From d19359671134bc21a6c06edabb159017a40ebd55 Mon Sep 17 00:00:00 2001 From: LaraStuStu Date: Mon, 21 Sep 2020 14:32:29 +0800 Subject: [PATCH] add LIME Pics --- docs/.DS_Store | Bin 6148 -> 6148 bytes docs/apis/interpret.md | 4 ++++ docs/gui/images/LIME.png | Bin 0 -> 50881 bytes 3 files changed, 4 insertions(+) create mode 100644 docs/gui/images/LIME.png diff --git a/docs/.DS_Store b/docs/.DS_Store index d29525a22b86210b932b14b3b4329cb20ce62fb2..5c528a40387a26420ffbadc8cbfab3d778a155c1 100644 GIT binary patch delta 140 zcmZoMXfc=|&e%3FQH+&?fq{WzVxov76OaJ{AexbZL4YBpI5{UNKR;(;qP7M|kcAQy OGaLY7hRu#5`* **batch_size** (int): 预测数据batch大小,默认为50。 >* **save_dir** (str): 可解释性可视化结果(保存为png格式文件)和中间文件存储路径。 +### 可视化效果 + +![](./docs/gui/images/LIME.png) ### 使用示例 + > 对预测可解释性结果可视化的过程可参见[代码](https://github.com/PaddlePaddle/PaddleX/blob/develop/tutorials/interpret/lime.py)。 diff --git a/docs/gui/images/LIME.png b/docs/gui/images/LIME.png new file mode 100644 index 0000000000000000000000000000000000000000..0de1f20337be83d5ea95be6540a39f495013a689 GIT binary patch literal 50881 zcmZU(V{|4_vnc$;b~3ST+qP}nwkDp~wr$(iWMboqZBFjI=icv}v(~qN^r|j)Rd?-O ztGc3;6eJN~abN)e0D`oXmjaUT)c(yvTR-Mx_hOcpBN!(I8;#) z%Z&NVU->3^BZ4;J>n8QD*vAb$V5PQ8B0nv-qHd;Bjwekd=9n}u(U^yeVw}zlq)8aZ z;G4yoKV(#jO9BYesb}-Yqhm7n?E>5;;G+4%y-0lqD zfvlyr&0dLrfA45FKeaP(}=}2hpFmzI&6#eg@783jk{1PN=VF6PoESm5*=J5`rPiAE-4hpnp*k%;fDDFt> zA-$2U!ADaG=G{j08lDyOix_hg)5gg)JUf&&ylz5YR9~3Q5d4vVfqf^o9O5~UllbW2 z(!I1pjsuT<9B2CuhAn^teEfLzf&5+Fs}dhvei-A>%?ROG{;=mE)LlL_3po8x_Q7;y zMPy`HXke&lXmhB;5Zn-#a$bd^8$~!O_lVws#eskc?cERO1TF;?BJ3nR>BJKB-#97| zmBDUNj~R~&5)u-UW6~DE@P-tIWg^EFGZ>ixne%4iO)%@xJ&|<8jwFOc?TLg5yUJAP zV85Wq^OD5Z#VU*S3iwL>l1is^CRoh5o2t#L&9cq9%?+nffR8{d7uloxqbXqA^mY<% zBIOkBgzseYk>;f4WPVaVrC^zmdV>nIx|HTxg_G2N)ldS7!J^QjWMZ*aMTh3y&jSEP z;kin0h26Q%xxhL3c>$`zq*7F6N|9QTn^>i)wVJl_x(2t7ccx3~JvLAPM})P2+1k2g zw#Br?U?ZIy#}&)9!w+bnzuoJ)u@h<8*d6W3=?Qr5yX;sIZ*67sY7NcqVWYQzwOC^9 zV^wCAW}UZ;w^C%&X?@o^)iP(@TSB{p{mAA6@kQdVrmMecs9V%4*{$lUH?Bk}Q!Z4l zd=kYVy{gP9-7eRz@2RFJ%c$iTX3)DM>R;4XET9+|5fJfL5==A%E941s7E&~vCR}cq zZ`fyeTmqfcvskWJr?`8J%T)4E?NEQLUETIk_GO)vJm*{ljz7zzJ7ue;iPH<;!XG*xUSaONo>fHm63oi!m)^6^88qY`><5~1Pw>+YI=RJO&0xw&CSI^?!JwGr! zUq328M%`CFdY@MxW?$;w@SacNviNq}oW z3c#_zphC1l4iAD1ZvG^UIE{c7$r2T&Vs+C!O=cQym}xM?-1`wqU!il$w?*S8?j;G% zZel%B7>SgamzYgTD2^>IU9?dQEW#9D6%UNLi=&P`i_XRDW_k9>(ZLg}BPSpv#P1gj zuq&J&x`KnkT&Jhe`P04Tbk{VhnO;FJt?Ob@xuvr5`w(U=G$T|L#!$PkMrTEfgtd{! zIpu0}XE0#&ZZE|-yt8ggb07S0?AE*dFl&Q zBkEVx?wXi&1T!zwf*s*46z;RLpwmBp|9r7EU1|GagMN&OSo5H(X-K9^M$^^4W9~nT zltK6^=;qL{-rzd?Vxn-@iaMQipHz>#j$8j_^<+94kCvUp;qK73+v5x85N#xTqw!J; zC5s{RAOqC~;b==!oQ{#+yW8jXvFx&WpM_t7pM>v^A&f!K`{d!U{??kLxvmP-Ue>BL z=q-FdWSFbF-X`eAwPCZ7vFZC9`9Awg(9bX53fT(ub@pw35!l7-tv|FJ&%b!CzG7Ve zz6#nC+8w+N!MwmbKS!)2+|WZ>l|7F@V&w7rhA{u6x^N@5d+p4R87l%Z{$N6v>R(rUprr%dE$J& zYy$*dPu;IC^&w&N)brDZR=pLtO$0prm%M%-z@hYz`q26@$zOk!UW?yb7cbBPeLlTS z**x5CV^3#CHe+wpcJaL&Kl=RX>@LqD9+3_SqXjDicwX1(@^X!$70d@!gL8wrGCk{YK*piOVRDt!Ep!lBPUCT}$i!Z?D z0VMJPV5H(9FXK1dMvVpWnwT?q**pEG;sx+|@%#hr&E1TNyzK29TzS0sN&bt2=O6qZG$RSof3djP z@{?%ED-nr0x|kEOGq5o*kqE#N5fSmZm|5_sh)MiE@qc&xBvx*2PCSf^o}Qizo~#Ux zE|!eU+}zxZOe~BnEcE|4=v}=X+>E{G9b8HOuaf^ykC?fusf)Ffo3*0@(SP(Bn>f0= z@sp7J$IyST|NETgUe^C($-(vix%JOM#{Wse+U}5Lr`!D|gALV~6{x3=G|B+;7W&Yoi|BLefB>5QsJCRzp($pB>>CE z_}`%yfSt+9|MxzG0McT@YF;3hz1|JAtLl60H{6~94;3$YW0aF=cG79&vTXyTSghFX zs)&2&3kzh(r{GB$6#MxlRn@e)GNoO->S{FG2}MitiwIn97|yUJTUfV%JbSv$p)`6V zoSJ?9-g3@<&j{E1kJ{E3?p^*Hg?W$fM3Ijj*S@c--e(=#dTXRzr?T*pdlMgJP)3gKw94~lXAn9foN1{m>w*E0b3|0`E9!vC?jN0|L9a;;{~IPkq<4(2SW))_-b#X1!1!vXfk6=d-DsG+4+s$>X^{RMVYJLAUgO8`FI)}~x>H1aLf9pb1 zA%#FNz^};cs?v|mU}fbqf;;)e!KS4(@yV`f+A!p*jZ=`latowmB}scpj3?O-nn~Ia z%i6)Bf2CGaFsgt0!{;`+r5j%GdChctN&Z0>GAJx8tjY6chn{x@!>@SlD%8A|w6@20 z=RVn<(%sy@9x@SfGwvW`#8kg{H4dQ<9|6#dSSSoKPr)W}MPWo??I>2?njhM($3a4* zzLh*^UCe=Ci6{IMJMNc8J+YUfqN6n`@%-$&h5n%{e}~2@mL8HtaTkNbT}?#wJ}y2k zOI(K)thZWOPPlpVEmdr|?VlNq6whR)4U605+S4P-&6cV<`RGZ{`&MI9r%2sT`OzTS0-K@0UGYIU1g~z#vJScHcSix9sJ~!GA zTla}uJkUdArMRKD?zDP@Xe{73*|}e>U5P^3rIe;m(vZeT@33-$V(;6L4`P17h?XuG z{kd{1-rf^-dWw`V$8<1n-~rvGX*S3oS*GXQ<;S#4H<;$k@Yss+7?6Xt%!Neotloh4 zJnY7lP))Suh0PQ&hmA_!_6nzs4X@_-HSE(O`RTssiBr2Of$>5cGy7)+TCv=olULoo zDmBVeX#Do4MoaBs8i){Gup3y9z62$2`wp8q>ew@aWP4p|GeCP2YO|3& zV}z52ve@-EQ#5GAx-%uEGx?s*s2%vysm`u?%Gx+Os%eP*t1sy&=viQS{l#xE3!9D= zuT3tdiZ9)EeNryxoTGAe#Wcsz=2T9v_}ZHNa{}BP^9$@7H7>_;@o~H^dtPMQrlArk zgsPI202P$h)a46x`-n8EENOK&XR9wv$&Z+GVvdUU1D6dii#tE$(i`?+$N14Yf5elMh%R-3XHr4=XJAGmBlV)&+T-egynC zWp3Ezc4;O)Tsq^c60$!n0t?q#sk%-%COGYD4egyC>O1Ry$wesAS|KjJ#tVQfA$5`| z5FZvhLnK?nE7SI?Dah9pHv`{y^|{&K+^6l>y?6F>^lxDpx9=tFdz)732JK$fPTlrL zcY*c1&|xj2YXQ`)&NBKj^QPzo`E`@-9}A`I!7O;qXByybt|g8>Hd5V8wKcwKv27Rk z=(2xomKO7_p_lR-9vJeT?*Apt%Ag0jv?f5mWHWfZ;>xVE`gI zp%+)1nF4oM&H1Af%b!P=9xRBkW%``{#YBnX-EGYv9dbbrc(8Q;GY03O$e)d{J37k& zk>a8XTQZhf8o}-Hvk5h53dIKORqOkXr0kt_5k*h#y*$%8UnPh&*(1E(3^P7GoE_3R zu^KJ9|7tB^wyT=WOB~o#e_a6%f4A(55fpH)Dfy7~jAn<6*oWD0oU2&k)fGEzz{<~h z{!J+q+rl~l+h18~MwlvC7hjt+>;hd*vEk+js}fJ!kXIhy$$(IcgC*ELOA%@KM_269lsob+lM7!Z5%@xo>7>po^$R2SEBlk z6f&Le*v;V=Fs0QGgJRg?x@C^EfHh)OUI)!VeGrcaU6*bUq2k>t+&PV%x$dVG_Tc02 zY|GjbVI7go??p`(d}3XS>u2nCn~JWvOjr0tXu`+Yi@(dJxP1en+h)H4CSG{l^|cTN zl_i+UvoZWJkFp+OPga$)?4-Y2~Xc25;Tw;eJ|R@8xou z32W#CTRC1ytFd#qj3k#Av!A*v5-*buTAY1T=sFw7ZLPhq>F}O*jdxpn?Y>()fC<7% z_kcg^bbsUg97DThs|TeP=Gu6sXFV@;a~lrtFQxL}7!g5U6SQ>mEc7X40!0pc_ZUKi18AP0Wix= zwffnJ9C*7^jkKbhih1#GlRT>%X>ZmI`dH2_4;qfzoUQkenC@;>x;wMFyZVRm&g{}< zIjIp@YM#{D#+k=|(*}(yYv4b)4&mKp%_o+V1Oh|yqAAVo@)zXL?8f1??Jhu)ajvBN zXijvwySfF8=83Dm*a0hwdM)u^@@x&-Zr zfC4KKOkK`?g6A=>kcYLY4d-5uP3q{l5Jm5BIZ7P%tRHZ^W$6plj~hu+_)L47-L7q0 z0iP>HOay`VnfF_8n9MP3rx_xwGLOu+(AP9ZV(EBS=3}BM@%>{#sV7XyG6v`tx<_#Z zW1Xb!(tgh1h6OWAi=JwndH_ko3j1(&(9a*N2NzSWv~0rtsGR)Mb;3;A4)TW64=HB4v2 zUC#!m2I?w865L(gK&5^tS%>9oq(4jwJn?+IRv{9VRKH>f&icyl=Wt{rw>`0fLXd^B zo2koVIyppWY?!6CK?(;; zFyqyvY&!BO1zc$cmTfr=Pfv}1ABY0uzfZq_#YlmjIp!J-IN>RSM0P^qBFx5^iJG`k z`8>fxTs*%L(wO;LIEGZfWQJP%)&vGXl}m|dvvRa-OoqBCnVp>1h?n>HrqFW86}NxM z-;)Z^#PGE@)qPS+a6JKKYIW7o}|cYzLSl2lmS;-~5J%6gA0=1|ppEtSgz zJ_X-r-S}v~%}~~-d|#~+(jy5vw>`f1X3%rFT-a$zO)&l8F;NSSf65p|VV)>s`CRGL zPy?OpaB;_-R#D`6#VXsNv`TS17(kGYl;9J8BOs z@41~QpAJFl?fPv0{tDDL2;99gZ}16*?!$BH988*$ddH_Pi4)d2(}765KF(H`swQRh zs@r>BNB8fSDWitFDA{~PI*E^CE5guz*{h)3dA-)K%Twf8@26O;Gr;LLVGgX#U#Y7; zEI0&C(L~R3Z}oVf%2#AjfQ7GIAR;Q+qey1N|bI++Hr#|cwNe|79IP^pI!CH&UD32bvteM*vla}R>N)Nb}4&ncA<0l zASi}BbhODyj|Wn1v@Wv^kEDOU!vQ<%1B>adx6~PG<hmRK@S?r5?Hr)q9dj!8Ga zH^47>RhHj36V?xp0{#24J9O-Mks>O?8Y@@bK>894;pf(v=GbS4-khfdV*~`amKiBw zmI#e*EL;0y9_CpRI@(rtS`$$q=A;lD)$Yk>QJ`_c<2149(##H%?a1sWXcb5ei|pCT zd+5KwV=lhr6LUCG9q@1nO|X%%#tji(uzd8|wH>AbMxJcHq|NOusJ6Q%Jy@2ex}0iz zmf6d4%evPWi#mYDuh#nrblzfW`vs&?#M<`wD9o*pj0&V))cKNa)VtL3{yjIH+i;CDCG~|SX_)joRKa{eUejItC zD}knI-~or|s~vtNmZ`EK>gZQIJtXtoZ7q5i|JkE_YD4+70MbvCkyYJZ>T((I5?&Np zx1RBtmFCc(#5+$Sj4(hvUlOEv_S$;BP1K#;Qz?Bc?&7}UnI^rY6IxCQ)Y4&aA=noj z@KV!JcojBixPQ8V=e^@RtScSC8~L3WEJRJUx{)nT)Y$8O0Y*K+!kH=`TD^2OXXE}; zsB}@QXaE10j7+aLp<*7*SQgi7r~v? zTO@4f2wJg>J!%9@qIXsTegRB|!YoJgF2_&%#mue2c0%j51wwjWYI_0#etg~zv2c`} z^IM~wbLe4j0FP$|f>MvlX;t=8 zb+S;Zg++F)h5+wp#p9m!7TK-!A@@1wBYF@W7>PO4BAx-)(vb_v#KQbB6in;WOB?8b z#2imlANP$%hE)T?_?UebEtNqMj&e1n6vJi21ZL2Q~{Se!VcGsR2j^tbFi%YeoJF*!GzlxR97cLtWB?wd%^!j|AmBcG( z8fhq)MJ<9y>X+Z^Q};|c0pa($uRTv;srT96tE2ayXPGRfh4w)h@)OH3-U9l~(IPU% zUH2F7+aJ(lFlNO|1IY9`$XMzi7MD$xpB^})nYZ?c7DP%CqHw&GwqUsj^v(aifwB>L zW_!@vE37apT%c(dC1GzkwCbo8w*s)=_9DfZ}g4@C0Gll-#Ub65WX7Og7zKfdSm4tFR`0d}q4N#oADOXEdv$FnQ7+bn>!Dr_y)oh+2j z5RO$k>LF#%u^bXWm{BagmMuI&yGR@~OiV&-n>~rLV33lEb=Z}bbA9ENP!dKy$Y4oT zovEl5Vky7>yUc#Sp2ef0L8!DJ2%X_GdG=VLDlXAb{71StM-;=VhYm%{q;>3I8^UpDaYA_=I7MK; z@7Ze8SiSHX`NYICXgWY2J}+A$)fX0oje|WTn?V^nknn+u#n+5c^uhxrxUxyk4Gnkg~Y9Nd$wv)G1 z&S5|E6crLha(}^g6|dj=3o)tQ#DI$c%9_pQo(z^Zb}OZ6@GU(||FNhzFXq@7Dfo|; zl&}kK^^jKuJm8~FzObX4{_!g&zS9yT$6uX@jYi=UW}Ss^3efmkin|t%!(xTXSvu$3 zZ{=V8;n`hp?a4j$pbr!|tsEt~YI8x(7TIe}e5ZiLMU{qxX98F`jHFo)JnXmSwjM5+ ziieP2npnXM#S&eJBV(mH+k^)`69 zwWadiBy7}BNnl{6mQ5J*BrmgNFVw;q$; z?$hPI`?b^HFukTrWjjbe1g@dg5QY^oG#1o%O%Al8`E6N~v{2ca{&)(3>n7VMf+^+( zt-R0bu%k*B@_l~*{%+=j zAIX35#wA-Rk!e|+>KY+;)wa*hne*XhE~^KHRP<9%>D3nr3`9Le2Xsh1zv z*j*`m_BZPQ*dix4m$Y*AeKoV+EZ}f#mftT7I&=$GGYfY28ekN0;e#3{2 z{$}*X_kHL#Et^x3KDP0hP&SZg`HTy7uAg;m8&*o2-cr+686&oEPD>mcP`NsSkRNFl zCYy+W{mA7to}O^zELAZwSPFAaaV*s&#ANLa5#cvng&U!f z0nyQlf0EtbF}bLccMV|aaHV3Ndxl8oFJ9J4nuspRjks5l$re4{Y`nn{tdmtt62Id7 zYg0vwmTOpRJZ*u*Zw)O?oP$s-F;i2FP_?9D#Vt01BXyrDA&bKUmQmC>3vva8Y<8p1 zh+@PPO_38sDqqJO{llM3o(ALHUvlCzUcW^Rsxm!yWcay|yUUW#-v4>#ar{N{*qmXiojlH5*h)d7{ELop5I6+NzJZFNk68+#7vHbrPOID|FPBD*GXIchHjg$wwzX;V)nX1f{pGz?`IIQ1#>2!O zT*~A&77AO&%b&~V*o#WGd(ia5_W;BY5UMr~NJhn9jd8he9>^tZX4B8fqqgjTp(5dx zVRo5T{Kb)Nw!4~U9{b5|-k!8^OtTz!k&Q=&t~w&)46p1Q19;%;y3mwGd#dfg2hPq1 zE|?L%CjTZ&Ae@9HX-ffs37!0EB=5 zGC{~^!azxCNrR>kT0n>k91s$OaCNz@EW<>Tf#wI(#4rAzFLyJfZ#L^F zc5N`2)laRai?zy>Vb!lG&X^cMLljoklcvSAgt6%>e;$hf3v^_pNnc%oOiVgDu zjWajJ)2C8&E9I+do%yS<&L{}p_Zb8~ut{}db72YpjYYJ%vLPPxdTp8yXp|h9{W6Gi zZdb`{uvsEQ{FrXPUCpwy%Cg#IVn>9qW?^^yO@*I%>D%K@>G1Pc)tx4h6y1<{gOFwI zjc~upA(33S-;Z3-??S@-u0F}uTO}1&(e%oq_@rv2{3=Ge?**blIUTyP2Vb|#%oDP~7 z-&IhJs;~QE8pr@epY-pwo5zZoDRB{YAa+zUx2nZDmublXcB-O%xwihn%ot=3!> z8y{CEbpOg@;{yrlo+=P|FxBoJ)fM1h&A428oKnfm)Tio(20ZAYDLjNh)kv&4oVVig z7U^jTq)PlQ6tm5ivmx8?S}m;ItDK^ipu7`HGBiWjebrpYN^Tms)~v8RLC zRT1d3!{6iC=TMC!o0<(ujg5(-022Ba7P%zo!x5lSu;&#!E)dZ7QhX5q&MAw~E83{^ zIl#vD7tbzsDprm^aA1j-jZ6t4dM5d4X)ZuF{l_^q-SVq~w_9h9zgh2jYuHiWsm?FL z3%LC50STsl``Thfc7JEZ_v=@w-nf)J#OqY|D0d078EH$e+Gl)01M=eQ;?qqijg}qPk3j(^l0J@8R6q zhfRStbcq4!&{T!Z3M6AG5++MDW2@Z_b7R;YM`2N7GcwlkukULRImMR_3^z#V@0!jm zUS|pU1%NI&Ew1euxqAPwbP>Ki2Dp6@zBz}dy=SVh5`%&&|B>_wFP@H`2Q;4iSk!X3 z`ZY#yOI!Bu$tzkfUCLr-H?~YvLHADlG~n5#8f%F{<6Y@ATOUW!EWc)n8B6J=Lh_*o zh1f+%)7`Q?WN2L@Wg4>{bk}g;Y2?6D>q|cENBq1DR}g-VNR0fcHdtbbgP_U|wQcn% zhOY#Ihg*v5Ed&FQs6N14OFl|IoW*QCqrSto1KYS&=L6Bf$?^5%Q9Z5Ml@4o(@qJHu6piye7AcMtR5ov1JjZR%gmpS7*SJ z2t*T)mQXplhOGlOk5A=>6`-(tq7BV3=S;Z=e*?I5W~HSP!#I7NGZoiDx=;9n`y2|l zR!0$r6l%%`nSLtj7U}cBJ7j?`Zok&*|EHaK`KQCr=rO7G*Ui~!F|v5}-PcruKc*wk z>ZUcf@|r9_Itob0J1xOU%Yv2LD}N#cYu(GY3bKtjTuD~vuFItIJz1zSc_6c8b}Pcw z*HYOK1hv51y1}|{v6NZud5DAFlYqaG{e^(UwRDB2o+`yrLYp&pcT$s@e5~S6?pkn)1umRQw0Kv^Ge@{ZujP|KGJb}h#-4q9n+3h)9r8?RsnPlYV}fx44GOY zYtZ!$ZaEHRW9rDVTdE3ZG>u1M24pvIY6oQ>@F-!U@gaDmNV)RhSJDc#mtm?wl-tE2 z4Gc>&T7vV_2P~3{u3he@aLjcSLbu#O?0bB7wz>=%9ZhEQZ#$)Z)~QkNkEuS&81rXN zgnnT^%J@Tpu^7|XypTJTn?ajL<|no8lrP6Cc)ZqrJgLK*4D*fJQyt0G#bJu#M!S^q zuQ+8Mr^P=k*3_o=S{RJp^uR4|3vx`znP;l{1_J#t3fWpV+H3?^e0INDPWJLQu2yRU z`lz-)oG>=mzi~=^lF&L~$%ifvpy?FG4VAC05ycTY@Fi#4Qr9H_333=B~oej|}L+Q_W>)ADl!9qtNwaEfGCTOy}O5G9Z}X~uW9dvc~1^T7qh36>%h zZ6c{nOisD37uq%&Pp!NL~ioDhN48U)Kun9OXQfFrPa9o2B9tu zpy3NTSeTGHDs-dXAloFL_TCx9?C1oEd;!cjWA0sU*=3RF#_QLR z%8b%I$Ee<8OawC<0?m|Z+bghDA$z7&Ti~KX@j%;Q!yUNn_GJ0a2G}OPPjzmQ;fJbv zRQ5>gA%kZ=^i`9rEjRgorlf?Yb(om7nikK25X}oo7l|giaxQ`|D|Ital(g)d-8u!PS1jt^2(&9H{jdz+zu8$UwF$0YhX)g4=M2m z+xqI0g_NTTecYOWShYmU060e*uFXX#_XYlT5XJQA^fYD?4$w~OJ=C5fi44g~irKOw zAq^Cpv0^gDrye-ow!2V_6RC9;R*^&?j+?B;Xz4K3Ej;Y)Dn`1u>PnI@RV&q0{hMs4 zKDcl}NHYq$b3+zi?5UbQRQ^vY(Ub&z3}^A3cLEuBAzx0B2b ztH5&a6iadn3FL#^Kvr-+&*x2Y`)bh$6n_?{U*ilbWuyUOwZ0I1k{8>THQaHBY$l}0 zz&;_{@&Fyq=9!yI?_zG7U8SGnJpKGrl5lv!g0#4g?D+o;JH;q-#_ZM%9fN&Tb(``;+3mEG1@QeXjgG9W*OZH74Y{3S}) z-_Cwh0&=|W?K(%0e!dP(ti8>3YH{p!FD5lB!}7Eu4c$)ugz&{YY{H6I`!olj5dna5!pbnHur9sywsULjAnwVvvHwiC>Xca$9@`<68hzez;x6~& zRd4_FCx;NlZ8N+v%f_H+Y&K*vH3jpdkS=H?YUAdh&YF|?R#Qa!RHlRrGx5#a+Aq%?QSbFMTT5(#A!%!Y07X&gr zsI+^wV|1)&do;Bv|Ie_N$p96H9p9nl@Sp zxtqflU@mXAFG&LJEA4$jRqIWJ?_XLRe=Vv+11eH1UF4Dh+RSi{7R;it%G%uXW*JpZ z583k?Z06*GE25FTzF|k_9Gp@wXBm64A(`?j4%_Gi-wm1gW%Z@2c;1%x9&Ymo4)} zz2Z;XgXqzU$r$|@T+sPfWqlBunU`1B;QwnL80kInq(TB-)bXoQ z#i8H0lkWj$N~1{BZsU%p~xa?uUa=PkYi1FCoWYUjLZEpd! zCQ_f%%>@Us7fxF$D4MTEW4~3U!rBBQP9Q>oJjxG(Lq+*0d@a((g6HyZoJZ0AhqLU* zvskp1sc8j7N)bvb5)W{*9MtCD9*EGP4cO% zMOZL;@uI}A98dz{)7QV=l2NF~wvm+Y$!k0fiXWryf4O&{IOnZyR0Da-riX^u>Or#^ zBt2fH)|dWmdGPg-ea?NKUz#_J&AdU&&|czh3JAS!BOA<$LwD{0-rB({Q!I*pwYOyZ zqpA0olfe5&SIw#Bc^AKD7w_vwwlNUXDYzdG0SWLa&YmX8rjL@$pqiumgYx{-E>oK3 zn}7-=|BAmlUCM=!NlUv+IZ zvo4lm;{J6b#`1mZtadI&l$ic+`qHhBDeuRGIRk2N24Fi{SRb(VWBLurU?0d>4Ln1t zPrJC$r{4V_#HVKTCru9?q~jdy*w!CLW7i0F3qp?Bzb`Y*A6HNibnnaYe}yQzLDpAH z_55Zqw*-;!jN4{S>9)pfMvewchHy@5s(LIrEbhOjH-wcYdPg2obVtv=l0;dMIHUGB~+-1G&kw_B#^`e6@7{chY8yg+A?e6kLJ3c@z-yq(Za8NV9fH#)JH ziuIfmS7P0mPLE5Uv-BF4f(Gs7mO{~rhmlWow(ko1R8AEEmIhdmQVSA9z?KyX+r52A`s*3plZIAyBZ zphHB6xW%Yz+qho<4d4n8qO=T_^wTHc7)U#!6~!GWsYB6=5Y#=YxFH&jBE$#f=labs zhcqpF?c~s^bM5sc(s?zPTdD|Hdl=YpIbAc!l>F6qW{C)SD=)z9M3o=rQkj$8i&y;i z2;tVsM%5f~GPUJkh+IcO(sOIiG|^9^y*y1nDv*$K7y~lEHh#C(xDC7oi!ccl7_7N} zo&Gn2N>Y+ub^^i^uXdN~)T2lxP4o(x_HS;!v|gwyNw z;Nw1FsLRzFCEx>G+V;_PRh=OlF45;vcp$yX;`G2hj)Lsg8{0MG2(oAyd+jM@L-c`v zGMDd184alNU$@|Zs`-NI3VA`4KO-R%dzUU%Jg|M}G+7SOQSYNg%vls{V+(DShR9B{ zAP>tfjwrx{uEC)PlLd}{ zUuWL`sVu$!=)ar2pRm-Na-EmM+~LEV$d*&RFnv>st~hEZg@RC4%|`d#_^DKl8yq_* zsh(~AZ^FZD{7H@~2@SsuTZW`wt-7dqCSVa|lLIQg7$V3PQ`-U1AU--6g-G}~!Zc9a zA-`JrhoSuX!*WVCZa&rbEjU8gL5~XRd4?Ir=_^$#7pIHJ(8P3JKL1SMX-_$fw(d>2 zJe++=cR>4Ox^tRxC<;l~qGJZbJb-w@Jk+(+3&viFa+Pt7k)#qY<4wa$TrHFT&A(6{$T>?CZ zwH}Tst=i&mWdYd9_@*dOIMUMf6+gA$%AZHZ^nUhj*MstnQW9-X;dHdcH!u{kQo4@;`z3T5gED9yuDMC)7FI4b1sw3W-Uaw`MFtQr4QCT+c;BR(8mcmMX>HJ zcyWPYS>U~Sk)ZACcDKbkV+OS=*9GcOdXp@8`MZI|qx!r<=ibt%S0t{m)34=me{cic zvK=E<-tLUtAV*7d95(2LOh#PdXzIQL;A(pMmUn~Sdwo7*|M&Iybb8;M=RFCts7i61*pSPBK_!Nopf$q z6LzDVG^83xpXpQ6L}3okbeAJ^Pk4ES3pD`mcd@e--A^^YD~`6oGs zj$++;C(u{R_}mlj&7tr}>D0z(jA^l_GNTaY#H_a#w9aG%x(3Ac54=v(onI_WQnH-+ zlKBkqIhrLOzeaVw=@@5F5!04?yQi`Pd^9`H-s@9$KXRvm)$yj8%%Y_)jr9O_XlTMv zlcPj1!HWx{64$Vqe%2`jq0uhmf4_yX{0|UWW0X8d?2RH#V@Ux%q&>=g*mdX6f?kLh z6LaD}tm3cd;BIa@ZZ?UT=NVI-Ict(y7UhNx#~q+ddKNDP?j3iO->|;e zCx(OFWlrbXIXi6g#|Lzua$qMnQ}RztY`h>d=)Ry?!P7s|@gQRoLV{sskQT~AeB;ss zzk^SvKK@>seQJfxAwT1qG^SJM6aA17jx)Jq%QP1tLp3U91Qe+WNn~A>?e&8=R-S;z zFi?u3tLZHM*kD14VJm4xi12zLL2Q`u`P|D(y+3Y$nZBwQREq1jVf5vSo-iYjL_1{C ztKHAj&9B7_7G$nGn5$rzUY=(6&*-|c|=gValWS>vEHR^oJWd$zimrwP7 zjw`0l^NS$w!zODo>hz;$J`Pz9G~~UOs*%gZ@lmFU%iLet>5e<+bAmcbh5U|GW9n2! zn`ZBK3uhZ)3YZpWW=V_j$#6y2<`X00S>b;npsM$^%9G`EMS=ctD1lFK7=!Ok9%kbF zcMlrs(L+^oTL9OK_44^b+Icd*CNVJctUu?mbM7#*_Ti={>MLYBVqMRKPTS}`T%@Oo zc{cL$(wyQNyOq8e-kb5}F&E>{w8WRziz`B&i=;QAaB;_(DYkytsLnhW`vk618B~l} zPw8`M`@O~i|7t2fuf;Us=i;PG+Mc*3G*??mpuW7S8hK~i*6%nzcdUBJ@=GvzcGde$ z8PwDO*=;}CL#=3X{Cu4Rx_E5EB_4$)OrGlM80<7Xq&^$1z6<&8sh7V;iT7m5zN<@d zuiclpC2o`=9D$WLBb7@!2j~2C?f( zrF{LamfW1J$vm1bL$d7S&M%O7hy0!;FQ)ffP*JQcs&T#M(ItgT)8)0Fx~(C%#R?h& zfz~#GomY8b_e-7I0z-B-2U;DymO}j2vkx*6aj|Apq*{Mvlp+e)tUR>EV2=_HN9)#M}9A{ zyi=EV+e8yVP7q-V5r^k~+*4yJCIj;lFUq|CQqh~4GoTJ`sYt)mHXtnxi)L`8Dtq>s z3rYU;TjN+W&V*8=b9 zvP%app-`LxP8Rv{YJXY)Pppzc9c&GvgHVA6N6}0w26KMsd{D@k{LXrJ#bZx!Ai>5}s!EDa^JiafTgp zHYEU3F^!2}iQ)a&7QEpmqR{##4PsznWy;-s<48dw{%NiU_d^AHW>*Wro%bt*JURvs zRs80R7XgNw{1=foe+aNh`*5igtjkTrJbdE3U!9i_ww7Y%e(hTO?oOacBSvP$tTls& zWWMFzj*>BKG)SmnXkzhj*A83fnu9Z7a?@`sr5 z4_XHCMN}9j?HIrhmgq$ISSbGf$o$*)fG@c|qem0?nO;8a&EQR)SWq5g$17vPE?jEC zp5RQ-1+p8CeqPXerG~PM^&{Boj}G4g+W;HG2yRm20FUu&Xq`UGVrr;(QBLUNnq=o& z7x4b&?~Cr#jxJJ@$UOcdginq_ooH8^XN@_)h$CHN$R!v%>rg;!;m4eynq?<875Uw? zzM*Nsm`5|${{ehJgTH_4!+`b~P?!Ni%@*2YS_pckRgYPN<(4J)+1fgBdlW)0t;xBb zdkGG3h7;|_*`76oE@*n5vzS@>uv`w`ab0=W|1v25^q0O`zVw_kLOnq4fkl4#9sy2+ z8sAO9Q33}t5%6-Lt>q^evTB=Y8v!7RXSWk;3MTV17RDShf{8e{jspI@1lJ5Ejv>Y1 zJ`mt{Or-|p`U5lNZErhL?!SA!?B9uUy;jaNS?4zZDoUr>J_$Hv9Uc1;lzBbA?Of~h z^5zX2!a0qXiFia6zGfK33y$x7;X*DCSr*`QeQ7yur%XB9p9ncY4<+NUrl60|W4h1L z8NezyKSzn)|nwY{>XfV8G-YOX=FN}E_rVFY31xO@Mj<}2-u&Lx2~*J=-4`R z^oX*A5le=HY?}j?+JUpMhs3f1A7WWzPO$IxL*y}CLm-?Cvu}Sr=a#e%A_rF_7?1y(K{l& zwahAF$|jzW5lpKn-!b$C#*c4y33r6nIxFMy1Z$mW!=<}r@2Uq-$j3iiR9yYARke)tCt zmAh_VEW5arHphlsA5D0vPUlkG)2^|Z+7H-76SEFy3RZLilpA&@{veIw2>_u$@A;=Z zRf-A86K&lzoa!y&c#B+dV68Z~5ETXtFBkTvW>F@81FrVssNv))#$`j*PT-ObopPGD z>RW|_G1Sg9QiN_qdW~8qj+qP775gqfQ$2VCm)F4MU%JN*&zIM|dQW-c@#XTh=b#@O zj{M(cYab)fc3|ye=o-uh=M0ntgi7JmZYIenATv9^D&(D%Xkdc_&92M*d;B;mCCPzVA6)?!99N z@8V=S{MkJU=vV}ha4t6Qbo6>jO>xJ%90wC76gZLzs^IospApcgjHL=Fcy^>W zs=-a(zP@a=TmI-FAVXlhf;Kw@)mz#W3%j%%-G;NMG%L)P|Qc8phLg@IX>Ot@zv zsAoPTVkYQ2>Z7PIPK03~8pL&QXBmuF1eD`Em+-n*?S7$NUo zoGRb{y@$(vcP*Bk+=suoz)d`C+Ubb4bzLrsJ`vlG9iG7|XvZC6eeN+Evh>i=+^uJ< z>Vad(nsLae9-A{bu}K9Fps(Q?^Fu?*2hFwe2t3Sm2J8ix_lm*LJBngskl^8^K|cl` zmk<1T&-?wa+*$6vgT7M^GxQ(BR4|^CSzad1D$Buxs-TPxvKgt)A?*Q--Zgz?1pxSUwGfgW4Y$8qEU8%T9Ct zkA`R%x@0 z3Na?`7!s$u`Ker{iLne|y06nx=_{qCV`hR%iSY4GK>~rM9QzLd#brx^N?fkAom@G4 zh|ve`bT$Hmn~2lwOYGz71+DXN+cc!KkyG?zWM-Lzc({;%vUGcUi6P^$Cu0FH7+ zy6(v9{EoTG!#M%r8>x8(AmzQn6@1-I*VVz&Wz1#Ls=VhjAGk5B7JzEnM+BR7KX%T zi?+z1<|RkNmCqGiKr**Kw5Qy3?Ah|QC%p6wnE26!M3NG$A^X&cb%21_^QLoKZ8vQh z07N8WjouV$hTs}vauF7oDhj}WUGs$yVVE0mZoPG;e9!B4mcx6wGmks(+??;T)?IaH zmTo#raHriV{}Q+C@+biHZr^Um`Jeg^2_~Bt~ptoe6Mb zk(cR~m*JC^YRwTz2UrEppQUnEB7dHHD{?5yX*@8B%|I}PeDl&3p$9o>dbeEPV~=F9 zeDvWfWeFO}-YXi4+a$eJjRE`6;6nvgkkUvZmwZL(_P*3@TzZ5KcO#BJJ4~wg;z%t zHaqQfx^_PZr*oq%N6d1D+EYM_$v;PJP23i`udBCax}g97KmbWZK~!@0X<~~outpH0 zR)^%d(Xupk02t{jUjh-baEX#3B|Dqg3?vFgTIzhfXW@DFP787X@y|eF%M_+~6I?;eQz1jQFvHfIfUq zxrA_L;I&@(oOUUok_VSLLW_^<$gq0K`_uc%)aqF-Ry@b7{bVWuW9vmQk}iRQ2$h?B zl2Fw(IA}%4AVfqqJqA-F2*h&&RuFVDxB};>L$r6aQfBk>tL5(7=gSu#TPe?+O|wps z+b{&4DySobat|>{D^fyd=x$}3A7j)PM4eYX2CdqOz;D0Em^Z8Q8z@5c9K5vaOFI6} z53ZKC{>=5|(WzbK2uAMBFglz;+bOk@G8pSZ=6M<*N-{t=)piUgcvGV*=>Sf_O*up0 zj=|9FDiin5!-RU1qn2RIe$cKZG@ogWpzItlbY!vjO-AB72?SoBI3Im6xa1Q7@}KzS zRk_G}&J*$|rzU%)#@xtExG1LFmA^g8nT6pj^D&Ph2=vQae)LfJ(?5E$eD;g<(i_PT zM94Q$WIo6wEqQM~+Kv@;%fprdAP|NS*Wyb1u#+$$A0gwhpaVL9bUF-$4}*QV62^rU(*o@oBVtfaWR+WxCH31o*5`o85n$+p)^$ z{Cg|sp+`4SMnrgs8JNO(;U~HZbZpSk*_cA(d9K^@(qO15f?V(!0wO>X0OG0w6n)!F zyxD~|DfeMHcC=rvKRhfac*%tF3A`GieWgTPYcBIu6*NtRoyXT&{cY>aPLamAAVx~Z z&Hlvb1pc_B3ZQ!Q2B~T8;kfUI4wTD#xUV0%c>liZe{Ym=P3LTI6&dSJj(>)S+&FWS z&+*tj0Q>CdYk-ihdeP;y6~lp(=V>k{exa00Hxsw-2k53~6<))jV(>2pee5Fc^{~tt zoHM!z;`JCol-~}X`5S&O;*;3l&E?|M9;gG09C|)HQfbRc3j`?sIG;#!`5`GFZCT^U$d8Rz}c^gpPMDGS&1 zVSf9m;^1HoQlq5yEfa6l@$FrH@{V|T*=i~O2Z@%1%P>9Y40WJo*`)7kJpc03btFscog>EK2B> z5P#>am2Q1RD%(tzmY1)jt@3k|$UJV;_z43=T^M;hl8LeUXstT&1sQkUwwpV&R0dZ; z9bp}@SpxVY2O&sb%BB?&orf_Zr_qQ&XUx&m5f_>U21jBoPvtsO&`}XPi~hjt=AP?s zml%V%65su0zo%wrDs@{o{lAi4r;Ouvo~~U?ey?@P!M$d8@Svb7VNc{OTCu;+4bxZBIkakt%82msP(w4f3G zm965ckhMXw!BB7wDS6nWft?RoLPg?EQ8niArl9PbsCPcf(Vge)B;CRxjBiKw@wSwg z@N_hf^v?1&m;SW7^cVojiD#K@NxOJ!Do)(va-1W(m*Ct)qXD=O4-OrpHncRY!aD%u zYk)HQJl$1@*aOz}Qvs`36*vY%nLEO+y}g>?r9wX~c*XT<0#B$Gdfo#NGaByOcJ(>z zA7Dbk{rb!xdS1d?a_w%Aq6NI!mgOzed8tiZ`hYFAKu$X` zK;+ckK%x7qKTXi`q!E1#j2F|)R*nQjI)Bafv=~wA@PUCFrudelM3a#=((H^Ch z{F0$NFp-}uG@!P!5IM!iZ<#MQ64l~yTJCtu$7><4(>daUHX}4GjPQ>3j;th&AVzB< zc)Z~U$5ps)p2TG?oZn5rnci;p2H5$JX(9%LfE-;+?Ps@xcWH$bImm1K1AmTC0e}TT4Cg8}z%_Q!^=ek`db{V2DoGHMOBYHSKJiGg^tSGl$6-M3}1tkjJx56|XdPTv} z-)Vi!Y^XOdxG%syX*s~_&KBlqIa0V-{TnBBlzPgt$d9YHnM;hJKjae26k7)FL=k<4 zk1;J>#665&x&78*Ie6P5BPW+Kk(@WV_#IPla!SL{ZPIau5zrYB;>KVDLY?u&IA~jg zhOKm8f<3mO=6l1_IOhpo?Dz_J!(qMS6K55B(t>6T0!TWJ2+>)hw4JW1fHq~qo?@RM z1}<$8yIXz>2QBGoT4-tR2KeTHv6IW2h_p{NVVFp(tOE(Wc<#4+WiWFS5Z&^f;UJd+ z)@iLmx+p`eD#A7}t6?Fya6BSwylAsIzrn#NFHYx%o0sjpG$V{6Ph*P7 z7lFXbMi^Daroas@F}aGVmqw#9_&9RMyWx$-eo!nyB*YKxDD$eoDjR{^D=^?vq;XnG z`m?Wx_7CRcqtko3v;-dO=$6i%#sLi3a1mhKNOX$7?1zzli6CMUTDf^_Fe}akz~kM8 zJ9qN(%Uv|C+Exe64$K=g42Bv=oWqj=D1wk|ZZqi{fwv)V)VVG%$yeN1jm>nPw)yiYm2T;OA(nuoJ#Z{v-}d7Y}qbl#PjFy|R2RGg!~e0qt` z2S5-h1R>A4<<2rRVsWAd3@Pr@7YBK-0u5FsApRr#7GMHkc*RsE3gNO;12mI=ir~?q5Z4nwQt^A zK7)Jux~?3(a~hu`yU6@#0n*W7wHV#RyaB;dbQWctf=hkMfy)Hpbe6yqyv0|PYXwM= zk4IpfL25%07$^!F)W_Oi7-{+;Zy7;feP@|8l1nif{8KW1XWqLCJahO;ZDk7`TbY;| zg_MFri~K9I7*3*Icr1{QJ(>+)_og%=&;rIP~PDO#ct;#voWDPqD@AJ?zssu9xIg zP^|mC%@$x|uF4MwCkn zb{RZSup2UYSx@2nm&%VNNGz_wjuEVI?|%XB6g$LT4$Mo0&{}#PJ2@LXxfvM-#^|i$ z_jpgBuLT>h)^pR*eF!(9T(bDEQCYpf)6MYUR3C$kmte-)E@uI;%ZprA>Rv#;NQC#_ zo#!SXW&*yiU~z#>BIKDj1Ia(BDI5b(CT)72qcSiC8sWB?LZ`KXs5SMLD#dmRElBcd zmjZ9TaZp}B;=Iz6)qgsMOy&CC%~{<-)AnOh{^?8^Mp7@Ew+ds@k<^i&xH~m;ghV;V%&$3Z82}naWz|v|7mU(bjYQ#k7#Sm3VJzcv zf4S)>s^XSko!?u2;~o0c>D=DaAIim0oh%w0VqO)!wWcl$5LW)0j-#~%6tN=3yu8$x zyJJWdvEsbFc&!(kj6C+M!}v^q5#FDLa^~TUJ34XCi`J?l0-8$H2+mQ5F<}gSMuaJz zIT#ugmQUmJJV>(Q@&IXbC13@ocG)vrSSV*!Z!Vww#_{smr}ma-FV2-^-X!E3ZWo|) zXl|+8cJzF?=8c=uRKKz!5)K z!jY$iLk7+K6j_WA3S6TCkMdvPlea5(lqbk$3DATNWT;fDGOs4mU~Mj6nS^Ev%*$0@ zdH-y@u+@z$M|>f4lUxkAZ>=<#!C!_`7MFynv3~usVWiNL!B||zC`MrC3?TvgBvV>*dKhO6f5y#VSp zriiE^Mg#9Wyc{nX88T`QR?iSb&hhNN_|MUndPe-5dSR?+=9%SN%f}vlMfrrg`Dn z*g{-AfG=MyZeI4B_IWwA-$xDz*uSxK>;ul3cH~LOQh91yainxRso@mXcF`7nN-dw8 zC$EAdsU+N#-`jibcU>tjfAC=WOJ+UCD0S8Etv`Mo+g#ZiJ`5u|k!~(l|J)ymd<6Y8 z$>@rELiU9}DP{nw_jQEZ?7+d^SavRcf|!R>hL+c=^N+7Qvni``Cf z&b@ce_PAU_HJ{l>OWE^R!1=oaHwWiALDx`bad(}bH~O#%dH#h1<<485Do2k#Lt6vNB9h2{iP1oiTZ}0k<>IiGG6I0) z%Trrwx>Rn>KU6blVhJhEYf0M(0M!V@8kC@`0TPvhhdivIDVQ)bILDF0Gi5jL^Y^E^ zvRj~`Lyq@4zVF&|Dx;EJ4&-!PM~*%Lr(-$-J4%OH1fHnJsa7KL=5)+`g3@CO?$QD% z2Gh7SI7I;P_F=ujNa=>*R8M1ZXP97MK*9M3j`TXWy}^LoQ&{2l-@@|%t857NK-fmq z2o{$wl&Rf!l=puAZRJioiwB%&aQV`ea)IABxWLbg`8$LWghxTq z9?B`-2qWCYw)Ic-5HDzxC1kgi992eXBI`6$xd+*({mMz2x7=!~RqyIPdeFYrbJ~mJr9><-c=(dfC1y@+p>i(HoxE)GF7`+sA^%*o zvu#Vg;VF=wL;f$J=sM&M-5T(HA~V+fI=@fg&9j`?^;kJOeI2KJ!#TOd5KgHFyMHs} zjTe9ViPx6*eCp-psndsfo@GaQ^30X;(dVf!@HjiuHdM;5P;E^dudQ&PXvXpa`9{)PX3}A+#%boIAv)Dpsj;WmFH4Ud$-a?AH z<6eAc1CE+>p3On0>sp@Ep?G|jHu*46ZlHNjg1g02Yyj%uFZL-E=`twt1-)hbn-L?7*afZG!Ue%PJr-VS$XP9L~NsR zZ99pyrHVIOi&NQTC2U21rMHXjKls3o@?~_KxA$n+?gb<+-Np?;gMJPI1}dk-HP`}+ z*U%+hAoqDPKtyMfAoW0yclIY{+gQ&`k5P5Ga2qgmdhzT)TqEFIQ9RE8^g$+kA48uJ z5-Fr2SmP^>LLw;!qZj(Tpfq~nZOZZ&Qir0K?Jkx5TpIl3=igp_@!hwVC(fNKKmXnR z^0N;eDvy1cy`c|XDIY(BbGuV4DeUKIW`XZHx3j$GOZP!yxx94xT=}^NKU;p}tzRfR zjt}^agWL>sPT)QOLk@w#awa0sj^OSMBc>{RealY73@vh5{$OJBmbNofWrrJ3Y%znDsVa& zy8I;2swJHqQz~XP*~N}S-(45P+ra)yp}(O;|;{cY$AWD7jpvN03`*- zjt0hH+J(5OGqCmH$Mbmc2e?f6EvhG z9p!EwdV0r?A1|jbtduXExKzIQ)TQ#=<;&%7PSS?=;nSJ&p%XjH(x2R0e&x+e9-1{k1Tex$olQie)AgL1svE@We!5=r?1AUK8gV0$Uo_F$on^0R%r zv?%s8*QC&}`tH@eJlV<08MijrW+2EdJp*j=l$f_D(QViv1q&I}xw+?JEVN;xz2-TYV#zbDiqNK#6I(7)4iSFb z!8lKQ*Xi(Y*ac^{6W+!&<7;p+G z>vNjtsSf64J=f0hYA@homcZ+x?N{Ol(muh1m;7Q^pS^_$YL+oY%-eG@T=;T-(0*uU zdlpZX8|RnGSI$qBedzk)#bNn_4?kUQ;r9&Y!LfJupuFbgyUN~ObLG*;FO>KH)l=oh zn~s%-zw&(f+A|l+*G>+~BhOzhAA4?h`Hhb}P~P>%3+1}mr?3@XVQDwexX$l3Lf$f9 z@K2~OK&JmwGPU1HWuY?S$ZB>V5`ftCfho0833~T zkcu^Q(vo!M_|_Wvmv~DNC@7p`w(HMwJ9Vu6jx~$xOsDoXiK#x(I`KJj)AhK%k9u@m zM#4~5TzGdGKtLgY*w%5uDDKk1;E`*(WF+<(VkV%$ph#eR8;@zgi%17V<=m+BiU7)# zuD9C85(3qG4}kb-o3}VCY}!)qNUYh)(ha-5Qr>Xvc=_{h-d0}VGSV|A&+yjU1%8%X z$K`R}mmMx&d;Cm!*=_sE^Ut0u=bt`R9(cozmFJz&+1Zxho0dhXDXiCCx4f4mLICPb>H*+vIv(T35@ehbN}=cr^=r^{B*hL$Zqs> zp}g+y>&l%s?WKpMyyyK-mCGysfZ0^})Zd&e-#oiq9wF$X&hi@%-(Kc^r&oUA7d~8O z5Av(h$TjDZa+cwd1BnXc>QR}ew6YKO!(3IMalnc}CZXQ$4T@459O_+$q21*NUwM#CqUmz{&fCgA`@Jaw!Z*qf z-|+%+f?synE_2<_{Q&o`B3L;V!B_Set%Om~{cchT5iN4s-mTg!@1@!*plsfN!4<*Y z>QO>U2>(ZZWU(ALG*g~Xzu}rW(1}Om%n)Txjzjp7*I9F_Z(lOd$A&CtA$N3}LBqB> zy|ca4O!gjJ=+nHxASTTO18+`pHs_LpGd>0zXBOI^F0QTWP=0c(_wt_@3|l&Tj{Q1e z&J~0|%U;8=Bd5zxzV3I+Z#?n~VOLK)bGGbdwBNsbuDrm{zrW^HN20%%*udSfIA6Z{ z*N>M6UU`&Dq({mRyyif;bb6KFe)xKM_^I>d!%tr+zy6mumv?^O2g;oXhUF<{jB=*+ zU4V=Ht?H^q%E*PhJ!WdhddeYvZ+yO0Zp#3m4XKR$I0C^U^Um0CKq%?_OrGQgCv=*W zkG!%a19pRgZ4|rp27sP(8w`7h<9qIP^?2aNj^P~n>Ti_;U5%SzM%Bd28`%s~8KIVl ziW(J=z~nV^=|RVU5PU-mM-S&^)2`<$x-AD!s5f5ijai_?6g^`LJSj+GNFE=RaRagP0gWqu&!$`Szp z9-Z#SW+-$uVo;Hk7cS>!9}K6Q>b1#Zz;EZ@!9eN$Zd6DZ~24w-B;du>!->bcg&uJcP-K7 z0M%lI-Xnc05YG5{nUF(WEY+D8Wb^JN<{7NSED8b>@u2ag(|55>fX zX>&aO>f3M_WmcGmyEO2Y#__t{#?qpV4s4HHdfgb|9eS?)v_EHLe z6G;geSUl$RFsnjNda^JTHqSQy&OI7%qObORfij7=CWA+m!sIHw^5Lv%O_F-JB${yz zu1U*;dh}{|!aFt(F!j`}@bm&5M32zF5;kA8&Jhd-!oY)R#H>;XUJkD&+jN_&U~XB zKg8?Xj_={R|4!~A=dmFMi_2`{9OX*TIf8tTRl}|wb7lW^`+4_2cZKo`C%0a|t9<06 zPnAFX%4wPdp$)KCXlr2(0JWk7<1>Jt}GBZKXM71O%tc z4M7YD__!IUDk7pG?8H$Of>UQDy2K}VV^pVv56+8VrkKiuB>B_n{iBT^q1p>7;?-m_ z8+Gz64C7C{Gz8;9A?^)mNa7Q&2d}TZ@#*sO!;h4mpIt8Re&*Kl@bkm+@N?`Xu>9D^ zZNm2-Tqw8Qu%~?TtEXA-!_%cp<)v5p<^3Ofs;pe()?@A;;HMFo5nW{D=YBDqe+f-r z;gaA*HjysyLXcH{MQEf4d4_Y}3uq?G)d>8;GnhtYoNO!EN?Z|`!Ry$o(YgGROx&0R zUdzI*D_zgWE|_kk4usK>#A8aQZyI*w&QV(z)Lj#cYjXM!Eue{grJ-BvxTw?0lRZ?s zE)5*r{h@Ga=hD!p2Mqwec}OVvLt2!j+ez%cDQ^x##BP z@~c1fXXV%b?WOWh-hT(1U905>uisf-a&%_|^;-@vl)%|Ux&WFT;%s4pF44yOT1V3)na+}BB=KkPH`PVJ~D+I{Lm%=XhZ0zgm*LrP~uWbz>m9VGrz5!T1E@RkGQXywM$3Ug3zZOy?J@nh6Og9XXk zUTv*%#OZs}SG?}7(kXDAACC_E1eUV`X;Tqz-qnerB_Fx&b2eg~&l!jv{5tBidkWxX z_7T^bS?i12GTS?oa4*5&;Vr%^G2?(o`+*}#&m~GMEpYz!#9x?^JR);{aP$&wZ$0)* z`3HO7TkiVo@$&m$dQJJ%CGJs&{%I(@{{)|ByjVs*q`_5^M^9ZY|HHp~G|LExd)W2< zuEQ9`6`ldO!V=&TO91u@F5&!_`NY_TGX`&**$4SIMKI>5NV=(tqFc0a9$fK<{&W-r zr*CmKdDTSs@@}^ziF_(mIm_K^dnZ)R5KJBv`xT++A5?d~WjT^l|wSr}{je*CpnJW`@z?Cr9l zuhf>!Wp5k`Wm%7SbZq%%TBZu)3Iq=Am=T*l&}`2V*c4D^98L=PL;CSsZ3ZUtzOci3 zao9$=q-@+Qq%ptvyNlmE_&X1NwY>b;*UO)M;kNSU&)ic!vwVz3(37=@7$9M35`B*+ zd=L~fg}dj!%I(45$x5vE?H)>pNAb~X3dq7^xQF_P0;}n9 zy@C@!TYPCuFcmz8Gjf`-8vVkztmjMv*(z*k>eSk(Q&(L_+BrW;ev+hl`B9q*<7QXT z3INA#Zy8GCarBJ|r8AF!LIxO@E#Zzb^<&?Cuh9S3-n|EZx83zY-_QLy=j5D(Tnh;l z5+IIMsyDn~zJ(jLvS~O|Yx_qYj4X|YT zP~-WBBMrb1B2}nXq;4VdYJK1!8e)@f*xSLn#Ay95U%A;SESp)J&5~HF2U{rR^?C1n z6a*Wq2-y^d_!PhlCZWoiKOi&9$}|R{6Q_ z<42%2ETme73Vw`{G`s+74Zs-Aj9N1+;ER=0m`Ogdu03(ZfG}vVoO{iMEA<~tVVwQ^ zj(B>1 z?CU?Uy+2FlKOEUn2Zq2T^zTd3C!W>_WVkf?GwdYauoGb8#HR_~xvgwY?6H22Gyuq? z#9IBK*IcJif+)Vx>s*{d_MG)$FJDd%%%I4P)49)NPu9bme!JtPmZah8-|41-$rEKW z;$F8s)@9Znj3}(S0<2qL^`O=oez*J52pg#IDI0DT)kI;pz*V+05FQwtz{U>t^{ISG zNza{2ZTJy~l$8gj5KqQv$#(OGdZdKi3#l=}-^9t<_`p4v_xQi+<m!ug}_6om@FL-QfM_#&Nj z&SFMBCP$Ppf#Q~K`6Vyzr^FwY67k_no=z*uVulb(O zY#+?5fj1d^1_d2IlIsU^T`wgYDCmyEhc?nG&sp}HdM47)Q3O3WI5;1EL1UV@D zDK0Pph@zF@=@XplU|*Cw%Hj1}%9`ZGaq!G-aD+0LtZ|h$>8Lj`@eAgJl(k=j-O8vJ z*nvZ!`Zz6VMyCMabp>t^c4GgHmGVbb2ce~zmi zTvOm{U=DlnB_VZeNV=)viS0ul$o{#%Cp><@TK24t%wg=`dOymlB}GMw3Op(g-g8Hx zX3`CxcldicxyF;gC3pDGe6-g2r5pnhX9gl%`2liFNuVq$Ox{Xaa(X@xC)ZtgU{9G+ zj0u9P`mCR5KD)j0&ZoDZe9ODG_rC8H+oc;1TKW+kiEoq_ z#9saC$G30!jvF2Ae`Ch1@>*HoPQO2|r1c{zpMK)T_Ms1&BDd{5tnY@=x!{%P@`unR z46p8{JL>941E7GCs0i#N%(Xu*v=4nQ1E5K-WsWdwr78WTyvcScFTGs3l0}wT7JN4A zqh}ofaS%qp+C5Io(GlNJeH1qAPM2XEy-95v$cjCT<8G%BZLmKd}EB+K#pDdvsh&q6mbho03zUm{rF$!-CcF#XvN^sDXr|@U*KT{)j z?W%<*8Hh@k$GhAY(~rNM79D=q^4>h97VHI(f#B_#ctzJ4$vo>=L=2wQhKbIGAo)T} zyr^sWz~%^l#IjtDh=(2c9Q=xHD7?DgMm+L2~atilwgt{$~-|? z3_{E5Q+cWN7yzl3`|g@DE=mlh1Hm)OrBr3iGlocdY3}AFZORzQAk9iUm4P|30dq0N z1JtKvYAi^aHuDh-$HV!3EXMy;-*|I-#Wy|~MgLs$+WypQMo)%EZ;Y{cI=P-MJaw6x z8mao9BWv&ai;rx7|IP6J(rS@FcKD@D`a+rA!{i z<8~H-tZl?8rAxg4{i-Z zaIu4L*EaA5VhFmAUtoF5k#aEx-32K1HLGFl!v`|Vd|b{bsCsL)?N7nT+)RsZs_}Zf zp<8k7Z^a;7Wn>tV;J`c4=l6A;>!n?cLC9gI0lg2m1}N33Ic#yG;`!fIRK!I0>gXQ| z5@Ln!1rz5hv|g@Px*I$nOh#I$-?YV3ucelgiUGN+;G<9j4Gt979n_WW`MOu{NeLS`M>cW{ zM5&eMkB2~seb}4dqQ5?7i0SajQF{jH!wVOZCc8>xjX#q&#^v$kwa{l?YE~9}Y&&u% zgMYBN-TwavpNbqrSLzi<_6}4K-~>hOQ0U`rL|ch@?`m>4(cBFTo)c*_9>ATSYItNr%DF*`ls4)*ev!8XR?u@#yE7 z0)esMX(UmNhBB|)cqEE0cn;4z&XKfpUJhHeaJdIhNy+8G2Sz*A==%YVxpepDRNLg#rBR-jXd@}?LbO&y+syzBYD5-ES(GFs<*@ zj}S0Jp<|k=KGz_Jq}7?+3wV^IDPro}$YcB*X#jv*tz#7nP(qPo3BziUSj>~G5~T8Pr=Dx+ zyV}s=(&d}m0~yKWAy9xbr$e?XOGth@WKCaRtLw#{j;J#v$__F58nKGCvO~ydN)1vA zO2WG0O`SY&lU&|tBagerB3cO7jw;jA7#C$UFdq4%xP-u8Dqg->Xk(DgegL;jCGrxI z>H76JhEaMzpx5;dxlsRGQFN_&XBz^S+u!{Jk`CCbmiWd1w4cv7C@$^8`| zwbcGnxYRUv2JDy#>6co9H|0@U^>GL4`WsFUHVh1ouORJ|Hr)WKKc0Xxl{ZQ(H)V$t z<(;!BylLG%S7VUnVNQ5C&*V7+X|CT||CN{W=LO^Ky@?a#^CVm};t!}9(YMC`MiiU@Fv!Os#Q8{HKdon4e@4L4-#8damw`0y z{~qpTGQljSp(SCXsIjpP>X=HdtVf>lZ#=!JyFt+9(KT~;i(hC}w=)IxGio_gf=qIB zOAd3`M(?ez)HMK&!c$zR&AHfB#NkcsQE51%dqCaYQF3aq*Dv>AFnG*?Ggb2&W;LB$ z%T!29Ri`w+Vy3)h6r>-lf_GtzCon2LT@{{(oq)CCpoBH8b51?mJ4nk8l6qW=+rLUx z|BJcH#&T`xJ(r*2Glt@g{tsRYyWko6BlpzGgLF1)UC*3JOP`NNaw`$$RBCuT($Ymi zxi_s8DU2efTm>g|;Z3mUD1ROhpi|l3?Q}-h!B{g83SRE}5@xuxWehO03taZ;=Lh#1 zm9SPHEyhH(Ze}WOsuzRgBPL06In#a?0rhRU;ADAl1(4DQpL!a3jxnk}s~=PUbb*wm zmq73sg=eDRl;2A}T6o8`D7+S5JjKtjK~{>z7{q|y2n}@s4pvW=8$qI4t~B(@X?|QJ zghF|aH-zoD;RMHhi9) z0Y{7}D$juMQEX~1w-#HAIFynKg{KW4m7Dvi=fuEq)N}A!z3+*qIIxn#pSn#D55h7G zo{h3na%EG{as5fPdv3in<9onYS~!jIV*n^~>k@gIH40N3T_P>Ml?l`OkMb+aAmAf8 zJ~*iLSDD2b%z4aBQSnLL5(Y1O?(Ow8q1mn(U@hevZNu$6OJKR;=~ zO12ysgcAZ(^?wb_=v?_s!Yst{kAnv z8I>~Na%kC=txJQix@nU5k;EX?``>$W`>Ky#-roDw55@r8>7byGesQEJg-?Z0KMLfY z@=+ao0F4nS#K!B+D1kv>IH&?Qf94IA3gh~eKaCDd1}emqOpOQX7zfvIkZLKhv=m*+ zDM`+g8N^Vq%DU}q&+WIQdIae&MQoYV4q8!!xt8&7#|_~=F6j5>WL3Uec`Z^Q_sG09+Ac4x`; z=_vJycm&tuMKCyo8!K*QfsFw~GYBnAd~ks${otkx-1!=SJ+GO8F)B$E94UQ`mU`tt zYR?TEsAgN_cmy}2pcG(sEn?i#0wfJ(UW0%P)zx$p=39RejJE6?#-!zWr1ig^K|c$g zxc!&1D}+J5F7-`Wya(RE6*DG|P8mjpZW(P3y;DAASYeED;3aw)y!CAE)e*IhA8>U< zPSyZsFjH476{gHpUa(4%vsujavp;uc`|agEhIQ+zB2BMm?+n6e2}h01jX zC-j}yvod6)aN_a{u?`yM!mF*%WS;v{T-uYTDYnu7ploD2gbm=mVk9!4C5q^l4E6Fdx-apNhvnTW)&!^`m#qdPMuS0$Jt+KG zlD-@zkLTAi_~-3EYXo9TlC~;TQmYrbs?#XAn0vxrS9KCvCz*~J2oU3mr!}aFIGnvS z3;jxVW#z9PTKM%vsl(SL@qe5=za{baMetFEc$!B)7vAs+&W0}D)1%tl>id#*DIO)K zS`^c@FpF+RQ7Inf)NxpgaS&&hq~@gFV&DdnJXR)Z>A_u!KX)^jNBQ{-;tb^Fiw#K$ z@-i~hqElE;yqBO0I~Q*D#wJO^tU{5 zbNhjJrw;j$jyk|=q*{4X=HkgvC=|xHhIQU=k2oD^08|JOsz@o7;C0Z;wId0TlycmR zQbD8wk=X3N5yZ8UrUNr?8V}%PcEjZrpNWE;d;qc(GDJ&@emX*bIa;b;e^%=s1Hs$4 z7Wdg&1olAd3}(L~l(MnM)ZeMhDtKW+Afy$|w&-zD6VEds&^!Q2Q9%xD7*y#S7vTyr zx(GnD<&IGE0;pk%t^uIDM&-fc=J#v9d465q`0CPi-+)|e(b2AB7!eq)y*!kAruU>t z9Zd)F820ncwEowxXXH5jf4Fqx&*TsE*u<%4kPuFOH_*r5ZgfvL=H zk(P_v;m~dwo>>#&Ik02{?@w(1_-C(fulTlPNT1{5dGbI?rr6nn1=hs_F4yA`==(kx zx)4A<60g9#I?uqo`chQ6Vtx}p`wGKrjKt(~y<^)v%9+-EYE4=F@g%CaIhRa3PB|qo z4&+KOg{S;!&BuG-$yk3dt$G~VmTKkcD7d!;VG;Q)oGB9?v!me{hnqeD%{!30ea{ z*};$gx4QtgkA~jL81uKS06F|gL_t&}XIQO(p5O7&E87pgm7K*SdQT*P;nb<^;4#=Imx~++_enD)u9yY& zxz9%$fK>#>lMUc0NLS(!3=jIRl?yrZOe^Z#hANmE=Aq=?ZaWvnKbJkQPFnVxmgDyQ zvHC{+RWmIEFTm8siR`IIFi{n8F=1#P_^wk*g|{@ATA~Ho z;)m`xnyue=rw5Q|lJ^sY0?Y(cky8VSecxU@PdHnw5 zw?gotU}^I&^rr}B2<*_H9Lg0EN8u_)QIeUv=MjXWQ8uZxyzVKV=L`#@F$N*G34xOX z)_f*(8QM@r*JBJ|A&ofc@3#Cy$9CiLL@5;ga_}3)m)iXOcoOa?w=!lrZ=PHACk)lc zXc!0Zl8=Qy>zEaPa^DSqBJ%OEpL#mq0Zez~Y~bWEd4#Ezrn->_Il}w#v?o8@EREj_ zz62mau67!EK80m)axojUPNMY5jDExJ=xW)jSKOfjO4dVk^Ez{(&fmtwF9~d6uj=e=e!VQ=Bx$B5S6|f&x7GX7kLnhzH%(O zvrw+pON%cr!=dHp1zmTayj*|r#uqG|HfV}YS5v+Lv=rvQXLep$y-ieW?FR!Any#_( zOytDP^P_&zX$RGE@R9=VB^|m-Oz>E^l)f?KpL^oO_UcQwwwFJ6x^K5x+~NZl`8HEq zaS8_e)qOBPrlwD2bqx4#S<-k|m%<-4neIj1^Ni(fG@5Q~c-~wk;e~g%ZKUe=#z0S`) z;j420J0HHj{iPqx$bpxC2%9h@h@9tsk82m~P`xK1ek@+Cn4`}}8i2k0ffO8uea>S9 zS|s7Glu?3VL$Il9Ec%YM`)M(*#t@vYfTyKTh0bI~2#{@FaMBq;4s22jCJj?Bbz|@B&P>59{6>0XkLL6kKm6vCpcc1?}*RMxF&u8#2 zb=hHS?X=?V*Y;pE&30W^GPtQLpagY48MjScjq=;$K04kR48~-w^kYD-ryOthSpqyp zMeENvL;%yYWK-GBP}siwjG2)9QB1C1X9G%aI4fsK$#AD0P~xWE2Xd3#M+bQ*ptiMw zrfY@{IapB7wLCmBL7hwIT%U>o_|UJO-9G)EOWU{q?uWMjG2JY4+ms6zUYt7U`!D63 z8G(S!vuiPQFUr}DP(V{KwUTp`)0ChXsXf!Lo-u|=l}8B_e4b7$l@!CnkQXd4;h+qG zyU%rp15WDe3(`{JnbL#%f;@eCkXHI-D124~Z2f)xe_n!C--y3A{${j)%1zWBPHf+u z^k4VXt?j?dYvM>j8%KJmVzSEh%#S1b)qi+D!suYa0MgsAiS$;o}D@Ygd|;7m!b#2^?uIL9+c zdhF>ADY@$F#qdd(g)d6a5j;92n7bOKq|qXp7Oc`BRkE2yFeOO|t?QQ+1EAjR$_hIS zkJ5I!PE)Of;A}PDwcsYNj10tycqP)BHY}paZw!M0uquwB(LHd!oivPr=jv%mt#<=1 z#{;+)Z>gJLFrI-<2=KtTQ0IGtvv^@z!MRp%VgR4E2&wZ@&^^U-o|u~Q6%l|@|G@0^ ze(Rc`p(B}SS0j80dcpt9_QOAXVf)^H_WtefXRrH@L?J$sd@s$R#TF>8X|M-#&Ni)$ zM^!5Z?+d<+z^L)`#pQ8N0f+jnT_EcUsQ;qGoTvWM$T#(Aof0DsMHvQl1<#V-8YtrDc^I+I2P!84LR1ox-{TEAUO z8Pc?_ge0sZCf}-`Rkjhhm9k#7j&6k6~nwDH$qNvF;iaiy#IlAm}(sP+m(MZuMn8}o+WDd8jux8WgXO+ zwM-r#vGiu<2R|A^{f>*IFa|{i(!>%KI%0inN&FC9ZLaVkWbey=ii$=wyY#-~mu_ z(xYXU8*T>tp30TMJVC9O@tJx4iPiF3+RFei2wML~3ndqUGc|BM;fHg2^8fhU_R~L? z&hq^hAi*^q2@Pcal+ib2tL*ZG)`?d>eNyi+1cQ_4jbT??K`k0t`eUht%V1J=qFs!o@nXti3d~o*qrv?$#XdBw?A@y`*Z&!=Eb`I0--yR(b2HLO|e(R|tVn z`mB_qUO=dFDT;PFT>wU8wg3wY2~%sIw27xYo&Jlm>mFDZd?s-68bKADp+S!mhZHqQ zk|zm*8+>m^v7Eh}-n{yxhh^--=+&dn{L9NQW_7C#vkR?;%kj4neKplU>F)* zA8tRqc_ow-90Ppf+QR2N1Ad7M?7UvkF2J=I6Mg=t^6j{1@=bs{`gj>thq8CP7tM1U zJQJ%<#WiVC?&szz|_37 zVDQoVEkAuC+hSeZ-u%jQ+aH2+o_{*{QTUf6_e=}QH-SQGbMn(rbEfmgP$*Yk_^no*_kiTQ z1^s=`z+!OVKXd!=8pG0yXZ?6~XZzM1Kla0)+J4~!p+u0@1!jQM=Rm*GAkjU%rgss* zER;(sa+cJsaa-s8`dQ^X_sx+8UNt4fd`dGjyZTrd@%{i6Ule?+4@_KO!4dKB| zh7jpY;tU2}&j=f3b&pVl4Q?l6Vd7aAhl4@C)@yK7uQ3Fza&m<+kplQs7-Aeu;SDKL zcB-IX-`RoGXmuT&x%nxwXZFO=k$*58(Fpzi3)vdzLbe9GUc|KjWovMR`viE6SHpwK z=gPdRupahm^2kaQDE^F#+)Z_m{0m&n3sK3PvizZAEuZc2HcxJI zZApmlt-loMSmZY} z+T%c_xbPgcnR-eu&Jzvl>Q1Bv2TCqwB&OxTjlx^>GqVNp!g6mVABARgRMQk6S05bs zjdU{#li$*3V;kIkdjSi}1DU(SzwpcV0W+HVUp#&z@5#h7x-W4NvT60vzE(ZxrTidl zJw`ojx}s|clgKumv%@g@9hR3CaKz7%2B3mK0tEQ&Os+Oi>fBQ*t-A!sQUef#heUgx zJzb4JTD(iy>gsfaNWWi;VHUuMzy9&r2=0ka{ROssId}oy7$npxuZ1O?XX7ETytAEn z@`V`PTr_12^TOto;aXn!TVpWwx{F(lje5kGpkxONQ=?J15wW$M7=;h0_S5UtBy+nS zv^#;qbEA#)i+Atv;t@}viXS6(Emp)z!OMA5^5VtW37Al}4)Da-(5S|@kn=NS&PJ+v zSt1H?1_2E*?L^$=1LcNa(g^*{ zecuEOe%0C#5}gsO0T_>>(T)PuZ0zw~AEwtG6l6f8i*n1uDeBvRvLy`kXV3qnkMdg-^i;kWdm)>qc;{bzOKbGbA=C&3CVEphZXg=ojQcP`pj7o3 z9=IMOApg)++;IYrsKo|kH$KsgNLakScTAx|n_?<@$%C%bHM*5A;%wWGy)lDfve-6sV7??4D0b?-JfTMH+YoKX)DJEsM4xb^AM;wlX z6$e4TpVvTHJzZ(I@Rg-K<#P4i$`2oDLY=@iAb96s4L=V6Oe_8lztoecFA%2eH+}r- z_Fw+D4{wh=t18@K)W%lKs zJtAd=ej}7cdRNE}Qq98(LX{vw)$^`EzR=_TnY4VT^LF5=ey}rai?WfwG>65}e7I%Y-C|Wu)>((t!`fwhD=JF zwU%@V3-7|Lz>NG4tmH^q?GZOW@AR7zOd;m|m1khkXe?nKgMwyhanjP;3as6R8jTnT z#voSWV)hKY828^d0KGgByIz=;;KErLSIuGyVj4K0<254#|uk~|I##HrNhJ->W=d)*)Z)b?F(IJ^C|eLzq> zrjnM#p6o1u7)nWrDW$FfWwioOcgVXK#skdRPkfNdJ@=lvD|;QD2wHXlX>k@M(Zabr z%C)itX#~z}-_{o-Hw_3hJ- zr*3D1U1Vs{k?T*M1aYph)7!7}!JLsl^4kaK9}gKlo^Lpo0q6%n1DoaJ;%R|S2bmiY zK!O1gXWfAndb!_HxV~VMT4=eriV)XQT)3F~6KpF753DF@`bBMVqa>%Yx0Dy}d_2gS zTgIUVCqOzb5ariZ($}4rC&IQJ{*W+5WwyasLFH5tDWhxdQ~oLA1iO?E(TSUpY`Aja z3AC62OFRfY>#R$FCZ1Q}LnCFv9sjue6oCgYgNov(Y@_}cvlqbA7ko1ziG!0CSD0@U z2H4&OY-D~`D{Q=HaGtUW-n3x=+<`r+kSQXlYjNq+n;@n_Il61pUn_l3?#Dyo^q*q z0rthGfLPBPP}(S@c=CuZTHnw(_so*TMWgUVINkB{+lqyY%bK`z2X04?E#&_eobT2L(mV<6OJfmABRt*1b3B@*Wg zJn}6;?xLYIi%;k4C#Ryww|yTy&$XJCLU$Eh1Q<&U%EdV-JgsxkNjigl!DSx-jZ08P zKNI}&UqjPXI39bL?GT7yNOHa?)9ZH#iJ$YTJ| zf5rnw5(lp5jKeY{x)JiOIOdL>b%4*cr}+NBlNMjaaqkDVExZPPl6-+sD&-k$pPlx^ z-~R0OmNz`wbq$)m1Fvs~gq};k8il9+LRas=@QCSIV*|dp<{8~w>j8F9N1l!}0D;NC zRGB&hpgutcquc660V$FM!8<1c;+jxIln6tv-LKgK3RHng93mS9|6G)TR-b$URw$$e zSxwu}!9(Rnu(^HnJ~qNiFN~tPqRem$_~by$qTosLM{!fWxG7@N!3hkJT5R6E)|+!M z`yV7px=w?&kmw3<`|)#|^U(Xu!lKx8K>FmYD^--QmT#nXusR_oc0_ zP~#CI$wFIO#J~P^pV|JO{q9dH!WEWrx;;_89tT6YG3H*i>R6+Mbc zVaHG`u2v&pYe+sOcwow|f|8_r^~O-=9(_s^=k@UOgM3!31ybq<5693d zEo+6%jD&5_L*F7AbxYlS(;<=&8jRv2N)2}Ik+EIFAn}2Zr0##~k?lu*>wViddw1l*pXf(M9>{ZoYD&=9fc`h7o!5xRD=0dN6DYic!4N1vmtN~`&VI`DWTpst z5LWK3R$W=rYw?x!8wd6lz90x+s2=mQzahkTNBQ6RT_4&$_z}v_6Is03^Q-;PmZ50onzcQD_Uv~5`SV%!nsM43R8HB002f8R zao_hRc?fY(FyU@+rzO0VPhsDDJpIUU_r(uIiBdIgzn15048z#EFh9Zse&?ujoi#;) ziZCgO(gz;FqX3X<>&`H_k1~?+19v;A50C5oYDS^so#YQ*D?i~dgh&f0k*fT{hph4D;U>#TJ)#9r0Ceo?hfLM z1CA8Wv(`QL=-t1>8MMsJ^9(^=r6N=YJB4n|7I=)C<;^X)Pt^Ia@_UXZm@2r&&jXf@01obA%14*j|f zp@_h=1;}~fU|>>S=`bj#J>=@(W-b^IGUv6~&pjE(uYK)v`Dmv3QLZwfib2S^s{*6N zHBJ$?+7!Puh9{p+UO=K**Cr#u~)~_e+`29XihpkHGW7)rpMD_*jadp5PJS4sKS- zQ&;rc!Ion3Ct?|?n1@_rjriN!Ti^2Z_D$dW;qBwE|LX1S`CRsMhv}~acv+niLgu*^6&i%KEp_tUOa&-sD@-ucdiwH75l>a5-=!p9#ksRR zely?8iUi;}xWn$Bbv?V<4TsJ^c~_X95@0j~&Xx zJ+-P^?Z?~G=e%|;YxCl%p`m_7ej~&&2*J;Od&9&L=<#WA6%TfRXqRAjs2_jBliN4l z|0~<}{jc8M{#%Uyd*;|>t=IBT9xLojwP~H#y98zm2=G!?1AMF1Pjs*CP^{Z9CQR&f z38bUw;Lm9O;JT*v`sm;X4xS$lD{k<+`()kE`47MK$?X@v|D)S`-j}yvy75gQp`WmW z#2-d}%n$ROkR+9Z(AG4sSaO=%$w%LI?=CE8Xqve^_V1AffPy&2-O%z;)=~Ot5%WC4 zK>-dBp;$Y!8<__SZ!IU7<3vjobYZh?m-83|6fla}m82-bP}o%ZmXy1-wNx!=?4lM`@tVi068joEh-q}eOV z_<+FxcJNQS5eOHmI@acPN;VI(W z@5UhMz&M$)mlC&`@oDnIX*>e>?hlV~s$of%8n;xCfYfCTt=tZN2G{G?ADCLti=YlcSz%&Sr$@3mL8lS6<6Ja_`DA_&&q$+^Zqo;xRs-aHIhM zOm)@*9|EEZzL49NrnpBaVNs#Tv(60U90BS}HxXd3tQst;(j@;_x4W*GavISWw()BFywN3ai zh^0SOw{Oasag{?13%*+PIk@2VILwmY#HkAd&~xu&C}rhM<-YVhI1`}B6H2zut?n^? zz>&wlhRXDAml`LcdmOf&;UmkK;FK&uL%w($GUXbaIle%l$#Xl)h5xS~`povt@r=Iw zzyIp(A3e0hF)&&=6?FaVu#ABB?g{+rv#(U#d|iYwDKRj)9;H7FYh61NUSaAq*Priq zheh${%-NPQ1^B!cMpK%_T-Cy?wy0r#-TuV5*KhU|veq%H)ae)kbFw7I zTW^?!J8_QdX^4@G0~mjCsM?Q7osuI+XI!)v!c`g^}fMu}I-{eImR(7I_^TK`dSef%*9KC?BS z+FD5u!#jNK`Mvj_FVBiQ>U?MW_ug}1d-uQlfhfN%?O?<>hK8-yE?2pUHr2@5Z=njm z>qu!9zK!P>84%xl0Fpn~XbT>0F#_^b)+Ko!;aCQMpjG)PmQwQ{@eJKUxZdu9NW^nr zV-Nu%cmop z3=r}NuBRnAlO2Ojr*FyF`mO*$W(cY{fmC>_)e7iw$8t7U7hGq6D(779)f$4rCiNfG zJm1GUf@25!BJf@V_AwCOKDhWyUg>?t$baDAIXqgs9jCxcWH`sAA4^WzmCs%q83=;KN5kB zJ*Eq*&tD3JuyjBbYQS?oto&ra;<_67@)duhZQ;f0A|ztGilE|^Z&FbM5bTz`AGhX5 z8h{Zw1z=XiFIFvu<`|_?LDnbOq%z$8x`(;e^0yU z03uiUVX;$BbwtD9b!KnfYuOoqovCQq{(kPuc-9{6lILu`sB(Uvdaa@czcM_nC@%)B zgIEP@jTy8rzZ*WN92t@ypUba+>p<_NF*4WH?|7i?{HlC0EXegM`!Alx%gyM^Gs-w@UR||j6pCb(bz{*saLn2)v z5eYHD^A*bEATrNlp(B8OVMW>`v;&Y(p*JO${=1DmOwSo8yOp*3kri6k!KQxxO9A;O zoE}6uymCS)!GJz`T#}2YqVO>7yu8V zK82qgRdR!SguNsE@&cz5s>lOA4apC+o$Z|8*|T|qdlaLTl9%CWR{Xa!~lbu-iRu}AJ~AA9{{ z+n2oQ(d~Qw$Sb#h^;=%C{m^SN-hV%MU^u4i1#iycRvGs`Kb&W!S?9x04#yq7CN-ZA zW^m4$j_>+^9^c;dAANND_#^3ZM%ems+u%}FA7z+&qAjm43RT(9J>@R1_Xgo~-uR=~ zWP`lStdQ*E=HpE<3q5&==i(uf?Q5o-^1!<`&nFyd0Mr|@5F%)u?n?<;pfZ)Pl)1I_ zY3zb@T0hTP$tbke*nRU$n>;Gg)q{bn)#?`A`CQJ83@)BdB|7jFqi{OPX5PG>1u2mo z>?il}SZA`@>P#4d=*b4_vT<}i6)U(=ezMpt z!<<9I;u9r`p1172%#&wYI`0XHzj-rWko2rcAY(-STR-M970V{6O{QzGranvC7*Ke0&j?14D0>oze}vLFL_EOY3|5HLJPU)$3>M@WkE+ZJ zzQlnC^_eH{Y=8Q{et3K74?Vnn_rLYx?GOCGS8m_@Wrp@XUqGed!QH3s4~Kj2J^Ord zhw~i1z9(%E|H+SB-G1~x|Iqg4pSZAH$Zo#2s}Cv4v+6+VAC|TY)&4xgO%8HK8@kf? zWa1s;o37v4Ds^Om49DwZ5WIX=`j_^RiKI)e&XUdE6?95zXmR{-qybQ_Y&UP6-A-rzUs)=Aia=-HiPDX* zjS`R=txlx}U$SiYR$T9Avg+=cj3}SV$opBuOp8LGO7P&+GK2Hf0Q-Yy%B@SEqGnV- z_c1ya9pzDvrcq2R$H;1>wDrfx_B-IA6-?bI-B|f3c$mTfnXaqL7G`3eYik#}*d|{T z9xnh!7Cw!FNwdQA0ms#6e9_1I;mSihfyY3Iz#CeKg}ep|4k;g;FGSWfaL(*<{m7jzAkD(5Mm(cWetAkU@ z^~m$Kj`A=X$#?VQyn-!fjZe;X!2t>mZCR3k84<9ccH96D)uzZod5I6X?zm6r-b$n* z71BIOO~cmEFH4%OgRq&Ud|q#^0ZBbh<{3lPt>GfL{rE~0M;!j$&)> z*H1c1!Ix4~;a1+=Kl^_^+WV_-dusbTS=sll4@Fi}FRM~x$1$sEjrWuXt#f3fa*#MO zVL-Rr+l7}^blKz|udjNMR-fLKwrCTbxN`Msd1ya?2J}ksOK(~wIJ9bCsD5(%#&Dzo zAV@2;g;&oYz2Ysf8KuyA4GtrGBcRhVq>oIy0;|s$fc#k-u#jf$PNag}2{nS#u7>np zz)6L*9;b5X9-Lwn2x7FDXK*X8oYoM87J)jHf##08(_D_?$9(LV?o12jgnJa_ZVQ-1 ziA&}r8)c>RV)gUJVso>n_2zBp(_?bZVR%<=VQ`F@{MOa?(`7XvR0gE{fsr`E;<^f; zSmg#)aWw{^L(^JIkRV-Q?EH{^DX!;)L;A%laYqG$hgi+is_%#-PFYs{we%F$8YI26 z6sG>s`JuWyTox#^C2|k4U@A#!# z+t2^fW7}80`HAg2zw_xT;UE83UbubwwfAr5lmF2NPH#W{a_Y8JD zefa6C(prCB-x&E^N8w#t%u~6F(U`pxMh2h>bTq3NdqE9f@Di-<0hk1yqK~ug0un`y zo>w^10Dv|~23hhCGfasT)Wt!Aq`~x(7(%sTBcQ2%m^#9U`HV=Hl4`w?KA8!GJD`Q} z7UrfO!c0EOZ=mpW1jhRSqwoYRc@sYdBiBLVR$3VMV7q51iky4b4ePuY+LNE)A7W!9 zqUS#$@d&QfPte+rWzWMT=$CtT=2Srwhfcnqcs9#urJX*UTF$d6ZeUJp;ChrPauFt{ z&M6Nq7>U&nXQcXxa{zMmE6K`IQFKgt@ye|7BpG==Zs1|zgEIS_h2UGP_c{^U6g2b% zH;H4~a^IU8L1h`pH5GU|IOztSi1KtG7_{)Q>y@e%sf+VEezn|1~KKocHDpV#b7wNvjn4X>N*j4{gx4Mg576<(Q;EA zZ_24t2g~+yDv%NMGB1MCbG(AZx`=0678Iz3r1U9gG$z-O#aD(HZ4aj(8DNW@)|#38COn5CgYDjYqGJ@ss=jp^c0Fl{UI&naxR^2)1NV@$yefbW@JH zGM<8Z&JN9K;gYv>PJ9Iw`k}`u^?|!GGm@<(^xScS2f+v=&exgA%FTRbs@q|wi1VFi zKe;`b0k|jgJq4!f;eT*td+R^?rIa%G_q^As1kIBh8C0H4WF&(t+E02tPhQ{fA{j9- zwbg<%hzG5Fc)_4)?CSMZfv0OnX$_{zYcB;%5w`*_H-*##C{JM?ItWUm#&iN)XK@UG zr)b-2@ri57J-(|p7wNsk$hGyqGOD_|*P6$t)PddebrR%OJ^90c4OOyb*D$tZtr z@+feUzOB^MJAJ)SK7+g%4@UdGDxH>N21ioHLEgcmf)WAgPPEDkakLbsod`>hlw%TN zx&tXy!MR^SniP;|wsT;>S0chLDFJ2KCnRNv-}=R}H)(-ReafJ~gn!3L4sz-Hp9vj! zCxd|U!qU>m#-_kj*#lHsu&dBJvv*M2$qfE2g=$<9YH`NvArRo|a!gmLee9L_80TVF z8BHrqfCFpEL2*p|7QN6y9pa0}Lks^1a+Xr-0iYq-D2?4x;)pLw*NCKfHg2@|WN@qA z0p-tOw&6_9^$r3T4!7euFf_Rw8iQAQ4ozK-F6E+8&V&q4=LlP)kj1*ZopFjNa~_xX zO_utU=gvtRIi`$cdK!n3?Yj0__bPY+biD@SciSNNkgqTXp0dZYiv_8EsLN;syAXNE zy)yCBOK3BRM&={is)FL+<3lpHnu?A*KHqSp0RV6*dXY+jLjW#UggN&mTGF}p%>B?1 zQDYQXCJam(eVD^}hD$^2A#mU(Z4JqAvgzd^G+Z9jbwWTFUhMARkOJDLOj?3AEoags zZSgpyc#u(El7bX8f+vCkDkj8+D~3xuDkXl1FHQ63tTcjqI#YZ=)xszKHi=50fCPe4 zpUXBd?zwP{-{D29dXIjT8Ddr7q=f_A99kU;<0~>~vUnh$dvptut#8wz{Zz8J9QD)s z2kpCb2&|oFxWVP-cJ5ZUVS95BgqFO*O%*FA;u?zqLEX4-81j_laU>zpZ5=O)+(^5gTfZE`> z6AW{9ggZq@cKeqGC1-;jh`K@-^@IuC6(~%n7)eq_sCXHroCptPF@7L8Ekd@umYWC3 z?5}AfU=h7tV5YwE5DuZE{t-UuDMahj3Z;&Lk8!x5?&H0T;o*^hQ~YvmaI7$PxT{4` z4`a_a@SB|EK8BvLtY?t4ltdn%khf~Iv>7az znbM@V?yyajHNYov6Q*2s38f0JSNIVA)SX|v%L6U3bdzQvjJ%PJj0w~L3|>lT`Ar=> z)0L6`%(;B-H1vTgevzB;Bm*__i0cf9eM|21#cPf=M4vamK z16<`$o0I)O$UK*pz!Qiwln^e2DuRROreu_DG}@Wax#T7-15ru^PWyC;ua(7!Tqk;m zpM0(BZst;_Qp=>nDIfmef+xFFiP zS70Jklt!zr_NGFwXM1$C8drO|QdOwHFYf3Rrnmpc0OcOQQLPA8=(M^VN;@hn-lD&t ztQF_FxPXsdE9Bl3RTVWQQ-1nm&}-5Mr3kJalqiC(75MW_g}W`f_ZrX;&MhnO%a_0+ z8`)qu-a+ET=LZTJ4l@vL7Eb$=e9H_vi6@67ApAzly@izxK4{Ifnrd~)!&uwDdr}%E zADmWDzPuDvKqIgdG4RwQiB6q8S0ga`5ZXjm>jk&mB3GV+z2qLe?&JjdKqD&_elY|^ zP;>%iSMH=zG(znUC&`h&$1(s*7zn0NI*B{+G;KjYghWU^P{FD|(xK@}x zT|kGB`{NQ-Ic2yrr2*0eE&I%%oH&a)z_jRPtaR`MK)q6q5pPpJpqV1=fL>@q=xTJ5 z?sgX`g!Iyfri%`RyW;_6f?4Ad!2T$KP@1Hi!GFZJ-HoP8f}EE!Dr42HnUDFil!=h7 zZpJbMo}o>TC>Go*_K8<#>C^>pn>J|@J9uFLobrdq_2$5c)i&KFeY+5G+uFb|@Ps;P zybEFOeQFGLwx>&aGeZnBLx&Uiv>G8)WB}lUCW5Ysa^z2B@fl^tBmPKmP^7;+H_h8R zO6v;#$$Kgz`JU%CbxmCY9vxQet^ViEpKDsY>sUrS!0Lm1fx%eLOp({zvrnYK>=+3R zLOp^QCX1&u3~+?Ebn;d{;RsHU;5qnvKH*3Mpn}2>a0qg5T$#4FS|v!3q_9S!CoRFf zOFVIq$B!jQsA!}g6ESnQHO*Da7I?~8#srK5IIj2SNp!%xB-n}6DjcLyW|Eb0)3OFT zgO&L!Gec~6=-;x$rlal<&cIu4ntUoyK~lX0cw$mrHhAoc&~$-ZWl!DYfq)iAH$^%t z@EUSbueRDLqlPaJWC=2LRUt{3L^f?u;aV2Lp1&qnJtuZxALDn?Rno%V%UD^(jYs1g ziovlwi{KW?@F;vo68A|GKsk01faB^Kz_CcZ23$;%2819uvi zFfDWn9YPB)ig7{7L1DJwq;KK*bq~LsrzORQp-*apd96jG47&VH@sPK4#PZc)?Wau4Q80kwr;Q^4hRmnqX zBP#I}o}e=_x~KgZOv+vIBGqxikp|#$Hm?7~CqD5kSc7OW8N%i%A#MdzA=d;CzaS_~ zReHJKCno=_GTsOkjDj6$X`Vc6OM(b}CQpvSWkm^`a{wg1isNR7xs<&H6bn}reSl4} z5D`rI_cB_aFj+ZZcA>@qnct)xe@MO^%EF^5;JYh;@^TIKfEOS4k-#TU>9v;&(ikEU zlP{+omM2m~02mj4$zL3I#9O9#_su8u4!n3h_s{{1xBO6F#z4Ido{|>b zK4=NWq4z^SjRvDdIl$;U3wzquA$eApZ*nuvY0(3a_awhTVM?wHT>@oSMsf`X^|tc! zhBYWjMy zqi90pJLv-_U9r0ViPN1iZyw#rQthmY%tiAg-bihYV#*@aRT2pUkD@4Nj9y@hPP!^{ zJTxt%@``1CTqjljAQD58w9_NZLuE1=l-ctHisX74BZ@nVkZk6mJGTrhh4w5!#v2LV zV7HM;tWU^uM2uxJQ`4u92gwK|vo|P}bvy5^SpQI$UitAfY8--uGXtX%%3~yjL?49I zR!r&GG`Zu;fLCjHkn-q@6CeKYhe7+z@S7C)O$z)|NP+(kKCprP3Wy_S00000NkvXX Hu0mjf8