%^#2bG|$FPafkv6?+kTRW0GMzHX!uw%$B=dni0sW07&T{w(6Op8i4r z?PfkXm5F4`G4qHh%b(c(v+-VIJs$MPosQ$EE~M^VFMQ@mTVaTl(b@mpIV6F*f?E?g zL*RCjh!lO0C!LZGL=!fMn{A|P=40DLMU?-(?zxvgi}~VXiMK%FQwFCsq;ja+wl9pp z&*H#J4 z5hxqI-y`kuM&*=usv*R^&5~@QkTXfwFHHOL;+kmZc1@sI;0$i!1>I|{k{a&re%lfJ zce6E;X?c0J%+ryh<4l0F3VgC8YBYw0#iV`=NFORvtNL{3r1fCU;M-goTDA7=H2oX1 zOZIRc*^tW!Y~H9d5up&<4%hK3siB|DR%IxQs#0g!0df0t8ZAR}!5nJEmg`PME~-~^ z>qCvRF=LN>i1nSz^_y7I%uYWR<5n~Un4T7*t&7d8lu!xZbuKPLtDN>DRpiXN!~2h@ zfFihOD%~IVt7RU1Ig62d&@!KIH`nGsG^!c5_mC)vpyY;{x;KhFiWbc5lEuH<^ERs` zgrIpRQ+b)MwzlALU>A&T;OgbFSBletfy(`MQB|)>J~yvjg3i8i-ta-{Vej5Lu%@pV z1Ig8Ik3JO^q7bmE8-Ax`2|G1zr$Vw6O25wr%`R?nCq6 zF&gk-eSZVq<>ZN${sT1x&EP|`Ntcu8zB~CykhwqI4X4Z$OVOFoXB1$P8L)RMpv{VE zyH@L$Fj#)4-Wo{@cTr_vvKP0Xh^9-3aImCmIeF_n7vROw-zE_5S6bB355mtaEV-<} zhF%t%28@tQ+{R%-y(MclL`Z=;FRC2UtPbW31iEj2W|vhQSjP49cPg?iVMSGB+RnnA zMc5h?#T0{TvCRF^PB>O-x6cy$=Dl+;%Ue0VhTFEBKboKMfWT5fTvbe4~pZ!n<$7EbdqGL4@DS%ocn+;o{RJor3qE+9pNX%+PtEGNFazsnh`V{vGmt zS&SJMPD1+W8`5DHe+C3Lgz_=C##UbdUo)WUbNkPY@z>Ul`_I;HZ2%(g>Z{eDT-~rx z@(=ToV6VL{q789{ci*4vFPb?QXeln$*H*u7zx;^$a|?t|ZcCCE&Asy%^J zO>=Q4oqk&+?_sh)-W5kNNr(SkujA<+9%`I@y24ZA#{%jpgucnsNQ<@d zGs~~GOT|%!sj2saADcZog?-;jdU)v+*~Ah^+Y^4wXU#=kR$T2#HzfqPYYYxas!!(> z-DnNTmGfipqXJNLe-#hls#$>Bo%*}TgJ!?yUuI%d_Hdx%>6mAyWgT%`Nd>%k7}8Jc z?(>X0Z%J@H6@0CVvZzG<{BQ=SKB!OK!0lX@@#ehLofPaaF#bN*3^)JsN0*lELI6At&a5X4 zgrC~s3eV_s>|0AbUUX{1OJ`1{9HQn%|ECxW0nwsv)$;;8bYrR&vgz zVTNsvS$lOEpfEidu-tZ;tasZr?CE(W7J7@EdL$~5T*Eg}l;O|`m6Z$nTnNF&5yOTa z@$1GYKTjtXA;SP9D!Wq6o(I~J?^jV#*QQ$i^vI88PCp2;6EWr*tb{f1<2_>%=D6u) zdwq7TeMEOmA+k>ql39d?jaoCLQ;?Ahe?V=f!CR^)3BSeZ$CZQez*=Eg;0p8gjbK>I z;|@MtMiMJIF`@z1TYOm02a#9Jkg4p%``9YRL^79BRro`y!(H!nF|ddpyVxcYjXZRD zdZ9i1PY=oaj^*A?+#xf^mt943kx{veyXHjPx5%K zjPn&waKD)CwmWb?i?&>0Y)@*=@$5_{#GTO;Q^an%T4O8+6+us?uV^n6LfhrPaj1|vgN zgab_?&&NFCG-cwDqgon^aZ`;!#G{*4f8O5}oY#5mv%_%yASOZ0d%z4)08aBx!F`y+ z_(i9klQ-hA^?YX!`)kjd#JM5`mn1A%??tL8D+Ut@dN|FjhLfrnzT4FS&l?spmRSVU zKlya{uo}#WdxaF7IdfDtUS%SW%!qtEsIaxchQ^iZtuw%9@Q$R%!EC_8DoW(qNa zBeQsr%b!dR@L(woZ>M3qZ${u*Vnj(^&J5&#F%iHjc1ZIq{16aSjb+6%WNg?YE)7vB?*o@w64r>^8xrtJ?27})U-|7IPin_g zTXtcQa`GGhr=YmE4Z$V`E4nX`8_$}Bnc-^~1Me;;+m?@DA|C1MZj*YUIu0%0W}_jR z5?Fo0VcjRuK`xe}T6m1l^c5ku@SciJQn8{Pl%frzj>bcY@uGs*i=2~? z@&8fPGlf=8`8_@yxfE{>vKHiK#`+%IDrykLdJ2bn)RE$vk}NI;^7)%{$s_;eed^89 zVtq$?fxFg{e|MR=2DMwmu6eK4w#yxSS>-!H{IvVU9SLS}d|smaH3%oXi={ArPeAo8C60otWOsRnbd&X}&_3fc1W zJx!nPz8&IP0M36)3)wFTAi$VU4vX`M`ohGdPRZDJEtz;^EAqXHBd9(y#yPfJUE~`iUg68`xpbETqYPYWwn0bgKen^?4Bg*%?&dl@`28| zMmYwvQlH(|fbPIl>$8{ii}v!}3I0C#IKsSTCtpz_$ZSz=G+^F&r5d2D zmcT)e2xdu}-~?G6O60_Y^c!?CdF_Yf-n4ry99W+jddTlQiAfTfNGLDjpVEZh`h3RJ z*t8*Q0I_uE8JHP)WukVNmx-&FmFH7=7y_*7P0sxX|jk`BHm39%j zQ0oZsbVZgDk$~IhKWhDnEatA>b&n7V`fq5fF_(z%Qi(Oj1|Ak-hWOS5I=(K#36*Ze zFcI!QdPuhxHyAV-4?=$G2_azB7oRxyp%i!I#rA}W2!Bbz>QGWsd&5P-y|kutE5w`! zcu*Jo(a)ddR%3Lt4d^7?XhcLr{tK$0B3^*SJhKeY*0-Jj@rgHyHcKQt1WBpXQS~02 z;s6Wh81wPh@bI84Vrt!4YeE{iAH2TKIFCauC}@m&BG#1{cJ8-eN;>O@a)hd;yp0E? zP4sls$v(EMyAg2o(1s`}ht=`W8dn`Bj@S`a{8my4*x};0C56q%lqcpaektWMsW8O& z>R^qYcSj@6sNO&l5di2_#?Rby3DKITt)c9uRq_G`#cWhxQY ze;tSFPQ5z}xIr^x&g4^Y53`T_^Tv?j=ffQ}8f&C)eeWh1wlN72vqII?8*`%GzC0JJ z+^MYssqbwSY-XJ*ScXA>)@0+P!$ zY7QR(7FYE4_bML($r!@CYMry&1xK-c;poXJuFrM=L6?#v$i>CQX=jRkRnE|9%^_bQ z<7<L{S@pU))$SZl&$-SYIsvT0j;cVB;^GuvwADB$+vbB` zN!$|JWpmoD2d?KwZ~u|{?yI6~BpUOZ$8ljrS*h<$nLCOtm^-o)_Sk<2p7TzmpCYf^ zw55f6#P31ja`ZF<+IWjJjCF;!r)0u48Y^tNRIaVACV7>Y!SIL@Yyfln8;p&s+-B!_ za@t-y+`G`62wsi}CH!yR5hSu*{aw#D^EW8CpBTJJ7wS>c1_J}U*?a%GPh=N8nUeGS z(XPVvVO>$pkvVuWk;icGM<{!C=ws88S zkExf7VB-9b3virle)X9htY0*f)8Och%tx&UFUkq~GJ1@L{T7y1*SS~VN7;5N5PBOW z1Ul;4qx8yHyRvG1!*I+_cbZ9`TA>Qy&xf=M*<4Y*lEb$)V@G$;4Vs+v59yFF-lwI$ zNkUHHcf*|Vksb3{oNq-LaIQ7Ft0M#TIl8rCnUJRh8fn|!oatbKi_2iF5#Q$YuRMsl z_4QTDuh(9swAqsU90>eTO>$6`%E|UArz?YEXle;jB4v40CxrO&#&X6ZX>~x2F81@& z55qIf$q&z37n(~hPwoV`X1Q@zP}RkcPcj| zd!R!HZw1(Tbhfm!+AbQ*I=&8YCy<}o%HHGpfw52w5m%9kmLu-l1-p)N>yxHuwB@mF zIeYaF`=a6x_k7Z*s{8040J9SZ@P4K2 zZ$-ob8#I-kCoVo2tnU19Q=a8uhE_r=-3`rQPF-tItPR%cSaf0P-b3>=wtw~a#c4KLXc zpZVdUi_zk{f!LA(dxr=HWJ98Ee%2z3H+l#Vt#0%fZ@rf+0am!A;cj9uKn9(zQ6#)x zI?D0-QKhz6{7|FlnHgOX9{8yiaWrV&-m|ak`7#M-tRjO6kwLifx`}QRxi%9x-DOls zcsAY2&V038f1P~#SET@d_`;&1!z#pmmjr0zwY>ZbHI9HLAOqJeB(3o0Xl_&;+wixQ~j zSzdh{W0NvPOt$X`Ml|?RD)V81)tSw&yu!6gaSnl?;+YKc-%*Z6t}+tjf~hLDrF4pl zQXYy%y7GHD_Fim5j&2YlLZLny=%msyA+tuH&u3i4uH_-)>yTz9(=j`mN|rDK0puYhLe67pHl2a?3zOrW8;f-^@=rtbD0lkV}OnmAyaY?;;Q zZJZsr^tRSKiC_8>*2dC_(>5ESqNn7OPw+f!kz%L$dzgz}zzMH2iY_6y2Ot(t(IP@{ zq>s$Jq3L#K>UwXWAfW&b&Kx7|otjLJ{iMpu^0Jdt8?Ak3(jJ<`9#Jk-AYxvc7Mw{w z+_6FHv$Q1yKFVJRIV}jxcjUysvqo@Fe9$eIT65bT1XPF2W!$iMTi~R2QA9_5^{8&B z6<$d>a#uFb_^>Cp9FSzSXe>Q%>w{7Hl;hXMXc)?mJnAJI!T%~zWtr16;exG$e@#5# zEE_~IT{v5E>cBt*RWiYebaH4B0n_{Ou89bt>&d87UyaoC)-?st5DDC*l;c9XFDxH1 zz-WNTA>I8Txl1xGY!Tpz#aCmR+;JeZWYC#wdC$atn^icjffKpirzIRw;DDPdJ9b^< zlEe=OaVHj{dz+U5g`2wS8#Mza=)gPG`k__R8IC`F0P;)7i~qOU6;}?h7!TjqgH3yZ zv2FV|C;Jm35I%Oy6 zJKk9PI)OAjU$#s=9ym)g`F4IH+~HxtN^$f(J8%R$P2ZkZYU<4G8r86cx#aHvPV}pF z>Y_)*YSBAuKBN5}jqLF>@SF{{vpGhvx*S0he&m?*pJS{@Gz6|fLGE0N>T@R8< zCk6nSpV314Dtx)#LOeE&pzNU(w>y*_f{eV{E@;zUdvDgUg!g-8=&Xf%Q5AbqCjK1@YvArQpw%X7`mOWt zr6N%!hrJ0JOQyV%+KR3;{n4wrU&NYMmKIX9fTfjAKXSWA>uF{CF@CdNPlvTyPP(Zl z>SO>VxA$h(b#P%TgrU}!QS+7g^wk6{i-#L&bSi7KSn@bjYvW9{+<9z%@Z3G;U^KuY zyJbF#Mfr)oFcR@XEKt$NqzvSK(sewU_c04wJO76E%M^=cNSntn=rnB92X)-f_(Zv? z#03E5^@ z_(b`8ga9h~|4}sJ>peh(01zPl28e*T1~#%X_YXGt!5>i9pwnh1;-$Dtp_JO7>GG;Y z^^q45Xk^|!SPh5ThNPb9XZw;<1j;@>T;x_3*51Q8gYX7$Rr)vJ+c%9CA*wG1X{9NX zD$!{kRA55$T$J352pEb@;mb2~w*&@wC?2m}Y{w5s5)PPw5c~MKk>u_;TJRy;$J~Rd z$0*J>pBh?&+2G4fnLCkkebf!tBGMA8)LOFCzq5OtGM_|#ieF;U70DC5+4215TSDxzc3SZv1|LTQS z7Q@ZqFtk|nPKz%gaAJ>WmNW1nQG0*p93ND8R+F!(t`*ggKGRv`-E{apSo0b_lY7;u z`Qj1<3HiF0HP2`#B`*Bh@6LgI>HYAeBpxWTnS zHUnj#*|6LRiiDc=|0v+ewW;8EEhn7VYX#%pm>Gx;P<-R~_82JJl|l7xoPKid|Az#A zw8WMKKhg`K$?-|$?Ez_s)!C~XJ37X|M;x^+Hw3%g%TfeJK4GfJmH}E;<}^K;>L8Iw zl_yOCi*xISF!Gz+SJgnwvP^S~#sJ<;H!E{Ba6+>o3n1mY0Q_Nh)~DVIWnyrL+>@+= zp`~bFz@@;#;laVf-rFNIwBrFb^h318QM(iu7*p@bo`+Vq5sINycclo$pvBnxGEN{- zoXmCVu*=N+%8Zl*wkYrNIBe%7MB9h14kx$Bp`w32sszoDw*(+^nDIQlCrH9m#@=ku zNI)VK)2as!lkcYS-7WwzF(5Ir`v;f<;?U>&uGK+RoSb<=BDkl zIU8-}zP+f77JKouPG?g7p9qqfMWqX08yY|3dFQN8r?w9%;Rqm;4tR$#AT5q&`W|xBE;HoQOWIxJ$NvF3JATwHZEe})cpZJ(k z`D{JfC_u7qiup)$WFi|Y^i>z=J-j|RJk>Nj!e6A$0ym}OtsC=(*2IgizydKx!Xq-k z79}L?C?g|N$UDr`rMtvGLp7=8V*qTzi|}T)rPhLU+via~5meFSXMk%kQ{O8b^0M}j z%Dc`VIFf%vY;aw#tuJx3Bav zoivG{3XvJcKh9dXHL55u7~D!~IJ>_oSHGt>7D{S#07_+WWM?cjm=emiEYu|1UUMYZ zSkQB{5OrKuJ!?yb!1klq!Nnq>yAvcTg3~GY`@#;gAeRsc$wcd`Gwy)5MWbb%cR(7a%+h2xA0UPVHg)$TVc6-` z7F$)&kYvqZd%8b+{}+LAdS|KIt~}pDs`~3=IMZ6oh`wFz9C_74lG4YEp)S0x*&xM) zmy6{_fn9b2CZgMGmT|Vlkp+833@g)vbp3cp%g!btyqhyKB9&KsotpyOWt&&yP7qsB zh?6v6hmju`X|n|Cy2D!;^RTPb&VA47QjWZEKIzV&v{z|mVC;yPay z^txExEpGlueCQgXS|$R`FoL&+l=mU42wguAQr&4keTqU9%Bgx&Iw4Uz@Fs~i_uxEZ zh)FwytyFHpX-U#lq!H!9->gEUzbnT!I zMN)n+cfj#_)qKRHXu)8OxSQX$94KvmjbnHb`A0-;+8p?^|web0hr&XaHo$7~su< zOb)X5LdiZol`-Rj($}eTTYe=k!Mf3Yh!~6ZD~Ar*FIJxJY)*rDTgh3~@{7!t;e>^~ z=4zdon!le|S62)M0>?WScg1*X>8XqSLViVOiVJ0s<^7?bY`W@|knsd-pNB~JSGi1} zu1D)p(C!12X36Se7MGP!RDz&S_?FHuIB8xBz>vy(jNYzNwmkE8<1bQcs;(q#V9M-T z#!$$v<{&B^<}u!ZtNZABVfzDD6KS!#PrCF#^hbN6wp)8l&n>Bm!|o?!PcN)(SMx$I zqefG>QMOB-0XFXMQ_uZ%r;Arc{g~J+mbgh-4k`F{wIi>mO{DJ_P*H11XyXy-xtTlD zdCu-rDW%Q$V%-YQk^|(pYdFh?wcbwh_=n-l-+6LMWA$l%s3g45S?Jo{x9_-hkf0gY zJSO8p7a^H{)IGTTtCZ|*@Z7a=0@ZXokaL^=XfIU{V>#s(8wxpUkrE&&n?aYBM< z%9S3=+G?K?-=_PZb#>pp<+h02LPe$vq^;b!IjwvL!jEE_n>x7!QZf;>io{J{SM!<< zpg)#2mVfT%cI;oHv$lC)0!0)>RXAoW(Aw|LBAhlna&HZeZ?V}Ijf~!wOzm@KX}}Ur z_s;CJG!LAvQ5KQN8=8O9b8-J-^~}qGsYX_E!=hby^z5`x zWd{lT;~$U+g(CjAurRPwyp1!k>8X9t#iQ9Anv`n&x%4zm~O z{XN+@w3>GB71_Xo#eHU;)nWplcrXT;2Y>NJk$8{r_6AtHMbK_qXBsdb=tBmd@W$lx zLz>#I$u=il#YqyV?|L;DCnPiC>rj?scIrn?6_H_myNc+JQ-6_ci*X6RQ(GE!qjbody!H_&hQkgrFF@YCl(f*s) zJLvmlBKWSaR%oOKOUe1##k46vDU(MJTP5z>9?H|Zy%cQJ49Y)D-Qy;Mo6|R$dbV-j zS*ilW(=2zq@`c=gI$y2B1~&cJeyDu7K7V%Xn#?zEpkT6jHEneRAeinB@Fu*P&LXlx zIy6}%3TFj4B>svJ8jupmg#exwvl5gfRHPQ)REJxpN2J^5KW-jxkry(aFTMg~PiY%% zl;qnD^Y>FTwFcOI>eXIso>P2IwzCg7!)|^$k;3(`*L3=-L|o@ zjlCHFsHM&yw$SDm(qe2oI6MHNH#cu+0|K&Vp^0h$cjLJFgw~tuX4rv}7tOW`Ut3(d z(L3Y6uzbdkz%(YrhE_bgB6qjSL`sJh8U8i&em9hFw;T7fi?PfOe=lEc; zsYwnvI97IBX;_`-N)~-Zhr3A8mBo(&luxodURvPmpWh};-g*{5kFny9X{XHkF82Xu z*1D^~TeqPqGlo04uj|>#<{J8i(topQDFPMi_QQ_Fog4zf@?(+>Gl&9N%%{M7>F3-~o%pqN0B+5^9r2#!b=dHsX( zwep{}dMa|7%gq&wgNL$&(KU8$aRQ}k{F#lH zDvLYHazZMv<#y!&i39W_wZU?j3qjoc<43?FI$x}J-@n8qc3R7>}}e7v6bw~xq%oA$XRl4>B?nEnta`46rn z_;Xh%?wh&!yE4o@Kd9u*y55y`{m{tjh@HSvsQpRk?0?ETQGeo3{IlURS0`^f=HYL# z<$Z~V(%Bn8Z~1p!`JhHjC~eP~$)~1vgT`L-j6D6IoA0xf5(C<4pZgxT6zBvvnMB9F zS1TOI|C@Em%%Dc0*ZEQG>bmmT6NxuGHV04V?~Vy8ABquOc~Nu09hF({X*{^JlRzn2 zDYh#NYhSr?de`(EN6|X#s#)vPl~bdM;;UGcRu-b+%6QftAr{6!jV6ARzHiA4sl&Vh z51QI8(6@(g0^J^fS#eY;!_9Sb_M~bLQIjS#*zlW=QJLx zaKpZ$Us-JXblMyV(w{59uqS9Mb6Ph7_OoXLdINh=(t8o{r&JNz31-oYsULPL+RL2T zODlzH_2ME`hjcy)iV$!*CQ>z@>@3pHexk0r$(3eTe^7t$WWHY@>{|Al59WH!&Jr;` zv_o6M0(MoYYj;W*D8P#9d;57c%a1j;cg}#rq;D>un;T%{PtC^~eU8Di6&Wbj6VwS7 z=9yzDxO)0h*j5qpFb>!*#3H?sZ1O*$=cx>w3_LtI%nmKw_@$g2E>&wz*pl~eE`W`#odGq!#o!#FoH>W{ zzF$1&+`AVnj_>+(hgVW9Si<`FoCdE@iMVFMyQR7eO^xNCp9wJ^60UxG0D(k(6?MtC z-k)hIJT25NvYwn*t2wL7S{F?HS~M|WQ8ME<+NN(K@5HiL5uG! zL81r*L6CSM@X*at1jwT6jn$(dLDWxJAOWMuReV<|s}EM9A2tdswv~Tgankp_g~~L8 z%bP?ds1*no?>x+umX3Syh`rzt8Q&<%!YYDSm)XCHg+Dv>aTxd>u=C`5%hnv8&W6~> zEQJk@i^MwP7^dFor#~WEx*x(V&fdAK6tvh}o*R{}d_nvH9p+ixa}!t%&HbMAOo)*j zuVi~Wxmz(&QLE|yVeh|#qUxfzLG&~kK|m1^kgOmeARq`dNfA-WNRE<0a%^%pBBCHk zk|IeE$xV`+T9BM`4w5A`K{5?<@KwS2ec!FQQ&UrQtL{G(MKx!yz1OqSv(`TCrK-<^ zHJQ7$S&$s?aq1&%#*EuKbni&ue1FGGVdXZL+WHv(Qo@sPV32J(tKb$#PoYwqN1nAO zBOpJ;_m#S*M>>H~eJ3Y!{$)H%G@TCf@fUcK*OxM9&wW*o=H$xCX~EL(FUV)U7zHd% zjyZ2Aln3V!AS%%g`A|f5S-8e#ilTsd5C#7Cy+a`;!(*R-%{Si%bX0Z=D>u zyh#KwxM(3GBeP7RzG=1mK$o zlmeMSeVF2!VoCH4qT=TwdxvP^$Ght5X=Xblz4z#ww=M;9P#n;Wr_^Roo8vbX-O+#h z14FcM zqg(RJ;U{zN-nFK?U^F1dLi3N!mJrL{9)+G&F!*;@yLn_M4%XA1eK#xDS){T8eHS=$!v4(A1&2F~6S{(SkLjSY%`wD;g_s_7Orp7Z! z&L0>o4H+*FcLdQkP*@OT+YyXEpe(m`Z*|x`B72$=R1$S-uk;=a9>bL0pWoiXogi(?;Lg8DEkJdFD z!uiox-ygj03ZD%Oe@Xc;V49s4*J>iOOl=N5YCBQvdGKo8!E!{P^jYdL$>dt0fvRqs zhyAm4lBeN?)Pluz3~JlUVHaviFR!i^!3OEM%O^x{B!^JtVo$Dz*SA>G6gN%n?62^I z*iv27f9LA{T~stzsjA>vX6uddc}|bwM(%#wDBErNypSfYRwd9VkA*(++fp}2iNW2E zuPKo3BXst~(5|v#d~zeaZlrO%eK;tVm-0}91ZNhbJA0$I_J(GDrVe-X-KdX{Vz31b z&+S8=@J=*P(mr|H|I{RZo|q&TY6W2ySpw5ImFCg9KEM`oY!e!$-Fxj)=gW+f|g=R#VQF|^Mb`4CfF`VG)T=D zu(n3ROg1>m?*%Jx=hRYxJM@sJnyzFnxy|i|a_SjOETmo`C3p*tqFT0Y?(yv=UNxt^ zDY-u$acsFlazLt<#T~xG@mSjcoz%2n+B+G7ElV8d{UX~eJnw_2&AWS>}b(8nLpZ%fWbi&+K%Amcany5GJ~K2C9wU6lW&;_5yOvp}wo3DOz6St}ygv$!a7g zzHW*>3d%TyVif8umW=nXEb#P(f0s23Pn_~+;f}47|IBxGLDm`k}}sir#93nf~0Nk)JulPT6wYDM)jv^l*>wDZLcD z3CSF9g7m0P`a-dN^e&4YjI6z#i-D^J@^@T%I?jjh^e!q~Ovo(jxKR}%p@-{01Bmaa z1&ZvyM02-p2oq7Q?C_@&H@=_G%j4nW8uSWn4Qh9emPWE>|ybLRqR(@d*z`Gv7)g{z`!mtzI)KKN3_%3ZlH zU1|d7)J|U2A|e9@wBGGsI1w;LiD3X@$0vWq=)tMXfKUBp5P>jnLPXD2sx!{UO$k8f z02qWfEcw9t8&&Jd;hPmMF_mZ>R9h9+74Z}NN^s)v(g5@#u8P|$Bdo_OdpsKx+|If& zibS}J_s={Ug2T%+iGz~#CyD&(i!Wnonfc|*muub7OyspHI(Mt|(akY<^j+VP@HDO` z&SZeuGvNhdtWwY*kVb&#g6L3*MP=*6cDzV*rs_R2RdBOeME@Q2TgpZ!paOpE{r-SH znE(-<0DE?JU7t7SG$3m=L`5x1(zH@QY|YgRKq^8$oZ$8=2|j$(d0sza>_5k9e#J)? z4<#LZH4GH@d#;7lbsv3uZp=+b;22wZC^2DPgN0IJ)D1d9T|aHVj!yyz9F> zR=o@$C)`1$B=B=GcAA571_>m;!T+;DV~)fe*3&?Tr%xqF=*4bgFqnl{;?ZfSCh>N?Jh*HdXuJ~X|lanmt%YYtvfSGu(F-6gmbZsOed=_ zkf}2iKyvvRSaDpQKb;qkL)X#X?l_a}f*;Z(vvb)ImImL~uNk;DK+O%w_3kG`Y(0no z54ccbE*KGC`7laW_qwj*Dg}pNh1>Ma_l{^Q%`Y<-hf3|DX2ghC01`KfY`4`Y9*)|3 z@NnKjw~-YFj}0wNLCbg?%%kUz-Vgr_*7{||Wah*^viPXg#DR10vExdfT`Jr&F@=DE zVG8H#(Xs6COF)DBF_3j937pDI!{wy}T8K4sU6HahMe6-I#rvZiadB}>OCHOLgFiEK zmz>_^?CNO_5isVn-Fwjd9t{W(!sMEJ4JTPvUPiFt9xw81%=FI)%;X-aE$j*vlT?;2tGibd}$n}|M$`%HEs7eb$56D+D~-j`?4@Cn>w6Dp%$^EMH=Pv--(4O*! z7sn8vd|CUkrpG@tp_*l>kECcL%U=dErU(r36Q+1MuDtkw6i>?y)n}^d! z=6cBdP4@R0w^Y#mTCzun|mlw99@>TjT#Ql}4lGfh)MGgUWk`$2FV zu1f$}30%LeK!P*0loo{q%RQ9oVg^zJ2KeKm+PUsd1A}6ZhbfTzE`(9ot&_YqUe07D zvt{jheT-X|YW3M@t(S1-mQqqJgRjuPU74V@m~Zymt`z%jbjK}c6k==P|Jk89t0}mD zjrXhdo{PU0EjP8f?`D!)jt49qK8a`Y6Jl1X>@{R~h5Cp2PoVs*?+@z78Fbu9F0G84 zs)KdQ=<4!>)C_d=c98DHjD}s&+ipHLd{4~!J-DZEIl)?~Q=b6%%uz4^{T-r^-0@cz z2^d1bpxr08v)YulsZO;jT&~-~s03DrPd;Bm&f@%G8Q7-L`rxH1P5u#k`FYLM=Ed=+1;*o!xJ2PkdDD4qFwd}_ z&L2$#Felc*b1WMJNQIDtv^An$>CV@_xaHFJCcQTJKD1b?=B%xXgL1jW{=LESLj+s) zoiDF30N{F2wG5C53lC>MQ~s=|M`IUNQ=ePz zYP5P(=rQ@?gL2vY5Y;0^JLFOC!wfpx6|Dpm>3X6^ZcBp%tZmqQ0%B!NvQ0;-cO)5# zL>`!Yohs$Eez(u{y}gp7?o<3jnEj?N;mHvv-UEZD)W3o8_Gy!~?T{J(&na_#TbX5C?8t zvD+C;A-kxa<)5~tvS|}jp%if!gfX=?0w~FwkM8<6#9co@h9PK!e-8E%5dECTjM9#0 znRA7}X$9G43LNTCz=rncCd6IpNczkTo~_YbPN9Q8%*o)-dXvF9TiK*mm$Juotb`~R z4fpVsYZi3I!;5|S-PQu%c5)2m7d5)0e*i02qhnk>G`K&DoG$B~#u~swF>cO|4lPmT z9CMk}jSUWKZ$mUclL4kaUlNz zA}v4gk&ZlJDspU=ISYHPhtPKHErn&n)8$8f$sU+pv0t(A|CCXkM8^LCiex-gkkG_e zpOmKdq59kF!R*7jMT|@?f?V6WjXwDMF%cGcPWAuAE{W$L`Uwq{DgH?aLcw<&J;f}8 zXY$LaaZsiD*a6H|aXc0w9c`G&HoQ<-KnJ7y&9pM*((ixV1-U&<^8Zhsi~(prrY0DK zEMK*xaqYD~lC}|kZjAM`r~k$u&fyVQda!an_WJiJ55OmHk^c$zAVpPAed8sn>Z{6l z_{f#yAmMXZlWB(kxl;)SZE!n7F{JJ%QQc7}-;={kB3-N!SFgI5wg;TdG_YU$!u~ISn(sCnfzY*C#IUF!nEXo{Ij< z6N#N1#(WwiSJg;H2827}VxI_2dDoP011&6ec`z?|_?asm1jjX11Do)iNUlTm8!evu zrrrWa9Z@*tMrx6Ff!G%N_d)T>|A}O*4DKzw=U(c+dz(2?^ylAuLue(&!&P{WeJ~Df zkB+>*GzXNA%od2Z921Z2SMSdT&XbhjDUWIjABSdD%qcbkM0hQx`w7K#=|A)CHHD8` zMO)k{R13O1IRA?O&NIc~wCMoB%1gguu0)~@xE<%@&y4@Z0bLOD;Oz5%*+SywG!H=J zS?;K4fn03G0HNQ`jP*`h$R?a~gnOPu{Y4=uaid&SVn0`TB`=EeMP7FN^efdZ779T6 zN5Lw_qBrr2QbWoIg{qKWIF!%=SF~vA;rd7Yie})7qJn?&lQxk0R%LwUgpQ)kg?+Or z?W!~?*@*A2acnQ?g}z?N{c`)~u1QV50%HlqbX=F1sIv4yIC9KJ{qSk{fYWVD` zfh`+6&6byv1)W|TUqfyy<{mM6TmL>qlJ>+7PH9SVLSXjF`jOJTUiMhXMLU1qeB8j94n$I}?U@Mc{H z`sL0~{D%q#b#TX}F{J9-I?o?R{3{>- z>q7`YQl&qKmKGg}7TuJmlREe~J6*uK`(_QLNYF4dc@PQ&ET{NXDq3?l`=0{WZ|7qEQ0km`9 zM@fPII=zdaVD3_-@8_g`5B2|KD;c4R_-Tz=3|w z|Ndz>6fW1iJDed{uhm024eW|9DfPwO2d)-&2#+W7Xmh4{B7@7aX|am+#8L6n-Hjx zD03|QVN{T1`1=HFHjHCkSS^bQF{S)>jc0ZCZNF?D!3UPe)Rq^)`abK1S3l1SyygJi zF{KcA(eRGA(eX|blgCTa#%<}4w;!?`3ozED!QaLU3}2avYB(=qO@8uqh-3bZxWpmQ z;eGJJz2$w@^vtPGVz0_+Lal>`s{5F>isj<+JPNxOGJwL5Tpe&e$|GZc8O@^$ZMW%l z*lXU-LQ9=P9B)G41XQm0`RKHT+@e^qnC+o&D39p;SFCo~B_A}blPw#1^ern$>GIHg zT)3!|#KHGZGUEiOikA_xdfEgCj`@nw4EAdzw9&}g-@1d~FoC&|^ihBeR^{c3 z6YJ}21%cQma`1-sw>$Wy%9zJs6c-;m6Z{e(;0e;$DN|iMSx$lvjIwt&m-$@&IZyTz zNuBY*3F(9{xgq8%SS{wia{@o=pi8(@z3zkKF%1WjLu&u`SNEMoGz( zrS$aqZHemg&W{WKw5Z3@6oJM3?9UV(3(fDR*M;wS-}Ip(y4*5qQQO?Hs>?=X))qd` z)F&W$`DQ#v&&!p_NFuYQiYJs!Z&&5RG@PZL2@cf+mCZe&Rrk#bGFGQ9t|%tvBd9nV=2|+C`@SA^bm+g9fW0^mpHB zwt&uP-ZhRCvlZhX@hpBua=H+^+2D*R?zm|@F9Y%%f+y#y6+?DqmO!$vQo(y5j|+$Q ziU-d(2YT8SLJ1YYZ9b!lr7Vq*J3qe+S8EEiv*QQw=c)Z{FmI#D;z@Sb@ns*RIAU}F zbbOC++%xAo)dd#^Gc8&$S?LCbkX&9_=jTGl^Zg(n>iT@tmKK`r3VS{PTi0EdGmp;u zdZ@ZBMGutM!tKSNk_T5sxcUwS9cgxLZZw#z37P)CB+;YEY zxNH)WB!Bux{p1a-^p;SO*v_1wwYZ9;(XSaXEe^R!)ggUChJ6>d@vLSijgv>0%O(T` zW%>2BkG8JDf^e%SQ_5vL?w2Lgx5c@_1HPK3E|Q8G;=byCu%FoRE>xWTb+;N$Ey$&e z9e`IV2r{4dVm;mDN7I_^L+sd8=;p>O^cGUxb@n@W#;h(^C8&s+W~)X8Z0?co@G;uZ zyCL&V9Hxgi)xU*^BG^Fb=f?YMRf-+J;F#|XpX@3tp3c`!+@=yJMPYW;Eg5*Ef%2B? zQh$h$Eyu7YEXH9uB{y59LOtOnj%>48tfKmz>PXAx3GSV|^c3ADgS*<3SDYZShy0)Q zq;2?K+uw2Q#<1Z>BnbyVAKzF?BKGuuj4m-ut+v8Ytq;$g_C7Q z{nbkygorU|Wq(>JnnC)yYw4@oPX2PAEmgNxT^mfrxKnJ@^5%ReOvaEp$GF*LfcUkF zo>hVVVv4?8Q%J5wuBBFc{7gx?3kRh`1V7qKmRfUKITqSXM z*=1xl!8bYaUSg{Vo=k4XX9eXDIfsCqa4gubN!@{?F?ct(R$9kjtOaFcIf(rX6~rFtmB zzj_UqM)#y`P`J4>`Bl=vVgA#D1fu$XN?|#!TpNrwuj^W3%nA+*2>4rn0U!DU7$oFW z*?E51pZp+t+F%D(e-1$bOMj5wa7Q$+K{YFtOwX0$eANem-4&43BOLvzJ>)Vth`|h% z=S%m?uSQu^igwS61@;wD{#f@bXbvl@$*Zx^liO9%2?+x^j-#}G&)7ohwN(|oFjIr5 z2F|ZX-;Q)hp!Bpm)K2$51Xd4a#NoNgdM7j{TQg(A4uQU zdF~aPPX_e&2WDq)ky0lI>8j>Dx-vuWv_~+7)KqABUgyXmX)?ilcj*)FGT*YoWK2kj zn(w00(cR~J6%qakitr3A7zAC_HUFUZrLJ{$47&__u>Sx}|4o2|u%_oc;{1T;q>Ax( z0&~^*)&`0d$D6KlEUF%u&NS^l1 zq`Q2f_O^*Q+GUWyt_~sLHcGS<=4Y|5QE2W2~MX^|l{Y+^!2d*0E z40rIyH47;?*=3P1xazs zctMy~*}x-$+RLNS|lpQfA9l5>Swk?+dx}0b&;c<`K1$aDl!}GoPk%^6y@E_T04E9Oj4S z$iVbE*v&NJ?1ncCFvmcXI8bnOq8u!o@ zDMf9$YivchFqf~EZV%}1Q9bi+%`3}sC&gSTxB@ISm~05C?Guyky}y`FCu(X=I1Ou< zF-v*$p8cR@x{VR68m?}(-Z+au239b4_#uA@Vpn$bC0HUJcaaL1A9`J-&XGu}kYWAR zThIBL6BC8HnxT`r6Yas1WCLYuEUZFO1o?uovg+-{7~5X^>-^|m-~Tl&tC$VuW`)oD zL=^y?IC=%27+E4kh-7y_VGL!kh-L>L@=WXQga;z(WzAf%m6aSUkpIn!p%9$Pab9lBUzxr zBAAf|KO*iZrEqrViG;u4YWx?jWWc=J_D1hc^MO<0&K)yPR~!^oLSjU@x_yXc9j22F z7CHz1KR9*)5~EIr3ulL%2yUl>`z+g(2V#-p+03CJO*SdgLFe@!PXm?))G{aihPm*r zQ@Rwa{@TI)^~6d1E5QQvPube3agx{ZC%pNGb#XW$JXdip{?qT9$gpNWDh_$#65iO zu?v%58(H*w+#Oj^#xS-xvz zA`R{PD`2U&x^-IWy_j%yG?4zXBUAi9vi~EPAf$i!OxFX`9MEA(a4vhGeB^y{6v+t~ zY5sB-JoRO)@lj^|nB#X=Fu7MdCFc5o=QvTkZhf~MAbbjHqtEn!Umtr@=cV=2(}8(7XLEt-}RF+g+{SWoQ_kM zRKD|)+Iv2;;8CxgvGi?!Kv2~i97+E@$>@bWIYn|slTFl;Rc7Zl+f~cOa|jOD!X?Si zC3p1)XKvI))Nq?SS3lfVjZqOz+G#>-_4rBP8F9bVSWQkAtyWb3KG^YQ9a&%~I^Nmy z?AUZjFmr!eOLG2U7kx6nZEpRWMSJIVA+`Sf)JBNi`F-+*&oQ+D>YddsBR?H$)x+*; z8!CTJ8ZLn%ydb%0nbWeKkrU)GAvmz%cnEn3r^<97jWzJz*7 z2EXCLNAAbft#&%MNb0|Jt9EK=YIm^nLk4sX6_`H=d8;&10s4G<-2WqO1D?T z;z20UEP>DFT2i<4AAbS(3=?R4N7qs6-_$O$3JYVFZf=i*nyikNZuI4N7YdxG?tKhc zAyjIaa8Uf;Ql8;Z>m+@QXs3aS-IUzSA8I>MAdk;6pt7o^}I%XYpfb+_vMS^0PVIg zB>fJ+<)0fs+kkvpJZf61^J78;l3PY=@4}P0coXvhx}f$m^^#qAGuy$t(yd4Sr(_dZ z+ItlE_Q&gdX6+Gj9|VTVy=|-ZOiRHr!PyS@QNdxY_@S@oilu(0=7<3WIgnbT_blSC zvpC6bBB@b|13Hh`iTvf?^hB19R5*%kdYpqoiPwLB5OF>7V89WhNPqgPX%8n z(Ms|`EB+W$S^jy)qUF;Y+sCJ+blgL5AX;lPKzFzOV5UOG6s;by)5||WL5CdcmJ&F& zAT!0VeP9)ye=ObCAvz(*B;>!h;5}{(wpGwku&trVf;;I6rC|G+Tpe?qN`SE4A7Q@S zib5f-3ioo0AI_=IzQ{95(x8qGI%o;Wjmt|>>|69>zZz-ys$xoHAgm1u48kHD)3c|l zWh{1bU@&X8cWPJB%Ot5SkRs?{-^5*=3!c#Ld1n56Q12j0dfY!@7Yy-gC_;F4Ih>MH z>skV4*=!|mdwaXtBwClnvOg;<$8(lr`#5t)ef0Read$_5zgoEAFfXZSk;>}cYIRHE z*OlRXHx4ke7gHry6BtV~fK;=Mzjl^>3A;C=PFkwE`?6eEm65OS=bP#7o?8vnPh6rR zlUP;pP|eA<*{07=%KJ#o<){O(UW7RHjch-zov_aF+#z}mif5!GpRf;-yOl=|hAqeX z+->tHY6~;mVHHMv3DL@TGBq~8qVsLkk;gR(x(ND;n`q#1@za^!Ko%{1T6i=T?wmpkI z?(M$)nQGbjFo<@!&(fY0prf$TTm)uZ|4jgcb=e@HHWqBB zeh6b}OBw-=Og>^%*~BD?G?P?+T3qK$y6yd1XT;fx?gkFXA&5I#sO$aa5bDdYMGDGU zi6D{Up6qxbMrr{&uPk)oI{Qcb^sped30k-~)6bS4hDn&$1>zM5US92c-tX$h+Dp z$!5L>;pSHs7Try5{D58@bmNZrSg0D7(J?0->Cf>%yl4#5K$v4Op7Xm(HHn!*8WtDt zi}GvkjPovvpCfdi@I4-LnssaTTLIMQ&g&jgr4G{~VFK&+JDu=Lh46?Y@z7hEMy3h1 z9TXpwF`hR(TdZzA!nDd|&`mqP9W;xx4|HZ5T!ZAQE7^}a#$!M2XxB3<&YdDyxcGdZ z>*-EhjkBin?dN|oLoiK!jHR}_boJmcnI7}dreghpiGmAyoHJVAyR>3=D$tqKhY;~Z z>uR0p-{I;LZep+Q^P*lSll!uM(aSL(@RozxXbN=--2_vBC|3t}ZDl0hgd9!9bE0aM zoGQ8={Tgjfzo4;+gh~z%EI}gOL0zW+ie#BKYK4UE^`%j{6nVp z7?ot%|KMQP;n;hnd-P>hYUI+m*S7)>FTsQlLqv!bg_e5+Vy!>&I68Bhg%;=Uor5AU zc3aXK$M!`LG}L8U3V+{Am`al)S~(YX`~okhU_(O)nW4ph$9W9yzX(LdG9E z{}B5cL%d0gx+^WAE^849MQ{X16wwe6A;v@r#JbDGWJ1)=dh8qo`H>bBPVc#Pw{)YK zLlW9KFu*#X;}~>PziPCK*|j}(|0*ts-U;XLwn2ZL_51UP!0HM*76a+b`caIff`-rx z$Jm5cY-6JS&&+wDboYwFfvxC9XHC?c&%G~snTz~Gx^utykK8!F)znsO#@Ztsy9-MJxsgP~Mnhc#38Uq9u$432xy3n$m=&bBj zQPq{zE%2MVwrEjR&N^BLbz~Z&sXA%iRhQ(s713XU_e(?X0Xp{0&lf8N4ww55zbi#3 zyfGKAPU^jSdt!fjEz|sZp)?H_a9KT#I%9D(WQjyp7j_VZCUbG=kHJSx>v-LuFUWEg zO9wQXVYnW_FSvr0yi#)?y1f}CiXEnTSbJLAIA0hnbIxpi$0M0_y!_)wSRi-RVA>cq zKFLEEtXO2TmCu<7#Andw&!&C^2+IdDbp*F7Bv`PY){-?WP-Zhar%S#^=wAWHn05^L zsI`%5scwm67Rwo9y2Ir>s&=!$pm5oqisgI(%Tq;sRDgZVPw9fWpn(jVI6Rx^oA2JO zUQ|dDAJ<&lhc=YqaoP6;tJQV{b<@LN#NM2=7%<++`uyt%p}9}aBP0hZ=4^(i!rEET z(XTVB=-8H%BG-&Ywzgc=vx{u&m-^r)cN_8HgX_yF4YI3B0>>3xDj&Ll!I^^Mg(OU= zk)Zyt``g`8>%r)2F^@BY>xmGeum!xlDC{TYFXnHUOz@>73f=>(R%*{z;1Bk>L_%@} zmeu@5&s|)_l3&_N);-O`+zG5Es>Vp*6K?agn)$}BW8p`8VKJg0&p7HbV(nsgm~*_J zvjKzez{27~wB7-N85;SsgoyC1PXahGj~E;wx$E2laxSw%(B^aVM*FaR;T@nH{qW{h z9-Y$UdM^?4wncl+in7CtrAVSN5ye}y9-VO^-@mr}C3Z@tV*<)m;+(Iz?tFn2PgP3E z^zA>oMxea>Gt0bXcg$X)Vz0tAO6GqOJ9`r}zJ*D;*nJg&@&_l}4xjn{$#G5HNv%{ntP+4&pN z+m!C%;6v`<+nA1Z(Dv+g_dRLLv=OJ7EkG{TcV{LtVozeF?pJBE`6Y=t)wLVg-lFCN ziY#*oqP(EindcD{)*1~O6JOS4c+t@#Qr|}6*(2tTCVuLPX`QyC(n3((DKfKB+BRXV z@visUMR!Iug6M>u9v;ov9zDpKPR<@f6&^AH$P{FijVfRz+SlEEao28e$B9#IGYe@m zw$pPi(+M+mKro}47>`!zqzx?6<*CSp>EW#?JK(r8UoO_B#gA+#c<>WLq@(=mLgE=Lv<^hWB<%rM?|8>B5S}f^8J@C(Q$g&i9~^K{h4v|GI5Bs@>cNiBmA9S&g5jPf z&wD~k827L)GBPdX#a3jd5&YS0*$g>}#BGQjR-9}`z>EHhu7gOGg!7A!3dJu3^9o#f z?0D&sIjsP`+V+D-Ky0PZN9j|)1GfCX{i4pq{!(WIh)od>x5X1?E3sV4a{3eLi^Y+I z;Wux!!pY3z0l`xK9C-EHcT}6g-OCDXArt~;jgOjU`VHjqM(xI~0X8LUCK6{C_(dZ* znT7oI`6r}JrN~w#9mLK{w439?fm5 zha)5&fqxyV15?g3l$BomzMh+c+3Z-d8+FJfG|tvU-1{7! z&XHk4l~E!sdvT|gVVf5*OOz!s7JY@{M+b$GJ8>VjJ}48+D1lE4DR_`@nh=BYzy`kv zF0KC`Cb+=fqoo+t`LjTq0SQRKF~VzqcmR+&i#H3Y`a7%>1YS%SRrJED|1%4qvDsvP zCg4jj%>M!o!@t1!`FC=}{3b}&)yF72_@|RE1desd!?6A)S)k(Phmz5MbShy44!zvz z_vEGi>*hf=qp=i}u8jQQA0_+jk+A0}8h+cSgA9Af_~F|7`nL zn)*LF553#~*VQEvQ?Su6D~5L4X434orX{Gy%ezm;^~vQ_-`}{hxael?RqZw>6h_QAdD=?n{u(&I~$*)Ati)keyYk#BXK1WCv_4 zEC^R3Ru9T9s2)@xj}p-XoLK=QcjG0&I|9xgsgI$Em6fXTNhHTg>br)dK>{lI6AciEBT7j%!W*=Cpq^e7x6ANOa@B^m8H-l8dWK?CKxcsq;N&(-xHE%~^|x0F`i)_HT07i_t#4G8Lt4r%QU2n2*fLJG@kf$&3qHqn+lTW3V6aRHK z|F>M{|2Hii6j;P$uka!_uL`a7uJdm1PS3n!1n;Q4ZKf z9{CKr^>Sooj1iwad(;pJ4!fjy>NTdYd3xG#J<{1AFFSjY56WzMAdK>Z1YKu~l&ds-n*FPG4 zT%u5`iz5R4qb=5!d#V#8XZ66%F{S$SRJ*`^CVyB5?~|T!+KPPOImdKStHx>oqrz(K z<#{rngKVOsd`C>`rb(NLKJ*^Iu(2l%Lq_W1DmGR7I#hjJ4t68w+-8m@nxk;;O}hK3 zK3KbSFA;+C=geskF^s1xn4ionGM!!WPdoh$*r5FAFw9@vEJg1B>SraJg7}(@TV;nh zQh=EzS(EW?LRG5mV~9^e5C)A$#L-Umc} zW-ZM=p{L>C#J|&&pCHPV>GjBZJEj3l zw2ZM~d1KVZxRf;ptBI_Uh>x*B|I(^N+L$F~g$muqG_Ie})=MrfC zKez%juqQv7HS!m?g%bMiG{syO4>h6joTl>lIO>g|;!VnyGEP(|!dL`l4VB34f0BF< zycp4wDj#tnn~679TTOIV(rue|Vv|+xX2PnNt}uyBsEN3{hMH;^WB{}c*aPqdO8dXe z5VxWXJ)rO+>eLdtPtq2dc$W+RgcGdE)@+|=*pq~O;@1aa1yuG2L>YHP_ddfsSLh>< z3c4)e!%|u<*bL+Ri4YFan|MJ(aa zcFL+k?3UOZW>dK%!-tESZM}bnR#bG1G%kcpa3#bF>ljZ^yUpNtG`{qy*%1YMEu`7x zGgAt>tWSjRZ&&1Nc&{z3j0Xs}zx{Az`tl95LO%YmeLBBLLqVk!gtXFulpD?l`yUM^ zsO#?s{pAgxf_-W$8>vVC1kJ=bP=oxeB-V);!0s2z8Cx@XvY`^$D$D}4J~Vl@W<;FL zjF@t$>`>2bZFZw*JOI$RKP>K)JSt=q+ZeB!zl+}yz>O8fHU?|D&Kh8)v47sp)mfwf zlx5w$;R(TvLZTizf@`wROB|m6^UB|_%a8$j6BVB3(^ES!J$}&9AsLZ(`@px&u<8nE zBM(swL%U11Ey?hocLb!$#NlDGq1hYsJ7PDuOM{)&a8cdfQKPQ&PE@Qkv+r%iZc1&`$8SsI-*AcDQQ|skb#~bAqA~t)=aTe&np^!G zS-cD9q{z$(eB3Lalp)l2FfUQ2WTy)H2!fQ!VG;!qa#{!_CMM3+`S*~{`GEZ!s@vwF z#8kYW=7fJE+69vP%5#lp28qF~#B6e=gYBm8wSLE4ZIu7GVltM_{(ctlJs#O? z7s2e(tuPWqjI*?awj8W6!qPT8kflhbCCm$qx7RmzIYx{VQ&I+V)To^2SZ88>preD; z!j6g)!V*OCwe}+_=LpPKjFkZ&VIuG?F8$}TGc#q>U!YIT) zwKsgX&)Rd^ z)MO6)i2m;VW1>LYg_MqwIm9OVuC*T=jn-uh5n0n7qIOd3v+tRGQXI$0?1H)Ly^%b7 zu~+BHLoi}xu=<@NYkUo$RpeO$Z2rPTj-j&`VyCZ9-ynA9E0fu)Qxy_iV|z-AKi1V1 zW*iw`cEbExs@Q{53NxQtOj{!9uUykks8*nJXPXQO!Vif`r_{gRqd>)I9Y814aCgUA z?|O&WR#w&odFKirGQ6BC=7#@-t4`I{H{s;GJ)#S0b%xW7I9Ryg?ZK<3OKM&)Uj$q` z;uDXr$3_15_)iKND&_ON)_)*N8^lU7e?|#-S6;sK-fG2{C&NXD4^};PP1dDR*5qRB zcXavX9u!ipVnj!a<%+C^*=Z(**f8B(%pnO3(=4$J$Ox{E`sk&u|5kcFr;$u-4#CzW`;W;)@5en(MRRP z)T8kqg!op>&x8y-bOa^5NJDRM7W`I%kd~D@vXS4jneyj3_qL|1BUDF7M{r|xtL1+b zO@D6miaYHZalyms}t)*|60S zuD66MOc?DWNjlHn>wAG5U$*d3er5j6_&Fs~T;eH`#!o{koQ_G2_ljy@EP5Ljr8bZK zm%ZKc4krid;BVH0L48V0U%|*YNjxcrmUQhVpf) zHYa7e;fH=3=?d{|%=^bT6}-_(nlyHOxlJwiHB6H3Q-PCjuBokOC*KscPZF?w<-fyW zC!X?l;)yVJPXVjCqEubx;`UeuNfMj4Ce^Mo^5rIFZ>(3s`9r+*lR8OwXr8+MO>+OM5$9##%c7Ts>pdQ5P+$j1lM!41k>mD%1vxk<14!<} z^4N{n)ln_u;@`MT@hhO}jUC?m&kv>YnkBKHT0|GvR2AeBmFzm()$(mj$M;Q@Q3&>z zOKMOA2Kj^B5V+JCZpc{be+N<=)M_2IlRw&GV3dVY&Z-!DvZ_yX1EX)Pf?Qt%4cm*- z^RW%oqXc7h95uUvk{pM=n646hp=v+tN&+ba(3k!X&fWql%C&799!g3{3F#7$MnJkn zP*S>61nEX%U_iP-LK+36yBT7nyOi$k?*4Av&sO(--v9l-^{tuZ8WwoZbzj#R$9bG_ zGya|kM8OD1y+%ChKZp3#U{ipAB5P!rY9L0u!(hb_*D}~?UyxX}>%h1%<``NpEyxD4 zB4<=$Z4_g1_oTd*TBd^JuC=sH^&@6&kZNu zOm0>cK+Jfx3Cv)sd&2ds3b4NR{le+LLWR;h5+!pyjrF(A0IlZecbA{*fGa)}F^AS! zH@%5>-9R?JYWXV!R-Jmpgy6rde`_^fV(_uH^g7(E_i&=EPUz*xA6O5F2p)y9d8PqdL$;Km5;W7S91! zefNLD&W037yl8M{^@H6++SA#ia$$%s8t4dB_*FmrcgxS0h*lO zgLwTrgaF+CAAR(9dUppAQGpkA1Ls4@pOvbK`caRl{ssa+OOumi9!~!`631%`hy-wf zm&qzPgAN#x^9_89fF3 z1@GN8I-d{9{(WM=u3>eA-B~xlzB$cEx_XPK0$W@56!(w0UjLkNaQ8+3H^;Nd{+e}$ z(Ru1n%UXKTI-=-WSgpIddfOT-({L5u7{N?+FxWp!SJoe>^_n!rK2+FAPiK+&=q&x< z{PJz^elcUpY3OBLe>d1U*KCq1{CZX|c2)R_>wJQ%#3T=+gY&n%D9Hb%Xs+h(-sPB` zt6aKIwV~!MbnTPCo59UIQN8!~X+nP9n>in@@7^9kqBqeaI_|6Qqe~kl?0kdDaK%mR zW{^UlJmJZne-~?4z4H{cs)O(jAN(9)UbN)j%I@U{6x7~Hrq$SJq8BCB-7JP@q?o^u z5(*8_Gn&Mf4Xq_;wD+Gn^e*%Y;MYjrNZH@K?7qa9E}kfb3|>exMDNPcUmcMVSIkjeDZlla{R0{`XqMN@%j8cN<=V@lI>t_arM|n?o)LJp--oq6W z=}(>6mKuM=qlGqVe=Bv8EHIx+0P&GNt2yQF%a3?Oj=iIQ6Lsla;p3S^*~q! z*nfC^Az(Bk445s`lki_FpppZI$$U`5gV5rGpw9GAF$HIvf?DgbMx&DiTZxwvrn#sP z!FJwY1_u>n*syEs0|<46R{HU>@?{5gc!!D5;Ulp*B7P;oza@MQ$X(qD=ZZZX+#S>P zhZWKQ8y3U(Tlk)ZCBqy+S*U-T4Uy-6nay*6@(1qn4=W_13RqNgP7d20P}oBz9FTN{ zZc2{Yj;Sg+9BB?9R;->C&eM)@S4UaGcVis88H?(ujM_qSl)5>8IgPs_|DOiQzTq;2 z$cqgw4DuHIPn1-x$}wL-9x+CahEG2GUj$XwqzPK4JRE&` zqh&p|$*PCpSWlU;p*xdiz@-e@LT{I?_s*JXRD#;wFkCa3AND9c7#+ox7oe<~^?**p zJKv6ACFK6{E53ihY7J%LIaR<=#zhx16q58)rrphbH2&8flX1*X#A})Lm3{v)irT+F z=(~IV!SIwtx&QR4Uvpc#N~6KO-&*jPvjs!npZQCiU6&4jq2TOkuZ{xBu7DD|JeQ`P zbR0{}q!m;)jD%P0OpDqm_ZQS?`fCq1(jAYh?>}ZE{C9H(&~fv#Y~ZLq2gzxB;&D5fn}rfF+i&Q?{2#kp zJ|i?CK>-ECV?3GI)$ecr%9#k5jIv&y#a}l7cm$v*@-IEe^9aobdHLZ2Fy+tU0ud|V z_xAjb4*#H_?zm0Be^i31)6>N-E-r>#mrV)0v;k1DYM8J_^S3S!+>x-d?7jDKen}+Y zt?!ZsRzUHrCOZ?vq8d$mBg<&TN+BGQz`Hu|+ZI6p@-04tazMoPZO#;aq|r zzkMkLf&#||G}r$+AK+5}U|D5ATe?qe;pdd(1yxvTmZE~vGs8)Esrm&DL+VZ@%(2ys zj}``-bE_$BTsSLh(m-Yzn_feZCGZu89A7?u1ZH)M(dIKY)p zCNKWc7>Ek=>2Lj6;Idcz z1E20_whH#w=3+d6OhX|BCIXUD{BSl3!kJWi4>0O+uLi#4)}pik3my_A`rS%rN(C&K zHo?O0A1&^kKf^VsT9hYpG5=MC(@mjv&Cm>-#r6`Z!24o=c9sHWNs|Ecr^!68Y{$#r zebkxGex1HlyIF|4>0*9bq|$cLKb)sF3H2;U&zPK?#GOPXVa;doYgD`cG48gpzw;_< z1B_UHN~*e@;Mg=71O-n!gKjs#2dz7D(9&W)Z}^2EqvT*`!r*L#IYr_W$i%Hn3;RH) zyI7W*be%Ip{mszRUt%P(2y8F+&eYSVe_Dg=$iLk7yK{uOaL=nnyNmU#$@%SF&s(?4 zF_X<(GG4ok`a@@6-r7mwoS@rD#|KOydN9}*YZ%SLx_bUzi5Sgh_r(ohNQ}u*Ex{Vj z_vBNBbnZPMq5;}gzFr-~HI{!^uGRyL3E_OvG_N!L#sgjx597!lZ6V1O0)!v*k|KHS zI#zj9V~)tMs@}MdjU~?ug*$UIpS~a724Tz$=L2KCh6fKyhBs#H?>kHlCxxzlX;d0t zsWG z6H>67>^P!vP!bOAnfZKq^j*ID;&>BbG-boZ)4+UmuVPf!oSd@WuocZ^-j^U(w|m7v zB?f5a%F11gyyo}z{OJ>&iwadl&-yg`ryDaNqmoOLaCJQwmHeNad||Y3#jaIWQo_=f z=R33~N9pplwN^QaKmFVE; z*m<_UxSgKl=IZ+9bZ5E?FB=_F;O1GdH;U#}Wi`!kXOc`zY^IDYNmO;7>3Q5VrZSl~ za7nHRH*i?l3;2sPqZ2kNJz)I?`h_tOhk!GcbGv8yD{8$H0z0}pj|M!|pcNrp=vw45x%aiTE zI*!*(xsmOm(aHQMp159FQGR#<2Xb6Y@Cd)Bd35*yV2$>xm)vjL44hKRe-P*J_&4+I zAA&b$ij^_V`D+LUW+=eYEH8&TV(omNI|74T=fzjGB=iyuxr{s~w zJGJcts_hjYWwD$47pqvEA1r51Hv!eoU$kAcy5x0r2Y5{i*Pi^6SO9Ck0f;bwzG4D-oQ#_oA8!nMGs#Qz> zfPq*lX*mGd-XQddkTAgPh0CAcYHE0w3SD1Y1NsgRS@WaAler6MkF~(^3!9(Ydl2Tn z(>c=)zM*owvfXyI6#Pq~So7#jrVojamKzbqo~#OdpPgl8t=scfHz+zbzJ}tRq`0ia zpWJTW@YyW|)Bz1KC-tztIJ`4mK#uH=1|=t#r~B30C58832nRdRU9MQZ8FRAz72Q5SwExdfRR9vt`sP&mx7gsd0m`rs zeOg#7?$*9b9WD^n@lMr8WxbF~(^>%F`2XQ_ms9}CvWP>n@wdGOU^*ob z5q?h|$$+0L>*JFaIw=Vsr;`)BKKg!Q+bgP93mS9nL-Q;E9?!sD2RN@wxp}ijl)PNL zB^Sgx_&TM0lsjSdx^1kt_v$a%xjk!tw?y{H&=B>B8y^#wz-J<3()>?ocu~W+DKh@A zWlM2LWuD@Me-%RxdhAc*i-tL3z$eq0!`n;k6WM%p>*+aJp>yh}HwxA}eV4dxU$3iM zd3mGL*nD{kExepLJ_k4G;ZVTgP5p;&h;a|vMKEXGS)-@&l4vCme8Zvz1rWB?djIk{P2 zb{rK0!z+nm&C)lhc6N4G-aw{})mBgMxTK^>RdRkOLN%}q@MHTEXUD=~{}gXy2Rty8+L86^RuH<&Jo z84y6@?-LeV_YLa2tJlqq~?8p=qi-X%q5fE@<-Vw0`ODoj#72ZeKp1eR{C!xLbaRtQ+FTNwPC zU(+aG4%5ridfCaq63uf-jOGUZu_(~pqV#dbkp8`>0TebwhxI~VV3(f4*Q4b3?*lij zo3GcX%j;!6oSWGsaC^2GZZ^=H$gS42zrWbNf4-WUZaG{@KaZ9D`w%JMtWgv|Cw{7P z-S=LBVpE3mHIz_mLy5UnG3I)DWbiOF5vM1u8+Gb$nlXjvx>*~Q5wQJ>0~)9fJg)ZJ zyRO|@@zkk$_8 zhs36BVF5?uwBjvD`FlBk?bDqkOJGUCspEP*b~tpN1^ZuLo)SFRx!5dH;{~5?ji*mF zP@S~3v}6|#E}-C>6gwrk?bHN>geWiUcYdTpxYxm7lBQAtnM8!Az0OkpJ@8u%&FKH^880ez%@&whP`-D@Iz$M1b3qgo16 z>r>6~QuTC5jMJ4hnc4kX1TB=duC`?oj_<&3#l_oSTq{Z^KA~M!H)UXeTs9R4&5vF+ zR|_24@O{g`WVwFW^%0-4LBlq2rwiog;r!}bQhWO6w=m=U6(jqNbSoBg-O=zt$3FPV z0qJ6@-NGE4Ey6^qKXxPA1~@mh>L;s^m;Y4uuBU)xW%BcT;X?{ue9u*3oU&|yEJD&N!E|Kdx-h3 zHwXgH76*qK0s6-~niBpYMB4f3D?p~E8mgw964AEvg(Ak4S^~NDDF6n zx^iL@n*6+8!ASj7k^K^;4vyXU=nY6z`}n#n$d z-qj1>u13NY?cn3u=AnSBUsC1}j+{Tl7mNxxB297KeF1W!Ys2>?VZkz0b7Hy=xBUY2 zA~IW(M6p@~g7|cFnW|RDUgykk6RTHb4^baXxMKVuDoN}qV^k&$$b>@oxRtZ6Ojlp` zHNi_9t4YrL<;0YF!qyV@P`pQrm=vnMu|k*4B9|VrF13DVLjTzH_mU9!V&^*bgg=z* zr_^}A0(^$TzH5FGe6i$n5E{}Pv3N1nW4L#-E`04&h~*z6HhmG)XOn2f@N3LC(oo}( ztQMOpBLkHQ=7$7+lzw+%aS3(|CAJ4?84mD=JXri;M?l=7EKB2*GbD2rD|W*N!Ca** zs%%#DaqJ_V`ZDmuVj*b+9qN0Y+)D!ME7DliIw>#hnz(!j>7EEF7XB?g3buD!U2WeV z`R}b3{kheO^dPqdJ^GuOhe7#)2$2Wz&Xj37W~b5N1Q7hNF;3*-KoCh4J6dqdX9mOd zE0i7=0V4IdAYC`Nhjlxjd(+ThEMf%}=;O+W7_p%IM8Z++xbbCdH6D-RuiNCL#tyMrPEfboMdrVMVPt7y!J!ijAt6es(r@E3foVuC0Go~Dx94B zy}p99Yfr5!<^EWdf()R5Y6$<313(%7RzP}?*8Zu=m5Lp$;*6}AgJqifKm`s&wh4{E zsj~r;q)X$Fs}#y&;Oycb>_;9#0$ZWX3Qpj(rG-|fepm*n9^?BPj;x+K(rNMsx3(_Y z(@iDv)i`$d4SN9#LA2J)0&P8Dj(z-x!9t-0?9#W4?%IFZD=C;XaH8lC$HvF^MsLb0 zaO;ak!Qml~6PO33i=PEwQh}t0V;EFQ$Gu(HJ^N2HZ7&UDgcpjAdZ>_#H_B51vLv{zGQW3*+{O4osWBP6paPNVQ2YL@tM4h1a^;`Nk4M8YG63AkV|VR zfLXt!bTLVc&Z>lXq~MJCxY~X_feAy}Kx4I!i?1x%cYJ|YWx0HBBA3~Oph%@buK-i? zG|1;IW8`Fql~N+MZmBFg#5Rc}7C*<1NZpcJY!p?8{Aj2gx(V~*-~k75vyAlq7xpDemcls9&HN+z&mip!dl=cDhWa7k ze|utnnex9s7zcom^wZ3S8Pu=ji2Q_48A?4S^54>J48^`bkCz-co_U@mluTa!C>>-G z_AFnQ5aVV(_>8zb$FP+~VFf@FEcQxG7=I{}@0~I=$q6F=DYtjZgpaEH9FC{3yJD=& zTDakMpI~V<_1p04NW$wDim7-ulJ>CM%&$2syj*(*7u|$hRz%O-PjPdVb3zzdp@^&g zss6sH9*>H1GC(A3(fI+03?zW);aPR@>i-5?^ksJ-bv(zQ{U2}$g2+JS6+{a;X>pJV20A3o4cWFLKpN+UEtJgRGt2YfSiq2(x145M0G;K!`J znXAk*{rLk369F0w?pwzzsWdShKq@G+l0W>G3a_Ux0lOQYgzxkx>;Wut+83N`DR`SQ z^uG4!xD+wPE<}s|@z75ggKJ}jTpm3)5A5-o>`{-k3p7=ZHt>U`S>J^fje3T&HcUW* z6D0JfvL)Hh0tt#8+gTdp9w6yAVwb|>WEbBdg|VDf*l*2C>$wxvm9IXee_{$iRI@t} z8KOW}M@EW0=ep{Gm zUOLmpaOz!k(LQ}WOf*W-n8exD_&o0KfLKla)!$)>p?twUEGj~8{f@4VY2oPX^5OL#n8kdV{Xr!L;s z|BC(uu(K62(ac8j*KX=JN46-v0*gF?7e~TFp_X`Zp+t2IwQGA zv>_fO`_~_BICnp}T8^0aQ*tm8f$<+D7q9m2i9S+cBlie6JYDMiD7wzg z_@}S9vze)gVq#+68;BSyvmy&`Fj^u@&g}85YRoFI8uRj0D;Q`S&k#K(V?Wpy^(r5$ z6lfv^&%SJy{y5V_pl7X6+>>5ZK&2>)em^?;fWT z3|Meyi+%{tZ;%*NMy|hm5WH6RV7c-a`zp~$5Y(3Np2=|yGdVkdV-O>6bQzp=8YGYE z$^VSP=3YW~v;>;*vrvN8Od^X%)MXh$N>?cF<$c)CUD zGn^BOOhy_?EqNHEAjqB}d}C|N;a+XS>*Eq$m>ff_jvJV%zpaTO<7rHDBjElpT{k62 zu;#K})KW7RzIYZz zJzWoY3_B*Nlc8q1E6R;v8XaGGy<+CJMj0h~QR6Y?4c|OTYmQa&1mXGF2U90eqoeE7 z?>u(p6awW%$VmEno%;fRXvbe}&#NpRkkK-ilQHLi{jL!JNhiXHkJ)8vTw@Tc3Ge|gM7a*_k@qx|$$;nl3rOZYPL)X^UzEr`-AXHy6vsY8^ z+`IpNNh66*C8D{?HXR5Kok;v|IK#(i=D(PyC?P;kwv?8|#d7C+1D|}VTC;yld+8SK z19CT*q&-{9br;}uWQ{c=#ZbhU3lLRe%S11>nBa7ecSha0P}94jcE-QJNJKY--4x>Q z_B(51`};s^sd6QFHdGk}Zj0*Ac&m8mM=3KCY4vCE`-vy*+Kb zz2j^)+}Z(dpuZG5CUnQRf0_R8T7XK^LHN5lKZftu20oV#=9J|V08BzVFdgKBG;6(b zrWBv!#>3LGvi%viU4zY$0yyFaNOO?SZzTS;?b;Iuk{YW_&3nD;e(2fKA(z}Wl=(yxnD7xngg$jYK>Cv(lwE4Tvs-`FR|8aq#k7 zEY7iNmA!HGNyhXg)77EQrFcz7{{wM{s)m5@z!oIgCTzR+tai>OMy--%5&OO0qSiyG z(XL-SPG5a2vNK}wraT!`H z+~4A3lhB%S3%`8QyDL(?V04G)$&&j9ARYZNA}&k2yaZ2+_B4P-a7 z-OwfUchhEV+essi0Vc>Zw{f1^dM1D5&19t|HV%%rM%i1JDZ+PE5@;}|mn9_sR1uLH z8WFg$TdaYJrs`@5B^eI`o@dvUq~^~oTDpd3=lskk)4Gqh2ZY&M-(B~(Zu7cVnvn|W zl;E>(rw@L%e5hGbhb5jWCvj3V312$m{R9+z=)4ZZRjsq>AO^fsUI5DU+a3;HE-@XE zMt&w~jKpm8ikr0hhJLLJp)K;)5ypBsee0!}g+XDy|2(6Jf$}vc1;@WFWK?Go?H-YYZI6&K) zfa(i&&l`8gqTw*zdRIyo7CBTNdBNj{yE)oY%RxXgOE9B>gGsv@Yq#zY1Aqcq&%}~= zY~dTP4$wCMI?w7rwL!e+rgx%#Pii=Ik$b+;%EWN`gSk9)qLn3I)+ zl?NeJf*+O1jlz8}hhzn*ttZjYP5^9>l$Qs^g}fty2kS{{OcK^7ws+VIiIx&Cw5i}9 zWseR%MpE*BF~4Sl8!2G>So_VktF4p=FWk0xX~Z)&q;Bu0ODHrlQsVAlH_PWjpZrRu zn~DwG^-d|{`7`zV76)w}7N!-TFGTQ6Co)nHy*BBQvi=RR%(o{>v3+}(Oh&#Yx3I1vM{3n zBw^GSG45B{rY@{pTzIpdxAp65LqkIp2FFWdRo1C|r>C=?r+$dtu^=z2>DnhIh81R- zR}QN$J_tH5=thMiy12NQEE5f0u=e$~w6vu4jCDj(59Vud5C{=y+jzNJ0{r&bR$2d# z{)HiK{-;l$76VV-j;o1Ph+7cQDc1Kgo~>{yuYFAOwzw^K*T*N3U^ML}!dB|crR+4s zT&2rlZQz@OPJA+}xdMrUmlNe(28f~M2D;l|{)kJ|2L)A>&!7ph+bwq-aecRJ;*yA3 z4?n#!C5~CkN!90^yD!~Bn@G^Ly#2FQ!2>~g{!zcS?s@vNmAUl^HeG4eQ#DI~gB{wq zNfV_Hbc@E@1K4c_1H0BByidSz+6xUaky`+?GyEvjwzt!9zdjx%(UrGcT>BB#|6$^HDY`}KZ6wH~kcB=r+8 zp=Q2(TiQFTsq!%O3>n$y$~!VgFVWm}-z=Ac*+}v};zU%g-#Y7XhKl_dWO~EP8%7#X zy8!>jGTP$>g@Gc`LLN9s6d~)2$X9MMR4J{8n5JKfa6V8+Zu_1Q?duZ_SqXZbUfgfi z#%>@LWVbq*&TgQ=4*cG$<+$!wqVxD3^_*Bk!!%H-MDO3cHD1PUGbggVhsXYsEJVky z^KrIv4o<_>f%IMWGXgn->Z(gnj*P`)?;G;hrpSG-a)GUn=`_#N(`I_Q43>AuT%ouF zSE8Q@M7*MBNkEkYnDOPKimRYM(nOMGO$S{wvq0}#H(oyzI$y#K zsHP2h{9`BN5l1v3la;|a%K}TiPYe%>rIe{7|K^NEUBe9dht|G0S0LdS2q>8rZ=OVT zOsF{E)K#V=U=6^)+kL=xi0%;c^6oUonI%&8JbQw;3H4$%Iyoj8|8xlCZ5DxSi31ew z)w7o~uA2pBMoaR-*GuO18v@Sz30%FP(gBG}3|JK@<=90r~1+pQg8A(L#*?j(SUl`CyR4 zk>P^t2h@wyRG0>@*-F4y;sZ`3OAfv@=?C5q%_ZNy2(weKQsjJl+VbE@iuCfA7k=N( zM?Rsi2pVp)(e&^Hbp(ss9*tV~U`VxBo7+XW$_Eu(4Gg{AYEV8RDlq=YlFj{8>sC{r zPRk982~*qHCa?whnZ5iiRUjkgcG-CwZhfl8o)VL&7tnor7R=$J-Avy|{kn5)QkH5*EpUi)s z6a4Z^P;5!- z&@~Pu(_3|Qag)q(VD0pF-p?6RABu*$4cioF71`~Q-22g^^GWmJw^~Fo5rUzo1Q4%J z*kutvHk^Bso)I+i6t=^>fPm+tw~sBp7lbQr6`n#D{TeFk)6V?rD!5Q*AdQ{IR`ipJ zeoGA5#T6JOiDzLRG;q?BJHy+qR}BJUvruLWO0E2_9>1H`XXMPaeG% zzAv`$)f_94gW%D^$noV`pzR}P1p5W{t?Q;PlI=(y4?@HKaY*?$+{npQq>L&2w9k8~D7Wy@p-b}|~68+_rgJcd15 zB*00a7B$u0(n)P)aBXm+(EI(vkw}=oql+Z05X4l`^}*G)D9}g&eb*BIK-s?4OmNWO zm<#t|udBslW4Ad)5xT=y#2{JuoB_$+s7=T1b)k)8*Nk^3w zS@>d$*hsd^9g;V3x~@63t3fadVv8-Zw^SLlD6e#-Z3`c9&vfuoHTe4b^ZVY9GnYwf z#_2oGD{4>-6J_428VodBy?8pqxaDV3$?sHV=Om%Q4<8HdXSODtR8+IGE4?6btU`U& z*!fDxs2&^AczvQZ<$lsYbD#--TyM1>039J^6lc5zGT zxJ;8k_pX|@EfSyePQFL%E}^1oUs-~l^-e__*7^>~aEcH*7k9Nb!3&e>{f6cB!|qfr zE2l!X=u3Z;?I>&QhVOxknuVga%H7WV8st%5rRNdRaXDp6BkGza51T=OwaJDyR7%5*so4pH|H0Ycajx1}^w#jjTa~d9 zZ!Z)Ea4uY65I8gL%6)oNxaxBJpjn_kpdrr3=$O<1Wwr#9yUsZqh8m(!C&UTwti~He zH;YeKT&H>g&xRFv7Wr~*w2(4)d6kmx5S$U(2g$t3T6S0YV$GMnw}HKF*8( zIHLW&f*C|CE=b(O1NHH%BxyJw^JWG)uMbHqQ^yVT9}E-&u(b>6ss&d*d*I6gXr{!- z-)_4@TpX2|9y4y4GJEL-$I3C6Td^G6SSlC!l)a$f(TKL)gt#uYPr3ivMBT=8Q5#!b zTf{d_w9Yy+GsrKdLQC(3V&)%T54C;4Y|ZtgC|Krnpleto zb@+y1tDAtKZ;(lzr{gs;s$zcnxo%&`2w%5~i3cJPjXkRK_U%`kw^O81{)z|bH$WND zr>Dk2>$GBv=Wo5UD#=L#hhBzEaNYSaN_EOf`9C&;ZREL$R3=j%1uot$`U~Ozi z7reNi`>QctHNm+9K|AAXyZI(xG|6x>!5_3Jw)cY3foxERGs-y$7M!}r9YDfM1ZwXl zj1%h5$qY`$m);qLXZ4H89>s(`T7A)&@}}?@TizSo|6^xRHi6TtI{PsJ5Sm?EYXh}< z3|R+&@rXg0D$)~n2kIsmW=oey;$}_ylHNVC((<%s_h=i(hD=Y3horu{P}uqA;Ic^& zGkxhhEo<(yW5NQzM~tgDQ2w&Is{&`uXuHk*JE>Hvxxd4(DPVoJ6iM#*#g@$I~ESCY;aJ`c{< zaD$p4?erGi^9hGXd)|f3fSjj1@l9prnHK-mw)*6!d=i)lp`l+`>i`R-`sd{wN430{ zDQcs8&G=1Oszo@Yn}!`N81c2yLa~AQ6mi}o*J18!jv@8T@WW0;En|{OC2gJATQJz@O4@f_RwRAm zbLVvbOzO-EmYy={o4KaFf!P{cFUETSCria$rB-Z#7wcB!^Df$dZ~-HV&6{c?$ld}d z)?_eAnu0C~+9C#v%aYB!>XYbv_fB966_#R0KC!`ujuZ{a@}GGDH%7Rjo=T@gR-5R1 zF;ax8A-%u9FUM;i%1c_H9eSaidEv2%q|Z?z4p}E(=$bf|#A1KSpNKdI&_0Y_68t>} z{0Yo#^&eT(!$chkWTf^86Vw>#Hl_GO3=^_yL&7+oSg*W2JvC%}2RBAvp1`|(^f|l$ zNd9-I)k7Z7z6%`<8$Ql#RC`Z74R;|VlA_%0qsq-&=f#sFjqFs$MZsD6*o{NGZg<3wRoYtVFG8Cp zD$Ie3KkIB`*6YZAv3VA`yApeP?CKYxL}nbXfJE(&7mYwkj@C;0NO&i`;UqRB^c1T; zcx1W)C*RF?-$P*o-sWaqiST+!zr2A8XIMN)IJ&+Du9i_6jz@t;1M^?}R2oXOB!IxK zfS%Gk8R0{+CIU*xiF>Y zv`Bu4Ca$KI>zgA^Jpk>(7C7%>ks0RG#DTY2WMbkY3rtM#r_9Ked($TzkRNZvZkUo) z-01t+?}1plxs)NUt-|U<7Q%xOD*s{^6jQLN0W(v%eYL?TuM>sSnu3ofAG#x%8|iCd zSqar^)v+T(hS-`=MAASHYUKF?B}TTzR*}HQA%4{5DNM>k2g)?KpWKD5!P$ATFOQ>^ z@N?2Gk%I__?R_4oj&&CFp7jnb2Q zZj^qhw($jFY?R-4J!y6QbJc6mv!Jt!!(K6?uIv!w9y@C@%nq*6FZiyi@)E47M5Jm7 z2{c`(=E15)t+5l{EWD7&40DiTOS)R^V8LsQJf(3@UlQG4un) zV{8#>M#bVH=JR8j{ck@HRLDM>XhXLB{Hnu~cWVhW5-hCRr(Cuv?ODWTZ;BjM;*=Ws z0Aon9ci-at-R9eLFDK^eympJ^T6@=o8lvfCnrC_43`r&NpH|)pc|Vcbh!3vLlRysy z%D6U_sKNl_%R7><@gYB-sp4FWq}k3hD%9jar{(>7yP*vvX-2QXX~*65G6h!PDd>6^ zIf022Tr2B`j1lH~Hy*K}Zj5S$%IBWT?}2D>`1IL1)5Dtt6ebprP9!FOi?xq7lQ<{S zTWnS>L)M%Td<6}}>JnQ6o-D+x?M%!cpf=N9bEA1`tjj+5w2e0xdB!oC?>(3WgM=;l zc_IBvscqBy+|)va92-9hm*wlft}22scobEo{;10Ul0|cLUIz@I$#13Gr#kO1uft1R zuU{zVXb$&1F;R(6FgaOVJlsKMP=R|M9TU;Fk$O^wl67D|FDw zjHGUBBx`Z&O2-Gbl~H4Ph;WN4b6q4C!vw&VWP~icvf{H3m=PM$2j?grw^oc86UmR! zk!`kw%-gL*QA{Y5(0whM;X;raP++Ye0zB;S6{*T1?Pk^0-*B+7OfjIn=GEx1OJx~j zq153;#-Z&MoeHd3`^br_2p%hVB1KH%`vE;Fl1Gp@o4`L>4Vf<(wjIT8{s#R`sEo*l zb7AiVAV$5-zQhqx5t=y{pd3g2;bre)JTUceKo9PB{m1yvT~ioS266{2u* zb(8N*wRG3ue6x4%UeGkpV+nXN`3zUpYq z@TL=~{Dnti1!+gbrx!1rnmvgwjcNI!eX$0f3h|#CZb!3g$vfH2yn2K^zT{yw1)2*6 zZFL{3;J_E}l|b7HM*OA~hG(oCN;l$Egx+3jyG zB`aewb~x}lJC~)MJsUPvGokRsLWVx7dTEII*Mh|!*B7ydrfEV5bp?_>y~t$mLHy1; z%3F`i>oN|pxGQxLoz#jVD~A1$a>U8;U|MkMU7Ori(LYXGGcstN1GF&^=81cFG(1M@ z?PMV_{*WN-Uj}lgCAa)S#eVeJZ7|J4$8&>AFb>`Z7FjCxuT-2cs`4ASvrF=4^T$=f zun|(|>r6BxeRUKVfs;j0KmRCfck?vuz%Ya%vMs0mzASR>GpddwJ_mD52s^E*cDbu7U;PQ1CRauB?ig3tRd*VMBH2aC#12Y+zFqCbx$%Ne1m*GZ8 za^E`EPG+Y!;(L?AYhHYL4`dxZ_jl)t!Ce2D@py`gyp1KKcD-Vn?C2eg*HR4n8Q ze7>;xng(=7>+;ysl85%?1!s}Hgh}*LDQoYDkUfMTy!`0+yME_q5)#o{L;?>YpW4@+ z%SFs)xgtPv#lbq~d5dIdbybl5_U5*jbBiVEevZ=CMFCUcj2Ln;r@|5n{;2h5es%L| zMPttGfrokyIbPf5&hvi#VNj#Nszl&=5TR~wH~1lOSzJL8(AIR^Q{ju1%?n>)ma z&3=EKyeqK=JCstew@FIN0P_UFv!HRPLBMo$=v7C5TXDN0Z3KL=tyPA{A_=k$Z*Fcm z7j>AKW!*vTkpx*&FnV`aJk#OVTPaaUzsCPOPNS%p~9UfsH$?t}u9OL89=kLtP=TnJH~ z+M`}?+3>Idbji}nifg_~8*QKLw!IX;sIcdR>-Sl5K?#CA0FYwB6-oi&wxAH1`C(0Ll<1}QP$576Dc1GH=1?YjNKLVEJt7BU zdHIu55cbYv)~YOV#0`M^m04Dgm1S!nlYlQ)wprJ0EI%}g3%*@ znT2cZ?E16x2>1*ylJ*4+#tS_$Jn;`MIoPy@bj7GN^d30<;HkjW8x8sP*`Bo$9}+{M zO^-;7IQNw_asH4vkDA+_n~$lJ5i2-UG7uGpL6cD*UMTrCZ8zZl;{}QP3Eodem*#vu zSoK3$KdycN-G8{WXIVJWExzJy@!Tmd*w{8OqQ}Fl8*Ym)?e7%necphiP>qfWmxm(s zR6rIx_a))MGuEb-tSrOO{#a9DEUi|fo&dz>!yVsBJ3FPcuGZmBKp@0|{}aIkKKn^T zK~!b-04EGFL&suh=WygKDhv8%6Y{itl2s3l8`-!9W5x_i5kudwK3}1y5SBi7 zm?!#8z|%u-V+d$j8{+)YJGhMbHuZBa9W;B8>#2-9oQ;oHxjR8`HS?!79AAo~_yS6>JBv*>$WJL1m2I3c&h&${Hj6y{B2T zW=@+D^lMa~qulB`(1(zB7c$;k0a*Ga_hu1S<aI*?QnvTo#` zjDOs?aVkXdfddD;YQlJbH;!3;H?9x;J>IM_<9$vmBcES#7zJQ6ky$&(>hmku_ZmA8 z?TWxw_ZH&@9cj}a2e2^FUq`Y5M!sX{bCuf}mp5f(?j%IE_Uxf@<;p5Nxwy||gQKid zxhLws3(M;w0Q)nCP6DvFfaPZIIHwx!zq>nPIz*#(tx#{q;kGOV;DDiIMI=B1BtQZr zKmsH{0wh2J0U}Tl1>ipqAHl~(GxG49pE(fqC=r(PH%=^y8U*GIP$4?~ZuU5ve@JdVoj=+#)W-!1x>;c`qy6MY|qAuk7gm`8_&Dx z{cF7N?0PXsd~PUWn^r^Kj!dlnY7JKXk_$MRBl?>5XdfMkhLv-X`F<)==IO#i2cq#- z2}pY;4iVLSsO(e@7Co1UbPvvDA8PjN6v@FSVV~EpUvC-`PafV%*udk*kE?P#Di(oY zIQS|SL5{W}6Ogd_vUwpqJX|@L^}>RPg2#>>!|d6!Z8;!);b>PV_N8u~Ljv9q(8SST z0& zScQVlKaKG7>f+AZyWqNOuEM#sYX#(C00m%QmI2Qp0TLhq5+DH*AOR8}0TKu%fr=ym z%inu{9zKfYtJY%v;?J?~k3W_8D?5Ab{sfa;2!o_02Z=V;h~GEhrb=`aSEc7-oU8#K<3;T_~_u}7;t|aB64P- z?=Xw7z8-620e=WcKIWm_+at0`U4#@?bo7tkuw~t6NT0h5Il*)y`_u6#sg<#zvO7KypaARxG@e2NWq^QL$mTN8Eq0-T66o2prwZLI z;h80Lvg8KlQSt=D$txlC=gpf}qTlDdakrNw71;ziXwV=PUVQuZ?U+1yvJ!y" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 1. Диаграмма распределения цен (гистограмма)\n", + "plt.figure(figsize=(10,6))\n", + "sns.histplot(df['price'], bins=50, kde=True)\n", + "plt.title('Распределение цен на недвижимость')\n", + "plt.xlabel('Цена')\n", + "plt.ylabel('Частота')\n", + "plt.show" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма №1 (Гистограмма)\n", + "\n", + "Данная круговая диаграмма отображает распределение цен на недвижимость. Bins позволяет установить интервальность исследования, так на графике заданы 50 интервалов, для более детального отображения распределения цен. Это позволяет сделать вывод о том, что большинство объектов недвижимости находится в более низком ценовом сегменте и дорогая недвижимость встречается реже." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 2. Связь между площадью жилья и ценой\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(x='sqft_living', y='price', data=df)\n", + "plt.title('Связь между площадью жилья и ценой')\n", + "plt.xlabel('Площадь жилья (кв. футы)')\n", + "plt.ylabel('Цена')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма №2 (Точечная диаграмма)\n", + "\n", + "Данная точечная диаграмма отображает связь между площадью жилья и ценой. Массовое скопление точек в нижней части графика сообщает о том, что большинство объектов недвижимости находятся в доступном ценовом сегменте с умеренной жилой площадью. Площадь влияет на цену недвижимости (с увеличением жилой площади возрастает и цена). Таким образом, наблюдается прямолинейная, положительная корреляция между ценой и площадью жилья." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnwAAAKSCAYAAABIowakAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACoL0lEQVR4nOzddXhTVwMG8DdWd6VQaAsUK1Lc3V2HW3HXbUy+MZjANthwHcOZAMMGYxvuznCHlkKBulvS5H5/FDpKHdqeJH1/z8Ozkd7mvglp+ubee86RSZIkgYiIiIiMllx0ACIiIiIqWCx8REREREaOhY+IiIjIyLHwERERERk5Fj4iIiIiI8fCR0RERGTkWPiIiIiIjBwLHxEREZGRY+EjIiIiMnIsfERERERGjoWPsH37dshkskz/VK5cWXQ8IiIiekdK0QFIf3zyySeoWLFi2t+//vprgWmIiIgov7DwUZrWrVujWbNmaX9fs2YNwsLCxAUiIiKifMFTugS1Wg0AkMtz93J49OgR3nvvPTg4OMDCwgL16tXDvn37Mt126NChmZ4qnjVrVrrttm/fjlq1asHa2jrddvPnz89Vpqz2M3To0AzbLl++HD4+PjA1NUXx4sUxfvx4REVFpdumWbNmkMlk6NatW4bvHz16dKanu+Pj4zF9+nSULFkSpqamKF++PObPnw9JktJt93o+hUKBEiVKYNSoURkyZCarU+8ymQyenp5vlSczzZo1S1f+AeDChQtp+3pl3bp1kMlkWLt2bbpt58yZA5lMhj///DPLfXh6eub68eh0OixcuBA+Pj4wMzODq6srRo8ejcjIyLRtDh8+DLlcjpkzZ6bbz88//wyZTIYVK1ak3SaTyTBhwoQMmTp16pRuvwEBAZDJZFi/fn267caPH5/h9TV06NAM/wav9vXm6z0oKAjDhg2Dq6srTE1N4ePjk+E5BICkpCTMmjUL5cqVg5mZGdzc3NCjRw88fPgwy3yxsbGoWbMmvLy88Pz587Tb8/r6XLhwYYY8FSpUSPfcPXr0CDKZDAsWLMiw7enTpyGTyfDLL79k+FpeHmNesgPA5s2bUadOHVhYWMDe3h5NmjTBP//8AyBvr7nc7jMuLg7Tp09H6dKloVKp0t3f6x+YC+I1d/ToUchkMhw9ejTttgsXLqB169awtraGpaUlmjVrhhMnTmT3T0BFBI/wUVrhMzU1zXHb4OBgNGjQAAkJCZg0aRIcHR2xYcMGdOnSBdu3b0f37t0zfI+Tk1O6XwiDBg1K9/UzZ86gd+/eqFatGr755hvY2toiLCwMU6dOzdPjMDU1xZo1a9L+PmLEiAzbzJo1C7Nnz0arVq0wduxY3L17FytWrMCFCxdw6tQpqFSqtG3NzMywb98+hISEwMXFBQCQmJiI3377DWZmZunuV5IkdOnSBUeOHMHw4cPh6+uLv//+Gx988AGCgoIy/ELs3r07evTogZSUFJw5cwarV69GYmIiNm3alOPjbN26NQYPHpzutu+//z5d+clrntyYMWNGhtv8/PywY8cOTJs2Da1bt0bJkiVx/fp1zJ49G8OHD0eHDh2yvL+FCxciLi4OAHD79m3MmTMn3WUFVlZWaduOHj0a69evh5+fHyZNmgR/f38sXboU//77b9q/W4sWLTBu3DjMnTsX3bp1Q40aNfD8+XNMnDgRrVq1wpgxY/L8mDPz4MED/Pjjj2/9/cHBwahXr15aAXB2dsb+/fsxfPhwxMTEYMqUKQAArVaLTp064dChQ+jbty8mT56M2NhYHDhwADdu3ECZMmUy3LdGo0HPnj0RGBiIU6dOwc3NDUDeXw9mZmZYt25dWhYgtcA9fvw43XalS5dGw4YNsWXLlgw/r1u2bIG1tTW6du2a5XORm8eYl+yzZ8/GrFmz0KBBA3zxxRcwMTHBuXPncPjwYbRp0ybXr7m87PODDz7AypUrMXz4cDRs2BAqlQo7duzAzp07s3zceZXb19yDBw/QrFkzWFhY4IMPPoCFhQV+/PFHtGrVCgcOHECTJk3yLRMZIImKvIULF0oApKtXr6a7vWnTppKPj0+626ZMmSIBkE6cOJF2W2xsrOTl5SV5enpKWq023fYDBgyQvLy80t0GQPr888/T/v7xxx9LAKTnz5+n3ebv7y8BkObNm5erx9C/f3/Jysoq3W2WlpbSkCFD0v4eEhIimZiYSG3atEmXc+nSpRIAae3atRkee9WqVaX58+en3b5p0ybJ3d1daty4cbrnZteuXRIA6auvvkqXoVevXpJMJpMePHiQ5eOXJElq0KCBVKlSpRwfJwBp/PjxGW7v2LGj5OHh8VZ5MtO0aVOpadOmaX//888/JQBSu3btpDffNp4/fy45ODhIrVu3lpKTk6Xq1atLpUqVkqKjo3N8PK8cOXJEAiAdOXIkw9dOnDghAZC2bNmS7va//vorw+3x8fFS2bJlJR8fHykpKUnq2LGjZGNjIz1+/Djd9+b2eXz1Oly3bl3abb1795YqV64slSxZMt3ry8/PTypVqlSG+3zz33v48OGSm5ubFBYWlm67vn37Sra2tlJCQoIkSZK0du1aCYD0ww8/ZLhPnU6XIZ9Op5MGDBggWVhYSOfOnUu3fV5fn7169ZKUSqV08eLFdLn79++f4blbtWqVBEC6fft22m1qtVpycnJK9/xkJjePMbfZ79+/L8nlcql79+4Z3ode3dfrsnvN5eX5cnNzk9q2bZtuu88//1wCIIWGhqbdVhCvuTcfQ8+ePSWFQiHduHEjbZuwsDDJ0dFRqlmzZoZ9U9HCU7qE8PBwAICzs3OO2/7555+oU6cOGjVqlHablZUVRo0ahYCAANy6dSvd9mq1Oscjh7GxsZDL5bCzs8t7+JeSkpIyHHV708GDB6FWqzFlypR0p69HjhwJGxubTE9L+/n5Yd26dWl/X7duHYYMGZLh9Peff/4JhUKBSZMmpbt9+vTpkCQJ+/fvT3d7QkICwsLC8OLFC/z++++4evUqWrZsmevHm5O85smOJEn4+OOP0bNnT9StWzfD14sVK4Zly5bhwIEDaNy4Ma5cuYK1a9fCxsbmnR8HAGzbtg22trZo3bo1wsLC0v7UrFkTVlZWOHLkSNq2FhYWWL9+PW7fvo0mTZpg3759WLBgAUqVKpXhfpOSktLdX1hYGDQaTbZZLl26hG3btmHu3LkZXgMuLi4ICQlJO2KeGUmS8Pvvv6Nz586QJCndvtu2bYvo6GhcvnwZAPD777/DyckJEydOzHA/r59Wf+WDDz7Ali1bsHXrVtSpUyfd1/L6enB1dUXHjh3TXvsJCQnYunUr/Pz8Muy3d+/eMDMzw5YtW9Ju+/vvvxEWFoaBAwdm+Vzk9jHmNvuuXbug0+kwc+bMDP82mT1f2cnL8xUbGwtHR8dc3W9+v+ZeiY6ORkhICA4cOIC2bdvCx8cn7WuOjo4YOnQoLl26hODg4FzlJOPEwkd4/PgxlEplrgrf48ePUb58+Qy3vzol8uYpn6ioqHSn5jJTv3596HQ6TJ48GQ8fPkRYWFi605O5ERYWBltb2xyzA8iQ38TEBKVLl86QHQAGDBiAe/fu4fz58wgICMDRo0czvS7w8ePHKF68OKytrdPdntXzMm/ePDg7O8PNzQ29evVC48aN8e233+b4OHMrr3mys2XLFty8eRNz5szJcpu+ffuiY8eOOH/+PEaOHJmv5fX+/fuIjo6Gi4sLnJ2d0/2Ji4tDSEhIuu0bNmyIsWPH4vz582jbti2GDRuW6f3+9NNPGe7v1bVeWfnoo4/QuHFjdOrUKcPXGjRogKSkJPzvf//D06dP036hvy40NBRRUVFYvXp1hn2/KlOvHs/Dhw9Rvnx5KJU5X3mzatUqfP/99wCQ6c/O27we/Pz88PPPPyM5ORnbtm2Dvb09WrRokWE7Ozs7dO7cGT///HPabVu2bEGJEiUy3f51uXmMuc3+8OFDyOVyVKpUKdt95kZenq/69etj586d2L59O54/f46wsDAkJCRker/5/Zp7pVu3bnB1dUVMTEy2788BAQHZ7ouMG6/hI9y9exelS5fO1S+WvHrx4gU8PDyy3aZv3764fPkylixZgtWrV7/VfgICAuDt7f1W35sdZ2dndO7cGevWrYOrqysaNmyIsmXLvvP9Dho0CIMHD4ZOp8OjR4/w5ZdfolOnTjh48GCej0YUJLVajc8++wzDhw9HuXLlstwuPDwcFy9eBADcunULOp0u14OAcqLT6eDi4pLuCNLr3vygkpycnHYR+8OHD5GQkAALC4sM39e1a9cMF9H/73//w4sXLzLdzz///IODBw/izJkzmX69S5cuGDZsGObNm4d58+Zl+VgAYODAgRgyZEim21StWjXT27Nz9uxZfP3117hw4QKmTp2Kdu3awcnJKc/387qOHTvCxMQEu3btyvLI9iuDBw/Gtm3bcPr0aVSpUgV79uzBuHHj8u01oM9Wr16Nfv364b333stx2/x+zb0yf/58eHt7Z3u9JBELXxGXnJyMK1euZDoaNTMeHh64e/duhtvv3LmT9vVXNBoNHjx4gHbt2mV7n3K5HPPnz8f169fh7++P5cuXIzg4OMfTQa+EhoYiMDAQ/fr1yzE78F/BfUWtVsPf3x+tWrXK9PuGDRuGAQMGwNbWNsNoy9fv++DBg4iNjU13VCCz5wVIvdj99f3Z2tqif//+OHv2LOrXr5/t48iNvObJyvLlyxESEpLl435l/PjxiI2Nxdy5c/Hxxx9j4cKFmDZt2lvnf12ZMmVw8OBBNGzYEObm5jlu//nnn+P27duYP38+ZsyYgY8++giLFy/OsJ27u3uGf/OFCxdm+stXkiR89NFH6N69O+rVq5flvn/66SfMnDkTDx8+TCt3rVu3Tvu6s7MzrK2todVqs3y9vVKmTBmcO3cOGo0m3WCizAwbNgyffPIJnj17hkqVKmHq1KnpBgC9zetBqVRi0KBB+Prrr3Hz5s1MRxG/0q5dOzg7O2PLli2oW7cuEhISMgzOetvHmNvsZcqUgU6nw61bt+Dr65vjvrOTl+fL09MTmzdvRpUqVTBs2DB069YNGzduzHQAVkG85gCgZs2aaNq0KaysrLJ9f85sFDkVHcb/8Yuy9eqUTW5PwXXo0AHnz59P94kzPj4eq1evhqenZ7rTKbt370ZiYmKOp3UAYMmSJTh8+DC2bNmCVq1aoWHDhrl+DNu2bQOAHD/dtmrVCiYmJli8eHG6qRV++uknREdHo2PHjpl+X7t27WBpaYmIiAj07t070206dOgArVaLpUuXprt9wYIFkMlkaN++fbbZEhMTAaQW8PzwrnmA1GuTvv76a0ydOhXFihXLcrvt27fjt99+wzfffIOPPvoIffv2xf/+9z/cu3fvnR8HkHqNmFarxZdffpnhaykpKemmszl37hzmz5+PKVOmYPr06fjggw+wdOlSHDt27J0y/Prrr7h27Rrmzp2b47YeHh5o0aIFWrVqleGXu0KhQM+ePfH777/jxo0bGb43NDQ07f979uyJsLCwDP+GADJMDdK4cWMAQPHixfHtt99i8+bN6U4Vvu3rYdiwYbh+/TqaNGmS7kPSm5RKJfr164etW7di/fr1qFKlSq6OVObmMeY2e7du3SCXy/HFF1+kle037yu38vJ8paSkYMCAAfDx8cGCBQvQqlWrbJ+r3MrLaw5IvU6xTZs2+Pvvv3H79u202yMiIrBhwwbUqlULrq6u75yLDJiIkSIkXlxcnDR37lzJ3NxcUigU0qpVq6RNmzal+1OhQgXJ3d1d2rRpk/TixQtJkiTpxYsXkqurq2Rrayt99tln0oIFCyRfX19JJpNJO3bskCQpdaTk+++/L1lYWEgNGjTIMGIOb4xavHHjhmRmZpZuRFxuR+kuXbpUsrOzk5ydnTPkNzU1lRo3biz9888/adu/Gj3Xpk0baenSpdLEiRMlhUIh1a5dW1Kr1WnbvTlCOTo6WoqKisry61qtVmrevLkkk8mkUaNGScuWLZO6du0qAZCmTJmS4fF3795d2rRpk7Rx40bp888/l+zt7SV3d3cpNjY228eLXI70y0uezDRt2lQCIDk5OaUbbfvq+XslODhYcnJykpo3b542EjIsLExydXWV6tevn+HfPivZjZiUJEkaPXq0BEBq3769tGDBAmnp0qXS5MmTpeLFi0vbtm2TJEmSEhMTpfLly0sVKlSQEhMTJUmSpOTkZMnHx0fy8vKS4uLi0u4vt8/jq9chAGnkyJHptvXw8MhxFOqrfb3+en/x4oXk4eEhWVhYSJMnT5ZWrVolzZ07V3rvvfcke3v7tO1SUlKkZs2aSQCkvn37SsuWLZO+++47qU2bNtKuXbvS5Xt9RKdOp5OaNGkieXl5SfHx8ZIk5f31+fpzExYWlnY/2T13Fy9eTHuuvv322xyfl9w+xrxk/+yzzyQAUoMGDaT58+dLS5YskQYPHix99NFHGfad3WsuL/v83//+J1lYWEh3795Nuy0/Runm5jX35mO4efOmZGlpKTk7O0tffPGFNH/+fKl8+fKSSqWSjh07lmHfVLSw8BVRr7+p5ObP62+KDx8+lHr16iXZ2dlJZmZmUp06daS9e/emff3p06dSyZIlpSlTpmQ6NcfrvwCTkpKkqlWrSo0aNZJSUlIy5Mup8OUm++vTi0hSakmsUKGCpFKpJFdXV2ns2LFSZGRkum0ym5Imp6/HxsZKU6dOlYoXLy6pVCrJ29tbmjdvXoYpIV7PJpPJpGLFikk9evRIN61Fdo83N7808pInq8cHQFqwYEG6298sfD169JCsra2lgICAdNvt3r07T7/4cyp8kiRJq1evlmrWrCmZm5tL1tbWUpUqVaQPP/xQevbsmSRJkjR16lRJoVBkmJLk4sWLklKplMaOHZt2W15/+Zqbm0tBQUHptn3bwidJqUV5/PjxUsmSJSWVSiUVK1ZMatmypbR69ep02yUkJEiffvqp5OXllbZdr169pIcPH6bL93rhkyRJunv3rmRmZiZNnTo17ba8vD4ze25y83UfHx9JLpdLT58+zelpyfVjzEt2SUqd6qV69eqSqampZG9vLzVt2lQ6cOBAhu1yes3lZp8nTpxI+8D8uvwofLl5zWX2GC5duiS1adNGsrKykiwsLKQmTZqw7JEkSZIkk6Q8HusmoxAQEAAvLy8cOXIkw4oKb7OdKDKZLNts69evx/r169PNRE9EBaN69epwcHDAoUOHREchojfwGj4iInpnFy9exJUrVzKsAkNE+oGjdIsoKysrDBgwIMeLeHO7nSg5ZStTpky6UZJElL9u3LiBS5cu4fvvv4ebmxv69OkjOhIRZYKndImI6K3NmjULX3zxBcqXL4+VK1eiadOmoiMRUSZY+IiIiIiMHK/hIyIiIjJyLHxERERERo6Fj4iIiMjIsfARERERGTkWPiIiIiIjx8JHREREZORY+IiIiIiMHAsfERERkZFj4SMiIiIycix8REREREaOhY+IiIjIyLHwERERERk5Fj4iIiIiI8fCR0RERGTkWPiIiIiIjBwLHxEREZGRY+EjIiIiMnIsfERERERGjoWPiIiIyMix8BEREREZORY+IiIiIiPHwkdERERk5Fj4iIiIiIwcCx8RERGRkWPhIyIiIjJyLHxERERERo6Fj4iIiMjIsfARERERGTkWPiIiIiIjx8JHREREZORY+IiIiIiMHAsfERERkZFj4SMiIiIycix8REREREaOhY+IirTjx4+jc+fOKF68OGQyGXbt2pX2tblz56J27dqwtraGi4sLunXrhrt374oLS0T0llj4iKhIi4+PR7Vq1bBs2bIMXzt27BjGjx+Ps2fP4sCBA9BoNGjTpg3i4+MFJCUiensySZIk0SGIiPSBTCbDzp070a1bt0y/HhoaChcXFxw7dgxNmjQp3HBERO+AR/iIiHIpOjoaAODg4CA4CRFR3rDwERHlgk6nw5QpU9CwYUNUrlxZdBwiojxRig5ARGQIxo8fjxs3buDkyZOioxAR5RkLHxFRDiZMmIC9e/fi+PHjcHd3Fx2HiCjPWPiIiLIgSRImTpyInTt34ujRo/Dy8hIdiYjorbDwEVGRFhcXhwcPHqT93d/fH1euXIGDgwO++eYb/Pzzz9i9ezesra3x4sULAICtrS3Mzc1FRSYiyjNOy0JERdrRo0fRvHnzDLcPGTIEGzZsyPR71q1bh6FDhxZwMiKi/MPCR0RERGTkOC0LERERkZFj4SMiIiIycix8RET01mbNmgWZTJbuT4UKFUTHIqI3cJQuERG9Ex8fHxw8eDDt70olf7UQ6Rv+VBIR0TtRKpUoVqyY6BhElA2e0iUiondy//59FC9eHKVLl8aAAQMQGBgoOhIRvYHTshAR0Vvbv38/4uLiUL58eTx//hyzZ89GUFAQbty4AWtra9HxiOglFj4iIso3UVFR8PDwwA8//IDhw4eLjkNEL/GULhER5Rs7OzuUK1cu3XJ1RCQeCx8REeWbuLg4PHz4EG5ubqKjENFrWPiIiOitvf/++zh27BgCAgJw+vRpdO/eHQqFAv369RMdjYhew2lZiIjorT19+hT9+vVDeHg4nJ2d0ahRI5w9exbOzs6ioxHRazhog4iIiMjI8ZQuERERkZFj4SMiIiIycix8REREREaOhY+IiIjIyLHwERERERk5TstCREZFkiSkpKRAq9VCp9NBq9Wm+/+UlBQAgEwmAwCoVCoolUoolUqYmZlBoVCIjE9EVCBY+IhI76SkpCAqKgpRUVGIjIxM9983b4uMjEREZAQioyIRFRmFmOgYaDSaXO1HJpPhzZmplEoFzExMYG5uDnNzM1haWMLG1gZW1raIjomBr68vHB0dYW9vDwcHBzg4OKT9v6urK1xdXSGX8+QJEekXzsNHRIUuJSUFT58+hb+/f7o/j/wfwd/fHy+ev8j0+2QyGcytzWFubQ4zazOYWpnC1MoUZjZmMLMyg5l16h8TcxPI5DLIFXLIZDLIFDLI5XLI5DLs+mIXdMk6WFhYID4uFp81sIZOAlJ0EjQ6QK2VoNZKSNYCySkSElMkJKToEBSjxbVQDSwd3SGTdNAkxiI5KQ544y1UpTJB8RIl4OXpCS8vT3h4eMDTM/W/Hh4ecHd3h0qlKoynmYgoDY/wEVG+kyQJL168yFjoHj3Co4BHCHoSBK1Wm7a9rYst7NzsYOtmi3Lty6F2sdowt/2v2JlZmcHMxgymFqaQyWXvlE1pooSjgyNsbGxw/+5tNClllqvvOxaYhGuh0fBu/ynM7NxePk4dtMkJSEmORUpSHNQJkVDHhCA5NhTXnoTi37unkBy7C0lxkWn3I5fL4eLqBk9PD5T2+q8IlilTBlWrVoWLi8s7PT4iosyw8BHRO9FoNLh9+zb+/fdfXL58GRcvXcTVq1cRHxefto2VvRXs3Oxg42YD98buqFK8CuyK28G+uD1sXW2hNC38tyJJkpCX6hivST2SZ2LlmHabTCaH0swKSjMrwDbr79WlJCM5NgzJsallUB0bigcRIbjz5CrUcQeRGB0GSdIBAJxdiqFG9Wrw9fVFtWqp//X29oZSybdrInp7fAcholxLTEzE9evX05W7GzduQJ2sBgA4l3KGSzkX1BtSD86ezrArbgc7NzuYWpoKTp5RXq9miVfrIJcBcqVJnvclV5rC3L4EzO1LZJ5Fp0VS9AskhAcgISwA5+8F4MTZtUiIDgUAmJqaoWIlH9Ss4ZtWBKtWrQpb22xaJhHRa1j4iChTMTExuHLlSlq5u3DpAu7duQetVgu5Qg7X0q5wKeeCFk1boFi5YijmXQymVvpX7LKS58KnkQpsMIZMrkgrhI5lG6bdrkmMQUL4YySE+SMoLACP9h7F+g0boU1JHZTiXrIUalSvjtq1a6Fp06aoU6cOTE0N59+AiAoPCx8RAQDi4+Nx4sQJHD58GAcOHsDVK1chSRJUJioU8y4Gl3IuaN+5PYqVLwbXMq5CTsPmJ0mSIMvDOd04tQS5rHBH36rMbWDrXgW27lXSbtNpU5AU+RTxL48GHr8SgL/+OYTPPvsMJqZmqF+vHlq0aI5mzZqhbt26LIBEBICFj6jIUqvVOHfuHA4dOoSDhw7i/Lnz0Gg0sHW2hUdND3T+pDOKVyoOJ08nKJTGNzdd3q/h0wFy8W+ZcoUSFk6esHDyBMqn3ibptEgIf4yYoBu4/uQGznwzD59//jlMTM1Qr27ddAXQzCx3g1SIyLiIf/ciokKh0+lw5coVHDp0CIcOHcKJkyeQEJ8ACxsLeNTwQKvJrVC6dmk4ejimTUpszN7mlK4kz/v1e4VBJlfA0rk0LJ1Lw823S7oCeOPpTZz99nvMmjULJiamqPtaAaxXrx4LIFERwcJHZKQkScK9e/dSC97hQzh8+DCiIqNgYm6CUtVKoYFfA3jV8kKxcsUgVxTNiYLzUmtj1RJkbzFgQ4QMBVDSpRXAm0E3cO67HzB79myoVCZo3LgxunXris6dO8PT01N0dCIqICx8REZEkiRcuXIF27dvx9ZtW/Hg/gMolAq4V3ZH1R5VUbp2aZTwKQGlCX/0dTpdngufXGmYR8NkMjksnbxg6eQFt2qdXxbAQMQEXce/Dy/j6NRpmDRpEnwqV0H3bl3RpUsX1KxZkyuGEBkRvusTGThJknD58mVs27YNW7dthf8jf1jaWsK7iTf6jekHzxqeMLEwjCNThS5PgzZ0UFiaF1yWQpRaAD1h6eQJt2qdkaJOQHTgvwj2P4/vvl+Er776Ci6uxdC9W1f07NkTzZo14+ogRAaOhY/IAEmShAsXLqSVvMDHgbCyt0K5JuXQcHJDeNbyNMqBFvkpr4M2EjQ6KEwsCiyPSEoTCziWbQjHsg0h6bSIfX4bkf7nsem33Vi1ahVs7ezRs0d39OzZE61atYKJCT9AEBkaFj4iA6HT6XDu3Lm007VPnzyFtYM1yjUrh6YfNIVndU/IlTwFl1uphS/3AzcSNBJsTS0LMJF+kMkVsClRGTYlKkNq6IeEMH+EPziN33b9jbVr18LK2gbdu3VFr1690K5dO5Y/IgPBwkekxyRJwunTp7Ft2zZs274Nz4KewdrRGuWblUfLj1uilG+pIjvg4l3lZZSuWitBKwFKU+sCTKR/ZDJZ2uAPqd4AJIY/RvjDM9j113Fs2rQJDo5O8Bs6BMOHD0fFihVFxyWibLDwEemhsLAwrF+/HitXrcTDBw9h62KL8s3Ko02LNihZtSRLXj7IyyndOHXqOrdKc5uCC6TnZDLZf/P/1e2HhLAAhNw+hKUrfsT333+P2nXqYtTIEejTpw+srYtWMSYyBCx8RHpCkiQcP34cK1etxO+//w5JklCxRUUMmTYEHtU9IJMb/9x4hSkvhS9ek3o0UFWEC9+bLJw84dl4OEo1GIxI/wt4cOcgRo4ahYmTJqNvn94YPnw4GjZsWCTmdCQyBCx8RIKFh4dj48aNWLlqJe7dvQdnD2c0G9MMvh19YWFnnIME9EHq0mq5O62bVvgs7AowkWGSK1RwLNsAjmUbIDk2FKF3jmDrrr+wfv16lCnrjZEjhmPw4MFwc3MTHZWoSGPhIxJAkiScPHkSK1etxPbt26HVaVGhaQUMnjQYnjU9eVSkEKQe4cvd8xz/8pSuytKhICMZPFNrZ7jX7o0StXohJugmQm8fxKefzcQnn36K9u3bY+SIEejQoQOneCESgIWPqBBFRERg06ZNWLFyBe7euQunkk5oMrIJfDv5wtLe+EeA6pPUI3y52zbu5RE+U0vHAkxkPGQyOWzdq8DWvQpSkkci7N4JnLh4CPv2doOTswvGjxuL8ePHw9nZWXRUoiKDhY+oEJw7dw5Lly3Ftm3bkJKSggpNK2DQhEHwqunFa/MEeZtr+EysWPjySmlqhWJV2qNYlfaID/NHyM1/8PWcb/DNt99h+DA/TJs2DWXKlBEdk8jocagfUQGRJAkHDx5MW6R+/5H9aDSsEabsmYJec3qhdO3SLHsC5eUIX7xaB7kMkBvIWrr6ytLJC15NR6Pa4B/hXK0bftrwM8qVK4f33nsPFy5cEB2PyKix8BHlM51Oh927d6NO3Tpo3bo1HoQ8QO9vemP8tvFoNKQRrBytREekl/JyhI/ryuYflbkN3Gv3QbVBq+DRZBT2Hz6NOnXqoEmTpti3bx90Op3oiERGh+9gRPkkJSUFP//8M6pUrYJu3bohLCUMAxYNwPB1w1GxeUUezdMzOl3qUbvciNdIkMv4dpnf5EpTuFZuh8p9l6Bc+xm49iAYnTp1gk/lKli/fj3UarXoiERGg+9gRO8oOTkZq1evhnc5bwwYMAAaWw38VvlhyMohKFuvLEfc6qk8DdpQ6wA5L3kuKDK5Ag5l6qNCj29QqcfXCEm2gp+fHzw8vTBv3jxER0eLjkhk8Fj4iN5SfHw8FixYAE8vT4wZMwaWpS0xauMo9F/QH6V8S4mORznI66ANSc6pRAqaTCaDTXEflOvwCar2XwKtfUV8/MmnKFHCHR9++CFCQ0NFRyQyWCx8RHkUFRWFr776CiVLlcQHH36AYjWKYdyv49BrTi+4lefksoYkt0df49QSZBywUagsHEqiTIuJqDZoFWzLt8XCJcvh6eWF2bNnIzY2VnQ8IoPDwkeUS5GRkfjkk09QslRJfPHlFyjboiwmbJ+ArjO7wsnTSXQ8yiNJknL9BhijliBXmhVoHsqciaUDSjUYhKoDVsC2XGt8+dUceHqVxpIlS3iNH1EesPAR5SApKQnff/89vMp44YdFP6Bqt6qYtGsSOnzQAXZudqLj0VuSdLo8XcOnMDEv2ECULZW5DTwaDkXVAcugdK2GyZOnwLtceWzZsoWjeolygYWPKAs6nQ5btmxBufLl8OGMD1G2eeoRvdYTWnNqFSMgAbkufAkaHRQmXNdYH5haO6N0i4mo0m8R4hWuGDhwIKr5Vsf+/fshSblbG5moKGLhI8rEwYMHUaNmDQwcOBBWpa0w9pex6DSjE4ueEcnLoI0EjQSlCZe+0ycWDiXh3eFj+PT8Bk8itejQoQOaNm2Gs2fPio5GpJdY+Ihec/PmTbRt2xatW7dGpC4Sfqv90Pvb3nDy4DV6xkaSpFzNw6fWStBKgNLMuuBDUZ5Zu1VAha5foXyn/+HKnUDUr18f3bt3x+3bt0VHI9IrLHxEAMLDwzFhwgRUq1YNl29fRu9ve2Po6qEoVY3TqxgrSaeDPBfndOPUqdeHKc1tCjoSvSWZTAZ7z1qo9N73KNNqMv45cgaVK1fG8OHDERQUJDoekV5g4aMiTaPRYNGiRShTtgzWbliLFuNbYMwvY1CxWUVOmGzkJORuabV4Tep1YSoWPr0nkyvgXKE5KvdfipIN/bDlt9/hXa4c5s2bB41GIzoekVAsfFRk/fnnn/Cp7INp06ahTLMyGL9tPBoMaACFSiE6GhWC3K60kVb4LOwKNhDlG7lCBbdqnVGl/3LYlm2BGTM+QpWq1XD06FHR0YiEYeGjIicwMBAdO3ZEx44dkWKdgpEbRqLzx51h6cCL8ouS3F7DF//ylK7K0qGAE1F+U5pawrPJCFTu8z1exADNmzdH//4D8Pz5c9HRiAodCx8VGTqdDsuWLUMln0o4dfEUen/TG4OWDUKxcsVERyMBcjvxctzLI3ymLHwGy9LJCxW6f43SLSdix54/4e1dDrNmzUJKSoroaESFhoWPioQ7d+6gUeNGmDBhAiq0qZB6nV5zXqdXlKWe0s353//VKV0TK47UNmQymRwuFVuiSr+lkNu4Y/bsL1C7Vk1cunRJdDSiQsHCR0ZNo9Fgzpw5qFqtKu4/vY8hK4ag04xOMLPiMllFXV5O6cplgJxr6RoFrSYR8SGP4FXcHlJ8GOrUqYOpU6ciLi5OdDSiAqUUHYCooFy6dAl+w/xw8+ZN1B9QH02HN4XKTCU6FumJXBc+jQS5nJ+NjcXjE2sAaHFkwQgUc7TGou2nMGvlcvy+fRuWLV+Bzp07i45IVCD4LkZGJyEhAR9++CHq1KmD8ORwjFg7Aq3Gt2LZo/TyMEpXLuNbpTGI9L+AiEfnML5bXZR0tYNKqcD7fZvg+rpJqFTCCl26dEG/fn0REREhOipRvuO7GBmVo0ePokrVKli4aCGaj2mOYWuHwa2Cm+hYpId0uR20odYBcp4MMXRaTTL8j62Eg40lfhjfId3XvNwcsO+bwdj4aW/8te8PVKnsg7///ltQUqKCwcJHRiE6OhqjRo1C8+bNobPRYdTmUWg0pBEUSs6pR1nL7aANSc6jw4Yu6MJWqOMj8OvMPpmeopfJZBjQ2hdXf5qISiWs0a5dO4wfPx7x8fEC0hLlPxY+Mnh//PEHKlSsgE0/b0LHGR0xePlgrn1LOcrtNXxxagkyDtgwaAnhj/Hs351oXt0LLWuVzXZbdxdb7P9uCBZP6ox1a9egum81nDt3rpCSEhUcFj4yWElJSRg7diy6dOkCm9I2GPPLGNTqUQuy3PwWpyIvt4UvVi1BruSobkMlSTr4H1kBE6UCO74YmKvvkcvlGN+jPi6tHg87lRoNGzbEzJkzuTwbGTQWPjJId+/eRZ26dfDT2p/QcUZH9P2+L2xdbUXHIgOS6yN8Gh0UJuYFH4gKROjtw4h9cQdfj2gFmzxOx1S+lDNOLBmF/w1qhjlzvkb9enVx+/btAkpKVLBY+MjgbNq0CTVq1kBwTDCGrx2eelSPEyhTHuV2pY14tQ4KE4sCz0P5T5MYg8cn18LTzR7T+jR+q/tQKRWYObQlTi0bg7iwINSoUR2LFy+GTqfL57REBYuFjwxGfHw8hvoNxeDBg+HdzBvD1w2Hq7er6FhkwHLzQSFBI0FpwnWWDVHgqfXQpSRhz9eD3vm+aldwx8XV4zCyYw1MnjwZbdu0wYsXL/IhJVHhYOEjg3Dt2jXUqFkDv/72K7p93g3dZnaDiQUvpKe3J0kSFDn0PbVWglYClGbWhROK8k1M0E2E3jmMfi2qwKd0/qyXbWFmgoUTO+Pv+cNw48oF1Kjui5MnT+bLfRMVNBY+0muSJGH16tWoU7cOYnWxGLF+BKp1qCY6FhmJnOZTjlOnnrZTmrPwGRKdVgP/I8thZWGGdR/1zPf7b1WrLC6uHgdvV0s0a9YMP/zwAyRJyvf9EOUnFj7SW9HR0ejTtw9Gjx6Nyh0qw2+NH5w8Od0K5Y/cXMMXr0n9Ja4044AgQ/L8yh4kRgVhzQfdoFQWzKTZbo42OPC9H6a+1wDTp0/He716ISYmpkD2RZQfOH086aWLFy/ivd7vITg0GL3m9IJPSx/RkcjI5GaU7qvCZ2JpV/CBKF8kxQTj6flfUbNcCbzXvGqB7kupVODbMe1R38cDft/+jlo1a+D3HTtRpUqVAt0v0dvgET7SK5IkYeHChajfoD405hqM3DiSZY8KjDyHQRvxL0/pqiwdCiMOvSNJkhBwdBXkkLBn7uBC22+3xpVwYeU4mCMRdevWwaZNmwpt30S5xcJHeiM+Ph69evXC1KlTUeu9WvBb7Qf7EvaiY5ERy+kIX9zLI3ymLHwGIfLRWUQFXsb03g1RzLFwr7ss6+6IU0tHoXdTHwwePBijR49GUlJSoWYgyg5P6ZJeePbsGTp17oRbt2+hz3d9UKFpBdGRyIi9usA+t6d0VZaOBR2J3pFWnQj/Y6vg6mCNOaPaCMlgYWaCn2b0QIPKpTBp8TpcungB23/fAU9PTyF5iF7HI3wk3OXLl1Grdi34B/lj6OqhLHtU4HJd+NQ6yGWAQmVaCKnoXTw59zM0iTHYPruf0InYZTIZRnSqjZNLRyHiRSBqVK+Oo0ePCstD9AoLHwm1a9cuNGrcCHI7OYatHYZi5fJnviyi7PxX+HK4hk8jQS7n26S+iw99hBdX96J9HW80qOIpOg4AoEa5EriwahxqlHVGmzZtsHHjRtGRqIjjOxkJIUkSvvvuO/To0QNe9bwwZMUQWDtxrjMqHK8KX04TL8drJMhzmqyPhJJ0Wjw6vAymJipsnd1PdJx07K3Nse+bwRjcxhdDhgzBZ599xvn6SBhew0eFTq1WY/To0Vi/fj0a+zVG81HNIcvNKvZE+SS3p3Tj1DpAzrdJfRZ88x/Ehz7EsqldYWGmf6vvqJQKrHq/G7zdHfHRV1/hwYP7WLduPczMzERHoyKG72RUqMLDw9G9R3ecPnMa3T7vxlUzSIi8nNKV5PpXIiiVOj4Sgac3oFxJJ4zpWld0nCzJZDJ80K8JShd3wOA52xD4+DF27d4DZ2dn0dGoCOG5Cio0d+/eRZ26dXD52mUMWjKIZY+Eyf0RPgkyJQufvnp8ci2g1WDPnMKbc+9d9GxaGYcXjMCDuzdRr24d3LlzR3QkKkJY+KhQHD58GHXr1UWcLg7DfhoGj+oeoiMR5Vj4YtUS5EqeetNH0U+uIvz+Cfi1rw7vkoaz5GLdSiVxZtkYmElJqF+vHo4cOSI6EhURLHxU4NasWYO2bdvCqbwT/H70g4M7J7Elsf4btJF944vT6KAwMS+MSJQHuhQ1Hh1ZDlsrc6yc3k10nDzzdLPHiSUjUdPbBW3atMH69etFR6IigIWPCowkSfj4448xcuRI+Hb1Rf8f+sPMmkdLSLy0U7o5vAPGq3VQmFgUQiLKi2eXdyA5JgQbP33PYKfNsXs5gndou+rw8/PDzJkzOYKXChQHbVCB0Ol0mDRpEpYtW4bWk1qjfv/6QidDJXpd2hG+HLZLTJFgY2JZ8IEo1xKjniHo4jY0qFwSneob9iTtKqUCK6d3Q5niDvj4yy8RHR2NBQsWGGyJJf3Gwkf5TqvVYtSoUVi3bh06zuiIWj1qiY5ElE5ujvCptRJSdIDSjPND6gtJkuB/dAUUcjl2fT1IdJx8IZPJ8GH/prC1MsP4BUsQGxuLH3/8EQpFTh9HiPKGhY/ylUajwZChQ/Dbr7+h68yuHIlLeik3Ey+/WkdXac7Cpy/C7x1HzNPrmOXXCo62xnXkdXSXurA0M8GwbzcgPj4OmzZthokJR4hT/mHho3yTnJyMvn374o+9f6DHVz3g09JHdCSiTOVmHr44tQ4AoDSzLZRMlL2UpDgEnFiDEs62+GxIC9FxCsTANtVhaW6CfrN/Rc/4Hti2fTsnaKZ8wwsFKF8kJiaiW7du2PfnPvT+tjfLHum1vBzhM7G0K4RElJMnZzdDmxyPnV8OEB2lQHVv7IPdcwbh0KED6NihPeLi4kRHIiPBwkfvLC4uDh06dMDho4fR9/u+KNeonOhIRNnKzcTL8S+P8Kks7AsjEmUj9sU9BN/4C90aV0TNCu6i4xS4tnXKYf93Q3Dh/Fm0btUSkZGRoiOREWDho3cSHR2N1m1a4+yFs+i/sD9K1yktOhJRrmV7SjftCB/njRRJ0mnhf2QZzM1MsfnT90THKTSNq3rhwPfDcO/OTbRo3gyhoaGiI5GBY+GjtxYeHo7mLZrj2s1rGLhkIFfPIIORdko3m3fAtFO6VoazioMxenFtHxLCH2PZlE4wMy1agxhqV3DHkQXD8fxJAJo0boSgoCDRkciAsfDRWwkODkaTpk1w3/8+Bi0bhBI+JURHIsq13AzaiFfrIJcBCpVpYcWiNyTHheHJ2c2o7OWKIe1qio4jROXSxXBs8QjER4WicaOGLH301lj4KM+ePn2KRo0bISgkCINXDEaxcsVERyLKk9we4ZPL+BYp0uMTawBJi73fDBEdRShvdyccWzQC2qRYtGrZAiEhIaIjkQHiuxnlyfPnz9G4SWOEx4Vj8MrBcPZyFh2JKM9yO0qXKx6IExlwEREPz2Jclzoo6WonOo5wHsXs8c/8oYgMfYG2bVojKipKdCQyMHw3o1yLiopCm7ZtEBkficHLB8PBnRezk2HKTeGLU+sAOacqFUGrSYb/0ZVwsLHEgokdRcfRG97uTvhn/lAEBjxE+3ZtOWUL5QkLH+VKQkICOnbqiEePH6H/ov6wK24nOhLRW8vVtCwaCZJcVUiJ6HVBF7ZCHR+OX2b25lHWN1QuXQz7vx2CmzeuoWuXLkhKShIdiQwEf5IoRxqNBr1798bFyxfR74d+cCntIjoS0Tv57xq+7FbakCBTFq1RofogITwQz/7diea+XmhVy1t0HL1Uq4I7/pg7CGfOnMJ7vXpBo9GIjkQGgIWPsqXT6TBi5Aj89fdfeG/ue3CvYvyTnpLxy80p3Vi1BLmSy1oVJknSwf/IcqiUCuz4cqDoOHqtcVUv/P5Ff/zzz98YNGggtFqt6Eik51j4KEuSJOHDDz/Epo2b0HVmV5StX1Z0JKJ8lf3EyzooTMwLMQ2F3j6C2Bd38PWIVrCxYtnOSds65fDzzD7Yvn07RowYAZ1OJzoS6TEWPsrSd999h++//x7tprdDlbZVRMchyjevjvApc1haTWFiUUiJSJMYg8en1sLTzR7T+zQWHcdgdG/sg7UzemLDhg2YPHly2mub6E0cgkaZ+umnn/DRRx+hyfAmqPNeHdFxiPJV2qCNbD7yJqZIsDGxLKREFHh6A3SaROz+erjoKAZnYJvqSEjWYOz3S2Fvb48vvvhCdCTSQyx8lMHOnTsxatQo1OpZC81GNhMdhyjf/XcNX+aH+NRaCSk6QGlmXZixiqyYZzcRevsQ+rWqhsqlOZH72xjVuQ6iYhPx8ZdfonTp0hg6dKjoSKRnWPgonaNHj6Jvv76o1LIS2k9vD1k21zgRGaqcVtp4tY6u0pyFr6DptBr4H1kOKwszrP+op+g4Bu2Dfk3w8FkERo4cCQ8PDzRv3lx0JNIjvIaP0vz777/o3KUzSvqWRLfPu0Ge3bpTRAYs7Rq+rAqfOvXid6WZbWFFKrKeX/kDiZFBWPNBNyiVPAbxLmQyGZZO6YJmvl7o0b077ty5IzoS6RH+RicAwIMHD9CmbRvYlbRD7296Q6FSiI5EVGDSruHL4uuvjvCZWNoVTqAiKikmGE/P/4Ia5YrjveZVRccxCiqlAltn9UNxB3N07NAeoaGhoiORnmDhI8TExKBT506QWcjQb0E/mFhwslkybjlNvBynST3Cp7KwL7RMRY0kSQg4tgpySNgzd4joOEbF1soMf8wZhLjocHTrytU4KBULXxGn0+kwYMAABD4NRJ/5fWBhx2koqOjIatBGvPrVET6uF11QIh+dRdTjy5jeuwHcHHmtZH7zdLPHrq8G4vLlS/DzG8o5+oiFr6ibPXs29u3bh+5fdIdjKUfRcYgKVVaXqca9PKWrsuTPREHQqhPhf2wVXOyt8fXINqLjGK26lUpiw8e98Ouvv+Hzzz8XHYcEY+Erwnbs2IEvvvgCzcc0h3dDrllJRU9WEy/Hq3WQywClCVd7KAhPzv0CTWIMts/uB3l2kyHSO+vVrArmjmqLr776Chs2bBAdhwTikKgi6saNGxg0eBB8Wvqg0ZBGouMQCZFV14jXSNkuu0ZvLz70EV5c/QPt63qjYVVP0XGKhA/6NcGDoP+ma2nWrJnoSCQAP1oVQREREejStQts3GzQ5bMunGuPiqwsj/BpJMjkHKme3ySdFo+OLIOpiQpbZ/cXHafIkMlkWDa1C5pU80SP7t0REBAgOhIJwMJXxKSkpKBv374ICQ9B73m9YWLOEblUdCmyOMQXp9ZBJucJkPwWcusA4kMeYv7YdrAw43tPYVIpFfjt876ws1CgV88eHLlbBLHwFTGffPIJDh06hB5f94B9cU45QYbt/LbzWNhtIb5q/BXWDFuDoJtBWW4b8igEW2dsRUJUQtptb068fMA/Eb13huKgfxJStNp0X0uKCcaVTeOQok4A5Z06IQqPT62Ht7sTxnWvJzpOkWRvbY6ts/rixo0bmDx5sug4VMj4EbYI+fnnnzFv3jy0mdIGpWuXFh2H6J3cOHAD/yz6Bx1ndIS7jzvO/noW68euh7mtORKiElDMuxjaT2+PEj4lAACaJA3sStjBxNwEyfHJAIA99xLw16MkBCdoYW0iQ2SShBn1bfD7nQTci0zB45PrEP7gJLSaJChMLOHZyA9Kk9Spi5JignFn92xU7jM/7TbKWuDJtZC0Gvwxd7DoKEVajXIlsGhSJ4yZvxqNGjXCoEGDREeiQsIjfEXE5cuXMWz4MFRtXxX1+vLTNRm+s7+cRY2uNVC9c3U4l3aGZ01PpCSnwN3HHaM3jIZrWVdsnrwZ8RHxAIASlUqgzaQ2UJr+9zl3/fV4DK5iiQ2dnNDPxxKSBNyPSIFOkkGuMMXzq3tRqqEf3Hy7QhMfke40b8CxVSjVYBDLXi5EP7mKsHvHMbSdL7xLOomOU+SN6FgLg9vWwOjRo3D9+nXRcaiQsPAVASEhIejarSucSzuj00edOEiDDJ5Wo8WzO89Qus5/R6rP/XYOjh6O0KXo0l7rKjMV/v3j3yzvp7KzCq28zFHMSoE2nuZQyIF/X6gRo9ZC0mmgMDGDXUlfhN45DJuSvkiMfAoACLt3HDK5Eg5l6hf4YzV0uhQ1Hh1ZDlsrc6x+v7voOIT/BnF4l3BAzx7dERMTIzoSFQIWPiOn0WjQq1cvRMdHo9c3vaAyU4mORPTOEqISIGklWDpYAvivADp7OiMuIg4AIJPLULp2aTy9/jTL+7kXkYLbYRoAQKxaBztTOSKSdAiN16Uuq6bT4eGhxXCp2BIJoQ8RfONvXNkyAQEn18KzyciCf6BG4NnlHUiOCcHGT3pxzj09YmFmgm2z+iH4xTP4DR2attwgGS/+9Bm5zz77DKfPnEbPOT1h62orOg5RgXhVAN/8QGPpYJlWADPjV9UKkw5EoNXPwRiwJxwN3E2xo6czFHLAysUbbtW7IyrwCoJvHYRWk4gyLSfA3N4d2uR4xIc+wrVfp+Lqz5MQ/uB0QT9Eg5QY9QxBF7ehvk9JdGpQUXQcekNZd0esndEDO3buxIIFC0THoQLGQRtG7NixY/juu+/QYmwLeFT3EB2HKN9Y2FlAppClXZ/3SmJMIqwcrHJ9P1tuxmNKbWtUdFQhKE6LpRdjse5qHFJ0gMLEEuEPTqByz7mAXIHbu1OXplLHhcHcoSQeHlyM8h0/hsrCHje2fQCb4pWgsrDLz4dp0CRJQsDRFVDI5dj19UDRcSgL3Rv7YHqfxvjwww9Ru3ZtNG7cWHQkKiAsfEYqKioKAwYOgIevBxoMbCA6DlG+UqgUKF6hOB5deIQKTSvAws4CkANBt4LQYMB/r/f4iPhsC2AbLzN0LJs66KK0vQpJKRLmn0u9nikx6insSlWHpUsZxIc+gqRLgf+xVSjbagru//M9JEiwKVEZAGBmVxxxwfdg71Un0/1c3jAS6tjQDLe7VmkPr6ajM9yu06bg2aXfEXrnMNTxETC3K4FSDQbDzqNG2jZhd48h8MxGaDVJcK7QEp6Nh6V9TR9GEIffP4Hop9fx+dCWcLLLfQmnwjdnZBtcuBOEPr3fw+V/r6BYsWKiI1EB4CldIzV23FhEREeg6+ddIc9qhXgiA1avXz1c3n0ZV/ZdQcTTCFjYWkCdoIZvJ18AwM7Pd+L2kdtwr+IOIPU6vxf3XkCb8t/8elHJOgTFpqT9XS4D8PJSpqSoZ3Cvm7oahLl9CUhaDUwsHaBOiERyTEi6LJIuBZKkyzJrld7zUcNvXdqfil1nAwAcymT+YezJuS0Ivvk3PJuMRLX+S+BSuS3u/vkN4kMfAQA0iTF4eHgZSjX0Q8UusxB27xgi/S+kfb/oEcQpyXEIOP4jSjjZYubQlkIyUO4plQr8PLM3dOpEDBwwADpd1q9lMlxsAkZoy5Yt+PWXX9H+g/awc7MTHYeoQFRuXRltJrXB0dVHsWrQKphamkKSJDw4+wCh/qF4dOERUjQpaQVw+6fbsWrQKiTF/LfCwN+PkvDp0Sg8j9Pi4vNkrL0aj8rOqdcBOldsAYXKDACQFBMChYkVEiOD8OjwUng0Hga5XIGQWwcQGXARiZFBsHLxzjKrytwWJpb2aX8iAy7A1LZY2hHCN4XdOYoSNXvB3rMWzGyLoViV9rD3qIHn/+4GACTHvIDS1AJO3o1g5eoNmxKV9WoE8ZMzm6FNjsfOrwYIy0B54+Zog02f9sKhw4excOFC0XGoAPCUrpF5/Pgxxo4biyptq6BK2yqi4xAVqDrv1UGd9/47jXp+23kcXX0UceFxKFauGPp81wdWjqmnExNjE1GtYzU8OPMg7dq/oVUs8Y9/EobuDYOdqRz1S5iilpsKl4M1sPOoCSD1WjT/I8tRuvlY2HvVTtuXqZUz/I+vhqTVwKvJKJhYOeYqs06rQdjdY3DzzXoda0mbArky/QAUudIUMc9vAQDMbItDp0lGfOgjmFo7Iz7kAVwqtkJKUhyenPsZlbp9mctnMP/FBd9D8I2/0K1xJdSs4C4sB+Vdy5plMbV3I3z88Udo1aoVqlatKjoS5SOZxLHYRkOr1aJps6a49fAWRm0aBTNrM9GRiPTO/PbzER8RD7lMhkP9XTJ8/XhgEj4/EY1qA5bB3L5Evu8//P5J3P/nB9QYsgYmVg6ZbnP/7++REB6Ach0+hpltMUQ/uYZ7f86BpNOh7rjtAICIh2fx5NzP0GnVcCrXFCXr9sPDQ0tg4egBS+cyCDixBpJOC/c6feFYtnCu45V0WlzfOh1S3HOE7f4YZqZcL9fQJCVrUG/cSkhm9rhw8RLMzPh7xFjwCJ8R+e6773D61GkMWTGEZY8oJ1nMPx6vSf0MrLLM3RG7vAq5dRB2HjWyLHsA4NlkBB4dXoarWyYAAMxsi8G5YkuE3DqUto1DmXpwKPPfqjkxQTeQEP4Ynk1G4cqmMfBuO73QRxC/uP4nEsICsGZGD5Y9A2VmqsKmT99D3TEr8Mknn+CHH34QHYnyCQufkbh48SJmzpyJhoMbcgoWolzJvPHFa3SQywClSf5/aEqOCUH002so135GttupzG1RvuMn0KWokZIUC5WlAwLPbISZrWum2+u0mrQRxEnRzyFJulyPIM4v6rhwPDmzCT5ervBrX6tA90UFq0rpYpg7sg2mLViADh06oFWrVqIjUT7goA0jEB8fj379+8HV2xXNRjYTHYfIIGS1wGC8WoK8gJYfDLl9CCpzW9h75q4QyZUmMLFyhKTTIuLhmSxLW9CFrWlTyEDSQdL9NxI5pxHE+SXgxBpA0mLv3MEFvi8qeBN71kfLmmUxzG8ooqOjRcehfMDCZwSmT5+OwCeB6DarGxQqheg4RAYtTiNBJs//nyNJ0iH0zmE4V2ie4f4fHFiIwNOb0v4e++IeIh6eQVL0C8Q8u4k7f8wGJAnFa2RcizYh4gnC759KN4WMTCbL9Qji/BAZcBERD89gbJc6KFXMvkD3RYVDLpdjzYc9EBUZjilTpoiOQ/mAp3QN3B9//IFVq1ah44yOcPJ0Eh2HyHBkcRAvTq2DTJ7/b43RT65CHRsK54oZ56VLjg0FXjuqKGnVeHJ2C5JigqFQmcHOoybKtpoKpWn6CYxfjSD2aOSXNoWMXGmKMi0nvdUI4reh1STD/+hK2NtYYuHEjgW2Hyp8pVzt8MP4Dhj53Xr06NEDnTt3Fh2J3gFH6Rqw4OBg+FT2gVNFJ/SZ1yfLKR6I6D+vRukqFXIc6Ouc4eszj0fhbKgKNUdsFpDO8ASe2YRnl3fgr3lD0bpWwR5JpMInSRK6fLIJlx6G4+at23B0LLgPD1SweErXgE2YMAHJ2mR0/qQzyx5RPolTS5ApTUXHMAgJ4YF4dnknmvl6suwZKZlMhtXvd4M6KQHjx48THYfeAQufgdq7dy+2b9+ONlPbwNLBUnQcIoMjy+KcbqxaglzJaY1yIkkS/I+ugEqpwM4vB4mOQwXIzdEGiyd1xG+/bcW+fftEx6G3xMJngOLi4jB23FiUrVcWldtkvjQTEeUgq2v4NDooTMwLN4sBCr1zGLHPb+OrYS1hY8WCbOz6tayGVrW8MWH8OCQkJIiOQ2+Bhc8AzZw5EyGhIegwowNP5RK9paynZdFBYWJRqFkMjSYxBo9ProVHMXu836+J6DhUCGQyGZZO6Yznz5/jq6++Eh2H3gILn4G5dOkSFi1ahCYjmsC+OKc/IMpviSkSlCa8TCI7gac3QqdOxJ45PJVblHi7O+HjAU0wb9483Lx5U3QcyiMWPgOSkpKC4SOGw7WMK+r1q5fzNxBRljI7wqfWSkjRAUoz60LPYyhint1C6O2D6NO8MiqXLiY6DhWyD/s1ReniDhg7ZjQ4yYdhYeEzIEuWLMG1q9fQ8eOOUCg5wTLRO8mk8b1aR1dpzsKXGZ02Bf5HlsHKwgwbPuklOg4JYGqixNLJnXDi5Cls2LBBdBzKAxY+A/Hs2TN8NvMz1OxREyV8SoiOQ2TwMjvCF69OXYJMaWZbuGEMxPMre5AYGYQf3+8GpZLz9hdVLWuWRf9Wvnh/+nSEh4eLjkO5xMJnIKa/Px0ylQwtxrQQHYXIaL06wmdiaSc2iB5KignG0/O/oEa54ujdoqroOCTY/HHtkaJOxIcffig6CuUSC58BOHr0KH795Ve0GN8C5jacLoIoP2R2hC9Ok3qET2XBAVGvkyQJAcdWQQ4Ju+cMFh2H9ICrgzXmjGyDtWvX4uTJk6LjUC6w8Ok5jUaDsePGolTVUvDt6Cs6DpHxyOwaPvWrI3wOhRxGv0U+Ooeox5cxrXcDFHeyER2H9MSozrVRt1IpjBk9ChqNRnQcygELn55bsmQJ7t29h3bvt4NMzjn3iPJLptfwvTylq7LkeqGvaNWJ8D+2Ci72qUd0iF6Ry+VYMa0r7ty9iwULFoiOQzlg4dNjz549w+ezPkfNHjXhVt5NdBwio5J54dNBLgOUJlw54pWn53+BJjEK22b3g1zOXxmUXrWybhjXrS6++upLhIaGio5D2eBPrx6b8dEMQAk0H91cdBSiIiFeLUHO1WvSxIc+wvOrf6Bd7bJoVNVTdBzSU/8b1AIySYsvv/xSdBTKBgufnrp27Rq2bN6CJiObcKAGUQHIfNCGBLmcc1wCgCTp8OjIcpiqVNj2xQDRcUiPOdlZ4qN+TbBixQo8ePBAdBzKAgufnvrkk0/g4O6AGl1riI5CZJwynXhZB8g5vxwAhNw8gPiQB5g3ti0szExExyE9N6lXAxRzsMYnn3wsOgplgYVPD506dQr79u1D05FNuaIGUQGRIeOyUPFqCZJcJSCNflEnRCHw1Hp4uzthfPf6ouOQATA3VeGLYS2xbdt2nD17VnQcygQLn56RJAkzPpoBt3JuqNy6sug4REYrs1O6sWoJMiWPZgWeXAdJq8aeOYNERyEDMrC1L6qWLY4P3p/OdXb1EAufnvnrr79w6uQpNB/TnNOwEBWgrAqfXFm0R+hGP7mKsHvHMKSdL8qVchYdhwyIQiHHt6Pb4uSp09izZ4/oOPQGFj49otPpMOOjGfCs7omyDcqKjkNU5MRpdFCoiu4gKV2KGo+OLIeNlTlWv99ddBwyQG1qe6NVLW/M+PADTsasZ1j49Mhvv/2G69euo/nY5pBxagiiAiWXZXYNnw4KUwsBafTDs8s7kRwTgo0f9+Sce/TWvh3dFvfuP8BPP/0kOgq9hj/RekKj0eDT/32Kco3KoVS1UqLjEBUBGT9UJaZIUJpYCsgiXmLUMwRd3Ir6Pu7o3LCS6DhkwHy9i2NgG198PvMzxMbGio5DL7Hw6YmffvoJAf4BaDGmhegoREXCm3VPrZWQogOUZtZC8ogkSRICjq6EQi7Drq85UIPe3RfDWiM6Ohrz588XHYVeYuHTAwkJCZg1exaqtK0CV29X0XGIioQ3r5p4tY6u0rzoFb7w+ycR/fQaPh3YFE52VqLjkBEo5WqHCd3rYcGCHxAZGSk6DoGFTy8sWbIEYWFhaDaqmegoREXGm0f44tU6AIDSzLbwwwiUkhyHgBM/oriTLWYObSk6DhmR6X0aQaNOxtKlS0VHIbDwCRcZGYm538xFjW41YF/CXnQcoiLjzVmPXh3hM7G0K/wwAj05uwXapDjs+LK/6ChkZFwdrDGiYy0sXLCA1/LpARY+webNm4fE5EQ0GdZEdBSiIuXNI3xxmtQjfCqLovPBKy74PoKv70eXhhVQu2JJ0XHICL3ftzFiY2OxcuVK0VGKPBY+gUJDQ7Fg4QLU6VMHVo68boaoMGW4hk/96gifg4A0hU/SafHoyDKYm5ni5896i45DRqqkix0Gt/XF9/PnITExUXScIo2FT6AVK1ZAJ+lQvz/XqiQqbFkN2lBZOgpIU/heXN+PhLAALJnUEWamXE6OCs6M/k0RGhbOefkEY+ETJDExEYuXLEbVjlVhYVt0J3olEkX+xkndeI0OchmgNDH+pdXUceF4cmYTKnm6wK9DLdFxyMiVKeGIfi2r4ttv5kKtVouOU2Sx8AmyefNmRIRHoH4/Ht0jEiGzU7ryIrLCTcCJNYCUgr1zh4iOQkXERwOaIujZc2zcuFF0lCKLhU8AnU6H+d/PR4WmFeBQsmhcL0SkbzIO2pAglyuEZClMkQEXEfHwDMZ0qQ0Pt6IzQIXEquTpiu5NfPDN3DlISUkRHadIYuET4M8//8S9u/dQr3890VGIiqyM1/DpALlSTJhCotUkI+DoStjbWGLRxE6i41AR88nAZnj4yB+//fab6ChFEgufAPPmz0PJyiVRsiqnQSASJcM8fGoJklwlJkwhCbq4Dcnx4fhlZm/I5Xz7p8JV3bs4OtSvgDlffwWdTic6TpHDn/hCdunSJRw/dhz1+teDrIhcL0Skj9786YvVSJApjXe0akLEEzy7vANNq3midS1v0XGoiPpkYDPcun0Hf/zxh+goRQ4LXyGb//18OJRwQIVmFURHISrS3vy8FaeWIFca5whdSZLgf2Q5VEoFdnw5QHQcKsLq+5RCPR8PLF2yRHSUIoeFrxAFBgZi29ZtqNOnDuQKPvVEIr05IjdOrYNCZS4oTcEKu3MEsc9v4wu/FrCz5jRQJNa4bnVx8NAh3LlzR3SUIoWtoxAtXrwYppamqN65uugoREXem6d04zUSFKbGV/g0iTF4fPIneBSzx4f9m4qOQ4ReTSvD2d4ay5cvFx2lSGHhKyTR0dFYtXoVqnerDhML471OiMhQvDloI0Gjg8LE+JY4fHJmI7TqROz+epDoKEQAAFMTJUZ2rIn169chNjZWdJwig4WvkKxZswaJSYmo27uu6ChEhPTX8Km1ElJ0gMrMuApfzLNbCLl1EL2bV0aVMsVExyFKM6pLHSQkJGDTpk2ioxQZLHyFQKPRYMHCBajcpjKsna1FxyEipH/ze7WOrtLcRkyYAqDTpsD/yDJYWphh4ye9RMchSqekix26NqqEpUsWQ5Ik0XGKBBa+QvD7778j6GkQl1Ej0iOvD9qIV6fOCaY0sxUVJ9+9uLoHiZFB+HF6VyiVxj2hNBmmcd3q4vaduzh69KjoKEUCC18hWLV6FTxreMLV21V0FCJ66fVTuq+O8JlY2okJk8+SYoLx5NwvqO5dHH1aVhMdhyhTzXxLo5JXMU7RUkhY+ApYQEAAjh45Ct/OvqKjENFrXh+0EadJPcKnsjD8tWUlSULAsdWQQ8KeuYNFxyHKkkwmw7hudbBr924EBgaKjmP0WPgK2MaNG2FqYYqKzSuKjkJEr0l3hE/96gifg6A0+SfS/xyiHl/C1Pfqo7iT8VyTSMZpUOvqsLIwxapVq0RHMXosfAVIp9Nh7bq1qNiiIkzMORULkT7JbNCGytJRTJh8olUnwv/oKjjbW2HuqLai4xDlyMrCFEPa+uLH1auQnJwsOo5RY+ErQCdPnsTjgMfw7eQrOgoRvSHdoA2NDnIZoDQx7KXVnp7/FZrEKGyb3Q9yOd/eyTCM6VIXoWHh2LNnj+goRo3vCAVo3bp1cHR3RCnfUqKjENEb5G+c0n1zqTVDEx/mj+dX96BtrbJoXNVLdByiXKvg4YI6FUth08aNoqMYNRa+AhIXF4et27aiSocqkBn4LxIiYyRLN2hDglyuEBfmHUmSDv5HlsNUpcK2L/qLjkOUZwNaV8X+v/5CWFiY6ChGi4WvgPz+++9IiE9AtQ6cEoFIH6U7wqfRAXLDnasu5OYBxAXfx7yxbWBpbio6DlGe9WlRFZKkw2+//SY6itFi4SsgP639CaVrlYadm53oKESUCcUbp3QluUpcmHegTohC4Kn18HZ3wvjuDUTHIXorznZWaFunHDZv4mndgsLCVwAePXqEE8dPoFonHt0j0levX2oRq5EgUxrmSPrAk+sgadXYPWeQ6ChE72Rga1+cPXce9+/fFx3FKLHwFYCNGzfCzNIMFZpVEB2FiLKQbuJltQS50vBG6EY/vYawe8cwuK0vypdyFh2H6J10aVgR1pZm2LJli+goRomFL5/pdDqsW78OFVty7j0ifZZu0IZaB4XKsAqfTquB/5HlsLEyx6rpXUXHIXpn5qYq9Gzig82bNkKSJNFxjA4LXz47duwYAh8Hwrejr+goRJQN+Rtr6SpMLcSFeQvPLu9AUnQw1n/UE0ql4Q44IXrdgNa+ePjIH2fPnhUdxeiw8OWzdevXwamkE0pWKyk6ChFl4/VBGwkaHRQmVuLC5FFS1HMEXdiKepXc0bVRJdFxiPJNM18vuLvYY9OmTaKjGB0WvnyUkJCA7du3c+49IgMgR+rPqEYrIUUHqMwMo/BJkgT/YyuhkMs5UIOMjlwuR7+WVfDbr79ArVaLjmNUWPjy0cGDB5GYkIhKLfmJm0jfvTql+2odXaW5tcA0uRf+4BSin1zFxwMaw8nOMEoqUV4MbO2LiMgo7N+/X3QUo8LCl4/27NkDF08XOHk4iY5CRFl5eS34q4PwcWodAEBpZicmTx6kJMcj4PhqFHeywSy/VqLjEBWIyqWLoUoZN2zbtk10FKPCwpdPdDoddu/ZjbKNyoqOQkTZkF42PuXLd79XR/hMLGxFRcq1J2e3QJsUhx1fDhAdhahAdWlQAfv27oVGoxEdxWiw8OWT8+fPIyw0DOUblxcdhYhyQfbyGr44TeoRPpWlg8g4OYoLfoDg63+iS8PyqF2Rg8LIuHVuWBFR0dE4deqU6ChGg4Uvn+zZsweWdpZwr+IuOgoR5ULaNXzql0f49LjwSTotHh1ZCnMzU/z8WR/RcYgKXM1yxeHmZIs//vhDdBSjwcKXT3bt3oWyDctCruBTSmQI3hy0obJ0FJgmey+u70dCWAAWT+wIM1NO6E7GTy6Xo1P9cti9aycnYc4nbCf54OHDh7h96zZP5xIZEMXLxhev0UEuA5Qm+rnShjouHE/ObEIlTxcM61hLdByiQtO5QUU8fOSPO3fuiI5iFFj48sEff/wBpUqJMnXLiI5CRLn0+ilduR7PmxlwYg2gS8HeuUNERyEqVC1qlIGFmSn27NkjOopRYOHLB7t274JXbS+YWPBUC5Hee3l26NWbX5xGglyuEBYnO5GPLyHi4RmM7lILHm72ouMQFSpzUxVa1yqDPbt3iY5iFFj43lFkZCROnjiJco3LiY5CRHnw6qhevEYHyPVvLVpdSjICjqyAvY0FFk/qLDoOkRCdG1bEmbPnEBISIjqKwWPhe0f79++HVqtFuUYsfESG5NX4qni1BEmuEhsmE0EXtyM5Lhxb/tcHcjnfqqlo6lgv9dr4ffv2CU5i+Pgu8o5279kN90rusHGxER2FiPJA8fKyvViNBJlSvy7HSIx4gqBLv6NpNU+0reMtOg6RMC72Vqhf2QN7du8WHcXgsfC9A7Vajf3793N1DSIDJE9bWk2CXKk/I3QlScKjoyugUiqw4yuuqEHUuX55/HPgHyQmJoqOYtBY+N7BsWPHEBsTy+lYiAyQ/LW1dBUq/Sl8YXePIvbZLXzh1wJ21hai4xAJ17F+BSQkJOL48eOioxg0Fr53sG/fPti72cPV21V0FCLKpVeTuP43aEOCwlQ/ilVKUiwen1gDj2L2+LB/U9FxiPRCJU8XuDjY4NixY6KjGDQWvndw5OgReNTwgEyP5/Aiosy9GrSRoNFBYWIpNsxLgac3QKtJxK6vBoqOQqQ3ZDIZmlbzwNEjh0VHMWgsfG8pOjoaN67fQElfLmJOZIgUMkCjlZCiA1Rm1qLjIPb5bYTcOojezXxQtayb6DhEeqVpNS9cuHgJ8fHxoqMYLBa+t3TmzBnodDp4+HqIjkJEb0Euk6Wto6s0F1v4dNoUPDq8DJbmZlj/0XtCsxDpo6a+XkhJScHp06dFRzFYLHxv6cSJE7B2sIZDSQfRUYjoLchlLyddBqA0sxOa5cXVP5AY+RSr3u8KExP9mwSaSLSKHi5wtrfmdXzvgIXvLR0/cRzuVd15/R6RgVLKZIhTpx7hM7GwFZYjOSYET879DN+ybujXspqwHET6TCaToUlVXsf3Llj43kJycjLOnz+PUr6lREchorx6uZauQo60U7oqS3Hr1AYcXw05JPzxzRBhGYgMQTNfL5y/cBEJCQmioxgkFr63cPHiRaiT1Sx8RAZMLkudgw8ATCwdhWSIeHQOkQEXMblXPRR34mo9RNlp6lsaGo0GZ86cER3FILHwvYWTJ0/C1MIUxbyLiY5CRG8p9Rq+V0f4Cr/wadWJCDi2Es521vh2dLtC3z+Roank6QInOyscPXpUWIZvvvkGMpkMU6ZMEZbhbbHwvYXjx4/DvYo75Eo+fUSGRnp5TlfxctCGXAYoTQp/pY2nF36DOiEaW2f3gVzO9xKinKRex+cp7Dq+CxcuYNWqVahataqQ/b8rvsvkkU6nw8nTJ1GyKuffIzJkCrkM8WopbcWNwhQfFoDnV3ajba0yaFKtdKHvn8hQpV7Hd6HQr+OLi4vDgAED8OOPP8LeXtw1v++ChS+Pbt68iZioGF6/R2SoXg3akAFxGglyuaJwdy/p4H9kGUxVKmyd3a9Q901k6Jr4ekGt1uDs2bOFut/x48ejY8eOaNWqVaHuNz9xwqc8OnHiBBRKBdwru4uOQkTvQC6Xpc7DJy/ct8GQmwcQF3wfCyd2gpVF4Z9KJjJkPp4usLIww4ULF9CiRYtC2eevv/6Ky5cv48KFC4Wyv4LCwpdHJ06cQPEKxaEyU4mOQkTvQAEgXi1BkpsU2j41CVEIPLUeZUs4YmLPBoW2XyJjIZfLUbNccVy8eLFQ9vfkyRNMnjwZBw4cgJmZYX9A4yndPJAkCceOH4N7NR7dIzJ0SjkQq5EgUxZe4Xt8ah10WjX2zB1caPskMjY1yxXHxQvnC2Vfly5dQkhICGrUqAGlUgmlUoljx45h8eLFUCqV0Gq1hZIjP7Dw5UFgYCCeP3vO9XOJjIBCnrrShlxZOJ/ao59eR9jdYxjcphrKl3IulH0SGaOa5Usg4HEgwsLCCnxfLVu2xPXr13HlypW0P7Vq1cKAAQNw5coVKBSFew3wu+Ap3Ty4cuUKAMCtgpvYIET0zl5NvKwwL/jCp9Nq4H9kOWwszbH6/W4Fvj8iY1arfOpZtkuXLqFt27YFui9ra2tUrlw53W2WlpZwdHTMcLu+4xG+PLhx4wYsbCxg7WwtOgoRvaNXS6spTC0KfF/PLu9EUvQLrPuoB5RKfs4mehdlSjjAztrC4AdRFDa+8+TBjRs34FzaGTIB83YRUf54NfGyUiZDgkYHaxPLAt1fUtRzBF34DXUruqNbY58C3RdRUSCTyVDDuzj+/fdfIfsXudLHu+ARvjy4duManEo7iY5BRO/i5Tx8OglI0QFKs4I7Yi9JEvyPrYRCLsfuOYMKbD9ERU3VMq64ekVM4TNULHy5pNFocP/ufbiUdhEdhYjyQZL25Tq65gVX+CIenEL0k6v4eEBjONtbFdh+iIqaamXd8PCRP2JiYkRHMRgsfLl0//59aDQaFj4iI5Gc8vLUrpldgdx/SnI8Ao7/CDcnW8zyM9zZ+Yn0UbUyqYMnr1+/LjiJ4WDhy6WbN28CAJxLczoFImOQpNUBAEwsbAvk/p+c3YKUpFjs/LJ/gdw/UVFW0cMZKqUibfYMyhkLXy7duHED1g7WsLQv2Au8iahwJKek/ldlmf8LoccFP0Dw9T/RuUF51K5YMt/vn6ioM1EpUcmrGK5evSo6isFg4cul6zeu8+gekTF4OWgj6eUpXRNLx/y9e50Wj44shZmpCX6Z2Sdf75uI/lPZ0xk3rl8THcNgsPDl0vUb1zlCl8iIJL4sfKp8LnzB1/cjISwASyZ1gplp4S3bRlTUeLs74sGDB6JjGAwWvlxISkrCowePOGCDyIgkpUiQywClSf6ttKGOi0DgmU2o6OGCYR1r5dv9ElFGZUo4IjQsHNHR0aKjGAQWvly4c+cOdDodXMqw8BEZulcTLydrJcjzeRL1gJNrAF0K/vhmcL7eLxFl5O2eetbt4cOHgpMYBha+XEgboevFa/iIjEWCRge5PP8WPo96fBkRD05jVOda8HJzyLf7JaLMlS2RejkGT+vmDgtfLty4cQN2rnYwsy74RdaJqHAkaCQgnwqfLiUZ/kdXwN7aAksmd86X+ySi7Nlbm8PB1pKFL5e4lm4u3Lh5gwM2iIzFy1G6iSmAJM+fQRVBF7cjOTYMO78dArmcn6OJCkvZEhy4kVssfLlw+85tONVk4SMyJrEaCTLluxe+xMinCLr0O5pU80DbuuXyIRnlt2+2HMXO4zdxJzAU5qYq1PcphW9Gt0P5Uukv0zlzMxCfrfkH524/gUIuh29ZN+yf5wdzU1Wm97ti91ms2n0eAS8iAQA+ni7435AWaF+3fNo205ftw4a/LsPSzARzRrXFgNa+aV/bdvQ6Nv39L/bM5TWfb6tMcXvcv3dXdAyDwMKXA0mS8CzoGcp0KCM6ChHlozi1BLny3S7TkCQJ/kdWQKVUYOdXA/MpGeW3Y1f8MbZbPdSu4I4UrQ6frvkH7T5Yhxvrp8DSPLX0n7kZiA4frsNH/Zth0aTOUCrkuPrwebYDe9ydbTFnVFt4uztCkoCNf19G908349KPE+Dj5Yo/Tt/GLwev4q95frgfFI4R3/6OtrW94WRniei4JHy25h/88/3wwnoajFLZEo448tcN0TEMAgtfDqKjo5GYkAhr54JbYJ2ICl+cWgeF+bsVvrC7RxHz7CbmjGoDO2uLfEpG+W3/PL90f1/3UU8U6zYHl+4FoUk1LwDA9KX7MLFHA8wY0DRtuzePAL6pc4OK6f7+1Yg2WLn7HM7eegIfL1fceRyKpr5eqFXBHbUquGPa0r3wfxEJJztLzFi1H2O61kUpV7v8eZBFVJkSjngRHIK4uDhYWVmJjqPXeLFJDoKCggAANs42gpMQUX6RyWSI10hQmL59SUtJisXjE2tQytUeM/o3y79wVOCi45IBAA7W5gCAkMg4nLv9BC72lmg0fiXcun+N5pNX4+S1gFzfp1arw6+HriI+SY36PqnL6VUtUwyX7gYhMjYRl+4GITE5BWVLOOLktQD8e+8ZJvZokO+Prah5NVKXU7PkjEf4cvCq8Fm78AgfkTFJ0OhgbfL2a2MHnt4IrSYRu78elo+pqKDpdDpMXboXDSt7oHLpYgCAR88iAACz1x/Cd2M7wLesGzb9/S9aT/8J19ZNTpvvLTPXH71Aw3ErkaROgZW5CX7/ciAqeboCANrWKYcBrX1Rd/QymJuqsO7jXrA0U2H8gt1Y+1EvrNx9Dkt3noGTrQVWTu8OHy/Xgn8CjIz3a1OzVKtWTXAa/cbCl4O0wufEwkdkTFJ0gNLs7X6uY5/fQcitA+jdvAqqlnXL52RUkCYs3IOb/sE4vmR02m06KXXo9qjOdeDXviYAoLp3cRy+/BDr/ryEOaPaZnl/5Us64fKaiYiOT8Lvx27Ab+42HFk0Mq30fe7XCp/7tUrb/ov1h9CyZlmolHJ8vekIrq6bhL1n7mLo3G24sHpCQTxko+ZoawFbKwvcv39fdBS9x1O6OQgKCoKVvRWUJuzGRMZG9RaFT6dNwaMjy2BpbooNH79XAKmooExcuAf7ztzFoYUj4O5im3a7m2Pq66CiR/rVlCp4OCMwJCrb+zRRKVHW3RE1y5fAnFFtUa2MGxb/fjrTbe88DsGWA1fwxbBWOHbFH42recLZzgq9m1XB5XvPEJuQ/G4PsAiSyWRwd7HFs2fPREfReyx8OQgKCuL1e0TGRPrvf5Xmtllvl4UXV/ciMeIJVk7rChN+EDQIkiRh4sI92HXyFg4uGJ5hJRTPYvYo7mSDe0/C0t1+/0kYPPI4qEInSUhWazPNMPaHXZg/vgOsLEyh1emgSdEBADQpqdtrtbo87YtSudhaIDg4WHQMvcfCl4OnQU9h6fz21/kQkX6RXmt8JhZ2efre5NhQPDm3Bb5l3dD/tfnUSL9NWLgHWw5cweb/9Ya1uSlehMfiRXgsEpM1AFKPEr3fpzGW7DiN7Uev48HTcMz86QDuBIZiWIdaaffTetoaLNtxJu3vn6z+G8ev+iPgeSSuP3qBT1b/jaNX/NG/dcZrydbsuwgnW8u0kb0NKnvgyL8PcfZmIBZuP4VKni6wezmIhPLGxd4SISx8OeLH0xw8ffoU1qV4/R6RMVJZ2udp+4DjqyGHxIlyDczK3ecAAC2mrEl3+08zemLoy2v2Jr/XEEnqFExf9iciYhNQrYwb/p4/DGVeDgoAgIdBEQiLjk/7e0hUHIbO2YbnEbGwtTRD1dLFsH/eULSu5Z1uP8ERsZi76QhOLhuTdludiiUxrXcjdP54A1zsrLDu4175/riLCld7K1y7+Vx0DL0nkyRJynmzosvF1QWVulZCsxHNREchonwwp9kcaJO10Ol0qDZgGcztS+Tq+yIencO9P+diWp9GmDe2QwGnJKLc+mbLUXy//TzCIyJFR9FrPKWbDY1Gg7DQMF7DR2SkVJaOOW8EQKtORMCxVXC2s8K3o9sVcCoiygsXeytEREZBo9GIjqLXWPiy8fz5c0iSxFU2iIzJy3MachmgNMndShtPL/wGdUIkts7uC7mcb5tE+sTFLnWFjZCQEMFJ9BvfubLBVTaIjFd2a6S+Lj4sAM+v7EabWmXQpFrpAk5FRHnl6sDClxssfNlIK3wuLHxExkYuV+S4jSTp4H9kGUxUKmyb3b8QUhFRXrnapxY+Ts2SPRa+bAQFBUFlqoKZzbstsE5EeigXhS/k1kHEBd/Hd6PbwMqC7wNE+sjFLnXqNBa+7LHwZSM8PBxWdlaQ5fLUDxEZDkmuyvbrmoQoBJ5ahzIlHDGxJxe5J9JXZqYq2Fpx8uWcsPBlIyYmBqaWpqJjEFE+ejXxskyR/c/241ProUtRY8/cQYURi4jegauDNa/hywELXzZiY2Ohssj+KAARGZhXo3RVWRe+6KfXEXb3KAa1qYYKpVyy3I6I9IOzrQVCQ0NFx9BrLHzZiI2NhYmFiegYRFQAFKrMl7HSaTXwP7Ic1pbm+PH9boUbiojeioWZEvHx8TlvWISx8GUjOiaaR/iIjJTC1CLT25//uwtJ0S+wbkYPKJVcfZLIEFiYqpCYmCg6hl5j4csGr+EjMk6SJEFhYpnh9qTo53h6/jfUreiO7k18BCQjordhbqpEAo/wZYuFLxsxsTE8pUtkbF5ew6c0S7+CjiRJ8D+2Cgo5sGsOB2oQGRILUxMkJiaIjqHXWPiyERsbC1MLHuEjMiavRumq3ih8EQ9OITrwCj7q3wQuLydyJSLDYG6qREICj/Blh4UvG4kJiVCZ8Ro+ImOkNLdN+/+U5HgEHP8Rbo42mD2slcBURPQ2LMxMeA1fDlj4spGcnAylCS/aJjIqL0/pmljYpd309NzPSEmKxe9fcvk0IkNkbqJEQgILX3ZY+LKRnJwMpSkLH5FReVn4VJb2AIC44Ad4ce1PdKpfDnUrlRIYjIjeFo/w5YyFLwuSJEGdrOYRPiIj8+oaPhNLR0g6LfyPLIOZqQl+/byv4GRE9LbMTZVIYOHLFgtfFpKTkwGAhY/I2KQd4XNE8I2/EB/mj0UTO8DMlCPyiQyVuakJkpPV0Ol0oqPoLRa+LLDwERkxSYJOnYDA0xtR0cMFIzrVFp2IiN6B+cvLr3haN2ssfFlISkoCAF7DR2RkJEkCZMDjkz8BuhT88c1g0ZGI6B1ZvDxCz8KXNRa+LLwqfAqVQnASIsp3EhD+4BRGda4FLzcH0WmI6B2plKl1Rq1WC06iv1j4sqBQpBY9SZIEJyGifPXyR9rO2gJLJncWm4WI8oVWl/qDzfWvs8ZnJgsmJqmHh7UareAkRJSfXn2I2/hJL8jl/MxLZAxStKm/q1n4ssZ3uyyw8BEZp9J1SwMAvvvlOIJCowWnIaL8kKJNHZ3Lwpc1Fr4sqFSpS6qx8BEZl0GLB6HttLY4d/sJqvotwr4zd0RHIqJ39OqU7qvLsSgjFr4svDrCp9NyTh8iY1OvTz2M/nkstKZKdPl4I6Yv24dkdYroWET0lniEL2csfFl49aLhET4i4+RYyhFT9k5FhWYVsHj7adQftwIPnoaLjkVEb4GFL2csfFmQyWRQmahY+IiMmFwuR59v+6Dr591wOzAUvsMX4+eDV0THIqI80r4sfByIlTU+M9kwMTFh4SMqAqq2r4rxOybCzNEKg77aimHfbEd8IufzIjIUKVodFAoFZDKZ6Ch6i4UvGyqVCtoUFj6iosDG2QaTdk5C9a7Vsfmff1F9xBJcffBcdCwiygWtVgelkgM2ssPClw2Viqd0iYqaLp90QZ8f+iEoIhZ1xyzDil1nOQE7kZ7T6nS8fi8HLHzZ4DV8REWTd31vTN4zFQ6ezpiwcA96frYFETEJomMRURZStDoo5DzClx0WvmyYmJjwlC5REWVmY4YxW8ag0ZBG2HfmDqoNW4xT1x+LjkVEmdDqJCgUrDTZ4bOTDRY+Imo5riWGrPJDZLIazSatxtzNR9NGBBKRfohNSIaVlZXoGHqNhS8bHKVLRADgXsUd0/ZOR4mq7vjfmn/QevpaPA+PER2LiF6KjE2Evb2d6Bh6jYUvGyx8RPSK0kyJYauHoc3kNjh94zGqDF2Ev87dEx2LiABExiXC3t5BdAy9xsKXDTNTM6Qkc7klIvpP/f71MXLzaGhUcnScsR4frtgPtYbvE0QiRcYmwt7BUXQMvcbClw0XZxckRieKjkFEesbZyxlT/5iGco3L4YetJ9Fw/Co8ehYhOhZRkRUVlwx7e3vRMfQaC182XF1dkRjJwkdEGcmVcvSb3w9d/tcFNwKC4TtsMX47fE10LKIiKSqehS8nLHzZcHFxQVxEnOgYRKTHfDv5Yvz2iVDZmaP/F79i5Hc7kJDEZdmIClNkbALs7OxEx9BrLHzZeFX4OMs+EWXHxtUGE3dOgm9HX6z/6xJqjlyKG49eiI5FVCRIkoTImAQe4csBC182XFxckKJJQXJ8sugoRKTn5HI5us7sit7f9cHj0GjUHrUMq/ac4wdGogKWmKyBWpPCwpcDFr5suLi4AADiI+IFJyEiQ1G+cXlM2jMFtqUcMO6H3ej9+c+IiuW1wEQFJfLlzxcLX/ZY+LLh6uoKAIiPZOEjotyzsLXAuF/Gof6A+th96jaqDluEszcDRcciMkosfLnDwpcNHuEjonfRZlIbDF4+BBGJajSZuArf/XwMOh2XZSPKT5FxLHy5wcKXDXt7eygUCh7hI6K3Vsq3FKbsmwo3nxL4ePXfaPfBegRHxIqORWQ0ImJY+HKDhS8bcrkcjk6OPMJHRO/ExMwEw9cMR8vxLXHsqj+q+C3CgYv3RcciMgpPQ6JhYmICZ2dn0VH0GgtfDpxdnHmEj4jyRaPBjTBiw0gkyYD276/DJ6v/hiaF63UTvYvAkCiUdC8OuZyVJjt8dnLg5urGwkdE+ca1rCum7ZuOMg3K4rtfjqHxhFUIeB4pOhaRwQoMjkKpUp6iY+g9Fr4cuLq6IiEyQXQMIjIicqUcAxYMQKePO+PqwxeoNmwRfj92Q3QsIoP0JDQWpTw8RMfQeyx8OXBxceF6ukRUIGp0rYGx28ZDYW2G3p//jLE/7EJiskZ0LCKD8jg4Ch4sfDli4csB19MlooJk52aHSbsno0q7KljzxwXUHrUMtx+HiI5FZBDUmhQ8D4tGqVKlREfReyx8OXB3d0d8dDzUCVwMnYgKhlwuR4/ZPdDrm/fwKDgSNUcswU/7LnJZNqIcBIXFQJIkFr5cYOHLQbly5QAA4YHhgpMQkbGr2KwiJu2eAuvi9hg1bwf6f/EbYuKTRMci0luBwVEAwMKXCyx8OXhV+MIehwlOQkRFgYWdBcZvHY+6feri9+M3UG3YYly481R0LCK9FBgSDQAoWbKk4CT6j4UvB3Z2dnByduIRPiIqVO2mtcPApYMQEpeIhuNW4IffTnBZNqI3BL6IhJOjAywsLERH0XssfLlQvnx5Fj4iKnSeNTwxde80uFZwwwcr9qPjjA0IjeIgMqJXAkOiOUI3l1j4cqFihYqIDOTEqERU+EwsTDBy3Ug0H90ch/99iCpDF+Hw5YeiYxHphcCQaJTy8BQdwyCw8OVC+fLlERYYxhFzRCRMk2FNMGzdCCRIOrSZ9hNm/nQAKVyWjYq4h88i4eXlJTqGQWDhy4Vy5cohOSEZsaGxoqMQURHmVs4NU/ZOg1fd0piz+QiaTf4xbZQiUVETn6jGo6AwVK5cWXQUg8DClwvly5cHwKlZiEg8pYkSgxYPQvsPO+DivSBU81uEXSduiY5FVOhuPw6BJEksfLnEwpcLpUuXhlKpZOEjIr1Ru0dtjP11PGBpgp6fbcbERXuQxGXZqAi5GZC6Ik3FihUFJzEMLHy5oFKp4OHlwbn4iEiv2LvbY/KeKfBp5YOVu86hzpjluBsYKjoWUaG46R8ML08PWFlZiY5iEFj4cqlC+QqICIwQHYOIKB25XI5eX/dCj6964sGzCNQYsQQb/rosOhZRgbsZEILKVaqIjmEwWPhyqUL5CpyahYj0lk8rH0zYNQkWrjYY9s12DPpqK2ITkkXHIiowNwNC4ePD6/dyi4Uvl8qXL4/wZ+FIUaeIjkJElCkrBytM3D4RtXrWwm+Hr8J32GJcvhckOhZRvouOS8KT4AgO2MgDFr5cKl++PCSdhMinPMpHRPqt44cd0X/RQLyIiUf9sSuwePspziNKRuXW49QBGz4+PoKTGA4Wvlx6NTVLqD8viCYi/Ve6TmlM2TsNzmVdMXXpPnT9ZBPCouJFxyLKFzf8gyGXy1GhQgXRUQwGC18uubq6wq24G4Ju8/QIERkGU0tTjNo4Ck2GN8Hf5++h6rBFOHblkehYRO/spv8LeJctDTMzM9FRDAYLXx7Ur18fz28+Fx2DiChPmo9qDr+fhiM2RYuWU9fgi/WHoNXqRMciemu3AkLhU7mq6BgGhYUvD+rVrYeg20HQpfCNkogMS/GKxTF13zR41PDEF+sPocXUNXgaEi06FlGeSZKE6/4hvH4vj1j48qBevXpQJ6oR8ihEdBQiojxTmigxZPkQtJveHuduP0G1YYuw9/Qd0bGI8iQwOAohETGoVauW6CgGhYUvD2rWrAmFQoGnN56KjkJE9Nbq9K6D0b+MhdZUia6fbMS0pfuQzCmnyECcu/0EAFC3bl3BSQwLC18eWFhYoHKVygi6yYEbRGTYHEs6YsreqajYvCKW/H4a9cauwP2nXD6S9N/520/hUaokXF1dRUcxKCx8edSgfgMO3CAioyCXy9H7m97oNrs77jwJRfXhS7DlwBXRsYiydf72U9StV190DIPDwpdHdevWRbB/MJJik0RHISLKF1XaVsH4HRNh5mSFwV9vhd/c7YjjsmykhzQpWly6F8TTuW+BhS+P6tWrBwAIusXTukRkPGycbTBpxyTU6FYDWw78ixojl+LK/WeiYxGlc/3RCyQla1j43gILXx55e3vDxs6GAzeIyCh1/rgz+i7oj6CIWNQbuxzLd57hsmykN87cCIRKpUKNGjVERzE4LHx5JJfLUa9OPTy7yU++RGScytYri8l/TIWDlzMmLvoDPf63GRExCaJjEeHk9QDUqlkD5ubmoqMYHBa+t1C/fn0E3Qzip14iMlpm1mYYs3kMGg1phD/P3kVVv0U4df2x6FhUhEmShFM3n6BR4yaioxgkFr63ULduXcRHxSMyKFJ0FCKiAtVyXEsMWe2HaLUGzSatxpxNR7gsGwkRGByFoJAoNGrUSHQUg8TC9xbq1KkDALyOj4iKBPfK7pi6dzrcfUvis58OoPX0n/AsLEZ0LCpiTr48wtygQQPBSQwTC99bcHR0RJmyZVj4iKjIUJop4bfSD20mt8HpG4Go6rcI+8/dFR2LipBT1wNQsUJ5ODk5iY5ikFj43lLzZs3x+CKvZyGioqV+//oYuXk0NCo5Os3YgA9X7Idaw2XZqOAduRKAJk2biY5hsJSiAxiq9u3bY82aNYh6FgW74nai4xidmJAYHFx2EA9OP4AmWQMHdwd0/awrilcsnmHbvd/sxaWdl9B2SlvU61cvy/tMjk/GkVVHcOfYHcRHxqNYuWJoN60dSlQqkbbN6c2ncWrzKQBAw0EN0WDAf6cOnt54ij+/+xMj1o6AXMnPSlR0OXs5Y+readj60Vb8sPUkjvz7EL/N6o/SxR1ERyMj5f88AvcCQ/BN27aioxgs/tZ6S61atYJSqcT9M/dFRzE6iTGJWDtqLRQKBQYsHIBxv45Dm0ltYGZtlmHb20dv4+mNp7B2ts7xfv+Y8wcenX+E7rO6Y+yWsShTtww2TdiEmJDUa5GC7wfjyOoj6PVVL/T8sieOrDqC4AfBAABdig77vt2Hjh91ZNkjAiBXyNF3Xl90ndkVNwJC4DtsMX47fE10LDJSf5+/D6VSiRYtWoiOYrD4m+st2djYoH6D+nh45qHoKEbn1KZTsHWxRdeZXVHCpwTsi9ujTL0ycHBPf/QgJiQG++fvR48veuRYwjRJGtw6cgutJrSCR3UPOJR0QLORzeDg7oCLOy4CAMIeh8G1rCu8anmhdO3ScC3rirDHqYvJn9p8CqV8S6U7GkhEQLUO1TB++0So7M3R/4tfMfK7HUhIUouORUbmnwv3Ub9eXdja2oqOYrBY+N5Bh/YdEHApAClqXr+Sn+4evwu3im7Y9vE2zGs3D6sGrcKlXZfSbSPpJOyctRMNBjaAS2mXHO9Tp9VB0kpQmqa/ikFpqkTg1UAAgEsZF4Q/CUf0i2hEPY9CeGA4XEq7IOJpBK7svYIWY/jJkigzNq42mLhjEnw7+WL9X5dQY8RSXH/0QnQsMhKaFC0O//sI7dp3EB3FoLHwvYP27dsjOSEZgVcCRUcxKpHPInFxx0U4lHTAwEUDUatHLfz1w1+4su9K2jYnN56EXCFH3T65W0/R1NIU7lXccXztccSGxkKn1eHa/mt4euMp4sLiAKRel9RybEtsmrgJmydtRstxLeHs5Yy93+xF64mt8fDsQyzvtxyrBq3C4385YIfodXK5HF0/64re8/ogMCwGdUYtw6o95zhBPb2zMzcDERufhLa8fu+dcNDGO6hatSqKuRXD/TP3UbpOadFxjIakk1C8YnG0HNcSAOBW3g0hj0Jwaccl+Hb0xbPbz3Dut3MYvXE0ZDJZru+3+6zu2PPVHvzQ6QfIFDK4lXdD5TaV8fzO87RtavWohVo9aqX9/cq+KzC1MIV7ZXcs7b0UI9eNRExIDLb/bzsm75wMpQl/hIheV75ReUzaMxnrx6zHuB9248CFB1jzYQ/YWXMpLHo7f5+/B2cnR1SvXl10FIPG31bvQCaToUP7Dth3ZB8wWXQa42HtZA1nL+d0tzl5OuH2kdsAgMArgYiPjMeCrgvSvi5pJfyz+B+c/e0spuyakun9Org7YOjKoVAnqpEcnwxrJ2ts/3Q77IvbZ7p9QlQCjq05Br+Vfgi6GQTHUo5pf3QpOoQHhsO1rGv+PGgiI2Jha4Fxv4zDgSUH8McvZ1F12CJsndUf9XxKiY5GBuifiw/Rpm07yOU8KfkuWPjeUfv27bF27VpEPY+CnZud6DhGoWTVkgh/HJ7utvDAcNgWS71Yt2qHqhmOqG6evBlV21eFbyffHO/fxNwEJuYmSIxJxIOzD9B6QutMt/t7wd+o168ebFxtEHQ7CLqU/5aT0ml1kHQ8VUWUndYTW6N8k/L4ddovaDxhFb4e2Qbv923MX9yUa8ERsbh89ymmfMrTue+KP3XvqFWrVlAoFHhw5oHoKEajXr96eHrjKU6sP4GIJxG4/vd1XN51GbV71QaQevTApYxLuj9ypRxWDlZw8vhvBvaN4zfi/LbzaX9/cPYBHpx5gMhnkXh47iE2jNsAJw8n+Hb2zZDh4bmHCH8Sjjq9UpfRK1GxBMIeh+H+6fu4tPMSZHIZHEs5FuwTQWQESlUrhan7pqF4lRL4ePXfaPv+OgRHxIqORQbiwMXU361t2rQRnMTw8QjfO7Kzs0PdenXx8MzDdNd+0dsrUakE+nzXB4eWH8Kxn47Bvrg92k5ti6rtqubpfiKCIpAQlZD29+S4ZBxafggxITEwtzFHxeYV0WJsCyiUinTfp0nSYP/8/ej1dS/I5KnXCNq42qD99PbY/eVuKE2U6DazG1Rmqnd/sERFgMpMheE/DsepjadwbNURVPFbhC2f9UHrWt6io5Ge+/v8fVT3rQZXV14+865kEodQvbM5c+bgy6+/xPv/vA+FSpHzNxARFVEhD0OwadwGxEUl4MN+TfDF8NZQKfm+SRnpdDoU7/ktRoyZgDlz5oiOY/B4SjcftG/fHkkJSWnzuRERUeZcyrhg6r7pKNugLOb9ehyNJ6xCwPNI0bFID52//RShkbFo166d6ChGgYUvH/j6+sLF1QX3T3OZNSKinMiVcgxYMACdPumMqw9foNqwRdh+9LroWKRnth+7AVcXZzRs2FB0FKPAwpcPXk3P8ujMI9FRiIgMRo0uNTBu2wQorM3QZ9YvGPP9TiQma0THIj2g0+mw/dhN9HqvNxQKnvLPDyx8+aRr164IfhSM0EehoqMQERkMWzdbTNo9GVXaV8FPey+i1qiluBUQLDoWCXbu9lM8CY5E7969RUcxGix8+aR9+/awsbPB9X94WoKIKC/kcjl6zOqB977tDf/gKNQauRRr9l7gsmxF2LYj1+FWzJWnc/MRC18+MTU1Re9evXHrn1t8kyIiegsVmlbApN1TYF3CHqPn70S/2b8iOi5JdCwqZDqdDtuP83RufmPhy0cDBgxAeFA4nl5/KjoKEZFBsrCzwPjfxqNe33rYceImfIcvxoU7fE8tSs7cfIKgkCiezs1nLHz5qEmTJiheojiu/XVNdBQiIoPWdmpbDFw2CKFxiWg4bgW+//UEdDpdzt9IBm/b0Wso7lYMDRo0EB3FqLDw5SO5XI4B/QfgzuE70KZoRcchIjJontU9MeXPaShWsTg+XLkfHWZsQEhknOhYVIBSR+fewnu9+3DN5XzGZzOfDRgwAHGRcXh49qHoKEREBs/EzAQj1o5A8zHNceTfh6jqtwiHL/P91ViduvEYz8OieTq3ALDw5bOqVauiQsUKuP43R+sSEeWXJn5NMHzdSCRIOrSZ9hM+W/MPUngmxehsO3Id7iWKo169eqKjGB0Wvnwmk8kwaOAg3DtxD+oEteg4RERGo1i5Ypj25/vwqlsac7ccRdNJPyIwOEp0LMonWq0Ovx+/zdO5BYTPaAHo378/1Ilq3Dl+R3QUIiKjIlfKMWjxIHT4sCMu3Q9CNb9F2HnipuhYlA+O/PsIL8J5OregyCROGlcgGjRsgDCEof+C/qKjEBEZpcigSKwfvQ4xobEY260u5o/tADNTlehY9Jb6zv4FN56rcfPWbchkMtFxjA6P8BWQQQMH4eG5h4iPiBcdhYjIKNmXsMfkPVPg09oHq3afR50xy3HncYjoWPQWQqPisOvELYwcNZplr4Cw8BWQ9957D3KZHDcP8VQDEVFBkcvl6PVVL/T8uhcePItAzZFLsX7/Ja54ZGA2/f0vZHI5Bg0aJDqK0WLhKyBOTk5o27Ytbvx9Q3QUIiKjV6llJUzYNQmWxWwx/NvfMejrrYhNSBYdi3JBkiSs2XcJPXr0gJOTk+g4RouFrwANHDgQT64/QXhguOgoRERGz8rBChO2TUDtXrWx9fB1+A5bjEt3g0THohycvB6Au4EhGDFipOgoRo2DNgpQYmIiSriXQLk25dBuajvRcYiIigz/C/7Y+uFvSEnW4Lsx7TGpVwNeG6anhszZhtP3I3H/wUNOx1KA+MwWIHNzc4wZPQbX9l7jnHxERIXIq7YXpu6bBmdvV0xbtg9dPt6IsCgOotM3kbGJ2H7sBkaMHMWyV8D47BawsWPHQp2oxtU/r4qOQkRUpJhYmGDUhlFoOqIp/rl4H1X8FuHYlUeiY9Frfj5wBZoUHYYOHSo6itFj4StgJUuWRLfu3XBx20WOGiMiEqDZyGbwWzMccVotWk5dg9nrDkKr1YmOVeRJkoQ1f15C506d4ObmJjqO0WPhKwSTJ01GSEAIHp3nJ0siIhGKVyyOqfumwaOmJ77ccBjNp/yIpyHRomMVaRfuPMW1B88wctQo0VGKBA7aKASSJKGabzUk2ySj3/f9RMchIirSzm89j4OL/4GFiQobPn0PnRtUFB2pSBo9fyf+vvIM/gGPoVAoRMcxejzCVwhkMhmmTJ6C+6fuI+JphOg4RERFWp3edTD6l7GQzFXo9skmTF2yF8nqFNGxipTw6AT8fPAaho8YybJXSHiEr5C8mqKlfNvyaDulreg4RERFnk6nw/ZPt+PukTvwKe2KbbP7w9udE/8Whq83Hsacn0/g8eNAuLi4iI5TJPAIXyExNzfH6FGjcfWPq5yihYhID8jlcvSe2xvdvuiOu0/DUH34Emz+51/RsYxeUrIGS3edw5AhQ1n2ChELXyHiFC1ERPqnSpsqmLhzMsydrTBkzjYMnbsNcVyWrcBsPnAFoZFxmDZtmugoRQoLXyEqVaoUp2ghItJDVo5WmPj7JNToVgM/H7iC6iOW4Mr9Z6JjGR2dTocftp5C1y5dUK5cOdFxihQWvkI2aeIkTtFCRKSnOn/cGX0X9MezyDjUHbMcy3ac4Qf0fLTv7F3cDQzBBx9+KDpKkcNBG4WMU7QQEem/pLgkrB+zHsH3g9G5QUWs/agnHGwsRMcyeM0m/4gUcxecPnNWdJQih0f4Clm6KVqecIoWIiJ9ZGZlhjGbx6Dx0MbYf+4uqvotwslrAaJjGbRzt57gxFV/fPDhDNFRiiQe4RMgMTERJUuVhGdjT3T6qJPoOERElI2gm0H4efJmJMYlY7ZfS3w0oBkUCh4vyas+s37BlSfxuHP3HufeE4CvWAHMzc3xwfsf4MreK4gO5tI+RET6rIRPCUzdOx0lfUvi87UH0WraT3gWFiM6lkF59CwCO47fxPT3P2DZE4RH+ASJjY1FKc9S8G7hjQ4fdBAdh4iIcuHsL2dxeOlBWJmZYNNnvdG+bnnRkQzCpEV78Nvxewh88hTm5uai4xRJPMIniLW1Nd6f9j7+3f0vYkL4SZGIyBDU61cPo34eA42JHJ1mbMAHy/+EWsNl2bITGhWHdfv/xYSJk1j2BOIRPoFiYmJQyqMUKrStgHbT2omOQ0REuaTT6bB1xlbcO3EPvmXd8NusfihTwlF0LL30/vI/sWb/Ffj7B8DRkc+RKDzCJ5CNjQ2mTZ2Gy7suIy48TnQcIiLKJblcjr7z+qLr511x83EIfIcvxq+HuIrSm4JCo7F81zlMmzadZU8wHuETLCoqCqU8SsGnkw/aTm4rOg4REeVRTHAM1o1eh6jnUfDrUBOLJnaGpbmJ6Fh6YfyC3dh6/B78AwJgY2MjOk6RxiN8gtnZ2WHK5Cm4vOMyYsNiRcchIqI8snG1wcQdE1G9S3Vs+Osyao5ciuuPXoiOJZz/8wis2XcRMz76iGVPD/AInx6IioqCp5cnyrUqxxG7REQG7P6p+/j9k+2QUrRYMLETRnepA5lMJjqWEH5zt+OfK0/x8JE/LCy4SoloPMKnB+zs7DDjwxm4vPsyop5FiY5DRERvybuhNybvmQLbUg4Yv2A33pv5MyJjE0XHKnS3H4dg84Er+PR/n7Hs6Qke4dMT8fHx8PTyhHtdd3T9rKvoOERE9I4OLD2Acz+fRTEHK/w2qz/q+5QSHanQ9Jn1C84/jMS9+w9gamoqOg6BR/j0hqWlJf736f9w7c9rCHscJjoOERG9o9YTWmPwiiGISFSjyYRV+HbLMeh0OtGxCtyV+8+w/eh1zPx8FsueHuERPj2SlJSEMmXLwKGSA3p+1VN0HCIiygcpSSnYOHEjnlx7gubVy2Dz/3qjmKO16FgFpsvHm3AvVI1bt+9AqVSKjkMv8QhfJlasWIGqVavCxsYGNjY2qF+/Pvbv31/g+zUzM8Osz2fhxoEbeHGPI7yIiIyB0kyJYT8OQ6uJrXDyegCq+C3CPxfui45VIM7eDMS+M7cx+4svWfb0DI/wZeKPP/6AQqGAt7c3JEnChg0bMG/ePPz777/w8fEp0H1rNBpUrFQRcAAGLB5QZEd3EREZo5BHIdg4biPiI+PxYb8m+GJ4a6iUCtGx8oUkSWgzfR1C1aa4cvUa5HIeU9InLHy55ODggHnz5mH48OEFvq+9e/eic+fO6P1Nb1RsXrHA90dERIVHl6LDrx/+igen76NmuRL4dVY/eLk5iI71zvacuo3un27Cnj170LlzZ9Fx6A2s3znQarX49ddfER8fj/r16xfKPjt16oT27dvjwKID0CRpCmWfRERUOORKOfr/0B+dP+2Ca/7B8B22GNuOXhcd650kJWswffl+tGvbFp06dRIdhzLBwpeF69evw8rKCqamphgzZgx27tyJSpUqFdr+Fy1ahLjwOJzadKrQ9klERIWneufqGLdtAhQ25ug76xeM+X4nEpMN80P+gm2nEBgchYWLFvFSJD3FwpeF8uXL48qVKzh37hzGjh2LIUOG4NatW4W2f29vb0yfNh2nN53mZMxEREbKtpjt/9u786gsC8Tt45eAIKuIO7ghlop7SqIl5gYzWalpOTMulctoaaZmlv1ystImy2kyM5fEJXdR01REc8FdkFRUXHBfQEBAAZH9ed4/eseZTpsZcvPcfD/neKAz6XM1Mye/3qtGrRul5k82V+imGLUe+oXiLiYbPet3uZaSoQ+X7NLo0aPVsGFDo+fgF3AN3z3q2rWr/Pz8NGfOnBL7zNu3b+vhhg/L82FPPT/1+RL7XABAyTu967TW/WOtVGTR5689o8Hd29jE0bJ+H6zUzuOJij97jnfmlmIc4btHFotFeXl5JfqZbm5u+te0f+lU5Cmdjzpfop8NAChZjTo20qhvR8u9ViUNm/aN/vreCmXczjV61q/ac+yiVmyP1dSPPyH2SjmO8P2MCRMm6M9//rPq1KmjrKwsLVu2TFOnTtWWLVvUrVu3Et1itVoV1DFI8dfi9fclf5e9SW7fBwD8si2fbdGhVdHyruyuVe/9TY82rm30pJ8oKrIoYNiXquDlo/0HDvIYllKO/3V+RkpKigYOHKiGDRuqS5cuOnTokCGxJ0nlypXTFzO+UOrlVEWvii7xzwcAlLyQ0SHqP3OAUrNz9fiI2Zq2Ynepey3bVxsPKfZcomZ8MZPYswEc4bMRI0eOVOjCUI0IGyG3ym5GzwEAlID83Hx9/crXSohLULeAh/T128+pWiXjfw9Iz7yjhgP+rR7PPq/58+cbPQf3gOCzEenp6WrwUAPVaVdHPf/R0+g5AIAStGfhHu3+KlKers5a9o++6tK6gaF7Xv3sWy3ZEaf4+LOqXr26oVtwbzgGayO8vLz00T8/UuymWF09ftXoOQCAEtThxQ4asvDvyilnVcjr8/XOvK0qLCwyZEvsueua/W20Jk16j9izIRzhsyFFRUVqE9BGN3JvaFDoINnZ0+sAUJZYCi1a9voyXYg6r0cb19aKd/+qOtU9S+zzCwuL1H7EHOXau+vI0ViVL1++xD4bfwzFYEPs7e315cwvlXAqQYfXHzZ6DgCghNk52Kn/9P7q/tZTOnw2Uc1fmq5v9sSV2Of/a+VeHTmbqAULFxF7NobgszHt2rXTkCFDtG3GNt7AAQBlVOuerfXyqhGyc3NSn4lLNeLf65X7gF/LdupyiiYt3K5x48YpICDggX4Wih+ndG1QZmammjZrKoeqDhrwxQCVsyv9T2IHABQ/i8WibyZ9o5PfxalxnWpa9d5f1ahutWL/nKIii4JGfaX0/PI6GntMzs7Oxf4ZeLA4wmeDPDw8tGjhIl38/qKiw3g2HwCUVXZ2dur9fm/1ntJH566nq/XQL7Rg8/cq7mM5M9buV9TJK5q/YCGxZ6MIPhvVqVMnjRo1Sttnblfq5VSj5wAADOTf2V8j142Sa42KGjJ1jfpPXqWsO8XzOtBz19L0Tug2jRo1So899lix/JooeZzStWF37txR8xbNle+crxdnvyg7B/odAMq68GnhOrzme9WuVlGr3vubWjf0ue9fy2KxqMuY+bqWadGx4yfk6upajEtRkigEG+bi4qLFXy9WQlyC9i/db/QcAEAp8OS4J9VvRn8lZd5R+1dmaXrYvvs+xTt7fZR2x17QvND5xJ6NI/hsXLt27fTGG28o8qtIJZ9LNnoOAKAU8G3jqzGbxqrqw9U1duYmPTPha6Xeyv5dv8al6zf11tytGjZsmDp16vSAlqKkcErXBPLy8tTqkVbKKMrQoNBBsi9vb/QkAEApsWveLu1dsFte7i5a/o+/6IlW9X/z51itVoW8sVDxSXd0Iu6kPDw8SmApHiSO8JmAk5OTlixeopTzKdo9f7fRcwAApUjHIR01KHSIbhcVqeuYeZq0YNtvvpZtzrfR2h5zVl/NCyX2TILgM4lHHnlEEydO1N5Fe5V4KtHoOQCAUqRmo5oas2ms6gX4avKiHeo8Zp6upWT87N978lKyXv8yXMOGDVNISEgJL8WDwildEykoKFDbwLZKuJmgoYuGysHJwehJAIBSJjosWtumb5WLY3ktfPs5PfNY47v/WW5egQJfma0ix4o6FPO9XFxcDFyK4sQRPhMpX768Fn+9WDcTbmrHnB1GzwEAlEKPPveohi9/RVbn8ur1f4s1esYG5eUXSpLemhuh+GtpWr5iJbFnMgSfyTRp0kRTJk/RwWUHden7S0bPAQCUQl61vfTahtHy7+KvmWsPqu3LX2rm2gOaseaAPvlkmpo3b270RBQzTumaUFFRkbp27arvj3+voYuGyr2qu9GTAACl1InvTmjjB+uVl1eokJBgbd4coXLleEe72RB8JpWSkqIWLVvIqZqTBnw5QPYOPKoFAPBTlkKLvn7la926fEuxR2NVt25doyfhAeCUrklVq1ZNa1avUUJcgr6b8Z3RcwAApVTkvEhdPX5V367/ltgzMYLPxNq3b69PP/1UUSuiFLctzug5AIBS5vzB89q7cK8++OADBQUFGT0HDxCndE3OarXqb/3+pm/WfaPB8werav2qRk8CAJQCWTeyNHfAXLUPaK/NmzfLzo5jQGZG8JUBt2/fVsCjAUrPSdeg+YPk5Opk9CQAgIEshRYtHrlYuUm5OhZ7TFWrcjDA7Mj5MsDNzU3rvlmnO2l3tGHKBtH4AFC27fxqp64eu6pVK1cRe2UEwVdGNGzYUAsXLFTc9jgdXHHQ6DkAAIOc2HpCexfu1ZQpU9ShQwej56CEEHxlSO/evTVu3Dhtm7FNl49cNnoOAKCEJcQl6NvJ36pf/34aP3680XNQgriGr4wpLCxUp86ddOzUMQ39eqjcKrsZPQkAUAIykjM0f9B8NW7QWJE7I1WhQgWjJ6EEEXxlUFJSklq2ainnms7q/0V/HsoMACaXn5OvhcMWyv6OvWIOxah69epGT0IJ45RuGVSjRg2tDluta8evadvMbUbPAQA8QFaLVeveXafMhExt2riJ2CujCL4y6vHHH9e0adN0cNlBxayNMXoOAOAB2TF7h07vPq3ly5arefPmRs+BQRyMHgDjjBo1SmfPntWsT2bJo5qHHn78YaMnAQCKUWx4rPYu2qtp06bp6aefNnoODMQ1fGVcUVGR+vTpo/At4Ro4c6B8mvgYPQkAUAyuxF7R4hGLNaD/AIWGhqpcuXJGT4KBCD4oJydHnTp3UtyZOL007yV51fIyehIA4A+4lXhLoYNC1bJpS23ftl2Ojo5GT4LBCD5IklJTU9WufTvdyr2lF796Ua6VXI2eBAC4D3m387Rw2EJVKKqgQ9GHVKVKFaMnoRTgpg1IkqpUqaItEVukXGnlGytVkFtg9CQAwO9kKbJo7T/WKjslW5s2biL2cBfBh7vq16+vzeGblXYhTWsnrpWlyGL0JADA7/DdjO907sA5ha0Kk7+/v9FzUIoQfPiRNm3aKGxVmM7uO6vN/9oszvgDgG3Ys3CPDi4/qOnTpyskJMToOShlCD78xJNPPqnZs2crZk2M9i3eZ/QcAMBviFoZpR2zdui9997TyJEjjZ6DUojn8OFnDRkyRFevXtX7778vj2oeav4nHtYJAKXR4W8PK+LTCL3xxhuaOHGi0XNQShF8+EWTJk3S5SuXtWTyErlXcZdvG1+jJwEA/sfxLce18cONGj58uKZOncqz9vCLeCwLflVBQYG6d++uvQf2asCXA1SzYU2jJwEAJJ3edVphE8LUr18/LVywUHZ2XKWFX0bw4TdlZWWpc5fOOnnmpPrP6K+ajYg+ADDS+ajzWvH6CvV4podWrFghBwdO2OHXEXy4JxkZGerarSvRBwAGu3zkspaNXqYunbpo3bp1vEUD94Tgwz3LyMhQt+Buijsdp36f95N3Y2+jJwFAmZJ4KlGLRyxWYECgwsPD5ezsbPQk2AiCD79LRkaGgkOCdeLUCaIPAEpQ8rlkLX5lsZo2bqpt322Tm5ub0ZNgQwg+/G6ZmZnqFtyN6AOAEpJ2JU2Lhi+Sby1f7YrcJU9PT6MnwcYQfLgvmZmZCg4J1rG4Y+r3eT/5+PsYPQkATOnW9VtaNHyRqntW157de1S1alWjJ8EGEXy4bz+Kvun95NOE6AOA4pR2JU3LXlsmDycP7d2zVz4+/HsW94eH9uC+eXh4aOuWrWrRtIWWjFqihLgEoycBgGkkxSdp0bBFquxWWbsidxF7+EMIPvwh/4m+ls1aaumopbp24prRkwDA5l0+cllfv/y1HvJ9SPv27lOdOnWMngQbR/DhD3N3d/8h+pq31LLXlunacaIPAO5X/N54LX1tqdq2aavInZFcs4diQfChWLi7u2tLxBa1atFKS19bqitHrxg9CQBszrHNx7Ry/Eo9+acntXnzZrm7uxs9CSZB8KHYuLu7K2JzhNq2aaslry5R3PY4oycBgM2IWhmlbyZ9oxcGvqDVq1erQoUKRk+CiRB8KFbu7u7asmWLevfurdVvr9b+pfvFjeAA8MusVqsiv4pUxKcRGjdunEJDQ3k3Lood/49CsXNyctLSJUtVr249ffTRR8pIylDI6BDZ2fPnCwD4X1aLVZs/3axDYYf00Ucf6c033zR6EkyK5/DhgZo9e7ZGjBihhh0aqtf7vVS+QnmjJwFAqVBUWKT1761X3LY4zZ49W0OHDjV6EkyM4MMDt3HjRj3f93lV8auivp/0lWslV6MnAYChCnILFDYhTJdiLmnZ0mXq06eP0ZNgcgQfSkRMTIz+/OSfZa1g1V8//asq16ls9CQAMERORo5WvrFSN87d0Pp169W1a1ejJ6EMIPhQYi5evKiQP4Xo+o3rev6T51W7WW2jJwFAiUo5n6JV41fJkmPR5k2b1bZtW6MnoYzgKnqUGF9fXx08cFDN/Ztr8YjFOhV5yuhJAFBiTkWe0vzB81WzUk0djjlM7KFEEXwoUV5eXtq+bbt69uipsLfCFLUyyuhJAPBAWS1WRc6L1Ko3V+mpJ5/SwQMHVa9ePaNnoYwh+FDiKlSooBXLV2jcuHGK+DRCWz7bIkuRxehZAFDs8rLzFDYhTLu+2qXJkycrLCxMrq7cuIaSxzV8MNTMmTM1atQo+Qb4qtd7vbiDF4Bp3Ey4qVVvrNLtlNtaumSpnnnmGaMnoQwj+GC47du3q+9f+qrIvkjPTnmWmzkA2LwLhy5o7f+tVfUq1bXh2w3y9/c3ehLKOE7pwnBdunRR7NFYNarfSIuGL1LUyihexwbAJlmtVh1ccVBLX1uq9o+2V8yhGGIPpQLBh1LBx8dHu3ft1qhXRyni0witnbhWedl5Rs8CgHtWmFeobz/4Vlv+vUVjx4xVeHi4KlWqZPQsQBKndFEKhYWF6aVBL8m1iqv6/LOPqtavavQkAPhVWTeyFPZWmJLPJit0Xqj69+9v9CTgRwg+lEpnzpxRr2d76cLFC+o+obuahTQzehIA/KwrR69ozTtr5FreVevXrVdAQIDRk4CfIPhQamVnZ2vY8GFaumSp2vRuo5DRIXJwdDB6FgBIkiyFFu0K3aW9C/cqsF2gVoetVs2aNY2eBfwsgg+lmtVq1Zw5czTqtVGq/lB19fmwjyrWqGj0LABlXPq1dK2btE6JJxP17rvvasKECXJw4A+kKL0IPtiEQ4cO6dnez+pm1k31fK+nGgQ2MHoSgDLIarUqNjxWEdMiVLN6TS1ftlyBgYFGzwJ+E8EHm5GWlqZ+/fpp69ateuyFx/TEkCdkX97e6FkAyoiczByFfxyuE9+d0MAXBmrG5zPk4eFh9CzgnhB8sCkWi0X//Oc/9e6776rGQzXU490e3MUL4IG7dPiS1r+3XpYci+bOmau+ffsaPQn4XQg+2KSYmBj1699PFy9eVKdXOimwb6DK2ZUzehYAkykqLFLkV5Hat2ifHnv8MS1dslR16tQxehbwuxF8sFk5OTl6++239dlnn6neI/XUY2IPeXp7Gj0LgEmkXUnTunfXKSk+Se+//77Gjx8ve3suI4FtIvhg83bu3KmBLwxUanqqgscEq+VTLVWuHEf7ANwfq9WqoxuOasunW+Tj7aMVy1fwbD3YPIIPppCRkaHXRr+mRQsX6eHHHlb3N7vLozoXUwP4fbLTsxX+SbhO7jipQYMGafr06XJzczN6FvCHEXwwlQ0bNujvw/6ujKwMdXm1ix7p8QhH+wD8JqvFqsPrD2vHlzvk5OCkr+Z+pd69exs9Cyg2BB9M59atWxo7dqwWLFig+gH19dTbT6mSNy8wB/Dzks8lK3xquK4cu6IXXnxB0z6ZpipVqhg9CyhWBB9Ma+vWrRo8ZLBupN5Q5xGdFdA7gDt5AdyVn5OvXaG7FLU8Sn5+fpo7Z646duxo9CzggSD4YGpZWVkaP368Zs+erTrN6yhkbIi8G3sbPQuAweL3xitiWoTu3Lyjie9M1Lhx4+Tk5GT0LOCBIfhQJuzatUsvv/KyTp86rVbPtFLnlzvLtZKr0bMAlLDM5ExF/DtCp3aeUrdu3TRr1iz5+fkZPQt44Ag+lBmFhYWaPXu23pn4jvKL8hU0OEgBzwXI3oHnagFmZymyKDosWpFzIuXh5qHPp3+uvn37clMXygyCD2VOamqq3nnnHc2dO1dV61VV8Jhg+bXlT/iAWSWeSlT4R+FKPJOo4cOH68MPP5Snp6fRs4ASRfChzDp69KhGvjpS+/buU6OgRgoeHaxKPtzNC5hF7u1c7ZyzUzGrY9S0WVPNnTNXbdu2NXoWYAiCD2Wa1WrVqlWrNPb1sUpJSVFgv0B1eKGDHF0cjZ4G4D4V5hXq0JpD2rdon6wFVk3+YLJeffVVOTg4GD0NMAzBB0jKzs7W1KlTNfXjqXL2cFaXV7uoaXBTru8BbIilyKJjm49p97zdykzJ1KBBgzRp0iR5e3NnPkDwAf/j0qVLev3117V27VrVbVFXIWNDVLNRTaNnAfgVVqtV8XvitXP2TiWfT1bv3r01ZcoUNWzY0OhpQKlB8AE/Y8eOHRr56kidPnVaTYObKmhQkKrU48n7QGlzJfaKdszcocuxl/VEpyf08dSPFRAQYPQsoNQh+IBfUFhYqHnz5umDyR8o6XqSmgQ3+SH86hJ+gNFSzqdox6wdOrPnjFq0bKGPp36sbt26cRkG8AsIPuA35OXlaf78+Zo8ZTLhBxjs1vVbipwbqWObj6mebz19OOVDPf/887KzszN6GlCqEXzAPcrLy1NoaKgmT5ms5KRkNQ1uqg6DOhB+QAm4c+uO9izco5jVMfL09NSkdydp6NChcnTkjnrgXhB8wO/0c+EXNDhIletUNnoaYDrZ6dmKWhWlmLAY2Zez1/g3xmvMmDFyc3MzehpgUwg+4D7l5uYqNDRUUz6c8kP4hfxwcwfhB/xxNxNv6sDSAzq64ajKO5TXy8Nf1ptvvqmqVasaPQ2wSQQf8Af9J/wmT5mslOQUwg/4A5LPJmvf4n2K2xYnT09PjRk9Rq+88oq8vLyMngbYNIIPKCa5ubmaN2+epnw4RSnJKWr0RCMF9AlQ3Ufqcucg8CusVqsuH76s/Uv36+y+s6pVu5bGvzFegwcPlouLi9HzAFMg+IBilpubqwULFmj659N15vQZ1WhQQ236tFGzPzWTozMXmAP/UVRQpBPfnVD0imglnklUY//GmvDWBP3lL39R+fLljZ4HmArBBzwgVqtVO3bs0Oeff66NGzeqglsFNX+quQJ6B8irFqenUHbdybij77/5XjGrY5R5I1PBwcEaO3asgoODORoOPCAEH1ACLl26pFmzZmnuvLnKuJmhh9o/pIDnAuTX1k/l7PgNDmXDjQs3FBUWpePhxyWrNHDAQI0ZM0b+/v5GTwNMj+ADSlBOTo6WL1+u6Z9P17HYY6pSp4pa926tlk+1VAW3CkbPA4pd7u1cxX0Xp9iNsbp64qqqVquqV0e+quHDh3PHLVCCCD7AAFarVfv379eML2Zozeo1si9vr2ZPNtOjfR5V1fr8JgjbZrVYdenwJR3dcFSnI0+rML9QwcHBGjx4sJ5++mk5OTkZPREocwg+wGCJiYmaO3euZs2epZTkFNVrVU9NQ5rKv7O/nCs6Gz0PuGe3rt/S0U1HdXzTcaUnpsuvgZ+GDB6iAQMGyMfHx+h5QJlG8AGlRH5+vtasWaMFCxZo+/btKmdfTg0CG6hJtyZqGNSQO3xRKhXkFuhU5CnFbozVxZiLcnF10fPPPa/Bgwerffv23IQBlBIEH1AKJScna9WqVVqydImio6Ll6OyohkEN1TS4qfwC/WTvYG/0RJRhVqtViScTdWTDEZ3cdlI5WTl6vMPjGjxosPr06cNrz4BSiOADSrkLFy5oxYoVWrxksU6fOi3Xiq5q1LmRmoU0U50WdbjLFyXCarUq5VyKTu8+rVPbTyn5fLK8fbz10osv6cUXX1SDBg2MngjgVxB8gI2wWq06fvy4li9friVLl+ja1WvyrO4p/27+ahrcVDUersHpMxQrS6FFl49e1pndZ3Ru7zmlJaTJzd1N3bt310svvqSuXbvK3p6jzYAtIPgAG2SxWHTgwAEtW7ZMK1auUHpauqr5VtPDHR9Wg8AGqtWsFqd9cV/y7+Tr3MFzOrP7jM7vP6/sjGzV9K6pnj16qkePHnriiSe4yxawQQQfYOMKCgq0fft2LV++XBs3bVR6Wrqc3ZxVr009+bXzU4PABqpYo6LRM1GKZaVmKX5PvM7sOaNLhy6pIL9A/k381atnL/Xs2VOtW7fm6DFg4wg+wEQsFosOHz6siIgIhW8OV9TBKFksFlX3rS7fQF81CGyguq3qysHJweipMJDValXqpVSd2X1G8bvjdfXEVdnZ2emxxx9Tr5691KNHD9WvX9/omQCKEcEHmNjNmze1ffv2uwF4PfG6HCs4qu4jdeUX6KcG7RrIq7YXR29Mzmqx6salG7p85LKuHL2ia0ev6VbKLTm7OCskJES9evZS9+7dVblyZaOnAnhACD6gjLBarYqLi7sbf3v37lVBfoG8vL3kG+gr39a+8mnio4o1KhKANs5SaNH1+Ou6cvSKrhy5oqvHrir7VrYcHBzU6pFWeqLjE+rYsaM6d+4sZ2ce7g2UBQQfUEZlZ2crMjJSERER2hS+SRcvXJQkeVT2UE3/mvJu4i0ffx/5+Puogjvv+S3NCvMKlXAyQZePXNbVo1d19fhV5d3Jk1MFJ7ULbKegoCAFBQUpMDBQrq6uRs8FYACCD4AkKSkpSdHR0YqOjtbBgwcVfShaWZlZkqRqvtVUs3FN+TTxkU8TH1VvUF325bkL2AhWi1W3rt9SyvkUXYu7pqtHryohLkGFBYXyqOihxx97/G7gtW7dWo6OvKEFAMEH4BdYLBbFx8crKipK0dHROnDwgI4fO67CwkKVdyyvmo1q3o1A78bequRdSXYOdkbPNpXs9Gwln09WyvkUpZxPUeqFVN24cEO5d3IlSVWrVVVQUJA6BnVUhw4d1KxZM56LB+BnEXwA7llubq6OHDmi6OhoRUVF6cDBA7p08ZIkyb68vSr7VJZnbU951fZS5dqVVbnODz/cq7pzXeCvyL+Tr5QLKXfD7sb5G7px4Yay0n84wuro5KjGjRurRfMWatasmZo2bapmzZrJ29ub/14B3BOCD8AfkpqaqiNHjujs2bOKj4/XmTNndObsGV25dEVFRUWSJEdnR1WpXeW/Mfj/Q7By7cpyruhs+mgpyC1QZkrmT38kZyrtYprSEtIkSeXKlZOvn69aNG+h5s2a3w07Pz8/OTjwKB0A94/gA/BA5Ofn6+LFi4qPj/9RDMafjVdiQuLdv8/Fw0WeNTzl4uUi18qucqvsJjcvtx++VnaTq5erXDxd5OzuXCpPGeffyf/ZmMtKydLtG7eVmZKp27du/+jnVPSsKJ9aPqpTu46a+De5G3aNGzeWi4uLQf8kAMyM4ANQ4rKzs3Xu3DnFx8crPj5eCQkJSkpKUuL1RF1Puq7kpGTl5eb95Oc5uzvLtaKrKnhUuPvD2cNZ9o72snewl529newc7H7X95JUkFeg/Dv5Ksj94Wt+zn9/FOQU3P1amFP4w1/n5iv/Tr7ycvJUkFfwo41Vqla5G3O1a9VWrVq1VKtWLfn4+Nz9yp2yAEoawQeg1LFarcrKylJSUpKSkpKUlpam9PT0u1//831qWqrS0tOUn5+vgoICFRQUqKiw6IfvC//7fWFBoSwWy29+rqOTo1xdXeXi6iI3Nze5u7nLzdVN7u7ucnNzk6ur64++urm5ycvLS7Vr/xB23t7evGcWQKlE8AEoEywWiwoLC++G4X++t1gsdyOO6+QAmBXBBwAAYHKl7wpoAAAAFCuCDwAAwOQIPgAAAJMj+AAAAEyO4AMAADA5gg8AAMDkCD4AAACTI/gAAABMjuADAAAwOYIPAADA5Ag+AAAAkyP4AAAATI7gAwAAMDmCDwAAwOQIPgAAAJMj+AAAAEyO4AMAADA5gg8AAMDkCD4AAACTI/gAAABMjuADAAAwOYIPAADA5Ag+AAAAkyP4AAAATI7gAwAAMDmCDwAAwOQIPgAAAJMj+AAAAEyO4AMAADA5gg8AAMDkCD4AAACTI/gAAABMjuADAAAwOYIPAADA5Ag+AAAAkyP4AAAATI7gAwAAMDmCDwAAwOQIPgAAAJMj+AAAAEyO4AMAADA5gg8AAMDkCD4AAACTI/gAAABMjuADAAAwOYIPAADA5Ag+AAAAkyP4AAAATI7gAwAAMDmCDwAAwOQIPgAAAJMj+AAAAEyO4AMAADA5gg8AAMDkCD4AAACTI/gAAABMjuADAAAwOYIPAADA5Ag+AAAAkyP4AAAATI7gAwAAMDmCDwAAwOQIPgAAAJMj+AAAAEyO4AMAADA5gg8AAMDkCD4AAACTI/gAAABMjuADAAAwuf8HLxTkyDWlC+oAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 3. Круговая диаграмма, показыващая состояние домов\n", + "plt.figure(figsize=(8, 8))\n", + "df['condition'].value_counts().plot.pie(autopct='%1.1f%%', startangle=90, cmap='Accent', wedgeprops={'edgecolor' : 'black'})\n", + "plt.title('Доля домов по их техническому состоянию')\n", + "plt.ylabel('')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма №3 (Круговая диаграмма)\n", + "\n", + "Данная круговая диаграмма позволяет отслеживать в каких состояниях объекты недвижимости находятся. Значения варьируются от 1 до 5, где 1-2 - это плохое и ужасное состояния, 3 - среднее, а 4-5 хорошее и отличное. Преобладающее большинство недвижимости находится в удовлетворительном состоянии (где потребовался бы небольшой ремонт). В плохом и ужасном состоянии доля недвижимости состовляет < 1%, что является очень хорошим показателем. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# Урааа, всё вроде получилось, теперь будем пушиться :)\n", + "P.S. Markdown и правда прикольная и нужная вещь. Однако, почему по началу работы проект не видел, две установленные библиотечки, а после того как пересоздали полностью весь проект, всё прошло без особых проблем..." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "mai", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..5f04788 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,40 @@ +asttokens==2.4.1 +colorama==0.4.6 +comm==0.2.2 +contourpy==1.3.0 +cycler==0.12.1 +debugpy==1.8.5 +decorator==5.1.1 +executing==2.1.0 +fonttools==4.53.1 +ipykernel==6.29.5 +ipython==8.27.0 +jedi==0.19.1 +jupyter_client==8.6.3 +jupyter_core==5.7.2 +kiwisolver==1.4.7 +matplotlib==3.9.2 +matplotlib-inline==0.1.7 +nest-asyncio==1.6.0 +numpy==2.1.1 +packaging==24.1 +pandas==2.2.2 +parso==0.8.4 +pillow==10.4.0 +platformdirs==4.3.6 +prompt_toolkit==3.0.47 +psutil==6.0.0 +pure_eval==0.2.3 +Pygments==2.18.0 +pyparsing==3.1.4 +python-dateutil==2.9.0.post0 +pytz==2024.2 +pywin32==306 +pyzmq==26.2.0 +seaborn==0.13.2 +six==1.16.0 +stack-data==0.6.3 +tornado==6.4.1 +traitlets==5.14.3 +tzdata==2024.1 +wcwidth==0.2.13