From e8554d8d0332e82d1f87b7b1a15dda525f5315eb Mon Sep 17 00:00:00 2001 From: levdoescode Date: Mon, 28 Nov 2022 15:27:10 -0500 Subject: [PATCH] Lab files for Windows 10 --- .../Week 4/4.13 DQN Flowchart A.pdf | Bin 0 -> 249355 bytes .../Lab Files/keras_io_dqn_save_weights_v1.py | 270 ++++++++++++++++++ .../Week 4/Lab Files/run_pre_trained.ipynb | 209 ++++++++++++++ .../Week 4/Lab Files/run_pre_trained_v1.py | 77 +++++ 4 files changed, 556 insertions(+) create mode 100644 CM3020 Artificial Intelligence/Week 4/4.13 DQN Flowchart A.pdf create mode 100644 CM3020 Artificial Intelligence/Week 4/Lab Files/keras_io_dqn_save_weights_v1.py create mode 100644 CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained.ipynb create mode 100644 CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained_v1.py diff --git a/CM3020 Artificial Intelligence/Week 4/4.13 DQN Flowchart A.pdf b/CM3020 Artificial Intelligence/Week 4/4.13 DQN Flowchart A.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f8e33372e4f45f90cc3e1fc6b280b2f8814321fa GIT binary patch literal 249355 zcmZU)19W7~_C6d=Y`bIInb@{96Wg|J+Y{T?WMXS#+fF9__q_N1?!DjodhNZst9I41 zpN)0SSzX=ailXB5%nY0eu;k6a7XmCZfC*q{Xo&#J%gd?kCdzhp&H#3ff0oD@I9f^Bn%V(j{(dwu z1^}0t@bfdunK&C512F-tob3OsRJSm3GjUXOG%+=CG_f@TI$`Df2ZNs<0oKIU_#ZZZ z{r-Pw{X>UQ#LmUm8NkdaV`1#117Q7&rw91oeSfF^fBS&306jVXI~ZjXCp#BMpkE+W zF?VMP6=wry6X0hF6?VYC7)q#c0RGL0QQXef8E6z|25|oM1`J43!O+sg=f916cnDij5fn zl>h8yV+8=^ze9Ea+y6kZaRPwyUn@6&?SG)ynE^ogkCmMj02JU5m|{goJ0lenXB|dh zw=$}lxI6zVf5QKI6ZzMh)ZfYj+soL(K-kV*2e_39z|PIiz{&#PVq<3DX3+xx`^DB7 zSa~M^+dqyZ9PM1}frb00(f=7RsxYcL8rVA7|LqVX4@MCcMo|-23nLR{31J|*s)3;s zaLK<~{$E|>1Yr8#hWiWre+?&YVeM?<$S7_NY$#C^BRgXgMp+YEGiP%EGY2~>7yI9R zPR@=d1~v$=?%7>FI<@qij+>nz?_m$_#@~OlU6Fmq4rgS>|0M{I6c0s;6iFA8BFP%d zJ4E)$U-i;M)9|F#{X60DCi=@<4FiW3S(J;BOZ8gq=i0^e=i8Fsr-t9tQtKY$$L?dA z-@8WZx6ccK)HS=$i*d%E7p>oX6UO*bb)a_$&#EComAlf`6t;Yy2i^Q053q*2Q`U%j z-wb=y9;){qflF`hoBiHyqt>?G-oI^p#69ZYS*u^}{EqcHdB(i!wru?TFl*hKOvMWc zK=+-C@_WvbTJS?`jlYuUc|ZJ`G0pr5)5^Qm9gF-MwtBHug2av*Z0R%kKqQ=Dlh! z)|2~^F{`jAZ_me2xZ;V>?q-wb!=&m7wt5ZT+V+WAihpPL$AkOr2Q6yg zq1Zf+?cZ0--oLdhp_oIw^3WoMehd%ezv9LbK=BhjeSFy(<4dEw>iy~TCSvYqzj^U4 z)74G1zb$a`iK-B*{`T<3u;mxf8xOrgCMH+!D!v-T+ z4&eQ>QsIy5aezhh*4lIe^c61Kqy(QH!pnADms3+Y_1NC5Jc~i}G~cc9)F%HGFENH^ zZ`w-T@as){<+q*ov%c~22s<{5OkLccE=aZ4;{Ci?Nb=p?@7QNo@&lI^TN>_r7J~v= z8)`r!mU6+ZYDt1^^D$nW@lSToC)ASa#A3bf);Ac`0vq3-lwB{sRJi8&VsxtK6(o+CZaPI?{-+N{gvtNdba>#^7-kp&24vStqC}DedxGr5dvRx%>;$)A~+^xS} z$3>s%mN*Q&K?q`g$3mt2+QU9>|2DV{_!{}*GuMdS*eabN#}R;_*Phd)F;5hE-X^1;OQO$ z1zNo^V2ZHtrUa#+T^B_M_2wBY!&U$|dh&P!J*k@MtnMExD^j~`tj65{^dek*-E z(7U&KPktdB>gsPv&w4J`uzut)bU)LjJDwaX=TqC6&~jV2Hdtg0*yvA5t@d|{nIvEN z2F5k={&cyFJ-b#COG7-Ht+RKTO>AD;=*B!#p?~J~4;9pm74>gI2fukpOcmZSihqR6 zFCfk}wNo-Ko&<%2ZC=apw&4GPDy2|}EIsWx-^SR4=GwpJ=ehU(guS|2^735$Bqv0J z_!xz#<#7+`MTNsO&5rboEIMJ09Twh!@kN7aRLiRl9r~gFjn|fWXvvNrZggC>@z?NL z>3Gmnv}UZ=xdy4Px9leS!u=FcoHHimyOGj$u0bhv_TFG0FhkI^rtF7fqki6r&o8Ip0Ka@{@=pU^Ad^jKbCLA-euGv- z20VA9hupka`;a5_06&(&N?-|Ve+UbR!TmxSiK`AUL*S3Z{6Q_U->_dC#Iz|6m)rf! zq8)$8vXqA+<~Lb^@KYdC#7y zgYeeO>9f*L%R8L+`xQNKX*Tfe%XvQh=tkT5C+g%g=%=x-20_=)Z^fiq>rBNI&x)wT zy=@lWbKm1ICQOZFqx?Ln-F#T7#pVff}3aJXGO zR_~1twf(w;P!;C=?WlgjWGeu^!vBmT_)#KMMXHU39ajvQGI|&8X zH3g;R_U!kJIb}L{-X>k8)mITBG}P?Ak0_*-Z4`mIdD(hi(^M)N`)ZPwd- zqN8G-)?axC@uFxye!45dGW>0nL{txgxlz;G-p#CQ@eD`GL7izKWn}^SrnE(0S+(RL zIQf_K#M>xp7^EIhuEPCc^UY_gT;Hn+@{@1;x9+@~M4tz*MEt4pSA;4UKl5xOckzE! z-uS*eZTYAP$Z}^3cz>!56ZO8Iv;871LwYUEbmDC=#nhj8UK8+rS9`sl7x4RVDAh_} z7=A}eKe~r@Y{$Kt7Wi~miT;p!s=pui;r07s@BL989RdwV`Ud6O5bxHuSXaG*pXWY_5IZOCdew_EY*WxPS^{#s zoK%7B-tXM0M&B;Mzx593K*cScl4l-$n_Y71^n9m&Jj&h*|e)WPT(4|=voU-;;oMJ^V-&n8Z(P3*DYwYKM&j| zeqK9as$gYnk8rva>mhC*SAq)q(&K^QdO1eM{g}>uKV{gKLqSNp(>O0WVCLDszIKL^a=QsbLIcIRtqQk`1AUFJfQHIMeqCB2~|HmEo_*H z_!-ohme=#KA@KPDd}5N|E=&qvh(r2(e2Dve3Bo_MI}kb}>Ulk(#kX#GK`N{}IWi&Y zWdEco`nZ1h>>LezpOzZy^>c+i+--t`wKa^3(&N0ix$1d6C!H2a8yg&%$ABh39ohQ0 zZtDo)fxr_eb*7xcz(75?|NPBrqMSV;6)G?**{J z!;UZ+-d3biUAe%T}TuZ*qFwVy7phQ{7n_~g%&vS+pA zQlTpDp~yU3S`h*DeowpiRQ*@=V33TSwhd#}lk_ zYH*LBq@ZP9zMp2`-uFw;NBS}>9@4$ULm^2-^BW=v7kD3McOYsZxuB7AEHjZAf^d&R z84B=PGH-NA)iz;2JC0l=?r5-4>%{Dp_=RDcrD?PjCl{xOsm7YYqxNAA(4Jy0`o5Yf zzn}HK-kfduezo;`e_bPW;?TNA?=j-C)noY@Ccg}bP}rSr2Y?FaE3CPE9A&Lod&T=- z!ag9DfsJjpZ3}_$P%q%-gN)$0-LKEI?JY(QA?!`Oo9>m^gC;;O!_%Sfsplcu;Ly3k6a>=gcf+8_z-5Yh8HWQ9lp z1a*;$%`H7nnjGcQeuaYi1BiBpU(47R2Z3a%@XLlaSZZXrmm8lc1f;}5DY299k-mk7 zBT{Kl?VH(o6h8z>-ZxWK#qw!~5cUn_H}E*SeDe2VPpCDH-@|LxxN_oX!Y1MrFmMVK zRn3)cDH-=bW45+j8xa zm9q;hcobA(ORqW&7Kl$1<87VwL9T1r>qgcEimbGUBcZys`fH(?Gwc$d;9PF9lJ$Xf z(B`92#ZP;ViYJ1vmOvy1{BG3juTo0Qj-gI(+AAS9l)dFd=?->(@%(li>i`x^x?fg- zp45O%tq2`NVS5-bbS8Szro<0E8zZp?b~%A;KZqnHW~73r3D;zUh~pGWu))lre{Qa` z|Kp4|rNLFa>O;@7KX$*HE%>7>EA$h-Cy#Wo+TJQhmS3dQva zm$=7(Jf#J$Q43`l10z~8?ccXod0}W2;I2F4(8olsX_VU)9Se>aer$lRCv5HgBZR{0 zcF}Nm!jr-E-g!H)yRzd)fOOHA(03!k(+W*Om4t6-W5J2da@J8bg*kqplFY?IBNQ9x zIafaPI+*H;xS`GT776JESQVyLkd`vcdDS<}x;kUb!<8iPq6C~62u%cs;8gkvENC;& z=++9T?Q6`GEsIc@7YsFVUA7U~&`4Y0~NGGu$N304*DHOAP;(Ai4 z4XoOO;UYKF4FR~dDsFfAih^Jj$6RDy8MHOG9C%t>tFz|Y26B@n`$t{v*xSM`Rujb* z@%-7|LFjNBfH9KHV$sqrk(C%d4hDy-_6`rYBE!-`>^r5Jm^R6p((0;~-S|i2f;kX} z%|SKr)8a0%Ag-FfPDObXwcxb_5WBGBMT#mb;^)MAg^1qj_$0rNAX4Y` zO@e0^1Vr0yuMc432-TwuNnXI3@VIQY>yKm1(piFID=b|GPVZ)*oA~Epm z!OtkeS{S|8ZOqP!el(pzO0%5+N{)i0(U6Z3SrAn*2CeJZ&}4&^hS>+mA~hv4t?$1c z1$_yk0o{NpZa#*szbT`<*HjFJ!Vxbu&!NB-CaA$GA*9@7qwn z&{`<*CYKVf^9Hqi0~-lY?IkuL$1e|vdkvHo%*c9Q_!Mq>;KQ+r!FZQZ z%g0b`5&Z!*m#w6l69c;+>!>Q2AwKdT7uL$;uJF?(8QNS>UL9 z!tbUF{;{kIQICcdf0$Q%NFmHw-^5AYu)Tw#1L&Clu0JYJyvxPGMb^(2g`5wRW&sCf zNXFfF^w%};Coh<=aj+S8G4d}q+!&jaa7xfi$|%zuF|kBHCtD0>hFtUxG#@#p_Rqtn zWN$_$fWM`{Otl4AYD+UIPM55k22)S`w26ac&MX{HNHI6fA`x zBJxmSS#)Iy$QkOR&+e$J836LUsHi;nkEQooqX!grI;wI6EX9}TLy)346<9^g>}rwO z(e0qvYrkDWsOA)kWTsD5HU%S1jWMJFuntF1jCQ4D`Iq8xhAtj!#6mp$FmP%0SoCf@ zn>Fj6v8I%PNHt_y`~^Vt4;$L5aC?dQ5yft>1yfU2Rcy+IXh?ng`!_hj=(knyX5)J` zZEk-Ox{+HM_&ipu^eJ4bVV^aRbe8e>cAUN4=H!t zEyF@dY&M&pixJCDd&$$9Hs>e0g}2I|1<>$aRXX9zmNK%`VHVM4W^G;#!3NBT%C8tU z6{FL-(7s&UyS`1_aR>*7x=P|!HJVOY)VFk@Qgg9|NkBt1_zOOeHsQ;Tj_cG|;UB)N z2oa*{vN`kUe!7Lwyo(Ch1&O+j*yj&Q<{?){ZzraVadkTN2I7fYd3@`R509hoC2Kl#HM)CjFPJc zZA|#N(k0lW8z#!z@BWtr$w5&p~%M0sT4} z*KKb_n~z5dZ7s8;k=>=rWYdkq4A6R8BrL1aSjd=Olr7kV#eQiUcV$FQ3?M#E!$QO$;Z3Q%sC$()X%7VBlW_7kv{@OclS7>F{d^XWcgw<8UT{uiuM`0*$dQch$OFpVx+I1+1L8p)f zaYf#Nk*9QbL@qW$G~n|?#1V)L3bRANkWEyCS!N(~Bq`BU;4ZheV5-m!zCkuARc_Ih zu(J7iSNyxWYT#}Lin(ZaW0*8f!kDa$qjS+DS$X!LAvCOraMyE`QQ3vogNejG9QV8$j?Xx+Ho8&-<{=$lvUmyY4CJ70y zFaHMLZ9#;7KRkV;G|%TUl;zdvd>PSHj;sxKNVh#EkTAs${5~!aJ%*AE=c2{HMF<^X z);jm=E%}%7P){Ip$pL;Kv&Mv1!~M0hsAHE_hS)TChNkfDO3;P47*j(c;aA*P$gub& z*yxC(0e4a3P+@47dhl*TY&qa0)pAyZvLOPqWc z^~>T}F|ese8?GP%%>D+bW!m8-p)Q^kQf9_s=^%yY;$3I{ut)x+7brLQb+O^$Q8dE3jQI{XouE~dZgGxfQCQ7<6QOV`%0m`j5z&=| znCM8AgsBC;j8u@|OK155(yJ7e9;mL)ltN4C5R5aC;8J1y(hSsd>y&X!kyvtBi2f8u zfUO`-ePM2Q;zJH=U^0?d!F9$CmNx&y6mMRXrWy!rhT7ys?)@HJ=**<{vsL@$y+>Ri zQW)wdUUE&b0W1ufB^S38hHANMsXXNmRaUC-*g7S#B@CKnV~3#Ue0r}UrfD9Frdo8k z!v*UYQbKe##C)xZH5h{Pc5S06O){NPjyf_fp5WA#Cg0(*uHe*soq}4-t4%9Y+X50= zC#VB4X!R15x!(r&9nMkEmLP7M?;jFIt5cK!nj z7Eg06V17P9(TIfiz z+qx0nDq5+5L`lZ}vEJbdAi)>Gks{R|MqdSuJC`wWh3^%K6uDspN|vpMzpiqiZ_(s~ zflv=+ae$z9GK^&qeEV8w(|`U;kp`yA(c15Y@HHq{ft>pDLZNJMAMp5CTVdDKE#nPMBN z)I87|W+keMywIDaR7G--JZSdPmJwZlCBJFzm?=g=Aj|sEHUO?Vn;wBo7VXdQFxW@2 zFR9%QQmhSvHh-vWm#i zE)!dRMMb{97WObGESa2X>uWLa73LQjCFdu?AB4ixBg}D&H6SucF+8pDe>LG4&TlUY z#6i{q*qDzX2h@2~96#vL)wuuc!+2H7mz+)I2-2w_P({du*Q@}491KW-u?2&olMf`8 z#~itEJw$etyRdV#{tbR31ktgwsQPzcx#eX2BmQZuzWhQiR?fyNb~3mHKWlY!e|e$h z=wJFsFtONe`tlnf zGdbWSP-E!ksDao(HmQFVxVyP$w7woH*Qk+Dbz?mRNF@tDOZ(~Hy0yOyo!6#aRA&;2j2z~KI-8IN1|Zx;VAN??APfi(U`TmCm18=(HXVsbV*u`wTl z!N6zRoD?G?SU6xRwYfRYwpst3A>iH?=#lyaNFHGJyMRId)&B$vtVGG*K>yYWs9!u{ zCp{G_Dxo1%Ej^QrRPJ((NbhU$vtWQVl#N8yd&I{}P%r&Yj`4IJffQd`9Z*8pTA&(( zF1Osmd5>jlZgu<#FN#1`+!N^^jgSrx?pm5^gEwo;IZ`h!`bobG;%fBdU`*nm?LtvE z$$Hj}qZJO6-y|sT5#`2`f)hQu1faSsVcIWrJ%qaQSIs|EF$rHj~s z;Kq3YA^Ohqqo+{NnH-%;_8jTav|tk)BjYFDfFgr3(tS`~&6u2wKpiG>#iT%I>Exzn znBZcP;DW$z6Z@xUZdjSiXO-RztqcfqFNmpRsRu*(am0{lOCZm46GGG=awcBX8;^?@ z^2{byJH5)>H;xZkLB?3?#mR5yws#6kCU-i`g*ZR4Cu=`OIIA!7ia2^FNq^N*a5t#+ zCV}%b5i~$BKk8QTMa= z#QOoi5?OBsitH9@-4zQVA|L*ZH2$Y^M});-4+d6jHu6Kbqp_<~IQ|KSa58CQeMf^X z2L)@avr)y)5tjRs2IxweHU8v~O6E(J#SY|$7Cl~9dOOpz#zrzDI&v2hYUtwfaCh~7e_8uOZY<(OP12r;F zrYI~XDgU%CEX&W?$)GH;h{aPk{r$=7p zG>9{AqXuJS6-og&D`HPFPsCWrY=?t~Xd04LqE?yf>WX)VzLiNmX)@i|-GkI_thqW6 z>-8kdSh zH^<(!Gj|mkV`hdehk4e|VVp2MzNoJj-lo>E#EbDO5zdDDa+0M)1y+W zZ>YW|6kVcy&mg!;4{=3gfyFAx1K5p|PjUL8!IM3wH77Lm#a-G-k1x5P4z6fBOJ95h#oy1vw%q&u;$r@}{0 zjjN~T#TOByMRS`t#5-~XoD=E8?c|%yd4T*mSEk1 zdIYRB)<^s~<1C=5 zL2zd&ABfN`80vMdXbN$F!c^3MtvsZiT|?u={#6`aH;DlK55is>|FO@fbY~~ctVWng zBi7o<&H$`N9R~q+Bg7-TjA>a?pkMB84ik#Od5S z{YRoT;L75+Y6N+6V}y)^K?gvo3jK*CBlXXaH@>jN^qopOYk>hzei~P#+TLcGqSXzg z@DXZjI%+MqxjJwopezX<9SaMWy-{bNhN#O($1uLJOToEH?#~o7XacGaDl`iT zv?PBl<7bAE#$$dbW5YqVA;5G(ELOm?jcW3>Pz~ReKTVU@yc0s4ti;SOOf7evmt7@* zw3=7CQ!ZKqv*>-H#Q|gPvoFh_LQ*7gGzOtE%S;klk6(4Y2l2;^AO^dQkryLUMc1SY zRs?N4Kts{?lq6b@&f=l@Wm!NRFh^4rVL*CnTet>I!H~X2^K-O3X;6sQDg*UeWhvP= zzpkUoXq6`4oyQ45&8%6tLf9d!3XBrb`VKaBxw!$fI9I2{VQna!jF=i-9Yrc%MAxiU zi+oNQ-f&OX&Drv`5``;Ir*9m^=_{CdMOh$>uD%!xHzbqb;d$X=<6?x4j_aUsakk=c z|5QKV>zGSHrORMNasH-E)TuQsSHpM5I(K-QDIV{5Vy)(D!-0@AS9El34Ef5RRsQRM zKD#IU=pxaX8~ zJ+0Six+1^gv4E&hIuOXL7IeuI9>%-HWbfj=zr`#u@+C@z0nd2i!Qf7*Fx|F)RsSsT z$2;v$SfU*d4>ZA1g|*a4%0qcvWDREV058%M`fB9%8~egt362_LV%mthAbkRmDG^=! z`=w;B14(BYGew?tI!lA6cx2|(8&Y?viq`_LpCXUMkFD(!?<-=7~!=R>dU ziVHjea!5$GQLPS4v9YVt%rkvZ(IB}H75iezhAA1oBPOi&2Vh1*B?G-*41ko>KT;(! zH{K4r3vx8-Rtjm7ruq1lrTwBgnH!3lJPwTt?T^**qaIbUGm%5Ft|F}|Z8=pPktX}F zUZfoRR}1syF|zA%cxfy+7s`NTPm&7y1V2k)5Kbmfj=$c4YEXvX@21CQQBd5B@m4@- z0Bn|kc^zRL_jzjIY8i%l0JFP)zR=58Lvl-B5W%%mRTo38b#yy*bHOAQ2F zQ!MESb-9cD%VDKJn(#9wNVO0Eqy@6}r5h2_6$2655s2d?@J$t+M1HFov$*r|R%Ln< z2-flVMcBq9R1D4q>=qzfRlhkN7abBLLo=F4pkE^*!EhF}<`!JxlzURnz{JCcOqn~9;y_>n7p9Ut>1#0iBY2HGU-eU5()-C9cKGD43cRo9HqXeDhJK+J6W?44UGN>LP`9J$3yDJz`A%nGDWgQ zIb}r;9S&&V=?0zv};9fUC}V+dMc|P1RJy<> zJ#S>P2$wRDWei+{mbr!rDgKp0V#)t7~zGet|Z*V$=h^$Y@N=- znE2ahV6y?o&6o(kBP|in>DO@c3gUp@^_()pl|6`7Qk1`_?shZO#2kKECdseyl`V;d zGY5ESt~3}ELldS!$ON*>g6r#f35k#vAeV=*D#A2`$_)=eJ0YBEYMzMm5e5ybL^7M0 zzCj+>kx<Pg16)xrOO)cgrD_23=$7(=zUV$fxv2c{=9O)wP3(QyQtBGFHe zqb5aaAMH+zTjiT+h!m#MJRGAk+tG8TNhcN2@oq#u{96ie&G^2N*L?M;gONgMwZrYS5+4h{eNE`MWOa8jGM$-Hq`^XCGr5vvLkpDfAG@ltFAk_!P zwJwl7rs;VWEhiqF{pvUnzjDZUa~2-)tP%<=dh=$7tig3v6P*CFktqAPUx&LNru(^hHVj*f|Rk9dUx8swp&EBC^?Lz&UV{Dn=J3nFSv`P2av= zxnolkv5ELd=PVv<@av=Igd8d@Bc@X@PySe+Z{tu2X;2}nv$4h3h3NY=xr6L$ee5B#9;Ie_-nk#39Ks@JJ#C8CZ4j}tiXKB(= zcl9eA3jUt+NVX@i>MA)hZZDhj<%5fIGKM;*r*B`uBEceHlE}Fxr^s%auX_ci>#94Gp zaU$pAkS$Yke4~Jg)(lPWd1zh8$$uLD6l) zl9#0o%yyLiHqI5-B_28}96WRN0}-Q_zpU70UaEb)XVk#G$n|U3Di_<&J`4(izw}f$ zK{Ux;+1$O)gTg7GrX zP$Qk6_O7!mmY{e8$IPE|(z#>2HfrMt5eP1bf||C;4>uQj>qerbmKKSN0mof)5ZO~s z6P?z9*^tjehN>Dchc^%!&6psv)|)l3Jmg=w0%v=A7G$|HtnXGG-0%o6<(Uo2L^^0A z9fBW%HM!gU5=&}}Z!?OPCfr&e1X?C?2fWgmY$(KQLAO`lAm9x|#!FH3IxnvJA}E!q zk=JTLEB}zTJcNW`V`##SWapR%iNQ&Lz?iK@YB>-KSMM#-No-d9R@y=Fs-eWsNgE3;c8Q`w7_#c(uc*J#u6u zOQP|CbrPh%W34#oTC&op}>dC`kf zK7V58K#g@=7ZxACtoE^%_sM}0ncH|ffE<$xIk=Ot} zO@fcJX5IN1GL&lRglLU=D1S}`jg zN;Rjo(51Kw6N&kDoOGlbZ@q1nT$mkMj9;gvC;Odbo3o^dX_+CPnlhdT!*%tLH+7rr zS-ewpf@fDY|Z5}Os?;@+l#D!9U*fG7Ey4=4)haS}CB7m{;r9GOv( z$21}9sGf0~+P?UlURk=gOgqz@tabhzzyU+GyCR!fLcbwSC)PIf#|A7|ez}6|5AK~d zs%_3bpLbz6tx2qyl5V&&ri?ZE+TxbkgP@yPV#m4?N@RRJf13B^Yw^;8I0-GB?sfRyh8k-UFZu?TR(30OD8`|TLvAY*BHg`OM)Dkcz&)d< zTE>!X>Vw%wXZS#&`*$G_*Cm{g$w#N-RBcv7pyXO%E3b? z?~$}fDrXTg8nWaH$+Goi?e?%VV=m^fOVL$f-fiu63%87s(3;E(cz_OTjvKA?81Bu=VbVW#)B)j!^T+tUV>xMu7#9cXe{~k8AtK&Q8 zqk{4}1Ien2LfTkFAl7JSv6=z3P-aPzlt4G--ca119fMby0U_0LF%p-I>D1yAD(UCKk7)HvhQ>n3cfzqN>?IH}MWz1x_Kqk$ z&byUg0lsKJTYXA+QktPGIuy8#ndw&spOTohd}}QFSMu1q39amdhkCtL=1?diKX z;}yd`)Fe?0eggpsml4MXc##dz-AJy-bjU1aC8?jO%vB9I-SEsU8Ciq^&m(}32x>9@ zJ(h8+Ic*;%Of_OSbz``70G~Rc(et#)^z>`2UpV>7jq+)f?=uD+vBEY@KkMo5VPM3vHM}b)YJ<=+JNmb^~Ls!gQ_02&qJohxSjfe?z)Rv0)T&Gk5y%r11?$25 z0cRS=BEe}mG23fxgvjiF_)!Ha2q)k{-kMuFx-(ij7D-QCjXX#)TauF&PB!^x%-mkW zE}Ea1Z?M_%+Cd%K;ODK*9^8l?3V1en?Q<^Nbk-*>peRUBI{3QZs!{_ePm6bXRZi!& zYl;X(YN9h%+P~sDqs{S#@Y!lMJQa;t0Ln*VB7$h<*=%{J0BJZy7}_j6gI^cZQE?-e z)N_YqlJFiYrZk}rztKhmtVjkXH3hD3Ji5}wRjM?`f5bWyQc2=y+|1!wfWkfaHv72K zhzqwfo;VzZ^DxLdnOmu7bi&3Xij~nsjIKyIN!s0-s#V9GmJu-Q9pio{b z5}T-Lt$Yu0L}nAY^|W$*4&h0WOY)hDe+;$z#!5TIe>z~T7}NJm0r9jSh2}sew&Gfr z$n-q##SE8nKSU==9~Y*DE>_s2sqlr7R1GyGAktbQI_hhCJe`OIxDfK~adXgdWNqLA zp}dfU6WS-Ns1Qe(*ziZJwPNHLNPcpzfT%!pfU~?rXr985v2iN(CS6RqvwVcKevtg6 z(S@4}9%q9FTR)xS1HQ;}wxg_=5|##k>7B3`r!|2`_o26(SmrTLs?!1RSL@@%+h449 zq-pEFX+=nGS06^?;~%%jxa5u~inqgBzeuFa?!4e&5kBACn>uy;$DKMNn>3Z@e8NA98A=T5FI9Rm61pCmjZdT zGZ{S}6qcemPs7E?^4?+{8FZ%ZiSVR`rW}iq#4v9r>4x-cioXp`(xmo_>D{R57LVyK za=+Gw8$?m!@czuGQl3C|jg+l@!9!Y{@pK9@n+b-j>WZ`+P;9hJxr>S-0xtl4WoTb8 zBc-Af#=D_}wmJixkCH}$7blCS112nsr&R7ZdQHIqK+);ukQj`8iPY{Q6-M4H_ebv* zq~3~(3v?}|5$eOWi+?R8Uv@fj%1gRF5Xc3cTkQv0q5Iai{S}f^kFX3m86!o2##81(Kf%r;gA$zX!cy1hJFGG0>q`k; zCb(tq?2YbupZcSL*Xz(6c<5~(;9oRn0(cuJLs=+DGSKj*qi!zt69vB_Suso}9d>Kx zVpZH-dhlgzfI*m>DbgOqB%r6rGmPX{y6GvbE+;y^)_akBGEm-tj59lTV8s1!JS^PC z6w*L?B;>0-e%Kv-jIFoBxbYC#-EIA7l@@0$thdfu|6KU2(1e^$f+;D|l&_0zU8-!% z?@UF-Kp8C0c+P!tDAl9Su|kNp?-HLiW`~?#a15AKQD3lZ;XRm1sp^6BCRC}vliZ#i zRLQpj1&>+kA`r{eQ!3FuIv%x`Bb2QR%0;W0#FFNi4qUxDWwCXp%a%mJ!oys>Q1jo{ zj+ERQ1IMCrx}XNh#<>GY-?>Hc);)pG&|`(Q zIPl+TMdV3ZS7|{^Zty2S&@re$4z>f%linfntKe~!#3y94RD_@}fFt_(OmY;x8^V!r zY6As zFs^A`%;OoL!TIK{ED$Cps-r^_S7?C^<}DM*=tnxhV$GsQAfr3n!wbz4vXSpq12L#X z6y^IDF>E`3D>jhlI9qsZa0R;?KrrbOQ=N(G8@;aq%P-SomLdKiO|}hx6`Ws{bVDto z*g~y@f$&Qsz^s$~nU;%jIrS9#_qu!CP+}JE9V}roXdCbde1K&JOD)gl7Oc>)Nlu=F zSU;T?FFaSZxA10Mw?pUU59nmtjt8flO@uae2*$C=%;w1l?$x~QaB)s94*OcJmZc+h z1@Qg@uMeWLbLH0mVW`pgJ!sd>G$FU&K-Rl0S|mH+DUlI`lyvRob#jEbN+Zt!tvDk9 zAu$FkPkeX{@n<%;Lx8uGyh|l#!|f>!GxnR_(06-TK%&)1K5>ttVwyh254TB(J$5do zeC^2{pL_bbOM zFh+MrEceuTJzF-rh;_KojYSD>H{-|CXV_y$#U-5Cg+c!>yz~E$jdu*vENI$<+qUhV zwrykDHm7adwryL}wx(^{eYb66`+0WXjr}6Ni2RXtWmRRK`f;jGp2};cLc*nen@yzG zvW2ga)x}Ns9rh55Ku_)Umn0s7O~6UC1>vBEoJW%wun)eO3QIL-C?{pB5Q3wO=A`(d zmK1s{nW_x?SE0Qcp{HV4Z)Ooa5$MU~#xtV36F(L{!<0>od~ zXLA}grGR0+_l!ug<lEjLOu9?SGB}kqNlz_p}E0U5PNs zrl5Q>9xx2$u-PwJrBQe)>zN?MhSa}~dLY9+q>X$hPhn%a{QnqboGW(gnLn$~U?XD* zY_b~gsMw2d-VFnjsmx@RI_3T%nPO*>m#tf|GvI>g@bAx=f;Ct2(7GU8m$3xe>NaO! zTDa7xr_+w?sW(|r&hgUM{AcP2kyannZ~sB+L1M#epvMZO3Ogvsa%(ai91na2qFOU+KB(LCWe3$1Wv0UhHu+jd3P|V>ojC0eNv~E;Pctm zxTKW)59`WW6Y0vj8I7y;b)eXxy-}5X2G);V;;*Xr^l_z5sH0hxl+RD6*pubMjh3cp z-2u;(U-CtKgiakc40dgn`VdM(|&3JQD|Q)6(|k^*GG!$q{T-pcZrz1DmhT9xZuiD47rFCH7qRf3D}^IHafChiqmMQ>o|LaG~%0 zLx<{}ujejC&TTf4lw+m`o<_3@C@;tcH%yk7u@X1$fKn2dqAes^qxMpWcMb!R(%Kfw zgb@HbjCJ0#S6MI%5+(e|UcwG}j$UPG#g)3?71z|fn0GlUIT<%+vvC-Xz#tqXb#!7X z=Y=uT*6D<-Ea+_EGFZmJv<>!5G{pc@y>wu1hG7O_f(Qv5M^AS zFN4I=cI`iyhusvvQKYyCI##B?VR(PKoC=87)<)Znh)px7OdAo5iQboVr8w7!d7W+M zhKd)$rGdVwotC~_5{yOj&Z3OBgL9p>w-~^25jRI~K8$g%FQ0xXu4HX-wv1v4{k0PT zfRr$@(O=O_@wI6#b&s0FR_{0C12r@QQWy~0kEYBQv667niS3NEq!M!ifu#51rx$Ni!YxR}dZDHoBhQ5mF-&`%dD5W_FYG(N0SvQ;9nJ(cuoi z5vPs?)ntP{D8g$yE!VCJTM8GJfETZ0<@_pDkoa^`16w%}i}@ya_DR7aQo!6v{8Y6N5 z5P7SYpw||l=2n%XJGLmJPHQhR@m>KippsbvBQG$$8zRMC`;0=_dR#@s*BxlLsH1=A zGI>}>v3dHJC|;JYV`)#FB|`234oowv(CK&GpJ1ZnAj@84H(`wI*uOrkp_{rm4D5M& z^iL(f0_i2Vl-CFUNfjo58#=;?qZ7HiC_d$+!d*%SdeS*&yEMwn!uIFxCp7)~o2ho# z4MObTuQiYKmYz$bx>V^OkSHxS*JaQ{rJLsPOV$nOH(HtJ zcDN0lMgCcuqX#EUt{Gii>M!u4(=dZ|P2-Z;w%DoWUfV_6WGYrm9>S6ghbuksys=Is zATg>gJ88p-A)C?;hj~1~vxr@>wz~c1qh~1=OJ#IJ3^NQNM8(<;;@7jv!@YK$d zXW645G1ry`$%zbL$pPa&i(9#oF_`#_W3g4%v6(0PGA3%_@?DctaszCZ6s@p) zV$e-7S>6RlPA-17!j{(iApyS4`{Da>`4X;$w@6G}m~+0%@FK%nbj;zPZlTsr`Klm; z@*i0SV2+UG+_icj+nsu%ktXO*@qS5pLi8r}D4(2f>eW|R9?%F}1+SP(cV}Cb>w7Kj zz#B>1e6oxa%?WmpF_;{_8P`&;35M*GU==WB&)RYriRP{HZnem<(A&;SPKzf&t-;ck z5y;s&kF``}V!n5iVU}KFOZhh-kV!9w@b+Wsrpj{6TIGpy$mY=-yISSO3Ce9bPIuU1 zRlus;QF6?g$2K*Wzur0;Cd;hTwOJ4CLWjxB3O8HlN`%K%t;^ZCF2T}gv)m_)fPs-B zD#C+T0h)XP@iQKoSin!IoYhi;KAldl7~HWGgGVrPWQOAjmNh7KconEb2tNVMEa(7c z_05vj5%MQ(G@H%H%sf}(%iu5--3yKOw$Cempz2oWpDLPW*jS7pQ{k#S#c#PH1Atk* z!d8p#^KFDa_qKVQ9Ziz1*Q1QnDZ=1@sRKKO8uTC2Eat<`hpp0{s`@n+*;S#K*z|I1 z{Ml1j7xXrlw%cLi53@oe@h*&*zz8PYY#ZfQYcHTuGEGk&6EOPQyZITf{G7o)kBNL$ z$UB}~rjbtHydp`Gbr6APRtPRiZ+P&{RZdL7t*?n!rlmBr9?h ze%8E2XZt~Xt-gO3l;+^nhxA^`bDDa8v|&*rBv|=PWF`af=`=^qts1hMvRaByMY+vy zb^bg&h{h)%m|BZWNq!!Q$$L48v2+*I$YJ?kf|d26&e{(WDcsU}zCthh5B||Za{6)- zU3q1pi>V*NZs0ky>ydOK8#Hv^bOW*NMd=70Pq-!{gNVMZ|2mh^_l9u=04QQY!x=;A z<)>GIDy$N*fy0doxh){e*(>ph%D~p)1QF$2d7@{u{d2i8=2n>iT{)KmPb@!XA%_Yr zZbu$Wz8Y%2zyQG$UiL&^w9|;;E@tR+amZ-p)2@s%gBb2AVw!ZI6qf6kN;@x1$7gIQ^!C(i;sr^?ncL_ z|60uNorb?4{%^1B+uyfqtzlhN({b4P z@Y>0bf!sN6Z;WYO9!^^elg4r)E4=&w??ur_nt-1dU|s5X%E$Ek9IBM-5g%ontAYsM zs5UV6X+&tEba6cs(eL+ElSlg_xF?tST9@}5sE;C`F~c{U>&p@U?dLxeAoHT_w{}DyPMyI~1{)bvi zk2`cq1z*Vb5oh6JNsl!5v?gfWMNid((KE3|_nuY0`W>7$%pl`Ah-~^?{0h;RlTm}x zXSs|WAKzvF?=%DFd&QrfYsw29w)}dM!L~;#QdI|N@Q8qoCh0%x>cLpJZk<(+gw@{&X4__?u~X*b~djHnc!G89CWG<5<|=%m0QF9A-4+ z=^Be@JjvF$!(=TV_&~vHe04{(vKUkvm|!e>t0vm!ZV|apA#oAL25sL@r6IIiTRiCh zZLBY=zX8cD5;$q=?{r;y{-Sd%U0_*@@BMaj(w=z`nx0H%rJbAjRT&(pxv?H&`M&I6 zu`*)`7b~7=@#^Xf4Np@=3f==xv~0t++=^nUl4nN__U8m^eV&5Kn!mR$kTb8?HN~Ki{IO~ z5w}l0UEFJ}Oy}!#Q6XF1WY2`opVC(n%W)=L;=4{I=s#X{6#|Bnfq`-E&_M*x=Bol9 zYBPXLEDHsjGY5j+I2t6jk#;a0b88J+@uv8ftwm`5REJ6$6#mbYBGJy(2N@+id(Cn z`9Qcpv+|igq*UNDlP2Mb(L`F}!Sy2G_k1ky zdF*%lDDeGJ=J(j@_qDL|p*{2c$%T7)ZYSWAT6cWUP^v)8|M=4iJGg&*{>uCBm^8nq z$C>Z*m7T9Jf$!5DZ|;{kKi2s1fR76FY}uF1+cMmHJH-NnAt3{BsW87DM$=nF?Y78h z`E@^-uLZ(S;|2L2(ws*wAc?rigC!@jraFx0p06{%m%oPtx%j5OF%;P)!e{T1GyP3@ zgjcWj#=d9xUwk|d0^gInVeY=(?gs<8Qs#b-6#V?y5a5_R0(F~yzMf~N%(({H^2W%9 z?5Bu_aBR&%xAaHp{VZB%&pXN!W@1rvEIf{jAr&oklB1ZtSWSy=3k+XD7<|c2cDJNdkH^+U zey<;%A9*w4tNOQY6?t0^r$lfq6Lg->shNiNk9@&XrWkI>KEbe`e&29!c3+?RUmH8$ zTVc6hkKb=^McoU{5mU-r>t+`Yd;8kQXx?%mus$ym`4~{@$)R{1dNTH=*g*q8u!PIH;25L9p|PrP5b?fga!MFg-3FcQ`S4A1gTx5-w(|k)N^|Z=_pvAxHarYH#2$Qw;3?Q*|=gTP*YFQkWT* zLk!tGqQ}xdgU!hLnU2gY>Uv!)z;G2DD((up>EWMzOkgDDa1wes9C1qxmY9v=mfmP7 z5-v|c&e^T7lka(k-5}xibNZ8e%u81cYRqBQQ+kdSiKKCM8Nv4go?f}Bk$tjK(z0TH z4#;8vgzJH|r>9|O9lADJ5{_Rg9;h2lSxr9qPL{PlYR{spAqh^$`blL#96BlrN2QyK z7jTz#m8I3WGhV=GKp*mo6%u@PWq4hUhd3Uw__J`LqS2|0lg=+J{$X`bX75_enV^y- z*e3mj(4-Q7@VnWF!x>Pj1Mp_>sGW2EzNd3eZ5G_1=UT@+pL-V+;pf-z5q6RyW$Wd( z?j9I^;Vx2A+!MjowZExi0q)^J;;f)c2Oieisp&~YX1@S9aqfuin|-O=OMfEx6!PkF zNfph$>~#tc@<}pg`3@wCvQMg(?pq?%5J+LTYv!Mjk3RBq@mZ1dTc4kPzMI$7tHr#b z$i(-hn+MxEIbx#$qH~-N167$xOFngBJ`veGIEZYyq?I(k$Xu;NZC{WGbFuITPJ{-L zFEH)U@{3Ga*=*dq*@`+|&*2rEf8JV(NXI54P4eN4_{VpXmw0+odVQFlQbcf^Zy8j; zaJ0`LgmBW?Mckk+cxQCSbZTUiGyG%KE$B2#U~Spc#tJv@sz7u6upcCxK!Xu+Dtjjd z7yXCibfU4S60qhgf~asRQAlHqlo{AP(n<3RsZi9u;^N)=A(T6>SU1REB#Enya*u;T zgA&IKa0Td7XdYstZXzURaFktCl#Y@AG!zQgDT}dBY=nd-zyZ}Yj!^OUDEi62NXXlq zy(+nE$O?%bKCQYXIX0C8LuXxGh{hw<+}AY&UY@WH#|4vzt=RcNS_SK27w>G>*0?kuDQ0+iLGwwPt3C;7;`$9tjdQ|%SDbE%+kRc>-QkZfAO}v(_7?7^BgDd zAeT@w-?QSidku4O4P+;cSf@u{k$Ol2MV!@~Mb?NDmmTO05P1iVke)q@oCjg(Z#uKa zM|SQV5bftGw4GubB_-9C)TazQPw~^DP12(smew&^Np~kf&i>|g^skkB~kcye}&u^9g znu5fOnjeM;l1heAo89SIYOHrbLUkCuaJQc1^>w@Ok|E_KsU`M<8TTlvw{uxg?4&TV z&X!HDs;@Y%aSXx(lNZW$_&2RA;J@z58&NZu(=u3|V?7+G*2>fYPBKmkRO-sC5d^G> z=TgmD$;##%8T$+Oc=0TtL$E1_xlzUE};*xX5uRtp67R;3&V+PDA z>iUvuwzVy6smy)TdAQZu+j|McwRxtVZ*(lU!L&ZNzfjNmD+m}C^*0DT<-Zu+n;@F+ ziq|bS$303)IKo#-qMd({Zt^(RF59SeD8fYrXvmEopp!}hOG3=W2|Ms(_#v?I)uN37A+i+qB>M#n3N)Y8GT`8fWVl&r*QNK!s0uQPtlvKk7*@Cl)QrwQSj#XS`MuXaK+i4M zdubb)jT&|o9}myh0RS-dp9Xkdxp^aol3}&vj|v6}=wdUHjmM5P3!=vLM_z*W<+VD^ zdfu6kG4z-km)xB@u4QrqbWk)w7t$dA;ZO;@U(de{*(IwvQr5Lp8xx2TmdXB9?$S54mm#Qe%$| z3_l*1Fml4;|2I$E{+DS6rz~9c-qj1NVWs4)vLWbIO%r~SIG5y7-tS3NO!PgP$FwS<*epT#xLQH+?Iy>EMRhZkmE3=qnM4tEB9oCX_BbN= ziqmmR*d2Dq0gdyECwI$I??*61EjdvGS$*Z~y12thrv!?kOBN#R-Uq_Vt4o5G?<*?G znekh4aWkmk^@gpytmDTJMEV4)bm{hHlwe87iI6;q+USu@Jc|-_{i2SbfyZ+3#^6Eh z7rHl;)V{F%Xw%zj-s4>Duuv-;rALv8RfK61L~>912AGM2V#7tcDaqtKsZ}7i4QBA+ zai5qOXx!`hk!6xMWOFxSeOuyizS`AED&Tw z*($1hZnZlBC4qS(EgPi96-NQ{Z*3yIPyBlge zg!eZxpz5IsVx3_@l2gRaQBKRU**5HQ5zV;r3~tY3v{5|CW$8wo*;*8B@bJM4THM@B zoRJfjz$~uY{M+~oKOfv$)+PyA$*T6Jvx-R8U0q1%y}$#(c!gQCpK0&1%Q44Y#qw1R zKw&X2nw$68G3Kc}wGC)ly$lFqRrJe9dX`LLszmhRuKd)VG1(OOsAeflFcn2;i!uQC zbVNtq*7EuIh_myfE*-u%j>Eb%A0|M0-SyMgUv>QhG-C2`=l+h16`wCE(qr&^072#B zF303^t%xj?SUA+0Es7Wn+`UNa9-VW3kg)Oo%QRO1I}w?SeG3?pYk8xv>zpI10S4iJ zt2T<;k6B_KEB}H2ukPOYKYH2^J`u$~!4Y*w-zw(u-{z0r)6I*w6-2#5JKnj8aj0wi zWBot6Pc6qo83a+(@inX=ZQ9QWJB-86yXN)77Ru|psh`PA6u18${i(gH|35B%T>lUH zU)K$kPCxtGPp}tFPTNhsjg(0Ztn!a7l=_sAw=I-@F!WJ(a^u(yNzP@{5M6r5t&#xO^crEETJ2+neqF6V$urQQ(X}_mq z0rt?MR=*BRZ|GVnhL;4n8@kxy3Fw~h6R!dT}`kY?7AfcW1Ug<|%Fd&`1I$_#>4G~@3AJ+#$iUj;avLxI^>*=y3N}=m7 z&E1-52A)Qn$30T{IzUhIePdRGTmYA`X*nqm{$Yi7{blfbg|XIsfLheIzXsF$Dql-n4oxK9 zYF53W7$VS0Xe@s)XS>by-Jqk%;NduU4E>fEMiqoaV1GF3Y*aioZa7eUM)!R-#5XFx zHJp?ZOVQuFa~=Rs4Bf)mPn^gdDM%{=!XTE@Y$Jn=tsAwr`7YjV48VA(I}5o4j%}>x z7(_>=FoeqwfGfU4n(t&g;!=7@7!s@8Pp&4;Cka$F;xH$`cm^e{3k*JOBm`43*|~ry zG;tYGvq-;+{cVMvILq`6PtXg%T%VU_T+b{wGz7F}UiFyv{!}q>1zR+#O(I+Vu9pAw zOt{id7=9B-9@aV_rzx2GY>r=VWyR=3(SBjs^=o2Hbtp8w!N4Bnz1=(hqDn=)X&->G$a|+!HWM&89H@<`|`xeHRvas-B?d{@B@Q}M6>cQwZ|GB6(a<~T~)5GW>ucL zqWbaJNu`j7HNEb~;?iiXB{rdJVC@wJ>5aEESN8cxt*NUjXYq>B+)R7(x5u#4L|4|x zJ)(8U-qG#C{X4H8$I88ZYwl;+@iFmnd*|ruo=;LmRoVDN>&K>Qdxut8**%e0A%5K# zC)NGzy=SiF+L8xz2X%+2xqxlMT5aukSX@!nPefufXHNi?nW)k{>P%n0v08ILW1jxs z9o@?u-5iRds%YSIf!^J=j<-qV&W=1|^;C@aypBwDb;6_6ANyL0ZTDH6Zq0&f#=c}7 zg@A5zw}tbyz|~s2y!<1TM&C-%1r&ZO;g}Pjn?$#n#48bxrN;E}NSgMcXS>Z$gk+sC zN%HTHq?nqR1!>KePsxbl60o?PpV{vQy2g4<&UKJ$iaI};J$6}+lFQ5)xl(B$I@ zeoimKFTA&?!yF7RleYOVU*vl&po=^uBR*)nUv$1pSEFg5n8a)gWZ0A%D$44_hrHP=7L5Zt*Mg}``v;0p7b z!hqOeE1*9{51WLUQR$mRzkyb+xf2s_u@lqtT}8}@3yD5XUlWi_f4569rw(?0trcu> z`cdprPx#GVbydB0ePK6som9YR4d+oDsc{w)Xty$jZ#7M!!rlWzLnxvo$2`(X+w|&W zj>z(-?xV`h)`>Cl!zV8obEp4-2LPm+**t;j#3WWm_B zJtQzS_xZzny9vq3d^iOy5HeGv%0$C;8*ukc#CoKW#RROOM8HpwVJm?{Gh9||`wLD* z#U#ZJZ#gJvf^k#4?G&xz9q)oSa4I1zRLe5ds}x~-%+xW zUKjCCkVK4GOh8KZp~C`KlHe=4@han47zreV#(8*caA&WhZ32b;C-5{8X(6F6?U7!y^v=w?yp5TjYj9N6>82Xzt#gn5|HN$ zT9ky-N>7#i2jE;(G38buRfV8pL{+FM$rHOcRTN=&MV3rA5-q105K^JgSaqOi-KUmi z<~H?+=C>5LM2{fN%c#Kk&b%!#1SBH8eR{=&CW{4?ByKtpTM`6pWN9&2_b+^q`32>O z$d~^WWYS>xh^4nOFjRS2hxj@n1_^L|?10uiqS4YOMqG9(X~KDqC05gdUXX1nA}A`* zdAk?Zr}`Q6w<49gMTCf^)8QAv{hpsE@50U314C})=UIZ6f&8|nlF3Z1P`a4bxZ|5~ zx0L#um~N8jP%n_31w2EE>(mOP%FOyTu9*tL-&pMA*{|DqgKaPqSP5BXT1ac`N0qJ% zwc-C)nP!6kS(l`ehRAyekirCYV};-gCK{5c1*_)}E5`NQP``@km=(Io`>tdN@N3I5SqI-plh-a#d*22pUoMySgL9;;Gr z;3$M2s#SzZ%sg>`$*O3;ABT3maJd1OchYRTY(afqxUemJFuw=JjHWrjogiac*);H zdHnb&X|LUJF@8+>N|ScmppPI*fzp|o*&A`9Y*(>htc&g%4Oi=|444F0E1q&#?mSPG zU$y8}9uFWT%as6w=my~xM836xT$$t;+{(`rU7F-4&L!>#Aqa)Iim~<23#BCRk!dvR zO=AsJ4A$ez?{0AT%K~s&pv85yuMDm2a7zo17m7<#wZ*muZp(@a_~=T7`$;PAm&W^` zw*V6g=cak{k3GTorJ^l`Yxx=d$`P8%^KmAh-7m92!sQIqH$j8!3&=6A<^6Yc#{&Lc z(v=%QE{MYOP7Z6c&`c`yHlbwD($A#9w$z%5hL&e?+mQScXP@cc(y98dS! zrt7##UT}Jr4Y!F&P({=I0=Y4nFeQ-xz}7o-|An7E6EZG4O-$dFO!u)B$0naj{Ca1{Yxl*Uu!cqcUE`r9UH{{vV~&*=645iQbJp&F(5GgQqVNAH< z{beN7w=l0K{U`TAS+Ib`qGxmuoW{C zgG;AKiMA13^n-qls-8WyldJ?3r2>(yXZ252gEum@-3*(+W>H6sh^a3dxqo3xVKII) zX@+qS(>LRo+RzdEhVc0+RABTJha=Po6qeT1mNRGG~4JBTjDsHgKe{>^>|)@6Y6pi81xvPKV6U_s32ExT*8_}cV%5R|&qAdMl zo9$NfA?q)?jPJB7cnWfwRNdc37ZExCbDb$9I_T!%g46Mmu&;d+E;G7#@wmfx1J#^0G-3EXFjSYB4_`T)6HD(m!PAdX!y2Z9((?SF!? zwjn{`)yTfXC5f0mR0=#kgTu)bnn<1or_N%X+N%NJ@9*POeb@KEbaX}TQpbkYWBHpL zgLOPkF!a%fPqgvExjk=*=ab}y`lmnxnG1ZOr8mq)(+2?&y%`!bpS)YU3;&p!jn+1k z79qV`JsD?Uqr=z@AbC;1Rc75qaV@p$2gwRx?2K$6ne~=BU?4ne2R|Zn_efT`A`vQ? z9)@PY+{7OO$Z`KP`cOJgH*ecAAM-d7BWTaOV%sC`q30ZTDx?M)(F*ApimQmS&2$*1 zx{U&5u*dd8T^*e9Iy@V6`xqTUxKtwGWB(2XO*=sWuBWx1XIsKbmsTQ~e)_!s!&vW$ zq>Ni)9|?Xw->mmK z^>pVhvvIKg7h16q;wgA|+1qbLvw2!0Ukg-wU^ZqrX02F1iKdu@sDrK;xd)aHxPE(V zmV6Yifl^APw@FCa%;h;NWrKN9qr_b^%S|n%0)gG2(VY0b;AjetehbMq7&TTq4_?<@ zMY!(#vL5#Nk@p%r)!cE3bt_%`A)X>7)mxqQ5~G;X)!{%U{Zx>yIaew>_n(TG1rM2W zzV(e0Zd6R`QND6|bw@>Q9L7Jw$TZnWmpBc}B#AW#N-hR$>Ob2Q%m6(R7(XmYBIym7 zw{$e>^M)FnF=(XFKaN=5)xqKMK9+nV5f_C8BuxB>4kz*n{7_JxFdg>YA;m8l z>y#zqzJL>DCMgoaOeCYfa_)pVjePl}!jk3Pe4HLIef-8Kl>QfM;iI+L?@f1%jfoW5 z_$@}kWpj$V%1GNUthw~P1H5WOm>2%!A*dNL$L{7*E(DI>Nl&A*(1jGxZPtb2|5LW z`A_ZO${yH_yKvZ8j6ZK`*f@zL%%R##&t4`#O>~?v)DSa;GyNzw(2J~)vKBnws#)P? zM^&MiG8+WoXeUTYv;tz5AoCoE0lvD(n1xX-9#TsR|$wxfGBbLA2mEON`XkAR9sv1o`spkr9srAFdtb}a0Y zUey*3&4eTiZiYE;nY+cX)-Y10i(5Pt**%cRoZ%A@%< zxeZ}dNo%>%ej1#AOY^lATIis;Rq;bkb1vDEh-qfPceMisq&E4tHUXc-U=vY|T`A4K z`1P&>5i`nq;qL{nSjYZk$;2!Ri>y$yoi?=y8%OJjG;p&Q8n2Sn;z3E^-1OJercJGw z*X*x-&{z$dLy*cz{BQaD+*B3w1_s)~gBzcNb7kQts`%>b4@l4-Y{^Y#ufb zVqfmbi)IMb^nq#0(>9Qgyz>Vwr!y(HFG)W3+%0s|!b2EEWJUV(NdxcP?bjzNzJSHK zg!6~-te*JDyA>V)susP@4ZDSFG=*UdL8A0C%*WB%b0ilBPN5G0F3=)3a z!CYi)UTSMiq$e)Lte4iX*n|H%Dt;UVE7qCfO>idX58qP}fRF6~amv$)GO-BwE%(KJ zQ+vj8$o&iShVS;a@w7n|*fIu{P$267sw54t91-`7&wYEFq}Yy4C{T4(BFozHV>~?= zdwId;FHqiK;rCU;8)4@6HPz_ZAjSLX%3{Q(-tse5QoT`lT%PKYdTx^0)Jx6>w2pMR z>w@yGnvF~Fi~BbjnM3UE;D}XIc-(Wve>{&rTb-=Pd4K%S64G4`x$OhQ@NSZ(QhUxS zhwleRW=hYqe8IB$G`adEjk4}4NO zN!hg;-?;7rC;&nEb-P2WH2ef(0%(K`z#%X0LT=t&CtLu)@oWkH@Ccwle`v%B7>iKA zi+%ae(tn;$L)`nLIEWJfpn$hZ9sKVsS?E8D61{_ZQJeGf0{V0FcOS5Xx(_HL*`?dK zLM6PO+>-#lX#@mk5zyYssv$mZ^t&9P62^^Cp%Ds{ShNA;rF}<6>Zo2NgC10G-u=Ru z`7LDArxudiOXbvi*G&WLGZ(5h=^ z^tldxE{yeh!CQQAE!Pptk{&r-)gcPrYr<5vYLq+RJ~I4V@BiU%N>$$Na^8~@89e?; zq(~;CMRAOgdXEz8(Hvo&>X6-!pb{9@f>T8e%BhD*lLcX@>peS$HZo&0Py0JdM?0B! z#NjW=A~S&_fx>g(u5{@fE>Wp-=QDu9uf2E)!`20cK3RO~vyn-_xE9ZdAEqI?QspD$6!W-O?cwD%RFSPY7JZ>t&s)qG#Lr+p5KW0DNF57oI##YHm8 zYsUz!KTtvgKO2&|eIx$QcUyRluK@`+I^W7bj(NE`8gJsiTuI-%T>s>{4Tq|UaPh;w z`-$vbAZBPv9B>92COt8@L~0pE$?aF?Ewc=`aNesrzzV_c>FoKR4&ED+Sbw%5bev%D zIApKw*_Us4cg5O*HzsSETvFG~HXuaLkW}`8OZO$&cx2 z;!4maF+1@mv3@`K011EFQhun@z4$r$B7u9)9N2UBQ((92iBO_{2$#-H)#Zw{NyxK> z=pi=pJ%Re0TgnJ>acvvY1&oqcXW-1j`JT+_Wng6AT(0JJ*b;c(yiQyf)YC2Os2;_8 z#>YP2`mTT~wPI&Z1-qam%vq%dg(+NbtL(?+DiFoLSC-r8n2SruxC;_*odpPrk841j zzm&D*0)mXwQAgx+U>BkSWiAzZ8Dup%X63c70zP%VtvM8Ch;9nBu7#2x1pzbR((M!v zH9^feuMD*%FE@t92>;~QaZPI(b5J(@3AtVVl$n>0>Qx9D%KDwmK?l2wUT@!ZwOOxg zTNX<_jHT@ zLaWN`hq0r`X@sq%Gjs#POP6>(Mffw{=V#tOCe;*?F74{La?dMBOOFg=FcpC|-}}s; z0BI5v1aTm)wMvn+FnQYwo)B3qi2|6KkTkNj_`PWl_P%oicfRloIeg#GY{$vxd4Kbq z3=uP%12vUC2ewd&{#js-HLLM=PBsQ)aJK-YN-a*e8!Kv)q}P749Rba_`#=ubR%ZHQ zn``y5-f6*yi~MO7X*W8G)?!WrKk4jlems|Y#AuwDo#zHoD$Oq(4(h+&>*|0x6ZaaP z(iX%ger`V9Ax7sb=LHhKuJd2_5z43j)&#rbM)OhI+cy zyJHU+XsH`#y8eEAboR2vZ7R2Yj4n4+o$;^eb>!zI{8Pzlnj11&1zj(96K)BQYRLs- zQH5{i3-eM!zg;3!;?;h!4M?!NB0~)N05SD z&s9C|=6hVnRek1DpKGTZzdQiy5!-PcO@PRNCuvH$TK{RIw&ZN3rW}_$#>1H^;>$>4ympe;>Mno=N_Vg#Cq_jxe-0ac|%j(;CZr(+eZY zm2h;TZ)~xbeBf}uA`BdLRqzT|Xh~I*z%17j3Bv>yW?zYVfT)_Brc1*T$DShf+Bhew z8PL5}F?2w%{8P<^T}RUrU@0}F+u*3qGD*WuLRw(;dwRMY!vK9`p@d3k4XjTYWVWCQ?iydQ#>)AHBA~FP<2PPPLr0DOnaxQ| zpbE59XG52&$zVeFG^|>Cm5spcg54BQBYN}cQ_Z-F%dqx6vy;eUhWQlDptKD-L)f|l z#!vb#H1p%7x7Gg};V3olH!M1&kn8wue^bfc#7#-NVw?T;LAOQ8P7oB#R}~ULKMWU(8l!^@Zs3#Cm4g_|*E%C7YaHwa;dXVa6v*g9Y?rHUyO+ ze0iZEwGsUR6hgik|6xh8HAO*{7%J62rsfonJH(ACDXa0+N=G}QCOVY9Dpp$0GmU*Z zPNnMg3W#6NXl>QXFnFsWmg^ys9_Zrm8pdZ7=UPJA9Z>8m37EP6z^~)oClMs|Xq$AI z8+fGYrPIiD=BSiQy>bo4(dvwvV|jRp4mC@u?e*F1M-lYv@#Yn@nS#qzbAjx54m7kc zIOIiY^-~INuW{m;^4%(#M9dVVd5mWl4DKvWA582cbRklsVXa(6L}bB>D1LdfHi>bt zj7YOgdiQj2l4O2QV^KaROt?Eu(@k+@YQG7CYHE6d_mR|$}dEG;j(&I;f{ zB?Fr^8eNBHtZ_Qc4VSWPSA)xWd+Y^4Ezawm&yM;thoKOeGJo1E*2?r^^o^GL7&>gH zI8qk9fbMZ^Q=jFxdx+btSK#NXx|u1P)_g)hMXXdl!Lv;a!x;>lxe)sEiFo~nsp;y~ zViJA12bK1?9Cc=-L!PrkUPM*?E~wZJh^$Oqoa79MJ=C{Hg`;Kfz^8c*^abWQu-a`Y zWvV7q5EDt9UIO9mcnA0nG47$_0JI9caZVV_8pz)V343CwJQWMx!0;>@a;9y=<0jZt?^F_ zO1+;D+ra+pMDZyWy^s-3j4|7GaWlWh* zTe>pe;O>H;t}=ApDQb*lN`Aow^;ZdP*4_vr-zN ztpnA<5wQxggXXWL*zb7@p(2P{id&rPQ75uB`a*;VUuxQ%!8+iN1XKHR*p}hly3{I&H z27f+k-Qr0VH1RR273j&7sn#B9i%8MX9?|$0DMGpA9p5AhNG{?w)lw4m(ORX+=0K2~ z;VKCF%>3-GYSaz&K*<@rpyPDzX4ty1eBrsOb?M3|1$)iwuAw6@g=hJkGMIaE${Ee& z3THJP(p^`rLxD5gr8+>*tnRlRU)f7#VXsYLHKCd}>2q#&tnJ^OoT1jL8Mvp?(*{zV z+W`$o{jRoj$px>ic}IQS&{A8XYm3T8Z^=ZrbTe(WWvVknzneT}VZ4lRSehIiT4P5w zsoNdf%=wB04G!tpixo}#qc3)OtdZ3eG!xY)jmZp%(J5cmCUZ=#(buJ*3Za)*<@&s5Do2fIUq^;K)eE$~=^rrojs)R(YVB>Ybag1u0F#RWQ)=WMFGW&vfZk zHKvu)fSmOBHBd0^gS5$1-4P1O+I3W#pzr-03F=UMM=;AgXazSjnIWlzdVaWhSMy3^ z$KDm4g}BX~+^vFRF}4HzYmpBMe?F$2sDVG3q@gO&nvygG?(vL(YGQ5QKQ9gwuiH|B zLK-x$g5RZVOBoX;fS=2b*OttZPLC}gS2FzZ4(F>(9%Nyva!3q$0iuCms_~a$gtg7f zhUt(PGFGz9EA@^;_CN}tood|2`EcfAj6wa$$LIwzT(+pLQb@|#Y{4`r;QBAoKgK9&$3dnr7&yly5>`xjLfk%O{-2R z*=ib0e#ssgwP;B4TwEE#9c_!e#ZESjA*7D54oIx4DP`M6t@63I8)EpB3c?x?e+7$h zvwtfPndwq$g<%9PP+QHMrWn0$NEA(ucYqDmJk#}9h<4w^^@4eXQtMYdi9@sA@~jQ{ zC8K)e4Sa0QiIMz2*yzS1mc>Tv38@-rqG*dMGzovGkM+M723CDAF>YX7rePnr=NKAP>~nANh^vr0UNa|I8S+%S(4rGOjebt`9}ErVSA(AzSm zg=%;kG8Gh5D~@~x-mFKvYA5I%)jUbLDW^55HeZr4-`R+PH(l}y;$u3Lr4w??nDmCe zz6=$rjTV+EqTr#!MO34L>WnM_)s!w#lO*JKj09_B$?>gK^KhF-;* zqG9F@S-^;r%0y!f@nC>|pwACqr*eP^mHI{QgML~^zn+h4Fw|EC2=(neGb7ZuPpJAC z>f0%x5bCRpQV8|!rgwmN3hcZupitkdz_+wljm{O%U#OIy4E1%m=8krH{(MIr2mv(I zjzOL1gtlatpS{W6OGgZzyVrJgzUmOcybkq@{Ef!v(L}EvDV<6{#3%;a^|W{oRLe(g zu`Ya>j0#`Ro6c^X?Un&ySVS7qDXqHc*|WtpKJmL+@eKB5-a1vM`&-abM{IoA+4~go zx*Y6N)1^kxrzR1j%%JI*LFyWs;N-D%07;0x;|BU^%1yAJ^T&4mu4e>PVCp@BvL0ys z8Ez@}Y`%4{HbZ^SLVWlxt_b7j1uQNdnz+MFIj0b(gqMKn)$BWkJ0VD`xPj2 zG}}J%iq;B9*|M7&^U_NP<{n!@@9!g`j`Q<)&H8zRtOvQwXAm`Scl#0-5kM?U$ya5H zsQYM`wST&R=T@Bl$p}N&z;A(p)}870ycFOj(*p@HSulYUpYB92^bEOEvtwSI3`{I} z_qb!o)OL~~t&I51*+Nn3^-4a)g;PQzES#lz-BowbVl@=H+g=Nzemt-@c#Qgc1Q*)=nxH+3xdDW zrdtxf^&G9wj%t7TNx^i5{Qf^L%;-t&YDIB7G(w&N7ra*T7K;VcA0s4!F=d3bBBt%C zmgPkR>KK-{J=_R6wo*Cm0M07`-j*q~c={T7%y!Zr^LkA<8s~M>s5V_|aKp)9N)Q<# z$50TDi;^)USltLY?%TChY1m+b99=0X-2^$h66bccEyn~ox@^j>tsZEp?UyFVfwVX@ zK@J389uwq9bCRLoc??`*C?Nrr&4&5T=mlJ0?g+rDK9r=BPA53K3y~6q3RO`QR`ag7L+o zG(oBWCP@2q`vM~?w+YhHf%E}4_c1{-=h`trGGQA`kjj$D9m>~}d2Sm^v59WF7)uW* zw^(<*TP&RJ>#8i*|4gX{Xo4Ij@!+TVVVSoUjdk6w3QKsq0yuI^kb|0hnji-+5yJ#I zhU^Qjp9@M8`Gp`1q+|WZc9Ab?dTL)v|rZ z1UY6NdMcLqF+q-{0L`dgsZ+0j_HBY3$H7v;uZ{_F(1$1!P3Dywp4 zA@(>53aSx^h0jbvOKm4Q{?OG#SMF6e1O)?PV;fKP{m(J<8Mf{F9t7R!B6|c=qy>bwlyb~qID=0*#PGpb#i87#)Fw^=5~fwli(aQdN%DaV z$})o0YFDs^RvH16&}IV~fcC9z+Eg&Z#*QjmC$_Aocu->|0p$KNOrqTo56GvWue+~i zISf-4wJ4x;Jkz7GiECl|+OwVo|6K*jHE5ep$JF(Hvqs$Wz}KQ$ z`8o%n$Ifqh*keZJcP-(8atz_kK3tI7f7vunDjPirw3 z>!Ri?nD!LJ*|u7yV;pBsXVLk`c*lpLpo{5tY!vyo<+mwv78o4a>?R)?xA7VIal&*B zHcR7r4Iol@HX1h#H+Zvh0}#O$^&;v{^Ef#Ht>K6#xre|9K4J|k&Pj&kSQVFGIC@Dk z2m(L-yVPUjTSBgEO94veMQJSl^cO-O&R@YMNZhu>|$>X z0KURw;>;ZH&W;Y`mYf68Qhy5OT{{Ce;^)d`=4aNrN3dINr$hD(mw18e6dzhL=j~_r z?#;NCo@;`uvXc*n7OB|GyEWsLRBp%w*NDA0>fA1~riuG7LT{Rs`M?bOM}~sms6p1l zI{A1~#hTIkStEjX^5vu|lk5y@^{M484nn;CaoUcjv9%kTRUc(zGE?^~%w&iofc;L6 z{?8f~orxzYk&iDRHfG0&*5(?XkV@od`3 zOVgPWklmEMKBZAGA{}XDbiQG4Ls`qYKxSnO`{z%cnnl5OyW(s4E}F}fcwSxQz4Y_hs`5Nhy<5D07ol4YF=2<}q0)w#IJ>eh8H8L( zH}5*ol74pzJXZT8ZffkAaT80!U<|yY@yc6t8-wD>kQV;c$Z|p@UA*5GW?zRk_(sj8 z>pgkF8lndafGowdCEc`LUCN^KqlgKSr`S3XfSlCY*e6iARcrs_(E^-ff)a2I?)HL|BlG7Ny8 zur(DS=6=C7WjNhLXfQ7tGS*Zw)ZPy{M8@VI67`?8C&mGGL5 z7XU_2d^Xidb<@*ZbfVcvcoeV$i~lSEO#y6bPwi;;KfC?u_xWlYXGEX!vS_>?pM~{f z)c*AHtc$e+&FohN1Jzung^n@6m5ZhjS*X}QR3<#_Mn`+)ICbE%MS*u1s`SVgID7Jl>iyK;D7KEM_5IhXO`{)q-Hy~Jt z8A$z$KJ6>=(UcL8LVY?K7je>GwXA(#23*vDlsgV{*h+fuTH#3u=W5?x@AIE^&nx|t zL$pu098i+2)C#vTj@p&No$pAvQn>S$FO|YQbZf+w!ad}`b)|3*rHQ0cxVy652l4RH zEhvS8QYkzIK|TB{l)^pa^VEh89h-xDjekccWUjBH6K4`;S-w#&G;yTd&9I!UcdA*PjK_pz^M%G zmGA4cpcB1X)C214)&`j>l-l4nx%_uaqB`2(Hf2QGKsu<<;&F&&Gou|D1yaC_A$9P9&Bwbm4DVQEd0VL806Ww@|{R6&{H&s$1bH$n(Q#ZB+ z%tZ>HO{@m%f=U=j|3i&1Ng_1DfS`{w>9Q3K8`5QKTSB^Qns_-~B@i9HH1oQy=+Lo0L|fDQ zr%|0QvGxt!gqdtPuK3CJWn@sbfNsI!FynteU&Xv^HA+BpUxLL87`hUR+;n5Mt^-N1 zTm`m&@~FijD6|akm?WJTJ-O1#?QW_-xCRWNA#jmZHU%t)%7Ap)@e~ z64P~L+KsZZaw$q+#J1ITi@w(XKHTO!1O(ESlG zJB`yjR&gx}m{`+t2^cRJG|faUtu`J1k=?gP$giR@^S{BzM$-w`7=6^x=Fyq zXX+(jVib}u4lrQ}xd9IsHMv2W8+`KA$Y(GS8FH;_-DoC=%41JxCyQI}+77+zi)!Ak z?CVE_l+vXsO$smK9?_L=`7>&rA$4hfGL-A1o1)K*W+6mN@q<8Q!=6>s(Zc_0jS)kmsa##sLPnr z(g9!reUFeSHB<5W^cYMGAycYuu2RSpKC=WNqnvOMGJ;aboB|gz`YVJ?shN{=sqx6u zi$g2vytMzz*SD6G3hTiHLKd^g-3vL)UOj1-Qk4@G8H@qUo7$MEg zE$4w`hoq&cM=0J3$u&kEV^zk^iRzWwi?2n!S&TKgzILo?llD@Xeo1u@~er5_{PSqzd-3nJ!K(=h0pcx(0i>kyi+vSKY~8Q~>s3 zE8oAu5X(z@@q(kh*itf0XD_xga~|6!Z$UmNuolad0c0(nqT}c;Hf1$7EMUEL7cVgB zF23$Nbr*-`t-E+ZPu<0#n!1Za&x^M(TbHW4KI6Q_n%EtAiy@;dd5a<8tZ**V-jcWI zwW|$;OU)&qTXTuSmzqmJskvN`W!uzT0!qy#I=(d*FW9NM_z0iWTpTL5=Hdk{HJ6|l zsku0`Z_Oo$i!_&5!_-ykNkvB9V)>k9!{(j$Idy~%Z&At@@D@Az6OY(Sb5WKTFc+Jm zOND3frMcLYsm+;-@o6wH7h7V`WG=R7kZSE52k;hU>`LBZxIqura?aUkpZBTz^Is3I z84RzfwdC7Y;5%1=MYW<}CLqSgVWn$PVB0`rUC#d^Qnl+zpJ;69Ae~V?GiJ}Bb2*=l z+pAi4sqoV>e)O#SQTXr)&2dPfIZcffo`b%gYq|%@Vd%DD7;tNS<}Mw^bwWJTTP*;OkKxvHdCfC(tmy@P z-PKH04Fu{C4&Zi4#EnS?#I|V6tldj(X*^wMOGoU&SNPV*ZrM1d`#FCC*%Gq)ZW-jg zq_wZ|Bh=M$xB%xFZDgj4sbR-^E(7yTpj(PnIuF#NwH0aS$g>e<)}RRx2FMl4%tx$n zSRM#F)&ipBKz74~Ni%|Y9NL+>!ZD3c0O$lGH!Q2`qsR^%6s8o;lL2QtXg0>)1E61h zBw=NwaRYtd8NeQVqzeJbW|XT->TZ0~IN={bMFXPr+6mE|~Ov`D^@G~@KxT-~C z{7JOS*S%cYt4yWX;!o}J3on6_XkqUP-p88Z&4<(g%-J*_srj*0zdb=vvR;OXtnSDKPt#TBZRUt&GmRW^I zKr}wosm8o7>cqOXOCGqOxzxBYE@MYE-6R{|>3JEEjmZ;M)at%5#$On!Q#3t3#xbK- z&kkBF1-)7irGt^F+E*+q)5Vt-&`gLsqK5=qY#6PXLAe&3PYM+F0====qk1a}%kjeO zHHuAw>FQA3y8q+qLS;h4&CHfwK=MfxTbOIeBU_UtMQEAb)rno>a~tuZQ9zIk&apEz zZfI;r>u-TdC(H7H}teuV+bAk3}gYF-^FCod4$~=f)l); zH0(^EH?(Nvz8qSw6f-!*w z81dv)uE4b+NC*0=9ztnn19fN=VyR5fy?~fqNkqp5jYOay!u4IR# zz4$11k;?r!MJ>}`#Fl5|Y@i2k=2~J8&8qt#S0@+IpF+rX)k*Pp3eg@$+>}K0nw{!= zbzho9`y7Ez1*{L`h~3Zj#VmIoH?q@(V_XzT^JdFp)m=A$zrXtRDsXACrLA`ZA{U}r z#0y5Uzji<~lPXn$^9HfGc^Wy%0VA0>@tEpH-@s1q1K=dRZzSpU7N--WyN51&AW#+AO`DkA!^>=@s5i;va1BNat)(#ks;ni zMbDA(p`pP6IXt@B*0e+gbTCQ)PXJ-vB&?oYrTr)%6?bm;h4{EobY@C5M+)SbT1eD^ zk~;%pFK8svv0wu6l@}Hm%8pi&?M)kH#fS4It%i|z3!@rN#OBlG zI}=g(xC(05NNYY(3=lDpe$S|`2uH^+agE^W7a7*{S-e}q5mlMAHQ>syrwO!YU^klb zTDR7rX6$xH^*&3OP|q>w%^dDPS3LGru+9$l3}iPzRlgb&D2WJ1yK$)BqgZ$7dosT!HlyU@ zE3rnGpb~51#`(oktKCph9+%p-SPfF{-Ua@#oq1UUkm;Sve)PMB-R+foF&)^h1W z{fJt5OFSl)1>qD5i1&N&VQ^j17esjAMX;D5<8c}m#{{u4 zQv*cx6!VOqPW`kc+VI`7j-3}*?guK#KC+--yZO*p11e11N)w?=2mQdVz{fu^;`+(U z^D&=sRq|RI&ou9p4lQ}PzL{$pX0LmNx$1q%Hi`6SSAo0a`^wnL5fGy+u#igN6xxVG zyz=uMSD*P7Jljr@bvMoQsmtfzarGhcf#hdi@Ej7+`xO#jdlM0$fvY!V+Ky_)khpuT z*Vk?S+Kb4TYofj6Bj_`rCyk=f*fay@4?P3^oojZ}Er_PJh3c_Itugo0x}l}E%y?F# zlBO<~u)6&Lg99x^-IQ8upj&uK+!oYJX2e>Wo1VVeQLUF*YpetE*Pvw;O){(}4PUOj z_pakj6OCuC>Zf}Aas6^Ac7oo9lcmc&pM5I+ZvY<{Z$OJ+U$P=OA?Zsl8K=iRA7rgX zjTIdQM4JfUaRbx~gN4;o0Y6B7mIV>P;Sjy&7@6Lo&si|)6u7zR^~3xZ>S+G%BQq&R zZ95w@=%%5f-aGT8xFM$Zd>bcrKri74p_zOfmF4`bO5&t7x>s3}T;ca^#v(2>*6TJ! z7{VNo4G6-J4jhFEG+bS62bQ>_8W`)g3j)e}cHoX~=_hf?wHMh-b`F7efChS^5vk(j z@~%+V+<05ut)0E-n?PQVIv1m-t95gJSX`mUn_Y`VN?8QuJO`-AHT-rnm zh!lRbfEJUKPfZ!*;$HMV?;satXH?R&KtIOnp_;fFL%%VX*gW!qM2dh{!FL&%oeF}@ zn2J82*yFplQz{zgSpxjB-0~DthC$jIGbOX{!i^0mWCK8j$x9(%2`B0D6p)1|yMD4YJ2b$S7!}$Mt6}Yu| zbiIV*rrptHL8hs1bOj1D3`G8Ke2NsE`u6A<8i1bZv2b~6bXnzjBt{ce_k%cEK9My8 zQob)vqRN&M)m8p|1H_NAZPA@_XG5dNC*J^ZvP*4KANlJA*J!NQD*(*b9+WFtRzP;P zuP78oyIXQUzqOXHdaQsH3B&Qf0*7$L^Mc;UXqoE^wWZ&X?1kB}B$4=Tj_1iF&m8T; z;}COs(wo--wbwE{Qd=f!?X2JP&hwB3sfk<#>!YqqPH~A>xJR4S zJ+-z4GV^iZz&C z1}ltSAifHG&yYlk?w-jv(9&X~bXHMbXJ+nqWSCX%XD;Qe=|i`uKJMx|k$6t=Z!;ep z_Z>pMNht->{>Ui1Xlvq_td)n{yM5%TK!zJH=*QGCAHC@YKm+1-?wiT%Jj){>T1;>+ zyu#TU1!&wde83?+>NC}t*D4-V(`glmzm)^ah8lB;U1)SD*E@k6FG2Q$y%=m+B>ku@ z#i7?n7YBr0US|jt-Y}bw1i7&l*RQj-g&`ZCZ7(1pt=V16h+ntP`a!_xS1uVXc#bqZqA#Jo?ANDqhJ~f?5W3|H%&QoYc{5>Fse&FWE_Csp&dbAf(sdQjpTxWg?N~8}duj}(aB>egnx-cOI@bDgo*u49JI1Gn^W@?_ z%zUJ#^xR=|yW2Urh$$UgN#lzp?m%4(ikSCyIuN*17R<&C%F_m-F)YCP4YfQ)EZ`w) zyikX8LdDOru|hv_kd?~^X!$6XMf0OKVrcemc$+`iJd)ipRBxI*EzTuodB48s1-hAr zYI3J?5OV6_;ffrRVqQcZa`~B$W>FiScsGE|dR9dY2KLm;*2>28k8D&k3+lpmDCKIO zTP7GV@E24&(PFl`p@)a7(j|h4D)S&hW@eL1lw4Ao79;MaDls7fXfCK``uXYWGj`gd;CT)50q4bZvL%`RJSzc3!y$&imRvTf1hH)R6YDz(a4+-< z=qER3X=4~XbM{R!#i;Jb;NuvvUh}GY!-ItBIdQhL2mz{4jXto7S^}W3mJsoMpIVcz ztb&~MyxVol1;Nc6(ykmKAwlA{+m6)2)lbNLnHZ=NdEIL|M>fF|Ks0%{?G5f{fEE({@XwNXZu*B%KY26 zL;F16f4&htO&aU-x37HseE!M*_g{Yh?SKB8&%ga&pTGUL-+%j0-{1fDzc-3?M)B{z z^w9sC<4dvQZ!6`Cg?)#aX|+hBe#V5mwmu4sma}-kTE7GNhyVKPfB(}zev$e={@>5v z{rKj`jhC#8XJ7i|>yhxdE59fe&1%&{W&OYIKFKOpMC+(;6K}UeNgC64mtvYzkuA=c*2|`GPoLbsQhe@3z;F zLN>og3`4#q6zW7ywrR*(3fQc*Qh4`9tC-NvVR%9D9BY5QVGPT=Dh6Z^b-Y;OI!NWW zpkRg_)rAu>KtqjP^eqNl$NM|Q#qd}g{>_$)Fs8RJ2(jaUxaN*xr@FqNW_QP3v#HqW zYdnDj*Ju$Nqsbr|L=z1&|FsNVbBRUjA#-X050q^|ONwxO1Lg@aKm$<4L0qQe)Nso8 zh-xnAgR{4C5NynKDfH{6+aV5#z*#vR z#|ydvf!x*d8U;cRih*X4vYM!U-}hFMNSi1pSGjaR+{|pul^~NT+P;A5YuU(F4AhS- zCt?7T9U0$LNrn~5;|;x-*-m0lUbptm`PQ39LaZZ4t3~xjUkgk5pbq9IFK{Uz7sefOW^dt3GOP(9 zHg0!qt1oD%AGKx26B~-f*c}kYw2K;Z`W$4xCNM&Fx#owMe+#N)*v43zaYOwyW zi@rMpuot7Zh=GkEt~hUHoP~k0#y13n%~L(`g!QO)rP?xYDl!F2E1Jtoty$BNity5jZ zm>Ljp6scoe_=*)Npy*U1oLM^g$DqjnEP{?K>}Ro~&>MnC!>wmBV+GqmL7ZE>m1)6I zlR+sO#TTeR?t@tS>s8=OTJY>PCE_9>p2z45m!mrrWX)3eMUEN<$t3P_Khu{=ER-!@S&f_&^?6_vsG=rEe?0nZ^ zv?MYE)n^q2>>PxNpt$5vB4Exb&d2{Qq|!eAlByji3l|$EWQC{#npcpU%2%#bxC< z>UMbE#sqasHqHai*=RT&HK5>m2|XhlLq!T<2#<_P<=L>?Oa`5pQNS4>iSU+D@x-b;a(!g#44%AGb_t-2mq@X+=B~an{|Pm=g8K>9`Lw+kaEQ_I(tI4@ zrp}=#DDqW6VGIZu7{r9o%!4`8umfIn;D+YOLIZl4_?Y2{2Eal~JdA@J*0CM>pj+Ce z%1Vo60J3^&vShY~wYY(vmQ1###f#N*-4Mr{{qB+9+_K5Va5gyS87*EI(qtm4Gbf7t zE!R41v47)EA5-TAWn0kL&K1uBH?0XxNL9CJ&1m{{h54jmAZ>{h1-hZ}lf#;{EMda? zSeEJ|d(TYNtt71-nB7HKnPw)bZbc9$D@~S&iL=8mq9vkLo$Onjvkuc&3xJeyX4`#Z z;svw$!NiIOEY1#8T*>7I)tY+?s`K7krzHmyE0{j8qE?xJlYAX~sx^f`K;wmq6=8{| zdcA(SZ&a)Z58y{z;@SfA9&Qr`#cUcRBF?nwsAwUY%*U}#O@@DKFG$R&6)7YO0?{dO z8hk+&&=O<*lZ}^Dhk$5+9DrzVEZLZ*7xoOCa^a#yi1RU%HDo{p{R@cH8f{7ZaGBR= z19c}|L$*Uw(U#HzBCEZi(=xQ9x~BSNyr6H5aW2+qDgrn9LNm2khsgCPlQHuHZCQ2S znp@raskp?Jhb*ciGaI=?McT`offj()j~hQEvbaQ3holf!H0zMoMsr3@ z%c@g`ikxc}?`mHV^)?l(up?I*6XRl{Lj$sCH#J^Igs!-S=F(pP^!n0r>Zz1y>>n}p zht@1C1RZXaI`A+8y&x4YS%gEyfhB-@LDte@rz+XU3W(mVnwvb&k#6al3v}4m_nV0l z_(>un(aF?|)-tuE2cBp}6W${3(sw01f2b)o;5jtg2>?Glhm9tv(R5-EF2J({sai*k zMmU~JDk|q(I%L_Hd&HAS+tq$S*_Li^(gW%#pFFag@1JTm7TJ>W)J7l}j_j61>1$-C z&cJQ>JCli!VpEGyW9mi?Mv?O1G)seGJ1(YS>)U_!Pb@wvs5Tc_3_c?3y7DArL`Tgogt5A3+) zQMyJ@B(9ZuIAFL?k~TJ0%7&`FRxPdbUe5bB^47I(WALA|ao=#~8 zdDGc>R>CkjI+zWEpmJi_Gf|9(hQ_4_8&CTYH^jFSLZ7c{!wnKRJKKJnV%kpc<_-*- z$GXziPx)|3x*WjWb-bBv{;=$~A(u#04+U4nX?n+ZF}VwUoee=jT$k2l^QWP_HJQ@f zyw@6Oq9438Q%P8_BDF5YHJE_l=}drVNf>@k{cfXAnD8akH`y)Y7`1egVW{M|TWvRZ z>;y@nxaa2e))C{E*7r6bmB2XfG~)!~G+fs`cKsHw6{vP)C{ztdF)(@XOFQ4)GV2Ge zO0j_Sr&H{NyN2gk$@Vv^l0FRxd3+`|DC z>swY*4x-cj=ZtJAT*L9Y&s;+Cz)5GSE4h72(r|?9Q<5(cnRzFuO zgyT6nuWyv4iaRXh2Xlw1tGbHIi`>+5hsmmzIBCb`Mns~PJCOf`EO-i zr7JA)kqYrdr)x{eb*#5r$>pJ-lFKs#EtkjXXt|?^NAx(Csp9fb9u@Z##ObOEAusy{ zW!sV}F24a4S0^@AT+W56s!lD`SRL8aa(%_-UESCHQwDaBuMdQfP|Y1u@Z-;C+6GI~B{&b34WD&~p<| zyAHJk#{nu!A;9B0vP&HAf$9xWInFN`UaGl$OZ9qC&1kqdb!i8unmZm*ZSQ#;fftK1 zlG=;vjZ*&t)gARUgesFmsfPzb&lP`6Jy-k`dhX$_d;DO<6mF&| zc7-0%Q{eIt9?p`hZ!*p)MPTF=lb>+n(Hb%|+-E%=#%USFgs$w!?9(!8sj~4$Za-cN zJJ1}0qUDnp6Hwi6puM7><|F@ZeDrw@=y``#&F6NA&gXWB&PT)5Iy~tEMOV+cC32vh zqj+%5q(|0^tANdMn1iNl9DtoDwng^hL~I4H?EuCryp5OeojgUY?){X2XlA1W1s5Bm zz`I(y6X06MShVyp&7+OH78KP}Jf{L`wEeO16uELyV9+?eA-O=RHN6Lu1$pD<6!=== zhMd-!>2=OFASs!4i5Vp%Uyb+vGWia7e~jBf&-^+EapDCFq1EWAZUP#Ka%_9W$wd~m z3#j&^-%{?+-b3p2x@*84N1fBj$iA3r(}1-SOYm;-{3*wzqV<*FBFk61x1PJ~9WEjp^`w%ZMjE{JXCx~umK z*mt)hzVX~okkEWya@v$68(PFv zEV1}kUT~>6o%IA459*((b2FEPs$XI*?xY_Pl=(k+d1Pid^jaXpUD6@xIi;Zn+E3}m zTGIZMP~ufVO7Y2I!ponK9!(0SgvUjpH~o4QxDq-uw!_V&C%xhz1_F zyUd*dB~6Vpiq!$TIL*%U#!0LfBRWQ>8ju``O^vV5F4?kTNQ*pbsU=6a(2>~hyrG?A zpp{m=Vz|`7o6gpGx!h)z^6f77S*2b#K;vbFo>d_ZZWQ#)3XpF62p*_sShI$FA7I*~x%A{59M!(exF*=^!to-MJ*IZ~f3v9PRm zqs64}SZ{Rr29}|MzpjEnzjr~b*UBplJ0N3#;#7A=pB)en%2#~&ScszK%zJ;poIa$k z2y=owv8@>Xh#AQ%w}D3Owja(x_h{61sYvn5p5gjiNLG8w4zs5juLH|SQf6*~N&j+) z-*p4wY@{$dH;jw6_Q64}N|VKIWn*3gRyCIpc(bW(trz-+S~{!Tr!L&gD&dT3)T|6+ zMI8-;K;%U!DH~#8h^x9cUS81t(YV>&RlmQ|&j_&Xqvmi+_+X9cMasjBA;!cRw6e~; zmcb)YVFK8B=IPIWaON3+<3__tnINsXvx^HAoS2?hZD-e2+a~m3$WR4#DcS%eYovXd zhaY=V7jJ6(uWuVt2aH1 z8?=-bfFx7&OD$Ftz8J2j+nJ?Xy+(+ z9SPyD7mQKS8Q>PTbjg#sZ&ewNX&1%pqXw3 zHdeGXs`mv|#rEZ9TFtLk^3NDgO`ph6)3VNFs=OO9(JHl5>rgeDSf(nzZS4hR+bNNT zcs_AxTo_+X%A_k0tI7YuyFjbwj7l8Nc5ctEu2{vE=epUc9!joIK>-!+E83#VwV+}v z#h)cfTI%mw3jAxJ|D2GuL;q9%T}v+Kj>Z67|0S?ao`sz^#OX0T1&;U^Q~`Z1hv|VW zDl6l31|TxeqPCT)7y4y{g1a1cUQBPN@kbuhJ>)5@Xv-iF3aESFfWc)-3%(0oJDENG zr91Q9xTLUqrh+K}z2k9rzoS0(oxa8)a%(zFcN3F!XTff=*gDnSRX?S!yQ{9NM)e_S z0m#J7QSfT0_iDPp?&|2y+fr17wkaKhtNr`YWe^uf_9KrAJ*N9nfWC8yO_we_rU#ao4;${$8t=(#X~MJM!kSNSXGG2Kxdr-}rJ8|l2-VPc$Gv2L4^_Yjk zzucv}iD;wl5Bg3)09O;&5HV#~B55r(Htb;VuaPvGge$5hZxw-H(-WL0g04#Og%cPo zgiCMf9vR+yu@tyVcc!YT=K$H=GoxN>$>a1I22+WYdbl7wrdwHVEDu{_lxVw|>mE0h z4%4C}X$lO!3cfu$G@wTB6%e)Yn6kqpI(LY4}E9@E00dP6xDy*;e}c_zolkK$iui1Vn~8JPIQAwwdAO%ZMD}r60uQ zl_&2DMRiGWWCkQeE^5pm;^Ea*LdBP~I7IASXj_TfU!-f#}(YKW6Rw79T@CQ_N`Y))T##KVy z_0u+9P>zD1s_Pm>Z8z{^yk*|gDea)GLV~ZAFiegi9fmQ`Mq}ACv5Uur&VdKtVQh%@ zqh^+l9y?3x2DX`55LZ)MMHKA7uJp$^@DdKafTHC9+U|_`b%+U$Mis)Jd&dqb`(m7= z{Zc#kmWuA7r(4-Qf>tg?t1~2cFD2D-liFUQh86&`9Z6K5B(x#IF@za0!3SbcunORQ z;4d)%UIUUyzhszjug&JIuLug>OZr$#VnoyY1UaF&=eGBaaKj7=_BGPgO{~~T1ZCexDww;M5wmq3R6KjI+yx)EAT6eAUqxRPeo&j9j>m2V;OZln1ErfGauu%e3b9*BAT@_u%_Itbn}em-dhO_=y3(2|G3Z1^|11qD!MnD+h}y;wwH z7wM3q>{@ts#wM`YgH~xQ5)hvS4z{?R*BQVE76W@Y#!NL{SIVK)7Zq{i*~{1Qqg4P% zSL2B3$z*S+6Uw` z+Cqp^+rqAPT@(0VK*Rdmsvy#CjS>!D5OH;h-V#}xVG3SNuOA#8h0odoSSYp%uvY|` zmC{om)j(;1dS|BLL!!t!b=teA#lK$?1J5Hne0U&?|01fdKN);P)lyxvcc>1G1nH zWM!>m5M3bx&6e(<;vYl|w(7O1J!?xp33JM z9k!lH0g6>m@USeXGX z4zq@S<_0!E9It}0(R9G1*ZjI3FSB@y3n?qZI&IdpnKZF<1eBmQR{Ul`<%)Mqr(TFN zcXo}$hix=U`mh$*JiCD3ksD5uq(ktsxX9j1odE8IFgLtg2IhshK^sD|wvvyNK3yFn z#D%yi;#%y5SgQZp!p4I>bEp5c13gof)G`}pTa z-#(|F%|#Ss6g+y&paSCqFIv+D-TEp0t?I|O&7YaHwGqi$cnvDQgGFvqW)Y`b`Q)4t z^`#Y-jzs;iCNU!)RL*mo4Qt#{+;J}N=xCU9(#8IYqoZKW-%_KOCk&$}?N&qk-* zX6^0LtQWeD(Hy5xldBQH9E*!WcUcfitPLPQK!Yc5&w6M%as8Q`kufK_N4;mJlC?fm zyL>Sfj6;w*nnW{YYb%G3ssc()evymNgF(>=Z=^}&OT_7WWaPj%l$QNoxUgJr*`A*d zjS4hMrCAOE`VEEFJ5i~_G6-IaY3I1M{Dnv^<29A`k)5?rN@odj3DQ)8GE(0S z=;u40GNJXZ5T3LsGUMx7C(Y@Ej{Ba}eXO~K%PhAJZ@}oCV+rPS+pLQfc{S3PK5cy| z%$fCP0@rr8$-P~L@t&X~=ud2hMo)1Wp=uIW;nShTVjZg+O%4H`9t=Eor3k6rMrpljy@nu*5rAhudc zDZj|J5u{XE79}&N%#lTX6UHWI{0WTMw~%w9Rg4^#zvrJJY0BCTCtoEOb{>wC?iYWM zANVheh)BoF0&M{6C@DHYh~{YK#`<`(h5S-?pP}|Hb&}OW+YjIX63Q#O9}>yS7?SN5 zb^QO-uryWr7>iJba1ipMss#Q5Y2E-NorC8G1L|ZhTY{+v5F$;qt|LV?lrtkCuU%CcfFnifwr!z~*)6B531m0aK#XmNE`)yD3EKKEm>9%uqq0UR zCjRO}idSpRaLq+*Ec&D>$3&m3bAw<_+8v)R$0mGAl_(>+01+*-E7Az9j!V^OnHpO< zC1ruCKN&GR3($m`L$s|=JXWpIe-p2R@!G9aem;;Egp|l2aEVf*c*0!x8O6JzVhLNW}MozpXryITLm4{4>aX8YS{-?4u>Bmn z#()*0aAjMW*}tfny551v@J6tnk7w%0DX>_chu|g)zO$ zM>P`!)JUQmFulLsz>D!GswqGX4X!kryf|u8pVL@dUM)LXG)&CXKGG+7 zr(Iyg?diK>jvg|8Q>5SbU%ZS}_a#8)=aR9H^kl)pEsfY~P0xyZ)S>}R6!9PFkE|uL zqb|m1ub8oUDD|i~{7U3kh23?Xd(E6Pn|Nkz^J+M37Gcdxn`c#Y6urR6)^jIpKXYeo z_ds&U4L94pbb02*d9I1Rkt%y&3~V?*R4uuWdL`mDEtk41CW)%|jb%G>u3OrkO;=^- z5(c8Kr>>vBJNA2U2yurY2VCd!A>_yemKw#_i%*Mj{DBVSu-*-6G}V~5e$(MRUaa-O zkkT}(*&&fSyZt?Yo3ojfg89J@hfo%fSFvm$SuWy8 zP%{!?mFBsb#g~7v8KV-73E(tpj~YEW_jC{ZXl)}=>fir$+xvzkO0awkx3q8cuuUK* zi5NF@N`1Y&waK@+@G1c{TBoUmEdz}UZI420+o&Ym4K5bHaAdsOSwX_9#`LZ(n-c-R z43W|+bE;E>7Xz<&tkYwl^7J{c`=cI9&tNYvKU%}?Pfyd`uozoW5p$|$2!)x(RO5nI z!60`1(K0B_7Q*pDGuJ7VHjqGj&Tff2;5X-3z}oX!xgR5B`ZcqgNIw~(azTYrYNOYi zR;~unP|Hv8QBsE@J(PJpgIgj|9j-6TdOyFLI)NkvIF6IfifZ$Ulr*Jcfa2G4r?kV{V4JFjdOZ9`pF$9S5*fc_*#jeBeEq}$_EUBV4`Zm4wMg;9k6 zBYOVaFTl1GF8RdvSU-9`&WBR0B}C`?{I=NV-|cVtFiUkRv6?tOPn%LCUSKaDW)bhB z=G@8mus`Z_PpM!v*#W1z)&e%Sy}9j7SM=z*L>GB*GYD*;!aYKT(=xrjEz!|kEL*kF zFwZVX)u|RaM+qBxwu&T7T8G2`RvIL%HIt&}bKh9dbuk`bsIFK|^9J)*Jr15Q-g+I{ z;w7x5%*i<}uIbUUv7L{Cb*aQ!M7{oFC&)a=?Ef0wH6dXw#7-U99guq$KVf0NC5`wL zLD|=?1{z(ZP{P`CNYq!N|5l@KFM7V0Gz3gzEKR~V_t%Y^_o+qigc=JI9HEZ}1Lz>c zsyJxIpd_$mkh+E?Z>_&;N=DK1`ViAz4G;pwO84H>Vy+7*MjQp8cC`~?r0*;V*kuIc zx5a623KRxua5EJMPif%8T=8y8m%LNo!z`iCXpBK#WdHQ06uW=ay*>w-9rprqVJ?1# zyB{boCEb3SiI{U%!n%KX;UuQ*9n^FIelb1UCp~~sWPs&qO{bld`2j+e#+Wcc)`Nu% zNgj4$6nPgMbW5W7#DNS^$%31aJ{smnCG3imuv7mgcCS)itGXl;_J^L!krVF`)LAYw zWW$afB>G=>)0N~bqB~rAl5?CCb;=(d=JRjpzf)ostxO8a@a$KEp>)R4!+vdfyM0B{ z)3TE=Hdq8XAEkC-2j|&QwEvu;_bwZj$3P^&MVQ`_LIPhRc0ISOv`Ob}_-(lBb?P@; zGieMKWR=Jgekr*$g8?aJ$#c8meVVa|j5F;AgV-KCScLT9gw4YN7J@`h(t-^eXY%W}gR;-` zG+d~8<3}8iG;&Rd7u$}LRjRRJr6m|cDzmKMP_SFGf#DPZEexaL_Bg`xR-5+b)G*Xu}=27`FR+hc6}@j;*92mOrjs>LjV@48mctxAguhj_|s+tcjNu*qb^c zUfAWPGR~!hY0`M$%by(1?C*4vj?ipYfS=)mqbV_rEX)T~usCz5yc!W1KbaXZx0iC6 z$WzBzZ{A=O^Hox2hB8?jZ0RrQup@*eRxYs9Yd#}K{%yKOKM8Y_bFU=I0zOnBCVAwl@Oxcn;+ABy9NMNUPX14u~P&X}+a_Zs6y3FUED_ zEN})+g@igTFpo9%<=G4;2Fy(S!xSu188xI+8d5eZ&l1y%0gBT+mHb202mDL+YJ=_~ zF=*wwakRpq^c(&q@O{rVR%-=fOOKkIyZJVO#!_=;Jv`_c$JGX^w}ZS3=Ae(EaeA8iG9j3T|Y5 znV^@DwhGx*A3JF;{Q1r?K7((s4|S%^vK>u1&c;~DZx}bn7=fyg{YeI%QykQnIBLeQ zRYWJlWFE(23efqS87;!TUqSlDlRuO*;%DabQy97;6!+pN88LL^@_Q(#ypM>jsx^18 z?OKCvozm^m5q7J$;&~dLAc2~q&E`GmCo7I4-fbjN_qMo)@03jcEprd{sA|@|K>|N< z^rP;pxjk1w64l&?z2~65AlR^DEmFlZ@*H)<`v(Eg@K`EW>ou6C!G&VBW;@DN)pX)c zDwnxC@PX!MRZTDY$)n4l?tf%HKr%ic8AH%u%p=|_pstVq2i^t2P9PZZ|HEq+i$85a zDmVXQu2k-%9-!ERVip(M!3bn52#2U*D{%|Y!2u6jIbL6DjFQXeY9PbyA(ngV?&&E9 za8F=U-c*rkLAZE=ceDvQcTM(*M!9B>!ye|o*@@>~_$C0Bt~?5TVBFFH=Wf*uYdyM`>b5Y+W@J2gS>^;4c(mZ@QCgvtAOxibyKq zF6gZ@DA|h;d5V8$vg54=l{yWRjiY%uHiP1_KO2JoLN)iT*$PYHa z-*J@pjK<~=TgiD*i&nZfGG%Bayc)OJb!?D?3>9gt;8Xi)0&c7!J#cy%Cu9s#ur>E^ z&1^s`lS&~MAb+w(f{uFyP!Gq!B1+du9Ok|jF3h=lnRn7J1Ze&e(zYGh#M z5XrHus=ReZqwhDkdr98j3P(TNBKVBVich%#DaOMRw?yq7is51wpqbm3TGt9wx1!ZW z4T;bZ-Yb%Q)2T{<>fNxpJTtGLq-%q$Cx>}u=lsUNVE6O^V74W|A5NGWnCK! zX*RRk3d>Q15(F7Sj)(f5E^3XO>!~Nn(DF#90s|ax2g)z|*bl3SLTSt}hO)o#|L==9 z(O~HuPG4E#mN!#lV!YPAJ(nq?`p@Wjbn0{;pUymt=WmE3Ka=_`^)`92<;uc-^5fSw zk9SuU-6*D}pQEWCTuaq&dr$bgEiIuyvJnz0RHh2;V7g>WNd!lI>3=#{MFk`K2(#ZQ zI?$w$ERk;)jyl z-}Ug?quk!IC!W`~Lym9qp(1`Cd8dmZt@d8<*B_ZECwXl@6TNZZPyXd!(-U_xam`jf z1}4dTioTRXmK&c9wK<4q&mg(w?$bzy4a-!&)dd;(?&4&p6iAKPi_p)Xonu>g2zSz8 zPiW}FcqHb(x54&+Mt;rFe)$B-JHT{9ur{`uny{K*$AjAJPl4AJrNZQ(ON9qKey6gA z&XS+6l&4zHUpEoM(-pl`kDuV_k?Ko<=R)*?5;xVQp85e2&|({U63}83Eg{b;L~k$; zc_gI7tVKX)FZ}z=pH+y>;`Z}yQ=ZCtnI2RzXA`Z6sSS=j1Rp>U;3!vtYP-z_b)}y$ z50R2&6TSHSAE6LVT4I?X@ym%_R8dsbnC6~In= z4&;vh5NSW3^ax_)H2&BLR&?li%m3w5UwDAq+#m)GJj`@y~wRbUBK;GUX*@E!k z3cdEWB2#>JI|sQ}h!b=%eoR97LKd1kH$@#8xc9^X8X zowzU^m*uJ2b9iU#MOHxvUAm7@ck>F@@_pB}GjBLNO(_dFYL7=)a(6fX&tWCVaH30< zEuKMEv5lg6_3NVrO*+K*AEk}_KZIcIUSQdK zaQ53~xZu6)Pa%$3)9IrecRu+zY zspTI>`7Gp_AVLnvQe3zQdCxTH)qx6m#iJtn z=v!_J?aNN+HtH--TITrG)HED`jTk;VPRz6LS`vy7q2qNol*(PB)d-+rD|X7(Mt&yz zNbB0UpS;kTd%n{p_&3t{wsBlGAx3~Gq7r$tzhM~K)X03S%?QnKXChDMBRVB_?~K(Z zaF&1XWjfGBYJNQo!yMHDC;N?c?m(k9WwD0xglH!zP!X;_)+W*KFUqc*Z2_)E07t%H z!Ss((QdV6n>V*CJxg!k0)(73dc#ZngUV_Ka>&!37E0)}1dMP*%olf=C0FuO23L6cV z<)EFW9P?3Z{>^BTM1Iv#;?HqKKT?Xhdb}F>gng_wKCD^mP1i=&yd|8myeF}QT#rH1 z_)2|Gx$9F+EoP-Lu{?6RL?E++~ZR3(kyjFqRjJoj~eB*2Q%j?`q1q;@13h$CYB%|gRnLwx;TYr0bWeAKPJVV zL=eU+eHWu5=p1SmZbdYPAPD*?cO>q8y3 zjP;h&NYBWi`tKltDY?IL->m;=;F`7sPL9~qHgB9Pbc^fwg~{+&FTy*cl;C`d`6Of> zTj&ON>#UaVo3t23aAgiuWZnQ#X4-|P}>iBh~toRP=&(-*bb$h61Tp5k{T_EF;2UTi@|DQrCTYc7e$sJP6xA)+>qo zN2C^<@b~m<4jr-~>LquFxkQX?CmJ@la7N`{5-j3R(Tp4xoLPpT&q#nj!H0#&?E^v^ z_ZPg#^j9BKSLA{NwSaV?nBGUUrOQth7T<|BJgSk%fDo zu!EU_!}z5B(ah%(N3gS55vivY*K(Ii<*1v=X5M)RlQE(})R?|!27A(b1ZvtA2x!fM z_$85=uNWN|e>8^&>E`5s-zPK|a%rUHZ)w#&@#Lv5z?ikcM}v#FttE3NX!sDpN!|Jn zUe!E_>BBfscoMwEaHbw_sQNoS19oc}o-A)fyfKZSE!9_e962sZrS=hLQ~hE7`XI3| zDt^F7i5ztF04@v}y}H|TD=4BO30_^?kis?ru>L}K8d&)HYa+@YaWBV<=w#^U&4==K z-fdv?opt5hz$xt!m_l{{dvA2!TPZt`{-I+>TfJB6&+G{9BNQT?YS7xk ziqr9I4NyufhtIoc2B-IsCLct_nH z^03NLy*+aA%c_Pt1a1ANpl8OpcNZo>-t~xL8Lj@@R^B?|Vp9Ey3w3`bW?$hmi@r!b z1Q)84X-VdKY^Je=54^A?@LYUcfr93-i>yI9KzY?o+PwK3E7-q2uKS10B#!w`N_!t~ znZV!o5Nv$7S|7<~I%TK;1cJ!>s;Y86clUJ;hxl66ACUMcf;ZcsCm@3~4}+pIb3`qL zK31&OUptub#8)EL0k36w5VReh12{n`O_j+xigVlucUv!s11 z2Xm4^deP*+VW{9F|IQe~h%JnE|I%A|w^_410Y85JSw8!*f8z*sZy|GXuPe4b%J)==gxAU*ENJZb$&z13Z=VCV1 z!M!KC%Llr5;ejtr;^&zFs{PJr0iv-dQ1)Zs*VVvRwC_}Ur@f~*4InV+}_vRoYCh6D8+K=`T6V0$-~@S`twMu zZ9UK~fO_GJsV%_DmJk)SxyP5os$$dSe)COb#~;#&EdsJ6@WbPn(1#*cj|=X z>*Kz|Nci;)Lcm@gRmS2>v}LdvUg)~bG|htF_g!o-Q?1Go*~j&5>RL*knlGD+BR(B9 zTQ_@g+{h};qSp8Q#$W!pqdBDE)f9RQ@K3ftC7t0Eh(diF{{cl?P1Ji|fK%}Xv9gjm z(9Tgi`22dv?24De8=m$(afN{NcbmiKiNpAnFv6~(Al zUZT()dCAhgzCHB z#Y!W%l&+C%OW zf_s9cIA_(gwt|O%n)fm$pG~C+V>$7-FcpjqyNYox=&m)i*8T1qYlZwmK{)}1yTN~; zg{p|PE%*6qp8I%KN+3}K1RI68X{Iov#U&~{kg}H2GcIpiOiH*c|Lm8sVpj_AuQA=t zAI42rHZMO_87f=V8=$_RT>{fkwCvUt?5vnLcD3`2>WME7#-w9CUlVj#{R!?x5nzo@gBdLM_(IIHbrZ-w~*s924xv}kHACGCjN1+m&6 z<$vB6JaT({mj4a;f1XMNJ}#u#9X3u?0pf>@sbL}D<4Fd{|Eedd3@6e{U2Wl4@QkQo z5u_66?DXVQS|oHd14nCk+R6?f2eJM=dgtda4-iAd6Zw&smU-^&}2dpve? z0q0@F&R1c9?S?ZkMN1e`UWxbjQ@l!eifexuPQNEP<1@QS9^u5tnVeU?vUmM^FPPdP z-#=%?4Z~N+ct|K93O1LIX492Zl+m8$Bci|Q^5cphj*hBIxrJT7<9uZ|=j50R_g^GmD%q9;Sb*-geK-vfU3ukR>aA|M9w**A)Prq0H-DPN zgEsGyIv1{>lR|ZsOE#pke~;!o^r%*wsR}RnBafv1FG^9T#WJ3Pbg_^sjJe;bI-+Iz zHxAQttTf z7;gXvO$^|^MBzt9Oi>_d3jLq6SI*`1EmWhnrbKwb(tA#Vytk-V5>MMs#C}L!5;&tl zqU(wVNp*iIxOlAGKeh@zQ~j6<4%BwHnN4knK&Fd}hf0SpxOngwZx!7oJ%<9o3Qx)a zjTpC|Gp{l|8i#c8h)>v2Le21~|D3o4(O%SzTKsnvm)6(78^Qz8BS}frT4P?Nk6R{@ zf=eAc5x_sY)ugj=#ai%oN!T@K+QjPyQDaS`4wzLqAwOgW=C~<9b19Gg)blD}vGf<( zD0&C{(u5RvJd8rZ^bNW%L&83$T|fK`hZi(vc!nLU}|1`L0=VbpQ*=J$6m zsR*O1kTdI-6?C{-4b-88el)VErJI@&F_YJosa=e1KBrhFkRo)^-*`x{}>4lY#MCsF83l2 z`mlVmfYn$@CV^|C%I|}UJrB|(sQoaBSIn995m4*q$wWBDsuxyfORu;qj<)6`n%Y6< zp*caa50B@}_9FfXTS14Ljo_SUEM9TCCXlNXpM}WUsBuqK$EtSgL5~y5%Wn2s<*nfK zK{%U1?&9-GZM7NwU?L*%jo-3upjN{zpeP!dCjHp&&;8N%<11$2djbF4bc5aJ0SVZi zKM`twp8Lx~7+0Wc6WDX&1y2yuQlNdhXMn1;w%ia0MNAaR>UhCA`$)k?i*U68!Jljp zSACFDq^g>~;A#`LDv+ZZo14L3i#SHB`8^D{jG-&Pi`OR*z|~^%NUsO2JQG(N3|M|T zm;5yWUqz+~Z9tB?2ujTN$O(EBX&8hG!wr!i1QEYc84I#Vkg)zkL1YQ@1q5A61A^SA zEbWt|+#|uYGiupD)q`UeunUY#{vkh!5lfamgDWI@$VQY6H;S>o@DHs>d)byR=d{3$ zz_yE6R4@04S1ow_sdsTl)2zS=7CJ;_gtK6vq>RuE@^|{`7U5*gmxk&cx*f7P%{KuIl1jXEuZN1-jnw919~crwyAm5Vo8Xbrm*Z^NB{ zW5<=|+dM7iYN3hWVl_N9&cTjYL{uRC0+RZ#F;)}8w8q)Ff$t_1K&{Q#u zPAZYvyf&#Kb=EuTz2%{E&Vp+QRJbW?*I+?)T%kP~lK_upLHenrg%C zUI_=Gx?XXtdD%eQ1BV_Iie4YEPj@HR5cpHy775WJ=RsfMr;N(y=ucC2A6tflV`5U>fx_0pzq)im zm={?-B{L$M8Cok~hw(mM-RKwhH@~3>2N}65GU=!{ZI1?W+q_g+nwq_hSvO+y-4*7} z6tQBi7!^-EQ5c~1Ji6_sC8L4bjbwWC40-X_n)zGjjqMtjTNwoT@y0h|f1|@0b%N@4 z(p~H@(EHy3AKa&23*Fy(h4J1b?)ot`DHaVkC%VDW{KfE4?29TqjvV$O_oL?{xWIGA zeqN6@TT>#{bJ@iA)UA4@6j@WvGB(~<(c#c??24!1Y}dRQtFbhuoE@^*Iy>jrEa49& zh?K53qpJHOzR?W+S#_-blR{Dc(zOiqR!I~~OEWCHfZ=M@F^&xHgUGlgbEOm68fXUE z3YQ2;(8Q6Z&Fwf*LqcqyaaFjbrY>CAN)Lbo<@gnACohGXZ04p)^ z9t;cr6{;umEYnh-ersKMuu-8!`ek%G2!j+`njCFbQ@76`GZy{Iur+l^ib#0H|K z;ew9NbfzvQLL|7shRd>1SRJ?2QV<E8q`C|H&wp#PIYX7n$YHGoX1T#*+uXv4LyO?jiT0yv&%^l~Q z{8CkI>mOOuUvN-o8c|EpT>#3bc=M<;DY|icI^$Tc!)hYt7#x|zs+bQXYHEH_mAve5 z%TeNvrzzR|RIOL$KHj;L@=b+!#nFEqeUTZxmau*3)K0X!(8w$Fttb1*|K@|V>#G@| zkFi!XfYmOj)$JCeOl}X(aUTJ{gJ7+!Hy2nSRHj_2+}yovag^GL@;E0+6BI20$^>-t`xICtqS5oNjHTAhODnRY|67dk;a zgbmk?X9P5S3JKP|jl3r(0s_^iFJOc&tHp^qU_Ym?P;6v(f-879PZ1_nhTDhD_h=fI zK7>+cB+-Yw85E!c&4Yu%gslnaN`l~#sEIGbI|GR{^j2ZzMWP1V9ZSx?{cvTeHs*0b z3hqEhGK11-8GG`;@}Bj^MM(4BFD_5qrzL z=?hqa)cDpx*%?_Hdxt~u52)Rl@eO6Uqx~HbIWzO;_poOvH$bYJ5rY=HZJGf_@ z_&N&OA$mo#H^NLN@>&u07r792n^Vk$K2DswuwDOdOEZB4>+Ft2#&Hhb^JJ6u;;B#s ziMN-Bt{11!U%11uxAGe6QPerac48&GVr}|7sdG2mpXG4rq)Z%xhCh-ppjN!Pl;Y?h z*K6qCx%Tt;tL<-y>FXAo>yx%f-ueNeC$b?3ko;~0ZO9G_Keh1>4CRqVI8e!=vA^4S zkF3T1T2f>5CioC;GN1kS0edRy)PV<%sglI!_|x9u*glxDkd-*s(?M$>-Sc(W3_}5u zXd2ZL-eF5#rT@6{*Ky=BkJJM0XIhT#LMF5zN%+#(?Yt6g>o(@K<0-2{Vl;gDnS_nd zqC4EmNF{EV`T`>o+wd`%)z7~aaheqUJXl){tEV$JZ7q=kP79;}&{_#mogDlX&7 zI7MS&mX6QR2S1pNmZ38Z^XxcZ*#5Mogao^mPYOW0fshd{e}~ggn7+~1*h(k;AjLyY z3fOPt5Pb`_1Av{4FQTi1PHrHUlF;X#)&zc}lJ*_LyzAe*tOFkhVcRHWgcIidZ7*Ko zU>eU~;pDi_I7zPPq^DbrUyoO)L6dUB8#KgQgOX8-AeRxA)5nc!=Lex+e!{;K9g*vd7GQT~Gu zko!76AIuQ(cC{rbP2QTwjv>lP^oaMMSLjXN&@(n39N-rd2kHBysrQ4hF<9D$Fj45C zoA05Q=A@YhBU89d-gFMJ$Z!^9G6Qf1Cxgzc;On+bM=9l*cN$A&@^R&bYjQ(MtuV?9 zG%5%v(o>|`tc%bqGhC(&l|R5MGm4><3)E*Ua7Fy9f8P~jR2I-Dw1O{N1!twZ!XMa_ z8j5`A^Tl`|cb;lH0gRclaG=gl79FI`;=6w0V#Xhz@hp3NQx?{;f6KFGE+oc93NKcA ztAwn?rJEBSpQKzl&*kIVQ=BF!F8~^>(M5vA9)$S~@xmQ!{R#1!klrF}#|C|2(ZD?5*UamQ?*s6K;VO#W)`NGv z64T+A{#8fcB9ikp8VwJGRTx3TFU^(xK^{RYFOW;u&3H#29*I_w)A_+7D4C_rsu(v? z1+-Sb*-T~mh%;lX3#M6rrD4jaToSRfoAfsQJ#M1HMD}(>T%kRnNF}cXU=a)}GWHov zfnUmD_?}7Zo2Oi-)>(w*g!h41^72hySZiAbbutGu*3>~#ug^?^3IL>@vXRI~a@}Wo z<$Gp6lISUsS^AdI-G~Oi;WA=5Dz>|>yrRcpudxpslF8e$Kkp>`QpIZSiL2UGIYc?L zNLwZSmmjX55zMwiw+l93&ufh__S8b)D6lzx+2^M;He@u2UbW;RSkXhUo46}LC6pom z5iG(ek%Og*_?CLTbEoaNw~}N|qc!HQaqc>dRz;Yn>me#tYR~U`dMBqrGUXDMM6bgk zSFhr`I9&H))(j!sxvs>^7luP^zq#tWV`*j_rpT61ES}R(%7la`bE@u_gDKP^9tN;8 z9tO&eXuP>^KFan}Q?*$w@qhiV2WW=hVKA!FIh*MX=c>BN+@VZ=ZK{GG2l> zs>hG!x~p)uCm;ko#ehsV;LAo)+;?K*&EJe!8iPnO(Zq3SS3?aYIam0#INa(rb%!kR z{?3rK5*^xw@t*$+&UODABHREG*%p5Yo-o9d8lGKEV$G`pCnCCP&P~>iJ;R| z!p<>vC*$I&3<|rwCi$*5$Vr9u^qOeenM&g(t!58=Urk7on5x2x-)*0wnBXcjis>xA z`k|ScOO@H0jWQ-LSQ}B}rJPe^!vN>Wus*aj424zNk3O$0kDBF11WZ)X^$&yH4CwsA^b1C)~z z-nm0L1`cmx*hS3NmIOh=%Cl0ef@g_YN8M{3yv{l!KnA1fS_lK+w)Vdr0iGUA&EV5Q zyPjJrg^i$xeed>p7HX4`_zIc#vy8wi0^nEytSauyt&phn#%5wFGhLdVA~{k(7cI`d zZnk;x(WG%QlC18Go@`k1&!wUk#>06#V-&*vn=UGWh_RTR#ZjsUHO^K)cf1t1xyH^5 zWnwY<{Xs`{Pmv}V-EY`-HTOK8K3DrTPUE4%Aa*792~1>x=s#z`5Zsiqxrlu!Hg-cHXVxztO-^~;K<%=r0XQQh;#LvOY*`NBB zPHX-RLzVBdl2j_gS!4SNJ0t9d>JP?u0nu9_r5V)p9tcyTNjrVcLT_+KTXI&|h<(;* z?3bh&!X2CZOwn6p*ZG@x*}yg{1}}zaLG1N0oWp#KcMl4?irRhdFuhJKid|^bkAdZT z1fP~3V{v+B`fW0doXsl z6xc5U=hm(d^jMfy5h6)c-TT&)0Q}Vj+ohM)d6D`0O&TMV5gt*bRV zEwMj~Je>a9v6TzqMEN9v#t!pFWA8se{P6ORf6@PuF!B}0Y|*>>M78Z024Lkxrq>!C zxPimpcPWBBrvNp`Qt9*U_-velyU8rQO>9Kgzl8hy%Z}6ayIc&Fzf4ejkUw(~`YIHJ z8?7P`iSbb5So4>!%Kv?#`bgKdiTxVxtA`xz_;w{q|=zHp7wqSzrF!$_-&J;${tCpGzNr$veX$0bsIM@Skev+!>sj*Pxc;#T&%}3oc0F_vN3H%vk}#g66SwQ=FUepm3U`HZ9*l*R8+bVlLX6>lYXOm0%=g<`AGyhaxPOr9;WqM{D1v%+?;6l12&h8u+ zije|K{rxEZvsIADlAOQuls)TPX*)45(^d*Cw}< zYFmC!7^^v!G3u<8TS80f=3efcxnCsuM84V zP_<4}=kib?G21|BFZ87qs7+&7*FqfL>Gq32;K3vrb|~`mF7$t#LF6dmueKnf58iy7 zd79TFix^2Rw}%3BNF;`+o4{nyaHr6@6$884F%o|DC(o><#*!NyjY_J#EmWnrYOiSb zF{mg6=Duu_>!{yP);g&0Ge|dCOIxVr>Ys7*AU@vZXo~u_onq`|SJW4h1`f+ceCIGS zxZnlySGRT0iTrz9FtCv^lYeX5U@H$6DA_Q&Uk3dwaFzsE$$zXIaVk-q&=SOEl1}~g z226t4Izs+>E!OwDZKJSaEZBA}@VsKK{%FP@dK%3)Lt9@j%!LRXY=XyAcHDr>a~SUT zcniKxjm0G#4-=v7_as(m&tA1#Yi#2s^8vxMlDswdxr!WH7n8I*9?MU5TOyvhO9uj- zk3qZ7n^|?!O~FJxe8C^Re0by%J9D8y{V1vu zBuo%`-ZB%++K*@#-8@NB@8moFM3x*nux;EGTf%F;p1NkbDHAKl{$k@YdT+~lV#UwSFWpv5@EXIf;%I2nL)W^a}!(*@7Wgkn-HUk+%JgHMYQqOaNrOH{{N z)(`E}$QDwKkjqL)Ogre7XY|uglFe5x6coBFdvMD>SE-};j`%H+Htv|dsO$g++e-|e z$x)V@cKo|9){pOuhs;$~eMd6t$Duyo)t4%IT15ycUu1Pyb*^&)m87O;z?u)_+m0R2 z`2URchTWugqj{gm>cN2<#58}Sc61qbR<8206H(u9Nu|X8q_0+pd_=5Fl_Us;Mg5~# zs7`vl>&cbBDFwyXtI?NaCWoaSJ$vcmT%g+8!_N650;a(sGVzB?_|z^1<#;YbQpvKx zV3DN=lO=q+nqX|cWCZ+3NL&#Mub3cjo_+&rdBDOJEtr3K%6BeAhA5hk;*kDow8=!1 zrP}fnoIqJ4M#0Ws*a)S37iY>p8q(k7$}og0ez{%@g_>Y%P8rO?iTYPB@YD1(UU9w~ z@RilIAMLW-vR#d@aD(#7Lvcpp(Ch5 zpOM@IO4dbrr4?8-Ccrc3%IGN#*oJS=(f>Oe=dL?}HM> zmk>zkBk}$;iIC`y6Eg5|xqWynqQomAjXCT~PJ=7p*ipH57Bx9qY6lZXG?_~7htPxM zX!mwdK%}#?N}cD#H@7VDyu~LW$({}yze8FI2m?gqjklN632-vUu0s<3tgSkH<%ViZ zg4G%S(}NG;4tQF;d$TC|us>g&XTN(Jiljc4|XhJF`I7xE45cYz&6=|kZ#IQujA2i}+r?&`kgtMGkMr}T&H)7t!Wa1t~U-K|K z?d0^aChaPi9K z5lrm!^U=K?uN=;O%jLb`ieg5sZt|{$FMgavT0}c-rt^!SzoPL?JY}t0<^H9PfHqsx zxScwLN9nq|*LaaSIgZA<1*wSt2e?2-zs9_J%fHiygi0Da`wL|c`t9s}71WO&MHPH4(&UM}OX`{NaZ>F8 z+&&8Nb$LJwl=iF`hL;MymRlKFEt8G`m6vL=nhyM|t}k>fSZu6g`oOGTojPtImL!rN zWNDBLHV#yiMU8}4a;B(I%5T3k@5ANyT0Y0a! zt;t}U+&_Y&_S55@dB^g>^4-CsWCbnY@*f&ZBoL0`N8$knliEdq8n-l|Rz8Yn`gH`4 zER+&U5V{gzL8UiJCVvw3UD9s9WMBH3SgT6MfE-kJ!I!pL-ihN%&sOtThVf}Nccanx zBM**dx${KB^zQOAbW7IgOsm=D!NJC@-PN_;KfNot0bVKe-+=ddwLm20UQ;?l#A<6y4O$vx$h z#khOqo>GBwPhHpts}-==NIn$^`-WBZG;Yiu5CR=UznsSrJ;OK+Eprr*YD#L$Kr~ai zr;JJc;D~NaJ30$G@i3d`==yqP9qchUEj`?0s6ITCb6Djb4+0yfLv<4)DH16|$)_A>Vo^Ifa=DxbTFfhCsYM-I#616dIVEPZ%rtWFY zC9ml0kCw;`XNX`Al>SX^WogBld9J{bx=<#d%5~2KRI$R^ zClgS`XHH^`01{AXbTR=|3?E`HT!~im*2sZ1#Xtiwr_8sfC5Og!9GAJFXzqp)7CFbY%3FdRP|os&r~?=XreI0vm>P8fxQR~UsC zT;8I+TwxTBUSSkoV0Y~aqp)+QLo|F&7=?oqM&alcMiB+aakM{|vrB)jFp5CunAM*v zjN(SwgFB2un0n&=TwxTBUSSl*v}#lodjhizqj2;JqcA2sqoTO&D~!V0euq(b!3m>q zbiybcy}~H0tt*Ve(Fvn)^a`V}Hm@)WM<gU=!_jeeD7i1WPgUg56(aRaB z_1n3s^(%}b&@~MGgi$y+VH7vY9=yURu7djElX#46{T)UT1sO&WD2?Z>zr!e^AU#^+ zyYuK4!*ZYFTED_5VhCU86-MC&CyXK{=Y?Kj6j5-5Z5vk@1xeuQ@i<`=0oM7{@d~35 zacP{!38T1xWfxvy6uufx7)7j<+*!mzy22yM_mmn)1y0)?t#iI*#k!p4(%k067tf^WA+ zia00ip^GfzRpZI^J)`dU`viJ<(=g2#kD=p9Ra$`F?E{B$G3iUlh zm%pRV-910X`qZTj6Xg&1xavg~m=oUXz zGkuqT2juGq?hbAEL-V>R^D30wy~#DI;+KkF zuKFsvYq+YT_q;i61QNff8ZTXjfbkkfx7MflAD4Nba_fxh1@jkwy5x$fCoi$F0*d73 zz@2D%-pMwa$bs`(Dn1{V`@uBq6MbQ+_%9f7;81}pB4&l z9qL$tw9t-A$%5QSOs02zTZ{m;;vv^HBoFMfscAPTcN3C|SUl$JQkiGaK`0 z>D#ce6wBqikC6jFfpGF0hD@DOYP&2Mw`7UNT{gd{?x~FSZnSii;L2r<$ zA@^O}QM>kiY-JzbBnftRizKLtY*9-MlkZz_EIz4Ef)u%tte=Z+eXYHySlddj45dD~ z3VL*VLFO-zAKkDtK~%*)5DQ3c!5!^bdH7aaCOq-wIZ_i_14yG=HIm9PIigz0Yb=Jn zr;<4ukIZ~)LDt+|#811_u+)f-OnBm3k#W?nz5r;JZz2+E8eAih0FCELxyf^m7!P z1JjZZMtrGV836;G1Jla8R-gVt*@K6B7I=}fAabY$IC{HPq}HO|ZWZx%*V`>zdPBY4 zVm585?N$*3Ftnvn!<7#!qa(N^R*}P}FU9pFbJ&4sw4vH=U7d6-U({prZ0xizmTzQXDRpWCDVIWb2XPbJd z?PhvnIyKF7z6>-ks*J|-_C%iZ3W0a@)(Om+cOyn^J)uO7Ub=?KJfHlYnb)FEpnAq( zO1uByL1!HwkR7m_4uL_2bIQizWH_h1t4M}(ie#M(XDVN#cjvkQ&>@q{kq&33*>O6Y zBUQdrjdi)9KdVdE9E5f!-HFEir`@%>nZQxY+iBRg=|J+J`q_sLYbNYM+bV~D(cvlR zXnu`xy>%xD*vq-8w}aKpycL?(nz5pI&_xi(PkpPc9Tqri-tGl-6vWZkPO3i#^Nn85 zH7TlhRQAIVXL3^Y*K#3sRG%+39(B~PUMtn|Vvhbo*@OD>7dr*@qeoFK3Rjy;YdX_6 ztK#Dn{|xX_#?Jdb!azrjJCCDQeu6Z&_`LN(`{ge->m9N^>m9N^>o1}8v)&=wvu2lD z(!kYcIozUB0o#~#InwoPdi=#^y;SfASoVRJEl`2%3xbY9HI@f;KE4N?P4Vhg%Z@!> zvFy%Pe-0&F?YW$*-PP=d@8M>q=xND5HHu_{ItbXwmT1WlbvFmv;!*J@SqAk9b1C8p zfyn~28LOUI#LYlOIgn_EW}-#30yOXK}ai+fd5`F=s3K1mTFOmAzw zax$7E@pY71nOU}{*w#%bknuA;xtHlJHFqgTKY#L7`R;SU%Qf}$+>UV^lyxf3AS?ZD zcedpof1qu<_AlH>Zsr#HYrfp&kuSF=aG9S=fuI5?5H?OgR3PlBt1qZP*i$J4U4gJ? zrWgG7Y!4aDsX*9qML6{bTQS5wIJ;+J7|hA;w>@q*Mf$q%*j0vWst>*e^(eBp$sgBG zJo_*|5YaC5Cv)w=F1j4k$z+$yP#5E)@uY1s#(kr!4|Y0>xcXq5mJ8Jf`&@2@L2bwT zbGN+xha-`RSfe_QjHPYhGw?F+=tIu;x97U9-upn#-bX>B%($iGwsX=9$Jo zCbZ;ZMKG}{6$ra%U>B+<6kpCO56ZPQaSnC`!lsu96bKvfY)65xi*y1Tr#QRhqy&Ub)_DreBM+H%C1j_`XB)3D)vY5 z4^?+TNBdN)2g<{Jpgi2y=aFh?ccA;MT$wx%XP7|pN_QY9^sTld<+`I@Z&dTx#Kt!6 z>SLvMM6Y-rt9D))=qo6V^cFzwI#o?)eovrtfZVj%k8EjqtlB$|q5Xxj2MXiBvFa4m zj~>Ot!rqdn+z9WJ7iXcGDth$)l_6;FI}3t;Yo2amTug|An4UK=qBl4`IBcp+XsGTl z^a|UEsV(8PMFPAj!+_3_)`f{Q+2rE$b8Za9opD(Sx+D4B-MXTB^cNpbINJ+bi9 zpE^^QY=IaUgD)%TANt**I-;HaOCF9WLa+%riJ+F(_MdcAs-=m0Q$m)^T@lq)n%m{b z($9(=w(C;)T8egxzW7R^_I7g=DA>X!!;wzH0V?*kIQe@4eb_hJJ_x?)E75%D`;Y|@ zy`i7Z2tSD@Pb~;GX8dM+-lLmej6L3gaDMdyZyRgDzcrK!VIg!BEV^-1SdiBdny1Pf zF`iD$0_`cJ`Dmw_IS|8psur{){g$cwWLgb^c~D(ipimc9`h|HxNQp3bIT+5LJXS7LGjOP^gC0q?Q}E!)g9$%cppKBHmJdelGoqGmD{Nb7=*!01$)oyNQjhrO z@BmQsd9;c;qb%nZQ7kOFDV(++#+1clLAEi7TdH1reH^0Ia$yfF`a5%l7bpn^cmjPS zos^t=&?#f6G2JaESq~ZyG-fyePUca7UysB8B9cB?qf$R4D-FM_i_O~ng$whr<0&e* zU?P0-Du_kBep01ab(L@OBSm?Z;6N0C9o&gpzpb{0l?0MrAWh%<6x<&-D?`M*AY@tv z?J*N+1@~-tXU(aEf1|3a?sbZvGMjwO^ubb1ZTyMX8K&zpk(v)zbkH&Pj}=;GN){@^bO2O^toKqC;W zbWs5A-B}H0?MK}DC{ZL=V|{cXrZbm{Jp{}Vf$*NDwjB?ycoZ-H^mY72Z40q6@8MMS z{ma_)7Phr@cY>12N3t>)rqOEQ1rI;(%P@HQi7S2_Ej$=@Q!kk4qltJ+eQOg?xiC!Q}2bez)aBk}87z52ZGs?9kH)ncHkjeH zt}?+zrJQUm(Ce0nC}`(%uJ0UI^kATI#^;20^%vUNxZh*nk7`Xg=dDX{#pa>Q0Z)gV zo;vY`YK6I6fRtnz>Gbr^g`5bjE7Lt`R1XFTTh|fZ$=foUIH})`$zz@_$GWkenh;Z4 zB_GFoDWw}4uUxM8NSy`Eg1D9DUC;}L8oLe7`vd+~l19o--fvTEH_oLqlMOdDp74Qp z$!${!x@_eFNMHKkaVTh50~-$gz6CG_HFaqsEW-*|&G&Gbnx3O2{h_yiF8?lZRNLK& znzu|=G{##iMORbzCA;AK|K%n+B) zo2|!FdPB6|uG4{Pt}7-9;F_!JIK(+nS`hr~m87oLbA^XLXJ*in|4jugxkH_ocVA^L zfrCyEB^$qLZNE_Y<-wU$&w;WzqC-+Jv%e$NxBfXJb<7i}o>53A{urU5^dS8PJDX}7 z_y=&qv8v;zbQE-zUu9^fGE;kj+4;EklP>EH>g~W@YZc>;>hvq}V_>bXIW!rVg0w8{ z&lU(%&&^AF7J#gA#MeHz1CSS-YfT)<#tf9+Ky0h5`KTT3Mzj9%V5y_= z-gWiKGE0@I@jl;EQ+c_7`fDU=dVEw=uN=b!)K#-!#HE9Oyb6L}kxCY*y6RA}^kc(p zcl4tIp^I(m48^uQMS&D`k@yUx8@)-ljJCtE$rHQ|Xs#ri{i!izD zcpJN6_0n|PN1%!B^7P1pixjh<8P6V=JUT8Tu8-Z&AG@2|OzMB_}+h`*2!@ ze;;&0ciH${Hs&ZP+wSF8Zsf7X6SBLN01_B)k)cSRMN}w}7UD2&if1&Kb zV4O=(H!-4Ps-o{>V^dqk-cbOw48NP`L_-1wb`YCg9tB%^ni$$XnSQ6Xrev8U*_P=f zd(_tS`E^tTqG_gxjM^%v_69@`U}Ixb+Dd0WjlQE{y{_$Y_^s`A^g6K*wK3Ns2e({V zodaESQZgY3ey6mNRgIOF5f9RI29TflR@;6I%?&p8gHGaLHa>T!IXc(c)b_li#l2wV z&Z`~MxCK%wi>kKs`k*JTQky{6Ks>ou!GlgP_KmU&y5tEA_7v2Q9!1vC9vy4Tf)w*oL{7k=n7P;jw5Vbu-y&OkQapac@VQXT-deUZU1E4XgoKapV?MP z0;84@Dd@fY(3?JvX=a>lGHcWf5BGY~r*Oe2V@fQiZq$_e7Pe;`1HCf(@$eWiS#s!T zftaJM=REhbwe0oExZ`NQ`q1Q`Uq7Oz2@jRtcpxg-R9DQdsFkxhshFNG*_eLzAY!iX zpoo@^>ACRMB6Env^O2WfZ}MBCPXU)5-41(`(r?&}$h&$bzvelcWP8BELSUhkh`v!j-bU3l0f!i$}!hCttV-Z9^ z|3%KSav!Q~N#Fk;lH3b96j8&3cY_z?Xn9r7GEMpmVRn^=P-FM6^3yv(!UUvC%FH~EOrU!bSs z@5E9%2EtwyRLqT7uX%+Qxi8MwoJ(c`IE%@6fW_oi`u&48nS`O`0-+nQBnA;0^R(Mj zeymqDl{g(snyDcASx@(ad7n>PxddLl*q9Ltrp+$b8`)WV^rrquBA4?gGVQvw9*@Kw z?t!}sTp>Fi9)v0Yt+j|4ih?8l#*-l)I}mUCrOseH%Bkygand(!G_H9vV`D{UqH$g! zN{__HZ^9TNf6OaJzfB1r9jh_cjSB==mgsXy`o9I;7MU$ z`&5P|*R%JjQKCCgpSrBtk61mk3(o+|SV9X&hkhUTzy<1uoDyjXOgTqlSK9Mts>F{h zWYv?bkUck`@?t|h!#Gw{ON87&oy<&04<5{&wJSiCj3&)6z2|0{jVYt|=|!4hdPi0v zm|@iA*v|Jms4qT^rviUzUiQ_ZWu89TYn;*sqXOLmcNcJ=;kL9fN8yB$&w|xBxZRX} zIR*mC^So6prkd55cwP<(l7W%CB#qFJUGQ9bRe=b2H(RM{yRT|$lK9K@Lw_wjcwv)) zw=Q_6utPLdpZ+4sTc1O3E`BPLA2+p>hs=yR-mMvd_b--YR|Zpk_>A~WjmuGJDY+ERiyYE}j>U{4ey&mBTwUO0iWnKa z-ar$hpFY)BR#njtzo%YVRY`T%K-A2ONSbVC2oFky5Pj2dyR*=P2XFXB@|TbxNm>Jb z53V5?Ri4D|_Bt3tp{t#9Oj(VKS@}y&YCe~NTNV5#46^i}PEeBwf$_`=u{kmObcGXF zGx^w&LYZrjtG0~Ke3t&U^8v9}Lf^a+qh$Tu<1^s{oG8N^cQi z-i{ueQs`+qd9_F!HyrWAtu-<6Mk9H2n&tH6~YBjbi2^n#g(s2UoKn|>g6M&=I+K(DBwuVd6^$fT*jtvG4T z+!dR~jeG#ZcBz!dPF>d2gq%#Jj^_F4EI)Ugw_{~J-a!XUAHG2qjJ=}%Z(8a=qLvzR z=ftyWAm~j#s|Lc4HHUOv>+~XI5qHV_d=tc-1wFbA|NaF6Wab&p5CSb2=N;6_uFOCc zbz5!eVD6jed4=NF`N%Jg2XeRR@w7E!oRzrKFzQVxW+-#IM)guw!1!t2BSIZ?I3p`m zcFfd_jX;VXZK9Kok#t4*;LREjB*IiG+%naeL(3IqP{Q_pqg-B0EV=MrLzF~pSz#~F zQ18mDc`*9dF>_D41JQe+WiO}(aXsf)x;`g(@S=x;K2Kp1eq0}03U=pcxZH+_W4yB< z=zM6OHqYMBG2+VU1zGa1{#w&E-V=;&XR)8?G;I;5$OG7U*0d7bxRe1065bRWe;yRbwR@!h`D2UTl?2m%Y{YGJvj^0d!@s z2PM>ce%4)kZfp(odhR2`|BlLbyi`|)2CKhMs#rRz&zC+_8mgfkKh>4Ti>JR(_CTB_ zHh@aI24nro1eUJTT?j`$#`^Ur{@Tw(lkUeb*3T_<3D4Pc%TR7;tcdm%i1v7{h`ALK z<|}dLokMPrpG$#HwAat$=j_#)&9VWJ2h(29G-tHe&!LNtClHfnk|~c&1_!JCRnXD= zc#TY6zA*BqIX`oxZVx|eFTasFu2gY>L=toS;$Jw2u8WS%!?;q#)!F5KLPDJV_Hvy4 z@}_pwUw$LA%LQOZt<;YO^zs{-J-xwuRG%xj>!c6i$d+e>I#hQYy@Rp`bhzhXLvtvsf%@jf1U^C;ke zN_jnbWO((!L|=UxKlRn)p$tr{JZBLnrq@7>ytKEXHvJwBu>DDzIV;wdCW~b2YaU;w{b)X2zxP{F=;*&Hx7H#iOAMCFi@+xsogE zGGnlNCeo?N?T=w-WxUrwTbjUZC%TRHe>qmEGFIvT{{CBe!uHZbuvgfdaDVy#`}f~} z`=`J8{O{j?`)_~x{kOmSpXE~`0{lB!%Hd9eRC$M;j>?_%cSX-8uB)xvsqI%Sbb!MovC zHh=gXPh{x+w{J)O?(hHnumADy-^KLb|Ig7) zyY$38g6i%A-5@{Z!R6fi%!5jHfdw;^x8=cAS|yGwj(pW2INXsR1n{i*bzEgvLi6UJ z04;BeGhC5}h!?orS2b(}2;_9sQ3q|H7Z`ipzSVFiDe(eF6Md@uhRD)X!Y<>WqK^Z} z8CRLqUKeICC~>n~VWxx<3I8uN*_Z_pX%;_SfhtfC#im-=3!HD1jW24xv9#E8_}4fu zFkR5*1r^oJqIv@L9s}nOwudpNUf`0^;*8*<>{|j03$LS<=-)7Xd#K=#t036VyC8-O zyA_LbU`+lDw5A^S{bUQRxq}(N;&0zvnB^oOYR*h_qk&MzNM;VMgK{w z6_0K9LOUCyV4x5D>AYStPY>|ntKQvR7?h6g?lTPDIJ8wUW&;Qd)5WgU{5E71wD6>l z1%k%41d8#j45sjch3bYCQ}7;u7^6xxeJmdqfV>_&YJg?cM5N4E0IXi2Bd|y;8sv{2 zwvoIO?~Or5zDtYTkiptFzBU={=Exc32FP?lq7)G#g-FFb`@m69S-9<7$do}+OS(kf z=|6LUH5L4U0{;>eXb_N!Km$~?qlh6SCo5QE0VcRQe<|jKtocaF5EBI!i8<`xo|aRL zJ`^xLAFi?>&l1gS%YxR9e28;;ywm%))LY0acD7NR0qr8h>9u{Taoj4wjT~+403>k{ zMp_n@d|Zs;sDk}%h>;;@j8b4lMG}oaUj-3}exnM6UUQF;xI|@RHwO@;9~7KXfSwLK zx8W;B2cq~pjRSYIt$0mGTf+{BjG!#;BYcq;e0a!N@5R(uB4Do+(pb1S6g-j}3r7_q znj8`3A>h4n80WOrDYy=!$QQ^9oFA3g;5#ZM_YH+}pWBMk?`=ha=bS$|fcA9k1@b0E zDhUT2wJ!S$k`fpBLl)2UfWe7PACk*)_KS%YW>w=x(ymcmm$n8%_Aq6}RWN&0H;7!r zdj^CvDYihfZ;^T5dr7ttf0Gr@rLUV{KrUxWOMW^7`2up@rBQp5OFC*`RwKq+98$Ak z{i(G__5I0B%w$~8x!xmvCqM*#H}d}T=%PcG1ryAUo=$WJv!0hd`@lD9X? zwk!7?=QVr_q(FXKh@y;i z9x3jNHHpPY;Bv5UC=I)53}_(CAKWvepr_=sMqNSheru8=MQx2o<`K0zjHB%{Bow1D zGPZ(?I$Er5fhH9Trp8BXme~Au2v!FYphIn~r9`!mA|+gWikaTIuxJe~&8OPzyal&V z7dbe3!RQjPjv9wz1+uD9WaEc}?qC1p=Bx!;prVHZ2h(PWO;|xLJyKNyE`$G1+Lt8T zw(3Yu<&5AOg{a08oou`}|85@1-39AL#Tjjd(TmH$)*mYt6)yx z=-N7{;n5vTIfNO}T6kFm#CsOgn@!NOSONcY;Sk5ZFjv}FGNKg&>VPc!8Yq~kK7bB3 z)B>uxp{T9g`~}DYQ~V&bA!)lIPpB76AQBs|L^42ZJjPo+*ZbG?ch7sgA3psK3XT!a zkdbCoGeR;#%@)D`&tk;wnQPT>{c;^IG_rB~Y=iwD3hp*K8L7F&4VTl!08$+yh*PA* zon}JHeyP_?#A_xrY$pld#aWO=VsrxKyg+?h;-IvvLuhvhdB!wcoIuSDr&9}&OoWyy zPcsYr;{L!9xgP`z7sCjkQ`>im8_2P9MZxRou7%+KT*cr_pK1zSF26VAxUMUyCgK-( z$u|V$A|Y82a&&aEXUZWi|1@eD!}=bV!jRm-#j00|Y{&>u@48V8ZitCc#nXm;XEWYb zXXVb^PxD^W6_WzgKDnuw^K(b8^B_QtBsCY9>jB1p&aO89o5cc}{vPW8)&8%n6&2@` zO6mW1YsLEiuvT~kxU3bStMy43q8J`?#rU7i6i0S*6$|e*{D4Tu{p+n9L zl}PVn@KQ;&t-0R$0R6-hD<3f9h`E^rc{JBF# zS<$hR$es89olO}+Rtv80FgB5cMcvJF8}S?;%*|AcyTqw1vf0kelO z1f7jii0qFObTKeV1%)VaM>sChN`W0kyO?I$cBF%$&c42n#*6L)5;Oa7yul z1yt;W7O->+;*R(MR`tS`m<)ZLP*22Q!NnoNVg#dMndLc%JlYQ22MyJ<&2da3fy71M8p0uh}mKDpqcu|1)R5m6AU}|^NHoo+e zKRc`(3GMl5*`e>hP`lmADLp@$mY@X;ktGNSG}8EquI$`pfZDS}N_IoWV67ScY*?mo z0Hsxx5F3yBR-36WUFG;H8#jE48(TXj0F>CD>4iVG!OcF%4*p5ZGeA3u5If$eE|`F5 z?G!{T9{sKE?fx}lDg#RM(cvcGFzt4?1T4dIOg(#b?!m~FS+XBF)YE>{v91l5OUGww zf1qr+f^=+}rP?Jc19NFoaF+puCk+bkaf2tf7@mh$e+6?NXLiRAcuwLJ?Xv(KV~#5-IIdqUBbE)!}zNXh$@zF~&s-t-$I^sZ7A{PPrq8S}3K zEVBVv09rsT_Xo9s%i*#U(7GKbEcA=l1NV4(gj*btjVZMwtpNyoc zc$wmA%)Nt|L0SA%I`81Gw&b5K4fCbwXE>TtF47CNMj@pAT zpm)fETWYOJVV2b?iXY6VhRm6CcSxEJvP_XJErW*85;mqhTCn~DqpzUov%YGQY7jBQ z2U0kJlq*`c`I-mUd8;Mc60%ov)Ez~K085FVx0_b!K^e-yy8BLUbH3#8+?o6Qyik9k zrMRn5N`g-?T)HYKGAYIJEKo6HzaW)TOUZSg&{7u4!qBqL^9t3l2gj{5rAarWrwIi; zF0X3`%A2*~nG@-W>cL8;8VN7BWcAi}3ygp*6+zK>g-A7NBZRa(X_;J5ne8x#7aeKhc5RdUVw9?=^cCw~*iUS@oVsXow zoslHKz`IF2U`p+vEhFv!q6hJB7RnV8Buc}Y~==Z;4+0S*gL6YnAZ|XmIwy1PQnaR;xR$QYza!Jt~>u) z$$a-TOK!r_CR#C3OC+V0@ZzxW z`sm^>6L`&nj-!xJAnQdcd@SLx!W{7lE@Ct+&XuRzNhFKf4J;bycT<%xvTaKQYzKQA z3Xp(?AU0laEp-e0Cr{Juc(nJsl;fRbw!*!aP z+;{=YAy9f5TyW~by3R*KR|QbAA3RIaP`9Y1;yBzQQY}96JeQnN#XCU(@$i#JYHB>t zm*0#nwb=_~W2fStjgQ^x1BGcq)KXBHM>58aU6=|01kOHVIDa?<5Ylspdmu{RjXY@) zKu5%o3VCe$J8KaXA%uYj=NpQiwpwcdak z{=AI?6ZSfaB)v(hJgBBz=o)T3SP?P@8>h(CQ9Y!sb6|fY-5!oI6u}&#{9FS#2}RqH zY>-zcIdscvAG{UlA<`quNqop_A+J!T?^7mF@?sr_HPTKvKz%^NGS>EJ2l~pnp|%sk zX7MZJO7V!pTYX+=GWWBeXEgvTFZOgneJzJuh18i4+p-I6)G080e53ni<0 z3tTDlK%d6zj-pFi&r!G)=>g{Yj5uOVazf#iK*XJ!!OOW6@UQJl+U{XcBUr9WleURws9wQMKta76el8pNPuqRR*Dz9n+-MqE<}x#E5BSOPWM`aK(g3?cFBbVOF?AyLa&+ z6U$1)xL-%zbaU|T>I0e%R$sQ{U@v)7R*ltmwv@1>?J(}!r1QwR& z1b_K%?R=>4H%L$!f_QH6V!?Kv{#)mNJJw;d1318zO?_CyhQz z5EX2wFLyPwG)l5#YK-A(W+v+7yr-F_L*i?egc{XDG~LpljaEVnekyJUR`0|3K+ore$ky zHQ5}un3$!<+tGfMd)3?c!^?YO@2Jerwj)(MvF)@XjDYCrcTtEJo*y_zs2}OsZOU{( z8enjebchpmbe&Lo8D!cAL^=06l3%Yd{zq{mkrWE){JB z0chG7wT(aj_G36 zerA>i1;aAY1;a3k+61vNxe-*WBi`ZH$IK!Wmzc!;7Jj1KL0*2^doq%NyhS#z6rF#dclt@#iN6hh{)`K zKBDl5SgGIwS5!BOxA;uml1bUPQe;JSL6C$`8Lvb+1e1LoH7s4>S@RFzg#usA0Vkdr zw_`vRQ2sd>PWaD^3bw;>$$^1>NcTns!#pwQ3O+C%0&ys;=2LvhsBnaXv(2cOZ{%EY zsCGeYT%PIz>jeK={(L(wP#*ES1>6zGRKQH%As2|~VOtLfV{)>NhjiYxxCQHNj3IFq z`(1Psi~rA4p!l*2b785$>x9VZsxz87onnlthz!55NBhH|3*&r#*+omE0kgZ%y!{O;PU>6v)~qGJbrb7oc4PetQKDXsznpr)1bAbKj- zS~W{LVFKx9kuN2yujQ-a1%s#Kl0&RfOBxa*Dxx78a1jlu=!yew{R8DFSOA;fIIrt0 z-o%mEIgSVrZ-}vFHgo&_plAR|c|b>g1?jO~K^hOINCqD>jd8fK$CP%lMJ=VE4v2y> zg}gB&L%BI(3~4_%pz+ack0DfYUE>%aKag}Tv~Ocx3@xhZ#54d6NFgg5^RB{-a8p?f zxHD>{YH|!!aW;0OJGOH&L*CabS55k;9ZPJ~M77utUZiv+nnfDH19GDRPYCjbeW_-_ z|04~|FBA+0^MQ;s_BY_cHnArTQ5U5hIM5k&Ax#>+$Lo1QlsQwpSs>64HIEgK%shI? zvE>32)hiu?a#cpflHYYT>=L=4|qV%FJqUKff7 z+Al=!pIflj)7Acb<=jDFsm{40hJ1-1m#HXv&VM^F!ejDAumEbZl9ub%YOG%2=HiQJl5?iN3;XH4>O-L2wQ1 zkF&_jmkh?N3Ttr})LEsxc7f0D7oj5CVu^j#cvCIp#JiBCa{8WmvZfmtSjAz`w(M}u zzs8-TwW(6@jRoaGBv6PWMy(47Hk}kNWh&Iz@W7$53pb?at4Ida35?q&AQ&=hP3ZbV z-h$f|O?zX>xr>(_9?pvU3qzg^)x`etIuVTfFXV&C7~kZHCqsZCA54ZihkP&@>72~= zWQa0&aXf1xJ{@n(JZ${z*ibO}4kiDOM{OSQU_#Ey+DEXM9UR2lZ$0m4>v)G$+g~Ft zC&h!=VXcICF#F$2aSPVl7-OohbTAe4({jbzBO4?bYl^s1vb^&KPG?U$+2xsT>;r8- zlEF;PJa%$ea_BQdtY`MSEcyFs@=TmSr;>sKv8|4`nqHTa*tR}B519nw!>LZkKWRlD z+3~!h&K#-J#{pQMm7pgV*GY%6y+8^EPF7Jw>(njqDZpz^)~VHGTp+%!CMMlkGiXs{ zo`Ry}+NW0ib2A~VDl+64v{Gmw?+cbvtnq@QFWKfv_B^?2AL^&tZfF?H6_0req%K8{ zoo;R|ppjl}Y}~KEAEXJHr$AyJ`_x==2XsLJ5Aw)9H8b%8^?Y+FZf>A@(yj*p|D=Ix zrmb$Fn(~M*`Aq){-e0$%qN^X-r{?v{$N?+h{(cqqskzc9dB;Ep;)ZGpqnsSEapvU4 zy(!WxLujWtij9eHtX7hRfi)5!MJ9B?Pn!lRyx1WF6<%g~3{JPJUl+6^NIxAPFwL^Zd>!Jem-akVz{5L2=w zid-Yr%z)jEz6yhefyf6Cg?k=i>WXLjP&j$J(8=RO35%zVZkASWF}^`MY3(>JmJ z>lueaE7iP#|NG9LT(?Xv;>nNXh6QYVxcP9Qdw6~Dtxqi-6W2x0YovnCnMNw%5R6o- zrvFQ}CG+olu&RWhK%%B0krb{5n*i)ot4S&X&?Ql@DdTM74rzbVOojI`9y1m8OtKcl z1(~Vv&c-8~z|%u^ss{p)0-oB&+{J(`o$402o$7(w?KX`$`Y5DzjSzN{)#P47 zLzQL=LlxHncB<9nRWC}>GK~S&so#VLtH}ap*>US{HLW$=nUdBq?lKh&1EhkYJ+Nne zW>+DBbrC3zaRGZ6U$gV_m)8%_@&-Ls1k*jHs#P*~!nyd4zs>`3JZ)9;q?`}3LWA0B z$u~SlG);-V2Tqo`GU%COrmbooWk6{lZnU4({y=I;{nN%*>x~|Qr1jXUCIibzfDVLp z7^}$kJk*NQg|%v>W-Ew(k%{T#y2+0T#F~n`O*#)1+sf^u%sg?P4UMtWlP&>?6pCpI z1Om{2ryN7QM+wBa0Ou#Yen&uy$#?RAYz9D)FNNxn$NMs|Vr*0O(!tjz?3c*O#4+)I z1prWmwT3huPRiF%B%q5%iyAA-dplkDoXuDnc;IsV8luM8G5z^m#k~eeN${d;$R(cI z@ij>OSj)Hr{X@tP63|kZG*7Wm8J!)Am{3>S z(48zLS-b`A%?>BWfJQ*EP)okG3xbxvEreRMotVOA)tv(1c_)Z$cv^}j_IV9ZF{E=} zbU$2w)?M;NP1#~T5>-xn|F^mz;YibWgh4rku+lE+7Z*+2!D9zBa-xhbxyu0WNiNdF z0pbECWb!?%yGUUVrHf!_U3SLjxz=T;RfJlXot6*Ry5PAtXmDqa?2 z8$?v8rgUR+(RBOzBW)y2v zW5una`Wl%6`m1Axg7UkxKLzcX;*J@Lx)J1nDL5pzt`U$D%q=yhztu!voUDIl+~Cw` zI-YbLdni{}tlG#ibhTw1cnopqt4@peNZ%z6*ktzdsawi|Ga&gh9<`N8qee9|7@%zd zSH}>CotcmrlKK=3v|p*B+9uc8mVa*2Xw{whH=Xe8%)dz@wln3Xvkkjv$Z7y9t@>;` zZ=C7wGF21m=>g8hZNAlYypV1V_T17{{U?AsqLvo&uBPjmPm>8D=89YicO}|G@B*rL z4KI{qAQQ)+)LX#jH`;PH`F0A;Gg!oh-`!*&oS4B!THh^AYKGY|sBmIsnjkLYbqw8I z8I=Is7*sZ;yvyqGfh4VGzlxQ`XV){NuE13DQ5{wP&ILvW7M_R`kvQ zExAs;d;FE=W2bp{fxcCHp_U%NY^+?BplDQIEKobnZzYwTEC5-pcgQodDP_l;J_#o` z#nlRXrt0V+H%ipc=$fZAu}RxV{lH5E1c-ai?es_O}{srRPq>jTwnOd(^u)ph=S zFG*gUr%1yIruU?;kl&l9DCW(X-e1T*Oz$bmW$RSkq0981BF9BCy(j&QoTWO+TvvRj zeVE=uPGM;n^)kJ`Q28*ud&>q$rgv|6M}g_xTSh@=dVityVfFTwl`zQJPJg@r=7;Is zTP8#FG%nM-;a+}u)13^mMXd~oJ)rhsdiRGX-a9=LEq3jEnBGlaD1LXrj5f8!`@{5Z zI4hIs-RsXaHtzNJO5B3=v;|MJKTPl5nXn<3{Jc!>g}JKdGQE4JWdfa@%LSe%&e);) zVR`pS-@~YFm*w3@77Q_JCoPjBs>fw{_er0C?D#Q8?#t5>-##qwNjBC$e3EemruGlZ zdx}`?fwp#8-cw|?%zkf3^*xyF10~CQjuI^%oZN(c%n7sr zl}FS(Ck=`c*Jrvt}& z8d}eI5{pG+rdDG$ZR}i|%ckOfI9+ZkuGu{467C$z>DoOevpX%5xO;VzT`w@XF-VFA z&_g|YLB}l}c*cb)6;>DCXe;$SW!V~NI#1Eg5&Rk1dQqHZOQX$4)r!+KiYbViXWtKxz;{z3!HKB?M z2HHa(=0=A@r_3cu@GNQJ2JtYpdjU}on8&D6c?R^R^6Z`y=*o18sL(SUvi(A{{yd7o z!)S@D-t&c|mP;y8?0)!2yEXyL&xjfS!wE4qh?70iDUM64&Rr^)=(vgrw4{kk(JK?G zYTqYdlXJVihmtF`!JXRnGZoSfToB6~c%$sxXgOpu+84#3J2;u(a^yj#pdKSOS)bzY znNmd29(GI?jE%ku<}z@Q6<2P>e)N2a| zL#MKajP$Yeq6djmDhsRvFRP^$< zo(O2nK~!uoo$OjRewdJxNk0rHxGTbeN06T03+I(&@;s-#&};C2id%1maqF!X1xh2O z^i%MATmqtd4D4S0;R>)6_YTb=!tgCRSaY;w{R?=C&2C!2r z;cd&w0D}?Lypb#biUHUbFW?RrbOi<@e&S9=GqD6e{*$wc-gPVEMsH#uU@u^l(=Qo!h|j11;L{?&%T{K-O45HC-r$Wrw}djObQUlHZSxfH>kIQzTR#DS zMnqpjVYZutOl{fTQH=yi&(9oU7PNtmerU9BC6jpdlf8CHjsa1QJa-7X&!QmZ)f}(u zA_AC_>)BS4F}^F+3r2kPF7G-igK-upt@K;Kg>FC0mmHA&WH#l1=MQr&H)eZ|rJ$Is z9L=%SKg{6V^dyB#FHK45mHD|91{j9G7%0SQG>!#VPU)tk^;x~`{p;zUo;M_Ye3udG z91v@?<@!-k+((nY@YK zKdY4Im#`8_t6)Y#>7Y=!PMk=W%=_8Z8QnPxsM*aJ9n|pU!5iLRf2v1baY0x^CQPEc zbm0X}<~0hc%d89~*N85(1*>1Sq?K0F6jO7nD8p8)H!s#YbJeEY;)N5pnli2+dPZ6{ z&RdxKb4PJgbUg?&L+a0)@8l*=C6s<{%zfSqb@#unS6s-g9z7FeymF6nAst7IlgT3- ziMDR^!U?BYE{;UHL$(!Adl{Bi7a5l6%aN(8S^%^eG|pnCPrZM3q-FO6bOYX^G2NwE zZTf8SL3HJeYCNU=Plo=s+9ZdM6A+zVHxZ?MwzCOQg8Qh#s>6;E*^6}20nxMM0!k^PM6soBJu0#qB`3Qq3c+99}651ecTPv~IF%rUtXVQbX zXa0QASg5_^VT5$jPr-_D#Z4ahq?u!-u+f9Q)2w2(y=ye9cf)NkSw}K13#M7 zL&OLQeH(50;#mD( zT=l+Z&8f1jp%!JZj zJ@ZW_K+8ToXBNvEwR(W50qUOtPw_@EpHxD}T&HB`mTm7UO}QSl@quy-bg_h8|0&>i zBp5X2*-mSAyP2H_re`vPwL@H-{j6>u zNHWmOy*&53D@SZXf@j1F$KHskJtTNq|RgTrb=W=Y)EZdoeV(N%$=Z z|IyaPmGQ2au8=V22ZRyYzL$;6`FR(GIsduV`uadg*;&xWTV3a0HzIk%zLg9DsivO- z^ZvJTDY@>fXZ{B&4?FDx5mD|?quzJ~L?Ew;N0fkKo{3k&SyPhUFiSebXu!k8y{Q$wdQyTqJpfYG zLk?mpnNIQQrH4Is0R83D`hANxD(OoZ8>r`XyIN{ySYfh%9b1*rqTCxkS*6j~mqk z7PWM3jAdzZNZiEACZmdr+rJPo&1OIp4>mWhDmQ~KQ&nDubuLsBEwdmng8z&_wCEUO zt1zM|twoDk%gZlDOzu8O5nZM#$O+ktzOfWvVr_Z3W8L<>v3mNj@y6=oc^;uDIWzxy zO~iTdnc%U5EL{CSUosYm_S`pbdFlX(E>n=r)4>O)i1U=`d0^%UmoN*QwMG!VS9td8WZ@d+9V&jUanhaRm`R5Ghq{io^HN|eWIwK ztFPyCW58KzDuO(BvhGo@zEQ( zMKorNo#9c`Je6T)1!$JX}qz^%C+uBC;8-4cnWC0Jh)YPvrg<^ z{XlxYcBygSZ?%0OG4t8;BOG$KHK>|1=xVG<)Tq|0KL?O~R-@)is_1Lqbxgo++fbk}ItK^px;F8UaF`8eNDt58kSn}97|iZhmrY%I@q52YxSI;st%FQPPV#O`Pn$1OV`K0J zs!6b2wfiC8BI%4<3CZT)PeEYA%v^Sapjx8fV|?5_qJDDTY+N#I-H~eN zJsTvQyD*ccM*#@>xXaL#-$7GjK{%EC^IQj!+$yh*aCHsjrA#z6D9a2Ufv#y&^OdM6 z#Bph;)nYZ>i(C{VvR9gK6bbj(~Ore5X>K2VNfz%9|Bl6VTvkNSdhp}qviLyhW(ZiyOVxG-u0@NQ&N z1z7hVO&vkXTo?pYv+c=%X0GT3S{KCimV+j$<)FE8CvV5xXMUDAz#$Pu?udy&m=BSQ zQzh!%g&<~fortwu!v{)nW2B2XGUC1kK9(aNEY~WH>p{+GoD8h<##{WS3!h`_RB#qs zNahNNai3V;0bScV8{1pk&il{y?N%eiN97fV0Wt5c#(N)t@t#)l%l!lGY|JD^fso^7 zq^i-J+6%wn$8{O!v7YJoy`s8YcYwjyA5$V2cwvOKmfm|kppoPu+S+}As*Ma@?11Qw zX`DfqW4`lI%BvjtaNEtnOzqp~BF0X8=`;~IhM!x_ey9tKe?VzC04XhGcE}g*Vj^7` zGTc-t9-wMY%!}*X&@g!-tQw0|nS~=4OG5LGm8~|E>?#qW+LiG~&z!X*aZgLrHJ_G^ z=UYqv3StpoPCzJ=uyzGL1;oY&5J%CnalM<+#n9n1Tt>3@%(zb@?gQ-?qW8irSnKU; zzn?jG5LYtLh$B~0Ob^_9y-NWuyrN@C4LFpHQ|x)#ncy}Kjof3LEgL2oiYlyOuUIsO z^lHvSd;V%!T6Bmq?$V)*rHB*t26V=uy0)IdH+RB@6KCM#ZaVT+mssPS$$eKq@(fHW zPsJLjynJ#EcgYqi>Z+kiY5nMyg1h|#Jr`S^{EB-G(hZa0I>&$fvZdbHE43is( z?zy3RnM2m=X@K<5RPHY`nrv);I`0LcqB>c-D^URSQ4w+bM+-imRJd)9WEfiPg7U>i zE}?%|V5t_Fh?JlTMHyjJ-7@>51#-xCs&!^44zJQ@GNPWfd;|kZpV?BYgQN3XuvRL4 z90ITcm{Reu>4Xkwp{GHu&IFWN9X3|Md>gyX>UKoe(wWHwD(p*Z8aBeM#Z084GTJ(t(;=CYw1nsa!qH zY=1t^5DruIgtm1gd7e#ll1$DtS>&kGyUBS~aQ!m63K$O`OP$UZF_!CXf$p!fMUPtP z(?&pw5Xi>6-UXYPaKWM1xgr{`^f5=Z)ff6a?cJDORUcl$mDvA$|4Znx@;UDr)el|? zuyt3F*4Suddf}8%?Q8H_!uYG zOcNs-(_HE@Jo9wTEe3357IK#=R=!>7DyTK2bfBGfrJde~j2vV$0uCKw6qiO}f4O=+ z1q1D`tJg9qMq2(k$sf=!XJCK1dM!&=uNu`O)f+2cwxsf7nQlkF{eeXfbd$8Oak+x& z>aXV)n8UZ{o{3qamY!=BkjCHDR#O;JEy}+Dt#>8*t5;e5)vG*E4&tjVN4~R)6&>tG{}c)xUZbaLUq-gv$8=zIqifk5BcZSK&TC9owr{ zAqr_o_LpAex8Ukkmc4qFWq;{amc4qFWv^c4fo@}JjzQU#s4(y)&Ja!BI9{OJA_7B? z8M;KXhWzK=!>(Nb`5SUGm;wkgxQDk0Q8OM0Tt)=Jz=N5r4 zG!yvxzb2M7^F18w9n}SZI0i1v%9o}m$T`h1M1qnb`9vt%BS^rxBc0gyze)R=p51aC zt9eQFAKoD#aeC*&`Iw?^5X=x)Vt^Q+QmYx91ET-`pdWj!D7T-Nvcq%OC@ zIAljUThVD;P!*$8W~8X2V&nzj7zW9qko1|CAL-WH|zDVYcUEnv%5?%oQ&Nm*xiFX zk_Go_G7obBvZ^*p)YGl1&D@x%214~a&4YMNri8R5I0+WT zkG1zo_u-bUqS2HeIaYcEXQP@V56fD8`H48>gJUT)?5t6gGjHV)Swcu$r9y zGP~6q_16JpwQuLFw^|Cs9*9b>kux+-htmIB^tHYH*+qh#k!pHoZ8zxI1_lIJc%OO_ z{GbRrp%Pu5FE1u?GdA=}mmi1AyrdWLvt$1>(Ef-}iArQo9Bu@Vk3W&+l=PPh$dy{16c`UXBE z`uh^IxMp_BBs?a5UatM>(os?rGv(|#2x?t_X6)-JzIbe0f``5ezYW&c$^-cT>pldkrg^fBwf` zfBEnK?(6^j`pbX#)33k$-GB6Gx-Rhk^r^FaJ)eIcQrge;w)IaRVfTFflmG8O{rb!Q z_%~nw_J4l;>A(E?%RhX6|6hN%A^kMu-+#{4{@)xQdXB$8NA^#pw!CLDGY#uRG(39UjP5Hb3{NsQ9(?5Qu?C<~Y*YAJcq!QSCrwW@wp>TF^A-_1=RbCCa zrQJ03iMyvj@CD#ovt8vNfmE@p{3rO4gdUx+zYB!#WZ8v^4OJ~vMrsJ;mmAD;3I%2Ti6C> z_O6;7HGYvL3!B>`lg=YtX|x~B4c~C?M?>nTkg6Jfiw?$i$m1EprqDR9V3w~#G4Z|3xpkYxvo*8z{2SAuDMH@_Fw4=)1 zDU+++hmitNdI4bJ76_y{r+_LWU2mh=W2Ln2L-(a`<3YFz(z0iEAeAdnu zM=rOtu^CQl81064s--Nl`?c@ism@o~e%|-34DMC!g|ZR-o&s+DZ`^YJ)^Vi)!BpEl z@oUMHe?b=EsDJ$_Vmb*t<50WMAf$Mw*zz<|lZfe3lLW3NB>k@?(|o(yD@plwc(PVH zJZUcpjTZM@ulG3R0#-s8bH5WN=Cgy>aPAFUsU@L|k(_^Rvb&8bqF1<*T&h5Ega z=Dv<1eM&BbNKX_Z9UF&Bq)$oW$!t3!J-rA?q)*A1;Pf~SOQcVU=`1_vk;^nUq0F8s zvzH2wd1sGy|J3G7q|+KDTOlcKfhfX9)?9bWba>XINT2e1B$19c5)$dOT%pwFz0#5C zLycf|8%Ln8*;CgDi+nP=;!qB;s;K6!lTm@sY#S`s83TsD06 zJSD`d|N2lc%g6;JA(*)M^kiV*^&fECxIYDa-QkZLy z&bnnn3iFdNF_&$pFy~wzVNR!*;`v>SZexP>OPCvmio%?xRuty6COU%j3XxRl6jS1Q z=zdMYd?>gQvw3NT6!kC#!(-HmS^brUn+bs{q=f`j7|Hm(qqiO zL5~p|$xDyHLH#p5#{SECjK$Bl$Mn7iP6V!m4C1 zJ+~8q_P_&aIuXc(cqJEz*1-Yj!3|UI34GYTk)2Ki9MIjnWm$S!YMx!>khaV~bYTZG zW>4VF`e**zlhK!V3B(f@Uh;YZB|&7Tihj316g_x+>IsbJ`yiWs=0DWho($OCQC6Y0 zYvdU=0P zU0&TX#U6h^A9Pjl)Pv+i;7VBQD}Ndq$_veGL`^3GYJ}UAoWI9>H8&Kh*&BBvAc7q- zPRVhI*YbhVi9n3t?L;6F(uqJ!MLH3PX}X;Vc*0000x{hb=L5uWZFquImi7ffM%+;N z-_lH&ipseV==FFJbadi>lho%p*+pM{Ml2%P(&T!>mqJGA0gykL+i9~zCjyEw04D-_ z>k=Z^|B|^Aod|5$@P-e8y=3m{J_Ll)hrmgQ%?Ex67Xo|f*`7`k>6ofU6R4wz!@<@Y zJ{rXDbU#zTOZ2F5VH|F4f)5k79|MCn(g?ywSm9}A@`rk|Pkf<`dF1v!*L)f0!~JZ_ zW6{&nxg@Qn3jwW^*^(>YE(C&U<2@xQ-qMA@#op6}Kr{r587>4OflnmSm?te7yc=|q z){@Q9pFuF=nx2Y4f_z@Ek^~v}Y+*F{B4RZVB)6p+`Y#$Oh^6DTgd^HFv?6NlX&2%M zMhL-{X^uzt0U=p{W7TH3*NU=F4g?3MR2}Ewi!Kww^!P#_dJJ^E^9-C_3dGkG3y3xu zJqu$rST86T)zS?cu5=lekxY!*qc=9Nzx4#hNRB2x zdfxF7+>SW>y{Irp%4d7afToN<^k6D($yb3DyOS+H9VjaglcuuuHdMS54CT{MF;Kf% z?bZXe8JT4s-oGq@;ExJfcgS2%9w;S}4Wz!`O$-AX)$Pq7`9w3Esp87SL@7wY6WQ4Ph z6?$vA+HpEQP+0!;u=Z(=SXGwq111>Gb7XHRm$f3<4{rsS-TIBF*vI?2WMx^i9zTK2 z>3LI4mdS*}P}$<5KyjSPlJ5h8W7agCFF?Gv*eMXcsQ5_f5EB^awM~&U>0o@6G@+$P zDI~XaDW<|L-G$nGp^}C3PVhoye7%L^ADz4Rb?)9U$m6*?F2Mf!b9XBz4(7k&+}#wX z;}`mMtFb+Bxn4tMRg%UFHuPoFSn>A?e7f<(Dd~g%+wXo)K5c*5Qvu1{25SUiG=DIQ ze*gZjYyLX+c&>(iW(4N_P>(+t`J*4pX5-WHuug6kj$XoHM!16av3&SeIqb-MKKs;b z`kzV!Px(yLANBTcvCf$Bx`=9x&!^hZqb@h3O|8b~^M6UJ(PW*`I&F)?&yP>;m0-v& zKsAsXM9BqogR_nbf5m}15Pn%u7S@}Qz-&|%mi=yz&^pp7vU*r*MZ#w);IrjIQ-Eb{ z-MRgZeyW!}Ympg7{cH`M&t8p%`(5<~?%37OhKB|@3hmo9L=D#29KM6H4Uteu9Ie9> zH=a>9I2WnVF*SJHscDGq3B8^E!D%#AO8vp3nLtta(YHOjfqOt9<*4fqgu3}c3f0}U<-y#rC}!Z3vmgQIv|qoZbP5wgqQB)C$eP1pj5_UA%)&yxwEK>hwo zU~!n%`}v@S;cOtwALA*{=hM-U8i)W!;j5|(1@_IK(QV-+G5~r|w~)HaAJ53{`$nS* zu`td5nZ3r1*nZWFcoq6EGy-Z9Vh~(S-k?u(2yaBySNKK0hGMG^F;cD$(-`XSkxjtk zjb~!Ofx}ue0FaY)+utx**`AJh-)MpX0Sr+1$o4EyOa~nXNmMMQ$M+sJ<9B&N0||Zl z>j?F_1npt-NyODq%gHWyVh|EMmd+Ak{)TlHPkLgxIWlDX$rRq*ymvgLC?QGlB;dy) zz6P}J@$W6?20n&3ZDbQUr@i4p5~jT4$v(-U^9?~#3!E8=n8J141xCNgus6LsVfI=# zV%t@5$2$RjHv$V}oA8kSYI4s;g58hP)i9a8hoP$rF-nvw7{CNWd!c4c&yGe|6%;F>db z1$!k&wFj+8hHHiFy)Ugp-xs(;vC-> z9;xGm$WmP?6n$0z4?Y zmdZZJ4LXbCZXgTfD|;+D>GOoiU$@8}%&vi~39)d$bK_lh{<8j5Z>jfZ-Hn8r6nB7k zi^KW6`UB$@b#-8CdPZWX2Qg3skJ34a2lXuc<}R5qzf{!>1C~HsRwG;W#m7$pD9P|4 za-!AL-RB58IGW3qK67mk6|NUk!Hw%dJ@Z)D=AAvpjrbz#)V#|5VfK%W+V!V4i$Mhe zp1!6`*GMce*BB_o$m19$7^kc!L<9lRIqH5ux|HjMD=I+CMY7R;-?#KF78$FLQZi!R za;aKBToK0lbAsTuCg?B>Km$9$4>wrNSVH7PWWAAHlpUv)DjrT2U{!T}+Tv&ef#0DG zVw@EZ+XfhC58zD55UXOEE}e{z;0%?LJ%`VZH}@7tuaFO+#sBe2a5^wJqMdPr<|sA- zCV6cY!yNWV(L+AKD`3-jyGLef1wD+Y4vq|y9m1l3naTpq6JnPdYp1~_n2$%yKs!V8 za6N#P<9izfu=R7!c+h+Bgx0wi8em5o+s7eAedk6l>=7KXTLx~sP*F>&9q1NmwB-

_gt+J+h1)(`9LfxCe>SN9?2b0(mYb)IHHeLsJzxd7@3KcbJZ5u4=l234Q$-XC z35vQ5GdF;O-VhNBp@~>{<27{Qq~r7eA};whngmj@KaB;Ev{mivO?o89QFY+tLHA1d z`~>bObc%BX5eou?>k1tJ2Tzgyvm#kcW-;)Fb_Ufo_{ZRpa}?~$@<2KY1`>M!M>pu1 z#j%0pPxY31ef1f4gPzwx7rsKWJ8<=^em>vs)Bbp{>^MZ+j&t}9+F2Mg&4ccE zw8e3H9FGRym4CJ&Kne|GJfY^9Erm_{x^Fi5$x9hP)4C8e8 zZUi(XTX3|hIEuHQXWOT#d(9-g91X}d8!<90OlD*-q?&OF;Ame0XkmAI1Q22jDmxFE z@zV{b09o^RKxSbU<*1=97cAq!s7~#Nn6M&f)c1D+NNeJay7P>I0Aov!Fe70gfpiD} z`d!RgN$hywj#h1yU0fIwC>L@(9tbbavBbuW+7@DAYj^hOH)8uw&8yxYUMt%aaR%=e z7d0|E1Tm<-hO60oD60ApBL)7ZQ9P(7OXN(1x7Qy?Xpo$KX0a{*Cw8WoHpY%ARW{|uncEi-}63SCv7(!-G@NdfViSyi`QvoOIjqC?RzVIeKJ_7^kX<|ec zk0?E%VnM+9$bKPS3Y`S!mHH(vYiwXE*K(6Juo9slv4M>&Mb`w=J(6uoS23{E8YC#n zh7XM+GN)K)NYqrZg|wwU?g(RSRx?*B5^&Xr8j+e@wWO3c?oBFKMe1;R7M^I9--X+T zSPN&4PA5EJ=ek1CjU@=bB;{J{je8m=J2(;sv;XnJpLWa#=aN`q4gL=Tp}RAcnhk{| zmVG7dl*MS(mP~RX!gsS0nHx;?$X7hFJ=tyCKb4wWWu@B2XC-Z0AT@BPFt-v7Rk6jr zy->E|!AMeQE~>kOQ!FWM{p2yGdP`l!nArA0R{>vB5{hF;`%9TQhBWz+ZCINnD2}e& zrUICHg7guQOTC8E#pu$`5B8u-`_Ln|qdN}}03tm*rt;6_-k|EKg3}Q-86Td6j?V&2 zfQDV;&axq?JGv9j8!N9-htX9L4KqeK`J@M%#;5@^T++lK(e+Y}+QgZ~FZ>5j%s2v# ziQT)=oos`afeGJV3F9XmW3?pMeaA2ssCCeHjVK|4#9Igz(@vXACp7IBOoAt5 zm4Pq@b`PeryA@6E#z@7^vuoTssEFU`S$LK^dvF**I6PnVeiLtag9|ER*$u>2)FiTc zCIOD>@MtIyz);!FV<0{&v~INQr@|WxfvSn;`pirs!&7x?F4W{8%;*jGf@dr+V+}Pg zWOH3mS7f>9dF3#^a+QQ8t}$i@G%qa6z2U;Lkz#uUqDK6zA=JA;MEmS2;ScZHbdFRV zMfQ@$*`+tkR4?r`Juu9PQQp!&yG_7IwMoYzYh63L`+-i3P5d3W72+I#4!MJy+}S0v$ABgW#*SlPPQn9}qlYKpozno(t0hM! zISx~A+UsZy!cK4)2&+M)B`T+|1b$W(&!yv|Jm?KInT(uG=1tK9v;{c7)lTlztxN&? zS-dJ0TPwgF43aJK1EhvrCTX$F$dlfN{^=w*mBzM~YI6rXoYGbf%q66pAv-V08=kUU z*Rq~KFvnF5<@%}w0nR4*j$dNBxXE?N z&igp;d6g0=)?d}NF%=q081NV0FsCoPQpU{!dC#?6bSL|;jfL7>7vYoos2L-XKyAzf zr?{CqSHC8oC6CrS>m|QLVY1q>??zDG%_8pOn;mcd7jM;YZ*y@qC?}{PkDi}<;#u-i zxxWT#GMrQ<$n@q;;7G%lTrf7eCfii_%mxOtLDvmunvKzDSmm2Oydq&D0dpS;oc#@D z>A%jBPC7nhsMwg@Kw>7u!gJr*`~D@HuZn3^g3luGomzw~<7qFR->EyizGPRiQ_XR} z<2;QLe4}av56UL!=7du)FchzZb>?vBGBoBl^*5USkr%(%eNs)OfgEkxPc+LI|!^FU_7a&pUU}j$j2+Jt|7`g-U)602WL=dChTpP;Vvc zr!E{Krch4iY*n87G3HdsyOvMGmO@o@akA%)aLjK#$)M^>NhR3|ierhGA^m){Gq+U} zO+CNeBvWJeA)2U|n_JjY057`E4F6a^UJ1U7T%5o-tU2mH6soJE$MKldQH8CF57wd! z%$`DZYh%>#VD2Qi?q+UzaGe1}WmP}!M|Cq(5#pQ7Nr#J7I=0E3BGe-5(VoOP!+JPA zBnN2tq?}nrWlIUfO%#F`c*4H2E6>Vq{IJqm1>XHVf!iHF;I6bObIM-`=WxhjHBDoW z+(9*u1)9=BvFHZn7)Ke+H%!;Fgg8MYZ)O*Jp{0sgn5rjdH;a~nIQg%xO(3-(i)Mvv zWY5bgfOqdwsQ@Zzxl|LBpGrF0I^dMlTbBGt5OaRt-G5wQjaOS?ZlSKYKu?-2GOX4h z#BLzQ2w$0K12 zBRUyx;3u@5aAn5aIw@0T`#^EOhhbaimVXu9oA5Zi%6&z%@|Hh-N;{`Kl&>a(4g*^- zd^k8&)7f9#r%T7aK$=wUi#0=^RC0Y76<45n+68d65MTN^K_iOxhUEHq+EDKllGgSZs^E9FS(av&H zHPk?{@)_MAP|%y5!U$Io1LB4^^&Mqv(NO&Mm!APNJ-_b{jU67EQCtcB664|V0FLz^ zF42b~C=v__$ZY`%%K{V?ov6v*T|6|Y2vta+0@PG^urMkfEL?z!5DVL#8|(-V2p>d- z@m5rnebh#;_W_~7sn|pNx<_}pdqZ5gm1x6T+lnArjw-UafcMf(yl?XMBBS%&{$66e zSY>-AclCNxt?p{FJ=2ICt85RMOFQxIA^z`7aC0k}EOK}8!N{gHB`z6ulh&P5a5r5X zI6>~TTJ)vAYwkNZ6qwBL@9lst=W77k@zQQ;7kTz?DEk1p<(iP`M6U#>PvI_53gDgW zi7KUCuytDK9w{@PmwSsVj)zqJ?26-b9LT)0g-*>^pc(h88np}-;bU5Gh3o1Qcll9; zI2~i3>=`Xw@pQ`3Mn#k?n>wT&d`u_F9@Nu-cwX4>8cYA|4~-Y_{O@_v@^y-YsYS1( z;VFKW$Y@D-CD@^N__Ti>`M_UUFLZ(aBL1O-?JCP1E;Iq2P#_xFp^cCP6-$LTmprp= zUhamYOGlksxq4Po)d6>>tu&K5tuS>Q$!$Q@VKN^a_&!Vjk%^Cw13$+kBrA!023xDp1| zG_Ugp#&yZou^gU6B~giN+Hr4iCnayJ~e=0?YRt&X)VNvUdUi}S=wjz%%Pj-{Vrf;Knm14`l4yYgF?tE8S zx%h4vt~e`Hsfp6q?IbW83&G7q;hyz68t$6AKvc|yVCX=78S(6<^Dj6uk8iF(*ghVv z)^*GkF~+seMY-+kO~!w;E19_~89I-H@UMh{Tug#{S9k`-M)8^=fpgR&`vF@EA7B%AdlQiE1|LLh{3K zuA)X6SQnaXJVs@oBH=p|_9@PL9E*3U&%kNOc=H>hbv`t3Dukz&XDG~&S~X-wTTqx= z@oP@9AR__oe$S@63VF@#A5nu`BlWT_>p!Q4E5VRW^S%mny*&#|`-vI3Gf$_1UNWLA znM^iRC0on@#+}$!Sv}rZk=@#j@=+nnKI7!3Z3WR9uZpLxWm@ENlNT+Tx*$=5rwmP^ zKU2H7=_dYuk4EN_zU>b!6FB> zA)a8+DtBa8o=A7RGhSFRoXeKvwlOp(!BE`JDChIio+w)lQyR-4bj0`U=ts83%H1>bR32c@e`zUTI(#4l;t=|$^`WtRpQv0$4J*Ym6=d+Ocn21{YJ zLo9_eFu<8HenZ*L&BTuEmODvDjE;wWWv>-|(v`!N;A)Oq^Vl7rr|}wpOdCmy zTy7-Y+e+m=SvL;7=1sXzXKm7r`=YH)Hv`o7)Fz_|caTw2k?z}pnm1(B_*Bz-?Z`IS zgSw}UYPu-EVZ{@;Yjql{d7I@-sh;~NFpoO0ki(mOg|BC*^BvJ%gyTqnG3G^vVY0ZT zwyEiW#|Jg?$fsp{uZN z9r9BM?VwhK)A0k=c(oX(ZgnWaK!|L0>ySf%*sV36M@%$AuU~f-=JNC$}3AQN|h5IYJ>9wW1lB+F^ zIdkB-bzR`*d;mBwOY63D4atCCHxR5rHU@*P(9-eNAp{O~!2=Qpz3(Vmx5k3w)7slQ z?n-c%TCE-HI0rB5xJXFrxIlR{arCl|i-dEkY3;I(bM&%~^Mqp^*IPZ-aSmSAah`Cj z;~X99I7ct*I8R9HI0tDR=is)E>#ZE?I0wf%&e6*{uD9p1j&pRZ;~c%L<2>P5$2m&t zxBy?rI?nO2j_Y+_)^Uks9hV6-qv>_Mtm7P~b)17^9T(`fj*EmZ+V(g|>$nTBjVB?N z;JU2i0^Qa|QEytu1xo9#~lE=6`VyUDw+>E)vo@E_$BUae;2@xEv^1Vr7D? zVB*;20_)uEM1-h-{A|b8glBa;v3 zbzC+W%TK+Fm8p@SbzBaWma(v`Ixd)UTE_*y{-SkUfZIAQczasM1?xZitJdDuaWNWc9hXFbFkr2{t>cm|PWHUf zZ5@}=D!!CdlC5}I$3;R~$K~8sP4sOYCz1*4xTFaqph9Ugpf_jY-B zb0p#2RJi2ZcSpM4`+%B0-PowKJ92_NUeJgv^H{j`J6l#sKs0Ak%_U#7e>qr3Mc2!> zcZ2h$F#40Xi0)U@5w%=Jg{f?Il}0Z*h;$UzH79GP0LM!0PpspI>sIe-ftIvzoSv3? zY_GYkRKvAEe5FWYUfP}n?_Jt@#hO{#ZfHrZoV^m+MXx0tJTKjOo0kthM|0h1yp-o{ zYCFj6O8{g*o4>i)=F2xh4_}h{>P%+@zMzHIG z+f;Z`u$Rc@-M3p*G)v>PtXVFR8nQWz0q~V!qNtIEso#;19!G@htH9PaVpt~3tba>E z8lT>|sbI^th9nxkr3Q^o?Hr({!gfv5PId4IG~c7SQ-_UaT$9!xc{JiQby^;0c6}kK zc!vu2bn@m%bY?*7ZnHbxYuTm#h|s*d{m~T9tXXR79@(68w1PxQTM)7JoQGbeV&P16 zDlJZlu6}W*djEDlaD2)&pce`CJf}y?dn!B%(0Fw^7h{Y`&oLQ+wAQj_d38cFj)Ogy zzGrn&RG$UrsE!+*n+6s>mkoi|X_V!(H5InApw1>Bx|nKjEr2kO!b&ieJ44mEP48opbTvjE?;%QqB4oLg?yN*3m2mv`By3x^+RtGXG3 z#b38_+`l>~X>8Z+(TSg$!M-nJyDm>m@jAZur8_k$!8;vXrT=89=RsG!Cm+r$xwxUC2-cZ$`dVL4tBbAk{;K4EuN}IPr&Rs;s zdD`n+KX$#JJ$j@PT|iP!msj zAy`0kV%M{z|I0r*v|tsM^X$tw_y z(G#diSGc#K71HHwEUi}Txa>n+>?%OJbuzZU)hmyF1bxVCWfQo*p|)fLm%iy@LQZ@X zVb&8GZGZX<2zomO;p=mxZ_EPK#V6?GonUML$;cmTxd{v@F4l8=8neb1!@hz;@h ziT=qQD?0FXsXdREw;=C)6&yRLeCW&Fs*TH6YmDLx<<^yDuS18;`=rR3JM~U=Ej~Lh zJ#Ny#Y4J=wZshXez$99)ftXV2&X&Z60o30kn?N2hMBm&4b8(>F3P9aIwYIjjFArJ0 z(j|2d)bj|)!aBL3@Uft=CD-7)ibv3u`v$k+b||(=d3fB1_uRR*Zp4||LuGmFV8uKk zZ?HJtb?juV+QA)WI>p`V>)=VYjHx@$`XVgflXJ0C5|B#C{LiUk66z(mY~G-#C~(JDrH>ysIyOOL>4wiBA`>&Tpqy(n=F+|V8N8UxVXSoK zWeN{?@fEpO0^1og^;ZF;Lfa~HBcdNbCD zgA;4SQF&8MUO-28YAVrZAO#Rn+2f`*&@pViP&VQj@&Nh$ov^?9aThsjehI!M)vO}d zlWJtRsZm_A@--~o!Fd7eAh^THZ@S7TMgntZ^Ac5)#!5C6y_^RNOg-NDr&H%TJlpa zxnmwX(!U3Qy*35DIu92g=^z}7bG|fKBc060NFK-W6Wk@$kYYY|XG=Z+9nB&O+cA$F zGxgTsmughmn*@z{Qv)s7}lS^C8kx#sXvQp)yF$h_h-%irI=Q|WK1i(_p=BP zA2F>mA>wD0pfh*7Ok_ZepMgt3iw8J?0=TCbzXBXUU1gmzHG+zEgfVI6Fy8l>w0mpMA1J{lXt^bw$-e!>_OIPzR_*&nPOk2Hq>OmO_R|z=<9cIMugpqUD;~6ujx0n2Ja+i^$(cy89WYeKfK2+7=uz^I^ zVZ=y+>~QUH=#?yx8R=^vWa7O)snckw{=R0e-oOR`O#cKwgk7 zZgjAs-kpQhAU!sP004d&9CnDqcDT?ncoLQPh${|`oQ(_`R5TLGeV1K8HD^p85~Z9* zP`VvqL;1H`&Mx{cx-rY>JSjToyyfgHH##2XE&MQ4Xjgt*2@^pSU1z|2-&vZg!Vu1#wG_KZ$aCMt2d#Q63%QxsK9#IDeX)!DkX&N-67{i!8 z;3)o(z7KIOde`mH4Jtd%3i(rrs1pedw!+|Kip2z06+zU{K>FM2*x*3#6x7rM6~z6C zHNEB7O|%F%2#0Xp(ZP$1N!lIn>n-AL|9B-Bf~C3M#S{%~VcbtI@GZu38_0Dp5xjJ> zEzdPhy))X4C_qm?bA+P{bY2|FPVS4~THNczsEEyCXmO~)f>32<#cu=?rE+#voH$!Meo0EPX~VX;XFR76lL+`33ET)Uq=$ru+| zM`5@SQFd&|@}~xAa%zS>mp*LY#%Ys*d7LK0rc*sKE#Y#5Yy z0)w|mp;94A6rfuup<P~swq@7?k!iQ zN^@1Bar;zLj|If26js}dys+dt7P0OAQHnp85QSqsx1d5dRglZ5YGHb0U!x8T=qg~n z(CmM;^)xM9;LkTAZ5hSXv)|Dg7NsuTBeV=Xr1*tb1(Czh7Z_TNm>Mq+OnhimyCKC{ zUGHV#9vEs&u(695i{TJ|N@av=mHZL{^cg3vB&$oAqC-5SXj{m$Ld^?EGu3&K250DI z}fesrl(bEmPD@kir$Tyw4Cp7t*j#CY^y%(M1xrC2_2vcLnMZ zvllwi7O>|pAy-&P`GknJ)Sj#+^)yFp)L-Iv1-y?}^t~9I$o4Wwx#P-nUG)`=4lVF_KcqNwBhg~IcQ_Hri zI`(Q$L6C9h3=ZNsRHdZ&aO4H6GM4BDWh6X|)$p zdLk600+T7)J_Tv5PzoEJ=_49X-6_q3RIOfUhuT$8Xl1j&5${L=(~$Fv3KykXbBA_n zgK2c6rdXp0MKTkHQO~R)LkGQ%NOcUNrT%(JSu-)aJ_Wst6`F7rgmpp%(5?Z3& z!XtKY!%vx;ix7w0dXgI=#%{7O43LoXq7*!#g>f5Cm=POylfF+$G(ZB0$|R3O^Mp!_ z;^ZMw&p1H4$!@XiGh`e;O%F$tOA)pStyP@l9b!Fg6DojhV$+_ml(*8L&8}$2PI6SOTjJRQ_O6Vn-+FF*y>bHOVIS|MX5*Pk8Yl1ok_-czj619o z8=(%gPKbX%Tg|mg221S7>iucFspxLe_~=tamK=rdVZm<50?BTqeLI0VX`V>#xpyE7 z%@ZHSOJ>a1;^B||&!@n1Bfu(jkWPXdd?KF&Z-`EZJ@*H$V|r@73-XaoET$LyehQeY zXX*mknS!SAI>{enxek(q5w(!|g!sJe2Um7@rX%xwt0emy*EQsR#8>k!&{N((a>8;`yjVctOqZVfc0ef(8CfK3Lu z9S$iADOSF=ye$!MF_nwuFO3)MOuMx5qln<44uENuRuKi_iH0Vk!`ZUIkG;cdv%w#p zjStjSM0ukHv?p}968}2}GCeZxAHq<6jTyNI@LkQ>vVf!NXxFsCFI2W`ouP9*C- zTLkgI%$WtA8)nOe!HMgRdpFa{;FU&^wXlbIdZ`sYWTf#+s%WRgD=aCOU`}#&w47nB zsa{v}*q`z1bL!8K_L#NRf?yn|6mfg?#{IPro&Jk=;sfR4)C+T-vxfR@Pg!HM-KH`xI;7Pb(7VMX2a8@x>(4ZLn6G_3t6-!jIKI` zJG7;=8YAWSc)`ARDyiaR(Rg{ozC%qi-SqdnG$Xk1Kygt>GB0Iiw zP}gGJsCj9~fK@r8k-N8)d*o2Pg*{$e79`d(>WMPR*$iRl3~j(BrUk^t(kpGCCFLXs zD2mfvjA4AyKeTdN94L}RZ#2JkTrCS_OsswS83;NL@29EZQY*OeL+16;~ z&&+HUUKM5K@%2b9Kf92*Tb$7et4Dv3;3z3tg?WVZ_N3Pgv!bCd0~+rpDk;o_Cqu{a zpXue0(22uD8v&2nN^ShXMQN2-xV*t)%v9DBIjMZ9fyFa8D5noa^BGbOMf$zaP@f^L ze0lVl&^ZSOKk#tMYPuw@L`>MJh(IN@=#EYRfO^vZMB7P6*X7mJ#t)#e+!ePP^P=BT zZJg-=8>!NwlgpHJ&OPB!ThW-xt{RQ0@4EJdv!(2EE<+Q0Xyl&)Hl`heJ)1U1%q~as16sqb8d0_@*1!H7<5nYlXFjP{$3)iwg$ z3)%2~Vq=OnhGI+Z8_i?f*2(b#J!l)#F7>Coxhk@s#;C4{5VV=G2%MN?BQ;lR<~#Oya3d5;wV>;PVF*?Zb)^Dmm1U_K-F>d=h2Z6yXl^E@QfHD+%Gh6Ps)QaQ9$&b zyi>J=^dg35YU*+arrjkA26Fwhw7W1bP}*IL7BJXdtcM#9Q$N5AF4p99 zpoB_NVIgx-+Fh*4SVBdZQ9lQZh_&!0K~|&o+Fh*a)_jl>sifV-kU>1{E>_hst1~9V zij+G_6c%pOmt0zrcE@u?m1harxTM|Xm;y+y-Q^hkBEs%+@c0$&E(hrsX?ICTc`#9s z%GqHfX65p&#(CZ*!?PGNz0VE=mI1tMZfW$T!(PHW#b9O5e-8MV!L{ zv8^AQ3-eQEbx)g%HR(Dib)IO;%vAD&Sp1cEQ z6s}y_T!{MWYDjCRP*d&w6YxZ>mI`w7Deb+&fT(HkS|6{nvkS zG47F9&g2x?8uH3TfoC)e=sv4^p*xMPv{uC+Gq~_|A?J!6sVNQP?0U)K7IYL$R0C)Z zxFpi`bo(tBC_pW~as$8%o&f^nZSg#ns_ByLx3demx~D6p=lKj6udq%ejws=+T$u>Y zUptwu2EIT6iyufK2c;JuMk(Q2dZVzJZq5ag3lLqIVW&(fkv#p}gbU6@V$Bi$u1u&m z!X4yR_weu74$*~GxlLQdpJqm3IIUht{>~h7m?k>1o6=WvAz7j9i9|ZQ;5nI=mRqoZ zp$F<;cQNwDaFIX2{39RBwGy(BSx#utk$rKePod#;`Ab1H2-4<*jKc#|zt2dq3eQ7M zuSLk@g%|?qsa)wM*!67ep8^8|JV;yU%zyY2J1-pC3@5e2H;R1Dd=CeHF7&0RnJYvt z#9&CzPm2daR@3uwg#osBQLW%%lKUh}*^(?qw4_HS5SNUMi@xE(E;M+1yf>dG72bQ!3VhT3XAtDA?>5 z=fan8N6`3pdegf)3K77ee#5FSyi5}Ih0e$$a-@$|7GKjT2R*B3yLS+*p|{kEfiQcl zOVB>Q?*?6zyS*3SWIFx@RqgXH5)7h!7iYr8GM3VPvcQlrlEw-y>%gfwNsS;{SY)tV z9w&NH^+4LOphk?S?Ou!j?~|3qZ!-;Vgb@7)FxUKK*pkq7p&k%Pk>f6_;nc=o);Ow> zuAC=%BDZjXwA?_K4$izqo@Gky3ki-DCXQ21=dTmV%|m13S)_5(xA{UNGA9=pV^~dn zr5{RUdycEKe;1CE7$dL7%s;KmlV(T1$%z!l3OhtH`OPq-rDdZI+mHm6y7I#{7T|4D zcW%C0BTS;cck_|W?#?#q_BVJEjwv>salIDkQ#l`Glch3w1*%;_p{A2DctAw@WZ3!n z;_!bHMuvou7EU{ecX|stsuj)Sz-!0$0h)wF#RQoPbqW9bA?t-vWj#lAhqSF7>P@Bf}RF3StTHt$eOu$ruSoPRY%5?9oY zShxq;(H7W^(2^){isuluV9lWgPQpi2Dx&xC=HrEUndcb$>!5!Ncvm_COQd8iEjMt=vrPLtbMJWyi4+q=BoO8%Z;b$@3(fsPiq~0c-0NH2 zUZB>$Ixa20D~lTb{fu?U`Kuu3EM+Mse>SdiG=ZqDTcWv?!{^*0c}Qk03Vw)UFTkcfT~d@Uyh; zU_5fejBYKbGBxypO|PRJb@RF4B5qMoHw*1rJlZVhC&O83F0j51#&;XLWg?iaQ{aRsXS zXEGS1P7-vUEHMp_n1_erQ{Y+t=<9xvf6~A(B7UhKP)iazDFVw>$(Hk>nS}uxF zz${%u4vRi9hE&r<(Q}J}X?q?noYm{1=*jZ{a7+_!OfGb{8BV863rU%QDGgU>X^=;h z(Z=_Eu(m><9H}e&Q@!ODcaZY)!~-AR_=I3nJyTeCDSGa*pVXW%{}`P7Jf|2f@mNF7 zO*sk;PAdyZQZ2kOu~&@aR-Q|H{1zRWALytfHkPAJ#a2?+Wq>|nTQfOUaFp|zfrVRd z3nclWe(C|9|Ic3yJ^f?=&;KhwA1{H#=O;2knp9_Ve8!54m8RnMr@&Y_D0%^Qbzoxh zl>tD##*XEs5r?afJ?{7nJ&mGYX+4mTj&8&iY2?-$#eEB?Fe%76SCe729nW)hVWq-c zfR!2P>iJVY3X`@T4az+ZWU5F}NiCd4G4$MuAN?WE?t$~ilfcv2)z*-qlIY?|?)tCS zJ<$_X;V7WURfO~jfqTyp8&#JFjs!~h<_I#lzb}fJde*Nq{VE91YAMe zCoagD+i3Vb?>@QB({~YS*s~dV~bN`585v9`FAFSf6F+dJnKL;iu&a5(?F#3UUh~gZ#k7qL(#QCgNp5?B4MIE1lrQFkU0!CU*ddAl1j;_~+%y%?gGAo|0 z08_*;O~6iNm+l0fBad|_Nb-~@+#}+{Fh#niTP#3Kz zW?L;@*m#8=S-n1uKjBotx{w=$*pkDLhjFkR**kh{F{Ur%2_x^rLH7=HfqeO8zGTQF z;zByam8YP2o+`$YdIrx;EN;x%v-QwrMgFTrSA+qGn3@^WFw4dqa#P0o$`oo;H6llv zINs5(8O~pj6|JXsOb>wtdmN#-LV`6ZuI>~*dfJiv8|mZrdZ8J0Y^)arQQgi9eV)6z z1tqm|L&%SRKV$8$ruGjcUXYGNq9@|4n6mURLe`>SzAZ+T zqhjw-kb2nr+-!V3Un%C`_!uq6&h*Bd*YiwqW=1}-Dtu6uD|S;Z_jf@@yxHS)t7+PV z>Uy_ow0O}P)#C%$r(;}5^xb^Q0O_ZRb~C8h&Yc?hdcg+t*(v6#hF-v-+^La|8BCGr zX`g)<5i@L2&^|4eo;=b{E$Q_A6DyuEst%3sRw40~2EXFHA#-Scw`v8pBO&E_wrWX2 zoYC`nHYb8G9NKzfL|c__lcT!#7aH}i#uAai)b&~{Gg^N4Y6nUA$O8izFY{4sHYVL0 z=u59;|9piK3M$Z<<^#o1z)Vj|!AhQsZR$N@8vmgSbz6G%YAUm@iw{UKb=Tfl2CRt; zs?;1Hdu0jhs5kAeJ#BWG#13;#3h=h|S85bzCKi~U;P5C&(VIq;cJo^QmuVB}v=Uv4~@15 zqotwsXkL8(%#gcOVNu;769#a(dc-7q7RLy7@-&Sfi_z?&M_%27h-}|9dEz$h?+oYf zfxVNma87xGP|G&smUQ{xoC>44x3Nhptez$gEOalP2W6T3EfM%%k-K+OO*@smmjx5~ zdN-UT%mG@{a~9MqqIRUYYDNS)opomDZJRF-t>+!-TXoN?T1&>(AO$8vih$9ysBvvt zXoHbAb>;7>eDh~yQB`~t@_SOb(~#ejKg}$v^Z+?P6X>TWj!Ne;Otqzp4Np>|*I<94 z76_;Z((v6zyBTu1^5wN2qv#B??2)#3BCX|&S0`r-gU&D=Sx9RVm>MCxk&^Ur&zVg` zDgHwF2IL-cRSX;@nM@Qbf8VQ4nk$^oTGgs1wr=X&mIJ5v!UD2ZPh?BXRl=>r5S;5VX zZTbG!K*xF}8vy@jOT96Pd|>ad>ffEpC&fRBe{Zg(s;9P<->b^wMMpQ2@##fRr0Sz~s3Y;s3Db6Fk7LwGq^f7v%7(%1M8@K+a;6xHz%B(YLaVKF|pXm5nVg6nBF@Q2q9-=SwEiZR*{-CN#(aLm!~& zn1(-q1>>_2Cdqizz%{L5LNNppqahTR<`oBo2a$PNCg*af$T6;=t@kO=Oa)pT{>Ai&kIqmr+52`6gKRb&%`azI=S)$&E$Ab zlGG{+-#$A@(u}?1^Q637JTJyZ0z%!kNdHs0v6=);ty+`EQMcqXOs3i5@*QNJYuaqw;ov2R5)Uxokt7?2eah63c zmE(};)>gyENp;z)>su9$uNV1pD zpR@4@SHX4U^k31I+G83Y)_fl1{{0jL4|)pjGR|K;x}M($r@SC(^9mC~!4H*+t*S8} zLBIb#D&aLE0|MtW9!7Jay)_l>huq^qwPIiN{{dsAcv8bu1zM5FVZil5h662SLM!UncJH_PoEK8!grVK``z^nVz1Ns#g!*5|zGo!5Bmt``sG%5kh+K2;d?mYyE}#mum#4o*<^uK7u~ZFxj*5N~U6=zuJI4 zDsetfyqMBgj;P&UAexecvs>~E42T@N20dqjrpggg9YHz_A>AUgGoNK(CUp_`Uo${H zmVhzRGSSf)EvG#u&trVOrpSS=4@t77fBl#6i}`=&Geyd%dQZ&%JeldHw#%Je{@;_C zE)L_*AYeTk9$i_7hYNW!zUc$`U;p;!TR(5h9S|EHJGn1U&~tV9Gd4G>xxr9%ANboS z_`5~jN{DiNL;n3YPYk*F4HM?hKc8&(fc@zZ?(~0t-!=|pb+zH|f7_z_HK%!q;(z?4 z{r{(YZ8vZ)Grrd1G06w%Ix^ww{ErD=r}E9#0y1DO>;C!aTToH`XR_w*Iu2Dp&h>7= zy))pki^>pPbNBO#=shb8a=P$f0lK;>B!*EsbKQCO+`{jOigpXJ5 zwL{llAGLYG9}eVGT!0!Drwh_b*0+YEijS=6T9s{b?uJ# zyd63{@Wi};80%9qA?W2iCVjL|>0~wb#dNIsOC30_6~C)xocrgq#$5IaM-lU&wtqea zcR?y#el7$6ABLRa1^CoNZFgW0s(@Ow#kb9CIiHS?G<*d1D=$F59bGkabrG#1DGwkv zuKlg%9`L87>pR{UBB+MpmMa9fS4KFQ(f)V~HYc>adJ)1eCmKUAx&>T`?zNoI91hhg z$lG>))@!@IGOI)L=$mXi_*t***y}%kF4R!f)RYMKX9X^Fm7C_zSUZGMu(@@3ki*>l z+95RdH4LciXuL@keq*xhFL+l`jS6Qp+gjp%ULvAp1`%N(nYkEH!L^+(STwdE8`Ymh zbqM=qplfx;-lDI38yY8a@VIlmQXu?4+rwJ2Uhf%BKY z3Mv*mSyOFdpO)RVU~CnytdQqbWFJVDSYhrb$GlK5)7m5)oIrq?OuXXRt%TbCd6;;G z;wh_3PpAgRXV1`R>BIFiCZsufh79ePW>iC<>3}{0O@(4jYvuOJSjU8781uUk?qc16Iy7Fk zOKBjPvY}@(>@$A8{QSS%MrYL>Fabg>sRCt;jQo-h7 zZ##(4_Uf5*qTzj$BqJ>a{^8aA1!`P5*tYDfUO>8l&gb^hR@_LISMQl)TB4bzwkt0g zj49G&S6r`_8qXx<4LLKlj0wdkSb&S_EvP8?LzgQflFXGL7jkK;(tWzNAx3cJQU=MH zn~7_Kcu~aaTh~R&YmrJsivwLg2I-9(uo0-wDA=VGm(gg7M*#lbj3RI|AU zod7(uUFacjVG>3j(NIkK&vAGah%Adxwi>w>29)r>dE54Oa`XMdW>*oWjKt z1{4as*aeRY`v(Qr%55Gf;QI%8psd(kJsj_QpAuq&UWxKI;76gx9(5xrynkd+@? z2YMXjg0?>FreFHugCnSUSU3-|cQtW>5YuE6i-j;Yn?a1=j%x0n;?Q*Hvd@I-iN@29 zu2akgk;OgxyyxK%ykY#qP6Z5IO^^hPe*qfN?*{#7pi>5@U}0RQsuHrU`VNF^W2H8s z=4)JsAZ|$SZ#C%by&p5)|3W7yE9o-Gu+y3fa^ZmzrZ=5@<3Z!@jjJJo@{S+$8vyUL z4R1-9`-C~MNA=Dl-Aa=~cjyRMCi7ra5*Z7_o09MJCN}KVFgTmLZq{C(TaP!c z8dpVi1*f^U`0gnat@2%*3$yJd_?;58-&ro?zijl8stsCvyj^^uLu_3M4I1j6f_c2! z;+S~PU^_6O`-j1mE^c)AyMYS$kjHz@JDvqJe`Wka6uJKl_AX7Ke(`AK<_P9-BL#!6 z^sd`A*-l5|PF2UH*nc_WQh>Hox9vI|74qV8A(Eaog&3qSm;83>www$)%7M5nVI0Zj zIwVwQkF~{bQZC$8x505YWGC|(BWBXa%Bv<%P@v@;UdQen`oKh<3O^bQO zj*jG_#)Kvp-k8tc4i_25x7erT1Jx~oC^a77HbZFrypkvZ)HJvy{ zhMpFv_(EF}6yBhE6V>Z@e@?W9Xk0ZhgcO)-1bqD{O=5Ky0q#WEQHe(r%!N^>K_tn6 z4^E>&z9^7ZpvE8_jFt-pz%tP8gOhSVQF$-#c)Z6t4ifRRW8^RT5~arknTcD}Q*f<# zaDC?0U=XF_<}jx2DEBCiDFuq*rW6 zAtlc`4A4a`(|B)C4-})A5KI;nIx28{ za0v7oUmB>QzIF^ztc~i%BZx0m(u}Rf6wvQg{)Ql;`YKBYF?Z=S48&)f$4*?RLCN%I zXmwD%CpYL@Fzv0Tn&~3lwJYMIY)ew$j}Kg^g8N+VI=~{Qq>Uk#Nu6WD)f&5?*v!lpRYxaZw-P%{=#AfF#VdoS?}0!wIr42RvM zMZDkbCbQykKw1V<+r-BXmsrk~;g7i#-6XUax*9cB@quCxgX(G64W9yxiV8Vr0VdNQ z?Pc9$dFz)fVQsn~wtZ}c3HXx!eVzw(atK_aQ>1(kLi)dmp`!-GgP2*?EO z-=G%_^!z}$v7phQQwwbkMD1Rf1PxvTE?0uHn#)zrloI|kwK|7>Q5|sRJQ#Ix3pRM( zpGFs2(AO9mk0r>*WxAdicOeSywQ%5(FFdL45brxjzh2Z8Rj-zOajr82xx0j8#-#Al zHH+?n_W;i#)g`U02rS{nZ^j+tnl@(@gT_0Tbv7y4yqY51^@nlD*bz2jc3uT9l1;o` zeLp)KTIkr+lsC#hROK!m=Toqd6%q**Uz423LxnEHn_=y_>P^z$9K27n)7VU$C%=SX?Vo=gctIZ6GHV;FtN&DshZA?}_{osxFeiuGl||ekyj4 zM`%6o#|3x>?$V5di&&NRbR2ETy~X~42GGXEq9fUR4K=Pf^jCv3@G`n}NIHau&@&4z zX6UDWUGttH-OT8j(ww1Z-psC5d>|af7N7F+DdA>jm>^BnSMxfHh&UCqv&fBQU}0-s zy=N8cAw!s9TAJCKAE-s+@i_)Z2l**jd5#Xx=ONJ> z?*T+SlaA*J)ARuJJ=u6=ROcQ~jEW}sv&av{2qHdTfZ|R>q_^AruRnKJU z<{G36O$b3ex_irlbcK_>bsM-}+Y4;2=|;B0W#Eo`hrhsWJ0%cPNxqS!nd0OgQi9wa z-Ce>Z<;C6Q-sROzZVU%d3HK0hT!ZD^>MHN)>&&Og_4Rrk;36J<_|Ut!)Yg)e0Ad~*gh7@Y8)BOTw`h) z6&r(Dlr(#7@T?vPOUu=z9UD*f+tyNj{89JB0rnfmg$8`I2TlT6kG9C)>ot#@yjx&^ ze7`7JA2I4b1p`06($A)S^WbnI5f31qnsMH0bbN``h9XIMW&KEDgbPTt6aRR=w)B&` zY9X%XBQjMkZXya)NTR_i>o%Jm552PioqD32+yGUD;yBFqov(`hut0&ZHLN*Z7sg! zo6b=T95pIKED#7c*A8SOk(xlDO=Z*w%mj&EUTZYH1D`>`c-z>>=wlrN=3yB47mMBF zbo07ff8sz5jQu@tJcFl77{xQ$Pr?1tsbY?o{GBQ}mR#mksjBaEPnBSPZ&#;^DN_`` z1)%rcYiT4hd`5nEO>HYR52!9+BX?4#$S;^^f`qHb-P3=wV4>h{0`%6$gQG9Bys>_I z5%+kUqeB(Ya_DlaqvR4^02uw;g*iN6&;NmprN*ueFo5l-ayTP6%gCf zH;C07lK&Ekzp~#d7ZCqy6(#TyRXL0Fz+joL(YWuJ>peE_N}MWvS3z5zK>I-PdV4hv zIz&SiKs2-h(E_63JvBd%WN1ao-it?8WLUpE?%+v-lnjrBvbuRS$>wc)L?|g4o)c!b zyC7R0_gC~gOO{?rhKF>D)l=TE2T=WZ+#i^JAsC+Uxw?Yk!Ao!{7#{kuKrlRXt%P8B zs2B~w@J~Uf@u7J&9n!8~C@2KOEV#!=KZRg;x{PevQpVdrGCZAZ`!eQ3U2X`5XXvI@ zP|a|m%XyEYo5&N7?qyfZI4iDr$5*_Dkmzl{%ff6I8 zP`M-3q4J4hIH8cJPGBVwo&zQwA|VrpQzT?Ya*Bk98nF-w4?_4U6P~S5DBr9NHEzg+ zhi>X1{Rhc-DD?e-%J_L?!b2BuRxf?$3WWzLAyXaKNIKmVGDH9&*njsS&DoC2B0V!)9 zfdL}bFgwav1&wu2Y(ZyuV?VxbGn^EiD1BTOwFj);y3KFUvqSHop}j8gDJOm$#=u!4 zg}1;WvJPMzY19N3@jAYvXL`6_IpiSY9t6Wm`R_0XdAxJIpx@G6X&>#)TYlm?OS_kBm`85*)_3aNsZ(Ew?y~?NIcR znyd&;xPw>#j5Qfg zFN?t@i^ah3`LGzPaudC4ZFI>4i?MLfBa6v`%VP9Xuo#Q`99fJ}X8;ysO_$Y%LGAhS z80*p*TpnX&SKu*sY~y7z*Q}o^NSlwkp&A`|gUi4hJ*r8#z-DYmG%Fi#pf=cy9R(mc zn_=*Fa+;$EYv(jXeR3L$(D@^rV|d0!;}NEvFE$Iq_v7R6&!=Gfz^wU_@SXY2nLiY)B=saZVl;0~~7}R%7AC>D82m!D@7(g4Nif{A*~-JIduWwlzR< z8snQ1;54>Hs{RjYU(>2xu3R^7=>PBx6GM*m{V_F3j59M_@E~LmF2LNO9*B!ShGv@Skl^-xx*GF}}eRGFd*8DccnkV2Iy zX+$K41Nl~EN;>+8O`$6-*=TBNa(sf(lte!_yQ^#!Mj=vplZUM#i_erq8?f^kgW9di zSVIm~rX)JLk<5}%sXF+KHOx?D3>u-z1SCFlH5i}MPazzo6ai*KgLkMhHmR_28_;i6 z#u`?rGWM}0R2hTj#bpZ0*MP|wutJrwHSV`6V_Q(l=?*1m`R0{dm9d5ys!ZXf^x!cD z-7Kc4`iZj`$EQ$c4D-^h%mgZ;#FEeyrsoHXh1o+kZ?KrFVFCj~nQ`b=X1qbli~&8A z8H3ub%y@%1Ou=>EU@(r^w>o1DDbyKT$Q|m8LGxB;tf7ZGV^9rs#-MzwGqz_t)ER?j zs51t&Tb(KCws{-WL!EKFxYZd$oE_>+Ng>*ld=8jcj5P#@aRdy7#-UrGDZH#5EXJWw zXf8;LTttW_-kU?A@h9I3jWyIzXnang&=@psg~l3IC^Sw$LZLCJ-dx71O(-ezyn~77=@aLt__*oK{iGzhCrRUuJ`47TxD#LF|-r=BkEBMu5FU?y*?Er9_WW0gC zJM@Cwn1G!b=cZyc-az?xqnoa{35axS#9&rs!Lt^gWtf#ws4uG3ctgIs=eU1La}KK2 zSi|V|G*lZVJJdMmcrvX_h8}rE{T=)?)4P~8Sfz@-7b(xsESf`dMe@m0FJ?F2V>~5K zxhaVlIS9Fr{jge1$wR>jT;d_CmrW!OQ45pj^AJ@c@6N<3xbZX54K<+;MB1qa*0b=X z_z5d`-d7EDm`mJluVk$9L=m~A$QvU>Im%&?UFRhtSFoE5+9}vBCYtxyTE?a0y(3D7 z1f+^0SHm3fC{!lUBvh)z8vvh=8-WsC(7jNqh!PD-8@U@YR+<4{*fPpf`#kQ$R0;!B z3jx1mNZQuWQ*F+mQ*F+mr`nu1e3<%SK-veQc&@CG!mHj-H*;4Aal(2qy?}ggf9BM` z+B4&>s5<|iF5%L@wQI&&iGG!vE4<#<*<YZ=@ll(?K?3ns|&f@OnZERLF?q6&6EtYlSy!6YPuThtM8 z2v!c0c}r7`4yqj1(C=>gKloFICY>iUMuzX@;kGA~rs#Ew042_I^O~j1DmM;Xs)9j? zB&Dj@iD7lA`aHv^QmJCm68>`ZqHD;8H8&TTb%_)cBlysHa@sV`1MfZ3H_lG-`q$qEH>q(tlfbuin z6dWgeH@&w0sp;$C)8%A<;8F78<_C&dqO0w5{9v=8ZZH6(H#y}9cDbL9%`qu zCPCtOL%h1vRXM<*Q#QZ{A9^^wTS?p-P<`f{qF4Z))vvEjVZUuLnC?o*&^5`y>=>}+ zzchPDIZ5E$V#+8m-j;P6j=!NC?o1y%weH?MqZHeANVTzv!Q-l*SISTfyPwvfY(ffX zste}Sq;zGG4hLwFrd7`hQhk`tX+Vb+$k92V5o6il^q*Q0ta$|{+Zsn1rss{j(u$%M z{ZAHO5Z51A(gq4R<<~YYi*j6U=H{BM2!Cw8r0h2PWnqX*V+9}Ey1LZx+tuJ9?r#Hd zuEJ<;XQn1qc0ekIH^5-Hfpe65jD?pixko#&qXrJJW`trESTll>(Z7zHNXt?kSer&! zQnhJ;|8A&P@A=u3Y(+~=nJOpIfLv3yzTDl#}IUoN`q)uD)lK zIjZ)zUaV=#EaU>njA9K#SVQ@w1F7g>=pa)wxGwRLs42a#trqX`}m7N?rUsmK6pmXUYkNfQp?zHg`~JvEMUWuUX4D#5>D30OGN#bPc2 zgov^fWwW%ln+;g`fza)NlLU8j4>HaeL!PsY=T_`P!Y{KP>`=nFVnFPgH#7nj*x+K~ zRCui6K$(hWA&W!BL$~~6z8l>G+e@c`$T+DcySLJGY`M!;=F|`>Ogf`M6B8X7q?dO* zzwJWnQ5F;~v8y5D{*7bbYCY0X@wV0@6|{PHJ(^bQAwFykR;_6~D&zxE)d|QL_QML>^%2sPEW23cbk^nXym9Awx zP|PBMYl6`U#x+Te;;`Gb8ZB-rXygsxYZKjz^g26qa(pV8|vBp(5xLZQpmeqgU{_Jtje*o=v85cu?C7-_`-5rd$q+)JuAK;yo5FE z2PT%)sPs%zLv2wt1fMt`i1rO(Z;Q(`u=nYKa(|xO!^Tmt_c5jZbHY7t7Xo6a{67Y_ zcPY9YoxW0C0&E!%6qBGS93{4jswH}fEk88$A}xnz>K*RL7Raw&soR3wxTlQJZjLA9qf)+d}H_8qOOg;%pclB*O)T8M~X_5*|4 z6dMuXaY~d&RlWoo@WF+JA?-l)sw^!dS-r|rjWg71B)kppRRyu^ z(4+xsXz)6kPOmEFo$Fb3)iJY%eD}IZ=0HQw(O5jn)zZfm`@%G|AyolszN{4_4yN5+r5x?p>U7wBFHsG4I3z_Y z3*VG64BVyC=9e6Y7mlV?mGfhF3R$Q4dD6WkL+6QEL3Z|*&Oil3y}DDxk8BoG+O75& z(8jeP=C-JgnKdwE*R`-Id#NipgjC1uYB0=bQBEQA$<*1Jra_6>5V9?~jZH&tOO_N` z4BL_}wLx6SbZwj4773>zu!rZZVdcn^jWqYHQaxk`JzxC6c1R^LJGPVTK$~68dwZ2b z-KkbpCfbN&qQI4W4$%;qrnVQSg!dH?^9L4=2bbhN>X^kuRL9I4@WhI_B#7$^AAyPG zpn8>-+~o_x`@ROSun6E%(gr-Rl!~|7K*}H&+wKwKTdL6UiQCA%^Uf%AksN$y7XyCo?47=ye#tbpVSKu~Xk++fLdGI^$ zlg<*wl#x__%Wq9iFi9s|YrVq;1E$wQb9H{Rlqlxsdr2+V@xNUyrO(Jso({=bgt0R` z_|1EZUTc7+L>!I_fc!e&6XVt#BCX3B%j7n{27HLN7XalUu|u^js`u&&gW(WaHig$d zw8R~cBI6zHhG@q;4U5krALd|ZkTH_sz}H(n=%NoX*_c5F>&#e%Oq(EpDT2tclwI(~ z(jI6D(uzIZsu77fFwZ;3k|}(7d$+Etuvw5hcWrPcd&ZthK*~S{@W~m2>E9bbGge9( zM6)4?Xg2R&2~W%Mm(o%Z`tm))JC*-afa;%1n%GLa-+0cV90F)_O?ZMna@LJ7&GH^= zLS#j!fv==gwJ{xDZIR-v%?RM`TWqUh=FNc?rxIeYsW^R0D7GEwOBpPjLtm-{Y&@ke z+3Q_STELG>3F-6f!Ij0tSxnV|iNQ71)=f3kD@ulqxnCz(0 zME_?(2TM44idM?u_jRYbAri4Dd1P?ktVW$=i=2to|NX^&ZooK(&u|c zrmrIPe5~oYSIY5oe{SZzzm7iLx3Ve@M$TBWt;m>haA%6Bb9xN;8cE_s1qV?01Q zIdkk_(1Z8V3uUBmF#Tz2k4IAK4w(hj|AfK1u`>q4Qi47(Y(bAhO0g2S2%e!51N2{0IJszwQhL;H`Vl|?P=>s2XQ(lJ>eC!L`Bs>ct$v$IhJdaz)To+ zXkU4t85E5T9j|5a+=eHsxAHY3kJ8NvM+Xo z6;a5RK>vC$EtYsNqSINxr^Qx-iMc`J6i3y!DO#B>dJmvTg`F zr-OIR6bPR#iq_97rvCX4a)26hfd0>~zhq=2E)>~J2$*n_#sB@sUw`?Bzxw>IUw`?V zKmGd4U;kID_iPOFPv6hXpY;9DCfDLV$o%=!w`iO`|78FB+h2eA@BiWRAOFYaPyg-L zU;fMY@BjWUPNbiS{HO0@VgJqX%_aQrT)yY?>D!&03*N6Yshqqrhs~oPp*W#hgrn4- zzo+uofA{xW7ar;gP0p*xgLgXO{}W?LBe0$kWbG^xg2oM8CQ7elNw4y@N@lW+^b=+-?3IMW5hZJlw%flyexCjYiV6@ z#iIcXy~m*)?`g<0#0MG)NnR0xU*OQt;IWjH$d7kuYi&HMQe!uM+_9ah-%wtHxahUq z-L2hFulIuy9j4bpIn|VKMd>wT)UebC;hHXeY*$jH)*|vZ>ku}_DjtYLAt$InNS*xs zX~=lIF_u(?l%5b?m6@O5f=nKK>K_RJt1}63CD-Z1EeZNrKrt3C_dBLh;yN{4BJI^P zk(|u24bN?OQe$_Ci_8IWaGiHIw}C$`Q?KFRlJ8k$&S~S;bIzDg#@*JWEg43nt`c{G6YVmu z49Cano^l+7^;~0)L}rJwL#^D5sS1Vmq_)-rkNm<+zFz=OL^fAVH#;aP>#XYkag|7KMSl|(~ud#XNm59 zeP9-H>@4VBFK_rQ8pvnf2HhJU94g}y@x#BeUt=Nmmi?kivA*oi%!@PTgxW%6oL)*W znCga{aCk1NpNl1rgDx6VPLdk`X7uX>PI%=#S_gWJ#- zhy?-$%fnDBXe4IYwQ%C4T~w??B*^84QV>&r&*x&^yWG(F0V-?YF~U93o2LvHuX{m=d|d@idf9ME{lcMYIWDkIIc^O{L}JRgHQXKA z30FTAI3odZ?96vJk2ZhV_m2nndcU_}aN`x)`1JN%p^b0INW)4Q_jtSg9YuIB6j1g1 z>DOTs1p(2AO)&NAbd$JrUUbj-ObzCf8=joF5O$k3Y)mPxwX#%1bo&kTxRB4tX+Z`u z3Kwx?{jd~~0p>JF35??q2cCY(coNcgN&1nZ4@~>Y;50jJ#VO}WMf<9y2QrZ zsv(Z?4UG}p$}t~kJ#5UyL(Z{xZj7}Giof^WK1G1jf1rj}vfm+ZBI zJB;|?U;z%{ryYw!y;DOkt&~~f2clpmx{9K)r@KB-oA-lprzhXKgP|=U!ad&|^95$i zqk(6*&99YUttu|mmOfkC1I1V#_(1h7S-=kpMMpsOVf`g(4@_`lUT{JY>H-`2Vdo`> zG(0|W%u7%KYWG8fx!0yHluUMRT1SEZ5D>?5g9Zp3rEo$Nvx9P$^H{&KCly?i?xmcr z85Bw?y&a-jMCix8kw%V3?46NrZdC`wudYGoj~ZYsLR%O7;w)Lwm(_l_jVpf_RD#Y^ zH7Vn8E>{IFD94o9koMt-HXC9h8ZWA1VY}aHo^H7Yury=4=od2QMD* ztRRQ2cf;i9PB()F9!$ZpP^s~fr?zzbo`i+WsHw;s?vO8-5jkp51yu4`b!GQjL%(}j zyiw55b2OF@p4d*z!b)Ev*VUn-!K^~cNse)Uz?k><)uhUzn}~u{_N$NsnrAQ@%IEs& z7!P!&fmii)rs3|F8_Lg|fe`v6FDMb%s}#Lh4foY%Wb0SNmm#$;rgbgrk`jQ3CdI82S|4+~|x6$doX+ zO)Ul&s3nyv{~rJQ)qtAGb;CHcbdNfj)ru?I2TlR6J15CbxJR8wZ{nkC@D<;?5W($Y zoVq{`;@Z(V!!Kq?GiBbg6JCehZrVholz_4X)w% zGbn>V6hMi@gP7dp=kpJQ_hI`fGl*fAkX6x7E#kbV2d_L2ot?pI8ZO2-q3jZb-@IWyM3ii<2E*LLLLo|$Ua_KjI zyCoj`q-u!HwaUm%(?G>t_LQ>?+ESltm1@#8v>oSRt)Wc-8jsRetMnyy)1^mf-`Zep zQZKr8IVOZ)^=rOO&(mc?%u_E>&nj z;ByN6`_s@5<@Nhft5>k}dVBna2L9@zB8q;}992ExKgH$76#?}rV~eINh0ZA^B!Db^ zvQC-sO!%x51)^~^J+s)Z#Tl{%vYWOy?oo~hVem%=zKVjBWUCbg%VBUNnlw&vdN z3N1PeiLHj$u2}c^v)~$)uurxUmQQq#d_xpF^w<(APV;VAJ_n%u%$N5k@N*z5>r;z7 zkWFKy#^6zTo;3_8$1LcdDKJl*219^Gr>y5z<4r7Mu36FJ!ggNfcfhnuuI&bYoZAevTA!-UeI+YTE%Pl%`CNC#-^>!<*hzSVCPpiMc`y_?oA#N{QNy81gGkX}+Bl39Hfj%E(#RlsxM_lGVcavy+qw)-j$;AMGZ;n!Kh?NoX93~J z7vip>HXzQz8*h_zN^A0P8?gRtxtrRMsnaNAn@|qijPL7&!HgSfi;pr(L|f{0(E<-R zca?YA#} zE+A+utsnzmK{3T9VOUfJ>HF8+O{vX)I_ch|zR{-Sk`5%36A}xX_APBRT+Bs*sD+GU zWWEhae>t|S;S&-DQ(ClzX+wfaiorCYush>D3FwcWaJ9B7|4fMSyHU2^&0 zK+t1#zKf2ig7Z#Y$ry5*Ka5umSsGM_nnE=2x8(mO+@Z$Pfjj+}$XfX4bb>cMH{QGD z9Wv6xWZUCM>q+sc72WcoWGC~P-x_4TVWSqfz!fvovn)?^zw|6eTEepy#Q!mG=;CX~ z`GJ^3q}{XOH!Q;1YTzO`1bV{3G#F8uTv+%Cf;VxPItgA7^oqyotl_Z@TZUhjp|J@+ z&LDWa1#0&jnrAQ?+Vw1$klO^sn;J=0x3HlJtZM>lQxI{1#-EA(rBG%Ch;j%h1yqpbkS%?|P4kZoP*Mt7&j$H=e~i&Bg=t7|V;v z(2K7#DW!MF{gr7){&^7>z_pQPfbXqG((Xf=6p1U6(j;7aE~dh3|< z@cN9C19&Skw#;Z~XOWQ*t(n9XTnu&YTNWKh?k(G#uksZI!Lj37tbLp2nDuj(c`%R% z-6N3@9fNcYAw8}Q)8ND+?Vz2kiA1;x-7$asEe7|nb&gGh1ya%|dCY}%w^ zZW+2pjs*J+I|jKy1jK(<-djo*Fe^;`@EOeV#S8QNcJ(4ZCyDh$$iW81n!Mi+M|5Tx z*r_kf4EqW6g_(3yr_tq^ekcqxB6F>KM8uP65o0T#h3?3)gMwgiK8A>~U|vzJRcn|l z^obFHM@DDHitou9OqYU5vSaF5(*fRms98h<1HMj!or*D`wZTX*CbY`1A&e={r+xRB zp=RQzij|rg+>aJ&khDbuWaOwCTTh_!m|@lcltV-1;B+i6W8A)&Z|Dt(9z$E`F9vJX zoJItpO%0Z9W_x!(;ca95i1!-fj`telj`uoHj%g@96wLNC7?;AcWGcX`E=$5dtzjA( z1~Qmwgc!)kKQ@X%do)ZK12w;B-WWp{{l(agA9rkM+Ba0fYNAaVclQ;sJEj6$yT*=j zUOQ!~X++BP%y=qhw*fgADctbjwV$;>;;5Et>Q*&h#(>HhOf?RxzNFgN@fz!kmS4w> zh^iwk7)xBR;D{=k%unwl@DB;*PGUWen?O#9{&5&V0>QW7sBhza!RBv^2-2K^9{``*S%SQChB7y=fOlR4ydIwOW!Sc zFg58GqYAFQdZXCi|`%H91&VMm?#w@>>DG_DmgBL)w%}L(J;B?40Xd`h7Qy$G-qT1SvhpL zwLUN65gAueNB~_2r@^T7D&Q=j;H&71N#Ly^$p7Nw!5UTx7KFWBIiim3QTdog4Oowf zf8~f5DBe9Ds0VN3;JWYbvL5KigXNOIdzDCpDJfxxGft7SV;_`clk|^G5%=9RSfStJ zb3^-v$m>qS_DZYP(6H(qzfO3Si+1~q@(4C~Um3@FE@d;h{I!&uEcxq>;xb4pXCdZUq^S#$eE|<7{76(OGS)j9Oxm2Z z;=p!35&1fmEj+`jWAtiHk+g;v0V9fLB=2bkBAy7_Ilp)oIH#om+YXFA6n81+a%toq z(YY06xN&CsMa5V8$T_?c3?l9~UP;KxsNU)m=UCluc-v_hSwy#hNhfFYJw=bHI#_&h(QV!S?g=Wh1}?7ZaIItvfjhNbDU`~ zvJ+YBYbeRD$CEqeW!mN<0Y=vPqLU}G))(D6$XZ`sL5^wZt1Fq4LBXqQ7VI8+k^yb# zogAw){N>%sx_5xv!=&}qwXCL!ER;NC()z+><|k==HQiKhLeN5~7bdMAh#oFAL^kV+ zK&;asTi5dMS6VF=OXWL;7VAo!T0{J{Vd=&b>8xEs2JadX7L7fl@shc})^KdND;Qzg z50qmteOB!}i^qz}edH@I>i%%e=mT@$#u9X|SENRx;j;dm2A^7siZs}{^%y)>3zs*x zQtp2IbUvn()xy$(XGzG#HuuL!vs#4ZVBhNlm5`4)IOn@NT@VtNuP4_iO4Gc1UQ&9E zziDVT6b`uD430u zmx}Ld2Rhhw8lbn-b`Z13ZY;cIFb>hW$Rp|~UzFje6M@R4Ixt0&A=#+B55Z-7K1Z=c zT^)R2k5hav*E!Z~h^+O~V2ET}fyx)efeBj05d2l61V;smfVNHGElYPWIcK5zIJ4GQ zlUb`4oro)4+-M*3)HA3iEn>qVnz4G2n>0>0YMU`@eWBv+v9+yZ@mq%|AZuOxq~FZv zqonl}CcWxhO|utEqtOuzk0D6ou*yhTH@^B&#=4j+GS-I#O${! zPdKv=NX&l!C|!YT6<_!ek)1;nz-m4Eu$CIsY3IA#2Ft)7!lqpU-Q#^-q=~Hfdq^hB z(2}C!{z_5X3(7Hg1g+MyK*x6$j~IbE{cr(&Ulwje&69hv4nNsf-ITY%`G5y*i+OE1 zn^HVYJ|S$QVhiz0m2sOItV(WpRv(Ao?%?Zz0k<`4V@(56h+Wa(bUZt2-F}|6eiWNq zVJh+$ue$=CLG79Iijc_d-TnI9lg8g-a5;;$BA$5PP>yNzcO&Lu?1Wo6oPNp!LFJ`B zC5qOJbTJT9riZO|pu_1;!$$WwoPNqlUqWl58@q7uCEQLa;o|gDQiF5)DIuZp3trX# z#6IE0?IesZ)x;5_Um+Ec(X-(&`e<-Qk0P65^h+hW#Ik5oC!=2?f)jYl(lt9MSLuh* zqX?%M{SFUR&`{Renr(tRI!{=G1T-_){PCmc0q>CODp$D56LFi&qa+)2+Q-aU$ z9F8$^v~sh0u{dY-tZGeGFBe$}hFXHri@k!;i~9zn7ju62^e&&5ssDlXW0cGKv9g2& zuNvcW*}vZU0iONuwtm!qzxAV_KG9|V;Agy5LHECG`%raM&!9oV11k=kh6>M`Y7DH8 zB5b4Lz>dsRrtdH`Zu0?6kPmJOe`Cdg)8NL$h8NNz*%Udaji)ex43FKyi8CBxN+&B0 z>>gewkmQ1&Qc)XExbu!^Xz(BgRxu2L)d`sAOOKMer$XW;)2Qi_B4RJO02YIy@mhpS zlWdb1Y}SDZi|{(3bz0siIk0!sAV4=Q!-cNUC@R3g_33W;ftnt~!E}{nxUy*FW$ZQA zv}mj{c9@oRY9b0UJjtgV8lO0tx}z5vRha&hbPK?eTOo(9ykDJE{n17A@qA<=sptU;;1a&yoX- zv)l~fuPXn6XvjowRZxE>3HTC~uLz(O5CsPU2EhY!MVUj!6GXj%&5#1r8`xD&asUx3 z&o9fT+`w)U2t1RiDF{xId6&uI)G$_n#2#Nytn{8=rxwAEB6=O}W2NoJ@u#_>fI84c zz*+#1$wY&86cXDyJnqHk;(V@B1Dgs@ilq7dQK^AL=ufGEy{_!~-`RklFr%(U`Xn9x zOb6f>tN0kn6DQ6iR|N_C*6HplWJUv6RDR>K7pNOVQ3l;t?9qxa25#s$r3N-jDl=f9 zDVd`OUe{AGu2KUf4W(atLAwjKZwbI{vqLp6cn?O3{0QH%SP-AzkW>!I z)EfXd?`3{R!-HvlQY|VTTq3c-p(cof%iWvX{YzDViw84(g2o}{H#4tz z%%|8w8llD#mb$!2V_PXjmi0(V;uW z(HkP{!ypw!#ZOgwZfdZ?IPt7t4hD!-@Ec0hLd)tDQZ()M zGouov@umi+cD|>a56uyR%5}(cKc~o=i6sn(*My{SuyVx@%#{3~<9yR`s*?88=jt;I zQ;kEn)5gCqDkJ!}gRJ9kd3-stMsxz7a6!kB%)ztV-RpsNejltH9&B?z^Qm9?nQfI% zn3$?E52#XJo@J;C2duD~l_&^!Lot@AY{Kvsb!};2bE-&ZTd*@8JBCSQXvCaUfwoMS zK#c=^qQ~QSN4alRwI8As=~~^cSQ2LK);qqD0iIWP+c(7hi3jVwc(6j{LF(k`kHII$ zDyV7^p;sBhAjjACjju@Ca)4Hk8g!mc4e}Rlp98naBp3=kEJHStN@jD{vkO+mOz8vV z8_F@`7AN~apNsuTp7_fexGuyfnH6Ca9d|X@qjQr;Z3G~lW z8m#PjJWCPX%^}?>fpyLm)CKe|9}gZN8TN_>_i=Z(XK?-by%+(B3hfvMza)`^nykNg>&$F2Gh>ev-a|OaFc_q5iRnWQj00YVATcyT5ygn z3;pi3pfJIuY7&ur4FifK#8ObwCk!oDgT1uCo9lKK0~%Eye^;UWfP$!nwTBQ8UMkf_ zUJ8_#sW zcWp7Vhf$Zvf|MG96O8e!_%GT4aIXfw$P$8(Mx@)1LC5V z7`)FUt75DD1435R_f^@iHZX;SSA$=Z#i%5|_AArzFFT9B zmYLYi=NLkvPnh-Gweyvrdk-n*ACr^ z->2$U(oZMTbz=z9v;^ZpfuG!pxA>rGNfz~LTC7RDqi}c&ydP`wTy~MiTE;`;YnBJR zM(xc~6wn)p-~~6eibImRepk%ulW`^*XJkc-+Vz3HmuRccdnXRrr?LIhZ>#TTC7{lL zG^C}*GEDn~uC~C65^QN5N?w~Ms{38SgeV!R;4sroyO~Pa_YWhZn$i8b=&41+wimoG zX+@z@2Ok=*ip~qDm5E9bjTR8IcZii_{F9%pcBDsg($(T|-J-Cv=1HH&t=;MK21t4^ zHcoQnC;S&0sqk^AQf=DRxMn!z-%mlD?j?P=uX3YBTMtP)#KdeyZ?+nNvuYznHIX z>9ID7BjGyUNcdRQ52Q%=s>Vvyi0biy-sJYNz2o`nbw45=yyJZXRs!mGsx#GHCmZj( zP%|S*`v=Olnfr#QPSteC*Gnm3T;^{({WiLepww6`4rooANF3he;v@q%U2{?iXie-! zbR>Q3siLrSr*al)^>JVpk*4ec@=pto&)1q#G?kXD0!M$LF(V(H)r;qxRB5y>FR%ip z-Q@}8`_rp5j6R@V)13zAq*t+8v?Zr?bAUrH6YfRO-+=Tw%#Z&~ou=bmFWMbWrxzx} z+^8L00^0-iYzo-#%sq`nE+cd%IXgnQUSwf%;Ro3~WqjokX+>I*5{($eo(X7r)UTV*dY#1`Tdy%Vtaw6U+F#x(E(PpGJO z!qlr+AD^o3d0Q`AM6!b&m$D;|*y%#5PVpo%@OCEjL#Fx8YgcC+ zcVO#J*m}=J&q)955K}kL#J`m(ep+ORr3pLmZ~oj&LWyy#p0p?fO_+3O8^azf#Xow{!UUyM*^%_xp$1E)1_5VR8akE#I$|dh8rtYv;P)--y1V)nLmkO= zEIx((SogcQy4nqj$hQ3&wXA1~5Olm=_lTG

jJ4>|E_^Z%V%Ie0MnwM7W zTXo3zt1`SzWM3@93RPQ2d|vq?&fPgT${6siDorKAAfkstO@A}p>Y+zd3&A zz#R@U`9jBj!%rlE5|wDQ=`1`u>!2fYxQsbi2W}u>vyS8o<&OQN;U{wfC+W+&b2jJk zYvW@0+E~Y!n!~Q>%xnT*6&>B%n^=-}A@3=zlDpDf;U!B=ss3cYf<_KPn(CQY+0yE3 zPr0GFh!do$q1Yd2Tia?M84mSiZTiB>7MF_SC`N1K4K`lKwdCyy7c1953r44scNXJ~ zf>AKp)x27%GU_z8Y+tm0Gm8`UR0+;N|LG)t4DVhPQwNXMe5%)@n7S$cf`r9u;DahJ4t$7CQY82{EtfM_E%p?bl!S$Uvn<{^A16*iWB3Mw zP{=C3Bh-RJZ*yr05U+eits>;K9Q+X?G7^_*^gPd;`i4R&hl{>if$wwL;IgkE)kcvQ z7sl^_W9P&guomnKq2w#*8L2b!d!cUh#=@8lg{d~iI({t29L9b)K37*oS>gMO? z%MJS}({p9&3^|uAa$_v^sK<%=1d2DRoY}G6Lymmh4S_h$sO08w!Ji+`S_n1}%h-E2 zwpjfGyU;|i+=1)-IiEl0)oR??Ky=BklQSEZclhLthNe|o#$#Yqw7)c&R&r{Ew_`;n zzo9Q&*!0Ebj@1RTA(*kbvtGdnd!=yt&-fPn?s>db;&qsVX3fBSSbM+;W#lksb2aBikfe++KGzXtJEp@z2( zmuL}iePTO69$bL7N;HC7pOnQL=goXGhqZ1{a8|uw$M*stQA9GOIBi)tPvOwhYqNn za6vsxT!;ELEp~2QXdI!g!(~{B$Q~}kI&-MY|5;F%MNL;Wsi1j{%Ngb-f7+pLjC*oH z3qufN&X-|uTCP`=04OD;^6%Z1q_NIuf#41@4P zPOVnwbdp^MoI0R;R1z-{6(rdA_rU*Z@ySJd9pI;QB_Am}!w;2fpFrv!t%+du0~T#4 zm7T|j*toFs<~@iIg|VUjnKn;*)~}T-l?q#=CE`svwS2Ixp_8Jki7z|)2D44}Y}hWB zL8t}@lJ+%r1qw^^R>7Nbgj&Ofr(=UzyHdlkW{Z{AavIj`=AhlJMrTQA1xA*Mc@wOl zm8k>`qg5$rfm55Kt$uqtY*)xEA(64GJN+@vi7#2=AR z*0uD(c|f-3tSrYz%5`-w5RnOWh>SpptX0JfNy)0I%Kt>cYapZK?-3fK*JKNt=^WoCaWcWNvvvYxJH)*vyfAung;m6Nk#-Ye>T* zbL-W4v(*F^Kr_PvWF~}%wwEFuaT{C&NV!~T3^d1_*?^&cAl_u;w1N&SW7H~D<$nta zwq8wJl0~UcZ+3nU_05B)}G0{W(XFLXH6w>Ea zezre@pf_zW&~UIHg?&JyiS$4yM6xd6dJrzr1yFeSY<)1Nr$WgG%CNrH^&nca3lE>8 z59WLqXT@WIdN>yIbgpmd-q31y3|zTJ7Y*1|i0Farm#`((6%l}QB-Xk#W4tBN;_R?# z9Wk3dYSp|Rn`rk($My{j-!$DsQVheftWG7PD7hos6X12u++Zr#Bxuuv2_x@{B8l)o z>DNMunBSiOektLwH%cl@PqIAV51FoEkjO(}Ux39(6Mv{I-dljhq%@fewkN*kbV|Cia3klu@XVwHItmXvEX5&duGO8%r*Ipx|{RJ-oHJuB&5B!P4K-Gx6j`d_b#*mX!+R~xU++(4hw9ODLMQq7PfYmyKal5BIX*Wfiz1b1Fb19H{ zBVn&IW~TLKYvm=uVXVf1#8(JqaMo-6v_OA7EIIZ1z3{84}u#= zGc3_dB`x?DaEn;SAeF>mD^@HqN+mk{Al^#qV2Md8Ny9n<2}NFJmP(SaBqp}9NF^TF zN-Nf}N+o_+CoR^oNhMxb;u1^js03Ng*jnNnvH+ZyZZTuAQEMi##4E48g2+VhO^L)z z2@8B*RVea6?a;40XcUi>pa5_X@FQp~^T~U(3K`}EXXFS*D*AVc~oKqR+4WJ>s=wHk-T?{W_URWl}!$ zs*+E`pT{$)R0dy)exI_S0{n)#x~C2$v+1-Cq_Wu*_$j(snL@u$qS|+&SH#_E1cFkT z%A1)?>Mi&Nd;`9iM4xsQ`~`lLPUKGY!&i4DlUdv)RjN?%#k;84ud~T)9KL|F<~ICQ zyo3BNT&{Qy!^HRhO1wqB3*SF4Mow1a)5I0zAED)y!PblC=QP+nI_z2SWw;&Y7`jyxP+ z^TpK}dX%AOC1q)US{$ zG&;C$NPU7?u&lW5Q{Y*!3eI8!e$!EKTzv^99v=TbT1F7Z_@-lOaJ&qQP1WPw0XM(P zM1*Hj@>(O%lQlSbo7Sq(LR4yHN%GB8dnp!zGJ}Q^O!#j}3Z3OdiO(U91y-zjIG>0? zLuKU=Z<0nA%$u8qe>!et2uBFLa_pTyYXoKOPQ3PhnteYlK4k7}H5cURp0hRQ@^gFZ z&hlu?R8ul%5WcP+d+`=Zxh+^V)PDk{)}Un#8YTF504Ua^M|sK}La)(fX5~L4eo66q zGe1ZRDkc7V_~qaaMdGDXKO|7VRVJ6g*DubMzhTkCkKj&yfU9|nR!*uoHSCG`ACbpp z6@RT-l|&NCgCM?EcCqLi5Hld)FCQ&yN$<1x%UBsB@n2x=QKVfz)$m{I>f19uwyVeK z?A^0;Yt6zh^vi@7UTMOlHZ`$y!-7STk-`+WOV9cAEysUT4 zfiYid@^XX*q4K~BvNGntj8CeKR)VQM2q8X5I*~z7BKJzL4sBEuk0;8Dhl+@H3tmt& zm0nt_VGccIU}@FM3X9ooxSLUfO=g|WY|-NzwyAVZqn^5!Bx(9ovmX9cKWM^-WS2v| z;ylU{9zpB{4-u>X# ze98cD;{&owumP;)NUEhle8_H(1zt-+S?h6n5}x&*-5%28AzQSht~P|Piam$o9?>QQ zk>@f+BXvC&ya;$}2L~*o`byu-P$S;p1F?zA2E%;?KSh(g!jtKZt()F)=>&xO%vhu+ zV`DwJK%g_@Q!q;SZNts|;VZ5*H?;dxqm6dlR9I8;sRbRS(Ai>wNf_(s8xbrf!4S-Q zEHRJHU^eg;qk&c!begRjgIzhF0++cnJxEp^AcjxKwqrKTh53$Jc*cdky0T2z4GcpW zs97{li8@0U>KLzHIvG(KG%zPA(7<)$6Xr38-EOHo&uA4&pjHGTvGADrw|E6$xFL2w zG7s+O-A*3|e#@y@&8bho^OcgA*&ev?KG|Bhu7{sUSmARVD<=}9KPnE2pVZfPenLX1 z3p&2BuIKA5QN3>74(*FAyL>R-pK;0+6h$j-@vg+WU0e3~Tbw+r=fO>8b7j`lY#-P) z;KwtaGrfLBqm_{+8)wjR+VM3@MwPr7jOg^K)Y~}jX+JqhSRRe3@(-qC@==LZ^mbBte_<9V z1HMd2S6-%EKBI+!2H`+uTC38i!N&q8OISR*Q`h8n%T+q`SVH_5SRzamQx$3hSa~n=WPz8I)X_r`4r|1Sgkh=PnnWs{Q$frXWZL(J^80NsFns z%neUW(k;!+#~it}w6LQ(J)S8^Oe#u?qLE!C#7;PUSK;%FhVzU!CP;JwjG4(BbDZG5 zo&AG{TFUgIt4kNO7RJOBtt?xxvM{DIG$}86PF_MlXi|Q1T3&)m6i~N*MOMbL^^J9d z=zVZm^{NH&sgr^%TJ)zqKIht-C_B%Gb1nG?&NaD; zI=@w+Rx7q_4-Js3cF3Z_<3iU`s?ms$&~V5G-?peiqr*dGT@ndJeZMCZ?Tb3%1yPi^ zo6r&|zYY>bC5CdVCW=n%QHV5LMZ`l$%SPuL+>T$_@fH<%esy4wDrBQ(?u@{BCGpv* zaa4#*C7;0*CFa%VP76+3Sh$9q7y0)&!7(whK^xO6iZdfK=7mIr%nk`x$U;NZ(-~b- zqONM`Tqj2Qm?%=bnkXf*_vm6~02`mQ#>7Z73g_&{C<}1_!_meLl0JIFP4fwZ*6TcLNi&qc~ zk+EAFgA;&OD@~fsc{~ZQTjo(U_1O z9TXTEM3zQGoF5BkqWiBUZ_95kidO`v#nP}SS{{~L$FL16cQCA zSIAS#mSu(}#OGCI&#R0HU9c=aI(l{vibDmlN0cDGiU=p7_lQGOFJR;$9x6;cz|ip} zoL&iX>ih*+OngcpMTVT;0Td#C5gaJaiHr^T{?CERkU&vET6km#I=6JNzh;5grV&Xf z-a3UMYUa$;RB^E2wP5g?n9%ZB$>X()4lnQ7HQ^hN6Hl&L>#lXKZEV^)9pX86ac=b1 z=EmN6y7?u=RXyQVb(Q*xMOEdbWkq{SbIFofdTa80ZA|o>!WrHAS(^g^XJtG?!4M#4V;>JX|07?$& zI2i6%QWq>?LZ-*(R%x`2CBTQ?0;XA)JS{b6I>aBvow(2|`2r%MCPH?rMbC*2ffZ`e z2!W2Kh+MRTWatkUN!|}qC}u5bV{FfAlT97InKA;=3mq_;?drC$&#B5=1%1>V?g zl@Zuj{%HpKHj4PGK)BBSAvRX}MMP{|RAvs$d{%y&h>@Rxa8u}y@1PG=;>3u=a?zUa zH_6X*z~{sl|L+Mo%}3t4QW4$y`p9x#UcFeP$%|g2Gh%vVdsI?1F>TJYV;4)z(M!qneX%FwuID6vbwVBzx*@S$kQpH!c?8MK z^oyk3D@iIWEnZ1pocxuq%=+onlCl8HQBG3#dS&)|oXl}^0y$^VMe--juhI{vzcE>~ zPiM4FEzAm!oXvDhEm^Xx>$5(~?#lisXJu|(?hAQAAVYaCaItuMD8X?>&hudOFrKW`mhL9S4)2=fu^iWgRDSH5vo)m2BXZn^r=HeK5huNaez zF5^e-_nJaXx0_?kR#wVxX76P0V;^C6vCptCvq#uB*uSzT|5fQo^UHsRboTv=GSE51 zNtehke({T6{NfkCTt>>fj`+nde({T6{NfkC{68jt_KRQq;upX8#V>yG%a0?LM9T`x z&Q%$!dRF~$b@A$JR=;W0|A5?VJ=`7Fy|w#Kwk+Gdw%^*d_H9_6#B$6pe({T6{NfkC z_{A@N@rz&l;upXC6Y_yy{PO>=;NL%zE}B80|BZ-#IZiNc5#zt*5QuAH{5x|3CA;{t zm`IZB=gShGF;XI0@*ZE7`LxT4HInc6GDXahuH(xJf|d{RWu<7?GhRis$RFU#YGRIj zoG%9i$|wP6Ah8g}@V`Taq#{%KGD*mz7``kb4imAOAG;80UC@epdjOxy zV^0&bTd)n*OXBIken5XO+yWL^ajOw~VWN$k9y@O-jaTV`UK6%g@NO^6b>fyD7-hy@ zqoKVEx783;fC+iWg6G+=UyJa37LQ8;P;%oqxWK-4C|fZm zC-w!h*8;Ddyr(#=Zfp~`rVU$U!boj+6&H?E6^=>=v>-nAU=O;mUY3uA1>3~=!i8Dk z0?tn-w4wvs!tD*gw;XmWW({IO7tdUT zsvE`{VSP8Q*>J1{UUNR}vH5s=WkeG;6yvt_u{WMX5Sz*V> z+#o1l6%rXBX6#!uv-=|UXnD?MK)D}ts1vgY#ik!xjewo=v7nXHX~h^2f)0$9%X6Hr zsW|GwJa=H*IWGwFP*j)UHMmUEk3G$K#_fr=Fj~k9CO&tgU9Q1CK;s-dD}3{`1N+s+ z=Lb#;%h!#3PG)gNv0w{1bnO_25ar1cbMrGe{x~mc>G0T~xuQ(KoeE~`Q#XJ5aQl;6 zSL0b{vISfg?ZtjF;r%p~&w6=FEqJF{@t)##{>8pWbGVZw6~@n=z~HI1a~S?r-}>$k z?sTX5^Vy9fXPR(MPPV{%Do(~#PFHvu(6N(rR0}%jI1igwK^qq*fi>LSiIqP^yzIW* z2`8}f(x)7XT)k)KxP0zKxOj6cVEMJUjBVrNuE91t`O`B_z8d%|;8`kpisIqmgCFZN^izZgg1H0Z&fE;-MzJ_yYC6|L#@%PJUQ@;N)) zm&wOm<~L&tgcGlDLKf%l#@68SRCnDrd`1YTjPK_&;hdN%r%asX!nuNrRXcC@)Mu{o z5)pNJtao9S+OT$R7hU|x_g`gzaK2R%2HaamltXO^oR$r^r3%_;$f6C<(*m_JXf1=5 z6d2LS_ov`UEy3qdC5&svXB?-a0bXmNz6|HMa)QQnR9gh&Ye5&9Yao{5H4LDw5sz%Z zx@(}d8r}{3I5eXaTAHDb$`v>Za_iN?EbcQz6@MmjNSmOY_EZToJXq1K0=z2&Qd^Bjccg28Q$w*Tq9mzk8S4A)?ypVp`WwG zfDxdTwY;s|IOLxez6Zq!;j0GmTBXN6sKjWz{wsy|dO(i!S3qwQJ|XI0W*N4$5qr^Ymirw56Yli178&$-!=T5m(X;ZUG{fF}l+I!@3+Nh)$!T}lJKS`s-RZD9jc$wGrls{( zE8Sq}>~g#42G+$o*RW=7KqcGmWP9m42WxBUcd&G|vESa~rmgl)i-|Vb9sN!;gGQQ} zY-+iP^PbdSxoPel4rCr)!_2yk7OP8JYP4F~offo)k?yvGLRiOWbAcA8rGxG;c3Z6dbg#wTMZ0?1 z-By-%+F@ObtrI}OP&eBRGi_#YfYZi0U0S-zO?R+HcaM{G(N681by!u~`tKLrg0yrg zqQXj83#1zb=`G!hl5Rv=T0#T?Q9w#UDN#yFS{kLKTWM4fLEujI-shaXUGsPEJ-_F< zzx&Tw4-aed@{ahvW6bdxF&8jCFRM1EdT?E?t~Pe|=7T{zEGn|uSVQwc;Sg2noRz3FN5*>$n613rEr;9hd!{XX8*b%S>d_!xJBlD;K+YC*a?sQremtA0t? zoYPh2O5!xDTyDtJq(P*3zEBQbQ27lrt z1NCU!DaT#7f*|5UOV5q%Y69W(b+d-vx3!hS68Sngw?yRcm$-b~*c7Uon7h=|37b$8 za;$=BQ_vwMkIwi#d;jUvYCr5XLH~dTv)u;#oH4r>D~3(cm&tt>!}c2m4au(EXY3xw zww}}!0lgbe45N@p_syM5`E|u`|`Bs5>5Wl+jUf_ ziS}u|jue@5S#xf-HO7QS5!H2*Kv(0o1Y8=t=Q@?-3B z)HKqq1m8MXltxnLlj~J3id2283oP&34A|);$bHGGyQ!4$%4hwDuy$3|ngQgt_?_%t zm4-A{)59#aQ=jmkd!_ShlgcPB)iiyqtbaJnNOJ2n^D8eK8{#5tQ)lsy#|YN9F?PY< zAzDaJ+Q*lC>-*vh6nW#g(WMokYMsJmDbEwe%If&@RTkfoMIpGdIEXsJ(9~m8LT2WS zG_2y5BLnO=lyBR{G%2nVrr(cmzDc8*dShaOdwe`W`yNJf5HnjGWKZ+S>5BP^ffNHZ$qY+iWgp|mz2G6h9X51 zN|rpaUB*{s=c8^(Q*XSt**zBdS|N=SDtYVhS^)yYy7`xkZH)B{fmuXQ>W8=3_mKMPHN}D?*Ek z1m6#Y=j~F3w=33`1eX*QmX;u-4RsyuJl*wm9f|58%flnhH6}z?&nAfs58BF@=q5is zD^LtaCH*F=+n7~UTV$6OE>vn?q#)KUQ(+gT2tjoSXKqt*xdA>*(r;3?_RHV~K5z%pg_= zM8m{R0$ZDNb4*@ORw=P@ ztZl`XnPbpNIq=maHD`EY85}rciFf|^ixkWL%n#e3n2eL1pnrTdEjnxl%ENZf2G6pe zSmOWw6>?JDL0E>aIk_cG!;~Gx8dWHC_Jr;SVH){X|3c<^_Xe+5|2ABFqZgZp8e!lYO>~qnd+e(b8{HSG}$*PdOn{wgbmho=eG@r zolF#46L@%%DS0Zo%w(0?X<|BkEChT$$dAySaT9fAuSpz}H;8h~eXp_jpauYqwE!8SRL;1@F_>X#5nYk^gzl zjxq3t2`>llXq5T`bW9^xRZJrvCvBj@=GjbcQ~E$T4u<##&e4tMXYME643 z-xDmFI4H-S5qMFV^^>e)gX;0hpd{;0f~Kg(MhW%|@eb>Q{7KAaNXATw*BeRJoeB0H z1o=~z1(H0zui7efJVN5fWu{KNem=;b+su@BOuuQ9c%2~VNTex%(=3p!ObSRyupUUf z{tR-6skxt&klqDzqez2{y@wncH90}nujAF7E31PXa+x)rD+4OXiMM_TImBx^R%$vH zI;~?SL*`k5)|trc)`e{OovLh!Hvi{6S>e-XE2X!8?2xHCA}lzby1w6spOD zY%CqmkHpLyZ;vX-|FT&iq-+asodj~Y7Ifs_bj(l_t^?UqZjz)cvmx+eH!HuPZi9Q;i+s z9a7Pi7hBvZi-33ungQuA|76=(@yx^xyUd9jE^Jp?5 z90LO4)-+8t21GPA=*TAM2;LOHTy{cq>e(MDMc37uNdRq^FASQ3j2S}w_|3Km)>-im zC4!F3n;J;Uwn)~MG$r%-_|CJ>mcXNV1eSscsGB{%PmznNX!^5m5A#1zQAxXVZUTAnvmAH+)@5g$Zx> zQL8(XBS5dBm53J-8e-N(O#GTMo|4*m?)Lt5#rue*2aV&TOeUe}Jx~&+5Iki#hFS0e zHc``whbvi>STS{0v*vEXb&ND+MwFuSR-yoDnuV>IZPvNC_H$eafuF2J&psb;lQTuE zKE+q`!8=P}0rzq7@nKffKv3d^23?zg#g@1>L}Z89J$W{tbuoas<-@4+IqEa*$*yd~ z4bP+_>U(tC3un#VU>f6E-iKcE*V!(Rm)EeEioC&pHnc;@ZtCLAfk9raAZSkN+3-iq zE<`GYCM-U7vv>(tr4x3^&4RPD9B4`^EXvhq8ML&xIk#iq+=~(4%o2a9#O`R=t`Tup zL;BOR==v;&=-JDBx%eUdN~SW215}l#7}`yjV;fZ?8=-uv5F#ar z*~=7&#ttpyJ1ODpC2_p0`STE+H-tgaDUgB=IfxT`#4{zXARYOOa6At!_|v3&O`kLy zQ1jh*i+*XdgRWtTIt5Cz2Q`~3wG-tI#G03s!z!4a;zs?f@T^4Kq=n8ebp}bgq-iN$ z643baO{SBUBva8?TFI8#ZB{5setw$LIDN|PoPg5j#mS~7gS@*M*CZ+jnw4wr2v%4_ zh`*@~)R+^jIApL8ToWjiuRJHaIEKjOQ^`wVBXA=UxVd#c&Vs`|WOPZFj9J8`czXlL z9eFNjwknb)sC#--1>`WvTL7`- zvc0C2OaGdEjOTvBwQNe>Y%ODV<& zI=RZ{VNuT#$+gM0SdW_&%W`?nEBJM`e$Q^aN#!cBQn(lF{zHOkV~(z*gy^wkeVf>H zve9tM#V0mX4OAJ^k`ByQL@qGV*^|ZN_ZbT(kg2iIy|aA~jGQ%!c4D=Sd6-q^+a>IB zgF(6|L@`?_J3>1`yGqBYP@Z*(c$FCVl+YG$b%tFBG3YvInOLFN#7LH=R# zIEqhtSNBn?$xKO4^DFQtFNYMDvF$!&ny(?kMq&pp6J-&ZJo>EjslBu1W%H{CNz`ZD zRJuY{1bK&(sE0+Glnh=$M~N>os1Qja-AK1sWG?C{au>8R9IFax`1-*XwtH#&tMQJd zgBFR>AlU0^H_&}}&?W;+m|1Rg)(6|CVYOjm!QMV1l1o88mqcYW%gprcFU3_pqA!%_ zAXb-n#imJ3Q|RM^FPj`vI78cGyy9B#Oi-;CGPd%9;7C53%KsAi>gx7(ZbbzZQ;=JA z=0Yav_Z%@L>C)q`JW)+D{Rh~|7$$XJ?kk8he3aXX36u%G%ALvl4`{-YSayJIk>Ff0 zACwo$>-j$QBf1f~k(Oblc#g@RtIGtd1gp}*g=dtxN`l!UhqAaFc}MT@QPSiP5>yS5 zw|$gDjMvIV1XNuJ;vq;j&RScXD9F6D*>v5LejxyEr0}G=@g?bICw=sMoLod- z{Jlyhl1_++tD)h94{Knd=85{5=2u=;>^*vD-zWkSe0i%ND=R{ga2KM^E(p;jHnH0l z4(qLhIT8DC$rM?&OCi%7M_1i#L%77R#oHTQ-fUWmvv{RG(^YlHY9D74Q4{#mlKyw5mZDphVS;OB5O+?6=>Wlb`BtxfDA?nBX?JZ8k}4%R+PC zDnDAYGuJNILi1jd**ygI(Y>UE&>uWnh{?_?)+kBAa_UyclS8H?-=2)qt9)ywq9EO)Pfo~@*bHC!zI<4)=#SyV`5WYhSo5;NR}n@ zFT^90j#X*Mg*3en*_1JZwfY+_~U?{pzp@(lg@$;5JH zJoRMik<~}#o)Ty6&HM1U5bsRttC;P>Fvp2f-xFt&b#+I9=RQ!q-Bfqmw%XjGriI2k zd~lmj(8krNFLN^?BgZJhFgUQ$Zg;xVna+~)EXk!{VW*ofyD za!z!b@)#EUkQ1=oK#{fJn2wjfECbf^9! z4QIeqWbwn*M~Nze&W%2j2nMhR)q3XlaZw3WW}qQVkCdF<8k zIgtt3c#DBZ02VQCeJwk!Gk7~qbRp2`qW49q;U~uKUd|s&2x|O7Q!k*nWVBkYSQLd{ z4yQst{35kx?`FV%6jW*Xis+T~wv_$)yY0JY70!~J)hi6+?$J6&#HxKM`9W^(BmGVt za!*AMOL(KSv-6e?MOk0Btryaq)VV^w_aafUh5b-CJ?}#Y=kwFYKbzmBOBG~J_$m!W z9=$%Q^+f_D`cx`Ij)pgMj+Z#GHdV~LDaN}KQ+B=H(=%oB zd1o&u9FOm;CLPz4H0Y9iDXrOKQmvs>rQM0suJ#4e1Ml%9OTzhOz@U!Na>dc8T5cttBse==WvdjtK_BPWmU zBnwW+ctrg`^>Oc)w2+>jE5v*e-PY5W7LKcC7Y^G}KAki>pejFq&L#LVv3c%OJO*97 z@z`DY>(otZC)V2HpM@mxM)mLzD{%uHRODOSds$ zatGV8DX7jiljimOv%{uofM4$h{{r-Jt@ZBxOpRNUz|#Hl3`UKuQ@9)y<*&zey$&_S2Ij(}f5p_G5_$-(y!tq*1c}Co4@q^#Wrc?db z)r61_XA8LD}iexL?Ij9Lm|t?q|_HH<8F;68N=Fpq$gA)$z)pi5^dh zZlJu3Soc;eK=K)dG`T@z%9hnUedh9Z=@%xYwg4Go$p{u4{V{wMq^G5$)QvX9BND z6@BzS@GkP(^l={UzcPA~Y0-yd>vP;#u=dDlb55?3 zi!?kEVK2{57B!vS8b^E9oY&x6#r?asHf2>9zZL&}NzT4kE8XrdUX?t1QL}Zj)i8Q{ zqB0N}l`l(9o{WbgrIO?fc1zx^;=>2(nO{mz*mu8V=^@oR~ z%~k)quF@7AuUpg}Ssi$3=xeHt6dO)Og^wS%JKH9e?3S0V8`%fTHIQAOST@?OE)vu( zq{&Ift1s}vmxo&_7>Z*g4G)@oZm#~O!eCv0yG*xw19vtv`=ZxNO; z95{FT&ST-X{g7uTFA~3v>A70_Y$~H`0zT!JM3CGNcg}=M4f7`%`%FO%n60Bv*J6HTFV>6rfTl^OcA9!M3 z#Z1S+Y~3^kzc23=G5O*-JY$TUS>qolY(;jpG4Q7mh|Bp1y{xilYKbar(4^&i5$;{y zaCVMd&3MAajB&C?n64cmm6I0cxcFi1-a$ZKdSypN?lYY@F89l$yH8t48cZ2>ugTrc z|3Pp5CXCyFxOP!{KV+g04iEDCR7;j{aMTCMw|L0zZu645_J&sBO8(*cHPu=~Mp5FC zfJwk1e`=w(d~i{kVYBbEBwLli&&}6~1N^d-u6*SCzFmOVmiJEcM%yYQ_tCe+mjM+n zGbKszuB-^XTifo8(G^de1(vd^*z6Au4e$1**|3wQu$kg1M2Ywk6M_-W`Tk#pMi!A7>gBR&9gcnVFz_ zCOe-JIj=cM6ol-)w^FP%E=J%t4qAoU^T+R-X26Ps-~p}TefZ=8&-V=LW?o(-Gsr0L zlU5w#$P+IwQbK3z(x8RumVR;!?~4Y+D(`a~8$E|Gb?k1GUeylhf<-&G(v99?Mrr35 zcZ$;$mC?qt-!<^OxKf(dJ-|O@^B|4OTHe94S=WD7Yek%Ut=Fh-uyAm8o}cPu&5!<4Da^o-$8u)lv)kcCzN?pF&y-~*=agGHs4tjp-Os#= zzFGft^8A=oq;%m|(u?l;X??6Ei*Xm8d6|4GpjzDJ5qq`XVv-r+v^X57xqO8oZnr#O zIWBB@L`v5nZ)Yr4y87W(?B_})H?OhL{EE9nVnAsFkZrK{qOWm!GMRK`Gt~ z-Glb-TrTKT{$>q4enGywOrt2y?b;8ESuE+-Bipp%)WZ}H@7U@uy+Ym(XF?AIHZZLA=;1AKx%jvbSES?_35 zrI+$Di$`E|{s`v8ej^O-SIhPwsQYo@-up{Du8R1{H@(xl`s0jTeASSo`V7w3E?ja< z@uAKR>#nDGCjBvdI;!#Al0jnr7oWbt3g;^drH@t1Y8EYzYb*kX5~-suJh^#}Y-Qcw z`fRN@>MfFp@8c8$c`{?DAneW-e#b7_X^pA3{2Oa@sbtgyW9>xr!IJfu23dXGPZxK$ zq}2I(QG`-hV0g9=!Kxt>^i_p~Z(q_Q-IfIC`_bkz#L8RGnC(c;SplYe+J|)w!eQ9IbwqIY@8l#R_bOS@W&w_B6S>><`fw6+1 zc4P3zdxQ_|gf;GZlC1~!r{0RAN zVP7I_n^9|bEBTO!Yb`h8^X;7Y9*$hJuD-DA&q5j_ zZoNVq_rzVQd4}5O7zGt|zk@HB8uatZxs2(#h>o&QiwT4^+8c zAS#(TO1!m1DMg*i(Y#?ss(V?ES58oVsgdPd^AEwkTdsY#A1CSI@%%>G%DsF=-RuU_ z05J-9+uSnWJgI2_o}v%f-gY1i1_n$H(t8q{e9V$G%!HjkU9Z9-O%|o{^hxRb8w40cmh-?@Vab2+{e5=*4czGb#B80!4-#hFGsDFcGw)?}yS2CSUl z>u*~8-tTi;3$tRwN!FrQ6utTU>=kZK*2Fx!?vrv`aYW#H;t!Y#OOjTCaN;)Jh&5qL zt9|i+;mb;!OSD#{U5`wd7}Qe&+43pg*H~PMt8VW0sd5PQcGubFN!Qk@QK`fB z`4uahZIl4XL>UklnN!;p4D2J0XN6vp7&j%0XMXO+_tNiWtR0nor0>uQ+!7CVi0BrYG+LXpU+naqVcH~d@8uW9*LuYa_z zzn;fpZP7dt@9KIii%67l49p67KX~Zg_5H~q18 z)Qv~XHyu2YEjujjOib=_kox@YwQXy79`h9JgHFQ`*XaFuOT}<4uW^NZ^hj-usQ0Jo zyIT9VPVklJlJIRqWMQO)gcp9kpFQ~DG8^A@|6bEWf}I~zkt#cLi~KewF6uiugu&YQ z{Dz+)eVqKXO|C<)SxXa`>h~t3xq6ucUl^)x#}Kt^Htn?vEV{@^OUXgnzQ50Vc@Q|& zOWz$je;_4cc;drE{aUI#4MO$yy>@gT)$RMs=I^efD62j&l#~o`KMdBc*k?Mt^f`Uh z6r=7LeDEYgA_Z?S!RgAB!w~OnesyH?e6#?wlrTDvXZ*Fc?c>C?HH_h_xqQ+Pcn5<| zXT+e*6NU2Ynl)nH5a3jwdvrlS*vkM z-`N*0E{0`%Su-C;C;r5~-G4skV8~3Srd@LD%fjak;()r|>nYn5$(gR52QOEK@8oYp z-=7h&G#L6~p5R}bUaHE#ZKts`sq-L)x%_Df9Ww61-7Z*%o|R&64vbdd3)J0^E%9YFp%_NO{-tI0)@c@4@%A>kSJ0kzwQT+LNsZ6`8 z<_{PlEh-Q0{!E1v&N&54%91`4W5Y0p#_-INNWE{=%l&CoX7xzKbOK+U?}=YvDDU-m z6pNW!`2>c+w`8|MT4J};)O6q`6jm}tKY8x`bYxtUdvL3}ieg?HV{`TlieiyYZYu{> z^TfBJo#W}12Vn=TS2k?FO5J!k`P4f-MPh0}xMHhZHahvbp?1CNP3ciotmio+?p)f^ zrs>8vMBJ}UVA9jvGSkgQ5eC??w4JjRAFGn9CZ6p<4ddS(T-4o+JEOLh{XO4NwboSa zq2{=9Zo@T5U~FtY1PrMNg$$JYf5Rl|Ci zTbX;9L$y6EJWdUIYN}9Gtdot0Ef*3l440IoBL7D=;!-{?=9agx9$Xe!8#^Zno~^n@ z9xgj837(t6YA`hyIjpUn@@+S)_U#)wmbY(NidykVNs9Z3`8c{b0>yCoI664Fi}^_K zm|HnpV8wvzQ!|u@>vtEATM|4-A-EtK2Ir9^7k9I=7Sobf{4){olLU{ghlh(86zc8m zE#!?9a(1(U!bL?zp)dp#fe-{d1l@g|Jj{Iro!oirr z4+$O~u0Qj2`Afb|?n1v;OvuvN5eobQ3Kv2`Pcs6p#WdWUtvoHUZjx$tmTu1O&ek4p zOSo=2yIFCm>S)V}pZfpHM;v-u)?dp0Q_o*4ptZ5G{HI74PdA6(C0bcRu?|>Atdoa3 zP$Bs56|%Av^RV-9z)JoeB^d{gKQ0{XPF0CHm^;}>@c0N?VXe(Q9Xxm>tz4ZWGx>-vupByF6no!x#(|NHMx z)BiKoe=`6;Px)sA{?;5m<}QGG*zf8ACo#D{s;A@Z?C@W;$gghV|1@Cb%{{P^2pG_7 z;BY|%Mh6BHgCWG=7(tk@7z`#3{l)Y5lxogacGkZCH!1((`QPmbKn2v){`Zk^bo@s! z)YQb}oh?02yNHUsq^GByl^6nsR+N)LiU`6`Xn8@DtgM2d3``CtC?cYOQNYL|Ve+yH zzsvl4+Ebx`Ma9Y8!`#Ud``^j!FKI!)(pNzvcX& z-u0hw{aX?Ex19geyZ*g!{egX8>JCgU|2g-U{MXt6SeHofcmpeg|6++E@|Puwyq&v? zgSjs-z0o%r51zmd;k#e=MXhFxX$$Q9h3aN3b3mSmvgkLkHqZv&0vOfj{}q+#-Fp zj-ammss^Qlg63!X3$ve^MG`n1RPpE(&dM}P6UoT8{YH4NroM5C`n&hEJMi3#IOj3C z+dgh}wLo;mMqhBDoag>T!^6i;3uWSi5}e6V9C=Y03{fU+QPY>{{2e~kp$1DY4K~8y zS=tt};jLK*QO!^2!i;IWgnw+W9Db zV>$+Q+GI!ItlmohMlZiJlhUj*TUgGZ*!`s}C%N=T8@j%p#a9wy1k28ebUZAGcu^+I zV#fNRqi^i&RWmQ`Th@J+edte@NFhT%wGBPv-i1 zSiLJ`ucKj%x+9C~Osfor`GpJVnKp9_8&Lu4<8f4Fmz-K#>rh}i>Gtp zx$(9OLzFU4`#28ia-r|-IEG|pUc9p7M>T|Lp2z6kWmjRbSr((1H5Un|rWe)c(DN52 zLnd6VZZ8p~T$0Sh70vh*%~9=USEAu(@=~J( zF18S=wsxo9?Me+#yV&8;({$xcxNm{K()bQ43pRId`sG;@RofzSLmf|v&nOVQ*ZQlEMYum_x zR`q@M#yO^+(YyNuf%8y@x5N&uf%{B>3z_mC@=88l3jGi!A5IxQA9fse5%^9CTpt71 z$6@VZMG71`f;xhCp;oX;coM<`c^BG>`Ud?5MG2kSbp#*D49gD763fxcoxZQi?gQWd z^*)@<@Q0g@Ah~_R-rLyE9azm!1GgBl3-4HL#!uKsxy(Ta1|K)9H5EAwxT`V1+n+CC z5iSv7VWcqE>978L!GR&+^u^`$Pa9kWgJVM=P&hUWO7!nGxQGZ64vZOp&F|DE@=IF4 zhWfQ!z$T0V2D4w%Vh}hsG)(lDI>SZKNF+`fXc64{p+y0uzm$Q23**|57+jkONLmaW zCkCPj*e~&ei-@8yIQ0|7pnmlOHgn*=`k`UM@L%hKhM_SyY2h&VudzbI5lCD=VKnlW z7@*-8Bu*I!7*1T!2*j^_1CBVF(7^luabKt}U z1;>d!8YK+JNsB^baP$hpaQ%dlNSwL=Rr$5Ap@l_ZI5rWu@UQ&1&tKJDHn~~C(&q(FpeJvhQX;H(B!x_VFYekG;Tk@h@yY#FQ=M- za&g8Npe=E2qPR8@7>ErHVncw~kRUb`h)o#81~MiBamJ}L&_=j65FJ2VaQx69I?y0G zfcp|REr!%YjK0|TN1U;u7f5FNny zhwBHTLli^@Fka!L6$Q~D3Zg?4L-YFHsbn$=m5BY z>j$C(0ipu|q5}b<0|BA~m|x+PivZC9%!hFOKy)BLbRa-<0NlsP4+)|J38DiDq63(R z;pPXT17Iz#ABYZM{(|cVq5}n@0|lZ31)>85q5}n@0|lZ31)>85q63)g;phP7r#Lo% zwYWAA9l{_wgh6x&gXjR(^0;My=m6n49E9hmb03`iKzI%p0ns4>qC*5k2e5{~EdxY{ z2#5|4o}aF9aPtGv0m5@Q2+x6OFm8SzJcpw}bb#<2jt0>I!gDwX&*5kg9Uwf1gYX;< z!gFA8fU6By&)~!lgy(P&p2LATHEvpv_5kLrIDQ~JhlB7O4#IOd2+!dlJconu94-pd z9w0o2i-PC?;W+|?=Lis<1IMm7F+hOu909^}U;zh`7FP$blLz95s{;Y77k+II1PIR& zAUsFFL3Dud909^}1RO*M2+t9~o&s+DKy(1>MjSs7o+ChbjsW2~0)*$M`z5$#fan0> zIRaRN;id)A0m5?x2+t89JV$`=909^}1PIR&zzz~l{Xlq*K!WH1;W+{c(jFi@M}Y7g z0m5?x2+t89JV$`=909^}1PIR&AUp>)LU7{(!gGW$E(Z}HJV$`=909^}1PISh_f>G( z2!!Vd5S}AIc#Z(!IRb>|2oRnlKzNP-;WUyaAOa`b0i4Qksv%rg76#(!gC}D&ygTJM}qMD z^o$Ruzku)@3BvQ!a}C_IxI9OK@Ei%kb0i4Qksv$=PAvXjE*yh8J;OLX%J}DbC}2Ci zkN#!@Cbl?dqzDuY1&rf=_XBKyJ%jXcGq-cVx>1n>kCXrT%mwEE`GXdJJW2sP%KXQX zFffTm2_vY;&!1ONSEM5U$2l>Kiv0ge?VuWNSTC+WDg`}#7)9H|5%}>mZa5Ve1vXj! HtoZ)|1=(;N literal 0 HcmV?d00001 diff --git a/CM3020 Artificial Intelligence/Week 4/Lab Files/keras_io_dqn_save_weights_v1.py b/CM3020 Artificial Intelligence/Week 4/Lab Files/keras_io_dqn_save_weights_v1.py new file mode 100644 index 0000000..d52b7aa --- /dev/null +++ b/CM3020 Artificial Intelligence/Week 4/Lab Files/keras_io_dqn_save_weights_v1.py @@ -0,0 +1,270 @@ +## This entire file has been adapted from code +## by Jacob Chapman and Mathias Lechner, available here as of +## 11/11/2021 +## https://github.com/keras-team/keras-io/blob/master/examples/rl/deep_q_network_breakout.py +## Changes made: +## * use breakwall version of breakout instead of atari +## * log in tensorboard compatible format and print logs +## * save weights of model each time moving episodic reward reaches a new max + +from baselines.common.atari_wrappers import make_atari, wrap_deepmind +import numpy as np +import tensorflow as tf +from tensorflow import keras +from tensorflow.keras import layers +import datetime + +# logging code +# for tensorboard +# https://www.tensorflow.org/tensorboard/get_started +current_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") +# train_log_dir = 'logs/gradient_tape/' + current_time + '/train' +# train_summary_writer = tf.summary.create_file_writer(train_log_dir) +# end of logging code +# for tensorboard + +# Configuration paramaters for the whole setup +seed = 42 +gamma = 0.99 # Discount factor for past rewards +epsilon = 1.0 # Epsilon greedy parameter +epsilon_min = 0.1 # Minimum epsilon greedy parameter +epsilon_max = 1.0 # Maximum epsilon greedy parameter +epsilon_interval = ( + epsilon_max - epsilon_min +) # Rate at which to reduce chance of random action being taken +batch_size = 32 # Size of batch taken from replay buffer +max_steps_per_episode = 10000 + +#env_name = "BreakoutNoFrameskip-v4" # for windows? +env_name = "gym_gs:BreakwallNoFrameskip-v1" +#env_name2 = "BreakoutNoFrameskip-v4" # for windows? +env_name2 = "gym_gs_BreakwallNoFrameskip-v1" + +# Use the Baseline Atari environment because of Deepmind helper functions +env = make_atari(env_name) + +# Warp the frames, grey scale, stake four frame and scale to smaller ratio +env = wrap_deepmind(env, frame_stack=True, scale=True) +env.seed(seed) + +""" +## Implement the Deep Q-Network + +This network learns an approximation of the Q-table, which is a mapping between +the states ainnd actions that an agent will take. For every state we'll have four +actions, that can be taken. The environment provides the state, and the action +is chosen by selecting the larger of the four Q-values predicted in the output layer. +""" + +num_actions = 4 + + +def log(running_reward, last_reward, episode, mem_perc, epsilon, frame, tensorboard_log = False): + """ + log the running episodic reward, most recent reward, + episode count, epsilon value and frame count plus mem_perc which + is the percentage of the action memory that is full + """ + if tensorboard_log: + with train_summary_writer.as_default(): + tf.summary.scalar('running reward', running_reward, step=episode) + + template = 'Epoch,{}, Mem,{}%, Eps,{}, Frame,{}, Last reward:,{}, Running reward:,{}, ' + print (template.format(episode+1, + np.round(mem_perc, 3), + np.round(epsilon, 3), + frame, + last_reward, + running_reward)) + +def save_weights(env_name2, model, episode, run_id): + """ + save the weights of the sent model + with the env_name, episode and run_id used + to gneerate the filename + """ + print("Saving weights") + path = "./saves/" + model.save_weights(path + env_name2 + "_" + str(run_id)+"_"+str(episode)) + + +def create_q_model(): + # Network defined by the Deepmind paper + inputs = layers.Input(shape=(84, 84, 4,)) + # Convolutions on the frames on the screen + layer1 = layers.Conv2D(32, 8, strides=4, activation="relu")(inputs) + layer2 = layers.Conv2D(64, 4, strides=2, activation="relu")(layer1) + layer3 = layers.Conv2D(64, 3, strides=1, activation="relu")(layer2) + layer4 = layers.Flatten()(layer3) + layer5 = layers.Dense(512, activation="relu")(layer4) + action = layers.Dense(num_actions, activation="linear")(layer5) + return keras.Model(inputs=inputs, outputs=action) + +# The first model makes the predictions for Q-values which are used to +# make a action. +model = create_q_model() +print(model.summary()) +# Build a target model for the prediction of future rewards. +# The weights of a target model get updated every 10000 steps thus when the +# loss between the Q-values is calculated the target Q-value is stable. +model_target = create_q_model() + +""" +## Train +""" +# In the Deepmind paper they use RMSProp however then Adam optimizer +# improves training time +optimizer = keras.optimizers.Adam(learning_rate=0.00025, clipnorm=1.0) + +# Experience replay buffers +action_history = [] +state_history = [] +state_next_history = [] +rewards_history = [] +done_history = [] +episode_reward_history = [] +running_reward = 0 +episode_count = 0 +frame_count = 0 +# Number of frames to take random action and observe output +epsilon_random_frames = 50000 +# Number of frames for exploration +epsilon_greedy_frames = 1000000.0 +# Maximum replay length +# Note: The Deepmind paper suggests 1000000 however this causes memory issues +max_memory_length = 100000 +# Train the model after 4 actions +update_after_actions = 4 +# How often to update the target network +update_target_network = 10000 +# Using huber loss for stability +loss_function = keras.losses.Huber() +epoch = 0 +# use this to decide when it is time to save the weights +max_reward = 0 + +while True: # Run until solved + state = np.array(env.reset()) + episode_reward = 0 + print("Starting episode", episode_count, "played frames", frame_count) + for timestep in range(1, max_steps_per_episode): #10000 + #env.render()# ; Adding this line would show the attempts + # of the agent in a pop up window. + if frame_count % 250 == 0: + log(np.mean(episode_reward_history), + episode_reward, + episode_count, + len(rewards_history) / max_memory_length * 100, + epsilon, + frame_count) + + frame_count += 1 + # Use epsilon-greedy for exploration + if frame_count < epsilon_random_frames or epsilon > np.random.rand(1)[0]: + # Take random action + action = np.random.choice(num_actions) + else: + # Predict action Q-values + # From environment state + state_tensor = tf.convert_to_tensor(state) + state_tensor = tf.expand_dims(state_tensor, 0) + action_probs = model(state_tensor, training=False) + # Take best action + action = tf.argmax(action_probs[0]).numpy() + + # Decay probability of taking random action + epsilon -= epsilon_interval / epsilon_greedy_frames + epsilon = max(epsilon, epsilon_min) + + # Apply the sampled action in our environment + state_next, reward, done, _ = env.step(action) + state_next = np.array(state_next) + + #print("state shape:", state.shape) + episode_reward += reward + + # Save actions and states in replay buffer + action_history.append(action) + state_history.append(state) + state_next_history.append(state_next) + done_history.append(done) + rewards_history.append(reward) + state = state_next + + # Update every fourth frame and once batch size is over 32 + if frame_count % update_after_actions == 0 and len(done_history) > batch_size: + #print("Training neural network") + # Get indices of samples for replay buffers + indices = np.random.choice(range(len(done_history)), size=batch_size) + + # Using list comprehension to sample from replay buffer + state_sample = np.array([state_history[i] for i in indices]) + state_next_sample = np.array([state_next_history[i] for i in indices]) + rewards_sample = [rewards_history[i] for i in indices] + action_sample = [action_history[i] for i in indices] + done_sample = tf.convert_to_tensor( + [float(done_history[i]) for i in indices] + ) + + # Build the updated Q-values for the sampled future states + # Use the target model for stability + future_rewards = model_target.predict(state_next_sample) + # Q value = reward + discount factor * expected future reward + updated_q_values = rewards_sample + gamma * tf.reduce_max( + future_rewards, axis=1 + ) + + # If final frame set the last value to -1 + updated_q_values = updated_q_values * (1 - done_sample) - done_sample + + # Create a mask so we only calculate loss on the updated Q-values + masks = tf.one_hot(action_sample, num_actions) + + with tf.GradientTape() as tape: + # Train the model on the states and updated Q-values + q_values = model(state_sample) + + # Apply the masks to the Q-values to get the Q-value for action taken + q_action = tf.reduce_sum(tf.multiply(q_values, masks), axis=1) + # Calculate loss between new Q-value and old Q-value + loss = loss_function(updated_q_values, q_action) + + # Backpropagation + grads = tape.gradient(loss, model.trainable_variables) + optimizer.apply_gradients(zip(grads, model.trainable_variables)) + + + if frame_count % update_target_network == 0: + print("Updating q~") + # update the the target network with new weights + model_target.set_weights(model.get_weights()) + + + # Limit the state and reward history + if len(rewards_history) > max_memory_length: + del rewards_history[:1] + del state_history[:1] + del state_next_history[:1] + del action_history[:1] + del done_history[:1] + + if done: + break + + # Update running reward to check condition for solving + episode_reward_history.append(episode_reward) + if len(episode_reward_history) > 100: + del episode_reward_history[:1] + running_reward = np.mean(episode_reward_history) + + episode_count += 1 + + # save the weights if we've reached a new high + if running_reward > max_reward: + save_weights(env_name2, model, episode_count, current_time) + max_reward = running_reward + + if running_reward > 75: # Condition to consider the task solved + save_weights(env_name2, model, episode_count, current_time) + print("Solved at episode {}!".format(episode_count)) + break diff --git a/CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained.ipynb b/CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained.ipynb new file mode 100644 index 0000000..33f4d6f --- /dev/null +++ b/CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained.ipynb @@ -0,0 +1,209 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run a pre-trained model\n", + "\n", + "This notebook loads a pre-trained model and uses it to play games. \n", + "Note that it does not render the image of the game, it just prints out the episodic score. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pygame 2.1.2 (SDL 2.0.18, Python 3.10.8)\n", + "Hello from the pygame community. https://www.pygame.org/contribute.html\n" + ] + } + ], + "source": [ + "# sanity check: can we create breakwall?\n", + "import gym\n", + "e = gym.make('gym_gs:BreakwallNoFrameskip-v1')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting git+https://github.com/openai/baselines.git\n", + " Cloning https://github.com/openai/baselines.git to c:\\users\\gofor\\appdata\\local\\temp\\pip-req-build-s405pyio\n", + " Resolved https://github.com/openai/baselines.git to commit ea25b9e8b234e6ee1bca43083f8f3cf974143998\n", + " Preparing metadata (setup.py): started\n", + " Preparing metadata (setup.py): finished with status 'done'\n", + "Requirement already satisfied: gym<0.16.0,>=0.15.4 in c:\\users\\gofor\\myvenv\\lib\\site-packages (from baselines==0.1.6) (0.15.7)\n", + "Requirement already satisfied: scipy in c:\\users\\gofor\\myvenv\\lib\\site-packages (from baselines==0.1.6) (1.9.3)\n", + "Requirement already satisfied: tqdm in c:\\users\\gofor\\myvenv\\lib\\site-packages (from baselines==0.1.6) (4.64.1)\n", + "Requirement already satisfied: joblib in c:\\users\\gofor\\myvenv\\lib\\site-packages (from baselines==0.1.6) (1.2.0)\n", + "Requirement already satisfied: cloudpickle in c:\\users\\gofor\\myvenv\\lib\\site-packages (from baselines==0.1.6) (1.2.2)\n", + "Requirement already satisfied: click in c:\\users\\gofor\\myvenv\\lib\\site-packages (from baselines==0.1.6) (8.1.3)\n", + "Requirement already satisfied: opencv-python in c:\\users\\gofor\\myvenv\\lib\\site-packages (from baselines==0.1.6) (4.6.0.66)\n", + "Requirement already satisfied: numpy>=1.10.4 in c:\\users\\gofor\\myvenv\\lib\\site-packages (from gym<0.16.0,>=0.15.4->baselines==0.1.6) (1.23.5)\n", + "Requirement already satisfied: pyglet<=1.5.0,>=1.4.0 in c:\\users\\gofor\\myvenv\\lib\\site-packages (from gym<0.16.0,>=0.15.4->baselines==0.1.6) (1.5.0)\n", + "Requirement already satisfied: six in c:\\users\\gofor\\myvenv\\lib\\site-packages (from gym<0.16.0,>=0.15.4->baselines==0.1.6) (1.16.0)\n", + "Requirement already satisfied: colorama in c:\\users\\gofor\\myvenv\\lib\\site-packages (from click->baselines==0.1.6) (0.4.6)\n", + "Requirement already satisfied: future in c:\\users\\gofor\\myvenv\\lib\\site-packages (from pyglet<=1.5.0,>=1.4.0->gym<0.16.0,>=0.15.4->baselines==0.1.6) (0.18.2)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " Running command git clone --filter=blob:none --quiet https://github.com/openai/baselines.git 'C:\\Users\\gofor\\AppData\\Local\\Temp\\pip-req-build-s405pyio'\n", + "\n", + "[notice] A new release of pip available: 22.2.2 -> 22.3.1\n", + "[notice] To update, run: python.exe -m pip install --upgrade pip\n" + ] + } + ], + "source": [ + "# install baselines and other stuff\n", + "!pip install git+https://github.com/openai/baselines.git" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded gym\n", + "Model weights look loadable ./pre-trained/mac_hard_breakwall/gym_gs_BreakwallNoFrameskip-v1_20211018-114642_5424.data-00000-of-00001\n", + "Model loaded weights - starting sim\n", + "Game over at frame 278 rew 2.0 rewards/frame: 0.007194244604316547\n", + "Game over at frame 453 rew 3.0 rewards/frame: 0.006622516556291391\n", + "Game over at frame 631 rew 4.0 rewards/frame: 0.006339144215530904\n", + "Game over at frame 906 rew 6.0 rewards/frame: 0.006622516556291391\n", + "Game over at frame 976 rew 6.0 rewards/frame: 0.006147540983606557\n", + "Sim ended : rew is 6.0\n" + ] + } + ], + "source": [ + "## full check - can we use the full opencv/ openai version \n", + "## of the gym?\n", + "\n", + "# Script to test a pre-trained model\n", + "# Written by Matthew Yee-King\n", + "# MIT license \n", + "# https://mit-license.org/\n", + "\n", + "import sys\n", + "import os\n", + "from baselines.common.atari_wrappers import make_atari, wrap_deepmind\n", + "import numpy as np\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from tensorflow.keras import layers\n", + "import datetime\n", + "import random\n", + "import time \n", + "\n", + "env_name = \"gym_gs:BreakwallNoFrameskip-v1\" \n", + "# for notebook users - make sure you have uploaded your pre-trained\n", + "# models... then adjust this to reflect the file path\n", + "model_file = \"./pre-trained/mac_hard_breakwall/gym_gs_BreakwallNoFrameskip-v1_20211018-114642_5424\"\n", + "\n", + "def create_q_model(num_actions):\n", + " # Network defined by the Deepmind paper\n", + " inputs = layers.Input(shape=(84, 84, 4,))\n", + " # Convolutions on the frames on the screen\n", + " layer1 = layers.Conv2D(32, 8, strides=4, activation=\"relu\")(inputs) \n", + " layer2 = layers.Conv2D(64, 4, strides=2, activation=\"relu\")(layer1)\n", + " layer3 = layers.Conv2D(64, 3, strides=1, activation=\"relu\")(layer2)\n", + " layer4 = layers.Flatten()(layer3)\n", + " layer5 = layers.Dense(512, activation=\"relu\")(layer4) \n", + " action = layers.Dense(num_actions, activation=\"linear\")(layer5) \n", + " return keras.Model(inputs=inputs, outputs=action)\n", + "\n", + "def create_env(env_name, seed=42):\n", + " try:\n", + " # Use the Baseline Atari environment because of Deepmind helper functions\n", + " env = make_atari(env_name)\n", + " # Warp the frames, grey scale, stake four frame and scale to smaller ratio\n", + " env = wrap_deepmind(env, frame_stack=True, scale=True)\n", + " print(\"Loaded gym\")\n", + " env.seed(seed)\n", + " return env\n", + " except:\n", + " print(\"Failed to make gym env\", env_name)\n", + " return None\n", + "\n", + "def run_sim(env, model, frame_count):\n", + " state = np.array(env.reset())\n", + " total_reward = 0\n", + " for i in range(frame_count):\n", + " # in the notebook version we cannot really \n", + " # render in realtime, so you just have\n", + " # to check the score :( \n", + " env.render('human')\n", + " state_tensor = keras.backend.constant(state)\n", + " state_tensor = keras.backend.expand_dims(state_tensor, 0)\n", + " action_values = model(state_tensor, training=False)\n", + " # Take best action\n", + " action = keras.backend.argmax(action_values[0]).numpy()\n", + " state, reward, done, _ = env.step(action)\n", + " state = np.array(state)\n", + " total_reward += reward\n", + " if done:\n", + " print(\"Game over at frame\", i, \"rew\", total_reward, \"rewards/frame: \", total_reward/i)\n", + " env.reset()\n", + " #break\n", + " #time.sleep(0.1)\n", + " print(\"Sim ended : rew is \", total_reward)\n", + "\n", + "def main(env_name, model_file,frame_count=1000, seed=42):\n", + " env = create_env(env_name=env_name)\n", + " assert env is not None, \"Failed to make env \" + env_name\n", + " model = create_q_model(num_actions=env.action_space.n)\n", + " model_testfile = model_file + \".data-00000-of-00001\"\n", + " assert os.path.exists(model_testfile), \"Failed to load model: \" + model_testfile\n", + " print(\"Model weights look loadable\", model_testfile)\n", + " model.load_weights(model_file)\n", + " print(\"Model loaded weights - starting sim\")\n", + " run_sim(env, model, frame_count)\n", + " \n", + "main(env_name, model_file, frame_count=1000)\n", + "\n", + "# LEV" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained_v1.py b/CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained_v1.py new file mode 100644 index 0000000..5f27eca --- /dev/null +++ b/CM3020 Artificial Intelligence/Week 4/Lab Files/run_pre_trained_v1.py @@ -0,0 +1,77 @@ +# Script to test a pre-trained model +# Written by Matthew Yee-King +# MIT license +# https://mit-license.org/ + +import sys +import os +from baselines.common.atari_wrappers import make_atari, wrap_deepmind +import numpy as np +import tensorflow as tf +from tensorflow import keras +from tensorflow.keras import layers +import datetime +import random +import time + +env_name = "gym_gs:BreakwallNoFrameskip-v1" +model_file = "./pre-trained/mac_hard_breakwall/gym_gs:BreakwallNoFrameskip-v1_20211018-114642_5424" + +def create_q_model(num_actions): + # Network defined by the Deepmind paper + inputs = layers.Input(shape=(84, 84, 4,)) + # Convolutions on the frames on the screen + layer1 = layers.Conv2D(32, 8, strides=4, activation="relu")(inputs) + layer2 = layers.Conv2D(64, 4, strides=2, activation="relu")(layer1) + layer3 = layers.Conv2D(64, 3, strides=1, activation="relu")(layer2) + layer4 = layers.Flatten()(layer3) + layer5 = layers.Dense(512, activation="relu")(layer4) + action = layers.Dense(num_actions, activation="linear")(layer5) + return keras.Model(inputs=inputs, outputs=action) + +def create_env(env_name, seed=42): + try: + # Use the Baseline Atari environment because of Deepmind helper functions + env = make_atari(env_name) + # Warp the frames, grey scale, stake four frame and scale to smaller ratio + env = wrap_deepmind(env, frame_stack=True, scale=True) + print("Loaded gym") + env.seed(seed) + return env + except: + print("Failed to make gym env", env_name) + return None + +def run_sim(env, model, frame_count): + state = np.array(env.reset()) + total_reward = 0 + for i in range(frame_count): + env.render('human') + state_tensor = keras.backend.constant(state) + state_tensor = keras.backend.expand_dims(state_tensor, 0) + action_values = model(state_tensor, training=False) + # Take best action + action = keras.backend.argmax(action_values[0]).numpy() + state, reward, done, _ = env.step(action) + state = np.array(state) + total_reward += reward + if done: + print("Game over at frame", i, "rew", total_reward) + env.reset() + #break + #time.sleep(0.1) + print("Sim ended : rew is ", total_reward) + +def main(env_name, model_file,frame_count=1000, seed=42): + env = create_env(env_name=env_name) + assert env is not None, "Failed to make env " + env_name + model = create_q_model(num_actions=env.action_space.n) + model_testfile = model_file + ".data-00000-of-00001" + assert os.path.exists(model_testfile), "Failed to load model: " + model_testfile + print("Model weights look loadable", model_testfile) + model.load_weights(model_file) + print("Model loaded weights - starting sim") + run_sim(env, model, frame_count) + +main(env_name, model_file, frame_count=1000) +

KhP5x9PLv7swJ$)t68nHm$+@y)9{Y*U(r+i$Vt}BX94?qd#YZ>&aIiTG zkg%f5Wr}m7A+d}XvZ2N-K*zMM7p`z-=DUj~c49*p*AT}Ccvey*I%bjv?Gy&=njE_D zodQ=d<@>&ZX!A9Z*pgAiE3dJHDVLkhJhJm+(cVwoZLSj9!QBRSCiMP51+{kc-vtU7)Iw7bZ6Yib7E^evA8<0eLbD~Uo zXR-02*BC^P`$$PZ^nBTpQ|h?qFZaB)pASY{BmpTMRY(GO;Zt$|hk&GKz?(ireO=Ju ze1p_5e>snhlw8sm?Jo*QBO7;@NelK5_mdn~(oDM}8S=2%fS7WKyxoRe(I?0OBjZ4r z=>)*bj2HaK3Cf0^$g>aBOl>>3)&a$waH&}rkvdaw1ZEpJ9E3XhgF+shO%V6DJk?vA zGDJ0`*HxrU-~w1SoJ|!^hsm3LfkTuVnIu|(^I#`l}H!FxUKY8 zSKhl+E<8ZpWI^(KVmG8IO+}1SZ}T}@)_BQO zGXhh$z$WJ1@m=Nl!{mCZP~N4w?3)F~#4K+C*BUM$&JulB0QB4?_OC8Czbl|BRTc*nh^_k-zk=*fr-|y(``?~U9rXMAOEMG zGGHLc%7<7gpv;Y;#u?W`;+9ys{zcj)q^=k;XcyNY-+ks_<9+7DIE zly8iP=M+8MAmQu^R9O%FWydSs?}PaBwm$$dL(EcR+6+#tyiZ4~R!?qhxfS*P#eR3L z`%u?SX^Q#TrMZgDEWOZpUOsrY_f<$F3tjf}Ky$s&&=VeQ44GPKOu7Y*UE?aLC!mip zX^cNteLqrwI{2j$HZHXt*O)X?D)Q4iMp}SOjWeRqfqGu3e2ht>zuudpzm_M5KK=F_ zRgc2bN$!nYV_B2)uC%nx=_tg*vFiN0-BQ?_>nnj&=EJyNdx4S z=A>V!Tyv7A1OAwkhFtnBD(5vPDI;;3lZJ^<_|6i8QQxN>=D6N1^ed_V}>U@D3y0aLhe8qaka`G068OqbF zGbuB?(E8CEF4^{Rcf+zi5K}D>fjjduqgqc)BvjvyM|pkjfC(DXC^@8Tte06uMIM=l@CCWgMV?e!SEkc%aPmhSqupzgQYk?BH|clD)(wQDlE42+*aqvH;l3I1|+ zE09tXPsR0YinyBRE*or0d)iofGrJaD zO4ON8u~UAZ?Rk`*OCiNFR*DAdyR5WzUw|7;NOQ`9J>P2W7h)Mo`-}q4$yoFVe6TwK z}|?$oLC8lU?_D+W6tHEsDBAFUZ~=Hfj-#KVGO0?%)^LZ zJ28(`z)(*nCHOzljU~FVuQMS;-do^Xy|X?XO zdx{}h)V36PcZO3@V%Q^7vv^Mi18Nx` z7mZEWMuGPh#7d@5aICWBGlKWmcZ)3jmhj8^xqof@?0kE@m^K;AMVdDT?iZLJXngKp z$Ts#=+Y7Y%PrtRkpDp+PwXa7ZN1SOSVnQ_&;#EMO3)sFd@}aMNFJKoEK31`6;bWE8 zUf^SuH*er$m7F4c@m zj(BDk!xPmaiWSiOEX93@5Pj`?lf4j85(U?x?}7UdyON*UP14L;$C`R&$MNcuvN@oS zgWS!<>@w|2HRizDyfJtym5VN?txPsVsArO2HlAv;;&9{{2KgNa>&+_J5C-W_Koj%1m;vm=Sh5rl9 zl-YQ!Z#D#{0dkAnmtHj8IChn+*hv#JA40o1j%fpXl1752Gs_fct0GO0+R`s#CB>Ih z#7=b&7jm1F$P=7}Om+vrG^liU+4(xTFX-;lbbANR9QV6$&O0$Xu+E*L?!FPKUF?}k zak6KIZN`W)A-mQ%T~8-ugvVoY-_s$9NZR(0f#iqkxU`p^)Z5wk+=WO724D8Qbs46F zy|>=$SXFXna*>3Jl2Esk+Gsp0`xLnH;!M4lWC?tz||w zhuY=PXFiIpXgrd_dG$!$mIbuFJ&(*VH=20K_ZuyRskE>=!oJ7rBvOTJ4 zh4907ssi_Djz2{LiKExahjk|)#w^hcaZ36mj;J8_aCH z;K0c#(No2d{Z!~4^|q`R&?(E$+M%$9$I(vH1K^ZEd@bn~+hS$qzBOZ0T0-1Xx~|}H zSr**KWuJmruOYp+AICG&=V+-rdM+0r9`l~G`1H=moM_wS1Wn|*iJ6=_g&6a%w(o->_%x z6);cAl;sEwb788kB4r30XwxgeGrqw@L?TO|w+t{iK84zrBIJ>zN_D|0N^#Pnl3rj9 zA6XKB)s+5O_~^P;i3d9WG@kYCY5`zK+8qN1we20RPwEs>@pISVMz@`O_&}#ZJe3Pf z>wUwiSD*!cdHFN9nSOXUGCk#-lUgD2x0CrP2C(ZUVTjX|kP!2V7|P^>$E424L>HIX zQd&f{)KUIZYPgzMgN(&s2K`!t&y+Hk>gqFJKTDD_ye|7dH?Ui0Ua!mguo+@~c;-zG z<1Tw+3HZ8fED!un=|FRuo|JW=;bg+7g#$&BIFqhdI;V*R)V%w6&Dl0v2P9q@2 zMRhdp&qGTN%@?@p1h#GCt-d+tt=t^*hQ^kPHJ^_ugIkQ^%`wl$QnT%-28+g@UD66$ z&UCSIh%Vg)ztaozT(!!#-UnIT(Z#UVEVz*X=jQ(%0j>Rfy756bKey+|nvI{${_{#F z`L5+bKjU6&mEABez3042LuIi{sJuJSa0at_rxXZier3X)A0AQNQzhz*w(@$gV=BN>1L4GWZ{2z@beOYqw*-z{oSo`U`J{4|8K z{iLtf^jVDw>nUCItXpHQEAPb>%idq;M$c)-K8;6vAtljEoDm%Ob%$^irN*>i=cKX# z7^dfVfHk^|H?6Bw2R{L%P9mWB-1MyE6M-d&eVidR5ZuJ20^%YcK)J{|s=7A@(8Xl~ zI?t5i)OXF;l(Ed$!rpL2qdyteFvv`Op_`(Ljk(dRp7Vv)`gXk69YD`D^>rE=xQJ%z zGXmOo4F*iucSUajYP&EvzHx-$(UumrIOc!B36w-A?nnQ93Vzv}DXUP>K2s7QV{}3k z{P6K_2UK>U zcHDWr$?t~HpJVF4UkQ}BzU0i`pCwO8|PZDwfuFD|y%h~v%>!oGw)hpN&GtHhyj;lxY^|>~MN#8LKvAq+u^O@~PM%~qRJ`0s8jmvqVnxo*I z6=nby&(QsHECI8k?>`QGMOI070BLwr%=S^;&u?hZ(@3g6Z|H#zZ-o0iJ?bOy*$aLjRMa zFbd|~ruwMO9r_p^O^J%Q|MwBj9*}ZJm>OSyDu-@bF^8^H!^U;L)#dqVNfDJjmmF7* z>V3z=_xkRTOJ+MeQ9Z|-NRf96FNV)BT}1$`gdmuk%I7 zI{!gPPYZPKCw0CES?BYP1{>ex5)PH8@yP6Y?0GynE*z2pYyz^+m`7T~PE_9~vI1(K z)fo4QEC=orSr1fm6hnCs{(fPMYNila?>ng{zhf!i)REFK=hGgwMHHmBeN0}`S}e^Y z;99-HSDkrG{jP88%6>X2 zAE>L4Gk7c{9kAa9sZ1dq8)6ryn)2S9cO^11)*!-Bg_}az0ZCo;hcadIkA%`9Ws0U$ zF2<+em$5ojGZ~{pe9{0DwxKr+emit1-@GsdS1K8!c}|n8{`)ETMFEEBDM6HSF?xaVDF;*|CdJ93Re4z+&Y;QD!Kc?mLYI%o-Nh7QscvKj_X zyBRiGZqWQxFZ)3GbOswM>Eps~Qr9^EaZQ^V>sE1Do_X=Z!YXjp?4MUY&2I3@iE3TII#7<`rbp;GGu+f6#im+dHYML}!uz+n zDysJcAe~&#v&RANIDFmix|Ba}z6xup%yj*0%Xd*M0KUGmn%Y7|ACfME7dCD+gp`T# zDR87{2srReKg8i*!GW)q= z>6Pg&m!21r4w5bpJM0sUvb^Y6k=O76zS7Yz2z5!<%YsSefa_uW<%!hO`7o+v_ zm`b-Ymd z+>!gvYp+-Dyy*f`OrNRoxOe2f5rM@)?HtrnRCZ>#nyH;Cya?5$4nxkl$ zuHtVN=$_oSylh?0>HE(|Z_~F9!Nxesy(agi2pnS1Z-FA{{O@_M$-hwlT$6jIFB#~m z+-q{5kCrAHXUY;*D-746k-0_Lc<56V)#YB3d*{P8ye0Sk=Y3)0!m*HDsitF*d-@mU zZ=XwJPpce$IX()I-alL4AD<(K#F|Wv?@Q4R)pj9Ew_oC;J=P|N9!p`je=gtMa$G&C z`&HU>du&f^Y*&-m@B1PZ(1*|UOx0Y_7tOHcyimN7#DqP10gLlz#jdY zSv5CCLb*If$tNx@My4O1MeS@CCEGWs)0FLiDB0u<5;#{yfrXM)tcBGNMy9WYFtX@N z71fMF4e{Z~J(?(Knc$o_c?*K^oYd$}KyU8nD7f2X=XoDApby1Sav30iofj+Z{DYOA z_9Ru<4n0`u2~u9aI4`)59XPZ;jpw)Lo#X0JEyei+R6k?hdYUYzbm?LR^jVCZXo#+E z;K~El97U6A;qMp5sIEYR4?QXi+j?oVV}h1u!I*(m0c?AdUBuj_sribi{a0K88LMN3IsiQRvPyt*TmvBZW#V(viZ*`UlFk zLy{QLoL;ql>+3~%wq^iIzTI{BWbSQo_-1+x$GJ_}lE?b0a)JhMk@uw+sk!MUhujW2 zrnlljiD;~DNg)-;hQ^dr3#dA^x4dHXp1CEG=u3G6hVUqFdOklj!CS~@cQ7=HY}DWM zp+UO-rVsg3yZ#2La^988B(xozv`MEIOqM{lo#}Gr(9Mo+eaRF%lb?@Iwe(|4n-#SK#!M8Rt^&vwoN2$hq1e$}x{KH8}k!Ve~@dm60hAlp37>b?n=Io_4+O zy82_O|5p#Y+9;W|=>O$m*Yp4Luxn^Vo`+o{01@wD-pEc zvX$L}=Ciwy3qyEN)*&Er6tpO)sQx`LktwkOvVahv=>-$j13l09Y3*n{qUXw&GJgwt ze7HJW`h^UTn^kN0$r57Y+TQA4cA=k^tvl=D1vlgoyPB0cSAwyzT6*wgile!nw_|$TyULwh1ytFt1GHwdqIxNenk!D;X zd*F%a5C>Q;SPO0 zW`hg?ngdjD&q6>$r#XlASxcCJTJBi?Q?cHH<2XRIiKt_TP5^xEwS){8Du5BVRj}(F zh<1KLbH0Ry7T9hEJpA1!_v)(n~82)9U^ku7Q}0@isEGUEGJ%Pkz2(rEHfL|Ad}ONSxsu|S{Z-PDxk(!XzL10cWUcvw?HNx;c6)IFSV_q+qjhj zfK#P9*=yNDZ9$Ez>l!OQ;Do0Ran-@Wh5h!cV!q;$9?o4W z-3C)5M{+Czw+97oIS4nzr=a84zqsO%FMADqIIfS``n9jH+e#{`Eg)BO)kvS|P|Z&b zR2MYv@zc4{*jL64;@NYHU(bnQS5!|7qnMy*?Cx(_8~%^^OLvrf`wh?K{H%q{p&^9> z-aF#ZnB;_hp*vR#YpXm#FFd)I^#oF!oe`Bkska)&EAfC5+QAL4yfnov#ln8 zjUIQVJ*SfB)bA=mA*U6*P_}hAT-t@@I|`ftRkV!*3;SZGag3ve&-x_bz#);O4lUBi zvtKSxu6WhGK+9MsCnH&SimEQu9xUMoec>o}75O1ci0Z9s@1bt(>fmgltSMoEcQV&N zpF=<=pRzwf#RFPyVT^+7Q$@a#ps)VbM(bmc-x&plYSL;S`iF9pn*WYuN0DvZECeqR z+*&Y$5NxPAaCqXoJ~5vkpbg6G`XZ!lVdI7g7?!4BW1T_xQ(~CTOfo(L_D_c^374YM zA?jI}sfA&6EV5w(5L1eN*tp@>3sk@0r@>iZvMq8QuJH7UF|Mc{7)CIjczm`holKB& zzy)|6%%4kv{r4NWJ;Xc&m<==!M&S3GnM{MC58S67$*6{+OoCI5L?RNZ;IZ?_TtLvQ z4tD6SZ|#Su>Rh*wiiWgi9ZWVPwb8Jz77dryB|;^_%N}hfCgZwthaj7c#1S{pLrHuQ ztDK(?)=8|`&)w_4w;--&7xL5X(0eIr5yRjGj#_Q&p6a7?=qH~Yaj*k+GSnhnx9*uO zlqAnJv~Aw6;+ERN)T{ek3;E%>;I>GSlhrHkUi#_MomD+A-cs@5h52Aikyh#%F+~~7 zW>K!dOhYa5E=0WWlgkwGxVeOabh~B2z1_COOZkfSyp#^7WKD9AHGXMOh^kJz!dZwC zRqMR16BApfCLk(J>W3g-#^rCkv0}CT(D{R&xM>$a9SB^wD2?cCepFhd#B!<9ISrk6 zuh2<%U09JF5?-DQRjTKnf{n%-=h@FborE89+x}G20{`2ps7S?ggh7sS#1ykVQzM_l zERmzLCD-RUYcMf6`@n+s%UW6&?;z)C1N4^Fa0Jm$<0*l+=b3l(7S$WyslXm9 zSd5Bz3xMJcm%jmI3of=872yTA3=Xt4KrWlL1qo@<>4AtG1v~*2(BR<+AkV|(k1^=| z0>=dL00*6CHIiRlsI5=OuxseE2n5rR@NmI1;ti(22}SH&PL}-sF2#o0fGb71$yL12 zOk&7&Za%dCux%UIRB$pWA~+|~9vhX$fdb%HE-u3BUtF?pfSvMT{#nu}F4vX>Ko{C2`gA)SZjWa^yz!gQTRlXGq#eLL^JBZ)~ss0f~X8oDsW$4kQTC8u*|7tvru9b7a&@Q z$Ke||vBoBd8`9caZD8C%2nGjH#!kW-w5&J@a7W7^(SflMe;L>1uG8G0)0x4_Q~-jZ>^#RQw2eM3g?iuXgPp>=4G zyIDXT41fw*n`BGXcgVv3TujvF!*S90)`ifPzjKw?+w0&6@zFsoFa{J#ym!3uid9Z$ zaJ(^70pfdEaC&5A^a60L>4eon4S7I2@GQ~MD`pNCPT;rFs4sA~Xhyv|H0X{R7M**d~jo#n0heS@B?sY;g_4^ zMU;BMZ_LET{mdD{-O^&`yJkxTf1iR_>~Db|J)_i*ymN-I^KE$UF zFBeT%uzA%TQ9XAOYd&P<)L3mBsq>6E9m*632s8z80nFa&((X^2i1j+cuzvDBL_cDU z32$iM`;b))*?;4^#2Z`_#_@K<#=QTvBNWV)shUsA#_g@G7-Zm4_-X{SALNZMMQtJX zA;dw62 zp+ZNvgQ>FmT4F$m>&GU-$MZ_Z3a3IQs1>i_ogSDqp2CWiYG4&uZtvfw1nQoQgJ{^$ z)v^>fF4W~4`W*S%!O|e!1pF6EuuTP80=y8f)v3BtSc5VGXl6~<`h&wXV3FBL%?JD|a6EeJL7`H|t1B9mL0cwZ^2n9m>;gY-c#$@lW@D}rn-NrU#!E_|wrIT73&>D^+;0fXgkg;*4m+hrw7wJvlFompMr35|EGWpz5@yZ2V>^s z+qKoGC!T+}uWHHj zTixGZ_Vae!;gHVncEliaOzyGyj<_R$nG@NPqC~xpqaJ-Ge2tvyrKiRJNTMi=zEC?K zsQ%N~&x-oOIno&Nm}$T`g_<2sXunco|EyJ>XcZK=XcBe`zeu&9K92cS8v2dG3w#FS zigBWv3hWxd7Qj)0vlXl(7+b-F8i1Zn4F#m$U{A#{0uPym$~?DgfGfsIM#P*$1D}~_ zys~E~$}3kAmv4?@cR}Je>r;)c4tNNbr9OLr?{d}QqfrMp44xM4!I_xQ217h#5k_q- z`Frxw<0L7eJ?GDt>5>tTyn0R8er|!UhC`5s+>$gP2Nfp8bGYCx=8Xn)sU==4b!ZJi zF|v_@)dAM907{#Vur~y?R6aDAS@bLXB@Z6S=+HyENn!*9`C`zQp-*nF1ujH9W4N&R z_O3Lau;WFANhzp?LH{_>?VH^A-~~J{fZv#^!Jd!Hef%s za(uBWj4>_{k8lSGVQK_~0UD{oD4O0uV_eXCMPq!Ylg*6`FfBVTRK`1I_qe!I+Cj5{ybjd%u7%r_xNrmV6gmc$44Ml@p=3DPUfDuFf70vf2EC`8B1jcPht8ZZi4v2uoRbHn@+1Y}>=moAeP^-4W7 z(5j4BYwtDif3hlv5SOzMD{(C07&;Ch_{nT~-}FePmo!X{ha-B9`==jZ?i@pLoQd?P z?p4>Ngye_)6dd#%KXs|RG9IWj2Dnu`#28mX3{pm3j5u{C9Py;>19XKq(GJ2v&nq$R zneG)9q~bBixTE#wdfYd}99AFLyZO`WptiNqC%-#jN~J1*kB8;skAYpOkO(BESsetL z$`KNwQE|--8$#0d$Qbuf`h2@c1BskD{}JZzF$+ot1sF){`bAfM-COl7Q~bedohC>~ z_^EERNUVSguMoNN^aBY#HX-K1X{O_C<*RyfXL@`pBtJZ0TM#_l2ezrDY(uMmT=xQk zg0G=5&3^f=`2W&TeO38r^8q18r&zv(Zxu2o}+4c(;GW4^HYr<13L1<*LdX|O?-QNp$C--cOi~A+Cay0SLh!o+a7XVq507TG!6-RDmZ=A z+wdkki?rXqFEbsWUFM$Y@=T^Y)026kv3w>-0k{%V)IvUvpgcXDD1y+~%fV;;^Qm3? zg{T17YRWr)^xM+wa)TJo&mbD86m0IZs~1UbRb z_677&LWrxt<8n4RwvTrCPnVLN+zDo>%j0@|Axl!vf_C2O_T`S0H&*$_;VTQ`B(EYP zt>fn^a`?iqR*}P3MJ5@ zRW}dyBAjV%&RrVyx&B)>th$@)G1EcGf zv~PBq$s`PQiR?}}XHSP>4(by{GU4#6Go7JP=s3fS*mT|~lG$I5F+040l1I!T^ zJHcd-RfaUp!DylgX_|vN9u5)O2Zc0EdCWve(+q{NLYk)hWolwAlz|b_G&8^{kZsZb zNA9(AF*-`s`+DZius=MGyHjqn;nzDiRV@+HG>?35E?sG_#PYy6;q6K+Gd;)0B?otl zPNE-a!};v)dF&HGg)#=f$<>Q8M_gfH#QOzKe^GH2U8KEwz41;#Twifzl?=QC*|r?c zDj6j>lj7gWtdi^yL|h_BvWJ=XcQO{O-~%NqI&zv3D^dYik;G}RB9iN5MTZVeU_~F| z?a+r49g3&mL@9Z9w5=bW;RTlyZRu))6KxV)F{8D4mr(Wm{1kzw*>MWn@m-127*o1H zYsi}f8WY-NkC<#Yi$6=T=_HJW+Pq3&5e11Ett~G;yseQ1@gC#a@RGnCcF~Qq$$Nz= z0Y5-%$(|8YUs4y4!K|fAOsi66r13}+?w)waWQkH{{gM~Yo>3GS0nHe zH`g^%O~JN9mt;SYD?NY;pbj+!t;Q&LZi-oel|-bjR=KAO_{m>CTh!&?9@`ggQ19+` zx!Vo&+-|t{>hd%b-gKI`fmWuN?O1oyT~HWlGFh{l5)XeWb*8B?FQxHe`*UxvD_n!# zAR%@iM=o;dRO9 zKDU+_&90Y5K&Dz-`#O_4&b;!hys9_Qp_5JtqS3Uj)*#`E03a&}fLiZ$q`E$6J4oQ{ zh4Oy1H_x${QWgaE?yZ}EZ_55xNwQN(Qdxb~D|?IY@JQ_pa~bHlUVRZ>gnrKIUi2@C zqr4YwC2`DmhPjXmYz4Nkwx9Qx{hxmAUXk`v`iL0P(wWzYmmGtc9i-m51`U6gV$tgs zD;4ia=PC*k4d8Rrmn*3txYEX}2INYcMuFr?`+DiusHWm0CO_q^NyfCN^qB*V?Rp;W zbm`~O-a~p*?{Xs%Dml*{=`(6-O!w2M&OpiqsP~sM?Ve7RUTx~R0J8aVCKNoJDGRWg zCS6>tbhzHX8$r5`Z892Iv4bYgv+_&SLk@KOpoZ+;i8+k{)WEBzz^hpHMt`To$R=F@ ztGm5Fwf;}f?WQ5wO|jrHrgX&Ckeg1*LF00jn7h%dE!X05B|IaYYbYo&vZl`nmi)re zaT43zbO{_e)pAMoPSw=JfJpyIvxC6E%Sr{c>?71JUsnd(^ zM{8<4pXB7UgN~=t?hX6VO7lBzNNdT$eWP)&xgi~t8`7@V;{Wq52*O21I}x>`7r{q5 zNiBz6@5R6CkHx?1z4#sF8r=2A;zv$9t>9hm#lOps#lOqF_&rZzyMOv#{JY$XA6YB2 zPvytr-{oHXyWER^mmiCNpN)Gz_u@~a#lN5T;=gco8GjDFLr0Udi-cD$ zCw!b18$LYH*0`Kiic!-V-X+ymMFV~<|6S4>5!L%BrgrkHnX`W0T4lo-J*q!MQV>vn zPrXD^P~JTfsb-IXs(IzpUg#oo+Esr4{?AuI!{a;b5=qF6mGdO&#zBvnG03aqY`6>7 zxP9de#lWgE_H6y`^~?ui#Xx?iC(Sj>ji}u}1qd_~sW;47QDbnul;)|Y%`f1SGkS1?|jMJPGTmdPFkT@}Py+QmXBxJ8E%(Ki zDFW6l=4pK>ERPk#3OVr*9ERHt29_PJ}F#3yy$ zf#Gwz;t*;yx`NjYR<|>dLP?N4<5FSR59W`LUSanPS#{nt&lVs#jIZUHU3-U}eZ^8) zje&V>be0}bC2HFXDM(yVW1DyNc%h6I#bhKUuIu^Ap&j0m_?~k& zu+yTAncIc3ZJLsi%4wMP;Kw`VT;%G#qj}Et`Q9hSPH>ri zMBV!2Z9zvgbSh$Mrfoi=E`#_})D6boBg}EpyE-d~j5+J@dUjcjyJ>)1e+ifUS`oOgg?;h>aRu zt5a=Z!!sh(PDT4wVkw1N0*HbGw4MJn(LbCg6uq%vZr`(BFpb% z0owBF07F3s`@XMn%PplThEL>5=n`U*&G6PgzP*2?NKlc=nX&~*o`HlWs<~|+?o6XM z$1;EiBToxBE~`NE#r65rDYaLm1)O^0SX%lgtm!Wl9N)a)B54E=D6JCtYw8y|co6sO zwm$DIUEBPGcEY#GKQGKJb!x9}=s0c7#ULg$sFXiO+ITmNmw-02c500l-#h-MjlcE< z(;ZT9Rl}_!bB&uqI@sAnsJ!RwQbfR3CRKj!PV|=8Ad~@moBc+XJdFi~&w>!J(0|Gg zwzJQ46&v`xiZ#;@=@j~E2JP&-dg7-Qq_p`U%Rxp#$Bb0`)JQyd^2o-9eo+<~lycCR z0SupOcRQD@q)gx)!e;t3hD!I!d<@cO;8jv zFlQK!IR^T{nQ=P8qpp72=J$shxD0~BetWsk;m>X^D z(8p?n>)1>Ns;eWT5Cqh<1*o7@zPH5Q{&dk%WFS1B8ylQ$?6L!>LO^T+B%E1J?c`o* zhEZ+t%W($XHzE%a0a{p5Jtu_NCmytp5K%&i*qbtL!3O}urdmf;+YUkIfjAXpU{*gb z8u{a&@ENJ}8L9PAU=66f5}&H@841L*4i?cV@Tsop7vxNpsh=NtjYI)2HTYy|VDMz_ zC0xt((LJT%$yDw54p*P_C>d(Zt%=n%uHjGVBXpkJ#{FX2-uO|WKB*QmHI@g*ifUeK zxP)~=pyKfD1@cmEQ9aX9#1Wl8r~)kXs?TagD5!zdjj6^wWO*;k(uifqB3&RYc&1*wn*;uL1`~@; z4TkEHX0veyo&6}_h<|mOAS`HGmt`5NULcz z$@|Dbit4Xnn3wZGpd)`?DBH?iQ)EuP3RatfC;=TuNvo zt6Mnma7`B&{+%ZvaOxC;g>wQ8h_lynbKqETqe-*2K>Z##Z7m^a1mfh@vkA#{B=;z2 z^Uhw^%Z*y{dluAvSJ(G0NolMqelQ{z9BlsVrSJnT_g6Ay1}>|$b#?*ua$w`p?0cG@o}hb$oP^jRMiM`kGKU65FWy`H-;4s;}$q-U2zK> zL4U)z1ztcWdOz`16jKBr@qyT;96y$oUEBVHB|@V<^&zCrjo1Y>Ld0%_E~vHgCRA#unjvAL3yLOV@!(2Vj;*=N zfNU<~Rpeu*>PSeT3$B8VCqF!6;=vH|Rz8@BdW_$;&|ZXE<^&ntGkp% zLFSpiV&=H>{4y{rJUG>uF?uX$^J|L1Tvk+5O*1jOAR5ZMwPDAq*z3|lv!XGBEN9e$ z+S3u%Fg~ZiH-rmyAljP6%X%6Lc{WW)bodOwYdwUPt!?oxxDCi}O-?F)5mAwjG;Rwz z(7j%pa{D;>v~*@!_#v;lc_wR%YrD9XuPMC0%Y7}w`PZ$sa&E6teZmRXHm@^DH0HTV zwc{LbTAqb?Mrrf%p>fpGTG>&3ol(3Xk0{>&8*=q5mrW<7+OrchU-mWF(mol#e7Z(B z+R{HSVp08K0SI6x?ym+-24j2Oj6@rf6h|lxh-a?$v|e|m-9VKO}2M2 zOHCFtF-?sdU`~@R6);VWp>Z$~jYE*rR4>O{N3)-KstSytd8%@Lig`+N-a9Gydc%b)>0 z3AHea*3$Z6%+;O?3h}(MMdv+A--*k4!?ALiKz4U69etzYJ!jB>#_N;Q2{=Z?GVD+Q zsRGpW7xZM?fxyvQfJRr>t+qUi z)DhJsT^4Kqx&L=v)To*f*y5*?(faernWZOQJg=A&wM$o;UCu;26;JN@t^Awm1rjs6 zfMcA*Ji9>c%DdpV>wSDFAw&Gq6q@Jbe|JS^aPTPRTQuw^@qh!yad3q|mo&iS0$#xM zxqis+O#vl>3S=k1s)0Qh|ioV$RUWGG>1p&1!4eU>EK$Z-ZNYZ))UPRS2A?Pv*B_>;~|EA z(hKDB3lTjKgO8Zd&h!GOAgsB#IUv12%s$cp>|FGnT4^!}=tJ?b*oB#0AjYEH)eNS) zW4bG}-Ce|B(AjPf1ER8o4M10p!;@a1n(1Z>cj}2h`6uqwE%P|?PW=@4ow`}_unNTG zy3|-2Ej*bSE(e}WCPnSOWp)_DljW5+fbt5RjmuqoGO<+anY@G#?y?V#_nyQuEs%nR zni^|kSW%sU7#&b~Rn+v{r(4e`89k6(le^lI%SLrm7>pV~T>!7QrW^9;VN(!F3&6?Y z-fWFFR1J^iIQV0$wh&4*Rx|g9MK!aL#?(}4$SAm3efuzri(Q#u8)Lvb_ z-53KM;{p5O##pVKak||Y57Je-z1;goaJU>P-SCI7hu1j`)MM7p#{wst?4atB!4dUYY)v%$wsxX9qMw}Qkh^+^j1 zJp~;HoVJ$Sox?!pf0S;fU~87o)fnPYa;&Lm$4O?kpf?vpMB}Tv+x^qFemwd0UIiEFffQUsO-n!DL$-}itr=Uy)b_ass$Q{0 z4iXn+L55$fLpgwEv@h(HC)}+={-@Fm3`UQS>u8fBs2>14wCjDqH{HZUrJ}}o!d*uX zuWrfkrPt`rS0)`-J?E~YhY6-hyo2JP=iGIK`~Pr|uptqZ60Ff8>cNu-U4i`YNT7_n z2QRi{6fna}J}2LOq5&!8>a2WBuBc|2jvw-vGds&MS=_x?q-1!?%oAE+5@=CY0#NoNoJz}ZrH}Q z^TYhKL3(iXrWq?Jnb~cF$l>`tOv~dW#*M|pUtII`H_0?e}edYH+IOM0&zvGNVQ<`FHVrDsp2c>bhMp@~0W16Ud!NM#V52`wv zQX+OFw}2kBqewlZ^_^)5`XMwPIhM}(BNsCDJR1ucohTq+kp8pP6xyT(T9-L#0m2Qr zB*KYvLPV$ugp;eEuMgsZ@f7$G(WcV>EFhXcncD6Q+!?%v=1&zp4*Msnj7_=a4NS_I z=)?j|X4)AVG$sQIL1WW!#k1+g>de%;Y>aE?s2&e}<2>1}qbegFP93xO`q6Vd>_rJ$ zeHdnx$#%VfCR#xfh%4&3c7t<+6}DXT^!>w11f$$UJb?exi3J*s#Q(?dzk%JY4THTcum1A;Z-4i1zvn3qV}JR6WcfVb|9q)*C7S#G`Cq=N z`}zEX|L@=Z{@Z{4XP@B zZ}jTHkxr*dtQ+r!=TxUQI&&l3)sfBEBkF#h+WG5$YwsDu{iuXgBfnUwkeFex=OnrBve#nl^> z&ey!yKRz#u@9&LK-6NOE_fPKvLv;tLKo!VIKXAbB4WuLCWFY)-qA7fbJIo29phUHA z$&La;)Zt_&&Bcas|LaHS5^8w7dGb5R!aePlh&_?}f%zT|(-#tH;;}^+7fJ zKY{EX3B+&LIN^wa1>ei9BOkQ4Un@{Uj|aauT(|j6j$B5vNJ-u+ zg7X7;;~J7>Rp;JM~SBj@V~#NH2(fg%Ih;Ys381L8MZe zG}7uYA@qWHFs$CO172um+ls^pY`c|P!yoKZJs#>7)=u;2S(I>dtWkL6K_v>8%%Ib(bzBbTC2==O9`$2m|{ER>bL;?m_Ns|$)8w;U* z7?L~|Nd?Mfv4K05Te(rhiz=z^<4Pk>a_^lMjkX@U2T|HehBmw`bfl0 zyT$+vOhW|brr|qCTX_y}NF9Hoz=;`oWMc9_f%8o5^R+dz5lh@}+Jh!ImjNQ90=qTj z7}Ar}gBFM8DsWy|7Z!gQlEs62EN|F!$9n@0JZc1J=>9}i$>+K>9Sj)1bUs1jA{#u%ctOXHeeZ2Z zabyv#D_D1ogjULfaVc0<6{wx1ZaVTf?eWggh2^+{%7TbD?U>FcD*mfoju6-7P(mIWLObKQ?Gug7b;}B<&jJDH^2J;<_u{KFN zNYxx@1?re$90ZEy%yFTORH(2^iK za?#;MzWUpgs20245G$mp(*{=PfMgp+BNmN1E%R*BbfVMB&t`0C5zNZMz2^W@Byq%Z z$)81dhj=QsB~n8}utndeqSmmfZlDEOt0prl*c}c0#O9HY76gnVJ}qT3dN5>r9LWnQ zFpgm6EFx=rN@@N}n#)1w#!2o+E<>*O=o3ikfh;NBQ;~?Kc)3=|c#<GE2g9vDV>;p1GO3iCFjizYF($5+>1b0zG`8K&j5Nr zg}(%Oxh-vuWem>{?eoZb75IoE^fr%T9fWz7GS138#<`8hJ_~zjHSz?=jFVpAkAiJ1 z*F6kp&&jfz7)Wd>rZXQA4{1EJc1tFK>iYU=u^&%p81roXX3&5HxDLQdFX83vo1MzX5+E$ z>RDc>--00RfG7y!PMmU}aS5j!Xk8!AKCZj_lw;4wQEKQQ5en`u2p-f<^kMv8*8m7*vJ69Y}}8_%g9fYhvrMj*wy&jMOU<04BNmd}j~r-^-s*y&J(77x zuD6zgU`O5&$;VrYL<)kQ=04@Xjx44W1iKFDlmq+1*MuC{7bIQ?f(Pkr!UBkb`Xxj` znEPL%pucuW6zm9yNl~yPR>KhmJEAjC6zr)cagog6M{z_!q;i))=NzM^uxH5fc|<|0 zk{hEM2E_VlOC4R;Jg@U!L}a5VXw03NqM(Jtg+xKF6N-YgQ8}WZA+rZX!NcNXwI({E zAgyqYC}>b{Q4}<4$sh{SzUPR7`bvm`Mr|R4Js+T3610-KN7R;)vY=ag-J+m9(pWuU z>nexwxI;Qza{nN7o9zxsF_}+)l@nHz8=Oi-Q36y1l^Ek!?6? z6dQY>Lb0)`F}oEkB^f~vKw*v)jNHLl`K)}2E#2C1Heo4kVbbfU?qn~{0IG&C8c#@^ z0}E$r|7ihc>UP*xx-nD_2oA9+B%+kdf|v#uL2QT8((a%1{d3O|S zRYS*?egkze3t|N(ik()EnL8hg9xk+PsCEJF^g+C7B(s{?--^F*lkikEj7y6OjxdzP z_d$1=&7Jym4N?^Rx(b@ElCA=das`?|J!)Sm@8Z(TFiz*pKm`vX3D!Bh&5;!ZGN*%v)A9X82r6r3eM zisW;LQppBM#|I6&5tqOz==Xzt?VMh4WvRPZc)4D41j^TYh;s1)Te#%E3u1rS;Am*_Jm%6V;kh{~&|taEQV3 zvSCEEZlb(PBTueeGzbWHsyDAOd~~NSA}AmZgh1u-bWGiOIO&f!HLNeJk`cq!j{1Kr zYUZaJ@{BuCNjmn!=2%~O4rSZbU$yf_TaRH|UYZ4$S)y`3MGY|2b1)rCpB+8i*>fZi zxjt({(&9SXd2Lf~)J|g*1iQ+g)_NnJL(Z#$d6B5|uV?<~=+mz6IE0$#QGGv-UIQWN zcpe=~dN`g(y#T*n7|MALq+`h#=FCDzHOI21FzQH>s0d~rjo+BOLcre=A5Da~W{Qtv z=;Y{U&XGD)o=BO{Th*qw`jK>WNwFi>*^wDzcg|sH;<-GLj+Q*mJ3;j~j--Qknt3K2 zm1oo$l^rTBKaw6KYGeV9r2HXHq%b_cPNW0=m^hJ+rt`@LYWqHsLio^$lwZn|;Xn?m zYnO(97mt<0B-;6ra}4eMJdqCgMXH*%E&S<}_MIovK_QDTUKC9Y#Ka2|F`NaBCQhVW zBRr8hH@5pk$_(T@ksi*DWh!(|q}~w>El;FgfMeRmXRMMZQctoz?-QxM5+_n0ftF{^ zVfw_HBsl6_-D)052erd_CLR6j+)j|0^GG^)WX~h%=+GVGNIF8}!xQP~xNp*lbRg6d zPo#tTARI}x6-N0JIl?A+HxaxTy1)TB+uA zLy&b;pln?8B>YX)t4Npjz1kc#o^?Uv>&eRue=(B0bLG!1%QiBGNjA#rg`F@qL`P3v zDMaHbPT@PqoVuFX{?l`7i3Kr->^q#_&LL9)7YZl&QzX)0;|EG<-+iV@il{f3Y-^%f z-x&1EP$?kd~zLP z@lV(`9Nw^Cy~66nJ3jpMd-|w>B5znl7pijyDO5}5;Dqs7RI9RaP#8$v*ZOMG+tBum z#2E2Xl1{^T`c1~<3kz4I7KU_xUIl)`*qPcCS_$v)royo17x0F(fLg(^>I}roV^doi zNKHJ7{A|ZKEqpp{%GQ%ggb~#|Cj}X7+2PeH!sdxSs#ogHMxe38QaPKl{c4zOFcjZ! z=G2ueWtus40o*F+1mpf-O&InqZvJ!X_P3+DVc^|{NNB-z?!q1K)ehP5U@(*Hgh4ts zJPE*A>zt5Qri7r06THEyX;LKwRzo^I65C7@E*C52hO`ngS`6|nu&pPrV|q*oO{oBA zlx0a2loUn>(?X9xAsu4>lWl2)RMB=p)bCg?8>*(MB@l!3V6l*Dd-=R+Sadz|3IMmw zSAj2^k>=7B=)Pig{L%gE8n=P;8b1uA*GN4fo|JdKYk;}ujqn<&+*?uIZa@~xbKn}c zLG;QyY@+ui_R33ai`u(Gd84iVrhsT@OdIa_R8xWJHlI7c9QSW9dJ?05DRg$yUwMs<;a{%;dL&BF_lldQJJ6Xx*0QaYWwS# zR$dQ|iPme!t4kn}tH+=q(cSsV@#D^&RH-on#cKQxN}+BWmT(gJRq*|?Z92{P^lf`z ziaG8%^^T6!Jdz$>R1?XYP*9?JZBC7AL!k1C|&z2&&3YdS*qCVIkx0Qkt)sq_oEYo z%XRzV4T5jj8yoZTNzy8i6kKQ%v0TA zvm2Fk4B(P%^{(!(pIUo8`R2}nXjQYxmrrLc4gSe)+WAhq_?~#v**eJ8G=c}E`9Fs^ zt^a+3Ad0$tu;Jna>witHtp9gQ-FOfQ)#&lJO_Wu+FhkPVuRw4*qydd0 zHIAwHMk0V?{lC-heqo&zDgGTa^2e#6IL80GkURNtgt^4e;diHbG^?rq^h4F6YNnebLUB85aJ;F_WE(QChb7d&lcQ}AizrI(h(2^lZhX$U)TjjYh5VuuDjFV(5dr}JX z(X=CNc>2}pAS&K&Akj!46_*2al^0_j>h4B0_Rsi}wiVA(OYVV%)&1-riF(b(6twPIV_Q16Wq&E( z&HJ^J{Q<~6aDQJI2eCi4onnS;%v!vars+acNMrV@rZ@aT_hqr2W5%0}*ukd=E%uiw z;l;M5Sb{EQRaPhldZ28R#6!hw2s`ObSxISKh>c~ly+M`~s%oH@%p5cKem>#_YtiAP&Sbbwsb)kdhVzyY*!`9cXLotX@y`6lm~MR+g_9XfK3JcUQqTRo!&MM#YswI8 z6Qx7@A8ZU6&~*@HW~87Eln(7|+)_d;uw1b4U~oiF2z~OD2Wz8#3GpPj5af5kZ^ zEjaoO)X6OH1$|I#JNX>SrKM_rUuewjE;w`cf@kfL$H|b}*yS33&U)|Vh5qfat;Uys zX!{B5RCX^D4?%Pe}E`R4+cktjs^iLd}gBQ$lSFhJkcX>VeycBno>JJ^mPIqyksjo3yI`K;lyHt(?;?--E z5YAWwcu>j4^ECr;kbL8QW)S%oHMuh-sG3~GNEb7`=q8xei=1HAB5FfS8ByYt@0kd7 zN-mptDbcVSX$fROzaJcHN1f2hnz^rDpN2I#waLClDc3J>dN5oCt}-d6lV&h#yA7}% z%9mh8<<3ZI!4VUYMe6PX)ijA~3(Qq#G_l@{V-%d3uK_<*NTVDk^0$r&kaGb(UcLl5 zTRNp;$aOv+Icz2;1`)-nZm-5V-S%v}^{SYla(9EOaP2Kqhw^SYw>Y9|Ym^hiwR6_} zxly}OIx+lJOU?D1xQr*P;s;so|JK-$R+hHY@2~kkjt#lW|9x!89hXWB4LLG0WP>z* zB16u9G&1C>vQ@1RQQM}j?JhuUu?c_>Un>9=%N3r+Z6n0rilboL8I+8TPqeUxf(%mD zLh9?tfE;M5ZN-lZqV|<}BR_LBNrN5%aFMRx4CwJxq81d=)f2!1ZrP?iKIafu1CD7X^B_^e9ALj}*n7 zDU^XYl<|62V^a7_PVIScWNwf5W^m2U2zmk|sS$W#s^fQY9?8cprjpW2mq^vcICtJh zZ;gOo*2Yz7>->(RuyUDkkoeLZz_mZ`@#UDeF#2%9|313^`6?KQI`v>dxqDcH?G_?C z`P&*2V7E}|1?pNvfdIPNF4O93h$qoPr4~qQm`z8~if_20Br|CJ>%~?Y(&@BN);SUn z!Y?1Zk-de)+BTw9HL{=wk!r^jVp~4Tu02 zwhTebPsNGy8VKal(>PUqPOUd8C;sz%O+qA>c^9lRiHKIC3GVshWJQNIddSTYAYSX}CDfz`arZy%KxQUEWM*||_Us5a?mUFvlC#0B$9IEU zVO3_^K9ForE3wEhW5sTKB-hLQqWeP$-YtN${95)RJkmUJ)9EhzmIgO8;Bfpdexk#C zWjvQut$_HG=oPS-fl1UjtBHTt`?i_*!#GWYzs*y%1mFSq^gC^YL&c0l%XH`~1ehR;GfFY@|>1-r$~ zqQLSw@qy1BOwDUVmIoOSL1P~ZQ9GaX?b;~VX@Y#Up!wO2w|*$@$rDrMxB@oh0TL=J zOT1@I*~Epj18hKP)enDd*ha1{OGpCKjhhUBwO)rH4()d@`M02<$7n22%uuFvU|-sf zGM4r!s?uN(%qfm>Pk+p3bydqPM3SYOn!xvrJzG3}Zs-P9PGSn3H3@tGToY{jDxs@} z5(_$F<_f%RTjB5K710~34dJ6W2Lb?`=uwoG@*%GaMX_F@=x^KCc@(_1q3oyxRzsE1 zTU|5+>r=Hn=oC_@xi^dQAQ6*z`vEa4rvIT3Dm7nbq%=gzs~axv=9R_$>ePD{tl=zi z66HEu6yz*R#Ki{>(LX0*LrCLwKZkC>9vbYzRe=zIun#LJ{7I+^IkSOPWBsrGxsG^p z6JE3d@HbiQyQS!!n4ME}H>;`gKP!RLF)TUa{1M3leE)IQhMO+eT!g?p|O}CbWeuqA$ ziFjBX%gy@LZmM{VS9>{G_=54NST3281aMR$2sVq;+=+za?*8y7XHyF@p1#rL^=B!R z;8gJ7jx#DaUCEY6J2r#RH+A?QN|{fre+G6>hgocxYi}4kns(y9qYNkS3e8|w14_8f zu!F%7cip7krE66bc#{%`!NYEq4$e5Lpm4qE^248YnX5YLozj}sQ42Mp5@s(S94d1e zQLQl{k%BBux%0&qrn@L=dCk}~$;!HlD;H}r278C^JgUKJG zn+QAseRz<{kRjvQJc!x&ZPT*=K#trkYJ8#ryY=gBXsDygP5yN5Is)X8>x4epCRpQ- zXraSJQWTHg16%_uKCxXP%_qz#s90&^hFW{j@e^A^Z@Gc*vC5umffozhvSU;L_jGM* zh85KUY2U3qY6o6?c1wz2Wx)~KcR?`+QbXcmHZ)9%G-F^^ecs4uC`nFav@LT8C)sXf zv@N>EN{L?!WHi)|No2GIi3`YhK7ZZ=+id++Z(M{iE_zXoo49B+83r!ekmlG>#&`rO z+5lS$RAfV<;?;m^$+gBdkG~!%gEfzJL?}zI;~T^Z9qy1>jdi$JB1I3mC~7^Yo!^4w z66)hdMe~T=tGm@3;!^U##qRfh^O_PBFiki}t}iF7l$CX_-<=4vCF*1E+`xpUhA!9~ z=p(oq)(@Wq>BYcVFVncCiDICeCJHWx<|-}rOJkP7J8i5v>tEANTfV^+N>l&Y#RuvF zI9C1!^v(xbe>``s`>osV8SUFga4;l&1U58#U+DnV&y7H=iT25nO*@lEgr;c$Bn=R<~v2l=E*y}$A;HoqCXGu$ z#!J%_JHA774h&?R=F6<>+9|&!m4`^?8~}YI25%CT?p%tJu@|nyw-g*v$g=3OX&B3M z^@4s?r_-ZqE$y=dywVa0I`zzcmAIw!PM-XQMD85=k!LiGsP)Lqcsvy*GrE zncH_9qStCT^esUg{Mpr={~NgTQ)#P%iXG=LN=dDR9gcXdHN7HP)n?y_Ys6sDrtUL~)*Zh=kI73{!mS34YXfE7;$BzIWQ zQ4&IS?Lqn+C0Yi}g+nE-HvEZW+>na7nWzG-+yjx`Ps2#+%94e&d!LQHNUio6q;`xT zKiIdqL|JuU>4F_YDsjhw(YkK&_14?5{`U9-(`c z5hczN$|wmAF8%J#KnbsK)}JT0P!JcY`GrWk7>+vSi^M$hftI(ws09*h1-AIzF=IE8-Vzp#~}B@T1d2**{ZFt1-Yz z(20OyTX9pXo}z0FxF!i$;7DX0>t-?y4PbScPv22{5tA49!W_CKt6Qw9$(2})t@yK* zK=Nibhe+y)B$M_{=)1GT!k0rCpTNO&-QDHdGkgTVOsTH(lV0sp3<>$*)I>6o znTifgh6k9N4JJ~N%p;EvR6@1&|IEzJ$IlC$CBP1%5go+DK713UzI zM<^buefCtr5A;y_9Z_#644Nu9>pfo_WM3AZ;SP#`R)n?i`k+{8cF%f4<59uK(i97- zpjxQlV?{trR6%X2f)8ZEYpH*_JWx=TyR@{N_Chg-`l#SnLzHHvYB`oT2vK}2@eJ1T zZK;Bf1uhnBVBPT~V+9*9?2G`89jSDWCDnz{7QoZ_Qt2K$RC_>=YR~Ghdh3>dV6}HJ|7Z@gDDGzk`60<>_ZT-c`B&3mio|>}4K_!v znN>PykoQY}6*cW5@9jQEk!76R#8);AA3K@!*>`<8fyBRy3={8;`)^hSF=^AtNAM{W z@tBSZt|6=RAn-j@>IAGOE6Xyo+0gFpYB!WM>DLF%(5L(N)8IwPykNf-R0=~?A}diy z?31I?>x_L0SUJ{;iA-Yz2KdZ^q)t@0q?r&!UuQ_QJ~pUFL4i(+&#e4esvsXcB+`3# zSLCBt{_KiK=7T#eq`rA3s_A?vyeX^(I1N`EK`B!qH-2FFmNw(LCIoaVsN~rc?RPXx zL6sj*NEnY9@KGF_@kE&{Ybv-o5d~@f0X3fvEzS$GeWezY3V9sLvn#0BQ0A9f>d=lA zlFaGldB=4Tr%0DB;*{BG;i&BT>yk35!o^{8Gt}p0lyN0SQ0$6oy^?ECKbiLP22|_5 z7pzD|MD!@Az|rR7+=IfB07*Dq;`;k(@LP`$dLHM50}cBgh)Qcc3l5{xWkrZBEY~u@ zgO99&Qnz_JOJa&do+TM*p~fstgs37br?n1ewdfp@A^m?t9{CyQOhKyPl<8zPhxkv` z>FxCI0XyJ|nYbe#*B^+#(NJ(pHZay{Yd{uw#|E#S%fA+o-VXX-WT~07)Swvo?27x@ zxVVORBMG1#5%70U5LREI5P)>dp_*iM3Bvg!og+#T!AyEr0>4FMW}Fc406iy z(+tZ)bz_FO8H#u_ENu#LNHBJdioS6DJ5qJfh!||xn~83sC#zg1_7bCaQ{o8x=?S-} zsRlu8M})NM6}51gcXXE!@J?yA$A7t-f^<-;%~EhYb=@9g%65CJ$n+@!H*V;A{FkSK zT+;Mi!+}0j_wRaeL>U#-o|A;_fIT7IyK0WUp8D6d)GB#fJ5jX)45e(_UMS{32RR*> z*}#H$46GTLRmF{>U6kc6>A>6-m|>jb&*i?{MR6Bi_$OT2NB-L-l+Uigj0IUJ=T~T+ zV`0N^SNh;jdM>*wt#_zBDi3~?CLQU&T=KDc8Plc67+R^>kjm55z*425Jguc;ukmMw zNwJXW%F|mBVa3B;$a2TguSkzNSg|4@O2yxoFvF{suh6vs)qZ2+T9P8z{aw)1YV_o( zN&1VYVpl4FM}Jx~a=4mz%b3>zm1i%eVplM>XN1fJ#U%Q=@i7}3X4QM(<3jXV;^Uff zwS1UJv%tqSWlZ>bKWU%V&d>hvP_GsqYA@)Ymgd!D zl@`{tTPa^bc1wN=;KIjtM<($j7757=9Z&wQi%=!;RsfHwc?H?6{QN~`7_J(ZZ^hue zxm62lFEnFp_z^i25L(K-PCirAZe5wE2lL!T?usf_D6YC@6!-^ zyKm$JDe_t&nTRJkv zrdNG`_nz&K_6pVwPPE%!I09p+0ufL|SUc8#RE;>dcb8k^+EsfpDOb>}U?B_9PUgMz zNH&OP1<)6go-)NC=^03KhxA6XHXZ6m5QNOKF?gmpBjEqyPPc!|`))^3+l~d*Q|A7k za=%fb@({HDAoIKb=b7IJch^5=eiygHXX5w%*NNXl5d};atSj;}qhTU1?cC0~5Dy*@ zT_+9IdaKJY4pl$~2!MtjR70+*LlY35JMmn8)QUN5bs^yq*%U}JcBl#B;J)wf-tNEJ z{Nu@1?iV)AMLp--9Z2v@93&vj#JML0->J@;e+ca1$4yiO!cZ~v)8Xa`E< z>>t=`-T!*vf<)`{SLb#PO+b+^e00z1%u!j{2P%==U8{Vz6{$S6BEK2-|LV-&u(1wB z272Sak%3+9hKc|mi_ey+7p40Wn&Wve(v=gMtBCE9zoiTR|k_ zPJsh!7ZZv}43di)sE!8Q5w|%3$qz(w!Az67bqvQQQ&E_*qO1f87h)D1yPFoJE53sO zV8%37G4r@0=cs*JJ@cEV2@)MDclUk(LXoBXt$Z*Tz7q|nh3lCF;?(N~$s%3dBK7?_ zOeUJ+{0>0$V?r_)p83jHu2{j+`32L6Z97bbn>v%>Y$RYN6tsTfRb?gfVvc=4U(k9r zl$$N?`UjJwWvjs#RgVSl?+5lgqm5VlH%A+4=hq=qUL$Its&|8Ttm4b{jbu7L!roAW z8V$dmhK}^shJRP2&HA~-2Q->z(VPY*HKW&<#O#3hsJqop1M^P(Enao&Kz=boGj9mV zt@w6#g92UMhUW=cO^^?UEmPeS%nzn&rtH)vg{7g)YITQ#^3|#bt9YIeo*cPAlQ2?+ zIDhP;Q=`a~f+Bhv3c4$ymYZ&p;v3wZ+3mD9A=866n49i(AHZ}?xp^J`q(7;lD0WWL zNgL;nNZ(xD#@RI`pmprAr*S6~V|fBhbHzXVdZ3&HUexb7*m$7&OxQn_8tZA0;)uCT z9x&|$GprCr@EfX_h2bQX&c1=UO*aOwDR@o6EOZ|DP;YHYX`}#BffN1avkh(xGUbNS zEac{GN&r#jnb+3&4NqX^2L^sr>E`i90DR~G^=B_WYEvt6?7RM{N#HvjwJ}|t`0v}& zz*Ab3>}Wa;PmRP^D=PEbpe$9BV%1AsfDc#f%;quYibqrDb>5VmoT+a5)xR-l#FKfB@AaRw+QA_?|(4 z@Q=VWk2|dh^JZb38WDpHai?{vRD#RjsA?ppG`NqRYYOWISmNJT140oDM)c~@f}Rrr zKE-?rUTc5uff@D}gY z^_CsfLh1;{A-b13g_$0+9grdrV=JcrAw%c`IXHex<6V;x!;skZl$k#R)8S5u27Yrw-;UJ_nsG%P+mK$WlkKZcr26k8P_5+F10-F!Q zSlCHxlp2^A+g6kzsCV%L+jn=H_h0LJA6)kR+EQ~$72BFKMx`Vzs6c+b@}j3@$7k@3YBZGG98so)TYeU1=s8wx3W92|+^g?hq|%0^IO zGJFU)MQ}qbCedsWpx%AtJhZo#Nqq^8Ncu*lR<=oW` zgzLBiJM!aEx|sTu2d;>h!D@Q3I&;^*dQn$_>J+myq2!Rfkr5W}r3Gjq)2w2tG|4eJ zw4#2SA*d46-Ihpwq@gX4d(dAJ>#=@b(k*fhi@EDGe?PDz0*Nj@mxjtu&Nr);(8yM? zh6<=7EA?AslH8gN_V!_KXdJ9a!ZVr?y9QGWKPE`S$G@>1hCsD@bGod5J(E6BkI<7K z<3S?nY0)#NPT;8qzaET?9NRF-0*X)c{DAg5%y1&qs%F4XK4l?4-`-rg;L~o7J%0lfuFh_#1MD2(_YD$XH=R>=ZC85+DnGyZ z^RYN*y%ad02|0#b(*^!$HNY*c6sULY129wD#Bd;PVM2lEumtOH7KMf4x!T?KNX35J{1DxeFNX9 z2Ok5-`8Wv0Boh|Ul}3~q;O9qK5XvkW&ikSP#B;u<#1)^#lKY)CHoB6g_QC2eY4waqb>) zp1mK$#JwUpKI{B!y!1nL9xjf>csBO%%fTg2z+_b_Kw=786!E*s^FmxD)a-_={4uz< z`&ld*MB`P?0vj>=J>`XM`7q^`8$nYSsyIPa_)!sny05ALbVIQ$6O|?}w=-VT6+UJw zwFqCrlS0)~6&P`Us5t<=EcJ#S{yAOYCAW=tFFA+2_QICB(&DytI#bY1_sKDGk5AGt zD_Rd!lc)>HLC9~b$ddeIfKoQr2XBF2j9^p~>6ZZ|Z|mXnSSU)?7tE91@C%zTry61t zI=If%V3mnL-GGX6*x8=Y{aj6^R8dc~7<le#Qpn64h@!=O6eqALvVOGV`SFc3Y2=3h`G+0%B$UP2QPCczYj zvo>uM_l3&AR;35Z+M~<9NZQJ}50tJ)m$&O<;RhUFCX$2TFb|$&<;IZtU)K$__sK0@ zjPe6=DywEd8kRr=O? zc#kD3Rz*^0895P}X0~doo`zV3vO~4aclZMb_q5oJbsOl$lCL`Qg0nBEJfZqNc0X_3 z_qp!~8j0M|o;b5LpSm6>p34TuM*WlT!0CK)p8xZ(ys4P9RV8lzez<4%u^|F&N&OKy z40q~`Sm2UwgGJjb+y)Ejm^I_Ci#(7G-5=csJ<QU z)fRJz1_pUu4F%&##TFoHW09ISgW}Dh_^FM5%G(l|Vx6l+8Xq|h=16OeviOE9GE5|^ zupV$1NlkOZR>{me4Y%;p<-0yK8{N752G#gSFdjvRpX5YM~Mk@!?%IQ2voKNS08eG*TmNU4dgSm{5c9iX#-UIO^cn>C( zN%#ktHJa{&8KFPyo`g1b9fRpUSf8S=J{%z9rz#mQ-3O6yJrRqAv5VdVjHNzC2D$J} z;fkscLaN9Z9FNJ7*;~d9(Z(MSj(46k%Jdv8MzzFr7w-fXv$i4|&O+CYaPOhP ziulH}cl9S@BZ%xT(6RCku*v7hIw+^6f zs-9!CAK_(niBV3+IyH08?qTdqi%cL>?AAoq-HaP^paEI5MdlM@{RRdz%=2qEWRcEi z!9{+(4Fj2kKMbo7imBx z^bT%ht9Q3Of9;PVvcg_wIFxHnU1lrIxQpNVg2J}eFql);UO<-7R-t0Bb}^xt#lkTR zCZ|P1MS3Uc=LR-x5~3k2qfLh?r&2wTt5z{sDUCxxq#tmSNVk!IO1VB$*%V$oBh{6( zm07Y$dYR~}?j^B*0aCna+@i&K;W}4ZfvQ8qV8$M+A(1j0Ku3nOzA-Jie8lo3z9Zo~erDeX^a)gpIJ z5&R(IisQjxPMKRFPJ*2hm%%Px(EqF;uYb&2^OUbc3jd9?HI)RYUd-U%Ph8vodEy$r z5S@u@`yaE`eiPb%m9@6@!B*Q73W=us4T=8U#EnHA_h{sbkl-qhVl+ALh9|SA-j9S!J+2Ft@3ubut!eHOUfavtv$ zV+2nMc*PAL!Bw$UZ`Kj_S@(U&Ac=h&al1K|0b3QvsWc;;7pWq@P<0wWEIz!K*0K^n zWEcfJM?T1P4~H1c6gbnVz2w?f;6!*g?|t%yUspqzgRX{xjZPcKHt0er8~bPVBpO=? zi1_Dx%t6~C+YXN!A*OByAg2gxVIRV2w+9MAnPb08Hg0zU;BRQXvT^(ClE|B^TMG%u zV?7gYid*pYw7)XtZ#P-?v=J?gL(FBq_AsHCM1K#VN*m1vdfjZOXbjJn7X3W^su*xb zjvCIpaYI6@@D+Sy4~dT9I1sj033-)cTOxY+6?6}(lEzw8xzPoxGI;BLh1;RwyVw6b0r68B6<_p3c?h)T48cRpDcA2cc8_G z^LGC$1CVxCK#!;EcUiS8NXu8VdngQwceRBjPWPJ63K{^5S@4Z|GZ|V8!Gbtpa<8H3 zi+ka<#~84ursTDZ$QNsD+EkF&N4|*n9=B*RT*kX6JKptX&ddJbrlB^`)OEP{Mn%)-tADkSo>+1`|h6o z{_EHmYxf4bry*uu91`)NI*#i=15B36L)VQ<&VX!K#AZG_dX>Lxot9kG!$&~#j&=cRd+rvecL+%`ZoSbi;OsB#PlsZ zOQtLw@9XN>`*!v0aHtU~FLP%)AiGx>un0X5ULkP|?;V#ZZb{tO8mpkg;=TP^>{6=# z&{$i!Q%mO0uRKsp!ro(;7b|B2GZ+j?3!}B5mDKq#_o=}30TRj-fH`hR%zerY?K7M5 zERb;1JzPRJs+Qb+%5_k$X(V@_6cn7fPss(1^Y0ILr+0Eoky1L!Pi#f7_Z1pDc7~Oo zlf6fSvv<@w6npm*y|}xlm5I48k-Z6gCHDw)ttGfSD`1nmZv_yypqJvs?OcTa5tA0ym;4}GcWsj+4%op*VyHjv zg;hiQ`KMu{{cFR9KJe2&+R#{4;DT#IFXM0>K*Hrmd1k8+!0z75u(pk{r3v!Eh9CnK z6}TGuK_A9Oc~Jp}=yO^6H?!ks@$Me^9tUE6N{zvrcF)rdO91Si2cnIC5&L^o1335u z>jdfs9BABS1x^DaroEf4El-9#5c97mae9X3{&X(|VL7HokpVLKr7X)mymw&v&baCL zQ(b}6up_YV?6kuCaA2hh;vtpsbnhFgRS)9e%2EOw-PrVlir?0md=|%Fa+W(*Gyt`G zeOuYI3#h^X!?_+P#xnfSey)G^^*}iZyr|!Eu<=0knQ((t#`QD^VZ>g=vcy(+2CGBi zq;cpc>k9a;;?KM@Uj)hcVKEh;>GTv)Gre1`pbE6Or60!{Ne7NlAy+uQ-Gv2CL*@z} zR9#V7;6Qh@(82n(vbXECtNMLnPK736%EiLnqi5Ck1#xgHEO6k)>ovW%z}8p3n%?jD`V9Pk(&jlM!|=tcYR*j*N|F3s)GL3Vn?rOds?3u{;(% zDu%7N%?rL$5EQU&5&3*}xZUZNPAe?Cqdt=Vb1GyaaDriq1;imGb-(@$Cy)EVxDhLP zdlo6QAuwUa^}s$5;|Ieh%1!vAw1Ce89_vYNz&L^l-DH8NpSXv!h8fZS#6KngI8`1> zcNoCGdY2bCd&f}yft_SDL*GD03Z}8^jEQfc_YCTdP6MAAxh^4h@yFnCB_c)a`kwy zB0Gu(*GSTEh`}ezp|S;WFmZ?7D%60#@*?QTU6~60;x0TqR)x~9e-p#&bNhQ{mA zt?{0Q5*n{V$stOMLNr`NjVO$>c{SJxpb;u92lsw=+w)hc&hcagN)GS7CsiYCa%-@X zL5p{PJ(pXfcE*UoB{!?)E>`U@hW(_|I3Uc01r8j?Yt#!U@%V^ia40-3KJnXN> z_>yVxso0SSF5uXRMex16fpI&GPs4n=*8}bLJhy2*20Z<8Mp@us1#*mBPW!9oN}IIu z7C0+Ce51SP9wro%P~FNZ1h+649f;K@C!j2p!;8ly9QnMMHnrlCKGv_ID3pewib?0? z=aw&x-BDcb(2cC@<3vUPsY+XSuZ1Ng)|e2MfmwS^vEgVC>x}2DDRQqs9;~kaNTNP(!WoE;eSK@E|VEC|B?2sVz~ch1p@hpw3*L2+6h+vz0GGH z|LdRrUFB^5s|^n!ub-y}oydUVSwsaN%)JF%Rm=K5P9sv%-3`J9Hr);4ra_SI?v_SW z+#=nb(jh4gN_TfkgQRr-(R0r|_Z%;J{9e!R^Ji~hX04eu^StjnGtbOBYprMeqZGNJ zr3`HcB$A{WZXo02%YB#L1XlY`@PeHh(W_0#X>CK-I`3#Sllw8%-d@=?+k0Zdef|`9 z4Zj<)e~5h7$lB1s(cVbU>TA$O-yHcaJ1H~i*8m?MK>3NS5kTD4QBuiK&(R1VA_I`M zvA5E*1Q_U%vIq$Lk%{B)WD*trb0*HeW|FY6b_6In={tTYR@vUk=xh11dR9gN2^N6J z&8y?TrVtSo6Bid}5Y@9Z)3-MRh+7-j7@Ap|094Jag{>XT{vH34Sj@=5z~0Q((Z-&X z>!vtGfP|U7gQKXao;@j$6#&xvSD1yB@;*`&X_n*HCgavU+rr>b zH)cg@tY_(91W=OEbFd&~Vg6E?8!cJhoCn+p(9uZD=tjRr0FaTjiK8hg7xNd*{BE?a z30v=3AR!bvim4Y1|;a z`P?YuZ^`F&k+8A;RV0weH$wQ3ax7|$X|F`Yr2cr82?1Y`;XYJ%qvh-1f ze%5#!^e=tp--gc0%>KL8{E9B)Yyb6~E`y!xR@_^gkeGi0`QIb9&>@t!A^%ePuR{J0 zC>_XtEBL>34n8!{%t*JP{Du{LuM1@Rr6a-@Zt=YlftC9kgkSoBr=-_K)>1Jk8O zgrv7&`-Z&y-?9Az3S|98fqx8m2y!V95U%(Ly0=05hGKmW8VfTs+wbl2SM=t;6Rz8a zau)7yp#3p$p~C;2hWX!{>;L$17BKXSW8)?e}d?Gfq+ zvi=9m@4ra<+y49SOKMlY&G9x#{1mrkVP@s}m1g%Na?8s64Y~cJr~hB3Hh*7szdEHW z(%|-Oy7(!w{3Bib17^u}yEe9L;8OkvQTcH0?%pPqpW@M6tiRjmFBq;_e?+5!oPXt6 zf0*YToxcb~8=9-+HjF>Tn7@zlAJ9AN?X!j73G@661p3Nt=zfYRb8!9Ak?luRndRH1 z0^cu&{AK<;HxKjwV*dQ!+D#wC?BZ?W{3&w&19AQX*1~anFJX08@Gp(xzhVD+Y~CU{ z;Wh#M6om)=%851Wj|lv?Gp|2-1Vq5UzPw`v!e^0x90lfwOh~5IfG1>plZe3ZaPHutswT!<_DZdZz zpHSR43tfNMjr&)Q@W3CDG#2J>R>S_l z{J%`*|0CnAKM6=cglal{A+j~=zw_}>YrkPKX3*7qzeuB zLl*e|YcI;z>i_+*<@*k(f52c^nSp<%1zUqG$W1~JFv1wDA{2KJ#`G{zqNcMPn8h?M z8rb~iWhYnljM_Lx*RI*lQu|S#d(j?CVJG1?eJF|Xg0Sk%bZvekdAU}8f3NC%ap3Pm`vg-`wyQxGUIx#0@#VGZFr2Z`uiRb>VF)|2baxeIfh{I=9+d|oY#0ojS*-G+l5B(o7Zx6b%ih8i3B`T0F8@c{`=QH${ZBN?%+b<_*3iyc$Jo-w z#o*>n1xF@V8(UjCQh>0Nqp6KOt%;4Xjr~nj^ybEmn;RQwudX3vAj}{PAnYM*ARKOf zjUgN%3L!`#RByue5QaA)5QH*>5`^gQnapgg#cp=i(~9xjY&v0OVPWNBW@ct(;bLTF zr(tHMxk)BtWB7v<^7b}{P6kFlSNxZivzvQPzBWLPZ!{{WZ?5EM1&}2LvT*!%qXsD} z_svZW-`V=k3H+r!IZnjx|rb9wI~;P~D#Gg#|RBKU&NX*82* zsh4`}`8e7s(^29lEgYHElXX*G8%3O){ZQ|HEz+sT%&LHk2%y#nojI20n3mBV(R7~~ zU78IQ#r!W~c?<}3tW5Hkciihgi?X=9@R(~E#%oKU(&Tq(->TK?yr?mO0}7Jlua~Sc zIE0^8nN|U=_z(Gc7UO+pU0+Vvan@~F&h78;?;)SON@Pze^7Y>ucwy5%PLBR?t@=38 ziP%chgnx*WkM+|Y2GBtC6x@P^(DT?M6uj4{=5x|vyAKMo5s~Bv>LMYQ2d9Mdu%alo z6R{BRT_o9%;t*pi_y}1_24U&nce;=1v3No~PcWxo3z}eEzLUhL6m&26qd!L6{<}gG z{1+)A#Ba$SrTO+gHtSVykK>W#vu@Jl(MK*h;9XS%z7SdE!!6r0yE*Gw7wt`<9$T_xP5;xuFsr*QJ72$=>S#)Ofs zBV>J3rkR=!8aWWs`dM$RSXoL_FBXF1cpbT3<)-ccT7K*a+$hYu&wR?z{)o7Q=Nd?8 zs17=4aOfY&c3GV3V{~yg)mSvRAcs1b)wm3UWhcTX;Kh~uXUCBo{ z5+9W?i#&nrHd*Uvl6kCv(mN#T=R@V(yh&8A$I~BVMAAd{k-(bxv3t}OGtD-lXlIox zH#GEhE2r&7(sKjkd#D_btG9a~poHMDv)O&<^!GHfYXE$>^F9VF>d-dF_lYeK)!%yL zGv1l>W5qIUa#%yQe=Bd5JQ20!L!{dYMRs=Q=8?Q;yHG^<{Q%jHSr~|?h^67s;XZVm zrBM)M#4n)*^_7;rQmHCvS6KQD;~2V?3W&cv(*FI5hkI1h_mvBNCV)!VtDdtP1)LB!?5 z%W7SMJ+F^a-1*@&(d4>3-%5hNUzF4V?PJC>E@vGWWYQE-Lb`jV1EY}8WP4Cg`CEPG z=h2w&C7m)wb3q#}6=S1*Za#YvflGi^b5EP!<%0_>b!x0~KWbdZ36l`83PQKhWsRbk zfAX~eE1RG0C!hrQ1l`RQf|QK()r6)Gn)aioEcuhzAx+)^K7{uMa&*ZpU(N?YPQVzp zb9E$1@lU!D%YY@2Y6wXlOW)ZxMZ^`id_x?8riq|OvqYA%5X3G70mNofV&aV{Cm(t3aTnusiSV)6LinWS&d za}cgUqnihjf)I2SeQ?#fyX}&o+P5dh8&O>hYXJ3?r`V@1b9MDk9QNOxyU5iX_P8Vq zuaQ3Bo;+U)RYv+o@NgPIE1N_#Qz9737bG2{D4j&T4y+Kx)uy^Dh>wh-! zB3BWlnH#AFLa_QFbDG=d=e5j1Im(*}LP`U`+1V~Cq-fViyg+*5@kfF5W24@x1aYY@yb}T= zM@1t?mxfJT&b8VzInH#Rp4|2#9Je!ftqe)*%_%1L z=SE(Ae`U{d%<9ge8K_yHN#p6tmVyV<9)98ruBc$yeiUD`wa6@Agi@9m)!vmyhOXr0 zkXndJ9@ZgT{!%Pv1g|}C@g(}SXrShnVJ_Ejir+*Jw;gUVu7NgnP)8Zkeq5k!>ExCG zvO!0#XnA;?^R6@gR8}2xdi*Dq*vD4SaAsDDI=jxAF59*eo1f=XAE=HFYkU-U$;kVx zf2Qg=hbUMrsXb-8}c)7^>A5R|t#tk24%vVh6NAzWl&jIclbQ3~f`msx?Aku}R2LNvjL z-Lt!VTR)>}wk9WMaKA0j{CptgTM+{Q;HWF=Fl(wrw#E^k?nu&Tc8F0ZFdvU!}cKRb6oltq1}Tmy2t zJV9LOd+_?Z`wt=pmr7+DmUH8G^BY#G*yaGHrMkUL%Ux4Tj!y`N&S3*zTQFj+7qO)} zZ5Xpl=&d{_ zx~NsJJ3FaStx%sluR$`2Is2s!pk+cd#!5jdADwq zxn^2 zl4<@_+bNb{P0f}o99;OsD;E$@xqk{v=b)eecqyP6H@H$ZFkNR1hriBeQq~kR9Yyzv zbI$9~T;fO5^-`~s$(mC9*eB~pUM2}l2Ob)v7lBP_I06;7*fw}e>r2uSdr26G*mt#E zKs3)y)1%h`%XjvjcoH8sy!*^#?!RFA_<&zCT{B#>_M0(Zz>+NY35#|z)^9%3OD>B04GcYn;r{BOUB z33TS4!`7dU!fM;c)V&>Lm;O{wO`+WrGlkHDD*_Cx*~*k4_dM-zn&4)_An+vXa>8?~ z(cmu>eDuPxuP%fP6uIGOIx3fuV(})$qTs~8+f<$5imaTDp`7kvI3jZVMYC+LOT{@@ z5LExzJh6l41e_Gbh7ninXN*r{6Q$i}Q`p&mV!VDhydq-!mO>&6*bt_8H~!JrZ&WjG zBJScrnO8X4;3;QjsRVA2BL3Ls^~fE+prD>-xiNky=GL>vZ=?)nmY#m5W~uI*@A3_* zv@WO!wh0pUuQwI}77l?H_3EB*K63O+D%Ffk1uy`3`n4jX+eZ4XJvGNZ+xLfViv%&p z7Y)T~8R@-QGX2kQovS|%^XKr901g0mL-a~*G@;Rp{enztxU?i94vct~7smKCSv@OW z`-S!yqVrDN>epqHBd0sr2J6p}^qMlH+xld4CrKaC)pWmQbg6u$B2CrxB3jS+1SvdI zA;+NCa$u+hKfZ;hQ>AUxStK$jC_qnJP~iYWC+fPjkL=o&?QFDp)B5tQK#DI)N>8(~ zM^S9+(Z_A(bo4{VJ&_mk82#(rS&0fE0@9Oo=Yf`ds57P2S4d{Yto{nG;|F`|KW(;! z#5?X-+&ry!-5B4-Wf7`0!(dTm0?$fZj(BKuTaTfI>EB=8I^?$<#+k=^TDm~Vowg?m z#lZD@6E~faOb=VD>R^URAP%eF=k&szC)0gT&r9xf8V_6_d?=vimm3qXDoo)dQgVtQ zAlP_bxLo_nOm0V>w=}`btEc6OyMSQ>7sg_O?ZLuH>T>gNlj2^8C3J?@pi@qR>r48&}epg5U%L!s!j@97e z{xN7Gby?*?98{I4qCv-zryz?BcG=do_~A)}Kcx^npAeD|{LK7}=$SeR8hzIG$ZyE)17;!PILdU;CJi-%)i|2MO#V;buCOou3S zF9!x~bC%ayp5L5dluVAdF{>Q5Kgiks5~X1(C-fYB_vWKw7x>Fb6|1i&*L#0UD`)vN zYF7PQ^wRvdtaLi4RA*gBN9%TV6Q2gsGaiegx%!cw;ixWuoaBXKkQ;Gf3AE5Fm6G^8!jGDTAN^TP5&`fyj}BGy=j8g-*fG43pv zN@?N7vAldqG&>D$4h3_mWy`6L>NMat2lsht@;9G_RJHLqsLH+|D*UWHc5F{og>o61 zKtqWEb2w93Z#t^_?ux-vZQEQ`RnJ%j z3tXS_UkjdHM4yi|9nB2j*br~;j7s*QT<#j|IOj?Fir{_XlnW+lFag8xgl==HF`QoR z?%|a7XVF9^CH0(L5Pd$KI^REDSOuc@t*XfO&3Op8A9*b7o<6hX+ng43 zjZzFtwUHCv)+Q6w$S6eTv$rW#jg}I{bA@|Pw$F(d=H(D{?-eR0d;dryH*uG8umO5i zU>jg$A7;buAx+zTBB&i#MG!w(W)hN;+%s-&gq3^QZHxFDEXaqhFYxD|Z@VHjb?hNZ z`d%4I9+UM4Yd}%G4c378G};i(=q>4cVTd}VAS5^up>k{^M~&&mNqb#g+`;tdNo6jg^eB zTRLq`cEpv7eqb$R%5}9ZiCYV4PbjqKmNwkD3l5J&lLX5Yyc#pF?9T)Ds)_UGBoR~b z(7k%U@}?KQkUO55yFev4O`u>-Y8|5*I{?WrTbFT~%zz;|ebo0a=7+t)We5!517&aWJ1U0&ct`9ebaLK?TCiAjpLz(yNJh=*#* zw?S}*h=Y{v-wo0}3@8~n>Nyh6(<}RM$yN`QkVlEv=GlZ0!R{*4}#aC^*F@!NxNV+%ECsrZ%N|Hp&^&>*OEa{#R zM(F7@Sjiq<^R#_lOKib0BDYXWen?Yi-x_b=A~0K5Wb5;r!mS<~6!L1g<(^}9wmz-5 zEBu~!2GW8Rl3lEaa^d>6Ot8^rhGh?~lmZXgodkn)u!KBWvTbZB2rH%rjV@oNZU-Vp z74mIlvGgw}r9IJz!yXxBt8i~1FRq9EID|c%Z@F#JMg00gqPYfp7*J5P86ng40K=6y zvHGpC@TH2ob04+cb-dVR6dORjq^wE!Q-5;0k;neR*$R_G%^UQBibcERaKeC>dc3L= zLEL)I(=TTt%&E+dy}TA2!sckTSnPI^JQ+iE)b>EHC z9_~*8?x(|_licwcAq^glciuVvon?% z0#zHI#hf|wiOt9{t3wb7wk(sA3}|D#dv6~ZwM9NawtrC5Q(Tf2Vfu=H9Dk4e(%aw+ zG-*%i-Ao{Pbj@p=BwBtw0gD-@`aFQmx#+)Le??$Jh!g z%{4yr9?g$PKG)W4+Y@usv}zeFcQ0H$gE)uu36KKvcYSH?2wR!IxUFlW+J0gMs?lp zaFn-~xG|W-U8X%Fvn)w(P=6`k;LKZvnzN5#A0I`u!Mjk3X0R<{{SdE;V)pFP70>U; z`l7B~-PQVv#LoYYe5^A;;NWcP z{Vj=U;B40VZ zPJxm$-pt$HE-HknJAz7k*N4C+?22ncApgbc)z0D^yA@BOmAa6L%h7t*)pWz-o0D&! zGg^L?!@q(`&Kce&FaCV&iC8O6sRMw6 z|C!^}Lq&aDMR_+tRxpU`EGz&-d7T*^SUn(*FT9wOu%ZBDOjjubR}4B22pVKF432E7 zFY{1*s;bLGSp%^JZJHFco0T#CnN}zjrEep*Z&7B~5cc(2VPfC-tex+x%QJ zqH;H|Kp327y_afm@Tg~5(As7COA+tA+%exiZMN61Os4^E9OyBW?peV@0Et{FQ*zmH z@wj$OZvC)qbf9>+8f6rCS-+f1G=ZuYD;mt((zJlEmvPc)$RQqcpE{3j5Yy-tM@x)l zrrJj=&lcQJKqsxpg)ZN+f73M-&Y=3*j+5EJR4Y}LXM=#S&RWd@;IQbR=+NfC=5Xg= z=Wu4w<}5O~Y<<`pOW~Ba=cJ{wam>sxDlRyXFJL1xCRL&Sd*W*}^OPOs+3Nu$F zt>Mw_JbFzuC7H?3ZaeH~uMDqg8%c{$N{ZJ#^@YZG2&hvjb-= zcTL~b0KP(J1r=?`y3}^1^}Cy_2d<*=C4tY75#A9{X|~V>iWmB1J7d91M{!nQtKy{A zSFB}=$mw}1C(jOJVPDyZ4qOFrVXe+$TvzQwb+VSzAGK$+m_8 znFI^p36}gWGF`S#* zD=7ZpYc5!=LezsJOf2|XV&z91r;X5JjR{7_mFg}S_&XDaEvZRyAvEM&_3;@IT71l) zcGb9kj%UB7{1B8+x9#ylQK93k3h!wdXc*PE-*`r_<9aSzX zW2ySrM{{PvsIOF>9ki|y%soDlsAotqQSHmIiqKS=+n}Rgu!~nm+r<(-F&FVk%LnDAZZqM>W zZeEP^kuLR44oVI@0)L)ue)pi!z=vWKmpAcSoN-Hc$~zLU-a6-Yp|tsO>^XRqn-MY+ z3=gSj>I~=j`YW5Gurn)9g-+#k6yM>;rOLPGY0JIOkI0K7fINcB#2r9a2q9yy;<~{f zNt{nMmvMK3lY6xFB1&d2B2rZax0FboN(uFWotHos)RIJnwCQs-KPqkixJMNHtx_aX zLHze?l#SdCYt%J9O-l8JJ)9VzM$%*AD`jOK&{#+4-gBESN%VAk_n5Agzr6aMdpS&7 zVpc}$Vo8m(y2T`~`bt^FsYgLi%Sd3;TYx(M8>fOKIxGr8iA5UKd}l&Ha-xt?n&pP6 z@|%G*j$p33+8!F&WJQ(Y8QCQsPjhj340XN3wa$v|_Pp`!4~UJs=7S80tRKS=9uFB( z=1bHX)C6a@w6o)(P-smtweLQTl#{orX%*lVq@8jNLFLSwbjDacQ7%IeU^rLj;-SH` z5)aZ^nHF^o4GHZSm9Y2mR4`5+!C4O&u*83%T>W%++HYJ+Si|6%4A-Rms$tU%llmmN zXV8{}Ot@$$;Ol~8}ghYWA14rAPn~A zwE)!xBgBNw<1AQ9_iD!+AHT_~OE)loe*UDbP@3~-5Gf^>{N8#?S5E>vik$&v?nhz_ z)0~3PEmH62_boc;3ksU+m9fY(*zSSx$wk>o)0$~1jtTCL=ogH*A|Y@F1x0lVy-^h? z)7O4etg{7){|OKKW%~+G&%|fps>lL_B*@l}es#o=<=TprlM+hw~k7`^4LGQI!qQxWp_z$`EWhM^c(g;&QVKalJX;uop?e*FB<`gB5BTa(1yA&UH z1ac~V5`}cF;J+7$ZRCRADG&J?r9|3DW4Df2CNdSZ%e-^Sti*&WNOr4XxjV6+U0Z1XtX;TCWKHSAi7{p@;OzDJyhIU%gr!q;Sl{a+Mevf z4U|yY4h$4~P8U{7<2|RAW9==`K}Jt}x@0k#T{|M6`9_SkC42%u#@)1JPpCu;D*AnX zy@$V$>eAzYa{GLW{%4UnB1^9;)wP`an1e5v?*@lvw^9;~W2;@MIoS`D4Oi2z=oY7c z2-_G9d-O!Spa20`W9@{_yB`GiX{8XTH zG9dJ&jf|-ivQ-NjABGL8lJi!Xd2Q|zL5C5@DG-_tNhAlPl17g5x;xCb7S_-L+jYuV zy#&SW^^UkUN(Fv-no&3dRJiiX;^YjjUV{GW6$&M1ZBSvZ{AvVK=|h%UfqZ)Z`&)NS zl^8^Z3?cxL;zZ^jDslN*c`3^pP-?A)-A!LW8=U2N)e;^kD3xWE(ajiyb{89(L0d5x33+v+UiP5g#JbdG^-wuUfY?+HGDKl0-YBtZjn=ZU==4ti= zdA3eO>0#nj@)Q)cyOuEBFFhfijHOEmGi?o9h0^I0Qacu)XVKb~pfgG*WHjSbJz}s+ zL#Ls&t3}U?P|In)OBKaX3o4W zgXHyV(IpuaGMl-mq$6?jnsKS5BWNF`Nr6SEBp6tv5t7kirC%#A&{9dzvS@)s} zb--lONRRYG(4iySmGphkFC*8o#0t?pBiGW!Y^Z9b4;0g~(7B}#2y0Fv^KgIzc}C%v5?`WS;TH}5nNi}L+N~_1vaYTa>;CqVEHlP)Ixp{E%#^DM|YgI&^9J1esDr9|5^3*9j9xw zjVp@bOUdl>VEJQ`)NMhL8Sh_u;@{P=lFXh8l7B~(YRxM$yFbD+C~M%u$3gH zb!3_rFMAC4Aeh&I8HnI`H%k`97zMiAc7rmL{e3rXzqxE;yCc-l9w_fAUb+y2AKvp6 zEKpZ$l-;bNETf)!ckklOap4|NKn%8hJ5(lh=IQ$b{r+Omehhx>3M)IzP=L^3Lasrs zQCyR9lX4GRycu?Md`Au*Xec%}hCY@)CP*)?b;%^IlkK?~s}lDRWhNMe5z`7J>QQcG zV_Ktyjbsf(=4th9WsZa)GD=xUSu~YLQz9EO?Imbg_5i_ZT2l@wfGD`^xrUgT1S05? z&F&28W(sRg2xamW8bK&|XL@NqW>V5&8uQQL43EyiQIg9f%p}%y;!wgKn@H?v8V<~J z23A!jgwuu7`OzhIypO;J#Y0FNNh4&+z&II68=Igjk@MCtQ!%$VBqh=XB^HA?GI4tY zj9=-$TH<2}e@;gp!-HUmk{RU(0`c&&%OX&-N;xubaf&nx$X<4rMVq0nUN+~D#9p-= zKo4!}b}IKDzmK3x+2J~59O4A&ILxXhoQ0X;4B;dka}NnloZ<~-fv$DWo{3)d<^*#e zqGbsfPIeqXuGaM(5cAF%oe>Q2f@~bxH4@yy*8_FO41|i{YhYT1gt+OEw9cJr5}WifBr7&ae>EH=$IRb*fIE~wWd<59QO{ zju@*m?T*kxhoCVQtu9C8A?nP$s*=3QD2CX=`P!~nCWGpTb#x|MmMkXy>JT%ERjtPI zgg!^&)x<7Gl%WX_K}_#LJCJ*%(-CfH9rP)76gJ#kC<``x#Yfgiod9GGk@&&Up1A|n z9D({HGd2xuIGo=obHU02jeQkHOb{ydi0>o2y+{y4OcapOK)tiLAGxxsz*1jH?eRb zm*G?x3)E)okhSM`q1mOJNe2p#?eqf+^k?X%d3w!ST;jH!fECIo4s(%+>{f}uyEuJDn7$B-6EkGU~a5QQItYePUf7dttw z4g!8J+kIR>bgO*kh3*Aze~7LJtf?(?{av<~`*5twu#4_~aJGimy0x2X4Z5|{@l_zt zDpwLO5gTfN>S#a?jcQcWupeDK9Rn^vGKV+Z|I=oxQ*{+9&e(!s=aM}hXdQ%-$(A{s z;z>lyES_T=r*ch>H~ZOd=PyD8(|wyXf=c*np@yhMJJCU26UJ&ePm~1fKH}^g;N2{AG zuC_cx$m1;XGARd;k#C4y?_FVVknHFz>wMIydh-05*ouhVH0xC2B-%!Mg_H52W`$$y z)g^23lUQ1H>N7?Re8y6M1LKfE)EUlsw59fDR!cbcyZb2jIgnBBU+ET01c)oUw~1=t z@UlK^tjEBa+N5eb#W{`V1bhZqs?7^xBPT=)j?Gm*DQqBX=+$Yc>eY!CY|{zX*-B0n z91^tH2VK9upuaxoQMu~8xO>g=GC4|cWM__VM3AasTJVWOmAC#C%r(qO+iLV_@T}$v zNwnaoPW6*~Z;%(b0XH$r(Y=~M>s=QdNJ{cyJDJ3>!wDe?SG{vgJDM%uQa{GRV1k)? zU!}4F7mLb$X@0uH1Z94v9l=%fI6vDW?^SX&QwSt zyWf(!XII>-CgbJUyiq@XB`UpODH~5M$YbeN(gzp3sS_OYKc@iI-l%#39=|HPP&dx#IFE1DOPP46 z`!LdB-6r}>j&o0ybG~8jgyxBalWCS>Vg)uAEEk?Bq%71ZM4m5(FNV*euS%n|F6>)E zHMsk*Q4npAJ&okLWN#r%p;n;Vp!R(vbeZ}ghM}E=7@6U-A#;5vZk8aanW1A)lp!O9 zU~Q3@k$0h$eCZkuQwU>VKrqx0i@xc;th$8qcVEM{LQn~@$irYlrTZ%QpwdD}KuJPU z_`wuNSD zL@l2a*Sj$DK_W0f<@nS?F2VE4W(dTI5>TT7+82T9jJ2O$cpRZAfi6Z76LR zZHOfJB}qpeILyu%{%JyzeV8++>j{0v+3=733z)A zd(_Z)g)@E)b*`g(jd=S(Y-lcMm|h59pwK+hy~H7K`` z*;MW_>leK{Q&%c0u$bv{GHAokvkm0h3NJaKwpPYvlMq8T z^zDfb9LIU<`MQsnuMl}Q&!;HRX*+2xhO~W;d5en-P_?V1T#%y7toR)h6cz}&RL*zC zy@&J+&oxtaI}4MF&3#1h5=>;q8hrWx4eHcSEpA#s7Ugn$%msTXnW&yo`POXq5(k6qCV^&Mo6LdxhP#z=(6z#8huPDrsuHf$ zjqmD6s1A&%0a_&(ZIfhO1x{C z<-Vq!9|FHdmcSM~|M1DS|IYi6W0t12b;&h_3?s~}q!b!E5q{CWL5Bl!{-9yR)>S2` zIu0z_p^&y`;-v^l2UY@DGa&@WoZC2~i zfAD(O@lzi1MkqfQz@|~ks=v`v?wwlCE;1pXVMY=ssnQTeq)7(#kcjv4D!u1I{T-{o zEM4^^ZXhGm0Jh%fpc4Ao>-G}4*d+Een-}8m#MX@Ss7%_|tc_$^W@amzO(>~MDAfuO z@H!sg?L~R+#26fVSOm>zn3_-4C-Lei6$%E_a8gsGLL+{L4govE3_ z&wCu-U^h!6oyuZwik8*dUa@AkLLBtwsTM5x@o8eK2A*gwyS4qZ?z0ejI*}H6B0uPzhQWQ~QmWSK zYK|4TV)z3Z6=egOgRLW~l-h&(A`zH$>I5 zQO(x;0HyBNF)`Vg&m<=nm*An&)9ztKJ`Krs-<1>JaBYu%1>;1bNt`%15*0t#VDk)^ zHN7sk8-J+`@o$}aj-h7UDkR}r0PYG z#d&BWnVzR}93fTw;r^(27I&!W!pm+V<_5KXwVj8!hP(zZ(>7* z$h+d940Sqg537>|NZCZ8MSw6@BE9!c9&&#Pvk6`CSv}?L9L>@?m>zYKjxu|xXH6g84ADtECD-ERs}0V^1C@b0R($&-4z14X z+$E~(ABwrbqn9^tLu$yVIt`oPFU@1p_Lw#*wa0dGYL%=+%#|=aN^)Lo;Lti6A}Y^7S zZ@wnsVbe2>yVSz|j9Hd01_~yLM~QmyQA8Uvtc#gD);~iM^__TO)8^)T(PwrgvDNB) z)f(PYX;Y;$+xcR7Ufo`EhDyrO+v|8qYCZHTvHFT`hM8`P=xGIK=36K%E@JlT`456$ zf~OCk7`|5FY|Ers50-3Gcl2#yYMm?*l)f^)WIw4y;rs~ttSG?VF7VE1btZ2eQ%08Y ziG`w~wQTgV)_3R?ykn_J<>99p zyqQ<#l83bTqco$Fd2dBDSMZ|3Yp;bRlhMw*YSYg%HyZ>dconaDFP{b#9hPT$vAtaB zQn-^TAM9+E0idUTVq+~K{32?gK#TGuZIPgiMCS3q*s;q{B+c1md@;G_E@nsm2OB`=q zR}3&oV0me^m)Jz^+B@G9!I5Ar(ufh_?n6l0&GULRm_ZU(}4rX zs|*zb7&Y{3rAi2CWH*~j93q@uYF0BAxq<7HVYJ}lA-fgA7H~M%;!t`<8#u9onnoM? zUE(%Z6ov5qbrJo&8#kprBKlq0;cJz{S(k=Ow9p)Q{5io-c?wu{^i;z2r?4J% zGsFxr%4^12=dj9XZ=Em5HC(7>Nc7-bj}<5FsN{QxTyCTf(Qv4u75aPIrG*cv?d+{? z<9WHNc8$1LWYwcMK^Muv78c!|dUnqoHg_QFfc0H(L6hNV1B@Sfmw#tRzkisx=F_zp zDY0}udMDveI%>8tgP+Or5+WcNA|ib4&E9G@XY{2%K0?!kdlRDR4m}H<`UW%Njz`w3 zsXZ-BWUl%Kns{UW$&{i+v#OfyYmEa{Y$8}bX|Mof zYuVCS7j#@!uT*W;Bb=R96Dqb^1a(CZ<=lO>ZXZ;LLrsOej=8g$mM3%u17-#DlVcC6 z;v>TZ_qq6XCnrAbgzdcAc#Fw_Sag{`l*7@)t*7?f&DT`6gTTYP;^lh=YJa~4#vwOd z)GULVC&{X*Kkz17+gEhqfiGfVM1zO^g%L|Gq8BbCaM_bC{f zS{1hy3+K`27(6MjRm>qKoj&EHVc21&nB>eFR8&G2%lN7&6vg3#NPPs3}QcHE#v{R=3bZuR^iv!9) zLu`{NcTef?Z8NPF;9ruqpEH9*VA!8NYe4FqdmU)EdW<%;nwJ;Yvqyry6@#O6&n;xI z9Sn{@2R;Hl!NNa}$fR6{L1)|dnpviOt#jw;GJNc5dS@Zuvm$asCNT$Lq&8vP^AhFN z((y~`HE_N}9w zW>Cmxd$r)32Fg|Je6k}|iBo^i zrg})KZ9FU$)%>Y^@rw0$%&QM`S9Gp>|_YmZ7$h zvbNS%L3EQ1e)kmfV=Lv5p!tkN2c)7q?M>Y67La!EQ1I8bM071?9t**zseeu?< zlYwx1m~R~7?^`p9V>VEJR`Iz2Nnp#NMT}Y%SC%RFcUR}~`IPvJyAoOL{eJ*HK*7I+ z?b8j77gDZW`T7{YM^r!;n>*#Yl%PGi$+q{YbkFoA$>j;hwnHympbFg-L+}c-TgjyKiD45dkE*z|NYf9JrDlu#62%Qx~AvE^N(zLjBQKJ zJT|oTiM_2|vyVdt1T?k>AlLzT@EVQxK z5YA-BY%#d{Qsb7<5h!fqbOYRoXrPme1tG@+QJGKdz;VV1Qjc+(hKHVI;j!lA#mHht z$J^g386Ci*(YQRR6FnzUDKvLa40^-&4II93cS(2JK%=+eu1=Mz_;u~)dG9uZ z(@@i%^qKrUU-s1c8mH|@%SEWqJ z5*=3@-QvhJaNnBqZe2`A=zw2WA_GQg4-n0@O9d_k1l$Z+a{{$hvWZB?6&5wu!S-ia zoftM2%p2ebwBgbq-pVBcbhrv%>APfES|lN^woZR#BtD*RU??#`09LA~PVZ=|&NsOt z=`EvMGL`k)=CYN;-L)$8yNr^B+lS+!RF%0Zvt?{crV0<`4h~jnZFWY%7#O`nFLU@D z#&Bye+#U^7#(Q^krgrDTjM1W2Xv~ZbWKLFx)ewj~A{{lMin^XL=;!SKUmXBnZmb3Q z3`_*zbk?XAF(AgCwN1*Auc*VL7vKLekjxp84gN6CqFd}(c?~!Uio?+8aFerno`+LOCgTSMuxSY;S=zupi z68dxU;1n}uTXe-q!4;o_KZtGRUN~9qg%?QzZ^~tn=H2$&|8D2_lQS&6j;{`eTCSs;U_;9T0`bQE9TzeaK zH>!5YqH-E*i^b@=1^m5~yp1-Ql>wiR_AU^{l*UXqO;t|CdB&Ax9!|v5mi-}|6iT>PDZBbVxz8e%%><;?2yplqkX9VKgVVI1XvVBq z1%ajHb(VOY6}&JNT&QEFQTa-P(e7Z7uAU0gI@gr0oDy52@u=0zym}e@MK+BX8N<=z z@&@I^q*S>gLljvmU6qN;)KroZPTsF3wPBYlXq1cppiullq|p1Ut_m%w!mEnEr^VU| zpTldAi(gjLmqcGht;eUlYngCpEsF`$E2{Tr8JxISMi^tS{ERw#iy)R zd<@pRBr2=Em;kbYHN69(p@qv0+ zKd*-+-+D&P;Q9Im{4XgL77D2`oW@{f7;Aw=UvOv(Eb=P(t%BRm!!|7ogfyksn0}1a zGxbF4kLq!(98xD9fr-52#l2pUWj`K<&oEjR+$VI$?Clvf15pqBj7afeS7(gZ&yUprSwSILdb6}{t`Pp0`UB9-$ z1|ox$v8XK$tIwgUT7S>Fi>B&iI6czU19Wr>=;&ACeOM*dj-5v}W8ih92zayzPF5n-gY=#J|*+<;qhzQhT1XlDTP;Ze1LY|Ug26FcrbL-{4;favdCtoT zteespjfk@RDn9Y(XrwQl4oS5(gWj%{fZPfsidtz!e>PjO^Gh2mzGJB0kaBmVdP6;P z-5r~nEchFDJbOH?3ATi9mvS{Hskm84Ag=u(-0Wl49Q)oKy+fJt1NH0QgUV17 zV7U%-u!jq*E>}yw!@^F^!A@kbmouzvfTKL9?#tI3%gHieI1-NFNS2g+-GrF3wDoU_ z?s#IVp>yA<&5@y=2D3~;XqDC$BlH!|X$i4@qGjJn0uLST6&PtYXleKPqb z3;N%JPC&DzGmsV}RB#T2V|bECG9E!E0p4Sj%N#k+T%IH&`BIBJf$*AmDg@9rOI9%gjX$!h=;k>>4JpNoEp&0QEn& z@eLN7VLv*Bk_G2zHy2oNmTGt!5c8@Bq}>G;oC?*F05a;9;sg4Kl3EFaf!8U_+l^%~ z5b;GuZ*VF1_{7*DnvD9Itw%>jK0h3J9dZv1^LkU-&GaKRp)mX zo%_aRa+z3V);hgPrGg6dAJ~b1Poia3R?m)(FB~ykzg432BL2QQknz|As80rB6XAx&`~}> zM|pM{7D|NKZ4a`ZzJheMjMljGmWGUazvdQh)k#RR53tgRZzNBQ0!HR z`vazNuX{DZ5hBReBS-;WQPoe_J5e9O=qrGCs?2Y* zn2J#mYEosFz0KM=CIm@7V*8_|vC11-5cnQyM7p5JQz6T>GtTtvP-?O-N>d66NdVu~ zxM5#v=IQ+{ZTp^@*z@@I>Ti*EA8Oy$;Ux$npW(J*lRBjN;zhHcmv&>R3G0|_P~mNuTp+XVh@;|acv2d)i1 zSRz&#Sh)UDO3P^Qd_Z1k%vghkSk|3qvM2!7LH-lD7=NGRka0L!Af;)P7g%s)ELdRq zV^JupORgB{EO$|*!H-41#Eo+jCq%%lPzGn%7N~ctUXUteVy*fGScEZyz;rLeK)!vi zFS|GA>+-`STCFpw#4?4<93N`g$$5^e?+5{gG;r=>bnL+mVWpbZ*`OB)0N&67BsGQI zg`GnYqO#K9k3!a%kZ+rXPh%T07!uPkGAOW~j)Z*Q>^713Hkgg*cjPvtorPScrlru6 zt;iemE zbNlFt^a^@+h=W}!8t3KpKwGE!i{DG^He_`t!XjvFDxmnjx60bp60Z1~ie^4t(!aD=FgUKpsK3aSrw zqkP)>*G32x8-R*YB|?Lk04Ws+DIoohBkc8NLX-|B=m>jqfITC?p7t5w6hs>JGXnOC z>~a+Pv$ticx(ssQALL4@!Chg^wc(eRA%pPl7=2&^ha=ev9PKP2Q^u9LWTNLeWHt;n zO{_%bN|dgLy{ly+;B<6u2k=nSvm1FoE&35a;|}Zu!eS=l9q~i|TSFTm{9Nn2TCWyM z#A~F5Et!$*U?G|I8KZ?nHk`NTY2=J~NI{Q$F@6z3DvkzVc^uidNDC}%n;a~#uyrC@ zU`y@Ii}*+i@k>zDXVS7~akuD4Q1C7w`1Th#SMkE9RM*J>*c<6K08UAY8Mj>u1$fJX z-?6xl*MUR=BEVkkNu+~#ya`S?xH7-R>FkD1;LP6YCa^g_km;V%Ss2LD4WG-6r$dF2 zOjCDZAlsg=&RY1~aM9<(wD83^H|z#gqDA_c2VHy)^+OKT^uAdil&F{hN>EJ(inf{I}}bxncsZH)#sk&f{Fw zXZ{Ocm^e8Jz4z?MNXNiN7{MnVpQuM(yo2tT0I%5ytW`Q(hY!x4%syJUFFm<&ws1JR zCqJ4W$eOH)d>|hKs<~jzY0{a3Sa9C3Tz(_hz0z?zPiF6Xw7|m756>3ZrQKU$|G-Wwz@nxX@G9T?BimSNf%p3v-)Gm4n88!15D|#_1s**)4kZU#O;_Ia{)iFe#i~c zWN3_44P^%kZ5ek}p;0Yv%m(uoWc-(2WC{XCF4w*K{-w*mgorQ>W!nY{EI7Wgs=%sK zLJMf+m#i;F1dT77Awqrv#Vx6~8sL0E^1RF#aymjLx!e?TI73F6_9j}$?CvpE`E7EE zhybe4SOfOn7J{-`M8B{HVGlvOJz$Z^EP=n)-b|ic^pwiv3dXE)+bJmp{Iku>NmTqk zlIR?E2HEM_wbge)InGy&RUG3bqY83an+Y@(X)nak?!NNplTXs{S zFJ0|U6uPtVyddmS+yjpFMM30374DbFE;*N*@`0{Wps$I81s3+!x2eFw{<;$dw$$U2 zNC+BQU;M;6xrus2tHi{WIupMyGnMPigmi|is(9PS*^o;xp|Ayo$}~`EwGXINOvsg# z))KV!wgQz}Ke0-0WG>1TL39<3Bfl)Z4C3hw_AR9Eo}Oq&_J{ZtY#nAGf|vyJ1J4}2 zElMpA?0HQTyw>>^h~bpoGPY@5b73-*T~`>(uE}>~EAtXR?ab4CSXvm>EhV2NCyZS1 z`*oMg7|&#Lfd$=+tt+rAJ2Ef!BxI&bCqHtvP{S&v)?0|P!%O9e5ADl8-4w1vh?IlO6#{APFFYkvQWMZY*M>a=d~`v0a-qP10Chy@QLH8 zYiT&;Vt7Nys3wINj<18|cmPF%T%`g~oS_w~m*a0K!&%}Y0Fai)@>P+_A&mSc@EL2d z&mo`Ta{1D77!TH3d@vs96Y*$&T31MBd|dKl$%=&_P>Q#gN*=(_pHAvPwv+J*$qqW+ zTq4y=`1GyPXY!k$!EzB#wtPl9%zN8^1Gaex`+IJF(a1T)TN+|F%}M%(tH9Olq? z3<}bbPPOd^f}GBbXSWve>6ovrkj^&d%OtvJd?m4R2@DXfhL5Q3{po2SVAxB3Yk`IR zq}vK?Sx@GrR`zKGe(QE6{x`vRNX~c+pV4@L!YaxLu;stdI#ww-a9Pd2i@uHOk&hw% znaaVGg`V>Hu==SfI=v~5K~HOB=rwR~$S^*T%Eq%TEyn7CJ(I)ef-x&Wg9}iJKwHTq z7cGGvFG4kHg(Wwq$597Xw$y{Yy1>FdjC6rTy_k6ga@|Ch&KO!nHRT0fK{+2g9EI;$ zQP9oo%>~jwB!T_|YX}vm70DaG${xjjf&5cP zhjk6Clb;K1+oohykj+{Lt#==TCRVB3tF(ew=w7Tg61qFfW)B>woi41;tjT5zP3dDc zRj5##_2l*W2Y~`kQ^Ew8xp^6xvdVb3YLvyqYrKjt5p1M&;ae8 zxG{#{s?>(!W8_2RPq7Yc4K|J&k%u;Dt21y+F(akHo14+$`Aj^yaQ#C#2$SST6T$Yi z^YEu6H3&YYlxi)WAGC?oF)~h3aO{ggBQ`%uDZz*8IAya@@oEtq`kWzqcKpmsV=G<@Skv9#7?aky{ZP`k9*UQbhtuMO=`NeEWG#9S$Yi`IQ5`Pg6 z@0b7zqtQr219mbmM!?^Q@P?=t>X**_hNTULkvCb`c^ml_3%hUbdYNs`xwpQ|f>ZEI z-;&&id26y3zaAG)>sFrq0H9x@U)L>TmnjzP+b*RxzGhcWtyT;PTgRyFVY!xNt_J zDHf+jW0|OFYHMvaY8n|IddnR)%Z}gKKh?hL97U_RXyw zv+HXEsm=ACj^?<iWbxWdrc z?TB@tF=&8~C&`~-?ST0_h(_w_oNJ*s!Bi?N4M#MU6%K5;xv#EctyARdgip?`&h>-M zIbYuVj+j#$H@cvS$MNXpi^xZynFh+TmesK7JX@Xf!Nw^W>&uJH@33NCDco2A=wUHV zFP*~Puw)4$VJeyU%CY4p_8-{ViIGOVlq5tFSQP5p-ILnUN& z>^(Z!rVV%3!dQ9=u*#>z`>;CfZ;{td*5j2rew0%u41enQ;ZGeuE~=Q> zCar*@(+V^&t$@GDu@v|Tb5^2K@P+D}KV2&R0t>={rCeT|#E3@o&sJKhQO#GzmJa90 zsP`rti{ZueOqo`dM%%-C{$Ak?1Aea;X~pmX23ky(@w!nkVvD{HWbk9d(t1ZLSL3#*11#l5~$8y=|s#;qj@Lx$f z+if^`RC{`J~YnO?{|+mIz^9jOHau^8luKk<+}$ zX$V@YvAP|{ zNI;=y@ehH+WN^uu{+u7pNbAgXq^q0zs`HjIwD8Lw5lRyL(`x`TaIx~ zEO|`0Ow{OLsQe>+&6|5-O!ZKI#=r5-KG&k}^d*-0&Xs!>?fKC9L2Ia@WBsX(3cE#L${!w1fz=fx^a zsD~bt|HCZ@#^+ge4lV~KN;7yq$#P)wcP$70Y5&YW-rkrv@a+R&+w>h<$DTnzr98Ie zp26&%9yk7n+rNLJzw4g){a~8|+qu4@I}`QeM+b68cO>e^jza03DxM^N1*8X8b(|Jf zb$A-(Jl5nq*5ra8l=JeDBN}Aj7IdJc9cK75x3*)|6&-!d;0;%F+|=@BNc)I>0T9-x%4{HaW*xIPo-E*Tl`=m~Fs=YF?yjUXp4- zv}#`FYA9MQmeRp!44g9tWsF&Y!~-c=Bo|a0+CFSzh`RiyK^n5nx^lZ=(+MpM;L94YrgMWY?wI+x3hE5^M1HJ}9e@Xhg zG(p$A+9ZERvsSZRGpiw+G))>~+iyE<;&9IRCI?m^J$~jkQ(%x$M}!BmajStBnP@7| zRP!pUk-x)Y8b;&RkSeanaNBQL)Th|^rT}BODp;7L9Vyd}=o7CF{$+gZ=$hEZ-k4D? zk|-!eB)OrvvZu}#O08W#lnRB1j|}^>Enx#i0wyGv$h?hx(aKcVP>~v5KavXJs$LeL z#AMO?T{_YN&6D`IIc3!dR1N3M|F2q^-+D_>Pvm<=$2Yn zx9-+yOTJ`Tk}b!#+m;mDIY?p>auAa+V8@POk`MxHAlZe)wrp#{WXb;4A;TtS2POoD z4g7|IA2UDrX&GjAHYCKYeXpvz)siJ+X4A2%tNPXTz3+YR|9$T}>hH^+a4iAa88kqV9C6P9>KIMkW6`Wy-Z1%P`~{gs`3YZi%Z zJltl9=y+3d;^EDs_iwKLwL+tmm5is7ag5_Rnr2Gou}ZJ{nx1g3-|lv+~9aM8UelaZ}Hpoa3a}XAhLrfqz1)L6F)Fy{0O=K|w0Xm8M9M*0(Ss3N(`a zk-P`ngPj%T@6q=5+C6pX@SgnC6jc`(UL4CeAj`fgKNKCb=lMmd zSDKKKjTxDKA!V*fmgVb`r=Va`W~57u4KEhP^5RuA1@STzzgVDpOS3aFC8H}LnYPjh zESZDWS=YIBI7*4gM3XOnq|e)le7c1tfJjoX@P1FU`~Q#9bXAO0kahh&Ag(UEd*F~AWoUz-${O0J=0t#YiDL^_Lj z87$A{ahk}d#KsjPi*U!ymCUi=sK!S{vbSisx91qRUCjxV7Yj><0=?T&2o7 zi|rKz#|b&(46RLa@SW1Sh!An5)BaPsx4i1L!{K4IDv9b9oxvG6jYhLxcK}ez(OO(u zTi(cbL3#5R*!P8=+I_qe_0-fuL1dWjIMKmcQI`b*p9+k0qyju2NOg>m*nz40j^20l zfNJsa-iPwX^PNHK)ZzgYQ7gMR1~mpCyWBEVjvo>GuU52}!k$ACNu1v+mb*$lX%#N~ zxN5ObzVv~q#lnI7Sg+8PV?!!R7LlfSH|SK zWTcXk8-+D07gLU5(RsvGuV_VY$~jMP4en5|oaXF3W)Oiua%2`?n#G!QRR)=3MJY+~qFD zI~^v$y8&fBOjNMVvQQ!7>#ShksuS0j=#@+0upiH&cuC@~%hoJcwjR(yq?HAcRu)ts ztD<0c46=fO5qx+>)Nfr9l5woTQSyTVZgt<&@G1+A1M9W;s-HRrbSjq~xkBK(`~Ju(@A{eVngqHc^Kn-?fszu?ai zTh7tm$FMFI-Abkw?~@a5v@r?@;U+qGlRz{b#qlW6$i&;gKKl_0Y>w(VLkALHOXT&ee1%??gZJTEseAHRfh8_5(}75-VJ^2V{!9b-N z9GKxqxPr3bn1M+eC4A`+50vn0t{SahpmSO<(C7nc8qjWJB1Zj8(>2L(pO5AoeO%cL zoXK)JAO^T%sH-9o;r~fwr_a%q%~zyEDka4u)=Y?0kq)U-p%1#8J|ivr$&Y2U(Q9}3 zIiLjQ;s*+#54s&bgGzS&Z)GaZWpns-xU%?RRI68$1j-$>xA+W7{Y9$vT5uJ7U8~o~ z2udX{UH}^?lwF=SFvTfIJ#X25C%pjmmYw@5G zSdlrX$qFouh^!Xi>a(cyeX0T325dlD%E&^|0cijPo}G-KR4A2=qy-8@3J)PtqCp=( zxhv}>5`a3rpx*NaIbL@URa0wqb2xRsk|m1YQLt4`r`Mn)0U-WBabCB*ild5`S&md2 zv>+qXsfY=qSxXWMMsp*Mzo(~3BzuwNwhMm~&yhAP2DRfSg_%=sY+3+Y=P~39wg9&0 z9E|^*+if$RcE>?7o{Qu0xXN}eG}rKy>Ns&siZDlU&WoIo<+0K^!0+~-E5MWE#?u8X z&c^>GPN)fZe#myN5SmjpJXH{`AqARCxr~v85>KR1j2D!9OVie8M z_;V=RfxR{!Guyl@uO%tgYA{$?vUYo2ZoJX@7aCV>mA@wu>J9s9T`ciI&)mj{iuajY z)EeYGLD)%@_YeLlelO-vY&_KE?@GDD>DS{iSA8cO4~R?5qy)LqDLU+&Qg z^CTs9tMJCS8JEeuQ;UX;fy< z)1TdNY@mvwIZmb3X=#H_CG(heP4C*_@F_VIHIj#K^$CiDqdX<%oW7{Eq`nQtAfSwa zQ#qD%9kD2h(5w7h?KA2MUeAd6|4O}y8u6i53;dkA_L+jZlA$x%+)y~>LRbL$cmDq#riJHWQgDpMBHbepe z5GNHf0?rs@aZ^0*uJ80!^`tzJ6dLcn@STss@$Sds*!_a+w_eU+z#CUE!Ey!z{HRr5Jgp0N)C97%9+gU=^+swM+~>{(`ww^Z zKsfqoS$CJOzDkeFFsmilTFujpT5q*mv}z@J=3LL*aCN9>D$Vr_m_qeVgpI23x4~48$!a&hHVC0b0NR%Y-T1j zayDn&XvB^A(@b1Wq~WBmR=abj({t`^VB6`O8@N&WF9n@<--Tr(lZ$gAk3bb^@x95# zjFiCY-S<(RA~A8%FN8dSxtfgZYysZDIC8dt8CiG>wK{*gAl&62guA43rwiylkfq!} zLsZ-da?^4?40x*u``yV%rW{#(YcId_O-_FBpZsPgKZ=s}@Vy%4fKKaa+nRDU>QtJ5 z`>FU~z1`P0Gmzic?u-WQZl9I6c-yws*%QVqH2r#0gDq^+G}YT9HcdR0__WVF&=qO& zF|z+<;q?)7JYQ?os8uFbXT~Yq7-;l{I_n*LAmt9VJ2eTbui3t1rEK`|?8McUMFBHmcO8#P%vk;tp0=M=T!%xatn?VmJoQ6hUK1_#^>BC3lF(0@Lag_=zpnUqsyJ^;b zge&!g)DdDveIZ+DWs3^`r!p8I*64tSW&bC+p6Bstxz5h>c1}tDaCI-t%Tzk6utcrY ze(h~qQPCZ-;@_>&72dz6R1|^USYgn;TKuh!5#Jd5H~7XCUTfRtRqPSrtx8^NN5nT+ zlkWev`ni^$WBJ|^Zxg?PGgS|ERN(Ej4^B@P<1HMTq3u`?oU05f?S=L^_l3+{OFCRT z8$M>LpswUQl=wvk{*MT3YKNTOK9_M{D6BkTm3PoB_7zPwW3l!_9|{!5@<2I_SN8AmB~F@B9Q2TL+sImO^ zNCw=8I#dr|HQngz4V8#s@p&w@yXu-pYgUZ^KJ-dwZ+a!+W#HKFhA8C)_%?coQ=|$z z25<`H#)r5}sj@uH%=x|`;_HeEJB;ON2s26F7fOKoPrJaR@fX4y?#yqP?ehi)PYm}T z?el+@@wdjSTSEr49o|BG&^bFA3l1LX?VK5jh6j%Hg?dv?dwp-Tx~JYTg`Tzm{(wIR zpBCu_yG83`QiaHG6!ZcEW<*MXDw%M}NZTxXqO2Mqcj(1R)qofEg5{=_+5u`^`9`bV zRmy#Fvv!c3YPCkIL#7e~l3JeiTI;4;mbHU?EYuUKszcgA@7#unQtvPnZ;&WsIt7u( zA{w5si)xaI4TlBoAX5K&EG}vXkoUk31Rb(R$cpH-Vhnw2nEy@brfxihB;agCz`VH=HIh^CqkjE?YyHBo6@SgM6RG%)0MX>zoGX>#XPIX#v?SS%v zBl$B@AB$NTQp0M(R;SO*`-KW%K1i=u$QQ6$5l3Ibe6Aqsbym;Nu9@I@3w>Tc6ZxWC9HrNV zK)-9hfAdFzUTAd9=!54A7JW`npD*ZVYw zMn>xdo_-TQNgAM*BvzVI`b5Rhf#fOYQxf4>)2#c|vRYV9&?zQLml~+uuU068d?>chzm>Dff9fv|;U zZO1gnu-WC}Gvy@lLSpz*miSWLK4$fKl~rg^6gd z%wuM(3d(t9+zdaMiB>OwC+B%OL8}(PRfxmgJ~}+>qe;gsSDtgJpNmyS}w!kFnIfIC>{iVM4&DzH1HrLCtv@sGGtGXYm|S4 z6mUVkav!9CN3@wB1bF3=LZLD(fK!(}yj#f|7QhoZwTidT8kNkf@=oF|338M;$11$B zC>>Q5t;}U3s8ph;p@CSo0axV2A0{HzCIjquvnFdV3s{x5i+oPzKojQIs`9nxrsx8pV_Cl&&uNA0j z%L)64s@H2*P_=|DR~_Mv_`?)y(&@|$Wl|YDCbP$&1jSFUIF<|$kCn&@{%7f1v1a8l zR^Zs3ON+9UtZrq^s2-taRF6P`W)wePU?z~0IDfGKf4}XTQK^>u zzJ2mjSMO>-+lLnJYPeW6c+aMxV;e$MgLiKlI=&%<>yNzkh4Im+-a1i0+cR%{a@+aY zT+87z+qOMD2e(flys-2UPRT-0ZnOw9s)=5}t(P!PO)r3sOZFX*p|jZ=*M-VnNQ+eG z?C6*Ig76cXK&{tT#0tnMN;Kj$_$A#7r&LC_iFX_6kC1l)DiHyyWopi>Lj}t$N+j#$ zw2Ih%mX>LpX3oN?sqf$<4iI-B>AoAvgj0~dZP;;f%<}lbD|LSO!7>Z@BlEP|ov|%| zOitOz@dOp0U^5G#=>j#0A)iuY_2M!KNOP%{rce;dorw#l(1p@D6guf*0iI<>UZKc> z1y5V9swoAd!naygxPg*Z_o0Xv%H5nIRgCgRM#F0rG9{w{#@_Kdy}4$fu5C|$lBQ@V zwMhlnyzS18EsyL-Si6pm{T8oLFe);yv+0y_&S^HfEqdi|T6S&h_5^crt2^kXSUV53 z0}Wf{H3tW0dg^x{ysPIsN->MwNU=!V3+XeCeNLoL9p0DIY}^vs*b&;eG1NhzdPoPa zVp@HxzSZ2g0L(enz?S%u*Gmpem=}QM0y!pjy9+CyJ?zH6hoQO!C&+EmL3Pq#Jt4F0HYthr_B#3*P?|gZt``ETdHJkzw zrlRXdXSzG?=<-H4-8=XRHKT+;k)dZh4)z7Dsg0@T-Tk#HN(tvknZnq-|Oj0$4Rfqe6AEi*XOTfK&59nGB09;N(?4 z!g_YZZ4iH(F0+%WU9w3`O0j`LMIk#P&lNPPu8Iv=)bdI}YHF5pXh>nA5LcJYrKvJE zmLlyqG&lKxM^>xXy@N^@nLT>>jRjh#p`f%tw%&sbW-_?!c9v*YB1a+xqx|?uAL0MFD0+fpLS?x&tRQk&1NiafP;IDIZCk*5 zFJfx<0>CacHIeBB(0nmE&Mz}nxysyfZLKEM`f>p_kD~VTh3GiRS2EFxdbT(FRF_v9 zmrIhN>Qf>jAr5sv@Xh_1eIqG@ibPJ){*Jx<*~1%R-hq3zx)Q-Ez1{3`;7+BMCJp*x zizi<-^Ob{jmk)n+rjaq44M7iUVU=dP$=!9ZFFV=hBuJUnkF##KLT}esg^K57M0)yh zB==7)EfPN^-B8!+!S)N%Gu*m>cg?Gr(ck-3X3U)6a6%G^y_n@_fKX6oIbJP z-WQJs2ip^z0#ItDDv%kjn|f?(gs^rDk0lSC*%5rz+&JFhAMDLqJ-MB^_FZjG@Z~Mf z-P0H9FMQ@}Q=4A?(i8hzlv*96lW#Sg_{!5sN4%nkV6e`rGux_!2_FrRh+=3aPiebsAoQ%(DfFD)*+jtk8 z;B$Bvgw%D-WaNfrd*_XE=T=mOsHi-}z=oE{je=!6*?FU)V>7F!`-V8NvYb;e;YbA_4M$bV6$@E?rTx8dcDJjEXJ&!9XR>o1moZ}P5Yi4+4}6= zJ>y^bCjVS(iV=`Z^5DPyetgowGnZ|hH-0-;hY=|KbTps^X&-3k!dI)te-)6SPCi-%8luD zIoO0kZI%I*^=H>tgQ+^t8gNnYpC+ECR2un>38)}a6r7NNb_I6SnRRBjj`|H$hR7}y zfr4t1>#Up-|E&NbO`MsdsW(a>^5grJoE6EUJK>u>3wxzWvbBkkXK@0Fba@HEMae0Gm>&70|IVYwt?j7`Un4*D`E;mV}b(MoMdB zm38N8j@C$Dn2`YEW7>D?NLkD@$p5x9-^MrkTE;Gv8QTi+#T{L zIJ@5J;j4U>&_JQ1VecUcE&^;nM2lx24aQ1nu?FwYX@)lihI4`8;Xsbi!a4mAM2pQ_ zGsmX|wAi;Py5x3~eG~j`qebEDzO;xIH@Txr1>piKC;Ii!V){P_7SFUDfBA6x+*lK% zpa`u-nc6hd)v>3`8`*U4(0!0zsP43KPJoK_BdMn8!CDpaJR?ZCwrTUR&hf{0K&Uw0 z+&Qx`_Q=@h_cs`wPDX2R7^`fqfXmyqr7pdF87O*l+Z)39w95;DB4gt@lTNLzsa9Yh8 zVoLEwTEK~)Scwyn29m!FH4wcy{cX^UMX@Fb0ipg79bct@u%fb7 zffwiDNdi#3SnxK%$>C~2IPYe?qf%d6OX=`Z>w?Codmg+{Xen$?vB(^)pyjIS-h=th z*^zi~O#V*vp)wjwRfpes6jeaV>@XEGNLyfD+GvzRp+&dTX*oWkO?xH=B>x9!Zj z)GI+FiKnJN19{;voEKh)n6VzqW8W2N)W7sb&cxtDyZS-oL>BDJg3c_c&w{Ef$S&ZW zIfL46SAQY}4yC|A3N)oaBn6bx?G0XHN%a`t7!v=&$4Ww4|gs27$#%BkRvx@jqy zBm*Jl@D!|kAff6L`x(!H5-3}yu9ZtA& zBll0V`dM9k!`&|)^$+HvTBx)EIjy7v>7hE5@sO~#4{fbE`1$RDZ<*2%l=gQ+P@0{} z=BC;l;Hz7nzjq}lWpuQL(Q5@*%4r85d`W_(r*<{%?5IMp^r3GZj3r0*LZaOP$K)$Q zt?U)3)Cf`O{!5sV)FD)AUK5p?bpk3i-x8Gu%AoWW0hGo`##CkX1~{Aozq#?0UJoJZ zzpevGLsbC*kP_G^EpG@# zY&wwtvkG0KBMC3sQF`c((nEJh58Z(V52r$2z^YU$8G{hLdj&+7;s@Rp!wD*4zJ(22 zk-Y$o2P`7}2Z21ioFygz`R+d#$d?udZ$|R3wamSEc+Z!PHiZU`cDGDGB!7p1T6g=%m2{;urKR@bACJoqpe-2Cu(yn6JWAqmTmOr*Q+9)no^ zXtr)@bDvwl@;j@$k`{#KTQaWtlQ+H+A82p&xY`6Xe;CT9Q7FA%6wrK^XlYxC<~!&8 zNPI(CkW*IYARdrcS3>#<;k^v&k?gJ(PEi-!IfMb=Nh^_kh2&ln+^?v|F1rcxzGz5} z-1ibh_ZlB3RcJTfAT*~xRTBLpB&x#%w0WDt@_LhJrLg~6C3u_x9slp z)4UVS>igl?e1A2cQOgZhq+dpC4?0)%^xW-}POq^Qw zj9e)$^ugzwfH*xOtHoNdnG#N)Ubgsts$}u4zf#9j@qNhLo4P>l7tOty_07HYIb}gS z0~vc$5V7x1iuN75i(-=4n>vR~S z1A8*{dybvj_LU%{$#%$ZegU^XT*B>*H{teNjxPcC4T)i7|{SJQNL$7E~M_7tN5FNU@Wt zG>Ss~wyalQ-I1sp>yDv>1&E+*10?A1-6LUVYB1KatD_23=kFSgu_h}D^ES9G5QbS3 z9ii&(xP{VM3_6RJv?ja5?uM}0>a~(ui=HvE8pdfi_&RsD)o$sGsR**VV>=wxfu)a$ zM`cwIpe7}&ZqmanfTj5$Nn(iw@KTQ9gSO-cvY3ZuRi3>nvD|h-mqB=a1z69q5UD3W zC{#2xm)b(WUh<2*HClJ#0$hJo$2=!DxOfy7Sd2pTkVJYdI7Jy;5$FHo?K{BaD6Vz8 zx~HdSx+ip)oO9gCGdr_88)kFTCattetF)3SK_nrP0~oLk7-PTB+-pomG7>Ti z*anR5^=B~mUTlKH{XWd|LzjC$aKK>sVKjPGJw3a#tAMzV_g1hyQ(ZONQ+2A&f6n>q zlqc>`{|`8wm3zPrP;`6Vu7%g$CRw|Qx0#F@e4NqH)on?aQ>+;uJM}w+**Bj4 zBVmF_sIz+N1!CAdFo)TjtC+no3)qsXq3s4Jv_OvL z*ZZ>|^}w0#T{I`9`EYrE685dyr#OP-C~^8@LbDK2cSwl3 z6(MR4uDC}{o0)BALDc9TMAYc!*${PhA)?lx#1NHBWg3Im><)4y_};0L9LKZx9V(6? ziQn)xvr+ZQ;|z*ps91*B9`N~4EC+dbhu~OlhhvEl^$>Px)x(>_anZwz*Lipg&*FNh z%sX)d#E^x~)?6|qC!?>MXZl{323O2+brv_Tu2$O|eZ6d+A^TpR8{37Mt#gRyc)|&-QsGIAWwCZN zEBLTpZ)yH0-g(03qvA7`lhoo>qt5+nfOX@|AC-NbC(2@V%5t(yoo&UCEnYDex_|2s zVl^q)5>2pc``0%|M%scJxg3{KG^q?U4JU^#8ua6aLg#>g)pZlW|R)|KHAn3}xp;hNF?GJ9qT#TGkri!fWo_x$Uc~!;f1U#~a(n61+7xo^KzIb2xw1 zOLvSy6MFyGC$Ik59ixM{y!7S0_ic)|mG4>sud&whU2rCU1x}O(hz{e}XwCo2Kjq*! z%)|)L_AULuyCuwhB;hT@4LB|;Jwy)>N?uf>M3-S5Irq^V!m6VQ%z1w^=k)$IkV-~= z>KT$j>D?Lft>1Hcl?<(6KtV$Lo;Nvo`EwM!+rgW)6s0xuyqTr&zh18dTBngSXc_Xm zgp5EN1E^2-LS=XQG`0nPt1KJ~Iq`2wl(S$O;;A^qQ*z=}C6ec6xPFz-jOT)ym+pR1 z^T$uhq8Fz5<52TQ|1UIu)lXLzvmfn z%7b7Hh`8OaQq@xmsaHv@&7`xN3@Ut@;i{_e)OHs>bn12F1BN<3RSkixn@rcVo-? z-Ux%X5~5QeJuPcGn%8#v9Gx@$&Q#co)V>KFqpK8i`c|ea-Jx}NtWSbvlQ*qNXmmQI zinHjn1~sLF>MT26Nc1MnG8tiTfmx{bAt2zayt48K9FLA&jO1aXG)buCjwZR4W&lYmW=jM8B z-R&C&FJ4-3YuRAewmUZZd-4I5oCHufD9V-VYZ%$p=OQ9EPp-LYiR*q{Y_PFsZ^YU- zp39G<3}6{b66tMUv*(6^t}owk$?}XsrDbTfpb{)vIiqHprmyQaM-t2Tjl~DDwxD_X z=A}M=%P`XN>)7>P&NEbar<71MpYLn!Bvg-YTV$L7YV68~nHNnnzJRYiWqG85#f~ptxw_j_L zB;C{bju^r%oG3TUP^J?#1%BbdTiN2^Z5tcz*?H%5c%T?ymAIUNW_NxlHGWCI7wEF> zgOT+IhTXBXw{0A}cv;?~dB_U;t1yz%3yGmZ?{2)Q^Oo!PO{SF^R&BQH%vvZV>gJ8t z^&k)%U$(b*;Gj4UcHfxV1U0w6Wh4|E$k@C!P9Nz;un-%p%8njSKrwORi6awlPa+v_EKGxHhYG*XLVhamJy@0e?eZG2?Km9iRFbxX_;!2_AjE_ zX97iOnK{AzygfhroAx}qr{m%kO`L)x)EXu`wyU>B=-Xe5((axk^lco>s3p&jkXy04 zW6hW534LJ4_?Nd9bq<$Ct#cT>R_9_qpO*5JR^}0(&l7f|?I&s@ujSo7Yhu~HzSiyI zO$<(^msR4N=6`#A06u2(sv$?ALn%WO^D?OzPt0g zyPH^}kx>aY9cyM4Mw`jgwPUbtU8_?j68*Gpmy#D_ws+$=0J-TeLR&#%`r&foc}&XW zL|hB|tquh(mrzg+p&)1j#g1CWndN6eLFgVtLFne^!fBHo=j~Rr=I{TaVikm3jRJ^D z!6pO(D1-=~UE;LCXa5O?iJYzXh*`L@AkNluF`JhdmH)7z^a0Y{6L6@MPf!a-7-@H2 z48wm|_LM#lmHY$><0y}msk060|3{7%{>;Q<_uaa+g<5b5(`R3D=;I@VyVVi12F20=NV#P}sj?Zm#lwm$2>7{sj0Pj9V( z6#u7z6gXJ2I*cMCeww)G`vNRY#=h z8TL|7%=^UG5b6VcRlTwr zcC-z3^lFe&z^+W8WhW)}b_(@&3M!lujbP!3NdUueVBReSV3hz$KeEzSz== zT3V&)0AXb8n3zfq5s02dtBXbwdyO=cG-$X5ICz>OI!367QVK3f6oEJ`r0G#*WPAoN zDkh*4a|pgR$Gs4-DLPDsZ<^;_pcDc{z!0Ams;*zR_H#k2|4mLIE>{T6%XgRRIfdYo zRkzRN^>(L5Bo*3Reu!3=r}HaIb!c@}K7@9kghW!I7MceFl$7|gOC_{Q<;D`A;J1N*6?nzv({BQPBM2BkKo0^s0AU0a5+4bCG7z-_ zaV_PmYiZ12f-ej%RyyUYdb-!|oF>qStpMiZE zf`b%-r6Dv2Lz>a_?(~5)k+!3Ou%m&ni<8@qCb#_=JcD8IQzX=IOg#Ndm_-NLpmXm; z8V^M14b30AJOI%t7XkaVRooW^>>JYTJihj|>O`#$0~&`pW@bZ)D|?zhEMp!xPsL9= z1MrK-V0;?p|8#z4qxQ4#Gr@h^{&9CRXEte6oQ3BQLDOz=b#I*`XwHLuiJ%Gbvc%AY zc=;s}>u-WH?XZaTKd7$B99&~*&JC7uY!xHCD=mT|+z{VavBKX(iQfnDBnQ~pS}T^V zCTta3u~IAXHiOOqyOc%KQ!XXLb=RcA4eAJSzY>XXdI^=(ov$Z;CcOUc7;GbkTo;%j zRahd9AWCN?fBz7b0>7QfO zh~oRi1CnL(AL0xV!f_BGL0HUw8wr2_4Z6`{0eo>Gt5OV~L^Gj?bRTS5M0k!z%`Yv2#$s=ArbzgTpg4<1OPYiq_)8zS zTvX$S5o8o8B%?_3dWxi3bV6!$t;Cy6*Ut@fcAnM+O(n#5gH}^SG?x@}=F)jxqUWQ$ zHP#q!(eaK3of0wLm{9A|%mpyshHk~5S@zg>ZrN63Se|!U3>FQk<+W%(i!)iAxpm?U zzFV$1-R+N|vFgW<^FXD>{Pm6}_n4?|qTH`iy)Z8!GQm>V2=QgqtR0^z9b3i2vxH+I!=EA7S> zo-B*E=5}L~=VRtws^G0C2@7?XhNn?9k$Q$;AR^V7)v{SiNkZhJr0{)X6i%b9uWFjy z4P-bVWE2UXaOiX+z7_UqW7RAEH0;q2kHy?EH