From 2dbd8af912d6128d39795fa67379de80f2e73889 Mon Sep 17 00:00:00 2001 From: patnr Date: Wed, 20 Sep 2023 17:23:44 +0200 Subject: [PATCH] Update T8 --- intro-toc.png | Bin 135122 -> 133536 bytes notebooks/T8 - Monte-Carlo & ensembles.ipynb | 275 ++++++++---------- notebooks/resources/answers.py | 35 +-- .../scripts/T8 - Monte-Carlo & ensembles.py | 196 ++++++------- 4 files changed, 230 insertions(+), 276 deletions(-) diff --git a/intro-toc.png b/intro-toc.png index 6637e5cb9b4f8944cfca6f03090461aecc26648a..72f508826b663a90a03251785df23a5592cd7dce 100644 GIT binary patch literal 133536 zcmdqI1ydY<)HOJGg1bY21PwMwg1ZD5+}+*XCAgCWcemi~f#B}$?i$>;`9IHFwYydO z1r`css;9fB`~I$+bMEahIT>*jL_$Om2!tZ>O+*0%f~f+5pt0V;16wBiQs03<@2Sj% zh2_i*4MCu9Ve#>%a-KD38@n%mhw;<=X{WKV)#0Aj z-wBj;Y&<(GDXYGbI|MUsznU-Vwzm=Yy1;QzPL$Yg@}#A zAeEq%6NKy17nPlbnGIIg^rH7jDu!I_)pyKPRJU#012pdlB76Mfu@Mh)I)xT^m{66q zZmNj$0&$(5v%)67dKAT@puF>g-WPzUfmY6X@AMsm8783vmji^i4&^0?J`cJhgZ~5# z)eqgIhd=`o)%(El?zaGg8Av({Ck;M*ou?7HJYZ>^5g$J0J37QaQ2=)JJKQ_}N_2u8 zL6#qwd8h{hV(3KG!Ng==`-u?!g|f|P-VgdYWT(qvC?P5fI?G{QAvvKoL$3tFXNQb) zu)#c|cn4x6!A|MJslm*KEHERu1bJ^<+p(n~?seRs>i}ODBHKxFj&t{g2N`K2@thbM zouX494nsRI$_@kV6MmQwY`;n#I<5HOPnA5P1L0G0AtT&-zs@W(8Y)RV<1h!Y`|P_S zrD+u<@NYzC=$Y?_qAS8txgtelW-J<{WdZd9m*d~}&75$XLE6zaA`Q6}*&!3L`>y!N z!Qb`uhnYu{$RNZftOfXv_*216kp$fkz1>Q+Qe+hb%b@FyVEw5oxOvHAiDSxRbQjD= zQt@uujYzxbMm;S|Ml{uE%U?=c;=or&v2=PP&IcM?y~g8m&8 zY8YPc?E^^y5rsZ)5b8&s2Y>tY8+{~9r(12)#Q^RC`vTrR?e4n>rFm>)9=Za&Inx2h z0m}jT0ZKAtmTc))z`((F+cwod<$sF*Ji#eR8ThjFLRP72b!s8=KjuFpX5`3h$bFG> zpxKFIjpL3}w{L9>=1}E60U!Z{NknXly*^xW;CVkOZ*(i&2amTG+{2`Herq47xG8fM@CTouLQYhw!+5m z&Qc2D2^FwR733mkGZIsJK!aAL7;^Ay5~<)*Y!^gNh1oNi!r0x|bO(8dYX@ov4ksZz zQ!+y`br4J0pH7oqvJO%wuAEnpw_Bc2GMjVrjih2!B}Se zlM6M@Qry`jD)lKbR^=L<%Rjhc5oI_P&T2>HUrMcWNOHByyu}e_!82hqoTaRdh;4&j z%9FnzlyjRu0sd5A6LH!|Dm*65BwL|)7XK&3r}D+;neTZFo(ldwJYXx7;$X&L_u!Ra zUm|m&i>TjGrxjEcE?RBY&U1%zy%b zlA@{)tYlrlkHMUa%cEYY_wJWyxCOWexP=Ta)zfv64OaDOI$auAO$GWRf$`zWNy_Q* z<0 z;&YsG!D@7F={jXRMOf~e{aqogv2*~%<3@_Wli^m)qsZ%f-Rb7;q3p?f`{io%`t&mU z-s;Ny#(mFnPjmBeUUrJ9tD-M+^TX!aHvb2`4|0TL$kS-cm~PzPzR-Lr`ixI>{9zfN zr(slo<*#!rITbk^`Nt#mqnf$3WwI7>{jQ*>xF~(1vA`T*7@<^Qye^*3!>-*<_YL+9 z3cf_&&{vkuFFEuERFiboYz}mTbidgwxEARi1g;>F(h&DyEBdeXbT`gvj#}2sUajI! z7kBxAeu4EOS_WpDO`j|jycBG!4IEtl>4nQk3WhV!P+aT%{oQi?Vll}(jTy-)RYh<9||j<(&fDqcdg zMp;{|k#^R6sUJ9zS&}^_I}TmD(996jF<)IuhvIIz#QE2-CwuI$IHN$OLPmqXV%^ko zgD{O&#gBZf-d5-^w$~ZjsVNFCx+5CV^R%hSPxzvCu{F6`)CNOYKq-Ese?xgfv|wBF zDpD+BE_2WgbqhmcJY3yb-GK0wv{l_kOUE;rFu}+s%FeS7CFsN7TbV!z9DxzKpMTU$36KUy6(6>#K?` zrY`cfI^eOKdE)iE_*Ku{q-H4||xh+auFl zcvl>Qy$h~O9~M$vG(7bYrmKpDrwOKLj}Z?EdG;L23zw=}o>kj)V=`6wbiD=t2@QyL z_B=&MB|0#UXv;M5cv3zLij4JU^r^yBte#yTk~Hpmob)>P9jQKYcqiJZt#J5GZSFQ{ z9&4sINZYzzrCv3>n*7sz^g9sfBdOumb{#o$K`SR{S3+U#}+FEktuR1=9d4`{l?9o z|KeXvEk7>xWoB$W~O~w)1$#k#6Th~6P^juOWa+}Zv1XZjqk$C3=<-@ z^dH<-orjjYsNvKt+o-jhVfRs9@5DPB{Xgez!;e@W=07~}!F#1?^lNl8s(4L4Og}GN zU(PFRPEPU*(f{}p>nN=R04FlTZwk^NkOvhA$0)g=C z(wgOYfDhmeq{Kx)uW!FuZH2MGmiKnw)E$A>g#Z5R#a_;VHwaD=(xM1^@3Bz`>0BxU zyn!=^3UZ)Ni&-OC z`AKS(#pQednmB18B&m?VX;s>zFTfI_|ER;H84sHL;v}1LV$$}=Id&G4>Y18aCK3BZ zs@+y6d!WhGebjMO`_HX=##wIdEFpOyy3jk|p8+&;9^(JL7lL48b|e1pCrQkoLUI1v zMd%$^{~P+}|8qd+4>FavBZ1Gl1IYzT|K~hHq3?zL)&9>}v4UZ%{`XjND&+SDLI1lG z1poiPU!bM{_dmBB$=~97Mum^eVmyc)9v+@26u4hdJFD?q@IR}CUgTC){p{@QoL&QV zGdW#uQUD8)t%Ut&qHfq9v9VpRFK4g6fL9{h*1xP{Jgnwp&aW@e*x1;445?qN2`9|1 zl1Oi#F2_s{r;Cf*rKF_pClmh!&ZeZL5%WDC$YRCx?U-O2$~0pky{$*+md$Lby4RWK zn&IwnvXjQv<(JV@%q5T z_j*6(IKz1|L_v^i>&yTlT95Rdd zAzk{6ZC47*Hn(8Tf~6BG!l=oGg=CEczh7f6eXi=cBi9*4_tF!ld2wEb7p zQR3Z^)R4KOou<7EL%@_zcYXXaaORAOM}cLj$*iW6%gbr?rGNgsB*9gJnwpv*$t*#@ zl3@6WfAEg$?G-Z_N%_xC78Vx$0|Oh)N9D1ps*#)$$DjTSj^6yj3=c$5{^xv2`jUzI}?`;xN=99by4X2Yma4O5E~r zP+dQ{?HyV=Pk=4L*O8w58dPSm%?YP9qcOO=B8xes4JqB1j3epRzGXJq2UVoskZ0WR z$S8@PFTr{7IDJGRI0{Q~#zx?eT1xhyufQdZ5&eW|*lO1ViBk~CHO!1sqzxL|qr#7j zj@ZMcsjfD%N_%q~*gy@3;+ZO3c8Bd5w% zDk;9H99xDF_{p1IEMp&2r&QsK)jm?c_havqhUIOtr`%%tA6as$#-cKJJIlxhB9dkU z^eTPXk}fQ6Ls-LKbRzG_d%54-&*0ZYccn4{==yhTdy8&ff5zy)er0_8AB3{S0>!7+ zN)Cn&PK;-0x)H@It@}O+(WeQTnsE6JJ>WXiu?&o}kNC*d-j6PSZrjeTAKetkHx3p# zNaRCr@u|+t-u15kY%n}VjeNdy2jUMV_Ou(wpaW)BPOfunyke|i9DQ>q0$dXdl&o93 zdD0kK2WQgDP3oGix_FgzQK+o=+V1cP=lyZ=RgWVETt=<_NCMV#4=n9DG*X`a)izIB z8X7VtCbT~L`4(3uYisK?=UMgEhr^QL6!wTI8Sbc*6hh#qe{j&?U^2h;emC_PIH<$0 zJ{YsC9L5~k;--#!vP>=jj+F6adljAp0ht| zyZx8X-B%thR{(a`?Pu$Sq}*ZzEBOUuO6SC7>OrNxNH|F|%A*Duc3nfdx;3M9$- zR(IB+1O~&)-4UM0fWMJ`V@65BC_z@L?hpadB~Z2_zhLegv#0#8X>*5Bs@qv3ohnjplcA z<3j3r47O?9fWJ9i8LAoM8hW#>@kPF#;8CiPJDhaw*b(!2NVnzXzQq;xm0=XCq3>HYtTxL!vQeN|9V=@rG( z?#>a7P&mqT9OX=NU3GWkA;o3T=ssSkIXFC|z(;mCUl**duHN6@{}G-paCmgobUmvH z<#tro(D;0_1m(67gm*Wj`_eg@&aJ4c2U_-hefHYpUfWP@f0)UuNUg8`^5o;YSe=uT zW9SjX9o^L#gtXA&YHP7D82`CxBbdm{#%7m$?H={(s@q4V_NVIQR)b*)skin0GAM?X zuT9wu!Ch$Eb&*artaUB1@K8%VFq$%Usw7gAge^NZ)f(+KvL2gm7AKP0|a zL~`JCm-()hXLyX2c?T=YdyT!+V7n*l`+&9fFxzl9+wiAnN|t}*a*TgWQI@yo>Hbpj zs2y0TxP*ks#l=B1pYs5p+k4<5q{ExlTixu}Jg0UxcM^3;705hilvPn4ldi9?-xhqN z_ys75mk&o3xpgLh=hNiRR~aGzJ{9|aN)8b7^Th{t$kuXJV}~_j{*sRoJ})V|5Yxn} zbo{W>?kjHI81$~h*w}!vy{*%hvtH&%rSWE?0nD4TwK3k?<*w;sMf)bL;#rP-k1HBE z#C+`b`w`pod#~d4hSpZE@vU9sjx?SC>!|0L2!<;8!n2<%ge{Afx!GlDb+tZ%170g#^=rD z`!JO`-)R4F?Q!+?ZB_GPWj3c3Wp@B8?BccG!OiJ-GT`aBWxuU3ZCRaHA!GOZq8e7O z;Tvmw#4>%J)>fMQa}RA1ii=v?#J+IjuEc_YioR)HcSdB6E^cg}*w>a>{9uhftGgXDXqu<+?4wTfsrLy|N zO>G?L^}M?Qb0{k=(X}RnDVS$gLsLb|lf2dCF{l~AKjD(D2H@Ww2nyK zP5(lds96bNgkS7<+dI|^C>j4>g=s*NCwQ*Co$0eoUPm2u=2*zkP7V-}@#%MJ2$cev zp!(ZONoX~&&VR5u7V^y*WB=v(lc&!bj#I^PH?Qx>Oy^$j$kiR>aO4?Q2^%4qUy<1J z+4~2nwW1gN&>jJ^?4f3)EMwwl2JR~KP3HS%d7%6yGvego^xJt2AG4C;K77f)vHE#p znb8LF!_5&fg8YZWdy{Ir5$*j42mfWr?Hye<^(nh+F-@Gm3a&Qt2W6{GpB~l?VWqe@NnFz z7f{+|tN{3K?|*n0PF&+1)6gvgAPIUC!=)|CDn$zU@v0(HgjAS6Dsn%Tl)vG5SJV(h zZ@?LVQ{8BSs}0qn1K`5)1Wnc&f@4SET2EI-mu^sT1IM_<=IAi!seb81p>5Gt#p-|h z6&KV6CN|~aY3SIC^#kgD_XRajm#B*j3G}F-=Pxk2sW_ua@pdLOa_cC5(zss@Id;s; z%8A0a^=eT2yQ6SuP}_U9FUN$b7;sW+eF3vr8AA6s9W-5)t#wRBB0kv`LelK%vuj;LYZ13(uSL*$Rek;H($Mb(ma`bQ_y2~N-k{FJ_&Br8sN(K_4nvmb&qgF|Wbt)@E`0Ko@5qcSxQm-F zwr{jGvXRB_6ivj@WFuLAI3z$md_1Yhhx?N(9CkST7CJdjXTEl9qY8jYt%ADr|J>A7 zRJoq%oVLIE0JNhFgJjbw9Egp#Sc&!p69D6B~?|!l&}nr39~r&%UyY0 z-7x@L093~F?ohRT@T6gFbVgMdr31hZ3-#7SuFLiaL|?4d;}m5!ZkBBKB3VbX%F3c_ zeJ)eYckU-*d;-l=k_rZZY&`6~m)@tWs@+p-KDBKSRduq|0AqJjH&^YrCv$VW0Mh|* zAgGRq>!YdJ*JD%uA%H3_ke_(+j1qkQ4?aStYE?`cJJ~hKw3epIs2qY(o)%hCc})<& z@ku(SE}lq1zy0XPoUBN4d8-qJP2$#ereUs)xEOJ}9h+FVKGuCueC(GK9Id@{pIYq8 zaAPp-PW-lmMBYs^!TaloHoww3RlCLIBJ=e=Q*Cx5=H$(D=4(vRfOVq4jks7j^GPfy zD5&)=Q>*eHN&R|xnfaR5=6Um=e%KLf^~4JdTJ&Sky}z(R?`v z>E$k1)KyPez;sN)Q@aMauVsuRxet-~(s2lyd8MnF;rVJ+rg6EZF@EeNIyI4r-UAN} zK=S-18ReLgo z^LmGXMhaP)E09jTJ9TXzDlW_z1kklL5OfK~_Ot4y7^oo^9&O8RTTxGs?XTQ`LEc~j z+&8#<5)zW9ZEAjrrMf$g>V2-^W=$uHCW_s10?kV5EmJPs)NuCmd70x72Lb~QpF zJk_T8eLnW>swdMJ|0_>&axzW6T@z*(C*NiASf$s!LxD_sxc(=dn1H`zZ)pq279Z3b zY)F9gg^8!@1qRLO`to|-9B%-QyB)&+L@p{Ss^vVR%yTnu_$GNsMJ0}mj_$6#oUA>> zfw2)Up3i(UU!T`rDL;M;*xfZjL`2-)l&09KdbG2Zv@F|EcyGUXaE$z+#+xWu=;+Eu z-cXb_XzqvtGi-}vG%2yK8UmRj!wh4!qgu~)v}^3Ub>xZ!smq|M5}x>VV)4eTwOm$B zxYhOSwcu_ZpnfTvRlQ*2k#-u)??y_g zV0aSgTT<(thkmJ4PE#~6Jzwod5IeHixKI+5ku z!d6$$uzw_^?he}|TDyaHc6O%Mtd9iP6uEVceiwWKlkTeNJ(eubU(dBionj^M>Hpw= zJ!vt+-#A~^lA*=8>+9zYM1d==9pIeEQ37#S{!u)>t4p2Qytk^;cvsBPf)ZiA@;c14bZv-!PC^Mo3(j{|2D(y)jZwK$~egC`dhjd{*FG0W#E!;r!ASUI#R0 zNBDc;2fz2^-LUmz^8vkr*)&d=O#w&K*!B2|%(VvgR)~Auh*Mt=r@{;2mtQG=8pu>T z%5_i~B0^Pzq`$Mm`GsP{MUVw@nE2ce={ochn4T|MR$PS1dijrepE|Z)O-cdcS=xFY zC7?)BRi2cOfVMgB(}=m_5teb&jr1*g_+8V#&)E9?mVhni{UG&JUK=|*zzGv;+2v@i z3Z6B#$xn$$8X%W6tl=~}rOxy34&4wcSi}&D{L|SfRNi)@0pwgh9p7i?tk-P1s3?+; zdJ(UKH)ZsNOtvt7d-#Iw2nAxI5x$*O5rpnO_eiLV>flE#%<>LPM zkx|j5J~2A_Ct55EvZ$coEXJIrl~tb{qH$5~pD&69MibN1oX3xnPW)frlvsn!Lj`S+ z5hrJ3e_kv-HuKmh0hwP=mv-J{BO^^)0*3O>Q0GX5EZg{$F`C?LJK+$f`E-nrO1h>n84^MhO9w8Sc zy3gTfzORqd)6?hi6<$G}r%lxCE0b=Y{;L3Tgwl=Nigw?5qZrD&8(!Q|(@2JhousnF zk-2NXp44m+@R&Mbs!&}Q2-a^E_L$}Lm?Z#`vOR?7YFxN@t^M`+Oe*Ld81}E;k2iGS zb=$ILJdq=+1%MIpWt01VJ3QCZih)ApJ~uU)`O*h$qyvDI7MPSJL>EYP!BCzPI-&x? zv&TK~2v3iMYEUeGy*6F9joVxJa_Q`7;8j|Zj7HiQSZbe!F?TF%nf+ph7IkJ$^=caw5}{(^@oH*dS*X#c?i&Qb=S zi^_b?g;zO&C7j!oQ8+M3ndI>U%-fs^uKNAx%4;`A6*FpBwK}9#e;(@2i6X{GFgnm` zZEYgxMXs18)I{@!1MxLm-M|eiE<}>FKm<2#|B?#E?tjbBy9oSuP(YC{RxEVbAJ4Y; zjK*RKMS<6+Z!vrH`nL^Se_PuwDRIGsjS)-=JxPz!mtC^5%J>X&?!Y`P@#VZ(Y~>gq*kEB40Z+;N{EKqpSiX_k^tYm^kWZOw%m1;bI zI>v#kgwiUf!7B|49{ukzqlXrL8+wm+(TZ=b{hWz0X>Y>Q%tS`ySv1O?f}%>g3w9}& zq#VpeZ5aG5c!~mp_M02&f`_`7JD5n5AgOV|aK@q9`><$w#H~?=_bmCs@vKO`*;VXT z2iJgQQsXkd;tA>T=41m&_m1NA*4J0>bQu$uktb@Vq#fevN#weEj|A9+JD4YDxFl;@?{sc}9&o-qsZ z%yR|UCPPywQgwpH>!wEdjLUV++qUuV(Bmd#@3u2Har>XgL}fp??FUZMaU1#=(>mmHSSwS$@cJ1hw$` zQs~IYh|4LKhz3R}gs!fH0>*b8(Bk48ya|1%xl!7TmB}Nx^$u0MzZiSM)?d_QIhl#W z$W)>tSU96QPYOIOBC33Cq7rc($se{{Za*ZUij$2CaS&56F)`KAb90A~aJ#I#vrMwCEp9wII$jr?Hf`6IpfukX(WHW)t@-KM)9t5Aro5^u zK|0A$F!O=`JOb%ABPP;tpj~hmZ@JR!tfZ`bt*)b?fhgea?tXaty;P?SNTw;Z#sG-M zcTtD_4vLSD2X>Oz)I{=IJ1cB$O;avWkylV)vDlkinuv4FGAvcEDUeNn!=VCXKe!6( zEaw!Im7Tk*;}a69O-2aaMbWW3Rp!X8*tzY`dJD2Z(!`oU0z^(d4)e3d7Y;2!D=T`5 zhUO-2#NjKbaDPW2M{e&O60`q}!jgpa&Q%H9I+ERbqzoINieV#sgx9V&uuSYJ|FJvC zlN6s0lBz;Cz)a$F#5FcPlX~X0UG)Nua-aE6S9f+& z6w`nit>-Jh1KJY+{n@vz-$YVBeQQ<~Ds6Pnb&%Ck!XK+GF||hY>KZhrRL;x0gp&ID zgu}x_zMdS$>m>u(#DrtP+(v5}M-4BkSWHG{xf!d?ii}846^ekR7G1a|Lcc=;EB~b( zI-#SU=J<9UYAgx^qtnm7_t!YI6}qIgW2hOJKgb4z5v$6L+jtTL`YQKq5x2RL{U9i-zc%Fwqx`taa$J4gwh8 z)3Isao*Uq@0+u7?+AV5z7Rrl;pH<6`8+zD_O_@337+ZO-k@bcK2aAe|vRYet7|=;i z`4G6g>qE^33=*x4~rLyF2)7EIe3)>i3o zsJiW`1nI*%t_xDLnwxD^w++kk@&W-?o(ESwP~HaI%%Mj;Gd%QnKJ5U6shTA#2OcX2 zeu=IVNiQ~)3Z3*6i%$zEZmX^Cz`X!6nIwRbM#G)KB70Jex{t!X==46oe?1F^R4+?waUAj4q~We#K~f=(KaT4LhU<$3Zq9kC0*oOy znkkMBR(yPql%q5r#7dzJTns)wWD!ptJ!+$CVE4qr*2nuAQ>HIlBFkBe{}jH;i{zD1Ox8$_CwEv%?;Z)bj=o}0Va zjPR9ue%_22t1+LlG%LHmuJ9er7QR+k5Q_Yc@7hr}}fm}PHlZf=%! zJ<3=r(`n->v&qw}Oe(F{EHe{0pmAAoXzpYMHFA6%?S!PN$inD%bg-}U<$%r3p7Cw&%u`2!I`c{IIq{V8qJ3v(?^-#w0}rs6rc@BCO{b;jB%806YQ2B_aYa| zLuYS!j}Re!YJwa5Z+r7Sx!CrbhN8LlfUBzO&0bbk_5^4yo7=Inq)tRp1s@l|n}&0< zr#V?<{MWa}iP{n_t_9<8NHRMBAJ6@x1FcRT-GIdv+ICcap`0-}IjM9$SEF3*`q|21 zB_jsNGpL-L6M!U8TwX47DX&-Z!$J{$AZf5%RqhcozbRN zQO}%lG~!YyRkUA)Lz~(VE}+|69+g1QimhOq4p)dc|N3aI#;^~yc2>)MC;qK9MmXsb z%)*gtcM%%n`xg#RUa_WX%po7UqV0x`sr8&#RqKMZNlu8^^cSB4@qsO|Da(Sq0?YW( z%5QaLW%fKWM$R6YGZ5}%U;pg%bfw3&1rWs2Kn4QD4X%Q{RaTl0higd=YIez$(;8;vRJRSjFWbj^yg$`{`3b(WS5hfe`wM7h zK+h#RJNrA(@Z8h#x!)Pi+C$n_#oxH_x_vD!OMxQFP0yg*ZO(l8YLyGLi_8! zI6uCVZ(k1NqdvX`z&7#2haq1-GW=2qyS((!2B=$%>9&59g7D*HT_rQoi5c<~$Dt*w z#@v<&rQk8gBrBN|yg^$FB6Yx=QR1di#Ex7n_jSg{dQ-BbV~ti|d;zM49Bn3r-7?zU zzX*svl`@TZLM%;9O(|pJ9gG%i>K3EhC(Y1{Z!kq5pO6?O7Sn!#Q_9F97M0k$eC>f;%g6+U8@T=&*! z=qS*$h6ThTvd5-GrK37_SO4Rri=MNiGlTsyk~Ku&R0 zJ`A8pX={L5EN1B5B->`^Bef<6<3%psAxAbtBVax!M#?`QK!;U8Mpkl<)y_gdg3Ohw ze;ml{4y+v8H;5$=IO8TDhKY;fJi%~?y!8ui77pj<-K4^FHslV`B`UZh!5wbke1srO z!A?!%^QH)`2oechrI=7(w9K8X56*78G;EEgo$4(iE(P!Df{VT9@;(;rzk}qn%60$M zcvnj&nK-|_Yla9xntElq*p=$24`s)>w3_fSftMx6Qe^y%ZZHp|UY&|W1X4G@#YGLE zC8;Zs|IXe&mdqt>KV6@LAP|N6(hg9V7QHIku1|&1kY!?DsbCf|zT1e3_B7fQUp+np zc$Z4q<(t#z1aP@Q&JsS-r2|=j+np8m5B5hNiV3dia=21&u9(L3cU%#O#3q^5@lQ>u zNnAC_?xnNAgFws-^ zSgc_WeTkK%FW!u#u9Gqe17?N=u38#7ruUyYk0@borfYa7fw*mcGacjV_pL^vm_srixSYb~rf}d?69EEJ7zgTg&EpaMZEilZ+#Lh;k zDqla1ddjA$YEeZS{`*!FffHn34e`#=k_7a_{JPynnOefPm~Q_X~e1_gn;@}oP4v`_O* z+UQb+XJ`ogX>CcfCn{0!%1T6|XJzSDR$ag>E?4=tf-m(S(T|h@Q3+~o5Rjv|r3@Lg z5o;{NjJRpAT5U#hf>L6o44!TTMYEK*x_PahBB*R-0z0&%rRsamPzkhHDJ6eOQ5zZq zElg)RY=grA){s`8=a*f+Az&sB5g4cQU4K4nPwV^O8!VlQnQ5Kjd8+=lwd2IaaVP$4 zqi*hn5vmluFBymv0d;i(0DLJaDdj=W00yZAm%>m|9FkP3C@Z5ZS~UASdjLFd>K8fX z{j<;D(2#nK2})gEUGcqA-(%x^-l{}~2mG-R1h$=HKf6XfdkyX;pjR5{2fOQsi4xy2 zxW5re4VT0>%1vQ)pA7`ZF9)sE5D zk}D_$r?fvhZ}3c0z_$&Dx zF1T{;&yrycd+ZX!mv~{_y(5?1|6cOQE+Dj^QL_?5-=NuOu^n z3Z#cf;#mf;xrH5D3+Ia~Y>DD&T?h$-@y3x&!_$FTQe?l9^5(-N8&;J(${SdhJadzW zqd)Y4_}Uoa@>tC7<`r;fpAsz+;yCD2PSF=P?FM!E{JG=c{Bk?u%c@w|{}><)o>HeY zAq|c8;?egaFNXOH)QgD{D~$^}FW^gqLoJjbhVZ6Bc8H8q5knlX@I`Lq^NE{-|MX4j zvsU02%f@~1xP}BwQ_Q5kC*KWl6i4)%GiA*kUBsxNAI1w1>5@ zG8h@F*IUiuyK06RhCdGX;OxdR*Mq~lm6l??^{c!`DAZnrmQo@$5Wnwjz%vw#8Qr<~ zxYEsq6CA8a62g-|FsWw)HeWP=W)zybVcB}N|HsnmMj^l45`ceVuap~5;{q1jrjJY_ z+M!wR=s-})V(91>N@k23f;A3+H*V<|_`7eX-`yg2vu-?QMA)+{Ua1XM8ilHz6Od)M zcVM7k^%l{xA>>{xdQBCaD(Kc6*?||~0dtWA_$eGemHfpDj@Wy`eXXSU^(C8F zWm)fMhtoEF7;b)iBnx566wLcYB6+`w%f_c()E%^My` zF%mJyBSD|m(?nE3UC)gq+aH9`ulmEXlN1YjBwY7(VuW3_HwmnLiUNooSi(FRNwV6+ zzHhxtnRgaxPO8=x!438JRz5==;k1mQ{$o&bNd*Bzwe~F}GATq^B~3w>XKmQ3!_cTP z1JjIfIzcW3u$Q+OBbK7Zdp~}15sceY4H{pZq18D8{nb)J>171DHM>wT6j(Z&1 zqxU@BS`)iHCEw;2Vj&0$dmxBGbEF#%Uh>OYq!ze2Iv8X z(PKkbs2=LmL;A^P_lTCZJUc5^e5LjygE)|@G?G7 zGGbyBmBXWgEh}a*2(C+?lP)}R6d5}PG7t!d6Xxs@bUvndtY6_AhQ+q>p8LEtl67(i9se1{1AJ>5K8yT&Q z%A7q2%;sJ4k2AhleGejF{AahDY_i;J-h{=uBr1fN6E<1qGoo~kryX)xvp_@cdq2+) zbhw>XGuYRQnf3IQT4BCzI<<3BJVSZLyEbX1$WNze*)&vus>@vx`wwD6Y)dq2deQ6b8eg_pLfHywzJOw)+HapZ6m0W8o zm^hZz!3`6i9Kh;Kx0o0k!R!riLd{u&K;P>|ey z;m1pY&Is0IOdlo{9t51@PBSY3xE48W!C~QR*np@&p%LtQrv@5sRJvtUD+%OMCER@> zGK7ArMB43N62wg8Jj5PcA-%MWJeLfJqxQ^N4l(cTDVl&m+xxc()VE%?Wkp*r0P(<| z(wp!R47N-)F0rEjn|ngkC?P3zZSF^M-E=hA{)a1vR_nk)tGEWLGMqSQj4;(7ON$yE zfy;O6fAl@JZyUn-c^gZ@Z`ff7U)DW8v%DYFMOPvjFPzUHjV+I6$d9`)L0Rkm1(Q{y za+t@-<%^4pi$%KHt$X{vPh^93Y7_kv>1Zeed>I&(q?4mEru?A|+iDGt7_!tJL_yT= zqBXuA5=@bnI7(K^Q)^=K^Ew&w-Yh6-8<3^PfN|V+@Bwe5&|Vi2y4yi`I_sMeObLSo z!W+!T^ZMiSX6UHYy+JaWr*{7aM&Gk*YsCCy-{gpWd!8pc7+zzuXqM)Nh-A2Q1&!^8 znK=q5d-`{@x&IOj=~slpy{i2Ap+5(lwWH^kL3irB|4_Tgb2Hk?S0MI?wDky?wp1o; zdS+;hyw^0cLMV0y!h7~6Fcs*mhXa*T588bK_L5Id^-XIzy){4KZp_`z*CCnFtlnHy zd;fGl+;ImzYSMDf58N+l%Kv=Fg(=vRgD->40ZZIDezrd4e#ccXe$8KKkhrbKI4ET5 zNv^9Pf(TxC({O>-ZGalRn4ln3g7E|(rJ3?Jcy50%M-g^@jg)x_oS=y{Cg6zfwZAG# zTeBO=V`ux)nH!U`>==_O(6RnYikPvTc$Bkm_qYbF;&zmq>UQ;LL)O<}VmwQ|m1Fdz zp)ZNE=GFUi{I`s+gx72uj|3Lb-x7zqmDV|^Y;GrPXiB3Ad71mvWb9E z>kL|(kxFvkcbQXS7?H@lY|#XuR>bT=`0opcyLQGz@1J?>6o?qa@TESFMin4r+Hbb* zc#xD4n=Dao?=M3|WPeYZh#VRa2QOE&Ilo?%5c>R4cXiDoVMj%2*7=?RO~V!SWwpM( zn!^W}twQQi(#7DGy*xiPSLECoj_tQH?=rW}FUe0IFW30jqA?H-3w8=L5=bR*$E)Ab zYmXJ@X+UptA{|xYm&r!RE6hfZ4e#697|#|4=79=iP9A$!%s%O|j);7Dbn|lZp9kzW zOIXHU&-;&T*8b|p(ABad)zPf`xf`)cX{h}OySz;+c;YxI`2cu&B*)pqb@3M_4Q<%v zfow?25UMP{^}hjG4`8sJ+1U7?PX^Y0v}ihZD{|B)n6SHd3pLumygXO-DY2-%N|umA zUgGT;vjFC`vaahzm*EHAqHjnX@*WK;7RWkR^u2X@q}PRG8w`Eo!~q1PBcA^Z)flCz zzr=XnP8tLz>ziKuIj4VGOs~&OTpp_$xuzlGbea)+-!l=4A zl_?EQFYD`A(#{~c`$#@K-OYW#;*6_!azM<2cAm3Wk(5Lqo|)|Nw0N#{L#WNOyV9jC z+QRwS7BNwDj10?+W6$7)X+4J(m0)ng>LW7ybz1e2gvoqVk_)fN(9-$#n!;WV3ZC0@ zcf=m%{dj(w-1AaklF|RjD+L8qFW0)S@oyra_bfqFV9cDu7+fIRbwTV+`fqA zW{BDH3zvyY8-%C-BzEEFw>$sWL zqIWm$MAkJbh|%1H@mE4j@{h|gz>-K6snJoz+teA$o%-UR#z5|jz z5aa@u#rIq|v>+F6QOEqOXA|6|EEc(^$$%;X(XscU|6_zIdw|GA$VL0^Yzy1-!{v$g zofCS*yTLG_bM$iUkjm3#e{Bw&79(7l3#YUv=-RI^koQ)AUIDaqRX}g#9C+vq z%*ILd&zDmhqmmLhO>@R*97jw}k*Wg%W{a#9GdMl@t5U(CBXlYQQc%ZqvbcS3z$X_j zMBpi^B4)v(bisgmxQnTIt9HQv_a893e|&CoIbxxIFNmuxv>sY?l%b49?y(MSov-@i zx0ktM*<-Vx;GVT{h+SpHq;tz|RRt8Xa<6tk3cs7ne7;O8Yc%g63k-KMI63QHY)7(g zs@xmxp-u9S-Roma4jCN=o_UgCBl?=6q;z*TV(ZUyqc#WT&sak7eR0J5zgRj8psL!o z3lj<|9nvYObT^2kw4!u3(%qp*cSxs5N_TficX!938xHY5=l%W}ol#&=_I~1ywXQo9 z&$!ZDxtHx_JWz8BmK!j_q#?YNgwQMfY0@?`-k)RhA!FmIi5r~ZAL;VO2R}LzNK9%H zHkrs#7UA~$TCCuA$Cl3FR+}BNE44XBcHY*Xet{#Fs_dH*m*aD-?n4m3H@@ zvC4uGuL5z}%^j$Ynmx*$59LtZW!R*fP~C&$#ce;T8#Xo{ z)+I6>+e6nzy5Ei>7RY49)!L7=bB>p17e*`OEv+MRotO&qZ+{+b&KNA;UN*k6x8CJ8 z_rRm$Vq>J>Nv0~kyg*k5DPFpKm&uk^G?_TLMp#7Sd?RWpdH?0NBvnMn*pYWq)9w~x ziNI1)d!QKkj@@y_t?~4TtIe+1U@g9*i>yK&EB`N=a)ih2k{v6CwxyP0EzGq3Jv$Lo zqYlC(Zc$A;#paZ7QoK?)LiOa4(lAVjuc|JOn==&GQZ_5G8+&GMQ@jn?^*7u0zRSrj zzg9F-Q3L;A1MO@L+6adtX$j@To0=2OFuuw$<=jkmhf%UpM^U^Fa%yO3wx`{5z+ov0 z4lM`i1zz;3T81B@-4UcA+KqCS3)Bn)-7z%W{{G2LfnVD zfOdu&Y{Rm-&2n!qH|N((ACyQ9`pz4IoKpj4k`!sNUKMmpao}0C31^}NWgYMy z4cT1-RUM$@PA|hOor~1Hf zVtJDh=eo0g-bzyeMzvMjqk8W8`jG8yUNp3j8Sq~3?LwCt<$>m$RW<>gY2m0>7!Syv z?Pr@k3^3k(?HmcDm+bqAYT$AJd~@Y2y;bI{h5?J>AHv>B8MZXPu3W>Ebik2Rrg}#r zNdvw4li2pL4VNMTDR)AFj8d?xY&40s$1zYybSQ#bf-~lYhpC(cFLaPsIh3=7aR{iA z_6+yj${F9%HAo{TgU5|Ml{kLlZ zLFn($>HObl{xjo@$puL{T2+&7W|7Pt{_?bFv;F$_lF8s_#dI;jR+H z1tew3-y|+Dk1auKL*p}?mxkQj1|)^OW|q>={*nsyp3-BB7NY!no{M;E#^oQC{$aAr z%!NIl4g(p{_*~5r2o}c>T3V5}?zAz8<+1KbwDZ$fm;<9&{HhFc3IvlC6VI+XuD(hgb zlPY_TZD_oLPIQ2pd{1o_b8N51zOwzq^b#kOzQ&4YR^8%kUo^Hgw$6Av!$2vfVApIg zr~a04UH>_{+N>Op#y{#G3&F9XLc1nksD0h?;X%xPIQwy={yY4EpvZ9ChtvY)a>e8X zv+hgRKMWO^>vfH{CgeQJ1Y3J~$VdG59Vo$rUBGS<#^TM^KhxrT!IZs|VRL>qKngnE zgkQdh15@P5b*x26u-%9dEsoII#d34V?RgI0l`AaQVk^nNa{eMEP?(K)z6u{Ut@6c# z*u+7(H2$l^I?W(5F5=vK+6cCAR>EhbJd|6x5~etITDAJ%@DESB_;bg#;)qRKMkq)4weX0Cl#dV(D&~V2kd+zw z-*6-y-P~EJR+rD2SgpB@Ot?BC?MSld6)Fq$idASNRL$J9EYJtDJxWr0b<0Lcf9x`8OcXg1X;cc=h`h9j`W>^79KI(+MD_rG#n=lBUJ_#m1rtlYe+&$7nfcaN^H$<9bv-?A?fNfwoXX z=y^AhbbtKhe7YkNX>GDj{y^WACvvzkO37t5ZCHw*?$(ohB6`r`h20eaG>hGKpMZXg z0yDF!3KvxLckF*mS!ipMW+^4EuN$zlkKVVPvQlcuZ{pTy3qcr7~5_q**#v>K5FXnSaaSU zxiot|K=gIowq}iKAE!!xG~MR*`C&BFUCqz>LX1rm?!D`VhLEHtLO+IuJu6>N)CBe~ z(CLK(CgZdHzoijSb|AX>478giBgXm0gu7Z13H$qbu4}hD@bW;B`#J+ExLuM)fOeS} zj;3}zebrB}2sEeiO>GEz?^coJI5W{CW)BTiUEj4Q?$}xwT-z#cP0Q6YN~T$z?W0R9 zEqB_)%ZSFSI`ku?RE|{j^^J9rxHb=L&iOJ_r_YQs_E)IKJGjoL{_&E;Cl-X7vvtx_ z4A|Kj8_}L0en-AJ_;OsrhW`PuN&Y%9-dSI7|g>6X>oyO?2#`2y}koM`DvH zqTt=GSqTJgttD+n)mg{?xZdnlPqsR@Op&k}{lisa7T$T4**Eq4(>6Y@T#|t@Z}(a? z52N!j+Y71JYx%!l&d%xCjx(lAu(%}RDNl-6VRpVLWco4R`Dg}Di?05Y{*-eyqDNFw ztQ<2ahCsQIup#dXp7n<|rd*Xw;-yo;x&8g^tiM06gmQUk-o{|E!_Bz#89ike=FiTP z^lPKDE*x#6i}Ue?v8@9|24qG0w;)T64zJ3*$)E2N%Cyox^W@S#h}qWt`kuZNkP z^BmL@Um&q*BvarTKo4tUr-Zz#5zSn)bET9HDX|hw5Y*ozMJfIcEep*bkeIc@s?l~- zBmC*Ke$8w0M$f6OjO$x2Z9b>y)~KGSMc(hqfi`Dc!Gsry68G%>x#YMIFK>P`iJa>btqd&-F*NtPJ=GE>NcZD= zFOcge)@&EWqg{F$VZjjZTu$$dwdJB!u~RdIi(|OrAvWIt}>tX z?JKV^{uLI!C^tIg4)QM34EwIbGbea*6z>51#gU2;_k^dudp6Uq;q|In!p*(=Dh;PB zH9Q6*^`fX5?IFu*gabAKwS?+lmc8Am0-=1)+@b5pe##>Lq%_HvBcP@k!`+cxl?0bBeWs%=y`2UU*EKxi$#;2L=AjyT6^wY z?B}W6(YoLbuAP_-#*S=5*C7J3*S)VJW6jFZ5SW&pob{h2vmqRJ2rNL0$q((bnhAH` zDpSxA*U}-xeKv$AsuynO9~~7MY>G{Y~_SO@cA~ z@nefo&CpvqVqAq_v3N1B#nr8#z7{;cC^Wk?HQlVYw&n_bRqCmGQTk+LG(^2w(+8`h zf5Wv^h}nMe_7>DcI{cOxbYw?H)r045&@pJVKp~Z6AQNOPA6Xkz+r!%N6Ox-Sx1#0a zDJtNIeAGa{aHHgsKlmrCRF~=*=bY8J6L#sZKsfH~uYi>xS!$H+{{3(pkGuYHSl9sr zww5k#2p_B~dE-YGUAYB{xxZX zOw0V3P@Er1Fe!m57+~^u;LqqG>p6AcICkKKq7$!@X@y5dd-_9&nbsJt5+|Z{LeB<5 zLcqE~$_IQS|JUXGelM8c)Py>FCh`Jjc>#(2ZilJ(KXxjku2<5IBB9YQEUmCbtr*HO zI<@0OyAATyQ2DXVZ?$Ez&^V%5`zzWiM%C4MTjU&7@UAA!cLy0kC7z#wSnJHI8Z&mP z6GPK-+43w<ktrxqkPaK)E4;=X0br1YJ4aKqTMw(TE-#>>CRq4F9np z!io=wZh#Hh zsWtMes;aWKw!E=14P>S?ud2%NgKjKLM+wx9z-F+uwS~hRM0)5@P+Tlu9iyVE3cP&* z+24jp?bJ!oc8@Y8>Db|GYr)#f;-6>3AbIcPl*!-7s+kO3lAyp`jg}(Y6E1au+4Jb% zCe1vUAw@~J-F_?lYw^NA*Wqq2^c1QH!IFB*FNdLB6R6Pi>=ZlX+7*9S=Mw{~J;@tk z`A~S|H(R{k962 zcjEcRsYgue+hH+6xTakcX}cKhm8q0im-^xNw&)uZ(whCYNwJin=ezN1-})N=K=u&4hVZ5Pgb#2`vz*gU*Q-X}WCm zM)wya_4sWWpVWc#bxRCF!MPX$9AYP2C{@S@2Lh3I^H;{a4RUF!)lsE2jadd z2`)EDneLAZP#4NBS4T*(PDu-Y&rA#6-ubN0LqeeRvt`$8L$z$|-4l1zKPW zMhgwaIq#&+8z(F=9za^Qt{5!W&@D|A^6*R@1bm-FE(?`?n}G^?X6B>yn;{B@fu>Ph9l@<9( zd<`>epxVEzJ}~N*Swo^PC?Sg6jXa)g@27ho&)lZ#26Z;{IJ)&EexNn2Rz6Q!d$l(;1CQ&O;=Rc&KdD=$&crB=*-EKPURsOOmRRK-U4Dqt^ zC3v?DWb;CK1R5dqq2kCtBv!dO$#U$vzhgRbzgrh&{h>szL=r?#B1OYbcoCJ=p52~J z(R;N%tt0q8KGxMFNvMH3g}1J(ZZiEr1ATD(((sY- zCyJ1{*_YvmZPulnkWvw6cpCt`(tv|pL+8r$#WXA|DpF2?e)-NQ6?Sa{0?Sl) zbyd|xqEW6qSsoBUI)!~l*k3F1__IMe;J=_)S|#`!FIK-OORA$m=1Fx*X@ zBz%2JAh;sdRV&NVe<^#RT7{_C(m(}wAxxiGe_awzsv9nR9LZmP!j|ti;zs!MDf5@2 z*Kr?x-1 zh|3++^}xv(pez6CmbAfxYE%9WkdJi>qCLla<*#b0XO4n{qMYJ-qQ{4XheX!fW^b8m zMm+G3#&Q!&WsX+{>kHctlXb*-9e&oTj;^*tZdN5TE6iH7)VknTrkQVa%rbr$((P04 z)Bo;^mmz0Gjzd&%5iE!m^23Npbfb$?Bl{do?kkCc>gDQeC`Om=MTX|45uGJ3I8Qy` z?6RU5+{PVkqiLAgh&az{ZRz>bPJe?|0SOCrojTdeN*dan)-@xJh0W9y=%?Kf8=kYm za@wT?PucTbip=fjHLxKQ^aKm-fG8lfPYlB;IxX#Sx!S9-J)t!f7~iil77Ox9nCmX5 zQMH)W>e<)*BVbQ5`USxT_&!2YmwtR~gEq9`Hp9O!pHYPNXZo_z_`1&27Wc}WZ9x_kQ9e48qqtO2efV2Q}1 zLEBd^0R|~09Ub8!Cl8Y`{|jodPNC9ts7Cd-*Ff+Ia7Qukum4Jc_yhdSa<)ugT5%d| z6kuD3cJ^#t5z)gx`aW!&@04|SyKfKd*IrjMP{9Ep0B!Mf+ZU{!_M5h_f!R=;gcLMd zZyG&M{Ej;z@|^ff!0+0m+(=C9r%pq6zLp}K@Jd0|$5ej*`kbZdC&NJh&9F;L>})gx zzO<+Kqy7|mkRx*8)7jxd5WQ8LimzYuTG^TM% zSLN&>rX*yYpR~1yP*|Ga+JM^OAK+8E-K+(^3>4GrnY+2ur5B#+9Lj*cSk`)OB3K-1 zymB1hE}qjp(r7gv5NWSVI*{h`~IEG$6@kki^PwkoH$7fyoJ+h&G zyycejRly#|%?X;;^)!dg4pm_@Myq}H5^q8(M}|$#x37eaA0WE&>F)jA*^%h!ZgtJt zr+bP}wFb`NC6~YeZM;t3#^aj$TN9R*TLm-e;^qMOw6wyN^Z9xQd#%RDVVfdceEdqE zCvV_kw{2W1AVcNob!Xh77tr^c4JXDaF2xW|H2W^kf4$f>I|n$YhB#e7UYz5th-5AX zGtcT(q=P`@)p88{_LxSwLAS5AwuOZS%wMrj(5Zf{mO2C672`iD{(uDvGW}j4>P8ZB zrofa&LG@rJw{}?>D-3-ER05^1Uw^&Z84HWnnH!N?*DMW<{nU{1xAbV(QNTl3#p-vq zsY)MXi1j;};zm~Q8-^tZ=ARA&tBayUrl3)u@vzf%j1u3*$3o(LK>Rd+PP9A#W&XS2 zm2j!);Hul4kfPYg_bY6*>EYyq3yZdmD%x7D&Z_QC$J(u-Hs+5CD@x|3la9Vq17rBg zMjy#&(bDCTWg1qezI=S2Z`UJcYN$;%jHMD4E?(20tbOKB8H?r~HfYDRK(+I_*v1QG zpyH+jzh#szXlU>v%=IZCOG!q5A)8}o$1JXo6Rm1`wr2YdvNSm@$r^U?P@=K5{X6vc z{jOB9ct*tI*DrO60yAsTQtL~EPLU;^WRcxo*WLB&A&h`;;NEq)VRzylF6_|p?s;08 z`92{HBEDx{)3{o_6*%% zLj}H8iX?owLtX75FJd_9*v$4D$h)U4bMK-3hMuR0roH zDW2ykgiTi(VKp_Z(J#a$)vEMZI}%zgE4>;!2b26}RHXv8q~kw>>s>9Z5*7NTc#{snDP=cGBxEO{J8wEk?#^} zI6?ut1DIaO?$1rR0JpUlnPLq;0+j;Zq<|TOP%Zw~ubk&OV4Fxw+Up4Q;v~e!=RW@; zHO{fSx8yIt$Lv-Gu^LL|0!Em;=j9-;lp@*KzlH)G|Inw%8Q@v=dUpd{zUEAonzhzK zg}$XlMT}M?9BtrXa&J;J?l^aMcNgHT#l&EL$Wkg?u(h%}^etGkX}Ps!u(GqW(@EKOKKOI? z0>j37=mxkn6UZOTPT)BNT;74Gka#!XLkL5OZ6f2kUBK(EkmzWN8gl40T>}C6h-HtM z)k|60>wdoZQ8|1j{gvvcN)t8 zrxMl>@ghgr0qKjt4?tQAV#JO$+tw|_L}4%Y`4zA(9+1j~5{!+EC;%Bm4sVP;)ky_! zp~h*{;nkHI>aY+`N;t8AEn1XcX^YP3X(TkiVR(T?%w0-F4k&8EEX&N={lLegTx{B@?!wx;(S*c* zq&B%Q#{YR{cWsxHH9`Wi6^*d78M>=9gAd3ev?*t2ay8b6DO@*H`s4sXZsNXgZtSNeCm(JA%Pb)Kns;g${@hkmUg|S`HeZQb*%{iGV=0*~ z&eW38PQro3bNB0#r)3|-s(2Xqc-?H#t2QOYCL$)ohZl2-h`E_F)Z^&o`X1f3Y*^aR z_9L`0!U7IODm~+}1-j_DE9OPDr2Eh>W_`4oY~$WE#37iE5rGi!6gHVtkvYxTuI4^Ti*HlRFdwcVxo8qJ}=Z1fi+P$%_=}d{fCq@XoF^ zYtqkiRbW@p1V^Y%g&^29nQbPV!xq%Q#556656WyHC%iMl5RO@!e13tJIRiQf$=(Gn zs{$G@>n_YUHh~OGPmkWQ8faVIgnRWck5q{R;0eMU_b_S#2NyNMY<7~0G~h2JN`oF^ z$MFoKX1wt0p@i0hE%1~6Bhri5hm?+N9{U`(5&0=z?qrY?U!0m|Z~=Dvc!ETBnNi;< zxrU?QGrv`0I%NlpJowD)Y{bZ3zdWdBj5PHJDJf*W-U?%zp9-@S+(~VF=^ohakPiP~ zH+_#}HmXyOWDvK&5&&YVdf+k@^~*gwI}<+7z0z7azRn~2TUaRb9Iwxpv0$g_-NW;Q zzpAAQ&&Lp-Gyl)y;)0eG!K@yg11X6qkyU|1BR#?}YadH`4i zjI|!G8E#6+HzWZo55q$ZPVH4&tq;Yaph5mgYq55UolTM()C?AS|GYj)a|sjeU3PYQ zD}2-5(!T$2-FUOO^IJ|bJUoQYfmR3Q9MG`MEG%ScpullDNN`AD7ME7G6ujasfYpWo za2G&rF?+r99XVpC92jqr~3SWGo=5<(r3)xGB6kdHi=h+u8PX^@nSV1Uvh&Q__EfSRW(PZ zlKlK#7e?!2%h}FmT}gN5K8VQZq$q%Wz;N8-uNb;szQYb?wOJNa5IE!nAUhckkH#+{ ziE&i{C@g~}hw~S3SHD!{K2X-(+c&Npsuca(yqsC+Eh2{KK7C{JxN3t3Ct4#t%kjcz zXl#aS62FtZ6OF)}6s_DBD20ZjzK8;rj-f z9g>sl0*ej1Zp$<@G`*a9e?dW{p@FD%C4+z2wzONRbj@}oXNQZI%n5X2S3ul%=NZKB zxEoc~69PXqQycC|9+1U~Dj_I*R#ZQcyMX&!b`mrY7aJ?;0sWV^!GS9AX)L;Nbb1Du?Ob>DRp(I=IZQj|Oc%uX zRX%+}M?>pGG0T-Fern%31&+`lolMEr#&Y0>`ZacgNiPl}G9@+Mle~k})KqUxH6EMg zK|t>wk0<4KH0yG(Ry0!8cKWrbK)dSDo-?kZ@z^=og*I)Qm;`2tH`r!QPQ`W6^M@963Y~H3FX4q z6|91Q|IojGxB}p^{z;&!Abh(iJV4SL{a!)tot4!IMAt*DRk)e!yk?=P>Bc~6o}~OE z&@tfRL-di$vJW{j`c{`cpcq8Do@1Lct>{-T^)N_SZ}NOXJ*M$3W(_K5(BYjAq733DDeWclu4F3%k0FS7r8Ai-rbY8IHtbA!q4gpMRmZdZ3GRwc#O^$s+@DqQq|a+dq1();!)*hN$J^&g;BFn?%d6t80Q&v? zj`j8k`2zE3uOCN*LU}>KTdonv+q~3{+LlYEtHTAJRsP^Jfknp&`OVEu%*fu`i#!n_ zYlu5wzzrwDZ%~S^>1n_HZ`MQCZjfX)qfS#Ifc!jyF%oB|kv^Us=>zyJQSEn^doSZP zG+&!$SmhbhAKlJIkRm;uu}I-lnxiFX#dOcKmbmRwvVdaAMR1((Z6E66N#KiU?|_=e z$LkVrO--LC5By)h^c9|MybVfYH-3e$?T7^zDSSuIVLH4C;%oy@BYG%7JQ)?kuv_uE zJ_W#2lK*9ptg!zpQn~QT%TvMs4Pf!LTDb8PM(qT5i;ab`&hkGIl6N^uA;J@LB*l;Y zUz8DbA1l7EWIWEUcjI|nb?rTjEwbV=s1OLA1%>OAEb#$iOUVAWp}R|3k(>6hnW++O zB^8sHU(X2%O)^xLfPQwJ{E@O*#ESI=Xi(SVJE9g-28RZkIR zur!mAAfKJ3Qj%M6_AgFU&*-GwJ+vc}%RM~yGnAeHhPyJTR_$J;AK^7TrW(#-+6xHvFj1=u_Aby0JfWWQN* z-tJ1F%`Zd>A0A%p(GJAl)pcIke* ziY&tWo|HCMP+8{mJBFt(i_h)A#vPaF|4+qXD|wp(eCa8mZM+8P$SXeu0|ky9uT!e_ z=1iHuYk%ZG*LBN@97++8nv}m>bgtPbbV;!aSJjUn{bb9LhxKrBi!m&yk^>J_ITK0 zH{KiPBm|PlkfV6?l9GYF*gWrgeCztQ{4QaTkll#7%^S(5CA_;>&PSf?tVKX-tKEb9%-P8V*B zbIn#oOgc?yZzG2X6CnIpbxGveKT0%y=fb~1%Ubb)!Lf*`+K<7 z6^!?+1YI$YKMWGNZMdP&ejGO$o@}v5AuXB=;5o?ks+Q>5lv}E&&Q(Gq{KCaov&n}x z>vzUAH8Wg047U2|Z*S?WE&hz~46_T!8?e*<|G!~_Aa{3keha3A0B(JJv1aY>IGN{F zA5g(-O$M4&ue_-G?PNw7S!hOx@wK%dfGw9>40*1<3^n^=cR6+HP2PH?fj>31w`F1B zCq-VZRx`LQzI_f7sSSx1h5t=~@dZr$KYzsEeIWUjV%=|Wyj)XdyvFKz7K>QhA$%Uz z-76x@tvu0m8Xzhk-Z#^_>~q^cz;XL3|Ff?MjBQ%XuZY7GGK5_%mQK<2Y+8k|zN6!|3E!7V2%^vE zW(Z4OwLUEjwcg9db$l@Q`dOaxY7cOH{@cTV>?&|6%WJ}g#15zM(za&_w_n(^kg+OB)_Mi zFa~KfTUOVG9RPa!O()04f&xBBZe>OJX|doZV!K*j*up)&Nh!sNE0; z$bXffLGe*H7yPU3Al{P0j@VEFG6`@ZD9J5XcaXvS%GB+DNRl7 zwL;SyvgF>g>tJ)Ajf!a-8KX4~rwfIQ_y`MOu2f2$j*5|4*Be__&_$Y7nta6c5Cp&h zAnk*dim#0zrT~QXhXEw;uR*Sp3p#_*mUO9{iAzphuv||XS+J_7QD)ODfNjMMcb! znV3L0&VQ&yr;M_9BQXKJgw4gReSlQ#_7IUBu@@ii?i|U9Jp>J zC;N3a%MG-$4Y$x0G&1ixhqkUy8l8C}Y3)q4;(R-)7v&`$*YCV&ZpBt?3|5 z$9eG#=&Z=`MGwpp%)#O@pJ8!31e3LBml9xWl}LeaD-M2T2TU;Q1WTt!ULAvkHwv$7 zdTPoJplbhtEkr~_1g9iZ?gUXes@p(^QO50HlM;#(5_rz)<>O@JtN;hf;*-Z7P50%D z80UPgoCZd5QM@r0D$!tS!6^T!asOD|wa(3<4U_kyL!gbP*rjIfpX-*HRi7tS4ns-z zsJlgnU_PVcW*+pLGDe)*1(MTQ?VL7%1b5iXCe~(lm^}KP^>5((`}B=xuzOHvLAl1_VKN z4vyP)4DUABh@h%osg274R@{KBpx!jBLsO86tlX&}1)^UvO$;X0AFPN}Rp@xT;VBAY zbwQ>&UlnD4nk{Sp&;A4yLk9hET{UiQ!Wx>;D@5yWpPQZ@k}MZzYk$FxR#S+G}l~&jx!P>pG255%8%B89S|}NcQ+>aNg1k2+n_h zGCT6AyIg1_>Equ&ZsARSK;K!6=_T*4ChKzx>HEt;w9{*IxQ&7mdJ0fSXrvuyH*E4O z0c(NVR4EA7wh|&! zJ&OwayH}p9&-xj>5NDkri$#BpRB=Qd-TYv-5N1Bs-5Is)C&j zQ11s@t!0IRzo0d~yL}o|2J}JAw!pfod4$hx0BtAr?r$p$VXL9h58RX!?C_v{PywW7 zq9T^4Uvk%uo}`x)kf1RJWp{_#5g^Zj@dn>XRWx7Ef!#+|NQ)*3&N*DuKNiQVhz=*(^G=zFgx-Cs3r?G&K^b%lF!9%FF1T#YrBM!luH3l?c zDH0U^REPZ$(7e1$>&XR$d~m{t^HQCd9Xy#qYOhbhVgA|p<1#+g+_CMj6=<>}>Og=5 z6?Vo~f13&#QI->)51!C?;_>vy|2(mWITg4w?Fe^He`Q|pP`1eDTDb$4Y?dFbr^gY% z5L$HKO^{1X0wa^3P_WGve%1eGfhHppKz4$QYnJZGK2}H+{=vb)AoW1qbk1{|qf?Q! z#yGUS_0a;U6{;O|f8P?l+bbO3m&_%)J^X9BJF9=_R|EgD!mgXaK>wZ1NBNpIbgqF@ zX=+U>&~r(PUjmzvlPO9X$pO^;4ZtD6?(*`G(Dwpe5?o;gu&N>% zxY1N~y4Dd=<|rk{@y z^*^c>YfRB4GBGg7Y6>sj9To!!=tz|i)zYyNqy)U0!((t$PM2s808J1*_#*ArF;=<=NN92$oJiV4ah(IcG4?d z?@vpF;VnHH4f7C==0jXu%T093Y zi6@{WSAzO$l~c@js}YroP2TQwxDZ7OZqPJbTgMygF!7eJe|il4yx;fgM)ykTbp_Hgz~b{_Vwp%V>6 zbeg(S=Yri`IcdD@HHYE{yqboUb@{xlBmD7MYP%ve+Opcq2wKYsRnBIAec*ME-l{Eo z#_?yhR=)l~BIVsmR`vG~h^{p{^F0%I#4$t;)~{Q6ZZn?tsOj=-*1*L8N;ZzC^A@B8 zXZC!S%n6h2r?j=^BA`(`7JlPOc|AKptI$%d!wf|W;5hFALZ zNfd}<3W=|zuRZ=aK)k|Wb#DmG6It;&E{>|I9tSj0BAY7`1^QAik|zh%K2JMnt^d#8 zE%^^tjhk=6m341%@-@+)?yd4BgA->XCcoa)EOZFote%=nef#!V%T|;d1#edHDsjmM z4w`oC3fw6m6aNV3fg73I4@k>3^=`DFl(-cp$Bqf zGum}3?Qhu6cyUxAr~xHan2U_dxl>D!3R8?A&3PCNZE8=_V&y`aVcmg-c3E~r^S0ZD z#b2>9S?MQhit!S8>V!5~vZxE=&m~#gdsWlZEqiu2>&V$Gllz29$RjX( zpD7hc>_t~}PpTy-^1zk71MLH{ogtC?P7&J$tJ>(Kq`rjKdt*jf;o+dujX324QB4DU zX2+Y;NFiXXC$F^54@7_4a?_34KVS$ePPRfgx!$T2oq!1u{)rsDgcx6WDET5{WC#$? z3Kb0wAf-NOHxGxkU|4E|%?CQ()bLsmnqRJo@Hxq=tE*@Hv7nMkk_X{rP{)~G2juyF?>${)g zX@hXAY_4ucj@bQOOEW_U;?!}Jey5u$t}>@kie*MhsvJhQas`q|Zg#Nb#=$bF9<+q^ zireY4y*(B_6LZf7+5Mp$A?=)UJVLUq2h*4>4xhx1Lfn4({q;oJ$zX)ItYx?VUSu;E z*9gmSK(_=8Z&a@`!-8XCV)}1HBcQ5pf-pQ<26v;U8^8Bv&9xiOhR;XhPAY?>TYSTjfm@Utnut4Bm4( zYG63^@DRAa_UV-8Y4^HD^Ldpv7H^q#NO(}J+bV2zm;8v(lD?#{W-Dv{*&ezK-));K z`f->cnb8o2A9wx!UT+k&Man?|XH0tEh4D&YmhEo9#8Ys9swbf)cg9UQZRqtxq~O#S z>Tl=$@%#vZ{E6yOeM970afv-0!4o8}%Kp|zZ`%r3Mbl&Tb{LxIZLIQgM>s2)F}|i+ zuwr9qjA~jJWKQG2FWt(@DG!xTK`(wzOqqxnSN03$oZHy_@kR$ zVuUv{0@IIKt;`pocj8Uc-2%YK;MCT~%hG~gkbAv*P2cl6gM|&+tp^|yx{u>vHWeMh z@O2X%Xz-%=uY#IUnO$}tEL}FuAa(VgwdIZWx&c{NrL&c7lgippc8?lrCn6N=t}8Im z40yRl16LJ&ekgjM-H-~*h1b!wuB;qaWJ#Nl1+)Tfr0v66Bu57v$VwBxe-ir79KcElW9C_nnyw+Gs)Rere^x%* z^%XURH!Ygk5{)UE-h`T6G z)Oqc5gGP;k2BE8i%;tDR^iIpO);ZUk<7#qp*QML@9S*1cFCeM!f{n9+4X@mY6k+~F z-;-AA{hD8Z(jp3-Huoi%9u<|K!_Egiusmw61!WAoh(v07JiqtvPa9Y2Z?;&P7af%o zzy5vWM;kIubks1gS&+wmGm-J<(us2@8D`3lqHu=WNkcAevOn;fh3!}2+3WO9uB6La zmxL7~yxC2H$#nM!(tX1JWL{UwpFhWNx8#F8Q?29V#KoXelnMTPc@5$s0HBwyE~42% z1OY9qzj`&rAz*dJi@5hN3+}o%MAi=xm)^+yl4lKct#Ac}g}*_}@k{^CHBKt5IihFA zY?yv)eX+d~m8T}a^|bmy?!5lyBygAl7o)P?jks|k`I98prv(X9GY(}#j*}XNEMCEk zA8Kq_YRK_Oa}9esj#5vn9{r`nk+MqVso!6)~1Pjba;M z1@f#EQsu8Ma^!BDqhF}x{Tmb^U5LQ6^g`BMMyPKyTwTB2Gt~2d!iH$)311dWt^}gf zY!gpw2=j)VLKap6BE1;>fa%n+%V|VpWxINYf3~V`vt~gMSXHAlN|V?+DH&w3LPf<8 zNqF`22$I1`PF5WYG>4|0ylz|U=8kW}Wy&sd|K zNf0&ZaU^Mr=w?IpW6TIO8>A$NzzXXzpH7ZI4{{N0;Ss;eT6!j6!rGjlIKPlx9aeyrUgRCB|JLm%CY6fT0p=@F z$)3?^-HI-gK5XKkKk@4E-#5%iOmB4OIl14J)YFCnku9d8@SKEBdgQc9J#+S+tKu(e z^jMcY_@*-%gQA1exKtujkR2V&S2Mh>yG+lh+`0SzNVK5W9T~Y9ar!Zy=2}E)R2>`< zpu4OL)q%Bz&u3{tLm6c80aWRbvGfUXj>S7t$ir0)_y~M2_cf|?q^eujY><@3+;7FL zb%Q5gcuUrIQpPXf;C$geii>_B*>J&V>3(fG^2SGowsdmpWHUXj>i>8;2ky$6a9ek5 z+qP}**ha^;&5mu`wr#tUbgT|Kww<%Td(SxQC#+GU>cyP%0rxntwl_J-Q`z@HbR1Zk z5xJ%}zKWi7Qz&NN9ly(AWOQ6svF@J}uS@UjF{H!#XK!5T9eH1y-a&fLv6KG}nclVg zuPKMy;^^?eO`&v$J3H*cwrzB0bZJfWNCT-ZjPt35;BR2A!_7<}R_DcCXHUR7zW?`c z%qK2ac+a>pzVI3vi>2irX~q|3>FNq(KR=)kGmT;T$WurFkx)(7Lyt0Ez#N$RPoV20 z?(3`Zn;bb_7MV{YCGXcYKX4_D${afa9=0?7JH+$?jxu>jt`j>6(TwiVP zbbD(*N+b)TFNCsOQINI;qqPg?+%+e!fow+Ru91gzARj>{9Hd5Q3`+T0C zc-i`eFeg!UqG0{J)P~N&kib0;bX=nT93~o*U4kzD&bSdtb9A-lWDePr- z8f9VzQ62Q(F}PLQg|u|xm6RwxmguVF*=V99CQ%>(r1EmuWx_TjM@*tLa0xBZYw|qk zeDL&>`I6gTj0z7>on~Gb8uxfi{CMY^LBm`~(rv!bbr+@L@|4OZ%KN#wfU|fqDbyhH zKIS?*bL|UTSnaorp;13`D20ZfLx>^>KLkASp(m;^&I@wQ_fl)vxClKMq7fj zS5M>aE^y%eKUOZ7YB-za5}h9BW6UI&nLKMwiYu>+>U8Cp0TT*btm2n1i88;86)pk; zQDx*4HI}Heg6?$og~e4D*fHdne*Z=m4_wDk-C6NOgYZ1k2CLT4(<)r6p{EKCKBlsC zc7Aw2r4ei*#T*+w`~D=NH~6w>?DDwwoXmwH^0iUC@F6jtPp8WB4B`XM_#Up21Rj28 zhrOPiocOwCo{%u(5K(4GC8e-UG|T5uTfHahSNXa(Ip^XN35vK#8FF`|7v<@wRBq#= zl_~Ez7gmwpAA-Hmx=z&ob7+DUzw6BFt1MY9aC&LkH9b ztN)vp9#dPfw*vOj$q6G|2}fB`{SI(-ITR5^dt`i!?DAx;1#zA}c+j9YtNMy6izl&& zi`*L_LWE<&G|pJchZ91N;zN9GDo*dQZ-sGjP`J zjK)lH@huUdPJ>-e2l?^o`9h4=yK&rpLeXogX4Z4M{T;wze>?pB^1{OF$=zGHu)HdC zJmIltR|LfR6-@uqqJV_O0kWp9_GDt=fve;UJoxipt18GM5AD5YP z)8j!AdNR;X2rs!Tp3oZnOvC^tut4HQ>W)$T3rIXjX;E}jaN%Y2F;tPDQCKD zJCltOHD*bT5T*lGy2E53yd>~OeY&m>>f7FT{ zMS2t`N}QW>>sJ+|c8*XotOpLH@^67gUMz7J7d9lp7h<8W+xXZ2(5U~_UQrly6VuZ^ zOYf_pHwuw!s=oVZ8XC1SPVbjAhwYiE=AXS5jTO8+XfO7X;>iM2B;D2lPjQv7S1(wLfZx1KtE68q#>Q4iu) z5JRy9>$DN;8e($cKtzfWLpm~q9V`M+Co%FU*dWki)Ac0KC^P3(GPcqeScy2qC7HJ{ zQFyZbdR|pbjtPgss@hUH8{4jKm}k#U)BWWjjVmQv)*C7`-HuxlNED5Tru*BuA zfh>oaoU6h3rsY7c#LFk%_bhW%3Ptfsps(QzRkqEEO>A4w^uw}?&?vP zeGn2=xy(KA)Z_rm|MN*#;5V1eZ7x^DUieF%j<(d4CWq=>A6l@29oZsy4m)$Nbz58{C`h14Di;kkh#g_Ww;$UE_Q?x)$Mn(oyjGUr9 zh{>>K^6RV=(8t!qB4rO6Nqp>UM~XG!zbLMqqs;y{EQp8 zco2Or;y^^Av=pkTg^gA%ZDh#A4ReSnskSyQP)4)Q^vyb%L{ZOF?$URO&RF39iaTNq zoyhDg3m5h{zqiwd@OlUn0@(jRAd9jrim0lRs*1umX&ojy{)hba$BrFu$kx^mC)(CT zXUEl=mCDJuBXD*W52gadw@prFi(+OnJDeE$;&ffUxIZv%0a0gMf?1l9bp{8X2kI2= zdB4@$2|G8#6s?FjNi7K+O$2i2)Afz-1lxwHwyc67V_Ngb?~#8jN?5}+LyI@KHCBEt(K(Zv9T1u=XUy4t;-heDq!zlvhULq&dULa{^jXF zcFch#b%9WQw5c&+HQW+7&&a$4-z|a5{py*B>_4pOd(m+*}9Qd)Nn3~V}W_S z_^s>*t{sk3oKtM~P8LUr$=ZN2P14#?s}rk#jc?vV;hT*Rv%c?W9=B(K_Kf*@1G&j{ z76#uUb@vR}H(TrL>+taKH}gQIByiR7xrEo|WN8_(zrTNLW7ureye?I~G|}`0eQz{k z$=(Fqb-MsDSsFklqByvSAy7JYe4&{VjRdmNa_hJ+>r~UeRCed=`Lf4_bS=P^qovH) z7O=5-mc6zd=`^k(m(6L+?G9eq4M*~LG#SmV4XF*OE-qCr;&;iP6k^UmnnFt&S8#x;c_18bB))Ug|`~*8j2_5j3%(&3M-Df&^=Y3yFsf|9H@BcEHY8IhP?< z*^IBvY|OS+Ih!Zh*q*@ZgF%*P^bx6Se2OhiA>vVxohOV$Y4y>}^Q1e)N()Tg05iL~ zb9r09IP=V2)eu8tZ_?R}oWCK3Mh%BTbSd~I)=y5Cap3TJ>S^yF)NN{fQU)MV^+5|l zN9O)_N9`~MAX2ShU+qdt%=N(R-V@mn6#h0DJ>|T&Jx5GBW!_JOPg-XHA6BJq!l9-; z`Il)Dn~{a^@z207NOQwIsZvc@f4}%jao!}KB@#px{d)pgn=mu(ia4+(a=!+&4C~Dj z-Nu7&>ss=iMDxyniRzdFH`GB=bp=8A!ExiV@tF4EMU`$a%&`$tChpe+DfqDE`SH_y3Yy!tHWmKes*)tH!FE%$n4Nga9uLHzt$jc~zQ z;NO_YR}dV#ipvG0QjgA|njbAUH5j5q-=!=4o%UL~7^y%0{TIZ);lKxcAB3>~6UP>E z^OWVrUDRE%HgfwVIDmLKujoFi)AFv9P)mL(<0xA?PXMXeR?sHDkMe0Bcrl3=L~9Wc z+DzJcL`*+^l61?as{? zOXm=<8hlnO-ap*Vs;!ytr=u5bx)(F%NZUN?GuCI!(ouOBImsEDslzA|ZAe`!31#ld zMS&x6b_aXOmXTz{l&HW)3MZf;hVy{j@1;sZx zofp=8MP9kynxb`qkG(a1ch<@O*zNYhW-M3TVuB=J$^l+g8M_Fq26!YVTGE}}Zq<0> z#bF{r)8{j}2g9q%U=S|`a+@!})X9}10odC&s03ab`cluV(|WQ6vZlKel;FWJ(-&lE zYRtG{)XbvxYNZ~(rDWKMD?po|*e)N5=$1Cp& zPCeYogH0bU4%jTCMvoI}3pCbBrbTOzD>Zu%2)^w;SZxYJAc~owaX1AUZ8JzUghE4X-Noz7MDFBN z6CSgSL(a7Dvf9zNG35K#{>dqeqadmKef$?lxvJQ2_97fci8A$qNHi)CHFk{f1(7nI zWMfU3WpRqGh+b&H1X6cTY({eMZRI$qltKI6z!vk^Mq}%DtRG z%$%}lc`h={y^Vld%E$YMLt!%NF8mpvLek}el%)i%90d7>x6^E8X?uO@nKPY9t<@PK zzUiWEW>Z0WuMAI+BfJNH^iGfh>z1mP9#8a69dbABo3@|ZY{{wR)^?JbO5u{EtKA${>){f1(E;5|y? zPyY|3H9HFfV4Rb=qc;RhJ>K%m7}KUMBi!e({~ZCu%tThCcpGu_-OsrH>hdwD#)ZsG zq7jYrlarI4Zy5NC0gTDkjYR78yEzAA_ujLlNEd=lqsj5Fhi zr8Q1Bdum*R(eyoz^JtD?$dsQ?O%555)8_>a_561tC-%m_nxfhYkd1pw#5ZFSYPE#} zQ36G-^VVh6dMSoXabb+QSrKUZL>)TD-iaAlmqDc7Qar(ED**|N3O) z>qQ?D3AinZCYLw`PI1M$#y?g;=Tbg5EgR2cT=OjmIV87rJqOLSvpaOnd3 z6Y8(u#4avJ3wihj`q&iLO?+Mzh6yRl6XkT*Mc`bDLa*^^_SF`zcbiuAxqy{xqGLMQ z0GWpqLjUJggCU&{Xrb5r`;bEepq%LA*|+QCI+0QFF1U5Gl1NZOn|n&r;RVG&r|IIu zju_h4Zl}HC)#^6n-Q*OT=zVGSLeJ&lp>1p-+0<;-Z}T|epNj!w1!U$-nEP*GG>9Yx zyahR=y`dTxQV)7aw&GhOP7iy)0=irgOg=}n^)-18rNGv`yj^{^uq5z1Mo+RODGlTn ziMW{N+vs?#k^vH>7fhMh$YgQc9V}dJDK#_Bcy!X@TRKCdI-5P)Zq3Y18TJ~3YtiX5 zq#`u_EJUsSsfS;XBjoGOfg8p<Um6f=;~6Wl620jW7e1SFQ|+PAX@^!Ywi0rwtEXdm7Q4uswbL_2R{kgH#T0iO?G zjue*PsxhY%PIcU`V0|rp`Tb2BueTgXNsp~6q#oZG(`4&w-S5x_zkV&V$G+{E_`ZfR z{eD@lYkq=21NpLF;%dOQb7-_1OmhZ$!oW z<5Vp|xiW(0DUuEK_$NFzJZkoaJ6bHl!f*J&Eq+R~PG&xEcYM1c8lMj1E7P;M<3+0o zR=(e({uH6BG%Wa2h6;^xMMk)E{Y?o{vTXA$>_taw8P|*jBZq@af-&eZhO{)|dHk_? zf%-vvEJe52Rpdq<>rUJPrk>4?vZS&bpO&ZOsoI$jTHE|f96?=QRvO&RFIQDeH}A(> z1)1+GKg~%-`K+2os9U&sR6HVb?qEZ5G&ByGj*+?zj+&~HXJ8JUiS@<#8;B%}@B{3F zT4(F;Zt>D@|GYtJ=&MIgKfSq;gVtS$hX7N@r!zud2)#{HEkpiZ>A8-Ct?QbS)2WC! z%!?$o8IdnX*wIIk;x%A}G>oWwOWvQzrxWA&++c4wM)#s;%~)1JAjGyH7wxVnY)U~c zSVByfY20^sXLKi-)24z3g(0d@h{!}Rqec~3TJ2A=C(H7~kCCGD+&@N^7T+V1AtD{T zJaIMF_#n<2Vk7-qZn@1@rBUnl<2OpCF3Oyxh6uGB9+nCQBc25GeW=5SBmLJXb~b~Z zqXm%rUn0bO9a?;B{!aeGBkJpSyW807LdVD3exo?uA54|EZ_wtSzG;2b;5`+;w%C~& zfBgw#kn!r^dxr$I_FQbx9Po*1AFwY`SKATC!PXBNmak++M;SIoWZ?U&9*7{W@5y0k zn@@hctc1T3in~95CLS>+Kb|AIucC{ZhfQWIe4cz(09b=8gNf2KJh#1A19C8cWY#kll-WA(zpE_ zUMqG&*QPXMLz{O*p`8$6i=i`VHa)ueEz)xYk5AdV^K`x-UIUDKsMs z*}ApHF*Y<>>I&Jd94ez*t55oGd{Xs@Wg7J;z~{~Bc@tO<*I9fPdZYj3q}a~2<%~-r z#LQ4_&G3s=R7T00zoX#za2kgED5J(uS2%JHoJ@?id~`B=ARoWmKa58#q(n=}>@gh& z)C8f3U`UlM0+RgWpu(Y}U_KZj`h|u{II*IS7!0cdu+BmmZvgvLN7!9>_wLDb>5Q+jZH+I($;>q-4s*q;Im3&%6Gtp|dta)Mk-6IXCyw7GA8uBioO3J@ zU6!d6jFyHZBH&Uu=U^^N(JKRZlMKtG%hoUpcln1hPDX3cNhY$^+0i7^yaE57d2!mB|F#QA|dpTpWH`mEwGq8G#vO^r_@) z@$z0H?@uu2{j3}Qy%l2J99wUO0j`#fz=A3=IV*N{Dj`KKC7&5avKijsFR=fYxX|Yt zWcC0ks5y50xOu0hCoxCD){Ck7sNqSrjApGQs>+cT4V<%g%aWFiZ zIDVO&?cdLguPvuqoBh|XKXBl|KkMSr$L}xH#E#54ywh0xVfENtV8#9QWJ4SU?$DEn z@trk4nNI~B@LDYwo5jqO3ApLr9siu%WNB$-asLiTXndpm=>K4ttk&qML?Eq%E?z+K z@3=KsU+IcwKP0=#>3;BA03!X%y(@20$$@Y z(l~-0>^^Wc(+!3-kNpom>H@j*KF&lJ04U1pETKgiqRP6Leg{m%;DLo!7#V(EUBCRm zO8(O??=H*&t%1eGE=|>;tOhW5;L?u8P_^|OfaG^tg~TKojzU^;GU2Q185M7|292}_gQh?UXI4D zhHLmK>sU-7+^;eDi$m^cBg%RtBgis^IeX3ziC)@#XxJ^o)@y)|NGIpw z+{|@Y))uGo*i!-~QQs0@Kx6`Yln}C*Mm&scXiW>U7luz;B2{LUnx;C?esrk8kZLt? zJcyo1mDMiAC-$WW(RQ}~ap z=qUwTVxXm~Qr5YthXX+~JP)_;8?HvKN1o%$KAS&m5HlkXl1*vYz3nT#K^`@fsct*A zi4(o|x<%#acV3UejzE%1s;3c{pg;y78`02@2evkcL=-mz@hGS;a(o^IGg-3}^#Sqb zjekE@zr&rb?Lme769(o9N#8=dm7`_7YQ8)k>N+DGzFg_@*LeX4k-3NUJ!qF``Nuz3 za&_My{QEf7BF?A32YTy$b5qjxsp!7(+SkD%!N>R<2JS!Z!QBbWRQ{=q1p4=^>V@u| z7==9%m|dLbALR#Z0{;344Rkml9R++^4CNaHUj_uk0lAynwOXr!gEw@W(hORzX$G5imh)5hmt>|{b(@&dXtSO4Z!KMcW^nqZ_b#QfsTDD}- z0_$6y10&e7U_^OjCM0|+klfe-$y$LB8-DH5+^?xW>?#ttu3T6EA-0_uW*4#gArBT^ z#F7S0JRN#CZH2l+(zGNog=&XSOD)N_DDPDmj@GS*F3-a3IqKZ<<(+4;DO#Ww0H?G%T*47TL2c&t3m>l#FjB(O})uPMJ2}(uR%CdjG@RlnXq#UfTcV4^f7o1*(8pEk4%bpNt;gqdUdhlj{D1==NIEPc}FHM2w@j5hwSGrIUsS zC4mG*O?x^;E{FYF;vdI>6;~#mIcgdi!1@*jidtER#Z9O&f=m3{AOY5{Zfw!1x1rA z`1H^rP^`{2L7AxDk*aCW*WWC>Dt7d3URGyp$w?9m>Hzf-BGmM1$MGmu-%mi7B!x64x&GZV#7hPe}o&Q1#*2-Y{gO=f%U_35oK zFn-^@`|^% zCiXB~)*ku|imm>(vvcMYST!V;WR+~G4n|F-*3@+-LwH3?Ra*r`{;2)JB;>sz&i8v` zJUU|fdk)t(DsbOFR`!JO;rl(mw$&Esa}*G3L#L@M5o$x=85A`0tI;*VlbMg`=TRKcZW60dM?dEXr1N`rS}ldV-AH%*7u^jI^Ya zlYv%KoZBZ2RDs@tGUa3%Kr+mrB`AA~8Y%_82r>j98Ur|Q8v6j?7w&nIT}Ll`UL~(-w}5P#@iz2kvR`d65A<33n>o89ovCt zt^__O87VEyD1bOs)<81BEE+B{eABD17b;lWqzx7d56m`pEF(*GCYAlx2Z7%XHcg>v|!|@#rAiJg8i8q%!SD`m1ZqDmonY!`d zYi69K|ARDf-WO!k!C(9&J0Se^wLCE_97n$&=lU$0IMdK{SVIm^f9R9T!2AJ8F-ez` z(ck$R4##~ z0u?o^G4n5LPO>rMk$PQ)&;AbqQ=p@l*Ae?WC)0zOcVcHp@8WuA`gX6_vO>+~qGML{&O zxyY4*j?STAM$g|HK1VS!7wr4}IVV0zg&m^Va>!z`gqaNv6*7eD9k0-;qaKtJ#n&#k=!7Z|myj%Lb~dT*W+Y|CA$o-5V`{QB0SOT!$Ugea+H=IEW1OR8K{!6q`-mlg#P3NZ zZM^06lHR^Rp1|)WX9VZucZ~Bc?^FY2(oJX<9#~YqzyrJ< zFE8$iEMz1Y^PY@!*(~<&dmp{)TzO;Z^9k_F;Iwn^_rw^CF)*&TaG+1oO}<}+OnpBz zAfE{bAOA6tdbqKwdF0GY9~EcL#Psw)sHNtR5|P=gCT8({&)ZG8u{joj&APQAzujID z-Hfgq3>o3)SGRwkN_@G#H2+teZZ^;eIbgdOK+Q?9CCAG z$$LY_CNuVN;!<%2C(Hq8;G>@aeNB~N z(`2-ZKWF@(S~9xLnHa{{7B}?cpwJgCJ7L-K+qxb?5#M*Cj;5thpY?y1RYNCTSW-_9 zhP1R2msk5!Qiup?A}ev1|CS&$n;PtyoI}%hIl1oIHS70FFT>YS1frB%jnm#H=xIyJ zZBkmtpPio(sy%PHe!leP7`8SB>zz7};mf1DDjKa(GYUGespzoHEKR zd|mCgtvm*j*f=6*=cP}7iQDF&nA!i3wX!$%_F|mY!zt$~>}wiGzKvxoL4`LEY()R- z{|YX~A?48EODZCLlXSY?3bk$}9W&O#Ku&7B&8nO{e9`5~#Ob~!s_1`p*2U4cMq@3# zVwKS~OX?*u{DVYb@$=nWMJLLN zXNhIne1)s`*RO%Yi^?rEFFFqGenb+*avS(mJGsQ| zJz0Mfa9GK=UbW$0Hle{?Dz14Z_+2o1>-(k}u#0rvhYKO|_MrQm>ELkpvG1FiHPukJ zn(;(9|LQf~*?AdIi6T?5+IJ-WxnUmc?PkWpET*xl8n$N@#qEc7_-lgUqP?~l(@L8k z-fsWb>?j5v$>jm#?k1l^Nz27%#Z*XL*_*n4O{@&h+ud$Jn1isWfS}RS-;JC4uVG1SQF^)FuTqCCMV}9FfFQzkZcb zvaHK8Ydil|V%COJS|+#Vl^|s-Bv5`ai@2~JQHW_dd(B=wag2!c?&wDBV?(ug3UYI1BKsLY&wzwd%Sw8r#@yWc$()2@{Ev5Rnc%`4xR$i@hez4sMH-oM=S!v+I||AY zB(H6xlokp`5-ap_O_^U(L}Cjf-a*^gU=oWuS@1t01*7A!y4;rpSE9xbOKFQCe*-UM z)aZp7j?`6``JDO#&hA}c_RWvbC(t`vp5v=O>_BOXGJu9gyfQN;?UIxQ`w!Gh=*CYZ zs+Ipby}-!f+cts=BXey?E7csyIKjb`FPt27GJ4jj5Ly7D;LrKpk4G$?4c?K)Il?A5 z)(DEO%Bk#`>#ql@zIQBx!(D?nwEHql=6?X}_nb~!Bz$uT6Lb-Xd3Cx7e4d!f7Wm*z zKk0Y0YfCEU3+S>B(G;ziLt&xpD)B#0=h$)JvJIHe>`Vd1uv1QMnNPLX9nad)ca zfS5>Ne!l(nKCDAX@E4=RQgox%6EeoEsfTrpx@8J?ow4FU^cL$s4NRaUM)O+V{EeYv z0UKD=CX(MG3`deBLUV5B+n}D?7`rh(exCb!^@pKZyyZMR#~6FV63CFt$oB?47TO8t<_$W#6?THDjFD3-N1L_9 zF*r<+A_f#+aCZiJjgi)TAupalmn;!O!>^grpQ0nqSSH0_!vvEDRwbcwz{6USLZ4Og zZRcYtR)Bs~L9Q@N7dtq!L{$+-p;89JgbzkeACiuz%G2i=(w|bLz@y5JMV22_P`(2wT^0JaFG9$@7UesCVxeTBH?U1(bo)~N!e0G zY3KnA)S{1OfqNGvK#!vWO>t zYgJXy*sjuh9EPe6xhDn|2_6iT8TBBbti!gqc^$-{&g|a8C3snyOXzl-_tf{|X@TZn1EcdLZ1Y>!Gef+W)#K~ph%4#mWp z1uaapHG&%rj6>CE|3GNYDz-(A?7E>-Wl|ypP+gP_Wt-Jax5i|fGZe%!8D;pZPxl$J%742A5IfbNNWzv8TGyXgSpF4qd`Aa;u|E4x9yhxReC8>0hI?JOVQV%medT_X z&*9L(|1p5RrwB9fhn{<4k4645lYM9O+g|UXR`c5K+B^YjcYGmuXQQIa8~{ zzp$q2lPj14D>R{Q=%U1l8xj1zPH2moS($KA`2H7u`ApPH?bi_n#0B~*G1fK5_@IPj zQMhp&1)hu}SZ5Vx6K1mn4y~b}QdCSaRQc$?3{PS#IqC2D4X2?wdN^cEX5PO~ds|8vyb;zapGDg0RJS$g3MLJPwANfKOSr}d1 zRss)a1>Uxapq?X`)Pm*p3ABfk>7O=52Y@JztJ9!2{}zZbA}7nD2DV;A417QHTdq-w zCLH(6D53ktNe&gL)HKe(q=5VV;bB0bLp;A%#{3RvaC!EsNlX?@`x6_b+&<+zi$5VW zvv!W$5j&22^%(Ek@B%>Sa~R}f(CF*(AV7K(Zhnz-cJgC|{WQl{pQXjA*^5?(RHUXA zV!?LIWmFxwcVLg*!^#_FsZNs`b}~K%pI;;MEwhAaoWt}_#^2|q$qwSVf7wZnH*`Ew zRW%&iqo-Q=J-TBkV9s7IBmsTK9F4 z*bFG_4%;vo3W9@_<7LYyBR55F)!R1<7i#h$y$Wm8^%F?pl$jU=0!d}Po~_kECHk?8 zilMH8NZalS84IQWd{r7pxRS;DlgK~HqJ;UneL)5*Lc`lj_QXxE>OGqE{C;^{aKLgT z6Ixw;z1N592T;Zf41Ku2bO^}428KrfL)dl=_l82{ve+Xt>t%7vsIiDZeXZ@DNb)g%QH6pPh092?DX9rAuv>G$-C-!9@yB9Dnp?ZN`nRMlet znDmcoDZ$I8_tKdFl6G6>Y*{7kWQ+66{sZL7!E%Z zrXa-G!Q)9OgFSN*DRDSJNzjbB1En$7|G71esK%7)9)!kuv);u3&f^bsIl|-e;HVEbD;jv3fFHREhRy<{C&*V_6T?xh-h@9Q`1<}U zfw8lOHe2wzAvyEa9&x_2vN<<4>`1p4gZKCoVGC!%N^uf*oa`W>{%iYcEw z;S5(H14=;vAu?dgG=5ga&EygyiI}MHk{D}`nrKfy2OIRIp%`X9_n0{xM} z)zW=>uFm@WEY0sa_%Ae-h1EsSfmsB(g6)4-aX>YI0`QeN5*`N>nMd+Paq*IB zs@znLRdY5J0$3-SEknfcOeJdng>kR;)e%I5P-F;ZY&~#m^FavR^BVeNuXq$c`3oEu zF|NS>H#-J|n9$@L-3p}*;6o$3b2q~Nb?sD2F$nOd#?BAp=PbE18cbEO{70Dy z7EydBP3DE6Nkw+lTk*s!E1RZi@vn7`07M4WWa+Sc?dj@JQUUEuQ$+2x^WD(FoIr{~ z;!)!l{^6EaS!ukWnWq?){5D5fcSNe6+grY&1PlaTv+uBws*q1J+Vy65f&uWDM4+Uc z@2)AX5wTG6x*T*vVv_rRy234qq{*yYGKLWK<-DDqtsm4UCeC0~Osr(+ELeSw3zyy zn7sl2!xhYuL6HzoTiu?x-H$PG+pzQ!Dzws$j6WrnB}cQ8m3i!hIyEjLCA*{jM!Xiq z(QD5B=P751?)94p;MMp7IBDxnP!CreCAAVB*D2U zuFxnt#dfcTTfP#OCyy8%{~Z=ScqHDGO)aO@AYV(qupPOO{#f@c-K5i~p^jE56lclG zqRz~gQ*ShzGoEq~t~4#<*;JX_|GKZ|dpsGQ$#LK;(3f96*5bQuC{^@eU^~c3k%Vgt^bkEJAbP)wk#-bA_U;BZgq*s-eNfURj(!J3} zskvNJ%;vS^EsSZVL?u$XsyPv*o%BLcN9TrqToU@rS`@s>t&y7BmWgqTse$9=`pKF! zJ4Gbk3hYqSdVf#*1b&_U^PBN|-u^Gq5SYgY0n9Y`jc^CjzB(3*2egg(Y~}-*Wy_aU z_j$(b5haSFxiAvQ!YS->O#mHvvI^WL>OxD}F-z=Za?}V27F>YL6r2*O)1nN%+lV4> z?wC2J2?7<%(IL>Wn=w7Lo9wSWHHA`(sT-X}j4MBL`P;M49&c_)tp``%Emp<%N^}2US;^;Ki9zTupHOC$co>jCw1)-3fKW+Sqa866sQI(k) z|5Ld@%+Pwqmm^|mP~b1;{=5hN|2gYx8lbmZ5L`qU z8T_j6-F~}{_nHQ?SdN-AZ;~|&S4><)+9m^@^i&PEIc11^x}*i1COXwp#*2Ygo}3`Q zaJ0zM5*s`+rHZsqLsh9sO9=x)Re#54g=_wwCdyhb+I!1s2OAu7D)##Jf~dVuLgi>C zf7hkDhQ4yNyOxQ)8zT=Q8S{n7Nf&iCXK)wTFugGrhCPzJGtbu%p@jDn z&@a$m`gH>-QMIvVL^rx?Waco85+)~dhYsR0qZq3$5^3SYd}yAfSIA5!Dxms*m)s*+ zG1Ai?0->RMNC7Xy6rE)zCMG2+G*QvfK$M4Yni(V%)MI1~aI|+%awvwS08ASFy>$O1 z=rb>Ht>68ht^WRQXglEh^Uumk9tAd#tMGvGPT8}2@i>B}2*fvd$aU1$)!7f-ItrQ` z7F%oPdZYuKdyor?MiOF($Js?2+1D{av^At{V58C`m^Tu@8!~Odi*N&l;RiDU%L0pN zCMMCN%0zWu?+14eSm~|$^QAtWTGXOo2WRZxv7@W7l$;NLFwq1*5b%v@_O)a=2z|L+ z9Pz`t0F2qnnlA^WpPuoL$Maukzx@mH=01EWV<94`wljv_SziB#sI!iWvTNhDNK1os z!_dvpCEXz@9Yc3_Nk~Zz-7SdHjg)kQbc2+1cb|v%JL??&0*1w`XZGIrzVrHB%pZ}O zjgXYgf5`oGZ}|K8l!8w9_MSQ#ue%^A*PxJ_04H}~n#^6q}FBesCPuAyOa zcD653MPxAWX)f^W6_UMM7^i%@0!-s5d9~`)jv40Sz56oX5%>}gVKoGj)c0s|uYI}P zB5qU-C5S{sW2+6GY>F9hvEZ7=TvhcagLOY)ZGapq^nAOy46w(6n*+d5mVXUz{QG24 z`2Z~Cl+$!uE!jfo1kdKJXOH3cU+c%`>KKR7o1EG z3_P8Ur>IE}@sx@LKdedzumwOnRNzqibaN zO;cCqO-3?YgMDx922m0k+d3oI$!Z*()|<1b%n4iX!1uO^D^pI5FlXPz%*TpYuyZrSyOl`l38*P1Chz6 zGCWP2A}V#W!0EwrY>b*U(NSDuo(IvSkBO>(xBzn{^DhhK*s{kc?sRd{LM&bk6FJPZ zwRLIq{LUmmjkk+LFUhpfnQG5^#Pi6s_ONe?0h(3@W&6qH7E|@(pO3}d?fhb3@Lr@# z!5IuEYs*H0L0rf4K}X-V3kN&Iy-6dWfJir!vpMDZiWi8svG;aLMoe43KFew^jJ?6~0 zpeyEUi87b8@_Txa@bP*p(Qh*MO9Cn7W=1l;`3rzMe|t*)az<`xpF1#o@3T6<#Lvek zt2OJ@RRxIn08I4l?UPXeSN9swc%lmnp4q~MoIahzeO-BcR0w3^A{op5E~O%+Iw`0s#0}B4LoqW)vW{V5O(0 zr-A~2M|1(FY;D@tGk@pu;i<&lON4Cjf`9Gqdi$xXSHB;n{vh4-blQ9E@S#M+)5b81 zKS1S5?B>4x=KI?s^>?hbAtK$FHq&C0Y2tFjpb=z*{3R$4QD}!ZpGt$gz zRd-!$g-r@HG_9=nEbkJM>(EJPiz6apIG$-c(!!JQsJ=*(z)G8a;>o6V2W7u)*Pyhi z!MCJ{(XcTU^ZUHgW!6Qq{jM;sz03q59OZT~*e_?nVk=Ba^>B58eh+g(lsbV1k%h23 zhySScp~#vsKmQ3SSX6*eG{GJzIHGfRdw$RqHO35(bIDuDg%nfv$OT3#dZYJ-DMc^( zC0&V$8i?9oW#}e>|C>YqH$8m%KUZ7I7y!k*TSv0XzhXWO+b3Fqruu zj{mhIoLu^{<-yi&nU5^&Q5i{_00ToLaSkOalI;2fa1F@3{sv8T*jk3JW;dSzHVu$_ zJ#-t`DSZN1BABmZ{jq|_d@wk3AX{}i$#zyJI>C3X1l#waYtj7lkmCIq&W z+N?-kHgiJ~n0^Og5s>6BgEM7^hW;EY`}k9&iA#=hs97gd1;($YAv-pT$NmG^;K`z6 ztfz5*{R4fzX$>p}8f^@+=ZlqO6lkFvbo}{W=nqIbc*);vdf ze99M)NJmw~r<;=I0M+-7V?x2OEuu;BW`dEj_yuPCmF?ecqP(h*HRUMfXw~FC6xc~| z{)$&3v|IE?OUhrJLYbUD(^yuz;UVHcM;tMV50%BesK6v4$;I~r?0hZD-GF*Kb z@XL3AEr5?`8HL@kHV!Nj?Rz_RR)A$%y!?ugL5rJMT=bc3|H^L($h8Cc;Qqbm_GkD` z$*hyRu@bfu?vl{eUc-Kr>emxGa+2dc0$y?jL^iUoYRn7T>+0(AtQRw-QFmLx-*L)R zv-LB?*t7C_G(%Nu64pmVF-?2m@Xg!xlf2&Na>G_Kg9`=;n6dBDSy4TbkH^Glo9$7< z`#*|{{a_)Kl!RYODor~_Vc*`$>)AZ1Pw z1rk}N=YLh3VL(wwEImp?6d9DQ(+NvTA|&hZWv<_nq}L-wcQ9kar=Je2H|h(PSu?7> zASXb{;5tPGIHUz|#d&;0)j86@UK`)EY~C&3mfH*IkegQ&RC(J)S5KoJ#ui4;bDlN^ z6|yVmlxO^^C}(z>Nyt_QEO+^~0@#7-`dnIQ80hPZ`Y(;(8_NnIRC%19g3Y}fL9BfW z=y-9X`VLM+>}-l?dU<{r*D>-cu6jKd$}h)fUVvNkA)`3E9{qe;pqF>!D)J{Vw+>)t zi2<$JZfljZbi?0Y`FGMOOHQwAwsXes#v0iwcV7J!I_oI_->2f(5pSjlD6yUJ&v^h) zFU#x$Nag02`Ku9*-7_zM+S)%(Xj?M2bMr9n#DY1n-C~+-ALZ_98)J z3n{7Ao3c-D5GF)REh%lJgRvzL4GQ9j%Q%to53Ox>MAg~Ej99sKz)l%i%f6%d-p)Jd z05n1xWChYlR*_TU?hbK=u#ASrkxC(dK|We|%DGueN)0E9NgyKZo8pdIvH7j9p?Lf; zDvFA(rCVaFM_M*Eqgn-g-Ze;l8!G-z?-$?nQg?BXzdrw+&om`9OfxJ)HmKi}g4){B zAa_KxE}7F7fh-kkfg9hKQ&fa1(_=WvQi@&IuP71b50~U%sNFeG;j;Jye;rLofmDQD z7%CHoO(Y^}b^B%=Dgh)l>Gufsdg$c^B&n9A7}sSu1>#XXQ2(K#*B5!Y@37w`cR&7W zPamsBx3CQ`JQw7U>t)6=6px3`Dty;TLY?4^&XO(DTz`&NVaSzf4;@`rcjG^EXG`>c ziXm`yxr!`!?FYEXDg3J4H+;VA!^D?OzAW)Fc% zOsfAPY$MQrQQPWl8E|~nx>~EHrRCwHwDokerlO!QOiXqlKIYB1@Dcca>7Bbs?nSnv zk>NP-YM^o^aNnvpejvx#N$>Z2syAr!;Rb&FVh!WPP_cQpc%=x;tvmUkDo^*%$-pfG za=0bk(c|x*95n)Dcd{)(0TmI+Agn+xWKmEuM0B@{0G}X|!HTr42(0O0UtY+ztfJ}8 zaQ+ubBA;WH*K@KQl?v%CDRmo{wS=VdG#G3{nX@jc&Mm}LAsr*NdJ!;8hGD}PX~j{9 z{PyiT8%{Z!ytw%(w!fb?2ud^xe{B>^(K1iyPnNO^)^kzsv!7{a+;_G$**9Bd^DN_` z`BI3xs&%I9n1*pHb8<*#>Oi<=2k9y@`l@j_VX#K7#kn*)jj!KslFga*ARL?{#dte=R4Bv zGxWy=N^F$72MT~vBrvN+=eH$gr!o$p*Yq6jjBhq$S}h!tM|Lze3V81y(;-_U<83)} zUsHhKA`S@L6}8E4)UsTG16c;RyTDc6cuA1+KeLO^I^!-x-qOB6z_(^*Tp8$ms&!!Q zzDihN?cR0dP#NQsf=Z)DX1Lzg z_T&ZP*Lfi3qU87L7Gvf{7H}{Tjg3@kir)vfd>0+Xc=BiyBcyR^dV@i-a0l0kBt+8b zU|gB7@NkR|QspHnP$-OAMz#ihY#Pf)kao4L&b$E(XNcHj@KAv`Z_o(d54#Hj6rJiX z^4~`^oYKCQGK_#kw8kIzq(BgB$pxNOBu$C;F;==nh5RTqfDIL><{MU36N3avi+3X; z$C1!->C0GoeJHRJPdEbdp&-F{RCKtIFUMFh{YF;n*TZl*woAS0R{<6Z0l&f$52MZF zZO1H2sk?Blh2FJrZS)~TnenzPHo9tFW7DSk-roG`Z~FOGvQLG>4LbNapoM3{&|<&{cRd6S*mJs47d>R}hc~0#py3 z?;lb(vUb!>ul&Y6Mf~ro4Eit14SYpfMI_E)F@!{IZJ7Y0o#oz&zfnHh?4_ui6scwO zZ->vyk))IP8+)d|_K|mVuPI5wc_}tL7r$IgWoU!)2VwYavnB=h%=+=IYWC|?^ttcSug;4&)`(uVJ7rM*A+Ln$83!3sglhdQ?PRrUlX621BUF!DuZv~J z8!B=v!W~T$XKz9Z!)DG&QBePcDV8MHiztSPbb0dIj7?H~qbGPYjr1E*0gRFYwHyL) zf_Ofm1slIn?K)(p&L)uH`GqXi^?1K04NNM|jbfaUw=C^N-qiMxn5qLZ!Zx(&V@N-j zW9-Oq=}EP$xnm({O2s0pgC##4@@k4gU&;d$Ix@Ub{$+==TboL8!TU)lFB4KN>6 zGlRBa$bD;ZCrd${{=S&-FfU9e+3_)r^;A0L^k?*uoiJs-u_la+ln}gyKZY{RjagQD zhz78fBruVdH$wfBKi+2e_V03GK**yoBb!biT9>(gCK=Cvwzc8*D9!X%W}_?#Y4@VT zU4*oz*rA7ShR$%P6+|cym>%6D^d+f@ce^*avQgubQ9~$ zlw3XpVw@27xxeHN<_c{=?wJVH86=81xLbpmhM>!CXX2T{w3aun-cQtb z9`trCv6Ng$XXy$8Ld)J8k#x$wOP{C68s|{DzY6aN&h$4%S zz@(Wnt{-fo#+>bmk!ZK^kwQNIX?c?MPKqo#0cM)=Q9iURRJ@U>q(5tXG+89a+Zly- zRZBtThCT$|{1QHcet=y~&zTevqp`~BSm^oS53OP{azz#oO7k(Uhcb`zb`{~n;}#{!D_y z`t8h|diwJ%aK&6Wzj296S;4J+r1fQ%sV3Nzl&O{VJ@WG7gsu|+gAI&j+qdOnx{Fg~ z8F=P1nyw4&Z83RPJ3~4v^CZoDwfHbZgH|5^_!6cWP+O^)_<}iZkyjbXl8OE?DSdPX zpyt#KEI&MWS7{#(a#gJubVcd3Dt zBLOw`m4{t&i zWb)|?ZHP7wY;f2z4MaK9Ej&E9r6qs?IP^)iG>e(;n(J~*9Ori;``C!u0FKc&cheY@fI8(q3b;2(=U5l1)ZY4mtEvjlVhw71DR@c!#6@GKvf z=ZiKSBYDi^p=i-BX{=P?sf|}7k%o~9>J{-iRT-x!G0^934rQThsmhSlUFx61vW*Iw zg^DQ)tPEsC8zfY>OqpF<&D-N$e>taTzhu`l=!tz^7}v4|Cj&|v_5Cq_f> zZCwB007;-fXr-mUHpSA?5+L^X89mJy0WABcce&%?%)`+!G1(Wwg=ZV&)>5ioN4Y+7 z_bv>Jpkb;XKk|Pp((J8$vq_ww@6f!eY?Q?8OGGq`;xYKK8BuV`Q(4YMHpUo*?`IFU zJ{b*-VXpT)jiV?$#U^@`hF7}SXo{^(|hO}F_^$!ZUs_suK7W$CuAbWg{e;0SW{NWMbE}3B;jnnmZwG30fsuQU zdZt9Ypw3dASD4(9=7QG2f6l2>1Aiw8JND%(((y`2iXw!e((BXx;o9Rnd9JAXg0~9h zxP{LF0)5wKy)?Phbyu4Ei@zfK)E>`eadLFj2?g4T13!WY->DgFQKo<;T^$i>hiVCs z>Qz(msRCz{QD>`RR5h0on?=(wT8^^{@hAxzU}?zQ{y5&f)}@; zX}av>j$6~o{p@x@lu?{l)RnYzgBcMwiFLf49Hjh+hOIS6K~p0Q&9WFb&Wagi_A7q( zt{gFalYfwj62FCrJK7xEzX5)}tUGIWse3;|uax<+W-c(xJ)5ox9ItTrm$Jse_hugq zC>fkTodo8V$A z>^U>hQn&bMr&{Q2TMZw=J)-?S-VQ{~3;XuHygZ$BoLRO%ny2w%JU?`NSZ-(nB43p` znJ>=yXFi?RzhN=5&?~bez~GxzAnlJ60BECK*M0x>e#fum{uZdxWPLJXr2z^9JJXu4 z;x&L2mzNM3p!E~r^OF9}O8Lu1dnQjCrXiay-8lgpKz-~d57alpe;_ld!Kdie;QD)Y zQW%mTN(F@^G)AZPHN=zVh7Ha{QjGuY8xb4+qtT$-Zt?V3dxTcS6v-;;^wDPWs&)z1>#c&#l>3{SAE91i1Trt zuA}9^2oV9{%`G4v@9(oTm`Dfn+Dzu+v-It}OFltTOA8P17Jf|?}SJ&j?X!zUKYZj#+$GiBCZ=paf zupdr-DY4ZBIwm*mCE@Grv~}9C^`+WSX9(~*54Bo*lL#-%G`ECOjq8)lIQvZ?p}_{| zub3hwYh61mj@A^wYj;`SD=J&0>MOekeWu6#V{Db*ULAK(N22T7RmWB#YVX)RUs_eD zMoWT$BOHL*pLJIxAtue+`WSl!o|sd(y>$k)kj`zGYwwI&?wlz_f7kMhB2>~W{j|ad zF645ngHnGwKa)a;gWV<9ujqnZ>{V4D;pYGfR&`w1YtZ{O@z~p zt8Q`=01szJM5aqBELokLn7J&9Ke~bP+f&*l~sZ-ZYildK3Hw-`Eyp1 zeNJStCb?!;|0!1{e@N?k}i>N4Le*8qkFhuXCJ3-9QP;dpqpWI z$M{A%>dg5edWm7|;(V%G#c8hSo5ocU61mW61nq z6i{8hPhvF&BI`GpTuM_SRxu7X!N#ZAg3l^}0%SIi7H?s8HOu=2cgbi-(=qi)vfCGq)wJ`|i>Ab>kKz6Jc}g*`?P{ zj}82?CIa~R(q`V zDOKOrXEQoT_4&`tMBDq~(qQ)Zj@HX+9emp>D(0wphKE~-u!?tPH59k;N>idUDjwZ7 z)$+hQk3=%S66CE&>kC>>daa%n zw%qAB;(VG}mN&h?te!a9!e7uyFo^O64V|E2p+=UX-pdTK9Gl0=nOfyVK*rw`ltw*9 zaeAPgSWs}v$}5>*D<#c;9gH68krCWI#K-(bUl_}A9fxF={%<3BBy>bD4gY4!Zn%$J zlil;(dqqt?qKqE%WW$`FYhy9q3dlue`W@dx5ix|jQ!ST22OjAvdV4qFv3U3QC4nMu z{m}hg_FlUh^wr$31YyX{fjOBAWoL_lyL7qivE@LE*^Q@%n}Y+>HFM=iZLXN=b%`dw z+A(AXWhTZzpKF4~6|VG>OivCXhkoyZc(ImDqEx8-j&neuOPb@#wN#EkYcg&ko_fa% zg-owlmIaIyeZi42Y2ZuxIJ-+;>{{5b=Cb1WD4YOhuqDvJTE1nTkv2hR;^bSUlqp^G z%vbsx09S}Lw?QM@aB-6-l}QBD%M;EYut0?B%B-=A{Flc|(%CaAF`fcql%l?y?1?DF z&?VR45LU!-E<2iGozcchgTX>y-M#Xqp#n{Ht2Otu)re#)%Luk4L%C_rP^zN&CB86f zwp2!2ta0A5!T~mD*7_D>XOO8|S|NX8{Cl>THd8B`_|Mfb3-Au1UT@U(DL9Mstr>&! zC^NW%i{BraT1zLqrTs?Ia!A_^p|TL_^SkF*>%bhU!%i&DfS|FTQ9mj&!ShXlq!JmQ2Vav1MFHd0)A~%F0-rE26 z8VtK;SS?7F$NO#AcA%TYgp54k63aL1X`hMWHrieIs}t#vju)hSm_K*!bgSun={yo+ zC%^<*w+3Z|71LXlg3gW|Hk4wFxhRNYK7VH5#h@YRQPb?re>$*MymP+v-mUZG#EfN^ zx`MD1RI%xH-LE}n9WKAk8gxMDgS>wrA-O{3AR#y7GAo+r9ZCE9JLTZF$nv;zX3ya{ z(9O%kUR#qA6XTslfQq>Q+Gr9Qo!NFsx-Z|FHk4y@uvDyt5V|_onM6a)l8P{;a5T8k zB$Xtm%e=N3M=VgJERb8Qqv@9zVn7Vz3>yTi&`}-<(lA zXY|L7WsTP_g#tWwZ~Pqg(b5DFkPcU(PEz8W?D_wz%VG%qqPu=O0RYwoc4Q0;R`$xq z9s5e_+kQp(-|!zr!gDEY|8|Pk&GqdXCj**~qjkK6mTF>hjF}dc2%bA$Nx}G%Mtih2`;!o17 z59lX5O}t(2nWv+N(l~2@qT1&7Y%uFb!9}^tE6Q|5iZ~Q)u_Q5dG0Z<|3|yMMX^CIW zsxeOvd(sj^u-}>Fe#jMO5#%EyFwq%^^t^t*-$x`zs?6!W>c{D$eEt`T_v2r3P1_m! z+NoyM;KyKLT#K~<3p}NtCUXj6c(~ub*Mjb*M-H4xmxdMiSyRlFc1jD`YW}n&m0Z_P zO%Y1M3lSn)jK6O#9T@mHMbXkjA=P^!7h}eOEtiKJKdYeuk149D5nT{!OiqDm--Sa2 z2?&5OjS6Dv#FSU;UHu8w`!Q)!i;0T&aS!ZT)d<7={j_?4>CD^E!>+epWQP8fnK7??<&I^+6virblSGYwGxL(V#!US+ z@VuQeS)#wyo<`u=Rr~lPD{l0O`)xA_5cxPQUhq!`25(>doA_l;-X6uEfh&9Huxr^n znf|!ZTyi&k~RMcP$$OL5W4dWsY%Grg8MO!dUg!#zQR409c zWD4La$T9Slkwok0q`iB`fsbo?dMAs4R?t&G;OZ(DgKC<_ALDaD;Eu@iCug?FeL7TI zF!FesebiTC#E3mkoayo=ZgQ8fz?Ne4Fp9_mH>HsO=&(GHuob(O(`EigYY%dDCMths zRGGXY-9G>EXb}%xT#U^1)FC-#i2<#`glvAk^}FU-iZ*9r&2Q+mmcN`mE}f=3LaOrN z2YEslM4};9bU8x7@j}YdTcEE7M4BRO!Dc&yP|U(^hEQ~Ra34Wg)g;a^-I54trG0eU zXn(qSPEXf<@0MjtDN6R=+f$fl$UaMSg~3+70x%#gaa)H$M zD>%ME0Ce@0XG?7910dpQ2ID($3kyl&_Lc<#I&^(QRSbCv#b&)qFF>d<1=sazl}g*^ zLUeeWCWdxo>&16Jt(3To(Y5mUl<1527V5)MQx(@_5ki7O6eBfGn^lbZ2cQy<DZ{RnZKhH!wc$f~1<&W)Kg2;;PGy8bks}fGDsUJ-~frWcRdSnzwvbn>z*XeCF z$52_0v^MA6S)(WZn$S3^h65D(S~Evs$*kvnEgHo=g)6VqhU8k*r1z3RY(PN_8EM_q3H zP9rB$a1B|%m;KZQ|cYb5~jOFqfU|Rno34c{8B_p2zC+>(0Zc@i-z6Fl~O0^ zY{8ItJ{+&YlSgFk^X>>vjnaen5-hyG^+Pii?D7}0W7!wAoc7Bc7i=N_Z}Wf{*lW(> z6t9JPPsA8`Vx!!Sq_q=*t+XS4vq4378}xeh5^!m0b~QhkBZ4vVb9%1B1DX^yHvufw z7(ba1jVY2^a8`=LzTQ!^4H4_7cb)Wk19?$IQE%1W_DE)UiT6oIJ-& zomBDv^lvyjZv$$*m17lhHOSvw_9*{%$Q&a^)w_#=o~F?VORut@!VR#c{*5zPO!Y}u zv_Uw=>yJu0+rl&2zmP;+;y}U8oLK*6(ofI9Y_kAC>?&aLaJ;h{=&+-YdbVp37B(z)V?(!NfgccuJX5aB;9kr+Q|jKRz=q zK{*jMHviis5&~?^N{}5_0YXR*5wR>!y(y>md~#-weZwSpad;g^wOv(^SkHuVa6&b} z&5SJ(Z)=@=)SSyL>!*F~o-_&(wIollT1avy+U56H?Hn9$CDJzk?hU>Fq0fHlDg9BnyBJY zO(?-%?m*@^SW??gxlw$&Vcq*h4OU6^<-Xq!kc_`(+)bXh?CxT4l+G(CScST?u$`xZ z9i$KTEUk{z%~k^Xb8!q`UFj@Dh$W)S6Gy1_;U$p|4O{MImiI4bw^e*U3gPPR?vps~ z>h$#g&AgqmL+S8Dr``ukAhKJI^l=5zNA;-RB6e-P7w~R(N3kA_+G~pZens$fwpZp9 z9x?ChRc(&?@cGM3uHo41y)EuieM#OYOW-ahk7WZ@aO0b`6du4b@tqAYuoRKWs0~utmxJ4llO^H$IM!#oJ{_xAnxaYHslN!BFDM&8B z8aZW%ak7-lKl@3jK7gq@1N2EzcchPc#mx6ifh^mA{HtBo6)Ln^v3@> zTzs)bJ&u!=wc%QmeYKZP5Q2!c%ya&;)_TeO-vxPQ=k;v2z9C2EL<}34y*3mev($iU zN-Mtpv_a8napr9a!$?R^{|dF+VEBL+5>P1R{P=? zQSh5|PU#=UIO$F?6XSO$8>EpPxXO?7x?=NFvi@}mSWDu^tRH^A{0eTZ@*r&wrm|pz z&d>cB>sr*g%xAYAwt&>T?jmt>~R-Oz{aP>hRkV>1BA<+<3v73Sw)&<-9H; z{AnzT4MLTMEj4>5rH+K;+?4_srP-TkVll)02}&NVHn-fp+8v{jY(B9Ue!lG8Pg0;pXR0?^$-m}w& zxvyx1aki1%!h8^wH8Xv@c1f@K?g#wxh#!yrPfNWykzjEGP4x)^HgmI{2)&v_2CuvO z(OgN1!g^j=1<%jc<~&g~q^P~(k5+4i(-z66bG0ABh$7ifdraqTXxG~}P4E9s-~GWt zMYy{OeDQ35SUJgA<#}z~)k<;5@_ggHG}}mHtU`@MFjq+pG#KSow#|8Cyh?Dre*M<- zg}`ue_wN3sJZ#rhOyFC$jBSklm}T9)&t6mEP7OQ3E;aGCZ}A?<>{}JX6a(*XvzF-FLzIix;&J@&DTp{n7rKYyG-y`oYc=n|2J0{3A^ zap{;eOf`eCW?WSAZ-2b|Q4s$wF29tc>>8AwuEnWz$A#v((I9wwSNyR)@B^Y0TkPJ< z)_3ffpv`G5JZ#d2s=Z`)uYWsLoSeToQe2#hGB>P})@vw*D&&jRM~j9OL2_oF4#e&g*H5I&df4a`Vo<&5*1lSf1C4CzQa^uaKi}OBSj8D_~y-O z6D35j<=jF>O1QP%keYTly7^<{+rYb9BOj<6SCnV(3_Eq$~v zx6;F@|4?480I~o1ZIQOzy|g@;K7u|tl8N~6Gi3luV{pJkSGP_o1jSTH{sq}HN8p?+i+`-0n9{^taJaVn6joVcn* zcS#>2xN!Sfz=7^B>0BiWqU5=x^Q z0gb6Wi#U?e#1gh@pqU0~q72(eCs9Q+I4l7)0T!!zT{E4&y*IX*XttT8;aebD+MGyd zYe@~gKN@5uYO!XA>C%1DlBYB6Aq0K1&~z_O$Fhg_!)LIH9ZqjufBv`=*kHb%(IH%V zM7y4zVDI}a7s+AwvOI?NDGT*?Dy|+si$D74!;NXWq?9;$0TNqd8vO;%lR%`(vr##}OP(jz~N%3j_g zhgc{gV=?Wrq#6bA+s>A)kATO`Hv3}U*e%vYg2(s@r>eDVZDl3x#KlpsuJSQ8i0X8a zGg)ryHQWWZ1xMGB472XuN7pD$?&J&5!`1!9ED=-lU+Au@JFtqwd5^MeHT z^~|ylDJsP!Ri=*oxNL`}%UOi_+<`ofN8WKMiv$T9Q~c(ucIe!VPP-p*$0W*&X1EjZ z3Oo5BAZ3ZS|wd2xD;)BP<_V9fogB09+wcO(;nX-&AO(ifX;EMz!HNFO(N3Q2lOVBnkRS$!Av<%3 z#6iuq>#y}#4da7EM6lJjd9Hb7wV90)10d+`Xf1r$yuk$g>CkG`A_dK!-J4n|;z5TC z=M8kpg!qIJIdBQP={}!wou;a)dgQl!+-z`)q|!TQsPk?i^`Ct%D|e!JF^{3T1_3J@ z>u(dY5y?JT(5q+;5GRK<^VuRuUV+!8Y6G)p@y|G?ld2sEIl0`A*!i8{f&Ffsh1xzT zC^|=W_?7@tkH?zj#N$}LHh6=l?0I!&rO9t9O|KKAcYRV={v#@MN^n+9XxS;LP^tgB z?azK2Td9(X{5dJp2xSn918SsdwGvCTN_xbYidA(t z<;DKJOEe)v7MDFJGuCe1O5r^k%fm$7Ld0^qsM)@Vhi-}KACO5zj76;9`?k99IJ8JV z&w`8r)4bA&f@)hr4seJ%of3%J9>g;!U05C@tp|%{A5+JF$mfjxErx=XlT5-48(9_E z%8XR-hSWmgj*Mso5lWR+r<4Rm6{wKQl|GF1Cn0d=k;%*=v9^OimTAjmN}xQ#kx}0z ziu!hS`1amjAC(vXSmQTs(!r<*V)OfEO){yWjGans7C!1*Ax zPK!)}m{?{*#}WsM{d{2nD;A+G7Dyp!XY3WBof-4J-d4!q2h4_g&)YF*VO6%bN2Q&i zdHF`71bP0%@6YQ~TCu3CpFOH!-Y1TI54bGOdhIa=j5p>77{yQ#l{ijXI?gt+YIdL%bhOi3O*w z-&uOvnNNE7A1z}2%#~H9yQB^c7aEaSOxVD8`nn0Iqz&%GZoIj!o^DlRUGPc}Ep`T) zvYn5h95oI<4MR{mS`454*`a6b=4Y0${aGz8sEnK|iNyFG3DF(ypd47t;qMOyfG2Jx zoEzX9{gYK_aI<-QR!vIs5^3(_`d(mP&` zp(k!eTr-V~Ug+xhB9Lp_|Qpzi6A9G!eRoB`rEu4D!jbs zTWLn>VjO(J?lkR}0|bFA&dQ3_J}FBj$n>sP#t}m{Jd30hOX?7d3nDpkwv@sEKnkp z6^9hp%Ym)~_&n;9XAdec2D%U8N&TGMNVRPBPI)|Ws`El=b2J}`bldRMei z>}^KIQq>|UmjG$q5D)6T&E#RYb-4+EDN*Ug?|22u;FL^4@e)U%U-w$^Y+! zb$->xwO#Q{%Rn7bl%s0?dJ1_HJ~c@Et%Z;ff3TD;j#7k!$kiUch55m{rr)G~W^&#q z6vUqsT8uRxE0fn79D{>7Bkn4R$`VVUYfkE+6J9n!H7qZWi7Y6vpqw--9o<0auZJ?G zC5%`nyd6El`e7bs_=|o^#$Kft}v8?p}p1tC?~zK zj3X9OSiR&0Z0>!?IwR!g&-JGp>WEnMvK(#y_k-jwh(#3!70Ptcvd#%mbX{_FjTW5h z0Z#iJgU?xJr_C)t_V{wi7CuW)=FQ1mmqx%l@g3>&U+HqG8CO_PLJ$!{)OvKwjTzqFaDcjR|}WfDtXv2%`6f}Kkcv$B`h z`cKefM&ol*gmj|3#4xK(W-J9ir6zCGL<6#9eGkO3*3@&px?%C-OIfd^6lVTZ{)ElM zem>`~VAJdFy20}32yz*}5rzR}6m(0Poftt_2{$StISEsLl%J~)u~R$Irn){gYv1`Y zrv~#2_0p4gn!rdmH2?b~Xd%PHG#)3jmrZ47h`gO=-7w^A!v!td!;Q*C(w~ z$qF@%-MQIJO{PWXCUJUNC8xp@4G9~jHNyJSs`q~%|9BPc>I!x(wp5)`tSp=v6DbTS z|9$nFhJTE@L>Q-}>U`WZFy*vWMWp0u=q`sJN%smj(gF7zvYEubnt_KR_`_3m&7yFo z6m}!>k9ci)kd`kPy*Y+QhUu@QxHz>G=C>H>k{I#IuZT*hJTla(85R&XBbT%=I!#JQ@PvQU}|$VrN6#1Eol%j7a4DC7U{0RM_$VGDQcNZz$SH#D%tF>NTP77(bJqrwvqs&!SK zgS-{Fl>Js2(Fnf5u=q& z>9(MZK&={fM9glpV17ku%&#!KSiLfhIWANFiBPSCh{$QI(kWmM=1s{{gsd=_x(?JW zkkl=b3<#i|Ija`Y_Oo-+q|{+K!}x|9w8fh!XtGSrD|HP__2%s%P(t9JIzQr8%f!ms zt&#*O(`~w4x0jt6C4H7waMO_dNTo$XC9Yr=noUSIxZ?9A(@x1xy*@?)KfAOj=BA)S zs!U!jDaf@y_rx_9vpNJen>~o)qarO1-dFg-iHJ^POnV$8IAKvLfdHzBGxn!}2a?Ln zsAkRabm~MOkOht@wOn+JS=a7!V92~xZEbT+%2Xi+PA(%H;7aTg1AAh=-5`XSNns0a z(}Cz=hUiZyPtaF5E*%;k$7EUgq;wvsz6XEf%&EShun>*0FM!u(}}n@ zG)24(qSzu4W>i%xFkj+9%a2GTX}*xCL)Xi#|CEqdVF*c->%Pv$zP{e8=r8N%(Davb zS3py1dEow45tL-_+cmVxsXTk6H#|{X2suR)2lg@T*3J&K9CiYz+HG%=EZ0b1|M1?9 zGo7A^2_>`ri|Z1?gFCrmQc@DT=dnIWj!IB)>B{?fxtYw=jBk-vAIgQ*LpyF}wn3mA z#~+sOjkpx6RaO5Zc0YxO1eR+_3ISbD@2+*SYiz$z5qb?JDW$Z&Y_@XuabAaeD<-?p zpwyk|XmhuLf~KmP&)~Y%c!D*fF~xS23bL|Gn7{oN!rT5Bw!)35zcEAV@6Ix~c8tQb zWD7zwB3Y4Lc)p6zltILoV9oN{mggfezCIN^IefYH_I(#4O$`qZPqu`|W*FTIIh)tg z)g{ts6F!r_>$2kViRg}wj;?C{x4z61_#Pi$T}^G{zAZ2BP2t3@CkX*6LR3_g4+$gb zp*uM<@Z42iXOIq_Q}gh3NM`3}X&kXKF}WJ(U#tB5eFa?>U5`ClHS@2=`ubcro2GxR zd49^h;WJD3zZxa6v7zNq>-XwcR-TpZ0gZ{`a}ebwHUmC?UTR$f(Aq_$oP~7d`E?}C zaaGLHcCWF0U_fK>TJ_{Rf?UD#=g`B@TfTHvYT?wv=yD-34S!gfaX$E>(>ufZ#qzR+ z2L!^%L_+TUEHavV98^>Z<^RLiSBF)#yy0#{rCUj95F`bpTUsQgTUt`OQ@R_GE-C3| z6Vlz?(%mI}XM2A4{&{_lj~rmbUbAM+yx$w&bdU(3ZfvB@b65uqd<=5xXJoO`daNz} z_3Kw`;)n%@Taa34=PJ3?4SeP7{;6nue7u5&#s|Qnb+dq;DP)3zq(G;am6cUP>Xffx z#MJcb+dMRAz0DQ#^la|t+79<7mId~zeFq-JEXolH)8J9F;1NmFC(eJOjEpR&Rq|q00%Jdz z(}!~)pi9uNWoh6uYT_4|Q?k0g7_~783MI!xd>_I@=-jS zxb`S-%H~xRpJ+jjk9d)2yFk#0uwvH73SmnVA_KwukZhB5LdWSIt=hyw%fLFDsc`+@ z0o-7GZca;vQj09oIhpU~%sG7ifc$CI~%cIwPyd0lJ|h@%cvMNHeS-lkXASKRQu2NK0=s^8k+I-CA#jJ zlyrTwG!Bxo2)&y!+j|ig(&_sZsqHmKruGvQQiKg5O3_qhycrGRSq zZhJ&EH=q8>mI(2o*k)=8K_VgUT8M!T# z!wvPXs9+s1wxcPnA(Ya4N2tA4&0JFaBkm17y}7)z;5PyUe&T*#bo=O&ZHl#ES$x9f z&?i2>W4F@1($=~o?RIh#ZTsGUPMgYNHa09OMe!1(9`7vX7Z*@pz63cM_K6AmAZRmY zSxmdQZD-=PIr@c*X^D*0ir+n=%#a2ZG;DFl0qoQ(K2d4tV9SV|%HQl_C|z#RCGJdbK-@O-!I2 zR8=`udt=NmxBWN>`=~(ONkZ^Nz8-gFV8*emgGB1Qgc_8KCGuNhH9+jSc6wT1n6y9`l zSD(1Hq;vFkHSMy1zR@x{I(h}UU*!t#<;&>!_|DbNQ2wscQPZ5Ns)@;(rK*0YXZC2% zSgy481s*Q0VHNu# z6j*IM8(M??3+vRglb60(0zD)wa zWR!_={{08{Wc8$>+v&)Stcx@u`yzgSv6%lIkY zTa_FaH?cEwB(VH`aP&j^Mx71@4=*@h6Euj4FnT9S| z4J`wMJrdrxR-rFnz~D!NZ&0Nms~$-63oO*(zpA-C&A+UY<1bh?eHW9MD50*dp0}qV zFE0e1Ly7##S`&`%js<6J%A;F4a^R-wVij3A;XRs3mda&janYU=7{)^40OTu`S1wBx}e@6)QcP4#Eu61@9sM!^}!g7=um zJNFlyo~@rc8d@Md!^21A{5R&W&g~gco<3;>EaF^sTtdR>`M6xA%bBrN^R@9*iFSWc zY4hBUT9W{BlfXNaU*ZxHs9&HF_*g$4K;`cLOGadI)3+HgYMdO_hw~%)M}enc&6;j^ zf;}^}4sZSN3Q1Hhe3rBs>bx!wLkZtovL=T*KaTDhgqtK>gY<(M+tNLTgpOM~dH>?fXnZgeHQ1Sc$6@6db&A+Ru!j zr*qprd)0i!{~6y$2!e=(BIGGh$7{YhxHmu0L3c=ke}!P+;HG+p+Ww54ijYUNp;k?m zzq}cHx$|B$bis=AnkHkeFj?l8Fk ztb)&peyl89|8?%^^EEH=VbqLEpDZFLhx5E-qu$ff&2&vwYAs}?USF1KXx zyY$Mwu67_rkP4y;iHN{=M_hOoPyBpM&Grcdo&(W|ZR6*O2#JW`@=Hn_sdIN3!KYS7 zGDU>r!Sa<~Scn`vC^Aao-S>f-VESaO8?^u1bKtIEFsPjez~dE@Nv3z!-0&9%;kBX5j&7uYyB zZj&W$hxLKVMJnJSba}kLayh7;{t9AZU$>jCmME#IbEmg>U!kYD9dZlY?pJ11s>8d3 zyqRz{f*!~WfvxhBx_WPkHdL+I-KDgzptN)gbS+!&iKYbbBq}E6eOSYk0*0xD#X9I} z)@sOF?s4nLfQvG%Wfxx8+xGo4qyBw#RED!Dr{(T#gS$(i>t56D7sMh#SGM%=CbXqA zHC@X+b7rOdUAtQUQPXqU?!=~V9eEmA5ZW5i8)C*!-@O0q+>-s*($ZT{GSwGbSH-|x|@%ymAEklN_l3d23 zRriklX`bLclJ~)UtsRJig6(`VyZU!izh;Xkf6L8esjFovJOcW0JLyBz*${7Jdmsja z#H& z-7Y`AW@8&S$bBmOmt6E0>FVtpXiaV2he7ncaKX<7#tMu~Os{!)c{6xqUdMKi(JWcg zf=>tvE>|l_I@P)9Px=X%)tl)y#y&5QM!EhWhmXv%G=I}j>F-9724Ed1j`oo=hlYnu zPS<-$md2O<9E2-Rze1Y|SeoWnI=`wuKyh`IJMaECaKa`jAdjkAY7FkE`^BVc#TqOIhPP&L^FC>J^4kl5LitR|uTx z7bMT5RLl9Aa^pe5l9q=Xoz%yhy;2-f(j$$~y4ugZz7N7wj;A8|-Nh||P7dKxSIZtN zO?MH{+Hq}*8|mjp0Jv_cG2kMjplF-B5u!eiWS!ivFmrP+R^44hxNvv!S!c4cv$f?Z zCfF4S90Tb2GCnTuDRIEuzu{_#D7?j{Tk={5ukY>a+r7{fJEDSN<6P-PMJ1()H30{Q zMG-MC-FbPe0sc`Cn}LaFsiUUvwA>D=A)o=`X&VajaW?5aVz_vFp>h!b;tQ^O#c=Ts zn@J`&3l9^Y0gz66_C4eD@)#`v0l|xxFP|+UfYIA+90$-Cx<`V1b2}FhqIVel zK!^Za;E&}L6|q70Et8=XZc%aZ(=lo0lYZTYis>_Uugl7GxML8(4Y@wsy83`xu;6|+ z=zV&1d*t=V8$)$b_zDa!==wrhr3b#i=>ppMXfLfSVG|McgYHjw*l@5^WyYxKUod1{ zuz}D?#KFR9^+Uq>dv^xvz1|gYBMxi`K$7lfSy>clOp-CaqgG=kB-ch-($cK zzSS3Pd@D*?VYgM1F_bRg@#Afl5E;HbswNgnnLBsm->jI9H;gi~Dk?wyum#UPUhQ?D zSHbiMUwI1AUt|-ASo2r^5qy;GJSl&Nc;g*DFLv(6P=_GY@WTDme*W#JPkkRuW@sEg zNPqGx`Zsa^+h*HHqf^yj^B59Fl1du}K7u&&TOmWHIS#S9z^6Y4_Q=AJ8sMX-zA++k0}M!{9eJ|<$DYGn_6btU+(BQ|(TaC(@V6F7blsTkkpOYQiTrm$|iVg7Ca zZTdhDk>4&`sok4{$=Az|58V&SsJZMC}lG~TAU2nvoT?yh+HZKFtABnf}tRm-Et*w|Qt zZ4qFny|w+-^&xpMxSjm=&c(VPE^>{Ci0CaoDrA554Awa<86VRZj+*s#Owaco&mwEk z*2n#{m!|FbfMI!N7rTs3GmnHuZmXV>MKg-KI&6Cr%w=$hN(fCd!$&rvwv?HQvv3B2V8&K%q z3Lxu`W{JVJGq6E0wcMRDiCNHAm|(n?RU1C3_wblS$Purxck?WhnjGRXeF`njwuN&qhWi z&fdk4?6l`XU2qA@Nu*aJ>TkivYtj}2(FCKG+dG@%Kf+y+q;ddYDk$)$tLCK%;;VzO z4DjpJ{~g;Q#{zvI+lGFyhk||Q6s%ZIZu>$e4Tsi>mz-bQ=B|0oKTkai3yHlcCRSEf z4#Q{h1^IK0g%`eM@Bgz&p>jneY)0tLbynt#lJTatPf%oj2L7M@<(Bk?1uY029UbU4 z1NQKfXQj@_AiIvr#F410XLu`Z5|F9c-T<79JpQhAULBoH6 z3iY(%jRL9ou)T}m{+SM-EN2*%+kB#D#fblHih_o5Qi)TM6?x_Udh zyU#WfHG6u#4~)wR2DV0pbt;NDT-dO($!&%*3*?oT2d}RiCNMJ}RsaJQAC7#R&*F)W z;1nLEM8tYWFpiR{Dv1A937e~u>$wH0kdALT)PZc7iE;Q;na$20Hy;|z^Z%Jg$QXh+ z(_{fwRO4{>V-kRq%JXBJ^7=v;M=`ZHU#S0fyIk!T$vi7te6FK0ICrJmaw2~elHxGs zE^xE$0emb9)6I8xx(eEhGt3^6Qc~p9)MBVZpMzf0DdG#0Vfrz`)Ge^SGe~lsF;K*` zNQ@sIeZT2Q*PbUH9BiL@4KM{3_#2J?%GXnZh>dI76c<$P@c+Bf8SjoB&>`B2*xrHO z&%V~6>H@z3>I+4`W0+)iEcU-CNqeEm0Z%6NgM6}-c#@YNTLrG8T6A<~9x2wa~6coN+##v_@98ffh6Vxj=%Z&Ps=jP_VvzznC$T*5e zyb=R5C-SYK51FB;7!na|h5moPEnL@9SwM0uYG>T%M&#}~)TDuLGd+<3;kSOlN=1K( z;q|HD2>?vC*Bhz;YZ6JubbwysaL!w)>~RStpphWypS4KA%`xfHl`f*vm3UPZNA+$n z$J#;PGS|gO032A22k;>guejT0$_?6k2RxJbTv)-I-l*S7TLZn5f16dGF4zs*0DK!t z#3ZkO-u4^}umwRJh2xb~ekn#|O&AH66)3*{i9PF-o z(L&y4Y+jk~Z?U9e@=Hr887*J2u(*OIcO#}eeB*f9RZ+~%GacKb29jnNP|xcPY#rwn zQUEsP8Z3vwQw+*H=e%6j2F+Usub+@7H69u6OXiVRwH z@(eG>aI!j5)U44-1wMk7Qo+H&Il+N~K6*k}Y5$y;sI(RBhfcbyvu6moK?g`{U2oLG zyv~xB>uVO>O1H4NqNAh1nM#xpEt}4lN~)Y$lVpfT&9GZC^i%4yYP$xEr zU8N14-qQ?qdX*R|fU*e$J^9#7hSr(Au2Dc6t5xGYxQL);ymDA)RtVsfK=}lbPxwX% zTasqiKpU5w+}!$(J-v{Rh;g6~cDd;&#Vd4#VZlc}!H1Jb?OVVJ)}M3{1xH4jfRb(? zh5OS2l`q`CS%F#e{o`v^R#vcowc(54&mQV_bfw$iN<5xn4*@%meuPeB61%yI{8Bf- z1GeYe3ZUrM)_0T-ds8d0?7SAPPj=oFa33|Z1I}hYpsj`-n|0{4Qy-)K5~N!ac$Nl zeFJo$)q|~{udz^RVGrXs)Yx9XPW@KXchB#;+2V}+LAtUH@Ww33g8*4a$Hubdly;W= zM2XI|#4B+~_X=6LLkTpz!XW19>1S>cGBALj)_sJR6>z~tLqqH6>H_xzq0wVEMXmL? z4Qo=+P9F$ox}Mk66%1#f{ypxcN&n05n9(+igM*VK=+)d^6BL99XxM_{VzmCf>GAwv z=wUHDG}Xy#^+2q8YmlH1w431eY?gN04^ zh7{uUU`HM)a6<*^ptpG`tjSy~>*p>A{~E+`m5<4PMdd z0dR^3T^!mgZ5cWn7G!SbdivQ1v;0XbSr#DqE@ll`6;xEjRaBAyginscH#pAR2G;e} z<24J9bqqnG_FKKzYN@v3ry>` z_-%b6o8h&3DATO>+VDYcpA$fNJxEhx?q_3pZ)?|`1;AG_AnG= zWOvt{0b{n;u}HDKpp%V?(5wO@Zm9WT+NdcNC1tj>4|st##%bYqL~;3|je<4>Mz-%c zh^;7?_B{g-%2dXb#Q{?xj;$3R+8PM?SjbEps`(K zX|6^9&t`*}+}jK2F#ADaL|TN2t_N5wOK$T@kF89&jMdQ*^z(*~p`~D; zDK$!+MI4TbAGVL~J!szRY)YOv-5V1Twc&u8xh?TCv%YGH-!BF^xcTWix7FWQDNX%$y zizJ5*K&5s>{(RX5)*@ipsAV{+!4DTtVA9^Dt1TMdU{*vR-nbMJc##$NFe5EwCHDDWE`F#A&3yG9_O$$IbU(c@B693h;Vr(hAy1JzU zi3dk1EQd?{${o*qc>>3$+j(i9yiaZ4l2zS`i;s8sf!6@DNOUI;8n@go*x>Y;htZs6V3EycJhZg0Ri@p&N=x7GmtGz}*gz^6zkx7Fx6ZvO)ER<%awVxh6IQI>)k zXu?1}J3T$+yU91cRqj8%d|!xh>k~H{%i-wnhFCuL+{q_4IhhC>%N(enPh&<+_iH?s zW(%P>vb+6|D;_g5vnZq4Nd#cSz#3YJy#$5|u%3*5VJdPZey`k83%SI-;U^w$?gLL@ zNps!&B)^D5hQU0kPt~VC!4qPH1`@X#&kZmu1anwkMP*Y#LRL0H4kNo%RNyd; zPZ{-@qOsiE46&G)SnAX4IdrFTMK!gVJ=A8` z<)C0F`|!*6s@oLH?9rKm=H`;+#RPtW;pSZ%ywW9ReAq^FrI}#>%{zGUm)yJBc}$RT ztz+PLV1fw~m3{72yJuGtxL|{TY8u=)BPW$&U(O|Y(fvl3uY>F%&iw9bSatVesz?zN zPsJZ1E@Y9P*<$c{54x8Z~}KZiPy=BW?0c$K6WQRDe2xH-$^2W&a_77BCw1>PSkSpSfh+>6K@4X?X9Av6vz0r&UiEugcVpH` zG@n=(3QiqhXjutadS3*dTB#TNUw_kMA zG1fI)J&3$f z4J*+w(@@>8k`tyb6nS;}4={f?q7Oe8r; zijNlqg1$MU26)wq%ehXsvd7F7F0t8bozTv)Ufx}u2Rb#pNZImMq=|m<6 z#^LOmPGEwxh-7GL%FM{{2D7@slNmrWun18t@m@V7fBY%S%@+jZbE25Vr2`h3;%-x`qGx1w|K6|_ypQ=&3`ucj{9IV>~7@I`8_^(+yT^bNfcwENe#bi!%kYBOy#FtVBxw4fg zEm&^Kf^L2Qer;E}lxOA(f`xa@C~(%o5orvDR{l0vPgE?Wr=l6(%^{WW-_5R;nE~v*A9K5atl<(LEv*9kcKGybqhTKL(9e z@0T_RP@hlVsX3&(L7{Y&oR;SRL(|_SWCze5EkY9+HEZ<1FwFa27`smIF#Y_-SPSit zDnw{uMpVAvt$0tjv^16$X5zJRYYyeqhV9)YslMn`fy_>k1Do)2dezG0O|i z;W)tx5DS6hr<)D;ZO%`GNyirG#uw;x2$8_1E*i7ZdZpoZW!0%kXx7&sPwg}|7MCuB z&(CvgaG&XlJBhFc(4g$u?p>+@Ym(MpkRwgW!Y~VA_+p7*;pp zv0IPm{#-fi+m|AOnn9uWP4ijEr>)koC$7Hfp}YNLq5M`%>&a6pz`_|GqFO-whZ^ zv53%>RBj%yQNn``7)abgsD#UYo=!$&5hL(&6`w_d>+d(oWt8)S0%cqOrps z+2Yiw->e%)fX3~GmHa421bHSHfe9}LrZcfV+*=<##0*zlI1G%YhGCB-Q!<^~ulX%t zZQuBE)bFPR?=Q&0*x!m`sh;qjY$_MCs$D|Y{e_Fg&@5SdV&KCQq4}jxQJSl7jpfKW z-VjQmOf{%DHeR4X(5yWN(!I{OoLZbn1wFU$?hHnCU8fU(M&vi$+|rMU*pO8`_y(qX zwc)~GF}e2-Nl9(jp5-zAU9I(2`IcMv-3Me3TvXJWr|^uIg!@Cdh6Gs}GJQf0pzi^Q%&uyxvu4!v_@L{y%!; z34rjR@8f$Ln{o*it>5fNZ1nW>hW*#)s`r_vzY8rf{b*#1BdpQyalCt)rddp)j}mb! z#8HGoiqrZC>D@jWkfGP8#;?Vtno_Yi$&n$xEY=Sv2D?%hObA590yG!j6e5Y$#cej& z#2MzPA@?lQz2i06kIyqKyVVDvIc}wHF)He}2ICRgcMq4#C)QAYCdF7tE!P<5wx~M;WzqX9C|>E#J|fqTspkrvu-PO zvo8^kaXx$qtv@Jtnr%L$qL5u4#34#w1#B%|z)QsU-c2(9@JVyfSACd{iHaC4)2ERK zdNe&zf8Cv&FUhzyAiEY@ieVRWujsftb-G%ks%G04-d5-99i_0TK&l=`bXt)YZ-wNN z1YP3AK4mqzo?X(n#DW)vQQs6O0WdN2CN=*D9i%zsReQmjC*iS6ae3Na#>2VU2G(8C zrItPsy2tAO*B7Xx` zI3N=}#R7C8&_?guLarQf9CmLZO6gu6N667}AG;znLWdWaLV(43bbDxEKS(@RS)RNMKAX+;W$#z&s|x(VHynP z!?`ZbsL3m`>v2ac+Gm`}VwX3R@-0S{duMX%rM(7EA{t)IVaw^+%>|8#hJ?a~?g?mG zCLc1>9+>Iroe1|)(!1bOCj=(OAO2lWrZh#BfD8I!cPT{-6nEcK;iBBjH4HB5+eC|b zm*;bAQ>WV|a;H$cBRstKupj12?kl-Z1^Yl?5Cpp~B`FJN>5 z=lI?NgCc?df_zJIul_ck&NJ4A9*Uyx#7XP9~E+-GV!M)Y`zA>kAdlJ|oE_(%(D%EHzB;ZtQu-_>o(rmfD%`=raJgU;35__s#;$TP!v6MiEmw)Vh4LScLx0|26 z$m@1Acvf~GAj7>h!NOb%ZfNHq^S_xuX4F%R1GUYKY2v~>Y_$6`rw;gQ*e+w5)2c@X z5Fy|+SXp1leVer)IVDk>yj2C(!c&#&3Nbn0DZ4}rWu&G3ZTc>RcM0L}3CBNQ{I4>L zJb)-MOPUDq?!$Wx38xJD-E$&rKD9j8J3S)Vk{@Mz6&!)lprx6jD1M))DM_3hu;DR` zM`%McoMm&%2}y~G&a#MOmt1wkgFShAl5f{V_gC8Gbq?z-&y0Hp{G4k|@@&?gmxP1+ zesN4!00eqa>4Jg#nV%m7YBq8~2qP{ExHYLHm&%%8R>*5;%o)I$!T82V#Li0@m<2ZV zx!FJxNIm3LfTQ|=u|rnh6+l-|-vjqYPj4^53kpXrgGyduTiZ=XdWgbW7t6*8jfUHe>2l@N@sU5cXehO9xA@GP-82R}_~Y9V zTfLS#$tOSM(x;sKTbjt%#fGpGKZ0k$o19kP!$oy#NV#S>ne+IdA2@%h^d$WP#k%-3l18y0bZOMTR9rrbQajaVH~V~xJIOFgsTo2p#MP;o=7ud$XahP znLcalHtuy~H`(kw-($%7nKh{gc<3&9>Jq^m+~i@N$ZS4jR%)Q*#fR2iwOepNZ%8Ai znK3o5Hk%0}l&0Bnh{r`6Cr3>jL?@>kraX$1-_BY_VsmNTUYq3HpKn17Bg?-LTt)_W zcusvOs}SW@#TM@RZ#&=!C=Md#ltp5>6m#L;Um&>QY3fu1f(1?aw6q;=WWG}#UOV`nt?+7pD&ecwhjgA%ue`-mLt`NMgE*k$}W{lZe0$iTcIES%XRRVRR2qRyZ{v>7{FR}*QV}( zD>d8h#8fvnrpDV$*QusqZE$4x^KWpyfk9u763wKqY!_<-S8p6l_Li1Z+v8~-E1yx( zKnUxPc1OAPJ4kq+{>ECn8$#%jo$mH$QBHxNM~3|=xAa=eqg4+#crAy82b*~T+#Jc_ zAtA`X^$Mh3YT&WKryd}vnGN0={PaG|;~t{r;jq1Dk5_KCnw7T76sOe4-v~%9&&0E@ za#`!zCCqRc2}kBjFgoBq&445M{?M-51N|otb46L%$lAig_q^HUha#ZgMdG0pswr;W z-p~W~dBnPF4v>nGtc!cd9VI@07D;u}I`sClF55MK7j8X|Ddv=q^n81OIx*E$Um8HK zdr(5LTh%;B!dTmK_r2^hKjdQP6aOV?8WiH~D!W=OY0 zKRTZQUc>k8*4GSmO*dgXJGQ~W!H-F-{yXD&K(1^b&6e;VU7TrhbDF7^VkjTqd98pg ztZgS_+J7;`x}bTK1*SMm2igp3aGMMh&!(@m28jls1eMhPq&vjef<=Nb{=y3RgalXT zcqO^SkSlD^#1-}(VQoInxeFpelaBS%fa{&#qNw4#zp811)+zWW-n#3u+iN8lMY^P# z1(;bg;7Zp{&jCMVo6aPu_2{(rcHLDqVy^bYJz(l4F|IBPX7d66z@xneJUD<;=m9C0 zvpu|^VmCWoG}W}bVO$7RYU;e)Ejfe*hsM8==N(zdghzMM~?(pS@%i7P=KR*-6?nmP3Dm7Mp`I5;vosN)~2aa21Ck*#&l5WN( zuXjsWARSsHZ44LBmIhu^qk6uNyWBw00fep;#K_RFPBe1x9JcA$Js3GnYoIwPEAY20SrSS@^9>Z5 zi~(WR4zH=G_+D7p$GrEAliM?%N6r@q`=PgmyfLu`9#)A|y_8A~oPIx1r|ri{P9_iO zD1KT#|FcT4b;=_5_H@9dE&^`!r4ojaN6#)6;c;UPVvd!~?$ zUGPik@U}-Xb@}L**WDT^>>L_!wp2;oDzfJlbom4v@q&Yg*PSC3>kQo1uwz49*1|dO zrm7te<}&7Z>^28v=P7^_hKci4-T9dGH>P&ecc;KWAF#~NyIm@aSWv1O!+(FbwF1~! zgyTc(-h3&miC^8#epL-}otj+Eg2zxAYg-ziX;ODBJkxZ_Z|hf`U#Ly`_!_{D-r-@I z|3Yv99cfJmEu2dv2JF|7E#@0cad%CBwtK6e8|}PyI@vh5euW72HjylI;%;T~cv0vW zaMO(J_k(a5qbC#dgGTZ5z;*&9f+nmsdO;;th-Q`AM@-+r zjBc})CI;0S1%-wB;M7nphe>6Dengf0Yh>k`SqpM3ZxJ8C`yDw8z_fz(BX);5a|8mK z%@7shP)}rb+{>s+S-BI>zg)sN-#yv2r8(4Lzi8Ew;n<+xiR4_edkG?xT1yPo_pt1- z&Y-;U_JQSN(+RrU1uh3n%{xn2+%c2=l9A7hrPSEe25*FC-6-Zz=5bWy_}mRV>?)ph zL{5Ko>h4#MVZWMH0JHne(pcZ8vRxNNhC!R^v1m~?W30+~p$XI1cCc7KFRc=+2b zc&Sbl6B`S%7*75#<}ElhG}@Nu7j;vdmRw+eKTk8U&`gCZ7u~$h#QCdZn_GG;Ynwf^ zhH`Pru)83lyHVI{-++yFNM7x2UXpp0G74B-44)~|;563{Z~Kd$Lf=UPIVn&`Wh?eF zF3qnEUE*f1nedmzgNk}KyZ#tDWHUk_zKgieB$eDnXikaq3t>c%B!o~R!ogB-VJ?H1o27$ec8`)d1UfonZeE*KGudhE-X@UWo*5%aK zC$SiG1)<<<0_XG4=3w6#kH?O`!_|kvy~2PWz&0pLo(pK!eZ(}jcYOs7XmfDG z-wr_Yn0RgX!9BF@J-mGn_E*>aA;ppkA^3dsmLw3yzWoF%nJ|#nyT{&|1uP2jLz_24FRQg1htFu};KP-+|C@H4m#+$+k?qEzK^8dnj3E}2 zpD7U8=VX(Arf>wXn{>mExT>j}tKbk*GHsImsT}6`x|54{JZnPaYQJP&dOy5&RlBTn za0ND6{>0e7x66qr?V!pL#wXwG$fB~>sK@q|Tqnd_QvU+#HP8pap%|}-Nz>phzWZxA zfGKKkfbUk%j3=*!@*7e-=MR#v5Kh|JmzRi932bHe^0QracnNm}xC^1i^>cb5*g<)8P$py`s8T^Sd#gBT&DNnt#s^{GCFI;etp7o|h= zA1O?j(fhY?rITBVY@X5GU;9W)6VS#kC`fWhzzvRb(VkfFW>k&<9N=htX7yTjAfw8j zn9Vq)O$^Uyd~B@kbi*sFxH$gD51fxb-X(D^YxSP2#ZysJvzSeog8pO5?+6(q1quhs zJ&#-6!C_3YVDrS&wr8>1N^6}c81EGOhl+sXH?F?y%a;+-PxGLt;M)vw6`c7-fhqmr zgDbT@h`R9cHNq5HjML}eTC3%XDVdpvtM7tJ?Iz9^I{j|vQXZz3m7Y}y!V->e-q-}w z0J-{;Uwy6m%VDsmGr_$;1t_s;*Neykw8YP#_Eli5JMWXOE{2e_Gzzf!TP!tVd0(I5MI~@V0F@G)wI&0+b2c_7t51-h z$8jXbZcdfxLOMl*yWLtxB>Zr)oj>2wbB2zZ8Ui8Gvs3#&QKiXqgdHCh%uh#TCnXV? z#daCxm7KJ-Qc#zwgDs}BohY|tWtaJvqRh<%F>Gnlj3CTv1SSYT0s8`h!4hSXuLD$8 zIu|W8(^*jS#l&Er1{61db1$|NYxCZ{a6EDF1WES1^-m9*iH>+03#!x1Gq)cOw&c^< zZhtQezzK!aWJObqNMe2ad0^sc{e!-BoFp{KuW}O}^tU4#o3_Z1`uK5mdvwm*>kdf` z5-u)cXh=0Is5?Mp-Pm<^y>)VyzAR(5iwGek+^yd&+;cvxZ^<4PEAwhe0%I4uX-v

`&jf65n?hjo8KfV-ktZRL)Yaa*nU;beLs>?1L3sOQxb_2B`#Z4x3wgFVi}U{IOTAgr3We3g$1ytK zy*-%NN}KuT-a_rK*#BVoGoa7O=+l+W{HNQi$qSUrW?MmtMX&wu)|v0VPX#Y}Ri!Pz z@c6JEHayZXZF@!E*HHE|eL-6K6cHxhB=}K%tQEx6(sciYGk^9TLb`bEJ}6sNx%~7G zV5UvF89Cpsh7=LFEMBBWpyfH}7v1ya2kh~bAFlC}lLy?~fUYhyv?S`qQ{tkcfu!2{ zASEcE3^9h^d89339UazEoLU|1!w(n|hA)VY zJae+s$GftozxW5CjXGmEVHIiRsWBw{EPEsY6qY?A7LmqtXi(G9BCgKjl6Zh{d+7A8 zlr&~*(MnfY3&q)HYYeqM8Dan@Y{`hsQey>Sm*JM&UvNYYyMcGB%G4+)PKi2lgK-29 zNpzzjm9?4kvLk8Rbqfd`!x3DDrTI%dSOV!L2?PpzF3v9JtufSihrCLnA3etd+L54g zT-=ZKpvT`fBBk^NDXgO@Fu6Yc0~#Y_fa2a_j$>bJpM6@$_~+kMOjPR$?sPC2h+}5$ zo@H(|F(O1!6loa#?0lx#$gtaM6Yopl;qtD|4(aoS_hh$#-F0|8q zCKBuRSomwWApIU|r*tmL9xJTL^36V15Wh;21Xuk>^>3f1P$Qgjak^87KG%$bzB)gP z*Wg}%xkCTWp`ryEjF4@^H$U8%d)|zvvx3vaK-sV{*X($pAj7g+47ke?_b<*B{rb;Ix~YQw(IACSU3xTps!k-T_BENXcnj=b8noP@4pQU!%F;8rV|H|k)eA_7n(}+9Ue~Qs4#^0X z&Q}ca?AZ%E-l2flg2)i>k^A%|NQL=mTGdz2pBbrdf+Kj1Kw??o>T#3v>ZDunVRW*~ z*H@x<*o$m{p%4WA+~-&qM$Fng!X$H!nX&mfAH9RGGi;AE>M2 zYPnrqmb2&R&TiK4UXtan<=Obf;l0{@SmIO=Sk?!e7t_Z5lt^ofa(^!$9XBUDX0U<01i+{ z)~?z2+pF%`^1mErG%^@-DjumbQn|&mvZAvFDQA}OL|!MDCJ!5*A*&|oU4FVt^w_-q z|A(cs4vXshx;UkPNC^T;2?~g$bc2$Dlt?#7cXx`UgfvnTlG0s63c}Fc4Fe3_FvNT2 z`+NW35qOZebMHC(?7h}!nKyeexE9r_jZ9DeQ!Uf$AfIaO+^QdufE(Q;o_(d(fm-Ab zZ1i)&IQ{M#z`dU*p^@aGzw0k0 zseCVe!EtsSf}ldi{H>;#-F*P7eiU`tD^}Kw)zuAV?Zh5(yLkJnjj3`U1aE(aFvITd z8}KXP{g`H~J~c67NF4wR+7b)Q_0B1histVRE%)t4jlt(YIb&K|Q$q-<1)e>^!dm3% z3}x6nR|GL)DJW7`ts$;vs}d1;e9JJbc$)}LiBt*-o~zN|z-=|z9FU9p0ev$Eld;tm z+eIZ$MYSSTzW7dl;K!pW(2e}60k<@_{Ubiw)+DL;!s3_vcFl|4=G)Uwndg^1dl5gl z4(~)WUDFZgWB4lC9{zo26J9kIz5Fw-gQSluRdHg-*(oN8aMkr zX9=01*TriaY=P=d6|KP8d}cdMt(<&Hi;Hpp1ryx3Y+2qsmWnlwZD=|*`^-bR1~t}h zBrZo0(8b74cNGBkq*@!qPvGg&Ok_cD^Q5MShu?lo&$NT*cJMx9e%7z@Q1PF`%bMcq3>XP=|==cg%j*Rtuj zI@kS190bg1;$2?{8+{KVdj26|YA{OA$=~7Kl^%ueTx1?-t(rNAFeulx1Jl zinFq^qP+Hd0l{Vw2HdxumV1Yues@>-z?|T)nR3F&>Kpu08qbJ5_t5YD0t@6TFC&)p z1A(ckbH!k@KMtJi<=nwti303PPxZCX+Syl+B62)#R?Q7V*-gP5jj$UGWif7{R=`Rv zc3N#Se;P%5Si5*G_lH|Hba^F@q=Pf2#?5?|JKMvT=h++tC7+1EZWR$eF;#}XoV#wZ zK!sS1xJUn$`vn(8T|d2ZLLKH#;WQ#is-jjK1s2Zsn!StG1C7?}UWWTshntJmvOhJv zhVKP7HU!IOx=*0`i#Yv z&-}xP7#jZsX4WpEJ|e@()F- z<;31rl3;?zUjOsY1t{8H?+MO3EOS4hkSETJ?YPn=|3QcC^>Md+t5q%EQ0gW+pvR%M zW(6Xpc&2R^$jrIgXZ4|F*RjvZ?)P=cM6U0F>|1;A%l^}BwPO+WTr-ub9r%4ZHkTr5 zOOv0Qv45g5gRRoTfSrRK%tf1qEFXej3)(gW_=vXP!b^39MJ_f&mS{#M#j;zlKLr0S zRzxY^I7fse;MNGRC`85%TlA)iI@y%z9O7{<9*XlL!xH)@jG<=3Gm-xE(=kf9W z`ShJ9+wOt0XI|lAlNJ!Wyn+?pg`hUN zH^z?$Abk;1{JdhONuOS(IDt%*W6(GiJc+9jLmLZjqTn#2y5%eY99`erWBN~qNaNDd zIzp%+AyPRjz=xYtSolNO%T+~N8`__ezidCPs~K_7bdW?$ayO$|t5@dc13~NyCJTAI z0h5KM1Bki~SG&K;)F+&_8JyXA_vXhuYKU|DN1mC(|I5d6BOR8G)z!$(oc`$$MC zD7FKKKjSog{0Xs?)72#b=pvv8#Xv)oHMK!PO6ml9oKL8!@!Nop=sh@!k?Po^f@dBB zOeoF75dR6C!Ib~J+N;o-kWgaU8Z~{*zK_`=6P=tJA=Nq8mn&qVUTbFasMZZvFzflO>A#Cx>q5WIhH0|9BZ<(} zW^c^x?YR2u9r)$UkZ-@s)B+M2$5mfHdz`JSYP{CLH(Z@7LN z`8(@3^tQ0j!AK1EC2Ml>U#I5I-a@C4kC{=xhHjFiD`jFrcLE!NC8+BiF&edA?=S&h zA??EeQX=|~%b>j6uf7Gqnd+Jvhn>Rw^ZI^dV#Cc1Ow??)+G5u-dVLgr_KJZaXTlPY z4GhnBXa3*KdCK=E9A@8_nW*9bQ%t~+u+0#+vvy?=_5LD^GIBCWIA@Ld;w&&Cq=kiv zwK32kPmzC#J#$Fg)nRT2AJtq&hQ1pO3j7HJsl1@Y(@+mcE6@pbHq)Lcn>44v1}a#7 zZtf?ION=F-y13TcJ$-c3VxlwMi0MKjKI~wWvX=AbDEHS%_g?bFPvOoN@r$z`pO%_s z`qWy@0iXjoDK3M5kUSY=O^v=N`kw;FAk>Ht=FLSIjtMz#fHtGm-j{xUB4T=(942Sf_BSH0%<^--aOrIC?Nl6(Q{|=Gq%?4a-C} z|B@yQU;5oQb=B;FYWRY0GcQ%B$HvvQXWH+4#t)6%YO+uS+IrYwZDedLiB%ystO#6+ z{>nL0%7A`@IA}dML0*Gz;7yVY8gYH?`9;&UrCtT}fpp3`!-j+}bik0Vto2R+_|IM= zhjpT&nc^XM!1>&-X_mh6q!Imp8X@+sY4yX`C^<>iq!XsgHPX^!4Jb{vWcm!t-4TosNDmDh)#N`-p1AztpN`K5Qn`0 z&Z4XlK!ilmabNk?@mlx=4NU+rBNLF5%YiD{#l?k-hbJ~MaT3k}8b{{l=D#42#hN`( z0lWI(VWQ&vcVD%~ z$crZH?KQUDz;)t02{08ef~T!SspN|r*Kyi@aX(wy8C(Kud3p{`=MO>bbDtHy@1Xy-#^imgaAq456+cMH`aF?$61#Gh3!?x#+sw zKi^n<4;PITR<%>^tV5vy2b}sTtv;>+kDKF4sK7T5V9W)FE37CWTEnLfK2M`FZ2$a2 z6KR)5MMO;+`y7&@FlYKckeBq6jB_NAkB__(Q`nHcx#}P+U5hi$=j7k;lF^e3j$S$? zL^)5^FdTQCee$?;XvzEjTmiw*odzX>Ee#IhA9OpMzP6Y++oh<=$o!)cYeFL@(N{sn zWzjFg?$}Pc;O~CJH1@H zXyNRP!NS7Rk&>J&^D}ksVKe0t<<_-oPg?&77kAC|0vnVAS6=sGO+)@L%Z5Ro-MK-( zEV|2*(%sATo777hD96g(XYaGJrR72L@88K+ydsy~MCN*u1erYEhMN3&|IXXH8V;GV z*QNE~om+SUEjbwNat9g~| z#f;Nf;q&C&Z4YX-nFU||-I}reD-wEHqRv=GPEXU9PH(?PrYMYCXf&+bT&cT%?ccQkYw)TpW+%<$!GZAxs(ZOM) zlt)5p2UJKw6p`#;(!pKfI#dVRn-dvmJa~$zWYBQ#IqNmJh7u3Kp_uD=#iC@=}#>aXDMwvJwvGQ^|DuT%pFWZ-Zhj#zKjf zcs{f^2WpMJj9JPKEW@s_M$>c362J?w8B|5FoatyEIYH)t<>gDaP%JAUjjn`0*^ z+q1s3MrXT+nM@sk_77@$og?^OW%|*KGZLnz^gvvKa}YJ@TA^sWl*#qoZhzMHTu@05 z?bTx+6|7)t1pLAtF~{pDwWjZ$K6Fb(`YdbXP8){(6_3y(ju8n-QUci;STrlVQ z1So42Hb<*}HJCF_41rxFWY2(wi7BVPJ{fe5l5~N_28eRjH#UHO9Vk!KDfm#tO!{9B z!DdwEMWhQJjf`lv(dPtVdW}6EcekzN0g?`1N&1LUO>x0%k7QG+$gf2^MSAI;zgF9px6OWepg&jYFbg4PL8XF892rH(@U;^d>*xqD zFr=eL+QU^L@*N_Jty>HDL&1!nY7TfvLy(SkqyX=m zJkS6kZ5=f&)z$F;Gwf^A37qJRtouS{gGLofz*Y*7ui&L$-#lLss_MM1$RL->##onA z2%VpTj0~WYKge}eF@GErY?V<|)7z(_C@lFmAUw*L!eGJ1K%Pxh_NFx6>HQHwRB9*%9pYhE(b*7u<9NWkiZy1ogr+jlmug7m`y2Y=uLoY2U~ zJq{yFKyNgh$UHrDHXTfxu|Q;rhfKHn`L)&<19DNC=T0Hbwjv+Ly2PI*H&v5;9TS8Q z^$0sONnG>UAH9VYpOUhW8*flPE-&5hXSxC}CD1!Q{2IG5^o8SFB)Ha23?mDfKpE!t zq`WAUC*>nhCjmJ(P_S)R@%)2O(RNqgms#vg=W#RLOOJxkr1r)$xDdv!yl6eP&!3D0 zCiPDX8j%yGCb!pTtQ8RGwtiRb+4{E>n^Pskn?rfgS6t8ItKZ&$7BV}QM$3h$4);|a zYN6NS)&rThxLiGuo(UD(6R-J^9eT)J>7#c`hrZj|-gQ=(2fp)f-873Qj#HQBq15;F z-ZG~S8+{2v=hMbIez#{xy4}3r{cUdE8+>Ks?(c^E$!~!kC8B*;ym~h4wvBTa)&;qw zB_?(c#%Fj1P%>=^>TmQG`uicpOF%R8-Wb?Db>8=9nscQNh;*6)xgUL87c*u+610bM~&Agcvxg5B}0;(Wp&rZ#tQ9(Z8S=H3i*`YdHC>eZ*L<<&Wi@RdEe?N zef!9;DJ~wX52R)E20D?V$iD8mKId;(WaCqt5l)v#+K%_Ax^vW0Q&&}S_!Ss_d-f&6 z`5E{YTW29zE}z6)8QIwKv$F&H`#*Br&QnaNPJC8XSJo??rtx_%Q26qu*i$`q7Al_^ z6D3mXrD|eR`3X{$wo_yYq)F108yg#?*SZ()B@9gDhtd||ywPBD`24y4?02f8r)9B! z0pf=+aynYRqtcS;BGwa0-t+w#XGc-V z*A&2ToM@K4%jWdHGH*2+E5Z^dbkGi%2B}ds5r|6P}4$lw7!gs7yVM zTJ(nVe7RQ1A8(J}qf#iEL)SG;s2cV5gi|`_Ownr-ucZ3!zUAiUdrc#sI^;XAc#(TW zLthCV?48#2*D=O!BfE-ijbo#x7fnOY_9M!I8Aa>&X=7ES zVh~kc!nK)x?SF6f3PUVxYo8Et)_0mCrAa7nn3zxjMhuMG>fitF`L5itc!S+(|B8mj z@E@J)qq?hd_I^ogt)H|8_>?;omVX}2Uy8`MuV(yVeEAX`cm7axX9bAVThxsxOfJ4hCekwdgnYd#FzxaxC>l9{tgrJqyz}}Oj6dbH)h06OH|~L*>#)|HGhz$Zx0iuKM-gI->!kp6$<`Ha%!rag@r{vhBA1*MBu8h;xlU?k>Q8W73iE7uydqk)~G8{915Ii>+7VjZ7>2}&Es)O+|y9`*eCh@ZX<_ zZ6=Ik8)udtJLrEsH4O0ye!76&ASH8$_oO!GmCF;rkTcii@>fJEU<0drl0a2N`N=xo4a|L z$7`H`QDPg`i%*2&Ws5~vNnnpVMf`NXp#1yQqr8X$p7-d~%sI$JH~X90_?3re+au&w z0`|1NV}bK?t4#_hH~%wcooa$zCCvx$i_)I@C7GSBeVAfnX))^eXHrSh?(H5bGlxGk z2@O6m<&|VQ?es!mR`p)7V`F229+WM@IWIp+*IOs2q|Effth~tt!|#9`!ZfBc0|zRWeVKjMi*kc@P(uY zvihGHAhSssvv1ZV#Em&AdwYZD^aJb;ZD^3VXMvkMt7WD2Z8bO&;GOko+N{0 zj$KJ>pOz;AX^DAQ)5phAN~_n`5KW^V?biTy;(;|N)*NlArgy(w6Htcpt2NzyX76(yzT=XVxB4(YZ~^EBs;#?_9jnyu!Co!!q=KBps5 z;x_KD*o#Vw&R;81!>%Mm3_mdyQI(X=J$k;xm^DvCynU9QxiiM#e(thSlmJxVd1eY1 z1g=yzvHo9%^F3=AeFEjWu1|ul<$QCe;D%KHBHMV|l&LXiZj&}xl2iZ4>qaH*Sh68J zXG}YSu*;uDLr%NYd;&4jzC9r+`+f4f8!s5*#*=-kcVw2yxvde~n*^JLiy#F~O2gCB zZAX1MH;}^_*638u{Cg*Q35%RdL}Kd`O&0-0YL*o?-gySrWP>)cN!nV7o~9H7=a>^? zdS^(2{c5URuvz9=zs@{qJ&uywy8_#bjf7L~qzOtpnwf>8_T`0IfJkbkttm^w+j%ph z`pcQ0v|i;sgGvYi3Q6@n^%#c3S^5Kc6&0eFQST;_qil%irrFRRy6>P4@n@%`q?8hj z<5Fw2UC~YH@KTPI;t85Yxf1DO(yS7d%cCl&^E5DoqG{M^4PCo6Z`R3jibW|m7ZXY= z=|F|Wsf%IAWoG5?A5en+MWw59+&ukQ3fZ(A1$X)^7h34Iv&<5++oCfO=oznB?VMe0 z?)lLE4-LFF3_?3}c`;d-O3Pmdb;Exss;YYDx~+?_8^a6aRc)cCGSMp+&0dId%Ezs? zYA3|kA@*IGqj{NFTE$mfSNc$~;tl#!f-Br=`QOq`V@Sz^pkrxcXk6aV`b|XRV14m~ z<%p$A^HDb(sAg+!M{8wlUS%%TCcvqEGDZps(=tV>H`g9LB<~n9oSe z3!MVwmBi(vMQYj4isry!jyy7SuAaa3&cM~oqHO_t(1vT`Eb+Ru$3~JK+Ak+(CaS;sNCA1Y)nRG zojuxo_U7p!ZuS8V0Z&SQKAxUSmpW&C6AdytTrQL>TOTwLwutZ)z?+umALK^KnA|p= zrN@#a95Cmv7Cxf#=^C*5qn0mCh%-27a(#S#j%9~xg!$oES6zQ?F-gqksk!UAg87_Z zqn1Lqdg;>!pT{!~&(!4&x^iCG@4R{Y>Ae|Z*_vA1sF3Pia#f8Z&O?PK!DO#ML!J$Z zyAzphrunsIHYAd8e|NETOK*fKB5)|8qQa5FM@to8@Z#Adt?L*)UC=ajN=o=JZcXSJ zUEX&oeu&jF5#~&K;~4zt?hG%KWp&{PSnz`sRsY4g<1xX@cOLojR?B6 zH~d=Idt{^b?N8INE~t$1>ujG?M`m?GrOXJov>NlCMF&Cu5iTb`J#|-_imu_&1pJOa z+O306ZLL5k1K4}VIP*LC%6N2rB4Z_B?pT;+X!iYZ@&jvgK@{(01o1%wglLq(S@WAd zqA_~yxpA4z#De!cYnU{l7DTAh;qnfL;K4bRj4G>AD;`l7If$LMdPMoD1eN2L%O98z zJ(&(gk>#%AhvfdPc0crg|K{(`qunQA`3-mKhZ3$-L<_VSe_r%o!IJ#Uc76bZfhf--NW$IZ08VOkR9be;RpcPY1e@ngC|w6U z4ptea9v=KaEz63k11U_ywc;%YW#Zqj1^kcu_mB9L<34d~rt*QOh!sEYLN1cfSgLJ{ zb@ofhu^V)zyuC!;2iXY2A!W&JEc%&HtkzfyKl5x|%LTmv(3Pn)AIUD=)7BeAFQx|P zx3*eY;Madaa2kABfKl!EnEQj3hx-V+FMt^nKI`iUkWA7MJ5KNYF6vI*dMiBz&$Z<4 zOSJ=8+mVqQSt0vtBhvTmuMxL5|DsBm%_AbwZ@R3|m`CX}FMuj*gBBy6+!* z2;!oOd-PTScBHbZN;gBVYG(dJycRPFz}W~1bu6CSF9GY%=u1LD8e!d|%IqMIQvKGb z(_Sf1{E@I|b=@rp@()vOHW_w4lx!~D92@f*92->3GG>b%Djg?e)vxy7 z52v4EZ?if~nWVlEo{OL9!Qn|dU_RhtdulM!AxT9wj=fE!)5ExCAPm|$vih$3&fjRg zPXF#{)Uct>?aV*uykgQKcrDyJm&Dx9tpT!vK1?Al_TD9?gLI$Wc->5L?f8OU(IUQ? zjk8)iJMo#ID+{LJ1;xc*-$q=m>_R9IdZ-F^A*xU}Q zu*iAxfqH>Z%Kcf=pQ-Xq`{&cD9VUy}jAKe3(m_P1Wm6N(=plU!;Lc#`(%uN`P>g6^0 z=l=0X@}BJqB;;!h_QYUn_pC_6h_?;AIHq}2KT!kou-2JpaNGTQ8#>K{QFu6gDH;-ahJpU$gPV(}p-C%mynRgC`24tUA*cB0FGR z5SVGq&VIiQn+dmiC-^}=4F^= zc>Dz7(g%xv`W{EkrW<~Ze;ABE8YPJaLSP`1fe}n&SI<%x(O$sf$;ncm!%oaPUJrTL zPwB*oySO|BKEJQE_jWC3B**}g@)>I+&3xYLpasa-Q;@<=i?KXZ=kQu5hBORoz6!IU zjF@<&i1VAt{eKfZS7p}&yjz`#YtO$YkJx=YhbBX~pJOi4@58g7M@oS%^YyEgxE-6l zBD{;*f*vyQFRyB>|5IomYS(%RPVhJFBRpx1B1DT^JlFsomS5=#m56>KE<@z`?FY|p zId*lN=a^l)b)SxOA3PnRe&N%B@k#po7D3s*xqqAk9q*^4dCiSPv)tz9w4J>P1NB6o zBN8XjAKe0bU-a%wv+{o}+6S0#@L~jL6UN6s)A7eYEfN4|H$;`mO&qvykALyy|rk}M0oXQX{{Th2NIOw@?ON5T26+MpkaYin$AWbmE1C_gW zeGjiQD|4=&dNY>ll2iI!dFee@L$iCnbJ*-2&8X@0%|vn*T(PTr`>^~~AjW?vP8)(x z4OZO*=)Py9J{x}=NI<@?jg}3gV;npg&;_Gept^&CL<0}Q0oTPVXSUWRpLb;k(WT{c zHagd1MyxG|j}v|TN|)9EFuxR`m-8bu^w3ANM6cy1qe>pg>ghnji;)otQqfccU>Guh z1pWd_vm6H}CqP_#6&#dFaK9TJ9`;u&KD*S`Q&ADOw%+}P%aHhL;|`0V3vuiE zzaBQ~naU0yXfRXKIAdeK9iQU8sQ*5zg)^n+#U00>xPl*jPpz)w+3U~-jhY_kbBP+RaDgYv_6&Row2?@i#F4|xt;SgVd|YZ!vT~%=NSc* zke5G#8w0A$UTh)N{tZji<9?T&)aao?D<@;YE zm{0U33AsW896qwZeIX4DE}Ukj_NIeG)wMHC%x2>S5>t2oWI(?Hl62T~+{cvQHE0Vv z>Y>gDbsNZY+U!q3Z==4ylm^LGgBJPeJm!!CAPMGo-6aF-2vu16!(#sj9SUuM07&!h zAVw=;7xG$9!=Kp2BKblP&q_?QSL!!5oAkO@n8qJz^Ym1y$4JEcFv z=grXF?Ssusmp8aTSHXnPn+TWf~_q&Yc zbZ+;B#yXE1#rs{3RC~9ZqiATuN^mivdLc3rw?8eVz20Gs-@Gk(YQUyXx+*M4r^`r`C4oFDwLV)c_DHG#zLSZU~rs5pI2H9Z^!C2dK4 zJ(mKZ7H%^;O3jrj@5y{7O8ixyi7yS$!75fNs|^()k*a0ZXq|9vot>46;4I6~l^zho z7&u{RvNwA{#wmquc(rxwB3@Yr;NU(8p2Ydb!P%H8l&VJ>|N?EjHpge5JbZCs!czs`>Ay|W`|wUoFb6V&UUu~p2bk6_?yrRPa z5iI0Sq^fEUkm|qM?B|!q(s(!h_O;|6Jy9}k7P3=w@|%6xKYJbyYV#7-?y_ZVt2B04U`ex1s-tf2YxM-IA?K6P)ml0XuTcbK&n&ihU7o6_$Ux;O--f>ue*}shFrwONqG95dBJCWD zxSQPY9&E3BD0OeY#OBxG!aE=S>YM4{M~5SvkLd!eU-qmlEx%0ui38HoM^;l1HrC`9 zyJYdS0N$v>*N(E9n84SLuv5g(52ujseMf{YOHxoH_J&>Y!#VNHqnA;EbgG2aEi1(V z=g)r=XmrquVifxMlx%fopOd0fLk((z+LIsEHKfj-XWI7#Q`oYxsUCoV*n6tLl;m^; z22RtDt3Z9eR?#ES!Ezu7d#Bd&Tv25;|J8o9!H}Ea<=-;D1Bd>j zVapnz><^QbbCQAju7|Y(s~mG4@NNE+`SIQ2#Z2Wk5z2l&JRm0F8EO7a%{;`0$u|iN z>y+uQEd!_16OhdE&<@g|r^EhEgSI2=L7-U7yiW4Zm!;8WwbEV|6CwZJY=~Onhuexd z?9@{TPqaxb_eU8&o}kPuey9!k`l3sk)?SU8-c>+75cg{as!=OHZ*55?n^ z5ch|ATNhm~g=AvC=sAz@Pg}b#dP2vn+y{f4H2yu#PxvKd9of`3Vzf&??E( zCe)tO60crgV$q+P4z4ML(;3DRWjE>0=H(+71MmtB9Q-V8XZMP#j9MnAyEi?;_Z8xM z*g^1n`Qn1ZYfy-m_C2|tuyOZC9`93;vBCcBV?MtOCpmfUves)fw$?-5%_03ZkoQEx zn)t$+aOS^1xtYrJ#zRD_aZ#Q$-$N*5@|U~Gl&gqqm-2=*saWh!RrHN42egs4pylvw zd>_)cN@d66Rz!nn@+L15St{$IUxu~QoIapg!}oLlegK*41wkAkYH*LQQQ@kICBv50 zT|Ep0Am8icui{yK)IH)9rn_%fU8_7dJ-eZ(AJm(e-R~-RLN~IBCawpw?Jw~c2O9DfSHmMe03}T{jB&}8zU-%L#kK0Uk)yMQ>vMeNV(C)J2_0VqmX@^&v zH?i_o@CwG~$aDRvp8-$G@s`Eo$+l0Fg+ytSLKtj*>EcAWzetTbvq!|dZR-l1^g%)K zt^OeK?z2X(n>+XGcNp}3LpZa(wTie~JpK!K-qaf`ilXcLDJ+ap6ZILhn8Xz<8Fhj8 z*Yhs#LRbZ^mh57e{+-FTJAPO2$w^Wtl?bF zN4_=L9c`b!vaPTx!J!MYEgVwjh!#E^4et<{=`^IFVSSO#7p~eKf&?B;NH#Vis;#g8N|Lou&NVrIt8>h694d^W<$hJ@2))f zh=}90r{Pm->-o-*)bn}_>-xBu802#z3)J7B*xUpWASlbg^!5cPxKSwh>`{QaOI2O> z+p7=FfcpWm1swDv zg7-3rLG8uXIjcje_U{F}?L&tL><{z)DIMYV3vv59KABsv(JG-e$ESQhTa`a%n4Y+V z`d1Qx&5nbwZu5ny`Vz}zo+}2L+x33UoY+oF*gkt9haO@hK!z(A{f5-j`4L5Nw$-<1 z7$4eFP{Yd@V`;xk;Z{pK&{|)8y3$uE4f3wz88OS6+ID7!jz85}M#F~u@L|qM2s-}s zo`4G+a=o(XfuQP6X1&T4&=SsUJ z(8Uay{3PWQ(8*YJV4l8o>o)Jo;&6oh@u&Bv%<)0p%MykY=WUR2Te`EPCTh7$- z7evG(-~n1gk;*KFmQ^PS_q%HG>`)YlMRl9xDElM)2C)hi{YM&DI&F=d52iU|YDZ8> z(Fm7?aJ96zI8g-y+A#jWGtd>1mVJOCLyrAWr^y{#Q7D$WJT!9n%?Y{GcF#lAvfo(< zYrTN*X+W&8Gv|8F!GVUO$y_$u{x;&c&O+UVe~pMEGzKlTj_~Qz0RSVYKbt(LGL?sI zxPth~x&>EG_*9w6_NbsnLuF9r?Jfg|8EXA&fD?G&YHKz(MX$%o2tS`bdPzhkI_jn) z^Zq^8nQu16_nd^^1=-m>xU%F6Aa4gO7EGl}XP!R!!^^X?T6&(_bhWk%eRN4WtIw+t z=X-1MDhduQ8b5`-c#vs9;HQ!UCeJH+`brQ^2(o*SsgU3tz`xe*F>BEqOZWNnXC)xe zw<_}pzX8sUZy@zCG=M@1$<@RNU*CQvGu*ayB=)QLMKur;s|WvNrT4B`Hul|h6^fPYYJN_lU(G%MO_{V{P3=QYA&>toIHTpL;|D@S4Hx=pSg zH+LX{F$o#q3J&vwH3MIEH2kiX+rOeTgXIJTNT`s()KhoxQaDyw28YQb;7_^Gt}`$| z(rdA>$YtdFdd?3QGVb`}7dS_$#kXZhYf~nEx*aVLpMPzj zo0VfYqC{MzKuqdkM^YMj)N*AcngNTOFY@Na$|CMJ8D2JHc9Ep(n=SltYnG#BV9aL2 z<@ci70yjno;~*OK%X&e@mNOwJ$at1;+Q_xlNc7-(lM@po!%9QZem7%n2R0v!b_&AQ z)8e|be!fggvp)4mQ!6&y>>9KR&hR-$<9d#ZFYGMZida}fVb;Ghqw>3PLmE<$HolxO z#^_KaSOb`zK`fR$xL2Wuf_Q0$X}#y|&2wR4BPy4tt$ZVnY4Ka{DkmpibZd`ai{n1q z$D=Xm#0QRqK>z)CJ2XL7)B^RplZ_8?A~yv5EVw&6F?ep7ghgZ4zvBc&`krt#c?etx zwn#{$r&mdMs6PwI?uNhE7B8?ufrLN>$=FBiyEP&@`W=NcT5b#=i-!c=pdTkL}3onYkS;$GOMnTa@_CMmonr%NA;RUu$!XdQ2b`M zM;-r-k-qy1{~$kt$lHAT{^**C&GBD5j_c*LUDMtLN_EY^vq^7J;r%4%u8(<`#hEPE zC{OK^SP=ZAx~H0u^BOxx07gJY93F!lP!Hy1G-`%NC1SBG=t;T}(Qor{OCcF$|?q zk2byupPtithGd9oJ0nJ9erT&DhW;XLrhO^=kI%8I(s**g+zk7rWxk_5bdbdWm0$)< zHOHElGd&AigH8S;8e#FfKceI`qO$lf`#GE;qH>$qp!2*>-*4IMOdW%Vqv)2d?%4Q` zV;0KycCLui(Uc6N?B zQ!VaCPgonbs;X<`fid<62ygoH#xt6Kvr~rgYFjbsD4|TJ5lU?*E-Bj!8`SQv=*jFO zCDr}ADoQngT5(YRz&&t66^3(trrRU)=r5Ksty&h@DKq0$*3tN&`jEnLfUP=Nw?rj)-8kn+8gqKhcez|ydf?aXt^H#p0q_s)abdIKWI52oNVbVvA7lASY*B30M-VMqNDl(RUIl zEiKMyxK@04+`4c!i8qPw`5FO}*xDx#K@}__tRe_BVDF;7TZ-JRD|fuxM8(`4$O?gk zfHXDj%W>WV6ZmGNvzyEC@N{!$_rl0ZH$j@qK4~qY(M1;)mw7`RwPwHIB1&03ddyNc z-_0P}AQ3igXuonLCzC&>b2R`D(|$YXcQNIDtju?Ds%9#&`8mx@)+f1JOBGuyi|jG- z9#Ss9b15hb+1F6(+Q+P~K{H30m9E&WOw(4ByyNx!Rr6HME->ig&Wd~kZ88OoqmGOG z^bwsyql2oG^RCVKokFdo?4!Vyy(;}r*wf|Rdz?SR-?q0XWCJTB`)=a)nXWK|IIw4#n}2DGkc6#hHh{F<-5q zUUwT*@G~<}Ed-Z^Ww^?QfY1uhxV>gK7UVrzV4?CZ-Lx|6-8gIx%%ST}d0cHIUA5!; zwt;OEtu6D;853vm!ti{~iU-kx5Tm-f5Kp_GiD=kPf}()4@7+JA3mvFSu@&E1oY@gf z@UBfd$vd{`;F>7FAVzfQ$m{NQE5~~8`^kKv{LNvA==!vA^ajXSCP_3wa_pQ|!x)a| zt>&hEqOZJnPK`C1*FRd%t<-?0_nO>yfbRb6nVv`S*E?goWrY4cb>2|&-}!}${o)QMnY-kN z-`z>(JcxVtKFx{vkk5H@J=MAbW*xxLAiNd!dzcGXH_01rMM@ZPR<&!^y0XfaCSINQ z!*&S*u2b1nCWvE2Cihi?EU44!ToL~U!&>Vr4-RS z;JuNpxOQ@Nxrp!E4NQ97Z+j@@{QRh+h0n=aZ#E*m&#OpL){|x`q8xR&> z)USp^QS0HQt@eG43?Sx^B1-sN0|kic9sh zzr3z1TT8t^d5QvY8c@8PH6eX#<;jFJqasZZJH=(2fcYUN3+lT$zFX&uOP$JfF68hK za{8OiVN9NvFyike2<`3w0fLX)0FUJ#GM4q3nRhI(rDR&q*Z-KDRKw$6R|1!~4BRnO zCj(4uFR7xPMv}^wugo%6+rBP!s@z|Z*4-b~QQVIV9rm@_uA8x8`(8trj{XicX3b@` z9JXF<;EJxtgSO2?QYI|j#qM~j^)4Y!K>*vI`quoJ{`Kfz3ZGNj(QRUU(Hpz{dgBLj ziQbQU949tz1I}C;qaAUa=VodoWb0ztT07=dqUCXO?aAbcf$?59Wh;LLL{o=N_6jY zbQSd8u(V;H^ag%zN5sD(QL0%L2%sflAkX)xBHHIW_3f6lj`N7$QL+9)kVPIiAc)$7 z6I#WR@4+gFwx8o>^9^?pm*EfKTq!=hh7V8izU{8;p;Bs!Sd8C&!>r%beAq25lIxb} z{}ljSgBMz`%l+7zznk3$%PIF_ik24~)(X!}+CzEVnUmC$nC9a98h3#%qh2demH&aj`g%&z(2n+7&8AmQZ9r$YQyo$|8J>hZDWR% zv45b<%fcY9WHP?~rdA@$H&{b8ZB~``1?++FJ&oCaAHU||GapJDWwP5gr3IwHeJB$i zSSv@Q?;q6-`PX`RY~4~N?Vr4L#n7%L9(`?TC4PFQik~2SLVjVt$ar9M9^Yp;x>UdY zc2LBD+BH?p+tJOf#_9NNhzx*OLs(A_^RIj4230{k@TcylFq20KjGABL z_WU1RXB8Az7j5ehAh-l~f&>X3+=D}K2yVe4cyMXlosi%f+#A=%-6gogk2Y?Nb2sNc zoTpO-MI{9VyL$CnbB!_PHz`iq+0ikUlcIMU_~z*~zYc|At_KBSf!IWEha4`~J0Jzg z>yOvw?M}~|8p%^?lz&;(gik$k2m~dnr7D$=zL*k4XTKci++@x4POIOP2`Jjwkn1(J z>_OHYCKvdWK+|}w%&iLY(jg`aXLzR86VKzbJpRX!=4X{n^WaSl!YnoG`*MHor^(c( z3&jDN@5_wH+Qj66{)m%ZYiLK1fmO4#22%uPbj403ghM?f0x%86$LEO;m$To_Gjs%Cw%_DB?M+?YYI2BhaW&*vlfc$%sb3bQG}>mQPm@Hr3tCI7s(wq~fnsjk|o^sW7IM?OKV#^-J#HCQD6xZl0<9;d|~4@Emf zoTGu^eVIyhJYLA)Y9#^qC)P#K?~ip##v2QuAk?i{EV9$~I-kiIgjh^HTA|a8P)++@ zNP5yc?T6-WyiOExFW5!LsQm|FL>jYRd`Rr4KLTqmF(zxg(j2FdpH?Bx&I2xMd5elv zg?urs@f6a@`@%|(mUysfxzN2nh*tNEA!$Or+(d7~)OdegA<6DoG24USXSKjDf zfOY^2!0nFnejXibT&al8%_%F3y18-7|J}QN?&GK1x39`y-HKeMRaMy93dFn!CMPGs ztGlabx5=x3mVkcJSfecYR{Ty0VRC$`t+L?+_8#6bpH zVXQmmap;aYU9@}Iw48X36y}R_Sh-s0e7MVyK)LOIp>_jg4yR$p*|JlzkhcnXTT>*Y52v@;9FIa6#kF+YTrHJt}98e$+DTd1eW_ zSV!_p*2+GnvpNw=Aux%!7&eIgZM#CSeM_T2otvu_=6kbfc?%S1va~pxB}Im`{1mfS z{ltnhO&fs|&NGS~{{d~Iob;Jj394+s2y*S4POVm1#{tbv-{X2M&-1=LM>3>=1in~7 z!-49{Y~kAtQGn;Jf1OFGJP2yk+V&*_YjJ|A1%a+|qaN%Xo_gCMML*wwXln<;_h|95 zw728#?L8HZYr_C%3>bPl(ggH8?L(oa0J=+(`n^36E&l7N#J7nM%fCwmIBJw&fH9WD ztkeA(V|x80cVFoOI?X)qOYtU$@R3O!bai$4Za0EPM3m_gm(9^K;W3G>e*z7d zLx4uwwiC8f3-x)!Za)0fX9sa|lQ)e~RG|@Wq!EsgMsc9|wSJ-{} zM}?8dz~`3oaKuL4(YG6(k)_F)#l|;pQDNU*>RLG4b~sA5efbB%~~w#L}r*#?I-;09ByH-@!#XBFhIYuAm)A>mrY@nxPzG1$b0N;5^EEZVrpeQKULg4 zh}EJ!P$ye}gWAp$0|X5rf6!js;AGB`SX)o22~M6xVzVF~3nO=1WSauN|_8=9+-G8I926nW#?P zzBa(D)(hy0daw8mXcHr?Yizt+e|a)8r8e<4vA)Mmg)1U1XP@z?v7Vt@dwK3*M>p-% zl)PEv@zXw^KxthUmrjw#d|LCLNtwIxi-(x>p;orv|9FkFy^`u)8_&|xR|64%so16f z+k`f;uWtjWSy^|-(g%cLEAU^qNIsIp;Gl*q)LG-^s)QSm8&IZ)VM8D%7}D%~)w-g` zF79Panw|YI66rTlMl0>6tpE^O8`3iAeD(ZrI?>S%Y&TH|+dxtfU}=l9HP}=^l7MWc zW`;XE0kgIW*Xc^LbK^*xAUP=OMGwt#Vw;C7kFYy(xkyaDa#D@SkxL3cs_ZA3l>3n( z)=@3y$(W0h3}0=RHC!37t@8EXJ>n*#9l8~2mD3v^3nj!C!4IElc*aUK$|7Trf9M0y z64QoQpm?umE;qls*rCNaQ4epHx2K7n9^&`N1&H3`+ldQS)k>;R&n`^WOOLEMT>WDs$6so8r_kZ3Zs8 zsF6vq$o#uOJVr&N%QRPt#wBBwmjNOp|LpqZP4tnIv|Fy20F6!FiGIbkDFtE0rnE>_>DSnY>?h}8d&qi5W-Hy5M#q{-2v!|#? z+wy_=jO$Hd<4B5S1NzbC`Xog<`whOh<8G?u^wQEW@UnRxRSy6e*Bx*Vrs=`7I6e%x z`@p0OJ8Q=UqF(Fq_I43~$+JGWwl*$-B`j%Y$MOmQPvx)mYQF=nN*x9bEU5~=WN9xp zd-=t4C*4SUv>jKR2Bwyl1U4@`-38vaI?I4I8@Lg#uC6lc)X=g?0)yR05DE3;jh=z-G^2*2AD1T=wgn8H zr<6QxdO@qT)OA&GKOk9I+W`+HJ~U5;!)e_~p5M3e>^C=vE zHPIDYri^(RysF!54#`Y0BSr-5fno5ppBW;Bqgv^0(ddiC%kRyZew z63zHVPoL+yL9k|JqO^H&<@Fiul+L_6Yl%&4q2qRkNSwfs;yRoNBON=94v3#_@(_R%Dnb+4r_J4^|v;^nQ zI+8PnCY~=jMH=>+@rzIp(SLNClIq?cD6{QAjXE;2AOG_Lgt8HhqS}JKVOPIR?>M7z zq+5*Sm6mA4nKc-z#iu)KD(UR6~K`18=J*!8$yE#cL!}OVX!ax%Izo`ei6p~z{{Ms zce!c#;Pu98%Ph+$6CDBoYdz+zR;1|sfO>O%eGYW7zX3m-v|cWlhGeV(IO4F^5$-R~ zN3|1K*vkZ{A^V4i)CsbaD=P}r39pqTa3@qOb$pjEq#Xi&;Z^SOz}~E8pa$>`jOhbcf67MlD!s;7;K8u`V^gsBcTl&+ zL5~x-u`f=s(c#_Wg`y zATs>e2C`PUh0mE+h$-Hxuo7&LVqbMN^NW1o`=3406|sT)Xt7{S=YD7X6XXYNF>nne zCwi6foB5AW$v4caF(%;}0&y6PpT70K5y!@8!u`+JxPrH<+=H6P!A8;hcX zOJ>e31l?DhcxA}W+cSUq890x*j%Ig|LgyfgddnH)0!cjMWWrj$|*v2iF72P#&{^-*ks6E|K%@d_4ju>I8=fYO`>D* z&EL+ex0-}NyDBPNAq|$<7@QW-$6i3x{WsgMZ;@L0Z(ZEowVr&zs9nHr;rYHz_)@F2 zwN^ixrq-<}jZuMg`NDY>xEr7OJN)h2?ky(q&je<2&N4-l&x#{x3TY@T1byKw0CackmtJ6L-jCz@L*$! z)9y61<0LUfRy4lBJ<5SjX)5rw-}bScLry_aujy+DOwg*+T6uljhx$R<)AllmOyoHH z@2UOmRO8+9sl#q~oYBO<1Ya0U?1Fnyy$%Qj?|mwqofl^~Xj65ZqS8|@>`-&&hqVI_ z>ez%TSBcM~ONLPDD&jt#{u!VSjZc1_)3f0}EQX!;vH3pm_n#lYi;PJ4wTG$i zW)>*Xg_sC}N1_(8pYcxGX7DSbYOiTD%l&J|1GAq-@#{>bN*FG^Oq{puPF9-l=9^FD zAvK0mI~5c@2L;JBW+x)=ff(g!}xsUg2-%e1ucs$*he?mP)ubiXB$9zFR22B~M9y}LUv zaB}IWt~td@MG-iSanIu|x&qANyUAG%XDz35Lbh?gWVEh#y!o!@0|Y%>ycyR3B+#_b zzlz+C83@&H6pbWpuE&3=C7#U7l%;Jtuf{Letsh?XC7qMcA>EzGnkb>X!?CNaG5mL> z50rkbVQz#GuW?N#y7zNzdMRwp2qqO>8^hbZ;w) z&7v>U{pWfCOq`U=d!@Q=%zpbu^f~LJoqh2dpask5>5&5Kk7LuZ>F}1)Z=3J=vgNEz zG<5aGE38Cg3H+b!pIT$!dm2}M%8O*X7DGWlam$-74ej-~(>Fc=L+d#SJHl?x3RN@9 za3XH1<~Joy;hwC+Eu`mJ3)Jotc+E=$y}2uigV18!4N^%O->9x#M(QCj6Z;46CMhUg z1-LA%%3*hQoqEe^?@Ghr z?h_e>%Aer8W(u{Ep!Rg8iwbGk5d8@o`pL~NrKBBosfwXi5pQF2FQt_h4n;g_2@VnJ zLRajt3HBl1kKTQTyLrb>ZzQ#307r!Y7`Y-qN*lcjGRv`1_r9YQ3oH93x4U|BeS(@SV#`*m1;MvlpN=zkR44^-$c-FG#WV^k#B^zbC{Q3|t?#6XrZ{Pa_FQPCgoI$&fr<7_75GDe) zpR9>v7X02nbKXEZ2v*bc>xu;;`N@kcjUuOfZCM+y?~EUtxj=#c^J+@Q8Tc-(#>Fq( zab&2+(*77YhI)-zz*}J^Tdot2?}I+1D#@-B-%r2){u=7&ua#NuU%$Fj>FLP?oqLXr zV*8P2*W#UXlDQb>T0RiZqc_(cI^iTN$X4ZvJ~A^_!~0B4;QgIFITjOEIO@o}JC>nI z^aX1YwT!~B4;1l$y#KaJR~y(?%QP!Kjfk-{1Wa5T?yMtuxE)g$g95e-v5u$=>wjn% zPI?jBLSWAz(S@_OFO8#_yrE3t1D|a9CEii^tbn$S-q4p*G{;x`=K&phHi}BO(J@XV znUHGnZi3c`pZHGc8o=4qH)ZunPO?Br<=>C?E(q%R&UaBslrp4g$Ee^*&M;F)mxJ#m z6JWK!x0nFU$L~F?lO~@-)03Pw0%71I!VZ}km*?wU&a1u|4JPdM+iqC%_YQe_$XKC* zbwOcaQudQAvC+d4ulpd8uhXN$-GvPnr=3!?J9je7QZZkF!q@ApG&@e{f*nxU<$x`Z za2SF4i%`AuUVV1^yyZgDf&voexZc27a-)~iW$bWC6-qH$s7Y9jeAL1pCIe-g0{z9> z2{%YJDQ~Qu_Bn7Ryx3x*FKx^123S`txYdT$bCZ)Q*K(F6#iX+6K>DNrII0Of>5^Fu zzDh{+fTe6t4s6C}JeI7B@M9PoS*!f7y{y@qHr@gYb9|}ZhX1&3=G~DL6u-K8XRr6i z!3~>E4FW?IDg+p={wj6=$L#C0qKoBM{Ys3Ge_LE+;sgg{sl8 zIM;bjl)t#pOUV|{=Cp9$g|@9pQjbUK*$;I%*w~n!Z*4Yi6XB%JI-ctD*&h!E+ZIMf z&90wnwpLEG^A7PcRKTr4-`i$(CI$&V-k^5*JR}Qfbz1n?kMG*}r+%=aTS%uRR^!w7 zD!;hs_wL;coair%2-X~wwYN8&_@Jr$R?IwjUP2dGb-k*?oU|}r2>vM*DtQU>_Z^iC zc>XvCI&VxXj3&F%nzuK0IUSTo=;|D)k#cFYHD9eu&>0Z|-%#Dq_K_k)d~ETTc2}to znrB*}P~${ME;w{N0ajvd)AniHHVn%rZ*6sTXh2y<_WwIU@JJLsxAAk% zI~{B}Pcg(k+vfvrsI3N0ee=za7ga~>?`^D3LOf4H6SU+EYj@2>?xzxO0bj8bu%cF- zNXz`<*UDN7k0(LIoDa9Vcc(j8RcnLvH!V4bE`l{X3F2_AP2sEHT(9b)m8Y9DZc`=` zCKSo4@JvB>dy)L6Uwe-1r#}Fc?7Y77SWYt-_<{l8aG7z?<&&6+oiHorqnd%sfEb#F z0k9A~IedXyV0R$FCQQvvFqv6L4R1Vsq=Us^0HC5=jKJ)-U%#4o1LdRCmOyfmU@?*& z$@kN2&@p2Y4I`@Ou?^a!waZH>NrTtt)j(&_da9_O!(4^41OVwqj*t{$(_a=8 zaNL*Z!MI$pyJ7yJ_Hpy4b<^!|)S`1EKl4ISY(qnXkI1Q`PW9G!H|csJb6R6adUA4@ zx~MOGuh&M`JZqs{EVP2+&`V3W?bE5jyHMsD$mZNhvxuKnh2JlmO$Ved6lJXS4@!R= zJHFBETkl7-mU2rQ=HL0dvUS_M1T0zb9sN$w--Nk1Yjxp+N#8JOsCLpt)W-5&)Q(%Y zcQ2+GqM>1PZHE#$$h!o-_n*%LlTuJEqj$f9*x1_rcN)}$`0<*ZBw&vc&(>4EW?#Ql z#=;AYey^^08%Y&Ow?X5Nb<<1%Ihd0y9whX8_?gYgBdqb2d*p8E;DZn^t44cMhRn6saK8oct^hp*VC(FxB2jcl6W8)Tf@GZb zvY#oL>>tQm$5w;V{a)PBP4^qWt%KHMeD1E-P2R0+NO-2oYZd3k?L73yv$K=Z$wzw*HpPS!lD0WdJSWj@B{%_hm4d() z7}4f-v{i)M^etbb*moptS-Bd%WnjEEZ%5t#uw!f6Cb3siux7aUa#w?afq@TMRG~=9 zd}!AVclzkPizl=GIQGug;;JKiJ?X?UvzpQGIx5dnUQdo^ayLSD4_c&(D(45gQqv*S|}EU z&+#~?yC{qeGemGDX4Zp%Y6Ttnhi>3jOkCzhV&! zF&|Vps0^znJvh2R6DBt*XfxFkMT>xd_T`0hTg$E| zMazprugMdT%Cg5_v8n8cfKhl}fd`s78e&1|1lTCVN1R0^hc1aj%dS^b1LqYEAUn0l zg}hiVN(>AjT)>pPW8=qwXDVfBNe_Sz0qNEP$i2417+bMh>%uenXU3u`B#qV=wCF>( zQ2Y3uc32J(D#62^h>-Q3jkih<3}VFhXkf$?)PZN16YX3#1$@574ub91Bo~6A=g`oe=Cw+aEAhun1hS*udSIHw zj&Mcui{PSkFauf~bNE8+4dz@0n+MPG(o#RjkIm5MQ>`Uo)!xA~FW=z98{IG4T>Cai z*?zasl-0R@U|5HqRmIFy7X-E@XeH~Ur>8fCHF&gG8`ik>FTIm}BE9p# zC5lQXq_o|j6Yeyy-A{bmrOAO0rcr{rMjD4bm%x{GwxINBkHzwx!n=WMp3w9aAC0l? zcYkPZt*0#UB9;FvA!C#yUlkfS6vFrx2TVv*bIO z2<<+i8mDb(;1v{8PkaD>`tx;aaWU1eiijV0Ee+}hDK%lb_wx&C9z3DP9 zAX98*$c~|WI^_bi2MW!&1#(qlM~45pGn{ifU)2cM>d578n{ofFHc+CAB)bA~g!z-b zbA@w%^dp9qFrV`$X34CQUb=Os6dTSML2Pe9(t z#xSS7tIHC>+S;BKjd6TRQ?c$kI&;Wk!k%d)VD)C4%rNcx!^0e2n;#OTXwA+#Y&z?R z+&5r5RxnnhOcP&&+YtO+Oe43_`s`0t#@7$*zQQ(4e<#WvN6iq^Lz&EuStgU;^bCjL ziMEo0No`537N0ak=081tDSQYwgH)wPD%u#ILN@(IB z_F&>8az_9(CMM)VJY2T04{3y~`Gdcnhg@OjS25;IFH_PDYZS8GXJLWg599jd;A7Qp zrQ)O8`2?v8R~iSxaR~Ci*{(uc%tvTj?;74;PBL3Am&57un@36UIKZ`$aIJ2)qJAbZ9bn% zo0q_;FK>0hymvJ4cDFE^NdmIHx6Q(DUWV z3%_Qi%X*a#X9J5{PEGjOCIeQVyEh~RuP zCpOY8PPAn^5n}dq?;6}=e09PIXmONp?CffRr@|m7Kb9I|i{dYzlw=>dJzPXfP?& z#}$yd)dzQq(`89hi-sPf3;rk1btp%&COa$0s2=>sMOdl1Th46P ze@^dn%wE4Bcir(|Si?;-_2r*rLnmQ*ov)B$!_(czyUX{%0U}!w2*=0d`$TtbbBndB zj@vh}m^kMMBx853yX^JHD@K#{-!*I%GTWK;o8o~xJ7I|Cy8Ak)r?jwbwRo4KR`<;^ zgu2Kie&0#BjvKEaENK&8z2FY4I}`8BmTpy$$zq;8VZpljY0ReRdkqR@ikw!j8(i~j z!6Qv=9M>>n`Mk7r7-??&)Q9)ZAxB?4!B2Q$L<9Z4$tQijLCU{tr*u*8dRmFDuS1Y{ zMY0XA+VPC{dlicgVVgM)op*45A@D}Q(8F%{P~3E3#=lcj$MlNG=-H~S{4JHnMECws zVp~C115%f?;~^j#mx0F07pG+e^rc`r`;Gq08e3ZWK3i@0JZb(oFSbr}!ST(_bFdIu zGLH%!@<^31xw?KPODj8h+HTl!!eZ!g!g$gGQ~f*jfrRAqg98@;W>-C)>2jRNo+_Y2 zck@MuWmI}lM0Ine@tg&<0tJyHFjd$Y2%I?&kh?qf;cEeI#OS{gb-ALMltLXhQ7-dg zJSBkELBM7>D)Mj?WK8smJhok`ivYTHFH4j`kunP;mNuc&2iHmpK|z&JCloO?VkG)0;0&X<|^Kns7v|;HPJYN+kEy zP}h|Un4UIx`R!cC>O`r=gm{Da(c|`RD`IL5u*DQ|O;|V&5X@Bp2U^Q!Hw(*2UGpjW zu0>Duz)R@fxS*Efx}BWIw&x@U--hfPR-iF^3#z*Eo%&E;Pj!F)OQYym*(|)T)JW29<}W?FV^;r{OZclB zl6)j&`mAZ}t}xDx&udF7QODm1g<^ke7izdNHynT0x$!r>UaG(u8=DdVy&92qPh4q>ijLx+t}R`>A!Lc^F$tYF}_(k(;G*i1y9+I~yu_MmDQZqdxa>v}D& zz}Rhc&sV4*)sAk16kv_Gh59II{jINO6^(g~$Z6mC;Qrt4Zoz8`=#@Bqb#?W+zW4Uz z=@O3sWDX!UN3!{BqP_kN%fY*MLWAXciWyq_*7R;Zr(<`C#;;!&~-0~_(ZP|N{*<6YcUq%)t2kCB~Bs( z(s*QBBO0qLM7;-a4H`j=DlEL=7qv2A+vwRhn}>Zntc)!Gz`AZIVH4Fe=fNgw1& zE6+{m{iIQCU^GHjv#~Vpa-G`HL<=&ETja1qZJ$G&S5E^_`wptId-NPqGhXf>sh@4= zcFTp&C%n*t^<@8}U6;GtnZ??0E061jwg1FvtT#_qL*56BDbo4{yhz2 zgvAH}KYG=h#NGFm#0cJd2&U#SO3yy78>lB=#M#8W0Y|hk)(f;Sj|n^{--jS z?dtNy?3iXH)ox6ke}bLDzgZeFX>c`fkjr5B!QD-7FGyWx_Y|phBN6pqZfX zj#eH#zoFYJ8P&KUpE+y~ibp%YMm+%f)tzNcn_lH!ECc{|HYWcFAsWiC0 zE*hhbEMR(8a=isH7ES~Lbgp8gsc)g&h&6y1FC$elBy4W*QDeoR&S3I$s(Y(vsXb-T#G@vYLWL zs>jAu1q4hKxCq!p0)UcvAW^wJ{I}yA@9F0K%l#X5lF00>$IEQ2iwI@r-D0%oFJ*VM z*$4vpo`{Z@)}p4z42ipIHowk_jt*des~^NFts0sB zxnD8P=_0|I->Pcv{pm~>QIz9W7tvR~^Y6=3OS%Jd6(@j}iYueS(ErO|4fmlJx6)&^ zX=*IsY4xf;4lvhGc&I=!ISBy8Fj?8y^wluCKrSkF0iIDGy-0Nm5GYArxyBKC z`e)iHwJpH9TzC8A;5P*GdxSda$;gAu{)ubks-TavvYA+p`l~CGcTg*#5;`Q5X3%r( z!2zw4cB&~31zQS+tU$KxFPWC3)NSyv-!}$4)IOy#`adjP0=p z2@x~&>bVPlRH@ziCndu0Y3Q}|OMuAn$;nCS5DZY|fKEj_c-AtPHGK|-5b@lFj}ax3 zdVRgyWk!&|D&K4QI~cU#W;$8c)Z#Ol^M3(kUbhMQj_16Q;vM7z(lgSA24K3QDk3H3 z;Pjof)x|EB#x=pC9g(_c2kq(qb}HDMHh%Z;7rW*zb)oiQO5?k!*%AVUS|<=*>w7)q z+KQV+s`(ubzay5vV*3EQ14voEf7Pnz*{y&-M};A@M-T+%d)y7;D}O-(Alwn&f`;3d zNInqT7PBR4lAGf?x7%L&@h#xaN(~GdP( zY{0(ds#Jot%{eSpuH1AtmhAV06ihQ^%m#z6joZWZ6Uc(JR&9xGh-H-u*mYLr0c(m9 z=-^t80rC;Ca?4q{-&i$)mnXzThP|vIhPR_BA+f4Ci2$l%Wz=a0>(F#s0_~lw;L8Kh zI#Zwka$**O@xIA$xq9nju!rUTTx+}Je(ZaoGp z>CxV@rh#<))(YPF2dtPcv(oyAyDVU6Jfq}OhZ4v6Yj2*)|NMIN=7+J?+hu&MnytkL z{^IMi(i!ggu<4FXYGT%JXC_fnD3_lbT;nNpF>+Ys?;kjnr5uDg9h`;Lj^&z&0vtNz~)b9JLUZN+ogpr!sbKm=qrSn8Dw%|q}D3AI4QjA(P z&vJs6JVIwJJxooN7uQ{}SbFLdnFqwb4!^|XE)1jgRSx7|^`2CREjdLVhs`Xv+t`68 zCx3(`7tK=0!%rrEM!9!+#4nYQhVM&G_t*51$T7!}Sf)(nnpQ{#v9geIsy=!OWRo4=&o9BMa5~qEytcqPl?m7_o zE1kiZ4oSaCfxz}Kg}|+!*=J9-{5Su`V>`IxOkgWi7}XEEX8TvWI75B~{(1&xBV_Ok z&jp2`h~j_8=2mZ6NGXa1cb2KiNRLM2kKn(5RFgeeTBs&Fiss%(;g*n@IANn98`b)P zpX+Fknm-}jo|IXXgI-RRg;<8Zlc^k}Rw2kL!~ z zuNxhzc$b1!`#En-v$zNxl>znf(cu<(WoB55=)JcSPIcsZ0f4wHYqvYE2_c0e*P)~p zs6e4FGDWcR5-S!+umG=$_1gs;>-0NH9kq-fzJ=7YBI_I*5ONJ3oD>`Nj8=+%FG5ZK zASUmEWest2mq{?^{xCb0=tp@Pu93;Rf=4xTyd=TtQg=@>?}ot=0($Rs96uE_c%%)d zR+!JRMTtu)^;Up!1aJ^zZ#g)5TKwacdsyqSK8$jiFkng9qP13imxs$2z9Al!PS|B= zu9!=Mq77)xNh{^UF}sHqUVktvinS!ub-Q3!3o)V9KMSe)dCkj4oM;ZY7$yO50NsEX z(oK_z~0dI#$su8I5FO%#*g+eEi6vP@HODBUm~2 z!jou`v6uDUASOq$PDS>cOaCLMg%5tyvd(asHLDbX4VB&S_-5545`Mze{&+y)v^$)7 zPQP*9iK==w9#WfaqqgOYx@Nw~7jAZ%Qn5~WVN5q7obqh-;Zy?wTSw1RG_n2rX1%)w zN)lNsSa3B_bpAhU8JvseY-sFpbsWYtahgB*;XO#8LB}^EG@Ux++N+=8D!@;36)YJd zt{Oo@(86+QyDU8~GhezJL@AVktHc*kSV*U2FYt$#=jIzQA2_UzBBIjf@%vPu4_Byo zZpy-ICk{jZAOA{K%Ab8Qy=NYXiI5EpxIZ|pMex?C8^2d1t!Jm;^y*BGYWcw`_4ImqgUK*9C?X~)N!mMK`k?re zmf$~P`P)5)VN;XQvj$|Cr%}P|+xA2?qBxzDPL$Zaf+h&Hf7GsVl$}|Br<8w5Ov}Pb zybc|tQ;ZM}<@LvS?fs{>Z89 zxX~3B=fMx?LWJVTzR#EGe^l`!Gx30<0JX2_7cMyTjn;{*SZZLWNAi4+lLla@YsgvCMlrSU64(J>KjI-Tj#iq{=YMXd{|K=-R#i z3$}SfqrxApa!HJ=oZs~YO2TVM+Fut|YV*rvi#j-`vOPgYQ<(kJ`-kQUP@1ye{o6<1 z7bP?D5b;f^h}Z5cdoE8@_>fxTUR@z3?SkIJ6@g;+db~VW>CG4fdg7h~Hq2^_f6~bR zq(6C?!@DLJSFj0>$JVywcoPG9vFYTg8KP~3W%a+jw4T^&YII6nhDi2dwu5fUFY|}h z58kLe(ZTH9VrrT2VRR4Bzfx~2aFTdLL}}pSc$-+$!w4==T&zv`><62Y_MNt!;aaPf z@v94NB4AWFB>OEg!O3Lm7-M`9+J?7p5z?U?4_i`w;L=3~2b&6Z3+vmOn{%p=L-G<8 z^!{?j`cbP`$A4k5TLBNxqcxPz>@NmfcptLrLhCYYs-7@`mmkPw=0%sP9Q77ogadDI z{bH>9i@uB>z@s+@N=^ek8g|2I+JbgC%PXlbwH3LmpAFgEc$@>&7 z*<1BG^f08nf17$ySBog95aq9L3|Ltr5r>LgvXpXjp)#{&xeRrIZ2EJ8=Jltx?lWVq zy8k2$RN|x_yO&YGpFzq zUlP-ONa1^{a+b7tx&A1rABc4-2wdd!Q>Q2CvdCkn14@=)b?YmCN@1ceWhx*YG*49G z0^Gqb9xJig(#kt)IhM@!n9Sh{pF75sKB-zzzA@fMIJAjOvblEo{*M>SHt$REAPuyt zs*A(!GvtYAGoDnWJVH$PA3yp)?^K<^8mXZ9*G&)nw}H5A!)4fitww1IIE^tDS!u*( z`YkfHx0;g@t--+G< zn3n@EOzH%kTv08!n*1ir`&r?U-I^-pY@pEOXP#uacrKB18w`5KzNN2W08CQ-&V;f+ z7HdtzSb{4Qjy;*KTisyC+=_NCBassEuNSO1HEtW%y56@5UIJA2*=~I__t0;h3 z5=#-Nc-_OA&;0e1?++33F~V*o%d=T@)fCKH|7oj;`=5cT)T4OaE--V$&YQldBlyMk zu4>x$;=MvoWd2rNK3!T9XCBml^Bv1_3$M!F`%`ck4s>!T-Q}@pNi5@JGuR-v8Th zcg@k??Lm31Y;Q%6{Vt@t)l>TlzSZv!;`7{OGO?us)s-j>h}TZ_mUedW?d=ig-aObq zSo!X014hclBTe_1f}e=?3Pg~T75YPmlhFjC(<{9~cExeZu(h{naX8~)7`mb8X1VUs zZR9Y2S5lE4POtvYyvO{B+xU@N0!H@ZeB38w%b%{=ELYrVkZ2X-D{VS_I$G*jgm$(% zGSc`?)lvz%MR`l6TBfi$RYgz&8cVFha^U*p1;yca_0{kOnPdXZnO^ zk&LLa2;sH9V`S>FyXbn z`P%ylFEP6EnaI!Y!rDhSenyo2{AxFHV&D&QPo z?ZE1L@poIWX#or@PbmfwGS!*osjaK^-@euDf!Jnc7$@kw&A(nT{acl{f+rJ8k$`s? z%N1@3m!H=aV}9_*u;XmPnw}a}flw}zVG%5nKy7KjGp-byM4ra6Hr{js+5R})ed1Iu z<};8t2)E8!8==o|{G9!;QWVyfRms{IzHS;P%2~N=ivCMF$GS8;UA!9ddih8(LwFRi zm1nonT@5BP;?oPK&oS3KG!wRJ7Sd+Q970?0(DIZuZet3uK>n*pGt&HzOYFl2eWsE+ zX)=6 zGa5`jJxx1^!e9V;p5B#^hJQmhZXMxpfuFRhB=+=3W>@!o4{cQURL(1mX(Q4!X!>yE zeC+xddWIMGYvD;)C)Z)yOd+2}&IMl-Il{d+(w2)zsR@qi*oUEUg55ErJZyz1eez2W zM>UuG!#}%|%ATXSG=sHw?tYKHICSO9H8K8%&B8i166e>?y|~JofoS987XnFHegre? z-YBlF7~3r@&V{99${{9ybAYXeV<;TqZ3bwxJ91r)mUO8#b#aA#OI$in%)@@-Nf%g9 zdI@|xsB_umHW|f-BIOzP@gd6yPV3}DrXrNS%MgLwR zs)_fPmjtKU*EP>$?!s9aw7fqx%>R8e+mfPgm}BrTl@T|s!!|i)+5e4eMXh7yo_OGj zXj{V@VVblTpDI`T_e<@A_wdr-psj{6aWpj?%UVpXO@{k0hsHpQ=jt-od@z!5Xq^YI zQa)7&d9$0K@yno@ZDn|3Rd0H(ykIs`dfDfU6Q{U5H8{N?X$zqUwyhI+Ym3PH!>>lz z2(q~}G#FOr_CBHGo<(GOt{F<7hFaWtKG&91{s(3p-?~|nN#-G_43D|hF!eV;?8rU6 z;F%15$ESg4+vmvzBfEndy^PAygUmXuDM453ZP#hYh^L zb^D;GW=EaGoajfUe_spYR_iew5v^mNZxHI$^_6oB#EL&YeDYQZJCsA5hqqBk&GMsE zE^Go~ex4OC7;6i2e_mFW8c@2M@ zvIBZD7$&fHoEW*&v*B#KZL0LwdEXDUk9KoX0&A~z{pmjE)$FF{zj%uJ-Gvuv@ISbk zOyum!nN^II22X4IP0V5lOedgUPUe3ED`Zy8rZav}eg6LCvy<-ygJzY&vW z{%4J5|6gF#zl-$JNh8{ntZXhCjP+jyc&42$$wcf|Ynbc_&d38k>po%;z&dNZa{3YzqBvj$@j`5@B65VXJnAOGz zf!tTm-joBr+ZyT>9&(p#>6)@^l{~1}@0&p>+s@PN-+8e)PZhk@$jNAyHp_+76DO0@)9n<$7Df^jj65&hP3Cu&D=BGSZSLA=%2kI4D*U(t)(Md4R7#i% zHR9JBiDhyp3qgl_>oPF9cR~Hpq5}#V+d;9MCLo@GkMnRyb5wkzNH}QQicW=K;YTK{ z5=RbYA?e_4bZ6L4>lgDr9ghx=E3~qb<-v)?C?WbxB$Z5eQu}7sS0?R=LqsN=Th%spP_J@pCTi!2!#4lgV zD@cLrIXWuFMG^bVgAAnft|rTnUbV^dtGV|Zi%%YT>Q0GYkbU5^2A7gz?Du6yq=^Kk zhd-cCv;$E(O2evuKi=|m3}#^h)g=q|#s6#Xtb*bUzBW&Q;O-8C1Peif>);S1cyJF6 z!8J&L;4Z=4ErSg15Fj|g2MNIjcPGidN%sHMx4X5Md$(6JRa0FvZ%_B>?&tZP(}ySE zCiCuOlt+g8*GAX9;m1BK^cwH7wcg=>ekE!&Cl~pPFR`s>>Y|T*O9ofa=b4dq&(3GR zc3_{32{X;AP1i%ivPG04!jSa<62hPMw0St|KK@cRX~P?OC%75Ya2{ZeYW|sRGrWM? zS?*`~J>O zU7;Nh$IcPP2dsFGs}YUSgNa$RB5he&h6dFA?4RmEZ8Ol3%P$FW$a}tcM{J|15e7`up?Vm|L z+us;HGuGXDCXDIRAQbOWtKs>6{h66GQ(qU`lZjXa=GQ+KaVa=w2} z!?v=t)Eh-N}iMQPL6e>5O!$jga-%rLFv0$j2Hv3CNRM)k zGp_7a%k-*xRyX%8w&Rb8%RCeMeqMbXXXY54{NlML{7HFTwhr&boqn97$Bih zpp#dlWT=&1J#b+AOyv+r=z}*%AJu1f#A?KqiD}MjW<{2*g5PMEm#Iubad6wa%f_T7 z$Yvm;mBQ?xDs`+_%on%dCE$jz2fn(F`fya5+h(2wFa-18frJ-jlx^%PuxaLlu1(Da zY2`qvm|2l+o%+Gv!13O|9;Y{rRlO37_{~zgFjxJITuk&)$HvUuDF$DV7WAu|@uJ`I zFjg7yv<+ml)1vFuf~JvqpjvI_CM0a{ZiW4_6IZFa+S_A>p)TLB!ew6l9l<+~U_h={ z6g<4HdcPT~d!7f>CLa>qP8pn?on=E}C2HsT6EULRF*9@98LW1F*7=gW9$~3T-@jA* zhVczJ_ZkSmrOs9Ch=+}e{>txEi;^SEfJxHi!QdIFHps09;Uh4aP_@V>EJe?4Im z6>g84s7SKJsyoH1+a#n}fEK-A4RHWLvTx=mKHY6^Lt*w0N{f)L*Uov#sxhsxL{T}^ zMhmu1P8-|l#t7f*0y~qBk6!>4BC=B70mFz&I|p#pVuV^(Ubov*s3_S6N`nUCiQ7o>Wa~ zYAIiSXIxb`712Hxaui_qt8UKVuUX<3sc2DbG-jSlr=Ou3-wi;?IxvEj5eQZw>(j-c zq2Moxm#fmp0l#+dy%zy@DT`~Z>Z&=6s_(%qh(sx=E#^CdSVBu7BW-7cBN?Qcx*0^5(EeTbK+!TCnQf43A8tPnwZu|MP)lpUYp9bqUP-a9vD zi!37um0hLm1tl7?r`p1;L$)KsI98v)<2-j)_KkK#2Q$>+%vNo1qne9ySfXXFG2_QK z{FYpp%dA=lgIqBy2BHSF7;@JBd5uN3JK~o&2|{~}GxbyU2Oq_p9X$g-VtI9#r=;d5 z#~~YnvZAt(`%P~>7UafX&xrl34RCpwR)T?-=UbxZl>$8FNB>NE5pI)T=el?M9_-$G zgS&WO7vMr_)*`@GAy%yhR8P_&Hj>Jb+z@#VoxyLPpwx#B!*4ZvdJ+kEDbM!;5I95W z)F}bUq1u~*HdL)Y=UghVb~Gq zu*B7bS4fdDucalabo&8*rJ`M>^u|D-?W=&-CPU8aND})4Ie%>4@Rw>`5)L}$PY<=; zW2v&KRu+{x?yI= zD+^YX`9iy&VFis9uVm}4N@60fdd$ymr<*mVVNO7v&+=)63c1%+G4vix z@w*Ruyxa!{pL^`*XAw80=nKeG?!g&++{w>+m+^d|Gj110yoRTM5y$^D< zKpg_QvlRpxNrlsEjr*#jrK$^Dp>%6m^!g_>%x7_AnFaXOnA@EqLQ)4+k@=|pgcEYf zscC7MeedUygL?+Leopbd=G%!BQFTlw+hr|#pHgEqQaOqz&JdV=7n2xi1&Xp8R)Jga za-r9%fQcsjw#9T~Q2zx**>Cc{E>}Gn<5G&vZSlU3Uh9t!B>UhSd|Lea(Kbq*%uMTd z;sRwEf|HeTS>4-@i?VvD2Azw<`bQ~idT%@-3eihA8xFmtmh{ra&k}yWpjO6rib>(% zUHul%Ng#Kj@+vQXn32^ZBdemISs;mssxr-e@V#3tnNA-gnP)uikgLKKBl=4sS~Z>L z!Kt%ovuggqT;w*+oHAy!^WpFVWmWhYKOaz4GxydpF*B>k-Tl?$>1AmtOHK|0ZJCu6 zo8#H}0gUbaI-&Azd_!WCUjNi*$Gz+P+@9Hal)VFG6*xCyBXoXy(yx0xAJTV{0OqF9 zQvIWv5r!;PMGjk5wc#Y)q}PA+Ec*V9uNY}$&Ap(z+C5r$u-V;A8~$MH<>UrCy7bUB zEIqx$69)ujoX z%iCnsDu*eVOBmgsnopl@$BS=p~Q5ZT=SC#rJ0V!QU2(uTvVwe8oYG@N4yB{Jo8W``B0hA5u?aw zc@7}&OV%KsCIWIS9nwc15Q=5!_EsNp*z@iMe*UCDoy_SK=PgSi_NrIjtpk5y3ngKu zjtpnaY*Maf4wJC?j!U5+pR}*C6HUH-I(I18?tSJ-0&n#`rMj= z0n?Aa=Eu~5(`Z5O)G21L)$)L^1HFe-sEb&=mBN(&ewoG}^EfIp^iLe@x3seWO5uUo zEX?>i#=CRaEyuyP+h!>^MJ+q(?s_*VEZO@bGt*(8!=e z;*igd&$ofmr6TxXvs6eTK6LebUatT0#&!`Z-To8j#DQhE#62* zr0+v(?ld>R6SnR6<0=syBpA zV%NzyGdx2J3b~MlP-*{rh9Sh$F@P7UDN3g3ju#x<80?2=*>YFMFr2+z?T%xXfGK4n z(}(rxf$I*Rc)C@%$u%Wj$6*S2y8Ih@x?sRAG7psrc_Qx8vnKQ5iB-&Vdd*>0hw`e8 zPSoS*CP%`I+JbGohs&?@By?s%v$_$>P!&{LQwf~R## zgf@#DaH+;%%C-2M2X;kd2oJG3i~=;5XXfjf$)QLnuM{HPLgA>I`3f_&d1CKGK^>;w z>EBJlF+M^pSRg!wB~wq@S<&R5>q1l&;Px&O#@!dmmp{1rbwsLLiVc>}wJSJ>HD05% z)$5#c1Ln}*LBN^+R3>0I&2tcSVG$etRkk*?6ckdx^MJ4@Ms2Z{1m5>urIi zqgTQILCuYohx2KcQePZ!8V7v_QioHvhI|#7RS=2eIK19JugAt_@F?$p?zZB-%>LTD?uUrWc8Sw>)2%_Le9tRP+P z0Ieu6<8!3lxNTH;SEt52gS`B`a>*tmd|DW(vlbs!@hgSjWajA|I{(~8T{J-D>d-rHf|%3UgqM=W#iU5&%9#%(~r zg$uGUEqy`61`Y`)*;b*UqlWC6P@xM8FT(J^$WCmQxynV z#C^Dq4>U8BIF~&GuTYS7KKa`x!bRh3_0{|X;$FOF(R0LRiL)P{(BJHN9Tm&3UhN`V zeSVR0#Rpa=Z1i>5q?J1yGYuXH4qtvu$rMP@N6S`_o?cfc`oVk93~?P-{v*#jytTxo z?66NLSbmIqNs);kjswQ4#x8ic>VQ|DQR#{Yc=K1T3I5n8ht+BOOGfU zDov^cv}LN^*)PJ63^vR&Z_#;FA!zu}gN%TmHCLkN_aaCWCL%KU1}Y3PSs0Gyh}gA5 z_L^!jA5Dznr$vbo$RkLQJ=2OgT!435zbm;*DxR>uM4VpchO`3Wc)3L4Rxs(>Rz@>_ z``UCh3#J^q-_J^+x5^?@p`9axOX+jrEn|Pv3Ut(0zC*xN%=^C9>gr zGs&=A+}-k0&B7?fk|5-XL>o5`(_YG@jq`b1|k zBi|T>h-2?0R1?E!a@U(ythtTQg9}_bj0YZd%Oa)gC!dyOv5V zK^E`t8R<(Fby)Vze4lq?DqxPCzkRGY+E2a>UO1x&`seu+b>rDk>{2yM1r)_TF6qQ> zob?FR4!O?pa!ySlB{(^-L^%#ElxHf*W}YL@-eb`dv)$Z>pwN?QRHDZO z)|+2IfO$$OFDr#)Aj+Eg@@;bLPcsQ$ zox!_8kg@Mu%JGKwyIsx62KX>Tx#Q{e0>^n|TI`#9#Jk^N8FH2cV>#TZt-NuRkO1WG zb*4qXWRe5~YWtyPzx;6NSC^u5J(|Pm-Y#&8E}2m+g$$fk4h=bKvDRo;~q^N zmjsQob509a(Al|jc+r%GiHH=3CLKlG%p6lW=F=&}F#rC{9rL;}$tkMxL$>Jq%Ss>| z=(5xj+j)w4VQ~U-VahoMs`fuO*J257v0wPR9SH>G&+ zWX2ak^I{_+cr|^7RFdM?YuK<0Tk|P8Dv~7+h4^^9DSR%i^U2c?S5608gYuQ%;DwdX zR^9Pw_xid11p1}pF3s9Di+#f|<{DI#W;MDWzRp8Ea{q8O!+$*>Puqx_=4b)G_cS^Q zzOcTiUA6uWn>e73kR%3qEJIG1zqJyNL%HnwKDGKwKIuvb&Un7{>7Flk?+wJtx-&n# z{Dn~mBEM(}h&GBclRsIrY_bnZEptSK@B`ZO;$5c4vz5p79T%%$(1(`_c9P3Bk;nM3 zFS}Zkyzdu|9S?=Nv_LU30Vn)9X%-Kj)P28AWG+5TAvx6^^C0s}YZ+DS>MFNs zp>s~{w0*j+du^LqJuH(QFO?m>Rp%BRbVr#fRA`HVO8Xu;eDb4A!t~d8Ld}cqBcy!g zh9AJ=)8_z0G@s=tF6yt-&7jafc%t7<1 ze2KZ0jUZ}&Fo|O{uxJ(E<9qs!9qrycKtvIFv`FdK@TI>YhpP?oIO+!oQjzFGz6c=FZ>>{r? zPzWTFUPuI2v6zk?A_?}LK-5YVrj%6VeV5r|iR(^R63WDq`aK6n8~+4#PaZ8n2ypBn zT@kNd`Z_QTe)`?i0=r9HDoAJlB-4|sZ6H~swnme!SI&lnno{sE)Bee*sfmArC$WxcF34C za%OP2M{I3u{nKnw$y(LbD=KOTj~4Fi>czn*h;2w<#%kc018tn1t4 zdGl?7{ghu7+jLmp-79z8#0c4qy z3&=bo-D)55pIz__7|_{0pSJ%45uKlW@Bjfa?9rpthgV<0(pp!;_o4aI4BuUU2;hxl z{PI6zr_OK;wA49$QTkkQQQ&enE6v)}jEJA zXi}X8(-x`GW1pX$YiD)hqPpkB(O?82h$W5lPS!GLCXsS5(UI53Qh^i>o;-S@G?M`9 zHrcrkC*O`hcQpG#V7ku5&z1XK@$Vx~N_F`)Sv-mV>@tZq!!PCWO4$cOCqHswSwbi6 zEbSQ1IE;otP@=2rG-B}9)8|BfroC5%J0!4-VN)RjRx@SiBqfel4;s(LrxCwlH$cc7A2O4)t*7_@soxWD%6^BerEqNOqm#Yhlx8nf48G`G4$ zMiL3PtS7&mC#el4Z5yAwe|3Zmrz-+(?Ws?nI|FEjJXzi7lZ+QtV2|WCv91RfuvjUZ^P2pgMSnaB3p|hP zl+g8P6SJPRfV1_e7c6T3Wr<_hdGw+cS_d62OLYLtXLYh+AB?tQGitU1lP_%pLEydx zxYZlsj+ymzrVrnAjC-8+71KE0_Qn{(YfY64=?FOF2}bo~#8QJ_p@vYzy!xRiQ;$nt zOPf|Dd9f$B#MNpOkf5j53$xu~C)L$69(ijn(!%^)MZQ@cWL|^GD`FEh zpE=#58!OyYkWOi$`FecJlXXiE@~CGcB1{mYxVDTB7t5$T68P?35Y$!zc*9JyIVEes7dMMp z=SToe506NLOWC3DXl-8OT+zjZ$OG7(V5w~Ri_i?dk%85z1NGQE%RuWMk5GH0JJD%{ zWcC@PSSA`(-lx7qdC9#K(7AU?;2`Xwz8UC=TBwVIOovDwZ{?sLN)Gc18EAT&Mx^(1 zyjCC8X>bJo6uNb1U1lwQ1lEcit7#b|EW9Mu&jEX=`nI(&duJ!}(cXyk_9x-Pwe*7Q z^e5(H!6qZ?Y-(<|;i1KdT8X7yeb*3F<(A#af$n3p*Ne<-V+Pzb|MX#6(AQAezf2^u z^~zPk&bbkx80(?KbarN%%be`a(`tOldxlRl#Gh?PM?OBaN5jFnl8zQ}+%I9~-mDe) z<|kr_?4HEgMr>?Q1md3%B9m7lC{^ietiZiTv+P&fgqpUj`jn)E85hTemFwrsdnf|r zV6m_-!fBYlB>{N?fzd+5JZj`kY2um)$Hw(i?CjI8q`I~oQ1p@amgOi$%ka5n*y7+| z6OTSZEA_ElrS=JNW}N#91ZCe|;pVb^E))qxXSwfmPv&5SYhQ_f#)E^?^a&VyLrDZP zRI->*A#gZHZ5i(Ql5$C8KrT5pF7DUk!T-isp*t_^?66Q%L(nBA{%U1KlyB9X{Sz!4 z-1{cD_#6yKOaz_*nU_-c_Zo!n^P2xlAmirQ7^?nc_&+;REejt%j*jqnTp^!7n-n6{ zcQuE}d}nVoZPqw}5EU)R)SzEDud4p-4hK!DvM4&1QkW}5c%!X=*z)T@(yPD&R_M`t zvD&}Wd#GfRSjYoqdl^vpnHNn?npelG-9GD!FaXghz(6xZtmngNk#iWg;8cS? z!ALTFLE(r`6XH~8MA4$%o3$qNE=nEAvSB%LL369(<*}D-UpfLp3pVRw6ZWDB%h7+t z4|m9WvhaV^c6`Zz@9+MDj0PY6n#5 zk!)$g=O9h2+=IK_FzjNu_r=9oSH)js<|T*iZTJz-W(6X8s!?c&S|>-U(^4 zzr}9wYcbDP?rHQxP`VCHJBVWe__WZ%c`ChKYivg?fCZy&(ZVLU+n?HwNVT_-!pAXAr7BRMM4ueE(hk>W3 zlBq@2Stij@lec=1vFq8Dk8q_FV!E4X{nc8s=I}2Iq6nz30l>9(_b|fCX67hl3kAQY z7CRmOwPl1(GRiIH+R?K+vekGY>Tc8{acfbd*YeW0_81}B&e@1P(6_l(n^^{DAN?Ap5a>c@>g`bD8LMmEh=?tvkP!ZcG6VD#v z@w;WYoB$|=rcDa^^Vo+P<@#HH$XW%*rKq11RbjZHD7hrOLfjbn4_M&w)UfEfQawDh zJa)-8sOPuzcW}5$GCxym9M9GJN#S~*YUvtL12(mB@2J|B&YK3X0PmjCUqGS5y>;7JQxkv;$35n%YF z_$Xnqkz?H$wFjLTEE_h7T7c%sAF6vp4p@9OI7Yh^(*K zv}_#~G5NAD+b~`O1ORaSc`X@6$WF95P=hNbwXC!$faw3@!^fjb*a46 zc>mE)HWXV$dcx!*6DbQGIb`nDXk6UMcNp{*QTT^c~4W@+6bLfW|=ZrK86(ed{Jq$xI5j{f} zGtR{mRC(gYh}dYAO{SV&x4dv>!1IBj1^5TfKZk)FM>k*!N(UXndozrK0In0zKz%1;tGV;Yb$aF0#a$&KjON$Fycj5a;V zta^)wa1B*KdSOymG1;B=3$4(Z@?e3q`QylTpRd6skv1>NuhYfo{H3ww#lep_B6u5^ zrn(g}StfE*bjf@W-rCy;$33fJalQtL*J+#VMsEWMASA)x0! z>-UZdHREapVE*?NJg(#J1cAb$ziE6(jDRX|-i#j8r=gI*$SF#m4zmXA zyUvkKx(hZ1@lNk5W4L3-4nOtD-Wi&+;#a(1kb{N|=e{*QoL$_?zPF<%j$;l^**J{GrHk2FOifV`v5 zLcqxq_~01uZmnr|1*D6|YdPTYR@Ad&qq5OCA~ zlgN(*wZ(WuLXf=jI{W9T%Q64}$P@K*hoBa?tw`dk|3tbK$gEKCiT>J3gNFJ%V`r0;g_< zE*kb8EAo~Wi$7nk;GX4NF63CS{k$&BDSv^Vj+!zzw@tQj+wjhn=O}{y0G%te2gCSJ_i`K~#0xlT-gZ*%m`EGw> zbX4ZUCLnL$=Sxn)_ns|mDBU)p9Cu=|BfuVgho=#Aj08ecaRfnXDA`k=6nr@TXgFuw zZxZmd&}EdfnlDpAf$lI$vmjWF@bVzUw>yqVSigsOR%f}_WS4dxs%I@KArWM43!i{9 z%9p=17@0pUkjFHK3T#Jd$P3_U$AJ=4MJgO%pCA||sX^K^mzRGZtf^Hh%_7vYaGhk~pW}QRu=bzy@c)*7 z@R!&5`z?QhV=~I$1ekv+A7GLcOZfmfUjJ5n;Dy`vzw%)J{+eWzKS137|M>rHx7_{? z4)VgcqNe(dfPlc{F01EmY36PvY~gAJyddy!@$hnR332dnX>s!k^Y9Dv@vw7o33GA1 zxyzCLUm7?%TiROt{NEd}6f@lc4LJUMgRO;yu!XaWkE`ul8+Qch|GcAN0X1+%H~g^6U2kA0sHrs>;-YO+)?%I1H!L literal 135122 zcmd>l^;;B;`!&+tB`qc0A_CGaC6Y^bH`3i*vUGQMN_Tg6NtblPJ3jUO{15LBT% z4m0=Man8BVgviT^qaYF>LO?*ENJ@w(KtMp*K|s9u4G#&tW1%o44g5l|kx;XTfWQg< z^Yf->ULX?!63t&yL{QN=^|;l=Mt@Xr{}HBIQ43O%3~5ur=ABXkdKdkRj!Sg$tv7lm zjRYBXQHP8|0%dO37X<|E0F7AY7NWseM)kE@57M(o?zLMPtsT*3sxS4F=Idi^*XEM! z4^N9EQ6K7!4GO$wx4F%(9YMwpo`?27$IT&p1jx|gp&@-5Su0u(VgG(DKt=*7L67n0 zZQ!pB5K~frzk=^!^sdGH=Nq<2WMv}%e17Hsmyg@x=!L7SBKCZSFs1q{IKjg{oRZVE z{IDwmb|H-fx!}Ko)?%R=|M}A=+ve3Qc^Z7=u7rx8q6vQ6T-Z{4uomy#UAiGR(|>9( zWsJk=jUl>0Sg|A9ySfsf23h9}2CE?a6K<=wzGSFqXjycEmcE2q6}S8Q14P2;(1{y& zcXvVjPrBc}ebdy`6c&bZcj4s0=1T1S0okD`5iT!Ov*6mDo`VZrNqRoK!( zL>=gvl$NHcuHM|#m|@A+tJa{b05jDUh)_TTs%Bo10y3NGITEWuC=wbuC6Y3M4g(&u~WR6b>ln@P0a|x z%UJ;rf5?X)8BfsE>FMc#AhoYwC)d}}(k{-o`{nbkpSJ~Cq@$I||0JGmih!+Rk)o24 zlD@vaJdL@T867?SrkJd3H^+CkFj?!2~_hpDM#$!u4{7#JNj=rc(a4~$Kd22nrN z4N^T~pGNZ3*{!y5?Zsq{I1m&5m-8qzG&Ex)qfDiOf`V=m8d}eVPRoq#h>tZ#h?L5O${MHNGxYkhee=lWogMbL^oV4$7NQ=lbTYp z3wMh(^SCSFBg2GQovgI9w5)8GtPOV>5UvR}UF)lxn=Y-NW6tl%!GfTWKULLpLXrLs zW6(Br)X2{aM)L%x{^X&f?;EygUt?L)hVd%vB)>`IefPhq1P{H1D*y^{CKDmQl7SRt zA?n}0i$HAR?&wmx87tAjkEC2AjK?C=2y*vR9=ZwwRO}G8zZt>qnRDK6< zk_hJ`kP8h&1hJpOQ23lOiF}W$5&U z{BS7*AE$uS5bAUJGTPG2l^_oA*>^MNYxM#H%#pU*2st544HcAfeU&j87HluR1+A1O zu{*;Add;E;k)c;W=7NLagbp)a&SI1wB*Fw~rV#FzucWgQzfohq4H14Ypv?!j8rNao zl9YWrYSL3i(JnH~uhq*>vPQ%_{pZ*%iOLte8LC{=MH+j%hoR(Ls0f;m7K3zY4bpqe z(>ruVGaWDoD$LEm9ij58#XJ{~c%FWJo|GE;LU1MY;uHOGpw8fp3+eJvxA4{Zx3b(E z(4cv72dH2td8ZPWW^Uc6Y!`T6-Y z*}cU9bVk&}1z$sM>w{7G+Aan)7Y-wr54VP=>@w49_}HSYhxKF%#Q$@_KZ`ul5^LTW zDItkAWeW)(QeedLX@#5Z=#mOgBa=86gT*)DKaGwUK&qw4=i;)53k76UuG@%5D^n}= zUe_t0Lx=TN*VW;8Ev2to1?3mcAJu_Q4i1XO_t;ZL&FTn3w>vw1CQbYgbdyI%WoR;q z`a2_vi|Kw0I@C+IsuZdkk8vAvFibO=&Ar9#iQ7bN`<^bGZMG0${Bi4Si;M5mry_+S z@|b~P>*Z^o6Mr~ZJPLI9m6p27)aU2tyJ-iVpbp{TO&fIRH&OIg!D(>7TSH#ty6N=1_*;vZw^2CV~R+t zMhXe~AH`b_pts1dM@L6aj*giV0x2sC3#u9#8ft24T3V-PXF+odlap1=&Fad^u&?zE z4Z?6~X=$r#Yb5yizaO9FA$9cdUFt`O-)G#;WeqvgsJ~O@=WN5% zuth)9KYw@4FDWT$Zhl;UeO}*8?~--ij`$cF7Phyy=k>Hr`tieuRrjXvJtZ)vR9imL z4+XD}Ibi=ETA$Hz>L9*B96+|>hxvovrc~Q6yeiU{=z~lH&xFp7jhflK4Ip$}vpT*I z=su*>zWGxs8rt-x$$@)k2M4AmKj7ftfd32h!8Uvr%tLByG8#BWM#gNKu7=EL;DsRg z_~_`;nYR);apwWl3%e(#dPWertw;w}C^`lXVqq~dI9OCzcsD5L3HkX?TRm3? zW!ZWje9;~n8!Im@-gj(pr4QdI^OGu6mHAV_usN=os>$onYb(=`;4SRCDaze(Z9uP zW+)>>zuBBJqs%!#1G(Unc$9w=queK4Y-&h`?j7lDXE(LJ-dO&A8KH6@k z@44JvsL|@yRM^)D8XLcVx{i&B(QR1X6kM2_o12+|_G*}!pYLvyI#-88AOF9bn+?`Y zB-4jXT%LSVuEo;7(aiFnPVv;+{(tmc&OgI{ZoZ|bcTQE;Pxy-8Fg7T+q$rqD0 zLg>LZ+Z!7?dV1tc0twWfr*U|yO`Y#KPFP^*t+@^7-yHRw^>gecAlEuZ^=~^iXK4cM zPy@+1S^$jP>n-b^HoOv?VFaKE68IvohjxC@+eM>C#5c+`yJnKz(|2JYHK21$|Iom& z18WV#9@GgKW#dHyNn~cWqn5cNV47+AK>d@fua99bs`1pLUas4U$N4Ew%U+BOy$JHZ z&Lm3j=WG&at^`?{USZpQk1rNlHQG~ax6cSV;G|{)!JAh_tH4w8j5yp4;_o5B{uzTY zh;oa9!1xEC^0|)p`}q`T6MUlg(ZBx8a)ISArOq`&9Apj^8iS9tlmf6n@6BMMrE9RD z1^FWi7PkwP?c%fcui)5vjt(=Gr?m9R^%E(R1Aa1ik5&QQzD1I7gQ{?bgoKtnl50_O%xuG-OPu4N*ZmY=b)O zpOC!iKS+VzI_Mp0Myd?GgI`IT>tZ1it@=nSDEAgy07Pp9`}=pwIYwxeY(JAP8awi^ zh&cVx=9j55{*-w!0(Qd3mXHl5*lJ`=0xZKe=1xfE z?y_-JD(3GSi$>(he_EFNu-Jy|je^+wj@OPey-K#X*3LgmEf5%ZOsk8>Bwde0S6dS&e1?(Xh@0GPX}6UU13 zas_Ndwj^0u*|GfNYMq)OXB;3aXCn zNs<18HSHTTtIM4o2tTXhd`Im&HJ*RYl^opE82^HjF?~5bi01j*?@m~`xw(1sOUmfn z(h@f(=gt0P&d;Aev$L~@hKAzf<9&U7D?G1D&J9h*&8V&>&(F_KPEG{KYzj_9{vgoY zmjnLmx~YiA=B6vAfvz93<02{gdBavO$aZvqRGjCWiQE2aOL#-hv;~ zjPm`g-=0a6|8wQR>Ts?I{i3982spowv1W6SXf$X8c*nc1gpeCisEnMP<~MC9F*msQ zI5@DGiEKUEUZ2l|nM;d`Bu%KWWdej)xwwLL@j1r&`otPHZy%?prkEm?yU-wa13r7r z%SQb(KfDgjcQ9-suMoh4H*(5Q-W&xq4lW*oCWW4oVdzeOn@refE0)-`|z4t59Asorum#b72o-`aFE0-c4rXU(C-il;s;XE`K6!X}0GYD0 zvjYrRfFuF{NIo``@N?vwVOD|&mOisOM<*xYn1G#V%KPHxcRSvi(5*IBR#qM!pYf5k zq;2MUCtHD<2>Ss59_;xc8~;=zBR20^n1QS?dTR<%O@;A^1Zt9cy` z;^R3vI0TlD01PMwpH`idL%~P4I6V#Z9o@BHd=IK>QoMN;b^3K*oIez;*wVs6pvIpK z8tEzO^$zV0({)?~86N@1{#_qXEt8WN;hnZb59YSEw(eY5wpd$7%7GdEC(5D!-lR}- zL-c;adsmp~F&~b!LWh3pl{*_fuwy)8Gh61+CN3!qT)yv@qm=^!x2FYuEj*GzY~`s= zG2)8F_n!q*!$shE*xeuupoC<(qj`ItgNDPc6==0K}15L1p*b9l(+#1 zlADJoOGe1hpB!Ekt1UGpWq5G#{PCG30e}eE2<-83aa?J#g6K15*8rKmFDu9-t%2KEZsth2$$AT0dX&P$Ca4H|e|h8RIZ0I*88I5+FD5EgyV{Hxj(Gw~ zl!Zz&rV#H_ud0Mw!^1~LM($wL3IoH!!ZvO2Ujje~NL7m#HiSk&Az30qasg+`N=m(? zr;u3iaz4wHl0ql}gYgLo#Het|ES{tQ3IDs1_14*eLBr6dmhL;{iMr^aC%Lw9RWv;j z47ONSsT+bzY>4%gBasE z%B)1M$1_2m8pQd6;{8dIE@%uX&5F%a$lkw2@~5W_%2nAE}!K zsOV#`aw3~2;m)ub^;X`$(ASI3+z_IFxlx%)f^?6BIQXquR%z67oX<6{u3M5Lv@IPs z)(RWu^w8jYkZG_P)sCWg_W15Q5_a*VEu;KK)=RD|m9Hzf^`lJsw;)CAL5xFeSt)-g|Qv zrq-IN_9nijXH<0Qw14}uleUl7U5x&`0MvxV+!?Stl-rv^!}k1k@6qV_ zWt;0pqoQ-h-aM$)+yMe(kLngle=Gc&# zA(^in3zpQ^weIf~tm=z8T5mXkMu^VeOvF7ilvPs4hDlg+yn$>gp!81GdU_ef-LgEf zNzgLzM+<7?zwvkH)0UK!R99bqczBqYm^eH%+loU&!=WLPHU9nZ4!tAmoD#fq#ep9p zFKOuW#>nUGpX(FJ{Jr`;zA>8$45NGwnRdfa=C4gb;^ge5WLcA{bw)vvuFi9OVoc1> zFbrUpu5KfaK7b+ja!BRbSzDvM=$V?C`66Vh0ZQN6(4-sjzmQx`t?X*UhqGMi%@l0X zftV*hN@=})GwRj~*t`(z_qD7RfN`-K$Yo#494yl4M`GO*nw4CX_p( zVks&ry1zcIYinp&n3^6OAG;@w(+mCE4Gin1gqDW|iG+fJ($KbhkJF-8R=e17bCc%3FjN|xLH-Bo zRfC$ooEV1K<*BB;E5_EbLX6|t&qJDS$Wli2W~9|m^DG8ivX-rIsetg&)D~X&sPqyGkl*%gjPJC{rCJ*avoRy&p@m#gczx&YkX!RAp`=!RF^;2rSCli;a$ziHW6^mC5;! zfTYUD%iGk{gr*%CHI9nRo1Ugw2U?Y&C-qhqQp+tgZc9M~C<`z8#_LIn|6MlWM}}W6 zN|oo|KcCj(Ive>eIXz!tgqC6)=4F0^R3;FajaMzh!Qm6L=c5|@9skDa3rY3ZBkh`; zd}EdRLR@u03f{1Tojn1WHV#i{FA9RH1k`sA4KD?^P8MFp-+yR^4vv#1(i6k!OXJqW z&=i`VJ*cUTgpQ8<;*uH7(6CVoN7iI#YfDU05)h%6@!Ed(mN7;M#h@_Ow7=RK8Cl85 zZ13*+bYlpB?jdT~uK$`W9Y2m_AbFpWe4V?6($z&B0@!y^OT2xy{TI5d=ViQlK=y*I z&?CmdM{cE)G|GoPBV_uLl$j<>0(Nk3tda?q(}IyDc2)z%Y!An%mo#0RcP2#Lr^egKEM; zAeSRhQ&8;%?cZ{3yK0gzUS~Jgr$L5+jz;8CIW|r-Q%?9^ZdM+F4rb0J5}g^V`r#q^ zYk_4yX!vuuO50B#W zb2H-N}H9P_$4O(3(2SUg6fOCn3&91> znLgSv-e6Z*{eEE*g#x_GTA{VCWE^L|4o7{3;3x^AbMTHvx-!RDDoC_H&se+Oqo6fs zucv;MyTMNb2g$`69`(*q=&tsHD5xV6buo*fdWs^ia1eMDD!E21;Ks(8yo?0?9;Qx6Vx&j#3K-K6 z4Pe>D-E5UU$yiRuD)s7(!3Rn2IoHKbeZFzBp<1#paApiW3||Yj>D~Qjqp-GX)nMnO z0vM4t+jsvRs%TKP9q3a-BG%e2sWxtIZUAkPEw~Idkmsj<|K8d`qz#?60BmTuahc(T z`EtSBXtTMLVov)|Z0+^9Y>b5kZ99hH_1lkBLz6GA-g$`sWt(41UH$Rp zww=`L{?w`cv1z_%oM7|p<@D^O^KH3TrbaRN^@8~oGwOaooNvpqc{>K7>}dmz-?<(T zZcEMQu7?0Q1Bl5E!N~vwAtuYGfw3l`8Q&j_oYe}98O8?r#4BIDUCdo$KM0mdyA^}6 zjgLc3cZL>mn1toYJ&u2~7EG|SF{+pwIjxkkW0vj&u~sHBAL9?0qo|VqEqS2%rI_rD zMV4n~I(V%c)cxe%YM`gO_m-&LPL50-g!RI{@C0eX6+8h=j}hAv|q2aqYA>c z>+2USLSoC5k7iw%KXlb}U{dR;GT`3X+1h?(O7OaEUI+MUYj$*JXQ#->{=Nyhp%8uh z!)%4tYGoYNpU#m7#wAy!K9=n8MV=W8tRoh850sUj|MC5X(NcmCS$hPsu9_zwY;Qd~ zw1b3HF#W<(hnvh?muvu1F2WO+Z6q<1LR_NM$%~kFD?cX_|C{1m=-SBA%N_I8jN0CX z>wI!dUuZQhICkGATt7Y}ARE|*(%c0(;a3??e5_8D~ntEdHrF)?w?lJ%QV#9cwM~T z!1KZw*qKal$^u8XKa{kG_IurRlScLjXD6bwH7q~Ny0Ch6% zaca+h$?TOPPM zmq&c1%b&_rN6>X&YC06fNOxZNu#q5w1`Rz@WJo>{71}f-ijOY~Ri)rsUuOC8F@@)8 zm$M{YjV*FM$;pvecIm9ZPmtT)DEu-G#1D}eL!$P{P%1oIarjFVgMvFO6un{BDF#N% z&wzj9r03|!`SBybd3imb?yjyls-#Cgm2oT+(LFOc^nd9N)P0@U? zEiz3`Ok}1nIXHN$Ok=0RJ2k{JJG6>Zhhu6O?v@W`(ZPS>zc+Y{ti5Pnf41uC+iIs! zQBm1u_PYG&h1JGDPaoF)ghkV&q98ACqx_O-IFyB9dm;vyyCqds7nY&<3zehvB+-Z9un!GQq$t1~L6qi4R1rIpLKzKf zV6JYN;sUuQyU!sp8flg;+$cV1*V-UwipKXjvvNInhwc(u&Q{7_sRN zp><14C2PVkjK1ep4r#Bp=kt+v5cBQrEpQ`ljJ-I~;WfU(Je_)*V&?T$1oq$mde48~ z%j{W|m$x$&KAwz#x=bV&Ju&o0$UP@*Mh&8fK_;=;L%a|2x(n*L0aiXuhfHY*FT?Fm z!{cW?aer2*MVa7D_`K{?L`OWH?>gMFS;j$f3)4EsUvSZm(Orh?Ba`xM+|aZ&sD^6Z z#3M|_k(EGT$A#_SwEaXh*UxD$(zGzcA~@2h+nK8lmC!0G9Dti*ARB}Z<(2=+e1&|0 zL|DEvO~01jP$bt0>p`< z8*loyzYe-nlh8a`C)wtusNV71(F9-VMun z9DYmK{cP?J#MSH0i=PUxa-@@Gff4Tg#20Wt2vI^bndc|#4`u68E2CJz4VDX0Cc*S! zlZsmWoG2TO55<`7Va!DYFVat4fF}$lhBZ_ZNT$-_NgjY{=UG}_#$xx; ziTAhF0$enQZuAvJ;L7O3!^560Nz#t>wf@R4&%h*F`?eu?|0FB@79g*$Lv>T6@0uyz z$Lf>j<4^__9ArffPF(o-5V(#Ahe&@5HT@*5^=Wmjo4L$xP9OHrXn*7Z6@elm2 z#K?rERQo&AySMgEf7}c}rn!l`YZ|bMkz<(hAuHqgUf zaZ{5zJ!s`WGi&;@eZ33fyUM!5>+k63-~mMU8W;Za5IJ7+H^a>nQVZeycYgfA?e6o< zYu_CSc#^9xH|p51vz#C?@;>;QissQ~{&qAk#j;cQCLiAL9fJ9=bhHCV{0V-39(bArg)KT|A6U30AORKRR*?3p=ubVhlZrn%|0HB<`z%cSuh?LRA&S5i42wXshtpD=~fjnlrnyFaa-c{-8n zYiqC9EIHzV5cD}YIWZHqfetSBUP>5rUs=cYP)JCsX}U`Zs*>;iXvw{^>RL*Znvb2O ze1mfSNFYXd%8icg=*mR&PKa;mEc3HbU!MMPO6m9Xn(&%<$A~7+(S<_}hp<4awHbF4 zQ`P#b1%@A~mNE9nl~z#OpY+8Z)a6>Wk$Y^hkP|ZOz zJ{DzUvxrfprHnR%|1k-Gq`R1XZ{{$X?_~F#g9Ic7JNs`x(lq5YG$v<1s46Q@PfmX1 z;?mO6O3ToWP196WQd(cPfuZ)i^0)e&+}d~BEa}!sorNmn zTNhgRZ&>{+Jtr1)PBD@bo?@A0&?R)q(Z+3Yz^KMo@S8aUV99~jA~jSrTsU?2 zfwqAfM|o4-bTaWf%mNeo?GdyGnsrhZ@?**48m753Id(A9*V>xl`tO%-VR+-Ie#Ig5 zc55tgXE>7aac@P9^H0K=8rlJ>*&k&<%6cB+67Ci6(d*?j&*#DGWoCKN%h4xmcQL=*xke7dOdkRg}lE-X_aqKVZE3g7l})zS#5M+Mk~Qq0iY1jj-=!@7xZn zZLd^zZC&e$$Rd512zv752ecHMKNVJ|l|MzMQvz{>K_!~4NGn0tqPCqvm$vL7-Fy{p znKXSnnNl}a*ODpKDF*&Z^1Y|b{i`O^@jTL!Bsju`vI<~gZ^e*wRVsKcDzwotQ`g+ z231PtB7^Fa^xeq+=HI~-s3m85Eo<mAK zdM~mDJ?@9KWlI%E_UtnrQ?)9B`g;I#=O)1HR@Yx{8lrTVH8xIbF%>|dzTs%a;hcXe>1bDW6+?mFoHWj)ln>>@eQ32=hTn$ z&?b)OYZVjmb{(519P!n}rq0!x)Yt@Kz2Vilox>37Xk`%8BrQ+s;lb=3+p2teBv}M?R9m~lB)W0m1-)&KT1?xCZ7=K zEk$141@$I3=-%%4y*oWUJusyS2?=8)C^4+7RC!6p=`9wZC;+s>tVS=a>v|iQ#oAipbph`AJH;1&yQXC7F~cBn!qG2K=|y~Pl_GIQZy4|-KmxPzIv0FzYefD} zE0RhZ`&pCIn*Z)yS&K(mstPGFd0F_sYoOQR87Z%5t;ya^I3 z2RdqfjK<#%rPdaDKkb^ll3*;N!Enxw%|>?ga7?@O%#tGIiR+za6|(p^U`3~RkKiM5 zN9Vs`^WdN+xW6)d(sbddO8idqD&n%dt=%8A}5l{HYZMl-Yy`AQlAhN5&8EXQGsnD}rXN^v@gFza?mQY9D8baPe47zeGAr$Z}~Duv}{ zsP~^bBV478mkc)WDyJ7 zjOVCOKh3O(6iGsmKn{QM9$CV$a}*3An6dPWSE{m%KO+jc!hvbdbNE&zuf~X-5ZvUV zr;HmtEC?cqmhypyMTpj^B6A@aYwzr{K^$7>&Y5rT}(Wk zu0lFUF@GzbWAa@!mkWs~-;)8b&#TVPR@x)DmaUI|Zb%-!!>TDvAhyDB9G#iaSH}u- zLj~$-j%<(+$L@PDn#QUq4%b*=!u_I|Egf;G{_#89E1d$2kv<(G5?4Ya2vav-yO@Ck zH2R}%7aSo^oB<}-A>QabXhfLkL2pG!mSf52!At@~m;iS}9F_Hs&t`@^&5LcGS&XE- zu@@dPPrtDFS!o?qyp6)oN)6l|8zW`Qn*vHo_J(yg@AZs~6j`xgy1KHmx4&4#^CQi9=T-71?Cg zcK+g6*Eh>B3j`gzZ#W@yM+LNC0pnhB=in4ql49I&)=fy0i;yiVws>1r$Z?UATtQkn zEka!~7ccoS)5<}oTx;WUl$&oOv;SjvBY%%+az}n@eHja-3>LOI0pt;8A8#aF*Cg~B z`YD1)O{yzGPzu*4DwLp@GMN6*o{!}^+{t%8U9+-kmghp^Q)yF@s+iVd-vUX3b&U z{spse6z>A5=jv)H$5Bj+Ty>9&UH;o*GBE?NGxKavd%FNI4QAtffgudU+DT4cd zubj9H`Ku?z!6}M=m~5c~MUbi=%c|>)xaDPq<^lHB(-t~Hs z!ym-PMmPIVTNUr%Au=dHBs?e|c`pp12$g=G~YeqaX{ zoFE81RG_U&e@+&VAqMXkq*0BDVy4VTCB>~DH982PN{~YRo~?Spm%Kb5^~^#Wv~R|O zTnGKpGHYMLVC25=gH#^G6sT>;rr=akEflgH@Erq~xb-ge|xRgLI52ajHutv!Ha6#6n>ALXpOHA%sZ7XaEMorX0kkxs^49C34QkgEm_iJ^gZh zyY`=}V3nb~Ugm^?Hw^00D!=niEc&rOHwc@_+K{Ht{FRKwg%uS+oJnBtEa2g0d`EJ> z!R)(y(wUR9F(zA>>3uhqusqY2)zu;KD`b9=i2fDp+ zl--sQ!t2Bc4iW%zDWd?aNGZMbj-30scZcEwZn=jv4e*S^g%88GxZKOc)IK)yDGPg} zZpZH9jp{m`)r=DAAjaBmIT-R^h&uzg4RKq$ zX1xqp+E|ntD)pphhEOw7hcabEFzO0@7k6f5SFvKPiRRctUC#R}>YMO?+Xof021Hab zcbskYygv+gx`t#1dLrNU9#g4@*V+X!EWt}NEGierBZuw=Q^GmIALD*aM*WqP&8AIL zX4w2*q8sD%qT4DQbuO^NjBrXyMC#nT?&24v2}fXGfA<9Z>rwkaXXn8Ad7bo?UM0xy z^XEn(K`YCE%)Y!}<(tn-%ZnnQxBpq;jZF<5n8Lbc5+e(*8I9}$%`Jlhp|hQErJxzo zx-M2@3DRoa#5mV~6r7k{qFGm>P`{Ibx8orbv1$Phez-c3(_R)=|*qfD5b94e6I&(zpP@>36S z?1S-r2b-H)_oq)ir&ctc8F~sR%}8a(Rx8Vj@BW7asMp2%WmdYeyRc%5doRggIGw54#kn^P0TJ9Jvx1)e9A0U(Zkl96P^;1oIg!WcaE~FBP zsx;xl{o7E=j6wx2q4J56MY0?aO#@Z|UJ7=XA8xrO)D-cR-d)%Ac>`=A_&ULKXMYxi zP~tsS{DzH(-D5G1OzO+wrKn+*ybc)}mS_yNTbG#GJyhejh?Y4ik%&tUiE*A!G}CsB zg=~mF2(0wt>B}}Qah!#J8iR~DB!qibabrP94+OweAnCnl&Kp7w3_5OVVr5_#awq^asrtXAAq-xpS{ zrA>nQrV%L%zU;gjhx$#jVLWR15?5Ko3GuG|mmY__#2j>2_QhTf1&Z(YRAJb2UHYQr z@i5IFmj>CI3grcc4d8+XJQ#KDC)&t}-~DFKcEKA9s>QUGA&FH^9_9)+0z0+QaJ(_%7cGAVS2T3mV722gh`>M&2;|XV)NPJTX`KBbR zG998`r=J5h$w{dbm9{roIvNZE$hR%Z_!(O_j3d5&^sJ$nC^T%L_OfF*>NrH)JDfXo zxHAfwha1TKA~e3!2!KcI#j_sm5JZ2wkA15#Cp08;3h1pd74W=!eNqoa%0?O!Los{Y zNeLW>Jr;iQkc>A|&_Tbx=E)=8I>%@sie#&l=x+yW;1@XLR)nqx@u>Ejhv)JWeX&Mi z>F#&0C&@JxXjPN{v`Eaj{BZ3p}=@EPh@h!B~Dl?FE<>TEGQb81rO>fOiI!cNMHgzw4vpC#n zrZ5&N1aR|EM3HQ=$XHr(aD3Q2If(&U;x9^8Rzb(_qB_!BWxc(|sP>NEH!Uq|7oQI6 zs+(=k&MS|m2*qNQ+Z0bvlQz!1NjC4Mg{4woa<1PLVK-2$p~jk0PrM#kP8 z9Bd2;8xviSf76w~EFqcB zvOQ_KWU+Ty?%iKkExY0aYPwgX?=LR`3$B>|8m`mJ4_j*Eu!V>knY{dzoh?N(9TRBd z5161SIaxL29*XZh)Qw`X*3VI7p5Lb0>sY))@gr=_s^;#pW9uc00WJZgI5*vw=}IW?4k2taVlb2`~q zIZC#NMxkL=m&~X&n#D<4Y-};>m^caju#H?O1|*#Ta^+$DXXJVxecX?`Gx{+R9G)`o z%72AU@92s9MJK`KstLrv4Vm{Qxr{ju?YBy2M2t^Bn#hWZ*&f89^c@Dw?etJ|hf`^4 zjH7=H#IHFz&`2!+4dP4MC&{P6{Q5THu>UqJ70xy)q=F9u6R+-jL>iULsCwN6O*y!G z-iCRo54AhA)I$3%)>L?MqZ5j_syC3tRtB{TJTc^4iPw~PEct75DB>Xl?puDzrZYi?0Ro~-dmQ3I{6P*L6#!u?WDTT&rOlI15Op$6`PUhwz z2L}V+t;|}?%Pg!M)EOk`fm$O$WR{`Np*yg_5<{x15g%s~xDQ5^#7ziJN|LLvD(L6P zBhaygAl#%1jWB(*VAVivL zYY>5t3!j!YWUMSH5&pmd(-E(TU8qC{Ht?>GdjGAE zR$JkKJKHApVa(717Isz~FD_LWQN4`R^;)ey`|i9%uw`MaDP-;7HD;z67Ho1rF(PXL z#6XRpD=JMfw)p!-C}Q(ZhV`zZ`hWVHUZC`U)QqvKW>j- ze9D_o2a}v;CNI%rh3Zy>BjoVyK0T4pOk7?`rdKjT6|?C&McBFOHIqi7s9QBHiq%AC zK^=e~B3jn_NE`9P(iRsD-C*xl6j;}m??v@I@>u4`3zP4zg=~f2SxMxC7X8@Z93hnE z$!29_UW8cS?FfXJgQ(2j7s#i)5ggw6-R~zaKcJ#4T9L?4QlOaPe-LcbnA4r)b1C{xT54ZbZ(|-u7sEAuf&KzY>#HpC)u{*W`n-^*{RH41C zf`Y+xk}eZo($|Z+>e_{zNnT?}9$*y)tb-J;Zg1N!0kh9Z-8|oI(|GHzV$rXZ>q{xP zVLLgb&omYz{d_m9fOioOto0Q}5Pc7GeSd{0KN!7p6MFOJwR_$DrVju0Y~3S0DP7;~ z;jZ|w;L@UU;Sy@6s=#{BcVCE8p2t8it` z@PaL!0@Bi;^wQETDUAs0(v5U?r!)w-q;xk(NOwr5bR#V#(xUJ3d++gm{0qA`=FXfs zb54bMAl%leS@Uxhp`1wQ-R?eITY)h!;9{h2j>F$StxoV+e!RA`bHna_X7Cg$%jNS= zBgm&S_`?fY4#YbZyLbhXa2ESUXK!qLQ6}zO3}ZUm_)tdFk5J4V?`hYApQo@K(E>T9 z-NP^`POCNpPKJ8td(?U!Z`Hi{hPc@&Jjx!HBL|4^$aL{EG$%Q zTi|T`JX91@qhmWZM+-r8-u?+o3ygf;Tl=Ab(??fHK^XFN0D_p`T(e@(WG+c0Ba@Mr zM~O1+DZ#}H0q+%*gik>J*^}I(irpK%%224V;4=YKyX!X`u1M7JT>l62Gm)EA2H(zGoj@qbkXN+;y9loYVg7^WF{68?` z?d;`6Hc$YXo#bzIbstYaMIPWxY}5R^@marLGyJ<_*fH6&m!a}I4Pwkg@I0UNix^^$ zHPa=dwNHwHfhkjQSkSA+gQ^zufYw(LAHhVX@1sJ zd9C66W*J+<78z74 zO~0xw2%*pW_mPt2+i*)2vvEgB5B}*0caz9GvSW~nu5VA9d6fa`I7Q=tF!#?}2`)Z+ zz0w)8?o@`EnA6rbSnQ<%1H753fm{CA^X>@Kwm*&b57NcwCx^?x=rziMqUl)3eA_Bl zBZqeg+BblIy@+z>l%=X;4c(osDeBrM;wBt%Dy7`t{3IMg6p}ST z{i9wM)~#s#MJ6<=R3oZf!%4d5RFRBbj#2@cqZAUDsjksZyNF+_6{vz}i(tfFt4oEI zJ^DAYy01!Ih6#Z<<&3XE&xS%kkd2LPx(vtqI&hYTU~qhYtcmWqHx3nb)KoaaYEK0% zXm^C%7sAy^ii>&<4u0Ht3UX_q%5iXp|2LCf}>N z?1u)!`-ZRW$9Df7I{$ez>1%6y^{WM?Ogy$Qo6dbVkZGC(^*oCE8hFM5WE*pEbfnY= zsHpT>7 zg`@Uo3VU(b_79Up18XVg%iPBrU1Y z8;FrC!Y6eJRKqZBG@OL=KaV493vH=4FX*w7>_rOQn#ifT4o4_seu?fcL#y>kHC!Z| z8~fSAJ@3|+k|9$l?p-UQg8d7}M9Eg~nEq+z{_&uKrRwsh@(jLLUWp-YWH3(BD~kg{ z5q$q61nQl^Ub*R&Ubnp{?KH_bhWZSaBVtudILDnC6}LVo(M?{wa$8nMXk;psm3eQR zu(E!j{+Hv%l8H=9343M9WaJ`;qTk~5z8aG2U$MI!g9<2uRc@-tK#Vq~&rkeU4p5?~ zj~36ldSFegJ>Ra3V3UgbO0yM52PZFR~UWZ4~W@b+>E*uPQ zKJ>iPl=*Y|kIJvY#AJB9u+XX@x3>1RE``B6(#*k^!sL;70tS_EbpsdYymF(g*p*d= z!=tyd5Oj3u3H_E|A9OI)9?o3Z1_J$qA2pArhnaFKp7{Q~Q0p=L%iww3u)i*&EZd)H zxid92mHn`o-R@4-`R~5dp>FY{iJ}Ty_RVBDU`&5MOwqdpEdwyj=X<2Pet3G?X+f8k zmIm0^O#UbT-k*wgEi<1=;3@=$){L-yY8-8xOxD1ns#jmq$Vpn1m_*1OePWp|N$`cz zYr=E+*GEw^FQqSS;kH9Q!@6H=wRL|r@~QS-{FON9kxj7E=5Kt_>z92!<#N5&deT0# zy0>=jQ{7Htz1+`?t1Z~A=wcdOSY)66mQP1NL(7 z+?^%g@1);@q#Z8(TCJSxjX3r^HhYXz4NI9U`2HV%A7-kx`(Ix?pxfY3M=9W4)(l4U zn11)HIfTU798k#8!X`6g*$UB0raxPCOO)53Pj*tS=MpEZNxr~$y*&;Qm z+j~2*=c2QRh4wxzs#&I#m|+4--Lb=OjxMlt`queU`MN;cP7;B^M`fFjgwI8e^5r~E zy(@_w7R)k#^b)E(V#gSIMj|pJn5RV%-m1KM`_k5k)9@2ftz(sCk)^K%lA-zggqKGj zBk7co1F1GLmwMcK+&PTQ!*C!MdJYaVbZ@_;=^-8panZcAKGbeg6g*Mhwd#*~?!!+A zBU6nPrO_AHpL>5u!xM)jw=INZjQ5NQ`+Y&zrw;5&b^WfC$KTjpx&$i?^I6DmjDS(S zk}q-G7`2s?$nf~FFvSFRBIdotyynpl%|8-v_hW7meg&&FHDF#;bY5!Qq2%J{Vt;zd z`<-;`QdY_LO&rs(SoGXyS&H#I-}prXyri27)dOzsEpE{r#2l8dp06!LLtUsVv8nZD z^PgRQlNHmjOB#D&S3!1WjxOvktrKg>fr2s`E)NU0Et>o zGVRXJYpePqJRGBCmLBfM0wX*%`PYK4frU;HPeDAP;6m z+v{u7 zo*r5Sb!fjNNe(`O9ndntnm4wiy>D}}*5(+WAK5G~^Cu0g^Am7TUPe45QjuX(hh0$b zyr=dfR66`M!Xe-p!6f$M1+}zwJa^jQY+!iDeDAmGRQsz`yR+1Cp;q-*QWs)Vl$@VV z!ZiFQEoq1Z$7yO_AY49?5eu&9l8lmRCwQYFdXWom6anIQ77e zXT*G9iq1?bHs%SrxtPVP{K8U`7SZ>N5PR|6&u)K(4pxHkOh2rd9;Qmljgf@l8)%^& zr`Tf|sfH`7lJE2;lN_+=H*Kt=D_e1Vrx*yF)N@-ZZ8rFV0}?@%$~h$!;rl_zsB6{O`;7Mxu+`S&D?hU+@9Uo*21=Q5j><5>BgEW z@AxuwQH#V&-*AVxpoW@R)%2x*0#jd*^nReC>+Idd5;#w_Jtr{ zSWQ5RA|qmEU)r4UG>9y|qq(lfi_-?16)S}$$A_-TkFLO&F2}YzDKgQrC2hh=qQn=rb`O_g3zM0<$Z2g|g~gwWaAk#H0|6>t^>V8WrZx z1;Q!g8Wx?e?SKCosqF0hCzhUa4X>G=nIS|kiivr$LQ@5`wFQbEY$v9*Fd!Z9=g%Kp zYEjRPuArQpoU1GM`vO3!9kwH3%np;O)V~xsnfBjmxBbSf%Od{MV)H;d@FW@o-G)Kv{*C^0#sXIS$1F5^Z~Dc4{4G+yDNYhN??z#QMaQy6KCihOTOr|M%E={Rwwd`*&$UNS^QW)O ztd!-A)S1vx&!)IPGo~JwBGOOevHN=E@Q5+9w6x~}Z;43CC_j_A5S23cJAM%5B1L_M z?hBDrFu}HxA{1vIN+&aGIk7`uvJ`O& zn0<+HiKCAZ1H*_kz<4ns&$z%EWvx#q%HzwyZ%Ox^V(dajNr5@uEHm7+(%7NCpVaQs z&@yEBI`b$H`xOtCC=)~03&$Wv1s*X4TgJ%U*HSjRjDi#PvvtUqw$ci2%%x8lYTsy( zC@RV-U^26iGlb=5(Uo|B5v+K$n|!*zmIXBAr_n_>d1>OzGZgG+Qc7);iq&D{6U}lH z&HU5Kq(jf?)B5P!V|WXn$Hsq@8&Ei8NmQ06mwEmCWvNH{thl^2j8-eRfI!z@Xl{Z? z14}XZl=#=Jp2A*71)9SrGm18R%9t|E@qZ(sE9wa7XZ$Q|Y<+t#kf2D6NZm~*w0~}z z{I%Z5$&J6wDm zzHbv=93deeQlBa5kmqS0lF)?he~hlK9$Kp_=A591cYh z0 z-ka2QkZoS!Ghxu%EU#+8GL7y8)N56#p8n-_pX)7yUwGm-2zV|NV%J7l#cJ6Dz8lQD z7hoa>_oB4AdeA~(`RE!%4}R3a+o^s#w=Uh30HJ=A`6~U^5=~ZvvhwN<@{902QklMx zRo596>jv-U3)H+-i(?w`YM;~gc|?e=j*cVE=#k2A7 z4LvteZBzP9y0y9*S%`+W*v`nCF6VU58`YE@MDMX!xdI8l=sHbkcAC|7nGlVx`1Z1= zPLy-D@zF_o{A@CDGQRq=&J^Oe|8Ol9eEj!EaVPQb+|&!a(FMOT98&boKL?#{vpi-` z_un{93CX6O;s~s_oEFSC9xtCeu6OMDtk!KKxtcHtFv@62xvEEOEmm#xl^8uE-iL1I z)a+Vy2SWo@D~GIPFG$+$lqY)Hte#{NRIz7zWp)X+wj|oT2_h$c(xfLORj(GIh*B~T zmYz*CYJ>VRqRSSa)@1=zf9aJ_k$N`i5_|mxrKe8aK_2E?F!|=J=16m*mBjy-H9**=hl8wwL8mNVs`1F{xPC>_I^@ zti+Qs3gvv=Xt5TNQR&IAN3Vi5KgyX_RcC+b!o*DOepMIUOdChwdM-G&>u&S<-c5Fy z)Uqi(iV?xxCw5;~uQo#POm@RL>Jk{%YJ*J~7?~wH9>_FTG=c{ysnHT!9D8h@2L=awbLFXp;^APj(V?~p2sj8DJFIuCc8D8#A26^fzj>43r}1=6JUTQq zl-OQIDip)77e&p1JQir0Y zn%25Ht{VYY6@~exn8>@TD+{T{zLW||(!YKs!y?fW5BDcgQBr^UB_^(z!>OEq!)z;Z zi!4w>6hl{sW52&6(~WFp%9b(obBl!?0IE&rJAw=B;XSRRa(fPS!z5)S5M z*tbMZ>`jb~A#xduceyA*N4Dc7;!qI+vrm9azn#_8S*?N(F0*<5yR`J1$;jSEPRgjbj*mrpRVvE7-)Ecp(>DU)W?yof7T9YD zPB@wx1SxTCec`RHICsKEJAT)>=(rX5ka#MQ4>JgILR}=dtHWSIUTFX|y$?zB-=B-r zi6|ImXcW^un4>2Y*Er^EzQ`|`!GtvVgUL`6Vh|^mwF5879m^G8$L!xwCy)O>;mS4)R6rAe5U{=nAiRB*X?dxO2I&{$LaeL z8yKdr&lTG)a>{ZC7cLC*eNeIc?kE{sjB0T&#S28WspwjQzsIl|&?4xkdkc;zzK-fi zB)sdBtMJyT#0!$__rq82khev}FP@p3;KIssUuA!`MY#KUP@4yLv3aFhqrp5YD@UG@ zPC22JJ6Ti!L$}!y_Z3GdNt^I^QK78X`5P9=ZumTDNLX0dsMkO08>8ijskyIci=Rk3 zyg{zw2_|N@6@mc0>%6{)z6BE{BuE4(iDmo#8anmAZf*5AU8^-kC)rqhpWTmC5dn8` zafuhZO7+|FSogb*BxI`BIet8#H3S{6uTIzT@Pq0DX`L7cqGL@N=7w6Ez{-8@$5z+X zjrM8@hTHNlcbqMMbwD>@-@H5-;$nb zkQQ!WqzG5c$aaW`;3_JnaGcq<8BiP*H&=<>_Cnmq61TIqY5nNn&YzfRmprtB0omTZ z99MZ~j|ARt&f(wGIxFdWDD4A| z80sG>Bew>p<{U$Vqu8bu*k-NSrbj*}R&H!^t1-jI8@Ug3T$9X1S@F}$<FaJ!{!4f6{1-iN0yn$~?8PO~HtWFP# zvjkiDv2F0_X*e7+v-4P*lbIuG-!EjK+r0#(fNPW3UL6ihH7*F&p zu(vQ*qcj!Iu{o({L7LTo;%fd52pNuiAJ|gH#D6YhDb!31wdRGwp5XAAT(Mkw*TE`8 zJjPQq{qWx^77AmbMn+5P=w9MpSj@%11LHS0UrUFq<%%{mcoPgo+}AfACMMyFum6C; z$S7=T9Mo26D}elM&{qoa%AQw&@Ed-k!bRHwiwFC-Mpo$VuFf)xp=UQ37FNIlQQmj` zA5c~3T6<6vJr8|YO2>sop32F|nIM9SFXHwOn2qZ3b%cl-`ktfiUTj5k3L|`O7eZ)S zQxm_XC)ubSq}DwzLDpO(#9J|gRe)B@U}}7PJl<}dPDQ8)u^K-p1uyE~^D)7!4F5(& zVTmGGyxQ)?ljw7&@%#Peo^n1Aeq{>z2j=IEv+%@zKef(a3LWfe*)g-u!V-WY}a`0-=MI;2YxM5<uyD(rfCg7qa6H6910de zaeG`mfoaPK8E3jwnLH)MFREzhzx70O9LHdbb46;eC6|^tgI^lW?OUQKhNaZhOiJdH z&06F z7B~tyKY!X%Vj!@<*r0ZHcCTM!h!>LgDz?pBfD=YdNjW+)(rfo*6{IFG>N%gmH302E|u6{cC6X}P-otr7u{(+3VS}GR< z1Eb5&aao|eU-2msvP45mi!gQk^+onSN;NN`iqWyL2cVZiOhh#M{W~c1@o2dG`w8_vLaAnUgi6-5A3u#CpY3OX|u z6&J_-de_(2$2dX35IUk#<80K`;_UG%2(gY5^IK}Ng`kK1od22tB~saoBz)WHuY_`X z>`)VT2sSnq>3miBjE`5^S(~S*pK?rXyFNPKu03qXNKnaFzs6a1Y|$zyT+e~KLiu&g z9h3nQ1N2}gryyTOzbY#&4Z_(_vi-s@nsTgr zY2bIMg%N1CT?sE%&FqQ!yzTwxe6UvUGY!a=K~^HZQuchm8=VHl6&n+C5j?dPefau> z&|ni&)AL0Mb$Z66NbQhL+uONeFs0p=Mi`GFXx~{6B+5RuBVN4E@0izS zdblG`Pzjk(Q;T;p-h8Y)=i$VYoLN|G?mJuqxNmqkJ}WT`r-vvDv$WrXR~2f>*ccx@ zJ*_%{K;Ll8llCO*Maqh{P-mNpKZo`WO6lDx!ZlI`2Gm`PiKh4nB0zg3dm=kcsI!qk zG>m&@C$+1ywzd{T3jfiHkc}aZgx3h;02({{-m5R#0t+;+tgKWo0|Kmn@=**Zs`}hG zJR5)+#P|96>axooV8ejJ_3Q~P`+@-_!bV2#W*6p?+HdU)UUHlQWK#2UI!_fT4t4*% zmm3?Ip>UF_gD66`;-aDrk=&ddgs-xfI4S)+A+#ht&6O|Him2AY&dfq4G=1J`mmG6O z{!`f?Lz>{Yx!|{>a&vXHT~p~ya7M3SV{d4D-N+7(llJxS0hx?)U-M5(cgL_BYTQThHb6oZja2A$v+b8(2=2~Zg z3VNA{kI_hfC#_?vBvLTH-r^bnz>w6Bu!oe$S02d6E&B8bJo}4^kwV;2rKPJlo>H?c z)$#*|$xB9V&Bi9`fTmG8>wlG2+OnkRAPBv>I?T)a_{X<5s+^|^2lDpqn1VtCa`Np> zDl23nyGW;U$MH8lzMSn!F@*^OyzFZ>Tjzcv_#_F>YZ9O4va=#VR@d1F6oVu`CMIr8 zzTpxODE@A(!boU~VDcP8YN4}@zNH?No|2r=j$G8^ zW7AlIQQ;Z@N{`JlcA*92z-c2cV4&e|H^9=;$rTcOB|X7O2St*BYVMnwd>kLYXrI8r zX?Y<(`h4nEKLW|vQ#7-<7&Bvdd-zyDyd!ER=y!C~Q}Qw9B>giK|I2gk-Mwsd70I<} zjrQu(ux1gk2j}N#z5{m}DYjHK1b_P-_qx_e?CE}nOje0n_|l<`J{A5sK00cLl{2oxT_nykq zPI`I5#Po+`OK06ZUQkiVk&+Qn7T_ssL*1v|qJBYc>Ca%LQr5|Wd1trEGxQ&oNj zB{p}}45uaWp()gOr*0Gx{nDCuPXA_XSjv)DhV}clF(VUuWTYJHcR|rMXOfRnvSFK( zxd*-B#kaogkV1{}+$R`mwo{fIvw_M*7r%J;_zr57>7FD-_6?-}96{jY7w>2x4`j9} z;bnpeaoZaeT=n(G4EAf2Qa(?@uU!~ocv+b$qL;&PF@3O6qSY0FkB<+^Qt-^5nNKe+ zMxs8Wp}9Ugdm7#E7;<@i{kBw-BPAmxMLvIO!(ur?#H*GA>;p*eqQS}e|1S%?ZdRwJ z5IOHb$Q>o@>Nnz2Q>LvF!Kj`|17Fs8+LC8%;ojAathaY8GgHp?Yy0Xma_epn?)gQb z?PEJKDmNBvIF^u;i7<;5qqx5gD_;wNEG^f-Ab`?Fy&rDLpV7#}*j{?#;$`E_Oc{&1 z9p<4hF;(&zAvb8v1{yf%NEePxaEfg_`)hJWZ&rB8IH01zY~dIgX_02TSSR-pj%~}s z-p;HF)OM__SXP7r<0X><;X^}1fiYLf@132UH>AxyJz>m5AHu@8(?*k%NyM|&j2J*I zw4wucv-3sGv>j?dc2H1IUf%PZP@uIu>f-M1f1wN6arUz=<7PSVeOVxtTdW=q> zzEGB@`)5PjAt6g8%tx$oHzmWfn$l(kPPJm+95xmd=Nndt+Hr`3;Exq{^#28u@DCrz z$;m&n&DG!|rOzI?dS@6R8!82V4B@8%3uh;T5=>D>6zxV7l`zD+!1)=&IF6c6iJrt4 zPBrh)NnA^SK=hQKwyWi@AT{a&H)P~vYD9$0UWnGaBeg8v%PWrBxkd_;9mY`bo_Z z^kEX(PZsC(ENL!&cf)TdCZ&*)j`eQ$dQs!-sD89#ZdNxz@ovzTKuhZ&KR;o2_oDnp zGBt^5tSMI!eeVM-EwyAYr97=4%j0*2t`(fIk?*oW7Co4ieYH7;Q+5`d& zlqNs71(2lbuK%{NvFW6~S{5J!-LXm#HwXCwM`E5xtHyPA&)#nK?#@A}I)=x~>?QVK zr5aY!(g{DzLiGIUq9l#zlM)gWFW8Ho4$RMEpz4kzwEp*w3{F^{1|UNP7Sg5W2o zB&O!h&R;q^B|^F#n?7Aou(TUE@Mn<&7xY&HFKd_Mg5g0X@@gTlks>YD|W{?pB_xB%&in_>WMf?S0 zlh*t+<*&&g$U`Dtt3aP3 zN%Vg;7`{&7<5}JlNBe-$oHy1tT*CY!)*bQr(a|M%$HVc1YJC1QVP5EQR-ni!E4}bHKaNxTrG8fXf;9+EQ66hR_!*oS3c&PR zT?Z*ZL%kKObSCZkxNak#)j0o)1`TPrU_Ew}j4&P^VPna4ixGp_r{oWwUTJ7(97xq` z29UQrX=p25lg%yzvzmQF9~D=?e$34gz`PD*9*=^q=Kn@6XB(@T8V$C_&qAg>er7y& z23bMfT!NwC*#v1x%~elz9H_|nx$!ZvKqke+J-=R!gUJnmu3VD5n7HR@X>+KF&2+ru)yyd zC&R(Nump?3IyNy8y`fe*W9KSoQK!vJv_%qwiLb-m8jv2I1j>;UoQc@N{S?fQF1HlGx!LN2ck+uA!>A0d|kxudSJdft$Swo^Ka@ed!K z*VgW(5%82%$>rszH28KDxCm6l#0v=4a`4K4y)t3cbkgguQpD{DmfBrA@{ZMvPj;`MQFl)?NcqPqJ9KKjUQ7)Vq#?M{rLSm9e7Lt0QKV zSBgqXA|fI|&D_~z-NS!;r9E%LZiTxXFE8&vq>Pr90s&KHb#;z$;JXQfq?t6bRDPPN zDgNvAEF!waGFCtJkK8XW{-notHFbSTNO-NC1}u);_%=W}t??yT7Tga3Xml+P9irb+ zrMbTAZ(-A&Z{NPHAO8mRq0M@S-}{NIu)R;Mi|=MEc||-<`Yb2r=RLN0Olo0*P~bAq zMC}ArmXZPf`_rWR$a*_Uai8G7#0C6K0fCf}9RLe0`NYM={StryWEPn3*g!+&Aw~=v zv)&9GPcir}=l)p-E2h?BT8e{2FFzld#@?)s!U5^E^XkDRV@$c8$KH6Fj&AY!>ZY++ zO7zWbTFR4Aqh~K(Y&uj4kh3@5@2oSkEcqQZvizwMCrYn1+$mHqJXsf#Qs z4^Q4#{M?R~rKc1&94y=*J#1LgnngGxn|)@qRc4Jqtyf;jD|o$AGi{QV`B^fxKI>*7 z61YOVO+pl@u67>EX%sk5)_dPf1s&+i;cRzZd$^t0H&4+HaH8Sy%BT9?PjVLpRRXG0BJt0TGdS9Fs)UsclvIC$pBQi9?#9xUlu9I z|F4#aNXC#E(zM;LRiv&^+K6tWKts>!E%uakNo}@dP(FL6_5y`JCvELC#ljw3#HRhr z-E*gqBiv`Ge?OE*IUf=sY(41^;V~&G<3U5`%&b-nySYop#u~-o!TG%_YW}*c;d|;Q zvt0F<#l@l%`dw2q&|Iwc*WdfofUQWTleP=hmAwH9hrU)OjLMQn6EIjiDB@jGTG&GQ^^U^eQf4xeuRYzH7EhLXKa8_J)1{F$NY;2lxk&<&Sg0^Zvsl%`N z-OZ*QNO^n3WF%fri2bqXlUx(f(K)m7|GGlps%rB z=}EZVUCfDY;7(Ih zQv<-`fSb*5pzakG7Pdg=sr)H`sD439F*AGAt#PN@z8VRT9+cPvRmdR3~wy~PY{ zf8vDRgTa=CV}OuGL@aa$1h~5Leptl{Ly8ms_3ecq)MOJN3N^f&=E*>M_;xRwM$DT? z)f!lkiOc_Nd+b|D6AAiZ04e8p6}80J7Mx9#A1^_>P5l06T|ohTI6MI;80C`Foiw}b z8Tm91(}f;EOc^GBn04CrWiMaIl6AIKYO&cSNBZm}`iHryvm~(+W5K16aceaACtu(< zKDpvklJQN0N&f*yx$Xl*^SAb+-(HJ$Ur5TA=IeBF%McJNEP+hwzl=E zi%taP4O)X1x=2VBMFCM!PuSVJ5?YEFscZ)abyKe5BDi*U$%lu3J7O4;q6=^pXjqMm z;5_{>#2X>H*33lmt@|T;$qL&$ipDZnN;aH6j2MODE)3?E{*IxA+|5^ zFVeyS2|b6Hcwgi+r`0`|ZO+@o99XcOM0%i@*40q`zS)jPUhI0)7JDJ_?-nmhP@QP^ z_Te;u<^mI7WgUL4eprv_IgD)}ZhT_mkwl2At>>}o7AOJ>{Eq|?6CdwUsF~B%CD~@w zrF_*LM$4 zj>W{p;HUXUH(X}jRawI$;Nr zZUpq4C7bF^LyY^YW8Ja#Ke03EHO?BP>XCiO$HDd;>RmLGnpb7xpFF79H}^b-H4nA; z#8jl&^sQ~~H}b3bfxx%@>^LNdww1EZJSL1}#^ znd&8k7_NSP!V6I5`VkdhYBKKnuM`h|ViXiUWMy4crao<|dkeYF?E_jY#d!L(o3ydjO)pF);yE`fL+_io7Id3P?BB>D)DOF|^w z%C3v9o%Sl7jIR9!XaW2gV?gx135cz22|LBX<0byy?CkITNK+`1izYYe2;M@N+b zWPx_%i3MI};<;mB-4Nrn2V!aM98^llS_@V>rCj>yusbNLXzj#eQ!-xWWzMsAWyQ1U zrE%Q}$w73b*2mIJe23g{DNHk~W9gJAM2_0-^iWXY+E@|R0LFl~XDXF&H>k(`JE(QV zoth)c`MBs4_APmnii->Lwxl|_3Jf(&1ihv;wcHZOlpQY`!8^IuaFt2KEdH(rcZyWs;L>ejPZd!A;pa*6l&7?b=951kuGCw z;Ozj*S(2J~EqcXXmJjZ7`$18LiHQjpTiv`#g{uMUEH1>MlDe?*AUHO~wCXZe@Axl8x@IdaU>Rg7<FNG{m#BUz z_d6^o6#5}t+g9%HWUll=?xRC!)1I3DFTzom1`CnSH_lWLzI27=g3i|JR#mPA2oWS0@+LUR%on^!NIE$Q(ppXRCVPWUG6&DnPF zBSP$on5k+B^i*QM3pV$%3SNx^Sdp!)-0l8aH!*P(3pLm@8T8gQ@Cka>TK`MkJDxvwcx|e4@k9fEc^(DAIXnM+0rOvuXyXiz3GRCb1VNzJF9Dt~ z(1q;+Jvfi=TJJU|Lr^^r3RAdf0EeZOnwomy1f9kgp%o~rFL2P#+87>A$^2Kk}$w52u)d>6#W zt7Qh8j{my8<(NH@Dw};fBGJJFM@V^~Qf$`Dr+#2mJJQC5$m8r2qfgo3=2pL*3`m^P zUOpmt^>JuO!LtCymYk4~kd;NJPoAUmBP+Upqk*s7a%PwS&o|P-8{r7IZQ_k-9)sG~#ExJd;8NePILfk+&<;vd6 z4xn}q0MmS?t*K&XFXZF&8rx1x?Sp(<8` z6A(au`M*Uzb9Mi@Pzb7jAS*49s`^Rf%8zm9V{Up_C|smf zHWbu76-VvnR~Pe^on!MiTBYV%2?guHm8lv5qO?p+# zTJi!E9N6msqdYy1>xEj=Cukvn;zdlX)g_%gIbh>b!^8Y-Vb)ChPxZm!G$NEIO^MU$ z7zF?UHUi$#At#;x_(E*##3Ve>O=Vukj(pD+G94b(YuR4jj9YDirAbo5U+XphcOw8l zK#wCmJD!m-uevRG%?TY)YqDUNOLgz@b}{>qTW>yn(sgJj)}2B;9qLE4_w}WuNJ95S z@A_&pUo~QT(FEMaH!NjjP)Ml%yd^CK&8G?Sp5B>1u>xyddwh@8FwCRv|2N<)x#xwq zj}ND~ldV@IgUI!N!Gna1EHYeMR2I_#XogS8lkR=_vG7(Z^|L91dZs4Nx6@;5lA&bV z0?pFm78G)W%%(DnoG%tR9SS|C3H4Wzk&I>41Txk?Ekg%uTD(a*gI3ox=T_ga zKb^hAuvzjcCl7^xN7iaEF?cZ2ud6S1c-^eYL4KL4H_e$6Q95^Fp47(CY9fiE!A9JtyEGI@I4P3nwgnh@SHL`OTZ72G09{<*)cCG z(=jfz{qwjR3TjkgSWcV&^{RAIYT=T}@!~C6Ff0CyNBaw-tc8^nkgwq^``zxO)N)Ds zr%n*R(+ev8@Rf>@fx(!fy7RBF`#1l*m|hLjtNfHR;LCLuF_;f1pj2lga1DJxt4QxF z)|Z!;=k%CUGAaBovYfrDO7RoA95i@jX&6W>pm%L;;p=FO*J!+Cp!m6m9d>NeU^4Z` zKGvel!Kff+d1CX@!?hIUIq{^~8+jKwC23!MS^5-WodhzS&-mTru_imRTxs}ha)J;6 zHcpYyOni-W>Nowg^T`FgP(&wZ5s@Wt`aie~;md~VjF!imEN~^WVki!>o??GH`F8=E zt{rEXRo1KCGWAZ4**c6dYw0~Zf%~&FM+XPa@ZN*NL!`I@b!LFMym|BH_V$)M)}qd# z+M$3S9TN0M{LT`s%V{Xz&#$G1t8aN3rd@h^Fcm2?cd({WYVSJxq_YM`94V-(UH=`d z;DBMY^a=U?sB8H zijKc*#UC&;47>`?v^RO?!Ag8K| z>uzapf07$c-6I+RrbPj9^4pGcV1IFzHx^HS&yU?*e}GtHVPOTMe7C;b><9ZQ? zd$Xfh%E1oJb5ELaXgOdk!3mQ>-0Sc-H4t?2eLkKDJ5Y>m*5JCo-B$kqlC2wmPmtI= z@}3c1q$z*EdmZKw2<*r}TbUJ(b&XJ)-s~dO4dQzbxJOiz%%t3f%HrLXG^3mcJ6}g+ zLk@?t8h`IvJF94WqQ1zZ72$8EOlh($Gz!&0Izz-WBv8CK zJ*0e=CUn$CaDG(nV59v$@ZLM zA*#ksO{QNtpvfe$6$>L0k3gf1ehm-H5cv~?1Bl6v$-}NdXZO!25#^$8W8CE~#+{r- zErXxP2-RKEWE16Iz7Plq{mA+70nMlg6b&3+zxzoI`!pQ8INvF{4b=jp?9sKHqV_)z z4=JLYq&B0M!H9`Vx{8Cu`1pwO0OLv--I~*N=&u|m)TuD9aaN>zTkrOjAMc6KlOoOX zVwAkiKRm{K)tzb;_C%OT6s#s?!_o@}32A9lMDDMZEx7o;GqDUtYaGgNepaf&QYwv7 zE{!R4GJRX#lO%)~NxT+mo)w9@7MUjbxqIsOw`u)+FA1{XY>i>v+-2^SK!7V=*~IoqRu_QwMu@$TM@k8ke7 z&@X2ttJ2)uSHO%WPN^qPCaf8dOCpk>)V`Sx7_G=-cJfxsjzZ-dv}Tk zQ}W42W@PwJFt_6muEyefkLy(rfHs)KBC4pUG@-gF1Ag{cu5|cWVLQq8d{iOe1w<~% zWp>;hmV@G~`N1m_Bo>yu93BQ7bE(m&(sucx0e>&Dmy40tpWI9ief~_jBFD(s^z>OX zfsQJOdK$U5$H%r*>ZKeOiiOr+8l<(M42Sy~^;g$*H?d|0#;(Txyka6z>D#2)$4chm z)2xIVkeLHnp+zt4MeTz{D;Ba@dT&v}Vy zCd%KdKY3g!WeB6&=rXw3C3<(%H!CeN(NIhgz?#FrZeh-9KrIk%Y;0T_e3ovN&$?f+ zhv%y)y_At7PXfG#$@HJ(&(5b!3f;P5z@1A|FB`P8SI+HOVYZ#%(6J&T`~cUUjT^Yz z{Qq5Zj)O<*yYhPfdq6-W^-WBg0!CD7pJ6YcRf-5^z;Oy_O?TjzS65H?E3f_eBWi#7 z)bM8N74XUJa``x$_#*iUnl$j32^$FHrwF%ynWPN$GHzGouxOd#{ewCZMIc@;DIj5=e?q0Ihh zXD$lT^sp)w8xrK&V2zP6TqjGqTifxEUYe&vav_iX7}|EiVX-r_GKp@UX{}&S*#mNSXe*{ zo}}t8UDvxth2CbA;(bf#p|L%2QB~4@p0dgU zHrtFv?F}=`3@xlpak(0c08*mlOnXkw*CM|*Gj&C8TL%ptEe|EC#+1~tgCe!$g$hX} zj$#dMSzjF+T^Aco2NRTN5l(bBZh}|g%l5EG3{xx?j`XWkd0$RiI)WI-m<+tp60tkz zh*z1bt^0mO0hdB&g~p>GMY2>_=MBz5wL964CfP!qR5!S=2+ClOAsrlB8y^{684c)E z)Tyzkiphvt(-JncmB-uSK+0lqz`vL=T2A+zD|l8UfG-9Ru@pH38DQVO36K?dC%u^( z9>pznrKXHA3yTl}^!U4Z2NBzm0uUpTf5{>BREp&!1(A>d;+cPj8mVU5jxx6@$u>Uq ziq+}LWy9cyVC)rPMt2QG=Krj41Nh>kIPRcQE3q-tznM~!NFtx7|li!T-0FJBun zf&1J~A>)iq)t)X?V?I`OIehS3>%tRNp<^d&rK)V8sqV^A?3X!KW;nNMWZ!Ii1Xfh< zufMJPS0v9Fos~6sD@RQ{bObt73|2Dx2|b^9K5^j%n#@wr?`W{|uS}>BaF`~*J^riJ zatpI6`Ae4kHSWJ|>dV>~Gi0cSMtXlg)>TkdvK}#g{f_65DZj*&XM3Th3?uwVhS%Ja zmtSk(&|HQ?1#5?ta=rAnMW1N2jt~3J?bLCJV z@>porE84U1I*|bqAe~FFPgOA80l=kx6RbC=VxmgP&*RWu>_> zzQ=EEy`NM^Q*QI$53cK-US~Jmx%D^v&-uhrg(K?Zu_xJ_eY{QqS9f3^j||UaMjqrN zum@7Q^8d!~7<{}1!8-0@~6b{?)np+N2H4*ruA7t!i3I^k*rSVBD!Wm0*Ub&AK+~9THJxO&48P zUsd=cX~QHrW>UgJ`relIx^|A{2G+u&;=GDTl{EpAmEjWfk)pZ+CG~n{*7Owg zvB+_X612r*<=chG42rj|B4}G*BPU1SU_YEIXKD@t25Oc+thDJz__;Si(~wbeFH@4x zRAxsH*p?gbt0vtvSCZ+U1y3VO6$Wd0{Di6P2e1xPNs?75Eij#wmF*lH!NDFVvIg!J zK+RdHy4y*Ls|XXjBBp9X43>&8nT``&R$9i{g3-dfy5uNI=P+JJNDx)bnNzFIcJ9VB zJteD)cJ4Q4Po9RrukX;7%?%BVbaZmmXn+_GmZ%+zb5Xls3W)D*3WB;38miF>+d&@1wP#@U#r@qhl9jDgWy9Z z-p4`+M)I!;?%NQ0K_Ww1Ubi#_WO-*gy)CxY02&MXD#zP_qQW2=ji8S zVOH$(>`Rxx$4gFA>vlo!7ur{L>)B0@ke{7h$5J;)FXoL;+}qyC+ekp=^pWc!W@)sP zuEs0VnG2bwAY(Cids}Ij91lA~v76^uiCUNO--=8(tD08GDs47gfKGa4C3RrW+Oj4H zQio{Gs92kGb#`IF&*7z&pIKY=57MK>c<07wS3;V$skvZ>nxU_us10FYd>oz|5qE;L z*~#6xy2}&?i;aefP1I)xvnvZnD`23;my(UIkc6-N@80Cdlc9mfsj(Y_!*_C1AB~ur zjg2`HF(Vy)gj&u-MF~S??C1$o1uiLIz6=)p4;d{1D>ZGppseA$<{l#xJt=8ewuIH8 zvfHEbGOYatI0QJIrrU@qi%wA->@R#h&!j$-uPWo-=Dj z%V`D4a|O!=2p-%`OwKQ7tSe#33_mia>b8y+m%4J0S&y!Q(#)kXrZm7;A`+D3=L4CG z(x!50&jJ)Mc@n#_Z4Ljj>v&oxalizv5R}hOPs;%A^{O~=5gH$h=?Mb}Lulj*+#)aY|A;W*EQQ?>t7*O@E!QJpATq zvcKs*b?XV-cE$D_fP+!H(QUIl>5suxB@SS1tpm7vv$<$GU9nuR(zaceCTnz2OptA7UI26_ z{}ZF`sY6LGFK>-QkTez&LFvQQ_D0j$T_Te#tB9U35S6U~l9m{wwZ15OOA}zf;hYGY)JH>YA38>fS)%laS)# zPcsE#s`U{Y8suSbk>2fkyZg4osr;@mL(x5M#SEI!kj`s zy@ki6KlBfQ_*2_oTW^_m>Alw-!8&Sm+73hgN2!IWI;LOEHu~^sj=n23Z(E%wHQm!q zUa7t(&u3I_1Zp;Hy6rxWFYtXdYRg+*G$-F%<65=pZF}eMBfVlCdpRi(wx_<$nzg8+&>AEO06caO+CMkDQQ(f-ab(&FinnkX% zE=^qxWh(qEM)Nm`|7C3Eh^AW#m*C*VQJI;h+6oK~t2TTFGJ(XBr3lAYmOC^{gf}-O zg+yhky1Ljk$`h%Sli%*K4X%zy|4%e&qu>*stklrQE1N2AV)llEmq+96L8`XMLQu@M zl0{V@rj*{JEDGD*!pOE2i+6#W17KmrX-t`@xSc3BEijJn-%kwOKM+OS%a)o29i|Q^ zrFfc@`k-NZF$N$Zq$1{O2#-+`m!b#DJIabF@I}UaasSzl9lA9^!znDy9g}<-lX;mj z7@mC?OGjPXj2T3N?~Xb^&%W0X7B|#%MoJclpnD`IhafNhNS(*5cA?4MzwDaE>zf@C zqA5jTEVq`=Q_#U`SS%w?HgwSwVTqNEH7NpbaQs?;c@Z1wMRvI6W2nCw8ur1#_GF%Z zagOShQ_k~K*4MYTclH#<;36y|V4|p{tn6T`FZgtl)O4`nYL(zD!!U7WEo&ZlR;zAm zN}4(OZv~y5o!v&RKefA?2VmrF_PtFSGy0qDs3L5Kcc}zvmQ~07J2Ctk#58KVPwP(OPeWtjphbowV4%sOef9jbhto zwI88Pwbr0*H~AdaXoc8z>v~MFeqCn|tlV67T~(ap`%>Mcf3W*~OPqAG!S6Vk^+ooM z@_qW<@9>hf-#nx2yp+>@i#z^Y72S6CkP0-tUpCO%@3x>ZXu)fa3@y7Jp^pMiJ)h0ZJa z>{IQJvMAd-ut-2P|M{C{5zP^Ng&LQ~Pl=g13+ToDv9JWe0^pnh8r*dP1AurG&JC*b z4aD-ptU#GpSDp6qIuIPU;C+eoeoMoKEa_>A-@H8q`;r45p^>ti!((~>INy*u2J%2P9o%vAK}@OzA; ztQ1)!vgpLU)C_@%X>Oib)}-{)Xg-ALiEvRv`6Z{N15I}XdTP2KBR5$PQbv~aLoD5W zL@|Vt#kaMmCP-%iwWl0T)Ko=<3g|a z_$LLUtDHMM{ZS}lUvAJF-tQ+4#A7FJ#$8yB*-WH;891&?3|~&_em-XA6g*rFX_&DC zR2HadV^jHi4iW8mVTP2QrGk0*H9eMKL4N{qH8pgEq5-fW&OV0O^qicKE7B1?q;+;5 zpE^YrAm;MOh+M#`_QbZ=$oE9nc?3Rh7_5q6ei__i3mji-<@u9k1z1ee;(p!gq_)@K z`n=MtW|P5bNo7IpW>K$M$8V{n{KEBl+oAb3eMIS*_sH$?EkRDN*5{HdW25GX=ZRmo zzZ^K%Cjp`-`*}W=FV;`*^B$(K_e;gi>tZ(ZXXSQzhu6sa&U9SMuIO?t_epO?uy?eA zT~o+aL5-ud72F(2p01g2qL=xQ@A3E7#B@0wo(^0m;ZgjWjJ5t0YCR(#eVUJ@AEJdH zp@m=13;Eh%qQqrgTLq{i3z(R+{ay3e<1)3YmqT-%3BRd{#*|_r7}S5Jm{~Si)+%A+ zz^~|TAEYA@AtbBJ;w6{;_a0tH83k+C?e?I>zlV;dt_I$wo8_~olSFupHSt3i;xm;p zlQa<&e_#z8KQ%59$hf#8;}d6WDz3`P?Pw^Dis&&ICNIl?MV*0&Q?ik#ro#=*#Ewix z=of0!zS0N9K$F}qS4qL)dstTK=b-DdH^O7XTV(HCF#WEeAa9`9s<(P?12+lSZ zur*AEvvTre~bQ+?jsyTrqb%@{a_hfPiuXLF_TWoNe|3h01zn~ht#!)r1mFhH)5Q%?tQyQCYC$m^LQm-1fSx4EE-OZPy2II=&*My@%fC8C-!^nV)mvYwp;II-wvy% zRmx!{`phd=mR2e(mZSe;$|u>+gX9lYoLo5LmLGm5DmwqS@xIndb^#v6_ljN7k8icc zBB@&RF9ORdTWAdU&DS6UXK6NOXJ7QsPKb}6OrN&qUUWX(Up-YN+_8eSx?==En95~S zOj5CKgLMrA6lp%5`1(g+ZmxPgJEa_Rv;-x|bmcOCpq?ZSGm6ylNQ-%i zWAzm24qvE}&hsTc*0&G6>~KZ?CsAJ}(vKOF(9!eLs}wiweQs6fOqsYwdaQKZur!i< zC@fFcRd%)X6mgZkAFHdI{G?Ph@^LlMLaQXBZKZE$n;0l^i~x`WNN5ji^G+gF=E;<5g}Re zXL8;se2koNUe=Oox@c}S;4{F7D&HXzCyz8NSY|f=7*+`COnxxar|!2cgP)l;58Qgq_!PiNFs`0 z?rNhtkgT?AUNUYuW%T02uFb&U<+@$Vw)yjuVd9{d`R85YKK?0Ro?`k}v!fifn&4C{b&Yk7@Ol+e_esgvK$m#5tr12< zv)0B5*^-X4j5g_@5YdN*zkE%!7&9ywrVLDEIgTESk%N+rhzq~v>C^DW;g|h$CJ+i( z+!LqnK>P?7Pk>gZusHNCxh z>N>`PW^TKu-I!y0g=;n$R%l|PFUhCeKW+{_qD`F82|w`z555ytr4?57j<(7gx5FO9 zbmt@N+|8iwWv|YrtV0o}ASFyt!CoB+ET%LSSz=?X2$zIKcP=b(UPh5KL9AS?|GasT zvb|ZARtyL$km)$KScK-daAAb^hKscH%`)EL=-;cnr+HhxNkP^5s!;F8Zb_yY;e80U zDdGM5g_&(TSpUfHp6{phjUK1_j~%|ZFD}_lpP5IYUcUF#k&>Us)A}85=gS{o&bwDV zqX}J;u8))R>=~r+jY#!Ow+Yv!Oa#=9_3V4#uIT=UU&To->kUr}d|wuF20+7t>wk8H z_EMf{JY1@}I=UNqI-Hzdk9x~3P<5n!d|sbOjikTte!lMdJ_`!{K0e|}?ciK<3lksz z?E+pB_m_YA6xj(Z7SR9pc_N6cLdlnyFeHl?X-XJvo_On&*R1PYJTIb8W%g~{sYJG` zc-$X1Wp8)~CEa=4d8S5ZmIF2sl-t& z=dfJj<-=AmCr+(H8>fuyf`EuhL~PtNxgM9{-4X@t2qZW_abr!;B%%yaDHi{{Vu9%a z-GgxgNsNe6VJbtd6fHo&E{lRuuu&jD^M;H#X>uzjcZc;+?!vr4tCRl1AArDwM%OSq zKA!@k$BBy2ZwM+jwt))=I*33ZE9Y6=v!8kAx;%RuT>0$T{&wyvtaY=`H+OWEhX+k^ zjrAWZ+mCmxU#*;7B^^CCxs7nMl3LD-T+WByDX)E_tMX;)C`eM)7_Oi^9C!(b6frby zkJ2eDU~Ga-R~9vdc1;Kqk;WFXNDQkd`KuUMR;ji?McTrcA6L-uzV5kH?d#S=bAs%R zXfdZx3Yt{zZxDL3+cS^M*X!nr!xoglw&Q)Dxs#={{k?_E*L88|*6X$3qlfb|Wf%MN zXtogh382|c#CE-}KL+*&ra3x3JoENYn777RylK7gnovwz?Q}^#-q%)H>89+xB#k~x zWGIKQY9XqFv+Z*l#``bN#-HfYcYj57tj(@qWtD}<@!TmR=f||)1@8v(Wm8gey!&p~ z@BBD8ihYOwe4NGmbuoXP>Xm*!oy)U-?d96)ca{2)tS#Wnx;2v@Ox4S({FAS#)Fsyb z&1SHQ$yg=|yAuFm55nptJCVcal z0Q1z&F}5O-us5F*6o3;6(BF_Tl*I%S+6x5ER62uYc=HU9)S*f(XbOQwTd}ok)YxQi z7q(n^vsrd69MET-QxU9DHJ=;*f;NF%6k9q@8%A1DH?&kjVHQORi4(j?l!RmCRqHE} zNJDDw&sXeh#^R?Ekn{kSFP!6`2R_q<_xqizL$u%b=Gd{RF^=3XQeenk91~z%|C)?q z!;-ExazH4-judTPpnWtiejV1k(Lb*xZwWj_ zgeZmbeC-g99aG@)Fua}}uO3`S>yO#Lq?m4MR<(^;L|lT-rm>owv#~6>Tam&c|K#q% zf$imR%hgBxALb7Q>;}L=wGZKz)Amqv!1vZ`)cbl=zr*YNI93|Vd$(9mo}1yxce5Mw zIUu#o`9A3s%4&<7Tn=H#GZpVjQ;g*P#uwrWe*A4IjXgjPO2r`lB@ zVr1)fhh3!NxypK0GnIe~i41Nu=I;M zkgvx2F4677=%!-az07(Ucl$Ax*jw5H!0+1tF-HLEkYqJ&acA=Hj`X~8)jySL731vO z)%9}#%svWZy~u{CTT5EjU!X(tAk*wFothZzY^X%4n${7x=d@|ojjXcfN#7b(0eg!u ziYJ9+hO$}DL89`gsf2n`%5r37ttZP0L2(6f7EWxX5*lNNms<`}Lth>_K@==1P{TBS zb-}z9MFeZs-jsqGGMMvM?;;V?i&J}dq~{Rj7xH!L5xJK}*k`{G)`=crzr_XXI4LOV zcUmk97NAxXT^5+6+kH1gk;=FsD#YTO{E3!$s))2YMl#H)6R1PRXwk}*%xLh=vCGDd zOfF3=kZc-~?D#UayG29p&<3;tF&G+Y!h#(C>cU0zFn0Um{IDstHO^=ofgG`og?SI- z(@mGXGb(m~=iKGBDF%1KhwA6k<;mzs-clb$9#8jqI^4_GdH>og=I51s1v}u5SMYiR|V2 z{EX`Gq42&iz15fyV+dO62@FK~VSR5PA1p2X4Hi%>+&5jokmGJQn(-IIm*9IV1u_5Z z>n24Q#rs(T3ElDbdY|#b?0xv)dD&)iIC+WjzIi^|=ylrH+TnKG>CPv|o6maz@NlMv zhBW>pcXZ(1^JJ24JoFhxC6he+SD+D3&`_+XRHIbsj(PQp>%_Dmz$B60*sJwSY4iwm zxpccvWLCBQ47eZIOm|AD+tHYGcLS{^)KXL|F3Cz~cV^y`8Wh(UcQ-pWb~|P^I+__h zZO6RdGedJkl|~_&LxeqokPK63we4(qn>(IoooJ$r|KB~%0#rc4Qs1x4ibU&I$;VfJ0$O;*Sc2;OCG?9IuqC7089wWwq9f7?K%=*aup zaeU!Kl!W&Gy%JUFSlHOLw(rM;DEs}8n|_T(?VjD>b}Wv!^?I@I-D{B;X2mIpn^gTH zOd+yLSx)VVq}GPtd10-3^ijUEv>x+xRDr{WFtRTLuJ0>*@Zh2G^%L{*V#kRTMzZn$ zJ8;IPAs9ccs%B-?E-b1BO)ovK8C91<7oI^cdXYluJOeX;e35OjNrY0)dTvTQztqcpU-mQ zS~{L4Tjar*P*!V9mDAX+dh7G0715*hzM6c8{Kwaw9L%He&<@_Lnu*Qpkjy&TP*d}R zkdjh-$)68=g#4JU_Q9uI@)0Yt^Aanda)HhK z#lh<9q5<^y3L{IV!FUjz4~X|+Q;00no|ar)e?f3hQO`o2KW0jh@`Co53v2z3&0-YB z={u=E;y8xiktGQ8|+Ee0l`bDD_q%iV36YeGvAN9+(lTG6MGO1&$3ZF{5SZ zP~o)EY$$V>1J@-r{{HPt=k9iHa%zm+vwVy*mTkRu)JsT?AV@@^4Y49SA^~>9XtZKU zT_ALt{;Pn-qXAkYBa~`Qu)NwZZVbm?y8PY)wolcoX#nxYnT)8%xrztZN@`@|-4g=& zu1xgg_iLa{{xng19EpKS+?*DqK3wL%U80COmp5tc;=#6X$rOywj$>DkM&jdJ7q%uG zu4kwf0%Brf0MG)nbr(TW@CH2nw!FL?;C~$4UtEi!KrgSctm3BUh#|)J`5Ys*>vlp3 z7>(Y5uU7YY-BK~)9$W0y&EC|YN0E(n7$Wz5doOhpoLnyIec$kJVbSJCDgmY&*{PDVcn2d++JkW~CII?ms@bbUZb*>eKN= zw`fQ~vBdy1^}J3cm^dPlgF0ax5ulq5% zSx`^0Q!X_Ni}ME-(rba$;*r2pNy>9aNIh5(2oYA|SavWghsYCG;>{J3WEE(Cf-ECf zPJ_mP3MUpV9KxORW=Y^FnV}lF4DN)FI-G?rsAZ-L`>{`PW!ON8{xViD3!}cf)(cV^ z%%N(RY97p%+e`9l)hwE4n^3#*>dBKFFT;>HhqL64kp+wsF@uSS)vwMQHlT?b4ix`d zDux+M$YVXVySn0AfRL-;!t4y&x%I#MzWy3}HZR06rXS_vIBW(r#4AyTs%n*5LDIjJ(Xc!NrogZrsY!a>O^!XDWa9IS5hO4(7y&~iCR0Q z?4Ccmu9nH<(!=C-<68|NJO2=bE2u~bp&?&9I}E*X%W}Zfy(Mbb78h63kSM}F#bhxU zhfW+Nj2!~PFJM)tpUMFo@H5RUOH0dlL+N@C7Nes*ePckiO{b{lY;qmgOTNL+bAYG& zxWRzH0E1hI<>9Dc`2CEJfjUZ1g>wKbRPNvRUC-e6F?ZD&(^daCnrSB#Dt%b}LgQ8A zH{}(2&kFbHX7K<62s!yY-&51&`rPOH!0W2L5ZmE#AGspG?zmWuy~gbQh#6@0aXK%- zmh*l}Inc|*{mtyOb&2tixT5#c*SwO`wf8<}w{6_{v(e?p_m{@K_-}`2w*40PT}pOC zz*a=JRxuZwM2iiIomXh5Bb3$JMN~1Jg06@E=Zv4Cu5bFgo%s=6+6dkV&l~mGTPw#+ z4G1f0IVB`(Mv+7@oVxei^PdTH=k_>BNmh?DJ1zZe{pZf9uGVgIE6vvO z8W^O9lLkU6ewqH!GQ24$ir|(%yBBlz?Ua&Bkdy{VqF!_ui!*Xo=qTKSN(fD)tmoj@< zWeD*Q=5@%BSDSzsn3))*Lh!qC4Mr7mYY_>b_XsFhZclvzxR>+_6FV-~Jr zhOBdGK_JM9eN;Tqrm|D1Sml9(#t`iN2g&Eg=sTMM>4t-s^FDW}H(Yk7330wPIh5{5 zQN+>TC2A|Hq|nd#I6ZEwsRr>%&h?U5i0rZ3v*mGjGda#J)SF95QWj6W#u>5YKb6AP z>~Nh>6Ep>L>e}i+HLmz@YLu#nhz^EEk((!KtQ?#u>rJgT?(X-nRiFZKGbaFDteGiq zs5ugFLn67HV3^0_DN)T>4@QS)y`%moq#FHK>PX1elu|8CI{*I2FR;N#BceB7y^qC6 zI{ft}o7LlB0t?5N?ebJzj{9S+#5a*d^?d_a14pyIJ(U}|?&sk-vs`?y!`S%TpW9tJ zU*F4ZuTtO7-mRUUvr#uYzWcx%{O&I<;#Qxl+Z8(w*M(^EUPdb>wrzH&Ef;)%5p}Y; zF~)N%>-07^cX(gwh@5^kl&`3NUMHjM0S6Oo^zfZ;cn_s3VZPRl16Gb{|!sq=nkY7D7_PeK&3AUrD{bu zu?RPf#!bP-9(`q6`Y&(Rg2W)1@W?WT@=51=TFPjgLpjwJN~9>GOd37GY7z-ZWNf}t z89qCt3gJG9vT#jneE$j+T5?FRiC+LM)AAQX1|99-p1Lu;?jE<+U zRhs~tH#^R>yGc+AW-cdY$)_RnD-E=O2`@dp{oyEL;oRw+dr2vu^NwS)(Gfo0_6`zf zm*>`=n`)H$CZODddi)*6Jc#)H<2LkYB!{DMzkC?;IdGV53YzDL&T0ftVw2-+%pg*0l04 zx%)Fmnq+JSj)Ncl^rL3DqX}HNoN=ax;`B9E)7r{7vnQzKZ`~3~L>PN4n!F}+Sk(xD zWy=Q7D_Z!`hd}-D4Nfl3k>l)>)|-bVzwWu~HHUpi9rYR)$Tt#}i9AJ)XwE3XU!%&L zQbvf8oob_%Nl+4kG@50>62C~KnjqlNVKB`*@*}AEoqnZhSf83(Ji1|C-POp+nsU(7 zFK0(RITtq)cGu^?HzOi2S_Nm>kgRK+cChWC+Vx4Q=0oQlK^p_QmN{2TmMGDq$Y8wA zrYRWEOko5i(G9ppU82qp@b^%N<5%MA3taJ#?r?b_%Juo|7;<8n?GUoYp+1%}XiyXk z)Mg+dDiVYGtPY*93?gs`uF%%ZVFc`re`vkqMo?ChJf-AUT-a1IJz)siIouxi5nHSr z0?grk`T)_moLsDCH6AABSjx{*WHQ33aNLrBdbDn-i zp2K-R-b={!-fC8g|GjYeH%E`h{?pIT@jldT+WWNh`J?)ZEanvdlwpTFLk@5S_lc^*1XBJl$>J8L#4Pwm($yNh8b;xbJekoL!qEhGrHq>juRrQ@XMY81M0qL@PX1WbHs=BgQJARZ{-P*47 zCr#9)S+tqc|Hg$ah0Vg>0}(4m_>n9s%7AHig3uKs^o^bJ(hF_!Ca6iWE0n3J5bZBR zM0+G*+GGT}RjR;~H6_Gtq&YK*7-jSvfw&!n;)PX)7nroqt%-P5#_IhkBNepBkF1o* za^}@1k*|>LD@_cs^n=3r1Hh|>ounur>*dvj*cK5zD1H%evgFv08b)?tE#%_#FwO1o zZ6?FMlyrI>bmNkBMod-hEx0nOPt1j}#U0tLq*n2x)ci&72CGz$q}dj%sL+qY@Q$A# zyRlB-=f|{68Rn$kIveEwIo)mV>3MpABNfaM9?gdJNZcziZxgC?E0ZoEBE;?!x)MEL zJur7ivu5il36h6kI3lAACaBi{QRq-wvS=yY{D#fYL!ol&FysUntZwNa@9FJtcLjQP zegly(ZD=p{YL$2rb z^;(Oc=KIuqU`NgIHhUxcdFmI-cbj?e`{(Si)|cm@F?Y)Q=7Xu#+XW5Zu7?98rj(%b zxjPp{vVV8d^9TD_8Eqf`wDaRjr^e*A~v%t?3yc z)d&jcju-bM;#gg3?yWU**T4Pu-B-VtUq818a$s}-K@N}CW3C&6lm3ko46c*?puLue z0M;^JMy$M^pVBgxUq1#C%6mYXnZxTl?L-6ZGp!E5q>bP7YO}IFznRhk#?7OgAXG-- z2GI;-s+Ehi?Ur3Mw@^rD z@>R&Ha>@i#n>-yrrUlOBS(8_O|7L>ue0@ziBO6pZnZP#&UTuTqo@m>~^ zqXxNb?(&E+ZKXvsbZA?(P5SP`did8)XrP&s) zTt!^q`h@?U;|@($iv{?zv9YiwO`ZJw{20>#R#^nY=cgx3*pN%{XJm3yGBWs^9X3MzKtuJSb(bmBNv=|zZqn$$#-kc?Ijq2dr;;iF~vzl!*xOCfjHJr zu0fsxI`l|C_SfCp;%cks%VVS{yhe11Nn%7_=o&w0U52CuuRQK!(86aQqYW;v_ub5( zSwqU@N71w*vwR!km^MtVq?{k`A=7Ju9IfSy+h<`eX?Z4$msT*ZMbJ!ol@!QvmSwlx zD89e_mBlL8L(A7ChOCY5+~zR^g^+vu%J0^RD2?2-s6V!70M9$wR2Js_plHD&jEu1D zzx2$+F(oDZX&)aIKhPP^wKG2YRUU4@IKiCe;HgaLrZ&^_xZSAt^J$FhCZqj|3&C)D z)APdOW4Ma#mg|Po_lB+n|LY=tB?V`_?nvKZ2#Cl>*ev_X0pkYya-DDEpw7;kb$Wq~ z#(5+rT1OL#pOlr`+k(`dgEt^FDI~}I<&#$9n)vkyVEGy^6pIZR*rQw3?gQAP?%Y2g zWQUR$QfYeC_|5c9=o!mcLbCJWn`C73D5=aDd*ne%_3LrKRtyrbHNyn!1c?MKADc;f zwibltrLYBNO`PUjKH=pv>)eS9Z<(GdxHrIuJ2wgp{HaTtStU%AQ75XFSWcfnlhtkN z##w3vX-gGpYg47hfN4aGY7_6FxIIY0su7^9(x0)Q@o7*Htu^IHR*_B_)(p$--8Pr? z<0UANY{BH(;-x(xKtAXS3`x7JX&TH)yS!Pt3_)s~v71XmMD~D@T6MP0)FxvlEK*2` zWqi87(80(1G)nghXLI6JeX0f$AlnD7bn7Q6S1Koh7Ae6EnXsCHq-qOQt_M`ENdCDx z2wO?0XY~KMV;=jQ&YMoS2R)8)9XB}IpWpvC&SdjBz+pld_}zP!zlQ0Q@P)t_bD4{Q z&GUFy`@lZ2KQx}VwUUUFwnI8$aCEe|6q`J2b@bc!Hqff3{g|BZZ4AKu03LKl70;LV zKBCg|XMCEMqSHxdl9iR!)mQ)Z2=1pr&enea_QiO5xhz@zXCKl{{|Z61g7TCxUmS+G z5K24lfL;m?s6kza2t}Wu!e~MU{ez#lo>`wHo8jRZpfDY1CMpb+F`3=BZAjq%+zt4{hlFn8ZlMW&`ph^LZEEL zeC6xYCW2`VOjNyoy*OmrIl21J-?@usz9KW*sB8fdhLu8@HBmwjYF0`;Ohqc*e~BZA~5O3of7S5Sd)om|QToH;?ZOKs?4+(kPfx=Z=O)1wsC<7^pCdp@KO8T`fO={D*YPluCyRSt2)$Lwc98-RaSxM&rt!&d<;P{{9Apx&UYu{1>y1*EtC6vNMQ}7q74Grbt9# zbieVqA!$l$;e8BvNssCr0gorNvl;MsPX70JII*ezBq`bT`sfbqp&?PR*>1khz>Hh7 zP8{7+#{*KFwBr@qF9R5J#t=ch%@#>vC;-vs|78h0Naz4EU7Y%^0l*yxvQO(OZVyeE zgaoR@9lHPSrS696Hn8nNxQ#wk^N(Hjpr#j1n}?-7zW=1ex~ zP;ZELu@zjr%2i0UQA8$_DV%9|y}B0AY?gvEj>2WdcB&R)BF!p#?fjq($5n0E^I}}n z25@Z~*Jy!Q#Q&J#!)OSW%?KerBO0JCR%DN!XDj!EV|D+XPS#leE1J4&kd>`Kk;dKm zIQ@o*6FMO97m_Cb#TXPAsG9@im%OSffW&xw4ZcS)=O2hQowV&Dv9nV_s0c42Uj)_D zo7linHTlQXE?BBnA*LwMN0nXGq`Jjb3FC>DphG6bfnhP^hY>2=R{ph7E5pTfp~`KC z6!nVn(~c0U?e0}t8CV%Ck-pwnW2|a|R{YXSm8-2qQ&?3jM@njbGvgATZeamm49{!q zecAV^1_w9oj?TT7D-Um}D7-3hpDkokFK(0`qcO;j2w$>79P|cm2vAIpt=SYEwl$=8 zlP3g!cG{AiwSqaH)cM}sZ6}N4!~f4W39#G%xS93p(xnRw7}5d){$s`&o!CJ+TTXyb z3m3rpY*KFa0}pg!OD&oJxJQuf%S08P3Y|ffwdtwINu8sz5}xWLLy;pgdGq(> zF2%+v6AOa!z_jiCMotPWoAAl32F{|W9TP#xfj&kOp>#EkqD!V+6bI);Q<{z2Rw9x^ zGRtHQ!a9Gz_wq0xEJcuWA45tM973fmanu_laBH;0})|I&4mx03W_mOA2~ zI%}+Vba#Ip3`YhSpb`@k5x4-*Pr;@K&&wY?JA-#s!QX4t;{ce|^cR%pJrTsK>-5XFnPZum$b3PO#NxEKPzOJxD779iXskZ8+jME{26Cs|32VittOf~Oz`vZ-3w#2rjxsoi;+1wWa0wcT#$ONlOcBW4rg;{eRrPkBgO_XBNoP6dJ7*xc0kY z>=Q>VHMNz%-@NQE#2;!s_sIY*`9tye!JRR9{>&1x9C!Rxru!TuA?$b%pg8_Vhe&t9 zicXp82kk-63AdS3SfPS~&;42L4Ry1LpOuGgEX zunFNq18FZX&)R>!KYjo(DnV_SZpW;bly{`l!AWUDSu1V39iUdaE0`h?Up7gazsMpK zCE-+im*v50nVguW=yF%Xf0BZU41(43R@&Mrnnw-B_?NTwI zX4bX6?3G=Gb!4xO>nv6@lYDA2m%~O<<|UjT5w(txDS2*aeVw_RQ7&i52AN9KZ>7b6 zzk9wA0wo-UXx_RsNSY2AJhp znj-)D+nC4<5bFTIHfFAEfY3(5q&L8?4qq)4Z)|SLi)hMl0Z5UWARD`Q%8AxMkG?86 zORo$b8V6uTXxx2g+QQ^@8*mBpBHeGBcH|1@+^?EfOo9F07jk=U`(b9ifSY^)l#(M) zF@8>8N3vDE<&7Ug4R~1DR}h}<5?YzeUfmfHCF5q;Y-u7|{yq=O|Hsu=Hbm96;fjQG zw{$nsjkGXy4KRdscZWrHcXtoX(1>(*cQ>eX2za*dbIzCZ4`%jS>&`3MrCl!@9x? zDad?%!cauBEATTN0hneUGzr;h_B=!|%(hK7a=d;V`IhLj$Vy44u=zP=oOoyd`%uxzl{1%%5= zRlfQsfQmiaKfmDQNZJ7Q%R_*yBc}S+a+=5V5)gD-15~)Uxf9Y^aB)eaDTJ!dsB*4M z==wSYE5{UZH6jb*!ne z5-kkz;kT~XI#O8|aTHFN!Q3p)2-9hfFGFP`zRPSDgT1dBTQ+iP`RUjwO4WPk!+OWb zDPR#GYElbZ{=7A2Is#-_K2#rSg%-ldkN%aLN>giMU7MS&=uz>?J z<;U`^Een?Tv5{1P57O+NVx8;9GCJJ6XsO}GEHeo)UJ|^^i>sT9>x--FtBdPAt5PI( zx#Ux`Hj%Kmg$_tzY`c=pHQo6L{5@p z16BNmX~P(vajS=TC7-3cr5LYKOTvW7{{Qzr>A~NxXUY$A+L1Ml;Gi9VuPIOGsqs5q zhP}6&_i~mhS@uJK9coJW8>vJkc|AQnhP@yD@XKkFFEMLNOKHzHfDvcv;;C36>L!IgLEry>cid<%|puihT4a0KOCM^dt+lNKj^$|u+*2U z%uRFt#hQ;_Z^xYhX)QFXzi2gyJdBB*o!iy1e$pWY(wI8+^tg=eP-OAa5Sjv>8+WeO zJX}UE{(20foF4U>xS!jXT-;NZxB30J!O}!i87;!$vT%LZO=-TK9k&*wEs5{icP({B z_U}k;?D?iDnt9cac*O&m4rq%5*zrGQ_jM%7=?6;xvb<>Gky$;8w8SE8 zAY@;U7+8p_d(g12(=xvjnm%TQgL`h-Q6o_RdD+Y;5 zF{Be)W?)6R&hrZDv9c?vS~gxOuu_B?Ia9{AKYLq`O|X}7Bd;jac-v< z6uCdAERY=_LEm80kUe89P6-|3MkT|X3^J#_Jc}D+G?NFi9OcVZeEnAO?D2#=Zl7@1 zpY>nW>4pE^?ECj$0Xfi@f1wo6l+5@u^-^o|s}HZ+rA$5RLeA4tolJ$@n0>5Ah;KRuVUU5YDj{tv z7~A+&Qg zGly_zY0;yI(6wP_Gtr|cuN6F#kBzf<_IK?DDip?QCsDk7Ux^}h2cVpTy$e*~`nBHp zRUO~dV1@P8yWa!&{LmInLsUS^Sub(z+WX z@^U};-qLFcaN&OVSp-992g1Go?q(*)PgwVLWz!Baa_}GpzCGc^M^$!I#|p zqzXjCV$t@>@X7_1;Mc|9i0KmqR-T#SM^1Q zJ(_~XGaG%L**F4Y&~&qX5!Lc7G>ctBS#@Lf9g46Q)h_(*1K5doJXvm@+fHzi>RK>c zF?DoQcB-Z0K;coYq|hw(RaypkqXzjyN9%~pXv{*sxs{cT_4)Pe2(RJ-!(nIc9aY&( zYQ>Px;cD-?EImCc}eh8(auZ3zJvm&IJ$I`K7x*M$;JTefN~vT7-~ zVp)Oq(4=lPTq}Nq^OhHmqG8fLoP_N8sn;s-x4)3(esq(_5C`lD%hdQVCiY%4J$RU zqZoUa4W*j;1gPv1jXX~l5NZ)&o>SVR%HoPqdezut-0G8GG|8YkEm9$_q1FeC@T1V} z(TFCOHjfxMxcld;P}jtdg1n_VI~5AKOaW7@F}bRc>TO;{bC*uBiaEyharoye=K?XO zKx?*=bdNo}9YrxRel+}wC@Q^yq7@iI{>TaXIju7|LA~8OfSqmN>nJm))9#ZW7S4G7 z95%KOUoE@2tvIS-I2@{OnQKO)yo8yEwtJw0>BWaYxEcW{Un9gm`kZ{*on<~70M_g_ z?0P4}yNeQIz?$we?VFG~yDMkg-5Da)uzHHJXgIz{#4s@|I7uY(n}*NNwYj?P8)@}( z*gtzBxzR?qrFP>HKlOwl{V>ZQzjJWCq30CudL&7{Cea044*E>Fu9-9|=g-g20dWoC z?1{rGNySzJ3QVB&yaHUJk&yzk4~ec%0S(04H~@hNw0r)~oQX8?Lo~MZ9<2u0Ai#H8 zIyn+tnG7lh5R2)#uDa>HBlb2QyY*fDVMDdJ{(>H-Ra2Xnc+shmuURR5_TrTQOkpR# zzzdov#^Lun>2|Tlqr!Azz({vyR+}aLTN9kEM1mL(X!w*)@V z*}gQqO?$A`WlybbO{kASmex=cEHGuw*6PDgQCp^Ih&X>oWg(~NX2!ij81DY?Ng=sS zmdQmyTcwzgyB)s~waBx)qubu`&NoAhf@hJc693}%0_7cHTZ};$O7w(u!|jfVHF(_U z)4sTQKPHVYmQHO(Sh?|NQWIv$DiVMDihD`R@_H(1$DBcKbn+C25>0%XQc3Ujx1YAj zpnlUjz~MxhAyIio4Ak=ilqMF1L8AkF*7iislx^v8UGyxw1+)qot{kQa^}gwbVoj<^1umumQ2X?ECJL1 z?Dw|K(GNvo1Q2nMTIwI{vOX%Mjw0zi%})_hB9veiRZ7aYBKWo^N54pNRJ9TliB#Wd zt?2yT_+JEgn$1;VH+&5Lya3fB(?t=hZ@7^7RSuM;*vNnkx1_=R=H^$=guJ_d^Eu+3 zciAd$#G**wzU{i}{AGdp^|Y$_fMolL>$ITGkXOvgPFy#gJnU-8EY@O$fm*i}(BX)?`7H3>J3u3`VGLY=(8+NnLSI%mV0TTm~JHbOOQ=S_qnT9C%1!qiKS_;cd;r zVng2p{s9shOpR)3IPvG6aSDOPN8L$1z1MrQ*w(G4SQ-ys#BfKYP?(>jFdZ0`btD)X z5F!2wG6I=)^uBeob880?{lc@yIo=&L4OOgLs!jL1{wdb_ejgO|3+p7Mr%`V&mi*F+ zNI6KArGIw!fb*GFoueSO7+HFqc-oy<>Yafq8zVba40&AN;M_f3-`d;Ou$OT$u;pAm zOt)%5i>9rCIUrzk;j3JrQ9flUDGAs3x;wq!l#3YMYHfpuXcmx>%nOBYbiLdg2Fx|2 zLqA@}AubkJR|Kim10p{?cg}(a>gsTC#p{lt6sBtOPENlLv)i)76Z1rV-(S~ZO=L{( zkCw}ZB!7Guu^$owx=8@y9CUp>3uv!%hyhCBR*W{|8GMIpK&R?->)Ux1<^1xmu{lW0 z;o+r(e)`pUSFditXa+a{3moL^guHbe>KNxV{&Ew2@767$6aF;f6xtFB7ya`wIqAJEB;_u>hyREw62bPst?Ry~g+}woT{j zuI?xp9EY{?8j{gN9f35JbUgj9kkc&aqU$lIdI@Y(6snwUqbUmK?f3=K=2WVFu=SSR z7t{PS;;&3o4szp?XQ{xBg#Y9xG18X*=48R${7!GRTnp()-A4q$ zD6`uErTm&%b+j~R^y>9zRvzBl<#hCd;V3+L`Bs7I2YEVN0zyJ5rp?7g9l!_DvcYW@ zw0A8#L(@Cb;4oj&KMhG2QUtVu37e{g*43SWf!yII?d*(A08 zK?m({w!c!CB+0-6W1^$40lTbaWS-e5Y1LKWISanMA9wnqNfXaz|K;!j$Dnlf`7*Vu zL$WM`k9g9$KtpSDt76ivPxhC4?&vT}kh zxj{oFmTxUCKrhf`h@ZcBm00foreavQe6h^S_Szn%R<-2?>Tc<#K#b;!F0K^1wwbau z?hshWeAgbxW+GF4YK!T6BixpRw0JqD(yaMwc7;?u&zm*8k2me;n*&-P1mRu8yE1ZJ zEul=z3Uon+5(rD*@LL_NIM3aarB|yZIEBfVr1^d#>Cs!_@H2zV^DCIb)^&U2*v#-^Ajq{%2l}-o= z?P!xB6Unbi2!HIte*%||lTGWjKV|1ye7Rri_#g3tU_m=N`Kk`FdxVuaEIOb&&w#_p z#-_E*&amu2rC5UsnG`+5{%__a?zWZE#-|y#a$(Q2w9$Rs$o}#1@#T=j^z`)GTTfu? z=-CcfX|DGZcyqSlhgE28<26s(9yjy->D#?{j zI!)Z`FCVdL{b2-7FkV|(APgY^75B9yPJlS);?hu3nh7_FObUUikUDxB*_V15sc9*5 z8)rKV^f*q$RtH>JCA;urdz^BHYOiaA#H(jQ(RUlE6d-{n*`gCFeSA$)4P|nQ>V!CY^oKSEVcHg{$W8n{Ejja zp7T0+!Ag}0qXe3DAUmPO?}-DI2kIm=46&0$5qVE=pHO}zhb_Iz9Wa{_#HT^SD$T#c zRm*%=gdz9>rYQ}G=&w7qBj%G$JE3v65GR3!j;{_CIhDlKnbIDe;q$i8DK`;TVvKmJ zTJ7*WlKscfat}`K9m#SP4s{n^cPRb0Gatv86vqDNGW5Qt(UATTnU(R;7wIXx>byLb zQIm|A*vb0DwQYAH=G92SkGj2ibLt!m+=%pc>~|$&RGvOQZ4AQ3&=f_Mq5>NKI3|t9 z&T|=Ri8*-#Ux&!y?l=@;+a`U~AoGl%WdZ>q=}$IV<*I(GkL{sWK4`C(d7yt^;cuiK zsp`J%!F@Nh6^c+_wvvU8u+AW+4ocL88KgoGP8>iwp_Q<2Bf5$bsOStHW*x8kIp2^J zzjlS|aO5E$PY@Xc;i%KB^wMgDxxe#wuyQb@CX_{#aU=-jpi7jnV&6z}DChh!pR%AssA=28mFD-5 z05kuDqW@$5o_$J=W8M<)O1Y9lNu=Kw;p5GZ8dE>5)zHD%)b6QuU<7K`J|Ep} zU#K^pQGIgWlH#;ht@%4l^3iHD*Gd<%JqjrYxPlUV0G!P5%T)2!`9Z&o4n0q2Dd15; zq_@zEUy#<8HYq+h!+;rRmjUJ$!9u~{2%0W1QhsCu?69qrAn74-s{GL{wm17)mIk4ef*xl+K6u`}(10qWj!T;^Wym~H@R_VQlW760 zV0HL*W$WqgfYVh*vIvYXQXkgN`Bp`O{q4_EmY6}c z1e`5-wspA&c{NgXDYWGLOK4+5nxbZlzTqo->ZSqp&I?EH?e|uNGo{0u-vr z@6aJBU`YfC7D@zN*El+`NiY>Sk1DK41}Bt_P8~s>v@544a8Uy%7zn{-85*L{H0klf za8EbHRpLgCCV6}N1%6LZ#@e?*;#v_ih@F?>JrA%i{tqrM#PaW>x*K6&U;t)=>>s~B z?E^B}&o_(I89};ke_x(+z1pf#$NNXRyDwx!XNV(8d=D{EDChMH{ckDEKA^1>Nw^|v zSG4VtnrDuVdahicS9BtPTxelZUrwhpUMI=6KQl(cHB2=?U~gvK3fgJA;}%|nL1 z9a30EXyJ!J3-HquEic|hW*-C z!uAy%1JDjwk|NUaWfmN`p@Ry?7t9+Ul`RVwd+N$jaD&&U$sD3D$^zE$cT_lPp8oGgzdi3^>)EOJsjKI#+r+FaKd|G^ z=M9$$kLS%Uv9J6l-XAQ82xNjj&<)5H5eXvRr%=Xn}+Y8mVi8Z_Pd3H z>zjC=yv6`)dVh&2MEa^AH9h8S0<@8e%(8eNSq)2b7fG99&iCC60gn6l-aW}bPss74 zuEYC(d=fL5VY;PNf+6-a%lgJs`|V+~5bzz@V?t`Q}xTA zEZigdi#i+^_2J;2ps4yyaxs-Z+^wzdl)5TH-3HAr?!tREqpD=?N{KQ|{}1yYFz*GcsWQ#mrpFOvx3# zCeMh*>2*KZZtvU7%yz1%a>qDgC3omJ*Ae5U5`!i*S);t5*114Re|3&OMxrHNeIC>b zRbV3gEt@=7C*tbkrx8NO3}e$|@>Gnix16amd{$}aGVCa{rvA=I&ORyh=W&p3D#7Oq zm)=IBpq=pP>p)MMG*5q$FH5tdIRi1EG5Ht;wCFHT6f`$u#CEw^_+6TwrE6VFUDVLt z$nfzP#j%LU!~VXaZ$_>?Bq(Hm_vD+cLp~skGDh{Pj!lf>2e~CgWs6}x_)(yhWTT`0 zHkAqC)_9#5xwh<5N+z~OBA);K7W1!LL?dg|n>tZ;r=thl| znY6TxGorPfpQ|T3^Cu_kJ0w$mTaC!0z#|yYLY)SEHj98INKg?oRX|WAA%>ZpY-1eB z!_1|dwzm4XEfxkwJ{f998H5fbat-cSg1dwVXLv-UdsaJ+W@kso;}Iw-3RkhC*Jy{r zZ$9YF_J%Sjmc9x6nDZN}u^{-N!IZYJ^}^*?y>6H~ep;NZL|<@SNOUe;*2{9%kgAp{ z$oCz|%Nd{@CiuIB%~4!{ULcOZ?pRf1`|vL#`;q*&O&{M{EU|=vy%}7z=N(PxXQ>I_ zmRb_HLj&4Lp*9LM*k7UFL%x64tpsBT(uEYJ$vnm1cgbW7RU(Iv3!ac0lS$nv?je;P zOle#_Ctix~G#HrqOiUlgsN39TX;p^FB-WPUNjCOwYm{{sWWAs_8bMg|C=AMP8LGY$+))pRSW-O@% zCL-`X1OE#jFbK+@z={#qFY1zYMd~WyoT^8w2byw=^(K&iB1us?u<@O0t=)S6`sw8wtq#>pKXmH+wG@0n zVFArdBCZ?vz3kK3Ya>f>gfCzd&uS`G%{a2eev^`x*`Dxg!m7OajLhYKJPMML`WmM|Hj1>2-{bJL{G=*6m;t0R?P{7fdLnIL$#V@?7gaei=Jy!N!fG0L{6|4e_cVa-m-SO zX`QBR5hCl-0Q-+6zO8@{Qng=ORO4n%L`G*9a<07{C0t#N$q|7EvG+vbIQF3P zmHZ(``7J_1=1HApK}z9CGxe(_bi_hIS9``ydO90p)>OdUEV zX4UP~pjsAA7l}=h8~%Qy-L+qo|#*R*1N_Nb1?ZE{ra6ty|Clq9>~n6p7wcHvv=m| z)6V?{H40pm79}`>U2KN!-59^%SPq44KQb2<78e>8AIXbTH#!Ux%LBboBq&I4IxXh< zNP=I0S9Cr$ogyu1bYuukN&d!SFs%(K%eC>U&`%B_RNr?n*R4d)4>6-Z$oaB9&lItr zyUfbn5mVRL$5c)`h6>PO$i^WsOw(bCUl@W^+Cm~^J&aS9gJ-f#^(4bZRoTW_s^oF; zT~X_ggx2EDii$+PGqF+r!KU$Jt3Z@!3I>Y=!OtZU`-{URw1Bxw`L%>2~YSvqFSTr}y z{qIoJ4`d32kA#anY|Gg=hlIH2q-6VqWcw7Pha@RSqe>VNTZnGlHtOkLxSoEPi_?lF z=45P-M!?)l$(z0EZ{V)3(eh=}z58?B^7Z@>AaYaB4+=uE2`zgwBPW)v9qim9Xfm}4 zAJs+_;=l|0sj0#H3~$T_X5D5ABQNoS1L*SKRhPvj=MrS}VvK+glFbh-ijc1&BO(=N z8@d@xBo%xe9c<18#rZ<5izR30=J2txsR$zhM=MUlHusAiS-{KLHb60zBM_kJTT}Y_ zajNvtU_buhjP?M;KVEWj{JS=q8od~cZ+-vV_&&y9KXyDn)|4EhY7gKgR z{yK8BcVI6gKscNgd-$G{E}oPAJ!uOsiKr*l94In;eFxXz;o(zDZO6IT{_pe925cl( ziumejBvmSED{djMiYkY3=C}}-2)E11dXVC09~44$bhnI}Xx8VfhQBrfO`TpHUnK;4 zH|M7ZAIl=gaqI@sn#4IIaq`2D>x5dB#3vbhhS9$j0$XYo3zRJ>ta z7UJ$^=b#Q7jUFBkAD_SqQ>t^p5^^~AoZ6URnF=S_89_H`y=Tn6jN*2?fZbuj4yHP} zchE*y3U@%4ks&JDQVwRW^`R53;DyL^uKf!eZau~1#{4p=1c(N)eiDK9P$0HWQZ^0S z5PmAY0$nk|{Qh#Vsi!?kv>xGP)dbNn-6gY-v_hkX6A2j^Iy$<$i_7rjWKCrye8cs{ zMLt7|31`44hDz=kX-7KyTeeyq86cI zUu)DD=AYk58qY>PDL7`QC3^?qcuY zbkXq0@9{u=$9Gls_6Xaj6gjsBGh`za^UTSxnc>3z;X*FHN|hCEDdw#t zjOcTE?PTa0@u5}?PEZ1==)L&0y{EdYUX{|S5J?!=7G)ar+CL8sVoQ%u-l(poF@%>A zUh#H+@ey3r$WB`-%w0_<(k}c#cVKK+s8kN(8sgZ}=zi6?b>cUY?6bhWvcS49nL3V) zUN9}X9%wNBnOs#!pQ4%Xy`{}dX>h*_TIMcc)8P2|OJk#$r3p&>@A$gNTB-!n*il{8 z0m)$5`C~DY1;YbXfD2@^T8-inQKZ6U#8(KA3X&mGjX?8t)RWd&?|45QLqK4m*Z=Uz z#UWYC2Vc>_p;AICH$lBSoPGOpu|&7Tp~tH7jfZ-OM+B}n{0#$NT#0aUzLvlWjEEh__PQpshWkpbd0p*u0W!zQn z6pH~Aev~VIlli1@s5e6Rm)(3Dbdg^MM`Tv$uNmE^>m%Uf&BF}sJDlz zQG>&&rrL3G^fWB`92xb*-J?^EzPx)qKln=&np8P|->=_0l)v$FE|VZHpDhfkz?kX9 znX1y3aNqGclAH0hlY$RrT3tRH%yv>4#DWX3e_-v0U)mLsI>G25<@CS|L|HlF@-iG% zTU&Eg@b$Kw98nb+rmLQ&j}1;ui=e&%ZMj2ydHbyvtHbX8!aJG>AY*YiR7M70ep1(V zH4*0#pk>ND>{a!Uk8T7NW%j?x=zo(oh?q8rpf`Y^*N3FnhnO)aja;u{DhLQ5KG-zc zQ;6ga65u0`+6EW2LC;RYtf@tsWSGD_%dRjeUty7fmT-vG;ISJO#76h13%oGbczEDh zyDVMG_yHS)Jb`%*H-H$w3eRUlk6O3d(eg(W?eBGx9>#DnLsih!nRF$Q)*ObRs`Ugj z-V}GQL5noMkP+lK>*P2QCrLL;U9a#9sVDFtxcea}2dUX&>iK!bwr@XBtqmPPlRcyv zMIm+-6{w04+z9lD`!f;Lty+mn40d>_e7{{Q%n}vN58;v&hy)!{F23pt zwslnbWmMHn?+K+$#5=-R+2q++g1m=>8g#QX>4qn2b`G^lOLY3^!_5-o&EC4HB}> zc|Y?i8EVT)os*4x5zbQwKHL2`y^wl4)*>7FHN)oU>2z@zcoJ(@H`;Qn_%ZOupPgh9Sc! z4xu)P&VzQt)I#FlL(b2IFek!@h?+mh-uU?e;Vg8KiX`dDkYt*+kzn**_>u6^Dp z;Mu6SGbota+DkdG`xSqpOwfHX4?=dd5sxBMsVkDQ!3N4|;FSv9pkrc2^zQ)Vpkd}} zz}p%MwRat%S^Hto1;z~JPj8f@Vdlg=C?Q0-FP^E-u!N=dtH)vG_CU*lAjg-gm;oAn z3%J`A%;c-lR1--Of5C{iAc!VNR@R0lN4cs4Xc}{jhYdE`fTXis3?X?4^vQz>bri`G5qgP7*hbV-FQ5M4(|&9h$+C$ z-FDuzs-dC5&?dgUz1_U#iiUspaG0y=u9x_V*yrQNO|3;!cVH>gpw-g=J3 zp=bt~D1>aiKZVFtPHQLSf?dclF=C`XQHbyDdc)hmL2L?3m%HpreG;)m^K$)n5 zd^nMO zhNhK@iu#$Ju^lN#7ljyknz$iQWhPLV!ZK<;#!~;yk6d>kfU)nK4D?*CxSNoCq+%i< zngeTZ5SzIt{R^{Fl#Ln;cAP9H#&yE$>+NNCYPN;R6Sq~=Z*~MTJE}jj{-t>LeUxZ2GdQ zs{V@#h)=em7>ZI5xZss5b0YtomUePVI4THXIbes)M4?GOK?g9qvB%aC&;jXpbAJ#^ z1+KT^zQb000(GoCM*{C&ib8`dL7aX}UW+arG$~2Ju1H|OK*|;#_)4azFx)R}FxWXF z;yHTABaTp^ZE=Hx;*ry|b;O9vH0YKg_FFUq|EZUL^`_&WE{89EOVPJnel$zEZg&IBae-ZH9Dn2stlSP$#whBmK#*Fg=Lkq;^XVg1~Gvy^Ezn>rMRXB z%l*w>y)oON>tycxzjKn?-jzdEiaZjyd(Z~OnjD?*h8mLQ_nQ_@VAiK^n$+^k}Y zAVJq3AJ6~}R{;#hM^@JXkkM6Ykv_^+fd~5fpa!k3-2sRVmg5;26?Wr&Hv5|>^nrk;Ysx#8x%VQaQ>}Ly2mU^mpGQ9s46BQ;(Z2K2BUU z4v_FT;!@XU_ce2*J!P7W>%P@cial@fduJiBqbH`M?K*qC`J8y3rGfElnOU1jr9rCxsjg;v7#n};j9 zj*cQECq$f(3b7%Mj_i;3(z-hSI9>mD$v(qlp0&5NO%0<7-k<&aS(2lihESC>x~dQH zHLs5u8KKS`8?wg2IG?lp)C{R|_q6tc+58rX?|sr9e@Zf&843F+y4=;$AkdEBRPX+B z95)|}pRa||^tRdWe2vi6T7M~bRr)N}S9Yn5u0><;BB~uM^?T$pyNzHl?wu%bvs7Fb z4M(>36xLyvF(N;|b>16#tp|G^a&T}kz4T(e4{AQrG@dO{W)cS&MxJRA5vcf@8X5tn z_4#uqNsaYwZKUF|Uej=ZzdJ1`mY*XJ|ELP6AFQpzIzgJ6c-7_r#4uuPbW{^P_5c$V zRoLfp4?uj}ov&J1Suv)LmPbqZ0Qi5_kip2bj0_4v=U1Xg^9b_F%KhOVhN>DG@NjoU zxO4q}3N;Ge;PS@~Hq_UzG&y7j2P1Y+r0$%bW5Bri z`Kv1{HCL5>%LDFlYaBrSS+euzgygFL7ssjVImFa*EX^NRGxWUI&dbY->G}G2b}C{t zm2)>XDT9+RGL}Njcc(8L=X=blxhu>yXv&k1sb9&bzeF6Uvm9FcqlZPwr4)S^BxHw+ zZR;>i@~TTp+uN;X(i`F2YP&qAC?jY<|CL70LPdyA(RNO{H z_UufOu&tvUDD^nS_25CICyV&l83e=q1W=Ff}T$JuntW9;oC>|N8` zt)FRU+iBeRKt>Y}DNUyQ3cbJUB2ZUf42nW0hvCNHPaA!juh70*bHnO*MJq$eu3P(R z<2!)oWa?gl*{OF_OaWAUPS7Dka-+t%gC`Y~>7uH6BO)416TgLEY}1kh48~;RKg5v1 zdAvGQ8*%u#)=K3dC^pg1(eX6>fl{`H+RY#l0Ig9LlL<9Lp=^Na831$e^XvNi;#V9i zk+JP;;NZk+Lw~A*$DlF{Vm)_xn$=p~3^>856YC4pfOyx&bfOi7Q(lRp(?YH~K(s{}$ z{|O5GerDmLoTH5SWI36GQ3LSZC1D@?TJi)S3IPLo4Pb_<2hQi5QV(P<)$cRT_KKm$ z9OP1gxgO;bRD`K2u6YzcRGFNEuvTgOC9tuvUq#qhS}tsC{5(5*S{&5DH_R5RKMAo_ zSZB&NWzxb3ZCg38RR}C)sl#4L#|^6Cksa-yBKAY1Hhv{{H0x z>-u)_<5%s~RS*OvGH(%hy*e3;N9WC({G{T+PkV`~8tl<3rFM^mNfoHkJ>P)>jqM)m zbAXv+*R!X4g|||6_z%V=|K~qV7LZ^;`I#;(oTnC>F}&bMhal4uK$GI&Vlr? zamvw62A`eWUyLJQ7yOJRY-jQG_T!A@`x5Cb(R-z5|J;>H`)TSqzl?~82oOjnk*u-n z?m*ba+8P-ZwE_xt_wowOttv0K0ixsr=w1@W-;_d>5`HOTEA>;2Ns`)%3AtW2fGu9I z1{%gWp@?Tu8pfU2-+|!bn+bc|s2=|^Vu_1?8 zc-D}0`v=bXw_KkClKc3=MQ4P6171$ci7XU-IDC|oK*DKB)^5YCZ}$L+RwDil7DZ6A z_lp~Sm8i!FzONs^R?bJ*(qKBs52cXeVrFKh>N|qT&`6e+yaLEeNu|@Z)SUnn2S`_i z0W>YTtRE)MXNnco=AFJjAoX{=Jf8k0G=v+ZfIp7+mt;61qrTR+u_?E8(uB>dt&w&9 zBUqQG`eS3$;)YMzy;HgORNJZ2Z?=6TEQ36BzoGng|9F4DmFBhixf$3UPEKMC{uuZS z%@+Fl^0c;Qutb?xF6SRB{wNPi2a+j(xo)A-EwUj#gJv}13NH){AoWYA78Gx>erwti zVKN>MN>U3g&HX~!|APaRZ#r*0JcV+vbSNXysPPx58#-r3US7W3Klcp4H3Vca3oKyudaup&TzO(9-SQh zJUNrBfkE|kKB#(G#ojtdMoJJXMpk?FSbwg>fAqci?1?F6(q>2h)G_Vo-5){lNu071 zXh}D^zIILjW*!6Td;D;E)i+f#)}-}?MafI2iHg{^6sbz3^lmLZl#B!re;>n#NJuR*Du_A)pJSaGXT11HfPgV-^{>waN=0icQ858>6uqRFt{yvMGZW356M869Ze|7?M1M#i<^?bf z$=1Y~MXw_Y6H!DBDXG^WD%|iUht=C2G|q2l8a3xT>6|V(z!H>pI`&+M2z+{nLtFjo8!g-sW}Bw`~y^P@_)B zY_r4-3-1^`Cub}qYbA}#gW)AWtILIcK!+7znyb;xA$Z+fO}>w%0a{Co;)7jZ6{i3D z#|5hBupPb8RaqtJyTh97)qkjb-4ySK$70I)48EflsjjYGvfpC2#_RY3@a(2vIa5+n zo;*}dOsMo1S?>dE5VbKtL;~>8osx+5xjM+_(Pkq=i~Rtnsn_An)x@EV=j!a7mr`7j zys}pUX6^2c;=KZXN9AqPOlNY-mH%w1>aO{g3Gm`Ln<{}Wb_Yjvw>sJEWUPD!Br0ma z{`cZUG#s>-h?d=@J-R+^I{R_qrxE z;(jUS?7YVH74f^Z7cF~em=u?ecj~+WD=J0?xORJef@vI1WSLj>2^dUdi|D{Am+hNY z4pe#nJ1<`Rs$i*%(D{ufl6h{#AlRYv<)pbpv`nP;}7q-3qd?9A=A+uK`!#<{e#6cU2u zFcWyv{ldk^NAMyY+wJKzS5GAg)X4TcyE{91=W`-`a=Jm?#u7W%*X~OjkAMEyWt;?k zd*@vhRBO^Zg`&9Lh`TNwj*hgkBf{*Dh(;(8rNz?Eb@b9fub7h89EwFLm;ULZp9qwY z4`#h6J_k6q8mD<+xcI<{G%onJ1kmM(Z6R)#&%ejcy{`w-d937yH1mP^gu@>v%iEJSk2njK9 z80|$K$I`@({1T-aT2H5PV**7^4cs;{!^NuEtMeECq1;FfP(5k`^xb*NaSrqqG*;`~AKl7H$e1rj(W;k%6j@nW z3(@`k{75ND2}gr7_8<~;(LT=aT&&?m%E&QRsTdWwcigS@l>A`*k5FgcCMPY`;=8x!%l;e>;msFu<;5r+r_+!3HljK2Qj*H{?_}j z=~)h(15B0o)z!VZ|lo@FG8zO~9=oI&s0<$EUxmYEUe`1l=SzyM-ymcC%}Bc=vBrT*Tlx zwYZl?t~4?|<~bT=`^X4MAQN%)bw+;QsL74p<_!eU(ZAi~W^%T56UvS*+IZ?caf51< z_zRZN0qxae?GxohRV{ls#MHW@cFg9_p2aVNU*P22T%7xYjo0Ze^iHo?dLi4PKd7sY zGT{l_`@;I1auV%#5u(ZcmzOQG!@};sYiH*Wh9$3vQ?54<45faPcDZ_UDDfQ&Ql;m# z0_sYv19{uUgt8pWdNz0nC`313cXzkZOO{~n$7W`<=j!U}57bL2ZrVIEHooo9-Z7s- zqa)^mPv3f|&J-}6^wV(2HYa;hS;z~ay zwNR6iHP4LA&c}5h`PFnH_@Js@OK5VE&D?Bo>74rAvo{vssL(Sj^7S?_s6Os^i3`_K zdHbSqiW-npsb~)Nhg!DpGE=eGdF$62na3c_&V$=dwC}P3Hsd_ zm@xuazt^WE3$IH*gN`*fQ9-lyStN&X5)u+UkiPN>M2UJT_P6H6w14V4>;$tNH*k=?ebA4I{(# zb=rW1;p0I6A$|347Q|RjBK{@i|8uZ%5JH#1-&Imw?;kg`1;ayp*8l4n*l~-PtBlg? z4;N64)Qe>42>JeHsUS54azYEU!T}3+rR`FyyMeZ#HIe>SOn4-h?K!kg*6P7M__NZ`XPQ{)JRUyvL z=L%naU+v3g8GTQ{qGR$y?~&d5n16(Mr{LrNsFSZ38vv?DG^;bQ_kI%=G=F@`Fc+WUE^aA6`pVe-{MLl$b7!h= zhBAZBjkEt`Y@1tKuhY}LFT9EOk@H|jNR$8H&y_`9@7bwpfWz;VL%r95)E5^Q%*@Q7 zLR?>8mz0zwA|e9KmNH;&f|`G7p00>Lo{z{P?(AZr{v+0xzpOpV5<$i;;oyNLDk=)8 z8m4u6QW8q*&+Y9>*JmXAIRERP9Xdbx+5FK-a9(IKw^=XbQFQl@J5RrT>h6YfYiVi8 zX3I>MsHnW3og?@qnQSZ2zRILvX4Kf( zG{RMJHJtN#|H(!k+<$y3U;+mwx05q7X6o=3;NV=ZS0!x1vwt?>=HNp+i4)hzxx|i2 z4_L6!&`|SaCnqP=i2IDuE%wf=%|}XKU#@P64UC+MVSe`J6W+hMKWuh{@@d)s z>v{H)5*C(S3R11T3*WkC1#qHu3jU{$(hYr|=FjUNWav~G|6Mc+ zO6KYB+GY#VA@dQxtn(00Ci-5S&zp~YWIN*YpIhEHrY9^S0y)5=M>xmw>NZ0@E_x`z zd>EA`nnAVuhc^;(KIB&Y$vYg;)=nQcGBljM?KDCD=V^lxwwccrUn*}hCO0ulCLGdI z4tbBmPZ)de7znY#`1xPg?^&oRd8Qbv+w~$YvwyFH4t~C`Pr3ITfClo&^ehoKDdy(N z;kmhr$o%iQdP6rsaOLP2IDm(PF*`epm#8sw+g!QG_6BICq#uZiy*;D8D8O{mDSD@O zqgPps_`KPxoD;Q=BrP60TJFcMU!Rwpy~JrU2fhsqyr$|3HDktN?p=Y)TV0)?Wqd34 z01dnn&Mz)<^*TB_hPX9kot4RA5NT;?Sy@!KZ>!MUa9V>UUt?VR{*;>fN#0jgW3^ot5OuM@#5}Eh zOVGi1@7cWHul`%2uW880KCifRyeY=cnQg(&sjVgU{aL7zYAIkC5O66+TA-|{`Mvn5 zWv(O(3kyS{4R8#Q6qJ>f{odY&R3WIlwWTF5KmUn^MdjNWY;9PMka^^ueHen$l$iMa z+HET-DQ`vVKh!bT!8LVkb3j;aB}n<}D{os?*bma=d8zvL?b51eHfFdXVxHS3#r=Tw z@gyo1l}d(TTL36$CaXqrzqX#vYR3YGntsO!mNK`s#eRsL{b_l(T>t^KoZJZsk`1$m z*pRaDHa8nvT2zP*pi19=$+RUWlh~|8ld#Ij$e81rnVCJavokU^-TwU>H@%>!$W;9U zNfA{ZVuRjOR6E#l#F8vEJKM<(0lu`-Ukm30ul!p^oA^UNl`84`VwBKr2NnRc=D^=n>&bwan5vH=QN_NDSH%wb9Gtb*!3Ea8U zZSnm1bN+Ml$N9N+^xdfTpHttzf1jP5+br|_A_jb6AkdL$CU6+dlVNjA&CRLhe-{@Q zw}Xj`COm2PgqhQrTgKkt3ZTsaTju7jTW(gxKRIKTEX=3z*tTTnKzGM$IR~+$Ee<0m z05gAQ-hnddUujVDW9C^~TzveS-WwF*mjToSsk{WPuL~bMc+dtw*)>B@+yx*#_(b9g zFOFMx0M2{z?y-ZT<8vm5<@Zi=FMb?t&xv*ZaQ2FWo^9X5@>lh9_4edOmXP_{l!-nM z+RUpx+?=}eypYZREO|;wm&SLKUq^IYc`}^Kw1q;Rg_&8+#UG2L4=%;ZUlAE7A5C}JuTzP$Ucc6D z{sF!h5sY6oQ~lR+BQ;L1F8%}x!zWKH4@FxtW)CuB(tpWaM<1F;9>I>u(b3oq`cOI+ z$Jj(q^-y*wz?T7X)dS8YtUa(~mOF8nu4Cuqv_IGwTiXH;iF+GA zN{!fwqj#`-VZPUf2|x43#>U~Fg)3;jkJFDx18-5Nx4^Jc?SRp5_Xx-&$|DzKmQ)W^{cd3i}$cNq!Y+Ue?DmKC~jdD#T+^lZ)d0hmj^ zMM=(MVqjnpwQO%^2f-9Ud~|g5KwduBcyqRKq`SMYrNu<3>*dQEqOWg=nJX^;{HbGN zQl3$ilhZyrx(}3tgv(E?6o8P+DY9=f+`UV-AP=Wwu=_@+WVoz4pExIH8MweZ&bOQZ zs|aa{aM$^{AB2>a%n#Mo8X4u%j?s3(5zBt2_B5lT%D!QpB0WXa`fB4;t-JPH3&pjg5Kb5>Bo_@>f0XXa9*>=~P?a3Nh_=E$&p*B%vbaZmLCq7>g(4)Wb8?mN? z*%HQ?nqoQ?Tx@JXR71vYEX1Mq2S5nOep@?ebX_IoFf!EF_XJ;{ytI?QtDznJnfC^5 zympkmyc)EeN{ynCG(Unb)X;CkchtDkyuh|(bfqJ9phg79^2{+&P$nv=(4C?J}iVl|QunA@vp@GA_VO)zHyP*BG zzm&!~XH|>9#tUgaQpmyjj87ZF<3xUpUl$vllK?4;2l%ah?h8ZfE~~n6vLbPWhd(>j zq?>Q@vJ?T7G4eETNPZ5523oScw6-azx$;ur2y!)TVK@+X0~5fw_KDylCQ%EC5{D!& zy04qytpPxKqAfn2ZgA@4>2QQ=(P8$!FDY4vpGsq!241)e<`6KWHY=;E_mC$-vK5;Y zjLIHS)gJQqF}?Y_scHxCWa?$M+aO~@f0HXW>%IC~d39AVxPA|WXkGwn582zKXbCWH z88^AD14TI`WWo$rzI(TSln-haL3jUaG4hNO3N=n(OmQBd(iRu|zNz$C_e#PaKAjUOsJx`a(=dH}Pxoz8l6;hO7!u*lE`2y&XQcD6`C)?;D=kel z1v?8+C;+|Kbd|o+iwRQVGl!mQ#um|w<-aOc_Vm1$t$-O^l@`hrtndu(p^;*`a)btt zQ}c!aZRugKn-;ac5+|JfxcQK}Tr^mvj@0#~Gp*QS1TGnuR3};_W`o?%szHe(DxVnj zubL97?oKygAk#U!XgHqDNvpQ&=eIIIH@)QI;Lx(6sm-5m*Dce_O#`(G4Qp27jes%KV=YVxyB)M%ju?w07nz#-(hU=6zVO+hJnpB+)(iL> zXYm;?yzxXRG4Qga;WrPg48$_|v+f79{-oVHIyw}OaEFyQ`GKn#20AKpEH5t)SoIwS zD2^MVSl{>&%flQF>Un{5Rl8qM$)2y}$0yvT7qnezZx2dMo!A&FyN*rQYBe+A2+9pfw@b0w&c(dG>a4Ow;(dW43VQq&HC(=XfWbL=gE z&R;CuirT4NGg-tkihcrD|BjX-=kCFU)z??K$sxz2i$A(!bTgsKalV1Czsmf5&-X1Q zjngxLd|$@Ce5n^J&$)}^4FyM*!`D~bY%XxOW#EJ#V0LS;=2Cf&4HqDe%W~&;mH6D? z@G5Wc-toGqK}Yq!#)WF0cp06vUEx2v)KmUqj#n7_VpyKjb8|BIFb3vIUc%pgKCs$1-3rJi*tY>HSw5CtIdP8Zg^SN7*&K(Ux6WF1j%6Ly=Rx_ zC(37+L@X4PjdIL8=08PTe=#vLZ_PH6@LD{168ddAWPfyYwD?h0DFPq~l~-KS&mh3f zkB{qR;rR}ChT|e!G=|}lR1p7rc&#Q4ICJ!C`&Cwb*CcZ$t&Z3z@=x@&$!xVMD(Kg= z9E}13Bp(J13frBumI;ab3DIITm^J%tFymVRise9MOqM}XJlYd zyzP0D!w8$-%j|67>T==%x--`X!#Y@ zOkVQx=-Uc-`vgr}x{glMHiZ_)9!gv#ScC)I#_x;$IWVwz9!Ah|=dT=9j_*JQ?aY*c zuYC3nQO%N*2KVKn<n6ZHEzlEsCMn!As?2s%~l8BJV;!W z@FGQTiYlj&ydOp$9~0Asp3C3n)&A+4hfM}mzzz8y=_c(&ns}qM-J=r|%jE`KWc5jm zsl{kCy)BQsFsPJTv+$WYBz9w8Y`Cqx@!P{TB|F5 z?qP#hMmtc?=*&oWVq#;txVS$3y$r(7k*0wOKG!qP+5K>Ew}Cu;itEk6_TebF+`!O~ zTEwLQ2D-c9?PL8cAu?|JI z)Cb^8qvRO;lqfCC@ilGUUY{PXmg(#3nE6)~yc zepEH&@8=Y<%-8jDO0)*sCsZrK#iz<$PSuz>WNPt#+&$ zXxkspocxHl>nBX}=Q*P_&s29nI{rg-NaK{>migejbaDRWJ>%vf)xzXe<8 z-4fLO^6i^~ZF?g~uP4?6{DyO?={K2Vk-q{;$=^-Q3rqxBU{tMtt-qIH=jX21V zVlxIo^9>kJ2uYCCqG22%%(XbnmhdfRy#j)KXI&zHDHBWc`>_S5*DBPVx#e%OefpvV zs_Jz(3atYs9(jgGMA&KP5#PFXOIh7CSntnV^9Nv%>FAJ3YXBR-CFfz22*ZHV(bw0v zhFf|hN57{4kq`hyX~T)mC6wiymCFoX0C&B($*J>BD6hYy04=*3TV1Gd;OL=H3$>WX zqA@Q>S;=W>)dy%_g@`VHfARUl5I}{r^w}IBD32*bGP3^Wlzx-X+tM>^G*pEu(66^!4=YGPtSm)aeMr!oyd7{jw9dGgLJ?s&hB9!nVN;Xr=g`{E_wQ<;aOr z?2OFJj=K%1X}mK(iAmOC9D9-iQ8WJH;5teHuy8{8KfAguzXs`XgC zZ+zbUDnM34okNa}%)WwKE^(wkjX%_fAkRt4)l%Tr&#aV`I=>T_l)t6AWuq)S92_!l zlRKt&1!bd%K6)~Dg`zK&fofex>@F4;mA~Q8Fp+h|gZ+a8X#tE-WV7Vy*}BK0y0}eI zUsoc+!a$M`q#d%G|30TiI_!2dTtt4~5scZX-0P`gzD55m#^)fQYjS=+e3io+guLK7 zDDii7FmN##v-pE}$O2tOx`->wSav-t2Z!AyAHYi@LNxcK{K7Daf83e|tNbdf=XUB; zlx!6h6*d-VYkq|_+W(%|^^lH>hp6NsJRbWA-jE9L%hn~CBQ3^MfFy7M1c;XxXKiQO zVtzfHkS!G$zXu~QICe7WEl|OkzwkZWJb_$nH?HD%Dxx%KQSx9^8v^TyX{i%aMT^VI z3j|^eP`zT;+eA(jaNW4z@@`dcN^H$d{2L+eK=y$lrJ#V3EvOR>+L%8+l|eJp(;RA0 z&dkj=d;aPDs;8?P=j>X_aW6@afrEo%C_ftO9>s_uXYw9KfXIS(e|>Xn%>VFAc%k$2 zrUV4>aOVU75CG}o9O#gsctS(zI9N6L2bpYo+!X`l^jQ3<5jjJ!T-`>C`**rkM8+gx)ujid6Qh@)0jmD zoM)$`)YK%mD-(WG03XLk2DN7G=04fI<-2EHqG7{kfp}&+Oc&pJ+_4e~BoTkN@4I9F zxlsA_L(0)t$7o_&LP+depRri42sR|Hsx{Z_qE?av?wV%Ik0fUfjt2 z)XnpEZsMe>tz1^|Q6q<6hZZ%8>yp5d(jB`Q5%#S&4(u~7Elq{5XYZ*(jc`qE1WPqw zysodcTvJaS$s!Ds{)m1Rp#Q;sYMr;OcxLSHV&j$maSyuP%oH|vSs=%}S9N(|-2W^p zyo!I`Z$!`Cj|XaprxM)*j^siI1i-_gU3W7}(V29)jVmiy&b3Ld2AtVHbp1*yt{5xD z=k^c#@b4cB!0xH z{qthx(kv>!>FHC@DWGd&B0lC$Pr>o;zb34pLQO7V zM|*vJKH?$($#|Vb4DS9>%7XXqy~zSgS7E%CsMuIJg!gviss`SFUm;Mf{Xh<+SOfr0 z&_msBgkW-VL5 z-y2<4Abrl=|MW?Y^aQfdyi;f^cnBErJ&b=};M!}wrY4T@stJnCEmmbt&<2@#uOL8> zIGD!24D#~}uqq}YCLV%gzfUx+^!u$|2qwsQ?t}dJ!@SRLkceEHpF{MAscCUd=CZO~ zPxY0Ql{3Oh9}0rZ*re7H`?NMq_1CAH1#a_{qO>=gd=56EId!<9&{5FuFf!E93A2DJ zdwYC*T&a?H2_pzLoYWA0>xeQYX7_Y`V7QPyse*#+)$`cokz;!+SJ%I*ZvvePUVD;eh2Vg8gt zJOAkN>@Ky;?k_d$KLPo&ihfr!IOJC)+s{yzK6e1Cuex5@JR0_4VO*0lU6o~?llFc9 zRZpnK-ihCSMkykd*UXxa;_T?peYZ6YP_hY?y?XU3CnpEcWG7$}AfAK$j9nzg#OP={ z4=pj3uygz1p!(L>28>A6e*4gIs&)lhtGLMQ!-C0yt1EVjA>)?ezkSz1iXYIgkzU6M zElzlwYi_5&$3WxA`p=&Qf*&ak>1(>AoObR?N?sl<1Rfn6bYpvoXG7?R;0qb>;sMrI zmqrtfrAN&k(ggWvz@^qu78e(5ls?tgh6bX!u#9{kwZNZFJwm|_RVIzZG&DEN_#44RlwaQ|s?>Ir%=>S*i*x%s|1%GG!j=~C^AhL? z?tdsPg^m3Lx5+lM`Zqel&-kb#eJLrqAC#9GS4kHF ztMc`JH2>I!-7(f7idBA1QPI=jA@^sA+z}8UE<_ed<9`zIy&jOEiLS2DjGGNCa#|zT zz|yGTq5^NrPKcHyq(0FxG1|r->goiu@O~Bni?tME*ES;49Kt`T-XgnA%DPC8(& zTg|6fjDQG}w)q}8-MMpT{}gbkp!ol3@OXa>a%dLO+JDp)}ch{lVS4*A+O)e5=wBoIi-<=@6v^VUi{kWNN>+eyafi0 zv=mtyP(m-%5_C=3k6kN-@q}?6LZYr^W)^R%!bH5uEJ&%w-{QjfK#)@M31&LDvw(z| zvYX4W7VV=$R3lJ>nz10>>%$2f{`%EEOb;fp2K8#8qo1R4@Y$`#mm(T`u0eNSU$IZ% z9g5XuAPzHRIL?TM>wu* z7akP3rf3V~X(=gTj4;??F{WpAxSgi6v$HNeh#JoYy0e67H9i2rzn=&P5%7q>&B+=N z%Z#BvfMybrCH1-4Sq-N1pxrS`Xd>;dcS0Kv?=kx`^$t@WZl-2o^>VrG?d?%3axQ}) z>)9|N(`2TTlar-*aR~|C%y+gUEc@*H7%xYQW=ez_0f*YD1#Vp~5yp_+Rv1a3X0D*J zpRgVA!<%GM-hn8GJpIXP09B4{NrC=VS2qqFis z1zs#~Lz|x_Rn7_ z66sWqHI&IilBS zrjVHxwWwQE6cRHN>X?JaN>UI&#i7RsU#)Q(N>%LuM|0UN*W@q>#l5Zv299vG`*yuJ1##J1+0#_)r(w@wjYVi z58UXLe?5tblE*NC!EOWiv|QHn<Hs4A!@{)Usig zs{Xg<035jB+-C2$(J}Rs8-r#=PW{ZX#i!$wHBX}3;gD3;f4c%`nD}|I#7n!o&C2C+ zSc%`GcAbQ3YV*}56b_bX5<`!7f}|OfIlZR4`v5W~T!Q8%ohggDY|QTlQ)08SPpsna zKD%wePKtAJe$K$au*lmI72E`L^b$qDFeVxrA>)(RB>c7;P|yK-77t0%K8%R)_U7$Z z+r*ZZ2eoxeyiZ4?3+-oRU*D7VU>EhlZ%>$`Ov=P;hYQAk)Wsln+T$qrLyo-`+mS5> zrCi!m+m(SiCce=-MX$rMb8x`y%Eir%UPRx@XSX<7Y{JJuPVCBGR$5wYKZb2+Tz1$u ze)l>nOnBPW+1cyNhD|hS6wjCoi8}ET$a~)D5c5CRpso!0!zWVc0jwg$|EUKEn$(n(UUu2PTNW#rw0=@yAAXYr z>D?!bL$r2D2a5~ z0tr3KUv~eX9`pRsf&w;wKdHfvq=Tj8Uq$WQj#79O?HE?ZqOD&n`DcFCf^!F2a8oKk!diM zAL2=NuJY#-NBXLs|4mLt#+9y!FVE&TIrQKwY5M}>1{Kzu=St$RzJxrAb>2fYKAbgd$CDa2^|`b9}fWFL_t->uxcFZKeEHB7St zKs1P-K8UB;T3$}h&VG0oJ%Nyaxj?8K`eS}-TsFD?&e2h28JV5+gL#OSZ4S*Q@=bYY z{=h$-u>-EFT}dR;=ePVBpFwWG`t3JD2?(zq9-xY%Q3?i0r(7L?JtXu}agbq!EHHgy z@LXXna8-L7i?EDehVlt++0l%BenIPgisM4$`}to~uA9c&oTCbQi+qpfJlEe$489W$ zMo7Jgjy4=0zcD{Ajfe5(D*}ZS#Y{#xQX7fQFz5*b)g20P-YO(v#2YihTj>mtHLmp?=a8G?`GkjjF&;$>--#mblDy$|zAJw2W`IaiK-b`lvM z*cB6hr!V+6+Xs3u4ilBi0_12p29b}b_*2pHH-k`Wgkz{a>%OW@MUw%ju;P(`-6-3h z7wD_{x{!6sb%p@M=jmY;N+LNcMwtiEC?l~gKIck`v?Y2g%m+r2<*3qK7Q7StI>kH(}-rqUdTf-8@9H5Ux-+=0w{WqvZE6K;J5N<77^LYBRRNnFvF z2kMe1Vd5&nd8yh8gF-?=x{@Mw*(8YuUzV`8HnXbC+A4Z_gzv?az5E}54_^LeY-~`wUY8yy06!< zp~0l(Q&+mg%zFpk;x&zpW39g9T(8!~x&0X~XoM&^eMfD|3&tu>IrIWfOZ?6b-&g9= z!V+eg4S%7{1rY4D@beIgR$WX^u+C&v%aFqeI9-1mLVs_!`sY^|&cv#5tSuw4@q6F2UOjZF}U z1Z$zbd9D(h1pR~)Z+VJC+%|sy*4?fhi7wLq+y~mxjmrB_4wNP*Ys<-@Q6ZTT)9^z% z`K6@w6P=_^T)PD0~XlGR1y*wbF+S2 zTn@`WhQGaTcH5j}mynPRQfXJ_t&(~)C&t1;*8cLw4JRX`Y3Sh^85?W!oj^Ml5D_tE z;{sHrNs4ajy<=ospl~YZ*l-h0uteN-Bym&oJ|E^P5=^Go|&#;6^# zxCmRAEhMzJM=dTECnVU&%4+9)p80@Z`KTG29*J;!`(qH|Xxk9xnosnu&4=Trf?rGE z)yKGxAHR>4HLb6ECydtHH(6VgIg7|G?iPrOepsLH+peGQQGPCMc(;sCG@TalNt>^I zAlu%QlJhJ9#v$;S@t8GKU)WH0D;r%%Ni7vTV+_Zin$ei?uk=@eJtp_)^GoU(Tq^b7 zxAa%_LP+eNhjkKnHo#;MZ6urC73CA*rIYwpA|(ZgCz-Vph@k4C7yuUy>Ll9-nvvCLdhZFMY=Kw;7zgj}&TBKx~>Slf*cO$xhuER4~@a1cL9D-NEte)SgT z2s8dwqrO_>U*{U{aC?tOj$I=hz3(a|qY-wLafrc+>B&^ZLU=-Ah7Uw<53*toji+!G zo~(>?0}uWgh%sK?D(JgkXmZEB0i+paro7x*o^0%FUPMKu?((yg_|}Lirq;;ECkOFo zQStb9GyVVmQUi@3AO#TRyJm79%!LjaD8;;*9T;!~tR5-{`vG@xZX4NgdF z1SBLLJ$TU5-_LdbK2YXopL7DS8Urp)q4^hJG8kdUW7-l$XlG;dy#ownvQkrfG}J$! zqMNOM#VTTQXp3Ruj4b)JGRMhww`Mm}6eT2#3~4mtLna7Z;^NdaGzgbs3nS%V8I9^} z4vdi}JI)L^xH;KN*f@Nms^&UWbu>5#$&+bs#t!oS+~p%kk$H?wBtyeyEFG-M#zhvR zQW6Z8IT~?e=<~+mah^Y>oLpQz*j4xT81QRDRq21v_mkpP*QUC1C8SubD&;46B}SW| zFXJlvvT56xwk!Y0=6G`5U*N1|Zf>ruj1!Ci*>!v3PUbHFOaU(gz3O!@{S&A@S`)rl zcIsYktQR#OdWpSOpoOp)rYxC9SR6mX_rPCTxU? zT3P~2RT@}T)`pryIZSjc}zogvR@IW07;gI$BrRP;H()B7DYfWc2aCd*iI{^htQa87fB6;^)+?(aq#d)h4 zADWu7g)1v`-Qtn}egF*W=1p`=Xl4)60If7Mt4Tcs0v*B36?NW%a0ywTMN1EWYm!CJoxG%xet$HzrHx06!! zgQ}iI)$B^-Rx^o<-*`CJ7~0=YW76P!(ucSW*&*(Ymm%7B@4n=ErKs{7)H?5Tb4!|= z1O5Dbcw>i$Ll-6N1{diXM15k*I2ZE!raxoa)_>*Vc)Q?#EL1AIrp;Zk$*IlxrWjfc zXYaSJ?x)mfv2-m~MdBUZRJ;EC2CH~edU`jg z9s;A>6mX%ZM<&L`Ccq%$ZaQawoq`@{mT!`cNjUW<2sW&YhObQA_ZvM*tDS(?^v?p? z9AxQOSn;IZPNBJ(nVi(#t8v1huG$|PrC43>?%{D*_uj*Ar~TXa?{gg;_>=q+uf5NY z*JJUD47gNOz6uG|hiPwb2UuGZ(1jEhQZMF9Y5ZJTB8Z-x7HwaFW5k5+JcavDMK%35 z7Ew1!8ixR)BX8{4*cNApAs7APljiTWwZcnFyOovMR4*y2hkIBH$lp)0=hW0j#(h>c z+Ij)s;7>L_qqDJOlQGIGm;lGC=H9=?6glP_C%@wxB48dK8B zPo)u89MV{XSwXKKpy>ou9Z zNKM)OZIE}-rO?Vsx3ymau7lueLHb9c*0x^GI%HtfzEtnGCYs_-_0r-iQwmFhtEq=vSWQcHWrV? zFZSg_3qCJf+kU7kOtX=4NM3rkbY@ZUP)KJ@O`UMPsz&M>l0iisSzEJAFBcHYOioGZ zw%qfL3~0jTe4>4#l%DtV)vF}tzQ@YCF6wPP$~6swlJ^{sTED(Kq%w2wH2Irx6ns0l zz;R;lWI642rtvI^;fMir@|wbYNlQarUHF9ZO<9|H{=0^slq+*a@1)rNNXr{meXV7J z;wnFIk$8Am364)5o=0#rYU|y{NAB$JVh@kVl99cKn;5WziLtSsj*fwjj*DLd%`acl zU}N8^sj+Qp@}v{UoDGWIM9Uh(v&$YMB)mnw}EYG#yed1_*yYPgW zB9r(1KJJ3c7tOPPC>4$OzRoQc(8I&r9<2^YiiTz;y$#pTwvh z#8POP&}+LHjllDucTtq|;gl<+Zl=zAil8GEQj7n)i#-nc*QSl*7M7~_=A{WLPsUq#L!4wI`hcVtH?_=wPbk|y$uLeE^65Qpgii$(S!#D&4(BRPW z?%f?JiUY28Z39|;xJ%pva{%YOn>n!LJbke(+h1JF20hRB?tS?2;|KK1l9Q9ebqalF z@U9gLB0rDVmKVs!kW~b55_96>((a)ZdT-{9$I9O7h>cM})j|tF^Fu3d@z}CfRIJO- ze_&~el9ro$OXip7AIh0YVQ;VF$jBafd1m;ukV8@8p~%9~)WlX&GL)1=CLEccuV8J# zg%g&a-`rK@neoRDnX`);=UJxAw~JI= z%ZN#S3-nWcRkg5Uxh0U?Pn_)V5&OqO!!vkCDNEfsR}@w0E(g&^NVj@x@*bf9y; z(u2cwBe98eNjK;PR#Prd5pxmt7&i6gW&1tF?Ve;t1WSssU~iddqV;W*y#&R+U@v85 zj+hr5iw*ZGT3U)$i3hE2Dlq>I<|-jeWg(5?|AXk;mA6P&EU*!m#x^gMVW=?F5#Z%+ zmJ+e*y@5no+?tw69$8^Jz|WT9x^KNBF(DZK%6l>WhQXIU-tB1BTyIVe8lt0=&wWqL zV1YNlX7BeS?#663+~q3^f8$&rdy8|r~kyQw~a%dMwl zB3<8^7kR1KFMAJ#OX3cx(dW;s_KiiTNdD?6Xq4}Zie3r_>=(Zs=N;ML`EH<8_Jo78 z{P4~obK3B+M+8wvik<+e5}y@O-a8iRKB1Vj!KGGC+{%;8qBL-i(f5)Kq;eU(ssHrV3RqS{k z5z<7Bls`^V`E z-Oax8PgY!Wo%S`*4I2FircyBoXobzAA|ez>v`@cia1_2tx)p2iOWkxvAdG_z;q+o%_G;ZAOS;2|C9&WUf6N|^RoMNW>ph(}F2Tg|=XA^W9r?xO z*0Z-f^UrZ(p4?|Nz@F7JE~5b10y_eRnX5D(%@llGd~FOQN(4gaOCDvu zBcwRtnRgw108B+z280m-{xUQoE^-4~a>gX)E2ZHxf*IkD3zPAfziNnfq(lpAXFQf- z|D0ZRi^SOABzc~(f~}%v;U)EcA6*c|@jjwNm5I+u` z9w5gdB&-Gn^c0wWHOn(ysy|&wn$x?o5uqB!XK;voKXdAOlxkzNK8@imZ;jDY8~Q{f zEd0}R;^AW(sA{8jjHN@r)7IOPu~eapachXn5QhEIB;-r zp=IDQl#mU@RxYh%p0x(j_i;IIiMX5;qPTc(M#{W?i78MpA$e0dN>7lS! znoL>Vzhs*jYQIdPM@l4Ql{Ee6QQ`Lq3(R`=4B!2%`pB`+P@`gitsaCS4;3}5I<>HK zkPintdx@_xQh??_w#3<-=K}oDTux5zUJ-Pm+_(6Ih0ol2FmCK8**5Z}v|Sm>1~Kg@ ziZ4+_aRy`*iS1<{PQREak)W45WD|OG?@s3|g{I(&oc~?I(8VAeStHsjl`r>6F^eB~ zn{qd&+{Yp6TuF<8xxD{}ABFPR=;&O%RRCpXq2&o0H&AGy7iA8SaSNwlr2B7OYzug&00fxiKg&*G_#sCH9&0Mneegy>u zTmXG#h6X{g7Yz<1DQKR*zJQR?(BKCP>NNPkT~}Y9wtf=QAYqL%svL`g0ip@d=~Tz) z3sf+OiqN$K^a!kgo$rxNjCKZ^ribBx1<&vwpl=g&-HC!i37*iukI2X3oXgnL1G7)7Hlk;6eBH*UAsO1t5~5ZJ^@>s0sGPpTixZtRd+zw(^a!ohuB4W^q30k%-FnUP{N-6T5i21D!HaA z#f4z~<(5LNq+?`MvG~JF5y}VEMTbr@ancfJ{QyC+wj&5cvG|$)Tfl4qFe&1s( zDT(3N^DV!{{ty^oq%xN>M?G5se0Rvl->(6$R%%&FQxyyb1DJM|S4MTCFSwvcOz6>3 zGxG20^dbhk1Q{JzND~)&HSMwnlqEp(nU=7#RrT z==xp(5dz>r)Gz~t#Q3yt)~%Ti{v!w-$xnf8+vQ~um=wO-gYlkK+lPk=hX0*xxG_by z0L_x-(7-|k*+;E6@6J{zI z?*cNxsE;k70Kf>(_h%FeLV<}=c?SHolO(_;xxOsW{#=Fp@=JN{i$k&oyHOV=A_J{| zT|EkRaI#VUlQ2C&e6^*X(PNzJ$(wkOcSp$VG57O4rcVCmZ(!} ziLYe!8ea4$Vmzb;P9 zpUIx%NRt#A>>JC!)oEaCqrTr4`~Ia{HSnj)vt;v=%HQzBrrXawUlqG9Y~aEbXNMF* zN@#Jf`f>4*mf*kXX6ZaTiA9Z#q%?7+X??z~H3IfRn4eMwJ_~#qBnOol-yuUEfo1VRBo$p8%Ld-T72dDhhZ0e_CVh{Um^p^soH ze)BvE99)+@8K(^nQy@ZarR2Y2N$bs{{eQ*)Z-=J=nzar9N+%I=eNS!=l=k{I-_G@z zI0E;BR2YD^;-(Xmk)@m+0S~mB*O#-`;e=B)Q~md8IR91kkTC7PeFw_O{XAv3AOO{6 z8e&}hO2QL?e7_aT5fnVkN={Dx=Q}2W$)>D^-ETrx$VdDa05gH7X5et~^aL}#!gL!9 zy*ClJ?rwi%6S9dZ$;jAnr_z6nE6z>(yqHA>XZ+3<{fo;R604EEI)dHumZoUd{=+Ok z5ZbS$#0Gdn>zMoL<$fe|2Z_QYs`w74*m3*wn_(8B=M8>Sg_#|7>IU`vc+$IR zo>CGkg>s0z^>88${5xI?q+8l35(LQoXk-m6cIQb zhsMRb_e(_YjE^QRQjMOUv_0zNzqRF0FT#t}O30W9#@s~Hi&V4OBuJ)#hi7qUES)%( zF6^!)_dQPU0i+)w5Q@@jCnH?6CjtHrWsoQ1iW{prKQhP;J$YTJPYI80WV41 zinq$RG(hk9({e!Vu(%HOZ~kv3Wo7$&d$>btO(Q9cDbnDs_}h>7CxPp@L)qv|t#^2>IgXRkW;M@-z)Q*f zpzNJes6bhld_-Knz}m0%jp}G8KKiT6kKc$+Vm(y9KRh*0-Jo5o4(5@cYiQcYC=vfA z1*_x;CL!wrhEyClB&lILqt16aUmol<$0ThNS^EskR91O!+@EYb>MDLfH%5k;unU#^ z6+k4qF++j;b@d2kGP^N5)J4?j?0SO4EQ3ei3_0vy2Z6jdb%c3zB83Ga+gi9^%bh@X zzg7o=-H>;SP0KRG%nFLJ;IfbhV71zi4KTLUPxeSju_M*N)WzTT=~Ns1OI z{+S!g$VB9XSk!d>BjqYmXC+K=0bDsd)f`Ki!X7L*KnqKnwz#n|HEv|nd4uYoGkvvg z!#h(rB)s2mKF)O$eM}k92E+#R66KJ4z-ED`&BW?x9SqGxj7sunTT4UN4fMvWHPa5G#_2yNJpS|H;HdX4F`fH8@Md#I=0NDP zx0^zCRYJy2&NtNKOmND13;uJ8@Ny6m9w&4@H4-2PMH|5u5fRx^Ir#gR_s1G%oGxQ^ zw$va=v-=8Qx*kXogl$J{t{BnbgOme`%cwH0I?OEAHSz}l8C`8=Y8aLx zJpBEFkr@>mt8fAo_*)tfA^yc8ESx3y@Aj5T7~c#Z;JJ)NXcPZZ(K3=sAaLUV6UDBv z+?<>pd{)2z&_hAsU}T;HWabbSge-t_%d*7TeG5$gN6oo0=>O|qxUL{EUbqZI;W*5; zwX{Hhv=eA8{U?2m#31AMcAi;00X&xmua8$3b=N2juRCoT*4$7yeBpf7UVz z+JU?NQ>AS4BIt$g4@>`s>(3+#g|ui!cYQd2PMH>H*hQ;}?;s8!utsOXcodbB%r1$q zOmcZ&?>10+ivtnzm(YCu+p`HTt4zXoc%?pzbLeu_RccD#$fzE`kRor146zyD_jNk; zVSsDQq0j^%a`f#=a`xR(E4h#XvQgXDGj!ufxMSD+&LCBiRQmJ__dHm(Iin%uf z*M6K#nTNak!T&vuhHiw3MS$4e_@(`%Zhe{aT}zT)d=0vHVRSZ906Cb z=j8=-n+ZPfc{_ANa$Q~DN^(w5ld&=y+Eeo}k`&c0{+;cU>pvoDtlc?LHrLF5X>E|! zuOU$BMe1XsF)d^I9;(c{@J6&z2ucE&Z1-($l=$0&C$s0Njo+aJDj1K>8C_D{X66-~ zTuD{Dcy-uDy(uN9ix-;9c>3QOI}8fK5@_RC>kO6nO5>*?6<@_fAelpW;q=`7czVY} za%L8GX<4JhLax^zUQe)Mo$4H;2Nc}gj_$9B9_|qEwl@rh6!O##N%1b$w$^o--+oq)#!@20|JwS#&MbFe6tIqBpBb38qHk6uLkzEg0+a-@L{t=~ z=P~3Cm<9bpK!8U|)^rILAGvL=sj2C(>x34`#M8pP^K-@Dk=;$lvZ+}Y41P)vU5w4iF_izlkh#*BZ25Otaz8gi z;Owr$$8T?9`P1T4;Ax&39tdUlSIjhA;&V5bYMLR2uMc*U;eG>fup|*a8}INb+n-pL z-Q#vj>1FV!yHrI5Z|PtDq++Rc?aM-$ShAzm4&4B}*XF~6@nlo{N4G`YQzC*`$7$yy zpU*x_y!bn9`oS}el~GF!S;L5}IB+mcw!n*ZE%0Mrd8A<6RQ(_wsUXeLQSK@O98!=T z=iBc0*~}BBa-WHT6Zq#P$(0$J|0cYrvVTY(S`h}g`?jv+(W19AT1$ZsKYO6N>33Fy z75Xg`b?$u~H#fJ->57xG@}@;t;rn2yl4lY`f4)yR*+xdC*CNH*JioX$L4Ez_sEod9 zJAP+%SLA<$s?`)2=e{UmN5sn$7Zfd&THv-n*(>YHK>ru0K!;*ax9B}DRY)ibz*Fb?6{4jiB7jIKQ96sq3KOTr_r}&%ea=VbE#Anp$A1n3V0q7_mb-f+ zV3i3KShIE|_Sv7L*qQ~Xsc39h8o4USJ)Q-b3hq zDkr%A-68bAB$$Ah3%h|Ve(4rb8`q;2cgt*sDqExuNCoJ)`{HNGwgVj}cXxw*=X@8B zx*z1(Q9->T5zr&;@oMrHo0*J9;IB>FbQj>bM=UlT|DDjCDauJlefpik<;bFMINBz~ zuJXDOiRBx%INMYf4PCW0=o=jZzQsjPs~{uhL^AZC(;{RBw!?}a`-f)qst|9HU&e=- z`DMqV*C&Q2-BT^EZu7B?H;gMU;@bzRX7oQ@U0bO9MNhZa8NFpK5eIjY{B%Mxh0DlW zqfJUassR<>!`1fN{hb}64M?kfb7vsFVxev_k2GB2*68Ux%nhtJVOAI>!~ktrEZI2amhI`}?w8 zV<_EAz!E0&VIVTvz{%t+tkAImQ09`-0?1#}K_cLh5hzSr%Bh`>yXze{46x;fp}wQsmPZJW|@n z{w!J_?g;1&Vnzdvi8-)8la&ZdhH}6p zYyFE_J6jivO64@X2ooGK|J^`Q+2nkqci_-<+Ac06ja7HrF@6K(1vu_$8DbtpMnnK= z4^`V z6}hY=GjIO>ASu!|{1yzaJM;Tv{C(Me)wQ0G$uq*-LKo+T?~{i|t?PyOTs(SKQvm6_ z;-4Ufr#V}8o$Z>+a44en=wMT=2G?%-JL`R0yx;HQy)QE+GI@|*=bg3N>KA%U@P}Q8 z?IgAGD0p3e{d|g54#;|70>deQX|&eu=e$)t*ZW3MyXU7HnZAH)lc7fVWsN<%nSG>I%<@1;oaG4eG{KZrMq0FxRU%`okq@SA`;MAMZYd$q>_q@7W;t4!i zcz$dQb+bFuk8AxWdxcclo;}gzx!QI1bP`D*~h%jRnCERZls+nXW( zRoYddor#J<7JSpi3Y3L)0|1X`sE_~BPQE}Qs99E-7=y!aOqPlF_Ie*LLbHL4%R2Gq z&ktoK6w9!k7r9C4grDWb@3Kt})W1EBR3`9!{vJcZ?K(Uf3#u6~^tn*B&)YqZ?tg83 zY2Zuv8_U5)`3u*|i1@1ST?57-xrZNU|0JiZRtVca=jN8x{+;2Mnd0W3Iz(7^-D#~I zw|(#WF>G(ZTVwIdJ);6vo%i#{&BLik38el^JJ`{rRcA0t!Nv;j0djPqE<2``Q9=t! z?(=N|s`ZVPAjPk;R8%*+Oz~-nA50IU`bQ$OOE1J^$}!i|I;Tu52n@XsQwN6b;+751 zT8}~h;Y@VUG$O*Z^fWM>Zl6p0;I{lT{5SH|zCJv`H?dlZleiTf2%NkO&>CzKm|7>f zh=~e&SGVsKaIIfo9oM zUc3MP^hBHEOGT1An*wo4-;}A`rJyuwS{B<^6?K@38oHk5@@u_Ks;e^M7I(ov%1V2? zceQgTHfyb+fZ@@snfmO@!ZV*!OC&>W`CObT(cYC}bQaLA3%p%@0y_5R-rG;xZuf3LPayaszp(+na13}IT&EiIAU5dfuO)D7IO|A@_?&>hO6 z!>YoyV4l9G%@XCA z*l5{x{f%SM^0{70n^6b(>)XS&0<`-NZuPgh-WXJhF?Q zFVS#Y4D?4OQM>VnH@?kiO*O{Atc>mru$~?lyBG!|{kq)L*T=1@y6)7SdplNRCkBUW zIuoX)I0Y^5hygLhPhm4ly#p~<+X@V+K;-3ru06|ky$=0N4o-)f6~rsn=Gv8q`ehW! z4y+>e22y%)xy4d;?VW!En7iC>S?X)WZ-Bc{Upddaq4#i0oC*Et7M%?3 zs9R6Yq!vy7=l2dh#yEQEW(hdvbT8l1`JMDNq9b`R!W)wGqcFmW=FH4Vv?7({WMGa> z^SAczCyJVUB3NFapC&naV z77>3+`_U=F>4lI_KB*fyQAilrquRrdAc6wl$7pGK0LHLy|g%N0DeRyKhDb=dioznWZHapi1ZZb1Q%!1-aC)`Ehcy57DZ zmf8SaK`@IS-hcA(F?pfl^;W;eE2Mvy#tkLM|=V}WH_ zay+6IP&FUqr6>Lf(JdTQt~jDsI0ZqL3R|HzHgUjlflaqw|M9ST7X&^Lb7vPU4Uf&V zGIuQL>KXy&+f&O0PRFUR4qX3j8!W$W*6?I~uJ{M#nVpH|^=_D%Qs;Yy@TpD0s!R@% z?z`cM!~p(gTx)J|gE!4nA4J`LV~s65)d^A4qKTij?D#!-MoI8(Pb1jp^hMjHq%<(9 zJoOF#%?o_rFyjWgf0B?h0SZD#0;em1OC=!82mr(hX1(_puVY-9AxJF*Qk}}mLtQ2% zr~epdiWxlE_{gU?!BnfzyWw(Di&?WOXHJ;XPuVsXHT9lRT36l`1S-^hvoC1~x^T%c zWY|TN;j^@5pUuOszJ;{TeoGa`H;RmJvYMyU5&bM@aD}gcN|n}(lGx# z9RsB~`n>Z-x>`mim%{NB7tDgO+dSuRUwgxK!A-s(cVu5?oL;NpV`@RRnzma#Thi!v zIQ?3iJV9t@WAONI`QFkJ9L*dzq32osx#9Ou##7yXh2Vm}fbZnlVIrbrdHlq`o|^=5 zNeRV77d={sY5R;PkEPCapFaOA{e}Ow{S2Pg4Jh&{Q5r2wdG9j!cTX+btX?fNs1#&r ze#AW2ja=dNTx~-HT?tA9c-P01DuD?Gl|0X(fjsBnE`zEsFnr_~9oQXEa;I1;T*~cN zkb6th(CXGbH@iZGoxC#j1QyQ+s8R6HY#5Y8nu!sZrs9m@%P0P(8>p16C!J-o?HiSO zl4jPfH|;n>r&Hv4pU}6W2d6tvNUN)jryn9uhFwGHW?y0a^iYayjEE7XnSgs(`^gzf zk(N6&>i?si#RV2P}X^>f)MKCX>5 zCgVJ`O4-t⪻*uYc2^FPBvC7iA?G!xT0R#EXlO%SB@C}!Q`%hAG`H(sWQ z7aT~}e-m-)=t}iW&sEB6jK1v40-W5k&(c}GTSkKtR|#jQF>osc{Q(6S+>TY=PzH}k zjg^N&jjblFCvt?A#i%>+ASm6~j;q{vhgAmvZUM;hPXbSW<*SNWz*t$58z5qKiHOyX zT0CHd+Gh`990V}w2Z>`}EpWKgcf2?Zw}s8@1}1=bJ7cS)dt_Zb_eq0`lRYXfhv6Pw zzF(^2gFi(mX!H&{d9(Bf; zdu)dF_Vgp8Kvt3FZ5d)HNIumeFNf}LN{$=(E<;Gb3zPWc zlV&AZMT7Cf3bD@^D^b_+7DZ=%JF#u?)4QSqMNb)YHM%wX2-+Sw#|{ z;Q@=PMB0`#wdJiV$X;%fPs!Z<1#=wg7)AdDbz0X$f1MS$BU=24p%cr1# zu<8$|rB=BGITAG{^x15my92f-bN#kcTwetb=hb28QKkm%7UHh6cDD}xB3#YMASUzL zVwww9#Qk*47u`e~AX%%0?6qO&r9WS`7g^!!GV|3XPjLX&$A43HO&m)mMdDxy$=nZt zHY+U&KN`R9?OjHF{O=O|S0UxvgfL6$-rsRMbHw#inpQcyzbP*z9=S?fLEZit!(W$7 zj8Q{BGL1VTnUph!kiMuQimOF0NnhP#p&~XvweSoX>9f*qs&i~B$>cNbU&*yps7IS= zDn+WThjjiFUbVwGdF(sp1QXs0Q{e&EbvOXHU_CWI5Df`e0A7$>rT1{|sO!PjQc4Q0 zM>Dj)MFO%w8>ibTKz<0m#sfh z2X~>!(uZxs;M!lmGJrLGB*YneoKnEE=`{*ACH`vqZ1f7$#@~9qDS%cjE!15G=bkON z5#*P3doJS&SC?d5kFjw-L*;r5dqBYA~SFhf|`U&L{t$P3a6Wv_$94) zyKubpOTT=J)@c)~bx+zsW4m!jKO{3=O;Ef}!vP;2Hh#k2 z(3uT&oo(Z>+RBJw*8FYqSV__gE^T_@>3%ug5nA2&TY9sRr30T@$8AJ?As^$4tWzg0 z%&Z6N2v(M83xXOg3cZ{D{adf;ct0q}+4O2q#h9L)O324z_V2>#bBZ+#!E8sK_m;}2 z_HWr^Q^2f3MFJG)(42kEFU1AXA>XP-uWT?yKqWVVi}tO?^8mSP9bmw$$jdVc2zbkv z%Wg`aJ@GX*Hg<>r7x$9&?%GFO`oGJF(mzV>kC1~Ct1(`k`%4VT94C%8SuMPn0M=NS zRJ)Y?RY&6_O7;jj2MMlm zanDIfRP~LLn3&~ZC8QvF92{JUk79vq)uG`uV?tswM8z6%B0?)n_6(mm<_HCui&nFsSzdV@kGj?Q!O+3=XB8P ziaT0?O^0feW8>hlFD0?;6YFG=bV5K}B|2s^mHyB)#-V}+L|y*tKv-OiLR)1l5Fcm} z&C|H##LD0RC-dLOMP)UUSv*tIG_`y%e4^o;B6z|a!GB``*%SLKO$O)pHA^qzCl}i) zBKgjiUM3|8s^`h{W9S&l;eA`*jp-Ll+5E&`cCHGnBNSj^?zp(qt@?7nh_3E@4n6~cJ{9+P$f+cb+r`NG+dD&N;(v@>@n ziE@7+WQyo{ObBCTW~TWHEEko70mm!hFAvv0V~ILDIsm@Q-qI4#g}4J{T)?=s-sz{q zgx}WQo)1)w0MVW(_wo z5Kb6j$d#SftfWM;Crn=R`zkkDyjjJ7LRUExHM7Yr+j3{K{t8`kKVD0*uAdd_Y6%=D z+M(s`UTU>NcY?34^}+ORUfx^84692_vt628V{iZt4i62D8vxNDXM*Tu4ZE9j`;0wP!&#i!Q4I}uj8K2XFcnRO|bQrn+@>9Ojcwg zX703*|LN&q{~nSP0)iA*g=1w8@JU1Fq7IZpQ{HMiF4ZG4{TdoVQkw>17r{$_uLbfQ z00+H2TSqDlO8}V1pah_T7liDL4J_eI=gCys_zkQ|eWUE;;Y5xY8bvuKT4uqpTZTR zU4KOg}qwi0(YYG%4^G70$f;G-c9*4_Y>x}@^<9l4Zzm$B@G_cK9n^uXiz@K<`!NwgWqNSP?w)*2=1>j~I#%?y+Dx4dB50X2sa%`Y zjPvgGx!Df*_|ME_g+iFw6D{0YFnfO=sS47iGo20R1X&Z>sL`>2QN!s01JLtnJEH$f zN`PikIj^v=&&i*g?V&*4FAw8@E2X%2=b9TFqpgc&Vj-urmZYg;IsWi(kOFO2;VsyZ zKb|ngTnm(#il-N(p-C8{Sg=)B@l=bz&leuVH1E?NMJEut8Lc7L!C0F-wEYwC$8Q6@ zJ;qwxTC5glU}_cw1xn7qXf!ATkn0JCfdCU1(2oSVW!NoNQahL4MI9z!-K)t`u<@cmEzCSO?@6e^TiXK z-=J_E;NE0;GQ-%_;^Jo4Ap*r;Ce;y>>8YlhxzWpyoj8UZql07Wejf0b*cw}yAkJ7llF^vP1H+B%%voitwo+$2I799-Xr`yC#-B0sp^6q-xm|Caj@t6pG#|CH=F zq;S`3Y`!VJpBsJm!a_!lN=V>fW23L3e~*tEtW2}S9{B08 z@PB`TCXkUBN!BBVsZH(SO2XyWQWVgVoMUXE$&V0O8Zt6@jpX-y+FSc&oXyGPNP+b% zE1fpj9qLh|AkNa%jjt@(8TD`m7RPOSHME56J(4i(ZYvj4HhG+sVnU! z=lZ)(A!hngchla~;^yxmJLmlI#o`J>s#(EKeXVovUeZv+_D zu4P&2pq5Ea_vog;6Lw=LU#Y`)hLtz1Bo0ceZX@SC`cD&Uk~9o)sOc~4PzHvNstCyE zfK_CHhK6seO)TCv;e7pDnm;0Bx7;to?`4l$Uh0&MO_|S8Ts&nO4NSY5Y-awGXV|hx zDjppI5Ve5AA6$xDDZ$TwnjH2!e9-C}uKX}Sg%2#*;k_DS1V4ZenA7}5ldG?1gwN$x z4o9S!*rW+JN}Bte*G%A2%UJIajjr1867!hGxFX+~UhI$N`~1g_J#+E&2de*z3A7-Z zCX@f91{UiO{BGdDmxqaJ5w_lU8e|;k7-Z+-xrE2orXiUcALvb>JJc;)T@`ek^i(64 z>Yub{@`U%^YZ8{99@uP+;i7{kjuUMP>I%9jV6475SvQMORc{C}qSS+*PgFeZ#gvCv z%f3TT`p}Z1vA7XoJC(6ea0^H|xqtBoq-#ayCwVATN31Fy3dw@T*ogOz{sCiW#*XJE z$;;N_o`03+-!Mzn3wBtjP$Q1;&8-10r6J#Fl???5q}MyjYwj2tM<*N$4M9$ID4J%? zVAsBx%av=u@Sp%mZZBRDvKh3SD1MY`f&=3g4Q9X0<#cSUOD>3ZN^<)G=Mn&&fGjuL zIj-EPe)i2%gP^|iZdO47NpDRb`y0N~JSNMoNOU#FP2jNJWW`gP8$a&7yP(R<`V73S zo~vps_1oOV1kx2{kTK#(1WxJ9wjYa+N&-TmpMHR>P`4ECkpeiY@kU<0rVgxVSfy5*ws;tRLl<-oP zEmkZe&RHSYIGd~rar3kP01y-#@Z-p8y1m9NUFkTqzl?S3oMj0CuOxROuWYk!2^@MWQG6E zMgNNyqREs(1vLpb?SfIV#v5dPPNPUdG71;hMTzX~Tn__;;LP=>Uu~__=U;k-~Ty@%X4eSEJu04QYsJ8DoV*p$u#^&;f-SHFJkZ z4JMoVos7_nCYc_QMsr!i-9OefwO?>*yMC~t%FC<_#Ym&7!-E{OZaVf->HLUxj_2S& z4Z~?RP88bv>BraXU{r+U;$qmby{9DukAT1jx=<3T{7F+3JUkvvO*azs@40qiPSz2z zs;p{7M&6~Nvc(OmPbdacVxLu1)=;pKt9#81qEIa{BDPXhI2%2pNSl0FxR60o#G^Nn{VzAY*Qtj z{3Y4N$vCD=+&RtvOOOhudlzZdt7~;eOsI&!%#-;9V+Bh{yo;oZaFzL4O!dL<%c4GI`OYW*mY9B=lH#5B^!x9voO4BsXe^@ka1y1=aqyvJ zMENK<)Dw4iywpF(l>nL0x36D;tsF<9qED`_g3kPmj8re&nH|^e@61n5DDM8))zFz^ z(s;K=_Z4Xrq6e5{CYD;M#gOHNXPWJtJ&wcoHQ?d$XlT?I`q0F#=(8swXUA)!eijGC zVnp{Fwa_I}^HPW5Sru|FE##74BFx?+gshMCxUv~m7>$wX?0w&+|@oQ(t=d{kqu}dt-#}M+N<&Q z_tK%BVu})+m-iS6#)?q}RJ2bnueK2-=j99N2W8(Sj$fZ!CO12 z+LfjqKR|;OcAyEz-qGQ~MEnw9U4(iXI@u>MazauSAN}uU9KEkaIhIW@#I>K;Ou*Dc ztvTA%*0e;msI$*sVXL&(PMbG3pA=#f$MK+Ue=n2zh)t%)*j_@T$+4A8xr*1}RR_pI zhbAT%MMe3kso!&RvvYE;^!Bo`u?_wFIWxq_#7b+j+pPmL==&v>E;9I!U7Rb(kpWBe z)~IpC6(JLHzrxkzb{*AWW-j0`xUkN4XY#WY4XF`kAQpOqadx&GxO0V);$=(ed5OI2 z|Iz94wZV(>T$w^1p7DgemAuuz*rgSpI(_XCF&SGexxf|LAhVl)j!X>)W zIhJZaqB4jMTu33jTsZ&&cEB!@xz@Sr7gn6#nk|Tgq&l5-DAWEdss5P zcAKO920W@u8Y;rhAzyD{Yfgc#4YfKrD;Stp!-2>d0))sMcX)$Yr6Pm}QtMNhx}`*m<5C zEoU6vr}wu8x780eJk)!=n!$7~b zSP+XHxg-4YGG;^S?CGX5E&`D*Xuy$uNm>W?qjr9*9nx@ zC?$dXzZ>POEp+Gh8sIr~d;~ANHK$0`cRf=mUisE74Z&Q9`PJebM^ak8zU=z!E!568 zZ%p1kXln9|#N$Pi4&Gu7&~LK?3bmhGUG?>D<$Qem3th2l4|N(g@?C?75#{C%)o<}= z7{**>Y#=)ibO@}R} zyT+rGE~b9xi5{yX79;c}t2U+N(`h3iP-SJ{^pOdHrOJ`g<7$8Dl%P&jcyD{B!<5QX zHE@;YEmPK@;U>f^bPS{Ygj&SFoZWdN_3-Ce9!2*!H79Gl@6RmxzliEb$5w~Ip%1=K z9Up{*vTsgq$xb_8H}eIK2iVKwvVI`p5><;|JasI*0dGxbaLR$zb9JPCj~PAoHH@Hx z3DJ|sROriwP0IGKrmtFTeDno_G(Xb${HMuk0#E-cz>QAjl&rv?!jn6__o;cRw{VgX z$J)zO?};QDEY)FuVrFHn(}&aqy%h66-j}B|c)JqwgbE{Czw$kc^S6hv6HVdPE7j;}B97k$zFsJa>0YK3cvxPXyYBFx*{K&wvY9=foHkCOI8 znwi8=Uh=(C%Cs&7UE(|c99}-$gCw0O+UxXfh*Hp0y4ph7yYDiVZ>cah9*TEeE0-`l z1-|CMIkJ;$mRZ;5N!Yl>F!+BuhxYQ%$EG^-y*bPCww?UO(G{=C5h+5JuHN~gHd;zo zA&-tJiYCC`4nf`z2kC3kd{c_}#F`!=oTR{DN83QZPmdQgmXVa;q%8Bcwa~*^V4FvG zS;hRNQGiA$GFxU<&_9O!5Fgz?1}5=|JJdIH*Y#r&&*FzORZ$!@WGe){Vdh~6ZKhdn zk}j9(YKrYgq^)EZA|h~`x%*ZWv>=W>2Lf-tR8dl^A!XsFiIZkonLhuPY1u)s06vua z9jAp4(IvkIG}Iiq#u2R#`$PISd4AJaY{l@(A5kT}NCoyZTiSY?^{FjvulA74xooIt zJ-0By7w_1Dqypk^m!odJx%<%A@}KS>`bBZOVpg{{SQ zE6Mq9qvn4Z>PwCu(Bocj`YKUcR#JWf@wp)qxYK;=xQtiXaIH7q{Z$8@Bi{{i3dJM# zA6gu(W^{`Im1yfD{yy$F%xpN#c>I0#fl6t)e*1j&R=nkMNI3}Z*9Yb@&zXy3W!dSp zfM&@Vzu=lLN9Pm6yo{ofBpz3PoA5p6{_VNF~=A2dIKK&mcWk04?I*9IPicU$U zlVatooEKuEw!{laV;KA6?o~LIj{y?%bJ10}NMx)$?DzN`*~g*byk>dp;Kj0AlE^|J z|E{K#u&c<=CE9gGS2kD&o*;l)Fw|~0Q4N6$(Q2Y-aP-%jS|Cfwm#Elx?iu3lVda_i zKY5LvDDw^R*CQ1kSnog5qSjwk*ljsBIl{3s{;1j*ijxhbgoKLe8(sq=Wu<^>H8!XX z8_S&k-6mr~$7TPr5mndrq+eP<0|Rqa)-@yKe)%9L#ZY}}JhR(oIr!SYOI2nxA#aG# zpXj_@HPy>r_aodGm~Oh&Q<^>3)B=!p%E?^=E8<^%myK~>A}P7{)oRF>gsJ8SG|aI1 zFyMekcm7OtQ)GDz86bW2oypYR#{_A{*fvGv`F=S%JA>UCxQUvkTdf(^NPNEaA(AO^ zJDC*ZhZX;GY%n6>U}slRQi_X-(Wsg`uLa`IwzfaO-Yj%Zl_J9rlNKF03QkTOIpsw~ z@WZ&1XhUz(_w95j-{7_|2nh*YzohM}0Ke`eoYVS#o}c4rDl-67@-3;mBLhWUqf#|j zfWnQ=Tw791X&o8+8{Vl|%}+2K&$Jp=r3k0n)V$@JlEHeUW|WE{F036ms}nMY`#WGX z#xaI@xx&e-kmwC9gETwQ922KFw+EAIq^UcTex#`flV+r=dwEQVVp@c&9yk%v<@S$$ zg&|)f+dc*8Xxx!Jg=(1?du}t7*U>5(8pVQ@_YunF6&H<=I7<0PRh~HMSM}Gn?%dSd z@5>UFhFYg+=PeYPpS-#fPu zoGGd+i(HS$DVbQJf8T~iS1A!avn}$4wjUSmK8QbD#{5+5PEf5Wc$|S`=JemYUo_Wr zT{v3X8`>K#kwvDB8%3|JZamI4wUl(zPe07f-|-<$_iGAC8q=SXq=Q~gnm@c;MXe8?1C+g1^3_@+#P~@a6$;uxVvj`cPB{W?$Wpi zw_piQaCdjNdB1yS)|wx{f<;%KQ)kz%{k-m8k#nLvzYYOK#HC<;Kln7hetEl`spQwh z^-%h1sJCv1^)4VT?&r^+00&OQ z+Q7lx-JP5~7l0E+MMVMm3#! zIAUdmPb5$kVN4%MN%dUL%7;V2+swcoo+{*O(IOXZ>f@TJ|Kpf}>;!;v|Iugekun_* zM*F9S&j7jMEa0riS&N09!Zu|f$YNeqHh?>-tlRO$xKKTko#tgXgWuBlq(o}WW0I#h zlh00yJWC-;j5e9?LCVedMSgfkTaS)aYMy_MVeXRm7tG+-GFW&3_837s6ZN zl=ebf9GJZ1m-2Oe(7dEvggu1o%P^^?JX(<|u2h5aTlBZbO@GMK_|gRsk4bwe{YtsS z=$acB7pCQRlc5=+ph-Hhc(I+5FnKXDdn_pRIkxsFm9UM&jV(*EQ;l`4q3{W;$#quc zX}72a)Yq3#eOsJRP0%SM4b5D&rsEDiviW{&?Y&oY^kV3tnL0o{+xxf}r#Z46Y4GlR zUXUxaH9cl$74Ul$vh_5RlMpX*`6sTkblW9Or!PJ`LT;6iK%_^VaAIj+@8NXZl#c+F z3A#;1#Tj5b`^O944ZOX|xLh+4(%e=51!`~d#b=MDWyR~N=((&G`wv4+LaLhFX=6s| z&*3cFESEbVN@+x=VJ{V+=-dEl&#mVoI-T$1;pbj^p`LZ+ipvQTq##cD&#vEnB?Ye+Q^*`7q^rPG`Dr?Il~B#>lWQBi?TD$w}j7!)uZOUw(S zD?tu51f;v~?Ct$(YYPnzhjp*k?|cF>Cjbc=5ScBltm;UW8Nuc;;ZU_OUzS*X`XhmE zdE9RY0%6Wq=Bt!_-bG=c%ipPOu zEzgx|(UuI(&uuamz(53}A&OE}cU;NCL|@>wc>l8`xyZf*(&dwK00jFLea(tzk{<*| zOa9SN15+wRoHna&c{X@fZ+O;p(RT_->(}@4twA+J+QDSIWinJZ(j26# zZ-|Ot-BS@_u$bB#EL*k+=Bg7t8=49_`zknFdCnGc=`JKY*rR%)u)?DkjMb>5)SX}0 z=u62i`O?_<86rqSg;TkIB7Ki?hVu?`51+Ol(~) z_UPH}PL7Hei-Z!5gn?b?!c4pYc4n$uqQ7ka%UCbPe~#q`~7D!y*O+1aiW~ z<#EgWh;r#f`Mx&aX?Q2GEkU}mNv zzHbzOqWqVc;rNly82}qZ0~9xay7QBUq*4v`UlU-46!u0xtH{t35+5H?%s%Ds%{UsO2XzSl+bac0B1TqgOik;1~-Q46YRtzE( zkelgkJ1!ay)m;qsplzMX*H=T#1QH*{(Vyqh&w&P@@EF`CE&SQKQ$f-i_aonVLSA1*Yl{)IP(-L>P!{_}!1`7MtdD0|e2tc*Cb z@kFK1w?%7MLmeKfX{?t2<H@6a#33?Z;+?jdIv`rWYoXN;h{ys8rri> z*&|;Eagw}AdHpVa?E78TIku_~Unsg#jW4hNci|#XH3Ea9h0ru;*es6fKtK3;FG_%g z#Rj&jc#LfpZje6`n!y$kzFJ=H_NW#i^5LU?Rx}N*lBU7!z8dv+Xg_TRVh^q#(M-KF zQJ|T`734L!%>VFt-ORT2kHVJ=v=`aiYHF#fwwV8YD$Vu#y}F9Opg}t`$q43o-h&sd zKWj+UcISpiQMsVrM%9)J@afO1cXWFGfpcg3nVQV z)Sg~Tjq0KAhA?n0?L*HWe}4zg-p08F%^2{-xgqJ*^^g(P%enu%;G=aoIcw1_;Fx85 z^?e7BK|iH|xH1klO<+#8ztiNV$sY&f&j=j&xj^`gO1Y3s=_ljf(a*#XYK1HT6fJXC z3L0F~a*hJBVlZ>IRVwnKz-58wj~1Tu%(&8>?|!4mEczRF^PUeC{o}JAGa6L^@W59T zEf`-stu5wN{@dv|qqnf#RY*HP`LO>>ld9BqX5im>nc~Nia!$epau$eF>^wuB_W0Xq z6)1if=!bMXUtPMck*epmXkfPk1kXt&dwlx#zJnu}yBkqkFFdyPx4iJcddJbK{_-?o zH3o{_rt?z!GjX-Az!oP~DW3OL)ExcS;J&#tzgT?>qK@$hap7_9Pi!<-8YZ+R2bf7v z=}@pAd131cogO~%vP4D#Aznk2cMsb#=Sac0FM19lqOY zNYn8-pR%8d#U2&tRCsJxT5l6%$Xwj->z0`!EZx3t66?5kKFsuTaeNSuRbzbi?#y z&GhV8;nbOuTRk_ebOHrsJ!g+N@toG=Ox=Xtu60 z(jsQR;^xONg!2~1wK0bY_pN@u7LevF)BuRGApvBJZc^C~KYlR7R1i z5D2FiO?3a6_Z``^^C3;D{ZeD-r)|J%Wd#9vTdYK1YA3LV>jmIPI-~=^8O$dJ)D?{> zPSeU_pC#(K7hCTmk`njB7d8oyJ$DyOG(KRKh$9K$S#Qe!27P#?8=Qb{8N>@Doszki?C-@CX(bF~H=hDJkzMkSE~?ME&x z5>-{Mk0ao}?1{W@y`TAPWn;|4T|wg@^euh}0z8Hw_SJb_kCi$VO4S;4o#%~n zwm<8&hufs3pGp4q@MJ=~C|e;Jg(Rp<$45KBCTPcg&a+bPT{1t)A{_1rk$dZI^#V9q z|BriCylQrg=3yd=I4wB{5AW`8#vHG|pMkEfft8hkrsg^<#*OeZK;C zq4ca*Jdd<8-4Mg^OT5@m#t}$d>7~YZ2~7+5Dg!Xd3kc>9O;J zD3o{@DMPDiRPk<(&UvhKq*K|$xqrH}_M4!4TYIkgC{1co_`6Qa{WR0NG=}#sSOZ|E z4(S*yuK4x8#%nA2-l`3xKx=`3t;ag&f4+FpBF~$VnHKs|@kkBJUN2}e5LA}<_lE}Z z1N)vPZnii~rpSruRTh%LL5j$G**X<4kD-Gr_MLpdpM?n>zs^>6<+K@YYa%AI*|A3v z9945lG87pS&N+IW@E~prp`!eV+)&LAWt14;y#ix+#!)Gn$1(_}x_N%arvVuYqMrs_ zv}49BvSSuJW5v#dZuCgXugFA-2uG7&%m>zspJK z4kQ+CnRn=)&+qK&=f?1TC}Sk&aQSY9&Im8rL(g7?sSd0A^a=VZx$qN{R(&#o+#^qf z!RGJ3^xvJrx)_vpCj!96PTN`h6Kn==dW2(S3@6-`W%fX*r~Ar}bEpxgNk7$$tL1>f%>cTX{;&CcH6NI4dU&GbVQp{vnNV<&9#Heu+H>yDr?4wYgoM5t zx>NhRJkk&VbI$fy;{S3v^jzkpv9mcaaAoL^u>k)How1 z1i^INp+$nfyj{loPYyxR6k#wJ!d<0yzwG|yUC-jN!6Py7d)(D&wso@J0J?#%Pc@o# zL5)yfB>bld5IolA5kBU9bKQ>R)puJo+X1#oYD&he(R<_*xF9$Me{&s;ZF!l) zVw#|ao76Zj$+WKz9ZWDOmRb=~w&nf_^e!st@!8RhTR67vSykWeh8jVL6$g?9WNP!r zwuPigXi;-*n@tW%l;+|m%Qk(Agk?^mGe5f3Z!w$rm9#`FGo0Sjs%dCGgRC`wA$i-C>jaLXpWj;ca&siC@m9&T5b!idLPKt z94+vay2=ysRnYWH?p3_nkhn03X%&b0h;aj01~8Qa#w64}0GVCWl5yKiwj+sSF54QZ zWxJB=IHgw>J@S*=L#yWF9aI#5yCP7lViKP&LV~2CyW4J?wa8huu`{)Qt+!uP+99#$ zT307p;%X#l3_5+oaQPNFL0>V(SY67)&~mqmG$dcHc6xaDz7dSEzk?Gm2*SH!^cTk> zx4(-w#94Afmp6Q^rQ_irLISFL30N6jbsn?xz9%dAhK661Sm-Fku+j>&2Hgp~sSL-~`>w z2Quq$M&%grqUF3LBw!l9Wn1?~Ct{P70_h-FVlBY+8(I{*Y;5N4-lARg251s;D3}yN z)Jz+`lE%A$M{IO#%o}j-Mudz{=2ut8iC8HrDw5-NUQYOHulNDm^>OgigtCCzLtrKM z?He5nUf~cy{+)qk3JIO0F9GC8NIjOjry;? z@hWZW>(N=Cie(cO&2J_io>AmZ`|d%qgLfXkRp?nNRCTzS{cIbPxpF^2MH zQ**r1{YK1Eb>THVJ(5D7*|MFrPRftiJvo;8gG4H|98o{-0lBvsQF*% zcUgl0UYRw0eM~e`q6~UG_)4YX&WKO{Xpkt7Pn=-5NbP5Flcq^1{GdgF?&nb#T|!>% zU@R#$br&%XeTuCs4%yvf*RM$~c>G;~t+T=y6g*ks+p9NT!4l z)(p8cNZ)4jM`;yLSAOAm_B(1?Ayz5m+eX$dVaIK%c)+tov>55Eczu^=V@%3xMO9-I zuX77at7>Oc5&2=wAeymMP)?>^!A|)kqEs;ZbSxtJI+4fDNL&>2Ha{E|MshbGSj zt77!a30GO%mDZ7R3YdA3lb5Xfi*O3xo+uK)?cD;HuH zddZs)d+@UIR)spzUy86)Gb!P+{|E2S(m{{&G5-35S-^fkSCk~%_MXmQv5HZwBC+~r@LAo z(o8%69L@^B;XIzT*y2{@`z^2D^ZIuL7?9m=Qakl)-htzHV*|kVo;4Kg0NGq>jJT`e zd_;D2*kx0n!GG|W)m+}AfC@y4@ByK0pWSZs6UW)~IB zg(t;keFX4>i75a*mYl3wt0Bys^hq56TTsP9wH6hVGp!fbIpbNi9p&g3gVqMlXTqtJ}sIkR%ILP_2)}uyExO>OOy_fz$x=Kdb7T|c(3kaAR3%V z6NwgRhIr+!xOpvlr>H;M)MSuhY;25|)?L-%r~YbioxVHsyxvPl(P}W~*H4GmnF2(fflF#jAj8^G%?GZ>qnr67aENde{mkb z+WvE9da?$q!Yl^y8Gzdv72{tUF7=Na7RDabw1PAes9RtXU8`*L6{HKO$%FcL8C2#F zYq8C9qP~7={<)QqWvII>Ya)mG?Q>zH3Jzv~io9}>9wUZcfNGc{p^H6~AAfwTaETNV zPK6}d^nsrUtGqNJ)X--vL^3)0*azm`1xhv2;MUf=k``o*w$YZK#l$k8Y3`I)Mp_2Y zDDIL#q|fT+4G)4USJXp{3RV>o>KiQr1a7tE`~af$?ss$fF2sAkJO6h7Hk8Yv)8@6^ zEE-29u=)PC;`V;+eRBDn^$JD7B3V;@na|kFK7Ck}$A2yC@A)fsl#+6$224X{ zqCNS|3Q$RQ8Jx3Xwm&5SKo@UsIi;su)BWFFBN6|d;4J#K>n@A+UEyRzRG>b+?jy#r zD3;VQ-$%0(T%ATsETP+-q;Gwfi8Km8RJ&|A@TAV}7{z1y026o`upI=xu}Nh!P|`*O zrGUXx`)H`BCxy;EhfU7Byu327o2x$kXn1E7#P5HyZJ=B8@;-Sy{3dqz84kQe^9+Ek zEs5L++xyvgu*0fCu{hjU{}brxpt?kZFt`zJkp9!X!Z)6*sLfApz3@y`Uh}UhwPTg% z9YjO#n_u6J^>v$KM7HB#d5HZ`X@>mUPHLv;&qkRpgfn;%exkEU!m5sYZ%IvW_5zav zqg}3=YUdgv8j!x%q56zN-BI`2YJG+BIYV>rsK2OVb{T@?PP`!e;App=%On1JRbDQs zG1dwwtXDo{<8xCBMmr*FBXqL$fW`L_nhy~lW0Q`55HthFVlwpLm2zU#lKa$nzl<^@ z0geiO3zfLTntA9l!AQWh1p1%?(PAI)2T97=LnR?TK2h?%h+avo&06!7)Jdp8bK^xl zcrcUm(6$MYGETw77RxsF8x=FCshOCdL{H1>u7~5tP}`e+UB?)%#~pP3Zk#EZMcL0oFytVyn6K!2C) zrsm*C*ds$nD5bqI*(DADpOt;KdosaD#6tmHMFaZ|9v@4Eh0q8Sa(~n~3U(eEq*%_{ zkawiWV+KxfuB|kNiENMNZU?W1rfPFcor`_qe=u4+s;urwJ!q5JTl*1BV}8^Bp;ERu zpCMH>AO zE|M~C=>%YFVnTYFBg&pcJR`^>lI;f`kM?Hq8h+48k6Cxo>3 z7CYcjY^e_TV0W8xr}n#lv#wz~R6?ouM)GjB3GeXZ5MZ0(T=W@VQ+|v-`D{Wmpu?av zj{D*jRQKr7Olq6W27#+8+W;ukiMwOnAMA4oAi8aWH1rAT-wVr3O;}9-vG|;Chm-jg zbZ8G(sxC5UiD3Jgvl9#_ZnveZt*rs_a2jz| z#t8;`62F0nLK^Hwpc*3&YRkosJI=@2`n}0*ep@u5VLc!%yvpS#f^@tbbw3s6vFJ2UlClCLLzAI6e&gK; z6}R63z@W*tJQlYo*&S&sbOWshf$7z<`7F;)oCBlcx2cGqozzEGi9?%sFcSSBsqD10 zPl5sbD9yxP0d~)*t=e{EwhyHTKXN``kNbsVv^-p!7#fJ(4-!2vsfSy@_1N~zfUg@g zUHzA}bG$M4!gq4ABYUyc1PclZ%a?6OAq(m|T*(F+0Ucv3`~*Y=u^meimLpIF%Xf4a z)hzj_FE;N=4M(9d;Jgv=qIjE}PLNRFOoa)jXLE+SE*s8b_yB+ZXufN`Veyw~U@R-_ z{}xnK^e3`+6t_K5xRB9V{<1%7`l(7VZpHaH26o6tK})G4G5ByW3arb@%f+Qik8}0t z(?k2vQeTg)9TXf)MM)_kDfvv_7hI~8BZQQPL<-=ufrxM*jh;k9O>N;62|YWo$JBzw z5rDBuFP}PYn2-=n_?fopp2<#2qUe(MK(*4kMOW@i01ai(-X09%-KqV5#IrN5x!CS`1#?oLwBa8&b$76Vol+`9yuS(MW#UvyKIrEWh+^+Qc{nsbP6h~cg%xqn2X zp4XrnuPCYEE|q(Sn0ARlv`b=j$IGZC4(~pN?!)0x_seUPf>Y<^80#ZSd9;Wjmd_te zt+{|Sm@GC$jzvPFsT=P%4s8e=YktcvTpM8er9)&wU@s<7k5HBpUMr6n8)6!UA@Ar} zjXSybI4MD%vaxm6Wsj0FB=}HE49C=<><5MH+>ls|a0NBl__Yuohv^FhO3lXU>QOa) zHUQj2O4SE&4|7|rcOtaHD+X}1K-<}VN5U6GEo=GIr6a$R*KJvnLKINYg29IoM#OYS z!7pXW7nGwqT517|Pj%R(EjE|cH*Eqf#(I&i%-zqx_;vGHvkD%^5_VzQQeb02sj^l6 zVXI|EK2Cyme(_cfP{mA_R-B#e+lH$}qt_9I_W3+w^G2L5dT#<8uncJm6>XQ(GT2s} zIT40A;};F*bE%YhcouVU@=B|!KA!x@`om|fuRqckdTzJgrBFWG*Uy=9l9?^nR*dF$ zoiLm^Enk_ft6vTCY1&?~HK0^t6zbb4Gn!n5R-53UUeuTpJJ z^5#u@bEdWdF7u%~>l~H*#@s)K$PN@9RJ~GUM*a^@D!MGhkJLt-alt*SCkO0_Cc*h* zXQb$uNTRDI#>O3;otp|Q{QRB(t_PUE!d?W`NbwyM%GOm^p8;HqIG_L#5&4|9;CzDn z_m6T$rj^N&L$%h^&%9hDkB39shXBx(hAhwe$`KP?d?^W5nWLrHWR;nZ; zU})ycXbfw(TcDD`ysex_eudDbC~?TG%E=xDUN$MtML$2&6^Dc(gv zFElrrY>L%^sD5WsoQY{tEUG_~%dEM$W)FopX}P4MeWPuMK(fr>lYkGBKf%#dt+sSJ zVNS3i6%772`x#p_B^#M$NxphoiHR>N(Yk#56JXWCbBLT^__+MJ1Q)R-XLQjyF~MLB z_%7&_Qj%Cz_6QqtE*$fvJE`R>1KWcs@gh$}1wm*S={#2s?zFJz)7Rg5TX5%6p7G!u z(D~0YGl*0BzmDQgX6R8?I9N7k3hDN!QYiMw3o1w^E(U-_>eR*b(m!;#uf5+KF1nbg zDr_*&4vlmYEAo;IY9212iy|e*DxEc{hPGgKBuM*tf@7;-zH=FrHP0~W7tYA_nUWv` z&On0_O$w)wK)@|dM@_v0>~UYH108Lx)3)@(LI^An#8=+~BvQM&a{GL6$luxM4F;a* zIt}J%nSYzF#{izP<+yeRLq6|(p#Mlof`w>3sFL(l+YLyK?e6X_Eu|yLTBRGk;5-Ca zd1dEk?awL9PH!iOb<@q}e8c{4*W}aa-P)FGloCMjV)c(ES18cttM8YY%Ro`KwdLDFkrP?=vCv+i}w(r!`HI?B0h^XBx`)K)D; zlW+B?JL_>+F)Xn6z+BCZYw3^DO_kJyk`t|JO*ccQ^bq~Oeca|Dc$_7X+fkGnb@mEl z*eyF^gRJXr>oAf=?wZGG1s3Z2afC{j5U;9y3rk3HGx7WDL6TBwAi|>;uH+i$E4l)I zzD#aT`JqXG{lb(1X=I}i$MW=kMY#q(M-*Xlj|{=;X&AA6Knj3ynqeXLy}>dWfDz@6 zmEN8_H}b2D%b)BCi8PN+PT;`$UWet_qkKRR%Ndq9WXWvG%|&pEDjm*cXTm;5M>@#6x%z`g)B(Gf8-oipF>e;!ad6w^5qegBA#M{~^= z=L0Hk%rL#B3Cqac?UbDVU2{#5p=&z%dQBP zdhM+8Z39K3RKgPD|Aym72@)_17v>44=5KNB+@h8TP}Dbtj$vLP5KxAoPomkDo6^@& zu+tN$6b)_99!qIIJG3SY53mLCe%>lJda#F&3p5d|G90^3GZthi1zC{_!lLrK!B=fD z;vi?6`2TPT*DR=;5%|v4Aic+js0BB{Slwc$INrbiN0qoPMn(nu-%uL=t`9;`lL0nN%H$G6a^)^v!f=w^rTLe5ilm~l_t%}w1#q4Odevl36D#5-~L8@`3^w5jr3;WHZwq zSfZE62Q)2FMn+_907DN&;whvLh{j1H)X^J&fp>6laFULRNugLJyYQz>(#R|jO|i5j z|7Hi!@C=@LVIosfQ-eobefwSLl8BjRrZ3(E?pJ1p46|@SOPkw(h;~p)2B1@Z`2s=D zuK)S{b_OCpHkbaF!@jY!P+Q;7;Bq)!>=rr`x#G5L7i?#aLEh6WycwRM7akB0U^P=R zMH&#S0ns#S_b>cHN%5%oh0OcqvM2A8vyjPe)Q4w|`#Wq6`eD^?qGn;o@>aQAr>9)+ zch3%u-&~P*#q?@7%=8qP{Kl`g)@-WV!pJHKNv|V@T-S0Mv$r^z((f>@!L21M%w4JMD&8p}PeW*NG~fmOi?SQ^{*f z(+GDqI}}}ipF`#)n}UI*1qFs5*-!BE`Z}kl3aG-i72Denr}el!bTl9n8A=nY^QYqgnd~2rEm%nE(oxM)g$rw zI3L}5Jq*Gc_+R{$eVWX+B3$q06FfXR;v_(omLGSB%|~KS8U7FpmbA3DU$5!jvg=*< zLZQ1v{bv`V$ckx(lwGmr$AOWr|!d7{KH4J9Iscllz}cu;4BI=c1e0 z8dLx@k1pY%euK9q@70vo<{9(ksOB8g7(6CXgSP9OXR;-i0j|ojIKNQ_&|Y#RNi;7O zMAx0~W7?XMnRC@lE@l!Alb-XMnToNQW9>CuwkRxU+GdM))pZ7t2Z5Yxlo(mM8L>hW zdl_Km?Dc;Ao6A0sbA?ELw{LdE>J+J<5@P4EO=)qYQ#|Lc_o69>DbL!XQBxMh)-v#o z@;{{sqSwBe^i2dMc032X37PbKHS4cFKc?>5%%Udq_$ zlTTF)Xsva=k^|CTR8*$FiN4+dLxe7X0y>t$@?S&Y<@IC;P4o5ZSD>X8_PQxkJ#dXw z(B(|n>XVnT`^jS$_j)>IAmVw}p7j2BnF{vC_FqYrcAYy*mLfI*v_436HLyJX`mO6_ zbGwP+?Q)K|`7G0I^;XB7WP}xOFF6W$|L!phd_Eq3UhOE92?6(-8P>0Y6^F~-e6rtj zW+Izy1=3nL>++lj54RgMPW|@xf5!8E@vo-{`xoyY8Fo1_y>7!);FQPr;0UH<^p zIW|72NtinH@|W%?X}tqIgt`>(sy-^T(L8lluv4aR`m%5IdpQadT`KT5(EL}Bw7|N^ zq1xiDL|mCjd6|Gf%`90?MR7rxxeS(CJ0;0?bK88a*_BL z_-s*`fIUQ-#IC3)m$G0D1b5(*+e*Ct#0nvixE>=WL9nPdr6M=lssr4=ECy{xcL?nw z56-?mUjFiEy`vi4x6j6p8TqebQfu@E$0t5r`-Z1O!;+K6fgs`!b zxELYHV@=|{2`(ZYXVthaIZu8wC+Ggp#@-u8zU884->80B8*IJY3W9PkR(F#C*HiMp zzkrP3UJTa`l;OS{P=bk5ay289RNMEmt@yv>+j_VqmkXvcTPr>*E13|t)WwnnU#XpP z>Xm{VtWUYq6@QZ{o6z;R)+nu2g3**?8#PS$53CH`ouciU8YneV!9{-+;p~(Ye#%Jk zgoH&0_lXfp^r<1$v9vMJx=|diP;LI?_)GeW?5Kzo{^Os(4EQxeb4#7p(Pl-zk5yVP zC6skx#kOX=%}AMoM9Zj0ZYJ&d3Jyn{M5wFTr^4BG=Dw9}dM5uyz2_43e*_o0MOU<2 zkJVl&2+B7sBTtL-q|1#y5SZC=SH)g(WW)?K`@Gm%sEgd3uI?Gv{r;D7vQ*++j*c3*3^#z}xVU0;#P0Tk=qqh-7lQ3nORp4H z3wOq*J|EY>3iS~l2wNxSWUILkHO<<_FGGMwoDkp6CYq6M^{~VQdTjB8{kFGKsn{06>Pn)t2%`-9U-&v~+PQ=OWQT@EL*DW$lPF-I&{~Vy^ z09TH)J}?(%CCt`M*0id8DRDEa>`h_#n|-7Up;H(-8@ln{_kYaK`bm`Mt4)qz}>V&>!Dd_yIZzI)R@M= zgQMD)rkBP5BmfIER8OrilTPC~wM3Xn?Qr^fvZk{y6#SJ3l|t+OhT5%E-P$bqS$d-g z-{aa6fW(WxJpB)K|LC(T)R=JzcUlJ2Ot_?J=~mw;#f|a6=y1C`AqDYW&n%luP^vRl}svUjp=Of>WU9>$`DZ8svv zQIC9Jzj~{_a9IvcU!EOMNBUAZ13)4FO)t)Iq1r7Nn>CB+F*rb%>{Kp+@kEP}JP^we z`7nmqE$I<$urt*uduSmQUUW(#U_@H!8BL(9DHIA=_{&+^%EioGQJmC`zocAWj_G8w zNBy`fBoN!QtmD)utIqeSri|5}Gq*is$1WK_*QhNnu4~aUt}Fg-SywE#Gk{kNMUddu zb(GG3)7T5wN?PS<)yT4-uB95WT73(oo1eJNE&gKMEGhdP0}dsnSJ_wd{iuBlj}Owf z)g(+;>AK0}sp;rqj~(43L;``-9J`;aA1!iOs>`wZRMmC&Gr8leuciN6GB*Cd)w!an zReCn*YM2O%ehlBi<$80J>=CH*dq{Z;m4s!K=@73jK(H>###T6$*1j%hWYTQ;ry0mt z#;W^sIUikotPZi&d%(`j`+wX~%i+(97I%k(CB_TcE326T@ME_vq zC~ZiqID%uXk81gU_3G30-ku=Af6FeOW(!;B@MM38RE;X1=?9saqh-5 zC#XPSmWl;yTvx5?GFfhjnUC{J8@7lH3rkX86_DFF?MfC`@dO5Fhuird}fc z&u1nLx!L&XKQ&ZnSSpfV`~=()Avlq0`uc$YGwS*tg9bMlIGp=N<*5HFxq}_b-|{&X zdTT+FjLU)yB?Fhq6>H{5dyL2*zn)0IGOa6TJ3ts5T{Vrv$vc&+A^iitkIxMiQmP)U zTxDr`a=bdpCd_qQ}}FWm)3h2Etwi+I1ImjEM34Gyg(`MkzeXZ=n&C{m?F-qJ9oUG`JhtI z%llNPG5lC)vyq8vW;AqDEl_Q|{*WG9raV`{mUK3lf z$0#AO4FG7R-g}0c}+^=tZiYwL?bZr8lYS@fR1>SYf)0`*htj2-#EU%QAp zl{|ZmmhEDTB&?osLwlRExnWsKbmdQz(l+`;TI2sX5;yZBRd-03svH;XwwsH5Q`jXe zq|U^sS$ZeAFqw?dO|C(Ev*lJAW-j4a1jCl>8w3M*xcWn>mjNk;&9wHB`M-LU!49VQ zKQ5oGVnVQ&nBe*B@wL9}rTzfzwcwj!BHFNx!|@fSW5?%VD%T|5xE|Qz_YMVsr6|$d z)IV<)`>+fSE$mk~1U?5fI3k{0$)iCe*x_bF*h&WRI{Z#Ie3~F9D3!l#HToHHfdj%^ z#_F@~$B#A1cN^Hl&BkWS)VH9%dybwI>6vO!OYbEd0MoYFFVk01o`SkDDc$9%Pl%tK zon4wPK=7uUo=%jH0Yf9rwV6?REr~hne+QF8qJOKWJ1eaD-UkEW^^z8$67CB%rrqvX zHA-fJ5fYJg&V%D2AL+)09(QJd82=m9Iib*PGia8|KsP##Kjkp>xt+xqctO0=a0dE( zdfx5g#eGApkdBMN|Gi%ZG#QHPyGO2C2p6R25a6IYph^Zj8DY1nHYvdQ#%OUk$=jbq z+l4O8k(74pklF`qt@kS$ksu_@%_;@N09NPHDF`Kx;8T4C8r`erig&o+QJTN!n!`HLYZ<6Nu^D^HKtJ5kR=$Q2O5D^$i*gnxpF42u4!y8>$B4!JI!k3FH9s zr+-BHU$kL3c;R)$=%bF+iHf@-5d;`O9J!K;XBd}p^3y=B^NWcfVq@XO)i=L8-^=1u|2I$4o1)yUIbME!yh&txlgI|QQti>i|NsA< z-D~JcMHp-HSm-kHCF*}lKOL}urZ{TbFfD&jU**$wqO8T{Q=AFxCoDg4kgQR%0`a<{ zFhP+lM>nv`n^Rj)e-yJDsc)Fxau3P5Q?$C(avOR03-%=a2S=K;dc@z-D)XmajR9tk z!8<0K`eVo63?xb<8){6%UyEZdujC{XnY1zdW-0Og*6?w5 zkG3v9r?`BS7t^0?-RN);ok>TH?|9{x8>;RCHxcAd@k+H2n1&;_m664Vc~=`oIGXb` zbvv4~%+^&XovhpiGSHNS14CNcn5}m*04D=!EIEP7)0vJJn4mPXFs`ew`kM!8;o)t8 z-m&5)breci`e#m}?%z`%gdCX-(-`X$vbX2PPI!{dPK@&ShYBf>+!lFZnyQS{;VI2n+Q%)^L_2YzqMA$B=rd#V}r@YrMj)x88w*DuV zbimrTZ7xi$TL*KVV%)Shjuz}3Z0{aR=gu;0Hf6utW zBw%j)Zz*aaBJW}N=iRRgq@K~YGWo3v+j*GHTUovyAJXE*fcU=vC#q~XY|>Fqvz7C+ zc9Kz`!Un;|mIyV(0{nUe<6=eK{usnd2H6-+$0)}}nwo*ndx^|>%U%B<4oxUEvvI9G znB{|#g=ur@<+M!QJvwO&*E2dUGZ`~b2_H9m5*<}D%;Z`Lv6&PI5Ay@pf?jUKtpJlB zk8`~nDxWN!ay%we!v|}X%6k1^J+K{oR=G+4(5^JdNXH2Nj&i@KtT*KkwLpA(17rNB zb4<~-Yfa=A^FOEus#BUzQb7>iRNKcmC(F4!$$Sh^4(UvjQ;!7^L8xO z>n#=UAdISCJ%#jaUcy+DpI<&e4VHFwEzqqN+|lTmSeCQhtqa)VKY#Bs8$(ZrEZ#9_ z*cLN2|GxtrsOs6vv29A&Ey|!JIPk{+u&Y`z7CtWLO>+f%_#EfglfIM{H9P47O48SKEN~$@A%T^^!y$K)<3ZPK*9Zes|=5`d(!?t6}eyHg|SHx|Jtr}RWIO0I3 z*W>SVKDepi5a;Nyw*3J#N+m};Fy2<2*u)>1Z~v$x)h$6xVNCgk6OrXe0uosmD?VY3 z-yT|F1N?0Ys+o~30 z=C>*X%YI<_G)qAwBK2m`C6oA<9p#QR;9mzTE)4g%WqMS>PpR!I(p9m|63tan2azqo*J-4nem_r5h z^L!~+bR!`{_R$TKRLfM^vO|OZP)|KokW!JfMbxl#WIxNmfxi_C2r;n`9h&KX4T42Y z>^h@(6br`I8)b~nhhV1|@Mk$ubG<@6k=8nI#r6}^CMtti)myZg*O9t<@d7M`j8iqr znK+-2$RYW330TvSozJGp7lg%>I)BZg2C>l&0hD`_<%ZMJaB9~Yevv9v6*~z6qtj|>6$#A7iim91{2DF;-Ewm?<863&< z?Wd{bLo`x_RfvA8W(2_ewemC`h<$@Qq z8`N4d>tT9eK5VS>u7$*;0{I9UxRQuSl>tpl2tUhIJ>dUd(kPkw6}8HIdT2=z-JQmq zZ5Lbi(TP&h*Q6ij|5SGtUTt(;qeqHsf#Omqo)n4{x3*}IQX~X-C~n2wp~WG%wOD}w zNw6Y?;0{HKI|WLy;!bb+Jm3A^b?>+CA8@lWS(#*3R_4r^efIuso9DLWQb^xyXcEi> zN?w1E$&Pv@fC9D3CL!bF8|}M2BPEEx$WiomaJn_ZDNY3DUQIL~vdvns4qeh3lX^k4 zRFsP|#lOB^k|*wHsH?~W9#t~@;(g!wO4@_+6AXZkyS=t&*sgqVSYOnqqKwPi={_5x zSC*18ACvU0{Q5ff?AmQqInxN@d+ujKNZhd_=Ba+QN#WlKaCw_#@J|-|_3mLoz%gCw zfLk}HyzUCBXVQKn%QBH8I{)h}B8A^kLMgo&Eyuh5U0%gaA#+Qp@?jMslJhlcn?!!_ z`{#Zn^;H@fCHGC8z?yxw>OnR8D@oy8pl>CGr9y|fXXwWUQdP6(NKy@#U(&E_o%Ooz z+0W#rk5b1A$V~JE9%nG7TI1;x;>j^m14^FeS8gtFvFTA&4qwkqY^CttQL@427 zzeG`s<5;1Y1=^UK9q8lTYoKx8 zNsACvh}F!~K0ABV1V09zh4p~GX_rYY`)pLr&Z46-&p73GWb~ z1Weqi^k5RCfwAX(2+Y;QjjS+}NncBUP1?A$Z4Iuq zY>#SruCYkA19(WyX+w_7Ve4naBOelH}u)dT(!%ld5k{2UQLS@H7vXzVVW2 zE2dm|>vbyZ`%XvmQH;J>YEug$PE`zbxgTJ{L#$ihaPr5)x>5Dt0N$i%re1L#%h{`@JTo3gW4PZ`{eK}2d z%+e(|Fg0PUz{SoqYI>q{&7ii@Vlf6TQ|tEB*Olz$yy3n8H)l#??1_Zl2wm)%$?|9F z+S}iv$YDP|&s#msQwKK!TB&FJD{2Jcgl75i1c>8IZgV;1cGk9zkWAMc6txqzqE(b7}YV2cd64LL4jJoOlrfdyvn-3U=4sC#+m} z#KnwxQ2DFn!RC~P0y>IXSSlou=MhdckHsh5STTa~uk1t__I(c5?+BC8NnnfBPZ&tW zc}ZV-BFjof?8T1swNy4UYmFh|xoF8n4Vc@z?)i{WZPavqL1`xpPS5agZV&8j_RI-k z!s{CBsH^w<#9#B*c!2$@uznx_cwX~8hr(XDqtJGI?yAK)6(-O61J~ASdWGpWr+OLg zx?X+=x&YaC9=CZ|cSC1fkoShGRV>q|5R1{w6y8w%sH2i#9wT#+UubwH^=LH5`Jm7P z^&AZtbCt)2?FLlp6$GkZlMhM8$bK_dnfUzlYPE9^Q<5c2K_d&P64&^UzV*`=Pn@PU z*}%R+mU;3ps1;6YBuJ`r_s}3xf0WC4W~=UjwVE(FyIR|{Xyyi`4*IF;ctn=0pfEwI zslxbn&)4Z8(Xxm8G@7|t}V<;m;3DXlLukp)1f!AJGwH^W_4 z(HP)qhtG_zIgB(FjAWyjGgj<87(HRn-Xj9T2&J)(rLZzhLL-2Ym{Z4YMsa+SO<$jN zDdT`F0J;0+PDSg?NWeuB#Ew<9`RyCSlW$QNU@YxH0|_^?l2B4uT31uta|NfXor+?y zbuXMW*eNORZ~XoX{LjY?NhMR4UnByCx*rWDEotCwDGt6q6o5oDxs4w(e* z{=E0$M*Ek=zZ1~`UVQzEy>huCc^LS$z|7jn=od`Cmi$;t6DI^+$!vDh(|nVi;_t2X z&RxK~5&?Y5v({lgE1jP8 zd8pTFj)jAV8_nJ=8d)BfR#m1{m`uW{MItjF;S=3Y zJH+{RVnf=oWcQW<7lgw_@QHL_`C{JBQY+q0WZaAWFI~kcg^{D;#LL(uduxmSqy0!- z={nXBsF|{5&Uo{cmF;W1YNx45P0P=NT$NX1FVl{js0~PVxK!K8;W~7p&pNdFf6f? zo_y5&SnM^29y_y)8FT`c@;| zwuF&vpI6Fae2yx*N{8G7$h{WJr59zgiAqm;N;}E#8AjMm?jJ!qg<)8h$IS-2k@0CAKBvr0> zpgMzO)q@_lNzp5>Dvtd@xuB9g=!?kjU3D9-( zyuehtTRTZ3OR@eInkO0EH3)g}00z{PbV^xm@_9W}<_8{Y!zU-caMb=Sz@<9VrxIj9 z6-0-c{3Idul-J9k-jd+WX+=)*>&vw~;#NsD)S1cf#NAui;!Jn1iSb!|mOyYM{J3mR zGyzH)eL>THsn>qA@aH=Ce(Aj6es1M<%jG_NbF=C#)y-E*aFDe>0l+i~AE5H<^v;}P zde>~j?acv1Uuu30lC^9?H1ZfMA)`*WlE5M$)W#sY0bQl7%{@ZSGZntpNT0il?_Be` z(&6&t{3*=l{8$K;(R@hE?ExwMAut30h@3KG0VrQSH<72JtY|eU3n`flJsHfxR4vm> ze_89HS5T^P@QJnzL8NH8`tbGj2EP18wOTrDLu*4v$v2G7DeMx)?Ji6yblEXs{$t!T z$5QcKNG$7eYRV=?KK|I2e{b_g(A@B0FMk&Q?q)xe;Umk z3C+k(T7wqVFeMs;BA~J(ZEi5)$dvX!c)_;}?RP___kAq)Yc6-GvbSA-hF?M5ItOc< z`OPqk28`Pgs-#Hu*5)BUVx}7vjjDQ?UXLjUG_33%_GS0FYO%%-N^uC zSxOp(h}YU7`2m_@qZI-N7`?juYD`}kL(P-@WsW?RFaRzebel|~Jy+te6G8cuYd*5| zU#X3azT6A%-;3FO*~ZV@WK!J?&ThUsE>Ta9aykc|K37ORDR2Y_ghQFp?F+ICufF@5 zN-}wT#|H#w2W~(J&S!#8eihsuu-r|{{`new`#M;u@_CPh&?5psJMwD;lwUal%Is0cg9Rk!xakzX{=w{V3Om+c2{t^_1yALG15yURgxA}9J9&&ebf7*l`GNUGtt8zn%24SLHP&fAm{Xp)a6*Z)o1xP)N1~%{v6cdrVC~n z^L>{-?H`BLh5T^5zpGusGt^fZ*Cs6Ka0PZ{ZW6?0`CJ8C`pFCH%DOFEbWDeMj2GYz63@wJ@cBTI$3Pb*U20AF9 zZLJfTeB&uAr8bs`E`TI}0&_ko)>62lKdND(&@`>ka%m z0-Rj48U7GJ_l}r-h!v4C^9AGm5sx74nunnnxOY~Ko(>R-Iyb4`UscZlqA&Z`_n9RD zQV;Fo=n6fqboiGTT*TaA!$?P&-L|aWgUpZ{4XIoV!>Vr3XdjaQw_X;IUs7O*fx0%X z28fx`Fp#3ZY}sukz724!;0K4z_5F^pe(QJc7Z+4X$790rtXDaf(>z7VI0+%$Uw@yn#?+qi1K z4!EtHiN=*2>s*a%-{y19ejs7GFLn}ubXaE=!t z?EVm(GNlp=txpm<5YuSV_{BOiHkOPoKlf6h0^!HRLmA(!aWZO24HtfNYRCu(rGI+Z zf(IZ0PT}o!{_(qZ6GVYJLxG__f-MfM(_G$gOxL;5*dZ$d%|~8KTtkY*D*>)hh(2uE znhL>IoO9z&$B6#-73C4!A|GL2JAR) zo-p2rD~Jn{*1Z+JXqV0UbF*S6dZrgWUFdk7iYjQ6DXxVEHfD^1+aCYdnPa4#2(fIJ z$%+&EV^+Q(ln4&W)`^9pmqpfeDUp-QZ5EL>wI<>goEFxa?-);_Z2b^gH_bUNn~{>s zv35Rfb z2-L@T5fi`9N!xyBZVp7NtjIS?N_eRm=@0KU3{Wr>8+pvbl>#zFx*J%^Z4Txjy78*ZOm<}`TW@<#U2UCV5=8y(2BLkVV3&pLLhm()z z#7sipo|bR7xJ>8Z_8N2NAlK4=pY2(06%}?uYhUStk;q%{P*C64>r{Is4S}=_CZZtIxlu;K)kjO)J8a`Gd43hj4EdVh?EemgaC^_#vTXooxQ)65M78!&3}xR zgT2O0!#FqG=0ohk-e4cLZ>?wbPyKYsOiqVM^dh0^tP5cyD!B4B>hH1%qnLcS$0Knt zCm&~DjV}J9)jp28Q+nD4c5RpZxW?M84Du!`m1W(Hf%h)sv@8j zaq#1|hhQ0t|7gl=ydAr&deTxru!SV^>a)i~0aycqdoYRk$fCUA0|QVvc~_M1s7XM! z;IhMezJ-D40rVsra7G=If}{B6IV79jYWEA932`LX`1fhCeu>YX8Ej!H?-~Rp>()ny zM1%wlmR+|7?KV*Us11HQ30c{Iw(_=ec@qa6;Y$1Fl~Pt%#i!n$AHaS`SJ9y(zA-Xp z*_Mk04G3a#V;fRl!0g+lsE2Rn?$mP$WWr;H@!kZHBujS8oRB%eekAKTCXFf{zPp@# zKgL1FxQb7H5|78_YN9_*gAVTbpQpNSX+7udJn4L;L2CHvx2LHXcp9?@bcK7XUnNXL zfRd5J8?at~!dRqA#7G&KDl|BsxBOA^kh66|C=h{k{j$Wo_7m~$m*=Mu_x$aZWQPws zCa@p-lc|_BSEzD{5(%Z>sq+YDQ>LH&wqA5=MRZq}A5YnI_}eV%d(d6v zKrzP$c^#tjpQ=83V-XD;8ZjC^gu_N(8`+DBfsqH$6GrMgT6pfBcY}MU%(S!F0Lkx2 zZzVjcN{RT4`H}BU1b><$dw4v67sgQbTn7Em%A4W^a2)wv5KKrx*7c9Zp6 zp2)Y#PUBJGV}mWcKY|Dl6xiuk25e^I&MrVTMbbv!q{ITyX+W-Udyd#1O|8zS%y@-M z9}cneDq%;W(y#9)-?i4G!?yBHCCHmX60h7r8v(IxR>{u#__YBW^*_BvjJ98^~; zT)AXa(S7SA7SvDUD&PN`veL|MCDPnm$V?XZaO&>&Gqgl1|94BlegBUXMoid_k7=|o z=;u)?QNbU;S{r`SY^`OVJUYYKs!ytA_978)6<8tF1v6OCee1B98XawY?hO3h$t3s6 zEO}KYho+{tEK&a|fw7^kwcyLGRFxDuIxPp!%RCV9{L_-=S7Ey6s;=reZ)V7ms5E#k z1S&Re12r1*SP#j>&v3K)rdEszNpHVH%w0C~*ZUc7J@aZ6Xcp8|~J1ExCBfqe2DVbs2j ze{7xH!>_%j$o5Sw%3w3MnT44Xz4kxh{ng{j(f+I;C6v9g_-l+U#W1KDw7_TN zW3;GOvIelxeOzm5yOGYr@!GA&7TeTEuS8tc3Abs(4({tS(*;#qJPJmxxAD zlSDZlBTvnfpKh^{K)7BBuP(cz@hAzT$>0%(6>@@!4@e`h8f|yQ%5c$xAc zgU!T;d+wx&cPJdYKAbg6v#WR&cLpTOBgjnIj7k^ElnDTMbZE`-3A*UdImLge!aE;R@~&gvx?9aKVgVe^ z6cy5b5vFY9MP(oDX5T=Xg^5a~nc+XG#-WeILkH-#%gO;gzJse&y*%22+Vf;?W*hY+ z{?k7!ZlyTP^xDGYvM4G(I$rVee4%{Xs32gPK8VWI|I9i|`$GO|mD-CTI93#!kV z+AGqO*m(wCBnd{=@?_J>Jwmz$_NLu2nYStHzS--x*d%u(^;l2r1f_2ItbKPkHDsBL zu|9e@bNe12P!R2petGvFJ!4-lj4ToAE_uq=O910$_|UOmuUh*K4Rz`_d2Ww3bW1w)n&A>uVVIs5?y)x`u=i7fn}S7-9$PbPQ_cTUrbK>WDbx zAUZ~rCSrVOBOr$OK{(LK1LnBk@~#`gfihkJ9baD~GVvq(9^z+g80o}@VUQu+;t6cX zz`(J_UAzw6DQQbIG*X8FfMC6feJe^uEU7ZWyU5JH_yWn8Q`g$ELG-L-qpLV~FtJt} z8X!a78k)1CT$_fcrqjz4$`g9S;vS*I=kVU&q0{3HKUy}`yD$R6MPpSqI{EK!|J;5+ zcarxHKH6-*Te*|H@@H!Nb96CpdOtvKZoRV40SkD+24gRuyoiUw`ZU8D;~gV%pNo1u zp-H$1rI|FWlrtEVy1Z*Xlyn0XN>G=(4?#qWc$p50HSi$(H)>x}?}KQ$phhfyYihz;(USS@iAd26 z4&Kz+)Ps$#2cT(q5j6g}ulJY6bR(JO6`;C!t!y{ep2C7P`1IFG4p?vXpg3i~M2T?^3W-k%?FY6HkC zPMeT?OVtljdxQs;YY(a4T;*gj^sZnnLIbwVT2qYo0=6X4?XPWVXGt%MbSgUAM}8mG z(gAtjPk2=KQ};|F;ip3WgVap+{Qc5XaZCj(jFO)~l5V{^RYVJDUfOA>OkOe8 z{`C`NgGE&Vq$8VRjib2UcD)DGUHK$CIjV zY|Wh0PvsJ3)Ap+p!+kb08h9dR&2D(ki4)9LaBNam9mrE4yDO%UCN(=OXyBAcy0X&G z;6?c{DLR?Mj5~=VQJ?VB6nzX7X4G6`E@G-;8NG08#)gMPodQvtXSQ{yA8K!H5`;K3 zipE`rAh9|9_?3Ksu5kBxFo~9d;_8B|Yp0iW^~Z2z_|^bg*D} z4@N^GDG0_g7iDvHOiv?xVzi84kQeSAISB2SuoQg!jQKoOl7yre*R?p@NbTq3cGw^3!l?1Ws9Y`LU$|!#tJ?5sZ>o`f?hDV5ve{9mT8y>eHXJ36 zg*NslpgQjCh%aYdwgptjo!_Qzj!Hbvh%+@d)K{~Eqj28ry^R+2v$CnWadc&xGfSO& z-*L_>XBTNzI~A#_@S{dMSm*(GI(*a*bwsW&@+n`0qh(miCiZA19(oCqH3eq~wlL%- zTFWb*gz?)Nqtk9jxZ$w&S`h73N}siV;G4A1vV;IKQqo@LZ+m-=C4z5*b>9C^7_~wP zrsiAfD4)x@;%`lmtXZjuYK^a$WgW6Ai!LGgoSe#0&{7nq{r>zFLEA4GTt2&!Cp?uq z7UpLbcKg4Veyov+@h#r@(hvEi(QbUHU%>B}pRm3|`4hKL_k9>m1ziV)DkLY;e&d!20Cm25^Tg1lh}$y{#=eZ}fUg_R46#9lBA=x#V5amc&0<3)jb zgd`oDN?Y;LkkBfFt2&P9Y*@8bc&JaC6fqd|BJoE@wI_8W2jD452hTCz208+m;8R|LUPHe1@+y4Fi^KRi~|?3=u}XsS3~ zZAZ7*wm4XqB_}RpW}|Vsb?F1S7b!!En8lqE`}ezUk5#)Cjy5hRXJE8+W7-EU7z5G| z((*z|1ZrHAUWLlLxsS~ourdO5ibEkhCXxW#=>5+*hs2YUcOfv^R$-SK6PA6QP~hvj zi}KxFPR7G7Z%pVi3B-b{|DJV1c!+b`*^SeOCt8UpVmL$;qRv}Drx17Lji{wakb{n<`u=?dz6^XlFIr-}z`atuyKs3dCF?#gap)Hrks`B%4cSrVrJF@Hu4V+Z7Qq2bR83DU`Vb` zS@pkzKbO9{erx$qgpw?-;$6gMcRi>y&Fo|U=3^zQHYt0~OQ8?{Qv`G=0lxN0oE#{c z%a0GjZceRCDeH5hIEK(8&`{SOo`$l5D0aP!derifzHQ5D4n|d?bGZnUojg2#YhB~3 zkv)L1HFy&1$G7v{@vxm<_SSsy)VWhghABHATP}j*!DRK6`5@emCIHjGY3A)k*Wlhk z^Wqbs>N)2a?BgnQX+0IO)|Md^F#Av@%^P6w0=H%2>C1l0X=i`+8;bA-qe~@C`Kag@`Zc@55-0LjuHQB~#^Zg|K)l%L4x9Ql} zPYO>Bh7SBj59y~L{)20gH4niR|1pN{fVKckjGqSVDn=t`73Dvq$nCs`N8 zL(X*Sk0hfHJ^Ly8#Mf0ibYdD2dje`XHqPXLNXOowiW_r_Kc14<%$d0)W1~mET=wL; zP533^ZveHmLM|A(Ysj<0B3bZ3)e5i{aUY1deM$Nf|02#Ri&T_o$3`F= z62%3~+rP{mB5tiD?BRXijZiJq&kU~p+VJ>{y(3wW1!F|Xf@4f`L7(e{d#mt-z=thf zzOeV2#Jv6Dr0CNdUFLu?KlAk!!!yXa-d1Uu=|cRxjZ67tSGO8OydNKMLvLO({~uds zOqU@4T|TXFC1$00#5ic}7jH}Bn{O_<{0V+$Z=^)261;ZjM{-Dbsvdf+ z>v@bvK|q=D{x!XrfW+klL$tSz-xd`Z<ZM$#n;^rE7d^dm-1~k zwgeKBJkgCQ3Y9QIvdnYR#u=>{QUzVjLd9Ws+8i}^Sij@H0-yn!Q-bTH#INuUCr$hU6J!yDB?$Za+D$B#Sg*f&pSc& z|B0%&f#{#klZjA!<_vMHT%9Nh1hav$dR1<_i~HEF_RIWtvwH?ItyvzX)^pcf=R)?v zmd0JO1!@dn#3REcjczcF@h_8&#@4T6sJJ8sIV2}Nc;UzM-$`}-j+Ctj93&xmc$B&B zymT+9GgWLr<8H;xR()S8r4oH+V4ekNE_s#u)?_+D@Bo|7#pV;5fIlw}aNg3U-koXi z`-YsVVI`uBK2tH8Q&OE92@yuQZ&VeBw-h{1ZQfba(DSg2(WR$YgT! zA4b!fXK}fkE{2iv+Ef$gLX)RRU%#t&&OI{i6b5rK)lN3={Bcqn%%=7DtE5*JEI;iQ zn@z8MP@m5=mu>hMTix+U#QCBgTh;4VBP;duch4z1z+0RwN24P_CYd+6;R@I^7bJ}Q z1$3$nPwH_+=Pts+Nw}Z=bY$;B57U{!(;uNTqR!O@JIVmcc%%7k8(G-X(e#@AK)zjX z9mc*y*W!0JY1byM+@?mWszMo>7hNYFF@NQ=(j#!fAliGf@{bGUyZ!y_o6hDlCr~Ew>y)TS~M#lgA23xY?<4(}ON3c)eqa%y{ eKmGC3KNwCFub8lXRaP<34;2Ls`RbQuVgC!Zb>_za diff --git a/notebooks/T8 - Monte-Carlo & ensembles.ipynb b/notebooks/T8 - Monte-Carlo & ensembles.ipynb index 33df18c..2f4f65b 100644 --- a/notebooks/T8 - Monte-Carlo & ensembles.ipynb +++ b/notebooks/T8 - Monte-Carlo & ensembles.ipynb @@ -25,6 +25,7 @@ "import scipy.stats as ss\n", "import numpy.random as rnd\n", "import matplotlib.pyplot as plt\n", + "from scipy.stats import gaussian_kde\n", "plt.ion();" ] }, @@ -48,11 +49,12 @@ "Instead of computing the full (gridvalues, or parameters, of the) posterior distributions,\n", "we instead try to generate ensembles from them.\n", "An ensemble is an *iid* sample. I.e. a set of \"members\" (\"particles\", \"realizations\", or \"sample points\") that have been drawn (\"sampled\") independently from the same distribution. With the EnKF, these assumptions are generally tenuous, but pragmatic.\n", - "Ensembles can be used to characterize uncertainty: either by reconstructing (estimating) the distribution from which it is assumed drawn, or by directly computing *statistics* thereof, such as the mean, median, variance, covariance, skewness, confidence intervals, etc (any function of the ensemble can be seen as a \"statistic\"). This is illustrated by the code below.\n", "$\n", "% ######################################## Loading TeX (MathJax)... Please wait ########################################\n", "\\newcommand{\\Reals}{\\mathbb{R}} \\newcommand{\\Expect}[0]{\\mathbb{E}} \\newcommand{\\NormDist}{\\mathcal{N}} \\newcommand{\\DynMod}[0]{\\mathscr{M}} \\newcommand{\\ObsMod}[0]{\\mathscr{H}} \\newcommand{\\mat}[1]{{\\mathbf{{#1}}}} \\newcommand{\\bvec}[1]{{\\mathbf{#1}}} \\newcommand{\\trsign}{{\\mathsf{T}}} \\newcommand{\\tr}{^{\\trsign}} \\newcommand{\\ceq}[0]{\\mathrel{≔}} \\newcommand{\\xDim}[0]{D} \\newcommand{\\supa}[0]{^\\text{a}} \\newcommand{\\supf}[0]{^\\text{f}} \\newcommand{\\I}[0]{\\mat{I}} \\newcommand{\\K}[0]{\\mat{K}} \\newcommand{\\bP}[0]{\\mat{P}} \\newcommand{\\bH}[0]{\\mat{H}} \\newcommand{\\bF}[0]{\\mat{F}} \\newcommand{\\R}[0]{\\mat{R}} \\newcommand{\\Q}[0]{\\mat{Q}} \\newcommand{\\B}[0]{\\mat{B}} \\newcommand{\\C}[0]{\\mat{C}} \\newcommand{\\Ri}[0]{\\R^{-1}} \\newcommand{\\Bi}[0]{\\B^{-1}} \\newcommand{\\X}[0]{\\mat{X}} \\newcommand{\\A}[0]{\\mat{A}} \\newcommand{\\Y}[0]{\\mat{Y}} \\newcommand{\\E}[0]{\\mat{E}} \\newcommand{\\U}[0]{\\mat{U}} \\newcommand{\\V}[0]{\\mat{V}} \\newcommand{\\x}[0]{\\bvec{x}} \\newcommand{\\y}[0]{\\bvec{y}} \\newcommand{\\z}[0]{\\bvec{z}} \\newcommand{\\q}[0]{\\bvec{q}} \\newcommand{\\br}[0]{\\bvec{r}} \\newcommand{\\bb}[0]{\\bvec{b}} \\newcommand{\\bx}[0]{\\bvec{\\bar{x}}} \\newcommand{\\by}[0]{\\bvec{\\bar{y}}} \\newcommand{\\barB}[0]{\\mat{\\bar{B}}} \\newcommand{\\barP}[0]{\\mat{\\bar{P}}} \\newcommand{\\barC}[0]{\\mat{\\bar{C}}} \\newcommand{\\barK}[0]{\\mat{\\bar{K}}} \\newcommand{\\D}[0]{\\mat{D}} \\newcommand{\\Dobs}[0]{\\mat{D}_{\\text{obs}}} \\newcommand{\\Dmod}[0]{\\mat{D}_{\\text{obs}}} \\newcommand{\\ones}[0]{\\bvec{1}} \\newcommand{\\AN}[0]{\\big( \\I_N - \\ones \\ones\\tr / N \\big)}\n", - "$" + "$\n", + "\n", + "Ensembles can be used to characterize uncertainty: either by using it to compute (estimate) *statistics* thereof, such as the mean, median, variance, covariance, skewness, confidence intervals, etc (any function of the ensemble can be seen as a \"statistic\"), or by using it to reconstruct the distribution/density from which it is sampled. The latter is illustrated by the plot below. Take a moment to digest its code, and then answer the following exercises." ] }, { @@ -64,19 +66,21 @@ "source": [ "mu = 0\n", "sigma2 = 25\n", + "N = 80\n", "\n", - "@interact(seed=(1, 10), nbins=(2, 100), log_bw=(-2.0, 1))\n", - "def pdf_reconstructions(seed=1, nbins=10, log_bw=0.): \n", + "@interact( seed=(1, 10), nbins=(2, 60), bw=(0.1, 1))\n", + "def pdf_reconstructions(seed=5, nbins=10, bw=.3):\n", " rnd.seed(seed)\n", - " E = mu + np.sqrt(sigma2)*rnd.randn(100)\n", + " E = mu + np.sqrt(sigma2)*rnd.randn(N)\n", "\n", - " # Plot\n", " fig, ax = plt.subplots()\n", - " ax.plot(grid1d, pdf_G1(grid1d, mu, sigma2), label=\"True\");\n", - " ax.plot(E, np.zeros(len(E)), '|k', ms=100, mew=.4)\n", - " ax.hist(E, density=1, bins=nbins, alpha=.7, label=\"Histogram\")\n", - " ax.plot(grid1d, pdf_G1(grid1d, np.mean(E), np.var(E)), label=\"Parametric\")\n", - " ax.legend();" + " ax.plot(grid1d, pdf_G1(grid1d, mu, sigma2), lw=5, label=\"True\")\n", + " ax.plot(E, np.zeros(N), '|k', ms=100, mew=.4, label=\"_raw ens\")\n", + " ax.hist(E, nbins, density=1, alpha=.7, color=\"C5\", label=\"Histogram\")\n", + " ax.plot(grid1d, pdf_G1(grid1d, np.mean(E), np.var(E)), lw=5, label=\"Parametric\")\n", + " ax.plot(grid1d, gaussian_kde(E.ravel(), bw**2).evaluate(grid1d), lw=5, label=\"KDE\")\n", + " ax.legend()\n", + " plt.show()" ] }, { @@ -84,29 +88,14 @@ "id": "972fc3c6", "metadata": {}, "source": [ - "The plot demonstrates that the true distribution can be represented by a sample thereof (since we can almost reconstruct the Gaussian distribution by estimating the moments from the sample). However, there are other ways to reconstruct (estimate) a distribution from a sample. For example: a histogram.\n", - "\n", - "**Exc -- A matter of taste?:** Which approximation to the true pdf looks better: Histogram or the parametric?\n", - "Does one approximation actually start with more information? The EnKF takes advantage of this." - ] - }, - { - "cell_type": "markdown", - "id": "7220d32a", - "metadata": {}, - "source": [ - "#### Exc -- KDE\n", - "Use the method of `gaussian_kde` from `scipy.stats` to make another density reconstruction and add it to the plot it above. Explain how this method \"bridges\" the histogram and the parametric methods (i.e. how to configure it to recover one and then the other)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cb61ecd4", - "metadata": {}, - "outputs": [], - "source": [ - "# show_answer(\"KDE\")" + "**Exc -- A matter of taste?:**\n", + "- Which approximation to the true pdf looks better?\n", + "- Which approximation starts with more information? \n", + " What is the downside of making such assumptions?\n", + "- What value of `bw` causes the \"KDE\" method to most closely\n", + " reproduce/recover the \"Parametric\" method?\n", + " What about the \"Histogram\" method? \n", + " *PS: we might say that the KDE method \"bridges\" the other two.*." ] }, { @@ -114,36 +103,21 @@ "id": "4ba33d56", "metadata": {}, "source": [ - "Being able to sample a Gaussian distribution is a building block of the EnKF.\n", - "In the previous example, we generated samples from a Gaussian distribution using the `randn` function.\n", - "However, that was just for a scalar (univariate) case. We need to be able to sample a multivariate Gaussian distribution. That is the objective of the following exercise." - ] - }, - { - "cell_type": "markdown", - "id": "577dc590", - "metadata": {}, - "source": [ + "Being able to sample a multivariate Gaussian distribution is a building block of the EnKF.\n", + "That is the objective of the following exercise.\n", + "\n", "**Exc -- Multivariate Gaussian sampling:**\n", "Suppose $\\z$ is a standard Gaussian,\n", "i.e. $p(\\z) = \\mathcal{N}(\\z \\mid \\bvec{0},\\I_{\\xDim})$,\n", "where $\\I_{\\xDim}$ is the $\\xDim$-dimensional identity matrix. \n", "Let $\\x = \\mat{L}\\z + \\mu$.\n", "\n", - " * (a). Refer to the exercise on [change of variables](T2%20-%20Gaussian%20distribution.ipynb#Exc-(optional)----Probability-and-Change-of-variables) to show that $p(\\x) = \\mathcal{N}(\\x \\mid \\mu, \\mat{C})$, where $\\mat{C} = \\mat{L}^{}\\mat{L}^T$.\n", - " * (b). Consider the above definition of $\\x$ and the code below.\n", - " Complete it so as to generate a random realization of $\\x$. \n", - " Hint: matrix-vector multiplication can be done using the symbol `@`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2b362346", - "metadata": {}, - "outputs": [], - "source": [ - "# show_answer('Gaussian sampling', 'b')" + " * (a -- optional). Refer to the exercise on [change of variables](T2%20-%20Gaussian%20distribution.ipynb#Exc-(optional)----Probability-and-Change-of-variables) to show that $p(\\x) = \\mathcal{N}(\\x \\mid \\mu, \\mat{C})$, where $\\mat{C} = \\mat{L}^{}\\mat{L}^T$.\n", + " * (b). The code below samples $N = 100$ realizations of $\\x$\n", + " and collects them in an ${\\xDim}$-by-$N$ \"ensemble matrix\" $\\E$.\n", + " But `for` loops are slow in plain Python (and Matlab).\n", + " Replace it with something akin to `E = mu + L@Z`.\n", + " *Hint: this code snippet fails because it's trying to add a vector to a matrix.*" ] }, { @@ -153,78 +127,44 @@ "metadata": {}, "outputs": [], "source": [ - "xDim = 3\n", - "mu = 10*np.ones(xDim)\n", - "C = np.diag(1+np.arange(xDim))\n", - "L = np.linalg.cholesky(C) # sqrtm\n", - "print(\"True mean and cov:\")\n", - "print(mu)\n", - "print(C)\n", + "mu = np.array([1, 100, 5])\n", + "xDim = len(mu)\n", + "L = np.diag(1+np.arange(xDim))\n", + "C = L @ L.T\n", + "Z = rnd.randn(xDim, N)\n", "\n", - "### INSERT ANSWER (b) ###" - ] - }, - { - "cell_type": "markdown", - "id": "61931fe7", - "metadata": {}, - "source": [ - " * (c). In the code cell below, sample $N = 100$ realizations of $\\x$\n", - " and collect them in an ${\\xDim}$-by-$N$ \"ensemble matrix\" $\\E$.\n", - " Try to avoid the use of `for` loops.\n", - " *Hint: adding the mean vector to a matrix is a bit tricky due to the chosen orientation of $\\E$.*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "216ca0d0", - "metadata": {}, - "outputs": [], - "source": [ - "# show_answer('Gaussian sampling', 'c')" + "# Using a loop (\"slow\")\n", + "E = np.zeros((xDim, N))\n", + "for n in range(N):\n", + " E[:, n] = mu + L@Z[:, n]\n", + "\n", + "# Comparison to true values\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2)\n", + "kws = dict(vmin=C.min(), vmax=C.max(), cmap=\"Blues\")\n", + "cc = ax1.matshow(C, **kws)\n", + "cc = ax2.matshow(np.cov(E), **kws)\n", + "fig.colorbar(cc, ax=(ax1, ax2), orientation='horizontal')\n", + "with np.printoptions(precision=1):\n", + " print(\"Estimated mean =\", np.mean(E, axis=1))" ] }, { "cell_type": "code", "execution_count": null, - "id": "d48f1aa7", + "id": "fae3cf5b", "metadata": {}, "outputs": [], "source": [ - "N = 100 # ensemble size\n", - "\n", - "E = np.zeros((xDim, N))\n", - "\n", - "### INSERT ANSWER (c) ###\n", - "\n", - "# Inspect the sample mean and covariance and compare to true values\n", - "x_bar = np.mean(E, axis=1)\n", - "C_bar = np.cov(E)\n", - "with np.printoptions(precision=1):\n", - " print(\"Estimated mean:\")\n", - " print(x_bar)\n", - " print(\"Estimated covariance:\")\n", - " print(C_bar)\n", - "plt.matshow(C_bar, cmap=\"Blues\"); plt.colorbar();" + "# show_answer('Gaussian sampling', 'b')" ] }, { "cell_type": "markdown", - "id": "f340a240", + "id": "f6c91f60", "metadata": {}, "source": [ - "**Exc (optional) -- Sampling error:** How erroneous are the ensemble estimates on average?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2816182f", - "metadata": {}, - "outputs": [], - "source": [ - "# show_answer('Average sampling error')" + "Note that the estimates are not exact. \n", + "They contain some amount of random error, a.k.a. ***sampling error***." ] }, { @@ -251,14 +191,16 @@ "def estimate_mean_and_cov(E):\n", " xDim, N = E.shape\n", "\n", - " ### INSERT ANSWER ###\n", + " ### FIX THIS ###\n", + " x_bar = np.zeros(xDim)\n", + " C_bar = np.zeros((xDim, xDim))\n", "\n", " return x_bar, C_bar\n", "\n", "x_bar, C_bar = estimate_mean_and_cov(E)\n", "with np.printoptions(precision=1):\n", - " print(x_bar)\n", - " print(C_bar)" + " print(\"Mean =\", x_bar)\n", + " print(\"Covar =\", C_bar, sep=\"\\n\")" ] }, { @@ -268,7 +210,7 @@ "metadata": {}, "outputs": [], "source": [ - "# show_answer('ensemble moments')" + "# show_answer('ensemble moments, loop')" ] }, { @@ -289,14 +231,27 @@ "# show_answer('Why (N-1)')" ] }, + { + "cell_type": "markdown", + "id": "b541c271", + "metadata": {}, + "source": [ + "It can be shown that the above estimators are ***consistent and unbiased***.\n", + "Thus, if we let $N \\rightarrow \\infty$, their sampling error will vanish (\"almost surely\"),\n", + "and we therefor say that our estimators are *consistent*.\n", + "Meanwhile, if we repeat the estimation experiment many times (but use a fixed, finite $N$),\n", + "then the average of sampling errors will also vanish, since our estimators are also *unbiased*.\n", + "Under relatively mild assumptions, the [absence of bias implies concistency](https://en.wikipedia.org/wiki/Consistent_estimator#Bias_versus_consistency)." + ] + }, { "cell_type": "markdown", "id": "279989f1", "metadata": {}, "source": [ - "The following computes many $\\barC$ and $1/\\barC$ estimated with a given ensemble size.\n", - "Note that the values of the true variance being used is 1, as is its inverse.\n", - "The histograms of the estimates is plotted, along with vertical lines displaying their mean values." + "The following computes a large number ($K$) of $\\barC$ and $1/\\barC$, estimated with a given ensemble size ($N$).\n", + "Note that the true variance is $C = 1$.\n", + "The histograms of the estimates is plotted, along with vertical lines displaying the mean values." ] }, { @@ -306,16 +261,18 @@ "metadata": {}, "outputs": [], "source": [ - "@interact(N=(2, 30))\n", + "K = 10000\n", + "@interact(N=(2, 30), bottom=True)\n", "def var_and_precision_estimates(N=4):\n", - " E = rnd.randn(10000, N)\n", + " E = rnd.randn(K, N)\n", " estims = np.var(E, ddof=1, axis=-1)\n", " bins = np.linspace(0, 6, 40)\n", " plt.figure()\n", - " plt.hist(estims, bins, alpha=.6, );\n", - " plt.hist(1/estims, bins, alpha=.6);\n", - " plt.axvline(np.mean(estims), color=\"C0\")\n", - " plt.axvline(np.mean(1/estims), color=\"C1\")\n", + " plt.hist(estims, bins, alpha=.6, density=1)\n", + " plt.hist(1/estims, bins, alpha=.6, density=1)\n", + " plt.axvline(np.mean(estims), color=\"C0\", label=\"C\")\n", + " plt.axvline(np.mean(1/estims), color=\"C1\", label=\"1/C\")\n", + " plt.legend()\n", " plt.show()" ] }, @@ -325,10 +282,13 @@ "metadata": {}, "source": [ "**Exc -- There's bias, and then there's bias:**\n", - "- Is $1/\\barC$ an unbiased estimate of the true precision (i.e. the reciprocal of the variance, i.e. $1$)?\n", - "- What, roughly, is the dependence of the mean values (vertical lines) on the ensemble size?\n", - " What do they tend to as $N$ goes to $0$? What about $+\\infty$ ?\n", - "- What are the theoretical distributions of $\\barC$ and $1/\\barC$ ?" + "- Note that $1/\\barC$ does not appear to be an unbiased estimate of $1/C = 1$. \n", + " Explain this by referring to a well-known property of the expectation, $\\Expect$. \n", + " In view of this, consider the role and utility of \"unbiasedness\" in estimation.\n", + "- What, roughly, is the dependence of the mean values (vertical lines) on the ensemble size? \n", + " What do they tend to as $N$ goes to $0$? \n", + " What about $+\\infty$ ?\n", + "- Optional: What are the theoretical distributions of $\\barC$ and $1/\\barC$ ?" ] }, { @@ -341,6 +301,29 @@ "# show_answer('variance estimate statistics')" ] }, + { + "cell_type": "markdown", + "id": "e5cc312d", + "metadata": {}, + "source": [ + "**Exc (optional) -- Error notions:**\n", + " * (a). What's the difference between error and residual?\n", + " * (b). What's the difference between error and bias?\n", + " * (c). Show that `\"mean-square-error\" (RMSE^2) = Bias^2 + Var`. \n", + " *Hint: Let $e = \\hat{\\theta} - \\theta$ be the random \"error\" referred to above.\n", + " Express each term using the expectation $\\Expect$.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4417a07b", + "metadata": {}, + "outputs": [], + "source": [ + "# show_answer('errors')" + ] + }, { "cell_type": "markdown", "id": "e35f757e", @@ -350,10 +333,11 @@ "This is eminently possible with computations of ensemble moments. \n", "Let $\\X \\ceq\n", "\\begin{bmatrix}\n", - "\t\t\\x_1 -\\bx, & \\ldots & \\x_n -\\bx, & \\ldots & \\x_N -\\bx\n", + "\t\t\\x_1 -\\bx, & \\ldots & \\x_N -\\bx\n", "\t\\end{bmatrix} \\,.$\n", - " * (a). Show that $\\X = \\E \\AN$, where $\\ones$ is the column vector of length $N$ with all elements equal to $1$.\n", - " Hint: consider column $n$ of $\\X$.\n", + " * (a). Show that $\\X = \\E \\AN$, where $\\ones$ is the column vector of length $N$ with all elements equal to $1$. \n", + " *Hint: consider column $n$ of $\\X$.* \n", + " *PS: it can be shown that $\\ones \\ones\\tr / N$ and its complement is a \"projection matrix\".*\n", " * (b). Show that $\\barC = \\X \\X^T /(N-1)$.\n", " * (c). Code up this, latest, formula for $\\barC$ and insert it in `estimate_mean_and_cov(E)`" ] @@ -409,27 +393,6 @@ "# show_answer('estimate cross')" ] }, - { - "cell_type": "markdown", - "id": "dfa0e2c4", - "metadata": {}, - "source": [ - "**Exc (optional) -- Error notions:**\n", - " * (a). What's the difference between error residual?\n", - " * (b). What's the difference between error and bias?\n", - " * (c). Show `MSE = RMSE^2 = Bias^2 + Var`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "51ec72d9", - "metadata": {}, - "outputs": [], - "source": [ - "# show_answer('errors')" - ] - }, { "cell_type": "markdown", "id": "75527f06", diff --git a/notebooks/resources/answers.py b/notebooks/resources/answers.py index 4d10d19..cd5e463 100644 --- a/notebooks/resources/answers.py +++ b/notebooks/resources/answers.py @@ -1025,26 +1025,19 @@ def setup_typeset(): TODO '''] answers['Gaussian sampling b'] = ['MD', r''' - z = rnd.randn(xDim, 1) - x = mu + L @ z -'''] - -answers['Gaussian sampling c'] = ['MD', r''' - E = mu[:, None] + L @ rnd.randn(xDim, N) - # Alternatives: - # E = np.random.multivariate_normal(mu, C, N).T - # E = ( mu + rnd.randn(N, xDim) @ L.T ).T -'''] -answers['Average sampling error'] = ['MD', r''' -Procedure: + # Different versions + # -- You only really need to understand one of the first ones + E = mu[:, None] + L@Z # broadcasting with a 2d mu + E = np.atleast_2d(mu).T + L@Z # broadcasting with a 2d mu + E = (mu + (L@Z).T).T # broadcasting with 1d mu + E = np.tile(mu, (N, 1)).T + L@Z # no broadcasting + E = np.outer(mu, np.ones(N)) + L@Z # like in Matlab + E = np.random.multivariate_normal(mu, C, N).T - 1. Repeat the experiment many times. - 2. Compute the average error ("bias") of $\bx$. Verify that it converges to 0 as $N$ is increased. - 3. Compute the average *squared* error. Verify that it is approximately $\text{diag}(\mat{C})/N$. '''] -answers['ensemble moments'] = ['MD', r''' +answers['ensemble moments, loop'] = ['MD', r''' x_bar = np.sum(E, axis=1)/N C_bar = np.zeros((xDim, xDim)) for n in range(N): @@ -1065,11 +1058,11 @@ def setup_typeset(): '''] answers['variance estimate statistics'] = ['MD', r''' - * Visibly, the expected value (mean) of $1/\barB$ is not $1$, - so $1/\barB$ is not unbiased. This is to be expected, + * Visibly, the expected value (mean) of $1/\barC$ is not $1$, + so $1/\barC$ is not unbiased. This is to be expected, since taking the reciprocal is a *nonlinear* operation. - * The mean of $\barB$ is $1$ for any ensemble size. - * The mean of $1/\barB$ is infinite for $ N=2 $, + * The mean of $\barC$ is $1$ for any ensemble size. + * The mean of $1/\barC$ is infinite for $ N=2 $, and decreases monotonically as $ N $ increases, tending to $1$ as $ N $ tends to $+\infty$. @@ -1083,7 +1076,7 @@ def setup_typeset(): * (b). Show that element $(i, j)$ of the matrix product $\X^{} \Y^T$ equals element $(i, j)$ of the sum of the outer product of their columns: $\sum_n \x_n \y_n^T$. - Put this in the context of $\barB$. + Put this in the context of $\barC$. * (c). Use the following code: ... diff --git a/notebooks/scripts/T8 - Monte-Carlo & ensembles.py b/notebooks/scripts/T8 - Monte-Carlo & ensembles.py index e4c9a34..caf2626 100644 --- a/notebooks/scripts/T8 - Monte-Carlo & ensembles.py +++ b/notebooks/scripts/T8 - Monte-Carlo & ensembles.py @@ -23,6 +23,7 @@ import scipy.stats as ss import numpy.random as rnd import matplotlib.pyplot as plt +from scipy.stats import gaussian_kde plt.ion(); (pdf_G1, grid1d) = import_from_nb("T2", ("pdf_G1", "grid1d")) @@ -32,108 +33,89 @@ # Instead of computing the full (gridvalues, or parameters, of the) posterior distributions, # we instead try to generate ensembles from them. # An ensemble is an *iid* sample. I.e. a set of "members" ("particles", "realizations", or "sample points") that have been drawn ("sampled") independently from the same distribution. With the EnKF, these assumptions are generally tenuous, but pragmatic. -# Ensembles can be used to characterize uncertainty: either by reconstructing (estimating) the distribution from which it is assumed drawn, or by directly computing *statistics* thereof, such as the mean, median, variance, covariance, skewness, confidence intervals, etc (any function of the ensemble can be seen as a "statistic"). This is illustrated by the code below. # $ # % ######################################## Loading TeX (MathJax)... Please wait ######################################## # \newcommand{\Reals}{\mathbb{R}} \newcommand{\Expect}[0]{\mathbb{E}} \newcommand{\NormDist}{\mathcal{N}} \newcommand{\DynMod}[0]{\mathscr{M}} \newcommand{\ObsMod}[0]{\mathscr{H}} \newcommand{\mat}[1]{{\mathbf{{#1}}}} \newcommand{\bvec}[1]{{\mathbf{#1}}} \newcommand{\trsign}{{\mathsf{T}}} \newcommand{\tr}{^{\trsign}} \newcommand{\ceq}[0]{\mathrel{≔}} \newcommand{\xDim}[0]{D} \newcommand{\supa}[0]{^\text{a}} \newcommand{\supf}[0]{^\text{f}} \newcommand{\I}[0]{\mat{I}} \newcommand{\K}[0]{\mat{K}} \newcommand{\bP}[0]{\mat{P}} \newcommand{\bH}[0]{\mat{H}} \newcommand{\bF}[0]{\mat{F}} \newcommand{\R}[0]{\mat{R}} \newcommand{\Q}[0]{\mat{Q}} \newcommand{\B}[0]{\mat{B}} \newcommand{\C}[0]{\mat{C}} \newcommand{\Ri}[0]{\R^{-1}} \newcommand{\Bi}[0]{\B^{-1}} \newcommand{\X}[0]{\mat{X}} \newcommand{\A}[0]{\mat{A}} \newcommand{\Y}[0]{\mat{Y}} \newcommand{\E}[0]{\mat{E}} \newcommand{\U}[0]{\mat{U}} \newcommand{\V}[0]{\mat{V}} \newcommand{\x}[0]{\bvec{x}} \newcommand{\y}[0]{\bvec{y}} \newcommand{\z}[0]{\bvec{z}} \newcommand{\q}[0]{\bvec{q}} \newcommand{\br}[0]{\bvec{r}} \newcommand{\bb}[0]{\bvec{b}} \newcommand{\bx}[0]{\bvec{\bar{x}}} \newcommand{\by}[0]{\bvec{\bar{y}}} \newcommand{\barB}[0]{\mat{\bar{B}}} \newcommand{\barP}[0]{\mat{\bar{P}}} \newcommand{\barC}[0]{\mat{\bar{C}}} \newcommand{\barK}[0]{\mat{\bar{K}}} \newcommand{\D}[0]{\mat{D}} \newcommand{\Dobs}[0]{\mat{D}_{\text{obs}}} \newcommand{\Dmod}[0]{\mat{D}_{\text{obs}}} \newcommand{\ones}[0]{\bvec{1}} \newcommand{\AN}[0]{\big( \I_N - \ones \ones\tr / N \big)} # $ +# +# Ensembles can be used to characterize uncertainty: either by using it to compute (estimate) *statistics* thereof, such as the mean, median, variance, covariance, skewness, confidence intervals, etc (any function of the ensemble can be seen as a "statistic"), or by using it to reconstruct the distribution/density from which it is sampled. The latter is illustrated by the plot below. Take a moment to digest its code, and then answer the following exercises. # + mu = 0 sigma2 = 25 +N = 80 -@interact(seed=(1, 10), nbins=(2, 100), log_bw=(-2.0, 1)) -def pdf_reconstructions(seed=1, nbins=10, log_bw=0.): +@interact( seed=(1, 10), nbins=(2, 60), bw=(0.1, 1)) +def pdf_reconstructions(seed=5, nbins=10, bw=.3): rnd.seed(seed) - E = mu + np.sqrt(sigma2)*rnd.randn(100) + E = mu + np.sqrt(sigma2)*rnd.randn(N) - # Plot fig, ax = plt.subplots() - ax.plot(grid1d, pdf_G1(grid1d, mu, sigma2), label="True"); - ax.plot(E, np.zeros(len(E)), '|k', ms=100, mew=.4) - ax.hist(E, density=1, bins=nbins, alpha=.7, label="Histogram") - ax.plot(grid1d, pdf_G1(grid1d, np.mean(E), np.var(E)), label="Parametric") - ax.legend(); + ax.plot(grid1d, pdf_G1(grid1d, mu, sigma2), lw=5, label="True") + ax.plot(E, np.zeros(N), '|k', ms=100, mew=.4, label="_raw ens") + ax.hist(E, nbins, density=1, alpha=.7, color="C5", label="Histogram") + ax.plot(grid1d, pdf_G1(grid1d, np.mean(E), np.var(E)), lw=5, label="Parametric") + ax.plot(grid1d, gaussian_kde(E.ravel(), bw**2).evaluate(grid1d), lw=5, label="KDE") + ax.legend() + plt.show() # - -# The plot demonstrates that the true distribution can be represented by a sample thereof (since we can almost reconstruct the Gaussian distribution by estimating the moments from the sample). However, there are other ways to reconstruct (estimate) a distribution from a sample. For example: a histogram. +# **Exc -- A matter of taste?:** +# - Which approximation to the true pdf looks better? +# - Which approximation starts with more information? +# What is the downside of making such assumptions? +# - What value of `bw` causes the "KDE" method to most closely +# reproduce/recover the "Parametric" method? +# What about the "Histogram" method? +# *PS: we might say that the KDE method "bridges" the other two.*. + +# Being able to sample a multivariate Gaussian distribution is a building block of the EnKF. +# That is the objective of the following exercise. # -# **Exc -- A matter of taste?:** Which approximation to the true pdf looks better: Histogram or the parametric? -# Does one approximation actually start with more information? The EnKF takes advantage of this. - -# #### Exc -- KDE -# Use the method of `gaussian_kde` from `scipy.stats` to make another density reconstruction and add it to the plot it above. Explain how this method "bridges" the histogram and the parametric methods (i.e. how to configure it to recover one and then the other). - -# + -# show_answer("KDE") -# - - -# Being able to sample a Gaussian distribution is a building block of the EnKF. -# In the previous example, we generated samples from a Gaussian distribution using the `randn` function. -# However, that was just for a scalar (univariate) case. We need to be able to sample a multivariate Gaussian distribution. That is the objective of the following exercise. - # **Exc -- Multivariate Gaussian sampling:** # Suppose $\z$ is a standard Gaussian, # i.e. $p(\z) = \mathcal{N}(\z \mid \bvec{0},\I_{\xDim})$, # where $\I_{\xDim}$ is the $\xDim$-dimensional identity matrix. # Let $\x = \mat{L}\z + \mu$. # -# * (a). Refer to the exercise on [change of variables](T2%20-%20Gaussian%20distribution.ipynb#Exc-(optional)----Probability-and-Change-of-variables) to show that $p(\x) = \mathcal{N}(\x \mid \mu, \mat{C})$, where $\mat{C} = \mat{L}^{}\mat{L}^T$. -# * (b). Consider the above definition of $\x$ and the code below. -# Complete it so as to generate a random realization of $\x$. -# Hint: matrix-vector multiplication can be done using the symbol `@`. - -# + -# show_answer('Gaussian sampling', 'b') - -# + -xDim = 3 -mu = 10*np.ones(xDim) -C = np.diag(1+np.arange(xDim)) -L = np.linalg.cholesky(C) # sqrtm -print("True mean and cov:") -print(mu) -print(C) - -### INSERT ANSWER (b) ### -# - - -# * (c). In the code cell below, sample $N = 100$ realizations of $\x$ -# and collect them in an ${\xDim}$-by-$N$ "ensemble matrix" $\E$. -# Try to avoid the use of `for` loops. -# *Hint: adding the mean vector to a matrix is a bit tricky due to the chosen orientation of $\E$.* +# * (a -- optional). Refer to the exercise on [change of variables](T2%20-%20Gaussian%20distribution.ipynb#Exc-(optional)----Probability-and-Change-of-variables) to show that $p(\x) = \mathcal{N}(\x \mid \mu, \mat{C})$, where $\mat{C} = \mat{L}^{}\mat{L}^T$. +# * (b). The code below samples $N = 100$ realizations of $\x$ +# and collects them in an ${\xDim}$-by-$N$ "ensemble matrix" $\E$. +# But `for` loops are slow in plain Python (and Matlab). +# Replace it with something akin to `E = mu + L@Z`. +# *Hint: this code snippet fails because it's trying to add a vector to a matrix.* # + -# show_answer('Gaussian sampling', 'c') - -# + -N = 100 # ensemble size +mu = np.array([1, 100, 5]) +xDim = len(mu) +L = np.diag(1+np.arange(xDim)) +C = L @ L.T +Z = rnd.randn(xDim, N) +# Using a loop ("slow") E = np.zeros((xDim, N)) - -### INSERT ANSWER (c) ### - -# Inspect the sample mean and covariance and compare to true values -x_bar = np.mean(E, axis=1) -C_bar = np.cov(E) +for n in range(N): + E[:, n] = mu + L@Z[:, n] + +# Comparison to true values +fig, (ax1, ax2) = plt.subplots(ncols=2) +kws = dict(vmin=C.min(), vmax=C.max(), cmap="Blues") +cc = ax1.matshow(C, **kws) +cc = ax2.matshow(np.cov(E), **kws) +fig.colorbar(cc, ax=(ax1, ax2), orientation='horizontal') with np.printoptions(precision=1): - print("Estimated mean:") - print(x_bar) - print("Estimated covariance:") - print(C_bar) -plt.matshow(C_bar, cmap="Blues"); plt.colorbar(); - + print("Estimated mean =", np.mean(E, axis=1)) -# - - -# **Exc (optional) -- Sampling error:** How erroneous are the ensemble estimates on average? # + -# show_answer('Average sampling error') +# show_answer('Gaussian sampling', 'b') # - +# Note that the estimates are not exact. +# They contain some amount of random error, a.k.a. ***sampling error***. + # **Exc -- Moment estimation code:** Above, we used numpy's (`np`) functions to compute the sample-estimated mean and covariance matrix, # $\bx$ and $\barC$, # from the ensemble matrix $\E$. @@ -146,18 +128,19 @@ def pdf_reconstructions(seed=1, nbins=10, log_bw=0.): def estimate_mean_and_cov(E): xDim, N = E.shape - ### INSERT ANSWER ### + ### FIX THIS ### + x_bar = np.zeros(xDim) + C_bar = np.zeros((xDim, xDim)) return x_bar, C_bar x_bar, C_bar = estimate_mean_and_cov(E) with np.printoptions(precision=1): - print(x_bar) - print(C_bar) - + print("Mean =", x_bar) + print("Covar =", C_bar, sep="\n") # + -# show_answer('ensemble moments') +# show_answer('ensemble moments, loop') # - # **Exc -- An obsession?:** Why do we normalize by $(N-1)$ for the covariance computation? @@ -166,41 +149,65 @@ def estimate_mean_and_cov(E): # show_answer('Why (N-1)') # - -# The following computes many $\barC$ and $1/\barC$ estimated with a given ensemble size. -# Note that the values of the true variance being used is 1, as is its inverse. -# The histograms of the estimates is plotted, along with vertical lines displaying their mean values. +# It can be shown that the above estimators are ***consistent and unbiased***. +# Thus, if we let $N \rightarrow \infty$, their sampling error will vanish ("almost surely"), +# and we therefor say that our estimators are *consistent*. +# Meanwhile, if we repeat the estimation experiment many times (but use a fixed, finite $N$), +# then the average of sampling errors will also vanish, since our estimators are also *unbiased*. +# Under relatively mild assumptions, the [absence of bias implies concistency](https://en.wikipedia.org/wiki/Consistent_estimator#Bias_versus_consistency). -@interact(N=(2, 30)) +# The following computes a large number ($K$) of $\barC$ and $1/\barC$, estimated with a given ensemble size ($N$). +# Note that the true variance is $C = 1$. +# The histograms of the estimates is plotted, along with vertical lines displaying the mean values. + +K = 10000 +@interact(N=(2, 30), bottom=True) def var_and_precision_estimates(N=4): - E = rnd.randn(10000, N) + E = rnd.randn(K, N) estims = np.var(E, ddof=1, axis=-1) bins = np.linspace(0, 6, 40) plt.figure() - plt.hist(estims, bins, alpha=.6, ); - plt.hist(1/estims, bins, alpha=.6); - plt.axvline(np.mean(estims), color="C0") - plt.axvline(np.mean(1/estims), color="C1") + plt.hist(estims, bins, alpha=.6, density=1) + plt.hist(1/estims, bins, alpha=.6, density=1) + plt.axvline(np.mean(estims), color="C0", label="C") + plt.axvline(np.mean(1/estims), color="C1", label="1/C") + plt.legend() plt.show() # **Exc -- There's bias, and then there's bias:** -# - Is $1/\barC$ an unbiased estimate of the true precision (i.e. the reciprocal of the variance, i.e. $1$)? -# - What, roughly, is the dependence of the mean values (vertical lines) on the ensemble size? -# What do they tend to as $N$ goes to $0$? What about $+\infty$ ? -# - What are the theoretical distributions of $\barC$ and $1/\barC$ ? +# - Note that $1/\barC$ does not appear to be an unbiased estimate of $1/C = 1$. +# Explain this by referring to a well-known property of the expectation, $\Expect$. +# In view of this, consider the role and utility of "unbiasedness" in estimation. +# - What, roughly, is the dependence of the mean values (vertical lines) on the ensemble size? +# What do they tend to as $N$ goes to $0$? +# What about $+\infty$ ? +# - Optional: What are the theoretical distributions of $\barC$ and $1/\barC$ ? # + # show_answer('variance estimate statistics') # - +# **Exc (optional) -- Error notions:** +# * (a). What's the difference between error and residual? +# * (b). What's the difference between error and bias? +# * (c). Show that `"mean-square-error" (RMSE^2) = Bias^2 + Var`. +# *Hint: Let $e = \hat{\theta} - \theta$ be the random "error" referred to above. +# Express each term using the expectation $\Expect$.* + +# + +# show_answer('errors') +# - + # **Exc -- Vectorization:** Like Matlab, Python (numpy) is quicker if you "vectorize" loops. # This is eminently possible with computations of ensemble moments. # Let $\X \ceq # \begin{bmatrix} -# \x_1 -\bx, & \ldots & \x_n -\bx, & \ldots & \x_N -\bx +# \x_1 -\bx, & \ldots & \x_N -\bx # \end{bmatrix} \,.$ -# * (a). Show that $\X = \E \AN$, where $\ones$ is the column vector of length $N$ with all elements equal to $1$. -# Hint: consider column $n$ of $\X$. +# * (a). Show that $\X = \E \AN$, where $\ones$ is the column vector of length $N$ with all elements equal to $1$. +# *Hint: consider column $n$ of $\X$.* +# *PS: it can be shown that $\ones \ones\tr / N$ and its complement is a "projection matrix".* # * (b). Show that $\barC = \X \X^T /(N-1)$. # * (c). Code up this, latest, formula for $\barC$ and insert it in `estimate_mean_and_cov(E)` @@ -229,15 +236,6 @@ def estimate_cross_cov(Ex, Ey): # show_answer('estimate cross') # - -# **Exc (optional) -- Error notions:** -# * (a). What's the difference between error residual? -# * (b). What's the difference between error and bias? -# * (c). Show `MSE = RMSE^2 = Bias^2 + Var` - -# + -# show_answer('errors') -# - - # ## Summary # Parametric assumptions (e.g. assuming Gaussianity) can be useful in approximating distributions. # Sample covariance estimates can be expressed and computed in a vectorized form.