From 846306274b1f6a5e3360033387435b94e9e46f42 Mon Sep 17 00:00:00 2001 From: liyuan Date: Fri, 24 Jun 2022 14:11:10 +0800 Subject: [PATCH 01/65] update cuda pub key to avoid GPG error Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb | 3 +++ 1 file changed, 3 insertions(+) diff --git a/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb b/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb index 73a3e8646..b18ec97ad 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb +++ b/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb @@ -18,6 +18,9 @@ FROM nvidia/cuda:11.2.2-devel-ubuntu18.04 ENV DEBIAN_FRONTEND=noninteractive +# update cuda pub key to avoid GPG error +RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub + # See https://github.com/databricks/containers/blob/master/ubuntu/minimal/Dockerfile RUN apt-get update && \ apt-get install --yes --no-install-recommends \ From 85b94915f98ecc679833a02ddff747822a3a5b8f Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:05:22 +0800 Subject: [PATCH 02/65] address review comments Signed-off-by: liyuan --- ...4244-870b-c4a8d2bc0631-c000.snappy.parquet | Bin 0 -> 1287 bytes ...4244-870b-c4a8d2bc0631-c000.snappy.parquet | Bin 0 -> 1271 bytes datasets/cuspatial_data/polygons/polygons.shp | Bin 0 -> 628 bytes datasets/cuspatial_data/polygons/polygons.shx | Bin 0 -> 132 bytes .../cuspatial/Nycd-Community-Districts.png | Bin 0 -> 151848 bytes docs/img/guides/cuspatial/Nyct2000.png | Bin 0 -> 324750 bytes docs/img/guides/cuspatial/sample-polygon.png | Bin 0 -> 56445 bytes docs/img/guides/cuspatial/taxi-zones.png | Bin 0 -> 198553 bytes .../UDF-Examples/Spark-cuSpatial/README.md | 40 ++- .../notebooks/cuspatial_sample_db.ipynb | 329 +++++++++++++++++- 10 files changed, 359 insertions(+), 10 deletions(-) create mode 100644 datasets/cuspatial_data/points/part-00000-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet create mode 100644 datasets/cuspatial_data/points/part-00001-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet create mode 100644 datasets/cuspatial_data/polygons/polygons.shp create mode 100644 datasets/cuspatial_data/polygons/polygons.shx create mode 100644 docs/img/guides/cuspatial/Nycd-Community-Districts.png create mode 100644 docs/img/guides/cuspatial/Nyct2000.png create mode 100644 docs/img/guides/cuspatial/sample-polygon.png create mode 100644 docs/img/guides/cuspatial/taxi-zones.png diff --git a/datasets/cuspatial_data/points/part-00000-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet b/datasets/cuspatial_data/points/part-00000-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet new file mode 100644 index 0000000000000000000000000000000000000000..6b4061a76e3d50e2304ba66d2e2e9be10f0bd14b GIT binary patch literal 1287 zcmWG=3^EjD5Iw*mdWuDK--3?yd@`aQKmiU>4hDt=Okd;~bC_&G3$NU>_u?*7o}~K4 zJ|SV}v?Qk!_U+d#-iumsI6U!LxO=YUH~aPM@(VV$aXP4Ixp@k%;&m`uCRB530*Axt zqv}hq_AxljIIuA#FrCrisOg58hh8u^e7sS8tMx6r!=kD++XXxX96l-8<^+2QJ3O9! zw#F_^*x}IIvcn4RgdAiZF1*|*C*;tk@$_(-9GAm8_AGOgB1VT@e63FmcJn&y+hrC9blYiH7qlaFf-ka|y^Z(g9tY6kE*L}!d zqb@^8A@QNTL+Ec-JKs6>w>WiXp78i#ucT;@yXg1@`xS@PO#CEw+HaOpsuX5?XTRWb zxRJ)wPxiKnAMFmF{%n7z#BqIV!58}|jojY6`=9L@BJSS4s{7wQgry*T`KBxO-hQ<$ z&JO?W4>9I{n=SLmezIfbHUrWB_PJ+@oFcke9TuPawkO~kr-Rj&+;fvRFgqBeEx8$_ z%;yj<<{xqCF1y2X@v@>T9UKlxpJoOdU*mB&q3kd4*MP<0jB=Ifo0E(VODuNZ*>{%R z!IaO1Y-r1u4EANkd%?s zQR9#i<&soo;E)8$i86_Kh<#!a`@^EfVS{iA!hK>48gK_9M1gh#69I!L69a?TA1+Zb zu?8+tI|j8DR)o=&NJh7?0?mf`1854=b0D)ZMUl;(#4Rczwhv^s*b`1M4>b<4ADkjU zpX*3SA0o{^pbgM=oAisHf?JzxkGmZp~I73G)f z<))S-rX-dmN=#v_Rw}71NL8{@DlRE1O)gQ=QA*29%}FU%vWl)&%1g`zNmT$vp{i2y zOOtX^f&9GEoSZ}u(<&`7r#Mwd31+5}RdsEx4qR^~$$DdJ86>=*uGP&gQh<6-!BEf8 zNY79~BdIhqCq=<1(KOk>EZNi|Ez#1#Jk7#1G117#(A*#?)zBox(#Sl;G%d|6)jUO0 SQb&e?0f-p1fN>T8ECK=JX}2{1 literal 0 HcmV?d00001 diff --git a/datasets/cuspatial_data/points/part-00001-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet b/datasets/cuspatial_data/points/part-00001-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet new file mode 100644 index 0000000000000000000000000000000000000000..a2377ea228e409433ee69980a211bac678d4bc38 GIT binary patch literal 1271 zcmb7Ee@q*76u*`OufKqSce{fkT@AHk_0kp@P_Xxagls?*iHk%w;h=ZOEKvFbX&7-3 z$rwwF1jvx72vJ}lNEf_cS7EdPF10avvn6HGxEbiEpRZ@pa(*9yaO^7|EVM)gs{{2eKjtY-{1#G~-G z-kk4EN5On?+I;0)5X_iOPx*d{gx;~3gdb8PpzX5cEl&MQ2-9LP^j+GE5-JoP zYEFcs!I2QB2~F1@M*;WD+xK)SKn;Z_PA><6rq?jD+7eHmzw@H1rOHk@1MUA1-Ekf=1WKnnDrN5IQWthhH9kI`%cC}&#xIzFZ79k zzY*X3qvtQ?r{!Izie@MwZM19Oa#Nn0)SASy${%BFjUz=pUiRxVmdVZ4eERJ-SdG9e= zZK1mxyT+`9H@5ay`j{(r z;mo3_MI~ztB9H;X}Lym>Q zjW0%O4i%$tFd_TcZFv}sWGiLyK~KQ#rXhU;Cj$CF%1-hK3QNJcw^G2NePlN=bN8zb$}i`{WKAYk#B2QTjSp z!Qv=_OXCnyRO{c}2$4l8DV;`m-%=_L!6*U4#Y7fy7bQHX220y6WxGBC(QXyE?G^48 zhL7N41Rd)7<-RY)N#aAPz)g%vh%608 zOi7*;l

c%3emZHdfF||0A2O;p~p`s!B3Afi}{5gxvjDgrnL@3mvLo!aTPacYy=;k3I-oobz$FXyZlhuTzFr>yNTjxk{{@aISP& zt?Z_0;#sSM)2RcTYExZ(y>2Vl{l9Y$)gxrKzuIRj>?*%Jm4P-GX@g2z;wraVR7N(j zRKK@0F_~vml9Tx4M3yxg4N3YE&hVTi#h7GC$%}(ffTYp4V(1jquspJU0HWBvQ2+n{ literal 0 HcmV?d00001 diff --git a/datasets/cuspatial_data/polygons/polygons.shx b/datasets/cuspatial_data/polygons/polygons.shx new file mode 100644 index 0000000000000000000000000000000000000000..7b76effd3757aa8675628bd3f06afaf538cc51da GIT binary patch literal 132 zcmZQzQ0HR64xC;vGcd3Mb26uNSSa5fDch}$q_W;4&U4lb!cXxOAcD{SVIVbNIysB5V zH??X5YtHW3J$lTsdhRfJSuuDRY#1OQAb1IJVMQPyP(L6bkUb~}z$a|Bf_y+gz+z@X zLh=$qLWJ`6HpXU_MnFK6u?D)jC=xW3KlSu5NO!)Lh3zS_f6?2Fg?DYOsKdBz&x<`$;2r!AY_s^;oQ)^?J0#&3+B>nFnTFQi4_% z;+KyvJ5N(~QJ|k6Blu4hI(jOgDlT8kSmNwF-(wC!XU@Pj;9gn(${637Krjx_1vXzx zzwJojY^+FnU&{cmM*_0x88+r^)B=*#Dk%r zpxm09VSzVO);dm9)CN_nXHN(WQ|Be{^vH@65998@5Z$>X;R`1Iuh+2vzd?)ydx!;+ zTD|2r3z~!koELw^PO*UR@alC6P0=J)yUyirPmbabrf zd-Mk{(yRS-7GLAjmL#AMuG=#s6~gpf$tx*7JxBh>3fu@F9>3^10?=wvHy|$ehlKSf z_u-`5D)f;w6O>TIWf!?8lS7duFRpseAQp?c4Zje4>yGkAIt_chn7cZcP1wK8`%coy z<+YadT{TyWa3Hwk57LOW@`=d!Edb1C!@4s8g%|*x7@$t=qcLkA@x6YiFdmF zzU$fQHzT(+lgf@UttTh1wY8U4SrAhGf4$am!6-p846-0B3oiF>_GXSK?>TQz?jL;N z*Q5UPhx{N2BEAa(c;;LXCXquRiwcd!ce~7q;I#(M^6|FMtXxGLcQuIrS{A?(`CcJq zLpf%)9nL5!L%m)pXRYT-(Vf+)WJ{vtJvv$9ouzTu=nY7ntoCG{9!qlx*m1S%EXBI6TC*S%um&DJ%{l{+HG$4^|gR__^H8JFU zW(^Uce+QXnIuL44<2{D&FvVX!r3Lu3ylzdC_Adh>Pyq&9&;upQ{mW+n|E;S7+@@vG z(WL&@`eRV=BkynO0MTXrXIkQ&bx`tP&9mMPb$@x4PS%%rqOSu;llQNoEsz02m%Z$o z|Jwq9R{%zcWJmY_H+udx^c*o@X!WPjnYe#v2M}~4J8(EZ#v6$3!(T&}ivWhMyG{E+ z_Ln#80N$W`1z*4Xd*}$j&=x0bs#1S>WAnE+o?$z8;{O^N9WeCVqD^_yU*6~g1ZVUA zTZsR4$=yG}VV}`;df`!e|gowz81?*XnjbnI_R{?CO$F;%cC(wK&tF(`!d2 zB_&zM?C$PbXVu*-H9P$%li9leD{+1S`1b)ZK{{u`hS zAwc6`sX}31e*uR0IxZ1EvTL*@X|lk7Ba|Ox7XU@fA#oAcUz+U6rURn>JLUCdG5~Jx zovy0aR?G3dd^ntRW<8ISqO02XcK#cG5q{%ul^knbwG2?bOttw8_0;graB_oJugQNi z($66fs7GKtHVSwDQ!`9wy{uK9oAV7 z=1M+M?}_K_$i~(n%j)cTc6z$%ts*VY#rl^Rr22$aRU|U<8-SfR&&6%Fqf4v1fKnj>- z%9B3E4^J=#+ zLybZe$$ys-2pV8YIRD<7Q2D<|)&CeZLe7tD%1Z70UqS_#z~1lb^6c>w?Jrk<^<4lU z@Th2C^xvbeKZ7xkb%2$3DuSq&p@V~ipET6f);fBuOqrZy-24AG3p&ky8*wrVKX&eR zwJQMKR{kep7n+@p*2#BP{<^)8tnWs)P&>Gg1%F!S(ZLt!?)rfV^}&Vz^-kvv)bz|u z(`s&$K49`KNPxJdOW}b2#}O%VgnaafK93zbLKwLI4-v__LkY#=;^GWGK)1h*_u~ar z&0FA*#aQEp-%`Xvbxq>h~?Jn8JkzxJRKJe_^JZca;00b>ni*+v zIQ!gxQt7yZK#3D0jXU2#AhkJyVJ*xRnmPss|*I#mr4&oGjERJ`z_^M z*zTWP4XjJE%u-sHd(_?*y-R2B1#1;PQBOlq%&AYlcww}QP?Q}QId(e^i$+LEz)7Zq6rpbpmdI2xUZ0q_h*5nrN0vB z`>XR6Suhhnr763*O<_NJg#sQ zlDDng!j>8q@AQLGJJZ2}RR17D^iMf5A({B~%YRhIC+MTdgxU`?W)zjfSqIbN+0Ow9 zKWiLzFz^N*RT1_3hP5Z|!F6A|MN&8o3VSliq~+uWxGFmQE&4?^bnWoQT6Q7DWo7Hp zIirO@_LzagJ009Tn%LhF(uAneVow%s>I(&2t<@-X=ai|XxyRC;L+u#GVUBuKmv1e- zs_xpO@tKMyHhbpJ1hFiQl72cA```_0ZA-A#S-kl zzOyt*J4m7aaw+fgaq*5ymjo>wPY)WL+98rKCMF@F#hDLpd%NrQvE9748^J-hj}c3#ZlxcYcxa<0Z}0V03S;NZs?zA_636w<#((2 z6;06fOZd$XeqvawT^sw}Vw9e3a*E+}^FbYJ zh~4dwxg{`ac4lT{3++t*Zgw=(s<<~!O^)(Osm0w9syfCq;2}0#&w@Dp^XBNY{Z0rb zhcigwXhsYG{CdVKZc-1(UlE}jDFG>lvEoXX_GeO^c2K1{4d`~OyFpg!=1yOn$_&Q> zL&>Dhj+=Ze=1q_4%!O!Wy)O`MrRGhQ;~^FMkRTsqiE(WAvviAkQb$D%QjHULnhD?mW1nd*(=O%K^I) z?m3r~qj%)6H3bpPQ)pEt&=bhN5s6oC%t{DlU}fo&%9DjsZvek{72r|&>{seWQNNW3 zx^!Ww#nhdf%P1E&9GS%qZO|Xdc!PEPR;2FBFiS$NX)!6U2h1xU6CZ@;`dCa+^&BU) zae9gnC2DX9*WcT##*EJu?_2YGM|6vq|MHH6vNG$jPiI}*o#YaY`e|84@QN^kZXi}G z33-evlJZ3;*Tt8VbIF_MLvxiILUPkhZu-yLN+T%rIn)9hXKM=vCgoOK^)?~pU+7CA zoI5T*oUXQkj~_1?OWNj*Nhi%=T}<$032JJlHyKwFK(q4zFFjjqU8^+$y(b4sC66DI z$yhcuAMBvO>?q9Qr2P&wZaDh!5&VsK>|k2Kv&e0g)xGYU^Yiz1@Se}2TMa(X@q;uO zoRO(#2El+EP!Q_Xxsq!yt;6a{j|YdC4sceuQttZx8p z{gVj+6(413MC5%_$4>00&aqV}k~b>NrJ`oW32RaVO@rGwG~vrK0AoAa%Z^-l8dq8f zJ`=2;uKmXAT%i%xdgz|sV4G762EaIGMMXv1{dEDQLcHGeje06EWaR9=`VmK1)$UW$ z^<@A8WO%%p^8BgMzNo13b--dn9Gn_;o9dv7`KYwO`a*`zeMM^uXptiTSvzr@%1TN}7s>-h&2d~@IxFGZ$;-scl(Y8T7%)n!!A%}v0 zCV6BbVQpk-iaea3SBe<<1wuLyeC@HO%Sjpnt~O$i?V3b$kN;|tKr4x6isPX-$R9?16Dx@erc&7nh{ILMbmM507Ie+S$&>A<#veK3^ zUc@_#p&PmCZkRLwSPPI+zINWyrXimgdD!hzEwFvOhIb~a)#mo?e{_$Gvc*5s5o1vB zXWcq_V$!SP1(G1RO#!s5b6EG9)(&;7CJZ@iwecn%mFboYlE(RKEZB3xUQKZP%cQF zO4h(CXs`$CMokP~?Oknp4A`-(Zzg{W$zI?)pp{EzS5_jq9eiix9IJ=cTf8qJr7e*T zsMFA^1I8#6CLUQESQJ7$aIHc?X@0pzUiLnc!DMu&*`;GAxVX3o4GY6kY+>hsR{JeQ z)rHw}|6}}qP-kHUD{;Tn3`A|rTxnx7f?xYAhPgWj6t0_o4F~DiYHfd1{&t< zm3u(haxQm8)@eP8qBelt&1^v0)2hS-R0%)Po~)^p?E7vrsB?`YW(^}Ap@@ixD(4gR znur`lF!dN7G2;K964`2j3`FAzeO899CAxihm|0$qJci++!^SXi+9wfwvCGYeU_uov z<*g?{z+B%7yO=D~S10QmTy4RxI9&{Mm*Wc@Ak&?F4g%;35dQwnu-18#q2b{$fk7NL zyGmlqsEf?(Ah!>yrnan?)*n&N@9qXF^?KHiELL@hl}ik7-o&E`_^gej*m3_Cz8Vqy zXmRF9@(X0qJ!g9ihi7a!K8JqmA(`aZ9pGddlZfsdUXqiN=>($m+m;;F$}K|alS(mF zcSMD`jMiNlhP=2qYKH=NJY}#r<&%@U$Natl;&Ma}BqAXt4M@#iR>(#C_G1E7d0?c4 z6F&fB5E`kN!~SI5`ZBRRy~y;OPZdNmIpm_19!KI$3O0dt&4W_PK~A^%h=e1&jjj!0 z9_fQ@LivrkTOStg{WU|q*DVo@1rDQew=nKv4XSE%m~dSV#K93?=h!%3Khr61$|ncb z!m-qV$vm;UeSu>uUT;~DSwNXEg%8IK_%paK*dt-3+Y~t*V(r>^xfWKRc=SZq_>!}O zY&2qz)RHU_3ptWHhtL27*ppitez=H31jS`FV)mC;ph~tMV4qRCdo2!wkk|Z&<{N-* zY}P`51)~d#4(Ja>E?{yPmmZ|+@%wtU_AN8bk#)Z5Yq^{?*}q2}7qZ&TGl<%%K!o7%C!#BfKTyk|LBaq4k+Ssa$;5z!2ZWd zIJRQ$u~an$V+h4u^q6Q7Y%Uo&P{(^e4$3a}Ys9i=aSkVU$x2Iq@TZ1$YZ1d(^yXnA zp#)E&lIv}5Q>AdbeX3P|O29mrGSzl8|6MZLy#4{v&PnLw`DXA7-ce_!D?>YYx-8R| z$ZQ^3{;g98dK;T<*jZ0_>+2=q;$j_aHpEG{-_6aL!&G%6=+&bCY}JPMsvEM zEd4}SqZxBtjZL+*6OH6UtDZ_`sZ?G4<1Xsb1r$wqkL{l2CuL-EY5tV)h+v5!{>>$)7%aPbXNuMnfDg^H5orIT9{T~Ks$DHm z_nKmFdp|u>-d+7#KO77zD!1Vep1$~4S|X(4hIbuhRP@6}_-h4Q_e&dcL2ph4qG0c6 zK1>HR5g;z~bVWowNL5IY7{Av7LbJSoluZE#eI9`E7ULJd#_wRwT83CPm*?Vha0b z^@!$Nb)`di`MntwK~UuV9r8@_Gn=E=ra`Q__M^8l?zn)DWDg@b>7S6l<(kiPB2$)^ z3yFTAt^Rl2OkmD?v5*I!=9i4}*}6 z4Z|e*xTpEt#&8-8F>*+ zZ1jYBjq;;J{m@u$ZKYz2rW+tAHv-csES>L|-5{NK@iB3BBTS0}=IXrS6@nQRap~nH z@r!oqLRG`d5<4gTVQ>?VOZ#`xg+sq)e$=P02JMLtO8i+?(!f~`%}D&XlcR1H1uQ1= zK?NH}fiBl)AgRL6agR-n4BE&%b(zs*3^(!{sf2OwXH1->4SH~uhHy|$YQW}6Yz1pk znP%CliW$rq%f&;r3q7FCdlycSR*y@;2np+sdk`S+2N?9#Sv4$f zb104Zj>(0Y5pdPiVw*^o$P@0dCEmGAHIH8$P-GF3bHd#5J-S3oh|A7E$I+ z%HQc>XEa#*Vk2^nHT86L&D>}-Ih<+97P0Jefl}A;M(pN>#f|Rn5Ed&Lh;rz`tLC8M zmziI5Kr^IfWHX_#mq7x(*)b+-1xOHv2?1-4>>a<9;IuO?o+g(+m_9<+Eju?OQB7_* zYbobWlPbm3I}5hP>gn6K$$tXZ#rc5YQ3&N&1;1ziu9{fNt!K>Xh?;+Oa2sgn_zc!Y zn$YAby?2RHg(t~JgX=ciGA(K+s>mEIiFq)4t=O0cei56Kl9nAH$5(f;csxCjJKsA5zTJ8n--RC$+RM0UbQoJ}bv`w6r3oMMisQ zE%4olxS5?3o>#c|u<-wAk$!&2^Gybjt@-l}9SO#^N%iy%Afm-`E_xWirqM6ORh*h+ zSf`Go&ntsWK?JI-WPW}|9!CBJ6ysI0_SU|%>!{ast zkza5Yj|0(idZ7&s4c#|9?7z|3%xv)vN=;3b%>q0JFj#4>`#CsxaLuvCP7mx3lHqb@ z%JC|?Rn;3Mh-+~o(qLk-n5OC}9?|hn`8y7VyNQ~w&qzhJa2lXe zmsk{JH}NG!!X;h>@MI<8TyHyLuRFT6kxmr%v&3&gG8+_3L$$JVy7S+uZ;_Mr53jt~ zJ}9f!AvPF1Ik#SR*Fc$;iaIExvDz#K8UeI_9i4~40oRKK6GAhQi#8nV-W#^nY40fd z^myN^XV{%|PqTNd@r6ac_Z-DG6gT(oU?BLeR)@l@*aid}46ZS{x?^BqS6vCBUi_sf z{y1j?SUvsg9c0825>-V;(~c6`rnq%gde|}UCyUe6u>=)~ZcN(XPdb)vRy@HmDTbe# z0IYSK`@&`4;THqP1YXn44HOn*m!qt_)<-%zQ7bE2`x=Kz*8`DIIqBYIx2sVtx+e|> zKzyr_}^QK}BUS8+(|L0zMo4E~}qV4~!h=+k?D>4-Gs@S^jnNvZvHMQ}!t6 zpocRAD`^^=k&ZZS3o23XNB2K~|M*gCbcgY$Vcg z`RXW(gheSp0l92-;lmlf;oOJyoV8aFbt;Clk8a-B*f{yK+0${j9N1J57$oLUZ7D*7 zCz@$##OInz3gsbx=#B1AsQU-V^?IFGY;A3AQ%lR<&psX>7EEqQwD;5m8S-jHt39zx z>3}>yD`2MOq$)ETsv6uZA0Cn^U~C`q0|jIh^4avAg(tH6F-Jycf<*}l;o`~V`cL>; zv1*9hkdKd6c=Ly#(g>lgP)Qx{EG>AJQgv)UygeV0xE^-U_pEhn-PG_r47mY>N6vBW zNyT?Kh9s#p8OLvZ+x<~U(D#^XKCPV4MQF1A9MEGsE`+#M?r}O`;N#8TN(cFMpHNU9 z+OI+uZFBd_u1PH}oU?K*H}y|~A))d#)M zK%p?%AfLhyv&~OgFw@BN!f|_Xa_jYVAj&i1OdA%I=MT2`Ygi7CS*y?}s1s~w^Rv6c zGLVpCPfxAyP46U>_Hjy0Gu(s{**rFL&sO}gn2b}nXF6Vb+9=D5*`$C%itCy}x4!gS%s&otrJz+XVQp?L zJWwQ-#O@Vee0rHz!9&+_WGvYo8EBsQSVhmbMham+b%j)Z6{4DlAFJ-t3;DG0JhD7z zMwUXhck?`Q{;U>o{(6kUfm$q*FxJH6Kg-HWBpkO4SBR!Mx3M^_cfW0m;O_~^mQ>(e z#K&zZP2UCi)?EHFYqeBQG%JVj@@*1En1(gDcZ==qj_cvHS*T)etNBbTCVn6~#g457 zpw*1M>2u@;)xPfve8F%-ePMuCs&@07f#>7R9ul1}8O@0g$(A-d@O?f6Q6S`wO(EX# zJY#}5ai+7|fjBui6%`fn*X3`IOLGNPMB|A9VIyx&hU(?KDmGN~ZF5M&)I?)g`DlY5 zl6l%#I;zQ$FKyQV>R{t^H>W!*qv6+pS#0d}94-&%v0od}d#bv_--xG~F{|Xw8PUTC zl{V*RWrmn?tIL5sBH$bE+Ml>&8hpm-0!<(9#OI{k28cV@pP#}gWbPVjYuD-TUXhzF z2O?G1yc?!cwAM=BHXVff`t_FYFSO_{UXTFdAnqpo`t^I9jft%H`Mlu)xUKAUE;rBj z8m0|eEcAisEGVH}G+X!+#c*dhTP<&bp*UD&W z9eO)Ju4gHVx0_$NNFK8F1b^4|G^2d3_!Z;+6iT4+X)}5Ch z%SAan8M%vq<+v{i>Euqesk`P4`A_RvitMiZ83{qgU(b}eUC(&L&8d4=uRU>xe_+sO zA`5u)io;z9nU_9%V^yYHKP2I}zgSM-rKvwHz{Bbz*N7K-+BJ;&!d8Gr)VYLO73Vsj zvdZET>zfJ;V_Vk`+xuj~okWtU1sX>zG+|m))Bo!UcT2np`Htt3y+0anX;m)B?sTn# z;3Jhpk>Q?amVSW9%o^$vUw%mp`aS1oSejSVk~#*6dwPLfTY$k2UF zy8IQ)c1%T(m$TQesRM)W{6)Nz5ek>r6Z1jrRyQt`!6CJxAAafue*WRqA%)ZkxRtp* z^q}t|7fdua(6?k(m!_}6`%&nky)`W4tOat*08Wjedge+^NjYRoMA_Bj4oj1bWw4Yf zkO22*HyJ36we=Wh%WW|uW~}Op??;MW=QhKcyP>H%l_6H?FnGa2Qd$mTqU50#PI79@ zNx#fcnA%m2UVa;w?SvW0l+#W@2NwJ2Q+^dHx^L`oTOyqinbl@Yq33t-QI;6KJ3BkB zr)zJ$IiOESrzgRB!1#r^H!oO>OuTC0gKzM`>OADqY0xs0ShdV4XHln=K+5C_a^ti1 zs4t_#NA(oCuXKy6=wtutwnC6vuR&ZBiu^wPr6&6!EX3SXIuwfk%E#VKLh&1>(&mk- zPS?y@2eO&6J>}67I&x8;8ws(DUZDrsk+ILoQLR24h8>pGKrcIU zd)%K?eUs0h5@sY_&P*ZEn?GtzxykvVDbQ6q2)DK>tE*%cK}8JIYetu7@8 zy)^AGlmyrXSR#9C|4iJb1hq1%zRmxsi(JI{S*@59x~`E$!nE+R|JxLTBvoiZvX0eZ zYF2UxmrWb~Vrx$$I~5R<{`2T<3bjHTsfu7~0C%O$6M7^}vIh(N{pB$IC}ZB|tQfvW zq+xXWZWdK-;5;b7`W!NTx%G+5z2o=vkOdSWS`GPFXUr`jtE>^B4O736Kmv1JX6%gx zA>T>!Pf*sU#NDYAq=J?;hUChE zGSFLH%mIdno~qnAe5orh(ptWO8vv2CS=-ACw4GNgux-;Xjgba!D-TjTpGSb(H*M?# z;{34}2N@8#lG_bJhPOqm;qH?_)xJE>zRw?C?v*o9S~AU+J?=~KSA#{{qKPy zUXdp4G|9j|6FU`#Jhrxr>>@xP%=eYf&3W&&#C@QGqLxHwwLwJ{rH zF4SZMpSD3UhCX_Cv!zC~XS}S1okdbGp#c$X9Uw&Xi$a9|v_h_!ZBXaW_XLqH11a)}JN|b319*K+tsW^_w!h zxK<sDi+q;wl z^_{iHqfo~8Vy@!1!J=Bw{SX&~9FR%-t!r)V>}3kH`j`M0?WR)Iy;hq?&a27?Oc%}8 z1X{5cJ;k7_EQtV>T>0pv|73!0ju;rYqXbISBA209AdU%lxm42&3KVXZfQ~d~mT=9> zJ=~f(#A6PHtSWCu#z*1BDY}WRaiG0y7a+~c-;9OJ7|q2^jt;MF99!*SnuFYo-*{zFtYI1$O>;rYpgeu+kHpg-o*Z&Zu0o%^j_l$yeNSaTrFhPy3q2m!w zd2zv9(dpKbgQrb{k7flU^RnrhDe+Y{9DzB5>Ug4HE?IryZIT$bp%6`1*8WG)ah(G_ zhH)SGI>`kT1o%Bn3wAtad4hYas&wQ4g`#4fY+$yEpt^?zOR&4Ak3DX6LA#->F$4@x zKn`?hZ)PdnApTMyfhJ4A%dF4qjb7w=aWaSd>uasc@%d)T^95mxKmhb-V}r>AGh2*R z>)dswvGo3*+lJ{bU7HAP55K-aU%%2i>?%(>zcX@_N@BmCA6ggoIaora;gCOy2#g)0(uwnx)$ND#OI$3m`3KIABuSM*d z%(KsM*|fBy1cT2IIM4c6yc_t zReVyy>z%aC_KH7{ZjtbpDskd*kvbnZ>Iqe?i7?+(t2F)*|iB6)ALk z;M+s+qvP^CrHTCbujT{`r1?4vjNDqu$P@}~2&TP*a0pGuov1>B4T9Di2t`n?tcOE0 zOR_lhsOW=(IAy-2j4#9stiudER45G@7)CH#wTAww&F-HIW#zbnW^PT=veL0y4K-<| zzqDE{7|q9iA@}F}0NvFVaS8-2ArlKmpC$q|PQb`uqnoC+M<%AL?g@4IQE5ej!vPa5 zke1@g1I^d!u8s%Nf&~ga>aH&{>lg@|xEJxMs@4)k07G6BjQ5 z-K@d%L-H2N!&Z-cEo~ax#ug%9_ga>#K4qcHAO{tQmiH9)EKtI21gxE^NJ@6Hc z;x$-w_z$VylgafJTnat!$C8{gsr0N3Jj=J2Z+$sxqdqw=nBMwa2Un5ByS!b8{d3+g zE?qd|!lAY>u1b@e6B`_5v6(|F&{~_UP~xO3B|G!ZvqaOw#HKK`v#X4>Enji$(kzyS zj84hJ#s(s3xJgoKX&F-olX_ftU_%mDyBf}7uC#le|4OVl(IG`yTcGh_cGmFI?wVO! zri4V##ZQBnFE;$q)AYbck8@8M(RlxCaRASETF*y5E8?#9C&zTSl6SPtwJyc%VF=%aj-Cp=epAi<(Im3DhVqc0$~5mnh_J= z@>>o52D$eB@bar~Sm$X5m#zMjDCy9{M-7$$s4~oBr}&Yo+f?d@BsH6o~rQw4)%V6cj3 zbkWP9=Zbzxa<*h5Z85D6{qE<^8c@3$3V$=;Lf%J`R|+8pGh|2F0)-YlcIB8}(=kV_ z#!+4cwiQ70u#q#^O?P8=KE`ymc|;+39IWS<;CN~|Q<7lGT=K+C ztaG~GNRLgS)~D#5!{N1$9$yZmYa7jx$F=`O;ZEu{u} z*QfG8uOLdU3NXG4ixXqGP|Br?hU<=CqerKgxaSY!!_^+tmKCtlH0caJE*|=gn+ zJ&}{9WKq>`d3jpl0d(!zjh_nd!8Aq$a`(1jEsaoJHYX|aD)Q(dfPovn(G#+Ds`G;D zGrl$%_XAv6$4E5a z48BWVi>Gs=MxfL8)2_WC7=t(H>K}LRTB2htK`J&A3XCO2!QF@irFZ;@LmGpyV+$u4 z-X4WTkIBqxC=`oXy=|r5Z{=o?s5ZErRkJ&TOk;PKnQXl?sJzY^TZZ0hB7PdG1 zWr?_$v5|oc<_E&wrnCs2Vu5CFx}Kh^*MQkb(kHx<^q{7)>hiAMTmzZTTy%oxyE+VH zJiMsfT;kU2<0&;CS3XflH$qlh-8EQ;<1na+&E5l4fLJMzo<4e1hR5lORKa)04ARrh z=y0pKOuCW&!jd;>x~UJH_S(PgbOh*>t3?ot7W|`;+ae&b$0r5TulnG?ZhBfZr@k1; zq*QO4d!7ZS*^b-zL>2pq-g_W&UptniYow)p2wo1yF6E=G0~h%K;o97#8mOh`h5Csa zu855_ueJn&Q->f>vdZ2CS|AdcUfwJN8Cd%?m{0?r{PF7$Ca|i{amB@dZ&-(_Oe9mxv|HY1>W^@Z{$Z(xycjSr># zMs8l=m}pc#p3!$_61v8{IP?{`!*hW;(p(NjbAItnO6d&Fx}L;S`b0LljID^67`EY~ zZ)s@}c_D}!(OGXG->|SklRXZQkH?&fcp2Ahc$CoXwcm3Ir4rO{PWzGG^JBF%QT%NB z*gO%*E+aIsmTljiGzi0$G&a81IdAWMGszD}-7t|7gZ4UIPNam$&-7*YkW99W| za0A;q!|%+hfL?b7jli)3d(dkXYjf+5MI}MW;2Uwf(MM1({bC356yS?oF#KqzOqvr6&`?@za3eQ)la3`nNGNR_#I(puG3`#>JO*iLEPZR8BRO>Ujk zRhO^5?Iz#9RCxQH={Rw)S}p6=e~pNW>f`#z%izXRQ&S_aqZ0$@An>fSBT+J?TADz~ zrm!`AaQKHF0$Lmaot3x?&m82zYG=oZC_Xr!s5dI6^!#-|Nju1~{q^kz(Ns6CSS%_p z>o9BwLkUZHQz2at;hpzXh_#0lBB8EAI6LO5PKGN)t-p|o4%Ka+^P9G#DYfj-=!6G- z6Xs+88dVVYt=cLw`YPqBS#u1Bm6^FybqphQX~^OTdEdZoSJGjCpu{_hxN{n-OT(B< zD9HVEm`=dW3l>h%*Gtoqau?p_W-ODYq}v3N35l|Rs5bNT-qr^qt~&tv^ehUhxNE+O zHuCPbh()2|+1$J}aNohl6N;$X8bC|jyQ}R49vzl^@}2LEOvU>W*eS`TO&&zfBc#u#t4|*7v001hz7KCVi_0Hm|0Q?aQphVS2dQRxg8)$fqoNX) zFQvr(MTX9DP$EGozmXeOrt9SwOSKvpowhsdUEzjT(+-s(q@u!Zu!c;k-u@{FR}XjH z$xw!SSMy4i8n{sznb72_=nqPIF&{q3!NJB!XVyWX5II+UfM#nr8UMi?7EK5XE;Mj4 zoIl~FlCN`%Uyi%_0MmQ6xPiT==Y{xu}PVJp@CKB(9;4ssxet_ zkLB%WXLPv<>n*xUM;tYqhn$|a z43K%mjzx)JgcyajFg#(a%yj`xM&bxJJtOQH9L6b+3E|%lno*det&e)z}?0 z))cTk?o;Q~@GlOc@;Ea>cOs|?3JED#9H%oE_Uz#6ptHGc3Ub7ksMnCXEwou+*l)wF zjaAH%R8r%(yxAkZKAxGJ_kJE1{Bh!;#Une>6T*2B%2u1s6NXOJnsm>)^_|TNk-qh! zd_k{}2W~V5g5Q_e7HGm1_K%Rz*(9Lbw`9{@b`B@#Uq%mvmh&tM?`_)yPpkA$O~n(cx&&tt&?d->YCuarRe386j2;ty$Ufq$4f*7jBN&)XW@T>4 zFpEE&^i|$QiH+6ZB1P>xx^GJ#&e7Qk5y&78G)nhU7EoDflOLsoIIfzU{=2lmOtYK8ts-TR34da(-)L_qfpFQou znWzv%xjv>;@+IPRi+-RYI)Ro@ z4_)+pD=`!~!fLmvrnb|jH+f4XWp*Q!32HJARGl+M@ds>RUqaYi+IsI;f7f=QM%?!U ztetky+*jir2Bl-47!3x^TRm&< zmtZ698gMkgc!5?^!(-wzGvhvPO|Lm6hTV*69fZ!AF>~9ia=N*>>cQiCqC$^} zK612ZoW(mhILP3&@VKhz;0Z<@h)!KCkUfE!H*xG?jWdh8og&IFp(!cR{C$g&A4t8y!AgnT*=hEa$>s=$9Vg5S1?SujndQ{B4&AN=yC9AD6! zwpYP-y62H0u;wSjGH&3I_l9&rU@_us?^f^2)wD*2F;=3mp(_>C4>4bw&~!x%R3 z9X?p;<)RiJ88E#SPgvFn&Wu6UD;%G?KEHB670ZZE-o7q; z>>es|8GO%6@o$XZK44;on&^09ZEV;VjW3hawA3FjqHnv4Y(AgSbfr{nF&K}elxy9u zLVyLI>X6~k1Pi@)Xn*DR0mE}`11r;s)b{zPUkm}MHjsEf1Rd$B$e0D zi0F9P5s*GFN$OrS@d>?kix0xM!@#lak@Ja8R7CI2V_!*#?CT~foz+TYNcm=%(fi3t z6m6E7m`->7<~2Czk)$J6bgbg$Y{NXwfimlg`kE4B{PaHMl_&XvlK_)t^=CZ;P3_P9 zupi}3=u?FQBJcQQf{oB43oM@3th^l(&kw<%ZyjHw)1L;KK^I(73ys@w-xgH#Z;QO3n z4mgBgPXK5+IT=W0de=ALfc|uYihor3b^~kS`%C zgSt$lwZe@r*^3#!sJPtUNBGUZ%1VZML7HS48O8oKU2lm+D$~b)Aj9=MhJ*4WR}|9P zn9uq-dW&GbxCcOuVH;oJxqC*o=unFwFGkxZ)BcHC;69SXgK%wz_BbW9eDO?jr#IiI z6eu!~-C7HWs`y=Z<6%!jKePCZEsc$cb-h%qx^~t#kSsC+oN($nji5x|*CMyBp$%0#0gLqCkoTPa^U??NnS`qxuYppLG7(*9iE2Sy##t z7bP{It_qY%S;}7v#gC@Xo`O!X2jU>Yz$NstgjH9%)NLc<6yLfCeO%oZ19^6ilcl@5 zxXU*x&d8zi*9yb3yhA}3kzM#w!UZl zXIc}KnTDb|8N@r`twB8TCwp+&lY1D*yA!h(!^ta_wFf%v=N<)h1BR7k!X3eB0^?F=IxRV z8;?ra^M|am2VADjfR+rONaPDXZt0Lzba-#~0ea3Ty}>lTd{2J!jtRpl{c`)NJq24_a`7TY`v8f-At#a-&u9Cz=6Nco`F-rShu< z@85t+^;8!7PbxNI`mL|)_Qqg_`PcHu8$nyn9AZaN-oo^?@jYO@KFoCxwiioxlW}DY zR?jT+M78kzfEzCGZK6$8*o0|=z=C;v*q|A~MAsYQHG{<|<1mgdRkbN%^AL9;m!~Jg zdNijVsiqw+a@V4Twm-xc(e&`xh)UKL)>r%lIFGq9hxDSI#^J*ItG?V1#z@P1c-(H) zAN*xCk29Uq4)Yx|A^?kJsqPB{YGvg7ADYp?dT4jX#n zXU}YN&}b|+d~I!^J(jbn35RE5k#&ytE=~OZrMZpNz-1K#C8YV|Nmd?yz<0c_?AqS1 zd_{6xzJb0usJ;XF)BL^-6d>&~hk7SYKhDL;93iFzg?i-aI3;H2uB-i3?HKB>T`B~? zGCb(}Mm?Hc^gS_O8%{p#k_U@7TI>~$?VOC!0h)Aai5*`l%SuEPjNogDU!RRSYV9)_ z=y>%eK;%asdzMZ+vm6{4)y*HZJO_<3;171RR8-Kl?+5bO`P$#|`3!nqDlg^H$HdzP zz|qM=6@pHrU@sZzmLWZ^sH+?|z}wV%W2}Ckyq*o@c>mIi&aX&CB_)9|d+WkdI>A|# zWj!KunlUR}4I~Z&?vZfS+#f0{E@+!(Nwo`BzK}KAH9t5l(O~J^$jCqq>_(z!GE=*E zf|RS%n;h3>+ILhGOf9wfv_UDOm6%yih3YDO`^+S1{&jlec)O~b+LBk$*wP*tXr+wr!h@)7Z9cn~iNdX>8lJzTI=)KF|4n?d#e<_Fnf|Yhuhf=D7Xg&Kk2T zGyaGDGfujNmm`?}7SkmBy}VL1(i@qkvfkq#tkR0LC^4mutdA#nAr4#nj;QZ#Q^ahBUm0=~)X!+G<5l4cHwn;e961alOR}AKHfT2Q=~7*u2{Ro&V&AD3D3@i`He_Y}3DBh)P1Y-IsRO+YiR; z?xIBN%YUa=#!WS5W|P+n$6+@HrxVU?%~j`OcmZYCJUD=rg^;d{kBD!$hxzU1nkNz$ z1!C^G=aC_APTHK?+4BQZ*D9vYnX<(&r)ue9f$;N?)RWjnW>8_f^1^Of5}SL&u82nN zG;kd9E9nr3K;i9?8|uUwv-*n7^U{yAc&hBn^QplM{ai8di%%-`G?&4oh(_yk0m(C( zq!)+s=siLfCirmCyG-r|{>iTkEKCyWAYMnu2=na~)QwIa`jA z3#&xxJZxg^4n?y%hwwkP9WUT*$3`$QsTB6rMc2g)-HgR1DTZWnI;9BZ^yv9SM@I|a zeus1OFd*D;x#n#?J}9SdP0p+o1QXY;rbi&o))1ulfDjs_}(yB@EvvN!qdg$MPtQTx49ykD$0 zysoTc?I2=#6q0)J@(*YSLiUUb3JOvfBj#V$KGNHM4pFn}xhh=lsGb(~R2(Z_&j;N< zZTZ8&qvA#ZBuM5Aut=q4gm?O)iNp|>s+Y3?!({KN_Wx#KobZ6Tmtfim!bZ>!!_M+l z301u&S2GFdwEkS9aO4j15!M$OOM8uWi#kLXNr(lv=XMF~NHAH{G%rh9>6uiJBR1MOOeE5Bv&3^XLbk$!~L;URC3⪚qt}%>!*fe|9*(UbU^n0COOt;OjZ1t* zbWCz>YNg(YfI}6J%cPY_(tBG{qS9)`uHyYfj-cjwszi2%gP@lcOQVlm)=t2eMCSn> zP)-GhJ92$LiADm0#q0fCe+MHDWxdpu{lGe1tQyJ_4j<1dt|S6*<{@5r6+u?A*-ihU zr~|6r$=U9hh7L(2!$(sU8a4nnVQO%j*9YS`1V+m5QyW84w ztX@zEoJ`v75N%Bfmz<2Rktogau4^%KJ?v3sg;=H8)5k z1OEb49d0FcAd5y0gy#JQ81iW>ISs{NcwXu1#47UAUqgiAdj_XP2((uN`9v}5E}%ADFAN`dN4z=aTIR3f zGkFr!708#Go}L|C&@mH3fn!Moq$al8jpl39h9ZWai|mBJ?mC{CR}ip}gS*kZCTYBM z_+Roxqc2(*c^%dM%%!z4GyS7`rk4Z4qx+7r7R~_wn?TDx$FN~NnZR+Hbi5P2ST+;! zGn;?%J`?7f)v4js;rjA^v!&K)v{zz`(LwdbREzMFSv3=hlzE-#kw9-Wx z@dQNhXEpEIVTWHmUH8#A4xs(y`PLRzVv`~f;0Bk6~~t^+bE z0(2%7Rpu7>$qW?94kkCYd&ewI~WBN4vEz#jp~2hj23m07r+?()e+LR`xa7 zlcB0Jl4S+B2AV$Bx=9+B8hJKQ54f_TdU|?Ye{z$0mrdA;S0S!R4G1zP#>CpE^-(xF z>l3QCZP`bdB|7EaZ7|+e7)8^`0gF#JTFSk-6KTJDPY8&}$cBx_ z(pyUp)9-+tYa|@|`A?V&3h=oxsnEDaHPMv+QWl6^3gYFsEA6uP;U0sy)YM&l-}`u| zBBt*G_cZ)WWv>YkXFwYhOr&w~8iSBRrd_ujSzuo(+M97D(zLHO5jzgCG7Y2iR4bs! zu=SRKK=glm%^+-R2Q4OPGjoi`f{s*>(t<1vetJzq%ny+GVG&V5FNV1Fql0VfJA|Xh zeg}u*^1|Hn*nKe+JtuqFIZ<7fa?J}dLd9zBC_T4Iu-kP}X&hnk-r3gE5ntV4wMp@} zP!2AKOT4S6uB;R1rC1`7t#aCiE5}DhSDx<{m3oj3*uVYO@Q6S?nVjI!H*x;-+wXsh4d@sJS06A>@i6uThmuDXIk#S_KA zuc(*IOQ6n9C_ETU4~KYho8ug!lkS#?YR-mNL*1Wxp(b7NlTP{8V~8UF=qY~5jal%qrSv4n;t|mNwF$1(&gIBehb5u; z<7p2&V>ClIlC**%B08aKyyR4!7fCu*w|<6yG!M?+ za~=OF!lJ_enK=Nn=?oI4UqJGqY}+^Mz`|{PXmj~U^)^hAjsJ$K-gVmZMj3%P&6HBq zD{4v-peGbU>$I=5Qw?4_vh)7(V#LF=W2G2sqJ$9+2X{c&I|X%Etae~*QCF$PQ0OIJ znS3R!JDVz;NYJ1&c~-h}lurZgLD&u6b;tIZq*oz=laP?4u5ZpnjV03t*EB-nbv#2J^nY_eI@G`EARnD* zbWnS6h6fhBrFM=Pn1%j(qQ3Uw-6vBj1Zy2KsLX8o)3Kv9H*RYmr<*%lJ^pMR_DH0U z@VJXLUDUdZ;>~+KX9jB=?gh$45J=PYmi2H-ajD$wC{L61Mg=I!dGe#O5#g37X~D$d z2cM0ZETN6;BL~6JWv!w7c1|`UMMT8ng!UYRoQV4JwdbvKT9GqdmTN7LN%&EE_NC1P8?CUq5AE4%LE`%2V{# zRbr4lM`t(PGh8-Cj+wr~vth|uWk0k1(=qr0u@uoAM5{tXG3*ARSq1}R3m4hf?s|K@ z@R=nl(f#|wK|!bcr~Cq(vXbyLEe@WA1VbDm${b+IOGG+`0di4RRv@3)#MM+674{$@ zt-%|EkV;hS$SlX@-LLS)B0leC0o7+T1%GNGEz|^KL6A(jYFZK`Qpb=R&JJ$& z?q&Mdj>y_u`KI9fqx~gr#}fl~Ea5edrZ_j9Hp6}`JDG3pd-6DY>a_XaV*vsq zmebabOuJ!#V6M+XyNXBvZof#%*4qubzak$yMMX4~g&sh>NcldnZ92-%;?8Ol35H4> zyelwLlB%NR?BLn(Qv6l$`jkyaq0`)HYx z6lHAoS)1l|l($2F+5RnQ!@TKZzi=QVhVY@RG@>%Sc3_OtgX&;B)sPj7E!Gi2Z4u2z zdzB6IZ<6;%UMnY0fWgEKMhn~_vxIN5PB=2nWYp{FP8YA=k9=$@-4Vy0?y^ZNFR8^Y z%7#4s=4c)rlO$D&oDzCs>H8r>Qw9Y+i4u^;7KwqxcVnzH;`SL?$aPT=jj8Xei>>}7 zXLI~ zW|lncWYrLWsi$@}2m)WZ`Fqkqke;PAKT7ekJch8c@xqe|HUAo6 z$N{j`38euMT~i;Ou;Fq<#DhkGQqdF@tw3OZEQf7*yMs!3hDb~+#M+f~>9}xE9+>&1 zHfP!*sni)w);3QaRn_32AkZTR)4nL$&O3#YV9KsMa|ja?6NN7;R-%@SvCp50OD0}X z5`UQ^e84IMF-~vb3YA-~E4F2PVTp_S8*jICPHSv$&$8bA!q4$u%p$XFE~{QXZ`)1dJskk&|fw4mwWb z>nL$X{KGAhX4 zY!(vugSIG@hey{O^A|@-=piefsLuk}e2`lJ=#vBoRtkuDJ#yvZ^N+1l93x7}=?12O zpQYMrCl>@8La)hRC=wZhRb|rF7H`g+tX3j0*c=s3NME2UOPW^wv>gcle?6c{6kzJO z@!dvE>;9VrxrF1>8rmwzO``-tlJTiCVoJ&Yc@!C4s{1QMfwvmnQNlM~_eCIF<%WRI zyED@C4Rrk;gI4itWA#^AaS{C~U^XBNEUr zMB5fLI5M+)G2{mjre{`ZE-p3pQGAO*pC?@FxHW&ntg1RU-F{ex7p!1`)pOwgCIAZU zFK!L|5+fvH%IX|9#n$euYD!z~#BC@MzrXN`uvNbHT19^ugP;e34kY4(aMS=!o+x3d z)`9q*#x7wkl*14@^VJ692+S0VLIp>%J56zfI6!9&INZ@x!PXJ4i8O#vfT6p;A7p+H zKPkT3RkdCzP8S}!(387$@>znk=h30okVzQG-GVcPAlPsTes3V#KbSu7Yg-O`JW`4y zeNvupCSKr~-}z14`WGN4;Iki?4%G5Y;ly{x`RQOV}ejLd@H+(1J+wAT-~xw$nDG_4r9(I7}B_z_ARyz5tD zz!Fxr^kjXx%!BhIKVhVcEU568;0Tf48c+12wFX4|tbV@N=h|reCH5A2V4TP=oW3}b zbW>A*504HQ$FF;Z*Gtq`1NuzNR5~8@$RNC&oWn)BnT(2x>gv7|J%eb(pC6ZcmYRf^ z(UzVk=>*sczv}#rqxoqKaYNhyDFixLsm82cG zc7v)e7zS1C?)8ozS?ef>&Le|>PiFVnk-@DB#-Gyx?1}G&AD@#G3xGq3v@Np|9?PkL zbX%N^bAf{bA_>K~m(Uo|z9c>o3y<|xH4G$8yn+*_@m&5`Y4IrUu{CUTA-~{UI*X_( zAXthKtgWM^b@y4pkm81MW{dhfO{|JT3iu5CvKF|1aIlPXVhA0`pP*YNrzdAG^xq@N zse^awO7wX_~qnH%tmw3(8oWN5>rh@V@8FQ zX9)Z#5O4-=JwyI~A09{q@b3T$X^MF%iY`@fJzIw`PIjY{W%xv|9xWN$n1%>a;8zoA z=y*Sh>G9q;kk!D|-`CW^AQRDKhdYp8=e9FtMtbrA^k^yjUrT6_Y;kG7i}sU~h)7kV zbfdL}?D$hz1lv4yw{snDNu|-@c741^ zic$^O>kNWd%WN5YT)UqB$HW1a&L_*iH6n@|P}=_G6nkyUL@A61_9fOOLz0&7n{aDy zdQBM1prE;V05D;2tXQR-iVh?OdmzrTK`E@QvlQtCE=I*8LruTmiJtc1S`<;RLVLi{ z>vVxu1W}PJ?dyUC3}g5nTU;ERyQT$OiqfuH7%+%%m4(b8O113+$>37>(czM(b?Cru z5aY5PNKjB86EzM-YU&+bp1bgO_x0#)hBdjz=KB2e?7k9+Bx|Vg{Fa3x&EEANusKU} z7!p7@+p`Jk4kiI;H~SKn;gbT=0#RXi!asOf#xuH9EBqWki@H~+)4VTf(1y#Vy~mtP!NA=kb%=TN+JF(P`d>{OK%@(MZ- zWXxvyF9LY!iW0GnTzAg#vABAQ#nOu{_7cb?MYeIRKeGMj5SyTHNKC7N4=ClYFz3Qn z1W$DN-9jY7qTE=*5KT~%dxc1fa?6?5-7}(vnWZwcVp9@=>4q-0K`8aZ2;H9G0W4P@ z&ljdIDH6{Q&t&d(}m2TOF8`bI`zqi4wk(RdMZ~q$*{u38+pnyv$D3)Fh z&82Qw)+T=a?tpS^BD3N%Ya^YHQPDFqqW~5Z_zA$F=MRgGf)4V`^Pl^M7cq@QaVwMV zH09`CjaGGT93>UT_naM`FmsbMT8jdbZ!6o=))yV(TkR&&5_2s1i}unT*SylBiP#&OeJNN-kxa$W>PCo z<+Sm|=4e}y-CC%hr|{W>!S^3jgs#`i!sr)OUF`vMB0BOgj6{$~4?73ec>(_EWQb$t ztphaNl@s`tl|muKj5=;F;vP3Ix7A|Y;d15XPaGP3Q}RJPN&8O+V^eK`9hO2zB0`m<6k8T5#4v} zuhx6m-mu~WpE3*#2r4bFBY8F9D@UNp}3p4 zueCRstN<5Xh)NhpXtaSjC(qJQa_9k7oxC$XEr`x!j*STS{*~82!{KbB z0Sbv!=4`U4)@mIYX#F$KaTcaV{ePb17QtmJH&{+31!_Og-_6QI)PbWt^!x^dT`dxa zPMVaNMD#l?E0{`u?+<+nbKr)mNX~?W=sSaNCJ*<14Z^2Q+Jf&H^mn}Zc43Kocj_@n zYGjkDg0Pmv!U&4u)!b3wMw=>Tx5$@=?qjNS23e31DGY>C%sRIf(@tU? zgo!M;w5)VMmw58R%+ME$kc(McVSZ}4$P6-vo;@ES3-+#+N!m^aqA)rMKS_s~nccxp z3ysK73d+7~ZiFuzy8v~sJB=s^S?x|4V8Ad=OOsT*o8l@&;$vrR=z3lb)^v!evRB8Pc`@ zlcS=Vp;S~<)HgKrCnR(bpQIHgI6j5&y>CpbtqnVQGbnkO!XSd_pIP?c#*>(BC!G6g zFLvd1A?M8&&LkfmHQUlgIQ$I^u{J$@+M?4Gc|_lwBCsPLi9YY-vF(&fPGJ44`qtY! zueqe8E@{uv4FMRizj@&!n*Ta04&bi0D{9yZ-B8;Zo7rOR0`t4N{szyv-A5gtS+5~@^S-UEtsJ|WKzCXM29D3Y^Sk`@v!t`dsQH@1yg7DJwsuSQ*J-+94Klv06{owt^So6kfcAYP{s7AKkn2Pw! z@;|fw0~6_hwS)N-3lazbc*04#8 zjp+mq*)`JqVwFmSeEJGQ3W|22r)?xkI1xt>)SX!(v8O3r+?xd?#?u<*dgn!elRq;M z1uKk?*zHDqnH?Vn0GfcxikzIBL`L0m#CWSRuniw@@X%H^x6e)kCJ3CC^q?;-+i7%7 z2gS;pR^m1a?E(~j?^7q)$_?d@yiYMJogP;=f<8pP$(ziFIE;VunsrcLxD7X)_;#4x zFJaQ>lH(*IGNv65&LJ~=++vz^J{dp=1aV@-l-mz4N^%{ftXEr%rLO2GTLxR|%-NIC zY7&RgH$4t^LR=M6^7{HPmoK{b2aDuX4`QbyhNYk7Ung@JG^}T9hU+Vu7)-9MVrK75C9?wujkGn7^Y5Mi zv)l-u2XK$J9Vj-{gLn^r{furciO34#`yd{-AIlJ~K6g8IYri)!{EijPl~pZ@D+hBP ze*EASm?KzGi!*Rx{c%C8Mr%;@jkpol*@eu!pfSbu-SP<(BoCh#?$k>+Q2wH*dS3A% z|5+svJGfAN{rqgX!XQO{?)%(CqiYlC<}BnWJdY(Xu)kj#c5*DTn5**Y4W2Zp!!{aW z`2e{ok`W4~;Y(!G&hLdT`kB&Fp^)|kaI`Y3>u1?b*11}z+>v$%);~wEe&$!r{x=|Y z@B4H=-yZ%npK=1>z#IfZPO-{IZut&;ZwRsupXxi(;}|Ox+CniZF(#*=09+cV-qc1V zzE=@+LQ$xHB)uG8{U(P71zn?n@AQiK_Ay^fM-;t(xVf0KU;~c`IR?|Zht@``x8CCL z<`OY1XI>$1a2bA2|1D&K!mJ^Pv3LcUXh_yle<*4Kt0d`{J-CydWP%W}QovD#K*pG| zo}>cBLs3$!o+m*5SRyt~7nDG6Q^&rMVdx5h2tGYEdR7Tab92%pshi7zsq^Uo%<0Q1 z|Mnv(xGixt1om6tzvj&G)px*#svlXlPq^lTR8+4Z8>-^oc7Y`xbnA;j8?vKP9!2O? zf5Hh6z$ghwf~z?jZbr?^JeA^RPuDZY&8r6jm{9w~#p|KiHg$Hh}bKkzm9;25=xZXkSH-~5IA;k z5eS~Zm2N}>XtQN+&`V2L8_Q@^1!jT9fJ7rgdIBDP1+IQ2pUJ^ zEQ?+3V;T|U4hvW@?sdue1cVaV4m`e0yr_S&9+Y5GI#VfCo+JvFCnDXZ9l^AzLcTIy zM-8(0!|>;#U^MeGk+(hwCeiPXk38na2;P5hG+z~<4>)j{*A=-va{)p>GUwG9gL$ko zg_5fCg{bxVVwSv?RE@RLNQRs|$DZ;)tdA4CRc8y>m3=P(av5obT-W{WGTDZlnF)NV z^NsSN^%+!4GAb>1rNl?FpWH8kG=`KXIqR$V?=J;Oqxw{`{vmQvNrAQCv`D|>JR&@ z(ox@$A%#Rl1SDkcN_RzTF0;Gn2k&S4;=!FY!%A#~`%^~f?jZwf(y=nWQ~o5g0AcBg z?W+Hi|0ktfA^c7M0aYw~5Li4epNiWd`0bJ|+#I@VH4%&#_odVQFJa_ksdt2H9CKA8 zzrs-xuV5dDj(sRo5KfJq&8?OESx2WJuxN~sIE@w&`hJ9sz>6wUX}+-}dA@UJX+CkN z(740-XVMBEF=dL*dJ#gl5b@xKZ|H_O>#F(G?5*y{MYFo>%%k&qd4!u)hyfR1OIw_1 zI4Icj@khB>%24c)CY2EEGsmxB4ilS@moWI&q<+)UxxsyVd&3lwN#nv;SV*gjhE&MQ z6$~yL3=R%9oJmxyzDj*g*)ph*xJB+71zJFcd3!};3xXM7r0txkM)lSMS@}~WYW%%z z|JU-r5b4Q*Yt&gh z@U*DyYEf3VZ>0d#q{J^^Si9m#Lqjt~peX1}1SN5vaGo_%fe;KD7YYv#FCvuzCw<`! zl#^AKD*IE(epYESFu$RP@k^jEnm*Yy^jN>ZH^lOS6tCO&BeZGV{k6o{1Th^QToJj< ztPmO&=chDpRSPLBu=Ta|>yKjHooCla#j@`sKi^DG>2%35B>w|nGIh1e%J*ms-;TK3zhP8E| z$pvbncxB{e1O!5a4hIGVfgK#Q7IUkva~x-U19$?=3w%e*DvRXo%R}?XL|(5dJK$nn zcbqqW!I-o(iL>12;i(Cg`L0YJywI~fOBW8cJ|%TfcPPU|B1bC4(4QChVDfbdYvYiL zYwq_<^I0}suRPEg^sVATGC1gu+%F(WG#;RW%)?3(l}tgx+1pPq&&e86D0g_LC7rOk z;h~?Lda`Eum);-Ls2w-JF|kp;zf|Z5ZZf^14xTn;zv~$)L=qY^%S2^?J7<4cT3Rt6 zW)C1N8;(RM5e3{5H{z$ve>a2!+BX~mB7~zBPB7Dg*U3uAxj^q{HIp!?IPP5lsRQcQ%E)T#bMrO2 zSJHsMz*3zFE41m2hzMvQQBfj-7p_L@6(1l$Q9|DBW)T@Z6oi^RWla5UA0QaT@P-wO z4P<6)Zb#Hfn-3U%naa9_gP7kQzMl9Sa=Tv|n}TvDSC>}}k8eif0wLDdA04atHm-3(R$t-9sSBT8;^F9{6vV4YmSF+pe!{yuIrO0lUx2qSpLnRe}Oz;4bUvDy-j|p;itc6HIy3Q{X8AXf{RSV+$E?RvixOg{*7(A_SPN@Id};O5HPYt1H5kA*W>##J>@BbV}6|@dd*!%5tC=AVfE$RP1uG)4CwoL)I*h<#)E9<>_MO^wJ&)o<|7hWoJ4i81s;K zdoT&&u0c$4eC0JqUcOjr29qIb9s`Zp1#@;z#UMB#;$mi6NnQJCmb-H7d@PZu{_){= zy61=Bn#4OW$x-oiKaHGt==hGpk|>T4+6}jFvOG8V4`<7>nTV^I$=_$4f8r(J4(Ev#DMu8*7koYpO|Gq$sB z;m?+$U_{+AdSGA2Xa9-T$=`wJ=jYY#Z==B*7uQ{pUOZ6`Ou(&3<0`3(K1GVR%RS|n zTxd{COb*cZHeRH?Zd*h-v33W@a7p9PE!N(j7}??qQ*UQHvZ7utsN#1FtmWg6k#0t9 z$vdE9+3jY^z7JH9#mOCPMK{m~E@kQXYKsf2p{4rPnLSe)q?U{eFgYcpOPOrZ`Z+3- z*7*honskNxeg!l5y+trgoa<oz8N_(lUHZSi;LJoP^to>gsZV znmWpP=+bFjV&C-GbtEPu zF`OH>h)Ij{n@ z5&|K{LwyR1^01eMF!y%yysgSw?_oSGueN&NX?q4Wl+;3|lG^%_`!wY8orT zp_KQK%U{6FV5~c^fQTfZj@ak>J6<&$RxTQ?*UR$6lO&j51!=SP!ah?(g@yH>uC~q3 zx$O49i=@l*4OCWr;TZml)U;H<+dp>dswYAN!y`eikqbHERfHPE6R+y)M9^z~x-B(K zb}pfp%oi)tGp@lTDP=?kw`jZ1pw}&_)3X~)xogL{623RU9E#!nrp~9w7nCtJKL8ST< zCD^f}!iN|8=U*)9u2E)lyQ7YTh7LZyPZsf=_{u}I9u2&yV-hJ zQ(*gp=@Gnlw%mIG>KSM6i_HVD%Mg}85P1LB1f|0VJ{1SvnhR1kpXH0z8W&KIZ=qyB zIk1e>L&Hjm8&tQjf?@Yn4Q>@E3Y2r%ZTVnJhsAh~27DnH6L+*~a5Eg5$^y2y>A5IDA(S8gp+w#f=8ZbE0CZ~7fP8Zfsz~U(yXnnUTQZZARs_~uF5Fg^TJL$^my<6 zt1s5GOHYTiSyoRlk$0m9e{BPY^%-Hi5f2~F^_>-1`!K*7rSkTi|(tiiXj6zRp8te3-%ny>cLKOHd=!EA@pioE9LroDHWR`)SytKR*o3 zrPietxUvjt8C`>ui6=k2jM4ToF=Bo+QdfzqyQ18TA|rbur3y5F+b>2?*yGF-{aUY9 zN3(Z<2KWSYbfEQ*Jj^BVtf+qz7dJ5A%gzr-k(QLEHVjb$)~KLx7=DJq z4~E>aA!3DyD6d8IuD%k&^jw7^=sUUWK+<)_8t<6NRX$@|+b(;d-^^bDukPCId)x>r zFUP{otm=$j@r{J-{CH@4a=*7>yPM)j0N^1rvrs#U`U)R<%X6(QR;GZw<^T%zG_sHN z5IPGxw$+fJ3o)9WHaxGjAKyNP0gg{Q^ouBP8{#{SMmmwNHV7B(*dK4mM=QE@c-hIn zlhuW=m80IFYtNQf7iP=ThAy1Ia%4y*92tu73);zgL%RI(bI`aa^8~Sv;(Si7GAvKG zcn{IzZvGKQv51&tCl>6&pO?M5s3Eb0g@Ior*3W!Sik^G;S8jGE9u2B0;m*l&^F@)S zX66ZCKu&X!{uf)z2RVq`Rs<>$viOSS`w%W}|v6!T!B74}v!opIu z7miH7P;OXWfG_|1^~$+(@8VQd=d1C1r{OEh+1dl#8h5)x)Qrx;mzx8aAV7~A)IW~w zpE^E`EQrwga+oYnw-DO;$y8dtiKqft9oRDgX&ZR3LRgHUbpQ^1D*D-OfSl?~@~oVR zfvf=R1s=|thnv3#>o298iV7*_McGZSKzwl$PwP}r&e)8uhQm7Xk`Ck^8ONwp8qj`3 z0_m&fasd9nUBULU{p3-L@rPU@2tT2j8k4TMD>Yrk&c7V-@%a*>>Ivn!UHB6H_JIdn zQ&Xe%xJpYN!43n5m`*zx)|2myGw}5`n*gT2CjyD+_wk=B@;K(!?=O(#yA;^keWaM5 z(h^Ufk#ZB8T?Z6P`_KJ7l`66dM=8%FhXovDD6}f5#Z7u4e-%V8YG}H1d|SM`WdSED zX=SD?E6b51my?t8i4TU`G1tAPsP@A)aSK6eBt?e*ZvKrhgT(03J66CEshk~E&~5*s z@0aBw5VBzYlqg|-M*U`(`8Fa4HZRYsUmC_d-ssd+u)n{)n#g>W?K2JvbP@gZwAyu# z=F#O3UoVGuVI*R)4PxW#*IMW6wo0h>_pkJq;u8%>w7kTwLqQ@wnS6poqqp>b>yya{ zz^@M%{33hu&<@t?1he0wx88a4IzV&@Vw(eBYx zi7o!BbfRKM^Q_7Ue8sco1Xkl6f`ZajG&|nk+tb?{j=c|F^`r%ilfPcliuhE)QBhOT z8^1s|x3n~H{%UfB$Mh*zts2yJUN?>bpwGEp8Hq2a2^8byB zx!wQFrdAHFJr{{{aR_}aK|?+Opletbzw{t{SRV*sVhO3j#>*g zHjO5z{)8V-@q|L{xPm^z!J)f6M%&uk1JPVo2KkUI(I zr{1D5sP=&^%lz$jlE_QRxdG#x=tD?5B`V|KBJ+uR0jc<#OQ3ZZZqP_%vI_1 zYtfskzxn~iPP*U_^|^+4QCP!yQ%Snv4P=!@0X6L(zzfH~VQOKUY-`=hVNBX?fJyQUJ*ZziF79pi?co_g+D_sx;S)`(? ztDEQ$tY?kF5)d5Rx3Ph1Li|QU*fTl#LVs!w4eW^Q*kd}GAzvs8#f~5i9$256{fdbT zAZ5TrQ%wDdWdHFUcWxjoR!?|TkcwMIHf&&WK8>6NXmy0`^}Vu2N-~g+L%j0p;6EGl znB*emZ627pe3hhrJ@9oChc=xv0ALb}g%4;cw z)a(w%Pi9-M1m($Gr%&FMqtWP{CVAW5C#njh zB1V??a>dHt5LY3kpUmv*vfNpm_T5f#7l(n1UamrpQL?|dBV;ACN@3Sp!C2g8lsB-O z{4Vc|yf3jQmP~9J=DCBTxu_IrDFvA?y0eMK6%i{`p-Vh8v`R#vG>;r6C=YB2MTnp# zrbL|y$?dbfpP$vU_A;A%X@R-!d}&f%x?9v}R>RCyAPD}(UO2{EG5B_<(+yBZg{}da zng#+t`hYtBV(23A?=3$1052#i(0g4;L^seyV`fMgz@jzMqbmFXdK-avn-Y z+AZ%4DkHr(PNCdOTaitPNHmy`kkl(BYN}>p2FmIR)M&ZJhtS5!#GE_fMTl8{l}Yk+ zF}4rxRLL)9D;YFbXF3&!YWND56J~8Wup&{G* z01NB9TFP|8amKkfQt1}q&Ev$4 zu`MIzK;p&cds|)AEB9Rueb1;YTK?IED0!Nv@+*>Ew2Y|Fzz!$Q%`e@Uft|Jw%<6Cd zz1l_~7hQ%lA}jI${8s}#ABA8R1`p`=7kaKMLeK{TI`iFFU@lmr87hb3#HGPZNSq!Y z?^9(w^78UeXOU=hqaDW5y5;dD>@~b?m^L2u?XwC`oi8``1(&OQdrWD&)OT2l;Rz+V z;7W<5>}7hulBv`|Q5ezb)~Wd>s+rC|?niayL<(q{)|`SRs^lu(0E|UBH#amctU@D| z__}6ZZ5imw1@QVZUy6D2BD6$=P&q}XMMwH?YVVIls8PlioE(lP$X@CT z;yKJUxvHYTnLLg1c8R$n{)QGk5E?iTkkAm`LJZ6qASx9l!myKPho4`*onR3G1az7W zL-lUP64=rdA;zi^U;x43HGPU#IAmPRW3Jp71=Tt2D>-yzDA(7jPmq0PX00RE2m2;r zZ&N7fM%G?icSQfHNs+xlUGZCM8Yk<`U&l(I=VblIa339z6z;5B+nk46{?41dS?g^- zAC_WC0Y5(%kQcbyQ8671tkMgFT-oxKJW4pm{&uJ=aVK9yT1eMoT*EntDXqYtlU?!U zr?)c}w0%v#9vNc>x1+)#%Hepb|K{RHC~zp_4CLt@!@TsuR1bESM-8+eU9jfkpQ`(X zBli;KU*pSJCA7V}(#PKHMDTie5$;H{vE2=H7(de_`~3Z;<-RG5v&CoQ4jwcRWqx== zDYu2}H>BfzjV#$! zfN86E6ep{7twP`5| ztc}aTvQ9jJ%)yE0pq=n!x_lH{e%GF!SG;kYAJH+3R%Od1?X1_t08(~13A@uTj+qC*Ic+^akzdQ9nVjaoqW*_;VZ6auib8E6=oZHW$zx9dIYa5 zDXrsY2Z+;b(Aikv1t2k9X06iqs?$|GM5z3*44gI`IySEOR^!9-GAu}L9njGV(Ghyj zv^__VSX9({>rr6=Pp8G;y|^@0{tqUJ;3LDox_-UH|E5C1BRk z%#iYRAa2 zTeiVef8}wtAlUfa;apmtMzhwA0)QB8FNmct|J-GFqUzL??~*$uK@~8-;Mz{M9F_1* zu-CK3EUfYp$QCQ z&@HT4MlNEUnHSc+_a1Csz4>~owV&BX4w{p3=4|825u;GjKc_8Iu6GAmFp8Uf+I(pci{$V}YN<&%DQ2&ci!nw~L6AHqisoH5lKz-s{)3O0 zn{Uhh!AH@2d?7NQ9XFy8j`LL)mCq)N*(40f@J$E7%rBkaS+ICuRcxE4sr{A~2q_;V zH-V_JyGw3kpWH^$(M1Bt`)8}t^5O#4!Jr@H3kg>wm?cfA%S(Dgf%(i2BMQfodNQo* zu~_AINmEEACBtg0_M6CwC%Q3byz=F8DbMG|M?n=d!9W562e1epUIxA2XIlbE0 z*ui1h3uSYbBl0#iG*}^)u0M5s_6)TnGDyl}t=cQ_VO=iEnglU__ZD#3?1YKBc%as- zc3r1bQYetsk>`iQk(`^BJ*??Jf$ZR+jmeIBebFG zzHO$Kl$?`f-3$gFPgIdsgrTCMnp47rVdicK-!O)LqY;J}r`8;SEr{kUJKlPXI^zrV zgQsETlF_CaVsWw)BYe{ps`RJmmhqwzDgQY>4(zDd>SR4W8kuZXe-6LDLkj|_rk+Ro^G<<;AL-Qpw+2}8M&6l(2c^Omb*{16{P)LupJl12qn}>`okM zvV{s{8omWEeQZ~9Z8kI?aCR##;Tb9tOw5L;jZwF^=1|T`F1V6V(6EAywum0C@$=S_ z71@6mSz21&=(t;bF!46I!_-*NNx9)PB+aPW8&ik-$G{$q8=s9<^}!Na-iRasEQ*qJ z@#W@-ofqj-CkB+g08lPF_YEO9Ec%{5<2T%#L_Oy@oW4VX|0ovxwxWG)1E-m2>e&D!lI>-txA06@q(~sW< zU$uF!#K{NCs(6+=yE1Ty((!yE6}_sLnpZD4n;+${h_kq&&>RZU(F|B?ML=G);Zu)} zUPP90Z5GQCvcH7vk_dNmmW`I1pXm7m@QNoUq$<=NXfiszVpWa8R=8VxrK?RU(4$>K z%khKP7W+!CNrpIa``0>LHUuO~vYh;5;JM-Oz#j`G;&*IUA+g+RjWP z^QPqX_$P1sCOC{A7i-cEf9IHJ>`&==-gKiQ%7wTZK}Ou&l@ zrrwQ)jqcMbst}Gm0`w+vnmm5q3@}<`cAwfzW7x4x)C9O-Fr1upuHp{{pHI&U)m+{m zYipeTImaYn(IF4;!)=7!zjF#uc<=AvoEZxlCm*qYXr!ym@AY9j)-Y-|$jv)>n0JQ^ z2kB3)!jUB|{VA&jgWfNZZP7=`>U75NPamzkU*LH(Y9TM!!M>S^zj*Ugpz>dMZ5DWjZpZI(o^)Ca`^8JO6&6==D^P*JsH1!NRpoczO% zodI%K;THMOItIud;ev(C#H>rm(hntoV!A-RT2dd^(pNoENLXK*Si*AO0t*u2 zmIGg)SSL|ItML$=XN#j*`y=yZjn9{N#hWp<05xOhNe>^^33UeV1tA4C zmWxXdTv}@avmUSZb3x6M%4~-u`9HzFaVooQXC`bDT3@+o=I}OM-V{}^4MEVt8=PhE z4-Nfcm1lA?Z7$!p(=4X4k}^ePu-px`8x}wmu5upafYhD5aIE-u?}C5Ii@PvBJlzvl zf3AYecof8*faV7c{oWEb6%BQ7vQ1~f+-5mL!cLdR)nXgL`8U2kL@%qMDkn5o3971> zewEyfi{STL#+cph`8x)|0SiP-wWy{@SZ*l)JXtv=q(scUkLQ~aZ`PgAmrcP@HI@-$ z3#|y(Lh8tPRBW^JT}~mEE!nWaZ@{x^LG0pd0qy!s42(1IehBh^Q<~doNarLK%75BU zZa~r-C@WB2gj9D65SHUO^*3-P2{oF_@?6)fG00ANU?p@G>;vJ@u9aC6|2CIb1(wQU z7T+|BidkJ*$RW=W|c1QaIEkB8-p)UDl)h;kZ;7@QC$>ednp6hdnrSidfrB=!b7 z7U!#t*?PFE!6kdL8cZF{Eu4SyW)3yTdb5@AT57)#>bCoU^nB~-Tjn@bU?THwpl(Z( zbdA$x*mQ4YfL9~F1VS-()w#kjzdIQNtOgaz2~|ShkOYVZB45Yn4GB9ZXA|dDJzYm2 z$M@`i_tsN_kC~W4jA=#wBYi-s9?Fb?L#Oz*{N|!~npth{dnMX$xee^dnr2@`#Js;0 z39PU3%G%-+5sQj(q6e<~IfIL9fSaT2-eA6E{j)=O*PDlC+y~YP(Kya_k7Zg-pMH4h z6zTHva)vL!o1K@ff|W3CeD=76jR#S`HU;3Q}#HWoogD^po7gl;VWgPz3q*-iqnO*fd{>1?U;`tB}3v24}nc#zOO z?iLvxJ?MKMLOBcIn`E8BYL&L;;Q3$iXpRRd(P<|^s|9V*n}xRI@>X=&aW}4oOrdTx zf=our+ja|{>(~Uc#CdkGsko4|4^=sykIh!ujiXPcPRv4qkYPbFQB0_O`0d@u3B9nd zG(LmGUD#B?VXvk+JZdvg$MeuS5_MBv*jIEHy$=C5O&!2;li@rbe9S!KZ+b$J)~_F> zTl7RkvGUS>a|`V30?=$4)ZUz_!MG!8xD4jZOBGrnPZ)I8UEq~nCa4s2d>n{d7)tEY zVC?lr8^O3#o6~c1D2N+wxWS`iO6Pg{a}kN&<@EIeGuL4)N53Da>(+kK2JY&37E_9&~yPndelCdkMTip`b0sYTS<97k${W=DXv@Jr40$zWuH%q~* zP{T2~Gs>@%R6-<#|K=~gY+8|B3#}s<-Hr4*)f=-gNVAXMkjd2?E@#JPCByloLJLDm z$BCa5K{Afr^ccvN;&s#DEOwBSk?r&g!!igdgGV6P12IV?hE_NEaWJ^7;VSiPRKN^| z9Rc*@0{GE!%h4sM;G1Gc)Wc=oBmP2u3D?Pgg%bq{0BcAxfvu&^aVCXsyyJdqf8cg_ zdd{lkkwMnbqCYA&p*(s81KP@qn_lT#p=WSBp>xIN2B_!%#HNFywn4DTW`WRHV2_4k zl`|jj9&=i~-oQpaGHwLG!%yteUJ%(H>$Aq!g%juP68_Xc@PG_)7BThVL%%TA zj-pGyH56D=96?Tkl>cvSX$4@GRIX~NFs&Q6l+A60giG~@7n&+4n&l68h54lEo?>kl z?1(LI6$476<*Ll*gY{}TxvHL;ID_kF1!)DoAU&TdwJ2$ycL9*gG@~uk##E6^l}rg? zJ{w9QcI~oG3rF<_IXSgLd)2d;VoaJ?tCQ$uOdlYc^2d26VdnaV1~l@4duqI&am0#3 zBu{+E5X;XRaswAAMM1YP@v$XuJO}ZK!>=P!ia4pd+g)A{<1WWVdZAI#{;|i`PRFY6T=sOGdYAIy{5CP;%8NZR@J=D59|S@UNox8e z;AY#N-oQm$j_G66>Azp&UYiiNv;+T)+uH-B8?&~cmY;V?mjg~OMOf<2=-o~oHTm8| z7PtAmmd{J~(m#cdOWSqZ|0#xmMfgd<%1X2?2~L1HIXU^|FeEu?D$PG(&+rpnpm|$SNtCTp?jfTB>!!AUHR{%jg;zk!x;j+{~A4FT$HWsd{bd zcnyEkC4YKen!y#iv!_Z9a}f=Zja;6Uc#Z9~PRQ>QqjM-OAD!>Y+ju9qAYXU@PQX)k zZ2|zF4<5*D%hEPA>2UIQgQMZ0wm)ubzk%kRV_Yc~znGF1=mp2cvzd)n2V#=--Lx?( z^oO-_lKZq6$g>cB#VnNXI+lKD8``_+)Ix8#J$0{mb-QyZ^~eb#Ke-q)t)KDqB#=d{G`NvN(8m6zV5}*kX|KDjo!ZDqQENA$pfGnQ z7MU9x2d6Tbl;J1+{aeU+DRB#S(I^;#09csqXYVk9th!G8L)K?|(s)r>Ir+jZF^x8x zg3S9!rL4TOM}7skAeUT}kyBQNp!C2+2~_a`t#qZlSR~ zxKD**CgK=*+V+V-*YSpyrK9^^xdVF=Bz|4Pv;i8e+%yz|OZ=y-qA#^U(=ZtnL54O3 zZy&6g)m)D{1&L#nkpX=Qo73UPW~k^3VMLs)FP@YyOpG zg~Eaqx9Eb|2_Y;2H#?QMCvkOo=BPPB`&*z3B9wmje8L>PkILtkK80tX56Y%xj7^d0lSS(UCy};~by1}Vm>GV%k9t^rW z{FzqAW}uBeip%rPBai<-fGsG9|IVHtm$fioz5a-hTr#k_GIUrQCN=#)zew?FQ+)Jx zV(eqS6{qx;<)7GyUkK+L2!M{pr7aHwVi_CFpx;aASmr7bqnAZk208(C4sX}zs4=W? z>#{V{PI99xmf@qr4-SXBdxJKByC)35 z?qG!Z1w836Te)i0V+JoIxH4)-#g1YMzgZsLE|Y$V)g*-05;AA3JeNsm8nbnz%`@xi}LL~_j zAtBkM{&BV!9T zc8ekGrg>)}og}R_?U@PJ`@=@{Zz{*tm4w%zm=%rLSg?d;cjL*Q47 z4X}lDz~d&25m%8mtA*z%JSO02$!5k~k2!9@s^|s&9(p{-`g?lY<9)6*fEQ0?1VApD zLsQCZHyt)BU6ag_YI!HWR&A~inIyoC))rW1NYM>#t-!IbsFKe7_OAu5f^v%M4GPsJ zOS~<&sAni0>K>lb8@tEml(svc`OU6~(VH<6&1@#XHz!OHl)oTVXhiKDvQ;2yt{5M% z>G4F;Tmna&$XFIFuA1=TAwYQXrT!GCRU7pW01QMr0|HzaABux;E)rXBjoglbI_Ecu zHi&z01xJH#4Kz>Xp7L9+2-#cawCFO{U^mxTJ{J#kvA`>n+YaO;ZW!rssV$4>=D4So z9XsF`I@V5w*QrH_Wm%>;r286aEx%t&#%^#Hg3yw_x?pJ)dEpP@my8Co{euIRjOwqM z>=eauY4Vc1wbE$IEX8)p0%kHZlN$idv@YOonuwEAy_y`{p*$7gq164?S_Fh>(Sd=2 z;g6*Z@qWNQ$jVp+L%g{-ApvGMgEs<_oRb$`_t2kJv7bcLGX0$KO0$KN9=B#fqm3R| zduO`B(Yo_K{mv*3_suK<6OSyek8y9;(?!y4Df6U5$Cq_ap%=Ar|BK3>m>x-3f?-w6 z$*jcX7_+kvI5VGBdB>kUwPp(yl?)F@Wz>b1bcIw?*!v1TB??=z2gAP8lE@*ct}i97ujMvYelINb0eeE;C;GH&hk!nx)C1`mW1j{fC^ zwLycBNc#*&hE7orN`rPdt=)9nwPJ}NmrYrQ z38Q0qF0x>;>KjHF1y%UQO41|5HnK0{B80Y;Q+sLJ@s@*i<4FfX7V1K@uJpu{v> zZf+8O&zh-dX+_k{f1vE`5z$c>m}35eI3FuwZBS{cff+i4C)Dh22HC+aPmy717p28WPzwCOtOw}Pkutbgz}-5VA`_ogM1@gp%sp-O*3;1~xQ{ZR zQs^%SH>$^2So8p4LfgrF{@r?HF^`jb}>}lXVeb{ki(CdGJlR|J_GNK}>m(-JBJMvSMTu}Sf*Z_in zoX?P)Cvlo)3zB&*jAI(rHs5)u+ENbJB{WJXNyc#F27@O_t+*(pmWKJghA}IkvXw!q zOl&V!Rq=wF#X3G6dr{4)3Umd_lK6)Vc_h_H%wXF=#LXTIcF|-Tu!?Nv5=FCL==qO* zm<4v#I?@%aKP=hJ+G73rsD16=GX7fZw4Y=c-FFz@zQ^b+OHJM*sd;`~xgW6v4g)!J zL1tA%Lv>pQc+!d*RyE_H2ChOHa6v3vt_`Wou zdK!CqJ<$Q8ZM@LI=oGlT_vH*>+08VKd?w`Ia@?YA9CJ+vNWDVL!UPoHxKqSd)4}yZ zI#*1$=G+2Kf)7^Xhteru-vdr6sz3O3wY9&ue+$;0>GRSaV&u04SnQl$9EZEm*k21} z?yz|A*bdYCNI}^O=%s>84WVNllL!Zf@VtxpZbi#`34_&gG5;Pz1(-(vj+a0GxS-*F z*x^~JvlA>Y@~XQR3|vcfgdHwYB5faq=AwZP-zPg?mR66=1h)+9I2|`4G&7R>7AxnG zPR|Jj6ghdTOV5cM0f}1t?HEWROx~*uqARP+wK8yR<{CWD*}RN*?D#!_uy%uW2lM~( zg(Er0ConL(!z=StHV>={E-c(rlOR;#Cv+d`oc++@UFk^9NQ#{mJP%-LDh{>Oz=(O6 zzFN}%Z0+2s|Ao0s_O2lPZfbNsg0{qWdxYkj66rLD;E#8d)!Ljxe@gWe?S+c9PDtqM zv+NffHZMw*cP~3eLZlTXZ3!N^)#H-F8w{}v`J%58id>8s@?zoNzbYiu-HO8e4z&4L z#d9!7f+u}9FGga8Zm?rxdV%VyXQKt?B8~c0WW1N;rGrnn&O1w7mzMgMuMcN-+nrB& z>};?BTI89JTo(F5h;Q+Ve;_Oz%Agl-ZGMYd&-ax;aERZi)*De4O{J_}%4a9^KR-=x z>n7GiFIGFB2f(^m=p+9c>&s4W&K+97>m~MDYpmvSK2}X^+lyYM_~#tuB$ND6RxVmg zW!MDU6k!{tbzVBY(qFW7pk!bY_CeIx;Nt`XOewP`sQG6{lj-_s77c}Fh|vrT@Nceg zKan4jW)u){zEV_rGf~4Bv>tjC6tBzody+Z5@E`ckNbXbfAmTIDoSOs!1&A+dtT27r@nND#d=W-YZ))D&wmG$sF&bxgtiIGQ&=4BCXV==DIjy*vRHbbhil zAcq1IY900xXf6CK?tFOBq?12kBcUDrKs&QZ-JiX)q%C@vvL*YU`Ax!)O}BT${>scvkcIP(iF1Edt^YRk2G2@kY#cQ7Po3H9 zM=e}zJ8u|t8bX{5Q;X_ks+W$8bF-hceY)CF}vQDt>ER%%lizn7Te@rLsGyr(&y zuXPinJTUduwtJZZaRf11vL}Z>n8?SeXa`)4GHgh3>ahq+0raEGWTY_TUQmQNqA8Bz z@@F^@bUpRJU$t1udx0Y(qR8hGj=mg#&XBkhG@@VVy0?Vf`Dv5)_D2(*0qr(72Xlj1 z0JS5jhF~`vPHSoXRgwYayb@Cfjluo?TxYd7X5i&I=48u5lQDk;%?*2+@m!+q=fJps-DL=JzfY+H{8BY$fBh@n9dMcu#Y~ z;W&%`*o{%@o|8V@d^S2s58dv#$b+5CQG^;4y^38gs}KS* zm$l7^GEe36*Hkm+f3E|D$o@;R<^lG@o-giS9K>GMW{WUg)ESBsgsjzDjJYP0$C5iL zvbxJn$DSo~G+>_?h87=8t!ZXe5)Q*_6x&91z>}o$Cz3~!%ZRrACeiFmZeGs`#xVbU zxX(xY?xfw9escKpN{(vcw~De;!2 z9}#I;k7sXbm7wSTJEA=$*H+WR8oQ5i2zSdsMW*s#CrVOV>+M2?zy^PBrI7e8Rs_<_ z^T;d`iM?F~Ptti)X2x_axNqm$y#9838LJ{NK#$?{MbO5Dg33*%`o0S?q46w(dh^(l zLZynWg&DpH6vbX`|43bXT_a9Nj|2g>)`1=w`u5_9p zvVPqmdVgK8RlMx6dDibrf<3zmY=j=~0FLTipW=<2B*`4Wtk4~pt|!_rt-gePI>e)c~p zq@^OChhg;(1+%)PHjka+xVEwD2};raG%qKvE|Fh6{~iJp`N{`zmA%Z`oM^jOe%q*7 zQ1?-#h%kkh@XoG)i41g^S{g%e)VAl{FWBhaURkh2BD=oHzEmnn{ql1+h-u87fj_(? zPd(lDBrIRgWVvt7VX?RkLyP*k3U#JicQZjC>Heo`#RIDtO?`P8CcIvyB-EQIiE~X+ zrAMV3+8f~W=^GuCyNbe-oXAc4@x9%#6f?+WFenm4b0lsLX)!1$eqV@cQ?tC?uYzdQ zPiuhl$DAZrKK^udZ-mV+zfM7X;L);dAEDD(EvP~q#@T4Y5xY0k>2kat|94MrzAJC3 zn~rx9Z)&vFgjljb+h;~`ih|p(b1z8E^rO}fJyNpR6#Xlsj;Bb2;VIikbLX_h{p{#; z=FL0j;uGn#^{uTUvxJQz>ACYx91||>8*SYl-A8SGQzEkG>?emBcnl(FXt0jyD@szY zJ^Z6LGN0);?r9E3kO@zn)rH=B6(VX@6mYp8BEj!*=x3gl*_2f`4-xY>8=vMvC5x(c z)}%0pQz6Rb!nU?GC=X$gk&dnDXV$NbKgJ~FRFy#fP6ke_Es%M0w;Meq6vFvhm*q`He70;en*H*@(EibN2NOQNSVP z*R5Z`Q1jc_F(m!cIJC`acfRN=l1|6FOu!`vK>-f)73#Tza>Rjq{@(A@m;Ak<4FAIF z`2+MRA)pqqK7KD2oA)!`hnVVXEEi{^hP@xKQ(4jaT2KJYQqem;cNR;SFVgY2@I{m7 zY$?+bd|q(5h|GEJ7#J18`D)kS$=CA^4*Qq1$-4>MhVO=QB8;hEhPJ0EIbOK zv_$r!B@eXO=ZI3Z(LGA^8e^JTI0QlW>rob2mnFA-IhZ!McWz#O^k*xOUvI8wc5rf* zD_8^;J^}*Xm&*t#=#xFEe(o?o9_yh@l;a;!+muS@1*g;*6f}4~4?<<3mm-UKF_BGq z2YTAhq;9@s%|p{4sBO|BAe3mEQ^aRI~(xV z&Fi+)oliSmSDq?*5R*zC!B~KRIf@C{XpzJOGJ46mJuC*PVZ2V9b_>p$;yP#mu^$q3 z?p8y*GwflO2lW)k6L(?y*qFroHler69I)lZiLlR@<@>csx8kGERaW)h#)87EgiZA1 z@>93CYL7@0s%Kv#Gw6pa5wL5 z_ca^tAH_vqF%f|W&p+AX#trb-?e6}}W@Xb{iB3@#c^Ah<%rATD_0uvYU0Kw_n@TGW zb9>J|&07=OmwO3}$|qnlFz0m&|9*E%Ob@=!3ye5YpRMT?EuQxtHTOfaXblMu4s>y$ zLEE~!xC5m>NI)#%nY$wqIU`MLv9X;*x>EbKz8VW(5ip7pvsQ4t zWVP;o!yRi%IyByJS+-)Qdq~`S)vJW=c6*i```paF8o1HQmfzJq6b3#^L1-^-LudOn z$sM+>=uS$I$QACq_tgEt5{*G1f|M$dj(fJ5)yMSZiGuib?*Ub|786+mjMdhLjE)nk z&A4A+k8GqO9IFOW#E`z% zR7JqI-VnqkVP%}wMWW6Yf3Q@tt1d_XGLjDO81OF;E23!2a#yjUCpN#7@Z4+X!#M}x zdw%RxEhU{Km#MJwQQQpB;ky?lS6|pz2;}2?UdK*__<_aW9QVAJ23|^8n-*>}rxbaL zaV6A|jUBQ+d2Ecou1axg6x7dd%EQC+JbmQ@`3=||3W4qF24D-Lm0~(o0BefXB0Tq7 zHj>!p5RNkyD-Sr@Mqj>PG_Hy)8aozC>#&Q8tzfCGzZ}*o8(M&(=VgP3b!ouCZ?+DU~P<#GQiX;Qc65PS;ekO0qykq!0a#@hd2R(-V#m~?t z8^c1(B@-cpSdhq>b^!>c)oiEI67Qt3I5AE$MFrz~(KJVxlD3zb%JX-!@;iYIX7`P$ zEux_rkxC6mML76O()K(^-xd`)gf9QaQ4PPJ zhinHlHA=3I+`I@lxQ7K>WpuUgWzVIlI~ zBe7bq_}1kIg=_l$NSwobw4R8bx1H4kim~Phug=n<-z2j0;Pv^a!1}tX@NAyWmZ0?h zvlVQefUP3scO@hl1Fm85{Lu-(&~&(X2v;sDu62HwJUh`g^!R@j$N!y>mY|+29*^tg z?Jtb7P%%y0lLK~FT|UPTktV0I&&kSQS*{b*_-0L(Z7%A7_HuP(Nv$>jLe4R-T(PqD z(10x(+tbe904FJjhyFgY3#8mzfdF_Kx>n$1O}m3px$f7#`jV|y>=!x8JkM-4^%{UA zo52k5`!H$@=tJR*XnU5udtCzcYf z8$F{3#9pfCSE%IlHV`V|egFF_J=+-K>5O-HZg#BaF}((IekR8)Vt&4>z70J#OZ%@S z?B6L33^X|FKh$rIm-Ic2jH>cPPvAsQ?WCGlgERj|nKs||uUG_$C5VO2?d~mW54?RZ zX2G>?M?JD>o5>f9lgSYUBu0t}}r zHxUR}jL$C(+Nm%F-Icj9HAoT4T%0JyHZOsJ*JY=ruEC+3@(BFp$1LickqwA-% zUFxEI;x-Jv#mKtQnZkP6N-n!yIy|8rYW07oxtgp5N1G;7ctG*_fqRsT{Hnz830q@8 z3Sz$U^FSTWZlx@L*#s@p0bw49H~uHbE(L$6w^ShIzAc znkRVDraO%A^Iau04Ey70VHI0?TS(UgId=Ge5eY#a866)cmF11e);C>v2WY9QrD|WWk?s{+bGmAH7)H1H^awu9!tH4T;rZ}%; zp^7_Lk-PtuY?}+9QZOpa6Ay6Xcz6h}oi#Sw(ZFV9l&zm+8!h_(=a`J(>8Ejm_> zTlA%7*qoDU&5ubgUFGR+p95Efu z!pSY;NoO1{{D*35fz4sWcA#+*05V!Oq1w^lV=uHehz0gFGw<=k?x2Irkh8T0vk;-T z&Xn)mZ4di>Sj#1+sYrzRph=u^#_D)K?B6?{f(7<16boL?c87}?DLA2C*IbKqQri*_ zqp>{p4S!W>m9nuPj%Icwv6{vCsnPYme?pOu?DI*7vMZG3>Ud)4m5dbdbpVQ(#eF!u z{edC>wvHs$dz@-s3;4mzfWwX|J+9t6R8@P_6>2sxyyh+=K!!JrD0zB4omuGm_UB>r zf(Z~MgYM5dKVk1V=%kf`7gb%A$?czW^r!^rQ-g-mJFP2cRjKZ+00RBI>#7DUV(QpF z+$RiAZ|ICBAdRs7`ytm_U{X>JZ`qK9J>f#ri@;qvYhq>)nF2+Cs8qr{)MnOxj@1yr z2OFa>O`9%tm;05MptIK%UspJ~93|_bOPU-fQV`$g#T8}D%Qhc(r0=0Uqu&%aNlF6I zbyW0&P+nJgnblz-x4Pwrj5tAHU6QS{JX+SeQnbmV;&)x7G*jB&GjF%JTQLvFc)Z%9 zf@Ye}%TDl;bHTGQWab3X?;X-Y#m2yuXJLOnWNHDFjbD!r6Si(7I)Z2gOJ)6E!}6a; zCroh1FZ&CPW{-P#Pg!*v*yjsqf6zUI{N}G<2P!=^*Txs$a+do6f6x|x1((%b$^%EQ6h8m|c{ zAl2Awp);cBxt*ygvUH52Vvv(kG=`3DT!6($zN>*gv$VncxPBftgE)ylFQe(QHouq& zEE+o1SS>v)!dCF%*X9K~B?a6OWyo&S@Tc$9=ABbwQsVa(?xRl?yEaL;oPWD8GLR{v z>nRPJK6M{BIlHU~5O0~$;C1{^LoTMQ+US>9IhUF^^*Ki%U)+QH?kx1~`795JxF2~wY)#rlU5<8YlA9VqqoNY@8lmcG>Z zHd-zMWHhMkXk$H`{8%1SHg#Qk^^@nvUZHIlpwF85xR-Itpl6?j0o18GshTa`bcHy6 zzaT;ewG8JU>Q>F`c7bLSEEha5MXk`Ys@WGfrL&3y&w;8PgcWcB5RhXlvCY+h`ABXZ zW=ilfqUCvhQ5+4TR3Xgaay@#MohQBzT4OpsSe>uKW+Wtfcf$EQ6+5!TedmAM5Gi7? zE!PvbpKk(?)2RL4A7YueK)Yd0!Oe23Yw+v7geoms)u5Jz^!5=H=-r)PE`n(vkIR>R z_LeWo%l~*I~uCF+~bfWblNWZ+1dqagRxWvs8`9Xf9%T% zEg1EYrx%(_4gL2Ehh_pqmY$t%I->#~NsQ#UYeHgo3bLcMefb)%kI!K;JHSMG1)dEl z3s4n*&$9nnj*b@rH70irc^_V`xkrQ|Tl6NZwavsjmN+%Mtg;?1`^ghe$`VP@EbpEN zZSm~Jx%SBk+Js*&C}D|qzEFVLA`IRZz3wLT{fd#Y=X)N&Gh7MGkE)bRbHpYq)4KAO2P zF&dDlG978QWt1~*D;e~l8@4$t{*2sOfEWh!hJ3N_FANiUfz>Wyl#mM4cIQH-cX?8> zTDCckFz~%hbylFFO$0}iYQ4Ds8Yquk3m{BpQDEnWs{b|*LElGpPhEQ^$xk&uZ3#>4 z)Rb@wjDKW`M9`+nhw8h5EdXUtJBUp=(iL28Z~+0wma6QHMEV;(6`3isV_L$#MVVJP zE*k-t^%pzfYuyg+PK}Fd;G{TRsnJDGOQu6Uc}c`sLQe9>_!QGMpkdPsC}r!F;bIHd)4Z}Rp);iLH{frtPGU^>f{ZRmRq zPX;L%p@u|T0E;#KWFiesa_ru1sjf9udpug3X1|&8M@Zlm2?_etmvzycA4vxV{iY?4 zDE0(lW_5VE^xA%x6u^mIcP-p)&3P1YTdnCaZ$bY}$S{K>9V@36jYGc3#5tcGQboe| zpCs%Ec}S=It-O>PC@SbPC~6^onedJL{L|}}Lt$}pUQf)+?!Cj(4b1y+1pnkc4|k8b zSqm9XLu1&zX}VLE5!DCHZGLbwqRB)T6o8S4@yc#FnB_d&z!cS>V9(1Fhvgv;20bByL^otYjLH&S?heTL*L!D$iuoZG|*7?}&^^WyvXeCm~??7FmFthZybh(00_ zF5~sguZJ2*oUeLTibV)OXZD(uu9BaQD4PtxAvfFT{@Riefp3>G4h`L^ySFXennDMO zBB$mQ_V1Y{2udPgaytJ>zY1}DoQhmpbccsOh0_2uSPDnX5E6DCF4e87dQbdj%MBI>0=H zIvhH5GpvxrQucJVA*LAo+{{5MOktzqP*Ho}@` zE0UR$=3AbhG-R6Q+KB71=}y13ZrJDK;svU<%3&g9_rZZXJHHtA)^+#6^w{}z$>n;q z`qdwgHNCJ1m3!zG#(AK$wHCCDu)NF2iPeX^t~pmCbi8D8h7LE46$y)5r5zi*jHn`r zTcodU-m<$7O${n555TAl`if$ zKW8NpGbrJYk`qGRq|Q0aTIW=z_J&msJv8W`kdsflCPpFV@OZ0TeRZOsiaDK`$vBs5 zZKab^pZix|m0aHqIZ|IdX7_`v=)g z_F55SC#R-(`++w)&m6elrhRs1;z(6{+J>yhedTSAYJl0;jN_OoLlK7v8NBKfWCl;q z!7`GMvbJ*bi8a3+I%W@{SDRAOTm`sp)`ZQpPh<-)aKchc640FDIvpP;BAHWDvQ}s3 z%h|p2WaPovK3Zmo=M-6_3YA_EW6vp&%+~%0QJx@89$Q{hnYH#q(k;C6axX=~Fw$X= z3Gd<6^;5X|0ki&M#CtpA3~}KrVpB-2R}DCarI26x)x`V% zH!7cghSeEtgplDejC~Y&mQ`G80r}n`4<5;FaYY=ipF7(sh)RIA!K_k?(lchk}2!W0z|9N*$qVAt41+40nH|VH@9Q zJR=(a_ry0g1{uMh;BN&-Rr5PwLg>X&af9HcwW^2ItSP-ivTqi9o~2CoYe}VF%1Gm5 zhJU7Yh6NLi#ADtB%7*SH+c)x(&imdXqB*%`IsFjy;{F+o@RQKrKzZH+LTc2d#EfAy zRcqeRLg+5ab=!*8DitT^O@2Yi$mcn^Ui^ViDi|c9r0~?Fj{M7tPVjlyEPDmgH#&bN zYJBpZ9pW7#34@ZD)=4fkuNjXeV?08TD3|;vHpq1j8VxiZosAb_kvQQl7tuoX>iNEE zk1~@Vu#)2HHAz;3w7fb2m4%eXR`WP1201oZOwMss(H7U?;W|dwbcaf>S0-1*wh0(l~Fd6 z6ai%pa+iG44a^_AQX>IBhO+4|Q3i`k-lL4^UeK%^%mELk7_S2H2XgO-d6_b3ZzP9O z!`|)Q0{frsLCy-SBVap#7%ZsYe3TG*XlaXok5JkX(u(|+Sdt;jZf9&fcb44i!@4d# zRskwI0n$P1zbW$?1B6BCZ)jNLfZd$iGy&vYAy&3)O1HCIn|yv_eHps2RBog)WIjLP zWzxQH$p;r5A2MO$Ykn5VJhu9>7@{+4%5~=UJAqm1s^Ct9G1&>Ck2e@LcJ#dT_vh-- zs{>WKkZ=n^FoE*!51H3=QwWuoPef&R;0VhKc2bc;OrMwX(;bbdWTC5m=42lt5_cQuZ>sp^#kK^Ta!Uv2Yth(I-l>9hFmktxZEnAPWXOz zx2U!`qsOmdyxv3pLci4hz!MM};SL@LaSv3uZj0aC4Uh@nC+i%E*Iyh=KEF-bH>6#t zX5a)og_~1a{oK1~iJNE_pgq!GqI$~<3W3P0zM3ehmV$g3EGHi(`){Sngy0uJ+X;8Z zY8j|rITUTBakJmwJ+#I=&ErZtK4X9lYMn=05fv9@SoEt^|1HJ(sqm#rZXY+*TG<4C zpt`Da>TlKcz+Ma~9UY%61@>d)M86(2-?pF@XOgTu z43@C$7e^MyQo;lk#lVB&>CHU{@{xKfP{kcl>71%TQyfcuMQcRlpw|1x33;k4UX>ae z_yguc!I1;4$BC%#N+lzRCYy z9}o~s>oy=S4A>Jkh*)&O135@rTh8o67Ck-njB$jWZ)0WNh&B~q+L@;aUPR~Dy-!F& zg7dAD?#Txh*Gs|}z>?jV2K#(2(J+=LlGEYyiS5Mgg6X@J1@w~PAj!<2#p(E6b}~}* zCJTh7BE2_dP1U%6I4f$II{Y6wMJ-e8A@`Zq3@JRs1!tnrxSn(N>2WM5p0OcXRCSMu zn#Z?ZDSzT#dJD{ocJ)S*%o;OiuzG@E3R2@b>(+#m(rLny-o^>d6qrYCJ5X|2kezXa zoE`?#97L5M?oRLKonL^#SJe6=Zrok9xAIYyovT8 z*RpAgMc}WMl!HX>if8;%Bjg$Aq_OAA*|wmkK%S(6>ua`bUc2KrQ_i;|hzXz2+$0U{ zEFWX|54XokKq=Fa?4ki}PR{FLyz!W&s|>7NU2V!=q_BV}CDT(zK|;XV2dC$G^##pv z_yqe;=_mo0ZJ+^AANqVHe_d)IR@ITRHs)U#rL)mzD}ly&V#ALtTyrzv^@Q^S^~2dl zGiH~9dS1BdQmn#^19OsUxbX-lBkVY%-FXOVs3>qOq@|}jwd4XAjD>8rJ<&&xa!Esy zX-Qcv1dWE2pB-!bA*^^L@T<$x{ckmmttXLsuUngLLr4b@|2qagV151l3@(?N2M+@} zpON{);dUu)*00yPKgGi+6!xAS&ze*kXd3;hh*k&CKg_Gnb*_d$)!6(QJTAFa+7zNI zsc8N`w%&p(u5D`qO>ly{JHa8iySoMnZb5^)J2cX`2XEXRg1ZHGcWYdOhu7yD_n!O4 z8}BFVwfA0g&Z?SKAuP*iJ6NIy4tT+b{uBsx8Q>3Xsidbj1HNaW^CPVDuDXta1H?$O zmFxyTyy{WgzY%#}^A-d_&%7xVIncq1UgFXvZ3V9} z8iiP%aMaEr|6)BfxF6d$Vt+ccsYSAf-in-kt8{2Hwa0u;m)9JEXUU%{p-2h%$aVH< z-80=6R7-04eUL42N7rr+GL1PQx-IK-sUcZCpz(zy`c}I0qmb|#s)uqp~JU> z(`Nr=9@d+YGnnOyK`n9lt1(L17wptgbPz+KKzoHOyZ`_Cc$lC*e*6fSks@cBMguaR zzzmQ=VI@^zi9$WJ^)|4_cRBbPqI6m{5 z1Gln9bz4rWtxEefEPR`zWxjju;O&?Ui=#@GrqBB!S^YPe>geoVfx=7K+T{VA_Ug`M zqWL3CY@#qR#y&h&+_#YtbLA{tEj?nJV^y3MLNIzNL#(-SG8~_M%=w)Y?~8w+vN5Zh z$P2*%_H#T{MwoSF7?30e^PvEkP(%0E9ifEQ2ul&((X`;eI_3kZHCsX5ob0fd=`%56 z+=Bw)w0*rP230R#UG*0LaQ;Hl9&OLfAs@@CVFi68`A|&Y-rh0#mGNIdB(f)zs@CS7 z5Fe?RTeOxEhvkJ1NHH~sSn!(l%Ic@mf2?JSDYIi z*d1NCP5ee=)i+#(Qfl7#(D7qQ-Egm8!l|~}Oj1Y7VqlwWO(Fee1x<5WH4)26o#aIs zMYza;fcUs3zQBA?y5|Q_%B}>lX+!I5Q!mnSalGiXk5zy^6Ll3}5NjK8EJ8_*E~E$# z#80*HE35|YHT9T3gpA0`8VenCgd$My54+eW?J?|2mDPsK^e`T_JrHrS)OPVcC5@r} zt+sNs-<+Sq1|Xn_`uPc|Yp8%jlqXZ}2T~I3{)JDB2`LD}Db^O#-j! zVCo(f?&#J6KBDV?eWEwpkZ1rsI zHeF;sLw`41QZ$GF;wVLHWN*W%mQ;g(!Lx4S!gi@q0^giC{+$4JG>l_E264tKx=E!B+Ewz3 z(wD1=A+$1I`umP#o7xXGN@|+N&z*ympGMJ_nA^{VH0R0z3F}_ zSS)!e`R33QsB?n9{X4F*LzHfqWF+R}&Nkev1|*c#^L*e1-5zawi=6)l!*`KzNnf~O zh}Hz|lGLte?9S@*V8e!~j86+9fm6ab_OxgXq8epD$gs-c)(>eFG%mL}>n1iF|J{w0 zG_(au5v`Dw=d#NWnFJeB0780tiQ6t((uL6ukongCdSNw~0y9&`tp|TV_uJvHGEh|# z`4gt=m_qFW$z|HH-_ZFjPt%MT$3 z*8;2N-ec3m@6+nMK3k-4ece&?SlEi*=EyaBR5Q5pTYGN{!h%LkiHNa}lHTrx5S$AP zrrXpL&Zzq#82tGl8CHftj1lJ##3f564dd>Kbqo-wqzuL{7ehLQ7_j;zl#z;t+Xv2| zgFm1elJ`13p6u{5k*%{1zLQ#*S7hCwqJ)z&O)2(F{NBA{n|uDNOnVysoeu%ceG)@4 zdLbXuP~XaqbFRm9a)&)iNlu0#qI7g78;+QHAHgl&eF|5!RFtf_z2om1nDPERyES;+ zQZ!XO4->5`3`Zmdru`W4efHA&2Jwx#?i5he}E@OHs zF-lWPJ36R7r;+{68!;y#?!$H(Fk53$Uqy_TfpRP%P?$#WM^ANlAHHZrM|Z!;*&ye_!Xs`0IY8 z%f~N+ZY0>*-Z#UNyGlb%7|V%Z$1l)!JdX&^Ee%o+9Wg6YNRy>ZNFaWbl|GV0$t7oT zmYx*-tqW1w04n&JiCMBjC*+M8N??CQvdv>>`4Rx;WEc>PgXOq!#$CZ>HY+iS7Z&9= ztNKTP+98f9%Hmu1KdVlgk+o-@nKzLxgAX7c{Wypm;K)&M7SRb=&HMB`X>Xif@$K{B+1)qK)543hs!`L}Cv(c9v(r;wd zonO@ofjVE7WH)=@7K%kj?H9yM@*QX#b-C$y?>YZugJWkvXW^&AnBC$Z-Ut&kmN@cZ zAhBmaa~D(0TU~|C%Q8z;O@uCMXoe|rKpcV?2q3_)Hg%}TIo>P3gjA7QpNXeU1g!D~ zni{^WJzu@ObaU_ya{QJ5|29vkP=AC^OYhDvV&o+|1}d~`P3!H!A!fizij(29M+D)! zTv-F3FlvOK=`6IeH0xYMquPC?z~ULm1rR43es$H$sdS`QNqhY}m-G>b8=$(uTNPzG zCqx~$5?`P`+a3)4BR#u9LUV$mQ6j{PaVg(-3)kFwJ@=M3;y7gvP5req`QCBYI~v|f zK;t7pVOZ%LvV}K@Wxyzb3H>3obu-vb6Of5?L)=M&{!$J!BuHZferh>YRT5y3O*bvX zqM`JopFh;g!QD%~<<>P?G0$eQ;bIGOX#^>sAt8Md-=?lJixq0iaFP^g7{lt&?|wlH zz=DSgt`)u=U!5w8x?wx{o#QuyGcqhx(Akr;#U*Z(vLSP?y2@0W;Yn_Vefj@1j$ z`~rRG(*1{OR)!rXrF^Xo^(eVXu44VkEgg^e)Y81U?%-0DUM+m0vOzTe=UjWfz=DYg z|67-=6y7c;X=E9c~ErWjny&7=-y**YTGA_7UUZ|Gy#hH4TP zjXJfU`bgwNsuDCG=$~33f(W_F+3AhwkFf&6;y|cGm%`bnTXP{D!kYW$a`#OfOx zmMvtQ!Iz)dOt1dof(HwC^}*R+~yy-Y&fw$^KvIB!#M~s-mOMUrb+#nYiqNuIhwW1Mg9#I$AVR z`Y{U(1sB`Pv({QzJzT>{1AA6`S&NFNGPsFJuq=4!Z{=hiDaY9>KT=?@iEeal<4*}? zGAR@D5fYeOS|rorE3wQIqY~At_z9{zh$hX*%f;spuf?Fs_OI3DIv{Q!#D|Kp1cs#4~hk|8vmbt#uE6 z3;))2>TNc5B}MRm@;}U=ISkJ|AkS6b?Gz(@p1ThjCpB{hoo#`zP63O!3AZ4lLR{4W z&@%@Hnckcr`zLxV4Caqkn*`)m9FpZ|i22bkZ-z$mnuZsp_1D`+$M=&GGLwUH&C)NQ zO^~USH5OKtI+wNA!Xd%}!Ut>^HdS*oo=|18dOTJPxZ9VkYluluOE(JD8{FyP*hyM$wH<3 zDe`nBp4HhD*Q(G8Oma?F7M-fG`us_sOH|%YM<0d$7tq)yfwAv?a|bNtZTQ`~6}nz( zhvvbzc%9ZH6o6;SvCu>dxPKTZLmBmaTueSMzmQaM-~eBM5{U3FT(b*=1(AK?h@EXm z-W0Wwqobr;v{80tH`y?_c^DA>ishHqJ@?7Y3Q`TY)3d;_LZhgD-PqMrn_0D97l{2fO$Hpwy zt1f2qmDvPTezAN-(8c!i3yYNWd|sY&RQ`W|Q^jp>1iTaJ_HN5zVvU6;0lsSxIh+O= z$WCSg3(Q_1u{S^C{e@N{`KpAHC{XL%Ib8@ z6S=f_)pnB6uW{OK>@f{_bwZ+Vu<$VmpAtMt<&q8eon~p^g4~`)JJ-;ufh= zF@`?RYh=f|*G@$Jqc~GmnTQ)qqe9B#-G~u%WT2?^y0s`QDWPH-|3z#i5Ir>b$?m^< z6y^UvdlYO?ThDPd`AxqF7;IKxBf<;18*nNxr9B#nTlQBM-4|o+Ky)`(&vgm9EB+k> z2lF3d$gL+JwzV44^PgF59eU$@3o?Oc=kf ztAO9fr9R@@f44qQ$j+9t^7!9vRhLESxkVs89~|xdY41L~!+y;cRwwEZTnPH;lV7-E6b1^XzLa_4!u0^>% zeOvl$jzGLpKjQzopVO|UVQ_BsK(K}lUkie6+3;q3g@#IrIOjmU*$uy?r&7~4gtD82 zB0fPG{%gS@dA=%pd%LTeW&hm3zUUww<}>&aJ7hWnR^4cp^UyPv+jX0ZUrhz#bwEmG z{ik8ik?JyK#r%)pr0lkf52IsxAy?NA?I|;x<6Z{C%LJ~Ecy-*hK{HO)SRsMJf-rcv z)N~J1nx_yAHaB%Bh{S0Bs39no-*G9&$N~oa@4i2Wlt_THx zfgCi!gS($~&Jq(7iF4Ft>`JnTag${Ks~spoNADhN7uk$KHlPy^hQcO%{m=^*`PdwC zcj_`4e{5r8Xs&~BGrF1HKR->m=;`NOiD>a0lu!KN7#zkbLgbE3GW-lY;^zXXN=wvq zJ==UG{t{7Dm7_Ks=>&j>Ps6|n4bNm~yt|`RC5o8*z=g_F8w-`!l+Tlz@Bjz7k^Rcy~cL?TpbD%sjv2R&FNO-vIM z6SfrKo<&G>n-t#{7IrmleBh7U=I?@!I9^QM@4uL#h0o-B`2;xFz9+iedXh`mOpB6Ar)eaH60ZJ(%xYANEn}pVGzi$8*=@-rE4V zVF$*Qz)TLz6Q~Svt!`KiF+cbR3|QVJ3~@R`-N{;xoc~*1;}K$rf|i$ckW1Y>+v|y- znU0S{=0}ij`4tLuxGv0KzKEUrQae7Hhd@KuQKTh5{hD6`6|dv+r$E2CGi^%*pk_;& z1RHLNgORkE;?Hg7ZSeVqMr)xGx3O#Y!Y3^n)vSc$gHLGq`NV9PpC!bNkx)X|cwv|g zNRG>``*zdG(@5oo*h*Rm7G&dqkawWc$fHgq{%}3!HTsxL?-e}%IWf~)+}Ch8EKtV| zy)T2mEDnK)LsJEd5TI~Wv!+;7l zLc>gYbF3yA?Wi?K4?fIgGZLID#<>$W>Gu!DJw%;4`FFY8R~r%>BmdxxTsr*J#gI|l zSyh138$_a$hQnj7wnG=N7L}=j{v$gZBP3Lfc(4p6-}vpU`R@ArXWIspPX8b)+IAO7 zb8O5T%N-w)CzY0Bs%+5~<0RUD^~1)#2>OnjUg)8*PEK`zxnWR__5D-f)I)R16@|5Z z!4a5eP7asKFqnKlWEbuS^XWj#mnau&ewkR}AVU(sblzwrOf0947&evROiVb6?sr=P z)0@B0XvCRv#6VON2M!C>f!IOFXeF{_ad>&Ph47=C2JFX5@WbeOp~ry0kwpx<<}qF?A_ z#p{F#cXXFXAODGB7)ky?%&=ZG!ljeZ%y7~`ykNz5;zQX|q+#As;EI-*mL1(3j=oH! zfN?77Y}R4+Tv&;*=r6KfOXt_2q;&FBP|T9R6*8!3^!s5alV2?Yw*r;sT8+mdNpT>- zpqFz6?~isqXest7vU+1Lb~R~DUq+PGZ?lUMNx%lVbh`-?4Az)zJGMoE_nB(puJs2B}FH=`pM3d z7axCMC9;Ilk%i}Y5G#>N{CY=*Y^My*sMo>&S)%bPZUOnCOIhaB+{_3tZa{p@SrJ|@ zHz_a;P4lG@i_Xz7mniP&VTs(JgiuZ7Dl^PF`J45yo)k)JI#cQ_4e7@K7N$yNprl~N z5082{RkE4ivUx}98=Y(*8h$_VzXeqy2ybF0I<=n6)%x|w4Zl9n5O+m#LZnmFtMy<0 zC60JS^BNkktl4zyY2j{gVhy;mJ%RMrX>p>eJ9&sD+?sB>b=)qd#Gj&#;tSr6=6kw$ zkAGR_48czc$9_)6vqDA)H|aq;-w-m6#4Q*`FZU=SQz2obOwKnK!%?ge`Mcn7y*{V1 z)5&8P#8R8f;wbX^Vuyf+s5)zI0B$JmB)Uw>la%C{#dpeL!Bsr(;gw#2ncJgGtb8nw zluC3pK=`AvYKmg}Te^M$tY)srwQEG(`75d^DfmEpb$}{3Sxq zXhNm<8^>R)a?#&n;DAdpT14N(>=Z|DyEJBI?eZU=ebXX3o~o9VYh!Q5Ta%J6C|FuJ z5@`3)Cm%MwNsQVb^dL!mKcC`x;NLxW+3xVczu47h7MCLYKA)#c00;HYkClU`Kfm7T zKzmodwZ?*TbI?a~WSO$Swi1Sv?mTySu`}`1HoZ^fRU?3Yj`lb+R1I-hsuNk7Le^>{ z?4c18E|$FlpbgZCw+!KL#f>gdIf-4dVR3}T3o=aKbw$IY8M$J_=Tq+OavVlBhfTp; zf?RxnE0o`f^GNT1u`5N%yy~`3YWWgLoEqtv4C<4c%;hpDRGvo%;9=N_qv4+k!w74V zIxcar(YHsf^9w{Zo#8qnNK;PA{fk9Iot}=E*?|wjZwO24kKa$=pZB^0ZWYE$rbsbQ z;`|vjAD-{~(JT78#-xeSYBjbELOMcaA35l?>87~U17D5p1ia~_W@IAN3O`y7D=RiG zM%Tuy-p#@QDG8idTe}I2_ixpp&`%_A~kk6liz#Zu?kkJF0(<|!V z(L*q@Csjpch#0dUxkWT85ow}6F_l!Xp#(E6AzpmXqA(v+Lxw~vTe;TbownZ5u`@?- ze{1{Y70Gg#ulRuMUXpA%qnNOVsHQ8XVQK|I#ODj5sq$Rf_G9P^DF%9^H2XVAiJ~|K zfo}VRRwx|&9LAZ9@(*5Ij&qJhcn!l&*h{78IUJ`yTm*GlEe>PS2;ZO#Dlj4l+gKf9 z+7#7tX^0=S(H6Epp^e&jBE5j8FT@O!Fy+Pdc^Pvgb&~?#kyY33=J>HL{!XIRSzTko z+_s;e(qxMob&EUu{-?KLJx71+4-knd=o1fxfu~R>3YteJDj?~1&z)pulrL2h0ja%=V0vmx_(J4ZXs{?%acm2pmQM9tpq4v znQI#w{@|4A>g2R$2V$EuFnf=eS9iq`R=InZpFK^A+~4=bW`{q$%c22|oO_)|&Ow>1 zy=BvgjVDr)ttq(+5ayozvZePXFn8fS=G-v?(ZUxzl*RA@Exyg;Ru(1&6y|`tBh^48 z3=h8|MO|75;4>#`(-r0K7A7nN{WAe@@K+CvZ1i68yn#?30^&gAM9KgCivuN%C1DJG zcf8KFTFBh)-AYSKdo1-tB;*lXJ`UH?xgk`W-3`RGsX1UT#yQvi6i zZ7fG8&vS-`W)Z9qZ|*^s+#TOEwaFJ2#Ywu#I$5#_FanQqeQ*`DtHnFr&VC_8_|gaj zhCK9X#@Kf&g--}CN<5eQS&K0UGg$`)#lGk?ldDDd12@b_Xdc=DqF%NCHFemOEOX^@zT{y!b^|+e9}U!V+!)`9RGHuj&MN;Hb+GzMU)|?-MThVEDF&Y zTJhO@+Qbb^QW1kOG(s|zQHeAm8YOP&J_#jcnFYu5k@m#%WBl0%6;p(_;};k9g7=SG z@%cz$7C&;W$N$j01pe|yY3}$#OxpFHhVa#PMxxi!dXmENynyrb>f!oKlFPi^e4)=z z)Da!riNQ=#|E*BCtj22!W6F#L2%93@Qu9gXXL|xpSzp!fhCH+4gA3gw|Cb>isHMqR zji)_GW|Q-Ip`4&M;p>?)rFXsUzZInwAgZN>i_5GV3dz_=lzE=9euTA&Js10Q8kf~X zeUfINR3D`>_ET-fFb>J$bFAly!Y|8U%hb=Pwsw)^jWP0t6i#42ef zC0GAV5I6s*fRxg5ra8(c%V}W#8lZM$CPS3gt5tZx??YXCdQ;68XOlezYMpCMtR{cR z=r%}FA+6$un&%4Oe88x^TXD>*Luw+iDDH(%r1zj(ndGBB!}w8oolJxQquXT~?Byk+ z1gog1iGp;S?F0;sbA^%-m$py)_e+bwczgt*T`xtDZ9@kWic#dV>Q*8Y*VOVa-nX&J zSJy$9=R%xp&s4^PV9_BAYsH3{aF_bwFKj!=*zSo`I#8PFT(*mVi0;?j=&RF~JvYqW z^;*{N1AE0|sJ#euFnR4SaE^^2G(3G@ME3gnx`UN&N|CYqQ-00EbFh>{PJ-YrZ_S>anc63rf&i%qz|{PgP*TeZ|pd zpyy4~!24+SL96w*VwD9a2!F_aXre5@61se zVv;wZ_bc@D%ER=bh0GVL9Wc!Qv@m16Hih6mM|b7d(PH5mEAg*7SD_ev$vhsW7bnrm ze=d(Fq|)?*^{TsE#{>dX479!y!K=!cJZz)a`~G>LQYVRm&h-O~)vJe69~N|WW<9Df zk0Qw|{U~S#A0rsXlf^+gI{F(rtc4oJH<-CPta~d;DJQ-RC6{ov3pm)v-XU2nBt*s8 zf_?*Q?;%pgS>Xx+MP9`t6(Y<)qO?MRu))l6{0^_e#gb*6J)KW}j+gde7=Aa{1F?Vq zwR8%EMlLSOcg}F-IO$JtqL$QOzmde{?Inmqq(EOcS~*?%rtLyL@#K2+mcDhqOzMry z0F?+iY^aht=FHC}inw6hMTl-FCD13p)F+gzo%(OKG8>GWi zmYil>Yg64=KnhubQ=0xzot_lfBYL!_vErm_Q>t6rQVbofK|`}dgO1PRo>+`pJGj2?;Hm5AVpxW_!IqJf>5PD2r8uM5< zgO#cJY#Xy5KyFgh-Te;$Z^WWu2Z)z5I7Dv1gJif-6(rQ>VS#i{d{Y-zCId-gR<3|>9%()wD& zhGx~W6hZ36thD){6eUw0*}Y5YI)!rK-kf<`JGqO>C zu#ushs4Xmpu;PkYCLXwKoCq%UlJ3O(KBV5AnTm2+$`r&jR`TEHo$W@GK_!Fm z0|-kB_No89iF#th^Qx;+Dcl*4&Q>DCs~GSNgsPIFiU9siFBMLc;XqLAUdqwmFr>K> zi|k|(kXjuWR#9Xv8cOra-3~)2YP4z?9IWVXx@lT6zd**D0+~Va3s=-2q+6`(`J;o@ zu-Ok?=0Y(axLq@5=I0`AEXHuAp8&?0R^DInSy>zh7}gvqY>6!so9^$#5!#kq zGu0f(6Hj2m z|5n;h>||NVfbhlP1(^U02B4i2B#f7c9>s-g2?z^p1~;&O|8xupn?#`3oFXepA7A`osDPn&2@M*=hEs8 zNxg!GzprY@uu(4^%J%rMPZnML4L)8}f6<~Sw@#H^*Jp1fZSc8A+KdQw-or#}cYilK z52arZ9xcX_AIte-TEJbrEjjyt!j(gcJj5k(UN>$+MW8Igt-kZm_&{`Zm?TIx0OJZy zfzXN6`5E=C(e%9Q$FQphS~rXJw|k%3fF*ZVt`@4)gr0;S&~D=c{oTg#9o}M} z=+A^aI%Q5=_#N;bpI($$!uxjkL<@>QZs&@fS{g&9=1;-Bwsrhegj4EM_RYekeXjiQ zFQk`S{+LQAOSm{&&=?1{Joju+HU~a+rLY5zLDbB;K!{&)%2d*QT+d5UNYhBPW<#v2 zGw#5^x|Do5%Q6{6Ei*DfVxZw%UyJ!BPwU7&ljirIC7hlZv2C<&pTNjG_s2R?njrq5 zoO)6llychZfZH2xDy_1Bkl>yc>ANO>)*|>ka@^)w+i@<;J*2q8y3RNScIBa22mN>+(l7&Ki{LF42 zs<2CQkZmm(bRrl~-@VpIK<-u)u)%? zD%1_$vNZbY1!`gbO?zpcBf`nX^Crdbn+6+En_d26JdY;+1-Kb(T@&u~#a--Fs8g3! z>8`Y@!^g)L=Xw;bYJLkePUq9w6bXCIxIum|e@qU>QjX7Y6dnGn?>44}fw;Tm5u#%! z1kpC_OY<)-oO{m}kd@zefhdT(stqe{RISXu8%>F#yUGzfUP87R594{>UkoHy+dbF! z7f)jNrZG@u7t2`{Y6jI34RtgNUtDK{2e2)HNY&R=dC(38)lvz{?KXxXx@36x6QICrdiy{?=7`D7ndI2f7?8k z3)Prg-JiR98ZtPZLm%x0h6Xx*DEbeM*Rza}j7=J}xOLlRLMe1QXQtE|*0*4mku4<* z=TalC_l4B+1zPj?9x2qAPd^*Ie1v!z-W6QWzNev^F$N1R#VXi&G~6WI2T zxju~g4~X|@w8!o3^3em#3#|&2e7k>+tgiHUcQM#RKC>Bc8Q=w@RIEokE8jh4pQ}hR z#}Ro$dLN(gqd2Ux9%ybxMH;NWzAPi&n^#$Bdo{>@s~OcpOi*CVhuDwt>&*Wr;^-1J zo;q5q>p>D9DiEg4jET%m<}ou^jC>{*AiL9TV~(=Vm=Hk-7ZyoRXCXu6Ux9X7yJj34KTQ!n8wyVjRSjaeknRf8MvpQxv-(Lh++$$v3yZ9( z4w8|udR#EJ5I?+l-uLs#J|r#C-1xxbV=L;bnpmhKsuhVi!D94wgc&cDII{Z~bjW)g?*{3b%F zCDLND@Uku_AC=-oV*Dl-I(5D5PBIq1jRLeaN)UrS&fD*cMJKHij^`pHDIRwI=d zQB=_=KaA&74!&)ShIO|xPE@t<3qaz62K1eoB-f1E+4_Q=G92T^^OHML_7JOd7yt2x zRmxxt`6CspR@lUIH%_D-Cj}17D?>FBmTRbn)7O2v4(C!-V0J#hvJ>p7B>6J%S~0S1 zotISc`ALxpg*RHb3-eBIHmPpdma3i>^X^BB{WR-Yue4I-GZ}Ovt>`6CrcFLyz=zeq|Js*{wMNS za4`AL(MS}Tzh{yTC|+YtL@Lg?>SI#-gW2-;*&}lJZQj@!_(pCpMOeHE9{rrB3dJGH z4M+?n|9D$@!UjFOzj5OZ!1>I7#5QLkO#I$hKLoG#t#xm*U69{BdN5e4xRwwYQx35Q zE-T6D`#_S#RiOV)|S+GV8kiHfxdG>~2N?3Vue|qK>^vvBk!# zrqnBelOaS-PjY0a`W0z<5KIhi##tdHvH5%os{yX{nJdV^RTOdxOSZrr+#jyz_Fww> zSblyYrKv#c8dF}vUhX^iiY=))x7t<5N?`k5-iY6!vRgUo3>5=ccg+2dAkl&yN}TR3r@dQTrV7`i%2~t|g5*p8;=}KRjDcP(7TSabol067tfME( zEyM+i=~pV`e-2R7qnf>PZ-(A_TdAot8+K=p2(QPz(mlYw4j5XxXoYnVR{}f-XE@kq zV-yFnj>mrL^YMwkJ~+s*2Unqx&6)dEo0o6z&|v<>uaY&cS}8{sVsqIF5>QnzuF5SW#_U;z#&|3$b(cw4?Hjc0_-(E=b8=sT3rbAtBHfE>T zCEM3AG}%fs5(p}35#v$bOC#ao_Qexpga!}L@oGe$OgJeoH2=ouVlJ2jfjCVZrmSs2 zI3hleQ-HX*2X}4zrZ4|+pFdY=y~Yp)g-E{g2WhR32`C_i(vl9Y`*vsjR1s{0}sx>`fg5zI`LG{{^PeZzqq$ z_>DDyU8GpIrnM5(po7&~QJ3{zO58jd?a(e18ALR4)^(pJy247PAjT35uo7a7>EfOrHWE%x*GZ^(y#BC*YcdTYe=q!htaYJy7aLY932JU}LJa)6 z{XK|#di^ENI@5U=(Z~WGDIno^6$m5I-hJAT7^Kn2>t)~dz~}}l99j+@T@)b=9a|j% zj{~UUyc-JPIKm&WB@3P?&8Lh30tEROmC>IkgwWM8Ir%M&EZ)B5m2?12ur_))yFKE# z^FS?Rn?MniQ_n<^DDSbonCd9l$d8X~J9BXliXSpK7SQhl`!d_ctxS~G%g1@8h+HIM zNy(BqcZj87YO->p{vk3L7KedL&8n-QsV^Uh5*HBAFx1IOZaxVaWKcLLRjzWW} zF}Q)xE7djvv3L&RapG9|J9wD%4e4d;%O)h#r~XAM$Wiu4i7g z8E~B)^Hk^g*|DPv>-Qv81*3`AIn#83m{s14vQs%|`IIzpPRF?wd+s}&? zgc{Ia)7>()2qz4sP2S3-vnompemm)YtKgaR^Ey+zv;%HU)`(Kt69)amw z7gW`IZs+BPxQe!B!xOuCpUcF9&Gz0fi&{iz`3pY@A@_iPVJi&-~RD+=L^2m&4ejopUbB7u~e6R z)?m8rvsva5axM>exsqQk#jv=SCGeDG#BJWnz$0q|*sIhX~c zvRHPkc7Hq+0RkYc!mEJOH#c72SD4hAR=_%2Rx)0$@%+@l{LqIVf?DFw&w(xg6-=+3 zvL@)Y8(Y?1#3sjrGMZQ^ZtH!IT5j6_YoW}HSg?e3G{JRm<$bg$oW`xVwA_~J{HdO7Lj09EPj+)OM*%Bv7kn)yoY_wzU)f)Fo7Q7#29*u6c0DN` zfXVNh50}RTCugqKwUom3R;DQ&^ohsRFxJbavU3O{Bj*2=h+RWulXl8RydNt^RNyUeAiQ=~aAaFVb$*5O>)Z%$!(X- zmTn^tQ@QO-w!^=ThFlzuTS1Ep2{dhuhTetFA$`K+N=C@zkpr3+d@*OkbRvzRIqI#4 zBQ^$>j4=DoO|oN!kS^oFk6mt8K^N(;&tolIhlm@?*-+=KW`f?7TwQ^d+7TW4{G5@1 z>Pv4QZRNbpixK>jIC*#y2_6MEO~~Q#LNwJLTSJ*GTYUxJ86D>)EER~eghzVGsyqL} zG5s>8Kfu0_LYkwuoH7c(tBg!%|2_t0e1EEmW9PDWd{^Y*;@a8FeMN9{?PAgCBKC2= z>`T1ja0@IUa)a1z%2UmLyXBeb4*6nq=F!lzrXJ}RQ@_E>2-{c8C&1P*RWZ!|i8Es+ z%L6rKTR~&@S+M#Ab@Gh@{L^CbgiC{=e;iv(FCw})+v+=m4RB_FQ(XH|U7{)k9)5b| zk4bqxJg8>0cQXdT(-xzMwYZXHA4W~(&u+D^KAYG6y`49q#zWWHc#Y&LdZdaZo(twT zcAw07JAdzb;yQ|t=p|dyG9ocdt&HEISC`C1(w<}5qfZ-Q1An%P&MY|z)f|jm`csF? zfl8mMgXK?TPfopD_giHe>?rj34Oak_{o#M1so9+sCF zTH-Egpbt4)RRrXZL4n)oo;twg>qVF4ZXepecT2Uj-BjYkIAnf(18yOfuP=09U&B0SD|oudVH^v~>>w3FEg4)FCroq#W)bzMw!9Epi|Zz?Xu ziOCio*3da-ozpSP#)?J4S)@PwP3it5b5VA020xi=+&g>BNwl0TM${i_F~#wxR13~Z zOT2cliZJ75$6QQ(wl}4fExm)YRjbK$w-FPoxHo68&QG|{QB*^{y6#J(8MdD3PcYod zIZ}zd8LoKwl!9fYqT1f%W}-{IxopH~qnt+@(5!X35-`{1HVh_vc|SeAyC_3FCis|w zT7J|HdM<_>+g(`C?q@vX+i*8JMwUL{lEK!JiJ8Sqb+*9OnFy(vq$?*B$Sfhiil-Pz z`4seF!RRDg(h<%~hEev)q|Vq zVM|uYrtYxr&lkq^z|QZ|9Zq@px0pJ)xM%BaOpyqqr?(vp9e$TPK6LCK)CK5t)4;ycKd28p<92U$KdjQFU=9)XsXAy^<`7rt zS!2!|WsO@M9cDQ*{Z>`X|Kl$VyG71IxX*@})fdJn^OHyc^(*!C3|+;a>|n@+=Jx6A zq~O!Xus{;@#{-AUCD|%Ch4}9g3jBqLWp?X-R!SVtts=Dj5D9If>o^U`W-9Yhc|S9K zh#1p#sxK$yAdpkcg9)7X0EWX(TN`F#hC3I>+fUT=f8-CvyMEpTxxRG`wFWvPAhq6t zvOW=4v6@=^Aiv)mD(0Z8Y|&HJBB!ML;8NDjqn^~(C(TGTaHE{6N+DTZ6e_8IRmOQd z8YBMl>z5UOFa}5#j(yf?LJpxSBOI@Tc72K0DM6>7x zg*keE>l^_O8syjuRuKqqy@fZwI>1X%ma zZPq3M_D8!BhDv-v-klufM*qAm$W!H^AH#pda+`U5RaP?X^4Qywxr_y zr1jA^SB(PK=mXRw>TxOl(mOO-yXDy-Up{$z!=DfWp2b7j~eN2*e5>qdoL-c}d2A1~zKU94Kd!=0xZO2YJ zww-kBq+{E*ZQC|Fwr#s(+qP}zo|*Y(?!ABDJm-1$-c_qsty+a`UYWQlFBk1D?mb>{ zQZ{W^Mn_4=69vv{dC?Jb)>6m|paMi$c=ueCN$duG#&m(hf`g#Z=~QyK?(I1HLXGl0 zUvKi-t~UejgUX}YzmMwV2hi*Kn#3eU!zygq=#xRCVe8V&jGyoC5As42=>T6j$a+`b z7#PE@(Dlr#Dalw!0mLkbE_Q$IAHgpkyGUa)C``DHle3JV_wVK6b=n=GmtE--WuzDV zjcT7rKX9pRd$aqnUKATQbNZsholZ!*R1SU*u$rXk={S%S3&nm0!-#IZU`GA!Y2}gy z9MTVWc?%Ssm9&aFpboLyY!E3Tf7T2KVB8;77IS!zPOf(zK37*iInN*rVi`(VQGow- zI68;eWLpMh+Y`1Wp$jR$qI{$2ssI%A}KI<4Tqu#oxg*Rv;9pSX*M)1VC+g<5V`Cy0G6$4R)ph?}v^qy#gza%?Wtd5s*48ykTEm2i8nU^o6b( z8^K!lYSoLAg`5x*xz(?QP0OgrfBi*hnUFn4P9!*cP-a9`;_&wtD7=iLXf(63;gJtE zJ~iyvYWa@mG_B$C<_(v7=MqyG&Kl6BLORLxtf(#rWT<~V6=)!U)^(k&I|Pi-h*s(v z?UrEBx1bGlu|sBOF_5dydhNHGrp9ez#}!^}O(+6x-%>0a@h>7Yi1G0q6YGFUg8*C8 zAA4n8ta!f?WZ;h_?#qUkk-R7>PSJO(9};_9`)$6^V8WHY|)( zSuEuxR3U_!!LcOTW}~dZNP2e)-`X)prA{w-0kfU0RV5)g_5O%)?F*(b6(b>7th5-> z5O}vIIP#YDdGm|XhAGYqsKJP;!oaw})fTG%d-+`ia!N`;L7>M-5+9%Op>^y-=>9gx z3VRUr(lR;*=Sw|-2beH=d2;QsvfBf+`GHTTN79f^*M73vKuGMfPllYOizfZY!Om(q z+A($_dIA{Yk|j(;4iJX3peb)AOqEsEH%}+qX?9O9g-4ua^v;VHMF zpxVNXl_)Anh(r2`o4bd;W&>h0a&WE!uKl}o%d|P~!vnPha}F|8CB8(b88nIXlf{S6 zW#yXE=mMXv_p1)K<1AO1#2zsTvlMNg*TdGm2hJWua=Jv>Xtw{%Q!4}s3t#GI^n zEKVQ4;F`pq&5HcoYM(65PZkEIEPpK|8osGPXx=^A2_l`olne()l~D*t)$$7OV>74^ zJKJvBCW&c=t#mG&RTXq+EFkC%iEWy#Mg`HMTutLwjhincmPJfs1W!af3=gJ>3wFC; z%%`4DveK%QmX(SbCb2LVwEhi9T#UA}w=cp8;W7Z}s?(Ez{Y{B*cee$M^6p8$$ICA2 zIl^}En{)TGpeQv1BczuOZ4ZaVNuA`*_^d%k`t$C=!&Ib9S5?Qo=;%iT@ye!3l?IqS za0gfL=5xjLe*$YPWampC%*f>A;IipZ-l)Y;HCy)IH8ve#b#LM=^#&KE_Kz0cPoSgB z%|M4A9h?hmOA$$p57jltoyW(=hSyu%>3nXc&OpE;`Kwn~f7jYnE~qJcqbm^|kINl@ z2gi+;$6_+@Yn1Cz7C;UbZu=VRBF>L;QuXZbVCe~Z#UW6!Q{qv}=q=mr zsnNYGs*g%dTMg{z;P#^^%+g6Xdv)b5T$Y4D7|6=QnamP8HD1!O?FkhjvQ5fhJr#Af z$tg-N&D3Gl;XU>Cu*>7@Al2_AV`x$+>k*sBaP@g@*bNS-K{A=i0_KIot%IA!pe~>$ ze)izkSn+w5z%UZy z%D-%HzcZ;#kb#DX5D>6~u(XNVnL7{&sZN6Bb!C&61*F}*^+A;73bs;~1R$~!&k>2# zxKu4q!PPRvB>)9y8Kzv2Q4{f1pl`@4#U8sH$zRigA{XFR(6O`7qR9FrN2lH9MUilj z4NB)vT9(OT@Wb_-7svj3WS-l`MxCTdy@;1q#I!hno}wSY{+G=wlJTkA;NxZq0#vxm$eP$l&d%*V8YLdDwOVAjTu$KDFuY zK}Lk{lf&mm{D`@OlS@$q1ksCt-o9X%CKoc9^r&SWA1FIAcbqJK%{DkoAnqtuAb`vyQ3Qn}dUHydq&^wKrkwxY}vBr9z&; z;dRMp_}nN_=9hA8Y6vc7Z9H;$Kd^AZ5$Nasr+iMFqMZ+bTWJudoG$&JNW7e5RYU!V z&oq)?vHfW8*VZKSYVkZE;vp{qCHf`&3JiNL51ZWL)d-9F++^k^f}V0b#H6vXyIZ|C zD-z&VJ|?9Mw98nQN-kxY9l3Ze=Z|%W$VRa?awbZVej|pVNasl!8k(Czvf?c%0A}nU zmbsWdTdZIqm*eo0>4Z9)``2^Q{t1bIF#PQ6L>?tV3=D#c|M+%_%gZNV2^L%n;qqgW z#=4NycF_nIez{5iEFbk{3zzrQd1IRQ9hS%ESXtzKJwN9F64BA30zB+PE)tm`Y!7Y`Z+%-UUA)d|Fw*3$vn_ zbiK>Epb738pK{O@UA9(py*vA=Qqy@>fe@_VR*xp?>W_E?xngZmvuyUR-BKi3@Y`)m z2FD)Z8)Adf8I8?votQ|*0@01F*M(k&u`)MzH-f;I=;F2xC%#5)Vxo&4dZsyh3Ua$b z$ntyCe`5dvz81)+5D>R#1RGHc^58m%JeEI-n?c-v(1L=3iJ7?Jc;9AK<5}zta$byY zQXemAQ?XBha#lc@H9|{r$YV^+wTVrnn|tnOO^-!eiC31f+bXv)EuH&=lTHJg)(rl}VV~@S>X&~^Pa(H{22}FIV0@Xp z^`|@jPR{D(T)O|mnkqkKrpuzP@QLvX^?cvUGQSs!dWj7=xhh5D<04v}Tz6R7xb6Q& zkM``FtQx$I_Mq*0S;`PjW@2bq0Kh+Bwf|3oo#NXe-~NUt>tL}P?6F0gK@({hiy~W4 zme%IRdqtcV74)n*rlz48w4~z+y-OeheRNO!erSq zOKK@CwcYErKN^nUW6g!ZZ@D+b9 zYv?X%RA`V^wi%|@N{IZY1a!3ji!z3o|Fw55BqtbNPwx7WRM|<-!9tp%p-pcTOtQ{k z4rSo@U}u>3l>4y(CW=kh7u8b78%i-iJ8t(73SR^$MM!2rL98PNbE?DaYLlKE6@OlQ zMBl&~UZbZB?``5rS2v`y!hV9W1=agO`U9k`bJx3oxheQ;+Pbmrv zQou!DQrj4s_1c&UEcKXd`=FZUkyUQsof=A_20tOpP@2up>xwe zivwBJhgFiyYWMG*&V$&|M)iSO!{Fs8&qrKPSOD#a__qM!n#cBl1Db2xs)1c9CS2+5 z`AsUrvAyB~;nXZ7!M=3Gbw`XW9t~4L%TSog$>`2+pqH_zf%#+hx4@Q?P!)8H%7S)2 z#JUs|S$#U1BU@poci@u?X~P9pQYrjM()-l6cT90V6=^KfJO?fwyGfNX+Z)@FF^b{k z;O9kaI;VVqHAKy(%;r_M%_e7w3!nA|2c*?X?OzUb6;AMx=Z=L6v*pAhHEd8MU4bx3x@*jg>xePaTs zl05?MG?GvvOhiHgDARwL`?j%&SWQ<9d?blMyKA1}WLKz?c~j{f$SLd{u#2WGs5RHx zG7_dx9J$pKh-{WmR-NSAg&TL}cFNS6D3OpN1$x&pd+V+GebK9PGa!Ah>OwR9895et zC(N)uR%Y8jayM5KObcbTP)wegjei(wLrM8%W!0aw;I?8}m)FznynQUbmm?yxkaY

nF|CcYSn4|t?v9)?lQzTuXIGOn_a;i3%MaM516-Dm~sTW{y8e|ybC8PRWgI<{_vN%nXmB-3iIc{kAV#MTtCX!DhG=KWLC z9b*G`cX!7vZ;(+U2tSMCV%S3O~)8iu`R7c8e(mFn!jKM9qT)Hm(m$X|4$6AIw^F`YV}eX=NF}ydk^s?S@2D~UAXxCvuz)VB5rr4Y|6#TOEH;vVm1gr!UC##;@`pOLK=I6Y_bs=U*Qv4Fm98wod!lnv;0>mc zWDHlOB@rIxPUIq!0)?FR)Y}dGQe~Tgiowb00=GRQqnaQYU7afeDpOG-l&}bOA)e@7 z092(X%)PxR2Kfe|kB*vaqZF|SgB>^$;d*J+$+l>hA$x3%8D93UkR`&buj#;eU68@P zXsJV(3*tZ1De+6Bl=@BsG%M1kH*&%SWQp{x|inUFORgTP&N zxjgYU-uhEt@6(v7h=Nv3 z-0n#Z*Wr_LmVae@JG-64Cjz4hCgMwp}Zd0yIVG42M0RS$zx$Ux@3s_;)JAm59SbZF)VH! zmMqqr=WA=6oMImRkVJ~B?Uk!bAzEWdkdh|+fv7CfWQ|M#sCYY}SWES|g+Dw@lx|uj z++j%8jgX5l!7a=3z(*v{z;q1{tcXa-_Qc5U?QK|caCLvz9kS1P*b6r}h^%?bBd(DMHt}(M~zEc)ODqvhvQ<*PIe&`URWt57A zn!CY-*~c@-FS*I~b*n@{mj%%Iq2p(}qm6q`OBCmSKQLx(>ogu_{y4tnX7)M~$YcM9 zK_rp&WE>Yqq@GdRDo(cy%s3d7&L6qc9&4g#?i&ueIChzT7;@bTieGAeV7Z6mA7#)Q0M zR9<3JiEzi}NN^9QJS{wLcx`#74Ek#eJGVOfl-mr^Ml#Iun4*0-%`>~gw) zcv$-CpJvw9!otp|8=UXeP^ZEU`EI1^k)4M+(brfcd z`Ph?W>X)H>Y)y-8+Wqod`DNU-GfYlBySCOx*4gwnjv4hbYWXWejL|DqJ7Strx!&)w zBw-3u@D7c)h7UuHmr~$)s?G3CSXp75oPoxPxWFGhYk0P|1wLsfVpLE|+5X1b+I2TT zx$orE2Hu!`3eb`zUoZ}qO7mrvu!>ps)o8{j2 zP&9K+T%p{<*!Os%MDD0RPH-d|#h=<{;vaG^f`#yfr>7F93h31$h)+kuTj&(^KHIwy z;2Y~HiD8q`4mNI>iW0a@Y=FUb{PAG%nRz>&ARF5XQ z>`C?7eOARPoT(ohQYCXEBZeU2b_43ni3>x~G6n^!BK7!eZW05t^T;$&z>-yk)VNaN zI^tq;f3hhNj3=`@TxiN-al&8e6U=puhX6pT`xyM)ZI_}6>6ko6I>2zdA}VKz1dBZ_ zJt1cXvt5q-4!iuAL5=p!~zxDN{b&(%vJ89mY`W8m{cETzX;j@K^Ns%aH3geP-YRvfH zh~v_B!6)^t_8HJP6VW(RvnG_Z(>c5d-A*eP#?sP=xbSFrW?)uP1XNkwK*>bk_9p{} z{^roj#B5|Lh6J0x>499roAY;Jj`w&8K1;X1{qEy+Z^s&U-%LZ#enoe_6^Jqn4@#j7sEpBnSRD6f1t?J!a&)=zLXT=0#M2!F!giIo zjmKV*`TqnbW7-poLDmClE$lu9+Sl6aP0?q*|Bb9xpaOz|w|_KyBBjYK zZ`7S3yhcf07crsOm1cv`pHW~tw7GLIOm6rKMx)A$6$M5cko)XQH^LBNQ1@!ivoes1ODn&9i~rcJCWa90K3DTH$53Vpu@o7ch~j)RQ-9T{ZD@Zzzs6Va{DKh zHQW?gc1tD1xm;A`Dfx^3G$9Q^sQJraw*=RaP`9hrmOO`kaTy}XSb!)K|4b#xwZ)+n z#RiXJcz?@?!r*N2JKfIrEkY#^L|P%@e&{racWxWKD(fxchW$omt;$@y$eIjj_Eis6 z%Lw|(;lkF6ojpCg=hxTis*-eW_Vv`y_a#)I3r=aA_AB#z?R8JjWuj1BAzl9T4I z4oE<7u4Xoc;Z%e`U$U!DBXYfhI@>El%CtzM9xf=E3>Pj;jcP%!drV>nV4~iyd@P(Q*4?VW!I$MF z91FOmJw9`8XiQ2Ja=pqlF#$-!f&!X=*~J8p!~(kgq$gFQ!Tz<=h!Fx1lL7F3BV%qU z8f%%;akaKmJJ3}MWd|ONW%XP(8Ir`RX!zW(LqD8vfVjd9*!lO+U!jL~F0W1EfO>EG z<8!x{a?5|;{a(OI(nm`+!|xcHn^MYwwdbw==j&Ev-Hz9DwPq_0A|m430p9NzS$G@) zB|rQ=jMtwEp<7m5xI>1EgWxJe3IQ+Zv7)4sN zTitHW70@vQyzrx{Iu8sWp`=p!mk%MwT#Wx46&yglVExT1fFvTI8;9}>3J7a@K3)mc zQm>xobH0%<)6(1yVxJ8|CSiGN8We>Z&NX*X6C(ym#!k$U>?@eo?KY!z`)5Hs8RlmM z@}4B>6@bh1r|dzOO;mUCeTe+HhY7X^Ur|e{#ydxUrK93jcC|N)gO=8|Ba$tx1KOVY zgv>G`IXKK1;*u4fEZm6Mh6kK?5gGvzNl(l(A4g|#%SM6_aGAGL+BsHk5HP7C{* z=(K}F&s#zwQRvkfXtB>RN&4u)YsVx(>~fVKl~{N2Y_7p9TexOBew zbZ6x0h^Q;?Z9Yy*WJ4hj^Ag(~YZ$bE(na3{E}lI`TE%r`ZCzjgOa*zBg)~_50aly6 z%qkCgRp!Q+@p3SI65wEHT_0`za?`=qHAwKp!mxsnmeg}%-M*=3J)b$$?P=7*ZGSPm zRzPYd9z8>p_hhN=OCx;0x}xmmGlCC`?(JUPL01afl2vD?L+m>rU&*zU82=2do>+WR zCfW5Q47h}SjLobOKRO|MTxHKMIDqY6+F=IAzjm{i8>}Dy8}i>o2?!}MMa40<`Y3Y3 zh9h0{WT~mB1l0Ly$1v*J?~c|Hk&*kI`dBv{mt*ZGI}a&FdBbHTq#&Jb1&MGgt58)w zp7KQFlaoW%)-*l<`xW#|M$*LA&cqogN(7r&dcZ@eGvZONhQnqt$?K0FFK@N0=le?6 z1vrWO>-cP4i~X?Poq$8WBHVus-F!wlOK4vBf+5`G2dZvO~X|E@m z53ZRp)s9GNPEy@O-(@3z;khQ#_N(Jd{~g2x-a{4a-Ra}M%kvzDmoVFCOSNa!a&;+F zROGejazlH?+3;I>!}J^X;OpI-GXEqBY7YbUvB6v8(%aiXec`X>#0G&)}J~? z7Rakk5!b}h(WZH1g1$@5JIh;lAC{w%AY!JzuPHtGKrk?tXf@$u$5t|>>$av6C$P}< zkb-GPQwy`!o|dP#7o$IDs24uc`ruaj7)AMo zduBKb_U{%JvXvMe%r9;4scM^{fiS=7ns)c+o1JYBUf#`zlA0I_@>)8h1(*MoWGhhq zrKJ>SF3vZw^5S@xn?kLhRE%~KRb#B2ftnPQwFDf%$OV`Cg$qnnfKUg& zEERs)1roS{CDS~!&*=)>5kjPe!dUlb)F$PSF`}(z01|s64&x-4qQ{XqNPBqgotv5r z1OL8zN_MV=HH~`+cWiCN@Q(?n|C5>ZN0WW!+(^oxXJZgQ@+9R_}DxWqSW% zA7oZxw98yxBBzFXc9Vtxr(M>EjXv{itURlwB#c+r?=*+gVGU!Rd8Y*u8qI9avP4vJ zS+UduZ}uklJ)<#6g(gxDu`T?sDl1Wa!^q^nGr1gDxSiRdF5JAF;oVwc=DV%zzY5vQ zuG)G^LL|rlU2g<}CfWb#M2=yAccXR&>uGBXm?6j=Vhn)_JYQd5M@C2g{^jmyJke?N zgz=g)AtEI`{H0dix(7W{QS$lp1##5Hh+QhvM+w9X|8i0xQqhq!j;kZ6yqUo=I%iv&1?jJf7PS4q?cXN z+#MIcHA@%rKI~>~&<(*G5GYuUoo!7H0}w%V^@@;T$jcKHS%0SH>#&&8PkW{HtI8Kv z8R;jtUC8I@2cbY)fUdk)o3^>0+vegErxR$a5DDtgRs-dQ#K}>KNW;%K=Dbej#v~66 z-WUmk61FosVMY@dHdxlz?8WPO(0^-bSeI52BBxGG78Ms4Ul$2xx#~E}@{Wg zRxikgD#`vQmB1suEN;3QOn(I$)sWbOyq8FiY`lcil>vS16UX-Hv3C@oU$$(EkQ9*= z%jU#vcDNdjCXkkhlCcCnf4}LZLdWWB49rAsV*Kh2xj;gZ54H7?NIHUrW;&9)u$JKe z6^6inAQpMq-Fo7SfU@7WKraIw%9EY<;8{4l#H?QXBt$bYDV_Qgxm>zk5Y80m?o#+M zs<&|$xOh7zxy!j0GLZ;`xp`)`y||&8m@|QGQaU&m*pp%84d8`5wTiiW-Dr)CusR7g#miXju~)6s+q^CDu>9$WosI5KS8)*gi4l%$9| zhcSG`+HVYh=5v}n#zaE+Fmn)EqS{_=r+ql;LvXyB0XhHqo3vdn=5O(Jf7zM?`!iu2p9+#Zs@occ&_JD!SG6^Cz+3A@;9C^Ms8rW;EoF@u*-s~;|FBnne5^cfHD~lPVl^}7z>t)3`kq4B$JeRt?o${gi zb!bz|<~?f8$f#E-&*he_1{YrFje=gY{~)d5Hf#>UrF#vNrp0fvab4VB1z0dQI_=~~ z&9-ItgU^ZfE7(#7(ci7<$OT5(`SR50d*fWTPC`gn)P>4BsfsKMoJdI%oF<^p6MLV= zMRZ0AH4g*{i5aFF7s|{rgtqrG&Ol~wB?pd^4JCxTnmwALiNIE1Nmrsa-x&w~kujj2 z7Z}~h7vAf~G=D5I#JB(uR7>e^j#5BQE~Icu0K#VEK5Y{*N;KzXxfg=#7Sfq53$nYt z@gLZqsSDW}532u#-sJrm{ZSW+pI@wpSlw}Y?sk@Ddi$XmyPxQ)D+u{`DKS=lb89JU zIEhVXcvk7&nl!Z&Z=JzFV_}r;mtvGfLEapy&gY)y*~|=q%_=u@Q1$7IYNje?0|5}?g!Wfg#;2P1cn`prCzKm>kcTCgw#b& zw6H}&HN{j;a>S@%7pC_8Y?z|dLY|ZG4@?VEfB>IFOktZ0KABgY(Rf|X;Kmq^?4?%4 zwiG`1K{vl7JP&A1viq4?AGMljzS1mCg;_)YXl0@q4b=Q}>Tei+{`_jg=k1p^=mqzQ z+&>r*uutb7HfSFUsA3V?_L}LDe*620Eq+ct)JX<5=kxyh#%GOW!~J=>_WB0#;BqxG z><1l;|>w^&3S3^g-!6ji7EO_4xjdZ2h z-0oSr{VV7@2P-~Kji00_7nvxS8Dev{=Se3wIrZ616&PkkX-VYj!6ItL?soW6qnIwhlv00a2QzZH56s1zoC|Y_iiy%UI=|{Y;68CmGQrmXHxYFS>vnrrRdJ)fy9S~W0 zA#sN_Dbnan`;doVHHPZ|xMP>(g@VGrV`AW|(rNH*JriMc(R|SP$4v+C@Cg-K%!J@j zgkLTWrk)*RBh9E-RZ#&iW`&r7=HeFBLMjH4!~!l9<`85p3!WUR+oOk zh?Jt?f!CC_0xwZ8awhsD(@M*9e`CxvuIMZU&@Aaa)8op-NNP*M6)E7Y6eYQ&@O;ed zAA=%0&2YxppuNlAfE>7&d98IbVNdCWh6M=qAYlESa>{}sD-$Vmt=lv`^0ypJBe|{s7u(3 zsVW!zQ|JNapYS2A)*7LxRVw+gPnWeP;A(L{ah^Y>T_)7)VRbtWRopz@_sT@S5XSet znw;p~yh<&~{Rk%#5rK;1oFm6Lu;K^JOY*%vBg^Z$R>Z*jSfxzhlDeb|N?KeCTx@EB z4bhYPa`nTsLKWG44uix#Ol5fvIrrYB8gR{1_Br_JEG-5L<5>&)@B7n$({)V^pz94e zkH?he!C=sLPeorfqj=enmOjf9kk(e!VGw`G!r`mADvqR#X=>?TJoJ5#rVuY!2?&cb z1aYv_GvlzZG(i?6E}F0ujH-nqL`v-J&-u&ou+>~onhMSIf+6vOI`Z=)8<;LI`XRwj z(G&K!ktF(}zq|$g>bGSW!$r30JrMiWAr6~5DPXFhlwY_ECU=*$Z1k`-eJbj)tPs=l zJt_4L6yXyFhJgFSDF=Wx?6HWoYQNlWe0_uSwefd@RkwQ&b=$#_i>HU)VtM-qp?oMN zxnrF1Z2|~MP`2N;VsB1hY6zJQl*&tg%0Oo1G|YYErzMk>rSB?rPFGv>`G`PtVc0`o zhOT*2w6q5a9Oq>oymOfwaHV!jKv#yTBBUVBCC;vk7hd_=tK#*Il3>xpnmXkAgd~(2 zS?Z9Q3yxudI5bSc;-Av>b8lo)rlk%N7bBT5 z(UnZlcTR&Bg|mrD7#C_CF`n0agrm%`saR|d-u12&RqZ)4lh)=N+~VE&i|dH7{Uf7La-li>5g{Q@s3aA zN=!cDVA{~0zo6o{VMr#;vCj{Z8dxxxbLx1A2&_dKtEitvcxRuTBy`-D5FroJ@L@+A zYtNS`FlR4`S>pg-@=w#aB(C`=8m&{4O@NcM#Kp~E!txC+`>z+kvrl0l;_$#osX9y9 z_i#Bf#nkpvr-k%-_3T_oWN{$@lbPG}qTCIvsnYv>r&ds~=#0Pl8PlakCN^Pwyhbbi zl1DYKO29SE)Y+qg^Cg~ItsaoiZNa*|c)pomHlhF7V-Ovygplj6^aU!}Xt+fM7tPZ_ z8y@v=L1VboVbk9{D_`aZ9z$Z;tExG^A}unx`46-A^Z%LV`WK~Yi06;C^cl|mKEX7? z?T+O7vBy?BAk{Yo-O#)lc;O)c9gpS1`ZoxYEfx$pA!d98shybvw&sdjFKgi@lVp~} z(s|Z&q2Zh-$lkz)9AC~-!S0;Ee+1lud2Rd*gC7aX&q~C6I6r)7job+bDZraP(maGG z>W2-7dNGG~3|{Qdb_|O3xXkRogV9^JTw2CM)DV)lA5)2D%}s}O_jH8XJdhrfkL(|}If+@bZnRk;5&LJS;$oK;38|(|Iopg$S*No2 zBEny7g+t`lvnjWJCnMWbz9bX zto~nPEV#E8@ux%3JHFeGW!-Po-w(sQa+cG`%4pOIA9rzM?PT9JZ+`vVVKFkWPc8*M zJ2yoB{3KfDrYQ2D<+$P$vqLB>vzC@N=0zKP*y$7;dIb-DS{=cUQfNNS^=Oh#R9cPS zZD#eLeb8rPV)70Hy;5<4U8M76{S-m$mK20_RFRdD#I?}H{yI3=L7f`jB}-2%1JEKn zeTn2dTklu>)-6YQfeLU9#3FPoj0@wahr+?7OLzf}o|srDVaUS9YmVvjGXWR%8eZ04 zpk5vUpmbUTaY=Ku6-3x47po1o1KW5*5=gvR*Q|k&$PZw*wCDP=OU#Dq7H&C|E&E{9 z;-fsRwg@(@rA!l}w|Yien$A!m%Dn3KKdhMPCD7ALdJ zb2KPut&8O2+Ve^;=viJn<*B)nYhiNN+x0+dwA^bU^S&cJ|JYX4@J&y~&I0&@kgscV z?(!eYHhU^gPew*XA^CGYI?Q*Eb2|qWF@DYtZ-Uj}Q}j8{vn%3-aJMj_t4d1>5U5iN zitp!0(zGn-h;d-4F;QS8dN7Me@+dgqAbfA*+YQJ1My2HVAh9Y^Vk(G~^w{%vuPBR* z1_lW&fvK2Hxw~fWjbNSqNe&|>v8A%8?M;jowC{pKrohTkob|h*BT+sZO-_rC4<8$o z0KLgOlV+>+>^Po3rdCJrtn37`j7=ttgUy%LN-{qNj>7h}oHqcD=cnnrH2|;YJZ3v% zy5soz0>h${jm8T7r>Kci2ZhIB_uJXg``Gn=XYf8#`u#c4@Y4U;Bj_j%hBk;bR0Kl7 zCW%85zK2Uu{kQR@mT{|k9sQa zW+RH%%>ZZ;Y)({{4p--URA!>oaQHbGgtbt|s4iq3g8E4K-y%uChBbK2SCVi@rLacooyChj>`VQ1;-#Y& znib5_O287(9wt!8)GUpbnoeCos9;f72anW>LnZ{!ERflqG5?Psdl1?wBhTq=JY~AM z5&VV#(bz@Ch%n9mLg)E51F0vI4asN$(_dJ{o=z61bC^ZUbaDAvvrGsBHBz0gfui6` zm!8-=NSP-F%OOlo2U`|xq>o}Mo7oQT2*aA7ws+JP=o;hERXW8M0l%99wKeVuQ|qAs z3+v?Z-te5Nu{`=+ZJ3>fP>`aHCN4c{7*&oYSEzLcS^=n@i=&1u6rR`^$KLL;fj8I% zL~k&%roI1|Y_Ly$C9aPhsWc|~Gtop%&&T(h#Y7JY4ebwrdu^Z^?%p>9N!X^3Iy3De`VZ*BG(0ic8Y zP0xFkM+CYBb!qR%JkPwEVG9WnmkY+I&;blJ4nzN=RI5N-UtD?FN|(eKEFewL{Ar_qicHsS(s5O|cunRv#X{0XxG z@HaCV=O53`?eq$2=7saz9~w=~PclxRgSq8-Pz>PjQVWsi8Mpj0V2W;=cJ>++bEBD_ zm6hQ3r|Rq~N--27dxa|V@rawOoH>Wd@Je!}+$=X%5HdvL(OGz66X_A9OIRY^vY*9= zn3KErm{Ve{LcRl7QYJ6M0GAhQ|FU{Wpvre8R(jyOjvNfskrQ9)X7uHPzjNi>9WfGv zc&(zuT=_}UPD)2kQrV2gMsTaI7qfX9^^PUVj{mD~W?+CV0lSsIMdwmfI0F&Bu6!8` zq18bOkeT1y^3G)8VS2|#p~B#QH|$lVbaUn7gL7i+`umj9XHVvKEv%XcgBw(+yXe9u+5aTqt9jA@&m^&_X3dMp`W@#t^Ynew?bx-Z!R+ z5iN)y(Ufsw$hEEo;0v%6MmeQ>+)H?Mb3eYt^D zWsr`iv9`@4KQ~Fj*^Lul_{rwi@2ObIeP5kfsb{>9a7q<8o_%3{@3M?B+);F6gQUA6{niva4}(@XlZi zNi8|f*M45DmkZm5uFU|Nt{M_I!Kbrg=f+w#PGNLMj`um}*~5y{-w<$*k8ZcqJ%bYz zx=UW!*wYlbD_+FpTZ;Q3Y-D9v&bHS6u6p!ij-v}hFx_9F7&*LR0=-pB1BMxG%*)qzCwB!7!G9>KBTLB({}N z2bV6*+D>?4)1;fbE}>OcwOTToe})OUA+#b#==l%mWO@Ftf#gb@<23DFjZxw#dQ`SG zJ2+zEC%YdV1X}TEF`V^PHrQkp6^%?>bJ$l|)-SCYAPb8=zSsDQig$zBuVFBc!!2kg z4`)AIvhc^(>e8H)eC^h0#0d6n<}QR+7Ei*FS;(Yq6`9Fk&ZS-|%Ry#g=tNg4joF33 zr*}2tBw;>40`(j?*n*i7oc)^)i_~5ZYlya;M396tyPxm|1pTY4O3TXyxUzapIE%+Z zVtWAtz-lZUF|&JEow6qK#OFbeCJNgh?&8E-occlEjYTiJHQ!;|zh6X)8_uT>v9=U4 zw|=UA%Kt|O3z%L){`s@H#eBY`;9|yQBK(nGT8`bhPwVFr-qZsZxsw=qO45R=?NXCA z3u$sa#8ZYvSfvOuCg?Qzx^VG8fmEPoHfE&K(i2Bt^1S%AjLR&7tkT}z!-&529@0{; zkJf5Tfiq1ihC}uKLf33noAO9OKkFYM7IYIK%c$zj=jTUvvPT5VGUC^#bz6YTo=-9E z)05`+;OytSTI_iUd$H};-jeO^V@kH@)l;;Xo{>!}+S#~iRW&#Z?v~WM6_<3op@D~) zdLY!}g1*!9lc0PgI<&-{zRl%=#j;RoVQF>vL~_ZTQ`dSGyZZ@;)b4n{lJetwg!A#&Hg>@sOR%l%hLbSw z?Z<^v^qw*~VlD!-*IWS7e2#`7{S-1~;$vc9F4wDpu|L$)!+8}9|H>)H48W`zaJ(J+ z@2Qtutif%#?&koP1K@@udNz(en-oMif#kM$cPBS>=usV$K`?U?7VcQg zllLJc7(DMcVT`xZI!=!V3cR;P**YS9Blre0g>H{VwCC?_LARSNPv&S@DrT49^77l4(H=g z^;u8-V+4l}^KSOeBQ?sIeTV{Yq_CZxF!l4PP-_%(vgh5`n-1^wIMK~^6a4r60B@b= zu}hbpcj7B7kc~41qFN?a zS=W+jin&!kOrl_#3XU0@)t$PohJiD`p3?6lT~82Nj64rd>~5G4}3AASp0 ze+hGm`~&;Naf^Ne@-M{G^{}t5JEHTTdlG}$tl1=-&K1QUW^zpkjZJTH!s|XU8S?bB zJq7jcpcjB$i2Y-eTC-Q1P6)%<=gZjRGVw2FP}j|SMG{9+waSQ?-Pj&S7_^}mx#_d0 zfxo4$)x%(Hj7_p??8gJ(^wBfjiBm3|hAPE^P>u%3=a~bmN!ER4lrpB|$R9y#U4bw# zx*1su1*ZMq?OmntfL5q(Z}_%bBX|QGKBF;xJd1IS(x)G zn^6@tUCqlT-Javi^vgLxv_^-xWvC6!mQ0ptH64!~CsqvmKXHF&41%)7j7Q7129x$| ze{-z*nND(^D`c?xgk7%l4sSkxz-DJ>ui5Tsw)lYbcxgD+-~{Wg3Al03O|{>nRikvVM^F1cbgCQh8# z@Ab#xPUQrS#k;1%J}W0shc`uaNg>b!0U;;Y!O6*In?8WKss!m$yG9~|!J3J+56A0U zP}}K+8^7^QTzc90nF9Xc?|+XCAFRg|P6}?j{eLiV(j>g{(hDfwvKEN}`k2_gaiAEJ zBmJ3f=ZYO9DG2m-$HK%AI;lgik!t3BFJc;0t+icaT&!$ph8NjAy*)inX|>V$bM0)W z0|>N|1g4FP2VP8(o6jiLCZ>d5k{QW59{Z%g?PPsiquGj!vWAzgIM`?18OLp=(=LlJ zmrRI8#1MX$_ULN^2{xLdvJjt|0b#s7`r(_H9utUH_7-3&j zR-BJ;P6oqVESL~Bw1|nL5P6dV;tP_(5FK!4f+;KH+nJg>o6tqwTRk%L$QODj3{sQzzjbdBFGkN z58G61!tek3xK@AFv%T{2a{Tg+?_q@<9joVe@;Njs3 zi>VnVQxgKHTa}!auB|{zYEhT9GwrUnwpM%9Q$wq!x(fSu??PE&9(?KeB^caClp51@ zo$l||%{J5o#N+o5{S_Z=+JtBp#%E<^bw6a>d=`A&+|EuhD=sd^UH|iKT%H;<C;KuL^i#8D^oh3NY;ZmWgk(WQBs?qeBos+m2;3y4EnI*q9VNb z?9<54IR-D+PWZK(kQCqr{}JLe=njm-1LbeTUg}nQ$EG4{@)T@(?@d^Y^{C=v)(ZY@ z6!M<_>=R0i{Nve|;BH4&v=k(%Ozz7Y|go$VQTqgam2MVqSg`MVj47$M34u z@p-h{7`^dyI9W*}S6=fv1Cd);j43ncz}wp!H+=ObjaX)AXz2Us`+j;iwZ1BG_b=|# znBX>V`VgDn{V!$*>4T(1CO)t3FQOzvJf#`>CxWqZ(c#@gWporhu!JNELf#?Hnuw4$ zasnL7NvP2FOMRa`>_2-8HMYs_gc>7hcVBUxrnk0)g3)8yUg!NvX07II*2?M4gn`qQ z&(!kxGtq5v1nap-uzFI=fZctW_x$p#C<@58l`mgkPJ$vmi8jaY)g}ZlNe+8WlRfzKHKvbZgmeOsnYn)H*R5e*}puPi3 zS6+#NlR2;!A4N&MnNewP%wmdYZ`Q$Qe!I~Fe}DRg-gb|>ZORE8cem6z15!?)b8sK& zRVB*w`fIP^f(w`8*LU54@Qy}0Agt?g^+XNznClzrkv<^{fByTEr!Td4&mKJSz`dBp z2tjUx4J*I#JzR9z<)`-#^@B`aEf$N$q9zfsC{ittcU%Ad8r=2MpJCa8IqIxl-?fBMsDsY6BuYJ1`~U%mmq)9hRueYjh~SIxA^N-4LCv9VA+brU1MAEy!Rx zYkEZQlcOOu+~eRiN6NJN#3VbB)5zp*6UkF<9O8I;bjxX98%dBAFm6F|J`(CH*Hvpf)hE+uOiS>`m;i*9> z1QY^&At3+AJpbh15z$(Y&pup_h^S~plSweB8@pjEYb*9MbxceO;!BzS_OHht#=^J& zxHDxjjVx&&t$&~Yh)zICN=jds>UF#P!+h^g@4_)^I(d=F&4UwcsWrRr!H33eN}&Kz zU0sbQ9(@Ei%}z$JMrMwBrx%0r9J%7ju6CX<#o_80ScN*Z!^B+XM^IgA2k zIKcVq>QIEA2P#ahV40#_OrAFjqc~&H_LtNlkI{&g6QW@7(g%r9Z#eq!Z}J@X7Q9>D zjF_3Tn0|S^CKdC~#~#Jrjql=xoq4! zc@_S7U?#k|K#5YiPVWhYUN8(G|jGFFf#i<77Y8dz`#KKiz%G@$$~5k9P;XN z24$Z(dm@3OSDQV1HsmEHWM0ob@eihoni1q;(;RHQ_FIqrN};nCWU9i(_uj%CKmRoz zd*IioF*cy4(ToKo%j#~zFzW5yf4XS*ccTgw&SCK%S+=xMT3~7hZ_y zh%nsx?eF5L#~#5Iq)m60cAF!y%&j(}hB{tHYg-W=pMV!$ddZQOb4c5dJ@OYA4}6NG zU>~$GCAUi_Z5=hv%8X{rj1QwAaeyvX<%P9#E&Fx-bbS*TNZQ@YyYuj^g{PuHBfW7F z`+jX-A#RwFIMSv@^?dm|+0p5uv89gcg-3X?6ID&fZg#-~4?T?3v@|^Qz;BVa;}aAa zt+fluT=D|OW#nY7@6SK|Z)|=0C8UKJP-N=BjX(S;7A{_L z)-jI$BLA=oF4>0;P!HG@v*s;8L_~x}u(ELBLhbTGnJ#)y1KHujhc)tmzdiCW)~sEN z0D}R)yZ-^a_4=!5$UOvq)~C!QA;);NzkGNI?p~gZl)1v-?~ji*Zyr-a-MM``Ui#aE zm>bo5ny1tbZOpHOndy8pVuLUxD!^&ulXSLCIaRo3O5Z7QPU~DR7k*`55muyylbpyt z(U)gQI&#%iE=cKsOr@9Mp0nxYJq4H+ABu?)_SI`V=RywJAgSlOYujPTU4XTh+Ld;u7=}*Y6~vA@eAfXI*^@t{sIM(9s!j|5s5?VE_22y@NzRIe~)&%87?< z-n0>G{_`|u2A-;quxD4^J5&T0H+L*cjX-s?1wKsI^6_*-Isf3cbTG}6tC$5A7sMtc z;XB{^K2DMeGn|grf&~lk?%Qu+|DIj=^0n7v%8Z%z?ABRri6d89S_&b+k$NvHoz(X! zn-JpO0k1X-0=?Y0O5cgPRu|Yh-4GTOfd9|lb-*`Oe(k5bP50h|4qA4h>?K=45E(N3 z#DOS^sDB48aNrg+eCOO+y3#gjlQb>&{C;VZJKk~b z&CPq(^Yj>XKjLCzVP$KN-o1MxFfdSPbLIEnW5(>+uq6N;7H<2?Pd-BC?NH19vP znT^rT%~wf85_;x|m>d|=ecsE_6x}s!4CYWe+(D`-o8HTXNxf?^_nPZOeJF62mS?{YP}9Ah4O4E+ZW!7IjGCCb0DY;aPZwY@QDKCaTMm+Q=X3U!1)M>5WcjDMloIZX8 zi80YItdv2ov>4?jg^*Cq3jciEFqNP;V$h9ll0QcV5ywtIsz0*6QrRXzgC{abY3MpIdEveAG(=k1;{TP6Jzr|+e<2<2y zPFGRt>ZzD4nCg}z(4%gOxjOFcmbS?#rXeXgn9g_AM7OnmGOZk-PGn@HXau%WiFeEC5fKp(jllMIwcmW@e=y04 zg^wI0EKScQIk$jn5Dlna#1O%W`4~2Zs02E7!rC=I;>Wc=wRkvOFTq|>rmtYY8&6M9 z;Q{{FhCh&U^%UIA4dBpY%rs5u(!b1cQ%_Nlux)+a;f(Q~b1+D$^|Ne(gK0d;;?YHm0zyLd@;!qs+g^?-~bBhp1bx$1iu{1G&si6TlB~FjI zJya;kw1_@OXr7Z5faq6Yw<>Gumorg>=;^5vB-_i0*~l*_!m!RwJD*fGcqJR!PxXIH zu`$ZmLCG`Q$Kj_FqNV`XI}@051E?INLRuU)+oD}P+8k$EH}Bw+8(9k>*H0(N5Epj@4w$*81s z;{}wG{1rS+b+Pq&0_G0zq31qu=yo=qTJ$ysQKb8B5WN>(c;UUfVWQ$3Tdx65?`jN^ znbYk2{QO$qiP(b5G>}4Rk54`R2tnIR;bu`&q_46LTF?;lk(pAOD0`j`hbQ6K@e|lb zh3I(!`0v`yM@d5N}%=UVUK!_WrvC zfBpU&P95BX_$$FUa$p}$9NY`D+ytt@F(dxG)`1A<(ys%z;bKA5Lb{r}4V`Hiv zy1k>IHhPmo{9QTv78p;wk@D(G+h|zLc3V(TfKw-q+kgl5bre>sF=oJj4*W#-{_rj*jsi{U~XYnqnJ1g3Q~DxK~JOZ4l&^}p`K zCAt033G^B;7&0R>B9f}Zp~^)%q^NFkY}ojle@PeoL3~68YGn&2_Qq^7tY{fk`yz8ya=7VYM9;x z2)6&!IrJVhOmJ{$)!@}I7|{q+gHk(clcEvWey;4Lix=?elGibYC?3pcL8@)SKSVyn z6Xi#MFvH1H9!u4XIJCWF?8f; z@Is`$NSCf%g@xhm%faYu(>jCRf>3jrzJSql-HHEg_st~uJG352G@cf7mlJX*0_fac z)GBwJd4#-|Mm4gX$WUmlu&!;%0TY#7guK#9q)E$N5_Ks`&&Oy& zZc?A^@pTehz|TKokA8Wgngv2H1VzFpi!+i`N&w1Fvp@*md#}EOkp8C240G zpn{BK?4t8Jck2lU$A%y>s-9C3@qRu-4$+*@bJ)6bH}0MIK#L8*(9lr)@Yz!Ik`Pzr z(POw4dP@MX(WR)bJP8jEN7&gDh)qtzgVP?8cZgcHu_LZmU~h~VHy(-7Qe2EqMr2ko zq@)Y3fA5Is)QTvQokKQ$J#q5nDTK!+z}!HGoOYBFdM*;>rnX2f1`J9IaPdYcMvuE! zktW;qG1|8}Y}e`(2QO-%Z8eabl!!lnTZg33D;Pxvpf-!Su>sLhR2gY~EX(OfsRUiS z*ddu<_;2l}+N^^nNGm9%2edJMSpF^Iq9Ra{pM_H5E1XWzkgNN)z^14W1xlpuX|q1s z``At<7GU1q?C|@!D2!B5ilhgDittOG3rfNrLlO ztJ2Qp%|qL_nO7FWiWbsG5AMf{uPnm7_uhwhUwZ}8v`Bc_)BxcypXE)eCCq^_8Gil< zB4DuYl+B?D`Q*JN7(}It5<^Qc!Y`Ldy#MLvFf~=)8R75m4-2BLFfphg6k&bDM_s_| zDU8GvKJ8w}Um{-W5N-`~kX>Ly$8={@n08j_=xr%a<+@ z60Z8d>a;;uVkA%-u0lH*gBS_a{tFdM>63>xtry7LwSTlVBdo5SV(%rVjM|x*5Td3& zd?~u;ZLWu;TcL2)D~6|;9^5Sq1#Uw-6MX@Q!;w<(s?V=!QGBOq4HVN4>iU28VBWl^ zG~IQp`s13UW843xd#!m25M?_url?>KLYxav%|UoNrJY8mAYaBTca=iKu(|s-EF&Mc z(xsR{#Nr)6c)pRD1+bGCsGTT1gCm0!dGxkdj}aJ8r053-p*6Rp9R1v^gw)^Grk%IP zYkV|1lj}TSK0nsb3CWPdQ&atxCs+s;o^x?lq#B- zmIa-1*&T;$YueZLbGZ!Vrc@WtFM1vRUArSTA`BBAeggBJT_`v&SwF_c#`tN)w;14P zh#kkzW73qV+CHsTjZcgOwn}~C$)X0dO9Myu?{S_UV9!Hdy|Rw=kn#tkeHZY=&-u{uM$a3lu(^B zOioIIZjqD%!c`GCDFIl;Qgr=+sq&G|6&cI@4?KwXjvjztt%Lg#=V9ofZP>bP8#?>? zKtg~yxjEU$jE_MOeaACX@&rCwjy7q745a!*elc*(9;&H7PMJ2oCS`EZ68r#l=!l=c zG95jb(ES)hb*NvjTHBy>;Vp_1_c5zVXLividYAqCF?QTIbqq%<+Eo9OSSzL}4novG z$JfB)k35V%WdGSx+LwNgCo?d>tH zjTg{cHvW#@wpHKn6hhYxFEz#J*>f@J!6_|Pm7ALz0($mAdfa6~x~?g^aHnXawZ06c zsbMHhEGG_HUHIBp)ub|z&f$Gjk9gmGE$&wxC$cfbucD$Ny#LM;AoCVntm-bd;Wv1xAk$4{r&lXSR(n(Rnr5 zc}0Z-E>V;)l+s4?%8Fq};0^6r3QNeFP5><|*9kH6R!#}b38ZRDFE1gTTitUrp-5mR zrG)Oi5f9>v!I%JNfwDo_eoMyHsoXZ7|#1@VI(yPbtu zPd|?_6DC#f*64qx2x5eCLjvV-tOYdl)5`DQqnk@9pjD31=n^A*xniYC>hgN^ABaOY z&eSmidD3PCG6Fe%SbL%S7Ls=Oi zG-@E-ueBQIMPo`-7zWyDhu51I8-2ZMh|iDQO2(Q~5rXm3NsA4S>xo&Ec1fTYgwR<^ zk+(`(GwSN-qKJ4q-E1w8kR_#5S2GOpwASeJh@X8UIy;k*Qh{)aKn7DirZSv@>>4;g z=&t-s9oWepU7b4~hh0m*LwsM(>FAx9qAwFCLZDGGzD*rFI$ z2y8^#jKKBl*5ThRn~{@~0~aTII1C&`Gt|L80{aQH(Sxgbl`}_~>(W-o=2E(EjI<1e zx+ZY*?t#ar&lHS5MaN@pZ4G|iEg~9$cgvL)=h@*ju;brtxOVXzMF4MMgmcwb*_F~b zrqL^wKnu>q=RmhI8>0!KP(ogDQA7=>Qv;0ZYUkXwT^N9@hi(7-4M!BvJME;i80qJX zA)Oqt{YC!8*|y_|kMCl9CW1U{;Z7W6OphUTCr=1QU~zFVn31-U zB9)iov*0~=EJltV-J-E_TMQUdU&c?KioL5pMNe0P9#ufhDa|lGCR%|b)qhA5Igh_1 z)a|3kj-gl2UYI^>Hii!$UWW_%sb?2p`IpNOc|Djoa_PIRrR#{ye4?HqBw(q&8EjlS z;i1PLB6^HKAu_CfO}6hI#Fb(DzJB89??Mf5?*5P8eIsxl*^q))mS^qZV$^WLUKVlT&S$f-(I@`X4n8+e=Zt>yd7{Vy#m9=Ou?g1 zJgMxITYdaW`t1unvJ)#x5GQNO-H zeXwWGURYT*{ylx+mDjL!^FKI$>Nv8~Q(;$;kAVN2D{VIm!dE8aK8k9pGjz=0>=l6i zefpt40o^z`bqpkBP3cxN0yU*+u^&+bD$qcAc{yHr?iqMforAA+O+k8NP5V$zKfi7! z=U`_@Jk>@JFol;L)iE?Q92;vx+%9TB5e*Oy2O@7pV93y+iX7gi$L!d)6@F&zr`Dyb zvo)n7TI0yA6s$TPhS32o@FNoXwiZrdHKE8~Hc>HfO{lht#L$4~B1&;SCKWjaCCDdm z7Y3-&A;XZbW~xO0X?B82mfVbOf4~Pd@$_r-(*s z#zPO`(Z?QBxce#7rh{MnUHR$9Rk(3E7~Rd=rj|ONBJ{U&ijZ1CJggID;Q5J@U}GcS z38nA^@8SbRBk(T1_~O*tp9c7cLr=Goj5y^MTwKq>uW-UlKNOJyLrT>OpjxP|&f>$f z{oMuHIbudj-23ll6y{3>96nqC~{B+12|Y2QtGM>I6BBg*_QNb3-AZ#6dY(!iI3i0 zA`qAN8#Dxawr$3R@EdT@DTD__S+zxW6Sz(f7fWR8nc=ZEGyqv2Y3Uh&eHCa&85!~! zl)jrPBhJ{)eGo%jh3V(d-XUe@+T^UPEG+-#YrOaV2Q60T)EP4yoXa)EWrajNp(K)~ zi$o7+&z!;FAwwFp$wt<-YuC_6O$6mLXU)Q!Z@tx^Uqv^tKIbo3h<~@bAb87q^sral z09Le*#*Vw0Dn(L>F3fD~Fm~o6cwq8_jU6g(S3(1#5vYW+#6v|5w6z8b3JRcGT11Fl zE&J+njSRmMs6OTz)ft6mBoO&JaXfj}08+H|9L4_Irv{jW8RcczNwuomDbi*lF~vlJ zVV^Q}npPFsUpRjrX65;$WM$I0wC9@WQo7>g9&SV}k&CUA>K#Pi-5ySD7Zo(8M-daI zYpdjvfm&EvhM{CU@4K0Rc|!xV2Jz5{9C|@!CHVZUmtgMfi75}wg7Xveuw%KZkz-{9y}q)>`CC(-7WR=~u#0&^aDRMW#~(BFrjF2f%`uR)2l5C((>>d`q6 z50ASKfm8#=DS{01Z*E>g-@#F$mtS4fpq40MItb;XVQ!{+xOnDt10#@A)ZcjN z1?c5xV3Vs4KKbg~)()}3`Kkh>nM?%g|Ngy^xH2o%`dvz)I`ec&(azG5V8XPy7(!f= zOgkcq>NL=@m89zW7h4iFAZkDf4ZQuvtLS3ZdhRQ(<>6N@rAS3&=Hsu+ad0v>rYJ*| zhgFFoiHC|B5H!HX2}886_--{aGBR-H)Jg2wwG(UC{)FDWdt=29KWK%f!U<5qLRWi@ z7Dbih>tG3f9i|k~Ut`iR+TR)OZ4fde`gGGi9@ z?b(fe+qc5iuoT|b5{&?JoV%ThFrq2xWN!fvs=Lb}eneZUdmHR!i&e|Np>*$IZ3_O> zJE$-CB~Q4Xvwlq&N7vS@{sB)>JzsrZIC*U-vaN)WZx8SK7Xut>j7>$(<6~T`Bsg>B zykM->rnBI&=@Yn8Z%0$4WXIt5_3QA+ql%|&D%!uQj`Q{PLw3qdF!hD1B|0M?DU}j* z3h0Z`{RRjIv#F`}M8;J;-?nT|Gy>aF`(ods29(r5ex4M%D#Q=4lo+BP5vT?d;6x~q zRx|W>pqnlF5g(Q)q6U=J07r!~Gc(b*Z(rfH@WuZLB*Z6Ao>aCewH<#u`W772Xn3e? z;EgoQfKRz@rP#~HPF4~6x>_m>S>H&LN^NE?v5>T+JLeP;5@#M!2jr3Qz+~cu#Iu)6 zpJip`kQSFfMgSfrRHJ83#!n_ib7ls0Qk!wZww?o}f==z}c4vIr`o@Xs#hffblmmr0 zxNZf0Tv3imQ>GJd*;<@BaUB0{`U_?ih43-gBeYfJ$^jIab3WB5a+)z4Dc#-eQDR~P zOBYw%Lx3A*W)kdNzZydw_3_+ObFuoD^@=p9&@qfsxo+)`LXF%@i(VI^dkUSX;6WT6 zEX*$;<6rrxU1MG3=H?;+IU#(b;nNudgO`?mT zUY+Xf)20s`wM>kS!eG0m4Zs3&_;A{_GLlxN507CJ@gg}wRAsa))BoLeta4Z9Zqtr9 zUr_^ErU6a|HKdvrRf_@D$n(C?P;9`B;>8F z4|u@93S-BP)ta%!#m2$YPV=A)>Qn$n(`NSeL`YILMfGFR*V6<r`s+YDxs~9M${# z;%%zA0}QBc$dGH7Q2|5BCA6lox!9WuG!gad2LGn9rV*eA*ORJ4Y^YwbK&HCIzdFWP zzfG=F40NU!?Fc)(1uyU3jzA(NfBoI}QA8xxTmSq6QHjxTHIRWRfm9*KD4HBiNQ=WM zWj2B`r5~C93WkpuS*K|uV-p?+eN3zj^bfkX0dUXyKoj}u{3Lsv&Gil#-An#GPN zB*q6ABZ}$;|GX575x({sgHBiT)Wqi1qyc?eggP6RKEfDFpC^4qV-h$z5h--eEuOrq~lBn6P8h-`?d zO75F50ZtBf`1;E)@ZHMQ3N<@z<}Bg3|IMFAj*P4pq2roU)OQHgT5@!^+6b)f{J@@_ z`1`kC2>>S#PrUplMvkl-nXNvqvHz^26DLkk^mYddQWIcUn2q1p{fYxejuEY*vL-8# zMQQ#^Uwaw7EXr{;MTXxl#GsplDf)QW3mlCXvn#Rjr!N}}XZ~|9;8d^P_-*BK40X_J z^cfVNTZEp2?uCPch)d8wiE7-Sx^Iyh2Prl!YCzNgC0-EdhK-#)va+MW9&SyD52b^8 z*_dL_%_R6c$lymFXHi5AG^PQGZUsU^u4}ash%z=hls8x!o3plU-x->MJ_P5_WZIyV z&}>>*U!^orPVpY(Wv>uNn?b-;eR*apQ2{>YzENH|4 z06+jqL_t)>b%VRtev1q7nJ}a@&9A@tRv`c0^v8P05>w!9rVHkzYfS#S5|6G_fH>|y zRM`Wu`B=8{oyHDt_4c^9IIJd;_q>Ei46-vKke-HVtTKwg^%^=F!-fxUvOkWDz4GGo z`1SV`w_t>m0WQG^)=iMP*B@hYax(Vp+<~*l55u%9 zAMR%Q#GeTK8!5#PYkq2x0T>q>i#PuF942%!C-;)MkiN~Sn^%(Zu>SmQ*xTA*83BSd zCJZLjvu7_Xc=9p95HzdjFp^U0XuhR8-gxHO#+neft4RZl{ws>80Z{|(Km(l0mYR~R zF$1t#C3@sFoY>73VU+8CjiL&oh#F{215C7?5UITx11TvffUKmk;kWzk|6GknKllF( z!2f1rO%9_G1RgV|pEs^2XX8LbI?A(6v(tjI6d4fb&{ z$K!oH(1l7rSADb?ndzzccGVg@yZ9p%ICsV2_yR;_!1VMFPAiu`@B=y}-XL}Q?{DH(tbV-H+Eb~3#Z3toBs&UkNzgkaSVEAD)*e#6;o zk3Ieb?Ck2MBUbNk>OZ50^6%)EAH9nuuP?$bN=sE%ii?YJJMtD@d;VF0gHVSkn^@Su zY^h`y7Q?YD2k$L@Lui6IRtJr{AGflLP+Fk_YX!*AZ{4~@6cf+mBhq#3@$DFHuY(|G zbHq!Dd$8C9A1(U=GRh`WRxVvQkM|e7fcpglu;y$Rsz;sB)mcC&9z13O+}+)4cFK8Y zPUxq>21FxJLy8u=5jD_S4TO>h)U>j=wav8n z{7KzhkW5hUXJXP@+=h5!$JPLYgc#-|VBODawQ{0ta4-yeN0h%PZF?l8Z97u5NS^Ql zcxo?C_*ffaM@S;h#AeDnOyk=m6cxzkx zvBbv2phwT1c=y9ku=ML6U>h_BJEMsYmWa05Na57}DTI`2NVQtbGkH9z7!S@}h{5+L zmujfU;I?hqj3;JINA{&77~v`bQ;9StVHt&Z9r&EYfH2vS8hhY zE1(DLw2au77s5vl?1cxVNOdIn<3cno?mZN$2eURc7U~0|((`bHP$4ZSs$@eExwev9 zsW~t<&}-62XwBG+=oxj6coc&OB&VZ_gkbnhWck>&{~+{?CGhp@EY#NZA2nJ?wnVnBTm~=xscm)l^lMDYRfW4?vFKmRpPZ6!83r8@-&5Ua0ny*o0-pJIV z3L*oqN(E)$o5A#cG?Bn7EAt-xKNN?b#f`Hkv3=JbxO#cR$+^bB;IfLr!$)G{&ix1) zJ_fTMnWJzQ=P3QNCmGo{FPw&pw?A^F1&GNfEKGgkdUS4C&1r&EhT->3#=|rYMl!7} zM~)mtT45QMeoWvojmY}7t5Fzw7TxS6;CsEka9VH)(X*I&bjH9T!|LzGroaBe_3PKD zuCH8h6max5EG!Ja{k#U@C-)-A!MMRW)f*1P<>QB+ey#qf(En>!uVCX}|G?bU8IDq2>lo2MMr8fzbOh!O@*~t><>$oY30tqm!GIz|BYYiT z(FXj9Y@k)>8W57H@_cKG-d9_%C19AhJ=N2-{j*ciF}L)%BT*R`KJ^i}ki%9clL-io zLkazofm9A1JOEQOGu(5}h?X|r=F{jqXt2E9 za<_$sh9WyV8v_OmxDy#Xb0!%7uK5<-39*woDfdL@;M+Cp8j#4#ZLo=r=Lyti#mDcV zR7VdC(w0FyfiC1s^02d{8aXqV8z}$%tM2ZGlt|)7Pr|4%V_4vu!R{PWKy^y(GZ zsDqsiw$~RvjRBSoBc9c5^Z(#PDdxVm6n%n%YH!Axl`C*|=igL6EI|RGj#ua#L0V7@ zW8HFeGSwyCO8F5$Zsc@gKAw8xeWjv{Jl+Q%d=R^K?!>YW-a}s4c~lq}!=uk&EPSOZ z6}HX*#Sd!NK*w^2s$E@T2cibrRs$7!+VPcTuo!;DQwmH%UI}ib<|Bp3su^|6+{8%m zNLm}}V4%077%gnuTc*u=?`u_wR~9~luYdRvR!RUHsB^%a4w_p~2mxI~ogHbQ?NVCc z{&OW3^N0GkxHn$5PV41?Ta+5OJB$EDY)#SMLrr`Qjf~RW+6+e{)6{ANS{Uo&c1A8; z_KuG{c#pR&F7Mfd8#_-5Hh_+sTx%^GYRyV$(pH=N$T14YE08{BUwUU~g3p__pe{oF*Tnpp+uh$+&= zeG?})+nyrh3k(c|p{Y5f8EJ5EafdTGKm91R+Ez(pS6*M;%`0$e*PqzA=?@qYO~q&5 zRyoh6Pk%_>;di!iig#8H)qOT$tQAqcZJ|D)c-AujIbs`p>@Y_AyWD9{cw^mo+HUoM z*OGG4XXGTM3_w2ji6@@G2k*a+cyef;K6@Uvw$|jV@DL5aYQ?s}|CYNh+F-C^m!byl zW(~NxxncGbPa&s5uT@3ps??!7!LAP?i0k`_OYq6ToiV4s55{(OL?EFON{CO25ea#r zdYjPsM7g^(z?2cg?R2o{*?Bm6v#TcT7(UfqynzX1yfSFfUpG@kVCM{7{^IFxeE*Sdt%Eo8VqgGw4wbA4hOmGBPso?%PYM4{7k<*w`3ddh`O<=GB*ik}}~tl}h`1^{yKM z)VL89WA0Dv9K|Xwf2p=Au7EZ8;;uhNAKo#aVD5Lohup z6$|D)f%RHiORl(v+TW3)5!n8&nKpSoBb*Jeo#5=h{o=DbJu^aITL>?jJbXJN zok;E5tK^ZPwkJFlGXmXIK82B;o$y$HU*Z?c$Br8b$SqPIU`y@6+gX|s*P8l_G&_pc z6fqgzT__3J1u!S>Ku?oOeDH4L21QF%v*X{bD2WdTM|4{w9No*4RVq{$#^2+GFTR9B zaZ;SlpzA8JM1DaLeEt2=yWc>Jm^>ZJzF*xcV)WW`;WWl~-gph)efxxIiUTc^QhKCD@@1_k-~m_L8Ma3q%%jiP$bc(Pqb zkG~&_UwZ|eDl)Ni>t=g}nD=H#})hWms7CxoVCW9zke^d>TBjw-2B zbSuk|L9`WiO(00Nrhh8}C&}xe2%*jCrMR>V#)byOEhvKranPw+HvhSi=m=W>U5ca9 zf{~-gDm=WAWA8=huH7L-_bn|2>IYq_ZB>UPB_$E{O(-UMo8#|GSui3XBUK7V_AeJ0 z;hC2fp-ZS1oBiZHk1NAVCrL3Q`igsWE|I) zkZYGADd*^+V&7|anpGH@q9P>V&7Bdg{)xe4QSj{~TsL_9VF0 z(zGNGE<_(ojm5f$zjqokM#Rh6o?!=RgZg zXGqE8`_I(`gr$hQgYEHJwq(q1mL@RHPsfnKgK*=T?3RbVE5UXxf{k z<(J^_tu(b7fVFkf#mO3v5AYFEHJN`friBprwcBj$y$vBAXBJhZz%_PEYqpyT9d6k^alqri2CEs?jDeu&FCx~Qmy^T>`B ziA2)C0AwQi&@)HjW3QM2$m201>K_{`3zSQ&kP;g$q^T-8PBv0U6X1cj*)0Mimwa?Y0y0js-D{4T?HL&TgjR>%4-)T*jgg`jj&yimCNFsP` z<}4HC?$Cg#UIns4&f>tvUl0(`rA;QyUgo5H&7?W1YJ#a$&vqs*8`Fs6P17=zP&FrZ zbH@3&EF8O?DMXZ1Jq9;xQ>2rTt4?vUGD9@cVzftL5TMHh#=)tb%8Iqb7}DYr6dPKg zUq9udIL-CNh@&k@?PhwCE6I5{pHYURspW7Paz9r5@|%EQ+FYM)wZEja%1Oc3f@uv@ zDU6IdsF}3S=K32tax`LV)$&R!4dkZQ?%Dbe>?@VKkF2P~qdX@azJdKvnwNpifBwic%pGsL;vcK`POJXauT6jbbCB1~j9Ao`HRkTGBDTwp=?n z%GVA(oGh{NQVgyoW@|=?VlQo`0dMj?_jIXQ-+lnq~*#z|4oUuhof!ka2@h@NzcSo;GwHE+y-xpi3cz;U5Ya)#W;(-Nk;H3|~z|R{uVg7=JcPJhjoU8>K_Uzh)q-&?)ZD-B^*eVxUdFvz8j&4-1 zXH=EpP(%^$3S)D0=~CCxcH-Dkq=sH-QB9+pVHr{>@~cCfh(`|W6KFD8tB4JRTI+9B z!y{>CsE5S(*w!{Hp09)kRO`-AqGRz;Q3Ij|l-EE>F%@T{eboduH%sPN@}$?v+Zot( zGYR*1tp{1%Tm$0%cBcUe)hGoKcX#BugIE$5j}JflT%&Vv_whx_xoAp>s;QyT=l~S# zEIzjwm*cZAxx03JC%QOWgJ1hYld$!ABKo>n5g1RF zRhT#DVYr%msLpmpKe$*)a5W+f0Lnl$zjlE?>Tk z?34r~S?I&s)JWi!G^e!f#8}Y?tfMG3f6#l6M9qDO&36zDL`Ft}bMWO!Vq#*Wgr@S2 z7q_)c1FyWW0E3;3>GxF)?#Px6NhN3TY&@-*m{tdS!;;`{Zw~zykYB50Fk&Mb(|`>D zb}&G}iEH5)IHYM5JXH>=m{Pm0oezeyS&bK3mF=sdt(cr5grw$SVpnHXG^f%weCYe> zM$`_6BU355Rs;_+Nc39yOp47ar1~;F0bN+7gQdp)A}}g@3ki}a+SuF8M%B%$q&<$* zHTG0@AP^%R;)p#Kd>&6e_X2`%M4%)$6BeW|MIhCe+QHFDA~bZiY6>Qo>y zA{?28W$50kWxxo^YRJ>m6YKxn1TQn)RvRzM_N~bAQQ1YfMT^DpowXN1m!a~zJ6j>2 zIR1`DrNhzO2vqO((26Fc@F#@vN3A%XbcVsGE3$V~H5 zwaW?F=;uKs@)5Bxv9N-Zvx|_<#|9iP?o}boW9#kh4PReh0o~Ev-5tD*(L1$Kn1hdj zQ<{>IqsL&_n0w*Xy$|v#4RJ9%8ty)RxS5;-YwvCtc>hE2?>`JFMdb)h%s?J-9A-%i zVP|HHWV$}a1Rzt}Ig(LQi7QDt@FZ#mO9Jeg_wXa5%;E=4a%v0%W}*`eSErtjb}rdFE326T^-Q$j*% z#*Pv_NRwl*ZPy<7bq|EC9i?|DAUQcXRp2so@A-B1hZkjL*g3htz|;brynW&8=LZIj z5k>tP(4mW~j#P2=k6i3Q;~LnrXAhX)MV_1^-kI@)Tq%lrG!T08CcgXNEevtKdyJwz zq2z(p(Z#p`NA)OGY*ni?5JHRK8PC6|G3tm51WmsAhh^w)-TWe2lZpzXNCT%Xjw2-9 z_9TB_j7DECdxX*gxo;;&IFdt08M%>|1&)4B>?S|kM47hu*qtFsur-%pkcZWsQ+Lxd z#naMAAW^@wv5nubv5@QFk4oasw9Jfzi$(L#_>;-Sn7?QVE?qbe>CIr+={5~?wElcF zru1-!2`${i(hHEMC!rcVeU#DauNU#^&42FsHr9e>yFW}dZ9lE}4pU~##Fz<_U}aTv zkJKJXIYsI?<+WO3Vq#!xYYRrate?`Fot=$~7cb)A{(ZQ8?E<<5^+!T{Jo;Of!Gw&# z8x++Kp}O~(eLSn1yYv5iOgaMHZ3)0fhEuoGG2+3Qc!ugERUxINrFi+N$1uoNxz@Oj zG%8byloCC}(|=oQE12n5VxXf@gDjncu~IBs^$YCn?VIdm&(42w@k}t%lM{*3*Fjr4T2V5!bMPcf9`gyG^zy?rgmVl&dgqeScyLq6S0_v_J!U zcWsA{q+`_rHm8R1U7X=a9@8z?6Pi0z+}{B-;G{3Z-tAkELyIX*NMAxqobc#;1jlQp zKSkygl9rDoG78$80myTk5#)`8EGcw#DB6*jqsVmY9K)bNskzFb7S?ItzYk0UvGHOo zMgFYn7=XN+4bx7nz)5QSm3JkF!wBCyc@eYx7%Vg~XC`r+4$5AnP!f2-dZu$$OJtVks zWGCi7Ivd}7`eB_zqoShl;;Nnw2Z=?DO*Sg1I@BDo_NqzHqAR7@|V>^s{An z^OLXe&PSi&$MqW!UTH(1J~@a=&zEZeay$LVd165252ZxP?&#A6g9i_Rs^T-j!NIVo zRPLUS&ac4E+fpQyn?go)w4DjOtsfbYLtV)DtyQLxM>V{s(<|`NcdMH<0Iy!Xiai_G z!8|n_{jJK;&rT109Snu?mj2EX^m4UxQvwcZiNs`cy;Tlo^meB-yoNq*PB(9ff!dO>D0&WqVVn&d2$S?c1AcR#3;TF88Yx?~h{q|47-k6u=Yq-g4r*I&is^X6mu z=bs=iHwTik0*vsm#?9k9v6?h7Ur`Q2N^uPA-TRL2=05i#K6~d)0(Yv3HkOg@S!x?p z{5g?QF8}YGwsX;x-kg5A$hX>7m8st>+ZEbgK6$t)PV%EfUJ<2grHCyJjZ_ z_37XRRHNwT(FwL>RGv9`48~&t{ERA)P|Aq zr(^Glu}?lAfcz-KJIV9OC@#m@quDjs|7zV1qiFYzRi8u0*cAB{6v-|vgj80E zXJ38|0|yPRKCH?AVFZX1eCi~QA3gvJBBD1U9zru685{|Shp+AJ6XE!_qzEs+{#KLi zbmX0)5!jKht~j?2qk-_7A@FGAq1|C7*~CP+xPC%_6M|#2u#FaQ4{E^zu8H9yl@Q~u zCZr>ie)I~+bL!(@4Hru@DyFAJG1-Cah2{lpR8|p=M5MsU+8idjm5>}TU?tE44zfBRi5*r`9_u4a9 zM#zoBoSPrJyuNM8@I`J6E}kpI)M-<3?9hIA+EB_OJug^7Q*s3O{rcz52y{ngelgtK zt%Y4#1kA+FDOC#_BEPR+2X9|Lj2$~xrOodpoB|oqB6RQ3Q>fGX`>#K7aQkLV>f$6g zAb6qAT!ytJG&B@(w{OG8qi$A-jj=xZIq8#eP<1rdPhL*R$K*Nl;6XrAt&umEeu$SS zz0@l|T>y=-Ff%~^d&VI2&}MXTtQnsxq3oVMa}2MZJ%iQ1tQY3gntmB+^rc0w2~A8T zl-AocZwBGIeD)Ng(h}ifR1T;AYIkF$Wr(ADGB>9HfjxW>ef1RGH%3UH&&e`Fl<1pa z!b4Bsfd{9yXh=*Y;TJR*UAy-{c6JtyZ2OZCYfY%+gX&YOm0qi5zIMHws;*H5p|k4h zQ~||&vGi>?c=}-G!~Z8l@C=BugRgOBW~M+t!gZUG;h{Ks=pZB%d9NyH(4W&cB6@g(o^yO9U|wLzp5iHJ(eK}>cb@=MFfkTZlEp`3b<$JL=3pa-t~NX;uk z1}&QNO30$4A4E3f*vJ#2Ds;&!$*7b`kdx;=l&q$vAhy# zgjAPAu<$V%xv)2rptq|Pyom5v+l5mKLo00X^$(ngr5RxkwJ#UHg8ufJ^Nk*j%7782 z=?(Hy6171yDrs>q2SO9zW^INp^`hMD!bqV-B^!9Tg(WB;=LWIMQQeV_;4I0bZH9C& z+gX~@y>CcphB`1I{V;U|r;GCU!GzwMv@l(?_Jo+);!s2~9_{B{d$UH~=Ta@z4VgKX zuUd;2pMIR4?d7fR_uTDNjGOlg0s;c?)sj~+m?9}GyFwDt+1?C(4mHL`{mw3@7h~}K z(=m0{|JC2s>d#WC6muS$g0A)wRM>jp!!N#(TT`cON1XEc)STJyw>2RHMIzis>`3cj zLutkOdPLn&h+COOnD*?e7&~s zG%}XB?)W;?myh0l6G*rTsjdm^0{S51;$ie~sWQT=j}1x6M$nYUF>U6o>P>3-&uH(P zHvERduyd%O9~=KMQ{m;?8Ap#CK}IS$CX12;G*HiOeK2*#EO>c&DKw6AWKf+ua~hdx zsjwj9%+Odp=6>xulGenzh#JtK z2J-Uq$UBz{9a>b00^(>g#jHMFICv`+*HZEj?k9hU_kYZDCU z)cSNIRgbs2Jznhl6=!16!uk08d(9YvOrkw#?05w4-h%!v>Nk`R-b#Ztr6mRZ7m2B! zdq?=s5rnI>n2k)AqCi#wu0Lak1v@La-p7ox8YC30cCs;s8KsOG(_)PyFB~c7D7GfV zl^iq^ySd??YYCXv!&RdWHcrhnH!{PTHER$S9)ZCFd|Ewa8;Xi1C&UX;5er%bS4$!x z&9cKxo)l54`hobWbhrTurr61Ar>SiWq|&`xH@FukA~Zf6J9qBDgAY!*b4q;#&O1Ar zdE?^Zg0EJr##f(wfPNOGb<$nWq?W+ZyDJ`;GNg_H$W7+tWRr2wv@?~BqLZm*`1Jc9 zM`JfBJDX&L7zeYezSHww#FOjcOvii$C}TUwr%_#iA-9 z%}f*cHS3&AA8aWVHRg6y{mm`@eCEsu#AqS=ep#{3+gj)_fM<<2*{+Qazy?qm=g!E}n&$jZEO5D750wp?C znJM?(Kk-gm92w+ST3Q;GJpUAixk%Xm*{H-)+Bav%Olvj^sOdCQc^x=brA7nHM>e^;8`TI(aVd!wn$elCrW(7> zju!Bsx}U~=OQ@^?j2>7>^;bm%olWag`d=o1QE>E)A=67}VI-rx$}&npGoZy<0i|tn zU7r!X=ZGAqpIOr)*M*F7D_YFj(tAaTf@@}=*>`Mc`cv8wzcMHVjCtrbUW_54Vtw>+ zwQV+9soBw1^=3(n2` zo_r4KG61Xlbo2H_#CB@(*ha9*O#SliPt{<8q5V+UrH#IIO^6dqG8COwC{%By+X?3*mfa^7#TmA94Y<0x67+g5K{Pj?zS7R8s`T(Xk-^8W3~4dqatnpR_0zGLRP;}a zDoT%(k>`-3cLr2Xq)+K0RW#OImZu}6Y?_jx!Rcp&od;7BBf&#VYgW#`q{s!On2_Pe zq}Y56M=G>!5v#Pq=maJ*=2verK%(gf`XupEvGMCcwSxnF6!-eJq;Eyf;pIX^YA$XP zw-(Z_fK$KN^REdRJY*=$sFr5+M@ul+UG?>WXXyUqI;LJ4nvW)QR=*FvzZmYmldYLh zn_7RrHhpFexB0^Yu;D^9CUtigA{go%A3Lq0)3d=e1kB;)LNqw7H2`_M99_&OqcST! zjow!Q>qJuYq$?SLjY*-A6?*jO(b#U4ZU4VVAICG4`Zs|Lgz)$%oF`u46GsoDB0ClI z4Ht~ymUiYtMB_hGJzE~7;Lm#GQB0Uv6K$$)lR;p(X6()XErh3TKG9^zkMzqpql4ND z95xzr=FF)+{m%dQ-+2dy>5+ml%Nxxoa($0o1zuV(A0K@FHTDse)3wvb(B0k~p=9XW z6Q`g&`S$ZqF|m_;$8HX#3Y!rpUrQzKb~OI?{B!WNG(Z=kmEzh^S8K~Uj?oml2O~m5 z1S639xo^URJKYT$HxUB|4^`LzWCzBJ^BzY(%Tnr#4Zym>cXu#I z3EvCN3B&e>)A!SzQdoI4uSd@{2EnNvJux6BS6pHeOv7%%g|ZV^O31t8PU-Wtg$c=% zs4g?EL?0h~xg73ZUbT0tx*d#~yE0pFMl_ z6c8hQ{W_y_=gtk<%1BSg$L}pcaZU!DDvJc?UJr^;vksgIxTrb+#WkX#B_{ablTQdN z$D=_z-!A(EhY#$A9x~QB#-5)T@l{*@Sfb)yGS*eC;~QD5<)} zDMXX--Lj8xzn5vP`t3T+A-YHpOWuFA?nVVaUAb}vpDun4)ru7L77lNRT|1MbSl%iYLE_Dn* z?jt59hH3%19#)NCI0YxeQO2lWyX8uY^K91|7%=o6oZA!u?TFK8 zzbe@)PPU6E3TnWa>Jj->NeGoGWDuq^a0kJ0M`q>-^;{+7Aupx0S+0L9C-1Ex>DTZ- z!eow=no*672St6lyEIInQe+6+=hfsq0>&wWql6&Yhj*!S+P!YZ*n9Rk=0A1`^PX9N z(f8h0XTLf=j2%A#mP7#k!~fWy0v!tjh@dAsZlP5`0%Yo`0Tq?xOHg^X4xxzn1d~%zVMe6)y{u~%-q8e@)r(Lv#}j(vnq^DTn@WC5D5RcAhCm@@ zF)*=rW(7SI&Fv91?tVN+_qQW)uqi5x^2unEEtP>pfPUfhAjDoc3L7tPj2bgeW&CUt zYSo(6AK%(FKN5w;O?2~e#gUsam`2z3L}CGadIaIbr4tzJ?I=Xc2pko<6xCu7llsEO z`tN^j!abec8l={;fv#g}4U^(ZiXzudA-61}OpB8zFmmK5q4w>K=by$9aw_T3^^hkC z#B&)CbPt?cm?aQ${TlShsbE5M2=3+v$Tg*Oe|KA<#Nl*YHi`^Q5t3Vmu!2$)6CYN7zM1DFG11E3|CD+g}d2kjXw#DU^;8b)tY|KpHZEcJo&*p(=VyQmra$*h&iBqnd zgBk868W4HH-u8)I9Lcj?gn$12OCv@gkE8#@xC>bKGu+!dMv zPfH_8m8{mWycxIuZFW>|CzZ9Yd32#P!K55c*UW>rz4{`~3>?+1EEfw2_4)gsf5Rb) zh@JRnJpw37R$n+J-H?DbIFd4C$dEg`j~_aKZ9lINct;rlc*NLocxK^?!hVzYKEtYS zzsBfsfjCD*^j*99!L?T>OddMCS=tpwjXZJWFv0BKBrZ4`SlZYMT!Lp#oxq^s_h9~W zFWeb}vTsr|vT!rI3_Je(T-j4weEe%~yopmMjzizZiR!oGDWieFha|=bxfzNKGKhQ$ zmKeUQfA!j()JrO)fYh_WRr2$d2R_V{MSN};}!iROc2 zqKFi|7&>L80zlYGx(;jvUcY`Fb_Nv!%5Cko`8`wrTuvn(StE0-c=4tByA}S-2CS1o zIn{aBAdWKf^j{ZfOjL8};cf$eqY_-tr*V_vI%CERh1;%uU{+QZK78XPg$zJGFP~}z z{R8Sc_IUfv8`oi}%aK6sk$#TGIJMU)%wxbh!7d24DQOLYfiL@vUNz8ydf#>w51xbD6Q-;Xjb2CXu)$K#H z74kqDsMN`b&@zIyx%G<5hZJcVgcgHp)$3~%0nkOs*jVfdyY#jmyG8Djp82p6O zW*d`z5oze>W(5W$>F5%gLUnHh(Lb?U`-^yPz8r%=ogCppG%xCwecm{P%PbMFFp5OTDlBRIdT(1H&k znI*6d2*Uj5Ulgv177R%(LlBKXwWzgYHYyr{ZGT;FMMU7!cizMZXTv)6AZS}rm>fgh4mYafvL>T%2N}K2W`^kN zQH3H{zuk`ZnL&qcQhn#duF79yZP3N`8;R)dYzc2lbFMA9#0eTICz5iFl3BB1QxG4C}R3tp^>I5s<&W)Apg z!|&Lz{%1Tg?^#Tp{!lYVw{ABZXA+4-phU<|i9^qO?j;=+p&J3?3>!8~*w?xqnm&8m z)~z`E=PGn}ZJ098-xbG!_u=UU3x!4&zx*QdH~n=H}+$%(25b7am3t z1U&&QlWT|+0RySuZ+rWkkR@%`5zhy@yW*cKvB)PN6&orrcB4pGBt>jY{QG0+g69PT z>c#m_Vp@RwlxbzI*C3k;{Js2B^c-;?W<4(%86vFDUSN~^c%E7~jFq)!@O&Ngved6d?YlTs^ zS(bhKJ+PrmcHHE;MDefi0UxOm|_1`QpC*WP;jPIDHPR&)>M5U*jw z2z2#9%4X%zH!KAa zfDQ4-SyE)+{`)84Qt%=8nCnvgmyz6NIGvJf&KS*;Zuv%~hmAfW4s6D?{kk|FolcRL z5-fOfF1}v58bN*g;<@J*V$ZhCV17LvN<&7OjNmp1sEO*+Oeo^)ZmNr^ovUiWevU7} zv>q{I+V#7u{xpdmNl>@1&rzR}73w}aChCqFO=8#ewaq_wVE z`->2jZ0x*s=*_+g)1P z-bXL<|7Y(y;G3-0_tUg#)0L)s??nfNQp!e#Y>_GA-dnHR>s9~ibzJw}TR~7nP(+4` zBCRZ4;Gz0#&hlV@#4wPf2_}id2`s96Z1ULdcL|`g~hV1zJFUV`M1;O$jHpegL2=p2PA>>hEk1=7Ms3P{r z9Ad;%-d`@8IZM}SBgiYTc$i~g1BHJ`Lorq+nCuJ}(n66&F zgmT=bcB>ht_i50mg`Bxz!-ffMu#nZZ%Ab@Yx>vFo|i%`N>eJEJoJmp9F(iFp@;J zAb82N6%nfTh@&vaMc3Y7RLEpo{h9OF=07(Pe@zB{psjB2*D`rMb)Z-!8%aKYzspUolRVDiJzrI!28i17-~U-=hyu&Zq+M-mN2% z*xw1;Zcx-|aiCm-CtrC7tG-``Z-}Awm3KdccQc026DLlGy>D-F2ov2G?(>*g_hBi<`w%D0`ATdum{s4Tze!JbCNC)MzlB4 z@>(?l<3da#u-#rCy>Xn;^Rvf@5hFn)h$4Y*HwqtR7TP z+J%Rnc~Q{6Yp-5!A7`QKOFw=W!@Sxyb}F?ZM3WA1^YZzUW%$4Q??AGc$tPSWHsncV zIe+FVCypP-&)q{e32=vsX3b?1k^X~Q~r(Q%?FJ%7wnUsNenW+g7_%X#;& z_>;awlK0IK=w$>(j~Rp0^7>xxm3PMxFg*g^E)IfMP)<@4ot1Dhjt(C<&{;LBJI_MA z?tSnfy#LiQ1dhE7TZ`*aK>CT+S~L^_+0}ecYnbchM0AryWJk;cHN;VcoIh9Mg-7m# zgOelv_3SGscaOx$8Uyx~YVgqGPoAF=BWj6_Pr&sQ%Kzf~pP@t=fjv~GxTf=a%t&b3 zEBkZGu=;2LZA`S;F_)6KciR5F?G2~HqAfA z&_zx^dq<~Mbz3#q>_A%vBMZr8p^eNSFE1}gMn(o+c=`$4f7^}t=Cx-bEjuMh{2Z;) z!##N-UVZOl;eI`K-(8p*!VJLHX2VIj4iOXP;OVzN!3~c*jaT0OK*(7w&pZNO`fiW# zbj6lGHZ~g>=~tE!yJ`7K;~^vRHUryK!}KobH}NHqKO z-ro`B-8$aBsSbbU2v{ltg|%87EvkmRR)t6(>3Q!*d*fA*nEd8ECEontllH1u{c)B% zbL*XV3v~70eEJa%oj8cW6f$K^IfE7Ct#u_WHd~hX*$>O*l*76^uL_4r<8nfj55j4V zY3r8bd22bAX0&{d7=@T`-qI0Hb5?#maBLL1um? zqMa|~ff)lC^ZXqxRtSGL6C*rH15aYiWj(IL$THH7?g#VMHRZh;+h{uF@~TN>yd$HQ zwRP!~DOmZ<7ij4pGp?7x?si!A!RtiObQh-dKnB6M-rBB}N5<}&RV#7dgAd~fNz1sZ zD={Mrae|HvLR%sRij|5G=3+;68oiYV%j+?D z@y(R;IvY9JS$OvGM{#L@nDX~p8-SUL228s8c1)f+O&FG+U!&IR$|YYQ#-;J^pM7^p z^eP-Vas)|9NkTna3TZx3T#cjvnV_fG(VY7F9NBPPnVxJ=PMHv&z8B5#8u&_@U` z+UPe)*D0!x`sdwp1bTu%T0y0-!@4-R^Dxjt5)BE0Uh{cc>+4a$?%10r$L~ZOGd0Es(G((DQG5b7FJ6eJ zUw-ZU!hX%_A5lcPeZz?n7ZeQ19$H#>|FisK{Nd_{D=3exPIC!1F8vfq?yVQuZQ=9V z$r9L;*xj7O0JD4k+UmcdzD{5!ZR=b|$8Nsu4vZc<9zU)65fX_6!-?>wt-=^CKUumQ zcU*fVriXPcESiPR65R;AiQD7*002M$NklNg$Fj4t5f&CEc*>X- z;h;f-@YkkISoy^V7$mj9JvSXdgII!48zO*W9>0siSqn*WW5VPG?RGovk_o6KHrLhP zFNLG42i~Hvs)yqhL0T8;{1OeeHg(FataN-U}DHbTC88YM%Wx- zjIS|?L*N}4f&;sEqBgG-v!Xm;XQ7)$ZmuqZCS;3A_LDak?odCO5T6D|U?3sjML%@) z#17Y#kUfy*&gW|V2+WN2#Tp7_E2(w>3+HODoT^Yk9GZw%pZ{NbRr>Amq#;A`{ZDK0 z(YtSB`_3&G?aw@H#u*EJ1qxe8GO_XgUPc7Vu<}q2h~Xa+x+R{p$e&IrP9MMcf4KI( z$B>emitxy2{7tD(q0NFdSV&!*mlHJFDt!9JOL+3tcQEzLHz512Rpo6LZOc@zxN5=eeMZ?p|Zou z=T0&?k0TVu_!Qw891?2GB`xYOq9*2vmrA9Ao@tAd&E8~_7xbIYK0yp=QN%tPX^;Rp%}YBqw_FZaQ!XnjET`3&lB>{S-gOJWq$)mp=QYeA4`zFXd2~nl*yH~m zdkELvdM6CTSo_TUZT6i`I#W^OXW^#X?rih?Ksk8N0}tW&lxg_j^_LJWR>IfJ@(YaE#H|C;sWL?! zF*d4ELrj2dp`@UkGz~3!4HP?7u25p(Fcu`)zspxUPaz?Ic`#beGsV*ut3G-id6zB1 zJQ6`4J7W$G|Navad|HxVI1u~erD0OM@%+>H@atvBIdcltnfpjLt?kgzzcP!-!|K?l z1|XYhl!p_3`*~%zWLmPb&ccPffUcxj*jWiA!)MktH)GYOZ)1>5EO)F^lnpaoPZA>qQos$cEJY?8&A{#F}|9qEnF}vDdU)CqhP`c~9a0HA%VB^M( z0+U@^Rap+i%$YOWI>nEf5rLbpT12t>cH9UwBgVXG^CM6~i?}UkO0hV(u zc1)dhIpv7`h`)bbg(yc7pT9^ij@`wrC3<|k^n2WM%Z(T<)3zeuP>`4F*W(4ahO`PT zp`0Y|{P=6{#k6USxnNxxQ)VXRKz2dvZs*p2uoV{(OdaU^A7oqObFFwPu&1*4) zq%wL^ST5Yqc{gIwm5Y1QjBqXUtlAM4pMLNjDi3Wzh!A$%{bo00)neGViO|;9qx|4z zBnNwSzcDMlGN+;zg?b4p>2EH|Q4c$cLV4!Jm#uU*9S@s(0z1ZspXCTxECS1yeuGd7 zyRbpeevmA7f_z{D1_58GBjWsJSaT!~^OAyvdG9CY#JRU{1F)?R!Q;<7k7u6vH$1Dd z;N@i6pYbi^ZDNkCS%X7ytgs4Mv>F&C}9cW0L%?wpRGC19u{_E%58j8D-}wM5R{nr%6Mfj}HVZQv zSz&}Pwe--C)?c8^N%)&-ae;#qeEnK~URu;K;?3qie#7@mzeYe{5Efp0BmPS=B|S9) z^YZg?^y{zS@9BORe~fTr|80U`*SOBhGY>2`@13Dx8t0(3s?28 zS7*y=aIjJ*ghG1S=@9IGKCTUU)oN_bEW)+J!`qzn>1r)1^kR4ih2h^%{}-D`2z}$q zWf9tH(31zKz(}Skn!_LR#WRpoQEBYZwMM0xjn*-GAq8NU)Q`g?8n6;RskW z0xI$-tUQp7Xp)E+66lVTN?Tle&%+o#Vx%=st5?R(G``+`_Hm34xDduxO1XMWF5u$a zsm=zpkytK6JX~Altu?=H{fPqTDRyxTk&<}1v}6@*UavpCX1R|A#7;YN{vzz(wG(+K z4r7RnB4p3)!I{~=1sh6-fYZ^rW@Hw(Gt7n z-YR0~O-zBjrUov=7&(6YC2(?b52r{|WexNUzdGP# zRzB{Z7}v>_El+RCEJd))xkCexU2$1_Ac|-QeaqQ0gt)t6I5Am@ES#yd5#N5jQ>Z zByM}?Kltj^XOZG_VZqL{+?ad<(@|?)?8);~uB@{dBhZ-{A8JLn^a7jDt1n-(1^?`M z3y`&KEy5`Tu%p5lUB^<0?g`41(~!ZHr_#e)CdDmx-qX=#!nvLrf6O3Z%#^>7+{l&< zzX+ry!4c8ewet)@Bz1`La-q!#8%W7(RZ2#STyIOBt%fdd1a&$QE3S}Dkqnu2B21gT z7!O}Qr&SoSi%ZM<&+ujsfB&9`?OHNy7jary@=*EMI06G3fukfu{GYpSL8QK%48Vbn z1)sh3Be0J&)^_Gr5-Vsp47Os}M5N#)%DdqPVAt;L^*7%Fao7+fQ)r%@qZD_IA0&uz z8;s<9`{h_6BD|zXG?MJXpNz#TC~vdDpcPnM(@UzmHef5R%~&!2TEA8hgSSzXoi_lR zro{3k7Y!jpkUZN=1FpR?l-NVxd*LY<^g4J(#^F>m3>)km1QB*kL(4CD#s*tW46K$^ zylu7Ey>q7}4XMjxx#otOPyi{aRP{z(8z10~WQtgr8to;7dNO9twhHsunX1g2I|p-S zPRGwHS74BX8iP=YvV;G?PT~kdPy#j=>yc5V!AL&|Hh=diMth0+r2*L8PyhZ>HGD@- z#aG|2#x>X9(8>Tb)qS$Yc6d0bHQu#88Z!?E?IYl+TP^JlU%g-s<{J^V(s!feJ#z$% zLtw+nBDfQk`sgq(WL0Zm6EYZ2J^P$-7xP+eBCwMd<6pl1JY+=KeyU6XTSGk-C5N?H zx9Q+IqCy|!q(kQx76+TN2N34jJ}K8vNAf9u(iMX` zAagk=Z@`TYK7n6oai5)W0`fWyKKtfdczSu`k$dhCLjIfd-OiTR;AEK+v*IkrGf}TI zU`we1OIG~Y^pWcFGZQ#p^7$u?c~}&385S9ZDbr^NhH#e~>*fWF^ykS(A4FYA9=vSp z5#GUlZQezuydJ3wZpLM^XE#5L*Z=oC_8mNgm8*Ylal9*U1f9MQ-^cjLm*SsaS0m7- zRtWucZ^kUEBX8fyN)4*)Tv1d~hBzX)NhE?Trr&3+g>7E3u<1%N%2nD17>Gotjy6O} zs%W#xMnpt-4MG|WNoB&3m|`6pwD2KfF?V8&ZJIa3rBtDULQMoc5_epG?;}VaHq2Tf zG3&TnZZ(;;E8aLqfFsZy1XxV^S0BBH%cDK$@|O7{-D!_s!x88!1Q_l5vb|?9Io6*R zS}w?zYv2+$0uMg+pS~JWzv(wDGz1AFFTrTaQ~GZCGU$rWwmUaQbg}+;A;!n}BA6CX zJt;HjUglQTVp~=vl88Yx%DsQ*3K}SntgNIM5$)t-A1SUyfxH$Al7g@yy$DJol}HI; z-`%atFe3K)^7R*xGI0iOzwZICu)(JA+VH4olpfhCFcq>Znf{_(Qvzb^ruyWFJqaZG zi#6E2YZpe19^K_JWSu#Km!5bC2{IAvDcMv+^DEkU5+Ci`hHLJ65Xq?{y4+@WE?~yP z%WuAm&WW>-P;fomYT6$3(Z=95YgCoqbywfLUkH;_%*`7(M2acCYR1#DV?$ z@Wn^(!?(Tydw=*8BLY3?k_-8vP1m!}L!y@i)pbe?4t9iuq*0{mcwHTU#4q zb8R4_Oe;vt)RVEV1&!6t9%>sgF{$bW5*B$a={?ftJR%|zv8f3N4vT<4<<5qNh6=ft zY;H^vqq4FR<>lo<&R#)Y4vrlah=4rga4M8ph6Qg}2*(&w_j=JT22-f|<* z6e#jGI09xuVEx)PSh?g&3~{%GT@M#)W*Q=ImLp&k0(C?Hvz9^+ZyXg#i&+thYwIB! zJer6M9y98CUa4aQ7)|`c|9KMIwrzv5qyU$Ov4vyHQbh~09oZF-lgRr_%J1`ZzL1O7 zvS!!bg-|{fd;CtsF_lCXG9uKwYYkXYZ5xdWBAGpMOB5~0af)hG*ju83omh;RbDmY^ zwcC?ljm?=Qm>lif<}62ei%D?&7p$x(!~Oq$;(VQwq9O#4ccZB=L3DS=3-6nb_w{p# ziwJ-Gx~5A;pi-&CNAJCZ`hwG#7}V0Z@u9F+khkZFOf+6ph3Mh#e{?eu*d9q z3$bJScC26ZJqEjI1(EvZ2DqFyQO=6I@b>#3wHn*ev_o(ucF^gUUEbR(Q`{`zb5W*H3kIH2qeZ#S4hmAs5Q!b&=N||$<;RNYwU@6iT-;<7 zj_D3JcMm!yMqpqdyu7>wqmJd}G1-rf3X>&anb7$`>m{`sRC`3?5pDpQ z0No2s{75=x-+cZlu0E$_CMR#jeiAevOd{ACy$uR;~p90h6DM)AE!z%jXbYy6-MlF_+%Pb2w+@X zBdJeic`0JtE-cXsYqgjfH>_D0J;nJ@@$I1P>5aOUkxO+=XeRFW-LDOzqPe0wivf}DlPsIKrd#nQKrEZB39vczT83gDR z6;0zdPBvWk@WSuLT|jOBU3<3+om(sYt<-G?|FDnsBa*xawFV6E_716Bd1g!30448_ z96&AttWmli3*tRO6p?K7ZP5*WwKEvFVP%Cdk05h`cRliB6+*s-H5RDHWyBsfQ5nU*non9YGOL zvxw8M@MtlXmiz7T1CUcz$ihQy2O?sC%Lz|RMB`EJQd2WOHoy%jlslI9P>RW3yVZ4p zXEwcyLmdw@)~Bb$U71QIw!G{cv3IIcN?+$5oLE86}1)mAyGEXWmH| z&N(mry*jnJwzelc{dGh`$mJA+j*gC{EonxJir-M)s3OO}=K*%^;asGp6WRpeqd0!| zPzQwg-if8*Qdnem=Fc}Lg%Be@P?|>@P8w=_SlQUXqHc11 znMufS1(T+EnX}9R+MnSHRke}clQ3pf1 zExD#-I=6+>45D=gK*ylvds32_K<^x`UG~UL3&YfEZtNtJ2@;TEc^IE`F;GBzk`9Rn zGDN1&w?7;G`FqFmb3{2KQk{47D|4Ky=*G547X4^v3PXKI+@0 z&{r5DvpsPjHU<9BuN;9D3P`vvvcE&U3EEM}OS2}DCr-dVlk&$8Sn@-DMtGrxkk2Vr zyawnp&ua;Ha(e4ZlGS*B>a4SJX_ij9CN*RJzS%vyQa)CG#8Q)VW2iXT4`zLTIVyQ;jjWTTReoL*pBLJ(wPZt{ z5XnPz8o+xq99r33Zf1Y(j#I7Ot0pOd#x7R4Xqh;QSTNq+2>wKHHSyz>V#OjAR+(S)w+M!VZEa1{fotP4x0mwKV4$i60*zfPxgi}OExs~A)u8w^vAG|W1s4K8 z0{3PvO)@Aq%~5JB6SDSxn0rTr2u@!<&YwAfiGf70mbm*Py2I939>JamTgbe~eLgiO zRxFIMb|A4L^zPbz4t9Z@k(toI@14`O?EM_d(XAX zJgd_=Pk=;0#Km>7o~^i|Vr)<9_bYAaR>PXM>sYiz z*E>(rcyn;qqbr-Lvb8xQYKlS~gLIIX$PHz1Il*_5$A?FBjA<*9DtX;;wSo5J_J$jF zLVEOK{_idPs#ORPd)l+5&&s?IJ)3W`y2p{IG6TrZi!RFU65BtQw{~aJP{Dry>Xa)_ zbtxsEJhG;V*-cV^*yw7<))k7vGcW+^X-jO}OOa!Hhp>pLj)( zy%V|?04sxzLWmIzfY!2uUnaGPa9?Z2jqeSA-oe%?7FQo$~4XV6$o3tLjHGIc|`n_v1lH zd@4rYv}6RpSVRH%bGIE5^NBi6fO8-N_vk8?)RgpMvlglz`)fb~xzvOCi;$%E57>@l@{^GXw9k$tuZcoPeBE9BhbmT57HZC~oJ7@AZ?4lit^$iLlcA z&M3H2$l_m&@5%zf%?}mJJS4%A4K$+g$iU|Qs4|r%O3c4QpkT-hW#kAc+48?0xt#2f;E^J-Ml9Ayah+no9j6B!n= z6XXnF#C07|u;I7c>&2>_A1G%y{LF7QW(kPXpk;l>JzY%0K3a3w^KsUc%{Ijhk#KEf zdC>W>{#zzAFhZ4^1E)u97so44(BoR$oCuyBbJhztVVNbsM)1IXb*>nn9uXsyE?jk< zwb*P`f7P)Kyt8Q$X!2J{VcBdv zS3z{CM|%f}%n77~*$abG$(V>5kj!YuE9+DUL20z=Y zH;T1wbs$6f#YFNhEUD%8N6HuXe(PQKMUNjfd@GBKt(%4>H{f%4!$G>(h*86(-uW^i zrSHlIXyNT!oOjmOdf;VJTYxnhpnGAk`a+>FM?!WX=t)%thR@HcDyi5TzT!TH`WFL- zFDr}DKsP_mmhh^H5YU3Ug2eL1B9&W>x}rcTAtZ6y125HshobF6L7YVHW3F=MUqOc% zI3z!i)VyVZDBk?SS~r*zRDd3f`Lkzj6p6@my~Th6kRzoZGzU$Mkj{c#ABxmpW%HSP zJF|tw|G00cRKb@CU$!F2vcDpdo;M^Goh~{U`BeeHh-oQXUmupCZMrYZ`Bl1fZEz7X zp*CSAfjR+Ktg3~!@43ADFWxQYs zMZl$-s4w|cNEamj^nQd*eB;|BIhGNo9#2k_e+K}ZD@0FZ$#xn~`!p-6&Bic!R5tv} zZCfz!`pE%eiP_O5CChA7^B_{88pIS(phU1zkB&<{e{v;%v8hpP$^m@>FA@B4T@POutpDiXesgx`l z!W_*D)Uq?sr_9V(15LIBQsNrwDiGow<0%<{_;K5fP++yfRHO?DEzp{@(k}7!4B4q9 zuvE_!hX_oTlcgy}CMUmGSd`hve)*xUp#l5O64O7TIAdLR$)A#5)8&sq|1X~hDkzS_iQ4Huv$BL_p>e~YG$dm2 z-H|zh| zjB~uNg?5W#HXEXbeM?KBr!dHH_ZA=XzB4#GX&RfPna=a*gdZWlP8m8_QiQ60toP1a z@MQSlaA9&JWT@I*SOulwZWWJJIPEqwsavRV)- zekeDV>*H(0qMFR3m0uB-N`yEHHukc9(l@>;O6F2QT=7FX7}-S-Av|`BWj5}*olg@$ zN%+Ozu#i_R{J8Q_AXuef7|+E=>SvS9TBr|(Xwpvyf-29plER}AX>Xb*Y&v|_eTwQG zkwo+W(caQzt%7U>p@`13%jT4h7TH^za)6RuMKiqxZpNnJlCr1N7e-b}`m;Q$)^Nwf z?>MZM42Ow3sUrBe0)Ev6?c>wwkl>fF95BD%8x$^K&pYv7_sNk-^1D!CF_;EGb`=eE zW){NZaGaw+=Lt`S3xiM=6eK-c+EFwP5RDQy$-s}kJ zd`lG1p7RUPsUEuzn%TA^O#mpro*r^rN-Gr}L0gl_tpumFrc>INg)9^aAfqwbjEj=v z#O0e7ctE*d{0?+MMb$GY=uIVE7QH})SnG49cxnCSoj%yHm7xQWg1eAMw75XEv5IGy zs8ZEn4vzaBArZt%mB=W=>)n7ueHE96KtUY=8RGDJRJ$&yKKNGWL>o3F@`ovQPm+L0 zZ@`E9%g<(1Ny)-8_`6#+@oZcxhW+UUHoAXs8W=yFND%iWr^{%WdY_Oh1<{4^B{O?X zdfp@#by{j8_4ljn4ed^ETI=#C8sTX$gXRZBo`=W2zEB%$8sTI|HXUu2`Z)fv&-2k0 zoB%oS5M!+b?yeLeuY?9vRNPem!a~yU=;(8q`8VBIkvLFx#xRbQfCtf@yvFU4Qx8SJ zjSuV+*N&l$v*K8CLcY`U- zvK<^wj5wjc6*^(Jr-Unt8z+sLAN`@$! zD95L2|^cO6E?DpwBT_yTV4Ig{E{qFZR3Pw=L zq%~OGTSc|7JA7(r+wNMCoWpb9Ak`@GDL4jIr}M>h`OQ&eH49sOg2H{YeV>NdL;!e9 zwg6VXUZM-iuehtB3}`R7hgI^0=rXy*nQc#`dkKlj(X?uyeo&q2 z4l{hw^6pP8s1pldEj0w;bk}P|3hhE5mqBM*n!sQz5H4yMz!q6BdK?8BpM)vkPE8Py zP1Y0BlT9{KeFRLy3AoT}?pez-nbR+}8zfQ@ifMm`aT>4rYmFNcn__653uEk4Bqr7o z5jOM-KNrZ-Z)MPx>Du1d;;Bt@kbB~gD;5{hEaWd|Hi4$R+UeD-Gix-F#$fh4kxRte zhf!^PqS<)~N6Gjn*!tHAdBSLhkk3{kOnu(bzVtKbgtQw3P*@$A0DRPtOpI2y-@!m<5W18k^ z*k06#7VldQ0Q#D(xw*NWc;D+DFbx0>LW~0>H-S<;9KcK=AH3DqCbGe1E22&#(oI9; zrl|1_b}6W$=}6nmJ6lDsXsgvWn@JEGmf z@{g{txhQXtFi0SpwZ`W5OBE3BAq5=~UXUPenBmzjbSqXkWniM|?YRQ=lIl?W*gk4n zt(nZh8l}PB%#!fVnsO9I@6(x)ycIXq@a?PYePJgqPAn9+en8&nC>8b9$xzJ`B|!iY zd5@oqCjzM*2p-P|;Idiw2a|aegox(&q3NB=lFOmnLd-;Rg?NDO*}`M&Du#kOmS$T4 z*+@AQ>J|yeg8X(tTC`3tX~OJeDuI_GDr@-rHBn6`>SF)fk2z%S7;Dqo@oFkU#x3&> z8H8LP72DQ3CZjw{%ZGukG`TyWbn4y>ZhyyhS@ZtTPX_Mc;?CvRhr-XL!7Fyz5=n(D zXj=@StywB0@&F^}kGiN+R>>tk7edAO!<gx1_e8o}bv>`Ti zMW`p^_{`n@zz8JTz^^h_cz)*}N24#C@IWCcMK*tuHO`RZGfL7I*Pvw zye9zf_6H+ak!i0bRQ`&;HXd)tjKE7>`}g95A(OGZ_?nh+C>UR=+}2tcvWN)1YKlf< zo1u0$q>X=<12^!ur=U3}?Y>q_`J~nb%fUP zTD$Rcs*ed6*JNckuD`Y?OF6V(D6D3avx|kGaoNvnCm;=kzL+3Kl+~u-VRK7tnqb0cA zMGP%!P4^UzCh_BD9b{*-o5da=#Y#3^E;l~C%`2hoodnW;7|U86cV4MuJ!DUI`0DcW zw0Icb-?zG(UVd$vF$=_w74ee*+0*x%s#{(iMhFWpH?`Q<6F>V78GeQwS5Bp$OSzG^ zcuY~qHM-HBUfUp0PQ09vSxF>4>Lp|UK@h&na$=x>9>VvH1cJF7M{(KQia`e}&wA?S z#L`Ktg!8M=V<$d`XauUQAw*;W5VUH1ym!UwRZlUSa=oCusvTTuvpI%i%G{tA4cgSm z#1I}dkqzd@%HnK&20}{^#z~LZM)_#_@coLV#U6-@f~wII)!FpAwRLn`n$Nl3Ha%+J zi1wNXyK7>kSzDTVoZZHgMG42G)ihWf)WLLQHhnv*P3XFr*zx@cW<^Q=O;Uwryz7Mk zO@WiZ+{vcY%%rQmwWNf)vyc6ruo{Ioe@QY>1^v*Nb(D8ta4@~y3e--LJN?g*$=QMs z0*e(PhhP8{7t#>V>K9LMC8?|!7wJlojUY+qZrtU>9h!XbnuP9cp#^w4!Y9Wg>0}2= zgN<1MM2#dHoQ79cQZSi4xhaK!TbF`XT;$ivw!9v$f|L2E9{JLWc{xQm5?CWYM@f&& zQq;a7%iP;{eCAM36Ynuk1o<~Nb7%YP`E=Y*pxd*S=FOMVtj~g(!Lhr#C8o*mO$roT z>6i2A`Y+E0=7em*BD0;Z)T`P-)`Hqc*&h17S=%=ZLH|YMqF}fT%5jf# zep6Q02J?dpaC3ACsV~R(4(FhWKdq7SLa3Wq!55u_9>Q=naAzfkz+b8+-@Aeb{5i8P z6ZZJ_vuY(>gN~)!b;$HjlFES=t%@y*IHRlRZrV*6hYMb+(=lxBn{N3(t%ND5@(h_IqLSJC;j(w#I|Z4! znfJkt0GW9L+3Xg_<`6_H+8WK(bi$DD@JfoOCa%Wc@J>^#s?KN40@iIzuTT+XdzQ^l zW7t?C!N{>OS&kXA+m#*h5rL$L(?B>LF7s`2E|QE^_{!WGWqGd`>)Nk;Dg5OjjBtx0 zoEDg4Cs!0aGssg+s_{<9`li+)FVFoO^GVUXW!o`MRLq-ha$UV8#KMUD#?|{ppCs3J zr;FOP=lBwBk@4qDVv-t=Dd&Qaep;|L!ELT|-)9LaWYa5xWRWp(ePKt@S-r-bDJUqM zOK5!&rE(2Odb%}U2W|F~j*)@qn=jmbMa7R0Y}OnMCm~qLxf{-!Xm1;|S2IvnaoEPj zh1i+2#GwabE2_SFIPYM3CPth5l20N?8Z@+FF$cA@(nr5jI^a1?k7>`&@~XIJtT;pB zRgP1`DOw|f`>~)~l4cK&cKuOB*~q+VuO99RPw;=THe~z(65wNoZ5dd) zni}DFK<$l)uWlsjS4rS`U{g!I_JsjMGExblWG7lqCI7LdKO23tVWSx8{|1c|&%QdD zqg4xDhJJbdK4df$u_uw*ji6G+6@JzGF1#hmZNS1zl=RCGnO6p}g*P%Jexe~zHqplZ z%a6wF`+17}MRn1uOJtarp!o%>n;yR$l)i}c05f@y)9z_pwV35v2!M9O_$jeg;!QKg ztm)e%k`wC4*ay$ISk(~86=x?_)+EkXLLPBakkd^Yn4eT*|H80yRo;DwrPn*`k31Xr zFBuHAfgqF|5Cx{UO}NsHd{>~bx6_Iv(?nif43#D!pEBLLE9wzgW_thTO`*hdbVBtd zsFIM4?u>;_n+iu=!G-arHTSpX2r^n9H||N$0H)czli|$S$g3gsK3s&1+(d{rpmTHt ze}9ibK<<3(fY@UA)kP@T1KR1tmfPhs`wnI?Zp8?5$#cqV zJNkyyhr6l3D8CQu6s}iovn8R=vDor&Q-hx=B;uMx9i`@1wkJ!(2j#^wny>R%9(>p| zvgO+%&(3#tPuNITTjIR#qAhz>?X{kZbQ8aX4Mv(xHYbZa1ke#vxlN#eH3SnH^nN{Y zu+UqazB6CykJp-oiD^ZQbE*3#48iI;I(RT)9jR7c*s|sGxAc zJ~NHl;x%wkPXi3uUe@SJ=#xhn%6iYAQUYhrogCE9A}Q&+EYH|{C&W;t6>$Tun(QRI zvdGEE(Nv^D(D!7CWjBXWzd;0n5F{Z# zJUu*mlWuRAn7+GhF&-CinoU@<9h$PGgVtuHjYH242ExtOO#0_&zK4JFdq;8$f=HEe z{%AG)r7au}P!jaf*P#ew4S8Up*;0>~^VC!4<{@GA5Wqqo9WR|Nh-uAS29-zL0oKP- z0q=x2eW=G60ibbGP2;6aZddvfnY{J$T<#%Dz)W5zXoHR$GBm;n*4{oicBT}Sw5g3f z{vSgee{0fJ95ebn=49pq5B@^Q(i$*N4DX7mBOht)YCCW;#XOV{$jvAAvdF{JT01#; z5=n-6kY!?BBu zMUf7*8ri_+={c{71&CJhxpt*>@g!sMzLzQAIWz`Jud&42NL7u0yBAh z2|nN6Q%Qn}uuwy;!+`*(Z_?P(1y?~G=hpiNKSU)|fZUs&_)Bm1N!yH@4Yr8Mjg9f6 z<|dK1Blvg-rTN}U_zHyH7aT1U!0D~Q8g_`(AdFFa+EJedjg=uoESU%O$V^m%U%~Wd zUt<>*7MgzFnt){Dp8&L1%1sctu>^YrWE`nozrcTn@Gv88HuyIW+@8$}1bgz3)7E^a z$uAqym9@?=qtoCK+bOwZQVhSP*kc~3b42COILkg~Gu2o$Vu7t-e^69QB@b~Vpukcx z$XCpf2xj><>M_AkIb_5Juo($)AKZqIqL&0y`!YZ@*K6YN3hL1m|G{ez?H!CA3nrEO zN!If*CG38NXj*a+(5)@Cuj@(UEb&6_8n_wjC>Fu1lUEvG(+Ou5MNjj#i7JY55U+RT zPXa?|ne39xd`Y#R!`2@&m{@DiMkQ{#tWzpRT|-1)C5puA@drI`+3*k8eL<$nP?L94 zQ$U~KU>c7LA5)Q(wDh?5p<>2C$v?D;E6R3ukE{Pq7%xO;02sOUh;UXcYIceR7#jka zV3vw(9(OSVL-H|ALOKB@jkY2}WDEOF+f}cs%!I~69fgw&c z+rQ6(_s)f_IKgm9VaKKRLO|dpb7JrZH^=L3QHJMx@!(Z;^1)y4hYb|u>^KYegeovz z%zDOG&SKH(!7dH3Jaimz*6=c>;#<6hIe*kMuPl`$a~R?F8+m*vu*uPlw{bJV ze;rN?*CZzw+di}ZyAWic0-reP^|fNn)Bl7$T@wUPS4KA~6fRt6!kFA}OXv;{bkZ91`6o`+3>PHz8qhfJ$!y$8MN^M?|1Bo+7CT$- z$7i~2Fhh5Bp=JXA;mb$HY)Zr($ORTIYzm(T19xru=1)tk_ z_u3Xf-6WMg(^BvwK}Vt5R}UcG-LOlPgWkeW96Lkg{CKs85sJCY$r4%V`%P$*K0%c2 zC05veP>-_y`?b^4%QI|Jjpnq$9X|>>deDuDL6 z>^U&2D(Ce&t2s}4E!yxlT*veIuQ^kn;J0|3nfi_%S31(!X3d znCH-T%S%Ml(@kb1fzF?@(x3LS(RR&!($mQr79rGD!E;WviRj zb7JK%>~->NE4=`_YL+QKC%Uc(}>t>8M)Ro^FpK(?({he-W_+F7l+_2bYK} zsD?j;b;S2(_LWBXS1gDxOFKs&p;J?wbT`?o#K;kWOu}6bRUQ>ro;$^cF1PS-RU#v@Hn=46m=Vj696)Hc;IN&eW)xj5W`3p!!(cC7nd0( zUu_z3j}ODuzBdZ8L8LDPp?hG!sHWqcDe-C2Sx=V*6XOQ-2bmrT=Hkyqu`u<)+<;%w zM{O{ufj{*Bmf90segPr#$B8E~Pb_;EN_3 zS}NmEH`*IT1GMu3cW?5DzTFuv#UC1Kr7^BSO^+$EgtkB58jCT7Fg^U0L)>}#>FsMPrxe&;4^2ll&>kAPmKZzwlJ&l;|( z{RE3%JO(+He5M=$2GsmK>k@F^Ob8s80F z`3!+CzBFn1R|Q!(BND8Fq9w~dJPx8{cr*MJGIZSz(DVb zOc$MU-zRX;%h%%#WTBb@fjetZri=TW|1MR%1W;h&#b+fk277sOEEv@Zv(M?`St=|` zs0!UUpeZ94D8G?J;=v|!8a_r&*E$@q;T%8q$9|-mpP}qr`v1-8j35@-LWdRvwI#5| zh|PGFk7(eTE-w@Wk9-?a%nXG}Dj{QHs%maKdjCf=vms%)T{Y4Mi_;xVZU_fR8>yFF zCOM|pNutG(-Vs0Vh1*M6_bA3GM?NC!lL}?IMXAd~^SZTf)Yv!8YzeQlXtJ5iKN>!y z4iQ;~WjBMcFs&Wld2_TTyG=#8ZR0|ww80x3ozqocwvcAapUtf>j$-xl>$uqr6Z;A3 z1JC$H!r_Uigda22-O_=Hs7igujXzEJJ8 zA%l6Aet{yMG=rG=12_p(ov4@?MCjS#wU9ngq9>vxQP+B)aZ0$$KE^^HQzgwSz)V&OouaJz`h|f1&sI%iGV7NR7*9#2iTb& zj=x0_-B+L2en#`9_D%HeK#*T@33y~K1qnmEP&eK*SM7ycLY2RAQI9=Sn03tEFCKUPJbVS4V>AJzlG+7 zASCZeTNm;?bBVsW%n{CK5Vn_&FS#}s6O;3Fe^A0i5_SnrveF`g;bC3 zH4LAop&!JSC5W+qafgV|7d&10R9 zp{Vf#G4usYBla{YpS-XRVWlaup@6*k?^@|ds#hWm9d4u`40SIs41~S02TVluP!o5A z6|8Zac*aAXhbM!Y4X2i{7zotJY;kq}%=@|&?)3=7=xDgauknc4kxQOF@wPbjQS=_~ zJ^KiLNit+D>+nXNvC#Z?iLT`v=Nla3^W$lT6ITXl4L>hh$^DYudfz?GlX+(-!7 z5)m@0uNfHi2r3DL1qTPmGVL9Kz#`!2B)Q5oHI|EUD^df@zM**0u;vsaY@+j7T)iCu zx^QJzWvHd3;&TB5J5F>~D#j$!MV;gXS>ISb#&B_XJvmI-aH(BS?rpE(2m(HWK#17a z>CS!jT6=(H1X)LE4a)1s*EkI1yI>?89)PBB2gF#MQSwDu@1?!lsi4wjS)DFHF3ODF zG-&YX5!;U^bz3mqcj`zb5XNC-Y^+b%@BJT_XMSBBgs$N++K+ zj4>MJYvqQjRCEDcBNAV)azhZg2g2ECzm|HXWMu&0SSD5zl;l0yht8VwUx0OTII9@n zIXhdk{q+U_xwSK&|5D_i-NW9Yf+E|$s=NHv>4Hj{xg(<@gH4}$a!CNQLGS*NQ?&vh zvOF>hio%WTrOIzn!pl{mx@A2)!e=Pqc5ZBt_WSamV9t%@E2=G#c;N-v@0DpU~CULs0$*8V_R2ryT?4a}$W%31P$(8}8Ozw62H$ zQe}tGh$IU;T=%X6qVy?{>f*kxr5^g;Dyx96gzd{8X{Ao{dok~~C_-%#eP3VS&gp67 zZJnyRmRA4lC~QAf%ok^C1|;H@FdgwQ()2We^w2!Ukks2g(9O38Y08K&BtbwF3Qvn4 zF$fM4_s;(z8r%tOcDA65Z@n$y$LOL9d1`%bWWpTKCK|jjyQf@UD(UcmEB~t<_(7Vt zQgf*#Uj)_G9EbdHz8PZI{g#P^mTa}7up>UVc}Mh(gYlyY21r2rn>0lL^AHgUL$}pJ z9pi)dTOg&EEGsz^N|)-LyX&KA>YjB7gw}jt(oaZA7wN1fAf|@nz}#-^zc3F}(>#vw zKKN+23u|wK7(H))$^0O)>hw77iY5aKMZ>?Xs!)wa>L!^s&QNLCh>VL8q?0yV)KLlR z&=nMP#^LhjVanlwiin7~zQ4DA?Q@b!%0QKLfUFTOeUgdo@fQQV>5!+cccZSMJ$XSe zwQoVoq>Ho;5y*G9GndtRucr8`UcNzs7r&8Gc#Teui1X#kpcddTiZ6nvhLEZdEhpj< zbQ*~a&C>op-o3*ARw+_9am_S{Dg(v5lp8|a)%+K zLFc9_^UK+U%{o=}y)#hkwB$Glr9wWFi zeNfwh1v^#3leA~DOlrPj`Q(N@e>OA7>chg{EE;B46#|A%qPEX&`wD4TVkv*;A#=+$DsOzVS@nDYN z?B)r*e~QQh5d$*l@qTE~91t+0cf+n4Iv%f$sjL!9K0N0UbOIxtk2rg6!m7UC&4BxA z$49Z}aM4r{X(-cE*rBNsucAd|!x;ro(g?R=iCZC)0aGuQzS*-q)dI;u14iWbYl4rW zm8!c%pF)TrMsr&*E||z}kPin0CkzR&{jh=j5#sXUw%H+ zY!bDPT429XNQ=YjXnJS+Yz5LsQ1Hw4&&0CPc!)0r_kaSd>m7bO(uoaJgH!7r$%Pf) zzeV;=``P?fZE=S!<_y7H&UM9beOX86#X^yA-Mj+@!;;O zZ(p94`{S~^od+{q29&iuJ_P-GLHdw}6!4ECZn)KJ>vb>xt!Bqv=m+J!{76>qJC>!y zjLcWoy~uJFi`$~Up}3PDqk6mlk!9sSD`qAC1d4t{92{7M{El4Yk)0{>wxDtF8j|mR zA}ggnIDNkGQh0kFp{yjU$TRr&{QSlN_6w3HCfpe5AjRbM#JJ{5e(gc|w-Wn##^#-+ z_A46)Sn{Id=%>6vs5iuaQs97)Ekbj>#|I0K=_)QW&hJJzp@d7cW9hjhP;;Jdoyu8->O&*kBhrHXY)OU2(p{;jU?MgM=<;_)aHnuY!F{i zYQJ!CgH;|pq<_yWv7r7Cv89B5ZZnoPyvv-rbV()H{Ss;j6`NEj5tyS_F6l`3(?0*J zxLvAb)5>=*C302^b9%^{#gMoEoRliy>sK0tg(|OX5w7@N46L>t3DiRhE;bl9E}oP# zt=yub)Ov&@>~BFQ>}H}2mu=vGbcEjoK)VAuEC1H#8j2#kRgE$-JwA9_-7QkM5DIX4 z9_}{SShtlgj;2|D+}B8WoQA$j6pIL{#*b-ml5q^DZbI!psydgAMzZ2ySkxu^#j7Tn zNKS?$(UgWm)`vxwdVK@mGi>0yp(qE!M}q{(1W4<$B77HgZAQ3t>F@23O-7;B_EKd% zXtdm?Jyp?$iN^DTz07ihA|oenU!&}f{U7-Oz|omJPU2-bi(nKvH;SK4Ca+py|#48V{g=SfCh>v|K>_ys{1fE@_A-YlLbeNH&XGiE5 zkrwb~Cg&{<_O6HfMn|H%%>O}}egRojA2{Kwj%JjVS{r&zp9dl;K)PA&mfqd=`#nKG zXejhP?Oz`0ogD5$$@`98Mcp)lgO~!!Mrrc8^tGXZ%xXdsCrL|l$U>PtR)+6S&wFoB zATfbbFUNm97wAU69Ig87F(elT#$qgPyQ^SY({k6eY+@OgQ8Rt3!P%ph_m5M$3LkqU zvh1J+-Pc@U5)g3c!yfyYV2WH>TRYs}-~aAPgATLn{SfCcgiid?s> zO0#EnX~v4?iFdVk`!e|Lw=RYiSZlEg*q@GQO*-kjR z)0uDTM|NLACqIg9wI~E*4=8=lLCTUQ#{QR#zk*cdVW$x4nBFBYRN{{nZEzH(R)k=t zLOjXH9|846fB$fId3_eFk~yXA6k4^NlLN$JrNfmEnOAswIu6Lsl)R;|KbOyPt_0RBvu)+V{Kp%j>)lvh{`}0EeeEk}I=!rl7 zHy5^_-yM_1M+EC;7%Z6E`|w6X!Cs{f8H9{4lf6ID*?d$24mXhO7TDtD(K|SbTQV-E zl3;*7M zkpCUuH#)6p#cH$ky~XCz8vylJo_gkZ%HzxbSX{Ax7FUeLL(M0s=eGJEDNna?vM~D- zm>V_B&MbGqPNyy;#OfII{<3*)Axjmj$1kLd@Cg@Qh?akqZND1&4%kyXCLqe?9TqOThNSNF-75^+{ z_|WLY@{uSPuF>*Zk)OiqB?Jdrm>~)I%=7ObBnACPwl~0v&%as(A6A5+FZ$Z%dT+VU zV6PYfcyQ0_DLS#tDc({1S1p8YQ+g|)q9SDSsA(FHMdG#l&T5H@rYqcL;sdr1HT}X& z8%!Uy02mrIb%)a$p?$uY{y%?w{EG-m6gP+MItTH0N}J<-O)KSmOi~6qyuBX^JuMD< z9zZvz_@{r5Q_pXZ>Ce^J>Ix8am%QjaA6H`G7vrl5*skY>1MkcO=byqVDAbI~zr|a3 zy6Sv7Saz|&^T+0Xx_4sUu1wVz*;$1I#y3$VNYksCj3o1ZZf$z>jH(cLwK$8GMEB8} zp`axKA;=|AsE#P|d;KG*($A&1hMpB zGSOy3O>NR&Law0)K}WY=HGjF5N|bU0ssbd?!BJ5H%mMoV$-UyQ9wOU^XMV-#_}0bTdd+RVl{Q_2DX!y_+B@gfv38Xkv}`jkOhy86L!#VioL*^TT^EN{UGqE9mdp6Qq8sVEUeSPo9kRei5Z+wRUY#_{)Gn~u7en43s|&9wG`;%Obr zL&3N2Zgvqzf4Mi)Zgf0A(<)0cEpy(_Xz{tP>8b69>KdCCH^aujC(?@9!bN;ho}3@7 ze>E2;Deyi4*F2UttXFD`o=MXRQT}b706iW(&7_A;h#SyC>NmIl&3f=Rp4ZJRjLp}_ z`<%-Z{0Mc+E;McJHPdS5s>c2}o;k()%ocqccgFrF#-^I*YJmf-zXe5&T&}4>=lH|k z>;~mbtr8*tT~g&M!I6`SJLZOsj_vqFV7NaJ10B4wh`xA z&)R`jkAwO&`j>kIJX*y|MjiC`IVxy3f+=(skf=PLyW{5t8FPrvu320;u*vRM`)7NV z>)uzLkJe+!vV;O`Qv0iOXNW(_kX{dJXmwy<4{}h ztnNtwpX<5#_bhje&kU~AA_%xRk?z=-hq#jLnh132A75LS4g5B|{3jHe4q7HFd>{Cm zWTs;uc8?HUM;o!fe@$TnN#Or}B3&pm@`hav!TaXu0TKL)O&;Txf7C%fF8KY4eRNE`6nV$Ea5?GrZj(g;AUXffcN^lL+2aiY z1VkGy8p%n#*pgWT{oWfUwD8+GV)At!9X+hOORhVi46BBy=D1`)6!`4GkQKu3_0`$}M%1TS$ zSq2{B?r6GsXh^cWqT+rN-@tNmlb#|YBg1+!gR^O_-R?SPUcZTRaol<=C1~j&tFd8- zE2pDGA(O*mgX^9AzZygW;Xp+~%`#O5s=f&-G#<-gcgDBv6 zTyyn}6LZPxTKboF&$7+kWOGdbBurE3@h`g$TjX`uPEIfGSj}bbKc{V;S7|@awmT*B z<-SOrsi^$ez|&fr)kD-zb^HD;$VX*!t?Ffp_pIrJ81>)%{?8ZwPtFc@qN7`ZJxpF# zc1rR-V;Ndgjo^X}-qldK5UVrCyiW7j6-}(@Zgo*{LQA1Ygc)@|riEWC5ShyA13KG1 zhiCu#xKwYwq;u(B9Yrq^UWB$^YTNzt{r_}&9d-mZ+6!LxBN));cJ`yF{O|QzusxjV z-rb$m#Y9wf!$s2?Qzc#u5&u+i=X+gaCb@j(dwOg6`B1x`#kcld4!Vf{)eVsyl=z=t zd2Gru03gSsqRH_JHcmF=ORld?l23zsYiD=ErXv4iU<08D4T1Z0FIRQm`jUHfv^k@o zaQ9GE>w)Xpa|6ROYS&?zk zy+4kL{FDK+CPUgXkDHqFHFI9mzZL{2D{#)=3@s`({!e>f{T5}{wM|JVl1fN7NP`X? zN{1jK2-2;<(A^!9(hZ`3NY~J<3^1ff3^U{aLwCc#H$LC--g>{^fAAg89P`8cGS_wO zz0S4HbFICuy&a?ncH7o#0V)#jf1aNHv^IcJ9?jPTNKFNX*f*S!WFV0`=&bU#&*!An ze!@FN|Ig(QGlR+zehzd46q#L=CVpmiy1qoFCZ%4MQQnEpI;cli?{uPfeAWp(#!}?! zn6*|5m_S~q*;}bkTfg;Dq}W?F&iR(mcAfOENB+-5$TE>7h8spzd=rOCHO`qMT18^y zV+qQQC+v?NHyy(y=wn>Oe0 z&2gc_W3RWfF;m!PR&DgQx1#~#0J@+su+O-=RsL7(#l*LqZkfe+IL4*GsJ^Jb=kJtC zXWNcm!aI5>trq8>VVTbHuA_|adWo*_%_L!^ z@o3^GFDLY$P_q1ctT_gnwH&MhSD!NhEe0iFSM|=lI(7uS zz5?3@*a7C>qwe$Pu>RwWB*Dy#j2zYYkD4>Si8{_pmYEzBxmTvxBDGtqfVQ>G5L=*g z_QUOk@&VsLOO;3>g#kvB$L&r( zY_sb?F?4=#eb8CQ)oP4hlH4C4e#nzm87C(R3SoXZUYaa|aH}3RY-=mnOx;V>ul8$b z2UHE}PF2)|bK7m_TE*!~dnmOY{!9T$Fn}zv2(B13m=}m+ ze1UvoVB9_^&1+ZxF?H@pvnxaG7<%~V*0_^=wD~(|!MP-3T5k&N zO&EFm*+^XNg{w78ZB)ua;*4KdikZFL+GJ&J^z6NR^3zn$+C!l#Up;LbgX6~y8gvl< zh=^dS^Ib<6LNg{7-WY-;6bN7OYiu=9kwd`4ZFRL#({03K&u+Poe2 zhUmh;Cl5W)?>WQ1?0D8c3&pK?BVT3QzTJ}Tc+!a4oX>|1l;nZt15kf}jY%5CfF_y) zJ7JZape{s$wE2XI*GL+#zU7>cy=9qhWwqd37I3iG=e-}6;Z5;b*(MONa|VKph)O`2 zwt(r_P4q;6T`qWrERmcFR?KbO{if3Jy_CYtKU*=6lKv<>W#u^g7_DFi(?C zmjszZyw=^H_w3V2+sl=Z@i(BupJZY|Tv<1WEFl=ONq7aL*z}9hANalO$9Y1o*I!{^ z>Tb|v8a(HY+?o3HX{ztF2ME3MebS`2#!}c|{8W`M5~~d8@a?Fl%~oRhR~>L#>U3zB z;PtoviNxs0Bs>3GeV@Hx#iR?4WN2F`Za)vXzcD^=I%gkL@vRKhP&7PM7egxx=A1kW zOiQ16C^F~3q8O|0o^kqzE77`I6g};C=DWgQwU-87l?{8LbR?GSdhOj&k2>GZiKkMk zp12q%aM)DUO9Y@259&49{>I)idx0-jOe@Ml>#A|y2SR^4X#_$hj`X1dq*`Bpf4=KS z>atlf>4I@oB*^*?jiALFCgw2C+A|jAuwOVgr!x#d1pSYaZ*ArN`oK`$(#i%O?#6Gp zb@90p2HKIY?7o&YV6NH$4LcpUmZXmKbEWpzP0GK>ALOMJ{7t7HqGS*BrxboQg} z3l(CveJOK*{=Q#~i6q*;eGjrgB^WsFAu!E0lXVy{4FV-t2pDfo^4wl*}n0<+A4QE z)8LKIJ}rXI5lh0&TLFL6&~Mtwk=>A;C!29-Rqj?lI?lDYHx9_9*@Owb~g0 z_RVLQ71qwLUyyOj*YRpZoluLy>HSvTZv84<-8NO^80-E6bVjT@YG}6W1_0Z*K^yCW z9t%4nu#X1!qdgT~Dc|mXux>@3GEfs48T_2T+Hv&Vt*b)I^NX|lpdy~thySBJ(cyv9 z56j2Wbg9vK+x9$vV`6)+v$Lvzu8Y`KVz!|XK5mUS_LNWacE$MF->}3aeHVw0Ra5xy z16#>51T7*^8^IiOGd4~T!y=fqUaS1!n-Y&F$( zju60wW@~KtSOvbm&V;G3E%)|*@<^lBe0w~LQoKD|q{knE`0dZT`27S!bOx!k!LoH{ zBW>vF(iuo8{!7-7i4a@x5^e2x|DVaG&|cAWa9R}462MaC?>!bUgmZ#2!@q36nUG(;W~m`x<5<;8f{aDkLfQD zPmz%AIsPsC+4OleSmPXIw`GqBL9g_0>-2MAwQvaJzm=;!#{nGWk%;@1sQ|7jD1nGU zhaJ_T+15zMgTY5-2YGAy)1P`CmH%=&eMCc3;j53gr9ErR+LGi#b*1$*?t5k^Lg;NvV<5)W9Eq{XIkEXaOVqsmKBr*X23VIW{7>^b{eMMd#u- z)$-I1xbe-$pdJJlKczRd@XR(1jf~r0K!ESfw0i8={?09-bvCf+I%CclMS*;N%n-n*4mDn;#O&ER98P&ge0UB8J_c zHnx~p2!wg8zp-w6&TM;W?;Y3PSQwh?c~As!{&}huqb2>XF-1Malxh)}8h%6DW8(KC z)nkYn302G2QL5ax<*s|!E>aUok4mQP>VJ@`^+)c>7m(n;W3MK8TZ6wT;El}PiQC|Z z&HmW)-8Hm`c{Kf`ydfdYNAslK#bDx>y}U?Pb~X@L2OZ23m$-nHz}{;UIeyfn`Iq?$ zX3#_70Z}A4`=b}|U0N?%?6xPSjX^c27X4AahaI2Kpo2cy3-I3J9Jg=x=>YJ+7ji~M zxh4}Dx#Ie0Np!LU6X|=JzWz6wnG>bZn5YB4Vr#$--ZKs;df|Ua;ClcqvA@g_)7@*I zH@n3q20=7r>gYx)wf{Y{*T1vXKpG08`=_v53`B41)!^Wl9)%K&Z`FSjbTs#iV2e9ugDg~jmC>JP;B6DpZrhli1fGNFkbv6-T!Z4g|YH?C8A-K60j6Xt*wHae#@Zgv}E|dhK{}qNiZ5=_+u#wf7$IncR?qm8m5K@ z8ZQ3|PQUSlgPt!IS#64cAq0Jw{|@B87Wt><`Cn-L*GK*xQvMsY{u_S(qN@L|c*IJ( zL?bQ{&C~^Km>aLu*#A{EV8psmEa*))34rD}K3Adt-?T{*3?~_L8G}3Nl>TpWPE1D= z{hC#s^51oy|4@7X{oq>ogR)m>{lBcdn5-#Xqf@4v*{CiVzYJDf+nsAQK+7Fq!=!G_ zNBxlBi-Z69J|M!JBhOd`U7sTofUAS4Ais-4p7iqN+7|^jqj{ilMH=W=twwvM+3!%5P#_(M5 zKQmnBi>l4et~=tXsPf;jJ6(?9r@%?}D+{~#PCY|_X+a*M=6!Q>)(QKlM4$Q59!F3b zb*xPz=3=RMad*{pL(iI*iw+W-9#0W``dj_Pq-0{kefQey^a?)=J`J94_k{_MN+xej zd@uCl#e7kfS-Xnk0uadvM`fyT(!JtD(xvn=@buooBs~C-jH3*A>vtuoV;@X5x1cj@mN0 zwXHFtxf_EKp$?D^S77V3WkHG`okkT-{1|G^*vf16@K2Q!r%25?jFxpk%VPl%Lmk^- zlBUBC+}l6WO+Z^!o%17?Bc9t`*u?b+O|c)lO-r~}vnvC-^EHT;Ea@}2YadzZPUAuV zdVNUS3rE26kj-DnH_d;)`wC>f>cY*-)nMH218b^50N2ONE|?2fq6mWher{zjCTCES z^@HMvbHpY(%0Cbvb?2bwu(}+!Ci zf2zXnP3v+kWV^z1zD5SMp$ST8Tscz`nX?o**|ZY29zA7v;4-d22_+8L$G++l>Cj5# zd0l$TkqDGqyHy+6?wnrm8lLyta)((oO4*MUbc1Sr!gX|b>q_!-Z4H28-Ruq$TyV&J}e|6e$wb!|D3bkRNk@jo4{k0iV>NfOPDDcM5cjco}td7+ZdMCcs zxILXyP$OB~sl;*=i+z70(^9X{O~q;fHH&tHIinMLJs$>{D1p&=&c81*4$ro=+kw}O zf_NL@Kl4#EyHbQppB8SWcCSvVP*FqZ{)pJ9w*W#G@hvgeHN8+|5Qwe)Vl5lsxeEt9 z_|!&#Z`yCUm0WOM52!G1pS5ngt)v623XGEaP0)L9C!8J&Yr=jOsqLIwbXqxf9;NZV ztrw`MbxXvTWh|cvygAC}Jtx>hHYVX)K4&bKdxl!R-M?{ji{-XpL~@S3&wrO^Z7X(aFW!^{W=HB}B7tpxPqCMd_+$ar_l6+$xw zwC|N+%L^7h*(gDkwC8z`h)u01w0~?YEgeXZ{OPT6I~ursOs-Kqk}D3qK<4MCu0H6z zoUF3{9z_bey}7zt5b+j{*P0j&ym7UN-i%OHOXCrg-Y9Nq5ziKJG;WEkl5jX!{t*yn zKNrD#jtnKXnVBL7)o5A=nxn3WtK~{)&G6`)qMiZ(voa-`b-5gYb1)I^Di!r?0I;3$ z&d&LaMS^|>r4zxPUBZVin{{M6WmQ#YRzPCtEQ0nKHk=yiU~t|Do2PeC5Ccbyx@rO4%@jx}Bbz=Uu{pW#_K)aU>ye^59cy>!Yr^G{Mb?8Pe zhEZd&iDnBL8*9Bp z5<`j!^gtM}F&AC28#h7DX1&xpa}73&O`Z?D^}m`w>#)(Hx%iwQU5iKW#rTbrdbRa@ zIR>Ttuuge5lzfp)SG^23i(CA3hiE@r_FT+NORYdG9He#C z-bg~rSjaZ$)hIj;=nI4cuDwhmz0CPAAH6C>KsDO+m%Fxf05E%D#KBf~%KD>4Nr~<1 z(7-@E2y;^v(_Ao{o=5Sm1cH@jAu|s~cMH89El)qogCyAa+Z#9tcDK0gE-Uo<&Jw}) zEMqA6YrE$U$C_P{O}z#vV~~C3fiWL0x&yQ`2nd=$$LWsUfwpyNL@#6>)krwo?GKf7 zWcJsXv|)ptp}QQe{Herm8aq+I+$f%VoyR}brcv<|G8*{=dF*!!T6T6tJ0@OebdCv1 z!>5xpg1G0LMg0sbk2!KL*(Wkh=iT~v2xrj7oDFoxQ}knEEs@Yj?{Rm5%{gbT>oxHN z$gIXeW7+WN+!AGuQrD>((TPgQ|jnhxL@(#2mACr5HJ(^czL##zG+DX@gz>|$?^PkI_}uBMpsmW*kpxb1Or)^YV9Lo< zvuhRg7AV<0%FwNC4TD8I!|6ldc`w5ywu6@hQHlfu?)~V)PSlPg4JA=1fO0O=CXafk zW%pLzsw6qzB1&;dne>HuSKH~V-E=nQ-SoL4wRHDdW?^ryaS0L62}QK-JCX2lC|)%m z?Q5O(xV)SO)}N7GP#X&@4RGXDTO>$LIa204pIQ7h#+2*zQ{^-6)cIC<-m*<| zlYR$+pnUNk~f#VC8y5;3ITL#c4B2YS95wY*$8ERnD# z9b3s_6!6$>Mz(C%+<3Gk-=o8hoe;j^SoE4U^1K)!((tq!SY2)4m?6PI)^Iq*FK0DP zIfd0U<2MQ0eV-ZPd3tqjozus}Iukz}JQvyCmGMY@+R!y_Z;bTIT1Ss|8{SGy90p`kHk?T6c-ovsTfc*bOrk#@sF z5OuffNDN^;6Cx`+vt-ozXPEEadReBE(<&2Q<7?9d``Q8a=NH)gcIP!oOe?q3lCfYLPaG9y7%xOksU<01h@@ z5dnM3DmvaD@oz7B@cCE|pDWhr(P)?ltzEBhb8#Km*hC58u!vRW{KskHBTv?=*`Gh{ zaTU;8kVLO}y{QkpsfNcBFNk<)u7wewu+@fr{t&OlaU2DNDofsX`zq4w_Q4a=cz0uT zPxAAL%IK11qO8bdd4> zINB{i9F7=HbQwkzjPW_J3ydEONq^FmMBUZjsGjTU_D(j!h9iRVQqt3}V&f%tMHjrC zYS%VtPP-GfGA@XU7f%-tx^F|lC0Dm^>T-u~;!s6J1R;jTG@l~(M=h;W0)kA9_B%)} z^U%wQmE>_CvABc<)pUmCc%qeoZ&%_)pqk7wJydQZJ z-_dG(35<@vx24G}f$ba8@j=icOoT`f_JZUaFIVbFlgk8M9litUFSIh4dutSc92_~@ zb31wLWhm}mcxyJaa_KrSj79G{B-nwy0%|-R_Ud`sb~GY!1tLeV5s?8{>)xyroWYW* zs@6kiz%wy%F+8lgJ)a`$nNZoVkq*n%rPrkUl8ZsuQ+3({^r$8KNoNZNtgNIlNh;A>I4J~ehysq>o$OpH9SP%4M0=QaXYV9`Tf1e zxJM!@6qd6Wcrx7yN)iPtrE+CCgbl}7wxw6BbGkdtQVD6H@l{xI_JXgNui%qxxqCTc z!SW~XEg$r;J?<|jhH0s``4H+Bm%O*+VB*sL=xObvX4IBxm)M($+yrEDOQ|&)B zRn_$nzo7PtR$d|;Bh}(BymjaU=tFm}MHA&e!fQ=NsQuu=luG7@~KSptUIhOOc+IJP5=&SdHnY(_vA`JnyzReO{E^$ECOy89+A0KB92u&cn3kit4?R1`sYYgl^2 z`V;xuU-z5;@i>*D>)Oykx}!yYxl2ed-Q_ zg9t4ciEuoKZiP?32;ZZUj5J{SG1Idn5UYf-=s*g$R^gxT%5gJOZe) z)720DfF(_gMLDyw35OY998&z{I?F5o;t^AG+f4#~AX(T)mXsvMdv!Jr5nSC441mzi zR))AtkrJLETeGN_VyB-upAhx2o!wNIr+il!+@_5XiiR>3-iaoolZtp6fkDL4$4rE+ z#@FPvAqpo0@LihTeKcuNq`IdD-7IV5XdKjvIJMHd;4Gn(%Oq0B#Iw(<2= zW4rRneeF5Q1$iQfF(wU{f#7l6MOiO?a+P%?XG0%h5sOco>p4SeUj5w0$db^z)PRrN zM-6WTB}2$V7_|GAIG-|?(d?x*aU}t+K5gRbX^fp7GSW-j89`-%b)*PMs2Z|;d3kh0TLlpS=BAGYg39g+RG_O*JxAAc$qch{& zLM$q``!=#+dmYX3>*V*iR#m~(uIs)8+%ks*7#Kv`D)P@>tGdW=s=Xt? zSnS84i+0nir6s0Y4d4!uno&tn%a5o`s*Z+#!M337)+ehAsI2;~VM>OL{OIi06Gm_& zc-;+E(WMWbsIF_^vj__`?3#jR9xtRM_>VLNNiW-r`bJF3Jku9r12@U~zr=B))Md?R zvcPvE`C8IW(C;*2Y1MRCZE>F1GaV(tex3WZLNvmv)S)Nnq4vzLSjew*MgXSer46l4 zj@u>1sWT5KHyfWIpZ`r~W`98yv*5vZFdKW7;d73;p)wdn4vsTS=wbvdxO)2(`d_nA z2CGrsQ-5D5s$n)0DKx(SrMed9Vce||^DOyw?vV1@d4X`)rzjWmoMkUEpd42SxXE=t zt{f^HI!7t~8+)p-~z=$y4y+i?sEx87j`2u)Cn{was7OLPphDfNN7vv;h|{eQ*~oT_yy{nhS-U zHG~cs>$YMqc5-}g9MzWdp3puPzk^H3?CC}}tQYZRr51=h}Wj_8Inab z7zZ;-mNZq4;k~Q4ZVmxD^t(sDavn!u9H`#SVVg~t#U*-N8$piEoXf01b*(Ripsm`k zsX(n|^@>?VWYvGaK++^T;;4p6j_uQe?bGhj*m)Z{XY6!8!rRL zB#qbk`=Hkmgg^zik13l?Zl_n_VK)V#ne}wwB#yc7hg4W3qFIJpRL_pF`PlA>j-3_K z@QL+yp@>c^DsSDdUimjpofY4GQv7&&M{N>GN@ZUmV*yAsWt?Uxqr!Kf3pii80eDt5 zNWAF?Y%H!ayAU4dPNzg99^3&BDO77ivH0?@G>QWq0?%6;YCmsUolEX|KK8#$pBy6y zNzET!&;YO3g+f?Dg<4ae+e75RR3c52k(uPuTGp6i9CgF%oWb0EdSpKG3%emDqIdhF z+sOzeg(8~8e=^_#;RXI#<&q;0>)&6@O@-xXun!i}_rGu=?wARfdCFHaJUIdEC9;}S zn8^b>xN6{g(3bh=)eZo1RJH}}?^xSH`|O#z@2Be>#c`fPbwk>`!^KA{Yh=cR7 zq5FXZ*twkoF2-bpVNt*!qn^inHgZA+{pu2c2bWR3gU)`{4T<+DW;mMFaY(-!IF-LZ z`mGxqSgGx*d|`R^!6L)GE5p=dq(a}S^v*{EK0-p>90A-rd}+VaGX^Toq)eFrSEky0 zgs60m09NKx*26&sg*B2n2Ci1ZCON+ICUV{$njPI5{{#gHq} zaCV=tPz0g!VKqD<9-q1yf2r?Sf|83e+rWc_C;yh(wD};<&+nxl?W0+o$b@%1ca@lD zM_)aUm7ygre7lQfmdQIJDTLTIeNgmRLMLE0;<}#NrKyDEmE&N9^S9cMsZaviWz)!T zZAhqc)Bbz%;(?8@*(}q9-WNTXKQ`nXa-JVwJl3SJ*8WI?;ys%!1_y@H6|Js*)JO;* zWn3&Qj%x}K6{-7JFB8vDx42HI#-QHO$yf&0te z--XvM<&faRc;Fbad0lX|07;lup2yfj|LZBP;NjvEXMR%yo7XvT=(ev>X7}EIq(>!T z<0TFY?&t7KUh5RN96sFH`P@T1jsm;ZNlyp^enuFxhV^ zP%j-MqED~5)!vAu!FGLWZB<6p%mdya8WAGL8tTE3vA4*V;3KDFaf&l;PT6P=;$v74 zHD8x$)HD@dQZFbogvI6#3EjcQ?{3=->@(W+wpO>eL-ou)y)XrNXni@%N+>*E{<>?e z$gwcLZ(vET^9LXYfTcepw$x%qY2IoUN_t+XA*!nWq)9Nu@iM@={+)>K(>Z4_U58O5 zU5HWNCVd|X84)F@k%k+8y#*>j%WtpQ7ub}Xcwd5jUA;~Uu3Oy)Z~@#+=1}J`!z1Te zYja?*phZxfe11{QKQ1GUgOMRJKZ!CmjR-I6HYDL2v1d}R8z_v zxW^&RAkDXAxUB3%n(VcX3!#W2SsHsuA^B2vHgX-G2oKn&puz0Z`{aq$m&X!X0esK% z92Awp+T^#Q)@%8){fBDBY(({;ZUypFz3_4JUF7!xHs^yncumE?u&Nf(7UYeWON*5p zPqyrv3{r{FGD^6E5#|=`^?w$>o>C*E&Wmqs2*w%=SNZ z&?eNVsJh=@#93yYQ0dLZh->X+gf`dKNRjulPF~dNXnb@1(n>sskbB;_akWVBrZM-{ zs0&jHpYP&&Kr>)@i%H}cdDmi=N-F%q5V~YB7jPMBc-sDpODjKIvh=iu0ewtG(N=O4 z=fs&QzSWk_)0~p_qzNTLBeIiw?0s+0kcNBiXIS1w!ZK^p4`PW?loo!>28@zK921@U z&KiNQpw!Wp_aT|<8LweU8|qGkLz5Y)s+E3Fq+3J*BT7WmnN?KX1$OQMZbnzNIo^dG zMb;&w5xxZCcz2n-aNS3&Ds&Xt9#Ro~->Xo>+KhoswUYJ{bv zSi}?7ivfr{Fh`zxuvING3zmWFq%sH@wTM>hYza$JTx;)Ng>P|XgaE@wpPBTy;yYD3 zT_$FVyZD=HJKbL<5h5RukI5b;yu^S9BH2wtkb{%A{axi;$yU4G?4={&Qju|!Q@^^i zDdH(cAd5rt=kK4ywmB^`D^Zgfz2qc|+vEG@WPC=$pMOvI9Y(AFh95bUQ8kfssX$yV z=N@}1Xs^H5VZ$nt3`63$(cx&nC0ZF1*A0&tTjN#e2ZH25T6hNg#AYcGa2-_KL`R{7qqY#fI^@ zq{GYmj+&?0-4fZ+faS~kr;VaJgd?JX+u+2mgVB12ft3}%(#v_L4s~}it^CzN^@dS8 z@@s3!!PBHl(~IWweCaW%7qC>#vC+A}kRxP{Tq6U@N=FtnOEofJkLflT*BgC2I`BYp z1c;E(fp#N=E@V>U*?wm3Q_Z9aa+8Z4t1d3Y1uvO+>4u6U#s3#m+vw`T%Y|b) z^-EJbA+?yj?*OuZcr{V@z%_-Zy7&UHv13B?Uf;7?C|-)dM{MPq0Z^o-3Ja)+NjumL zn;5y$qp6!vt-f<0ksQy-Lww>==eXowAMJ_(1s}JxIs^Rd3m2BIY01-47rMWy6}kvP z6~A+&M~{5)JtaD`Zpz4A-`sF}!!PSxDlTJ&^b~5(e%vOwfmZRRTfqw+K`@e(CP zjZ0q%!5IDGUgE|UIu$Z_aDVTq6*w51_mIn|ih^19o|BHjxU+fJ5et)jW%e*XKBI zh1GwukrdJ5;-@uNhmFtKz2ElQ!r%(EW?^R^E0G{(=r#G%q|wu-fRCm`6{ z>)+I{Dew5+#UKg&h-3FwdHec}@t^SoTF*MbDHnI;;;h2i+_LfOtuwwDc>QvTnsFi4 z>0nD!xwGdxAacQ~X^WM)X;BO=k@melZGmAeb6i9uXRHQnu!mIg1iEUNw_Ld8;6Heb zX)VxV>_4=*E_=1XH4H&EbeEe zgW&l|17a~ddNu`W=@X9Lu}5y?mk`8i3{)1G=aVLL@&DEe06uI#w8(*NnWFXHd z(LqdH1Kr0h7VP0I{_b$XE&<(;Doxt;b;($m`e`%pp@SRpeX(T7TP_itFOcRX)l#7` zSFkSI?RMPY5Z69s# zY#(SJZvUR7rL~TOwhsHH6Dn7+qt4=OB*}dhV?Vw8887*^^nH;==JUZ4KlkM;WdWr1 z&r%F>uO@wbxdj@s3IqN8Sm66r7@26GD*1dZW682|eGhp^oOuIVpu6S#D`I?S0^xXI z7r1;a{k9@Svv4Dsd@a*Id^mIbz&Wjhw(ewib*6}j!pzE9eM+*f^Zlcgx!CJa=TW9Y z`azj7YDHVPV5MLFCOTCa(f+Z1vFNa{)Wf8|gw~)!C~|QSKGB1yVFPH!V zS?A^D<>nglhY`Z6R`}@$WT^Jndg#ws4nH8A$yN7Y)P+!FVT*3yV-`Fdc3y+oIM1}u# zZDK%&Ro-5*S7V{0LI2m~Cn`eXmeVk`R{*9V*H`eM1C z$Ydli|9#zH`hEC?`*1Qg1ow57-%X)F|ByqIjZ(h7Y^5m|u_{%7G5>urfS!_ek@8>f zohAB`8P=^YsEH1PGWXL5`4al=zrp@ zlj?fKLWIpDMf}%#j@4m);Wi=1j0PsXrn}ju88&E4d(DDhrslA=a>PQIYxUm*L+)=l zA?w$?eWWMbL89@fJF&x^AU8N>$yi#ka>xE}hCriB;=q0Awcc=Oo(N3>=jFaB-(3>` z?*spf%@CHix5x_{9C8YYa49*r42fo9KRsMU&w2kBXCZ_7c|`bj&s%xxU~M$&{1{Sp zbsN1}_D)SKnu_@EUGqg;)`ziIZVqZ6;h0bsUbv}$>mYmSsO$*0Y|PbDPf*VD_hN{C zFXnW(B>SSfGI#v;8Nu*~0{|f69CL6bQY~_~8q>ozTtv|HX%HIvCc| zP}LZb2=u?0NDpD+yP>#Quke2_74pVA!?S%mQ%t!Cgh*(m=P6J5oG4d`_Q zP#DDjCDEcJm1y5^r0L}~ZfO1`W@KpPh?0>##eLa5|Iv*9pNJ1wkh#OQr49te{?d;3 z5Qe&5aaZH~HFx(X$lR6uW-A5%T6U;#GZ_gBRyk1!7Wu#D{-y?*n<9a#^a1nV3<*_* zFl2KEG;Z+Mj=XyVnY;V^r&H!%3^@yjFr?X?KqK<6xeZ83SQ6ASs{ht<5*_q!I1&GE zGyYhs|LZnm0GmmNpd9OGk5;O1Px$+CfsY=4N$T-yn1NJwGkbY@c2WlW^R0nG-8Ml+ z?MBC$gUy}@RVxSZNT!ewss4D&zhqxHhw>Z0;+hwKy_>3O&*d@A@b?c=?@(2WDgN~s z#1hf|wyR%1I1&9@6QI%Sp&`n{1tqQg7e%7$DiE=QykgVg)*Fcn>tXiSkRLoDLq<@I zxnAy0R3vKhIlnyJ^u@)S;r=D>bpa4#d6eZI0Co&Y@|d5mG)#|?P33gr+SC3^@%_*h zQZ}`{vnGO)ng}qA%BUUc{?{`bXbMJ$j6y?zk(3QT1fozG`O9jci_qFO#s2x<6Z`%4 zOVGdM{<0$^FmvQ2EY1R-7McF7= z5M$cu)7vQWzuz#RClbVDkoq@?BpVozrQVLIxlsR`7Bo}{Ej?W!ITT_4_G}P2e`omm z1@{2uFAdow{q0?D6{~q)48st`9B~dfI5-lCXoCJ^Hmb>dSr63{32aED7~1yRkDmZ12LJf+V;H}hVpY%q zB||K&8xnXQJet{eKaMuMT#q7>Fx+?Hgr6O018uT)Kdvpu3*vK1;a*!KUPQH^l}V?l4uc+BJfLq7>*`eiN>FZp~9XN5JAw*jGU$TBM5!350@J-TGgw> zkytc^2e$?k7w1qxb7i8@!|KciGfI!VPB1WD7k0Wxx8ULT4Wlk67C|QWPkvOt=EP#t z8Y+#J0FOLQw4;`9I&L1W+uKC#e*97(%7cZ)_)@yi>h)l|+5H-mUXA&CkRZg6YeDp8 z{tDOZkL?mBBduVhMiew-({ZZnQlSs#QpVs@G+ICuut%i(RBJe%({Q`yRZ0#nkdDX0 z9@F(LSLHO(95fn;4KoW*FP?L0ML1cAT5pJ8(c70f>z3iM z*R|PjG5&B{k;wUW6DD1;c9K>11A^k#nmSl zwfR^ap70*8`;}vt985;T*=dw`4N6SQ=wd64`D%0O=yz}4e_HqzuNdBWsAFeJAgD*;8J*VQGP0Q6cYfEO!cpu| z{5xR?g@w?}drg|^K?S1@~vQ#IUHt2DMMzY6Lwd&^pS(}G<|2JObU-o4!mX^!-;aTc$CX8>X z(_|Acjpd&qgN7ao z{wVg{)(a=5s=` z@!WKnC`mRX!jU$W|8nyu+PCe3>+I~TFgf77wx)$pL)y6RFso$EE4qOQVz-Zr?NH94+#N?Lg5K;`n z@hSpe?9=NBJnk>eB8gZrJLpt4yw}J~rwS>)Q_1cVEVjr>%(fqiT7{~y?Q&F6^K{a~)Bc;%Kz0+oe30yg=G@+Y& z@0R@Dw^&xAV`TPJmy9L$&<&Oy=|3n=PGaRowMd|V_;UeereU=Y!EIQhv2U);2gp%b z(pg-W7>D01`nHBNb(Wjz|MzEj%m; z(jPh1=1h!v4QD#pp&L9|EIzfkUy43Hm@xeuNJD>*%Rx8j4)pbfa^ZQ|d%8UXNy@%? zc-L^DbHPuCL+VirfHjHck-i69IqTqZmWa%)`AAGX90$y_s$*DU0B*uPwm57w_{7#J z5w-4o!c)1`LjDu*wztTw7cjMUvKbe5OhOCc%o0B@IOt2vL*E(?5rImroV75SDif1j zemoV7raPr!2m~d`a(f*U2naHYCwnxtV&+O#scP!9zm?=fu<4uUxj1{6=sIP>^{x6! zOa2YHz=rdy?L>|kbplULh=%2j-j(x!x`+zd*o+d5HyU-Kwgx!yJk7%3{jpd}L?&>t8xQ zlQ7OSF{)sTB_g}pj|INf341%b-%)%3w-^t6-%g>c7llQS(6d^te%KH`Qn)=%jw9gExLaOA3fep(whEBh53xF%}U>#1r@flOIe2Y$z`{!`%5cS|Q4Z_}6`h1KghbAEL*F$>EjHM_E`ClCLz` z8ieS2f*R;GzR)IdXx+6K$hll<^`+l?ZVuyma+rO9p&o>>-xj;5iYM4;ur@)=FFgz) zb~zD^H=mgoDxnVtE>tHbVk?c4vN9_>SJUX;r3?{tAgZQd4iG|&nXZLv8(SN=#LV?+ zO>kb8G=a%O&T^U1ACNZ$0s%^61q=a!y7j*0J2I_14K>Pe?|yshz{_ubYj4q$V>$@wW2}z7e-fX>=~nJF-5W(+@$5 z8_HDkk9TjcfqnBDiz{ske4p0Ecy<{*lPgIP$yMk(m!gQecb+`l#yU)+Kc9|%L+6M{ z5FQz_Kw1U9A@{iIAuieG{nQmLO%s>*`mezZu_c^MUHnnwP*K-1Y&_k?TxXIZMjtD)&LQ|;sZU4^Sp&p6et z8HO7~whN0Z+9U26$B)9Tp$`)iE-5{i}MFAlJY_#urbHQ)TsQi^Giv{^a@mZSX-3v;zySsXDEPyiJqAS-icRcBd#*0n{-8;~ zn&5N2{~71r5Z1|J_WftH@yoFYg5n?*@npVC5CTp6;nnE4H_pfxQNDcIv9G1V=$He^ z_?eNo{`X>^+aK&<4{@u@UlKVSb!3*_uD4qaSbJ}@+*uO z;q9m7Dr3SWkFmRZdYISo!lFZ$f$lCh?Ow@zik3`tSx&k)?WLw+|3_YJ<%3+gYe?rf)pOQaEW`o?IfW+DyWT;rJo(xlz1J5d3Oxq%XU)yFP=ce{VcM;C5;o zWNu03MF0uRhEu8#Nq5SYlvsfIW1-eDf&oM^0wLAx6niatSiF$fr$~)WHEeVLExEn} zXIY#>;y{l+oB$dNCgeZfR#QZ8B!%NNuU>MD_ywfab!l)ET$$lYc+hHZa%HcDZkT%M zL;fmTY$5!R4eM&HLH05U7L<;ML0wjYs!`sTJFD~FWUM?0GaYrDyNhsPDqkXq|4y&7 zpK!)B;Dv$^T_Ba0I4|i?(D2=Jc7=n)QuvIW`KqIlVatMB{-;*{3a-(LF^xq`nzK3O z^cAy0rF!aTJtV{34UztI3X3i0hxLPaJsll_-j=1z_>ZiC==3^z1 z7X&SrDm$~uVVf=gIB6uMm|EmMA)&Fjs(G>feS*wp0=yD_l5ovs@ucDTG@h%P&L}o% zq$b6}sXt?nnaeyh#@_Q?Mt8aMAx7|%>GD}&i135cJ)C2S2H#*cvW(fXqn=P}GXX>O z8Vy#IN0ml8^~Iqy?&?E{?13V%qHRjXW2079ZLmg7+817vD+?{v5_>2XACf?IF7L4^ z*0^64k7h$mkHT*+K225p@a`Wk9va^cNtaI5p8z;ObDGcK^M+qSNnk%L+|Obx7*jZP z0G{4SvC}$E^pEx>{G}`xYy6G2^@) z!!4!Bzvq!IG5ebZI?E3vqnI+xj;0Ytf8w#vPVj+>&J;klSsc-v9t_SS%xJPDy88Sh z+Ww6;K&Crx=0My!b>N2x@R~{d0u{ecF0+#}ye1vf8C+x}!3tAr305(ZiGO9X%f8no z3F4aAKRB#!3weQkkTA`o#Y2wj7KR`qEd0hRxqm>44}Op>&6T8N`e5>T<0l6lu2kbD z3=Yo#sLPC#ZZwv~T-l%)*(0h2I4n@Pl$*{Eka$vKmXIp}q=1fyc&M{9;8oh0rh55m zb}3;FCa%U~^2xmu3E!l1jE8mwbLg#lY%zD5wzUNS2tBA5S8EeX4XQkF}Gl_%#pSIYVj0FkCG%TENrgj97JXd;mRIWV--#mZvG_q zBrrs90GXuF{JS^$0{E;2dU2b>mXn^P=!5+UTnEMceG#zkl|E`BKN{ukvu$QA9f`FL z-FB@WmUFa>=jj-`l;B1PCv~>_J8^69^uQgkhz3XoJ{ngiNPNBtB>{W`DHY)RXTP^w zUs7nIQ*qDS^K|0+hlUN2HuZVgUQM}GDa;~QMw}-Vq(FSs1(f(`sceW?+g_Sccni;fV_lnnPtba|G;M?NPYqy*XyRcI+%<)&_Z&! z(oHu8ir0OY+waIt3mCN>b3{Z`>3h}k@3w~yqdug0Chd7&(9o(JEk~Q|vxir^xQrRj zo*+aMI<@saxJb)aCvqvHJTRn)NI!fYO(D+K54qCDAFGzZ`zVpmvN(Enpt6w|k|~;D z`iii&T)z@35`bqCmD6)%v1KY2djn20i^c(7FzOQntq^WNIH`aT5Lt%l5{h@wo9r`K zR1(!Pt<$TkD1H@UQ4-SMX`ZCK^35M~(^eK{R4{3}OeFv|Fq5xux)~l3bW?RGpD;IsPt1liy&W5xKX@!9f)Z5OH(Nt)bG&?e zDd+&=tuB~p0iTY=BfzTCcPr+zTxXYh8Mk$A*t(c)N_qnK3O@YbKv$|h$g9W<1@anB-GxG;J`N~_J$K`Rwj}S zxrew#7agd8)?>*F2Ujg0=BXdX7L+R^41iL5RdPlZ)i&N^d!t|{8ThN5C$A78AAMb* zjEp)QQq^h+8hNl&c)XE-rt{C-C!b4w^xO?$vcwaIb~g>e(ZQds2@Xw2SK`bG|{! z{Jq{hREqBp(Unb#^!JyB>?LE$Ok(OIuTyLzwOSEd<{juAhd;6-(TDh#;N!PhQ^13W=YFS(tbX6Yb$Rd>r82ZS95qWWs+<6Kt z_%=&N2lE@=vEN=lIwCxxZ#OF=mrY?;wVH##B&fe(k}l;2i%z6Mjo_?e3Z*8JvXM z#a!**dmK*5AMARJ3Ha>@z@tGRvzQExjK0z(LKx|uht`>R@u4+&yr5D?GXC~y-s0lM zMDaRx(x}D~xb(KVd=5tCN+e6Uvwl z3Qp2mNB#&HF=B~@W!IYyW=}z9YC=Rdy{Bh|FEs6;Xj2d3Wm=yPZV@AHcKdqzPA=*! zg;iEXDwh>4)_UPfg%8fZj^}^+s^-HXjjkmNeQ$e192D5pfgW&CNF$> zB<`L;GF;-Wwb_h2?z|{3hBBH3HnQ(b$u@v6tHttdv+e7pT1yFG6&tl*MRbeiB%KR( zJ)>4?EJm2m0@E0{Re+BJ=iA>hQKD5s62h*m@W^bbAi34b>%qo9a5DtLuP~jpWIr1W zD5r|-PGlf%*wLVGWTkLr*s*;3X<)f^UaTv06xJjAA$N?#DI8NV8X4fQWzU{mCw0IaxmU@F@ISezvNNbh?*(~F%IQ}F=HwoyDapQ@ z=Hscr0?Mh1X8-}dK9v)OUGc<2c5)_i13nj-!wQ*X9PN91 zz#zfFyOElcmJL{iVq3dQ&qKFn{z9%+(^VAG5Y){hpNAahGpJj@wY_;?G>b;9^Nrl2 zEzfo(FWE8$7SJRiENK@#UyTV5)j28ab2=;hjzVCoc+<;Sak4?b>2%Nq_9=bp$3D)_ zcUuxK6b@&aAqAD+oebjqRW`@el@&=OP`)tjo=itnF29wov+kIM)xUMv`2eQ?x4p?m zokUJGIr-XdD38! z{j6Q1_QQWj_0Bb!^ZY04ffS^M;3%Vr0<@c)K>~Q@Nf#S6y}lF|c0R)D)n#h&oBG5D zJ)@+sKGWD^@z^J8Ye*m!h7L$17&)BQVpztNAWWQq)synC_3F{jTxjNmiDYrCvzNGvOuD4E zMrXZc70i}|eDDF!yMFWwK=KMDvD>Y&kQ}iHGV)vxh$gcAmZ{*B=s$fu^;C#yd3q@< z-Y~EDA84JKqfSAJ0s2=`QcO1p7tLW|AB)$eyFzyo)3LCv7D8#+f7ynJO=lQ%nOJN+ zUVrnxEz*|w8I9FZsiPG_9qpaU0=*GQdspFC$>h_Iuyy5Ro>D@zuM!=A`C0z?ichC( z4HNlux3#@psl~M}f1;DMDt?sAQbjb`uV@Ur`@~YHDrMWRIbjk!`6xR#qsM9IHX4f( zbxn1IGf3DDIvDdNRtMRz^+KL|!NLY{dt(jK zwqmQN+t1L1QTN=N+`F(42-LmlHruHDf5cGI5iVaQEpXrM95_ptXDFyIRP~a=1xqo1 zGibRFtZF?#^s$xKbJyT82LAx*@19bp!g zv2@Mi#1iN)cuAdW0v;npJ(#C|SN}t?#;xPP_JboaKsL!&#t|@_z(y6$npbJ0XNF1B zd8u~Ab0JzZMg$RKe!boQq?4Uw%m(WukJBaT4$3}ENl|^pv-y&XAss_l>-__9_1!P& z#*X=FwQ0Az9h|XTHt4Cc?D5o}CU&AX9_`w~o%e1g6byD|k#QuU&-lrW%S!Lp^WKdA zFtg>9LG$GBh6@rGK?)2ljKfv-NBqlK3@KBZ~9x8Qnusylsv}!s>1`syOnehtD(QM<**s*VYze-#7__ zn@{tBZoKec(GE`dV{Xz;yon^wYJ>K2L*z0=se_Ctu30^DK9^GWJ+XQq&7RCh=U|2d zrcTtGR84fDS~Ix6-(3In802mP>xJjFYgLr`E3%P@tN0>QTW<${X?%2hPRJzx~0Lk!e zS0vK$kKs*uGovj+?#xwg9*RE&k3~gRE}Bk~r}F!F8d+AOH*9=RZ_U4!RmHiR#dgc; zd$2$Nso_ik1Pg4Yp34n#yZueKFJ(&ay?Y)N!()NXZn?GZ>Ip5TctA{$sPp#0vYPcD z$LIGVtT(+*dRx8vG>Y5H+H%YzUdbQwI=}&YG?#Pgw1i5{A*L}u>fuu?pK_pn&_ao( zd4?_o*1YTwOhU$R(dG2Pd119WE1&_LiWMXJ%{2Hhd9GcbQGXiVIWcI=!4>;rLb#|Y z^4#H4N?bF-Z-cU>-)Jx&W*D94!8EHcp!SPkxU}*l$4xTDF(b~vjI7fVv>1f>Nf?aL8p^_{N6D2b24^ISc8Zt+|tVQ`iZp}sn5e`tPuM1-LBLT)E~2fLsP!w|UsK%q%DiNz98*_1*0#hYCTefQ z!wzQ*ufJH5gDkFGE!K4>i(d8>ih>=EDM}9T8tqvQu772JS@mSmu^A~N-0ch1;uQo7 z@$x&Y-1BKFE47vgC7XO<=#5+JjM@=3V`Ag1)c08{8C%qi0Pt}b*PSZy&IpLF5BhlB z%y-sk{Uhj*W{s%!U7wKkczblA{Zd5-&}L+_0$R($&jwK0&3%^OZ9GlTY+Ai?l>4nw zx89{8?Q&O%kVdr|tY>poE)@Kj4W{|UEW*an>=DcNi3}UcsBVkM+T^Q-sBOO5O|mHx zVtQ>Nfh69f*l3Tdqtz(~78*j>2hE@x0|} z!LgJAssecS+33pemsE?wAT@)@B%^%862&Al8>Sgc91EbK3wql~TIiw} z>^zkvQ8b$q^Vi8Oxxs9UpZXKj9t-moE_H@q&Q`~L2!L-RyjS`>uC-D}@TK`4wIZoC zbeUYz3}qLmor(!=q+B#*PL60*B_w!7j*a2$PR>Bl9|!3$y=EVI^3M>+^;55pdLl~R zTo?`-X!X8MaZ}qj{fr8Ymk6@HB5=sns_@_wyuX+J5Rri5?u%RvG#+v;W-7YqQHB{1 z+zBnPkggb7tTKMX$|l5DR$Gv0+F?=7d|lTcM@0ta=#b2!+|$eYpImq4OPv zpI8LehUh8a3!TD;^IC@Z+gM6nlvY7{UyfqY_dH=$PEQ^5D#F#0n?a%xL__uw#b=|-L&Sq^+S7&_ z23=g)c>@xWw~T?A7mSa0aA&A_x6TQt1iznx8omraMngxl9!dR=tAA2 z@Wj=7>BSvAo)_W2n$L*Ra#Fj5Jhf;xx>hQmBv1^^JgqLfxwqXQerUT%D0%;%V*tX3 za657-{s1v)@nk*OSRb3UFekMFf(bNZsH4It4vpXlqG_r2#wsfv*~6bJ{6mTH0YV&CVZm~+yWK|`Rg<{({O z!Pb@CkImd!RQAm7*XQkR1hH``pQz=7=?`<`*X-W#f7X21pi9_HZfoKhiNB~IUi^eq z&7(Cna0=ueOsQMZN2s68XMdvJ)-vvFjCT#+3q9r*Ub+q_h~^WR#=0P~XO^wvANib; zShV%?YN6Q;)4Pb~*RRR*RdMNj`s2Kj2PJU?1Qw<1t{)S(>#eh~{$t6GcQF8C+IF2O zoQVg^VFk~LbN$(dZF@36mnywoj<54r-tLZTslLEw#@-a+8vnFkQ5tR;2S=|Lor_i5 zFK6c7usXY3F)-HQO4x~@8`C*$#2qSP!1FzR9uOc=_JO8CZJp zV1$wBgDpP)bgS2vpjUkzq~f!(G$vpCr|0dIL=Ppr&n0l()ZJz)i`tI-BPWG`GR%=v zX>6d-b>=UfIjI`9)bqNKtF9YV0p}S~ldiE`0(_DJxnzRbxC3yls^xm-!HvmJ_{YMp zL+RB$#d5ak$nRZ`Nk7t^ZmzGo`T~fem>?ZO5@&`Z#dVc(R_G(b;*~{JdC&ko0WI|u zkH~DrFtKQ*DdP%6cr8dvVH$fs_|;{OU5`5W7o;HRP;#@vF1a)xR}@PuG~O$fSZ%u6 z+mby$Y*BsmOm5F2TY+gYiNyvpdo^K_Q?iVwzc$v$smm$->^+DhZapftK>QS;&88bo zaBJC#2wuQ6Jn&`0;fS=}MStSHdBE^->NttvCp7FHPRCek3L~*NB|wvYQn&0|*+05| z>-FZArvMq!2&=2zM7p#P;hN`(T#{WhTw8*xP;aVuxBx^*sB-nU5OmmQ$78pONcNbxV=C(+ zfO$y~3W)l~RrN9tA4tR>Dr6!jE;##bJGZ`4-`aB}$^OQ(^p#9YstoCMAaLcGnX7~5 zkhoTV&H7QyZ)%W!dEw20c%MX^I4P`$YdWtT0n@ZKCJn8uOv;4;R8MSr9g^~WiFe7X zC{m)_hR{3$9U~#2RP#;66ctN)?S8JQh;D_NVu?muwDY40i`kPozh-Xh)al|Z$2Sf` zsW=LKjIGeZJ5QAe4m3!w5`T5jC!CFdc?}j<`O9$PP z2Vrr(h@ES@NrrN+8|P!<3IkHSYKs7eNHy<==a=y^Td8S-!J_05wI@BLl)SgZ97rGE zV1t;atXxW8ca9SB-9>)SHJBNsRyf^fpImCtNq@M02Wi{CKA&0m(+zVB*#bj25Cx}7ML(ih@){rEiwJJt;vw4jAuWj8HaCS z%WC8-FzM>!th`xb)n>lu?oKHOKREY=jA%&gjn%}*0K^XI+y!Hr zPpK7GA1L4im#B%lbn|0s=-^0IUVnYdVRd{}a(x7a%n{sri-pe?qF0q1beIt&Ac4x) zEN@SEqy{qHp_o$R>Q6K9KqTx!yBV!tV)dO7LW-qI#5E%1YIpt+g1X4{ zpfRa)u)m{hzucF+j{{GZBv!SzUDUsLQTJsf`Z1G4{Jzr~BNga7n2ARXlTJ8=J2G*) z-jPvlaz)A}mx}rFU~`Tt_HI|^)uv(1+OA~xvS4UC`_9;WH-Vg`Q?|6Bbe)#@2NWH+Bs}FG& zuh#7s>?lj4MiNIb>>Pd1)ON8%%7B)IRrGtI7oE17ef-->P3*qqBbeMQGXrLxhFQ02 zChy;8w{*uuivIv^q2zwX7g&0CNoS_Ig>Y3$fi*wPLZ%8L`ZNh=BFbB%{m4T=d39@| zI~A*+xa%1EJe(lHYMqIQ+`hpim6;EkPD85u*z1njcru6YiDE! z4R^G$p*L@c7oD@|*`#z4R3K$I{v&5#e<;6H^T2j+B-8-57K=Gi{KVpCq@YF~R>^Cp zUt2UQOLnUw-Vbm57ap5?vC`=wB+c zrpRM@r9u~=d)eFCgu*dt14U$TkLI&st5}0BGdlu~cdYgnUt%Hc?>=yaUH>sh{C?T6 zuMBSd^IU(KAN5BxeH!LW3KJv36I0vLTU~A_R0F;m{lXvMHkEJqxGyFt^|2~s_KF7w z9@wvRX{xX#B_Q}ECuzQ8ckXpQnuhi~um*qAV{y4np^4?eYP(}nd+Bs#e&co`H+UFy zdf-jaY|8lPu;V;TAFTKTe&@o$^2Xu;L616DiSjeQ)hW~Dw%|Y>VzCF`ox{_!@coY> z{gITH457F(zpKi~&ePq6DfaXJD7%kzioEiHn%Q~EjT{;(CMJrBA%h79K=3;?>1EAPcjV|8n6 z71`g=hd^50a-pTN7|t4VDRZL{7SNU)4go(;#Z%Nhhz`7U+Dy1Iil_RY-22uTdd^jA zWp7R9$NMdqwCd5e?_8J|4GAsIIIB?3r|N_pmKo%gW$H{<@S19^B8E0nFk&E)PY)<0 zH}6k3nwD()J;RZDEp0ejgdkm@lcL*&*yH%oOkS}etsSeEdGp=IONV*d?8Fv%S}&x! zlF{@0B*U~^3oB9(EuLNCNHU!C{;L7=3Ul!-JG;8t5Vfp(ctgG;x@D(nL|F2jOb@;& z-F-Et2+It=n69qO8kp_;jJNdMYIvsxBK2nrt(t*D%9e|q7}Oo?NHhslOs^O+BC77* zbcHAul1gK5c3~ZTV^UU;Q1BY~A%QP}11}THR(`QC$sho~OPb)^Lsa$!7E+2Mve?6_(7)DjTduJxj1 zT3hsGWd-x#;llF#alg%LUbKmTTpV3sc62cMIs^v!5PM;6-)6-ZD@-5UkNk?6gtzZ(O}~8v6O+fh>`aYS@Huk1U+!Tv zFyy1MQOb%(H@hh`i-sjRTWIo={63FFY=Sp-l{fr% z3h7`I-TlZYjQsUSmc}=7nbCd%?%DLpNO2UoB>IFCC=gIuHUrbx6gPv+ioyN%=IAzu~=!2Gp+85VdJzfRQCS8L=jjZGIR=St>tJ^`l|8d9HIa6v!^Ea7B;3hdpJJ+6<2JFgT-PU{T(jCGhd1M5?7Yw0 z))cYU3biLt_T%pC1JmXHIiF|pW?~SB<{I0~@dtADS;w38GuT6r(>B$Q852Tqj0G^Y zPF4Hmds4kKkNa4vU-Znrs}AMt*c44~Npf}6MDc<`qtX}B#0VPyVwaOpOhX|DfuTB^ zj;4}aRz=6a*iv=;IZ&Qoi$dBbHW6B&)Q$LzzZhA0a)v(xL)}t;e_;x)D?yIH(^A00 z=E{R6j{&nitI#2L1u@g4${Ha+$fmqh=H#+A0ot;W-^vipy=p9FCcTDHbs-&ZdxcDi z(!6Ob3A5nKM_|8?iK$Puv1}@Cp4!L~t~iSgAjwZ^H#UGpoY!W@lgobi8^_S;Y#(us zS|y#6SKr>}2J;zO8C*83bkk+KmNQiHj1l4k-=~M`jdxToFK1MTMlY2*Ugd=7z>7s8 zQP0Pb#Qub%aMF>hvVtdgb%5KR zA_cXZ3@4V|WYA@zRS(!ZBpcBIMj(R-Z!bs}B0GvyOm+k~+xaYXH@0*jwH6e^iZ=}b zVyjJ%GEI2(WGn;+8|i^znLr90FVj~_Ni^PhUKbK_goD*xPmkzpA=f7kxbbg{7d77? zWvVh2urGEGV``vIzCIIdq;`gszh(9&H&Tc8!j8jgD`Fj@Y0=3}n3b_c#8=Gw&W(qn zVX0!W(Q@*KwSTs=0%LZ&lqgFVfMJwCOdgq=-miQvdXzy6!d0gu`$6ICP-esIaxP!i zZ{$tiy-RE?g;euJ-z+Ytq5(J31<8?BN67;LG=hm9Ee+t7)uu3jhx3lY9`4uXRl66b zwwW7k$wW$}P(q&JFFnUTB(6uiaLoR<-*okFS++0SK`hTtZs0jxJDNur&w08s%M^M< zY4`RpOv;;E1i$%F5KZ@R2g~+$zp3R#&C@7G7H-j>1_NKjZXcL{q>TA0*X2l(<)(pn znl~v`&(w6#GDo?4&lRX9Lmx-tUA<3iEsg7Yi3LTQX+VUut$ih&^+9 zjSo*Y(|XNZ22iVc+=utOY}Cm^*k&}|-?gf7B)eS$u9QROjT$^cOcVk+v>K@Whl|dj zQL{m#H8*dnGlZl!&Z{IuhiX$Rs!}TB*)NlX`#NorXdR@q-d7PiJxZ@f#Jyz2x=jzR_4Ms{k6Y?Tjz}o&$tOtU-?z{(C-dD1BhCAkXmYcnKTt0p+{tC7t zMX`6M%_~a3x~HyimZ?PGKvX2QJ~DBi(=X4;J$m0V+>(-#i;XC&Qt~7SXuUH|-Ir## zm?`!V#2Q?#<&PJI&#Nrra?;yZ-W+_7TLoHr&;(V6&wxI3AL=;(AM*!9Tr1RQEY)jX zIfY|M;67`o@;Kx>9OK^^9_~)KX4zp>TU~uqW^yC%Ge15ehjc9;85Xns!K0SRAnj6R zqWhqNb^LWNWfOLno@Ph6YR9&izPCMnsQg=(z$(+B@+qn;NR{9g2#Rndj|_!N&n=Y7 zAcJQ-uZQ6w3!GiU)UBD9AIj0!k-6X-#AC$wz@4G(HC4aVN3S%*bUS9o?$x)fwG=05 z>O`rKP$Rq+laAp}Za%%P@KIpYg}(HBvu65A-oS)gl zNxyGW6f_|#I;w<5v5op5rpZNWR`r3puRk(RF+<44tIIxzdIhyDgBgZL-NGf-fZ6HS zv>ayMP{}~WeHGhAiTtKB(`*sp&%D-|B4nK^sAODtc75k)a2<8(Oolow7?)_O%7CNq z(C9L}r*KOZ5pw)f_~~7qp=Kk{YhZRnF7SvX^<(2QTPvlP$(x5w{xVSu@4X7eQ*6$fZ{M zSI*$3B=HHwxezIjjWv+vVhjCUr-597S`&oYWg}2XrtF$v0q| z^dI8&iYZb~3pwggy zECMhv{Et{@`w1HH;XoP$5o*0<__xfxZ4o_P(eh(T=23f~Dml;nG`xMZ6)8xW2zl~4 zly!w&xy&<5+`+7d!36V{h+x@tyjdNgbkouaBy6>(2fY%md0hetp<#f!v*mdAO)p#^Q#*Y{8POkbsjMh3bV?YNC$HHT6Dz>Nr7>4P8b9!D2jla4^~VnaMcDeq^$AI==IZc|+K zo1SSk#AqRp4IibYPv3nfvELL7aZ3ZX%wC~D& zFq%0Sb*7_x5Qh>|@jCu{pYl%ER(*F!)j+7)Jx3h;l2y+;c?X{X`N;$m#+~lY0c^UF zi?B#^Bkf({|2!fwgo+nEeaaQ{LcD}3M|UcoK=dm}F`nY3JvG;a6TzEgYA>!-K!|8* z&T3QWLl1vO>?NaH@PB%EN)O0ShZCkyJBU*Wk5vgCZHU8OQkmH7Ff3m8%=^E5^|4D< z9*@R=^TO_?LYg;8x#*c%RzX+bhAXf0IxCl>%xA;+**A2L)6(fL^LlI>tceBN8D)EH z5i?OVHjDjx8n%2>AtdpH$J#SXOoq{S*OIL9%s$=C-E~9LxROsnDtyyd1Oxy}`CM$_ ztj=8bLzAbiPnh&9t_tSNF{s)3!tORS3)68m=LiBL_UK7%)mAv&)*xa*wQ>l0-xg{g z!{JxEGKY+U1p$K=x1`DH>KDug9}Wy1ZbemPqT+3*VQc=c;T**?MAC}+PK1~npghnK zt+0}^s27SH#%t=#Xdqp*lFDB{P9L-leAI2{HigaMA6=PJ<2~08mNSHYu36GzC0UC4 z&Fm#*&a0ZqP9d>w_#f2q}iX%f>BX{St7oY^Va`h;|ZedC!NUgU| z^0@bf?f)t{WrCn5;;I}Lo?giO(TRNCq61>_S6FTD94c(<=G&e);~y@A7ZuNwV~o%V z=(?wUDxf&4Yr-d)#?@U4M2@V7SnUo>I)-5fXNC)2e?1hftYvcf!$Q)gPe{E*{b{^{ zn|ng6={g;3i=(JER*09InJ5&+b}YT95K#kG9NN%6n?26L21t&0Jb0Uz+M0fG8?NF? z@vrWq^E<7D{r#L%_VCghIp3Rpz_7=#9dXGOzbwmXv)MC!u`6L%qKmx}E zr4K?R>4pwX2I?f2#~Vhu+CACDGm)Ng*~Y}Kd?-xUSJOH`m=C}x9OGTDtN2N)Z@>5v zIc~3{r22y*f9sOwm*V8l6vTXW4ngl{S%zbTDol6SY8{m?pY%J1mQ7{+d^DG^Sp#c` z1$8wp4dQRQaTZp_09k*$xAL}9M~Rq!Ih7ADMmn>h{C&S*{PR|-d-8d_X^$E zMNW?ze5z?ScQC)Y?dtL)o1n)stJfU+rv8m4hrtCeOl~XgDwkajuP>~`^4Vi0EUFRa z91@(+eRzuQL*OKFpYWpet5_1R>4r^?U?56%){|BL7bC5^HTLY6YMS_1Op__aw=1=^ z;j5WTF?bXDeB^oyrG6`o2;y#1j6(mp#R`)IP8KBpE2ik_wwQ~=+&}X! zD9<8y>OkdM*Z?C1Lsb0c^|MQ3sEY{M^#1tU-iHIA;}x)ZtM>;VXseqfB^*h@b@5@) zJyyFD3Fr0t=gjN<1{N82;2mMd^P--!LDk`gIAnC}hIl4_+JAgOJ(V;@Cx%p3N1c>* zpEhkC0RLDolUx0-E)oO0ew>6*T|aFD!onnb5A9cE$lP%GILutuFN8Y@-CeY94Xe_R zxjcVRQ2t@N-sM}Ii}zRhf$5be5*fN!C7Bef!)7x0xxut@uG@{*uRhp)p^e?Jpm#9A zKEG$UFk;(!(YLjbHmnfG*VG&r`rwId?dWbR+C`bLYro`IWb2nU3Mk*CRxZ;;LOwhS z%M0GgQ~_6AH)&qUqFXB02n2PWzC#Dst;yMU(&vKK{&)e874O*%i>fH>$q6w}If8s1 z#|VXI@frU`^-QLh!n8ky+78^+7P5y*=lpFEzo4^iN_85MG&7bsv3=i1MqgO-18J}? zK?BW|#JB6QA+b&#rAe}&R*t`Izz-szhk4daT73yzC<8li?HYPCVTS=|7vNBqU z(vMhfs@=RiuSmO)c#^)Qgh0PshK;Tbm}tx)%WnbR&&)qLhGjqeCYqe9|7``E5pLf0 zlrYD)2cL>DyfXYN)|0aON}l(ocQHyXCf7R93GU9sjk)LiQ$0@aLN|umz8(b!a?=8hCa)`Jj|;Nytkx?ggq9+eA$EU(+$ZN;uJqWf zljm_mlbP%-NGEeezZ3#QQ|J7pp8e#q8dR#kd_B4q_KnUucosPGv`}fCZ`G$6x^au9~g=>nN~Hw!e?`!noiCqsg>sVRAUJ=lVi+bhU$2Fgu5Fa(ak?` zF#Uasv^RH~nZ@;G$vl|uXgjl27*|ojo%-shw4K1|;Nzc}QuZ z`9L$3H)OJSsk3j-;G0HN0FS)dn6ibZu}=tewvc*Q9G)Pz^XOhQYWq;5C=%%}Wu@RL zj0eNv8PNApFXt7i#kD=ytzQD8YpL7@a>Owb6L7KO?A^?KA$%KwZxkJL@G(;Dns&q9 z4$YcycRtfU3fkC*xbHO`-d|FbW**ZrlCo5W zbNH$+Qal-|i(Lo*F${Tdul_gg0tbQ7*k?Cu(oJ%`n}B2!2aIa-{Oi?gdh60V#^W+- z@%|)CH_k{3Z%fFHivIe1Kt-kNLoc@A&h%j$sLTU?_j|nlWx3?=J9iDWTc;A2!tlKY zwabYBsS{n^G$m<4%)dR5fX^V^B`Up){z(4IRDIk9r{yc@-_jjn1P zBP6|;p8Q3eS99ij-&JtCpT(be%)QfZr_}P4MRs`Ub_=@S|1oJFg z+Lc_LY&JjElnXNTlxiLIginFF+5E-Bpwr8gx{@vWCA1n6Q?dmGL1Es(@gM6(zv|gb z%97f2$YEVLKXfK`{JHh_LgYZbXfF}a8QXb0m^f`2&o6 zv#l7<=sP>Js*{jbr!XYTJu^X*9~%&aPewCGT3KQb2eU|_VZ)n&+v0@6UL=6NBF#t< zRA|Pr`q}p02J>24h+k$^yQiW5(42waIsm8*YO;Pe>`>C=9%8F>g7K|;O=vXc z-XvNinUqbF&{$nrt66Qwc|VB~R&w{~l72VEomAeWd=B@sIM3>`>VFE)N*Y(eFZWt( zTIt&Oa7o;sr2J)qT~b&B#e-i2?ob|aenvX(%&^##&EZ!cDW2p}JUz$Z$1Go2KinTM z+D=~FjAZkGa=VJEaG)UYyaoW0+5hsa7tF!cB2TzVsa4+*;HMZGtmhxpxHk*nUKqWTfMDWVt-e<7BX3MZZ zcdUCGaqZx0VByy+J8wleq=U|c&}k?X^&8rcdbs04hasvyd4 zbP;S`C^Uk+l&z|r$9{c(E* zmF?h*qIXY&xweF1;xWNiVoS{Lfk_6}PmZklG?gDlwL^1xe)jc@plJ>~-+b;$cGt32 zW8?uK)2OQhal`=@bWn{P|}Pvan}4OZ&@1VO_$K6 zcX73-WhZQ#Jdw*9Bw_*AeF@7y7dJgS$!K5)`^=?Kl(<&s$nv8uK_i!ZkZ2B8pzFia zcw~NvE{6(|==8b$TcJYHVc1UR@|^Zl&6MQj)y(ot$OYGb`G_84Znxs^Nrv?vt#W3Q z^o+58`-FbqEQndZC34vJ^^g|}mfhb0f3U9!>RAWuj+y<4qQ8&&Oyt)MEwb2{B~c&{ zVAOwz`lC^5#}3`vCXX8Lg3y=8_(AYF(cDHlHXWAM?(b| zZ_h`&+sQd#qytK5n~eS#OL9xZf8D+@6ebbI8sA-7th_pSe?vuO3t0>m>XrvQ)l;9j z;(yVOHkp;{iHQ5bmc|m}i$}xHaooC;3&LS>h8*Tek@|&aKh?~-0Rnk*%mmRTp6Ga* zV_$YPh<ZotmV+xr)I&5@t`Hqady?`B-4 zGVnaM#g%PZ2@$Zjl{HnNFfoMR{LVg`G7Q1p+m((BX3<0<3AjfV_Y7CQ7_#>hONkFk zhOk;FQCLU$TOsh#Kb*x=EW!NCiI`BZwpg+VYPDj+{^cwT5Vam2+H}46FoD#9{*r0G z(-EX|^F*Qqm1l|LC^|bQ!J;4j#_cRkJL2zN zXja5CV!DF4;pUj%;eBS^+0vvbfk`5PL*JCTaJ~6~zpw(XIxx=Z#g>MQ8L;;zrBL~k znm-t8X=%ivoipn@;@mrz8PWdmh5Shi&LfuS2rgfbJ+>0LCR()_Z^=B~bW{<+d590j zJFe-qqOd)9XqX09?E3Dw%)*3W&0NpBU7gqdtlsym`G=5FubFFy^-tq)LT-8alET)A zI72u6i9>}eIWYn@W?27O;$G&{c|@Rq8?u1+3*VeIR}_fWsxMXCv(X~$fyVLzT{u)IrADTp76IC}nDy!7 zlS{5Mw!<_$^Krv=79E#2p$7MrAB0-6_ms6A5#iw`d*MbMm)CM1`KxdhQu63^+D03L zlOLh5F_-Sv|It(jGeEzc-=or-PaGCCFd?tpy`LGtXlqz6ZFt~>ASPpz8<~1~Hpk}{ zn#Kt=?Jcu;czT)|dBQcN8W|NVzgFJ%^^Oy%=irrgc?M1&xPVUlGv7tV8}D?xjmc?q z*L>a@AWdxJNzyl2zgckv{-{d_K>*Ak7E9$}St&>2*_lE}3b~D+BE zdkfUut{uMRIV`!ww!nytRvte+mHvA1x3C{2<#c~nn&q*a1FoeUyw6i={hy*hjkZaP z)?1y~ISE%%O%iXitgXnTIZKjisW?u#FG4Gh_r0)+LY`lux$J3$;E*HT1o!&Y%o1-w zixRLNATlN(PwK1h-Iq_1&b|Z$1UfBtS=u@}qn!et+wqUOqb#21t5lX#IczAuw%!j> ztSrtPyC9w}+o1kiY&I zw8{wK3Ydku#dEm;bw{HT&Bl;9iki|5%dtn%Cb*H;YE?c{er1f?a4Cm-vjrK-ihSqy zb=V}Q;kHj>Sb8n~Tvsu*ewiU<)HwpXFsddx)?&efQn{He!Jb8}!;U3ym&6;j4pr!k z*khmk)o=we$8*|6W8q0|8=wtPj9FvOOW{w%s>}3s#|M9vR@Ww zDz$SyxssTLnFUp>fs4+V*PCBZ`OO7mZWLBQk-IE*lajN#7o+Wh>f{5o>6R{y;x`6 z4~x+CC|aAA#Qo40(Q276_Se~zsw#_c-mShhr8Ls_?0fR(iv4y@OF5oxP)w_-}JLc0O~-PzU3`E8%$76kH8mw&=7x*OboOL#6=`8$E5 zevM2U7A@6=CQEV#o3IQ#5~kvlVM>u#q!Q{}3<>s>ve6#|eS}YDPMY;!hnNGyD*aE3 zun{A#1eiqvk4n7q1d7G|T<6QEZFzjhFmSbz@Huo*e9n`9zD5kf{rp{1UtYoQ{l&(6 zKcmY0&lvg^gUjbFM}X@BM!g9%Nho)9x{Hph%r5Vh+0g;GrdFiHqIb17d6PC=WR6^z z$qtl3B1Ah%wzr0ql2ls5c;D(Pm*q16=L*JUoFZL5^VH$gJM5$UPW{>MfhOqJs3ZX| zG<#{xk$T`NueJWq--xM-R@XfNc+U*ED;vCS4V!do^2M<-eVR1w5;~MhYGygx2IcjB`+knL}_@F4*at|G7u57{Fqrire!@vdm`$rB$u(sQ2?kOLxM zY<(a8!je7+ks(NDYO*s(5DgdYkj&A^v72#G7lu0(`#l)Gh#3LF_H`Y`d@RqN9lEm-fXg{1Jw>PZS)u7XCOQmGbLT6BJ zsj0|i)wnJi$F$y<_Fr}$)w@n(BBDaeW`EPNUT%mQh?p7W5)ttZBRz%dsZ+}9PG%-* z^K)p03=Al`1$Pl--Zj{hw`1vu&i zLZ({-7gAf>&WAmSB-EL>OV$p^vsvZukOC$0#l(Lq(SPU*)@QGBt)SNl{4$z|f6~_g z%hN#mnX8{mMQ=nSIEjUZv0tp1Q=Ij*--F7{bQy4%)3t?zuW638?v6y575q6*gN2xkp?R zSSmxAsP!sgy@$0v)jIS-4D-sas@1)SGtiXj2%lw97Grd@3QxJyClkf)f(cWMsHl2$ z5%ztALZ}49ww6*sq3zdzB|%>h%2jwU43)>(j;KBbGEa!HzBrl-(*t*W7@T_r1|X;r z0%F09xCrb0TsnbLs)IKfzK4};dFX3GlSMTw~_dG?Tx$lERJex>?2WJ@LZ zqk8?`V@~lYZIlSN(^)#2N|^8@J~ydWV~3b(5#1<22b7;*!Fn7W+8$zhW=1=hk#o#l z>2 z-?Lvu)tJ!ZDa4MoaY!OIrUf%miM%Mh#W?Hf>Q1htq!>WqWJ?*5V8hB*h@;QWjV z?r=;SRzkAeuQ1?yZL@K|zfe;;gOJ--oxTJv9SP4|O|SC;{mGtC ztX*O4d*|buv(Q82IZ6z0eAEY#IV{>1iooJ*f@A*nnsHz{p9`# z*XzWhcgM+_l6g>QA}}qGd8wo=O4n~!x^;sMDdbZ+sd%!fN2v^FdUYYaElT&!{_98f zfFYvHar{q4d1Lfx14AzOp)WxdTxux^gNby>QH(^y{6q(AZ#@}ibP{aRxVgJqI~;&T z%LiXpd4;Y914aNVNstf^4-cJYQ6%pN*d$GsV8$OS>1D?t!*_4mRBlsQ^Ye`5oP~cJ z!3Uv2AqE{rq_?%fV2_&Jb<|`|^69?&Hxz#Ct7P0_#0=5je=Bkw;s^Y?pogm9?D8mQ zCWD)lHoLjy5}67kDr~g3hM5_yNOp@a!Se4hOlx|{G4ptKMk3-kP_+Z;U}$5EjelJT z!!%*qQO}0rBUom!Lg#=Fz-kI0?j>`x1}1zSIC=JztybwTT#aKDIJ>XWKI5`vo{Z6P z6(KXNwq5gJ_gGa24?cl;E_xh6BRs-CH#;wa{-*!}td_Hsk7dd_))C${cnaMaQtdYMzw5*I!P-=*W_zsDs3gIf@WxocbmV*TV@VKgC7mn~2?Yh{EzaXO=DKhzV zW+`V;n7v9Bb5iTqI*JrF3-lGljZQ^j_plFtpcuB&#wXeeeJ2}U0R(y@YW1SEtS23e znB{7^gvssBhwq3;Ic||k=JxL=t9jUK^!Dm=f&msY#Oo4W$9mx-pqu@M$lvQ{?=JWZ`lq@I-Y#1 z4gaf}d(B&@2-UI}vLG0mtK+}OD0a7`#s~LTYn7|DR(HTRMx4r=CbLOXQcl{>@<|RI zhlh^{lhorIUFp6sb}R$(oF;*<~7mD>zY1$ag#l zy+6QJ{&lb!*dwj@vPL8U((x4ipCVO-TddY)qOzNl>%JY|@mUsq3Prb3`TboTa_tIG z#}yJBm#Ia6oGNB-i8$bgp4Wl#v%tT$4*fX?vg{{^MO@wT@*k(YLg9>J&I#;Uay{$* zoJVxgSPq#Kz|Z5M2WVGgt~y_t_v?jX`zsgr1`DXiMnjJMNOyoKhT1B{#8OAVl|Dl& znLTBVwIEo_{I&~W#gckOxw-4zD4cr!v{7 ztz!pqy2Whu>@*}&xCbw^XhF4E+5}s8=wE-+Jwcm|r<|)_J z0z}F{iB_o3L>B`b6V*>eCw?@egT-E!t3qr6iTLrSWh@|M~k85n5-vZm$wvvO?>LDFxOIC#+H@ zk0XFQR|T1AMY2${deXYnZTkm@qBPhshfyQ%I0%KhXZE3tiDCF)RMRJE;$`3|lP)~s z*#p*KYn9S;4-BvP<5mMk_4363q$A7g;^9Wr*o0tJ0BR)fs_{g#pv*EM?k`4esO=Y^ z1mc)>KZ3jR=ns-LaMcYknUgseSff?t3%g&K+3bNcF~f=E0e@U}b0Qq{iHtQ(x(t15 z{GrpVcWIsq%7$X01lVk`jooAG4t@^=ux;^a?sgim!BW_ExFvCLrz;F1N^!?Jh$P z{Ikyo;~59LY2|enGioQnfw)EoA9VKRD*f8!*63~;1NmYCs^?5_q4b~WuPM}NY--eH zgtd`a!r)I?f0wBN>)N-hCPW_Vmnk8G(O+X2kq7YPv#YwRpt?cb``s5WH%b4Uw%p*} zOo?#$ydpU#HAJ5(bQulgv|vLUl&F_%e^n*h$&w2?X+q-ejFXU>pIlqoFwImA4D+O9NmMc>`1P*zD^f| zJ-oG6nqqL$UEvP;A9GF)eLE1KUCU?$2y`?b=5v6&q=ok!=7rDUK1J6S4?!yofglfL zG(ZR*WhlZ8$}aOBlAoB(ZTE(%w>&BGeYBZ%n32yy+>81>My#p|s~A{iL9)tJ+q=vO z_X%5rP1=qTx3<{6?MtJ!|50R?2qpP%@1Ea>)55J}*mkW>Qkx~sX~}%$w0FtI%YIbB zg6!_6^Z9G)OylW7?G>AWykobYjWiQV=xTQZ%!nqn2swNj^l!mw_tS=vByXE@5Pld= zN1@(h2ihdXMeFfL=3^Cn{QN&a7b*FnAt97lLABPo5sY`o{Q~UQOIIb|fLrfUk60C1-G_%j zBba&DpR+LVG)Z;y0k1%$+kL4F&y>E7D6&s>GZa>0UlX9UeI@|7xUyC+m>LDHw0Kmu z3@T76rW^nK1Hm}IhDBFNh?Wwn!nz-b4mZTI(c9rht3vhxgz4zXkP+1+@WUfJXkJpF z5daeV!1&#+^_-*M)JO4ML$6ld4?6by+G83kAx%;j4MM?W!MNpLusx}q36V=C2<|TW zZ8;OcJWy#3vj7tt$rO@cfRx#|wr}Er2I(HilG$!Y9*+d|CZmV4tH&=#1q8r7PPM|s zON9osoj|-~wqnPwRG{Ypi@8FYnaBzWbt|hl2i;S8%b-gxj}&ZU6)3tTPGwrRN^OvX zP6*b4hcGezHds0y*EQ<#;fx%mrapXdq;HMx^baNKm4*f``y*r*7Z)EM73@Kjl^~)x z#gBy;imL4v>4gx&-8#9~s{w-yBgzvdosb;1hA)l<+E=^DXyIg@#tGBf(1m}3VC1i_ z<8torxVxStKv^7?>HZKT#W_fj-&}5EZ-}^WP|vj-UxxWFukydVEeG5z{udnk=SsyR z2zxWz$oQT0xMY50pSiHPDl{&yXJ*>a!U#LMPOOl(S$&qPe4;030oBMNwqRw*egY(K zJ+JD&P$`eK;&xa>*bj9{G(tQoqp(`9A)Cg+f<5BD+U(cZa7A0Oc;4bx72D6KZ8Kqu z1vlPbQT#MF)MEt2VVl-p(eF!U*G5SEV4p&h!H_7VxYBMA{9PGWQdxF|f88WcfDi$@ zoRKmt#kqq-PAmAv87h|RwA_>}w8G&6^3?N9+y5{#bvjwWza&Z`aAJfBB|{rO=r1<= z$hcUr3-XzsRAyA>qNw(5hR0-ycpRN~VJrua#qgVqb6`rR;2<8@y~LcKLn@1y2-iN5 z;xKBZQv%+nD%QIz@1XpLLqXj-eSsqcE3;0*O6wnhMaeBZ;0JSt%E#i&^k7N-EC1%- z*ySLHUXy&VcP>P7xB3OE&lMzY36z;z%+GfO(XtPTj~h>vOXm=i-pDeU1Qqhrc2GCY zT!Bt(VOa5co4Z_2PL4dzXb=RH*;Bn@?QhMn!+}=tW??pN?^Y$4r5ZNwd&XC z`Lg}q*XLv^Uv4_YuRBYNGZGP0`Cn7}<09?{vDrSgy=|g=dHpuL<*WE~{J-z^Js2es zLA%i_YP}u6flOoROnXLO+G7RNFG|jAre}|%s8+Ahkmw1M^5v0;#0<5^FH}C$TIKVD z++;%f09B=>Ad6*OB7#HP=g&aZsjgwB;GT) z%?pJZeK9k_r$n31;TxT;16?XxJ)x8+nBOcC{VX@Qe;XmkQB`}>Q?FH-9xy=Ie{@5q zHl9}wpm72Te6oFJ2k3EUdVhkr^n%TH(H*Xzf`yF)6$6FL)2TFl7=x#KU4gHHUaDz)&0VnJh``Y2^s6Vh=1 z4W4E~fYpS|i!i~iVL21dH%vz~p7DdO715Rq*SRmhMvu(C*m`&+&Mefb-ohslc@BUM zni)lc_xFHeq*RUtL)2-R`J~aR?8=n~dU!7dz}q;i89rgtl}{+erXlnxkr7na|I2)$*QER1*Q!1TX1-z@>V3@x{AS-8>-r{SRACc$ zI%_&jO!Z2&mxGnO;4Z*DGMUXoWxu+`;?Gs3*8SdvV#Rv*{8Z9B`#)XTgE-ui`#Ck% zPNp`OCt2g+I8U|tTknQ=sgQ-V^Ja`Ykrb{W&NRK87pw?PiPkvXdH<_tCeyTl(^}dQ(iZWEXT=bfWb65x6Vq%x! zd7Fy$2UvS;=Gwi1B<+!f)!>z11c}g!4$I;f5Uf7CIk78sV4hGje&XbOC@XE_ykV4j zWvbpfCh3RE^U`1IjV^_9$d_jGg!;Bx`sFJ9J1ENzy-0NCpVb9Hmxh4eoMafy+t4fi zc)U7N8AzZ!LAiKJd+O5&d~Q2Br9;iyd*L7+oi-Z$PaAgm-*7-uy1ESuLivSd0D4F^_TPp)UyP>lqJNT-liZiVhlN1$Y;qy zLP2riascPPJ*tG(cGs;vY5(^Sc&8zP55DzM9a%?8kIYcGTtIZ`4uBT@OLtePj!`E_ zz?HH9Db`m}`jLV#kpuV(R)sb?Bh{|^C>C_2LfYM8 zylIIB*cKlFJk|u>4f)b#^G*Cpe5P(sTkHLLdO$}x2N3lGZKjRJ=~Bos0Fb6XU4_)| zuo6ZbtpxVV;z7Bh6s`kOsTUo{H+l}wP%qQEjHa}CNDB)W_<@WT-TIa1^Pn}B9IQ{v ze+7(Sr+yn}mfNWRjJ#5r3g!dD)mU35FB}BpRnWQ8#7MUxxggZb%O#K`KM@<(4f`k7 zT#3CVU{}7vnI6VyY;v_@%7Pe6ofI0nnxX3Fot}8DlRLoV{(wh#)qmWtqHTYruiagKrIF59J=XF%9=9cWLTt)i>~CzY(MF zR8F1Qke&In5`h2kXGW^ytmt+B?3OK@t2d5PPMkFHLtKO86S^PSM5^na1C zhi)K1Cwv~|&IKkYg zn#RmZtO#-dTjOvmA@?K@ANjR1xsb}*LbiX{;mQuTkxq<*po4et)t)IbpRiP0D~ycc z2l$zDq00TVtO@ccr1oNavo&R10ph|F&3e3Qh=8BUnwGlv#?{0x+g%@jdFlP>;4Xam zQ})A|g=y*811hPg4|T}XjM8Q`v4*QcVg6to*in^6qhCv z0DnN0rV<3jg(Y(iuHIBO`GU)S+B_X2C7*Vyi0a3zt-^?Fo;PIh6_Vh&V23$=y_o<2 zbO~BnGGa&V{mM?)m(iY4P7g)_p~qZKus}8+hRKahk0=54YD&pVTS65@Wi2qYpX%lg?1x0nO?QX>pC! zFfIsi@x|DFE_+2s`#fK>*>jqEpDKlYwL6?b^$AA~-&bHXgJr9fJ7MvD<$6Cov?Up;O>^j76wbR|&n@T6#a^I9{_51tGlx-p zd8xDNgi{G4^Jh4K*3#C}KO9HbCXfR7FT?RtDu71dt>>8673UVmxqBS?Sj_`Z()7J3 zA-OSD^J8toK1EX%+}vkai$8r|t6)TBh*>55l;ZrVUs$WOy-ysI)rax#{}Tr(47 zBUh>`Sby;{f5o6i6Jgav${UJIX;~47<|2e{?$N0E`ql>@>yb8)IF$=)>Uwp@qyt~J zBfbm*>mzLQx(?y7&#eZ55KE@NZy&~v&6~1^mhMDbO;|f`Feg68g{01Kg39qiYEUV* z?6CCjOr+JSEPeFBTh-s!Qyvn7<8M|eCFmC+v$3>@g?yQtx1Wwtw_VX0Q&?iZSRLel z<}*Xh7u0~5&}`A-gCISTu^3Aa>z)_Rv1tOWQ8vKAH(5-cuK2}gf){^b-v^nTb+vKCm*&)R z`C2RcQmrQsqQ6FGYqy&JgRgDBw?R##h38Nj??)WFdU;L5QlCVyr(tH2C9ZsWB&tbn z2#21conqmFlF+0LjbRTq3RuPm6i*e?2ZzN(mJyr(4IO@R zn16vS+k;Sk-9iS9BuM3JP}c8=MAO5bGqvb1QTzOqu4YZ}oFm+mtL+l(bD0B+DDmHE zC_?^NZ@mjyl-mTKv;W}%*w9R5WI?hqQ}}9%d?SN4eeS8fteSujSP%?kGp(-bCrln*y9meJ~v+{uOruXZNy=~#Me_%MD$Tty@+DAk%a-GrA z4)$1Jju+(N+)OW7Tf{ujzwn=?E)Kukvs~ck|JCLDW-xRV#yB{mnqpPdsNuHH8t+?k z+0zu%lrLv%=2nM95!@0JfEoL13N7gnmNl|s3|N);Y`R_dwB*p5N^H-Pu*1LQoJf(p-_-rJKBEG)u1ICASCKQ#&RX`FoQ;Y_unsYx zmCaUY{W&YKXc9)~c&Q!ESGR6#Pij4C&E$YT0l{?R90+7H)@(p2tr0*_edybg89x%? zaq==Oo&hI~H;i&7zV|meR<$8~XjTc*q+YvCYdldS7eLpV6Q(@UB^%z|%UZ{@j8LZU zO{KcrdY4fE`pNfx5xbsS?VXl|I8E)USN_=PLA@0r0xk9y~=}x28IG~X- zmt}wETKc$fC+qK47{+BCp)t**l6soax+Vi-zt4yzb{P+lUReEH3Zh@cjG^TnVV;*u zP23yb$nqKJbNCc1GLtcXHi}B&m}3`U|9EXdZnf4O;fOnh@wU>Grm+tC>jeIj-JEy> zn>~sr$`6ywryCs09zvLxtx{ZA(?uh|4P1)a4UG&Yr;>|oY;2tP!KVg`f=?MAA3szw z6Y!2tI+VK^VeXIkU0%8wesyaAZKc^Z1CyB$dk1a9Uclp&lA-B5727*T=3Y#~>?YPa z8U8))_S-L-c$i`*I;^)IgI|YUDFNgVSxsQb7=}E=bcdf55PYW=XeaxrU32_kOp*ovzh$X#x5W?FWYe1yMkkWawU zmf-R7BD84W497gueBE^f>4uS_;;kAMZv53!XV7|juLk5nOJ=;(cw=`lma-HzA(9-ee%Hx* z#_{$YOW2RZj6n4ovpxKV#QhKKw`^<&^pn)Ark<3ibK75R>LXU*EqLhw^RPSs7591e zY9a%NNmpGHdL!`zg)gFA-e%FDsrhm4>ybe&DU9FeXH8)04Ix92zXS3-jNh0owBmcL z^@q#icC4z^?tUL6isVAO#UTN|zd3bvbtMxf2OXoxvyUXRyp@lZx{zj~C$X6hy+3cB z!v04H@#4zg^Zu%RR}e;h1#U;IX=xHXm1#0_-`FR5}y8Z_!gaE;CDNTvlA!87JH#|Z z@Mv?J5`jI1rC*>mtv^qwnS>^-Iu8;6{vwM~k(p&iP$4hVc#cTRwY5N8Vg_#nFgwHk z+<>P}arFtlzbJbi=&{1?ua6LuJ&oUXkmcl4yMrC}iUJ&j^E&2H#E4BSW-buK2-fc; zMzX7a45P7TbbO{-&^^%>be&6#>FmqRbS*+3V9Ujj`}&d>`)BZXC^VEeItD+;=7pAc z7(kozrDr0VD2NWpm>$wjs`McN03E8c^TQiXilO(OM5bc7wn!4V7|4sp&p&*`U!_w& zHq_Zph1DU2_vx~1H41N}IN~lEdAZ&15j-xJSvw$gx4fkO6pKfxqid_v<=U0~DGk$Fj0I7t zvqHn&4=G|m1cK)rqi+vE(>e4Zzq|mh2ml+}6jN9{sML&nL3%NxjoD(^Q13Dm@xnNa zw=Sop7*x^>-E<-mQv2xCBpi^DUyy%y5Y(1hN3y6YH~Jxk5~;U5QhE%jQjiF?pg(!~ zks<iL9X{F6_mtLfcwl47 zkjXvhj1_%Kq+3mDqFHjYOUNwSE!GZ@66?piNIhZr3N2-4<)sY10j<(nAEEhC$KYTz zEb++@;CbXuZnEuiw%Gf~CW^YGN3Z)qiy1N8rYGsZRu#IhKb{Lxo@qMGZCFkd9(y^Jeg`@&SH zp2*VnFe%ibNY~hGBc=PLDpe!Cv?FFWkSTdKwk(WBg)-^P63VV5Y(~rv;fSWV=88C>j zGzzNZ8|8XA)T2`cxl6dqk9sI7~$;%oLRMwo-> z0(*T^=;Eu_`d?6gSD=%=nD0l^+@FDbh%AGR$r=WUj0;96?QA-79{tZhi#nNiec21^ zcOThSn>yk^rTUhWNiEMq-Mb1q$f;Xjf4QsTeZYecw*8 zS08_v)lA~=cQ}eY{D&QK4lm&n)~yRb+?fnJ6O>um3nLaEu~%x&PUOT%cny?s(J zLDjjI=F?a6!*W-vQiG|2l#PCMxkL&EV`F2D3eECw+OMac#8Lh&qJg7QZ*^!2|4Hco z1(+lB=T~>|V4n93Kn_bzo!KfF;q{H%8(gNZ_DTBcHpMvUolJ!k@T@?8_9yKysVg2$ z;E8iV2sHlS2#2CjsAjbHmD;pX&$qvgtiwl7ZXPL@sq>XrGhA^q0`l_@RsIttPZL6; z?L>b_{F`DoP7jMvua0q*q{lm61SZJ`<9OS>jX=Y`74Jk`x@H~(^&O0y;~MgX)eUt} zhD+i{UQ8igoW|~-VCQeK6)zKCF`bOAiDsZ|^+n96ldf-w38xv^dR}5BG=*J5%Aj+2 zSLw~_8ALo;Fd^P057W1_AEXyyL)PYjbU;HjQ~E=GxX*-(MvLOX#&f!LZbZV|d8h&y zCuZxlmr4Y#Bg|Rr0$(D!;^-eG-mI{ukr@LKZ$KBPt;HSmId|Ixq*<%wYh%uTn?Ln$KRQ1;7z{t8X?$fDQ04M8aGaq>vSa- z^oPx4;Qlf7V(kJT$a;?PCp{enU+J*WC%Uw>^v8hzi=p$vr`-s&D`M#SNoFnX2Ug>< zrlpma+fQ4rPh2KLe=R2pRJ#%io@ohvVU`_`*ABM_B1Y}%3h?jO2lvNaEf0og3SWu- zDN75TDgNmF*RlBeuFm}$-#I!{mvx{YztoP)><6x|0uIM!H=Q%qv#{A6etle_LPg(i zs`ni#Sc`@57@40x87t{DLg^;iMH4CH*-d&_vr`S2pS&!6)_;Wd0)OBSd|4wt_m<5! z;uLQ(Aw065L$A|&xw}v@4XS0k|LZsHzPwc4TCdx^2~w~{Gsg&NGk>c@Ff50B!h~5j zK(nqSDQzTz8~oWz~DIlPfy8N0+D z#zGu_`zfQB`b7qm18U|!SU{ZfTR00SzwP>IO^niTji*cX-tZ1ObI1eMLSG}g1p^=q|I}~c`#QD;T+>_;#B8+836Alt??pq zKhtHEvw_ocs6edz-&=?l$byXFK+_ume-N+17yEb;3r5ds{Lmrl(!KB>+{VzQw;Z+e z$(Rg;=~^hsU@hZMfg zBYYWg@ik|sinyOJIE&?=_lrR|&_{0M@b6CC;5u8kZ}>hE_j$_hh52$tx*3RH zb+NbcAJLxhMXs3Lzm#&IJ;HtM6M|@~;#3HQ#m7cdrJs#{eA)1koz!0UwFNYZ4FY%Y z=1p++$jkZM0B+vt-~G?(c^F(ju&`x|5##tJq*@^ZK18qAAId@au|&F&e(d840D=th zEZTRBFNW1MkEAGF_@LBlbIW7ggMRrq7`-vdx2gAX>0q}E9{dILLLQnf2qsci+OL@Dqj)~4UJ;~^C2dy+6Ddxm z$Cl7!(OrLeK+6779vv>M3yBDx}mZ@ zf92j~ek%%^FZy*;Y=Jb@cYe7lpol#3UN!b=iWsmK3Cwt^F`}OT?Mt`xha??)@efLZ z6 zKzBG$nx!*RYE^*EE;k-CqRC>diH>6qq|6Lh_nMtPGo()rXL7&Cz78$`2g8iqZ0-H@Y#_?qD0{}Sx}D)@G!NEh?o2`QJqDVg_|%C?ZRMJKMLKpUjW$hT zg;sLnDarcdRI5|u&07LxQ=FY4z1x(+CIr29f}EUSgF=I1w?|+-N`d&-{cB-F`p$imq5(HB zqWOC?CdT7a6Rq=*@+D^}=759u8*WEb_R>#uv1gab6-l7^l8fl7fS z7@|Bb90KN6zz+PENdIK>42l``kMPi==wsn*l|bEohJMiv_hZt%&o#etgnAduZ>X6N zBC3>+l^Q?^*(`v(Bgav*qCbp#iD=*S4RXG-HHP@Ad810G5wWOBjPy;wEm;z_c)umO zd2n|Vu}R1C-~Za8F+n`Sf_V_L??RyFmH^X}JtnBY-%~4=I?vp#N8K*_?5P^7j-&{Z zH2xgR{cQGEnqDhtnxdn)Kdb9PEtY4H#kG*oJB3GajP$Oo&vQ2yXF--jFWq-)h3)?l z<@Sl!fC>y+q9V1jWINtKL^{a8@4BfDx5EtHF&&w!9jZd;PtQhrCGW+m89>TAeCZ?u zT&8mJZ-0{&Z}YX(>4XhH(|m}Qa2tn{qqBCv6j7ak2b*peWYmwoPE2_j@r8>YZu@Y{0 zHQutF6c%{5%?nQ@Rf7#(ZIkp_$5*~iCdBy6?7Xu@tQV2{*R(tmc2+!k6rl~nXIE(n zZ7-QgO`@q(`eXB*+gu4cYyEuS9(~2(xlt?0yP)S zVwdYrI4POJyjxZUYbhv2A&l32ev2dxn#L5dtb161ANa0c&BQpn*9O~FV2=2I5tRf) z0z|I2i1qe?lP&NcxVrCdU=YUk*!KK#S39eP#j2Nc{S)9%2OA@*em7L=($@{1NB#^35gRbZAE`xMvppI?7T zjuZZ36?Gw)Un8S_6v_%s>fZ4T-I`gXG}(^Q8vw|wbT z?!lOmMhE~b&2^M_7(YG{n~8aY*9%ia7)5n zcwC|PAk4L8a9)KBXT1V!`!+{2@#o0dLC_O-P*yz}QMd5Xjk@mHs|F2f5y`mO?z@el zI4atVqgq1uxT6sV$^v9DufkTzGm%&O@WPU(2OZDy@~ma)-)VL6n)&_&=rc)tj0ngwAI zpSR1skuxOqJBC>XxM2fS6j$+IoMqqaG3XpRMx3GUYzWfxUXwCR5kw3y^-r90O9-QS zuUy5Dsmc5uTpqEdIvr7OIsPZ2N{>?|2H_)*dFUHxK1W zWpq39SU1#et4xa) z1nh)OzgNAInb3Y@q<^gz2Q}PzJ7jTyTd9*N6maq%4(cy((O07RHHf6|Ve4 z=+1fk%0K>>(0%owd^04_kVH9dv`vl!NSo=)Z)GeFv)&yu9pvu-AWryYQLgwmw!GIm zHh_gVKG(ubU17n0I0x1OPQ3tTV<6=Tw`EsKW#nxEr)?H&*^e%4U|l*qO^fI>0*{@q zCgZgmESaZ~7zK~6SjxbVq^)cW>2!5?`JAS2*xi-gGg1JIaVVEDlBlk~}7=>g}UZ z^3vt59BJrNb;w_Lpn(pe{ZV+X04<3GQD}>}7J6MnAnYhalP{t{5zt@*@G)UFo{IJS z)YGK@j1vqf8}Qs5_GT(@II;PWdm_$FYB?xOBAH z%70n+BXpVdUKK;Qy)+NQ zV@UOW@?^rqqd=WA1>jS_ieQim>ua;=G4GS+&r4zi$1@``^y6if`XIyGBU^s4#!jAO zl|Er0{P3Yn7nrSr*KnY@suuD0`S|3e;b}#-T-={jS14J%IY$P-Rl|#f9_Bh=L@?V= zT)>gBNcRcu7c_A|h^Mvbc8oXlJV1KjaCc75QXHRjmE*CGHEDx_p1&@(solh6Dr zxHdR^_6v{GLl&fK5ae0J&UTPa>c2&4m^)&BX!k+C#ysfb8jd@()4v2S%@j-V*`Oiq zy-#uqa7>6twdMfabO7QCb62ksvQPm@T`<#UyN5J1fkgD8kAL_@PdBfgP;{?*WqwE@ zL!yYZIt+!j$G`RU^(nA6{uB4^{wMBjiq2Y9{mZ8&o=WtUR+{0k)Zi)|vQETiq=bU& z@hOA=1_N11uif9Prui(k9eu9Um_7yvBWr{0F(j}D5?U!gcq5#yjB8cUva_>uTaHX= zRQjnlXLBq#q_x(qm?$m{_--Pnw2#1;FQkG{MM#0j2?OPclGD6DIfJsCp`=dhyOjjw z&y{_&AylJs)v^hCNQ5yTYOM9$j3H51r)8VD0o4JC7)jHu8me^f_p)ZT;wwuy6HX8# zreP$a)Z$_F{TJAiEt5X-Pkt0Mqo6{}>hV5lY0GH*IHNp9X8v8Wfojj6A0RvE?2p%Q zn4lX7PYo02%^9FL{&x|Oca3qDd@DO1^-<7iufgGn%Hhy}O6HMDDw|+itP7M>oV$mk zfI@NR4-d9P@;EQ&o_&)^1&t1qSV-+4ER)ABn{zm;LS0b2Z&lcX{&vQn*(9hF)QesR=XwLY zD})GlJC4B`GxZSfYye==yfiW`RmI*_203ft<1<^510S4O9?_rhY!!ftoZ5itHLuGd z;Wr0R(JxB}4lZs;#?|}_(Y20w1bQk8XXWw21;gn6wyBQ|R`2TSs{C_J;De_p<<)ER zgQrQXnD2i82;h2fZ#k%wb9Nt7Jejo1NAa}3s}9)`T4me=rsVJI@uxoc;uv|5i49=! zTM~muS_`NXZ~&`{k)-^122ikUQ!6BC5J@n#bmx!Z6`R6Y#UP3qOCT$xq8kW4cO!s? z!3T2WaCBIJsrKAp#0as^QU%grSV`X-p{&2QhIL*g2-iTcEg`Cku!~s9$J=3*#+$DR zqg@BR?z09S&q)obubOs99~?oySqD#7^QYxq0HRreUIG%jQWlE^gpJzO;LQRY)EpbQ z5F(aCY|Hf?%svb2_{TBYV%2R8C2}voOfTQ{*BBZ=rECgqjGj{BrrtFWy%iubB-!U? zDg#@BC_uz@`wHJ(KjdG;g=_-B!hq4dK^B1D_CWz-1OoUk)oiNfpYy-oF`2$(PL&$i z3fLswH6O;buKkG9c-Ka4`8|MGN=j*15r%vWKh(Kf0JtHzc^LWRhkfUULy92|=KoEc z)r`7y$C1Uh`&SJaX^%Clqv~vWR&YY$g7;YgJ>m}*_koxeglZTZamocLNJ}<`^IaiF zPe@hGBZ>^&??gs``h#^ic0cWeiSGcNYEyStH0Tv*+s|hEkGZba){zMtl9C@8G|#)d ze@qR_r+g=rT@38~2Wq;zsPB>b&rSz_S^>UWbTI5NMAluQ#9-;!3$ZiqwlOz#E|6VG zXJk00%01Dj2r&~8L}2>)wFOXW%PL&!5jsw@ac3^`Z*V^S4wb2) zkm!fNlDQ5|II++cr&6?=`29=?K$F;MF9Hyei$%6#6&+J0)OV@sTq00@{;AO0tX#@} zuyv$8>VuZ_fG)}x(;x;THcPEwLBD+8p*r{^7i2FUsD=*sF(VV&CjdN;x0u02mU#pv z8HFVevjZkN6Qyx!F-62N!cb8Avb}Tbyn#Hc?Gj3741-fs;WwSm&dr_?#79(w79+B z1V;Sgh9y&qW5) zhqb^bO`NTG)=jyfFX7;lfN&NtQqWKpzX$k{oJnAi6l|a?(C1+!TcH26V=-@aV6M7( zQtARFeCL2Gx$12=MOo*DDq(z$)Dm^=dh&Dlfi3VuZUMqtn`pKC$aN1`X*yY;RgjYrgq-+i{-v=p^bKqg72sG#;Tne)|ew{-pAL3!G=}> zpxj%6rTshm?=PxqG7s_c#{dH3f0Ni}m{QV_foqUCX#Wz-A3nL9v=pR-Y`AExNJh}=Ln(#4z$ZCI& zn~~UiRw~~{)dHz*oG2_p`*)ti{HHA%_)yGvx;Uk%NPn@k9=IZ}2yY&4(L_pB7Svms z3VnEiKA0pS{JztvZ95%WI*324nOyky_Mh0-23n1WTs<*fn+W_CB2{PAT!BAq5j|yc zA^0xjr+7x#tN2JDzng0UtR7vK1oE_U-&Rmx6x90a=l55upgv2um~!{~&_gpT8>TXe zIPA{C{<8F`1FHJqDaOkan1NI%7_)Ngx#}lPaYui)3t=8CQUK%6XSgRT+#v5aDL#+u zMk@>+;Yak~5fh$jk)w&X5jl8Cdv^l;=wd(#5+KnwPM!R1l0?BE>-B{;4~khB*0=@Vf0s%eN7I+ z?nRfUpSs7$T4P0B1w~UpxV@mWCOWv~gzjKE4_IVm zo6FqCR(&uRadC<3y9lKQwwCatN`5hbEDDAyc$Xwwy)}pDa#jT0Z6Nn;GIsEYg$sZF z^xJ`OAWu5TUE5r}B}|0D=a|T68-$1xFy~D`{zPH~5QX;&#di^v;X_;nt4!I)tiAfRoxF?gSK7 zsick86n!&pCf$fh(m$9@%|?;SsVHjJxpwh@KR8q62xKjTh?;R-Es%Bx(*sU2r1h;? zst4%8c$wIox6YUVnw@ zvV%^QC2ZP2tHJNf{(#;Wz2$<2s?%a5$WTdn7*-tf>n{)BAPcZcu6C@&D^W!V7Oao! zt_xF125=A_Fbi)NWJCMaX2g71=)NHR@Pa0Ez+Qluuci5_%#{gy5~^0Dfn)!88j7jB(XEor^8MEX=Lc#na%wvkor% za@KCdB`~4QdV|RLg>t-Svl}-Gb@`%k8Nj>LRmXao72G?VM}{Mw3C~W3t#QErrA%xE<^=E zS?Pnd@%*~W7>(}hW{3C3Q!K$6}*lu6A|omB1gc#rLp6UnnThb8x9GZT;Bj_(1V zD5LIEUbPgnxl8W>_jN;aHmt^+nM*MUzTA>VAjY7`GU}qmWkd6zVL2akSX`>Jb5&ryu%pLQUFE9#Bh%uVNU|5ldX0 z+Id_gaK7#bkrttvP7FboOkY))NzQ!hxb>zZ(YH@YvPnXy8@yoYwOkI=Ihv)Pi}t3m zSxvgT!oho3LA!;?^WfZ(G&qsAO6}r!Kat zk{3GoDPiIrV$J{z;$`Dj_N(_w;H4MxzV0Axb2FaEzI@sRct-dAe$bFY!t_~R)XC_6 z06aa|y-80NxdYXIfJC&_K~!x5IzUpP)eNLVpb9%n@5Ru%jGm`y+4trCPB7mwZu>cu ztDFLEmmj{}N|Y;BfNKqX6Bjn6+iojEnLaU>GITgG`bzLo`R$JX53!!TKKJx**WW#c z=hpq@?oKe~O7_RH7o`wp}N3-mnXL#nDa!2|E-i}i4s z%VLo@9&J5LKo^n<`Z_+wgHbv@K&cb3mavJQMlBno;IcF^JTxGD-FN@ngbaKz*~k#n z&+Y!lJY&waP7=-(;S(;~+$c=5tYfA(S7C+gv63zM3Cvp;)vGMQpv$r=)gPgRrqH~2 z7kN;W^An|R2aY|lqyL)a>-=~_k%fG-uYe&6n)vy^a{YPQ&zVLkG(vfiBoXl6u>^8j zgTPY?CfaP0!G00FwWa#GTS)o6#$=N6VU$I~-mj;V5w1>TMRTjHB1}V3AZBs9B59i{ zz4Uu*(*#!X+w1dn-!NON6ytQ;Z)fPC&Bb`#-uv+8-f-K?yn0kgoybHMA4WvmFW(MI z&}Rgzs};5^bRoL$siveUi1;^>SvHLW&jhijRKNzNYnuSn2-B~jREpTpx^NiMW;x>= z6hMpkxgx6JfDK@(WHeRLFi-r#z@`l{x!kJ^gf7-@BIa`w9r!=C~UYy}CFWjWytiaB2U;Qz*+__+sZ|bL3 zvXLq?-?Sb0itk|$3#m)PSxuV9bY*)_(4TGoiRka`N;i`KrRf4&LEXac_^WM5gLY>= zOgRgR4Iz?T6^9jX$#bZluHI#z1Fk9;E3hmF1~oinKg**J#Z{J~1b?aFhu7B45Xc)| zgfkOCnumf%J(Z+I(-Oy>GP#oGq2z7|kJ*YA;J_2kB{cU9js+Ppjv^D7(AF%c^&E5FHgI? zP$-c_ET%;uEEi8&PD9_x2y$om=0&d`bFk-yQmpsKy_?)tr&bl1<+A3I@LW2pgE1IE z9NL*Y^X=_!Y?5mec+A}%o`D)MLW@JY%s zzN)uV$bd>aLGUY9J2=}Jnz@i+_V-t}rt4IxigBE)z(($NCdtx;z99YNM(f9QhS>+v zgC9l%-B6SuA%0Rf=bCBw#T0@&Fs$xm$4HmKMoVSAa=Y7g#3>-D2NiRYwN)T#aZ=_~ zveIcuNP(pza+lA@3o#YD|-Pon%7g^7(_ecNq3`pVJu>b4T@iI=9#buc{ zr+Uat)aM2pLRH_2Xs+Nj@zxZc$>r5o_HpOxqderh+WT@OPOa~QXhTRnE(8ft4#?@6 zXEsrV44fRz-+6sp1)}g^o0a7=O_zfGL#{CE@Cqco zh;i+l1~7)_^a)1{`jPY+9wIC3a>niBLfRm~snwGI;*4vVG8V4Utr3;_GX%gRR z_n9$v1sMvE2sY`Ubk>c2mIo&!x6v&@P}}7+mdE{AbcXS6aOy0xinMVRf4gI|OtIPw zF(BS+&i{Q497jMi_lmDrR^T#g0W9YYZ{Ts>8Nykz^|Znw}zH7`qxsy&iw16 zk>?i4{}g6(y4?o<75t?Tv^fmeqtC@NQ1y7ejn`vjRya?VZFX41s47H6{%&v-nqxu4 z_~pu#%4>Il{^o+CG&FBRT#nXG#?x2M(VZhiEqq0&7L7{a2+L_{?A%w=1tS<^T)w5PJ4BnM@9<^`K-L)g(bNzS{MNdL$hNtChOxXY3{Vgc3j1gl?7skC zw40}Whp_RDLlvA%O3}7(TeocVQbB;mAP zf`TbStWjm7(a6kt?v(M-zOHNFH(KN^Oc)6g_f$zc@iB^l%Y;R z{|e8YE}?S@(NVP*UsKp2#EF-kZ_rn+c&XIjjZ!KJ#zuls?>3W%e5>M>bls~?d^|Car5)+GSs zl$oE``m_yD_bP|)^LBEsVLz-dY6i#Y{Wytfof|w|2o^P<1)OJy2pC^y##HHZ0nB>{ zxdR?MdR@MCMO~Np9uU`6r+PZ3r|30~W5SBwv6~nHf2%j=D)<7}i6?&h=;cYH4(5@% zj?+uh8(96at`84}N^=I~zs(h>%@^MPHDB3a`_rsGmPp5C@IC8=l*#yX&3Y*Xsu*@r zZ^xVMlEOc@C(Zio>c1|R&+@_&a*)X|#Vh|d_ipFx=a)#j#^l{Oje~xtZ3ZZZ#gM(a zP#xMiqOv7dUYqoBj0-~C9Hj^<4rG2LSqB+{%ClJ16@S$*L7+B@3Ht}zFsWKFM6Ygp z$wTpE(pG#FXulD>qKLlgWdf_T8cOu}2bA&Mqc?TavTos~>xR|vgX@)R{3Ex2ZKeyD zcR@Uks3Al4%??2F!@>1dfyyB0o`zF$n9_aq&{vNhM5}>K2x#qP-VMZ(*PWk@dP99H zh8!UjRab0%@GXqGQWIumAt$@AwG(ZVS+sw#onYyND&P!ahaTHk4Wo*7$mseFu-b`b(^A!BmYYAN6{0*szPtB1}|W7 z36ebJ6lo{q3V?NVN-4S#_PTI5X@cNpR=T~>k5xEDA+2Xs*yDnLG!DF7_?^!eP+8Z; zW}QkaiHK#i$@uM!K!=}XmvE=MiG9y|4nkQ8x~1v4OxUBwf9l0v)OyNBwy;F52h9RA zgSg_889(2LiQ(ohU0$*|N_nZD3&LVADx&3(m?&yIn@e&&rXxwN^5isq+)NzUluW@L z-9I$;r#-*U)Ij!jjN|2ux$}I1>dmz5Vhrj0^U8a=Z|%OyJ{jen#Qz)F-;P5p86^## z*WV7^y(m_SQ-tNsM8s7(;rSLBJ)79ryD*ZSw+pIO_X&RF(z-w$;3BE*E@DX0kGg0K zm8}-_G(4s9MuETg2EZ5FXPhEOmE&ESGr6=z%x^*Tbm@Zgej`<_R998e?hT?i*Q*rA ziNx)XCsIVX2axX;`%rW`gw6qRhEy63oGf``(8J&Nc|e9ho(MsT+&&zX^2PZgWT--c zg9OVgpG2k)2UW1?ykY$|5Jd~ZBCmt%av3TIAL<>QwDvA0mrP3S+bwu#T~>jpqts`z zMed9(u|Qh61r*XkT{`756)tPR?I?!^Deebs$_fpBjD2J4Jcdmnc^%{wQ6*ov$EbuSvHUytkao*cZv{wX=YD;h%X^Fh$avRsp< z)r`3_?HeLJYk^slSKfuC>hoz8{vuaQ1QiLUlS2?!rHtY}V2#+u&&(L2Rx9!7MK&1? z8_`N3E_c4HJdcy(lQgJ;0$%EX2sJaINk^QmvLCM-Viu4UEeT!w%N_EpQxb{g!|K_) z8?L2~zbU>pCY2ABl-4>s+EEyXlJp$nOej0YzWA1Lr78d>h&9?G$*w=a+4g1$k zojJZVzf=kT{{O(__ZOa9Z`SxJqZ6tgq1B8D?c@vEgrxUD{#<;~TX*}WL45>Pg>pVM zsipLj?uG>z9w&ZA;XITU-nAP&sZ!aEBOZiwd2rI2utS7Q06}sfqG(@L1_)xtsvm~{ zilYl&-2?&JN|M65VI)j1sa}7ruW~mW$p0R?-~dOAU{S^lq19}&qW8Yyftj^-AWG=V z&2AQea!ur|=fv)lphPBg%^0?QvZo{WA=i%-4c^ ztET}Kjq~7CPx5?K07~c~z6(c#$^xjiP6)|R8gXcUX-F@(&Y=^>qPlq~S~ex$BRgeI zMi~s^QuD%Q@JiYYJiODnJz?cIf`g4p?=mGbqX-|=_vs_qp?%nHSoTu-pdAUE;hs%n zq=S}@B8DrDn^Je_-ZJpN%CpN9S)|)KmFPtXkWm_FdMLb0lMUdB`rBK8mhmSf8Ue;^ z5sUUs8rDUT-I+RN#sn-}+8E}hPz$mnt=^|_@y5C}39{CE$1xUX092yLgu5@oIlQNx znrO4X&Y==L+w}~8?ByqX@_vG!E6QuaI2`+fZJxQIHknr}9Euk#c6uzP$)bl$Lgd3{ zUm|LCqU3ygf$#9Fn$AQ?e=_Q;yVpul*BQ;U@$vu1?Qip|~S^ilp?Y4f{xy0o7tM?t5?Xp-EwL1zRGja|guD3^PQY#W+ua6Cj(eu!DV4Kj4FB8eEiv5ThShZpRT9zlM{krQj`&-^ux-noCF&yU% zTpk?fytrKl+eBbaeH39xl#mkP;YNkaWEEz%crpTd&1M*TG+vWAa;nGqRVgj}SZ16l zBe0!`Q#<#tVeg1bS9pns@Ez%VwK1&yikivQ)YLPo3_c2ov#i!QUFGXq!u8XE93UW? zb%i$|k&dUDQEvuE9qUNyfVG*9doYEl0bH9&kax29{>;)=bUv8iT~Xf>3Y$8LCc?k# z5sfft*xB<#0dprBtN;}(a__9OS_PKmf}+@_{IX%9P%0n&E>dReXDWGVE-mggQSATo z0-*ezBl+Q`eHDh=Z2xD-=Z?VBKYc3tamr4YPL^KBTFF7%@*5>(t|Zy>F?(m36DOQ4 z?(&9Kg7s|+7ULOO=3`%&NM`K_4`(`{Su&vb6iC&VEa~Rhgy=!uVx;WWl$^s(1J{jI z@TS)oj65f78-I2i&>iRO_Qt>Y^P0Nj<|o5yi|Csjxb8M&wF9Ab>fMhqtSN1{$eenk zu@4gZotbn;%*sjh-Ucx5Tx}ZV1xyu-jwBB(?B2?c&Y0~+Ikq~tS25UBE#;|)(x67u z9QPM<{R@T$MWigXJH=60lEGzOmPzwtt*C1kD#%zyQm_&WVX8_K3Z$n*X^*7{XzSnW z!lAP2Jcbm=AW;RKqKqi|m^GT47G}I>n5lba1)+3zB(BFTMSE$j7M=#v1kSMAw@)~{ zLGdoJv2gPMx34I(}vxoNdIBujI-`U0gEJ1vZb zCjxE{xCn|L=?=)Q{8v@8cm9a3f|*np^;Qq~wRlr;oI6z<(#-=5x01ndLmI1`%>|?A zB`+jaF0RcV+$H|AwqEN&fq(h2;;-@gSzp<5CLWw~1pJho=5w!g(bKG>^WHm>o!Rx} zpH8WBqZjAUod5W_MxCts*e>nqH}H3pCg?r^2yOM+ zjIqxbLDAcFnsbr}VoOIKj?b;Vbv4dEG~Rzwn9$0Cm7 zOM6&9IJqkn`;H3(G(FIEUDkp((_zzxF_~%DY_sK*cTf$g#W(B9JS}l;j~S{gxi_?I zRl>$Z+NB3vV5152Y&H=uE{i711O8Gp zg7V=Ckj;4zjJb_t_R4>6ZzrgLM4(^foSZ-G$xeH_I*Ws^%mU#)c6GZY9{NC>MSFwe zij;g&O)jz%URK3$L@X)vrEQMw=K9NkN!5X0n^~^_{ckfNj(A-C6>V8jP*8n#gS7Ib z>;zqLdVJ%D)?-9Q^cd^})|;TI+AA0n1aoSgG-!owL!lM77}qvolQsRz7xN8@Re{fB zXl$q_C=KuBX{MYfPZ;r&>&Fz}zcsZBh0sizdelm;RJeThkHj7oe|N*ZrfHt?IB)Z9 zqLv7rtM$wEj`_+u#i%Q~GJHUeJqhsZuJs)UUuGEz#;oYzu)85|hU$_uFo>*Dh;CIb zkh&&%CrdYRMtt-W53D(LXxw33Mi5K(r&I%0;Dk_vDGcj(4kOw+?pZOGWUrX$aA>a9 z+hpiOSE|nbs%)eB6v2^#5x-1Lst!(anzs=dgsD?E@TD0(ibJb10pjGHBBqG0KJlYz zYt81cR~}ObcMZ<)7rgltgP(uaNwLdOk&#gh_WvFVuZ-X*eQ=f@Q-7bTZY2F+hoFCW zLRaLKeL)VJik9ZhpKSk_Cnh_aRTIaLxBxRDtFM>jUm=n7Yvk_Z!Vv<<-^7KZ-8J>j z`%6JA%GJJaGhOd?%dh%hK^s80p+9QheCL7xt}4SWSfT-%Q8ma9=@67r>lMjzy}RX9 z^)C`Yn9*ZcJsZ)C_H%WM^$=8x92QEmP!hbvd3kR+bCtTytR_@yUf$s5&03Zn zL|CA#${p;v)Vafpz*VE~=MddX0MC{kZ+%N6aL3nndEIBed$ZpT=*okj%Qi5xmTLkV z;IPajCacpQSiB;NkzXvFK&4)_FZEllCd~AiiCIaEH zIRhK))wnrtk$eq%zmSR1fednns5R!j0t(-B?){QaL+(Ro>{BKaf{INMz*&ej8=v2%{FFwR}mxCmmSxhu*-`it3tU!slh(4c<5 z_$fSOV`tUt>RTqvCIuCP8t1;vEAtXan987L!y|dtXm)+Ij26%Q{C&KAf*BMs5z(%; zh*Tr<-D7{5RfFD`SKQ}HVYT*|=WR-eNYUE4=VXaqDjm+Se0xy_cAZvi+{_2#G^;Y& zYC=%BY{X&|{_S_|W4deo-pg)$8kEvZKy7cw?QEg#9rt^>e$!Ya{Yf5PJ^M>vuG4m+ zyZqdRE3#8Nvq4F5zZMrNpBblt>2GGc_0mz)*0_}PRD-E^_Jeo4c}aP!OwlNW@=3z= z<}UPV#yClJF;8UcJD>>g<`5=40gk$v##b?pk-w0?X%$U+RQ6WC-IZ=wtY9dd5>%y< z0_j}!hGFkHHx`m54Er+Bhm>6S&v;dZ-8d~LTsJZOIBj@@mE`^+vKnCeDYG5iRp~!1 zeB0K=F%adaIlNi@W_`DI$z?OZD~73Px4D9L37Rk)YO=0%SWjkM?jLD9I?iI0P7l8_ z?>8}eb_BWbL%$9YBcl@5#6!YjX1*{c%jQ z$^EPpX0^t$YA_ntGZ{zo91nL4@t-8CUkco|9s;8`QU$6u%Kmc%f`0YIlIfluL}Y;= zj)-meA3Ch$pFRy>-wC!WDlW|VbBm}$1Rob1i`Z}$MYAzZ_@6j%58>X%D}iBp{Lg?Dm9eiw7#F)D8CcRGqw8n{AW^Uias;akVVBMwb&Gre#I`g+Bp zoM;Fk7y9zZX+4GDa7$PN)E73XQ1Jgzb&X+_z3o2RHDR)C+jdQwTszx#(`36QW3n~b z?d;mwc9V7bzvq1quII!4xUY4sXWjVWzPV+QD5+}MOamxR6__)O>1cW3d4z-tWB7M(UpJ!kyJ`bzQ{JDjDUu%d zjxi@@4L9b-$_emF?vn41DZyU$_AP}Jp}t|LJ0?uV_h}pKTTp|XM4=qi*p_fo9PvZo z2MP)b9Q#&rLduKY-z@pPfWn+Sm)J75Nx!1MI2L$?`%3pS4Ou=}P}2Tbpl8?TFZH4f z_Kq+Zk;h)l9MAEc+GnSGJ!`=50HS5q67U2_nWFt5t>jGE6pJ zOG|i}WmI^zXDFX9lgv8~7jVt`R?KHq4v7$*aT58xgfH*k=ZeT}>t-;j6%!-u9pI9K zrtr6z^G*NH-o)RHA8|Q#x#!7z*iS~(lY&h(-!V6nw#!DM{^CNwd3^n* z;5Wnq&+f!QC)N<3s{q?w4TbGCQVBIIk?6(qL)34eYuC#whX=-o?;W0GWDpV1mL3}u zCvOsx`r^}{aVv^J*0DR!id1MU&NO;jbpPW=UnI_2-=3_jLGoH-yh$3i>l5No?kblt z>0x`cnN!~$M}@Y|s?rBF#{mTRv}R*nO{_Tw@r?X(7ZTpAX;&N$0=lnXKZuX_KpTQH zpq>^ITWM)8YIoIb5S`764EXx%Y>8p=Ys`8FOt(Oi*66$ULgi0%8|?n1L;nPZ%)QDK zTI<+ZD620(3~wUTMFQf%AT^5IfZCrsC{K`hT>VeXZ)?$)gYc}V;0OA_d1u+`K05H) zpfQ?|=VY0#$^l#nk+w5+=e-+@yvJV%l63;+;T>KvE*_|8$|U!A7P}I1I?0$^EPbi$&de_RQ%Iiawku5&Wy2tiJ9 zo*F5uEIxsJI5%p%-~ByAg6bY#ZnZ8A{$0Os30{go-42v|un?JMHqP*o-c&Q-v47%e zF?DG-3~gID@V|_aKOH)`T+RzU!Q0MWzL(pOdL16Hhw$#rEG?&{_v=YjY8fyX&Y04j zUK|a$XTrKJGL@3;PZxlN0icrJEB4c6zw{lxDWgsd(s*MeIX&rk`kwBw+mh`+Bz`SGSR!QRu{>Ao?nW6)#TE#k536ksc`<{7X(3_L%$~p>!K(!QQyCK0}nAI zK&cU1s?cY%!!EvQoOj>2rQO|ay%}snPKR8MhSXX2UjziaAFW6) z=|8Z?rdI5xUBVXTx#V9TtVvg5=s>12rdkRXVL5@vqX3w@#EcPfob)9ejOdVIamS#u z^DEWDziA7dCxQP|1oJqe|J%d~Ui7R9fAn!PP4#Mmi7LVy;ASO2TRIquyWs16LQ;a3 zR?PduQC4-1A7%~we-c2>1v;T9RC{+;9F4WK+R6EYb;%3s!)Z3DmI`9(S)<=o8Y;;t zaSn;u9iJ#Bh`M$L|L`nF>^V&V(G&_G3mEYtGn3ga!jYDohxURE0j?&Qq?88)KWIvQ z-wm-vY9yA#lY+Jgcxh! zNMd0EJv7>DCL2lZV&TzU9>HPJ^@3PNuitOh2YEkd>+UlT7^E)LPkZ0E5cJ{wS$)8y z!Ko?-3g7w3IY^Frg?U*}^Wb=fi(K;8XV*b-`if_UHYp?&(1?bqW>f65W41`JGNQAi zmgO|wU8)u`O^72{PeHpPR?s+09$%jHzs#)8;1QjfJs1P^sa?J>1nR14HJ;BtE6?9m zq$@V70@CkaFI>sT=t-w;cEzmaCO?!Xkw+h#>AL&*j~hYhAXnN22SOhc?;fGELL?7t zyggyQzrMyA3AT|8w>yO|t^Jo}rd5ZNvCNf~*c~l|Dn@6WZ$}IGT7)Y9I-Z;SwSafu zd0K4&cpe$B>v{bwcqSovYek1l!f@U&?Eo!$ov@3a8|n87IW#5sg~wvrk=rf(JRWZQ z_jWM!o8nmr3w3vo=p)b-^J<373d>#S(CNsFf1EkzYv~FZKYIHK*S%&KaPHKcx6fp# zWS5Jl;AAM0=;=RsKM4tE*|+eE*tVRBDn^U@#TG{4Jj5O6*ZFEha7BMRDaF-Z3jGClX1#%|ne9uY^Vwf* zsQMVKxoi@Gg$lv|jmZ_e61_UN6p10}o=pyj3XmWsJGmDA5A=QFfQA`>B2`xIzvX#zWNszgX;r}yUr-f?7J+Re z4CyEXT-Sa$?CkwZfOLe!b03981+c0Sg$6Ze-gMiF@d$V!I&)njO-)VUh7t;&n*llI z6W<-XJ{3M&v>qTlOoXTDCGj$Sas%X|Ii6JyN(*A;9a71_BzLUZEcx+CO7)P)B}Y5v(YgEEwl|)xIq3V4z=6ksw@*?nyU6*F&KTS^f<;?jK|1T zmxB?`T#(h>TTggeiV#g0*~VWln&EC?{p??zBd5%mDqF-EV??oVL^gX!zB!x(>qOz0 z^p5Lvdpr!Z5Z zJxG6mUrP2WMZI*B)@3~(WlT8;#*+I@{xEWp*pM~l+J}j%9^wMBV`m3WGkx?SGwo%# zQV)Tq%kB)}dGy^w{=iQ5kPO1A(cTcv%gvdyzFJM%5gJ6s|9Wy#?j-s5yxhM6pw(?1H?#Y5v_nY_w7&GeB#mEt?POVEerWWzys z+9!EMz8{Ta+2@p^d7Rkq9*faOq%`?ezNkhh@c`eXj(I#UlpQ~fMG2W_b;0AEqw8=! z2+5Ba!d%`dY%+pvNZ+T^kz1Uv@pKlCXu~JrwwHWzl(Ien8w#`D!2zP>*wqrtC8|Km z#pzin3$s>MrU?=6cl4C`gZHAd6a(H&2?wW@448QiE&Z(7MD!<sZPDWW|`l6>QaKQ@W^SfT>?t!2#=x7J&!al>S#-t=|HP?Nu4OxQD;~_0cVDIzkM}; zy?SwsD&d+{@BbqOZ#CZUQ%h?|^kB+_2_?Kx)U0)5J{*`Yj-;g#rvaF{`FXmrC$65s34cu@kQ8UN59-)0`c`}g>tVGaqtrEdBBmt9 z7l(}{)~u3s-G-hIy=a|+UoC_ka9%-mp-U0WcDW~I^T1O7-Hy=Ox*ZFR%vplfg=T_) z&NyF;_jXTy@t|hX?{B|#2^Pp@AJD8Rz~=0Jx^td|bY_PlZ-915(L-m8RV!e;>b(+a zC;_3v3QWfUWg4^}kGD?e@|yod$wRR4vc6gyV30T=av8;T(zGoL5^!NLOWgU!6VxEW zOIwGziy(Y2t6h}HQOx6UOctrqWubRVt983Cuqpwgh1i23|E4I7Qa}^5PnsF^Eno=B zzr8mmucq1jq3iaMHHH$Yv{#(w1!{V`vf_zqE3D%RQpSwmm4%JZmg_7RUnSA>3x`}> zuy{S+hLSa$H81yoNoXy@@prSKABunG0O6__6_ zo)12xHzs)J@fl4AxdQYabGbD>0I=?7%i!|z@_^EPD{DE9B@9p64_20U)E`}bA|ha! zS&yhu?|=UMr}j`Gj7NEVdEPD>c6Y5zrYZfS1lr_2)wI++#&Cb3-49PZUP!F=bEBPW zAQ3qgP3!k^ePC}C-&9UD=EW<7g%XN;{7|mQyUe6P{XV(95I$lvvZyxmQ%9*?}rBjn( zusRcQ5rrQIW!?O&XerB#eS>eM9Pp+ja7O#{OufCUx$Bku;s-tNgL|Yo?#{TjvCIW$YH z5_$i+WgK)~l?Br>VP@tYiOO&NUKqP4yl_4HaX#*YoG&8zdR|^*#X;j_fIEsLMGv23 zPy?@PF2QDV)DTCfW1toTnhN)I578^fJ~IL3@8yXFob4w`*zms%!`7gJH1ZHqj33L`sf?v!c2p{({<4!;6&YY8wuV#NTGGTYc5*5 z5;sCzb`uJzd56@-8ytJYYjWl*$~o&VlzRJ7+FR1*CO_EL+#xB$Z17ZUCGV{vdnbuT z$8XGmC1#TFr{3KS!Eutg>!TUdaLM-UevNwGEO?ah zr{%Cirr}h-aDsZa7~BGf%^sfMU#2q&E6;u95%cwwgs6jUj=S4n<_3~G@{=xRWHcNM zai%}sziz2jOxCuh$9*La8iT;H zi<IA;jx> ze1#wlm=cXWI=)dqO_J>JEsp9drhrkzM|nUY6N{mB zqYXdS;o#vXcHT;O)yr6~qy?1n{Wb;7KjP^pg8wRqL~fugW%k7-XJ^DWqN&AzY~aaw z*LwVtU)!)~J=e(5UQ>?jG?gjN4a(Prr`b8b8g_{UE1U1)Gl=X{31Q^-jPSt$@iS98iun`?4S z3ZrdxhWr@{fAx6)eUJrLJuS4$foQ6Q$f3ogUra!164kBYPi6^FOt+8^Wo3_FRj;MJ5RO%5g9r!#9o$L{6Nfc|iMT6#F@0pyUw?zx|)79$I z+Nn%2WQ%6;buyv?BWd_c;o{7tKGAvfGd#YWFruYO`7npOJ3xwcK=`%m5ZJearwD-h z312UW^?oDbtgP%NzUK&arND8!@3)aflv?wbnUj$F&jGZ|y)MoVSJMQfisy5VIxOAX z!)yWr9=id-Zf(vZ($fqgvfBC?V`-zdBu$)a_m@K0Kod@gdJz5^x)Obu zb=Ct~_VCd5UOqX`q}OOTA`TiRX5rno-LI)lKVj<^kJX?(VermX7gg#1+<<>NQ%`w9 zI8@Z(i8+gH6+x%2;jGG^GWQZ{9zR7p#~}SanT^e&!d!CQ`jqi_?cRXPIw{0HKQXl1 zKo~sDj-w8l=3V^nV-CVZ(WQ;qH4o#{;@Z?8O%WxW@1?8hX+2K*^SesqeJoOCNB*WC9xXv@P-IA{JtGfMfb(=wk|Av#JS@@v zFiI&mv(lAJ^>SNqn!o4A`I!uSj5j|wsrq%SiH$sZsj@9cd1-Sc3q&G0n18aE)mo0t z=j}1{oMBANqSEMf7Ns4^i=e@^vT~RMj2YJ*{QkC@*v10~&ALQ?>l!!1Ux%G>hXCB8 z*LuRY*)IIBcIH6|2uYxUyj{egFS`xCt)pQS7nIaKoXMVfd392ZfcqIPQ??-N!>@Lg z%s@FXtL?Q2ky3P>F2fc(mZmbU5FGD2vaa8MJD6z+haF-2D0G&pBRZ*-*j^YD64-t9 z0~j`$bF z1&0-$kOMe@^^%m!$`<{Q!Ux4dr|W06c)8`1mtN;F?dm4;FETRdp#!ozfFC=TpYni2 zwtA7MUdHshZ=TzJ`?Xe9XeQX;47OyPle_ij6hO`& zC-dlgw<&A95Lfz?MhSMg8-!^y$B0AszbBihr`&cD+v6aXRUhtOAF-y!o1|Y0_ldB; zrlw6Z$5lUP{CLqx9cQ<07VmxxsE|jFrvS3|OFL@OdPA3w`DeBrgC2+`_Cz6ypaC3Y zzpbU7j1FA!9K$anxZ#l2QJ;2sHh0naAl>(EGi9(OHCuyjmC50u2KBEmQ(2sBP>Dr! z>!ZqOSxb5Pb=cw6tCcj_87UKIg*BPU`4^9ivw(Ujl!vSIGtKKCMkLkhJD%K3L?}qZ zsTd(RPF2YdH4SDfh_BMw*pfS~zE%7yEendLei>!_=9A9WdDe@fR61$+& zFIDwtxL71mN~6Ru`sf}O-@kOveZmGCy%xni%lwvq_=^5TH}&|e1rc|@W1q`^XYb+0 zQJS-JeBL-e`o0k1qWM%8n@6^;zLGOnD_&E^F&IwWyyCnUZ+kkz2!K8E^ zT~GGbB$pW%jk=%z_HN5tnw zu3FM^OLgwE8~c@o(kS_>)Eap-(c(EAwj0SN#%imUC8%KJ(bj5@)cx&74{VQkmCM?A@*G~|7DFMt>}QAl;0q>H#qCIm ztdTR+z9WXhxoCR;I2=DHB=t->E_14CZJ$7$E+Yx^iu@t%NXRq%EE7x=Ji1;WD36J~ z_vbvwCap>26ai+7qxfyq+4up--%nEJQUHh><@4@v+yOFG=3cOgHJU9n5>`?;fUA>xrH{(P-nyL=&<2 z3ko)Lh~X0G5BByx76&Z2$k+R#xLNnxO(|uY3rKLWRrgKG4Q1_>=^T#!BnJ;l=W<~3 zz4tV}i~Qo~>MVxBXI<_c@Q-kh|FQD3qJmY_`uXj@5nfb&M-CdeApDlR3O|#sv__-+ z8XRvn967Kbd#>xHFRKbuRmrD87oH%Nv<7XqB-dz#X-Fm)vL2B04%{=(!cSB@cqdeW zL512?Ks-#m#%#qO4ZK#iN*%Bvx-jkpb!l4++Z+0N)XR)!n(4ge#@U?}zb|)E9#lCr(W!wfe;x^` zMzGBpIVqiBhIj4rSamAqlUY=#m9l#}@wsWEeEpHwgTtzNMWI5cEc&A#Ja!iu*G8^5 z6wl%)_Y>0aQaf#Lr5IsEVDF#15HZHbKb6W=!ZOLAld+GO2i_5c#q!JOztC_ePksVl zB|*$V8G;k`93gn`%hS;qQvCk!Zp*8*_G8l{OXSAbl8>s>!_Hboue3$(x;Q@0) zrDBgOSIP%(M6~p$(42BJ=2VMHrd*PQ{8pP^8HzlZbYvS48;Le@qaPP zz(Qu+>x^WW`vz=_s@RzsxxH$`4dRzX>}itb78p;$bOR#6S1hGApAx$sM`NF_>}*}5 z0Vc9w&8+#!xJ>z4eSGrC`itmUaTuE@7vByogUS5-2mF;bnsgeb(q0?W7NXw_j)Yum zsmgpn-p@8Bu!ikQgto=%TLx@lq{$IfEYfF87AK*14b*|0)%>pv1D1tQL63a7otYE9 z-`Ak3DytG&JXu5I%hqISnR4rVVWIMduUn-H3pt{^!1+HAKmT+x=4x2c#u>TPiD+b+mx&`!`M-b?BRW~9Q)`=sMH&x z-3v-14t?}Xl`u=mCj(r=G^7SpJOjIQFZUZ0juK~sO0wG`Z`MnNskFp5W^zQ_ELuV5 ztbOr1wbbmv^6;B|b$7`5DOwg5w1o<-r5uFc8JuQx_nzK6IQLa5_l@!k6!d3FW-cuG z;>@GmxnuBmyPp=wde@Az(R{x{rLZXVx5u5qsQA@9RAGrugyvRJ7W(b^jL)(JVm~cW zGBxCYNZEN`++^?zV2fig@)xGm0J&`^#7M#^WbrAr`LPh zxL?_{b!s*}?1L%sN~5!NuS-Ii#Q*%Y6f2DUqi3;NN8XAXfJwYyS6Pz-I2KA5IVN=} z0dUzuT9kg*s1CE1LJ6ieDd3563%~GJ^{wJ408#*>Q=niFF*cQ2PY{mAh zjoR60ke-+-mdataG!p`$P0wCqdvfCrMKI`{^E^#&C{*gpHOVz=>0vdUE;xhQou9bey+Kc-4Ik!6NR$f8P((hI?330 zDoTNwaNoD{HW%dF*!LHlm!)d`kTs|^L`3?FC{VrGuE##<&h9Sfm~V#k+~L9Ov(QG` z9k;_u=oVzqNIEU~D4S58V!J!@+j}RopI7ciDa2>*GN);DM#!O0sP-?AYD@4~#MPC< z+*g>$kkc~fZ>%JhXXb4Ewqi~Qe!>Fd{pRpf3Y;Pajjfg}qzjDSF8X+bb6s_KjH_mc zJ2y%v5TS{Lgk3|+3W?1t4Hm@1o_x^dj&`+nfTY8a7Ii#SNd%c>M|IOnBR3`F?2iIL ztU^Wm1n@iMkf8sA_f>1)jy@feARJzunjBFl9opq^ySFasXuPAwXIuocL=h|)*JI6y z3*;_Gx0GaudAvc*L04u6rXpRXALf$Al&_aifGfF+1|;{@N3F*{-F{(`cZyod=`|xob2}~nbjy||00pDJ|${t4qg2$ zr7+(YlREZg>V=;X*%@lh&!WKgX$5vUB;l&jwaz^vOK4w#D4rem#C$oM~IqhMiHI1=}@lX#4 zF4mx(h;dXl0$YTJ?s@3rJ>w^iee2j%!1n<+Ux%ONOCY6FxQ*q6GCQ^MBxRR|5NMe} z2q49)4ol{cTU@HJUOpLoEO3$!bv8d2>#{u(JQClV$ifY_Z9TV>dw9qFVDD3&4SwS+ zc6GCQMia+G%nb>;;&(yFhsu8;o9ao*ojZoT4wOU(&}k6hMSTgoOd$EjpdyiEb8@KK zWyzX+r~pzKm5Wn1Y0E7k&5e6Od9v!PmixS!Tbpy>gVCKKQ(~X}cHZ$x{C^v9E=6HA zKRs5#GfP`Cuo9hNRR*E4<5*dTrx9XMVvOemDyJE*=gd!^K*U8`mL( zlob3zQ1o{H<#*5l6IAgF6cLrdR@DD z@=e~Wv=es1f_)^avgEpHi=w9}de-2KMB27U=FjPLLI%-mg}Ou?ju&1x=b}8K=~taQ z##N>`tZDf2zfgO@w#o!NBF!iv%$0{j{C#$p;l_KVf1o)J-Pe;XwxEHfzATCIp$v{fcv~)Wj z$M^B<0~9TX;caZYjc&W^0{th&$soo26fgg;E=b#Fne(qA#PgSPgei0yeP0gL-Ym}I za5ZXV>vur~Rxvz!^>v$f=C60d zV>*L;b?SSo?HQ3?9}8QYjy~G_E>^k-!C!n;0$Cx6Q3!8@J>E}3KR)>K0Fjql>>6x? z{|6)b*hLw!oz30#AE1t%l)Y5DX}Qlu?#F>4DbntG{jChlM?_{f_d4GipAlSX-W22d z%7``kre{w*D_%#B(=1;U%Cv9CYJBSbIRvs=hIN9^KsX+XE=slE@B6QSmD)CJFvbHC zlceq_r1>JH&LljH@#}jD%26cP1(%uN%v~rf)gjM=QA%G0SaIqrbz6mduI9uBa zlxMQ+!tv__9in7LUF<0Hi6ECQGAg@6LMx;l_i17sc5@NhkZ2aKxcw)C6^$xc?vb;r z0`@(=9GCm(42}xVHxY;dDHkb*=)<)9Y|3X}4w(Sp-kXxa*>peT0?7T zX!_H&tjW8-kIp~Ten%D z>JamA3J@TgOa(J6vD0s1JcBW-7mEQLg9_DY>t-B(K-luyD+K*Cp1!1cFoQ~|hEkkj zFE%-fP0w*rhepH><=@ZH$NihFwon}Nrm!i#%CS7hHSun`^3vCZ2wQmN9q_M^0sTMIsudkg~Ft zZ2|51wa>Y_CMHqBA4{96f*#;@Flt@WKQeH%Y5;g=%bobT?za6IbK5n7n`xO-nx6`Z zcs1B$1=ixpj=}v;UJE;`!oBL>3D2!(Y8ZBy+g?)ZMS_KF>*(jiMfxheYHD-D_@d@0 z@?cM2hURT)jXoL6ScrQHW^t5v`y|VNSHdQdUMZw8XK)SAN=lmPhNe2ElHX7ANlVem zv~(LcU5Zfs7fMJU9~#}i)btN-x9-muO)oj)5LpYS;*49G0iugZcXw``@MJBjLNrDd z^b_2%Xv^Q4Yxlgq&2rCNa1-&uHH0;h)OUQ&-08xK2Ez2MF_sq1z9`V>W4aW;gM?VA z(b>^=6SEtd&Q@!O7;7K)oB-w8FzYW5>;@BiE_Gfw((-kFHL8VSKsN=(jxm@7CJJtmkdbT9=UrQd2 z^=~p~z1#Gx;S;}*6@fIVwCYkm`a;si_=Zd9>>$y3%!MGVPY^>JA;v2!>J!GuTGx2d z{BIZ|fR6;H8nf&5YvBoplJ}e`ccp~xWH<=lEJ)V!`qSqY|Fg0u&aR!J%HgEzMp?rYx>3Eh$xYr1r23tu;vp^Vs-Pq0a;B4sL_;vWp$!MX%OJbEx(sarly}x(_xP zO4I8gnuZ@e>YkXZW^kT~*}&5{dQNd@m#SkSMRxQ zOZ@(_6(cj_@qod#2-xDEt&mLL8iW|x?5a^KhTLuQhxD|4bZ;n~(eL>--9ll^oioG! zLS5QTo~+KZt`x9AVivlvBNlFt&ywG47I7!OQ{=Yz6vBSsoHOj4>HIxgK=iuZ>rJmS zRTV@QS-i3nplbIyTV}OOc(@Scabb~h`Mc)9_bq80fn-eCz0qfaFD%O{E(CZ$)ancF z#SqmGYT~8(;4wg~xDW)eAbg<<)oYt28hGmyorhQeFGK-wcvt8Aue9Sg%4?jf5k$jp zzO(=o6)|RmJlm_xRATIpEh2Ea!6FYbl+Z(9CZl=I^4Q5vRaWcmBWX!Gn9R`XmxB2U zo4b`Gg$5J{gR}Q~JHZ{^Zq2rM-Y{+l$je%loH2vfQ7?9Sxv$7U>1U_HFYenY8AWbL zs@OhWK$y9)Xq@pnS9QJV060aKN!D-ABwV>X5bb?~)0-e@nOxB^Je!qDJStD`V)$s@ zw3eW?g5`?M&X!%J3xZb95uAlc9kEwf7r;cADR)hQ{i^2g-B(`}W#N|jHDV#OKu&tC zzKwi3KKDy|=cM?4Q8>rVz=T-jq)v}x8^Ld(?aE-O5{42}sIcj4?*V@K?d|`9)hDp3 z4eKx_j$6G_n%T^%s?^^WC4yURmYBZftM8?Zr8!Zspi$0VtNY&Iaw2>Yw|Ym0ia&lW zG-bBS702fsP8(0Fa9j9VjDRiYo-GG;;EZS?(ZA;;Z1k-kdqnZTb^dpa)2%2(rJPQ_ z>ytB$kpUK^TIiM4j%`P>d0^9PuOyxhM} z0tz7`@qA!&lT7|Eiu*qGxe_l4_JR;a)YPD7v~uQC{%|gg8DS7u0Pc?hqBkT8N4N2rbO!ft&!!eKixT7QoIzApG@rQa@Z5DT< z-|}R`d4)W5!-KLJ*|T}uWjuze#>G}$c5ugU4*Sz(yKQg=$c4T}Z*!iK3(H{CE`hRIyg+%xTP|66-1S6u4i8}RvaL08WdfI**e%tR2fg&*Y!*X@MD!eo!< zt=+YMT&p$?mV9dGaqi`JzvJ;}N-pH(5^s%1T?~sx5R}YeUq3pg8+a}XahL)Wi(0pG zc6b9|K=0E8`HP%-I=IahL#m5H0C)EzJGp$$ZoT{q6dEt9bd6Y-n6@_uSn&-`&(Y8n zB%M;r72`HzHTH)@v!)pCr=+Un=Y>qD|LA&Db z=Vp_cUs83Pw~$OxcOJ<{^uO)`iXtW!Uf^rN2}zsd;ouKwnJ`;ewTXKq^k$CT2MAtb+I&3cg0;9K&Ae`38bv z7_Zjcg!yji#Sy>X9Z>sq2d8^j#=U8o2*v9xZ=Vu_JlNT23@UDk_ zo_rk9%9ssMgp=7K4Ip6BI#EF+kF9kutn5g4Pe&P4U0Yu-)^@Ysq|>Nnmobq$Ar&{udnE;C#HkHrx4^J(13V)UB{Zca{nV4nw351GFCxbATnf<^_&{fR~^vwkd; z)K>x_SGe3+S$1-e5ls zvs9DXmNE>O`<+iRl*F@Kdw%DK22>uRk2^If_-&`hF72ikg9WXwM)eRe?TwW%_VO)k zOy=uZHiKNgLbdO2TLS`B*R{1Tu4t$j7uT0JtmBV_m){prxXB7?r|o!yQ3!|ZE)Kz8 z$a=S)ZcE=_QQrWP1q@Eu-7$neG2r8_jTJ4HX9(wG4~@muvteHGH>6w=Ly?YgW8Y7N zPF^$~K72oml|DMk|=GO`^zyuW_-H*gC`nhaupIFm7t zR*6RW0pD?SrrIuaqjJJIWr2DzBT>i-iqi!kbx~NdS2rJiPI~&!EP!m<2C8sOkD&{W zOBM}q3uV)#;@fmKo7DRoU=p<|UqCP5a&_LFS(oZ;+rg*BW(dzg?z_3ManSarU($|o zoN9sgOtgX&T{#DM!x}(}*>V$HLQTs1loU^(UMY^vOr$vTRe<)vCrt`7OS7i;yp^Z% za)lCplh=bFIzpwE!9FnJG=CP{{6wRH;10N$K?M z%T?E4-8|t~!)P($N%4|zPk3M7hwo!tDUgT%5)oUQ^M;+K7KvMlXAXvkKBjMyp53fT z-}4Z0W^#$0qA(wv;Mr%*?lNX^o1TwqSSpu*ntYvI@Ig|~py7P%#q;~#{7TTa$|`NK ze%bzI>%T%jap3knB=E>C|n3V)auv6Nsr?%12-yi5dGj zVH~LSYhh;75K*Qk!}aD*nrf{;(P?LJTAYX&dd=CKsoVR#AA3DZC$njdIo--zO-ZR& z${FzHiW%F_;;yXrV=| zHw`!gPpUU#wj+T&>1l!F8F*P8(2nN{P^pzVKT4DH5gHzpmzt5Y96=u>k%CHbI`TNX zuFF#k=Lz7CI ze~TZ;UXX5td)m4aSG*JRsRQtLkTTWGNHJRkInwK3_LHg-Gd4S8q#$PX^gyGH-O-&ls$l5BfVO zx7{!<*Oz0K47MTQkc)5(a5`K8@ zoofRolQ75Ppz?%@-4%J2&9y^P#}D*k5kc*H?zi-9{(9B6mQU9`6st}kdu~NcxuUVq z9f0_|(zyUS(vrK~`y|tBV^unXUb`=JTlxDN9$CWLf+bd(l%Ft{;^D1_ zCbm}rzga=jclTL9q*C%Q(eA_6(KBN!E@q6QxsT4C@~iQd*|5&!rCIeEC>`2^XhB|^ z4VHnq`F!n1tbTi!E&DlVU0;n>OEuN%yw-($kFe#n?YoN8K6D|9->2!(ah`$ih$yl zT>{PTHlH8R-e`h8q)C0%xO0r{Y$nbov`XMDTbSGPtfVa>iWs2*E;iLzZBpvvr|)c7 znL{m{>~!C~N4bH(@MstQLHs4d16w-k0rz#M0aAmnap-W<{})m?u*=Mz>V1+BIrJ+L zJ!9P9E5Jemm(PRy+%rAZuh@M(yYVDI>kx(hW)h_~_W@WF6*?bQcS~2|CTiWv1Qzu&Moa@-T9LSB$2; zO_lF-dqZD%7N31)MV;(k&*qe!V$jiPEGo$wBhc%`EG>P50;E0x4&G0-%d5}%Dpm9_;<8b2{xncG4hI(43scP z#o{C0noQxrCKNuQTdr-hp2Q>bekBU)3He#~JOVy{=%c8Nr)Nzc8|&H6RoU}b5-~nO zVOv-O!pPpa>!k14QQHaoOfhvFiYxzDJM{!UHiKbUJ4e1u)%>N~R3VJ$;B1qPk!~&A z=WeKYTkb?|kJyHAvIqGxi5)sHJp#@tm-U3?h34JYt>abh>CgtFlAF$I_HRBn%-y{K zaX1BHN?Q+H`i9G$U;|mv(r6FU$>jxY(B__YOXIvqOX$sRl*JV{eprj3+KX#`{)qtY zgD0PDI8lwWexKhHpoTPAEaVoPIl`LTZA%dA`K?K(&%@A7vHW(!6h8JKW36*91XB6> zh~onlu@;j_P)5bNN|RDmK+JIz5YrD8hwdLV>i_Fb-hcAf`rTp|m6Gc#PIgBdv=At1 znq6neBmN=!UT8)M>v@~@<^>?3Af}}*j<7kR(#myVa?a0A{-Az{n1o$nj_&pxar3<}l2?*i;2>FCg z8=WxS&(}jN4H|_>VQl&hikc~0?CfPo-ZT06f!6Dux^;lKh=^W|$vyqu!2ny^$|0_O z7Ib){j`NC~wA#jjwSDRC~QR7{#n3=FaPvFJo!D z?&Fl1BgtOIn|-6>C7;FzJR871L3-Kfz-17ad%`+Q4sVQJvO!J<0VHDS2^FYN7wMVk z<;l_aTN%vg-be@))OLy7&C0*Kr>z*uqIZ<-s$~_I|zH zqv?$0>6(;-1FLPMJO@=cD*F1v%6fY(I6s{Cq!0_E#)2jlNm>YpV~sHO z^*u%&1@?c~xfyI7LJJBa+h0?@Pi+o+ZzdINxNd%SyK_oy(_R38!TjTD(bm{b{ za?=zPIA#$z>7A7Ju^?bN-r|5AzE_>z7fGuNQcCw1Wrm5FVju4Q1vLK~tma9>Q1n>j z#8hF=zi=&t);4Ud!5vphiV>1eYyJKT?vr7c8S3Wa;Xs1P?f#!mACvl_UKfLk23Ux< zkB`TgBiHuvR$e5{r)Fb)x^pLpGOuno z_z^nF?4wtwh|4kIh-<(KJ%V3GwRX*Y&k}`kb$Yg1A<=x^)^TfRq{h zqRl4FD)H7jOrxi4>c`c5PQmv};*-ybLmw)I3&#IDJvH*d|Vc{^(G0c%n`=FjI$-ZJ&+^>`j}3y3Vf z0HR5hGrhsmsnr(6hAMOeq%PX+?lGyluIFxLDC)Hy)r_AG)j(Ku9kGZ(d+dWybqu-n z9n6NGGr7lY-Z~hZ=7HU?7rcQDv=zltBc&oV@iZw0s06bKn&y;;BGhPE2*a&o39%Fl z4pdHF>t`!9dox!)fy&dJqkmLKqbHLXm0eu3k4FDwBN7YNuVbGr@Cl1BQn|sR@i#PE z$)y8mSe6={B$+K1U=qADel(Q+P@=R>OP`wWl*zW_kmHtg7HdxH`q*ZQqUU}tQ!GKU zV+OZ6ZN;GV{%3df&2}{TWM)2+%D{+DrA+Igj3q;KU$kG=L3=s(n3Y^$)M z&Q|F1U9f~;vDDu5N-+*D7dt0erqx=*dUibv_JW}h9f!BN;aWp|Feg`&`cxjvZ9+$b z_fsLh6%gSxSwT2P{FFI9FdbBo!ID8D+g9z;hfb78CxHrmwJ7VNOQk|j*HHVHB404q z?t%#Z`bzlw5`ioX>BnT6JKBp;_}irM`E48U;=}Ou53FL~f8k00xuJD-f=!I2FVdP;b97bhOG)qD zI-3dsQ3cxaRu?<)Z$)w2yOv54vL`Dhum6UXZN8eJr_-eJ5w{2?0;~48mnf~T#M1VJ z$02PtqDEpxrgXh+f7OgvPI&rL=^^oIGvLc45{}o|D9ShmL@taZ(qJvSPFF?gS*N{+ zf3w}4|4LH1Zv9FdOH7CktIIr5pS2O2C)JF`7x*}wLc&B%YCQj4q;GLZ>k1M|QWZN6 z^^|7E>Ss*gz#(c>ULEWAo`ycm$HOJ7cy>GyXjgZD6TflaE+PAeEmHPSqYgBdwQe_&-&b^LT zS;t4mllVxC=E%xvL&#~l8xt{bEn|QalHWTBbt>tK#jUu(+M&a2IdH;x`NDQIuY|!p zpn%i2Fap!$wlP^~Ex0owsl?%BcrE5%2R|D7pWo3;DDP|^?TvEjoO9TVKYVY98ivCY zHd!j!89Rf6NrG#N4(fRJpvU*=LLsP@b0NN(eYP49y|_wbF3A-}{(=|SC&a@w&`WR) zRO|G!S)?TVob&~G_o(daaT~DT*}fF$;jzI<#l{olk0@K74 z+wbF~7qs?RtNu8T=kM=2n-ZzI;y@RkZ5q=kmSe%g!CAz8=`7MJ#-SgF-3op*Rm(gO zw8$QVza&|Bc-4`D+;<@Pwf!0)qe*}=5b+M{Mvd3pA=CVwB(o4e_${zF7#+=MO`k&EzIo22(j1ZpVp6wI5=XQLTGFnLN)-kWT` z!~g|spkj}m$SI|mdJX!#Fz^92mmxlH$KB9xb$UYD8yx9cbz@v5gGTB^?e&((QNi=i zNlwLPge6e8zTduMYR@AigfLTKxWJI?%x-x;4j_7nF@(3RG{j)bmF;^joj57(EivmD z0o3`d?g1h__`1`U4iVfoDnTSl34zgmq@gUTSFzN zI^CZ8&zT!HCx8?7|H_9|fgR1{h>D5*V69XO%gNw&;pqI60HdcHSph`?Tm}b7emv^& z2^zWt@0?-*vIp7W(h|f;u5=KmiENc=A^@rbBJ@NQUIwryOn;1A@+E0G5G`Ri+>mKrzL=Q_g$>(iLng3l4&?>Qt%*J<{- z6|@`ju^Noc`O35(@pWbI@gLRaEu(Lo6EJZ$*A9nZo%bFT-a66f4z0p9daZ7mmCV)f zqcllPjHE71u19}9BjPeWU9S1hx842LT|Nh2PHSu<*Fzf;zH_45IXBZ9CQ_5Q5Cu88t*ptkUm7~*Y3&8)aQl^hgU5^zy1Q&ZpQ{ZT$Eoe1^B z^<9cs4huBL941WXAxXwuZv5L@8*weMJEIwjQjv+p1i9nJRu?RM&1_hHtgE_YAUz~* zImf?*;3@hE4|LG!pgo85`%dezw&`PDBtFY+U+Fwixin-oA8*7{mR!U8il0}+IPXr| z6JKx6Fp(cUKK-X3|C@i`XB>Bsz_d11tA-D!@K&E+TEwYWNH}YX1l=c}Hl;hBaS|aF z(#4)w)1c$vN>D+(Q~$W-FT(TY2nR%E<@LdNu&x|Bjw=L{pz9w|*x*iZe07A5nb8>uw$NKX4CNzpYq{aj1g4H*JEQfgu7#t`O_8C)IVQVUqIC zv=GTmrZyR#``re&Is#-(F{@XmYmrc#O9RtoWL^oM-93mt7cq5mizl0jtKQ?GEHF*A z+r)`hm1PW3;Z;!^qU8rfb7uoa;2^!5K>YtT*SJ&ry2w4W+ph0LvB0%n0u9CV&EI|# zh3xeQ!Lob5vs=$y3#k>{vDp}4S}o#V*FgltM$GjVVf6XciVW+G|I5U07Yx3Ko)Q@( zC&9MyGsLDdbd8Mm@(?uMot&JUEq1ba|9rbL1J(D=G~;aD3g}%&Aal7GkSjS7p)B5t zC^PC`K6Y~%u9*(?dhiH1kf=J>fS`FA4|fwhwzPh z`-5BpFf+F!=zZ?`XPFk)XAud_>Uy37tH45JcrFuJx&ennzFSWIQ=D5^z<;41E{648 zKuAUihp5IjSpnme$59{&U(KC!iDcnpp&)bOGuJ(lf$0 zYHNwJX+U(Qw{?#4^n~j_%8*yjU~(bhY)Vi)r$M{@hlNv)2X7i|Fle_pWf!B8;)qhqznzx|92)5qQLm`@R3ukK}*n;x$(fo0g0&U@pKwt*-zdBo{(gyf4+w@+3u(jDZ? zufEh;E3iSSf4}Jrzm8X_PEeL@lWDxt;*Xb_B% z%#>PneK*<`hmx6Is&@?hoDg9hCiv8g66X22xt}LyDc)b7VEl%Th}nd)X}h-M3g8}x zbbV(2H)l^*yF~T+%JZiCb;c+5o-&yF-t8|*MmT+EiGx(8+l9reI~F?^=OBCC4E7nnu1I<*+kZB&{A(x^?xop0S}M&?)~MHm5eX1}m$79H3v; zY;*@rbZSTRR83_{|E&{m814Cb{%LI&&4~R(23KM@!9)D!lH(KdZUmv;=1K6yE97n# zuKmj(E?K$!-yTT=eaXxY`Xsv!dt3_jv1S)SGz6ZMzKCvpx%NfxI#ksG68N z7239}glY+Csl|yR<5r{f9N?x=%w=g}N6w;I0w2pXJG<#x!!7n>3XZN|4*HA}%+Aj_ zuV!Q&_$>EK8%J-cOgoBJFLatKMC_!4 z^zc5EBU5jEu3$x3NC~ko@Cygfpa*-|6h#;#j<_R1N~Pvc^@Wf(Y*u*r)ckZj+}-Zq zrjbn#UzO8;=0p{MWT=S~Vl4Uy70lbXM~3}^Hf(TAQ3MG>rlq}Np|U!4Dz>EmLKEUN zg$X@*Lq=k2S_gPG>w^?KU47HH?z|r2RYIYm`$b$_8b5b9z)}uz%iy;pz8fkJDl26! z<^MA?i)lgy!l&JgRc} z_3`D`=10`PWM}%@R>sG)%QO!`cQ_ipA*)oUP%=fv9%YoSV>&xN z-Ih}dINMKUsrP- z+%e`XQ?3dB48IhU?Qt(im=m3xC4q%UkiZ$z%2Iu)({-;`QVCRHI5r8H)bH_Lqbj8H z@*~$)z2?rYzfmlwS?&D-7c|6v9(rRugGN!rP#wM5f+qlHi99lOses6#PQgpYinSF? zw-v<^qjwo}H?T5PkE8?efRYEs^d=j0bKUWA;_;t)71|UnS#Y-HG}Ez)(NG4D$1e^P zHmY*V+uhVzB5+Z&QUN1tO|mv8*NP6%t}jvw1_Tp_bC|ung@2@F9Cvxm&(U)36VoP= z18HT_w)?a@4(dnrFtzIQiD^^#A^Si*3u00hp<027U={}FVr!u< z5XJ%-HIYRe>6j}hp71%|#-I!~8`_>2T(W{EtAv(PJqzeHeUQ}#Q4~Mm`TS02RK=aL zzq$F^s-1qwW4H%2+88KHun#NV9``;>9Okg2rZ@Z3Lhq|Ff3+*!>qaN-^p@!U@BL62 z=b+xpwKT)VYH;pYPqgH@zgf!d_x&2PrM(zz%P<6yzi3!y%L$31Pc#e4wB^@apIfzp zBaElD7`~)KPrNzu3Y%;~Pujm^Cq^)Xo_${X`TAYDoG;P~2PXr|f)k3PW6+uK-}|CQ zgOkx3IP8Tg%~+eXKX`b++#&D3L*to&@fvT(cw_b-W36Ycmd&q7It70Uf@A&t5kSne z)y%uZC8}1~PU8*O6!*aQw3 zFIt1*4?OejsrTq$;qH~Z0Y;RO=}h@~Rg#)4SFPKmi`c0;kY?i=9f+wgubZyqJb5SU z{e-TPd>Efp?nxdmrRc2=ijlY&U)NIDeiy`h4l0OW#3?!9$?=y7J_#x8-j{DNe4nu} zs8k|NYhrvRR-50P^g$Tn-5MXMlqX1D}SC-^hod$q}a?+-8iU8%`BNj4rg|Nv{?6?Bx&ouWg8vp`_7R zG}UKp#cv;MwD?ckuCuQUXaAF0e6#(&6d;G;uxYDcAh@9I>BS(+Ir*oi zL=pA)uaih};{Z`utFRPk$=IOKsWgU4Q}nimR>^vm1FXS;7;YHd_*p$I1>M9yg29U{ z<#G&>sG@QIBph0wW^n>SJST%43cd;eC)#=L$MKC|M*$C(1zK4}af0F`cM=J-R)xPp zhM7*5EEa!kl710%I6*9*YHDeb+;y!h{H26~BZ(h(d*^v84QV`H6xcPm-e{Ccn|-L( z?xLJ1`TG44k(^{;RwLoCnzRr(xW(9^QA}k%_yYiGsrI|-_Z2m4iNvt%s9DjGGo#sz zN~`K&(&U4YuXK^-oXOBOykT=<*k5T6WXyge@zs&@?yF6SZ7da-g<%zhXAAEcFRBqeMos z?ipf_RZX9Tx~67?*P4Po!EqfxJKU@5G@jbc9)fufsIc?;a8~d2PvIaMW666L81Hw1 za18zmaodHGIApCxVFSXe<^YvhwL5{1LPw~uo5?5Kl~aGakL}35{|4~E=kpwNdXic) zmA4GrNHp%Lv8lBn z18jgnMvMrYU5>LChaVHMy05!qYSFB+3r%3q^mO&AP1#^ty47^m@Zh)YlesaP2qYW> z<(^KLEM5SQ!-)a z4T9;8DV#n(t!}(*CEJs#^yfSEhr6>Rx>e9WHVI+U8CoCk%Xpi?7Si|<+9EIc$6^UIGp$B()|dcTzLfyW zd(@QP!Y_}kcE(L9%azJ2;po#3>EPZTVT;kA@9-?Dyvr8UjN7mL3ztR0!L;g|BatFl zZ}bYS0mgOudtRPjz#nLx6tusvuMF(e_uF)D1?DA5Bd&6SCvD*?cMCxEH|F4>ZR zeuwfuAMB*mkWBddUeAZ zRTTPMa=MXIGTn&I7qCp+CC=aOL2(z5RgTkKtX>{S-@(7 z!DWB-Z?fw+ruw!Di3>@M(_JXDNxd4vbZCEQ(&p3*54ac$5->$NH9GxM{!Al4kOIjQ z@1E!aO7K(Nx4n)e<{qpK^y$IC2GJPhe_;lnH-7(fbHiJP&5Nq^Pj|tv< z+P+{L)5G+q9Om$DPz14HFkBoc!@$9dOWAzU5)q*-TlqGiPCAnjCDaaAf^H#?Y|%ei zJMrKPWZy|G>NO8wf$}PG5x7{lciR?^SDl17cNX#ZKGZAb{-&GoJ3~dXA>ZhlGgWzy zl_KU`rI|4EhR{SPGHpW2^c?4E?1S8IbqE&SaBRa3`TpD9rKK?*yfQ<09t9cuO&Zj9 zWpP>O;n!ZBX&wkecX88OE2p&4gR-t!*lSY{mp3+>OgKt&N^Xc>J<qm9g)|` z_S(QWUm~W_fRGjQ(6@)Md(9T5dHJe`bBkcHk@UDMR#OkCSiCYnMRWsRw@u@BI!*rBb(>N#VomkpB!m{RfXFCO&v7$ zyxA+{{BOImgeo~*)7gq@kKbR$ubP?f(D328dwp8|uV(kVB3;FUU{T#)EQrnnYrpVv z%S6L&^+9r(el~2$)cV+%8)C&FR>I>iJYL3%jwy(<)hgpyvQcYE!2~WA*W!gm2U&ZY z7@fp@FhY5acaxy$*D7I-AmKMLCOlay^Te44coks!gFQaHWm}C46=0eBR`Wn7GIH2c z&93CDVRCq`$*Q>G#&bYz6mlCTmRxQodMEXd!%3>EO+YVNVfr)pm)&E|Pvjp=bRWbH z)LA}VZYFF8$0U9ZjhE?|Y>=N#irDBtB_n)H;`oz9deI~CxIZ96E>6(P(a|CN?kdbA zK&%SIffE)y>$j~VLNY+{qawyPaA_Tlvp_Gh8Fe8FKtn}R#HN2WAv=w*&O?iyG=054 ziQ&?9SNXxZ! zX6J80V*|k8=dx{cFVYQ%b;-8z8;kHN_(w&4kR%uSHZr3UJ2qy?hHvS50}G}Ai3QaR`-=E1d@zNU1ro?v0WQogF z8p01vL?50j(YX4LrvYkd8Qt0IiPU6*nQWoz$&-wTzu=7Nk#9mMbAP+T4a0++#a-_3 zz2;f(+~CSo{^yOazEYU+%?9BC;}e4%4Q{erQ@~=jBuAHh6*Hp3c9VU3H3-oQzd^PR zHAxcu4U)bb5bC7w4dRl7DVp_1cM9=59~J^%u3u~@OgAv zd)x^nAw^xL(al>)_g0MQKuLW|F*HdqS0}ql>Jx^HFR0gaZP-?_<&!C5BFIE$j-8wN z=YGgw^mT%W4*Rd{`dt%UW~>PMd4si&qiHegw?E~!Ds~Q1ubwAOddFogZQNUwK-| zgauDWO{;uZ=mCesE&HioMq@#wBV&U5Cg8a)^sPCy4hf8kv%W$~BPCv!(C8Ad^ja@= z(=djk)RG&`lIpeK#r`bzWZVc6G^0vima%OVFpsnkM{4!cP6->mE|M@zbl*_1Mi1Mp2oRJInQtg z_66Mcr?G+we?oYqXLUIV`bo4`VvQuI(jDwiS=8^Y3Z%jAy#4^B61*J!94NAMTUg1v zVI_3$avBgB%ODTp?DU3r{5<2mkC42V^5;xwg8@37PGY{W^n^@jXXoJ97)81CNzVW2hY(}^ z*Z^_^1O;bWxv8lj*OPs@?4`m;|@`6J(6m zDg(ZU|QU~J9XB430-fXvGQ;$5Cd+}p#Jq-Y+Gz%=0!#ohWg2a?Z#68!)? zjTc5u(+mJPH-+e&)~hO*#e*Oq>uhecU9l`Yeg&wWk}#qdy91kM#H!~*56k|inf4^q zi!bRW)>>uIg&t==LD{t77_m%wRG=;~k1J|FhQeC&06sOB7>LJ}R7Kp=YLg)DU{dj^ zS*DO?Y@nvP%uwS+-Wq9m$MAYg&3~GGhEC#KzOT?D?C=dAUTq~7!45P0R|51bM!@|2 z5o@9--8iOn2uP)iIRkAKTk;!%xDymiwh4OzW@^%A{Beer%T;2p0hhQx!i!{Sm3$l8MF|VZkAQK(;r3zZ)G+#H)I&$;JzSEfu4 z%WyBp%|Jj1Ba&0nT-erGN(6~_L-a=XZ&ttr#pG0>N`i<&shlm3rDOAruDVDH#i#0Y z;U~|3=KKGwes*-@K>R~=E;vVlqGT)qlj#KmwcjRH%^jSdTD8@9iY;NU9u(%*-hvB< zPZ+&5oc40wls~EK7P`qz4qi$jNP(?q={Daj9~w!#VENJtYelv?(LszxqpmrtQVr}M zeKEki`;F9tJMyyLc7aZk#i$BCoqCwJz5vE?7v%aZ?t^in#RrZ;OT+CbNScFf%-~^d zMnVJzar{Hrk4PHbMzxJ*>jY0*QtC9`hSjwcu&Mnzknk}tZf5sd4O58_EC%Z&Q8_jDl}gf8DmAqMr$(%(3X{~p zY7r&GX{ZCgg^b3yZ35Xs3w;~4d$K>j_HKZ~TM*DRuG0@gbv#Yl?fWP`N^FR#Jvu!|U{(UAxZ$sZ)VQNQeTQ z7HWJZt)4D zzBC4OePqXbCShmJ$|GBO>jnc)Ifv2%M-+1oGzp8rc`)jZdjtW^AERz&MjP$(Vs->6aB~VhQ?13~BOO*1jYgO^!+D+s%TRSc`8HWKj8Dz->JN z?c(R}+BkvIBRKz{efr-~1U1$h{{ma+8o!w8#-=JNLU3m!Bw>mtn9dLyNEgH9&KhK12<LQZ^~mH1*|a!kcVCO;iMzF&k5Oq z*++ONo+GYey+*vQ%_^QRDuDd_T&Fc)k{l~;?!1=+7#_A+5A`#{S9f&ftGv1r`$?~( zLBDb!w=!Hj&(z0>oLlv9n0hRa(`1C6dC zlk}oaTk`&IdZ+!rn39E-AS*r3?-&R31<{2)an01^UC|?Kv!Q#*)S(R?_2_ zO#BRp?TmX)EGQ}D-0<5=@=B+1c%MJta)L=c+U-z+iHsy?L!?ibr`=sJyaHzgORvRq zwiXn@NkIgOMa`$B9BcdTF$kt|hx~D|${x-|@Vy;(wVvXn*0DdN54UhNTOQ;jY9wWi z9%GT_&7{a_$PUbj$5XL6zzf%xX2&hI(~oM0OsfF=sKZm1!p#=1c7OqT-1yE^n)mj>vo&r9)DsmG z_bL-Ful>`rxEY+P2<=FFRyjQ^1%e0#0pm&uL2}tb{+#2Vn^sr6VC*#p3>xx8hx+NL03E^J@mJR6fCsfUxk~vK#!?BZCS9u0 z&ej=9Mtl(ir6bln61pBkFd= zPQ-%g^g1;`!=0OthF<}@G-L3}-sYg@JGf$(>p#yg7szfQE!poZC?DUl6eBfMh>&ER zpXLKPcA?cTAo1z$W4S8SR>xz(7N+VztHmEF_nM|dquvISUR$>aCVqs7 zH##0q-{B73LP#x$rXPdU?-HZE!5FJS7CAq)uGR1aMNFe0mnQV!Y!L!x<5RU@?yHC2m@171&U2KLli+?!Bj zQvWa-czg*J4zQ^9GjsI#t^qCBWCR`Cb^} z*EZ4zzAy>Y+W$0Wppi_3-<-Tk#USvg$V!<-%zqw$Czys?kyfmo%M2y(81S66&f$5h zAMnfvtYX(oMFUmL?&Ujx^0g}@g{1tPXQ)#I(2+6X5vr~Ds}biCy57v2FsO_~FU8<;-DO89=(j2WVa{SnSd2PD`cJyP12tB2~<88`wE6!n&YYNap1s>{K#610$Rw7VFW*b*<5=1QSGAE*5^MBwZ9QUL{padiS9(ROD#w*%iu zEdi_X2h=6udiUd+>!Rn9Um!(K5Q(n{FGRNrJ|A((N6kdS3SHoi7!w0VaC#|M?P7P3 z`W-0HD>7p-daGFgQniYN1RyesGX%P$9^+ocVjJ2x9s4ujfNLJylE6BP_Z&Q@5bqvHWlI6V#xok7^7BvEjTI)-G2`DmfEUWO_d(7g&uAPJ)% zHQ>M~M1YLoFMoAB3;xQPcy4WtHv5Bc*FH>pMBm6G9haN$i;hm0Cp1}a?MNx>E8FM5 zUcToXH3G4#$Hso>id|R?NDIgLXaP1}hjRqcs^s2rn{(Lygn5}^MkerinLR)}B8h#a zXUPJsJyb9y;6GL6U zH~_Ck_|!2TP|U7TYu5z3KRO|Y@BY(L)6?@XWGu3%^fw8W6ecyu?*UXe%%YH=AgkD| zqTRj6!PCXtSSP)U)GcKCY?vS9odGiVjaCw{wLy~nD`6yS)DI8J6b#g zh01`{-0{D4Ku^?3xqmS5Qa|4A!g&}isxhch)gwu#&*=+_B&no2c>& zU5D30Pajm^+>djYEB@5FL8O#W@E;xA8S0(Uj*rd#O1`}8HX$LxNDFtf>^om2U;pR= zgd3Kh4(R8=mxx;0C7%ND5dbv9eFiz8tjDaUyNvqA9mZMh3SC<(#+|_vd?6rxiFrhZ z{Ll*l#{$@@;uHEt2R9Q0Mp=B#)=W!1;p@-7ewUj1a_GAHS1`8=BzGmF)qc z*{0=IY7s5hy*jNEo5>7L>A~ZjjRtF=&2fx_3{Bn3_+~jDfrrcBP7&+DNovzU9{XVT zjAsxIF-m}NjausyW@3xY31xVQph@u+R9Ir`esE+&M?KKha1*Fl$;kEsm(rFAIAapG z4RHD{vAjt#e{7hLnzs4J8(E$P+B0%6(MM z|JCqc%ERbe>1C~|vw6CF<$?!ZP5w-NYoBTbs>xesw=|zsZEsPkfK-tl7RjAUQ>rxr zvZ6rRa?a{w%bX|Wnx%*&L6bQg*3?DU(BhRVVzB8u!Nsh)ZS_r11O?>kyh?GyTJJgh z$Tc8Q%8*{ha`{^|!G2h={@q|Cb(@{`J3WKKuclJNuSf$vxFFh* zH|h__FUxoN#2WP6!-Y!+&oMA@TPgjmzAohZ*CM!b^VcW8_56J|5>hws(^$FjpH)Vp=U%37#&uQ`D}uBBj&{nYIS(urt<$$sl?Kr8yaVKlNE z*7Jky&Hojh^X?AzyY?JSBgLqN)@rM{V>~%kLsh7(K`!Vznh7V9rit{0&LCOP+6OtG z_%$3ucBkPS?f7LOi<<)OHmlVvoiTghe6>O0(f9ezZEjeqJ{S%WF}QtJnCJ%=InV3Q zJ4~OlM1S%_$;tc>*damS!|X#3r!kATQLCVWv6k8q0I`0&N3#iZ{<5FEtUwp1sr7y$faQUf>lYx3Qfeglk!xU>H<>KqUfQ*d zaEObuhz_FGG{j+`czHA0^_zX)t%&QO_7uKf?apHTIWBvQ`y%9JI7xM;(6OmpVXmxv zY(SISr`uAiNdvPeaXL+P>reI=XXz7QtPn6*ri{MkdeX^RuUxUDK{G+HX}Q(nwa{_(Dua|S%m8E@?K{x)lk zh5L~GZxqD)cMdbQ93K>~cUWh=->Hu^DIJoCB~9w|Mkc<|J4AZkO)HnC2;j`Wb-SC; z7fXBxy{hnqi4BB2)_qjGZzQFdpGX z#UdDh6NH^Ub_u8(s?7Nt1cLDQsD^;*yxaWu`CkWql@qF<-)0u_oss(UjYiL%F!OXF zkWPhwNeT=bhUe4Gyac8C=D2724xfy52`pCl=G&vAt*xzk?B>U8D8#(a(N9_!M#8wXi%Z{IRp_dP=jW>IlJzp79}A7Cz6O#%*xCS@+kQzF z6vcK*7sD`W&6=E=3VFQd_5p`~clEMG+pC8-T84cW9r@OCPERcItQ1Lvw9b?E2Ec~mKej#<}}#m#UzW~~AMhYvkqDBLxyt9U46 z-$vK_wM_F%rW}ivWwP|nB$iGEY6Zyx}D@wc3E&{V=K#hc4EW zOUHaMHpN%)S%{OF72zwMx5@tVLj@yq;SgvH2jKh+L(JcbDQ$rKu(@24Dzd#CxioEm zKWNzA33LFL%9+|N+=2j>I3kg^;VP8_a7`uk92p`nhvSJjZkd7RC>Kf6GQ;lkl*}!9 zvBJCY>pjXfi@Hwg*}(leB<`KdW*8sY@gdkz#7fg~lWGR^ewx4Lj}B2<+`_R)h>=5) z_*}gGjdJWhovKKt`C{m0Ip4m$u1}cH=)eM^#DCu}{!@)8|x)^QyITSs2#;FW5~^yd;Y+vM0x&f();}PgMZ&oz-%KkIgkH*8h5c@ zDx30G=4k~;2EO@NXCEGxNF1TC(%#BI2%=<9Hct^;Br;a7%okIyUVwT+Ax5E2%yxHj z+cT}BgrV1@Zxodw4nG3aSP!t)9giBd$S;_o+WK39BPRs)i@{E?YLjI28zte#3+VKW z4Bm(j5L5(4o^Nk_STlB+(Km=DgrrUV9lNsC+=x_vt$Rox-`CbGB**CDq*u)=Ote>g zjNaSvIzDWg$A~N?R2vP*F`t*ZLqFc|3|0so1s6%ZT4-YPP#4;uJ{hj}ER-9F*VP(W;@vEUo#6rFOd`4k~v^T%qvINQa) zYvbUoz;LdZH|Dsj`z%?UZZSOGsxa4W#10?RVO0^U#fpf-0rE>kr13K5wR`$|1H@Fo z^#7Z>5e;)yrqbz+L#aq4lTes2a635V3=s)93lIbS(V^H!(-Yb#^g2@>M2&28hy_mdOHHAS)B~B89IQy1!7UMYZXH z-;Dr0`HGZ00+A@JTnA&3{DfRWU>v~AkPY?^8VBgPGHmOkGOQWBG(h`jF^+|vD?hfQ z#v=Bxq!?a^UKRp&+&gJEw7sE`fz~ry*DgM~6xQ;UJA{IV>Y13qD_*$G|U^HQ3$eT$iO0#NRFN*TAvFyV4KpLM_6m7D*)DiMLos zY#y!ne=dDWQm;mpN@B?}EO~4XZT~#(^1y)(&s(S!*xk4X+ns#p&u<~kV8MOaHrRBT z$@^>6$`g^RfQzr<*-ez5fwlSX_y5_e+f4K4=yVawW^>2G#wd<-5%0_!ooKYjOZiQ) zViQ_S1-N0HcL-HHnga`VdvWI8URlI)L6vc#J=8HdC+z?dX?Rw%H9){7yfF$x6ciAQ zT$q?kD5dicP|q}`2P&6>{ut9x{fdNUOE!xb(@?@Cak3m6(%cyc+p5*iek12{P;}m` z`zQO@Dd4tjC!K1~An&G6RID)mV4PN3qgf7LcWCmZd~AV%yauQJ`R{^`LWd&Pm;v~p z4w#lS27?6JWF|CeKH6=f{P2ana)2`YY@sg&l=hW`ZW?bx!)9|=GC{ThNm4W>BR08L5BW&^Vlow55sUISI zkDQlDA8Dje=T$nz@U?iEJ4+eoSXc~amU07No?u{fx(>i}^IUdGjG8(7GEP-*$%%-D z%>FV>;6M5^uo`N7+`LMzQg0&iD+u*rIQ9)=k`#G1)tbaQf9Dk2!V?{GL=Dt#>zn)1szOn zHjZNdKKpwtrhPQjpP-5DQc%-(d>OF95N4G9Mhw#JK~xGJ8PHTD3{cqy=Z!CmKoi?V z85^1(A9t<8e{7;veAknW@&^9*ZeW(_+Geab0-dhV>g}-}c&XJ&{z_S<VrQ#v2(wm-jKb%vfZRZD+NejK;kvIqf z|5;;{Sa13U(&n+dT##9Sh#8-+!=DhG8qv>Y{OIr;AlJ{rwI4jc1`iPs18 zXq)SkW(8;sut)n{oK0dDDxTGxPsW!q8PXT}YD7M*QY@vjp=P`{|JB@uD4SaxQyhfk zr{p+q%eqBZQ79wab+;s4tB;(&?i15@#6p z9!dY6$R8jiiJCsPYN}iBo%J&JnRWky=~dJB-Dk6H$8Ivp0>vGx+u8v0K#^+#?fBF7 zeWbqE4Hl|$o0~WHowTyuCIWWTXCaE z?bla;ynrTz83(`Wai=v#L)&%v>`YAy;&}=_lUF(IwrD{S>F~1&!vhw#bE?GkizI(m z0jf3VGOG(aikl@djpW5l6p1AQjgP~UEKH}7VhzpR7#Aw$8%7@vNKL`@w} zV4*GmBv#a?v1z}#XmZz!$nrHg_q{i?MxiM}Ko5m_?Z4M0`o8Nk8T7IkBk3T%)1B3x z^V2=RO}D$cG`Hap1Cr%0>LyAZm287~16Ffc=>B|c!3otA=pNY=UIP(H^ZRTjIEh9M zvtRPhyLiQY(%a!nD4Lja_QhKzlBZCkP3wEDM6gg&4>YncPzuuxOq2q<14owAW=TC-uYPz0(wJ@<1P%YK}h{nTEA| z$-g&-MK^s9r|Ledx44qi9Z5>)^T);Q5g>IjFzeH|yy@U_Z^TxKI}cz&sFvJdvaC3H zY18JQ+zx+Ub0Hz}ctOVlo1$Pza3E9gWRvo_Hykc~2}H9vZM~^CXLywvk|3};my|%j zkfw$NR0O6sWcY#DV{Z50rv79bjWuq&Qj$(M!AN1&`_mLtB+8R0sqZ3&y5^ZuUyZ32 z&ANJ?_o!GmUoKCVR;B3jP68VV_x~|xN)h*@b!uYYuI zdkGfi)hwDcVDj#*+Vs8s#BndZk7<(DoXwZCyux(akR22vge+C6UCk^9E5gcDwavjtThq=ZY-=38HEWNKs65ecatEhYzw?z)_{tn9W$ zOHT~BNT`36gd_|J3%UO;?j{e@L`0^EGRCP&`~pcdEHJ~<;2U5st4$snzrK@&7~@=Q zszw#=9+?m#0trgssMo`#vBosn&6e!B-(*7@(eT8r<|O;4b-g>tnE+*F5+gsEf%Z^m zx-K$&HN>kGKJEE~;Mus43C2z0)tMLWw_=@S2D+5MTGRQvBRjot?h7v-ri9jv&5ocX zVC48IA3V5eK|1lbCs(e9XcNH?+axHf4wHiV!p0_~`QWF=*@A?BPxy)aQ?4IpfH6|9 z{zPjJx1c?sRJ7wIs#s?k8ngYym}Nd1=Fj+7KZ2)@;{hn@5B4Z7yCo*Vqu@Bl@?>4_DsEM{{Qki_$?YI5VKMgj)#pr7 zd86o9GB6|%*gt|=hTp4bi)6GaA8rr^{j1TQl6*u8L4uBFX-5FyGQ2Y)q3zb6+Tr%A z0kATYK6=eMR+Iod)`ff2gjYzxtUrcfNK#?B&$~EKn=$?lKP(1{CZ;Z9m5|q zVrTqt){^q=P%`G>62ErQ*9(vAS`wgIoS83EF;@5Et734Y+f zKKFVur^6}SH{S)udi(QIS~cD4x8?rJ*&Jp!47mrO{^hp0HioAEj{Q3H%yzeiZ-#6J z0KjDYyx7LDgG5&Z7?YhgRO|)mBm;iK3Jpm@eptWgLI-((x`W_MEVN`Z{@!mgW%v7Y zBtn7z0;g!nP@8*mqt-9-x2zC^dd(J>0gRVzG5t3TlgylNJxLsA*0SCrUJ@6k3m%d)E>|MUA^!)amGW)x~ zYUtwkSgbM100jq!C=&-7Sw`#c(Oo{LvSTvQ%OM5P6L%|QoY{i$$&!5gD1~XOyJste z6UyxCP!>J5WUWA``JJs+On2hfC%s%|4-JJEqHfIsou#jQ1kgpDv&c>(X*kxdincM~ z5MVrdqr0_S_Wh>0|5EjKB1&RK{f75%F8Zf=p+nqzZ}GG+vm28Wzs)w`uZ9T$ zLM%MJzJ4fal>_g6;%T+cwI&nRjA;tP&twu;OlPs~CjXfK*AV{U`z7XsmS%46upC54 z<8(?%qR~`Zb3G$zw%bbRWXwpiB1BvqHxk;Uhv~7m(=ei9LOT(w9#auc+~!DU zlg#6G8g_kq+@U-*qsT!A;T6oLeV>Ey}eYc2!ard5@4_!w3JhgTs;&%QWWbh@8Qsy!1)Y3gxyuXGRn_2 z$k4FfWC@otVBmr^^SQ22ssKD|W^dfU0tIa%_OD8}ys~N~_h?05EFRt{2m>g*Q;6czo`)@Ev(zRTc#&@$iAd5nJNh0<0hnG!Ci3t1B{T0Pb9e{^E`MyxdB6z5+mKI11mSdy+_1X{CR% zg^;5fnh_iEN{hU4Y=QJ|2yo?_EXMz~B;>v+Mot)nSm8AMbbyqDjq;ZXt0lkY@Y`3R z_uURdHEJ`(H4obKagZ)ImGIAB8GXsbAMN=bUG#)Y(e*T0XW++Jew5bqadq}Ada2U@ zp8M2Gm4oPSf;zSLq@g+81+Y1}fX2_<0-J5xxOqTC`6iklRBlYv?nCDJC&WhD&{Dr6 zr+LTg5ENOG=DiT~5!)>A1h*EZYi(cg%W)+^L3C@4Dl@sf#k8EQs|oCoe?D#bedyj^ zIY6KH|J#^XPxL55coV5)(c8v4J)e}!4}j?Tp0Q>j+h!C8wXwki*D zM20lbsS4N17I0SgPx!eUps3>qA=U9##r=@ouGc*QB&i0Q&~T@gJwY}hwxu%d-v#tU zusKm>3sz4f`MWeQlGhDfy;vsbJdIK^NetjmW;`o(>A8C&;`lXI+P|)9D6wSl!U)a>?d`S= zlPI*qw0p70oGI=H_kQOe5p5(9eFF9jA0+*(n_SwW@){_Gatf0K$35t^!>msi2;pjS z9A>RA^ni;(8cL7)AtR5O{Q^^)T{KQTW`!~dV3MaSqXH$U+?j(*Xe6xrT`ig)o+Zx) z%y0g8?kd8GXrimMMX6_W5}^}GykB}p3AtXF)xLb}4cj{abF8A7Z*3K+OxUFiCrah{ zGOKXPv0u2%@9z}}C6aR7h}neXGW~l;2gg}9PyGvj5XxWdaS`>%ZQ@BFrnFioZPZDd zN@}v$b(u&L>CoY>hT5>2q(Ix_TZ1?*36WS*jIVcqCh7h5x_BVj?-JHph-%DWp`w5W zHvTF*?G2n&d%+sLI2ZRJG(@`^MfN?!mFci*eE>7Y5=5$>H{58oX^=ke@vyOw_D`m(>E#SXFOaP>R=3x+;AjjE zo}N#zw=v0B7AB4aSo^}0GZh6o$SvzF=>(H&Efzra$4 zR0(?fw=Fi8ziW|hG;7T~HEf3-#QDPI7c=sSmNA&0q#YF~J4m)7?eJH<3(+W6maBx_ zoX4WKHNLuWVf^R!|7*EIaNVJBjc6z0VhK2O`1nzO@njf@M~<~i%I~k8Yu9z?#zMUI za*cCxsvVgMg(bc(oHq>Z^r+M@jv-cPLQV9k4;xgte#&KTq(4mxwbo)VHEiqg6|b<% zYu{ErBm10NLgt@{4Ffr29tfbe(xyHj`?Z846m?yCXt88T%QaG=+ygWNk7Ca6h5W<# zip6PMBc(kGsZLllO}D#f zZSnI@b|swcct$t+i;{IRUE)#6naNoQAE~~xfP>8H^SpEwzS#(JFV(3XHqcq150JC% z;_;jv`YY^BcKPd68wNO8V#`8xx>tXlqP~y?aQ=pPv>@Y&lj`3Bm8lzevyofwBC@Ox zgg@H-gJ+wgHcRq{CEG3X)+3$jv0z#>HP%aM@LjSaOG!Gk)$1QsyH z{Sl~!-OpK!_Uy*Bjr4=-4K^g7nsz?ZkBraADuSf8odNLNas-t8sjespKIL==SKKt# z>B>htjRr7&TsVL(rT_k%thvj))W@!ljr_C97fmaRxuQ?6-X1FtAG-g%3?(esC9vtVG`vvR=mB9- zWS!2QYJ($y`Jg$ee{N+Mgx)VeS(tGqDaC!=Q{LE5kh2@v-{Qtst)C)%oM=Xn#2F(x z9>&sgpYHDyO}ho9A`lWj{tdhtcc;3H*>lCdK(y8W44*(5|BKUhq_6l~HI{$x{7$D+ zBVw0VANsiM`lIQ0kQk}j+uJBoYRvJ7tN%e>N!7D;Iq*QJH`$Q*>u*=XGN0haGT}%C zH1q5(a@hm^ez$5nhf;y-W2VLFtMY#mStTqsHN=Ebxa6Ym%KyEmdhbKZe7H;Q;`fr4 zhJzcm)7SW&d)Q}shbMjew|=1q36e&qEbR41Uol6t;M3TqCG_Xyfc-HpjURrG3B)Hs zTTa&HA8js>Yt~~D;v1A1ZvD9zGpPQ>4=^#yz{Ip4Ldc9i1*A1*A;2Pp0I2Gn(CE=J zpmRX&`~Jc!HZ`W!OBpPDiU;v(knMJ;mzMxsjvRXRpbxLW#nE@=kz7O3MOseC z$QGMho-?(AOlKF$j??iS#vhPbFtcS3$@i>zx!SO2AdzMmN3k5n9|YHGsts(`5;+E& zpOZm*+Gc-H0b;GW4h>qjaBIMU6ofb=4)Ls*+F5a4f7%gYf<;TYNJs_@%mL0koIu>+k7AzxQYeB zEv87@siB}*Y39#%sH_R4eXzMV2q)ek+}mQ-MihLgn`hf&>`Z+|Rzep?IL7QSpYFzT zw{JlBP16y|Rr(gwvg@%HQutJ;XvKEuprG(}jy(7)bsQl9`T~~;BjF@#>x95BHx0DPCi#5f{5}moa_1nFb1V|sa7^0 zaMvK#%|}-=(4LIRC~$$cB>neo42E-Vy7X7UGX=2TP@$^qZb=&k-eyfqIysq-qS&@n zo9sr5O&g^wCfnBuA`GDbMK2u@I44%n%$F}=g+7x9N!Cax3`xueOy`Ufw=jA2F3vr2 z2FYkOt0M024a;8-%b)j4Yaus}dl?GAJm)sB9wp}pT&dauBv-tT ztN%N$ab-6y6phDDj+`35j7l7?yHQxTx+(jSTc54apts9i75l3pO=k-t$_wkl7#9N zT(!xj?59ePxvKzKYOX6M0S6VEoJJabKz=$Va`w}qqxG8?ChMfL7deK=&n`l6u%p5= zE*ug5ML;`qzhJJC26rsTx`P@2o%!S6j`Sck#0!Dh`-htFRzzF2T(PL>w5a|OTQ1XM z%I1}K^ov2n2$1Q+tK3#V>ISd>JOq9s7}GL9D2jl=@2iUU8v)5aPoNbSL(6oRdf z$9b~DEyiSUf3rxPKk{>bCKn>-Vo2oY^kh|4M_3+_R-84V^3y=k5)13ORiCb z0ioz*%lcgkC#>?P-!V3*nETR6Fz=9ap~4_05d{5iXvqef@32XQ>$EE!VBUQSNAC5X(_wNCXLZ|nUOC7`EuAqp90_I_S$EK9ly6lRPh0UUI|P6bnV^ZdrKj@gj9n2@znk{S0FzbXMB>mynisCmGJmnyqGH3& z6{}<@qr34rNy(gtU8Hd&>fG0RNiITV?!g)bNRJFg1!n{;)d(U(UqfqXWrQu1M4Hvp z5#o3CXUgkY`W*oCMU9uatOW%wjHa0)p$QL{TniDii_9DV0!U z0d>R&wNY!1I&46~GDJ372DUmLw{)-*Q9+;Js2eU-@+}2>nA;TE?VfQWld`hhu6{aI z9GkaVb)u*;E30hs_5AWf@7>P+eZ@PIR(r)gyFL5g!GUg4=t~HMklnG6&2mEn#nXL6 zZFzDI4*En65M?`Bz3up6c zq$UC6oDDM+s?$!;n%=KHq@!>xQH;h9N64^ld|f)6KUfGBx!%h#j(zyGfu&B|Q3o`uI&f9^`h$sK0FQ zn!qKfqJ$L%XCY~`*T02GV}>eDieFria;+=FNUYK2doGLnUOD7i_?&gmJiWRhT~L+d z?opH3f4EvtWV$8G2z1p0T2cnO(|lz02Q^Qi4CY{hp_TRw=B?BDqN)}ZkmK4bbx4)~ z6tA>uKVLbk$Ie^yO{VjpzoKZA8HxW{U^nAmXn3uJ3-a!NPU14`k%OQsDwHoHUJEaM zMjza$YwgO$U zgRLZ4E5EZGx#32GHXD4Ge?$4>1|aG3!;k#l<@)4|2sHS-j|;a>Ta)su`bH^jF1Kjr zk-XfZ)gDA3svQPx9C{jGX^L!-6^K%*+@N-bwJPju*G9etRr5Po)@6gN!)_khq)WJq zXqP9y_0uLlhW{%CMk>f4v-JgPXa-5f+0(yowuNJCkCV)}E=lpLapRs=bQ6BgtbGSJ zd2aDJp8T%!)(IC^+yp4a62)H=2inS;g#%TIG9_U1*~tOR7=#)x zJlG8t?{KlcZ+?ruhvY6K!O*uM>IpcQ*)D+TpEp;M`knj-qn z%5nah02@kSppczU#9Y2J0DFnUV6nmCJ0L|9KP1zJ$xzTqxXX&Wf&;)a`C*rTZv}7C z$nQYJjx(d%QiTfbKKHUq24?1vsRH)!!a6GKZTTkgpo_)(Fht&rNRfswHuiO-3_SdT zRg1HMMd}4VBtut_Rvu|$+~4=}y6Db0ADTn#U9nRvwbumM3cz&^MTNmgQ%CpF_Vme3 znY*mOOlG=bpQ-S8q0CFbMmwK6M(<0)A|=57fo(u+Zr?*b+4RmEJF2(pjlb%!53Rm!eieNCwxq5+Cirki%9Y3w8l)> z$z23q+x!*oloSa;@eN{@HT>wqz>nyKS^n+d|Hf>ErU9%F$6JfPJkA;^6PXOdjE}Sh zpVGD50iPzr{sxk*{KTdp6isw_yO90sM^Fkz;DNpfAc(P!qxfg&5SrB)WdYhnj7xy` zzc9!A{h_m}SzuY#aVbfmU2Fda!r#dcnnh6YSMQ~j`fTn=H@g87U2TonULlPv}; z<1vr)p8sqqv?an!BA3aPFPz6e=(=At0L+iUL2=(WGPb!z_g)qDovqyB+8#IUkw z#c-yzB0;8OhUv*vn>~dIHa50i z!WxRe(gyW3CI}_>q*kao`Xk(Td!mv^1fh+odI5VlLH2EkSMJASuz5O6g8N zc#hJocZP?d-{s4{bp(?5m<(sx3fP)nts-~;Im}k;BrBc0DY7|#<$dJ(A1H}Sun-<0 zD${QERj{!M0wgbr46up^-m~Js(05Cb}MP>R;K*p?F|a${IV=(gCBj3m9k(zwE?1hX5G-37DS1QPqz9MI~q}k z`%0>l6Q73peVyfQqg+GNuv3SprbiR-wIsOV5YlMvytU^+q|=pt7FN+{^^0S!)y{78 z9aRd)1%jPbU%*uG0Wth9R>%7?uKU$afXPIv;z7>`ous4rQjJ~T6->`Ut@%4h&WGTI zBlJ0)a9@leA~{8~h9zeXlIml)DXr}vp*A?)r$#W>jA*|937qH#P8u8*a-t;I2b<7_ z2H)=GWxYs^{P?tTon{`;aU$AMJjiMYfdD80NMrcCTx!8(Qr0VtexcTX5+02VG@;n3 z*x*wSyL2f(;E%?6@x#JM&hTRzyvdl2^i(x3O3>!5=y4o#Lq4=oq}M-bX?#H5?2#Hj zcxrTrjSA!w8`mCq*o>e$(+4d2;Chb3*@Fvz3Lds$SYdp2XyhX6>Al0u9lF4g_)aR4!^GXlg8 zA}`tR)*_^k&!{=waYF`@PsbqEB%u8ynf(ZAL6A!+zDXgJJ=q9_J*l?H=S1|}z+yzL zIEPcz+>3BN)j(l{peYyUg+idz_l0@Wkkd^&xx0af7u8kY-wovTke})XmX3M2&a*~? zg&|e2J5NC>@e#>Ij z5cP>H7&s@O@4W!c(i&BMlzdMVjqs`NU%z(&-r4M*FHML+Q6T_VWPpms_RtP1E;2>UBkqttrOot|=+7Bb*s-IKENFfkv-5 z$+Oe(FZ$@e!-53CztP_;eEDJhLl5zlH=Cr<{ME<0KTM2fQa>6Z%%Jyxd|X#YJ+VSF zTq`hbh$q61W^9Qu<40ey2~PEDqASwsd$zUq#X2!GyXC=RRl!!jT>*pR03(c3I96Ys z7@yXpb9Mm9wE7o7SfRmDR5UQOy(+O+&Lu=P@jKEE=<_5V#RvO+5-Dgse->&|z}6s6 z&STdA!}doBN#{iHjUwuuAR6p5bEm)Z7a;8EdJ~j}T3@3G4F!9OUd#Ps`rl76-Z067 zvnwgRdMZhDv?aVqb*tC8sj4WgfqP&2Q}AWz_ef2GmI3tNEpuT{vn&?hkmUSA>ES0K z9KB#OBFoFEpxz>+g!`9}n#u=M;&0jHGzV`*bakfBD29m@ChsF(+A{g73cXF-d3uCz!55=w?D(|b z34pQK!lkF}S6A7oyV+zJov_gb(>vaoVgeZX#pP;1uRn0Bblpr;U?d_j8591A?j#$`g9Ne_XZ+4;J zI;qouuQPh?ENYyfmv?ae+0|uoXH;DtLgpQzJP@GBB&1!fYTm7lg~ zpMC2q@&Ge|9B<8v+fVBpIHq_5r>!WybRNVvI?8SMniagRU>DzvL8L?cyIMV~)P+BDo`?sZAm;dc7cit(X|I8H+_BDsN6~E(ja%sNX_Rxd(Q#}pY`;ZHKP*`1j~@2#V4(sIOHk|Y-iN| zo*y9WA>lB77UYHz`N$)El4|4gD2$kQ7*I8ei`CcJ--Dv+>ot~*eEcqQ>1#g~E@g*> ziZ#2ljgrYUs$5=<6`#Cco07)06?~?&(nrB!i%o8EG2@5+@LtuRW45TBo`mSS?-D|A z-I_Hkha?$yUrll%NVov$X+&n1j3qiLqKz$6~t;}%ccNwYDasW$7o99Z)Fls z=R>(b@D#=vSj+Dj${$cGB>@X%8xXMgh0rr}Q%I1R!D9Ly;35I@993x0eev6~v9V^r zF}86KlhqTZX?sX`$*yRb6s@K?be5QsDoWXYXCqqA+FIe&Yi}vy&;GOX_OIZhZ-CIh z%H&wT&UUL=8F8{m=EYmjrsaB!7Fx?4(l9T+ko9!XW1}@92MmhYb+_ zO5Xik7}um?fnjn9N66TyLQZnfFueH`Il!OobT@bigZ?Ota^K}WHTR@_%189-*k?NO)j%)oZmR}X}pt|?5j#*>kCq1%*S zK#yXa+S;@gu6HcBY9c)DmqzwkC-;Pq+@rqoas`#-tn|8SFfAka&x$XQ%=F%uaaqUgeM$MD6%bUIWT<&l~e-;maL8M2@i zRK=uovwO?8kgqwlCRk~q78G0ufxp>mMCeVZsEztnQG9*Nu=woFrx`$SoT3Ko*~mft z>8YKE*6vgb;SSiTa$b^<8+o!ACXEy%f5WJ?Ha#t_BxJHZBd0@A3l#z;S9`x41n|OV zh-L3#3yffQ*a(ewe##;BegrF@>$hn`(LMlkZ0E)G+uWT3Nz>&aR@q#e2leN6uZOA@ zdM(<1I+$_FPKeOQQSF5YlwO16$toX6zb}}bw&brhJf$sqVWPR6&d*lTPym6+d~F;m z4;9LKg9ITjL$8;5MKMY{jXxGH+7dKY2!Wm0B`|X5TlZ)=)OeFmq0ybB(1i3qEl?pjyw>Y-Tx^#3Wr#| z$B6Of7BKE6iJan*Ik8B$|8tpuBF+v%!;IqCLu!D8+z-mVn;zmwb*j0agG>PXrt;tF zl&%fphA+E6<^HvK;c~p4iiQ|eaG!La?7g+b{QK1&w`d9j9!;mMWD_IiM`=M7`r3iu z-)`NsapKDm?a5^h@My{~s06pE^v%Z(ofN;fE3KgdG# z$^K>(0*ei8Gfab@v2m4ao0L%Ped_A9?PK*oQl_j{T6^7+vYO3}k)}XO<5Cubnqpf7 zN(1*-0vDAgpFzG-F$m57& zN9lsq26eu;@ypw?{%>$~dG&u__5U^JeI&mHS>iA+EW~FvJPwn}#=5pvT)RjLJ-az= zpv_L>tb;Ls$hi-_wsINFoP-_b`pp55E{w>0I_Y48u={1^zGTI29?2ExStP0iApH=E z>g6f(j62Tkc0*)+PQx5WU#6?F|2)*^x0Hev1TzB}5xNU9iC=mckIBuM^B|UTsG}8< z`c6!E9J*{_&=Ro`x@Wk(D_ZpF#J{0s=add-6ZOLmCxO)M)qL=K9Y^U`YEaXUi5xbH zg_@v*CRMP;5S;Q(V6QsAzbdHcr*{M6Zt1>q*vnKv@(7FpUa8ENhUnU#U_zADo3cfy zz!H@)@*Lh=;084`@$XL1D|bHtR}+Etd*jXAs;HcRmr zQAqz<-bf%iN1bJ8-PisD_#`gKav-~$Iw?N`+HZ78Ry3_Jj3`CRujb-Vw)YwN&?L|4 z@#6V~F|r=0P~IK>7<;@UI})}oDPFO=LO=G%xd>5mGq4R}*@e!yCE!UY;&@4-$@`_| zQ38#9r-Xg*Ae~x-n9qk<;&L~8YtO#|W#*+Jq(d??SR-G467o|g18Qg{`J=S@I}9Sy zvFIu5QF3=#HRy+RJc^)G)j{t~ur+2`X?eZFwKI zt!P5Yfp;GB5Ag%ctU)~#lu3m-U4(7pBk$ld_InMre(RoTwh$_)o%4258BAv}7}vrD zHra}d6e`0@S@Nb-(v#^djkQ(vo~BG0F&vRT>jFG1-G*u7uyW8JPPv93buGf+GfM+) zcswh#3Ri6FRuo|;wTAN8f8??Is+?Z&oP>r~otyiZ^z>egf%I8vBP=&Z1eSX>Ojc(F z=l^T5^WAofcg&FUG_nQC#G=;0RQ%zF zI%=r`?{p4Vv<-RN@STTfJ~rfa7O_#<(A3fEmS0j!M1xpcWHRI!$w2{OR<=)3*;>sepa3@Y?vx;JQ^iCK zJ_}jUl{3(FbA`{g?& zEaT=T;oPQ_8}%kse(9$#*c`N9scFy=K1uyRnA_akoGfaG0s2kf98S4h)Om@%zWsgX zVj>>D$jVB~@|m9a$8+hVcXWs0Gi>5iy~i)@R}Y`1kNoQW5Lrd;%yJcXd&c9Ua8kce zuHu0>(2#AmeLAb+cDNMX#BtuAHZM~b3|}d#6Hd=(WI zJ*WLTqb8UhmCHN2Bb7Qnc2u|DW9J$7ZD<%b(907%shW2WRsny)^Enc<7RR1AWL=wZ zc6cV(TM>pd(8U*DeGqEYM^q#w==i0tTx=m9KXEgr&<1A7QlSQZKKyHHz3Cxs3>W6e6xh%*A|evg{kq1FzT#tG6oF+ zo`g)OD~4_J@^8#0Z%;23z-1rH+ zOTW_jn@MHd*H8FmL0IN>#{0uL=`G)tGadxqsPkp}e72#DcTr*=iaDXSKDm?aMECgl zz`%$|^!?ZjLVn7ZUbYVt1)(|8I&EN>qJJO&R>5XouubHs3-7mnn_a8q6r-;HqO-`D ziIKUK&}mB8G*`bR+~C%aUM|9qYm`-e$8hvp{aWpcEN z9gk+8UpJCUBja0zp}LYC)Ctw?z`Yl$mT7iN^tIQ_i}#~n^%ErY%hX+Eh#3JY-ekl| zjgt$kp*Tj915xyw&2)1W3hvMIUI}iNUxahdXnrQCT@LPQ*&t!4g{2F+eJb@qN=*q? zmkaj%L7@p#>d|bAaSEY!n{+$nXsYAV4Z^#W*40DYl$Gh3w>`Pt4=!_X9EP1LDvarL zC{roj49XPFQi$|dhGgN#qv9OBb@scsh1@tq`JC_Qq19k{(Kul)=7jS{$h8AB`=6nW zM_U9I8Z`L_UZjzfp$;8;-ed$DB7MKlPMSw+Y3<=2xvSW^0uSHC6jxDtLSslzv3gu)WQ97zqqT1h$)?FGCF3bPdU{)gds^EL??uk z7RRP!Be?Hfj!pVzMB-n=TCtJf!z)|IC49J3#GhjGvsKoy#}0~;4qd6ac(lPX$7na%YR+{Ti2zl_>6hZjr;fw2~+TJ|0!QLTMs|3U!b&H=_D`65xy-Wlf&nPy^EatNl|k zPX4$)Uc=rXqYp2OBGKJ$QIZEh>mrw_{&Y$DdqcH8_m9VQaey63nunq@QM<^peqd&! z1Y`kAe~6_~IZxila?~Q9z_?m)671L)4DU?=@~8ZPHOxbI@_4Y)lKm=I(q(Q?@0$7} ziXHg|hc!*9(A}D{zcoHsp{|#Iff~hfZpeAKybF6r4w`o^Y~okdbTt3c8QuYWq zOgh#hm?jf-LIO&{MvzeF-fqd?QTej{!FXQ$3sn0C*8gD^1>CIjPK`0?z= z90`*H4{gmBGYZI)lR7CeyMhWyHaLU|5n8daJcnr$OlRK=Wc52m*g0`mxpYtSI>3(7 zeJSZ%@^Klm&tE*Qo>ZUi{ug{>#9SC-xwmtfS?V(2YuPw}6p@AHM72ZaCZBeIly^Vb zjCP|wxjr9s&da(XAItAIOl+ZvO1`=Y+4>7NRP5MYE@^;z(Vp`tJ1_QCaAmqwLYz{^ zWK|Fr)X9y(c@Y=5gBePXT-uM7@ifQEe!iX_h3?MZ7c4FTmalbe$1Pw2oU`1=@s`AbLcZpjji5$quE=Dyuh8dkZnODy6@0*?&kAENo4WkG3?|&fI=Va2t|WT!fp#z* zXrFKco}3QTZzN-kM&iaP-*%Cs{v8#DGJB-Kw0?nqb0WQ_vMKnNsJFmEgZoRcA!js= z?x%<8KX>Icyuu;!)C-H@_ZJG64HSQcK$2BC z3_rQKLQz(C{32{Ue{(>TcWS-XGMlN>J=id&K7c2Jq{%Ujefi6wVLp}H`5+F5-}hw; zsgIlCLq@VwnF^2oml6%g%50%X0cA3>Zc@fFHzHs*fspi#K3&mMLdPhId8Cr^yY_w<1!8ePL@pwNI;^mJusF$an6@LEc}KWBuFkb(7 zsKF_aknD?9E!@&W@6#A2Szn!GX>-(KAEQVRx!yCn@DEoRg><1nhaE4SiB1+`b@zwD zK#yo)GTLaycM>%3CzgjR{dlzuzjbDYZ}r44tFm33^=V4^cKK`Q;2{k4cJ3>3bH5&Z z)ToR^qX^X5cj=nJT#mwBHwW~y(S`G(oyP}25-j-?i7_A0$|;puddRi%TUc^00s#>v zZYR8d(o+Q9S2`Fj+ZjLUs2J;U7eaPA#U*Pqq$5(B%0ZK!ZnSi;J1|U%`xX9}E01!u zA2^0`TDo^O*{H&82Xw-73dvR;PWzHpH)meyTgsX*G%>x-xuPYo_)f#46vUPl9v>U$ zNMwR!IUiQVJL!vcV)ww22vFvzW|mj1FB*91i~hCbJY3Zy7$$xE0PPCbuM;tZ84e zO<3AO3;(d)%=1XPpzEud#cOHs3EE%%Q^>h?W$TG>r;L^sw;6zTF^$)53%fG#4o}K`_YBbmR9}3?jFm&lA-!`+ zN1Uc;fCTR3H;iEoWz13G>4aR=zD^ckg5ceWXU=6ddPyG%x-&35nM-Dj;tKD&c7EZd z&`gu%#Oq(5);_3(u%G1(Z}d?-;Vsr&u88@H_;8C1{fyUbk^y}qTbW9O8+RdC8jp&| z#XJ1GwE`NWk+Ai6SCD8w-@{^QEMPP41L_bRvN$uEA1}ln_t^+00BjIg6*i5o-tMKY)&nf zQ`wtb5ccHTa!+c)9;uYdqViNTkt~0e?{BZnPPbu#AT-}jS5dmB#fMpkr>|>cz?1o& z;4-vll2naGcLk|zI#DF%mQD*jdbM8$QcN||t=mjEJA6r=sBr3rvp{WEj(Ye zvA8;;H<(jh5@(>#5TbtSNGE=2dWYiDeAeB?qlg=D- z9b3<&I0ZsE6{BpJzMfJAZnG@XS@>yn#(wIMEhBv|wM2Bgi$TEv~i&@Rk0%3jl29pB}wEW`q@)-&miYM9iYY9RCklZ^0Eupsfow z7TgIAK^hD0?oJwacL;6)g1a~F9^BpCrLo|y!GZ^Oc-)ye=iRmDFVw1CwLjZmXN>}( zDUfwd9KD>4XK`WFaC&OhPg1yX#lQIwV9uti1aok6&78NXj!)<;++x^3elh z7ev*B#lsom+k5W;V2L~ZPKNs36bejTscU@JLnVy$bNckBlZf60z!f-UiO`9NpB-q2 zlg0-t@(qW%I)Z?|t!h#ZHYf!_HEJL&I$ZMPUeBh(3Oz0OFz&Gp+lD0bDPeNCbCYA| zg*Q(^_mE@$6=S;PD=be{q5Bd$uqz`kmE>s&K+Jg|htH2z-&BDMrpwdpiaecXr;;~r z&f>Fo??S_HBS=wL(sz3rLuBAp#&&E)Ej|_M&0{@4H@OOhUWThS5XZgiV-{Xj-=L^rc8BbzGY(qV1O!ZU!InHna2d zP?LwqVnURY10sjjCTFr+r3Fo~(=bYQS{ekt{+FT2f;~msoayy__072Q)pEhk0zuZFu>S@2%14ged zNYbEjN@I*?p}eHrgYWC%dZxrv6Mi#zp7yxCd*ogwK*CKXyf4-*-|GiO!jd25jn_TW zlKr?t58G|4&=zvpy$kg(if4ihoCwr`*O@=*2YYnD<;K5`6YL%~1eL+iK&uFTW>PGp_zAb+IY!zra@Jh1J9G6j0U=M`YIZ2_ zuO~yG{zJ-&`hvr2t=l6u?(Aom!yw3*rLR^Cmc`iwwvWSy`0cX0*xESM431=2eP+(I zu{d21mpG-hcQ%*b{Bd+9?bl%2O$TDD>9#mu`O!tUGP`$MF}a8LR*v}mV@QDAq@Smw z>iV}`!qb3mOXl!?MW(|dBllyu8UoB9DFx%xFKOm$jW+9M1M}02q66MSR{|p$Z*j!< zG*VWR7OT4~JU8jQ-~;&yPBme!Ku9%T7CMKiYs>2&`D;U zaS4~Wst+W#3iYs;c8nS-8DA>i=-_{eEZ(j-ae@dhSShWzV+MsyG;V%o5XSR0V*iAX zQ=z<=t95_uw-v-XGN4ZbLFF(XOmbM(=mGm)CW#9-D@niw*!BB4P$Eu2tX(A%p7ciL z&{uK`oUaJTc}n7czl{=q&aC4|?F$5YtN;>A;={iR!GPZa0>ajTyK$uzpJemQ^el+k z5|#9V1u-kWZqxYBhv;OR03t&G-HR;AY=zS(-3d~+{+Yc^E$5@;*CzYN2hu=$>&{cH zemqK94Z%E+LRRY(??N5qpQKUc+uRVt@?%SHnvnFbR}8LmYa6n*KR(^u%$1lEH1VZ| zgu!5?+d!)L@|cr{dchk~5FyT3(#ns!vOKleu6rY4W)+9!Bww>fqp|vJg=JF2lD#UV zTXQcw!~#O%cWkm^AAKl{in98i<>0fyCD%FEWnuo z#`-;17hMlt>TReEvPwXT_|e!vq4Eu^S|#zdG20p?k|Al-Ox_OG+!{TjCqH(98;8Ro z{+e5svnyQAnpZZ+&G~a3B%QtFI>m>S-?@-3naSr};!Fik)^$RuN54E;m^ zq!l)8F^tYgMk3Bk%SSJrSydF{L8F$H%`A+zDeGF{du%O}c>M-%EexEAlCLRB;}K~; z35WJM=&9>Oj!DcIat~r9IV1tZd5-(Qgo7t--@{Ndl*1ASf4nLhMn4{yn)QA1)-kYLktgVYR5$pR531scsLRm4(R1W&Gblj&F6CAB9 zR{66_N^s8pl*LB!d|v;x(=LcNM#9-_4eyjs?x~?z#?E5;zDhP6cCPyp{oSL@8TA^# z^$jf{gCTzMiAF}7%EKjQ=$#1ipvY9NNwpQo0~jR{v+T-uc$1@c}r~3~x*$et)o9F@DQKPQt3tz{Ru;`Qn}M zY@)J#u_1@mzIT$32Bm8{(yjRL3t#A$`kYwnQDDjaO~kO>51a*`)+OfNhdZ0;^)A|N zn_G`(G;Hc7CH&}_+1~x@$-W@?+y_+Gi(VMh^O=7JULR!f|Fa*xlt`07u{RTG)Uay0 zUvR^z6tecQerdpb`(*x-@tK<5x%O$a8^;7zL0OfI+Kd6Bx8MyYFAoSy3r7M<(#4nR`=Q>LWT3zoQsi|gWLW$|8FSgyRS zuYq7IxQNs}HBSyEjn#TvVWm{oKvKhW*{KsJFmKwK=8Z1j(htv)mXAvLHIl7pQd8%_ zZ)OKs!uFx>ESniJty^2|=22~a$CYJTwT0&9Dd!tj!;Pq0S6eFvD$Scsq`C^Rdd<_` ztrs-96_mZD7wfTwOGmMdIMe?WZmAV(gQvRRjvBD;5=SxBV_k5E#ohK~9ScDsg6Y=6 zgS3cy>(Ib9QvyiJQzC@ii5+sWjA8i=@`)<`h4AFGJtQ*Y>nN&uIr($Mw-)<8v)7^7 zqQdU)Yju>1j2E!Obh}4UK;8^sGL7*Hj!8AF$!ED*;Spoic#_2n0Hh8Z&d5VeIEhzV zt|4I8Nz8UiG{GJoEc@vzKpkf#St}{_m>UiQuMwr-cnpY0vRofT(EPo+P2o%xOKaWK zzlwp}HLTwD-EIl@nBt4!g`J#cy*wnFkg+Z}qAdlNEd80gFReRPXyB1JeRULS`U^$_ zQy9yKQG9PEH8~JnKYCRN3ZRv=3l^J;8EqhSrYvT0Rn1)&pl;5-Kd{<=&0qoo<%Hv2jVQoMQkL41t4jAUpzhzN4}t7I|A!CG z%o5hDYxCkn)M5`lSF7U?2JcPIGu!p1Qo?&@^UOF4wMox*$Y$YK=}>jV`}b*SWS9Ex z&PiJ7pr*aPr_5&QroMO-RM}peQ@6ZT8 z*4%A8rqqrmXizgVIRQPA&u;1M{~C&#evp zvv9~0F^^I5hghFaDcTAms-E~~KJ#XYMO?F3#NKWQkBmJ5xAz1+!){H7_0E&tHAZKj zd5koxBsxhWugB?4&Ao~oMfB1qd!a|0~+aTSv**XoWwM?$M4VCR1Ht9 zvWZBzIlJDmMWi`7;Yv@QQ!cJ&4_LWanIh$%De&p2aupCx^)2oU;t>EpNus={9FB}< z?NxFMI&{FnyUrM0 zeFMNS*92V>xI*5)H%+X`lMPl@e)nvw*3xu|iQT8o7l(OQX^GUW(qdC=aYcE%)NVx% zzi@($7vS4)XUi@MJS$>-#Tch?eDuRKu`pZA$51V9r-nK%^4~LB-haloEERRp*PJ`! zcItk%-DGwH4}Jei2q-mgEZDzjUDX&3`A3XRmW^K_M!>e_s%QZjdTbXJG&ERMcnO@_ z5l`f@hc-(@pU@Zi``N6k#c7rSFzuQ_xQ6QUM$qBbwlWGEl_tCJCj>9UD1FkEGBKty z>p5JEOxAfvUj~&O5QqyS@T2M-61w4wZ$8iT>*KtnYWkRzV3Ri`$+jWr9Qx^cp|_2r z^JnO;CcB%@0n|C&#y8eqBf6iNEuA&wUSa^;b_mR+7DJW^{ms5P^8WvMSX_d|WO$D-VOTJPr> zB=ndDUL$c<#fX9%VzPdqXZ38q9Nj-c8g|?{9rFGIod1WodZuLgH_klCmsY1)C$Loc zfU^fmK(|_4B^ih-Y3iNzf@AMPe$4GQ^H10wg`0}722`PrpsC_50HgxUUe;>lWj&3W zXaZdE(W@$+atG%FIcRUvoG?V@PTvoC3d^X!V@{~TF_gk>7gIuw#}HTHJUdDIWn@LV zCJ2mnIap?2o@j>Nt?2Y#7SpQqCe^4xJoqPEnolRbKLhG+Cr;nk%*$8mY*L$A7eTES z<3rG+$<_O%HH`EW+!43*%|IOOSsuaCOovS+LFzX1(pPVvR)SDD-YNnrC+6KXM!1@c z46(q$8Yq@A--6jjZcP0poV+d=7LxXLbVd>P(V0*!X((wA4_M3?nQD%;6MPoZbTAFo zfQ_MrZ1Yy1?xJNWdAR(>oTI4BU&5-)ejNe&y1tj82v4b=84;>N-qpuvBzV5oqu^ih z1$~btvHAdzx;(EL+w||f z`zK3TKWB-6^K;IV%-@ebUYT1nqrt}{xy<({k-^#2$k>d!PBy1+Ad>U@k*0FCmUvg; zmV&B*xm#e^(CQ6ol$?w+qno-&Bj;IMhd|$-i;s-pB{}9_d56dMNd#hE z=Rx4G4tI(ol*KQ_xrtcPR3?44quHYCj@5K_OHd54@%!PayX60!4Ut|hWv_w2MfJ4&~OPb?Z!(6ui>2N#)tQi+43Vmif`Cj6dr{Dut6NyHpg%>%$g?nbY_{v4Tl&-dw#NRON3XV0*T!fHQR8RL~=0@zYx7nsD3WMNz4B3ht3(HE3d+Y~52MU=n?Ri~#{Jad; z4X9*}0j8=|^L*=QiuF0CBdNQC9ub$xP(ga{Q!H<6ylrBy1u=QVfUmfTu!j8{<(m48 z2~$n}mGH!KB*)1~wZFF-HUfpAJUNMk(AIz~jENX+YgQ(rTZRc^yxy@^^ED7PD!OeZ zUT1FY{uT=I&&$s}V10154$di$OTR6ekoh^AGKH*`>t2e<=j_%Hn(t#Mya&273zaUk}kfb8X*kNOj#%tLmz=_#Ds-Yc#n)7hVJY6!5rZ&;8O; zbb6~!gG!4}DkfF#5xi_uFm-$_e@|b-oV{A|+(hFL#@M&zp)?dZn-E=kQ1G zjMr;*EOwz&n={oszPOzP2d=V$>?mm`4wMMHOl_w(bdRX3dFb#SE4*9#81S^c0B*q- zYin;G8FS}M8Gz>OcMldp%Pfq79W6n{mD(|sA)Z~JD>f$*4$|DX6r`ha|5hoG+vU)L-S-S> zPP|@9Q^vU&o-5x$rte`5fFMbvl>$5Q#}CkItyT)eYOS2N%3?W*CFO7qR1MEoIt$DY ztq2#u=DLJ?V1g^-#}rw0x^F*v-qCf_Kg|6&)t2#56wTu&bSYr{4D<ZbsU8!KWtlITj*%YB2yqXDuNc^Ya_w z)I|a7^vfa-1O&_G+2!Q};7!pI;AB_yES48+bx@Pxe%h-vB!A2}@lx*k^IPyvBoi;~ z>@X!>P*s7&SL-x0mbz>kNq~MR8JozXz@V+zQWOfT1XN>zQ!Br99N1b#^zMZd5YNZd zq^^XO`vt&)b(BUJT_K&KN3iB6y#Asvs~;TPA--byy)tV^frsbW+xQQy>Sv|hR%X8O z_sK&}U{BA?o9I;Z5fn0O!3f730G@BDdxo$8TTtWb^#`+UzthbtpZuvcqfGy8TwBB{ zROi*MJ4+`k_~$Y&%WwS;jB|qMeP{Y-uWXrhvLsqp;<&@E*x{FIP*L{x1QFXN|3qMo zbQw1Pr?j4lN0LBg8G;N*$I6fAKB0Ft0O)<9%`@I&B4PTR*L{_(#Dt$SU6ooFZ7v>y zLG>EB@4Z!1cm6(YE?nbMV6(U+I(t}fnj0P85u?*IDloY>Wt^rZFSM7hP)*FB!75VB zyqz-GM1y*ot)uAoeA5Do3}ReQJ^7gxN`TD#RaKQ<%1fxS`)PB*!erbKeE6i;AM8IG zW0GF~tUJW?O~fY`I|JArGofZ3>_ryEiHTNf zaDWKA3l)mLenORG8FQ3&AwD)U?4g;lD$ogBY@KTg-k1e<@<-4GO#I`>b)xtyhVL=% zgC#Nv@Qb?6=btw%Wl)h^P?DMA_8He<$G?VJ;C);xKnqDJ@rq9B!({4u=C6tQXt*5MGA2L_XDL<)5mzVir|(9fzv~gbB>| zpP2H8VU1TPtuAA@6}vCn=XE>kTtN*gXeTOBOtGHbGgyWvav>-lq>5OWXwzc5m0k;c zsV4oU5swm~d|%#Vw=q_9vNV|%!>m1r#yP*xj&xg@V3V6!HSbI{C3v*6KUguZ7a>X{ z_lJR68qIZ%tD3a}?Mts}f;eOq zzm>e@^J_erSc}UYz_G7Ax=7TrX@II@Oe#}ig@SV|nTs5vw<0(Pswf%&$-};8a>Toh*yoFEJ$^jE+VPMp zYHd>Ji5h1C>z?n}g_u~{n%GOuJRCrAXWd3cY6PDacEXipVq~KDbvZ9B9LVtqCCgWR z3Uxd>pY`aaBh*SY?nZ$S$BAh3p#0rg#RlSC};2BCnXyd zT{>%Kwxb8t-qZC)&&8IrV-g3)=Pl{iht1o$fhl*QTYfJ(Nlx9c%mhe=3I15C_$yXW zjUH>wLZzh_PW#riPgPyId_`y#z*+wI?_2Je!|}+`n{$S1GiC=vn7kb&ZY7y(u(0!a z_egYuu8f1M<%Y;_)<-`Grw;5-BZg@NkMaLyZZU#Y$mKIvAvfmrya}fRBj;Qi?7B13eU>bA1Nhr^ zCaK#%B5Y-RiRF*E%_n|x*;;EV#)(vIxr|#q{EgxI=RZA5Nz0g2@18 zXQ#oWvN%-tbHycVO?|UJG3H88kz(UYDmE{3ZkGBsWglczx7i=5 ziz2Pv+t?ee1AmGlWc4Y@X9C2xb*ZaG&8s;KeZ!llQ&R}^Nl1ZE=sDBZDLQkhp{Ded zCUN&XIv#LX`>Uj%C)+rm2~>N{v^xx>AsQXC?~T%E$UVP&hAdHP$;u*sHt|iM?Akz# zI-cMEcx5Qqq-EKH;#lqm=XbwCEI8i2P5N3}PS`(9iz|e3MQWDu&c4P`Ny$;x;+TFR@>XV6p8b;~Ysb1>byV(SJM8gB_o=;Y#A!y2C5BcrD6I8!GXou&QKfsiGp~h{HDGyeCPVD;Q!1#}GLc zQ&!}DHqoeZRgxY2egWZIchW6;o!dIK8V&^7ka>K7$DzQ@TsFou!n4)BtM zXI)18vX?*M&wJv85|ia4IdMA_6kO_W`$x`Xml(I(7O@rPx+S0{8;aY9A zb_D+MKC=^T0)vcZbJWNT;El28{>masFq#$+jW@BY|Pv*d_6&Oogz^X-$R zFq_^(qLaXK#@^zH-146jJ?ejKj)_~4R>a)g;FY5oYG>KwWHnU7*@N$!QvkW zrw7s2u>|XVwVM?WU84z|kv#)Q?%JPy(TBF1==E9GZ?m`;o#{2(R4L|mLKX2Ibg>v&TjlwM~ zmHcRY50tmknyP4J!2vak0|%Dpr;iV!d1!n@xv_eaJ%7F*-fUsE5=5Cv zp{kjaVG@Ok-KtQ@)bqu@4;RYhE^>IB^WHO2c)xC>u~O4lM}9{BT(>>5Vk8XCfnmxv z@BYn~V?STw{bXyCh-wwje^>ij!XkKU9KF}p6}t#Uq)0q`%->@bN_?S-RkA!|l7_Zl zkb`pU5?G^OtiT-qOgZUh{Wr30okkr7TiI@o6Ra_>InKRTU+P)GRYaeD=uzq`|C))W zCtyj4dSr?P0=q+pk8s$|coTMym=kcbYR zqoDLz7I7SPM?qvOXV~)(1vks5Emzan z?Gl>d^xa&>liuq4FQv0Rdac=1^MsO;6Fpd+Eq4#yLhywVg<4=lc=r6~9I>m?;cF9U zn2=*2JeeQb`1L0p{?jWB|5}aFdLrDfZ^6&D%bZ`{ixB-0wJxPO3mLSgg8MZ=cebWi z6}&xV3Y1n`KCiI!Jy|*f7A(`{(J0Jjgg5MRVITeLX$dTk*ky>w%yN!3ik4S>M@_h! z?PP}Zi0F+9+w551ksaFpH>Vjysnn&zsmo3sr^KWvlo;cQzVOXkW+SGunscoh=)f|W zpze}{$*ZXhluwU)$)biRzyXefWP3GGsEV(Ik9Ow&ar{yc*SMVmpHW~*$gUlS0cWRJ z6nZ^O4Z+y?8y5AnB`)8Y6Bd-v{m-kNP*Uah}@#3g+bzVqodoXLrkx|-^|p4D82 zIau5y@@gmz0yRUBD}FeY;a$s6j)`T2p<3Dujk!?CGtzkR!kb9cJWRq(x{eO>gGptM zGOX>N2_>T5u9)8f4ev?$@Cd5PJTnM=;T5Nk)|_WD&}BQY6{_QYsXB&Tn}s9}MUJ7| zx?!_w37FJ1FXTX`9~q6~C^U>?;xy%CI}#V8KcpnGEv{1iQ_sD@&5o;&yCyv~{%iSt zmUSnNs_~#%2E`mgn|pb&QvJ8|7KA|`jhZrj#idainZIWC`O|z);DY)2M=2r{0-znv z+Vqnh}>lH2+w&Oc?)Puti$$8KWJ?`#y>lCm^ zAIpq9iY(aF{aTtu^{X;JSX)Cx)F49abQ8M8? zSt94<=#(H2TW5-EM=)yUjid#{S|q5)nf}&nHD1^!<=ZmWp629t!aF{Dy_S{yDtyT2 zdnmYd$Oe*|SZ?2RuiNTbAbUZ&Z42m!F%6I!);<4^mF-_HVZhG3+6J{~^2tK1X%Baw z%;q1m^a>>GKNFST-U`CZbgqq|hE;D!=L#CCIu;vOC?n3kl(r=`zPufh!|@=!J%rg%oQT#Z$k4H z^(=?(-}fGz9ih68p#*H;^ZW>xO`!5yqtoWOENG#*NVN?dj!Z%R;zOS zk$fsnn>=-v*TNdf21Wdl@jvoh7OoR^HGch&6@#4Y3${lane_;1`mTXXh;_iN@AiqU z5r{M5uBM_loN}Z03aPYZRmxaOm;*&mcu;yn-P@}3PcK6hR@yATI0QpKM^=3}KB1{$ zQi$gF|1M(*kwRSZ`p^Boup7^qw;N>$wJi zO+YJ#e4IXUSjVyCw;^b@LZSr^i=6;PFSO_ximnnx;RA z~8xZ5#n`snoI=2(|=wrt91tv>W`wv(T+ThLn= z4=R(X42$S0nd!lhC@?q-#cIA**T0q7dEYy2UE)(X@3RB!TB(7lA3WH#TxpUcn7n(k zZB?3al@~;xkWU)d$RgC^VEyd$&$D&~47$Sl#cEJlLSeqSL!4kw^jQ~@onO3TbB$TA-A@|KgsDWh4 zdOtqG)tNIjxv`Rv$%oA<4IrK(Ad8jAe_<$jc>Wvp;x_%G%t9LwyS}wvcQVN8f;jDB zGkMX>bqEWoL6N~4LT5{Tc%wOT!c8@6Bd|?9&Nt)lP92o$RURqIK&z8E$1oC%ophJ` z(6qFu4%oex?Ee}JbqkHS3n3aQL$_ya>Nj$8g)~@jhY|Ed)JF25%knt%Y;`zfpXPiT zq=t1wu%!~sIRxlK4X!RPa?@)J2Vw*eQ;o9KJXoxVsS0>0B*qmsV_rC*3t63@>(!sVz07+2kQxARc*aKv{Mg%=xlhLV2P_ zCW&ce5^Seu?RGhAiZp*cASc)oCiGVvVcwn%*)y0J#5(@YW0J3*3 zlCg*^MB-XZ7S-jsn=PL~r4n_K2N0;+dB7I)=~T2mP#P74zzPRw66hEA!h3$E0~(kS*6B3;%u z9Py^ln^0rGjU)njh6(d?r|51#P#d;V%4$h&>c#!^7WC93U}+$I88fjN?-#xH^%w7A zpcmS|s}{R&p5(rLK6JP=^?4@>UjetLU(XZnLtDCz*;=4$5A4?_T$B1IR-0!OXdmR7 z2G*n{E)Z`fis6EFLgr~DTO?D$qP1=MnK+?6w%O|-4R-Hs-_os>J4-Yhz@A?%Gl z4q4ZjKi*IeT+Ju1Rd&`=%guzy;IKnm3_6xcNjrB0u^_iOAF{zXtyB=IC>D1M)c+!# ztF}oq&go^a4`?J{z?dVFLyL^VxB%`PfqK4%^p0c{z}sEa5#xK{$Rzf0xm6LU;5nUM z!C^~4e;JiqIUoEj%$)`i@_8tQsMHN(U)+V!C3-s&kx_AN@5_pA z&-)2ZV%VPM$j_jR`hu*v{jfVN_|aD2pFaO&fvgroD;hGu4F(yP$A%pH*S!~NfMfdx zLX!h;GYOoL!1;*V%IajU|JiJv19_YJ^`T-ZiHiLE53_({*Wx9@UHMV%77~7wqSzq- z+WFtxIdmBj`n38qEn3)Z^9w(G4E89WQEi1`5;oA0oShmSzG8G3|BsE2*Lpn=h4D8O z<&DbF@#4WdcFK6PBKgQr9wVP)EQl+pbXU3Ia-1VegZ&@U&P{RyQP_2?Rvt<#_b__A zhP67?oPwCo?UdTM(BoPNH6Y6q)Wv+AbrJU_rHi-0MZ*l&dVToMg9HOF(Nh4*jb=T% zvkCO;jv55b@cm^OFrMm%Z#SuG23vp#Zs1Yd6qnLPSrlL=c52Wc+av~^gumPzzpw2mT#Iu@9yZs)207t^ZlXN8++TU)th&@ z`Ck?4p$061f;H2)+({oHXh5C6#AIq=F`i)FEz95ti1c$D)l6IY_0$$m!_{ zHuHBGjVcdXl(dZJM`q19v{LK4iOQTaa;*xqdvCw2YNjB^DT#vkhJzztV$o0c+-?D) zSd#j#NulD18vbsvgF8`~IUUAS+j>mIL{fV6)BQAnD><8N7xRkR?rN-P*jtP(gH~;? zS#Y)r^dV73UQLX|9G9zwciKPn-J1h{*n79`VWjhWjkwC(hu0J<_0}Z$2gQDY(mERn zr!Z0(`v&AH=Gs)^=?Wk(H(9%M^vJp6xew&+Y2nLAMq@3ef=nbWH)vt$cE}N^6t4fA zxYq#(N`etvKao?QF^!W4>|uYTb&Pv@!NZjw4hngs)2jvX)BXjUMQ`zwsECD23uwph z8%d)8mjVBz-^ok$^>n*5T$D=;tQRjFGwZ>5%CTj2JdSdU5A4IRf)z{L4KhFdLOrhG zOkG)h(xuK8g$Q9Ucs=^tb*KaCAn^iCR->*bY2l+0O0w{t-UtMlR9>0Gt2JyG)(uEWi9W zlS_@(1K;)i&v{N3MpP%N$KRYej-(Q5^|McdW=MN)Q(pIVr!^Xdtw*|tZKb}2`aM*` zJZy#$Nci;7Ff`M?fQZsLOXUwB(mUPt`9HS+#wwU|Jm1X^+LOIKVVQEeMGBqru)M?m z7GI-pW&Adl89I#&(eQ#Lpvd0wY=bYLUCF1e0AAi&{w#<<)V^^Sg~FKexFjKFoi&+7 za(va#lQuG-mZQKPYAdF3z92T~@5c*&UNi8&=J%cJQ29+jdz0xDz^Auy&H9R8`ahKT z=>MX`-&84;+Vyx7kDe~5kLHFZOVz)DlH-Krr^rgr^FEE6Np}-BSMrCVG$G;E4IQ0J zh)qD~1?K6$zinoxk({#BJhCvomc8=1UFJWMM(D5lM962qgvfhZ8%zChq#5^e|B=a& zVa6IIKfE!Xz2tId%UuH_lm+X+$i5&KQ-3&qScz437)AWMe#J$;=E@jVT+O>D-s}=Z zrD|>B{C#Q{%7_6sH$FTg)(n_-RAxFZU5}j(RBuvosq5{=Vs8H6EUQhzPxdSV(o_Z*2ZN7?g*nmcpF8a{aGRtX0@VEV&pO z>K52xOj+E_>gC3nKTZT$DG~&I#@mvWBMJlYjK~@sqY-|Z1Bj2)X8Y7019N|?a&TWm zamdHL@g8bEtI@-R=%Kd6k@-p3#lb96`RPiaSMZdn0Pafb%C0LpTWg7eUkY5l7Bi6k z@*0>KD27HIq9j7Tzo?%bavpu-$|>x&JLb9O@1Kz#_2@xxB2$CjB5XUxG%LCwPsNEU zJXlbUmc!3w;BQ>Iu$TeRckk{SIN?S-Sf9@c=UH5r$U3a7Pe4>wQ_$_?sXC5v{8!BI zN4jMckBUV2$WX4>Wr~Vffx2w>maztI6mNwbmnVL0r+A(+pFq{!G2p z$896E{#B&OlGj*OIO8=j0*<8vuA<~b7;gL9Fth0V&QM@o0xJmpY5B1oubk8#RxVIf zeogYgF;|NQ#`z2f?lZ1j7KL1%$0^SD^8a=uT9``nc4sMD~i-oAMyYp6=7NQ{>Vhxjw z-|_j(AjH;g!vo*V{9nhcbDW@fps*o9o`R~}6V+};Z%&yR37A#&5mxgxWBKojp#yvHN5?7$VvHzuW`xJOB`<@|8}v_<`x%gFA;9*n;R zfo-9Cl^!yMVIe#ud?#}Dsf60bVpubM%VYfH11JQ2l||=vLeD)BPT?6$QOTpCBpJ(! zvNV}e0F$eP?Wp*Z$Q=m)`Oc>8>7C_k!@dK-t2(K3775Sr>Fh;ENp#Szj+@90*EZw2NGx_fj zpOi5mbhyQ~LCTp2(y$InSsHD6!gp{^U~*K2_^qyE(_gntT?4ou_V@k3 zkT`)Zf09?dCsD|P!s4z10tZ;TD-CwPrm)jEKH-4F74y*e8`6NkD|wm1cxBy_J)`v4 zJ?Ai9q>=xq%JD4hSp7h`+Gx&NR+}&4b!^YxxAG&ofLC`mYn<~$Eh(x-u{U`WR3JrXyg9%KzFXf^U*;$rFzt9b)bnhjLoDVsL!a$4Bg6> z1%>egC!IUwjs*h{n*d5ZwE{BN_6d#jD@opWR(mexbaFCh=~^*@{sq{nOgf*q1j&Rb z0R=LvV0_2_{&zDfy z?R7YGIPtg9-nYy5R(q_{LthzLX()Yc4Zb#j}OlpWZe`y;tHy| z#}$-PDs+K)??rHYqE^vHdUUA{(8o1PYr*$};*eExP^MWfH9|beNCS}3Tk!BL{noer zIF-_Ag?qmF$#lX2cDHgB*rqlXJy*tzO@__#JDaI%1scXZ9g^J%w)!lhNN{exh2Qx- z#ynrm{YkL^4dw0LMl(%^<)3oIpcS@&*K;~B_0?5 zO}G4{{3k2`ty!&?=dMhQ#bnW~pO*u2X1>mDTm0%3sF?A6BG7N9HJ#H_tAE0Cq;4Rt z3NHQrMEGPiiq){Mu!&Bab)r7qKl7QzJU4hgf|DAOL@-*?BhT%lKjmt&r<2NnPOmv7 zm(4N2q>Abe8eDxou^^fFdpquA7qtp*w9!R&Q<(G&-{5TcD|Jf@Ol zPB_d%nGbXhAl5N?%H)?~@My*UI1|vi(^y|Vuuu6>tbBWXaN=v2W+JO%@}xY*rmNG! z;`3`gZ}64}1w0`;C^m-Wi);T=aYv*?Ckmw1NMj6AH@$v*NiQagh&kB5995Mx zo?8REu=NJpPyUYr1uFl9#cV~TsCcosP2cc!(owq?%_5Ph9JN)AJ*0ei(7s4@85UU zSc1fDX~ei2BA~l{_&5jBKtXlC#>rZuj9)T@VXSceN4G)G=pau$Lc^Mw7+kcd_%nNM zk}+6?UmGKbow(syb>>0WmVX<1wYes2p0*#BOC4qDS#bt#?a!#)NaR7ld*h6oP%Wlg z^0|+vT!CiF=dqkRf6#?v&Q^q9)bkdZy^8;}DUo2uRdoy4>)LB3$xTjlUPZ~W#D z#;iwsbLijEFkHNs!tWf6p zWe9#AZX=M_MXYPkxlnfZh2Y;~iQP%n;HkbAe;aJMeKF$U@=*n@qxcdL+lLB;MmwX9 z#k`w(a$jc#zuoA5E1{CDgNo%Mm=$-{i9cV@Yt#p5>o4Ylv^Mr?~)D&iaN7Kkg}YvR3SrM{-0 zt(wA5TKTsK(NmwstqT0GenxSw5@u8_-M6k|A&R515TA+gtpA@gaLq-~-^NcPh2G7A z&7I9UgdB`T4g1FQ{5I+^d*7zLmEM_miS&umOEIHBJR+czv4qXnmXxxvH0Fk~{ciHq z@g$}o{H^=jmgO(ek1YNv89(8XZW}rVFXE3sySP-pS?%q1V>fKZUxMY5CKBdA`>UP- ze4~E+gPZ4n+)c2jz~e^3LkAxx^MQ&fy&T3Wa!Ya4dEUF51Mt*AQLOhqTaWyB34=2r zoic|H^WvcPFb{`RJce>DdE<&EQwDAW}L$H10cvn##Y?y z?O-Jt+9ynpxS2w7<+Lf=M{cdu4x2Q!_ge-?yC+MNxKu;r6D>g??aX(z%A~5Wxb)zB zZrr`xkXBZ{|HIW=Ma2TQY3@T!bi`v^M;^x=?{QKb z!>qGXl(jQ|U6tc{0yKgouSe-Hn^%EY2?4%(_M`b~kFk!wHy|7p>P%Q_3=wHWY&O%% zo7r|S|COKQwuNyWxEI)fG#Iv}8b^D4n!{<7n90@Hue5aI=QjwOAWCj#VdM&a(wwb|vN-tXDRE={Z~2bR3c zo(;R-8*L(3;$kPaeg5C$)Ebd0*=w_WtoQFcJ=pVvKKDNOM&qonS!0N5N$w0C(!_rq z;DCAcEfWJqBUJn*SM!)i$rjlogD!)EtBq=-t*PWN$yC?_ zn$_erD!V_D*Tq136A+T*W?~lkR9SA3L&YaQHRe~V@V@fJ&4biQtK@qndP8zQ)C=gs zIVh>HMDi6h&s{-PM(FZo+{}!UtL(+Z!p^(advHKP#D*RvS-pkba5gpa9Gw&HQoR;? zvS8Gpqad4v8WG?u?6)9%M4v!hU{G}pEE=8&9N`v;V7-pzUT%*0s2tT)aX++jxXE9?VnaSl1{Tn7urzU$Stc>0l=U|s>L6hPcg-Nf4 zKx|TR>xA}8i|6pG^r5OtEk>r6doE#6+w6*pUh@;0*-=+M%=P9brNo2oZmTtAR9U)D zR|n9Li)DSj1uF;HaNj;uRmQ#vQUhlREZ4^(AF=cIb3r4%xVQRq`*fi}avo&O z3?Rocuo@IUeuX`+>r3RBz%FV!TTG7qj#y{SFo6Yl&Kk#SE6_GaDnq7G;>2_0$GoCOI{cR+ZCj(p<)<5*G=Zc2t|kPr|FgjFYPL$ z!O=+}F}8(LydTMVa*~GT(H3Kl|6&1nRfOaCxzte?jFwgzifk8cwagC;a6nZrl1)BQ z;#xcnGqxGi>EjFKbqc>EFQVDGTJGEXce88$+y=$%hSd76(9CTW3kWRx!yjQCqKJwYkF`b z`H|CHizc{|Hol}w#ZG_`nXXMlC8aw{pwc+HOS^(AcTo#OJyO%$=kl{Z?Cdr1{J#iWfGACQzu(HF%?JNnd!ZE0~ah&G@-4LeiDGNu^ zP+3{L)L;@cYE&uSuSL;$9$!dTe**^zS>Q?!>4T1?g^?7Q@w&{l&W!sRhAPaqpOaYMQ zU@Xt-)ykvVGXo;JP}e%5sJQ`&nKGlin;@6&cy#X!^ zIU$k=9$Ex?(r1OjUqjL-Vy`9JVZrrumV1TgCMBy6Nu^hl zy11Fw9|~yEu6+p5FI&&f+0gG+|NqLG*MF!+-} z*wBeN-odk>AieaSg>a~y1y>}gBAJAo#(k;k?l0Q*-}J>QY!c995i*)%4ax~~VDw)F zo&Utq_vnuOBqx<|3i7SiIOss}xibqX@?tdv9-Ars!z92YZG{PXXlK~&`i@K#SorL) z7_Ti^+-0MER@D0v$C2clKQE~HQNZEvkjoy>H*VD45xuoCg!c z66{SN`hlT7MAT(VLIPsdw|`|MJKy-{vB{P1Q@6<{Jk~YJoz<4#xth)~3eA2YWy_wz zVul@M=Z}TB#yDrj-e#djfygX9w1zmvF(V*z882=Y-~EN=`oopJ`n)p;c@P8cI6aub z3Er8GxdhXEAhs^8I!9$2rwyO);s&@#IQRnz;IsEzXr0TbCD=lnE+)a6HS10Lxg#9p z0YAK|(=gCrgAv>_TV>d7p51NJ6Nt#{T%_=K0U^KnQtwUdD{d2JnSX(WJ z`B5E)Q1+T?cHVk%Cj4oM<2m5o(Z=nl#WYwzmp%UoFULJ1i|5YhmB3Ksk%T7yZB4`0 z_^x@w5rY<*FCFi4rI5Ru1@p-sp8Dt)9mJa{mZ_S+$ecihwMO79s#2`PZ8kH2X=T4~7W z+U|Xl?A4n-TVq3#f3beY$ztM@OwhtryF#yt$ekC@fyLUZH84e=ngUcn>wQSg6YYnl zKG^;6=wUIIfKKb{b`3g*8!6%M0g07*l^RF>xZO$NR?q%7NgqacNvSE#0aCrSpA$n~w0SLtr5*D&F>D;TqvtTV(s1Q66c;Dk+EEh>+XlwOO>gL`NK*_g zO*W1<3OyTe1^Zp$Xwd27r5dT0D~?>@_EB(VOFN|}28^kfrw}vqWD`j@KeNMe_>P$v z-<~T0{2e&eV#>x#-853Kez!SyWtMGY_7!qE1;zBm-FlL6=^!sD#(&}EW*D8yYvUP& z|9}^XlDSz>zbrgz?dBYad&@zzT;))rg;OD%?OSR7lxlNOz~}Uch_HUx79EcAyQ5q8vG)p za;E|2kK<}O6#!A={7i}0m*&K$7I(ffNp`1T!io{X-#v}q#~JHs3zu1RPqDs@wz%N( z!K)9`kx~eG_LOBVH2HwS<(>bMUq3O2ru$J<_}_Ux?brf1+RR3Ay6z5G%67 zz3*twPMc{Hg>bk6+Egr0zu$;Rx}LEZb(ht&a0K#Xe*h2YWjGU6Jy#kf97ubxxkD;ap zT`ex_2-7p0>OlH%`34ACKP6|ElY~xvaL?y~CjEA{3k)a;lxD?ov9WD zV+jsoUQ4pdAna>gAFNJIywH-g$7ftjWE%*IyXM6O_4~X7V?=F3u$dx`{p>xQb z($5(GGonBPBh0|anR?A0gw=$7-HW`Kc_2M;II7t);5H-9O^Wyc@bO za|tMUPws7IcStjNCih$dsOsyalVVL32=_kI)b#SLC|LU>Su3vDlK7nSU4U{lo(n%e zWVqX)Z#fUn6Cy=q^Xjp3g|(U(%S<#MNbL)iF;d-h{8D>)z46?_7d>qQx)D z(`y=7elRC!weVhd{Esw8X26F8Pk?WpD|ZGwcJ@kAmxHmMT;plBUb6e}+oKuyGrT{IVKzgF;V2om%MTqgPiC9$Sn0;{ZB99D9 zB#GLlelm_y!Ww;_RRY6#a9R1v*ju&R^`a;jQR&VKur^Lqg~P=@YJR7Yvl~+n)hwqP+v|4=RN~?LT zuuyFNCk|{HHT)&9+=9jh$N0_mxe`Q$1I6s0O=3Oik3AwxncSWvx=M#Zpg((`kJ4?S z=wfAFF|@S4Lv~N)?EuS1xtt4s!ZRjV%?A7!trTJJpy|(2LJ3 zN8k&RiDZdRB99_wSJE9I^!#$ZdxKJwE7?RQhGB@oCZSv%i>aWz=}t6{b5r9nTC^!L zVZ(r(;AuiHUxTJp2MV(=>Q%>ri=|&UJ&z(4L%?VBOt*VtK$G;X&|;VFdeN$Y+ZqHP zc^jFcM1H^gdctk@T$!`%oGtpMSbzfkwO{HI&Cs}@D9IP2J#>#`Y%31f$ zLIjuQzbuI<_(?#fgx_K0LtLjS_dLWBL$q4%BOb|k z$woNHZ2I5d9K$aLMmN@;{xwkJ+i?AP_|J{h_Kkmj<|J3+dnSOUsYpB%Bk$J!`-4q_ z7ar1f?bn^r@#zKL+YrFGr^BsJ#A^`8W$BhwQjgudmS9-~n>1HC%vu5tT`)-wa7OQ# zI9T;CNCnqRX^N1)2>lz30@_^)e3}|!kb))k=t9nF&6ffdViPWmSC*T=x*9VzUPy-X zOVn9Kz_9qr4)+z@?fA~rkP(5M=g`ZWzo9P-%AH<4)%VX`QiG8Pr7oLJgNGTyUVOC` zazAC~AgpqVbmT7EY7oE3p`qK={yNj8=`ydCmZ=mP=nj{7)7v8ILGGx&HIe(xs_6We zA(HlT;&oVbEPEI{g4W=W@FU$Ft*h9 zhspu!EsdyLP z&S2!O8~xrdLQB&bEyilffqepn|I$o2j?&>HjlSnzchBhIQ!UJVw6XZW5=^&XP()Hd zSDBwKl7cwZd13noG+2lbA4&^79sfxEV$3ptDC19^e!c_^2t8@I>%H|xQ6orJ?x8>* zZn~*koe_}sr4F~sf*N@U9d^eBzSQT|V*tXh6o8AP9OQ9cQYZ2S`#mRuueuYqZxOJ$ zRp5XvDf+qDzz*;k=O!Q}{MjB)8lUnw`LED~U4#g_zSQWw$39uvvMT;0pdfqY>usUG z++wN&M6snsg|A=89ge2)*>|vZqx0Qpxo6>aiew=OA&7YU9-*w!C_j+M=_dibz+FB= z=R%SghUY+m{c3IC>@HyCkjKM zmG;f`Vx10!R%FS5GO63sCe>i~2_{3;JuW~sz)Yy}Mx9*~Y*V$U(1G=B{8{2Y$X0dU z>bl5Jd+rsQnm}GFqN6zU?kDo@&%K@aH{}(^qK*+zi*vqU1Y!z(0F3_j-O^oedsP z(%suzcm&l9HbN2yKrju!caOOm_-kYYsU z$aNObaD~t*`}0~Jew>fEMGuqy*CN*-!VB8tEmO1(4o${Y5-=ZB9OvnlOl&s>M&X+Q zaISs=(D z#lbpWr#H!fq5fd%jNtPRl8q|51N_)p_RfMf8Dfw?b%Y;I+zeUW_ykFM$)Um1J5Rzz zY2+AIKvB8EUeNAQM{_byU{dZKu1o60yRTSf7uVdJC&5umL}1J~gPs|InCYpTi}iyd zmVd)74f8u;+%5Wg@FKm5w{YbhuFW*uI+~BFIp4o`-wg!+-iEO%HKl@m7I-MR@E>|) z+E9IqPCW_kqWp&{)qf1KbqLmkja$f-{Je4_O=Am$MSo%7xUoOkX4;LPXvl#miO}5J z0)ho43tf-yR420#zQ!`n{h^Zzv)YS&#yu#Z!IX)5cQ=7xudgK0UiUI9x2|h+YfN z?*d>~t2I!Y1?q9-O14#HeUjw3=z<2bD(zEo>)eOqb=OH81Y|@*d4-UnX#7!dzUb;T ztWHo_!&M_HorK}7Y2c;~{^u=1kIJB;!cXtK?3gUz0S|SupFA$!IW0jOBW;)>5i5~c zOFj&FM&^fwGzBZ9n{8Hwnx!B2xl>M2niErOTNl?NJiGA z!;3c%>HrEus$A_EU}`jEenpS9H`%}-<|gsw@Bm4XpD#VpVmc+vG-6;CSc znFC*bWlf~<)3Jh91_HrQALyh)Txk=2wA`lG6+F?9TywS4ajI*t6@+gVI7ntQ)@pjg zA*5M0V)7b|Chf^KZoR|qR>3qVMC-<9etrr3mZHp!H`6w*)mpGATesx9h=(72W$NuX zT3HwnpYMbYZQAZ0VA-SXs*W&mo76pM`zGssO2WH zlY;{QF8)2m6sZD^e6$vtjTb<>v~2o)YO_k%VX$l(l_QRoog+&znk3zlEMx|ZoYkzi zZsh4Fn(uLmqD-YLjU)4VLBIClFog1O)ta(XvAmoA$+7*z+@-y*Xlvd*7R4@OVM&mW zmL}j4KeQHuV%H6{UG&2Xf9|HE>ApMuXwiT#>JtBJ;Vx4Z;*Bg7%%Wg8s|>lrfEZV51*tJs=+dUPqC zFG;=?eATM2yp->MS-SDs7UhHE3tQ@zvSF`oXYf%gU}gXxx@rNk8MwV;VK{&yJgA# z+C-W!>2Io$`f1lVak>z)FaO&kk}Q@Ncy48GL;GcyJCVBS29;$_2QIkGNq^#P^aL+i zLBk_U$Z0M-Pl^aA72pXao&}}@!?A+>NN7P>R>?ichlAiyMmTOcW;{EwRJEVCT}TJW zP1CyJ8XX*4v{I>>IsP_KwjD;jSaB>vwL`pl@cQ>D%ty;gzadw(&owtpLpI>S{tLPH z6dpJXSTVtIwp*1pL7pLy%4RYtQE z+g;N}J#NtNW2O_gZkirmzkkw?H$45;)coxJ~sLS&ihn$yRh}5tXx6Qi=>Hcxv;+)Mhk(`L1L3&BU!& zYi-#=SL=zx*JDzR(g_=Jhe#N|twL#+p*cGPZ}|HA;k_rMloBZN_6mTtIA7aU9ix>X zshMo`*jiGauf#wu2~9_`tRhN;f-YkjBaQ2F@SW1{QvfM_|72zD3BPR&^Uu5CGLym{ z6_+3f92&LLYgfsjHTZc>8CVl6XnZi*)>^F4qOfa^wrvrVF;IFisBD$bXQ) zi+YJS|K&nB7D_`p>M;B4c5D7kenM@i9;{KOrZmui|ZAn=}QO>=NS}ga&h+h{@Wwn9mg!Se&d#3%I8a0W8qE`ys0r;@h zfLBzt!i05;*ys=N$#NDDfy_dfjt%Cod^C zSE*Sppx%)srmApNos}L0yUqHH^gK?qKwajsKgw$|-K^qD`d^-skk4-E zuq4%phfIdfkNliEq|R^L(_ERCMN1?@@WrY_fM2I6hC}(ECWDe28kp6oZ#Wf8|1UZ8 zkc!n$GiXfp=6SlrB`oh0r&{OTs8klcY&_-sP&D<@8XC7~=kbe8N|dCq zc*er2j|1n^W@Z;l%6y5&E^D-$|I$3s+b8;uN?2|{jS407@}i&j9L{&b55yBb&Dx`> zVUDl|u5evz7`kK=usZKa`$6_#dy~E3p*KEZQ7J>YEB6byrqAjOb<~ljslFsModZCP zg4llN2Os@})K^N9LL6^17~BfcS|AhQ1e3Ka>VMU&4iE&y0_6HuXI} zn1l&o%Z6p#&PC(ndjN9d$ChGb=V2{es&(*jZok zPU%umg*Mr@ng=N)%a})dheCt-FO0EKNwzzyHXuee; zVkd&&{CZ|B*FMZ6pk=N9dqzK-U!Nb%)&rbZ3H@6m6Cbq+B)Adtr4s*CM`cC*EAD}@ zY1+bw@rG-}oxI}yBI@NL0qx6P&Iu`@!I-h?RN^=(P6x%3Re&P=HKb{DA$_W%Y@ww`hsR$`ImM0M~1X2iB!1 zrJ2C*qAaXG%e(}YMOPx?ho8O%u@WodJKO5tHD_AExr?RqayLhzHKi(a6&JyOEnurW zo;hb15!!#5iv4k$*+@*v?yCRa$N!a=Zl+C@+VkXyJ4Mvb1H&;MmA#Wd0%v-Ta^%z0Zo2p~u#k28qSffw-a5S@Kt%?X)`-yrK@-#fri!^U- zcqJYAY*En6sE3Xw*7BF5F{Vn-@ff4G8`+!R_(RB7rUOlhwsXw+Pxvv683?{7_YsTu zUhu8z_iC1>0Uj1?_Hz9orPAr`{d}X)sl4kd(tn2gRoN=LQ8|sZ!s{&)TTS`FR-?|7 zdf2xh=%t(<=XMfSOXdfDNgwInLY;hRA~ke{I9g^Eq;>90aRZALf-msI=?~DC1@6fR z%K+ul`*wB6SQXA()LSj%7ZPT#C+|#tNf1JN(vYGVE&r+TzH7}3E&Hvz7uZlrF zE=sR&X^h@_0*^UR)-&w<4$G^2p>bujWdgK#)r&U<7gso9D8Yx|_Z{aD2+G?q1AGyW3)V$}b`3_H{#q3-DWBRV zJ5G1YP15_mTQcJ<+lDow=BBUtuptJzQ`7-(8t7zLpviH z`cZ^y#?9BJ(pWhT=$RDyXki$#-Mf4y>geV!DY!?I80nc59Hb#Rh zD9XfJ*zc-^bHit|%plA$t;{-0cScLWAJ_`&uqbu88!WEIZKupxI_m82#4#4GO?y!N z-WG!8TPe_r9+HmhJ{nm`J?!d>qwY@vk=)BpyN>*yg85a0$D69rZcG&->KWitX)*Fu z;w_vL^zGbtMq1PoGyG*v?kEn)?yt5e$Ah=52Bc`%%!?uzq#!^B&r)6RzSl8W(ZL;` zG1x;qqIJ_Y=pd}oHa_X@zc!G*w_+~T4?Y{f5*3Hd&YJ^TkgOu!841uh+1x7k19AmO zWfCGHULZ2Lr&Q1n&)r=B^r5&4>Sh3D_)a+aCxNEY^M=k5gSxhcHfXrLRW8)_p(R+= z=dah+^lx1tyAgPaHeZy4Le^}#Rs5OMlPjaxa&4V9?Z|sZJmBQt%z?qy)avU%!=Q7e zqJ_%OwWsjcHM!W-Q61)tm}I4;uLWkBHA>bXDCet~RlmaAr7)$ERRueXlsd}^iDk%{E&FmG4@ zcCMGq9x&n=qZkp>&TdZK{v5`f+Hw$SI(tF%`4~5dezFB$p+upuX%VzSSgQ(IeGCug z@+MhEe!y6_EZSZ8n>LEM%h30VX+%Nn@gu+;n}sDMbsFW}b*?yEsP~9fp`a@9^|1+|Rbuh-vy1q!hS>LaU$x@(4S}A~9mrQ2#d>0?yDUqG&Lu^MT&t+H z9FwbM{%ZVedJ8=JuKgPo#AzZB*+it+fY8UO(H5VJ>D=XPBQ?vznb6Gi?ys00tYUXo zR=82;Wn~50k%*u;wtwUE_-B_9tzzD%$j#xN6UhMKQ=y4QJ@k3tah1QlcQ|uUt(m)3 zO~zzbs5w-Wy5U?N^&OJ``#zOXt0G3ymN1V`+Vy;S0Tvp?axoUzje@q?lhY6B7Tl8W5o3gDryU!9 zx}o&1nJVlRFZ6|f6g%72d%Vl@60Y|gEu2+HPwc=aPsIAxJy9WzqZR~VNdu)zbU{&O z6q9Je)Tu|t8g5@xcETE8p|dwj|GP7sOX$OSendWB_tuMNxH&OgKQtdZ$xb>WDm*y( z@Da_U&@-yUixE^)oaNSU6PkwF`_V!td~b&_8$jLVwlvYdM;B_vh%;Bj*C4RF{NnO+ zf5LJtmC2TY7K7|*6fft;!ce11P-3bXQ8Bc+_Z=*qK}Qsy)I%r5F&o$HUypf+qQiGr9;!Qss?V&S7V*YjgauR6+RjHvsg^6}?kP@OU^lRw3r+2yA z{exDJ8g&M)l;TQDV0(Ao(08d8(V*w=^fR3o@cFI?Gf25sXVQZ1bgWOw6HW3_q+daK z`e9o34OsON5pEsH%nCdVh~C&ASYm-yFauR3cpks70Bu4=_(s-=a3I^LbSkcv-~cEHvCFQ-pOcduL14gYzH|F}pa>sbMU z@Zr$=`K!A2q*=a$cdclB{E1>^uQqtK3Hxp#VnJ8D=Z<11+GC-U@b)P=IbMS1;Hj00 zgoyv8w7#3M$~JF9%MwN9L+$X4VA*&EY$DDl(`}ZKJwZrSSZ&UW|F$ zPEiDe)M#PvBr}Yr7JjvSqS3RHjE|s#gkp_`$~5l^B_sT-<)UhyzQ~mE@F#IwZuFwh z9uMGEt94p5C|7ZNT{9)evy}zK z6Eet}THYC(oe8WLOkWxyeAD=SQNP8y67wMQZo}StBw_j+c(}T4~;lVm&tHY8SGL##70mHe>`C2%U$@v8R_@rAejHif71*38-3CN8C5lF-9csQs9Hlf`_ljJSGtzwH;sucroA`^ z(Fe}2r`+teER8Wfi@8BJk`aDWe*Fuv$UM7dDvT9 zDq&LjDDCZyFJ$MKuSI#V2V1{o0r;CD{+&Q>Wu$Yr$dHXqSj!ne^HDz@*{3&Bz|r=V zNQv<+*6CE`5TjMC(;xMm4EIw3aDqd-pxxQV*i77#^k%;dEKnl`Moyb9Oz4jN_yV0W z-=LeHHF*F19Z4D}HdGOFYG=2-;J`v-7|nQEj2ok4;%1FB>!Q7HP597LtbFL#Z-K*T z{8%$RU3ZBOD1dn({VcMkA4U>W9UMBwzYKao>XF+7l#J89X4n2GDyUy+(JSS`nkmI_ zY@b{P`VLCBt`PuvmQC0LD{$bRsk&z+0!Bwy#exmJzgF>jj%M<+vKy8oFXtd&=O9$z zp#v`R#-_U6-`#xcIjp?$Gmi5(a5sT{=7t7&CvFDsd7HS#s|%T_sUZL;{y1X z)--*;uPUyy-2x}^Vr9FtzgDqrBGt?+O$ED+%DM#`-j{T%x@+zT0yBJb-tU=_U zTsjo91rHe&S#dq2PdBV&7m8Bc8FXN*eH?&4$x)>Ur!O3aYq2*}$S+p2Jvd7NWZXVm zmL$TjwhxoOixl#DOobj;bPYkqoV6l(FOshBd`I*rbn&RO>H~zfmwEbThCa$ks>tpY zzDTpbV;Fe)zz*0LA4|1B=14pw6WPzSh4fB4RL%vB*8~x*VPqVu#w!=bP36)|u8e%#hH2V7 zkZU_zwUT2pbu4~?Qf);gXj~I0jn+-Sf*bI z4=B>2qt}20q2BBL5A-%Oq*r5XUAWA)@Q=gLKG_(AMYE5Q9R!(+ohY6-$*|JBxTfX; zm6U(lhboyz`g1vuMN|HG13tkoF$9ffX9X7hPw|DXyo=kAt$_c#XQieL^JG+6eXZ=W z?NL&X;zIhv=X~mqPvm&Bg8M$_8mN>Yvm#7F!L1RGp59RWUSL=01bW@^2-tU{&ohwx zR;%_Hw>0sK&7)Ticx9OkK96FC%0SwX%rpc|)#uSi+r9)cIG(Hn?;O;gJa^MuiIbO# zR}V~=>sxuGRwoO}k;{0etX+P2pc1jmhy6mU>mfIA((9Vy8%fwWE-kf2F++x+FR3ag zJMOcf8a56v*xgAchp5kgztaNTut!gt?@1vX`O#+`WGD=4rO-1Udf&dXe6z#ZO@{Ls z71WC2i6nhO1x!l?zOwaNQ}qT3@qia|`4NDktWD|#g692RbX=9BPwLN)If7S2#lb8C zmX$Q1qLXH=!`~N+dtD}taF)rZ)+pBrpNhku?~QF>^|a$L?`SDTcM_~Uk@@`RgNYJ6 zEqEX`)?Di9tFI*s={4onVOG)SW+)ha?*auwB9(=&QjC7$y3#j|D7Cp}$|#8R)^GJ? z13$pjqqt#V*;x;vIV=EfMk^MsR9TaRD34oBtfU-nHC`ji0R8;8*&4;h^eQ4W+@ap;GlVwSVjiB3?B=t9>YO+!V4k`e z`vx9gGQCDMXeZdXc|g?v{;Pk7g5Fycu$7d4rP3T>*ltXJmJ(9*mMuK6f!i#Iy6$8F zZ(^>A@kK`85NCsD_C|aF5C-1X_k;xZb0txA#$jlrQa}_6rlF*0?GqmJh#>Zn89~G` zm04D$UOC$3-gAm_`<&(MK&~AmNEx4B^+I5oW?|+opw4xhDNiWJT47mJGd<7yMxSRn zbv)_3a!o!j04wsv?x%Wn8)n0HD)%4$p+ClLy}jDY`Z&xEw18s&iszBeH5#$!rh`+i zFa7!fL8g+fB8z_1z(#OBq8oy#oWs; zR*%;~NNT70r2>Z)xKfLoNi3&XZ$uj}TN6G_a*sY!&5*Y_pL<__LY zj!jm7IblAorv<_1VT~b=sGrvV>%+Ytl{Y)D(zba$PANkb^U76Ie(Uar&DttDEo+eA zwEdMahpyvzxh2xkrkS-U3Grc zAnBaQry=-Cgu#VTk_L~3DdROG5p*jxE%-0c6a$;VBWEk7ql{U8M!NsdoYE%fA}t%# z2}X(qG$@Cq@H!o)3)9t32|(KfN{18t-9JS^=>eMLW#YPN@Gyl+pR%B1bcLmpaxqFxCadHChGtWvJc}K?PGz%~2_ zojvD@6?8As#406eoNGU=ENndSBccI45&qIdIw*1a#`o8Fs!(UlB&a`gqy{^vcR{m; z6!!9iR!~g{5{WpX<(ZK`)Jtu4jl2G7?7lU;^5@USzuwA=0+fH!QlNxkD%(8{1|NG> zr(#Yr+R)4HImBLh{^aY`V!Hn(UsM)Xtw7nSeMd$fi&X{p&PTe%DoeA3FAHus1_b$` zfkO|y7IMHm?Mo2H_$mY$%{zl}`1@5tI~d|mW?t1K!L*_G$o~#?+leIdL`a*9Y;+Rr zB)p!lobyJ?aPFX24R$T&zc&gWb+X_qZ$_uFs8wy^RM&_3<^&=gX&*gq=wDa|-CD)G z_9g%Q&-GhC&h`JtU>ec=p=-S@mXG67B7U`Ltt-Z6kS2g^bxHNf#8$P+_Z8_qf?JP% zkev0`x6@S3HpOfaR;jAt2_^VP#duI#kuH+wNf#~kXdyWSo5dZGwt8&4WGk4q-bh07 zpmH1t-z@jm(iku%G{i{gZ{BRlMyzB_VjbVvKbrW)1B=lwyRl(JlJ!Md1kbEe8FI}e zjbgScWc)%?n1A#Y&S#BDzIt)t#r{QGi`%k;+uC!?

G(CEOHi5;oMFva>0w54ebtaS9jbqUBDWPTf4?fUk&{ zNh<~*8+!UQ<(|PZ^a+I+7NOj!!G^fx>>`Y@SbG+zP-%2*Sao`4M}v7e+>Qm7H8$hJZ{17e!(z2vyuHI?CMx}idI6~`^Sc9$HJV>>t7jk7z zZApM3Lu#Dj5tV8*C+HQVwPUiJnXRs@82#lI3zWeh=9Qcu0TGJTKI0F7JYa-A(Bply zO;#Gy$`Ez4J_pt810S^DUdiuYSb?<=d;u6AnHwo>;5#= zDIXqNwIa$ap!>hFMZRA_0KkMLd6{s$yEdR+US=ibu6lu+Jn>ABZmEXrM4p~Gk*!6r zK-lKxt>-o_xVd<dX(H=L{u8#f6m$0<0K2#GzHx%faJLzXo>(O(tFfb|Wj ztXd5Ls8%8SK;?|llO-`PTgtgk2Mk8~AXv?vAKjjBVRrp~X0wQCf(y+@=_Cp<@~ySj zIyD#e5y#Cwt05Y`Bl7@gXN4|C%S?hzU8EAU_>< zCNoFweR_n+PzY}q@3{NlPNOZJrA_26#tjUA_ls_tTEEr5%dH%HP4D~Qeb~9^ec;23 z)!I-X@%UqD!)woki$uS%_Y=9`2q*CrA1lr!e@49tZ=PLH5=xn1$&qGnd&nlJo{hg720d{V;Oe#v%os*R1{>hP=P> z?s?^r2rxUd78l;?`CoKxS)N9qMU2#azSHMH_3G>1iB%t3GmgMWTNwzM{N*j%J=5p2 zl#W$)HKabVVZxu5Rq1SS-xyaV!In88j7~%ADSZR9RS@21D<1-R+vZg;Lu3`^$|x7~ z$KX_WZ=e=KHbH*Q@WxTu@f*yV>rqSebP@W%Gm#|x$|-R3AtV^>4>Mdk8zXb{qPjzh z2eJQqTaVkpXEwjz4_AkihnKhCCsb&iD(K4t$Q!(JI^(cNVm_FGn_o{j1%BNKhEIN| z-d^*z((k#jfe>~|Et!U9)Dur}4TG@B=bC>WcQFvjb$_^B@C1~#s@?0Wc^L+}^!IAvaA7{#*!kDgfruqhq^8WhCRQ=BjU?D^} z@)d7bb{s#tv$2IQJJ^Vt&gXEm(o)$=FTx1;T2HI)O&-|ZmJwwc06@Ob1amBGGqdu1 zfJ$n@k>n>r8~UUtQbe?<%eP!k7E_ZywrsNM3`!nEJGW(DV;5p8 zKi@2=4;CYjJMh&q{6D7Nf-SCS+qNy-A-H=1A-D$#?iB9s5ZocS1^0qL;RJVgcL^FO z+}$Aw?vMTM-RGXau)ejvG1nZuxAwc6y29tC@K;1s%nmBfps!F2hac8~3Uyj9aZtVa zney5!TjO>GvDr65~!_)`!!v2v+b`WhDgjp^Z_!Q}oE<#YzfxW*6g%gm6sK4vW7`*}@3z{nPpW!aDFWoW?jStT_Q5SIWB&;h4{w>R;Ls9E0=s z`6$ps*JusHrwAEkaT7IBceeJP=PA#Qpr^si6?T{|nIY0X^lfjs?w37yK0l?$K7Fen zwwsda%i)ouJ*Z_iuQ3XHNh&z71m|(qYfCu-%M}hM?|OA=Rj*$Ehe!Hu%b+6-hL#$MM-V2xQ-o74s!9PZB1pXa~8djHViB-E)}o z4_21R-LO@pQX30da}MM`M{&z?_U=MSeoUs%1&nNpz?$WDZqA);G_7)LtD!rmWF48G zL_ueCFDwR}3)Nk#rK?3uu8dK}()3fWzc6cGXp~Lvkn2wh;dGSO`YOq`Gn(-E%)8=Z zXiMGH%EO6vTyG^251dlqT?!_Vi~d7X>+X2IxB@Kv+3weiDh5vwV$3gieBVCfum(Ti z-bwI(5mr9>b~do@#8#aI_Lui$6m6rdcnIcHg3$>hAk->8F$G(8isK@q z0i+vR9P?6Hs)#r8{Sy`28!%y{gW<=VD*%2_du{ai6G}l4ks~7f!u410y22AV^ykMBlk-qlz59V6t>4v_>TLh?!n-**@KK^VJq+OY#Z=xSz-h2| z7t3~*+w@Q6%!~Ah#Y8!Nu}htrSalppj}B4g+Q{>clmu8g-Fp;W`hdxeBQxpr5b@TI z;v5^AS|GVHQEa{}zd%*Q7tWp0>63HcxL^*rU4U{N@DaWKOLr5xX?iqZGd5i)K!IJJ z_xhg1ykkb@Q8j7UHC^gt;SPB2q3eIs_k^x0|2Lun;{^XYhpkiR*Oo4HPxvHq!p^Rm z24Md!*Es0jS|k824#Vmr(SM?vixp!cOm|@s)Gg^?t+lw5Jwa&pGbct#%gCORn*AXt zbwZWKySYF3Db~7KkNP3WY6odsi7(>&AuSHcNS-P6*oxqiREcOtfw=Dw!AWqpG)W=- znE9Op&%5ol`SR(>+PNpdYNXkrd9231cptg!^7YKth`HmYaN;0P#$j>B%3*REia#d& zVr~%~>b!@`rIJe0!VT;)XUB97<=`+fOeE_Pw26(vMUue80nUSwMNyeYUH*k?Q*z0b z-M<>3KIy0W4W$67H$y-!)c?u|Va&}opbe+Y9`0N)H2CG3O`MZqf%fd0aMlz4BVzRf zaDa^}hJ@{6uR-~y6iGfQwUf~UOw;GiW;85${O`A^s zW5r3ESo%pU4RnpW)U*e@AWfPY(;2d<=A9A8rb@K_Z z@dYad=vO2iM_PbxA5X05li|tTyex{V6+Em-<0;s~VE)Am&FfmB#(OX0(lwx5$qlzr zfY&914`|Td&D{&*iw%qoYD##jPVY3+CP$L_i7l+ zqU2JegAoND17NBPRD=BZYkqw`&{d^YP?`(nSash){&Mv%T@4C8_KBKu5{w4UEcUS% z-n;}Wl#;P&zTKlP`gio2FOke;mqB-;nkojqi>oeNet#@=$lve##(Y7F&wSDOGI2n`?EyKgET%t_lH~YYijOBj> zpSQ~5#c)U_Gv4_j!Dw=x&_6m_b6h6O@UI$cY#lBUJlF#ZrLtvtlQvpU!dy?B+@Hgb zLy}V_)|*kxzklb2LDz#2j>#eq{X(`VoKBj2dCzexq_EhMc72rY9b;+t?UyD!hKT6A4D<%*}NbC1X{bsAWB8gGxYugWZp zs{f#kyjR{=i#t}jkA08*LH%Q0ZqRmcVQM^ecthpoRk?XBd{6>htuD5ErEDk9X`mU` z*u^Uxlu4>ZnsJEBqIqKTLLKISYPZ4SkT*j`rf$M43Y0$CK@If41_;QNTAp-R2&4ED z1u1;XTp9tiGBM)obaG z&`50-(wzZGL@M?1vF{Qw zy>7Z&1#Hz>ScyK;2(jZc;`Mr)kjS#|-h{bn<+E}Mv%eO4a};t0SSR`6zlHQLmg&6x zdekQKPA9zlA3FqYuMJ_`u#W?!TeLcub8i68;hcXv4zl?Tg z@eSY=9L%`5L#@GkFEA#46zs)M(i{LagOh9b*Xg`s`9l|ic!{zJjG)P6Jy>uha5n8RAM)B1l645MP~R-f&B zxzrmD_L%^=;l|vISY*@wbko-7a|r=pI5P#fKyu>tF@~+qIgPw!;FBM>9nH{T%?=gO z<}-RS4~}#tK4B-il}MB(TyCt>s)H}7l>dfrigzBUb)zFA z*PMxQ>13yjNrUy+IfeV=Z>?KLTTZ>|`8T#~wY2%FdGoM9CLTgFHmj20nj~x%1L|4a zKyF@>B}(cb%Ipl|$`_Qb(lzzbst8RQG&e^%Y`Bk21|b12lZU!9gabp}GH75>9#u1} z1>aQ~;u>j!`9E&@Hd+gWUe+ysuLoO*6xLpZ$lRI3|LxTn%bK$o9OH1CwGgZ4P6ti! z2d<$n*Z%_1!f2jrbJ`-Hsm5G$`S<70eMuSXv#T}pPkbArH}>EKn;5paBzJ#hIx0$8 zmhUA?#=cRR6)rQLXS){r6t~{V{EskkO&Co>pyzLgfFg)NhcUtspS14Vo6=RHzc(5? zGhCdr>3}XuDLNSe%tg~As(poex_mLi;WoN0s-^fp23$B(Q?KEz#)tf$b~}W7aoK_7 zruA@@`A;DE!9h{U=EEO}y~ot*F>=@Ek8s6j0=oqPE=rN)zafCPD4=3~sTtdCn# zZ^X6;hb8R2nN@*Q)YnJWj0ibtV6vQ?Fggg=!fzVPEwK8r7Z|<7=!Fca;HVeP0U5Dw zbShOX+PFo_k;ANkP{2C8U1TFCA1jwo0}_BkN~LkquG)&Z8?TGx zNoFQ=NwK@xcZjp6!8Q*s`J;nN$Rma!^FLL|0he`YRRm;tfVPu9G&{ z^kyvQOm)y|>%z4z_sE`d=El47(P~S?#-w>ArR?jQEss@go7-XaSfWsvN9_2}gqtH6 zg@(wMBWyEQf=|7nq#4K7L1eHg!k&jWIWH@;WJgJoV(H0W>T|n z*5b#D;*?acMUocvVie7+!u!v)KiQrQebrw5?1#zbDX(R$jdnTB6ZqrO(<80VUg^S$ zQQqJ2j2Z+|V>&e$GfG$qt_w2;=(KF52~N-@G0tzRfk0kkz*frI7>W}PXqVAK^VKJI zOhsat;G_rtMHNzVV$IDfQlo2i!sB3%15~omV%D{trBkpHt{^dRJUmOjyrSPTwM7+b zlDNxDXr!F#CZn}6X!Vb=><7ZdhGe%@ZXmQr!*aeysccVwXe@ff>%J)0{z~(IY!DyO zQxoDDz!&^L9a8AYR|)sC&R<0AT~F#c&;Avdx3gIV|{`HpIKNmllZRo7<3% zk2f*s217HNd7YF=FlaTuKpM5EPFR@>ag$n=G6F ziDQ$#tHYVxSqip=*%{qBJY{`&-+pk!8whr=hr6=jeO1NkpbnCs|A;X}UP}m`P=0qY zsIT;x8{P}&=g5C)^^;%)+sXceOWZc`@5}j;2UYV7f;LGKsCG39+~zgPyHybh%+lSJHUqDF4XmGO;X13=+bloL;N(+u zHEY}*f6pLgh{+7v)LXiSac}Q~*rM4XwtEST$4qwIY<0h=$95H#9-3Uax=t`1PRXoq z@#=lF=kh1v_Uhib(>14+NJ-aU$dorwcVn05?{gvm$Ro+7oHfX{GoT;+d+~Kf=`suO z8TQGJlauz2vRgzC#R>t6yhGUK)|4!!#(EmKYXo zV<`7YB08+rd^zdTqpyBB3IXEATtZ=a7-de+CaUx$H6^8(?swW`0|g@tVh;e-3+C%! z{2Hu9ILg&1Xtiz(`gL_y_s8bpGM5#kzKnB8ApY~{Buxa0T{8_`@~WXl;rm%cX5G)$ zLPO%3+7;MBn(MoNN4YWb<+7RhXt%Q1vL2{pWf^g?e?@bp7cn+qxfGfWGg4L5O+;a5 z0-Fdf`$Zlf^H|n4qCAzHIh9>#WRno381j%P$s+~ElOCBdMFLil)O*A+su#yDcbJro zMO!d>Ux;fJA8ka;7>$EptVMc;9;W<7O>6;8L@@j-Lk!FAKH@e{V4LVNjllLYKzR44 z=u?%Bg+N*WdT;j4z3;-K001guGVu>X(fvoFATG?*KP&)>?MwxI`zFnz0uEb_Lv1Df zu2ho6r#+>zs~r)PI&9l-ti_Va=<)X2I4k-PtyT%wLH(@IanoLSlRc%6iRF;#!SD$U z_(42QFO@SSQKS9V3d)6=s?GXKIf0hQv0&`lhW)Ros@-aDJ>CU%(e11YV>>>o^dNWLuN=^*1ngRO`J zs+^9xv*DY(!y)Q017Z&g`r^yImf=gl{`d+;nL63nQs06q;hhjQK?gO)ph5$sBY|SF z2pY$ITjbEoVWUfA|F?2p4y?Q1`9U>7F@&aDQ;@mXHw)Wo=tcqiF4ZE)3*++YEYvq0 z1UfleX`6#HzYzOt^uLkW$_c&ir7BRr?C+5C;eb7R>KA3>h9)26kFh!({kQ3A)9hiE z#n*&C)=9tUB1u=XI{cO;X&CuK4dl4S#!XZlVLw8d zA9l_&n?-b_vrzfS)|?0idIzcaV=-yfzV8Vu|ASfyb#?9K9Lk<&4A6WLZ^xtd#!=5x z868G6OCgwoSZ=Txq8yIIDNp(_m1V*aods8z!-AFOrzem!o@37&LHujfQOPIU!>~fL zRDICO?xjyd62N#c^G0~^Xa93$w@408@h6pZV8`73wv`Cy$1#314korMloutrjSGM$ zwB!Vdj8v0r4>~RtNwgs(|6x^95POKb&qi4qM>QS6E8>>RW$(!9T;6~*sRQN1$DaY% z>2re6#4!X`Qgll`4`ca-c~MVV|F@a*Lzc7DW_>I@8L(|U6<^W_DkTRlgprA2aa|41~Pl9B45vbjP(OUP^ z;Nc|~t1(i>!f5&P%W)6l7+FuB5WU0>a3Q;K94ZtvwCz*6aLH6%*Glge zjd$Qdf;}!v%cj;E4NCp|Qs!;|t!($F!hL}%!FT_x)2#V4f<3$G3X2*FYuB~s+Kx^7 z^c~>h)yVYJO1MBnloy?Kc<}+(4=%{>gTxO^A`?IOQG6m&(B%3^aD1p)9Pe*?1B}^- z{_vQ6o3WcOsAYMV-lZND5C6E=wAW3}kcY`4z6NwAWK73B-DZ5|$fp*JwJU;R>ZF;* zTD1JlA9B7ln>pnrI(h#0#Cc^C_b7Jxy2bBy`ka=LEZ)R)Immpb>B%RN^dr>f?Xu28X7!fSreH2(--?g|!avv?NcDSiLyRW8F>In8e zioL(s9HapR3kD|en`E4gn=VDhkGWRo=c!Z)T`#+)qb7`M7{ zWeE!;V@<+U+!z?-q)329B1*a@vxSNZ`MGC|R0n7J5<%O;T^%4oK(0=+FQ9WU_Qx8s zW*Trok$10rU-d;z2$Cbq%mA0V3J@bM8P(GFT)#9G{==WT>gXxo6_2QPS(2mf+Lgi> z6I2F53PAZOeX0P2T*7i&98hmPRDSSf57?!oCqoanXu9J+Xi2=5Dlk$w1h1j!r+sq5 zy-qDa(ltl3&W7#80yHoXpYD#1a1%S{=4h5D{7ah=+(bLp9gzfp=yA=Q%zDw+BeLBl z9J>wK$Du4L&}I?m8VT?KTPd9_n&{s}JNYe5#d&pVbqzmWuX67MJrKhN93Ivo+1j^L z$T8vov-X%gbfApl4~?iecnW)zfHopQ^6E+{Ae~K7r_kg@KY`NHj4rO>q$CF+UlWN? zZ>^VKy(tO&Qnvnm4S|i8A@!z5P+%5whk?Z7t?%Yh>U`@a`$UtEAn%d*(B0-S$p1?q zB9A?Ys#b}^Nq|qIK>L$90hiwcO#@+@4QY_R?1teA#2!-?Z`8Q==nic!Fm53t;hWdoKhmMI@Viy*DC zC~l`bCTp9#aZW_3!77gDkP zm`{L#LLJH6N-JnbWY}*|rBwsDwTOT9phV^H{X#-|{QRijaJ4@1USX*vbkF_l1pjm3 zP$N$N6ohf~ui`Kfhg{>D%lEzePydAG*N=YF*4k93KDbWdG5yexnCEY$m&Yttp`kB` zTr3^=EkV7-kiL^Eo31x=b^OGmFfrmmxjM9p@citCVa4hKC9*=aPd(Yj|F{ zKKHar*0`WLeJl0(;zklR*BVzb5%oX_n)C|;3FG{n94&|9{>qhV1BSBH7QJQ&>np7p z-Oil7w;^QPAunp4OgiU5D)9@we6;Yn>wRmWyePyje?65_AVc@z22OhgXdgfK0*l-kJ zn$H0h%+T2(tLGkI`t6UF<8OPCwhz1>?u3bbL((DILgrRz2gT}XZdq0<*tFjpP%3oV zz5!ot5d=Mj!f`SUU;5r2^xie3L+K&#x}d#7 zQBBNt=Fl%l`YNBWV~Hq6(VC>Du~yuM7U~V;@dIDadX}**={B3~;g}PtT18pA=yzLQ zf8zOfXz_}V%;A#)g!?y8!nQZ*WQ4UZD=h3M-tHc>a=3zWYa(+f? z2U5jo6AL&32V#lFk5;}D3*HN|a%04;l-(@CAb<>s>0vFnR=M%bh^9^S7(OReF^H&IUPfK`60oOUP z3NzxtZ0?GMAw2W&8pE+aL+v*&UvUE?-WYgK9OnLu`syVOemln|nyu-1XE*yXgCx<0 zEnE|`20;zyK455M@z}W|ma2PXM=Brq!Te!hE@IEoyaD5ns&fS-{?Q96Ovx2r zv6-B%TPm+M%7+v{?l=r`Z2M~;2^-FVE-|$=7s_hs%Bg37I=Hjkj70(h^~43p3Q!en zI~4+Rg3?g{RJdJy6>ri9gj61Crt$NU|#?!U2Co>GfhJx@LtG* zQyGMxWw}26SoI|-kuD~;cj}RpS;ntGm|!(K5%rfQ2LY87J+pRc0Zu3*(-nPCB$KQX zO9hGvj_-%;{da=}N)-Uu)(-Q>7ul_R+JfM3WSpdi1Kwp=DE_nkD>rUDA42hb$hujVOtJGxVxQ_Rg&ukach;9ko58CPj=GQ@nD}Yh zk(8$Hv(q8W5mVzq;BdaM0|mIAHtY1n`;e`>&`?5*UlcrX`5E7&*|j?AN2SDcQ&g>l zZC+*TM7R8}qYJk~qfNNI>Js+gD3ql$83#zA??q&<&hzNrNH4tuv)$1vsOG9j$w}0OhR2=h8&v;5+TJ-}MNiE71*G0kQhS-hd`p(AysF&7Vrrv3hK3h@6Nl?Ws57tH02|>X=N;rc zm5hl^&JqP&s}F>QD@`~av~NjnEi9-X+AIEyjq3PaZ+5dO-=Vwhj>DVN5>R{fKr)#i}+bB7SP#0Hw% zDT}Nkj83_*7V2{JeSBl4*dgb!-QxQR7mxRgEmx=alSyuj+>h8==^R4ypN%+l?Fj&D zGtxnUNC#CNIXaU;KD}5n6Nk}k>G@l?_}qbVf$>uz@Uz-sN{@?Ysy>`Lzttq_>B>^p zCWBnD8I6ZYkE5>LfyuCQwt2DL&STeV>iR0Wb7E14?OE1)lw@3m)t6PBP)5wFbnyqo zqV5y;)bg-n9P@%>Q_X1)Q_hfq6T3d)MKJ;eB(xWM;&B+iAGB>cikGRD0IfAaxxxhP z=Y5FPwwSsy59Pi+J&7rLlx{1$g(X@Hu^IottT|IoCxwTmGiOaBg=XOEJRSM7EH>pc z_EX_t4^gaP^A2MuN5s@G;V{G0PBlcf_`eBP={Yf`qjkalf^bWEeN7$*kND$Y0#GK3 z7I)pU-#yjgwtsS@92hZZAgUH>Jdeui5B1^PZf%bj;M$~c6q%_tV2xdL_90v8tjY$? z{zGlc9o}hwMc{Y;N)7miTI>A*(41?hjf)9eJ=QkW@LP#S8v3!ewJAg^DSD+tHINzW zarGsi4B$HSvrFs+e?9l1d*OS~(p=Y}(r-A{y0N|o4=_sb+**t8WR8U|s@3k=DC~Gi z6k}Mt3>J~sx=6A!+eWuba@n)(pQ~XnLAHU-ZR7ClKeyYLalNT5`k*8lDM%99h3)m- z!h!$z|Ct~6J%X?!36y+e54jEfE*q<;xT&?{3Ij zD&#c}huq4B0OPhL+-m*&ED(_J3Z}KvibA2kxs+I z!YKT()$4*{g5eZJ4i91V7b}FRf452Df_B0q_-R~VoMC&RLY z#CeUWEY3)RlP(X8>Wv3@=v&BAov!w`RRStt5EWG##qb}_aDvO^KZS0IruCP;FOR0^eq}N}IO*Ny(M<&FU(mtDm7Ok9jmw(` zM-G&K{bFcS{30BV>x$?1J8@7En>ggmJD>X^G#N(zi%rnkcb^r95UD?LE8eIX{7`<6 zpW)*u*@3>wxtymqc~vW-iuBhZ)Gm)D{NrV}e?5p;=J8M?k9}c3xYA(sdN^IaN6@Lx zmf?a5MGKj?=3|uKRfuXMx~f}KFyG9w7r@S&dw#FB7w#FdY40T=6P(@3wh5ncDmZ&2 z-(pE$j%0Y)eNGKx3_%ZK=NgjfU`0IynAi&_#ADF0I}kZ&;(-Nx)%C@tFe+NX>;liG z>U!bf%<$0#MW-39?|~ERu=+$8VR+DJaYRw|FlHc?|I{Vt{ejX;Xc2A9H#?<0R`B0Z zve5Ddh}28y-p7!p%#qPktuOk^~Dbpd=6+6@Q1 zZE(w<4+Wk2tIN6->czuOM&zx>tcq3@qklAC^1nf)PnZcV5xpz+Ixao{j6>nhtxldW zw`++a?2O|xz)6CK<}blrRY|d;Z#YCUiWCz|^&1zt^nn_bpBS6=`g#h8K4S^KI3Z)j zzL3VNAwPYjItcskBBi%MW^1(jh5koEqa{~YTl=G_cR1JTYa;O<>31|+#q)IMj2D2w#q-cqRM}GfIVzDnepPGz(ZRLe%J{+nCnB zpFgQ^o5Eh-TnAaV+pgJ&GwTr{T4!v_321b9xdzk~wvQ%YbL^-4N$rvU9r)=t=+$BZ z)q3pT8Raw%%oEl-s`}M?m3KA3$|ezJIRD@iD~~xiI|^Y%0;e-!B{QpR4q^kmFP{Ui zaq^B2nh?+HO6A8N&{`Pc%l(q6d@qz=M3;%ve0(Tb%8#iHWneYpCWR?Eb;(p$1JdHi zO=wUS4OUUahQf8zm=g!gV1*vNs`4bVyoy)JaoDe7sU9|`?HQX;B`GHx{0DuLX0oZF zeS`b};X!f{M&8%0*I15D7(nf0JnT)ha;Rz>BmknEUng-NQ58T(SPPkj0(pi!Ig{4oLyz56;-ycTA_=?NJxM-u=@9MGtw|x z>D?}qgK=09K2JuFtIr*M85OC4MYlHBQX>zaBsVvCC7?A=N&ilUK&PPTu!TwQrg7QE zzZFSNc=Lc0Q;rgU9vey;+qUS1PJgP@T6@5|Snd>Q7(WjAN_<1^9ziCDZ!2H*6i=@a z57%h+Pk)n)|ASl39zCl4D|W{3T=RMcjuELRl`zEB6NHis>G_nhz?`0siS$+Joi0^l z=uhPSdpSb?A|0vz zan;lKm5Yxic}{f?&1k4c&ii!$e4n^*TAP~TMRs&Fr1IK8XuUgN`R#A-(s;mk@nw+& zY&1*f&V)|v|3A{WhWbp{5X}_nB})T)c1nLYW;h0b&lk+AFO zx1KZd)n?)q;dC-@*USQ$gbd`C%M2h2ZU#Eghy_4YlK3d=gXf&y&Ji?XNQ5!DQxfKI z6vWfybZw<&IHB?LnwX_EMIsZdTxE?(PwbZTIbXG*z6p<=+DW_8$`H6Y5;wz=u7FBP zA9NDLu{`%SW&iE#PfJQ_ky)3rEdCPRU`aWY;&(&F(M3d@I%oM~hG1(q%Jr`>cIrw4 zd65x;LI>3EdBh<^iOSAB`d$`2-jskGAxELPc^S?_qcnirYs#^6$aCCxE^qdk zEu)K`8v!^`o8#bhF%!_CeqZA;yWo;(aE-4Zcsn3AmXi|2$t~6x%Khj~!wQi0FUi4= z=ZK@nU!yKSc}GjGtG)~k_K%@x&@;O(+Vy+v5}CL5lq{BiNfwhtign2{vYg@+(4w5q zC+4K5Q4$PpDUNOCiSM3V&%XRT-By;ZQPXUr&!^MeDz&ZlpF$0BedW_oCvxOd_&XBN zu8081OrfKnJ3!j}@=MGVgyQ;W?%^NinQ|YLc;d5mOlXo_>gwf~4L4eBeTGfPwCRnw z`oJY80J_Jn*ZuQvTVI=|@b_EfI_H%vBw4)H?x5|_n~s(V3LRy|#=!)Vb&Yqq&Cii^ zT&BBA7|E((lxv73Lx*O$qaw%JVnsux9`Y!81L9(5b=M|LjXq3rnu+Lu=y6$*q$Ii; zcilBpd`$|d} zzHe8g>5iG11$CXgaf@xCh0~2Iei&VNs6MrPdV07#V_VJfeKHqH&-cRl_J823(-bhl z*%jBft_|=CN#}S}#BL*u2G0Sj4OexhNUUG+lVHb|ReB4E0mZ_cRhYYhKf{mYLKdP6 z3#Rk=tymlCwd=mW2K=_ijUztMk;6%!+G%yPc05ryoSIKg5c6d_RB|TPb6cCH}g(COOOhuBqz$ zUlu@NzX0p2xD{g$tcDL&k-Ip!n}vPy4w4v&&sbh{oGheSSp&>>)k--Y{X$RS$X-{E z>H8Q`HkT<0@^d#87pqLi&G^0&aMG$P`X)~NceE9VwK!MO>KM&`i!^BQHCfn*=86fF zd-Bu|!@H09?k3%rh>u}&J`*)=IY^+;jcU=e_&iyuJ)>s+94>Oi1c@S1B|aIftNs}m zezRZhLv~X1IsSZ95n49pacfA`B2+Bz^Rdymi*Sm!r&`x01F4)K%kqYK%M)fUGf?82 z$=RlJiujU@axqbV?>DFayFIMNjufqDw&rBm`_{U<$1yi#*-164XJ&4cEN&3S1YP#{gVsZo~SCx-DUy}JqA?9HX)ky1H>s;BvA-ijl9dk

gfRm|u5S z5Ifstbx7wubfwn5&aQLuUTYyvJ@ZoR*}ux=bX5_16dN>#2b#+k+e9L6TlF} zO%vr4Ao>lhxuRPa>@NSQ+=tUp!ZzhB^XrrTlX~^?nx409^)OMDgh;=s3_L?OQ;##7(d|@pHq1JEFWs0eEGzHD^p%4 zPau**ZqA=`vQl6g(nX=ZgX)|3IPn<-?@fr!8swZQ#G~*InC6IM)EhQ{K z8m>Q4P|Y9Qfsu9DLu-j2sg>JKFf zcM9*bdQoYSW0wk<3N-_{mP$|BXjAP6pSaE|GdIq7d+txM^oW8slYPW?|Ng%pfuk`z z2_m9PhyNQ2;ekC3c!To<=6I-TaF!aGf=AjUZlOu{AP+?)KhRrVk*}u?Un4KD4Hhsa zJ7K%e5~O%91oSqY_yqLSRWIS;F>*4==z1u=nh!i{Q{5dtINb1`fV%7|CKyp>W(FGa zg$ABjZye1mT%SEQBPg;Y>5R#K!C=;~KQZz&?M}p(E+g#GMmfTVB$Gma8-zF{hU!5g zwZFXOEm9lYFB`SV>>dxEzc016hN~1N1pc+I zu!FxW#vB*-UrP|o7fjbw#_LhJAHsogO0K6*>0q;T1LV=sjc1&Zf0#|N{tq z{>A2W3O5}>TA1f{FbOAlH~fD_3XAXj_lQNkU`R)VNamAxkSP}0> zn($Ay0vBkG2;b)4CdlQN_~6#GsgnHQowd(R6ss{fQo5<{1_`4KL70&@#7nI|e&n#0 zC{^5)_FZpAPw13zHb)R|ZTqI7nG?qstq{7yJKv4K29l1PX%lJaj(fqIbWAIp$1H85 z%Yj#N0_I&sF7yvJWa@Sd0baSY*ZNk}zDd}pK03`_5eV|>$;Isc?5oGYE|Iuk>+&gk z?89$T79QZe@?p7!*YX}8I(5wP+Q250caXla0lHVNkSW2ohBrKa35i_VP%916-N!oZ zc<&*HpfxdDxCDC1lc?iqrD0+EUV$%LvaVxT2JzujuSXBKBu)%b6yxY7%;Z}~uLd=z zy+SoX^G~jSncYtM5zzkB17*zuGl$Cvt0>e)6o}3YeykSy1bF-{qr+8y!oQnCeMTft z&Q&FrU0AKwkm5=o3swR-wiSr|G#eEdfe)@LG-xqf&%qbCoaLa#)idaf)kybUiIMG; z(BFK6TEAz|b4ixp!ft#xhu*@(Zh5!=vnhXj#MWuD=jYLu3N@Hmuq8+x{Eeb(AETW# z`DFJ_=<70eGJU!~y3&^Yc&!q;Bf;I~5a}I+I>S(@Zz=z7z37$-;k^?NvVm5nH?+U~ zx>5uuDWtKc>$AiCX2&7ou!ls&LMuMgQxJN;O{8-bzfS?J*Q1TC*yFj$jxJ$Nk-)2L zU2gl7ru=Ttn~WDn44|(a42^t_9|q22je&h%I69NX;PxOVQOYbNZE&xPvXt~xTCIq_ z(Wepd>u9)Lbx(N^*^>1735M!{ z*dISVf*^pK1_7-5&+=yN#8HJLlf@yX-dZ0YUgNthC2I5U5QG&2jujHhQ=55Z5ng?s zMf*z&+c0=UjVE&*rQtb?z9jvrGVgFG#h$>Lsh(~t5H>+l&gPWRX62|dyvPu+28!Ue z;u7HotqeiV=v}ne^Uj_wXBg~+ag^m)ZuEzwFAll7x>0H$g;eT`HcK|0LpauAIKGnz z##H&jA1R~5r4Z1ERa?;WHoP2~a@?tg{vb$IS=cbM05-5FnK7xO^Dw_U_PKL?uwunP z@h1WF^8w^I4CGHNfiCC+;jOY3wBPCQ_h2KxSK1wv%t4pkt=YxiuKU1ey~zf*pPa+W zptKK@IWfwm@7$S377RPPTa0Bj5FbTO`$ES`j5~tBpHJcRUmJVCpRnxLRyNIU zyI3F;hQ)-rk!bI7z|Wu!q_<<_Z||RxJABvWf6h<6Z&?Aw$mVUzoHr<|=;f&IK>zWo758x?h?U3h9P?ubx_Ju3f|h3NRAUK;{|13f z&}z0=`AvMl#%@`bK&?>L^k6#OTnRCYoe!WSgGtG|O?Qk+2=kyX)PQf|yfuh|n?{mI zL|BuK8x-=safL*%<2wj?qBl?GOT}bdioEr^vl%W6aQzbS?fdz~>M)-CGv%vXP5zG6 zr>F}V=vixlc^PW+u`^QrlHyHqhqV%)9oho$iGc8CmfNWhO zxh2(yP1hyH`!5De?s4W~ra$oLj`E9%{#ccqq$k*lK|p2m#(aP;=LF7!(piVNWLUWl z#Dfl0t-5hUUN#0#ixp=+D3?4hAY2|x(w$)fr3Q64oF z6Hr(v#CP*KTFV?!zX7>Q1Orel`pdnT3%!p>H0>cORx!F{?dM1n)6amkzQfNsltWEv;<{(@CVT2Gxtzx*?gs zWU4Xn7F!Z_wBNOs@a}aN-n>I?is&nmOn4D`)iDnD56W{AGZTA_c(5kKE}8;i*T8+z z$9h+UX6;Wbh9>!v@%9(>4vJs9Ci>hX3Evj5|Ga}q7HAL8TmEzB`|K1idX9)O@s!<> z;bf|)F_A+QXuXWeos(YU3b_8)UbYnwqwkO=G=uWP=9ImYjCmR9sp*6$_%LM%C zLKIxg1Nzi5<4Obeh9s*tv{g-o9QvzRtazo~fQ}DxazV?DHp$BkzAaI(yFc~n!sAHN z5iv+JF3ts4hP#w#PhTt2GPt;pjq ztz$vEnN7@QhlfbFik3O#;xAR+b zMzBuHpV8?RbzBW@L+QJnTMvW`qy*g#nx&@-le1xyE$S#^Mo~|!r4Pg($Of4$;K%8M z<-USK7E!2pm$1}}cPl8Q>0rKCmStzamA)q4eM+oUSScZr+^iG=wrRrX@ueFk4Atq? z+jTrN2dHzQMXk9u|8BNGcx)I7ukrbc(`V#wP&B39^i@y0vy`KfC(y0(Xx#;mK&2SL zc#8#=4!UjV%M&iXvzt7kCV*?U54S=2qkhSoo^>xx0yN81rf9IQ71oauQepm)0cS_a znT9?EnJ<`5od5xI$3?$v1u|)nrZQs}W0!w1>p+b_&`S^tTO$tqR@LUe`CyF&+J=D? zzJu?#s=xhstdCqUC~br7P2{MfawoJ8V4~?1-ABw*i6r-M z&7A2L*QazGBv@M$h6jmFTA<^KRcv@*g>st~+cZ48QkTrQ-w7Z^dDws4FolVXGf&sR z=a^H$Ps~L=gyq&5s}?et;b748YS*NE6c^PyyDYu(@kS0@u7$Jdtk{$X(6ux$IMjmu1~&;Z(M6pBG{D{;iADj;*Mt0(wdE?5eW zO}Q9fJFD(A1Zkbw%?S`-K1^;xOyXbxbpI7Bd6T9_VUPUT-a?+Hxsx1MBJJOcWjnRu zv+XPT=`SLJl40a5Tw;?2rn+ZxJh+k1h}1)tYe02X8A4j6vp^{}qxVVZ4tztn^yM51 z>=XOv`TIXB$=AQwkrLpwas>viQezQyT0^bMf`(;(99k~2=2NB&SiA5w6qv|r*$07v z=*AHq2RgYH+kszNADuFqZ5+&0W7I1(r z6H`P~6g~y0d@mw^rGzc&kP*cXJ&zZ^dae;@7#Y|LIy|^%-F)td>)D=O^FD7oIBl4@ z)%3117m$h{Wkd)#E19;WtrSLQ?P!tI$S#_&&Hb`CtR%T$W~XP*t9YR-U~i~4Q`nJq zwo`gb4`Put4}^H7JGSpT2=>u@!-~y5Tw+R1}HzsljEdQ{8tbj#YxrwN@8vl0=8!t7me!UskM+3( ze#t1vm}T=zcRueQ$kKidJS=@9O=H~7x_4}b$bNW+d7LRYs$|Au;e69t+rR>4e(TA0 z4V3xYMa!Ah`|s{O2O;z1l561C3bf~@Fvs;D-_`F^t-io9QHGpHu6Oq+ybqxt@6YA& zQ8~{&zZRSs_p3z_VZ!(XTYvpc0T?EK`sy`!31<=+hnv+a6Zqv*w6FmzKSg}5pe{$Q z_w?FEJN=917)lM9tn$Z@r{($391u<#It5HABS!WyioM?=(7}lAyo$x7H28Xa?|2vx zX!aHqvi}l-Y=#)&{h9C+<#GiA=z4eng|KtAbyI>#A1q(|=T83CLK+Ke7C4@^$)G2x zyqicV8;M10lf8VJ>(5D>M9pj8fWx;8uUY#^-Z*EG_q*QL=TS-3sFZGs(=-2cn*v{o_$ zPIorOs0}XZnpkQPx^NP5&ZHRZ528=WD2|Avrw@+}`+T^qe}NwJ8rx~hff$sAeq1XYp;VzP=f*AoQnrt>h4d;@D%WLXvC85P3f30kpf)KY^%MX(=V{rM+ zYvuZxO68L&iU=JdUs|wue`f74TA%M#?X$-762R?LSA$Ov3RvV=N>8$xjoN)j!#GJfa8I`dAW8KzB~6w$%a1hxQxTzXDf@M>m7(xqPlZMv zfU!1PP{OXr*ujR6Y-KnGpMrjRi*+@ZcAUUHJZ}zjF~GhAdT)}XF%1+Hu@C@8+aUD3 zX`aCC<3iVj9W`f5|1M}Qa{A=x3sQJ$3BzAVX5&UzY-+)vb*W5Him8@LoNKCAEn*|> zDBxl7W%iN2t;h9%^R?biJCBfyJ5;LANE~6`3yF~J8s=|@dbO{6dR$nt(o{c#VIrFy*)_$gR?Y zubqe%3wf`Vs%YqbEdR0At}_rwXU?XMYh>6mIA*EoOEuqpvNO6A`LijdL((Mn>oVMM z&i#&4_|hpuT))j}UOJpZLY{?--A!vv!MCJ!(uAR(Qv8VqCN7*fAV6To!9ezXtqR?TygO8Xjv#sArS`XJ9rP+%8`n5hu%ItleCDN|`P*dm!Gw zy|iMsh1)nx8Ei&YZ!>0450Rk7-|uM6;)nzQ5$X0$-*IAdeLI3W9D$P97ALNn?cP?~ zlc~n0ipdg~r%XZ~z<)^w_l|B;I|Y>7RHJv>fB-IoI#^L36NyKg-ty`LgW5 z0_20GkV{9-4QQE7W_<(r+8E@(U`vp+wdft>5M&kO^tG``(2it9&X}Uv0au)?-1!-a znwJARO(g7%M4wa_K1o2zNmx7F_RngT7Y`26Fq#-sIu1JeY(`LN_u<;!<`fl%Imfdv zyh2q*TW~F$2(YFlA*1+v@z-4A1Q7{#4Am|!LDpf}$*?H(8lzWzsAX&R)i7}Vh(ySW zhz|_zM*jh7i0%Ai`Q1NQj*t>VTRVVVwO)r^dy>wov?er0Wa>aq^P;M2 zfwb>X^t%@g?BekCoTqNxj+H?*PtEYb=fgVLdJEtl=7dQ+GK_>n9KqocWDn~$g#6?)4l zuGAUVUQ~UWJYqHL2&iy=G2;yXVJK%8KBq6+cdMQ+X$@{ajEWGaG-<6)%P2}U8mIsy z!^(Njj#JPhb8EY7uD2T_^@U;=nCH6JiK)G>TjGImow2BUlGhX%MX*@;kG`Lv%^%V> zf>^Q9i-&TFJLO;T*FDS9TLMhwD;-N7=MY*D~apyLMm^Fx<=swVAFe`%opfVuywwe$eM(pByK+Aj_Gh#uozXfWq+ zdncPDU~KkQ@{WL-Wt{OgO7Jdc0afLeQV#qv2EJNy{FZ$&omDG!^|;BLNGQ%i^4I2| z#y{biuu3{kvukoCo*pk@b%`AK-CYV0#%bl8yC&&M`|RkIRc~7uk;K$=6i_x&Sq9|I zY$mT+3xTbG;0>2Im{`@v+{JiGhGWl8R9FvXU`Kb#|KY4Pl<8PzNvv@bdlha#|1QJY<9ftJETPJEp2$TXIjH1(R8z1<1f?JcRRhW2P}d zECBE<>~&DR?&&x!2_9~R`{2rL(O6k3R9!%FcfLtA{m|P23hd7#1Xuh=JEQk=(4F^e zAbhK}q2})BB7`?}ZD~(t-#vckNc#Y;BU|{litsQyz>xkaIYzT-(C5Yn(^{|q)elbR zz11}P=vxnu|K)2v9K`p#n4H?m=0x$x^G^y!U1?JK=@qYm#YEMtp{C< z9e1k*vtf7H`Ld%MUIO<)w6G07e+B)};2*={>sLG4h&Sy5Gu2bdT5gOCzlMF*J!|fM zcM%I+O6S?FQIlIe<~EsT{kijckw*AHdcR1g1w**s{?bPt_Fo7IVXn&uk5l42WsC(W z;)io_G<77j5wI<3IlSkWr_HWjI*hSjgkXqkn_h&`5EQNin=gP?AD}lEx}%uSE87G) zRBVbhwIUjIy!dT2ObWO$pVSYuZFBbHHqU^QOX95LjB>LXdZ3`#dI@NQY5m%(G$}4f zKV~2=&t}siFW@)iDn03{)&&s-pK4m&sAQISq`{?@GZ12lHP}Z5VIR zb{nuzl7&*pMkUw#TfYpA-@;%WKNn+68uDYKy@WgsNWpIq(w4GeBUW8>_@5*I`h0G! z3GfKSc0UEwQ9HQ4F@p9n@F+R{Ur4b-??}Y4gt=XC!j*NDE7biJS{Zr2lV$VIFiV}x zG0xZ{MeG-|p>*Zof>M~3Ras`<(&gg5qQIN=ap#P|VMhtGVdUAl8n_8i9T_ST?3d4;m7nzzU z{bHix*&xl9@r+f=eQQSjm4254OJe8iJ_toB6y->^-dk}B1*0ZV5-<-`y`_5-tvJ*t zLsL#%Dz?B=9yBh>KiG9C&4|lsJ$yu_lvq&77m0e-OSL&6ZxYg4PBjc$W1tk!kt3%) z(yq+IEvD&JPu*r^P*B<=FivTd9Le~KO62bQW-XcCZS_EnxhGgOA1<;_5sfDrFU<%~ z^CA*Nm0q}nhGVb1IA5TFNB{W8IdMUDt#&*M)?(kRQ#-6pto`gBX-P@>h5+#hr&d2g z^6o4CVlE4d!aK{^4lv>oN_hTav05X~D;xL<+WNSil;AU=!Ayr2lMh z8XDzBb9__1!m4%U)!RX6(Z49Psu2`dq6r)8!Q^FL4vBJPMDX6z5MnfY5seBkH`oQb z&Ms9jFY5;)`Zh-^U;~g`^r*{fDsx)$EcJjl?Gx)tm1@c>RMDPwvoO7mpfg;Ps`sk~ z)dBe(U%=Wmz*e72()J%R>#stcTpUAK5^NzdB7rGa+pvhife&MhPBi=H-cK7w3|GZc z_D+3&4~g5yyL_{s`FTgyQ?L=Ctv4Y3U8QF8)DUl4jp$OOZ_F^rn-*w%&y?4?d8;A4 zla3Hx9^~_&2)<|(C(^}#HTV`2d&*3qPv=L`Wus$J2eM84a08iv*6;1^rglZ~^KWLj z-&kaGp?6=-dXDaOk~p(Z@9v(XS8B*`_h_1H4OpD!F=Bf{-WsXc2;xGQv{)G^PrPaiEXn+QOc7Vz}TBX|XjCp(?R6N4gz zWM7$Pw+x;zm{AuaE4^PGx*-}x#M_(E|DAi8~mOqsnk?BTq96EBNRvjPrv*--a{AY zh?d`@42n=hsnfNocmj^i43_^Ct#1-_QqU-GHqGInG^Fh!Be1E{nQr$Y>b3YZwrDO% zwFA)mYOe@G`7O9ovR9|H+k&uuR%euIKJEA`SYsv8r($D>Yfk3$TE95`ZjLWvS-BDp zHm<-u#Y9fE{-EJjBQak$v}?)vv{Wh;6qt=u55PJ3@OU5zTN4`;`PC^kBP2iR6G8u? z4T?vHH$Erp@M|NA9fpX$HY^y2=AGz69c6OqQEB?Zm^s2;{XVJv3eD>e7#_lnw2eUg zmEP$YBNc>lgJJ`wGKm?&m8TZCK0h(+smQ;AsLE8)?+!FS^36;j^-#omY2rDzxgfbv z2jZPY>C9P&Zm%EUPx~`0oGxlaTf~+{RQG^!cP(hyQ0+-N-z33FP*}&_Ru7zPB>U%U zMhEK>uJ~aWUdR|T={{7iB^-x;$ysq2C*4hQR7ItRICG;mX0T;UkQ#M$CWAOQ$sItdi7l%ykJaB~8-dxa1nG}5QRhV%G-9=BgNRw!|ITM##HI@%N8G0+cYxcrx z&UEMkJrjW0J3iAhzQwrXWwremi{)`H*Z3R_#!ycA(dnz=PV?*BN(f- zLg56#elW8Tn*P*_Jdq)JWtvdI^s(WkJAR1W+`pKpdRFiT6rwnOn*+`k1;nn|)YNdn#N z6Hm*#Pl1U33|4ua!r%+~UhdKaM=q-qSV?Uo{J&`7w1{tn5k){-80@Lx0Am81As*#V z;tmQsoZ<%gLQV{Aqh%!OtkD3Y0VPBgPfac;p|J{+!|&mdm37Q{ul`B647=WivQUj%0&&{aQID| z%+jc#aCdxhFHF&lRL(E5VUDfL%uXN*TKmBhUTO#DHiLp--JHtM=i|yl zVi7BJOu|BUKOL@UbsVSCV~Tj{hK$~oFD4r2O)9IT0e=;Y##B9T4PD#R@IW!OT_H-I zg^YEMc+U-tvk2dz3ci0jObaQ?2>8wom1m8J3}0d}3%pQ8P0`^dp<ggkv1_(pS1;G`D<)_r>6=OBz8BQ=LNpoLL7!yEPU zFPXN+yZ4jbgpioPqYSza+x^P0<@I5J-Px&teRf{ui^=BQOr- zKi2W>?o$@O=bz4NarJ9URkd*uvRq{szpStOD!|qrSD6oqzyjmG#hn;xqxN&u zGf6jz-MN_e3hYRfvE2EF`JW_^gaq$3AL4J8T``vUtlI+kZ^F_sJ~iuIm`o#AIYDY} zVNCi4-udgjKSY{XYWgepD92O+{UjhsUZb@IimTY#lLYx*=q&6{zu(R_JFB&j#)=9q zpY$o6q*I@bCmj)!ev~AL4^e#)_l`o_uv7#zJ^?TsOYL!JqGSGC zVY8oFGQ_ByjSf5(F@uf=iX=D6vv%VG2&FJxClN~5rK7&|T?3uc4Sh_QK%WV`+CDA( zyYW|o7Bs)GFZSL3vrT_-NBU?^5pn(<|4S5V(%x;0&`XAZny z-uKtbNrrG7YN!V2x@WWBtLN#aua^n$NrE>h?!Vz_xm4)L_^-rE1=%!dZ+jfU@t3n5 zvl%0?wl$amuGm=ktPP~+7(D2ENLtay{YshSS$p%B0-s^l&z;|n3c)5OwXB0-XAdRM z*WEP~R1_rhwnj!!IdEJ4dAdPXn@ntR_D*t6<|_UScy%}Wpj96nD(j@a;Qef?CoGbg zOv6;0Rilk^-Oc3u?rA};6KX>8nU%VuVc%pZHR(EdWk{|D@Bx=6Th!*vyLQ^BEJ%Y; za>&gSK%$v0&nn}Yg-&{iY~dGrtzZpP=aP{dhp7%KIQ-;5xCe!3)a)X32ocN`n#K1> zo`4WlJYivj^>;gJ1tyI|wah*(NrXt9p(&_l?LRA48gG19?AvL_cplR5yyIlA#GpvV ztePCi)JHl&Qn!yA4wqk|9ULJGiH4*aGh8H3DR{q1Rk^QEn|)Ddlern@_>pNQMFk45 z`LN1SD`14(gf;xrrsKa>W0sL`B5TJHHUl)8bkq&q_fpF*N)73;@zPz`Vfa0FGKYG4 zvk;&TWxR7a*W>ZrY2{yOHl>(`p<(05zxZ`L4XpEJI>xC_BrJZP$y{f*+nDU)5EX=n z)P3^QB)-Ulmdz!x&w|#5`;X(3|8RdRk)#F|4?`P8#!}Kj(A1~7V)QO-OnHy~{PeCz zc<6a>kqT(GDbmLp6D!U$pDbPn3RjL!a1T&E!<3e+MEt1z%As4uQmqgprUK;p*o+TP zSsSgZM25#+jn}=+x%UM(V+l}DF?x24L)$0)3fBNdyLxc@o(y}eapHGf zRwgbRcXFhRj%~@5dcF}a+p6|PgsU7gZP2?%1mU>-$a!)y>LjY3kgmNNX;TZ`zZpXG zM-7Y*_lDFG=gPoeXM6mRuPIrZQcu(}KaMM?KbWnb^twF8e1@+nv|U~7TbeAA%5I+; z^=AJaJk>sReVo0+67R#`aR_XK2VNWY?J z@h`HI+;QBB?^PAq5s=#O3p<)j2&wNk^*luH*zShtkrp4QKDz|)fQp7>IH6`xj6sA7 zShVBHRP;6$B7}Q?K=wD?Ee7v?g$tm#l-lF%v8b7F5Vk`8bANQvwl`+wlaY+Ufx7;HaxQo#7FJEA1mMpevMxhEe$7hilBWTS|oA6N-x?>Z~kBnx$i2} z!M+?#69c>N{J&WG8+A`f;pQT4Tnc*3LK5NcSuQV(z-GyN)z-%sFm+WsqS~Nt6hvWNgvsY=^ zi4;@L_BhW+QbspRlvQj>Xx&`ZU>a_%)8Lf%d1>Hp+>)?8!|p@jzpiaKqjJhD@JWoJ z;C+twCMp(e7r;R@q`qtM-sF260M}bo{m{|&Ece$ooFM0a4EU$$-X2b9N}04_DbSM3 z^D)6}otG1shzb#)Y48Q7LmMFedTp*v1};$Za~wiNi~^l}IG+UZDo z0e#03!s7os)}&PVvAl9z2nIP2m4`#2{32memdVC90r#s!toj#_MP@ZQrE`;}oj+~q zs-oymVjCnp?a}1#`&hi6LrhYg2wli%m6_CL3HnQE=eRYQBIWc-yb96PTK6Jbajflc zrH*AW?dF}!m=h66*t#(gY!ws@vF z=*^$g?-J9E#6N5XC~z<-a;^#Yc3k@4UyiryM^C|GyeuXx&kNfXbABQkS7T+ANiIZK zme*LS;lgRdc8a-SjSU6~E80c@nvhwDCgM-aw%r&4GH~lPT(FZ^`YZtXNq^hUZkI~j zU?u{(LmKih4*cnX_LG?m9Ft4Xgb&2iG!K3`OH_FLqx^qClX{=PGa|=OaHnuSCTS#@ zaDXv&>prW6X?<=&SlJ;I(I&%b5&7p0*$X<&fw&@0c>}OGDV#;ezq5k2{hv-L{WURG zyMqgz01x-`oMTE;YiL6+ozZ!F-rEvrW9DB;C-ld$Z*r*FcND^98#72-$5|4Ya0tV&yM=&HChXU>@mQ*f0#dr} z$}*I_sfb(TmN`+p0ct$JazUA{h225gqY5qFQcgNNK$ZCP%QjOeG`BGn<0hB2z4gi9 zTRG#9%-3>A)>;zDoL`>{9Dkuts2IxMH$J=1PRvy1c2*laREk$)`SduN1Mw<`_ua8l zO3pkUkw=Mz)|g)DT_pR`$Fa)-YJYPyzE@@RLQHZz%bc@NMyo&VRCe1vTOj6TNN+;w z9c^2`gnL(!TaM;0{2KYdPUIHa%ac-_bLRB;6M-6TSHJ%3ND<9&t!=wehNFAvu< zU}i6GS6cOrn{P_Dx)9l$MPz?O1ajV^1E|j_QU&d=H`JJ0e7Mp#gAQ%LUzr-^mX%M; z>p_<7F>{Jzoi-Qx`38D%iM#6*9lQv}Ux+eKm$2rAh$!oMWMal~B#SWmA_Zc8D3WfU z+a_B22|;z-DTS0%p&{moNO`y&3dj6~KZwuz zF6Am(-qs#&qC8d@`MeYFF-|I`#0piRF(tL#pBnh58L<4RyWe(E_mD0 zO8vW2maxUtvVDP$_~{34)L$ELO&gpq+@$k3>8-IcVQKet7h|^f)a!iWQU%N4#`^dSI|}bn-)3rRd%63(1wgWJHg|m9ww_+VJBN#JVxZ!g zl*-9^%G!`2)*sS<^~*y=*9hodgtASZpg{-Z1G;5B@@jpf>U53adn+z>IK%2j^zE3m z5wrmgc71O2S?eY!bm(0sc*c*iT%>)R}SwuXc*>UE?k=_vVJKoA?g@`1iQWG?pL(u{gJU5SMQ&U#$GTY zdUW5KD28I-{WPXT#v5d~)J-XucHfQGMi#+qzHBDtyl^v?sM*;EhxEDuR5B~YjeFev zV0PrQS|Y;{ABV&!?o!hCg1YOoZkfkmHl`nbc9Pbaf40nlJdlkGif4uXF!z7mA$Hl+ z-gtAY^h|<-$&S+cekdVMc43g{^f|Q+#fwujgR>(grIl1W)?$AurK zP3MJNZ>^R=@lI%AL^V?yQb=XjGJT!S(@`sNfa|Z_5`tb#SW8yh7Sua$n8l32xF;Qx zn;u!_ueI%~^P^Pm*F0YYpgD}?w~)%r7_^&zsm_i(J_yeqjNtw3<@}#{;;n(=*Tvbn z*+I_wf&dFQr_V?q=7Q!0>n*db!zYzFf}8a8n?EP_RR#7`%Xncnv=~xKF$`_-yJ9Uh z$Pmd=)R;FuK!u_=Sd<~d=GREIUZ}C2 zvUQA5_UuO33o|SK+SH}F@-N(A6+XKtlplHJ3gs034Ar3D>>3_H2&({Ji-UZo5L6UojnuI z3;%kKaMKOrtQ(~CR)FRk2V~<9CeZiA5JQL+$`C-+egm74-OA1wt&pXT4C(X^ez(dO zZ$wE^q_doZ$k{B0>~vbBl2fmudK^mqJriXpw1PI3eMe#_9=_R(Z3u9g$0!ptw;JK9 ziUc&8wg!Osmw4&6 z@bR^n_x>mooEp+;#;l-x%pPuMUbNvhu5tUi8b`=ZU}!y04~~LjE$4B0i#EMg>ic8y zmIF6A;dq0MOn9DQxjCT5%tG&e(HIM{GGQvrDhJ5%cy5IJ=J|HPj~5K|q2d&-Y~v&J z&SB%MX}G(aPNsSp3VXRC{?kPmFs8ZcHw5`B|5)XIy*+`QaeD(dTUUzsSk=)oB~$yi znYIG;inm%5^tR-7_BA66KEFOE(gsy z_b97=;JiRgp}B5ATzAWE-pXefg3YDDR;C6jI_j!UEi)QZ$C=4KLW~Zk``_n~hsL2- z7ot_BkfS6QXOdoP(8zAp?WvrAfv**>Zg$3fgNg7TID~P#+V1L}%<7}!61$9Pd$(IV z{B1vfha>uaqQCx|P?j9Gy@4>>)WysQIOp#7r3YO-9cR#S|3lBm`?M==aI#QkcHiAa zrCzVHe-$fW_T_!{z1ot`M96qb{U%NcMTdKWefWHh-aI2XFvLq$xA&G_xqQy;R-OJA z>&Pc^C^bMyvO?DT$_&(bE z&g9b>cpRj)J#tN3S2s3|r7?ab#wrdG&MnQ=tcx4DM3`l^ z>CgD8c9q8Z_9|O_uehiV8Pr9r5>8#3WStxD2I|5&x)K<+d}*| z4)Z-IxD|V6tHx9q_Bjh3VXz{c0_W%A-vnBukUoy32oq*{a6$pbsw~_~<&cdjK`*Ny z728?DetATPNirVK2)xEVvQ2o%xF1Ezve!%P@`z4SpPb(@`<})FqmnXY|< z1QlDBmXN&B&+1}RK%5ztGrQ@-4EH_yqbu($b#d3fFe<;B~O*#uyfq#UC;IwGZ-JNC{5m=Hfvv(^yKHv2n9O~ z`)~kFqfWZo8I)uwj%(bepf;6#(JcmaXV3=KDptTx(Y}^m|LBcjcwD9y-0i3+9 zK0lYMR)F(G^YsU9?m!|8YF&GF+9F1_jqW=1Pt^4Nx zoISsFzj)?$;@NzpUe~PYYS4mL=Ts&oZ$unY>;H086U9f8O{$&Cu{lbtiQNg=7UR%%IX19y}aljDMPsEPK z!87fZ#xkn!68L?e$~cU+r<%i@>BY`8wGTvbDcK10!2HGUd|BX$#K|bQcnFPB2*@CW zA8MrhW~7OdzQPpiNx6?!e_@Yqw!G=IONzpUw0gkg@RGz?&8nS{&H-pl5l{T-VSHsV zTVz3-gh0BB+J;PAe6Y5s%>|}>@{4#>@L~0bUoB?)3RSoUx6~R zV}1?BKl0lv&HJsMv0+5H5@CA+*QN=2420`aJfEqY$MhMDav1wi3ea4AyUDgnGKvPX zv`ruixB5xxqG%dbnt-$)09OR3HE%wcPjd(}6MmiCZsDFx?jqISXa;zKhksdNZLBLF zG=o#m_*xWO)F&nZKK4Ied7+nN(79qcIwfNa;|V34e@YtT@B-~;IVU`Gtr|Y2N^ub8 z#Ek7OM9f;S$I2iZq`PhMmtCOVS#<4#WTJn1Utn-?v_SDG&)RD}=^76Xbx3aZ?3+-* znaysluL^_^r1R^c1^cow-2&uxFri#mw zW?%P3Is9^8SO;88t1U!E-Mg*%c=E?f522BnSPI}Wbw*R28zgUdsQ8rm1T#{O;U^xT z?|+0Hq;>fi4_Q|X}Z?V~h(27qt zD|*9?&L8-seP;h=|*obpEX-UF4XR2i!r)( z<4zQd!=EDLc3-(GeR7zN>n)L7IDdIqZdf3bm%6vF9G56gozSP@xetA^Z-TNZz4%Q8 zjNSvF+e9J=rR~9|L_e!<6kNF&H6*GC0Ns z%X{9Xut+&+KNsbwCDNBeok$6*p%D_P?p~l${;j8VPe}H{V9`lTZ+p|0ceF{&m?z6; z646aGfo$NmIn|j?zevTX)ZFZ&8BfyJvKvLfF8CC>q@K3+s|EySn(>mJ7{kq~Oeljo zTeNhl8}O&;EQ#P`Kybs~n}D*lf9~Ln2Gkk1HG*YV+w%_|QO%I;4XjAF-WUveKl0-m zDngvl#sM#uv#Z9oN=3;j>uozP(YsxupEb7+T24n>YCSy-^@f{0=Woa#Q|4~O*50H` zrYzDw-*@}(D88n2YqM^)U-59s`#*m*_6k3_Ab8}SmIBqki8?b{Utw|YPt`>s8ZlC` zB>Ol+^-4PZww^@2U2;mCT9}g)3*{+8KABB&zK1jZiaTLhE4i_uBx_i^JATlsA$wO6 z+HHh4v{0D}j)gz!NJt%r6k{1^qvp>Ww7xrsN(DK|FNa&Sq%6r z)msLLC+#F?3;7rIF6l4(6*-`BI{!I&m)WM^AUc8%^b%?6XEg+`?xc`Br=Z0csrez{bs+ zfr7A%#EJAKvo}!&POL>LPHZUl16KGHgOJydk8+PlA(ZeVfe+W^>i#m(Bk^2wqCoWz zsQIAq;Zp#IzZIeWS{!X+?+HnxTKM4?fbo}CB)C}S|DX5!PdU2$_{&~dwMA8#OQ&TzD(`WX?c8gm`l9|?$~WNz zNTzvdRoiggXzPHOLvo4jSxiIq;x%1!S~4Au8GhsgfQ6?o!t@FUj?JWAR_E2X`q-cm zotEAukbi6mxUG_%qEXLgbXH5VjF#!1uu@0>2%xcP!Pz%vMhQ9I)RClG4k5O!i6*l8 z3(ZOmV4c?KGKnPPQ*jauCpKX*z|Nh~pX(ZO`A+T@JEP!V9|H_rUdkoh>bxWe>|mZ= zV-6f5{_vA?KJ=8N%>2q^+O1s|uln}4dAr6t&dO-x&5&WlH*F@$E^s5SjZIeMIB3x3 zjesmowrwRMHnUg#Yn*z2p` zS-Cc{iHVZ)8NRV&A&IxXz+q$1tb;)%d@;2Usbdnofuq%NvAveL)!wu6wsP>ZNPujw z=Az7^*Vc<>aqftx!lZricd07OVx7->hiOsIBE4SF7+r3Z^gnWkqbMh4*}XfZ;DVFT z+jI+qC>abM&vq4&8)5q~Ktjkxa&bdmcGlBZ^u{f4=x(XrH$0HJMS3-V11J#=JI46r z;sHb#Asd+<5DemdUvODTC*0OWSX%@a9gHYbox}CQT;0C0)!N{Xx0@6ARreZhh70aV zQ7mn!wBWSqrr2a?->HP-SGUvf^rw?{2M|?lhtIQ`u2|S>gc=LLfKP z28%}HKJg8g69yvW~KMVzMN|8C|HzR3d~f-+SVQr6XpX`*MKoC z?st1hvVZUSs49SH&l;`&*@gZ?+k?9J*020;RIbOrc3DAW%l z8&*S1IHk*P3Kh0r#`w6V3PO-&+phN3&CvLz|F&8^Iw5oB2s-!a>{1ig^KocQrE>GI zma#Q&TgwTHD5_azUj|wQ?TVJ9STE1fHy*#)Uf;2M=vjm&^~!HH_eqya1F))-iay1A ze2WbmGEjP>GXbHK@LjUac|;u5`=*ZGN5y~2?Qr8E47U_IiXYB4=?Dv1YG45YHcZqn zmeC58#;=P9=XOWY`vO^(ooa-u_n4FUrTz}F_9!-JQ#wGim$UK6{_(~5MY(z%8Z6Wz zPIa7~iWN}I+r9+A(F|ZlTaF=Q>@LfqEuoc5q)FrE*^CK*ONcHfhI^~dsYK{XE`SDQ zkjsP7YVlF&@B7Y=ZbG6=bjgPF9zubM9a6va3vy@gHM~lwBWwW%%89E;q4j9K?H@BJ zMljD?wXLzh9=@&^SZ-<0X#U0+Fq+DQO1$+>hE!DF3s(T7cY>7Rbsqgu4CCR0RNVQ2 z`*rGo7P#9Y**Y|M3KjqTVK`beOD;2jRMTHG4&z1A~zr9iBs zIn$HDK?i>8^v66c9048mB!lE;P-_lrDz`LhAuc$^)^I;iG`GyFYHsbiC4PB)SRbGq z8=P2)v~|ks-9H&r_50QEq|0EQwKskYVno$s@kH2Es6do>Jl2>;ma29wiHzb&zsN!Y z5Z?or4t<>`+ZUVG5>PL#{6j3cBt%hqyAt-nN9_EvTe~Oh$cV(*ekPk6yP|$7W?b%> zt)HKdA4&ae-Otc$$tui7=PY-Sf!kJgOtSii+J+QtO|3z0Z_$_c#b&t#GV3D7`$)Se z4lX{CD1K_blpWB7tZ#f-`Rwi|G!7FjOe{S2p_hHsG-#+GdGOT;+ zfg1cn@x_OzSmD|byK=+9WTH>9Z~}C&b0tv1LylPK1x+_NDpSu*@Mx_Hw(BI@e{C|i zUb>K4--Pxq?>h+xa|q_KAOl|DXOOd=kYj#U2M(K}nDJB?{2Tn$E&Qs(d%SWZz^uNc zJ(&)19M@>xtt3`ey>jbpxC)!84O_B?&K|OAKB?5so^5*hJw#T1vX|9@_JU6bC5R?#W?ubvjB1joajzS_7=gu*l@_3 zd|ump^%YOq3quHyb|SD=Qn$54eP5aje9H8PIHogVt9;lv1{vE65G$u>dqE3NfaDUsSmHRsl@6qtAF| zrCvEg2WGO6db2q$@%9*5ev}1DfY)c-wBR|U6fwFLM8p-beSaiCLXlT_K7Y`d1jD|Z zxN!JWEYF9gU_JhN!(vcoddXVsP<}Itm zk{Yq+V~*sc8|w??#}_#-Y`L|d6hI2L&r0dr!#~PZ>asWa@2fA?o*ENW)ecP88NWDt*hIyy!?6##3#VK=|@%~T@= z=a7Z6nVK%v6q-=0X?oPkz6`7x5BL}_@uU8ecVb3<)t22l#X+Ys$%<&ivwOIZonkEY zRxt3XOdWDuD4m#vI5;M!jloArn8+R}f`O~>2X`{E)@G}LETplfAqJyipeMJ%Ci!EP z33-gj0Vg802N!%r$z$&98!~ugtb=9mtm9Og zBsCr|FH`&8ZETltxG$5l!Y;yE>}Sj>cl5aP!yzK|;y|VwD7862j_0Jn!q`nJvKr;f z@9@Tc;D&8JUaGhux9%MRU+ zsJzoeP$F;|P_^9fHKzb!eTLmFC~9 z9H<5+S^()?d|E0|S3ggsVzHdo;aE#VNDR-aUz0&4Rqv$$&=J}g|Cth3&f=vyey|3i zvN2$t9`NZ;XG&+y&O`n_VB`a59H{y91Jw}%GS1A2p6UBTk=1j!(r?ryeJ8b~PLEjE zTpmZzV4^?i{YQUx@-$(4eS3C(3i^|U0^6DAW|i7%;s&b(iG6ni{3hJe`!)f+P%+x8&4@>aQMu-ydt_&g zIqc&Q>3`CQ>E?KCT0(6Z3Qu)1?$zcML|9HN3%X%AMMoqa=#TX-TLFZUprm`%nUiHXpG(QbSGQ)BYUYbX#l6jKO{iP0Dq zw9(ULO4;{-Z>WT#|H;`O$t#Ii;fRj_@pgZRY>%R`Y#G)OSW}I)CQ*laEb%ho;<-id zbn%)lP>gx^6XGkO*7Uml28zhilUFk%|C#3GiC2~*bo5(wCeCC_o+#C?_(XVpaWn4L z72K5mE!S^@*a_52hEM_3;mpBJh%%9A|e4tcLv#W!tD~_(_XqS^wR+WCXIGuQpB+dB-R0t77$d!zV~Dvw*Vc03aI9 zF2p@nnKp7Y2_&eC2l8>n)_=I}=Q1c4?)KPjOotbE?O}ek;VP%^nJF&}t@3K0t;?Cm zg6j1Ib<=HbpLcgZWfs;RV&v%viTu^jz&_0C+V6dO*nVZMr_?jFg3QdA9g^X}=$T8P z!?Z6F_7#(AV{us!}x&NHaNxDQIZ~5Hp5VAn1 zi^FH*>+_hbx2$Gc>zVtRjOT#8-n5s8$#7%b;571eSfnSZxH2HTKOdM76KsCvU&IR0A{-k1sdf?vmE{<>2C7tIyV3IbZc9F5SMsPtP(qw5 z+m>B(G+TbDb4f_Qepb{t(7zRw?RoJ139F2@V97+yt35JmV`3hfZq_>w3Z#E|NKZ;0 zPOe}xX2qemyz}``I!SEVQG1m{ZJURykUWsmUvi_Smfe80V%Yi4Dq~<|7gUrB=WFOt^7 z`7%XrKb|*Rss{C~tHD58>DV`ej?u{TZaW4#S+f#_po8xRj&F-OvH0`u{x95pP6plH z4Vgl=&C&3KsaW*6iXSv3&$BLDLF@~*)uNN=+Wsa5c{?-&X-?VA9Zo^o;u2_cBRFp; z*X6RC%e4APop#(zW{LwMmIyqSAYX zjB~wsql1l+G>?5r%|YSR#x}a54VtzH%&N8EX8}|7x1i)$CAscLd85*iW%`Yk+Kq0r z)wn8qR{rAZ)ztbDAi!6g+S~Ys~kN%)1Fm@)?4%F3Yg)0m?q=jo(2>A(G=2K zg6jT7#v0C(Fi@=dHu!G=Tmz*CXZV~ImqwBo{Z9=MF5m$Ex0L3xHcVPc1kz20H+uLD zmuI$}dQ|>Z_#F@ClpJ|xME%t3ptue1mt>inx+6K_kh9`StpShC-yUhj)b1+P-^3W0ayd@rF-f&UM7X`p9b9c;QeMrS4Bvcqe!`Wss%B53#R1;^g9nVkLO7du5ak5lc|64ue#Feh%g zm|WI5a8KQG<(6V#aFqN1kcD;h23NN;nF_Ktj-dt%c)hK~y+K8`2ihxIB$!3p#F<h6dL~1-=w?2M{aF~teoLg^b8X|?Gc9}nN2#|paSSP zqp2vXNuRmvAkR37#Eq&e=?hMONuXnku4ayc^vr)os7yFLATpD&w4qnSA>0|*XmiZ)$8+;4tcn$-67RoWseWJMz z576&z9y{W^(U*G1)EDx;Sega@7REUJ168Iv+<@)+o-itzmMJf-x;1T&zq<9>A1{!4t`IKt=ER7NB5%Do>qiV6%)+F4=YEaWw)Szxe{|`PkE4wX#W{|34 zDkgvOu8TSBADGb{DnF7I+h}g?4&=~OkT%JBtp4(#;~+zCzqSpuAW8=P?~4#SWqvzFwbJ!{5a_Y)oP6!q#reC(eSXvV`1*F)vSE@1?aLOzG#ZT`d(c=y2QVQK-) zpQ7JnS zI51o2t)4}s!)Oo8*pyolNv$X&8ZpEnNS4&dXUFDImd1c=Rw}a*Uil1$1eB&uN|`2i ztMM6Gq0HINvMRrfE>wzDXRmx*jEL6D+U4I~09>9n1#u}QzCo>&1H*-8!tGDBG-xv` z_H~6tW6m<^7ch8&AAHf1(R<#`hm5CxgM{G~8o&IC^DJS^D3$1IjQeI8-iP2uMtIpR z-UX9cF=WnO#MR%T_fvfzyLhbPfhDn8i>U@$t{?AT%H-kYW|sCI>ftU`s6aG;G4M&< z&j0;c7W0ZQ2g`0<3c(Atayh%nGItTrrnDG`kDUYpphF*D}< zXG!Ga{SA63v4P`Mws7z6#~zN5o&R+|vcbGzQY_st&+}QZ5Jan1Yz{^!Rh=?cIIQ{p zPAT9|mkV9rxylvHs@7}ze8NntkTz*Gf5c7O=(|WEF)lA&wx!P!C>CGlTf8S5-1q}) zB@2E9vm?_-A|QN7)w0y;#4i}it=)SJp}>nsQX`GTTH#;k&72W>3Ahei43^!x->Rm! zB7zL7W|CHo0wU+xD~9~?Br(n|SNuXZeOrb+c1 z2gaYY3ym_r?b{Iy0MYc@mEM*UT#fxLH&i)G219G`hoF_(a?Brys2`H$zExivjozsB z)TLB2{4uSmLl}jz$kLe+A_b?BpqQP#*vxgxfA~x6 zqip|_7DK?|aA-$}(wBBfxBu0`=KPKQ_%I2n^A5%P<*VlP=mY2Vj-U-3w2*T@5&-K^ zZar@uy}3a3<0-@Rx)?D%hId?xo4rb!m(~BS#BV&RU=>yZbf~X++mzYSO$gnC&8kuX zH%M}{<{tt*<2#-N&H@s?m9+EKN+WwCr%AQgShLMVO}|vQsed`q{?|$J2vVsLJ6)Gq zi0}Zm7l)1|9fs!!=i*!|<)9g$KCLY^k39ya$V|7PL$#I}>84ZH(rvl+0zZvFQw^I+ z4OLcO{3NRPn5qvWBlLQXThdL@`i2&ULfCJ5h!J4xEYx6K3G==bh&sl6L}4!WpAnyF zdQTUZcg*d-Ax=n1+B*`gDz zAwQ)HL)cocxXWsHNp*lSyOA%FRR&Im_Zui4{oL5VyPrz{C2)wWO_O{Yzq1=n-JYW9 zWrQ`Ij5GYj{=ZwccWV}FyeN6FZWYr*J;%quzs8ox#NG6NH!^R=;8vvx*Kx>rtbl zcE2UD6BG6Xc2tD5bmgT>d8ym>!?kN-m)^sBItGjex}or>ym%`&+CD!Hsa+E)DAk|~ z57`&`{3LSZV%5gup)A$=igQlDjmOg1c-i~w{RbI~`^cG%*;v<7bDkU+Hf;AOZJ7a+ z3frZbB9Vcu8EA_x(LPBz@(~|cKfJPK*RQ`wCAO~q|U$0GXA!~6B#I(*v}$L z;SH++No}y(`6Cbw@);Up$uHaZ_BmD&KI8jQz396^$4EmsZ3Rw_+9+xfr|TLaE?4BL zeWqiX{7wyvanZEG<{!QG4PuLZP(F19*3Zn~yP}*YBD+79B4)Hf{i3JgpiZRDz5sZ3;H{+$dg-Io-acc1o3mxHM+CC{mv6W%ozP6|P1G z>Tpz4q)@jViUydXi4NVw@RI*^EA?%M&)IgWHy!Daxm0)3O6(2d*NsZN+NQ;G8fq*T z+5EcQN(eiU!Rdm`+2~-6lDPOq*R4RLUk1x!F<5}2bVvBd=j8q@v=XuF<762<)01E$ zI^D%U*_fb+J>QUU!b|}CU`{%8O7-qQR5Sp%BDqM*0LQjK{4X2Iy4JTT;@Ui!#YM<- z6$5O2sAm6G8`B#zZarm#;Hr2Oddo96oB$~AZAd@otNIdAY79mRze?0(G(?f8QC$we$20%`=dm7Bm01V+UH2orxjEcYu7GX) zX1nd0*BKZ>t7KdH{4Z2bxvpMjxV}JQDi{c>Xt%LuYc=H{j}v39nO*-e=2|7_HAx^= z+KM0YV{x>uc8=*CKUw6A)@`SA)hEfZkWCekNnWm3K{5co$qNosJPTj}yB3fSEAXXn zmh@U+AgOui!te{q7Z$I`V_~`8#vY?npoY~H&(|>)e##SkLS?^g$h13Lhy*f3HmK>9KyydNs@#-8UuTDa4w*dk zmwi%5dkK200QCIrr(qYWQ@Uz^1S0OLX=N)obBSK)cQ8GZ6cZNfs((77kU*w|d%res z4)%7aUdM;}+N3TD^+rBVOQY(El^aII9T*y>6$n?A$Vo^BjWxJ1nPh}VjH~07t$LvD zq-T$#%vh!ILwZXaXZAmIRnpJLs1}zz!OulmcXZ!vH7IO~L2mCoRlie1N0uI5k zmxg)b1yf#wJSmFqWK1XU0Hq?B;UsFSUl|d)$!P3ykfDm1G;t3ZZZq2Kfk`fu2ZVzj zoZw`kvQK)P2S3?B;ZA&4d#WuDZ3mc2DqZkm3V+DNgYuv`!9WeKiFkLG=iT%OtGY%7Q!(b=Z z_&GZq35X&W^z=*I84KTnw3 z7}+Cy<0(Rf^>k(Ln_JCyktK%jCxVTF{#@~voQVJZwT^E;(GdFX^W-{r zL*3NF`1GSiRpaliY!2^$D-Re`3L>>AA&yZpfUi;9zUPjh3>So|!^!|Ub3ye+O zD@siZlCrVlwZmDwQMDu)&tu*NHuyU-MGnpxfkVt$?_9xW0U;XeZ?g{1_zC946Q-?2 z8KdJa2^g1D!PsWn=-%pnI_si+j~w`Z z<8gRP`Tg8cCK6Po(3P|^qO$U;xvEF1^GR%Z{27cj7&h8FB$|afROnlyuS6d#hKb?t+Lo-f*nbeZn@a^sV*h3O61a_nbi7 zTKh(XqPJb;rA@jbfG@VP)+W=s`*_!Wu$OhuDRsFu%m3j+#h5!rbmk;3Sg?+W8z>Bn zZ$Z5C-Nt(LiwIk3cha}ZKCCoWR`Rgi3A(G0<@wDjSy(-!C*0|{-DOdd+p$_I906ZT z=_VLF^%3MXW<~+m45x~m6gIA=vOb!r+G6}FUP_*HzQIYpZ0AlMeCfz&@PfQRvj|MQ zA19n2Quq*BzrMCm<!o653!wT?T>n6c@sl&xTl*b7z5>lRRbX)2&cWC0uCH|B_8;wv*JO~&%a zp6uXgv1>86q^O2@AuNJ}1IY!bo2Fra_(q>sf-scuZs;vvL{>u$?IuaZ{wmm|gIyniNwcc*MZr+K|?qudNM zU>9<3$rYOBwr8gMUG`b$t3cTo!0RO&;|%B7mg@W-3X|uFmDnHZj4`IkWvGCv-nu3ayAEK?G2d+^pPiNEXWxOgExIL@ z+Jx+Qs&z}ny;igPplf`bT^A)nMTeQ%HH0emQq}CnosullMELLM1}erZ`zC{iY^8I#6d*%)a$y zApC{g^uFJtQ!`GN!k5M^2S2jYpL$i|Qvw1^G`p%r>bXx#P5yLqz2g=#n!GB*2{kY5V>J_10NyV|sjTLvpyMpXL zLL2zq_S@Z1g$>B@XV3otBWg&erz`PC zz<=^fljQ{7)vchg5?4MM|Eu($g$j*QsjGcjtO)EDdilHB#_=0FoT_I=v$S3t_aI1j zl9pZ#+sC2~XBn)VrC^YgY+!k+<*LqvSp#Zx0mL{2?d21@@A2wv7C}hTnVBp9O)z9Z z9!lKkqw}*15EG*&TSoL_muX1Mk=nIk?yzYkPXyvg`jztEdp*k#tkoc|yJ2Ivr(AVE zloFCNS+D4;9Pf>ubJ+9vA~e>10!@{?`3mpekgN4z$VO~?R+ZS&m&36AuN|Y);UjDnu>;^FK$v?hA8cG%bP=IjWEpw;)0kp~BWP>+`sp1*?eQEHlDzQ~KguTCK6n$J z&42|oI6uP%>4btVZ1gPO0Kq53=1rPKZ4W1M$>@GBGE!bg$;L&ir+!zZ*>?;}jd5<4 zzN$U;#{FCJ26V;H@t|K;tF>SBo*o$&2>79z%jUqjpEgXNqL3bOura5A>_&~3={8~F zJN^LYqS=l>MYQCjTq6G`y%jeVy*7!b$owGCh(@xJ9Ds&@118z$W*?0@F`XFcK#=R! zC``zKb+SI^mSeDf57C}3fR^km8FA9l5LTSvg3oh^A{t0&gBYmw z_iZgPKwEw@)b3oIrC9&_KM2AZxA3=?+|ic6YYUvT+pFJybf$x7 zuomCDlNv=V;PAB85AYVRbC1t^JIlW-7#eI z*;d3cNad0Jn>HRSCPB#mvP|2jp|O!a z)nTak(|8w-tQ_jVFM`E=6 zc_e?#CF2||EgO64zMY&PVm(D4>oh#}k+I3cB!J{gQRGh+D729BA#DBv_Fwm~Bm(kw z!L7B7v1+nW#rDFN3UcTzmE_qGbv;Rv(C<)3UO8V9WBgETBx#mjL=sz*)#MT$8CIj& zI-VgSq;5Hu1MUlq41L8vegqF+Iz?(brv}MWqmce>nw~6LD;+d^3@-1L7)ffCLisj* z0XIK%pGGL_`s%)0E=$9jX^^um29R)%*Agm5#RglSv%-mj*?tq(D5M~&rnkj~5u*{B z5+(L8UuNKqvb@-6uZ8kO?66Tgz3?r$Q*~$sWcJ;E*B8FpuO?UY+e(iMYZi!&Eo6@i zv8=|3Za5*}%eBD<;xIdqH+9r|xR#M9#=y~A8iGr0T8iV*V}%urG&wh3vgY+g zt=P;3wCwO>^dzD5H|gWSRz1#oDz#@eN68y@({78$r>khVwsk)ncCjR(+ zZGtbq_*MR-u3y~ZNMJEvrGU)q^e;B8^Fn+$UW*>az0+t*&1k@(I8>O^?9$!-C^;SQ zu&sut2>nqzUM+4xB`rV%&`=}u)aH;kdXwMSS=A_GpZ9X&tmCW=%|J09hI8DlCW>Ll zTKNZWe%5ru7fa@5+gKZ(o(_y~>7ey}lj?W75rWTj!)7X4V@CBJW0SVHX~=(UEWSou zXjmL~3#vIK&@~81@IIa%r;p4}u$2TD>osb#odrca-?!~_v4MTo*6gKJGU{OM~;VeS5u2{rwZBK3+$ z;*KypU=-2rduJMPa5yJO*@WBPWBa1~vy2tOaePDuY2?S%(z4SD%|>PCHC5AMv^g0X zwJp`nXo&jiWsq`1k8M8A(Tzq}XF7*oW42HC=jg>l_fhY_GHJ%$T_n5CB!)nk*iXtD zyeS*qWJ{|0=ecoJoB9BAr(JvGMQ8xx)%PKOer};d7v_|mLT~{6pOLnwM&io^aF}tV z$RZ%%!}0g9pHh)7+k=Ih>`Ai4U{K+%;SPi(ksuZKtw$yy5d)9yAhBpn^fv?Ggn~(l z&At?pOmOiB@?DAtsmP)upFh$vN)wT;V=hv5c^V>n5FUpSrK!TfU63{w6&Q$+BkxEn zmsRY+am|PNT_d3_nN5L0euKKIp)hdzma1#iCl6?f6l{XvJ;CEoug>4_A&y;5)kx22 z{|68XHD-DNd-f68$?$# z$;~@(U}*f>@mpc50}>@QD>+S}P=I--{r1O!t}Dmnb16c`GPz2k z5&ym+nXUju>7#4KxlJHH(05;babcr$09c1WOqReuEg1a}3&ZA_hF}<0L0Vd+mM@m3 zYQ8Y;G;b+YwyY=f*?5dL45pQwq!lM}&|WsCaV%T0MJD~=u1^#cf=~iIzR#IIKkcS` z8j&(0W>2^6&E=D}=Oh>O4Y3+N2dw9gBxIiY2QjTbWJim=6izyWZ`A;J8kA}Oq_Se^ zBE!4-4K*YlLI~WxICgnsN;7_@_$PGdBDb}U>W1a?MQE{mWBp+Isq@Y&pv?Y&=$ixi z@|l)_O2w8h8VX)Zb_MB(B%TKtj!GiuRkkPqKMzd09U5NTK1%bnjBXjXNV_``-lXW5 zCAl0rd>!Fi6MYCV*e?=ywaOg#H*AaU;e9fjgalt{$8AZ1YV>hbi=OxvDh~bRJW9~m zf-nI=y5-#B)WP>4B5M^`T`05BkY<(ksadwj#X*tK1@#A#{~|xUTV?(;b$^)z86s;+{YTw006)DGbnQwP|ec$dq!{3;c?Fu-`QchxcCYNre7C#K5d@}>z zs)jGxE-w6S?>Uh*m_))OM`8czxXmqf=urYPu3ASXtdE7Ocdxqj=R?^QE*)ZX<2d;O zX~&3qb066KG5ChmTj`BF}r+AsK=xadq4N{*cgF~=*IMW%C9a}tlCc> zPzvB;x%p_agY{_0+3F> zJTo2^u(XjgP`FaW$ug{hfNn7}AmOG5l+R(dGSx7FL&e;0d{Sglu+i{3-uu~@Yn^M% zXr)yyv6~msP5fXp!&nbHW5T$~UoWHTAOnTwfLe#S!2%RrlhJ1iIN<6}vpt&|(2owV zgL6xz@j-?%c9I?-EOc={1b+9}Wcm=gl-LW7e{tn`CQj-LcXpxyu0&TP6>FV9Vr~es z{iB6naBEwF(}=XJOZv9%bY~S<$}x)gf*szI{NFn(?kA0=x<0yWKF1zdx)-%#r8R7{ z&9fkvM>Mc_cy-bRNL>DfUUM9)C{^O&lHr=q46#%wH^WCTJ86uRKl0;i@sYnM9%MNR zc=!ABc$L=BB%8&f$mw1+eS{rcN{HCrt8XEX>25Sg)&D3L8n&J_PIydK04qkzxKt`L-I@n@T3KZXdc#{ZnfLsQ1I?9ubwMt)ch zd^w-!f#JdK%KN-g_OtF$h5M80wh>+_PpHiu{$`c zv(~$hf1n|X9Z$KbN)o3PwR#V{^9m?`YqOE<`pE%+v4fXQoB>{U&&i&Dc5FC$6WAiw_H{qqM7(KG)z~A zbf7I7wE?Vv6T=VwK``^}1<)|cG z!)`N(axWBOVecCa4UB(>(e@73C8>Y-S-E1KzqYB zk7O8Ij=5PX+4Mw=lV@Io2aAvKf{p|P7++H1IKmoaCmQJCj`BlSA6#FVuGX3gOeGsd zZc2}GQK?bagchtEqe<1K*3|*iD)ms0OB_jv?nZ2gnfp~O)m;0;MpGqyGTK}0gB>ue z&!EB%z5fd?$SZ3wzC!@jj|-V_bL*XN(z`SA{-slDYR&(+`;aK#F2q8BqsN2I^C0o3 z6>xHYPhb%NqXS_f4v-8pI1KcLX+!yV8m`r6{zp1aS*1~j%(Uzz+V8cZytDn(z&-}p zkoIa$9YMpHi4F7ei0)lxC46K@4(H|T#0*ssxnkS&_L%#y!H=y!BFWs&6xOkDZ)H7Q zL8}~F$VqhZVwjoej@(7tTj%qZH%%4x$OGN)lDI&>eKJ28QhvH^^}{X2mEfKG3j%H1KW{xdObHuQ~ znjloiQ?(Od^SnVd>1lkf^JBijaL>8boNR>34IW=7F~*3J5(mSrA$o|97($P`b6jS> zg3=hBhLUqqw=?w3W((0-Ub}pkle&c=(>sBwNo$$v7p2W2ZvS>(%)z7$D1s310TF-; zqs*9u%Pcug0~alY zl_Zi>hfhL~J3LD{b4v+7r`}a0|*JHLnos$(XP1t8wcVlF->tv%2 z8o7PNYph;h2pHz&HO1+p7SnF54HKgNrCIB5Zpy`2N7O>fM%!W93}fAvI+Pz_8N~pX zQoD%|fEYd5j#`PYQLp-yFBG&)ObYnrd!6}8%`IA`WW7R4T2@?nBm2+5VyAYk60xBO zf5LnJQVLvRH{}Dc)GMxaX}51nu5>}E1`<&Cg8rb@m(T$A3e#v(qnjG zdD;sr4SpQdPZ|17&FkU7vVdXu5g!5*7$r6w0AOn2OuWh?p>?B7(wJ#-aE$;xyulyl z$AWh;D!zR9_k`8@Z>Q8@v-CuFf_*l8rD33NvgKua&CISZ(Sb|Kyt3Dh5&fifAKP|; zMbwj6M}92aV|uO8{>jWFOIxrNsIRdmpt4!T-*INBXknlJ<5u=7(^W1O;5IE-V3YcB zQ*|>3Ds##df0gS$JJsZOq|8okVZE_nBN_bEAF4Zw2j;_sd6A z&(E}6oeAV2Rkps2GdRJEJ!j&m-Qck?*WGT|s5pb(6?;J+xYZkSsQ3}C_qXjzKYo8U zPu6_Wx0Pqie=_~#z#zES9nAZB9jD|wZ6;q5T(r&_age`7=8X<>;v~kqzlei|j?;3$7j3N4YQFj|1~2zy-5ei8{T!RsWPIK8ZQy{r!c1+3hK9oS zY%R9fplL@w3OCM0b6!HdMsHHKjq0b9XiZk|wD`%;;;i4m-J$dDhSSj^|2hgZf%CD45a)0x?vs1A}-6ga3Cdt@7FetDxkYJ7(qZRNS;RhQT-6~Tav*4JG)YEKi zfJm`to2lT?WVD%`ta@Ey=mreQF1qVk7NuG>p0hA*H0g}Jls-N&kJCg_s1QGui3$lKi32w$aDdPZ?5W<>@{K*2KIY_3fud@Cg5yYd z368&1+`dJ3dT8C{QUL_q84slvF10ksxYe8c-g*f>}^nU+6eBct1~PL}uG2z}sjZv8N~GyepVexL@~k0)pVcZl;X|tKH@^rL z=fi94ec_~hXzqF&BB*Me563}NnOnaIso!R5QOQ6Ckj3CMQn1tvvo)!4p6M#mmMcXb zt#ua!IPkdwJUI$cDp$5v4qsIXyq7z4jGs(TjQO!&UGAxWB?ODWyuSNFshwdloQa}! z)ZNPb6$LeFMpjZ4;s9yE1K!2F%d&a;$+JE31ARL+wr^zZGIc>;&~aNtIpPZ zzdpZZf_YWeRIy?1@-kxc7DC3rqO?ejCa=+1IVdNb9uN>-REK5HOy#m#E@ns1q3C6$ zYN#cR7iU{7Z!Y_zs!AQ_a;^H#1>#fT9(eNi>3j*yD+qL3nXNx~XRL@8vn$#+h=F5G zylP4f2cr+mgk$anPBK{lhc2R|N+Vwji#QgK$^PjeFuk9;45uX>%Zugx1E3nh*#tj> zMq)m)sXI|ELPrZt8bt_kbHb+PTsr_?FMu-giAK$zZh{^DGFc?e*V8z0p>gB=Jm84n z6MI=l6U`PKIS($0&7k|+ZB$sd7){J)3p2M+uFav=z+$6b!eNj>A7uT?<#zZ($}M!J zt|6Bx7?7JROp;83iVfVjp6y6H28#!;Bh_YWfLts1UuR!TI9Y$nwlO!Vb0ce?{-gyL zysxFi5n7?N_aE`P$XoXVySksOF>g2L?}aGW)8n3+$OtP$4|%3b9>Wg1D`z$g|`br#O*aPZ5wt0qfnu>bqvNEF0_oXuWiGQWvJ$Cga_|VmUrX_IJ zGqAw;Ji7#Cl6{3$NZ#S2ctdg4mrq&3i2G#L_MxY%qkq8^McWvJRfZw-z7@VN&O6u+ z6U3b(?nZ(VSm)MWew%1AGy9>Rxv4YRY{EeL_TPCyi+)9c*hjTI89H=vEjyohm;OfR zllw2yYNC@a3b6W%AbZW?eS#MkYds!m3Q-a9O6TlB?7rsQu*ns#vUd`eS?M!~M@90S+p?oFJr~R$^6`_^cvE zF0>`ZK2$vO;V4YX3+yUwk|!UU9pCoEt_>paSGQJ2HXR`2<_LP5;Ed5$B9xlW%?na?tH!S3tqu^?gLD9*6@7Jp_~zWz$v%OjBGUoWhM z{M@$1(mM^?gaCRvZ?$^DpE#++&0Tq;&V&%AMAd<(P$EFVU98o!=pURyusm_1LP>9x zmQqnK85E50TSI9(GQZ)yRfvn$ha)^A{94=1RI&BNoZ($jOvDUhvAJKsp9~}$TG*!e zkspXbL_%i4CmJJV?5TcvkJhV1(^$HTq{qhH4}apv z%6T69<~Nne+v&wN)=Px^%<+@pP+fL6T8JGY>A2={#l|F7PDYsMgLDR6b zfjes&b+vt1PAV_)`c*=-o?qL&0PN?t8$H|k+bQY%d7c|1NsDfsH=5}TF)xy0ijo@~ zzGspCdWzk!=4YH^Fbo4+TgB+{5&S=?mxQU?>)%1h zZC>mHuRV@3gz&<#ykyt??IMDgXFxp%hlfmNE8AsWL*bv=KKrt%#DH14I*<>pv_7($jVgVk8ZZODo!|}Kz#mc{o zcT+A=P>vlHJF>3sKGI=bL=$UgDgc`FN2d&BE4eMF|&Ny#i=XbPGEm#aY z?STc5@kKy$I3Q9OlvsI4pG%kjfcA7p5=?||JNjNCS;TNz{!T6slLmwW6zjc#gAn5t zABAZ;xn2JLY()mJI@T4>OQdrC2Y8vuV3SC+F5lw_c)2Xhbmm@LJ)A~6d~fx*c+t$G zX}FVxNJXrM?1eH1T9<9;q<^&%d$plju%xK8x-`4F{I6u#cKGH6K7)XsAprpi^r^{X zVOET*z_K#auA%Xshk5T}rx+KZ?r0$<8ni@W-OLQ8W34_-Yz-i(iT-Uao+vY-q|@lB z$|YZ&M*ioZc2Sr4m~%foT1CYe22;?4FM%7LQ#rcojUhVDVFsczbHWg}I-1Yjz&M_` zb_YtDjnGam{-Mr?5la4&-ae@KjTwjcUnQl&qZ<-{`_tIOO%FlG-k>aVPZHw4T07~b zyQJ{oI9-;I-*GwEp%ONxDW&`NpGFvU=06YYuHxcY`cc+DD|fvlDT>u@Kh zE4rEg7(hS7O;NUDTD{LgVDN%h-rx?V#M8e!aICEcVU>=tN5oSP;fAxu|Ev2KuLXauj8it~^4gt6G2 zBIC#%{1|Kek*959!dvpAUHVL;8=vv2??mx$+I|q-*cu678=pW~wl*UK#4Xq_AKkty zIk9qQa3g`TZ7E3hMVQ6Tkz4(ge1GeU*SH7-9svafrzk^7CpXT*GsQFnCV;Zf%hb`k;~Ak5P_2QL=i4LJ;!~MR)XQ;kPzF(Co5G2M*;?VSWx-P;6Xa zjD4ZqVDO07EGoHjBgQBLYcZwhax7N&DCN^Su+q*cv-31Y>Ig46WmqvidN3-7uq#?Y zY=Hw_LKIy1JKe4-hVy&?A$YPrU+oIS%nUM`AMzP@dHlfk&hX;1QXi5u6)Xk97W-ga zWUF(d6r#coP{oZ96zP;fv!&}urmlI%dbc5psrwcwWSG=vr`M2eg2rkKX#E{N=IZd>HRPD#9L0kv~<@c zsb#!<_&p>UupH9zn0ef%7rZgu73;?gsC^pA{2R7bK;SoX{m0m8sCdY%IJ6H24?N7u zBX#4zajx2Avx#W(<5%EDaa<2Vm0BBrQlJgl<>4aSOKiC*&@-ob*Kw!UgV<-zA=%U287Mf~9J+Wj4%bqBq%~pr z(XzSw_~^#emV236glnX|E#mzWg+oO{NHEk{r$%)HW>Vkw9B1ckk^U(PD7%wxX5mAtsccopHxA4 z9&2@4!y+=v_Pt3S3RF_GQ=2bXtJDc1vYvxD(>@57K4f+#&V#aJ*vX>M3^d>p54fLo zgS`84E3{qd@ug^PpE8EGeIDWP=BE_#f*~l2k=$kIhpBS*B61w-#U4MfXVw#jQ~v(! z@Yg#2!Hf3&hA`f~@=(noowwTP^ChEP{X)5xx^#n=IU(q$`rm-eV0(!loXBG{$6NzS z@>3D99~Zv2;vkuuVp}xOh9`XqPjv56otjV5D4SFPX+comxjO3N>?*c!)v8m;IlCZ! z*Z3$H#m0P3mv2KS*op)kjSe@o>*AZUfrgBWSF#-ZAp{Lx$PMlt4aFbvh){%6zA%78 zb7S#<1O3v!9-S2P0P7m#0&hqe2BDZ(;th@(%XJ~_J*Ju}9=Q9;Xfdo8OzZ#T{O`EN zAek(6?z+rk|6QZmRU{i)(OBI) zoY5p231FxZA^oPH#m@@Qv}|{fwIxcp%EWp2E7|*$IgDSka7hq+fEs}pXZ6l+q!pG}q!?3(nEnr~bLpS^Ku-%EmcPFmeD3lC< z`g&y7Fq!DZxRKzbLOs;{a_{~5U(Up#(Bhyf`!yiP6Oh3EK;fk@Rz*Ay?SERYJl?tK z{3wMy)SSCW_c1e_LB@%s`8kNuJV(HT;XY+4=s4;%{0a9v@>t54W`!QzTv5J=Uj)DV zy)&HXtaLo2^BzFBH`B_5je=;#33^(Kqin%{7 zbJwSi`JQkm(x`v1k(fbE?Uhx?J(IkCr^HR-sgMo?|-p0JIt@T?42U?gjma-40 z85N4-G?skH4;xaq{t@jebC&pyvE=PO$YUA%X%SNetT9q|-kdh5U!?00xU5$W@eq^-HgwuJ+;%r6gDs_kCdjvhP^LnY|BijX zo|9bFwUAp=F27n3vzhkh_66R>)d!Rf#Ey*?^LCG^UAZM*r>n`yJEgEM7Bu96W&{lm zed6Jz<~gVK(iu5y6HD@rUKb#su?wx849y&!j02IoV63LXuONa$_d| z(z_>@#2~1fT3POpv|WLE7eF0Cv1;|t<6(ipe`Im9PsO8iEPf~cqrV<6VU?3gZEXY{ z*Veu02(K+-Kt5BsUgX`|3+!T;|2l^8C>dZ^_M4MIMmn*HcNikkZyOCD4Ulk|QMa6b-5f9~ z`JBaR4s6XKwQfcaA%SC8T)?{Bn9Vt4W`CYq7>sy;E?iU7?QTUP?&xZ7`xcwy-dgH{fGnYpXJ6iKB8Bo%#aDKB6^#;&>M8lEVyxcGm1)odUT$3B z87mfS;Vm-OEP+tizihYF|3Y(vMP^vOOeCOuH?zKqUY}hYYb2ROHFL!>3vA^`VAtk2XbqlHz z^7KfdipfBh-x!7-Z8LJPt}(R_D{z{9Aj9>0@y%NIh@dw*_$>KKO*0G2(@&wv9F`i2 zThirXYrGw!x}S}QRBoY6^V5BHc=jIYw?&tNwE8iCdzMf64gIwO_G=B+4nlvt7TffV z?S@82Kih6hiBfF;0!x{)zgod#vOyiTJ2eQM&lET5Gr9!ZzQUhpoHo77Sp|zXyLdzE zwAV=#{UdnPbHK9+n^L`nAk86(`|)BbvP<+y$h<&I`Pz^bxQzJKKa8M(2iA}JLorfJ zd&wHIB&q_FCPaVLlnrWX=!;BI)tSm;PUZ&l+BX{-Z$Z!Uw3;24t?!&s#N(P#7?IX1 zu%qPMpLGc@>kCK}_ik%QzNl%ixZHjguT~P*IYkneCV|sXsr%98x9e}6j$l2IGs<*H zY>O(!0!Sv)u4ai^iqeho7NHxH5Sy8J=NV^hp+|(%&rbW5^vOOG_3QkbcG6f@cBi8IlI6Rj6d~C2+9%_2yVjQOJ%UixOVMWQBG@+jC?BPL`w;UH!+h2Tl zqsmg6GYpG`8=mbwZaTcU*t#U8x?_H48GjhV@AZzdRv6G~=k^wTbNQ_of=G3-mbY9> zViG-Qg++zF2{&;A-86t2Y2CL76!IQ@{oZmgfIG=4-oMP&{)=|3OQJ{sZu|2XG$;X3 zbpF=B#dZ=Ysg9@uq@)MkZZeWS8{%ae9O=)r#{3FY&3I}@n0yDJH)R%%ND(#2px~yVKWkKT%a7C+b5_n(_u*5{{>0rWHKy4!8aU?JtkeZ*@N(9tABZ@ z{;hTv(f~D&U%p%2f;t#|xlX}-qhl{gkOl?4h1lTMLc5y?y{ksTvS=VeEQ4(LsjFXHIc zd>IrQ7f=fH(Oi*z5$i z>23qc)m05N>ki_1`KCKGQYbC$VQnj1Xvr9qiuathB%Rguo7@I;=*28Mbu0)?zlNV7 z=|Q=uU}ofBOz==8{*1nSfNojXUxi?;DKnjSJ1=nyT03R4DLje)9>%_x#G!fqb1DZ| z`e+`K2j}|{&Kmc8N-Pff#9w%UIFg6ru3^;vR?qwcBQC+WqpMpX1t=w!6W7W9S;C}w zCTJH_E8Iy9^)7d3=6q^PV7CP#Z_;gEMb~&c-dQYVw-*?Mge954OtZ<%pU15H$kuXm zjGWXY9k?9Dq(qV@5YR2ofAd_aCAL^SY_@>MB>M$nW`jf?&cvL8a(^7sM$CKFOwavU z3fz9sHo^{+wboVTi8`=lr;%vM@wt2x^7p!G7kzmoPRu~ZEOd@t-sp+K4g4$(aO(=Z zbXfZ<^!UG$>??YtH*^m^*E$xn&U`AP+6+Sh?+9{Pr0?TUQ>pHxw}b^uNcpXF7j12G zb-M4>8-9u$tPS2gLmRIV88LD!iHUc9;6WnvcDIzWr=6{XfxW8=_xb!?-q@kygTm?P=tbgSMiN118qm}?1V8rjq= zMnPOFCglo=@Fd7`i&j2XJ`jrvhp7Q|Z|a^m5}D2!1S*2wTcBFrwQ2w)R-8$uT zOpQJ*#B@Ve^(1r@=RO}0XC^bklp99-ub6AxhiJ8hVJEGN{=_*dL)QYOS;HoNJ*!0N z8q!Ue(Wte^!~vSX?bTZkqD1--_=6i&Q!J}otuM3C@(MS#!@63qc0g3{xU#6S=04@dkP;7*H ztW1s_2#B>t2W8cUb&3;d)!zYJ>U2%Zqb5jg1ta?8 z`Q>ci8SrvC{Zg#eOCgiTc=Sw167en@?~O)`o*JDLCy15hv*!}mC(zZZZPXgl&Nzh{ zCqZ9QzJ@a^HI^Ny$^P1|jp&@d^M?Y~BC;Mxg(NNjnyCOy(DR35 zajK069d}<|*nh%~+T-?J00D94t!gN!l>sTtcH4lA*%w|J-GAFsukv=a`M`gI6KODvVeILl5-`IXjAb_R1 zSi_|PmAlI=j%mo|_nE3yb2@3YrM3o;#o9c599kw7gnb+;zsWwnS>m%^E!{z~bzecT zULF6dd;7m0g`i$8$mEO3Y(c1rhnP~|wDHolImI;;Y-aWGu7BVrERQ9NaPA-&Z8}&@ z)%k-vm+aWkI{qjlbc-~~7|@`ybUDVhX894k+~xCBzKIR?S0W~MHOR_{Q;Tp&$lg*5 zdhuD{Az?1w!dy8`%T-!Z?n0rkAILb%}Hmut8e}Eg$!ZsZYc&&MfS0?>Vg{(STu@!sdX_1Zy`=n{X+MoMeg1 z&mG-bX?8FQJY%7_EY7*+Xs#0&wk1WhC0UvYSx<%w8ep-C0MptU1`u0FHV(J}%HCMy zO}t(6;~@wZSajqxzkxn+ZbYmakX-~J`v{5HkirTBuob+G-ZoU*jzQ)@h%19JtmAvE z8j02tWc){O2HrIUG@3`QU#!&EQr0-jLK82*Cx+3xMxB1q80{2?b4|^QUyA zfmrcO=U4*Mg#>~Q{?5ty9^Q~~=ZK5Ec!@dhef>7QEz_ER)t#8HZt_V?)ZNlwDo4gJ zsCiWScVGDCJM7kshQt0PHf=g*+K$(0&^JmqKd^SUrhqy#hebzO+Uz1YKj8OOQ|#k5 zj0>0+7-v~$7$z=jEm*{D7=dp12h>sP1yM*R`-D%p_y^iIiFcUOlXUFn4e&~l)fC=t z=FLU$pt5*3mxUEcm-?@Yd)3vZ+Dw!*Psx#&H|-(1#9bQTvDP5Uk+5kz1#zxOv9j;{ zJ66_U${c=+nex+3@k4(UP)5$F7DPT)RvVM4R~Gb>K?arAgSt<1?WHDwMSU za$}a*#q-O}cw@AImqvEXle675Jt{wj#luFw(CN>6NSME&x6r>xm?A|}&l219paxeK zZ+RBnKfp;#FFy5ZiP$Pe?8WAlz8zB|ytT`SsX5drH5`~RngUQ&|b|Dj5b zr4mx$%y8Ud={#Ft|4dkN?2W{7zMztDkWS?|+#HSBCKsWNXR(|Rqa;B+7MeIq_Xbaf zI)3(+Ci6BurQ@%oNqtgnY7`uTC^Hy1B&TyZC$kznem>{-1XiIAJe$@K(|M&Thmr^Z z;0?+S#U?YVKGW6y>uuw{Gd#a7HAQo;?zG^4sMKWcJ2{`HxajBAuegl8`I||!J8H2V zJ)HRAAeBYz^4n|=*J+td3aiC%d@<4%H2m&@St`}6T^VunVAJV|A~}c`z(OYTeE-AE zB|B^JG3Bju6Sq7$ul-pIVcYYpsB44+Z^bJ2pOd_PiIg+bXDio$`g6{&aBY5QT~}gZ zC%_DF*h(m>7HH5|g!=DSUT8}_IHK(r$K+>&$8Ri*Zt7 z{%rsnMNXDYBwLzR{&wj6eLa2h2Cn?u;_%_qf`u8e%h{urGd~=cF6gG5S1B4QOEnk6 zpw01iq)gU%1DWs)0@GZs1G+4((qw%%g6>8OwtQz(aIBaDBUyA~&*Q&?c-jHnh1GT( zxXrhYB>^XYU+23-tB?k_mq&>PE?fk`=Ymm~?kbR(4C)ItDvX*bDD(d4t(^Z({nuhe9(q$0ez7iKqKVOx%o zThv#&=j}7uo_(^wm!5;iC^BNb+IC2RjJd_ScF0zAx;~5d8rd~$UE^yKL~AY5K**55 zE5F=|;}D;<EkNTmy!#LkpY*U zT{AJvlkZ0`59EFY=A8;0@Uyr1X|^8g7c4m1O)a7vauQMNGZa~z%GyYpnQ!{N!snEy zjV4V{8y*>VqV^wm4OMrVg_)E=N18b@Tj$0y@Bb^;KFw)$(Ah3E(09&LqoCaeCQ|=M zPb*Qw_zsbD5x7e2>j?My`;~I&vK8UCclpH#dOdd|{g7lmOQUUue%tPe(||E=%F0qD zLd^Hc38eX6t3|_R6`4kJc;|RAT~2XGB}fTt2>i<4XTb2tg3!hAvdO`w{+;oJwYi7M z=h$Co+S4z!k9E@|VT{3kA=mUW!Se8BfFk|)%gEQo+b@mv_krcj^#s>=IRi9`tN1Uq z^E8Kb87q(??Nsq_@S3+AQ%vyNnrjen!x*d*4eb((rnCmJ9p7=)jdkG|pI2OehD%1d zN|Z$KCMu4rs{%x42StoAp(;o42b%9JMVwbWSxt zfdpfpdwvxn_j>H^X)HgBH!HzdGeY;EzyRnQwg@v+&&SQTIXKgRy>{ieOemGr>i2ks zQO-YSrN@A*&BuZN3^a~-5U0r|oAJi+B;U-q(?6$YfoH$>_O#J^&lB+!dQB$w{agQ1 z-KZOPiS^DUT3|BG-cXNdPno&dZhc-!tLKpO;qhg6>G##@LwXFe23bO**-fMrS?vso z<@gk!Q3`i8TTSK;QzmbWeFp=*_5BNhY@DVlLr%9!?h{WW%Gn*3^aU!t>NtW`HPpYa zVj@*v*2vwZ5Hey~AxxYlUfI#d)x_kGfU3#&uNgIbEAr9`_b_%Q@>*4z`#93#;eo2 zyH=w4eZBG-R;k0|cbp%Xkqr-TBqv47#X(4xe~4a?<7%38O6lpt$w{a4<+>Mley}Y5 z?U_9cIT6wkUQb@}78i&GBC@<2f+W2AwDf^?bxN}CnW1bj0MS5}ht+UR1fHN{In(t^GktYRp-(Rb!WkWgD>L4lWhJ3cx`C33Qa8EmTU_ifC{xHR z6BcNd?y*)aCjAr|FF|A30?43J3=3mvz7Eka8+CxS76nmKhSMwQn^zWriu)yzJ?yfVK4r)FL z#%1qK`~SB+eEP#K1tIa9EV#HmNZCdbNaE`M&P|J*e@}_u_19KQ5ZA#&3Z!(W@ds-i z>aA-XLN^Xa$I*w@1!Mttl4bqh zG|!)_(NlL#GBUG0@1UN)e2BdC4#Kls*;)JOz^X}^bgsEp2e#=Q!P3x)6@{uPTQVcX zSe4u41F#41!Y}7H!q(9C&~5cV-hOHTHLx}LdlVQ^&xHBJq&fI!bxKP!eoLuDP*M8A zOH{r{XLO*OS!S) z-5{e@pL1HNU@u;MqLL=HCnTl$)Cci(G*1y04N;ohMR|gt>ga*|*A>>nkvOV~-_qUq{X|MX$Ga?zHwkH^SLuth5Sb$$@|8U> z=L|x(@)rzZX_-HTjMS;aOGX zlYP^7wlD506so)Lb`NbfCh01lW?UZuD|#BI1x+s2?wy09SEVLxd9a< zmitSPvWlOuApFj5t>f*Q{sz+~gCvYyj+*MXirxS2B=Oyrx4_v2OhBf4$3%Gksb5oC zzIQg2_bt9Tb{&N@^cv4En98B#c2{d{TflU6b&uXX8R|3tSbN|4Pk~oX5QepBN44Lu zcQEKwcth{@H^PK8-Rki>Jl`p{SpP{`s<#JAO?im7B=v6SzXLN@?qmvDCZB`TC})YP zF;jX=2XhL%blEnVi}t&nrk<=-wVuT4=7|K#3Iq#^IPYQDUA@mYS<#(qEy*-@IX2n3 zzbG}lk8rHZ2Rnt>NRA0xvl?Eb!UE+F*onx;4u~=!%7u!^X}0{v2T!;WXg~e5X@xE^`}=e06pp&; zYN9JW?@2p((U4XDOQA|lydD%buJJeqKtnH*Rq9w;rP)`dL<13Gu}Hfy+kXBHJ~pqY z?{_{Nq)p3he&)~rp{~9Hka@pO5k34`tM*Ih&pFjlBc!&@6`p?f^ReFF7;B;b;sQk2 zWz_;+RNY2G;AmA^YD1I+@;>#%xZB0e81cc*ii}}*7fKuwLsp^2S|6FL;TU1;)M7Uy ze+gkrAKsC+;`5WM#!eo=42-`1M1|zIL*Oh>H8ZJ>-BI=VC-&H(exm7e%Kc;j+gP34 z^>2IL6F^YU$B}-Hyecr=g=x2ZtT_ewudgH^`^fp*=AQcm7AQ(7KBdt*!C@m=cj={? z3+~>UsXL_w(Ps9A7UA`!KHM3id)SR!qe^&KF5QoA^q)I~Uge0o{JvWftHhcD38#7E z(eKWrK83=u_$pY0C9D&RTXq#?5q{Z#6CTx#26Q>JC3u zGdC(eTj>aMzB+lA4lOpu%_W>0h^=U7Jl|DyMzO*WcmA^JnRVk>-isBN(u)2@1o9?-VOuT)+^?t|25(NqcoCxzB`#bt;#sBK386DAmV*5 zpLE`1_v-hcW>&B%Q>9|PKMiBkQ7x5YJ)l=(xjmd@ckH?jmrkROTWRrX!soD!w_a?> zdvaT1Vt;#yvbbG!E9G{Gy_WLVA62hbeX2Z6suN<}OM-2mk-O2dI5DigFMM(zqM)C% zQSZp5O&|}B;haZTk8qO7A!~RdlGdZkERw9xVmdz&y5CqmkQ&9v^mi%K&G8w7TI&DZ zEpEEnOJIWJk0497AS4?bx*vnM&~6sN>*^F0`iH&u;L6@@~055J&0P|y^Lqjm9T^PoA+al*?DzO53 zcY#s9sn4JNS##Oy^|3ym9U0$49He==Yas8sfl0a&0;(%42zf0@+52|_$U?yG4jByk zL)r86lBClyDp+$gH|MmQL+&^$iF2^b?@Qmz+5%QJFZd-s+(z#V(<0n?tinS_-cp#M ziZ_f=K2#82LR7>mTvtRzaIC;!X~jpD-M$NX*<==VNET8I$4N!TdMV{MAz8m&Tb85( z!P(7Mc-4-`D=Lr{lJw0#Cr%qE;Td^DfT7N(O;~$WmE)Q zYIgxem6F6ry7B^vA`7U$<{jZA4>K6fQg%XWufW@mi+J4Q>HyTc;=414L=jS!;v+Xb z3N|(yv6{XS%=Io5_X##$ojhX+FAWf8<0<(StaE5?-#iL{|H)5%Xa>40tW>PDts=lP z=pPbb8U4YNGiV)W=!;WZiqq0+h^ZWywH-U1pLPH;w4M^Q5(xrgya9o(F=x>o(zQ>v zfD(E+vD|Lgm0(&KPRt}zPH!Q8y=Q#X zH0#DNM;XhKrt@Wi$b3Z93C=c#F8!hQ(k%)gd)4q93R-rmEI+tXe7?O+0Zn4TlRA|a zE`^>q$)i%)8?p9RiElw_*J5Z4pbM~Ord7{pEU+zRuE2q zo0=z;o9;j}X$|20osS9nH_(wLf$Vn8Qo3xfsF1}cIA-Y<=wv+R#tbK+r$YclhKdX- z*oX=ExHgRQxjue1z4?FI#itqH5ibZC|F{=sFPYMd&gJ#rH9u&1XCPuSiMSIiom``! z=#IK&8Ul+_-V|kw3bid`5>YoAKl_vEirap9l!H-a_FJH_$QtZq|I&5Ove!O~`)rn6 zQ{8hm>OmFR34M_0E;M_&J#ME~LE<9N8a(CLhvR!fF=0hD0wX8=ENdKP9Va3_$vk=n zWL9Nc4&HrfpEn;R`^m=S#$M6q1qX#D4Vu?H7K*aFGsupLirAGrf1}?YC+*=~_@P$# zR2g#%G?-%8``WDHtnSj_e5IgD8Gx>vLM15{gtQV#-_Ql*I`2mj9u=I3j(SQ_El#H# zpy-RW#+0;|ovqOVZZpNtgfMX8>>w`WR!D$#MO*Negf7mS3x>7f#<^K2odAFA2Lv); zL#rvSAA(s|c1a-^mP93}++F_7!W@zdXDpp4bkFUd9>bWdmfHN2Xzb#iFVPj)5iue+ z3wHuo?>P0G;Q)gLq=VakgX7L(VHo5);plV`N^H8i0BUQPgltKN69kqEi_qb6`n7$} zEkt(}USx_8x1K`;iwYmOwJE$(go=%CvAJuH-mlsKPeNMW7FXzoEGMu6NoB+nU%?R0lG zrM!2i{uoMt>F)QXG@`dbnUm&abvTDXEE~gB)Lr%TUgP*iMu^e_z#hz~peQkfd&j`JDm}*zCO7%Y zvF_)O6Cc-5)*h7GnrYW7DmYM{@rK&nE8pbp)vIC|C2OGaQsye;H$+t$ZBHUlHsI84 zs?~dFa<`Q+^z1=uxg<)voS5d5yXT+GRi736i8V zOxvOeGpEKr!_F7Yxx=97&B<+HO_1QAf*+fu49}N2k;+G>Pc ziSKanPm_0IGx2NIMH4ll?-;Qn1C7ELqOk=zz6Di54Z)E{RAv^O; zSJ;gD5GDCl9Cq+`-M4y;Q_=&GC^LVcC!DlM9!#6JxwOO)jHxr7USyuH5qwugPZfWB zyb1oDPN9r+=kf$JaEq$xfNg;{V_L0ZKr3{dJ`L1LcoSxgC8pz@X^P)%_j4t7p4I7Q z-{P`vP3|oDr;64^0K3ZI6~KB;YMrz{sF50=bv}f*h#zX-Gi9k7D+P^cSn6+wP;JQz z=n|Q1FsF9Ty-o{?%)Lq;cqoy9PU&Cnk$oOM>agg~eB48-q%s+T^>^lrBw% z=}BE2C4`w{z7?<2@{3mL`m*rp4#D_2#WT8Cl{bvXz1=6k?ArDX$Y|tX6Z3DP9s8HU z&S@AdHEvJL#G;pe-HGFLr)fy;(X9|WBUW^WjbYs<8bUo!XDe2s9A^c-7uwx0LC~9}ObxV0mbudi?Q@g0a z0csa3eWtPQZwtB+sv+BNw@~W5`LlEAz$?UFUP%bssJ4+?h$34S*3_s~*7o4&@0!Pt zKS-8#I4@bp*tto0jl7F^mfb#WoPKUvo1^sw`sEs>TmsuhdEu(&^6C{_6- z9b|0=QGMN0`n&fFAS~xDOtValin=f>`ium@U{ld6%wxr<(|jW z637s={zHQFs$Tjw!z@2wLPa^csV1wM*}>Le%9KyS9Shq!c_G*7b5$pZ^f!_duk{r- zB?Pt&QW+8{C8W zoV^7Ovh~jF#nEC`pI5*#WN<^Ls(nz|z75Qy`JpPQOaP=A=Mp0eG%2KK|O6U#4AA=%u~(gMCX z6Y!pQBjo=^6no{p-VrqI4D}j12BS~N_kJ7-8qc`3pom&C4I1v` zn0L2_c4fFVzP9;+dWAFnW2*}W^HuoaTPbQGLnyRBhw=~>TY`GI@rVp8GbCI#(P;Fy z$GSl-JvE_BzCVrHSw=ZFPT%@$N?r5lfhf6M#x?f5g?#k)y|NHL_NkfLy=lP5Mn8Eshn>G*wu$!_w2}&#!GbDny5{i&1lZ(Q)9>3g zUF~J)IxH4!R3W0CddYoR9vpdO-&vpki~cfF{=KuU%Y*}{l^s8(V!b#`WGcgbHt{75 zP0v|o5=EtCamHk1Ry0{;D@(=NaFjdR%-5Q$l*(Bfc)oG6yU({;fKRDPsV>8#NiZcc zCo&;(DZVR+_HP&QEM66p`i1K>7=oMbE^J@}U209H13qfJikum93I!!m63s-Kj2u># z3k^|}W(qy69~!{E(!skT3_;!+2pn(vN$6bWINRSZ1M|WI%=;=qDwfYhV{Ce#C1i-E z5JoU;(0XdAid4we8)`1FPrKL{lvJJBZ#@eAOnI3El4TZPN67iXj!y$sbrLcxlPWi* zS28d|XUX=h_Uf0J+C*i~A;B5*&&`vv<|?_1qM|{1$$u$-=cn!&GOdt*s@NgE8$9oLqN&!oK2>1Vw1<>rBjSyQ!{+N(i1syK9 z<^M0S9d(AN*)=E&%m!It0+`Zn?OZ#wYZK53$hVOoQXehVVKJVJzrJ0j}o>6GAqlXQSnrT>ibVb!F*atVZZ%mLWS*#1l2>zUxd*{dg#6{xlvlk zEag-&&+<7?^!X44Jh+kSUd=D>qq#7tcbmEcEBbQfj-YDG?6g9#>RG_~1lfD9UeBR! zyK1swvU+P}Pu*58!oT1@s5CdV(P!y`&sLaOI^+>bCJ5asAdX=1 zc(B|&CKlKUIrt~8PZl>bJoae|dmu}!d?=ISeqI-Lt;ObLGw(e_8adJ4utlZhkhTLB z)vowzs~7nBwwZaA-;MwOw|zuOwxU&0zgkz`!gYM>f4H1vTI!H8T>7#7-QuPV!D1lS zt7Yu$JI2gFOh!(tjlRr6SFx-4f6;UO|2ohD*=K=#xsYK(Iu)7 z$0n}I&<*2hI`LT!Ca}D)7ow>{rcHm;z77gOQUK#TYMxkt+adI+>wr}F9CNWoqdt;W zO69?0$d=>BrhE}2tc-#)lkpq=+H>9E6o<65GZ0GEsW(+JCh=?tF0dR{+>P)QO#^k9 zBD8nNu3~u$-zTzNS+RvY6QkTRyQk`uKXty2uWfp@dCP1-It%+soXsm~@Qh&XOUkco zVtdsawy_npf?Yl0`;9FlFlIwQ+^tE8uVNet{9{q;p>H(wOe^0lWXnKtd z>3S4f{W}UtROUA9giltgTHr5$OPKVNfkzCjPJ}kK<1U(kTq@pJko4x2j3YIEwv@rK z$OyO71|1kjVQqMZl*0?uu{lQFCD5$e?qp)u_t>ucmJWJ@jepz^YqI#u>@r#0hWVcL zrOp4k(@}nhVa3kngelEN0$~u^S8~o)k*t{*u;-@8ehqrF2+7KBa~I!UOL}LFn7+!w z`WH)LBNp9 zU*Jf)aD=eKg6bC%wZ2+SnU)^hpxV(G0t({be7*NpR?1-t%Y;X30!SL}(ZAku0iz?| zsq!{Qo_G~g@2F!+2g3PffY1MN@Ya37uS_wV3+iz+I>cV}kd6NbfgepZu1UQ)SiNxqKI+J`9pn6Q>4Nw0?0#f-# z0jf%_i=@qA?=>HSZiFuKe&Zl1OrBl+Q&7V4!Qp1&ypz!$nar@_AXQu8O)y4k3iyqo zqM00jC6J;0`fDCxti_=FC-kdM)7AxEes%EmD8g9^t)xLNHLj7_4cRQX8og)O3=g&) zZhTdjT=#L>QgMi*q@GsMUfSj~U&r^Y0)O*FI>(p0)Io-vd$0~?@@JCfS3FhrZF~T= zqtwkm^jWcnfJVHnq2()xT&f`Bn1rA}yuLx-1aGO?LGQzMp<N&m{JouLecx&3*Qy zXmRAv4Ol^I8zSL2CYOUalMyIW@a$R)AnEB&l#P%Pz>vxDAOpYqN@uLC^0uGi;-wG7 zBAkM;BO1?|bip@*DeX=lUarz3ev6T|J&NkTIH%WU7{#}x1_41odwvWFESU>YOXfBe zKHHC>JK=KL^F#2TqT^N{8EtbFzqI19NZ;IP)%(T#83cb(j6oW+*@F7_5ld;|Mr}ud zw9o(xIXL>M>NwBj%J=p-_&{`kP!9%x`05WK_4mT z|GXaT*aJ>oQv_u{i9PbRDX4_kk~+UxZhH#MNa$5pTxoSzI*9%MnkZt%tSp8CL7#v? zryC|qy221Y)TmhmqFW{tz8w_pytALsZs@Rx7ZV!D1p=*&9G@SF>^QEpZ>J6G;!;Na zvVoj{jI!Q}!YYuNu9Q4kUi`TwS&g@l^XH$25`B~N2Ph(-dg?$9Ff{wq53EhA_HFqW z@L&J+w%=9rQ6Uzu%jzV z$kGN{zf!vVF~WB)Bqpn2JpF-T$tI;B*7`5QbSNw;i9=7C94m2jgBA#C6OFp}f~Wjk z(6Hm;pJveoxQ8UELl;MJ&&zuwq`7436>JF29I1VmU$WE9D)_2NUyxMPmYPha6;fjO zia!yjja8bqfkxzHjqu?=m=vOAG^+L)BR}IFf5o?Kmcd;zq-8=-!@nE7Ro@WXzQ($k z)qe?mwOA3E%eL)eGP<7*H7mY?BomRrVYf}VYzn7=v`!Ky4ji?^V`Z*7(dSy`qzOTh zPbCVP{C59>;`03*UxF0I<$&$P=&PgN(`4`kTqg1iFtC;suD)w+@$6R{u&0lQZr)dK zvRAfGOJK4jyrgDD^%qnL4QEXvlWgg;qPV$m;^*Z6k!|Rxf^>4Bnn6Bu&Y_GZpqOEAE!MLfx(PM zTBV>MpOZjGv-6V^Cd#M5*{^9Zj9mAugE9hdg2*XFsrhaaq@CfcPQmb4@ct9X2@5*K z1T(0RGwQWECY(SJCbFSV8W{%+V)%Wt%zovEJr4=PNs4vLG9! zpU4|794%Zxa+>7|VN@b$a%41rmk-J;3Dgt-siEXk)lI~TDbKR|QAZ4U#=3~(#i)%^ zo5u*WZR{P&X0vmjd?d+(XH7qtT+-2r3;Jzd=x^Z>oX|mgk^nq>X*<5(Xe>CZ;10to zh4kIt&4-)22i>2R>iWYJ^WKxl24c4|24)9Jt*R3TK`^?gcetl9K^C(ww@jX;?s6s9da`F5qeo*m{xl<Ks84QV&$77xbo;)J4+rF`5bU<2`DM^*=}@G z9^XfUGFzyQdJzCmZ=;@2FX1q28K(qG{h=4%JjSu;RkLmB8lnRB%cVspt%A*@C#8Ed z!D`a-496ST8B>{2?A+NRyv_s=i79u%s)l^h-xp%87^n%dfBz5`sZD8SZBn{DJYqRT zAZj%lxed5BFswyi@I$??x3D$N7qWEz3D@kix#{DJGQxlu>G@W4r0_#YUSMr;KE6DirLOTtTq-@{aLZ@FT*jGQD zo^RR|U6c}YGm1CPM8@;|5~XiOUUiGOTpAOVq&=bq$~-^p)o%gW6~; zBOpiZ@QdA4(h;|ppS&cx83V_xf=fCQQMUUJNF*Rakd%1%jWaKmW)psO># zM31==G`}U7D?ffKMK)pz-E?PXR)(}1W8FQo!yIhmQ;I7AB@PP0L(RFqI zH><(t4f$#0KQZ@jYn<>14&x+!y?&!8lc-_^sboB>Z4z$UzR>a{te*w7t5^DJ`8Nw3 zGLxB8H2JbwY|4#RhE*RWpW=>sP&tCt?B1Ai$dAr73%=AUJ0GBRyWSpv80BG{>^=d_uL;mxWG)_0e#skd9G0Y+|hS|eQX(?XcLZO2x-eT zE4NiE;Ux-t)j%%}H+RXYycSMIQKQ*>Vxie=Ei5w}eUQA0EIxU;fdfBVAM?@V_7$Rg ztIRtA1*iSfJnIf)lAJLF$XfmMMh{-jKZLMA z3&F4T131qntnq%Nn9H^V;rR#Q-okc@w_+@FRE%0HR-8|>T*o{m;@#ht`rRzsY|6e7 z`vYpmhFHE4Iz00;hnm?L2{ZDm{pjvrYnayf`#Pq+(WqI#78LALodnWlg5VwRI@H(h z{;M>+V>&&wWF+rm6g%75W(2F|`WZcKmbG~XJ#gxQ!Pw|cM=xjXW+IX~x7ND(>w_EK zVgW&;S}7(by~FMqkIF8#Tp-;rZYiz>;<)lQS;Wc@EBImt_!uz5J7j7e@=jXJK! zGzROfPR)-fzdDl40KNa#%1;Vl9wnJZwR~B;1^m5HjWHu)pYU&5gJBMO-+~okMnw-r z(FL7)tVhbY>v81n5sH;qWMD7^YwNm|@RDCWW}H#~X8w)9m?NDT@7UyP4WaxM%N_#b zTAH@)Sas^(7<67J{(H!<3%BwZ6^cuXzzz5NF32$@WG%e0MH~pJ9s`~=>WK}ytqr}t zPU0(D-qpA0Pd@@B@Vzo*1vcl`@CfZ}8M|SPwoUE8@kR%%%XgD9>fuJLCGfqR7Cyum z&7OYcuopxs3zIdN%sLePV=s{x!wy0a9pgQLcdl^Q9w@h2j^j4)gs$HtJ8Hj0rFPSup=@iUV!8= zA9FrshIY4m+*kok-31IzR;)Z{fK3+J0LsQ^5LYhxcd6rAdrGPQ$?V~trU7@i4R`#* zPl+WpidDi_W~NNQ(|LwH-$4Jn9Z4~2EtNxUS|Y-G){JBRsgP;ExnYTHN_)^rsRWl7UxqmY8TQmem8+CWuFH%IfcJg z{|DJXCcnx3I0q)V@2sC}3y0>^v8qjk`s76wk1&a(8cmt|sHRlWs6cTu`n&J%c`)Y7 z6r(z`|Dw-)nc~0bWci2ckAOb{|ED8x4JIcxiS&$V)6JI6n@zL!ZOuX?ZfkaILkgA6 zHX9ZT5SV-kU<3=f=6yh-@OkqN!9KR{4WZ$0%-AtadlGjmT|}048qR7%>M~jcRtrKHlA^M&mN6>)hIaua-(@jAooxkvL4X9a{q4nt`)YX9Md+eH04Pu>lF!2 zzGSie0b}+s+m@70{fn*xs?^6ykr$bul72OME>F$bgT?N*vO&r4w0ym=Bu>lD-$oBB zObWc$#ZH((eV<@Viq=sGK+AP-3JhRklGg=%H#zEkPc4lA(Nk3bHtc5<*7%Zf1p*HB z#Ci{)BQW<6z2&;X7|2K@KHHKkb=KzfrWg|mV%WqcxrV}_dk_702DMjT;~J@^+jWpf zzJUBu44}4gw~&E~7`MudYYFOrHXlE1$Gt(Av{LJ90-;RKd^n0mtZ}^Cw(s`&DI|dc zp+!rTG%?R!jBwq%b$*@eZO=l;$Sa zaH8X9O@Ry{ZZrRL&pP*FkaQ1B-niP#;WscfOmuYW#^hT0()Xjxq_r!oj9HTbDX{f_ zgtiUU0bf!R$WUh|wTF|}uQb!R_GjVb_#?}U(Td0N8EGZ3_sj`<|96M^ze-=VzVrla zRQ&!soHJ!QA_JHVfVx@S2Xf9#$E1c=q8sc4>Utdx3muR8*Q_bi*g91GX5=geyU9e) zy&66@li9Ilt2zDa9+Mz7E?n2I*u*~s zNldVqwP`(#NJC8?+~@mA`rgLUeOQMl-CK7&4`Oy!EXyNdV8boYkeOl^gWGjAlh&-T zrW5YH($p8}F`6V@{i8aTuWGuIxc8y<>?eTDlQei0@Dk%Qr2P|aweaVX$j|0%+h}C# zT=p(~c*0lmybvfjK%Iv|faMAH?V1|vy`cb1^#F^^EJ1ef=cp%f5rYKy1*Cw9nK4fX z=-^Mwh>87slxD>)WP~8_l7_@EC!nc5Nto(PGz+g<5HGM4Pb0KFz8I+7CneW6H%lxA+(yL3iZn#D4bFs`>%&#zl z-m#SJ{Br8Xssr5AgG!Bx4*|{vLNDC9W^3F|@;V)oy(Ap_7Jz0NlE9YC?#rxY8nV7> zVKT!{F#~D(RbMmi@gBC;% zn)2pO+x{^~->xC0oYDO?ySWyav$S3Rxs_8^%p0*i#9Dw|frhos##O6LsVM54?si=N zKYcFu$zBZ~vDW)PtXpAzToVm1?!tIjTo_P0m(oC(+P*Zr;vvQT7%0HJ_ku(Ljc9y!u7riT&@-DiJZpdNG1^W z4)UBWFiE{AzL&wpw~sz!F+$$zHEWL@dAio%LRK+cF>XzsaB?7`Vg~+=gOW1 zlO~97c48W`4g-xdNRO0YslG^!kS}svGUJHn>GzWM2cO58GGd?9yAEh9I_3SHnTiN7VlG+ zR}f>7tw#=-!!UQ3Z`?F{Ng%}x-GafA)q5UfSEY01Hp}+xG*S{gf9(+5_aD zOh`&Up%J*8>=e3&-Ur;g2Fv9_09Z`mU|jqj4QSdsL}nj=!TYl34hLd8jvh6W)~~=| zW0z?|kGrP0cuKnWS3@jef;1`3OFesSzZo@fkZD{0 zkzkwqpM6ij_q7ZUSyLSSwq$`xa)v_QLD7A=eD6;4ENqq{DKg{xaK6-|6ZKiEajAR( zsbLZBlQz`GDg>HR!u0DARrLFLx|t1&mN1G*9<8qlpmL}OzGnhO(&6GrmBq#f#tv#C z>mqk<=9vh~j;dhlrp?B*2weK!`P-K%-aF^wKROa$ruZKXpTDv{0{#g6e>wt^jP3sQ zSM$xtk)~R;>Lx99PnqMyH-#{15cv2737LR^*M4~BteUr9hR}dpACVBWk>+81AdMJu$EvvqM9ogl8{YWx6&NK zeB&6#9p?dHbCDAY7^vW0EY#WqyRCbn#zk^7HBDCIW4S7d3H%1><1E(s8R?OXQ&vzb zb_kH8+9TDQ35ZCdq~uIZp=;$Yg1cm9YYVSt%KOfqGDBen~ej3N@B$XQD zV}M4vY-WSSTMpZF0{6}QB(s}fAjUBfaF{VZ$N26zbV=W0EUka1z{6tQE)!0|A# zaZI-u%X10h(mXu7*}G=Fsld7RVrhxePRwQGgHb+5hfnX!BAjQGdnkAOb{{s{OZ z@E?!Bx^?SJa->e5^zCbk7b$9n4j*nl=k<-V7tGTYYFL-9b%23Yhxbv`J{$Q>1yi58 zqoGR|VAK$YBJy(f804(irE*O(2#L&~wvUA$mu6~TuHDGG`8ECOBa??@M737cV6^_u zD3c?P8Q1kW^ZKN5FnNh^Wvpsim#JhP8#T~M{|;mIoFr)y69)<4VI+JHmwLd&iXF>Z zzpFRep9#4fUV!nEUAt9SS+XHPP}r zpRxj`M)ubA01hD-SR@Bv$^b(WrWUvf21+d-$9YnRZ@T~{ii)`ln)FFinpQYuzR|F$`C|So(*(y!ffg4NG_FV<1%e)dP10<>8a(IY z?;S^vn1)44n*Q^y(N3U*wcAz__$|(XN>LH8|)W~;0@Au3Zq^J3c6*Vn0h29hHxc{l=Y=FU4TswJ-7Pd~2 zX_EYL&a}_sxS%dSvfr#D!A^-Zb|@Aa(vWjeoI>O1BQF{L*zUNVOc9Wo&y z_h!wY55~M_%zy2VfIkBM2>2uLuO5Mc0|%PIg$tXnzxdK*O_H3Nfw*Smu;FI=idCja zzI>)woW$Wp{-4roN`13>;0E_Djha^?zbla`8}Hp8J_hQ=q&goj5DWj17cx1JJWmP1 z-wnjP`?(+I!evN>_EE#M;mAQ#0Z_4J|2|vSb(tA$F-cCEcn$_@9euo_1ICU5xW?0W zY7NrBe9TODtyB}~WvJ{=&6ec==)jnoG9Tr;dPDmaNJ*YBi|u!olDadwsVTA{CwrNs zOv&A6n3OondL>{2cBf#2QhSo*3rG&t=S=l>0$xYh?r+FUcWEcW9v=r%x74>w;TF}Z9<(1S)(lcekn@7#CTyx2JaEpA04G zo3U}1v*EMV>zWQ_E1QOZ#?^pD$s`>R(=mumTFQ)eRH1sWSAQIDUW0MV$+iWSUak93 zI1tmig1(a8JJBU(eWvO(hbX+**C-fk%j%< zlM!dIW%6;JS}uj`*OdT1I=sJaIIQ;s#$<^vqY7{Q&X}l%O^Mh^0G>Bw>HWi#FPK** zjj{E1-p}0Y&Sk4$)18BwltShi+8ewDllDQA*5(b)`}4ILn0d%56U`Evtbq! zT_7g&0s+!f0J@Ye1!C@liswob!79zS@{PCNweN9QyT z*Jh@Cc}z>({9LGY#5wxkscy_gj>O5#zCC+Ql8ot)fbMs1`_Fe70o5GJFz7W{F`0Zk z|J^9tr2a0eg@3I6V6CY$9MZn4?X%aO-eGcwjVx~5zG)}4BKthL@1H_aEaM*+YWpGc zkvXt+IrH4RGSxp1L)|y@pZyW=N5CHee+2vyxCcgH+O%o^kG->iv!ec@_>~fn?(XiE z?k=UJ5hO(9k078ZqM#@WC@s=Rr$~1%-QB%(cL@LQ8FpY;cM%X3bg!T1Ti%;DZ{|1g z?)jZ_&voirDpaUo-Me(L3~AG0A%EMkT36C6rpIM_yql}qnpPMow4!nIB|tz%YQfwX z=(E6L00w+WAby}`tc9Q9g8ROnKPJIH409ss;9ni_sa=Z^C5knscEgSQuyWJs?Iqyl zZT2g+L=2K@W+c@LC(MyjSc`?*+4LEp>3oNYEAPadZ$_q6=IO zz$V@O?XFG3oh>9X#Z%M~wVyH;;C0>Z02qP+9wWRK)-IBye>7>N)ykFMa(ZfqWTiiB z`C_NH*#tnF|ByS}5{x;z&YK3%yKFHcNA|zSWB)Bs`M=_2ZOGCE&T_T+en}G71ERBd z&Nu%n8Gup8h9id@$HEV3Qm$G=H<};^lRPvTAUXpza|Jm@GY;*s<>-a+h8%-!oT)Nb1H)?3p`}}0-8Lyyt@)6K=)`iCNYR24j#7|BwSR3TB zPZQ;lDrRG{V|H~*730j}U5dNBx${X+vE^tC}F5HtcoBM>wKe|`jHHgWmFMcck@ zn=P0-*WPK|*hUN;YT;iAZc%a-{lhQ#8dHZV%&xltKp*H!4OvWTASzKaQ3>`*GP}2j z^ffgfEkXU0qTMf}sVmEG>Ep(8>dD$+H~${B4*@xRIUo3w|BFcD;q%zJi)ryT?QMy} z*=JM7(xdAfy}J(6wE38opzcaG`s3N|4`_fKSTv;J@R#%x`+^#ppBN*yke{ciaM8iIw>hr$iZFC`k_u8#K^@o!(9E``+hX)$3c;e%)*&65E2w)7SyVas-Zwsi^M@NRH|K?6dqG3V@{EP@PAQ zwr>6U*d@-zk;6w@t?YT7+Bxq!Wtt-Zt@Z<@GTgsjyzf8B-|4un_H0~h_mF3L!Ik^j zbhv#UzkJHJoj+}*-4}UI2WVB_F_$S;bMD*QH{i+{(yptwLQp)@2&j*k9utww)}Y?A zJoiSoY5S9`P%L-r;^i?Qy5U&k%N6w|jJb}8&KLdnNA+S)@;w=-#rzazd&2sa&ZLbd zZ<53hX;G3Twk%n)Jjp8lk!6D16#tQ7fBs(@~D*}O}Jv;otHjnv-l0$8Y#^K6*A{ji5>^1KM3 zr9NmQeHPmmSRWPIFTjOx^}#)?_aLji>j18s?8~p~*H|)+gBZaKuq277+o<9- z#(6QHlM#g*a{hcRL0sFsWwWIS9|guFa6<|AGeOS*kARwH7v~&Z4qH5!zJswbuTdL^ zCk@q&N@}bLCAAgNLz5rTSC`!R8q=ARJaQB)U}bAnw=!?O5varIlWzN8xm*x4 z_E(N>(7J<0AZP@FMj&Ve{?ZXhkRX9&%$(Um9zSh0Nv@9|VM`3iSP*OLBZb}mH=->T z&PR~2>;^Psh@a4TyE{^}Y$W@W*I<$mI;<7*GosL&YOeb^3{q1VjaDV!q|OSX2T#ad z@hhZUk_gI*{!40(LU;*&vie+oitJK-&0>)l9YWS~3ASuA&5`GATJI!KDwL1T zI84PcF*5aIYU+FzAQ*yPVCQbZJHYtS ziNXhI*C?b}VwJjAt^2#r3~%tha^{|HL;p!azr1{u}T1Ac@HLb<+&3UgLV~iK2<|w zvBzT5TqZUq?CoLd#$v{e>r9pebWR1h5kW5oI0BM5H>b98AJ@|$CK^Vs^|6mjRRCB$ zzNc7#D|^Nl#fo1BY@K4lL~QvnCR z5BkQS5eOQApb-cff#);=a!R{>@shQ`1yJEi_{!sW7g&5aemK_QWt`qv-;sFN$0Q;p ziJTa&qRgmQ$L9Qd>crH)syY_RO7aw6(f~LCNwaFmniVSXAlY-jN4DbvBdXizG7Ylhq)9kq0ukwXkDRa5kI>YZM2@B`$z0Nwip&3yI(Po7d^xRUyEcYq>Da zrAWR(?n3TYKk_WAd-Who?pO1rHxt3K4Z)B?OqRUr)j0Y%j%^>8sYp%FearXQn0ctq zETF_$Zi{L%?Txt1&dcK54FQ~CfE`H>1xRDCKWg0UMzPcxEKG=3tvR(ui{CSeXpI0q&>ehO*?hnQewQYcdw0=ygyG}8U z;Q+0B`OYw~1(J$-o#5Q%9{1b|8S4MW3`H)R089QjRyJuG`(^Joi~Cvx%g*`ySHv|y zcg>nLAFR4;dB#Z(zu3BUtNF~CXYC4?abJ4sXVr}*juFGwtXXRr(x-DA{oMXx?#gl@ zHJ!S6skQp}V{89@3#-l~MQW~9F<+hM{Azj9XS6U-d9gxszMMN}Wh+*&Vc&LtB9~G3 zJA$4A9|2j+cg7rPB@+Uzxu@#iGW__fLaj5z$Za`$(o`y#IB{YN`C1r@lRAy1$62#P zoH&*wNs{M!&;6_R#s7MPz?lCL3Ho=?2n3Bl&6X!N%c7*Ns;x(he6Tvg4TLl?Tf0 z&A%~)z>*r6c82|k1c+0#hUMynt$k|1f`FJCA0YSJi`+$QS!((kiE*o!yMP1Cc9K~C zfSq_2D0|@9hsm& zgj~?v$O$Vk*k_Sl1?;Rpa)2Z>0WORM9NC|i*@THiSHRcalP3U~(QW6E!&ZxZtVWM9 zH&o-%nEeP$LKHVjbl9;=?&80DmgMg$Aj2Em89&vush?LE7^~M_4dooaucl3KwoTya z2=d1t0hnOI!8&DUe+5u>lQEZLqiRpoYf5!!I@W4p8=CbW$H*iC zv-y_*l?uJ5M%2Gz`cd8E#@CZ$dY)_UeO%-c;0C9-&N_zpET-?-DVx&#W1GEoqkT1V zvV8&*5Kzp)DRJi34Ni};LaFYbPpXCK3OE>2_u;u90ImJ2o42q<#F~G}jq}!d=^XpC zKuM?1T|ny&?6n?m)w3#q&aw1O%bz^8Z9H+*hHhBlfHSce&od5D&lZ;J?KKP-0tz)) zAJ?;wwJBICptqmuHL;c_VP)edPi9+vk3DGS?5;#?^z{QfEFvupI`{2mqlXN$QFDKx z{t%V~htEpQnmG5+zFoW91^Tkpd$);IY1+ts=r_PxU_KHQ&u0X5ob;H^#LGKOLW!}h zpYQpZ8VT(A9NBLnqC~Qcd0>Ex7Ih{sp3m057;Aau%$YOH8wAD6J_4&(ueMU9{`}4F zWgmy2?GGA(mt_RjuU~I7Cr-A*IEI}j@l^dscxK7BW5S@MGJN=O6yis)DCp^fQ+%!@ z`}FM__Ii;*R;tXi&p5v<;}h6+)~JrD0m)a()~zjR()%<2XJ~xeGx@aSIlr*{DI*w^qYPWP9I`Sj+H0^-XV3(^DB4mj9^UzdQEzAuJQMORYR? z$ynHr$uLz7@)x!1$nGQ?+=hY1Ih?`dz9=(+x3P3CPF>U6B;C&=D)#=?i);<@7ILiNwGAU!b~6ckI1=@+NXrCH+Q59xqJC@+ zU?T@0^DRF%P0MQ^x>c+DyWUuOPa!jk{uo~b6!*95Cfju%K#KioIcl)|=ntgc2U1%d zGYB!|mEMV(ma- zp zP3MLivPd7gVu^LDQrmqAGm`U;WGgJPxt7Hqnx+W2tM2UQcbYrPs_)UrHOl}C7pzgf zqW00m5!RSvw(2s>VCOHb%cq}Nf?%PnT2GRnjEijl7llmE^ z3C}YY?%8hl(x2yw<(wm- zIBzc?PpkA^W6Ok0*&B-%F0{4eM9n|=z(R5U=-g`7sIh(A;WMY{@4h{IY)JPW_EG*v zCpEn52>Sc!M?lxMfYU~<54F3{wN!*Q8_ycckYX?OJ!A>eq_zUZi&`rBME+YN2#ozp zj%*MZ`3CvBzA3fssdZY(5NnXqK8m8*bF-MZeEW1>*8W(_OxADw{d+T~lDJ!__=L!MHn;X9TlO&Xgz zags$mgo_$%(DyJLSra6&T_oId02rU*TBklua-j1@uZ6QLd5k!iK-^Cly3d}9lm!c(x9-ox11Yis2)aJ~imZ%~Qi>|ApmZ>%12mT+--eESlAZ8NVj~%h0tCrYR zz)%$&823>s8|&XE8Ytw#Cs= zeZ9QV6ad<^P;qf00e%ZK1mLeO5(@Cj`gm2e?9Zrzm*tjeBzPfNoMzc zp;DG4M$8AR78rCMfY4?m1|nm86VMbI2J1Jc2bEYW$q!fW+hdn8z)-#2NqR>OUOdl{ z<8`W7H8ou?rC9sx(i@vu)>AF=dr4#=wy=*;A28UNOg-A%pZBx_VN z>85Pw$VUHj7`0Z^^)Exlj;p?BHdi)Py^0O!O}VqgNZ2Da_CjdN zo&hehfB$|P@!j{<@;R|iI)~~E=xK#Z6t@pQ{ls+tyo^KR4cJgUBGYETosbD|gC6tZ z;lqcmXNQjVdGR+MvsBPqPcs5yryGtLWEs3;<7!f_`XJ6Lkf@F#>>yZoE?w}C}8iAK$1SFZ#Ozo06bM5Y>D|YGZIlIG5 z?U8e5aNSF2vL^Q*lG}MDcfJ@dEM>;=f1`&uwMymFXSK--eXPr>)zumAUl zZQED_`UZXbn;{EYE;V-J&t8TqNRRN*-6IpCr{-(8j^5-gjvTmlDDeV)*A=K z#uT%sphl@Lf9v%x%2l;*E7r7a#}3;dpG8hm5($R$(_hCs_Uhh7wff$`Vld_xE7|7o zn28ijnZ`;}lMxn4TX+~DF{KTL_H`H^$+cuPulh7?zt`G4J<0hnTp-V#JY}-7mz<~* z43WUe5$Y~}S~4HwkB7BIVrY-CyfKq8Y5 zs4w3wCIjT&95-&<->pv4#S54!Jg?AkO2E0jdd(VVl`&(+G(Db2$oQvI?;h59$9MeK))5*7NB1{t*no{IEm@8%c5(d%i)A6~D`enuT-1cjlf<`+XW1v; zeiPt1_9UNw8J7vNwtpFqS^(P|WNjb7p!^G7QX>C64FLWHL-LpG!fg`9ojZ3@EWXC6 z-&(q4iOr*D)zZa_Z7v{c`SN8pWzuAuJbt{bq`oUS$(L-yBSeVsV0&ckeHyu(W?Xmg z-fipFt+UCa$JkH3`q&X+8eMZXu!hWt9&@)jv<^XJU58zigIsr~skhQ?R3tZvBgAX$p!wtW6V`>ber zOA#ZsV`aV)Y1w;)O1g_V&qa~SWKNLCsh`?OebgfAg>qnSut>J*B*q0jwPKR}A+Y9tn0Ts@XaU}jO2XT6%wQOk_>RL|I9MUsY3o?EflWJe^|FYewVV4<`?HI-dp#cB=kY~CE2-}YzahgKQZEnHN zE%psfUEL6%8jI;iWf(m-)Sx&~Q^nNA4X>lA6r*GeAEdZpAF;S7! zPge7K6ho#YGZXELwqFi+5dkcc7DfVKCXDvv=jsV$fIE>P7N%F2LOr=uBjJmioq0kXd9hoFNlN7qyHF#oUtQ7wlotc0>dF>Oaai3j`Li%dDE@9 zpNva@a1GzB?Tn36=U#wRfy62NukH{3U5*C3>YbOJdqr-}@x?TP_Te1AdF{GWH}_|2 z$ga>l`vm>pQp1^{bUy$9KmbWZK~zTjk8rTHiIXL>p%cf`$1REfx1admhpEq0pR&0~ zB9FpAp2sn-V38t^+;5+FWsg}fB-c^O%o%Offju^D1NVNep(~tI$>hu#6wfpQxJ>gd7Mdh88qPp6Zx}vwn7x5Z)ti+nKG;DerNe(3U?-2CungI=S?O}W zXI3689Q4OyM?g}S70Z2WNZ)>Tj-*vRoaDr%J}8>e5629?dJ`R^c18Bx>ict(S?lYt z12T?y1wf{H8zt-)FJ3my489sNxZOh%Ce}cSZCqyZW zecAb2>y?B|QYk2jM?l-#xc|xBE(Hx<)z@mo&JDKr&>>5Lwq7+7Rclm#X8F$VHsl3) z;oA;h*zx1X?Y-8mEM}}&ws77&+wHT;nqloB)$Dv38cXK` z@Oe!$BwbxZa=MW|Ucq6d^qyovVL0dHRv0yGczQfhuZFery*qbt159cgu)**6Mm2}o z>4vqs5+%hvq?_u|)CniF>NIfekFkVUESYs^|GTiyd6K2(91rC<18zEa(B7dQuTYx% zK*(8%=YL|3@-sP56d)E*G~j$yT^FaceOjin&EB%!Rvy}C<*>ZhwR9T^-){h4nV(3a zB&+IIIOm1EZ`{7)yml6eql`tW&@@>!KvR+X$=3b-qNVK`*QiWFrjk(mUOY!K9ov!n zUA_&AbM~xL8yBB@>efRCo#W92(3mYzz+j;-tY>t9a+Mspf43`=wT1!g?M8N*0+#X} zz?B=HG6s2JW8IoF0pyO;CjgG)0OHPAW@N9G*>-Onh8_PFhE_nm-@-Xa3wJs4SDA<$ zzI>kh&};T7uAgqGr<=Dqx%;~RXBnV0fgu~naqYcwkyU>GUE8vGv#sY|S0+JnOUE`n zYp6DE;P$oFrB}dGMXh(!h7H!g>-W~SV97^VTL0gv#QZeJ^(5EVX&%??u5Ck_9Xe73 zOPM~srAnK|Qm0PsOmOM>uMSP7ZCJP77EPUIS)#_WSWLL+o~;Rlpm_Qb*bfV?M&#-8 z=CadFMkcs@kNe9tXVRzxlI?&(zkA;-pKG1_^a|+hf9-2QVC-LVXoJAm%XuILtj3KU zYXu4xv>(3cWcgwyAR)PB7sb?^Jz;0goV7&BliBCpzI(8P8~CA{@#7$?o+YO(+`Ge) z6fJ0lN)&tW{*(S8*6ka<^9D1W(PPE5Xf(==9y5j&#i{7u9+=uQoW9Or7{F!u(@x;OrZCH6JsS~aQnI(_9LAni9;i!c^0 z1y#M%S(S2Q@X3(odG;91}w^wJ}it|k(B9RJd!#RJ$E4isO13A zSz9+b-=t>LVpkMuU|cR8lGaVD9d|#mB?`Gj{xE+!eXZVc*ur1vs}?dua7#$yDXCp( zwm&Qr4e_}qR4dnK!7QtjyP%b!QE@=gYwmR9WYHfnx$rJ0*=Mn=O~B?h*Ow+eZUN2&*3OW`2LrH)X_k864nX`o zY-Fh5A+18z98O=cQ0#|}#T8r>HNo=ZqPb4}N=Cn$GVeC(Z`CNtCO!k>_g<0T8)E%T zqv(Y&n~?#}-H@UBkB)NXj2q9X$=d`Fejm0lEe*pJJsCswS$oHyk;|q-2dq728|7gc z-S=kFCu|M(gx|u4h1I0tb{Ogdk%C?g72GmKif%b#2P`?%xPBux6hNx;O(3H0iiK9? zgZCX9aBatrKlHG~S8khF!)J{z=S{U{U)(pt2y7i!U~b#D{Lo_4|IRr7b*yxpG@*5x zJsHlQb7Jd2$mzQsZMm@#8UQ@e_PI;4!)wqc|B9y)CCUwzGLWPaW0k@rt; z*UR|*OR=M0dit1U%bVNw`mA<0L?5HkVwy`5$soQRuAZ- zPxV^uLA|VR&4wh&z7As`iB4G(-`p^2Voel-eHJ-POFWpiN+brmkZGv~re=jz>Q|5B?tgc{ zSxTgglW34D>0Dh{FmL!$f7B61Or{v>ZS@)TVE$vu`c*a_vx^Mz6ImM%cy^Z?;j_r5 zZdzweNaUB`1lGaN1Y;?3LOJ+l0R#vvx$yyse+;hoM!Xi48nCX^FkJ*#SA#*BxM7v! zCMfo^762`Fq$uvkoaa3Ns#Vz4uidxDPElthE9s&hCqOMEkQAF*4UN||#tiuK_Hz4FXnbh*FN`v8ias!H$6%To0?>LaoN29!mUCE6y|!1={{6WB3EYVZyLkPoUEx@tVgHU@yKI|%58IdDcQ@5t{ZVX& zk<E|IvE>$@kZ-U27Bht&S5atfgUsA_tRqLGg4W;ES2Zu&ryY z?*E$EnBM&?Z=6InfqSW2H|efTN{>DpmRr|;echM-6VE|4WB-!F98@#*@*GJ0D7A0Z z+Rkp=W=(VC$0z_vBC@5myLMQ?q^TTfo4YrYNQTxN+;4~X?XyY4N7&CJM%X9FR@}z6 zs&9!-lJZ^uA1y?<*DOVfz-tU7!SLT3X6Lr;mN59MmKMW^B*<=#UA|x`^So|JQ$G8w zsk`kj(sMzW$9XenSvc(C+qY?B!I5#j%Gk9n`G&>v13Lk2?=~2ZTL9t|)Vuf($ya{% zS!|_{lqvc8Ga(D#UtqhAGh3X7nSM2!Rh^RRklaYg>r*$b!vLUx^Hf_dqt6Vu?DTuqy7xB4&&t8@_RCucaAW_XsRg&LvTn7_KOydGb zVo{e97!ccr6XLKHi|yM=kFpl6Ny3}cqbdU?25)4_ZtDTNov|B_1;CI|$3bk*)i+FT zi>0aIQ#0OgF{F?ipvKvaAD7Ov4>@PHAQ>Emt$i}w1y#r8hCrGO4A#STbo3Of>pN5% zxZ&tQ zMC!No@If1hMf?qt=1YK}j0qCCo8mm5hf&%>eOPrsMKAWRBJ7JobxZShY&D%z+I}%m z0+DZe?Ax_mSH|GO5^u2Hgf?d7a+?GgRXy2!Yr$HC`?R^OuOR+5ymP zkBmvOP}Q|b8mtDY58I0wo+@hl=X|@T*E^(cj?$ah3d|H0VyL_FLUYy_1c{6 zn;cV^w_!%3@g1rS%#8_%H)NurM%H~f2WDZrpBZqjRs=F*DG9jxY|1$2_{U^2K&-mH zZx-8}2XmU)OBP!qY9x!5C}B(2ud^cu4*c%EG=p(0l`hkR2^@X5WUn`AioSH)X3LDM zJqC@GM^XElgWh?s!bS!b<6%>$AJ}DkZ(p_ZVME#VC=o1t%A}ULPyuV)teN9v7}#gM zugh>lz$-S&3-=+$Uo!8PCDhljaH*0OAwgVQ$2mQH-5R^WwUyML?EGcfpMPRI#Z2dl zpV+=1Gs22js%R&6qew}Z*r|^#=2thV?Go_!4R+6R7kG5C?4Q`?zw$4K$5`=}XyS%k+X>8%84 zNDgDFoJuJ}MO&;x-I!F%qJ$uxB7FsmwN@U$EARs5jH83o_VL1be26+nG zQRJ5^N$$mtC{bRpeT%h#(NJUH4&|#j3HGQ)Eo=;6PkqrU0$60TzZ@fmdF=Zsnt#jG zqYTT|{Hcc{;fu>Q&E3BFcV8)&&;nSMm(yHvxG#4mwN5jzg19|tTs6Ac2Tr|AnM z5b8QdYGta4(`U+O&h7w*ct{a7_U>_UzfjJIVuaqx{;(!W>-rTylse8sFstQnBklD@ zG;Hd{%7JO5E0<~jn>K^?o-kPt^g zqU>!e@C~xo`a}BKV1TDLG-06Q;fonaISgLBq2|pWPa0+AZfAoPPho43cb&z&B5|}> zRsyirukTM*qFya)`e94^dB7mYM!ZMGTF$wrb2UB_dujZQx7MFGNlKeQgX@L!=UX9+ zFy5+H$A0-`hSl*jymq%kHGAWBY_!7FtJ>Q+vb!(;=btqJq`Eb?c5Up)k@n%#aaI_> zA04O8?5G%m;_)M(>$`ID^tN&H7P}ETm}O#OtwPq}s_P+06IAL8g1JSlnPF<)_YC!q6~gxbH39y4e=v4j2c0zR$8{j`Ls1GG*-iy*sw< z*da@tJ@a1*#AKFn5Ma1{`*u^qI4SFgoPpb9|*hBvBFyqKDLwM_ecQnFtDW87!v{0 zM2QkTc>hKILp49$JAP@c@)ZwoGX-44f}BQ9C?~svNZ+#gIkv5ViJH4(i**1bxgnNe z$kGMY@y%*BVf{*5ymLDZNFV;l>zWgbBM>9I_Dh_fVm#c?b@n<5mYnZC!5TkSgvbu7 z=DsgBqX@_BDBICx#xEvkHd*1P0o+K^CaGg00D~K1C>f_2Wo9l8iR|Wu&?9U{$ofHyH&0YdwR)2vh7-CA@yW3l86EzoUwI-1Edx( z4s&5a#B?p&x6|qAB{#t1B>%SnBa%HTE&)_`aPFzEnq+sXt%@C-+ozntXzie0oi}$+w5$Adx#rnOki6PVREd!u&?}=iamS9ZM8un6VI%^N_ zcj`btoifI8*vvu?FoCO>?B^!{ahafWVNB%=`2h}?0=*HCP`Z(lv5EkQm&r~*_kb~2 z^{ZyDPObtD%cswYvD5dd{;m~P^IEUQZUroxS_%~B_%}e7m;&(qA@BKTBa5a^Z>mij zwPJ~5Z1N2(ub47L_P7ac>YQ123CU@pk|k{I(&bh(X=e zVbp+ha}7z=vW1JRd8?L=p~Xu6mb5bwVBT6DuIvpMh<{=DuC1CLwT8O=7%o2ab&CF)rD_?6D#tVCEFyOy`G8DGq2mIJZKD2xjFoW_K7=)j!E9T<(!00exk; z7aZZ=ViAvDIBPZX6tK@>fu_mf5Lud}e}^udVFDnt^{dm!KAAN7!REGRUwTPmw_}r) zO#N_zLZC*hnT$?c*{@7ZbS+CNDUjtxYb3Y}VEC3%N0-yjL_&^=PTw&Aw?OJ|uxDPD zPQX_^xMbrm(C9{J0PqPIJ(-RO1o`aU1qiwifFiQ z>+ML4==T0cZS8xSET3oGYhnKKN6{=-LF@Z%S8LUwy?xWOhkgCo=eB6kEGwBTjg7?h zu5^`3_I-!8f3%vQ_x(n|xo7zqUabaLjGi#j?rvUVxnd`9uF0T*3U~w(bM9Y)@eS#B zZmZ3RT62tK;wdZl-qDm~WXhV=kxvJ_hJW9yAs$y_^6%T-mwS)YyC^7Lz7hE1qmM0n zxTuyt^TV0m=eZXp{Awneju>EVF%|IN>0Zg{Y-Y5t-@Wb3)XP914M}`|Bv!v643wSz z@F7F3-+-TGH~lzsgC(j zXLV!KE=vmVtWo|xJ2V;7gVQ8`-&CyOY@YVLk6iAsx(=)%t9L*A|E*+A$^HRm^DhGg zoSH0bt!4imD{^E@1Iw5lx#MZ1W6NN%wkAGgnP6+K02K7yDt=djcpBg<8J6twCBu?5 zD-Fq3e0nzx<~SU_am7xN;8x0*!=m%PW)Jn~2lJJJ<*t#eDoM>tFQR_9EV_{}Viadw z1jh7z5!t3zty;NnzZB2y+J0nt^5wPY)UvFeJ3|hU0*JlDvG@*lL!ks-Y{Q_p-*Xxa7lus~a1oQ%l|)#E1cR0@un&iSjIka1|8`r+h^K)%=?w|?<`-v0s65ezYOalf8l`g|-Vgwz7U z1!EnM9=%D8n$C4^h%r;+>ND4_ILAxJPhf5ttc)f&WF0T2YaC!l*WVqk_uFiP+!n<$ zUB7V?GY>In!R<12axF&>v8b@cy1vy&{Y^hcO{|+hYD12r8*+z?f_X$^8iBXqxD2A+ z&Kq4hkD9Z-N~}Y@qHHrS}U}G4NJ{E!wv0A z51LMYMvtZAjJpfQ^uFYwy{Q3}naW2vrH)y<-052a#tv4D{&k3UMuc${-1TeW@g;Sjv8gvYSggyoxikw)FUrny41ez*ZZY0 z)bPJwkNda!Jq{l<$a?hc`?$sa^m{pS<}^KgeSK~Itl9SUvbmNWdwemSLGkDa$X!

z6B`k*v;tXjb_x+~^d`NqD{{X;4Gc6}xuWRGj5hykER%F;l&jio3UM+2Rz5 zYx!l!8Go5P*}8V?rhht7sbWQ|SgDfLty|Ylo;+!tKmCkieP*Fa_+nE-l?*VolG*CB zBq;b%+h%5`C9^Dxf&iZq zX_qZ>KQ{adA`5)~a+K(Rr%oi=k~Kw*7|~&FE+PdhiRnN-5@SgVW0HJ%>s*xNYFplY zy>o_7VL#F2o0Qi9x1WJON0g}G- zvmD2cvZE6g2mDi8q@s4jNdQ9yFSa!#lLP@tmvSU5^GeOXR zdZPMFjL4uv(GsB1fxchg0RXGQwtfFrJ*)m>cbn9#jq|?yKe6E2XN7>j9QoWh!L=s# z=n(es0-oC6RLIkgay~26k1Ppb!kw&8k2UpPlLS=q*YIJ(Suq%7Z=?a}%WY8r(v23l zMGgfleN8{I>V9=cSDCDs0lO=g$E!@t+~NE0@|c7%jZ89baV&1#y=R93Tvup7d<|(= zTZ~m?exqJ#+hLT>F^REa&rVAjCqA`mr@2;xJJ+v(machi+v|*_i_R~$QkmPvw%mX&c>Idz7Ws9nRdmjqmn z8fgU*C3mE)uE~k>0e}BX7A>aDTDr{Q;)JN0+@wj9{w+NTHDNbt;zX-Zp@Jjn^|x71 z_0QQeXF6(&qGd`u0O)ZamXtmGEm|q`?qdy`z4y39pUZnP`>0+2ZBEL!ZS07V*41ae zWsQPTfypIZXaDuMjuPg&YB$MMA~PwY^SSqe+17-fboy0pOFezx$x|(1k|d_F{I5h1 z82hgr>7f1mTSs6$?9iBgKUw#3)gJkw|0_2_^<)NVTWiY?1uiGCIz)4PC5+>@evFtb!#@KE_pbGh(<4j!E^`(2-fHTxl6S`> zF;X^3*XHloVwL-TM=e+mt4%LC#VMq*GhoIhH*af_or!T)QZMH_H*~ymBunAU?Dk`s za{#{bS?)7T>v2ErjZJwaq<_EtcGqbRT{mZbCK6(~ABUMK?mPrWW&r#ozwCg_Qmp9D z4gY7YCJYA{y=Daf+Dh(Qk%+s_ZJGp#2_Ta^Q2_Q50H)#4ADzBiQ80E%N}W^HT=^c@ zh^LRA!0DH#FHcK5hf`NCKiCc#!K}mhq&VlTm?W`O{zLADn=tzDg0ariCfNa`jI!nb z91tN^OtM-%U%qw2VSg*bE*&A!iX0{!Y*1JmK^zSmE!x47%GWCVeN&pc`k{2G?2Cea-)~Z1u%#$HVcl7mVXu{kmB;mTW{+Pl)YBgUe(@ndAH zNnrL??%(6o#Oc^O>&1xU8Wcl^Z@bveT|4cIvE%KXOt~;>iQ&BO|9`rVm5i6vejPZ( zB1MYi*ya0Q=6U~HHN79d*W7Z&jAtDdwX_aDbbDquMg0cN9X-xIAbFoKW}^8lT5Rtj zUk}XSNk&jnIR`hwkp10JtyWFDTH#HbjC*At?qk2f>Sly3D}=&96NUf9P<{|UQ6k&F zW0(0-(>fSu*z(z4cN}C3X3fs;;VTv+WM~@%cy8bMtN+Xp1#jNG`RD(cy?x1dR5z8l zfh1W$1|BcQ!99B9h^ap8I7Sl9VQBs+fq$M`Eeq!4Bz&^|{-Y?#54>cB^I^&aW^%zA zrR7JWJoPkj!(xT(d&0J?UFY(K1*@FyN2$2=dmL; zjs#-M@uSpBoUo<4wgNyySa;m%WcBTh@yG}T&}5_kG?9Qru^-9N`lAOaz^6|R39Qe7 z-HsGZw$}}qZ4Ri3sgfN@3&S%r-5&S3bj-L9;^sel+XfrDY@y>&w~3xPO77*37b6_~ zrC6>U4W4CHT?Kn}$p!rbz`(ZMJHxJJE@9KV8&eJMEV=txv2^-Dmb;y1x@Fc7P^gwn zbuWn-vo_d_AEZ$(l!IL%=~Yth0?Thv@@q?|*CEfEQ) zYa$^QO!np)*Ih6!5pk^(FqZ64Nw^pj)y##2UC9IBmG!-1<$*oaah@caP z?~%mzB$GM&vB_Tp=u$nE|NGc#K#2CmZOVTCb60IA6D*RCDm0cg0lu1Ck+jr*Y@kkX zB~sC>jG1b<1O{a~BI&4rskceH7`QR3mfHl{Dx`*q{a?}255QwECcY-DU1gu(h^h1L zD%Y}DIvsC~V?oXt^`nzKRI?uSK;N@f)N)0{AnE}3gM7t`JTnOV zqwNapeeGk0OqnppD(%?gUkr({4fW9bxqrn(wecjbzJaa#Wqf@dlPxi`Wwc$pcG(=C zWmb)TkJo6M(4=Jxt5mzDWks?scKzU{EfynjLZ=aTfA$-N{>PZ~vVIn(1CfWX+*J{FDyNp(>nNgg7QkV$5UVvpCu z*z$P`EF9L&cbVyz9B%=MX%uGYGp9&|1T&`7hsgb2Sx9>=uHDzgLT$q){sX_-7Wefh zd0tIDRyuyj1&*{HF(zsjtK>2q$+7=XPpYXDQis4WLCcn<7ns<%%!!g%i;$%;fC%Fx zDvy)%g@ut5K>IV&lJc2zSVIc*Hzq#dB;wxf>_;LdCZZlD00NU$`gU~^|GK%=*fy*! z-nHF+CBctElKv%*iEi`fD9n<}$U|lcA(^FjBWt|G*7?gXtz^lP?n^Jl^PW9>?3J?@ zY}2Ki7M+QN+<*!HF%f1gI!wkW65}5MCih?xl-N!KsP2cM2@fcpv3o0SfDtVN%+Mn0 z31yt1=v}jcP1vv+Nm?JPovWY&2=sbK*bA9iWTA(a9=mZu90q6+aQBAX^*#e!&EB%X zsYgpsBAbUXjbCFJBhx#4gokd^d83Xeg_i>Z9@@1X=%mY z-&zxDu)K9d0x2y>{O7=+RE4#v23Y7uJ=qMtUo}e&k*;oL;w3g4lw|xL8F?BKk5pZ=QD%bQ{z=~=R-H;@3m+vvm zO$Iv7g&)Auc>$$r=lTLphXPoOQs=4rkfcbG(n>aco9pi;$Ll7q{RH5R#{ENbVu8FP zTwj_niORlcVnM8*fcHtxZT}(GP-Z{g5KAR?S>c1cQ7tfPW3rMOz~^P;H*??l1#9=~ zF!rJ|1=hSFmQ=NWl1zyuJqN?qZQe9XPjX*@I!=9$;t&%dgQ)S0!M6NFb7(i-VDe@* zhA6t%gzy6x0%|n|d~ZJ7yS~I;-&;HP2~DX#qoyu7=ZYlE-jFm|4Y)NyqlVVKkwL04 zv?gK_M7{4m>0RFayFL>GV~782)#}u?R-b)pBL)w(ZR;D`1K*ZBp^bP^RSV8!X-=0-#${yW!iuvUdj+jsqb zv@B0p%kF;uWql3;V=wEG3)=1%as-yloreiS_J3sC)TgLBwFR#@%4?&@J+uR=PVqyo zx|{z60)jMStEQ}V{A5~xX5(dmAnS42Zu<{4t5qTvP@F~@7M(;ou((9xpc%w~nlJnR zj1s`9FegJAyzeB9a&4QveUsg<8bYe&Ni_X`*8A^-uqTe#TL6F|1 z-A=EzILPF(0Ib~5xuu>|bGC1`YJi|BFin+_8oE&eKtGpBh;$qe7l`S-kEth=`=@%L ziM5-!ew8CFRE?w>NV`#&W2uLd@R?iJJ5sqZO^|FM^IO1iZ-z;OYxS;6B^2Q_~V86vn-8>R^bHI>hnC>iy4SFK^e z;tngb4lpM$mVj{CS3~yAcCbODXc^2cR`Yv6+!AQn(Fy^x27yH%|#;^enqy@MZ+!*4s$dRkM z|8}3F!d$sy;l3siE6L#nwnc_OX=!AfoE~G7IR;|Ho#YQT{n**lRtNSe15IZ;<8rA9 z9sluh$u|K&$S>I^jcEg2drW$`F`fy5)d%)5!SjkWD_qKb`N8uQoKe*aPmQ-HtXbhS zeXh(zi$Ju@i@ab=AL_{YJQns$=Y#(CMh)ul`e5AA6nD?E0KH~~9ww{a<-C8Z!Sv|e zo1LDG>C&aMTJ`JMnet_wT42>pHO>9-T-N8pFv<3Jgk;lEnG|zF=hbSllW&xEUwZ22 z;$=!(ZwySlK(+>K@7leGt#O@tmMTRGr|ro#r02oTU$Qh=(mInB|1=o$?r64b*-VcO z>(|?&S+i}zf=%{D$_$qA34fow>v~!KmZbVRzf+;PR*M%eZn<*hvhZBj-uUvPcGiL# zYMJ-si<{Wy&Yf$;ialC8?Op!g^7q3lIzC;0Q_5bS4 zs!KvtJ7<2Usj89?)gj2WXa}>}lI8^#H%OYINBF&@C$QxMdtEY^?`Kc7LTTOxW*E|$o$576iV2Y0Ls$dmC||Fdza!Ia4$asqkrmQXf&c3hlwj-zQ zIBlYn)Lw-7k~REi)MiFSIvJkH75@DDHeA*i?Zx~< z<|J#FJkfdl`5RTSb?--Q*m!E5LQsC1oWY~~l=!15_no$$y zzaC7re+Q8476oLw5fzXv0}*ei4s6Q$H4dQD#L7j$<>gz~0o>OeMoae(v1ek$Ug3kG zNc1~Q8SnHVRC|eo=g&Coq#8~ifB`Jd{(j(BTd41e#mxITf6SO(KSwQ{YPk|3gKNPt zcSADR0o*?&asIAyO{aEE&A8=)=#Am;G`F^sM#2)#w(Qgs_N(2nhN&1TVS+9GS z{X74j`^&G^BJ2I@bsN&WQS>p(U!<^=08l+^#ETct5~fc1fZ=u5lMNt~l!+RLndSTl z6E%{>OMYLfnVm_1ar5RoAi!PzMR?AfC5!2yKAhdY`Nn=bbjPwF_5C-+HcAi-)faE02b z^T&=`?~~K4TGrf_CjhC{-!T#bAnp&k`+aiOauY@OHCcd*jgf5U(7DsjjJ_`{kdiV< zn(k1ObOR?uNsAAU(g)*)TAsuyof;T-J*P?7(jw(} zl8`xrT=>KiND395gj4dYr;XQP6MIpI^()PEWmPYBK(fa8*s0&Zn|JS6J8D7#3o$>jJXYbVZTk*3 z)B$6F#$%gT2KLbx^7UU~#Y!Ye<e}0?u zQJ^#eAlGf2?C#vpK8qbTW(x`Qdf1|H6oTi1p{$-WpR-77SgdA+O9HajT0ELK7vX%A z`3FUK$l9tp%XFGH-a=9H_(|DHmXoAN4S#ihe^;fJ(=1pEjl@ZC55VH15*3_e`PcQB zQ;Zw#*x##(ucW2zO229AVW3)JmLqwr*bOyq*81fB_ZCix@8ZN*7(k=iG(GykL`kmN zn$PBd&612w7V0wjsNCl}8&vdMD610Bl{fyp}I5m`U(TcR0!m~nJGKXi&Ht<_by}TjefAZx=&<^7vE;g zT5qkGkm!Yrq&LKTZy_o3MndWXuXE0O<1(O2K<-tX)}k=+kSr#XHQd)^ydepxT0xY7 zB}`8PWU*}l)rPt28@XZ;?K>ViCF*rwn3<^DcihlDO3kyU!&Ww65+t1;Ga(>2p59w( z*4@5LWoHcZ8BGjG8r=wh^;4aPQpMpuiGOIj4y;-9rlia-Sr0AMLexwiU1OmgOu|;7LC6+?UaP zTt-i-kMcU;jUGJMswGSN;5wa2y;`TP-#!-${pbne+lk#r9x=wzj%m^^psMMFOw@$g zv(5JI-D}B`C425;@Ml*jwkTEl^!6h?wyN+u8k&iPY@BP4JHP+zcmCC%7i+#0^Pf=h zVp@W{*{v!P(MVD5*YyVU-Rh6|)eqerU>cnXGo4pYTCW|@`d+5jg233zbhLuD^@SV( z^%d#T?o;cJbZi&1<>QgaOeJ}$M`3EJ*zx}HZC0`&MoP1}CrJjQlZ0wUR??xU5hFMW z;x8Lk+iHs2b@RJP5)z3YH2nw&g#E@tfJ?>&G8MSY`(==m=|-zYwOwdj`aTT8=SXeZ zkdUS&A#-CPZgqo}&UXOfS1+JjLvN%VPIy9Rm8i z_cei0*@A0!)a{KVN4%{^4?9V}ciG4NEv8Dzp0+`C4vID;^B4J{%nEB(GKMM7qI!XgxK}I?JDPapJ79dfq!+GV#SrTdiW`zt1UVSCF z(*W6jA2@gU7wK8o&Fxd?EM3m~`+Do9h8#kV7wyGBFf z{;L<;70!v|)Q2S{$&y{Sj2-rJPIdyMsE$jFiym^(l$hyscd9g28kw=KlN$Yhp!PAh^`#BNTx6~-Mh&rgc?)4?anL!p4#Bz{frSxs zAtyyWy1*zkghgtJnMG=@ea&zWdb=sLZR@NiwM@E(eyaPfa~LE)YmY>2A+>>$#3f=s z-lcv_HDO=Pme$q~Z>Zq?veR_}_FNcDDOsG$%$d=NG`H#w~8N&SCUB3e#JJ{gMr zYsNN9ZdqqwPZL|@hQRYVB!%8k;=B^j>r_TH$0b{7!%6^x|7 zs5fL#qVd!@^JRsa)_#PV(r6W-D`aGg?)vDINYj=yrZ<3b*f84s$MviVVp?!Af>LrVrFuoP8 zU&~UbezJ)L?V}t%|BDd>#{P>(J!qew%Lq)JGR5|7*=9FSpS3TLI%x(+H3scz-noUu ze=H^vn#Gq3*W>D;p3BBOW+f`9k3j;{1*wkYJpxwV=s0x(EKWLPbE&*92l)5bGk&2N zZ-NK4FlwILhq{lLQKC8q2zgnLmzf)lOivAXl`KA~%uux?t>_sg8~lzWCo1l5>}lK@ z;D&i#bfitlkW`1J8W&0bBxlkwk(1lggld<>X1HKXJ*fPLYQx-U$#{q%c$(Qv^#$uP zW3o*^wx&=GkrKJ`Buk z`!zYkX>Kc!BnLY=X|3kRTp&JpuvaV|(z?$8C-=C%jsW03g+0(YEEf18jOAJ+ev@G& zw{v{+0;UAS6aq1NNMa}!=$q-kSTgE~6uMU5z?u|p2BHdecXBF}3B>D?2=QZ&?1fw2KAe3>2Y#9b7BYc)1uf1!H0CyT&Z)9P6ff7dg<3f1cg%6ITjdHM25>yX@d_-&Jhx#S4$QhpucDg{YkiD;*LX(MBoYjR zCXmF)hhjU#I?KQ#Jg=+P@)Yd*r<2Fn7u;K3g~j@o{$G7y_H>*pV%||0nRTO|`g1nuf5YpYYr95tC320R5?PNDM5bU|7NZaogSN)_d5Hz!v+s+fYG=}u^y{&F?@sC&)Q2aM(^n`a3EJNtC~{;I9atmK%gho#6zx2I z>rT@?9jA`7qNy`JSiyX1nG%!y3Ya_%IB{1X$Hsf;Atg~# zLhU~mY~SJ}*-%nWEy_8Li;~a7H1v%@!uTpC21;yIFB20-vE8Sh{zq7Da|cPT#iTqg zWHK=acI6nw|D6E0$zck_+9*NuI^_kljt}WIr6kdfFPMo}@1Y6nS6byPIo+3S9yKBP zkWPAIHMLPa-m34sB#ZIfNQrgbY;f^Tuqoel&$P+uV%T+QUkXc z2I?oITv;$>ICABpQ^Qn~Cb(W}bA3RvJ4JJn>8(c&JD{alx`*eX-cu5DnweVPUFR$g z37J@_iA(Tb!O{HK;>V-I^N$Q36v-07dmu@vZ;>06+jqL_t&s_qG%yL!%mh z;J(e|!fW&@t84T5d`m!woHHw9A|Q9eE;OE=h>1fZYJr*{MVt(?rT$Zj5k8BoF%q}x z)MLroUJ}NEiQcsVI1Ngo*qq55+38DysR@jaOWl{PYM=C|gj~@-7;~5_j6QDcylrz} zRwcWviUEmQSNI2FI#&+??A2U36m@Qq0Z9U88;>2nFY5(VhG6Lhhf zIuEduQH3OaO5EiZdJosuz(Uvb`rWE;-h*5#+Jg&5= zA+qA+nCoP*@wj!4Eo?T#R~RD5O!9_Jt&@j1YSWu`=oi;)2}_~6VG)7RP3H3M~(p3xq9_#D^;pgfbRvp z`20pdGp=o$HMh5trTd-B-Q&Jx88@w=)Hd~Jnly)kig`pl3BM@Ew5 zKO|8cxO~BbS$hBP2lj8-nQw-1YK?ujLW%6=BL_*wj@WsUIob1GgPn;&f+Yiqv@kuY z6FbL4v+?TT1PueT7R4eVd6bi5_9RJ3VD1-{e>!Chw)Q~2E?VFjC zIX=lTOi1@&v9Dp%)O^@Y%ohNDFDHv{HS0bqw|ek_7wC`CBqI?H_%bxXY#+z)ZGegY z=!+v|a?Egw`58XcM)syqQ{VI?f_VWf@j3R2{Uq07BHl$Jr-b?#^^a<-TAbPv>piwT++#OL3YyqRvPRqXPt*7Le8a{c~s*09%Y!gWQE|K45s) z@uT)WmdgP#tX--3I|?9@l+l%{?mFq~NYC^g)v>5A<6%47|1##j10uj8v0sv}<=P^J z4S}3efJE$WQ>2TTk;S^vo^u9Xkjb5*P9iJ-^D)W00PX8ZQ#vwMvCFzno?z+UzNz+~XkdDa~nu$KXM zm-jyF{5(#gxoCE{5r7vgd7x` zaU4gmj5jnEx^G;izEj}f8clX@+`0d6)xjPCTy8pc$PRP9)X7!QrtH{k?K*d|Z5uY) zsm7YDIAnS)uIe)#hLW_lL5XvReNIvmLivfjw`u9RD-tVlhhwGwjBEoIr2Jk7-qF z*K%L_+n?XB|BiiDpw#as*i;91_BQQH?%uH0pR{wfOTU+5p}oiUSvGj;q{(*ZzA+;I$|D#x7ImGtMVTCJMZtoignS}Ka+ zgNNAFy$4{P{ux=S+%TmESaaIf@)j#<#jvH99eq&zxe*BQ=RO|v>7Wt#Z;gP!fLNZV zZCad{f_Ob7Em4wv2L|U=l96OEC>7IZ``t|Q^Bh&xeJS|~Ebg)`DgytbI7QuAxB!5T zJ~w~cX4t>Tm{pv$&HN~9eMd+-vvkVo%akTgd|Qd6Y|YVwRzGKcdySd@z(Us3 zok)JJUAu0fN!Bs~bX4P}q*1f->UE|hPCpECn)?I?yT^sVp=#$I7pj+2kEN|_zv{Qn zFpGZ>`9<>B_gOi~=lZT(=rk?OPof_UmQ(dYdJbq-z9P~$g(O|RNF9|d?}VLOg#=Ig zr(Q_qNU=>oN$Ikv&j2;^N?rSw>d#S%{n!lLy-gN4x@*)WAHIdy(V<72T|HL~S-Bq3Fz-KJ!D>xT7y zEEtt)fSjQ|iygplj&rF$%-8Be2LLyvopZR;n{PSN*}gDNNdaT;z#{29s=$QCbdvZ^ z$mFyi>NE8V+xvx|VMnJo-m*p14t@%lD?y*M2`iRZ@pPH3Gc2|DJk&KW&?s{a0Rb^V zwO|%=B)LE7B76Ex6xVx!nC$WQGQOu^a_+z&sBfDu07hU;=lPgb%d8u+!@z);z+<<$ zGw4@%)k(lrEmVzV~(KFnneu6xyI1r`ER0zM(Q&u*dKP2VkWXbA&BbHBq>pJyfw|~215nvm_!?Wy4y!zd~VlsWVb~#XWO|Q8!T6h_^{d!L6um_Z}^<<4|1Z^cT3*s1!F&O{x9Nll-+C2m$&IVJ9n-`V0NvQo<*@@6Hc~{( zU8IQpQ1;<(&r_@>Xwg7MAcz?YWME#zmxGwGfBvXkC4uhWp_4Vr_WPOqr`b9&HLHCO z**fY)E|GX9gVm`=pD)!YJ?~IW!T~@3KjcKV5%9H%{Z&)fdjP*E04mj@)I=7R!yg+rjoKf{AbXO4eueZgWbk0r zWc+MDRDb({JDIzF_j%rqEzWm*SnSc6W%qsexg|5#>gOXcE#_p`iDR$@2kaOLo{IYg z#$u2}$H(m{X|!0T`U2Jb4fI)L-&d{cG<^MT&J>FD-*H#@%+EdN&A`1bI;_?o|CqL$ zFw)|(P49Vn8_CvN$?Xt7W=9($=JMmIW9ulwS@wN&HomiWI+_GeNq25gI7ApRK_Ra#%iu!BgN2Nnjq`PzJZjhFcR74RF z6h#y;Km-$|yQCDP8>AbgySqzLQV`Mi`^+-S>}87*|Gs|f404Nsdq!bIisFj)rFW9x+%HbTlXorF(poAr4H{6ui2M$nSjcWp7K+<=91snyI0 z@>a^7Y~K@T34KTs|2dQ#^8`%SAL`}wJ%QdWu7;M3i+a~7SWbzlm(;zLu66;1o|AAk3_bWgXPIvToR9Ov3_gH@rDq5vzvRzhd$o^5tL zYD6nvy_zMb(er|tKimFITg)%+^MSqxce{FaEaLiAVjvHJyS``FB;cZ^B27pncoFZx zv^r3L--Pc^J>FdF!?R9J+@-2H8|Btz)CWaIu3yw>H6?dVwXp3MPDgF;2Y1pFdEdEp zn@ym(^iAl4Q4nQGoHDuPFJ9cTWy|IqkL1avisv;YV0>lFz4IUB@0nAk+Mk1aDiEzpXL!Kd)Wpx%uVCZ7n(N8P1Tq{IXjY@9clw-|seT|JU0MK3)F*dRW3wK70g%9)WM#cd$koa|S*0KBmfH z)a#9WMRAZWJN;6+;i#xzk}~Fx(w=$x8H<5q9-QIhIGO0+=DXA7v`8&5D65OpI$+Tp z+kqg!7k4DW^&?RTr%o@Knm!julRjYeFL3VG6AX!pa|zm!YJLjifG&Za){E@BOhxZf zVUt)xaHb#QgBQ+HyEf6>0R8F-- zDr9mrr9RlL^S5^H+&NpjYPBt*K4Cbt7QdW+*0*0jXSpZ+-=6I|EJM8bwhl*M4Y@Oe zWc|E@#<(B@xs#@Hl;jo?Ky^X{L8j?M3HJnInx_D30rbq0sC$aS*=^oTiuwI}b?IJG z&Ce@76v$=lvp94{ZzU5{Kcrq`YMAbA09=LM zReE)xMrs^QriFfZtqL`7dZ~}uh~M zQLK2j3FKq^TdhpN!c6*PwP3$eSuB|$s})U`8H(US`-FM9sgo-~FEcf9o)49BHAxRQ z7+XTE<&VECahis|NkA}g#RB_=X2yx2bgD;K3<8^HLFGja6q2OiKs8^wrj@9W@~G}f zp>I=Zo_?D9UY03QGTQ-7(+$Ry5Ky!2->zSE0?ML>Ax<|4W^~`kp61#Uf+Z8B^G%LrKSBM%AII1+sFmfbRkgP} zRIx?#=G#ZJCt2YnDQOy>!3h?%j*vpV^h{JO=Q}iY7Zp@!Vm@fujS80vcxEZ_HXMYs zXvR#4sg%*`0j4opux+zLvz@B90$dUHStFQX5{;&C*E?qi@iIU0_*gvX+TSc$O6(^5c z;&f>&UD;w*vq%w#$@8eTAHJP?M<6^HyLU{&r-Y9{up=P)g(x(S(nQ zBtc5s$~7DZ%sVfnzvB@M%27)~-IttI(S;r+7#oKpKEi`&g|u&Xo_fGZY0y;))byB< zqS{dc6*m~uw8T)!&YU^p&}>v3-mLlCrULjCD^_Uszrv0mJY+c&q_7OBQ(4bNvn?7y zdrG9~g)poE%^6E@1E66os0m7f@XcAMh~={93ijCL#J9d9uF&t5Ml=jwV{ecA-l>IB zZ!E8gs=5LJguz^EUb{??5*qel6&K$@>QMs!CELH3i%QRQGy!TX_xxog%?k{_< zgv@3V6$7cy5^COGF9J9M49HMnAF$CK|J9?^H73Odyz!nv{)2zu(V&uxr-<{c_eBY#J;%}%hUM3KW1^O;k zMj_pEcWz^&sf17nfya7kvb#;6VacOD zYh?(^T%isHaxYWUSq)TDy~-x8UFpc~tBJRm2I?vIJHbdR=*V75qq|=rer+mLbsASE zhB=^mI@x4u`?g*@Ygu#WvZSeUIaKW-(`Va@2qX6lm4YLBn3JUB~i~ z6!I%{_xcR9(7)h=P`vXePFkuWA^$ci;h@^;`>_qb9=A&=64{6EzZIge$o*_HeA&=P zAUqfgeT>4F2p@rf5xC9|z1s*iVB#bEqcqa+dQHTkY&g6>RGNH&ivAyDR~KKAAN1lzu^5wsGFAKna?965Y!5<;=GQcuB6oqm4licXj+#!Q>`7& zQA`}xR3KEYxl|*`xSxbVDA{eViSBgp+-ci`LwFp=>=Ie{b2!FAPo8C4YV14Yj#KMh zuQVux=wPmznRi}De`kd@ISPq>(USg(9MS1z6w>k`&3k{`2s}e^P%RM$-9wv^aL~ z*m0ZK>;uOMbVXgNa=p8z0C+!6`=+CZZ5-E>=(Y)QesggR7Npik&bmY?MAP%qzN%6` zsF!+vy+z%aL_H*~qW(7$U=dp8+Tn9&tsAvx$Dky(B%l-8BvnK8%xVIfRS3shW8W7# zrFy*88`#5Y;QSS5xsFJq_pjfW<2&Rub}m3br9NSTtUy!0 z_cr^1U?)e4)DHb{)VdY+W#!rgw$HhT;JmA6mk?A1W2ymL3ffX6LncQ|C>24ljz1&y zQ?3aC7QIt~G35xDrmS1-Py_YMXhMsLBm@j&Y;c!`wil#Bfst#v29964;C>ABu5qg2m)ChI!20&XPb^KgEY|e>md>>{Ytj@m z0{UXfQU_3CMaQf}J)>UB8Q&4BmfCP$>Qfg|GD(Pk5l?exA&q@d5G_{iMeAB6@G~?L z0pw(mx^|tuzULkfbOK@gAarTe@Zq+P`ps8!uX4_BgMI;=SBse_Eo{1798e!sCaUD8d zCW1EKX2rWs93=}}D8xfhcKq3BQA1otGesjx3(_DbIXK&Vby6-=gX2q3 zqMqWPXoY_}wJ(>gAz622m?hF76+8uTuMF;GKfM`PX-)g73uUd_{28btRt;{q_e?LI zF^m1Ma*5M`S58-08;tsHXaZ8_%IxQ*79=FQL>9jjfkb_dH8yoHe^9sPRk~cTcZW?_ z^NS;fAhpMQNWaUukZ8&t0+?o*GKIAHCpu3kjOs3RP1neoH=th3tD2`kROcg+DWSb>%D(6%C!{JW3gc%`UEctS`h?GOxK~t%CImzQk`Sye)R@f$#Tjy^ zIkJM`9~!-DKX2dYC=NK8zVBtV5tBH_^_=v% z1Xdq(MOK^l&!9do2N7-zJx|wkLyko+3EIq}rl=CZj<&U)`{PZ{xd_jR?g$wq2So&g zazuiTf}SZDR2`P;u@s1EJcZWGfd2RiO^H=+m;s8@YGm!b7N2`bPF+6ERdt`_1o+MrGHOcCaSh>VI$q5Sogr=(`LoB{e*|RvtLcF{tYN6!d zy{0-ep=fGW?KRN_dx2gG4eMIFffMw4=O-tCm4L@aYILuHrs=x4>=O`rmv{eGAf=b6 zhLd^^u)kx)uyQr3Ir7~zCQP&`1oB0aq;z^Ty0tq+(`RyeNdZ>9o`LD~G#Q1DcY zuG$r^!x`FkPZJ!erlVqxdud+E!pb4KL`{N}{nSABECJ8-Z5skmnMf3pD{C!9vJ(g@ zNDWf8RY{R%Pk|HZYb&AW)bOAizVqGB>TUFD;S$!7`j?Ku)W}UG!zTs3>`78MRExM2 z>5I-8omv;!1}dJiJqs!j#OI8QJ)|C}lDPRgNQuZ8gI=1--37e~72*%uPxHY~yw|S!{*rDrJta8m7mMT+5yM$6> z`}xz%5A?Hi+RPxWGwtJw)$T74BLOkt_&)11^m})gLB2n1Af^^LKMWXXg%hQ)o>lAJ zvyc6Vx)cuLx#PQ_P&Ho!-glY%`CPW#3zitskA6LSS?69o!?bFJ7yT*29a^<PlNLFwE{Q|)Q!uUB4s#Y*1iGxZOy`xVQV+w%DfEb1SBTFS`L z?V~Z&g3g2Q5`jKYNbnV7UGBBM^>^{qtiUzQ_O35fI%XcKoR@w7u1l9E{rs6r}yp1I{2)D4e1^r6H!gL0ZAd#~e-`c9keq`iGy8;~& zOX$Qtzo=FxxJ}0x}oTHs$UZI zvJJs^WdbxIFfLUu8}i$IUvA_Ck&`#Ap-*V}tDf^?P(H7ziMndiDzRT7T)m<230=Al3ah#~QJY~jP&+-W-3qvy{#!PqeZX(6B2NCf>r-#-Zj+#=e%`qba{G-I0wpH8}XvXpnqUPcX!Ua5Oi;#sEHE1Xb-_LvXwm3X1i1+TxhHm)9 z+EJVKxa`oOLpE~o_ZI8-Kkd_EA+JIT<_Ys(@vi{Wu?maQv=;4viRk&{v(FDA47dtE$r&mt1V+pYV95%5Oa4R zQ5RAE+BAL3-utwzB~6yhl=$Ad^cQPis*;V~u+rk*hk~GL@D|LTV|zDlwp7udwHnFO zI6d#$kyPl`r;oea`+7gj_t*K;4%WGHEoVJ7VOKI`3ePx|GbE(Za)&P82D{C?`9b8e zWwmv;;g&~2zlYmV$Ept}Tph-R$(*#A!UTZoWeXPJHur%$yxn(q}6 znM6OHGElujGoc3ROBBN=6R!2Ny-%Q|EhNC{LAF};8F`>Z7D=DQBz7PbOWz-*;P#h+ zX0=Dj?%%Je5%J#$UAuvp))z`5OAs@*)BDN!aOb}T)B&~dNZ3n;UGn3S7ydI+L~HAr z=dSmD=}Oj~A9@923f$N4-{#Kx*S(9b6B$SKGLBT2+OIl+x|;JUBfk^pA{(e#MuG>~ zSc0Z(P%x!x=u*JECv=3Gp9Y2QQg1#3C9MYaQT@i+P8n-|LU)o7M$h>(K}q}5WH=H{ zcJojRbT@d?_P(c%P$DfgkUE#WTA-M{F`~as1DTcco*YVSF%VkSFLt8$m#iWINC~Em zLEgSOLL(m{%%QdvpU;@Ub@z<F*-#zS{`tvqTYUbG=l}p2wylA~ARHaLZh#gpC|G*0yci zX0s+wwMh#$S*euiouEFXZH{{+2SSkmX8E{dg_o~f1{B@)eKlTjDJWZM6Y4J`q=VCi!ERN{8pi=Kf)Ep zP1p@336Gz!p}qT9p5jF<)-(PL2Z{59q`Di@_LcZ6k|3#d{`?E;J>+}SIUXpK&*rV) zZr6DJ#0dfk_ubxZ=#1lskFW^WZyzVF@Fn)?+bF?AO`UP@A=X!T0& zro-Q#zzBo~V^3hv!*}_=IRd+O?Xu)#x}LPD;jmuI3CdI}qk0=rmXs~?wN?A~+J`UP z-;bT|HiG-CA63;cnSvdl(pla}>=9U{L zFf@A(3YHqfrcZeHhsAdtHA~iO_o?Id3z__u(AiX1))|MhOU5=Szf4g3x8h;`J zoOcDyU(=IK)U!UIDVZb3v{5L*)qkU5pymDzA5vAco06xnvCrl^|fh zVOx(Ky(bV;L+!NCZL8o^%hU+@BN|1IezT>6HY&K1AcX=&HxP3cPNZY97|Feaob!qX9;NbW{SHiCc6 z6-k#}2`T;wDdF=p z*Vk2o{f^VdJ4%=7sn?U@W!^ODEH&4KYw@6{iKgv69(P_?--Ynj0UZ_EHyku1bB^pz zzb*CL5<)U-+H{*lqT~f=u4OW14@fwj1C3O}?ISm?TC)7PEk{28>o2VP4a;)VCQr6G zh>g_BlFME#=}(ajZoRp?w%Lm>*A19GaojkYHD#Jr@(~fy0%C|%tNBvEvc7)^v6@YN z)bq&3=O@@weV5mg(Z?-qnzU9X_VadZ<2IX2(ym60z|08m^1gq6^~D#qV(C)L%`kk2rASdb`E{Y%KJ#Y3vFmZeO$}2BdllL*KIh|nti+XSh|e< zH8k!vp7gu2xASk^G&L1|d*omomsk!uBeWt9$pldcrHm+AUQ(z*-`=5Qs=jCgl*EzH z32z|1ejSG|k*AUMIvm^AppQuva3PN6WC9bnIkFt)6V#s7Mi8YQYK1R>MAgh&(7r{8 zBY)~NRx*87XIPXS?~1s~0BDFZA&s{QeumPlR}F}VE?a1gij{WedH+*}n#HUI)JMtN zOI$*Ad?^s9@!D_@I4#(a08S>=y_W~~Fo{dJ=h?pUOCVMUoW{@xQ=fE#G1XdqO#tq; zj1bb-VcJ+LPTw(&mFm6_7_^-@W>RDfss~pm&Q)~bxC9_lAXRWH5gm!X#K5^0Wzkz# znles&R0)^b3Z5;J)W1pcV!+~gmYDBELMqW1Qz7n+ik5N&M?S0aQXpyn?Z=Nfij&^^ z@>z#kcs@|SHZ_VDLRZDlAKh1TZuKGSNS$8CJCrPql>$*Y&Yw;hZSe@qVn>f=M+nS> zaMwj-3!_n5<*wyO6Lh^<<+%4*iEX;%&(v#1GB z2_@kDddY0A$!PZ-i0OEQq=_<~Ia5X}UdsQzbdOW-*Lc>fAZgLJVDFCJ)r-VgoP zEU_OaPVi0&_3xi&&a~gCFWq_jcgu07mNQ0#NVb39K1-DPdWb;(Sp7hx`)FquH=!xtU z!>cYv%7YJU%aC^7eDbJuKvY0BV97k|R;xjnHY*448V*B98EMswoPjzMn#qAzL)H5+ z)#a4M>C;PnoaBJFE?ecEP0XP#$PqH2p5;{(^1Kq%_bhy8f_kQngL>74vG7&9@?GaD zXpK-U*OXlseX1`ieQxcLJI{T85g`kyLHY(`q8Uwr#&#JxmYQjQM%_}6{sZkTl(FJd zPw;OsWy$p_0ZO2npB{BycY=at2xX}K!nlho5tF%$YGO=#t9oMTgPM5^FE6=VL29l^3P4yUcjo&dIU1=sP1hy>m1`$-%?AOKKAb52HG0Er; zAz1QW!%MlwS031B-}8Nlk~@_74Tko%_d#%S-U+gWu&P<~$R_Uv6vnGQN-?&#u5>su z@He3Ht>OAe5j(ykTp`uHyr4)Or%$A&>nBH?M-s9X!=e*tC zeJ$C)kmErJg^Z9O2@d67IE@mxP(Qk$tQg45ToN{^NzC+KFv}89!zqD*W;CUi%)A0R zuL*%mPxI`yAXGxwx>2i|5)ZiH6WC=Ps}&xeMJ_ z9aRy=Gv?WowsqZl%bqt+pk~M+9fQ~+7Z5Ph7B5I7dC8j z)K=He*J9L?Ag}+tFKLp z#mf%uvl!`9S=kp}2-7yg7kWG+5FU&@o^cJ|>VI$qM9aHDE!4l&(&OZ`=B1{k>Mtd}r9!jxICE0jQzKmUU%FpwMq}-1NPWMBxI)9i zB|t!~+LC=cp+lW^XrBtgas@&E3~E2aaMpDk-rh?=E$2?VNl>BjckLL?US7l!f(yj7 zoa&O&QX?}D$#u!6t3TH_1RED|DkYU(IBiWwG45-oNy5EttJd~)kM54tvAdrq`L00h zH0NnaQle;g3sIC)j=+Sn$8L`?HPwEfX2ct5K6-$f$2bJ$>Q^Q41lb@cdnKTqz6>HF z*?84A`34CJ#4a-?YIxlD4$`G{AYueVQ1VYvNeCq_C3evr% zI<~J-+!WpOd(gr)dv==Y3(tVA24xbSIZJ@>1@&3eIrh{bYKO`Ax1>JnIqv;djJMZx z%}?66#tFnUU5N4)>cd0_ym0M`a~-f(uxT8R-K5s(kHXPjVoU^-pD$e5!;sYtTHZ~kTcyrO z3FK7hLl}j=hEYfaMTP?WSFqz1XhVFM1kx&Toj0MxNpMFfbi?8OXfzGYHf}uYdM6R3 zdcB=olTlZ$wd>TmMFXvK>gi}Ja%kHQtJkEF@1`Hw=k_18vTRXf+2>{MO)Q0FCpn%= zY@bkv)vn8TfdZ$X)>VM{^LPY^)~vT%pwt^yuC^9!S~-j6$(z@vjUMZWwk)76Md=FV zLfu|a`|zEXGiOfwiCV;)B=V9ZNoKh~X3KyMyUzvRz*a>%;cBdIyP&1U)u>^_|cC*crflNWMO4^iZ4m`{tzdD>5C)o{ zvjYFA(4Wd7rv^o``JxF43G+BtbEFQ!pg`NkxqiCL+p-c&} z=+LNkkfIU6ZNDAkASB^SR4>C~i>UF5ixZqFak7BL)yTOqJ<~!n34GL}PG{5cBesLO zp86n2FHnc%S}lYHz5>bUMj-Mfj#;<1?X66$m#k#z(6{Yw<8i%&#TmNL@T7WIh4f0*V880t6amb zsrK;z6gbr|x%L%GekD;wlz>ig-bGbwG_0?Uf4jB2NWlAQloRVw{}mHDoq~MzMw1YT zOhM7-)Pm`|ewAKhB{F5DDRntV%tL}6{RuSd4Cv;lIjX^P6NEn0ldLh#mLn3#s=>98 zKi7nEx8`~{$~D{tk&LU#VSAD|Hk&w7>?J{CJ z{%Dd=IMslO?%A1IPa&7-_%7O2tl?}&^ae1CzKk;CD_oPhcGPFCIP`H} zQ}b)pV%4k@wr7Oz`XPP(wtWYyoG3MFlgUF`EYx{%KxCA#3(bV8PMSE;`o8q4Lm&N~ zK2~3}{*X2)*PUP~+8=+}zzfUmowgrY`bR{=R3fK#!`JL<&h@oC$-~4{2<<$)^Q&je zV|sO4KF|In$t9DVd_NR2JAU=0chP{qqrx;vn>n*>zgzq1JKy)S(D~tOm)X+{%2QGsL@p6y~2A zlJ7tYs^PS{y>aSUF=}x3*v~i$tH{V#rZn~x|Ne;!KFA>3&cgT z`l9-bY}_JXwSmwiUi8a-UxAobmb0a%uM422sb`ZAl3UPOzJZeD_999R^+|orlvP$n zJS0nnBfsv*fshsnb)INi9jerFxcwTZ=E$SxCOfY_QK8w}DB+bO7^>i!_SX9? zoyC>ec9s5uTK{oPQ=g>glP9wqM^8f4%Ynqae*i6qR;c13Xl$zpR7Y{0NtICOh=K^A zWpikF{Mpno1Y4;BsR`;>o6|2$2uWuGk|cZLIjGDqf-SGLz^PVk*0WAK2ebVIT)WSl zvZ2t;2GH|s!I)u|i+aZET<0y3j(1Ih5*0upMTwQ^nw`IEn@JeLw||!ApSye+$@n~o zT|DDR+yA&~se|-2pr$P+Vk|OkOH@SFz_pn;%Br)xg0Z(tmb2UhExl3yOatnx78a79 zfAfcdmXbb9zax0E^59-;fWz;tNt2rBZv;`lQ;#R7%?-S?FQM7W&I`qH8&GSyo)2pB zEA!)c6qu?v*&&=q)!S7B#ZzKOJ^9pRy&KJxWmgf>Xv*=pmYj9e_swhS^>>OOOV{}c zXl$o1U$j5C=G1ukQ&cadbSM-lK1z<-$InnGBlCSrE?)@W)BLUD^9EwtzM3ej$Czu+ zq5QZLbW@2Vp~Rxac>}K~IIa@u5M@|3fqM36Jai7%pb4)e!4#c9P5a|Aqn@vXyXk=U z`0OKp5VfCfpTZ0Tvl_RfP(=H`(j?dM|kK!Of`8Y zxVBTL_P@>p1|Wz(bRRcs@veP2Vx&bxrSxfDH-4uMj=(EYw5argi)0lmRkAqL7(NP< zC`k9OJ0YvTot~FZnHUj|+SJ-%E=b-hE#I{S3H*QGpXK@#bulDs*0P0t*ZSjog0bNQ zsAsrVb&b||%fAlQ-Hwo{sONvP42Y|Q#gts?ykee3<9OgC+dGZ!FAy6vXplooZrr%B zvpe;n+_iO^Wz3$#3Y98h?>B8`_0#9D0f^94t6j^Y-$}rR<=DcPc{C#s9*jMjaSY$e z|C13&L{awd$It$2&vpS$qB72|JhpqF>Y1dMddYl8mVY9&tcLX4l1PDT$|OsCKrgSU zNwIn*mCJe;eNq3eyws=^NR{5ZXqf)qMX;x$d&!Ku_6nJ0QMJnA^!oQcGwMK|r3U7_ zBQ5SO7u375<<~sf@}QOp>on0L^^&-O8V1*-Hlzx2=|ca4GEp=mM2g_3*&U&N#Vbqi zF0bP4IXI>2p(Ki?l<&IxAU4XP#=~I@$wq+O&4Hd+uV68!fpBoh>~v7V6d<5Y31~#& z>j_OYKi{+8pAoJ7d+*!U{rl{TZ@zXiq#^C^am|aLEQvjR@tSRCT+Uqi&5`(*0K(b> z`|NM(ms0Y#*P+&NsQyamkY1f;OhiTR;63!w1RykBQO6WYA(~>(c{A<(a{iR9=A(zu z#Q9Z|u!Br>ND7j=-05Sdp!P$8qV>?=QWAK$)_&SJs|(5{RY94kq@5AN=m%|1y|09b zRwc0^NqX4|D6Z*1NEL|5)K{-Dfz5Uh%ue&BSvG>6>RED{)C!eokc__i&h3(Ui3{hYy+tY zbxkO?5X@1aWokAnG~_oZkWx!L&OLDZuiJ={JWrc~ly;EM+o($sB3Oka&{K?)f-lv^ zdF#8hZMEzehYWai&Z!K6y3n{UW=^!vD%W&(?eyR~45I3qg0pJ`V6rIm5o?AhjDk@G zgF;fIBB=mOfyO7)b}8Te;Ha2fZ>~x^(Vj=l$TW-IgSB z^gz=>`f%vnuXcs&JnK^gz47COwCFwa6v#>>rfJi_RK(^j-*c8-zHFJLiyqslxlP1# zr*!k5002M$Nkl1feTc(%@Lw8%vgOLzhZ80v1Q2{t?~^)T z{h-Xi>F?#^=zEVR1{q8BUOEQ#s3#8KEIIc`%zF#%z02!wHAj|n>)MypBT31v7<9e| zF$E`Yd#Fd+hU#xd;vCPV&(Lj^;lOg1)vEr8R#Vn3i1+;?r^JIDVw#ILcgdKz#!- zEvF{CQJ)F=ajfsP9V&9gGGw(8jot~irc4OH_>HTm4Z3V?%U9QCtz^dR(7LYSs7A4Y zOXpfioZNT_(QHQvsM_on-UeT4(aVI-=RuvC$QCel3||-I@jlpphhu7Li8E} zqNHSkT0BUlGhfQUj+fS*hOka`?z4?t58ViW)Yc$6-?z}CR}df(V)q5KN(oMUcBhxt z!d=^KEUJvN)~~j~ufMI$IFGuu_A#Up^UXr4AtMNNppjC z3DV3bfUIXlob4zmlR~2eQBuT-?@*hCsAWx_!U^aia?dL%5ix2MD5OxfxEJ02X1YIi zoH}lP(0irms5&qubAAOC{E5C<-S41i+L89F`ye0na6#El0^>>CH>W|a`qgh7u!sa) z=7E^C96KC^P=6#KHqV69C}X-NL`*bmS;VKFv3i`h5Vhz~5QWaPp%zZ}j}kVKQH}K0 z1qvN|pCGFS-;3n+WicW~CTJTSsExt=U0Vn+|F-yyad(s~KOi7G%XxNR__KqC^bFy7 z>umJSe=Cmex3YC#@=ki_zty)dF-ZuCtURbGdAAz0b>*28_T@)C?`tzs|8vcY#=6rU z)w|HT0_Dou`W**IV%)wbS@W>_(QlGp!TgpbOO^-PRLf63ves`lvrmgx2w-wV=KhgT ziEkjLeq?92@3zXh3Wj-K`Yn7uUOfBt?_2iF*>g_7ZA4Vc5+zCmyV&HP#@PFL zi#hY3iyFhBW`+l2!4B7Bn-Sr$Z8?0y;Un-L9D#|bRaL{m{WsdjWcE8&tsSOA^QRrX z2EuTF+M*fIv(h*ja%J9q%^QdfTe-y2J(nohKui=MDU>Pu9h8G0)jBDq`DTYz6fcLe z)BI_UW1AZkX&*g|L@f%vAh|bx$6_oK_CtiixO9=!OtfmGr3eHY}gnU8mQ(0<| zniMG=u-HokINu;tkrl`L-BK0pTmF`lt^hY%g|Y$5{gZ#_hkh{1clG@8IS7%&DZ18r z&2eHRH1ju(udXABd+Y#3ZOwIEk{TS*^%fDJoB&Bu?>t`$tLV9AfsL}Yc9*rJs_)@yMQfVnUn;5J#n~2UtLXqx|K9W zeF}s{()tRfTx*P&Lp_jQp(+PKPYR=4=(TP*@L55&)F8MfuOra#R#8`$1)Aye1OY;) z=97d_Pc^9_N>x)xVQIcgHJ1LKV6PdqXYYcHd250`KpaHPlqatJ1!cc?oLy!>I76?X zOb*?N^Ji_#(Zdd!b%nlMLXbqY6q5QI!Mse(ucvQb2SS*@sSO*mew8)kT6Y66Et8Z0 zKn=u~|IQjNhV8b8;+QxB-+ zRS%ksK=IY@ds{0|PPGS6P^6kWQ9Tumsgb-)f9si}8aCISMMOgZrE1g8dV)C37s7Xq zb5?)8L9f2)&{x%KEot2N&NJu-kY!yrdk8u^at$mY(AKlCFLkrWIfuqD3)I#lET(|) zjNQIR#33x}hO~@&e(65AUsLOd69m`iZr!kxByVz3EA(aiHl{v+|5m$x{dbGQ_zQUr zstNqV9QP*bP+zK7?O`@yxeFCEp^K{ZlpTbcTa#yN8AbJ7M>P6a^x24& zE~VYveb8o1m}rff-%Zf?E+5vCM%Bb$E)O4uoQ{GpjBZNI~#f1Fk?Pa*41T~Rx-=70Qs+unbnvL!*O(rf9T zM?nrHHP=-8BIoxrgbw7ysUc|}(8#$U1rqy^po)-%GnXzwe>-jt)XvEm!3TWE&sSbs18F? z-xr{4zJWvg0rWQ21uoz`rV|8RVR{1f>msNr&Z|5Q@+_t|qmJ+Q8#nET#_u|Z*m?d8 zr=3G}0-V#-KBc3Mq!dV%OhLb{oeqd)$R-dBNZ>>G?hp^kBpTvN1RoNLkO?Ic64MnV zMkw+I1YMep=x@0}bwpnig77-1Ss5t1jXgoH)cHhF?Tm2BL{PWIPz@EteaiNK=U(`o znhynIGD)E8!Ur3Tk`W7RXjW z>$}K(q?(<#pkY>o{+J9g9MzYcV+>Ccv?}1b3{6Q?J<%3pL0gpSr;x1#P|Ebnm0W#a=BdSi0v*?c;6;OiI32aS_D~kJy-%l&;T*465v~t6ffS$T zi_YC^WoTa^A)A@hfkxxlE)sl6P{lQg2bBjc*7wwkV^ITbN%aqG(9{uFDG2&M0HnS# z*T6Nd4N=Zg-G0X2sd0aa3^}`3uUvI^`^es7lhpZ(o{d7qeQBTGok(?a%Za15dx0vPdV-I7*hj6y`^9?0-N3R2}WZSbR{z-;VmL ziaOL?ev>j~3d|l^zGSIIzi`>oXHI?JyDCHgH~-`*ivivE(1uNR6H2!$!GGTyyR*XN z(POMd&cXq!Cjdb{apGja=kP!Nxe<7#BlgejE__c9GXnef??=)#=&a|76DRJ0!yjf} z;p+xH0>_UXv$H$)SXQK-|1BoOapH?k%YDDI4 z-{Lrx>V>A_dm%P*Y^CVsG zhtm5?G}LU&lS!aPlKTCr2UD$=Z0WuoAZx$cYsk_kq|PZR8S0vRCx_0RL%M#d(*Rkh z(rVNI*MgoUy+jqxI}#G=Q=vkx;yA9OM!E6O zeg_#WPk>g6G17TT{=W*}yRN?y8M8Qv7fID$M#v&3w8yoKtLS>F=Q@V)%PtThDJ*U! z0kaz6pUqtVb9QdAAs|D?IFD#h`sP5ZO#6JofN|G(ZK9@4j-rm+HPt%)Lhz{mgneIb zWW_)_N75rr_eL5I;+v0T(8053Z0x#Upx9=08f_1UzAP~jq0YMZWI{m4L*Epdx1MuV z&?VuaTa1rX8(q_PQ-%=E-z8Pq-!CpCJLWJ34Jztu)pD9-IjMbZMSHtlGeU|Zzs8N z$Vr$TwrwPZw!2sGn-YYTia^CTHmtf$YCi6#A3w?xlYx)uP5>M z=1rTdf9I|QVrQ)ij1&d)YeAJOb3HstQ(e``KW|!=Y*`<8vuV<%vC{;)+cs=u>`z+p z+BGbhC(zvjHGI;LVfH3MJ`Z9-rYDnBio>&@0TjnR<3?Ld+SLT-6Na{rO^ofvg-h*O z?m-DcMJM^HpmZw%dr^Y*aQkORAUqiRXUF@Y_7)zDJ=E|$l9k)HYGdzGkT2THzrj}H zh%Cp+5&H2cOlp3yqeQdGP?O}OWg$Zzk=ho?Tg!QBPqsfeQ%#A)DU|7#DUee^upHq6 zWUxyS2;_rWB*#gPq3B%Mk|wj~2=Ja_Jmu_7#>tj4p-glXHL9(UHK+4Axc?-Ua2xvA z8XVD_Z2w_xFTs%dcun23&c<(8MdAKwtBQz+iudK%wnwx<4tY?v0Y_~O-${AS;k`1I z92!_q%c&kp&ZblJPJri1)2seS4)3R+A6ak$L$i-2jdFS(NpfA8?=u9iLWq1VK4UB? z`EAtajiY=_`BA4unD zg2iEcXQvS&QD3cU9J8+Zv>?KMjI%2SqMA%KC>ar{!t1ua(&^MYMlLGNnWRA_;s zq!tDpQXr6q2FnVZ=Q4jb_dpT8U!i2F)oLPU3`gun$aNORPPE@NP%6t%Q&=ubcIO%u zW$!TeY?I<;92CqwCka_dSyA*~p=}Dr)*RSp=b5$(RBi_M-$D?|y*Tw}L7tY=zf9=1 zL`u~At7zIxcKqUbE5|+Dyi|E7I8?x<@542zf=acqD8ZvlDu+U~L^o9bH6W7EsJ9yTfuPeG7g zIr2k2U!haZS+dw_z5bfb+pyN2p=op?4<%CD2+3}8Ec>opG{4;b=O5Ct_cKq_!iv?Z z+U?jeEn?C{79$n(*Q^;WVU|qxe3lIMLiMUv>*aa`VA)Mb+T*P4x}W0?%d#WBA7X!8 zz5)$Bg8j}ts-AeWLCKY%JAdVh^Q_hPe~W8O&w{X+g7+W!EgQqNH)rQ&r*3*DG{qAn zbd;1*eeHwVMXsH>bLUyaB+pyz`mY3RX5XGY_Cwbm_DSi=0X3WfGsF0Yu1EdeD}hmp z`!Ea5<5#U*X=}D@c7#;!R{>G=eo^AZF?3C7e{;xIlXQ{NuPC*Zs=gS;qY7W_QH=l; zc%IJT_CGNKv+0_iFQ31o>wCbGO07_#g74(;&yR2fh7K5LNzY%srzYeP?&7{SC5K9C zYr~P|ev~HqnCj0&9gB##!bv3NDj*Z}G|LNoPC>Wo@l-+FhQ>Co2EeAUnFr_M(|=*sp>a$o(2^6_Jz61tTF z7Ag68O+Ap>K&?|Bx921^>@l}q&NC^*KlQ`+B}h$AD1@yijC7Ek*9#U8aUFN&LIRZS z^oo1WBfsAQd3H4ejv0(Y@jm1Ea{i*0_fCD3yRGRozK)h7lU1u%*PZm(-`{zov9&Ey z)~VG|P$L?h0*)g%`)Q%F?j|@8LiIOXI@M&Ux$xNazaU9|%NpH5ffd+1jkEp=^JPM) zL(MwCJq(bXX(jp)(8TRX<5#!V)3gP*kht z+Q@Z$_XKe7aZZxEpTV`Ly1v&7mvHJRr}9~%B&yp|lWw(kP>(p*#)B597O)P1wZwMf zLBEu0=?$(E)#1g2QmGzos`K(olg>^t26b}g4-ga)x~v+|OHdr^<}2jTDHWuCKr%%_ zGVdVFq99qO77H^E?Xt>myk@JHt*{uU&RKa-y0Dm#|IW+jTZKBcEMLI_PA@A_cK^TH zIg%mqC+m(=%c9K=ra3ws#binH1q;RN;Uk*b{>*3i@vmF<6*K%@r_wH!)0Sdx;K zQ>A%S1USy9=onYXP{)iK4bAP}uExbqNQrqi4$)HP*-9(ixi zw&2zaYI;)|5#OYL)I0RHa(h_?wVdy?#wZ1TL*V7j2+LWNGT`740@yc(_eYw&k>iYe zw>fU>ddpp>y7~F}c_%-%zoja+XxK<=fFh-w=ho1~q{=6h&lM|aGvNo?G~|Mgn2kVd zkF6kpYVDC1uSEbfmVR9d;#_-=>!5MbGN7*h6h(J>aPOlCCg$V(H=t!eX%HXv5K|k0 z_i@Hm=jUr`CM^d}!I&tGvPC<$*)NCpSu6s1iCTCAcm=@62n1?@^3?&^8?|bw)hFOq zz%pU&N`gCRbROE(7@S23h)89z6rwP$eU8w`j-yBHOM*X1^;LsGC|y&)I(hS2 zNA1y_CMQ=?`UAPfbf2{v_k%-my8Qb!r)jimLI2_yYUC|I53fj8{tgnR^;P%xK0%lF z_%(eTNW5y?u7k#_A-n`@yosMxAOhnE*n8G_-3f>k1pkP@hTDTs=v)tkQvTxp9?|4I zN7+%^^_qg$5zwPYL!)+WD55+|_iVSgNfTQNu9u4Ol5%W`9fW=X=xGo37gUW>_hs{} zN~70o$F^;j>gu1CBYr}6lOet<0AB)=VaLU@j`aRbo~!AzXS0_ZzV3VuapnKe%%$@e z*!U6L+b_OoMaq`8xN+kKd3I_>?iCd|a^#4`Lsd}dm0A~g?KkQgH?QAd8|Tckbf88@ zp8AverxVr!r9h#`n`p7no&J3z8@=mYEzsY3ehxu}HAC^j*5vKG0e_%{?(>5vyI+0K z#y%qPbU&uxeI?1IwI>ck89rgpQQw%1`?x7IN8fAm%lXr-P3KOb2Dfu(%(NYwx7hXb z(2PMFpZUx9UHk(!K}1UsIhsS^RZ?fk;l0-IgO-+wYct&bnGp!5DgHC#{7Ci^PE&j& z!}vfO88_-DD;6hVAVskU+R!6fsRy-5qWfeBf|B-#cHv)VLE*a^Ko`G5ISOgp%1+-x zCRvokhcOlROEvEO(ZifZtcl~scbdhD`Xq;O4OEKxI7%yUKqru;pU2-nLQ50;;wD%xfYG^DpKs~gA`_6=h48q}1 zO`q3dJ`>TFLQzYXIg?2a`Ei@F;!&TAXQQW1wqgWess~$jXrDtJ)V_xi5G4VbR0DI# zm+P2?j<_}f(HRLte^)*f)b`uA%ZG~#q zYtd|{A6c?kD4BUgA4KyMh4p(x9$Xs(I^0fFMh?@g-#YbL$MUiH#zsbYS&zoFiA3|eGDyE)IrtQNoYlsMjekD zPpjTVRL~SGr_a77(Ui@o$EG6ra+P3JJ>pW)+&6!UbmoV$=;k$RttyD8XpAfPPSmWo zz#Yn?@3smed^B^xJbMbt=;dgUY}c+`mMIL+Vm)8dvH!x!(^$czsjNt{)OP9E3HxCt zN}!+-|0UCJfj5wH&rL!ZL;Ccw4+|qqb6~#>0Yy4_^qA!aEp%-Uw7xE%e__)nOtLe` z_xt7XuMrc?G7|T^uNtq`Q-GE-b!tnPF0Gw;njU_Q8#yYGeSaKbg;S=r4@m5M3FAW7 zOK^4)w#lBqZdjEX)h#|f;T{F0^A{8gqky1hfPx)Xn+r|5KhKJzS1&oLqq&l#uzCmp zm8G|!w?sk>==-f*W-Y(yV9(uYR2|$tHgDc+YbHQ5ygxpY}9Hwb(#o;7)?7tP7` z^&6;~ZPi&8=Xu;~;%F-c+bXEB4sIXe(;s{U!h^8~AG?2i&G2CCA0P679qPx{&PoFM zt_oVf%zyX~IcT%Us;fq8D-NK94rE^G=|^=)s_T-I(*v4SE*{#h@>x*ZUoHoR+9cJ8 zJ*9=>QQv`{28YRT-3L{Cvn`#sH^Bb9X~`5^24kB==+ekfGeqfKj;1d^r&}A zmUnt;g>^kqAqPSq`;>lKL79TO{lA{J>o~YPmaSdC-d@1bNRAkU1T7?2K8r+v8vcsbr#@@lpmKVHWr@yg zpqPId!I$cXWRs|Q%A7FieP4qLDvmQALg>^0TGS@hGz|ke*>LQj?L2kderG&2_I(!3 zMPbh$5pxGbYJFwXXQhu@b|+8}U2?#ZIo76JHG=H;j)Sl5YrCR8N;bYLHBm>Q555Nt zPBnyI|2z>@O$0s&pcIsq%$UW=RJR#Bg6sAijfG1%h?067_5uZ(xp@OYVsr;Z{F@@H zDu__5;vQ6umjW=E9A9Pow?P%$2n})`h}-Hz2W%}tuWB+?zd0WfovzUPI7kOI&Q1{N zN?mIk6A{YDOD{98x~gjUBnqQiM2V~DymbF0;J%y*tx((6wdD$`XgjjQ+{agWp15_3 z8c+4^+DQ;S=(VO!@FpRlFQ!j)sGp(#7oC*U<9Z9+a%T%P0{jzS2`Qg-t)pYLrPM@;1Cy&@~pc6+AAF*6{^M-ZxfAw;r z>kaAA%a$!#YB*E{RlQf$*-~66SWZAh_Um%fi{p@-BiDyre#h!ZD{)8ttDi$)UVGBn42Qzvp?Byt*$Yr2}1-~RirK!J^> ztLC{Vz2Kyp`5?as+J>(U?c2|u2k%YqdDi+a!8T5^#;~>1)4P>n}T6oM4be?{*c8Mg5g_A0!gOVmF}dpNCO$mGP6%iv&m% z412%Jux!U&MyTfAy?bpr*TisyaQ-9_xp~uO%a|!sc)-UXg)I&2j%N6K_z3(z9f8|C zIJ_CDCp8SJomc>k>f4(29SWZMODV&>1O>zs$fL&~`z<+iIaA6~E8CTgpyWZh>N-!= zxhVVn@#LQz)v=O%4$4$}Rnw>MP*BT-Wt!^NL=(&Cp<{)%o)DDzdv^rXf-K&(-6`BZ z#P}Q{2#W~vlN5@JXi#UV)ry7#shY2&m;SKv)P|_;B_7VDugxadI)o}&VtOdWkmE_M zO=JQ>HIY@{sr>x7P1>^7R`1_SGwh5Mlhc$m65=JX;#x*B_g+N8yX|4f{7e1te$G+r zOFi-Z7pizS73l9(AckuW?xEf$ZJ_Di56x)0{V@SfCa#Z+9w(s>0najO_U28SVJ}n- zejna#J?!843m3Ap(D=rzUhiao6_}{6S1E#y_r?rI_3>Hz9y+eK_QT!hDS9NS0l7>y zhD$^-M85xi?I-G%B>ye>de>S)FVubZ914SS(o_%m2m6@v&WG+I&bwse&p}(QS)*{k zbfLtby;#RVY21lpK`T3unU^VHF$g-~T+tDs8`q(A!mx(Tou<;F=DtE*UwM!x)kwVr zjqw-?gS)xE)DKXmKtsuf)d%+3G>|I=W53}vDLJu>?|%is)@gz;1t3C#R7Vw=>s{!h zf~C573)>4MF=T(?lxD=)lgzx5E}ID2yhyK}9crwu@5QxvG_zHWXe8)O*P&sFwt0@^ z&?ZE9RF9@0N=~CM9kB$CWycxgtwDiewrKZu>e`mr%hdb1$D-~3Kpk8R8cnY_Kpha< zs11U+{@`BgiyEj}akQ&^7ac8_HobknbODsef&qwXyGk{zA2oS>7R{lzUU~PB?F4mh zooSR^4oYbKJ2i%?w;8>4oxS{K6T1jPB?o-r?j6p38L(mqf0QJU&~-Uv!USvg@h4X4 zy%x^*niM22G*e%?+fgE+W*5cjU3u)#2@?aOjz{<*v~B#`=1Y}O_3Lv+j<)xp^iPKR ztRSFZ!NB4`w9Il8{M_T0%4{MM6F>JGY_0Q^a71+!tm^vRNUhXc%^JFk-uHXeI<;*( z$<$g2QabDEI_*O3UVQF_HUxWK6Vqh#>NSqiWI_@}4{NG-OM+@;1QIfxe_3FOqQ6hP0cDVC29`m8p9*0|)w`_6C%5Pb&T)EuYp}s%={PVVf z#N!cA_8c%z3c{=i$;v^&A3Jld{YjE$9DYVTgq}w69o25!&qi}=@5HVC=?x1mJ-f4A_OvHzhfAiQSm$$eR$wfWHM zB+u|fkug1t+aU6wT8-dLDA})Y=TA|8ag3K5$V#Roy{SbCt+p)CiotwPBi801M)w=2G#fM23K4`X zK?P3dmxKT+A&zKjsETeKQc$}TKVRYpqBN?8OdoZ#tE1|tHzaVjZz;q*VOw=O@t+u@iFrEt|^!k1ye}(`(-LR=-(iyi04p?D+W4N9mGqC zg%t$YZjZ6)C@-G5am^YRDv9{a39i{hPA@Ulvt5TC)&_JhG0B*q#_lU5`QwmfZ%#li zQ*C9-al`FLYH4PGxJxiZa`1X?93!Bc4eA$_K40o5CMQusE9ZF5#35TAm*mCY+#_lg zpl8c6l0seU5YTg--Xh3*(<6Z5o^O+%hFBzm$Ama%?)hk*oY29Xw

Ud6Wq?Q(am# zwy*D}&G?ZvikdG4hrJog{M_rcQ8s;_x-}tXr88!A*3*BJHm$Mkh`>nxzaN2_5Oy{G zb{jP>VLW&Ian))f^**dicYC)$NeB6_Gq8KGJ^KPS?(@fP5U!ag_E`d?%oom`YeQdd z5>U_PvuL1?YHTj#UZxtt2-(tG-TL(dE%UG+6c8xLOOhhFl`9`O_;}cD&z&>J{@{93 zKP{n96UUFY4U3l9x7F)9*WPfF9A%ok9;n~e&Ye50%V!*KYuyV2OzjWSu4<7VL z>DmfZ4<0;dhYx_XZ`fcFuidcxPzAGru*z1VX1J0h%9Y}9TPskE*> zb=1y+=9Q{c!OB;v=q&#r|Ml(C%`#@qVi!fnT)f;$r_F5XNO*di*oU^=4<`L&&n8M> z6{}ZsXsD{)i^*@SXy-Q&!I9X?$-_r&)$(Od@R|Ghq$E*N)6jhxVp*rHM$Y_}J7wyC zy0;-rFZ^;X%NvY1U1-PiUzr~sjQtONli|VGll!thdaJp$D_YKRzMj-kyzVsaZ4fA1 z7S>}?=2~gqEhq{Wv~6x_DQQL8f=X<*TbE?&RtGzSvmb(zXe?Tx##eq`l1 zhhz$xmV$tsA{+k)6b(7naX}fMqb{T*6f~E%qJCICpmm8#C+EQt1G$YD2mxFrYHM7X zdUs!^35q3oKL>@r+c=>TR5-}-4tlj|h_p|4eeb)jflf7Eapcq8>A#X?>|*nkU5KJ?d(NDg|dNsAF2gv9$t)^qNFZ25w(#U-jtjo&4DUuKGfGdz!v4 z)P3C`2vBgdjo=}2v?vx01S=~+Z)2!EVKpH^@%fHlE$H9-N8e`?q|E!0RB-#lNl<14 z4qEp+fwQh9^}+fX=ebUSVo>v9TY)>&pO0`pht9;MnhCV(#XG_tI@g9nd)t_%A2^FEu|7 zqwhRjBWi#>h33&x0o48b2j`=D%zlWGD6mscz0@ECaiT|~@pTjj4O~fp{4t1=>TOhq zsQ~F?&Q$@N*Ce9T6!DZ>+>2^t{T`w;=LrUcMyLVx8Lq31+_Nv`%x4t|o@7eo3}<{d zgUG#FsJJ8GqUjRsr~`u4ZSD*L%s*)O{E|Z>Z2?*u7i6v_6=;fFN^bf5hCoz<|zOEX}Q_>^O;x3o)Zv z%1bvKn!9(I`PA@6$eo3{u^QgVkNj_yoy?vx)skJl>9jccD^n_aE@@I*L1XBPC>U2x zl-gGRdd!}sRY4VK<4Ktp7F)Asjcs1L&VFMXiCITw25B>7u;L{HKNq)vSgu{M!gg)m zYR&T(cY271w*6kzrHTT4jo%ij+s5WTRNb?v#}{}eMB=wMS&Z10iiDuhf6=XFs_!fb z)1m5}d){|H->sN$pLXx^&`qp;xBI{JIl}+a!G<4e_y|0S5x9)xvwqM*bLJoCu}L9M zq6DhZco5S=QIsKH+K@yA6j+56h^gp)$MIt{V7@?c{&oB9%2mt6gIIywEq;L2c(oMS z?3x5;kHRjKUHhA?`UaY;%6U9T5%aH?E;+&1IRZ&Z%PSlAEA=&LK)-S#%ux%3m1oJKg#C1%8GKXcSAWF&UbSj zWcVWw@)X?0zN2O<6}4MJR%Gfm)@XP?8|P7HT#s1HPuw3~1XF08L?-&yZ)%@R8fgjm zK2(pj4y0uO0ro_MHyRG>=O6_Up!g{1p;}YjD{@MPq7HhC@9lGfhn3u0lI53pjOfHe zp(=hjVU!ikm^q-nMaQOd70pn{w-73!I~SqaDuLiCjq1J;Rau|=6Qt$^nY)OCbclLJ z1w(%j7b~p&Qr%A6fI7)7&ufB?DHx$wOhwjU$czogxf${6ZJe% zuQ;8PSIR$CocPW?r&_cT1VMcl&j%@_ZP@L0qjQV@G4qvr}vk{KqRWu ztXNq`RO2sDX0>fdNJHDtxweIDsn+cS)HW3mD^Pw56h0y~HC~grOCQc#J;dHB?(h5; zp&!#lzE{JY>ia+qq}AA?fFAN&(>4HD2~^Hq3uZLGxF{CR7)bB@AL7 z+OXOle7kI})q1nB`Q-}z*%Ri2@hm9RA}fJOekiV&8P}g@%&@A}?;^9liiMt4L;O>H zs=n&c%?5PqZtvwT8X%0JbLvk+^@s`LnqSq5fdVmY@G8HjF+o~GGClXdTRO)+=^At( zHgob6yR?0`EuTeQ<`*3UZR&@i!|ce0P4?8YF|GZ#-vmOp-ukeO4d~g+BE^Vnf0LZ_ zLrBHf#G+Vn@UZXX2mY*}@e;pZ7te4Xo;_J=(Unk4jVsgi8AERIN7@*wxKdzy{G<@lEdKu-Ipy^=i_s zXF_mRG*Jo@GvYPR@ddZ+e|37`r`dn?EW^($d;}h11SFZOx{D`e!zfNq2BoJMj`O3m z)i|1Ca6Sgqe=}gSYjHBS96993!z=I+E$>-Ws&e7jy+D>tbyHH~^V%WmS;m1B)a=*U z(kDXQENXNRrRZeUBZCA{0F0A(6XXmPT?f6oLbFs&Q=N(tT2X3dCPPokOyHRV3P=TSx($xAYjvoy5u>y5r89~hBVozVzWpT$svCnwkJMXzQr8db-2nkb;WDLV^X@}Z5YSye zpcK3S@oU+=i&$EPBv9ctNb`OTL4haE&4LhL*EJ?Ox@1wh{gMi*vlB zQaNKbMWDE2(`GVw3<8?3Bo?U=yd*WXfH3++z5QyfJ9U&JhYySQy3OdTPN91UfE=fg zpmXO#O^@t^T|0Kj^7#uT4-%JY<0nGTRRS?b0yAEmgtB|iLUAltQVOB>s(r5>vIB6> zQVw8sEm~MsPM#*aQ4#xl-W-F;GRRyxtY>ejYMWUcY(x49ycaD4+i>Y*`m3&cL8ej! z_d+c^RNr?cN`>&kX{h)cN>Q*T%^~I7u!Utxa0#I@(~~lFW`(K_l`_j5;#v5 zDHAF**vz_Q{O4pD`&pw54>kX2_tT%$rE zAsPKD)si8oL=7nS{m>HzgO(VZnFyj<6btRp>Ksz=pZ(V@lO}*+kyM4ofYJ?OvaEI- zyM9#(tQe%Z*=3Y+8f_*nI|_Y1TA^D`8wsr^ZE(hE`ivwU?@-<70U__vAf(V|6xk-T zBL#U?n}_TtD>uoIVJ178p)eVB{iwdXx)qRQfQJ4vV~(^gXjt}DyRYhi%9a9TwiALY zHp=T(lSwcC2Eo4?h!OJlH{gnk;oz&bAJo!Yz2UHH#*1u-{lMO*6>9zmePm2C{L`Sh zx~f8F-v*V~3`hdZJ-AoAZd?~nz_ljV{T7^1mVu-otVVrA)yNmjXsr>fk@$kd98AEl z;`|ycdxVTWK;TW*zYUm1a){)(Zm1_#By(mdg@B9aq*h3oJ&=uNPe$)o;o!=ddVqx6 zen5q6625afIHUf6-LiUD4MZ8PIQJ6bm?(Iy_EvE{R(;4^sSU==vF^EBH$ntsIZ&lO zh+s-y}DsryK~vzc`>x=1h^?AcH6aNR(=)z?8^dN(8@kRK*|6;s%G!tAgkuim(x!lNUcBW$zKT0bd8Yjd-v|i z_<@6^w3UOT1=*55V?S<21bF5yIi-^hBj%kbP!peNC%T_(KGfnW{n-m$X+1Fnzb zU|+Gbm2HR~!gD}tT)l8n3C6gs(wbhrOa)yfH~OaxWi8~`4(^QapZ^Q-iSDuGMgUa; z{mK-$X7WKRTf%jZ0Twy9xc)?)c3Y~ZAN!U^N5C}7_2!`eGav3J5d~uEKJulrl-0|Y zOTWQ`)Jeb9yD=F1t$uFfmyOB@(0L*KDm9FBVSZ8Bo}uf|L78=6X9(xd&~+nPj@a(l zs6<%;l93l#F$ME{wg9_4)0%n5z*HOHJ^?up%l8tfFvKN`KKbQ zrxF+FE)$u*$wajQtaOIjDpczVgY{2k!_%%u*jXiD>G?W$^M-i(Uy-(;-)5i+&JekZ zu`LaV$3|3X$ebAncny1K5(CCXC?=UFDOjxrdD?BOpIK3S45xl9`ixX)pE{54tg^6* zIBfG8z|Y<)=X!Y%N61=*0_)Q=0?9k&Csh%trvY9_KWLlSw9`4aPF!KH-IPQ)>=5=hlMB z@g%D0x8T4&1Z?sls_A#|c?=jo1Moem=amFO7ux zMZwVeaG8)C;)}KxeR}K-Q}yOXRH-ZdkmO+B=xJ2?o4c2m#b9G(PZ^Ct7MeX}Ea1BA zL(Pcb{3c*ond}`D#ysBJ3AbF_q@A*SSpTu#mSaL`k62iUNh1sN#b~PuOepyW+yb=v zvv|0M{vPVKDbYb<6hBmu`u;UIN);(}TZX=~=c-Bjb~1a}D)f%!kQoaWNx5oOC7qe6 z)UFpbSf;vfXI!iGTelQD1Z9qnj_Ty#cS7_29zIeMA?e@-hnozXWY6?QwV$k@YA>!A zuDQh*PQw`=Ea_1l*R>g-%0K7nDSv7zu3Uyl3VZw({kwIShB@;|b@V^cX4Gve!?4ca zi4zoUGENIZpWD2NlVvm*IkmqX=c%^&>Un83ps)I8q~6b*IV1DOOb|yTRZigATY_Ml zau0Ei#a6DXL^v<2XLXTUx$?_|-J9iD_H2?rfBq2rs8*|1h`+=8;{}i-e|762{fm|h zZ!yV?@p+TkAw(d?71imI`p#>57z-1?YpwcB`wYw8T{7nABW)lLrgGoOvuFM7$5 zgNMYeaG`LQ{S{{#gRx)nS2cd8Xdi*>`SMD@37;Ptj17acH#rhFv&ejDGVXmq<*EuQ zV9{Z$ZY74(68b_}YtY|9*+)i$5dqn~uvfI?R{5$N!3@|=JjPS(0 zAO;u*hcF@|6ofCr(ii~TL0{Y@JlOAny^$2;E><>D3z+>qmwn|4oL@TYgrV$3CFkMO zXOag_raSby^aW;=CJI zLvth*v~=&RP*X=wYdJwyLD6vpy3wafj+2c@jMv>c;^dLx+oe=7RdOhbZ_=KqXa3I*e17e z3PDkNTpJYuy|hJjkdVx_V3%x=zesRjk@`JYNgEDA8dieG0&&J1(EEK%?0YSR4csH2w}GWnupud-wiAf?>qe$C{VcCMY^Tfy3SKP8WLvCQJjH%H;CV{XaZ3cVs1UjQJdZ8KIK755E`54vd#DM7PN|R(wkyZ|aq{6*;aUtQz*xvo56Z!*r-s&?Z z!_sHTEa^Z49~JY%aehDsjg@Lw^rPLiv{gjPc^{eyI{h0+lB~XPM%G{UmiI4TNkBkA zs9?;{{W5vet92V0S-xh3t2}x4My$YstZVFrhlIB71V|H#(q(B&0JD~5@ z0SP0D+!K}Z9F=C?=Xk%2Y@dDgOxb1b+KozIVd)C`VU=MX+)qA3{~7s{e<|bP8%H3z zN5G?EMQOHV8AL*zLNu&L_kPsvHBxl1nkXqx8n=%hl;R)|ANfI*g1j}!dm&A zN&U{s)cI(Oa9pZv77l#`wK* zx#X77)2GP_G%Hb{gM#^yQ;B2ZnM{Eg(WfI!Ci$0o`fORaNv@HQPB$LEd#R3IrD(VK9SO!M!NZC z^QI`(Q*}Fh--*DU6>6<4MOp+dM-i;tMCFd;B}^_{0Mg(y&Qp}|6sr7fpwMUF+#Nl1 zblAhPVyG~)FSQQ>xF@Irwt<6Aad*|&FWL#T>Ac=4NUfUc#Pd4fxlsoc_U#%rmMIJ8 z%ep&3vgyJ(@c`se*D|AjDcc9Nh^C>3&74zUg0eev%=1bSQ6uNVI-S0xdy+vKQ#e}v;rIAyu& z)r6I(s9IpqUGetwl4a}GMs*XBUaxD<9_Z16j$ho^fZ-z1fqPqQBs4`Y3jAs`ZYhWjf8mNy^1 zAht=8OME~uZEzmWnLa}a#;AGagusEpysojoa{>CNAAEc-!>3Ntoo(>n2@nwGGq({! zrB$OIUk{MaBuJD{Y>-T=mpP}*_crb6&lDC(bsuVOAa^+Si}x z72b3V0V}HMl|Xc&R!$>Y?`NNH490%;U(k5`KWqdBfns<3;9-hBN=)vw{;Y}U-Dw&s ziyWQ%WRD1GX`>?$<8d)~7za%&vX;$1vQJ*^dkbh?4ym5!Tjn@2$Iog(5a3QxF|xlA z9+ehOm#$f+N{b$?r^w)k&c3S4vLZ)1dg?4?Ko5&THLlLYJ88g4eVdwI5cY6LcF}ZWbd}^veR>qyajUS_lC5yUS>}OO0v9B}Yn8a4tI+Gyi zAjFLfeWb##TcC)n17qT4K#-_~N4Vpx#;p}n7OuJ#5(ae6wSm}J1X?-KyHOHVOB$(P$eb&M@#Zz24|B!E~JsZ zi^_u5I2Jb%SWy(38e12^Hp$;FkDY@o1!H7;X!5Bx9Za2dAUsVv{VjmQrbK^MeFW}W z^Tl_vOp!)`t*X=G$BnPZWf119T1F6t+|;>t2}j!m@$>>nW}QTkOOffC2)y{4@meRd zB*mTA0ESo=5Vl$v(|Hi@);-77edIu2T|AucJYIdqKGukAS*tE!8l5iH%X`R*jqBym z-hDD|J$llLgzkB2l*?7d&YC0L1`kv;mALIZh1}#VsvsnpXbDF*z9#T9N1!_x&kNli zo$!u{V#z)yPs=Ue^HK;7eX)!=l*%rvlnE0gmW0XT$-fh)$bFF96pvzM+QQaa8nqzJqONr!2^5tBt|hV_|?m+Ip4BTRShJ z&&24H4NjlYxx23fW8YvXgr@ie-ID8YSZ@MKM95QmR8~^qH`w9l4N+Ee9KW3+tjh`$ zsm`kd^B)6rPVgK;0({jj6%f;!=xLai6ma3tv!80&fmQif^diQ>_tH^!HSM*odKg8Ql$=@w0G!5+aj57 zSc)HlJ6`+!K}tbmkjNlPg=g}5*nh!CAtfOVKYPtcy3=pXQaGjYl>Wj$3lvp%p#)y6 zmR`FX1TC+3=*jvh!_auIRzE4PK*l*YupwH4t&rb=Y>KA1UIS4r)HR;_JfGCSmh%aV zWa2^_jIoc7g3DTC<;n-&j~ZlekU2NSZ&5%~)ulEY15H8?2O=- zZ3SX~tIwZ7ZUKQ1u2G)rQMK97;3MR*NzGc)Z9spi*QJAuK){m%PQJ;z4`QDxja)!L z>xcW<@bTk<12J`f1q+4@Sn0&GYQb~!#*G_Fk4~mcnUuaT1`d32ek#Ck8GNNh<5{mrQW5Ykj5JSNEZPFYo9q=dWGUPKwlL20U6@yKI?kTmiPvdbOo`6st7a z?S=K(0sUl5s#K^{QHFsHG2z<}N}y_qptZb51>rbqgW0gQqXu4_Z*H!iY{ksXO!!i) zOqnn5`2R7+oyi-0MrL1Y5OtARl4K@iY)tp+gP4K1rvLuVk|_rgI3UdwNo~s!^l#tFq74X^P$KsSDN2CL>cepmlkV;`~numvn4BWLx@}a`7 zP0lDYb^crLcTUW6IV%ubomuh(*EuVd(Pfmz@BsPL)h7>S4~RYpiOqpyY>i${UAvBF zE&B$~2i}y2fIL41gwqiyWY~ZqGN5#&Xd4%jE3{rT10t#&!gaEvYlqtaNt)lRLv(E})OLt1 z=ZjE=gQ%8mLvITOZAo!&1qY5WL=$8V@1Pf_c|mu{2M1TzSg9as3JESEVOKn%mPTJDmi{6#mOnZe zQ;(fa8xtd8u{*LFL1&okZO@@;^#15^c?`!l8P=-;9XY~kR-E(%G;t3Qa-S4fO?!wF zt40zGGD*$`Tc2tRj~zhJRRxa4mozY$4Hp3px}seVg^7_t`+IEbBhGJaZy>3itL4gv z0M1d}lyq1=4+6$DpzoDbnMU%8p$OQ%2`I->$S_z<+Jb=aDgrVl5d7e{oI_A(gFY-? zKZ!uVL(QTr2!871E2vP#lNy{*BHB$Vx^u@N+72;z zRNef*Dp>@px2nQpIMvjj ze1)Jm0iap;kPO(jZHM^!cq=3q*Ps7yY9V}E${I!JuPf)Mscr5`HRhfhcry_Jlp z(m%z0-xNV`%WQcSw%Lfj!@&S(MfK?s(P9S8=XG-6z#%CK_QUW3F-p6z67{_(3N?5d zGi9<+@R&MVKhmDudmwiBP4w9v{Favazd%$8XEb^CQtEzXa?KAx_e)45te*UjW!o=4IuJYJtkT!)&AwhLaNYcY+>pLVQ{c+46fGmj=BLnn$9*UO+;)KHV%j>@(oTIVbRkW3(IU}Jqu8(|EUa^_K9hfpaa`=6E^ zf~9Xk%G6b4%Tm7qGu{vGfyIS#~pm9?KWF$)X9wQ9xs^3MC?||8S&;BD?ml=4%aa2eSoA(Qz zIwd4MnXm$UMlPs~f6+?=d|#k}7Y|i(_wXqg3(;A>4cALWu2TN9AlbzN>2e z(3dg+$(uZI$i{75uaGmm#I-S@PGdRdcSeCxGC=UCR7n;>o2@jej@s&+x*fhhg~Lb6 zbdsWk1<4&+xwepj^XQiCN@9pa6CY3+>)f`DjQIO+rFXGSn>I=XD=6@`#K+ii{7g{6 zr%XWFgh`|foc6ZW!%w)dqRHeBNj<`1^V1%??q}-B1e54V_Q= z7Gv90w^p|4rogG{fnXsovdh%Pi3wwMikaCTZAlPV zyws^!vDbyK1)!tu4<@z0G)!uyiIW4ya6Qt8nF9NvCRDPdNfj6v`%*r`k0zvwy*aFm zr9f6u?XQZ=4k8;5J>9?Q`0s&3Ovmnfv*o(mj;X(MySNBnT4VK$Y-Z=roRfol_eypIP3h6su@eCf z1(H=8jPueBy-uv|5PnP1Q}&3dHVXo_gpIcPDx$pK&sSj&ER4#IHV`9W1c^XYA_=nV z&43oq1Ra)5R#n(@MR;Ny1TtB%Usk)ap#ruJ)bm%D!o;<7^iaVf_6VaPSh#;@E zySO)11HHd$)b;a!a6dR0b3}#hDgyuJ8b(DfOZs^dDX2y^P(mV6+(8f8eVMvV}2$$Z1X(#E6jIO!OZpy39FV1X2{q&4W(1l=2E0wS*cvFj`;fe%F>l! zw@i>+it8{(^152+b4n5?N8jYRqf#)vEm+@dl;no`{nYpF5RjgOiYR;I<~3@qR3~5E zc`ThvRS{p+R;I`dNek;5rWmmAw%sxSkbD{g`M{g^lzv>^GoBzQc#Gu5JG^fLA&W)kjN(zV zMsN~DS?NFW-`-uj#Y*Dp74+VXs&>U%HG^s2iGI09}96au{C=(^2PJsN^B zbqMQ2q_r~iowfiPS997}^i)|%v%)2U9Vm6V?|G+w5FPR#ZK==~!X6fV*2uMpl67wb z3hY4@Ybg)Sl(>NhApnVtkwx(ws%?WS*HZdl^sUPWfFkmXDkRwjW7_C|k#3t6146B+ zKQn#r4#nXmT#`CRrpWTw22?{0kkn(^iyool2*`Stt)f6akD@a18o?bM*%Ajmh7>Y)2g4!BG^Xs`CezT@rP?e&9TTE5 zP@fEpUu`L}y+fUznKB~Xhg6>EkRR3N9=0qo)q$m`xbwQ=d zDrH*93TN>B#}BgL@P3&F!E3G4N|KXg3F1o$z6^J+zAV0r5<(s|_qK$}a*)f4BW=Z+nc z2mMB^yLN%t^j?{H^pKQya8j-_(#g+0e_BRQo~RrK`)<~+S}ju!ACcIQ^=N{Cky>F| zYl?gACiDXGJE)9~g!%G%3#+Q8UH?aX&YV28kifys%`MWqV=$Hw0Y3XK!?SDGuF2^g zyQQV({>ZV?9WU)RuEH^&Gi;>PY1>+yvO8;M{a-(m^keJdrBWZiw?4asBtR+qF9D}I zf6}ZOGQM{|X`838I!Sqt7u!T(wG1&a8vo$2?p(WGoMI)Aa;S(=kI?7sbLrWlr?QvP zga4ADrK{i?i5qIK`$1H6=3byA2ke#A{}%mv$*QHx#QqifMjr&qrVSgEO0v4*;oW;B zXBz!|cU*?mZIU2q5g9~oEJE_b~<{#lSuY_q(tv+g#^1o=q`HFr#~1|Bt`FrN90kdpGXWI08TM2ryGMWz1Nq=A0*5 zvCPbZ(=q33Ct!VaxYHo(R5!0%2)gK~4jnULbbM|;0(1_23qQ)}IKD)7J1k>gO-4Yi zdH|$ATfeVfq7W~zpW;O%DtN0;dCIcmhouktaY#fEo^>i&0S?|O*#SE1(oUf>jNz>t zm3b{epfP^W76q=c7laa%L8%^5<2CogO5U2Y$C0IdtyC3A)2=m=plkvqc>S3ZB|oYp z?a=!a5fyNIWcr)nc)BiMAnxc9nvUS&C>XFN?A&NjFh=5qZE%hc?%ywkix$-$&QJZB z(5VdVGRX5r4Q1o%HDdYcy_mdyCtJ^+lGW%jBQ#ALh>Zh`j@8y0Ir9a7?`{aXx|XS^ zoX45aV|5up&6urgWz|HLvKq%q8KJff!1CG)kW8)3hVZnm0IVa3ftWeh znmz6_d;ENYCpjYEq()jj+~auM4CYwv<-0yYANEI*^kgg;TPM_PBy9lqY>IQZon1y~ zem#)c2m-PeE+|#ow~`G@mPyK>n@W(`rr#In8Fx%gC2I#TQ(BlS415cx&y>#>eWV0L z?=yZKUoPhXc>pso^Zf}}?_5-qY5$c#jK{)WvkPavq7;k;0;)&k0LdW2Gxkl{Buoeom4|hHhUkanK4d6QnI#iwj+|6e&_@CrMl+ zAF8!%CNpNtk(PPX^aTiMk+eviI%EJJVnqY~Ak6SR0uYi9DgB1%ZQZD9ZF(jPfyz#!?3Dy6oFRiSLv_nzd}GY&ToBY;x-4Ns0g9 zi4;Q+S_}k2e{I<&?x?6z0G##+`%h|W6Y7YWFkJ!Y@A^~66vpMY?&TD5_LX?PUVHUi z-U7`rrgGg->!}k~;a=$tQVv5C7&d9rD9pv-1!M1VzQ+5?lB@3LS9>=GW53!jYWzMw zbOef)EFnj(TvQkYV`9gw;_yY*p{dBqQ#Yq?h3dgg`cd5{ADk!AU-Bb^F*;hYiFFFc zNXI=356k5Us$Sy;d=Cs*gwPQZ5mr{#69gf%K$n~j+A_;qbv4*=8c?BzA`a_}EI-*3 zW72r+Rv_J2d%{zuYAP!c?UU6NR!WkgKSQ5!TpFUP$Z9I7!&@zyDJ{`^mmB>J;Th@L z=~!O?-Ff#lizPW&#`ekAIfb>@Pdz;;;H~uyCxpyrM1wcuyX^cp>bSOaSL)7!nS#kFU)N>m8JQ)-Z!q`$DuVm(I3dDAw&v{vo zAfhcu4o;swEyd7RrS=Ujnmtzn&tFiSUG|jjSh)sd9pxn>M3*vWpyWP+O!Fg+h@6O`ivrA z{0zaV(mRQYWFV@O@jvqLO_0 z){8X@_ao{YE{FUDjU+_=xF4m!^E)vrUK3E256`lrI!_(WYLiFG5FiBjcX(!oMDwNl zcO?i!ujEDT+8G)iDOUl1vCd61UrhZe3_fD?YR1Say zqvMh}sQjdtz8=-p*^z#CMsuytts9YE?|WA8ML-!F4}ON12)U&&Y66K=eK;Lkv&}lIU8tlEHzP`aLGrZY&)D=OTr z9;HFvP!F0<5!pEe#fP5UlSVze3i~R4bz^@*t4+dYs2W{gd z0MW-6*b^NE1_>^JvpoiMhl0n{lpC;iDX8S@1rO69jQK89McLP}3B6w)2%sr7Fs4R* z*#-iUwo7J9NeFpY1ynR8h&R?i%Z$}6iY1eD=Fy9n%HN-G9kAkc5tS|WXB5cfr1W$> z!!nL(%p`q=lnOIhIygCWif#jD*rs^7;N!Rir;@N)H4tNei601UZeclAV4t90hLy92 zI6t(O3jscbpS8i5DfWNb|5}J(j8I&%ylIU(X@u93aD>6udF+qp;y{R2zj*grfz$*X9_XR3O*z(`dUu+3&u#p(EL8yQa0u4TU$*N#1DIH*s zfV69~meRgY&)`68^Sbq7{@}S(&HKe!<#F-6-+lO`EZDhQ%2%(ZFdhE8ahuf7@vX|q z1kE&5u-h-4D?Q3q20T-L;Hv$eKk9S*&*()(g(9+6ze!`cP{37IuUx5+Z{*FJSMMeW z2^%}}AL-Gel?*LgP46;cP2~OkB_M9*AYft@hy+B28v8gmuUiK(=ts~;Of2tk-;amN zRzrwslbA=>R8~epP_JISst9WD-nB~(tz0XWvgDMWZQ7x)4LyzaPD-_jBraN`zF2{; z#2DJ?>SxzN1?2;-iJ>c2N&I9>MXtQ>?fNvbhuUisbhO-m3>mIX$O!&O+lSty zs$gt01oATuLUfksx6|Dq|Ip-Afw=ZE-~3F%O6m z=6mj!7U&m=DWi5&If&UNMc^2o9S7z2bYv!}zg8LI%tetsjg0YOKc#U?>9y+LV3G+| zbk2jCnH5})sk6D2bc9}(N<2f_;Zh)*&?l0u?t2FyX8!SGNzY+J)Jeb1yEC-SW-VDP zbEnUc>=5}i!+CZT=iGMC&Qq(4@EvPZVcuZgg5w7zGqkwQpaQnAMJEIcE5rro7pqKL zd``>oDs_d-sml;(^}#vOx^QV!fKm(DF$<&0!^&H4Oiu~xbYyDIpRU*S=E5tIIin4U>$JG>X6XN6?tT+)~liV}c_a^x1fA zJplQI*32O>q06Rdk1E(^^tVzYjq(kwATfA+jq|MIviVB?2z$%k0hW~km9SHRHy|;P z0R3-HQW>n3D*%Pchw54d=!vnHOlxFk90z7fH5i)s5OR`2VHyqoVJ#(%Utyc>yh%RDfZzntUAC&y~9aLkbudGvcDT?EoG-sYP z=+RXiOB9vGTX&<6)JN#SV%$_(^n&s5rZ>76F@5{@)Pf9DmL(MHLbZ3YA_agib{-|OVwXm0@ z2~*1bC(o4X=v5>gx-@So1xmQf9}OD{``(VB?{ELkUE+w!v6-WT_=1GT43*y%Z(mEU zH0h-)gw$#M(v*>N0XITOFK7>9&-F{vq3O4TiFTg)xe&;@?6YPGQ`bygZpZo!a&YT* zX;;8qZxEu2(epg_xpPZhE!6u_|Ep50aycPXbn^J|G6~WPVHuyLZQa~uWWNDYtzmt6 z|K_c%S+GcIJLN=T#x%rg4!Bl5a8H;!e6%8?;CbFh@}rlt5(3q$NH8q|o9sd7@r-<4GxFPn!lHf-T{&Y9aepuull&apZ9FQ4< zG2LI@__uKcA~6C-(MX-k)FML1C=#1AXwgc@1d}e7RQL^MO_B=Pb4eXkMhrDVi4=x3 zLs$6D<#zdb$&0tIq^t&(6xJp?E}bXE(aS_68WA>4_tOlDsm^c0*ugUmd8z@lmn zfPI~dp(-IM^r>f6&$WoSSlfnsh{vv7l=UDF=nojG9gZogW`hR*!g#<{ojgim1*DiR z_uUCFI5R!0j+0Pr=!EJZ;i39$9jZ2Q9POkt9`?Vp{n@IeTtI{UBG65f)z0TmfTT{C zME=nPMuge*0qm1w$>3llV2j;WERhMwU^TAvEa4%;#{Dfrrc6}m&o85L$G$ABv3l8Q`FyE`K+O%kt^aQ;n!!nCp$Dj_ zyL+S$6#1Qv!5BxuXvPtU;s|U3E_(zrvHuUFW77ameg!y&%$Bpl zLGi>=sK7*Ibd*Sct=j_<(Rxvte;W?!+Ed46Dj+`**>I4R)XnFH2ZUi-Si`og6*{ut zV+G+jZbT47HZVgnc@gc4+c^xH`dtWO*jLo6d}UPazBveCtv`1ACiK5JE9_EXEfd~! z;{T7|xQvGyG}Ih2N@?^O-a!Rq0-%`T8DXBa^SUYwa-DU?axNU+yj4A~WTlLP=!D98IOoJ~mP--xX5h92eUrLIh%QM({y+jIPV87pAf*uUpf8L;9;?W? zQN3Z+lYNS$!S9XWP;2bXm~&{i5^NDpNGK$$&f0(`7TD3&0VeB>iWeE=C*atvP-|4kGBN0Lt~PIM1i-*)J6{ zWKne4w9EH_6WzOYI~g^7s`Tp6NqXdWR~RI<%lwV&XgJ7N9)WezLno-yF83oolME?y zqGYmt`*vY}S7fXRNOvs2h8j_2Ox-3)diXofTfA5vKY9$Y-dN~yOsV|-)QI{JFOK9z z@K8RBQYm_ZrDKJRtJC`0hPf2!sWbFiFsZn*-M&A-lSk9=(^B5Ul7k29IP%tyixefcFqQ z28%0U#1R=`>V`ngnYdx4kV&2EsALCd;KbA~%!yzqpIycfyJKQ-3+_>oF)}2+`}D!! zRh*GrW&g4oj8((6dm!+-_~2MO0L8I?-#*D(xRAly`xzIE^D`c_@tBPx@Lw2#Wq3H1 zvHkyNNlD_+0X-qiP|iEDPu7FTp(V0g5$R94fnjOv_KlJqRTDm3tL4fUBYjf?)-RV) zpj3~@SV2mQJ^@1mG4{i-2OzA>XGHtc&MyYo)JBZk_f*(!VEjqW;Dg>cidRzCOSclB z-KX~RHbCA8Ws3(&aB5Fw!Ee%{Kr!tidOvSOCi4VfEzAg$osZ0rT}xLA*0SonVgafc zZ{VnhkGC(0{)%(A0#M=blv-bfq-O!PlD}FdV<4ty&fdKdc}dwun!mf)-^S>!;b`uU{cU$qmCKIakB6wH=@T?&zttTi zWpslvI;(_UhGiMyq!Efn!CeNH2@s%Bi%hj{r7FrCz!zsCxNK3VggQC+olf0??YkA? z1~;(#<<6f^7EGHi)(A2^01Z`*#0kBNmXUUUHkB#!=E|UU9i?ZH&_Pb0a#dv#1fl1E z4KpHbBz4;{_5SJo$0(B;M7HNMw`+dki}vEh3wiqVsjyFr0i7WgHhp7280~P-$JeyZ zEH*f&!ZSMQ3{p%qBIaQ&PZ;}sz$G8zI4K*#by?BV+KbPh#4f#=c2bl+A4JdLI`rSA zMFpo)otl8pZWF7x2^7Mq1JDOcfa|^=h>^6<0g_Zvds5$Z!h`sT`}Gz7JCYXgWiv-h zxqzx;blJdl%N0#T25-~^>kDyp)p(4$ff(m8c)SBboygcn=+DK9fUHZqy)xNd6cVnQ zsMZt4P2EBIB`*MXCfU^CT^r>Vm_RL&MEF(B7>xa@zpU|l#pnq5czer3uM6Ul^UDJ& zMt5f5#%%yS90bv11_MiwkzaK5phAaF@mO8Ejwa!KaL|f^zB*MRI8$)usjE~4&_Gt& zqRXa35SKbwsSz-SXCwg#K(qc}Fs2!5D~=xlMSN337Y}ziLSlAaKCd{23~nQ1tST%; z6~hy^=hN|y;&wZ!}U6Aew zoKwTWWTm=ou`&vC=*VsB00oPq1RaD2>IN{jfM^}L;s+-sAvDMyA#?sz9w4BhgT+AF z4os;DzMc!7_#G{AKJEhJnu$pq$pTV^a#@_^_4~I{H%~#yj`NLdj)wtT)COa87Vo11 zq-#9i&VfBq8;qrbbIIx&;lq}w76u~dVntYMWOBR=f$4&{-)N27A=Hs@OIGUneIG&t zk*tu^9=d!xKvLqmpbf=&{37;e*$Fsr0x;FF&yIaKO$!#6)qrvh*sxrNRI07ryz;pb z^qTg1UzF*)_e-L*sik9|Ub1iZ9vKIiU)O>qgO_I|u5YpOGH>!!$p%;>Mc4`9(lsW& zW`k5{G^o;hl&P#c`-lCV4EL93s8s!EOM>&2ukW>g7c3B$#3>^T#MJ$`XU#5KfnXq- zg9KKr?(D`hj3V8s&;$Jf0l;H8@97}ZkRI{{pOeQ2T+&`90q&O!zbykJvL{}F(0iB8 zouojaLh7cY^v-I{&HaaDuzLl0@Zy=Q{%5wdY}HDR?%gLJ?>~}J5OZ${c3bN7X|FBr zjIg|?2pXxqscS=!%xQ>ZPLfX|@#31`+IpnBNR<9&(u2LC)1Yl=$TNl=(pG5;WhWj zUd7Q#8YdoL6KRx8^VI!26n!bePgHAOv=peY*T_0F)i;BNPyX-hjUfE$85qA>>0r>+ z{b}D^AuUir(GA9^uf(ijWe}F+w6>41 zl36TMR#^@aVv=~MJs7(Crxw;AII?Y_QO5qce$bt2*Sn`N5YrtfJ%2av*j|Qq?Jj?n z`36W8Wuvt`3amZ5{rChDGcv*kzi3N z;??6whV1<{I6@4@NHIU(^8kYRcybj1lP`|n1kkg1&%fOp)b-NAG4i<;fF#tnBtt4V zXx9)tk%289U{(yIbb~Rn!BP)T*9glR4JOkLV3K_H>NSG7Gzv98D{^)S9I2(ov81s# z=4tFtlA~$`c?#CLzc+4{PI-$e0U7(>m{g+98<|mc%^d+SUkn-tb?hR4v}q}wKt?mB z?*Qqp3CKv_{lqs=OdagxhPR*6OQX9j{@n~@KO4MGN`F-S4PiUgw~g@_u{>{qUe@%tKsF^+=Kj3Z#+2t0i7Kqd|wAgo3918D8C}L6m=_2fNuJ<@V8;+6%Tpg{u*`1U zCe-4DaWvR%7`tip`q0h0?4RVKYR%G!ix%{TsFY<%Ap64l_XXK7~}DLPK`*j zdf?XB|2{ZqTC+f(8n1Vn4XSq6QQa!6T>zi+0*1L9)hm5Qf{&8uLnA9~YxIGU9kCp$ zUb^g_nNSV6;d@u^pt4c9Mh$uQ;+1%wJuk(xWLGxp?vxGVlNv-D3uI)qx_TXaLas;? zzF^UEDcPu=)Nb8E=FV9tf9CyGB_aD`d{muO%_n`w%xRUt=4grUPHn&Gs5bm)<2@@` zER!hdjs56j)we&A%ltiiru1yrL3)6UBciGcA+2+ov{B%;{B4+!P?>orf(YmEp~KPy z&bvMe{O=9IsL#diZe71Y&ViYe%&BRuEM?-6-BQ@f9te{xO7LQvJe6Dn#r{VKNi*28 zLxq@v3T3qPPGA{&h1@Ri?3-6kQaYmmIS z8#k7?KohMY`Vb@14dXS)DkopRgBgRd-{Ds_e#dAT0q=9?WYyFe@+aUuhTI^dWv9`w z5$X-`MPuK^VK`F->_WqD)Lk*lHx>|!W7jUr_+6WX>}!AID}?G==uEk~j`p2`v(xtO zP#jI|^sqi}Phc!FY^hBU_et^I-I*m=>qye9XiXnBPI+yf_uL0ejJEABhd1OGo@>+s;t>~TmZ_8y)jd#cWC*`aUM5Yuwwdg_U5vhIutGQVj%jCtG; z^JDst++gxOarEd-%8 zoF9Oo-O9>JyJ(a@SFThE)#rpDu}LM}3zbr?H$u^`#W4{tc_aJwZ4p;<8)=@uh|Jjo z_#*ne-ekxsHNd_(3TTr9fB}C*p(s)OxH7J0BZ-fSHLt7itRQsrCLi1>b#QK3L9!t! zs%#&jF=&pUG)%ZvE=#3dwL?1xS*Dgrw~U`7~KZzQ&%t%V7*#9 z<9}Ti9Nn*-6ymcvh^I*SQ5DHs+DlZcNca?y)khMl=b9x7LWGIQVSBeo#Rh*!BO?)1 zm_ug_#=;yL;|${nd>a8WCXM@Rm`thO;M>HX>=VU)hXGPYLIKi7M`ZcYAHvt-Bm1Q5 z$^}v$O}6YoipWN9-(aw2*H$nNrpK|UT4E7xoAc?|QIkYVAZPh{D#uN0?+(*Wd>~Mv2n5Wcbbl)=|Bia?z@~pi53oWW;a6AdiJPtjoV#w%+ z6=3x!Q&IV@beO-#8bCPrZ)mwp`{PS6)^ZV&3aFUn2ZPxG^sD*B`6yj__57Y){MPHX zXx|Q*`9qS{B)+VNp4c8gZ%Gn6u8jX$jjVzy?yieI!hWz`n!so5w)G(5aFZS@7Rl31UA9GwQ6I zuLOxpGB77Thxl^?RH;aV{sGIpMnDNcMQIG0ZCf~Ztjv%#ZPH$dC8IBk=3?t06Oq8t zXQ==w-h#vn*LjF*=mqzOYBXV$bRcsekYgZdip0@PRQ>q%S=KZ@|3fHMF`?hYEeLFWOkl{(F)}(;&^gBQ` zRRRIM8~8erLE_v$+exF@lMU|232%FmnMX&v|F#WM8|-^gwLlOftXTLjdU9U!=M@VZ zYbjEq_zx3yCp4|!_%Sj8h?9hup@RtF@&X1zOJ&X`?x=`u!ZYjv0{E3kczu5N zURt7B-9qUVdn|eE9ApA?>S(M^bwLH3MoA1_1K}B~XSblSHW$@Eim?+7Le$C&1Vo<@ zd}TnQFAek|c`fr=jEa%OgB5hG@%m(tM@XUX{W}u$@vV$FupP($PEsUKF7MxhNC&}W zVk9qyGYtTEitW}pt@A401x%ir~Z-=x4$wyUWl}jLi z&}W1~5tsJLK^L+a6DNN zcnoM{EI@(|Uh`6?<}@6mi586z}g7@(WyZr(s8;0T~2uTVh@n}o!WUJ66@ z?`UQ&r6GAR5WQjk5Q`m*J^@0~Ja1f)+bI%Cmv(Ip*^F_Sa7Mu1-d@sY%PiSIdU9dO zbFumq^6^?SQ#O#U1j(wC$B^W3kfG>%%mZio@12_^e+K=P>QrcEr&DAGwo_eWub4Hc z;cdX=)@$`*r6Qy*Lx+m6CH8WC0%T|?k}&-HJy_&oBZzqq+G!I^?+utO`^y-#nIY(6 z?^!SOx}`w>Rp+I1Wp%qA>L%q9&i8?+rdB{wMhoE!LVu)cOq8TXHHz$tB=pc4ncI3{ ze}q)E2MI=U(B&tC))Duqt$45!e-I!nD~e~PK8Y4Bp^)>d*I6>V)VXYfp& z57aB;y|uyYNiqVJIcj752;;aFw6qsbPfsaOASBe;ko{l3a#iM!9w)W4=asjK-Yb2x z_wPQHEfCEvQmdNea0&Sv7_!Z%EW?1T@36lVq2qHWPRfwoo8)o|$X^#`F=E+qJ9JV)Z<+B=JC6m|3BqtX_h@w!Ng7a2qofsDkE1gh@# zRJby)Il?4K!oeOk24K%X;`0`j@3#o-hN5ysF?LqIIW23}tYT(sCH1PIU(Cr#o}rIb z4R$|ZTV&LH^yrcDx{V6t!OK@<>A|yNf-~qns&}6uyWx~8mzX+ckd{GFV6gxIKmbWZ zK~z<%8Ur!iA4bpLA)gj{7BEgSj==9c0!wGjkw@n*NfA^)68&HZN_34osqQI^{7-#A za=yb_eudI?g^2A2I6RHfyQIt1NJhT2dW3~_cT2crua*D8f$6L}E8M^Na2Ww@v4zb# z#8@!K17L5?kg9dy#I6(z^Z~FkMc7nF5HB#Wp|Q_rlhsB$byWeh`6v%B2mbQKS_DRAw@1AH=zYpnQvzbLXYM%vMQf})dZo0&=qZpvCmD=37-MpP)7GCkp@@UCZ|o5I zE*l~cFhO8N$Lk#&FAF3r(jb#v0gfSIODW*|kuV??f}j+5r*pUo(g?=@U;PVCqpsNl z^7j~(tCVn*X*};qk`V}pO&e_FL|@6t>sOU30GFfl$X-d^V2sdi_E)xBItT2Z4#8FD z+vrt07w}M7hZ%YHy7;4CZo=-(auJ$&1JG-yUSFBgTgpSsdvxitBryr;%#uZR#(941d;lzb^fAq7}v%6#Y+|P1$CMG(2X*+%&7ip(EB3Xm%0E& z(71p*sQwKXy)|g#VJuVtP|0;Wc10=}dydNfjH%PaPU1>;_i`b&OsFTrx^dHIOS~?L z6lXld0x|dp9e=(`RVXi>M~;9heuorFXDzu=4b`Ft7+8!yv`Z$=pA+I}Se3cz=Lfp| zRCkTJ0(SQzP~(U=iOkFH|8IX{6jM@Q&697r}KKg0tf01u1HfJcp}5jkiLGmnI1 z4TR$uQ&q7qNB-r1b5tXy=?ILf^ZTw@Dh&#{%eC8q!q0^>X8~n+PQCpw>N?u@E-M#G zKM3V&D+1d2(fyf}^^+hv{LfdSf%A6)r*Geb|fk_VruY0fFAexYlU)fM$7tTHhLw#UMDU z2d-TbJ0wevA+d1wL7)(}R~xK*TI-MdH^t;%gCK+?I{K_2`tvTG_Eah}3*eBoRyig}e9Ros643Bba$l-7zb+rOKBV z=iIqN^pC0Y!+L)LcFtuB7RtSgm!-5Fs@q{)6Jf2dJN?>&Am!Qj5>+TIoSw{~G{V)V zLsB9lW3LylX??-iRa}P`!F=lf@|oPh%RU3DzX-h2JK0Og?9PfNS7bEczL%|#V{Z(^ zBKk$co^K4s!X6vroZox|k|V2}0yuPLnhC%8*^HUu@o+*2soMu;v|_-xe~;0jUj}D! zSd}`;W`^T^D=I?+AS6jA^AjLY0mz6G?9y=V6!{D%fk9I;WY*cVpEN;Y#jzua#1lMB z2csW`!l{J~bXXXSk?}AiGPnOv8;LQ^4VYPO2=nq)BX0pPQh7=rG%Od)l_% zSUu)Z=o6|7!CvZ7{RrdvJ7v$d;6RM~d;`byAp&QkMehg{ad(#-a0EN{>Z>?(H{ZNO zgZ*7OwRRaqYv0IvP*!`OLbCx?Ev=KrqezO%6=fiJ-HzF@LC8|bYEm*d+V%6eDUc=7 z;)iuFB4mmcq~wVcDU~lnzS&I>w-nHj$!OQHMh^&~jaqX+FyxQmibhCNTAag|;8^-0 zxTi+gOJv3a5a4-3b8kO%`)5Pi=x`=G7uE;dC)WFq0^HZ z9~Hg5U}Yt&ii8L6-+w@_%}c47B$dJ_nYg&STz&RXQf6_G6#Ifg1!C&4_bFFJ7NJ*j z{LW3%1-+YEqu$dYkQLnpY)chGW+E;bj$L2RDA#4>Pggri-R4_dTNBYM*b~svm#E;B zL!cd#MkK z5%$5Vm$|*II2CsjS4T&&w$`6eiD>)A`Tv~}`1w4{|IXMMkK`90fg^xPIKa6H%lY}Q zfBo&CLazg-KNH|Z^F8;=TF_kgKtG5@6#5x1Bg6eKgpJieO#SZVpa;Yk9kZmUjtyA1 z6cvE9QWkX6nUUqz_LivY@V#`_9AFB(r061%m9QtoZ^^n8o-qTA4TiT!jL#bZ0tOO& z=sH+cK~2xsa*WX+(3odO&sl8<@Fqo1jMio!-Xj^%6O%UrM@YNQ_k5=2)kwfPX9Jq3 z+6w5OokS(0Y1`K7B;$KDjer*zSI3SSBi5+$90L3=2pVoohP;I%IjY(p!F#C#cG8KE zE$CXhV(>Ke1GDnf0UC$Efll6_3N_SO2E8*IudQZg5>V)~&q%JU!1;U#K^4h1 z?mvI=rP&`zkrQB&ON%N6v-4zEW6)L15kxc~IAE^}$vU*KGJV_EP9tso72IQVjRC_n z$TIX;^)Hy@aQ(vwRgV4sqa^+uTb#0Hk-~)w%jjXlB{>4O@Qfrjt4$Rji@h`YY%A`omtQ@Xd~n2b;5sJ@D`BJ85p+MmIGsWu zN+yh?Namdfl7OPWgp$UT#RW7q0|H%dZ*OsSb`Ezpw?Ni$)91W2EE)Q|)3;)31Y{Qu zdFq?>!>1)cRW@VBuq%1t9grWOi`TDTSAuOv1TVCW>(9V=FB>AiMIn1olnHrVsV z-cGWks&)$%WD-Q(MnyUZ$%m^5_?}_E?@UukO4D>=>zYGyLU)i!15&>m?bjIrV=(sX z{FcUV63rvv;^HD(7cY~a6{JWwPYY026Iw+2@>76D4M8KnBOV}K5&Rfx0eC>nI=D+l zYn(~lb<-ngr7=@D7%)OZ9I*lpj>6Y2I5#~Y)|vsVXM=RKn6&%(YwH?mQ_k??)~*{J zpSz>Sjrwc_?89~lYJ)6*uQ>;HNq+=oZuowM>@z8W=2BD@UxSINS-~&RvgkObh_=yh z?b2Y<7FI6CqKBbfk8aRa3JK+kXgkLF5s$#xvu9=UurP`t9g*Sm2`ykNA8qC)TAk9} zt|@4(Z{yl`G_yoSD~S?xv6{t-i7FP)o-_7_tptp+pkrp;O&I)l9$ZrkH5A(<8aR9N z2ENN9$qz<4CNHLS`5Tga{&y9bnV;G zgVBD;9ECo(o{ol*x~%#hfUGX{sAf0%)`YCi(|tbys1KRY3<<=v>r(KQueE26OOMry zWV9anfSF)&Bt3j#YX|MBKkRcu=oWP^S6Q6R4TFO;MW&TD@6aBF>5eeXv}kzl2K}-h zW$nR+N4+>2v%9+<2Fk3Zi-hxU6z`kLZHl=IBXk)2)lJSBUiG*Dqa?S72#O2R22!Opa0#rq_FV%^~WnnsO;)u!OTzkadAaH0zpFD~hAY-HoqnPLedmd>Es zp8$r(m@oznwt$gu-LO&0RSLiA^#N>mhMMo~0Lk$aC2rWKykf~xIkaP^WCKOM<@--^ zzR6vDN2{bOIq01Fa-@Zn{Hru3hmA1_fPVjU|7RQ+Ot3 z$2G>p$1|KmSMfXzLRIw@Ac|>htR#Km{E`HIMq%ioSy)&Yd#=J7%->+TF&O&|eq`fU zjM@k=yU7OgpV5NQ4@8kjeO3k#!D4vWtT}T`x&i)E4v@kUcTbs1zpH|bAPF2T(s1{y7!sOAtt3|jV?WyNz%d-O0om=?CV(N`H#itm zkFyD=@y*a5Kni~!Wct@2;G|X?S+Zi%y1}Wf1(+oJbj}3$%aNB4r1!ADVse+i{kGGk zOQ$&V_d&9e8!$vesHjI&ttV6W0fvYEqTC1=9=(2nz~cofVxid$4H;mHva%{*h#f(o z(Xc?#P>a%`CA|0vdSO@<|9ksJ#gQbT27AKpgYEDksIDzRF7OTzDr=nI?5!FO*22Lc z3L<=q6sgP(z(a?rD2H%p=bO@r%V|;P7((_k`ZOA1s`EzBqS-}FzPFLMouIpb*)^s zT(T2MO6r?Y_b;kO?MYld3USSQd{}Vmh-7$jR~*pemfX=wff!PVny=U~{0xZdcQCH^ z{~3Xw)6@L_jFoY(zu5>J1I&ckwV$mj#-EAWM5%Q8m9#%!d^8x7M50*6EVBIcQQ3ap zOX}w@tn@l@IYQdzA3b1DAhrn0`2+^Y{3h+RyNJ@~yKwZJ0PE7V&vtliua3Dt$4A9LuCVTk&xIBx8`pr~SQSlhm0$PU-``mIeJLv-jg7G^I9Va|SKb9@OEjN|ckV>C9z6j`vRT1k$s|AcNL5E)?||=_c&vD{AB-ZilzC8X&joL} zj{8NnSavc2eQwDC^?HQwMPdmvP-rKL8($J*J?fz)#6C!FlY%582@^|ld{@;1v5geC zXAuS&mhm2N4Aq8INs~%R5My|t_sa{(h8qYPE`yOVIh2kTOqzlUnT0$8Rrf{cO_72- z7VaNGw*qD1)PE%Ihfk6@Wol`g-8IDixlevSJCKwNhVBw+y4^v@^1YVDIU9OiW8>ax zD-$6A+!$4MR>)W_k8W!W@$HpMmrIZSef4fSZ@zqTaNS0|^K>U}g-Chs(j_9rN~pVy znEsoI0}6oq03v+r@>NL$Nr_q@yU`j2*O?#~hGaqCaF~(D*KQ29-Z=&ZV`{?UGI~PK z1LpYAB$fmqd6CRCEfNv$#5$wB{86!_(%Y31*MQNCBM{LD7=y8hM#wn-w;h33$l@ma zNwZf0sOV^^v%~rk=@4{+0PA_cQI?=tpJW=1+=|Lr1QG2Dmk4XM;OVRy*~7^i^)=WC zo)N_lRdVE$R{ze#@!XQ!HnxgJ5;sL6gN`N3M{%o>Uu~zKH;4-^%2r~o9`0BZGkvvEBAdi)u^aJUMJ1UbEpfN@E zyzjBri)Km3QWYdK0SCQMz_$|2>;Du4}*uyaXg}WS@T0DwmtmUlrae4CuX} z3FM1c0tgq6K|d$O!1?k=^|c>ZInzU+`(Mv}auorQ1*)4_LF!?RzDx#ryk>QEjnw^- z5Fj>!DfV0)hV~eRngc*SK;nT99}!R?*l9uOH*nngwC18AM%#(>Jm=Ueh zq)~z-YMGJo@c~51shJd>6?bwDG5ZzHYcd}`Lq+QKSC}`c>KRm$b(JF1&(TNq3jLFZ zE?tm4=#TpVr}_aBF^xguqq0ou>$jP{cboWul%`7V{E`-gK@_lMWsJ$COli}jS1zu? z@$(qJ2Z<3FG%|>cg)#YrDqIo-m&x#Vct!@v*l}VDnf#)|>NIU49h$X}9tDakJxLUY zZZdDG^e9_Jq4JN8eW=@*=DAn8ju@)`8S0%>=V1|(s0;fdv3BU@RVh}hnz$7D2A@^u z|3BZ!Ku9u<3%(%MIO`?;5O{Wk@OgIp_JwRRE9Zi~50$STY_ zxLcaz+4maP5=FnsV)y{(^9v+8*tQT4(k?;h@1mxkxvi~auUJ~*;9RMKo7B!mKTa3N;-U}+& zu%Uv8iegvnn*ZEq7Ad>zE-V6OZa%ZS@6DT;cXrvGJNMpm3?Yz>9{!8nZZ;Te`pZFq&~;l-2B;<@3>!6w*mWnT_4YzR1&9 zcyKR-k?oiE-LyrHp=;j!Ya$m#Rax)FonH%@d?jrn6~7Q1gvZ3dmOI-HTvWZo2ts4D%9#?LPWWL|faP7sA#j`ab=#QGTPL^_bkURBb=*)_PDm${Kn6TEZCLuvprf78{ zE2B^vn`?up!6s>M)?9G!pwoD(qyswk%sMGX=H72+YyTCso9wtVUzX8y*$5Hg@Pu~o zTqJhKoP$ecKa}=#$NpWr;e72bMB^%++QmP^PSQSTu=5$Lj?D7A}yAUKWXW zNS|GlPMOfFOP%IrMxw5BfhYj%Koh?yeCO$eXQ$&)h5eSG11ITmC2XEWvviDc$GG60 zxN|dxbu|3>5GKx_nWkKUwOiM3-V!}oO?+AiEh1QxdV%^!zGd7rhv*5@8gDX|CMqrh5K{@ZSCxEo2i$N_&hJuki~J8RLVSb%ua`&#FcB;m?D@Lcj-X7F{1U5 zfB!kzUp6jw3*^X!hmv~9MYu%z!-<7Nn%go3cg@*wh|qQ}I#@aLK!VOm~ckl_e2~jwJ`- z5Xl=irh$rMC=Qu2g@7dxP|lboP<%msC}->i0sZeVAH4pCwwq~1YU-?J{ipqb(XaGP zb#1~nYWoPKbXBqezTKdCqT839>u%#mYU0bXo1dO`hT_n_ZdifVBnoK41!{Vkxqb?FWe;&d=*3jc z4&410b}v(G;LHh(c68V31SL)8&$zK;RZ@q%K{$q>-PMLARfL?S zzRpmMok*96mYBTP<3^1}_`$>4<`hUcV$YP;vUI!*$uJnb>3kl)p3 z`58V!)?r(IwsZ0GW?#HGYSpU?|Eg6`x^(i|GE>Jp(*l22*RjyJ6zyAC)KK%G& zQ*TGL(}TdOm8%f4Wg8d&(eU7BFXs9+SQjjS!x5+9%oHUbKR@K>j(JX!TSz3viX;?5 zN@2%EUGKqf;^fJbngh{+84U^Psi%$~k1hr_7amb8_TE2F^vovlAc1^evJ~PT#&P{y+-;`t$KBnu1~4ari~jB!iewf zn9Fc4Y==A~NXboS>^`0JkOy&C!dm8sjIcU6m&7GHzmIsl05>=OdGZwZi2EH1C(CEE zUO8`^=HF30ZU&0rv8C+wpoSPcdn%^zJHIeDFLKlQ?$o&pDg^q&gK381Fe+0BWCQ{# zGL{jjr*cdc8A~N_skrRx4?e=c@_~sKHL2((LoPW%8uJlMFZ!eVYZe**A$Oyf9tzQR z5}!PNf+>9mWe6^xQ8Q~mP$P}K%@Q}Zjv7xhc5Kne3p`7d#E_O9HjDf>R&IJ zjsA5TGi5Vz{fs&N=xaN5`zGwAcyJA-FLtP0HIaVQE$$-sW9`ZGeuFi~_%L_5XB^&# z5563t?dnR+qc{hawr$(CX+pb}?l-gaclPXA?BlNf(Y+z?DNq>IO1Y8cGchyiPZa-l zVG5v=jie&ddE%n--jhejojoT%pSGBLXdiqV)I}hjVp-%RwL4s#|1#uD6sFHnjWt|4 z9kONoOolzYgNiw<&@>h4(c4&m70MLEx9T;~hTKW#Z0Vu>_$fh6r$!pWx=bHN?c%tB zAP)RBrV$3ZmDTi^B)!swOo?*OuQ9?tDS=>k())OebnW6$7?ZP*{v|@Um1H4%8PW6i z^5VE0o1fwHv6o?QUj+HNk#V1?ib5n}&4sc!gBQ49-*@6DN-`bOm4BlH{`ZmQ%q5*i zT3<`lQ?$i|v_qVgoQwoo(iY91kL-uTQJRzYiaW^Bv>lQ6RX$mN>WyZiObS#sm-zMx|oP8#uY7t$j_mf(`q(n6v zNGc_pTwk>4knmEopUdYgEcz@?P$TZ*;|J)_s|U_7I_gutyhgBLc8BT$g+MwWVA*e+ zbeN#(QX%l75eN+pg%eX)WC5||{85P3Rv9h^MCZzdkD1+KSwB*kJARfj5s*E_bSQ^{ zh43p=;gbGnT523){d~{Vzt?As$G5FJYfNp%+NX4WPRJe{;I6(nGGgoa!~X^ssAZ@P z^D)^HO*NtZzsBg=jMv^tWLF)AsFNI(p`?&;wZe*Bp4WCZ)fR ze=;Xb2d*ty0L1~T?XJJxrxZyAHXS>Hxx4n_6iGNdNH^}~=gUVg%{ePTB86{84#&QI z`*1jTA9n2CjJ(uDx?^7m*NJVdAmjDFaZDE!q6&%bii5R>Y>Wq)a`h$&d33g(sfI#c zkkB4*bEPoJI-D2<@TQ=%i@gJi@wLt_a-l5gYtf8iJZ61X9G$iN22!;pf+eIQKCH2k z^kosMzR67hAxgOO;GRZ_e~FH#^m(4nm@JI_D7ySsl{&iNu$ee5KN5l=9eczdOZ240 zvsXe&^6l5(Ci;vgYL|u=sg1aqI^@a2VQ5>dl)>h&lF4=rQ>5Rc*41!Exs91HX71zn z*YPWt5cBjQzWr^4u}hMjmo(6{S}5zd)-PU)Via%d?^Rj*duifPo{W*BQgp@~xshSa zL~dmjF*(3mOA-4vWRjvO(KKB>q_mUYz)+^tp1n&+1(LCp@%BPcyQcAx&hi#WJvB5R zbzC8k8U&OxmKxO5H7_*+qW`fXco)`Y4~7dV#{){0#U}1J3)^5E7X%C~OZZcnAw0|sN5}8>;LCg*mr4=^8jJ9`KzxLhAh4?KE;;FNl(j&Y6 zKPHG4G~^Gz{98mPt;eJ>s9xF)uaj~w+ea{dm9z~t7ooRiBOj!F`lAJ+j60HsoK7_ezH)_tAx3@R0G9B<1_4BIN zt_A-#EpY7UQRHAfPayji(dXFPH^}048<$8z@sMeY*%?U?t*)DNz#fs=tq>{V#Tl|@ z^fQW46%m*HfHhzVNqb}?={2TiCA5|Nyi}$`)Tc&0&5?`bwZgo3g3NKzbeQtd@ybI2 z8(}AuXpxX-7&57C9KLp`R&yh@iaD}BBQ(g(@5UlbLlpMMtt8`V$NI;CoJVmzi|{H; zMf-zVYsO5XZw+0`Va@8*Xxt>_zfEI(z3B7he7te;L4z)tQmjo}|8?+UHG8 z>n-U#4>7`XmhWlEm5V4>u>$-Xw1dCD{|o;+lnu*GtJa{%R?Nn(6bTP#hS&?$TRSFD~GmB`#o{_BBH3(cMDJ9 z6TlSjzyOVG!<4a98-+kdBA}eHj6`3JooNxM#vSiBYSxdRU$ctO>L!G4c@Gz1XSsm6 z$sBmG%_O_{eZwj;d{sq5&kD&{s^U9&K~IFrx`d7KoyU}>v+l@2tT}!NZuZ46sZYkF zCF+}>IKr|6FJiPM&2TtH%yrd~0|>hi1y4o;T9C0&pS9(pu_|f7M)}&I}_Hn^@|qc+s3ACIEbLL zXz`h9+6E3CXg5a5t`>LUZhr(WaL4~TH%>NOy`c#yOIn`jXPsiomTVRXQ`|{vXO(8H zq||Q;NryOjg&CFmcKHIlL#YQzClnJ6JP}Jy=!gjmqeQ=wiceo*9oHG^BSn%NN1|T2 z=s*?cxPhegey@HrMofR1;!3BRGHn@5VeamMB;ns$z44PDLe?poCE69;S^ zqrGQHQd5+f8V)vv5#(E$8yqoMb2A41^=gns)D5Lroykd+X4{;isoX07I`5J*P^ zc5c~^z+u zsW+2F-}{WlBwRqHrawzxBk5STxhrapBNoe)srUK5RONfxqiPU5=+LEPvT*EKEeNfc z68Ptq^%${nCEn!@t057S+r znn$_sVe6MOD$B(h9Wl{Y8oz%#>a}fyn)T~yT?#2ddYU+24;cM8OXt%el|%~ZIlr{@ zE!cUGlHODk>Uv=nOlaa@oTBq23q_%z7e`A{_HvQj}f<|jN)`Y zM8-gzFCo7uNHT+jCL+n_`1c&ZNNqxU^7Juvv&fF{uSr@~LMKTMujgh;fO8pLllVsw zbC%krI-cHi)DmynNG(s)xho{`xT;0)qRIMrkL-4_6r+B?nz$Lk+vor~pd!Ct#BsVz z_C{;YKcOQgDT>n1ITCS5q)j%iM38wW)9NHeGLC=0cZr?or^9<&%!ARa!oFJYKK%?C(_~j#0$t%+<>{$aKReBwf13l+Hp$ z?BGJ_gEhAP3`+~K+?~`<6(f-~1tXXLhVIL1qI5?NkbkIsVJ8Oh6X&FOZ zs}RU&1e7zD(eHp7KT{!aDxABnQ5R9cK;*>GWF@unEsE`mEeQ$6=uN93sXAR5Dapli z|M2)VS)_3HH}=jgM6u4INA3FXFHuS^v8X-bE^`so4hJ<;qM0BFpHSlc(_6_unQxouyyPPWlG^U7Bh_GEtP#F%j>T zdKG#7h>k`PY7!N-wxQGDjDk$}E5Ot`p`5p4Jo)mj>%#=?EO5Kc!xbjrf1$CW={UXQ#rZ#f=w4XA+k>(tR`-9Toeg|_N3(hYUx~j z)v8mnDT^@o8-Go}(F^C8MUcA9L0zXUef@DJ?iQXDDu7x|8lj@E?@JY#*WIUj{O=;5 zoU#Azd#~UhAi4d6t+5RAC}W; zyTYC2CahJmq)8fC5iWR4HPI8>NEWwu8nx8YN=&^jBihOCc|Jz%`c54OKNfY{bCGMu zx|9+&c8Ma9QtZFw|xlm2XBqdEqMkGya2GbdH z=E#mN)N1lzRLdOud(U=F2wHZSKl_(uEtEAQArEh1$k1QR>B?elU+L8=UIWTvoo0fL zoVmN6j|*iXps-~vmMJEmIS~r(RHY_tm^vs#H^xjNLpJ;#h`JVQk~1c{N>@22NzIis zMx8y;Ugyxg#3NFJ7o?M=Gl`DJl6rn6Sx}ugPcNsE8aa)KHD6*H^FV%|S+GiOAjQ@IMnOjj4RS2XVfuhBVA%?m+vUo|Wl_$fP{4-?L8DaTg z{tRt#R>jrLP&2cSOS+5Hl^C-{`}SbbfnYTE^T+%*J~Y-m!_SM3*L3bGSEaymRg$WN zvsnB5jqA9~g_}?y-`R1WX^6G4KRN>9fDDingr2i-LBi%Q z{JAAq*k1UgO&HML$&qzSH%)fNDlqzWC_0jnuxC-|2PDFrNJpx$UCE8zTqPg4C!5G41gjBmMf)3?*82hjUwf;xLY~ooJ{Prv}@N zD_7yodQ_?96iviO;#@MF^X8p6*c2{=OZ>d&r*m?ZwR}#tcDQ);3LIEJWMyZI8n1Rl z?Vun-@MZerO`A5&)N@?1bQva1n85ny^7yV{>qIPtx`|)q`zDU~hU16HxGA4({U+am zQok%4V?q2p8Z-H<>}S6r)Vq6Pl?T4mKKtau!RaE=VQenyyh7kbBA}eH7m2nSE7K!z z{J=qUENMB%$k+`J?a&>AW=(=M(^EW)rCiHotS>n)nqb#S$uDV>hHO9Cr^atv$Hl%I zMs(?wsNTcSH5qkW(w_EkaTrXktzG;-lWJAoKCpQLh$Ji!` z2AD)UzFsyD54kJ-PJ^a!{Wk))kN3Xr;#qVZ*dJxW!i-N?wMZ2LtvhwZZ=Zb$cm5rw z6t&THUW|HFf9*M|v3s7N)*O>(8OgCF(M2{*_*tUULNegtP#g{TnRKNCR+#Vk89F7y zS(lm64v><5{n0~Ot(FK6yK@m+mh*6;;H{(|=Fgp1Bf$`+!^d>WWc~Y)kHYSHgN~Cp zJ<+$WBa9LhTf>i$eeo%Vkc=ZC-M3KShh02}y^#_4Y{4w#XA0#*aUi*{mZ;t{W>|YH z2;HM?=7{6x#M(Id+iOp9A{pZrg?aBXVj;C~;w0s#ShFxYhF^)%7$C1O)$=MH&hsSY zxcBriteLWy$0{Fcw{C{66)S2QUUJ{^cP+I3QUfKmi1JUE8*}j9#n~5;XPsTSaz$$= zZC}=n0NuT2=5#b2GeI3zvsj)`}#15TX$J5ZK)VDgP z5O`S-P@>OS=$%xe&*}SSNgdJ`Z@!I>YbK_GPTx_V_1dQvMHJq5lg8*IVTH|dHZ)V zHO!7q*RwjqVXK!SoWu`3_`V23oz6D1Hs^wM9=!JUTe?H)F&z=ONXE#~-~WV?T##m$ zltMZzHYCiMf{Sum_(hXw$*Jl)^b>i;7DbZ-%^?mvG-ksV~s~7>h#s#P_?0FV* zgfDAI^`(31t~2#9Xm;37B6Z?mJ*1esI9nnBeUJZQ7}>kU#kY`sTwq#Zsp5`! zKnF^qRgR8MC~R98hYuan==RH!w*4`$w`0^Q4+$3R9UL^W2}egqi;E}gyAO3NZ3wJf zz5?@S{)He?)Hh}{EQ-$WFn(YDK-zl*Dl}#ffnI4 z$B{GVZpFD0;*jG^H_XNH?lGFSo2ix2tQ(7Ey=oa}7v!S@CDihE_V%!4M5;g`YaYw5 zk;4d~MA)IjXw-O8Vf^L;LV`%hY`zNo}$fKZE%TT9b_9Cft3?qjHTJDgu^yJ`!ps8Hj*# z#xf9mbB9*Wn7N3V*M8Jbzo1b;?&>oACZkO1Hl!e0>O4eesIgZ?1hPg-G=5C6i=>qP zV#yp#=s8epK56?#gz!hSX?Z`iAXWQ|G^r_&8k`uWEQwZ*IAC#fz9gbx&1gd&)`%2m zs#l)uIVn~%FbshR8Sy*qG;3*EO#MqbZL-J!R3?lA0(L7YRuUWPsn8MjF_>F&Z|17CE!%psKS}As~*2kQ$t!&Q-{s zJ=6({#w~Hs3KW7PKTA%GbjC4dPyPm_j*DR5 zx8Bt1w#3m=_TNH4HX0VqUx20a=A#)?XPbNbYOJ*5`8%=o)G>V0pe1}#sB`{>nF4iK z`xWR~)@0x$JvNwiuwmC@VdLzC0E(RZRjQ=e5KTr=M-OBA?yYD- zCv0Sw-rAzg=*4C<5GNx1(giJbt01EQNiFRBIZcSxi!{_l$#z)5u>@S`aEXJNP*gVQ zb!mNlifL8VjVu)W85xv+>sYh!&GPxICG*rY#fospR_xcc%e8dTdL|T{r**zboopda z_+rgsyf@@Cc=;rc?xl4+b$#j)kO)vk);-BT5%GOQXK2*WVF=s1pWbv1>Utfz&Kk?&af%*UFk_?kFgmh?)swdIjfKN`^ewme&?~a z$smrH#5u*0lEtWyV@M=8PtM#ZM3RCBTo4NxhnyD@3=w!1Cc5iPCA>nXE1J=*ygVjE z7S=X}@edujhwNwNn$;LSVuYrxSBQid!bW(3wQWL;euI&@lT4!wb`cH!K4*s^*J8kg}zqZDLRmLAxv$+75UGz{JQlpULqml4^n)T&EpvXO9z z(i@={qHv75hygXLqiU^M5Pdae3IT;c$_S{)SjzaQv;PqU&PPST(=K_sT4uTZiA+2E zaQ;l#QcSgM3iFgm%Y%oH@LucYkh&{Nn1~DuL)#i^b`>HUTpgzF&3oemt?SJvkCJYF z6N)hH@J~`}OUj)HzWR~&+nNi|7h%EzH-=g^IY>-mt|KP%YZp*m``2&EI6UEUx>JC8 zb!wKlN2#M5cW4jBOqpbf?o=Ny2mv2IUu>T>4=bZjqjZ_lkUxNjIiKLhwd=TX^QOlB zmyM}m`EKV%o`U>)xWVWZSr&6KI`xPVw4#p1NptT2ak3<8P?*P(+9lGuySlokC>K*_9!RAelD z-kH;e>xKw6j?#W~n@`XtscmG3&! zt18mD>dsUa+XTX-({^paxocPOdGq#(rV>n=;yJ-PagOzG6TVB9zTkHK@HJ34SkwA7twXvem)W(4E;&z z>6i*yCTVx^;zev)w;r$bNIAV(B3L>HDw9lIP2(j*Kz_@1Y}$;Y!TV5`nsYTuyPI{F zyZPNcjcM^C+PBr%n9#O&pYR*z41C|XLkz^$-z&f@dHxD$eP$@xAsedXo++&%Rc!X&& z4ZJI$I@u>vYrm6rSp;%xmwA>>Gq_$e46M@x->+be1?wo9vFlD7e$Mn;iOoJ`vR02Z0a*{QHvJoJJe%pY7^4OVtFc@_YL@IvXRC)RoBwo%}w8k%_agO9{O9>R0gd^Gnq@>LP`J zLLe~$Dl(QBk4*haMaI(S?HT>^FQ}8x4zBjk(}2=vB+K+VbJtefWbyu>I*s*qIFtkw zekDqxKA9Lzu@e{1W83KySaT=@B}r>spH%M64G0`ZkRam+I%2QYYKQ<*$eU_Htu16E z7jIreEjm4&Nadbd+s0IyNn6&VCE4iO`&ZLMowuJpjwarIXl|yn_X%YHe4R_7i-FWc z5hxW#%A;hrY|ZFfQ)-rQz1M+Ypy=v5@NO=s_G95kQ&P~*+Uk|nF)rFIj zlPTS(HVOfSfQbkwXUs&PGD9=vj9LC&h>niN-$O@YV3i=tcb<+tzB79YDv+tL6xkO= zyj5p;$=0^;KrlK}E3H;JFWuo}kCN-Z{NO&UIvlF8tOYukM$ejcQ`8JPNb-(}{E^lt zD4lEo0|%u3Y+lH29E^%&3Sb3vrSPpewlHK54xEd?H?6xQyX^ZF3-IWlr|8OicQ2Om zVnG%!lXh*Uz_L4e&bG<`06+jqL_t)%8R0X6?vyD66apzDuzTBfteP_qElH-~q31j5G3yJT zvWwg#$Pl|qw#>Esj^0a|kT?>(i1bG!YY2zX87pN1yRO!W8UGW<>&D%?*h`Y8^~?&W zUpWxD9f}~RSrd&#)QqlFQ-y#+zzhVGGiC-@8QoMlW0rphMlmW@D^DS&pnQ&>dPWoU zzMFZ#UF@$mtiUJVf1~XzzYLKuVIlqYv(HhtK?5{t*#eG^S?}*i-+QHwDFo63fv-OK z6wU3O;Yq0vLnhy|dsw@5@=^@-C9^RF+Y_El8Lz+yem+L!Hy=BKwZ{(OhjycXt! zLcnn}<~;UZJO@|zauF$ z3%%szuN^-H{i@WqY{#kSP0~!a_;Yu-F z9}D5yeK3X8|iem@~w=9o)zNz zlPBMktfMXoP6{xZ^Bcu?y`4(py%a>E6J4C(#pJE)v4b@f0n{vO≦`BkYw!RxiT; zhW-qDd*jY;f?+cK)2X9>$N8hj;oqVO8Y_|NO#gnV2^vRW*REYywR}0=diPze-Y=(t zO&#MsJ#VpP%NDGiH3y&8Y5M#ipPi&Lw1MBrQDh^$a{DHuU-qcU8rX7lz(gQipZ#y) zEVQTmM&(rgMjX2kjs46pC`YGo?S%*gHEx7}fB+OJqJKPnb5O?=0tx}kA)uTw%VC-B zJt=3*vJj8wBGTvHQ!@UQvTVmD_9hxcXURCYo=(FNrU1(BryKuWzIBr{@&}Nc3jnFz z3Uc>?qZ!ego}?ZAg^{tM*2(FK+m8Mjiw1ve;tZit#@pt#!Yc_hWu%5GH+N{eSE*@o zKgJr0z^yo4yXo9qVGTt=I;7@l8mD~q)=UFOAqbG+&w$cvsw@u`j}Q{r@K}jr|;OLY3r2wcM(;Y zEM`e<{O&ENP0DBgmz1Dm%^K<$HP&Clm=p{3S|N}b5xB*AtX(^IV)y2)h&mI2;spyK zZ+vZTV#m@pA}Z^ohjzZ-vRDHF2gQzHyu;^ z4mQ?>c0QQS(L_2LE+rUb4yh_a(OPfRqKV%xAJN48)Y1$@P_u{aP*{~9g z={R+-Rwvo{qz7c@c_OvYWRcUB5xoFCyUEvBoAFohb~?vb(2^t_K_oFT*LqDJ4I8Th zn&5AD)*uF!dG=ndBx7QB&ob!nN>_8cRP7Z43W0P+;0f!rW=x)fy<4`To+~3#_C-nN zR5X6nTa4a+ykZ{8xVfQw@7^fGR6bMe-o1O6K4~%{LJuOKSV;&`(z%=05qUWVLEI4X zWNLhQ*8Qed4|4Q|RobRhQ`WHRGa>dkbS@HM*Dm8W)7f)a7eI~14K=ZF8yg#am#AY3 z0fj&YA)vpYB7-KQhE)i>C{zZs+x z5{2?`D4wv3_~)-OQuYh=%tmcmg}3S^PP>V3l*%U&j24!%vD52_NtabimqiuVw=i|r zR=oB16!d4kS^1KN>l(_D?m1u1Txedtl3qtl`jq!&aNQ<2&4tpE!~3y}Me}WZ{ZW%U z)~48p3ufZOrfuO}yoBa(FD5z4H_PXe(Xs;axjN$m<%pRAqiUlNcwq>{#Kd67)@|5L zowx=rW$|>OrVS5{=1>dM!D)AD_2qr}vsqq`tzxDgwwDY0Szv6vKP6P{)#!bx1_}X%K;}Ro`HC%b%uCHeA&{;J6fIg5 z*Z5;9KhpAJZ7CB%iZ^DA$19|4ezG)RMD??1HJ9M zm}*msz03^K5*z>%C@YJ{RB5J_mi@xFbXU0H+XrX3dQ z{<&w5y4IRw_MT#3+KdvNl^36$o>iY;qTZ_){S#0{}x z1+3AD-w$`F^JQPkOZ#3ncVzjkXiWV^ebtf2$#R&Dn@I!tedEXP1bga(rKd^CyF|pc zpF4x|c#O7PJEKo^%cqT}=RK&t6#@!@X9y%;u_#)j`M?hgPVAEQ%`xJi~Cj+hWW3F*g;#}9Gl<~5Y{@rFY=AACKiFJyC3 znL>b{Sa?Tbj~!qBg-K<=A@kFedbTJ<)MfUg&D`1hejpNN%(~f+36M z;G1?`;9_P(($IK9fBz#j$yP9JQ=)A)Bu5Eg?OLk@j@X>g-DudQ(@RHPZwM20Tp^Gd z5ZJ$WFBVRlfmb|ysfm@bvJoFLb^F~p)8NSTbU*5XrPa=nP$+~H^igC$yiGy-pk|Fx zhK^US^5v1+%#oexE{kOG{D}2SahGYCH{#+@ zl64tRxL}cj`_ZrVNmSHs&RkMzDb<4*;8oa^w@)vH&LKYI?njDzM5GiB#y z>v>OWK&5OZgIg~|-G0hyQshhfU3mon2(4_qHbU#D=>yC>vGAIsRIZq~uJ(DWjC)p=vK*_(eA_L7KBK+ zVaLvc;Oy*-y!v5#2v?|{dI~gdiNea zLTRRg_>&MLCHsTK7C9M(s!Z~R+52{(3z@AfX_v`<=*4tHefHgo1=QK{O-3joZKZg8 zQ#jKTEojX+*0i0Q@nic}jrJ-mWA~ms)EFdFa>hoH>i+;!a9WqIjMkM+kBWs-cWnU~ z#6;LyXEKh^)4xa?vwJgoe)z6pEqjrmtFiu*2nf-V(8z}!IfAu|m%uGg0SpPUtfYn| zfgMn{G5Sp#m&_RxGLb@7Rus2CiICWf&q$>B-BrI$OT1gD5*!@Thjr1C_on(%2q*+B zkAQN$c|<99OQon|UXEcLevaUo9ybhrz71fxLv_eWst zrnP9}7l>BWn@VaM$liCK>2dEgd`4I?o%Lelwye{bw34<>&1=!EdbdFflwhh$Qrkx{ z<_AnWY?h#2DPfyhq>vOiFTGSkxAsskew!p$%4>57}cp4^5)8As2K*# z_!A9D$NW~WHw?DXcVZ^B#nzFCrtycW0PGy>ap}TEVj@CL<{2OS)bMinY!AR|6DRs~Q*4-N4RMtG+0*^VDqEkOs?UkNj!q{2Upd%afL>K6vioPf6*HiLUn{o+a-0n(j^GnBXzYPGAA&?3L=FFUln1f;PwJnNz z?!H z)U4PTK0ZDO3k!p{w|D&fbiZNo2hkj+AVLtO?x=v1Yt`Nw=2#C}2@!+>nt7r){aQDfScXHz5dF&*8 z{kgk$NGKZVikNh^KTrxbRO2(aw1R66|81jU0mEt*v$p=2qv^-Wx;U#qOACQ3b(OphDp&&1CO zYRGgrSn_ez>EkF_t14QxYiG%BRbL7Lg#ZzFvrk`qSfhdV9i5o~x%coPwlgg~>_#kd z7qLaH&h0RWBpcaT>t)E4BW4I0bzC8!5YUH!d8<-=J*Z;}0Sh5;{rYt*nlKq3o8W}$ zhOAWTIoy>At?NkH$eyT;r{KbJBX%Nne6*RG(X3A$D7IObZ` zH4R<293Pk%A^U<3N6+eY;p6CRaC+k?GVDjE#D-~`#;j^-ch<12HP#F_nRa>g&TU*~ z-P~11ATO})A&!d=VR5`fTK&gQp75USQIR@ZBfIp*`RiA)lv-Q*B5txcDPmm+N21Td zr-Vzgv1bKuN9{81iHANe@I0dznTU5b!MGF>d%s^zy4}{2~J_@=*j+95J!WH*X-wf+>1JQ9OCaCPv3P8W=tC zVbP*0kk<+yF=CUD^)GR&XRm~;;|-?vx!T$5I~{-Q2-zM-bnX@ZI;AJB_71rH@IKas z9YlFLM&ejWisxk(!b>fgIF@%P1T9g;r_5BgVhW}W>&%LaSgDgU+=@DCPG3@yXmJE* z1n~wh2$0^<1KlXRUIe z+XwIBA?x7Y{`Py=k$V4^7N42bk7}$CPzV@DK++TUY}Gdk!uUt9x9jYr80tx|zfC&gFXUqhUR1?c1uygx%O#XcwsxwkDZ}L>w z*w~<1aaW7%jJ{9(txh%TSXA^^V-q~E4|f?gO6s5(LZ^D^vdB(H=YNa-#t&_~>TUMr zlDX(e2gR5p_6uvK>QQ_-HyOoDwZi!dKv*6nx|55knMDg&qX>1d$}@$r1;vZY(wRz$ zdfw1Db(yxg{zRBwXRHiKM??TwOz4}ZlhmYik)rspNo%c6%ut`=NQ=|@JEM7@E}jMZ z{MPuPjeg7w^&$FSA2w>G)%SHD{~LyN=>-Qy>ddi-Ti0qO`JUo*REZQ zf32P<1QY_6L*VGqqwsLhPgZ2PQBv+{H`!5losYzgf1V(yNhADF_kC6Kl`>@NtU^E` zU_k_wGiE_BRad4VAoTJJCQZSw+zFKhv_xhuQvBD+COM6}X+1t`B`I`Y(7729)KH6( zm~*Y{ef3veNwfAOA-EIVgS$H%2pWRBdvJI65F8TR-Q8V+yE_LB?(X(&W?q@O_dod7 z%{o7vwVIRNySnPBr>eWFs4Nd$T?|MSkY47NE|W5g3<7D-wr=aVNJr zV-8|C3umD4vFOF}+Fvn)%oatR3&kUQKF1&Seb&qO*(a~%sFg$GwrkCQj9@82iN5T; z@HnyC=?})6wnU4H+}Ih@!!mql#e&Mg{@zH$a|1s-LeM@Bhn+>}4{lTbH7!bzMrTVbsx-7_xgD^CWqn9CcHdi2~BAKOxt#SUGD zUEwuaKWw4mJa3n7}R)lRHcj!Sj+jR7GP|HoV&j;t$beTCuA0hP}iS-R; zO4NcAt&Yu15qhG{Lu~k>xo?j4_W@;6$6*LtELYmm%D1*Xf?2(jvv~7pi zZ4-4xzOU=a1yMrj_t;fHg2p(*YYCmgM?;#1RqKULeurN zK@HEU;4mNSD7S${h9gCNP45lg#~b5bc>|IvzoN4)O)p?9oGmc;RaK`I>PUSiCN2`5EYk`#p z@)p_BuOWV%*sp~J?9jrQSfC0+GF`{g;X;>UH&FI7Yb*I(jIO)e+p>FQVD*Lt0R%Pb z$i>Nj?>myrVE|`(0Cs=)$;Mz<1#90M45S0zpKr14L@Cyns*J*=Gd$xKIzB+MoL|VW z6NNaO5k@y;=a%zd{em}7d+K#)_odo(!fr+h>}1D4@s3Lh87X-ms^{BWL64Cs`77vp zISe8F_nr8MA0T{Of8h9e=Bd;32XNkX4#U9b(KyGx{1WiPPe=DTaowtOUFas|;#`rj zoK<2aXQF zlC(D0F9>-`=V$PVWIye*`&I;nuhifSAs&h}f0;p6q_=JLlkM)4n{UE77?n4#yE`{` zc!8nX7}-1MzpEyFvjC|PA{!be@TrOc7V^cQWR;Ha(PHU@aU7X)LY>?TXe}4SVAaDG->jUJ(Nq{ra@Lun<>(;Zgv*ogc zgKxo2U98P_EH8p}1);k;Iwa2xx#@~@N*Eey{;?~g3Bwv$1{Xp%30q&bTVSG;B0|xD^3>4M-<0P zPMqc#e}-(dJyZMvta;NVMs7sM9~7yHjl%Wjkl7;cB+|q_i^{!+W0nUfUR01%_pJd- z4!@$3@E$5`X~Nlcz9q#I!t|6jJ5R(e8jU)cf+tG1j)SEfdf8Jr{q9SKn0v_K5_=mz zv+6;JQ=VR_9fUmJx~%I2Wu|FV3I<%Ui91>7^%Kx8wd1xs9cG#aB4{#6(o6?fU@vTz-_ghaeea^Z}V??pLu2dMf2~j7R=-boOKAA(5y}r@Q&b^j(w4OYM zf(}D!U{zw52x?zTmChY+!tmn>L+Bes|vrOOfCG^C7Gm zm#qqb@eE`}LI4~RBNLlG!n}nu8t#rpL&1`*jd052Os&{Pw}`6w@)9qV@SDSZbrkb= znCk}yUq9E2O3*q)k$eMprdER&g7@)!1{1loG3ziMxKq7GBl6gM*w2}gktcHw2TFsvGgZ*BR63Il*&d6d%S%zsuBofKDV$OO? ziU?-IDTx!yl{Rmrld;qYs~LY;@CZrU$afZs3V!OhTm-zrS4nJ4n}H{&T;h|bv!xoG z$T%T#-eaFAZeUOIRBM@{x$AJls6*JnQ3_(G8@sDS(+k`ZyFq&qg<`Mvw1M0(;#T=6 zT7{ieu0@9Xn<}Nr9?kX00(m+Q`+oKov_W1f`sx}!yv2B>*BB5N?ejB5TSK-Kw0K8} zb#W8Qi4bTC&Q`ub{P{}t!!horJGee_$trz329asJ9bfXW=z%MH2OoJyprg6SFNY5L zRVjau>%YgMdZ<#O2vT4-dV;0pYamQjbH-d#?@h6)tpi1ja@rhQd^DzwQ5-|7xAx;p zEoV@#36%J0JV9d5eIi>3>jiF*FK4M^IEVkPKw?QL&W$&)Ur;SkZ>4)ai-5)B`Vq4A znHyy2_7g-gu(*g*>%ZH5w#u;T8F^UAwPva#IVV-shu()s{Cn@+hdcrMl}F`Ux9QJ4 zDRJ;*jzCVL5&1{IDk!9vf^C5pcKiE?R~2y_?NP}2rBwt$#^H4ae8w zWxVPV|1prf-E4*$0upk+bz^N!m(_An@ucyRo0324q+|eM}DzU zyxpF~N=&`3y|5nn(}rYgr7#MmX3T7kcYZiIX1mwzFMh7p9#}GsX*JP9_5Gj*Q*;85 zTi6Qe+cQbQqMtRMopVT7*zOM}1GhlI5p|rsakimTq!%` z#`+8!GPCVZDMWk)CIhIJNkFaheF6>-2Vo8CH$^}J;7KZMI^Oawx4O2Q$+uAVG7s<2+}f;s z(=MHD(<7u{mhYz5PY`aqTGK>dWMtaTy)=8eOx+L;#9?5y;{b!O)?E= zKHUV45GfW?7bSf5WQZ99ju3rkGhN}4Z)qwDo=ar(l>FN6yqD5Glfm^dc;vI_xv0}I zx_9B>oo1fs0ulGOx#Jbzz(A<)NQ74GTbB<{I(;gR$z&lpbRaM2o?@sBuMJFcZatygN%oe~ftveLzO8aWM(!HLP zIOu?l6xO21@Ib^qg{v{X7NqwyZd78!v>%iVfStroM872=q|gjs<4D$AyoDc@XQ-<*m27=T**+><4u>W3XlQTBv?(E~kl)@Af&|Lv zpfaqMo77BZ&5B-0nBXrv=mJ)eKhM(`*0G8#BSd0ze_*p$?+RC!OYDIh#fub+OczKg zChm|TSN5Tw^_05`+3eFhf?+7 zMNjoa>leC)WVt>v!7)UKq$YWi5qb7t>4i^|Ac-8>ik#wYTJL)OHwQys)@lI(Ekyhz zaO*uTz0I^#kw6GW)%a_(R3xpjObRBd%*Q?Iuw<%uooo8W&ABcjn* z%J#>Od!V|9uPYHsED|pa{gXGnMl>0KQsu&! zI1%wVf0&6$eoMUA9PmFg@DkH~!!xgj-dz(7b=scpE$O7Q|L+O^1v(|)1g=Y1)!62S zg9Yeeoj?P`1Kx>!7U!4(zPzp@z<+#Q`uNr+N{+-{YJZ9p;hdMPH%v{{;e%k-*zYU# zF%qTTGN!A?z6;}zztv0fO3|H9+JG|}b1G7KEVH=+*Cxz@c|FhdCKzsWB~U8vPt&(v zK=~4bscl6B+wEa&kIUm`tg|i|n|Yagc%`R% zf9!i#4xRhHnU`2D8rFBU-_chjcl2HT9bj4c(@kev-CUj}a=C@PXNW#3&1-4a@wUmZ z?*lk@I|teK^5fRi1A>OWa(lg$9W}0tvX79LdDv0~HJi}yz}QgP;CrhX1zn?IsjBD( z9_Qg>@0F!S7xOh-PIvCN&s=as1z}LLshoa3y$I|3`({qwK&7I;i!u@6HBzc`CJi0U zSEyI11ntL&`u)VV`qa-A@_{m;sPM8t9Zmx2knLeHiL|0&NdL0HT;)=``S2IWquPPK zw*NKYE&tC z*nP{uE!~0aKq)Qvt&*#k>=;YO=41ez+b9<3a=Ct0|F%N!)PX+WM8nCC@Zd%mf_-z8 zt!8h0>t9V{RX(6DxiIQVm?lXLsf%DeGN|LFyq+g5JY!wGE69TLo35ju8%4a zn$Uc>dS5PtExBde&G#duf+Ln&a0AQZM~v^+(9M2c$vDunF*v1i`yycucN=Igh360x zvYCeK;k%RS%f@&$L(KX>i<|^=8agDT<>a;ZxJInjb(mn1Yx1@=8ToMAvA{_bl*b zsTI4t^(JEbk6uDWnSUV8SKHTvLp`g%h8aDHPfY~gn4GQ-Qz_V9&wpaQDM`>%;1OaM zHZP9BM>2>mmaY0wVN4Str@9dBroEjY+y^O@?!&#ZH4)j3fu3k)Tr}X4T#)Ygjr5~4 z;YuJ0{@`QIa=Z8!uaN9aOcGUXX)>uJY4f>yH!Y85eb9I3ebdV(QNvayuLJd#k(xe& z89&*?D_xkQBQAxBRx``n<``)gRd)h$&$@B@pPb$&h{xN55!T<~C1%OFxp9!l0%|^^ zY<{KA-EHM_Jr{m(-snZZgW>amGR`{Himp4Gv*L5a6Y=0(Cqzc}mgJNBlTH8WM+AsZ znTdc1J$_wlSomhV)S2OMweDTu4dJJ|tO#u8>I2F8p=1`7q&_Q+O4w&3(*0!R)Zu-J z1oU`?uZ{Lw`xW(d>~5A=B0p8|VLr_VT;RO>8h!3%B9mJE5J{;#;#LgDQI_qZhwCEe z!Oga`!d*jsY^r5|uXMp&!uR*dBN&OIFi>%yQSMsLF!CJGmAw!9u{wR^t+{mVl z_$X$h(IjH(P2**y+OzofLQdziuFv8ELs!E_xibes@T;Z-csigE3coO2{BaxT8Z47s z$6nlSmgA=Lp$dvgvXw@;p~C5CefM+8*Y3mH9ypsCy0VGkt7L5=N8akPTOHx)8?%A=%0<27729Df;8Ui4lR^)V~ zr}uZ^(@nXY1>A-Imi8-EAwqji0ZBe?f88ovZg<9PJYwG7P)hI{yGiG*g7yecWNrvz zyQw^Uy9$M}osS|dC#G#~;*t&ewsweuppj_3U z;-fs<^|(N{&l(>p>tzZPfveX4(u+T5DnXJ_a8!K>j(4Sa`I5e(YJ2|qyX1In(7P;s z13LCP1~s^wALtXB7Y2%Z%m=MrnT+SaeyW=LEVevS97;rj)p0Ffi*2AqG!0_lF5;eN z7#Z2~YYCBVZEJxPPA1|VEN2@I0=HOSg(vj_fonvp2)dC}G(B<=*Rt%+{ z8@Iuir@}uE!2HLjFw?xnMr-OXF)46WgZG`ZvI-)}UO|Xr{UA+Jo!JT z$rOZauRapZCN1crXO^YE8LL`?$n(ps*rs6tvn#d%Tp-&?RytKNeSejDP3yct&GR>4SXGNI?}&xniRdP(CcL#&biy6UORDgEMlsU z?sr&hHuUA?vWBA;t_LrkCkBlwn$z>W<83@`fOr^n@YATGh`6K0fw>pyz?!ZpFH?!V zwMVOiH1F~g(6mMs88wW;CB%&s?Jh?R*AhaHMbmbllK0?!ru`JTDc;q>)_dU6#PQ^a zu;&q{=i37Y;osm1l30>BXzVM&zgbT__A3eupIAYzfG_!bvqNRJ;FEoKztKS>)b#^a z0saV-w!oQbX;aV7o`y_rbB7~{X3a^}Au4Kaq`+~OO(jS6q?eI@a{n>H$fBCr;yN)6 zRxwchV7upccb=K;t)xhH7Bs4lJ)`OH48Pd6f@C;II*U71D?VZ{6-Rg4<4#DlIq9ls z>mX`!C^D~f+F72SEKM7gWIMz54{0*v0?GX$i<5o{=5%vRgS9nf;;!R7WXIw!KRZ1S zg0l;bj$^l7W2&nA*z@?EFzts5X^!*nW4~jhM@S5oZoF zo?!Mz&{>0N#ME;x(VB&`qf5^7Kvku}vDhL<{>qtBnr>=txH(M|HNpra@sK^sYt&(IHTLtiI;CgXTf1VqG#BjkKR7l^+IBk_ z)PJ0LS`I|23_z(1V<%QtbJHdClL^fJpa$o?T8+-~F+vZ>;FwG_v4sHl8nTqIpU4Z( z{>GAA_E0{jTb{%dusixw5!+Bv<47&1=U?Pbv$u}bevExASxddG6fR^%n&}?GTrE$C zJmZ7v?BI5^@Ybo@^|3+|&1_K+pJztB$~xMc%Aa@J=R{m>4Ne+KTI&qBaA{Vd2p82J zHGGNheHIy$2>%PVo>x~~e`&~RdOwagJ0L?qC<=cPpjDNng4I7EV?QJl%?|#=gd;`E zL_UEf!P=WKp~!{!+RkV{NURt~ z`H_W|)Vdd5EFv6OcARgqgP*h;^czRioBG={+J<}4hwbJR`_i7*$6({#$6{3Ez~#6u zDa&W))z@H!F*<5fvxhm0dEM+hnK~4EO`$Ytb)CQ>)yY9MASqLAA-u~+&n+35M z7E8G@7=KsFv0_piS6->Z_hP;Chh^0jF2`aM0&Z!h{nzh!_I8!{iJHMxKl%`B59SAJ z%}abA;D^rHiv8oc+J9qI&hI*v*eXEJ@#N>0X_!{TxhofmAGys=hWlLE!f9$Q+lX=;U6!&>!K-f3lRtsFKWzq9pL91LU3+R#B9T- zcO3h*^LeA`#-Yk373?EPV4zQ{`UNBpX=BUuU52cQd4BFR|1zzto zTJ=(2)QZxbQ#|UVQh2~t&I<2%nv@7`z>WS_;MU@!nLMq+I1;xi9_dG4t*dFB!-)%q z$m7Ag8SO+ayCMf;(EZpn=)Ox7pomSBp=y@K4R!yI< z+1U=iV(7S|cFAsO&uMPxrPk5vQ{=ssZ|~Boa0s(sf}{EhPi>UwDZZ8`oX!Tsl;3<490=UOpRJpmjv4gU0<5n4#+LN)ZP$Z zfpH4t7@-zFYkAn|k5rwSTvt>4e5aCJx5i_>S|TD_CX+8!r(!HwgEq#~=Z0@1P#C8~ zf%c!JdxP>hQXqCjdU8mbE0)xEy({Lok4#$mVl8JE>WRy+-4yJ9|9RvQVr?{7<1 z(lrqE(48Z6`kHCaW_~7^Tx+6N(X@_QpR}&>o+V5PA-+uA&@v^vd%ATG4s+gz@49Nk z?J)i}1w=eLSDh`ksIk!wkFiytk{vhWL_@-EJnN@nrR zD3g|6vc*q(f@0-TBgZ1eS{(B^wNmcdqZIAHMV@1Py&-kBN2S z9PA;KgeXiYpZ6s9mwRZWypIK+oNj*LT7GV)8xyXz9kV#w+1gBN^($Y$@u}SZ{bb#) zuav@Kw`ydi`_4vWiBvR3U5=6g zk66U~bpd&*!hdHh510pI*soa>3^*=f3;?epOnY_{nK>?QSX$9zVC4N9od^n+)G z_FgL~x3OCMYqu#wvDa_LyjgmSoGi?Zn^fL>el_fWf2axHgoi1$aWh<_GicP6*j#~_ zarwPk_|Dh-ug4QH)u-I9ENhdURH_%_3IiI`EP~vv_CrALN(?UIH1G$9vYjoa`;WQz zEHu_dgN+*A)2Sbhk0){E(_$`^chO%@_oEzZY0~&j)N4jau^jRDd6}g`T~@DnKI9~p zo}>QFUMR&NisG`XiV6&U{+QZ|W6-gB2Zad#LpC zz;5~vF8y3-ZHf>7d9H7jhyaO!VKHdX!E}2#(Ew@n#b;(kvnS%DE>g>TOQ}x(%BNZB>svj}&qX+=t^XQg_GddLGIe9gL0Jpn~N7 zd&Ajsevdph*H=K6;&uRl-zC`+@R8AUbm5p8QOE4@9 zm-j7HT+qX5XASpM?CZ6icXXd!FJY#u2jAJM?uuyTcT9;0s)-r?q;C!r4 zD3u%&&(iBYS*%zX)iBSg@66}Yj#t^;9V7eSXHi1|ZaX$REz~i#y!|xmYSl7Qf2*TI zrjaT*UGjO>i+N2I+^BZZa(>WiZtM#|}GN}a>^P}^P zQ20jt_9tvSWqn>wI~ojX)z?QQJ3d0C$@Wda4u$1N5}P0teeEBAFfED;e^LyklfKv< zDRp{syIu*Ss_O`kI>M-q+B`aGHFE|zcpskq0}hGaBL83^=j;Eh`=Z@?*hrC96K>U{ zU0XDuBYv|mEq+}uBdY4?Jp3N&s+Qhz(U4aR#Di!PYPIxmA6jSC1zD`d=Z$WqSfA!- z+FY&mbkcVeHbh^S9l=d4XRG>cW0e27gIp@<>q!gi61m4k0K!sh@r(_LseK%M9nXr( z0D;$_lvK=rnCR;l0gShI8dYk{GiB#ey8iZd1iwA?9nCcAw@X7Ex|K^ca7!dP&9+$$ zigcb9YY(G@?lt05CmlOG6(f%;%b&JdIS$Xg#J+RvTs|FeRa^9xxzA$@mDOrFEs*6K z6!TD2*zb&XtR|PY>(%o;)y$NtckKiB$s!*&#EaK4D1ZKQD(nDCR817-JlL=z&U<^i zpN&Pnry=Ooqf~7f?;WA4sH`?#jJdNf{Zz_5TW#syynA_3;>09c{CgC=zEmck?`RhD z8Lgh?tPV3jqF!g|f@i}ml;kOrbLsy2#8@JpzP2~~!h1*Eb}++0wMoS|u_EvwGQvP72R- zlp5V8xogv?7#})YBh^oNd*s%dEL5?E7TX8^4Q+#dDFdo+86d>3UJ<3ck$3&;%=kT{ za*2lVMLfOT(15W{uc!MD@G_n4OLvSlTB=*mV(s-}L#1+sSFM)a#klUky)YE@&;Ld& zz$(Qc1F%B|QP*Om(bJmZ5>3;h^QqEnB*{t+xN#EH;f$$5Kgex9A!t68LzS#=*yOHu zp|Am}Cz0VAh}fGQNn$lcO_s*}yVQjR|Y0|Ruc&gg>t!D&wrT)ng6wDT@02}?#w1 zFHn$JUJarv*V8|iG5j|e2SQC*g4gH@skR1xuz$L})t%7fMDlj= z{&0ot3aF99(I+~ZWEPFVP~&(!&~yB7Y(SCb(&)H9O|{Wz)7FWo+WT#h_-~Ao=ND(qPCH~SE91!DRV-Z^cmnADpHt-EM*%kc%{Me9`$suPw` z^~&KDHRiEn!s~>i)-jOlPWHRMuexwX7SK1fCqzD)%me@F;ikTa1#wbWy;5fI=NFTn<}6{%E@B(p=UVseWeK87+>B{P6%+!DP0PPc*ta>;=COe%XG zV|op)*;~#FA%PFibQU{~xYfIwuKXlLn=onH)fi{)@two)=j$vhS{@f`&HX)V&FAXW ztp@IZc7NMmg82UwJ9+{jc390uGFwxBhW2S~+~*L!)4}38myWmKHH^(&_f3Ij&;C|2 zTkb8Yf2 zjkwM~BqacWiaKr<0`rL~@t?o+fzEl2qLWx-|<8^=-5Xk>6#(yRMe~a;- z9PD3Te*B+h{GFKnA58rpO#RDw{QqwmK=~rVG$XG;a~@P#Ei18G?%IF2=FQI;gMRPf z*mqpQqW(c%{xp~m(LQ-p7-$)YnEy#){q@Dy1K^TFfk_c4|8qbewLp7#!?6MIq9G9E zGHDhx$|Z~(o}4|Ju}U!l{*VYI%BAYFKo9#}dZ0DJzd_qqo2^IZKZ@8@ zsZd^|MIp1%k{p)SVu-Yq4#*L(yoHTzE&UOZn=1$2Ccy{C1=j@$h@%w9k{EF612rb< zJ#Uulb6luaV_?P;rIT325fe8CgH+qSp5)0j&#J&JT&ZkOr&7CmF2K8j_GcJX!CUMlyOU|ILD-Hf>( z%t_0I^f5&dk=W-xyYkO_s>j0)-=Je4ePL^T0`th@z7OVjM`Z0=0?EYd&}8d6e5km6*Nc0!j6!kV z2?L6Bk4Yd&OQ4C#JIZ&X3Dyh5r=E6d5s zK;V9e!fTzj%{KTayZjRSYa&IQ{^rQKRO969P#i<8 zNGJxlxE!hec-d{<>*0Ek!yI1)2Bv%O>gD;S-KX2O55FD(1ta}ukN`czQ;THrUO^= z54CEeg((?+%i*e!!7Pzb&6l?RHXD}ef_4RIuAapjQ#7f#n-f?zDJE-J?uucQ+ouyR zV-nEg__6oeo8s*+^`=06d4G_mRHNRi!(@K+IP;3)lP1G0P=Z!FhhSlMcSzn+lB%hzKY4`Sf#ENAfzD{WWrEd)}7d+4~lqB6Quz_jKre zI5VeR8vuv7$Yq>rt`mlD0HmD6W8zVR|A5HietNtZ)3{}5N?%1q=?@T44D7t`x!HXt z0}xGgS+EH==7&L&(S$9zw2 z_Q^H4dm_m5b}!#)&vi#Fb+PuSkN?@0y6Z8L?>eE@dUYj&d%s}qqTULEUdMIwr&w5F zG+2UpPb=>nIIG%gG@S6$)VcQv$V$R}6vakU{Dr^K>um|(o+)4#b#ZjgHE1%NJrR8O zF5m{+Y|qp62dB>`Ld$L9hWCT3-Y-w3e($F@s>eX)#ae45P35fgq#DV<9halU+D~c{ z*%rCB5f#LT;a}V7?!nd!;dWd05l5N)6L!6OlAKaeUd$Nf-T#X*3N!Kc6n2e~gr~|6s0stj4|g2-w~mG|!|ddy`C8w(;-7PuyC0Uhi`CQ5vFc&K|8h4*r!&9m^-#)p){Q1! zPIBVF|FAITSAal5{fs2E1lM&6yeOO%Ry*Bea9|7YhYKt2C-^yy+ezlI&MY~u2^uz8 z05o(=9+g}Mb%pTWuKCZ_m@4q}(|zd}ci{ZUJS){_AZ=D>ILZ=xkQGV~J2*7*JeB@j zQ$f4V;Qf4&?w_1)KZP7-GxpUrvm=973+SUT$m{j!(oS%mu^4G#Xc?d3GaE3#`ia&_v2ZwIeeOpTps`9o(#L!aKik1KGYPWVp7fup+Ll1 z@0W*F-{(ojX8;6{a3)Jp<9XKlENMtfs} zh24to8M+;=(_ioW?_S{NSWfs%-w}@T%$=-!{=C65Xa8`?VmwmQd(7vGMj=&W<$hJs zf>*D+|pPVom|K1dC!{O(m&P{iivx2m1!FZJ0{-AZh5ys_@denMb#w3 zBdQ^=gS`^J?YeQvrI8$Mx(c>#w+#C}Ro8a=J2XJ#Yt#AFoQ}?IGq2~_y(BUV{g1u+ z2L}&w^m3hDEN|YMAEe_kHG~m)G*nOGcCCpHEqZQ@kb5Y-GIzt5J?1dUVo~? zq<3WK63`B#@=sazjIyc}5c+0vHRA-!Aop?z1%K`nS?;feSoTdp8!gFV3r; z^+#1h^rEDGnLB|5ZUwS>ccZ5)($ok%bKNX5l+4n&U9({YOe(i^U@JIA6gl3@aUuU? zwka-gEERee1VRw6$)n33KXHlf33C1X-ZoE4-E{d7bDt0CJWr1DzdY)82VZD;ob~h~ z2=9!HI0K&0TFKLP=L)9k=)yG0i{KE;!H&WId6Daiq5U!{)p1ts)ACx19D9m7&i9V8 zLm8etU!gd%q?pZ?O}KX{au7n1hBv|L#M4^V^(N2=RC2VFB&-#zKAcCKtB(dQ(s+UXn0AKNU_V_>k^EmTkUUNSdIkoRvMj!Zo!*E`@kKCfrG zaU18M1>EG?(w_%S8JE#0Bu85kPI&_C5#STQ#?S7iDp%bON=?xl6))D^?z--Ji9#O? z(q;OL<s z6qGgXQ+vBKK3_H|pmIZEl^c8HN0RJ@P5EAE#M~OVYQ1xU^R=_UN{KnAUNYy*2@68; zF#hm9`G=gw^;xhdG>K?N1y@CL1?H|o*Lktd6SYkVG{(i!LVy)9OC1XIr`zs`Zm+I& z*MSA8ONE;ick2qm=5K$%BjP`p3at+}{{D6y`v&%qU^MVu4<*G_QfXPm2(-Sv_Mia% zWcl4svqg)y{k+K{8c%`zkC}}8gB^&z*iMOdSlo zx@e#}&aKiA+l5MlzF$Q7zmY+51a;Lwt{)NdZkCgM%fKmQaWY*Pz3eb0^(oip;%U4zCD8X5G{VnCk1#dw2#a(qnI-5)Iir}1 z{o-;Pl+so7J5q+#$&hjChBvS~m-@SX#^J^1i(Abd$S6U!n@IkSM%6RE*CvwOQZZyUnadNX zDr&D~6Il9(3lwD;ivv+jdIye9*?j&Nhu)2$2!wF9rU8T}B#x-l2o_2LCyqy#n=oZm z3JL`^o4f*+{SSe$rnq6K>o&R;$OE5rCS-6(2-SMAxsPh5{3f_XS=8>BXz@Z71o|M1 zu~=3cD1)co<9v&w)4&kLrlJw0M+l6UbnAO=xD4x+-6_EkRx{=Fd^gIJxF4t6NfxiE z&jy?-z)JPJUhqX3VRv$PO*d91V@ziE`X>EV{hZEo?>iLFeP~7@G z(}zA2k0GC;uAWkI9U)nUVD5h$J}8sGk){{V=Hth`Dh-kM(I-FNXsX5LdWk@&rb{PjSHzsnW#7- zw5PADZJwbi7~2>02kGKh)G71>Y!lDp#&$2RXW9D3X|6_VLAOUDo|EY|NQ8F%#J=`| z-oe>^2m>aFZk-qN&`;==$Pc^jf$-RYb1 zLB34-1-hHK(M4n2=(!1HXn(Y`fxi#)3`9WU;CDyJTPlXG)`p&b{EgWT9YMjrs4^+N4|&SEYC>x)!?%n5KS|zoMT_Feqzpn5 z$k|%KGhh*WiJ*!in{+c}F&UkGUyw-)gU@uJTvU+ZLw7*bST05!AQ+Aq}R&O{YX}7Awf?clF*HMq2{ArMlj-?l9wY2ulCiQpQR`2WS4H z#hBBI#lxfP#ht}=%HZDUC%kPO7t#JTm}b#3&F42?aM19oky5oMe@RD577t&w2!9Ql zAOC@pm@SkM0dfcpW?UR9AmbntWp45vhsk8&)Yvt1(B_tg8|9p!%vu)iomYvWa)LcWjEpXY<{s0jh12`i znbq>v8Dxk6-)5cPRCi{D`!W*8{=;efB^>`E_MqFUHW)2$zQm92Qyl3|rhiZ7)+Z~7 zRuWilm(#U1ju&RG=b8lw1e16s0j#@iF9E=0giXc$wFAK#$L{S68brPxOn6vot%p@Z ze)fhBnEx^vlYAywlc9u=uGTLC5K!4IUsM^Qy~eK83$5`~@?0m|4Ze;eP4$Uc`kL^E zkznR~+wQeIe;rJ=Gmsfal(*(|fbcbS4<%V}=-rV>%DNYywBtvMG0O21qo?*Gohi0y zBApwN{KEp~UI5;7HX!RN7}Ir#oQ(G`UG z(4Vnfd2#*T`Po#TE}=lubOxcW*r$xI>90)^Z`|tDtkW{0|6!eiJ1?_$K_UuDuV5Nt zw;q-cZiMa%4$E`NEQx`7!`sV@?z=XS&B-Yx7fAjY`7W>$Q78+IRZ_eEU4T&$n;rRaT3phWHou*3h&$nfmUEE$#+} z-9sCQsu{Yg&gu7ykn^G?m*YySG)$Ij!@y1A< zsrFI4U8YsFTnpE>(pW^C{+A*UAFwjBTl46QAO&2bESi#L9W!Kh$wWVNh=p;43E|nT zG6Y!q?z*z<>9D50NP&OQS&PCk=Ae9h68BRCoivOA&R|Mx>J~J5a+AI!Ruhaa{^d)b zjhl%(4B~kUkphoxw=HESq$g^eB$|*I3@Vxf@w`-9jp;76pVo%|%e*p#IErY8hemL! zfX^F>2rsX5Uh3(fXXC;ZwU0NdMB^{d=O^dX=5@Byve8 zY!e&}1UU%d4V2Nj>?(vPr*R&yN7_8oBk_cLcYd%}?+m(W0{wsi&;0Z-QD<46&bAv2 zxxvLGXoK-L?G$81WX-(O#2@yTEv7HzoI)A_jDK{eV?zFH$%ytMowSC7a(b-u0Ku8Z zf60CO!z4F=CgnuihP<<#1-m$B$LPwh<9pOv%Gw{Oo>_LC|1V_?n(}FUT0T*>G>loM z?=fWVh39v?gh$2L#&3os>3lF&F*X?vCxVR885SHlhE-9vuo1+R3mj0ts0pKc7z@7B zW8{tKF3K3qGn{|;d$w|MJ-&hB81L|gk4NDtClPcy8ahfE3$B&=;C1 z%uSk!N47F0y{>Q>`OY&-I5ymzH1b5UC_B-AqDr&fa6jeZI?%z5uFQU#?JD=+X+F*v z^+-g9C>8ohz0<&9)YBm_WKYzFn-52XrSx%HXxIrT;3!hosL(OdI8pD6JTjHTJ3!I2 zMg8WU!%0MU{8ZuSF-7TJG(Gt+O~N;TG_YJ3lC5qTg+PZept!d%h|_wQHCo2-?`#GI zbw#ud$(An3{veacKXfpcx+5*eBo(G@5D38G!|=cu;Xd?|$?@mjMK`?o4%+_?x2?YY z_4~4Y7S;A*P!vaKvof_g1n4sD^XH`fB#_1Z$Ma$Y!%jZ=P5l1@OQ*R6S@03I|Dd3%yMBWA=_~3umQ0Z7$9I9qh|yeyf76Pdm%aiLRw~k;4EQ#d%?k_ z++O193OkHZKI}^VXrCE%9Q^kDRik!Nfu^byCAbo^m!Q8rj$pOmEF%yVtw zzBbAE(7m+ER+YvXr5!eGSkORI07k<2%?-hRoF)v-s9=mSibf<7<>r`N1mlee08tMN z*6>_Z8fhE>@?{_2F=mOx0xTDU$d`$mfR5V#d8HzfLgc_3ainJo8jS(v<3`}7W+aIl z1%>xR;Y5Fk=;0vn85Rt4Z`8t)8-p?+Y=;}s?{H%hKHh&vL5VUT*~-Nz1&cRuGr)(T zRBp_0d6~1!2n`G=FHs80#QaNlthwmGyYBg%)db%Jz`h~O3%|!$mqnL9uI)@J6fH5kJ-Y_MP zDP=V9j0m%xG*P`oUzq;KGg&-C$vkA9vn20)ghmeCqXEw(+4L^%814s*fAj`D#R>5D zd$zjee!*El@7lZ3RrG}pxuk`TEv>(jE^9vd6P#j!1=>6xO(h@noKB0`1Vo&}x<+Th zF*q+gD^}bQ24C*9+FqYu^fOzVlWm{R$Ir&Vn80{oq=$CRKP>Lkm4{ES(>Rn&`;7Zz zpHIhUK7s?y6g&c67+c)y^zm`FK)4^yrhnmd;WA~*JDe`9@7Z()`veC+Q$Lwj8Om}# zUUzU>8BHe;9R6b)`+T}wbd10&dgUe8XT|(+eBuzH|4i#=6c?i&UFF`U@5CMoJM!UU z{df9Zo_nQFV^$Q?0=?vupFcL&Pn;)4fEl^R=A~_-oyOVVk9Lb~I8OwWuydlzr|5oZLE zeI+eCW`e^Qy|!%U#V6pHup^xqNH&GBZfxl zh_jW8I^)?pMwAe42&Tm0MELSDy$53*zC>)eL2$@?1c^~Iq7@uNG=-ZT$#&js`+|e> z_~%DyIF$LvOWh6ar?W7ekFGF6bhTUMiW}%|hQb|NzBl~d;m!55=p>CD9SU_yy@ezH z7{G(wNG^?&uQ$$t4p84TkYUFf$Jh%U3yUhyK!%U?`;&eWrQ-RDY?4XuG9AM;5mccQ z;Cj(hbPdT?w>V=st2CByCs5+&pJzH(8ryR*5VD;wt$ebbBk8_ydx?H?Kf)8Pz8&Se zcl^-okJdB&6@40iv|se`akfCTAI_wI z(R5ya{1mgeyyMCmEoWSsY}+#F3L;`1TT%9Togu(V`;D!FgNpcVeEM|$ zGwJmcyuk^>>Bx0dEL!&jFaQ4czX!oVM#6Z`2wRhOXt3+E!jFT5%jff<4Zv=sJ*AIA z7ro??pFgHJpE!`rh=DD3BaR_$JT?Pm!_i_SpSplyoDh7*=An(FpT^1Ku^ZZZgg_LG z=nJqj2)Hw_;vHnlK%HabV2|SDGD^m)gAhi!So?udbA)`zp9M#74ml^=uwS^J!V<14 zW*2e4^9T-34t6bN<{G&_u_?F*am*N*W6;Bo?uC5-p3m}wA>nhC)OX6jC?e0T`t>fd zoeO&o8!;`Z;$Up1QsNYw3Z)Xfa%VazUN1LD*bvQ>Hf}qfK2AZL;3#^77{$$I%rd$~ z#g>LpmZVegcpwxdj1D~~Ehmm5ibB*NiJ<(H%}+z&m}q&abB2ZEl!*qINR40dCdoOA zlZI$bc<4MXFB%qZW*k``DIubR5pba!N$BSI?CM5m+PG0G{>r1It-rbI9T6(-w_NAT zm>hIg>3A?uX;_&zC8j&Tr#0Ti)SxxqQ#2V{tkY?E~Zb$z0A~-qObD7&ZXy z1cISXJ06yzbPR(zs<+|e_Xv&@ zQw*`KaT1x8LIB#YzmP3oY$0?vTR+V#GX@vJLG5s!*akR;(f!eTgkxYt`Es>iX@@BX z0gz~Wj5EkSt|7WFT+Z$BowkDk7;H^OEpa^AhT!LT!ST)HxA-)&gXtoRTju_|U1}x5~LbTk)`JGE+5MG)(pK~%55{E3Q5RHgRw7eM3agG?rp%bO$ zh(*hp={JoA&vc#aMjDCM*K>wvJ$DTkxY4Sk-88w~+(=nV7p2%KG`gB8ugbDLSG^05 z4ClfqlOE-gM=oi7!LU?pzb*XTm&fn(zl-|`=S+QmSm(mu zqvy=DFI(QxJkt0br!&z$Fs`3W8n~AKwZ1;#}n-;UIA? z$B{OZerC%jlOvXIe%a1d)IO$@^QZ{HZfqL#ls_CYW~L+&j?3nVkp~V?HpyfgMDG#u zfO$ULX@~tRt!P;o6)bJLAzFq^zo`#q3i1~gM$34FgV8*MX{9_v%RoySQaz1Klt;-D zU^PF<7H9m~?;q5kC4FuJ7T6DZ0+NJ=1|d}yede!2#dz?TpWwAuwcz#H)S>rsZh>XWsG#C zp#$#qC{ooxk)66lEYJEm6Mt5W(abo3bWM-w8h#QP#?*@?j4pJfr8I(@XO@lTW-&^QT)ZojEiKvFhYy_$7mIXiI^v2o@**`&6U`ek%^>w?e(`Z z8_GO)<5z~uop$9s0=-H4NBhVqK(@z7Dknu(H7HUXS4 z{#dN_w2qiGT>?PN0fw#PWMtN$%&;5h5T0 zMG(Na;8`RY7e#<7=58KHW)T~f&Xtr50qJtda3xn6$|c8EIg5Y@h(Ku*kTX`=#C1Lq q5CIVo0TB=Z5fA|p5CIWz1pW`0Y#>?Boc^)^0000u@|MoQbdSgOd_ zQxs$DA;KQH7%7)>Cz2Oo|CO0}&y87l*o1i2-Q{Rc1Ba0BfpFO_BqM6xM3cB zyg6LmD*bF4&X^&Zxv#BFz9+qX{SNt#1OtPu=Wedl3|i>@bSi8at_3!XK=y&?NK%}V zvLE>P6OH_QI2DX-!*+M5f+ne`2vyjWxSj-wA@*pLUE)hff_m$}B9ZRnH#fRT}5K4#H!JnQveZe9H7nzZ8E5zKlr=}JJ!Yr=(T3Qa)+v%%0Ia0KYDuSg3JeY@lV z(|`X8T+qZ~#>KT5EbmYGU)KYFne7MFeLuA(x|aK2&$<2j9xX!NpWxrurv#xzw39MV z{_oe`US4PYZsy;QfU@0f;*7YjRE7L|f&W~f&$Tc1|2^V9rasq4#yPD2+0b9t&q_pG z68^Kvzn=laMK>|vl5QdR_bD`4{ND?)D8a;i`0uBn?HDY2{^$7qS=|$y-EIq9QpbOv zFFM8ly%383bB|vA_Zl(&y*juILXSc@#u?+^GAh>pKNnK0|9|e$m*R}>->XBC0;1G^ z9YphQnIYQ$?}fDgpL?7x?b`X5UZF$ci1{2xi&NVa{{J(1g-69>Qm3Ee1hP{9=LG*= zLM0wmk#ViZh48fsdNyuGcD7i7gRshfT_vK{v|5!lN($y+8Ay|l2&d~x|L^rz;yMdy zR}Pk1{!1;o$<0b~CQHnp{p*M)S(;wtIHr55cgC_rwqFNg|J)SkV#ai;J8*n+b)2M^ zcK2U<(7tOX;<}8lC#%yA*O5@Fp0$HFN?z~lkDcIOCst4?M$=trHQVfXXUcQ&I=A{# zD96qT|L?W1DFY(?AVjYgrO=S3f0>(VL{(^1nw8U!o$#=d{JpW1I`=qBK$ZJ+hY)A6 z$QG;H)^wgtqn~|5Cq4I3U0UGje_IFqE1;CxQ!%1EX4UXGyhg*F`C!Wz^ttH*o=lT^q-o;gx;t4Ob(=*N^|}&~pqC z?P)cg{e`QXzVanrtd*1@l{ZG0`u`MoUIG)a1PM!>C8bswnc`=2;^KRiji1i)<-JR2&Z_2% z=2xbEU#8C2h8HS)^q5X2TqOE0bwK1|;#>D6vTN(K;a5BX0UA**@vtOcVX>w7w3Nz; z&U(kYvaj*T+Q;Y7(=r>E4aI*Q6q`11P%_vGdFCbh!|PoSc>mYV3viv0GzC#?2mifd zwpld5PY}YMk)c-7O(x=hDe{tMG0v0fMC+g9XvYEWZN~>=0QZ)06#I?6jHDAruYOo) zHuCz;?&0CEZEjD*f1D-(?rwKl2v+Pjz7p^_;(?kJsN(e4WWY?l-CHE&br$ zKMRA010GrvUiAjJ9i{_*ODp;MkEtJ-wXm^V)&0H^BOzCJDE&c8RZ*v2xp&h4m~0|X zlf~d#8%ksY2~C&Pcmr#(g-W|NA>$v<1D-UdQiUHy2%9g297;K?{Ldl7UI4=XAbc+} z6aduN#Z%C*uE{mnWoH-z{760?<#vyL|5Zf`0EFVfJ3p zD{`l*1-~S%FDOnbdSi|es<-Mz|38t;h#T0_@A=JWU`vrr<#vAtmSa6e`7ZRBaa7It zs5m|tzTzjY)!k|D|EZ_FE>8bHp2_Gga3^{9W*~59V$*VO!rr)RQR}6l5GL-N#|q_r z7PHNmJrVEuj46j*xqps+79Ws&AN+X&GzF0b?uev~7_9GHn6`~>nbAz|uI@05Px;;H zkUL38^FO}(E!3=JRY|o%9vx!ylu=BKX6NQWcJr|q!bbUh>r0_Ky*U9A(E8dV7yShL zu>WWTL|X^ZZlMGAmISk<;2}Rq6}4eIRm#;T!Uc(6(9qy2rK<# z`?Ex0XzpYG8*>a40pRB9t%N`}8aNzRCHVo}s|lhe2}z>#kMQhK z`jc0Ylr-sfwT@LT3n3S;&HDed#8q9u9XN(2y#XxwJHjZe{KCmMKj93IG$`vAT_Bcx zbDLp&+7_$Pu7XBji`n0C>=6kNsA7>;@qj%(MshbgHgonjVC^vZJK!I-24Wa|n>$!#{Mz21@(C~+}_T#g=x=IZP&5&^#Zo!sW z$yUbBe#(DPh;uM-B6@74L=ZS&oO!y19RbsqXy{|oHjF`R_p-V%-!V=#j@CS%=uT|0 z{Le9_Af^C2-pX2d11NkvW(Xl|2)nFx%9noGUH-FN_QN!NFfYk(o{^4}YuWIMy}vO} zN)=368vS^4I&gAwaz5eg3&;bvSidYHid6#vvLzAm-xQhlKe};#cEm3ClysQXN}2}hN1BZ|J(K3ZV(1ipgaGHBiOco03TI1l zGpy^9d6*L814Yu*o*a(LsZ|?uS1{k-&>1-ol6Z8|HYG&gVzNdVA;oK|;YTT@mGTRC z5T|Mf8So$>oWu2T8mY(|+#mDxd^EkbIMtf`-TguKSNuDs`A}*iRK!eiK{o$#fZR|4dSLKPiSWn^YLB3XCZ^RucAEzt={hFJnO;D9lRqUpz$`V z0Wz$#Z;w!K#Ox2$#l(9T9^R|d%=|QA?^<5Zyp#c@u@JJ+VsngRhetuNmZtyRxcI+h!!=(hPH_0d@M7 zHC^JM_{3ikCKv*xphz=4;eDba#mzlQrS(8_!i~p)vQi^O1>Mre$LEV!bs*>%B4{_# zGp*%K5AG)K`thUWD%e{5xpaPv=JuYCNJ>a11tCKf;s;sw>`|r3Z`tmicYsSoY=h5_ zS3{MwEP`n-dxe~LcMVi79H~wGx0WDZTLan5><81p{TD2} zEPpxF`{0p6gV4an>kym0{)q87@%?D-yB5qJd-TH>S$>3tho4(wOKGIwqpQhsV}vB! za5?7@b8V?tJJ%gu9~fM|0lg)slJvr4A&3vJ^}7Kvkm0rea$6{f8WbphSZGrJbllM~ z{WdZa;4CgJnZuK%KX5>uGU<4Q=N1GV&3F4>f`QCTxeWslf+t?0xHsvI-+~0Ki91L` zrafz-O3cdhIGM2kX95VX+xW;=w>Squ20nM&iNM*xto1>eMGGhW)T5)~4ZoxeUO?r} zshzBp(SPG+aG&88T>qv>{j&g9$I&*v+{V#wSYLmo*_K0+J~b$D@s~tdA^A^BAe|nG zL6`Z)zNY)tte%POEoV}r6PW!&Zvfx*6~ByW$f(#1eet0w)VTt2nJ`psdV_#&yeg&w zTYF}IJKl(B9{p}F1{`JHx4O^xD7%or>#C%}XE?oo4}4L`K~afU**ZJ zwkJi6#rV8Yn*Eey^-sFgy+|EisFQbBwDI}?$I-0`|DEWDe8+So53fAtHL4=sPvC`! zXqp}OjI9o45oz|E0J!%CN~743v0O3Vt2$8g+)yaHY4q0f!btTS+(gwjB_rZx5Ut`p z3V60lBb~FnAtL#z!WrDa;f_CUVu)#_X zEy-2g_j}wle?Mh;$%ksxlUM>c55QtGL7#X{J91LfN$$3ZiU<0Pz@Ft#MeA_ti2_I> z#~=OLPUXsS^*w%)|M?5?qhT%ieqFBX#CF4EV^SQk!HlN2TVey%#*|${=C7;6qFOtv z-j1Rf(0JT+aG|ER+xy%)VI6oIO=peJ&*-n6E$fCJy&)yrU7}Onq7V(BW7t6k)S*)Q8vkz2SRY&(1iu|Ix3zg zl~`n;KxN1g&2Hb%ot7InV?n5lVC<(~WPAIEGH`QfO{RyQPfjF&Jpr)CjGUf2f8=&F zv=7HjXC*GJpEIc^%U#1O~?{K~qSxQwC5uQJ+@7hS4(w1Uo^RU0f0#cKG zEa&gvfLd=iV`}qbyYI@Vs(n6Z7JfZ7GECo;b-1JQ=+x|pGyOs)J zvvwBXSFO&d9ocdDLyA$7pYWZ=yKTH6iCde7eFKe+jeQok;)p*Nhp+ovJ4FfzeZ1~d zlW%N(^>vDTLaz!i#bBZsvDVV31vy&TYQeHGdh$YFRJyvla&|?<;S3<yPV>@jI83n0YUV)}S)1u7L`wzqApnahPK;xE1^@mtdZR7JA$tASS2 z3((gI&*twtBaDyhXcUNevyWOs=vawa3;h1nx|%L7FFz{OsQ4=n`apW>KSH}mC&1>I zxjQanOgrHLk>WWo(LCEVbHFLqAMOx&fCs5EHajVt@>>3}0x$kUbC;s9c`CWS&4E-MTY17Ieri&{)KZ(DaX_8R5#kPerO{8#4<@(5$f#>;e2-VmkXROc6<2k5 z0ABTQ{%QaA*4Da7KZ`oB;Ahumu4Vf_r%MalqDV)(`RUH*H-IDG*2-uExYj|TzRh4z zJPLX+P5aF`oLHlaQ)Be2pKlq*e<=-BuZxP74n~ga(WC_wq5D{wZKLFp$gw+>!M-cWDRX%2Vk^~W zBi<4B`fb74rM&ehM}aCu#1k5l4q5bI2$x|EEyK-0qm8pD=qS^7;`CPq%wg^9bEq&~ zds=Wr`B%156cU)lLNbL$Gj3gE;*hpZ4fy`9joT?Y6ftjkxWJ-Y&tH*Z0|c3HdU`BH z^yfJEs{+KOjq#x@BNv%7h^HS&py|#vh&t`_;lUx7(_QoIlXgOsm{%XCtgO@%&wWT) zkHcu^%Qq>epQv=ubEn6@?gMtbv)Nh?9ViC^cmE$#FO2M8uEdUShRTCYV%4DuslBXQ zhw+jJD6~E6jC5jEdF`A^jmbMW=TKYIEW!^?uG|T4X_3+M?7cQ(HgnUE+EfSzQAB|E zWi6cQ!*3Xx3;HXsxQST!-%H4hux=}>?BNr7QyVcf^6$EqM>F^|?S5|lB_lLcADck*H}ZE@Y5`7C*@ zRKC8UH1%$NTwiQ}LJZ@St7DlD@70qDeXvozi*`}^VE3v=)N4D~TId5!EV>B6hnd$9 zTqrM=(+wBp+sbKj+emD7U9*$zDX-(3D~vzKRDcKK6jsAp_CXT!lSX7`ngeECxRWTM ziK2B7O{e?|bH3kLdK4nCzMr{5%tvf`zSf~(6VYBC5MF2a08-6mkYRzLcjBmg5hORw zAe44(>|`{3JRbq7#ADV^xTo`!!}xlM_^$*C?t;v(H_)&5k^r?2gePZwXIcpESRLTd zd9EQaxsPJ=S=+9l1657G^Yk*oD&rQdo7_so@l9rYHsY39dgMqiWv#NSvR69sv(>k* znRP(+>6M`7QeN`MhcA_{1VJ9m$GkLR!!jafkdMW zBSjf0QF~%G6}@J|h_%6Tqhu$}68Sl7C|iAl#hRP7+d|`K`p-!=cz9E_>&ou+%_~H` z6rDoZ{cmwh03o-8*B1U`b;bdW$GArOx>+1xzfurt;KkqS=_=z-ugdPpvP-F@w_4M2 zzGREm_$!nWx27YQz`B=pAcpz_{&iz~#aDN`-l>*y(?OV(PIxOE$8DQqfi#NtYKzSzU{5tsKRHV2Zu7L27d`k1dCU!evFmdzT`p6Nb^lxHFGUe) zl6<0&L71I9EjcnM!-T&oic?)(UAZ&g&w)Z!?~xXtp~Z@~d{OFi*0wwGDQ`!cl32V5 zfebASO2+5YC6f5aJ9pC3`!-)Gz{6({2N94EriW^5eA8uX)YpPMdeXnTr2ID_9vKf> zg1BuAV??lW$$$4M;`zA2Lm7lEqBFaE72%LLj!gqFKx`>)NC(48^NsGWIh=ypJ~=!Q z{r#KKuPu{4AND@`boApbEh`W*Tt3>r0fiHH_4KqIsMjO%Y9S;nZEW{guu@;4pPiYz z7lkSjS#IZDJ^OMOP(9=WOrOVj$sIUGFD^Zj7}pH?ey-%VZ5!7*&9oE%pC4d&o*Ug#hI5Rb%2|2g=Lg#cB?&7M5E zCr*%|CBN(CiHP$oLafF*871M#d%HiEO^bc6OoqutuMX8Pi0#xmR<>#<*NC^ZKBJ%< z0ZwZw>^a!~>PW9{f75RFx|c{=#_PHI${y6Y3YO+Y3GmN-b6ek~Q408ke3e~Q>Vw|( z;zl13@zF&-xsV(z_tYLBC-bOK5#tU7O9t7E7fB;TXnI5y2#{IG#%hHnn%O&0=hp~v zFz2`!?$_~`HSfs0#+U)Q@FB138(|rq;?_sn&PForHa*u?JOHDu*(~7oSqy+0HCoB9 zw3^hA2P^#xt)5aXefKYjIhiNMAnNIe158_e+q>2~I$bA&x3mQ;4@C3Ov8_Qh6mFPP z^c(v1y5BuWX@_+p;h zWtF%|0J8~)m4JeSgI6aCq_UI8`DIL!rgJ_~zD9qAHSQv;?vjb3)ND(6A=(;dU5M1r z59}$n_g~>ivdnN)bPTc2`XRkaa3!54$i2P2`*tEFP%?H-g*7H!0mucHXH&z__%}I? zS-?37muZcW;hPs+G!zlkH1Mo+RpdhF+l4K?>E@DhYm)oByetlHzk8I1R|-mRL{Hd0 zl(td;;;ow5R=m5&?oX1gX#Dw~{z#m=gq9&uonxieTTVgNj{pieP0M>s1f0uLY%_PS z>?#H09^QMno(=p6YYYT7;)3@Y(TQwF@iTSSR9SnV_S>`v+E;mltjE6lba6fV?Ld@J zW(w1esT*dd);NHhp}N9PfY8yU>~h2B&#sw&(rjNQlBH20gZ>Z)Gdy*)YLU|3sBw^> zzEl~dE^o>3RBoz=qmpe5BCW#Q;yT7Q6q{t=k<|=A-|9Pe07rlyUP5h=&+(OKnL)21Yzn;E_!rYB)zC zF1d+1Q6~W`DIl3L2kDD11FV`o8V%n`0kP)(##IiKfa#! zj_-rSnLEC0dO*pcS`Mhm^pV6+p4prgMVGh^nzX%P?^_Eh(1bOE_T4rBjH}@sgdc?h z;sbeh3_&#B$!VO8crG%QYKrdnPwCDrO1!XXx6=@%m?QZn5uT=3l(tEBVOTO@r8VZY zP7SXE<%q*BVJJYGW1!>6ZswExf>91w=oy* zz!nrD6|0EzY9~L$6xZFm{AN6+&*zj%+A`>X&qd)bcBnG>8?;|&TxS{|$Hn+BQz~Sb0RUecm&G=ICD?>xE9qT#&H zisBV>FBd!fG5Xn!sfEgqUs5=aboW*0Z>^)`Hgy-Yf-L4e^{X~*dM23OcLc*+^RURW72Yp}?Cj zI;(hXfozPpUHyNa9$!J)9)`=OD@56#sL`fO(7uIXwc@^pUe4Sv|1pCzkcP#*25LS? z)O+gGr{%Uw$xTeO_ke}~Li1-#&{J8)a#hy+#2Uh=4BujXw(GeTb!biwtZtM_;?Z#% zP$1;^8|T5FqkAj-9^M-w;gHj*<`$l%Me4g+z8KMET@mclRR%}`eGa^bnoW{O&lzvZ ziwcIes7dj}IyYLqgTnDY#QkZAKJYxZ>frK1#Unklb3o}h!Ha9z8q;qIH{ZX~(QN8m z#2dO}3Q$UZ_xl&;jv>zeiS;kVqd}QC_&2s94+I46&JXVynH zyRa2%yS#3+ngtbeOoO?gn`#LeiF`qM==u7S8SaLNWE4RtVl;bU;2PuEgJ$|}h=%U% z#w-?1c(Z=vGqU#yEO+nUZ*MLrt)2j)=QK|XPyhg7TJ*Z3)H`aa$!u zfl6YYr=Fu1ntE3=Pr2jWPcWt zF19svHt|0KP$jzQM=a~!RYtW^$#iy7iaY&_{Fq3SuNP+Lb>H}?4f;e5Hq2slix&4k z^g(r9Cib7?9P>C20pygXfV#T6Vgv>Eld0_NC{a<-3ed}dk8a?X)-1}XHV6J9 z??QcmbEu}F{O&rtux3{aTC)cO0?{?EcE*&E@v{-S*Q$LrAtAR?fpHmCJnhZu9Z= zg@F3RuX?|;eFiOk&rNCF4tgUIPxLfx*mNCe4O=Q!O3o>7#QSsdTks<1=5OAS=B9?g zf!r(WM<31B0sUeEzonN52MPua0z;hM6|`+X|eaYb6mGog!6BJo!Zrj27dr&P%9?# zf4a{o6(efb%9FwUxYbf!TzABL66ID>T0r$Rhte5(e!Svr+|wD0vHb?(c_5Kt|5H^k7xHRJz4saB=Pbz8bIs? zEgVbMb_cMFXurSB2YW{&@@LjS&8zp%7UJRSCEP$lU)=#vCNgpf#H3%q+^WrWE z*Ow0=%xY3Pqg|s6Y6v*?MaG0X1-DTo>rF>6bn6qBH%mnOdzMKVbXA`etZi*0-fjtriqyF=8Zc7?Ik%~#+G;O8s=)K*!aOe0_LK}YE^iayzko19i zEp@-?(pU>sQmI6I}Fs!(kZ{p&eB11_#fW(|?LEfhWb2sEM zUq)Ygecc+Q+rRfHt=ZO>Fr(;OyrG3v_BokSSvQb4x7XcwJ^Umt08mOC+$gLf=f$dh zE}oRagRGH}-83pEu!}F0KERI88n@kwaHke^FinyddD!X;B3+9t7g3 zW-j5?<#A&f;zs^*BlYMPbi|f#1uy2~UJ#ZRF%5k-Ne)1? zrzWA2vI6<>j3DHpg6~O&s$yYf0TH>7VKzu7%nlJWQa&f&xm(Y_y4l?;NiX*IRB zVx*>~R-6=oG$r*-kVi2Eh{*{2wdwB#*uqVJ3^^F_F!dpF6XZ(O2tlQrg$R%iNe<6& z+nnqQim&!s*!q+A3)-Iv^w4m`lt0AFqb!nrJ*u64=Rv_Q%=w=E14=RT(^d1#t>p>` zfWPw@p+o@Z!NEgJN(wr=`qX%xxyn4jk^f5~#^8&=XekrM1W^W{Nv|?Nnn9TZ9IDm@ zR=yM&%}t>1I8h87%mA}(*`D}2EOy&etcTbGZ5PE_jC_2=`xi)TdN$j+)xq?N7x}&d-(&6? zBaH%f^*&2v;1cTNUPrX58ZJ|NpB5_!g!C+95VnDdx`F?XH#`&49aE-fDZN?wM+I(~v0u#R_d$ib=gs%*@G@r|IBe z}Y&0$+COIA?a? zfe3*Pc3^%WR6R-jMJ)&bJPaOA6M=!)giTB{Hk^#A-mkZ=70)0UgRRQg)aQ@+AMQYo zX*?}1JuQ!71qA?OvIn6`!9dCOfHLq>GLE>5v#XW2I*qS`K{cs@WR`v|h_GC$dS%1vKxX~Okh_vU zP(f(vQULNNAzVyMOqf5VY1rD~+7JMyOh^3JAd8On6P1MEKj?$HuqS$qHz%}8JaH*W z?+Q7E<#f+^xC{=NlDzg^jxhU_fOXemRya(BY~^{rJpX3wb1wR=0#0OL_)ksOpR`gy z>px}-GX#~}{(gPwI9|rSyWTsw2-@GBYaL}(HSZn$@`lcUM#C9gtaLx)#JyB7xV*-J zgw9Dlwt`PEP8BHW{z%Wd$8(p0fJS&2Zlw|of>s%)=zW^DVYyy9?!Ej1x{tZoNW=0r zJ~AVY8FQGBtt6S|n%J!5G!!g_GWOHhrUKCS$FVH(6a7gN09LCutpQal*I>U~X>eOK zWk&(Gx%-qcSqXW?@sWOLZY1#uQq1AKsOtK3`uwts*$LD+t0~1lkmOm|qJY=eH~A$M zma6Qi+{cnNYEa+mt!ij{nx(`T^=;D+wU8~$|Dod~mDico_m#e{wFa>5*sNm5{-&h* z##x^}f-o#oFXa>1xwl?vL7T1cQ^CUYp2J07Z5e$2)$tOVn&a)X9>zQ5U^cVLCfpRkdYJ|%uIw-?S(D7b@ z{ZF9(FohafZZ|SFThw^>$+ME2cxkQ2DSH-VZnhWITe{#6L7Rtsq6EL!+Sa!aL-5~X z9+5_kAfRMW0oq3;XdL;zF(2Lmwc5UMh~gQ&k~cq{H@U6}vhIw|z|;Q@OCMFgJi*~b zGQNP`7nq3&y@}uXbHS69^=uBBN56x7g--#XE4x=sv~iW}G4q+F_l zfIEq#y~(@?G{*!mZ8hjs&53LVd+OwZ7aDkz9Oz*Q4m9xPw?3wQ!Czy&<)9$20(6)6 zz#jmq4FZ&j_qlgD4YdD;)sY9w1t1_N$h%}i3CWF-;_mxp1&Fw040fN>(L&hyXFp{p zZ6?E|OP<7|)=#n-p$`JikqX}}sG$Q{P2J>q&i0*;fDny>nZ7uG z5%e%Sxke$Oz6%71+D4!1?R9+vY+_irM&7(6XCl@5wyf1n$wwW9Lqt>wq$`^m6S(^V zI!mDafo9p!QdFooF|n8UPTw&7+u0S8R~Poy5B&Y<86Ded7-s67rvZ}`WZ9~4xHdiz zoc`{@3dB*9TKd%74l3t9iYfPI{g}nw&J?|NkSiP^PZ_W_N{1>$mg9N(_}t^->N)m5 zeHZGm28BW=jpSAa%qKvP_60`@LIGAo6a7UWr8zs)0h}QorSpxqbnx}K-s^!%MX9o# zNwsh04|pJ}PhkFX13-6{OXZHK`-g|II&Tq|%Hb}pjnbM=NNq>*za=&qK>@*1N|(~0 zj`u0W?(Qxd2jk88Zg0RaIRyoUs`*sHmtd6_)EgBTG?}1ZL|NkKp!^D7#wA5>wj~|K zoX}T|o6Tw9h}}i4hkCI(PwXQDK|avc-{nLtQAPs_(UwISiI%-UP~;#_XZ0`0C^jO+ zi;(}sS4xI@;W-%}6+R9wZb`ipdCd3M0DcpU(n)Hlv9`wYpdH7|`^3w22I>h0_PSqb z930p0*~tk|ro;RKBniY3v$JNNK~0hX{4Y=ccr`9H zPEkkXiCLGd+PWOy)?rove9Y3w;Io=~?+ugU+tI9&ZoJiJ+v5>mFPtc1tiB=2y1*IL z@daUrd|uG63q3?p`Mm=QH32Tmmv{O$LmU9N{Tv6?^EDZ^SM~FR_c?8IFVwjJCToY| zZ(Ko6laRSkSQ}qm;rj5{Dkck;yrv|;qrePVRwg(hwTdDz(Ux z?AOrHATZ7ZDenvfr2h)<@_53jA}O9}bt52f9u15U!KkqO4SGGy zGhJf2h~ixZxd)2PWxIARb{ZSm`qLGo$01$ycL0EClzha=mGtXS$D4%i8zPQ!;GLeu z5uX>uSIeDH>W^r&J(Ce@T2`}}dZuNScTiO=ZB4Vm7WpnwXYx4&n>byD1KLH(i<$E$#2y>jQBwz^~^Eevh z;?7{=O<_{EJUYy|H1!6WSN#)9pnFmC#FUhJ!>m$(;`EVp_4RdR@M{eWpCeo!ndL!q z(h!%P-NETAyHk}~yWFkkY%aN8lF$^>(hGESm%wdM~C(W|>whx+J}0ZtCW;bk)xv zcmOSv^ZDTm6*?(8)mI`{!~ALX?PH+*g|BIM(vy{VO!(n zcN=$VHVV_=YF{6@mm+$`qo;t~avN-zbqS2p&+!MG%LE017v>ZhcpfDIGZ@HRyu
OBO^&T>0bWkZWi0WJd%;t-9yzw6v9z@P)`AZCZ(NA6hnHb ziR|ccYET56A2pV+n<9?dR_xzZP1MtEq*HVYp2p0mCJ6tQdDMdhg_Fc&zYdV{<^hV6 z>?|y(YBZ!PdI;!QA&<58HyqO<4-gOF&ONZ@tY+4;OCse@$!v_ zpC}Mx9nmO(`Bo%g(pv*JTXE_Y`s^$UD@L_mFJ-=;^nk z1RjIJ!eh*zBy1k=er3pL>XN~nJj>1OF-0IeUrr#2(d--UC6N&&I z#0@k?&)EGGm5RJ0s!IkG#Dw@GRbB)2DXNnrFZ=jLg63tMVTz48$C=Q<##TlZs*9)! zGHZ`pKlBezYQ`^P`Gubja(Q~%SN1HgzC=;2vS`#;51=H~APLExV5J?oC9JM4wpm6b)m_|I zwTG=o8-M7A(|qI2OIGPUkAX=UZJ3#Jci6CBxsl_|JAnUi- z7%3o^jK)Uc`xL|h*vEY>3a8M2-OuJYMFjoqdXmAKN8ZXRYu+MH2?mU*q_tTBNAwA| z>?WVdaq~zH@l7rB0%#MSZKmet%m1kqdHqr)vwsEmR-I?Pkb9OaO)HwJ`jM{}Xsjck za3m~ofa)8^t3<2_d2+vIs(awWd%H74hRqvcgdgvW4h?Mz!Og;h_gfR-wHBp=4DOqV$7LMX+h zpOH&zz?ExTMa2aM2!(B$8=0wy)ZK$)Pn*~K;lAvWC+2%WORK{b0{i>>wBwRAs4guS z@;i7j^!=Zzr$j92)tiA;p`b^kIFy!r?wfA3Vm>ND27n3n!ujD48?D(W${D%ca;h*B zNi}7@N$SAYuUJq8_|dqAA1|(o&2P6_#a`@t;+TKo!bBa`%nXdrh2ys6Zn{u&QA7~X zO97%PB==hTqDO3JGymS&@pphb+0uXhFMu-4+3WS_g^lTjy``8UqXahJ+deV@hPh71J3`upmM+t;$=sgzmf{E+%u4<1#l zFJ8XQ9l(fa=a}8o2Ke835UW~ZQ|L}vn}k1+-X$|7?H${w_eoo;5f76B@a*)8+@+&Y z%@8RFVN~rOc^+)eSMy>dOjzg3hmT-C75`mHCX2~G3*-qbK;BA7fRT>yz$9dN6ghJ9 z0%%snhJMioW{4&Yw@6fIMaVHO2y~xC;)kQ2_a2PmyBzX7l!nwXKG3pQrX%Jtsl!wC zE4`R1?8nloMi&wKTpTa;si5F8rkHo{-t^y05U|g`3RmZNS`#pP;%>dSE@jf$@ah7} zz>9%GDk)H8Qu2vRWK4dXGZi*i`#v$NutM~(NmqZrp3x)_>K`)Whk?dPMjITk&pl}o z3N2H)k8_iRh@ZvLVflzFc;Zj}xU6vM)(-Y{fw zYYZ3gaZwx{b3bbUJZ_V^^2hnwQ~~0GcbP+1J=aweJ4K%#xlx>Z?5sSK5Jt@=!z4f$ z=lF6#dgAz4Cz6oI5*Cqhs6I*qYNm4cm3<<&K@tE=VD>t)rC=k25B!_zN~9QDXp5@d z(%Uc-FODE4mlr>~Mq^W}FF&KAG_o7VezJ^*%z(`eDv*9HadhS&hJ zezl2A#-$1EX?BTYcwj+ZKD%@K%hRm~LGc!X33->%X<74us}qiB0MvV2>ivKpRM5inqpZ-SWblHgxXxEywtc$g{3+Wp7hl#6wr+!DrX)Xy8V*~V%M_e zgA+lodxP0`{J+#oh5!@L@je3MHl9RzPB?`5;vwf*jP9)Sh*hS17hv*{p})+F5a|5&ghkljn(sa^?hu=m94~UE z?akC0R>lQ4#c%7=`4UsKUc1n4F-W(*84Kc|TxF7wnLjyn&9Nrb_GWpDCk4w7ytrcM zjNvi0*vxTxYxkKOMFPVSx7>%@#ZC<6G)k3$G%hX%k$M%f@GDcfa7%wZsy*%JkFmSp zVeSE;axotJ+VDrqSnFzSxPw3YsUs+9ELY~aE;kBpW*6VYs;vgA-r8INYJQyWGJ+(G zRP<`Ne19_v6oAtfubHvJ>v3)w7$I4r??xh6n~I>o91j>F`6D1fY_{z5aYrx-IReLA zR+w+xDerjgjkn{*c5=JSIv4}MSYYZ&>0FBN!yNFsHkhf@KJ&Ru%6($#wiwKu+>8XR zlb>$3>h3Use*nzK2Z?`+;WElbRg+{PiXzI|yQ z;S>A>-^qbGxg)CHl}AzNxps~N4C>PJBq^a^;rN|yEAEPtqXlTGUNLW_s4)4>$0WaK zb5)m&?o9}Af#==MC;-@_(5U)#QRrLgAmW|NzENO&7k(Ehau=NJxeD~!w?ODje+TMw z>FUI+Xu%dhI}LmEwx&495v8qMYVr%PF@kEGuA8nb8I1-SxX4=@b@!027ufccPZr31KyL}KXy zH=G;yV|3W0uZHZ)G#N8#n&gF_p3$`(2hN)VVrt3vmyPIvt~MmN*r2!BdaxTl{j9k02{I9I_geOY-cS0gF25t>B!8!DdsOp($fRrtn-k_~GgaA(xf zeZRE*U_QY$R?84H?P#vIaqY}jG{;~^TVs$ac653q^kKSRnU$}E^l6?jk6BaE&nVEH z1Pb}6+E4>y#TX(v3sr#9vO{*)55{<|ik&^`2k^?r6&BpJ+sKZ?)U}ZdJmzrk4F;33 zZxrUyp*|m2<^q3Smbtav9cvp12I+(+Ug(pjU*AlSda{08W6uyootVR`izlB%Q;SG& zxr13C*$?H=Tg#13=F8b|0feD3;>v4G2Q@k!Qe!vTy+f?gy*&RgAc7m9j~_pF`L1{k z7Z-1a6mkkwaufcHjOqbm;C5$UU)9p)i+7+S+V&GS$zbKbt{4j3p}m9#_f2v~wa-av z)@$$<;~2mw8OV(EVB9|;A}g>@kiZ$*GyNB!+q!M+Gt-ZH27oGJiu4>Tck7+wA|1pP!UQ`Cn2?H(lmJ0h3{4&lYQDgHeNnj?)8WR7jy?RafOT?dbLpBJ0j=F^ z3sz{JwbrzbqXY*)ystAhybG?t%JsiRT4+@ym&ZQ!#iTrd9QQc!%q3x7E>YP0hOgK6 ztxsuRKwU0_95W~=D6yEuxUZog;bjslmJlo8$bVd=t)EIIk5p**?!$=nlJ~C%4n^nu zUO4jim*Oh6B+~qL=_ae(6HFX`Fry;{OC0$&MTT2Ps)h}9so;v$A_!D4`Ynw=pNa2n zMZ9dwGI5X$hjf!4+f6EO-kpAma8E?9r%RN_G~U`ccB3tLG!vxY#~f8{@#s93gj`wm z4nlqI$zt*`XjalpLgc}pd?8+4?EK2~Dki1P{B4&H1iinUOHCSMPy7S5+uhe+6H3Up zv@W2a_Qab8FT;bH&!yE2bpVITL^oG1F9r{)-`Zica&dL(<>vYKOd4+16#ze?$<^@A2c?zGm|+(yRZytlGIdUF##&qlUd;u1&g7|l^JREP+L z$MVZ{eBJy~LCOgDoeV5sl8hyu|KS5pit9%AMo2P#uZ9H)l|XkQQw(j{N6}nV^_*Hi z1+RO8m9>=RI@WngHYW3;Hy9#{Wv)ir925seZwZrV*0m_@RD}+7VH_vh6-W|??Wm$a z&zfJt4G=dsKLuR=TNRw>2@y7`^juu{bvFRuB2uKP)B)Mu;uv=bin_4#sKezV>$$mz zNupWO(%}5z>HXD^1?ydXr{__s{1AfTkFdHMPtl3ZBli_{7M`mhzGE}WaGI^}+^dcG z@R+*$+RGsjc94?g@m{qU(J+cjYx*9uT4wNp>AJTTfLENG_C+3-wtecD)~~xQAkcX`ORmX#UJ`P@lV$OY(fxSRXk#xAIsXy`4>$G}~H}Jt69GA4< z51oB&kMa69g1JGdz=^oCF%GYyZa)$Z8VW?XK(I?n{@cwqp9R@$UsB*-m21;jjw8v- zKuGb!%fndK_FeUR6D2AhTcgYO0Qkyc`_!B(!(-N*^V_O;FllNUU^qMPXzc+-MpKIs z;=j{hz?Xd15O7(Ll0gy9g0-CA*Cl;~{8o7Yx^f9hjK97VRJ$e=pB0=6amC>`UT#;v zm8OV!6K|P(`D0H{;V9hj-?t5G0r`Y-HV7}%&T1dDC?m4a?GMabJ=<}y)tUWtHVEcWr0{fyuqEOZq) zcD^-H%!LD>q074$AgE@`kVFlZX)gP^Q5Ebeh7sP&u!CSd`30=FVrK>W!hIC&w0D;C zQ%q%|9aqN=5JlJEd^Vu|dUUW#FH>@plXIiG@eIt_7>q|KE5mqJzGak^X=>OC>f_p& zBGSU_gkCrKFuu#Q3p`HBn1YJDb8a7WVuCx{W>pVTmMUVc8(w+aQ6;1_Fdpy|6b*#l z+#CT4%E1UHC4B;_?dZNbfZpiP)0^q;?{WmVQj7ZohAM@8SRNg!s&K;Gqxt7E;dg7S zwpInW=x~b4aOYF|7o#6tr+ z(Ce{~MQ&439;%?Gp|8&?Y2w3FL!F$E4F}10UwU0g3A2AyM2SUD+7O( z00Ufzul3~mcfD{#Ze<4JL3ek4Oybx1kwx-QK)r6GcAm_~CS~QlXgMAtelG3I`B;@u z*X}8+cFQaTGm4d0?%FonrS|x>|j|e$Y%+kGDST64FMuB(nr_k zB|aLxQKIMJC;L)oy(Ru?6~rC5L}lDAt(=j#RD@w!DyW#^TVH*{FsoEOJ(6VN$7>KD zs`$Nlzr+SLUEBzixoBwO2L(tWMtCwj#CRZ*sw>P^6VVL$^#semKP&KQdJ^aDj4`F+ zua6Am3ABTWK0UxEafw8iN@YtrvigFiEI!U)IfbKA!O_PM!|?E0Nn3Ar2zR~)`dI@b zQ6AA$O9@*i^Yglk>A!EPVxTelxY?V)P7`qid7SW!B>l9^=aZX<-83cO5!Z_{U|@}M zXqK8vEk80=GR3^SrME#L;Dp-=d4wg3tOlbY1F6x%cQ*IjyO;-f z@`?(JAbmJs{e;h!VU4NL0&KS`Aj1AWbq-c^gPHZ^yv%cl`s*wfUj_>EjSD5;fM#(U zB!TS1+X51Sqm&iaz2kwOdY=PU@pJOJI-SJqIETcmSo`dnHf#&86aubERd~HcY`-#| zKGz3x^Fk7=zci=1TB>eFLhOk6RGN`@4(rH!nvEj8(yNu6oJ!t&vMwSSd>cGw_awcU zj>l}ZAg}%m!e{FUqX2|S>MLDbB%ChNr;>C2KOKdRg7B|~+%9(&;KR+kP2WpJP|DQg zv-GQ`%&AX8IJB37J;NUJ*Q3bQ(%mKnlOUYL4+U5kGJZ#xtokO~L1(ubMylUA`A*Lf zK^PxLU}^F``^F){b#{-()Q@)}aEO!bjV81l1H$k!6oDH$82VgRnW0fs7RPql+j_e9 zY?X_}=>@l7g|_-H{L;EFse7CQdl%6Ok}2+itR&(UotAm8O=Ta8RYf8AA5 zW1AJeZ~{yf9Q+=t%$njWiT5Ww8j$Z4X*wSJi}|vx=!kznTCdCSs@qv!=0Dk%)I> zv;ZS1H03577hAkyt>`A}v<_@@uF6Q}^00LO^^A9}xx@;hr5s}6&bp32@Th*Jp?U25 zNP58ln@Fjp2%?~%V7KYOXYcd*2?pc}ER^J7NHS)WSQJ7Pk}Tph?i}co+TSTHnj0vj zh=DqWN+y}A4cyZ2p)<~Q4mxPCb9i{vcFg?!3BnC}S4Bm)BOtQtqooe?1s5E*g4*sy zIOW_O2*A+C2%75+N8S&(YE3Oi1hYePmtPkw46>Pc{u=W=Odm*MWOe-d7)`1llc>g8w)yK@{npg9Zt4NqNSh)8CZ>?lBBQfPW}I>Alv3z- zA>G4n8_x>KCCe)+(P?-$Hp)*#1A*=H!13>K9rCokgMFs|u^&HRGfr?+C}8i4-)Iwo z0qG)Q>!m6D#`&7n-ltsw14RLiIwebPHNJ7<3Z)t$Uo=9Q;g^4t^pfk*qtGib`a$j= zlb_n|@5grNuB1o6Ah1M4MqTzjB|OtHNAI&Q&>=Vk0*j*HmrW~Dt@5twT0Ok-7z08^ zw1(^HN?Gt^JW^AQh0nRa)pxUmRd=ye#PDHg2*7-%7=tKhLZ`!>0$Iga$80P3z=dE^Fpp*Lb;gXLTTk|2m93gZRX9AG#&*lv_a=j^`zdL z#{0ijze(>5Rb?&vu+2VuH0UtWrhtIa)4zK8vaE~13<~99feVP#xE`5t9R~CdnRgNK zK*EV?w^o{MCfs@Lvzo>3$q8J8!0@#eo}5_M53toso!Q$zf9at_&kkv8YqP@@VYYO* z3Z%OXgE9>mZ0?j(wil%ss>VoV-`80P+i)IDds}Lk;{0Agklq2h$y!$OsLttl1OFTO z@-(lwfNTp3#I#gDyCX(V`xaKV+Uu7>H1u#>Zv`*egTrL@f8OUsi)Zsi>a~)BF^U~1 z>sz%FSmJ%8MGwdM?n%1sW^H+HO#A{Ifp{a)c;6Fcp-CSctN@+!Z)a@FQg|K7H^T1H zHxO7HM&L;GjXI&9FOeD(>I-wQHGJoMv1!l2y)^gr2G`lMU|TE>dk)f02N6eqXcz{B z70*Lq+i?HaX<&QS5McPKi!6y^Sn>wtW7NZg>JNA?vzIij%bmEEOo@{H%yU4NiHXo15Gq*nOtaJ-MH*!JmPv2L>ta` z2V&NIlH4sVW-Qm(8ZUIEl`$Am1UbFZuwN3J{!WFbQEa@VQV9c-81^zDA-|+}92$pK zUwmfdOvT#3?$LCVdAZq*Yg4)l>zqwRpX$S@7OAZ!NV@PadvHEXRcnmMXuj15IE;TC znHo%pSWrW~5iHczDDRxW#8iQWeu^`94fZ2rC*v-E2~AQ)aY_fgWr23T+OVX)kgpdY zgM<)@QTXV__tR$c2L9^)h%aXbg)3Je9x2pKH5S{(JpN9Ipr^vjHrUtVQj}Ameh2ek zu}IfdI9C1UU_SCoE!TJgAkDsglQ38=d-MK7xM-5Azggt~D99ugBGd%qi=}uAJ*Aggqi5U@hKP>Er3QuKoR? zh*+@UF-SD+fgO#j!9?G&W5GKsY4A>2h_TVTW7w0+Ea9K=qY<*usMN^wFX!pZtJRii1JTFPFSdmAe z>Qo>;od7CJbv#7rM7?|m7q-vgvNp&Nuvf6Nwk5~2ejr8%&e|6$5t2GJ`YUTY$i>SS zg46?hDL}a1DVLCRaEsS@cvXp>5JLIjk>t6VXGc<-JVG$+JJeMCM?{m~!S(&>v!g^F z5r}NdcL?Wt`f$MBwx`6EUrb0N)Z(J~n70dMfg^e1=S`;P-?I!V2kc(lse}L+ZCs=2 zmwV&Qqtqd)KV3{F@sknhhZ2rf@$8`$WoH%bIIMd?4^b!26R%J_ za7;1rI5`SF>*Ge0+iV{&)I;%#Od9nBgC51_S~hckWD*1p0ACLouy^--CCpyPZZz-X zHH9E3yet@~S<+OU^ALnn;h8!atl`s@G{c7>)T}{r4lhr4EjjmNDJyhDhZ&KKV76y()*-oS~&0?V=?XKE&CoM_5u3E&9&07$!2o^jY4=^!ihxR!!fyzARZ z6}m~nQVN0s1Q3`!XIZ0XNXf~?<;bXDuHy6)FBm=Y3M!6CiDP6(OQ~%3>X+vb$RP<# zDMGvDDL{r_1N{To#h*g9;H}&OwX^O zA_{P~ja0EE-5KF;5z4nC+SrP1tRA3lSM zknea-_8Sf^BIm8+qm+SzFelARGbMc#s%TO)YZHqBVJCt;slyjm7*&mTLgDe&Yu3!~ ziJl(~H0QJ&TTG3vn$jCjI+S zP?MfE4^1IC)n)#9bb|$T=s1iX9^dk{I)v(xRa4VNYH9muY&#IV24?!eyCDmu{QT6% zLus6t&h^Jhe0?1j8(CkYw0wdrYG%ebU^`;qdtBS~ zjTeQy!z&ARTQ+kPze-ajuW&r+Y0(iOwXrGH-pG?M*=xA0vJJ}t0oYGmopGH!;cW4_ z?R_~66f;gJ=`U6qJu54#X2FO1elJ5{lbQ>|*G&ox-M7bAn=aXDsorZCy_r}y*myu~ zb@wie*({@~!Vug2&~~LbNcG}jZ!iYrH8C4I`@LZEA-4_1mP7KjIh?UoTE2TCwUp1F zUG*XryFA;o{2*F1pMh;9m3Po!x;BSz?Qj8Y$W=9kG3#UqPG&l0CV1?a95H(sUzNiE z<}iv*#?md3e5Q(ZI8{I z(ha{Me{J{B<^u~U$rmZlT{(Iu%%$O1uc8Om;yPB^q^{BuB3dXRmZX*iv#zR4Zn&v& ze1?ojOq9*GzR>W3fDRrP3q!7AMqZw>%vslUkEJa^U3c5^*Ap`NjRdzCFNK9(zQIVu z!o;aB8el0ac=B-TGV#a!F(`Td5ONx1sl|;w+IKNc0Ns%hw47 zvpvmn*r8dN5Oxwi9)csq8_t4*k>;-S3^BL#T70BOS*1ObR=9jLFMn03R83SEPQRHb z%#6O2SfAv@3g39ULV9wZUNZKKkZBOazR)ZpHXa^5_h;7Jicb`npjym>r0XvRZvD6_ zN)pL_AD&xY-Eu1PLwZ(vW2b(dRX@*l|AC{OX>lvJv%xL)EG2qHR5W+tLH7I^f|%t! zj!u+^kW$MK1PcqRoAyN^g4LRw_FRGfkv5KpSr}DYl7dJr|JZxNs4rM^ht)M*KF-tC z-0wryX&NgZDLfQRDW^)8`LdZwOa}=enjEh;H9P+qly7BskkOtg2vlA>BdfsJxkxOR zOQTv4vy%!l9w(IK#e9!cB#RN*r}9XIrRCeegP`WYs+u#!_&LG*g;eQdO<^WpcVZ>s zVt0`G8&&})oC)7k+y}(Jy9eGzzdkAYlHiUKR@l)t2Q7w^r{n%qfC!dxK%EoW8s zqxkz0Z!BoSS73=s3kYOQ|LNM7lgf}DcWoEC)U#_|9 z8wZ};mPWt4If+Z1F$Yf!Nt9z1|6z_e1ja1aQj0&fGeG5H)6aEHS^f%ik=SRzZ!UX! zyH?liv~6tt%}fzE@O{NS`=11gyihH+ABqdY(E%H?_Bh9Wic=t@KmKL6g@E` z6dFnee;LZP`1EHD$o$9_oFo{d+PL$Qj7)5=NYL`b(dL(I@rqTutv8lblr)9mSPEqQ z5rbPCE;(Dz-*XBaoL~MbG0|q`1u;ZC;?YB;Q81_Oovl|cxK3%1kILn112>M-6e8Nv z?9QSPL|9Qzi7t;4duP_ZZARau(Y}!4z z9G7z68NMZbPFC#TfBzPBOa)lYlpz1`O-QC01(x;SCl{PWbyRR+>`=b&ni)}-w zrXO7!yQ6vb!UI)Z5`6g3X}s8b=EZ(pA~>=XZcV~Ek}46G-Y>9+vB8v3#x_Q4vc59- zXLMXcZst~g;X0psvUusQ?#X02^7^%>#FVdCM4HfTqzfdobNtK3{ny{Ou`l>*QER}* z!Q>e<1sfHkO%Co==HP(y*KKJ_YRfqh5QB8V#dbdIc`P}KuH9<>RX_7B)i?jq6H|MM z=TZ3-#3(1!H&2cAi>Etsz>&k1!x6TI`BPHG>`9S#;D`)o%q0Px^nnTQkRaLzAhQp* z2}Z1A+1c6YxSK>@qY=w^biH>3Z$ReVy-e3PI+`y|kcmUp5cG9Tt#D45Zf(YOXy{}P z3+{qOL_~~!PEv?3#{DXGk3I*UkSXE%wd;#11Wf82tqJZz^M4kC&n94nw#*L6vKz2I!fH)T@ts^HEOzsO^Z0cUaO7x`IEeB4|fJ% z=Xw^{TUd*;76mc735jT&v}-hHz2AK=kKaK7qYp;(LUgq`#~Ay$+VPdJp+szOEsp`i zWyM#}EI|@TK1uD5EIi8(6Gf)kXr~!{dSvsm-Ck#VQYY-AF&WY1Q2jl9{|&dsZ^h2# znxmlrYw#jQoA=~~HYeM->yXz(d|q;~E5HY3y?y-(NhoHruvwGFz0?S}kbOx~`WxfC z6P*iUYMtr+z82E1MJ?zA@VHxLzvQT?r~E2&3^S_X%E}zO-^xNzIyfjUGqtJ$>p9WN1aWIsf~}~DV6sZ(FX#N_ZPmk@HB2L zt$q)oYhqrP76M{~zF^lRLWhA1HUjUE4p8`-5j#M$2u^&=NW6SKcWZl4nuxg^BXxWg{bp_x;*3blTB7^aiUp51P1Cej_NHCv2S^X zQ$LRb@iGfaQ;cHFGLIyZzkHYia|7KHv$i{6R`QfC`JGB>V0v}fgpJYCNvGF0g7G_# zm9cNS@ck%YNfW($c`#OZRrp#edR2M6m%1$w+nAA8aK^MOS=D^I0(epT3orxXe z{7*l8qWhAO*<5$tR&V9W#!u~!T%O-Vt5GmJR@5r?D%nHM!7l||-qq|D%xut24!FR! z{yu@f-cV<{`B2F`WLGwW4rObt8vk<+3+W;fMc2?6GoiCucNxuNmIXD9^r4 zz;x~VN|NY(24iz@SlDH>S&I6dI+C z#I&o;CSbpn5`#Ruo54ByHk!83qoXk>wm>TSw`B1sj<~D+j7Dg$?lFPi0&^sN1rk*Zax#>2UhKHlhV&CV2Znc$SHaFY;9LytVWEb7u`0WsPtw*<28&X7Fh zW9OLikfcZ}EUDQr(dH`*3sVsH!$C@o-3qthe(Oe4;ifI+{fQ68r9zvc7I`sIwrV4L zCnHqlVj!7}_wTiuj}Hb8 z8jOMpyLM=c$*IzYF4|{Xa_;?3U9DCw?MBz`*+xCiM=Sj?7DoZc=<6>uml*rNMl%spvhBb&C>{j|GIfM#z(-k-rhr!TMV&(zJ~5U)m`Ig3mUu zLl4)BRC3qfYXtbivj<6mUh<^_4;)VRh)&cDDIXfFh9&z|a~TaoCG+swG9YO&mry-2 z7r$aXmOBailK0Be{P)?T-P8tOo@rUu*5XP}z4DiGLA33pWL$cWk^Y0E&?70)$W|^g z#B%YbCbWnLnPRx_PFXOP5O+*i7TeMp$8_+m)U?>}`fRaxz#&cJ;C`i-u;V=={TAsv zEbQ^Ej@ZKHzG+QAXG?F|UJX+KFFwrq{MD6 zE9rhKCxD3B`;F31dfy3of29f7=S;Av@r$n(b=I`-3t$YZnWgBMis{s*83pMu)ATn* zS+wWWKo!`&Dj=ZQ_(dqg6pVNQ{lpW|#yljz1)`d}3s=a45Z*JV-T^;@q)Wp-iB{HG zM#ofsh|BxREu${ym-jsrAm#ywhpnm^MQo zSdg9rwfMpuqy^b_Doju~MG9h)^mWHlxE(yAEicg~6jTMs@(K!uO9M|;8h5)n-}qh1 z-LKj=B(?j%vYNo`XQv%KPq{f*Jt)!FEf-+k9s~fLvG?u(PpGc^YS_?eJ;VgPZ zpkaR~M-tKX!%`LKQ4PZIQPTRAs+DUm*5G9*41jqc3GZNHzQe<(6p+_9^|SBwEesL~xM;NRUsYHvCXP zr=N>OHiaMT-4>FRlytJzAzg5~(l`FD=^)+rrr*12k>-aD&6-8FzNR&^o`vt z&j-cTm@1D8Ug6TwD$#RACdH^Sj~h^cGr{l`GiqxMig`{=r35IbPZ*yoqYNSxz}B?V z%6&-{P%Ygm&$VeyS9#d0<<Y7b%-E^GHcM)?4=c=wMnMeroc$KSOST6qo8V+{MY?Se#z}OR& z-IW&hlhCCyxO}5*Vk5dcSTOP)|BwwIWNT|nVD1B4`E^U)z3ly0r9pm#=fr_|H075nK40nA(FaIiyqqzJ&|9X5+ZjSM~m8ZY!QaJN%E znqLUU^i-VtAJ#(0QZ^P}=FR<#@$U3-o~pfbeFlJh-XAhP4T^yf>ABnE2?%fD?qlMCa)cNdf`-gx$JyGtlo@hTJp_7)@4?~A<+Eb)dFVCZSug@fs zp>;L{%dS69%aJpAM(mgqv3>^tHn$HH>gu8iueO;Jk%wf?lK_ON3CD^kQONd1)6vq- z`s<*X99ue$iQN;{s&}ppkK>XX;}0aJyp+FuOFFsGXi6wzryvI=sw^6z;Q3@~hP%4! zsXUx7KG+qfpkpIkf*IJ8d>e{VjE2m1PNn9DxcJl}s%G^kk-o@_fck|9Z#%VxU!B(q zl1HbKCYv*aJVx^^9I^usrp=fIY1`4h$$<%=%oLr zu4_ao+gI>hDA!vQE0xoOr?`mlf?_Sf?&l_Q92c=VX;%DC|BNa6P+GIqvs{YwBuiwP4&@%9= z0{Qx(-$gF(<$fe?luWJ~H;AIXA&qS*27G2x%kR|8xvChSe+PyWCT0k5A=xUFg*pqp zH}nPLU?XwC0QJEnN#s54AwE+~9=T}!n85EuJ{#iBV{}gSrZV;0e%(p0^Q+W)_U)D~ z@>=;X3TLOrS3QreTt2J6P5>evOy~vo@60%^=lBr-h|RGce=W(QOMcL+TApYSq`09F z+@tAt`zwTFD)#KDLi$Xm;s zc1M+mfzLHS-Np%pt;H9{$-__5`VS0tYW_c9Z~@a~;C-4xs*C(- z>vQhh)OL01(Cg^C_7ni1GeS?OXu#AA7_;d@AGjF{EI;2zQPf~0WVWj*DaGS}FCTq( z*Y{VCUq2wL3@uFDg9!*#00$)Fd07B+Ca2p@YX| zT%9o;MXy||_~c~{!TJ$sl=%>Kt7V?kJIpxebu94S2P=R+h}s*FF>5~s^OQKaxKw99 z_oB~s(ird+s;VU`dR7cy+<@eh@}*TIzS@fQ)%sV@gIy^(c%hp-h)kO!QWhByI94I< zxyC_~Kw-qrd!?cVMuA7}pu>fd1N0R&b1#GN0GuuO zE72gs*H<^kph(y?G&C%@3i=7uxfi-M9~mo>hp>!VwEPsIo}&pE|^WvD);aqWU}jtG5~=5!vv~U)P?< zvYyZFO-7KO$sCAveFt^n-KaH5IQqZ=fXs-jj$Oom~BLleF8wWp*=Ymj%oXfP_XUbnwW8GojxO{fdV~ zd3hz8Qb*iV_V>D2908uCsd~iaX2tKQ()RfuA^e7^aYj{3VA7oh3C}E)3pr0a& z4FJJ|P1BZ<+n@{q=9$Zshex}zum7C5nP8lCJ@7|JN6b^!!6>KE0YpPxRJIeS34qivR8>YE=W3b4U{&WWB9qF6pTXqXU{NlA>^ffM?v zJk>DAz+*cE@uISiOVYHa;Fpnn^7WMeA{K)#so#a6&{$J@1K5YSCEf{+>lv$#wPse>s0T66L zSlDApYkn%Wso!e&`!55fj1TW+0qI~ICsCP@FB79J3x~Yz8bh5i&%r@|XXoJ08d|rT ze-sbo4t@I^pjPpQmyc1lg%Q#o$W(%_e>6XxP4K1B=jWo$^l(24qVk%{6*-<0_3v)1 zh}k%KN0!pw^^%eO1gQcFISCvwvG#{;_kMBK+-rcj^RIS+Xm1SC&LZ0PwOvP}#~(JS zNKe8}CY3fB0qOzeeY^31)bh{Xk!I)u7AZcrrV4gL)|B_FF0Leq^IYj#q%CelTVk!v zpNE6gkq2|>QRIOmC@b>>tyEP9yIKvcW*bxlX?Y|Pb16+h zBMPmuu1Nj+f5inDH93{?j!E1s&qCqwvb5lP;3q@A8;bv<)%Uez{ zjD1Ecuf4@Lt+em2S1w2v#ZSa;d4Jtd`2tjW5?_&Wi zV$52nfTx8;w7h=k2Bt*_b#pp_(=p56ZB6QAysy{VO4CcWQo0Xg)<9c!cCvWZ-p)UZ zU_fk10jI-UX|%EgBi=|i!!IPc2#B>tH~!}KF?73bZ)d8)*(^OZl1Vfs=%Tw&{nicV z=8>z5SN^CT5)J`@@pD#A?JX0>-MaG-itrMcmw*zij9m4hw3bd#knjPkoEur9xX!e22__1^cRi={_EqKv;Uk?bK2H1U2GKr6Lgq;YI~i^HWVrHfon_B{q5Z|q=jr3d=7~ktv`uLTl4tE3 z$LSq1I~UI{fj9d{T+D_UIXR(fPA?pKe~6HPjP6G2*Kl@zfVF~pPcu3 z*)?bf?UeF%{A*+Y%7~+yYFb?1QZ7%>AqJZ?r7wb8lQ}kb-?=*|CMPy%_$lqlgMn%( z84WETd~^{1TWM05H4U}%5mtM5(tqLs8X7m;t1Xa{Bes8SdZb!u?!4bSZ8D`@dH7iB z%>)3l)1&$vV#p(Av8q)~G`)h^h~ zKUxj&vY$&Gg(i-;Vf8PQKAPDQEB9!Mkixize&1OMHul(%Y9fsrO-r^C$C4 zOIt@fgvU7lsZkN4FKNuzX^A7E?elwqH)>c>1WuqdrAD4m`A6`8Bt^zn%BJ5?bFh5< z7Xd(ONMYsFcBMT2&;Cf69x3;S?^F48_=Oe`^zm1EYqI!-?&p6bhyh_CLHEAT4N6vd zRVVUE$jY`DLoz|d>cH0mmxC#H{C|yOi#!_i*QLu7z9%30I9MF(F#})^mEhlF_~UqC z%nBJ+_p7MtNQBv|@$Gm~C7l*lAV)K`zY9RfKfgMMktC25wzjf}p2J;Xm`_?CSU!B{ z(QNT`L15IN(&j%kp+^ER;$J>ZKG_qbDl5{#X=$&`t2rwU+LrbG^^4%Y;xH!!nd&{0 z1p_VN*T#7Ez;Tvr~<|t%0ho%h#wauks?p2 zEH)L~p(#v*=TU(9=F$H+p8dboT9P4PB9>0>{M#7hEoMNLj70l^o}@O@hsUr#2ajku zgplfzI=ES!>au+F0rK^di=K!H{QD#_a==7+8`kd|X?^<`#;k;{g0?2LEiVXwQvSaJ z4z9!M?q*D$@wwki%RI#JoCQ^aOnCo(l0XQ_%KUy3%Tw!l(}D4}h57fRvPd zkd(;AhRHDg(KeWvdPY%}YE^LuO@b&6(_lJ6jEO6@W5g`pG}e{Uu9WM4Z;S#ef5d)t z@Sb(sU^pcxv4#pVHe`ap(Y6WyuSW-@i{V|ZDnBD`I6DL5a|yuHaENFdeI!Wy_Y82b zA|fNlXci44S&XSLPM|bymbKJb7PY}pQO>%28?lSezzvk;X z1bzFf>fdPb5o^;U15qVnkqSqVyiGP2o6iQ_Agd|vG2hHtkpHdd5kkBB z(041IB8eWJjbNkE0&{u<1O&`C+3R|`yUn-du>oaxvd-N)=&AUhd<2#wpTP*o6|-R$ z9KDqBFMcIL0bKss4_KPW=_njR?RBV|yZhMSU@pyKv%Vu{~m7Wr;nZI5kFrA{5%jS#focVKpKzG?by#Z1yG5*J^V2H{plY&&8(JD zS)_v}85u7keT4~$g+k^S?4S6%KDk>?L7v=rtMTN7f!oiukt+F(rQ|!C$w5f!WwoHL znE9k_xV5Ea>LDfFf2P$6j%Lnk>o-!$GF*iYv!G+YgU{acJZM&f%%Sy+NJn%)X_k_Zsl|2QZ;O~LK+dAVRLaMIK+ReD z!y)ZzO8$#3VjVr9d)DgQJ8AD2+zi(_OX+fvs)-U;{`EVE_gElpDNu<1jXClaqfLdW zhVf5uyNw+V*GDPX;n!)4$7+X|JjW~VR$ZN1j**P~2EK}0Pb_s@DiduMCGs?O)N{Va z;CX^QFYG;A0^&luW!{%KPOPOz_qf`#ttzCkuhT`R zyg5|7F`krpXQ_it^p=X;)8!2VlaT7|$?S7%(+!?$oGS0w1b6u~N+)Jbl(o2~HX{)d z|6G4y?I zCA)^mPq{1O+k(;9*J;PP$2OSK?^r9PY3qo&)n213)K&~rQKb7XKnf;>-em+N_i1;X z)(X60I1fMLb4^rOO@)mY7hA%l*&JpEV5Y;6CJj-wQXi}v&% z-^x~kv3}JR6gz_|rXC;3@X*xBcF(1IOtBx7u7IY2Qmy|=^~NjWI*lPZ@rGK*32B08P;(@$JFLvjlKlHHME=F~3=OxYVoV4e5zReS#?Wolsx?!(|##zCQ2YoGB^|GGD z&eCMPwsrBP6QqY3|{stxf0C9 zYKX8WC51U!MNQOsj^=0qjDm7Kddu|3XFcZt*maR}EWo2u3n-JYL2@5T5_Q^}HGNEX zjTay~151F>Pf#^Yz>vUsG`~g0V{nNd1ENO=vkqP2Ap?*+N17DsvM{#7S~r#-HyI(4J~4U>zz^0XmZ_mtO`d1#s63ydLA@ox5`qaV=O@(W}r*I zx!9YfI}ua+*K=wyYiem_jpIkOk+=#*-+?k}XvUrnQKlFQbukiM{qs7(2sbRnXsWkm zxAOWmt=(A7J)pp(kwi+T^OihgBU>`h{!dcDfVcr_Ho6nOqY;_Jf}n{v^wZBBfRs>> zi~nci0S?cG23iSHJ@xQY6A7QGfD-WkU1bD%x99HYHh~zop+?&=EKwG4 zOaUcPy9j#wKSK{oG|h0cduw;4LzRvdlabE=RrblPLGYVf-6B;4fz#suc|BdMf_HlP z3ekE5>9vH6FL@S-M!0{JX34rn99_}fP|qLtCHKb z{6Jv2+5f2uT3{^dDS0a;icdZf6H!xh_pwCF0U#ejd{%h zgnU^8Jpe$zAOrN#KhFjoRl*~Mx)T6@;m;hJbc2A@^S)Cb3_wSJbfXXQ?bSDQ6eEtC zt3(e-QkHojBrM_2{wv{0)!!Af602lO1qoOR7jh;6&@Ne%e^CGTAPmU)|CGK?96N49 zi@1=I60JMdA=I3u4CQ}U%enn;HOn?JiJee6x+U2fggY$4Q@x;b>EDebsR1=bP1iy{ z#BrB_5UNhP76Gcyu2w&F$O1tF$)C-G=8L5!1(CY%^Ut!!$pF3Sz!G#lRq4mA{f}nz z00oUsJz!5yz#&wAg*b923jo&<#AAP45~!zyBS1XEqMnx5?uDzE%*Ae-!U#6c1bVh# zYGhvuGo9oDcHn=HZ83!iTkGUkzfyDBtSWfuZrmaU`d1F=E`?WQ*#Dn|#{|kzz&X0& zRIVbijB2?9VAD=_vPR=DUn1P*zlui>k4767`Vez|D$XebjTTaI;kBPWi`P;FBV9*^ z2>(8M9b(ZQbx&XMX}xT!p2m}7LNPV^6vCC>MOzO4zX~6Wc!^GWKt(+A_pOLQ7@$wy zy6zdt-=!RYZrG1b-m|VQdxnj=jTdS>Qz2#}fAzm`1@2PPV(2WceUPM7wKqvd>m;6c zSR%4&{=BXj8YLJR0)kXWPJ$PI<%j@`V0P`?wM(aZ#SOFjrQ91eb{mIP>kgY*F}uqf z-Q(~}K7!~Ef`Z3|?opLO8WkX4bLFF+`4O$L2NC!mwLQU#dOYNFx!Q42aVv3Z>i*Vj zgMNe8=J0C*qblDH_ua7bU2ON4r2Ww(&*g-f?GugTf_xZ|df>i-)W(En@jssmFUxHy zd(isu!+`Xu!}kj36_+0iAGaZHtJSGf?_HBcwoHp9y_?QV>bmME2?Oxq$OQi;$?f=};cxY6I1I3Q_hb3Cp;ko9Z=ELnTg^otm_S3mrQ$N=6;vnx4 zh976PWujFKDx}0&r}nM@?%wa-hF5dFfN%fjZnof{y5d=Te9S=gdN$n?{7Da(sj!X} zDV@(sHLA(aEV(CM(s>@6>O6O8ut3d`J{@F^ABdnggfNKI-XY^&`kRf>!;?WZPS4QL z@aS|gl6QN128{GKL2S=eB@=jVL+4P{-}WR8-%)gOs;zB)VbA_ z)Es_67hXs^ny6bvP9gnQgy?<>hYXAHSLOP~CYb>3*s98T_%~BpkjE4mbX_c9{r}o~ z%djlBC19BD2H~N*q#NX+Q)y93rBgbjyBi4+kVZi14oRgurMnv*x_NK**<0A>eE+^* z?{&TYLhi*{GqYx9O|HdevRq1N<+PSgr^`1g1{wMj!n;ocA(!|l9$M@Qm)SOD+G6hN zYWr;qB_wV>xXu9ca@-G+e;a8}k#3#2Xe9c?xc7Oam!wUg|}5T!*g~$aCCvd@f=rGi%^} z3^2Ra+nxx`h3G?S;JhADQr7^$rWCSt8l%Mkgn`%BIY+fkA4L;@RSD;q<`van!P1EZIuEAi-hUYHo&~Wgp@=sm6?irRGi-o1B!D$4s9_)J zBX7|pxCv2ufrIwHA_S2vS&wLR|51NhlwPKm@Z#wKrfOp`g#z{$Ypp#^?)fAvpdRdD zA{sG@ByrBg=3a8Ad@`kVHO81lC`_XE*@B(LmXtVbk-!(j#B zzxntBkms8Nn}=WyKs^!~;FA!(pafo+5dZmuYP=^b|8t5{bO*a1Y&xVdJn}`IB5EE1 zT)z&T!G0+7Lf_^b9%Utf;Xs?|F2b{m=qoahcayWk8=y0hHBD34l#jm2niUggF*c8w zO0?M@rol4(=&*;)d|*##s>-OY%5tg*{ccLMWByZ?`v8`zbvkY&P}JC>g!`zh_346%MMbRl`poTgXXsv^8T9b}{>{t4#$|_4MlA>5m@y0gbzoP? z?eIPa*H*y>3;jS&psWBF4q-~vWINDu>W5|FGvYeDTIbj8gtE(rua|fGWp_!v^&lH) z^zQUs|DufiQ>;FOXXZ}AY)YL>UhFcOi=!6lxS1NKirgl9k5>oT;~r^UWLd;oqD#q=?>N;kj@v#=R~{X+hja!}CuC^U|+ zDOhcpubYrs?<>zAFhZlj+DCZyj*?Y^v@?GB(FXw4Lb%LH(cEEmj*Vp1tCA?OpdP4y z4S<5lMLDkW>Hlu2e9p`dG|Lnt;^T&3FRZzn}pM82>9Oc@L1T7tpbARm?&7 zn9l)~gsS{sq0W06-2!2lQyl}&M>YYlvOa#gMtEX4#=l_nz5!O-ZE81sh{4<+)2+;+ zr64Xs(#NC+x}1R3ro1A${v`@n!J6Ls9LAi_9*B1T(KJXZ3Ad*uMqESHPr`L8J7(s;~|AWfmPTHTo5+; znp`cCPd&@N!))Nk%~Xk}M8&LGP_r4Zx4F>=f7Pk{Eu3Sx8s`U8=$H}0*v=tMT3+Y7 z;kZqJB~yw5$iq`+*X%HH?X$l5A&twWA=EFgM7`%%{069RJJ=tRc@@;@GF(=K{JsWJt$S$fC*C7NIUh}uNNw#P{xB#m34Cjx9${d;5{al4mO1Gj|-}=dyS;;Ud zK^5jh+WW=-p`R~IPdtmNr_DFccZn)8Y5Ppd>tdhrMSk!D9Tg5m06W=_r}jRu6Eicr zSHF0~sba8z-*ElYSaPKGZ`$!Hi=1 z(zS;&d))D5c}tFd9Z8w_nMq;SBNu`WCW=L?AmiQ5zW0<)9&p`<=~4IYRGE>SS0DeH z4Zwy$UeL1S50JaUM6tcid=4+=hf+VPQz&xlxR&0YUfyu8BO4n3L}mbW%;l4t>iQxe z(Eu^!bv*r>NdVn%x_}xB39jOL@(Iyr z5ynNa&&K1X?Ufdeu{IiEn6jm&5O^B*2U?pTfiGHPi8hI@+j$$zYPn{JNRz)#-`UAn z2VL}L0K9?m&UyI3WGRVn_N_(b;br0=o<5Gh_b5xq`dh%P{4d87IfGiFRnX#M? zuvfzIT26gc&XSuVY!+l&?NLXT^5vqJErl?{A28q z-zyDgXts>Hr@vDYIdK?>x|sa`fF;lyg4P;g&THmibr>ck@fB>HXLZ?GZgtYEr zy$laWF+=u6c+Z!w9|j7?`$+{=pRvUz%Keoo6nkv#CSz&bEWJ1Su+km7DFo5X^JIX$ z-o|W7iO$`{INfSm2fxc`&HdQ9t#1thz{m9FG)q2 zJKMZU>rnlm8(R04Puoj1FUNok7f@G8rW`;=#~&W>S%wKC)BGB8(bnOmFrAiV*ZzM0 z5>~6)@!gcZ?$R+JaXB3+nh*SiwV}Fjv7R>0uAag9cI|xI)l4nI_$^=gfU^M5Wp3|& zwPPly_7AJy+ZnV62e4756(-_uJz|Hth$kaHXk3B%er(Sfq75X_0qAmX{=#~ME*Jdi z{(Ny(@#yy@MX>C-`gmchmE`VuLO8X7(OOpR1OuE=U9r&zcB@3pi(r;FZ zR_tD>7RlTBW@^YsGCg(}u*yZ*L8Gx@X~V6)j2veQQbBr?)WDTF&j*C+xSx!0$Rq&@ zV5A;O{=Po@Z#iwY^~p_h)ykS#j=Fo_Ey84%Yqqv;#cpH)_elfLvaPP1M1RIY!PugL zIZb@po%_m56|6&Q-m)q{UTuthxt#&Tv^*LR(+K?7R}Tkg0aJ;`m18BDnQAKA{PA=7 z&MyT7soI4NZl_7YYB1q|3B=(k==#VM{K)Pj6$Q@2UgSU~W}Ae4;sR7V)R6E@_HUA; z>2su9_CB&|MJ3ZKD_`fwH+(B~S!;x=T-RT{Lcs&C3}>N|?_O|-Ov?f+EFJdz=|8AK z!HnTK>v!Q2eJ_niZM;AAXHGGJY?3CcBMg~_x4x||^`m+vijS{+;Oz;_-1}F)_D2`| z44ZxZV>62H{yrgvEa0#uf+P|>Vld#vN!h-{!@6?j5RPX~$yH4?a>RUA6^7Svv(>=p zd0vvo@taK;R5Gn^;-61g#deWZmx_nN=lgenriy7%0A_?RS(L{xe=98fJ$5qvI>8|2 zow8f(Y28h?C20<#vB=;()xQB$mm-KPd0^fGwh}`K4q#MNc~V8Ag&uaF9C)BQ0M9DD zS&_iOX``Bl`6CxVvj|PeLWWdQ0w1kHIlbo;l~cCW`Heydc>?wbm1t=Kz9Zd(Nn!J& zIgdb%kxzrdDX@bVkGc%?r2Ujyt9A)~8ff#A1lYFz@}X9f;v=t*%v!IyUVBYNUs^#( zk6n&*KkMAbf<;0;;7y`1##ZB}j{rgQ8Q1Z8hv?Xlw>U{{i5RolJ(@6Rcym)VZTb1j z2u`Mk!&GQ2+aF#Ooq{LxI<}2K(sV-{y~Uzmdt$b^WaPT~N&V8iog)^o@RQtqkTC!3 zP_ritDtV-ZMXZitQ>&{XciX!R!f{)H_n0_6H^7NeOH2JvG8Qlam{7r2JLOLuqGEei z%j}3?+qDNivw&|}S^T?)e|s%XJv#R#-wnh#_p5n67^vc}Os07V z{OB70CH)73rd&Y@2NUh9ilc$6Un(uPtNf$-yt@G1B45PzD2xmQB?f>0&h`?96abfR zI3~-66l;0aJLW7OR=NJd3sch(TY7NdO8lE+qa(DXYj&<`!f){@r(>ygJR;Zn632D8 zA`|5SZZt#{=YQbFQ#@zGJ(!4rB#VKS%+5Uirk7{)JTegx5h@iqA%uYD>MKEMeeiU2 z&3%9i3iGn6QkQbbZtJ zE1Bb23FJeeWEqj&$U$wi>@Bwy3T<0YSJ%9d$!H^IkS;PiOZrxr@T}SS&2H`Zo2}6e*ulFExSQ^!iDKpS%*L%$DK*B3V zGb6Fdp!|!fhWrUrTjuw8KivndxI@Go{V^>b}k;m?cr%`r} z9Dx*7YVaPp?|Y|e#v7{|o(uy{4Sj&#xXYakkETwh(S7UtjMAwaC}->0gjqhKGylzH z4s?j5j$j@>*SbG1x(8Ms{s5S~)-L-{LSnVwW}2hHfBn@?;V^k|O7wv(p^Xh7)qY1= ze1C)#h#VmIrj?5Vr;E~6GNvm*=h3R13|NcbOJyJZoSOw0Z>DGR@Q0gzY@?Afi zZ4<@w{3>Fkqb-gBOzD$xH#{V`7*1ioc2>YSt0NS8peArs>q0Wyh{*I2M}>VZ1(a8c z2GPgM1>cKEG73qSCcLzwd#K`~e=gOFZYT@44JhW8I!y!G$h~0!|uNQ3|1yToTP2;PjgO75;FRE`a_zFaR&n z;7~z2Q@C2^!Uy|@_1H}pD3!wi3y4}khvhtw66u(>#AJYshs5G#YH@loojX}}b6h=V zpONjdZ^Gf&0P>ml$yuj6!VaTn93=asKpny+S zREaV;`sIZ~G(WE^j)ZRm^M|zFU?`OSy8sspq_Gf9|NCona1!(M+{4;#o7_^Rr*x zR7?W_1T<*Qd??+6f(iV~O4b->U>~MYj#DoZIO|pQ@bE~YvT3it3+vY~DSL>n$)-1F z0zH~veKX-AJC#dOA#HX3HgQ1+|)5szO$!Ewwe(=zF%~#M!1xO4B8KviE-O9jXp;_5Q*+1r7$9#mg$7eO0N#I)=Bqm%omG`9~seH-pD_z~322O?-fxnc`ptS1E6h zXACA9CzJBya^Gv?LY*UWZKzJ*F(G_JH&j5UD=(MPPYXW(Vx*q@=DTL~fSR0K zSRbdHvrK7?>s1 z&A(j2xMSp$S!z48?Ay)u4?%?m*H&mY-G z^C3`g__oszcHwOBo)Fcwldd(s-9sQYjG4j%Op)zAiw98fv4F{aP`KJPDPD?)OY1tH z%976hPR|}-jQ}RU1>!}W>JOOS7l&HcLjq6t!Rgon0Ybv7GWn>lRuo5i=Z_d7G{%5V zO?;NA2RCX$`#&cliRBeIB|g1pH5BYtDqnrG$(x%^=G2JyU%Bo`z&Cc0k3|XHO-Nd{ zCnBFLF>Q-wdp|$t5m_CK031O?w2#_e_{DWMhqH-t#A~VU4$5*xOLJe|TbDwyayDuJ z4a%*6_AM@wcjz zZ@@h=PtXu8V@S=CpDN?klAN@Q%s6ayT+c}~&n}yIK4`l8{EPbA3-}14a$rZv#)han z9L^_t@`|mMzcJD1p^P*_#-VLrak(C1yFmS#bOc#8)9pNgA}S9S(zlEZF(CIm>oqn$zOC^! z0c^Kny5b>eJxcb<(lX`8v$~bOgRbqvF49wmtR5DpPFzOdiqkr3c%zkpg3h#5`F%6{ z12I>)7w)f%~R_4CS!7DGJOBM6s`-@M3WAV(@Oz z(Rt|(@Njr&!M@z^(aNu$We&?BVY#B3eWZ{@we`g9Hz>2-pPOws6SlfY+n=sG+w1S` zzh3W6R5f1T8=DBK)ZOI7e^WB@%7~Hz&fgmg3r1WN3CU+oLKk=>*eZlJ9!W-R*SIg~ zxA`l5Wql3BBk9$+=c+StU8=Lk-v@$ZSD8k1AP8ThB+IUUqn}21?_m`t(}%w5=NcqV z@DwPx-J(W??6_qSXbipcTzq2HV_9Vr#+=y~p{yJ@_TYX>_@Z z>ow6I09UN-~q-pkFI|i*53t6Q{y(v3>;>TI9v)SZ? zxlwf5S@omo{3GqGKjiGkv~|;LVbkrU{Q$JbB`;g7$4Z+o>q2L z%8rN{nV&{-FOah5p&j$0G|FIsn%%Su*KUjw*cJrg>mZ}@9VkJ&+o8QnCTqJl)^(qV zIrJqJE2j7o!`n`G-&D#!h7}+Mp3f!l2P{+2j>hMx(awkydzzkX8fY(?PK=%AdWghxeg+jD_BLA~V-D^@qHQ2awqSht+fq2=5owoj$8x zReMv#zE!FIu3di@ln3`%9_|UT<=yNJ4f|`a*vQGdvgwH);>3Ec5E<{09-@Y$E3MY# z$!W8$hQ4n9^fGmvuzq3{><-FN@tUH@CR+96+7|(|Sw&jHu#~Bz_tpP{MCcBbd31NE zU~_-M;+%_lKSs%QA=2IJ$)ihMr%^qbx|S&6f&i7g!YxjG^A@GrfPcjFZ(cUlhqFMO zcuzd`br(v|VuHP6Sc57xMV1p^uyp*l@qgp7CQh-BQDP5N(2~EioD=3z`uFDiB_J;- zC=5#BOuMQ6%?p5jFm-}6WUg|<%=ft06MqBnx6;5t>eOI{PAdENukXi9kwO!O?asBl zPy09S_fiN4!-+5Fox}XU^Et|hw(HlOl}yq94;TzS-r;RH>5O6jJKrq!$I^*Cp@LK7 ze?fQupZ^QcYHqe&ZvWH?kRu%ovs8OH!I=AR6gSx55afZky&b)TYs^)Tpcz!r-YVCon{uRCiKI8aL1M*pn)jrw|$N0 z#aGTZ!k#x2F#}&Pf@E@gP#_u&{CU;_OQnqo8=+X=_+Ubr$B2jU889Vm7n*&nWL~+jQP8N;0Oo=%v!71jZmNQyQ45g`DUOUb9IpSFIw0yv5UAu7R2s&ufF~ zMH%5G-iwKj8HuyGZR3U;$Fv}YRPf}i=hd!9(YCl7rS~t@sH_HMv!bz1B(^znBj+En zwtFj81nWft0<8u{(W=6fgCICOO$)T5rZEFY3CG8s(Qmb`^TdGW^^-ydfUGG%$z(!4yYmqMBF zyN1=wOnMU*`$g{D&$^k4{T+QeQr-48@!#6~ta@*f&l|{bI4FTxd$r#*kNr)zjY9G+ zoJ3%_u<>%s3J5e~T#=4uMR4M8`($=+n8Nkn^jXgkTQ_d5k#n|^9=4GGaNDaJxVaec za(r`@-6%uuRWInd7%=M>B|^pvzSwhW+QtAtI@?t8`jN%4?cYBBW|1*$GR0|jaj$V* zvHBwCOPyXzU|nKyugyqq(@IgTRq`AA2o9@;4;fBvILz#+@WZe&A({}uj zzHo*3i(=p7$_#&d5ERx`>vglOBb7J9Yc_wHpFwtZ**$-E>r~x}BgY>uZ3<~4a9U4w zE1GuQE}Z4;Va9dbwE7}lts#->ajNOmMf;gw?K`d6tfx-w_}V zs>Ff=YZeI>v_wuMpEE3eh(GR3U-j&oqR=k)_%2)1QPW*5Y||-Ebvu!{zv&XEr)tm< zTTOGs&91dykjbalYPQZBTN$F1qiODk&(CuBUYTdq?Ke&fos6nh;$_q`BBdXUZp$(X zk7ujvc>EUPzxAv>iWGG7gIGCr84=W(7d5mieBtfeExk(Jo4eYxjiqb&n9od$14Hp~ zWwVE^X{Jr)P`F7-JRJ$UwP#7Sh@h0$zimqlXo@aIQ z0Z30&^2Iz~<9W>=FZf~ppq!(O{MqR=bma%7a>z9R=K8HHKZaxwQ?c^>lOeM-(vpX` zE_agh!UP1B%E3Z=Qd*=MdsQisv(5JF5YXcV0+X1X9lqtlBv@zu)pH2Qq7m(;ebh76 zCav#1OybK$wRAhIb$8=Udvg$NhpnT2!F@O-I`Px0yX%hKvjDalm-WOBk7eTdZ#|rm zK%aj{1QAcSW!-MoqI-RmZhUrm|FfP_?y4bwl`z{cCi(-apP6sFmwMLIyc(Ulq*K=` z?2>}$z#C&kgG8%Mz!&2r;fz#wX~tRIrOX$Vo6ZGB@^Ys6}T zaN`N+nA$s+4*5fEFK&NYkxvY}bHvv5*jrkRO8M`io_tVU+SNL&erG+#+em&L+e#H- zvcz4_WGx51yuEupdmd;XlN-~-V#(r6f!TCYXdQ4-p|)<$azeotIDyJ`+ysl65)i!P zRo_^4Hs^+zdkS1a;@9|VexA8<^yTeIK)@_PJ*z#SHv?)(W}ag6s|};GV3u8;M<;w zg(Yio-^~7u0rO31@fIevP>SH)sO68%95K-wK(e=D!<(QeU&`P`RRAj(%K8mb*nI}y z-t2oJQv2LBQInhhFq2^MGZh+OWA2*hv!-wAAakqnyTKW;Ro5Zyp3w^;CHVjzs9ufZ z>bJq&tEKNTA@r#rIFC;S=ye`xI<7sJ=P$gz+g@(w z1_@sV&tD_f>krWEJGFaME(Q`KEQ>T6&u_Ne^Nd`*Mfh&zm=@E)EML<_U+uxS_E>w` zen?APf@`upn3boCYe0Az|MU*`a-&sdmMA~U_NY%V?W_p%193r9#+TzI8on7eIghRH z^r}ZW@9yb9a%bMY5=(O#U8-$;xyt4>S%=F}uS7n#GmmL(7q$QUsMhQ{90z{CsA}rH z*qTBDd&XJxr@ePxHz#6a6!gVFRm|Kmv&`L3OwYlqx=)QDk>wS6dxxnHavcI}gkC=l zNIEybktOxOlVtC*&gqrhm>}}WXL351FB9lhrkajY_FJo6o3b`M*SOMe<}nQG z4eH}8V&7FeNI5fW;x`qa+VgtZmff6A2gzz_5!D6yrQIOxP+;~?yAF}xoy(kgGW%rT zG@US|$Ln~yoHfH@*0|L-`bxNx?XRQ)9MbYqdSwYvgijnelY7mWV%TpR0likoQa!`T z>?2uSwGgb=x}V}W#dyGS2|8qV488`)fP5wFzGt6i|HZnoR&euc>{BAym8&04qt@kp zyo)Z(brrH&m5o1+hvoeG%jP|=0>=H9JikU(K))lsIVB>;lg06XCts-F$sHL&fPx|l zxxWhl6JWA0B>f$kl4OTt;+*(Gt~w{gG3nuD?Vs=bd~02D3ksmsze?zGBT(GAX#^&a z5dHiHs*oYEl}soY*$RN}ih&#E&{V;k8}akpn4fNe4N%_%Zrnpn%|pF@*_+^O9mR8C zCQjBayx|IGfNz;JfWRrwP+vFCA?RlsWek=#vtUHB_tD9dA?RY59l_87+M3bc0z}pH*bgd8~~eF zJMiS6G&6ffDc^Cq9d{;dsxWN~ zgLLYw$G2^b#SyrWXhUto51Z{u&$We8r3lTgRNl|03ndT}aJdPX5fyVn=e(n;`U)?WE~s>E9 zC)4Gg!jxu68nejJGkb~`U}DYm&YYY1r_wYAzIO`32hFf7ZgOc6PDDQqpbXsGo!0o1 z6G2j-_1~R`hfeIrh(C}${IGxLwQ98JO6UH9M8cBZM1JEtF=)i_f7;s^Nl551m*rciV$Qdlp9|aC!Qt)u;nXiaz^&PlX z(3eVn#qTah|0C$;I9CLHJj9dCbtA*a3|kTOgF)H34pN~Sl-b=VL@nH63b3g)77FCU zRV3do8aWFrTbwdD4PUdBfx=ozNr_!o`0io=F}wee3N1J=6YeXvUvf5G1uT`mkwTJm=U?@$4p0UXwJ8)1_L0^&el3}_&VLs<$8ESt@)E%* zP}4HY_U7rvN@YKXzZI=XG$9k7x2&EOuZTsWkam_|X*1Ph)?NAerNF6J`WXEMdf<0# z7<0hHLjxJWrLN6y`pZzZquiLZ(!kx>(2?K3Xx`aIUi~E@IQ5=8cT;fU&0Y(z!qB&zO0isW8VBkMQ9^hqLu1<4zGWD|T}I*5b~(den~JaC(w0&ahP z$Cn8r99S@eOErr`rqj3`O_`lihKt5^cFK5h7=?^21!aH-?^m`+Ti@;&b^XbZd{uv< zGzkhmohTc^)sDIhT|4pn_YMhaK$Z6-8Luz?2lJ0I&IxsOrc zH1p@bG((S~Ui1Hszo9+i-QKTvf0ElXg1>@kPq#eKnHidPvt#0yVK|up2>ej)=tphw_7!B#VQmH zHbSBfJ584>oxz(WAdN@QXGaS;;KC;)uj0nb3O(((6H$2MoE>mUxo`90rA%fJ$Pf!0 z-jZ;b;KuH#!Dw`}^jiJhlf&kLPAvyhoAL$pgruUr7gQwAgGe1UI+a{H)l&(YUdE59 z_mY3y4DWHty_+;iBi(}4fq)%Yg1MSB^UVDroh0LF?U}y`-!4!e3vcy-{XBl=5!rqiN6@AsUy+e)ne$gBw2ECSX#0IO1kG%1t7lzly*&dkRIrEL8=03fNDGs+c(WKIOI88u~00U zMnXsYGfoT(K8^4v{?Cluub0V{-Yq5U{Kv9VL(^p!9gQ$i-3NmSt6BD)x)sPu^<)Jg z`-W5JPID&ho4(?gow(Y(r0aCyY1DonB^+m*24FqI$rs5y&TY?j?Dq-xZ3)fh2@UwY zCpMrml^|66mE+oreB_@3kV$f5ITd2FFH;N+(3B@%1Xi)h8pkNG>o*Hq29j^z2MwG%e2gH z;waEGYQ7G|d1c0`*zX5QGQ0j9-+!L_a&q*`1&M%clb+2Ijr8f5I3Pi*F?6@v2yr4n z3Yn-s+$4ES($zUTo0Ne~r)~4Ff_N6D1Kpk?5Wya5en`h6vRf6y%z_r}2Zr3Rt?nX} z35JvtWoEl`kk{ZcyIsOEyTgKY_^V(r^N}R}l1;#T#M4hfL(SI;3qI+Rg{}6svdS`Q zS}G#P@-Q$9Z68vlQlig5rW=amr4{{SF_by|Kp(*@-J9Q zL<~u54HPJRBpw8|U!Y(162fryQ>_FdQI}a7R1137?;Izy&v;QNP%;ZGbD80=&J)E% z_0g>Gc*ALs48Dj(E=me%ga&_P7sJDOa;~eJ$vs?MabcS~-1OG>^Mv<7l(kFD@qUm(etKM>X*R0S@=EW<265Bs6EBxjC@zyrqEZ+-)s zb8#8&?zHEnOp)(t?UeN2(T!Pi%C1<+wvq}t)M$^V*OzV5aojW#YhUreKM5>OlqLKk zzb9Xjv%%g7Qh(k7H*wTR&5673Hr(}*?(VRnA!%oM_Opgdr>b!>0trO1qt$vXs=y75 zi$)RtdJQK2751W}@z0=wWK-JirQfcVu%5nbDuljh^Rlc$Qx|8j~!Bo6^6>i^>?GaI>9T@;2UNjf6o-HD+Co=id!=zRkQ?}I@ZM<2=h^*lY^u_b+s(1yO8g(3zcrAMk2k)7# zD+uoe=Laywxs`tm$sI54#9qhxglJ2%K9*jvUiy-dzsoYWt@f5yep%E<1GA!C{=gC{ zlmJMW4W~XKhIFCSPOxbvlpgaEkIA9FxDhfsN=(Dso>t5v`8AL`D3*DELf=~jS+8U% zLMGjgBA7$hIgnA!`Qqp3n4y8Pebi5bb}BLse@vKWB&Au7IbB#e)6s7#dJCU<@EK8C zP#1sFNM0b}hQF=18@O5}8I6!dIZ0WK5O~vmO$1i|rO_JeFN4ZPehn3gq#KSgr6>vV z11);%wds6VSp3Rn%dgw{a-4?4mI}NnabWZv!{{@mGZ}R}1E-Ogd#(=lkFjxGUt4r( ztUzWIDzHprg>dguF>~Wr_Y#9mBwSy@r!LMh^-_#-iy6fSYT}xkhclP~G{Or%sXSz~ z4p(U7R~NoDQ%D)JOE0g^+^cJ0=ax=9q$|=M-dHb3w(YkHr$z#B<=vHT^({Td82knc z@20xnW1iz9YG=E}lQ(vV{W>>TMTkU6)_F_qI`-mKgifp_<1h7i0$Q8`4vaqPR33si z!h-5cB6VqCb*4II9lA7wrt)(}MT0H>v>|SM;c*1^vi?1!}`O0Zk5uZ}iVT3G_Y>iq^A~Bx`?WTtKe&G>TI{C1$=7 z=cMA93jS{T96$8W&jORDQVYW41u55ogS#4S(WALTJ-r%YN(M$CIjP#fA!O?;z)f8x z8j?w-kY+A6wo*cnmF+mi;v;I=xiOJ8-nnpta2_BRFtW!K>hh?K><{F)(&q)(WS@ z4GU@`GKlC36B7dbE_NSi#Ar!RYW5nXXT$W!tMLppsfGw5E}>ZM_+%vYY7EB^Eekr1 zIQ;HavU!!$?;>cgCH1~4%J*A5Z9d`$af2ilTA`}5aY4i&3anj|66&`Uak_CbnPFM= z9PMQiaNMmivi?j))EdnRv?xeq2o&06{^+rc2=uMiQ!);NTTnTpU5-YrazSDU2-1>5 z>@N(UWys>&h#)EEMj@xVJK~@bP*7YD1WAN+ZCi9S-1Vo3P-6pX<96J}p36Xn^2)_A z+Yldu2$}QwXA|66I8`*s%qb+fsg4*iItu6H?XS-d;m?n(VD=3m7%bZhE(7spJy_x( zZ9QL~g(v4}46ndu`k-M1IEq$}%gMPXvfKZ$M3TiN;n|l2h>aj$vl;D;mkP&K)-EFY z{aWBPeR?^pxd;3Q5?^Ve`*aAe@z4n#>b`{(=@()XnHvZhrhWS4*v=?n*c^vwNE9h; zs68gc)T0)gzLP$K#ps6^ZCNPYJ_4#|-c}H-G1=t*Oo`?mud(z|g0MF!Y}ti9>~6`y zHl?gPa^&~68~#8#`GU9Zt>G%_3l@W5S|f&u6w!9U4QT#7TlRLuabSYb15iKNdH1)C zy3qJ2E(GH10dwMBBM|AqQ-d$HxE^$l+^sIVf=8_ThFLPD$jBHkvp82Z=Q2%vX(b0W zFTDFhEW{NJ&}=EHYXWV9T2O`PCwUENeh?nS`B5KxT>Ir#aX zVxJv|8sKF#x5UYFOH0b=BJ5>^e<>UAe{L9voP$JJ!yg{ptLIMv#V+og7O{aj1VY24 ziUir|HVgV;b%Wbc{Sb57Z7Mt8)mIA7QB#Fh(R}8`c_uT|TqBB9QbbaW-c2~42rk5M zMubq57bW{Bz8a{1j`S9M+I4DBvq+garz=N3jX*rMMz!ut2(vwJa_%}|M;mWGs4h8y zaacF%(`L*3;ea3Fk>M1vO*KHxav}}lTBPhXl_L=l6Pxdm$;3`wgV2yC;2=wTcOVca z5OF|CH<4h#{pM#!sgOg6CuXa&Zh@#8T@7_Ow(gF!G#udo9Rly1_LRnVz*1leV>1(R zZtF>$MDNR79%bu_eaj>#g_lrZGMb-UV6xI6(_|xhz*iOoK^K|+(D=mwMz{ot)g@Bs zbfP&((#aNw-MFkX)x?N?Wa?&ONJZ_GwkOhSgl-KE@MOf+knt!Ow#m*^>}=_hn8j~P zj)`hjH}|nR#|sRvO)&_j2yl;x&zMtEmbpJQ(qAQ(c9Z=4d2SS`@FgtvNSF3jE{E&3 zD`|aXE2+RlE2+TzlXIX;IH`il)DVlaC5#D+zdq``0}SBthKtQn=W?V|*0oO#PYST{ z@_%N>;Rp?F%um>HOV0N?Zz2DMf=U&#LA~MHnbB|!4lj_UW}<2IAv#uKIp-A3~8^8LB-%$^9`c#+=Qh@@pYN_gZF6C zpi86=IT7JX4zJrO0;!`Fd`a+0BR<&7VOA{2To*`tbM1>l(j$6a#*Z(HiZdKq5a` zHkHZ?@OoPLxiL^@V>_YgY4*A+zLyciNG4l#ez?D1<^ijPgNJ6OT(}= z-GwWTNB4R7DrqDIoo%?}UY5;*;nS(A7bhz&nq_Q>#SCoJTn9yORs>nuwzZS{8@b3w z-GD~f*>7B&gO2-ECJPJYX9nyzeZdu12WTjuG~1leRyo z=F6R#f#k_W#Cm$GZw5;T%i)fi{FinE=9{pTp^YaTua`OSE@|f5FGd=vTM~PEusD%w zWf~4~`e&UPjgpJyU2JbN=R*)UrP+@)#6zvZu)`w5{bo+*JD(D~Lz?SzEsl9@#~*Hx z>-LuJh(FN$(9AnqFTg#!kAm7VVh{eHk zF1-9%xqK%UdoeASn-45qs|f42nu_KsIN8VE!19 ziBv$JYN}Hh=9KRlGqEu|nOKUJY`Z?o2BY;mY+b$qM+&$}qkStwjv+R5vYmh-O;5t# zICFxPAJ2kMom*r_Z;@W9>K;-l=aA6h#E+La49~R{9fL{azS1gXA=CP2D_G2ktu%Zi zs2Ms@z4(nSyDT$p%Dk&RRk@|45~?Uo5n;lPlTqPjHm-l|TrK|!4cgIetzTGd05VXr|b4?=#iC$81a8+h0d&HUU2S~D&JN}38$urc(l^CszP?y!~VFH;N{v;Eh2 zKM?{*q=K8mzOUXSQVr}>ROEDqeLgw^zi`*~^_p~SihbfT*JeD)Blx9^M*bBkG%tL& z96!}Uapr#gI*ZOGP|tF(zirOQ>%T-W#i07sOTQUCw| literal 0 HcmV?d00001 diff --git a/docs/img/guides/cuspatial/taxi-zones.png b/docs/img/guides/cuspatial/taxi-zones.png new file mode 100644 index 0000000000000000000000000000000000000000..a8682cb03f5bf6dbfb729acd7ae060315ddd2b4e GIT binary patch literal 198553 zcmeFZbywU=(=Lp=1h)VoL4vz$g1fs1cXx+i8;8K)3~s^Q-QC@T%iu0&_H*Ca`^otP z?|RqyV_36hdg|AGb#>KM(u6C>iK8MBB0)evph`-JC_z9#yFfrd?I6H`KdBR=8-{>@ z6t@r-R*)1H{-EG!XKG<>0s-+k&d9(3QS&8J_2+7Pq;t0@_cWD?3D|wjPalQ4#N$- z#OZGx@GDXTND#^BZ=FF-e&I~cF{}4()5YQDLJ zS?OSALa6`HJ8MON|9ur7A5G@71fA4(UjGXsX@}G*jPGM@836$<%WrR4Jp}lR>;(9) zdT(!Ucemg_3}C3*VP~IEAvzHaFkW$;et?nXGSQGUm6e5{0l!CpfDE;OfC0aQ1iuKu zFYpEcp?-e??E-}U{T^!P?=QJf+RGszgdikEzNolEo~*%oCoDX|pX=AkCT`pIA@{AB zFgd#sIl0}fHLW(iHLRVE8yb!Ghp?_@Y@Mn7%vUJ6c+N^-D9*Q03J7^!e;T@^^w@3P z;IzN8ANL>`JDe%h-TWHx4Q9SvH)5+N6t4zHumA$~vk)Ybf0KB~8U*iijPr7f@j{o}@SsFUKB z^E==oZV^fIYMVWczjn2ElUv8D&toHW`&;XE>m7gH_LAM$W#7Hk8Q=5%9A|4*sZA() zTkpQ_dQ{`re^&JOe85nS7nhzl6d6FP3Kc@JO?-0mSGTungyy+vr#iUeD;0`C{&(Ww zHN0DeLOBXNcr7O3kryh+oU`&vdggb|^l|I}dBjZo@0kLH>=BuYkaM1J%+Ynvq(?|Q zcl|QFw9A$MgXe$I==#(NWN<%AoJjKYJoENVJ|25s0gtm%E?4?v+!u22xG>wKih>f7 zhHcL^M|k_DhOw9S3ZpCj-&^!QB7xh;Oiw0#9pdY_C3Ju$Xy%*cEK!rD(TtaAVuaU( zm+7pRCe%Ncq~HLHKdZXxwPTY)Lnq+XucE_qRQ=Uzt~ig{vSn5J?4|jRAol5#9VoNn z<2Da!B2&~doeox6EP`siadzei<3cpU|TGGS-8nT`4l zt`DZx4FOFf`0n%2JRdm!^nElxz+-7TocoR}DGW&fCf0`Mysic*D! zpr}9B`uSZl7(3WK9A|ASwp2cw@fWSqInVv&VkLN;KO_fiVu7ul_ubD$+`_^_qle4g z^;1W9>r9u4n&r=T&2CiX|MklM{neMhvH5JPY!DS07A6GNj+b>wlP(lQ#IADPmgn_Q zqCcU;5e6UizDD%j>Axx~nL476?YV$ZybQlr^*^$O&Jn?e_j|9{B*|3(P{K4303IZ;Kw=f)JFH&vz<3NXN$gx3yQ()-8#zN3RW zo-gZT+{ujFBYcOeicY`nnIk^&YCe@CTB!rI0ydE_0br`|p;6NM<8L3|MSXsJN4hzW zp?2WHVVrtrFtTog|271YU>DC-?~tCVS%B#6?}yv(tD3_G3I$_;t*4=_=n{LcG0WDk zp@enlW}R}VrHplxILzib_`fa7X;=J!o z_WP2eDpczh=H`v~PJfiNj~>b21jidpa2Te&)(hoHi#qAwdJdg&-6v|sh7)NSl~DC? z|1;;!XJljJyiY1w)KqBH_LqZ9sGj{qyK%uz7UESlZ)W$Nr;J=ldBPO}(_RZXpO$OG zg)?|ukWNN8|29v*z^nzJ|LddIDdM6x|32C|Tk46QXzL(D7C`tvX0y=%sxX>V#98Fx z?TwJQSQLaNb}a_?lLHTpQl`5=bcV_08`rmzIniTR{>g?niP=(hP@pcdJlN{1Sc8cb z&eLn9%WrE0Q`|Y#v%*xXYamz`35Tl1!8|Oi>kK!|>b5hm)WU3ZByw;~7G}4BbIN=3 zWu^X9p~dy|L*kIFtC$#EcTdmOgScsi9Nz3gPrvf!S0tEQ&aq%?>WP2td!Wb%Zf*jq zXkrnSm}%9RzYu0}yogwntZTQrO3N1AoY6QK_53Y5M1ht!A?DaC7#YpiU%kEg0&Ql; zyzB%58XM7)*}c%t{LTrSPv`k1&KS}p1OB1{6SeI%topG3TH1gQc#Cabc!UcqfFV`< z8!gHD?H}-yB~@QYjw%Tx#ulU3;5oM^5EIUA194B6-Ng3GgC^UB;b(tp*2s+OlE7Cb z*PM4NH*7CM4lub~c%l$E5o3(E9du3w=JqdUE>l1!#VjdUqtGzMg6ECt2_t%tA zCazZmx%8wXALcfPp0PXq!M*cU?8eVvny-u95Qq2Wzur+u6hpzO_ZFlXBmJiO=r5>i4uPqtMZ%VxG3Ym-f00#M zA1bkxIFyePV%bg)D@cnA4V0>h!rvTF_OP*z9WHuoTFJcU#K1J#6Ba{%$vVZ*( za+S-FlH1VtWfvoguy~Tzdj=)E3R%Png=gFF@Iw1He$H%lZ9I}@K4iEynj2tOU67Ik zoddC$>$!1zt-;Kh%y`)<=|xmmHe__Bbv_sThW} zryQew-}popG-hUI6Gs7;*b>!JGM0}}K`oTsADm#E7;h{+p_)(Jcx%~mghyn^GuDC< zi5j+j2*e&|YwY&cgO9;BO(3B9iHK?=;357WYN5grATRKYE_Nf4IKt49Niip>%1;U7 zI+XY^oN2^4JUpH()#1o6M7iMfl!pmt#B97PW=E!Iqmnzd?uaIZ+UpYsN4?5^#_hhm z`NloD^KvVsjv{;+MsAM@ba$oo3gxQXf+{}GiN1Yf?cnfm?+xcF(tI7QR7{pC$KMg* zY4nxnZ#MiHFJQ@UOhk4@Znj*nKMqjK!QF?{!jJ7~w60fP-TJQVeY5OOMG{Q@VVzdi z{duE>uDW}V9mYjJ9ol@%=3FB{`@vK$)mLF*a1vpC%`exA712d{^10n+=H14@`&*J{ zd@i-p7jj~LHB6i|bD4_M zWMoLSpsiwI8DW`l#chchJ+WGvG*Z^Y553l=d&957I<61wOp*o*#ZGuCrD|jQhSk;8 z_K(*VGFdDbWtOM$1`BU`&Cl?W(X%!s`yU`^ z1A0Qy3>8MId9=nI)a;l)m1}B*dp0>nD>bv@DAZe6_DEjTP~nRN5t{~eisIDl1BQX+?xfK%yIoF9pX=IG_1^I%lhtTo%QMQ+bB?9b&C z$yT&s=bKRu0?{c=$5$Os!pS^c$VW;?h>R_xPSpzwy7}!=WXw!y1$I^IY0U`+JzSX@ zTqlOTIjh1t2S@5Zc7nXpeagG`XQAaxqR+Vt$6A;tJHzOl?V?53bQHsP z>B`4`XhkKh?9F$RG%Re@;=Jr^ENd@ZiQd>xoE4qfJ=q65KyP2m+i3Xq7pwO?&L<48 zBWuNcj41CWqymsWDhT*Z(+u`i5&Yg`g-ve+x=cX=BQL;2iqg!flEm{f8f$tx7jfF% zF@~k{Hxb4la`}r6IlVGV&)Ikj*S76bD5YC|0LgAzi0NicjDEM3ogZ{trl18sgLip4 z)H9X>H;A|5p9QgCF1ENaeq{?+2p1hTs#?;m)KY~?y41g=SiBhfMJFkR`4=zaOcG6# zq(=h>#TaDT*pPpDYqrNT5FEAPVK;S} z6se9w6pou;th`6gY-C0$5z`UXM+!j4A>J=}z60rsxQ|6O)BlJ!P4 z=Ec|xX(qn8RUHEn=0s6;h%Txa@u_Yop(&QZD!Jb zT@6S>T8~b5-r97)LwnCIeFzmb8kaCJz8Gua3N&Sh*5X7IRY}IFE3upcCXq1jvR&5} zt!R{{qV12r7j<-W%&xoqYdI@Raq}Cdfr1)l6+8Iv_j24@SC&a&K`{J}=59g`wUv|Ey@t#b$3 zTdKwLJ30PpI#)M^mAWWB%OwlNjsg-m0IY_7BsCO~|BuvmQ( zT2ycOt21&)5NNe!w~aXThx2!S#b~?v`6GiiSL5w(y0!=7A2m3%@s0#!|B$?pF89+ZMc2i`z;yS=lLq zS}$Oa-kd)UC8H_86^ncyAtsxe>$E=}%$^8R-ps)U?}6gFnjZFVR=rElbXT##)Eps2 zqEsIs_3CQ3WF(d-q1y!O{4k-Ox^V2)bUsS&;iuCTg-i>0pS)2esRMHX%W*llXyp1#`XQSvl!knym9n8p8Z-Gz$9~X2!FX(-3Mc4}L(%#|)mgKEW(!Qr@629nlvl3&)VSjN&h&F8Xd# zS?ls4UKOYc%S0uGS#6-(Y%gbj34#kC$y`wecK@A8JZ}g?{r9vY(j^Nbk6BVl*9`k+ zYMfcAN=kl3(URm*YQMU5%&N&dK6c}|cqSHwHw$VBHL`befx}9&VH#=Wh2JZ8_`vfu z!nG>)coxtY_C&$|wesGM$d(}E<%*-c7{lRgma)*`dRFqiRs(iTp-4BjCSFD}+SieJ z;>mJdUeGSjd$iFkL3A));xCUkiuqDFATyn8A<@6{ms6m3E8_oZ%3`f8nJuYWJLFp9 z5W!*suxBw~mo2UwMb$4oF_`2+Y45}8Tm9`R_FwH8)kIZ39jFltY0P#}IEolN*R~Y^ zW4dPlz0EqSf}S6unvR|6FbtW}DkgY@5;wQ)87y&0Rq$TX)&sqXaqdrz>80|1wU#T; zadC?HZ+*w+Q;Xm8u<1)wE22!xnt{pyU-OOjwtWTf0&sl-JW(<`WFpbu6BWhLX!FFe z6r=n?+F4Q5cU*1HF%~ca?|~VH-P#O2aAK|{AEO(3a_^IgTGCkmr9yb2ewT<3*IIHD z^qwyO%IOe_TT16Ab zlwqH(aXNnIp|J+P=H|@9Au&-Zs*J8BdC5|w9KxH-rhU89S+#cW)UD!eR~nM)@@=Z= z7@{_b+Y<~qZTpwiK&XAi5B?p|<3^?KG{0lS&kA2)=gTr<8v6;Ro3}$nY?rM1eu<({ zOB;wJB2f9JAnS0}ZU*}Z455{dh08<`sODa~Zx<*;W+erXtjj?gX4hv(v$p&H( zV!`mv?aMPi10cs%XHMh{gtXzmE*@}2sUYU}Jg)8K@$sL9*?)mmtI&xK;KU=Hl+`rtjWgni zB>oA|`;7DXfXTLmpu#UB7{jM~s@Ub0xnF)vL|1amZ^{21;t9FR5Bz=x$k9w;4nB96 zEq*UN?5(VX!UEp7)bc)HxyeeJ`*|ZYwFRzms_?~)F*2sy(&`Q9WB1q9E07Esno3N) zFfBXDxI`=-8T&1qYm&ize+h-DX3N+|No{ZaP$Ug)HkM&wVgXSpnMU&5ed`k)ZusLQ z6~I<1Snt-KwuZ?yXZUAhVK7eURIJcvj zJLi4WtXEBXs>tc%m92|3$3759va_tR@d6v9=SOF#mENy!1r8Yt$%tTTNf;zo`n=~T zXOW7@#KqWRHpkmg#H@A}_V)H-vt8wi-E-7N!lqTI_d|-{C+6hZfFgVt;kb)`s#7Zs z9@)JVaI_n6`K{5HNOXFw5ErsDlU1r=D22{s4wi81Y4&O?G^vxhx~?%g+XPes&(zR% zeE6stYW)hhHEiYDOhDxp9l_b)T%}5{+hMw&tCoRlw!v@&Vc{HKD-@ls{o&YM!T|Lu z5j4$_LWZ)*ZNuS4;b?g#n#Ku%1fP&sCazv9oXQ%#{Xw^0_0&UGcdYd8Hv$`7j*`*) zO9Kqd2hGH4%ymFZ83Z1-nw`|_rgCjtL+3nlT-H01837R)*|c#PIdl&xMaW;7p?`68299kE~8;1ALZEqrIR=lx8C4yfksa^M#mez^?xP1oX< z`Pz1pcmymedEPwEA%+yTy6KT$y+@~}T)J9!ObQ88A(S_@<{KZq77fNqg5O40JSHhM zDKp&f9}%9PdYl|l5+<@kg6kAvnQ%*K-s{zWSz~lMIanHhr=X2wW#n0ab;N@u*JMwr z8?zJ6F3q&3Jkg=N`wE#Y2BB3$70JOnlswyT^`REw?4q ze#G|>b+wJSWw*-y%&thYl&AKQ=3vR{9pOOz7abjKl?nz$UOXh24+{5Lw-9LEvb0G; zA|l^gv<2x#I}DLa77LV>q`*~x(r>y5+W$?m6@37wD$BoQ9EhldkFH41)V4$3MX^h8 zh!w)1yVlyKUVUn>mG#>#bzWtgCO1KIj8@UcEGY`rf^!-375p?3tZa6|G9e8GFoy1z zoynHVXs%3&F%*I)(&8BB-It|!Q0NiXZ(;OuFM1qUYu)jzj?td=Qw4W`NJ=SD7)mB? zL+9m0?><;h81iCL91gkkND1oO?ji9el}|XLYuhLg9jr>x3RAxzkMo^|vn~C)Q(S^A zBNIbi=3pHb_WTw~K*8l^uz|rFoj%-KLQfT!-l!kq->g7E2{&iOCZy9sqD0=-0OR4H zBoHLH#D5n&(GGi$dU4wA_L~ud>lT|a8|___t|gUqAPBKJ0jo7OyYpXbO)#_-F(chk zJw4>W5h9UC9+gJPPb&ng=r<3wCUPf>4MeC%-@n~jCdP^?T}n@+j+p|obH%I^xW93t zOrWVnQ!G#YG)zt<#GAYvIdQIyLZzUdhjMlLM#(p2M@2~DI4sZ(piUKek zoQI0tsIl9bi|o(8TAz9mB|dHd7n(zZN?azMt5Pv*i@&Zk0jwBMdpHwVnOwqAO(Te@ zmE6wiN4h5&>d(ttEFxGZTjRcjr)qM&;(?q=_}TCX3+%Ot54 z-xLl=yTNhvRu|P1^K6OqESoq*iDnEem|2dSes%n8+x}uWTcSGBB57$!larIvS}|r? zgRRebpCR7W@=2Y62b>+jTch8FRs3&XhJqT@)9tBne+ser3B9m_nmB`dx`)+I1awv@ z#tgqU6WEy8tMT)7vgBqiWONvtkJ&uea~;~b1WCScyGR%>qXV|#-}wL=-x-&{f1 zv#jJb!Nh47mnyTd_#}ivPRpPN+3g+x-{}+_v7lY$SfjhwI>c93AlK>`1G>b>Je9s| zW$X&}L#2CZ`#jX-_TF9yiyx&&TyJZQpOzMxwC$~x{BUZgYe3IwqQ>iXh_~u((!u-Y zCZ>q~>T{Ed-rw1tyY;K#-v{Kg*k+7=N9U%TMYZa~tMPKBb~T$+PQr>vaoO#iPTp*5wY((4=es2r7Tlry2)Nerd@5&er5%u zcM&l+ejPsI#Q1{jSYt#7_9I0KL#CP>dJo!_zM%x{`9HpBQUnb7J#XtVE@KA(Hkw!3 zQpQYsMh_F1tR7sj%=De z_8QfH)C;H);BmEQ04jH>OrMh;<3jeVL$`JZYR0>IUxaFUHaZ`C?4e%4j+Zc5(L+|V zp5Dy18fFmUwjT}mL`^f?E2+U>no&Ec^W?yv5k$#-3~rja@>=%-!6%G%jbv(bxJ6x; ztZBMJib#a1c|yM&-_%H%4l+{ZZx?Il4$~D~>lnT6&#k26Pf~ys=AKu6ELbHn<%?w` z6=~K`s?q6x-|&6JKP95tnW_>hiG*5Duz$}e;3ar8Zxz@D?P)M}smYa*>^}w24W>~o z`JrCpzKX=4;Ogh4a*k|r^*hl4^cRG(Oit5!ygm#KeSOhKX?~{fW%GmSpo_dPbGzf9 zDgAZ4Gd)$Dk86|0#q5QycBa{%cA|7&;5k=jHeyg*JRDdciU@IKHqPH`tw956&=|IDa z?C7B2!^a(7zNcTrV0OSE@MOv&kfDSFAH9T(pTR}+7w3QpP%RRxVuN%G^?;A)_SCo+ z*)4b{>VjZ!FdjiHN!Baic8p*9$E!y;Of(rBQOMok8KyPe&GFH~tkIgQRXEz~ogC_; z>ty%0Dxi4U3CSoXaZzl>i7Vc>lJ7a%M7mXwx@W?*afBY6G1Iw*#KgX7fRv|PrHYD; z-LDOeN~8rM@EVO|*mkWi?Oq!#XC5#q%_NH+zB56*O4-6cYD2cB+%GN&oK)^q z(wOIP)kT4aiiQk_hjcA^JgQn<)($zMxz)7fAQ1a$?B*B-GZekHn=2@1=Fnh_XHQ-6 z>2M@qWMKUle`3#;(0)0;Latc(86T)nrwJbx=}mk8TdS5H)^9(KJxEpQzNKTWe}ia? zp9%`{)6+7MN*yBzJUB3?OXkEuHkJRH6_D#Nz%T#p?e&EzMMgqO>g(_l`DmITj+iV< z$#?P`QDOLR$9O1mJa&{jOa zY&X1tzy9)`aER$k-3j-%#2xckincGf5#Trw59P5n3fbNSOgzQz=<#ui4e0n;D}lDJ zTD&J5p~j~uUka9BBTzuJV;_mdlbLz~O;PKVpyiJzaj*e}2bXr%LzBK#3w%2_@ z>NWk{sAqqHbgBf>eh^I#O~N^wvgFSCv(9fn++6yuwpl_ytn_S!@N^V)C!l9W-$^UL~=E7}4JWYY}yqsQD& zqukmCXe@WP2K0o$6b-sLCpPe)ruz*JIVZvZ+@0||RR@GhHQkTN*;|$8C20du9$|a28M0z_Hhhpm$1A~ z^saQlx94k%OX%g#qBR*T@DstJek+yVYDn5v0KOVV^oSz;C`?1#?;CxbyMVtg1K?!z zes%g7A^Rq6oC3IATiwOSpX-fNp7v{SgNIct*j4br9k69 zi&-N2-3|^>55RmPj3A*Scr86lj9rNWNc-qjykId|5(gJCpT7gDi*PXBpgFjPBY^XU zQ~g%*Xf1rk+0)aLO=8KMHs*VCw!5Bnj3W&^u#@hyr2QQzf;+W`WelG2?6%7>Ud`kp zqbDUG%zk8IP?^#RMBI@?bd}|n7;LAbcne6<3e%y+_f3VbiRS}vHK{V&*kMBD^EU6o zcbL9i-)OX5%ddJh4SS{#H#*0wJfn92{^FUFF+Vao(*@!Y;+PJMznG>=p(QlAcmy@L zj-e!fyy}xnug{gc>Gpelxd#xh?c{B+EKr6IxoX(B(ybW;=vH@2(2-FPnobG8fP=zxsXWRTW zi>>qVi=$nN)dA>zJK0)fykhM=N?fKB-tB5-J&Eea8%*;Ripg(o-W_yn~g`qVX_UL@J$%5Rw=k^B=b(v$SQzCt+)2hkhajWGnDwat@h9l^Tm6; z**kKGN3F7hHJ2;i7HPfaLCw1vX-U+(cywxbXe13EluHPUmR!WbH+2}OtfzO(Ypiy& zEk}zL#)EUI=*?9)Rn})DC?%;I8OSo#pgPKfM@b`N5A^}4qZ~4lGlq{!w3!cF(4QVd zj4H9ICh&-MEowX!DU{|WkOzM5rr=K%Iur2N5!uAbq^BG#F;t6epvv#)y*;L1ONmM4 zq@QeRQGAt@stA1|@rFvET|3h$ze}T6MOD>Ri?3 zc((cmNaFK^PHPE($~uj!hUaxX5j(|47VrRJL^f_K7LU051f1TB^?`fI)vG}0+W!n__ zzt?N>5>d~1B*D0$3>(u52%%*RPeLh_L*#QY*Sg|DBUudZGRhQdIBR={gR?8p%UdBB z%o{>A()_l+Qa$j|2{V5|J#e=`2{$M6+Pi!SC%`nLd>}u!oVvsUR=^66GzR4NfV@&~ z(^Ha%0B_8x4=ixu_~OvMGj4rku(`n6kp zNBSsyv35;2s%z3eC_r{FHGWrRHR# zWG3^$UGv#y9HohTiLaT7m3GSv6`|5X0Oitg^|Ze{E5Jow1$2fk>dlR;$<0=d`rl=J zNThr0#byh3l2%Hn3LhslJ3;IevozTFalglSw(p??#%Bp?@%9oGWBv+mYT)Wl--f7E z3mHoZoXQeR;mr@;sE!IBJ5tnVCgo~b-`%ex{bc4^3(=}+HjPFypH-MohLFn^o$wpK zDaaWVhWPuww!l`br}0})EjV0tH27ro@f%O?IvSp7QSA-!)%#|kHX1e_sa_G&6&roW zcg9566HEmym=YAESR^4c_Uz72QQmpCf(lZY-Rf{kI5MO-;{6V35zPcr4q}05T(Jhi zfiS<;w!h|60^jarh*`BloCI8j5!N3#P>n(dpWAN(&?8g^EOg{!3hKrNr|WySe!7GE zwbiB2Rczz~YIYvT9vyJ~5OJlFq$bm)6!M%Fbqymx+T84|vN)3;WCuX_3 zTyt(gQKWlzZ)#9I)|Y1=!+NHg@gefL|IA<(L;G-#` z*~J?6R1EF|J*$5nmjrE3_-QhmC8G9tN`Z730LybO+t`#nB+BIY3qAQ!y^lWG?kAQh z2>6>yEhTWI0vN#+c@541*RRFdg;7T^w>6qK%X(9w_pYQ`QA?$$=H6@c;MV$(1`7RG zkm{;uxYVq&w?cz!nv7N?NhC(@C7kn-LCO2>+QXXG0s2xLoac#DZsIks>#sLQ!7{yc zr3n{Y`M3xtE1E|$7ZAT8RM_lBl1aU%=i!ibqym}Kv{B2i0(+hWjltDGS*TF^S}VOr zpz#tVZ~>U6Sf<53n)y&VnnL62o*{+6lINAo=jiRLZy;{n^X{2Nd#{y!d|al<7jLq@ zc%DCo#!Py{ipFD5il7>hX(231MJkB13V+~VyYHj0vCd%>iL_4D6&h%6x=E6Ctl6N0> z^#;>h;_2Mr-UzQ;VJiwA7Kg>c72Z598Mw-NF{ zI$5v73aytH3&rIYERbc%yXn-NNg5@)_XSP_Py&5k`z5tT1@+@qhMKu9#^{t!1bSd2R-sk-wUJn zysjwHc+cd;&(K*$1(>yTdUid+3%_6tKT+s*qzZH9rGc{SXqY3kUNy|Snu!TlKeq(| zZe}Dw>BP`213+zUb~lD|QP{Y+Em8Qm%-oVoDEU?F02}yP1%8W_TUZhZkLcYAr-Wvj zM%HX~Uibp3{^5%m>$6`RnLerpoH+no(l@%kbEzgB=E3jdHb&(3*QffkTP`e0^B*)t zLY?QnW^rIO=%p&o?s*8TI4y>|5!s|cE0SXvZNWK-q>|aThEnihW$`Ph@;C! z^L|Vt=oqj2LSdsQ4dD8O0#|nJoy1W2v@H++&6x08Y5$U7mTFYH5FXBI)Ja*QBmOHW z#hn3ZEVb_3FI368cyGMzsq5_>7S`gsHKp|UmZUgv3o=XKFT>x5qNou{o5N0|yWAqo zPVHGfi-(NbbvuTH!?qO-zDieys5M$WDn)^Fw4lC3#9zi)bRd_X$*E@X@M zaTfxbs$3T4Y?jUTaWV-^^>DVyl$Gc;0f99yj=C zP(VKV)tkc~3(*tEk|{KKq`R)J>4@c|Ekdrq3d^NatuAJyABe-~n;G3hm2SQ+6iR9e zyKci}7=p?iKXsLa!L5EihfV*8;)jH~A{eQUJJ3xG#Oq$JXnRYC1|T%_`dy9TlOFx=GyR3`e6Lh~d)Rkri1fKF(u!fq zX!z?}AaDcF3*7N9oB|rsTI)OzrE}0y(%Wy>Y*e4m<*D$!bzsYA{!p~8j$R8T2l9Rc z{36Xh`xzban)Hj5itXN_9<-@M!@3!TNM=6MYFgFvuq?fGvBg3Knh6hhTa=e{YfPxQ zw*vU_CcZOH)p-ln0H-5RClH3Hwd!9##QSUVIf&w|tetaHbQPs=vn7 zH|$Am+ja;L50Ku({a4}dH-j2hyY#<){d(5WM3M)^y)pTr4T2->pB6D}N+!E;=id26 zee*3)_pP$i0^uC9gpf%WDj)>Ao}fJoFUX7J^_^^L|Mp{P=ytHS%B1m+&aP__x_ZO-<_BeJ+@!!-aA1Vzvi`X^#cV@ zot!Kk>1~3R>s4+C3sB(I@vK9sWZboVF05$;j%x1nlO!iF0;9xtrT*nLtw<()i*n<1 zVs7=Tx>24@3hvvo`oWjsgP>VwDoa(?trhBGuEcaF+5KNWs*jsvc5^zd&hI5za_qbe zgbG``rjmVyyrWDOtM64?U%TnKJg+MoOlTUtj&?8Z-Iche^U62w33!@pQI)2x59SSi zeB}H6zW~}8snm4&rnO8b3h0|NFL>!ezkqe?=&8O-agS;dM7%9?g%gNN+Eo-DEe(Wp60SgCqi)zt4e!%RNaP; z5E>2@+~sq}LKs3H_id9qU?kN>EnT8|d%ZMAu|-Rcabaa6#pDcU5?Fwm`xI<+0Y?Sr zhTPWy2fm0@C@xXw(2tZcDn4S-qWdk7@oiLO4gqjIYN1eAfPresyA_W{HCJ;0ijUg` z$2V_YkxHz!Vd2+z2e1v`YaO(0`T_84urVstZn$q5!5N{>m_Y43gcfKT2bolS?{gzK z!g;i~yNs}Cv`{rq4X*|_pmHgKNXWyjip#y0)a^)8RQ}zRD;lHV9Yp^dQ_o7}`MJdN zMxozkbE){Za|)wM_X!KWyKV`@R$YxMd9ueWQRg)@-~^D!{$Y`*ZD69~a@P#pLRwyI zzA_5oWRA==o2(;ZzA?Y4SJpXvLmTWcP-cD291)wl!; z&Q7=m*g?quzIQ9MgzWt~ly)$88H;@~j#&H5EiILbMfzshN1xlBUyct%(j4IA{8onz zWw)ZyudLPq>xGGyW75E-1{Ms}mh^TRsQZhO;N{LrRvu|2u z&=}chv!(gsHcg~eH!ek5`3G5*M6OzW1JS|*y`Kf3z|HWBjl3cuah4_s#<%T;05d#Q z&S1iK#J1wHZs)qA!MjjMaXBYJJn3C|8-D$ZrR8_Nm?R|8f(4^J?QLFD&9X$GC%;!M z)nVCmnt8cX;48DCypnY51t{HrocdfEcdV~mSKEFATD~df=>ThDry*R{fp6U@kXe*F)$6)*detNfH}FFr9=)?IFIUNGo_FBFywHtz=w8&AQk;8DI8)*4^_-z#KN zA1f{A9F5bp!jkx3-U80JCoagt#hl~rZG4eZIS_hel{#A_bx~hqH;)oqbd#%HiS>M6 zSP?m#!L?4Jsg7M=!~^fQbj!J3h#Q6Aiv6F?h7$4#vs@zr%57RaKUZwKIv)37q%%3( zGjmNC7Rz$$Bu1RS?Z_4WG+RI`)uVv1^GOS6AdT)F9y2`*y?*04Wm%nJ=t`>4a?8Bh z^K)&k<)U$dX&{;Wa2N^gg>E*SPG1IN0C%uEO^gO;p-iVK&qy%=WDcHSBG7y&Rqpv- zQ>=z>+-9>Izj)0n{)XARy=1^+b@eEqU&S#aSsvO+D4% z$EMW-OxW3mD9TecdZ&26ZKpt+^b0QmhsTa=LvsV|nBUQSF-2Rk z*IKB;X^Vq7rGWd3>#F?%@4;l1l?B?E&qRXIIOh{zMr`4~*SdEp>@R;Ijy}Km=m;)$ zp!h$mOjXBWET9klfFOt3m~b?lYNk_(na|O@;%a@G`4X9R9>5C(cVlSVt7Zu!AXC2< z&Q|Jaz2_qc2*_~UtI9W#x{NCkLsZZ)U*Pkjy=;&ELFV_uvp-t;BvNg;?%{E36$&E+ z8QB=52vu>;)OHOs^iBqm@I_N)VsRT4m#xSoRL!i@E2d8(cK1gnmr%uw1S&5e+1!}_ z$)!t=Z$gI&F*&X!w9=ioF`?rZT6^`KI^>2$%3X5$_76uyO6xVVf%q}c*)mgbyIQgW zJr9+JUgdc7cV(?ZpD~~Je&wzAHnaAlK2-64Z79^6zb6X)-pfBdqv6b3ZCq5K9N+w2 zpjP{qFuX5f&+uW|N^6k6+9C9`VS(T3v;~i?--+ z{{!+=>-&dt4+Knkl7uh{xPnUi*1NrgMsnW{80YqV-CaQ!TJH685^l(hN1d^y5?$G# z$7$_EzXzq^5AXTPp@4xSt?X#EKS&Bpr)l$X+4ULOXF6QnqYE4bq(U<`M(Tubz?}mU zC-Rfq&Dl$R^`Cm`iWr=BOGGSz^F3cpe3P!ja8M4O1!RSYLL^v^=4L;&2V(>^6Hb;z z!6c@l{9H>-p#r8gs72KAvSCh|y#0~|=*cHy=l{gTna$5D@<{7r1ecBbvUfz^u3tU$ zxZ0D|Q0rD!gTOWORi8;i;m{njP?|HK=0l0zJY6Y9RBG*K`)SnUq-_9chigZN?U)oe zxNPp^XkS<0uV5f`lD8v@3yxX$MF=mHdt8nJseXVId=1Zos!NjnS80P0Mw4&hkG|Uh ze#Qpesr(ZBl^6VfsQL!>%+_VwPCB;DFXcoU-Yk>qk>4g*R*H)u^6zuM zmOE}yNrY&`C7X5{ZI~H5{!$9D+>eYj>`tG`pd=)Hxaaw`HOyrIZbh_ief=4SnF_8< z-EMBoTOLC{^Su0nToGn-71+izfHDWzSxI`;%Y;hdO6lu?pJU&7H z<5cTm^C|wvsg`s1AGggI=0`+2J>}9Z`q6aqSKmGrZ%AO7{Z8UMiIaJk#_fkbhS8Js zhN+%dm$A6uiBOT$YE->}OV_F6M6-JI)oWom|BhK54v_kr_}=fG_(kl!`_v+i38Orr zVB2v&|>%aW}|gyY?^wqv@QukSB%F7#Zk>+M@QywPGponG<{F(5E+Zalodjm6)t zU&i^x(d_tG&36B^OR3+@JBu)^e@0@lOi9YHpqQ!TR_eCTa_=?WQE#QM{(nwa_@Y2d zzdchsn9>N5%HMeu?jU4oxvYe#TudNjIpN1G%dpUiWVS{AwAit4sffPRiyg#YynVhF z#x$<3+b-3p`(C3uI)J62<7pnlp^tFP^XGWfP69Mx3_?_2aTBRxO@A;IgV(rG@-#UvG=9r8|{DF&Jx`kJ!Y^oS9FK z5?TR)D#5ah14s9wu2{D7N)vVUju=h(9X4@2T;(xlS+GBHE>}K@CERA#50Q;0Q=-^5 zJ*51A{$P&FJVqpL%hxk1eA`JHmvO9nng*S2_g|x3*S*?9PXhYS^sluH{`;E#68dEk zdwLyd=-$TWPSU`6cTDV>gN@)*Oj)AK^>*9yta(A$peVQ*OSR=f17DeT@+ZS41jxIwV`M zei4^bMe3fs&THeH9B2_7Bu<}s`D})2yka|#^z+#;a(crEPViaz;oC`M~wBkXsF5X(8djtcDQA}iIfjAEXQ?y z*hizuK*5!Ncu$g7tGmGrhwBw+GK<2~Y`F~6t$HFplZtlvcVDeMqUCT~1!*(aIW%fC zbF$m#k`Ml{8=srxA9(`}N?iBhOzmmv_OZ|I#aXpZ7BT^RW-;{3AyUXD61;(5?>=2r z9oDxi*X{4T=>hS5rA)ggjy}~Gb0ah6f=+1bQl1-Ry&@68A!-a^K=HY$m{+zp+&N(M zN`Qne-qp~2*<118P+}%7FUbgZ+;q0#i8w6~UkF`lvt}$}fQj+q3X~T0&^TA&wC{V{ zZm3g6JdRD~DjNP8Yn4F^7!?XWWKD{d-bHQ<$XT4pY;l%5Wc^1~{2|Z1;6(iC#!f*3 z&6AGrR1%$9goaJK%pb0$++>>k+eOt_;>{n818f|@B1TjhCy5|OM5l>amDvgwMgv0&;BaDO?q-#;BDBJF#kkn5Y}?D37#*)8@F~I(Lg){ zbrsS4%A3!4^ol5ocvEXlJ7qd`f=q z!yI8Hx}LGtHChRDM*M3NzIoVuro$nFn^rml zJaIX>iTX;nX|gKXAVk8bui0L{PPf-mhaEcEq)gwrLEX7qb9|eJ*rD!V#2|aT^*~#b zf!!jgeRyd5RY+xl5k8=KIRDR)f z*1LRf{TrmmQ|Db(nsek}4wYA4qTSxW-7YLE{V65l&zWnxQpw0CW0W+vJ;(*CZPG_cT{O1VZ7>tg zTF?%?2*)D9`p1FWArhKl+6@|5S94jS0DASablJqt4lS<$jR=NcQU z$0-;zaX7?USRYM()TwidfY^d)ZAd=V;nf~CQc5{e<L@mBW`*H z2nbaRDl22`?C#1pnmg$yfc=TK#&6sZV-*Ee(sSY5|T; z2`bl6DzJ~0#bcNI5AkK$a9)3#;m}<%JJVA+td+q>yZ6?#^Vf5Bhw&)yP0c#OPo`up z+xs6J0^?mI%FM}myOn8A2uHu0O9SVs-LGZ+=Nj#|MiCX{tAlW&a5CNFeHN5XKHi~G zNLR<}bOM|=39dO7F*aucO2g|(f5qRxj*6D{77t!&tEUdD{B!{xL~rQE32p}>7Alg< z3uLaB#%_rPgLvIl;B%M>g$HpMZv-8vb9k)~v%EK4=(V+OOxBkj(7BoSl_CNSv$VtD z0(r>qza`Ua1hv|K_N6c+A1;%}V9KNqj{TZ#Rc)OJ;kxt|kwj{sbb2h3!O=Y%IbaM} zaIU>Ax`$(=app08t5g1iQ?RX~VBv8+F*QiASno^Kj+ECt^2UQ1H<|jk&PZxX%mV@R z%ab5r8^0v{&k}GQxb(JCj2pm4E<#qrVQU`fHmc6*_ZGscw@$Z}8m%DDLWWj}!%^ea z43VnF>THuFS!efW4ZDArbE~+Tpnu;JX43BFk++1{aZ_4$I9LvXH(EB+V1l*W9n0+N zvq7fsjGWe(1;GVGAZc4ymx}!n@YRKN*XC&O#D8(z+xyk5t)e$qMXa*U>c8kSdA*H= z;s#^F4T;{(ZGTw_8cZwtbF9^wN0I@2pB!PZM{^Hu95VGUIGS7)ThBLya-B|X%qTq= z_;(AHRqXc)ahdx5AD>LH8ZBtFY~p0V_~|Hw>j}fG)snY% z@VggZF`c2)PYGXvAf#8+zxZFXPt-0C0_Vs{svGV|^Hq6~gZPbyI=JUflH#APv0U%B z+aH~)NE%aNnV(Y|j{IUuR?|G5Gwvh-0RcErNN$j3K(GR8qLL-*Fs*K_+I&D*$E1f!G5?(Bsv>hat>*x z3^3vk#(a)@XA7R|QI+hS!PNNcCvhtNa=cz-lrA-COXRw+{-!o&pF(xOmtAW3cP-^x%_y`4EV)s`(-ILl;%BsUX#0Svkeo}yx?c!b(Y zb5ugub&JduJ7Kv~0IPguqWp@^13HWLa~o84{LJBr7HIxY=|(yy#P&GV@gpwHtAjVj z0YVdbuHn@%T6AHGQQPzYsTJ1p)h@j3N^736QHKmlMa~&@mP9~G#F{f+85*8it5$g6 zsY8fmL9e|+foOEQ?TfV{xr3#q^6X>(o80xlZZr`K3wrn44bw$B=U^=5>AYCAJU>yD zB7Y-Wj4CO=tOQX4jD4Vt`{RVmkwgXGmIP%NAcM0F%Kh=I!5OxD!w0Ek^D_+Il*EJb ze;&*h)Y=DB!|7jW%-i>q#_8E(^@0L325Vg-s-02?d_RELFP=Cw_uUUcai8;H5)5R0 z$yAX-w>`9@o*7npLkqj80f`h_@ik-?<2P#SoijnHvHK+?l`zWwiF}WKw|3o!S#7k= z+kymvE%C52S>&;!B0vY@Iy~g4@LMrU6l%M_Feqd^WqVLy6^^OFeXKU=%8u!&P-$uU zLwO|Fqp2iiY4D#C?FlD0^Vb8=h;uo|6gtTYHBQKI?@y575kfjHuGML?(>a@w8V0Cn z*KbnIOWmID+B|SGP#!OX%@15Er^FaiHFr~$OYU8;ZB5Ds*Yr9$1qBzBBVS{fV770* zWiB`HDG_qL|9vFi#Bz9{ghfU36wl!U>#(FF|1KL>IBMkg6f^NuZ?sW!e4FZI1ljbs zNvSnH2^TRh%SGuO6S8FXOajs-YSWXpgVC09mGz#Car2Ps7J9S>QpK4f0}bWGJbixx z*FE+Hh5=NTAkqmt&E4~)Kjh}E8F_$AfmnYh7#Z~X@M#hmX*EK~$>*xT+uMk_AgdCx z9`8sw=Fg9>ZWaq&4hYz8I_hN&`JM~G#$DDTujoo+40xbh*5=zUZdcW`GwF*>j*-qZ ze%#xb5s8j8$A_5!scad-ZEe;9&_t_=%4*-=f3g4%wub`D+kgp=r-k}ZgNy+|PsF68 z12YbbcWdhgL-`$~m}<||$FF?@zUIw-DEJQqsQFgz^p?wC#o%o(R*ax@eR?QWW%CV2 z$D0FJj+YH3D@&=HoYi_e8Rr{l#vF?eqA$JgzcOza87Vw~R7bw~;S~b@xmhW;==(4; zmhGWoh0ZHvTN6#eT;CtJiVi`>w646su(u_w(%YP#)a3Sn@lGuYt$Oo|Wxn`619~EW zu=Iw>9e-xYkV$w#!ipJxw(4u6R`we(f>mBWK?!QaNg&uZu8eS_-l-u(~Dnh!r^CWUdfNx#1M1be7ZwAvzlP;9YDGZvfU5BTYAz+ z=9guyoCDbJ;=R+cVan;9l9vMUr*H1)E}=|n!;3T|PJ@(`o(DKX3hUc6v5&Q;Bz0Vn z^>mdy_6uU>P||Q&Tcf23&$l;LxJ&Ej`y`&^^cnPp;@L~WvD{YXBBFur zs>0QMg^aK#w{QX@RnJ$$Wp{8#$!v|MO^$kPV%+66u`mwV#sFmtbT+U(sQ>>k_8+Xb zg-2rd;>OOZ(=?bHS>A3UTo52*$q^c(0y=+4eiP;4{t~Rb2XG%%VsX3)iQhcSHZ;;s zcZ~3{SxzOi>f$=!kLmhiE`S-bi@MHnAR0U9A)x??&mz#cDNI4>sV$l|aLz^|&?>iI@=Z1+=01p_QGhEouZ87ZQ}iDL&FaTpB7>+7fSZ zQNa%ZB!C5aUznK@dO{HeP^lg{P!EVW())~k@+a@SJ|&~o_A((*rq}sas{#^)fGdz) zeC|Ha94wkI;K~u(*TZkpY`oCj(16BasFL$*Y+Gt0f(1AH;Li_;2ppayAo*C0)48O> z<#c>{$RgMYtB1|2h6}EBicRQ$AF8hgrtf99D<&cWZ81E%n5F83Mjs`Qu}mevA^CSn z5*-Z&=FIF!ca*Ace5Ig-VX$=PAzgWnDemZ#a}}vCEeUBtROt}mr;o?d$YMmEGgTy> zn|giL&1ZvRva+)1(2gtm(QR~)G6B28HdeJrb|cnyCn%hs&}sCXc{$~@`Khf z8l2LF?f6YasQbk{_XxC7HT|F2P2@vTS1K78MlkS2(KRx*7Exmx$tp*bMu}b&e^f=w z!U78+_V!>Y^o!WE$EfG>kVQth*GUtc%7!-!o}N$cR;J0N3>LXDy#+-uU{HWejZLy+ z(H%59t3fnaoFZJTmjzs5*YhUTyXS~q`BO^|&N1`(oew)C6tuJf0YQ)VN&V}^lms4o z;9)r|RjuH`8}2SHTm5ogJ6sP^lWC>2NSOg;;iisVS@z{@pw4t&TWmz zCGRpVjgS2*Q~w3o9;>jPy29=}PZu)7Gw9{fCXaH6sSN|!94B)3?de0pA-UVl;TnVm z`0+}a!I9Mf0XLfEg1(Tf0}D>pQ`|s^`)o{WDSgfcB&&z-V|LJp{&nu-{;B$;~IC zq*1>;ASzZSaEAZ53{*3>L_1Y5SRY_79U3=JQ1>G2j2V_C(I9L&u!l_{n3D~r^Hwzk z`=}K35z%OU&Dn9^2`WUnvz+gV{@er}lQctHAYn{r0ODTW&XQn>`#SHo&4$7KD=(iBsn~w;BcaOXQ?G=)-DL72cMxs-`d7jsJ+h4JowIaJ-NDy zJJtC_r=86bI%5KBPT3gM)gLL&79`ZQEJMkTR7klobD!G zUq_N)yqedzQG?g^%K7uX@`YvAu2fJQ<>lZpwW@YeibFl@1i9DDL=wBAgVQyII>Auw zVV4uV2|o|=k(hK!t~79xSu~H?ForH(`GSl2m$W`*4}KD*mXuGjKGXmfm2}e%7T;vGp~$KCy#h;^^qJU8cTS0`7;{0k~Ri9pAa--9+7j2dp+3h_6lmwi~cm{la! zW9i$osA^;K%K=oU=QsZMN@7#Jqh zmGz%)CK;^!q*Mno$2K~)&$R$)h<8ST*dil&bJH^JN~GP@z8d5pBDR%<+G(QAcYgrk zQLd}07YI3SQklx|%GBhED_Qkg?M}LUi}^e+1JqAj-jDe@?Rn*!7PH)5+WG-3H@?+2 z?`M3{yVr|B(cj1&;Xj#nsQ3Qi?LFQ&Ao#H%nHtL5t)T}41K7WAqy|g{2&^gwjEaxxf4=x_S|f!e47qXhIB zCd8Rz_pjtH@RH=8*RJrHtnfk3g&hA~rOUN99&fvYhe7CV&!+3onBwzMcSbr-uZQXV zb0A45f*o3RbngZg==j;m5IL-a%M04{S#0`rdidW+eiPeb71Q0^;4xiH5Scw$VEp~H zQ%8L@nQyIY7CegSfBh^Ke|5L}sQ;T!R5Zi;$n!iM$jvZ~Psh@6(}X{RETMNCtn^h% z%6Xk+ee`%}wMx00(?S-R9@#%qoSgZ9Lvy3HbgS^i^!q!$?L3ryKL#v>Q^KUcm$EDJ zN^s{JT%pY-1lPC9w^#}FE2o+5{m3*b*coM2REVxqUNc%-%e3hD?+q}Ll(v!@C!DfI-1e#!K?lO?LlbT zyZ!CLh86@`5%U9rrET|9<7;An zJNPeZb)_S)b+nxs0+$P@<}46roF61qrj7`R+HQQWfyyW6jyl(11GL#SG04nd<9&uH zZ1LBD(97QX$ieFzw1DBuW-RWcN+<=4&MZloG@>En95;>9UVu)qsOoic*I#xhjo0hTh ze%utMt#+4Q#>dC!Dxu??(mNJZxSjYx;Uc)`O|BiYIcj;_;D-C`Z^q%aL-6AMUlHM- zcDWo1Z>by7|FT*mZ12MmKTnW)cBZZrf?94F#%jf>C)h@IIAS|$6{}p7s!CF^kj53Z3fs!H(5-kDiXG1eNgrgH4E^AwNGDh)C*~}-E zNyEEM4*d_`8D^NoUgP)NMtMy`h@&ypfGTTwPF8E5F9ex2_s&W>Fr4Nu6_3oz1JppN z37M_8JBz)2=%v)Zu744`QL}RFaSLQ3YuxX4@s5{mrscb^=s<3W>QaAE@Z&0`bU_;&aW^Gg`iQ1 zAGHtalA{Ibh0a~qF^+;pI2P~Lv=T>)1pN-44}HL!j(A{Ou2J62^c4CL4vAR0IJ^kV z{v8QvHrpxKU*@Vt6?j)rk1lZ;M;Cn*BV?at=5Le8oUE)Qrms;P-3Tg}#C78P^=hbx z677nL0-|ezlJxVjMt+XcmFJn6CS}PMPRjgZIvB`fB#nP}qN(i;@}kag2H5Sl@m>fx z1A6@-HI7^jWVKp<4^qsa;NZA9_L*e8ZqD!e`GKN{Uw6J_5x%h@m8{zIcz?(3lKTJh z(tlotH6th`ISSI28h?3BW}b;zDrA(|Us6>|=}^Nz$$Hxp(_NmB9enOR6w^*MpA2M{*&uYHI zwDgR;;z2>?av}4|?qV2BdW_hbaNM$^Nc-D*2L%S=5SMI};vr+<_p z|2`BV*`ORst@M;rao1$L_Mx&-`{Sz3xUiQt#K!B97_-erhq8(6k-5N4HoJWH=GG^e zut)sA)e{=9CTsQ34$Z{rmR7Ndk!?<98FfC|^usVqtAX4b~xb(;mbY&8~ z`A2ML#nAd=w{pp(L#Df@^a>DTP72dHvu=>@?TXpGZ%K#8P;I#`v)Kv4x^#uwT zghE*C)NiIyw@W2}E()HSo~yowv0ITYvp*YD37{)JPS5D;a=~M@xM!~7&6)_M?SQiqccMc zB*c&jWFxZKqI$Za=FXc#`iK8Z@xMw9CrORd#BT@k?Pz78wHnuM6dih{eB@F|gcB+< z0ff_7R#6J=*P;O|J!F_h7yS%48W;?$C9LD)W70O@_TN9B8|B1fpkoj_sVZ=)Z6f}Q z1hzE#P7i(%YOOfZxO&!*y6Pj%W7I!eaIqynE$n(`s64qxf2EHM4hW!lv=-puRPMX6 z&tgS&Bqbb|7FFYAk5>>oACF8pybpF*CQ-5fB- zHfWecD_~d>^>!IxYmZFCU0@xZZ{{j+v{Z|)G-uUR&v=^LJ}54cAR2~Rio*<>EI`(j z;b(@kE!c!0lg8X>77$fwaFv-K$yda3trGQ3D95^61dr=qNyHAihzyb_8TihXthb^| z)+In-;jeWJxfK7)S82786e?F>Q?>TmS5uQj_oi2F-xQCAL`0MaxknOEK+;E?I2xOs zjfjX{FIJNQYPK>%f6CI5AI?>3u;4XfQgD5{8FoELGd#$+a51BM^J|QgtSkDhO9TU@2xvmrppJP6{D30#~z-?y0@xuA*P zp#V&z5aq3-3UuG_Y@JIvsQq=3w0l9Kbv?ASzuH@B>tYkHGo6fhr2WIN86LZVYeqdD z`2`Udfqf?NaT{vw7Z`hKd#>&6=)Y8ITQJ}31Mi3~tNPM%j@V=TQ$bRY76&z{pjGpV zrM#Y)tc#Ez-%pUdZ=&z#7~X0h^TwU=D-1T>IZOHbVIUE0xLbzg?AC|`&+}h3GWp`!M#W2GB5=u5 z(ux<(2WM7poN|H5A zio&_p=kn@6eEPRl$Swi-s~H=y;1pb`BWa6cT5fFv_5ZyqpLV{!QrHOQv+}ULK^^66s_%vt=#x)JomhVQ3w=r zo>W6jM9;piSuzYG@#T6iD@SP2Tn{-}%Z^JKNTkpn>9_p8vP{W@R8z0 zXOxfs7iO}}_V&86{VOKypp!&3TdT`Qs1q}Encl+3ShQlprbNLN-;L=j_?u0?EVmUN zPbPVIVK@3<;NaM^kmc2(^A)u3Vj?pyJ!7-9Vn?cD#;1u(hW>=zs-`gi^lRT0>{O$=Rnu~_1Vl%GgmRj&INI?TGiLMTJc^-uAyy``> z(jXVeM(7j~kb3ZD&z(9a4R0be@nyIuZOo39!H53krok*)p=$PgHU_qk?7@Yg* ze-|OtJF_^k8D07E5L3D}K~j3gnUj}#PiCA6eb_?)e9ZUu_jQkrvCq}Oet=VsNyNs5 z)+%kmuY^Yv*STsK>P!x95erRsx=)?* zvSs^_{6Ym;{dAu{o7lAff8(zIHxq0Lf*SukFvt+!h*q|06S6bH6m_V6_3t)QlXkq` zW@sd_zMwNlLqm%(4TanGWdwVP8|Qs47h$fGn`eO6>GPnCpNgx1-z!5sczDhMG z%r8}6<1{bWV0scBEXoM3aQkqhQn<%*=+ysUn4zWOx3hzHwvrW9Z`K;q-eM0l`KY~e zW`p_<&LI8u!1-5BjUzv~uj^CLRrl`Z53py~Ld33H#1r0foprA|@XJxA{0^V)`ZfiF zhK`=ARxjRg#Vuu?5H&G8!<35ryc)ei?me%PV%r899aSkqSN>S)_2rLya?~R3a-Uc< z<(=#}DNDl>D>1e`6$q5S+M5GM{(aLh^dit2AyPr1m&jh61tGzk&yR}2bnUdL@Fzbc zq#P?+j=4}?InsqEx*=g9RfNR>v%axlqg0?)P#jqRUlk2V=NN@o?^u^6&JakQ4{9G% zX)4t9TTFg7h=`p(sDhfa0jfG`^?r5#!*EMezn50KyLG%wy1oucIvF6}dgNhz^h|3ILx zF(x5VkJOGDV7eS|@;VZtB|e4{euso22Sj>SjO`j{4m+?aTHy@L10`2by1FjmYf4g{ zJb9T3tuaDz9m`GYpdOSi5Ve%P93NH4aSh-?ma2`7VIi5~PgIv~w0+@xK4&3roV^=o z%%|-;UI!PKL?i#L~fB=qJmW9cID{+~-0sJbbTd zgR{59@~anDHk05@W3~#d5FS357+uu2$-}wiHs_fsoW{920Hqc5_^~A6d2j14Ss0+5 zU$DYHOycO#Mx)bnW9y8@iuix_?HI2f6ds;a7U%^-}_ zJ+b6?9ko@JA~c1te1btE^)I2Lm4sF(@>{c}3&g!p-?2HR#1}=+w|L?K?W#oVRG-GXPA#99MC9H^Pp3U z0qxPD87V(l*17CmaE3?Q9~U{Uoa=;EXP&Vl79ouBm$R`A<^~CD2%&)a>lz@t4wi61 z6_q+B4#m*NZo;Fh|4I#kTR{fBUwbhcJvS5dbY!)zi&$suQXNlI(PjS)U)N#51%xNT z=e^n4C&b4h^3LnwKO*H&2-~TF^_YI_HiHMB)>-hAkIK-#3C_ zZ;glJ z95NklbV^T23h=o39cX#kvTRUa5MM9g3tmA8l+glY4k2+YTkQ3`2l2hPIoq415z z*y=6%mU{Oev9Jg+NY~}(e5PrKZXJ_peGjoV6=sI9;yLCz38B!LNh0~KyHJ|mU?-oe zuJ4N@CjW>`UnsrBDnLZd^t~$Uqa{HtN*NgiEh+qJf)Jflik`pPspngnMEzWe;e=_8 z*6m8@EyPdnCX>s`%nOzJYOd#|#C>#N!6dkm7-7y1~KPIN>DF zK--e=L# z8l+V9r-7b(narDs4aeHrz(^5i$L}5PR&e!}KZCZ8$iB<6BLg_hFbO#p4N&rWj3~+s z=M^U`O={q*_>un6Qbd^@mK{Aa7O+w&W}Q|ZWumQ4VrTYM%S(jF9Y)Eq9%oqkE7Qs8 zU&!Ssy!G<=pglZzoBQu+Pb1RR%|k9lYy|1M2-f@*+CT)?5%rv4^z)~1G-NELuqDm3!dVmaPN1CY!Lz0eCF3MLt_t=kwC^Vo zBYra|Q!%cBJ=_lJ{}8=PhXPl`bhDZj_}(dpf-Q@wJ6efVj`9H8$~i-X-I^zq<3^M9pCZ zMMg$8ovvWW2_F4qrJk4;Vs#-f+C@2^z^x}wEgg|x$6 zzW;*p{X2iebV!kF5I-vZ(%n!Iktb~J&>i|Kjdu4WeUsIcp~!pQ0H~gX5zc1LP*aY^ zqhB_%Hjn$kqZ?Z-u&#Mje31C(5vC9h7djlj3t`IH8wt(;Af3+fIX zcVcKax_r8^(rB&RvD*m2KAaRP?6)s06(6c7mQ6xxTRu@O+TuI`-G}u8V6IAgWS(gBXJEmhU;#B6l9J#h; zL^2UE1eT(q8~W;&G8}&-Fyj{nDf9XeN}&UI2l>0~?#UgJ4h#-C8xrCYeQ}2n4Jk9| za&8#IBMY5hT&3&|;=pveHPfHeI*vEvXT|>1dW82WCu^LnG?6GaFF6vu+!IQ>D5Bhr z<_7yvZ^mi!V>v>#2&`qV z*`q;O80pFriFR_7+NAzc_h`@Srir-Nrhdz>FSyW3yd>{lLH|G~HmyD9=P>3Z>f7nL zId@vN6OPV0uXG;!GrRlP&EjGlcZ>BR|Grrt-+8^0JcxEYtDe1w(Ngy%Yp6T9LqGCd z;bC}v@`^r`DRy%^O9&CTu$s)OkjuIyVX zDuBO0&Y}?_I}OjIy}hfK(_jFwx6t;FE}Lf4$u<-~9(jdT1kid_7m?0oQa2|J(wI>-u)dOI3u!g3bHhh{hGoDMywPyu8ni zwEerBi2yPV9?E9V+QY{hZ%4x-gD2Fj4iGcLIarb-Jz;WLO8QG>ByMYG{}gv!lD(e> zg(iMIJb83dHxs44CrL6+53t^SbHes86MxYbbl+}Pp0?J$?NE6v6G8_)GH+E8NWvYJ^u7x*+HGYoUeA#j zgyc*LafpO`73jJDs5B>Gc>jy@r9OjawMA5b*5{_6_r}JXuQAOHmM|V)+PAp`^`}uc%3etR}ryQ`DKSn$Bn${&e z>FQx)R4i;qSL!p~EbNSf!@Hi$;~!cyaEJHf@z4r>630g@sv4el9m{RM&I86@>fo68 zXvqwmFmJXjRHK`8Xeoye!)d+wQfkJ2GRk_JOM_^Rc@5jk$&#rA1%-AFA_inz{(@qz zu<`Qu3!)GDFYEPf1H@!!M>~%3^?C|fh_zf?&;#<#L;)%C4evwTyAMAoLjqJucpipT zB?~N9pfI2fx@;TsImF~jw@=lum7w9#^j0WzZhDxIwx_p_-Pf-Bm=QZZ69~Jsf%+Mi z+nnfKuL_Y|?jv?b2}spb)cq^?FpQAR-AQRYOKaA2iFI!*)wPc@et|AW*4Rl_b=_)4*awCWNs!+~)Ad+j4Uor@wpHF=~Z0W2ll_n5l6NWWx*V+LEB5rF_=r z=AH*v7jFY}IVLx47sphF{;Tfy(E9Wo5_Si1shdno((;){vg^|R}nGJE1&m>;P9%uV>gEG;%JO7EJ6By~Si zNQ1)^8I26xCUI`V(rt?ovtC-D;)7dvd*u_|El|M?4`6Jc3cl6zQU`Qbqh)HyqYd>c zPWKnX9bsBz&KVtI|8y<|t*zs z+xf50TYIi7Knl*=4Mg-I2Yy01765MObZ%lq$NqSHf#jdN7GRE8a+6ZP%}I^}lDB5~ z1Z3mW73CNx)%@$iBRjXSw3pAIV!NtOK|Q7T_~WpD^gE(L5l?7xw)Zzg_$ihm-v#F^ zqjV+JS{X<}dQ5Rm01;aJqGlV$dRk$uo6-4HP5|8T7>jR6LdEa; z=)^rMlQ??N^vM2n)MB-i)a)H7_F(?=O}xX4!_I%P-z_Lj5h8MO$kopef=Bo&l$sW| z>Aqgr$5y|$9=n&kZ#uN|G3*la-+%Ll=38#quc|3O1HUED#zGHZ`H47QSxsd)?lMSa?I6m?qjgyomVNVCp+J zr>NPL5eXwgDXYU7+LB;z=v^gf(9MXJ0Gg>zfg}L7Jmkcwd|HXsy4U!TbC` z5D^hOI&-i(SC6MzM1xw#6kT4C+f;*#NMxUP)zP(6wH>?T^60EDv?(Yli2*-yN@C`o z6oR+$y9ya4q3%vctYe9*#ie3@hE1Z6+WF=D`mrK2)<$zvfI)iE}!r&**1K0 zcI1TDp+|1G;~?Os9JIegV9+QP%=OXK&-!D!&>PBjtcDXdAkR!oi_{ybo~I;D5B0m6 z$nlcQgXPk>r6om7{{1~N;_(EI^QF#=83&Ko11l1jZRmxCkAz2$?PXYbfxpi5a^M3z zgv&9e<6c`B2xKJ4;((Z*o>m#&g2eNE0em?&JdyVv|3yi4g>@(X{0OoPI&tlGpQL0Kuq)srybq>$-1tH6L!Ac?R#URgHLIiw%3=>7!Qd5r8@x z9OGb&AN%u^#m7-gI+>Nxqnj8%n&+K$;q#jD;!M+z&lys;H=1t&r%pa!ltQ5nM`+mU z+aENyGbs$B_P^gbMw z-ErypSZ?tvG;5(KvB!|tTmHICZc2q`O+;-!W>4u&HhbfI`skU_ct!n3aAGelr~duM z`#;3j7OV=;1H_3Qr0;*~N>YHXc53+D119msA;f32zKH}PMN41xWP#x?Skj9=KF}Sl zXBC2R4qg1AzEj*J6JDGCEzIJSFRuHemih-QD1Ejr6quj4#p(%>l9|!_J;yqmazvqq zZ)LFJ5Y!GX(>RIHJ@%{m+L$@KR5ZS*V4pnq%Yf9=Lpjjn{m@I21bl5@5%;jlFI`j0 zP)VG{Sij{@Ih2li(UA2-s#zrF2yBhW*n{aRD@56J_0}u6&Tc%tmtV2Tx%$}FmTtp2 zBSbLpAYZEC{cnX@MPQ?23LD;dwVqylBH-dFD=LiM}S$eq#jkBTs935jGC;x zH^o&lgRzF^J~(F8tKq`ReY$J@J)Us}LnwzFD}rzMVXe6Mf2jJV=t#h<+m4ftZ9D1M zwrx8dvt!$~ZQFLzv2EMdt(kvxU#ixs$5WrqJ{w1pi2Tj6RZWC8CvIf*d&fc^mgWR^ zny4C`c@ect8r#kXi!H{yhDPY}B$v45lpT?KdxraRB0<3B$8yBGa~u@Yhs1nz*t>pI z6bp)(;;6e>Ax`?)R!?h71zRuM5OP=@PG@T=gH~^Aoxd+y$6OzSXp}QthfN$)%R+|r zP9izBJlrXMXpz+-}huOfoRyM-!deo0b;cW!`TY~OPiZD$V`HFVteWpv~* zjLwp9|NMjiaP(o0+^eEuJl+Wj+%wiLTdKaFqSb+FT3VhLQGh+n0IAJS2`MQdGc)oL zn@mhhvz=}Z5z8+U|0?N=Eipoi1N7az8Uj=UK0{sLLV6Zw_#MX0pfHCf^HS_sYuk$m zHWD7@ii)I@l!ets$w2TXDuVn8@rs;T;y?>C8P`bY25wdvYs}gF8f%K6+<1rG5O!6* zQCxf@G!4MTIjyCMh5e7NELHeATw-i(_~4N@4(7T0qrvRd{IL|JN*yc~%TJbKcyLfq z49ijVLh5EC^oL6ya&VY#>`iw#5j$bJO5GM%g+g`A1N+r#O7{B=-W1A^l_G|87N&Z) zkY*$V6u(EGYvGLIWGK$}iImHSk&v8EtH>En<`b3+6g)gXt`NE2Lqocc$7!g-RD@-)P*bLDnYYG zmucvsyW`{Y6p;&-2<;P~30S30P76gjt5C*x6~NR376MD9_Ok4jBB zpZ)TBFhdqlg|OU5Kw0v;a*151b#opZ8rUX1w@9~s9Lnk{^_!@nYj-@?`+R`qvzaBr zn#Fx1?sUWFetY@VXtN9tRno{FpBZK|%UO^mY6VTxNrJi3Vak?Vz4D`O0armG8hHb| zo08WcKoBrt0DrXC&KLsdH>~Xr3jReh^z{Peb^FGQ&z-iX=&C+4J47w4d}#r%*}B$- zO@kI`=4_7Fw{ziG+%3CVwt?j#IJduwj|b&0S7dUycX}b$jTjkLp%i~}qo{kgqs`8G zq+PP&{z+L+k?(RJrh`_LZE|crv80DgR}5;-C{^QjDcZ>H>?ct_lteD9%>Pdl}fZf&P!ePfR?=F zhh!4k;o;%1W^YC(EUy=c$j;F>-4egw?)d+}alNd-_s3rTx>Zv`+9M@l_{-%C2KuaN2f?o7$QOVz%(@Ph^6iH zK(_L?0@$XS8MeFNfem%sgEZIQGqWa~>vqwbYD?w2SlDh~? z=hQL{-=e?S~hSXMT3?^Z93;eb0{(rA4~}$7QaL)7zU+9E?9c z0vl`Sb!J~oE7&b{gfuxdMF0sWu@mgcK&z_MZd|)%5D9+BznacU!q`m5AKO!(D1F_9 z6cT&zw2a52tI-3-l>BjN-nbP+mP<$Vj$flt;jM^yVMU>v^)!;)Y>T+KTH*Ae`7Z8M zGjGSf;7r$#xsFq7KXLoKdk-rc#Ca=vm6*OmY|(8*LP{B><~M2`u&RLG;~Oy+WPpo7 z)3eKl>KxpyIFTZ0L9&G;+f%t0h<4FtU~%1L{UYSJJeh6rIURFCS+xGt+Q-D_^H?ww z&$;ug7YhNo-qbByy0vIzG+0YR{LWXWTDgY zoL-O)fy0j>wUph{um71+kBT5*R4GSN0(2pPWUx^fqM#=t6_KD7KPvEBr;QqA)ILYdMDAd_)O3m`#fuv(%2|BiP;yIVm{?}Ac+7*)3y z(;h6!V-~X|;pk`@n3EOFBl+;1{3w83>0G|8*u8jqfp|Ad4~{L*o{1AJsz|kQ{90i3 z+l#$~qVOPZ6t5S=ZkpJL;ZoP~@I?C?PBh*z`uWW!6{TRnMlP$ojAlWx8TvYQ0646l zv?}JQVT@H|Z|Yh!?m8k03Me0+&&0b49Jh8OdwOi>dx$v#nlhKg@AjJN8cUamS&tX& zz-9iDke8Q$6nWQI3e8}&1a|D+K?BKAL%||6e&M;)UrkH}1V6wIX-Ps0`X3-n^Bh{b zWv2%eQQ&dIN5&35N5{K-Gc&ctjqzL$qvWF0Ie2zt+WmMky1wp+Pd2Gg;|P=D4jRyz z)f=Ya`RLZ{5>$sutVaPNwB=a7EY9kvgmzBg5!-*mU?B*u04XZNuP4y4Q8mO!Axf$X z&in#p{@6objIL3&=%P6dOR4W!`2$g@^5m(-`Pl|qlW*-{kC66wh%AR$0Vzuj%;TVU zyc}q~aL>;7H%FN8Ns)w|bL`9VHn?O_cSbIxnjWUs2-35XJIyB|NhgP{>#J9PWLow8Fe1H}Zvv+Sw@rjg z=E5c#KJhl_KS6V|Sjda$bw7@r?g;0&B8*izS@RT?!Kua_QtWZNi%P$I7sdw?+iJ6V zlG4?!H{CFM7s%P_^je8Y-lZ+_Ox1nya4h(!vYru)h}fa5)5zuRuQdwc+Xo}$+k@1- zig!h&c|Y+3OnsVD+%n3zEOVvM*Lv@ zAM_s<-|zF?#pt-*g}&5*gV~*9>#Z78;0x*DnnJkbq@4Nh*uVxu8spP5zLLSBGY#5j z6*HB}Qz)X+S{4F;v=A!==0xNOQ?!z-Sk5=UKPrK`ip@^jZvbV$M~A3^o!P(IU>dch zZ@uo^yY^{nPgsC(C`r@Fvnj8s8GZuE6V|Sdm3MW_isvXIJuSwtSIy7_ZZLRpoYNg7 zThUKU;&&~L94~wXf$tNdGTuEj6^IJ?s1nPUjso`ks#TGKK*&n&P7sqw(xVp`7>ls&Cu>c=+Oz`gjU^__s~Hh9c}ir9ZJn%*Y<-28lC z+ivDGNdD|qyRZ_K74J~R`_XIyvN>M{kj;te1~$MHuX3YU&?c@oHNEY)6c~T{A-FNx zM^m>cz+xK)DH2zH1jwS2KI}<;mjMi(_oMPwQa}LcXxa;2BSmqBTRNsw5cjpJ4FOYS z=kc8;Lwgxx?rOcsW0T?QYt?KkKVYbP+v^_jFVmN>aw~Rx1J}-^OHcjE^wt=S7Ax_i zG}2n*xuEFouIL_BiW=fgkH(=VK$@m z`NoB*xa1;)$iY^;Yhf0`H`U1f3si?`k!A6(AC+MDQUBHD9lUiXjox z#bXa)714@YpZ~d;*45G*>cfi!V@pcV7@#55nRJ@cD(-D~R*h1-ch}jD0F_jfoannf z01cmlvH+0uuObx$Cv@^g+BY@VEI0A;oXOhrM|Lz$Ru(z)xc(eKZjdG+&L)@x<49UY zyYP7eLYy1i@RgP>wtK!8c>$c2+YfLoKqVS64FKUP&Fpig}26FoDx$b)K15W2WriQ@w0;Ia|)Uy~W@MScv! z)&KIn`=mk@eRLvSoOr9yT?!mn7Xl^|CoIUE*}|P5c3gbtWmxj%7$_-gP<*ulMaB1sAzmkL#+9-M>lH;?nHlSzInV z0q}f(+^Hptkc!^~S(pC)h9;m|_Y3e$a^Rv=i%p`sAGRvH+-o|M9@^3y$pFeZf_~AF+Bkr5LVokcy&A z{^W$3?GADn45yUdS_KJ(v>(9#E}bn?LCve^{vH-El*R#$Jfj;1jCZRG;{A@u`|P9-QQ z%LL+oBjs5;xPZEA3s@py-QHG4J~5p8vUqqg7@UotY!$dX5?bLgf&Bw9p|9UPJ{BW8 zPcBF>H!o9vxy-nUN6*)g2fI2c6=>W0C7b;Lj!$+uWNGVV?vSnZXb1?TE0)EJ@$Dt> zWV-eUY3a+aBil{D@A(EUQAC>U7Bbc5^g+?4Fn`Ge@ckAU4-i482HAthOL| zQT%bSdv{Uq;)dDufEU@XErx`KX7YAUMjKL=sq#ure!F+T0TM&pDV$O$bmjXG%<>U} z!0yBdM(vXmWlDBtzAOlHw&z#afMvB+)5iyqXf~@J(E*_@o6rcFkX+B^qpssOoqgZv zxO#!pz;&`LVe%0sr)qd|b`KYv_~X98T#P7fSj9>F7}Y{p~TBvt)s=-tQY-RaL^O ziDhsrnxv5XTYq^Cegj|;VTKDXxxQe)Z^|Hoa*o#4A(#yIKJT%Y#KsGPOu5>AClYxf zQoS$RJb%h*d@8y#W~vLJl(b;c)D)UpAXNXpT%{R0!E|o_VMS@e{fg-RaANNK-k;MQ zK;c8!-dHDV;WRj=HsnS`lFtSXn<0EaG-nkV{9>~Bw@6$zG@zavdx(^Z`*lOiY`z(H zIHoIN>aak>@mD&8u3(R|$nc?0!yM|hcRfZV0ms}`4mZxUEJg8~#Q3b7*l_K#SP=ul z>^xzJvH>+k22;x*h)h7D*_ya-AQL!|6LU-7kDxWwA=IlIXq%u2bSBDr&Jm2XCbn+k zWw|+g6SRr7BNn{tWrO$+%7O?lg=zAbL>80T zZTG+KAbDiJn&ZwGgxhU1WQ`1QmFo&+0I5wOOlTyj^_mtw5L{FC$C{gR2y_~!H2x`0 z9+zlbU%-f8$jAzrCF!BN=Zg{)U`h#1%gA+6{|0`NdTB6=X4`pxi{$F+YPcWVG%B7R zrF&^Ttznc}VVh!=tUnjY5o+#YO+*+1kI%XW3$T~d%NlS5=vfmO0O=t0A+>U{7(jg9 zeegfC=sG*cTsO!e`=at^I)7s~+H9^dAHe!lrA52yU!&n{Ghtg3Dc}65*;o#C))gXt+vs{a9$R6yja*goxQuizga1OC+h9ONVs0W0t>T%i?>t#nRiXG!BsVv zQFr9@^|d6_d-vVlvc>xn{y#&PR`7ocGT-*t8&3^0X6nk+(+_&9X+_8VYmyUlHH-*F zw+*u6-3YZJT8S+>Uu!GoE40u{hQ{Z0F1DW4GSe05H#5l`LzEg<5|9F?yWbYYPgaE2 zSwExSuPd?hjGkRA^7udcS}jG-I9;wLf~yu&W76gIP7v~p*w}1|@^X-f>PRVQ7;*6f&n_>5`lAFN;sUs)iJXd>$sAd83uxt_j;$m^>5pETpryPkkLp3DGIC({mg zeJR>fFb9I^(*>`bJfB-pw`v`W2)gJOkwrOp&G}(*~rt)Kq?>6}1cF_YcYx zuNo}4GD|GY*DMc5Wy)|#DS7SUp*_9&vaOo&MJ#@?JQoLtk;YSaBijwp#6(hc5~sS! z#T6%GO7CwG|Mx4O{@FaY9&iBZ$yORfmqZWif7+g9e82j7#*ddx4~)5@{<5*usJ_Z~ zZbB3Z@zFwpg})AzHKJq=&TUQ(9+ts zp7P@6yNRi#$4^Z*$be#_zG=%*@ZNFPc~krzKVEA_+-8c>^s+NEv3&C2C=4~HJx<&# z9uG7`fhmvCF-rBnb2s@|5wlIOuOQCUg2%O=>Mdqy-fv&`=Z$M?12*f;n3w&uJCCQ5 zgTWWW%_=qecY|EBMIu0mEo-w&7>tcI-riq-8Ovvtcb;J_3Qf#*_Z0!csITHDVV0@H zloV_wL+J3uU+;ASthVsYK0y8H%ueYub+8N~({aRNdlPNa7gEh%& zsxNtqx3G+z;Zik{a0Rj|JQW04;g~Sdzhm-wHdNvO_!l4%aP`er)TqkSypF)uz2SBx&5`Q zscCW*X}L!hO!^hMz&M`qodTUOmu=S#vm!eg@Meb5w)v4+irl;VC^HgM5<#$cZWS~n< z*wSU@XW49v=P%vaS9SXDCuQ-bj@R`{5WuT*72>@N5n-%SuaGnAU)Im?u{oNk+7uIIN~ z`*;UY?z?^3SJ<0Bcp-7+F!SBy1DioIIt2GjGrLzBhZ4&mZNAtb8Z zU{((BR4FG-MAF6-aCYW3CKWc;@VgSHb8jFv?8@3p(adUdM0xZ$J?eIrMh(mYu)%&8w zMEaR$d$GB77ngXSH{+j1V<~wFm;wJr3^oHSG8u2kt1A^2pVL!w<(3C9Z9AwOpGskI zapX)6y+AfuOS^AK!qlGZuHup(J3&@JNDUpkfM&XO#cO{!Dps=SA@<53b9-?S6@Uz) zy>q(9Z`SzX7q#iOo`oHsbTz-d#`kP_35Acr?f!7Ck`WbM1C30339ZsPbG+Ouf=R64 zvAg{Pmk!GH&Hi?y&cS*`DYj<`9@9sP`AtPEs=6>=h$mAr_fL+nmmI(6UFbILDaCv*gb*<8& z=;nGfVGdAwdxSzwiz-%)pGWQ2_5cvqREaQ4V?x8wJCfAhhdsfz+6 z{o75dh>9PL$!D|>e`mXkV9JCm5C5Pa93N+B0M|CIp-TA-&hHN{qvUYfZuMcO)lTkS zzFS-#N2TET&&dA>5`-|x$W^qY{8Z<6idP&R`q>Dru#?x)Wma?aSoBn!6jn;s)QT{8 zcHwlmj7{+m_p%xIV7iF^^h|8Pe)vbz0=}+nygpmV8Bdh8t_i+)NGup@LXolul*eYA zndViM-IUEqCQ^h*;^Uz-zQ`y)5!Ez^q3 z(M827lOw+{1wmw7*1UOA2z%=?uU=lp;R)gv$jJ0O1$CW7#2C8O7(8o4KT`idznAgT zj!hk-k`po6^Ta>7?nuUgT4ZfdM9)@@5Wrw^_CEoiSd2{Z+>Y->tu$L>qglTp%?DFm zZtYuz(9Q~ev~z4x6!#HDE$3Hhbz$tkQ9`DywQ?|Zw}ha08Ig+Cv*xEDMW}j4vWyQx z!oY})H}lXN%z05z5z%pVoh1`FlEJ)<9PDt6 zQRUnOKRFJ`-?f+&Z)w3>+^)X~ZY+)jh+{>7s=LQB=Ukwq+3Jlh?WTDcAE94#j!!P{ zpP0+Hn|$KkS;{6T@m(nje81p;W|prGRiTZDx*tn_g4(7E-OB zq;2W8Tb^EBCCA4jC=2(|g7)#(@hgA|3m}4lK>>chO1#oEbm08D-!yPGbun=^4FL1L ze&%j)INqwc^0=PxKJLEukp0?_RGzUNI3o4XZ=$q2l4i~>PyL!PUe>5wH|IZO)P%IH z^f;Y;;0^YEA@hFw-TrRl_6}9YzqemTZrp#z{2O`{EtZBri@({|3Lx_9MJeH5>D z!C5R6vsF{z6%vhVv-<}mowP}crHe9!W}}&43p!n<+=}dY z@T^&HXCbF~&xO1Pt4RRIOqIAf&gT;$-oKsyyY7 zTiqPv`bdFIT0WIBjd@`SGaeeJ+hg(Iz4SGV)-wDcIp6lk?7S=^0rvJ+m)UUgK%VRA z;ly-~^fmXPvw4HBf88+r?s-nL#Ap-KGO*=Rr2qq&e1x!-Pk7X}Nk>+tPKj)u^W~au z#>Hv_1i)nc(Or6r@}EToS_PI%1`CD-7;&pj=L=OqQ|Ju#mzSa)M)2prfS_6+iGZ<?(9A+Eq{q>$gzIPFtzxoJx`Cfsdm;Fxca}|0 zH!QKw6n=)7t-hI;P4)U+6Ed@7=y`ueO|xD>7#bShEY`Y6>>!46#i`A-DRj-TpU;(Vvdj2;bnw;E(#1g817qlMC7@A$Yeag&NokhpP&=~a z_laqS`)b{HASRO&O04hIvfc6YSPR8a>$UZ+7Gs z+wEjsV0jTSvE7ff0(QF-m}=d&$jnugQA`Wb>KWIAsXTsf_ol0nwK2g{-_`N}!7^dr z;fWO75IPgFoUa_i&GyC7tQPvEY8}`l#Y47S+y1sT{4S6wa_ip&w|K5d$$y)(g$^2BQ(?daklsc_S+VtD7Au+!8F*W|+Js zL$8)-RvbS(pDc0i4()c5s`KJQ$Rz@d@t<-UcMm4xUyecsZ$=%Cr*>bqd}hkL|EBAV zwM*XJ&h(g|&@98MR4j?t>v_I7%!w8h@lI`7nPGbqh^7vR;}F^9EHtrvr6DU_^{4fWDlAfF|UQN zbHpNB_O)+kHE?CtSY4Ixoey3IY7acBQH8d)6%5Ik#=9vlhLlzbR5snjx)Txy2rUpJ z#)Ft2br|&pGnP*Q+8>ko@8R2X+fe7)qP7OKxsqlA zbAl^6onQ-%MpxQb=Rg(=4~{UgdOItpkf;S2D>zG)^ashfRr8wf_t5P4t9*yIDGdIL zzh%pVHy|kM0J>xB@`297Ip^oVj=?m^shU~9WF`mladcJRy&Mk?KRNh@kE9>9ebepf z&a(Y(KbWwvFiD!2Chx&?PL8|ht3rc`4C{Hk;ry;13{h@}U~Zo1u_)R_SH2W7w28so zzFbBd&i)9Dz*wy{#qfFBDrtCn=&M7?WJ1QOgSe%Sru#wq!X2FmS(R5wlXqIah4w}R zbOvj+$h=9_+?savH--j*B_0U3DETir5x_kJI5PjS!#~t$YK_*(P=4~rDqKATV7si# z=voQf>9!nKGsQhB1ndPV@;h3&9Tua$M`z5Im8EBk&{mMPhLMVFqm(wh2wFVm?9u&A5_0ytYN}~ zE{Ss;f)hj$VzapIVe~w2gIdmbpP{Dpnze`QZ?p-PF6(xI?*|zh06TEZEWORk$ygGe+-^n| zoCEr~3;mch59y*9A4ellD&AOZ;9^fS2I_e<26`seRvR^gLm8YHl)tjbU04rj=MY+K zw0l4JwnP5f!5>d8v10t=}6l0Xy`|NthMv|?vD2V7T^CByO$68gWVmYojKCv zH;V)Y4!cvI@Lob=h)nn_(e--Wel4odTOr&;{It!MJJ*&EEv3Aau9)YSwIAlD7MR;4 z4X5`KOoB>43RgM9Z>MY&psb4P{-6lM!O|W`g31SH5lOe-5YN^Fkx?G8)Gu&r3k*cR zRxo=VKQh7Ir%(m$)ODF{wvr6YX|y->?+Wo_)tbQBY(x#7>-c{*R!BI;*|7^@quT`S zt~6aJHy4;>@#qp2F`TC`d{g0ZQ0jZXb6z&@tp_UzGYnJ$$mb>sI=JVl=X;4VHr$} z_N_EOVBDep3Yw|qmM>?PKW}Vxf8?CfUXPNE`XD!nnFn#X&ZvDa&Be)U>{x85B3Nx) z!Mixl7#*0mNHYE+1lM4xvLbtqXM9m5*F=}4g=S)Cd=FuFc! zp}*=_rZ+n=K2kdxUChXL$ zbV&L4EA~4OEE<<5ut4ld$PD%vvLt&$5Zf>^@1c9JK-DdFNHJiB;9CRRCzJBwL=nPd zEb9H<3OU=RQoxS?uTj<3Z)3PDq{VU9X{1+=BFvl~Ea@ZuSf}}pWuxgU9rad#b<^in zNuW98k@zi=LE@fDi7f8v3cy{h)_BWy6wwZh?V2;TLf#sX0y`e)Y`A~6Sb@RkjA4<& z9Z-*G42OddE?`uEnT-+7z1lU+Bmq(8$u0rg3#K)BviiZO0e_iDA|J~?Fm;dY#id|$ z-~~bElb!G@es;yXumSE+cO3CAj@pKm`<=aI$Yr0?vG?jKdw4#1usJd2GaYL zjzJTlAe2^0wK#sL*{<3>;2fqwZUly?po9eI4nvgdaAw65raSxdhB!`Bl%6AC_#N@F^gyI5hy z*1;YjQe!3e&7dFgkCqvTW11KznXi-TjnbtNW-mS2cC(S?Pg&6jLJIrQtSW+ADOQ8r zI+cfRt#4RltkqB5X1C=C+`B(BGSX`kB?dR8QBt>aY10XzJXI&mMChr@u4f2AO5s-b zXN%Bky&Vb`n?;5@wvQ%CGy!zRdb1r>BphXAYf}pm8CeQ#wh^e@rpkYwr=ZR9u~bo2 zh!VEMT23!o?2{_YS=MEQ7i+7vWbfIxx__j#bAuI&xaTAUkIp+7(3;<@p^VK~kw;=j zZ&ktIZB5IPY;*WHaf!y9#DGt}H=(>YP@k7sVm8SGzNftt%Zi_yXv2!tLFb23c%AUx5i;U3Cz z&v5qEp>^}hffECW7IQ_)!7!efawuKEe)Uh8q{8j?Hm!+Xjo6G z3DSU~TK3Xc^mhU?M$mA!1AgJPEF{mmp`NCcawUjL8uD9fN;+xvZpQSsXeTM;xLT#e zv!hy#CY;j;84BHL7j)dbX6KA`FGt-W z3G9Ergk4lS(wJ`ifkQmNqEwQV)4V|v?8;--a0kP%C94WN@-lz%6v@>Xu6yjJNPM+#!|Kx++ zBaCr$#xc(3yZE`YCQ#OiUV$nBuk3+DxVVs9%)#gTGwHP9;hg!jS0bm^O^KTmwN>-D zddI$p`{$SN^zjz|{SnP(MWIKBPRG+j}z91s6b*l$gX+}4g{ zT`AKdo)O%WcSizcEQtJknhBmJp<0!n2F?K*5+0UzF*!67158X)4l~e%qbbyEx63`yaUnaan9N3O?UMW`_s4g zo=(ThU$|OodEU3KOEQ>$8p}yT9h?mZP3iI#BDPL$FCx4j>C_|}`TwHHR+8I}{Rdn5 z2MiDkW|&`ab7*R7#19{rlgRkv)w&x>NDnHQAd#R5R1XVDyp+MG3$LIgLq1WLHx7EC zL1m2xriX?;U*z(~&%_e$5HE6RZDA0Zat}Qcxm4@k9o}p_L7?EXWG4Obv7152bdL|O32uT%--9OP997mK}az_de4)Nxt z&ga#rrnDL)2;}LwT$XuiT0!N%m7d8W-U`0Zvez3?fyz-PD53ufN|UdcxZpP-r20!2 zs4|X#=PN64nN%_EC46aGZ4``*MUe2dnIp88n>UZfSMhjw}?Jb15vL z8EiM0$_Pz#-BW09^R>qDrC`}QE*UM)Zr{$`JIr1`5}HvUm%Uhfd{c&*_!@8XWgxcH)9$KRSZn4PEsJ1MY~EnlLG5fAlqgRrwxZm}*;!zsQA2QSKx z+GO{%`g8UdGPg@#pTP{+k?*Gc_Vj9D&l-Njgln}|{zvB1&p= zpkyB>b?@x}ZN}4CT?}4}mdhpRD5r9vv~UEcB+B0e_LuB^=Z~8fyd+6*`ka|?M$kX~ z_vgBU+QfIK_Irc&iFA5>pYrAFd3ky4-j3v&D(K6M_8ZFB^@5v{Kb7gQgOW%TSKErf z+n>FWhr&f(<{$WU$Zyfl`K-ZT5B{em{*D3b#(JV{XNw}sm2zWnI*E*W*b4`>4Pt}N z>=?FVsz_%9H3tFnzcGH&Bp!zQ`MhKu@5MKRy;9>4y9{<6%;OKG6qJ7G2~v&}w6M~( z>r0|Sz{XT)WCl~)lnvfCvofn7|K8R*w_q23=$BPb>GZ!dt=fe`ot$s{U? zV&`KUl)Gbzc6B*L!Yq8y6I=OJKa1bh@qIVc6Y0D_n>k*nRhkKLkkSJV^8vvgG(R;g-R*O^Fo{elTFAWJ$;TSRR}9xIU&}yk6MK>2&9qCt~pXsup!+Cv`*b78E-|KH8}DB25OeeYdSggpBNz*9y^S6pOht=1w0 z7QgGnLx6mO(Xt3C=jj>7LweHK$aGMOQ=dr(Y^#IXuhFy`n0OFQLg&xtgE-fcik7&n_wwXW5x)yDGrBqw#kddQAfsax z5}`2Ds|4`P3`_gqPrhhUbO+ohaGv{3;8yzo1K<@U1mqSw_K$CiPsMA!1uSpc-g82Lz@&#ktSRZ?$jcv7Z~(^1%cd1 z9aNe+olTHd*x9?mtIl4Zc^cHgZeyXurZ^BJprU(!pi(6-&Ws;PBZ`!=rmCKXUTfPTB4i16fjfzK&kr|GJo%&K$auxiWgb9dmttJalcI zelOMQiQ|*`c5pJ5f6nPRxPu!1*ZtG`T>%zY`;>m@v)fdn#5Vv%LU;PA{1-1k?+9zQ zF`0Ztvg-Migu6_Y?8jp}m?7OjZ}2BpgrHlKnRe8g!y(cL_he?V51rPnhR=2G<$Di| zYgxjx(UrrCsSsrGe%HV0}qvb2=WXmUYWWeO_0A0pW(pGn0=|r z?(O|t*lM^PN5oL%iYtvFOy6h@pU<9z9W@ozPd~p^1k56SM7A=2k|f5{0QHZEOsxA8JfmY9Q1dMyue-b;bZYfETxJr!MDrYHTrn4dSfxIKC(Y+rAahrnR=$ooNv}Bp+a$69hLl6Eh|q}*WTwodL@{e z@yXa5&Frb?_;XQw&x-uwABGQQ4uPWIrRN%Ssv?1vRHwv7Xs3}P-*VKbnF*;?Y=<(t zdK9WtpYQKnc%7(9~{OVSij{K##4j7k;&ra6#olrac83; z_^z-Hbv#p_j6`D@w10vLt$JOrzbFe*A5un9TQ#t&WHN}2`(j@VL~}l~zB4?` z_PZ>OLsrv2E^+$zQ?R@z&mFnD9QXNVj|T|H96|XNC&aQxz+b9x#gLttAkoM)1Cebw zW6%lXC8=fgQ#ZByM2H7CKLQFE$hp1EP)LcEtDWx2R?k3K8lXMN>7j+MhonoqJD3vxUQFJ z1f>!$b+5S~&`WV|+Ib{>0cl&Lj9jeuu$)6LN@^CfUDuF_)Or%>(KpKB2!plsre+&O z<7#$S2hQ>Qg&Q$74v6nVz@56kVf!*cl##WhrK*2_=9#9T`c8dj4!REAQOmdZL#0e#4&5bT+n?M}9!%Vpt2{dcBJJvH z<9%UQT=~ORD-0>$W1CZWHk#+#KT8_O`^guO<0XxFgoGr0G;O805q{*cONkZ&7Xo`sn=#W;z|>gJZ^P0>ZXt2wd5p-kbivH1trTQ;gauWT z-NNW#O#$xng-#ScKh($QFpM(san4n#-t4QJcNKqJ?RZ+h()7)(Y8w-Omwsp5kPyY> z1^uGEs%)ky6p+OAYsFzh)R~th@$~%f`l+#54#DB54EajfJz3{Nqpapjg|c~0X6{Ch zjK%wToa#pV^#nZAY*`XkfQ3Z@`m<0`sH?i6oWbcGth|{+L2CwHg1MLOzhTm-NMwl0nRjDG0A&Dd_8ui+NnOH zQoL2rcG^fD=qb)9@*iZSuhlS7ne`$pRgd!}8tJb~59JA;NO(cUZ4fQ`7FT-X;b!ag zy6;gDlqiaj9eva4gMIy)%IpA`v--6?4f<@rckk#O!v6s^t}wr5ss# z-IXJLyuNI;%o!y{T5}rEh5B5Bf#ucU@TKERif-*VvYlJ#hV5+mMJ$ZsPI`kGJe zu$THe>bIi=L)m4iEd=q`nV_R(`AC)-Sp8vDwCC%cM8p($lxCiNLv&~ZYX3x$sY1K{ zF9|Iq>v;Os9Be}yLD#qEAn*m^SZ@T8W7G2xH5uPU6)qUpa@{kI(5r@4p_}Hkyk;rZ zjN0=;I0)Ib(vjodS4+6e_MO$i$$>;YdF4Yg#ZI~{Ju&*p9-2vB_Y?ioPWvTf15fJ9K zoJzl36rQ(464PJM|@+Gs-8@p@5rW9HoqKXUZQe=Do zr%6x#V@{V{L|Wb6pHdqV9~@q!S7Mm*ZIZCdyWa~PFlS%zbS?kwLywY{^d$7`pGt>6H?GNy5?wdDN#}9v7i$l&`_F`D)+nck5&36 zGgYOC8Gf!MdUQF+yz|uBCVflDZXAvz-ziKRmc4NxGnHFN2j@)ak%40&`3i5bgV8wR z-R#*@M+&8481JuB(|E;H`5+DxOiGcvvf0jLIH6(D+4lmOmS;L*2k|Y{z>e_PCBe2! zP^#=^8C|_vX4)+)ztNh7a%(dkxd)=2Dc0=ucDzJy# z3S>LZLw+%Du;m0x2hNHM8H(6c`AptAf^wDaxRba$JQS2bL~_+kt-a-hmNO(!v{XET zYrLfS3%z9$5Wx0prY#Js>g?w2#=x)T&mkE;mNxTkwmiWduk|xRA%17n`E~an#Gh6i z`T=3^h>GqA`?fx5DstSOhz3nP(i%~Mh^TSoG33xOqd6PhZX8&u(UV9q&ayv8mZ?np z79$`S+&{DfO~;c4u`>Y_8usUe<`KJ?`?OJqgn!}Q0EFTD7>ynacBRXMjYqAwR*tU_ zeJc8@YT$%N;>;YfaQSGcBrCi2aQ)#y9dbHE|MMO<9c5DFD-!hI>#&+NvCw+N2t*>4Y=w^yf_UC<3F8yo4He6IN*ggwW9k6Ukqs5d z`{2|CIob@GO&CIu>l3BmuNeIt`+rQmV|!$Qy0zO$$F^}#!GP#FOeRL5ymJ3g$jyIl6hT418*R}7eV~VQQC}VfDQY3Qn%7el zx;)*sy)Bi9<2(Hb&f1JlsIV(jn-qh$_zlvCbpp6g20ivu0zg)09W(*G+imK#JHb-E zJU8$FE=t?D3`?OEC9X%Sq|U3X6*v-&n6VfMW;gsO@s-8(MI5K>MIENY^!Bn+nn?5T z@=;lJI%cm~5ByK=VdITq_}kI^2nwz0V(~E6iVOm4&fH4z`+v;-`x%OK3$?sh|-NJgmRc}YO2 zUdvR-($*dT5eViMdkm3nR$^!8=AUJDB<9rNLV+ZO^I-D$`REacZOQMR%~Dzy`N!{f zA?8jNXtDv}N$57}Hk&o~tw?yi+iS|~)~#sv+&e#+XyHDyN(bUK~>(Wfbg{SV6E3c4RkVd~}WN#P<82%0T@KEE>3cBu`f zQ~cN4O0flu49XQEj2F++=O*1b5@{%yhr;o(yuwe zy1+b|@5PRncXFaWTy1#ozEHBzo@*YflGCw3CQ((q{W^6!O~u0cSetmtII`d!{(n`Y zTPD`N0eK7h0Ycup6X zv4>Azha2hmJs0a^kXLo$7$rJGkpUIC(VifhwO(0xqqx5Ti8SM90h)7O85@+(md1mP zn)rnhujY3yW!I9GZ5Hcr#B4K#D1s~#@rgKI<@h4Cm&&f`=w1Mj(HI}tr!4+B^G@Dx zg)tu-F8STM^+N_{Pq_cON${Hl{4fg#hjDyDRcbZ23*y2Jo=aLb+s(v#=Pb?U6+w_X1|JB{2IhVEn0H7;BiP=%P3uogQG+416jH;e6K#@z7+nEBPiZIc?aMH30`j>E0kB z80PYsOu`0f_EJsuo0?g$zQL?5V^1XGm&VVgWbeh3^f_;yxmfiO=tSpXMldjT+&l1s z|H+zi!^OU2NHen0A5ez(nFlEnklh=woQS)A_c|^)o-xHNGsoI{`B_vze7ke0d#jWs z0S~6Cj%$B&Xr?)TNeL_1dgJL~eY%lGy%o3#ND04{1HP_IJ-%u4l+{}KyPqyMtNa>my!PF$NertOOTiTubIsZjl=JQqhhtA-usDlI*S?C`E=R@PueXo zkN_CCGr}iX_*=`78w!O*4#av;c)7>)&*MgO-1MI*S|se_hpWN6%WRCqob(L(Qlc1t zBW(L^?P@ogjr_5=pq{0ruC@#jqhvW*;QZ$UP%hU2DJ3{)K93!4;?uhaHV&c90@12x zr8Mp~`+)`Az5-QQBC=G>%f|hgfJ23JLbdN)u7LBTFvX31tjtz*<5xEDuO1U&m=vVz zvGj9I;Lh7E>(rG(ZRvQFVG%ZIZ0F}_9(`0SwWq6+4&0K_4crEg%u_-Qlp>>*^tROf zZ22&$hudfJKULNDBd$K4c)ZT*(Zt`G^)6LXlj_JKRLz{PR!EsW7gHbI=r zJ{1z+d0ZNZu2gBovTA3PaGoSOLFQc9N& zYgJf24`qlwn`b1DzY#~fyz~+7P1zMOwga8pexz?eyKkUpIzuQ_T43(iyCMNRU$n|0 zt=gBJR=`}}zbdS80DwS}15Q^&AA$W|z=A#W^MVn4cbGb{YWLn{}j@ ztF}7F^Th`es*2d3bJ3yPk!&#N{ZyDZxBgvyQRXYpUz!gPZMMH-`GoqWC65bPUb+3X^x=Z*XJqKSMXy$qtVa$k>b0)c&w2hQr#D z&dXbuf9tTqYr-C1s{5EhYW$8F77wC6h)#5EW0LyEoo#zg^J6kBNAuB@=K3~$r$_4* zQ6=ShfRZ2}KWzPQM*a4-gWL~eaZd}a4vXgaQcHcGr!8sTPO-b!Mj=ho?3VIf%K#(- z?stQhGGDK_kGAA2v)NNw+v2dvjcCRAP&}&q**39gDh|jTb$W8*H&_V5jq{e$j~cC_ zab_)n>D**%?8t)25V)Vl1-V{kQa%86oFViUkY8v%4{nnJ6Wf0$+CUMbJvt`C__5QW z%}QhQLIc7A8AhX%&{05&)dKmditkVr704r0&5M?Uc1TXhN$~$Dg|s|oYBqf9lMYlt z5e9I1iBEgnbO;2$OgvIP&WVKUkgPL+_Df5@9+mup$-A6ufg$I3_Z z>utG4I&`=>1h$uV&l$$244n!+rkM91#lO+NRD`uRG9bC6p|N!AneWami>|495^jFVvsEdfZoLF5Cr|ALLdo z{&DbNF}ocHE+pWyTC6oGrk=V5`)=5j@9GXD<3zyG#PMi}Nsq$-@!{da-opOe+)d)k>n<0t5m0}; zV*f=Ri$4;*3x3$4Hb@=coZV}Z;B;oCuAtbz-o-xOGh&jcq(kWIUy^8bu~{loAezf$ToADy(4b_BobcDfqu8qyc#WKI+#&r z9z0Q4svZTxQUIkwU1U<5|DD@akCuKTBh|3+_39?U`)y@tD7_Wx_Mee zLgB~zBN^N_t7UsEoK_6Dnul!g0IUm8cF(VN@LYTbA_5LzS)a411G5Jj&ek8Vi*l6` z@6@lMg1NfMw3^RDB2lSHIiHLDZa<~Ji*plr?EmZa_csc#Uad{YH0G2c!E1z-idL z0x{InvGS3b-(7QoZun1eO>EYz$tlA^{>(nKBS?O`I%1U0x&U)6tajNyk8b9S3@Ql9 z$KaOTtPG9i!S+8{t1~)o8FcSVAkRm*xo9nH9^XRGN4$M;lGkB8gE^6Kk1)MaCMJ#h#m^#PrO94<^$&F$ zo6$4AcYUn`FAT<`tC~FF(pZw~1=DtMT(7WZ+4X|{Z%?rQZO6u8pl!C=;e`49^b1FC z<_n0i*sNk>F3}2{jkDyRhm%N-*8JAQj6#Y9hJE>nTpSL8F8+>O)*HI>fR<*oozxdv ze2K&p3~mt>*(9zOI_RMaBej^=gUsqQ44E_%k&FlUP$D$btXq-aMcm?%KA&d}i8hMR zZJ69s1~Is~5sZFvg?R?c^|PP#^q%cLgPorU8ew2R>(|E0^L;B`T-U668wt4I{E<`P z@QuI=$`bJDhAhEgJGVzP%!I9~R7^fq7@nc~Y6X<-+}oN-isj!daoKEHlR$t^X#4!` z;zz@r(5f`0J07|t$(RP2QU|${eam}QFS2+hW3sW^?);t8(;8{S=Dpyz?|TI!Pv?VFdoS3;Y!pm{3Bv@5dEifgZ{O z-JFhUp%mrrDnWr0noYQlRMCW-cV-28y2nkV!g}OL%FA0E#|}MIxKF>h?&vgw@em&` zFmOdPNJdEtzZNSq?2P`2QPhg?=IJ`Dq=U4dAF@mdoA zVg2SG-}+HCh!L{c*x}MwL_y%rDE=$@5Trh=(3BPwOYwZO0Su3;WK3V$$o?p<*Bpfb zpJfCRcWl`H?vz@jau!Kr>^~EUYI&iAe=-RhVtX7(oo-q+sf3Ykl&4dye+QJ&B2~2K z+k(o_<(4xTR%Lvf3F@G4U$q;J`^WkcA;{{Mx5w*t29;Cfl>~4Zv~kjV`RIFbc~!Zd zpH6=-R8De+7QKOSf5D`}2bMKcN(`u*FN~ zh}#q@O$Xrt|1{E`~=(jXv5D+dZ5>bNweT9Cypd4e@8KJAJBv zTBt|@@#A8Z))h1J{jafp2QWKReG-&PmUPK*;&{#p?#b)+GfCEUjU!rXsD`O>*JyN( zjMr3^BKbrTHN#t{wHZ$DDncB}D=)wxY?wG? z>Scw6-R>(-a8zsbpuWT93SV``Ed5h`-f%>_Nfy*a!{(t5{dwSO8k%^*|Jz-|&jJ6~ zrF!)E%d=Q-V8mp#j`s3$mxGq}KiH!3@wynX^)V*bdCIy5x@EOt`mw9V;ne^aa}8Dz zLclp8v_l}pV;wJtN2?hgY+?Kq)gNs|s5U@lO-eohVxV~g|B{?II{n?FzE3W4w#Rb&vU|icKv9COj3)mFu#obtPT~+<%T&fiQn#iod;wxi6}c`!*M;fv zJG=719inYi&vV#ZL^XBpQW9u*&KU#hY9rGu>#wm=on=>p&07~ z1HLUbDSMmYCvC-Yy`okUo?KdOBZ*S}hutP`@X>Du2vul2(WZ;sKeH?1c9YUHn^fuA zu6X%#s$+QoZ%4LST|&#(SLJWR)phT|*)W7yl47n}Mpd63g5IWA=ikZ`Mw|IkZv*XB zbC12~6Jw_{~1<$?-e41!8FhFNM zTO_b~3CV1>%n7q{LiZFyP`PP5ilW5sNpyN_2k)Q*76aQIQA0@XY0+}7O*aXtVNg!& zw1$>~*o|!&c0L_=pin6(Su;34*-_xuV+LQd$+>)Gf8~0ca)3~9_?-QUz0MB3o*4&R zn# zU-^H0=@yD5koo5<&s$>zTBHkMsS^abBT{x1vt3vonxf4T2evFk+> zW%4lpRDh5-r4PL7LpkHH2vup4omCI-*0jcW+5YKfqv-l3Ybl9$NuvDE)_i1*^hMnMsDy+5h{Rom6 zeAcYbRt0GuKdH?z(OQkNVmN&;e^Y(Mq&n3!EEO%J=eKVC-gg0Ppj8DGV+8V$Ip+3F zvmWH&ah)K)!7;kt5cg~jT63E^@;tmHC;Q)Co61`6x{h;nI-v`uPR25Y#BlhY;J96{ zMHZUWb-Um22?+_ERj3#~o+)CmSRg!KZ3k?!+Y8!kNq8URuK) z7zV`8S*U48MT-&Y5ykgn|K1qn7U*=_j3hRvS@Zd&Av1SVlJ%&PG*2Qh#iJUUo7;2H zU$7L9_Xmg1cZxc-@%88GSIYaHuMU z-YRI?`zOy&J9=+khhld3aI9xM5iITdL$(DM&fdvj{HbM#knXC_w;s;v?=U3Dr1oPTR7)9H z8j)~KTc}?2k|SD|Qn4Y9Tr5@z9DzI!x%dp*bh9oj?mOLp-(L?^%ihBjSW zmQ5xsS$M5J6U_Fq%;!gVoA@RF@Hgof`FtSTlP^Dxg#67V00X0NYTocfx239XFoL?E zo)dUH)k5%7%+}#~P}b!~YeXJ- z^XJx%NwkDx)Mi(^l+5~pTj;h zU2O7V;aAo~1H}}m&C~{$C1RJ0K1eS%Anm9I@zlfNn{GPqnNiQ;(8sCIi@xP{177Br z3xCWjFz)4#cCA)?gHqbS0L~EM)O_D)E3oXMviMffo^2-5mxx}mWF{g<{E*a57QiTt zzLKv`9!A39`-R2Jw+ak#)@WCe%AJKeHv4mHng(^HEr(wVWNIg$&A0ck~!(rF)cx<#+kcD&0B3fvw%v^#Yl34j_| zk(3A%;lArZA(fY7)wDX711L(Nswt*#ksYtRl_y$ujm<42O(=zkEjyvmw66;z4_wVP zJv}Z{&!^fHv)^cxJp4evk^b~p9&iE6qbekSH16^(A9ovGzU-O#{w19i%r-}q78DVi z%V=~Ag?1?}TU8?owdz3EMJ48%`4I!F?cM0N6$wP3d3@FkSe~(7R(kE2YO=TTB>vy> z<9}+$Z9njj_X5W4zPv`O2O6-wjc8k`A|we`Z?wy8GAdRrM`!cx)r4l(6ve`kI`!cu zGQr@48;;qITHkO;Mja!%O}%nH=Xs(3iwUpZIh6!|cN^7UHwVz|#xgYVek5oTTDoF~ zmu@r$>rW@s;cU)uIY&R=R)ai$#hHT(yXo5>KQ*e9GXiZ!wA_k`2>Pk5u-kFde>7qS zEL(P3iiHUqGG_A0$DPWYTx01f8k&xTOqM$uV|-dOo;Gv_bf&YdLh?{fF-ZJiW4*dl z?TMZ{%{#Uv)>=^3tEW<}3PsDJq&{O%d=#QNfWAxXcJV<;Vi{eoK{}y_V#26;5T$RI zG{TBvn%+h(vO}GM@@9H)%<1+?6#!$*60eDv%y7#?N7Hl|AF<)o2@|Fp*{f5+E*yn! z*JynC^?tUTzWmWL%zNYOqn_2=4gHH=uh!{Ezp((Xjag<*LJ0*{7)kH|u_XL&F*_c@ zj{!4`UYF@!Zt*U^I{sV>bpIZ{@qE4$1^&H<*QCx9(_xQ|B6uJ$rr7lDdf+V%D;Q+??reSCG=!R4de3@(CR`R$BB}K@^_#y z^-{-Xnh`J;l1ZK&HXn;wS)3y%_JbEXU&_U6hR3&Lg;HUB*%IYP#l?-)8G|1lx85mT z(Sp;?gD*?|ash|`H!|U?ywDKfe=tJiW3?y*&3BoHQVbQCc0V#P@4g~*MQ^aJr?i)b z%w=AY*R^SBV&M!<`n$93huYD>jk2a5r0-!2?!4fMc2CH|^qhml0%07JO+17Ej?Z$h zApvS2PPL5oO2Pu1O&|bLZ?Qr^Dk$IcNo{#EU^ppR6MBMbwOQRET7_dKM;U}K0#ZO4 zlT2CN;X+d{SRWa%Z@0U?Jk2(i)unbi4??>0o)&G%_$aIBOO*Ssb@e&10O?m3I-$oE*!h=`S+;8rz4QLw~o}j8SH3zpKQ6}Xy8c;FM13AEDJNb zWYnBrglG>Hmm~~_Hj`{y#niOPsxosL)p5u&lvf+niK4O$kK?&RI49rW`(iSo##d?u z^(%`1zi^Tj@fZ*IZS17qdG!L}QM*hkqxA)|Ba7Qz?hKY6<{qb*-{FcNhCe^~gmG7D zKgzX#hxlvXs~AZep7WM=9gZ5ctwV?jxVKi#yWXPacC~wpFUlYY!DKp=l}=7L~yF@T(MTg?gxVTC3ceL1LIk(Cl^4A z!(SB%q27W7(C;uMjE9k2s@Kf~-+S1Fu~1PJB_hQiren&f9 zYU+R#pQ97KxyEL67et7AN6U@`)@}nhCh{Kz7lR=%drXNo>GHR z9Ckc(Kj~)48AIrKVmh19;V>5VXLe8k6A7u?oyGx1^EapX^}Jq1`3?7SQKh8`9^7ge zmkJNRypDzKwEOKMeA2E|bXRAp_IR}yOdR+@K@GHB(!WcHMKA*Qx}u*<#-bU0V2|MPmvf{@hAimP~>^e@0lot8g%Z^y{xt%$QPRQ zmds#yWTPJ!4<5anOs4#-MwuXcva$V|Yf1HKs#*=QWXZZkw~Y9naJ~>xegy`d7+2TF-;s!T&8h38Ucj8QWPVzLMtnB@q(R_(sml`~1kSDo z-Wi1vgpvmy5dlrFpcocqXxq4vVoF?1+fH-MC0xR|`1m26<~eVyknHy`^Uj`99um4- z;;B()tH)q15A!$@egZ7Ayr@LRFdPDk1>y>)b!gM|lD=w7%<*chv*yc>fIjYrE?*wv z91-A)@I(__FYrQE@bA+b<+g>{>bH9SxA$RM2VSk!9Xik?o-b`pLY!9zpw;^NeTm1# z^*|_sGr*USu#RS~s2JRJV*j*$g^%}VY=K@*vQ`#9Q39wflh$|dff_hJSNm24(0dbk zC<^}!YeLZuSbRqw08g4Hb~MbDQjs<^E#0=#g0n@kOFIZ*WLJLcB@deIROsv+toVvm zi%!?=R!MT|U zemoeI8Ulm$#YqX~LT!=H9JvHt!=3f0>$-b$<2F=j6^^q;#>&#|p0wTl<(4Sb zBSo6>vVY@YWkL1&zQ4;Vvr|H#rP-i62d=c^UzfN#S3So+8!o&}W$4FmB5A8L5Uy3z zjLMiG&R{kO3<7E{9+6n0Y@J&1KLxJh#D|9~NpSnn5%);*f0rTztk6Ge*F;>ouoY@_ z!uj@GPHRf~T=Hqg0^i@jSte0h0LR`uGm*K!K-Gud39N3RK(rTU6tww*SzrOh*6s%T zV#t=`vh_;Ll`4p|C$*^68CKoH^Ca#$-PG(g8nS=x%>ch5HgtnaAtgh!0aq{Psyq)h z$x7Eb)^bzsq4`hDLqBvMk@D7bpTA(ZBP3N?J);Z^1Bjcz_v(&2>p&$cwBzCMO}YL8 zk>|pNTA>>DDP=d~1A96Gs{B0!-Ofa<0KlHmc5*CZDPzs@*cOeCMm>L7N8n*N3}{7d#%|2Usg&$&ea7hSkANtE5}xw^3D?HM3qZ%W2S zF27tG@>pe7SNRZ2jeroF(u$UzJ4)o{#)ndEHQMdf)o8T>Cz4VVX|=J8!;_e6UUUat zWKP@?`ws^)jwWFgAldgBSpL46AnS`}3t6v3l?A6kYOi&?*o*#xd@`J5$`H?T*bB7X z*&~KBUL~9Z72(<#=2Rg2-1ZDB@aBOH7F&=V$c4eH9bR8v3_W;GU4thRgyq#fOr+bb zcEezBQpo|Fj$p$rH2DTrm+uuLf)vnVtw!*+$iq@$HnP!UwQT(Wbirnk=Wr1QcRg~) z>z{8+t31fJI{K5?AxZrAifJ#86{?Z0(&0^rhVL3XFngjqx|XeX=MbX?9a$QeDfD~& z9~2W5mjUr-FGQO%v)rz-7*G#3hWKP}i^okpgJT42VU^xP}I#NNG zcScXkQ;YqH74-w{6~R1JJu%x?+;vYnbAN%Ce&T zf}DJFPG)38ALUo9YDqH|{~X(1#oJe_gg@`yp98F(AzVx=-3pbr_q#IF2Q0R&IL=T- z{im_~g1&r@2=L|7FBUm-+;!zNxgp-!858;KLm$_pj{g;J5-b2eU9t~9R`eBE7roCT zV!TqJV}iB0M5XLd?7rHgQ<%^+pTy=e?j68_^J>Dyg*4`JSk7X3t#^{@?#1NRj%o8Y zqim=aP_5H~(t1IhpQR1HDavK${|m@@6>+0)QnPe>O~{4V)Vqq zV&}*>Yi@e+!trLFH0oJlQn0&YOKG`Cark}C2>#N(Azdj!3Zwo@32ab?MLv+#`pGyf zEt3i8_K~Vpd~Yqnuvi4o9Xh^SEJd%!)}wNklnOqewAB5Hg%ec0TAz5!eeJD^@%;TIWJBLsKGLv!) zZ-!o^R7Uq&KO9muk8V9_F;TiQB(Z5b8rlO> zqk|oji7J%j@xnuPXAlNK3`;TpJ16fvsd)019<0!;LgJ&P^Vbe03zle>&c2mgo<)+&>+4F<6K(cjYINg$1Qu2J5tG^&2pTF#5wIdLe(>c$>-tZ=Lgidfz}tCdb1e^a|d# zc^Ub>NY9?!-JayoN`KNS25Z%g)W0vK=i+e;p?pe>9w*zY!D6>WTM%3~0*SZE^8ZANlAtArZc~89& z$sQIhseX70a%*C9^kr1_8T1 z(dOF2CDinE(ZHkhZVpT+beq*5+vv=`vL+12g#o>?!U!bwJPty`? z1^bE65~6P(33McD^!HI|lI11iDkwz_61Dg-Id=jR(e=Lz#?GbDl4lLBm!fcm&na8> zQow&PX2PU1Hjsr@oP5b7Mmy!+;*6?rEpdXF>MKUfO^gS#w9sWET9}p?m>it zY`BJArO~KgkdpUA*zq8{f(PoJsnGRBJq4EhwX=CQy#cU7hZUP+NOFjXE+$=M1CS+~ zH_WSjR~Nb&Vgu$+qG#+5cuwX}6{Y_C7-!>l;!R)ulQVJ0n6LV`vUE<*5 z52^D6PDp$(M18xT4rPaIwf$#(_!6g?FO^c6ZWJl}b^FfaeDfXaj^D<}J{5RPo8+~+ zCEH@v74Yhy#iU6V$hvxG1iE}SwfZ**Dzrco@&f4+g6kEP1PGIT&3(7lkMEro&K@A+ zD`-S!IWhgTes}sPSz8KuBN~M!`p`;$m|@3@{2UR(?S8$t6t^R?nYo%kuRY4kDkRYT z`{##Ji+1wY#HJ9Q%M3(7zwOYt zDRyK&e(lQrzn?d z|0^(Pm}n{qVIL0?OYNrKV2!$0FioTU+HiKWUL9#5ll|R>kb67KHwhRxVM?jOg<%KV zH7~ax!HZC2ywIHgf2;r{7Y%rYf4)dSPZeURzh}6>Y;Pit@gZqS5}^zq~#OmkiF-5%g8BwR^bAb{XtlT7u}J1v9d7M zmgjR$x^%4~<0}oZ(Zw8b8Vhy(7$Z;>1cEWmWD~ZT{e`FgQ{W$G6(s&yBRn-n!a+O| zNRzo;h>xDZ>28{vev3&XUZU6NlXEgHNhm=V96HB$k_~EmIOx(kBrdbu9SYV5!QE@b zzzLANLft2)^S;>$d8so7JN`nVa%n%3!#sB!HiadHEoLZ|+S<~Ops8NVOKl61zcn}# zG24BvFAIhy@r3vPQnECHBGEV;-5MUvWFs%mj zJre21`S|=KW46a+kTju33OOU9!Cp1%a<_5_WI|}98=o-K1?JSSe(822 zoxE%`MO-iurT^yz5Y}R*iF%=eWT6l1V8_9y$ ztZ4xscwztxoUw~GF6#1Ubkut&QfRuTQmQfWqk{!T^U1c3-fyW$Z=_#EQW?YpWj}Ll zcHPr9=8+7X(48$**KL6jMB}%h&VKG#2GEj+t=C0ih7*igV`?R3Tfs=x97utS;kPq# z7hB8WvZ$BWEcjlOq}LHifD~ixM3JqDwMlsC?ODg<-ykm=-eRGcMy>9xiMA^dU*apI zz2EHN3M$x`^jV8VUz^ma%A}FZI$#zs;LPum>so{h~Zu2PA(MLc4xBAQo=G zr;#w|xC~TK+uFh8ue#1FGvnUjba?7@dV(EJ$4rZ|mA1;g4@$Ol>i_3d`~MsQzs7c4 z`^6P&cAI>csA-cCgrIxel(luh0veNu)3}Sb?5c{{rbgaY*sj3TP9e_8HGT+cYkMMSjAS1W1S26Bq1&rUi!6q5|;BFrl8-}`S*#%$;%479vK7n zIu}ZK$cD>QmyLew4`!iZ3IMK@ke`*AuP3xcYyYkr<}}4TEtgwwGokrb9XqeM{emQs z!CYg75*tm9!N-w3KqVgf2%hi2A~iKbNl}p!ICHgXWTk@Gf;e(DJE5?e=flPLD;(7v z%J^8Sf*)XCr~IUKJ;xOT-SKD_F6r=;=)E>-Oveq|z z_r4K}O-^~Y4`6Ggw5r&Y0J8Jy3reB&)`gj1IgHU{JJD47j)R61vR)X^=0&{6M6W9O zGDcY!WKAD3f4R%D_IeC_+P`^u5tORl0t@8wXZ^UDhWvz6>^r|i+ zeirOTK(z}u`GQpUdk*foB@_}0#XQMK=xFi3zm8uY>psMg zDwSl5U)TNQ57pD;3(RBXRz##^j_0zKqsM&e9*!G~B(gOTZ@Ba8ciOK6Jh$UT*HnvL z1fUiR)u5gfl^ZVV<5N?@0}G!PVrt`W6!vos5(Xy==d5G;_@A#<%rya#p3z|06tUum zN11H5u5$IhpIz;@lQIVP67d+NPL1Dn@{8Mpq$3ltVNv`LJXjWW<0nr5UZxjYE1x?0r0 z-G$C)g1rCoCo_T0Zu#?zdn9D69Vu^c<&~-KgAuXuc>rLV)$5+GT$vjuyn*O$J+iN%>*ahFJ`->b$51TJMJA zaImRAljz_Ka9a+(EamggPSn$A-iY+yMyEeEwdGy}o$Gzs#Tt^4ks0m*@GBYn|0D%| zIo;S|EF{^WBGO3z#U|_~5R&m3+@mN*VQZubGz^?}G~!$6pv%bacDF4XG@p+1^5D`{ zL!=<$r^vwT5;l>r8R6kp1anU5Pb6)@Q?5XpEpU`ZL>P3uyi2sYwf3RG3*e_|y$p;l>^Jvnv=R-JMgt%oRMY2%T8K`BwI7NRp75PwPvd5QjkjN@uxi={XhsUyDJV7{YB^I~vbFV#G*6qi3 ziU_Fwm&tH+23zB3MSEb)p!?KS`$Oa;X}tYkod&k5{C<^d1E3M(`a|P>3kaSGWfT80E;{0qj14_XlAyud=xUQ<9k2R*{|W2V<=zi?HkZz(gSL%?PWa|p_A9}IU*fo`(CZlryXJ>j3S4McE}I# z^oHg8T!`ExQ(Yyzvh>)3%G703sefdw{4T?@Er2u_=$ZzmG$V%YJRnI3F zqA<@yq^g@P4qdgdhYuddq~4lSl;~F& zbL}n|zFdBgc7dc3u+O&fG=F7AVJ}g`=E6jv7G{)>fHtex-8huXKIJ2^)d~}Y*aMObn&vs3~Baa zbClt#J(PfD0Nj?x=I6N0P^b`%sHmvNb%gfaT8vk7LAobNBt#NbokPEs`G_?7+;R>ov*cgQ?V#H!+MrQxu_~~xQ_0{>i@a?i})E6^^{PL3K)D-uY=Oc-u?L(vTcDl4 zH;u%n^+_FRCcLEYR!lvP5sn{rPBVur$J!v)RS0=~Ch35}5OeO{R?vybKvp@+hKmX9 z-{PDvT)V5icD6Yht?Ln&Jl+9%xTTG%HrwQFayTp^v%fvBIB5B_4Nf1_HxUJa7v}s; z`g4?%=3}G4+>B;vla)AJmgVN0NHHawLS4JiTkv%)%%O-<+Iks_s7pwLKZM&&?Q>DH znrckSRg~@L<>Gqbc$>0euGEw&i6*1MMG<;~m2(aBwukCc6x+GsurAI+l-2B9=acM8 z{{`Ry^e{Q}IlA3!)8C~*L!To^r)*7r<(&Bs?qTq-6h-HXutM4pJxo&=1Q_tz&F2ep zq+zJ(VlIc6(seZcXR%bC1)56pifP~XREpw6GDvrmRhb{E#PWQ!UT>9!?3|WrEP#$m z23wO^-2L1Fs$AiYW)XOI=fg~QQ7f)xwFkM%=(T}Xjl}7kl8XbxMFzX#46GA-ITm)J zO2s%zKukIuCV@tDp5R`+0b@J1GZ{A5S_mv|126)ehZ5{q@!nUe!X>?`=5N* z*`pN?AVCsI%kDgAe|c4d2atl541@Z-rQBxg7>9KDPoq2cRp-;ny)W|o3h`hCcs`=g zjM2HQ^29<+Gw6_lDJtNr-o6COx^(&4#H@-V`Q#WHgx%@aN{ zuKx=m`F}>c88o=5jCT$y&RcYx)O`s^q7L!4%tS_v|+ zzI%2sjN`5+Iy}#;eK%T`{HjmhYgeHH%^Sy6A0KNAU-Ng+Y;AP-7jJMo=0>1c)q;QNqFpx9#?SijF&E`8LHfNpgZ&T_OO_6&_fJiP8~T$Y9dTkV8QB|C2qGb z%To>P`?~=Z&vJx(=0jyd>*P>tX@t_`i9g@{I_i435g*@A;AK2X$##)zD*78tr7qM1 zw;mUX)-8n{_=N7lh~D`c%qpAsfdgb%2_0!Jsg$Jlh_DjeN7qM z+sAU4*KTHo9#oxy*7hfA%^yJ7MiiYoTnUM0<;H&Z@?$(ju91e0jxybygrOtd159k} zO;J;Pd?W6ilYUnwzgl{jqexM<-|6H#oXVjXbgl>!sW9aJJAGOB8yVM1j=8I6Ey85$ z4*@nThtd@t`{?mxRPzHPEGW;|67JS|LyUa1u>j&kq0K%zlH|zCMRSfh+vH&(~|gv3JJW4rN(*%oY3Jkra2pFi!;Y`5xn;)C)-%#+5y5t|z2mOGH+VPIRQ*N3o zfzN{HpZ1%UWZxF@s|O|ftHjb)g1@Veym7br4GQ<|BUb9Xmo6FVwM<73kaNJa!2_)& zOl_myFQaL_;ONXszh)-0~({nNy5=9wRTm9N%6KINX_|F<0>wu9rpU5e3a zG-KKEf0tlo+bF*~5)k3hFBE@;PlND>a$7VO=7Qy8Bex#Wpd$2d`GpE8D~E^Y<1u(w zrzi*i7z1;@yw*7z#DAXk4#IVeA3;Dfy`A6(&wZ^Ae)eTKRY(dH_I9L-#wV9P!(MSG z63C4A&oI9NuM~ab|4^Vdv}G8Z&RPf?80z9s&uf_6z|O+*9n)k~z&qvd_zjd* z&`h6cBe-IZt#H>dt(jLSkb)|SI#l#5*Zf2T%Y(ql=?*@eP+VLtpWuLAHW)d^k zkL9NnDC{z^9j^1)0-#2|l`2+l^<_6giq`Y#0Q*z+b=V#Cn)F4IjEd03xQ`|*4Tnzh zx`X~LmRN06V~px8z{2@^A@%4IjEs;~DoQ~7)ceXCjg!gL?#q!4XPMLc?~pdltE6a%PTtcbV$F9o)Li8h9h#C* zI@wX}@?`5V2o^Uz36d2U@tA_?a_&x@CBE5$mh5(Nw2KXk7ZxZP)|E~wx&w13&^@bn ziVX@Cmi$G49qYo%(96{oS}e?~=UT`0(+Y@4dtYji*_DFwc8sw`(K-Ub;COfaIlFoQnU5CMTMH**HNF^^m@oA z0k^~X63p^s5BZ`DI#-c-VTl(rQha%%iYNpk9t<9 z4-Qp6I6QQI^oy6Vq}RD&@Tdkra>de|Sbi=hq=;iwtndt6TLn*KD=KO*Ud~T2uP@## z34Mmd3wfo&=g!~zV`J-_AOu5uYAz-tkAAyQ0`(iyWfpT-!aa-VRxmFty8a0oq8fLT z{XK{cFb!iMOOiJ?@m+jaa3nkhdtY}yWe?@L53 z){8|A7lZ|>Z{AY_#PCyW_r!B!psrmGDU_d1UtzzOo*!Nj2+ib!+bbT`~#Cizw#C>?eHW8PC4#+r`YS2;8$Houc~s z?l>oaZElE_4WL`DfXq=gUTIE8lGIMQGk>|64UB^Y3XfRsZ0(D-lnlrBjGCA|xDS>Pfqm z<9D*Z4PZYm;_|r`O|?H2VzUa-mhfXdKF6%^CQ6#bI1N7kc2Fs@)xbCSD9rAk2$~!p ze#YxTZ%VUHoR0*k#6l9o_2IAeA#7@NhyM%@g@!E}w^^%;!F*R5VEKC(;%O-9t&PIE zsVMC4FW9L0x4_t!gpmLpP;T&4^ynA<0|%pnm0%3gAWTT(bg+tTGBH~?d;uL#;sgXS zB`d=>#-bMRq8c&N03=wDn37TKVGL* zpDSNU!=b=VbbF&5x8-qVBxKnu>R>O-^0GM|XnQMoxaE)fcqNyS11HOPnsK3Pc=XxJ z?8-u$Id}?M7PGoSJiQ#Org+df`g+A3gQfC11e)W{wJzR#RL;Fb{+;~~u;$wq7%U^h zXen>xdJ~yL5^Oxnu4#;Wonrdis6mP1Jq5Zu1Baym)#&UVkNO5@_~BZ}oL3 zP2g+!eCoop(e4lnnaA2i6oGJOlszTm!zxOA{T~Jks~s}*$;-ooQvnO+Hy|= zFYJXn_5f{oJ2k;3x@m;J;eHxrJS6FZ#6M28FR%Nu2(P!1xAo7RI#{l-@REHLDY7); z=imB{9=;>3dJmY+hi*)^famXvk}EZNN)cLe`wu-8;mI(x>c< z3j>=a*^CAAqrVt((PHnzDcKcD2nl+qZ&^45Xh?rO=F;7p;jr)5(z%i6Re&WI7<6^* zs3pz&-t<5=um>%VZuLv1tn3x`w;Z}j6St#22iMIuBF{m#CU*6l0|hp_>fM@>^J`xc zGxMgWY~|wWyn8roSN!59kBoNm9zE-?YcyKs1jYW&O6D3jS4P~l(oa3Vnl~ZhdHy!? z0%}DkboKe{x1d!&&@cw_KN{m)_t1tf5T78)b@)YNI?lB2CE|(VEzTz+s!>B5o!+nv zF!Gp;iQ#DvcP8WgkJaU~3lkabzDO#5k0^d8hOcz#4a>I>`E+@}=O56T0p*%K>oRV3 zi_j~WztIt0@&VFc&$@rGg%h7lq8<5=a7`VOrQlJWUV{pUlfdf$b2s0`N>Kpwia$IG zE$_h{(C-)HpB*(b9oL{>wYOks3RcV?&<3<6QY5H`yf_&=wUYcj?MMEn+}beUYQ^J| z=^_>$4&hP+HQ(ZW2A1E|vQU%D)^mNXOza5T$8#`|L1P`@*V-Q(G9mhFgZ``*N6ySh%@*4qFV?|+>i)ncJ)}Hg z(D_qT`1#{;D#~>Hdc3z6*tME3AefS9_tz3N{*tenwEq{0NG!(tsYtbfczLc7|C@Cz z4jL3xt2)SamT_a?r?pL9N!k4Rli<}xzj8-VAh(b+R?4VhLi@{d0 z83J1G_8%$D*lTfG&$P!}vs89YXMGcFsfL+PW&%BX-AO10;tB*(I7IgiUbceI(0axW z*ELMKQ7wjG&@nJbC@4nml=`pe81sHf-cn%mmpBA68d3ET*(GZr#?Xc(!9+p0gMc-Y z0;Pke--GIYhJrm@;6|hgvPthpRVq61AIZDT8 z+5;ZwT?Eq>;JWj8O%Wr|ayCy-6IJI{3V(lET5f%#xP!5WaL=s?>-9ULMzCOP-rpxS zKqYCpxd8$AWxn6_?IJUTRfX^TJmt7Dt3vHN_cpa^(QQayOi0x;6OczJcvB}I(86Q6!7Yp5tr6EtP(*=B6=44(XCm>itjKsM z{G)Pd@}qxu2XLn1p!Q!-;SH$0cN@ST)Z@b>^-x>0)@%$J)`+zDW5r!5PKNH~Q6w$7`B`dBSm;3CH={jab`EzGJC-mE6i_-*Z`@yI~Y zAl~W0T_M$SZwv%)f#T%|X?TA4=eZ?#E#cwj;(3+hWAD^4?s*%{ErU4^B@&!NUKW-0 zZJnaL*FzjFU;AeCa95Zwzm5CetHG*21e_I6LHWtJ<9ixB!mfq;Ro~0AM2V^w|lTnPcdeZM=`R`AbKIV$-+&)#3DXcDP|Bu6CbeZg;s9`w6rgEh%T z<4|Qo2xw~5)GE#gHpY=9TGMsf5bOOxzGN*M-Bbf&J`&C*n6aCb7u?EiY;~2Qs5}mv z{M?g9F3sP4nz&Xk>HBkg{az1pUkL|~x1h}6;FVZJBVH^q8YmEsYbp$pq=-;G%TpNb zrb?f*A|;pwUb&*jQ}&>HD0V}*?8CSqsRLi z@Ug?xBTeDWWx2SBU0qzpGR!U;qdtXF6K_&Tm?N8i1Yq3W2rOm;wK1d2+^C|aq%cR0 zG)@m(5!rMFZ=Gd4!ndcwr;RCKpH;wp;Gx@Wg47+o90fQpS(RMp9<>72bARyxeJXo9 zk=CxCZ;K)D3w{6R!@qSf7_nyDd?`f=3k%U%SQ?nIYuc%Q1_o8iya}=rP>#Ol-uu54 zjr_E%b*{waQc(Lzj-JP~2jSZC{SeB#?ij8jM~TKwEa_&Kc0E`8w z#j$_QcZ|2wst!X9iuqK27GjOvN%W>mB_DB4qNloP?`&&L@Lu#0848%(CtyKdqJa#q zJs}P4C7Y=42>Qz(+@g{|yIlGMxTG1QKNauBn$qfF-~PHSRWlgxpWpr_aI3^dbnb65ZKv0q)W zsaDB{lEPgUkJCc zE-@1ml25B|Y=v0NeC57%vpk=eV}u52qZ8M|5Gy!tsnrkU?jgVmuyw#j(?t3)v+t}6 zaZS4Esy{Z_#755FqK~H>u%4!P;K`BcV1OK;#v0s0ENF6~{NH+Vjv&!$dJx^iQ5Db&9V>Po9jS z{qv@0Q*ZZS-EUuVIkV_I!~*|6*c1jRg${e% zFZ(Z^Joj#BEa!B0e2=V0q?JyLXVnkn@W2PS*A0=hvc;k_r?95F_I}h z1xuqd;EZqW8^I-bHAyML#!;~^(X_)7uYD&UFERHYm*AAtYPd2|^V_XAaX^7(gto2Q z1fNx&fX8<@*O>?s&;PN!GwQ*iqoeoR(1y%c=SxY+zhF`mFJvI_Dl-2D{ zax0O>+5g}dY|NT+su zp+eeQr%E|T%z~$jh#x*sJ<>WvQ11``DFQh(mYq#KHkXB=NbBE&Bd?;~0!xFQKW_0A zYe5KSM?U*4^nb1iu_=>LETHqV!k_q_j07cFO%}-#RBmRB-2AZ<2;ydvd2L z$FOq=iZo?NFVYrYbJy83=_~rB?&#lQS&ZF2D|e&!Y5=S0a_{W|5%lS|sW>4SF?@|} znX}!V1crIyParzB=_xAp!`ccCMP&G7`^AwMaWXR?#?h$^ABdBHTc>=m%T<1fKU7?0 zfqGs6srz?~MsE=w?QCsc--KRZgLA=j6a9Kp=;r53{YkBBZ_Qq1>JvuNB&1o;NDNky z`Q-1&xCbJSL+=j64_=teE5Fx=0>wPR+=v+m$E|jh!_ip2SM8nuG_yf-48+)EmT$X@ z%vtcvYAGZ_LP#~4YfdLi5ZUBMJ#!>j$(Q!83@WGDBejwpLB-TtyXDrHml!@Uh=t_! zdsUhw4m~zqV7iaE^CcWqPUOFz95P}HJl|T_c(6$_*0bDvR!e#F=K@s867( z?pE;WI?Z^Q%YBRj|7}G`@_X5%-+zZV2mz_TKjAgmJE4~7@#u&#=}-u3cMm8arGx3i?JV3LGY`{w*u8}851<_*vWlp?1I}B-38u>O4*=8#4e;C2K z!q$5;iyo2 zK*r$08WO7+ef)WvdcvDs7K&GO)meJBoEQ8|c$F^hy}c1kO2OKB(_9DNH2oFo9LD0I z9dgwmz^7jI0@MzFe!kotAa}@G{%U&3_(=PIdliK-kx8y6CML8ROlUY6ya^9qHl>?U zxKpe?WNqRI;>pAc5V~CdU`v*cx?@S9Fh5<(d>f{~8&LnsabughE&U1RgXY`v@79+O z(ArY;lMkryfZxoTHadf0BW+}ED8knLagA>%|Fre^Y)LezaYNWLHS_+b^CXZ{3GSln zh*FP3QY^kA`rB-riK=NaC(&23`pVu*;+S93vRCWAt#07IWV2qhB#fYcbH_@SP6$2a zNCstMi@OstzAc(*euH?d*(4tNWW`huqx5JmZYo8JV>fwa0m#ULUSe`ezvnje>gMcy zuR~z@JvGe@^7}X&Van53^=@{my7R09Kw{f{4rLf{t6B*u`9+ol_tZ4b%hVJ}XxPV- z%pwJR?RSC6#o`4FjjtD;6Ow!i7&^|=p_LvU4OcCEmtO%>&)rcYn1E&73UEQ6>xbQ3 zQ;`!nOC{#ZTB1L%RCn@IY)!1bT$y{7s7ldcDHxmF4vPYsh+sp7qKn zc)%Jbd2iygim2yNp4vE;1Vc3+0| zJ`}TW+&N#q_gm4`bQ$^|a4%pHEKQ#`F32*tL?!GmImdO5olw@#gIQ8iX!{`t=-lpQ z6&?{Bf(VYyE3c!UMd*yw!ZPq;>;gZ@UE|>a^oB#)Wag81|+@Aj4WB2vfbB zCRC&vNCGlLg*}EW_LZ}+639yeVm9jLd<-n@+jet);(&!qeq8L(0!^C2P2?==Eyn1J z+wg-G{aX)ae$LDt?}Jd$Mz)$tcOHuXa6)ySdk|FZOhQU*(2aoYPG3$`qso-**cS{Y zq&g4{nVXko90|FS=VeMrZpEM1ZWp?tqtnVw*SX;D`rtl`gLum3_5vfPOof)m$=;H3 zd1{bem2JxnsZf@*Zcn~JFsf2Ew(?6VJ=-7p&3b!t3t|o<$Jr3adAQQzDj@h`4&?pC z0w4dXHsHrrR^Zi9O~1qOTk@f& zm+z<8$`o^-+(*RGowO^XN7QP*L%-}t_;m53(~J1$Y{;yn|E_oXbCUOz1ivyWbdvz0 zBwf$et&Fs^UEruSj@1r5cv~!f7@Oq`F%1oklIqD@I{f)e$HWohe-wIq0n=cfJD@;x zRJU$oBEGhofr26*7N3eFco)Rudi5hM?+x?ORSSg_Hv_sEa2X3y13a1Be=qcOCPjMp z4+-@JRfMrHr{XM``qT`b4F+BYFd`rIZbcc!9zkN9MLb&-Mfcoc54l4KodTe9-P=nv zKIVE;mcnL4_P<^ixW6%*7kBA?poX+rWS!9{8EY}^K78RM>*PvMgYmnntcG9)<`jqTjet!!^~uzH~`{`tJ}DyfmN z$}IeA;n)7@%G)QOqcFE{M8EeI_8U&6p2MlZ>Okv^^xJ0rWQ#>Vd`Y<&=TFLeZTO#} zmH!b#n?&O;jYJJW_8&T?7P-6T4Ck&F%9!;_B88Jbj^S`Ixek7Um;jP;gZ|EVL(sZ?@$mKm8ZbX0rbPd0w z6m%jMbC6oumP<*6Uq){ka`YHtNba{BbjgUJ0H8ha&HM`n=%ePP*p}MdI|)npEvUIz z`5XLmLBgvmEXf_!7u`Uy{FkuqYjCM*Zf8mqAAj(dhqH)MZG!ned7oy7ZQO>2-TCmL_@OEBZFy1L=l-cl=e=#l;_pRPBKw}t_3qM zH%c{xjius;Uy&je0zM-JX5u+NunXQ7N6=a81Y3gd6$+NfI+-95q8-B(9Qg^4Eb!(wU~h%LjO zjq6YMqVHJ`l}eI59c$PKFv{ObGGQcP#q6{0y?2^fc&7@j{JtV7k@B{A>a!F`6Vp4& zf62uFu+R4AZPZRD=cc8>c|FTCW1|Ky3~_E&FDm)#uT67-i`4au26!IYH`i^LZ|0eC z1=Hd~D73LM?T6YB+B0N}re^|;do6XcxBV?qs6la-IZAEN9?Ha@#YPo1e8~EZ^CQ_R z0%9gtUuj!L&>7Sq9gI8YB4-MiG#wVIRiOvW)lzs~<-S9SgWcYMbz5ORvjH-7>KCOO&gZ_wDT3vS%()XWLTNGGQgz6~gs=-1rR?4AFKYhU5dr6X`UTn(L3$9dAI42^)PdwOlIimcV#ij$Jshv! zfMzk-Eq<&udA=Cf*ZCWyaq7HT9_z{V9zea_jkMj~%?cUsE4nJ_slhj`L-dS>SG$o> zBET>(-C!My+Hczq{nD|Tdv6>NpJv2xJ#6OIKQPKIj(vnq^6HrL&*~@#gGQvAqtuV6 zAk*uf1pt)s(a}7U+{Pl~GB~K3m+QE)XGx12CCGvUml^f=shxV0@~39)as!e2+77NO zaM4qpwpzx=;M{$Cc&*6Kek2Yp=knSO$nMUVc~jUPOd6&fIxn2BTFOLg?k5$@L%0Wz zk56q4XU+ns-;vHL%GAQb#OX0VJeEFo9Hv_57lGn^hzk7gxflX`;)j_mu+4Vo;Sd7> zOrkh-DrccMu}=5mD48tm|MY&(lT*F8^(wzG{xG51H{a^qjo$Wlj#RJ;ddPV(_S&5} zU27l{qdS~Enmcc)bG1DJ^q_Y*|5qpD^r5@wWWf32eQJwvApr}-{8H`t^Mr%uP343b zTyR$0ma%sOOH+QuFok!&f)-NAxETZ=TEhKL*1xAAXw20}EvEOo>ww2kM4L{}Oq9C69+wH)Q|=ZzaMK zUOyQ-#=|;(5_p|<&gIq!UqSMDa0o=@eOL`Fwn0O?7c!vCloxrP3-`wMb9aC3N!9Wt zP*gm8=W`$_zjJ4A_7n4=y`_UO97cspOxNEXo! z#s8_}cWtAw8U6O^w#Q-JzrWuvdcAym*5V=zYlxZ2=D$U8`KAW=sSHe{1DB6l$d$3> z=FeKQi#uC#qbF0c+j+S&T#as_;DW-z30U>81&E<6$4^^*V-VuE(Rrgrz9^>q^DEtt z(N!-v*th|ePUz{b*IXBPU=7Kdn#qg`hM?iNjH8r*0ALEkE;&UE4V#9)1P$L>A(m>#O^9k9Eb?p{eD%3EwqmcII}ohky+VwEf{{vz>nxRMdp0+ zsDNCQHe0L`dkR#@HgwvU>1JXGe{@TXVxNhLZJOFk5w(-(5h~OZ5{Yd)(ZP|eAW@bw zir0U9z`dOOnw|HsK(OyPRnzX~bBie>&o3_FyogsQnN(HoYDbMTOeD#7 zDVfs_gI=B4KXVC@;?luO*X!4FvJ$W9Ea9P)0!`fkA-4Eu5DhLyf z?y%q*4VD^K;tJSDtcL>d6KL{fst@IjQ@U_Bk9-alu>oX(2YiazGi3uH!(e~)JpK8^ z5vHQRPMaBizvY{rkJeurK}xM$rTA< z6_eki5vA|bzwXC^vu`iY0@IB92i5%X0@K=O2#t3f@JR!B#0lMgjwR2jG&=Dj#M*D( z{!wem#Nu;}=-q|YlUkDrgH#3cdPi&2rYd#7Plu#eG&I;^5grQlAUHC{P5$2M%JDYI zsKO@B&i)Tgu+%E0a%?7he6#JB@q+EwPV0peN=9xi>BhssBQo2Q4p4K>oCvyHSqnqr zf+JkZ=ahvRmHCf zByyUKB#=vgocoX{yl+KlEZp+Ru-4|MO>^a=UBN(g4M1=PMdv^4Hg~yz`IHNbIAKlW z3vygj!R@&pVuz2ytO1Vm`R{Ur$g!Z%7l)L3Qgl$~O69Z8yLtpq{{G!tODrNctzXI< z-EJCylA&#+2848$WD$6sv9VE2YVf;&Td%$c>d$(JZe!AiPbVWD0t31*U&^&)#l0R0 zWci9-X_b|%#y0GW1K^8(Fx1xt)b>BTFF~kE>@T21P0>~JVgE4wL89rG-r<8$_25{X_vFCdWUC3))#j-l#*Xu) zsIFRksGa2DeO~1KA^&Ie-(ObPjNa+##`rV?t#sb%=JZf;zaro*wy^I4TNFn}a8g1b zWn9{{cbydhHb&w{GBB!u7l`_DWgEtylY(uz$kmO8!*;mA3shN@sbpxL zC;=z&Soh7zgrs6IDA&V5n!)5o`#u6sg(zdMBJeQFL7vyGRgA!+4y5V!N7(^Zt-B6s z3gR}cs@x`5mcfakX0QDs*lwqI;Fjtvi<@KJP=ruqSlqaLlwxkH%HTj43;6kiFRXlf zkJL z1)xN$9z))8xB(z{gmB&(^!G<8d|^%&rpAx4nMEKZ-XC zzDO(?!XRVMHoG_zxf7bl1lR@li+2wXHwN-}f~nSWIlHVlhFUfmZ0^ovgmF}17Q9L0 zP{x;UhOSf@`=<*kODWr;g+|;KT$s}I;y(eZ@`%nYNe2DX>$+8)si|fAL0tMlM12z^ zkpA+HIX9IAq>-DCc+`KZ6R^3^4sxt^2ctC!$mb^dTz=9on7`(-y1r>Y+ZNCfVxboY3QKX{8NP z7dSq`ZRqV^u^IwgVj4+K`{I|V`vw(VaR`;&umZ3wLV9xa5oyU#|QOi zUf>J|NtOB42S@?8Fo;<8xsORbT|B3r^DLE+cwge>DxH8!9`=hf@Gnai9Zxk#jJIEYvXW+)UjhHWhlD9PN@KgpCi>M^<))~X&x=J_%9YKfF zLn($n`r8)Q#X+ASi%MZof$J?UtTWx|eEmP2Lh=P%!_muK?XZuWtM$_&G zYS#D;eZ%w&Du4g#Hdx1_N@2rp)P@l#ZXFN^+>C>Cwm>E$JXi#e?tU587~?ZL6d}BZ zqlu6Ix06ix|GBO8&a0@ke58E9QxD|lqcD3kjrjXnyoMS* zi;@*jIKWCnW@^ijkFHgT?lMi~7Xi91)k6<>g#EbHB7w5Pe6RCowB*{|**;nm1EdSm7*y&mU zxCMhAT^K5-ZTYaU%gC0OvuOV@LAT>?k^n~$EcreEWfc|qlzjBqvxT(vif&0tOGfw!EX?@Pi4N>`C*Xwg3 z>%8P`c_)W9D8~!)kIaLr&b25>-%tq@1=bI0LlLHSVmp~QSLxi_xEh<_QGtkRc&^&l z$BESz&0S43T2aBPwF!KEmYtR90c1NWgXidn3T9;ku^4{>`=u82KJZ?V3wG8gSeNuJ z#z((yKpqIhQxpXb{onxKj;wCz_la_~;?Qvuk6p3#|Aona8E4S6_f8Y}*{_cf_TVM? zdU$%Neg`pL-9d7~19f>Sek!Q#e_u#~%YWR-R)I~EaveN*-R-zJcyF)F2ALAOb)Tys z;>QfsPcq(Zh8jKcdyqrxZ&K}*aaj1?hrlpol`}`axNUEQ33W{J9S^Vmtj69o461G6 z-USK^Ag*DfQIq3BaP&!7hAS8bD+^SOeyN7?-m)Wm-vI}5w=~%HEcZt#hdWho;JTi7 zx(_YBWinAKB}UV?k@KbJ2)qWFYk~;kVH{BQb}>{Ych370v7}LCmMG z#lYWv^mM9_GU})XM0`G)?%07V${gf16yu00afdYptX^%qf>JWq;Zth{rnaHMIo(@dtEct;JBi$iWDo}~ z1?}k-#;~CGRG99N548(y4JXw)(V3(9b(O}IcvCo|Tk-10p9a8bh%d(-tXjKod)p&h z5+&+J#22Gp&$1as3P_Q7I_FMeHAha@z@)>hYjSZGi9d#iM$&+CU;T20hLM60qnCU> zp`iGX3H6$5`(|CIkfY8z0Nzyl(NGE!j+$7Q)3xzf5K(3B%EE2{c7v{ z!LHcSrGt%ZgK`CYUTPkuHHnPu>d=zj`sWChv#Bo{(g?#1IeF93EJS(5(Ccup@Kkcw z!|jZC+;_yK4gFGMebC1RH_*ovamVRwPKt$~!Lc7swJkm?#gp%MoY3DxjjzsfY~{U< zs=@qn-K!jDb*&}h9{`cBB>XJPG2agOkkV}fI}y63nls=Kl9tms6((UG@}TEB>TdTh z+`SI$!%Yl`;>7{{$p?CCd4@+FuB&`$K(O`^$*S8wX%x&lZujZy%;i$_4n0$0Oqkp_ z!4*er=YB=vgzHMtrASvJuL|F&q@BbGOB9Mibk34`cftO`xRq(p4AA=i4*iYqd8_aB z9{Nif6~^rTWkdh7k^z&Q1kQnuby2bsdx{aCv7Sw6IZVIfULk3(%v&s};cwRMis^)4 z7tXd2zp(!z1us9SHmG0%z-Z>Zxoimys#o3Wvq1O~jt2;BwAgAQ31l0}OJ2k9^ws_( zjQ!7>_;oCY=$#IRVaUaOl9|kiTv({2yn9}+OvEUf8 ztzd%=Wr4yrHn6UPYSQvfvIQ#OUE!-`U4FBV@;++VEDyM|`Uaa|!-N}cxSB{+VDZlL zum*K;ObG+?A_ve|guW#y#@0IURARYCb=3yPj4djUasyaYjpUJDx2B0F;*JFHN?HU+@LWJ0U*D4_dyTRX71YBY~TxO?2&wz_X%%&DRgnc}jvjs`ytnLAbwmzwK(~T@!%3_=<%n)kKe}dr% z)QOJ@F4VmaYFNK$w{D1WUl5rn&t|C1OCmn-UGB+-Ypu6LH^<9JXZev<%g=CZ7P%QF zTu*4>K8{ kjHh_BGA3rcC@w3H>u+=gcFWYecSEh^EPM zBCgAkSGWG{@$G9f2ZIm76nG`lBnNTmWxuK%yPj6n%JcySLeZtC{LSz=B5vt@X?k(8?mYeB;;mN zkIqMR^X!vEl6-Sx-KjNhMEx>CAuoCFj@?s=D&;^h)0NA33WrJFPwBI+g=sLb&y~N$ z%izA{?Zwx7Lk`7Cq??#zM;pfsdb&GIa>dAhx$xpp{EAqLBSinzKjQ{{vqOs*W=5L& z)m2w61gx*?4Y^{=u*diGGUZjj3^a278dQQ*Q-+cE^PJ}y!+m+3Cy+T7vfA%dd-@a! z*p}DsvIr(Qb(yO*tq9MI4*R_72@UC+4>z1e{BMFe)Fuxz;J+KRm{XMM`I|H7KHX(M zjA=d1ni6>z|CikSau>GiDd@4k@cOgZ#q?5!;@8&@-=xtl4SpoD=ch`_ob5tv<=X)SxTu z@|6@QS6`D$gQE7vafMu7vq7laJQ~RGnld%Aw3oq0vr8gM9+Kh@-?Q!AFVf%z2jwQj zbqLQ&e&&Q5K=hE%Ud&fF()0t^rbUl(#NKuX`$S515#$>KQJj2;F>ZIB)UTbq3!)O3 zeQXmjZ^sRIR^*8aY&O_G{5Xf+6e_GERP3`QZ&#Bw6B#&{dhu$Kv_Y>EfX|wyJPVWT ze7~y@z*)*s^b{kE`OnR)hm7g<@78CY{DGPgPle}fw|x?Vg$Io!YKZy|gTaM|&Mi-n zgl{#RzK&}0d2x~%qz0foJ3BNQA0K)l2_vahk6Y4uMM>VisWZYaN^n|lf7gW=qfOvA zk62=9v&Wui)D6K=mV`1BYte_w;Ps!KRmwTuT-1Yv!pgN?14jD~*oRfi4D#QzzhiUK zy%KXtT-6UZdgF_+$ZM6V>>`ixpZh-jz8}6|!vqH_9_01$1qH8Aww9fkwH$a>_a>9n^{SYQ9X+Fj24@B?$@ zd5Y{;kuep#S`on!T&|hH_U65Ri=67usU%}|&8o^>rYhoZDoGd`FcG(adusZD89$(rx~j%fPt??;@_@=1IH%be&Sts zlSXg0e1627cv%6xzQo@H=|PF!oV*sngsN1d4|VVD=Ppbt2XbpomPnl*6y{fudX@fX zjC(ODOf?>uYn|?NFONV)+1<#W%5B3|BqB-$0 z{1~LRj{X|&q{_ySsb6#XJ;6{LFOSe6Ldl%Sjw=F5PS*-~J)5#tR-q2h5QQJEG5vBo~f#T?5 z<;h#cW+BBytZ5lNd<6!40$5?fs?k-{ zp{HTNfYhB``g0S;;%GLWQJZmFSivG}Qo+(Ca9jo&%lFs4pe=d*N=+<+=C8=qZmT0n z1e1)(vy&>6KSzLN6c@bUebt0laoD*i#ILUv>+|Usp3hhx8nJ3b`czv&v0jKk3U_-ttY!e!H=46ZT; zcmDZU;Nj`rH!+%!r09YE{{g>1K)+T_Hfv7!e2pxPOnK!7GeaA#49O#b3P}=D6SdUX z@&-C0&qe^aa-$R3c^Z_MQgFJ&g+`4UAtp8s8Ld0vjlW&b33APGd-l6?`+77>Vtiyh zgw_d{s)L_#{?-tAn1g%9OsNG2 zg~(mVXco;7N*hM^uPKER$Gpu*79sI4e}$23l{&mP*NJK4<0Q}+i9R}J>al&F4c*#D z5Y>k`Fr~tUin7uWYyWwxRV}Cdd9Ohpc|BP`_R!UnVdZ9J3&<9@pe=A9CmT(Y!~~*p z^0G6>%+NQDlndo~;VZWZz~#VAmsUUxs`J54Un~8Gpx)?dZ{?r|3}q1z6=-fy@# z3iC^MZ4KrPxPZ+gU)lv` zfxX$AF(|Vt{A<;A5RfpQiL8n4vhOzsws9r?FIQL1mU@%^zjr5K%{H@?yY<-3QD?*N zy0li2WI*UXRS;C@nJ1;AV78j!L|u^Dum#eZHAA!J>1fcP0h%^#T1f~n+1(p3V&o|7 z+BF{0(a}gwPDXrue67E8`T6;HYsRA(G5QKzeeJC{Mi!H*tF7uY*p|ox6O+7NSt9Jr z_oUV7u%aowp7&3ynRn)HKR(JPkwXZ<<4{ZQjw)>0r=l>jl9ShBY};=m5s3yl`3{na zDDm4-6Ph-TV$PbKwC~i6OHxq7PAjo={;YT8Y2Uo9cbQ2knbqbm-i@=W#V8Zo_^0k+c0dj>g!vl zF2usbt6$r2*-$-m|Ed~|;p6-Ag9%cer0{T_%VMT8auX#rR&3+q5Iy+AdJB6}IGy6* z3szQO^2pda52rnIEY%cUKg_W579JtGb#6F>2Ed zi}0d#Yg-jMRaD}@4=e1<{qgPH8c1-G7-z-D^X#}|N)^};U$#bI7LD58hE0f z)<8ksIN!GPb;0`%D^Oe!MHvADeq3&)mqdej0*JH*7PM)m;zV0TMp8G3tl4)~D`3$Y zGd1*V7}ZaUex0g3e7^cS-}jB^r66ICO9C#w#wx-D1qsW*ZW^rJVI{~S1E)4bx2Q*h zLfQe<2x$Z;+kJ?j?W6^5TSn9KrX{1Rk^oA9a+8C(Vw8y>z-gQscUA|mPbbfNq9cI} zNjUbJNz!5=AmTV9%v?Ez+Kcay?B%|zLSHm+U-pVECUj||V`yrXy$(^pT&1+}Ijj0j zaMu@77%I=pb04UucZ11=w`Q9_RSpu{=y3UPheR^t?k=;L9kZ4w;jupCK2)psPGpW< zwcUwpn$+s_TAw7IA#xDc`uso3i884Bv)rjaV4QOJ#hvcRcRr||VB&)}x+2r$2&z{RjFwrQY{Vnsg~{yX6}E^NE!hH|aWDHuVmC_R*Vo=&}Fe=|`7Q zR9u90I>@+4*3O1n=Hl3xo8uyDpH?EtC_H1Q7lxz{1ukqWQ;;|&2BZ5{+NrccE9umI z`lE|-4D{Z0(2+O>)Ob_VD{1?IWS9pdq`w+{*)n<;zj=x?bSORP3bs9@nz_Gjy zpU$^p<8B8o9^~KK7~-%ZUX2oY^orOdxduU|A;MDyo2Jl>JHb%W+#^op7ue_pvyxaw zjhW0%6oea1p7tQ zQ|u6fF@0SG6bWa;jjIe1+7y*RAJT$?TH}m3pc7*eIe=TJbtgQD!kZqbYOJ+{}DGJ$~6_#y{_<0&uOVLug(m2xjc`K8ALUf%>fNF%e$;!bcUjX;L&7Q{2Bt zUjMAoHeJi_v)O0Zb8Y$++L@2OUQQw=4L#%M&KoI+b556@sm+l8ROkG0Pt%{uO#hpM zmBTOpH}89GuKM7?gV?rp0}kw2gZ7Pfqg@tf6Sc?zaIaE|f15E;l|T5Ec`p1XU@ar1 zc@DmK=X(^E#h~B7kr*&&1hTRycqJFv0_TYZR_5GSP>uWS^mI1r90$W$Si4$c_Brm)OsqWb| z4QnwlzU=@`*v1Ef0vwqRgd#1+eVl!(*c^k*$ zQv>E33X$tj%K$QtZqHFfBp2(3iCTgp;mvT;yGO#7fl5;PS9xVZ9aE(02{uYWx+C(T zj?(*Occ|!Pb5OFuDe1)}P!CTCn-`Y~(R3RUNtV*Bolg3_jnSKUA2gI?P)OGh8ykg0 zz9M-&!rL`(h48GJ@c7Mf^uR@C8oG3&nV!VDhY0$+4-*LB-}~Mrg-83UlS9Gocjg)> z9igUIUQdlT@H?9%f#fe2QtDxaf$|zv3kY4?D44fqBr!_7ujV4MPw3c*)CM)R3ln&s zJqy3Gc=H>J^nDfix`9g1j?q}L)l9OM@I95j+Kq~i!mpdGm@ugN?}M+}k=du=V`ejo z-;oQuMCRLcVcY0`_Uh#D%m3M1AJT=Fm6c)X(#6=aZXqm&Bk0h)41F_{44n!54LSx;o==Tiv1@!;hXn2&ZJm4k=0@477s>M4A`}hHztz_@Tvjc3HrR% z7R8J7(JwaKI?@y{uSvwUt5q~1g<+q<_8Cmhz}JB~Rdoc7vhWm{BEa+EYoO?Qz4oOQ z{W?a`yIL~O!Ge0ca*G=)wrG$XYa@|~4mWebKo$~2cPxJ?y$Q8{+XjYJj$|&`-Xk7G z)6f66;(WewSS+6TD1)RzB?FQw&|_S;stdo*&tm^`z?rYlOV(S^uagNw0_eK+@1(;A zKRTFhkcr)gHHwa4MgE^0H!%1@g|FVCzVA9{XMUtZ5hCYW4MUwNHqRLF`Zcu}(>KRk zD1^4n>uRuJ7w9c7xRu(KU3?yhhk}!sY(R}FF<7w1hSW^vmGK&F zQdhthm&sXT7!r5On2KDn&%ndi=B$FR-e$uo${WmCo{p!Ve;w(h;y!ll7+$&Sa^<*S zf4=?tGb~#)m3m>(XwzXZ^rm<$ne{2XFAP0O*P(Jk2HG^RGGEn=CvPy)i(v7q%9qGP z582EpbZ_IpiY3#~j|3}YMi0k?iIb3+n20yt`VgyEF2R=*pTn)gZ1l9)uz15Pq-7_d z0`q0pZa#)y?V_187n%F9ce^NMGP#yi=&yg7je0e-xO!lYtz-ZKTJ9TX!v7{&2<#lx z2Q;HY0bz0y(rM7y39wxZ?~EMy>fONvc}@Jog2n4RxT2pCjcb?AG;7g%4|X1O;{LI6 z9&_3Z4Cwq$`+4{%fZ|Hp=0oPGJ$_RT&?rt zX284OI|=IY*HWJOf+^{Nulb5eI%>YfV)sD{26omcA&ueeWc2qe;N^Mpa>PM*z88z_I;JfauE(wcU3J= zq81R(@veQRU_CvTlPH$KdS`+CU9@N+PM zzje?{Wx)GCT5&WL&o0Cq}MJAjcVo8FKmHN-WrV+ z^aw0jZ!ZwkNxhv(%JRRj<M}TJfR|;$*u82`wT~ZW$g0@lJd>Rr0Ic%vmbg3G6nC zQZHSfj>m3_yyqv7J;eKGv5Iz}2iaD#Q}VNg?;`!c^eYI9V*(wm0$d~P8Dg^;vP&Y8dPxMifku#jo0E>)rR%dPl{J~3lG^-b1y~& z*)^oin|9f-aGjH2OY97V^|McV@mL4Gzeo4h@mkd2buN62zai&38ATG9A7?u$tB`Xq zP6yAqOJOOkQQ63d0tZfVF)Eu>n)Pd#(5Z!+i!ge>g%dqP zc^!&u%ZQ$NTgm_ZOe&c&k2@5vZl4aupbJH38Py;H?If>NSW{&oLp*bG&57sUV9=6) z&5grHj^%HpjBN>g_RH8H)!~F^0X6(GJiC?Uqa@^V(Y!zLuW{#pltLV_d|M*Edgi+G z-x;+Bss-{`;IYRZ!wXMr;a177BjHDaFhB;L)OBm6#nMe$Y&qK>Pro#p(gPcC^|g0l z=Z+od(6Qjys7YUag1ze|A=R3I-FqzzPc)-%dxJtWqBQ)^pS+W5|KI#SO9SVYbIN|nA zWn?l}g`to(G9VUKy0@Y}U)2PK07548^Hyuf%4bvb0ZGVP?2<@NrLaAUSFj|@(oG(E zXtE*(=yo4+Dj-eBRI;raWZ87gzoR}MNp3`_-bUt25rQ{zqHHqic)fX)@K_T`N{l)u z$uG$E%1hqqHY%*Aq*lRclGu#wTOPgJ(uKn!1R*;p9T6YH@MP9EWq}1FdgcI)qS$Na zeg{Dbg}FOLqhoUyz0kY{&zPCd7K?Yjv*N99BwXJ>*#;x79h5t#bNNOaw(ND_RGI-< zStRwTVnFkHTGZ~YQ-F%}^Vn$}wek2)Nd=S9z>sQLq%qPfmqErzk8=G)N9oAmspFzU z$)4-8=`L*DZO5Vw^h(BP=yf+ROj(EIJoia3`*mrlW;*Io_r@>7xa2gjZDkdAKqi5nmh?}5ELn0Xx;nX!^KxGXVa{@o- zr0#l@#L#G**v|9TI8QDyrR1=l&cF^Ot&JjVsm)&NZkyB7hqSuVn(3hm8oqddj*y$Q(bz4 zQNu4Uy>njJhz}k-h&ojZ+pBbbpSeb_e&oP(@6lH@zZQQYF8nU>`eVK z+Eqf`oMg5vtO(1azgMHqaA4bBl1Kb3lSkmj%Y#o$3#;4r`)-EC#YXEm@z*HKlfLbd zdf&+Kw)Hz)xaW$%lkuXq^UdETq**GEQQ{~Jq}(?fT}t?3d3sG7)zmSp*FgJfbA|PV z(#G=>bl7u*K*^kmqh}2Ch8baX=wP>I5)^7lSW`F%57f@2KeKRxgogKzBcY2og;eQp z-Rj=!?Vc-51dJMj4-F<$5ApYTcIJVCA%R+Yp4`lPjY88pAmG!JkSD*l(6^{Cw7Ykz zEJE}m*YVv92Z4zW4Vb4U-XXU~0|T`>hIH}X*Ma(4+->`hItfzK$rc)ias7paB{x6~ zwSMt#KYmLLUi>TrHw>YKNPPoyd`)=mtL&hlPU^mItbrPWlpu=MaNGt3^!m41ue$%Y zf96oKN zhmhVouB7WE9Eo$zI@N;z+m{KGtjNp${^gF58XP%!1pj^Uaa65V3tIPCY*@cXSq(QE zJ(OqAQhLEga**5;b^%GnpGfWD(Ahl8S5#SL!ny1h__Jg6}_$!ag^ttE0Dpo*C+B zz3^!^+Bee%B)%xD9^dcJ-VsfvM++W(n_}|!3uS-go}CNU+Nc@l#uGQ^fLvd@1-*+l zXx{U?Wv`vNPI>|)CkA&ujW*25id2rYTV@p>2fFn{p|vX2HUGR`aed9TSz$wo|=LV1y9dJL?lBM9)_2f44=V0FoM z@kYz*wvm*wm}-Tf(&ESo z4=2PXdUrx;z3_eZANOF#K@;v89o!Qu+H%K8Zn2*_blXXwF=Lq%-%ZcJI!ZZY+vwFa zyA=`W?`BwV?2HbVHFn~v{uEtj4p}6NmV<8J)PsRtjLa$XP^-=x+9-W{=EGFXS?R$1 z)eaJCIB+6WtAsxWYhOG$ACX+eM6cM5LyfE}v^kE{CwXUGTNz1Sq*vrKg0&IK_Cx~G zJ%=?spDucnf}ev>>I!9_!zbn3IdI1n@k+RBD941dPy41i-hVcRG>Zg=6DD&kK{o>| zW%Z}Tiv|l;i%y{zluLf*&I5KFKg-QgEtJ4xk|@!@Bam7X3wdQ@R+tzJDRUP(OQ zp)Q)e`tnm~n!FIJW-h|dUz>5?7zs7ZkEVpo;^>Jqy!EfdT;7oJ?`CmPMx%Hf0-4V3 zmXNaClRC+D>CskC@&lQ`>L|hBolMuNBT|!z3(xOoIxmMAI`dx)%v3ni&|j z=VH!XHf|YdM!6!gdhXcoQgQ@0?P1OmJuSs8LJINKpEf)fz;o%VTk;y;oRo#i6{48q zMvXFxz_)2A9;PI+uzK*x?gJ*7y2?)l0bw%o3Bt85~O^R+`*3?YaMH1jN z(kl6B+nHzg9=)@oW#=m=&N#7%8fnL=>nNVLJ4c&yh0Xf*EA4lo_n$o1gEsUOmqZb- z`P7A3ICj>kfULV2A}K&T(nUg7pZ_G2Oqg;Wgv2TLd5Uy2W+VAe|J zy=mR3Pd&~d-AZP$R<0k3*f5)Ot}kDI%F4S6>dMNQEP-*T;g=;~)Qh~z-83+iGyX*_ss#$Mz_O)_v3TZtxOcP-uY9S&i8M2=>1RQl@eK3BR-jXt zeudN!`JY4a#szEj(80YpbM_1-F4N=5n;aCnmPuaV`*H3H3);7c%Lle%%yul>OriyP z;so#r$${j^RA4TeltafYI78xy%xq48Bvg-^C9Jb{wfyMF8xmFcG$NhE1*b@s;U;;; zdJ;06O$R-PBttmqP)IpiF^n?YlAI`YyRd${lloj%f)*`voV4(8a+;cMH)?`QCuBm2wE!=ve~%S6li zW+g0GLW8rdE|QyM(3_%D76HU#+@y{XecEa0LC!sv$o8gawbkYQP&wJj5Lg?!w2Is! z=UHAWU;SZYsH%fxM`jYpkkBX0{JBs@^vfJK`jD}iO=sfBPbXG4T&d6}0l-8vf@g^R3vjhm5YBO$=EL z?b-^zHDJv)=B8(R$e>xefKK`>A-R7n$YNALw8GRoWkEWxg?M@;i!-8vkM;23qc2<_HT1LjEhF_ME6B(glY}>Ytf}xgDinq_->7^SPXWw!dDpe{*wsih#)h%V% z0*^lN2Htw@QQSEq3%@Oj!X0^ zpCO6Z_Momg;Y~v4|NRU*{$B24&K$65#}BLc<$qLPU4~&Dp~wcM7eb9RyQ)|%|(zzEi`R@ z4_Xrfv6mPwx@?mR55Jkl$)pL_49>q_sJB7q7Fx7x9EF(-7kh1zjq(v5v}+PteLiBB z8T2T=`h^|6+Ec9jvi#>LP+x>zf9(zu?T}u++CLHwf%cPaU0WG2ZLmMCL zn3CFl?6ezOc3W|PWH;$qM&|R8W}erau!8Ee9$eNej=7e(udyzzqOkWMB{5o-KG-OV z9mKocrZMo#Y%7K4L%Rlo)&JuxCrOk{)LJZFJ;CbFyIph?r!BSxBp}MWZ%KS_Ue8ES z=fv^TB8Q?!cWM?+nrh+VQptf?7oSybH!r?2TvSk3Mo+FvAW=q7?0Fp4@}=`pC6Rp4 z=OLd?81gnBs)2W&xcxj@KyCVBvp}=vE%Ek;zu@ivJ%{V=ycJEGHoMq{p!7E@D+@6( zF(h}Xfbz+SsF}21$wew?Fm0PeagrptY6XJ^A+x=Hh!0?SC@8K+gIWdxy1?Oz;^oQh z>CvKDJqP|+=%xU0HpAwe&@+EZ#D7yVJS6IHDiT6^ zjCAt_iJf2C$2|Nwt7#flJT=2lj12 z&qkq5S|V+ppXQoy&x0>Sx>~iqOTYqgadCL|#kVfnk;=;Q8?QWq<0np|NAIBwd1U@e zHBY`=xx53cMB(eR>0}fCx-d%uHeiQ1-z_ zaHdndl7+XDe-8n1H(m}3DSJq9??e&>=5HsNN~qo?3q1aZ8Bn>{VnXJzI-oI*KcMdxJ!hZqf5_DwN zbSim<+xAOHt(JgBSS>Y3ilZns30Qi!(=vQlPu9tz0~MjU7ag{R6vgh*w&XlFVVEG` zA;WqYN$_I9zpgD>Uj+nz%v?*!(X2;;kkTr%RyrwIPA~UA*G*})o41|LWFuX@Q;W}k zOGmQ?acIzqL@706AhH{x=^05tCv6+}j4JC9Xy<2!miNr6-&G5!7P#Ookd|_SBC&-} znj$@rwL7>X-u+rMY{WPhwWt=j#4NCE*)kkCv>Q!pq~pZ457DAZ6esLH&sxF8s7r;K z-3MJo0(Di&dl=@Y;pD2|y8VBxoUBDgwjFJn1O_Jl`wF?r?+fghK@XJ(3TI_&k!jUX zaNI!8L1^RhuTMT#CJq1o;~KIl=KUq`cL^&U+mAHvN8FgXLV%DJHxD->I!wn!V}`2A zYsm&D#=o0EaBHB}R%qbvgP$C@erRBi;bPWD=K|U`&asQIUw%))^+U((N=}}`VP#$- z1+`N>IGgH3lLqnV)^t0Cq$Q*=e4ro`>kT`pb$C*v(A^(AYD4*Q)B()4(QBxq43Zmd zo5oOr00h(25MyXj05xQo}ZtXZ=L ziRLrPDy{$alKy<0E5nDg+T-zYx0G~KYW=DOB4&Y8r%sWCgd_xf7E3N%jT$w=s{7EP zgZSy|w^6QQU8HD|k$q-426U2;%Fs&Psw6r&Tll^*f&bvA42H_lyO$Y-G?FKDZsAmN z;0iyQQ!$2QCQ`$0{}D$(mQ4RTB(JU=Ng(V_9qV_Xe1haxY4CqPWQ7gtnlV3T*`}fc zm^x%IymK_LZU;jgzsjWNLXYcFol^z|N$5C*dVUM3>(Hm(%hvva2`CG`SdE$(X z|AX^;cpOd-exIAoa78^{o{)vJ3{Cssi6q5KmX(o$0Ub@~)85P+Ark>|7Cnw8+TKTu z61tbw|J?XK&tX2^^u^f(i+V~>c+jh@0WGgi`X}s@6!@Ro@$c*OB&CsdO2#+Pkc_Oq za{OEN*y#BS6K(qjR0{9Id+PD|@0O52-48QuNFf94)3*f%^Ci*UO?%v!JlldQ73mqi zCA0;HlITa?I`isb%I~YTYN=_MchBN~*HbblS*t!1WeXwQc$ z`}v45awhAo8j+-h`B*LL=WGi$uDsg?)J>i%&nI8KdG{#zdmDOMnLx#!M?BEW@jFrg$KsJqvSdW|!dS}~}L8B5n&(WP~M z@bnSGX~he5_Z8mr8JX4#u4NZVXJ$}B;L#hR6nT<@_ddVBN;vQ76el_i%Wu2l_ROGn zso|H!HKKa_`L%#QXv_QAAK+<(t6D9p1p-(=D1cY4Scri)g*IUeP(@gq)@*knvHC!? zYTY`lEG=e{ zaJQdl+o@To!!x(V5zrS5)+#2s8J6ir!&=2`xRAqzA#v_1hSqYyp>~ym`&39(CH}Lp z$eQ&wo+k%AzZz63Z^Rr5*57csk)g%jd+xQbEa=wSNOscF19UR*I@OHKIZb8WV|e#g zi5u^q2E;r4>EtZD{qF)66pGOqy-xMi6~lb$p{fN`3ta3L$jHdR+iyOL>j#zYKUC4! zTDq+YKKlIOi`|53|4YdNviPuk`Eur`Xwk7_M-qvY?!;;SycwvKun8^69GSPsnweLq zI|Ikgq(b9NAWLNa{rrzRcyK>Xo^_&agG@3<9>=)uCS+tqVcP*Mewb-Trp2ykyw$1V zM&Az6tk3^w@8?A7qdj+LIlMHHx^#!LuyL1(VUkYLhifS|oU=&dr!qqopiEKn!?i;K~b4OEAN$F-O;-^si#CvF{O zLPAV<&%lPf9t8ZX+UivF?V8mA#`MeY1*~5~PuT}OW-Yg2)(X+J%RK>q3vs z+_yaeBI;h;BHDoh>c;ldqe)#~-38a$pr)32cBQir+>4Bmzs|AYU)SXa#0B@V^PC4N;Fav(S=dH8Tx$2gs-V5*|d%aD>m5} z+8aX_(9*G+Z}cf?Zs_TWf8_c&y#1XOkKc6R+0ob6iBlZ7b$H43&%nqDHT=?NZS`HX zfNFtD$^y%mEy9G4UdFiIX$p&3X$*efQK#Z9_-U>gk3aurX*8*}QARBAfA77CL)(9+ z=8*}XzHh{U!B?PRleVZ?vnDE5tXQI>{Cmc4*t7Oi^lFt^XggJsb*Nj_iT(TcD}4)e zz_U;N3-*-d6kd+Uwj=S#%F4vXeO3(X>c)^RI=-Ut*HRDlzp`-btdXECi#dEAG~|S_ zMFTxrH_Dlu+vvfvS{-=m=0rt2e9K-NSq0trd1fX(e$=C@=}{(qE((Yrr7S=KfnZTf zMKWzJ*%&&&SiQ~7P)nBrT2Gy|D-;RQQ9AT&lhf~__92O2b?;FV2||i`WZ?a4(i3|B zReG%3?!^CnZ$*tt8r(Q6{0V3Krg~h~n4oQii*)@~bZ_lJ_W;a}zstnFQl!%+Ji%mRP>@du_%nWE&;$vzT-=_^Bq z48i4>U+(*=zN;2EXMqKCXJGx}ck%Ez$x|tv$HdlyaX6UTn2&WMp84;6s8Xf+x&Ejh zR0|YlfmyTX6D-A}Z@VlE?drnntzY2H-@nHL|Nc*jg1X5+eTh@Mza^j}hkuA=*I@$& z1tCw_xM3B;;7mAh)_~hbWRM6W9lH*?vE!ftdyjY+O66^2(b`Nrd2=j1OEOV3QV-67 zL&wSFNV@Vb{zyUd`er4RaPbB=Mv`*f7h&Iw-k4@}y>=Re6NfrAzUm@^elp%WPcJL@P`4(8i=m~Uq#pdxeRKVss~ew2w(ea!@t z7UuZngkFZzRzb(i}AA+DOTFfg>Dq7 zjzq~|G{}_s7KTOZxVT`&HA7+uy7MEuRhuo?u-lDODU@xX=3f08W(@1@gP+>0=swb#Oyy_!`1!0V!@?hiLHCN%AVC0#ym^&PvDKcV2_eO|o$0xE-z9c0%Va-AZh<-%k1v_LGy*qgCia$!F6!5w6e> zb?Vf~*Dn#reebR3(WS{Lq$EV+iTBd*$(3 zNoeo!(@uiA@N7_&@rgGqlhPN9)>-M*rI#}T!0vtO%GIl`#WjNsw7HS&r&$W9J40{W z;`J8nIijO%gcS|zM57hG-@+tYxx8=nq2MuhY+)o|w_)F5CxzEbcA9;R-t{9VU0A-! z!*@H!q@yP;1{43Vl3|wlh>U)@b!0R?`PIVEMYTX)3w-FWj7n7hij%xK*jgU*Z;sj)})t-%Q1ZjSBY6< z;%9Fn+VUqlHleF3#Ik0a0~-$1#B1-o7x0LeUwjm?@fGpgf)w0;g$=h3OA5H()P)Y* zGcGWQTEEl5Rd@q#7#8^VKoyEtuX%kaIa<$uoPn3_jW1N(+*ePO`EGhi28UX6+88L-qDxz<9>j)$B0mFM%)+cTM zlQ$c%k$Q0T=mCmhJ#Ib^#rv9(<>q^M^#&TP)GLbw!@5PG+hw7jt3Y+hwrb_w*mcN2 z2F_r6M0R`E*1`-L#f1t7L0$3d9@)!4LLBB24)6lCZf#@m!0V}~R>_PO^~@O5$;ES$ zP^1M8|6Yygsl${-9z1lF|JH&(Gc6cvwmS%3Dd?VJL&Mr8>L=z0H$o`1ZNG*&mNtc{ zwsNu?otjfBq*)GW&iL!2@#+`pn7YV@C+N|?b9DZC3hqtm{3?vI6_Ydso^guzSHea& z?$Y3Xo{Ne}MtVfu1bESu_9*_nU^Z%TRIl3=ufBa>KoXbj+qWa_)MoT(k%8Krg{%69_pe=Yw8r!`G9=SZ%JqW15&r#ZP%Dbel{PYLh6WbOCpfTT zv*@#VAX=0enJ#Fw8hVhRtk4VC38z#kPwx@QWpX?!;nY(2F%m9$?^r#@?8NJ2G;C4d zfGhijZm+y8w4^7>S7-)|?h}Krr)A)tv5|WwzWPNLt{P}&C}~bxzBa>o@7ThG$@A-GW61kd#)_rcyf;}GT+4Z%Qia6xaze}9Q7*O z@fp&tsnl=8j{Od7*-LNsG&@O%yOhp)(Z-sRk^+a_QnZ7LxwkO7HE!CLIX^{vKo_%F^>Eb! zVOijtFWx|P^K8_w797w?5XA07cILM*w2`8}RwlTNfBHkzuiqeGn;SQ7gvFB0c}yMr zcfwN21H@ufpTN08Ggs=+A&7Ty^B#s>5?9rz68^-!T{AP*?yx91WD;^1N~u##i|zX@ zA%i+0Xjx6rx@DhM2`z0!2YSjgz3R;97s3YhzxY4KLi48^mAP&x9XlYw_BoY?zI1wB>dE&ZFhd<;NCW ztM}I~t<0FeMnv2l3>P+#;Kiu`#F|wM4EqhGhLYQ7!W0{xyCb;9Vx!tQo?rpu+xEM$ zbzc-#Q|`!U^1!6Cqh>`XI<+#PPSwJnRdMvRONf41E`?j6ERS9tn`!~o0=X=ZnwpBF z_{ja^&sBMlFUz-A!vEe=Lob7vN8Nk@SzykbIXJa{I@)#!e2*MH;lj`Jbg(&N(5yu_ z>^`|0AAa-#5|hfIQl&}(NAkoIk751ldFa(H4!xNRSU)+2?37ln)Vrx^l^fV?V3?jc zraHZJhXd9ntd@gG#8KRG2Sc@S3W-QKbNA^6Y9Rxmz!|SO^?B74BxX5 zYFp}lss)N`ffg-VVA?MR<~<3yg|{}z30<__jk#-h4ZCf~uo^J^?-|OEqMfG?Bp}CM zZ8jT5T;30rle01YdZ9m;JXQlIoj`pOIDA8Wt8RI`5zDtm|YNu13 zXiziw(u8Vh=(6IX+-0iI(kj*WIlD_+QH#_`9d*Bjfx(MkOM90K`PBM zq^l0!%@EDL+^sHJYr#e`RinXzxR*DxW>Q=m|ZOro|rGar*%cnPoG%IITmYS|0Ri zZzd6r_a2nRm#l1}+A>@Uc~qC-k*h;fEudN;p9Rv=QW0$s8H4=)Sn};$%nf@EyAWNm zH#&CeTFjc%!&M8Ejs-;T?*2#L!`rVvK|yevG7;OpHyiD{48s53xe{yFtiq_#SDx!k zAV7EK%o!vnC!>A4)@a$JDv35gO|o-`C?Eb>LhANbxxv7W19r*=WRoV{h?&cUQa$$s zb?z!RQq%3E-S?nNOVaLl4sXKb>&d(|K##U&Jn?@S=+jO|R!n118uUseONootF}$Dj zO1Zo3t1jgC#&rlv_SwP$b<#-X3TB3wxgs7)SI_{O)r(SyUqp9KJa@MY1H;6CPk*%$ z)Oi@@7yh|u&v4j%$KCkkH{i}u!1B#t?v<5!NO5@Z^%RPf$73S%uA0=*U@)Z?maRWa zZM5*)D`=c~f2&zVuS}xzZZGNY_2{jOGC8nzo0TBQ3rgm%mXKiwZD3Noapli}>D>28 zN%t*p{SxxmvY`pzP0u3JW((BBAze_6j#OA0s=*NKVl4Im*y<0)3auz=aJP??D}&{V0Q= zPRD1Nmc%ngJ|AM01vQhzsh7c`g1RzzQvHXNH&4m`yO#fbCBM%1@;^@fd}&(X%*n%u zk1d@*``?!)VZv8WU7ChgM}5&+pibR}culJ!q|G5FkumwL0<2GC7SNsS=cF49!N2zD?jIZD8`< z`a8156;4W1kdx{*&+YM-{rF_aS<#RS=AO*x)@HCW2$}pgC9LVh+T~!3TQ*?eudl@;r|H>Gu7iK-UOTm>Q${$WRz{1vZ31 zT)}l}>Pjp)da>i7|9P#a3-RjHc<`uaO%i@zjQDHhU#a;B-N2-TA?580wGL*ndPzB4 zjf{lo^kd!eY_a)t`0v*)n;Ja&U;E|RiJ{OXe*$7>k$c!H#QCN?2>lg6yK~}$lh+b! ze{X0U--$9Oyr?Mn!dw;0Z3^v~i2(KT1?$gM+Dg9{ggdq^q~B>5|R72-U{~n&yWKLqHGD&fYvlX2%W>!7*Rt-DtI* zS_c(=*qd3Gh)k_f%`&o?pOefyru0pD>>6Jvkwg+YRSEw4I8HCY8kWiq@gOXWwYV6(k1EuZdHne! z%Z1H}FWLZJZ>y;n>b%1UWgGMW8lt_IeGWK`vi0K)`s*&GLMgaq_kU7SlZ}%-jEcQP zL!VUh*h5x-W6mIlw}ZpUkhCK=b_|tsuV(zQx-1pGXT3nv54yM{ZFGv3c1bL4hr?wF z?CW&d;aul4=rDw2ZH~os6*!SWP+!@MfSm4+pJ3dD2JT`I>mR)plq1*UTGa#*8Bked zCxNcFr(5bdj~*ztoc2NZMV1p-FIM4+?j)MW;W%R7<$xkj;31UUwR=Cp34t?Og5Ko- z1P4zUV~35Vrg(-~m3hU?RQv*0C9FrZs{M>nV|w|QV>7r{S5`sRm0Lg_rd-6*w!b|y zRbqGpOd5bArXlAoCavy?Q5ccJku1AcqQsu5a>5^Qf7oRDtP!`+-zgh6rxQ9sJ2nkB zy|++U9WTO?kC*Cu`zJGZXtp3!at>u$TMWy0me=gdhbG!D&Y0BQFY?D03B}L_2BysM z%0gJShm&PqUz7=cg4Z%raqJ)6sdsN?-<_C|Aq4E&e|CoQOd%AgRoxIG?HzZUYlm3xo zW=aUdO0Wk85N}%o|8@P*k50_;)H?4xwh9f%l4;fgNiR!hXK@P4Id zt_|pF+F<+xf_4SN+>0@+6_S+FSYLgspE7>g@nmgr-FKKiI-*?6WCOtpdd8SPw zWc@-EG{h#gL7yU2fq`nFh2OusfGr%WT; zx4MxEc(yvddOjGLo-Nmf9M+@RLhF+0mx^2+JMIxe!!56 z&p^#vCoHkY1KS@W6a;!Xg0*)7kXIjRp1FUo2TuDm5XEDw1K@-oP8oSE1ZcZxH%b0k zH#M-+wKv1^vZ+gFRsO!N z9{%*RFLx5l<>AE+WeOWpU!_c6xszX49-|bhuZ4^Z6J5#;X5gM-u4RxDOqhKGes2OP z#QRN3cRo5LP=7sK@33{{$$EXC0;T6F4APfg29DB*F-v#mH=n$nS5{S68pZILJK{Y& zne*O9PNmz!r@G!!($j(yMw(V0BVEYp{h9b&whvy{1Miz;vrq~{5Sn5=^s_60)2>?t z0E`EsyV$q~&BGK`GHyOSyL%jcgC`LMG$Z@s@PT*)06i01Z{?Gij{&`N%(>va z#jo1XZ+@7Vjt=4AZ!*nFUv|lA;FifznXqNUe|lCXKOC#wChpd9s(!!#*<3gljgkEw z-gJ`0hGkJX1U)#MM9i(H-7kbL6BzvV1iwKfuqLY{QHDA2b=3YrF$v1{#{2CL0v3A> zqbpLbmtxN>ry-LUzofA59CvBeu|;5%j3{ ziBz_aMc0xVDE_jFoeE81Zzp*O`iZMma;zSu2`cJX#5${1GN&%5h9`caD z?gv>w0?Ix7(tNyf;Dno3VHWW})YxRk!(gSqL$frJD1SP?5s(BgUS$0%jj)-<^R?1H z*$nzO9(20t=At}@!D9hSDD|Z-Hh2g((9PD{Sz!^!w`Htg+|4qiVHilp$D#sTeM&;Z+hn6PE>D5dElWpB^oX2q33VjNSa|T( z+RmfRDhkIc>)bpK-ewmDutUx#E=EgSO{j~SD{|r1EAIDmz2>*CO?A4GoBn%+qAn2T z1c}&%1^1^bBHIR5_k+Rmfd{cwzFU=_)%I4-)Kh^*{z;AQH?sP6Moo|3!-BP98Pp>^ zbb)bc5eC-qHj_vx8m3x%e(5r85@FN-9 z8&zn_6G#Kx#mm^J3c4{dJ|WzR&;Wo?qG^#oSEz)e9kD%>s*!{cWpj<7A1IxPaiioM ztJnPeGh-xC?sP+(UWSk&(%WLxlbB0?kKMtvby+{mJ)wR%T-@aW^k`s;$}a!4K&#y} z1Z2j*dpP*s)EEEY&g)5$pALvPZlK%L-+O+LicyC15WT`X8-qCBfA+~TWOVQM)f4xh#tq;lBH8lEvk%~od)&))u#6Kxu;HicBg25p}gwkv1-z|Sw= z=kz(8JMo@&OflOjh~q*zPejuKsbuQU4H~5!wi3CVZbt7#lfM%fU;3)m+TneHPPpu%jG*fL!)p z228xmxL=0Q3P%9w42|!|1ZK|g$ovutMnZJ~yQywe$aPlM>#Muxx6J|Db#Cff42C58 zNi7?)+2HRU*_|b1DIT)6*!}sgM})ghRx$N@MTIt8J|KAXeu_M6Z~M0hzo+$$X)B5&ExCu_?N4Ye+22N!OEtNlvXZ znt5cbDFSK3-}7116@K)@|CDLk;^?;X(F7t7W$o|xeUzi+OJ^qs5VS?7;o%lc zm>EvsS8xJBxa$rkl7SvG-$9GqEzI+GiQy^ya>7W8BQ3V(l=W)Hi>gS&_lR30jzpP` zAc7P?+>tw1vYGMyj9@hx?XH<1iAS7e zIH}b?M$He=|5X|qb7sI)(R8HFm*fFc*a>fdxy5i`P7X37#rF=H`PXwnGWD63@-^6{ zV5a)V=GS+W*ba--Vmm+iLfDSesH2(7?Y`q02+=XXN-Lz_777c@@z@?$-wW#064=w* z79xglvRd8M(a3zE!XA5vl>E@^808Pv5jN<;SP}AFzVApq3eAsSo$3 z7sot2+bk-A+{BMZT$g-tEUWUEj(em6#Kpq9D{)yQeSOi!DxCL<`c! z)aJnusykY9`Ee0ycRFl^nU-2&BLB1%{E%l+$RFtcbR|FNcVe5$MQKEc$ri=3%I_bY z*>)qTusFS_v0I`Tv%$nU5EtXFgNVE)G$tl{H5`=MbW=`7JF%s0IH4X1z#zJ@#9mz4 zA12o^XL-^q!@2N9b7ZNL9d~~WHA%xQq+x!pc2*;1xbmQBfa&qmFFe^+@jj=CaM?(4 zqV6Q>;eo$EcDkuuLu3fBpGrS&xX2n_uX%B(Ue)ex(!lkMe4KHm^=nJjA5|}l==`#@ z-DKu{z8m>!-SydQ6(2du0dT;>c=4a}Ajj4TzhShb!M#5BlJw+uRJs8FvtP{B3gmPL z)_M$SGY`>GqdYYGe%B)swFNX#;CJuXeoda5ErOc-1I>|p$M5-ig#)~QfQ+bjLLmE+ zgolba7}i&riYWcywR3-h!jaTygk=hIJ9@-xj)Rhq_18g}>5|nq^jjIX>1;tTAMdP| zkC4yNW1*CCr&BjlXuS8yvMM6aP7~ViqwtCR2e%U*jW67=D+^mx1!te51n($A{vsur zq=Oc%*MV1fG%ZGllFsX5#Ctd6;Mrk_nSh0w<{UtbB-qL6d|Zb5_YKvoQN3+39LcAV zsYX5&axv?h^f%kxjFTzNc#^lPLsPMWbdBwU;y2Mj%LO_>BN#hxOa9ng&@gE>ocgnLvqAPAc2%%h#! z9V8;I4er2oG1{1B|CBm+GY7LXwR)j?7z+tmoA2$;UBQcyB8@3|#3n=K%aB&0M1>?| z^FLpELR~N36L0tpQp}LBk>hfKkd0(egxZx=#F5^MU1@0PTN!{76|mf7#RAMirvhE# zLN?*Jt1g|_shkVXlb24_TkKJ~O#6s!XhLgZPq^=gdIT@TBIF{KyzvLw$QJ%qaE|)E zpB9kEw=UZ1_`zuVq-winbmJiz?xs~Z`y1nLU2;4uW1@|2Mv4FvJYM*%C_~#=K_V;| zufgE9hd~Ppwy`1I_zdoFSIM9;xuWG%u#%xOq?aRnn4bW`ldj)Euf7Drqlh`RiN?c$ zT4KZUhk2<%&Dx>bo3e7v8We&$)ssV?#BG0a&WS^(Y{vA zb>%{zhA9+uhw?_FqAn_gZ9u&YxGomvD&uG;wJ&>5SSiNbqFU`s)2=*F%7(9XsUCj| zl?!AGN^`VdU!8%1ahDkn*wTsV*h@=1=uGgO4960Dy$|vJXu2vg@+T3G$rTJF{Hl{K zfwQDJ>H{@xz#1+koycyGknBckf-@c(cD*a#OXi>m_6TdwvGiv)`rf9m8E&kS9nWwk zC*5GnWD|%A9>CvQ=yi^nnjGqQb1jO=r!>5N+|;lyRG$lmn!fa<$-h9+FtEs-o~#)~ z^4*|ZDM&{|My3=BB1B+9<>tkb(HN`^dz_}F$!D|~`m#)$2^?iIfuHRKH+z4$;7F3f zgHyfO=p=Q+rk(5}Al3_VOVHH}ISa!t#DbmEd+?qeWj3&2anDVc7%i&G`}BrPdh)>= zEh>HbC!o1d{F&jIt$TTCDhLW-FDn?@t~L!Z^uT16x@hfTmaG)AOBxot#X$O0*Y{68 zFRoL#j5CIfFqHoC9v=cz!r&Rr)$Dwm=$T4*r6s(Ng9Xv#m9K3)a<^Hyk^m z!P{lo`d(yAQ3pI2$0fC1ohLr3j+7IWwu543o8mkE)|#GYT+hb~xYc+M=hN-i47>3s z&(@KH3W<&1W19Ngxp}`=fJSe94707|vzpKc$#xUZmn8&3%Ss#HW`dOl0WUA!Y@Z!( zUVa~VS{DRhb~97vR1|u~#d3f63*Ep#Mws;TUM{^tD&tUumU!yT9xYE(7yN`f^(y#f z*%OOo*w2dNcG17DLhCoERA)Rbb9vq@O7ci^Q-Np%HCm0IV&$KZ8Sh-Vpv$F#mcd+$3hiK)hK3CK?~3U$NS(pjZ*Y( z;^{-k&2H0g)3EwOca{Srw&zMD(ZgfiCpaG4%XUK7bfBciJ=N@poDvdyiCBUVM21wl zU=>o`bX79PPJ94#RGWCk)c*8zYfMJ_lPfc#D*L;<0e#juk3t|`U+2y`Y>|?>FZ0_e}}d{_$Jb} zx=6q`Q952mck-Aq;w~P*Tn>$Qd=0(x9i7-S#pXvn>G)|pST2GFuy4&AO=cplOcN{z zduG-E|8w_Eg9?kS2i0_s4nEx-<~pp~SJNwMr=m^>nDjR~q+TyR`THoglmS|eX&HAK zo+Nhc22z>Sc6yuj>YN&2GM+~AjS7^8>IDfBFgtIWP!o?#6IcgE8HanH3~I%Gy$|(C z#{CG+$HS=X#)A@(;Dw7mqfnw<5B45ef3`Qp4o86p7eM2#$rF?d(R=L&$Ea!8xzXy+ z8H79&x3F&EJ|Tkxi?!Rb8~ID8iOYLP=vc@@nAH{Ez!bSSG$VDymBo1D(rAI(+V^*% zg2$UZ64eUq?wr_>p2T7xPv^TZXfA_+{K)6`6J<9hWXrtRqzHv+RjqJIUT9kz7J`)r zF=Ria>+F2uzNvRSuI$)?%CElQCZ2%6_Jl(dLKaO2DlG&7Yv?$z>!RM>{4EIx>$F2oym7NHhTHF(X zv;ON}^(fy%z7Qw~xzfi9#g9_W+zE~CZ-_v>(~St2HP)NsOQ$^C;$kD-`M#Uj`f!_= zxgW$Ieus6|-uJz&4@R*2s4ypm+mdOSmo^ocZy&k}yg%5-!Z4+^-)@3Jg zFc$hH27*&+J(^#0@CBx@)qtmb6rx;OP!_3p<#Z80TspxjNSgonI~iAVfR?6P@4sp< zMz_l0yc06+cqDXqp*AU{iOYFOR6719z5NXnrV|mi0iF4T3D|;R6QQb$jGJA|@q_g? zB}Lc7W;wI^wR;PCYqL!o4NI##3vqcahJ{cr-#MiNlUU)n8^eSWSMhao;5Xn=q}0^y z)>v?zxgB|ftCU7{==X^YQUF%ZPrJn%wkWA#oL&B0X?4hBc{DLyr5^rgP~$Y=w>TOT z6%+Zx2K)EiA8+JT`23TN+rb@hHT;3O^i))X8Gn1?Bd;4^PwD#;$^GaV1W@HMD!;u@ z!~(#WJAeL_%{ncH1CEDSOMiLVxXjF`_=0MAT^`rV!Ty)|oAF(?T20E&bnU=G%4xzj zuVDFd#i#GY6mq)US@WCmCxQYmE|$ZoPgL($gaJ^GRwR7x5Ia-Vka+qu?1P4xf~FLA z=2T>tSupZ+Rsa6f;;JxVc*iC7D|?3k+|{0&mx_z;#+KOzo9D#QPH*pv3flLh>{dV2 z>(d3wM75MZ-yAH-6Y$`!RF{W6P)d*+pP!oF_DhUNrH&Zp5+a zt*{4hWjTsaokSrkgpaE-M5$tV#EzPmf*+$>NMJXe?&$d4BC@ zcAddjVDW#_1E%>sb7XAH^qu9gb9-3yKgT03n4W!BsXAZeeHd$ouEIE0I_ zmY3yW$OXO&|R))9GkohvbGR)mPb`igC-Ay$55V8x@u;7BCKl zu(Sunrtyx5?XvTcjxZz{x*p4S87|7ZbR9pzygRiYhpMnc$txpe^`O7|XIZO(Wc4^N zOb<2r!5&9g2|hg68~X(>-yxxSg+GK^q!G`Gb{A#hz zxtwlwOw-(2cO#(#8=!Suv?s$Ux8hX`N>AWI2Kag)Sa(%{&;A?@Si+}tGkh9jSaEw0 zR0I<%m3bZj{^4Qa3x^1l{5pJXUQ!tO>p?GGX_x>&Pwd>bHs=7TnT02E959@Bh#wVh z7C|~+=&pCTJ-t0n<1gJ|rwgtLmI>lgzrP%U(qFx|W0}jzqDSHbYokawqnzrD(g)tU zv^W07(2C=<<97BwA_XJbYR-?PRpr|${n>N$ zvEC(%_JH1{^@LYvG^@$eon0-e+8k_;m{ROW7%teDDw~GzD&)Wk> z)M#m#22q*qw6LCt<3Sj;tLI^n(!{k~VIEa@>q~HiF1XBwvyccU=WLkH2W*@kZcybE zC3(7RsMT0P#Vcv_+AM_E5ns}%v~HvUGATV1bBF$E(25|z+a9zMw% zTNT2DE*_VhwZbZ*^VX`$clTbx<{)(*{?0}Xkd5SG2QOpjaCm7R_u1J6V1pky2u^|} zGzO}rFz&UONmX_HZJ^`@69=BYXiYulH)+>^ET|=59`rKNIVweR+S<^TtE%uh54EW- z7=5EJc|TZu1&*%jl>Bw5vPhe-7D2x?1S&Y?YHchtW_U`BtHE$oiYb3?Uy}Ft0TE2z zlAk&|Qk}OoJe+xRdm(2dd14!4oXyU7s`%D{Q3#>P1^m$iWs+{k@hO<$$9=oOj{1Br zP_NAoz*NmeSHm+~9-oY>;Zof;|Dm<56{gP6c>FqIV8A=i>681ADpX81I6ky+Z6^xb zBXfOfl9V3&9FaC~hCQE?1fjC{d_o-hDWy+&hS5p)Me(Qf*^&jo*GpD?|){!(rT zB96;!0hZyEe(nvNK#x%)jBTtWa`!I}YMiyl@XH)TaXDiJMWXb!D0)!TLq~@lgGVV0 zh&mFl1W;$%C>z!4wIrlIe^UIed+VBEf+hMS;@1#7EjJ8R(xewO(UJKRI)GxF%q30s zC49iJbq2m>wW-^>W+o85S%ThcS=$RHED=`$Z-wQ7k)@K8Y%vCte)*g)2?XlRl(;W8 z{4wUxsK~2R3&cwW=9!w*f>IV4_qm9%hlOlo>@M!j9W5k$3a{Rx1q?@`-RW&Kzh(lL z$L5HW7>;q;`5g4^w}I{nMru5L(xn7q7QaB^RUVo_+r3%OJqXWA^|!&`KQ*Zo5LO9M zu3Xj+lLS|Fs(}^Yj{8l4{$1>?Ga9LN9WnGs|GW1%Vk_F_aPa%_TmwFzd_S|z(f;aV zZ?@;_hsoMsbQ<}idwZ|DA+1^yJkb(z3-dX4HRo23IOMOV#7I-pf0&=Q-R7i zIl~?XpDR5L3aE53ct_ZgT|n6zj64*g<^u~SRR~i?mZf(m%e=cj$hl7ocML*cTCcas zfzx}Za`(PB#>92IJ-qHSFz_~CnuzKt)j2FYYNpH{!Wv(PZ76lqqi3Ci-%90aiRu>; zjht>Fdv`U^v>w70aX&yqRkf}+d|>A=Rlt}QWHfHja$~@j|Hb66qz&{OdUHC5HvvAX z-}K3?OprJ;Pyg8`F2jaMB^y?9oR-S{Glr|=abEyk+X@89`r{D{Zi=M=l*!!P$83pcw(17n3C9LGbF|3g!$+ZHlz&@jP>rdQT0rstw;ztqcx@Q{6Y4%VU4L zsFwNk1sv^FY5~|8lCD~29IKpfvh(U=+J0To;|XKa!M=#$B}78gm>H0<4NP_`7Mp}e zpGS(V^Zy%_pX!gLsoa$JS+ZPT_MSl`N`+~{<+L0a{Z;Je7n4FlE;|`CfEv3Nax^^; z-xR%jNsGw}Z2^cXGdI?2F;GRqQ2EXRv!hc-6`5UvnE=U! zGzLHw)M46|8lX4H;VghbCAbs^meR_jrPR)(!X zcz!&au63AYz+7kIQ@f1AeLGD7ta}H;i~zaD{6^P#9KxecP(Op{?R-D)+93Lk)pK?n zhp0f~Vsh&D4&%9Y5{Jqd7L0V9(5(sc#$vvd1PcBBR+1^-E@^^NtrU46_#}2ORxcYO{e_ z#%j>!uL&9sF96Gk^mVu2=PwzL-p@+ptBF~Pxf}AHC(g8%(}&h!F{^mA zlIYU!Vy2{x#yZZQ>uqCxLg3OD6MfY6k!_NjuTkdkBM1iE}?)0!TlK+ zhS0G=d3yRsTGNDa#!gyNi9r9XEVxLtY#L-;atW0QFX*e@Kk9slIVwa+x@|Gh7w}q( zjB?|D_sBbWi=Dc7#ivs#*R6-gkxalEJL%HB?w7A(7 zu3t^IaQLTNW*iL$1_Gs!lucq$IzPEXX3DMyXXeK3)7x0VLV@#Zdl!A$%nfKU%jJ0} z4MyW;% z+3P()Oau|S{=X5W9IB47kr21twH_z<#Rdaq{wMmRFI_t!XpE@KA5Po>4Sb=|is}YU z@(ipMB?*noURb~Wq>C|#1t4@FVIBABxBkh3Bl=9wIVl0Jn%@|qcvbm|{w10tY|A-`Uv7!Ho0|PPn_Vc2(P+(-Gic(K z=?Pi0VxJpnEFY=S)U+&TR%rbO_6Mu_2Yf_y>LhQR_zo38A?2!m@a z7hJ&KG+;7QbHq-fejElxtg{L(BI(aOHIu6eNVUwPajinhbhn^M*Nx#-}>Q$JQ4EukpqlGqfE-@f-{bq^NXr z)1R8wo*keVa+Z~p{LT{ExlJ{Z%Ni%|V3CXCb9Oy+PBEj?5@;3}(-5dxGU{*LF-Nh- zIzk0SMqWXUjr9a!`1J%HgU==44u%vGbpoxtuT_xf%r1u^iOBgP?=-yn%$yqP#8_oh#E@EI0Q{>i?v>Fp z?62m`YOH-Aju(;l6Z5!~PJluFWf6+rJ)v=Xmj@2Iw4$qR?Kzi7=9jnp;rr2n*7=gE zm!0?LsAlzML+|8yKWz>M$NMu9t@9}<2hNZ1=_AhB_)3AL8SiJhZ<2GV6;XxhO^uoA z+SI2WYQexIi3=~+LPZ=dqnVadCB-E}JeaEdi?=-_pQa}KaT0=4!)YXL5BzC9&IvMV zwmuQFZ(0T%%viu>j=S!HIGRVe?z-_zd_6O*GKqUCjbk8D^p##ad6*k!zjS@}ak~qs zJ6T!1V<1Frq#f!9 zv`dcy+JUY7JQq@Qg&%Oj9t}%C{PCZ}xyP>arQ+|ct!~_)rEb|FOb;j#b=@h&u7rTR zxJ|bwiUd~PZ7K^l7~)E=*e!!ra&*lZS+vb=Pqo6pK(TXVi?LbS1`;-66 z0zmR*$#>=PtoAG<-2Hy4d2AP=VAQ-ZWvajw@!_@K8)uTt@K3)l!rmLJndq+Tkbc>V zDf89Twe6)Iza4(o#QT}-*@As)Qr$j99j|N4dP~~m{aD7^qmsf|N>EW3W;k+0YDJm} zw=Xjo>ZQVVFDf#2oz?im^tN^#KH+ z4||C>K|e3Zlun$w zlXZFD8b3@vHW`crGa;{A-N;1(MHA)6f$P-C9pu;=3bqVG{``)o-)Mzalal`dX`w;| z9VY(-R26plodM%Sjq4KuhHhhOAUo*zgqNi2W9?Nbayo3+&QZLKPWw9tpGc1QG$xtL z@aiINjg9Uem;GiGI!~AVF^Z$U)no7~4S04p+cq996Y}dy91d7kdKuaDE_uMa295KCq)NVF?gm}9zN_px8b_8-YH|z*ei3;< zMr6vrpe%cj#;fIlNxGDtLt}Zh&uYmw+<5rYzXvAqP-Op&I>#+WVcdIwJ;q6BSbh1`$Uzp7st@(;y|4b)4L~@t$qjqCFd=9SbbkID4i|*hq2IOny)BDr~e$(dABm087gE>u3B+ z6J{=R46ZZxx(5!uqGf34j$+4%-;cZREw>5RpNkH$OtQp)gY25c#JIZ{3T>598wfY_ zDV%ab=h|r&Vaef|gRx&DWaV-4+W0isX9QUpQK$47lp}rE09%il_n`jgz|NMu$&Qvi z_qK;!6fb9HG%C6Sc56F?w4_{f!PGYVZa=eKYnM6sgYY1;y}k$X7TWl~`o$*N>*s-| ze8+-ub6q_u3r8D1+$dx3pYLEoc?%cA-h9^g)#|lgB?OLLte7rpQt?6s;CaIs^9bOU z;J_V#$Fp+jZB2|4U?oI{s7ABc8_n0;khlK+15vUH$EbwuswKHVMFb!|u;0 z(dAhmZ$9y9W0rpPbk2Cxga*xrc0tCG%JNxC4^V9K6ok`-96|3_jw@!WJ}s}yKbg4n zwjX?+Dt`m<=dO6|jq>rI{H|eU?VB+hp;Zf;Bn<>quN^JQ3VXCyGXwpH z+9+4kI*EP14fBvqDQ?0-boC%!oqxK=TtXoA^R(S*<1EucI>mAeAi4J85c$$BlH}J@ zG@;z#kKChc!s9<6H`{1Jo4krOR@&_yQTyhSJMB&BF-Z$;EJ90&a2{4EikP32UwB9v zP|oI+0XDQ?bXx1NKI|f+j3Jxy%sLVb(kHi%OlGTJ-LCeiOj!C9PgNclk`wam9&C-} zHmZCe4sQONV)E$#32A9z^`_tNTy{9`ybthv^Mus>VPP|*l(J@{^5*fp82;Lf%~6en z)R_jx_j7HU;B^ByTO~UeBi_IF;jzf&o_7qTR4UgjdKb?MFE}FNSkXX{RZTd}9qF1L&Y!JNaPv#iPcPU`5!!gpb%pe!WS zj6zZe;5j)*MepR8iZyCpbFRp(iJ{7X|3PB3e{MwYp>0fT91vlMgOJ-eiqu_Ls~`Y2 z&!ewI^+n0!>qk9SlJE zRMRt>K;L5i-sPQ@vCaGY%a4U5e? z#s8GCS1UzJGw8+Rd2;HMv@KAJalN-;Wpbzf|NZK@jdc2~*i4oS&_N0|t=z6bN1sf{ zCt?I{7`b*TNle9zau-@CIWn&d8VU|*JA&8?v!hU$x9+O>Tm*N&$s>YCnLg_sV-5fe@e5^_l8Cl9p z=kIxdQV53El-Op?Qc_;fg~`ePY;Dh8BN>e6cPIamc$7X9H4$iogJBbHLf-TVrF0LD zE@U+Uh4Zv3F=&ua*$%i!Zw-xK*kDJ$fKZ&44ML9fdDeNq9e4|?)QjAS97~welDtn@ zG!-$YzQ?lQ^i&DDJZV6b{$fBS#jNsy=V52wpA$xDYFTYmTy|^+?h%@LA7}D=e2c?r zzVCiMMiDL-xZFJudQlxqI7w53U!P3ho$dB=u5@GRw`K;ivK+fr;+;Qx*EbR|Cc?P% z6B13=;vS7N_0OkQ&zjp)t z6%n&JrA>RR#z^@rQh7Ko4;@o%nHbfkLQ;m^W-Bu8e5iW#>8%h!7Zm64bUIvyRu`r9 zft$hX@mxo7D)U`m6)K8`BWc1CEN(a0XD3}w*8E&lSR)MO2F+Bp-#!*P94O*nzrqVe z0Ul?}7*FA4X!vSsg%ZxNmca*8OwQIfk3L0*YJCOpXXsq6N&xJ-v!w~ z!Gz!Wo_m&7k`cEKED8#WM5+)-&sy!M2vy6DC|x+!m_cKJrcdt_+IPL`9E_x+R5&GB$lP?(k&Gbf@*mQs5T{JWdLSRJ^ zh2ONSX~-Yu&S_~YGek53O<2)+mea{hB7zXn*V#a{-rDIOhw?8hp|f{-?;giVFw!ln zoL31TGI#%|YTaF#B`rEfMJ&Zq4y8OI>p_f&2hd~VOuu*?JFDZ%SaoUy!4k6I+i9*K zegi#WJjFt+(ngZ*%vbpN?PtLvTiyz;{E#`Fi4pOKCy)QFtM7tku&xmxU^j`i9?faL z`q+IMhxVkz2m~7La>Id2Qj(?u5KIv+&(hop@cFFzxx5LKt5pdO;q;WS2VdSA1}W5r z@o+f>%cAgHl#B88Ty6g<6Kfqd4slycuk!fip^WvEB;# zzB`J2lmeblY3QLd*!nxJx?}Bnyzs90PP%he?$pi~6dGF5XTrxHa&|VKZ)4FaS1b}b zT_AM&A>pO9d&X7e(LMBCl;OEKS#X=O#M*~Ij3Lyd%cqV zi76Nv$QEpfgSMpyumeVa;%~gN~I~oZM=~TI@4+Tw$k%spYQehncm2 zDhI0`n%j%~vmZE5nAaDyG>*J|@7g<)G?+8t8e3}{p-6Ei^FgsbEHf;p;T~+22|l`l zsxS!6d)F3EM+T~hQ@urzM<()WaW@A~|6P^;cYD{HW$xb>2$`?;gvjYi4JlZTcf8pQ zYWR3H;;Ppj!GZ6xwR^oFiqkY+>Egc}7`yP8;1T3VmmCOcR6! zyO?2JyF1XfT4@4T@m9cktJku>)DTIzXm%yi)5f z2kCgO>~@YXr(E=Br~CqPLc_)+#;7mM`pJNVk4}|zUTeA4hwxXLX@3Qhg+2v)EZ1(d zbT}-^31iue>`;n+o1T{CYZLr%!Bv%zLnNh?jW(@9LMFG$+!&Gc!*hU8o!LMX@B-OkR-jfqqsRrr1*?{1GN=5>KkO*~_3J{vav$FqMz0*(D*AuN< zw~M1l{$sX{S-ocfEyp%0y~~Iz1Zcvlgktg zx3gy!ZLZC5^^+|RkKMi6|Ao~B^rv08EHhkO_^+XS-y2iD;3>E(>4jK|#m-v6H}bR( z80yzEsx*TXA?o~6QQ`Ev7puA16h$~P9dPgWRm?mx2~Zr+UHOn&6|<>=hJ%WeF}D*U zy+cwDiA_Fx-3v=g>vbE`WpW3YqR1xi!X$HZ&`ic?wmS5zIm=m?8xMYDAE;t;(gq+_j zVkF+CfGUn_M{5D}!y)uyq*RmU_Vv-9^^_J^s_)ICguyZ+EUpaUT+#iBnQ_)8rS;J- zF{aGVroM*_Qw*2Bef{k*3Sh2CSQ_iae-B=6@wDg}B6%tQ`wRN-NKw`RBqYMbkAN4m zaUHK_K!SlH=_84moz{x;J<=jq1IKmY^6MgaypD<@jLqy!_#F_MaK(6TGjSAR}2u*?`h0uRan$Spq96g?N%^#yLQnHLmYp4Z@Va%{WPNkDO)PFb~qetMMnp za;*$?P0O(1*ZCQE<(oA6tu%Oike1=KT8A7)p*<)B%a?FL9$j0BM&Suq9^)e|sB^aM zj^~dL^<~(t9adE}JUroN{JzqWt@Y+UL>^U9N~K^G6qW?kjcg(5(B*7HgtS_X@krHs zN+G9N??qH0c({=D3J47};>^i|s9moG^#QYw%g^$*z<=)d#uN8=VcuFZewbrq&Z6_z zu3IY)eDoh*oDS1J5>8-aZk6Dn`hlJ__6 zZ8}+bTCxRX3&<9bEg)NFlo{kXxXeTDe%*A@*G1K+vG1;U6ele z9I-Qx#f;}4$OHhbqx|saaveg0$r#tw2Wm&0QBS0vGpKN?j#LA^yDbg}q*rtrSBBR)l3 zN5^>tdnX|*asYwDG~C-Qv*G3qJP07DZSilZQALeqd-gC?vmdrd;4?kzE%|>w7N|`EjWBW0R9zfqjR63WM}P> zSJm6%m<;M}i_0iaLbiZx0oekw1xmvL$;sDYvl>V)k&doSRP=70K}ZKbXjR!^UG5mi z&Nw@Ft1WnTWHu-gVTVuM=ZAgA%=qxvBs?|T-)*d#V$7au69vXKs6}e>!iw;I93x|3 zJu)!fT*UDmagg%WL?~6Te{S$qyQ&TUY_u}(jv8^)htq1*4AnD{)snh#lpGMDk*R59 zDh%*|PA~HJvisSw--xaI&3IvS!Cs%6$CcOXcF`*4mT5`m;s^rrs#}y}W;Q#2orU!9 zHhlHpAiVXXfnknzGFN7U)PmYIP>^}yCL0oy6?pTJyswJ@GMC~F7~S6s4QpoKF9o$L z-W$_jgU|oSz{gMf;fX;;d@{out9NVBqlJ6#WzpB97kn{e&3bg`@HQTQ?q{r7F&~?k zZzo}kRq`kf9X<|Y8#l$5A3gzC#kI%{UPU_vm553@=nSd2nk+m#j)1IsMLkl|2<+;Q z!1hCbqisWjloP5q7;*U;$v>E@D2Q`ZwrjliG%z9rX}VPDSV4Wt?`2v*5Epf92FzZm z!y7;7@z@Y=gcBr}W=Yf8k&-IpL#*^VGi*CG2q}gDbm-g{{~6H*HEY%^&Eb?uU!`mD zGMS>>scZq+08oBH!imb?4e@*+7jI+pGk2nZ2Yk>~HsBD^_pUli)z) z%>WPf%b%ICQ!`HzeWX&mO-1?OTWU_TSqN;-k-}Ve+?0h&{FhP3wt!Pl+GqScx z9ssq5*PPmv)vMP)P=zpt;YMNrA0qepPAcyI7Q2(IC(l*3fNTNT0=Iz$5)%^<6SEzA zcW+|Mn;DT&ZBV^NP1LJbkNIMk5EK-IN|h?z1~YYi3PPwhB!nE^{}%E5(v@^cGc70R za2F-~y4`l1xoD>TQ?_R+tM8ltj~^a@&wo#akPV2c?Hm}pxs9B!>()?V23aLZWs>u7 zp3g-Hrtm-=rQE>I!wM3om?%!Hz%wJg86H~r(ju5ST~$K0XvA?>4k^5T&OrncglV)z zTlnW}C+oS$t4nsHv_Wcy9kbV1Nw{Ibn|YAiyg1r}p=t&sr)ki;UG8}Z@8&Fq1rq1v zd4ATov;KEvj@*f>0a$mq3K~^8LYrp2Q~3Y3^i-a_XvdlzB*|geX5$MwEZXXah{~xX zb;$-rg|}324MFA-TC;{jB_-qUyu7?UY>~Q*H2(g z%si3@75}s4F!9^`g~(NX?Gb;h*s8-ff2QK;`~9VR*&Wli&?~+BhzSQy2O=;u5*>RC z!eh-_z~A4W@+R)PU)?d*vS`D#Z_=_Dq1>lz0oekw1!N19hy~7_JBO9a=izwVMudl4 zLsWL92U1|%e9hL43;uY#8C`eMMqA@K0XUNDu&;L1s(Uw<_T z@$pyi(#x+&yS}fz_A;tguSdd?iv&`I120#m@y{kJ8Q|^8<) znd3(-x$bH-p{AEJMdVgSR8gSch!?PR^C~RfwhaB-ra8Tket`LPFMXAPmQh*^>}baR zlM4KAxeq~>u(5l}!LxyQWo)}V8~c0iA81$aJXt-n?T}|hCl2~~q@sJTyRrE11ROkf zm0_y}7#Pkg9vwSIBQP*CWOvlqXK??6<8k8nas2+jDd^U%8||e)WW8FLIPq=Ci#TfR zi<{#MrF2ZtMSFP5KNA7cM}<$l4fu&nQY6ynzS$ zD$uos`#{~IjW!sVTXtX1qV2V=+hxY$jXLyht46Q(t^ursWE+-m*5O*JheRiyPPdA; zmm1Ybxj*jS{DFn&^9tGPM)WS4)WYJ;X6SWB4C__6XE5gtCKw*y{Ur^byCA%s^Zc8i zTglY%{O8H|`lXE?{*&?=Bur`TJV=UX&fkxep?K>tZ=52->XKbGQLExrYQ7a;zwYQ+ zGp^YO;_>mX=Ni5UzkK_ZF&N$BVy^d!azF^(+d>}3*oU9QwQJXy*Qu7gfu5eu+f=91 z!P`6gp8oiQH{fetjcyb#my7cj5Ck~i&P;~gvpy<^`lG7Ub-{~tJ#PIQ$uKMmr2G`@O_lCoxGk4M%4^OL$qw&G1uDybZy?W3K1b! zNtRQ*enjI!On%#b6MFU@L?%ri3DAi?Tqz>QFK6l4xf?FTTd`};5$N@Lda`X~ZFL?n z=WOdvdM?6;+cx$@1>bZWIj4qy)gIUyn*p^wnIYQFUF!_J4Kvq<;^*HMBC65tD@EY0 z`@*$5-Ce!P?Z_68EpXddz+$mTyP-KJBog37o>tCWq@3@|&-1sy`Sa&-_|PGoJrjqt zltg%tJi=@;BSWW$_!;!^@gmK;kzO4O!otE4Q9BCt>qklp7!f`sa=?V`ladl~%VoBibMnF@X|B);hm3u!|&6kqFeXgh-7m5?Navd z-;c(PGZzxRzP{+#sR!1k?#Jl9MzZ#~CtPpZVhh$()(dLk@wbblpTDHWKu z*aUxXE5*MZy>=%qSST`XWDc2kc`((I$ABnI^A?BV&eZ>qt??s~;SFT)=2w2=1B7V<(PhdxQ6C61li@2+&vGdqI zM29D#ZXWEfMX}NCd`{gO3e>F;k42l8z{@up3Cbpzzj1>UBJ5Gf$4zKwR<0D1YmIR` z+p9Qplfy5IW4$}*Tsi#m4!YR+Ox4c(nqx-~WAVZn@be2mh0yA_eC0ZpE%_Vw-+w z#m*l#VSiDCw@mD)3#xOmpgDa>jSO=jb-cKEBhWAzGvMoKLV&lP=UXMp`YdTJSqE(0v<$ws zU1--J$!$ZLvdD}Yp?36aTgb|$h&`^3u}EYE{o8906sV%cod~N`(fg)hzLyrB9tB^g z%M^lMx>?VANQp3#ne0F9i_;fU(5R-+m+}Tx2rzRw?=>GY`gd{!kIoEvCq;*24p}k& zzU)vpXU-FKCeJm}TWUv}=%RTEZ|-O6A|tPbjVy@HU_dw#BG@JAgI%9gW8fKU% zGhkLxPf*SO3VO?w^wO%4oS{aYx(yHzSP{V?RrtRG>eQ(tJ#I8!0#6PfK8%g)7vb#D zt*BKg9u)&^1TH1>IWB?WmsykN2*8(Y4?y#_199T$9_hDkNGC`6iJXJGN-yuyJ(2iq z($t)X<>&cWKn8XB7)CzqXaO12Iojh+do}s{Pf3`d#`f)7(XZus$xD%(Ze>EfCjz`O z5Kz58COkj!hFRWu?Gf~8as&c~%-!IJ7vK6HDp#(2<9%nIh}^Gr>()W1%RokY3X+o& zFk<9Gs1Q=onbU8nI_=uEL0G5<`nCny-@+8yXD*qs?m#tq?xsne!&~Vh{O^~Kus1di z{qKGNYgf)e^N5pZRLh1vN31w~#S@X$8PZtWeT(;LODw2eRl$(Sk`3b$i{gntr=n7b z7cR%^G2kwLbZ=F(dFTw8#3?y92=*Q^k|EHB|BiMJ4CTBhj*vNX`EEsr~>wqxl7_y!(+hRt#&V*q-odc)S*ndS$=PZ zplS0CFea=naARWSb~82ata#{dPb}J^#o*E3(fi&&GSdUYd*hV{bVb@AGI9gzr+{QU3v@4k8;yBOwNv0^AHhK8YH@+ti{bNm9*(1*fO&oViU&I-<7QE?XLf+ zsj1kwVI7Vi-HnT62aF)7DVj-iZ#*`f= z&uekUpvCp;*RgcTKUlqD9)@?*Q+FzJ;n=NN3TDsv1`}TR&?WmVTrdxtmVY6M^okIT z1b(?MTUG(19(>rPcFJ4j3l}b6&Yam4RrW@wPTlbF2QM>Z$`>L2McV-{PxBMuS(VRR z#224`goht_64k0zD^J7AcPw9i`W7O5H(+pEGZxJK6h}@bqh3Yf0aBxRq>2x*;3ygp z%B$1wXB){hs6rb)O0t}xcVzlf13I_#V!oCL5AXl^?hj0(-%zT z8q{@)x{AeH5+x7T$cLUo^X4rve{L|g?E4iRnvnJArgA;Sip{YmOnfpE*!F2{!tcL) zfDgZzF4Y`9;t|rxe@zX-fQ!r%Q9)LIBd$&M9Cp!7hvv1rq zs`C9(Q0WgCI0)e5)Txu0HS=d|IdUA8{I1a(Ze=)c$$rMmw{`L#UE3%Ne2(v+2iSxv zH3lR0_?ax|%V z6;(r3s8LzPT!naw9c!czz^q9fzhJ|`Bi9kLc_I9<6<4pNpijH(u&y9#9bLY34*U2+ z@8=&R{8a2;jV*`6@bc@QWOZ9A z{{?%RU_uiK_r)n&wrs|VvL1- z5&CdyI@a&fIy90Y{&ZD zCWMj@v0{+>7G@%}ttUT2%_Cg{R5>RScgoCh6+EUTn{8a6Tky;XFA{)c_tm7H8qsys z_;aNhWPC@hFx()hIB>#*{T^A`4*BN6g;MzTM@#~$1fyZ1+-|~IR z*aal)X~~q>tUN{GP>Tpn!ml%9(53r8)T`eRpML!(?rNHQ@h#?<%*joj6DP*5;Bb?%8yT?fISh`_Q9mynp0&d;h< z%13qfGv%)Fl=pTjRZu}=kH^*YP#igHV;E~vu8{Eam#qk>+7r=@o0s?Ll#B6Yf76$X z;mCuKEg)N4?Z=&+V~9{Z0Oc^;|U_2~po9_ZSwH_1Q3q@?Kj_3Ps=eK_W< zPvkDI7k7(GKBiuT(g>oGEgM(i%!$1W`Md(9N&%H75JABe_^8Aj!8dR{;TpVsd~blg zvu93Y{`}c^=Ghksc$HF;{+iV*G3kqsQKx<*q^73f#IXZdzp5f4!mHthu{F@RW*QgM z?)3oWzB;9Mgjf|KRHk0t2zYn}ARwUV^zfxM>aQn#gfPt-vIIIVQfqUe{@Pd|?vx2r z7U(c`a474Ddo}+eazBLUsi5-3bUp6rra?W5d>6GGCAipgIsz+V;xV|R4z;Q|f{K$D z%$T#+ zeEpsD9hkF?JMFm$3+>snm-N`WWfPVxosP8R%V=3Q0Zr-_{j+~N+OZxLrZ|0}D85rIt00TRT5JT}GqaI6t=8#<{;XrDJ5?@UH0e}593(ccz;^e6_cx&R9 z`0T4`ICJI<1oNN|L6kd7Qc@CPVz%Shp!iIQyqvB} z;~3AvV$_#@~Pco!W1krO;5b*^KR5*I?(SnRtAVg+EHC zP&Y(}SMCpBa=!^y>q+=}yT`UU?IFk!1Vy}HBNQ~!rCl^+Mr>3s7*{A%ZZr|FYRmu6 z%h*Sr!W;kHNWhkNqJ9)v`#yh8ixoS}Shzj|_jJ)nWC%G^f`oS8kMs1nl3>DnPv!54 z_;6|lnJK-f{Z{mAzyE|CYdDrR(WhWF_>wHd%xkU0fQ~{uTY-fe8A5m-m_YBGciwo; z;kFQ@AmXujV+H}B7d6t9_t2y!VtJ#jjKG$us_idI+mi zJ1;ra{b0(EpGkws(PK`&Pt>fcMhLy4z7)p(`cFL~s(Rqnu^wa?HR9lL$NEK`e`%f9 zp|KeUPA-##nC1HOYGo1a;^ z0KVEZ`1|={%O&x@=wM#HFR95}ES zty;A!_5=lp3ku5g9?hTq8@6p)fSRERs1ag8i)Jd0FXs-b)n_mc#;zl&h66`Vm2}=#ixt77c~42VGnd82u+?nvAZVclYi3E7EA*a()o6k#Grlj$ZrsxL z`t|G4q)8KcP*WKiRrvMj-Nr_(B^9PFG@?&OYKgVXG^WXH$HZSU=;5+Zt1a*REWcJGvH*uME z@cuh5Ak1qI+BR~`u_&uS{k=hn?QtsT^j3+E`|pJ-rF^^f>(}A@*;5!Z_AzYQw2@vf zE4p;)Dh*RGWp3QC9&f+%u0;R8ZtV&jiQA3%Yw^@RQsa93S%y*iVE@4rXdi9Cpu1cT z70b&WKmV;j!w3VzvGQLK<#nDb$95kw;^vrl;In)V%VT4g5Exz;CSgK13mjD0!}ZAmRnJ!qS~!q>8sZ*^wyEK zg=V&JGwSz$OnBqb%xjjKVS@-o%qjw`zco1xUp$|`cQ&hTdHgTrDeS@bqa`=Yp8L-z zgoo-e{{FxMhq`_@cZWho;;E;`OZCL}??a=9qjlSkc>3vQ3p}@|Z|>T)3oTo=Eb8gf zc_OD-uh*eRk6s0~vwZn-%>3;mf`}i`uwhhzb=~pi&X^sTHDfX=`CdSi+8OlX=l}V3 zM}OtDjYXR^Xx8OrtXujuM)wk=OZ3-qDPke0i%(*>`Nh_F{q0HRb@=6KTryEgxw;(X zcQ7(hO8LDu#Tl7iugAE@?nBpx$GFSS6;(MYzFuZj3o%Nf%vGvXLEM2@{PgpWm@$0@ z^KR%>3$BP+v;O3+=QV=5F4Cxl*X6gV-@{_Oj-9*q;?Lo;0kc*csUK#-wgVP2i8>|{U1UzvUXseJ+-Ano zEhhZ4(SS?WHS}g`(X1XN4@l%Nppyq$L@JpNqogN6B@wV>UAl-W3RDR)phW`>>GDNg zPlgWaC~)k_klL(TMf*Q>p$<#7Sa9m1Nm_8H(kpoRni(euTuu;lE?<8F4-s&e_cG+3 zVGOmUmrfgl`r*zSMTAT#Va5CncIMk@Fz#M&$g-u>5+1tEJgHTw_C}o zXh)}J1&_0!@rZD%o^3raZ>=3mHf3NFiC(rHpmYku9OF(}p{F*ZuQ!RB)EaJVs7YX= zr}s?bvS4+7V-Vi>Kzi)_2;L5#HnP7=_ES;+=1@6top&6xp#$fubiCyGHD9idR|+y= z@4iErI&C3deDz&25VpeH<)=_NfT3{t+)EW1=y3elVXR)ahd{22w9$6Y(EAuNt3=hR z++lK4IeGFVSvqIni%;GJ(sm&Bz*)3x-JwXW|1|k4?Ah=wj7dANYTbS`YthbukSk}S zM~@sq;)NBAbnrr}*6nk?RU*%;R;`9!eFwuMAQCG#UE$~4CK0QE-!bAoyi>}SIDhKi z)`d#95g9r&J?6mMKbvqZMZ+i*EzG)eFxe}kb{+lz%B4UHxc2K(U{ms&vIS%d+$t6j zJFGLNPsP5Nr5JbjwHrI);agJ8&%nQ$46E0Z*RKmc{a4kKpy>&Uonrs!`Q zEckmaHg8ynzwGQp3lCz>tic9{(<~7pzU^?w;d~y%n?9au)Q?bMU}s3- zU)c-F!U2d_U^ZkfSk4kv#~T}WbEmqkqqk0YMx0rY&Rdm%&HK#gOM&UG+%!LTRe|+; z81l&mEZk8Qp`F)L6eNhzp?8n=P^did!3Uq9Maxz>hf%JcrzW07^CGN6+cnXm9dnOj zsm~VZn`vhOM&5eN3-A1_L!b5@^msd7C*cY7_qCJW+_lyJhCO!XELrjRVCU~IcNkft zCSxsy$3g;Z#^% zeEivK)FbqkauNTS@+qeNI*F+c{mXi|<-ULCzp=~xROA857LYCAtOX7pJcuo;f5Z4; znfW5lo>x}&!a}kaP2HqO91}y`fCI-iBH{3Q+}A;ygM36uFBKUzP1%4>jC=nH1@7AdH!LZGL_IOpfB!1&=x3jJCL>QwwOQ{}okT54Jodx{gjNb;K4c@u&dSlNxH!7M42KxLmwjKkI=rTlx$mWS9{0x2 z^Yz$$NQM3#6*rg#h0u6)rW|!^>3n}HW30HAXeYT!>Hkc7YHb8da0=83hPq{2j5vN# zOI^Y$ypPhQ99dWGnX|qC$nK=1&$>1ecTmzqcx=6La$UMk6(_%0}sE0rY)TJ+O=-e2AfuKM-cH6 z>CN-Qby&0MBb+|I8)F}T)nTlsPaQ$eXbmxCpIq$~*rPUvK{2N#SxM3zAvciydCJ+A5Sm`TRfkdi zZKxSWLK%`Cl~(chu^~Ruy`WBKpjV2zbX{8cqH;*ybIzJyNRSd&6U}_-{H9LUx#j7< z2obJR;Sgrdn2wPTjKV{YOu)HwgXuNef@;Abm_VSBRonsSg#PD-^{cRY#XN-iC8Kez zbo3r6J|FpeMn!&Q-LN#o?A+}Vs1xK^m8vzNmu@LRUFPShdkeA>pIwS)#~(m=csM-0 ze4x)rfxq?=<#yEkzT;-wB|fLTPFa=4jhjF`#2S6~j@8(-d>5M5OhEJc*&fug8k;-& zjXCUvasTa&x^?SH?9%}OjybAtzVZkj>XX8V5)I~VUeD_?uuQLuJLg^!ZK>;K#{d;Lx7s=sZ*`z6xHnxY~Akt-oq(21DlDD~Z6=K8Y32 z)j4};Z1iT3DUu`)rCILoWJmoPN}M?7K_UnR!JL(Z6JkLsO7^0(ez+ZnNS*(m5n8f3 z=D*0wJTLoiri|+j8}} z$dA1oU-(%Ej+>a1XF!JDjx?PTW@{#MrJb8Sc76vM%~r~A*pQlLrU1Q~jI|!LLE+zx zp@AZ&)KS~6@X?gN8dt7caV()3UK>B^#^7qyr~&bCciFpZ6TbQKZM1Hn!^6EP6~R14 z!4m9D*?!m$-~RN7GgTexJTT@z`1IWvg1VF&$0Ngmu#mGP;5j3)oqF)+p=xyIcXERo zY1p=9J%$b&d82+=JrNu2;vtw>zxezk>^!uLatMXrn`Jd#XZjT+D0>f^aXvW|E!uaN z0G&ARWjjozw96bxMTR^rz$y(s^&pw2gVHLeZ zCj57j5d-h?L(ew1|JT5=^Gft+?cNRm0BE7)=7vS3ei^~~be7o;HB#2~pr z!|6*3dMON)pzwFOv(O3}>^*V7|qn;T3eI>!0Um z;O?$|2vb?O5o3p^hf*R}5#D^QR>=@VwRB8~pR1fnGW~b50X}w|D8M#lVG~#T+_;zI z9Ofo??cHx&J=NvuP5Tg2gGKQYoEWpM@(qjVF>j~U5~a14i1LKy9Tu+W9fYr zo0*wKu$lVj(VWob`~L60$_1#)8mp3t%N0YzuzI;CWo#_aD#b>nN4d*~&l+!D|HY=t zzT*@dkFSQd9S1RlzYS{EteIC;=~zTW1iqO(M+*6^Sg|7f{QUB*E5DIxf&9OzWedp` zkS%cASm4T)E7TZz1NA}=p+$54s5SS-*t zYd^BLl5tLxt+8IX>p&&HIet%S`(7l(5Q|?|iy$$HIaL03TK65Z;LqhcR1EgS@pD$@ zaAYrjoSCCw;j~{cIa9UF>WH0RUGgE+Y*l*qdhIX@m#?#;Uneg#s$FouP3ltA{~ZM59F~j&e29mJryB&NvVYcN)Hbe zJwr<7uDXXLDQiC7Ui9)=T>lQpI=`&{&)wjMR(CyuC;JaAm7&a>{xiBaOJ`rMEj`KW zg>`$q@!^-*p2WNctkdZn2wZa3>D6yIHZ4Ac!JP~DtO|0iDizESES$A#*Us5YsXtFi zNx_dlPR2j~EJmF=wej}*KO!L^0cixtKm9owof^eUOvt4^Fef_{x^o9km=SxrBD7v1 z=-h1x9_@3tlV?+yoOy=gAs6Q?;Myn4xi;lmvIS%dlp_ml*}NXB7JiNXt>U>W>9|mT z{2p&ok$dAuvN$eSr^CHHNaY;mTqsOAnqq-N*}O-OhPAz=ki!BiI{D_2(qlks zmAYe0CDF#pWpmN8P9mEwy?cD%T|U@#m{JhiL#Q{GilJSs`BKJLqBKTS9UpAiDf0cw zM+qXmeM*{z4;w*|5<3nM%LuQ;wtbsA(KW0u@tx_4T zAXquLXEmNGKx;9tfozVoV$%VCy#Micxd>W}Mk562*Z$ZT?A^TyTD28#fA9-EI=MIS z>ep|8S<}RIaxO$X*w-L=h{_7oiCns$DdThSU>y4O?Tgv7XWs}ttW&3sWU8LMdSTw| z|It2wp@L76lrxy6?UOY4|mwA{x{p9|LmaW&Z+9lH#`yHAeH7jT!>xbB30WKee} zTxEHVcdP|AtXqWGjo;$FE@G!W?*+PGniJt(Lg07GLIaj;Hepx~4@4E>Rk&4*y7#!9 zdTs6-?ZORKYGdVXOJ{l!@&sy?8i}bk>hKl49cTJ-w$2yRGw}Yn?1j)~kz=1kQxsgszPh||Y5p<|EI19W1d@rhQlx{)ZQ@l`U3dfhJ<+dw8ciGWGK;)d5z_%1p29|m#8CytQ9pXdr&jagK{E8+thH^yq^Ce8G-&D z%!sq&ou4vDeJ}FkC<&qw+KnV3qTGZ4o+7;N!2x!+2(#Zjc7?(Y9Z80s{X7|!Dh9*L z+ZT<(6RFkb$h>>=d1dul2&OOG8iHo+?#1Jyd!bS#QnHp(`HNn(+<^y^ufB-3vq_h1GTDH5D}V+;hi$|3MY&kf#0Stai}j|oH}(95tYU7 zpmRl|GBDRpNOa^b0!Rw)ksw)7h#Sw1W#-Ho`0KA(^nh#8y?ZzO`s>sJTOWGgLs+|} z8reg)V#}I?XcBRS8;)i3{c+){726ImJT#+%# zwm`YD!1?p%v2gYecyxesKV(Ae^o3F0ICF_%cq`0Uw$+TmUCMSR-W|qFP9tktb@wbl zf0$#0QX7JZDq?X`^dj+`C1c%Z9yXBqSLbYOKb@aRJOf zD{4#bJ+Ed}PYQqg(3@;wKAd|O*3OQ!QU!|9s}%Hb2Vmnqepj}5h@$99d^c|z8dOh4 z$Hw%^GHQe;@PO9&{Mu|E7Kq!{hd{R*?;N0C^l$PalWDCd^C{qhuzD!EypuBe)3mRBNm>RE+RYNew z&0J0a?@&8>wN;`T#lUa1vSqIx0Sw14&X1c2O%yy$yFemS{EkN_jqjM}w z`)EnQuE0N=Z6rdlP*x&u=E>5S%c6C9yf}s=BQCJDn#hB3@u~&!Nj8Q=Qg4rJuZa|= zPuDAvkZ8i-?tbXhw0L0W>H9q~X+|2wu(i~sESv8p0Zaseg_SItJzE*EX7^91QvU&b z^2Jo_i`|16bEl%R|5dbaWT0oWY{r;%j|ifX&fN!Bz=7YEdSd1r zM?fdWaO&hS^o@4>9E#)l74ds_ZPN)PB_%<~B8VawC_k9^I^K9FYok<;*{i>UTH}Yl z{qN4NDVL5_-q!e|i@}8aZN0rC9nMON1dAIvX_@Eo8&AaTCas3rZ0JsX~O5LUrX##c{-2?|Y*5@| zVr(MUPi(q;I%66)T!xnVXECxt1AP4X&k`s)a9}^0G-)bLD+@3Qup~BKvVh*??>@t| zOUJQn$t-ES>VLxsR;^l#iI3<1-8+4S2i|%wH;d=xi>J}J4t?}4<~z2mmxgs~mg1g! zGd*!4)Y9MI7gj5^KL5ps_w`U?>WUfY+PxP%J#&AKi+lZwa(=UB?NG07ErR8QqMTmf zIa~HwaXv8=0Tm=*RFkm_2oB9*8-*c?NYjPlY5gbaK~CeFlJ?>Uw6y=+c)t< z`z9dOy&h8+S(%J&lfYe0ac{SDR055(y$9^tW|bgh_}OJNJZ;t zPdqZjF;wZuSv!VM$IIEm^$K_M9c#C2=z%E<$ly?lgdI6YAVU2T2~5Y{T{vrD#UK^_ zJ4%ITK1-&@HXvULZ2Y^L;bjPc;T=1+W95ov6dGPfu-7l=5K8s=rHkhg z;wM=5O4sAH>#%})a|KVeFrtx8&9u~j)8OkF$rwA>-zg#Zf_rrB-P+YCuzmfe8~EQQ zCeKYnb$T?KHK5)YfvdlthT(=@dE6t89+Ek0(g?_a3s+6_SW>q!h2A`R^-^^tG~s0u zU{1Jigv3BlfENDV8s1ynRHl{b_cIo)?vx#{9t&f~(!fkb|q^}fW-m_=^h%+blqQ`*8QMGC{eEQ+b2nh*B{m90M zjB17Y_3LBen-kE#Z6Yjmj>T->K@ZsQ8{>H9g}1P9=|l|bM4_{r%7(oPwCXgPIb01K z-Z^yW5I%f&JYE}}`y7XgdAw-fScMs@XQFNUE+i?bD&@~bMYqJ^GmFS%n;C~J0CW7c zRGc|;ihVcCqm|M>B!F{T!U0rbZl}9SO1d5MHie=`|A#QRWjhFo0lAbv3&^0Z{9O}y zM6v~nZ2^nLk_$)_x6xkhywIy1Fn^5!A5Askt`-_}YgJAXYzmlM<9Z%weZd@<(0ggz{MwX;cCzeadQ#i?aU<;E+^RN*&t{l)%sz2^#*ha zL626B;f+GDSklCV7Xx}dQ>K-z>D6kkRUa} zD|->JnF!oKpr%3~SuOpU>nh`(VUM6%^>8elKMiXa?m)W+$q?U9?kva8TQPgBFP?kp12k^jL?YY} z?Z5fzQ%Fm`fEQnX!Y$ox-?j~N{`?uQyzwFR)2bBM=F}fQCOhRi^lD`yptE7=)~_)C z95(>G&5S0w%xH*nh}*OjF{?fC^gU(*d^4BfSB?4c3HzVti{J)%9Kn8W? z^uox)k}Xgi3y7Uj5k6QF<(}@I|7Y(yz?!_e@Ea2L62-mu-h1!8sz*Bm$L7%F&zPHX9G-zjC2_C2YqSiIMY6>xy>b2W+= z`sd#}PE_iGL%E`3Bo)c0AYy17UBI8<@`)d?>X8dNcN>7N-3Q^ozO7hy^a3gueu?rW zo;e}ZkK8R_uBi*m%;H^BNWvr}c8HuE=xgoGehu3V|knR7r`f!3}5748aO^llP^ zZzm1LjGs0jXHLWQ9zAjZVSz_5riX4pO@^-IitCDa$t~X1i8LOxdQ~hbdZ9){v=-|Q zdtl7?56R88n+i@7(;@cqmcXwzXJmhD_cciU(xMK<_xlmdIt#ly?X3$<$1(lwv%ukdE@ zfBpflx%EQ+EY$$<${*9Oog<|cJRRaHZ z2?$G_48|uKmKfj1Jsc(1skKxRN*0#ky{2g^OqOUfqjd-<_DUthhdu2+4u9VrvsaQ! ztd-25qUz+RAkv;4UWF+nOM$THxjM@Tp-$_9tE0j0<@QiB9>^Kv zee!beWLu-8(v$YJw{$;z0^%{OhvCJ6jJ72dni->AvHe6GzW+T&nh2h{ZiiFXHFWdT zFmA}QpLAh;-g`P$ij$l8OE}~Tv0x!*e5!(fb|^;I%%_3oPnhL~;110Yil+yy$B$Ln zLaED_+ZItu{Ry<8p@;yVKw!U^-ZphKXi+m9=WZ^ zg`C7!h-2FYgf#}m;H1KoqpF0#X0Xf8HZf%@i??~5(?&0 zV$$}-XxOX=`VSl?xjza8uT%G7IO_E)TGrBH!(n?&{N^XdxamLN;u{$7{0VB6OQFW8*3W6HFp`y79`}b@j-GP?$BwAXkWARBZC(@8a;q0mX=_+-CApOFH^SE{G z1ibHFLgixN7~9)ESxl%BKF_b>lac+fW6w!Eefm_QPB7fFq@w~DZNk_g_^N*lWubpR zu0QID312Ux%VeI!0^%Lrpg}{-o&7!hUK~Ty8iwQV{e$A6cBq7E)vG6#wQgiz30U?E zkbTE#?U_{q|0xNGfNr6HWOd4uQ_vvTlfx>OiaYtcS7hr}Ntm#8Z*GeX`(xjU zQn#Ng$!eJsMtzX>Bxl9$DDrG&>^kQ6h{B^s53`+8_ag9xqnY~keELxt9L9B}%2EM2344vie77(8QT%{eY&K@Xje#HYPoxo}~_ zg$wep(G@f)$?@5|aD;@~FkaQP=PRjf#p zIyI>t4X?ZFu=S`0c8+fNX!xh7RJjIYv!3A9%O}`=at*pSO|nL%)jNUu_%P5Db0-;B z=+Y{m*0~oiUSQ+8WpraahvwD7XeHJ6cn}Itqe_w3xA$+xLaGoMxQ}S0w8WB&^NX>k z(6_a)^6I}w(`v7Od$Hi8vkc4WA{b5N;Z^wR^D~(B^BSpWm#!aR!m+<;rGAKtwR+Lb zGy!-edA;9$^)Xsjykk++<_4A3*m`msX$~60@4Uy9-(BKR1Ui#N*UWXOt*a8r{0KLRh#8$Bv&$KD1QZ zmoHzy+CQe^>w(cC6jd+nJ8y^1A573w=#ppnV&eDMzPSJ{++pls#nj)1<2Q2PlZg|P z7qM<we5)kN@c8aXE)Fp4Ra}#?ss3ynM-y@PA&KBEO?#9w} z&`z?ZrPU!W?2>Rh8uQkxkb~e1E)J$o)Y7U~cdmL_ImYy~$GxX=#zsY86_qD@UL!YJ zkZwLSyppXeo7vwjhc&dSstGWV`lFq)?pL8QG-JGEMpB9VaRfrRo{^$iRz|p-*($PD zz9~C@^#Q0DXU*sJCEa~j{T)vr4h?eW;&WHoj;?!lTu^bv1jap{y{^X6?Qx9lO#fP^ z?6;x)Jh>dXKx899^6M*f3Au|Gbj6(2(OAAy#PGbEB;3892WiOVC%|w1*(6BV--L;n zE%Q^Y3bvT_i9H6ji^8+3b1;3%2qHknqFaytXw~g&Y&@FaVw+aYLZMr+*9G6tSe8~c zv(JTxhhy22d6+R}Fp4_t$B+)uZxy=KRo#E)gepX|jEN??C*8D#`+97w8UtIuA|+1d zp98U&R=w~eEdJ%k#Ku4UY%1X17Jd2;OFX9A5Gb0$<=WCTJi(;qC|~F$ylo|E{zPc%9<(57VZ4@X{35wjkaMv%l z-sx-iV^O7cH!03f?}T+H+e#qwPg}MfnzdtA3H)~@@aW-f{cNAp_gzv_0yS|Yf-*su1gOpU zevW8dRg1-&mDou)&CDiG;_18$F|HI3?hN#7ZI8!(v2^1yo-ecgNM1glCl^Kr5mjVKgQ&Bo4Z{gk1bytDa<2gR#K9&f%PiOP{5Of(Jl#Y&-LmzMXw>VsjxW{942*z zf=6`MDLGajDul_?*1*}tHFc&89(nmP0HcO=hilAMjC_xj5yg!^KhbnUjE-}X;=hzJ zQ8;tU4!`d3z&@`+5UzWcN|j5~D)!_k=~7NfRTeE;4CBA}&S3RoA*W=~w1J=u7EI&d z(?Bf_->w3mh*s#)cRb0>KS8?>e!$L?N#B-`(6~fk8eLUaE}zGl{d3WyX#`3p19#D# z*Zl_Z8T+J<6FN4ugvlGmfWF-~n|IdQJ*xz)5=dVHg7fG0jZ3Ib z`0tdi9qE_OTn?eAj3@m4%oWk-(bAD_V3t>m%<17R#;dux*b=GC_@qQvUvMZ;gCxeK z3MZ|+>dsmESH$2orwd*4T6D|d4^L$5=Z;^ zsZb<;=EmQ%g$jQxpN?vawoAm!nH@)F%X@lyA}Ur+wYJBryLfxZ3a3ZLLVQai_1)DzF4x0|f(3%yC_nJ8np)zBi`$7!E35ztYvzckK~Bmzz4X{W4wb6Zma_HkI|vOMw~(j_ zCVV=Gv2jTXPkQwvKQ9&q1vjD-c@3S(0~oE;;Mzlbf=-db!a4o-Q@(up5U0&e$_#&t zSnHH3qH*4G#Wz3x%=VLFjeUKe5usI3(x_Yob;`$%a+W+unx&bXLwuC?|6B; zLhI2AzfSoqG1Fh0Rua_Y0V-6ghoZ$wO4Jwu0sc6!cN<)^UTEJy-218Jy!og-zL-4Q ztatG8Ki6UOs4uYo&=T}(Lz4J-Io#dc68mD^$o>+@*jqmPkIULas|5bD60l()Oquev z;d}R}MLuZe3R1w4&;Hbf=$J}uI~s**?=KIpVUJTt9s`uB~lp2yGQ;O%FF$1hxA@06E{ zVh#APj%DRt`VvZwo7r(s+8-t@A_H&Af0c4-ifZ@&BxJ$jEMg+o3m zZdeeJYixwl6DZ#fukD?3>`oD^(ya83;<^sZ<+R?`sh2+!CWcPEzRh?B0R9 z7nh+$=k3!$ReMm>+L5s2AkK{Fssg2<+S{o~3J)R9EU{&g};YG1_$tr=&Nlheji#;-r?isH&B*C0d_MTG=;LKC{PW zaf1Ev2hJvaP(@qejLmnjHEj9FY+p<%U%P@0xzy}2by)>~(0AL}+bC>WQpMbJoP7Uwb>k*ITxYyS`c+IHyXb(3v_80#@RSfsO>_ zh-JKJ0s^a0xJ*q=YC2&3zDQ_k4X9DhxJ9fApXaF~-AO)fLyJ{H?U%W@Ah@wQHa4|2 z^YRHxkch4Or;~8;6;@LLCS!@zroJ5)WpYn^5dDi{xZc~xJ&*EBPoWi;rD%2@Ck6jL(>Z3|%Tg4KBT^Z^&N zmgD7XJ2Y*Opxo-}64U{N!O`s+{S~o#&%!HX@`MR`c@FK{h@ow5C2%6)attJQvs9pG zOVAo_gEQAuIB>xR>-L9Br1lDza#*nFQ@y&<+F87K5#4@WsMPhx*Ix`o|K@bx-rh=hM!#(NzD~>4@>{!r(cWly`R>p(7&St^5-(1C*>Ih z=K$r3S*{N$>o;Y;Xnq^a`qT}FFRJnR{4jzJ$kC&PBMRg-ZN+=`swfhtE70rxj46b# z=tfpJZ~A3}$DUg&5B6-P)|yu^E!yk-H^6&j{PuuM7=OE*TZyJ~m`xFRXvG+M*H4PFqv@q z3h@HAV2X@-QH2^iG2u2@7+V(x}#2nq^9<*N0u+3PQqD-=qC^|PcjNN`0J zEsOcJ#=bNu3IYtq)4dFdCjgOLibc&`fDdP~bn(Ikl+61k1=?(~3~x6*X$^g^xg-C; z1r9lu?QzFnE7qjWXynL+^XG8t)JbgK{Fjs?B1(;Q2efF^yek#F0VtR=3fndn!<_jm z8Eb9X_nVO}Sr2DI0+xM>GSLxhQL6;360n>E1RqhPQVxNP_O4tV&FOuy0t&ixDM&y| z_bDm{C$4C)?<~oht0~BrlX@~^PTh0YD5VLuhy^k=y?mpAR->l7&_Aox>H6Ecu7b*v zJNc|s1XEGb;t7e9tgaF6s)#5J7Hm{f0klJf5*d@4K@)!C*Q7ZlER{-$N_v0pqI zRUtse@YHT~PXgi~xVyynzd&vxe!lk_Th>j)gS$P^xLF6rwy9C1NKxHT-^p*~>P_(I z%4xbqTE4jj8&v4g+#bdATefbmd%)>y!m?&rMP$nG90XAbBlUq3W715!SLUsc!H3;k z%zl^T_f!zg(ejqGut*KjHkEuXWSsQcASy;<&?5gVFb*3IlE1IC0#_cW=?WT)&P^>m z)8}RPbk{=gJ7#sNS5bzIC-ibfzsLiSY_BCS4rarAwD2NdK^~ zFfP_5UH7mE4bI+@mQ86a?iiBgY zSOO9$_Nu?5aP*QA?HV|uK^5~~PYX82p?gb`BGck!PC9!nh9BMRB`3iV)~K2t{|G=q z#rN_(IfU}rrHTI7;;Fg+x;Yk8K1!`%nIi+gmvQiLH!ky|m(@6ZRf+25Z19bdwyxY! zkvmGmzUV6=JzFSo{UL+!hp)kei9ayd-|n4q*%c{L3>OXycVzP>N$JV&_Z_hW*Rkcj zlU`2q&Yxpk+8t6BSX!YIy%5%hAzj_D=|BXPMiu(Bb4pW@KX6V-w^|2+4e8%^ri@4c z(+J9r2LuBWuDO;6+iuduUwh-}8vuQKuT--C3FltR}?&>8o*c-4q}q zrj232hFElJVn@Po^FQRi0d%XWN3&)&O%~u0wKAz^w*u&5)gHq1=aAw15vg5ibq&v>`~`5wx3u0FvJMx^uV!4946BwC zhMR7l+js1hklb|Tv+}oe>Cy;~5iWX`Q|k7diiL1}YGPqNy2F>^5%@}rVO>qT?=vDd zCkGjZzURh?rb@bhIyd1WN>%*{r>OTeul=#hO3WFnucVvPW~Ea0q#cO0s8T25i&QG2 zBPKJt9XuCBiydQQX^Y^xZJ&62HN-S9 zC1c~xMNpAwm1)Y5KvERI8yQL09_MCkWzUQhO}C7o3aD5#8Ulqgt@JcdjeEYp1AkZK z$zKX{ejY1jFIcc3m6?io9ekJX0ivG+hvNvp~<&k0w~)hm}mtyYmb zLMth>Lp~gn%H=aTNGDAASE*Pm zP93H4SgpDVxl?C3cjh<_?wEza?UNKbk;~mF2CrTPr7mDSlItNuj`WPIZKu4L7xtpj$Sil<^1MAI9|O8CWl-)vsM#&a^-#;g2Ut((mCz>(uAt?vg|*n zkx0XbcCp+4>{e?NPXBdDL&x9z*NaPgF#7^?fmU z4*dN55EVrQn}6eeXe6C__Vfv^T=7D=@)ae8M_AHKO$QGiAd2N0y3oq;@R^M7@fdjI z%!gjR`x&jm&+i$61Fxe67x^ri9z4~cPP>+=sub5`;E+$Tb^TA+cYXnywP>qHeIRHM zoLzGx=#4MIu#(0u-0CB_5}{M*M8(&yUqf!^z*KFRa-axfI&VL_j2qXlqbd@SoVvQ4F_oLl2ro#RS9Tq?4aT#;@_IYD*WW3 zPT0>_yYW9qab?{FB?=~e5R;GVuCE3Yn;M?PiF{|SMsWh}Kv;XOghtr#PeFG;S|Pk* zX%&e_gPOUyx}5rBmb{JZvfZVL96L_PrC|2aJyKiNGSbh*e<>MbU^e^ zx;No!>^T{mrqwbd!#QvPR65moR|;M7K7LBlWAA5iSg~7$%B6tr%@xx1YFd+YB!$#i zyHAa?cbxD%AP7;>aj0F%1p_-8SKyP^EnFWjP?528@}O>W^guH#)*kalr(U>wU?R(u=jdy)wkyF4_rh^!H=aGtZ1@UOsW&l<* zj%iT4)L&|ELQ?m(UQr>#|LpyzLJIg>b+Q^JKEw!s54%KXc_xf8l}rt zMZWbU@dhV^B7kd!sI&?sxr~CAf3#0Q$G$DwTy(i2^pbbL%V`G)z!dlULuQ zc}IBWEsj0AHskiKo2Xl_e)7}k+ixJeFV3SMM@^-yL{;kHn05&!#Yvh z%OG-Rql%H(_17Zg%{SfT7&yUsckJ&4=-NcMZl?amdJz1|H_)ooC0?j(ypjIfFB^B> z+BK^LtP(IRf#~RH64;(X%ig9LtrCoV+ouvp zV-jlBZfHECh0au{SRDudaz^b;(tP~6D;^)cmwCA-AJ)!OS_1XNQ&F<4Wg&SR>1~%O zLP~-Wwpj946n^+ah4u}}KUT?3;`#b&hysT$1fySTC%6*Y{j;Cmu&*BJRVkg%Lw?Gj zVDWrec5E(;V-xO^<%&B~p)>zIr&H)eCkv9sV{9J>jGg<2+>Y+ZLEs8wNyOj@qH+7T zE|kA*Rq@?pk3pT%??W|OJNI3*L3mg&KKpt(7S0+*nI?cy7;7*2@sjx?aPh)fG-=u* z`Qc1&U%Ge>5B>NaaHxP%Wh$d~&B`cIq9lqIEt=`NMFo{BS3&h!%~8_z2nH~o@vp;P zL|i!SYk2x2^PIFVTMc+iW5_pmAH_@!vv@X=7&wSj}ZoUx}i5B)9z6^gr;)`zlZx1@*$eE&VXk8RI#*o-*9sWTIe0V-%ca za#?~!_w@BRoVl){6^aDF#zmG`jX-By_+`ed8={g9bwjas%{QDNEkp4VWfJSnij7*e zYB5$NC(-$W7?+c=7EWG?A+MrPbTU|hfo3-x)Y76JhrykU-@^uqW!WJ?K>x!?7b0XT zaq4Oe22jxyE|@u~=*(Iff${yEDL)&$3{lhCmHre$#P8YhUJ4A>aFS@+WZKZ+qLrMK zli)i%GM>C(GFp>l`28DCO#hQ8nDJV=R%h-R7L(z5pLt*|iQ3<5EN2X+4LLSr83#&; z6`GlCSigoET|CYGF)?wdR^AS`9%|{n>42)qP!jzuS z3zW()C=axWv7QmpaK+UD=+*yXB0l2xRgqI3Ek;bzb#v~g7_0jxXnI%_z>O?9>D+k1Drqm2w~w7C|%kz z3Vy1_tp_YBf%Mz>@tY*21XIA&w)cSk3alq|IYK)un z1``IlG5$x6r-3pwtC{pMPFa^f-75>_OWWdaG91uOjXxGm##d8Un&ggUYP~7**>GY$@WU@~ zc+a0FiK0ugtpv2;WKT;C zl~YIR-6EdQ=eZjD&c$Q;C@wC&)l&ta(6xuo@F>v}hyGrNmbDB|(CrwDSfgwlZan-8 z+y8owX>-RHyFJb8k1XO7|0t?PL3{5qmkIS|1GgO56eN{fXX55%&MT71|wWt??F9OU#reX)7v z7YL1V#&^?}imsZJ?%lnCd=BwAemMr$AA4Z-g0H1={{H?1q7w0pmQ4joDU+WxH4zc% z^VM$Oz6F8LACh|JDxd#&3Cu^W)}WwAEDGmT6Fc@AzMnh{&0BXz)8_3h+fi$67L$Ng zsk4|Utrb}%@Xt#?po1OWw-H@ytJoRiiq1dZ(~S3^5)nNYPV~TcOQTSxm?J_$V^N}z zarC;N*YR{G`Tu>@iOKDzLuwqpq($pG8N24a+B)Jj<=CROY0AaD$6RIR9Hd4$%gD7- zp@6rf$~`yj4#%&>V?gDcs9jDdXla|etClA4$+J^j(1^g7ljmakj4vd` zPIwNam4s5*w^cZzm0^-w+{@SASUmSUMt`v+O>0bAb-s&p0RjF*WcER9s3U0);;`h` z>2ztdB~XZl3kOQNG$$xfN`AUrTwDDXU@c-2sh5wty?GVC*LSmtQd+F8!8>zvUxpPv}{W&U=T^W$DmPV zB`%YiW$t+6@1ZJX-QbwJ8A3zf&}v#XdDTX@1tN8uc3nwWUY{0254=CJQDT3+@86{2 zBsekBzGsY9Zsf%N3vx7QF&tH^RyC3%;qa2hbMflYCW6t}q8Z(Y4c~*YjE8)Ko!g?V zN?n@L{AW+u#ONOS)-x%Fkv-N;bB<}JG*nl46O4_2dAS<`_k+SPZ$qRkQ5azumPZ8E3WE!Yr43ITi6sVJ=J z3dRd5u#OyRIo*id*jNDp+5fK6Ljt61Cc*uWV~kH?doq@;SxtM)T^mhhf@IT1;#X7l zdH>ls9AR9Na9ONc#`wZZ%5o|9%N4UB$c@UdQs=e%X}Oa@PG#McRHldxulY5s`fV&Gd_E0x=1<4O{-#-x#WnB`iYK@ZNUE;J*3D}P zoj(lu@)t0r>35pv&h496y<`HKR*gjQTH?DTqsyuQ0}+2BB`9H>5I>jz*laBJTI>)lWJqlt9-!_3``eb9k=> zuc7djWfC+7DZizKbB9Ci;fb-IeIw;D<)1*LZriR)s;t7Lch~k+7|`1MzNe~;2TtFx zK}?(jLL%MJq}3oaZr;gIHoaqyylJ$o+Nr2XD0l!tSR;9w$|UXi>i1SrnQlPA%% zX;Z!WOxY2xx58rTj^b(yn#uzbt`A zj~+pA%@|6;JwR|hSyT3xfPf}0oiE5N_o(bYD#JajT|o|a&K2jZ3L^=$ox#cG!Sia= zq(vzgImNO=ilF7fn`F#4AI32@NJCdH!u%69JW3fa!Nfa|Vj&}`aw$1(KGNd$L%L(q znweE;*NJGxQrU5WZMilSj8|$~&lcyeJV%idHIO@x1@NkVv_vaoNY)luRx444(q9$heeTc!;@3p z4BiXLx}E0cBf1f;+Z&7Th8tJtbQK6I$(_eG1WwSTJNeU<^x(aPf|o&q^#^!fYt})a7I22pV)hp1gGCDPg)kTI%-< zC)4hEs^YnyKPnaSGg(GLIjdP#i!SS$!(Jw+P?GvCT#xsk zdIbk(PZTd++@!jVWfF5M|G*anV99}Fm%{P%g^UQZN-2(2=h|zmtnRn~`+7$Hz#XR? zP`l+sl&;(f9l8uerOIhr=yc`p-nof;4<6&N7pzzG&2J6=>!v0-qaWh0 z-51fOeUFqyt@|cQAnB`OVgYM5s|2hP$lekVoIv@S|92kka>Zo$e4q=_F{9ACt&<)S zqX1_hpjxIT;hDYK0xeGj#os5#(X*E}2qtX33j^{!-Qpl7${Hf+iGJRGY{w6CB;%F@ zfx3cjek!g)%OSJTO0JI4u`;f2%Me4iM}G4OK4C*QqQ#0` z2cl3qW`S~dhoswkPOFIan7%@%>!YhvEQ#aoNG+l}lJ>9QgS`GgPWNa#guIF70!AF~ zUo9uC1U!khp`}Ge@Cnk4gsQ2`#Sw*;;3AA)%k5zcJGn{%SaEZXN9%fas9C|VCAnG| zJ6fql+?Bp-X9!&~bLB8B=d^om{@G=_9nq=VXxKmZMpVG|M07)QYHD6J7>6$Yin%|} z#f%wqansiZRf-FjJmcw?&)pCit&-j+FM{Q83oWDvklQ9$?Q-WSME6G1JS@DQJ7Q#wnnoMgvwIiXcjzd^@g>g` z78V9~clX4UxCBiA06+jqL_t(TfmC8qsl$~Nyhc<^u=EYPcKNo>BzdQNY&LR-)e! zv6Ma!@8gC4ecZZ9uEN66s9rq&t;JS!Eoq@9Pfi8mG|#YZ%`)^KI3nGCTQj7VfN5W{ z)a9&4tP-$FAR9^`ARvJ5h$802G#8$1ID`y!Nqh`ued>xO+v0HPo*d5tBKg7Lhohi9 z(fS;u4^M_F&OjkSF#IAo9?xFHlXN*A-cMu6&*X$W?kY5?>Htp-`KgKC|1B0JzG0uNYVXeV+>l=A#z<7&6UL@B6sw8{5b7POrA0) z1JXCINbB~!vH8zS7~0via-EyGLV$KCcnxY-a-hXcA-R86OQ&7|tZJr*7* zkSR5i+qYPB2&Kz&&>Jn4HZDl05&%Q0mv?6DRIFr8cXQVAUItEjDKWaYJKfvt;OU<7 zc`&TRCAFNeC4ftu9OZOFj8EhsJWDso1LswI4&o&wSCP{9(3Q=}kFyvF}K+ow!PLMv`@W`@=#* zSu%V~fD7HbeF?=}PGj1XbNG7dBD$BRfBzX z#`EgV2nv>hh07QOSrQZp)2Dup!fv-PWWyrNnYRl03nZ*agoK1(;)LO-R;>!gjQdVk zorD0olW4_am-7JcZ-9E&KmaTP%)BOEw z^EzBSe}rh8VW?293>O5HXwax5TC{3|jazn0Wq(<+6{k<1!s+9GLxsC2U)VV1hFFw* z9;C&pJu#Rw)&-BAZDuTFyo4AVr?w&O2jCq=P$l~qRLCbs+dksi5HB&~&q%#Wz}6Ex ziNM*M-eG0Z9FO&6Y6-{)tiV^YHCZJ9?BBm1b?VeHD2hv$E}?yUE8>ws;bfzOckbN5 z#y`fQZ)?u1{-f!nR}3!S*CLvbrfItTSW_+ioa^k zNtLl0BK{>!u7si_R+YtMHY!HTm=-Ob&~3&qFu@YxMhja$B8J7qX{b!uAO`^^{9eRL zmNx;-KD@glSAJ8kf~MEM%$^rxIdnb-XKp&sIt4VXu1=RUT-T-`PCk88i;ugTHrdvd z%gC?yGa0m=ebKS&P_Be0$vq==rB`P6wpF-)bsai2F#VZ%O{Bx4msAkSQ5$k7wymG` zwVX^ajM2RuQ82gh$xK@P+;mV$mqZO0D4a5_*qtM7#bvrHj_sXNiAt*n3Fm}m_?Hcl z68fb-`x6>L72BS1{% z?x`S>IIrKQ#L%uzSi3*L!Z*B|1D??R^OucLXw|@tZpm?cUR4;~(-{SF+ej9Cfp(dh zBo=V4dOIL@nGv)~C=v1GH`L3dTk@a#bK~bl+c9x`e++2xG!b3XSU-23c0lo}gV3i> z#w=;Z>eU_p;hT@qs?tpyy<&&4;tppCa^XJc_e*OBoY-#?UJhlhhH!UJnLY(Kp^-7tY0f|daV-5jX_ za?#PlO$Il|cxj^8tcE=;VfwFC0ShnU`SN=@NE7mVk5$-vMoqHgv=xCY5RC*?|2UAY zY-MA~>qYmwQ#ROogcd}CVAL#^wiRR3p;$~AM)S%$NHK)gJg{>gnz!mnr7mlO=DYM5 z3|mJ}Y(4%f-fw0aUzoUuKA^Qz{QbUNi7ysJf1H6#{$x9^lX(tLm=9D9KZ=It$0z9N=zIitdjPmZHPpP!VXkG zH5k#|_=173K)%JwNZw_-NXMZF7m38Ae);wY1VuPt^XEOVYu9$V(3$2gs8?Z%9e1ZV z38r5ir%YF&6GcNJUGZ7B_fynjx!q!=s?$CE7HX7MV*j2El2SKu!bfmd_~F#?+L$!Y$(z{oe z&)Dz702lPEnM77D@(BywpuX)fd7$uENxCPil?cX$wSVH1abI!4PQ`e*5;%N0oHPhg zNa>0x>RI;Z77QKG5uf)Kd-_Sl0mp0N`A#?8e17%n6~5ONk~%?Huao+vUo#j&V8_1@ zY*{%0^;->d(p04 zNAn8*$8#IMtN!DHu@2uVfq$a}$`W3A*+N3wr&v||H;%;;eQrqz^_F!LYI;sLo#zB3 zi6O6*a3QkItzm409L`R*1Y5D;HkCI!-DD&6hf1TdParv_yO*KKp0WN4Soq|rd#~SraNZxpvbal=6GlpOz4s=sYx+c1F zrv6^Mqk%u;t_F9`+@g<&KP*>5F1h?>b^)m{L07Ilu#B@%`Qow(VHFv|!V&ev-USTv6k?H&DMS$=8Ep z5%}7X3r4g6l05q1Jug%*n*Q|>b*FUYOMVUQieOQQmGFM5H=ULoOJnnl&I7l zyr_VE?zWiCIIeMH`k`v!M;K2!3BkW-N)jl~wvKuAh}ea)_TA)RZxuTIS_FytWB&wS z(Ea=O0+AQ-K?@t~J%1-vyqzfd^Qao< zhfr+WFdGg|IncIkI}kn-XR1_1qsC1{_tH(_VWF5kbtr~*5HY8z$55A6$d$UBUgj*?DOEs)!^d}9l{z!!tN#Tuv#>S0RRUHCWG@N0xw*l^ zvml9j@29!Kmc4rYZhBLQ6Fl*k(L_BE_U34FX*ATfz5{;vJ(4j9cBEU#Vom97KW;ow z(kh}QKbyY7nuE&QV7je|BwSaIdod1=E~1f9DiqG|gqz-xblI^bd9(%(pOHyPu9adG zg**gcKn^0>8FHz5+pI}H0yg~eJuNQWRHAYz8+_KsQF0Lq4tpcVX1mlVMyR2Q1kd#rLb6*Mti+FT!EZ;Gx#-Xsug!4n13@z7KT$+i_CM_*NS# z#jen3;v|>NZcVwclS~&>$AuH-{Sg3{h9Rnhv?Dhl@zxu9ZdF5JeOOK%kamVvB{36y(!}8-0Z^4 zdRG?8V}lF#a$w!s6(neHB{g8GLidp1B%4=Ed8^PF@0*9K46k3m)&q?LBSS9dZl0fs8UEy>4F()0Cn=Jj8 zX}1Ba0d;Qx_8rJyhcXrgz*Wd=tXkZ)u7i330$IjX$R>y_>D?(Ig29$fGs(f zqG-_45FA2S`h>e`l`>9*Ru`OrGR9Jw_G!8A%hlM6@e+)Ei&}EbCfH5#j9 zn=jlFF^KvL1m@P0pGuuVkpQG(ZrSwm3)Ijv*R@#uS1d+g>gO}+NuOP6G z3<`%Fs9L=dMvQNtNX=wx>jb+(ebB0H7dSaNp-`bhiS^vSf1hOFfmG;He?tZ3#xXA& zwC*@WDwkL&osFVJiz42(5S998rlX@WETCACd>A_7t8{ADKOGerhEfJEO_+_U7XDM+_*b=S1xoo>U9PO{tQ9CF zYvubcYyV>0AhfFNEx8}P%XY18nJ$5y$D^T@*`iyscVnr0BuJ(YtMK)QNfTDndz*gF zt3(03?W1Pg7tuFq&6Bv;2t#jZQgHbWW9H7q@tokNQy7J-*R?8W8n&J-h#5a^(jCh3 z-_09VVCRkvs9%Y3S+)@p@~Cj%5|&MY`j#?HnEwW&-gila0e|rtSg|t}lZP5sC{mVB zxxev1B;z`5(Yh`XO%1e{GQTPN0+Ds`mPjhkNigoFlrxlP94&~V9uZfQnY3Vo5+Afu z5RKKeg#dHg5;1$L_C({yPu%s~FjLm^?b1keYDoUY%BihI0vIW+YY;}jq`!_iV94mX z2zdS!XAUn#AIWu1zm-RR@$mAigCAxrNIVe`;D@D)W}p;l14@>uhK3E3;PIb5dxp!G z&QpnULovpGl_*g{f{ITpoMJ<`ZJs`P7$=WxLcyF75`lJ9EGOu4H7XX3z_wFvSo-HK zDt1XqX^JY0?)L806_Y1_hbmQTB<2xrdgh{GCKfibarf>Wx?NAedkw-+zC_YJA;2^4 zJ&wntKzGF3c^c=6&8#Ny_pd2_!-WzWN@?#W1UjQ+VV z2ikS)g>LT;l&ZXW^QNSr3on`U(&fvSu;Gu-(6(;81e#>%-6-marzvpzNk`-=+#F-Z zPEM~{z4I?#yui{0U!Z5>Cwj*X?fB6{;)-8AO#W`Z-svk|mvMa8SLjgBbnqy>3M{-6 z9IC~Md!*GEFg`;TVheXCTUTdQ>az9adAFUjDs}Hx-dWk20JR-EsxNvq4TOhl)~tkQ zW&i&Rbzh;|-o-mMR0Q6QQuiiYgQeT!@YMjCKxMz+j42uBToVBfbM&$rPf5$ru(~s< zloA%ngvs*Zi?KL&LxsVe91~ILOsV_eWhXR$Z#E&wtC^DBVtLM7c_p5T zhCO5bXmOwtoY5q%|Gah41iNugGp5Vb`sc1yVL%6>ywVLZGil`>6$*Khi;gIwS(U`t zXRe6k^>ERP6&39X*F14Q+Ve52UM_PA^wH~{$Xn_Ilq+8WfByC@isyL+4`;RH_I=lv zu5@=DF>1``sNbkfy2_9M`w+y`f-6o~r;8LRl1e9C#Py3cVo$ zr{VkL*6ilTIE#h+{|phVSD?$l;=)J0`gr3BVN_C!;3>_zUFn%#B|C#}mNC zIQL#!&8+-m9^7L$>mfE9%D?HTJ$iq*02M0g_xq2f3y@2_iRItTx5-f7QXUJUQorql zJ>Ks-4o&HeWKD)8pnu02&SO1lm4H(M6QKPHsZ5S2cvT>Zz=xcpBlp1>oJ5+ zjwkW86VU-vTR8rye*M$!mM&t84f`Y5jm%q3Oc{&d@e=%M?;;6s7#%>&o)b}wOA>r} zF|^(}qFNa_UH3RwGqWRZ_OEg4hSxh+>KZm|Nb8Ay+>(en5v0MdUcHk3f~f4}^?Zdw zaaU;}@Wvy5d(0e_`Fp)lRXa4Q%8BHWXp)f=prZ;o7fFcRu$pPG9fK;)G} zpkvBqF;FvhERTC6s+WpF!Kz|PXIP;VJq~>1jt0ewiOo!1}GSQ*BL2&nk1PA@otb#*e$YI~Qo3ok?BB`St0DbPF3?Pup^&gk3>9H)j9 z3ei}xha6!VIo$xG@e?Q7rY1p}e)P^IX8*|4B3YJC#G4c-P(b=i*~qbDN3m=BYOFsR zMP9Thq8Mr|Kt!3Zaa+!jOV&}#~+`K{RoE-@4@2V zmSWGIzp;1Ec077;1!18(bT~3H68?VPDAXW9?)}>;xj1o|D5%%4W1ADY_2`$fc&dG4?~qg(4IFsl`xw73 z{vNf9`@lx+K{wQVQZC_wyKVFDXjX-0MWh~suBziV^I_WDA9TBVzpgIM@M9cjc1&Fw zs<39uQq-x}FjI>L*>P-^=u`S{0ZX)Et-~q-s|5ZL2?#&`k4AorV~4*%i<<9d;&kG& z5(h8FkqFokr3)v4TC}V0B)OSHlB`>B#JvtzNGNmVO2naJiR|O%Vd)FCc5gK9`KXBQ zW-m?1++7qBca|V1@85xR3Wl)`EZq&nC~X+Wp}%tbj7WNZFXABLRRoFpOM;{L2gM?P z9y^IBJ?cR`?myEI(a-qgz|@WkYstV)36`Qr^0$RXns+}6P>n!ZJhFRg(V`{9pRiO2 zc=eEw5Xq|N@AnwzZk|Ti>nAAW@d`D{5V$58ZG)?bo|YpurhH`Cg_D3+@yMOiGS94tQw$Exn4)25%!ZDIGv+Obixg*WDHz9U zhfzJbsHB!*{`zqA@3aL!%_ML~>z?@O*Ui}a*Bb0NvlU(Hzu}}&zqU08oZ;wR4Dq)E zQN6@V*|A&3K>G2-k8s;JYv0N7WLcs8>uw_d7Xb z$h z1V8;S9D_PUORlZY0w3b~(Z8sWDxgv;=)%awEdIH=yF=kv9Ie{-%CMVZ+M~_b*?F_S zM%$V%2r{ETJr+PWUXMI5{Ok9miY4XGUjJGZ&9C5M2e9%Wq4+y=&rs~5DZM^@>NrmB z{{_7p2jk>5IXZS5E}>VRKYJ8gH!MJ_YHt#0BMjB|#~vq4{$UyB&YVnTumDDk{!%a7 zo*gSN&;sv#y-F>#Bc4e?`wWVv%piqQ{mUj5SNd%j6XifFKpYi08DqDA(nTEg?vq_7W3l(N8XX&3 zPBCzCmchl@yw8u2rA#K5ko?Rc{7or`ceO8E&qTbFK-Cj}HEPsA=dSNdF;W*VoW)kg zK;^LaN3&|Nl10>1h zDx~_8+N9P^+lp0b@y8A&<1HN}cSuEQ{m8V6m`i|_T(}v7hkk;K(w3e8bg_&Vix@IV zadP6l?ns?@`o~G&JyV9cVD6eQ0=1mNu^m@%>|k{?Zt*@XQNLi}Pm@ri)YaSTCzXAz%AE5*;*CVNE*Ub+gEl1R?Q zf@zs@b#VFi->6+F$sIZ*EFMnIu34hc33u<6fBXb{)n#;V6vvos8SFe;qD{Ll5;^(7 z?bGpL$Ao)6xv*Y_XmRPD0-o-Sa}LRmsk4{imwDfzesM1xy6VYmI!8XEsh7nl*sXo7}cK^An@~%c`ZO1ABs{~N1emj1A{zP2^ z$ZnPp4?~PFdrb_vo$OG*a_Y&Ap*CJ{rJYJpblnd(Xt+z*!~6_0J&%!~fG` zsanPkw|zA@bRia(?!;qAXM3W%>8_P-;+49WZcZB9@HYH`Pn|pKj>ze{TR3+VHmv&- z{RVuLbq!^4&0=-AZM%-rpFqRgvtv1O**!w*+Q}!prgcI`K{00bYjUaO@a$2&FQ( zaRJHQ#g1-t#sOwTo@pap@b%(weALZ`6WI$mz2_QTTs<)Ei&;dHJcyP1_cN|5nhM<{ zNud*M2~@@MmFl2G>8gatFNKY3=EKSNI%=0!N!*PhPj*c;N|S5u;5M_By64Zl;o@YA zxH#kY>FwLM;prmcgiT8Y^U5*&JuR+y%|}3B5Z>=K)U<*Y&Lu4B0>g~TPow`B} zB^kj9i25gZt87!uMsGYIT>k|bq3!MQ%a{6AuYY=^m5Rk-H@Uc`d}KOT)sq+GWUBja zKG#)bXk9&d zMNJMbP@yxfsApD4`E%RSbvhdEZVsqhF?07uu>y7^hE}0z&CJF8y$Ov%tCn`CSknB3 zq8X#zNGPs^;7aV&Fpe>6LD;h5Gt_G}8f`l)m#kBQXH29&e_wz=-&62#3S~^87Dx6K zLaTNIU~AVEYd8Fc9*s#bog+H4BF?h%rHk0X>-bd&vTbuvBp(y4(Uyu&TB&Z`y4bg~ z09~u^(Y4g{`=Vx96^>tBhu@ckQ@I$IRudLK_wq#`ewy_a#(y~jOMhEPiWN1glyHWU z%0u#)(R+E_ICK3&*3yKwIDy_g>AEN&98vndD5>9%torzUt$%den@W|njC3XKl zRBGPWw{`~n-yi`>@e{n{F*S53>d;@?UEzNtK1iS+B6UzMGl%_3L zk_cEqf@uY=JyIbkIEvsea!&d*TaM8aapL)iT3-pwMU8kTAaV3q*7=40zvY=>$Xc3 zk`Z9Sy!XJXPz?fK^7$hXbV!&MAv7$!2~!~~Lf^WeYr~Y^k?%WT$zKt)0Dyotw!8+R zIC*{!ZeDGOv7b+qsu1pZnvk7zeM{=ED((p`Ui=aM5hXEq{wl0nxe#IDdkA8a{hoiF z9PDjkAPCCMNt36{krcrXhYrHdU4I)bI(6o93>nY~6MBZ}DMdyLygl*cr87Qyzj=Du zGJM|0$4BC{6Cf=D^hF?!Mnr^R^^z|zs8uk2{B9Whp8BItQzyDZ>wnAQh;kLJ&Xs7X zP1%X@pML|diw&@1{SpGHv_$JR#vxQ6`#i$ZgT3m-jR#QjHG zu=tlOCG|(dLC4sXmlV2LKa58K=c}ktF13YD6!y9&LzTw$6YB{IdWrA99)rPcf)bAj z3YG#d?_%-7*{IjB6$1R9qd@TnIQ!@!V@sbC*;9jFEn^|4LSMOLf>JN6mn93^V*LSN zY`+{_*wpz5BvzYc8_@(AD^Rddmev1nuQ=&W`L~b6+JCDAtP)650}jK3ST*Iu?UFI})B>r_iYxS7w8L?R58N)(lIa zqCO*<>%I&2l8d95m}Vvko~}!b4bmmymK_kJhEV23d{R`5?0@WC2Ut|c7XG)>JAyPR zA|NVO>@9YUQIlvaX~y*WQeS$nnqFR-Nz_D5VodBk_TCj06+u9%6sfyxe`hWt;x4eT zyA+-A!`;1Q%75?Poipd0|Hq{=i9oWX(dx+~NqJiCG9oCEkOrp=ZmuNc?4u)@2WNC@ zZ{71`Eai>4XK+_75eIF>dv863SKjynJ$v=W-+y?Zf0u%)?$U%D7}!-$ zL_}xs)FV^y-OnrV-ka&vx1;bSB9)d{Je^B$F6lH;;CHaNdyJ`a+24QC1fDF9dde@q zuENug-i}#gbFX-iYda++g9v}ldJu8P&+zo}t?jTzZ%oO!5m-HIJ8T!Kw6Lu;Ax(k^ykS zsYA5PKKqHLalE*?d~W`S+j*6Q>WdcayEQes0vY+Dpef&JnO20VYygT9k^w z9=4xk96c*0{jr8m?2dn{v`p!8xL;8h@Pg`?EPOVaNjL7$?~o=hL zk$AR*47zILsIfpX>51LPRJd5Eqe(6c3}e#-2^lT)xmbr_k}~jer&as*GVD1*D>JYz z6siqL8Wa|5@xeSbdA#*xG!R`s&3Ao0rKE!=C9j!*yp|H0h!R^Ug?pLi?yzT?=>)kk z;AHXc>bw7@aFqJk#YAG=6(GT`o|WN0Z={3W%2@dk1ob5FFb_z zW`9pc&8>Lw<^rp74jVHDOU@bEQ-<$W%o99HGE@4^TB~q%QDESJ{hD12 zh4c9Iy$3OESf%HiNkLF*?&VTm_2$Z}Icb?q2P7CW_Hig2>JJZQG7WW=9pveak18UA zuJKdvyds(4soKA98`@YPkJ2%?5J%7aCJ+%#y-7jctG;Ki?rSK?3xx(S4>UWby66ph zELaJQA6zr6+1*J)iz&=QXn&*bsoBMpyBbd9Gp;1HlZ%jcVbvYv?`j~>_&cjcHT(ld zfFsb75%_cQ59k|}OI@_>SN^xP8X`N9k;koJ^`>TNDGuK>AMI)kvq=w1P4ihsX5i&+ z{)g!5K)J?npaks&N0vFpi~wbAN2r)uB2-Q_rwCZU`V148^I6yoWC)zp4~r-lS@8$RLQcan?= z_wjhgUZBSP6Xj&^RL)K}?NiY-O^TZbT$!y_ z9oneZFMn5(_fJBL6pn&;F`MWz7DqQ{hZ-TFJ}wIwZe5QpRxVkfq zc+VD8w;!kHQk!CQ9izkdU%i13KU+lMz0ET(Xv7ej?39Mh#G0&IydjPNN5EDHoK8H6 zOBq`+Xn<|M?tgFA5X+nlBYQV|GP&otj(*r`_wJ=pc-MDJNdT4%I`-gprErl)C)Zpl zv=u&e)$_}W3cNC_^%!(Tr8>-CrK1FP8EzRYqTD~r4JyVi`NBQU^h2$qa5&(9e;J8v z!~C_?QUd?R-4#eo6QPJ!-n&u=(8xY|3fXkH?3pl<_fm&V&Z@@y!x#M;|7SypsSwDu(0Q(bUoCR>&e(8Eh&ut z-_+w(d1kPmlyYZ8MAKgPy>sxC8XY5S^W9+2kus9mFsJ!u$#@!j3=8#Sp2?W7N^e7m zA271713q7*#($>QoCr$@^83aX;pOM=Mc3{_F!P~TarDSu%wIPbw+<}2!g}dRhF!nN zbJ)LoJ)(Nvhh4`$L;pDIjo-$Ov9|LhVhU}w&_KJoj)oXvESG!A9n-Hq-6rq<-Lw(u z=Z`~qaU&-8E4xC!Us|4r|NdtxUU~ZmK~mssY6V1E1$^8}1dTrlr5`ZEE|)xoB}xg2 zpv$4rN{Pjhe9Z|UC+b^Qk1KVGf8xF?nW58>Px;Z{R z-t1uZ@86FxV`@+SHG2}@*z5?fWcZh#n}G+$vM?#zmGAy4N1(q8#t&%RP}-x<>(F6qg@D!mU+Al52Mo^OsSE@dGP=wDu+Fv1nZ>dUcfJ&T%zY(QP-Xnl=5j ztXwcs`gd)46SA5;t^D-cS`{+L89QmH3{mZ@H{cgh4xzuN4mZVDhaItBi{B_Ye*f`H zq>bi^E|Eqd_s(2@*tWm^B_4324!2wA_1k+=2B*NOm^$OZ+N!)Ew{KYc4}SXTTZ9m4 z!OXGhD;WH-zKn8%DCew{CZCZMCPrFymXvpi@JA-q6QPPD<*gZzPq}N^l*g7sY$sgFiR%3e&n ziNwY)yK>H^>#$;>gp)d06drNimXCcc>An9#ZbMHDvIPv0Z;B4UyulABg7t@;VPW=P>72 zJ(2CW;)5p)Cdu~ZuEDqgGQ9k?(jueok1g)#J>*`Dz4>-?Ro&3rMvj?;Lx&H-Me{ET zOC;ES)QE&69fd_XLQQ#Zp~QYU(3EZ6EN0JqT8y_Jb`=;W=dDzeXH`rgw_>`UazUbF z+8EP`vblyKmM$Wjzy?D*+4d4Cx1zjiMf zUqv**2QgPlan~3F>DQIvy~k>LBN>f*XOeH}9GQ<@N4`XE&P06l*#f-!{9TyXCxyHT zl}4^qtR%5+n#GH1di<>Kxov6)YpcQDUF%zwQO7jg7}dYtMK2h1<>cL^O*O)T88hSb z;Uxr83I3Y*Ji7P06L;V9fW@GBd)L39QD0^I_U^=+6$d{#sk?r!ZG%U~J#`I+ti_&?dOisYe$bXbB3gYEN6 zwC{KY=B+Hl+mHFf*TX!^8Vk!{D}^lCer!JxV!};V)2+QQ-z`<5BZXuQ>TdhGt?k>j z=l`>%jB*bhF?FQvugQ)hI&43zBHb=A<*XRdyNe6@#Oej&gKPUy+vlx^48&%r#`H1f zjc_(G`*V9Bo`3Z#q8X?7H(qK*;E&%I;KZ@L$jv-WLc?kbOKO;x?9K0$#AxaOXUB$} zXRbpm>~{8iCEkDBda|R<2b2`@Ys8E9Ha@?~Tp#P(c99r1cO`YhLr=VgFF%-xsW%nX zIE86qz5I0vUccWBK3?WA+kRLBwZl*hxaoGRSoj>#zgOlNZQ4)a$o=2Mt}RP2wtJ$G zmsq3n7VzPnc?v9EvZ)31#PTjM@$+3fw_@#zUnqQ1K{sx`am(>d?p+_@B7DoDY7>I3Gk|Sx)D7$=CH*8v zS_wB$m}Qj*r(x|3q5I{TPc)c1+Ej?WR0%BG7lk=r{>+BLOFanOG4*bEc>3Y=?qfKV zsKciH8ay`HiI^g5|4!~dp+@(P3Ow_15k7m?L-0h^(~L#CJzOP1E>m6kd5mqasMJ9E zaR!trEA!VXv=R*KCBM>-Od>>Dznj8*d)M@cS=0$D4{Ae_12KLl@!BiTV_f%qs;%bp zl2N~Z`GN=LEU3Vk{u0VjHC^Nx)Lo8aNjq`kXaIT*nu)dhe}`ODhWv^sj2t-Tx^7HeBkVY29*u8sqA!M;pm05TaW9u9; zbOZ(r94atgveRC9;Q@?{J4L@6HNOX^QuGuJB1WgvC+ud_6%-WU-%ab_?Bb51>^Pf<}tOkxdG$U|Jon1i2n!3Z-pSwD1c91Q zFq>4#E8z%m1eyy0X3)+3eh!BBpv>>fj9<3s%XdpPq*rFZ(Eg2InX9WG3sz}STrR>F z&zZ7p)pi~eKaB{cNeNNk&zWC_P|C@B@HXr7?Y{V3gPBAZ-^~0`pxV>Vn|CyLI z(S@#&3je*g+FQpa`ir&(;j8bsL02pIW_HBJ#$wg-aEu;185dT*L1B|M4`QCrDo@;J ziz;Z+CBf!{6@qb6^GNGIvB}%PlNA&;EfsX+%2ZO}dt694da0R|w?{Gy8jS%?juIm8 z5kV%_A~{2i0AE}o@d@;0?3a3COszQ~x4w6l)vzzo0bM#pLaRSzaso3*Hxs+)qf?x~ zo>BRibQsdp^!pGONdoG5>#%)yIED^?n#L`|Kw@`fB_y;X&g^0&LZ$|xNrO$iA+CKn zHmq9MD5LJ+-VNCF_Z+x6uuw-Mq%ucrTIG-FGhac+*e-S-iS#N_xA$iMhzIVy8UMMx zxP~FYa^-F!Cf*%emSgmoTj1+UH=Yd(Gibm3{1cR2+)SQA2i$R!p+@_xDHi5CeH2LV zZ7U}B)1s7!K3ZB)k+D^(G!juvOlaRD_a}Vie|Q;cRXi)*n6zcPBMz0qQC5mlguWGN|>g2x=FFk3N4& zIIpGQa6R|xMfh4r^Z$_ zSJw00-&%wRNpW|4bq-xaTId!n1N+-@P>Z*JEJtLp2-8MiGt;%O!Y>wA(4GgkbJDR)N*KD0j!lff)SMICfT#$s?T5BStJRW7=ad(?%)q%ZgG+q$0RF z>d9NKrSNPSI)_V$p;Ly8i@=jpuMVkn#J5Y7L>N)?e)XmaF%ujQBIeDeE{<|FPM$iA zp2KPyT|18%v0=X)WS3%sOhlwIax7f0$DbQ2FlD6a;#ND~QVeK+5Uc-6!i#VIe8r1Y zSdc@W?#4aa?2QF8sP~;dOCf{j(7t_pi<-;I%EJ7gzec#*e%v~kk@i&mE>LnCXy5;y z#>3D4fUxigi|Vu0LEp{&2mg8O4wC=KMFfe9vyzchfpbLsBb7N&__+CS{>HS=a{K<> zxEdQ*eUI4Si|EytEdsLf*IvdCVEby`W3?Y`+dbtfqaYi?m|jz|#JE)Mf;=+Xip%uG zE-iv5J)3=eeBtilNqT{P5KH7Fq#gw?FK;4@DS)S^Cs?i_6QFNMxp3ivz_7~n``AJU zV?*V|z6dn^6V$%r;k9!FZb$?&GBU`Z`vwo)qO$4uSMOBQ3bvRGx`u_^S=xyun?(p~ zDnA--Pi7=mjSg@%aA>KuZqwu+nhuz83sKNMt8uW^-Uf`KA zN`k+)5CiO59gz~5PM^X8Wtd2wtNFitffrwyEetvH!db*n9&$@9Mjf%3ma@o>`b%2c zdCY$ML5%HPN~AjGpE(l;Rp8g3Kf>$p{!o8~HatQimEo)J|HcpB&c@z<575Ga7G=bI z8Q!rk9(d>}czAeN-5Sg1d*kItQK2e8q<;bK9nB26mKW7QpN8}be!XR>| zygnEB__js2n}(2a6^MX<0I-nRtHs)_2I!g!f`ciPhL7nR?(!*`X57c9a*@h9BsTEDD291k0BZ95KS5)Cni80 zR_y}T?^V+zS5H6gdZMW|LQgBKo^CRlRBGYpLwP-fl^3x_wjmOPUNHuAk1^NNmbvY8 zsusVm*N`y!)t-=++1ILGv9Q4Z&UC@z&DN7^RMmMSzD7kw!6&d69{pemt-#Yg?A?Zf ztxNIV++zItt`FiOO+86XjnmQ76-16>I^p$l1APx`e&^fK0)9?GO+&A#`WqiB$L1r; z=-KItzN22n{(b*KZAild7F_uqaF_m5H1Vu5*sj#a{Pp5wz#;hQht$74^v zY*D?oJm|qkUJ#5_Mxw&PBbo7HZDF3d^t5DrHv1*qK7cKzNKC>kt!=}a^HZ}ZG`NUz zR?D1FNM5-75;=Ot55@@UC(MS~CLMwr!(T@iLnk zbPNkmHwpU15y8SI1$g~I4-y(To#0r5SxT0O&cn%<002M$NklYT;qghyGy!o7?L4>X-(u>88+ z$5cq8oV!vLg@TcjNToIqvuf>zg1yJ$ATEGfrGsDFAWXmOaXkOj)H;RS`*ktWemP$J zN=ahya&+w=#){n@@N3r#GoP4&$jHbmU1nn4D#FA0noGkX1it^rfGNX_h$0dq8HIQz zoF!dHl9)J@>_ZxAj&OAL!Oo*caK{K!9IrHB<(uesdO;|C*s$Ss*0gEET0{lpU&+_3 z>tIhZ+)wU3T-PCX-N!sotTfc1V;;+6$ByDs;U)Cw*;6?Ge(RA(*W^^CAhD7wJemokFU04ixYyr*KLsI(6xW0LoQsAJiU!fq`h(uASNQ`Nr!X z0sB2Eu7B+K2sr{R27z9^dSU%Pju;$AlL8x+kAGDQKOo&Yx>G)ajVird4GVoNEhlf8 zSL1TuEbR@`l&UPv;{~v^pA9)~!(J`2h^X($sm(VDZb*Ntj$ORj9esw}i-j+99l9z^ z8uR+rTW^r(S%nWj`UKy6^)Y&O@}Td1DLS|JX-su?IVU4mM|ouCrx(nVL%uphlW?@F zlZZ%EL;{J5x4Zqmqeb+*VXS*Br>K-<3fQ6!BX?=zDIzbu6em**IGm7!FXudm?!AWK zktg5ArnSEzs?8~MjxgV^9?@cWxH#gUo$kodMB<4TUj*}rl$DhUm@@Bg?c2OHz4(*D;cvg+?{8Xjy`|?)@qM%MBkrISs|d#h5qmCuohX z*m3*-85E2$(e{OfQSLo`9B0p-L5B`eW*cB)-2bls9n%Kaoi|o>GRv8Cb88*mcqTT! zXZH>ypV^P3vnLVJwnE5B{bG|30z*2YqUbnAbS^>P2qS)4!E!;3#Dr@8o~RnXwXclP zxRlsp%P1EvBhLW^rNpdRE+*0KaMHeuKy*yFknhI4k#TX=USVt7<>$A41k68mTmQKD z2si>a6ap;P-+@-Zttkgjs)=cKHh=?osOh!_4zBaeX%gYPTJoCJ8 zJ3mbXAl)M~Eb@{y=KjBJP&wXz`x(spZME6c8M~n)kzFuZ3QHn3PM_DKXYXNV>uM<* z8F9)-@4bLaxrvDIFGSCF5{&Owb>C5bHc1Yg&)kl%7~axYzWz5$EZsvwt3iLO{oVTu*#(?yD$GkVH%QxM65jKUNf-JN<* zOv@&gJRjBoe+1PF*5w0cFHj@Cvm@5*B*QMy3B5YjoD^GHPg5ROMl{)9Ep^7+`O8UQ zwr2iOQ}*L}YKsv*1ckK6sx6yv^ULN*N}7AT=Q2bjPHg_W-OgWz^?Nj!x3V(qQlXHN z7fnkcih2q`6hlii=^|p}3k`6f+$AIBlo`P&)+u@#BKlWChE!1rJ+tWEVqu5qfu$k(7XwKq6C#iD~E@dltR+zd{80I}-s)31TCtUAOIc z?fHGsiTyER#8fydoZuyq3G9E2EF{{ejlkr0Aw88mSPQXi!G93h_7Xf^^VR`{_~6|a@Y1W51TWXN z6&W2*9?e7OA6Nem!_o6T`1HBS*H+PDKC4tJd_3np_+SSnjbqOx)BA#T)*Knkz2hD5 z({eT5c+mX)UDqHB$y0nTT`S0psP!($Dj>-KXHR09j7Lo881mA}1r}1y5?L3Dd|zD% zH2kitt2VxmBft@876jNzs*%ki>M6kt}(=vr!xre*~+7zchfx%@=7G= z+@YS%^4(Vuc=LNDW)SH_WC#g2$GhWGB563DWF$R3xiI0qa$pO3qpToprbChV_4i*| zP_J5lSHAoDeYhe4Z#`7ESht!Co#YIyKv~|Qo$SheayU_o`76uNE z^JFzHq^zXeAcQqC1AfaP9g@@4WSmLy_!RT~V@#Yny$At51`5BV+%(d`3hXDN=TDW< zPlQioob5Yaf%C-Txi42l9ypS@qEJSPcBEW3rh7->eIyJX(A0zAN)~%c6ox0{o2M5wWoBjy4u6YNe;+5CzwcSUi zr?%}>ra=9FwFX>O3o)_Xu<|G+%Ym%tS_&iATDQ*$4?gi0T~||*oLWw6lFf`U_I%1Y z96z!Z>E{y>A61O*QC0VxOH82HiA(QtIUCfU;RuJ9u{0wxGF-7L2ej^QoKYsYezmLG`3>`%EtS9Q&7@p|IK2_&7^fLY_os-TcCbESZU zzqcQAMsk({Zl3;d5uG7#74wRTFn^T>IeF!{gLKvc{bV?LT1`Y85@Luo2tvYvWE?SJ z@V4H}SQ1mnnM4TrW27f#l#9j)KXMCo6xJxgSqjr;xv|XHa*&H5mm1KGQnGFt=z>50 zC9ABK;zAmlN~IdZdwbBiwH!pJGefj3>0>fa9J`-1B&|}Sbf7#V2_&R>b%{a&D`=aN zQq9uy^k7c_9E%HiW?#NcjJ zUkNeh?o<%{yEg?87)i5>3`ep{%auwpBx%u1uR%Ksy<`}Lv^B*(orq6D{G~K`*Aa$N z3enV)PM==T_o`)-7H{s=djL+I7>$$Xey6bYn#QBWmDF?K@*NJi|KXRf=<8j3IAd5Y zQL^WZsZp1nt;4}2cVu63Cn<;b5Ztc)wWl}v=QC%{;B?|iBplm~#8U|fZbMMSQA^z7OrhxSl_{eAF@5=j@tv}$ZR(Y*GY zrueKQA@s$Yeev~=^O~Z$8>)?t9XrA=q&GfVcm)1lMzr%QM|3+Q87mSpVsto@=?0yw z17`>q;KMDI-1b z>ih1 zp)oQNmQT$7m~qL%>MrJ9pgg!k=-8<@GSZUZ=I0HqPEYy5&ZIqe9(ifm!nviz1yC8w zC|?dJFm^#ykKQ!#4iG#jtPMsE!s=y(g-4c@lprf34X2ZjV%?#WgujYBbw$))2`x}b zka-dKVVQx#=b}llIS+Yx`NUvJ+rD`h4?po5f`Y8m?27L<8Vmlnnv6PAqe|$c75^P2 z*3H27V-eFaw$@r$NT9+ch>Yh%GW4sxy1Pi;p;SDO?zxABd#=_BEZo5`XV9CB9IVnw0`^8Cx zoS^zT^3qHv%CoB=uU#n~zTJgFG)?b=`s%Rd{;fxVv*&5TtWwehr+GcXwj7te>pFV$ zD2^XJKy>OEC@)jO+s7B)zQG8Oh!SYZ*<_Ke^uO@(M?y#+3nx>Sm*UWYO~^l*gLYvZ zF?Q-$bm`JX=;{}r&&JTMB}4=wq8v6Yu{eTs<7)TvwDl2_VPzT$rXl-`Qg1CTr_)$2 zQr#2hLEVAAaV~U^7~x3I0T!;7nyEwAC}({9YYBOaRM1|^g+ZSIO?d_+A`MO+*(4B^ z#6))x#u^YDNw@?dG&Iz7B0cF2i~3t-6k2RR#K%*;lLe#j)TvWQNj{BTM|Yqw?*e>X z%g`k}k354(kc-q9)7MBmiE0?c7m$;cX0=hrgq+nn7MiNQ5=v{)AT2m(6$=e)=(C}CUhlB`5yPA?GH5v`EgBFquML8MYYMeN>hnPywpeuz&%0tM*JhbZm zGrzDWQq4yV&BYW8R?s`}bk{=D(pYJ&q8cBGSRC%-LdL zUd3fbq~y4wkm&E7ohkoE#O@2qk0WD&ksD3D=Oy&-Kfq*M%veb{x(nOad{R4JA&%s!^zla|c}tv}T_`6^Po5qM4J|IA+&kvc(_QiAm6E)` z+Vwl(;;g`sLA~+v>mL&))_b@a-ltEWMso656y#;0Z9phWONuCmsx5i>#27qyaGhhe zWarME+i_sy>y%f=LT_zXR_&4?e&nkdGGw^Lm2TR!5j}hMf{Tkwt>K!MRCf6AVXRpC z1EhuwwDZYFOlZw(UO>6uIV1y-Q$Xgi-kC^nh$YmhAr@1HK_yeF1FciAkXWXxYKy`& z6Hlh-k#^CGLVKOz?iGZP@Gj`qy$@nyVr(;uLHWQXd3@prW%uzS~5EcoeDL_?mzM#cWpm&JJfL079*n!oy^9Bs(M6EA2g zH7%}ZFX*xHa4^34;g6n{&hoowh>V=vE(i7L&lv18g(&d-1ibv&!0gAc{C2~-%3O)ELY6--@!Cmu#pjA ziZz9e%h^FfBoxFhNsNq^6c6$WvOi18)p>+D`w!vBkt0^IQ(DrdEsk+@^CU73>jJ9^ zi0w0{z<^_^e$W^^N$h+8X52N)7TvR`j&tYEVacNJpeswjfX-zC^Qt}WLrXf7M&vH( zImAv`<_nP`7{Os(F=hM!#KzX1S7=GS{1}cvb0T2*FG+LulDEwf;0TyS;P~<5P+dBO z3B#*b_`QfUAvD13;VoigsY*udaF$KhT11EK(23(o8XPBbg2eL%eE6h0vFlkk!G3z0 zGyd7C!W-X}VPH2$4DUli$22*%cR8D;#nzKyNXsn5s+G%e^Y{t&ZnD+afAZuBY+L&^ zrVO*r_^ASdd9NZUmnb5LZK?EJrDp9xZqhCx_luFJ?CgEzS6o~2b|3^NxVr~;cL@+A z1b26L5AN>nL4vzOa zGfGW zr;oTZvIWECn`MgCCjou+`AwYk!e@(g9SVE>&b)jSe#e?=27H7r1iXdY#tFI5wVF`N51UY0B+|?=r0zykuL76{jZB7jHX+Dv~Z^} zwuVo)pQxuKWlD&W2?))vTOfC#oCp|oUbwb8r}8F|a7u>Tg34KxH_Ng4_0hZ@FBLe4 z>4{qh;fj|?^u=sT8GHKAZ(N#t{nF=*A=_sO5EHy~;C)G*#s+_l-Xn7qc$ z;AD(k28Fv&-e7YPAhs{gBoNQFH)2#~l1|b>tG?Y>C0SpKfeZ(jSn+C5cd)v~6e>^V zN0<*f47+62ZsQsSBwA$Hv07Mxp}z!n!JVSY*jH3jw$?RR4;JR|{acjD{{S(4vGef1 zR8E5lRQ@oy_M(%CDL6p4SnZYk#>MAtW#ccN^$2mgd>K>Fui5pm2B>z(!^~WMYHxLl zQq<6piYE+eWB~c3WEMNeE3Z3BJC&CZ<={lz;z6QD z43+$2JYzwybShphd73(cd;X9s`z_!j)MtIg@~m zx&v!AI^+wGf6GU3X6=P%c@Au@0mY|TN-{s0T#0akFCcAK|b;Eq@fBN zk-oZ8rbcAE)>fZW>7ET_w2to+wl}CYQnBeJ3K)x4z>&ieQ8Fgx^@loku|Rp^s{`=h zZoL6r_PqgYFSjk{7@rdI5t?kBJ}IBe8(0c(ZSk=2o;U#IV3KTR4A%T?LeMM9*{W72 z_ubvyg(>YRk6yrk`FD8b{3!7WcQZf9eFl&+sY(vD8|2eRs4?=a`$+XhsC^FySJyuP zDCUd*G=b7*W3{Pc(nN!$5UUW!tvvdpL1C$*X^b?O6GhIm;n)(9&%*nqZjulisIYNf z9vD_Hq{9O69aLD!v?Xo@Z%1>-!oUgJS`kLu+b5#gNAUyyxk0!HHgiT8*zWmUp9Y7F zgcJaS>Zh*h&0(z?ZqxpR6?=-uShzs`017H|csM0tUxyZR=kK@+?cqh7U6Nj2I>cL& zDCkx4U%PXG--&K;KYgpFlm@xIf+Hdui?LeJw|PtMsO166u)b2{IMYMs030Wv#Iw!4 z9o?`g3hsiCuZpo!g=k~B&?`yT)QmYOS+7fB1`kP8J7ACYJFAP=hBB1zXYVs+Hs!M~ zJ>??!lVid#fnU=BOg~phT_1L1C8T*j2?%(@*0*}KmCJZqoq0cykG^aXOXC&!m)2Uf zX~^&eSpdV2iAXoCkngf)4F=>8unp14)aip_tx;`Uu;pf?h9*g6xLlZ4G@Tx-i(zZC zc8c4rfmRBS)K`?7g>23g(}yNHvSlP6%pyd{bv4o@IJFwuAa z6@8aCeud9rFXAHAs`Tml;-aac^iM4UvTpy%d}K$Di1TN811{qzyMpCYlgY$V_?_69 zO~*pYVKxFRMpwMEY;L4n!@BEkSdi;Q{))=gYcZ7WG-f z@VP|Z$DwHER-OGkDZw;+8Xx;JoSBzGA~f;cds}o@KIFh*J31w*#-+wsPb1BkjJS<5 zPYmV7qks95q<86#Ak&V}s<#}9~nUmSZw)%It4=4dpahrvlpJ+0neU7@gX$xpB<=a?bN7GI)Sqy6H$R#83y4i4UYH{00O@1P! zOSE6@Cf(fK{iLI#+#S17Mp_#6EpX?wHT^;@*`@TcLHqTiF>@ZHwQb`WBIVSYt-o18hLE68IkJT=Xw= zP3*i!9k6@@41$r-O|fGIQC-T%_j>Env{mzS4UX>Y=hQ;cd1|k|oE$T-1rp6jHqk-)ZUpg{%hr<)7468UgAa@OIn&&ldMoVF+CugqTxH%>Xqu~&B;Uc!^ zp4+iu{215rAq=c{Vk5eb1IPKT=jt+^o}}CtZ9xWZ1ytUnWR?fbfOLnc=e;=yN83va zsr?}&hO^RfPqaF zJeCYG-fD0ggnx03*tb)B51mz)Lp0(50G*)YgklMlb0Mj=pD_Hn9gq!)rta~!=75FM z#wmwKFVX*F(lWD)bp3?cdUX6uPEyb1H6Aj9O#p4V@TrGlH7t3{W5ESyeFDT>k-!nM z3v3rbDGt8I;zTT@*r#~vQ3E6Lg1oD}Ka?jUszW8s3o&xhhLx2X2up~9B$=!U&!poG znR=ZAVs^bO*D8B?qMH=i*7bFs9p!vp@FhU!%>0BAI1W68(tyUkyL+(%RcUGX#q}y= zj_q8v#_dNlqi)d_CIbet8Wd*%3=Gt7Fo1=FU9wJEaXG5p=5LNoiqyf4l>$4kl(3#R z6u)4w$?R38ZGll<{x;&l?76~GX&oIMx@}zC%I;Yvd=HieEj<%vGw`M;f7CB~NaqFWL@-d=Fn_~8djY~=$;YI?_6BxwGRxs$Q zs=grwlg;SJ?9P#%Pzez%hhi-Ets|GX(t|`dzdpkZ>~D|X!K+1u-7MvqXL}9nuybu4 z{SX6%YueZ-F?AjSA%0k=Ay$jEz;4D6PI$o)C#2sDm)fM?9CZf{L4W?tzBJCExek5c z$X%v(jrjU-3I%`itCz;5HssUw#IYJ`CMf1PJSFgbImZNlDSXjQI$XGb16DE6ns!VQhc&8F>d@iX$ z$_WULR*zPh zZ?K*|a2%*_pr>=1F*8L$b`C9lMM^TxCmJmp85=8z`8NEPFx1&bjlz6@2K#BZiVFrZ zy|uOVLVY1-&F$VmB7bh}q%?XLa&^vB^X)u5EUe1tn)_t60d2}x&2^W+cvK7D&ziu0 zsAt#pSe$LmyUYuvEPhBmU)%AkS2IIUWLgw*EK^9xMsCwy?5+kEID$w{qBIu{`xh@( z@eOw|-Gy<45D?;!H1-!%WVw}Sy$1*aVJ5wrRYQHX$gyVg?ER3Zl_Bp2B%OWnq&TRU zJbYo1g;3y6D8zo?0yiJ-JIwL8G=zwg6QyJCu=2`}4Rd9~Ihsixg<-^GV5*#M+xT&b zCmVIVV~WTvH2SNW&0M1YdTe*F01Q&Yp7fQAXmab%K^ zlVuwazMZ=Fq@ zG!`4{kttFtP??jgBWAWB^d02-Pc=L2r$JrH;(OphVN}+O2_^o@*ej35`7>Yb-AbhgJVniR%)>5f-Zo=T$yRgpC9~uB5`c=(_ zOmS{R=bhL;6JI?4%8qe0MBvRF`I4~;ruL~$aE=}&Yt1UR_{ZkMl>fy&3BD*L0@{{+ zQwtK$?osoFy%I^A46&$Tt=1?zw0k^rF?8k^dwprjyA?}K)whUPoHo8jc&P88lcff` zwT_5~Zdt<@0m(KV!($mf13~cHPf2&JQOp6uaTpF41qiqLOX@km#Q1vwmsmmzWHy71g}$>=e$WYctt?rO`ZCbM5)yTrWp zu08=`8>;`X+Bw^H^(9Dg2x;P*pkcL;6QJ$_zJ`e^tDYX6EB#I9HQ*{>Eoi_}(X zantpKg?+gWTx+&=w?fGkACd9|f;z|jF9u6dt(MR#!{3iEKY&@!s(nBa03|1&AU!-! zG#||Qx*evSTX>w5L1NE-YCypwAQBd}?GeGaP3Sd(%Zu9e^Q7;3^r8#t*@Z-&2SWu%<{X4el3veK z$*hsD5rIHqi|xCYj(;W92{O;B5g!biM<%#~kf&tc62}G$$nMc}*I^J~9Kw+{tVFBT zWyM0^$#>B~4xTT;EQ5>6Orn9q$Fd&^1i{Vt2rKL!?XZpTaXALA+kEDGX@;e%h^w$< zphFh34#+plsUO;55M5TgDU2yF@f>aUc~6p)puq;$11U@+mnZNh856U5OYHdCZOPbn z+&eoXF>zGgwb>X3ylw`;H>~GNEDI)54ZHE9-LE@$4?E!;v|Jg4J)nnXMe*$kM%5%>-sE>I>deD!Wb=6h<2ITEMC6WN~?*!2946R3MDsEW9&DH{8v z*QQY5LzWd(_4J~#VdDu(7hwU0a;g-`{#=+LWLA>u*rJx_D6Km)#Qtjfiv!fGs92T2z35&u%>q)36l{Z(D z(S_XL;iJg&O|=8zd!3J>uCDA2jg2=3ed&sRV8lV++viJzSF?!)6xgVMZun|6Q7x@&2dKO!X%H1AMI;oGeF+xYTCw~!T3t=wa zxghZ26B@sXMc$dW6m^V75ostG?1%ggFs)tJ>s<45xl=yo)fqnZ@5Dj&WIx9HipkiN zEt7LyWw6EW?1+9Lk%-4Cx;Ht_s*0fAF-(dcXa*r4yOf&wk#>2aTH>aea;F{9MZo9O zX-0btaAXP%s3YDa>h^yjqLYfS67O65S>#uRhTNazcIHgh)XiszQn<>C1Zp@54GUXB zfaW~_5~$hm4;t6T>Nd20s_W{|M&tVf)<&eRt380QRp^&B)54;kERZn8-~{~01WzYm zrh_PL1g;;F_4lVLtFEwOF%Ii(T@-U|QlNdkW3lUl6SR4?NeOPiCRZj_H} z=^B0mg`B8UAs?|0Lz?X50x7f(@Q9(F4GMA=1uf&yckEE|OyHSn>xo+|&{;^99E;8% zQR7%SV@dj(;cz&)B&X&TqJNuk#$Z;P5o%m3D{kCE(bS&?2(evypMpzFCbM?U)I=os zi?6l%qk{^i9(SwguQQjNA}((6{EKG@8NENO55F%@XlD`~?&Uq9KzGl#ul-7&@bV?0 zA3JXr?VTsLvyfp;>qK#!`u5Bh9n1t(oPQnJ6ILktW%c%3Omt&hEV8hXONGJu^Ynga z!eZWJZ(D54=1bpodN-glK7u`2!ZMS@YY^`O7S`F!B0fdaWCtIyFz-yE6s)sQ#JF!3 zO%s$+4&Pz{ymH2jclj2@)*3NsHmBMs4ng$|r|lAdgeqPkq!3;YOl+7u{uct1v^H7g zW~kxE&l$7bV_$`Xa*$`l*v1`Pt#ojnQUgf=FL@}Hu|mIN7OZ^O>(2V|*69U`d;MY>yKn&IVX}hLX4tQ-$m-FqhChqN+TJIg z^Ivx=xouMa{yqn(H4;=-q!`U&1{p_iK~kut;uv!1>$THmqL(N=AAku;{n&UC^ucvn z7;xIjYZ^!XGAI@7A$}a$f-iov=%DHELTH6EU$X*^k5MMS9SN0r2&+^f=FKS^**fqo zglonpe!p(fGh@DVPE65s77g57)KmjGt91nX^PN^z#eI}oL%rspkzEsWap`>m1s4&w zVi;n!<3JEVo%dOd2}@(Yw+l8PPP|gspf|{$!1XW_F)g2=4LPdwHlXu7+^hSn+*{A} zo}})4v`~DkBV`8br_>i&?(JU$fd%qp`|dqU^>kbAD*?ZaKMSR^Tj3~>|BH5fg0{`8 zK-VN&>%+zM1$B2K9eoBjLrr~aF?SLhq(!>ct`?Ea$6dyW2)`4%d&!o%T&m4tOS7|^ zB}o*9NhNZr!zM|@f#R46CSm5h$6MHb^pNJ$8=EDMHx|E(jm4bJw0B^ASVtjW4t^9y zG)X8WD=I4TNl#B7;`;gCtOA6Y$7`yGot|VQ!qm`UN=A|KKeh8Wqe-=a)fhU|Q>1y5 zP}Bw=gnM{MX}KX?5U`-d2a=xgEV!VrvTPyL1;ESChvuG`_DMlj71}qVPN5e~EmKyd zf;mPmzsHR^A_c2y%CxiezI8!u|BsS7tPR?Bmj>>5j;cwY)5*^_O!O>3xIKFbNfJFF zE;5<0an`N&0C$@8O+}pjMk5pqs9mglM)M-N%lbV$s2Dy+ zzW9M`d_3j)sFD!k^~r(%&QdJ|ndlc%)utxs6|~ZIrX2&LnhI`93(J|S4XoH3MWdEeBk2KhNxymgr>0i3dr{3 zwnMh;Ki%jv+~B*yeIrTO?4mLNMV=Q?T1KAVbtEh4d)lnnh1<*mCAi6WhLD;XHVG+d zY*G>=s9@pY=_w6fS(eohrQgn~kc=X$I}N>K>)fc6IQb~nb>3%D!UX!l&`+MirJ78_-sYVw+H_;#B&d1U0!0C;W%04K}XvY|p?5Cs8dgzKgD zb$tGZUq>AB`@@Q2O`Pn}#D>;69X9gYd%m9!FpOT)Qg}?Bkqddq`v{MvYzIs+Z=&k| zXgb`o8REw0aK@JiH9i01$beiS5nROKb#jD3A`=+M zNPV~Vy=(=UK!or%&iKNw^VTWBQyG0C|<8!Sa#1p zh#Ba~$nuL@27&LDk?Jt-3q_6@=2E*$8k3O`Ap+%Mu%47nH7ge-AZc{rTne8^OV1KF zX$en~w~f3+jDh2XZC^9ZxH->b=M%8%5qr?;3!fPf0P*MMWgk?O3An9Vp! zrE{V7>{5g0JB1MFfSqGU8+^^(#;<;WvevNZ4TqR zht(AKi|#wcacshAR2zy3JPt2xk9C-ME9g+^Lj zN<)-n+0xazw5focRKHG2LI8x*B^88gvcbG7{;j%-$aCb>_C6-QsQMGXCD);(o2|O( z9QTf~iT+X;IyAza=v|*aN(~(-D1qG)TbSNh3eU7@?+Wu1^A;DTVqD)5o-_`=9!JET z6N%;*Y5BvvO~xY1)~w}6R@OiCu}-pS;B8Jjn{hF6CL{CZmB-lAUC$2wY26}UU2Wx0 z*T&X44kReYLk_z|t7}%Dt>q>~W&CZDil!QC;q#v6BZWlVN6rW-Bt~JcJ73$zF)IN) zm|0ociMWq%@17C@1Pbci=0O7@lLh>YU+t<(wHPVFA6tHf@O)ZIv=ZS-z`f~c+6u0o zo*qU07c|(eCYGfxj(1*-=gW<>A*O}DaiN6=CWVwD;KI(`bS^0RI}LJn?hY+IhUHwQ z07{%rQRBNqeHN@MhvIu5JCTg|q+_s09l8!KnpLe-;q4yu7oQ z_*OtUrGNQV!LYclli4UA+(Xv%a-AV8)TbYPRJDTo@vHlvwl;9j)_vKJRcL)7MHn(dLK zwxlGs7oFO)8V}5c(L_!c#`H##q@OeAw_L+;mmysS4(w)-)>~y+?!!3V!?T*v(5f83 zCIaM5gDvP;e?ep8LZap2FWV}W>QQZVP6u*d`=UNTY!nKAho5Pfto_a_+TL@zBQM|LdXQ!pysHy!+$h9R(a=-o`e zBYqGC@#X}};#L{|hP;VaM zhMTOvbXShWrw7S#AkBci4muR_>zo$Y-`ZP4ziGBxZ>2$3yWE3tJB_An?fimR*tQVs z`n-v3>`+>6>X-da-#{Fk2$TqbV|#&!=i7p;dN+~1*x|`k*DJqyObBBl2it#FZO!&@ zEWmcK(uE4vo>WaYzbf+MARAiX)qp6kqMg*L)q9A7&Uj7!bgrb*S!bAMba0M%u+oS> z2o%L8OFIkT@Scq`83+3vH!|p8(wvL8#W2tsJw%nE;Lp*nu(kWF`DJ0sep`TV0{^=& zDx*{XNAQG9ZYN>)Cuv*1fTuIs_BS!HoT4J=?fD2( zN%Y63fu;T&0}=gAuh%vA6V9^k&a)(3VuXOa{!QTLVkGplfGWX}NNz-xk8ZUgffa!` zPL@96-=Ka_IFM6cGV}5Q?6mu+K=pLg{pst;TY!O8TPIa(1f!$ZiI=3u4#J{Z24NoP3^oR=-DsI zl71%@PFZP=Lcw@Wgl&$ILMr>;eo}&#l89*I^b{d>F?8oc0vWb}zz^6k1PNY5l-E0< z;3xo-+q|Jrf4>*qRoZ(DF-mato#|Qse9(^a@#(C*Ztof|r(v|f3-wnkw&;a#aq*(< z(}-@0{o}K{>59;drkAfo$y{QW<~aIG#KOeRQX;b+zt!D?%MbWvkY}+9TXDgZ%S$ac z*ZdUNvHS#j2fF7()eaT$G^g=ipQS3MIb}-Vc*SjgddB6{ANxP|1SXr4zvTINHA{h$ zC=LgE2EGqlKrSbxzWa9?jlj5vGiira8Iswt+d||l6OcgJ|kCX z;qx8b6gCD!&(kV*E3T6U;xW}i*=AGSZLILuE4aR0F(GNdV9}gEbbycAL_); zbd-`YSY2yQ7Dt?{apLDI(!Y6G+%qPLT&LdYI`E#?cMJ{+&}m^N$0BxPKr>$2R5vYi zQZX#J6H*c)Xu*g`+r;mw;w&k4o zUZ$FO&BtU(_}*z_4gbp{{?BK*oi?S3O%53|bLm!BuZm$9`?ZcK>@Am@@dnS~wmW6M z5!~sHLnV@+Sc;)#an3wv_fXfJc1y|lDJeo*9j{J;l0>W;t+1%H%OD#4U>V~^!E<&I zcSMIh2n&&-f)t5@#1<RrYrBz8K*|ujrexK)dki{B zZM*qYoB_=JQ>zqhVxl@wu|zKK+nZo-xm?+Q@vwJ0?-qagx+gO3dQXX-0>#7|LJ&;? zBbo4->?@IPYdi{=HhReCWFZQ(l>oa<3fUVRP6Se8cu`PcuHD%Rm+058OPfa*)Lh^k z^x$r8YPRM+a><}53%(?k{51f1-5YQ1rz7mj>Z*HQLT>KnEuT zyrHaABPs+bn~&X|Nl2p$S7+asm7E(uaY1j*l0K^sl&LCZH>-$c3$#U(?!78RJyR;h zIi&DZ4~LI+28f1JeWr(V#2HDg?GE1Pmc2m&h8Ac6~R;>Z1ML5jxRVK?FvNqfO4-k-$%MBmf*g=s3kbJ>ID^94U<=U;0iRUyU zNl0);ngtjd!Uw2!r{w4A@mk>E!xh& z#Iy0;7r-noucD_gE_S7v<9MDK$1$na*I&GyW5KdS zn({%&>tFoEL_r}&TP~_f`C!Px*BGpUA*Th`^f#1tqoU6a1!QoWQ*S$70V@UKVYxEFGiFa(kce zlEk#_fs!_qy}}lAybfkdHa}wd?&rCIKjbvdGx4*30#=smzEtV?PnS-1?NjDSp0542 zusSRewpbsg^OX^$=Ubqrwm7A+sZ9>fuB?g`;G71v$g$M0S!KB@rU}{%j;LbjNHLo+ zej9N|*;yS(D{a2vk6+xIvtr-9bO1VbMD;LBF3;wF~*Go8D1x^V2+lJ5zjUSWc- zKgB8;6$}~4HwR@f0}WeIe^@1+vdZyLe&k+zbS&sg^M><*mZgI6oFOmOz-NYQ?YmO| zRyo1hOEEgTja+%At?k~4ph?7NEf0Z~S@zi2_vW%|=k%W!OZKgoxlT#RI{N;Q=LVp( zIO)*wOM~&c=sm|}#|c03`nx9(dS1rl57>pKFp&qDebH%DmO9oBOwp|dmLHQ>OiVJI zs?l0#lYM`Io^O!f_e4T=X(Cx4&9@0+xzWakWBoE^^-Y-LoU0-TF!IHkj7n2CF99Z= zS%9bh`Fr2p?wsoF%YS+Sa1;;JS{g+H9_1omPQ+7naE8v}quZ+}YJ7!Yp^tZOPtD3L zyLVuDoKBXUXT};A<;3w5?Kwfc;_B3CYD>&(6D`b7id|Zllor-v?KxY7AVi7yAWGWy z^%lw|YH2DvCcbm;{*En}ID}El1>q({&>A&HJ{h>1H)|B~0ay3WSy0Ea=S1W15BMP{ zV7)=E+c{sO4TeXW5F|d2-dU|hDjz$4{ZdQmnVJ!1W{O+jxY0`(OZrl+jndM}*VJ@? z;m~f-pVJdRIBz|Zmm5o5ZpRMyQ+JNz>xniM{IVPNHm2u$p3IXZAfesTq#T534l?v) zqrmkET+rqB?+~Jb5Z$66e5OchxV;egDwnIfF{G@Hcu_(SO>CuuUX>qxl04$ zhQz3)l73ovH@`Hp>rd3*jq=c)-Z)e?Zf*6iy8hNqost0w$iFU`ET4oH3Y~yqK@sSi zb+4F4F7Z8W#w^QabMq2_)lIxgLmUFfvQ8<+V}nA6zQ<90i^;LIXI*zcp0+;zGW+N3 z<8cc!7Xdlz(gkB<$Xcgsoad+G$~@$`$LAIc`dWciulUuUx2euY#Bi2d5je-o=Mu;3 z-mTo{iBQN$Ae8^#H3$Jl<&>IJ!k7*Zmb5ySv0gnjqj4%Dv1?MyM!=ds$$x_uD{8%x zS$Y}_)mZha!4W0AKh1tN%G~;=g3ZkPu6lU}wL?oTWx8RHZ4GA$RTj?xl|s6zxt4N~ zDwwwZcJ27BU9%dH>AuWGKg1mdg2TTq!Fd?NZxN&J?P$5sWM6$E>7Q=adkQDaPRLW- z=G$m_U=@$|+!_YP3+{R?EE;v|x`4=6K^<0Aay{ulWqh3Uq5hp!M>&huv)2|AjK)D} zKUA89xyA0j5zDDxfiOQk-=+s+#g{N^O%}aA!kzeSbBvep|Iv5gdG;&qIG5`Hq2S*a z(FjETtPyt8uMs|Q&=B=nB@5<`8z#ANn$qiXh1QcVPWc9loj=n#Jsq+Zk{6agPLwrj z5YjYG1*0!@S~>i-xX|V>62R3m=HNS#31^#R61m@i8#^t2bG|heyFU39?v3nV4;@ut`=CXJ>s}sywU70=VO*XV#fc z={u0YwBt9e3tDJDrk!%>Zr99V>nLhyAAdZ_@sF0UO{V|Hb2>xk(_+xs@Y*QLki)iuCBLyT{F^u#&!Gh1;8>cD_(1U1BmE zlc8Zh>oGYoDapMuX|YIkVct5UPqWdwS?1}2j>mP<9@zfYpOBz3yX?(xYI84e!;{R4 z|MjoU&XI$er9)>kzd~z(5$n!W{Y|p`KG|wv83^NW97R*! zR5Yw`P*XNE&r(a<*Jdgm+UV%$zxvS0-D+rgau0t+asi{Du4-2*#C~!R+tBlw2WLW7 zj7MAX=MuTevR*4)%`J^ZdE2jk51myp9lT}sk;dyND)zO@{gs*Xx_Ud6)jhAHFaOpC zAe|8T9i*4?Fnv*CXdu$qER2H*J)-~*Ta_o1fEo^m`NFSRo`0~@;}VSU`!+o=-P2aHjhVp8%gCQ)!yw(tK;0~%s{i>nH)MHmsY3C z_45@@)m96wU;5|hWcgmjSa`02JF3?J&z5d-CV$ICPAs&grp2s8ER8zyARD;DzL%L6 zPm(d48ea?AavVA?$NHdoueM=%+CH#-t=37lqk8vy%F=hKl1sh^%>w*3lf!$omT%e0 zi*JCX@rt&)ac*?(EsNEb`cp>T6q$5|`__vr&(_g9Lc3~&HG^}-cbp}QWoAZf-uIeh{uO((LIEF4fiLx7A`=ZS!T2Wv z<>&vnF)BpeA7;uhq0m8e@N)I~n&q|=I)LM&^%U(ydy0zLOT%|-?3~t0V(~k0xBYlY zkNbFP9^L53^dMHUHp`XgZs76B?mf-va4k@Eq$YBLxSgvxwf>N+zaP)jRFVPJ<OmvPQ_ zXX)Bxm}_?3ohxe8*3sM~we}3iY;0so8dTOaO!!*Sm+X4N%TyXqcG>3elwD~Q-k7|~ z=~UGZ#zxVXBQaTPyZu1st!{WNWqK(nnsedKVgr78lT>U8L4|jh%E^MA+~&1$?k-wI zeOYZ^hd9t072Om0FI({yv@7=2iV1~cq!--}`(-A;%9@hN*d_lU)>?}*Evw+u#O8u* z+&0XJXz#{p`Pb>9N#(F<^kQ@)QO>D&XB zdt1JDGvWPe3l#|7k1ilDsvJ1qx?FocR)w%TH(!>&%)Vn|;Qe}xpsbwqf?zq_C9C&u zL*fG+5Dc=T7YX(Dpz_;j%64;)JN=mmy5voAI}ZS$?n;|svOuAD?6GkA$ujYkJcR+E zvPs8K*5I{jaXL-N5xIaVo!Z=0Qeu9R=D;p+ez!g}$8P2<1vIGav09nKoKJVTiTt#7 zmx`%n4;ahfno;%R@qYaYv}#=a1vqT{k3I8&-XQ~7QZ6-GNks!B!JI~f+HwQn3AH1A zW$RsO1EL9NuQGXNF1BwNs881`Rn+#K>)FpD3Uf!BH4zspX4kUY*MPkR(+$T)cgq9# zR`;G!^%fJa?`5OoZc@i~p!-DzBu6cE)KN(L{zDCegSG^vbE?1=S+&hHxBiRvnrSM( zZM5;-bMUZLR~%>pQ|@NiE--rs2&G_g(v3ROwi^(cRGvV3N3n0&-AheFJzRVAr=cPL z*Y7dS=6Ws98HRc^W}~!sTK6xtNdylvkb$`gi39o2(y6>%?oP#5f7rEa7hMF)0k3-X zkz8e7l3H$G%jvY0tr*%&l(n_Z1PEswv!FC;+LjAlCx$&6a>DUndTIeCz><@}8A#Pe z>(w}F0XLNY01L^t3dNN7kgcpY@jQdl+5c0&f{j%fr>DHRYs3yEN ztyb$HW8E`UBa+uAF85_M!$%|FvAnFF&g)i#fW!L5zna?gZ(a(G>D!;I+ta7fJf;UOl|)-z zGF;!_ZY5(#8fQuAvVSTNE zc(zRsBDW>#FsS~B$}!#aApGy=&VSb$H@1pjz=$SmO=OR!TnIg0^B(7GOxyA6fZQ~9 zYl%r_9FMiI9)|!Njp}8~)hAdBU`waFjgtQJXXuY`zuyhXw*^LGt0X=4XF!0UnptVp( zIg{5cj?Z<16W4RY-eQWDWrT43Qd{O?7;0{Q8t$!W^Xq(}QG30GQd(`@K3z$T+VyC= z`t%UwXKXW(`}L);@bJ@cwd_R^2ENTxf|hO%J=a{PBk!k}S z=8;{+U3&3_;biPdLtUIVhS63&>f*BQAmIWAvgRACfHHEQu^2n=2;7TgUUoie0L&93 z@z{)K*#5R4AfIE9_ub(zDZ{c)>1=azuv(&a$nrjeDb;=r z%e2)kw)(P~RtfBTeiL7u2 zW=5-j`(~eBUxgf&@i(|a1f5|F_w;g4_JpcK1v4R(D>Sh$S&W7$orf408bU!sX9+9b zns>{e2cx)hSbq)HTgTpK3agmdesephSE`oDtd$!&oNn(_I7o{^D5z(f7xxP zj8{I0^COY{o3Idpn^8_W=8x8yXn_TVb~;S(Z&FbPvRh4S%;!Ehcszx&H9UVGJGmfk zGv#Hel?pyrFveW1nT`@D8k7uUK^3PMwjJJAx?7sgJUzla8x_5PRrnhzqC{h$H7md_ z@*9x>KL)6L`gyU8?>vn>R@U5THne4wt@_(J)w|H@S=;Td<1n$|yrQoehJsot+gm}u zR^{AayP}==D9r0`uMcD;sln(vM(5(>TBgM|WWC$E*=c{SjB_`970o5xu>9iK>u@4O zcanI|aly8~D$a6kX*ZVZe8@@V$fctyne+DwKR}xnjzfv)_=|4{Oz<0_OX<|~+?i*T ztW_wrC%VTw>ikqV1pMITsiZHeVA23-ZlGCh|6*f)EeGk+yp%Y}{ZVlJeEpj#kJ$}Z zXxm}h-@hCp_!-3%?;8h{(3fvrq(79DjBMI&sxqBbx0SC&?r5t)QI)*ecUu>ptm47r zGQT{nWOUcpjY30hW$@`MomKiP5I9oVW*&|?TF=9<`bWF@Anw&%uGr~_V>k-e)A@${ z1>-Nn2Zn444uPYxYz6L<&|4_A5zP@O1wfC=_Hasa< z9`(|x3i@!=ca3n~?~IQ1AM)r+@vaO|X&A{l+&~3M^i_K=2ByqIP_gXU9w&;H=dyH- zxgVu)(e^l`!cJEwo|c73zt^ui<7)07Lq_o)VF9bGi}^05!`Thf9~(rn$6(J&*J{1` zG7&-KUkW#YVwLu9b3`)P1i>!l8kzpNj~?8Nl+o?VP@~B{$W z=$DXN#*JF6jE=L9me(m?!~NRxEXZ9PjN;jZZ#}$wtG%TY2ZH>kYQ#e2w6 zBKp5ng)Q_>KdYFnD>Y@L^hVgawl37^mC`tsqwe8ceJ6iL))UY1>!X->>rF{3Zfe;t zPyqAq=#3J1TJgxcG#!1-si|4yb_b(y&TA~cf9CD;XpsD0QJD#tND3?`?FY!7Z$ADHsE0xhx zhrXyjSm)3f-=%4>;_+p@V3It)ApD=2D6Lol9~#XURL?q07`V%+{pa^ckiH7CILQg#)P|xC(l95{@09@Sy{kQ+`ho^WI`d|l zY`;YU1WZhDT>{ZsOxd64{(&i^Y>*j$uyibdL0L3z)w0}e2?A{J#4lMd@vcisg@u`98*oa}a? ztKidWNj;mgmX-zXutmAWz?h8X?h#HpTVppYT-Zs$y@lm;#$Hmgihli9Ez4w~o|B_+ zSqZ5>u%iFeqM9JwXKW5P+T-eiQ)b*acwAmeorDlu)W(fqJ5ZmD^pQ7I{3@W+(9$ng zZ>;a`CZVCDsol-~X_cv7UbVaSc+^eba9#1dl(>LU$7Z3dkxZ{uo|Dt*etVRd=tzz7 z&t23-iIK+~wMTHOa9%U=0ldt&vs-}bfpqR~R4&O!O0A}9%+qUg7TeX9mz{B%I!*zNK$<%ISUq~dZnh9u+ z-JwRl0&AI%!jG@zgrI28QaF#AkQ&2r!|h$ez7IagMS|1_$DnIJpSmw~yWVR!2X)CC zKPdgj(u0l_lHYmQm7*z^uh&Jo>4_ec zA*&Uv=089r2!SK1Tk8m%jB)IM-eL6J+G56aSru_U9!u638_-b$V(cnw&rCy}dd9u% zOmEwB?n?gCsQEyXQ4kf-GZAVbAo+gA=U!&xSTO=M0;%r{$J792kCxf2w}TDm){y*D zw!}cxzFYN(c)}r?fbYMxmJc+9ua9#Fyf76t;(xt55qK^+=tgy4DMzjW&VRK@>P#s6&b|DPuF2dCGche=~?Y}rVkBT4hN9gY7Ycr`*qHbZgb^-CcV zc7K8RuMhdzK1n)-*~P+We=*m8^Vc$DP<{p5Y?#D<{ThfLPs`>oz6eo^f-+h(|6c%K zBcR+RFnjiFTeD`3dCRVIHHm>pSId?yt)!&H1`HSwi2NuMA|L`HAOa#F0=Z2<&(x(@ zKA(U7xvg5Y%2upck>Z{5o^1kc+O)COty^2ae*Ll?bxy{ILYJSPZ+-go$;tHPLZUwW z@IyQ3po7wq6vE2O%MK7 zo4xtwn@u9mO)ZhmK(XttyEe6?H%fY6dF2)R;SYb9Qrs9NzWCw`>)pF|O7{iDv+7uC zC8;`=8ZY@4flLsPQkMc%X6Oz%JS986SUa)m2qnvb*#SRbe{;Mhk$14(!)`qG*JTMe*0T{bHW6>@x~kN zoO92$Bab}NPCor~`_u1#Z@cZguN4&+Z_3$guf1k0N!oMIJvW`xm*5dVFv%4+d(JGI zF=M)|T(!aq@(ZkO+jh3Y_B&dS9$V*15|xf7LLiswbrV6RWTr?U-F0l{%$bqL22x2z zixw?x+ikZ^<(5GCUAc0lJ@UvSwtDsINWS24$|$a7xTD{ViEn99czC7Lr?6RxvK6pst0CZIZd<0_E>t~*MCgS4< zKlp*q=f)5fQJ^0{*cIcspTF;(6BfByOCeuwUBlG6Xv&SEQ+*tJ$?UpTD=8f;m>|<}G80B}| zamQKr?%kuk)%jb?FY81k4?!ew%OCz=6W)2p{`BWRTY;Csn)U1LXXl+~yX>+{WOlBn zw>iKgk3MP-{OxZMi^&c<>|j{D(jn;3`F{E3msa5^lnrr{CQY)hzWS;mLFnEX1Q1Np z^@$ODQm59gU2D^(Pq9%)kMb0|N%r`Y|7S10^r9_Yy3|fS@f7>`lgYMl;ew>Xk|z;> zKy;mc`st_5|B1fNZ#fZ2g+O#2^4BlEM_*5-jI*Xm50HqDxQhHDf%zRNWZ0cM@=zWeT&3SD%HQ2Ox8J*m31D0Ns< zXjqwc2s-Srgk#FmSs61OZ)1ng6m2fLhNKI{hTX*~D=W9inzK07)YNQoEnO$_J%MHX zi!VlYGd=tK^R33SN@GPKPAr3ThVT6Ee|FZXr&?KQsa<&Cg=ty7aR2@HTd!Wd?1&?d zh#YVBW(4c&?z!h4V@YT(I-X;6%RiDy9||stZmdCm(V|5W3sy4W1jWycPp8?yT?g6h zIkT;E=Pq{4(Z|_QBSu+C~xpV#_jg;x~op#zOvL*kgpML7U9Ql6RZMQ|jzU!{LHeKVn zFc%-kefHUB(>3=c)_v}p{}{_(GU;+*#Jc}q|N57)D<#VT+P80SfB*a6op<}|U;i5E zfcEw_Euk}-;63l=Tr&A`e(O5!?$uY=9`9}Qee%gC+oj&p%JDC}5NSXoM~*aJU-6J< z^}6jZf3Z&|PmZ~9N?mb8Uq{Kg^wLX>{8NAFU~jqQmPm&j?KfM$Kk=5FvVJ?>s}AT` ze(ODVSWr-~#rFKM%9eDWamE>uddQMvXZDR+fubS&oUoCOV|~*xcivoU>%C|3^I4zUE<5jP&B~g2*6KF4*Pi>>!bJ;h zD{ndGS6_XZbnwfUFE`!`#UK&wXjiaJx4YwxJ2ve+OWkLDpgl7P`>&-l-dOcHQGXTh z+Uu{sZp_Z_xZ{rY+;h)uN+Qd!fBoxUZ~EPozPS2~F*KGz)SY+!I40{{{i2TX;kl4x z3|7gG!_odSRezGnZ@fC=zc*GN=)cZ)1kxY<=tq%PO(2v9!MVEQ>QZ!`+Xq#=ev8hw1 z+GI~&>E#)YOFd(BSy@?R2_OC9M<0C@k*zQW$6DcolJ<*V{K5`C_~6LWKV*A1iQ*XX z`

niPT%(=SqL*H{L$`?6Z-53C4^WW5b6Jw?F>zk8u?l?mOQzs2_INVUhS)Zs=yF z>ME-zo_Hc6vz&F-S&_$M{N+d*$pg9qyVbww8SkSVWko%}$e0cH)?05GM#5Ab_i%42 zu0cxOx!%SSC=ILu<$X3(0-ialucDPo!YL3cD({V}kE0XKbb(%X-E|R5FP3ROM<0Fk z_tuB=j27#iV|8qtJM+vljY`XaNrgZA?6bd@Rg~PTuDU8Rfch_R{(}!b*c3Mcir>Y% z&+mutvHT^IE*DO$`?*HPao>ISMcyCB1HJqv+;6`5#?JGWKq5q8>G|F7erKnhc3Nci zjQi@!7k-j;`|P)$_4i&%KFw3Ep8wB(?8FmKjFb;b9=w?qrh^&l#s9eXoLxk*OJLnf zCSJlNpC~Rk1V&!BfE5kL^L+byo3qd%V^zaHj*gm+6a&Ei-tL_Ij&@Hy^^~C$(Xs#h z=Rc3zk^1k$+P$C0f%r%lj*flUuwgcF;>5^r;w6o&@%FoTWlNhHKYn~#rlq%1t-jWPk9MxWE1O+X;h6b{vlOmx=n5FrnXF zB%kr>le<4&ALy>TBL*+p1n<55+0TCFPB-bJt2>#fV}Nn>jPDp6F$ki(phVZ@+`YV} zgE0w1BjXdwPE&Ol22gC7p~FDVtPV>pnMLLrN5*OxF(Zb|fh>up7Jh_Q+>egFtja)}A!H|PI$94KpI1^VaNB@fcfZRiT zC}PaIQm%>03fT-}IPsDO%8+r*&79L`V~FP2HTr6d&n`UD!6OX!diyE#?b|n2vNCec zDXRp|qyaJy;~>Uzcv631!DI*g{F6Wady`3Ay_Gry8H7C=6^aRoyX2BfBEqMuEEFa} zYM(xRBEmTp0LPI^$a${2LPrQBGgz;j;ET{dXwaa@OqE|7=Y`VlopEUU2!I0z4m94a zLuGOfVUqLACXO37E>gHOViZyY4Q9cx9FvArg<=;+ydwe_jfoHGrGj5@!37cTGyrA_ z8Tev321o9pfb;Y7BQrc`?0%~V*M9PopF|p}KMWc%vm_j;D6FmayLk8c{qQ}Ozhu(o z!ijZ1jf>e9$^*xd-z*`ZJeV~?altWo(lI#&qpo~KZc5=FyIuD1W`Iuj8q}p;{dvq2 zLZ9~(5;}eACLP10-ps}uo?vpf*KvI6J;O$aQ(uQthINqHCzMx~qina`b`iw|p#{ql z^_BVwCuixVogIJt@sZg>X4KfJ)9<(!<$|^dE9wpFvFmbljwoO#kj_zGI(P28sm_pA zgk?G)zl&A2T*p#}@qs>pI*3xvxp-{>W5=Jp=Nf5;IQj$19EYMu{VpmhiZD9qq?01b zK;&Wu|H0n>aUCs3zw@8>`}cqM`%m`!#@Wc)$b;?$1%+GQ=9LlkkUlq+nM?WsjBjox zlz{1jx_0flDUNss1O`H0Ud`@Y2yB!K)>2%&{+EG^0UM=}fs3#yXQ#+>4HvKPC0yzf zGiD6bb-7seIZ=O==o&^0(u={8_CVP5M_9yJn%xwgzg{N$J=J_t#~AOhzB3lPx)w_o zh&2w!s(-Qkxw=LAVuj6lL0n_(MaCs9I994r4=F?XH+P{VVbLALWWwR*WCGZr!>? zj{Q92Jd*^Zhk8YP$XYm#{PsV}gOZ1_I-5$JOEX-kN63Aon{fvHhE*(Zqnk@XRZ zU0RYkk|uA zEV+tzpFa$~$MaWLx?DK%?x&(6pwXyU_DBbG{q@&J>PK&HbCNH;=c-(}B2Y2?j38Q9 zzFfSi96NZ5$5)>6{D3!5Fk{CiDb(jS9&7iYDxDGv-a8&^I_j@tEP+iWPAo)Nkm!K0 z6f&?dJNAyZX$!N@%$(7<5w@uxI0iH74N4nz73J3NP=1)r!8(TZ9ZMbO>T=W(ls3Pk zzF`GtFu;+2R|lQHcxB6V>W62vq{+XB3ul@$)Ob+^MP^}#J?q0La=sSBBQ zeu2Y%_bYJ3@Bi)m#5&d|tr5ZTvoE~9@h1Cp`o=zxe$ahBnLO2N_gC5HGw0a6Z#F8x z$;87zjbh9L^Eh~8l^r{FY~(lp;u#R=vzaxe|3r{sHl6l>i`V~RHO3G1+TY*Om$_?+ z3=)Kk0KzimpZ@fxk+>55i&dW!^;e0m(N`nr&>ykHh_=eOgrd?^U99?9*SS>lN_nFI zvpR(F9bqM&ED${oqY%cbf3f_z`V%i~(v3VpKS;Tu7-CGO?`?=nRA*ec$@GEvr9ETZ zX6A%PNrK?&s!y@5CzEehCLj+m2BHuk5AYoWf*U`Q2?sxJDiekbH z744n+gB*!6f-HqXLj6XW#BmSH8|e!%j8fm7ix(ckJ>xeM6ii+;)DbVnQ_{#P7Se~D z`xo!A5qNQ)xJWboJ&F`cEXFyE9nQglaQyN-*Jyk0u^*01kl;{~Xy=TBZv0@JA247* z`zlxK-DWky@UxqBl&lK21fqGy2ocLI;W+&$05%$O^DEdK}=B$n$GJpK`?d3J_noH!aCvu6mtIA*!f z=3_ZJZUkipb`(g2KLkpaIM5jB2oQE@P;OShh2s~BIp>68Dnqi4DN<&3oFkp21xMi_ za8sB#tO`^D1^{{EkMAl?LS&3pZ94ELm9D2{Yb( z{xA}SpD0}}j70aNq#?MIHkO^x$zgp%!P|A$T_aP|99?J9%d@beR3yq5<(;ad0ih&Q zw=VZyJbtC8bpPIaHyuI<9U+38d(I4=H+YKY3!ZV{U~g$+N3YXq=_y&MI`T?Bc>a_R zGso0#1`-;3ynIl0Fu+1aXB@5AF!)eso#l%3lDAB_L}g2S(e=aCS(ldRw&2b)NV5bM zMb5Q5%7rBv^bN41(`OLRv~!(lbUX}T3>frX45s{!=a+k(r7b#~M864-=W5N1Gh0tp5L2FYjx0!9a($D_~2njLKnh}Hkrm42?*)%Wsj zhJTPxCQQGd==#VtS0@u)BTg9LP%0UVSZRSliawiulvM>y$t9|*>BL(I7}J zQ*{hEhrSmhBhOPJJD|{`nD`ZgWLUENjXH`fg7F4fgmCH8sH-^SEH{b3GolzoO zz7jcsNePre#&P5p=TKhag~#l1wDRQctIyFHV4b{4|4sPF=Zp)~N0bLA&#*ejpH||; z4@SReN8N=L4kpeIh6`2}QQjC>h%;UoE==SYKDg*M;`~G(W0e(tSO&@tpUBm$XhODT zTqeI5rI91(pHVzfy6FSBhF@g6XhU^$yy^app_{%6$3zkz=a`IgjymaPM%_8Tk=&h2 zblkEO6Z!UCLjj{vF*WFa=7YhXDMTuQs{q_a<)9#O(S`4?IDB^wLC^m?p3sYbzjA}% zM`gn*fg*`Dj6(MNadB`Ytqm25S#E~%>0t~QRrvb#fkB-KKI|ev9ISeGQKuIR-`Z(Gg$|f_(vA8Cx8`L4n(hY{h?~E%hEzxbkohLqK zM(BWD8(>z1dVnBC`$Diz^`T)Gek#XAf(d1X^$(ZGUozJtfkgeI4yICe_~o8t9m`QL zD4;k}mIyWUEzZR=AkgqL(LMTV~;&HaxVH=Wfy0z9_y;F(dka5Ub%Y__87D1yPbtOku2cubH{k~&s~o` z))jVr>t%F2?sua4(Vth8FlQ7>rH&!s^Jon-8+_7%DHX_mENNzmBOcrzKyc2YN} zzeQddwfb(uih`n|6l2@yo%)61Pa~y_Xg|cwY$5dkMUGi&>JCc{St`dsK^x;dexmCo zb%wR`JmbbQrmWNEIaI=~kE64s{xJ~5a*65&{xK@B6Du7rX=ND!g8(j8Ti`s3D{Y** z>K{O9GbkN|*~^=;r42B!XWB79rt6dGwALqlj9l~|^m)#@OE}bX20vCeU;+2nH3lW_ zK?&knx`xhpxOAtZ?{#6tIwtC`5?ym)xz!;EB?uwRJkd9~hw`1jrf_t18pV|5tg${^ zbN)Ei$DxR`v=GA?LR%tPz&{Qrs(*fe{xl^D+wU)3-xJjtH~uB+1Jjj`Tn)$79h6@T z{21x{AI@>j`AemaVeF$`IhX3QbnZTmC|1;e9#=rNKslhU(zY2pnFaD21pN29?~J=V z7mOUsN-dT} zhAi@g;={y&8zVT<_cP-}xv}c#Pk;JTL|#M=VVq|-L*pZr9MYGF=if^Wk6HMior|^7CJYj&Fl-a5or0W8^s|U zunY)codJM?$3G3p?I#;O(%Q-3$pLmXIC|E2RLeQn~=#ZVmQUo-vAy7J@n1O{E z3WU*gIM)1<2Y>SR*D6R88v3uV2PyxVIRIUFdUr;ALmdSQ4HMk9_$Ll zG65_&C@6#pkGk%|!ot)q;Uo$_R=Q|d?BGS`LfRAE&w6L#V2Klo9QUEr;+Tn|Y)Cte z6vd8mf?vFRIS#2D{nPKP&tB=J-!0Q&nF4i%8LJDtw9yc6Vv66}xsUIyJw>xVjxxB? z>oggd=yaG__0L2gNRRbqmg(f21(A4AdRXc}N9$L5{I9WKfMW9sI$Hm|siqUF8PA`@ zb9L1r+BMIwVr0P4`LY}o7ppDM=IIY`F5UDWbj&DqD7|#LaL3@{*5^lV$k4x31dT*V zNLM(C;z;%yb&n5@`c0dHCtTfmzB>Z~^}t!vx#xx(Ziv)Fo`uCAL7PeBTzoFi|5z<|bDB zab@Z|X<$~9$uGBWM54Hm=a3Oob$Q;bN&U=mzL>DeQwUf9q8*Kv!j08Hs2CKcYb4S4 zy5DHwG&H|J>#ikp#PWcG5X+%(I>DL-kVq&-d7^@3+K~>o1Py*zS=??u$;M5-P*hvL zDgXclIY~r8R2+Ks>a{7XME5c^%}fxLt*-JQoLK4dr#n$xT%$~}CXp}4-`zufAw97w zbgKCxOsq%#B>^rT|B()gP5~vuS#Gc}Axxa^&1~%AHOPJ*%kJJR8lR@X!Lq|&; zc1y4t!i##0k{@kdY)F{#?q%SKwQ3-q|3v4>Ki0>(>RxmhZjg*VAMZDVaXKAsjJE9W zZ<)biutk~UI)VYOCrCAK@zPmW-y3~js&zS5f91kVbj|tkAL+Z&y@bjiekQ)t2fE#& zUHBOA-18eKb57ZF*QvkE+NZ0G;T%sEpia4QAXfczY4ZDX=Qt(`+wU)x?}_SItU41t z{-v`IOeNioJ+a zbcG)sj_Y8f&!_skKH+c=gQb7zW1@JS)tmO1F6ZwPU6}NttR`?9^k8!{I8!^!sd==z9-+@14(cjp zbQtOQ9jnenkALax1JjY_Y=jYAXXu|;WrA~kl|LQP{{7eZj!_ULEfv=gLt?!8nJE5v z3LW>h6uB~CAlSDr*V(Be5jLW?P={<7>hhbSuXel>Jl`PB~YJm=ThDbNa| zLj%7*y=SFfZeM(Pa0;$%= zRQ)H8z3E+b%kZ0C${R1mEU!z}VMJxQnN#|by-)r`AgBbGVdNP`_Z(w=@|pa?;rfIg zuzOg7#Dku4O@{#Gm8w$LbaIzkN+qNu#|vS$p&w??5OBmiIp(SQ64z9TZJa4dwqCpX z8)ku<=aSq`eyP(A=N;6WWIyze%t|DBJSLnJm1_~GKLO3urNEA7z}SkPHQqc(Dwo>? zQ0Dls%c`739-c->iMRWe7;PjFYu$e;Y!I9gSa>~2L!R$QCC;$.jar" in the target folder. +Note: The docker env is just for building the jar, not for running the application. + ### Build in Local: 1. essential build tools: - [cmake(>=3.20)](https://cmake.org/download/), @@ -53,8 +69,7 @@ or you can build it [in local](#build-in-local) machine after some prerequisites cd spark-rapids-examples/examples/Spark-cuSpatial/ mvn package ``` -6. You'll get "spark-cuspatial-.jar" in the target folder. - +6. You'll get "spark-cuspatial-.jar" in the target folder. ## Run ### Run on-premises clusters: standalone @@ -69,6 +84,10 @@ or you can build it [in local](#build-in-local) machine after some prerequisites * [spark-rapids v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above 4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to "/data/cuspatial_data". Copy spark-rapids & spark-cuspatial-22.08.0-SNAPSHOT.jar to "/data/cuspatial_data/jars". + If you build the spark-cuspatial-22.08.0-SNAPSHOT.jar in docker, please copy the jar from docker to local: + ``` + docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-.jar ./your-local-path + ``` You can use your own path, but remember to update the paths in "gpu-run.sh" accordingly. 5. Run "gpu-run.sh" ```Bash @@ -103,5 +122,8 @@ or you can build it [in local](#build-in-local) machine after some prerequisites points polygons ``` + The sample points and polygons are generated by random. + Sample polygons: + ![sample-polygon](../../../docs/img/guides/cuspatial/sample-polygon.png) 4. Import the Library "spark-cuspatial-22.08.0-SNAPSHOT.jar" to the Databricks, then install it to your cluster. 5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. diff --git a/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_db.ipynb b/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_db.ipynb index ba535f63d..4797ada9c 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_db.ipynb +++ b/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_db.ipynb @@ -1 +1,328 @@ -{"cells":[{"cell_type":"code","source":["#define the input & output path\ninputPath='dbfs:/data/cuspatial_data/points'\noutputPath='dbfs:/data/output'\n\n# add the shapefile(.shp & .shx)\nspark.sparkContext.addFile(\"dbfs:/data/cuspatial_data/polygons/polygons.shp\")\nspark.sparkContext.addFile(\"dbfs:/data/cuspatial_data/polygons/polygons.shx\")\nspark.conf.set(\"spark.cuspatial.sql.udf.shapeFileName\", \"polygons.shp\")"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"4f12a9eb-6580-4575-a6a8-4c08820fe8e0"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"

","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":0},{"cell_type":"code","source":["# register the UDF\nspark.udf.registerJavaFunction(\"point_in_polygon\", \"com.nvidia.spark.rapids.udf.PointInPolygon\", None)\n\ndf = spark.read.parquet(inputPath)\ndf = df.selectExpr('x', 'y', 'point_in_polygon(x, y) as ret')\ndf.write.mode(\"overwrite\").parquet(outputPath)"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"741761ee-d5cf-4c43-ae73-30703d246901"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"
","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":0},{"cell_type":"code","source":["print(\"Input rows: \", df.count())"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"592bfcde-ca6f-4b94-aac1-e3b298f25fcb"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"
Input rows: 71\n
","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["\n
Input rows: 71\n
"]}}],"execution_count":0},{"cell_type":"code","source":["# show the result\nresult = spark.read.parquet(outputPath)\nprint(\"Output rows: \", result.count())\nresult.show(71)"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"f1b744a4-13a3-4260-b8f0-efcbbf1c0337"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"
Output rows: 71\n+-------------------+--------------------+---+\n| x| y|ret|\n+-------------------+--------------------+---+\n|0.48171647380517046| 1.9022922214961997| []|\n| 1.2591725716781235| 0.1448705855995005| []|\n| 0.1895259128530169| 0.5431061133894604| []|\n| 3.028362149164369|0.027638405909631958| []|\n| 1.3890664414691907| 1.5177694304735412| []|\n| 3.1907684812039956| 0.2621847215928189| []|\n| 3.7080407833612004| 0.09804238103130436| []|\n| 3.0706987088385853| 0.9376313558467103| []|\n| 2.0697434332621234| 1.1809465376402173| []|\n| 2.175448214220591| 1.2372448404986038| []|\n| 2.113652420701984| 1.2774712415624014| []|\n| 2.9909779614491687| 1.2420487904041893| []|\n| 4.07037627210835| 1.9486902798139454| []|\n| 4.822583857757069| 0.3234041700489503| []|\n| 4.849847745942472| 1.9531893897409585| []|\n| 4.732546857961497| 0.5659923375279095| []|\n| 4.529792124514895| 1.942673409259531| []|\n| 3.2648444465931474| 2.693039435509084| []|\n| 2.1807636574967466| 3.2296461832828114|[3]|\n| 3.7164018490892348| 2.4612194182614333| []|\n| 2.2006520196663066| 3.7672478678985257|[3]|\n| 6.291790729917634| 2.983311357415729|[1]|\n| 2.5104987015171574| 3.0668114607133137|[3]|\n| 2.3007438625108882| 3.6045900851589048|[3]|\n| 6.101327777646798| 2.5239201807166616|[1]|\n| 6.109985464455084| 2.2235950639628523|[1]|\n| 6.4274219368674315| 2.9754616970668213|[1]|\n| 7.886010001346151| 3.538128217886674| []|\n| 7.5085184104988| 3.623862886287816| []|\n| 7.430677191305505| 3.380489849365283| []|\n| 1.7015273093278767| 7.478882372510933| []|\n| 7.769497359206111| 3.253257011908445| []|\n| 3.86008672302403| 7.513564222799629| []|\n| 0.059011873032214| 5.823535317960799| []|\n| 3.154282922203257| 5.788316610960881| []|\n| 2.4264509160270813| 5.188939408363776|[0]|\n| 1.9804558865545805| 1.3472225743317712| []|\n| 0.8178039499335275| 0.8138440641113271| []|\n| 0.2536015260915061| 1.8762161698642947| []|\n| 3.710910700915217| 0.9937713340192049| []|\n| 3.918090468102582| 0.3338651960183463| []|\n| 3.572744183805594| 0.33184908855075124| []|\n| 3.70669993057843| 0.7485845679979923| []|\n| 3.3588457228653024| 0.2346381514128677| []|\n| 2.520755151373394| 1.902015274420646| []|\n| 2.5322042870739683| 1.419555755682142| []|\n| 2.4613232527836137| 1.0484414482621331| []|\n| 4.975578758530645| 0.9606291981013242| []|\n| 4.5584381091040616| 1.8996548860019926| []|\n| 4.300706849071861|0.021365525588281198| []|\n| 3.01954722322135| 2.57810040095543| []|\n| 3.7622247877537456| 2.8709552313924487| []|\n| 4.75489831780737| 0.7800065259479418| []|\n| 2.566986568683904| 3.6607732238530897|[3]|\n| 3.7002781846945347| 2.3345952955903906| []|\n| 2.493975723955388| 3.3999020934055837|[3]|\n| 2.8222482218882474| 3.8159308233351266|[3]|\n| 6.0821276168848994| 2.5470532680258002|[1]|\n| 2.241538022180476| 3.8812819070357545|[3]|\n| 6.325158445513714| 2.8765450351723674|[1]|\n| 6.444584786789386| 2.174562817047202|[1]|\n| 6.6793884701899| 2.5605928243991434|[1]|\n| 7.250745898479374| 3.4154469467473447| []|\n| 7.079453687660189| 3.063690547962938|[1]|\n| 7.897735998643542| 3.380784914178574| []|\n| 2.2065031771469| 6.896038613284851| []|\n| 1.8703303641352362| 4.209727933188015|[3]|\n| 2.7456295127617385| 7.474216636277054| []|\n| 1.9143371250907073| 6.885401350515916| []|\n| 3.7176098065039747| 6.194330707468438| []|\n| 3.1162712022943757| 6.789029097334483| []|\n+-------------------+--------------------+---+\n\n
","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["\n
Output rows: 71\n+-------------------+--------------------+---+\n x| y|ret|\n+-------------------+--------------------+---+\n0.48171647380517046| 1.9022922214961997| []|\n 1.2591725716781235| 0.1448705855995005| []|\n 0.1895259128530169| 0.5431061133894604| []|\n 3.028362149164369|0.027638405909631958| []|\n 1.3890664414691907| 1.5177694304735412| []|\n 3.1907684812039956| 0.2621847215928189| []|\n 3.7080407833612004| 0.09804238103130436| []|\n 3.0706987088385853| 0.9376313558467103| []|\n 2.0697434332621234| 1.1809465376402173| []|\n 2.175448214220591| 1.2372448404986038| []|\n 2.113652420701984| 1.2774712415624014| []|\n 2.9909779614491687| 1.2420487904041893| []|\n 4.07037627210835| 1.9486902798139454| []|\n 4.822583857757069| 0.3234041700489503| []|\n 4.849847745942472| 1.9531893897409585| []|\n 4.732546857961497| 0.5659923375279095| []|\n 4.529792124514895| 1.942673409259531| []|\n 3.2648444465931474| 2.693039435509084| []|\n 2.1807636574967466| 3.2296461832828114|[3]|\n 3.7164018490892348| 2.4612194182614333| []|\n 2.2006520196663066| 3.7672478678985257|[3]|\n 6.291790729917634| 2.983311357415729|[1]|\n 2.5104987015171574| 3.0668114607133137|[3]|\n 2.3007438625108882| 3.6045900851589048|[3]|\n 6.101327777646798| 2.5239201807166616|[1]|\n 6.109985464455084| 2.2235950639628523|[1]|\n 6.4274219368674315| 2.9754616970668213|[1]|\n 7.886010001346151| 3.538128217886674| []|\n 7.5085184104988| 3.623862886287816| []|\n 7.430677191305505| 3.380489849365283| []|\n 1.7015273093278767| 7.478882372510933| []|\n 7.769497359206111| 3.253257011908445| []|\n 3.86008672302403| 7.513564222799629| []|\n 0.059011873032214| 5.823535317960799| []|\n 3.154282922203257| 5.788316610960881| []|\n 2.4264509160270813| 5.188939408363776|[0]|\n 1.9804558865545805| 1.3472225743317712| []|\n 0.8178039499335275| 0.8138440641113271| []|\n 0.2536015260915061| 1.8762161698642947| []|\n 3.710910700915217| 0.9937713340192049| []|\n 3.918090468102582| 0.3338651960183463| []|\n 3.572744183805594| 0.33184908855075124| []|\n 3.70669993057843| 0.7485845679979923| []|\n 3.3588457228653024| 0.2346381514128677| []|\n 2.520755151373394| 1.902015274420646| []|\n 2.5322042870739683| 1.419555755682142| []|\n 2.4613232527836137| 1.0484414482621331| []|\n 4.975578758530645| 0.9606291981013242| []|\n 4.5584381091040616| 1.8996548860019926| []|\n 4.300706849071861|0.021365525588281198| []|\n 3.01954722322135| 2.57810040095543| []|\n 3.7622247877537456| 2.8709552313924487| []|\n 4.75489831780737| 0.7800065259479418| []|\n 2.566986568683904| 3.6607732238530897|[3]|\n 3.7002781846945347| 2.3345952955903906| []|\n 2.493975723955388| 3.3999020934055837|[3]|\n 2.8222482218882474| 3.8159308233351266|[3]|\n 6.0821276168848994| 2.5470532680258002|[1]|\n 2.241538022180476| 3.8812819070357545|[3]|\n 6.325158445513714| 2.8765450351723674|[1]|\n 6.444584786789386| 2.174562817047202|[1]|\n 6.6793884701899| 2.5605928243991434|[1]|\n 7.250745898479374| 3.4154469467473447| []|\n 7.079453687660189| 3.063690547962938|[1]|\n 7.897735998643542| 3.380784914178574| []|\n 2.2065031771469| 6.896038613284851| []|\n 1.8703303641352362| 4.209727933188015|[3]|\n 2.7456295127617385| 7.474216636277054| []|\n 1.9143371250907073| 6.885401350515916| []|\n 3.7176098065039747| 6.194330707468438| []|\n 3.1162712022943757| 6.789029097334483| []|\n+-------------------+--------------------+---+\n\n
"]}}],"execution_count":0}],"metadata":{"application/vnd.databricks.v1+notebook":{"notebookName":"cuspatial_sample","dashboards":[],"notebookMetadata":{"pythonIndentUnit":2},"language":"python","widgets":{},"notebookOrigID":3352849421916703}},"nbformat":4,"nbformat_minor":0} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "4f12a9eb-6580-4575-a6a8-4c08820fe8e0", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#define the input & output path\n", + "inputPath='dbfs:/data/cuspatial_data/points'\n", + "outputPath='dbfs:/data/output'\n", + "\n", + "# add the shapefile(.shp & .shx)\n", + "spark.sparkContext.addFile(\"dbfs:/data/cuspatial_data/polygons/polygons.shp\")\n", + "spark.sparkContext.addFile(\"dbfs:/data/cuspatial_data/polygons/polygons.shx\")\n", + "spark.conf.set(\"spark.cuspatial.sql.udf.shapeFileName\", \"polygons.shp\")" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "741761ee-d5cf-4c43-ae73-30703d246901", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# register the UDF\n", + "spark.udf.registerJavaFunction(\"point_in_polygon\", \"com.nvidia.spark.rapids.udf.PointInPolygon\", None)\n", + "\n", + "df = spark.read.parquet(inputPath)\n", + "df = df.selectExpr('x', 'y', 'point_in_polygon(x, y) as ret')\n", + "df.write.mode(\"overwrite\").parquet(outputPath)" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "592bfcde-ca6f-4b94-aac1-e3b298f25fcb", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
Input rows: 71\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
Input rows: 71\n
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Input rows: \", df.count())" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "f1b744a4-13a3-4260-b8f0-efcbbf1c0337", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
Output rows: 71\n", + "+-------------------+--------------------+---+\n", + " x| y|ret|\n", + "+-------------------+--------------------+---+\n", + "0.48171647380517046| 1.9022922214961997| []|\n", + " 1.2591725716781235| 0.1448705855995005| []|\n", + " 0.1895259128530169| 0.5431061133894604| []|\n", + " 3.028362149164369|0.027638405909631958| []|\n", + " 1.3890664414691907| 1.5177694304735412| []|\n", + " 3.1907684812039956| 0.2621847215928189| []|\n", + " 3.7080407833612004| 0.09804238103130436| []|\n", + " 3.0706987088385853| 0.9376313558467103| []|\n", + " 2.0697434332621234| 1.1809465376402173| []|\n", + " 2.175448214220591| 1.2372448404986038| []|\n", + " 2.113652420701984| 1.2774712415624014| []|\n", + " 2.9909779614491687| 1.2420487904041893| []|\n", + " 4.07037627210835| 1.9486902798139454| []|\n", + " 4.822583857757069| 0.3234041700489503| []|\n", + " 4.849847745942472| 1.9531893897409585| []|\n", + " 4.732546857961497| 0.5659923375279095| []|\n", + " 4.529792124514895| 1.942673409259531| []|\n", + " 3.2648444465931474| 2.693039435509084| []|\n", + " 2.1807636574967466| 3.2296461832828114|[3]|\n", + " 3.7164018490892348| 2.4612194182614333| []|\n", + " 2.2006520196663066| 3.7672478678985257|[3]|\n", + " 6.291790729917634| 2.983311357415729|[1]|\n", + " 2.5104987015171574| 3.0668114607133137|[3]|\n", + " 2.3007438625108882| 3.6045900851589048|[3]|\n", + " 6.101327777646798| 2.5239201807166616|[1]|\n", + " 6.109985464455084| 2.2235950639628523|[1]|\n", + " 6.4274219368674315| 2.9754616970668213|[1]|\n", + " 7.886010001346151| 3.538128217886674| []|\n", + " 7.5085184104988| 3.623862886287816| []|\n", + " 7.430677191305505| 3.380489849365283| []|\n", + " 1.7015273093278767| 7.478882372510933| []|\n", + " 7.769497359206111| 3.253257011908445| []|\n", + " 3.86008672302403| 7.513564222799629| []|\n", + " 0.059011873032214| 5.823535317960799| []|\n", + " 3.154282922203257| 5.788316610960881| []|\n", + " 2.4264509160270813| 5.188939408363776|[0]|\n", + " 1.9804558865545805| 1.3472225743317712| []|\n", + " 0.8178039499335275| 0.8138440641113271| []|\n", + " 0.2536015260915061| 1.8762161698642947| []|\n", + " 3.710910700915217| 0.9937713340192049| []|\n", + " 3.918090468102582| 0.3338651960183463| []|\n", + " 3.572744183805594| 0.33184908855075124| []|\n", + " 3.70669993057843| 0.7485845679979923| []|\n", + " 3.3588457228653024| 0.2346381514128677| []|\n", + " 2.520755151373394| 1.902015274420646| []|\n", + " 2.5322042870739683| 1.419555755682142| []|\n", + " 2.4613232527836137| 1.0484414482621331| []|\n", + " 4.975578758530645| 0.9606291981013242| []|\n", + " 4.5584381091040616| 1.8996548860019926| []|\n", + " 4.300706849071861|0.021365525588281198| []|\n", + " 3.01954722322135| 2.57810040095543| []|\n", + " 3.7622247877537456| 2.8709552313924487| []|\n", + " 4.75489831780737| 0.7800065259479418| []|\n", + " 2.566986568683904| 3.6607732238530897|[3]|\n", + " 3.7002781846945347| 2.3345952955903906| []|\n", + " 2.493975723955388| 3.3999020934055837|[3]|\n", + " 2.8222482218882474| 3.8159308233351266|[3]|\n", + " 6.0821276168848994| 2.5470532680258002|[1]|\n", + " 2.241538022180476| 3.8812819070357545|[3]|\n", + " 6.325158445513714| 2.8765450351723674|[1]|\n", + " 6.444584786789386| 2.174562817047202|[1]|\n", + " 6.6793884701899| 2.5605928243991434|[1]|\n", + " 7.250745898479374| 3.4154469467473447| []|\n", + " 7.079453687660189| 3.063690547962938|[1]|\n", + " 7.897735998643542| 3.380784914178574| []|\n", + " 2.2065031771469| 6.896038613284851| []|\n", + " 1.8703303641352362| 4.209727933188015|[3]|\n", + " 2.7456295127617385| 7.474216636277054| []|\n", + " 1.9143371250907073| 6.885401350515916| []|\n", + " 3.7176098065039747| 6.194330707468438| []|\n", + " 3.1162712022943757| 6.789029097334483| []|\n", + "+-------------------+--------------------+---+\n", + "\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
Output rows: 71\n+-------------------+--------------------+---+\n| x| y|ret|\n+-------------------+--------------------+---+\n|0.48171647380517046| 1.9022922214961997| []|\n| 1.2591725716781235| 0.1448705855995005| []|\n| 0.1895259128530169| 0.5431061133894604| []|\n| 3.028362149164369|0.027638405909631958| []|\n| 1.3890664414691907| 1.5177694304735412| []|\n| 3.1907684812039956| 0.2621847215928189| []|\n| 3.7080407833612004| 0.09804238103130436| []|\n| 3.0706987088385853| 0.9376313558467103| []|\n| 2.0697434332621234| 1.1809465376402173| []|\n| 2.175448214220591| 1.2372448404986038| []|\n| 2.113652420701984| 1.2774712415624014| []|\n| 2.9909779614491687| 1.2420487904041893| []|\n| 4.07037627210835| 1.9486902798139454| []|\n| 4.822583857757069| 0.3234041700489503| []|\n| 4.849847745942472| 1.9531893897409585| []|\n| 4.732546857961497| 0.5659923375279095| []|\n| 4.529792124514895| 1.942673409259531| []|\n| 3.2648444465931474| 2.693039435509084| []|\n| 2.1807636574967466| 3.2296461832828114|[3]|\n| 3.7164018490892348| 2.4612194182614333| []|\n| 2.2006520196663066| 3.7672478678985257|[3]|\n| 6.291790729917634| 2.983311357415729|[1]|\n| 2.5104987015171574| 3.0668114607133137|[3]|\n| 2.3007438625108882| 3.6045900851589048|[3]|\n| 6.101327777646798| 2.5239201807166616|[1]|\n| 6.109985464455084| 2.2235950639628523|[1]|\n| 6.4274219368674315| 2.9754616970668213|[1]|\n| 7.886010001346151| 3.538128217886674| []|\n| 7.5085184104988| 3.623862886287816| []|\n| 7.430677191305505| 3.380489849365283| []|\n| 1.7015273093278767| 7.478882372510933| []|\n| 7.769497359206111| 3.253257011908445| []|\n| 3.86008672302403| 7.513564222799629| []|\n| 0.059011873032214| 5.823535317960799| []|\n| 3.154282922203257| 5.788316610960881| []|\n| 2.4264509160270813| 5.188939408363776|[0]|\n| 1.9804558865545805| 1.3472225743317712| []|\n| 0.8178039499335275| 0.8138440641113271| []|\n| 0.2536015260915061| 1.8762161698642947| []|\n| 3.710910700915217| 0.9937713340192049| []|\n| 3.918090468102582| 0.3338651960183463| []|\n| 3.572744183805594| 0.33184908855075124| []|\n| 3.70669993057843| 0.7485845679979923| []|\n| 3.3588457228653024| 0.2346381514128677| []|\n| 2.520755151373394| 1.902015274420646| []|\n| 2.5322042870739683| 1.419555755682142| []|\n| 2.4613232527836137| 1.0484414482621331| []|\n| 4.975578758530645| 0.9606291981013242| []|\n| 4.5584381091040616| 1.8996548860019926| []|\n| 4.300706849071861|0.021365525588281198| []|\n| 3.01954722322135| 2.57810040095543| []|\n| 3.7622247877537456| 2.8709552313924487| []|\n| 4.75489831780737| 0.7800065259479418| []|\n| 2.566986568683904| 3.6607732238530897|[3]|\n| 3.7002781846945347| 2.3345952955903906| []|\n| 2.493975723955388| 3.3999020934055837|[3]|\n| 2.8222482218882474| 3.8159308233351266|[3]|\n| 6.0821276168848994| 2.5470532680258002|[1]|\n| 2.241538022180476| 3.8812819070357545|[3]|\n| 6.325158445513714| 2.8765450351723674|[1]|\n| 6.444584786789386| 2.174562817047202|[1]|\n| 6.6793884701899| 2.5605928243991434|[1]|\n| 7.250745898479374| 3.4154469467473447| []|\n| 7.079453687660189| 3.063690547962938|[1]|\n| 7.897735998643542| 3.380784914178574| []|\n| 2.2065031771469| 6.896038613284851| []|\n| 1.8703303641352362| 4.209727933188015|[3]|\n| 2.7456295127617385| 7.474216636277054| []|\n| 1.9143371250907073| 6.885401350515916| []|\n| 3.7176098065039747| 6.194330707468438| []|\n| 3.1162712022943757| 6.789029097334483| []|\n+-------------------+--------------------+---+\n\n
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# show the result\n", + "result = spark.read.parquet(outputPath)\n", + "print(\"Output rows: \", result.count())\n", + "result.show(71)" + ] + } + ], + "metadata": { + "application/vnd.databricks.v1+notebook": { + "dashboards": [], + "language": "python", + "notebookMetadata": { + "pythonIndentUnit": 2 + }, + "notebookName": "cuspatial_sample", + "notebookOrigID": 3352849421916703, + "widgets": {} + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From b7cfe3384b34a9440ef0185842d908571ede8d11 Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:05:54 +0800 Subject: [PATCH 03/65] address review comments Signed-off-by: liyuan --- ...b3-4244-870b-c4a8d2bc0631-c000.snappy.parquet | Bin 1287 -> 0 bytes ...b3-4244-870b-c4a8d2bc0631-c000.snappy.parquet | Bin 1271 -> 0 bytes datasets/cuspatial_data/polygons/polygons.shp | Bin 628 -> 0 bytes datasets/cuspatial_data/polygons/polygons.shx | Bin 132 -> 0 bytes 4 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 datasets/cuspatial_data/points/part-00000-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet delete mode 100644 datasets/cuspatial_data/points/part-00001-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet delete mode 100644 datasets/cuspatial_data/polygons/polygons.shp delete mode 100644 datasets/cuspatial_data/polygons/polygons.shx diff --git a/datasets/cuspatial_data/points/part-00000-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet b/datasets/cuspatial_data/points/part-00000-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet deleted file mode 100644 index 6b4061a76e3d50e2304ba66d2e2e9be10f0bd14b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1287 zcmWG=3^EjD5Iw*mdWuDK--3?yd@`aQKmiU>4hDt=Okd;~bC_&G3$NU>_u?*7o}~K4 zJ|SV}v?Qk!_U+d#-iumsI6U!LxO=YUH~aPM@(VV$aXP4Ixp@k%;&m`uCRB530*Axt zqv}hq_AxljIIuA#FrCrisOg58hh8u^e7sS8tMx6r!=kD++XXxX96l-8<^+2QJ3O9! zw#F_^*x}IIvcn4RgdAiZF1*|*C*;tk@$_(-9GAm8_AGOgB1VT@e63FmcJn&y+hrC9blYiH7qlaFf-ka|y^Z(g9tY6kE*L}!d zqb@^8A@QNTL+Ec-JKs6>w>WiXp78i#ucT;@yXg1@`xS@PO#CEw+HaOpsuX5?XTRWb zxRJ)wPxiKnAMFmF{%n7z#BqIV!58}|jojY6`=9L@BJSS4s{7wQgry*T`KBxO-hQ<$ z&JO?W4>9I{n=SLmezIfbHUrWB_PJ+@oFcke9TuPawkO~kr-Rj&+;fvRFgqBeEx8$_ z%;yj<<{xqCF1y2X@v@>T9UKlxpJoOdU*mB&q3kd4*MP<0jB=Ifo0E(VODuNZ*>{%R z!IaO1Y-r1u4EANkd%?s zQR9#i<&soo;E)8$i86_Kh<#!a`@^EfVS{iA!hK>48gK_9M1gh#69I!L69a?TA1+Zb zu?8+tI|j8DR)o=&NJh7?0?mf`1854=b0D)ZMUl;(#4Rczwhv^s*b`1M4>b<4ADkjU zpX*3SA0o{^pbgM=oAisHf?JzxkGmZp~I73G)f z<))S-rX-dmN=#v_Rw}71NL8{@DlRE1O)gQ=QA*29%}FU%vWl)&%1g`zNmT$vp{i2y zOOtX^f&9GEoSZ}u(<&`7r#Mwd31+5}RdsEx4qR^~$$DdJ86>=*uGP&gQh<6-!BEf8 zNY79~BdIhqCq=<1(KOk>EZNi|Ez#1#Jk7#1G117#(A*#?)zBox(#Sl;G%d|6)jUO0 SQb&e?0f-p1fN>T8ECK=JX}2{1 diff --git a/datasets/cuspatial_data/points/part-00001-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet b/datasets/cuspatial_data/points/part-00001-58175fd9-0cb3-4244-870b-c4a8d2bc0631-c000.snappy.parquet deleted file mode 100644 index a2377ea228e409433ee69980a211bac678d4bc38..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1271 zcmb7Ee@q*76u*`OufKqSce{fkT@AHk_0kp@P_Xxagls?*iHk%w;h=ZOEKvFbX&7-3 z$rwwF1jvx72vJ}lNEf_cS7EdPF10avvn6HGxEbiEpRZ@pa(*9yaO^7|EVM)gs{{2eKjtY-{1#G~-G z-kk4EN5On?+I;0)5X_iOPx*d{gx;~3gdb8PpzX5cEl&MQ2-9LP^j+GE5-JoP zYEFcs!I2QB2~F1@M*;WD+xK)SKn;Z_PA><6rq?jD+7eHmzw@H1rOHk@1MUA1-Ekf=1WKnnDrN5IQWthhH9kI`%cC}&#xIzFZ79k zzY*X3qvtQ?r{!Izie@MwZM19Oa#Nn0)SASy${%BFjUz=pUiRxVmdVZ4eERJ-SdG9e= zZK1mxyT+`9H@5ay`j{(r z;mo3_MI~ztB9H;X}Lym>Q zjW0%O4i%$tFd_TcZFv}sWGiLyK~KQ#rXhU;Cj$CF%1-hK3QNJcw^G2NePlN=bN8zb$}i`{WKAYk#B2QTjSp z!Qv=_OXCnyRO{c}2$4l8DV;`m-%=_L!6*U4#Y7fy7bQHX220y6WxGBC(QXyE?G^48 zhL7N41Rd)7<-RY)N#aAPz)g%vh%608 zOi7*;l

c%3emZHdfF||0A2O;p~p`s!B3Afi}{5gxvjDgrnL@3mvLo!aTPacYy=;k3I-oobz$FXyZlhuTzFr>yNTjxk{{@aISP& zt?Z_0;#sSM)2RcTYExZ(y>2Vl{l9Y$)gxrKzuIRj>?*%Jm4P-GX@g2z;wraVR7N(j zRKK@0F_~vml9Tx4M3yxg4N3YE&hVTi#h7GC$%}(ffTYp4V(1jquspJU0HWBvQ2+n{ diff --git a/datasets/cuspatial_data/polygons/polygons.shx b/datasets/cuspatial_data/polygons/polygons.shx deleted file mode 100644 index 7b76effd3757aa8675628bd3f06afaf538cc51da..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 132 zcmZQzQ0HR64xC;vGcd3M Date: Mon, 4 Jul 2022 14:10:58 +0800 Subject: [PATCH 04/65] fit img size Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 5d0575e0d..ac7c35803 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -23,10 +23,13 @@ Note: Please update the `x,y` column names to `Start_Lon,Start_Lat` in the [notebook](./notebooks/cuspatial_sample_db.ipynb) if you test with the download points. taxi-zones map: + ![taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) nyct2000 map: + ![nyct2000](../../../docs/img/guides/cuspatial/Nyct2000.png) nyct-community-districts map: + ![nyct-community-districts](../../../docs/img/guides/cuspatial/Nycd-Community-Districts.png) ## Build @@ -123,7 +126,9 @@ Note: The docker env is just for building the jar, not for running the applicati polygons ``` The sample points and polygons are generated by random. - Sample polygons: + + Sample polygons: + ![sample-polygon](../../../docs/img/guides/cuspatial/sample-polygon.png) 4. Import the Library "spark-cuspatial-22.08.0-SNAPSHOT.jar" to the Databricks, then install it to your cluster. 5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. From eeb32069baf52d6ca7994540a11e791ee71891ad Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:11:55 +0800 Subject: [PATCH 05/65] fit img size Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index ac7c35803..0fcfb8c08 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -25,9 +25,11 @@ the [notebook](./notebooks/cuspatial_sample_db.ipynb) if you test with the downl taxi-zones map: ![taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) + nyct2000 map: ![nyct2000](../../../docs/img/guides/cuspatial/Nyct2000.png) + nyct-community-districts map: ![nyct-community-districts](../../../docs/img/guides/cuspatial/Nycd-Community-Districts.png) From d4c807105676ad2e42c246a24000a46652f39da9 Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:14:38 +0800 Subject: [PATCH 06/65] fit some types Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 0fcfb8c08..d0c084eed 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -24,15 +24,15 @@ the [notebook](./notebooks/cuspatial_sample_db.ipynb) if you test with the downl taxi-zones map: -![taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) +![Taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) nyct2000 map: -![nyct2000](../../../docs/img/guides/cuspatial/Nyct2000.png) +![Nyct2000](../../../docs/img/guides/cuspatial/Nyct2000.png) nyct-community-districts map: -![nyct-community-districts](../../../docs/img/guides/cuspatial/Nycd-Community-Districts.png) +![Nyct-community-districts](../../../docs/img/guides/cuspatial/Nycd-Community-Districts.png) ## Build You can build the jar file [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile) From cfaa7c5d435476414e1af12bd5e75c63a80bf5ad Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:19:14 +0800 Subject: [PATCH 07/65] try resize img Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index d0c084eed..3c5dd02e7 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -24,7 +24,8 @@ the [notebook](./notebooks/cuspatial_sample_db.ipynb) if you test with the downl taxi-zones map: -![Taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) +[comment]: <> (![Taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) ) + nyct2000 map: From 5a11e747e3bcec000eedf15f246fea7f9fbf8247 Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:19:53 +0800 Subject: [PATCH 08/65] try resize img Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 3c5dd02e7..7f9f58235 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -25,7 +25,7 @@ the [notebook](./notebooks/cuspatial_sample_db.ipynb) if you test with the downl taxi-zones map: [comment]: <> (![Taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) ) - + nyct2000 map: From b4a25c9a283a0eedabde997be0291e9d9fb40f88 Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:20:15 +0800 Subject: [PATCH 09/65] try resize img Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 7f9f58235..70c334a8b 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -25,7 +25,7 @@ the [notebook](./notebooks/cuspatial_sample_db.ipynb) if you test with the downl taxi-zones map: [comment]: <> (![Taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) ) - + nyct2000 map: From 744db7a58b10c1313a96d84753c3b73523b2e888 Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:21:35 +0800 Subject: [PATCH 10/65] try resize img Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 70c334a8b..a8585847f 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -24,16 +24,15 @@ the [notebook](./notebooks/cuspatial_sample_db.ipynb) if you test with the downl taxi-zones map: -[comment]: <> (![Taxi-zones](../../../docs/img/guides/cuspatial/taxi-zones.png) ) nyct2000 map: -![Nyct2000](../../../docs/img/guides/cuspatial/Nyct2000.png) + nyct-community-districts map: -![Nyct-community-districts](../../../docs/img/guides/cuspatial/Nycd-Community-Districts.png) + ## Build You can build the jar file [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile) @@ -131,7 +130,8 @@ Note: The docker env is just for building the jar, not for running the applicati The sample points and polygons are generated by random. Sample polygons: + + - ![sample-polygon](../../../docs/img/guides/cuspatial/sample-polygon.png) 4. Import the Library "spark-cuspatial-22.08.0-SNAPSHOT.jar" to the Databricks, then install it to your cluster. 5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. From 118b60b9ed9c1c069d1333b8c9b2f1735b51700f Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 4 Jul 2022 14:27:49 +0800 Subject: [PATCH 11/65] try resize img Signed-off-by: liyuan --- docs/img/guides/cuspatial/install-jar.png | Bin 0 -> 36994 bytes examples/UDF-Examples/Spark-cuSpatial/README.md | 3 +++ 2 files changed, 3 insertions(+) create mode 100644 docs/img/guides/cuspatial/install-jar.png diff --git a/docs/img/guides/cuspatial/install-jar.png b/docs/img/guides/cuspatial/install-jar.png new file mode 100644 index 0000000000000000000000000000000000000000..0d11c81ec3be6792fb4200004c298463821e94b9 GIT binary patch literal 36994 zcmd>`byOTn6X*%<1cFN-xGWwdI0T2F2`mo5g9T@CcY<4R0wD>uxVw9h;7$ncvN&(} z?k6|*-hba8@4Rz{J;UzK^i*|qRdx5THcUlH1`C}O9S#l-OHNi&4Gs@R_Sew;|X8f@%LaAktN*0I#tpL};;P`L;MHa+T8@`pzI z{s=^TfiT18YwhKliI#Ul|M9Z3{n?Q!DmDifZ{;D?vVNSn+&d|> zP?ur$FQ9(K5k}Sbh{0;#{LS^tGe7vp`o-cRATSO-`zE>s7ee=m7)1iK#)uHW^gTKf z54Eha4-<2)g_8rdnyPccii9|Do|qV0kx>>TA1LU1M5bW>u?#nGs42tG&w2L#KC6R- zc$$ZV_)h=+{vLJ?ys!bPYDSv4#)4}_GsL|kbW8v=%Wn#nGkf(4ju|*dg?kiY35N)r zJp%qnfj>An_-y$9yn_hJM)=P;+~vcEiDawQaByO9a+2b&-5%{`Af@O^O$IB+g*7yw zP+aEg43Q8H@bXG!XK1`das^v%oePIbxj#y)`|MInAy3(@ZCq9YnxBUoA zkW)q8O45W6BQuFG$X2K#ztIF=DYA7uW8W!+h^9Y?E&m#_gN2w?kTzh>Y(Ido)$qx?QYya3 z3`eg^5>Zm@ZwFNY+Uvos36>*jD)_%2T5@9O5k-T9Qu2ShPz=!_%@?1rF5_Ol2{qLB zuZIcUBPLKemkvG??&C*)J$h~6ZO4b^rDMKM6r5MZ`GfQBoRd~Ny-znsH7d+r6{>y; z{_*Y2!0nr_YWe))ebIltInbO*AkesF*LEWQ9p8^u1sNkw^WpR%YK>xTo8mf6LzPEnUEVcdW>0(yl>n#2ca)gTmLcSH7o5w&8Uu9WREDKAGkdtr+(v!uQXD{FCk92m8=}wm0uXQWZ8dY#8sN<@{nM<*- z%i~R&J$Cxbqf#-TS&R?inR;AmXe6LU32lHLB@kU+UJ`1&{RzUP)BRnr>}kY2C?l@` z6H9oM(o;u&Uwon$u|x8CziHAW63}6n1dFLu8MIGb2~W)anN>vkpgW!RZ#R>de9+Iz zOQUDFk8ov^d=m)!;^GAV(x=K|=ore>TLw%lanf`l)Q_pDSRx){QiT6*7__u8oIzb< zi90r{^Xt{mS`OiSF1OFlPdC(Uj=njg(J-I@N?eZsnpkHMO(gxTjb2*6N}tKoc>9w* z%8s6yUM38hBN5~GG7ZPeHbv6w;nnZE1R5@8C~XRqqKdqum~r{KUV!lf&-OGRhGcS+@)vGS51#ac7SE;esrnb2Y*EKbLx?IE|UqiIHupB;TcB?r!P z4Cm+36$?B`NjGPG2gP%yc5`feo`!ra=Y_>fF?M#Id~+WzVVc83F*>5<7@3zMc-=lN z>1NmWYur2U+ujTAjjHl)!3bhK0*@vN#&=^HL~7{Go8A>pZZzbxge+axIgXrdG^Y^S zmm=Uk_B+Kp)F9l#dXp3OXJz=JCh);qs)M1LNCRTQrxs=eEUy_mEjJ7=d*+gHpc-d| zMD@dcMO{|bec##%@t$n3RS;P53e@=cSVnriu=HDSoOf{<70K8;il(27&r+_?x7nF{ z;bFZ#uWN6pDQLShU{cx?Mm5_F{D-A{h|JzMdv((pgZuzz+T+_o#BGc zk17c{~x! zQ!d1_LnVdyV*lO#fOpjBW2)(%c^-XI-TTHX0(QVvP@%UDuP`@NwVG94EDmV$>Vw;v zEAtaRnRz{TGz;6iEcK2!L)ED%TYeOUU=^W(^-l7RO)$IAX0F7$Q#t?3Yf*=7?DMSg zEA0hRh|4%j%k;Sq*$O^6E>3JfyMi8dvhzO$6zUiac-5D%xS$2QLh19Y=mNwnHa#82 z>}2U-DB(t<88?wl^Oo7rJ4jFh!bx&*6@eATd8t?%r|Z_c9bB;FJf8K>%e^6wnH;~f zjt)xv#XQG_ZcmtyNLsz~$?PN(ILV=}IfKSW24-bG7lKc?(p%POvRKYjy;RM*yTq_( zD7si*^W&@jjQ)kY^mOV6slNwAF+};;htWDkF}W~VG-t>l#6RY>9#HBibbI-_X5QbF zXjc%IRakqf%GEo4t%zP)S>J?6=yqdDgcq4KqK(hT+FaWb5-<4V#rAG5kM3191lKmY@SR}DsQ>o`1{on_iOHRj8<{d~EYQuHL zQE<7*;9$OOz;JaGZ}iSb9xLmvaQ`NO-0>X8-yGw=5fR0aKj=gX3g!IRAk>_zlyHZCNTVA_2 z%N3vJkOrQ|=mlW$+g-HyLrD>@&C&&+FSD&v3`LPWbTI|(%muBYm8vnah}d-i0`%gGE#jBA=jCSN>jmO<7a8Rar+N7Si$m$+A{ zzO<<$K=e=JRhGsNU54Dg^RuhWtwjVq5$5DL0dJb!U9(e^v&HKH=JngJRG~y720LGL z^W(~jXp%tsRm0zqvz|sd`*=Z%5a=W?UR?S)cgImFCXn`_4k!~A>yqsnt9CKTzrBQP z{=^U z6jEqu?%nbIkTjfA7UY0jlSG2Rfm*0hvA^=CZja&gI!Ein?6z9$JFXmPD9l9fAGG2( zPYuLPDM+W=DjI|K&_|wo*^fYoi0w;u7tI_`DgNNHt)u756#p+xZPy8i$dGOz2 zsZ>-!QmMW4QfmLye#ApYoVX-k{9B&&Z^w@YsOkTgMj>0F>z`kxq5FT0`S2YtL{&bT zDYW;qnx}S(2_r1U%#*Qs~1 z#4F)*^{?tez!5T>(shgi=5`QAlzQqvNeN6E62xK&3ANGHlpOW?@PK(rD%{z#{s00N zjl7?*1=po2v?ug=KN)6^B1yP+tETiLnu~sqqKs3B;jh67I|(fI4{A`sgx{Gejczb9 zb9&GCV$tXRc5|Rhz?@qtlNFc+{clR^r~6DLuU&$Wuucs#K?%sCU!z)2L!U7zL}Yni z^%1h^rpSM{UwAvi`EKG%EzJ4lZ(gIH%#WIYaGkYG{$Eqvya>2SY`|r+a@BrSFCc`7 z{zy~*On=ud`^~8T_c^u+%fsxN#~hy>Xt9U^>VEc)r613x%^%6~RfqrO78ZMPth(Xv z-D&pVrAfZ{16gt}1w13mWRcbrzP5p+eAs~87B;(W=U*PK+*d3X9YbV|;SYI3l?@l_ zo$c)=3pLsIn^xy#UER9E0&f2BZU251v&8+vm@jFWGwBG7(|#Jin;Xx$T6^QcJRaM5 z{$FRS`qpE4a`sLAS-*|UgctDTP)0|sse%!KSwGbx@z^`iR@I61zpO} zH(7uvfd3Ur#aZ6UXr=Y-0`SubypM`NZ_&_$fdzoB`o!ZZWGqr}seY5%IRnn`mujHN z8mVeHDjg95dLV_D@?tV6Z911%5Q5D+Di?w|jS@4G%$Xklsf&T{A;Zg^d7GNXVrk{` z1F|Ma!8h!dN1Sbq7f7leOctl*D;%ljhW1wcE*7<49s!}6cEa0|O;z9_OvA-;ua5HK zmCBP?bqHBrMUnE9bB_qA51fQcDQEr>!Txyd=km+LC!~$RhU6+iw2*UZA10_`_Gq-) z-&C92og22l6&BeoH8Tn4%0xeP*{hn;-kYsbKW6xS0INJj{h1$!S_)-+*W|*y()X{R zlz;*cfrJ&RB@mitI48~VJ9dWR@_JpJ*2>w9<_2MraCIVM5>rXp>&n+Z`_lkZSwy4V zHOCR-ptyHxj^4cmYn7g=O@O(4Rf8WVRwMV{ALM zK>nLTLc7nL0_l<)b2cqD)C~0oh<@S$D1`PkCN-0#26hTbpfafl!iJWcsLN`n8Lol} zaJ^G1t3mbr@yUt8`QuAMKhQJZ@^%*M3R?N_;NR_o4Bqk$IDw2=UbYPFHLzes%4fTK z_ZF%B_!&MC1`%83<;gFUmI(L(%p&fj>2Gfe-$F)taC_z96P&d)O-v^l)&8uY^+2&q zGn4^2rKDIBmBsBJg*$fwF1sp>lSq>!3N~Hg1l4aZ!wu{D-pxV11MIyZ@3D3;_ltFE z7J03~l;C&xAmQ0s`%gu@=&=)WK#=GIf(Z}zEpZV0pR54r@>gPngfB8~XA&>qcOs?z zoTWb{&{R9D_b)485u~^Hd%fnxp`LWMA#QlVpvUwPZXMq=D4|KpaZK;G0maA!_%C^R zmAeXmF}G?#j@3}6veF)Va_&G;_NPAWWj>h+@t?xK?y_I^G}m`6=+_wcoL75yAnP2vSr82pkxFo1|lTn@JKg8j(Hsl&wS*r?ryBMI4V1lCpRV7_)o1Si?B-U zIEtP%J|-LpSq<7+kh<3>0*_ueedV2wr2q7L1nC6fH~# zy=S-@+V3ObJ6X8-dp`PmF<%S}sPmApQ#$GW77e)M#DtF&$KFf>-Kr%=)p(EC16Gm! zvtIzt%Ok|PcEdls{iie=xXw%s{009vpZuTI921I%kin*a|LnJ(_)jEb0=-85OH+UR zTmAvaX|~BK;yNzsJMi8&Zbv$=vN9C(mpaZPG8LrY5N&Rr%(jAHMW+<1|F-)>D8`? zV!* z)QEtEa1%}y97WDE#%n!oc((l`qITr84amA|CTczvxfIU=%iTi~(P`Y~ANH!}Z1-=; zpIgLWk?{`NHtg~4%+=UwFO5pzU@6(wZ_zg#wqw||+@4p|JMTy@4S#e*#$D@)uDLwf zAiDZQ&SO3OKBD_1g1s3^WZ*ek@3jB+ht=z)Tzk3m6%0ZUG|T(0&--#cdHEK+z8KKh z*l5yJu**gu-PqH}f<^W`vav$weSZQ|x5pR|uVFX9n)J*VokFpA05Vfg0sm9C#e5;+r>Q)vkQ+gC?BND$bm)aG0WYv^^lMpWisN$g+J3)&ck2a=Vq3<60ADRHJ` z3RP)56&@m>X{eaCNAzn&pwF{MsX|Pnh0mcK*n%L|{yLA*fOPmES(`2Xpi2gUOg_8J+tYF7l1~k{=W{aY-0!bfLMW{Z zGF-x)mTCBm$-i%Qz|*OHl8$;?%jntXimzR5t#u*&ad?d6E;lIRA=d%2rBc~lmENEM z0W3OsZe-%bV`i-d0q4DqET3w?X0^|@^SOI(4m)u6vhHsRZr3R9p-tzrEO?sODu#!{ zm9`7BdgiUt&EqlVYHm*vzH0NJv#4-g4z32ig0#REJ@`(vTfDsrre}7gN!fvv`uZHm zb!TSGvnbRdGCk34)m8yf_$ST5)+7O**zCqTSj)Z5oJ~!}=tdYreyZltYD~ZL zl{03f>gJet;9TqL_CD#FpCpzTHGY+AUe~8U%EtXEPf@eQME#Dwz(P(sCpA>qp7e!7 z-cF6n=J#i@Cwcp&x>aLkd(&l~oOdQ!S5bnn25V-_$kw!)@B2E@yz*CjJHwtVbmHDd zzNburdZ*o`sejZg*8UNUNurj%OykYf#)Mb11_6^ctU5BEXdqQwhV(bx|; zzd0Ep%dkhzzr8wR;o|C>H~Ah)?y*}ID}MB~AoFA7RAil2okRYsOre>Jv-144pKG!G z>`Cy?iHo(X%x%|rB>h!pE%1pF$6bH8)4}Kh@~!|C-ooLo%FnkSaa7J# zL#*dh^c3d8(-gP85Rs71`g$mRcKa6@vOHJu8@jOgh;BHuh4*XMbUpn2pLX?o!4}Ll z4ZNInO>u14Ce`9raeX-vnCu>PQ)O_ag>$S83GOnetzNQPL8{zF-xd^630Imf)NJkJ zA0LfrCY8h+FtWfa7#Fb7KJI5Jot9(BGyyV4CnL^*ZcKg{r@`HU z&%G4_GA2~@lXP7-X1t4;jzurW44tjTJGqfBv7dI=@0)hpAuB;dx)+1NL2I3_6r+|r zcV3a5oDfg>$zU{&h+Oj*KE79Mr}cVWkLeCuvb(RPcnxdCyy;PUI+$hE$&nGjN{HWy zQz0_=RnT>7_t^csXy$xp+CVQ-7RT(z;PVv}vx<$u>a(3mop}0J>D9tQEUklBZcW!hGnXsiRNU4nA*Z zwAGD+Fd04}==ufVX7uWe!-9#9Z@v|llrMQ-54p^k67g}YHZ@%DH|!PHES7(Y7MacT zJeHgCThlWnyc*(La+>6G8jcpdb0cC~$#CdriiIV^4gqynl5m?(A5MkL0dttOW6F3} zWX%Z#j#a&eo8tir7O?1XFU@(&{p|>=-U@~Jp>(6X0wYG58SX*Dy@*b&VUC{T8Ba;a z@a{Z?>-ocPvrb~R1HfH6O6=|HHs74q1x+t4MG zB9U~9hAa&WohVu@7S%PKUs(<3nqMBTmjvAV+{1iIijQnmovtvI0zBmZF>? z1Q?kamu;RLv2E9FHTM*i*2sT))was4z1p-kVY!$a>YD1u;S3tk+=}QNCYYoF#|iAXv3;kL4>kO>nu0Se+{p@tz^?-8WvI=n4)&%fZcSf=XvAeYGAeA7N#X}fmA z5i4mBE+nxTaU_)R6R^zU242TWMV&^IG7prMwm7CMBq1_|(&C!gS*^?qPn((Ce3pvS z5XR(uQ@L$wvW=EhZZqktb4A4OEfGn%#~^)3o@dXhWMD)=0Qq1e-SLA5I)XZ~DC&UZcUxoc9l^!dSBwNHsb(<}Qv9c)FZHHh zPk0BXVQ28!6sWD@w9#hz;Sn(GoNb-HO;WyjyxPk>S#s?dz%_j9h1{FYO>7uU&MJu2 zrmif!E-=f`t2*dBIK2XeTQ=vOpV0u~wm(Nd_N+ zM+-8!=ubK%x`jXg3T} zlB_9NC~~jbE?LP|Ct&^gXzQDL;Rmb6FckD8dU2Zh0%b~_3YVyz)`~?=Z8vO*`lj!r zGVRyu7tZ@e3S>9$pR(vuYFOU>Lb3c*u{u!i!-g)HpparR_M-V>HDZBPfT^~CX1D>7 zAt7{kq<#6Me1OdnojifqY4C9Z_fNEgg*Ft*-D8`+RXR3u0qF$i1kwaD{4_><)zh-O zr){Jd74KI4)dE~`^Fu}uHW)kZ+d{au?%hUWl_&)3T)o>n{VT`%KIQ41jARoyJw(h9}vDK{Id_^OH}NS7fq+RV&oDuYkkh^%=Mb)n!P*84qWgvCM#eKQuzEQ={*keozX+y{fTdX}^O)jN z^m*nTwiltv!mRVKs0~{9VK5dtdt$y~&^6t#`le_Ci4fU3iWm8DM+Mdk$B@pT+Va5<#5e}`Fx|Va6G%AW0=P0I@5n?%NWfD@xc<6&yAkY_f-0I zE%>xcvAwz<#m*L@Rzh75J-uuunZjGwYCI;6R#)|!w_Zm?2}4cbfro5`b5PLIPA(!f zZt6GR{jzd(TZC-XiQ{nl4DP=j5-VsMsN2ZgVJ2l(Ahkx81k-&d{*G%l-g;;_dTp%Y z%h4d-lZt&!psBlJ$8b9kNmZeRiuHs-fY}5Y;W_E+K+NII6pm?{yPIPoR`0BUcx90p z9{h{@>!tgB0jXV&6(mz+ZlUKKd0E}7z6jWdHQaX*-5J5S-8VtSRA1Z*kkE;ky^k@U z*;!ckd5}7gx~CitWWipV_oVf;M?*UhRPb@VrE$BRyoo`^Lt-*;Qi)lRYy|O75k9qY6Knyn{qjF*t{O?ZyW9Xl8n6KSG_#@30@Um(wT{|a+5l4{L{xK>330!?(+L>U`-&i`;NZ=29a;v~VNQX|S z-FzozDO-?M{=t&{V5s?epR7)qm{D9oq1V7}OWK@5+(_;+H}j}n?b){Cwj{ohQ@66f z7Hx+ElYWN6!fH_cLNb=w7u+HrRP*~=SoC0u2h8*+Ssc-s)7c6<%)b^H>OWt@Io~4@ z%M}413Uli^CMXdJLUHC=_dVVzPGV$dLiX+*e--)i~GYiy02w?T?@UsY;<5*#4jDwsbLs5X4-U(YD%4K(Q9W0r#7Ab; zp4zMOP2>1zJ8}&aD>^H8VN(~;Ax!LPqNYHnX7}rMDYO8&%Gu_4xldx|gI0M*177!W zSHrAWCR`Fo1lW{Ou5Qa2io~@>^!*rVC{3qh3MJI1Qx|6+cMq$;J4o0IuxKqAuvUiCPr&H+s&&^SzutGWD&pelugM1Za`1=KE#jEMk55BmY_ocd29QL- z#>?B|2c;`ZqVdqJ@6ViqANO-%u{GWn!A}X_U!83Wp6dp%%M&JW+~5+K1#R(5N7yO$ z^09*xz}f6*uJfKGSS-BE8q9}l9fx-nTgg0qs5cxh%(|Vg?8a$SFl(sw)Zzx;1)X8h(`5Bg#-*x z!sA8JB6cszXOoWOUN&jj*m)EZTN~z6s+)lXgnf-`N2>(vrBF4=8;@2_=SaH{_p|-= zq-KGL0kKg@y$T=)6*Q%@yA^pLekGs6n^r7d)L!otY(TugAh!Q*OR*s+g$AM z#s+cTdMFsg^|36Km~%x{URTzls7W$L zTFurFNh92SoZyAP=ngN05}B-!1!>AB2BnOrFpH^nFHWBfgMRGD6#Qp)kNYjbM&d76 znMc%^qQkCg7t3j$GOV`KDpjflyTuQC3&Pe^fGx+zk7d(>f;5G`Gnsm&EE%QB<5jsF`Nnno594Q)9TsWHIRq;SeSFI-VD@=48@HKg=?mAP#Fx|5q3AorJlBx} zU^CdYAKeAl+$@|Y3Zx#Ezkoqy#;~I}C@D7%6z)ceVJIx3ZFE_^z#sjv#5G{or z8C~qmoC-qvfA;R;1}JonL`wCJw4&e-=*=p{6^C*`y1 z_i3ls(vPQ}jG((ZH0Gvw-06wE7#w`c<-9$yDp>&b{xSzXeyP`|NTIbU{n@9_IeoVxNY!4e}r@8H9lrO!z6_5Qc4Uu3?V zv?G*3vsj%6i-gD6QoNKjRBTmbI1h98jiC|?zX<9WpSOq8w6EWGkP8sV$!JN+g?0Um z+~VFnVMkAjAJu{>7^#IR+b@jmbBamHN$a$FJkhiD)PB;m_I1$v+Wewi`3AzEf^TRk zJ|`iP)0!&aET26MnbU$CiCorK)>*DHIyaQkk!fn10QqUesIAew0;y-$67Wp#=c%3%47{o>P8G04U>pOByiW#C9k zg*7~#&;i*2F+@3yxKSRBPNRi(_K6qnw#%wK$@*=6R$Idm-Zb<={AQb{P_ORD3+EuX zT=H6qGTa+uU>^#Hd5~P$cbC2e^GZMTqSSDjzH`5r(n%g`!Hziaxb{}R&_CrwxZB*g zc9L#bPZx;v6hrg%$CApi!)dyfgd{0KPSZU}qNjRZb)ps06=80v2hKTei_*Vq%d zYoU%AKpguFg-fClY6*hNEBEY;4(2F>u~s}RvzVsuvMQI{EMj+~(-&R$=)VZy0$e6Jl}E_d}K0+9p6!7sBnmKKbBwIhWI8-pqkYy!b3UT%GT zE%AABBUN2!J@Q_y1(Z%Q_4$5@#q-uQmpIir!5g3{-vjKY00N9kFcM-<0*^nr0@ z(Y>S+6`4cZ4$dO$NX?Dlj!==$QR19RB*q9+3T(}J-vz@wW|0?Td!BmCr{1Z%s`}8Z z&1o6^-YzI{E8!FSd{kL%#=qRZF>ev3 zfn0m^gt4;lC)rtg7N)UbxXw9~g2vl31y9QU5OGL0=zFxO9om&fI_zM|hdT&K;oIYL zjrP4t!!0MU+s0PM_u$cxT+A}XKyi_+l>^w)1`@ehee=_i&!ycWL_;6>92L5!DgCcT zYcy95KSgh$jNS(@Om+bPQgnI9~U@bpMARnv7i5HGHPR` zc(f`}N0oIL;@{DO(c<*eOS}Cp3nnH!Sx(*ZcO*PQ>^C6C*U&SAudq2G; zaz0`N?ad-uL@Sj&vArq1|AvJ?JDNoPXo-DZQej%uvn-{S z`9hM$09l;)bjfWkY9G>rWZ<#fWNLsJXrA4OdJw&0YqBiLOZrj;?56N!nB>MI2q^=j zpZ(WB!mCB~JUtbZ)>!c#Vc7gyiIEqszV<4c^zFvXV|vpkCpz2M+nrE1*BiB`>`kX? z9;;yt)M>BVL+FT`16=PeHw5$B0*{{PUUqEz)+PoY+8VfQnev{7<=7%f-7AiT!qb2% zNvz95V}hRq%$U%sX6%ql-4dAvO8BRGAm4fV`H^fxV+=SXjM}LPo-OX`JQn^$bgoI- zGeK5KfLalh7r?K2-o84nv#D*dCwdmI308qYR^sOpD4K(VRHBVu3@kX zR!c3~5ib!)5N^1qUER;D)UO6vgzW{kZz1S}*o(U&H}jGQ{5GiTA;*$}l(rb{BS%J8 zUZiezs{ZZ@q}yb?BEhWk44`~ZeN|~y{m$)*i}&MaJIMiVRW1M~A9wem%`2NqbE9>UqYu@n4>KgAFj;rv-EpF~ zV#8GFjbbbPl=5^*;nE6&H#mz~o8D-*?NFV5@{ylSCYOl^1%_>d%L1U^137*z@k4HTr=*7S?IX zNY_kPSs;B>Nf8TLjt@#(yt@+Ac@D8&5u_99*o~M`XTArw3nM$0A%~XDGk8RyCx^#k zwrOBV(G zWE9F!i^fNdc}nt}Xgvg(U!Ud|*@hb|)zqw;>SoZ*9>ah^KaXxS4vSQm)B#!Vxtmdr zt|1p01)mE=Pa^@Hb|Z|6d^kynzC{f}xt0F*m?Y!Z>oMQdX6bpY_fhDQ~ntTOosX30rvIS57CT(*PqHF(chT6aPpbujs_rMNc6LdlosZym@t{ zO`L?F>as7c>GcUMugAr`Yll)l;j90|fJnZ_WO9rDXx3}{oKV@Z!YeX*`(FDn zqMY}Q?FvV@$L?kMAdRlwC)(CA{6cu-?a{51kq%MxFN)n6B38ATu#pdUbRQU(I<`<7 zo|VWpUXOb5&C_37&v)Z3wJ_Q?5VH)%=_@2W_}S+LCRep|Q5824Vr)-j3xlMH^Z4{I z4KOIjITdTl{SVQSNwCe5QfAH-L~>hpl)ADM*C{`6&mQImnlo%4c9W(P5SZ~U(nPH& z$rbTSJ7zyqo=EAj5<_eG;xVs`PdVR-x0;~%!Z0Re41OohB1o#pLEN}E5_6JgrliOh z<1(@Tnz(6122>qZLU1O8A7JX7l=H=j?rq#AMc6rI1TKP4f)$9)F!-qyenoeRE<;1= z+f&DIk6}2LQK|@6!NqHeodsrF-POxapn^|AJs6@or5%m5raS_AbW9Nm*X0Q)Qud$N zqHOPTwYmftL|47!!ac$kKY@*s&Z{K%-mAhQ>XWyeXb1T8$&a!uMiW!U67U z#eyg;({n$uGGc|W_)YK6Yno$+Wslq7F-)~VLAr7s$v*#LTKs;ZCMX0+Imjim{1fBi zXHBO9HP)@}RyqOz(f@!i|2yfG0|?2VCeV}RvAs2%4lw4pu=TF4a1LX%{ zpu&ha&g_u?oss;5=}8cWx2%8?i+X#KC^qMU0Dq!^`sD)?%Zq%s-(YnychtOBMx%9( z8>gMJIl#5}5v`3VXV`=o=|X?0N&*TsS<(9XtyS~>NwAs+!R9VYC;mw=4ZN6kYL*JA z*nd!`-#k44U)gT7sQnI*{h`tSdv&Ei54zm3oc*uk{tH9LBtG=u|3iZMg%dEp?(Gj{ z`i=AZuVi%!0E$z5|GnA&PGYJa z)HGY9+WAlR;EMJ$pL^>8ast@bxpLD1kf^9=hB!;nW8i67v@-;pi(aMiY5*Is-!m>k zehvY&we{9met+6Uiu^711Hz+c1z^Nu5UuUl354I6OJG15VgRcv?f#FB0HXZ?2Ac%f z%tDK+E7{M-+)KQv8w*Vyus{U8gKEghugP*#1>+b{A2vMWIU&3L?qY_?F_+-mV(?$- zH?d!6c{V@8O#u``pz581R_u!BOAaCWr}cu9T}r3Rw0+zU(oh`p4@a=-KF4+>Qgqq0HA zP@Jp6%yWt$XpEm>>0FOW@=LJ&m3Q$R#2VK(fFF?fJ3|Qc5o5)}1R8k7xBrK}18{E| zU|>y}hEdc0MrQt}2ZMt8|3~Nj$uh(yaT%YWM?|F^S74|A^R+QA;I%$M!7cUyQ5hV= zBKOA_WP;x5#dFZb{Eth3%InrV=S*tj6WAW{26%4fgjg?m!Kx~T1qQk!N!06czmNaj zVjMn*X)uDI*%uGs)M&fZWWBSMPNQ3yAWR;^0m-y$;;XvNT6a_s7a9P%!pe#`YBMAK zjkk_X&(}soXM%6qjfmV;J}PUJ>f4CkA8)k!43@S`_x~syyGb}jbUhj3n*;V)O+5~p zY5)kQe^~I|^ZKZV@(#o2%YS|g;0dx4sp$1Cw+>KPE>W}PQhxP(lIncj9 zF_!`r3qB!Og`;-wM`3c6%|iEWi9yREuotpW3e=?o)Rf(1u9jn=M*h2J)R@6O7h5QE z&>ZM`kh(wO6p0}N&DKTU&mygg-5Qedcu2Z>-k<@8=&H-&4J0l9nS&$7Q^hQi1psbm zZTK0duzMq>dbAvXquo$#vj;F0^NJ9BidV;HV+!n509GuuB){beumdgtS|tOr!Gqkb zCmZMj-17y0tmwjTB`E(g)841>S~*ZKz{vqsDt+HHSXHDaiu60&Vf!`!Z0-;qSzomS zjv!=BN9sIIWErzX6Tg@{-?o7eup}~?Yn1B6SNi8k;xJ2%fE%o5EBgeTHkUI6EXQaC zuQoqr;H}P$E+xq;sz^UDarw4iRhh%aU;bTzZ}EB~AXN$MympK8W`ij!NhF4*sa zIhC8=OPV73J~~@rMPS%TwZRFzG3t{7T!!^Zdrcf3#bDc(yQ{*z z30E0oNH0+CQUs8QypF#V2L=Wl2VO(>#lY2V*5CD>0pR%SdluYxic1vBoRI5)t?OcdLUjSKl6uEmhQAH= z7y-W`DD+F5<_s%>5d?*MYqZ>YhKo$lrRYbI*7){R@diHWs4ZSbsb0e*>l4H1NB|tE zee^3*i#vl4d7$uaTGW57OM$RK+;JpRxER3Ic-f{Ao%XJrhxcmj*NWtSFi*A^_!RV} za2WYFOnrVuW;I!v%40h*&BXFeqtr|Rp02BMtAzx1b-rbl$fD`8C5u00-QY7K36tmOXOqgW#}j!!0jOk$INa zO(~mL#A81%GJ$==)HYp6Ez%Cn;b)i$v_gQD$TaOZ+-27IZ7Y~xS))N zOb)zfC{kT0ra!uf46G9#B|LwC4%KG?%C<+qb>I47O-sETTF?({?ppyRMSc~?)NUUH zowxDbOI_bIN>=Yu-tvExuFDaYD^roPK|~2W&*!D=}+;7{kG>+2nP=#!E&!932iJG3q4fp;S%aY`cFhF}zCM^;W-R*Y{M(jWnd^t0t(FcKTMj|id9k7_;Q8_16)@Y`4 zW+QzKAG0F_htI9+Ndm7v7`^k34i(|%i4uRCZQVMd`Pc6)K0bmBsN)A2E4POOaoIk= zzWw>tPHBVNM6nK^r(ph?+mVshV+}$S3WxVOhrfnXcg8|igXw7A6LT2)8nw-w!B3&-rW?(Ib#5U2 z`p)M2m1_%g)BW^PpCaA5G4MA(YP7B{Vb>)afYdAXIvtg%2H?cJbb1hI7`^B@unCTt z#&4fnhPe)Kx6%K0B|ToQ(`LG;ta z3Hf-Tl(H3`ek88EXjlfNDVlwHX}mTc8}ujdjl;SD5v*#Kyc=}x#N0D|?jXq^eAF)7 zo0Bay5x?*^NCU3Zu83dX6eeBYu12t@OTbAHwkMmape_Jadiz2d_eSD=t0vP>qv3a} zz%VEaz!vCjzO7y!U=#$(73VIVuwe4iOQi;vukO_>RcBo9r4N5$1pPJF0%n6+Mn;by z&3Ns}{Ls*p8pCEDtFZ|zM4y`@88Tt_O0x74Amy;BB+gI=aB^q#@X@8H5A*Nv!8Y%O zGyEL_+XVV?c~>Q8kqt$nQ@!@Y*`J5Zh{pyNO_L39U7KIdV)@v*ezZ0Xf%l zIiE3ac*WTF>4~z?C=;pY6?j!$*8gOv{8Zu=bC+GcQfoIC`wY#%|RY=FD%4w_ zGS4%_F0}GF+lCn+b24A3cX8afQvTa0&%QupCU+d| zDk0__ckXU->y*$%9+TM>s4tWOY_yzdO3g^b#k8yJmna2l!=t(Joag#tN;B;AfBO2$ zu)30^>)`J09^8Yw1^3_{Jh(#$?(PuWAqnp84gmrLcXxL?e4ClM_s*5~;|B*GIH&in zu3cTLy4Gq01G4?u3WK<=c&@&>FEn(9H&$y?d0)_9gPpU%ASodN0EFyJvd;LV6lN2>0X+%$j0@WWMNmMaPSKV9rK*{25377aDtca#5q?0{MTIRHB(0Pa>)g|n1Q%$wHrEGgZUtzBxz zqDP%rVeeR>p{;G~$UI`k|FlJ+4C%QA*U%o2Uk?C`rMLns9$6T$SIh%MzgYk;WeldC z*olDuf8dS;@IYD*#Z%Q=_c>~5n>0EbX@UKLnqEl>J3mv60gBo?vkR(uG2bUrgZ~o& zG3${6f(xdv`OYh31Xg7Z76qI+-1SQ5HzV+`S9I5!%4!@;fGcYm7pl3xOwC+XD#ghx z%WU>J{%`o@4^U&R^(saaiwNBhfXKya+Q}(nbW*!!*JJ$4ET(^}fc%MpgzEuKjQCh< z*{>V_lQ5;^`pO1%y;NZR?_?U)&ruejFgd2z$$b6K>i{Mz@fAcTF1M=w{O=q>JZA|g zjpQwvm7)KKIK-chngV!)Dc33He__8@k7#)Hhz6~a!2c-JygG>RJXLH;`L`GnAwfM6 zTEhR~P^f-{)UQ~T5Fig_Z*nJn`Jeyej5@eaMFung%fpBT{o%BD)Uj6AYUPDon^00H zb9s;-vKnZ-1^!f(%0a{!v<#BK8{?ArcgEVE$^S41P-_@=xuN@mIQ&zC{2b+9Eu7gVlkvYSEdOfZ(J!i{|I5O<7=VR!%`4FVJ2M6-KncS7 z_2PiI2G0$!LM+r;PNBd54n%1n+YZqJ01$dJV|f5jsNkspN-Q*(;;n~4g!_N!U&zGy zR-}9sU~5K>*e)v72k7VDN7K2+0V1F2G{Af=8B%JM=tNWUP#5{fJ&eMcM0JCk_962f z8K&qu4((J$HeUcBbWxVM%>)1y-oG=iGP68(Qkg30%Nx5F8thJ^xd1lUYv-{VKqh=m z@2&*o$X=&gm=#XRtsS88IC#ArlDyPvyL=jGGr+dXS!)N-#4D*bZqMy#Zen^IAf`Fb zzQRbIs*gd(9WNktfQA&>;tm54j_TKYLI^;&i*_CEV*tl+Qh_w}BI726PWZ10prL@Q zHj{=;#)5!BmV+laiLdIFqN{|A2Ed6R0F$Gf>Hzu|WVwsZYp|0^5w6)8Ewx#!KS432 zQ|a)29;|DnOOoXhEj+9B0bOP*X!)^uWP9CI0a#~#YbfD(LXsqk-wOcQH$bQF+z%{z zirH{p&89CwPA|X+*xPcq;-trr@wDTXKHtDG|MUt!Hc?V528QaSSwJT37$_FhcYv-d zSn~&e?#vqa*sz=Zv}bn$Zm5mO<+t(}{3bxisRk1J31}2zYhdiuLqj_Nu9XKo-)+XU zT+Wo~ECP+6RsiA7X?GRYPgG7$JHYnV6#zY+b`T`v z(+r)*JOS6nwGebz(Ke=4uJqFJa8Ob%IKZ24KAz?JbUwhRFctv9@FRz%RLwdUbUo7a z+)mQaH3(o^1@c}#fF$%PfTJ*>{(lemm*?eSMaKfb zH!cO-pnS>gcwxHlF2%sx!8Dz>5a2xqzq~e;4qvj>kXOqz{22r4QT_b)8yT<8s?X+t zk8kSdPae7+jH6g?C%D`lcMAYZj?A$(9D?8ABL~=h&C}(2hVk++zVn!4sYntNtVcmc zV*=xMt1qBk-k;Bpw+&RX$#d+ALdHOaDYK>G<#iBJHSpzTXBUVs&@-?Q7ui0bdA&{I z06WY#zjbQN$LoWU2=F0X5`Q4t+WWlLg#ehjOd2K-_-(+p?Rw@zemwRqjoWiIN+Qhf zR2otRp=W2l*Jf9CK;Hwy1KWiWqBRHsX8~x*TLTzo^^4lT0%Nn(=%6s642Td)5k*O! zsD0P%bMQlgM`EV2Ypi!rZAWn0`;~k0<+SaV6H~yz>pH0ofMP36-V!-d;6sV#3^J$f zkG8jhc?<=u(fAz0C#{zXIGo#6-y9EC9UiD#H|2u2wzr#D_6JA$1RpLBbKhLv)cbDxJI&Yl<|5P`Aa= zbB?QN7oKh=Agx4?J4MemRdy1fo<+#v z2Z%#%vyZ4$&KMeMa45M-iId{Jnm5r9HXLGD5FYmCG4Cii$ucY}g#5H9-PTbZuay9U zTESVrwGQQMO=W+~bH$L@AjS_o8esM-em3!CY z&r|fr@)0iP+x1SC4`4zdn3r)lsf&0``lNt@{Kd#3s=>P`GX%(#Z122SzoxbUJ_di^ z1>Q4j9%O5B2U*DMVAR?7CZg6TE*Kr6=34XZ;ZGT3&X_)Ymj)bzmxs#_-t&Br^*>dn zut|?d91p%1YZp7#Pgv6FZgFyehYeo>q-Q-}1|!k0gt-~HELXQnQIId|*;JIUr|kad zJ@ia4NcbjCWB`yzd)!_Ix&nvefnwMD?(I5g2R?ebxo@5W%2sah|TV%r3!jSV&VVfbYD-DueiPO$p6#scA-E-4D%=&os)x82>E1;l1u> z#rux)9x}{=nYwmGoU;51%c1xgeMN;fqgGR}l`Bc?`t~cpgF!Q@B*XX_ADd)=1_+&M zDpsnmjQ3X?k;u|?i+a5_el@lc&gFye&*v8tpcJwzebQ*LB{G-y7v0DW zA$ClUuD6`(Uw*GOYW|_Edf?HB1gtyc_?2>#9K1plm_JHN*{<{2Hhejkp$Z`UU zoh3@1A(zWr{d#v?{Kuu?9v&`>ksLIIU&L`YM+j}kHaVLQ_h4)<~GOuwpB z{2$vLg%ZN)wr@#~%_-+WnBrR$sK8`cVmSI%^OiSfQEA;_Z57 z9z{o>Uj-R7=6<@;ww#46i1_@PxC=YLULDRdZ$xqIPjvg50!43IG5MQT?z2vaGC(~< zfy@DrZfh2~AL#1OU?|BE6b~a&H5!kU=L60@VEl!7N^EK z5&I|h!}Vq#k}L>V6^CK`;(u#sVx4)YLT_lQF9G2#t~sazqv|`0r%;ANKi+#U^%~bQ z(VfjKQfxDzdLud0`goXnC;zsM2EG!}sEB*vWA8v1-lo04a5eJH!P%pWyW9GzrZ-Fa z?F@lY1L3Ckgny8Fg~&5`Pt;BE1~ywKv(PDSP0jiB#`f326XOs^YSh8}%DD!v6mr$RP`I-&aW zZ((pbu&?^SIvbrSjNOwh=FAPX`2YoeeT4VlfQlcZ0;v@yc4?G}UiF^>d8BQSKtb|b zBiKhg(nH@ycjv!rIvFCM)3hFLVn>GlHzxmc;4A?9Wd(Zw4@d)udjtc2)Jnh#5B(o- zDAboac1D2V&RRn&p&EC$x?l4g3(&bj@zX7-aAa)Tr=^0Y(t-QNZ*Db4qyOhv^KztR z@Da&Gyyi~YSX}=Fzkt*m$h(DQMTe!{)297pv%llFSlL%8+&I~_MD@SD+3z=;HGHcz zJg6kLS)=6Z$@h9v;$F!=<3ViZ>+bQ`7v<7Fec<(bjxOpT$~*8UEx}>G`0p@3G?=2( zC|KX)lnCVovjvHHBS>F)Lm=aGfoYMWR#KW96=L`TT2 zzbiB6d_kRSB$G_S5`65&#sQ`MHL>BZ!1iN)g5=-q1_oRUKIin6Q4%1N%sA|PLwf;y z?z{x>pGU(eeeeHOS{fz>G&9WORC1Rx7d0s^6_zib?cVW^G~a$nsU&$jb=xT(@# zyhie5cIG#~k@K|cU7Trjz#!muM=8W74_=Statejh?IvTeZl_FpZbq+JYrAzg&Wab95*h*U zD;$u+qYdZP_g(AZ0yx*})$&^NkTw&nCv*C|JT}i6M9-_ZkmD9R$@z#1Y7bPJ50zO;p=@f&uPlaBfeQHkcC(Xkd8-hibUndgv zQDF}c>_zf5C@UmJ9%?0Xwk^oDGsg=9Q3iRH8y-)tTN*c;x2rmZGD+4U?R?mDPT4*e zxplTvt~KXBV^*VT@#{V15T*p!UvAxtYH;EXj? z2);1jPRUm(WY*V%LBME@uHnJD%>1TJD19jp=F>X0-GS790M>vcaw;3zd znsFOwpDEj|kNZM;a=FXMfCW1P9E%+~yHEZLM>! z=EZeh!gY1oZN43b5Vuv=Kxg^k+NKwVL_48~krUzApkdW|R?n&Kc*zH+Wv^m)9t`HC zFUxa%JG7;$17z*xd0U%YrlYlMm}9?wzq>%>wqk0Y=_%41C3N>R6=R((0IhSY-*$9s z7^_^UjYV+%j9a2tT<(T`zg%e)VDoX7J`8ZMG1R-OgqY)DS*Cj08gJ&rohb#Lp>_g} z$)eFzb3i~Rdg<}j>vn!h5i~F@bU0IrkXUqC>NOC3v$J>#llk2h&Fv3=BLa`WW~xoe zdZ|#=WYDUf3+{LjT5P0Uy`cLLj^_t+(l#K71P!>6L!lZXH0}3ctBSTy9<+2k9|a%| z!!wpl*s&we>fp_$eA3Nq7U~fUM)w@pw%_KXNvW>wW&`yEptK`m@Wl>iqd)2}fzEi! zU*rM+(s3-<64%=)%sQV!h-*9K(^$G5j%pM1Joc$v*K$MV6UGJYJg~TY#?h~@v%L?5 zTyMS?Yn~pvRU#40ENT^JSf6@dIk0ff+0?kdg|}iy@zHHOibpu=$`Rb_IDDhi;oX+$ zc9ZJ5DD+~wo8c4ZpafLLrHhcGSAPlU}BCOB|G#EQ`%tE8w~~-FI74@gD25 zN#kmz`#HK!-NzuC+2RT$pF^7x)ds&@>v^BStg-QWpuEMkY~NOAF)_J9c%D^fF~1=A zbmrBv-`ug-IK&Pg#7FzpnrExi%jP7{RQ(=hyPsVV#ibNTUQBh|PB!|LGwXrPSg)I) z>5|o7#NKB{p1WmSy4+U=sBfL)4(*!yq7mddcXxLeAL?cB4~#@BGN!d^8zx1WaS)>+MYdX zVeMD|HZuJc`byG+0+XPJ!(ZC(9FenGl@TF4`kX`N2PL) z3Y?aEo;HjyHUIi`6l{9@Q0IDsS3K{5qibOh_0Z*=d65qECrsJ4-1k@344wzXJP$+* z?bi-Ay{gJMCcK%!qM^6wHF#Og9#&D@+?pD9CW1*M%=dZd(`(-kK76uyO?FLK!FXQ) zs1knc^UL5Pasj%;^Ru^76!-a(xx8Y$VEd4{!(`JR@4-U)_w23~4L#_2ZnJ;w zrN-|4BH4>uACW>Gcis19)N&6{S3;EYh&3b3) z-o*mA&EvF^ipY!sK6e47#7XlzqpODg-cPl6-aSh}BS-n;9kmX|K6QMyZPPrScU>@L zQ!_e?%n8K{BNc6yo79R3?fA7_S>7KloLMBYVjgy6i%T0pMd>y>trF48ftKvLn$$!- zr8a}B7B7H1bBTz(n0DrLxh_X>NsPttttX1EXFK-KyRM4GU^W*eRExc4Ve|ghqYE6a z7qrET>ypIBd4X^10A(7#`$8c|9C+DrtTtssnq}OwB-l{(YfQ(9(T^ssjJaFFEq5BDs2Y1;L3l&Tlq)y!G|z zcFikodrN$vuM|hYhcC7**Q*oDyJ z&H%}A_z1JhfUa>)om2J-Q!53s0L`9pF`}y|Mv6~e> zyLoTV;}g54RWanb0hS6$Tq&a3Reh!eQ8 zy*455A-CZfJ5}lsW*lBK@Z$xma%ZEnC%{rG*v#5%OG^$TQRUft0)}~tU$p!~d+D7R z8c53(k-UEM)>Lm^VmYid7N<3I@jc!;m}|We#Us8wWOnWH*lh;U&UQa9f<5v zEF_rCXpEq`)DR)2pU+V; z^l29;N7oPNdoCjMe2if~>rtsA@_*P&R8_1|1V>Ob*@@hrX|~ZR(Ju?;Gtam>IBNh$ zxC~hKsD2UPxPqH?YdV{xr;rs+Yp^hl5jsz76WSn3$7e{Dm2gL4dN|}kV?JM@9cFY{ zisI5eJXoS8_T=7>gwc7G-cvqOhSa@juqxHM^nYfxK+N(!pfxx3Q%yw1(RK9b#X%r7dIg(o7dV^cdOS1T4`S=TANY-kw8O3_Xgi8OQx(invak+AVmOk* zv}#=hiNPh8=dRUeO++JRHu}}FmsK0+f-t5}W^_tn20C_xMXI_4pRSx9clB-;Y`Tv2 zVNP3*Pe#*Ndq8NKmKk0r9ycJ#?DsIQGKhX`a=s$Nzd}f=DPnl~k$Jb2%q>MSu@sfk zyz#!KoYt!PiE?J~y=t4&@PMr}^q>gL0X==Dnl}2b_gGzTPR2n&KHZsapb=vCGcp2f zO{?~cjR@E4q?9Hd=8lJEoo<)y)pE{gyrbt;GMEJ|^K9dn)fJaFQp!}v3sTTj=3q&b z895uYpYw1ap~i$2irw;j^PWQebEx5Av!u91l;dfng~Q-+g<}&6$d|tRlJhW(gm=et zJ+EpA*zFOSxk*>IXhN|sKRfzNu|FPos$I7~dLt}J9!fO~5KlvebN|HJbL4d!lbbDN zcy^9^*IZN8-&uqA>7c%oOSv0dhaD&qKY! z1nj#%laL6w@?tuyT)%V+-kZJ*af8v45^}F>VMwP6It@egcpXe^l z+UViV&sCrt7(VG=^NsEj=qYJ@X@9qDwY*T*^(6~vrO^dBJ|6Eo(-d9m)2;?4&i2Z! z?9tVErbr%{++=Pz$sQ7G=l=woa5SH4VY8gBX2JxY!11a{n0XeE$wg9%N9?na zs1v%{f+J`vzYX%?5A95E$d2#80Q)GDOqayeW>J+_?e(ZG4+!R!JVY|)=UwOGI z)5Di;@t`^`7(!Bb^V!xe*q6-yoV4=eyvlQw<>Xey!RgQ`=v`?t|K<3uKNpYPj9h7K ze-{_GTJo1>%_$f}-sukkf z`UpO@wrj?*T1tIPWb%pE)T}fF3;j8zb8Uj!5txm>#a+sG@@YoJz}l_n!OjE%+vs9@ zWI#4S4s{S#Y!{s0{><=RHlMF92#xfcx54cvBqgcBgtw;|3B=O;G^1#;ehxEFtYZ4_ zk7}TOo+4(R?`30j-MxD4_h0z2zp->Ug9+g!o}aBJFb$~D8IWyP;R_|3D1GwJv8 zkq+QCUN}=NvF{#4;|m}U*EU=T?HL4^-u+6sZra))F?iB5{~6jZpEm3RA!Ct5UygZe z-O^kxK+Ilp$UNZDyjtj&-8I^t_*Q&6 zNwt91Eqs)XGU?NT9)Fxu`RsC5S}8V6dVO7D$fooANyVvso=7g%-M0OB*u2Y46rn^w z26*_ln*dwlgSh3MU{45AQa#vY)aOYj=2q0m+&*^<=fg7uX~d4RhAPqfgos+Em|K~M zB>Uv!ayj*Zse6T}&&H)&%t|aJMGPh zl?G|c%aDF-R)eu<6g?{j+jMFsw_|$y7kByIeM!^rqJ$t5HQq;03cb~sZpPoOpml0< z2-uY^hdNVl7nLx5T;hm12U~4d*&cpKP~_Q-fge4T!Db?@v-+UAlQx9C%8k(#X&!vbcwN&FO>b02@csuj(l4>XJ=5^IL93 zBZ)%^1uCiWpJYzCp5I!oyS~`~?}u?RA1P}nbc29%#dKtIAGGH=yBv3P8U1vi&1?2s zO6{vpr_2{?YilXX7Jeu{*tkd*XH%;?A#=@NDx5tkDdl*2Xg#GC?YOiC)nEDN&Pmb+ z3`-TldxFS5;L=o+y9RwjCq?-BQXv8n(2@Csq}P0;dQ@F0nf-mFq7>iSf2K8>AMR~1 z&(J}tF_zG}5|)qMw@!AZ#byozqltd7eM(;z3_5)$V`bdW)`0$^PTMow!~R7N>{%C8q0>;dnu~j zeDbt4EsSr>U~$2l@cl9u>xW)uyog#u0y>`Zlsi-Hafb!m-rRRke;&>@QXiV#6v+B8 z`7vo+CbwU$?w#|Txm16w<9~cS*QAFPng_P}VEBG*tKzmkwxVO6^w4LHj%)P^rZ=-uOrt_< zq)Z>wbi%!}Bu9~-Z_2EmzwDMB!5L|{9*9kR%KRj5Y<+#qC9Gkt@nlYmxgq07v&OkG zyuiv2j%TzdW4ByAojJ_(RIf^BSoLWxHpO)M2i8RgQaa_icv>?w6oQ#!^}(UbC$yTfp*SWg8v zjN~tS7C1qLz{P->u$uQ9r=j42&OU<%Xd7j`_#J|3qi2oXlC?rtF%E7(6Hm8w-i%9|^TYGr#bfnC zC2l9M8NU<9+sYz}ploU1S)X;BnGVQM`di0S<|yI>m7c9G)XfNOjT^0AWZs>d3VQL- zl59j=9Zf0jd*t(_!8Sa3?DzTo;Qux0XQm1?#7upG{y`Qn*P@|#eV&)CkzM@xAjV@F zU&FE`#?@QulCI}ngx}>uj`h#7a|8~(c;G}5J$qu#1bHY960 zuc_C-NP0^lEL!W`X60NM4tDicJ}opSHEZ?w$z$b{1c~^!(=)E4_kpv|M10cu{qkFx zw5mNTUrx;*4u<=FhhcQ@=;VLSP&h?yA zbo_EOMW7?VDZ9&dFkGQiqa9#Ze(#u+7_6dMtUxp>BP%;0Ed(*cGBdm*MIIfkEuSVID^|k^v7&Dm8s!&(<;uU zF#9nh5%>}n83m$Vm%e}}4cO?~*S4&qT(eUwdbPN%&OD8*R*!e~I}s2D_G)Ybj>J4( zJJx#ABoC9Fh$EA|?Nl2aS6wv&O;nFB17645Rh>^4GMf6o@Xhb5sU9*O9>r<2m12b+aD4Rph~HIZfr(y$zy2LWn8ZF(_=tpz-92t zSFv9kh9DRxy(+{Q%8!DeJBp}TQ8(6&pR4&E?%w$C8aaACud_9~ddc0KtmK#9e{l^J zxc;|xuy^*dbN|S_c$(OO#Me;?i))1D&xNO9DKgu_R=HqKv9oZqy)f?xW>li&jJV6RrU~JDI@fW zaRe15^rLH%55nfm8)Y2^L{e)}AlIeo0s_t7j#Nxg5RY%aDnVDB3x0mMln`GqUK{v1 zhUB;8-+4?*a$++t;}h{oqeHZ;eZkmKJk>u(EEk0wU3>y zseCR(>_350$TQ9h*y>YrDNibb{V|&ZLUOcRv4{%efK$&2iojHJi)PK&Pq2enWNR04 zL#}5R*hf~$H?vU#=hkSvsJ^KFcn|;G>DUE!35V9>aw{RrZxyOu=hUsPa6r{-s|dPb zU*^6Qie#whv^|;po}6hAf#Anr(C2N*f`-fUVFdahAXmsXjZn8q@-0_8hR-~d7n6H4 zhQa6J0USxDQT9RP>+R#ibsfB0ic`1adco%??dEB!-MSBv?C~kVC<7;MTzgCLUX(|R z)D;v(P=%)HuDo{Ecg2fWJOcZ?=wzt^PNlLE4Jw5r1!mK94{isaA)QZdyGhNuB+S0G z!a&uEe&3kPwW06TmLge-ExD*M@1UM$swmj@i1|WHt2I3>n%Zj0kwSv95iN4ul=OWH z!ktj)0m)`sXm{*Wxk2>@Elp}KO6G2&;w>tu>qpg+o9PSmjcBE@0>(1bohSz$(DMO} zi_f}l_E&{YP4m%AW^Xq#CVk$pu<&H%e6(V)Y_#h)ba!^q9%9-s*lKz_-Y<(TcYqo; z|2&oHXF`D+`CiZn^>ukUV;{oS^lCnVNaU5My`jtpY~B#hWag4DO&~!~Vr#FrRGS#s0_TXLNUAVQuD1~ zedeCf%NdgybsGn19XOs$o0jJ{1w5f|ON&ympF8&LEItBGh=T*J>mk+ssd#aDZ=;#7 zg#bulC4Irz5!Oz5HClS$UV^DN`G{qNgBc@u2G;{%-u)^US{+5>CTYsm*PF-dcuC}e zYmk%Y_2%ypuGeiUOp@5+&X*=H$iBI20gYy7OJPeZTpGgm#Uhw~Fu`;4)sZEUQ2N>3 z$^GFja*J7WFL9iqcBx6%NrIn)mgmUnJy+bfuehk19*X<^B0gjisYF$gJ@OI9jVnH_$5OSqU#@+nMc2)Mro0 z+i8}z{k!XXTy)ImjGkDmpCbo&MyXC%{mH29-BRD;kD22q*ms9b#B1XU8s7!DGnAH$ zTe~AG!bSf)Xm0l@%YPKSUmUkCSBz)Qe`2>8SuK9a@M5VnS3r%oT@P)j!6Se$%o_FL z(R~EfG}zNGxtWj4&OQg-DHI<5Vj9Eu3$3?VEMnAbdb`NTu(9DfbhLlE*S@N?j5HM9 zvi@jV61E=qFh1Gm$SC(HntF6r$T*G40tqbtov$x`PGY3cGY_nIG%33?jwj`#jd24i zZ0#`R;mj}AVY(Wpw>Z;dkV|1k0!x{VK?PxCv6--?60H>%SagL>F+*eLnyco~!qH?5 zV_){vd;a#pKzdP38jE5}rumNRoNUbv=A3HrJCHEof&&RG`INq|X3X!h3(D%_%) z@5jj-OLb#LK}LuDWs4>M7(2&ycCzY$X3SwmzhkHeru? z*8Go3a|~sXtpwq@*h&`GKj)s??bVoWh~u6J(eHBD6jc0daigtC@#5l-wDc-<;cvdV z_CmmPA4*jtfJr0OcGbIQMLyTjawioOVDL{JVp59tu!%kP@Qhex51PJ6?LIfuP&Am^ybp|2N<|zN4z%rIA7FfM0@w_V zlvurVE)b{EBi8Ap9c!nP`NWzOVmvhFPN5MrDjM7^A|XXSxGgz%On9`43Irz9K@U6y zi>e{-qOuBkUp`1HCLX`h^|&d&MC>Ce_z5-0TXQ_=vN(Gjly98p@{^F{(NP@gv55PN z=v14oC)d9ofDB(@Ik`wo8YSV6ms@drdls1yjXa}4#0J*Z3_CKrF7ON?=onN+tAY&B zRC;@hRiHl}oyKoy+!Y-&z-dk`-?|>^?8f5YqHFEN13FesG?lo?dyb<(r&~qb@3#2djN)wC6+kl3&4o}{FX8I){M#h5 zK#oCzjh|fo#$TVz1cQkQLcp4w{m#MoYPQ$fhAt|1MPOeOV()?IesQ08VsXY)UMKBt zZ*brnEzffJGpX**CTo`L+2}-W*Q2j=cXDpxfqcB8egFe%Nj4D{7P7+mxH^mC?N>!3 zubTlZ^qEa}U7w#X9FOL!Ux*Y1nLH}ldK^$oe!tU%u03!e~DG$7A|O7Dd4@#++q7ou>MfNgrfI34cN;8AFsrAsG!T4NG^7i4M(gE`SbC ziIOM`+bCZtM>ElRA?M`P^hG1Z<;kX*^XqtZWO~>6J`XH}q|#ZMDb1Ko&-8YjO}rs@ z0!VA7uB(2z(Lzmx9-%oKlU9Y&VkmbDYRTXU8>bw}W^m;n!R?>V{A;LlBm#f0x#b)4 zlXgqtd^h&@=QqRmKo19%U3+UK!ytl0W?+CM@*1Kz7`%#K4C!}!HbE$9NOX)JoyO9> zv+fA-$fZ(;Nc|1J_}?WY2d^br(Ep-|CM6I?j180$dvqUBekS3z7nVj?@NN}(^9DIh zT3qAa;t@oTglY1rY`li%CgOGbZCJE(Sj(P4r8}-{UUC1U3||Rr2!_ID2bK zmIdcNLIx=wjJBz}O>Czjxsye5r`yg%tUt%sFk*+ZhlvtlJ?xPcP`;78sKXWlL>zDK zA$-sb+1q~&`p3%f8s&ky2@crQLG^tN1=%_S*f(F*ClN+9TFEpDD*i+GW?u_sM??`g z-1m@E7AAg!SbksP5nJI|uw>*QBdNb)(nzxTza(~dl9B)VcDP#8KDYu(Fgg&?#idNV z`+f~8Nk~e&#Bn{cwuz7Ve8*#FztpIan zkzp{LT5niFMat}00neN6x7{_-Yo2tW(2hvJMnJqf4cbo#ra5SWN!6HSB|&g$&)XB@ z>Tq)-k@!GbH1rtGX!5<{+5PX&HOIZZVvc)zaci);FO59%kDrh6=i59rf}f`{sq#Uo z>n8?^z9CLv=kF1%5PG-lZAp6>->oLqr{rzp*3kQr1+T zS9l#Eyrykj7bB%d+*>Pd=C*FHqX@fk2#|Rf)VPf?+doyhN7uH5{bP+Nidhb zkDfl>dAM9Qt6q7DTbW!28(iO{$-@<%N|CkJD<3ctkMI4?SUNRd{jmwgkGq7Uoa_Ed zqn@n_H_oKgn%zMX+a?Ln^Dt}-u5Vlah*-#A)b-&=iNDrng~x^nB9<6oOzf+FWfW&5`mM-(8cnQWRD zmLq`8q96xALQ6;^(j6-`PY;s^(X|xcB|r-&%cwZUJ0C9qA|2oJC`F@6K8+~C!EM18 z01T>&hMVKWGa8NZQp}dxZ%6W>=Gc%neiAt)11EYdg<2zKpXz=Uxmew=HopwViG@&k z8~9rvWC9Eh89;6TP#R%M`bZ@+OcaGb^r=7@ z_f`}RCy{{Dpf}HBFL&(I^|^C)@wV^=SY0>n)1>SLIfJ-%tp$^6aeKby ziu*cxk58i#ey{8YdW3q#yaBCzi-98o@z@BYjmaa6{~5SEQCU)AtwE*VG^fyg)v@DX z!=;tE&|;*vfxx-HBoDF$rd9qC*xTP(2yTW9g@6UzA0s)R+i5HW40@q`oc{&D zdVvp%gG9w;)UJ;Odgc{}Aa2HeT3k;OKhGM(c<&9P(QXeXC8*JBSa#H=oizr*^0@Ei z5C-T-e{%c*NDpZ@yLigcsh84>-yGAE_*{j(vvY_cl#@#o3xnC7j-%L)&+BuRTXIx` z!;dKwZt0{KR;t9nF-%CNU0O-(g&NPi4oB|&|Ezl^my$cBbW#dR_iy8b(F1JBM3l?2 zj{|8h0T1=aNq4o)cIR{p4Af+C6fo;jyABNLka^7JW9ot)=!1Ph1p~j zDwRYQa?X*iVvc_3QHKQun2qU_pGe1dl`FiT2}}oWjwcI8dM0y3Aeu^5Bx*OWvm@J$ z^YU43V;L<}2ax>(x+f;h0+|S9^a?fvc+sog5yx$h2&Pobe1WTetL43r?HjNE0`$|x z183sF^oPBLxINjfMriczJf^_+3Wnd*X0fMbEx@%z3y;+!_#Z3RpAPU;>OTVpi@qOY zye@@U*ZjsKci3APj+z!#qy&OcHST?o_g>|?O>B?$Q>V#G z;P5c@vXb8_emteJv>N5$t}tN%*U$l<-%Cw~VZ@(J34T{k%-|U|;<*%wKi$T@i-qMYyk+;=Vr|sdML~dLBUrjge9`c!0?w6NrYn?5naLCp)MO#q z3K{&FdOEbNRt_9d6D|ehyoDB38`T!)y2q0A>RRy@_B;}9PFT>kJ?@DJy&zzgYW;)v}GjSfquY_w}6P2T$YZOU$;RjWubJv!nY(wCuH@Oy+o zYik!?Xq`+@Vx^*<2%%IapIe;SX!;N!0#x97tbNfb#47_R)|kGj=kNl~#G=Fw9Pr(J zq@_m3z@Tc&{w(vb{&{K6!EtZUXdf~@S9jj=VjIU`Xb_E}03^>PP0?sy+EY$iwpcsE z`h2hG6O1q<|5?y<*yQSx&tuIGMp)3-P&z6RI6qYuH~7t^W!6V?3F zJfyQ^s1v}!f3-m+?a9wVc1w-Q0Nc`4!RBd(uH`Eh(_WF26{%6z?D^&Z6*p0xq@V`%#C#U9>!KE3B=V?Q)QRNSzl7-R1<$I4K zQrPSvjG&s+xXr^&P-)H`98}=>e8tIZ0}q9uy4dk#yRUsCczYRnZoZJ@e1 z@$4}wEMl?8r~)M=A1bx}kDNNlSL-z!Dl7;ZC-| zDr*K(ajwxsm4R6HlOb} z;q$LTrFVe=)2DRJ_|+F|0)6>^q#V@XMH8l*yYGW^3@XJ*rO|?N(pz22$;L!|C1VtF z9z$&FbMuRm0_jeFB5872biJW|Gk_v*UIiOV!jQihccFc0pJ(GMqlE64qOZvB)HX>- zQG7)LhE5*tAmEEr1;F$&Wg1HQy^otH?ceeK*h&4b8S-5(t21rKD~ZL)>^5+ii##E=9#h?f?mg9)yD%YC&@o7kY>)VJZl& z4s-NIbemW&K17%Sfexf}756>@a$CTC^mFSBbztE8vAt{u)_UuC2B`IqqSgLe$gHwZ zu&vDTe3Xp1J>CBsLfn!YGLg+c&3~_sBK?ZFybLZ5(ZC@uBclTDS4GwswFj_3)p&|U zv%)ozC<)$;K}kW?b-p?5q$oq!6Ws_!i6>j&j2`})zxCNxU3LM(k8XXlTQ8_vpAEMJJ`gP!9th?JNFZKU0n-$uf ZPjJTPYbhnZr8mHrw1k3qxu~K4{{yB}1lj-q literal 0 HcmV?d00001 diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index a8585847f..d7740ab79 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -134,4 +134,7 @@ Note: The docker env is just for building the jar, not for running the applicati 4. Import the Library "spark-cuspatial-22.08.0-SNAPSHOT.jar" to the Databricks, then install it to your cluster. + + + 5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. From 7e91fad5190eb2ee60b1acf50dc6c120116476e2 Mon Sep 17 00:00:00 2001 From: liyuan Date: Tue, 5 Jul 2022 10:29:51 +0800 Subject: [PATCH 12/65] fix dockerbuild error Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/Dockerfile | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/Dockerfile b/examples/UDF-Examples/Spark-cuSpatial/Dockerfile index bbf9655b0..a37cdf22a 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/Dockerfile +++ b/examples/UDF-Examples/Spark-cuSpatial/Dockerfile @@ -39,11 +39,11 @@ RUN conda --version RUN conda install -c conda-forge openjdk=8 maven=3.8.1 -y # install cuDF dependency. -RUN conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.06 python=3.8 -y +RUN conda install -c rapidsai -c nvidia -c conda-forge -c defaults libcuspatial=22.06 python=3.8 -y RUN wget --quiet \ https://github.com/Kitware/CMake/releases/download/v3.21.3/cmake-3.21.3-linux-x86_64.tar.gz \ && tar -xzf cmake-3.21.3-linux-x86_64.tar.gz \ && rm -rf cmake-3.21.3-linux-x86_64.tar.gz -ENV PATH="/cmake-3.21.3-linux-x86_64/bin:${PATH}" +ENV PATH="/cmake-3.21.3-linux-x86_64/bin:${PATH}" \ No newline at end of file From 89feb334f73625cd708916d072997916321ab8ca Mon Sep 17 00:00:00 2001 From: liyuan Date: Tue, 5 Jul 2022 14:29:54 +0800 Subject: [PATCH 13/65] update cuspatial version in build-in-local step Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index d7740ab79..c848113a5 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -64,9 +64,9 @@ Note: The docker env is just for building the jar, not for running the applicati 4. [cuspatial](https://github.com/rapidsai/cuspatial): install libcuspatial ```Bash # get libcuspatial from conda - conda install -c rapidsai -c nvidia -c conda-forge -c defaults libcuspatial=22.04 + conda install -c rapidsai -c nvidia -c conda-forge -c defaults libcuspatial=22.06 # or below command for the nightly (aka SNAPSHOT) version. - conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.06 + conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.08 ``` 5. Get the code, then run "mvn package". ```Bash From bac294e869acb4ac1976099cdb84ad98902c54e9 Mon Sep 17 00:00:00 2001 From: liyuan Date: Fri, 8 Jul 2022 23:43:36 +0800 Subject: [PATCH 14/65] add cpu notebook Signed-off-by: liyuan --- .../UDF-Examples/Spark-cuSpatial/README.md | 33 +- .../spacial-cpu-apache-sedona_db.ipynb | 361 ++++++++++++++++++ 2 files changed, 391 insertions(+), 3 deletions(-) create mode 100644 examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index c848113a5..79e9c8c42 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -14,7 +14,7 @@ The polygon data can be downloaded from [taxi_zone dataset](https://data.cityofn | Environment | Taxi_zones (263 Polygons) | Nyct2000 (2216 Polygons) | Nycd Community-Districts (71 Complex Polygons)| | ----------- | :---------: | :---------: | :---------: | -| 4-core CPU | 1122.9 seconds | 5525.4 seconds| 6642.7 seconds | +| 4-core CPU | 3.9 minutes | 4.0 minutes| 4.1 minutes | | 1 GPU(T4) on Databricks | 25 seconds | 27 seconds | 28 seconds| | 2 GPU(T4) on Databricks | 15 seconds | 14 seconds | 17 seconds | | 4 GPU(T4) on Databricks | 11 seconds | 11 seconds | 12 seconds | @@ -77,7 +77,7 @@ Note: The docker env is just for building the jar, not for running the applicati 6. You'll get "spark-cuspatial-.jar" in the target folder. ## Run -### Run on-premises clusters: standalone +### GPU Demo Run on-premises clusters: standalone 1. Install necessary libraries. Besides `cudf` and `cuspatial`, the `gdal` library that is compatible with the installed `cuspatial` may also be needed. Install it by running the command below. ``` @@ -98,7 +98,7 @@ Note: The docker env is just for building the jar, not for running the applicati ```Bash ./gpu-run.sh ``` -### Run on AWS Databricks +### GPU Demo Run on AWS Databricks 1. Build the customized docker image [Dockerfile.awsdb](Dockerfile.awsdb) and push to dockerhub so that it can be accessible by AWS Databricks. ```Bash # replace your dockerhub repo, your tag or any other repo AWS DB can access @@ -138,3 +138,30 @@ Note: The docker env is just for building the jar, not for running the applicati 5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. + +### CPU Demo Run on AWS Databricks +1. Set up a Databricks cluster with Databricks Runtime Version: Standard Runtime 10.3, + +2. Install the Sedona jars and Sedona Python on Databricks using Databricks default web UI. + The Sedona version should be 1.1.1-incubating or higher. + * From the Libraries tab install from Maven Coordinates + ```Bash + org.apache.sedona:sedona-python-adapter-3.0_2.12:1.2.0-incubating + org.datasyslab:geotools-wrapper:1.1.0-25.2 + ``` + * For enabling python support, from the Libraries tab install from PyPI + ```Bash + apache-sedona + ``` +3. From your cluster configuration (Cluster -> Edit -> Configuration -> Advanced options -> Spark) activate the + Sedona functions and the kryo serializer by adding to the Spark Config + ```Bash + spark.sql.extensions org.apache.sedona.viz.sql.SedonaVizExtensions,org.apache.sedona.sql.SedonaSqlExtensions + spark.serializer org.apache.spark.serializer.KryoSerializer + spark.kryo.registrator org.apache.sedona.core.serde.SedonaKryoRegistrator + ``` +4. Restart the cluster because the libraries installed via UI are installed after the cluster has already started, + and therefore the classes specified by the config `spark.sql.extensions`, `spark.serializer`, and `spark.kryo.registrator` are not available + at startup time. + +5. Upload the sample data files to dbfs, attach the [notebook](notebooks/spacial-cpu-apache-sedona_db.ipynb) to the cluster, and run all cells. diff --git a/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb b/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb new file mode 100644 index 000000000..fc1310ae3 --- /dev/null +++ b/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb @@ -0,0 +1,361 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "61a74001-716b-4411-aecb-77d07058d200", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "

Requirement already satisfied: geopandas in /databricks/python3/lib/python3.8/site-packages (0.11.0)\n", + "Requirement already satisfied: pyproj>=2.6.1.post1 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (3.3.1)\n", + "Requirement already satisfied: shapely<2,>=1.7 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (1.8.2)\n", + "Requirement already satisfied: pandas>=1.0.0 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (1.2.4)\n", + "Requirement already satisfied: packaging in /databricks/python3/lib/python3.8/site-packages (from geopandas) (20.9)\n", + "Requirement already satisfied: fiona>=1.8 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (1.8.21)\n", + "Requirement already satisfied: six>=1.7 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (1.15.0)\n", + "Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (from fiona>=1.8->geopandas) (52.0.0)\n", + "Requirement already satisfied: click>=4.0 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (8.1.3)\n", + "Requirement already satisfied: certifi in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (2020.12.5)\n", + "Requirement already satisfied: munch in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (2.5.0)\n", + "Requirement already satisfied: cligj>=0.5 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (0.7.2)\n", + "Requirement already satisfied: click-plugins>=1.0 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (1.1.1)\n", + "Requirement already satisfied: attrs>=17 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (20.3.0)\n", + "Requirement already satisfied: pytz>=2017.3 in /databricks/python3/lib/python3.8/site-packages (from pandas>=1.0.0->geopandas) (2020.5)\n", + "Requirement already satisfied: numpy>=1.16.5 in /databricks/python3/lib/python3.8/site-packages (from pandas>=1.0.0->geopandas) (1.20.1)\n", + "Requirement already satisfied: python-dateutil>=2.7.3 in /databricks/python3/lib/python3.8/site-packages (from pandas>=1.0.0->geopandas) (2.8.1)\n", + "Requirement already satisfied: pyparsing>=2.0.2 in /databricks/python3/lib/python3.8/site-packages (from packaging->geopandas) (2.4.7)\n", + "WARNING: You are using pip version 21.0.1; however, version 22.1.2 is available.\n", + "You should consider upgrading via the '/databricks/python3/bin/python -m pip install --upgrade pip' command.\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
Requirement already satisfied: geopandas in /databricks/python3/lib/python3.8/site-packages (0.11.0)\nRequirement already satisfied: pyproj>=2.6.1.post1 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (3.3.1)\nRequirement already satisfied: shapely<2,>=1.7 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (1.8.2)\nRequirement already satisfied: pandas>=1.0.0 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (1.2.4)\nRequirement already satisfied: packaging in /databricks/python3/lib/python3.8/site-packages (from geopandas) (20.9)\nRequirement already satisfied: fiona>=1.8 in /databricks/python3/lib/python3.8/site-packages (from geopandas) (1.8.21)\nRequirement already satisfied: six>=1.7 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (1.15.0)\nRequirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (from fiona>=1.8->geopandas) (52.0.0)\nRequirement already satisfied: click>=4.0 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (8.1.3)\nRequirement already satisfied: certifi in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (2020.12.5)\nRequirement already satisfied: munch in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (2.5.0)\nRequirement already satisfied: cligj>=0.5 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (0.7.2)\nRequirement already satisfied: click-plugins>=1.0 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (1.1.1)\nRequirement already satisfied: attrs>=17 in /databricks/python3/lib/python3.8/site-packages (from fiona>=1.8->geopandas) (20.3.0)\nRequirement already satisfied: pytz>=2017.3 in /databricks/python3/lib/python3.8/site-packages (from pandas>=1.0.0->geopandas) (2020.5)\nRequirement already satisfied: numpy>=1.16.5 in /databricks/python3/lib/python3.8/site-packages (from pandas>=1.0.0->geopandas) (1.20.1)\nRequirement already satisfied: python-dateutil>=2.7.3 in /databricks/python3/lib/python3.8/site-packages (from pandas>=1.0.0->geopandas) (2.8.1)\nRequirement already satisfied: pyparsing>=2.0.2 in /databricks/python3/lib/python3.8/site-packages (from packaging->geopandas) (2.4.7)\nWARNING: You are using pip version 21.0.1; however, version 22.1.2 is available.\nYou should consider upgrading via the '/databricks/python3/bin/python -m pip install --upgrade pip' command.\n
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "%sh \n", + "pip install geopandas" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "4fd97bf3-dc08-495f-9cfe-e9e551f40e16", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "import os\n", + "import geopandas as gpd\n", + "from pyspark.sql.functions import col, expr, when\n", + "from sedona.register import SedonaRegistrator\n", + "from sedona.utils import SedonaKryoRegistrator, KryoSerializer" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "6b15de34-d411-457b-89fb-7232587ae949", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
/databricks/spark/python/pyspark/sql/pandas/conversion.py:340: UserWarning: createDataFrame attempted Arrow optimization because 'spark.sql.execution.arrow.pyspark.enabled' is set to true; however, failed by the reason below:\n", + " Did not pass numpy.dtype object\n", + "Attempting non-optimization as 'spark.sql.execution.arrow.pyspark.fallback.enabled' is set to true.\n", + " warnings.warn(msg)\n", + "Out[9]: 4
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
/databricks/spark/python/pyspark/sql/pandas/conversion.py:340: UserWarning: createDataFrame attempted Arrow optimization because 'spark.sql.execution.arrow.pyspark.enabled' is set to true; however, failed by the reason below:\n Did not pass numpy.dtype object\nAttempting non-optimization as 'spark.sql.execution.arrow.pyspark.fallback.enabled' is set to true.\n warnings.warn(msg)\nOut[9]: 4
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# read the shapefile\n", + "polygons = gpd.read_file(\"/dbfs/user/yuali/cuspatial_data/polygons/polygons.shp\")\n", + "polygons_df = spark.createDataFrame(\n", + " polygons\n", + ")\n", + "polygons_df.createOrReplaceTempView(\"polygons\")\n", + "polygons_df.count()" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "3a4d1a80-72e4-490d-8152-f6f231cac37f", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
+--------------------+\n", + " mypoint|\n", + "+--------------------+\n", + "POINT (0.48171647...|\n", + "POINT (1.25917257...|\n", + "POINT (0.18952591...|\n", + "POINT (3.02836214...|\n", + "POINT (1.38906644...|\n", + "+--------------------+\n", + "only showing top 5 rows\n", + "\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
+--------------------+\n| mypoint|\n+--------------------+\n|POINT (0.48171647...|\n|POINT (1.25917257...|\n|POINT (0.18952591...|\n|POINT (3.02836214...|\n|POINT (1.38906644...|\n+--------------------+\nonly showing top 5 rows\n\n
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "point_parquet_df = spark.read.format(\"parquet\").\\\n", + " load(\"dbfs:/user/yuali/cuspatial_data/points\")\n", + "\n", + "point_parquet_df.createOrReplaceTempView(\"pointtable\")\n", + "point_df = spark.sql(\"select ST_Point(x, y) as mypoint from pointtable\")\n", + "point_df.show(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "application/vnd.databricks.v1+cell": { + "inputWidgets": {}, + "nuid": "8ec977f5-937e-45ce-89d6-46fa3b48cc39", + "showTitle": false, + "title": "" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
+--------------------+------------------+------------------+\n", + " geometry| x| y|\n", + "+--------------------+------------------+------------------+\n", + "POLYGON ((2.08811...|2.1807636574967466|3.2296461832828114|\n", + "POLYGON ((2.08811...|2.2006520196663066|3.7672478678985257|\n", + "POLYGON ((2.08811...|2.5104987015171574|3.0668114607133137|\n", + "POLYGON ((2.08811...|2.3007438625108882|3.6045900851589048|\n", + "POLYGON ((2.08811...| 2.566986568683904|3.6607732238530897|\n", + "POLYGON ((2.08811...| 2.493975723955388|3.3999020934055837|\n", + "POLYGON ((2.08811...|2.8222482218882474|3.8159308233351266|\n", + "POLYGON ((2.08811...| 2.241538022180476|3.8812819070357545|\n", + "POLYGON ((2.08811...|1.8703303641352362| 4.209727933188015|\n", + "POLYGON ((2.48845...|2.4264509160270813| 5.188939408363776|\n", + "POLYGON ((5.03982...| 6.291790729917634| 2.983311357415729|\n", + "POLYGON ((5.03982...| 6.101327777646798|2.5239201807166616|\n", + "POLYGON ((5.03982...| 6.109985464455084|2.2235950639628523|\n", + "POLYGON ((5.03982...|6.4274219368674315|2.9754616970668213|\n", + "POLYGON ((5.03982...|6.0821276168848994|2.5470532680258002|\n", + "POLYGON ((5.03982...| 6.325158445513714|2.8765450351723674|\n", + "POLYGON ((5.03982...| 6.444584786789386| 2.174562817047202|\n", + "POLYGON ((5.03982...| 6.6793884701899|2.5605928243991434|\n", + "POLYGON ((5.03982...| 7.079453687660189| 3.063690547962938|\n", + "+--------------------+------------------+------------------+\n", + "\n", + "
" + ] + }, + "metadata": { + "application/vnd.databricks.v1+output": { + "addedWidgets": {}, + "arguments": {}, + "data": "
+--------------------+------------------+------------------+\n| geometry| x| y|\n+--------------------+------------------+------------------+\n|POLYGON ((2.08811...|2.1807636574967466|3.2296461832828114|\n|POLYGON ((2.08811...|2.2006520196663066|3.7672478678985257|\n|POLYGON ((2.08811...|2.5104987015171574|3.0668114607133137|\n|POLYGON ((2.08811...|2.3007438625108882|3.6045900851589048|\n|POLYGON ((2.08811...| 2.566986568683904|3.6607732238530897|\n|POLYGON ((2.08811...| 2.493975723955388|3.3999020934055837|\n|POLYGON ((2.08811...|2.8222482218882474|3.8159308233351266|\n|POLYGON ((2.08811...| 2.241538022180476|3.8812819070357545|\n|POLYGON ((2.08811...|1.8703303641352362| 4.209727933188015|\n|POLYGON ((2.48845...|2.4264509160270813| 5.188939408363776|\n|POLYGON ((5.03982...| 6.291790729917634| 2.983311357415729|\n|POLYGON ((5.03982...| 6.101327777646798|2.5239201807166616|\n|POLYGON ((5.03982...| 6.109985464455084|2.2235950639628523|\n|POLYGON ((5.03982...|6.4274219368674315|2.9754616970668213|\n|POLYGON ((5.03982...|6.0821276168848994|2.5470532680258002|\n|POLYGON ((5.03982...| 6.325158445513714|2.8765450351723674|\n|POLYGON ((5.03982...| 6.444584786789386| 2.174562817047202|\n|POLYGON ((5.03982...| 6.6793884701899|2.5605928243991434|\n|POLYGON ((5.03982...| 7.079453687660189| 3.063690547962938|\n+--------------------+------------------+------------------+\n\n
", + "datasetInfos": [], + "metadata": {}, + "removedWidgets": [], + "type": "html" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "result = spark.sql(\"SELECT polygons.*, pointtable.* FROM polygons , pointtable WHERE ST_Contains(polygons.geometry, ST_Point(pointtable.x, pointtable.y))\")\n", + "result.show()" + ] + } + ], + "metadata": { + "application/vnd.databricks.v1+notebook": { + "dashboards": [], + "language": "python", + "notebookMetadata": { + "pythonIndentUnit": 2 + }, + "notebookName": "spacial-cpu-apache-sedona", + "notebookOrigID": 1618423020047086, + "widgets": {} + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 427159f259c31d79bbc667b8fe88011e6ab723dd Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Mon, 11 Jul 2022 10:36:22 +0800 Subject: [PATCH 15/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Liangcai Li --- examples/UDF-Examples/Spark-cuSpatial/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 79e9c8c42..6cbb03892 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -35,7 +35,8 @@ nyct-community-districts map: ## Build -You can build the jar file [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile) +First you need to build the UDF Jar file from source code before running this demo. +You can do it [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile). or you can build it [in local](#build-in-local) machine after some prerequisites. ### Build in Docker From ebe410afdf3d1ed1f7c2b18e8074a61270d32b3a Mon Sep 17 00:00:00 2001 From: liyuan Date: Wed, 13 Jul 2022 17:14:14 +0800 Subject: [PATCH 16/65] Update the path to make it consistent Signed-off-by: liyuan --- .../notebooks/spacial-cpu-apache-sedona_db.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb b/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb index fc1310ae3..be1a3ca43 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb +++ b/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb @@ -177,7 +177,7 @@ ], "source": [ "# read the shapefile\n", - "polygons = gpd.read_file(\"/dbfs/user/yuali/cuspatial_data/polygons/polygons.shp\")\n", + "polygons = gpd.read_file(\"/dbfs/data/cuspatial_data/polygons/polygons.shp\")\n", "polygons_df = spark.createDataFrame(\n", " polygons\n", ")\n", @@ -244,7 +244,7 @@ ], "source": [ "point_parquet_df = spark.read.format(\"parquet\").\\\n", - " load(\"dbfs:/user/yuali/cuspatial_data/points\")\n", + " load(\"dbfs:/data/cuspatial_data/points\")\n", "\n", "point_parquet_df.createOrReplaceTempView(\"pointtable\")\n", "point_df = spark.sql(\"select ST_Point(x, y) as mypoint from pointtable\")\n", From 6f2fda494a4d744333e703ef24b250e7347eadcf Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:52:09 +0800 Subject: [PATCH 17/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 6cbb03892..26d4753ec 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -75,7 +75,7 @@ Note: The docker env is just for building the jar, not for running the applicati cd spark-rapids-examples/examples/Spark-cuSpatial/ mvn package ``` -6. You'll get "spark-cuspatial-.jar" in the target folder. +6. You'll get `spark-cuspatial-.jar` in the target folder. ## Run ### GPU Demo Run on-premises clusters: standalone From 4e515c349928ee085a3dc77259cc97cf0cf41110 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:52:21 +0800 Subject: [PATCH 18/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 26d4753ec..1e87a6a76 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -134,7 +134,7 @@ Note: The docker env is just for building the jar, not for running the applicati -4. Import the Library "spark-cuspatial-22.08.0-SNAPSHOT.jar" to the Databricks, then install it to your cluster. +4. Import the Library `spark-cuspatial-22.08.0-SNAPSHOT.jar` to the Databricks, then install it to your cluster. From 5d8ba4bc48f6a78fc98b4a460dde560e3b5fb6b8 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:52:33 +0800 Subject: [PATCH 19/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 1e87a6a76..8997521e1 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -51,7 +51,7 @@ or you can build it [in local](#build-in-local) machine after some prerequisites cd spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/ mvn package ``` -3. You'll get the jar named like "spark-cuspatial-.jar" in the target folder. +3. You'll get the jar named `spark-cuspatial-.jar` in the target folder. Note: The docker env is just for building the jar, not for running the application. From e26c096ab0df8a5247bc38f629d0afdd3b9ee1ac Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:52:48 +0800 Subject: [PATCH 20/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 8997521e1..a5a1d44f9 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -89,7 +89,7 @@ Note: The docker env is just for building the jar, not for running the applicati 3. Download spark-rapids jars * [spark-rapids v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above 4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to "/data/cuspatial_data". - Copy spark-rapids & spark-cuspatial-22.08.0-SNAPSHOT.jar to "/data/cuspatial_data/jars". + Copy spark-rapids & `spark-cuspatial-.jar` to "/data/cuspatial_data/jars". If you build the spark-cuspatial-22.08.0-SNAPSHOT.jar in docker, please copy the jar from docker to local: ``` docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-.jar ./your-local-path From fd8fb2af5d439bd2e4e2c8873ed52fd4adfb0846 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:53:00 +0800 Subject: [PATCH 21/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index a5a1d44f9..7f4623206 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -90,7 +90,7 @@ Note: The docker env is just for building the jar, not for running the applicati * [spark-rapids v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above 4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to "/data/cuspatial_data". Copy spark-rapids & `spark-cuspatial-.jar` to "/data/cuspatial_data/jars". - If you build the spark-cuspatial-22.08.0-SNAPSHOT.jar in docker, please copy the jar from docker to local: + If you build the `spark-cuspatial-22.08.0-SNAPSHOT.jar` in docker, please copy the jar from docker to local: ``` docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-.jar ./your-local-path ``` From 1a4eb43b00884a43cf296bad45ed8c4c8d2c2904 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:53:25 +0800 Subject: [PATCH 22/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 7f4623206..2674be658 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -143,7 +143,7 @@ Note: The docker env is just for building the jar, not for running the applicati ### CPU Demo Run on AWS Databricks 1. Set up a Databricks cluster with Databricks Runtime Version: Standard Runtime 10.3, -2. Install the Sedona jars and Sedona Python on Databricks using Databricks default web UI. +2. Install the Sedona jars and Sedona Python libs on Databricks using web UI. The Sedona version should be 1.1.1-incubating or higher. * From the Libraries tab install from Maven Coordinates ```Bash From 0790cf3fe9f70a55d6d6fb4f9cd0df4899f056b1 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:53:57 +0800 Subject: [PATCH 23/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 2674be658..eb1b55a37 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -155,7 +155,7 @@ Note: The docker env is just for building the jar, not for running the applicati apache-sedona ``` 3. From your cluster configuration (Cluster -> Edit -> Configuration -> Advanced options -> Spark) activate the - Sedona functions and the kryo serializer by adding to the Spark Config + Sedona functions and the kryo serializer by adding below to the Spark Config ```Bash spark.sql.extensions org.apache.sedona.viz.sql.SedonaVizExtensions,org.apache.sedona.sql.SedonaSqlExtensions spark.serializer org.apache.spark.serializer.KryoSerializer From f417f649f35e02667120a2f5f0a2f3e678a6d3b4 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:54:36 +0800 Subject: [PATCH 24/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index eb1b55a37..4f140a9ad 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -145,7 +145,7 @@ Note: The docker env is just for building the jar, not for running the applicati 2. Install the Sedona jars and Sedona Python libs on Databricks using web UI. The Sedona version should be 1.1.1-incubating or higher. - * From the Libraries tab install from Maven Coordinates + * Install below jars from Maven Coordinates in Libraries tab: ```Bash org.apache.sedona:sedona-python-adapter-3.0_2.12:1.2.0-incubating org.datasyslab:geotools-wrapper:1.1.0-25.2 From 5812cb76cc8cdbdcea4258ddfd90c4fc51b7b7b6 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:55:10 +0800 Subject: [PATCH 25/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 4f140a9ad..7ab137216 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -150,7 +150,7 @@ Note: The docker env is just for building the jar, not for running the applicati org.apache.sedona:sedona-python-adapter-3.0_2.12:1.2.0-incubating org.datasyslab:geotools-wrapper:1.1.0-25.2 ``` - * For enabling python support, from the Libraries tab install from PyPI + * To enable python support, install below python lib from PyPI in Libraries tab ```Bash apache-sedona ``` From a6b8477c2a77fdaa5e236682b49106be11c461aa Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:55:53 +0800 Subject: [PATCH 26/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 7ab137216..ba93ae674 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -92,7 +92,7 @@ Note: The docker env is just for building the jar, not for running the applicati Copy spark-rapids & `spark-cuspatial-.jar` to "/data/cuspatial_data/jars". If you build the `spark-cuspatial-22.08.0-SNAPSHOT.jar` in docker, please copy the jar from docker to local: ``` - docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-.jar ./your-local-path + docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-22.08.0-SNAPSHOT.jar ./your-local-path ``` You can use your own path, but remember to update the paths in "gpu-run.sh" accordingly. 5. Run "gpu-run.sh" From 1f5cdac139f2deafaee2dd52dec6273fd66cdac4 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:56:27 +0800 Subject: [PATCH 27/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index ba93ae674..6f91c2dcc 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -100,7 +100,7 @@ Note: The docker env is just for building the jar, not for running the applicati ./gpu-run.sh ``` ### GPU Demo Run on AWS Databricks -1. Build the customized docker image [Dockerfile.awsdb](Dockerfile.awsdb) and push to dockerhub so that it can be accessible by AWS Databricks. +1. Build a customized docker image using [Dockerfile.awsdb](Dockerfile.awsdb) and push to a Docker registry such as [Docker Hub](https://hub.docker.com/) which can be accessible by AWS Databricks. ```Bash # replace your dockerhub repo, your tag or any other repo AWS DB can access docker build -f Dockerfile.awsdb . -t : From 3d1a992a88179251224d8b26c4c62268a84272f3 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:56:50 +0800 Subject: [PATCH 28/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 6f91c2dcc..9f317570a 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -128,7 +128,7 @@ Note: The docker env is just for building the jar, not for running the applicati points polygons ``` - The sample points and polygons are generated by random. + The sample points and polygons are randomly generated. Sample polygons: From 64e3635331b2475ffa44faa97f065c1459ffd69d Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Thu, 14 Jul 2022 09:57:09 +0800 Subject: [PATCH 29/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 9f317570a..81118761e 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -141,7 +141,7 @@ Note: The docker env is just for building the jar, not for running the applicati 5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. ### CPU Demo Run on AWS Databricks -1. Set up a Databricks cluster with Databricks Runtime Version: Standard Runtime 10.3, +1. Create a Databricks cluster. For example, Databricks Runtime 10.3. 2. Install the Sedona jars and Sedona Python libs on Databricks using web UI. The Sedona version should be 1.1.1-incubating or higher. From dc8711e9e035c235546924b5ecbbc044c5e118b1 Mon Sep 17 00:00:00 2001 From: liyuan Date: Thu, 14 Jul 2022 10:16:02 +0800 Subject: [PATCH 30/65] remove Run CPU Demo step4 Signed-off-by: liyuan --- .../UDF-Examples/Spark-cuSpatial/README.md | 27 +++++++++---------- 1 file changed, 12 insertions(+), 15 deletions(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 81118761e..10fd0b2fd 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -45,7 +45,7 @@ or you can build it [in local](#build-in-local) machine after some prerequisites docker build -f Dockerfile . -t build-spark-cuspatial docker run -it build-spark-cuspatial bash ``` -2. Get the code, then run "mvn package". +2. Get the code, then run `mvn package`. ```Bash git clone https://github.com/NVIDIA/spark-rapids-examples.git cd spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/ @@ -69,7 +69,7 @@ Note: The docker env is just for building the jar, not for running the applicati # or below command for the nightly (aka SNAPSHOT) version. conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.08 ``` -5. Get the code, then run "mvn package". +5. Get the code, then run `mvn package`. ```Bash git clone https://github.com/NVIDIA/spark-rapids-examples.git cd spark-rapids-examples/examples/Spark-cuSpatial/ @@ -88,14 +88,14 @@ Note: The docker env is just for building the jar, not for running the applicati 3. Download spark-rapids jars * [spark-rapids v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above -4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to "/data/cuspatial_data". - Copy spark-rapids & `spark-cuspatial-.jar` to "/data/cuspatial_data/jars". +4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data`. + Copy spark-rapids & `spark-cuspatial-.jar` to `/data/cuspatial_data/jars`. If you build the `spark-cuspatial-22.08.0-SNAPSHOT.jar` in docker, please copy the jar from docker to local: ``` docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-22.08.0-SNAPSHOT.jar ./your-local-path ``` - You can use your own path, but remember to update the paths in "gpu-run.sh" accordingly. -5. Run "gpu-run.sh" + You can use your own path, but remember to update the paths in `gpu-run.sh` accordingly. +5. Run `gpu-run.sh` ```Bash ./gpu-run.sh ``` @@ -110,12 +110,12 @@ Note: The docker env is just for building the jar, not for running the applicati 2. Follow the [Spark-rapids get-started document](https://nvidia.github.io/spark-rapids/docs/get-started/getting-started-databricks.html#start-a-databricks-cluster) to create a GPU cluster on AWS Databricks. Something different from the document. * Databricks Runtime Version - You should choose a Standard version of the Runtime version like "Runtime: 9.1 LTS(Scala 2.12, Spark 3.1.2)" and - choose GPU instance type like "g4dn.xlarge". Note that ML runtime does not support customized docker container. - If you choose a ML version, it says "Support for Databricks container services requires runtime version 5.3+" - and the "Confirm" button is disabled. + You should choose a Standard version of the Runtime version like `Runtime: 9.1 LTS(Scala 2.12, Spark 3.1.2)` and + choose GPU instance type like `g4dn.xlarge`. Note that ML runtime does not support customized docker container. + If you choose a ML version, it says `Support for Databricks container services requires runtime version 5.3+` + and the `Confirm` button is disabled. * Use your own Docker container - Input "Docker Image URL" as "your-dockerhub-repo:your-tag" + Input `Docker Image URL` as `your-dockerhub-repo:your-tag` * For the other configurations, you can follow the get-started document. 3. Copy the sample [cuspatial_data.tar.gz](../../../datasets/cuspatial_data.tar.gz) or your data to DBFS by using Databricks CLI. @@ -161,8 +161,5 @@ Note: The docker env is just for building the jar, not for running the applicati spark.serializer org.apache.spark.serializer.KryoSerializer spark.kryo.registrator org.apache.sedona.core.serde.SedonaKryoRegistrator ``` -4. Restart the cluster because the libraries installed via UI are installed after the cluster has already started, - and therefore the classes specified by the config `spark.sql.extensions`, `spark.serializer`, and `spark.kryo.registrator` are not available - at startup time. -5. Upload the sample data files to dbfs, attach the [notebook](notebooks/spacial-cpu-apache-sedona_db.ipynb) to the cluster, and run all cells. +4. Upload the sample data files to DBFS, start the cluster, attach the [notebook](notebooks/spacial-cpu-apache-sedona_db.ipynb) to the cluster, and run all cells. From 2214bef13913408d53243758707f429222e171aa Mon Sep 17 00:00:00 2001 From: liyuan Date: Thu, 14 Jul 2022 10:30:20 +0800 Subject: [PATCH 31/65] break the long sql to multi lines Signed-off-by: liyuan --- .../notebooks/spacial-cpu-apache-sedona_db.ipynb | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb b/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb index be1a3ca43..47cf5e872 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb +++ b/examples/UDF-Examples/Spark-cuSpatial/notebooks/spacial-cpu-apache-sedona_db.ipynb @@ -322,7 +322,10 @@ } ], "source": [ - "result = spark.sql(\"SELECT polygons.*, pointtable.* FROM polygons , pointtable WHERE ST_Contains(polygons.geometry, ST_Point(pointtable.x, pointtable.y))\")\n", + "result = spark.sql(\"\\\n", + "SELECT polygons.*, pointtable.* FROM polygons ,pointtable \\\n", + "WHERE ST_Contains(polygons.geometry, ST_Point(pointtable.x, pointtable.y)) \\\n", + "\")\n", "result.show()" ] } From c4fdf6ab1f29c863370c7dc19f72d7b18d9aa5eb Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:37:51 +0800 Subject: [PATCH 32/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 10fd0b2fd..06d7b3e6d 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -78,7 +78,7 @@ Note: The docker env is just for building the jar, not for running the applicati 6. You'll get `spark-cuspatial-.jar` in the target folder. ## Run -### GPU Demo Run on-premises clusters: standalone +### GPU Demo on Spark Standalone on-premises cluster 1. Install necessary libraries. Besides `cudf` and `cuspatial`, the `gdal` library that is compatible with the installed `cuspatial` may also be needed. Install it by running the command below. ``` From d69e86e88062450c4750d0b43bb9e8d925df3ea2 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:38:36 +0800 Subject: [PATCH 33/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 06d7b3e6d..7cd53605e 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -99,7 +99,7 @@ Note: The docker env is just for building the jar, not for running the applicati ```Bash ./gpu-run.sh ``` -### GPU Demo Run on AWS Databricks +### GPU Demo on AWS Databricks 1. Build a customized docker image using [Dockerfile.awsdb](Dockerfile.awsdb) and push to a Docker registry such as [Docker Hub](https://hub.docker.com/) which can be accessible by AWS Databricks. ```Bash # replace your dockerhub repo, your tag or any other repo AWS DB can access From a2a59899efa8991c0da8a4ffb5025de3c5266bc8 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:38:57 +0800 Subject: [PATCH 34/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 7cd53605e..d74bfb318 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -140,7 +140,7 @@ Note: The docker env is just for building the jar, not for running the applicati 5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. -### CPU Demo Run on AWS Databricks +### CPU Demo on AWS Databricks 1. Create a Databricks cluster. For example, Databricks Runtime 10.3. 2. Install the Sedona jars and Sedona Python libs on Databricks using web UI. From 18bbeab82da7aa8eff0a9bcf742ed58836a2e696 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:39:22 +0800 Subject: [PATCH 35/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index d74bfb318..70de86d9d 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -56,7 +56,7 @@ or you can build it [in local](#build-in-local) machine after some prerequisites Note: The docker env is just for building the jar, not for running the application. ### Build in Local: -1. essential build tools: +1. Essential build tools: - [cmake(>=3.20)](https://cmake.org/download/), - [ninja(>=1.10)](https://github.com/ninja-build/ninja/releases), - [gcc(>=9.3)](https://gcc.gnu.org/releases.html) From c21213632c2db5d8446c1e50c3b9bafc141fd492 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:39:50 +0800 Subject: [PATCH 36/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 70de86d9d..5979edebc 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -35,7 +35,7 @@ nyct-community-districts map: ## Build -First you need to build the UDF Jar file from source code before running this demo. +Firstly build the UDF JAR from source code before running this demo. You can do it [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile). or you can build it [in local](#build-in-local) machine after some prerequisites. From c208053418f0e06eeeab9b73aada65623832be9d Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:40:59 +0800 Subject: [PATCH 37/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 5979edebc..b257b4c9d 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -112,7 +112,7 @@ Note: The docker env is just for building the jar, not for running the applicati * Databricks Runtime Version You should choose a Standard version of the Runtime version like `Runtime: 9.1 LTS(Scala 2.12, Spark 3.1.2)` and choose GPU instance type like `g4dn.xlarge`. Note that ML runtime does not support customized docker container. - If you choose a ML version, it says `Support for Databricks container services requires runtime version 5.3+` +`Support for Databricks container services requires runtime version 5.3+` and the `Confirm` button is disabled. * Use your own Docker container Input `Docker Image URL` as `your-dockerhub-repo:your-tag` From e8f42d52aad4403aed10a1ac4aae175e364d7d62 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:41:38 +0800 Subject: [PATCH 38/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index b257b4c9d..c1240057b 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -116,7 +116,7 @@ Note: The docker env is just for building the jar, not for running the applicati and the `Confirm` button is disabled. * Use your own Docker container Input `Docker Image URL` as `your-dockerhub-repo:your-tag` - * For the other configurations, you can follow the get-started document. + * Follow the Databricks get-started document for other steps. 3. Copy the sample [cuspatial_data.tar.gz](../../../datasets/cuspatial_data.tar.gz) or your data to DBFS by using Databricks CLI. ```Bash From 922767105fffef10510a027391ebba437adfb16f Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:43:30 +0800 Subject: [PATCH 39/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index c1240057b..668461457 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -134,7 +134,7 @@ Note: The docker env is just for building the jar, not for running the applicati -4. Import the Library `spark-cuspatial-22.08.0-SNAPSHOT.jar` to the Databricks, then install it to your cluster. +4. Upload `spark-cuspatial-.jar` on dbfs and then install it in Databricks cluster. From c89b822388fb2a24d7196b59b4bedfe3d75f6d6f Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:44:04 +0800 Subject: [PATCH 40/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 668461457..022f1fd16 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -138,7 +138,7 @@ Note: The docker env is just for building the jar, not for running the applicati -5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to your workspace in Databricks. Attach to your cluster, then run it. +5. Import [cuspatial_sample.ipynb](notebooks/cuspatial_sample_db.ipynb) to Databricks workspace, attach it to Databricks cluster and run it. ### CPU Demo on AWS Databricks 1. Create a Databricks cluster. For example, Databricks Runtime 10.3. From 07e9f0fe5be51796a1637a78c7df3059a8c8b5c0 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:45:20 +0800 Subject: [PATCH 41/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 022f1fd16..d0d553b17 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -36,7 +36,7 @@ nyct-community-districts map: ## Build Firstly build the UDF JAR from source code before running this demo. -You can do it [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile). +You can build the JAR [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile), or you can build it [in local](#build-in-local) machine after some prerequisites. ### Build in Docker From e21e5bb1fcc8900d4d25f0f8b73f9210b89cb998 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:45:36 +0800 Subject: [PATCH 42/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index d0d553b17..71b975599 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -162,4 +162,4 @@ Note: The docker env is just for building the jar, not for running the applicati spark.kryo.registrator org.apache.sedona.core.serde.SedonaKryoRegistrator ``` -4. Upload the sample data files to DBFS, start the cluster, attach the [notebook](notebooks/spacial-cpu-apache-sedona_db.ipynb) to the cluster, and run all cells. +4. Upload the sample data files to DBFS, start the cluster, attach the [notebook](notebooks/spacial-cpu-apache-sedona_db.ipynb) to the cluster, and run it. From f38ee0d6eb973806efce7fb6ace5a9f81f6c8d00 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:46:17 +0800 Subject: [PATCH 43/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 71b975599..963d89cd5 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -37,7 +37,7 @@ nyct-community-districts map: ## Build Firstly build the UDF JAR from source code before running this demo. You can build the JAR [in Docker](#build-in-docker) with the provided [Dockerfile](Dockerfile), -or you can build it [in local](#build-in-local) machine after some prerequisites. +or [in local machine](#build-in-local-machine) after prerequisites. ### Build in Docker 1. Build the docker image [Dockerfile](Dockerfile), then run the container. From c4e97a3746782c7c591ead8cf2f6b79a4d55d6cd Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:46:36 +0800 Subject: [PATCH 44/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 963d89cd5..62c58f9a8 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -55,7 +55,7 @@ or [in local machine](#build-in-local-machine) after prerequisites. Note: The docker env is just for building the jar, not for running the application. -### Build in Local: +### Build in local machine: 1. Essential build tools: - [cmake(>=3.20)](https://cmake.org/download/), - [ninja(>=1.10)](https://github.com/ninja-build/ninja/releases), From 4bd4ad58c5c6bdf4a235e0b61bac43ad7b01d37c Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:48:48 +0800 Subject: [PATCH 45/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 62c58f9a8..74b6033f9 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -64,7 +64,7 @@ Note: The docker env is just for building the jar, not for running the applicati 3. conda: use [miniconda](https://docs.conda.io/en/latest/miniconda.html) to maintain header files and cmake dependecies 4. [cuspatial](https://github.com/rapidsai/cuspatial): install libcuspatial ```Bash - # get libcuspatial from conda + # Install libcuspatial from conda conda install -c rapidsai -c nvidia -c conda-forge -c defaults libcuspatial=22.06 # or below command for the nightly (aka SNAPSHOT) version. conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.08 From b8f974332f3e0800c88918e257455b15a03456ef Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:50:05 +0800 Subject: [PATCH 46/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 74b6033f9..ce296fd0f 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -69,7 +69,7 @@ Note: The docker env is just for building the jar, not for running the applicati # or below command for the nightly (aka SNAPSHOT) version. conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.08 ``` -5. Get the code, then run `mvn package`. +5. Build the JAR using `mvn package`. ```Bash git clone https://github.com/NVIDIA/spark-rapids-examples.git cd spark-rapids-examples/examples/Spark-cuSpatial/ From 2ce7ccac369aaec0ed5d37134bb93a08dc418efa Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:50:33 +0800 Subject: [PATCH 47/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index ce296fd0f..eb69bb5d7 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -75,7 +75,7 @@ Note: The docker env is just for building the jar, not for running the applicati cd spark-rapids-examples/examples/Spark-cuSpatial/ mvn package ``` -6. You'll get `spark-cuspatial-.jar` in the target folder. +6. `spark-cuspatial-.jar` will be generated in the target folder. ## Run ### GPU Demo on Spark Standalone on-premises cluster From 36ca18514c0edf59a38bd12925d804165d622f57 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:51:18 +0800 Subject: [PATCH 48/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index eb69bb5d7..c29759752 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -80,7 +80,6 @@ Note: The docker env is just for building the jar, not for running the applicati ## Run ### GPU Demo on Spark Standalone on-premises cluster 1. Install necessary libraries. Besides `cudf` and `cuspatial`, the `gdal` library that is compatible with the installed `cuspatial` may also be needed. - Install it by running the command below. ``` conda install -c conda-forge libgdal=3.3.1 ``` From 91a143b16f853ae1d253b65f2d877d77f328f7a2 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:51:54 +0800 Subject: [PATCH 49/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index c29759752..6ab553104 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -85,7 +85,7 @@ Note: The docker env is just for building the jar, not for running the applicati ``` 2. Set up [a standalone cluster](/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md) of Spark. Make sure the conda/lib is included in LD_LIBRARY_PATH, so that spark executors can load libcuspatial.so. -3. Download spark-rapids jars +3. Download Spark RAPIDS JAR * [spark-rapids v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above 4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data`. Copy spark-rapids & `spark-cuspatial-.jar` to `/data/cuspatial_data/jars`. From 8304d9a53650f3ec88c72591880a5b099e3ddb3d Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:52:14 +0800 Subject: [PATCH 50/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 6ab553104..7096f6653 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -86,7 +86,7 @@ Note: The docker env is just for building the jar, not for running the applicati 2. Set up [a standalone cluster](/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md) of Spark. Make sure the conda/lib is included in LD_LIBRARY_PATH, so that spark executors can load libcuspatial.so. 3. Download Spark RAPIDS JAR - * [spark-rapids v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above + * [Spark RAPIDS JAR v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above 4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data`. Copy spark-rapids & `spark-cuspatial-.jar` to `/data/cuspatial_data/jars`. If you build the `spark-cuspatial-22.08.0-SNAPSHOT.jar` in docker, please copy the jar from docker to local: From e741f7499df1f898c06fc72182ff9e191cd18a8f Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:52:46 +0800 Subject: [PATCH 51/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 7096f6653..2beadf25b 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -88,7 +88,7 @@ Note: The docker env is just for building the jar, not for running the applicati 3. Download Spark RAPIDS JAR * [Spark RAPIDS JAR v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above 4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data`. - Copy spark-rapids & `spark-cuspatial-.jar` to `/data/cuspatial_data/jars`. + Copy Spark RAPIDS JAR and `spark-cuspatial-.jar` to `/data/cuspatial_data/jars/`. If you build the `spark-cuspatial-22.08.0-SNAPSHOT.jar` in docker, please copy the jar from docker to local: ``` docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-22.08.0-SNAPSHOT.jar ./your-local-path From 313560693ee2aeee40a58765d2abecf7e6a55a92 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:53:42 +0800 Subject: [PATCH 52/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 2beadf25b..1b7f3f7e9 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -87,7 +87,7 @@ Note: The docker env is just for building the jar, not for running the applicati 3. Download Spark RAPIDS JAR * [Spark RAPIDS JAR v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above -4. Prepare the dataset & jars. Copy the sample dataset from [cuspatial_data](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data`. +4. Prepare sample dataset and JARs. Copy the [sample dataset](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data/`. Copy Spark RAPIDS JAR and `spark-cuspatial-.jar` to `/data/cuspatial_data/jars/`. If you build the `spark-cuspatial-22.08.0-SNAPSHOT.jar` in docker, please copy the jar from docker to local: ``` From cf2715ec23433825a262324220d5cb76bff46439 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:54:11 +0800 Subject: [PATCH 53/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 1b7f3f7e9..33b7e987d 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -89,7 +89,7 @@ Note: The docker env is just for building the jar, not for running the applicati * [Spark RAPIDS JAR v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above 4. Prepare sample dataset and JARs. Copy the [sample dataset](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data/`. Copy Spark RAPIDS JAR and `spark-cuspatial-.jar` to `/data/cuspatial_data/jars/`. - If you build the `spark-cuspatial-22.08.0-SNAPSHOT.jar` in docker, please copy the jar from docker to local: + If you build the `spark-cuspatial-.jar` in docker, please copy the jar from docker to local: ``` docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-22.08.0-SNAPSHOT.jar ./your-local-path ``` From 3a04e4e938f3cd8e745c7ddccb91037cbdc4a71e Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:54:53 +0800 Subject: [PATCH 54/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 33b7e987d..fa8e9451e 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -91,7 +91,7 @@ Note: The docker env is just for building the jar, not for running the applicati Copy Spark RAPIDS JAR and `spark-cuspatial-.jar` to `/data/cuspatial_data/jars/`. If you build the `spark-cuspatial-.jar` in docker, please copy the jar from docker to local: ``` - docker cp your-instance:/root/spark-rapids-examples/examples/UDF-Examples/Spark-cuSpatial/target/spark-cuspatial-22.08.0-SNAPSHOT.jar ./your-local-path + docker cp YOUR_DOCKER_CONTAINER:/PATH/TO/spark-cuspatial-.jar ./YOUR_LOCAL_PATH ``` You can use your own path, but remember to update the paths in `gpu-run.sh` accordingly. 5. Run `gpu-run.sh` From a0777d932c66cfadfad4c4ee4f6474dd28bf9af5 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:55:37 +0800 Subject: [PATCH 55/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index fa8e9451e..ede1ec60a 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -93,7 +93,7 @@ Note: The docker env is just for building the jar, not for running the applicati ``` docker cp YOUR_DOCKER_CONTAINER:/PATH/TO/spark-cuspatial-.jar ./YOUR_LOCAL_PATH ``` - You can use your own path, but remember to update the paths in `gpu-run.sh` accordingly. + Note: update the paths in `gpu-run.sh` accordingly. 5. Run `gpu-run.sh` ```Bash ./gpu-run.sh From 35e6706bd12aec357e033805f1cbc28e6cfb5f10 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:56:33 +0800 Subject: [PATCH 56/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index ede1ec60a..d46999192 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -107,7 +107,7 @@ Note: The docker env is just for building the jar, not for running the applicati ``` 2. Follow the [Spark-rapids get-started document](https://nvidia.github.io/spark-rapids/docs/get-started/getting-started-databricks.html#start-a-databricks-cluster) to create a GPU cluster on AWS Databricks. - Something different from the document. + Below are some different steps since a custom docker image is used with Databricks: * Databricks Runtime Version You should choose a Standard version of the Runtime version like `Runtime: 9.1 LTS(Scala 2.12, Spark 3.1.2)` and choose GPU instance type like `g4dn.xlarge`. Note that ML runtime does not support customized docker container. From c2ce8d97b30c7aae50d2ee1d8b47044fdf5e6561 Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:57:11 +0800 Subject: [PATCH 57/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index d46999192..52eda4540 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -109,7 +109,7 @@ Note: The docker env is just for building the jar, not for running the applicati 2. Follow the [Spark-rapids get-started document](https://nvidia.github.io/spark-rapids/docs/get-started/getting-started-databricks.html#start-a-databricks-cluster) to create a GPU cluster on AWS Databricks. Below are some different steps since a custom docker image is used with Databricks: * Databricks Runtime Version - You should choose a Standard version of the Runtime version like `Runtime: 9.1 LTS(Scala 2.12, Spark 3.1.2)` and + Choose a non-ML Databricks Runtime such as `Runtime: 9.1 LTS(Scala 2.12, Spark 3.1.2)` and choose GPU instance type like `g4dn.xlarge`. Note that ML runtime does not support customized docker container. `Support for Databricks container services requires runtime version 5.3+` and the `Confirm` button is disabled. From 803c6f5b94f9ca9fceba840bf3100639a81c522f Mon Sep 17 00:00:00 2001 From: liyuan <84758614+nvliyuan@users.noreply.github.com> Date: Fri, 15 Jul 2022 13:57:59 +0800 Subject: [PATCH 58/65] Update examples/UDF-Examples/Spark-cuSpatial/README.md Co-authored-by: Hao Zhu <9665750+viadea@users.noreply.github.com> --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 52eda4540..732fe527d 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -110,7 +110,7 @@ Note: The docker env is just for building the jar, not for running the applicati Below are some different steps since a custom docker image is used with Databricks: * Databricks Runtime Version Choose a non-ML Databricks Runtime such as `Runtime: 9.1 LTS(Scala 2.12, Spark 3.1.2)` and - choose GPU instance type like `g4dn.xlarge`. Note that ML runtime does not support customized docker container. + choose GPU AWS instance type such as `g4dn.xlarge`. Note that ML runtime does not support customized docker container with below messages: `Support for Databricks container services requires runtime version 5.3+` and the `Confirm` button is disabled. * Use your own Docker container From b190d565132b33fe010f64749eb8c8f0d7abddfe Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 18 Jul 2022 10:02:55 +0800 Subject: [PATCH 59/65] try to workarround broken link error Signed-off-by: liyuan --- .github/workflows/markdown-links-check.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/markdown-links-check.yml b/.github/workflows/markdown-links-check.yml index 8bba68ac4..57599da7f 100644 --- a/.github/workflows/markdown-links-check.yml +++ b/.github/workflows/markdown-links-check.yml @@ -26,7 +26,7 @@ jobs: - name: work around permission issue run: git config --global --add safe.directory /github/workspace - uses: actions/checkout@master - - uses: gaurav-nelson/github-action-markdown-link-check@v1 + - uses: gaurav-nelson/github-action-markdown-link-check@1.0.13 with: max-depth: -1 use-verbose-mode: 'yes' From 935d3b9074aaaade75ea6495205cab62fa8955dd Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 18 Jul 2022 10:18:15 +0800 Subject: [PATCH 60/65] try to workarround broken link error Signed-off-by: liyuan --- .github/workflows/markdown-links-check.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/markdown-links-check.yml b/.github/workflows/markdown-links-check.yml index 57599da7f..60a1b19b8 100644 --- a/.github/workflows/markdown-links-check.yml +++ b/.github/workflows/markdown-links-check.yml @@ -26,7 +26,7 @@ jobs: - name: work around permission issue run: git config --global --add safe.directory /github/workspace - uses: actions/checkout@master - - uses: gaurav-nelson/github-action-markdown-link-check@1.0.13 + - uses: gaurav-nelson/github-action-markdown-link-check@1.0.14 with: max-depth: -1 use-verbose-mode: 'yes' From 3e6f0edc52fa0a6e9c0d5a8c301811b56ab2a85a Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 18 Jul 2022 10:35:41 +0800 Subject: [PATCH 61/65] try to workarround broken link error Signed-off-by: liyuan --- .github/workflows/markdown-links-check.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/markdown-links-check.yml b/.github/workflows/markdown-links-check.yml index 60a1b19b8..bb32c4153 100644 --- a/.github/workflows/markdown-links-check.yml +++ b/.github/workflows/markdown-links-check.yml @@ -26,7 +26,8 @@ jobs: - name: work around permission issue run: git config --global --add safe.directory /github/workspace - uses: actions/checkout@master - - uses: gaurav-nelson/github-action-markdown-link-check@1.0.14 + #- uses: gaurav-nelson/github-action-markdown-link-check@1.0.14 + - uses: nvliyuan/github-action-markdown-link-check@fix-markdown-check-fail with: max-depth: -1 use-verbose-mode: 'yes' From fa52056567a260202cd2a36eab7e1dba57b83548 Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 18 Jul 2022 11:16:26 +0800 Subject: [PATCH 62/65] try to workarround broken link error Signed-off-by: liyuan --- .github/workflows/markdown-links-check.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/markdown-links-check.yml b/.github/workflows/markdown-links-check.yml index bb32c4153..0e0c0d499 100644 --- a/.github/workflows/markdown-links-check.yml +++ b/.github/workflows/markdown-links-check.yml @@ -27,7 +27,7 @@ jobs: run: git config --global --add safe.directory /github/workspace - uses: actions/checkout@master #- uses: gaurav-nelson/github-action-markdown-link-check@1.0.14 - - uses: nvliyuan/github-action-markdown-link-check@fix-markdown-check-fail + - uses: nvliyuan/github-action-markdown-link-check@fix-absolute-links-error with: max-depth: -1 use-verbose-mode: 'yes' From 6f1628b99a2e22493bcda80beacae64dc6b7b80e Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 18 Jul 2022 11:28:00 +0800 Subject: [PATCH 63/65] try to workarround broken link error Signed-off-by: liyuan --- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index 732fe527d..b9945278c 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -83,7 +83,7 @@ Note: The docker env is just for building the jar, not for running the applicati ``` conda install -c conda-forge libgdal=3.3.1 ``` -2. Set up [a standalone cluster](/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md) of Spark. Make sure the conda/lib is included in LD_LIBRARY_PATH, so that spark executors can load libcuspatial.so. +2. Set up [a standalone cluster](../../../docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md) of Spark. Make sure the conda/lib is included in LD_LIBRARY_PATH, so that spark executors can load libcuspatial.so. 3. Download Spark RAPIDS JAR * [Spark RAPIDS JAR v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above From d9b4d599c05dab0005370adfb4342db4ad9f85e8 Mon Sep 17 00:00:00 2001 From: liyuan Date: Mon, 18 Jul 2022 11:45:55 +0800 Subject: [PATCH 64/65] try to workarround broken link error Signed-off-by: liyuan --- .github/workflows/markdown-links-check.yml | 6 +++--- examples/UDF-Examples/Spark-cuSpatial/README.md | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/markdown-links-check.yml b/.github/workflows/markdown-links-check.yml index 0e0c0d499..24e2101de 100644 --- a/.github/workflows/markdown-links-check.yml +++ b/.github/workflows/markdown-links-check.yml @@ -24,10 +24,10 @@ jobs: runs-on: ubuntu-latest steps: - name: work around permission issue - run: git config --global --add safe.directory /github/workspace + run: git config --global --add safe.directory $(pwd) - uses: actions/checkout@master - #- uses: gaurav-nelson/github-action-markdown-link-check@1.0.14 - - uses: nvliyuan/github-action-markdown-link-check@fix-absolute-links-error + - uses: gaurav-nelson/github-action-markdown-link-check@1.0.13 +# - uses: nvliyuan/github-action-markdown-link-check@fix-absolute-links-error with: max-depth: -1 use-verbose-mode: 'yes' diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md index b9945278c..732fe527d 100644 --- a/examples/UDF-Examples/Spark-cuSpatial/README.md +++ b/examples/UDF-Examples/Spark-cuSpatial/README.md @@ -83,7 +83,7 @@ Note: The docker env is just for building the jar, not for running the applicati ``` conda install -c conda-forge libgdal=3.3.1 ``` -2. Set up [a standalone cluster](../../../docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md) of Spark. Make sure the conda/lib is included in LD_LIBRARY_PATH, so that spark executors can load libcuspatial.so. +2. Set up [a standalone cluster](/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md) of Spark. Make sure the conda/lib is included in LD_LIBRARY_PATH, so that spark executors can load libcuspatial.so. 3. Download Spark RAPIDS JAR * [Spark RAPIDS JAR v22.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.06.0/rapids-4-spark_2.12-22.06.0.jar) or above From d61ac6a2d297551e624dd544195a55829246683f Mon Sep 17 00:00:00 2001 From: liyuan Date: Tue, 19 Jul 2022 10:05:58 +0800 Subject: [PATCH 65/65] revert markdown links checker conf Signed-off-by: liyuan --- .github/workflows/markdown-links-check.yml | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/.github/workflows/markdown-links-check.yml b/.github/workflows/markdown-links-check.yml index 24e2101de..8bba68ac4 100644 --- a/.github/workflows/markdown-links-check.yml +++ b/.github/workflows/markdown-links-check.yml @@ -24,10 +24,9 @@ jobs: runs-on: ubuntu-latest steps: - name: work around permission issue - run: git config --global --add safe.directory $(pwd) + run: git config --global --add safe.directory /github/workspace - uses: actions/checkout@master - - uses: gaurav-nelson/github-action-markdown-link-check@1.0.13 -# - uses: nvliyuan/github-action-markdown-link-check@fix-absolute-links-error + - uses: gaurav-nelson/github-action-markdown-link-check@v1 with: max-depth: -1 use-verbose-mode: 'yes'