From adb4577bb5cb2ecb0d4a76797a6e4202f848f899 Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Wed, 24 Feb 2021 10:00:14 +0100 Subject: [PATCH 01/18] root_mean_square feature and unit tests --- .coverage.Desktop-Oliver.10216.971755 | 0 .coverage.Desktop-Oliver.1160.772287 | 0 .coverage.Desktop-Oliver.11772.742525 | 0 .coverage.Desktop-Oliver.18504.599920 | 0 .coverage.Desktop-Oliver.20272.076958 | 0 .coverage.Desktop-Oliver.21352.231333 | Bin 0 -> 12288 bytes .coverage.Desktop-Oliver.22868.435233 | 0 .coverage.Desktop-Oliver.23856.568143 | 0 .coverage.Desktop-Oliver.24476.255015 | 0 .coverage.Desktop-Oliver.24968.805876 | 0 .coverage.Desktop-Oliver.25248.674816 | 0 .coverage.Desktop-Oliver.2636.416514 | 0 .coverage.Desktop-Oliver.5568.346010 | Bin 0 -> 4096 bytes .coverage.Desktop-Oliver.8860.342877 | 0 .../dask-worker-space/global.lock | 0 dask-worker-space/dask-worker-space/purge.lock | 0 notebooks/examples/pipeline.pkl | Bin 0 -> 874828 bytes .../test_feature_calculations.py | 7 +++++++ .../feature_extraction/feature_calculators.py | 13 +++++++++++++ 19 files changed, 20 insertions(+) create mode 100644 .coverage.Desktop-Oliver.10216.971755 create mode 100644 .coverage.Desktop-Oliver.1160.772287 create mode 100644 .coverage.Desktop-Oliver.11772.742525 create mode 100644 .coverage.Desktop-Oliver.18504.599920 create mode 100644 .coverage.Desktop-Oliver.20272.076958 create mode 100644 .coverage.Desktop-Oliver.21352.231333 create mode 100644 .coverage.Desktop-Oliver.22868.435233 create mode 100644 .coverage.Desktop-Oliver.23856.568143 create mode 100644 .coverage.Desktop-Oliver.24476.255015 create mode 100644 .coverage.Desktop-Oliver.24968.805876 create mode 100644 .coverage.Desktop-Oliver.25248.674816 create mode 100644 .coverage.Desktop-Oliver.2636.416514 create mode 100644 .coverage.Desktop-Oliver.5568.346010 create mode 100644 .coverage.Desktop-Oliver.8860.342877 create mode 100644 dask-worker-space/dask-worker-space/global.lock create mode 100644 dask-worker-space/dask-worker-space/purge.lock create mode 100644 notebooks/examples/pipeline.pkl diff --git a/.coverage.Desktop-Oliver.10216.971755 b/.coverage.Desktop-Oliver.10216.971755 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.1160.772287 b/.coverage.Desktop-Oliver.1160.772287 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.11772.742525 b/.coverage.Desktop-Oliver.11772.742525 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.18504.599920 b/.coverage.Desktop-Oliver.18504.599920 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.20272.076958 b/.coverage.Desktop-Oliver.20272.076958 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.21352.231333 b/.coverage.Desktop-Oliver.21352.231333 new file mode 100644 index 0000000000000000000000000000000000000000..9d899d7a9f3a8b82bcf7e25f0b95d24cce43b207 GIT binary patch literal 12288 zcmeI#PjA{V7zXeJrZFKQdO;lb-Y9B8ns(a`Ti2nfTBT_nntEE~khfqhiQCvfIaWLL ztL$UWZ&Ln@NxiRnA_aJ{^Vt5y7k~SDt{u~rDKh2gb#M@bVep<P2!fiwpZR-z?bqSD z;gRoJF#Pnp)&3sTTbDumN9(dZc%(O)AOHafKmY;|fB*y_009X6hXTJYYK?BE6W%wR zic`+mDY@&X7o(H$h{h)$&POEw&|#DOH5kxmUJVv1oikl4UD#uCh6<jTA}Kp2%6C?= znLBbbCMnA&fAWeP-@4<nssgt4Jl8iq@zD3`?+j$$tPASRl#Ns|u|0~7Nm=DGpK?ZL z)(@p^Io88ebUvlHQ2AuW_T4tat|Vi+=#^8c0;-I$pX<adxKLC1k!31RDAhUpXn*3Y z7RbqFO~Y-df5>W+?_~;=gg&&Ax!U9puRVpNW-5_<f3DRj?<6i~{7+mp&5z2l(;1U= z**r>1Woc5dZ%l^Gey{$#`?eDXI#2l4-lYEI9I3f8WgW@ej9$s7oSI+AroDR^Ho8Yg z;oZF41#5@MdcI8Um9@Y2#$Mxgn|$$fg<0-y4_WCBhm_R_q-8Dg2IER$-Am_=r(87q zEt%$leBgor1Rwwb2tWV=5P$##AOHafK;Wqg;Qaqo-z?Sz0SG_<0uX=z1Rwwb2tWV= I5ZDU*0b&H#?EnA( literal 0 HcmV?d00001 diff --git a/.coverage.Desktop-Oliver.22868.435233 b/.coverage.Desktop-Oliver.22868.435233 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.23856.568143 b/.coverage.Desktop-Oliver.23856.568143 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.24476.255015 b/.coverage.Desktop-Oliver.24476.255015 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.24968.805876 b/.coverage.Desktop-Oliver.24968.805876 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.25248.674816 b/.coverage.Desktop-Oliver.25248.674816 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.2636.416514 b/.coverage.Desktop-Oliver.2636.416514 new file mode 100644 index 000000000..e69de29bb diff --git a/.coverage.Desktop-Oliver.5568.346010 b/.coverage.Desktop-Oliver.5568.346010 new file mode 100644 index 0000000000000000000000000000000000000000..051de8557e0da3f5d7cd2d9c681da9a9545f9d2e GIT binary patch literal 4096 zcmeIuJqyAx5C-6+2tq-0bMze*KNkOh9~2is)Xqw)rv|ivH0s=c<InU|y12N@9XY~F zk_$ZR<=l9}!MaQ0F;oquwHg6RDa{>lm-Wh(GVuP&ze=mY>`~)ey1r4oq(ndjL_h>Y zKm<fU1VlgtL_h>Y;130gmaaCtU0qy#lAdX2Z{(6AZS&oUF3DF6rmJWiM~KIhd4#V+ zv_o+9`&eWIXYW0D3&$hf9{xn&$+@u^?BN|hKfq+1Opbjzc)u@inatCXT-bR6C{{ge literal 0 HcmV?d00001 diff --git a/.coverage.Desktop-Oliver.8860.342877 b/.coverage.Desktop-Oliver.8860.342877 new file mode 100644 index 000000000..e69de29bb diff --git a/dask-worker-space/dask-worker-space/global.lock b/dask-worker-space/dask-worker-space/global.lock new file mode 100644 index 000000000..e69de29bb diff --git a/dask-worker-space/dask-worker-space/purge.lock b/dask-worker-space/dask-worker-space/purge.lock new file mode 100644 index 000000000..e69de29bb diff --git a/notebooks/examples/pipeline.pkl b/notebooks/examples/pipeline.pkl new file mode 100644 index 0000000000000000000000000000000000000000..ab7a4bd2de68acdcbec4b302f89e0fc3d40721c0 GIT binary patch literal 874828 zcmeFaXJA#u_qI)!B2|h?l@0;|N>P+U7ex^P5m7vZ<Uk@Rm;#6m#D>O71QoHMhz$!i z6bq=JVnLcp$A*HE*svk;tbO)<B`2FxLioM;zaQ{}7i-#@S+i!%?AbfXv~u^neO&2M z&VSi8GA1Mk;?h$)OiY>>NKQ%(<YZSI!arx_w3(iBbx!N-@)?<di5WSg?Vpw6vc{(b zQZobTIoT&=W{gV@WF&UTOpi;=7?+lw5=hVJkRC`5Oo~g*^p6X~WoD%Z{2?`t9jeR$ zZeH*F#`1MF7?+f6t^3nbldteg0ZnD(+?-t}Auuj3E7_Wl_fL#Vk4p(y>5QDg*>xr) zr6%|@(+<k06rYxym6GaDO32AB<NU9R5;D@#Gjp=bWhSNAut{`UvDS`OnMrZUSpk!4 zJEbxL=}CbMe|%bMW}Ml|Oi*)TTxvpGMu+&c^gxGkPH%FuEA@-Zj2jUAcmAl#`BTPQ z@kXJ=lN>9i#wBNTNQq008}E!F`{+K&Y4H=zb>*C3_12Erk1bp=AuuJ7(P3;{hN-LU zPYq1=pOtE9Rw1!zc6t8oOkKGI>r75|oz$$9iC4JYOfl;v#iggmU19qC=>Z!~MrL|e ze5O^;E*~tIlYNv8D_CS!&Y)5^<n%2)Hs_|Cp*gJwl^#^_hMdH9+2s>5ub3Ecs+2je zd(O<8-Q2R-rLW2vJb3Wg2kgJ#{|5OobH>iJF(lSZJSMyB0RNO6=l`bL{y)|JKRlQ+ zJeV@vQUX>!yIiVc%E4JTn$E=L+4aK>-+F5E5pNbaD>bw0DIudyY@K*wVh5++i5=DJ zbGMZ>sf#&4q0XM}>1-*dvwePU6kHv_|G5jLRH-sbDl3)~%ZnAnqr{40C9$$tMLb%p zDpnJ#i#5cWVlD9)v9?%8tSi<Nj}?y-j~DBU4a9~bLvAd&iFkt8RBR?T7h8xe#a3c# zv5nYPJW*^Xwii2yCy5=!PGV>AWbqWSi`Z4{CUzH36;Bg;h^LEZh&@H0*h}m!_7VGv z{lxy_0P#$5pm>&ewm3*UM?6;?ES@J05ziNgio?X=;sxRe@j`K=c#$|tyjZ+M94%fd z`o%F~oH$mD7Zb#QI8GcdCW<$SH;XgHTf|$%Z1FbncJU7JPVp}BZgG~FBi<t}5FZy8 zicg47icg78i_eIQ#An6l#OK8q#Kq!^;=AH|;tFx4_`djo_@TH;{7C#*{6zdzTrGYk zt`XOY>%{fq2Jv(83-L>Fqqs@jEN&6Eird8P;tugE@oVuL@mujbai{pb_=C7h+%5hn z{v_@ZbHzOIfLN-u`;XFM8L_NbPAo505RVcoij~C5Vioadv8q^2tS;6NYl^kRW5n8G z9kH%hPdrxCiLBJ|lIx2N#D-!cv9Z`hJV9(KHWQnREyR{$E3viMMr<pdD7F*Ziyg$1 z#ExPov9oxxc#7CX>?(E>yNjoar-?np)5SByo}y3eCH5Bkh<(L=Vt;Xfc&0c|JWD)V z93-A2o+}O(&l87;=ZizdVd8M{0&#?Rp*T{!NE{_zEM6jx7B3b3;utYb94p3)31UDT zCyo~r#U$}Eae|mEriiIxnmAFsTuc`;#7r?uoFv{O&KBp0_loz4_ltAI2gG^egW^Nt z!{Q_2eDP87F>!(TxVTV!LVQwuN_<*;MqDI5D?TSaFTNly7GD%!5?>Zy5nmOTh_8vS zi%Z2f#5cva#J9y|;&O3~xK>;zt`|3mpNn6JUy2*WP2y&8i?~(XCT<sZh+m0ci{FUf zir<Ml#qY%*#9iWU@kj9|agUfQ=7~Rxzlgtzzlpz#d&NJ*KgGYqzr}yVed533e(^u? zfXD+w=`!yAR7NZ-mJ`d16~v>&iee?PvRFktTC6Ho6RV3g#F}C)@ffkTSVycY))S8v zj}wm<>x&J<hGHYJvDidBL2N2E6Pt@I#Fk<!v9;JnY%887_7G1O&k%cxKCzeBTkIqD z75j<(#R1}(;z02%@oaIBc#e3kI9NPS93q}C4i$%q!^I245#oj7Nbw?Zlz6dti8xxk zRP>8u#5i%R7%wJ>0dbr-UQ85|#LL79VzQVbriy9eMDcPlUCa<O#Vqj#@ka3`@n&(R zc#C+em@VEW-Y(uD-YMQC-Yw1&7mF{7FNrUUuZXXTOT^d2*Ttpc8{(VdTjJZ|GI6>1 zj`*(lp149>DZVd$Abu#W5<e0@7C#X`6<3R&iEG5Q;yQ7?xIz3}{6hRv+$e4mH;Y@u zt>QLuySPLAO8i><M*LR%PTVPeFa99z5_gL~ia&{a#Qoxb;sLQ#Sv^09WyG>#IkCK0 zK|D&VC{_|Hi&ez>Vgs?E*hp+FHW5z{n~KfE=3)!6rPxYrEw&NciYJQg#P(tb@g%XM z*h%axo-Cdsb`iUZ-Nf$Vsp4s35Ak&I46&!^6MKoh#Xe$Rv7gvq93Y-44iwK4&lU%X z=ZNQugT?d2A>#SsP;r<zT)aRWAzmns6fY7-i5H8Ph@-_zMZY*kj1$L-@nV7)5XXt* z#Y8blyiA-RCW|Rzs+cBD6fYOk#SAf1%n~Pwlf^0G72;I!O7SZ3YVjKJT5*~<UA#`5 zA<hzW#Cycq;vDf_@jmf>ajy7)I8S^~d`Ns)d_<ftJ}N#YE)X9V7m81aPl`{8Pm9lp zi^ONe=fvm57sSQli{eY-%i=5ItKt&zHSu+EsrZKYrudflwzy1OF1{naE50YL5Lb%t ziyw#|imSwr#E->K#81W5;%DL-ajm#cTrX}AKNr6czZ5r$o5aoH7ICY%P24W-5Wf<? z7QYd{6~7aAir<Srh`Yqy;*a7_;vO+q%oBeWe-VEbe-nQf_lkdre~N#Je~bT!`^106 z{o;S(0kKp$?T2C+v8-55EH73Nj}j}2mBh+o74c}Xs#r~|F4hohinYXJ#M)vVv94H8 zJXSnTY$LW6PZZmU?Zpn_Nn%H_lh|22Sv*DTB6bzKiQUCh#nZ$d;_2cUVo%X0_7Z!G zeZ;<EKe4|!KpY`nD2@~_5=V&_i<gL_#Y;uMI7W;U$BOY{f_S$$OUx1P5oe2Y#Cyg2 z#QVj$;sfG5@j>w+@nP{1alZJd_?Wmrd|X^8J|R9SJ|#XaJ|iv?pB0}IKNVMtpNVV4 zwc<K)y|_XAT>L`(QrswR5;u!m#I52sal5!f{7U><{6_p%{7&2{elPwY?h<#4KZ-wz zd&FEZPyAW@Mf_F#P5fQlEB+z=DgGt?E&e0!6aN+Wi~orS#8TxIx5P4HS+Sg0UaTM< zB~}zGiIv4F;?ZJNv6@(2tRdDEYl+8*wZ%GOU9p~ctazMwyjWjsAT|^miH*f3;t66? zv6<LhY$3K3TZuXL<~y;k`^G&mI_IDl=z}WSEA$(45{Jy}Gwsh(rMTrPY4X%o(qwlm zY2w`_O?d^Ys>E2qUB#tJnny`*Nwc!_mNbu+-jZfD=`Cqim)??Q4e2du){@?m<}uP+ z(yT4LCCxh0Thionuaagxjkl!9=WHcSKA$UT@_AlKlg|N5ntXm((rhAsE@_@1y(P`2 z(p%DOCcP!i=F(fzY$3fR%~sM|(rhigCCxU{TheSRy(P_d(p%CzNqS3~9i_LV*-3g! znw_P$q<M<;mNdIcZ%MP8^p-TcOK(Z@ROu~g@?#ezO@7Ryq<OmRT+-|*y(LY4T&ASi zOXDqR_Lkm~W*_M-Y4(-gl4d{YEot_b-je13=`Cpvl-`o&S<+k593;IZ&GV$Uq&Y-- zOPa%^x1>2-dP|xYNN-7Vg!Gm)FO=Sr=1A!+X-aMWd+#zzC@Yo|%Zt3f<b7gArB@Pp z-&aL4@8POS=KYw&BYI_sBX)KTam24&I~-X@t{slV4c88(U6eW!pIt*7*^gX19NB+e zI~+N0xOO;lzH;qwBu=_^I1(paI~<9Vt{slVN!JcX;-qVbBXQET!;v`Y+Tlo?bnS2? zPP%qD5+_|d9Ep>z9gf6F*A7SGq-%#GaniNJkvQqv;Ygfx?QkScx^_4cCtW)niIc7! z{;%Vt^ZVPK|J>e`D&<Q5cmJm!aKEQ3q<iTtM>WbJ!$|3o^1bDG|3vv%q(1yl6(Y4m zI;1>$XvZr@O81sS_O?qp`&O*>C?AR5_8AZJ<!ztx<WoLY`;?=ew_UFst3C3)^<v4? zJ6wA8L~4(5lkb&jhjiu@J5dk2BU2ukb|~k~ryTi|Cmor3ltZSRSEe5HmWx!La_B*( z9nvA~U>DN8^^m>vmPbY(<w-~Ol6?9>zr5ul$=>p`N4mE^k=i*{1^bKD#XnVn{hRMH z{!;qyBKr7lihkgK<TFnAn)LkP=@_!IBf?WHe_#7o8R(%L{rFJ{GsR6J{pbA3_~`)O zV{oq9r+Vo5Te25?-!xGTQ4c+Q_k-Q&zgI>N>5K=`Pp^KzGHQz7r~vcG_iNalbnL-+ z8HcwY$X-sDo~hz$@fQ(${VJJpqmS?Hlzo7FWcueF{}L70DSj<tAILl)qmOyP&gi3@ zS06I<zE_2xMe?bSUfQJ|`bme>^R6e_#eTb0fq9@F^GbW(c1ZWuBORg-GEcNed|+Pi zYs!-j=^y!CJ>-)P(MSGI%0MQc@i33*#g7kFFZG&85$)11NW1te^G!PaqrZ{bp}jLz zkl#na&*c!0Xova0j~GAenf9;){UIHa{-_eLFZ%#QFYTe9c}M?0YKL)B9y_3yeEN&u zLgF#)61Q33U#TJ11Le?<OuvyK<Kp)-bWlO!Chd6V6MHc(NIK(;MA~IM_!<2{#;%a| zu^V<okGCI`Cmnk|uZmBIwK0(BwL9(89>tL%>GTVd9*f@c#g(atAG0rDSLPG4FX0!A z7t(L9-O&Td->QUlB5{&(*vl)^KjsU)#1%+C(FcE1gL_2AzeDmCvA!C{59tqjkr{s^ zQjU6R{s7~DPYH{~$Hccp`oXyIf8rc6_VZHB<m*EZdjHq@=+9;;{zSxoAoGELF<<l- zGQSXeB2$j`ILB^K#=YWH@gtG*UY=y)E9;v0N`LVyNO?#*_!Is`f4nm3oQr-?KO)Jb z6Q3xLUqH@H$n1NNIEf6|r;sVfIhcH8%8`y7s~+X?6Mh~98FDX3J~H&CN0NDNt09MB z-=ZDTA^FI}eSTk0W3|&<Y$3K4+l%~O1AgwFp9}A$`~l+G9`gH$_`PDv&cBz$|0Bg4 z((wc04)X$;N8$+Mh5SA>#?Lv6evwXn?2lgh$@<{A80N~~IiKU-Wt3i7tRx;KmKQ5{ z(vd4F-OH+;^0ZrB>DZZmLuDTX;uZ0WxIi2t-Am#NcHmqFc|JnkE6v0q`stl#)*tJO zeSrDFuesNt9Q7zqIqFfqi4^1SCrNJaNvB=xhd)3JiJj2Tdc?1YkN7X`GH%*IMjz?4 zkIa0jyQPpR7fEJby`){*qaVn$M>$A4=#50md-G|RbZ<Fi&MjX5V?C0NUqSNmQ}#hG z@k_|L3gW-`Gi2RE_DkXb`x^1!TMdZw*>=fW#V<sF{qY;-1sSqGdWj!V57}#X?C+&l zKm9^4{_c&x#M`=R;CQi_*hcIkqL=oO@h@+Gz2js(Li$BHWG~U<CHlPdmMgA|ze2_d zNyqOY>5z1pu@wCwo%TrQUJiQw8rhqVjNjwu`1g03IG(#8{?7RnlFzz;Th-1|@j>x! z@g8xGc)xhBhvYN=(CZ(ZA0TlVKSAa^z&-+r^XxO6Cpcf!)5LJ!z<G;x&`SC2JEutI z_s|TGe7<<8m?B;+=7>*=E5&W%ezCCv0DoR{sN~_|Fp+frOr|$~gvvqujkrs^CH_Vt z<%qkH;xgw8;xW{;AJFjf&y}SAuNg}Z>kYlcNk}|lJtC7&J@RGd{Bfb5dgN1{`jjJ| z^5i3X_XX;C>8<B&7nyp<)MMRw^?A!N4$_e!?b9xHBcJw>X@_*iO?}#f-tx3heXmS; z(!Hb}Bp-dq-u@!fPp?cmq&=@pJ@Sz$=aor6T%s>lJIn{=y~Mt(D`f2HEss9R(>|mg z<EFm1U1ZvW)FU66e6L<_KJ_RMN%!`XbZ<HKGyI2q#s?XnSEgO+lkaVZa$eG|m$U=P z_tr;7KQi`$<Rep#_PsLcoGaO%IoEJ*VLzfg_9RZR|Dzv0kb2mQ{v~O^w1Yp84{3*U z9OY<_eC!9k>Byg|BK=|?<y_ABg?#kkZ|Fr2GW|tHA6%u3Eh6VZ_G``q*aJI5><eiZ z(jWRwJ^Ii1IDc^8#`(-UkJN{Z3q6qjcx8Ss68^>SzeMJI$2}eW<9vxe#=|%v`j8=Z zWnQ_TW&R-TBV#A8pOKF~>LH_-^DF0I)(zzu2Y$jlc=e)>bV$FbPdUcPy2Xz4gZYEZ zGcx_6pNxle?>LdME6*dykbZG)#m^ZB_F+7b_PxZ<7&m^xx`|YuaiN#`k?7TnJ+Lo& zu@9tw&}(O}y(!0fM-T1MkCXL}79#e<&fez%`~`c^uD3tvM-QalIZE(}?L_X0z2&hd z`p9QIjNjW2@~Ou?Aon3WFA^tsZoEzkZWW0q+^4Xgu?`q7_J*X>|NG=Ht;9z}?n%Az zl6Dv$q}^C#T=bWIFb~Wp^G)2q4_H_D0c3r#K4^#bnV;nv-%Vm`W$^xyc)~atkBT3l zpR@}}XI`0Sh<-?W$kandFS0kEb}0u*=Y0%*&A6}+`#%0jea1~XB%k)_52T;?FaF87 zihYXu%n$YPBZwbE;t>6zpOnWhmddcn;t;Wy_=dPd+$w%1t`%2%<TaAlc}U!UO6f0% zcZhM~8RFgICUL#UISv0@sdV1sejxdM(W?(V=>1>oqd(l&vi~#BP2>RFZ{c6eAM*y8 zH~a=aK-MtxK|bT2qnukr_B-MP<<S?3tPA>ypTT%_Xo7gTc!hYac%wK|yj{FYoFh_> zdRHp_Ht~GX+aKaF>GYd(E$Ni==2Ol)FW&S+t;haAyTo<Up*J0w{lHs}boO8NLE;PP z?0=MplxKgX9_f&M7k`G_%fcp_m!@J1vAx()<lKLTWJvsDKf^yGkvQokaTxz(-kCS% z0ed1d&)6Lqf5C3piFJ%U*dG~pJB_ci*iGy$_7?|>o5fGWkHinecg1(aW#U^Nz9E_K z$CpZeS$ti5RRrwQ$k;tUz(n{5`xNsA*+<EToCA=FN04(0?Lg8g$G!sD-#G8=R)5*2 zrc0(A^(ap{>QVkI)%!~we^Pu%q#gVXKZE$6*L=ix{E+9ShMEAzNjb0GkiGNeT@U1A zZ|}U459ufEd;P+@zF0r(AJ~I_&@Ott^p-<L59b)tA^oI1^k8r11G0|2>)M;nd@wH7 zJ@tqWkT^>@;sf!M_=`+FaTgM2y>W%_jfk`OM-vSgJK-nThjfU2AnDX&{*b+-JofgI z`9MGU%pWrI!TP|?*fWxyNT(gf;q_C_Im8Rzcd_nyABzm}Tgduj-JC0hXNzZvXNm(v z;(9;HeLd_WxwnVCBzwvDl%4;c+MAADyz_+2d{Pb>|7Ttx<HwH3Ui%<pM@V@u$!8uQ z^F({to%n-a(LdH*CmDwM7$*4~k@;aBuzxS*`$YVo_z{cr13xA{Ad^o#!M}+UUYR(- zxQGkH1D-25XYgDBn`<1c#FNBR#M4FmbA;qE;zaQp@pkb+alZJlCw;Eu`^7mPnRJLh zGN0b~Ksr=&5r4le<sj|j-=s6oJ=GxRPST4?>cL)W4`OFzZ@bhZy@%@acZ!H3l<T7W zKH_N}+3VNd_Rw>(>h%+eKj?w<gLWv_%cGa_<a4g49{Jr>kNVgjJCV=$D91Rl2kDHL zaY6b)d(=l}T;6i@gLaW=m$*WG#)k~O^%y7m=?~?x5A_%yGWuD+)JH#l5otW=K|lIP zhqQy8u>;R7=%YUU^2+p|{KF;fLF|bi(_gP1{0K(sKXxXcc8QPVV<-ASyU3Ko&a_89 zGW{ejlTJC>fy@K>153I8;RjyQPv!-(E@_wXQ6D|{5i;W;o&M8r+CvZJy`((-L#AK& z8SPOHza$-*eBv1Gp_lTI@{AXfexB^wQRF!te?u?xj$Yb9e=pVNyg@p4!%mc&r1FEr z6GigThaT$FZ`!9k^F}%E_?gEJ(sQ?nUi8r}agTLDK4ktFAMK+bnf_fMeasW*Xv#4z z+D9gzI7m9}GEUm1Ka8WLXPnG0^GJV@z5ODe_K>kR>B#hpb(Sps_!;dp@AMx#GvADZ zaia$rJ5e9K!=<l<NWWNT__Mbjc0~{E(I3iFpK@@X^o<so5A<Sp+M!+aFkaH>5B6rf z=*M2zgSg7NrC;cyJ=#I0J!Jd<8T-)>{LwouWb{!EJJ27-$9Tzy=s`cvH<V}J!@n3m z`HY|XtW!uiNWbVeq(1$n9Cl_uBAs&Bi}o20cE>K{qla`zyXECi8Da&I_{8|}Bif^X z%rEPX_OTP=MIZS?q=#~}%QzS><6}Iu1F468(joQfKlc|r|3Y=A6h9A>tBm%luu&H< z<YTw8s#s2}9D(a}p|Dcz_EfvG^Z@>%+P_!4Q@l&$z1nS(vqgT72=Ae8RXXxm>3vZb zy^kxO`E9HIVki6<yD|^VGcu$cBt2bvTWGv{q@VYfjii_L2iZS)&Srm!MD|ze5hv&e z>jgh14)l_K;t~Ghl_`%OV<-HPb}rL6muQ^W5&y=1UOUk~{UzT^+M_)A`{YNrNpD?^ z3%$f~#z%ehQI7T)C*>jKk=M#^8;Jppf1>*HkNWeH^5Fu>OU0+e#p1K#67dz0^1S!R zR{Ah;hxGp?{T0Ofl|M~P7w3!UUnqHz_@swkeds~&|5_jY*{gBACwppoOX1JV3uGRd zXGlKt2T6zc*_nzHwPc40vgZh~w(|J_fL4+_h{%m4H}a&PD7m%RQY@{w@wxP3hcwBp zMeKgJ>~os9Lj6k+|CZgZ72At1s-4Et*G7gtLF9Z_-y=7ae7smstS%laa?i;9JNqj4 zmSu`rPt{6sZ_Iwg{VqQT#rxi!vg=pkRxwig$I6GxB`*^fi3`MeBKy--lC#7y;!ts^ z?0u&gCpH(q)x5Ai`$%4|`Ara4YJM9s-<sEW@o}|xy*NOIBfb%jiI1$C_A19b6HnRa zrTzf#F}G=4yx&|ZdA^8Uut&Vo&lCABsG;P#Vl|PUr~X0X_)Nr(_es879402q4y(l7 z;%_4Hxs2>rO{^m}5F3k4#8zTkv7^{UWdG$H%lV?I?8-jfPBQDPxn#}-*u9d{HLL@? zPv-m3?XuG+;+x_#;(g-v;sg=<w~_p>6uc>Bip|7F<%j%0^Mi5(%2AK<l%pQyzmc6< ziqkb8RVBY5eNT(edSu>@a}FVH<9{>NueE9yyK@d=KOp`S?`em0+UJ~u%)BvA#7l1+ zRJRYTkbU{?tgqxRRG^!9f$V#N`u~LbzgHVR{idI+*GTJ_a*WSgo_g$~ltT}G%(;{O zp|$+6u}C_0hS-Ju1N*Q)AlFhmHAVIZ?5E^X-uHaO`=4abT_Qi%`nlva;``!T;!7g& ze6D2gd7ANa9&e%!H50K1@sjZ#r+m^`&&MnM7!P@mhaK2Ad9ETKyAXdjtKaX5kBB@6 zB}(ogRutb?LyV7c6OZt3`c1!hzN2643p@|P3K}2fAaUzB>2ED|7Q2gQi2cMf#X;g= z@qCfEKSJ_I@nZ23k$c$Y>L2SFJ2X)`^N63~x6CUttfG4OFY`q@=MC@AWAk&@oL9DM zem007iLZ%Ih>wf6i<3mo8-pZw6f2ACWru6T<Hf5Ke|}N?@rf10mSSJ=0x?eH`ER0R z;s^F6POy$3_Qvm!StrC9?9P7ZT_0s+fBeg9XX3$!vcnr9>!0|1h0;fhr;40IHpyO` zuL2%Bu96)C;_tG@rQ$Q%=WY_87e5j|6~7bn#NQ*3_zgK<5Z_tXq(kh_`Ghz|I_m-d zXFfRRYj_8|lsOJc_m(?UnRcPKere4=`8*%|q4`sGDTxOtPrjxnzu($^^JSTz>iNG9 z6@8Sa95V5d_Gv)d`T^*zM|s+(9_=DipZ$?`sL%H=*n@J&v`2Z;k!g>5$b4smOg{ZZ z#=guK?bB~$Z+Y5>oO>xpJ<`#GOgTt9)Z_d>Kd8^RNyk3OkaoQJv_m;$#!r8!M>=-% z%8}A37m3vKlJfWuGV@5k=^yLFn~$AHrycJ)BON<X4?AE-<_*1&^7M=Hq|-inNr$w9 zKKe^KdP%1o^rkZo>d_x$NPT4bPksE4`snedlTSU`g|tt;w?2LkDUa+W`iL9YiG7v! zz3q_RU5@po$oYu#F6TnprQeWt86V{!c4U5;|8t~oi-_M6f03~>=LOPL?Ev}c^UCNY zAHAG=u^;ugk76BC&f72a(;xEbC-vcrs&J(opYs;&bMC}m)T4jc4WgHRu%5`L{?*FJ zRYB%6PcrGuANE2oc0(U}Aa+9^{eMmE^E~~s<Tpk94Znr>lec~PfgZ?s>Gu>><h;qf zrqt&DJR<E;-<yw2zSlm~XB`Ysg|#B<2m4Tteqv8#^f4|-KK(!@pYvTsjhpA{J!+73 z4zV+Fgn6c)$n=+Sdx>3n-sD~YKc+v7ljl&z$vQzV<HCRF2YT@f?C_%+;`xGl%nPJl zuRqa_m*|D)AF2j+FaXhOPwYlIaTt=%d_d9}C;Fe2p`Mn$Z6fD<{2cq@7ubXT6W3@T zq6ab`H%L#8xJ=|Zjq>QB9_^x+@eywz_MklD=ee8v5^uj5@7tP>FXdpg!~R8_qdfk~ zy+}3HCw;FBw_8lncrOv}6R#E1#Z(V3mz*X}5HAyxJ^V;=FOmB&{1$RQfgiKqFi!Rn z?rkUsX@_~*uW^1Y)|dWO;wK{W{k>$?9r1<vWFH|NdeiX-{D*nNkG$#l5q>~@>Os<3 zca+D^xPRg2xEK%i@%kI>(0}hZX&1f3Q~CpsmEDp={IRwaQ=fUE9rQB}?8*J9w_o&+ z@;x=LLq+cWYfAo1f$wF>H;O6Z3^7BTDoz%!7P*(2E_uDi$$NlHmEJ?#CB0+BXOvz| z<h@#7$rp;;7b0JvbnXwm`p|>k|Fu5)!@53G<NieaRNO2Q*O)gi@hAL-cnDb+u&df# zAv-jae3qD}bmCeSrB@TnivOt`@t~a2kMfZ8<top-&6RwMc!iiGjux3O?ti%-#;<rU z$UWV?s`o8af4Fz${V;ar?^>`w6GtiMl_>|w-zGiYblM>udh2ah{jK5_kBmQf^C`E< zQ_q`D{dFq$x%h=hI^{^G9Q;z{H+Z;K@@L{2k$sB&;T@&FEiM%oi3`QK;w<qlk@(j{ zaqthNvrln;)AZ-x-x06b|Bg}u`yl%|?Q<SDLFGD$y~MM{i^O<wyqF}Wh{@tO@f>l0 z*jwx+o+|bcd7poZ&Mhs(W@1~ho+rJj<kn&<k@Px}JBzi&hT_R0@r8YreTI0%endP% zW`7|avLCUZZqz*DN8I1zFVO2RoUd+F{i$N2NL*_!d7m8PQ}K3@eU5lWIqFfKa@3=I z3$=fp$oj({dEfn|^nDP4`&6HL?@Oj1qa?p8a$nE<unuSkde2Gh2h1n+DbM^ekDL!U zPjJ55u6{6YOC`@1CyG79J|gES^wJ;nah@R`zabqN|H7Z>Cw@tJ(&0MwgSf`|<5Q*M ze;-I*DJ~P=7T*$I6JHl!5Q%F~O6I-ZBa-podnDf}=7{(;el<zyX<~vnOdKR)=gyKj zf3xrHQaUo{Sjv&VP31O=8^sL~(kahA$9vE1D$jby{@9)U0sCU7J5(=S94>YdYl+`z zJv}FS$AdpG|M;1AU9g|9{_wxwrH6VD|NB_^FDhQYAU-E9^6+WN@F~ggNy+dD$zCp0 zI{O*qxsQE~=Lgcc|KRzbdl&XY?|qDhcYu17WB+15WM4xbqW%pRM~m#2V<cZDrinAe zIpTcr8Sy1?nYcwfAhyxIH9-uBcZ&Cm_lh~<9FcO_l5Y|5U)Bx&?UnKWuVuLH;wF*x z#6H1!3$9f;;uG>}rLPf*Q}8{dFBjhu-xi6_#H+<he_mwW5uaFpGn79?Oc#kqS4yVb z^^%EOH%cb%XG)$b-r^zq59^D#L^|u3d}Q_k)<2~F57GmfKju~0`H(x6%1`k8BT_!; z&{GXJjoB{sp&ozp@1sdq*gL>I&ORw59sShjoPbO_l%t;9KL7VcP>%Z0TaI?U{U9AZ z+~<-`|7nl<=%qaULq9TcoAQu+h(7v(>}?PIJU39Ebm}8h-%D@%-hNV^_K>~pG9J=t z$J;N;(GKm>4{tu{v<s<^4B0nnmvYFEexVPNf2cC`ptru)Kky^^0loF<KX$;bjF)yO zhfF^GpnXU?=%an=MJh)+<MFnGKKeuZ)FYjKBBP)B)FU4~<kL^)oBCc-57Hj>p|>6~ z<-MdH?J^$fkxn_r@0A%R<*_T}yn4Md&+!Q|4Cf>E9nMvd=NZnO^qcrb|A{N~kN&_( zs@PO|X_x0P=85qzesBL7H+q>*Z#mkjEWNj>V?6IspYd}JMlbL4IB%kd@z8(9OM9GK z8+i0GPM&iqPdkj?J3iWHJlGkM4>@;sRD<i3fgaA$oIiL@;2exSc%Q;}89#PLroYM3 zGfd?ChF+dKIM-lj?8|wablOM8@2~^%>C(sZ?w67om&E*^L!kfoFXKcX<7Iv*k4%4f zKH@viRZ_%wnIE3JXqWy&(y=4NAH4csl%B5`n1`%m`iq^s`WP?cK`*2}`5ra-&rggK zzo#7O=%qdK88_{F^?J+Ww>(#P+owIoMLxuy<RjA`ul}c%(L)8XE9L1o^FzD%owxt! zLl5;J^>a00-BjTrk?|9!STFc5<7ZvdF7r>n(F5sMk_zyg$9EOXEA7z^&)MX2|3?34 zpZTXB*abUaFX|(cUq>D6p$0BegS5l<7ubPyO+172gM6M3kI{e@YC;=H{y-#-y(M|2 z$a+V9SLyF~>X8q5-+rdXMLc92^pk#LUp0FGyD;CRGmrQs#O{on`}mov!21EO-LWt0 z2cnOD(k}YRM?Zc;dysVRco-LPlycOgJTjy_^@)=Yt3&h`|HR*r@mIz{|7jn+5Ix9{ zpTqF(Yv^M<=tIW7=%+pEF+S40%+WZfi3wr{@mO)A__p|l__4@6{W8h;KkETMUZH&a z>p{t##kDeEme@|@edZ>WV;#OOnfo5}BfqWuH$|^L^q}{Dt&jc?XBap80_Pj%ll8>B zc}Y3^OXkVH55d3i6a3>^Imk}&U6FGoeup16R(?~lnb=ZnEw&O{h?IL$_Ff>)7w3r& zh;zhQ;w>WQ?&~GrBqDQ<_KMOuM{=Lba|rt%GW!$cyw3Mckx0BF-a@`7JJfpA=Y1=7 z=jZ77xir$7$iC!b=Sb<yUvt%?J?4pdBcFDdU(zWD+pE1kVn1=PI83}mj1yDEOz|4= zHj#Vo2PDrE+0QsH<L{dG17%f?a|P!c=9}+H89(Fdta{zWf#QYY1aYdEE#5CK5T6nk zi%)yf=Ssd)oFQH>vY*}}8B(5o{xc1jxJul6Ug?}W7fOCad`x^)WZm5<nevMyQ;+xo z**Az!JfE=7upj=QcDQfm{+Z|J?aC*PGcNW8#`S{A5l7%NN+<s{$xB7<^B<B-9GNQl z0<n!)%Tw+l$&{xY^(enhj>ykxUn@CTT&s4*iR`b$xm%SEi0jyCpfdKTy>*iDcj6rT ziFZHnw#&YN9`==gR1lf@{8i~Z7wnSE`+_Z!H;U^;&I8ON{)w#N<ex{;>-96zBa!m- z7kbN+jz6-V@XPPjZ^-y~o`Ks{j&X05yjlEQ#16ct`b6oR`#JA(F2HZ!R5|>b^~`#F zNco)CZk9YloGd1a*n#<F-XZgV-{2qEi}n4p+T$K?kK~;qcJs>LDxdQB5B8)U>C}g; z1Lor^wMV<ikoW_6FGl;!H!|lgh`oq!*nxax%Hc=fC~j{RH;Eg>_2L?FwfKqnk+{mk z4<x_u;Y!K$Clcu=<6%CLz4g>={_lsDx%2l|o`bL><Hw$)GvCAwuU`5Ez3Y;=gP#)L zIG=J3<DP?a#&sINLh&Z?DshrH(ZdAE?Dql5q@$nl6MvD*sXU}S#E#@2rShCt%1h>) zN?hl8pLEVY@C4OsCUP!2S#mG&TyeC>_-~ZVdFE}&+r;u30N=@-Dfu$-2Junx1@UF^ zQ*ouZO8i1x>mlnEzrvr8A?f%HGVua`<QzgiGUbRr8t(t^fZup|s2!z#q<V*&PrKfB zV#(Bll!v6tO%U@*IWO}I6!9O__ZCMl^yVW|-%D?Pq;{xBc`sw-Q@*I>C?ARR)7zd` zj#U5uDxLmCVx)dio^eMi=S`;`>BwG2$|t?3^tOvkeXmTqm$Axu?cgns4884p<yhs& zhv<(alMcP*N%!`{D|7yhRG$5vddQG;NIxLyv50=iIfwp5s!#by`XZ&%9`%vO>L1?o z7yXFUo;TmyK6)VKdH&#>UsQeGb|T57(;xJ5zJ#35xNm~ghtx-g-u6kSJp4!nIj3+A zB%kv+&uvxI5PnBG&ug3?$!9#+k#TVz$KI5qpQJMmNWNDl9ik5z(l7eUIE&j}Bt4PZ zLqGYD{zYn!e9C(nDWCQzj|>^Vw?49$)FYjCy(FJ`Muw5f$4aL@q&zbBtUMQa$A=8P z^^qatMMjU8lT`peX5CPq^62%-v=7Pm%A`Z`y(HgD%Fz#G7^%EBADQtXQ=fF+542JS z^Fo}#Ueu=^>)$JL|3f@%t#%>t$lD(49et4WqLO=xSo<RSA>%-X-gIQh^EK~fm^W|# zDIbZ<3wj~xkaS3U$S_hm`Cd{Udh?N)KkUpn>0hk+v~#G$uG|k%->cUvQ?9t=yAa;n zHJ5@@MDCS%pU3_|oMRn8?rT_Ik;p#Hy-o+|J4Z|uuM~NY#`@*G7Bc-p_L6<ys}DWs z{a@>g)DQ1`X_)_Wa9(0w7(efOu_JyRslUt@cBGtFCY}9<`(iISS3~w`FTMH5ka*1f z>ERlXb?7DS7B!u6k?P^El!KJ_<|AWY%EwCgmZN;Ebo5Z(D>Lt2;wO-}aHu41;Ft85 zb%UKqhx8Yje$!9-Mf><a>w|rj_(t6Grn8QSpM1Z7%znxD6p(t5_K_j!yf1rS1NXi! zdq?SSi*Jf=L?G|k7At>+xLoA@G4_SZK7fpUv3De5f5<!_Q;&4~gn5C?7x|Q@AM_7; z`$;<II`nhCp&jZ`o^sTq{D~^qOB^A_iM$`AzwGP8EzTF{QMLS^tD+p|5A;)xdXY#u z=q<;(ibTps%BMfx^Ai2${RHnBc)viqk@`h`B*v=e&G*X8GwqWP$;U5AhvY-bMI!!# zze4<ic!bRRFzR7{>Uq}#af<z%I75FKCoF0@dMVF%y=2_<7m^Oq@0IZ*zF)w9SU>m= z@5#5Sp$#JUN9e_#&}&y@%10vogx+%4rMdpmRBYlQ-<^5M_g9eTRM<f6AbW{Dy~LiR ztC{?`;+<D-KI3Jcks)yma<1dNN4i%go$|~x=RMAGkaWsXpLU5m-tjPQ%JW_n5{LM% zg6}7IFUmb6<**O!qOYhVen)z~XB_yymyDPFf^#nEkbFovNI&Q|^GjS|fAz)_&M};C z`2G@qY$5|S6I+Pfw|M2Y%5UePcYV<>)^RMduD#`ArRQYkjE%eJ$_lPMM&~3pPi%R0 zPV2<hi6<s@7*y(poWzbd<qXYfJ*f1ciY9cQIodL7CLWV`dg2+0JrjM2y%Ku|tc}FJ zgR^e5f^k>pWLN0eq0=cHI^|e9+2!J<1Tu0GPspw?HaRVRLPpN$U~+{?amiUu#;ELy zDdW@qmY0!}U2$wyQgUWes{ONkMsiYoAZJ$2pi+Y>4l3>RAuBE`!!%`=^JiW$F(<oH zLR@Ctxb(P`fc@K_63C2m60H5~@^P7&=^3UcYixF<_{6N#2^mRK1381UE2R1_OB<V! zGpI~<)r`cn$^OZ4>8VMn<1=z*W*?J~lo2;JIpCj|o;E%`kdZMqF5QxkGI3l|a=`vs z%l)U7_d6-6LCsZ^-yw5KW=?j^f+87d={Az_IoXxtvr@8><1&*bSw~xB1~M}J<I>Xo zW0O+j(y#Dm#-)!BWFn0V#ARlsTe%A3k}?tl={ecWB2-8Z#3lRli<e7@OHB<e9Lx^i zcH+$J6Y?7kEmye7qb3AW6XKGS&A8(dY=Q!l0?9dN`kuVc`S1Shx`|gzOv_9RWCSw& zNvR2eiB>w0n(0_9CD}%mF(Jq1J}WcL3}D00Oo~sA%W&*mHPxSyG(I(HTvB|Tl^;|( z`<Q}!|3tqWBfD%$l8vaQhUgDW$xM%n&rCCuw9L#HXA_jz!BSE)%$6yE^o$M^jLRCI zVjXd8S7U%{&ffV+vvS%@cl<B0+Tg_MgA;3*C)YAxu01%h&fvsr29-&?dT`>kGZUxH z%&wl4GBGPN;2)Qj8lRbzmYOp-ar(@}>k?-qUY~eFV%@~!&9`cxGb4~3aQoIGYTpXV zRae)BQIno!*G#vhNoE>m*I6>Hv)c{#PxYH|(v#v+;{*O=$8FO6nTc^`&dfNQsq_SY zLSRyo`I&V#`}hI=DNb=)Wd8WHENe|d`%XF8)q|OFV>A4L)Ij?9D{`{i4EJB*_m3Nw zX@vvhY-*CsgnqxXj{HrnU{k-F;dg6W+0fecg0;hSqiQgRUYnkv=A!9o94u>7JU)L2 zDREQ$o&0|D41aJO!PX1)WPoF(a6Rc0%!wO6-k+S58i+H~rJKhx#3aXI;sX;ioq;+5 z!~8wf->IY7#P8H;YC~w6lU+5~NWpMy;1Sf>z(b}hC%c{IqlnX2FIYU>IIIi7iFF$a z&YUSKf<;fUc^~f74YileyQLJNw#~Z@sgPzHyvgDE*j_Vdt|+fd%}N>TxNDj}GbttD z&j_R^S==xikIziZ$!;7pR<xNevVYnr+XuZO-B}1l(r#8U3wo?lwAIkrLT+%Z6XPt{ zTR?UKUVK`*E#crg^xHZe@2r{n!BUZOi@YjKUytDECOY1lni*$HBW;{NJ&+b3pOv2O z>`cxcI5ExqIm5BG#qW?5`VpU$;I|m!Pqok)muy?3e|UP9Z8|5%Xxk0Vv`e5a^4y%9 zlikO)_2I3;Cc#F+E#r*Lgh0BpP<saL9dFUmEOdF6MN`|bGYYL{zu(#KGlE0+`!7%Q zckIyJm~1pN7kNrthcgE%y2Bl2D6;5hBWxZVVR9g4Vj$T+HEEK?=ah-bfhkFu=DK#a z$gt?uF}N6PkrusgMGgqAjf%ERYyntEu(Cz(ht08-&zLwN(?2<o9G_@=TWUsdY{3o6 z@2C&DLD6ED`JFX)n9<+n&1`v?jadA)o`h^6K{;F$ZSJ~xtQjt{r<ykud3L)5SAcc2 z2<EkRi?iH1b+Fx)<!1A9_@*uL=xoil3hw02=xjdI1LNZ|1I}S!{CIn`2>6>i!8JWC zDZv(6gWxnA95M&QC1+U7H1ij2|FuP6Ws7D~^KN$mL=AF9R(&Y(%!0Jf9dV@KnG%Rg zwPTVedKOHl`GadSi>_(O&KWu*E5+HS+;D8qcC~{FoOXiSuA6=crnEjD9W=Xz!laa} z6m!7f`aZOHU(jQ-Pmkc*F7CE!-em3@(VJN9=1u0KMRNgnwHD2_tpBb7BE=@{i=k)R zE`>J3;w|Bh9lB}>TW^~LZScQ|*w&owZ_cS~qCHSgNlLNhY0oOQBqy5nQv985E3tk0 z)Zp>Uipjye=ODj(5W+f#<{n`N_rF<<U5neF?ghp+>zE;8?*8T#W}QPDcfqo-S@1>O z@}jy`FiZp;zGzNtTaGP48&z=^q3xGeJEq4RUZ`+vQgovR_XwM{M1L5o7HL|-wcsrG z;Jg&61?OlV>_Wl$)&^1JIAq>xj~o`=iaRaEv3EgN-L0!=9%S3P>#q^*5^L)+Z7~i8 zA)&l>FhcQgVJ5bS<ZSXm_b9@-$+2v(iDFy!FcxR<8KPL$Dijy(=~r_T_865hAu!oC zJ-f-Vl^N~%K1NT>>iH**f)!DyC$=h0$05#qK?^qXZVScQLKW*8xU2G@r|W{FqD~1h zF4@d8PLAOj;UC3|6BY_ZCVNb?`7HWl+F=|!+{f6%oHjR-70s%4YAo^r+(Jq3peZ7` zL--5Bf<x6|jgF1poYFQm8(qvz&CF=U4%z!rl)uwQY$4JL3~9k`kE{=ogIRc&b=OSf zM}^>$I_Oa$M!bj>=iTv|r$-!b_!bJ{h0{Xxh!e|V`4J~#A0o97a_BCW9SU|=8-;sB zjO6A~Pk2uMf=3ZE<Y6@6p4(!cWs7`baqcdP`jpiz_^j$|9Fc-{qhJ^a^MJwiXACz8 z???qf*WAFSAll*$b%T(@T&Ncm#}f;6p}yO~K}K-zh3)n_tcl#*;%qtv3&~jqML*1j zZvLkfJPuh4hran27{H>vI|qm1#W4mE-VHi-2pNRkikKTX1q<DZ*j<VxM+}g~iu?sb zw+P@Wh`0dU={+3F6vsOYIf!lBW`ZIdscq@oHH3wu|IL%SMF)HKvF0LgYSCY}Sn#lp zC#Tt42z%?Fk(r(}Az)LPHYpIC=inY<1tRVMk-R2k?Yk$ih%JN-9tG2Ho^Q9>wss=T zZ}@Z0K`%yQ1i{c=gf8Lk1xq;G)07(<inC3JG#q1LhVNQ|h1`waCMlAIqHdAF2_(84 z+9Va)rR_G@x)9Z?V@yGKS1K51_d_@x+cG;$ZEo0c{4UBJv1K0=4U2q&kA06Fe&!3A zJw|Yi)WZL4dD??uu?$^k5O$+smMqHUbPQeLhg;x6?rGBew78CL(a272)<6+LeKD04 z>aBa}&j&;H{Y+B)guoT{$xm{!eXO9bU$Qa+3HBD>?jM}j_s;wLroGSVYX{$^?wXA9 ze$F}D75!|Jf3_>=qhpYw?tQjdx$lIdKP=h}Ro&p8mKc}ePso~RU)edA>-M}FJcu27 zur27Vv#8yN=7@_rn0?TqHX}vZf}#dk$0xZhaU%3VpIGSoos>X=eK=*4XrB-{b9jn% z)+W$Vn_l>vC-?oby_=k1Z_tD5?{I8lGw6P<V6Ws;?G<CeOAPyzNw4WK{Nd~{F_v!l z=wImg86(yerG=vVdbmS?v)f0%T94F+?ght)7<LFB!V1};I0vdi4cOJ4xmDyNWB7ZJ z!*~F3@0#2O4lVQ+tX=o0W&MuWKrG{%r^j%iNX8GDz9NTz+Zk=Z(N<=tw*1gqXk(1= z)EL@8fxi}*%m!Q>n-_G!Y+jUiRu<UZ$Mb_?n?5dU7K~%DK0%9d4h}!Pg+}YX;SF~P zof!0K3&gft*_;$%`*x0y(Zfaf4i&PV4cxRvzd7QYx3I>u7s$o(*#fiJ4$&%T{-T_( zisP{bs@w$@&E><Jte^$wI2qmO;eEc)!}xJQqX#G4HqMYQi_H}F)v<+;FnP|`y2Y|| z!F)SAX|VZl4yZH2A)Fs=Rau9kSu?yX3asg_|Dv{#AA$-RaAH_+L=j_dXcxjXQ0xd4 za_eM187=CE?Li@bC|(1^d>ewjH!vd}>VD~-G$Y<xnV(0SneZ#6(75c<(`g~Xm8khn zG_!?ozhLTZ*cQ|6NhebKu2qY7B8;12k+_(vEyOcyFE#@dA(j{SQM<q#wi4`3vKchi zCg$EmhmGY<gegvNE9gc3f-aufgRj(WK}Yku2+N7p;6860x?|ZV%Y}}>MeRbtv8GU* zE!N^Gu%mmHEKVOnE>2?jZ>$AoeF%4>7~56DH+(4O37z9`26m1N`Nt%4wS&JtosgBD znU;~1;Vxq{Wbqu*`A#!<Br}I9!ZLQZBPS+B`tmb$Wck}sp=Y0_!4(+$k-Df_3hY<N zz3dUoS~%1#qoI4Zl$K>be3D-9B%c2iUgUshXNTgf^MWCm3)tP0vqB~p`iU$12?h81 z;Z(nWvcI!kLQGCd$V|-ex9;4oNtbp_I(2N<q;tnMF(X|hCuV)w>Tuusj0<ZF_kK6p z0*<A?4P?<;2=%3cSuWUttp)enhv>)qqFK^;UlGBQ?wK;`XR9&JiQ#QgFxgHxbocs5 z>neN;-k=_B%|vRUyS4?}+N=-JHkR=7Q7{Vk+2PPzC=@wQi|X|D^~_|y^S=l_AAJDf zO;Bh6hj-exd30aHM0J+p1cpLh-^kq?!Y<6<kMxAw*WCF%^z~L?9>+`F**Od^Ey_pR z?t|B%J5oVcZLsclhebFonn@y^7HvDQT>GiyOy{T1-JjR9pHi^fH1}r;+$W5P5wbWB z^Mxkb+IOsQ&;v#=8V0Y@Ej#l2v0!b->76p#vx9RO&9t!=Nz8C+0VV3jWbYO%PK9~5 z;I50}9b|$h>(isgj!yPt!BIPQcx&I?&ko(PhY<ZvjvoDD3_n;q%7MWyscc>%UQ&gg zIHO-l#PT3_pNJNT!naW97#U-*&Tbz3;p_-IMU3h}SBY{YusC?=GhGm#ERq%{HWX?g z#(^RHW?kTHZZMBFi0~~G>Vta$5;l5T`wgRRQ^mX4Dj0x;csu<$!8_^?0NFt`##{$o zCCa*pehd#ryC|MwZxEd=B*rV?;L<Bz<O^Qq^mZ+ANIx`P@FlV{)AsXn!A|7wZACGz zU5>{vu3b7rjkz(Z2V+(g>)OxwnG4$sTX#P`(e=0pzoQ~`d~(2E@9OPsPIjZ<X)(&D zSJ7uaR*Z=JnOXk3kmw2yGltnc-Qk!%ICD`<f0#FEwh0u)!|W(nlwx*iQv_Q^S>!QB z6MjP~h=uOOh!cz=EWwQAw249I3-_Bt%zthD9T&W@2=ivdP8Rk?#r!;cUa|I~!cUIT zce7X<f%UISaN)UMP!w&(+`HIlhk)>E3mpP%6SX7Dp<PB5Oq%T=cI2}LB2Jq7yCNJ7 z{Jxihpy^Ipj9oaq-xO?OwoAI-euR5tl^-UeKNAPndE{r}=<6a@d@e%mC@~^>$Ah|y z+wmeC<`2U)Vqay%nps;E#W~^?xQ2OW-{7i><ef3UyA5{naF1Cwju?A%(Ep-1fyJjo zU*-j?)LA0I7NXv%Gzf+;{SKk{^t6l&=QrJ?*x4ZXYoILKydh$C9k+|YSJh(!$@W{{ z{F#0m`C<Of3HPfT`@K#!{)2zCv17=8&M&&K(vHs1zPR6kyM1xPd?aUx`URXEp(x+} z*@@2fTPG$)JyqMb96d6`I=Drz9qZ^~G1Iogs4=r~u*ktyckS$aY+ygV7bW(GUtI;^ z-#s%IYws=aZTq4+x*_Z~KI$1RdhJ*%GkR?&GDmyC;9i#$&mn`?HOB@Q#@Ilr{eC|C zZBqrm6D#H&RivXq_kvfP(Z}ZA1r>MiiFK0_U3bu~|KG(+3n9_<cZzXfa6@UtOU*{^ z18w0SSaE}<6KB|Oisu)>gK+fjcZ=bc(Q60o9_0-}HFqbl8Fs#$v&V``!31|?_Dc~h zk~=@>7d(k)<Yc!ErbKvi>in|I(C1CNk+y&n?JB_enmBs@g8?Cm^F*)R>9CGmLCZ(c zZH{B+3GX=0TlMHq8Np5Jpx+r(=sG;cNg`4UL<KuZSje#{2pe+T7sig;9(11-<pXg$ z<5`0dojvwbpM9Wc4a9m)5#uo<d^{}JXY4HLeoJ)F(DZ$%Eo$pU_^AuNQF8C*5A8{- z(4$(65rm(+LL;zqiEaAP&n0%-SG=Bvy!N)2XQrp{FYT~nksU%E*NOIxe)Pwk;1f&a zEysNnJyZ*KFL--foPie@*cL~l;QEbnA66$A`rR)&LyyTZK5q?qb70HGLPW&n68m}E zeIu7~MT-40XZzL2$!Td5oP&PwcRh73{znP6B?f=boW<W_hN+^r5Pq>1UM#_xD3ULP z`!K@hvc7w`4fnf7owuvO+=%UmUyOwwO{2wnQ-4Nq01@Z;ps;Amf*{MMiRLGV+(Fyk zn8t9gz-{DqQEsa^QpaK)`rQXQH|9s|T<H9Ud;%2`VTx(~kkQ#vbsm5UAHqC8H5|== zp?wVXAi{}Fp#^MHQKV6ZYr(x-D{3D?>=ZJ}82f#sL4>qmF|nwF2<bw|T8?p^3O)%$ zj_LMF#VnBjdcxj(TW>sXzT>6@H)kss_Ikn|RPAEesztc`EzT?zM16YzwMb#Dht+M- z&^;JLakRn*X6tQ~A4IWT^!Q+4K%0HqHZc%4A;a|hEqEUv988#j>SqI@c~h*IWgcCe zU#c4tnA~qA?WLxfE7D2n5Wc0fU{u(4)<gGq_C-J9m=TNP)dh3zzN@f76lraTEQ^qJ z<^Cdy!e=D+Mn77+MVO<*JSN7xP;sAtY$OrB3$WN8Z3LkqC*Lv!rZx59_8qf$r~HG@ zK}T>lKF7a;!Ga$?jeeXAz8#DldfXp9j`5kT`xgW3BiWR!O!w=i{2x9|uwTM%zfL(V z)o(E_GcL>d73D<<hLKGh?Owqi4-fAZw%*1RJ=}-xS!~S~@7%XBk*}I9O2sN->)5Uq z&5MeA%5a=4C)?g-+eszD)q?%f^1|=3Ep%FRw3_Z;cW_^FyMLo0=zQwV|H}D-*AS7N zFS_Rj?-3$bKFr@X;(CJZTQ+3Rz7={)6>go{@{Qhe$GM%~EE^$s#CUWF4IZKHXAN>{ zwab5-^n;(UI=RRBsFxGo@DcIYU@Q6Xesi7cpzdeUQ7_@o2+o507ew?c1IJ$BzD;%Z ze7i`?2n7EWi}S1K?PkptY<G>%%JAC>^6*aUZa0gwSr$C%I0xb41(m`_>1aonNPZD= z3@uh43ic)Ub!Kt;5Hbq;*2a7@|NEdAU5d2VGbl5x`;b_C@32K-Lvo^Q(Zia1e-Qcj z=6;?W{f^eQ33IBVS~LHcP{^t5oKcJhLL!Cx3(^ap!0c!kV~cj*nnw&^Zq#&tx98Zv z6>0X@Z_=GV#gr1~+^{%@dp8b+yH+qClZWs%R<X`<1sA@~(hEMV7wMcD8c^BKtpyA7 z=Cp;)WaB7aP@r9N05gQ+d*KXWvtaLy<(c8aWB6MJCjfF3EXo~7q^J?%Bkl*72Y<ev zKS9yGIMNa(Cb$9mun#)!kvr01De8w)ZiGKExXTpvq-1fcs4Fkjr$PoDWf8cqIij^6 z$*B028P#Hx`E1l_Gowdb6|pqfs<0!LX^3R<*!~%Oee3=Ohw!1)y@!wD8d0a!y=HUG z%vC|5PdaP`+ceq`A{rsm>Ij)e_u(h}RdS~;As=VhKh0*Gu*3ejv>3e!KP3hGvmHF` z$0D7O5&bs}xsM)^;&bN?W_H_D%`U~?RPD%iSoPh=8p*YyPP@CBqlbg^;O&s}RyEuw zdHAJ`AiQ6moD;~d&7b76Ki_A6fYJF|c^UqkgZ`G~xyiNck6CufE;Fus&di(LKX6$# z@%+Jq2cPZyq0`|129>fuHaWA;m|3Mt_4uxwrRMpzoUz^herTTW__1f%-<i$xJ+SG_ zLcHY1azPnZuaj(lcQns8rRzCCjz0b6eU5z5_y+cOPxE|TZ}{B)-f02P4LoXpuQbmG zH!i<8D39LI$^Ncso)11)-Id#%Gu8giYo0F>$GqDpm|uR#ul9Fm^L!`AO%HNfi%)-Z z<i({%+25DV^KDvvc2r(iZG-(i+C1MktttgM<Eq!}@6_h`e*W{RJcp}py2t+Bb)K(D z_9ymtWb=Guo0keQ=c}*n?-%F!uFSeI$QjEz2YK(F%kA&W=K1QD`po_gZJuvT&yRv! zzyC)2d$f7J3H!?hSz~Yw`@6?xuloYqL;2*q|F$~v<$<YNLizA3?Ke1b$C{(pJ8bku z`?U^xwI1=Q!xnM-?e8U9KNH^gFdSc<IK%!Pe4ejC+kf5*$G#Q1zwV^3oYU`BhkHiN zUL1~Vs?J*Eq;K4lzR=;&h3Stw9CG}|haI*!@%0BCb|`=KY=?D+1%m7}_`KU3`I<}K zzS-e7FHfK0@bjg<sSe*bb=?&XM?X|9$V(IQra1CHncoFjuiIrQjtsZ0-;m_US1x&H zyu<G*PYd#%j^70w`OO{21^LunM~!vlyY^LzbC}t#^~DaanL2Hh!(EM^80PT$lkW)f z*u2RD9eG*Lv0WTCd~aBgcMZR}y(4cwZ&Y)K=k)8@z~QgMn%8o;^`#m$95$H!LRE+L z_O#jipYfu-D}HnMdezB$9L`E@x65J0Aq{sr>{sK#twBy5vDV>JAHTcCVTW6u3i7lu zAFgoZK|eh<*J0+Ay|Wzl>oM_8hd+Gx_Owv`weF+K9r?Vw<_~pvU9&U#I=pD{!d?#V zzw{NK!&AB)XydT?wp$v8<MkhZ(7;Lm;G4en9kxnq7UY44Cj7DA<O@<4{_b$z*`NRB zu=luA^Bl(Cuyeb^Drr+cblB(D{c|0jc-zS996tZ)^a&2HYF6QVhuu$qsY^Jv?*D5$ zC*42b`vwk=-Mp-n!;N<@`uAVs?@j&R2f6E=9pU)QsNc3Z=_jn;^|r%_HUC-caOH1v zA9wiH%C1+3^28bI20L>0^5=Rw+`ayzZVo>jb#d2FzW!aqpgh0Ijdh*$=N~%v7>C*Y zpWMCAxMjs7yBt20v0#qFO`lyF<j@hnOmpN7H!ttwaL3QvdWYlY3%dH8^oCXawH$UF z{r94Oj90eVd7s09?Mhwcuu0(ID?<6}HwQ*Ka>ZrK`#BuBziN<ck6GH?kptyFtLbp| zjeV;+9C-EWDh`J~`}Qw?8;72C<}!yfXM8Xx9EWe6H`__y@zm${gtGDNzu)D^<#zQR z@9>xT<wiPuq~g+64&UE?QB#NWH$8Hk!(CGz`|B^`d)LgI<?xdE^Urhm{#9K*{?mBF zW$WK?Sie-qY7Qr+clz@W<DN!!mW1-k+iRsd^6;z|<3jnz+?T33@`xuElnv#EKB+_Y zTKdAxP5L<8dd|b?zZ-YoJ+h(0mH&M6)o;cIk9Wuk$Mwy-Cp+nRr?>j+SK|dcmnJ$K zKI_=?9R4<VUqgrO?jQK#FUHef8~S)CKfUbQ36A{np1(&roLKsjrVgk4+u^~VjSIir zQP<(vl`q$Jc>mgVH|H6Le~^>r@bPbcEbH*<3h#8uHJ1Hk{oFmqTU)ID?kD4x$0rPP zctZc{PII{Gx)I$S_Ss#2>5s;wOZr?B%KsAIU$NWLH{P?Vv%@p{-?D#~@zcA``0IP) zgeh-c>u~LcKF{qm-r8^dlMcUs=IGDAGv4>x{8|pbzwO={-x|Bsti9!H<HFQ4H+*G0 z^O$L?cNpg^D)*kl6<7azw8IxOKUlKexa6ZRW^6Ow-uSY=w;F#N-+1m8<J+b7Hg>r0 z>th=^to-Y|+cz3dZE)kjFO4JiciH!a@vOfd8t(A=rTu^X+*rQ#OFyhLuHJm__o3{% z`lkMCEWPT}wYq+0ob<(uaUUCJw(q@VmGOihU%ToZW9r`3^&Kvpb?G(Bj5qapu(ZQT z9qaXYErgep9sbY~lV`lK{-jrpXI^>T࿈@Oim%f{y>ee(QE#-(Mm(;SX@dHF@5 zd^7c{j*fiP@S*KqH2zbe%7Dej=e|4o^B0VR?^wU!xiBm{WoJt#ec$NccRX!eR_EJA zPZ}S6@aB0ATV(wE`s2o4dp=*bz&M~>{E|mQct@veCe1VX_diA~o@4B>A*Y4Im#VjW zZ*~Z`cl`CiSthUgZf&x|8bcSK<*?<8<(|AFgpIy`<@Icn|CzmQ$V}tXn&-8>*?7Ug zuZ|1lqT7bwaf7A5e`keTt~aiKI;V@n?>F4><}~A~>4WcZxV!e3)kAsRY5s24So*oG zDttH9_;i;S>P;~|((b_-lZ(JfBl^wDv~v62t1vw^glY4yOL63G-!ABxY<&E=VUJ#B z%<A>ox+G(d>tBD+;j<V1)_k0?`+{>mPB4CQ@-;Q%jUTtUcJRf<bt}Jb>TtzlE3X@6 zJa_Mnqa1c9y&_?VG3(T)cAaPZ`h<HQC<<?iADTYE%HJ_+bI+c}`MY|go^EW_W9(<$ zjMI9(^S;B^_Mh-}INs2t_4KZm-)?30$6btl&-<!VXJfAevw!JitaS2c@0=LIarb1t z(bnWwb1!bx&`F=0RodaX8-Li;APiTW_)^c~Eq!OLUQg69-j_Ufel_FoH+F6tjuUcD z__CDc@7OkV!+-zf`F^}3^C^dO;_`CB@v5GuR?D?~IC^mB0Y92t^WQ&be`_3c<<Kv_ zGTyrL+MBn8VT}&EQr20zm;E!3I&PJv|2J&<-VeiY+gD$ATWRU{Pj2(Ua^r%lE-&wJ z=%ue;`HHdoW4#AB+}^*&2X`1N+}~r^tzlSuWaT}#So(dV{%m-i@t1BN-ZjnG^Qkwc zW*Ym}Ts}3$Sgz~f%aV+*T{HQ$MB~iw-)(iVaclJxwp?WF9KUVQVB`1(mrm?wyew<} zTfL1N2Q10$Wvuw9?|6rSV-or{Fg`qF(8%(}SLRhpFKhg2_9ct{*>CajmFIi^WNh3d z?VTTtyWeWpYoqauiUYs=(zsyY35!-4H%*yP^)2HQQ(N}F$JndN?R{q%Gah;6_FIj| ze{#!?n~c+5dM$8`@t&JjBxe{C`u}r$s`0^7HZF-XzH;+>^Bk62uy%>xSn1!Xi!L&j zUv=f0-p2jEuRG6Y{CdvWy-qZ4oAS>iM;Tv98`Qh3F)*~+`0fANIr4(O-)=TOHD}Y4 zUxcvf(nWjTHhEU1nZLbdtorSY;}#nedoLWj(CAxq?_2j6_my9eoEgHm*PL8ol*z;6 zZff7pIB(LH$2%EcU6XKMGvnW7>t9gWnELgwMWu`vHW+pEs(pFBOVb`|_oi{^jNQ}k zFrJq2c<oz_BgbFA=N98bE9dzxGajGdUpmZ@<DMNe(Aci!-mV>tRoec0cMD_d6DJ1B zgyGiPE<DXi-+N`Z`WybS^SE!?!X?JLr`J6<98Vln|Gz1gfANp~Ur069-SWrnDaMuG z-k5ZmvB#V_f1PKXv3BIU9gJiD=z8g~#-;r)_^zC>PfpIC%m0qd|LUFo%WTVke$1Yw z4u8A(#@i+vAKQNHEy>1qD>oh(XWTM-<bl@4S~IeaU+|YbCwF~1t9uB~A9&KK2mZ9@ zjWIX;{+)6D($c?tU|jp^mNjo0*VMjk=3HadU$dVYW^6XBS<N2C0dGE7y`Hhbir(d_ z8?$~(+Pv@&^W*iG|M!^jwdzMN%P>~Iyz@mD8cV&k_?;2P?~Zx$+D^t+Xa2RTj`5t* zFP#0&Ui0V9zBjiU*ZkFb+o#6kcV^w;aB}sl2Y+CEVf1t7J!kaIzGITl_-plL=X5ZZ zTC(%#e}1?9X5e}KHyJlw``o|{#-_KGYqi$6|MlJve`>sXz;kWxH9kFS{mN^Mdz(CQ zR-*Bb`kU*HGd8_;_%S_={WtA+qKfg3JHKl6#&0&>GCe*VZ+u~P-aUa3uKD+<ZyK8X z#L$X?#lKqIXppvXv@!nWx^;UQcQjsm<x$2<E4Hj#It-`P`s2zsf3bBc`ad4BG0WtA z6@Omw@y~YNyldPuQ$l#@n8z<`YI5AAHD7!y&(3`<r;qDzeC)A*Pxvr5&zD?g|GnSr zvH3`E-0<rVu72y)8uyvpv)?uEryB3N{H38)jMx2q-EF0fdw2d+@0Xu!Jzf4orJs$7 z8@|3F&-iq$4YyunJay~h<E}J*n|1mf=NpGy@a+?;f3)+=u@&#xxx0Y%%KkZPhROdV z%sM66*lqH^2mak<@o`b}i$4qD$~Tv-SZ#7*-(R;q{ezwVQqTW;u(8*Bn|qyO+?AVs z!PM{V`E%5lFE=w*|8L%g%Em^oF4%hJPP=#5GQI9k-`aD?-3=PPVqCoU?%OUjW>2nL zZs9i;w}&?Ee7kXR`I_%GFur$c^AR(?w)6Cp<Mv%;96WDE>ZL|s_7&$gG44#g>$O_j z59ZtN_xY)&rEmXuQ_AOC%uil9?%2mdxa8#Df9hrO+~%Lv*|*8g-&fsy&h5s(-rL+F z(U_h0VHdw~_8+TK`Wj1*`E~Yh8_mv*Q>s)pKHswD)2qL<b+GBhE0T=&ckA*)J>$h! zPQ5&o*+aHXSn!3-Tk_gvryFl<yRX{spWC@+`?oi5T%YGV`|KW5n}l%Y$5&5jY%<J# z+n4>;I$KwJSG>H`xZum%XU$k^^4wE8S1|syZfdzQ#`ChCt(^Lq?f3hVhA&@j>-*wv zM}PaN`N;`y-EzYxdA>UT9QV_;VOVd?m^m+hoaaj$v9f)t@vHRVZ7LdnxxDwZ<36%} zSAFE({j1DBXU;0q<wKjtALd*%_XE5C`@VYKy~e)>4o|3RoU`k;bN*Xt^LFx0*&U4+ zG<~)2{uKqB`_lEJ2AJG5tLZU6yqD*jn$oY;bH?kRx&7g@jSEM%uXDWdqnj?huK&BX zexIGuIAyt=(+7NhVa77s2dh4iKJ87rpR65t>go`_bMEjr&v+xxcVPb=ZDzl2=g7WS z{*Y|kuzqFtye0PBUGAhmyT5Al{LQ5O6JEA^jbBGy_~1)<zV?ewd-#pTcFwLf^6bZ7 zuzjO;rR&=ohvn6&_v!O??{mS)$4xZGPv1E$HH3kao}IPixjf%Vum3Rr)@LL0!fmVn z8fy6)J~;2AP0!@{&L6q=nlFt1mV4*R4aP?vx~21a<I*v$>n?lR*3HVxzpee`!CWz@ z$t8&k?YXVSTgw|7FME7%C*K0wFM3TJagy<^cOUHc<fC?uyuR(wBx9LbC(ij`zWGPL zyzP^XC;oTcLw`MD=Yl?CYc)4k>EE|kQ)AV7r+-~$o~`qv`}f@cfSs?`O+Ei7<NB4y zjc7L4?nB0w@~yhh;`9p%owDzZ%^}TiOh}t;b{+T9iebiI8r}L_YL4yyv;MlKR1_X{ z=SgWTW?38>ddfRD+-dW;;=ZrXy2JLbTULB_W)b-4kN-^Eaa*3RTBV0al`(FfozOln z+x%wLj+e&VQo#2fy>NZ!8_gfqZg~Ez8*Cjv9Qf+t>87{ly}e6MJ9G|yuJgH%O|^B= zVAAFrLf9*{ZjEv#@9l8;uumr0K6qud-5W9s_|%R$Js(fEb4`;M-tTC9YxD8}f2QX7 zaykw8EYCP%L67!Zje|G-@#zL*)wN?P&PlR!aFf)Y(-JKnS39}>7Xdr3y?ODBsblS& zKlzPYwvDm$oSyaWGk!c}+8N{gb{=?f=%n74+WFzcR~wHQZS(xbz4g}(xBcLY=Sx3u zzWKpLTYouvu<d`3)UR1Ngh{X5+2q}G?VPcq;aRQDvUBCI?oF2uFh9B@vFp+h4xBfA zd~$EQ5B;RVheM5*R_Jre5}%!$N1wF6ov~e|*M4bZoO?#2i{|#UbJBeue)@EGd#-Ca zdC&;sb#H!k!?JF9zP7Vp_74x?iUGYlwCHO4c=dH<cb{T$cHl+l-__aT@B{m6OghQd z&88ta-HX7s_xwBR;r2GKBVL*CVmmvx)Zg8{Ok0aP4F@M2)5`XfKI`sZ-_rJxh3j6r zrG>?_3bUR()7Yv?lfDVf^L+2Tzo+V#O>I2OpWSz-@rq5!o7*(9^Y=-+vRWDkUbMI8 zmg8(+`FiWvSB%|%{Beu#Sc@a^sdt`H$LzQ2`eRNrK9Kb611A|9FF5Ii!L{w&`Pi0s zZ?0wc2e*&CDY=@h+d-KlJ0D%Z^?kO?{HBV<+4;{l_@i>3@7>(H=Wad9?(LhGx*|~4 z;&I#~|6Nih&v*04r{<j<!X1;V_gz-n^i3)=BX56hKC4WsQ!n1+hyQE4`8Z>{_p9GL zcVDh=!QKX^`~NE7&K9+Qt@>xKZ~ecuub%!#uJ6n7J6cZsE!Wp-RmSr8UvqsI>>2aO zx4-22s^0lj<!|zGea)8K)}UE#u5U!A3OyT#@a}R?SN;5_Tp#Q^@Q-@+cIWzb&A+w7 z>p$fB_MLP5>1)5w^>saN%))!WEZ}!d2RwP5$>)_n<+hEV=lV(wy|Z_h4Y|HQ0+okO zUz6+mb?u#hUb{NicUJn6d(ZtO*LP9kTHn>Ha(#RL{p+au9~SW0F`drY_kOPLn)S7+ ze*IpqZ}aYxUthgE*Eb;j(b5Y-7=PF7n>(2NLC3Vwfwyyg?LU0r=-Xe*^-aC7%sr{E z<oa$;SoqEN&*%DDR(yTyX^V1wH)QWzJ^HC!-=qnz9QXH=xxV<bTTJR|eEh$S|8zP8 zw)$tx{c|48^<CkgdF-+Ca((}eo)`be1G&E87tB8`b55@B&Wq2wa^pR@zP>-kKbm@1 zu5WSAjn{O#BiDDveak;?XMA;b&29&-%k{m~V8vy(P0#h+v*V}5L$1#CU6%NCweFc_ z&rv<v-;|N-J0`C0>MM<FUM_d}C26_7r&qt!<-gRD=PggZG-YIRuJ5O_(-*gxkn6jz z!Tn=jPRjMAths4>#Xtd{`K7_YR%3E~IhE>V#*fPN<(7}j=zCGFZ~twzo~dlCarZZq zCS928dwtNE?{+qhUwhHJjYbqOIpO&mS`E+j4H<l0mDF=`eG@9~pW4T`v0cWX9s|ve zyRUj?<$wY{^Z(ep%c!i@{$KQjgn%faB8pOif+!#&Ie!WWNQlzXf|R7Bh$tXPNSBmK zi*%QObc1wvx1<Pyp1IH2isNCq)_VS9kNx5dc=H+GYX)=PWAeS{J#WUi`a(Sc&9Bc7 zM7P}7^`k8H$qlYWptb*$w#vB(WfmGa${dRz^zsxAFFTrv^__4S7r{-?cRq??*9o8U zk*za}5Uubitm*V3XfRC`y*jZ7xBA@9IZ&Y2YjALE|IuADvya@jB}cFKQ$;lRM;76r zNXTh@V)XAeLy?o2U=c*4KfHN!V6S~9LNmeWI4&Q{a_`ClFufh1>Od{meswW!X#tLz zQXl&`zW}<pjnb-f3t;Tbo#!^Y0Kq}CuLDLFp#G8ItAODJ7+i^pYUy5p6RUWU=TXDH zt0~ZaT7a83I1O=8^BKyA%NqAu#C9+@v~mG1eY&Z^U%mjJ6kVB23KpPiC(qP2Zvm>K zf+TIz7r^=*(RE@}QnT`U^Y{hOH0P5(_ih26>aO+s#4W&mW6%u=UjXv%uDW19biDvQ zdUn*HQZK2qe<Q)?5xzw81#lq~nzA)pfExMpN}L7@5J-FCqLtnPJYqgT`CfMc@B|v& z4{0yJOl_+_)4c_FQgZ##LFENd;WKa-Qe1$-!uwAi-TAY`Mw{LVVhb=Zd)Y=1_4w7I zURB`*I3qUKewTj%%<p1C5zjwM@Rfy|=E?$0bbgEQV_$&8>czzoh6UKZZhKQ5b;Vmx zN0)A|ezG;5nCLkBQC7TL)C<7yrWD(NVgWvWIjvE1d;zNXE5=+<2k*jo5$OU{On%k1 zB}9*R!$;WSZ|uJsDeH~D0CqSDB9cGmp-)fwweZ(@IP7-YVtQpBmdRW>M*ha(z~SWV zrFp0#vztFSGY@CX=R$8y%>%jpjkA3d^KgK>;?cM9d5|BGd$`#%56>dJR{Kz|jb8gv zgW8Gp<wYW@)zryJwvu@m2t8@P^KsYStU=OlG)M8q1U3JS*JVhoKV;5>Ls4<QOWHh` zF(0GwO`3;;S1DqP6XpTeO^1pqejW_3<9(Ej-F1^TWWGFd9#*#lH{ZV9b<s!3>2CNu z+#DZc%nY3e*V-$J6~6OOc(q=Q+I_E;E>mpp?dKu#>!>@K`8<%7+4j(xqUQlx-8YQ) zO1?bskXCOVnoja(pVOTOHVL<tRc-Wj_ZpT?*O~|2xxoSr&3W{@VjS%)`FW7!u;t^F zn}<twpLXz3W1YkNKHT}U{+hfWcm?MndkwF_m46<X<Z0aB@S^9#aMH7yV;)`&vur;7 zADCCErNPTG4;4l3`IL<4@!8@d$!F)`q;c}|^EC4y?EWqx@Yp;A&nwz_{^sUMA!ZJu zc~F#ooG*ku4=ciO+x^EJOxoH6jc@FlYAl{Lyfg<<TN27+pXUJoWIy(s>AkMXWgW?y zoCB<BX2fiG4o-YRcsK{=pit<9^|k&vuoQ?ZbLjr}CQ>)Z5!cLtDcf~Y&%8Mx4v}=x z{1;wUEcJMjJ_m8EpYqib(euFLC!<f81OKn@vneCzz<bC2u;;5e5W3Rw(CNQ0$NSQ= zmoMj_+2-ZL3odi;4#BCSLv2@ed@%T84$7W6vkg0=$D5<Gsbn<=Pt$oRCM@^5Rpi;Q zpgjlkhq|JB<<aAGIW+cB2Hh_1=7Kva`Nt0@9DkF?c2-MMXbzk=I&8)T=0N4Cp8y5w z=G_3%Fb?!}5&U}10#*GCC>FELK~=BmnY*lWK+rnyr0(<_cqr}k>k|F5_yd-m(_6D( z`@kh0K^<PTv-rL-3&B534H;)=fhmEFBx&l;@{8AJpF@}19DS-qI5G<dlfPn0cFjU~ zWO*h*$1L!xx($49oQ2Yjv)P!{v*_`^o6f30mlyMsL-{OJx@WzhE8A;HN3%~({4D(R zV**q0NX#sVum12Eikt=fb4lb4VgKF(ZQKN>LucWV`O)mR_OtNX^t=@E2t6+{1yU=^ zSxB1o$;U*kDHFp_wwML~cHOtpe<LodnA9P)SxDd~I1w-LKX>SYr}AsAS@>i)e&Rl= z<#ccm`b{((89o|g&o&D$`sa~L7iQt~TWpFEx>-=0xa`>Vo8Ln|ZTpkV!bN>|xpRkS zAuEk+%J9%EoIGn%!jC%(V`<5=m$qhpS)!}MbYo%$j1Ks|CP$T~Pl`J;G6Qu21&$j% zGtgzUv|RRS2EIG*u;ruTE0UR|{)Ip2kH!<n&A`-Ef?(U28Bjegb4m@>*1=9x_BT~O zPx{}Eo&nj<xO}y5XJD0Hw=ohG$3)BhiTw;{kkAA%Jeq+xdFIqpe_{1o#rW?JXW+G+ zYy8TC8Azum<CW4v_tzaD@250_zR#tLNZy)($6h?gen`$h<wB-&f%pvA*%+@JK|Ony zc@y_v_*5Za)l*~!)_o}SJve57?p7;nJQaHWs+|i4sN(|I9wh&TgXJ`-!#FdLiT{3R zeq$QG;*e{fKo!ZCALd!yYn?BBtNOw;%zR>4t(cmI4axqP@rG&e^5|rnDxQXD6T9S> zzey10;pl+opBAEzz0ePG@PFHNmXsFrlxg&NtpE{S!ZaNF(AYtN%3~B=P4|8pgq~B@ zH^xju$Bk2xi=NYfm1agZ{uf>dcg}ulHVv1GACM~QPeb-d!;^0+({RmUNc7%cc<eTB z`IlSMU=%IpnI<?5{kKowloXhTfyU`rIb<5XpOIeNIKS5)wQYDYXQsjN{lco&foWi( zxoVg4bqbt>-L;#)OaWG;_e31(<rS@~Hp5e(5Rm63(mw?rBW;vVx~HJy&Q*7l+9@db zG{`kpIR#Yh?TZ8zQ_vnx?)0^6*O*r9)*v)jo*nSDMx`c27>)iyPS)#VV;`nK_+<!p zW$qMQRD4wSG-wJ8kLNeN514|-sZYvpdQL&6@z7L_*{-*q7OrQaS?W8UJ(1xQ^w3ym z+Ne#z9Ug<kLyA+N&C%bXtuO`ER5qi$f1}w$2U$dR3U2FilO*y_fr~J9ry=zeFqmLg z3jBqDSJ!Ziata1}Y}axRPXXyvx@;No6yTiy#6W>N1@+>pn9OsN=yS6H<>l!~Sj5}u zF+*j@Bdt_L<z`U`J)JfQ*R7`~f>L*F-qMoyK(pFOXSMrDlknid!ApjrlQ8U{`<%mn z5)8ZUlrC6K!ZOPOZqskR6VEU{U@{3OTYCkzlqVrPM9cY-(j>SpVA_l;PQsC^#uSOD z3Je6kOfU&6FDSYtc+ulveDI9+H`y6E#ILhY0zQ|DRwvsev|Vm@s=7D{a`r2wX%{9z z`^Vy|lJk@B<SvVH6wM^OyEk{q8fOxWFZDck`!VrL>s)FE$F&Ja%yxd`F**VEKJ+fe zBNGtApE*$8F#+_HxXY5L?AcyXyp<F1nd(4KXZZxk4MmR`q9$dZm0|e{n-vpZ9zw_e z)5rMht61pxPt&B&&RM;ifb$hbCOolwbq?;6(+`?}F8uR$cYG$m|F$vZb(aY+D;CuZ zao%-}C86F6&7mAwVOOmuz~k%LhgYr8<3FtO&DU@OKIVU_VAh?0H}^h>Whza;0KV#B z9mNT#&3U$hD?R~N%6dDZMJB*bp)B_*s^bY4Iu=yL`*9@K1t!21S6}uW_XM2g#<$*K zo`8NUVT(LQbi3K@GJC=a$UB=_I*qrhlN=-4Ae#Tv(QAUoF0GD3dEWFS{_;4u@)?Jd zPLG4M1r{+rs*k<mh|JhHOuZWQ)fyfLwi)+>1uf%X^QGz@bImwFdIn}!^*F5GShs9I z-DEt`mh_v?&WDIZq4}RA>|dH!M%PnsIH&(PcN`iw9PCAs#^D}iFPr$gaiDs0poKhY z9ON6_)hdj~Vacs%dDU<nu;fSY#R!eVnhx%w$#1?m6m6=F=6~xGw>*=3Fb+SJGb*k; z$T<!_9ap}4KK%SR{PeT#<Ei6xXkL3K;eBu%i0G&}Ofh#I@9qAmjppaC$mYL%9|HvM zPGr>V81P|xk4=t`fq}Of|5Mb&7@>Bhk7F?T^u;&lqA@6-EB3WTjg-b2JYh2i3vVMl z3m=UE;Y8A<jNiP^Tifyu&HvWfC<lpQ<1q-j-EhoWXAG{4;*rArF_?1~sk*H&2J*^I zjpUcdfZ9jBZ=HQtqRkrjIW&uG#9yPM90QA1>|2<mW6*@@JEDg3@0H^tBfj!|6mq!- zHbUk{f%w$-bJBm|hVYpw5p?{g6?C7IQY%M+bJHfEHD(mvAgP))sJ1<8ti``s`VA|8 zAYv3;^Ut>A+N10H$+R6)ABE!%o-21%cAcHnZk0lFuHqem9Pv?T)#JEmCNv73GRJP5 z;~E8?=I-RXG^3z1BlLNZViZ0eEDB~jitexQo!ocQKikc5(zX^|e%p0JqUO^GyoO?h zpt=#TPPWhKuHE%LnX%MN%?OkbGHTcVjm4gh6WZu<yIQ-4m!6J*TJ=re2D=f6IAWMm z_M6u`-_+-!`A-fsY(A<{9Dz8YtY`!^@k_cs6Z;5gSD!ZCWE+8tOJ@oDQM)4FKr8Ch zCq|2!-}ItYIeda@1QM2TU4w~6Ao7;4bLY}99HzK6ePLo4BI*}U;iA$oTzjxR{%4aG zGVIj{hv8Z1H8YJ@!+_^m-y{DoR8~RndQ69btNX6FFzUEcI{t#_FqGI49_~f$HhR9E zcV!qh?%<u#W*LTq(o^SW=!e1i(1E;gOmuy^GYdynhxTY%i(%XJaR}nGB)Z*mhv3nd z5H?TGA!xq6$Vaa@1UgQIZxdvP;C}nj>a#MthPQbX_DK)HPa`^bd1}%8-+JUID+>+* z`ul2io+oS!f{)n8u=_KEpeT~{Avj|YG!ncb*V1;~KF_E=ispZk!{az+xZfZYp74_) z&=>@XPr@VKl7sMo`@J_8^&l{Ouvx!%Xs?FrI23J!gW$#ZT1EqB5W-a&N1pEtfGFkC zsmS*Oux;~$`<mqd)Ud79Dd-P?DV2Dqq~5NEz6}Sj@(jT2IXp~TiUCNAeK>7)d;pv* z4-CT50cg5FsC@uu0J>w^r5V5U!;}B5nM+6WwZ?w1(06`WRN4;>C(BMG{R_8=KGIhD z^uyCYG3`)Ibh|Xc7-znINb9wKn0TQd?$hR4)1K)Erq;#u>J$ACZ#v_igF3Iy#~*<D zB{ksK^Zx_h_p{W0MBWcaEQ6+KD*HgOQB;koXjjrV1#ehP`{1YDvLZaQCVdc*ZGErj zHy;@Z@;a*Z!B?6wae1jeND~SnRh8(2W@UFZnR9(W<XZ8KgBsmWnZtX+iC&06I4Syj zdV$D7_z6Y#UahRx*Ht@u!M=lbptE9EMD=MyHkyCxbj|SGrHo$mxpDJsY+^5D@qIHn z9^4DfW4ecUe0!mRh~i6<b1z7Ef6HWi*b4$C7Dt>;^a5ACdDtb2UB~tGb<UvqKP4}` z^LD<h2UNl?k`xy8KyZNUhRTB;*uH=CE(<Dy(4-C3Z=PEE>UM$+UEizudoW24@Npg) zecRRzOPaXIP)j%1ubpx?sqTg}QkC^jMY}o<jI7Y3S>jN!M{dFY+%;yd1oG5w;G$)$ z@ABw|l3T4eBDA|fjgRBNNv&?^UXwY?db=C?6>Sg5(RM??*%bE!1l<svw5GOx@XvPR z1G`LC7x;O7r#<wz3pgl)!h96FVE$zH%%H-b4KTicP5XN%l;L5hKZ)6^(z`*CO!H14 zit+Bjzt;&D%)6QhBs#%#t!9;(vJ=j!&rY*_?EsZ{A5#964q$pletG<J2RLo;Gj{%k zt{eJHSKf7inhxWw^zaTqc#@~C1a`n}o+osTP95+B@0Co8a0fhsCW(0j&3AST?RZdK z0$j0vlYsr{$QpMC{K+Mb`X}=TI^e))Aty_GJ7@~Mzc2p09X#qHBNrXpK_fWi-pFs_ zQ?ewDpKFK58?pj!znORJ(Hsw&i3Vzpovm;CC2=lAYD`@l{F6RcE`22_Y6GS5or`xa zw?P0CgNZCj8}!ReV~hTcdCPthQ6;Uw_uP@*C1=-&@*j2W@~!ZnZsRe0+Wg)EKebPh zeN{i-0$JGFMQvd%VEj_P%Mn%L?&cfWe__N!*&9y5E#SoP&R6w%3vlV>vG#NCs`tF~ z^~zu~<P}ff??<J+@mjRyFC?Og^-pST1}+ERt9oymVK`vDUJcdnGr5jB&8}ZTy+{_# zf3n-=2&>VHPp~xhz{~ne6Iet$A1JJDg2J=RQInNT;9B#Bw-wc5B!)O{uo3;g%J+3o z+8cqRO`<T)vJuXGy0EP$`e$W1cXZiA8sSfR<UeYC{jvcL1g0DMyElMEX67Q1YXe;4 z%>K5{-vBio>@w|S4Ip$mg)`$@J)jS3^%tw^A&)d=tnV+xziX-8dZ8XzCz<5O4%S1G z0gv+`{Capo9*D<)TMr(+qspC_^)O7%qfshc2eK~(eS>b)fqi$&;H1$1TqgxWzppHH zKrZH$ocpN;9_1;v>X!bW(^b`nuf(th`dx>RYULV;dGq3#6gRs6R0qEwcr}pJL1SJK zS&crA4-{>BQVm>JxrM8cYG{65lYE4~8aV7r<fHlaD%)@R!~z}vw|*^<*IoQr3HP4~ zQC-Wa1knU+J2upFTEqRce`6LKf!ktyB@l65OLjZ5EA>bQGyQr6s4xzi2(DHD24?*X z0qSsQfWEj)1rRYmdLznH0UD<y*xWAu&rLh}-d{Pn9Qc$EF7v!8hc#hu#mB_uV4q9) zxhl5|ril!fi(>bxHy@j(Xj}%aL@NANhs!|m>Ff`$sZtm=p>MpSQVMC4x(%KZrI1wn z%4+#sDfqB6E*zmMg<$^`&9RfE5Yu|GzUwcv$WnAWiBSp|GK;zTk4u2uuaNXQdkGAG ztJl{%`w_0ubJ*k1egs9#Q2sueU47os8wT_h0d>BAT~BTiV329V$h|3o8vZ%=+d)Op z-L{n4pi=}CiQyA7_JttYS#;nUK_PTAhpk^gwU^TH)PDK_e15cfOd5Ou`%4cKrpF3^ zRVDPm#?t~24YnX_{E`QX&)=ROU&@2q2Ah}K{wMY~N1wCE1Jja#cXpV0ph4r68~P&m zm(*BOvdwzAkk=w;mZg;orj>LIj21bdR~n<}b~Xn}KGeS??92weH;D<`9oc}9-GOAg zW`ii(y~nSlvH(BuiV@$fELhS5N`<WqFulQ)^0g`hny){=d0LzS5i?PDVhS?=KR1hI zB0mGBn<{j>|Ao!bldrUx(_xq{=#2W!R9I?08+MI56<8N|#F&4R`q+UpRi_f+$PGm; zvz>T|7-e53L>=z!cvro>D>ZXwudg1O`)8Bhj>Lk`U_4`wa5PZQbuTR!M?v$B7xe^c zi8XyLVZmFtW^r=p()G81!K-wz>qt11<oRmT;fFv;YK~^rkKjGpI|?0&(D8?BPlfvL zefEQExo?-cxxM~Td)G!xWiB_kMqIJ7dgNc2U-|h7z8lz|yvh6m!wpJqzEWj8^x_}2 zC&X{Tv~z%e664FQ2j<eYVE^9Wl|Q!)*oTIZNL@gsB8$?*MlC2X%*C=nuLFC{=a{Jf zzx?_7?EgEhefM97|Md#&UkCfw!Txoy|97z81N%L&-vj$Su-^mwJ+R*c`#rGV1N%L& z-vj$Su-^mwJ+R*c`#rGV1N%L&-vj$Su-^mwJ+R*c`#rGV1N%L&-vj$Su-^mwJ+R*c z`#rGV1N%L&-vj$Su-^mwJ+R*c`#rGV1N%L&-vj$Su-^mwJ+R*c`#rGV1N%L&-vj$S zu-^mwJ+R*c`#rGV1N%L&-vj$Su-^mwJ+R*c`#rGV1N%L&-vj$Su-^mwJ+R*c`#rGV z1N%L&-vj@q2LdbtGy_jzVE(_?iwC}`y45{HOKtN2J!ZX&;uy{WdaN!1(gEkhF(nO2 zodX^WVqsvo3269ZV6a7B_gB<9gW&Ot2+<PJB7S$@UHqJN1)0QpNX1;bt4es>so3tT z$WPk~gxwY1@*xxSPS+&f@FQY3@Lv)$Uq_Ddd%V{45<yN&E;7u;ivBV&>|o;qGfCv9 z9M+ZLUwv*N9XCjX<-+g$(xA(>eE9VpME%^!6kS5OKRU8%0XAiFh;oeB7xk0!2<1p< z2>*^eqNn@{BU?)m5$%!;`!24G<a-p0YdrX~ZzE3M8Iw~%hE%G#(-u^b%XO}sxSndr z$gtoMd^ruI$q$qB(E}~Sv6yn$oLw6^K3e;_?}s+BvU$nyG?gym`*q04-9{JbPFs5d zjk<_-Ih!7-mmWf9nltm`l0IUVeKn$#LmwIA%Voy0F+i5fEdsH=86bSb7nagL8zIg3 z&txu3n*MT>B8)j5;~_E`9VpURwktF5ku-XJOGH}ejGlFiC6cLsZkcAr3h8>hJ~Y?< z2tjb=jifLiBV7ygpBrgx_oyI{86$$&AwHP%%d?Jqy(z(N^8KL$f}!h3+<VaxIk;IM zq_6aRkAgheFZsfp5XBP_ZbEb~5ZZ8iW_hg_h=TjJL4K_ZQmod_X?e#Lu@DQ&D%NmE zPTUFQNz`#i%ntULUr6#mtcOB|&oz4@8w`RjerLRqH7ZeO{5&6IR^F;6xY7qX>ZeI= zIOKzvRot*38}&g%u`)I8jQJo5(I=?#rTu<M`4qW-qtXv~QWUrpkLQo1gg%J=e%K$u zyP&afSI{3hNTfSmuHuhylN8k*`sk13aSwZz4EiI!JdYo4g$5vLDg0?msR0Np(`T%0 z_dq18^Rf2{uRx^tB{3D&auCuZ|BW$ECIs>IxckIKE(Bo=?=f1x6^dXD9X*g^5r&*! z@v^%5C>-&q{or8v;WaX~CUbvg=QWb0X3N)j^9^E06L|4nas=Wg^e`c!JOa@a(4qG} z7m0LNe>%o(6p1J_JpRG-CK6e8FZp(wAqrs$D^U*ajY59Nt6wP}i$c!Fo={boh(bu+ zmA3Vxqmj!-3cTqz;*goyqDS#1aR@(>C%*kP4jJ8g5{bF??w9kSk4pr`;t>RsV6L+x z0m;K2t!8ORM1~O4UZ?d$M5{pgSm=Qygi^S|gGeJ8$u=mXl4eZVW2#QsRrAX!2y?n) zd8v2`B0T7Js8%usi7~;$h?Yo0QY92UE0od@Yu4k5lK0Y(soHOi952$4FEX?3^%&`h zOK6<Sg{*YsyzjEn5$a6jL`-ZD??NW>&dAYyIXVjo3Zfftvd%^hb6z{GCY`g#Ys{sc zM!`AAg)fASl@z&1@bPPmo13{vnbZ}1f66>$npSHXw=xg;Ag7Wxy}4Kas5ea7`1#27 zz%8|Oi~=Mt)ZXHfUI8+0)^d-!z5uzFNnCgHSm7^gr4uH#+=>vajJK-}1jWdW`4q*- z>&3{IH@WA}O77ag$l7{Dsu&@ST8#Q6{t@xdv&Zt+{)k{cXr57$D?zRd_)b5%TY|iF zdCvAAvJ{cR2q|=mDn(XfbK-cmOOc}2iT#^vWysvZQ$BP?yFI@3@QY`_E=P`*de%SB zDM#q!ufL=etwh3;NtJYiE0M8*!COBLS0U77_6AQ+?3z->X^IhEh0vvs{P;Rwg%A?G zA*lIWg}k_&n?^=ejrbK9%zn(PMrz96Pb}9}BU~1P1ZB<D$UB=fVNC8CL?<Y(cl3J= zqO#t%JP=X4M-s|Zch}fjq+`QgHa33O7!v1dmb_Zz>c*n-SIs&^K9<j7;cXovQEWFr zcCQ}cIX+<@Y*mktk6Q&k3aLj9mMfn!rfNV&9)CX2o8E}HcX?S^mNp@@aSw3=b(;|# zgLNi_7tM$qQv2iWSPQbgLw)i!Nh^{&%23wfy=%`D!B{U{8&dyV@n{I&u0&SkH9@0o zNS?P$YS!0XZ)wOqrc>`g?7P!Ni)}j)|D78;A1S*KVn^oQTa{hNJ$-WmF1~JL_Goox zRM%dG+7xoU8GDfT_h?_FAMQnbQ{*nYUhG3??<@8+-Rnb2BPlfxR`ek(H{<J#L;4X~ zTUSq|%v~i!wU{u^4<Ob|dh|rM29T?()H@;{1`sNPBY08egNUO+`Yoh&2>D>oYaY-! zgv6$3v$R<cBlLtxR}FlIky&M>Q{>yjh{K)doBVYnh#<1V&U}9qS(LTxWu+WLUii@6 z4M-Y8vg`*7>?+5Q(2gs1@2kg<Li6IITSDUq{aR3Tk;AUp5?HUecqS0mafSz18Yd7& zwfq80tVx7go87n!ZyE`+3v>~%pGMM?S(u7$&mfFnEj}>I&mc326f&#lXA!(~9U|3* zS%g2F!c6z`96}*nyEsR;fZ%A{_03~iL}>i-=AW^CMuds=rN8lhMkvC09I;nFBVKpn zD#PfO5a!eLl;p)rNC-Xmk{I?fvK56ZVVbdwsMtk3!&zEJ=F}a%R#8o>w{X+BR*~xD zvE{<PRb*{Z7E>E*4SDF_hn*(3hHMfdv;!~JkRa!sxmdz42&E2%-({j*;fgi|pXvsp z;cJudWqbqqTq8t|PPKs;dGhKH`EDT+b|wVTrQZ<+!kai0E8h|Qj0-u<B|i{C-NHfE zA3u<s(9z30>6q|SrIm9(n7T1xQDCT<fCCGiaOvW`Awet%o9Rp@^uU4|DcPuoHY~7_ zAo+1>91E0=#QS;A>}t_;JEnRS3j*1`KbYgd1`)gKh@CMuI7$RmJ#oi|q-PiU-H#pE ztJ;ry!kh;{UB+R$3=aqBzIboF2*80ZUWM-0!8mX%o^$Nl9b7ntktS5<jSF{z7m+Cv zykBme3pdw@!Us}ZL4gNk1n?5l>q0pRAdQM_d+pY);TLMm1t|!@Gt5)Co}Lgk4nHyQ zXCZ`d=A3QCM~QyPbDv9Cx`hZ5jjt=!Bpw1z0bgFj^+WKud^Xu-bJw)QfPSWMVko%S zr2KS%7#6=1bcC)DgZiZx1mVqx;i;Ra`i1_(P#jpfb#QxE!n9Nha_%F*DR+!lJ^Bd9 zz7gv=xN`({`V4qH4wL+&VZdgoU`PUm$r_A9mq>q^M46E&#ZC$x7i|QYACUt7O+xp; zL{iYuTi$T4B!zmPN2%u;NTG_2An+b98DOm_8d&L&!4sJm+|94aK*+m_k~N4Nm_yFu zMTe2YO*viWcd6tcVI)tJnneyTrFzwMSC66-KDXr6VI70%jPh@WME`8aIq%GDw&Umo zSt$YZToiEmQ@taX83hzFgypT`oB+;)OSyP>C%|$-wB#iIUJYeGf9t(;0u;@8bd7~k z{f~E+=bwOYTgRyzOHV*=%bU$u7s_8^bITY#jHd*a)8`#IR8GOE?l%%G>Zd^WcISB1 z{k>+Xx;#FgcM1}2M(=EhQGw5xVMZqNY1n>3lbX-7SLqnD#&6?iVBsr?bUZ0Fw25Qp zDjubV2+zrb>BsiEbA!V0)EOH1X%{PHU${686s#lmJ~=d?C@$XZK1u^0<X&Mux=Opp z=B?94G_|zwpAIK|a5Yh*gK?UY*>@UyJ$7oe#UY#yyp><**^SWwR{WLe_|J4u-9xD) z6ig3apA=4nh0((avZ!xQu^HiRoVsv>*j~r0o+@3s!w5|V^6u1wj4-icZ#eda5p3vH zuE^${1Eh0qQRduva4dg&N?HFrWLl8B>RF)byOchcWP&titk3+KOdvVYa6;fDGxP*; zpWe!2204}Y-ABinq0`jQmVB8R+#NsRsC-9rPHk~5??s5m`66bUa0%pI)9Vb?T!N$P zq9+5HSYa+-^6|=RRwyF;@nSxo6*e;PL%&~P12|dyk)N9lX4?zagA&-F;WBqjz+rYM zEo5r=B6k@mu;RSOv@e61!J3$R^ktA|fA#)b$z>?SQekf;;(&0)^0tus93V5=&T`J1 z15OYtb8@e60KIfUAIT~Q+!*P4z>ReU7V^%V3t+zjeSN7k7Ry)Q%TYxQ2OLfyT)vjL z6Uzyt#M~E_%C17fEytMkiL0R6W$0ObfE(Vg%S{YWbHhNo0CT#)u6hd$etsA{;PW6e zR|}s9C_;yZFPredhr+eW*$N)0A_(Fkl;(w_jLlu4Dty1h$1}Uvbcr8K)z&Ng2l>I| zg!rjiGX!jIn)PsuA@KFeFrz{;K#2FeM&K4eVU*XarmkyX<tE@LNq8Nca#rNNmR^VP z6PI<8+pfdm2+hTt?bjjEdBPP_K>!X0n>doD3jo`58)3Ua0T`CjWu_Mqgq043!&&-* za8ykO9(>vBRnMBpV;h2C%5;R*KT!w-*|2}yqq+h3`J1uzr}r8y+vbONN*G!LrKfpr z2*c7lZ~BUx!VofTIDS`N7(~dTBdJP+;r2>)_==DSh*>kxySx#B9MYMD2lFDJ^d%*k z=Bwx*b;64{%o}qPD!@+cNbF5e;OL*Ir4fUYhYsOgl45Y;&QvhQeKCmij(LrxA`Y~< ztLK9ZB%$Owz0CR3QoqDeHHq}ZybW%Wuzrl=HpmsaZc`cGhMOur!YWR;VMeucV!q}! zC{CW7Oi;W73;B2R2i)#}in(*yaLXO&tFe5tF>(h6kDj=2Gff(BjTKH|=SV|_=kU}s z3K=jTr3#b0BLfQ<PN9#bW#H45?qrPDGJv1)@bHCp86eQzdHsM}7O2uf9h|Spg10Jh zil8QH{blkI)F{#s94!-BD19vysSzm)j~&{ENgd?C>D2HuooG3j_~FeyNhl913C8y< z#pPi}0wdB`P9AUzC%&XB%fkg6_a`4U<$)E)JTmE%JhZ&;mN&yv0LNp+sfL#nz>KWs zX6t1IXeh)~=y|RH$F0PXlxYPJ9U0_Hb5R6?{BLeXtasten^x*}j$ND7aF@6%?m|<V z(&sB-N-*nGO(Q9!3?4jzt!>YgK^;nz@t2jMSm<+R+s<B@fAo^!JFCD?9j@!DNs_BV zEy3a$3mr9RIWxfij#&MdWP*^%^g$hT-$pJ<T-Sh`>^)CI3N)ZsSs8nf^B#oz?_lYk z(uAkup2MS5yOOb87yYcG30KQLIB@xD0*i^4c=DPil-V7&GyARyO9Us#rir!SoS)b6 zFNd{&CYXup@ewVUmR(@7aL@w&YFf!jCoNbz>0WM{q6MmH2`3d;?}Podsf`CGw0}u4 zvyE@~L>p>x!VK&EwV|!X6&nLv2h5wK`(iHbn#nByJghq4^{Vg?jjS#Ru=%Fort5-S z2`~M}OkK!5Mq-}etOr^hv5aE<df>K%smZji2aO}5O0;?U;2=o%bcW0TOk<43MsFHG zwIqR&S-b&Uv2dOFrf3L8Mact=4-Fwza%+)q%n+FPs`}nPF#@Ys@*xMF8^PHO%_qK* zM!;Wc{vu<@2#7pIuSQ#$?(rRU_~1cnQ;78mA*~H~2t!WvtE<Vo*3nHmyA3^rI~fbd zEgj83t*-P#Po5bJKBppGs5e6=+QUDo-E0P{Sx%HU2hHHwk54Z+aLs}Ers>VC$L4S` z-q4yU*c_ziNf`v|&0&ZA{siHgIiyOL35fhANkP{UF%}Dm$*m1~d(Q$&3LiLrb+!OD zN*_;Ne@oczRT?e(yz7$>CrSmEEa9iq+|<MQ)K(yI9Ea*GtrY|$`*U#?TY<>&jETu@ zE11L%D%<&Pg-)Pb8NXFy4fz~c^>Sw(L7$5B_@?J0V295UJp48gu#UBQ@Y-I3EM7@* z#M*#oP5Y^t8XI`$T_rd7%?7gZM25ipF{EF$Nxkgw7^ZIW<~-H51&n1v4w(#Fc&$V9 z$TiazlAiZ<NN(D~6Ar@s9{VT2&ZtwEKlKFCI*jSnFztS6ml0dks$vIcOe&4PytG5_ z=WA6B<L#iT=zU&luN^2S$>^`I*ugEz!e(?bOvuSQhnU`c2Hx@g<g!)IASQHMaqO)< zq^}p~1V-#?<2|3?vt$nn_88%oN)GUX{L)C}eFykhC)UJP;Q-4E2uB&4BV0Nm5`_`# z2;`3i&p+sPgpMrP<*wV$;gQuheWRe~K>4L$M=kp~urNFEJZ^XnWYJ8Sn`6)6>O1u+ z_3>TX7%a&9NSr{<qUFYM)juo$0Keh7ffK~k9l9V{>jXt}?**vqoPetI=_fbTPsbHi zS5f&}rYyG(JHv+?USm}Sdrc!=*qA>10^Iv;eZ09|K)800<K?s$pj`f0iz({`1RRm- zPC4oVne%FviDzBF6;591m2`oe`ilqfHC=$&^4ghh2N#HbYNGos2hBwnKbz#bz(>9< zQ<0CZaBHQ|IIYAL)Ct8S=PF!*THMQq>8cy_KbitlPdCtc-WIpo|IhBsSq(DWcZYWt zlYYbo?$98}MI}4#4#^aK*N1=nS-I~gIbt|p!kW~anfKsJ;IsF->%!sz+TyR92rvG# zoX2mJj=6Y%R^g6<{znfGzS$ecQQ-l%WE-nnbv=JceE9gRn7J3M8@;UaPxb=G@mF!x zue^c8=UYhXkN;jcmT=c9(FeTE_<V&@ciq0qzGL^%2kz7K`pPl*LP0odv4HljA7-&x zxDtH<cfIf6RK71<cdcMNPU8o*joceJw0<BZ_fk=b-VeQhrKb@->j$#M6RW2i{ebre zFZ)+?BCrzfHzB8P_(O@9Yd~t6KZIgEjK4VU5BWAM6a(}A;61q{#YGkXZ2|AEv|J4U z8z;(xd~yN6Xfy2*t{n)o6ce@28Ui79P`2V85(MjYFZ+vrv!8utAxtC)Hm{5HAL|Q( zxi{;1eT=UloN|#p<lL_K3Jr(NTVKJ30K-sR$1C9A_-MU}9}M$C<VqTp!SJkiu%;9> zS%RxS;6gAYeQIEMF&hlB3@3d#*Mp&4sz&fLUI=9HNFKB}y6b($uB%GCA)t5sjq^v% z5ZIdOZ0|@80Z}7~VSbWOSV$bVT%h=8bCirC*2F_$lktk1pMEIZdtN9|@G%s!Z}VCC zQ-#4;#;aJvvthtO@lyN!tuRR9e%nZ(5C-SMzK2<xhd~{lh`{%lFzBpcbRSL*gWk0J zeic07z)RFCz{VR61YNQ;k1E39Mx<cO<=Svq3U<^y@HHGZLocsLD!zu*NFDDYRL2JP z2SiG*fn0^K_q^3>u(mO9no4;MhP)|cChTuOG018;%Vt-nSnCR}=Woy(W9A2Z=p^9b zj8UEv2i}6P_P3$i{%>KTv5i?H>n#v`&Js(?*>wq<<jqF)Ti_4s{)9&p@k{Bq@m@{m zBLM5zZAs0G5y0(<{Y*qS0-X?=6(M@O>+8s(L2B;^sANyOIQ=RDo;hy%?$ks;kZSpK zc~1mnFfGqyk3;~|4|%yyn32$6M}M`6DiR`Q!_N?%-gP`j>g-$gNcd@sZJ526S|k|# zue!8|gj=l2NWWtwgcyEzv$Tr(Wn#-~gAVH`AWHmrLDw$|@Q1f16O*DKGUD#g>{Jx= zH?O?Fz>fyQzDE`e%+a9#xCiTkVl<p*Gqsm8-u3MI44=4tG@Qz7y*QK}4dT+JDhI}* zA-b<-B6VWd_L(57;|tN?xJq<B;b07K7+vN(qZ<R7uDz+pLSld_*R9fFIR>Kb)aj)! z#6rT=SD184u@EU5a^F}Z7V7UNz795wg_xrn(!>9S0jf)PUsT0{G5!PVrx)YkEHzVA z2x}aaB=n-U?s4!#_<^`yR2;O6m)0Jgi9;teH6)!TdI#qXCof+<^bULjCcTK7-$4;a zip=?`caZgkt!0fV9`4!PJo>CK9%59)E_hbQL)T(0p<qostVCsf<|23xQaG70r;hyJ zS3@`3;t|h#5W3UX9V7W39&oC4zQ6w-*k&B@%u;t1nP7eTa_2qd>v$K}+)V(=$j`Mk z1_^MHx(ksrNr0`vD&Jt&1W*@xS>NW70G>UXb!2aL70Ta?aVbiGAC!F}XSfqV-saNn zZr(&NXKxf0f077;vTR&|{=43|A<cjno(Rl3EM*f>yB^HilJqi7g0UUE)e4^^=+68a zB2<tBdE!@7r25fuGL!sw-pOEDJ;&J+xNGuq)z}@36zFn(EP9MA1+bMoX`FOYfJR)? zdciscEFN3MU5VPYF=nm!W?l*q^Ijac`;h{M-Ui2vPo%>2PK!_p)l_h<zd?R1XRk6? z`34Ws@zygzR_FB7AOn|-L;-cKMd)SI<1~<cwtWjPG!5z+Ug;l=O#`3y%Sc9I8t{oH z9#LLRgLv-o8_M6(;IRJmtQmJYaOsw8WFYBqju8LG!i#js>5zQW;F1o!b(5RZzI&xK z%MoE}O9z)1={w|;>EO;?l=$L828fbyJ*MZ&fXW#$|FaeuAXX8&;c1-#W+vm2_s|JD z*Y2M(E<z{rB&krLu&K|0evboH949kD3$DNCHpm2H^$-2V#+e|o>h`?jZ_IF6qKMPX zf_kl?N@~L_D7%?`Q8F$I6y`X+Zxv>NK+NE!+_EgF`yBY*zbgwqr0L&F{E`Kyx0m^| z7_)(nDlVyyKO4?a_MYOi__O}6IP4P>vf<==4bJi8Y!DMU#zfMX4LGT>ifl)7K$~M7 z?-<iRn+`slU*vP3Ta@PO1A`ohFLQHUs>uPGrL$Q$jX7Xu|DmB`e6J6ci+oq7a==*r zS(W!r4m1+4j=bZ`1za)wABER*p@n2{q(m?m4zb}39(j-p1GQWw^f9?`^7^BC)xYu7 z^)E`!A9CSndumxAP98Ak(;uzp&ja^dTh&6nJh0OEsQl$`#Jcm%NBVIdwA?!$o|c=3 ze*TX+_p&k%)PJ;fFtp^s=+!}P`fhZB+4b9&9IW|3u<foz&6W??i(hf_P$g!hYNFZm zL8^lKlj-+-IDVe)2N_1eFE89B&<D%{SfL#hv;7;lv@J#GH49*ajDWq&wg3!cZh>`J z0c49HT?7dQ(3D$Ge*9wryj`or^Xu4^XPPr?c)0*{C~jZI!2a+{-$%>?m#IEL-oS8) z4$}vy$h?CLJp2GO0&xd-Quf+eT5g)N^#L|`rsK7A3qj{I4admSLO6*z$=Bk!S1s!! z59f;uA%Nz%d_h$qSiZ?N&}c3Mckgd{mZODG6@!0%YrYW3Fq*qAh!#PpD#NK;@<rf! z%!wpVp$K|g=?v)1{;c*KJp=7z5hy5?yv-*ohO}GjDTH*zkl)Dgs{C#--1z3hiLdhC z%ilV(O&?SY<0J`}nW~F{gu3u>P-`)q^9~rz{89`J$>j;s;vYdMjO%E?Z}L(P#j3qQ z$BkGxdM7>t_c+$aPRtU}J3<*}M7^uvjn<2Hd?jFYw878pS_zE$doQ`D?v*3{V$mh- z64+9|jd%5F351s)IL_!&0>lfUbl<&7;KCQ3^{=o0y|Q+n;;V*A(9ikba_Z5Eoom8s zM=ekPvm9@?8V>Q4f-ZkKg|l=i=nWHQnkbY)7M0@pK-*F%KiFPcA6W{^Oo?2J|AkDY z*Rfk$N}-gZmHXCMDQMx$O_`#mx_*&+F<uIr7_;2Zrb|J9L7Oswp$zbNNZuNp+bbo0 zZKJ4O8QiXkHVup^1O1U&bBy#dxTe!1){dHnO%k&4o0MeordEq(us{<}VZ2rbez-a7 zZ#K%{WN^xWA4@q@ub$q%c(ELu9I@Zxa+kwo0H0$RQVu=2u0)+q<<JsH;Gxm<&knyl z7pFpA0c7%{syN3h;2A6aMO^9%h`{8#rKwN>iVEBxr0)G$qPEs^s#+CrDgn=|)wTlq z#i_p5M^%82%`$68B08b?%U-twH5IT;t;f7MhOQT^sd`}nU5;}w6&sy+e7>D!;^D?# zG2Ryzo>i@cpB|8t!?Q80gm!j}LWf6{Fsv?>{K@CvyOc@M<?^Z$o!CBs*<q&=JouH$ zanDqNVrFy>BU2UJmMc85$y^1)Ywd&LELD(|tl{|ZZ=8m%vN{)Z`-5F!>W%+%oh0gg z-KnafLc%!M<a9M$Pz#Uk;HZX@XYnRG+|@9Re##J(ss`8R%WrK>Q6I2wME)jza4At* zel>_HcfMCEuLf5BbS;UxY6vh8{Ek0W4HkSi<*psC`6b3Z9r?KjH6XG0!7bUK2J(!h zv>j|~pnL7uI!!P-(Y+|bwN_FC_|pfuPL|fd@Y{^50)OEF!$kE;-CDR$-Sw8lxE4I3 zGQC_-$+r#;ru?Rd!2Pr$vs%ay7(d)+Uke<DT6K>cYGGc`tn<+KT6Cgm+jrV$>Oe16 zTF~<^9Jhb1hQn0{FAol?UXiT>KBG*sa<e)}dy^EK6IcgMmw86&s_KBE>gYS{nmU*l zWt}<NQU^qo!kmR|bzm4KeRBL?ND!66Rx?ru7Ybi1H?h=%MRg9Jx?4RAzl;;T?OqS2 zYb&4fU;cYtmmUe)P1gg*fU<)GbpudOry7LPHNZG!>{D`)y>{mr<=TrifJ({z%kvry zKwsl!Xw=XEHI1=cS_c}z;yQs?3(l_H{*CLKX#VM8)&KS2s}cThdqGqrpH;XK0*p4A z%oQ3To~$-L9F;=cY{XQ#5tdd0+iDCOA!*vHUbv<azQUCZlfUq`_sn@5&L$ATlgoLl z)C3o78i+_engHXQL;qv1y~ckeU8S#R0tvH@I{xJ*@F{%JSNEj}JZe<*-s64(eEVEs zYQ?=C=uR6pargvZ@7`oJUHk+|MZP%E#Le*4Y>q>nv>CRGhB-1&Lr-$~9)f0&?(!Nn z6={ZPKE*mbsb-K@@tvbKY6cGt0WWTgW~fq-r=7KK2F0q*4dTbU<|%zuZbh?I){Xun zw#`t|_dNaVUl{P#j+@K187yWRJS=^hAx7%3Emm7IoNMvaOzLa~qDWjD!wK|wXs@#x zQ?~r_KDG;aFq$>7mwrq#w!p1Ik`N-n7EpV6{{6UA3vj*?k>$A40%jG5cwPU-Q&c<h z&lOrggUxf`y;BRUm~F~1d~AU%njOo>f1%^Dflh0E3kXTzANLt<fqu4ddE3zz_>z1t z<I`#jJkYzb^ZtA*bcf#%rMlP(^h-Drl$Tl|%e&W72-Pe0PJP+iR(MKsiK8`QR}BI# znJF|2)vgO%eb)*Xm=_`$>s#U4HtS|kPb-|eqhd!--Ug>*&aP<vW`<rE?FLO7)G3QS zCKPRhng*`*2=O*pqTfDr^;R1U`_g@Sk1CxxH;~}a2B%h<q;%Zcz$={@^TTh3r@zv- z3q!Z_7U7l&Zv&-Zg)e4NZ6N=H^2wXHHsHjhZGM{62KbV(H$N1%K?dLX2$J<SppTUN zI*-x*OH$wB%x}lqAt7L`Y?7xPFotrLY5ChB&nZOckt}NcD%E|tb_fp~EpWAL2il4a zN$E%JAb&lNi@~NH;sdho#{PvGx86^WqvQW6(dVNSTj=;tBb2hwlcu*riZwmW%j~^= zX%dxXX=?}R#bg}Sp?2t1qpP=DZiiFPjd>f_cBP0()Eh-}L(r=lACeB3CeEVrCF_8^ z5s`!a3?1O;p<xxz)&UiKZVy7lIzV{w#>i!<4lwq^IJu(V0YSE6vU#Q*fP2T*$LC=O zY&R_D#iHK6n%Qq>+ky51i$b~wy1nOT5}f!B5G6G~?wy8i$Bg^<`*a8RWJNx?xU}n6 z+4R?fX#P+6p4zlUp6G<fUKiOHsXAfl1zmOTrA|;e{%!0t>hSkl{EFP2z~0Q$&jp?E zhGlmCrAj9dlbP|oH|Ye&*P+{YOgrJ2#ZhuyRN}P8yK%pXmE36h0nPv9tjK8w(TANN zpqs)%<I@Q`N4CG4zUu^}UOZesy%Va+zo>S8=mc5qSpjR>E}))wIz_?I1=}*be7RO# zK*7FBM{T|9+IaryD`@_=;xBkn^E-6GPvy@(x0v_uf}e7UN+wq)b-_<*Sqa&i^Sgli zSenkrd>2gTe|&XjXICz<TlO4i-fHe<B*p3mr)AZm0;X<o-5lX!=j;Zi5lUz5tKE>0 zW2GSG&<z||tN3e9-Qbb;ydU4W8;X_I1se|a07FUf_zU75n7tAg5%!y0Zbm9;X#Tfe zDA?8k+8$_E(`_ZW+yg<pOMMPkdw^-y)LiXO56Ir!xZfGl10_S(Zjy)YI(^7^_8gkc zNK&5W*Y^O0@>i{$z8<*0J-{ch{_mA{=@|>e?gc-O8%G)#dSSd8J4KmsucT(BY^Lb= zPaoyc#6?*2Lck%SE~T7asBnzrF+nAeJoe`KZ$8D}@)RoWg(Z(HRiE$Z`hALbTd(&) z>&`f(gvhQJ*g2Fn(Cl|h)z)9H4^%F`iau%G2a}3zmZ{!-;GupiMxv+>I9RM`Xq)=L zao)KpyrT~ST+(E*d;je1pxT2*=yHwEM|4ay`k~7H`R%p`{XiP~-S3v+t|{Gg_gIYk z!G1dZivHi|G`_{bVbTw{MhB=Ou?Iltq2YkefdMEPWQ>0Nn@?rR^t{mgCxvy0h)r${ zK$g|3JV&VkNFWWrkQg=qoDa+B4uuau%$cki5mf2IGJ9oIc8#>-CcimeATrWeIRHtg zS3WmQ4nVQyz?$^wK^Xm{bt&%3Ae89QR;{8IXFg-b<NUMn^r7Fc2@V2Q{nL}sG6*XZ zdJ@wALNO7#@r$R2z(-0#-~7xFaEZNMJZn4z_6KH0#8Ge4Z<2cj3<0Uia_N=WAy`yq zOJd0x0`z}0y{oo|fY{j7%^G)jkD_7E$|$IZAt|=UpND=JDh^!M<>nrS;4asZ1({)J zETTzEkQ;`kqn4+P<acEc%BS%|^G{iij%tRX`M>qix~~4t<6)o(lPG3#8iqV2>I})3 z!ywy#HYzi27@8BfQk~!Jie+Hf?1koka+2HPM|#dM(5`ZJZhaa?--lHWbM*{^xE6EX z*ymv|q7}rE+T5!c&W`!9tzqCcWb2gL8HS8ICk`W+BhbI%^6(P#2w(|fjH%xkfm2h? zl(OO@Ao{SEyyrK?a!=TfYmUH6gD20*%tzoHOZ7`(ixEI7caCUSjzEb1<3>BX5%hch zK>2y65h(lLitq)#QV$scVR3#QnztiBxpI2-{J+rACc^l2?g(7ZR%*;>8i7#8L6)MC z5s3E#k%XBMXfmd+FkTvgxgdPTQ>!D8B=WL=9+jZ^-pCbHocL@D<o|$8oHy#r*GJ${ zB?plS)hNh@^ff=A*>xi=igiY06n+{Y*FQ=iItr|3g`~)SQ|PAJXz}e)IAB8DE2}sP z@v50tEq6zOqP5_5r@<&}eV}rjFhTco8kiq@jzZe-_$rA%I$qgdy80L15W>N^6F3Uj z0*!qGUhjIZrQ}2`ntxh6RBJFDHwsaauLxKYMj`GVmgrh0`g@5bHZ^lcA#`)q>3q>B zC~;vi7*>yhdQIg9|LQ2*rxa$N{!K6OdWj`8|EFJQ6w=&IkAZZC-UbcL7-VJ3Ikkw5 zfup3Q%na(n0FmJGZ?3pt^P209L2KSC`^(m2Fgm_L%o;QXu1(t-M_!FViSsg#X!sb! zf4PH05xFanc)u`0v(jb+cTCj(T-@2Q1k3m_7&kVg49FjYi0)$pmm0^QWn{w6tZ57a zaO4-Jy2ijyrp&HmaSS*Y;tO`R(DQold>iN6pAE1b*6BPu4!L>u#+w4;FuB5!kt;I} z1S@1OkI4SnoSH`UM*DF%v;C~OG<mNwNk>!|s>Wf9h0EXe(>Od34hY`r8HXC@len`h z<6zkAPB?`<0j-I-RwK9*U{GQ?c?f?3kOTMT$^SyW1N9HIFHAs-#Ju7=wh0)~JWr&3 zWdgcKuN#N(Pk_J^4*6Fq6CgAk+~cN!W(9|vrJAUP*&n|D=C{df-Z)wl@F!ihLrdN4 zCg8hQ<o%h%3HYR%D5+FD0R@zoQe9D-FJG4O{>^Q(nfIP^6Cmi+q4wc7W7Y)SN74M) zH_XC_a`KlpG3N2fX#OX;w5PGHX(plVkb|Cr&Lrf_8rH~JPXcKt;dkY~k=`YzC*|!V zXciY66~^q!dfGlTuzeE#Q><-6isu+p@Y9lbIgZeSQ^4@_|6%XF!{jQC^<j}Shz!bz zB$AM{ilhNyGKieP!%7-yR@xwTR|!luS!982Y-2J8j0v^@lT9|kV8AA0qESR-8ymy# zt?oWMr_Y?Ou9~^uKi{)F_x2j9&U^ZFg|4pduGw#+^@e?1*z3MS=I(^QM;&~|9fu13 z4teU(w;ycyxbRT()}szAeq8wQ+3P-Db3*0szB~25^Q?<ME?j^0`Oja1ztfJr^XQ-C z{5_#<o4aqm;^V@^!l)0Qz2oD;#Uqxx@<sd|b<S7&9<ZeHciH0(xaLs&d+6_Z@BR08 z6Z_38EW1ak&-k(P3LF3Ao$q>%n^(AG<n+VO!ryoH+u-=~@%Or?4*Stz=gcb{_Pax$ zfA_q3g@$Jr9dO09^9m!M`|^>GZVUgNdRLDd8-6>l5c>Pezc!w~!Q1l+4`2E6CP(A% z#%mw^__z2w?XI;>JN?sng$ws?Sh(_k=M}c?IHY~;rREn7n|5012dmF79CYG3E9{l? z_o17wo%HPR`GwBir*C=oj`IuamhQajTl{_RzFsHK*lB*@*u7S0I<GLl@bn3v-L!w} z{K8g!Z$J7<{C)S_efE5^j=%l4Jn7BTI_DQoZ284HYdtr=@cv($R=M$o|GU3e&3p6H z7e1U{_;cSqhpaw-e&O&V`VIKaXY&gK=N5bS_-=mT^7BT0aN+t33KK7Vqvg2)3kt*T zI=*$>kOhTR|8c=9_v7yu|JZ-aS9AU@eENfT-^YKK{vCVZmXnsfctK(FcYpiuwo4Zj zTGxH}>JI!J`SDYG&Sd^x*74x6k6*r^aMI_u&wcy;%HMnUSo^EHA6-z`V#bP_Z2Q=P z!Xt$XcH0qu_k8`zO}AONps?dtjjy$QwxBTY-@p0Yv0v8yckX@b_P%+Yg@vIvKe+4h z8!RmBI{2-o#vK+G2CTK?4^}^DVd2SduRr7B!>a%O^T&UGxoP6U!aLvodfLDrEi6nq zZn>TNoVBp9;)i$7S@`RPg+rGA=bX2Gv#@aaYDZoB*dG=aj%m32@%!&xSm<^1uA8s$ z$AyK%_Zhz0$~k{Oc<JW8-#omqu=CVqFD<>duyEp=2i)KG#lpgmPkr+9gL*G2%sTO# z{U65PzdgL~PajYHU480_?HBxDQQ@s~ZhLasy%rU&{$IyFBlcZX*yE?yellXeMTIjz zT58H>2QMo8a>~Asz2CN|Flx8*_xGHP|9<7ZjrZYi&#w<2*KqNo!s@4%2A^>${{4+R z7o2|GqQVKkZ|=X*9g7P8YQE&y&E8v7xO|Q0PWS+SuXw4)l^@mccgBZjE<EA0MTO5N zueQ&N-!Ce>vi<5eZ@tFiuD=iTpYYX3Yb`GP`OJHcKX>iLg@exCzW0ek7Z+ZhyzrHA z+b=GhbIw^8?zG$DLc^R}rtFNr$L+Q05%b3_F1-5s?|QB_V{xIl-;wR3@%R0;?(Or3 ztMU9j+btMy)8fLD_Z(Ch^6SNg=dOKr`c(Yw-?Z0JkKymelW=}Q@b|2(mbu`vHx?Hj z{pIqjPg&)Y!e`g+_x03OKPhZ;;4%BOr2by@&>B}YjQgZ;`-#uIK4{t}g}?uG(aziA z??Km|er7}J@3`j=d4I<2PYS~h8oJy+ulb~~e*2j%mp=PRVchYbzuWVbPYN6N{MT)3 z;_ukEcE5JprI!?bxXB8qeZAb0!l1!_*kgA8C57$UU;gl+QA-M^@4eu;rAAl(UG(PV z-#;^PNn!Q3`hND~@{+>Fr{PB4+3~;c{Q2LP_51mf!c$9z4|zcFxA**=SA7S3m%e$> z$N$6M*RMTy{IfU3|GxB(`~SVleM<_lzw3<OYQv-dyrgj3pufI0=lLatXP<tn@h1Fz z;`RHt`v!l{KX0>3{)4|)e7D^<-{P+=jPdFJ&;E87Jh5`^9*6F6pb_ZSgKj<O)`M<4 z==KBMexTbAbo+sBKhW(5y8S@6AL#Z2-F~3k4|My1Za>iN2fF=0w;$;C1Kob0+Yfa6 zfo?z0?FYL3K(`<0_5<C1pxY00`+;sh(Cr7h{Xn-L==KBMexTbAbo+sBKhW(5y8S@6 zAL#Z2-F~3k4|My1Za>iN2fF=0w;$;C1Kob0+Yfa6fo?z0?FYL3K(`<0_5<C1pxY00 z`+;sh(Cr7h{Xn-L==KBMexTbAbo+sBKhW(5y8S@6AL#Z2-F`sk2j+Ip9Y1HqNu|cl z>FuSCxyQ~ORKC7^L;1$?P32#gZ!X_bzP0?D@@?hcmTxcLQNFW$SNV74-<SVTzPo%+ z`QGv$%lDP<FF#Ozu>4T@;qoKpKb0RXKURLc{6zW5@>Auf%YQCEQ+~GmT>1I(U&=3( zUo8K%{8IVl@+;-PmH%FTwftK7_3|6#H_LC8-!8vX{zv)U@_Xg?%O8|KEPqt~XZhpu zyz>0=g7U)hqVnSMC*>vOPs^W`KQDh#{<8d4`Rnq(%Kt8ZQ~po+zvXYs|0{o2{(ef2 zrF!(3vJ^E-Q?m>;%Tlu(HOo`80yQgAvl2BcQ?m*+t5UNXHLFvz1~omYS(BQzs9Bqu zb*NdFn)RqzpPCJ**^ruE)bysN4>f(M=|@d}Y6eiV5j6v;*_fJ5sM(a7&8XR&nnBcT zLCu!bY(>r1)NDh|U~0CdW(YMysToF112w~`89~iRYDQ5rnwl}xY)8%Z)a*dbj@0Z# zO@W%7so8~^vDEBJ%@3&Ajhfx5*@K!rso9H~y{XxUntiF+kD77R>`%=B)Er37LDU>f z%^}nrO3h)^98S#<)Er68QPdnw%`wy*OU)0dDN=JBHI3Aar)B~*6R9atGl`nX)Rd`d zqGk#;Q>kgDriGeTYTBroM$Pfmv{TbTO(!+eshL5|OloFPGn<+ds5z0EA5n7>H78SZ z3N@!va~d_LQ*#D2Kc?nPYR;nOY--M-=3Hvdqvm{S=1_A1H5XEI5j7W6a|tz<QgazK zbE&zUnk%UJ2{k{Z=4aGgNzKox`2{t<q~<DWenrjI)LcW&wbWck&GppWK+TQR+(gZ< zskxb&Td28}n%_`!8#TYB=5}iCpyp0$?xN;*)cl^BKTvZwHTO_+FExLp=00lfr{)1_ z9;D_WY96NM5o-QK&7;&jM$O~YJVDKq)I3Ga)71Q#nrEnamYV0Nd7hfTQ1b#cFH-YY zYF?t|Wollb=5N&eotjsvd5xOasd<B%H>r7xnzyNWhnjy-^DZ^-QS&}EA5illH6Ky) zPij7<W*#;3saZhHLTVOKvzVGss98eIr__8#&F9p7LCu%cd_~RI)clK@e^c`fHUFXJ zztnt7&Ht$Rj+*bO>9I7LrKnk&nq{b2mYU_LS)Q5|s9BMkm8e;nnpLP-m73M4S)H0S zsOd?~n$)aC&DzwgL(RI>tVhlI)NDY_hSc<;rZ+WxsOd{hKWh3@Gk}_ns2NDj#?)*= z&8F0BM$P8b45DTWYPO_iD{8i;W*ce-Q?o5KL#P=_%`j>js2NVp2x>-BGm4tg)Qq8K zJ8HJ4W(R6^q-G~-3e@aO%`Vi8rDj)Zen8D`)a*{p9@Okf&0f^(P0c>k>`Tpl)QqEM ze`*e(=0Iu=qUK;~4x#2yY7V33aB7aA=16LeqULC7j-lpQYJNyfk(%SEX{2U6H4~_r zNKJ{FNz_cHrc6x}HB+dWN=-90E!4D9(?-oSYL2I-oth46I;ojX%?xU0QZtL1+0>js z&56|fh?<kAIhmSMs5zCI)2KO}nlq^RF*RpWa~3scQ*#bA=TdVXHRn?^hnfqhxsaNR zsJWP$OQ^Y&n#-t}OU>ofTtUrGsQD>1KcnVKYJN`5FR1w?HCIvdD{8K$<{E0QrRF+n zuBYY(YHp<FCTf07&CS%@Ld~tz{Dzv_sQE25w^MTmHFr{T7d5}5=J(Y6fttIixrds2 zsre%{_fc~{H4jkpAT<wB^Ds4!Q1d5h9;N0nY96QN32L6C<|%5PrsmJoJVVX1)I3Mc z^VIx>nir^fk($3!^Aa^LQ}YTnf1~E_Xyyz&q&TZsY-}%1Xe&*c)HI=~)Y@6J|56-L zEKV&B9Wr;$*1H#H7mL$M?Jd(g8#|lYT8rRnZ<~hyII*dv)Y?J+X?U^N**Lv8bncwO z?!^;;QEqIVTq+(vy|J~kskziqEKVvmPM%yG*ive29at<jbu^CeC?3*2y;Lk7UoH+E zJOqE6i$ewvpF3wei!ie@-7O%PP8LTOi!-TnGn*!MmOF}rhHX7y#MT3b4%vFZupwK_ zozvSq+&I0nZ9-dnd#Ty>xY*n{xj1qzeK5M6|G{ID58mVu`hw=hc6>lbXJhNc#`cND ziKQ7$4y)aEbGU%5VZ;#cpN6?}`k5|FYMb8PRBEpb<@l!74h%QOdnbb%9Kack?bYLl zadYDb0Dk=NncVm_7-^HJs>ZNOf)ksJ3|ks!(XbB3D<O0!Qn1hYLa%gs*xWhm+OKY# z4h<Y%YHpiZq=zsXR-Wijb5m;xlIv_QwN8W#J3HHp1KVdbHcu~MJSLQ<w@xiKms&|R zl8!dc8aQ{(mIh$bBu|^Vo-Z{v)6=B>q#qlYuODA(ozw=Ir!)wPWja_jC^Q0)>c)mT zt+Bncsj<0w=o}Z+51N&)elP%QZv)L(<}-Ea=sKpOiFrZx(8<wt8y`ksdn^CxlVRDN zCFp(AgsG+3#Yxkfo1w05*r#`tCgPJYax@<FaRYbRYgY{RF4n#R(rN-?`-IZ8&XB;G zT7j{-86*-Iw6MK2xskd-|GRVcv{G>(^dIUsp#)A|H##~emfFcy!n#o~uTrZmT#)fq z7%p^yJZRv9JDS_3`Pw-YVouc4d~F}og^t-REv3%(*~R9zwy906lZ!=iGVrDiT?1OB zc?nFZ+8pIN57k}OyrQM4wW(!#%iKB8Ea<4OS!1ACT^$kHVbzy1280h47?2$fH{6=x z*x2ZFP@_7gmS#emIOA+cjI*y9hUUhOPKauPoe<h46}v_c(+^EBdD9Pu8m^tFwQI|I z2EN?bQJgq^T5}URP%6R=&z-ZLLCz4G;6FF#zkPz4%bO<R`?u<{J1-irjux|dv(aSZ zDdF+QvY(P~=~XJx%Yd{_Zy68YG656*v{K_#%=E1kNH8<`D5H=18K)9vz;ws5rW^kP zGrRP&vrAKZRv{W^S##=Z#y_ku+ZcdO1X9KJ(u`7j2TdPc?f~IOXH!RK(*%k~CKoYJ zZekT|+O+mIyn*E36^*qNhgrXY;n~rAT&cCxK6!Sro%FOgezx_5G``bYiXA26;wk7T zCjU~L)HY#yhndezxAIKAGB8mG%y~ZwW9H6*_k$GkgCYB|WbW+8!mM_wL6WI3!T4e8 z-|CqP);8bL(bzJrxl1UCVLBC0tM}H%+{9ru+%kqD;Fg2kP6vy-H#T?JXnV+DD2kcE zDBLuX79r$^>+71HO)!yL<M_52@JJ?dvw^PDz0&M9L~ZTGj;6^ijijZJZf$|?XxDWB z)F`u&4gpII%t;}44I_dFBK6C2=6E~SMVKff0>s4O)<yVQfa%8B6BKL(eNCKYds{~b z1qv-i{NFZkml$r~hlU#rh%1A^=a^)EgWteQYWEvknIQ{A+x{ei0bb2~($wkgooyXW z9m(>nxzsYP)LcBFX$B&2vZh&0o#>QVA=z=qzeUC!=AEoZ<>MZ(5X4|KaG15LRDp@X z5XM3t!JwlmjMZw!=!zD@0?|Qhf!^B5YIjZHhMC=VGypYf!wAemW(;b49*!L$i5tUc zNP@R9#!Sw_Xm)UvLrc_@v#4pcPzgD(JVS_y@8R^@28m#*DM;*^RG|)CF@(3Iumb`7 zdIrKe?mBv?3VPtWY8v?=gHy6Ye2g*4nTD;3%fBTXH>f@Z(j8z`ASahG&E_)93Je1B zr+QKzW96LkK)48n;2cArQ;FTURk2-?27|J7%urT!57tL&n>Se^*hYE>{Yty2VrLQ2 z2eT-|{7}d0+L}UL4h+&lHiSHDAQd?jNw=94bO&;gc16ia3|<SmU5h!6cJ3czi{&j4 zf-{X<-a>4UfG;*$Wrf8C0oa%$Ulq{z^u&`6{UYC#AC*=-CB7-{Ded$E>C`yA;Q72H z8ijpE!6!5!0f>0HwXMCSvAOAllF3%XfX!%kOq<$SoLOp~P)24LDR2r<Y!(r?L%WQy z${e}^hHM5ESr~jvS02Hx4)T3?PEy&LY(6`}+`a}pKt_jcia!ZSZ0Z}CR^;$=65u9q zr_T+g_|xL;S~4I#S<%>?tyzTtyt%j%lvNZ2j*f90$W|e+#AsFm%gClgy2p9%!w_Nu zfsy4*Alq5{4Y&xbt+{MF|FCf{m~aB_1zA34_c_rKas!l~wK@r<h6+Gt`Ibz(JbCL& z3^Tk2-r;)<{O5>YG+!O|i}1<-4NX$jNz>GvYr@j>iZdPWBG&@kaIU4kr7osmEC?}( zxl6Ff0&8fpz}lWw7ZSEf$OJ@=><{#sPl&*t>$NZ1gk$?jvSlW|waqwHr9zB&GC4|0 zUh-oy%DjtIDu2gsOViW9lCwR%!2>m4!!UOs|7D`Bj=6JIGXKS<EclPcTAs6I#nKld zf+WcX*whxxc2y&Aq<C#Mk?$asjO!pj%m|ht((o|zPaDOp`Drt<l!pw6xQ`iy{P_!p z2fMCeK1x;xaA$R8OUWIw#$vv%=CQG+79Jb^-DV15Mpp22%{`|+bIvTXBF~?cE2}z; zJK{{K;49O*7m0A2tzABQS0moge3iebO7C^hk%yR)81rKURZIG?5-=g6wv%p+!7|2L zl<tJOxwP9FcBaB15Btj4_Z#2Ed_PRI_E?`*a;%A(x7V!b#zdLE^Y1oh!n~XJ`R3hh zjEG?iOpacRh&jpTCfKD-U0Q@!^f%L9Q|rXiENonMbYwzHgzoV)2c*d#ak0`2&L%^< z%vruXvw8853t&T5v%NIdnnNHJ8+Rcl?v=z07~|Egs$<%5dxmhdh&4p(wThdpI1dEA zBIAb^I^)k<Si=QjQ44o1&fMo^EZ~T+00#=IrTxu|f?7r&B<TtwPxnE!1=N+92HnnE zU?IS>p-1hCg%bfV@Jvum8~?CW3{x$@H1W=zvx5z)0_)nLv9P2re+^yfWx9{9xKnqj zC2q~R{Lz&RL_|ZV1IB0q9grWef#h*if<k?j?ZcMRsUov}2S|8r8wrKHlu9Zog9+Pg z1f!ewY)Ll50cR`GgqmkRv$|uR?q|d>DSW^JnPqZrse^+yv%E8_|2YQ-sT2N~i<|@k zH|Hd5cA#obAtww&$K)DwTXva~n_i$DUI++Znq%sb>{h<)J^zj)ujDM))hK#^v=7+$ zba*%xVa5mc2Dc7J#=7;od<vX?M3G}5C_-@h`cT#~y<SOK7#wAC)S@Oid8cIinY?Cb zlOIOh*DzGOi6nu5<6zLC;9f!MI2bbU_*!oB0<K|GV|@Hk>0t;-dK<o6&4yY*@A0bq z+$6pUds@(pn*FB<ozMZo$lIO58~6ZybR;v9mm|g4)E+Y02^bz7T^6ZZC2FfIkCDTJ zRYTakRYN#7QmAod2+Oq*d;WoC%r9NH2=FzL*stPCMFD3eK8uW1z6Y#~6;wcR)BtHj z*dazXWQP#GRrp+e1C`rW13CAUC&hHNg`pKs4`E^DL^{Er?{-_!)?iY{yWv3N4|kS2 zI_cbE_33bH5j83r^ci`7a==wnJth|DR<3uUE#@#4zGn+V4J?pxN2O~IrAz8eEMhl& zBbH$MldBrSIf_XZ<Ogy1P6VOk098R~IwCTwST0+JdEZ((W;sYH^rlGQWnLqSyDF(B zYmCipxNwA1xE-DCO;bzW9TI!CJUHpO4f05IfcLTa@yO$`6gM26@hEg_%4#?r?4}z* zm4E1x6n2Q|+(dc{%<jAw&3Ov!yg<y^ofix!{ny+}1`QQ_^S@wcILQhLW<mIzi`}IO z=3KB~qA5QA7LJ#PvY|5LU55?EoCQ6vn0)3~EuM|cGZo#5OdRQ$E<MSPuB;?$^U0Oe z0LFWJ>(@d{ZKFEjuo|C$FRszv?0%|2uv(W^Ca8^(gHR`T(sm@Z$Tj__btsda91JC< z7<9SDDF)M{L==?z$lr>L_yFTVn6<9Gr^1EYv{T>Td?J_J!hRTxLlil7EmXW9VO8S* zx^^9F!K(yUkV=1p7wj@j9uYWA8hlt1ympp<I0KOsa_2M>0n4&3Jt$2aB7rVd4w3K< z(C+dD!Th8wCgg~&SUB1n$X7LfS0IuBM+jm@JLi%tLgBnjB}@b6jj;^*nd%gHI(jhX z9nk`aE5ZRyQf#sVuU3aLy5ipPLVR^#;_?r)V_LEn%w7Y<03)YG^D7P^;Oba=scpi9 z>Fw=wm_Ip_fPe*>7rT9f3>Ub9X6`L|DwCII=&)>3gg{i76RV|Mwh7fD{?cZNgG!94 zi&3eZ*Qa&LyuZejN=m@o(K$%e-ipf)oyPdLyJ6HE_vk8ao2<#l9)WicH^akcSBCni zL!e%E+BTVM+>?!-=Hmtc3li>=M)|QL27m*@<{r8ReG_+0auXjf<;HOo#*w3s1RYr{ zs3AYjLn68`vT7)>7=(F77K2t+k#H48=TgjYkiZO1q;QZ-;sIa4&l+|oI%usnqptNg zUjDM4ImFnz)vx?iAsoK-tjtmns(=B^H#rh<tusa{%PUAGGBF^gX40CxL?w*Tj$cp& z>E%jSWLH^gbWP$~fK-4Ti9Qj^)iy0vdPz~dHJ!k;R2^zmW+fVdXbFK-mOFnP2~Aqd z%=_MEi%I*zQ7~!0$ml=-T(T5vXq!R-4BTYU%%KSVjLXWm15-uBMj|;e#>B?X#^SU# z969KSCBEGzZ_pt`LRjNY7*)sI4OJKEVkLa>))je~cc_nb61n+6+DF5CAw}hTy|Br~ zXR$D^uI(!LB1A{r_;~SM%G$B2Nw#zm-f;*4cagI88by@q!YW3UTTGFP*m`U<G>th` z%$W|BOV)Jih-j_v7+}UMFZOovXtJ|YW0C;@8hkv3y?H(!+FPU8Q&O{HuOq6rak<h$ zDwc^)9Bw|552<o8kA2MG=esqa^2>S50-XBru}98gBRi|qHnCM42R;B38%e(Ai4BPk zJnzj)w*H4=U2MmZ{6ZitV#bl0{LI4+l2lE26DShGVv*qHw(27vNr@VJ;f-~_HWtK3 zGO^$Q<6lFw`4CDoL*ZzB%%`P7yJa<5QAJ%a%SXn_E;#X#qVxoY1eaCuIr3s7?9~b{ zYmc##pNRr9A0*qrgH=IBe@)229XyY`Jd$sZq&!UOE!g$apt>vPm|R-q97mG0L@XRX z#{qF*Sp>xh9~)WSD9!|o4DAL(lOho+tQgh>NY=XG&A{T~w60AYpkp%(gvhEG6P{ZY z^Q+p(&eRa|E^^6L6S6xEX2T?8!|B_p+8q+X=w8Tu@(M5q?vvA9o4F0=eS4Y5lh_s> zyldRx4fu(_dfk*xrx~@XvyzU%z#NCssb!AC5JO>Y*j&r=Hh^QDmUkZvi&eSP0yDEV zN8E-f7~d^&#h8L?3(Zr3H8MvC1tK;AKjdu0E?Hvh!M;rVMSD*X<+TZ<u=4V*Gqzr| zS%DhEZkkQa#|2l_@z6WHUP`Y>M_0BBRx#!&TkhD=3dUJnEDV=jivoGU1u})9RR{*l zN;(qxgrhu|3ORwiB@X5WegYmtaXgbZ;I$}Ll)<Wac&f9LN#w&rA)gIhLz5mnv?>C_ zOo;5e)TxjQl5-;!W$htvrE6!3*hFXK6pVCY!7DzFJ1&KJ&@Slv8BGceDLg516c{4) zVm0MT?aEMu(3NNLObJ<I%;}*iD`#n$o_Ou;Kzs$PQPhXD>q)Kp?Yvu~d&KO98N#U= zKBT(tsyij64Kbh}{-OHXGVGP%#w^s+j1}d-+<?V014dKB$2R!*5kt(~s*X&FCZ6M+ z85a(k4b-rW@kbIcFL4Qxy!%zK${IB>Wlxc1tF>ABYROUhw6>>qS!^$BG&vJz%0oYR z)`*mim>4O;YNS3Y-^17yQU1PF&KB@mCJgcNMD-+}Y+#-)(VedL)8Bj?7gt3_&n&o^ z(Nmnkz_b>58T6Dr$0=HSqQ@?-Mv@1TtxXT@dd2$PSY(blO81_M<F&8hotzOt*hAW* zP&5U!mO47}j|jnaV6Mg_#-!XLszMu-W-1kVhAvC-%4EVZNKLKcS}N0v&AI_0sLzOB ztvQE;E?8&xv2$(ij{v|uVq=Y)6pRWp_7brG<E)r7<a~ThlMz=ZM6xLue);8ndf>Ng z@Q>!Cm)%yyh;c_JF|3%EIKhHLE7*#WnccY9%Eqou!qd56T@)U=*x6OH+zh`vqBJp` z<GVi8rnR6t`Fjd{MlI5FUSDJWzP5PO+w8KZnj)!~%9Np4rD2_K109h=toXCaX$sf| zKR&TsJ1-g&VuqE9f3;13P@At6d1V9;iy>_cTlaz+y9s9Zh0MC3qcnjEPU9CKnr5K- zIf_!7Lm!RJvEeY$e$7S}vl6?~3{4z43&oU!F+r>3L>&AWd)>mzfnqtel9@4S*iawK z{BH_IlC!9AiPD8>YC?uym_rCqKO|h>b;Ajl$Z7!-GB*ARfiDYf?WDG$wM%ez(7fF) zBywODP{Pn2z!)=01{GT}zt^mTF<;Buq}?qE+a$lOWA5hcYQz<iM7-9Cl?LBU8?T1D z$v-VvltbY{!i~jGbtPh8ynNq{gJOa|Yi{`~MLOY#RX^<6ujq*E4<d8ub1>*da1T4h zgFz02#j6>N$|`~X5F<k7Ln0AHWW|DaGxlj-%lwL1Bp8ZmpTAui6)DZ1T*4c7N5}=^ zt+WFP=aYBttt$x5KXDADwfR(A8nq%M(FtTIom=l>2BUG6WNz}O14KUn5N(rTuIE+A zMwMYNz^{4jR3CKG^&a;@?>8`l%l$bqOjj6&kdx$>kZ!s%;DLek=J==r8jr@9qI_n= zt86kns3B&d1V3Va05C6NMMN^d%pmx|hgSUbSLOF@a39wFOdeKhMvX$_$3{{%A7VqX zU^mlyeJMqT&LoE`BXJAtF)zUiH)&5~<eMo1NNc8b{*qd<6AvA$aYq1dCgOpO^@U^q zy0&Yf1d+Fs)iWNPcN`|lVH7@HR4AS5gh69Oa}C;e(qwX0L;15~!7Gh*jUJQ?ryvl* z1iXV6%wlR+99=-D0PDnbl(%o_%+4I)!`nlfc6g&rv}mml){$5rvZm-nENjZ$!NGKD zO%0(B7udj%S2g~qt2jGm2AYpUb70WJrMk~;?qhh^Gc2C;AP-*EZKy*YK7WzTZi9HQ z!i1Ktz~S8#Hv`mee)CmOy&y8;Sn}1j>P!tVpSCaoT-bHtOc(@AlS|bJhR~U?-u98a z0}qg=#FvFdqzIXy4)}7?&cNZ`NYK;EsCM4*GAtcLp(0$X3l$Lv&?-u8CdnL&IRF_Q zd<(bor&CFF`AV2KOduSRW=#Nop1#Tj<M8wLWL4}mGS)`;l1kVOqs2QzQi>UEzmWG! zvNk)K*VQ=nLy0083S&P^hC=c<GyU?$YogV#@$&9)Ok}OaFB#0!;a3ZiLhQq&SOL2= z;ZE2^;9L>ZNqDjw4vCu>VZnA{M2Jj13K?)9L{2$jJ4xq9x+MOt`4_JVCKkx0*$Fo= zG<YEw3CgXT(t0Ln3khK~y(ugNTqcANvgetB%8fR>ogIdP`AEfzhDI<o9hu)0plK^s z#Zj^U08Qa-(FD?AoyNS!%tf*7u(4(W35`g8A`yM@&l~kKLJ5VU@Za_dXwG&5d?>_O zqYuTjBv(AlLA~8-A*Un<qWQ>d5m|{vq7P#~VXd~aYe)*!nTnJIk`fIV#?bTZO5H@# zG4qeaa=iZ93{o&Swt;HiQYSeg2@cMAk$xG;X1xN!sa|P!K`tkKls}SfwYwr@?fBtj z`c3Ah2~9|pz+0OiXofVcQxRO1LRc?f13*&|$>58V8z$zyH`#b-mI$tf;7rY84wixf z41nZs3sM<TY(7Ah*t`&e&Ki2-o&TuC?WBA$mWjB<0JnpFgxn711S^^70@lFf3mJyy zglv6Bt|nBb*@zE`n33&no+VWLu<8IZ<(KRNAuz2&KiGpN*yz9rhc`N~Ye;@4cT~D2 z-MmaX0*;;Rvw?e>tk1I9MGO}-nq3sY?)Z2y67u;KrD&$M;aXrg$-y(R3p4*jJ8C2q z4g$uqflWny$capEor>jND<$^)X}s2)OKLF*e+!ue*0zxqiy1w#r9c*i89uv2jA;WL zD?SlidPj=BC5}{dDF{R2T?&dVukH4Gz9Dt_AncgI8Y9;x!uLgNgdcf4bnAjQqsSC* zk6-40UB!9YBR=`gCg&czq%QVw%BUDW6M)TBc7lcXF^)c;9aai7$N&zgsZmt;iFrBD zZ1re<QU=?m1|`CVPwi{8JHPKVw}TFMolmEslEesRNEw_QN!grM{%do7XcL118;yJ| z|1tEj1tY1Tsi#-gl`S$aNI?b&9mxqFk_?b2S%*pA+t&?6>D5twRlpP34#T91WeC(W zw6-1-neH(qlY^;!O2!YeW5j4j1R&M-TT(@V5Dq&|FSKs#>})R%^mbP9RS+eG8S;Kr zjU1Bw_%g{>4KzoU=%Iv$>0W5iBSC>6Kx5`aWYOKoh_mR5jVLS|xCpN+iB-L2K`WAE z!JR|{?QI<$RDrPt6_%;KGOGgFl<+o2v*gJ)K2S3$6%tJTehrdx7*&z$$l14s!;Y*h z5s29Aa^@I+dK=VE_93N;{x%STCD>P$Qkd)YCRs*?&d2S&%qSRNmz2x4|3U?x?5aJO zP{bHOVt9v8Vn9SH2tBSb6+~AGjPnZi2pOLA52SlLYi6v(J8KfjFeYmgw(PP6`cc>B z0=|`zKgJ4qP|^;$L#<jXz%M|$Tv$s}u-uLUQ!o-^cukE;fmMN>IYgFR>4A5$Td>Nc zT)*|hxdt^l$szEQvssEVdXu+|hA0u!VTAI7D>{qFCrNDb82~jd3nI1<+rv`aI-^0h zTAMq_aOO5q1C6QOjbK*7A~il7;YF5>8FPNWA}Op?Tk@<@;gh;(L>`<P%%C%hBtQ57 zFCJO5n}r|qE<Q9eDj!a2ARL7#MaG*y4X<LXGN}}SWEN)iu%+OqAIT}kwsvaWa)%p8 zQV6x`Kq}FK4JN2*AfWYYX2T6)Zp5eMWfqehI~=8StkaG%=@B$V(Id?E3U0dqAfpV- zSNzJ!p5#O@gYQd1(ey?Dd?e(-#e2c@dg|*1zMa|2A8V(N!1oE$ck<(C7*RW|<!MCa zZEQ6j_@MztXM*{6D(<$S8TOnQ5-I>!iBS(d4z1;vqt#Nc3Q}r`<Gl<(U6To-Fy8$| zwiFeUBh1hGl#q$!q|?c3`}toR6^i_A+6SZ#BSh9c(7U<<I=drBo{YJtgg^mV-kR(= zanW5KGq{?taTC3S+X@IzZTzZ#Oe9Z(m=3SbFX3q_6X%_Zrol7glE3VOGTH#D)?I)^ z4d57t8>{CtcsYqb{IC)}EBl*Bc2_LWY3Q)+H3D$xMLrjX)5V6Yo8=se-EoQpUN#F( zK}~*ILGm~gOZhim;6QCcKcs<}oVX)9b{QI*0I-OMNQ8@cn2qAx3%K*t6s~L~6WiDn z(i(Pole#R)rt-YZAvDpZS#rYh<i|QOMKF;?j@wL4GG-IHE{BF5@_~a*RE1S)NLTl( zQa!0-OGvm?Dl1}IA?K0*Ghu$@2pz+;0=o*%3Bk~4w2OA_%v2Wy6s6VxE$IayY(gXn z0KHr!J`+@^K`s?Cilmk>t<^eANd$=wV)oT(VtN9%)piU*K(by!6|ZAYPI+d8xh^uV zg9Gt(Y5>#mHAdIkNGLYp{H{Id!P`h|4Vrhw9X;kjjo~rQn132G4tv`Wa~ejA%>lx2 z5IvINa1lm0hs}qck&`I31yEk-Y-5yAbPuIq{kW&C5EhE2VkklyR9Ui+tI9dwU_7<m z2#%DHfI+(5y7c{|@ulXrnMFGz^)mi5aTRGzr<J6Md}?=>a5i=&9{N;%MzU*NySB@Z zg-E4sFcgVKXwKm-%t{_-R=joPx8c4J`(PFe*@m&+aP-X^RwQteALN7H@>Uqxh8kd$ zDQH5pzLxx~5^aXp6{X-ic%`iN;OV)^Dy5wv6>41#fp8IC)4x^^N21zjg6cr^pgJ|~ zDPU2rNL@vz8KY~Aneh69@P<2Y#-Bzs2F|=1p`~-V;?PoV8deODW{qN?`NK>Jl4u9p zY1LbQ)|sdOd)mpbmkwvT&J4ql@_)<-1Qg7KRuQU;mTQe#E3;^Hbr4%{_BA35XT13Z zq&c_{cA|U)WFF??Co^0j{~eorkQt=ND0Ch=eYPjHGXQfj8F=W!hUWELUXnTX!-mdY z<O03m7ns$aGqt|7j#Dtsj1{v<VK2<5N!3PK{B`Qk3BlgRWU71xojAaN^QvYXS*@x@ z&&8|dMK(CYJ9<czz_8g^9p48jF|oS&KE@g_rQjU_U*@mLZS2FmD-yo&lR|7Qg_STm z8cd6#bBO!VxnR(eUmOPmh*=rW)i@o%&UiD4{mdHwv|vXSQ&~WKo{`b2j@1;S%wbEY zH4%~|XCWZ@yophj#Fum;6nm%83qIqEZ)eZq`oHcu1nhl`S>(@O_!5wzGC?x8-|KF= zKx!dPHNQ=?tMzHBeYxtml~*o^hFxg!PaAz<JPZG{@fFO|yspMqS<s2l6d!rGt_2J2 zycx-bUT(u~419i~o*%T>p%&i5Mgt?(J&cLWbrJuJu$lihqYKOxmRj?iDgVQFz*qwx z&xBpA7keQqizN&+kk*`4VM!=EURwgE60>8M%|?9M;50Qt++i{(pWE=Vt||906l}{f z)%G=&^KbCMb<N9|*L%B|GUw7Q#){9x7-a}ghR`JV|B#K3j+hE>rm>|J!W?Guz~qGD zQeX(>J7gJ48+w{GB~xs*r_pkM<!Sy?Pz8y1V0C@4iWXz#sX7FY?;T*|oVTCoQkKcB zR&jlfx}-lelHs<YMUut!wu9(+^R6bI(Mhj*;^!wJJC6h>q25-3@~Yh+;NqbpQKURi zLlcG>ijb9=>5TE$stshM%iwNcHZ?8-ptg2rC1x^M6=PzM1nd}U?r1@mJ4U=x`|<^j z5W9bFs>(B=>NG*MvZ0&gaB?RE#5;CEKyfv6Gq<=JpK6R~6gCLa{put1$cQzy7RjP& zn~Ewf2~!bXg3bpQpYh<v1{Xn#v$~T%f;8TC2zh(3Mosyv{Lm89AxSA<)of<TTS!I? z({#jybNL;yK?Zk_3aZb?YOxu1H6yQzzvovI5#dA*BFFrYJP!sZgkS!IqLF*R3{ZWI zEvd_Z5(G#@GP68ywq{e3_v0oC2?s!|x_H4bK1y*k2ca`Q3<e#HAmSO;+U(t{`LEj8 z!589qThIey5GCeol`w3+e8@S5LQcl!AZ!}cz=pmtr?9Z=U3y`1tTlUto|(isd@#g{ zF%IfQG_u50XIB)V*s9uQFeJ%2RddWG@6;GHHnJgYB+JN#cXc+LBqx*aP34CfFoyQ% z9h*_MTyR1x7sBpd#sR?`oA471ZP<IN6sj>Vg1)g3co7>6d0vF_+-x*xRG5hdc>^Hb zXL1kx^kKG)!q&qI$eUR)?I9TBlsxVH0tcaMGn0z<gIEUGP>n0l9MRdxknmGaBtOU9 z#p()**>#3D=m=-{RDkJD*#08XL2NaTj=BjyWj_ehs&Au1Fpw>*O6vl>AJF15JaANY zrb3E=I+gnaR_2s<Z@Xs5izVUgd2_LGD(BC_1CsR#iW8+6KGEUu>b(G4DkFM3%bG-F zvoBZ?I)B?Ap#@|CkC1bYIJwqmU50#8qnRj~)$Bem>xMmJ!5~8PkWcP10=-2p2E7gK zY?vPq$vYGYBSh{Jx*hrq{_vTJXSpi|m>sNU*OlDIBsARSni|_Dmx>*ojja<K+v#_R zX1F=9*j^kmIHwLtAM;rLei6PM4j11Z8nvNx+)6NW+f@^U6AJU9TaoMx8w+FLMQQ2^ zgqUL@Gpre)(8FeW4$rWB{=oD*{4mT%r*~=lF^Y$s4}5qqIRLAOa3Gkfrxz3yAhtD; zLyhSx1hJ7B-Ogh{uZ{SggdaK<69~>L>3+-_e(B|Cmci%*6Y$xT3LAk!GFa%rVC1(< zxZtD9$?&me#1fFEL636%E4(kh3fjtk6}*(<P)9WU!B=siajgqG1XRhLWZW*oH>GNB zTXW%3dN@P{b;~(K1wG;?5_XYir$fndj!`@|-p>XwD7T3ZNzyuIQ3dG-7F7uUK-3!< za<IuF8uK$CLNkq-pW%wQw}h4;sh6y6Tv7Hmo#OB+W-@dXN)hU)nG!{(>f!y}se1fs zGQP{J1T37-t4p=nT5N&&Ji`v}zKVHuQVqb@cNicxywEeD69PXIf<@QK#%(gm2%E{` zlC$uddB>sgnf;C2gA*a#S1&W!CVO89719S>5#nGNxL4E90YEWeF?^L+UW0>^QKG_l z3qKngpU4a%pQ?z3Vf^yRygMAu!24hj1N%#!_kqCpkj>7p!71Ms%j1_t(3SkM=^*e! zYzK+`PN+fPJH0gvVjIDTh8OsX%kX%WjniYhfCb~-6pNiy&}qXx%mw&<{agU`N#+79 zhv8!RlXE$DrE8n<E8A(v!`3>H!I>vP17<0FzhVTTO8%<Xx|^7!1OXQeDPr)E;F*6K zUWq+qjKw3l&8F58_76MTOZZ{jBz<H8B&-eOyEWD+057x@8^ec#yro4viXv>qJcj}w zP~ZF*&?T^%+B-V&gY^?^g1T)IZ3#EEOm8v!5%iJD^-4vFF_%UBmq~Ml{a0j3h*=&+ zg74FIv9hGX5Y=^pie^C@nFp5iMlqRLP@YyoSLMu5QI^@8<m@=s<SCPA0PjmznM~i+ zK^z1T`Pag50+b)N(PTl)uyIRF=#$N330AiVqWSsVBu2vX9vew`Gb{z2HslIuO6;dV zFvY?e1CzOb2|@U-@MqOFeO2~Hpbq@n#2nwQb%uj-m>CXlvFq5N{ioMqshdX06bS%0 zL1-s)n+U5I4145SGPXb50*akQvI-&J*FaBsgNf~cMs{G#UKC?*wffnVf2dWb5@EsB z+O<>OEN(Lv2}f{sg<(Wg$xUi$jY)4FCOQYxs`W#XvA~CLXV$=G-50_H^2q^r5!rD= zz=MbLhN|nlXT%+mci?_qly_#4qcMC4gdyP4X~;d12m=FSw3xeaX5*ev)&z^L+5}vQ zd!Qo<XH8QOE9o&2L9p?Md6-MYakGl&uMj1`+hX8rTThs?Avg;S0JEI1KHEfa_)kF( z9>_yf1{>D2lgW0})-Ag$W(FbuWFg#-HAl{7;T@dKvcibyHQXEKqCA^T+#476z#+J> z#|$!?{)UpvBNr^#v5bH>$yr8pDMe6#X@{Dcf)i(mH3Bwe@Y%I*%CNJj7wF=%6^ROb zTg21E&MinD=O$gF*TInum`0@*EoM7hd#^G$egX`jdIraP?}+PX70(lwT|bg{2)X*m zF$o*oF`k~g@Hn(OMQvjTg`*+irmiw!|IYdc^qVeT#}j=2XJZLvj?DKa1Pm_;kO_j7 zvR(x<87tiEbb@^yKvwp3BB^nFf=#^VJ8E>@`ak>}3xz)H@dLVGnxAw9fuH6Cn`5|K zgbxepN%V4&trlhmC$QY}MiOS;+rBXGs1Y)W5jPZz{q4lZZ8>1fut1<-wdPzAJ_2D^ z4UvGC%NffCDA9rMI_ZN?35>kwprDcbu?jQchx1$TqtKI(cl$p}J;0Clwh>OAg2b%W z`(iNnF=HIq)`JHS>#copc&I%kw-F0QD<GFFGb{qilzTz|5hJqtQ5TVOLTP~UETQ?t z?6<CAKA-XlCR*yy3<x?V_n#QOmCU<n!j9UwS<Eq^MlYj@h}H7WDf82PUF*b{@2Ts+ z4$QOOyahypuP4tI2tmvTge|;QpOy-bv57-YBIH@q@pU?3k)%z?vGNFkh|h~773UHt zYBP!%8Zw)?pn=OjtRI=KjJ`1|TE)^E3Idacp9q<>NmJ&X#l)yePQ1cv*|>?k7UF^G z%Sv?p3Y$+g3OS`Fs~RDrkgVOi;a00%krE#f8r5b7nt$3vu8hawpN{z}{%JGqGVjL5 z0EEuQvdH1U7l-E?Z&rku6<Vj7%B&9~2NZGuLGvB$(&YFQ>~Y~!YFuJtrs0R%7&J57 zf~RX%GrIx|I}`rh=4r0ytRu5KHl(Wgj*NeIEP1eN4Y4eJO5O%OtLl)iV5bZo53w!< z=z*Cq60X{WbjZ=#vub9h6>qih(U{#~vhq`!P9@i2BWGA&D3I)Dgp_mfAo0U>SsvDI zoF9h<*%dFUutPBEpc6IP@n39cD32*A05u~f39_Tv8RLa(Hf*a-wHmg0nlWrXq&03K z9Mti49g9ySzhi_cqAtb3tO2P*ZzY1n{J?(^jRd!$B6yk;1?yGpyMr!PK1aiUAuKhf zJh`RR+F8Ptl%@$&OS6lUrZ+d2+F|47I$7}Y5q?b;PgftfPTz$Z41J}F3NR#;E(QC9 zw&|^i{KmJ<C}E43{yTzka-uc6BuJ~)cs>aT&<oD3bZsPn2~h)=__2D5@2N4gz}5nr zz0a=dd9x*F!CX+~)pV$xkAs@Vzj_S4I_xo2WmaIkNY`NGb0-~&#_X&Xn1^H0SY&w> z^PEsV(rcyude<wlpu*SrCxS4Wh>oh`>)c5TE*A`O*qKpvbp-<-(GjCzVKMVMVn#On zus!Z78`#uFT4L1j3qT<M7AS|9b2~5{E}D(d+R_!3cnO{8>$30vUmYr>3I#?5YjinK zw0d1IrV_YD8tU9?K9Go2KK^7`#9K)Y>@dL<AFJC{Q_$C0Rjg5w%<e_-+$pVR?Sx;C z2dNFBqNk8xZ=*!HE*2`XdDq%MH*1snrF7mIn|Xl=e$Wfdp2=Mgug)383f9r9M=IqL za5e%jP>2!^Dp^4qNy5#-S?6myLS3ur^=ynHWrYM-FJn;2KwxU?y7U5#K@JVp#x7!M zd1@o8z_b{d-bIrS#>P!Pc7jg2TP3%eVmxmr3*kTG%h^3h>&cDSWV1<L+8El0@kAFw z%YD1d3Azx740@M$mZh=_7u~gpC3gmxkIZ{X*C99m!YtxdUQ3L<(x>HTbRw}+ES+Sn zJ=f<Tth14o!c^1Kx81r#8d+!UX$WJ7wS{*T&kDW4Aus3+<sMv^XzEW>zu4dI9Wl2w zD57%_8?LSI6|;j6sSTp?`ItHsTO|mW6nSGCxsWriEyA-ZVsqa{I!w`0kvoLCJ9n6O z*Rd;y5$Z1M#H=#bH2+nk0fEAgLi1{j6>&`gfdG^_xP6lxUcn58hzqg_xywkz#Xn4o z24-O!@k+5wnswFe><ZPBuhXH`T+jd)Yl8-aCOT!#h9+1C)Gk|u73d{-rQ9ICE4M07 zh$5MRC<cg0SdfWgxSR_X11^%X;g;OOQ-fj+9H*$zhrCHKIYp{C0|^VNXH`j?)A_$6 z3MHx6*8)PG<fJIlgjB4a12WH*LH)<Fa;d~Llp0BX;jU_O#q>-Ol_;K1E%9N%$$gi) zvcgbM-p^Q15sZEW+olL(@CxW($Pe00f#56pn}>t<Hy}mqxWH@V?6@Si76%y!tSWE> zuyr!34z+@N7Sg@b+8`zbCPnz-_F@Afm2C~{r1qxL#P+5M<#ctv4txUD>La(Sd;+dR z`2?(A`2;>8^+Z48NtrR(*7yYeLo?kLJdqh1!4rPB2bm{ik`jRXqX_2?Tg!LuqZ4ln zjfOI@E&&>ieu7KdPts0Sqx?aDXrfP44RrJge=H>L@Wl@!q8MIiL=+*hpX`If?4nO( zK0xq9W>^JJ_`{0n2*WCK&gm6%>I@DRoA|J#NDl&F7$$sSj$tO-!`KYO6a2ymIP%~N z>dG$ytE2ApG-X2wd$cKXf*J{XGh%_0pw*}6`*7^$8%Zm0P%5X$qj%f}^B4|rLRfqc z^AB+1vCts|Q`rX}1(AtA3bpRy9m$LZ1S)zgy|ak_jVNR-qfeRgJUH(j?E;;5M}0l; z<$oFCJg)p6$ao8dmC;l6$c%w6H^+e)7iaE4bpdi$iZ9YR%=-9n^gZ+8YZ-IP{6{XR zhpE~q8{Z0D3l7D4Mh9|wY0J4p2Emjv0(?@+sIDa_z8$&(H2$SIB}i;NrRGxW<jyjG zY8!Ilv_1zLrW`a9sA*r0Ou}a9Aajq8038{Y;M+&~MuXww&_+hkMyb$7MLrE%S6tUe z`)&eV=f=tY(rs`Y##Djfx8lIftI-gAfkekiD+O>lSEwZD=!B%RqzVm!UR0}u1f5hv zf?lm65_D1($xuLLB%P>M9SJy8NCIB1N`j0Le2RbzGr52ZgCO9-*Q{@}A?vrPAX+|U z1SkW{Gab{Wb{1!rnz0C+SZeKP>V&D-^&ei2ECc>E5Se&KR8-7e7A!%gkFd@|#0>*g zaASH`a3g$CaAP`9aKkJV+(_3bxS?zcZirIBt&-(1l`My;WI0SF%V8>64pYgJLQeSz z4pYf;m`awzRI(hVk|m{)<X_pKl4XNRmJKRdHmGFTpps>SN|p^OSvII-*`Si;aFr~F zt7JJ`CClL|Sq@jpl70_ZuCc>avK+3G<#3fOhpS{sQ@i{tN2p{uLM6))Dp`(D$+EH< zl0*d~RI(hQlH~}MEJvthIZ`Fdkt$h^RLOFrN|qy4vaGB{C9)i;lI2L1EJvzjIZ`Fd zQ7T!EQps|ZN|vKkvK*z7B`xpd-e;6bmZMa%9Ho-wD3vTnt7JJ^CCkw&S&ml8a<od8 zqgApTt&-(vl`KcAWI0+T%P}fhj#0^Sj7pYcRI(hSlI0kcEXSy1IYuSRF)CS(fh^f9 zgttEeQOcRo4>@y8rMzxLQx-mVOr?D8m`eHFF_rSUV=Coy$5hJaj;WN-9aAZvJEl@T zw@Q}Ll!b>KO<DNdDp^KT7CyF0meG`jkFAnrG-csqt7I8XS$Npdl!ec&vdd`7!pBzG zWi(~sW2@{knzHb*RdyLoS@_s0yNsqRJnU%7!sk}mWi(~sW2@{knzHb*RdyLoS@_s0 zyNsqRJnU%7!sk}mWi(~sW2@{knzHb*RdyLoS@_s0yNsqRd~B6nMpG6Zb~I(-bF1t! znzHb*RdyLoS@_s0yNsqRd~B6nMpG6Zb~I(-bF1t!nzHb*RdyLoS@_s0yNsqRd~B6n zMpG6(w#qJ}DGLufnzHb@RdyLoS@_s0yNsqRd~B6nMpG6(w#qJ}DGLufnzHb@RdyLo zS@_s0yNsqRd~B6nMpG6(w#qJ}DGMJPcDV(2aH4U1$H3Gf3o$Qn*@Q(Jmr@XNW@w0< z8OAPWhJMJIVd`>bXos8`hAwA@ZpfKo=5l6@1S#<#My9-joLM75$~wrAH4>zpgB)2S zLCQGDku?&ee1jO7(hYKEjRYy#AV=0nkWvkDWQ_zV(I7|GNRZMDa%7DJDajy4rW}Ku zStCKpFvyWL5~Tcs99bhl$}Y%}H4>!Uf*6@n3vy<S1Szo~N7hJ?(h729jRYyFAV=0n zkWvbAWQ_zVp&&-4e1e==BSFe0$dNS?q+Eg=StCKpB*>995~MtW7@5)ta%PPLDTyFQ z)<}?22y$eN1Sx?aN7hJ?(g$*6jRYxqAV#L#ft*<*LCPG+ku?&eyn!59BSFd<$dNS? zq?~~mnNkLFW{m_XVIW7=NRZM6a%7DJDOn&#)<}?21#)CakUcEr|F|ij72LqKciRGo z>U?a<7iid_AsTk*h=v_nqG5-gXxO1C8g}T4h8^0XVTVvP>^iAZ4ncuVSp*HcPO6ki z(4gz2O4$Srx=yN;QP804q)J%@1v=#wH0(O5Qf@(mu9GU|7c}TPsZx$XgRYY*<ry^S zI;m2wL4i)$1`WGTs+4iipzEYcSqBZePO6l7(4gz2O4$bmI^`cU>^iAZ4nl*jlPcvQ zH0V01QZ7P+u9GU|BQ)qbsZvftflgTo4ZBXNl$p?=>!eEA2@SeVs+6J7ppTw=`D#6u z>Oudgp3{k!5*CVH(OnG<yH31xTSJ4c6EEG@(4gzYOE)$&=sKgNI~xjgN@8f(byB5k z8ya+-RO#Y|23;pry1Jo3*GZKwZ)nhUQl-R(0-f$}XxMd9r5hX?be&Y`4u=L^Csn$| zp+VP4mF{s^^s3*Hp@L^9RX8+Vab_^2%2)Hs`B8@vK=LZM*M*Q26Gs7zP#xb$A8bjn zdOBgNh@t`~(~0~FoK<5{FNhhAUF+<L9g#Y_Vh2V2Q`K4Js0Y9d1~1s^YIA9k*ny~{ z3w979UFe)xYHz2bMr>hLMz=b61c8Y}5F{qTL)17BX<?X(+v=fABh)q!X@nXFA_ZXw z0!3mW&rqE|Odvc1rVO3|lSF^^6_iLGX*iCbUTU9R>}YCfLg_84D`bBX3_pKF|9xCr zEB!E7xxLg;Zfl-c96~OCn0c_Jv9rBtR&iQ;+oYyuFik2oc1~|E6$fIPfHtR}p>%uf zA&9s7AzS__{3en|^;07v{VPpu%6)Dq|J<+<Iq!-*Gb-<yRZLyLROP#1tv?Jl3S~vB z>p@{q)GN*gK8$FTFSj6B{3#)NZb7mrx+_Q)<%6b4J~6i-Sri=6kp#TDAQ|&xJ`gdA zhvC(1m0uYb%wB+nArf%mTTzq@{R)&T%b`#f4du!}iIpn@OJKh%r(Btk86C#Hn~>Sv z{grZKIikSEYDB?}#fX9%YY_!EOj5y(X+^;eWm9lN=@i^5S-QKwLRq@Izfx|MEZyB- zDYi<M?(VM?TO~_(_g9LolBK)*E5vqpf2G_iyL5MdrPwOFba#KH*ebhpcYmeWD!X)d zf2G(eyL5Mdh1l-yuasM5m+tPb6kBDN?(VM?TV<E-?ynSEWtZ;muMpea{gra7?9$!+ zm13*x(%t=)Vyo=Z-TjqftL)O<{gq;??9$!+6=J))zfx|MUAnu!Qf!r7y1TzpY?WQQ zyT4Lwm0h~Kzd~$x_gBiTvP*aOSBkB&OLzBIimkFsclTF{t+GpZ_g9LovP*aOSBUNI z{z|!3cIoc^O0iXT>F)kYu~l~I?*2-#Rd(s_{tB_(-CrrU$}ZjAUn#cAF5TT<DYnWk z-Q8a)w#qKu-Crp->=MU+!`$9YVPrMr%+M)0bId(>-H4_veD0V^`P?!0;B&`R%IA)` z2cJ8pQa*RgJ^0))mGZe`?!o6)$ugR<@UWvP3!hsh%V^5N$5zQQnzHb*RkDnxEPQO0 zETbt44?CK&@VQlX8BJOE*ebh>rYwAHm0d<t7CyGhE~6<6A6sRY(UgUU9ZgyI+$y__ zrYwAHm0d<t7CyGhE~6<6A6sRY(UgUU9ZgyI+$y__rYwAHm0d<t7CyGhE~6<6A6sRY z(UgUct+LB#%EH5rrYwAJm0d<t7CyGhE~6<6A6sRY(UgUct+LB#%EH5rrYwAJm0d<t z7CyGhE~6<6A6sRY(UgUct+LB#%EHH1*=00k;bBKp7CyJiE~6<6A6sRY(UgUct+LB# z%EHH1*=00k;bBKp7CyJiE~6<6A6sRY(UgUct+LB#%EHH1*=00k;bX%tQGzU-vPhQ| zgO-SSfy*W=(zuj@kTXL=<jgR3IWzP_&J0tRGebM%%rJC0Gjv1F3<1iSH4=2?%4BNf z%9RP3H4=2?%7n-o3A%D+LS&5uUAZzLvPOcgT$v2nl`9i6Yi!V!D-$AXY|xb}6C!JD z(3L9_B5Q2Wl`9h>Yi!V!E0ZC+a%DnhjSaeTWkO_)4Z3n=LS&5%x^iVgWQ`5Fa%D1P zN-c=}GyQg(oLM75`sFq`vPOdRyKQo0jRfge+vLa^3DR%2iIH8oGMTttxiTTMMuM(f znGjhcL07I!h^&#ID_15&)=1EmE0ZC+a%DnhjSaeTWkO_)4Z3n=LS&5%x^iVgWQ`5F za%DnfjSaeTWin(}u1v_Ru|Zd^Oo*(pL07I!h^(<eSFTKmtg%5?u1tpP%9RP3H8$wV zl?jnGHt5Qg36V86=*pD|ku^5x%9RO`VT0^Zd%vU@ltaM{Y}^lKI?_71xrA#{_P6ON zU!Y-!hG^Jf<r;QqiH04Pu3?9!XxL%x8g^)lh8;rHu<NAi%9Tl#z?CZ#v+Jbl%9V-H zby9WZ%Eah8sk(AyVsxEUUAZzTx+_;EX4l!OD_15)*V(EoS0+Z+*{Um7CPvrUsw-C} zM%US@D_15(cjd~&>^fU@<;uk9I$L$+%Eah8TXp5i#OOL(b>+&W=#+m@_;<=cXxMd9 zr7VO7T_;t_L}<`;Ql)H!23;pr%19{CUAZ!;61Z|@Vs@QWUAZzbx=yODT$vbMCskLj zOpLCRDrG4YQgv0zq@8h9%EatCsk$m<VsxEUU6nF1x=yODN|_j4CskLaOp5NRl!@7O z9@teW6Qk=qu&YugM%Q^@SEWphuJgdIN|_j4XREGCnH1esDHF5nY}HjM6Qk>F)m14I zqw8$dRVfpr>ul9kDFeE=O4+tHY0=(Pn%Lenp=|RLO%s|*t(_f7wt_006&nCrq_vRb ziJ|HzhN+)Ghf=*7WWJ-NaaOSzX`IpwRAigfG^;eRIIRs8#ynP(O2P=$SQITOwp2Sp zQf#Sqgsx&sHAC29ODJT<Ajk`|)dgaP1BKb@0<j}f=l9q_K~XcND|}frqa5`Bn8D!n zlkb5Yh&sB^Rga7t1iq}Az(n|(XjCU_?wp-@LGXQ$m<ZpA8V4d((G1QApAnH}^=G6J zY8!|&LX88Fg0KUDvTD!>zAziZfLW49K(vFxYzzXW%u$#P9JLi@!-L^+X&C3~YH29U z#y$k`RzGCRV1?gA@~D0ah1u9wF@@Q<=R$?qxM%VUv+Z7-RV;QDW;6fRF}tOu)QM7f z&24Q{n_4GRd|;~J^<~JEi|WJBLFOK(q{mjw<JAS)I5cyufI+J+$i|`3B9HqtgmPTh zs|&AjU<ltiu<Al<o0{)LCBw<3Vn=6V>%_+PiN%SClNvjl+FG6L@CBO)_^@UhE@2yy zE{Qv22%>xmx{wWhm3$LvOoO1a)tVzgCk>LIS8I|4-IVqd^c|Wd=|r`LNyGt7lYm!i z+{UKo(c*n^E=&yqEDVBx3tzLod1G$zzFZ3Blm{3JU%bz-NQ?K0nY#>Kf^2TWi=l_Y zj;#|BVZ$yJ+{nBrxQEXz4bt$#>=ft-J`~(gHwAZ>R~L<;N}A>_yjYs%F1(yuB~5b| zUXG1~i+lvlU3fXRN|xp>yc}C4OLG@qjBW11%ehsSY3{<yu~n97?!wElRd#9a!ppH$ zc4_Xy%du5<Y3{;{vCUn0Ik(C#&0Tmow#qKeU3fXR$}Y`acsaJpF3nwdF}Ar2FXvX- zrMU|)$5z>;xeG7HR@tSw3opl3*`>J)FUMBdrMU|)#x{51<=iT}G<V_U*ebiMELtTI z$4Hf3n!E7weyi-#+=Uloo4fFGZk1h{yYO;sm0g;<@N#UGU7EY_a%`1dn!E6FY?WP_ zyYOOca~EFDt+GpV7haC7vP*LpUXHD@OLG@qj;*pwa~EEWZSKO$xm9*)?!wElRd#9a z!ppH$c4_Xy%du5<Y3{<yv0;~6a@^j{dE_<Z%+M)0bId(>-H0YFeD0V^`P?!0;B&`R z%IA)`2cJ8pQa*RgJ^0))mGZe`?!o6)$ugR<@UWvP3!hsh%V^5N$5zQQnzHb*RkDnx zEPQO0ETbt44?CK&@VQlX8BJOE*ebh>rYwAHm0d<t7CyGhE~6<6A6sRY(UgUU9ZgyI z+$y__rYwAHm0d<t7CyGhE~6<6A6sRY(UgUU9ZgyI+$y__rYwAHm0d<t7CyGhE~6<6 zA6sRY(UgUct+LB#%EH5rrYwAJm0d<t7CyGhE~6<6A6sRY(UgUct+LB#%EH5rrYwAJ zm0d<t7CyGhE~6<6A6sRY(UgUct+LB#%EHH1*=00k;bBKp7CyJiE~6<6A6sRY(UgUc zt+LB#%EHH1*=00k;bBKp7CyJiE~6<6A6sRY(UgUct+LB#%EHH1*=00k;bX%tx8PD1 z=`wrJ5-~4u*@Q(Jmr@XNW@w0<8OAPWhJMJIVd`>bXos8`hAwA@ZpfJ-KsmEUf~I_* zRE<peJ~6XKf~I_*7+E7hQ@&4(tdXE8-zP@aNYIq;lOj{PL981M8XGj_`^4SQ*q|xj zCq~xTpef%cM%LJ%Dc>hX*4Usa-zP;j<@?0U8XGj_`^3l^8>IY#SVf0xY|xbN6ZctT zgQk3+6q!;B;tw?C`^3l^37YbKVq}d3P5C}CvPOcYe4iLuBSBNXPl{~H_lcP`UUZ~J zf~I_*xEmS?QZ7NPqICK}&aCmGBQ+8<<@=<gVaoT3nKcqL<@?0Qnt9Na?-L_yBxuU_ ziIFuDH0Arm$eMZ3l<$)woAP~PW{nM+@_k}tjSZUeePU#d4Vv<OVq}dCn(}>8WK+IR z%&f6NQ@&4(tg%5;zE6y-u|ZS5PmHXwK~ug@j0_uOkCj)K?_;68f_%W<TFy=R0u4Jf zM8gg%*RVrNH0-c+4LdYN!wzfLutQrk?67zZyH2X6e4ktiO!+<qyH2X6e4hecCsk9v zPl2wJswv;6K-Wptl<$+HQ(i%#Gn84-u<NASptDs|zEAO~I$Jg6`xNLpTQ%kT6zDoz zHRb!{=%#$1f?X$7Q@&4uuCrCjIw&-f@(vnyom7YGY}J(SlaCDL9~6Bz<@*%qI;ooS zeF}7)R89Fl1-eeErhK0QT_;sjzE6&B%J(VQbsm`V5(=F$<@*$!(MgrE6PnKGq-x6d zDf+IHswv+mM>pmB6zn>wQm#TVkfwZ}qBA<Fn(}=Lbe&X9`91}@PO7GSpB&wk?^Cer zq-x6dDbRJ%k}2P(K-bx-Dc`3+*UhV@e4hec7cH6ceR6bDzE8ofvsF{RPl2wpRa3rC zfv&SvQ@&4uuCrBBzR#e`%lFyNXv+5qp2(E%6FiYA-zRt?Q@+nUAuHc!SnDd^R}X?M z$yE=6E6G&{ge}Q6mPL@3@2eBU49Bi@g4hwM^Ly-|?8J73FP>-1_tgPl2BT01fE|cB zzQI+k<GWB@b8aX~d`>bYF$cP;b@d<!OoXq!*CH_y9-_v9NY%ZoaUjwNwGBiXp~ito zLD+%lXXMG1?_(J-OY#VacKWjjlrkS_IBF^1XC4d})x$Vf*VG#pc__bpU*sW@NA;^l z#Gabil>6LJ{<-|}ef%?_@_n<t@_qO>u6$pR?DEDzdV^o_ZHSHC!t9v}aftU(^e)H_ zG!)<qlM&E!kAuuT?rIAL;j1geacJ(&LlCXHA{>Y2Y6}L@5NBd*EKK&t8H+Y<oUpdw zz^W^~p_Uz9EvhXT<wM_4TQJV%f03<~*Y71X?ovO&=#-$a>N2^`oYaIREgw0G5t zC_yKML?OQ@dbMIo&|Rs*C^{5X(uv$sg;8)Qt^~YVfl)XR;DS<xF)mDl0xS%IfD2!P zQiXV9pj2TFh4SYpRR~I~R3TU-<zvuOoSzahcliwovb*&!gm$G0rQ9%c>%l}l!K|a; zhHp@C!{`*;2(uL2P&Ng3*AyWd6O}C8t$(3(+^v5pw@Q}o*1r^6B};efUy7}grMvYn z#a7AE-TD_|yIcQKZcNv59dx(;rPwOFbhrMc*ebhpxBjKrD!X*I{-xL|yL7kyh1l-a zzm!{Lm+scT6kBDN?$*B)TV<E-*1r^6WtZ;OzYyEq`j>L6?9$!(mtw2z(%t%(Vyo=Z z-TIeetL)O<`j=v>?9$!(7h=0x|59$1UAkNUQf!r7R#w20h{F{sl=eg=OFFDCpQYTb ze_>DDt$!)E$}Zile<`-gF5RtvDYnWk-K~Eqwn~=n*1r^6WtZ;OzYyEq`j>L6?9$!( zmtw2z(%t%(Vyos$ck5q@t+GpZ>tBfNZv9KSRd(ra{Y$Y`cIj^YOR-gU>2Cc?u~l~I zZv9KKVV7)T!K)E~tcIK!Iwfb0xd*Qs(UgVH9aAZvJLVpI?wCsX+%fmybH`N5=Z?7t zpF5^fK6lJL_}nU4MpG6Zb~I(-bE{+-O<DNZDp^KT7CyF0meG`jkFAnrG-csoM^hF) zx5_S~DGMK4WtY*Eg^#VW%V^5N$5z>8G-csqtL!qGvhc8@DGQ%lWtY*Eg^#VW%V^5N z$5z>8G-csqtL!qGvhc8@DGQ%lWtY*Eg^#VW%V^5N$5z>8G-csqtL!qGvhcB0b{S1s zc-YaDh0m?B%V^5N$5z>8G-csqtL)MhDhvn6KDNp(qbUmyJDRfaxm9)<O<DNZD!YuP zEPQO0T}D$DKDNp(qbUm?TV<Egl!b>KO<DNdD!YuPEPQO0T}D$DKDNp(qbUm?TV<Eg zl!b>KO<DNdD!YuPEPQO0T}D$DKDNp(qbUm?TV<Egl!cECyF~H9u>VdM6oi(Dd4bC& zEYi4?f{-&qL*&dbb~!WjL(U9Smoq~<<jgR1IWu%a&I|#{nKcr0g$iYA<O&rEnKcr0 zg$jkp8VOR)K|FNBG!k@$3Wa^vNYE83lp(u9g+gYH4Z1>wLS&5%x<Z9QWQ_z}p+X_D z#s*!XLLsuo23?^-8L}%>C}h^ypes};MAq0K<rl;@=n54IyP=UF6$_AeLnA>-Er^j_ zp+eaQQer`ltg%5#E69;G5~QSp99bhlN-4;ZH4=1%3S~l}e1f<eu27*6StG%b8VOP^ zLEdML1SyjsN7hKt6)Kbsohwu*WY$Q~6)F@WYb59j6$+6x5_E+Mg~%ESx<Z9QWQ`5F zLWMG9SEx|Ptns3*P@xc6V}q_xp%7VPgRW4a5Lsh`u27*2*%c}jGHYzm6)F@WYi!UJ zDik7XY|s@d6e4SE&=o2aBEtsR<7Rn<3K{5}LWNRp$`_!FikKZ5qG5-XYuKSB8g^K^ zh8>!sVTZMA*r6>Nc38ZI9U7xxcZCY2Qgww2#q2t%x<Z9wbe&Wy7fu6*NPSzPe1c{m zby6Lsld3CJC><GBs8GzVvsKD1C`QH=Din7{C)Ea>t-3;m;?C%#>IxN#(RH@!3KdGx zU7<oTyH2XEP@x!ICsoQiC{)Z9Din7{CskLdP>imVD&-#(pXv$~N;^Y22o1V!UZp&Q z23;pr%0+0<byB5#ga%zFRadA`DkjQGC_3W`6^hYyQl;F4rZYOJ((Mclx=yNeKSP7A zld3CJC>{4vI;pxsg<^D_R4HGf7#UZnP}~`vR9&G$F}hBwu27*A-4!Ynv+Jbl3Kfdc zby9VO3dQI;TXlsB#ppU)b%hGW=sH_<g$kwUu27+vT{o|~LWN><ovpe;g<^D_t-3;m zVsxFYx<Z9O7Z)l-RWz{IS+%crgrpKz?Fe0!xN3&5mAFvljzN%D?W+sK3<s+A)dgZl zq|WcLgMx~8Ojl%8`)UR-gTd=3-vc`kb$mltu{!P>WL5iWM-Z3@UvjTfwXfz*)Ho2S za(7)-`*eLsBh)q!X#|O{$QjENgdGUf+{0(^Rr?qQOc^`^rhZiIV-P5RjH-R$sI6)r z9@JOuV;>4t?PDJzdE{2@<DUvw?c<&cRqf-R303Vo!K>Pbf8(n51<5Xn8l>k}?F+MK zYOf*qMLD@3JHjHAwhNOH-ExnE%suX^_66aqi=}aB?gBs%t-3fGhvusG1<??6VV@{W z_Qx437;c;pXmeoIMbA*y4X+ke?ThlEZ>ZWAXY;?vRqcyDhOixF_M&W1G|4wnno<G> zHVK@o+86CzwIWK;Ng+|wE{a~Qm=bhXwJ(YeMU`|Sw`yM$9EvLeuU25x&;z)jYF~^C z)1UwggCO9-*Pv=2-WaIbmqS4^`SN9YEY*Ylq4IrTiIwjIOJF~&z0}x@xo$#RY0{)3 zx{QNDLgp?9B0+X{;f2tye4msX_HJF7s3(|y6x?tU3T{}Rf*bLcf*V?=;O?3$L}Q|o zrMn9+l#aU#FXdLr(%prZVyk57?!rs4RkCz<;icFrS-QLMLTq;zUdoMmTdsrdF1!?5 zWtZ+QycAnym+mgS6kBDN?k>C(TV<E-F1!%i-G!HOtL)O<g_mNh?9$zZmtw2z(%prZ zVyo=Z-GvuoySwmGZk1iSyYNzMm0h~K@KS7*UAnvQQf!r7y1VdFY?WQQyYND6cNbpD zt+GpZ7ha03vdhX+SQ2r#@_o{tsATEN_err;vUGRhh1j$=ET1pkU3e+B$}Zhqcqz8Z zF5O*tDYi<M?k>C(TO~_(7hZ_%?!rsCRd(s_!b`DLcIocIOR-h+rMn9+#a7Li?k>C# z+uenia;xmp-G!H8tL)O<g_mNh?9$zZmtw2z(%prZV#6-k#DaHo-rm&<Lwn57DLHb? zJ$T5`l!eb7Qz@T2<{o_Rm`eHFG56qe$5hJaj=2Y)JEl@Tcg#Kb+$vc{Qx+a}G-cs) zt7I8XS@_s0Sw>S9KDJ7h(UgUct&(LlW#M5*Qx-nA$}XcR3m;o$mq=NZ2JzvbkFK)J zXwt&RR#|2=Y2jn5EHj$4@UWvv3!htMnbD+$kFB!IXwt&RR#|2=Y2jn5EHj$4@UWvv z3!htMnbD+$kFB!IXwt&RR@r4VY2jn5>@u3P@Uc~P8BJPv*wLhg&#kh{Xwt&RR@r4V zY2jn5?9vtR6UMR8q=nxTl`Nx43lBS*wD7rAvK*zd%V^TV?}^GTqe%-NTV<Egq=k>I zl4Ue$;bBLU7CyI1meHhzkFB!HXwt&RR@r4VY2jn5=F4c(!o!XxEqrd(d>Ktz_}D7D zj3zC7Y?WO`lNLU<$}Xcx3m+SHiK2XA|D7(h2Q3lv0+&r$q;V+;A!mk$$eCg6a%Sj< zoEfGrXNGpjnPKR1X6S~T83L3uYb59j_{r4B74Q=>Yb59j_z96U5~Qqyc<5XKKVdgC z5~R!a@@{A(=nDAB`rM$gL07;}h^(<eSHMq*tdXEA;3q`ZNYEAV6C!IQ=nDABkX->k zA+yE?T>(EKvc?7}zaUnASHMr$4UGg{0Y4$KMuL=D5PzU6;3w;bE8r(&*4Usc;3q`Z zNYEAV6C!IQ=nD7=ku?%@1^i^lu7IDAS!08gO%N-RE8r*WhDL&P{z2XijRYx?AV=0n z&=v5LjRs{A#NBWO{DjCF3AzG)LS&5uT>(EKvPOcgfS(XqBSBZdPloIY_z9UcHs}iY z36VAPpex`fMAq1#E8r(Y*4Usc;3q?N1^k4}8XI&4{DjCF8*~Nygvc5jbOro`$Qm1T z1^k4_utD~imtS-Y%Aw!}HY$2B9r4QjQNBRK4h_+;!^$=6&=L(hEM3D6P0_H!+BNLZ z77aUus$thj)fMoQDuFBDCuY}4)fMm)qwAzvxqBKoM(W#=E8r*Yj83YqfS(v$CskL# zPl`^N1%-;a0)Aq2ovl)SLDLzXt-1n!;=b#o>I(RY(REUF1^lGwu7IDIU1zJVfS(v$ zCsoQiD3rhz@Dq1NCskL#PmHdUD&-#(pXv(uNju{T_=(wdw(1J_iP3dZbp`yy=sKyo z0)Aq2om5=`KPkE^;3sC+*(zlw6e{Kl_=!8Cld3D=Cq~yv)fMm)qwA#V3iwIUT>(Ea zyH2Wf;z1!*SHMr)8J$!qXQAngPO6l*(4gz2>I(QtM~1Q&iq5zKeqwZ;R9yi-F}hBw zu7IByT_;snz)y^>ld3D=Cq;J!{KV`!TXhBe#OS(c$rbPuqw8$d74Q?I>ui+@_-$yi z5HlK^r<YJJVtQ+5v1tDVmewmo+osD5HI@JH6?Inrs~sV!=2bgFS2eGiA#61-RLWxz z<dy&G0x`pZ%71l%*b%Aod+eZ~Y97-SzV04sfz6#$4}cjARQ{{E2X-Lp=t5V)JFW|| z%73*Z2uviWTHVkgC_-cGdSIpUU(KDUaUfD9^SUbk>H3gHsBIw92ohhBGnOd`I}rVh zQu3Am@SPzB%r!g$Vg^+HV-P6ujLLuDsIBrJ9@JO<V;>4t{$n2^dE{39<DUvw{^Ont zRsQ3i$*=r(NO4xG@}K#)VCBC)3>krEUycm=Rt&wmW*LWO4&O6q)iugEG*di}L8Dz4 zj_jA3L)gNN6T%@5th)Btrsmax;&}o-^li9=&Ho}(JWuc#L@ep7DPt#qt5yjKx+!BP zK(AI23A!m`CqReFG)UO|frfZC5j+JIl7LsM(#8fnTE;HU1)na!!XOB^@HOk3H|CbH z%cW3Cb%3Gp)$0sPU^A$ydYzcL%Yr4y<|?=t+ElNTb7PHaeTk?iNIWRGu|idFcX@YF zPY^RGu%T=U?k;C7>WNC0<|?>YI_4_4oLePJa}`{Ut&*j=3NFW1$<kZ}mt(7BX|95c zvCUO*IX67BTnEina5=WhE=~11Ikw6!%|&oIw#qKeMQ}N`$}Y`Ca51*I2rlPV*`>J% zF2`2crMU<$$5z>;xd<-DR@tSw2rkAp7s2J+D!Vin!R6R0yEGTU<=85_G#A0;*ebg; z7s2J&D!Vin!Nu6-BDkDeWtZk6xExz$mzA}sB;qjD>*PIA$<kZ|mt(7BX)c0`vCTzr zIk!rd<|4QpTO~_c-pS{Aa}iwL6O}B@MQ}N`N|xp#xER}91ebHGWN9vf%du6mG#A0; z*sA%`Tm+Y6tL95{5nPOIE`rOsRr95}2rkD~&6nmPxExz$m*yh499w0V<|4Qp8+N%R z$L(DkM^;1544slQ$J~S0jcCfk=Z>kA&mD6QK6gx|eD0Wg@VR3u<#Wf}gU=mPDW5y$ z9(-<<ETbt44?CK&@VQm8jHWDnY?UmdDGMK4CCg~a!pBz0GMcjRu%jsppIc>@(UgUc zt+LB#%EHH1*=00k;bW`pGMcjRu~l{%O<8!@(UgVHt+LB#%EHH1*=00k;bW`pGMcjR zu~l{%O<8!@(UgVHt+LB#%EHH1*=00k;bW`pGMcjRu~l{%O<DNZD!YuPEIjOJ%EISX z*=00k;bW`pGMcjRu~l|yYS)QF-e}6g?}<v5(UgUU9ZgyI+$vc{Qx-n9N|w=-g^#V0 zCH)LLn-1}@RX&z}gk6puO<8z7iKZ-kZj~&fDGMK4CCg~a!pBz0GMcjRu~o8+rYt<{ zXv)IpR?U~ul!cG2nlGa%3m;oGUq(|FKDNp(qbUm?8+N$`=fBf6=Ab2FUf{9`i!?5! zAmq%@5IHl9UCs>skTb*7<;>6yIWr7h&J5j<GedxKW{m_*?K-I%nc8(?W{m_*?K&~C zMuMhxofugoLCQFYg<@*giMyeZps8IaMK-nT#LOBAHfU_n)UFeELt}%ccAXemBSBNU zPK>OPps8IaMK-nT#LOBAn%Z?@WQ`4)+I3=NjSW(EL2QGjcAdBz8VOQrLEH^fyH45- zQ@c*gtg%5;yH1R(u|ZS2PK>OPps8IaM%GBs)UJ~vo7#0^W{nM++I3=NjSW&RL9C*t zcAdBz8VQ=(bz)?V1WoNaDYB_uCuY`2ka7s(aW=K<#NE(H(A2IIBWomRYS)R8H4-$n z>!ir0cAc16BSBNUPK>OvK~uX<jI5alP3<}{vSu}5YS&4TP3<}{vt~VLYS)R8H8yB! z*NKreHfU<siIFunXlmDqkzs>u2G6gz70W33+`!(N?MQX)It4p4M1u}1*RVrNH0-c+ z4LdYN!wzfLutQrk>=3GkT_;sjyG|}uQ@c*Vu9K>%U8g|TN!8S@Q=sdlN*M)(m`v?D zMQ3zUHMQ&H=%#j^f?X$7$}T8I#?-D;bVg^ZrgohIT_;sjyH0_wld7p*Cr3B6>lExd zshZk#3Ur;Vn%Z>=be*kI=0Ty6rgoj8GdihK{z1_hQ@c*y8B@DX!LGAaQ@c)quCrBB zyH0_wld7p*r$E<9)zq$&qnp}w3U-~Xn%Z>=be*kIc0!@Rrgoj8Gdii7+I0$aom5Tj zIyt(jU8i8zN!8S@Q=sdlN@pGvQZ=>f6rIsY)zq$2pzEY+YS+opP3<}byH2W<!BC95 zsa>b&j83YicAWxUCsk9sPJynIs;ONkM>n<W6zn>wn%Z>=be*l5+I0$aU9@Cs*D26- z>s6{<XZ2lPg3ffNt`c<hAlR}}^&q&iQguMsvQlGN1ZfGnIzh~E>{=&?9g#Y}#}3L) zY*!>D=;{D4gHfmhzz#$m-{2~*@m-LVpsNQ#U?MqX({f7C)zOI>2O?Fw&6S|j_92Z> z+d!ldB)%eNEK?A6Ao`il2vwLvSim!2%HSC=_4j9AVM@>$j#^64nFqBc=pqm0m!OM0 zMDoZfK^J=}RDzCwF24jF|4d#9x>EV9^4aBc%IB8P!~dUOo>RVHkHXDAqkpa}UwCf$ z<b9SdpERy~QTgKXCFhne-Dj!tW#zfk$In@LLR)jOvkkTXX3afm?w~0LEZd_;d5byA zcT8wRv9!6D&7Jbj(mi_Yx?&IW&!>gCXU#om?v&&4-==K7Hkv%@`pa<C$t!Tw5qMJ- za^HJ)Ht#LpmLZ*b>v>~$v0XZJDgVK}F5P6WORqo7J~-ux%uC<Ay9NI@)KSmLP-l$a z9RHV4r(~#RBzm6co*kL#@J#yWrdf_UKSQ;{IM`ClH>W>m@iqH5eldNbd+^!J7+$); z(-)Ku-pD<8OZvgN#jU^DZOb>@gWoOhkHh}I*!acr!K*v!jv3fhfBM2^#nrZP)I&03 zXnOnNWsZ7fuF$u1)Nk^h?U7I~&h*NTLqffTrCtY>On<L^Hc`c4nGt^HZTe@iQ`EIH z-|IiSe&)U2v*jm)FD*YFBu#mDxt!h(ILVFD7kS?@-~vl6KNN=DAoF0yt=kvwy0(Xd z-8w@xpZWCZj=D<TAUrbFQ9sKJ!qFcLxwQF%Puu_=nHk=7w!ib>XI5x*Mt4BQG`78O z-dgt-+a2|b%uswd`oinJZ#c<O_scxH=<#unzj^h=j(S4oSs>rC@XCaGN~Tw1F8pBL zG6NIph>R+Z`~0Y9m+#rjeeaMAb-8zToU-y8XF2ME46;?29zCp+`AKH1e0BOJ^F==O zZ@I{c8sEnvzm^#dANfU=x{!VEB9^+CrGCOvm$1}NS?Xsj^>dc`1xx*srGCXyzh<fb zVyXXTso${F|FG1LSn6+B-5A1Z>~5@1zRe=P!BYR5+vmi}zGbQZW2xV<)bCkpkCk#< zH%!gi{!%P;X_mSSOI?<wmNMS^N{Z=LI^OxKNAjrObU5mJnR#In{qyw<M?El4zSCwq z>J6E(dXD~iAPIZc%4kjl{d3um+_Pgd$j{TWixTSodAiXxMgA{?40nxx5<huL#(V!~ z`zbS**)W;z_sWdM1<SwQJn_7FZY~>@L4In<HN$t<_gzQ*Cey29I{&)c`p16gsHbN} z<A;X&nxnR4kguD2(B50z@QR}j&-Chh^Up_)x?E<gUZ4NQQ#)+=j-$@X1YMKX`gx)8 znuU&fMTR=)@(WLU;nq7Hb*0RE&wloVB}Y$v$WiBH-aGE>!UN^oKX=sSa&<D1!l@Z4 zeCtVJ{mf`QdO_iWjXq4q`S}cW?t-1ZTXWa~_uijo#`*DwFTb_ljUPDbmKo}l?;gAQ zxGlDFTK7~&g1c=zwD6NjNuQU`{i4LWS750tvee$0aW)FuV;$G4Ei&V5sXZNaEB4u& zGWKhqO`^UJGoxXt$@i|r_IYKNx=}_(_fBqD;g#}IuFqd(zGzMJ&wGjHWTbGY`6to# z?J{3vmP<1~cF%5~p&DQJv-yttd}gd3xS#$>Y+-QbSudEM@@VE+pZaa)S$`zQWyblS z*XFId?U+tC8htZk^}%k(A9UU^iGN-p^X#%mv@Ce&qf_0p8)m4#TmG(FUfuU(N1dLb z_Sv@m=ZF5W-BDl9y!Vy~H{AC8PKo#Km3j7yCtmt?#$i8p&ko8^2j27bZMQynnxj6P zk>I+UzkJKK^V=MC`OLFt^#A0eVddnDdS|G6uW<R2liokuJ-cIudc^Zb+<MH6q*vQy zzUYii`>p)lfF}3s4w+{+*mkeR(i>+u>Sh^guOHvC=FUf-@2Hz*s88-XVc*p@PI~oy zMxSRKarz?%ZPDnSJv#I3n*VyPaq+K`^}_ZU>WgP@P#$;3h3?tyGSqR4Mvw1&{#-}B zDD%C~tTOwE$NrSeu)oXn>ekI#r~LNJbKJ9IGst)Cx7S-MFSyuIcgau>xnt&Dtv{OM zs1Ib``=4)5|Gs_0Qyle{%zKA5U3=lLewOsPPX@W)PYyeA>cN+~XUAly8@)etNso0e za?~#~dbQ<%56-&v{#Hl*Q|7&Et^L1QcYm0?cjFB5imwkXoN+;tn%E>my>;T5AMNy9 zG8(63zIWO=?|rs^-(>weD?{zE;mGx;K9G#nuQR<GepcI%ma~%g{yjte?d#)S-2cGj zy{Be+_0!$Q9>3x@W%s=YWT*>vIN+EQPf0Xq)l9E09sK3n<JU{x`&8z=zrO$0PoF#} z8Rz#i&+h;JpD#UNv*X-*kIKCFs5y^Z`|dNzdq2rM`@dyAJ?WC&6Zt-vp>B8ZGgl0` z&!sP>?4Lni^u?e@Z@<6Az4!jivqxO>!9N#vCeQvYL%n*b-Iv{^?<MZpS2EPM*V*Rn z!(U0PdzTFL(~m#@;*al7chBCJq3-{WGk*EoAD!o@%Vzrg_iff2e)a*$NcPN7$8Ubx z3ai|b=;WIj<UPupZ~EE|$$Q_+$mq$jUk$l&{lssamO=i<KJPqz&KJoSos^+IT3q)0 z2lq+*)s30=KL6k!7W``Y3GR!o&rtVWs`cm-o=E)jAsOUjZdmGx>vm1N%1<)Xmcm}I z&3eH3=km+x^wg(+nD9p1TFbk1&6}C&_0u=scz5fkK6hPOg$*{QW`fD*pZnh(KNyn) z48P2D>9C8Ad28^2U%HTBoy;KLdF`wjNB?h-d+#Qhp}6JhecpZey&jHwK*k-ta?ziT zUU}1H9rfzWv(MZ&_rI@wnS?;^XL_}0_bb*P@!~hGSI=dhEp2!EML%3V31Sb-Q1_jD zegEA@^mp(5G!xP{w_SR|D@(p`$S-92Ja)OWf4a_Y$!I*Cp_(ve=N~%c!5JA5wdbJM z9rebH6wI?dCpzj!InVC=&RvdrR_2S$vpx2A)Q$}Db<=iS`S2_L=BRBMs(JR*@s8S= zp(2I&!K^19aMbB}?>%)_N8KXxEXASgPJYQzd*@IOy}W3t<$tAB-GAwfjLO-M9qC~A z&cG7&!jGSI)T45!JzhK9z4Slnm$vV?@~a=5=Qcj3Jem1YfB)i`4D6<~`Eld>?xhE3 zsQ%8#QW@&b!~cHv@_WDSo;^A@FfKUin9NYnK#jieSVw&+M`wEUINDLq&FHFm^n;@u zb;Zp0`h&bnrq71D^zH81wezT_Cfay;9`*WPxo2<Ad+%{W9Cc9US(8rL`+7(1pP|}5 z@8hT|<WL{!ca@`#&-jyDZ=rv-a@66OXK%Zz@6w|l_}Ed0WvED%Uwi&<kFnJ9qO?-Y zSn;hRmf!z9_uz4PAKPP?qmIv|j&an6T;V3qzQ{iNQbuj;KyBxcr)C`B4R9B)UY9tr zcQPOAKYK-nYO+!diRiz~d+({v`lh^)dG_9ZXD+<tz+|j`o}rqR>5<7AVb2T|9iH~! zs)=izl@YG#^Qp=9;&r(rd88YSE%K;c&rZ*y_DE#3XXd>|skThw&&M)-re1xz>xb^W zPiCn8vqxsA^z6GoOTPCndE@+UvLf!x$d{g7_WRG=dk@S(?y++cQ=OgjY|lw=x@Sja zzL$`DBzwnGKFsLktD8QuPJ2TVab1(?^D@UAcIJ$wl4xzI%(I7H)#JKfzMrhqzs^uM zz4G+^XKpmp^=j$7UhRB>qh6PJcJU@Bt@GRpNwoHt40XjRTg`4e|1|gPs%%)b8cSWB zrLMtJd$QCuS?XFWb#0cq4oh8^rLM<P*Jr64u+$A%YA=@Bo2B+)seM^$KbG2`r4C@J z8?n@ZEOld+x(Q3&l%;OQQa5L*gIMYoEOkqkx)n>^nx$^TQU|ltZCUCNmO7NB4r8ee zEOj_b9l=sZveZ#5bu>#I!&0|nsoS&E9a!p)EOjTAT41R=v(#N!>R6V#D@*+WOWlp7 z?#@#8V5xhu)V)~h-Yj(=mbx!X-H)Y?W2yVI)B{-Rfh_ePmU=KtJ%ptm%2E$wsfV-F zBUtK@EcGasdNfNthNT|MQh&%&i!AjxmfFZt$FtN4EOjDFEwR)|EOjzVEwj}3GBNPo z$6SBGsxKy);n^AL!7raWb;G|T+1+C@Nro%uz5YgP&uK1xek1ejN8`>Mar9YDj{5Hm zb<{ci_kFA-S;Y*_P<LPR_MK0@Jz2GFlUYq{y7`hH_S!62#Wb<sJB6iAWvR_9wS}d& zveY(~I*p|s&r;i2Y6na0WU13x>I{}TlcmmLsk2$?2`u$Qmii->dJ;=LnWdh>Qcq>6 zr?J%2S?U=q^~WsrOqO~UOFf&Vp2JelWvS<})bm;D9F}?kOTCb#Uc^!_W~rC3)Js|F zWh`|rOTC<>Ucpj-!cu?AQh&x$uVkq|XQ{tnslQ~YSFzMzvDB+s>NPC&T9$epOTC_@ z-oR3CWT`i?)L*mIn_22DEcI5F`Wu#d8%zByOTC??-oaAuWT|(t)Zekx-?P*|u++O* z>OCy=UY7btmU<scy`QB%z)~M%sSmN#hgs?)EcH(;^--4k7)yPeqn4MXx0bwQd-<j` zsr34kneQBSsg0}4k9ee(+Ya9&3D?U{rAgl%{_Nwgp64>~<p<NG6@R_mqG3Nsj(!c! zY#F?E?5M(_r=Q}&_~kOx#milO<Gx2G3HEI>)E6&%^tfpkCkgf^xX+*RBujmYr9RD4 z|IAXKVX4ou)aO|0^DOl*EcFGJ`XWpHD@%QerM}EkUty_#W2t{<sjsrs*I4T7EcFeR z`X)<#i>1EJQr}^z|6r-_vefrj>iaD91D5(BOZ|wY{*$GC%u?sE)cGuR0ZU!TQWvq* z#Vqv`mb!$ce#%lmW2v9B)Gt`-mn`)wmijeI{TEC9H%tA7rT&Md{+FeG%ToWxQom!V z-?P*nE3;RhSnAR&bs3hrEK6OEr7q7>S750tvecDW>dGv26_&axOI?knuFg`|V5vP> z>Y6NdEta}AOI?ShuFF!_W2x)2)D2kbhAg!gOYO~4`>@o$EVUm??axvNu+&F$j?MHq zb&`va@6II2pFa8e(s7TM9QA-qDtqF*j$wb=CVBR<%(HhNcGL2Af1f=2T;}xP<42sh zq<B#BY|qTIW(CpJtLHP%?sfJ*AKhq|<k{sj>Gxp^Z`u5{{SxX%>}U*RsT;G@O<3xt zEOj%Mx;aZ7#8S6lsavwttyt>TEOi@}I+&$y%TkB1)S)bO7)xznsl!?72$njMrH*2$ zqgm=0mbx8F-JYfHz*2W)sXMXM0!!VQrS8H~$FkI2S?Uj1>TWD`cb2*bOWl*D?!{8~ zW~uwI)O}g%ek^qyOWmKP9>7u$WT^+S)Pq^-AuRP!mU<XVJ)ET;!BUT8sYkKYqgm=P zEcIBH`a_mlWU0ro)JB#%o~2G;sS{ahiKR|rsgqf1nWZ+d)F~`=Dobr<sVywEm8G_^ z)M+gBc$V7EQae~`Crh2qQfIK#nJje{OP$S9PhhDhveX~3)PH6o<R`XkKVisnYr4q% zoJ{We)6*Wj<?%iHJL+qh`1#ZaZ|HUFl=U3-$jpl1ikYu%_vB7{I_mNns)@{dY~ZLv zGb;j1UC~ib$bEJbN8KWqI@nQ9Vn<`C-1jEW{v&f0;<*d=dTX<CQbyy%%z9zF^0{B# z-<g!8I3UxjuNPl<!Sib;WkXKRjI&Se!BQW{9R9y)i|z0I(<$HWWJ}82o1uPs;d?KB zddJP~uHPRs)Rr~g|Ky(AlY%7oWvG2Wd+PifA4m=_-JhYpGyI~5oBxv(U>TJ8-o5sC zWz-c{B_+S+WX5W(ImeF~ctb+{Q3lyu4A~?(7IkfgYVN5mcGrT+AEq~P{_**g$)7Dw z6yx#COIKRqu>&6ba)}#?zhydXRW7M?v3y1`dfh*3l`9t~&wiOPgoWFjaO*DbCDb2h zI_x8_mQgC7`Wj39Jo8@v*^^mSKZT{9%2H2bsRw3Uis{w7+0Fo$$@`*rlN;QhXJlkV ze^63u=#h+!HrVInJ2zS7Er)z{-e`1HsOy#Y-bbb;P9r0u;dHI*3|Gad{I|4H?eX3T z>$D!7+<ZKp9f~tp>W^9KnJo2=ypMh4VD~wP<b7<<#Bvv826-}FGQ82<=9}_#=Gm_Y z9dps6UtHsmcgs+Xa8FI1T{n-~GZFn?GJ|Zc&aItXaQjn6xPQkb-e=ao!@c(`b~Mgr zspqiNb6M&yGrsqRk!#(tenWE1vR8(B;3<>d{8g{yi`L0dr*3liQuiF~?yi<UODols zlZL#$*;4Pik3Em=()lcP4okg&rC!KVFJh?|v(!si>O~o4-sp>gyRWtUT5dEh&rp3Y zw{0#psf^T`Q91i;ABQ|TPhEQ?^TiJ{KHq<K-3;}zPp>)o^0yP8|BK9f2Yfg0lf|2L z)e*{g$lE`-{^VOX{HL3Vj?47w+5VfJKXZkoLeX^@Gx^KaAMJKz`y1}r-80X&_j&60 zK2QDCQNPMiFQ*b>b6;}QS2H8I&YqioTw3!5NBt!8z2o*iy~mhOlj>w6GSq)>-?QO} zrIYGpH)fE13I0CwMSiWPQ~w`d_Z^qh|NjsCvPUF)CxqVimQk|z-YZ$TWUtJ~-h@JC zHX*WQg^ZF-_9%q1_x7vnyq<kKkI(r%+}{7)-_O@R=X#y>3`*8idQ<^=r0FTu=Ko-v zHI>|DJ*h6CD|RVWU#fmoP0(NcSoMJZ>eU%k%Ru!|jYb@(ew;VJ9BJP*OG1f}@ROm> znpFl)boy5Pg_7S@|M|CWSy}CWpjB=ymet+a`h#k7f6y{h?z&oi{;qTq==LltY*$bI ztMn7BD}6rOEHL|>a<&QEH1fBK%>r$nwD!iaT+yl2dE+G1+q~N3Lr=?!-UZFs;lR=0 zfhkq&8BnWKyT->YO`&udT^q}(uAu5qbtTnRR97=KZ%Y0%r(YQJVUYFOk1nccIKk>; z+Zi21<<-a3=9B-^q%Ci?@i)IpPKOc`cz3I!re-G8Xvu)Fq^Qy<aDXIc_x9{9*U_;M zYiX@_9TnRaT5CDD^13KpV>rC(n$#Seyur8JUwQcKtFHq6VExA&2#>$iv680dy~zVN zmpxSb!iAM8&>0Sm#;4C@?-G$&=~!66-Jgsfc6dP<RqV^;#ag<#XM_rLg!X7tR$A#d zs8p}74VQ|<ey1hBga&IR%avUR7<_%!zUy=mE{0a=W0%v|22>{*jfS^msOV*+0dlnx z`9D*Tl-jfptWy2SXPD72hDxQw42Q9nn!X0mqy>&O{#EWN+o3<8cjv6R6YeC}P%~i) z5|fL(^_Scu8KBLU4NZesRc}owxn^+onuU9(Q#qr$fHutCV^jrub+CIxz)_iy;@fe^ zm}ph<VCe7Af9Y>uc$-gCb9C}SepK>LwcuTDDsZjg0c$d8H)OIvXZ5QwJyfdKOGXov zG`THlY&RO48&<Nu-r=<55mZM~ZA9yBO0@&kc2rwZZA-NU)h1M1QEg1MJ=Hc;n^DaV zhlzgnr_dGq7Y<K->_@ulK2SYK>s?2WvH+^<scxXUk?JO@o2hQ0x|QlSsxu5n(n+1K zh8fPFs1KYZwfPm@4r<B59qFt}4l=6OyROm-u<CwWa#q(<+6~SdS~euP!L=7wjwMZ2 ztmIkRZa5n9i*F4jH`(KKE^{5p@BI$+<IABF&ZLnW^}nIsUw<Z@eEjaQx@s5*qfx~n zXYogi9w>coG#VzkM&1Z&x$_yQ9v}FnPkaWD@Xx~)nm4~};;*F?at01_uk$xUA62-e z8ZZW8>yHl@;b|q8cypj@Gr|X6npEqwimd~&M<<WJ`^o;C(k{?=_naN)*_W1_fq`^7 zvOvj=b<;5lhV)bHx_K^-<nsRywE2BxRMu{tWjb=f!mi!=`@PZ6<c5X|==0(aPK_yT zQp+zD^yvQEEUt0?*(u#&*dzIg-$`{BRd=XYJKW@U)+jh+^x6(aQm>VuznV&aml)P7 zhfEM{^KPnxVWYe0;2i6P5B{l@6AP`<-*(s!s!#OY58AB1DKQ*k_4*Y?QonVt0VQi= zC8MzgV)a^yYA76`IfhxaSkyr>_+^CEz9!qBR_|-KSF0{Fv}(ZdwlBIB=&H07=&){1 z6>>K2pma8r-2X#{)MHx8X*@NI)nbn`-O9D@p<>NYa=LTh-1B+LJ^y8(cd}SdjERzZ zCqTW=7L=NLd{swP@(PHJDmUS}{TI1^?vJ{o);XKBay=3NI;z^$&t)o0$<IKq6mY5N z=Pq0H0GOjn16Q688PrF$Di~r%XRZ}r{jAh`7PQll=3_67ka{b?{GQxX_20bjQty1I zH}2}dY@Umy-V;!=O_$u4*4gw_t-1($aPgXp-a%6DY^b+$x=kgDkCA#~A$DEFfC(Kl zNxdgQ^O^oO9rRWDyBT!lmlUb4g-N|(pnV^&Y?bj^Yt`l!pw&`(JlQ!{S``ZVz50N! zyZ*|mn*+LYL`JUz!BX#GSh10Pe^{?>)>+kC6!e?@s#dig$dTd!B}aXaebLNG)^lgj z4WIj@zB5_s^@4E@h<<tG%O8o|1hM<x?#r{=RqFMGRyA*R$EL?(N$BwhVoe8%=jnP$ zj-v-qZ+M({zBChMJ9G+4&Ug2f?c)p5=7CW1#FH0;7q*dlpTU~kdpXyGSzG0t6ArNh zujl?);z&_7&PAZ!Sa;vBQ5~ht;~=(60r%0}ePoWtgWl{sXL7+y(xYZja`gCp$M>zM ztm=INdUCeI7vHne=4McGUGHI2zO|CgVN=kO|2_Ww=UiJ=@*dDD(cSx8-|M2(3+f%a z>SEdRsin;+A@*k%uN47{WHi3RIJ<|uo;Y+u8&z@+D7j^ig=Ir_${j*qP>)Y#PXy<e zqbx7f>)O0onlGcJRoOtB-e^)XCX>W|1@(R76<_FK1=T7)XtOD0_iiy)<sF{v(5h_% z)6`v;U3%0V^lQ%k>qo^mS0yijo!hdg!c|LqomILR^z-R5DXRZlrF0M7Z~TSWgaaqx zpX^1i!Et2e>iF|-Hrb85fHp_|{JS<|pltrL!TzfB347N(*7B$#J(T<?>zoU-8>Url z&Il#XPur~ji|b$2F6bwWv+d+MB@ZXP9dr%m$keOw=ZG%yw#;$(g&i??NSb&4lFhp_ zXubHMK^4wQy>p@7xt(g=e>z_t&2)fR%Rq)os@vl*&WZYe`MUcWsL4&%MzDc;drNlZ z`q<yZqMyhyxYZ!m?ap>J&fN{v<R+J#pAFQl!ZsCq21Y~MF-nHyW3Z1+%$~jR<_Z;i z6x4D->aOn6k9P3537(j~*QugJ@1Qkzf>?dcBS3XEdrSb;*E<7dSpQ5TCB*J=PDtF{ zbBWet^NZwnKy{Bw%)gV<zQm{(i`6*wgPtZ%t;v*0X(2dDG)<{=2eekxJW8(^ts0ZW zt~M-L-YA>_$8M1s@of&<s%IJ=Kj666)<sTLZwu&A!-V&Pf*Sp&bdF)0izxLlSdXUk z@@>-uBQ+IMu@#|JmeFvNz4LqMuXg1mv5_#dixP6GZ~U-Sl^hCcDLK?p=?l=r8x<ul zOjl|L^=fmJTInaFHYX*MZfmHyRBT_EBdz4>N~b}++U=8SO1DCrgR(66vc7`saCd_0 zV{^kS<cqJ@$LnQhRq|YzU+w6V2UCloWc@e~0@dcIhAMdusD7LaL%rH)IICD&qp=E= zBPFfjI7@6Fqgaz1M_UZ*t*Gh^fHwP_{^HR6@d_C$P|MB2=JL3538<w<%RE%94a~3B zU)iTDGiq~1Nxa?6u)k98O`}*Fd1%?*=&T}7l0CM<XpBoU(7jPl+3_`kGeey7(akvv z$QOjaphxTWc#U4vLDtn?sJHK-?JWwFlPd{Zh}A|z)CF4Q)@th9VNFFRLG1Hm1+Q!z zDt|K}nC`9iQr$;&Kh*<N4^llu^)S^VR70p9rFx9&ajGY%o}?N|^%T|9RL@Wiqk5L= zIjZNWUZ5IIHG=9zs*zMLQN2v{3e~GruTi~D^#;|ORBus@qI#R^9jbS!-lKY->I13| zsXn6mnCcU%(NtroKBfAM>T{~GR9{eiN%a-gII8hfUsHWU^)1zRRNqtmK=mWlPgFls z{X+FC)o)b4Q~g2pC)Hn6e^dQK^)J<bR83Yi&kfa-R8vt+O*IYGv{chkO;0rg)r?fF zsAi&?nd&Fl1II21uJ<sd+ym|dd+%D$(=~ZqMfT6bK|62o-Ii^5Q+1t^6G~3o*v0nb zVYz4a3a$taU-o-m@u}R4?E$e%o2?nRHkI7Rjf8qPr)puB$Ly%;wWj^eLe++9R;t;k zW~Z8iYEG)TsOF}chiYD``KacnT7YUns<u=MQMIF5m}(KKMXB0TEk?CC)e=-4sQyQ_ zB-K(>OH(aFwJg<gRLfJXK(!*(N>nRTtwOab)oN57saB_2gKABxwWvB#b*5UIsteUR zRO?c$N3}lH22>kTZA7&()h1M%Qf)@HIn@?aTT*RBwKdf?RNGQ*N3}iG4pci*?L@UR z)h<-KQtd{yJJlXkU8(k@>PEE})!tP5Q0+^#A60j%{i&L%4q$5jocz(D<+gVDh1wR^ zd^0%(^?yEm=oL>z?~_wQzqOl&Wt9g9>)^4%__Le*ds?Yikjw{@2d4S^dC66i(BI@# zELYY#XE!VI$OL7s3USyK_(1d^s@00i*U!j<IS<x-kAYMNQ5{Tm2-Trfhfy6)bp+Ls zR7X)AP1Td?7^-8bj-xuB>IAA2sd`bJM0GM%Z>m$MPNh1H>U63zsLrH1i|TBubEwXx zI*;mnstc$tq`HWz57os~mrz|w)t9Ot)n!zdQ(ZyTpXy4gtEjG~x`ygns_Uo*P+d=T z1J#XGH&NY8bqm$4RJT#xPBoC~4yrq;?xGq*bvM;LRD-GRrMi#meyRtk9;AAR>S3x! zsD@BIO7$4k<5W*jJxMi`>M5$Hsh*)4M)fS!yhbn8B&F6a4mYc-_UjljDZjk>QWVs$ z`K8@|9Ykk?TCM_;O16fVTcU2Y4_Q1)V*A1^bbahRh}CNes5ib!y#~$GO3CNwXq=~d zfoeF_2&xyUMpC^*^)l5fRIgIKM)f+?8&q#ny+t*O>TRlbsNSV|kLrD@52!w*`iSad zs!ym!Q;nhel<G68&#A^zeL?jl)mK#GsK!%$P4x}cw^ZLzeNXiR)sIv^QT<Hy3)Qbw zzft{8^#|3TRDV(ZP4y4ezf}KGHD#i&C{RsFH5Jv=RMSvROEn$U^i(rY%}CXXY9^|g zsajLbLe++9R;t;kW~Z8iYEG)TsOF}chiYD``KacnT7YUns<u=MQMIF5n5r3GcQ4bq z%#muIHtIE!)Ud0+Y5i+L<AiUgwcJHnAvVVcpAU5xN~|yJuIqQdHaBmD8Y*@^+!eR% zy-n%^DUT~g`*xFjCUY4+!O&uhtDFDFlHaJ;7h8l5MMG$?J~ks%+I>XJ0FPAB>WjS; zRNp{n^|2-z`<ccTg&w`{b!KsgzV%OP6J!rM{=%~-YftY`Z7v3yX=A1P4~E}TvBg0j zyKS8^`BS=3t>hA*uS*`BGCNk@P09j2(neD9B^-gt{o#7{r$YhB4b~DayT*=5_}5?F z#o7n4XFE+y_)q1cGlwUi`V;T0LSMwmhbsBtRV#gyIzpv-oduOz64U&X2G4<`U{k@E zx^Kcod()B|K&-yrX@(0@hH)|NkpoPSR<g;YP2Yc1OHwUGb&=83mzQT@cVRRvpE%u; zPmNAPk1R<zj?3$CAK^f_Iv~}Ws@@ya`Q(^Uy-CUHG8vAuq`No{t<pZ)YNXC57m_b3 z%P<aDt12x`hoTJCvQ*1ajW_I0Vb!Ys&>d~+<y+fzpk_;N<-|J=O3sk@UFzH>s^sdR zTFK>=b~jXc&{+izB1=m3N>XoY_@POxHe(~nSWuphMg^)BsaB%e6&BUw0dr5^*eCCH zZh{5bs_LsFb=KEYqp=&*uho-Ad#8z(0!>}2h)-Av9~E1fwyFx%s#L2{b);IIY7MG2 zsYb$qU-XavE#D?t)o5G-)mELH1}nn4(lm#P?Fp-0Q`x|bHe9jxDs}|Sz7}hzv=fw^ zrE7t}-|=$VPY<W=e7%lr&ALnyerJH#>U)<J3M?&uXJaa8>$?})@7^VOxq3m#i#EJ# zbhe&+qdyRiBkkMdaP^B{3&u+O!c_8sH3j{hV|k`iH6m1OO=y*tndyeoGoYKA54+?X zAw4<<s-M9Km<28OlBB6F1O3$}{C+|Edktn#pYVGi)T`H8bj3PRb*5UIY9r{ceyln} zkM#N;&MNwm918QRPx##%Mp9cF&(-|SfRYn8Wn;#?(A0eQe|{p9vXFL#V)fa+d%zU* z(q;P&htBG=eFuT+vwaVRlJ(iX=R>SM+jnVb^NE>{R!{mYJIO;(vOe2)IGn8X*}lud z<mwady3mDDhiYA_^{CdT+JI_9rsjSB|Anyt23fz7A5wh+!>Ern8R?o}?YwQ?f=&7} zyoyQ>TnrYu_NRm-$&fFc#4I}4LH!)$hIxM-)-vHgTcx%TYiY3EXr-y3!IqPDxO{Tn z$Z&+!#>u=td3WM!%*iwGiR9F|3}bjH_3OL-Q&o4&2a*R)NJvo;Z5^oEQyKblyJf53 zN58C<K8MqYHu$oUvxhOXXlv=qQaE<BSV@o2&?weaQq@}?x}(L4PBT;~`GR4+vW19( zSnaea89=9lYV}I&A(%UT?0&-@saW%y<Wrz8c8Ad**YZ<C5eyS#iLJF+Q}faPf3Xc= z9d_<oF=#{)Nq2M*&We^|-DH&p8mc5GX$1Nu-EzCdj<Ow!g9guCb7#)6ZcWv3_Yhh& z>RN-`sdjc#ItyYG5?{<c?$cN4Kp3cmJo~v$w)0Zj88o5bH6xaYJ_b$r>nPVo<xy%r zn|v7S=BW}f_(NVb{yAY<zek1t2^?cq+Su@bl}qnJ&{_SwKZfO`*N4zxz22j-M`^u> zsa}UE(ARs5Y7@iJki(}b)n-(iQ*A-DCDm3`TT^XAwJp_lRNGVSK(!;)PE_yGb#<F+ z6xBm?)!nA+s<UC6<tXbywJX(bRJ&8{LDiLNPpWQIdr>_CCuhsG+b8+^Z<FB%&a(Zu zJ4Bt$zQIqYc5_UA&^yBXTJGxX8>M0$jbe+-56W4n*K$@VFWSjST|~=(T6)w@v>dFf zgwu7xKl#}`o&3aZQ*!mGpHcE#Uj>T&P}IJxOD{?I7Y4&Pyz<})L-NF^OQikKS=)*4 zPo*m)*}mJtK)DXi)MCsYbphpZ07?!!llV_A`Q1Q|ziKgb{0({Z&>QM4(PW8zlO@us znebB;yS8EHw*%zDd>xeR`m*G%ym5i5M~y*?RjvHGamD>g-@xJ7%;oZ+6|?1UG4(cF zkTM0Ql21V<-4x7$-?)RH7d&--DFd|xIy=4JuNQ09%Rp^|CjINa%W+Y(4Acpjf^_K` zUv#yS%ewYZ??<n-IdkNatcraMyCY|tzEt~B-3)EEELD@-zZwlISyOq$wur_~gdS<J zCUtDSGF16pcBgIbPqiH^n?Vj8pVZ%zLe+Z#dZfP#u@h8(7osBcS9ce}<2bAh?cSIC zp}aw$`i*)&swF|Sk(9C84<`-19)~s`Tyi4n;djZeRRH>1t4`FX4IUn9tX6{BJ$aig z|Ge=^=Yd9bSvvPs%owGYq2BMO<J<b#%Ts`=5IZE$rI6F&kt%iv=;aPO&ffnvS?O(1 zpJJ`-SH7O0G#=`GX7#{x#qRb>YeQ_r@SeR#B>geibD*Q2Oz1m(|5O$G5;Sd}awBVe zkya)AO$1Z&vr64xtA2btAx|WSK<v4am*YFEmDpdPe#65$Rq8rJ)%zW^RkezXtNfUv zbQjc{HHGKdGBc#!25^-1PFrm2jI7e5x}YCxy_!1b(JWQ66{y4Ju<f_MOjEiH>OJ-6 zXs)flWt=}kn=^SvgskwF*db8z%tt+||1CXNmE02aMS<F}`(kA@B0%ewDs!dv5UKYw zXydkrcCP3!U6s57^wr@FKVz!TS2_<gB-+}#&LtU*$<U)cYdYmfnMNKCo(3)3|Kj>% z9i`rOFjn2075}vN+X7W@7SI_hy}ORuFh}WJDEar~m|^!1NCuBnu-Z$%@Ah>_k(nxX z9rVa2I&b{=t5R=%(ABkm&2)b}Tg4WGlB2^LWsf@0Qt1rPf49>7cw{YOH5htSbzJvs zJ2OhXr=i})=f74cbzfq=pycbV9;K>YQ`U1e(3P$)%cOiE{oMm4r<v{aD)(N=yVws} zbu;ayf#udn>|BT)bID`S^J{%ne^*1jyTS)88n8;%WPX^VzgDBSZ@eZmSOQAURLRQ5 zzOclO0o_z8;~gJ=+5J9-Gk>15<t9z6DaX-SXjP^3S>~MZl94n)$)9cg&aXC0>~7Gl z{~o&pB<;HQL&?6!J68VjSI$>cK=&*-`1tJ=S?%7SF2`mMh#f8Gs}e8^)n3i){9iTs zJ$eEo8Cg1e&JGR6s#*94qtUf-kG#`9OUcEd-qvvg9#4y!q{W&)B|kY|c~Y*DOWbi) z>=5_?y%FND`PLO*rDnR>*bDpH>ECm7&Gb?3Xl;U$i*K$vB-29q;dX)sdl&nXx`va) zUWK8UJ!yZ*?~an*yCh7X?YDUM#@6Z`B#+E6Q0?ER{gAa)KGmZmP_OeChwwLZzo~uo zJJ8gzZl?;>lZ54&pjCSwRC~N`rzG(H2V1W{mRD8eE?gssjeMP9zVDqps#Tq!N0x1j zi@bRA40@EPE=^C$96`O7ST}im|I;AW6t-N&?uB}_ZJWFk;t2DrueYXwnv&`b22IFn z{M7NBJY+uz^=iqkB}H&Hh#i^mmy=iL+^pK11=P}CZx>C?ACoWjnhA9-G_O>FO<{5^ zfhM_4T?C3v{M&}ZU(4GjB|){laZOcnYEa9cdS1R%sUJ+e{^3Onh&As_NQj(nlZq`4 zs(&n!2h=7Zm2z;!jVg9O)NAQ)XdR^!j24DnbEV&m7FAO0L8Dlg$|`m%Os-b1=sak% zWnowkQ?W-twb&|3tAXlcdq96JGgzRgiX9HIhhk?nhzOP4{&Y}nev4_b=7{8r%JOHt zKlE3{E`d{e;-9s=)<6Y%q=I7G9=4qkpR^Us0Ge=zJR!K8s`O#<N}Usv#V?TGppwv2 zZ6(VCuaSncBL{UWI4x_j@;cUdqgaz%r)Png)lL^O!jZ6MEMu5+kQ%67pjy2$vmHS7 zvE^ZqEwQ2hsggIsFeWCtUUYhi(kY<YyA#si-k_F}17x2t)TmyQJa)`zGz&>bL3bLP z4n|TN4H@T?pjw;N!tnS9ZBEQ&{?x}`^*0raq*iiWr8z+@`PGxgY6jG+#nw`>#|&1E zx4oQgu0Y9_SZ~?8o;F%nF0v+57>$)YHTL)k<7`*`$(G#v`>9sFhBj}0=6q;%CV3vz z7h+$QtM=|(B~eGHx7Ui%o_puHtCD|0$(A0uiS7c;ef5G(_1AJ*SPLcJX)>^s|0k(; z0Nqx3P#s8h5Y@p{hfp0#br{v*R7X%9Np%#}(NsODj-fi1>Nu+7sZO9ek*XKfNmM6O z^`<(7>Qt)Js7|LkgX&DGv#8FdI*009s`IGMr@DaZLaK|X`cPd=bqUp_RDG%XQC&uL zIn@<Z{i&{`x{B&*s%xmOrMix40M+$WH&ES3braRiRJTywN_896?NkG)?x4Dp>Mp85 zRCiO|Lp7M{UaI@3?x%Wy>Orc9s2-+zglY)Yqg0PkJx=um)ss|1sh*;Gn(7&<VN}mj zT>$r6&i5PKc16QcYInT=_Rm{hj<|K{_fVy2Kp$5ckZoq(-b%+o$@RUTz0K9Nr_!~s z=htWUUJ0><%H+xMre<Rm>jl?1j)OzC)S4k5PM)LvJx}!l)o`j2R4-DEq<V?!WvW-G zUZr}C>UF9&sNSS{i)s|r+f?sRy-W2T)%#Q*P<=@C5!J_3pHPja8bkFd)n`<nQ;nti zg6d1Euc*dRji>sW>Km$WslKE7p6UmxAE|z#`kCq%s$Z#oqxzld52`<@{-XMu>L03q znI`<D(|^o8Oqum>ZD@D<OeXC!<rGv?QcXoQHPtj!(^5@GH9ge~R5MbwqMC_nW~$ay zvrx66nw4rcs@bXLpqi6vE~>ey=AoLGYCfv@sTQDGkg6@!LR9Uj7G`R`m;B+9<-nKQ z?dBcH>Ahd(8lg6mwB51!Omf=yvDWi%TZb!(O-}nKKWX4ySUp=aUrbI}CN^!Fe}UXY zuM3YdYQ%@{8_-)c7pU*o7X=(r$W8P<pz{a&Y+v$Iv<U0IM^UQwREtq9PPGJ82de*3 zElIT$)zVbUP%TTf9M$qvD^RUSwG!3JRI5;}O0^nQN2=AS)}UIGYAvcxRGq2Trs_hq z4%NC;>rt&wwE@+JR2xxkOtlHsrc|3zZBDfX)s|FSQEg4N4b`?(+fi*#wFA|TR69}a zOtlNuu2j2G?M}4^RadG#sk%|^MYT88K2-Zs?MKy}YJaL`sspHcP#s8h5Y@p{hfp0# zbr{v*R7X%9Np%#}(NsODj-fi1>Nu+7sZO9ek*XI}U&GgGWQW`pZgt08OXugiv9G$B zy#QXi@e7~)@Rz5&I8zI>*VE$5v!|1i%fSu!^pjI%7;-~mm%?pw?PVW{O$E2uv$iM{ znZLZm)`D0s+vmetO_bP4bTlSY^`<(7>Qt)Js7|LkgX&DGv#8FdI*009s`IGMr@DaZ zLaK|X`cPd=bqUp_RDG%XQC&uLIn@<Z{i&{`x{B&*s%xmOrMix40M+$WH&ES3braRi zRJTywN_896?NkG)?x4Dp>Mp85RCiO|Lp7M{UaI@3?x%Wy>Orc9s2-+zglY)Yqg0Pk zJx=um)ss|1sh*;Gn(7&<VN}mjJxBFC)eBU^sYXz}NHvn`C90RHUZHxG>NTp@sotP^ zlj<$1QB-eJy+idb)mN~~eYUN{;rQm(>Tdbl<hR7_L;sX%^FqGf=nH|h2R+Plx@bDJ zrC$%5_Pc>;ul+0BKxrDIiv?2=rK{m$L3`e(@)?*nCvTEQ>eDFm&i|#ds?2+I5OP3k zwPGc<FWkVtyzED#AK4|JL<txNy@pWrrD_kOq%ZkC^vJ(z%?uY(zIWE1iar1>cCx|b zx9QC%HGK%WEVRp-JzXTn=OfVidn>s=i?j;WVjqLHc$@lp7hm~|Zz_zHHj?r&r8kUo z=^>S!Yj>1S4-dfQm?cllj)7_hFGFn8#0(~zifd~Ao_y+;N7eW2_BV|RTm_#v=$kYh ziq-2nXp&x!g4(&*+!_}k-RV#3eF?Gpl5f#gO@(V-ee4sMAWh|Qc{J4+s!yrzHfr-& zNdn{mOWo3{*76jrG#v6P{1g6-lMk#*!htZ<Dd8)#mwVOx+8ULdlmzGk#9HcglWY8^ zP_IRO<XK@<@<nCIX=D?mDt$(W;yKk=sxPQ6Hd<6J@-^f+qoD|BuiAVUCP>TbEwN2t zC?XU8%~wO=5d^W8flB&nDxG1ya(kzt(NYhUEF(Q3HgV?t{U@q6zoet_ifSCyc&eFU z*)*D)Gwb;~O;xL`;VjqUPC(t1UF&OV{*!#!ynj>1|IGyXfXoE~9ZNT^;8jgN{C!QE z^oHtNs_&@2r}}~FN2;Hwrhr9t*xSZxQqc-(kWHYLB_|2GJltR;HO--7#~2+ZCQ0dS z3zMtG+N;=$hAOfCu$Z5oPV1UGTF&{kq2AsF@||1X>$Uo7e>E)i@evm*EX^WmtBQh_ z&*_w+Tl+^U_Bym`htK16mH$cRup&@z;#ar{CrK4s97a<6X!xwsoe-OtSu^4DUZs^l zhZQ>ImHM0LEI4TlPSH00-j2H}b{qYj8V0f2$D^{X>Ibn}n`Mi#9A-gF5Oqq`dlTBM zPul$eO4jRVx?;aj{Yv#4)toR#`qjP`W?!$VVKnq9y_*@1h9o@u4YQz)v!wKPfqHf6 zvdov0pXl^Wng!j_r}TD*2J2ILpMqF@O7A0}`lQ`;pgVe91Vf=u>Fo{+W766i$8trd zQl|w^h}Ea`9trj8Q+juTSba+G?{s1Op!$>QFRH(({-OGp>L@ss>DNXss(-28fsxdg zYzynkqMNp8Gict1%e8#r!YT*wZTK}Al9<1uYBM$Uw_#x%8l1@TTeA?FR5Lhx!hcy* z>_k|umL`SD=hp?H!In*CaoH9BGaO`fS!%wMygNO<nKsY5CtsHIga$XMZO$6^wu~Bw z+sOleq{~~f=7B4!wU1#L>$7?XLTk0bm&@cR7(<I*oux{4H5!Mcq$UI4JfoHDpkm(} z)>~5P8tAMRtL_PS*cryk1?feYJAJ}GJGvB?K)w3d(MF>oyBG7n<WrzESeoQwG*I3n zRcD78sh!H&WxoFZFLplkMW5CCn^9}s<kGvZ(HI8Elh9u<ch8!vJwIr@?1%=zD78w+ zcweAUHg(+jLwDwv4S5;!T#m|%povK!=00^$vCUzvo=r%mf4-(<1g{QlPTbNs=M>!p zB`5sq-Eu7|S`|iP@1QcRg2QD8cndUkeBAc-KP9E2$(p^aULIPdpL%B)E4{vgHtY31 ztYp2WFl?19xs+5>QB6%X4b`+%(@{-NH3QX*RIR9HqMDhiHPtLsZK!6YnvH69st@S8 za-u8NOf`pLy>g!_C)He3b5qSjH80hCRP$3UK(!!MTdIYqR)<-z?BRdN**iPTujTGb zb=jW`fOD*t*jqFwoXsq{Mf3#x;#lg<D|?$kM%qQx1Zuf9%r42u+rlr7rQVsM51~i; zGvNj}dzZaaI(5`l$?aVY&aqZk4lS^clic1ppjF%J9nEzvMy{mV!8qr8pR?kPi+9vD z={L}Ey-Otg84A&8DA_gbM(=u`<U0BusMe#Ka<vO{RIt?G&aodKD?JN6O85y)_!p;i zD3qLYR)ep9ub)x+6~_5?o)&paeiRLal8?4LTg7FP{HE9$u1V4LFbm~$vrrpKew@X* zeudLAR#wp88|FU2*GkKMgJZBJy;j71sr*_-BM8<;^E4Unbf{ciZLSJ}p7B`jS8R>6 zxv*i6<a||xYEi1|pk8f$<@zEFdZej(9OhvKW2KM10rRV=r1ySgSg-Wgp0>Fd)n?G< zL;WkIyJ=3L#(59at55H}5n}cCg`8pb_36Fez-Syhn)pxtq}~ruZ8W66^Ppb64xzD| zsm_FwQ+khCzGkJQ9LofHY*>%XSw0R{V|5ft?rH1#w|UYZF~|Y2c0ZO(`B_$;xvU30 zkn%$h{~vu+$vdFr3IArz?LS5?G)hCPd7*!m*-IqJYhBQnHhD+Yo;XUCJQ(Jv!@L@P zBXUc<Qz6!>UhYSutYrV(7&Pe5@}g-2Byo5d(5&NoOiz8xQ`PGZ>uUeVy6fk4>ZNoD z#CDH6dg^MAaZ0Ozy4akF>eO3(Q07qz^m^cfg7z<DG)hCgb2b&2mSL)^D)|<S#xSS! z5ijbDSDF_}UJ}0V)*g3nrI|tZ9w>VASsEFQdQk6)%ry(woh<d%hhLnVyT;FY{Y?5> z14{Pydo<@lZ%Nae0`y*k3{R_?yi}`pL%myOd^SIt;il9J`g?E0%<1ok%2<_yl4sfk zd$)6#s$%niW?x&!;rbhyh2qeoIzd6!RovUFSYL=ud#J{d>K$cmbOhZtG<_@2-BPau z=<uqZQFpt^EOdl=Yi<5C;Iu~vRd05Po$4H)a?ovA&#yr<zPz8J>;oC+L!jM0&s{xh zlJs{W)LV9lNA)6yTdR7n!0|h`b-`&x*2_3ggOdL>i41EIEj@C9Il6K2Y`>4K<)NDy zVxvsnZ_;;asp`!D8t}B$m?&?lcLcQRL(6G<b`O<=peZ4CWn|Id1KH(RC;_^+;p_*q z>dSs|9hB@izUPklPBPBV;Fs>0T^6S-k<z1#5c|F2jKc3CCAL23m9IsbOl~b_;B3&U z&)@97j5;Idx|>jMsg^Bk>`D4#1>v9vo=;Cve1`l9ni5d&7yC---LlBDX*<yBQ%Bvp z<suJcvxB-1_3nB1nymIJpdsJW-FB=h=l1iUMK8C!Uw(odM^B*56^B-wRmMgV&^kcu z!g;r{`>d6cvw@C%G`9QsSV@|D5_Wy<u0#*(5tu^V&p8G4p6C)ix`T6sT6M+gej@<R zNcD=k#yL-uU-rtN=|?Y|{CJ8<m7E8({L((7&d>d$_P}r8NICPY`i1j(<xjp`fFm>} zsP?U2u2!n#i?DJ`nS1@Ka6|qK?;(g?TWbIJ0Yi(Z*rw2`ovtH1XB4wj8V<2}+|S;2 zSSa_L8$+9O-~4^0uSa1OI~MeFxtv=!W|Aj91E5}Q7gSNju7N88i&ng-G@X%p_fR_3 zNd1>6wT2#P^~zmbSBSMFkoMfKVtasUv2wl|0&2Op-*B6X^@KUnGJMN8`#`L|-UgtF zZzS0_krygLK=t(&hFJ)CxnW+}kUXkY6(F|7rvu|X?c`X<1#0Q9i@Z>g7u51N_g1JX z`3{V;{#izPi1kX$@;xg|V&VAJKP7nxTDMO^^rYh|HUj#q%~5%!H{iTsQSZh|cR;JO zSQ%$Gm_aSpLB;kmtha>H4RFq}#ExFC^t@5MNiW;1GK#%7PsMhJdbPEYOX(IU*^(}O z!5XF0LA5nmN9ktJT?u*E*I!$#)B}!R?TKw}rLSO)#(SoJ(7B=XHx|@#UnSO2#hwSX ztgFS6&e;m;)#ga<nHPi6(B??yx2e%cCcUju&?wd<=gDrMT7UDZHito*E%my!QaaX1 zO|mv#8);JPQaFyZ9_3dhPc(>qa&W8C>IP~Gt*vyafrjo{r}TqSy(W2Q=76EfSVbC+ zb0t;sDi}#^1|`-N=2yEam;P>pHJKReGWw7zImVzzCQ}!sQw(Cg%WhWc2K8#Kl6369 z49*+g#{yMsDT9*#uilqNu}Nvd3mBbM<WaK685rl6>kf_FbjU~58wC2f#E}Xas>oG& z3+PepWe3B@?;fOL9UwN}mG9%fgvlQG62w|Y<4JcF>ks<W?#|X4Au`S{phx>hoGDji zc_$THg6^*zsQyQ_B-K(>OH(aFwJg<gRLfJXK(!*(N>nRTtwOab)oN57saB_2gKABx zwWvB#b*5UIsteURRO?c$N3}lH22>kTZA7&()h1M%Qf)@HIn@?aTT*RBwKdf?RNGQ* zN3}iG4pci*?L@UR)h<-KQtd{yJJlXkU8(k@>PEE})!tP5Q0+^#A60j%{i&L%4xs8m zbs*J2R0mTXLUkzBVN{1x9YJ*@)lpPOQ}v`ehU!?V<EW0OI)Um$s$NtlQJqZHo9Yy* zQ>jj)Y7cwh!ULDqT>DAx12+MUh_PBT>xbM^y$(C`eYea<HdK@MC_X~$(eP5P!4a~n zKLFQOQ`_bDUAeZc+Iueot@Oht<A0syDm5Qmr`!&y-1BHQvx=Qg`#Xc`Oscb}&Zatt z>RhVxsLrRlfa*f3i>UfgT}*We)umK@srpe}Ms+#W6;%DHuB5t(>T0TMsIH~Dj%ona z^;9=d-AHv4)y-75P~A#(8`bSp1F7zyx|8ZIszFqDQ{6)~nCf1t`>5`xdVuOds)wi^ zrh0^G2-Txhk5N5N^#s+ER70trqI#O@8LDAa&r&@{^*q%JRKux8P`yYslIkU@m#JQ% zdX?%ms@JLBpn8+)EviveZ&STP^)A(WRPR%LK=mQjM^qm(H9z>DPgmq-yZKsja&+C; zy!d%_r``NCIX!>4e*cSS)6~YeBRq6yn`O?$@8{%2g@T~&<#J|(Ywv<00$bU_x6 zjYCz*dq6#Qxb-w&me;N(!9#~v?(-*@Ys+^12^$2DXsR((pHh8B^*Pm8sxPR%r22|# z9MyQLuc^MF`j+ZDs_&_Op!$*OC#s*Rexdr6>Nl$2ss5n)lj<+3zp4JA`j_fIs-`UL z^R5(BQ&LSuH8s^VRMS#TM>Rdw3{*2xwW6AdYG$g|RI^aEp_-LyHmcdF=AfFBYA&j| zspg@Ymufz$`KcD5T9B$O)k0M5s1~MLglbW$_Ed{eEl#xrRR^m7Q7uWe6xGsH%TO&# zwH(#*R4Y)eNVO8x%2caRtxB~TRY$7Tsn(!clj>Wz-EDah#anKMXN4D09`BrIUfNRh z0Nl{d7jUUcwJ-A8b0LWB`uXp}us5RfL4!(;@G4wEN)Clv^!iq9rrLw{s1_X!C#ud= zYg2WhT8C;~s`aSWr`mvOL#mCaHm2HyYE!Dss5YnCf@({ut*Ex9+J<Uds_m$@r`myP zN2;BucBa~eYFDb=sCK8?gQ_dlo>bka_M+OGY9Fe7srIAlPPIQ(Gt~i9J*W<(I*96E zszay_r8<o2aH=Dyj-)z@>S(H-RL4*qOLZL8@l+>Jok-P->LjX@sd`hLLUk(Bgui+^ zjk(8ksxzq0q&kc0Y^rmp&ZRn!>U^pTs4k?sh^i0O#Z;G2T}suLsvp&5RF_lD10MnO zYI}Eat&%y^z3pyrZ+m;`<8w+n$>&g6A$EGP`|sYC%C2Hl!v1>x)%kJL`%6x;k#JvJ zdy!v0cnYAp09vKRmR9v<HB?DUwt|kvK%-s1Nn-8b#hmx`&nz!>SCVcz!?lQBXMx_^ z(Yx!V;qsYX5g19mdc$bw^#GJStIW)vBXZfQ4;J@>rf8UH-k+R4O80?o2)Ug5>Ryu? z$%CLdmc1QQ{jYpTw->bIzZnl!`^sni8=%eF9LXn`k6<Lr1{`Yl?W24~Sr*h1`(6^d z*n_UOjtj8%uvKkd1hfA!bJ`8(yUB_j25r{2svca4>U9j%+x(N$(U`xI*laSyHgrvy z;&^k>5wu=wh}G9S9qQHVBRI<R>Q7huN~)`<uBO@r*0a_sNgy}Es7G${Ol%n(gZ(Yv zoyqJkg>}_9dVG$cy9d<l`-58QO-fw18%nmQw|q=f64dfZ(>`fc6IfS1r@uHnD1S}W zyM~U&TB_@)22jmvIQuTDRfmmc!MmHLewj=OT}t@pkrp~`8Sml^R3RUs5KBg=?JC8f z#~;I`E8iwY7){48`QCk+(J~0_rRu#2v5gWZI#9leTu+B(1J#XGH&Lw)t(rddWUCr= z<;~4<pvw;Te-hGJ7Fbcxy(tf$&3sb&I{+4#x#G(J+s46aG&a*#ZK1lA>Ncv|sRmNr zL3Jn9EwDD$Igh^4qPP6SZveHdW67rJkrGy{rn03O4YQ!BeAifz>P*9u<*U}^a4_yW z9`8LQQhownz)!%*n?w7ZKOvd7roeGjaCVN{b6bhlgnB1eYjb;K-zVxvJSD{XRk@v} zeht}L?1r&gJfn2q!dBrb_6BGUOS;+{N}EHQXD^ICJMN`q-uesY4a--{gD<Msr4YOD zd!7EjVqPiD2CC1Nx(iyR&-qjyRLd77ImoZWXlN?Az<a?Q>Gg!62CFvjqANCt>Targ zsCvLS>sNa!=&xRjK&(C&crC+`lni$7U^Mi(!2g4KwJ)vJ{F;9ye-lUFq&Kjb^|`<o z!U3qy1zrtQp9|azbX%4cwyP)qRnu1rx}(np{sFq9&jtP(O4jEBuMIuY=K|jbCF^s6 z?}S$AbAbobg|V0FKC1hv9-w-V>LIE(VL|HG#tN$EVVw1`9x%>&b%q(VXzNAl=QZ$u zOKx4O)fknE#tc8rmP8l1WJh`*>eWtz?NrI}aEK*jc})1PuF?!ftunP%>IACoNJS4D zj<dQ}H3ua>0Do^PnQMP>Z&hp_SaQ)BH>|1HQRPT5?@1omZ`SsUXIt2)ahM3RQ#8+$ zo-ZQPt72WD*q?!K?sw^4Txow8L(BMome2aX!x(CFS5n1xf^pER`G4mw;eU|W`czLC zmMmAPg&<b{Bh?dr!n9UNY-Jb?eQa(R4gIM#GpIhc0;r|lJu01m`D^m&v(PrlL6X-f zFlpD63#P#K)q~OdY`&|LrymT3rQ`s0v2Tw5pGv*uE<t%1;qW<s9jlsTQ`82EO~?iw z8q;j0T5p9x6OwkXKkT$tX$R1RCOORhwoU06sQ2!iHF=u9ZmV=MXkvG|^sTD2mVr8! zl%rrJ3}a>A@iD`ON$QIgpx*zzNn`cVU#;XLhR3YQr2Q?m!*G0A203YhR{n2)6aEKT zZv$Yx>0_VLwHjjBDk=FW)ninTQ$0cTB-K!=r>LH$dWLEk)w5L3Q9V!f0@ZM;5mYZy zjimaLuDY3UO3|;$mvl{DGOSmQl*?4FP`yg^8rADmZ&1BS^%m7As<)}$p=t%^E6W^t z%g3h8sP3S8k?L%NbF9fl_BQ=MEjOL=wozx%RiKwFf16Hj!eoN;r1qEVB%NUeSak`F zO!z0~x@*wps?`omobgruU{@Td_rqbm9}bm2*fk8!-kaWUf04bPT%=EhW5KCj(}sht zNYd^fuuE(<@aezqedLdQy@URqyHVQu;wX9UPyqTHaA(e%J9F-<AMOlL@3F{~K9jRP zQ+gCiuKYAUw&G~Hz~2S>&BnJ*nTzXHtOtz7g;8TK#5tc<Iuu5u#f-(7s|9^lde?AG z$}C)klB?-vp%l!Zd&K3u6*kHrH){oFB-^4zHWz6lH&O<{IEO89ewCwuBnw{;u{jHN z9(`|~jN~?`*TwDT%JjaHzVV)6kK}xHpXvjuBcWc)f;GwQtZ^_$n%bx%r2x#nK6Zei z%F~~vFjiWu%+W*I=0{XV!8jLrHTKAXZz)up{Xq45<Hn%+gx`%obvGqEe#4s7rvvW; zs^4|H!D#4p5X9=o>L1m<IKK;a<=cF7sv3>CFuyUUZl)MMMpAtJh9hP9i6#R^__?Xr zln^`SZcs?m#_ImR$3Zx6WSW#U>{@L}e$XCbi<qLC<eViX|AcxQ+ZV3?%(u6yHwVP7 zU1hueQbYM7YBlKbGwG&wUMVSovx6R9dT+@2a#C_O(B22vWXaoB{<3IR&^n(tteD^} zZLS2Xz3;Jovzrf=FTfr{kG6b2QFB;jd74=qN?sXP#3ysOyoFi`G$Q5Jy<r#S#{LFa zlV7c-kK2`bx*97Rh;_{oJbPYJa`ZBw<#T#&Yo0<LD3kzg_Vm_>@&%;L<DuSe8;-`f zZjgG<LVx3iWVm#GgS5Fal$`PC=v+_#NWEo2Ju=++5;0n4VI-{f4><>?ulUki^>;bM zW)197HvL4omr@6`$gI?#BId|5xYD3U-#V?{JV9n5FU;>bj|#ERx5;s|0%E(4`0_92 zxvchjpzWXecvUSat*QaK{@$;kL2mMv@e`<bX4lsb22PNq-ESc_!|SxG)|8b;VDDfS z((i2lx<F0o?_E&q_JwY=uOt1f2lKmcz?nXWzDd1bpkBW&HM?a>`un{npyUnym(N8< zNRJMKh86Ez)Gd{)t0{2aI2>KAbeU*L+FcXst(c-#xpmcLoS#9-Bi{QiZsZ|7dJ9_G zar?uJ=VVRpgOaC2Pna{imX}&r6+z#W8NNGqn;hNGq2wo#a|36ummWO;b$OXPq(cok zZ_I>}w{>g!$9z=!TNl)?RMTcp(n+G1zfiKXbE#4tk4TTcfNnpY=VZvj9;!zRpybro zFJ=nxlC?1ubj#s()iUgmBlIhj?C9j>JEOC_d-DWzQ_6O~wzco7>g@&dTcyX}{Y^i} z`ME08yZ2X{g3Tt$-a8-Y(b|DO9y-b|&L60E)QP3upL%yv^%j8G??*zGrn0M`?#aYp ztE{q>YvL|{IPNjsZ(N0vy-)gESI;Ytb!I`yk(XMIPuC%{YSmUan?>xhuX?_v+|`@} z$G*$jM-vLTOIqKrQ1YJX?gNkhv{xnXg_7-#cy_tIx|-7Wu-}MvTX`y1Rk<BE80!6M zD%0_NhEHmD-3N9QIi}U0oZdl_q}G5|t$5rsYjOXqs@`u<@1=*gGq+mdpwtcOwd`{S z$+>+njB}!{Utdwp;3b%SOKkncs^mciv3KvuJ-0m2Dt*0H2C@HF?^9ZDOM_VNj5$@C zix|~ATh0vI|F>kfPdAFF*b@J%CR5WXs=wj?tD(nwWmmDy;oNTNZ&JOxAa+E;-*#?x zUB;?8sO70az2U0f&7cV-d-t54QPq17=2!nLqY8{wVzTgE8Pls+cPLr^l;jX-=R*17 zj}}U$Vxx@u8(LAdIR;u~8I9Dka$;dUThva@lY`+X)5lsHX;QsCp}&c-b{U_jR{2AZ zEG3thGk+V1wVM&&=5Wa%6&q&M=FlQaw?k~=yGGrwK2X{aRJ+EJ-|ju2L5c6p#GFyF zo=|V%AK2V5&rWH6h)rm*?Hg0H(rwUR%eq=BS0WuD_H{yR89N!PVn#EVl+ruONbO`K z&qB$TadwgWIb~>UAtOz?c0OZJa`}gQRDVwzsHwc9Pp$_enb@j5g(Y^bfttMK&De3E z1<nsIaK2HTs`rgiy`l2!Tn=Ir{|IW}rB^D}$*{k2Hz2FgYM;GN#WpmGwUcvQAsYJ+ zT4kA|q;d8%DA~nkuc|i%#9Hp=MRrhH${^NsdYjT9qgI*ZE#k*U>La_6M^LY&%>f-% z$uo>JDYmxJ93?$XE(T|_D-l~Oom{$Im3#$Ce%+>mPv;W>N;86vec5(!=5~HcV_`J* z<~@}yU7)YhRiKt0+50H{32hFl_^VK*Vsn-5gV-MvR*!0Qcec_ebbl31HHPX_s?VrC zry5K31=W{SUr~*t8c+2#)i+e%Qhi7DJ=G6XKT`cf^)uBkRKHUFM)f<@A5?!*{YCXR z)jw4KQvFBOWJB|mP)$iS71h*K(@;%IH67LTR5MV`NY#pJCaRgKT2swJ)rM+Ts@bS! zr<#LmPO7=6=BAp5YF?`OsOG0yfNDXiwp0sIwWC^?Y7weMsoGO5MzuKA5>y?i{ztVW z)lyVTQ!PWaEY)&U%TujDwIbC@R4Y@hLbWQ@YE&JmR;OBnYE7!OsJ?)^J$0K#MT}Xp zLG6JTfHrk9pPBz%_U)5EuV1fcS8(x46*~Z~M5^v7eCO`0WlDo#&p&Ck>(ojemnz*3 zu`lyJy|Zt~9HrOcUf*8tFFU@Zk-N1{w7<?&Yg2WhT8C;~s`aSWr`mvOL#mCaHm2Hy zYE!Dss5YnCf@({ut*Ex9+J<Uds_m$@r`myPN2;BucBa~eYFDb=sCK8?gQ_dlo>bka z_M+OGY9Fe7srIAlPPIQ(Gt~i9J*W<(I*96Eszay_r8<o2aH=Dyj-)z@>S(H-RL4*q zOLZL8@l+>Jok-P->LjX@sd`hLLUk(DX;i0Eok4Xb)mc<$Q=LO~F4cKd=Tlukbs^P7 zRDGx}rn-dcQmVdG{irUZx}53?s%hcwbmE<Dm)+O3J+L_@`R6A~ZErX%ovt3ln4c%7 zbD0A>?uu0Vd2?KHIyh)T&6NdZGoKzFb@|wOuei5JHuKX!?+xiRpjsAn6W;tId9fM$ zjq>07pL{G|9|Ci|n)#+(knH6B=?JW(x{B&*s%xmOrMix40M+$WH&ES3braRiRJTyw zN_896?NkG)?x4Dp>Mp85RCiO|Lp7M{UaI@3?x%Wy>Orc9s2-+zglY)Yqg0PkJx=um z)ss|1sh*;Gn(7&<VN}mjJxBFC)eBU^sYXz}NHvn`C90RHUZHxG>NTp@sotP^lj<$1 zQB-eJy+idb)q7O$Q++`7A=O7zA5(ooHJWM+)u&XSQGHG|mg)<tFR8ww8b>vr>T9ZR zsJ^B8j_P}=AE<t$`ibgis^4LkYk3PLDHr$+csIt)TsPC?lkx`mM!1`u=3}{&X~xRC zZQ0=-`->4z9M{d1x45f;_A5JWra44Pc7`hmpWVSDZ`;T>3-3Vt*rrN<&sk!<q0PC{ zo%rutCu!9eIvQW8exv%G>JO?vss5t+o9Z8`f2sbXYRXFAQlOfWYAUL!sivWtmTEex z>8WO*nvtp%)l5_~Q?;g=g{lqJtW>j6%}zB3)tppwQO!*?57oR>^HI%DwE)$ERBfpi zqH0IAFx4Vdi&C|xT8wIOswJp8Q2mc;Nvfr&mZn;UYFVn~sFtT%foesnm8e#xT7_y= zs@14EQmsz42GyEWYf*Kg>P)pZRTrvtsMe)gk7|9Y4X8Gx+K6gns!gairP_>YbE++< zwxrsMYHOzEC&_PI_srj|>SyQl>Lrtmu%-8`?$`KeOFN}Dpobm0m1&<opVA=EBB>5d zNO7v6(yp+zwp=VErQ>MB8tl=QY8P5^I~rRUUX|BcrBbVTEWsCYHdHxRXO*P#h=fa+ z9Jl*lZ=6<AdCY-Vee%`0z3$Z+NkDNK#;SM0k^lCLQ7I<OUy@Idjy%pmrNP|?R_S{6 ziL;hh>MUs1m_uui1xOx`3!u9SG>j=&r?Hx#^PrJEE=-O5aZ70!=(`=i_pGfgZ%qAy z?&KJ4Z@$%9a(}tPFqUimU;5dLBnP-X43s6$Ltgogcmu?aZk=v)>sc*StLj0$nN~-8 zf1B*6^oQZ(N?wceuxySWE?unRJ85%KsP|l!`@MP(5`7M8ULD_d#+xLCYfSx8?*SvJ zS4X(E)$1l2+nz4<4pci*?L_r0%wWgFL>`;v+h<#tqn(N0F(rKoJ`v`qNaDXGz10k^ z2R&k&@NwNw`F8RM)N2{5q*Qg6k{?7CN=j9i2a2_PSa-LLR;hV+^1!H#!<;5$mM<<l z({boRwJX(bRQo`K|0VvL?4(9%oYAV-KT~NXSW%X*`HGHE8VqZ-?P1#)JMR2Zni}fW zR-?1hRB!}Ybicgo=m7OvvNJW8_Z5p7%w53hbm}Y7?sPPIP<5r+lWH1h)vDv8-!FHQ z+yeJuC08gG9=63+#(4;+ckP;0{11*-V^tco-kS-toO7mB{dJ?Q>P59T)jm}FQte08 zooauoxnOPBm*_sc(hdhTR#`!{RVU}|21ctr=?lcvu%5M8lPdWE%&(@h`AI`#<DgZc zFNa%i@{x1?LQv0AS$@YIlAKW!K-Ye&k+$<GN!+~?T2*pE%d(5YBz7kpgRT7h1H;DN zRT%)rLYx21y;m(u<ughnpycW=8W&yELQ;ZHhF`IkP1}0;brgLHvG;p^eKh!lBn(dt zJv!w)GIUREX;nFxBYpm*Jy5TfVd<f2^FKJN=#zfmfqJ!XqNUA_hOv_W!3JWrl10sQ z#SWnAL3JS2A~3)D)n15dXP6`XNFD&y`YTDl)4^!yvu}-oInw9X+D%*48&se7yFREs z@AnNjPtGX2yuAI(Z)$DCgKpR5{f+?D=l!k<qoL3Hy&d$#%txyyeNL&)8^=NQdB4Ab z>hpeo2i52O9z@s1V5&o?4y8Jb>Ts$fs5XZ)l72nsf_0_WdoY7~jiV*|z&KlC@2hX# z&4-e2>JsU2Xe0IGTMH_+q_gmp&(iP1VbWxYeZqeg)WWz2+A1Nh@#`?zn4L6gaKKm< zyBHd5Ie5#ARyxvfkR|DNNb>G1zW=-Z*4Oe3D-E1`%bSNzb?L9NWSfs94_xrnapBX9 zk5r9cp|y2pJ&!x|OVZ<11dSO|;6n4i@^?C%U<@sTe_@F#*#=@QYLZw_I3Z{%X}voc zE*Q~KF#h_I&l#318;Nw#Dt)5AYcM-n$r2k3gRGA&YBU;2_d3#2U1QXv74q@^VQ90Z zRgP=4aW-E`KDqh^mxS(ATJYvuozNfZyqX)jV~HI$Lrvc&qXxT3o|(=tLFLY5Fn1{; zSNCn8<lyWzD{Pt9K^=OnptA`%N-o}fXjb|PbVPyk*8*HdDXk1caW>(=i>^9T=~3wK zs}1u`)M_Yt0@}RrspF$mlV+&c)zIGxHkZz{TPwG@YJ(p4U;3ws<7_onqYMvQlS#Wj z(-YdPpQCFqR(ick^$3iWKK2pxSFiV}KA?Jo>Rqa%4aZ6jF;A*vsE(yNj_P=-6R1w4 z>P2-D)yY)7sZODKg|4f3IF9ry=LU_P4!dz(Y{K6`jiRgL8r7+WeUjsB8rA7kXHcC< zbr#jxROe8gOLZRAY49^>$-C2C&fnfJ!xlXz`T^83hppv~$S63US*{Z1c&c+@Eto;= zHk)jJLO`|EF;2x=!}-h-+eCCNtSpO;6D<vzaKcXbC+C&sFdBPP7KyzU@J9U-o`Y6p ztRMcMy;-isf8%IOsrh+-8@Zwig;?hSooxO@-%}-bfw8(4RR2xWoAS7zJCvMwlQb|; zV%<UiTx=dWslHrozk&XCzcJ~cP3&V;?<#23oRGZxUyqd@9fFem@}EC5KPF7Y+JL4m zxAn>M9LJPif;l?-EZ2wb6D2p{e8V*<v(S{z!WbB<9k&9D9rnGY>YV^R%I|RgVOT@i zapZ;3SpL1ms|V#isMx2Vo&zU-bYGWCt-7tyqm$+~>DHF}sbUux_DIe-3#l%mx(oWN z9Sf5AdjzyuQ@Lw39_C0>$&6Lruw=O(wh2a3i<LR@p>1AFbr+OeBgWP3??<V3IkZZD z-{L8#{?5czP<>wT&Y+evgTMM?Wgab|Rr+oFQ>ukQVXUBDy><n)YJH%6)O2~qH34QY zCe6dfF%EJexE}OF_Ijm0S<8L&-Jk_}ey<w8N$xsVg?bx&ifXgbL;gDJGKdX&RD5Bn zLle}oumkkT2anqI{z+ELU7+U*<{7`bqU0o=2b$Au$?AuLJXFbhKo|O)_;6yOx6&Zc z^NYIN+T2mHS+51n)uc)0ts|sWU!cEVr$1_4qL!N~c?rbEZ+47%F><O>f6&2hckZ^W zKTGKv(5Ab$AL$k~P3adnLLD|ZRC(C4tI~-Odn?<pk27mZ>^jhmn}_7}Y9$wZ0iZRj zEU0+eQJy&zfO_ZlTz0SAdHHo-2%~YYXq^YP73HdKHkAC@XZP8?#pDaN6`=N4wvW3q zTds2I!LiVE{$Qt>kK}j%A=I0??W}q$4@#T2K*=u~{;fNGzx;i+<)A%F)oecftc=EX zDA|7cy3KJe@+@m2oV}Ms#GQ8<DKmHrN?z6L^q|&XC1>73(6!xOq|5kbzM8>>(BH5- z4f|HhEyr(Wn1$jGt*7|rlQ#E)HfQhD{8x_@i&e?*q25Uo0yjjJmU`Pl$)6m<tDNdI zM8!^rR(<wKdC<>W{s`DPsP{?sA?uy@OMlZttSNIH?=+4QI~;UNj?C5$GhJ1^9YAgO zdYl<MT4L8gy<1D(uye{J^@f06aNphL?jQLw(h5qBT@#!3X}JNa-gcmo?{1|0{9Ixm zLCGZ>G^yliyHLgM1Wk9UVYa5@WjzlE9cvz2>Pocifmef`+hcy+{JpH_7of{ZUicKf zP)5T9ZFX<=-Dgsu#8w3@`*dupHa(=?wNUc0th@bp{gw08TTu7zp5`<YrALlX@|GP- zwzeNDXVEpFX%jL^Us@p<UekfbJ&5a&y3Is2k{Lm7uYSC$OAR@zyoXlpfB&J^@p{tc z3vlnm{Gr*n1vUPvlJ~-~;MT0A@2$Eol`f(Cjd`%2Gz~pmvs6}j^Q9h~89cu2of1?y zl`45ST*a36n^tV;lrL)6*Bknqw~2So>ap_NuOsv~pO0s^EIH)9T0FGs`iHZoezEd2 z!v{*9XxsEh>IOwrt7e0`ZEwG_#kPV<Yr>f!Pk80o-Zs`sS3-|shOL<3wqEvx`=DfV z^LwA>>`S9!|AUgXos4`x;R17%s5Tx^D)to2uRgY#L9Dm^Mio0A+H8sSZlrXrLCK-> zB9smTwd@#g$?vZ(Xky7Oj)zrj2B_Eaenh2ON;@0G{$IU~4Af-TQN>m=(EqEq3Dj%J z?;BV{#g2p6MTwcA;}0k;3~Fif$c9Q=fp$*}c2pnAdpv++LH|Hw7Q}j)cV;<o`l%|} z8C3tMq$g-xy*^%7BV$x-X6UcBHX10+WTdnEC>;k!nLakqXvHSQ1{<lVwkr8B9HEwy zSIF=0AtMcy*#1U(N6v&!FwU0wEh$<5U&2^fw9#tSDr=*Xy`7bML9Au9KbBvdxiD7R z)l(G}yANW2bakqkI`om!K+uK>e~9zij800&fCjW*F}8LAIrhViX3(S_Sb5|!QahRb zY0zfNEO<MrdcVN=%A!fJ?hxy4`Dd$Q7ebp86L1f|utVu-Q0=_YOlc3$gokC03(v^! zV0~znHqPx-Y%`caOTC^Kl(qu3#QI5WCeTp{O<wIFvC9nCbA46v2^bA+tePwBV{isG znIzT)dZdr7YgBT8yyZ8*sAT&as@{S|>L!1~WUG-T#SVqz$kHkw*(0SlQtxf5-Wf2G zmRL8rUZ`voYqwd&E;4GBJWuwpgY|r~Rl6GLmdgHWCCt%;{;TQ*jF&5s-=GJ*8_v8i zTFx6)L9NH;o8r(;VqY7zd7G#|#5SFLWL&kqqI+QmyT2R0a?DKGi!P=6D_^R9RF_d* zPIU!Uf2u2~uA;h{>KdwRsjj0MKy^LU4OBN$-9&XW)h$%FQr$*%JJmp{JE-oYx{GQM z)!kJ0Pz|QKm+C&M`>7tFdXVZNs)wl_p&CN<DAi+Bk5fHC^(56$s;8))rh0~I7}c{> z&rv;3^#av!su5H#QjMf~iRxvlSEyd4dX4IJsyC?Kq<V{L6xG{Q?@+x<^&ZvxR3A`% zNc9ob$5fwCjiwqy^(ob7RG(9grTT*EORBG^#!-!@`kLw+s&A>jqq+)q$S<Cc89Q&1 zJbS7SyZR^3T!IEHkX^kk=;@H)u7`h(Qr8RlU}t`Ne1nGB+~nT%O4xgMX%Tp{_&vFk zpATB)J+kY}Dvf)nlKaDT*_cQDzHdD(^}eV5{Xq32)lXDEQ~g5qE7fmQzf=7|^(WO| zRDV<bL-jA!e^gD`Xs#5hDXFHSnwn}Fs%fdFqne&-2C5mUT2akJH8WLfs#&PoP|Zp; z8`bPob5PAmH5b*~RP#{HOEn+W{8S52ElAatY9Xq2R0~rrLbWJWd#c5#7N=T*ssq*k zsFtK!ifU=9WvG^=T8?UYsuieKq*{q;WvW%ER;5~vsw36vRBKSJNwpSLC#ud=Yg2Wh zT8C;~s`aSWr`mvOL#mCaHm2HyYE!DssJg<_7R$Z*)*;#+*nBwor!67lVt<;Zs#iPA zSCiAS&?-AJ516fX&IO>%9X)JHy$Vxz+RcxX2X-wO_R&jj(VOolr|My=>%<1jUG(u# zX6W>z$?mcHfcklSd@(WU9(!{-0xhVvq}qyVYpQLiwx!yRYI~|3sCJ~<iE3x6U8r`Y z+Kp;=sy(Q>Qte6AjcPBdy{Y!0+LvlSs_s<#Q#Df^K-GilK&peN4yHPU>QJh~s1Bz( zg6c@Bqo|Ii>PdAB)v;8^Q5{cp0@aCBy{Jy2I+?0B)hSe`Qk_P1I@K9eXHuO-bvD&G zROeEiM|D2c1ymPOT}0J~>SC%(s4k`IOVy9+GOEj|uAu5qbtTnRR9917Lv=0HbyNeW zuBW<z>PD)YsBWgZh3ZzSKaJjvNy_})0q$mp-{016ba!{PC*KbD$wz*)KUkuX=nA+` z-gsfDH@&X)Q?Yg6PI&K6PkkFskl4o1s&XxTKkfDu^?_FH8TfBpkBd_B2q?Ki%8>K* z`bg|HIvU%l22$NYbtlzbRD-DQrn-k}Fx9<O_fg$X^#Ij_R1Z--O!WxW5UNM19;14k z>IteRsfJQLMfEh*GgQN<o~3$@>UpXcsD@LGpn8#NB-Kk)FH^lj^(xhCRIgLLLG>op zTU4W{-llqo>Rqb$sNSdgfa*i4kElMT`h;pU)flQzsXn9noN6r97gS$TeML2nYCP4~ zRNqj2OZ6Sq_f$Vn{Ydo_)z4JFQ2k2v8`bYre^C8N^%vFORR2)@OZ6XBQ+E1HpK3~~ zsi+QuH&|*-DbsV&<1A`-T^IJx?H3N--nXWFNs$v`-z>H5xy>)Tij9W*-bV{{4_w!w zj?%@j_qN>IH>Fo<hLZLA3wGvu{RCGNdQDA7qbOW!XtDCeN(E@MdHAlYGk-l(Uj^oX zHtY2>jHF(R!B+`-wS$q=>uIQW=JNLaBmZ?#tvUm`J95;r7o9_uo&s(E%-*?lHOW8{ z3i`^%CiDHS!_*v|1U)e{Dr2dFU6gi&{<f@YwYvQ(`9^XQ#0IQ%Y}UV!<m;#dvoJgH zpND*-aS>*r`nG8`ww)=j>TL~Uwds4$FE@ACE47D`wfU9o7B!&cO$B4>z6qB$uZK1} ztq4us=$UA9Sd-bWhDS8}C|a1-+Ysv2w`u{@tJfwpHVs|vX{n~8nx1Mrw94`=+h57a z;0~+ZqI>20ovW~N-oH)w=PI+m31V{uHHyBs<h`2TK%=or%35a!v6hh>CiQNHdM#g2 z)*GpnY<`sd@!y*^hi!{peXc6aK!+kDRV%8Qs7{3jTe{;dpQ^2e1!>VelK7$<OpqlN z_n;1{NBv>BCS(AQZ?h>tX%nMi^p;Q6Vhrn*lg2y4le2tI*aCW#@peM4^|0Nl-pq6~ ztf^+9YD4t{oKklBo2ylxDn0T9ePmU)neU)(s?9Ay`@Q?ncusHm47mpA{UT#0&5V=J zC$rL4Wuuy%Y7VM7spg`Zn`$1aVX*4fMBaO8pI$yu4+qts2D=)qx}+4~9}HDWjxk)5 zqOW01YW0e?hmuF9H!VDRO-}o5LAO_^nQQJA`HLUhpyXA-rO)h$ysdtk8-ccH^sMc} zqVY;^z%lq>+JWlFobD*y2eG-HhHRd^{+iOU(5eODT`L7yOM<U!aAsIB_s^8D;Oi>( z7|g<y4b=zj?;|C5gOXFMDCp|cP126}LacrUt3#Xhsi|v2tMn<rE5ZzFdP=o9Kh&$& zUxxKc3h=yi#pa`$pK1ZBMWD_4vAPXy)@v^~tLRf{HHTO&xq+-n4^ZtBW=TsQ0rRU* zrF9(Y)wilRl&nty9tG=Jp8`AtN-i_yuB+AO?`nPzfa+6#w}6uMDZrzlNBR`t1z{E@ zt-Wz9SF|Jv=>)1z0bUzQ)~5g;4XRH8UXZR0TdIYq+EFb`wFuRsOh?bp*k|aVo}-5L z96Vr%ua~cbM{5{7ZLye4T2|cQFll<t4NFO{{oz!h*D6Lk#ME0uE%lmrCEw*~fpY24 z0alqM>35SDwFb{ZrIr*Lo9bxAddvpBJ7>+EIcst$^#HZh>(WPQRcNp!8RvYn(pR8b zo7DxYd3*Bi^#A$yp;sxnwz~*pxV1|f|IqQyTCwK9<bj1OnF=CRPyfQX_G0PX%Z`|> zRC}DDSf9j>-uZD-o7VO)hFWXwTr^#2Jn2e*7{<z_n-8=~E7_!C7gOB`OVP&i10lZv z6%9vN7HW3ruRb=nalIyOv7Jjk$g07L!v4SH@dVBsT44WBZ45s_Uo;(~srf|mV)Z|R zc_486aHqkU<Ikx{FAZub*1N5$)CvZ{qAp%aKfoYl-*q~Bm!*%@lIQ}%o0u)%dt8N6 zT6bE*p^=cYJ19E1snSm{6p7c7!;98e+5%z|4!S&1!}}{853$!8<bK%bdS9iJp;ZYb zM{ITKqqGVv#mXns<~`p*mSTC(OEo9EuMPNreBB9HO<(s1@GC=udCU+p77~(qip)~x zOpzqlMM$Cyg(O52k$DVJ5*dn$P(o%IGM1UjP-gzQXD|QGde86M^LyUsd7qE9*WPRI zGu(6U-M565G@>`GWod$FIjv{4lIu4%BDvm%Eyu!^@3LyhTfPSMtzurP#yhC*p=LwP zftm~T1JsXDKSBKrH4kb&)GtuKLj4ByJJjcjN-OptTpP{ditPc{<U`o<eW*WRpMOIA z1@$-7KTuWr@EJc;9jHa27K1v0oxQa$2#ShJh9;4z_Ll#mn>e>WW!DAmV<fYwLI<+> zwfNg~FkPzluv%&J&U6&971+v2(>CoOw3|}PGe--xV{60mZ__hJ2>r!c*8XzdA9~5| z&CcF4>U<h-eAY8@wd%vFQSjRp1^+!2+J?34w&7H}E?;g5{l<D#u3Glc=KZMUMXVab z$IUdpZtzmXPGv3saeA`ZIOMfZOV+DKLxR8PRevkAIIC5cB_}+-O~@8Hhuw6Qw3}FE z<o*vrLzvbX>Uwk4nk=FEEU({e_Xbl}QlA4@-d?r0E*WmHtc!FVEUvgF>8jxaXTgwF zqn2HxK@}5UiC$e{>N#tt#l;Gw8(5uR`(Mg#^-x!=jmAt@%y{Ch=V>W4na!YT(`5G+ zqx6K9P#h7RCv~CfL9M~+EM1+cR*hJl<=5^eim}wIz3ljv$7Zo=$W<Tq*#K%CHb*g~ z)m2hT(u1NrHX`Xxm2Sw3vssX9dp07uc7S??)k+>~4r9+M#?m9GpNg^c*vyvId0U%+ zl8sI21z=59tLYCDWAi4ti&dw~Vs&=t2H8#Z5?YOE&(P9!M@7sMTJW$^RrnRbsS&F- zo_C!g^d8H**7?fSm}B#VR%fx{K@Y0LS<pSdDbvu7A1w#o^boNLYzBM&S)I|e8)*p^ zn^I}D@#BdLMQjbGZUKkh4eskLv=h_%b+(o3okG=U%0_h0A@ql%A@#W<iw!N-pjXJv zMWW?~Ofw>Ke{9(7BeVh2)gu-*ZvSeo&_8TFpV7J4Fxzf{&`~V*#N$_`(lRM;2d3?B zH97slp0qvFhJW@MOv$AY1+wvWS@t>fRzvF55!NgB_{Yn0H&M&oSj!88uWWXVS}gk9 zmFaQ6oKJQkGz+I#-Zsn3jC&Z;Ba3jBH`IKB$&Pf&Ys6aizhrdh#RgxIw;j_h!*xq` zbE8@K%+^)-{e|z(y`lAdhUI;ty5?l?mh#qPEnAEmbKK2niO5@@>AWc`dpMS+HR;X9 zyHB^%gMbDzMeH1=SJy=6-#<fn_px3zia)UL^9ma89i|;R7rz}ogU0K_dbRrN2e0O? zlSSSEOx^nE8PsV=eJ;g%RefuznO!&2{3f%!vje=t;t$aLK4Y=_N<055vWxEPMzXx` z0xOK!V@hi>o5c=E+*;yCGpfdErWPRyqdMhKtQ~84-lLZ<me!{Gx;PeVKl@0t<bHG? zdz<OhA5q5)dr&2BF}+qcN!_qN9VuOzE=y>??vXEzH<oF!@UWp%rqS#dV|~66d-u)8 zb#xXj$MnMe`>mf9^%OJsfVFJ4ZNQDqd#4C}%H}Aq_xv>#o70{7Le{cQGq=7W26II0 ze5Q?uI}A53L1*AFmbXE>S~mi8>3X!A>5l%D?v6R^Dq0@GTCNf`HMB}Es>XVzPih>t z8RswhtiD<JV$}BTXS;7_R*T!k2ki2C?W}dqrHrjYOTwFt$?Rsb=riXb-Cm`O+r=%c zOT!1BYPf#gbD@=3k+;9fSz4#qC!zIODK-xLX;C7)o+!ltb~<wG&?2hu)XySzJB$6Q zeI1e`^cm}w%~ac;0Rd%1%a>WK!EwiwCN?#M4rF@h(82A=PbqIMyQM#^+1KDtdR-BF zmG$}abNlisMe;<iQkZIQ2or~hSaUW<^4rBQHVbln4rBe;h@{wFBJWJt@-(RKP-n5c z(ldW+k+%_yt$|eirSMXhm%@WBIj#DLC-a)VtXcWn5F?SQzZXt=XX%CS*M?v1BE1~D zz(y*6|6(+1Rx=oC5vKCIqu7nHREkle!tInwQSeWsKHq?AW|`7j{THjp#w!)Mr^wrt z^;zl_<*f*H9n}3wc~$L2UQ-rZQ})hFZKl$Dv-A^Kx=f`$r-=D=V&@ZSyuC$UOBO3% zR2EF7mY+y1tKSt~RPv;bii0&4Nu3mxirf-T?ll;DgDo5FTV|K5ioBEA2~g@Y<$a_$ zSke%vpOy033>SH?ve=mgdw3fq(<{VHOr^;^FQ%_IQ+ezhrO8#*7kPKVN;ZNz3u<qr zyjEjG-Xzv%d7Upn9RW3s)mhuJ6}_r;hx0oSw!9R^wow`{y?3n1Vr#PLp{p^cHqa}G z9jwncMyBP(yVBih5f=OG^<&SiN9nF9pQ&G;se^2q)4jTmQm>v&quFP%;T?<g>@bU7 zi={F3_Z#(d-r@-&wiLXrDh;&^)Ur^^K`jrp0@R97D?zOcwF*>2s8yj>gIXPG4X8#? zYeKCBwKh~^sCA&$g<214eW(qfHiT*d)f8$YsEwgEfocY|DO7W)&7d}i+5)Nt)Rs^! zp|*nB8fqJ;ZK1Y<+8$~Ls2!npg4!8s7pPWHyF%>-)f#Gds6C+egxU*gZ>W8s_J!IH zstwfsP;H^wK^*{fAk;xn2SXhKbtu$fQ0<`(hdKi4NT{Qrj)v+0bqv(8P#vL;gX#oz zJXB|>6QH_4od{J8^(ngtUhDs{MX5*hMB0;Sx`)x3mi6g5>S*?mAxi&N%aT**sq%dm zn{jJGP@*k8NBzpwV@&GBGo$J0t~pbe5}A5!M$!}7rtH;3OUr;At_Fj}efuOhUJcaA zP^Unh3e^?rG^o>|&VcF$btY7IsI#DYK%EVB4pdL5UQp*kod<P3)CEwzq542w2z3$E z#ZY~rE`jO?btzPTsLP-(hq?l40MwOGS3wPgx*F;ls6kMJp{|9x4r&P0^-woJ4TZW9 z>L#e0p>Bb?73wyq+oA4&x)bUysJo%=ff@#NFVuZd_d^YbdI0J{s1Z;jp&o)71@$o0 zXsAb^9)%hM^%&ISP)|TT2{jgK9Mn@#PeYA|ngBHs>KUkKp(a5+hg6;Ozi%yxZ}h15 z7N#jHp7!Xy=c9N-DzPw`zWkB?u`Rt<m0Xyl_amY@YTry$pDs-04<vs+5&v1d`C`uA zGLU~@xHwbY_lI1{E=ZJ`)ih&zB<Ag&aUJOAzR#oKYc4=dhMEHPBGgo<m!MvTdIf44 z)T>ahLA?(32GpBSZ$Z5c^$yf@sCS{>gL)t81E?8LA3}Wu^)b{ZP@h751~n6E7S!iZ zUqF2c^%d0DP~Sj(3-uk;_fWH;=0MGb`T^=ksGp#IhMEU8AL<vVU!i`3`W@;Is6V0p zg8CckAE+t=`A5y=9|kA_RR?NOsKuZbhgt%vE>u0J`cMs^mV{agYH6hFN~sENRto+! zWzav<l!aOjYI&#?pjL!h32J4iRiGL|tqQdo)ap=cKsAC|6KXA}wV@hAJqtfSbBsML zPfGtVVsA?q@zi<%d#0T@rB_nqIY*(vEY{m&=%Jgs6nmL{j4*Yb_w^k`Nz1X=AI}Gv z4Z264a=F4{o82@qHFu)e66`sARQ8aUTRW51fz_xBwI0;^P#ZvP2-O6tDbz+#8$)dZ z)eLG=sOC_cL2VAT1yl>DEumUMZ3VS8)HYDtLTv}NJ=6|RJ3{RQwKLQ%P_3YLh1w0O zHPr4<dqC|8wHMUhQ2Rjb3$-6q8>s!E+CsI1IsocGsDq#mhB^f5P^iP8+Cv=<bp+Ir zP)9)>4b=ha7^q{RIzk->)d}i&sLoI)Ky`sS5vm&MB&Zswlc7$5Iu)ub)M-$sL!AND z4eCs&?oekz^?*7X>Kv$^P`#keg*p%F3wDRxCiULi-p%OCBmV3m_JkH4-oJN#B_5C8 zW%th~cDtvS`nM;>2=<EL=CwInXLU5NlD@)If~ofPXTkqS+Je0zkgFGrZ3J~btVR)- z_c8xYgs*<wuss@4jk)agg3s*RT@&jp7dn9VYT4w(kv?;UE?{+54a^(wP{&Q^-&f~_ z-=t7Yc{Jv|-!P%4*tY=6KUt7tZ`~q6s^kf#je>?}w6{DV^d!@sA+_t6`O?=IW0~s2 zJ?@d@MV~~9WBP2vXNTew9K@?OQ#RhH?&Z3U(qwg#dKJKGmDA`^<+)?&E0FV8%LSWz zg@^0V_gi-|{ZM)AhsuweOL^5<g$q?jv+3~THS}H4b1bQ}sB%RqZnF-{wFFxj&({4M zyYv@z_%k~YI`tl+S(Z=g%Q`G?xinu?TBcszh5C`@mAAYAE_H9HK2R4z9mq~8+Fq5T z55E;v8qs$8qW4EON8SJaWla~0Dv{06lZOR=G4yqq?Ml_KqAy`pSIYZutGY&Pj$Ho! zy%5_Osc#ovRL{Kr?mV6<j=n{(6pNwyLR|tiiVar#*5uWH-^ErM?2|#FjBi+xwYwx$ zBu!C>O-#EcVtXj4Y6E>{va*tHA17kdSdq00W4pc3Gi-AI&OpOa&xHEHYAl874|N&T zE&SXo9b+o#JXRfQC8n)UywGzCjF482`a|JGwfe%_o1gcr7mI2+?9vLT0Z>;$T?I7| z>T0NKpa!zVJgK^K>4)~u&q_sJ$5hOKn1W_dU6qzxK?73DZIzbmKOMu)`SQG#nSSsa zmekt6hM2+4Ft0f~Lt4H|ujsYqS7)hLj;vQZKDpRTSyWfFyo((slh-<WUmRd4v?q&| z_c;%0I;><i8?U_OR#3xO%ku4&j<ONS)d#lR0*<H=tFye%W1$AY6&nn7E!1^TRdBox zaJ-$F%D*T62I@{WN74@8_r$uI$u1dkZOTq`a{bL(o>aT(231YkvHln9m0Tx6T>$kH zTUV*`4;62-{G}LCS>@UHk&eN#tj}WQ2u)yl<$4cl64Vg5Hr7Mk05ufqMyQ*hZbqu! zUHCF5KL7)ii!4sg6WF4X$3BH8*uhE%QS()a+R0TX{AZWcum6)Yek`NwgJV-49HXsQ z7P14x$;6}Jze-X@%?lPQjb(t)L9Dmh!>1bQ7RB<?M&F13yTj|)`foYySFoFZby0-q z{|@ZT4vn6_&6nIiKwHqvVGDSycBDF@*;oJFY+KeJ`GkI9N#*(uE|ssa<yWl3@}0Ve zvf|70-e8MR9=itiYCVgUx7-8j0;OvB&|9M8lr&Ln45+?bcnahf)A4MT9=OqUd#ku4 zaY~%7R7RgZVwFy3Wz-JGnC|U+urBFXSDEj7=SG5bI{n48(%;QfGcSvl{n!-jT45gh zD(}8feb(o{c~hF|h#k2*u$KRBu)ia@oX`<W3w9AV*Zd$&Wk=<z%(km`4Jt2Urz(xN zAh&c5d0M#0+ENf{wkjU5bkA9q4OSkjhmvZpC{576ytXiQ6pS^5D|rTN*$wJUsJ&p` zzEFok9SqeL>L957q4t4l2emiUAy5ZG?FY36J51zjav@x?zZDM8zwy$6{}Hab4^WT6 zyxZVWwjJsYs5_zVg1Q^(9;jhZ_d?wVbqTAawBhzZae|$$ID@3C*-29Su;>%roa|>R zwM-hx@=Dt=*@?U@*s7Cmdq_vI^M-a8a2s0@8_ibEMD6oB8=?CZt3lf)mtifRDs%nU zr_;2xbq>=z+FxwR5ErtaEN{U-F8HJExF@q}^xL)0qFyj<68@Z3<4o;6g9fal*j-F( zSK7U3@bXNNcMR)QlE<%>cka@L+ez%`u3<XbI;-z{5j&g3{=G4EGNFyWm$4BA`c+Gu z6G?fyve^6uBXZWyA|1i{tSv^t|47GvIGlyDtmSywEV#2uwjFrjVQdVI_ZRE4X=3c> zb&cMM@m68$IsJX38{2396l%qE>mm==^<f`{7G)!H4D7LMWi<VY%>l&`(RdF+jezRH z^2#ge&W;qh4rY~<YfCm>xdy?!k+9E)piWi3zx9#U#tYUf`EBY^s1sP9<*_qhY(A@` zJhnY-ISj_OR8-pJEs-6ecXU>N)eIgg&Q}I(wP!xsKmSb(oe4{`UXAQo&i~tf+WfW& z(-7|~PIn!LiI)9Y%j5iyEsC|ImW#1k^$))HKzAqgO3hl{RAkwg3k_+Lw-BbP&xY+5 z?WSJMWqB{Zu+Hzi&sy|q1B=z^U!l$FxRF9bnZ8`<J#>IIz0lasbiD46Kg}}f2OzST z9_x^lU;cd$(eidSN5KO=cHeM`Ms%3PzHPjqWL!^r-|9TmnRAPOihn;=wA_NtZ@1Cw zhCXuZE;NAUO<DOOBVh`?nu}*G|6a0X%;Y}wA=OJv6LdpbG>xTd__Mr=6761Y>}4wQ zzF@I61|*j0QiWm@m=4(PUfDLoMa1r5TJW=BMj;ic8t0fcC^Gl7aW_j5+n?$7wy9_5 zf1&XvGR-Yt)w5AE+L&$`Q(KqngO*Qs7A>D(EB3Na+V(@6>8_w2Q=jcq50+{`c{Qx% z<5MRrakQNzS{}}H|I+jMBeQ50=Ce9~uhP-GTP3>B+0A0RL}i_SXG3-NV7+qgWa_j1 z7>)NAi>-VA&XfEs8gB;6>-hNa;~je_?-|yz-|>q-9llWB$*kqC7Jhc?57Fk;S!_*y zS8X!Xji&j%$YQ7c_VjvjpN^xtEbk*@LsiyW%InEupPhgD{9|ugS6)nOd8-qvk8l#R z(2uq3<!ssJW<Poa@q}sjqA%UuN>JW@tmTcqdp0|*p-T4U>KXqy{28r{D5k!@Cq0P2 zMRlIf^7fDETv~rHoi}t?tl6_77EgB4h`zEqm!I+D!j)STTZy$izFt#jGyA@x8f%$$ zt9xuj=D%&vtFgRKCO_%hXFiRn0@E^{4|UUy(*C;nOnquMTlFKrO5|O~`aGu5<&yy) z=?&tFtXEZ{{Z<#5N@w8FOdsW(`H}2F@4^SMJ2&~=$Qr0o@P6Yri*5I#ZuqQx+Rghq zJC4*LIV0N{(azW}S)W6O_8YUS&Tnx~Sb^PN75v|VKl+4*9&7p9)_svH5=jkM%T}qe zIX#{{5iNgbbuMVC;E(Q9ud_MIOY7P=t7}m)N2l2pHas#*qdSZCCm+sqdh)ki?}qeK zILley4u{_KE2&Gb2!^s)ZKqUqDKD$Dq;wDL4D~S7?rgkL%SIyaUKl$X>Sw4)tQu0@ zY9j9`<@;EbbRQdsbe5^+7IMu2mifHx-ycCNCo<c^SU0G1p)O%FEPpFQ2gRyi{^x^F z_0Rt#%>*`5sm4{sNNcmBM82jDu-?k`s^Y4l^|+a}EWI;XS>#>9j$L`n-`H_4*Zztl zqP)vkpQXI|BCiIn$GK1~V6Sr7c%?q;iM*H5%xV&$zJzM5n74|^`w8}W5L9P4M~hkB zzdr<8@L55TcQ5SoL8yjs7M8R5ZJ^yYzm&+k2DUr}>N2QxSYELvMc!JlRwZDa$HUk# z#k|HM?{?Vd<xqp5mSgiPjh9|mg}^@dgX6sgV}~f6Rp<?5&0bcGo|%u^&ptsvH`I%r z8Cn)!)8v{z-T(ezBkD1Iq{V?^bk`Qm@>;hl*5Z_kv=)oiR%1J<73)=8;GQc(9*{0z zvE?0f&+I)*_s)mmy;U^SBT$b*je&X$>T#$ipq_*p3pEbvDX6ER#zRejnh5m_)U!~N zpq_(z9_j_C$xu_EUWA$o^%B&}P_IBugL)O}HK^C2-hg@&>Mf|Zq27U-4)re7dr<E~ zeE>BB>O-iHpgxBB1nN_$&!A>P&4T(I>I<kZp}vCp8tNOUZ=t?}`W|XF)Eua}P(MKZ z2=x=x&rtKA=0p7g^()kGP`^X{0re-;Ur>KT{R351l6^@_+?q?z35r0~fm#%5F{s6% zmVl}YRS&8@R0F6bp_YPL8tNx@5B%c5pFQJ;&==aqvwQEI`EP9P&1h@w8BCuAAGWj@ zO}|7}nYHX;+SG4O7(Fq4&0Z1Ay8bZa*^Ex&)sq8@onm6PWo0)jp_f_SUdHiX-mRow zm4V|e3$+~7@=z;4tq8Re)XGq+KsAI~6>2r8)uGmaY6P_=)LKw$Lp6q42WnlY^`O>= z+5l=ps3uTNp*Dir7-|!!W>A|#HHX>^YICS9pjtp}3Dpv6E2yoZwt?CfYCEXyp>}}U z5o#x>ouPJtY6Z0`)NW9%p>~Jb18PsGy`c7n+6QW1sQsYYK<y9J7OEZ80Z<1*9RzhS z)FDuZLLCOx9_nzYBcP6iItuD&s18uaKphL!5$ZUoPEf}~b%r_tsteSKP}NW;Ayt3= z&$kZMxBi=Q|C2P^(Ax^?WB(bb{{5e%DTUh99D}Ms!`DoPItA)fsIE|_L7fhD22?kw zGoiXeodwkc>TIZUpn5{}f;t!KJgD=bE`aI{)d%WAsEeR3hUyD-2~<C*OQHHhT?TbI z)D=(zpss|v3ThzK)lk<!4T2gBbuH9&P(z@uhq?i3DAbKmH$mMDbqmz3P`5$d4s{3A zolti{-3@gQ)G(-fq3(maA8I(%15gh_jer^n^$^r3sE46OLp=iZDAX9J$DkgEdIIW6 zsIgGvpq_$y8frY$1gMEn&p<s3H3{lDsOO<pgCDAC$R1XA9qF3&|9f@UW2)<(^kI5G z`e2MdQ|<dFKBQ&Xhg*uav#Zgf4XHDGgg(0NmiNKNq$^mgyk!%X_t7~0J~M_<>;+hj zWT+`nFG5X)dI{=fs8^t-LA?s~8r17hZ$P~X^%m6IQ13uZhk6(4J*fAgK7g75^&!+p zP#;5m0`)1>XHYYtW<h-p^##<IP+viP4fPGww@}|feGfGoY7W#~s2`wyg!&2UXQ+8l z^Pzr$`W5OosNbRffcg{aFQ~tv{(-701wWzyRR?NOsKuZbhgt%vE>u0J`cMs^mV{ag zYH6rtpq7PN4r+O*6`)pxS_x`ps8ygELahq58r14gYd|%ES`%t5sI{RQL#+c<%|7m4 zs@VNy>w|7~kv^VOjNR262R$yfE$EZb@+|gf)zcfjuG5#;*0Q_n*Q>9dbnmBcCAAy? zpNd~)_wC{{Qz|Jo4SfYeed@m-)YpZj=*c=PPilaYYKlO84+pD)v7cdVJvO4;aY<{2 zI(HY}BdpKVD<$j6*0Tr1^fh2wYFEn#88dE+*oI6WJMLZR{Yh7R`pAUoyT->B`o9<~ zCbujbQTW^be=0jx75kW;WRvTuQ)fcfp=^=Ymc8uK?ki*6U*tW)VxKjMFZj<;QuW3E zp8D$SqgK-7($_JEv7~Zc%98%pZmLY%crRl|L2lBF2iadponXs7SgbtnV#NhXeO?1c zWXdK;zL*<9Z49*u)Ic`%+Am%;?kA@29;?Q%zdMnxqpt{`Wh1iC?ixg2;{V7Fgx)n? z9bIVKRJ44G<<*Y&-yU_Pl<NF%kGj*WSK2Lw0>ow*>XiRpRA#UgO`)1YZ3gwN(r^;# z7@5e1BTapKQK)T9rJb3&3SGfkPRcVK9cU3Ev>j7z%ZaqL|7a!kp_W^*gXr(ZOfD~I z=YRq1LbLj8L1Oh*k+(UlMhmDGP+LMBskEpH1}$BNcC!U3)tU4V)Fx0ZVXs<2Z4I>z z)V5IDL2VDU1Jujxzz^GdTdn6u>-h>(d7UlTx{~Wyw%X-7OKHUx{1a(@-Qeuo!<O|F zPu<kAK8#%ibsTJYGCPjs<LwA*)fZ|9*sCO{r=X_7S!fE!`x1`#I-J4DFmFe=Vmm?Y z47Cf?UU0m_;fQkCSw+6j_cS)Ya&=;rl<N}Ivie@(OQbw-Bx_c_jkg1v0=ZsfgOzI} zQ~5UD(^$)L4Pde2F!7NNd^6T(xgKXN%k`r2$x5_rt~|Lyt>D7w3bh+lYpC6!_JG<G zsrpFag&{u|tyC_uIQKq;`b4>mB37lO<suTbldBH<-!4_PlIFbuTjW9Y|9*S_ta!P! zmYu{TZ7embF=X>@_jkvRb0vh<VzE*wrU@;o)L|8AFU1PeKHo<R59eF#mpK>SUlkor zV>O&_F)`bwvbYsj#}p1+np$S?`Ui(Zpd}ki=%25tc?%3gZ=bW%h<-q#UO=KsXnj^g zG3i!Pg@cuk9icrHV`+QN=4?1p%cP4HRV7+ZVR_}-b>C5rRY`sJWh#$7t~hsep+BlP zBBAQ{g{MG%bR1ws)@r%HM5#-M*#v1-vrAHST;XP=jSOkK!Jcd#&I-vYKVVq0nD=8! zXGLRIku+RM6aTGJrr)L<_X?;&8-l)J9WL1A`|#p`AEM=ltXGB(?$`T&E+h8aUdm$s zUSEp0G!i<Q6>96<WxpKiO%*zvX+gsiLfVo(W@?l?WAxT$Le=LBm(lgKy;J8UwAd=M zX}!|H+hyzad{M^UiU%w$iP~(i@_By@m(xSmVR`I*7#j!ko`8CTO@Tb`ZK!<|t3j3Q z3$-6q8>s!E+CsI1IsocGsDq#mhB^f5P^iP8+C#ku*Ht>yJ5Z0qRhJIe)o{f=(@{18 z>PV=gppJ&>0Cf!1u}~eMj)QuVot(ALd<N60+nZhBv`4oU=@)kC)T%M*Fs1qZr)`yD zRTO)k<&~ZY(dEXTsdlHVd!$X7YWMl}BW=dkmG*h<pB(A@tUg=##2)yfZ0lNA9w$f_ z)>f?9#)(&|H6BEIj+OC-yY7#O){jK&Q8w7<88b6y2hh7AgIJ-wYFeI6>`NQ(#jut) zW*pTuUin6}?8vm=nyayAZjm~%yvGb{1`qB-kJJ6wrRtcq#-{Ev+R|?uYuT#1Tj!On zY0LB8Oh<mH9Npvy<$cc%&p*#=wu|U9M=G+$NpV4n)4ux5e^0?Oc8v?ZmocQ?BuW~@ z2J2sOsq=!lwEy=$)+Og*gNGWdqrDH~*%Vwn9o{abP6KfhGKA#~FZZUjfq!YC;}wTP zXB%gz6QJ&4eU`4RbbXw~R<iuc8>kpdy_&~HB#(U!)dlu>BGkcb*)*=|_T%9QdR3Cb zMkL>9`yf;cHePw`X|^`xItA(ksEwf>WhV`3Prr-eKse3%ob+&3e1JLa4{gN8`|*2d zomYvpW7tNfW9~-<y&dBv*5nGNH{SMr62FgjEl6W|vl?|-;#1Q_#I|O!!5x!Mw{)8= z^Z?V|Z^xys3R)mEooR~w>QUzVJcYhxd1H$lUS9bl?U&qz#rk>sw$iURPsCne+UUd# zkJWt_3Vp>iaL%R`30o<49Xq;vY-;1td=2e#=E`EDEmp?w7~?Hk{=xK$oy)$E`iq5r zW!mEI{zcdQC^mxS&0V|u^rn)uk8clllpQrG+V;)@AJK9*rg`mK>}`0#S7=G5W%@P^ zEN?>92w{2i8}^M|(3svz`^fs7U1Vv@FfYpM%34lNtCLrzsh`Me%T%*&f7<*di-e{! z-BYpdwr+8>6Z2=LK`EvSx9*@?ZD8uH=kVjW%~H|w3Z@-htIlw{L9^h^Mr3l^_vF4n z+VSr!Q{x!tmqk73*MkSMTG?#qcO}-yU*s*z)N*jOh>0bZ2wl!v&N@FxCw>6EH*too z_8mcyyK1ke@or-yTH<!-+^+UC-Wp8pYyWybK9R=TfVFI#Gj6ima(W|m3DbGSJq{im zOY=LGjcC)m1)thirujX~^4|G4b@j-ZG{5s%%VDc^PV{%9ou}I{t)FCRc-fBfMzNMZ z^t@)dct5S@39MH&@7{S=qYAC(<t(<$;xi>?uAue2ndMan`<iFx(;2A-o1=Nd<J!IW zO(Qa4Ef2l5?^^y~nxolFqw^cT3wlrItH<ojKXUgt&lbn$inVc`^(tslSan}x8j*^% z+<jxYQ47Y?`RWkU#Nf!oHPa~XQP%RcxSPotCF%UUkm)|hzExXwplbLqZLPVxBYh&B zpH0{-IN0h{@o}IXX`Zl3maJhE)kRI$qd%+~WnxTAG}EW+QA3vZXI^YCUl(ybQhzFZ z%V%ire#-WI4{?cfWf#!0GF8Kyjc9g%dv;W4v$?~ri96@rtmR@+U5Z&G(G6iI*5Rek z<6l`krDs;xSSdDp{&IA9OPeq^X46+{_BY3h|2F?F%?kCbbhk@!b?%E^on(1ecQx&P z`XxO{&SC21S33G|F=MghO0i!3bT(PjLqo4J{;*rGL31Y>#*d{Zx4l?wP|J!}+byN7 z(CyiXq}xR+kvEHtNPaV^W_jiM9mYm0=A~-1W%Da<xdYV0P>->^()(8R#ds^g*s@5~ z9}6#ad58P5$(7VdB&~~@)ij1$4C*>Q_1d>KsL1_Uto)6ShES_Ay}R_n_iMuw#G!qZ z<(0<URg8BoTo_;AqB;g+_p-^=KJjSTNaS6?`YfNLlTh10bx<5{U6FSNjP*sTPW|si z6~s>I(s1aEQ4}?+(MPI&_}@tzD~^=*E}IEw$Bvzr<@NW1v1QrJO0lg(g)hT3GY;xd zsLffCrQfVG6?u1|GHMn=b%HvL<rTFOc?}e2ft~=2R*qFk54&^~D@m~lOr;&v+ljn? zV4sV^N>+xtgyq$a*N67CI|WzHRoL=bxUPyQ)r#IV)_iAmz7^nprRQV1AA868Jm*VJ z@02*Ymvd&ZexID0$2S}=D%qChtu#A1)#v93q2F1{((Kc(rbIBc@jmI<rn9|>-O5@X zVisz5XcXxrcw41`IvMH|s8gZ3LY)S6I@B3Z-Js5d>JD`lR1c`Lq0WKo3DpbgT&VM) z&WE}Hsy9?0s0*Pkg1Q*0FVrPa{h%&|>JN1p)a6iDKn;Mp66z|bflyaNT>~`;YB1Eb zP}e~Xfw~^*2B@J>H$vS6bu-j0P`5(e26a2s9Z+{d-34_w)ICtcpzejb59)rX;ZP4i zJqR@dY9!P{P@|w8h8hj^2-KrcW1t>`dK~Hrs3)PuLXCrZ3hHU7@lX?>CPF;}^(@pR zsOO-bhq{tIZ<+gQ)rb9#?&1!4CA)w2|Da#B^Ozw*i!;3&-_2@+7d`p+WG$Pl**kG! zCjD0JR(8+tcDz`N`kU=U%Ntp&u3yU+U)ulsRY~?5Cv9=kY+pm#QTzfNZ!**rs28E8 zLcIj_GSn+j)1Y33dJXDzs5hYAgnA3=ZK!vkrbE38^&ZswP#-|efcg;XBdCv|K7sla z>NBXBP_v*uhx!8QOQ^4)zJ~e+>RYJqpuUHi4K)X9F4PZDKSKQk^)u8wsQFO8K>Z5! z8`SSme?a{S^%vCNNDF@H^bc~4sx;hs1gZ|yqEL%LEe^E=R9&cgQ1zi2KrIQi6x7mC z%Rns)wH(y)P%A*K2(=Q_%22C7HH2CfYBi|Uq1J$E1hppAT2O04HHKOTsrvr^zPY4l zrG0BceV{P4Xtq4{{MStB9Yu9gVUmBa_eEhE@VZ%>oC_3nsW8=l)BN5<yVv3^%5Lzj zj4Dj+3OB16&-AzIv-8)`Y|(OEG<;1xsP&;XfZ7nM2~<<4ji5G$+61Z@)TU6)p*Dls z9BK=w7EoJ4wS?LVYHO%%ptgnD4r+U-9iVoE+6iiBs9m61LG22)8&qqk-J$k?+7oIo zsJ)@~f!Y^pKd3fP`$M&bY6o=y)PYb3K^+Wr2-Klahe5T6IvnZ<s3W0{f;t+i1Jp54 z$3k_4Iu5E6)bUWAp-zD60(Bx(HPlH^HBcu*odR_#R9C3epiYN61F9R;nNZ!K&VuRz zbvD#FP(7h~L7fYA9@P0z*TRq0jAW0x`y9M5*<-j1Jz{4cy4l?(xMia)^wF4(On05m zn^dzJ#WrIP;MWduZ9K@2VuRUZ@`^@@j!ivDi?T=T(#MFX<&G@Ysc40m<^TG;09L~r zst?qKP!~a64AmFv5~zMqmqPW2x(w=as4JibKwSxS71ThetD&xe8U!^M>RPDlpoTzQ z4|N07P^cTBZi2cQ>K3S5p>Bh^9qJCKJE87^x*O^qs9{j|Lfr>-Kh$uj2cRB=8UZyD z>LI96P!B_mhI$0*QK&Ick3l^S^#s(DP-CISK|KZaG}L&g2~ZQEo`HH6Y7*3QP|riX z05utE3e<~GQ=wjhdKu~!sA*8ILcIp{I@B9bZ$iBV^)}QyP}8B_g?bO_Yj&4Awf@ey zk7bUD2kF^`ABlH<b~tKha)x+t?aTsgA{`&=xzm^GcCefFn$~X7(KijGNB5fI@WsMr z_F_SNn?WT#_TN*uOL98+pQO1Di%^O6R@SV>nLWT)UGj}hTNEnlV8ZI)6S=WvH+6u} zSf;8=b?quO@f5n2Y2uho<z|2J7h0cJY5B-H&auuyAFvUHw(g*xqLVB3&(2`lAfbnM zww^jc`c}t7rXh(VwnUA%En0rWw0m?*m#oVr#f!DaO#5dSdp=_AFfp@>SgkU?{yys5 z=Y1zBuMey9(UY+~j<up~uw&TEG3{P2BWWj?G#1<7@4kB#YDv9Pe=R)q<14poxPRs< zF`P~8D-P1+(hk|atXa8kV_lN(+a1R=q3nZkPE%+&6Jg$0ELNWPHtf|R_L^57`-Dx9 zr1X`Yr%<0k&4hYLsn5Bz-Hs_+>e^mK(d3%3LtgvEsg9(L*@0jl^3&<!A^Ip>Ev1$d zDQ^mk)#gp4mNQvi?UHLKRDGxLqLP;}3zp(J)E7`+LS3V{sObAT7nDk&vKB|~JvKqw zBHNJmVWk*wqSlhP5n&=WlEq5Zm?%_NF>ec@J=s#%?tL<%x6rXHwo+uTr(Pu@g}#E- zcn$Rp)VEMeD=nLXK}+YcGVClTTN~<M|GjLiSm4$RZ*P9yvtFF3-oY-thnfvF2Wl?V z4^Tfs{RFiLTU76D&suNurQ=$~R90k-BderbXDc2iG<~(;<X(ar$`-RcZx@(%Gh6EN z*m_WJz+Tmbc^kq?9)z(ip)O@74f%-nvFnt4v!&@QR<09Rti0v*a29UCK4-v|Kf@K9 z2Q?q+7pRrt9BqZOUyM~lzPolmRt>rSWV0YwE0$NL>a@ZqIvHt}vf;?L<#u5mmg^Z9 zdlG6_HXQku-hr$XVo~`>XLT3lg(1`f#?EAU<t^L8*spM5e1rNO>JO+tq5gvU8>%}z zl~sZI8|q!<N{Z`pEw-+-vtYC?Q9HlteTA2+G(nB6q^VD5R}=Z>7U^tZXkU5+)sdRj ztYTeqGVv(*uY}NfY`IE#=?fw?S%<s-{qr3rV*e->*<9+g`flOj$anP~%R0QqC3BmO zXKkrjb$a1I`L5oN*)pDWaNxs;%le`};jFjg8unbV>g!MOqVf)_p*RGj-fG4u)`7M# zoW#yEQY>jM%PZF{Y_RgY#w=F8GxsGncOq6LtqNnd6y>o&%6UcXEahrQs{T`W3gk(x zlnRwdOJcgBx+F>~{6^tsrRyo}>K(wwBHz{fi(+r-rGYc6p|->2XcNI7Z0_pq^bd;G z+!U)~3ae7V-rHOJk2Do~Z-=ts#J<{Dvj1W$p_iB@&oD}k-fb<^hOO1}w(oo^h71te zj`jKPe&IilTMFIHTFz>_Dl^x_P-tsbjYTJKdKQTkTf=H@GnH@bttx{)tlpgUN<Q_S zS*_&yn)O+(58z5JqSz}szI31#g<1@1ai}Gr>O$3nst?rwYDuW2pq7SO25MQT<)D^_ zS^;WBs2Olwb%HBa4YiVDUV4pI8EO@%hES_Qtp>F^)EZEYpw@(13u<ks?bs}6pK*E2 zlr9;Xifn$R4Yt)nC$V#E=-<D4ql8vwXEUvi7$`KJU2&w%kZgobVXA#7RE<={RQi>_ zz9M!IyW(hn{;?%}`Sl?ik?iyTnw{+Iy?5;QJ!3!99@}l$Id-$bb-$~%X>adJtXJXM zKiXGsFspNYPveufyHe~IrVAXK_gPbowyb{2TAn|kd6O35v}N^uruEIfSe|uzEv~S) z*c^4V>U!C*2JP*Ao{gxEbM4kYAJNnAX{_Z11KymxxQuo;%x86Oo#Ubt6HI*$XD!S3 z_BK{rlXS(|!Db;$HVa)?%Uia5Szo0*%~44<-qK&rH?&$sI~1N`YjR5d?f0h|(KGo- zwl;!IG^hHnqP@&(GQIe9;L{V!I*V0TM{z`SzN!ng9@K3tuXJUnTAgDfl3({rvRcXY zCYxWmK2pp}BdQPk+yH7n)@S+l-cc;C{K?NQ7Ax1zZ1&~)o>fDx-=MC5d0iD_>F#<D zQ~ARXKh|=|Ct=>he)kaTsua^&IcL9^{u(DVj<viXu(Mw8s`TK!5{s>C+cj<PFDDVZ zgK6K=`uFO*qfNyQu$J|_{CYecOJ{yF7Q3Qq@SCs`lSIqim^R!0`ti|p`dsByHb)k3 zN;LPLFj>SdVzCRITHP$0Fhyu@roV3fn9->HRH03oX5=)}u{cNS!q!!>&GojaFH)af zS!~*)o{4Yn(ECKKnC^Tr@Kc4hw5e?qrVCV-o2Hbacah9k-p_kn4XQtI7Ja_Ws<G?b zEW0w*D7G4F`N_nv;i{o@buP`+;-}5Q_9+x=&GJU6eKWQv((HF<SDf}9uNye*rfn_S zvzAp+_eVRwAuYmmV4j`D&|1^Qhz_y55zlK4$_%6N&S&F&{lLA&>}|BQa5L8OrQ>=p z54@NqTCU2pl4F0bn{6p?LpGu}gYVxD>qD<Y*Rt4TW7EiL<!CGAVNB!WM>UD;OtGd+ zv(w_@qgqkkVJz?Mb4{WzjG`@#E3(+%H9BAQSxMVJzhk;SvtA#!cQoGPOe-Z%zFf+H z@~&ceYb7SGaNSL7@+v!i|11i*`_XWYsN`bSa#nz=?@txwwPJJBrD%zqnk#8tsafpP zh31vAE79GTK2xI-6UvnC<0kUDv0j~1$6u(qh}N?Xi!J67yZ>|w9fKxJHx_ZYa@>`6 z7v9ENHcs;jD)U7=`p{&tE1j-yrM=_qsa6Io_RN7{F9sUYd80d1^>8=00sh^^h$^sN zg`K?BuB{<$uXu~)y&LyC_`?Tk`6AOTcf8u!ouM<K3Cn8}=a&Bc3~eoA%yesorhOjw zqz6G2nKr(vaqV=3t_!W0wvW(1wXY|g+mo5jT6V#{(|l_A3F~vmz3V*lQ)%;WQx<#w zcDcc2tI^e}0@J!pbi*IV(iJCx-Ss)UxvNeu7%blXJj3!<l<n}{5Z-TWXJ@3a&arDd z#L&;wTQcofPPO!Ww-@66xhm5))9o7DU8y8y|2;cW8lAt;diw8oA~uB`p)U7(M>MWh zR>WRnE9a}hL9^JGCPI(1*wy-nhU?FvJM+G*S6Sf)>sR)9Ch}fnu}6C??fClHZ=t<e zpH-8xHlF{Z5_#t^ty=8f*MZCPMeHP&S9`~3MaTXY_KHA$KdB3K5!5nlL{eUQJvau& zIzV-W>cQsd!Lg|Y|IvpNR>RmHP-CIiVY49LD!2uVtpc?g)Vr+C^7k_ISgibgkh|>o zmFq*M@=d-|*?6UuL-Tu+oj2s`>HzDNTpigA%5|JlULU&m-pS56^4MgUcN2^qt&~^Q zS{#F6uw`GUd!TCA@hkn%kh#eFn$3}X246r;W-6cGk}R)ONj;Ibfnqi2m1bX9$(k^B zl%mo(_8jZ8e17LZeFrs|9Y@mE*UiOv=doCMo!dbTW-71q2bNbFQA?3GMp3EGmtmbZ zDOQqV$0*J(Z9%;cuE}R?MDkf!2xA>#-XHM1(FC^q3dR~KomJ?qWK9yQbJ+W>w+>m; zJ#ZvbW1UA;i`p(0bJU-W=>9JMVjeLLLQPrhynzi%RqjCdS65i9wvyNA6>ca~-%k3C z&%UN}>`OMHW9MVewfaFno?`;<uS}sfg4!5r6R2iTn?f~*+6-!Qs4bvcKy3-t5^5`` zt)aGo+7@a%sO_P4fZ7piC#apFc7bXIwJX$aP_3bMhuQ;bPpG}1_J-OAYG0`RpxQv~ z57ic`9n=9(2SObLbuiQ+P=`Vt2Gt(waHu1oj)Xc2>S(AAP{%+W3)K<oIH*og$3u07 zIsvK+)QM2lP$xmvK%ESA3e>4kU7=2cIvwf^sBTbaLUo5a3#tdy*-+;|^@QpLbuQF- zQ0GHk0M#3+57dQF7eQSNwLZHC)(a|nE%hfokL|;>XP?liI;msDo%s!RXFmSpzR%5S z(zEN2EOzJUxB2zD(d(la_S$N5U#EJr`_Vf!flR+1{M^2J>===^I(wZGSglS#-eG!L z>kG%b1gam@rBMBmuG3K!yyPqR(=0>(OtT#73a9~4S3+F{H4y4*sB54GK@Enw7V0{v zAyC&t-2gQd>PD!Wpl*h`1?pC)+n{cTx&!J?sJo!<hPnr87}UK`_d(qcH5}>zs0X1& zK#hcY2x=76!%(B49)WrkY7Eq4P>(}B0re!*Sg3JOPeDBmH6CgL)I_Lfpq_=A1oa%$ z^H489O@^8R^&-?%sF$E#hI$2R8q}*$uR*;I^#;_NP;WuK4fPJxbf|Zs-h+A{>I0}5 zP#;2l1obgebw=UuuxM{0RVpj#>n+y{lk8)?>deAa;epP+xDE7ujbZHF2V2?h+%=g_ zx9_;g@oZ`r=^H?Un97oBqM$Bd?>^|1YLL*V>>JVY6I2AvQ>f3NW<t$^`W)&Ds4t<u zg8CZj8>nxgzJvN6YBtmysJT!-K>Y~y6V%U8^PuKK{Q~tX)NfF~L;V5uC)8h1e?$EP zRaF*!&#MSj9jHa27K2(GY6+;iQ1zhdLp6X}5^5=^rJ<IAS{7<KsO6znfLal1C8(95 zR)J~=wJOwVP^&|&0o4d<O{le?)`n^fwGPy}Q0qah548c*hEPqQnnG;^wK3EtP|ct= zg=!A98Pw)bTR^pd+7hZI)K*YiLu~`KE!1{U+e7UDHJd&67I*9_>HfJq`$Wp>D|sPf zo6z?}V%U@IeJ|T=j+{WB=&sFT=U$j|=Eq3-mO%hhZC)RWO=QpN8x8F~XTVm<yNBr} zw}n@J4<&VABeJm_eedFIYPln<MklD9p>~041+^>GZcweEc8A&nYEP)Wp!SB^2Wnra z{h-=F?GM!!svXn;PzORC1a&afAy9`x9R}4N>TswdppJw(3hHR64p7HH9ShYF>Nu!Q zP{%`chB^VN3)G2F)lerv)j*vLbqds}P+g%;gE}4R45)5UXF_#{It!`?)Y(wyK=p*` z1$8dec~Iv=T>#Y^st?qKP!}OB`1#Yt$ThxDmq7J{x)iEE)MZeYLtOzi0P0GptDpu# zT@7^&)F7zAP}f3T2Q>uhdZ<;|w*l&InP4@v{x$J@dK7!MZJ9Rr!RaHkCqa1@`*Uee z!~VzUyK6e^{(9K_Sa+T4`qEQ;%}n-OT>gq-JJgk|SMu2MP&dG8OlEie@|KO+Cv;TN zt|N>}EEcuu%wLQ6>c<V+qY=84YxcLqE}I;M)@7CSX<tTtVkT_??!&85%W|WCy1j^v zVJ#0C`+Do5(e)Fg*Iq}NW*ofNU}WumLXR+wxf51pZJF}oGe^gmj;&+;%DO#$M<JT) z#^>9*ZKCf8?qq$Q=Vz}M7}r8<O#X;f(%9ZTZ_^3dt;C$Ec7v71^hv1tOr>wtR2F>> zWV7F-n?XW?(P~kv>8#Jv{L+fGX0Jr$I-BK{t2c{nnmKrL&o8v&h#SmXhQ-QT_Jw&L zv7<~L8wywZMyQ*hZiYI7t!M2FY6glqa#I>n6n$$sgdKy@?j5x1g4w$IxS~PA@F4nT zc_>q<8nlDmA=a{1|LtJcn5p)=m}c~yn?7t^NiEa&qPD<lY=ycF>UOB*6=$E0!4qs2 zwC`Jb_ZPEJf{j-iQ3s(PS?uoVoea`jh70|rv|=3{g{CUaf)&l+VmABQ?<U^sCSq@~ z*ol9)qN;aY=nhzoolti{-3_%J>y>==n?bDybrM@wM`e3~?}5DvgSr>$KB)VlhC@97 z^&r$Rwl?mZi<<XnDXr(7Oy#qn!&a<ZXTe#h3Dpm_yq+C{Y6qW~BUwGf73ZbmnV-%Z z3zd$ef{shq?hY)k*`kw49Xj_DE$hJ8L$Fpiq1wPc|5iM2P@jWgYz3zBotYw7ujJYs z>J3<pacqv{Ya<?N1YEI^P!B<kf~tXaE(*t6m&M9=qUy*hDc2lU4Y@XAd1b2pQTPKm zGSa+fi&?(g_bPS(%C!yD`B0m%;mG#_|G<Xx?A*$W>l;25huAyTauNNHcgEIyCbSD1 zQGJh6a|10ih3;c5R}Ja&;iFrY(1Wa3nh&2QHGleC=wY}pqM;svdK795)MHSOL%qco zr2GKf05zG_Sstrlb(U*qHiLiF>d*~wI}xtba+PCN(&<;tF3nQQPsAKOV0pDKLnhG| zso%0gOuHMnQ#FxSU!hm3gTX>OF|GUeFPrp)Vx7&UKC2@OAAmmott{rBp+!}dExCQ} zb$ye)D@aMzQH2Au-F_@CweF!9={z<&(^u9w^RA<T=<OKRY>In@rB5`pk<3KJ8X8Hx z)qG_&lqyV*7wlOb<f>MhJNl5IraRPl*0Ov{@7l_-Drr@WWtT8{tR<_4)MvUl8Y)(U zv^3NfN}3oXrZ2zn^l6j!-X|ug8Vi*60=XzAw+fpA`HtZ0luBVHmZJLY|0FfrAd)s` z74{g@w8FuncM_x;4rI+1Y})N&dOligyj_QBfO+ik!x1q;hcYeLw0rpe6{m&HW_jP8 zvmG0=`jJp?rVj4q4Z3=hc4XRa)%ek7zN8yj89zmw@7uf|t<?=oEvNkocJnu|lE!;d z@tCD~Kf#VK`I_0t#w*uJaJ^-+wJMK|RqPdwC=Ti=sHdUELrs912=xrqvrv<uo`ZTG z>IJCDP*b2@gqjNV64c93U%^%9$4)8oRrd<6$t#L^=}1X~dKKz5sMn$1fO-?^EvUDl z-hrA9^)A$s?0lu2qu%Sp*}EUpmVf^`tQC5IsdmHf@}!rTYGWVJ-HSgv$7*#2=>(?Q zM{qu*o0w`ZWaCInvGb%>`;fL^t4{tA{_CvI!AH!~!;jKd({GsSeJ=K4SE~$hEt}5H z-Ua`-;Ey(wUc`=t`B@P!%DlQKV!yGw#M^UE4DNcKHvG<E<6Tz2S^C2w)GH%4UdyyY zMr%vZcHsIfZ{3q!im9u;6?x-W%Wo4Gq}eZ^$L|qL9g_ktUbd&LwKc37wYT&%8RtyB zn#QW(^47lfqVTO<r0d{4#WhJ+oNKJ*5ZNp=VKdmE_>s;r$<!-5c1B9yF(hF_5t@Z5 ztj_I{;!3#Qq&wIhELPWlP}7^~pG2+pvAj8X9}`Ze(AJOl6-Pwps|Qdspw47@waZFH zwen<hBq`-JVzV#TNl=4Xt>m!}VV@sCb!T;sDXp%OQu47_8|#?LAO7@)+6(GWwkD;P zY18iUP#sw{<grs&to+vc57S2vwSQu~&TM{f?@Di$Ka9>-%h~*TJv-aYunpZ^|71tX zsL%y78;#!~&d)k5)@-Inv9U+C2tCHm8$a{MwQ@T|XYU~__R+WFwN9+uCSt#{yd@q+ zq;Dv*TWBQ~`!jE&Lq_~|p_`dT)aYv2SC_6h6`3BW<a_67%uW$of$826ON@`K4HH_P zX;uFZ&nIuD*p_UyuUzljZoIL0-K2TUMpQF!WAdJDG@^#A<@i6}A2iIQ7gjBq4l+OZ zd*U>T-O1MEgqv$N9c)GOTaLwct5q!^Ve%d^qNYsChlH;>`6^tf3DZc^25)9rP&K?* z-rg&MRNt<y60zsmc&%U0TV!cQc`aGXXE!uT860|0#F{gm{5|)WcjjK9GudjN)a*sv z<0@-}u4l2T+@!M?s#2}GGA;YExaZQh5hB)%sp?zIiFph53$4cHx2$>5=Z$}_7P^7O zUNVfU+H@|h4Qr;~$1a{0c|TIbwrBd#taypXsslowu)Li^<_tfVM&r$9u^-OHS|{G# zC1P{fEHpITusLZZjrShYxh7R#j%i8bwPy1hZ5}>1e}=DUIgjN{fB5ygOAysLp0#|| z|5-xVFB;Jarn}c4E;DZ$&F?~X-e_I%Nu0+}8gB=dH-2Kp*oNMeH;c6#F)_#DuraOY zY^FM|Yizu>i`L{3*0S@T-hBo+(fP`PX~uvv58P%^ou9LoOIdVk)A9$6D1)i)j?Z;V zU8Yz+)^e<Rhi}b6l(!qx{3lCiCu-;n{F}9GTL0JfgP}B{Jf=R;)%`EMq1ctIWn1f; zj=>3`Vt%JFy?E(O$gA(0h32!CRSUj-t6hpl^n|I0UBrjeMd|!Jj?M22-#~{p?dUw& zn&sV`xpQ8dK6E{*&eX``YNh%UsO4WQuap1q8<pEopN&|otzm_GgWv5ESIK9rSG%fw z%UySAi_pjLe&ZTzd3VRBlYVWxk|5oSE@dqTeVbPF;xzie#$I+dGbu90>_J8&QRfBh z*mrDhJ$CV$N;C_sW#=OH^;Fqag+{ZMzeiSInfbA+&|G%E5&fiVn)$GLLZ`C4Du-sv zO|Q~VFOFw-6suKD@10v%TEw<zz4A1^kW}xCc>JsR!t#DC9(VHFDtaa2$n*ZaDg3;c zdd2E2zhk_@W?!yTU~E;^D{ZV5{XjuU7@G<6+QQhnih1b+D*IW>(p}$cu_jFv^`6j+ zOy_EU=$zgavSH`;zdu*lBYm8xa|DZ(=e1E(%DacDJnwxrzw-AoTCrMnwY;<R!uMBV zL@umlX@2QllH*MKXq%?@*Y2?KYGaMnV!Y2-ujDJ|1zXQ@oyv|fxt38>Cy{q78?QVz zl#NKP17Ykr)@SKw*62N>{V=vC)F`MPN_j5~7UQkKV*mcY<_x2&Vt)52j`y0-VJudv zMvBk|N;7CRMC84rqy-H~=jZc^Et58dv9*<S`f!mq3AUU7)tXgOKKsj=YTp50N87)7 zGL^@^hk2X9*iK60HKvbal~-KtRLP!7vHxbFHjMqldL{jQ!BA0W57=@M7Avnt6Brw* z)T`~Z8Qx<h{WqdVFz*tmT@>c%|KCk+z|LkDst=iV`rqBxRn~GP!|g?u>e4-u0n^eA zqrI1etrwMi!K$(0R9<e~;1Hpkm})Djw@m1F*5^d)^_t0Z#tS{dVpFZN`sU7{EBh08 zfAtjVGpLzRv!FhQ`U2`psIQ>DhWZBTTd41#zK5C(H3w=g)DKWULj45wGt@k&`B1+= z{R;IP)bCJ#K>Z2z7u4TS|3FohgWHop)qz?RYB8wAp_YKE3sn!QK2!s!C83srS{iB@ zsAZv+gIXSH1*jFFR)Sg?Y89x4P^&_%2DLiW8c>a()`VIMYHg^-Q0qXg3$-59`cNA{ zZ3xu_swvb)P#Z&S0@Vy^Q>f-pn?Y?3wFOiQs4bydLTv@LHPkjx+d^#zwLR1hPz!$Q zPxU{aRr~jf;3a$7v-0AElAm4ZU4WHLyOfEuu%1otAS_^-{33A3gmLt2a}s+cGNkkR zU*i(}#l81ocF%u*aQEfYo70p0{Vev=u-$qG)-4jTH`ud2pGS8(Yo_}M?F7f$8EO}( zR#3Y_?FQ8vYImqTp!S5?3u<queW3P*+7GG?)c#Oyq1r(m0CgbLK~M)n9RhVI)L~HV zp$>;S0_sSpqo9t4>Hu{N)Ui+<p^k&<1a&-AXQ&gPx<H)>RSk6#R1MV0P^Unh3e^?r zG^o>|&VcF$btY7IsI#DYK%EVB4pdL5UQp*kod<P3)CEwzq542w2z3$E#ZY~rE`jO? zbtzPTsLP-(hq?l40MwOGS3wPgx*F;ls6kMJp{|9x4r&P0^-woJEy12nYoBcU*js7e zAyPjpd`rJ5qvVIQ_TuA_>gR=Nk7w-I2BCT)>P=zV@xEm3CV@H<Y4q4zUCA|@L`*O# zBXlv-aGT+;ypH{l-s)0+E8OgT%PJGj<>rfb!Md}+*E?LwdE0#y8VW105$YzWo1t!j zx)tg+sN13LfVvavE~vYq?tvNxbuZL?Q1?R(hk5|&L8uW>BcUFG8U^(*)M%(jpdN)9 z1N9ix<4{jPJqa}yY8=#4P)|dRhnfI25$YMJXQ3uRJqPtX)C*9Pp{78+2sIVzC8(F7 zUV)kh^(xeBP_IM10re)-TTpL9y#qBJ>RqV!px%f20BQ!*hfp6ueGK&p)TdCNLCu7k z1@$@97f@e9eFgP3)HhJyLVXAIJ=AQdIZ$(<et`NB>L;k5p?+m|x!Qa6f6v%&vd_l2 zt;mV7b#h6RKI^rMJ<XneG1zXN!vvuf*)#SBkuLqK_91P<v{=3FBU3G@<<9ICM33eE zVe@n8(=Rzp^HW`4RJNg5AJ%7exy-qnYC4Nv<-uy?L;V8vE7WgLzeD{2^(WL{P=7=H z165TXy*pC`st(kmP>Vq=4z&bSU8s6c^`RO-EeW+0)Y4GPKrIWk9MtkqD?qIXwG!0I zP^&;SgjyA9HK^60)_`gRwI<YBP-{aqhFS+|U8wb-)`!{vYD1_dP)(sWg4!5r6R2iT zn?f~*+6-!Qs4bvcKy3-t5^5``t)aGo+7@a%sO_P4fZ7piC#apFc7bXIwJX$aP_3bM zhuQ;bPpG}1_J-OAYG0`RpxQv~57ic`9n=9x)lUjPxSm|sq-IV)lz234z;5YR<X@j{ zoqSzrIi?n8^fZf}-4YtfbZ^-c&uZHh6VK8|vRiBUi-m!x!<s=*N5GZ`!`M3Pqw?}z z1+fq0sAT(lUuG|1RC*U|G90Z%HI}iD`lwbXl|44Fm(Vm;D^>ii*L!9SmsFisc!E^9 z>sCw-Y$^gTu%zu5w2%JY+$=$SgNA9?`xEJT$M*|OVY;O9*-BkbwGyvxl9@K{yX=oo zJNm}%Ii?{47Z0`zpzpT-V8ije6`AQ?DXNpyt1+yMpJT6Xe-cRFyR6R&m6M&F?fQql zb-R<rx;{8I^?~b1(PwLxcUi~tdtdLSZ<2mfoLt)aJDDw;<Wk{3uKl83)nj>U4SHmK z<qzp|rla<!F3NuLPuXisX;D#L2UbbBwq>tv<+>Zj4uMO3DAZw4?V)C~8PxW<49#FI zHb>Hk=$kC_*c=s1es=b5irvBVr_;q|A-VU(?4MN1>nqlz`ikrz`kQqCC9TSu)qaVo zy-2D)R5);S;MqLW(X?a9a9D>CP)9-?1$8{@uv9}2Q3p?@RiUQO9JXXDN;}xL^tr*q zY_0y?^xNc{uGl@Vm||W(k+g0#Kzr*ncS%d6Ggl_ItQo4bw%>AO5jmlJtM!)iD{ z9RqbN)Z(mHQk_*Q={)v;t>h&Zt9$JAydloau1rI>zR+_Ej1X$Zw6;Nn-?}DuggU}r zjf3h0bv#sOs1u;NK%EG+3R@eN<&Eww?oR8uJX85B^iW#u1^+~vqhf45%VRU({1%6? zZ&<GuJYF#Cquyun^A@X^dcEt`zfsS}LgzBQw%PQ+k<_AM_7AdNrB`xl>s4wbDLV!` zydJpzfrpvUIjqmc_sr@rd;N8hH<h(4@0B;ZiY4|Q-Tj)Yo@hCf#mco98<AX_u{o0O zp%lgP%J+Tx!_F#lz02~-=eI43m1{W|tA;Cf5>yS;$x!RE`IYy%Hq_y4j^z7q$3WF( z)sXfUpxpyzvpJIMA=WFoIx&^+?A;yeO?IA?$G(M{%2dAZcWYJ+QD-0Nys;nZX{cYI zeuX*(u8pZsU7=2cIvwf^sBTbg*cnN_o~y8RCD;3G2Icw&w!B)Y&I4kl`wjK+!Z&qN zvm>mesqe^={(XgUZ0aR(8hpSG6Rk${mYUVvXL@hhmb=Tg)DoJY)ZuGhLf5bkODDQ{ zLT4%#+1yIoXLW4h;dpB|{k|<aT%4VI8#J&xa&Ac(saf^O!hvtKn|_}bf%&YrTRT<W zS*)iB)L1Z`pxxhGNA$K6tD#h3@c}$dITkA^ZEWblP6%?fS6na@>(1&g#j2z#X)dsq z<r{bFD)x$QB(AgBk;fipMHYEg(u%65SPg2q1k^1`BZ^us>U=_}&rusCRbMSUx$<jn zV>X=qGdfKz{q};GdPAk*7|#+(KPh&2iO}I}g38S36i~<LS%OrGfvn}_Tkh&NYv&;D z^X=GRcdan5Ub^l$p|6=1?EAe-XRC`)OIC`4mh;-q4iOs1#vA);=in8+)(eeieJ+^3 zwJEL?yP1tQIMliPzHPMRx-gY}C{*LFc-Yd^k7a$9FPrPER&u=t^(3p6JoeH5j#v8+ zq&a#3H3RBRsP~}GQmhr#*#qiqsB@rtLiK_=7wSBy^Pw()>J8Ng>O!bj;ktUujwAWH zx(Q=_(cO5#&!66btK&M<MT%ph<7_chU#Lr<`axX^)gS6IsLP?QfV!An2DNwVUFivs z51V1_4pk)<h_m|#C2dVNDemlirj2bqSHyN?GpNnGpKgC*nQHe14<;?c&S%<KPtvVy zWm*0WJ~CV6HDfB@`P+t7<9%BD#N`f|;(B#~^{Ud$(u>zbJ{0<sRpW5Q4h8>FY$A{S zyO*0G?N>d5)hh4yqEkb^y%8;sW-S*rNzB=qPJ3*-Fuhgw)uv(ZX!q{-Y`oR(b_gqx zPr8ZqO8?uRA=b0#S@m(&@~VvUDfa2Ki*`At^`})^b-f9V=n9*oLv3985BajJi*!{9 zP+XIAcJIq(AzL;JvstYsr!Lmdji&v%=duxPds#Yl*9_Vdu^Ov}`IzmG0v|LNYa^3s zMz^9bc1@sX^LyEdJ_X#*=~Ycn#I95v5uI~ZK@Ef&!Nx1jvQ|<h-B_RH=U^{3M{;eh z+_Fk)c{i)1Ja#qg^BSlTtYzbjh$?IA(9?zWtXJ}9Jeg3hK^+d&mi3C|g<3~ZX;1Oh zEU)}Y%t)r*H=9*lHpx}2tGR3j15Vu7HhK`9pLZ}F)6H~A@DzHwe~4+wi2jBVb?Dx_ zHOuP|WO3{0b-J$)VX<bTt9zySQ|tkz$Dh5e@@8Uy=yL?q=_a<RcQTd=UBT4l=#OPv zrqlU3im9uYo!j0>dWjRsbhB>T{a4D;?#^48K580&@R>Ws=CSe4Xuct)Ll=6k9K>SX z=WkmQHDs0Ob12i^15X|NeU^4R-oo^G@7bv;9eOt-j~$^C=Y_}DZA^LRvDoqbgRCl6 zrx9&qdZv<H&taYEU6k!izim!3pE@g0^x25zwO!xAX6!NAEp-*E#@*x<PwF+Jy#B0Z zn?3sNOuXoww+&1iK5X9f_bZCEX2-(9i)~K59ydz#>LJTp?8mQ8Ce0}}jJ532=XStp z*L5OxJyV^?<j}{uv?uX?)^b;iPVZxG4iT~Q*x5TTGi}qs>omW&S<3+l5yjh94-v7e zm>RbqQa{&_W?>Z@?^}~2KMse{?vkb1EVLeCJ8*G3$~%trxs^=^vp_YCH<#sIcE6ST zjy5#jL9FGkReIfXji%2s`?6l?t};sLeS_BI1(rAE^pTrBt~9@TEOtZFl9_9&(rTZ< z^kCMm{oM~aidqe2sxxkt?Y!M|X4t~=K3(CGv$P~tGM1@kcfyFdX|$e8vX=K+)c4P8 zGehJZ%ygx1#*uTbbnHK3E#FOS(zMSw8qq<fS=&2@JDO0fW-uMn)nK9R_BkT&W~L2m zS2S!jl+M5}neILxvMKyI&Ay8D**0lWhkOI-b8DvOR4x3f`qTM&D{DC{<Z<n<Hndwz zHq)K%&4<=KO)a-&Eoc16d|x!ePmE{_)2izmPOE4>NvJMUuX&;NW-sRpHDLNEch$VC znsnyRWxd*A_TA=HW$JSZdv<bgKvRpJiQB~;V>CM!uIXou&KN<T<_LoK8!OoT<dMB| z#~*gOF7B?a*_q+Q(Y*45I?ylY%wVr#^RKkI8uOyO7_So>@5qgdz16xUg$`rmePyKT zQnRf}=v&sSjypE(PJG)y=xWyT^tpG=9w|-tqW(;+>eXmuUnO0Pr~^AQxbG;d*SR6x zw{K)4+TavE>H5ImBK8Pt`Q^QOUDNB*F9kJXEo<)yjcG?}D>g^+JH|6?e&yN*#(J?n zYhx3;i&|}kEl-EK7OK8d-g2}%`*0ZB3u;TKeOTUt-#mP^b47bGUQZZX2dW*^40bHY z-_TgfVxv3%-TFIK9HE_=%HJv(%hYMU`e50W=S6I3HeT)g`q2EAQqqEdBE3%WWJj5N zU4<*H*nhEyl{B%7sPhSSgvwh!4s{~bPD*v2+D_zs#cCzbTL!i~AI2_cwfeiWck%~o zk@pCTmCtWDQ~CVPW-6cGi%K)-(^llIqNM-kXff-vyc&7zd?i;G#aK&`cNOciJoYS9 z2dLeZdSzuN^7dmhDDA#~P8<t%OyzYh#Z(>}qO_iUT8g~!iq)XwXgoXvTPcm`-yC&Q zYT1!~Az>11xhB-TP^YouNIQd$ZeqN8O8T$QOIRi4vu_Dw1C@G3?<Z@F*?Mm9LB}(^ z2)%aR$mYn+c|wV;{ph~#C)0gRR$r`mokrA}>8{Al*Iyr}yRUajeRgya)d*#=8>0im z8>dVb8qH>KP^~K`>=QIXgW>(vTBz%whCp2pbpzB;s2ibfg1Q;%7N}dHZiBiV>JF$o zq3(jZ8|ogYVNmx%-3N6))NrT=pdN%80W}ipA*fMM4?~THdIaiGs4-BFK|K!j1k{sI zW1+@DJq7hN)Oe@~P!pk^fqE8d64Y~0&qKWcH5qCO)QeD4p<aS|8R`|NX;801y$1C< z)EiK5LcIm`Hq<*%)1lsldJpP-s1N>+ultVc@%#S=o<vDmDJv@>St)x|_NMGv@itzP zoxOL+-aD(3Rd$Jzog~>LC6Y}gBKhfco%6YMJ-)Bsqnq3NpZoiH_I0jvt@EOqK=lRH zM5-^TCQ(hM`ig1_)z?(tP)()!mTDT+cU0d~{Xq32)lXDEQ~g49C#;Y^XO}w>JxkuL zZ3nCRp~(Y|RroHSTU7!*QD?%F3$F4mad}vor(Uoxq5o3q4p@74?RvU+wFx7|+PgfI zYJ_*q5-}y^6~Sn@E<4_{oK5+|-XiuZt?xIg=~OeQW>Wo5HH+#Gsz0e_Q~gEtH`N@f zf2ihC{YzD^6x}O@sy@|%R1K&WqFR`$Ayp%)MW`B6ElSmdswvfCREtwBLA4~+QdG^T zmZoY>)q-jns%5E`qgtM71*(=*D^jgQwKCNzRI5_8qFRlrHPz}=Yf!C8)rM*<s<u>X zQ>{a_F4cNe>r=I(+JLG(RR^jKsWzh8m}(QMO{q4c+MH?&sx7IuqUuQ1iK;Wz)>PY2 zZA-Ns)%H|7Q0+*y6V=XCyHM>))lKKqmbT8?CxDvs`9E!W<+$+0HrLO}!xT+ie)8(y za;Ha>d|qh@X$E9&-8nraTLiw$A87kGcj)rz?*%>2PwMxFXF-}h-_>vO<$8*Eva=4< zt-jCTQvUMWtZuXgx>M~zwI@{<s;*RfQSD8&57oX@`%&#rbpX|YR0mNVOmzs=p;X<d zx>NO_I*jUYs{c_PL3Je6QB+4$)leNn)syO2s$NvbQ5{cp0@aCBCsCbDbqZB)s#B>> zqdJ}H45~A!&Z0V->Kv+bsm`N1pXvgt3#l%mx|r$`s!ORZqq>}`57iY^S5jR?)tBmO zs%xmOrMiylda4_!Zlt=2>Sn52sBWdYjp}x)JE-oYx{K;=s(YyJrRqm@AJzR-4^TZw z^$=BmssU7g>3TQje{bFNg}d2d1&o*Mt0>=5ISlv7gAV0JO|L9<8{8*vR4hIxsIb)5 za3_3g(b_+oxJ&H>rCMc?)@7Bk)OAp*sNwpW{vD)FhLq2Q`0bn2Ollx)jl)!fs2-tu zl<G06$Elv68ca2W>Pf1nsGg>JhU!_W=ct~i8cH>c>IJIdR4-D!L^XnHB-P7Qqo`h? zdX?%ms@JLBpn8+)EvnH}Z&Qt-dWUK()w@*VsNSO*PxU_42UH(YeMI#!)hAS+Qhi4C zIn@NJFQ_I`eMvQmYBJSVR8y$Fruv3zD%H1C)2P0q`kv|ssvoI-qWYQY7ph;WexsUB zHG^s<)$dfZsQ#e(lWI2AUsQin&7t~-YA)5kRQ1g0GkvQ1R0~q|f;U*a-uuk1-6>Su zyKV#P=b+twt=n~eF4P=idz801bYoIfgz|+>GTisp3!QVl#n{5i-FwgVu=ZBJhp&N@ z)%qJ&=4#D=s|mFl(AKC1*Ba{B23Tg*=HI2U%tiN(pLl4pXsb+UNj;TThp!SAjDNGh z{D_B$tpY8%px92A9W!OhQJ8Pcuya3qwHCc_1$6$t)*;;+JQR8vbhLYt*G~_3@g7km zXgTwQzZV|H3XK5W@x-d|W^?&=Q$MJ0`KP_tJGHwY_Wzy-u}{zJO6|K$?m*HSdf`aW zzrUYyhnd^Z3vS=c-M=+zB1+`~ZRP4y^L(vpTSQA*L&{43%I_<iL&|F12W39;_d-zE z|Mvgx24gbH>dRQY|Lq-KmFC-l=DQm5RhOzWjV(k+dts`ERE?;9&{ZlQ`PSSh8132` zdCM<?<6z`ycjUMyzjiqYv2Jy;uWh(1V}o?H)&F*_s{*k~OUf^F4ne+JjTEC!lbHYU z-@l!y|80tWP7JCdv?+|K7Nu%Jb&;+DZ<C)C?STQQt&YoZahME-4r-9MT~cp1p`&5A z#{B#1mYgEAv#w^`CY$k<u6#W-BK8YR&Uq=ve3aT9YBaf(@#DpJ--uXK+8V{E7N=T* z>Nl8DlwqT%r<~@dQSCvsIq0hEAMR%!3J~L}BrR1bs%BJ6Q#Ge*LA4CkvQ)3asB2y; z$ag`D_M-Q1fvS69kgiep?|)JH=o{5nFecS0e}plq);^GOqq^TuzP%!U)1wz?r3$Vm zI`(!D{Tm1=cTCt(bJ_uCp&db|SfzYD@y=4{eLM#L7RWLDT3qNUh*g()29!#z_h4pF zYdH3THs8u3-@%Y_E!!pCLpu}|x(Q;{TP-z%GON{zmdc*?U<JrmU8CQSuUgB|5nG;W z1*(=*t!SAa(=rc(Sw+3^R5yrKt0&cH=wJ0F-xncYwbp=?)!TSKg7K`@Fi2UgXQ+0E zl+{~+Cqs?)*cU%)J6Qg@QAOy5i>LPYTsm0(yhDG`IqC7EZ06q=qumKou9F=TXA}EC z=v2@XO%tBA?Ja-&p&}g{m8e#xT7_y=s#a91F`epb`riaEckc=A<3^4cGi>~(xtnY} zU7-DxBTsGzI0^bqeO#7-(WKVVI%f-+awA=fMCT65c}8<A|3WV>*~tEPot4u_Ul?dg zrWJ)=gG@JAcmDTJUJd(zmd@KIGDPlV;|Z#yY@!s&voRDn{6gNJq0o1rN^Cu)RGP#2 ztMlV`i{^#0>_mZYLmLjc+Oo$Sqn8od%4&l02kz=`c6X)4WD%GP({1@<TeeudJSB#9 zD@gX{gXvMR;qtKPqpJ-)<i_hebar}ak#DxHSUsuhpj1jbSc=&7I<<<>127b4Owap! zENWyAEv!szw}hHOeU*HZgqDGP6JO;0-BDC?J%1xBfpLPa<|p-3ngo-FsA;4!N;9A? ziq=t7b18qaKH9%DQPi>!_{h9$G3$13gw_F7k~I+xSX5^t)E7ni28}SH^~@&D1>_5o z1EG08UhVPkpB(%yaA@RhpgPoBZnBsGO;Is#Ym-SvqEy`>cG~c~E$W+!Qq6)`?cS^x z`v{#6rCO8HbWO^6xrs<47>eH0pZ{lVYAW)z108hw^}P>eorS)Kl$Dm0Yt^mLR%*?L z8YwDgwud@XmKvrrWvNe~HPk7`QT;&k{Ydo_)z4JFQ2k2v8`X5G8B{Z=ey5s6^#|3T zRI{o6qWXsFQ93s4bdFd#+S}_KlTu&kOj+tPs=sxXS;pp2{X;dE>R+mQMd)pQs`^w5 zQZ=AD5@v7ZbYmrE!bs5V+P`u_li|FOcO%Kc!Az*D&i*YS^boX__HIy&fzVPga&~F+ z{T88|=Gy2?S@v&F7#r)fv2wHFKajF|uA2|Dch;nl-Au2@*v`-z`j5ijnBKi2&XP?a z<yT%8U)L`aC^Q>NH9jUi^YFXPLKi`6tlRn1)FJbTsP8yP*(H4Y(BnU^2yF<Z>goP= z?bOq^g%*Ogx)=U;mQBC=LTBKjYq)-$?@#Xv-2!U(_{W3cW3LM>0{LbSJ(2u*k5pgC zH?#T<_kf_APD&3J(m5vO`Dg+3LZ+%0%0O%Qcm10XA1d>`1DX;1{lzKI&7#cPpq(GL zs#@1>_%)%np#A1mDtu;cu+SUOgA>0Q`dH48`4-k$BRM7wsTxtO0PU=dSh>!r1?{XJ z&$Vf6035&S*w@e+ipm-lp=CCvS{3?e+L$$E>iYi@W8*v2NVyv%SAB(`7ZjCO?aiS^ z>N^}QK-Ej@JJ43jY$jK#^&nPzl`#FSD039VDk;Acngg-Qg}^7FJ)oV}on10*%ec!C z%8^nL+G@65?$eDva>G$Wi0$Im*=w6&DKU$d16}#xZizJ?iwm6!TD`x`>fm7cK<p{x z+p~1>YgG%#*}FW%j=mpxBGS`Bq-+EFbK=}})htR2jes6pS@(Ko*&*_`qY6Xp(IfkV zJ)X(!S1W*yda%~AnzK9~wF2F=eZua-BV@jHp++NK-OSk9=$B~cmJoaWT<vEwuA7T8 z*8pv^d{g)wFH51-K_8zCde$;aw#Hu=&o%zOzxVOlUy<)%i0vL6WO(~S8If`e&{@w{ zE%oXse^IPC=!_aqqvkg)D`M9|eVg<feK)bdCz0<dC{@AJMHXFpTS3IOft0UzG<-Q> zXBDBXL8rB|b6PyHywGsSH+oRfa%ZN8h<t+}-#C9i%i;+#UrR{&T>D3H^(?E3l$(LZ zWxE$z_qw9cOc+<`*FxL+H~rzH97mTS-vVuHXUENwWv&J(+a;VX(`SUt*BbQF+l)=$ zVk(P#=R<w_`QGmPAosS&cLr$C`^<se{bU~nLaAbB6mOQ1T}`C?2y}0<S?b<lvKJOW zsTu~aa6jWCZ^gKP4k>!tcF9;-UlS;mUzKCFelujgH!$DoBfR%rldbUzVuPR54JbV1 zk?7w+kZ*k3d!bzl$o~Bdv9-G!F6`Y$*61Q=(yMka|GO>A+!InxO#k=W(39l6aRFj) zm5tLI{!-@q5OhbGThXJh$m8e%Xtqh&wg$~)AGHSUZR%NnkWn$wM`55<TlbFgoFQi< z11NK9%Aq*xZgSoz0orc)NxvIM<-GA6Qr`D2TGRBevB)<W`lw&@l(oN7Wb8sn`L=uZ zW&6HzR+$UxTq<L?m$#fJ{UP7h>z27B&&d+~dl1yGjaN;>Rq~9}2U6}feMsWBW^xwY z3R*t3MWL4+#oVsBpa1sM$`$j%0<v73m4o*=oL<*FcWpO2Mcn7~EJ_y}V_`8__WSpR z6RxZg)!7Y23U0mKqsF9@;@~X}jqG~#vDMVy$Awx$Q&^ZUZM~zZd^NxYrlUh0)(kef zEZ?s3gV=H_Po#bFl8=91L8&hE{e7YGw8J9b7>F%);6;IcM*D@jf)>42$}4QoL7`t^ zNk6!`QN!I1CxqUGGB;j6cxAOt8-(5jRWAtZK_97fb3wg--SF?v(;vD+`QHkQj()=u z@mvN~Q&x9!^*#kso>TgG$K+X-BIOC7dG8ek1<8E9LA5_!HA?DK$XB_&F9%62h}G7p zgPq8?0;m#etf=Nk{xLr%Z-eZI6-3}P7<)=X$>nz!NcOLx+r<5M8j09Jp#CGe{QFlz zWcn+ArcpO-qYoCe5rNlr)>J;o7y`-eUbMCM*Qj<Pwl}C!VEKro0H{;mPU1V7iP*ug zLRMF{8EuMq7&FSKkoT@v&_Qbi^;PHF8p_;Edm~shqo*0DGG=nc!Lk`tiTx?`FyyOE zxap+`WxBJ0SkE2)V|JukiMFZ?s+75)P(#q`c{jy3l@vN0CYHg$h5r4M_X-+9Y~;Is z<4%9H7qRxBc^lN%3zLKDWBx&<Tsl=3fgVs<bt4a_>HwXq9JbFyGse-_c%8#0QZ({d zm<iu+bbPnbQ8rW}R92K()MyK+c31UDvU4*bUvY^l^1TbOwT7&X`krPjQr-zVYtP%6 zd)^ii+6hz{a&n5B0iCOE=L67^%Hxt4(UP@5l~{R0W-6#sUm4p;XTEWwzE_~k+CAoL zScn>32UYslK<GeFrBwPtW1*eZ_4S7SRjaGcl=Vc)%V}&AUG;VD5UCuzuVG9E&fk{1 zV9Hz38vCHkP1koQU$l;)$hQE*T7T^9QnJS%(MMUJPs7*TJFh1;De=_TRVqDso9F<< zS}e@6Dc>zwlqwc<o7?UkmVx3V<!M6KSEf{pQ7ulj1l5vMOHnnWTAHdkRST+RsFtN# zj%s<T6{uQLtw^;J)yh<>P_0VUifT2g)>NxgtwFUWRU4|csM=DkO|=fyx>V~?txwgC zY6GhFR2`@`q}qsTW2#N4Hl^B(YICYBsJ5iqimD@3C#ud=TT^XAwJp_lRNGVSK(!;) zPE<Qn?LxIH)oxU~Q|&>uCsh}!u2g$b?M<~0)xK2wQSDE40M&t12T>hNbqLj=RNbh$ zQ}v)ajOuWz|4|)5btKhMR7X?QP)&w4aEamNw^{`J7AxeLpe_sU=(Wj|56XwYO@?dn zmHPGTEFYFVgV+V#>$_Z<xKE_~6EvvXfV5d>p9`%AI%D&XntMvbIVsl~b>V6v$*{$P z0&h189YgEuNp&n$FRJ6Hj;A_->O`uOs7|Ijg{n8zsZ^&?olbQI)tOXhQJqb74%N9- z=TV(cbph3dR2NZQOmzv>rBs(uT~5`9>I$kWsji~xOLaBXHB{G9T}O32)eTfPQr$## zGu16rw^H3kbvxA^RCiL{MRhmTJyiEn^`p9v>VB#Rs2-$xh^jx;0IGph4^s`IdW7mx zs>i4vr+R{FFx3#MC#jyIdYbAPs%NR5qk5idDAh2k7pR6)y-4*E)d;GQR4-GFqI!ku zRi>IR`5!H5Z{r7hDmTnE0r{z``5NCNl?Mol%ulYv_UtL!y1Sqo`Kd>T;Hi_Jw-$6U zKgD_3PkmRQlR}>L;E_StwvPSIw3bgl3xOKFGxR8Vyt#<251O0y{O+5DjzX`o>U&<N zdV}gss<)^{Q@u?!hUy)vu~hF;jiY*xYCP5ZR3A`%Nc9ob$5fwCeM<Ei)#p?bsJ@_@ zNcAPvB&x|&Ur|k=`kLw+s;N}pQca`!j_P}=AE<t$`ibgis$ZynrTUF(I@JuSnN+`1 z&7%5)>QAcKRDV(ZO*Mz=AF8=j|5DX6rr$tO)u&pJssYtPR0~rzq-sR92vuXMMX8!l zHKkgNYH_M1sFtK!imDma(p1f<T2L)RwJg<gRLfJXK-H3JMXHskR;F5oYLu?mW)_SR ztK742le}&Ax0Xrf@-2E7xRsr9wY&R|C0XKD_C|=USEpIWqbFKMD!0L7;O#+&`M=f; z8ImS$p_hQzUl03vdDQ<Q^bW+j6j_we(OkY#RTyr+ziEEAN7V}A6MoOCv^A`#R-<Z7 zwK~-rRBKYTp<0WoE!Emo>rkyrwI0>_RPCrXplVOmfoemlji@%J+JtITs?Df2r`m#Q zORBA?I#P9_>P)pY)izYyQf)`IJ=G3WJ5udLwKLT&RJ&5`MzuTD9#nf$b)o7?wHMXi zRQpivOSK=>{!|B09Y}Q$)xlJUP#sFujjB6U530kc4yXDb)e%%jQXNHgG*u1NF;qRN zj-~2FbsW|4R3}iKNOcm`$yBFM^`<(N>NKj;sm`D}lj<z0v#HLZnhGmqlWz_KpJnBU zwYLx4yS7-jV&oDB`Ju!USU<liJ-?wx>n|d9AY2g)f73s~pg|dNMNk-2{fd4AxFS&N zEE-#j>Rj3y1$5>szxsIzpF%{wzvg}Mr~DRdHe4?lIV^78q)Mb{4Hqa?%hV-d!9h2K z&VzOiZgn{%)=B<&Y2Np9`JYV$4(@DqBjmb>4TqQiTlDfi5K_NLgmQg!9<*>dBi{!7 zr;FH7&}mN7`nZkC5wT&QUe!$<`?=Q<J$L~$rjEDqj$a-^ZJ@r9>)w@}Y9~LR^o6!M zpX&O#wu#(NV-BRO{iNtr0dd8*AN1$S6aW65SIVq;oxh>J9Ui}S_@`H*vR5Hf2a7E| zO-sKQm3;^WZqm;E_uyf2leEGxFgn=1dizNKwTR7x1L4XTn^HN)Q-v;p0xN@AZnj_w zgG#6<^Ap`FQcj0_)hW-TLw!Eg1ymPOb%iNKDV6*}s-VsqRTrI`4t>;5`$b<Np^?x> z%GXu$BQ-yrts%FnE3Y$Oxm8^)oqbeT$yf6*|DX!3wDf~(f*j|IXj3evx`gUds=+!d zt1lX=kIu@<PpjTTBP$)0BnH(@h*fqympePP2UTL_SMBCHwY;-37sWy&i(OVkzL%kM zi{|aN-o;APXc=vd<y3vBuAsUb=H3#$jqjZ(R7}*UJZO?rrbWrJ@{_L8pe@d)8ckj+ zb_>*e%Ri_ltUr9ObA_%V*_E_NtEl=?T}^cj)wNXDQC&}UEevM!kZtqzcFPUHHiP<W zOy?agCBLSx52_4EdCDFSLrzioZDUiN!&QC>=mvAX604`D3}$oCQJ>rUEXqA2=IvdO z@7PxF%VZXoS`TK({f!zIww!WS#CkxfN_S}NvbE7sp$FhFu`Sc6>74k}LOVcgo6&!c z40snL^gHNI`|Xc^W%&zz3@v%Po$H{RtqutN4E1g4d1=d|lkyif8i6jk6l&czQSLn8 z4=JlZ(>@I~Qg7?D08&;|ZVA-@YNTk0D03}nXLS#{Q{6yE>_)1asBWgJr?b9tldGXn zUu93=52C(~ph`PG6#5=i*^26g(EZRy>MgLQz$ruBgLPq|Q*VKl3n}Z*H{4LeG*RUH z2TG;hsCzVMe7%l0-o$<svGYJf(#!9irO6PQ0psd$@oklM&6gkP7l+>8zxz<F<w0`G zpyE*GA*nvy3q;A8Ap-L49%(V^Rvr0m@>5XrzGp6kjFox?v}nO&v)*qkAZGq8bZl&; zx{c~~synFeq`Hf#=3xHQoO=58g+^8%o+DvUsWllUSar(1;UH2}oKQ3o|EEaK@};tO z`RV!DasU3w;j~O=j`DP{5DpM^X;W!zFDR|D=#_h$?AF=5a-;8%`~|+f^;$L8KXR0A zhVft5!gt%=+2Y%L&B^?MXFZDk`&UW~LPt0>UN;<mKVVvfIIL#C0Jih2km$PXf})zV z{K+bf&_E>H6w0Hh+{gO|WUAJWI)_Rnk@8QSDa!|WX;5J09FZ)l(-#_FwNtleJPg9o z+HDt7MeKSgmHOPY6=Ibd$sNMmgKB^6DoB3OKTl_C$R+wPovIh9U72WN@^^uHpTqxP zl=?)v)vfnV?qoPoXEVy-G!dFnsgB6hvpp1P^&S(CH~#X(^aoVE4gNCd0+F(wvd}65 zWmYzz2p3(@0#a7T4x}1QkIHdS-&vE)ysKX=t_(R%a{flPFJgA6T9&-b*`xD-l@mpA zT3I8=R6S<y=<Fc5n(d)8R_b6HTLwn5lCO-NL{pwjbqdvvG~X^%`%>*qwFlK+RJ&8{ zOtmM~PE`9)b*0*sY6YE#iR}G_I!CP3TsS<{2VlC+Q74auZ&c6f%vZ+lrAL_`)qPa= zQ$0ZSAk{-u{iy~}4WznMXG_XEkP~(Gpwx9RNp90_sr@cOnVb)Us(b&q&U|GLHqbfh zqz=|OZ%93<bL7Y|d01y_NG%2_uXH}X!uj}paYFe5dUW!>t}or?;wK04o$Pt*zHi}O zB6cja#<M7k&|SBdine+Kt&zPi#IfO{b3zY*j<FcrY2#>lOWX}gReb1|JH30|60uj{ z=q^9<V&P7!<knu(A-0=i^^loI?~B+KP@{&!Lsn|^<rc)PA-1#Lsa=Hw<UU#hq0E^U zX<uu7kq;(<XfG6pl-0f94J~=l;lR~{<>V%5f1u39MHZdh-PT{!$O6Xm#BTb7Z>+o_ z)EP8s@y1!r+%F0(2sMga(zfo!1!B$Yc|>Q8<d{54^%&Jrkgswa$sL@$bsi~lJoko{ z6vv=g8#_RK)ko+Co%zZd9j9eJL3JFgZ;P!i7e4!Ox|1?*q(Z6GE9cXo$|6?&^3F&o zvl1)skWA7UE4T5_f|j(>{>djq%^_v=T@HVURo~@s099}F9SKM1{MYRt&uNh$Mx8N? z_PCf}=T$YH3N?jN?TQGw_$xO`Xl+o-0wwPS8Qc--11Z}Fm-T%+^QKS(Xsebz`Wxlk zdL&c>DLagDnpHJb&Kp}mgDWhq+i~1I5jz|5jat5=!TlbxzS|)7w4;xAx44HQb~~s` z-^!zkZ+#}z4^*#f^HZ0s9}9gATJ~1eZRQ^GQrZvt=zI-_tNVjvL~IDe7Q1)pPn##Q z%-28zto$lG*emmG0R1~QvAw?IJbC}q7xI1NHlRb1HU~w%mmp=MivAAeKFMpn+n@`b z3UwJ-?1hN+fqaKt?d#hu=&_SH${_aV1dkP7J7f<=fF_K5*!M|-+!yW;=+^?ZZ=Ibk z^Sufh?0lfinMnC^Y<Ez%H#M`2_sjl`1btIs)1$HTUWpp503G|<wbgH9xhKYX7_k*X zjmoC1i4yg#23n)grdln1;zi1ykaCB%np67C#1Ef&4ghsql-=1dS&q87(9T^Q4EN?P zmG|=xLTpav`!w&P@>rM#rP?tjXhF(4`Rw=)#I6fllhgUV?EM7DH*3@n(*+)9MU5^) z%EMM&IS|!ej>)l*a@##y(w{}i`o4xSS!_#o#Ui(4>@A3W(9^b2j`>xQuNCB5dQeL8 zI9qv^oC&er2l;KC9xHo)7U+qiQzn-ED(AYckg~^}qMgR)%5_c>=#44Yrwq4~W1}mi zT;fMep{E<<Y}N(zLG8OfcVePNje<d|)R{hDZ>(H1%!PcHy;!xb^G4Z6`ViaFZBOX} zQF4EnpU}<|N8KzirmmcUOJmC8_8&+n7b!}$3ABS(>sh0A$Qh{|<h#%@{?WYIa<rEM zja|CL(KJogC<|1*D%cEVuC?4~!sl7Cf6bs&`=Z}}$gr13$`H_too!A=&5IQ^+5jsz zhn#@IhwA=tQs%4mpjBpjf4OM#MrbfyZ{$MkQU6MTg$Jw=`QC%$=t-}hdUp%>ij?0% znSVCQNi}U;OK2%rUk$l7ea_6e`-K`o%IcOhhLqL%3)=bFNr#ZM0&7Le_h=togfr}z zM&6F8GyO#D08n+lD<NOC_NB2Gp`F#SBS7<h3v+|DT)BmSs$<*H`UdEXO%nATLNycg z;qvRh;s)Fmu~%qogu^;E_}|9jrH{)Sn-@TpRi7BKQ*AsSfGe9lCy1Pn(46~2?CXEO zMA&rAXAwIYRB223zS3+^C0}{ZdnxT<eTc18{zKdU=86r`HE;9Z_*6Y1(d6W(|K{dx zX`U@gJCfG4GCfL;(9+(eqh=RPc_|#bYx92Wv8mi)Ivb9ArLxaOjk-gP!t!1VIv*=^ z1ue5Dj7Rme*4dzosu=zIC$CZLp;UEx72Y%cjvUKhX?<g$XGduJ=#waOB&ho8=PhWJ zyixJzrHHLU^UZ)VtB?C$R7XG`sbd$@d;_4&CG5I1nwcQ41&@NNAC;7WUQq9uy^{9t zdPrH_l3t*#?q;;SoAFwX9MEO|MpdOkaz$U2=39xjRbkrB|It`~ny(*}`MdVcmK+-^ zL6shqGxrA2fd@@mzStqha|znNTcFG*+a_JNw>czQvMbcLghA_n|Kfx`fLQgo>Z5a3 z5f6|(1E4iJJ?vZNX4A_N$||NK%nZL=?;DR?@J{G&sFAT%)4JRH%2nG*$oJLlJ<DGo zOA%$R1hMLtbcRyJ?SAMox#SlSI}c(z9e7+S=52`35W2QHN%a)f(^St;Jxlc*)$>$C zsfJO#KsB7|MXHymMo^8UdYNhz)hkr5QoTm?I@KFgZ&JNQHJa*esxegWP>rQ}muei< zdsO48-lzJ2>O-oJs6M9pgz8hO&!|49nn3jh)kLZ<sU}fPruvF%3f0$C-%w4Z`j%=M z)pu0iQ~f~oBh^n-KU4ie^()nHRMV+uP|c+JooW`<A5?!*&8GT`>Tjw!RR2)TrTUku zUQzW&TI%&=0jl~`3sN<pT8L_4s)kgJs1~7WOtmOg6RM_EGhhu|b6l-u4ILhcmHB_L z_CC9z^ZBEf<aOC3P>(@V4XWLhSLNoA@?@_CCpSzE7OU%ba7CaV8$%(sdF70xfYtJ? z?HI_{HFy820&C?}Ofg#D;#5meElIT$RWqukshU%@pjw7%S*qozmZw^QswLHmR4Y-f zOtlKts#LA0R-<Z7wK~-rRBKYTp<0WoE!Emo>rkyrwI0>_RPCrXplVOmfoemlji@%J z+JtITs?Df2r`m#QORBA?I#P9_>P)pY)izYyQf)`IJ=G3WJ5udLwKLT&RJ&5`MzuTD z9#nf$b)o7?wHMXiRQpivOSK=>{!|B09Y}Q$)xlJUP#sFujjB6U530kc4yXDb)e%%j zQXNHgG*u1NF-$d?`5zr>m&Xg5iZ3l5<fqpYI$54rSWD2?{B+~eBE6UGs)*Mf_rha^ zPSX-r^;|AK(a@aDAK2qbqmbz1<wTmf`N{gLqkDEY`H7MVq-j0;&wt?sq@D%U4Cv%$ zHb#8y?di#??>UyL7u9i8$5Wj^bt2VCR3}rNLe-n<RI1acPNzD9>P)J$sLrN3hw5Ca z^Qg|Jx`66Js*9*Drn-dcQmV_SE~n~4bp_RxR98{;rMjBx8meoluA{o1>ISMCscxdW znd%m*Td8iNx}E9{synIfqPm;v9;$n(`cd6SbwAYuR1Z=;MAe^a0M$UMhp7fpJwo*; z)ninTQ$0a7m}&^slT=SpJx%ot)w5L3Q9VyJlxi5&3sl3YUZi@7Y6R6ts+XxoQN2R- zD%ERL%fU-E%359S^IZdORy!9P+2XK;U8M42Of}Go6Y7QjEp9DV>^`7IZ>Aj{eo_94 zPBD17#dYb+oci^|ONpK%;1;^x<&j;TYRZiVRzYmb@b$~~m#iuBtqJ*d^0n*nd6C?Z z<2r4P8&q#ny+t*e>TRkqRPRuYrFxfY9MyYN<Eh@K`he;~s*k8Xruu~HQ>xFXKBt;M z^##>LsxPS~QB9`$ifRhg*Hqt7O{MylY8usdRNqtmK=mWlPgFls{X+FC)o)bOsb)~k zr23s|7S$hAe^Sk+`itsssyS5uP|c<Km#Ur#eMNz)KGlL$4X75PT9~RKRU@iJs2Wo( zO4Wp_Db-?Bi&HH@wItP2RL!WCrfN>rf@&G6WvP~<TApeJs+LqMQmsU_GSw<nt5Vg# z>+UD_d#p8^BzJ^0fK`1!+{Ur#$IZkFxg^B?vMy39x{G`%eG{y%AKPv&xn)yj5$g+g z#g$iI<i-Yfaow(E`Ds8be1f6Giv6fG;rVaWD<t;=v!YGW0Sc_d%F7UA$n@vgbHAcj z#E3U}3V_B{toS|GMCvD~Y|hdfquiTEi&#B~^&5ZY^SqAo+qg`KO}u#^%Om-=h^+=S z`a0~&`o1IDMJN|m)}XU)zE0W`bwtEg2Q@k1@H}CX{2sRk=u3})h4V8EBbAhEf_}6; zyU-`Kx9HsBP$Rd?E(^^*M2LJtb#|`YTcQVCc0~u}{e_7dono<?Tlu@bl%H!#T8r}{ z)AICHtA3EF7*TpkWtT&y#W%!M^VxMq6lnz<1;-a(Y0zbl{BUEq&XnaQI_)7=$ybi^ z#X1M1j9ss@MpA8{gVZ&uMb(ySZK`Xb>y>=Jie7k1TO$f;)JOY$lx*j8I1tAB-7nmH zoJ={K=4+y}on>2Hgi?uZMU?*4+{{0yqQ2V<SsSG<#(5pu6m_ZAqgtQp2c6ZCN6=`f zj=Jmjf@-&I+8!zf^D0PLX$q;$Kt<<@*daPq4(3L15Gmg_UJ<b_aH7d;<?lAHh1${9 zXh7ATssq(QFsLdztZN@IQ@-1I5C&uwm7V~tquu2Dg_AO+)CLVQZdyMhQ0{`$kd~?u z)y7ntP;E-J8P(=gTTqRG1HYa1roP8c78d84JD|an3=9?xlxHz}7*}GnizCz>M!R}C znyPce%0<Xz=zaBZ)E`nl_t$2E&-F;rzeX^17t-7E)a1ljp+z8e|M`kH=JY%&bP;HY zNsc2=jyx=M7^Iw3`J_vocK_RH4348-=l(qZ(q@H-Z3%64RqxV-2Uhcib^#4sJIs6G zFCU>Tpj6#_dv2drY>Ut<puRWTC0FoRBs3gU{atf3^n!Zdrn*pH^^Q<)p}vaBuNUvp z9vln#s{6Mk9kH#bI#P9_+7arj{ziBJ)JVNM>{pmolvw%3_yp)*^*-Ojb++XHb_Rfy zRXwPAn*S83BF{mPY>zKr+xzFrWQRf*s5kk(1(mJ5sC?ihOL@jW4w`;(OEb-`Oflpp zK+5V(zI`D!Zr|26jgNm9v2~!#7sj=!u>am4q30mw9-WVuK4B}L3*3UqO1;T<J?LEZ zCg09<V6>*%hH6`??Wne=+JUL&RQ`dXo_kkABdd?T7gUp=8PzH4=~P?gY@+f1KSk2t zE>0HJVUTP0DCsOu2b*9LQx~`l^t*Z|<4QVX<@&QA6j*HDAE7K2I_hj;xzG3M{MG50 zR&mmsMEO%%vCxKzZx2@LHAL*kqdAj5(EFKlfN5rH(GCrvF1C@r)Bg*+Da!K(rjZ#r zVUz35dnb+#YiL7lD>=6pDQ|>hM`=U(rd$VIv3g}itQ}NGiItmqFQ$4E@>Na~au#|7 zvFfe9mw>9bgE$9$C$1etYn+A}DSK3lZC*5=@^^uHo<9POtW;JGm=Ne7(G-!|0i(H) zKUwu`+yTbnmuA0m+ticWmY;=LQQbR1I<>5lsb@#fQWthyN^K*z!+8${R*sJQqLp4i zsl4yCFEi9z_ReyMRkp0j6|rNXp<0HRwFohL9-$mN13<&l_OGfJmL~KisM0%P+ds{< z{LOgPu!`%uCGzKe%%NKcCG0s}#asRWS|^<cth_p_43$+HS?Ws|PNLssLqUPn`i#b2 z(3!71nVzQ_4_%<n_aW8JI$J~L+l6XZs@<q|r`m&RPpU3dU8(k>+M8-0s(q>UquQV9 zQ#!65>r^?OA5lH0bJWS$$2!NA)B!rnEOj8&K~x7*9YS>|RX3{cR6VE;qZ$g6bBy-S zNKD=H;RGjUB%wdx)TzYgh$*z6&i<9>siqJsQr1%@=WCGfI_<3}xeHT&Q1zTs7gYQ6 z8>94{m6Yr299Lq_(M08+*iS@H8Q^vKiI`v;L9#m*{9Jl>r2I9`tI&+i?W)+-sCH7s zo`%Za8W_|3)Px|Ry`Z6%oOEfD*zlBS#xsy|SA#~E!(*=r^#IL@Z*4U$Ms80#9P(XZ z8NArfPHyJ93{F)mcZc3;aYWvo-U}%Qmv0*E_366Ew-e~uUG~X#rg9zl2@cPMZ}#Jo zGp>pH4%ay#Wfxrj|98O(ILDoGDD>gTHQ5v!ptAlJ2ew#lJ}(L!2t_h2Q>(f|j@%LX z5_EyvsiVibc96R>^?`hI;%_ds8ZY;!{7+|f<ZLs7>PV`Gpv=lRmlqvVb&h2D(<^Ir z#!8(7HBuiz?{uoH(I{Hx(NufGun9b6JKo@t+{^PO)JT0l=P0OpDQ*w-Ro~yZ2xCLN zQ1=2=FN{Zms#oK-pi0W}lIJu`8tUI(y9i~T5|Hxj{X)5OttHeq=$rSI^nU4LJnsMv zZ&PrKMdB}^t3Y3UY!UC({D;t3$hU`Q&X@_$<Zfe)A@*VTsaZecvPA3=&`n!H&s-1B z75W(T=%Y13RR_ybeSmzuiY|$}82C}dIzepDd)CI+0_EA{I_R#ddwd5w>5DT_8t9(x z8q2e1WvMp9(LFLTH|%$2ipY07#J)E1oNLwmuh8G15A=LSJ?vUg<ogr!-LU?<7TL<! zW03ELOG7@@i;x!}?cpdZy?6bSOO<4q+khqww~GzCFY_%5`X^`q&mS%14=Zhfe4DSX zWM()_j;nMi^OYuxKQ;@IvEw1-aMN8jJsk^)`t|_LPWP$Ve!u*g<!I19hy5RJ{vh|| z%LHATX!&tVOWD8MKw}m-Hh<l`u*i26XzHk)vF_hw@6U%C*?BxUH>|R}NQ?rVcWqKc zuSRmT_lCAgPc<0R<)Ex@anNg3Ef=gyk@>EKlwW5zY___EToPP{(e7+-aAjDC9Cdr4 zMu(?7yPg;?^Q{1C74<>C^c<OQbx1k5PQ-wbsdB%^rJ%2yWDHz&`I8vW<Df?N%^&oB zHd2nOD9HEVFpo{X*0O)+LdwI<F7ys-CigyV0&3f8^o70&a=r?Nl>1#wuo$sij=GUh zs_~6Op6t0N=Z%#R+xTsK+wAJ6MU8erzJtD}+zE`x5LyBHs8se9O}25i(3+6)FdxI? zbGpcRayn?x`jXGfXC;f+moW4HYUudqN3U-}uR*D@(x+|BdiGtY9;DpCt5d})+cJfo z0B!p7<FfJHQ-z*}l*jvxY&hkG?B9i;<*%=(^5w7Wg$1B?zm5#HEcIEWToZbs<%j#( zYgfw=n*=Sn{rxGI+Gpi&q5p-}_*wB*!#ZZNHEKY<SNxpfH@Lo4^3`PIU-H!mt>;#K zwYZ1rIUY`+b@#jvoxVc;RIi3EHcrC&_T!xv+un!yh{_&>lzU%nQ&8{MVJGD>p%oN( zO7QV!WgE*CdmJ>y)yvTjwnQuzv9{2C-r19VtDQL})D#*jY2b_}Y4f%V4TXG7e%*FD z*WjqoFQ9>QJNESH|DRA3DAmIZuQ{h{oEG{QmR{{*G$ySI9~9aVV%3*p{h>x`eGN5I zG)|<ffqd0V&0i2ZH1FB|5P8ZtN%L(A{d*xHw@TZQhR#Y4wg6Rrw&j;7RS0OW^LcwQ z%ZKb|X}+Z(c4k;3r#eycN8^iwD)%IFlzcVm`G>l;DU#%xybE;hjOlrQ=R|?6AXyhT z|2d6o$-9oWpqZWb{`)5~^)vw0?h1aXplGPgwClS=?Bl$B(4W*0u{A)|k44IYnz;42 ze7lzTYTolS&385o4E2!v0fXv}_SS>AdG2|Z#s<*NT?J)U57$ttO+dB#UC)(oxeTTC zodmJ-^0q=BDf?&%s8XsdF{q;d&!EziTlj8(DP7%+1tHl^BkIRlUzCHY2<X_C!C9tb ze~V0C<j-_+=ajE?%N7!&!j{%_3hkYqFfA)rTk_VyEE-#!_G}D{8Rfu~d*crSRrh;e zQ1y7Tqm6t3no*nbS2;~B1XUh1WQ(JIIOzMt1@@B;$<CcX^EIZuFoeb$(w2;%`WMRF zU~1@}*30BvR1jKH`wC}Jrl_wusQPMpDa|(=Mvi)@--VQweC7LEQFL4t(AieDk;;kY z7qs)7w0fJTIVMIZ`Vq=Ju&8E)kEML9HUeS;Gq>)Xp7K=0HidkHH_eE-Q*nXNUy!m= zUpd<x165L%_a*i~%IbW_&}Ee;)v;8)sE(sLp6Udu6RA$3I+^Mes@_zmQk_P1I@K9e zXHuO-bvD&GROeEiM|D2c1ymPOT|{*;)g@GyQe8%MIaMF3E2yrdx{9hV)zwtjP+d!P z9o6+zH&ES3braRiRJTywN_896?NoPA-AQ#9)!kJ0P~A(_kLo_E`>7tFdXVZNs{T|1 zs0LC!Of`t=5voV29;14k>ItgBR70qqq<V_#X{u+ao~3$@>UpZ6RKuuVpc+o~BGpS& zBdA7Fy-YQV>J_S2sa~VH8t%80x?AH?^22Z9N@O*xpBK#wI*~Ktg;;wR0(IB!>>V$3 zCZycxcSgD1qvf^y9$51SbsLa2>#Te#v;$(xER2Zm`5{A;YA#&k>}v1qR&u<&wz^L1 zdxPpts<)^{Q@u?!hUy)vu~hF;jiY*xYCP5ZR3A`%Nc9ob$5fwCeM<Ei)#p?bsJ@_@ zNcAPvB&x|&Ur|k=`kLw+s;N}pQca`!j_P}=AE<t$`ibgis$ZynrTUF(I@JuSnN+`1 z&7%5)>QAcKRDV(ZO*Mz=AF8=b|NYYGU*?{ArgZBOs`^w5QZ=Ajh-zV~hE$EH7NKfP zwJ22+s-{$nQ7ulj1l5vMOHnnWTAHdkRST+RsFtN#j%s<T6{uQLtw^;J)yh<>P_4>T z^DO_vCFRC;ALZea=16{Oc;39)%kgalUCB>7UEV!uT0!mzo|>QZ?zX?WYD*&#bvr*5 zy>Qm##gqC9dA5N^8Lhv699GO)?h$AK>bTIbx2Bc+)Z;%;o7iH#&rg(FhFG!cdsd@r zO|?4J8dPgiwV_&zsx8&pRO?W!OSK-=`c&<xHlS)x)q!e5s*R{NrrLyRQ>x9VHmBNx zYD=oEs5(-0qUubwHPtp$+fr>uwLR4iR6A1bM71;3E>ycx?MAgb)gDxPQgxx~O0^f& z-c<Wg?Mt;E)&5imP#s8h5Y@p{hfp0#)s3n<RS&Aes1B$4AJq|5M^YU{bu?8C)iG2( zsg9-UMRgq2@l+>Jok(>O)yY(+Q1zxdmFhIA)2Ys&I+N-ws<Wxip*ol9CU~tzyH;N? zO01s;!L9DXj~9(!__>47)$r0y`uy<Rec_cOl^17Pf?nFT#XVt@vC#T(1O8~)&9{!7 z=_pd(2)D^Uul>|$#vTI^TM%xsI~&j5xqXMdh;0e6{q7h{cMK9gALKcYw#Iy_3#cxn zx`^sxs!OOYrMisja;iR5S5RF^brn@#s;jB4p}LmpI;!ibZlJo6>L#k2scxaVmFhOC z+o|rLx|8ZIs=KM~p}Lo<AJu(S_ftJU^&r(lRQ;(2Pz|Jdm}(H!BUF!4Jx297)e}^M zsfJKJN%a)f(^St;Jxlc*)$>$CsfJO#KsB7|MXHymMo^8UdYNhz)hkr5QoTm?I@KFg zZ&JNQHJa*esxegWP>rQ}muei<dsO48-lzJ2>O-oJs6M9pgz8hO?_ibN?x>@0@W%qm z8d&o=|1I&==gaxjJy}vLk4HeD+xy%WeeS*$@2Bj8MY~z$zWU?aRS>a-bX_dyiH#pT zcfrMi>ivDqq5MTsNCaw*{$DZ>IX<I}P#Q|BBrAUK({lvez;|h!y?EO6Fj3Q*&<>ID z$97*akb7^3fqt|J*mpcp>LyU<>rY;0{V&!US}8Ns@Z#kR`Bm|AsL}SuEsEUK|LUk* zG$nvmk7z&tvyn!;m-GU3OXR@a!2{(Ukcpt}PCATw9aA(?N%<vc_s<4z25#yn+IbPQ zRU7LQ-+xpK6m7Kt+IdG;w^n{{qJ^G;%dxMY^Zw+wu(1%EaCY4Dv*W}LubQ9vyZ(K8 zA=}~+S4FZr;S&edaPnLN$to{l$vw&TLXjTTx{%#=y8LM40;p}(n<<*LNurTQ>&#bf zdy@vSs*&vZ5K8q|`zJs5Sp?U-B39&^1RbQVZ!*<aR8y#)fHEuj$`5*MV5lovN(`zx zaL6m4`^b-mZQ(!|r`^?C9@>?3rz{5KO^8+UwGjEHK)%Z7T%wOOkMa*H`@GFSdbbqG zzNSs_hH5I+w^Y~b98_{gmg_p3Le8sCp@X(*_fong4wKH%6ybT_!Je0U+Z=~jF{nf{ z8tTlqlxV9CFx0gz=^!`ubB9=^>*aU(X|y%oQGHMK165NPHubdocFWI#i@_|{t%LvH z_M^qOdYV7^ht0>?pVnUPEx$H)hQJO6%Q{>dD8FL=NQ?A|>SwB7sD7pTjcPj845|fS zP^JGJbL`J!xw(ZNs7w1d!w%lNB8IC6w4^d1WlK)ieVB*=SqVB<iIv+a-PWn{bGq#? zn73BS`0>o=j3|{8<eTI5FvHE{w9s8J)N7T$Hu6uR)M}t!x6I@J^F1YE<Dpcxo95N* zI$q{$1^Jo|h>mGwBKIMv0WH~OU4X&NE`B2AqY$fB2hdq|$yHid?iI1iVbWNi>{jU1 z!CgWF;XI|@QFS83Dtb@Ej?@`@S?E^i1tnH)>HPr8EG8>Gu{45|)tX61?02eJRDV!4 zhdxp^h<YySy9at-*~(6?Lkyrb)LUM4h1O7S>7Apq7vz>X&XBKaLo7{f{)tYzNx^iv z{$CE&QE%xz3JR>=()%*R#@Fk3<4x>G(G;PeA?fA!&eF*D;#)&?0*h~}v}?ZH2zD(r z#fVqwL;J?dUB^bjz!;M1)4f2H+?8P(#CDIg7<H?TzL-*`K)&iNz57F~dQ0!0bYNst z{YCXR)f}pSsOD1jhN(<B#N;}}LZ`|#OfJ<Y(30wuE5W!@)K2LmO<?}vswJb{qWd1h z*`%{}|B9kgVPGhmTkIDDat#zoy{q>e7_RC9SA+s9^O*ef<gd;~t|zMVB!6|RR(9+5 zBF9`5*c}RNU)AT{ygg#2r+J(|uuwVM7TtzAiolmJj8}F)Xt6j%o^yksv_^l1mz-Mq zwP=S&(1zNYM#?8~ZaUjR?&>`T<{71xq<)2b6_vYs?}o~%wF<<lXTRIfcj}q53Jk@5 zT9%i|8z5h0;VPHYQ=v6fDQo`b?*e5*8o2|3v(AQ+i<5~uRqVo|iO-*`lH(iEJHAkt zI!$&Tvgw&3^aqqyX+x2$=Ll#+MNJ}=^XYHsyHSmui#;-bFH-h`Rua2<M<}t|p*ndR zZ|`4KO^n9dD&1T_?_VkZ{k1i^F)43%jN;;d>js0?X4>$Y(}v5hteQdLeYIIs6|o0Z zS+q6M?ufI-N@!zf7N0|1BK-_Zg+2szjy*D9Vt4uYSg#m+Yuye?r8KFW10A8!6qWPm zJ1DbSpTm$=YXP05k}2y`ElAaXY9XqHsTxu>qFRKiG1a0}O{khuEk?CC)e=-oQY}T* zjA{ZMSFLo8SUH|GR7>m3SH_xCwV+ytYFVn~sFtT%fvP3dic~96txUC<?p}ygreZVb z-x1nt47u0f7?@+#^Od>I*-XwVm*CW+oG8U322U?g<?fK&6-f_N$yZ+H_kvT8a(N=3 zGQ5Bqsb|9dFnh0_KX#v&jlAG$0&}ciT-;5Ex_87$tu&Ns`VfQu1)A&<C$-+t&PjKM zK5y)OK<E!pTfZv}-0q(enhYr~Z=8J2;<?<}`Wfi>MV{qO*xnYg51^0yEPOA1j=V4Q z8q{cfXZ;x~Z0`x304Zmk9{Sn%ncVj}3);C&g2$?<gQNyQ%JFSW1cg+->7<OSDmurc z92@(f7uKqJ!3k3CRJ&qYs?7ya=AuyFS$%u7{SzK3G#tj{v4nG9AC|c(^f-(Suj7@f z{aA5QXhqQ3Hw{B#tIEyPtLm(goUg2?R-?KX@>NExT>D*x8i`|2tVW7LTdDOv^so9@ zNYt6HtdTV>b9Jg+q0G+9N_>87DsP7dL%z!8kG#oq0AkfQh#aB!RSRs-PtY3b+bP+g zs@oc#s~}(XLV7&JDzll~PwNn<dY|uQka8FMl!%yjPo0z_#RSys;hW8+BjiJ$3y|{B zMLCU@l@^=ud6tIQX(NNT-)<+{c^~M@>+S6u`N<zNI07l}+B|pD!4~oetpl;fC6eRP z!}Z0eYXf?|^TcsejO9I(anMIDPX`914wkp+7C~&4^oE7Pd_IZR=me^_?)Hp<8S<e| zUC^jGqeu2%D(~}*f^l`#x?Ar}MW2YHdpyK$`!acLP^`SS-w3q8v2B^RtH~V=YlB9F zRQfW(SMIw|2lCZ>Z(?U>Jyz7{A+$!HsQI@R+>$r(%0bGr`UdLPJumBP3VJTfEX04U zZ0EL+@24vZ>ldFcpWU>BGtTTAM~o&skeBVvG3DkdKhv5Q5&c^L)a}<C3rAPk8YduM zlYs{JR$P>OG|q+ko-S5;qNa%aiM;xd^3E&kYnSqoo2Qlqjas~`*3E*lR5hSR0iiMR zHjNL9{@nzzO*fcYH7q4ZY(G%T@%#QJ50G=L4d{T7W^I!i$b9=jzGsYY^c?6bFZs<N zcC*8SMXi>}*pHyQ-5;5hcp$G*&w=hb)i?9{5!t_MAm2V+T4tCplDCQO!twj5S^>9< z_2uTBiy`G;gLi8>XUZOQhCUjyzWSvO6J)*`h<&%dp8cH$@<=HH`eH|eKR^6s4^D<s zg*g@Zv9Os`eTZFUZP2fG6WK>KLH%+U#vbS^^W6(6KYwpMIoDXG{2I=5b8_@Q-gzxs z!x&-*-FInse2MJ+cA&mC&rW5|mNQ`~DAm`a)f-#B{40*`2avD+=$9TL{_<YIEzl>& zjCNhMlw+eN<oj;c;=s@=@}71T&>A1(oW7rybDbGzzlLT1Yj9lFs1c~`s7T+02sx|V z0KNQbt^Y6w`N%#A${f3*f9IANvQ#z@yY=j}Ee{9FRedSY`hoK*HOrR$8v(1nrHTH@ z(f#GewwEE_=N*5}Jv>RS`D@Vih9AsGkpZvfeIL9;^if05q9@%8mTYrTXjxFb=Qe#; zKfECH6C5dFm*UcmUj_-i2}h_y#m>(b1RoZ98%EC6iOVnD9WOTmKL@eF)y&TIpFUp1 zc7al*d4x?aG-#*LTM+9}_0;ImU#3MUD~e7~=E(lvBg2=h5wSBs!#^EJ%WXD6=orXX ztS9x9ly}1wfwG5gtcW!PRj;5HfmYPs&WjPT#h^y&eBB_njMrrgugitS*=i`LvaXZQ zcgBNm2<^1wZoqeu?=<KmCErM)>mc@b+<?mE|C3{~J*aY{SgyXpKx=$VJy*g`YE|fk z4*!1E@Lv0KBHsoOn|HH*{9pNIng!^i6Qu*c*Otd%Ind<m_BQ4<WLrIfc2+;sFoIa^ zF4W)U2k%ed_*FkHc>&t)zq$YRu(lR`6b<!N_wRj}H`ICrN~PYr*F$Fy>WL9MjOM!^ z=A4Gwp(E$I8<4M3DtTVm39%nt^Y)OJk5GrueElJ1ZH;!wv-1*N8YD;TA<)!ShD9H4 zm#YF#di=hFKKl2n&%ZLuM=GhHN;}I{!3|L53P_&Iiqd?m)7Iz$EvdA#eD$ItjU7z& zDwMgYcEb88j<Ok`%CR8V8y`WHSox%TBOFKS5jzKBwQ6S}j)i8R<Nv+U`24KArrQYG z%d*PJnvdi;^c&6h4AmIg&O2#Ky3zg(gfUrb$iLrlNRxBUE2vSrx%)SBce%&;LWq68 z(ed3zN2wk(-`_BAsLv_2A!YUPn+CA~NpDJr?}`#*!&2w0BAzLGUV(OA=62Y!pN)8d z(DOK`z3bTXhwDEQDR+k&J@__vQQsl*caUr#_Gjwxm~Jobir704tJEknLODBc2R)GT z+u+D~c^tik8abAn{MWEZiioXA*H<=FYf-hOTAOMes&%Q>qgtP;9n}U@?WsCYZAi5d z)y7ntP;E-J8P(=gTTpFDwG~xIs!mj$skWxthH6`??Wne=+JS0Es-38IrrL#SSE}8p zcBk5dYEP;zR9&g|qS~8kAF6$+_M_UL>Hw+(sSct#nCcL!L#et^b*Jh<br{v*RR5zo zg6c@Bqo|Iis-ZfDswdU4RK2K<qdK1I1gaCMPNF)Q>J+NpRHss%Ms+&X8B}Ldokevv z)j3q>Qk_S2KGg+O7gAkBbum?ISOb@yaCDAsmb@<O3~FxGYLI;cV{z3M4=eMqaXUsg z8!GSQr$ekJb<N?953|JT`V3rKiO<c1t_2-&E!wJiV2050aGhe+a!g!uk9R_s(E2W= zx{T^_sy<X#P+duN6;)rVtEsM`x|ZrXs_Ut4pt_OjCaRmMZlSuB>Ncv|sqUb<lj<(2 zyQ%J>x|gaS)qPa=Q$0ZSAk{-u{iy~}4WxRQY7o^URF6_UM)f$=6I6q#hEP38^%T|9 zRL@X7OZ6Pp^Hf8rhEcshHJs{2s+XunP>rN|nQ9c(D^#yiy+-vq)f-fAQoThrn(A$; zF;wqRjiq{*Y8=&jRO6}Mr}}{EL#mIcKBoGF>Qk!Es6MBfK=lRHM5-^DY7+8)!=k;d z?I$*u(A>*U37enZC_15yvL@H0<fl=8Gg7_>H5SYDe(=zt$Cx^gG7HI<4Jv}3Xy$mJ z*`_)owioDY??SiF&y%sipwZ)QWi?0=-)DKwgNF|Ncb;6B5-lHtCb35FOs4vZY6{iY zRNqidrTUg?8r64H-&6fS^&{0!R6kSwLiH=vZ&cH%W>C$f`kiVP)gM%UQq89Ni|TKx zIaL2p&87O6s$OySc~=3d`cw;2HK1CEYGJB|RE?+>p=wOEC{+`xrc{ejEl#xr)sj?8 zQ8lAlnyNWf3#w(PmZe&bYI&*^s9I93NVO8x%2caRtxDC3YBj3XRI5|1LA54T8>+Ra z+ET4ewGP#~RO?Z#Pt}fU1FH5^9jG>>+K6gns!gairP_>YbE++<eumrK%8MxSrMr^w zBFgv*_X_0>?j=^&XW)kRoB5t0B`3(e2r5IYbMmv1&O@C=tS_k5oat2u^llufyZ{pk zx9E#JIym6(vC={hf$A-8TW@yr>OzM?jgHm&aWyiijL?>}HCj=1r0PV~nQCjQZK$@T z+Ky^_svW3yq}qvUXR2MOcBR^lYImwVsP?4lLe-UOFRHz%_MzIBYCo#|sScnzkm?|+ zgQ*UoI+Us#Rd=c$REJR=PW3;kBdCs~I*RIOsv4?esCrTzOVx|&II82RPM|uG>LjX@ zsZOElO?4{OX;i0Eok4Xb)mc<$Q=LO~F4cKd=Tlukbs^P7O#l7->0;)dOQ<fTx{T^_ zsy<X#P+duN6;)rVtEsM`x|ZrXs_Ut4pt_OjCaRmMZlSuBYFYRQ;8(eYeFjvJ9}f+N zd)vnfw!1lYjQrrKB*d<qKJ!sxyxgKsAJ*5y?}TldWFtRXngaL5)i2}wQC$tCf~yUk zDnHZNMq6VntooIdYdR~}6II~FoONeRR%|SG%1Kd2xEAqnF^abiix9dT)VSK~OZvy; zCI?o~k`GM(1UYt!7O@MUHR8V~wi@w4ZXbRIQue!5%D}{>h=@H68hX=o>z7U&Ba||q z0=*Fatk;-ovIozC?zT3qc6Ph`^yDOH=ZK7`V|H@mtNl>sd)0=%|7|IEIZcF?>|aJd zD=AHWGF}g~s&;R*XQD>dpw1N^w66F-ZYQu7dcWJu8D-YaxF=#KLYc!~@3LC>E>N^a zTeuP(bo|q}p!RYPv+0np<Jp`hOLog`8|Fjo)4i!f`}@j`b0$N+Vzi5Vi$SdVSXcu2 zsx=XgGIh$^>1f|UbtlzbR0qO%R!Su|CY%g4I->ou%s^aQZ-Ha*m{#S+cpG6{DLeU@ zi6eA7sFH6bp(h|^MU6zhwmMbL8=YZX89zQSu~oFZOR<}_#vZDBsrpeZsk8Uv#JD=I zvlry&ZiS(~>McytAy%kJ`H#*Kt0!7AT4yiFPxBW;?|W&tn3A7EJ%HGw9g}C3{%kE$ z-bY(wKh*<N4^nLgrTXBMX;HGQ{G_-(==^4F>LuKiAJA6=ee|r%%N}cF>=+nV6W$jr z@iklSeRznL%AaZg)j+C;sRmI!LiH$Be;6AbHT!P=@Ru{ge$b|s2X6Xu_q>yGF4Kn* zD~@h)>`#SWP*hK7MXJkmrYvWMt#AwmdoSJYtO*yTdJ8kZrTdvx6{?2`T?off(=l5c z^{8@EXbZ@<l84dY9b@ErLmy&y@3Z>8);Cndo`ANxI{Qq$&<Q()-UpqP8?d6$mxDsP zL7A(V*?U{r$o;%?VcxjvGIzS?kN^?85n>Il2md_jy<TW3Q1zBe$DmZ|t)A?3s$4<E zLu)9pa#b)4`bhM?o-%SSQ9VXS>~X3ms0LH@gm(7P{-ueQEC}^gZ+vA1v1)AzEveoO z_Y1U!(vtE+_F6jgeWR30^E>|wIO-G1Cm77?y};MN0jS;!ya{MP;-a=K>V6YVF&9+5 z7kF)`&SBMF;NPG+izc=?RCa)zoIgU!3!MJ8JX=pr8ct9n^<LnCkg|F&@S{*F^<Lm1 zbYPsMdW!04s%NO4rFxF)0~nCX0Vt=?Z8}vxKDq(ztUh=>p`Fz!J3<d?)n%rb_Jee! zyzb9Op&B?fYxlP}SXJnAo%tq3C{xM@IK=imS+V=c3c1%y5nZK<>?%@jrAzf%2tBW} zo#l4m$MYY6Ezd{&C{;pk*HIRRTw)uqH$$!;7e{Vz{=l{)mmj{}eX_`L4)jjAdDDek zx4aTHb%SJs+l<&g^;*0*Hb+AnYTG}_O{Dx&XB*1f3;lJrLs=24(b0E$dR2tB)2VW2 zi%XDlAMN}oFFz|otol^qPETPCp*55_P+laKf!0u_Wtp$3PL&&tHvrYPr1K!9zM8E3 z-KUV3Xo_+WsGgQBpbLum-5BLtI6-vZW@ri}<sKr_5C11qJ-NuYgBGrHA=oJ*K2nSs zS4cMR;3zWrLZou+R0Yl33Foor9ie?e^R^B8_BmGQbjUYv5Ae5hJ}3qDoDUk`zRb{e zX30WZg68cmZs_t<=niPcUP<LQJ})bG_Syz|zE4`kp$6?mY^cs-R?ctd;rP-v^1uHm zt+4~@tEikg$G~_~YYL22wT9^|l}z~p)o`j8sa~QQK{b-<WvWqBuTZ^8^%~XdRBuqd zN%a=hXsWlV#!yY8qiz{YDaxpm<2g;|n3Q@)XTDNnsotd;NA(`nc&hiQKA`%L>LaR; zsXn1v6y_`Cr-bC%rYoq@gYstA5m4>V<@t6IbKPxF?dfKqT-*4-9IH*)xtoX`397w3 zoFa86sFJT#6PPEpHLB5Fq})K~sFQQuJt*_0qGy*6EtDuug6~1Qbj>zPTq}PLWg^Vp z5rOCHXT{0O(nWAAd|fdkHn+34I1gsSD$(QV9giw*r-Xii`nuluow_nLOsFN)H_dd_ z<uK2iLW@AY4Stub__^UDp%)-!$E4=Vvm%}fJqBtJTGP6qVYE<BXpNR<LOSeR93^xD zv_{MehpmP~<=&`Ib&g5d3vrP07F93Qh910Bq|ZS6&}$;!o-iW~-m!c8(Br#=dO<tK zJX+Pz@6T1C`ye)aXo)!!8($V02>G_VyRYK!<udk}&Kk-2>N(W}s#73e<rtJZdd`GC z5_7B=?UvB{>ew+lRrbP0Xe*Jjp0XNwLCc&-)f?J*-PyfgZ8dV&<jtVUs#_jMoj{dE ztQ=PzLDjcAa$roV*W~|!s&7eoKx?Rf-^>eQ)l2KYpvrBQPfkipj)4B16?DASGHVCX zgDatbTUrla^3qJsu{m(0ESh=ld)Q?c5vvcep`|R2G_;lT<XM<EhVF@s3|P@t#P)&M zualB(lX7IrzaZaUo}F%tPL(fmmWEh|M|YCU6UD`X=PuAicb;AzaG|xx*9<he=;4iF z3B84u0zK6#$H4q?AE6~dm)X~xRy{_R*#Sm-6^l}a;~F#-u`i)UqcpE9@1E%^v<9U7 zq{h4rg{F%S(L5bMn^uXOwd|m)h}{oka%pIVjEc?WqvR40+tTRI<!6&*%5_0Q9^P0} zBw1=r&|V$0BWLuKy)X;%{n+2t&7!D<DAhHnZ~1wJhP~e?>)Q}g-qNQ3(c`W9i`aUg zwYttVZ!uZsI|WAjkQa;gm8)A!#BPPy_&U2Lx_J*2+8VUazVv||4#@h}0d-ra_j$-b znQuAh-+8aI1|+|e`%rF!*iGX~L|1Gq^KA<nHDp-7`n6<hGzX1td}VNKf0=I*<eS?v z<H0%)IX{1f*z&_RwAkx0Sk(6m^nyWMw|zZt$&{ahwmy07$&OlbJhz4ZeGxn?_MCee zk@9!Q*PzXot4ntb6?zF$?$)f#rvD<`g`NlP`e4NM8XDPF3t`^S>tE$%#3m~d+XC`6 zF|WI>S}mFHYe@M+Y`a~#e)2BRXV7262DcwlPv(0HQa)-FW;3Hh6Opey=;V-N2h-Nd zc76jXXUux*Hnoi`RRXBrA@6=qs}2w;FN2ilmA8G+`du5LZ9to>ycX5Ct}Jsdr2O<x z<<lz<%KCl>9guKxQM0)+b~U8ztnX9bI#T940rc~5*WC-A$(b+<Ql4F;!QKs@#62R< zBv9*stzQeBlSkPw=wE&B!1K=8;=ZD1W60NUT6(?f%jMi&9@L}dB==e+<-G9+^3_}a zvzY%&Ik#IvY-F(ipr?y^igtblrHZRG>%Z&UI}3eD*Bfz=@{xLNT{|`DFV4TqA!VB$ z$M%<)c}8de%w})b_*IB28!2=i9Q!r)E{$9^TJ8~^1t}lwQ71aEj@(J~B&6*8EVD_L z>p79~S6FXcefhpxv1F;^AYV<Lrj!285VvqW|AQ69)jMNvPAVuLfi;IxIUkCzalhsW zk?#-4H@$R<sb{ZkLOmc~ao;jRS;>rpc8>bD7q^910ntZyp!bzsgym~sUJzT!zuq~g zoAL=uStymV7M1&|7KK>l7Ze+dd{ZD_ZR`U1t57{4R=ZQ|EqSZl3i7>TXY%jg2T|X{ zx>A1bEb^@hs_cp_&%d`oeXjqC8!+8o#CC(ZUD<#7zR33_qa1!Y(}84H?sZ`0dV zo)->*_R8Dnxt3gQK7;;M+F3r!XasGgEwj6vb4EeR>Zc^<K()K-Cde{Bg8HhjHD2i~ zmAtk}h4C!Lh8VHq;3!k4T#Twa)OT{;jo_N{*}-<Gk&?1J@4G^*vLn9S`S_~NGRt;8 z46#Rxul~Nzw65si4xq|)id<g>gO=#M^?Bvja@0+OeDCFrjeFn4xT*lLW?wq?$T%bK zT?ayawXJbOj;nqU8&_;$h1+vvnXA(td_?scq^!&vS)zaI(%8y6Rn8k%AZ2Y2Mw*Fs zj?krg2146HOKN|#V3+(Aj+LOw*!U^hc_wIVOx|BJk@6?VSNrP$=CV}vAy&Ja{*B5a zww2EM$|I#D9qk=-#>%?^m1*o>D3wxQ+0N4-<%1Jj89%;XOO&~Q&e)PdYeVdaz>juQ zL!}<4rFuy<QD?rgzDsqgY)L2RBW->E_cXaW%x0SgoCzJ;$s$rYOWuW)J@5EWIN&E= z^fCtB`*!Mq+Rx>AAr)F9w115!7Mb!G+zG1mg4~|u7nIrAAfWoGXnB@A1+lkJ&-uKw znmi9C(e+g_)mKzgsJ^E9hH5I+w^Y-pzN7k{>IbSHseYpRnd%p+U#Whhnoc!?Y9`h1 zRI{l5p!$<)Hq~ELe^bq&`iE*R)xT8rO3>{|sOnQKNY#L9A*zL`8d5c)T7;@G)uL2Q zsG3qOMzuKA5>!i4Ek)IgYH6zGR4u5Mp<0$|IjZHUR-kH0wIbC@R4Y@hLbWPYE2`C~ zT2rk~wFcFiRBfo%qH0UEHq|;*>r$;pwLVolstu^xQ+1%)kZL2Ujj1-F+LUTDs?Djk zpxTn^Te#cvsJV04nyd0|&uY-Z83le1*<~hH_47cTpA=u(ExfwWF>obv^GS;HshZ`4 zhQONNylwYYN1SYg9){S@iJ^O*nOF;rhkJd=_TTomnlH=Tiq_YWsuNXbs;#NEq1u*e zJF4xecA(mkYA33lsdl0I|Jpkb@F=RT@ed^sLJPe}3B?eKF;uDUP!kA*(7Q<pfe<Mn z2_gy@q-%hvt8_#}1YSx2sR~4-_a=fMMw$wiAOcE}|DBzCX6ByE9wy7{{=aX(<jJ!$ zcYb@z+<VR~=avm6X-ATFB54>&JCih=q+Lkbm89KB+MT35NZOO6y-3=dq<u)*m!$nj z+MlEYNcs{<BS;!a(kPM+Bxy8B2az;}q=QL1gru<~9ZJ$TlD<sRVI&<+(h(#bNz!<d zjv{FSNfSw$MAFeDeTAfBNct*C$CC6llD<yTaU>m2(g`GegQUqMok-F*Njiz7lSw*- zq*F;cjil2_I)kKdk@RhnrjT?dNoSFCHc3-S`VL9oCFy%4wUhLHl72waIV7D+(tOA| z?XYZz%#<A#_1MeC?I-e|wLdwNn=kx`y=Fvn3sk@LPnRy-*9{|Db#Tz)@eN^VoHv^4 zs-9H2?YUgRs>irVh@R^8#jGZFPGkQz27Bt8<POD7z?!-?$m4^BV_F6ehWWL5WDd+H z=>n22B<UiOE+*-RBwa$%k4U<dq#u)X8A(4O>2i{OO41c1T}jeaB>fLbSCe!NN!OBe z9ZAzjx}KyPNV<`vpOJJENjH;p3rV+<bQ?*xlk{_venHY5B;85UT_jB>>6awkP13JO zx`(8DNxF}u`$>9$qz6fQh@^)}dW57$NqUT=$4PpEq$f#wilnDWdWNK5lk_Y}zai;4 zlAb5&w<Ntl(u*Yhj-;1J`aMZANcsawFO&2NNw1Rh8cDB{^hc8ZMADy0dV{1lN%{*( ze<kT}B>kPFnIyeM(mzOgo1}k|^e@!QRac?F%9+z>ZOpZv{Rf8!)Zo_akC8R|`VY&$ zD-+O&(-O$WKJ1^U$<2?n=JW+b4^4ZfRpNF(PG3YLh#sHGz4~@<%IWWjhWBs0CoZ-w zr^zVIpDdk_XX1~)@YP&*$lSO~(t9NRi==;(^gc-+kn|x*ACdGQl0GJ>RE%7uK+@bK z%|p_>B=sU`K9c4qsW(Xrkkp5y1xZ?nq=iXZgrr4D>PymMBrQ(T5+p52(o!TXP0}(X zElbjJBrQ+UXGmIsq!me8iKLZD>PONlB&|x)Y9y^r(q~EPPtqDB4IpVvlGY+=ZIad@ z>2o9vB<b@c4I*h>lGY<>eUdgHX+x4WBIyexZA{W8ByCF4W+ZJ+(iS9rk)$?~$|P+` z(pDsGP0}_bZA;R2Bn>8M2ua(Mv;#>)N!pR5ok$u+(#|9er)X@3(Qv)|?{~&bIsl8| zeNdM^<i~`&^)?rj)dlUoh#nZ6UZ+j5M|^|ET12ZnC^zBKaoB#<7j>=0!9o`*!Es$l z+J_9e8|k+SS}L!m3bsJLix%Xh-`Jb9<1aX?^9UNkL^iG1Z2tW(cy7!<OMUXa)4cVG z&Tzi>F_c%IH7^;u=P!P^LF^r40cE_hY;Enq`*^VXP^9g;jSN0p<<L&Gfc7F<a%Qte zXMbwK$1evEeSKk%Kc_#0gGu)zS~BDJ`EQ29+N3>*)?a(AarFnVYv2KTok4kamWh86 z4hVe-W#jbF59|C|`wO0`>L{Zer$BrO=N>FYep@+?{yxb4wnp)`_7A%`<?HWxUj2;< zcU8yUKfSgYR!r?D#ikmH*Z=0;`_*2*z~jA!=-fxeGQL{@ySlESF{Ub1ut#P9%1KUn znj53B?PJH^?>ydR=6*TtPKtUDlJ+ENFOvR-O3<-a^bYJ4u7t|S@xIBec$G2^l~Hk} z_(#D6+((E`z1d}JrMBRA8;V!WNgi+PQKJ&6k-`?3vM5*w_2a?Dt}}XcY}m5D%v0N& z%!fWC?Mu>rB#kypuvDH~EykKk1=wNgBZ&%fY$LqFWoA8+)n<-U&S3{rUekDM@p$u? zY7p$33qbLnaAYOyjC&T9-K^br0{TC1<01Dab7KHWUm|G)Nxe|2x~%n?W83M=OaB6r z<PJOcUu-=Yc3h4?bl{_qO|@sj{<S)YzO}p2(s|2a2XQ2sswk2UBxy8B2az;}q=QL1 zgrudBY%JZ;e|hR(xq0aqL-gRn-&)2b!0B6UO{E=n<K{*3tkwyj3l~xOiqwnrdjq9v zSW#PLTOT;BXcnR+m)s63_&J;&@H(QcnjXIxwF-VHWHm}vKYv?fr_$heHPXSw&qs$} zt-OP`7q6l;|5I*Mb>9MMoE}0U*X<P@b7ky0PTxSSSY*l98YQoUvjwgozZ>)X(_!L# z@S7LC(b-p|gJYTjeIAuj8^_;O9&Z|oS3URXB&Uy2t)f!M=W{4tmBNV!jgeome0`B$ zk;ak|JCvkxBz>8rRZ;n>se%r9Wm5|B+#8jVcna1gM8!kD^P}7lPr(|4%18~FANn1) z4y8&w1#2Lp;<?{#5Eak;K8@<hQ-Q(zuN{M*r@4u!c<%QhL{|vsem6q7(X-`CS3>*# z#iec~qW!N=@04pdoJz3+QSsdGdx(nXe*cB2c<%QwQZ|N@bOcF9k~E&Aqez-S(vGM` z66Luxk}FXMzeOb|(i>#RsVJWve#1woZA$DGW2a6*k<-reX1zIzw7TOwi%QVwBQ<%~ zfluvH2VCDGDkgZBX@X&^$U7*(j^hq$1@T5O(KM6!$TW7l@pan9cYL|t*Ko3j7p{BD zZQj%A=i_REW49SS_D%EZm-fl4{7vto)Sk_I?#8vhH}E&Dhv>MPlLq}9a-FMB3zUbB zd`O35h<uS>HJ6}U^$MyGR9cd!s+Xz2K<Olz=06<Vu@8mp7+e&Ch9*BsmE-t@9&j}G zNmM#w^|&5ove<-GL%GpTIeVk+ex6tP5ETz6Tx9k}$@REYY(;5y<dqzv(%9q1!WHY} zTIhAw7CrF6!shS;TV>Ges6`<0NN=MAtF#@by-@*e+5bn#H%G7Vm+gW=R!--x@k#^k zw=;TKmP=&@*avX>Gon`;v$ItK`*GU9EGwQ_%IW9meI04;xQNr8D9sL<Hk;Fh=zS-D zIJ$59(}iSJ<!y-iC3zhgHm((?Nv3KG?RA7%npxy($R|-=srd{&ffFR%hVn}Ed&%s5 zB?$QfNiUN0G)d2sbhK$+L8@LM=@^o}O46|;eT}5AlXM(O$CGpdN#7u8GD#<r^f)P3 zH_h}&lbqA0enFlmQ@wHa^QUJ`r2~AQB<Y)`?*x7)k#sUir;v0iNvDx?I!R}c^evLU zP0~rI8FUz8IyUCDT{0?RwcV)A=`BPZCvYDDt8kKOeFkfMnxhg_L$1n0-j1kx@>vy5 zi=g_<k>(??#%D2-EHz}<p<4%0u`cY0awG8c-oP6h;m7Fqp;XyA_x!N<z&*S*dx&yl zMuohcx)%J9({$uF|I+Wgk~_@brPl6!P+pZiR(_e!mi3(WM<L&^b#Lf1cpImK5v@^b z+J)y2?&I`V^uFF>j;<_G;V7pIP^$iz_v_Sae!M>zw*`e9zGKJTNn7BIZC^ycsQuE; zfKEGk$VX8bmGjT6Kd2g<(41l_lTf>NAWLBk%BvX<Qm@<^2=Ts--sqWkHm@4uvz(`@ z9LkNL1s@mKkOrrfUqLjn&7AMI3|r0pev01c)3o#}rTc*2nWk?9b<Ql3&L-&^^uDUZ zf=w#{rCF5c*H9UWeuGRyhEiCDa#HmRZ<I==`5lt3K_Mp<+gaqtVGnGoF3drx5^X$J zOeu8RParDVJbEK4+C0Kgs>DwH6-338zpEfB_ODY-<AsyI`yzUH{~O=_AeH2G-Rr0X zufF}<(!%dF<n$v%m*@4f*(<?%#&w9^?K(p`{xhtjY=q)1{#ExukA^`l`T_F0wff%o zC!B+L|AXk*;J^QxJ{T<YYY+{3ZC3662b%CSzm4c`r?2I^)u0-uX^3{ZdvNvJ>*0;o zA{uvV&7>)FT5`XO5e-dg{%Ccb7M$Ke@0<EYj}`y4e}>a{k>6i@Lz=bR)|}IMh)RJg zcBFg?Yfcv-dT#F8zlx5PAzq}RDQg;z`Sa>6UaO2lep@zPf2{r#$g2+#oqN7XkI$#H z;UO<Ubl0&8h2CuqxlsYd`+dz<E41?kO__yqqfx8oWkyZ{*_e((zWUelxTVt}-noeO zzBYYS^xLg?s#+smsJ5b2{O8@kO7|U#w|$H8z2<vCyvtF@>k8MNfBI#}=Q)V__<t2K zxg^k)DC9?%W*2M!8Q7J_q1yYqk9r+zGX)GPU!#z3lxX|7>c^0ivk=XFv+TYa@sJy{ z(EBbQet3A$$1uh%j7lM6##<-rr^1@zD3s=UrR<xcCP2KIDBg-?dv@xXAGEA13b|FA z*$Y0Jd6&!8WR$9DzJnLl98jN^(LNOK7mpf!82vs-tT*y|W4yip+|Xv+?<ho%hRr<I zC8HpxJrHe_8aaN!Wf;>hLh-hIy!WqDRY60yBf4<Xr=5N-1G--jg?#DZtCN=%FU#ZY zhUhD|n=G3862yB6h1}%N=U$rn5`?@O(f|Ch=J5S-P}hw@bk&~FexFKEPcB5X{IHMO zwbb(YM?_nBm+IM1t3@T0=8G?0De=osARCPk{dH#LuzgXL`TH(LA<vfvEgIbRc}{;r z^yL$GR!&|4rQaBZyl!OB_<b`#7ZxEpsN(nr(=Yh)kn<y&^5TfoLoWJr>VxR@pL!p^ zdJ00$M5)UA_V|f+7S!Q>4<Osgwci3a-n-UTR(k~-kS;V>@oBsDv$@GL?p?CK@iyvD zUcFx`;84eDTvJ-3njtOY%XOd5gq1I&&?t6k{?^y(rNaE%K=i(qCe7LxwE_J0MDIKO ze8%DS^EUH-&P|l6-^btjD*6zd?VXB3t~a3Xk;-|ua=+6NedFlYAI~Y4#%VKDGb}r? zq|dE#t2v#I-YEU?w?&$4S;gr_6!PR}YS#BpeUH<cC}gouD5EkG>6fT{RqD&j_XX1L zYbecP$cs_PA5>J14X?vPjz?7O*TLMo9nlc>`{HZ&m*aj5pm<dSKbXCHBfpN2PX}?o z!H7E2oDA{SN7S);Wk*Hsw>^qCzW0Nvn?}N~IgLer@7DH;d(@#R_ge+gU!OU<GwN5! z=gx?Z?i~2~pJ{Lk??t2w;)KRD<oC`;>tAeew<nMHMMTA^k_bdI6MS9@YZ=b{7Dn$Y zmTw`FjzwCg`pw`HyNZ<9^(5VjH1t2pEKFQcp5`rxj<~RS_=U|diW!2avV>*!?mIkH zEl@uH+5GtJ=Evb=_n%N+Io>F;ERVMc3fU2Fqdc6BH}jk3#pzopuheOcA9ksA>_+6b z>%^!M9a3K4epex?o*G`5(=mvyeyjHTHK&7I9VAPzG)X6+G^;1*|G;zd4yvz2$r+6N zs`LbZ-&rWlj?>xyf(5O+5#7Q{clZT3+j{__j#Ka}|H)I;2Bk{%d!5G{ib~LNhI;;5 zJSRIN>aePHEWl|YM3uwn_um5T{(zL{ou;_~Bl>958W^krGI}F1pIf1j)zjH8^Y<NU z8Z!LmLq$Z@-yY1%-}h5Q)p&u9M0zBq%A2H9P)@4401K8IkbY;Ir3&Vg<NT03FPYr^ z-q;S%I?qRC)HTF^`A<<$Gdx5zx?t>}=@mfg8X>x5eo%Py6p*@KOw$Z=Q}dAD-uDk5 z{rnb`?*>$Y87G=`{e3&EUwe=2U)f3eK1n|y=^T>ICFwkp&L`;tk}f3aB9bm9>4zj; zLeh^&x|F0JlXMwLKOyOIl733k6(n6r(p4n=4@p;(bPY+@l5`zO(@46Wq#H=Ok))rI zbQ4K8lXMG7w~}-lNw<^qbCP~R(j6q-Nzz>;O(*G>B;8HYuSmLwq<cxakEHuadVr({ zNqUH+he>*bq(@15jHJg&dV-`UNqUN;r%8H-q+gTtEJ?p1={b^~C+W8&y+G27B>j%0 zmq_|ONi#_L14%EF^a@F@lJpu$uaopglKw=}pGkUyq&G?W3rT+^>2D<coums;4>@Je zoQJWsilwWg<2I;QzwhBo`Iqg4F<m7@13IU59Q|%_?zcSZna_RqSc6ZSUF4(1`Ka&B z_o8uH9;GTUW>n&qf#315)etl;3wY+%$_8V9<bE^B_q|2ZKS+9;q<@n14oUBl^d3q7 zBI(~Gy-(5yBz;KIM<o4+q>o7|6(`S1A!%-s<{@cbl6sLeA4&6*)SILQNa{n<f+Q_O z(!wMyLeion^(ARBk`^av36hp1X(^JHCTSUxmL+L9l9ngwGbF7*(uyRlMAFJ6^&@E& zl2#>YHIh~*>9ZvDCut3m29UHSNo$d`Hc9J{^f{6SlJt3!29dNbN$ZicK1mypv>{0w zk@N+UHYRBkk~Sr2Gm<tZX$z9RNKzX~Ws<feX)BVpCTSazwk2shk_MABgrx0B+JU5@ zBz+0Zwm9tk$$WEC>{jE}mO&jaSNptfKXv*b_Jk369lTKJ;h$aj%t8eeW}zit=iU7< zgnRtn=&_jJ(nl?K26J@5h~8{gEOKZ&INSR*6y_`c`ThHKom%o3QxW~DLi4UegMoG= zbD$GR!${hhq~Rp(Lej1z?MBk>B<(@co+Rx>(%vNPL(;w^?MKr7BppD~mq;2x(nyj< zk#rzQqe(i5q%kBNOwu7FjV0+&lE#trWs(jf>2Q*cAn8bw#*=guNfSt#NYW&djwb0V zBppN2S4ldSq_2_mb&`%F>3EV(An6+<O(y9?lD<jONhF<2(kUdJO44a0olepjBz=pd zZ<92Iq%%o6i=?wjno81lNct{G-y^A=r0<jT1Cq`m>0FY|Bk6pSE+FYbk}e|YVv>GH z(j_GQh@?wN`Y}nDk@ORiE+^@yB)xC8HYRy6?*sQh)@=J$TU1O_Sc$z7*~$M{+V^th z2f4W4xyVjlq0+PW0t>=A?Uu+AKKR$*U9;j~WmE`CRinT{jpkH@^=YXnRY$hZ+E%;* zSpE}G$kR)#AMU*?KTp*PGB;L|bQMYeL(<hGT|?5fBwa_+G?K0-=?0Q+B<W`)-9*yO zB;7*Ntt8z>((NSuoTOinbO%Xyl5`hI(@FXzNq3X<E0XRZ>0XlVBk6vU9w6yKk{%-I zVUivp=~0p%Bk6IHo*?N-lAa>zX_B5H>DMGZOVV#hdXA*$N%}2GFOc*iNxviMC6azm z(hQRRK+?-3y+YEfB)vw`>m>b=q(71LXOi9^=}nUULegJJ`Ws1qCut^0Z;|v5lHMli zpCr9Q(z_(RN7BDY`Zv(`^GeLT%KqXmv4!2O*>Vi^PhGrmAHHTvACUARNgt8)ACf*M zsZ@fT+$U*nlI9`lFtn8AjgX1~(KYV!B_*v;M>;*?%-cUlLN~h<^7~9d|0#tQfZrdG z0lY%_!dEjM!e*;?P$yh0!B`ZsNFSgsx=3%MVTDNZlDSb04LU@>by1qdQ@~52GzY}D zzF4ap9PRlh%E{?IS4WJR3`dzhi?%0hFWGwA@x1$ZDfpqBth8fapDDiJcQ=Z+&ZL(+ zKR%R?FB$p@(L6&oY+2M}Hm6@A`th*2dw+Wejs#9ev}ec7?|&Vfn-7I{A-bp4o%hcC z0oy-&qW3+%wBMLZOF!dpGy(Z-TEFR?kFUX&x0a|B97i`if^DaVQ7PP5QiT1((H!9@ zuQEPsx1{VU*ce_Ng)ANf-V}wrf6k7Z=VwjiY5oYMS>E(V>GvL7<T=?9$)ulu>oXab zuX0)i#jDCyCa3LCyqxlQXQFsTzwOQa@{qkqY0pQ}{3P`z=}psA!LdApk+gSLPVOiL z$1j{flJlG6uV%Vhw=Y9}%Z5%^f3;UDE|aTF^9r^z`ysz-PQnKKPf)y$tx4DUChOQs z#(6-;?!J^r9%%tGD||>=kfeo3`X)-S`Z^NNsKrPiReFL8RX<cfgXbxKcevOLLE@?$ zwm#)%E*^4w(`>B3>1ES+C7xHmqssXo^;mlzZzuFd`&g`9wnCLsn9PkLBrQr(Uy|NJ zRZ5X=J}1|C72$963Zm_LMz`(o9PAqnL-b(Ho{yRifZd%<5gjq(VaAanFlSwiOjU7` zmLO?Kl9nQAX_A&9X<3r)K~neGybl%*nVE;n)j>p0{Boe_wt28Ozpts(!MRDdOeySz zyo_X$>ye~ZIKLp76lr%9azNdqkJd)QPk(epw8qE<=kHE|69ZPDkk{53H~+&3I1?Zk z(U1BKJrvg#{GLWS*njh*m0Lf6csC-y+wz}kcE1gr=lv>5mDkPSF1{Oqo<uc+fAIGD ztMjbk^~M*d6qe3=9I~}1oc7%hg?whitrv%#2Wm%t#WR<hpfrmIsoGGg#B-wRp%PT- zdY<NIP`qLZK0xt`v>Yk1<w^PsNh^@FDw*bQOw$azJEKsoBA$!Y5&0F*#fn2z%}LmQ zeF&AW8Zw*(z5~T8o{Qy=LKe>gKa1p9JPUj~3R$F^5dHMho2{EYcZ-*PClvC_2e$4! zy$yEm|A5|Ta?zfbzp4&rfmcMOAf5%@3sLbba2pC)JPUj@qT*TL6-n8sMAFJ6^&@E& zl2#>YHHwZNJ#eZ$#V2}LRAS=L!9!yb>?vgvUmg|{l`tYOW<+Al@PWf(0wV^GOo&NL zvZs{p8Z~0j$l>iA&epo0_v|$%+Q-`iQi=?WN{oqM-yJ$UDrqDOtP}*6ln}!La>Nsp z$U<rp6FoF>=*SV>*>kgy3PdLiO^Qii->|3T9Wr#pP<x7ZV*Ie7N$eqeGSHEp0>h(T zjTjUYpA>5kODQ&d=!l5KsNwO$ViF@9U$uwkPVqH9W$!iE9-1qqtnzS7%+MjRNfCn+ zqN0;nG!YIM47E&3Atmg=F;PjQ*}Jpgizsg8I}syB4stvxl;FsXh{U9*q!{*%Qc9>p zhsTd*DId#{6`c^na>K3%SzP#nn#8b_LXJ$~$zj3dk7p5%OkmmV!(J^RCYpsl$evOl zIyycgYFK=1lp#dl2%f(Yuf!xM*=bM77Zg~peqcTO=z%GPM(9P6Xb&Bf;;WTRM0`|2 z)bK=mK%Cb$X5T2FeE29I1(lCN%12@4qloh1t9%qwK8h+IrPv2cU4elkM<yjEB}B#B zr>7JcIdWh`Vl)#B`;6ELVU91dS7E6dIFjW-sFdO}CMsdLl2`1_X2ca|VT7d=RPvM; znLSKRN<JkDB|Tw|1cl~yBq=nPBT-sjI#L&#>PTOhBY`?nQX1w+rS>eP$Ox@0BUmZf zJJrvfQqb_s@xW(9#K_S}@uQOxBNQp|=F%ErkF6aW7%EM%#|BNaceMwE<_gWt91T-) z53FmSF<pI@C$>pgSXc+8+wAxVWqCAkM(f;CE<3wPVPR{*F|jNvDoTVsE)Pp}N<poF zSP}-X(#g%9s=8&!o&4-!oVW6k&3saduS1QgH9DH+n4?VMN+{u$R6dk))^aee3Ujes zi>u16tTd{zi)pqvOnWn0vmX~W{;?*I<w9H_^W_+?#fG=`X7#`0&(WPrDQwg?mj7i^ zyp%d4!k$uGtV5KitOigj4*Ppbxn)g8E>=3>GYm1XxI=R(<-{r}N2akN@KN+QB6{TL z5lQw?uM{s;t+NK^<tXYrJsUO>$~qv$XIRYOq=@L)p~IMZ7EEx|Cft>uR~$@Bl46-U z$BtCK;|-OAU6Dse^dS5xWz^~@W>5qoNscskSF$@iRGMm!>!IFyv)i8PtuMRnrR1z) za}6!aT)j1yA9M9lzZSr5`)VL)s(o~5V<yVJik!A8%i3!8@AzZQr{gb(U)klvu{*_N z-=+swZ1BEdtEoSiq~vfJ3X*js9DgGWeDR1}vg2fx{U>cj4bLU1v8)a;^-n(Le9XU= z4qq<>H;!uq%l;res&`+@{>lsSv9r%u4#kc%kqo6Gm}ch^AFlcemep$me)UCel}Zxk z@VqVmJ{ttFXh#o>E3Fh+8TP^M|Ap${%l)^;{m-io;##m54lNV+qVn=B*@w$|9v7;F z<Q3PET}+B_iao9yBjyTF7z#y_!sBn>u(c}@*j%!mvDMa}n<~H{&?HGJTmJK4`Im$T zlM20m)aGOKCk0v-$O3}DT9*Ck$#4W<*<Tf7e97&zr2xqtWYu>qewDCW#S-THF^i7h zxk&*E*M6^%=PN*dCkl{XQ-JAAT0mf+1!w|AAxZH^i(a=~?49qE-Fq(Bp4Xq7D!@Mw zkR+{$4xDGp*jF#0l>afCSd%xhERfK`sL^^`_9rS_edYKp#~(9GIR2FL!}y=PWX1(s z@|wjJbHA|JRt=syuI((xS4HsG*0MkG{g_SGNsE(TXmR2lu_d>Y)mR(yt2e*aM{f07 z`X_L$#o^!A-1=A5J4dqq{T8X>)*+!DtdP0X7AcPth0FsA*?I*CCrAfe9i@>GD{qh6 zUSm#+Z*4V<1;zSfdXGxIbJnlI+F{jSMIk=6A<K!h<`JY-?M)^_{|KZH!s2d?yQ}}x z_U}o#JXqRtKTZFq3>1ze$@S}>wq*u~-QM)t*(dgY#)0H2{?oh5YA`!d|0l?@po;w; z>-{EUG9>nsI93H*tj4q1|AGEXAb;&loBI0TR$UV7{;7As;W_wsmjX0gQ$ECl6~OiC z7CH;8U?MA)@|H8aYJ3|x=xf_^P*Tb@8`W(=qd%#RW$CXf_+vl2o{j2Og5G!?SqOzi zueyP|OWNc`Ga@`#+McSq_0@|gbJ($aHV`=6zC%9%>>I0ef9aFH`<d4_M{HuXX}!Aj z*280W)&*6pZY9eCUP*{Ad(~}L0hiU#K)@kv&CNMHcXxIBr}vI-p05C|4L2u4p-7VN z+Tap$!ugM<J)ZbYmKql;Ky`TF@LxV1431)rThFpUf?}!3u|C`s6(=yuaC4^qe$1jY zN|qgGT`#kVHGGKWbPD|x)^oPnzY!HxwauFuIL(He5-3cN4B4Yzp+5t|Pvg5P_nd1T zeBSTT-1z%yvi|+y=E#ltqCH<BT{D34rbH>4`1XscX(P_s#=<h00jR9=w29Tq$OqW* z=%XrpZ7ZTbXLr_T09+lZf*nhZwxneR5k|OD_GSPyfrb%oNm-2^+^S2GzzrOp>-HD- z%m6%E+}bxs0mK;qXiyqKp(xkn2HF%@E#bL!lZ)6Q)mMJ2#qkG%S_~qVq@QxtNw-CI z$vy01*H3H)g<|QjUek+RE9?HOwh&%|iO0zl7~~ZQJeYuB<O^>29$ekk0`xmvvSp3} zm@7ae6ow@E?H_eUn*s~apJ!_j43>A*d-W^|pq$;L|5cHbV^<fQd1o8yB6YM}lZ#!X z4wn51$&lE3RVRaPGX=;x1;*c~y6m{oIPWTHZvDm8J2l#WzYA1g^k7eJ0bDl$iBeEp zTgl*R_3vja;p9-u(kS+S{GCdpsl`21R%7*7uPj>CjX%|3|9xp|^U6;>Jh-}bUD`_O zCF1+)jT)N4F;IV=t-4l}8tZnP>c;q(fyG(fXC`gz>#A?f-ogU|H*j|u90wn5sjgrQ zhPQGoWeii7ApZYa?)E=peM@)95=qL4%DqXO-p7qQbV{MO+D5Mz(?^Y~EU$R;)cEGz z_Sg*TWmw2BSgzg*>FHp14K4fAli>)!vcG4H@g-+-c-Kx=eZzFSgxx%F%=u#$9lw*@ zGrSwJ{A8d9SGP}PaW~i_e20B`-R783f9>28CpeW~(d2(~=k;kTXM}cIFrdN#w7#Xj zWq||*<6&C%C)V(FE&Id6NoO^@Y40{fR+CwmUqJz|o4<^9;aszixT^&?{mJRdISL>S z@4((*5QNmY#0r{yL+ApS82CnLrK$`I^U5c@mj4mfcneYh>ovJ(7qPy?SJy)&LDpyZ z%j)T8U8;6YyEtYFAc4K2fvkoCb_{Ss*x&}vpKA-Y+@%2T)Ur>=Q2=uVFth+c84JF# z!PL={EZjdsAv>-aw#HZbR$sC5gw0!c{_ii<%`e2~Z@C4iX7tAl5ZP)0U<Bze^HBH| zyNz)u_naH-9q#D@&1=y<Dn|j#6~Hj)jNJc6V{On`$5?nKEx=Trr(S7%-=;c`peY{f ziw?vwfc3$ut6eA2GVbAv4w{_VI3h;@%oV^eXiY7;_o}UGd~`Xx&*>*FI#{pwJu<qN zzieZ_SReeuYiDd?SH}8c#R9rQvAY1vHMyt&))y;OHO80CO&$`o00FWZiZ{Q48^Q)R zaQ@uwn>=O~+uh596~J|yBbanp!T2ukTvr<a)PxdLt}ZWfwBC^ytK;mgDbLa&hqOZn z96Ido>Tnl&|6V>1mbRxdx%fcguoX}vi<Gk5-#DrJ^Bo=jjcxj&BHiX(*o783TCZ;P z+FJ?O`p8l2;9Kvfh#l^y>~Fw`5{&BL*7Hcc<J|4l?X|QEr94;xT(54u^b$&6awea) zpvu+iR_rubH#qv~>0s4+_NrUWfCuY2AS~|IxVx&`=MKljd9bwc>ejU-wFWyzP}QoJ zwchQsP-x24WO!!~)XeLJ3dmO*D{EE1Le;JHUaDAaTDMc+Y8ui7>qy?#-y^8Swt}); zztZ-_3zym|=+D`m^_g}YpVcL`;*^qedy46jTHKq4>Rhv@@RtEMaQ;}cr=aJoRdakp z<L*+(t<4@4@L+{>z4|wF0+vMY36Nn!oj)&0wYaP=ClsrH>zyBAeJe5cGn?VpIum?B zx0ZD7*0{T*t>}`#avm&gF7>v-C{S7}9VxY3Sbl9sg`ru<*6>cO#%pC+zGpB;``*8n zTb3ThCcn_@b8$mGtB<T!tA^nzdlT!%4L|+8*<Ch!+wEo5H|%hLuxjz=z>!gdB~Se( zaCa$yPlY}OJy-!;uWq4}z=|dE{xW?*m8;Tk7`w6{t&jbxsB*zSop%n*s#~dptonno z9)tyM;O>&Pna^!*<H6GAQgxe`7fL%Q97$R-qd<MR`NN`LWVAVKtFAvc?QI(bGO|aH zYnm-ttZu7Yt~L#V&tmqo><^j^o?OfR#NKwtY|SQ0on$pSKYo?4TgB`(_zhgSv!mvA z&un7HYwOy3umZSV-G=c3VVBH+{>N<~{RZjIR%gRiDHg`IOuU@UZJSoNS)`G_6i6R% zcU8B0?=5&WN7`m&Jq-se0jzu+$1}iY;aa*BW=q<{v6S_RYq4>6-qkdfHs~tit|qvF zyGz=hz1^c#j<nIz=9@n`k2Y=b-;uWeqg}}=H$M0BU}<}*uH+KE8k5iUs4v6WlQs3{ zrd`R+IuEK}zm)87CZBfs>?N@aYJEXlZap3B&icsRup*WDb6%aAt<2O6owZ~&b{LU^ zTYV~NXHNo$=kBg<i}>wtkfQ+Nx*QN3(Gp)=K6m4MmH6oME}wQMj8WJe6_}P_>;_kd zEJO~Mr;oo^J7L;3w4TTM6q^qSmE&st@DcI7ogdC&rT|iitj1bTy&9(C)aNimz`6R6 zeS#afyZRf=J4840d<AfA>dsIThPTU8O18Q=<z<kd^x>%m-d}Ia`1$O^w2*_S1#nd$ ztsm=zJJir&hhbe2NGCg7Bx&}MU2qys6-_FYn-I%J2t7E(pY;_Te#+P3k7<mv;iB2p zT{0*f-uwa`cu9tk#VhBUg6fK=eh;SZf;Io{F>Y*~{;`keE2L|u;TWuVep7B<({_sm z7>m|qE`6EKleaf4tnC&PTL|kdi`XTzzUvEGR-PQoiY2VgBNW7}MRKYjn!@nZXl_~0 zEq13Vh`U;(^L@*_=)nr$x^?fGUM^`F*Y;>TW&HK$*|N8YQfz%ih$xMrPOED(dy97V zfxm1_wZ1bYRD158>h?nBkpBaR&%0LL8mh-7ANJE%iUt~s&ZN5CrSlWZ$HCC=2<pgN zH}DzK!9uofsuBAm*85F{MItP|?2Ul4&KAmQZoq7z>QY{V-@%nT-8};CJamsIANKxK zCLqJ&jk$C86_?@H7i#gca$HOl;Ea(=f7sx7h9biAfB$#}SNj{{NZrGaXZZ7Sok||u z-*8C*KyV7`0(;^}N+Zqaj`t>7T}>o*IRdhnfFkwy%FaD>+UEDdg3Vi7Z4jsLU0zJ; zY75|ey@*+dJ8KKTUn)RWZ#wX6mXRsul6$&9{{)8RD1eh6pfc3hk!fBRv_AKfCIOb} zeUG$NwMzVtS-ovlQT<d=<)6;`_+|=_rH>D$6(@auSS77R>FzPWw*C`6`Gl%G>MxLF z&jt!M!v0#RNWOI%e5;vUoOOY~#<)}WcjCyAGq%{%rF(_ExmR3=%4%{v32;qU9Q)$m zPVIu@AoA+rvAeRCO(%MAN&wbvl8`PnTI&ZF8*IkRt99F{VcjnC7vOYIZN&zvnS4sh zYVtt=v0J73C-4yNPbcb~nyi2SfWqo$(>-}s&UF(|F}*|%grCnPH!9nw?YyKDS$+=A zYBev;5LjQ{D43ii=gSSvOhD}G>RVLjS9m9I19z9f(VoBk3poP-aSj-&Tf+}fC65`S zpU(57{!drE-c5e^br%^<=kbBUc3fRu%wWAEFAg}Y+c<@4oULkbHYH`L{{tO;t^b1r zAM%8AZ4rgL6d+;ulp;9_V6Fgdp>QNAwR-y-+6kSt_2;Imfb6;guy2-^OQ&?Wk+;D~ zo3GKI)WmW>Mm(Lz`nhhP$ZE8{mg5t*Q?|*T0<@FW=->oSU*uM)a?q%H2b@1oZo{9u zO94)|yq<IZyps{Ip{ZxbOr6z!f-ry=mg8b(1JxB^a`|U7cKwp{a8kkd4xvR5|Nh*m z*aBGJp()OCg=9|wz=*Hy(BuM*-Nrmr?m5>w@a|H8zCrhD=ClCjEdY#YS@8(V-0`mv zg3T00j#u@<O@7JGONLcI2AeAT#=pM`NbGW1pLMIMr=Q(rPXXAZnd%#_!ohAK4(0%^ zk3ijH1HHR(wkQ88qU$40y%txBs<?b=a>1hMMZdEdnuTmFIw)@}ads59)sd>$|9Qb_ zb!;}`)K2_<L3YHhxs7R2?$u!befvhs;r9mQRJZ2UZFRj+e82hloc4P+PpWQr>ynzb zYE`3jxxv|K`|hWs{)VfI2do<oMU#s45w5uCAe$pjm{O`GtGNdTKkU}?R=oob{@vBz zuy=Z{U5)~X3IP2FU5=G9DlWrun01VW$2#0rYtAZ0e{6CR`X?|l6h?YdKlvO}n-jf{ zqt!ar6-VrE1Xxa|_}-G!8s5z0!X^^bw+!G{U7-2fBhH^PL%Yb`r2y9+#Fh781#rE; zfe(Xqw&vcd^o!DHeYh!T4I7U+GXR?QH$u2nX-jIkka4%$hj&%-|6bgKrOl-!E>Qh> z^RiJdm9*;iNfz$Oy1xUX7GAPR4?4un4PI&!1?S&C_smaE2fMQ#pZMO+f6>fRbqm!m z^gAF;;06xQ;p(nmJd0RUrf`k|i2V&vfR#`f%)))=qXOCqRnP0sO)cC-p~J%H@`ul9 z+XF=lcO%Q~Kcq*E*7^*;I5M<u-w>vFq-_2I3AS&PmDOZ}{Q}&^JXG$1x08Xm$G*|! zxk;rxUjeeW#03Oy925mR5P86oi#C{4udP2fRe;Vq52|_OiY@b(ck(Xpv0hxPnB38_ z0_ghW2-vbe!BEE*UxC3gA5UK$y=U$H)v^oPc0_T>Nma}7LAYx0ewO{|$xwVc-&bq4 z#04)JV6Ul0FTs^Nxm)M_IkZH6==<OX?ydnq!~XMgPAGRW<y0NYlAWBTZ1dah7zBK4 z3(%jNDrBlIVM{K35+P5Xa^pyuqWjQD*81FOZex6s^+g8-1b^1I6^e&~X0Jukw&`hS zLd$9@uv<tQbHJI=?rxF38tqrzgIgrmN5If5ISR_Jk9I<Npt0n#VgE6Vs2#;^b>u7# zWSsBHHXQ*6%W7&h>Enq9X#?)A>b6a}bvXvdCs((bUAA7gWq8&2HgeF{Hf(T&>JSWw zaAidsUOBmeEN=~3S!Mny^dq#^O)jFT#=61LkPem<7Z182OgyF|U@$P&kyXj|=2vj5 zPxWnn!1;5xn}FuOTEDvoSGP}P0%`<>rCgaH!$CK-gy-QhR)AC^_irYv&T~is8e8rl ziwa<UWq_yv)<@1le?!XNHa{tZzb+hH10!B=L*9TJI6QC5{ky9LXdCl)UC&nl*G9nY zpitNnmm4!{Yp3QuNda0K{0&^)f|uwKo2w&47`dv!R<Nu%dcR-snQ4P?ARTkm0F}=r z)!T2dNfFcKBYi#+N9ydHQmb7f9G_Kx)%0|*ipKe}dD9UvoO_B#tQBNqsFDP3eMIZv zEIRdj=sE1Z(zv@6vT35<Yo4!=uARJ4!dRrG)@mnDJ!u4-Z1g9$laqTdE7bhE?Pw8% z^_E2($y)EqxvC(-qD$7qIGc4d>yl|*DwuTxK?gVF4Y+~Bb7;}rr2uzc?(50R?*B_8 z;N%{1#=d$1rTmY%yygs=0kxp58#?_!GL$P(U7L=8p}MUqE57x=s<PwW?bU72<?#VI z)vY)M1|52_x+*R|eCPDIHH%$e<Y?G6#RR8KmL)faCBUikwzZZc>-7k#wQ{4as4gb# z&idw%B7#5b0}k=Mom=G1s#`W*P-AVZUJaWz)aOvWa;`pPpWp`WuIhGTz_+jGD1fK{ zU~62Wm5vl&C$qkG&c~Am0ERi@C69}>mNyJqdgaHHcm!<S0`8-ygWb7m0<ykaTNnXn z^I*L!=X}8KX=f%N;QSpmi@m!PV8_)WujD9zxdO<#;H4!N*=vK}G6>S2vzk1s38;b2 zmn;lsr_%GIUd0;OdWTyy)>~i9AlBs8r>d&z>1TJ@>u^7LlLrqR7ClI^5SwN~a+?Bt z+tNQr0n8P^uoxg{YPDzN3j0T~|BJRKwE&0oB28cCRYdkaHR9#mp_^>tsvPS_of*1D zEM)7eheQRizFc1zak7me*%@)NMMLV_H{w_5(tul~%4?{1!1;5-J{0$?0;<!kzbB74 zpK21II}{eH=ZCzqSv%<FN&8Ng=#rP}U-*(Ob8_Oum0z4jeR=DP4xme>Cdb#ZO;S`G z>!un}0kXO1AVgM^2__X^CvNpy`X~Q>GANL{T7Y*CZEBIz0+_b|zIyRw4m);FTXplK z7NDi>FRh&1Q4Zf)Y0AwmThT071IvOewj9>S4!RyH39{Y-2x9=r`8o%)L9o_`hjk86 z!-E_02He2mxx3dvbUyHI&L9}Ag8(a#VC?oAA;ZyQflye=H5&_W3|%Vbv3eFOkdGd2 z`uU7Pa&qkIqBHM&B>ujNWPSaps|w(+r-QxUQ=at)VO5tMciK8kEco25ad))<rF;35 z$!P(^7625$FxZVey6&NN*d^`)S)J~Dk^+<fVNtHWlQjhp1kw!(@T@T%o~{7f54TSA zU<Gh})~S>(1@R4U1!y+V8v65WRsV+SorPfCmMQi}oNoj-n{~=!lZ3Q`O%j%^xvRRZ z+jc+`50*AQ;&g4*O$#U-wk@c0cz*2%2A{O=#BjFW*70HC+J<eR|B?-X6Z;L;ZHL}^ z`q^DTmVGCQI*-3q>U*1C{Ju>g;UC*Xn_~yd1A{7hcuW!7TlOcupYvHRvsE|RS$wr* z9y`AVAUCJlg>#ln^%3-Uz^#3e->Av@_m3WVEAJc6dcH!sw(6#|UMP_j6ANjpZffe! z9W4O#mtfsx1D&VZ!zFFijcAgwJ_#VU9M(-aSkSHZ(*zSxHYWl8*R8sFFE+7)2P=T< z{U5_BnasG$&uYz4EnT{^)&CKt-}*r~!oFNq|2nhCoArOPR@Xf7y!zI-yZS#9#y0e1 zi@WR6R#%s*%*T%_%kzIb7&E)lC70KDi4(5Ym(G;c)4`<M`8lVi($+>+eK+A(2#dQ7 zOJdwJzZ2BGN(T?F+n#EE$7pOwKAfg)s|$caQ?4d6{0DT-&K0|CgT;vAOuhAqO0inB zZr+AYhngJgyPU-1ow7N<1LkQkUwg}H^x%fP0XJ}X?(X@W@@;?4`7tvm=Iwz{C~Ui4 zn>JUqZGN@&=h<rC#df-V7W4L4p*xysn|`QBw>cMfp_KvF59Aes%f|eUsBm?h_9x8d zccc!onmgQnq7COD&%mq=_7!jghpQUxzdyVSe6Dhg2e$w&{ge&VoIRj0Bq{C1fZCdY z&s7C5beLJl{+a^7bHhZYypC-TOso4zWZaPLHf(N&8GkRHzVdoH%N8s4gH3gwv%&XN zxAm0)FichbS#LR9Rk$j8`dNkI{O2>x>@8T~w4nTD^%fKoS{hI|aDxYM1Lw~T3hbUP z*{L7<dGgU~Po<FMps*w<^5W@o+OOHv(w}FmMFPcBz58hj35v5%4|iO*cV_PD-Rf@T z?+c;>d$O?&P!#m62k$J>HR!~u!$Y(+b*?HTRAl@$++qM_({E~Y)%lf2F8Ogca7lF= zCUn(rY6{4|uRdj;+^uoRJqp>T*`~f8+(NoOA{V49y^E%euFikq*<Y*HNIy+NlpE)p zWX(q8PNfy3SCdvZNn7Z(w{m{TOq$Vp1yqF~WrjL1`J2{3+OeCi*8Sds)C5?r8><Tb zoG*Scm9|h>^&P;k5Ei(ByUW_RvsYnH{uP6#vj4P%!ePVTliQnFp4>^({joMHM9vHj zyS?ePvuJsvb^DKxF+9oo<c>jMSP0g)I0?Vy%~q^CGpCykf3r;Pz!oOHeph=Ha03U> zPKG=8H11_P|LVy<tl)a%Zs-~Z70)cENwKTdt=PC*H{w(Sc~Gvz*wC!H)y8gtvN06> zSCiUn&)p+!b((ih@ZhfGQ&qQu**UqMW^RAdT)NRrpI$LtJHt^lw_D#%AzJ@jHMd(| z6eCo(Y=1+xs#|PshcObE*Fo$xw<hool4U!^`+kj8FL9-}Nm5)H_Q6b$x!I-WMEiJq zK%AHIIG^&7U-|G>J_@jpus9#~8Jat;pmNC-SBPDLA@;b!%oUp&SA<={;)=4*4qGSe z3Cqz0aaAo?9gGsKOgupc0$07bXKbjlBkwP(!Haq)I?dGj7E!U|VZF+Rp1WH7*7sEi z^8=D|GoWe51FCYU>cL6?ZjeQA1Bd6}-(5ZL*Q@*I9IxkO;;8@>igIQ9DnJ2TT~>~V zdeAclg#$Y}i|y6S?zyz(SkD^MAzA;W1PEXCZry$^3@wSijwJ<vv<JwJJFPF|t-1lT z<1a<-E(MsqAtmQLYoq`mkcG6;kuq1uw$K#7Uw`hfbK@4Ef?oB?$8TS?J?&4Zii%^s z1%Pz%<XX0^h<%~#9WI~=IMncxtVXZ7d1^E_=lroYbaj^kY_1XfMot&VybEO5TCt?_ zeLrnyT^(Lnj*H3Ko7=hqgk0I#L%!O0)|JMyzOo4|3R`(@)wHY!r^INzD<dk7^<R+} zM!T%V$<|;1jEDZRBYWVSMmEtbx>c9{2^{>pO976wzL?kZ6~MKv9)_AeeN=^SwBu!j zE{TZ(7;4b)=SMe^VGWHakk)H*(QIRVPZCxf=wiVb<po{*Dx{67AV=27+&ZztMw_sg ziB;*YDXOcZZ|5zJ>CyujGr(~*Fs6XDJ@Ag;2F{=BEshM|<X6?Lb2rUBZ7d#A!}Ar= zwXGiY^dedk-y)B8<oA<Wq;y>qP8>OM#s)vmSws(y-C3Uv5Y1E8w}^;i66<S$#H}9L zGfzn&svxu9ELYzaPWu42`c(N%bCJXIcKo@!TBI@;GKPDw0=PaKAav-Lbay%+v07cb z+8hbeNQ{vGSIh?NoZYKpj<lIf^&3t@O&&Am8?DZ)3H5?<Wt|_Z(&lRK-_IBy(Hl3D zHuiPZH@ClNL4g~%yXv+^pX~1J!P53rb5F;#(veaFw`bUVn;u-T!TW-(w*K7I-ZD~e z+@+c|ddis{yPT_A;HXV(+^wHwCpOa74ToZ<!1~EaVsAT}XW0eIYVI`PS8hm@u-ll2 z%01_9Kg(|E*N1XWGj(EcG#tz8yK;C{ZSoac+@T);f_hI^fS~#t+i6F66%q>Fx<Kl| zDFIlww}=X0ebTmykk0?|QC?`cr$q&mv7kWiY5|%|D9|;h1u!=_cGF5nimwoS+t#i` zU~|cK=83-``MfT%sn`46w8;(5PTO}s9T^;5x0_h);)oq;7xzxHy%gCpIChZLT&u;e zAn@3&=dJjC@b4}Km>4=JSB?UhD}aw)NNI`dN@@0uTKaR-F3>5R%b$)dE>9nSuXe(; zZD_Tl^%_}hIjq|^bUjoOWWD7OyFl4%0kYUPKmov>0eJ&%;QYCE7^J%t;NjR6Q8@}= zt^fwXOS2u2wO_RlfI?KRCKmU$y5wav4y!6pZ(sPNz4sUB7nH0o+Z6|^)>rH3$xsq% zT>(UsigOFN*`fofy{ts0|4KawI9SA0nw9hCZntpHni4i4M*++gpc539B*kx>@1yN@ zeNqd+R}8AYGkR#h>MHihtt)`Ho(^_rz3T*H64kr)!LzXJj7em6x<FZWpTZy*rhMRC zzzv)~ce?^yEHt#d2P=T<7H-2tr{m`goc)Bn)egB2l)U3=z5gRt$IkmBW;REyKLI05 zNCS6k++F>RyX`;kk|S*<7H&gb6*+j$bJ~1L9Vjv7nhguLq4UB#TA$wcQ{sWY|LyZB zXQp&0=)uzVR2FVSb>tY{fqerD95(PR1mR%kEw8y%MSfcQhS<1Uw^O*<yRD|DpWXeJ z?HdqwEm^&T-Y-1wz@NLTx_x-;VWk`eFz?-#ghF9^GNU>)kztCbrvBV?c=w*p*>U^F zZJ)JP&hy%f4kdDR{f4WSaqA151p7udcXLW$p@u0PSW>IGdFE(tS<fxy&fV)b;=Zes z<oOEV+KNI$7a?eIsm9uAowbccW@6u{uUEYpn}_Fr>cgYO7Qoe|xKftGqyN$0BfV+K zbGx4Q@M!(Dm4L0=Q>y6cU=@n<T});x3X`G5fEEQ5E<iShs+^t8-EdW%EIRcDw?y2n jakCaF#<=Hisy!wp-|(2>BNN8j!{REkEqgPJIPm`gr+EP- literal 0 HcmV?d00001 diff --git a/tests/units/feature_extraction/test_feature_calculations.py b/tests/units/feature_extraction/test_feature_calculations.py index 8a53a7ffe..d1e8eb8f2 100644 --- a/tests/units/feature_extraction/test_feature_calculations.py +++ b/tests/units/feature_extraction/test_feature_calculations.py @@ -463,6 +463,13 @@ def test_kurtosis(self): self.assertAlmostEqualOnAllArrayTypes(kurtosis, [1, 1, 1, 1], 0) self.assertIsNanOnAllArrayTypes(kurtosis, [1, 1, 1]) + def test_root_mean_square(self): + self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [1, 1, 1, 2, 2], 1.48324) + self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [0], 0) + self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [], 0) + self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [1], 1) + self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [-1], 1) + def test_absolute_sum_of_changes(self): self.assertEqualOnAllArrayTypes(absolute_sum_of_changes, [1, 1, 1, 1, 2, 1], 2) self.assertEqualOnAllArrayTypes(absolute_sum_of_changes, [1, -1, 1, -1], 6) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index 5642e51b8..3e5d2a83d 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -740,6 +740,19 @@ def kurtosis(x): x = pd.Series(x) return pd.Series.kurtosis(x) +@set_property("fctype", "simple") +@set_property("minimal", True) +def root_mean_square(x): + """ + Returns the root mean square (rms) of the time series. + + :param x: the time series to calculate the feature of + :type x: numpy.ndarray + :return: the value of this feature + :return type: float + """ + return np.sqrt(np.mean(x**2)) + @set_property("fctype", "simple") def absolute_sum_of_changes(x): From e394333c7b0897ee4e8b5ada3e10c0b4472b2dd3 Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Wed, 24 Feb 2021 10:03:13 +0100 Subject: [PATCH 02/18] removed .coverage.* files --- .coverage.Desktop-Oliver.10216.971755 | 0 .coverage.Desktop-Oliver.1160.772287 | 0 .coverage.Desktop-Oliver.11772.742525 | 0 .coverage.Desktop-Oliver.18504.599920 | 0 .coverage.Desktop-Oliver.20272.076958 | 0 .coverage.Desktop-Oliver.21352.231333 | Bin 12288 -> 0 bytes .coverage.Desktop-Oliver.22868.435233 | 0 .coverage.Desktop-Oliver.23856.568143 | 0 .coverage.Desktop-Oliver.24476.255015 | 0 .coverage.Desktop-Oliver.24968.805876 | 0 .coverage.Desktop-Oliver.25248.674816 | 0 .coverage.Desktop-Oliver.2636.416514 | 0 .coverage.Desktop-Oliver.5568.346010 | Bin 4096 -> 0 bytes .coverage.Desktop-Oliver.8860.342877 | 0 14 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 .coverage.Desktop-Oliver.10216.971755 delete mode 100644 .coverage.Desktop-Oliver.1160.772287 delete mode 100644 .coverage.Desktop-Oliver.11772.742525 delete mode 100644 .coverage.Desktop-Oliver.18504.599920 delete mode 100644 .coverage.Desktop-Oliver.20272.076958 delete mode 100644 .coverage.Desktop-Oliver.21352.231333 delete mode 100644 .coverage.Desktop-Oliver.22868.435233 delete mode 100644 .coverage.Desktop-Oliver.23856.568143 delete mode 100644 .coverage.Desktop-Oliver.24476.255015 delete mode 100644 .coverage.Desktop-Oliver.24968.805876 delete mode 100644 .coverage.Desktop-Oliver.25248.674816 delete mode 100644 .coverage.Desktop-Oliver.2636.416514 delete mode 100644 .coverage.Desktop-Oliver.5568.346010 delete mode 100644 .coverage.Desktop-Oliver.8860.342877 diff --git a/.coverage.Desktop-Oliver.10216.971755 b/.coverage.Desktop-Oliver.10216.971755 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.1160.772287 b/.coverage.Desktop-Oliver.1160.772287 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.11772.742525 b/.coverage.Desktop-Oliver.11772.742525 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.18504.599920 b/.coverage.Desktop-Oliver.18504.599920 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.20272.076958 b/.coverage.Desktop-Oliver.20272.076958 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.21352.231333 b/.coverage.Desktop-Oliver.21352.231333 deleted file mode 100644 index 9d899d7a9f3a8b82bcf7e25f0b95d24cce43b207..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 12288 zcmeI#PjA{V7zXeJrZFKQdO;lb-Y9B8ns(a`Ti2nfTBT_nntEE~khfqhiQCvfIaWLL ztL$UWZ&Ln@NxiRnA_aJ{^Vt5y7k~SDt{u~rDKh2gb#M@bVep<P2!fiwpZR-z?bqSD z;gRoJF#Pnp)&3sTTbDumN9(dZc%(O)AOHafKmY;|fB*y_009X6hXTJYYK?BE6W%wR zic`+mDY@&X7o(H$h{h)$&POEw&|#DOH5kxmUJVv1oikl4UD#uCh6<jTA}Kp2%6C?= znLBbbCMnA&fAWeP-@4<nssgt4Jl8iq@zD3`?+j$$tPASRl#Ns|u|0~7Nm=DGpK?ZL z)(@p^Io88ebUvlHQ2AuW_T4tat|Vi+=#^8c0;-I$pX<adxKLC1k!31RDAhUpXn*3Y z7RbqFO~Y-df5>W+?_~;=gg&&Ax!U9puRVpNW-5_<f3DRj?<6i~{7+mp&5z2l(;1U= z**r>1Woc5dZ%l^Gey{$#`?eDXI#2l4-lYEI9I3f8WgW@ej9$s7oSI+AroDR^Ho8Yg z;oZF41#5@MdcI8Um9@Y2#$Mxgn|$$fg<0-y4_WCBhm_R_q-8Dg2IER$-Am_=r(87q zEt%$leBgor1Rwwb2tWV=5P$##AOHafK;Wqg;Qaqo-z?Sz0SG_<0uX=z1Rwwb2tWV= I5ZDU*0b&H#?EnA( diff --git a/.coverage.Desktop-Oliver.22868.435233 b/.coverage.Desktop-Oliver.22868.435233 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.23856.568143 b/.coverage.Desktop-Oliver.23856.568143 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.24476.255015 b/.coverage.Desktop-Oliver.24476.255015 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.24968.805876 b/.coverage.Desktop-Oliver.24968.805876 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.25248.674816 b/.coverage.Desktop-Oliver.25248.674816 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.2636.416514 b/.coverage.Desktop-Oliver.2636.416514 deleted file mode 100644 index e69de29bb..000000000 diff --git a/.coverage.Desktop-Oliver.5568.346010 b/.coverage.Desktop-Oliver.5568.346010 deleted file mode 100644 index 051de8557e0da3f5d7cd2d9c681da9a9545f9d2e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4096 zcmeIuJqyAx5C-6+2tq-0bMze*KNkOh9~2is)Xqw)rv|ivH0s=c<InU|y12N@9XY~F zk_$ZR<=l9}!MaQ0F;oquwHg6RDa{>lm-Wh(GVuP&ze=mY>`~)ey1r4oq(ndjL_h>Y zKm<fU1VlgtL_h>Y;130gmaaCtU0qy#lAdX2Z{(6AZS&oUF3DF6rmJWiM~KIhd4#V+ zv_o+9`&eWIXYW0D3&$hf9{xn&$+@u^?BN|hKfq+1Opbjzc)u@inatCXT-bR6C{{ge diff --git a/.coverage.Desktop-Oliver.8860.342877 b/.coverage.Desktop-Oliver.8860.342877 deleted file mode 100644 index e69de29bb..000000000 From c5a8191493ebd456a9c1d66c52ecd3f5abea87e3 Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Wed, 24 Feb 2021 10:12:05 +0100 Subject: [PATCH 03/18] fix codestyle --- tsfresh/feature_extraction/feature_calculators.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index 3e5d2a83d..0e8af05c9 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -740,6 +740,7 @@ def kurtosis(x): x = pd.Series(x) return pd.Series.kurtosis(x) + @set_property("fctype", "simple") @set_property("minimal", True) def root_mean_square(x): From 0a96e36270e2285a9b3f151b04765ad6c858be42 Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Fri, 26 Feb 2021 14:51:55 +0100 Subject: [PATCH 04/18] fixed test errors --- tests/integrations/test_feature_extraction.py | 32 +++++++++---------- .../test_feature_calculations.py | 4 +-- .../units/feature_extraction/test_settings.py | 2 +- .../feature_extraction/feature_calculators.py | 2 +- 4 files changed, 20 insertions(+), 20 deletions(-) diff --git a/tests/integrations/test_feature_extraction.py b/tests/integrations/test_feature_extraction.py index 512bbba28..1c1d02efa 100644 --- a/tests/integrations/test_feature_extraction.py +++ b/tests/integrations/test_feature_extraction.py @@ -29,28 +29,28 @@ def test_pandas(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 16)) + self.assertEqual(X.shape, (100, 18)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", default_fc_parameters=MinimalFCParameters()) self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 16)) + self.assertEqual(X.shape, (100, 18)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 8)) + self.assertEqual(X.shape, (100, 9)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 8)) + self.assertEqual(X.shape, (100, 9)) def test_pandas_no_pivot(self): df = self.df @@ -62,7 +62,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*16, 3)) + self.assertEqual(X.shape, (100*18, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -71,7 +71,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*16, 3)) + self.assertEqual(X.shape, (100*18, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -80,7 +80,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*8, 3)) + self.assertEqual(X.shape, (100*9, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, @@ -88,7 +88,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*8, 3)) + self.assertEqual(X.shape, (100*9, 3)) def test_dask(self): df = dd.from_pandas(self.df, npartitions=1) @@ -99,7 +99,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 16)) + self.assertEqual(X.shape, (100, 18)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -107,7 +107,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 16)) + self.assertEqual(X.shape, (100, 18)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -115,14 +115,14 @@ def test_dask(self): self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 8)) + self.assertEqual(X.shape, (100, 9)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 8)) + self.assertEqual(X.shape, (100, 9)) def test_dask_no_pivot(self): df = dd.from_pandas(self.df, npartitions=1) @@ -133,7 +133,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*16, 3)) + self.assertEqual(X.shape, (100*18, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -141,7 +141,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*16, 3)) + self.assertEqual(X.shape, (100*18, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -149,11 +149,11 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*8, 3)) + self.assertEqual(X.shape, (100*9, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*8, 3)) + self.assertEqual(X.shape, (100*9, 3)) diff --git a/tests/units/feature_extraction/test_feature_calculations.py b/tests/units/feature_extraction/test_feature_calculations.py index d1e8eb8f2..7278f5668 100644 --- a/tests/units/feature_extraction/test_feature_calculations.py +++ b/tests/units/feature_extraction/test_feature_calculations.py @@ -464,9 +464,9 @@ def test_kurtosis(self): self.assertIsNanOnAllArrayTypes(kurtosis, [1, 1, 1]) def test_root_mean_square(self): - self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [1, 1, 1, 2, 2], 1.48324) + self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [1, 1, 1, 2, 2], 1.4832396974191) self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [0], 0) - self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [], 0) + self.assertIsNanOnAllArrayTypes(root_mean_square, []) self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [1], 1) self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [-1], 1) diff --git a/tests/units/feature_extraction/test_settings.py b/tests/units/feature_extraction/test_settings.py index df4ded835..2454f4371 100644 --- a/tests/units/feature_extraction/test_settings.py +++ b/tests/units/feature_extraction/test_settings.py @@ -196,5 +196,5 @@ def test_extraction_runs_through(self): self.assertCountEqual(extracted_features.columns, ["0__median", "0__standard_deviation", "0__sum_values", "0__maximum", "0__variance", "0__minimum", "0__mean", - "0__length"]) + "0__length", "0__root_mean_square"]) self.assertCountEqual(extracted_features.index, [0, 1]) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index 0e8af05c9..d73dc7b12 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -752,7 +752,7 @@ def root_mean_square(x): :return: the value of this feature :return type: float """ - return np.sqrt(np.mean(x**2)) + return np.sqrt(np.mean(np.square(x))) if len(x) > 0 else np.NaN @set_property("fctype", "simple") From 6eaf90d21b68e91d1a45587160d9fe377b6178bd Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Sun, 28 Mar 2021 19:39:17 +0200 Subject: [PATCH 05/18] added features; added tests; added install script --- .gitignore | 3 +- install_requirements.sh | 5 +++ tests/integrations/test_feature_extraction.py | 34 +++++++++---------- .../test_feature_calculations.py | 9 +++++ .../units/feature_extraction/test_settings.py | 2 +- .../feature_extraction/feature_calculators.py | 33 ++++++++++++++++++ 6 files changed, 67 insertions(+), 19 deletions(-) create mode 100644 install_requirements.sh diff --git a/.gitignore b/.gitignore index 41d0e227c..028893667 100644 --- a/.gitignore +++ b/.gitignore @@ -30,7 +30,8 @@ __pycache__/* # Unittest and coverage htmlcov/* -.coverage +.coveragerc +.coverage* .coverage.* .tox junit.xml diff --git a/install_requirements.sh b/install_requirements.sh new file mode 100644 index 000000000..c3e029abb --- /dev/null +++ b/install_requirements.sh @@ -0,0 +1,5 @@ +#!/bin/bash +pip install -r requirements.txt +pip install -r rdocs-requirements.txt +pip install -r test-requirements.txt +pip install -e . \ No newline at end of file diff --git a/tests/integrations/test_feature_extraction.py b/tests/integrations/test_feature_extraction.py index 1c1d02efa..22f560c78 100644 --- a/tests/integrations/test_feature_extraction.py +++ b/tests/integrations/test_feature_extraction.py @@ -29,28 +29,28 @@ def test_pandas(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 18)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", default_fc_parameters=MinimalFCParameters()) self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 18)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 9)) + self.assertEqual(X.shape, (100, 10)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 9)) + self.assertEqual(X.shape, (100, 10)) def test_pandas_no_pivot(self): df = self.df @@ -62,7 +62,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*18, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -71,16 +71,16 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*18, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", - pivot=False, + pivotqq=False, default_fc_parameters=MinimalFCParameters()) X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*9, 3)) + self.assertEqual(X.shape, (100*10, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, @@ -88,7 +88,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*9, 3)) + self.assertEqual(X.shape, (100*10, 3)) def test_dask(self): df = dd.from_pandas(self.df, npartitions=1) @@ -99,7 +99,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 18)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -107,7 +107,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 18)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -115,14 +115,14 @@ def test_dask(self): self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 9)) + self.assertEqual(X.shape, (100, 10)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 9)) + self.assertEqual(X.shape, (100, 10)) def test_dask_no_pivot(self): df = dd.from_pandas(self.df, npartitions=1) @@ -133,7 +133,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*18, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -141,7 +141,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*18, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -149,11 +149,11 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*9, 3)) + self.assertEqual(X.shape, (100*10, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*9, 3)) + self.assertEqual(X.shape, (100*10, 3)) diff --git a/tests/units/feature_extraction/test_feature_calculations.py b/tests/units/feature_extraction/test_feature_calculations.py index 9e7d030c7..0c8b8de8c 100644 --- a/tests/units/feature_extraction/test_feature_calculations.py +++ b/tests/units/feature_extraction/test_feature_calculations.py @@ -476,6 +476,15 @@ def test_root_mean_square(self): self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [1], 1) self.assertAlmostEqualOnAllArrayTypes(root_mean_square, [-1], 1) + def test_mean_n_absolute_max(self): + self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [], number_of_maxima=1) + self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12,3], number_of_maxima=10) + self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12,3], number_of_maxima=0) + self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12,3], number_of_maxima=-1) + self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [-1, -5, 4, 10], 6.33333333333, number_of_maxima=3) + self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [0, -5, -9], 7.000000, number_of_maxima=2) + self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [0,0,0], 0, number_of_maxima=1) + def test_absolute_sum_of_changes(self): self.assertEqualOnAllArrayTypes(absolute_sum_of_changes, [1, 1, 1, 1, 2, 1], 2) self.assertEqualOnAllArrayTypes(absolute_sum_of_changes, [1, -1, 1, -1], 6) diff --git a/tests/units/feature_extraction/test_settings.py b/tests/units/feature_extraction/test_settings.py index 020a99ff9..8b8af6ee5 100644 --- a/tests/units/feature_extraction/test_settings.py +++ b/tests/units/feature_extraction/test_settings.py @@ -202,5 +202,5 @@ def test_extraction_runs_through(self): self.assertCountEqual(extracted_features.columns, ["0__median", "0__standard_deviation", "0__sum_values", "0__maximum", "0__variance", "0__minimum", "0__mean", - "0__length", "0__root_mean_square"]) + "0__length", "0__root_mean_square", "0__absolut_maximum"]) self.assertCountEqual(extracted_features.index, [0, 1]) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index fd6ad3ba7..8c92e1f25 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1547,6 +1547,26 @@ def c3(x, lag): return np.mean((_roll(x, 2 * -lag) * _roll(x, -lag) * x)[0:(n - 2 * lag)]) +@set_property("fctype", "simple") +@set_property("minimal", True) +def mean_n_absolute_max(x, number_of_maxima): + """ + Calculates the arithmetic mean of the n absolut maximum values of the time series. + + :param x: the time series to calculate the feature of + :type x: numpy.ndarray + :param number_of_maxima: the number of maxima, which should be considered + :type number_of_maxima: int + + :return: the value of this feature + :return type: float + """ + + if number_of_maxima < 1: + return np.nan + + return np.mean(np.sort(np.absolute(x))[-number_of_maxima:]) if len(x) > number_of_maxima else np.NaN + @set_property("fctype", "simple") def binned_entropy(x, max_bins): """ @@ -1888,6 +1908,19 @@ def maximum(x): """ return np.max(x) +@set_property("fctype", "simple") +@set_property("minimal", True) +def absolut_maximum(x): + """ + Calculates the highest absolut value of the time series x. + + :param x: the time series to calculate the feature of + :type x: numpy.ndarray + :return: the value of this feature + :return type: float + """ + return np.max(np.absolute(x)) + @set_property("fctype", "simple") @set_property("minimal", True) From 59e8000ab756fc931875cfd61ea16a56a361575b Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Sun, 28 Mar 2021 20:10:48 +0200 Subject: [PATCH 06/18] fix typo --- tests/integrations/test_feature_extraction.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/integrations/test_feature_extraction.py b/tests/integrations/test_feature_extraction.py index 22f560c78..1c820c343 100644 --- a/tests/integrations/test_feature_extraction.py +++ b/tests/integrations/test_feature_extraction.py @@ -75,7 +75,7 @@ def test_pandas_no_pivot(self): X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", - pivotqq=False, + pivot=False, default_fc_parameters=MinimalFCParameters()) X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) From 53bf05225131d3d63e619db1061dd0f9e1cce80b Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Sun, 28 Mar 2021 20:36:50 +0200 Subject: [PATCH 07/18] fix codestyle --- tsfresh/feature_extraction/feature_calculators.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index 8c92e1f25..d259525ea 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1560,13 +1560,14 @@ def mean_n_absolute_max(x, number_of_maxima): :return: the value of this feature :return type: float - """ + """ if number_of_maxima < 1: return np.nan - + return np.mean(np.sort(np.absolute(x))[-number_of_maxima:]) if len(x) > number_of_maxima else np.NaN + @set_property("fctype", "simple") def binned_entropy(x, max_bins): """ @@ -1908,6 +1909,7 @@ def maximum(x): """ return np.max(x) + @set_property("fctype", "simple") @set_property("minimal", True) def absolut_maximum(x): From cab46a4b9cadc439c1257eb93d469200a1c1dd70 Mon Sep 17 00:00:00 2001 From: Oli <ollihaus@t-online.de> Date: Mon, 29 Mar 2021 16:00:09 +0200 Subject: [PATCH 08/18] Update tsfresh/feature_extraction/feature_calculators.py Co-authored-by: Maximilian Christ <max.christ@me.com> --- tsfresh/feature_extraction/feature_calculators.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index d259525ea..06397991c 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1562,8 +1562,7 @@ def mean_n_absolute_max(x, number_of_maxima): :return type: float """ - if number_of_maxima < 1: - return np.nan + assert number_of_maxima > 0, f" number_of_maxima={number_of_maxima} which is not greater than 1" return np.mean(np.sort(np.absolute(x))[-number_of_maxima:]) if len(x) > number_of_maxima else np.NaN From 984e4b075ff4b212fc3be94d19217ba4b0945528 Mon Sep 17 00:00:00 2001 From: Oli <ollihaus@t-online.de> Date: Mon, 29 Mar 2021 16:02:57 +0200 Subject: [PATCH 09/18] Update .gitignore --- .gitignore | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.gitignore b/.gitignore index 028893667..41d0e227c 100644 --- a/.gitignore +++ b/.gitignore @@ -30,8 +30,7 @@ __pycache__/* # Unittest and coverage htmlcov/* -.coveragerc -.coverage* +.coverage .coverage.* .tox junit.xml From f24dd2fe249b05f523cf1c7af62c5dd52365d99e Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Mon, 29 Mar 2021 16:13:19 +0200 Subject: [PATCH 10/18] update tests --- tests/units/feature_extraction/test_feature_calculations.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/units/feature_extraction/test_feature_calculations.py b/tests/units/feature_extraction/test_feature_calculations.py index 0c8b8de8c..3cc925af9 100644 --- a/tests/units/feature_extraction/test_feature_calculations.py +++ b/tests/units/feature_extraction/test_feature_calculations.py @@ -479,8 +479,8 @@ def test_root_mean_square(self): def test_mean_n_absolute_max(self): self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [], number_of_maxima=1) self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12,3], number_of_maxima=10) - self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12,3], number_of_maxima=0) - self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12,3], number_of_maxima=-1) + self.assertRaises(AssertionError, mean_n_absolute_max, [12,3], number_of_maxima=0) + self.assertRaises(AssertionError, mean_n_absolute_max, [12,3], number_of_maxima=-1) self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [-1, -5, 4, 10], 6.33333333333, number_of_maxima=3) self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [0, -5, -9], 7.000000, number_of_maxima=2) self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [0,0,0], 0, number_of_maxima=1) From 9ca9a4122673657b98de0c21e74d1fb21142e004 Mon Sep 17 00:00:00 2001 From: Oli <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 11:00:34 +0200 Subject: [PATCH 11/18] Update tsfresh/feature_extraction/feature_calculators.py Co-authored-by: Nils Braun <nils-braun@users.noreply.github.com> --- tsfresh/feature_extraction/feature_calculators.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index 06397991c..b94020187 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1551,7 +1551,7 @@ def c3(x, lag): @set_property("minimal", True) def mean_n_absolute_max(x, number_of_maxima): """ - Calculates the arithmetic mean of the n absolut maximum values of the time series. + Calculates the arithmetic mean of the n absolute maximum values of the time series. :param x: the time series to calculate the feature of :type x: numpy.ndarray From 51df235bc988e6b0b2baad6c6ef6d6a8f69b99de Mon Sep 17 00:00:00 2001 From: Oli <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 11:00:50 +0200 Subject: [PATCH 12/18] Update tsfresh/feature_extraction/feature_calculators.py Co-authored-by: Nils Braun <nils-braun@users.noreply.github.com> --- tsfresh/feature_extraction/feature_calculators.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index b94020187..443d3c4bf 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1913,7 +1913,7 @@ def maximum(x): @set_property("minimal", True) def absolut_maximum(x): """ - Calculates the highest absolut value of the time series x. + Calculates the highest absolute value of the time series x. :param x: the time series to calculate the feature of :type x: numpy.ndarray From 705ff93713b3c3e3dc962842205307611276fb4c Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 13:13:33 +0200 Subject: [PATCH 13/18] updates --- tests/integrations/test_feature_extraction.py | 32 +++++++++---------- .../test_feature_calculations.py | 5 +++ .../units/feature_extraction/test_settings.py | 3 +- .../feature_extraction/feature_calculators.py | 6 ++-- tsfresh/feature_extraction/settings.py | 3 +- 5 files changed, 29 insertions(+), 20 deletions(-) diff --git a/tests/integrations/test_feature_extraction.py b/tests/integrations/test_feature_extraction.py index 1c820c343..11be9c08a 100644 --- a/tests/integrations/test_feature_extraction.py +++ b/tests/integrations/test_feature_extraction.py @@ -29,28 +29,28 @@ def test_pandas(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 20)) + self.assertEqual(X.shape, (100, 22)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", default_fc_parameters=MinimalFCParameters()) self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 20)) + self.assertEqual(X.shape, (100, 22)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 10)) + self.assertEqual(X.shape, (100, 11)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 10)) + self.assertEqual(X.shape, (100, 11)) def test_pandas_no_pivot(self): df = self.df @@ -62,7 +62,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*20, 3)) + self.assertEqual(X.shape, (100*22, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -71,7 +71,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*20, 3)) + self.assertEqual(X.shape, (100*22, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -80,7 +80,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*10, 3)) + self.assertEqual(X.shape, (100*11, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, @@ -88,7 +88,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*10, 3)) + self.assertEqual(X.shape, (100*11, 3)) def test_dask(self): df = dd.from_pandas(self.df, npartitions=1) @@ -99,7 +99,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 20)) + self.assertEqual(X.shape, (100, 22)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -107,7 +107,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 20)) + self.assertEqual(X.shape, (100, 22)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -115,14 +115,14 @@ def test_dask(self): self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 10)) + self.assertEqual(X.shape, (100, 11)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 10)) + self.assertEqual(X.shape, (100, 11)) def test_dask_no_pivot(self): df = dd.from_pandas(self.df, npartitions=1) @@ -133,7 +133,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*20, 3)) + self.assertEqual(X.shape, (100*22, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -141,7 +141,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*20, 3)) + self.assertEqual(X.shape, (100*22, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -149,11 +149,11 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*10, 3)) + self.assertEqual(X.shape, (100*11, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*10, 3)) + self.assertEqual(X.shape, (100*11, 3)) diff --git a/tests/units/feature_extraction/test_feature_calculations.py b/tests/units/feature_extraction/test_feature_calculations.py index 3cc925af9..346503964 100644 --- a/tests/units/feature_extraction/test_feature_calculations.py +++ b/tests/units/feature_extraction/test_feature_calculations.py @@ -1004,6 +1004,11 @@ def test_approximate_entropy(self): self.assertEqualOnAllArrayTypes(approximate_entropy, [1, 2, 3], 0, m=2, r=0.5) self.assertAlmostEqualOnAllArrayTypes(approximate_entropy, [12, 13, 15, 16, 17] * 10, 0.282456191, m=2, r=0.9) self.assertRaises(ValueError, approximate_entropy, x=[12, 13, 15, 16, 17] * 10, m=2, r=-0.5) + + def test_absolute_maximum(self): + self.assertEqualOnAllArrayTypes(absolute_maximum, [-5, 0 , 1], 5) + self.assertEqualOnAllArrayTypes(absolute_maximum, [0], 0) + self.assertIsNanOnAllArrayTypes(absolute_maximum, []) def test_max_langevin_fixed_point(self): """ diff --git a/tests/units/feature_extraction/test_settings.py b/tests/units/feature_extraction/test_settings.py index 8b8af6ee5..d5fc079ba 100644 --- a/tests/units/feature_extraction/test_settings.py +++ b/tests/units/feature_extraction/test_settings.py @@ -202,5 +202,6 @@ def test_extraction_runs_through(self): self.assertCountEqual(extracted_features.columns, ["0__median", "0__standard_deviation", "0__sum_values", "0__maximum", "0__variance", "0__minimum", "0__mean", - "0__length", "0__root_mean_square", "0__absolut_maximum"]) + "0__length", "0__root_mean_square", "0__absolute_maximum", + "0__mean_n_absolute_max"]) self.assertCountEqual(extracted_features.index, [0, 1]) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index 443d3c4bf..e78c523be 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1564,7 +1564,9 @@ def mean_n_absolute_max(x, number_of_maxima): assert number_of_maxima > 0, f" number_of_maxima={number_of_maxima} which is not greater than 1" - return np.mean(np.sort(np.absolute(x))[-number_of_maxima:]) if len(x) > number_of_maxima else np.NaN + n_absolute_maximum_values = np.sort(np.absolute(x))[-number_of_maxima:] + + return np.mean(n_absolute_maximum_values) if len(x) > number_of_maxima else np.NaN @set_property("fctype", "simple") @@ -1911,7 +1913,7 @@ def maximum(x): @set_property("fctype", "simple") @set_property("minimal", True) -def absolut_maximum(x): +def absolute_maximum(x): """ Calculates the highest absolute value of the time series x. diff --git a/tsfresh/feature_extraction/settings.py b/tsfresh/feature_extraction/settings.py index 8495a0c1e..b6ca4503f 100644 --- a/tsfresh/feature_extraction/settings.py +++ b/tsfresh/feature_extraction/settings.py @@ -154,7 +154,8 @@ def __init__(self): "fourier_entropy": [{"bins": x} for x in [2, 3, 5, 10, 100]], "permutation_entropy": [{"tau": 1, "dimension": x} for x in [3, 4, 5, 6, 7]], "query_similarity_count": [{"query": None, "threshold": 0.0}], - "matrix_profile": [{"threshold": 0.98, "feature": f} for f in ["min", "max", "mean", "median", "25", "75"]] + "matrix_profile": [{"threshold":0.98, "feature":f} for f in ["min", "max", "mean", "median", "25", "75"]], + "mean_n_absolute_max": [{"number_of_maxima": 3, "number_of_maxima": 5, "number_of_maxima": 7}] }) super().__init__(name_to_param) From 64e2c47be718938657b42d510a676d6495607144 Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 13:17:40 +0200 Subject: [PATCH 14/18] update --- tests/units/feature_extraction/test_settings.py | 3 +-- tsfresh/feature_extraction/feature_calculators.py | 1 - 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/tests/units/feature_extraction/test_settings.py b/tests/units/feature_extraction/test_settings.py index d5fc079ba..be14d5e51 100644 --- a/tests/units/feature_extraction/test_settings.py +++ b/tests/units/feature_extraction/test_settings.py @@ -202,6 +202,5 @@ def test_extraction_runs_through(self): self.assertCountEqual(extracted_features.columns, ["0__median", "0__standard_deviation", "0__sum_values", "0__maximum", "0__variance", "0__minimum", "0__mean", - "0__length", "0__root_mean_square", "0__absolute_maximum", - "0__mean_n_absolute_max"]) + "0__length", "0__root_mean_square", "0__absolute_maximum"]) self.assertCountEqual(extracted_features.index, [0, 1]) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index e78c523be..0093145d7 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1548,7 +1548,6 @@ def c3(x, lag): @set_property("fctype", "simple") -@set_property("minimal", True) def mean_n_absolute_max(x, number_of_maxima): """ Calculates the arithmetic mean of the n absolute maximum values of the time series. From 704f7bb70fbac84e41a7613ac7f3e78c02dc47d6 Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 14:46:02 +0200 Subject: [PATCH 15/18] updates --- tests/integrations/test_feature_extraction.py | 32 +++++++++---------- .../feature_extraction/feature_calculators.py | 2 +- 2 files changed, 17 insertions(+), 17 deletions(-) diff --git a/tests/integrations/test_feature_extraction.py b/tests/integrations/test_feature_extraction.py index 11be9c08a..1c820c343 100644 --- a/tests/integrations/test_feature_extraction.py +++ b/tests/integrations/test_feature_extraction.py @@ -29,28 +29,28 @@ def test_pandas(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 22)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", default_fc_parameters=MinimalFCParameters()) self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 22)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 11)) + self.assertEqual(X.shape, (100, 10)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()) self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 11)) + self.assertEqual(X.shape, (100, 10)) def test_pandas_no_pivot(self): df = self.df @@ -62,7 +62,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*22, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -71,7 +71,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*22, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -80,7 +80,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*11, 3)) + self.assertEqual(X.shape, (100*10, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, @@ -88,7 +88,7 @@ def test_pandas_no_pivot(self): X = pd.DataFrame(X, columns=["my_id", "variable", "value"]) self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*11, 3)) + self.assertEqual(X.shape, (100*10, 3)) def test_dask(self): df = dd.from_pandas(self.df, npartitions=1) @@ -99,7 +99,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 22)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -107,7 +107,7 @@ def test_dask(self): self.assertIn("1__mean", X.columns) self.assertAlmostEqual(X.loc["5", "1__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 22)) + self.assertEqual(X.shape, (100, 20)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -115,14 +115,14 @@ def test_dask(self): self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 11)) + self.assertEqual(X.shape, (100, 10)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X.columns) self.assertAlmostEqual(X.loc["5", "value__mean"], 5.516e-05, 4) self.assertIn("11", X.index) - self.assertEqual(X.shape, (100, 11)) + self.assertEqual(X.shape, (100, 10)) def test_dask_no_pivot(self): df = dd.from_pandas(self.df, npartitions=1) @@ -133,7 +133,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*22, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df, column_id="my_id", column_sort="time", column_kind="dimension", @@ -141,7 +141,7 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("1__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "1__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*22, 3)) + self.assertEqual(X.shape, (100*20, 3)) X = extract_features(df.drop(columns=["dimension"]), column_id="my_id", column_sort="time", @@ -149,11 +149,11 @@ def test_dask_no_pivot(self): default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*11, 3)) + self.assertEqual(X.shape, (100*10, 3)) X = extract_features(df.drop(columns=["dimension", "time"]), column_id="my_id", pivot=False, default_fc_parameters=MinimalFCParameters()).compute() self.assertIn("value__mean", X["variable"].values) self.assertAlmostEqual(X[(X["my_id"] == "5") & (X["variable"] == "value__mean")]["value"].iloc[0], 5.516e-05, 4) - self.assertEqual(X.shape, (100*11, 3)) + self.assertEqual(X.shape, (100*10, 3)) diff --git a/tsfresh/feature_extraction/feature_calculators.py b/tsfresh/feature_extraction/feature_calculators.py index 0093145d7..2d750ee86 100644 --- a/tsfresh/feature_extraction/feature_calculators.py +++ b/tsfresh/feature_extraction/feature_calculators.py @@ -1921,7 +1921,7 @@ def absolute_maximum(x): :return: the value of this feature :return type: float """ - return np.max(np.absolute(x)) + return np.max(np.absolute(x)) if len(x) > 0 else np.NaN @set_property("fctype", "simple") From 58c78fa6f7b6cb0f95bb38501c946b87c8115e4e Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 16:33:31 +0200 Subject: [PATCH 16/18] finally remove dask-worker-space --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 41d0e227c..fd9f611b7 100644 --- a/.gitignore +++ b/.gitignore @@ -60,3 +60,4 @@ tsfresh/notebooks/data/ # dask dask-worker-space +dask-worker-space/ From 08724e96102af55ab07daaf4f4a5de9cdcc08daf Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 16:33:44 +0200 Subject: [PATCH 17/18] remove dask-worker-space --- dask-worker-space/dask-worker-space/global.lock | 0 dask-worker-space/dask-worker-space/purge.lock | 0 2 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 dask-worker-space/dask-worker-space/global.lock delete mode 100644 dask-worker-space/dask-worker-space/purge.lock diff --git a/dask-worker-space/dask-worker-space/global.lock b/dask-worker-space/dask-worker-space/global.lock deleted file mode 100644 index e69de29bb..000000000 diff --git a/dask-worker-space/dask-worker-space/purge.lock b/dask-worker-space/dask-worker-space/purge.lock deleted file mode 100644 index e69de29bb..000000000 From 9e675bb2a4b81c7d23d6b184bea081aba97628cf Mon Sep 17 00:00:00 2001 From: OliEfr <ollihaus@t-online.de> Date: Thu, 1 Apr 2021 16:38:19 +0200 Subject: [PATCH 18/18] fix code style --- .../test_feature_calculations.py | 14 +++++++------- tsfresh/feature_extraction/settings.py | 2 +- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/tests/units/feature_extraction/test_feature_calculations.py b/tests/units/feature_extraction/test_feature_calculations.py index 346503964..e7d9e24b1 100644 --- a/tests/units/feature_extraction/test_feature_calculations.py +++ b/tests/units/feature_extraction/test_feature_calculations.py @@ -478,13 +478,13 @@ def test_root_mean_square(self): def test_mean_n_absolute_max(self): self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [], number_of_maxima=1) - self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12,3], number_of_maxima=10) - self.assertRaises(AssertionError, mean_n_absolute_max, [12,3], number_of_maxima=0) - self.assertRaises(AssertionError, mean_n_absolute_max, [12,3], number_of_maxima=-1) + self.assertIsNanOnAllArrayTypes(mean_n_absolute_max, [12, 3], number_of_maxima=10) + self.assertRaises(AssertionError, mean_n_absolute_max, [12, 3], number_of_maxima=0) + self.assertRaises(AssertionError, mean_n_absolute_max, [12, 3], number_of_maxima=-1) self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [-1, -5, 4, 10], 6.33333333333, number_of_maxima=3) self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [0, -5, -9], 7.000000, number_of_maxima=2) - self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [0,0,0], 0, number_of_maxima=1) - + self.assertAlmostEqualOnAllArrayTypes(mean_n_absolute_max, [0, 0, 0], 0, number_of_maxima=1) + def test_absolute_sum_of_changes(self): self.assertEqualOnAllArrayTypes(absolute_sum_of_changes, [1, 1, 1, 1, 2, 1], 2) self.assertEqualOnAllArrayTypes(absolute_sum_of_changes, [1, -1, 1, -1], 6) @@ -1004,9 +1004,9 @@ def test_approximate_entropy(self): self.assertEqualOnAllArrayTypes(approximate_entropy, [1, 2, 3], 0, m=2, r=0.5) self.assertAlmostEqualOnAllArrayTypes(approximate_entropy, [12, 13, 15, 16, 17] * 10, 0.282456191, m=2, r=0.9) self.assertRaises(ValueError, approximate_entropy, x=[12, 13, 15, 16, 17] * 10, m=2, r=-0.5) - + def test_absolute_maximum(self): - self.assertEqualOnAllArrayTypes(absolute_maximum, [-5, 0 , 1], 5) + self.assertEqualOnAllArrayTypes(absolute_maximum, [-5, 0, 1], 5) self.assertEqualOnAllArrayTypes(absolute_maximum, [0], 0) self.assertIsNanOnAllArrayTypes(absolute_maximum, []) diff --git a/tsfresh/feature_extraction/settings.py b/tsfresh/feature_extraction/settings.py index b6ca4503f..f5a151c50 100644 --- a/tsfresh/feature_extraction/settings.py +++ b/tsfresh/feature_extraction/settings.py @@ -154,7 +154,7 @@ def __init__(self): "fourier_entropy": [{"bins": x} for x in [2, 3, 5, 10, 100]], "permutation_entropy": [{"tau": 1, "dimension": x} for x in [3, 4, 5, 6, 7]], "query_similarity_count": [{"query": None, "threshold": 0.0}], - "matrix_profile": [{"threshold":0.98, "feature":f} for f in ["min", "max", "mean", "median", "25", "75"]], + "matrix_profile": [{"threshold": 0.98, "feature": f} for f in ["min", "max", "mean", "median", "25", "75"]], "mean_n_absolute_max": [{"number_of_maxima": 3, "number_of_maxima": 5, "number_of_maxima": 7}] })