From bd9cb31f6476c774014765adf0b306d37275615a Mon Sep 17 00:00:00 2001 From: jiangzhonglian Date: Wed, 1 Mar 2017 21:55:04 +0800 Subject: [PATCH] =?UTF-8?q?=E6=9B=B4=E6=96=B0=E5=86=B3=E7=AD=96=E6=A0=91?= =?UTF-8?q?=E6=B5=81=E7=A8=8B=E4=BB=8B=E7=BB=8D=E5=9B=BE?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/3.决策树.md | 2 ++ docs/3.决策树流程介绍图.jpg | Bin 0 -> 57137 bytes 2 files changed, 2 insertions(+) create mode 100644 docs/3.决策树流程介绍图.jpg diff --git a/docs/3.决策树.md b/docs/3.决策树.md index 4a2db238..65494b33 100644 --- a/docs/3.决策树.md +++ b/docs/3.决策树.md @@ -23,3 +23,5 @@ * \\(H = -\sum_{i=0}^np(x_i)\log_2p(x_i)\\) 表示香农熵,用于计算信息熵 * 基尼不纯度(Gini impurity) [本书不做过多的介绍] * 简单来说:就是从一个数据集中随机选取子项,度量其被错误分类到其他分组里的概率。 +* 流程介绍图 +* ![决策树流程介绍图](./3.决策树流程介绍图.jpg) \ No newline at end of file diff --git a/docs/3.决策树流程介绍图.jpg b/docs/3.决策树流程介绍图.jpg new file mode 100644 index 0000000000000000000000000000000000000000..d5908deda54d6228e6f1582bff74118365fc8ee4 GIT binary patch literal 57137 zcmeFZ2|U!@-#7lXWM?cPyX<94wk%QElSoB~N!Br;L`DrGvTq@TEZO%7gDj105JL7E zS!RgrGZGVn|8(8gec#XPx_;Yp-@oVi|DWgoJDi#C>&%(+{hl-DoX_@tpQBGla{&8g zLlZ-QiV6UXDSyBb4tQw*gSY~KnHg{z000Jnj*1STp)fOpyCIP{ZkE|6 zfunWcoQ1o$ulGZD@B5<43TJ?GmrTrPf3;3Yzg=sG(gBW_-Cux)gNO z25>M?U!b0$p%MeAIjCqjsE#mz2<7g_sD4YoeU0)$MNLC{jEeAcPbyuc4-0r4`YbFw zA~GsEDfvZ8YTC>6jJ*7U!lL4m(z2RbR9$_;+s3AjPE1#K&->oKk&6Z_6vht?%1Ec6LcW_kQ(@GM@j|Ez0Y^_3RJ*;-K`4nwFM^mi|}2sHpvab)19t z*hwWi&WqRR9UpLsoqfu1{8HlU>UKtPWlIA0U7ukl9tjnkB=J|*e(Tvk*0GTPQqTUQ zWB=K&DL@aP{w>i^Q_~!yp`kfOcZ`zg80dZ_1}28z64URA<+sH4D}nwa9Z?#gqO?Iv zOG{7rXJ=+)X8)f~N7IyPsc?h^SZF8J)|G7YW5Z)5`68KZ3`!ndeQV%%pZkX7r@8%5UWloPYP7y3eWc8Q;mYuS~-zXHGql zmt?eNzdW0B_f)*B{<__MBt+ z=MXW%`k-)IH(_T+G6C<9g@okL`QnZMMxHwQ@DwhC7|e)a(&9%4U92#Je12o*ZsgsD zyKPG6L`8D3it8K!c;x5rHl$J9CjE4rwOQch0TtQI%p0#}mnVI0q0H|~ZczseXAKIH z(`DbziNv>@+Sd;n$)WevWnZ2>;Wxyvx|7XV6Ka`ugY!!Z7B^;V#Z&(EqkLX!F zd`UV@93Iz%t|4*nYtN9RaU0EZpeVHDsLm-E7-OBh^1#k4PtV)4)uK7$aN&L2`H|Za z$(NBQL}{6nUM&P^lEDP;h?57;x4}`ur{5A>6YvND8|*aJo!>ebMN&PVx1n?@{>j57 zqvO!suQFvm;?fFK!2TqTzDse6-eAl(Asnqmqz_Tmit_E6keXCjY)lu1W)>+g56HK~ zFqz+zFo=4z4r@DY=alh77fZjBG;t^t^bx@XKUVlnN4l}5X-rkTq^Ec}$34Qj!CpAP zQp;*OJ+5UyFez;6%}I&pXM(O1kfG?~M?l9U=~_O_riF$mJleGv+i}=Egxkp}{$g{> z&UV^FVyo{pcE;Gt(K!1Qw}jO_b`bZsSyby&@)M%gPBqEtv4VoO+@4x#*|IQqqr|%U z1K6Xb8_CyPEcKtC|5*PtUpK(B!0N>FV5&`?R#ZejtXw-nccBcT7*8Tk7_8+8Sf_sEDtfo1f`;UEpNC1I#T=(3%VUSITV8)u)TyzmNw zZRQAoz!LNtT)%XTZ){*ChfbZiUr?dCi(JbX(MIsjIBzX@M>hR*8C)-jfyeIlR04re zgX0!d|Kv=6H1fY_vH#e7y34C0L!8BkFp{cvFA))ODhFDo5te7{rjGz;EM#r{>*vnX zo|sCx_(Rvt8MTe*GEMKWBY+MLB4oC6!gxD(wj8jtCaT?q4@-2hRXEa(SkI7svXgr!a$IRdy7Dd6##C#*t7Q?mZOLQnX@of-FP=!@qs zPo$ip%}kQx5T>GnnR5np&oGYZaKXykG^NV@DeGJ$)*xpmEm}1q(C%i_zR(A2CaEN& z*q?}IY_*|Nlyb_&_qunlT@cZN?eBOI8lvIm(imMjsAh5J5dT2!(D*jv1Q$$vzdR6f zx)%Zi=9Tpa0pJW^wb>;S3MDFcIUFO3ucq-EkxwSCB;Wn4^gw+lJMCf7qDH6Ub7Elr zfHecT3XLwNCiYo) z-o+dx+e>Sv&WmYt{vA(dp9KkwZy&hX9|6zOY>7P8fmI&X9iMEB0cm4Yo7>jGh>itP%n_h3-Hjme;lPLBYexWcGG6h3J%{fIm~#t5 z{0zJxd;}Q4=*bG^k*(X8;BH62(`@b|;Oh^Oe>M6KjpmH5$bEYdYOGoO~6s&nZtrJ8Ay;eDx;0dWDm9BsB zinp8QwAaLbXv#iuX)h{^YR**9OUKz#Ck6=+MaWs|okROv+Ac>xu?U+5ee1Bnap2nD z$=7Xej^zjUbv#OIe(_cH-?WUF zXIma9>c`#WWy%G;UTxE1Jpy_SNb5&{Q&!GlUK8t+1K{{Iga39$9F6~@qxmzm1A+36 zB0t303v{D-NYe9K)4UiStG%$e9xPl*Bn#@#KfsbHG08pYb4JTXk7X{{M}}s3Pqs}L z=L0u50`j=#b;&FQ7>6?Y~rBuM5|an zI7%7P)DY*l$+nzC>NXd#ap#0#g6C2%jfjx!3#Fkby9s?#N%ObmNN& z^V|9JCW|e!Hn2;_Nrm*0+Df=hHV0^0lUK#!hi|;L^4-rT)$21{a`$hx?96z)tLws4 z^)9wd5iT9GpxPJ8hd$PgM1AthqTUlS?3njYd*ChB&$V_pu5Rr4{kG81cG{cYyhPtV zRj6FBaZJ=JFJ-AHaAr56<(O&Z)Sb&h^He9}5#id`b3JSwGP!di{HE+y?IcHdRt~BZ z*E1wiXa;;qVo zuHEntXq@4wDLQ;3P;AcDLBdkDuC6^=17jH`k^j@OM{1%SyE4sy>>v7ky+fGeBU)3y z6V$G06uuGnv^9PP3gUq5TB)TzXJ(WfZLRl(N;=B+a}J^d_+0P5PTz$OsK;;0la+}} zw}`aplSFj9wx0hJCx5>Oo*q&L!*ZT-ez43d^|f;Q8!ALGA1}U^@|QifCJUOG@`eHEN}!=D|gQBd4>FXRGD1rzm{8QFo-SRS&;79 z6=K@qE4apQjo@{EYI;ZH>`1}-kASN>g1?0K?@mAD;JVvfMAxdkHKz5m1MpGXs3d`7 zrHSGR@@rmy{KUONL6who=ljqdxvw@7buZ|E&96RTCiB~d(Ew@5kYqHUiHLU)Au@hk zuRxjc>|UQxmA9z_so7g!8}t2ikJ-RgT=)_>{SMfDYAdv<1=)E7)Eoibifs0$ zk|ax@Kl;AA-sw{q|4Jd%Zh{n6<#C@%J!7sa;e3-#&NqnJrSzsHO=^@99mjDtuK$hWMpAiTlTD)PcoiobB^YF zPgRiZO8@A5!rG``B`Ky`SeO|2E{Uu>p?$TfcX-@C?h>;Zm+_l7;TLpngb2jg6uQ6v zVk@Jx#Y4ZgB15w!%cfR2u{t;p?`kU(Jk2w*#BVZwq{D?AF2PxX$ zHG8^uhkw_8(5Bg`J_3?$NWDkEUAIWY_VoED2Qd0|rz1eBmY95q8Dc*ImYW{${sSv* z@_+M6dlfX+3OYdmg~IRV?q}(B7K_}bMlkK}5s@)yW};z@uc8oHOO2v2zl3Q*ifcmF zv9i#8=u2{QIb)$kw`A6(n#UT*4@s0p*Gf-@L_UzLXi`-s>Ffz;5`i+BP9h}sr2)@3i-xd5qv=HK>IK{}n z1S>xRQvA}Yg2pLcAF@W?itx#a3b?&n@$#ds>DxoPA#gL6YkJhYi3>^gs^SJWX=}Ak zm+(ojWB_|te+jq$>Mec$Umlv9%?G)NdeJ8$;SO{}qe#Efi?_taRL&c9PF!Bfziq#= zGtrmGR^eph-18-Fis^zpoPP-~(qk=H4jUY$ukHy$N$Muj20~|7`wuxt%oYUtu)=yG zEBSFl1>7&OUv6TT;R4l%HV9Yi`Wf zU=~_^nvjb>kAOo)4Lmq5Tjd}t69Yb8H#r8^g-F)N;GU?V>VxedSbZ_-RSAy#KB35% zv$b!|B)>|sTQz&Mw39?sh$?|SyiJ14l@F-jY)Bnhq$kGbS>BS?6O8OUylay6&i|FobV0VJD#nYa=ml# zb;ny4?w2&LI5l!X<-aNT&k}ZuDE^v&xgoM#oyeiQ5Nc;1^q{r|JD>4rnLDYHX#Dd(t{*R z{WiZ|P;Ikve?J1q5;=8e7RY~V;=Q0E_K>*~Fs%aGy!%>;k!YS(WHBsg!!(Y!iw6qv zJl8Z@2fIRrHJSI16sO_2>wMRhUIRe39=2ywR_8qOb1h{pu%pjIkyWIKE=#kLwh>!9 z+Y>6gC*|`$Lj{f7$60WZa{9Sk!9XUyHB3i`>`How2Zhb3lDy}B`hq#Ib(K9S^IF8y z&fzBFinyX{5?WhT^c9(EQ5kk6$2Cz-}$$Wx!p8j&vaq40-52Kbs zbqO_Nh@YAHe=PW2C-~oAjWX}Uew+8uIT22>;bahH-Uq68G`Vb)`w2C~Dq{UZx_Pq= zqQIT+3;SL(@x9=ReXfBl|IOB>Ir>8o{m&jb>(zLRNf^DM(@g=6LH ziswV6pSI`F9pd$#iBZD(3sJm)2=p3Q4AP3K%15qXZw@9G8n7h<;uLwH1INF{4Pjff zO0YJDAqICsG-yYZS;J~;Y43!8MS-#TJxx8azGjTt%wh&5%d7q>V6-GhL4ERi%)?r@ z&tVk{--Wg3#Lm(U0D-**@BzXUz5(OS3*#BWZ$?$3jmq0TNC^-fglWJ`n4z#Wi68AIr}kK&-lD3zq2wi>mLjHITGtj z9a{zc#GhUe4l@XFi_$r@9K=UT!+|6G-`s)aT$%8@2p=ia^A?Vu@W8dNE(X3~{|tC) z48pcyenL8n7?0H5Yo^Yd|{0C*Izj7}e0bGaj-w&Q)$ZxM8Z$@aK!m8ebL=^3obdOlRsPJg1w zZ(!?1vPGPjj~RL-c%xmyS9RqG5I{@7%}I`|lTm9%&nmS~dGdo$(8no1>ZZP^A^Ze+ zCLaEb@1a(SMa9FIUoioDI?*Jqxz=?>B66PPF;`~+Oxd7$QuGPQw|UymBIbstrdGN< z*7s?JTD99y|kOA6g6?qeq$Yz z)0CuKcjLMFc>^GDz#zyPX0)?K{Bcl}Qx5Af8rg1sba1drYR2%OkSR-M$`$6|~ zl0cuR|9d{|LEkp{K+jm!O6@q2s6~)aVOojD10txjVyaqnQ zQ=KR7R2Xeao#Nc;0fZ+FU{$3=%lQt(iHbuJ(ui!Jt{%~#z^xOTYGXBT8THa0@?BXd zZFg}~^dv&W&L_sG#22EvPQVeqOsm*gee5{Z9uC&EhO} z79*@mXlPSBz8VCKt)m89PV#(Y&QxpJzcJafmbx=cn@w}P_O=;kLBU(|pNj{w3;R~2 z$~@ihBf!o6dUte_VpxkAu9aCTA6E`RY2}FT(`{^-TDvwi502RxeqmbDE_sh^2-1P@ zW{Z&=OGyu}65tN!n#UcOVR8!6JoUuBk<$1LNT*z)WcgDinDW^ax|6N6@QC7|!6N|W z*69r**zixy`$i;L{qedS&eg~Ihms>G6X~}}tCsQy$;@_Lg86LVf#+*I8rl!RZ2ft# zc*WQzo{&8=e7kytsz8)HD6Hi!$JgkMUfQC`{p&-IF0AFbJmB{_-DmR=IrA9YsTjFM z)*^OAV36UqMlpV^$4PyjS6O8|BC%HMb@C_Z-XJTcTuKN@bhmPY=#qOKcrkq3W$>Gj-?s* zjT6UrMXcH5bU|2~X`}i2=1A-m7}BtN_MlAYl4<$1voZZPmEyv;?~R(@w>sBu&B@7) zRvpHZIt$=}BPfJOX?0AGuqfdGrI`|*B7PB4U;|ZN@rFy}T+3o@xmPigkG){ys)u%N zN7lfd2#9ORJHA9j$ExD9Yv1@6iyz5XrgfghPJjOLMO*9o^~f(@KB1J#z6xIHmGInU zdCL-@7$HKVqX3g_N1r38y(Y|?jQZ(D?$ke)^I7IaBf?RYXFm5I&-Q$WiF)K5jHD zl)Agp+&ccY4H?(sM^pgS!!o;@7VBPg|2UqOwm z1r2N0cJf8z@|)5v-bzZ*cwGdjpIwJvAT+Ec6I(H02Dpif(0<|Kn_FEK2EqxB-g&th zT8isuT$AwDb*_3XMgkw4dp~iYFDGF5C&OA0gpJP5j30|x-o@@2sp(##O8wjb|2pJ zIBKuO28+vZCN{&4TYmJakr4cf5Jgwd?a|7l!#7nbsYL5fQ53?RXAE>rPOJ-|j8hfhQ$f_-8Kz-A1 z-j4j_Nk0nLAf#Oj#c@#ls4XT>0`aVuu=DHKuNC3U1@D?&Q%&v->0EhWOln9-F&?)F z2Nr1B(1N656On3)HsCa`8>xwmki*rO$#JPANy(xh z8O#aiBZ6apfJr7g600-P#79|3QjBF2DqVu8{%lPFS3A7nhN`P;3g0;?nkr}vX5>$M zbh+jN$AdK-Fbi;Fni0d_o@SXCs~QF$Ih& z3(UIJDISnq62&ZNjXeTtDc~8h32yUqXh${;@mM*eY0Q?rK7%>#DK7QKJvsE%1(xRU zxpZKG={u_tju*qKxD!Z1>}xJ(pBPcCylc+j;O~9KZi@w<_nw_#xO)a zEovqzQ?zp)ZS^_bFv7PT&GDiv$A{3ovtnvdT?30r@88D7b@qy6u-O{Z1b!@PwNj|` zL{=8nv_!dv;P^GfA2iwvI=%=UW4~`;@zGa^w*xDg5Kh)`VoNWCJTH7#S=q#Z3qSGV zw3yi3F^e-mE@%J&A~`t_yk5VCJ;Y4JIhNYNRY^%(m%f^w9;#g4>Nc@7`Ve2CvAGIX zCn4IisYY8K6p=fxCwpIRg7(53$N1bZK=j% z+f(B-QB|~;YtjD3+z z46C%A7+68pl~X$r*5A_|B(T=pdtLP5C|NM)45@=z#mwy*s=oSdBj2oKUFLuUNA`or z8NB5gRWX9d4WO-`3b#WDn_TQ_Y_zSuS-RDvbs4W}ZM(nGi+vv)!Ps zO@#SdMHvXxBD-D7C41TZ>uZbi{f>;!FMmF@NV9+WTg@pWs+4dB?GTXDr93f);Y($) z0EN?12Lvg>Qu__kaNg^zNEi)9Sa4ihRX6z0`ICMO#bd?iXdRw^D`ciTX6HtEtA zh6@6;I*wleWUj6Ut87P*ENLDGikQ)$*tlx^$Sh@}688+@d>7pNg{Zp?@~VefKEvoj zKan){)Ek^<-&jd)+S)ALup433u-3q{LkoJdAyRND5|0hd zZoAuj1n|NoNMIt3bsOuRgA8$VB4nfv#HqLG#Us||G-e2=uBgmy&E`h8+I5!`;yJ-T`XuxW$v znOT;b7+Y=iEvT)}vU<2Z#{5pz7Q+cQ0e|DAqJY&4B8fpPq4V@%t__5xSWj=?bd~ew zdW4B;!3UpaAv_Ie$<%45DTvf-u^~|UyJGcueqVzLad0fSu`v`EUPpop7wTCryCF=#0 zeC|v7%y_S=YWH?s!)LtDCPx&5@z$-g#gnsj^r3L&JV=^mYlxyEN+ed7UC8%9&fS01 z=F7_C7z05LQy+1yh1$_!?Vsv*&*gKfgHBHWP>&7bB%dWc<&JewCZKc5h2+X@OjMir zDwzUDy=AD4s}DOB1$`?Y5kx{oy3~Wz19^s9E(SU``A#lMsw=w2eh~f6@J0N~LJB?Y zyhd9aeRq&3Nh9A5?o8nA2=vE1-i$+m*&+O2H)@Mkv9GXUE!7bG$T?{x;|E-oT^%T| zx2NZhiz3+$@_!6i<9cFd@zzmrc}IMf$W^u3PgeX1(HruqPe?D$GRw2cYx-ty_ha-? zBh)k}W28kaN%V8Y9XVl>X^+!_;Yx1#v*5h0^B>%8@y0K{Iw@;FwBH0UHhTqh2UJGt z@WHhji0>vbZ(GzIDe)E;yo8TOrB~czCw-1Gxi#jpdw{1U)dpo>rkTqsj>R>Pv@q*- zREkixXfEw@y$}753oA7bs|t{WU0)dwcR6Z$sNG|h9#HKlmbv1?qPW`iAV`h$U``}T z6K)GmXgTkMXNLN7b~L<^=;ot(pCon1R-KmREW1(VqZd?j!h)0_a1kluR}eT9u|1F1 z+}-<22K!%)a&iC3=e|0-+NKK?q1f87zmN}VlZ{fLH6yG9Tbv}m)h93NGLDDfS3+lOk~Mbi2@?R(rk6<9E5H zE_2T-@|_z>6DvoG=gX*)cIQ~ZxD6!1c48B=mlFa9)s#@H`WF?-`xoMigmNC>U<4TiZt7=7! zazIk%)H#>8@#ZJHKZVw6QiWVNPW9v6(z+8x7ySONZYlnrQ=)?KN8%|uyt)#~qy5YW zKAZcD3;f%@yF+&yE02 zxJe<2ZKz{Uekt0`Sd4hDsl`*ObY4h_XTr31!{KIa;Q5mc>``Odsa;tnUvg7b_vrUk z-xV|&b-hzFT^d*Q<}t*+x<6}FY2WeYVsX1uJ;iClZZpN$pcz`-4@8{!R1AnXebW^{ zbHVafZQgu@Uv~=d%e`#^^=ImhvbvRPn))e%_4LoHRl;ZbI?qXj#^un$O$oY~Cjkm@ zfwH39lOcU8`k#oGpL?h+`$5HxPM3$JO0yK7c<-|RzOVJU4xL?0*VqiCPW~8K6=!d? ziQ)Zzaqi`1hl_=uJWSOR6cT7|_j)o6u~Xl7m=nCA=adObe4OP2?%A zAZ1z+Qr@*joE){0gAdhwg4Fvzu+!H+qh*{lbXs3B=MLM$Ud0O{X0wMQv$Uw`>lPF` zf-&o2+C$Z>J_CsVnP@!SDLI$y( z@B^{(74-$zi^<-6Cqs2_PY#Q)shUTM)b6$o#bvC`2u#S=y{)Jl;|FAE0=8(hM;FurDuG3G7LYAR6_Ift9$#rA z1=(w!lTJGKd^!;>VS>3lco#d@cM<$$6nBt|7PEz`G>3KxixCbZ@Sa@V>N8v|EEctYYTH%RHMBqxJ(F32OMe)j4Oc)Z|{G+RftrxrrOXO5^J&3^d7EyJ_21+k_6& zebd#bI#%J$PB-h1E-1T3Jk;}I;=01PeuqZpu7c&+8?x2lyjHgaO0=88Bojc!@Lrmk z>=YJjd_-8!0KD=>bEOp3b_^bYQD$PbFVloCug66_*8$G&MH4o$Gv5Y#a-cC2Nra{O|`_`UKZ79D>VT(>q#6NUatxATVv>W!Dv}fcm)+mVP+$ z*3Q3GZdiMS0qi`m6|P~PrxN2GPK31@O$M4t z_P__~$>*C*Rj%gB%JNz*Ul1u&^H0r)E8q{$(X_YylGlH{`V4F#uKTO6%X^nQ7ik4K zuJxBfK7yx~uTL8Ytz%6j&M23p-iUBdOl17h7dH8ThUWgzHE`A*eU~{W$qA?4jyOg_ zbZh#D>x|Ex7bf(uMU=quZ)byRIuc)uR$SPsJTB{%9>XWFV3BDmY-dQyA_~mAVH7_P zb?b;g<+(7nGhy@l0{f-wQfF+@S%F1Uw+FamM+}tCntDd!Q#y?n>5~0Z-?xdBjGJB? zL#+#UdzxD{MfVL(`Kiff_g!RCQxiVLHj1xfxH3@6k185TO6~o zLb{#LS9pX)g+*EkWS^h4FNfhJpV2Zu{(|1|dvx*-JT2r)ozt*rMH({2*)ner zzC7XWdke0Nuhg;Gj^nkQXvr*Zo@R0vPf?kAl9uqn6cSxqa=kkIVOOB80YG6!{Slp& z@F$eilY`?_bALu>>Eiwf%-Y%P^N#?s$<|?t?}Xy9`2&h9|L~6hG78f4 zUl006T;5+9QIRunS>kbrbEJJDO?Q)FO2udQT9{i$6a4zhoX&q=GarnS)?P7kY{ zA?eh#GpWv&`Hy3lqW6OS23MbgAg(}A5X5H@pVILn2kPek1|a^U+w1Qjh$+NK4WhpR zVQH;r&O027j=@ihW17IvR0gDQUfNW6=r>RA+|l`vixQCH$R*fEe3cYJL`!SEl56OQVA|cbSbkLfS&)dDp5b{^8Cu{s*7zY%y*DN z&}|=z7iMJKiR2x4@U(2Ee?EbOlsXF@RrLg0jg#r|{ux`?Hq*l>7K>$O))t_z`<#=( z1yg0OM{ZsjL$;)VVhCE4z#U#pq|=QM79H8}CBAM5CR>a`iWctaex6*q^4&35-`eTR$MEmwk3Uk9hTNw>LYXI9|?6saWKRI(gO4<98#1xL1Nii6ZSebfivu z#0hZakDbIoT+VSwlV4?TY}Cg3BiQ4wm^8WLAJRV!YPZqUrtKe629z*%sCtX+{ZWz3 zMJ&g)Mr+F#h1b8UZXHok^O$$Q{x_El631 zr%j3Cc&XR;cS^p{n0Iz$&e3EWJABwo@UiSTK(xZpb7 z21B&B(yD+-diNCSj(`}=stCfWWy4sDMxi}S-C7DoIjIYmy|w{{R$6BVnMCiK|brQzTqn9Y1Q#)iX?nFL&yzvw-TZzD%M=Pl4vLM4pA7ds1QrY^rA-hB#*sfp!?jy^Pzr@W#af2!rmArp}w zDqCS|_-4vppZG1tTO^Sw(kbfBmVSU`#6z#tMcrroyU*Y*xK?40Us0T!f%BQh_Y{BF z4beh}rwt%pABOdy+~_dw3Wkcc9(K+(OygZ%k-RZVCn-2K-enPdMFXdPN_Cy@&se#)|l75qtlg ziSj?b|8qpyUn9x%w4BI?`eJ!b7d&#!Z39TF*l~+mjfO| zA?ChDA}H(?n#1F>6poX^3a6YJh8I0JdF zH;y{HR|zw_CQ3l>uGk(IJwxkkT|$X$4d`xNtwT_tW&TG%sZ}Y(Iq(}W<`+2TZ{`0< z;LP7T%hMGq?H&tpBwxP+nB z;PG*ppN_El1oHs)lcGtRbN(0*A1MdVy%|n6#UI#ic&eM*E&IN+?ufXQWGwwCS|dO4 zRW0zX6A(c?cu z=m-#I(s2D+e2dwmmq*PuvHVjv>)-0{8$&kK%evQjlPa#Z0rV@}+&`BIXMUJ+T8v);)5@ND^ya3@!Q+1Y5bt`@!|Syp8H@(mnJkep65mr9a4}-+?f$YpGrFY8 z%HpRF=M>}E6IiE6O{cu-rlu7RS9VRR>w{O^%o?L7-={8WICJzY@&s4rbNeU8%ZI$2Ms8GF{$+iN&H zo<91_dadI8Ea#!-DzEMd?T3DO@N1~#j;$G+EUtZB%wvlNo_sTuO$c&lI{DQ8t(=p1 ziEKS?Q2_LbN%nih&J|L-e;M4E=#Vlm5@}_do#kJ&Tx?v|IH|JQ9NzqNvtW#0=FS-M zYe$=?+ugpmmY3oxdgxYnUK0JI$pXZldEHQy8N!B8_slv&A!DM!Dg$nNGdrcQaCfKE z=!u`_N%cy&OB~K9`F*$o6_$a1`71XeXKjF}j4zHOUzHlu*224MYYF8+G+$3hjYv1t zOl*G=w{Z=>wkXVY>8M2D!I4P_9=P#DkVr$+_AIkIb|$^V zoo;M}OZ(B}-5alr{KO0bWDUCo{BPXKY7nYK(fkOBCOLJ?a%p?x5m9I$^v1XgyU9E# zQuD@}4){w~)QCh=$beMbnVJAo{<$~O_opW__W!X1uPB6d$Ptj_S5Dy!EX}tbT&}zP z3##zB_|Rm6Vv;%K#2*1aPLIpZ{>OPB|9&pWUwZ$G+9zhVp`k}Ntd+6Vt(A{tj;E{f zt-RiIC_to3&okJuOP^RFR@f?WBry~iM?s#`$ck-UySF)D=g**KOwIQP=y`F`K=1g3EuM=Bk;IS7OS#2nk zP2sJ9u1;}du}CF>1)2DEYiXvdXILrc8Zj{ohvwLl*$#5Gl^^2Yw)j`TOgq!8m0@W& zG=mfNrM4DvSkuVf)85()Ug84mN(uY=Wj-|L`dT+r9@=`xl22BEvt%z%tRWRsO-o`q zZX0fGRwv$VvVYp(%E)KwpksJP;1?ut;UIZku0@p?K5x-9QrOTuvE4m7acfOsJ@4kz zf%kOhv;}bccdiQTCJhdBIAVTzzeKu>lWegSj$nz)i}q5Q`5}92-mV$6UJ~g`Tvy zs?k=Vr5FWf^OJq+d!W^2dvkoelQvognHwN96tx>JSnzBAi`# zd&_yeb$C~({VJD%5B6$dQLp@mJ?CX_w|g9Hu4lfe_n(Y=5hgFZ=|ZSO=g*5^^)T7z z?U-ZiK^?YdNvvIOdTCnYTAa?7 zzqWE;nAn&Wx+qv)dW>>j1_K_=M`Vj43UvHpFgxM3)JSnYs+s*yRu3#UwB&hgikinf z#a~R>Krm1`?^=-9`LFsGPX+H#MIYFY)x8rigsMy^=2m+e;ymS_ZOH`%c80q|pT~G5 zhEy|YoI7{C8fvS(_iiX+4jp1$@&28uJ{@J|HIsSg*DlR z+qx(yA|0d)NLOis6r~p_5os#DiF6`Fqy-3|^ddzNP!NzVLg*osKm-DaNbj8lM5QJm zAwrUWegE9oy7r!Hu7kPD!9L-XkmP%L-Z92=k4G=WihS5yC)rOu?Cd2wOQCtDsdo51 zGJj#*k6HCpA8zjtm@U=Izlb75aRQs==33RuRfa6GgD<=`jcZSr+U^8g_a%}MmIc0%7TCYo`ljBIr2QCQh4Hg_ zIJNJJNLatqHi2t&{o#1SQ2**d3_V@IWcOm*Y*4DH+1R~~?ifKM3y^zjYnYX1p)Bz) z{HptYfY6`S$84Q>cfQtE5$a>J*q<-%WxRz9Kya;W2qVJ_~YyJ1wXp&t~=vYUnl zeP1!%pEZ`>(Jk}|8aJ@ao=5#a$e5LcMZnD>_+%}W1tT#0k$;mja;}Oj8nn&7`MH^K zXHaUC?0|#tL9>LD#+^tIJAD01s`B>p+&TBjgJ8y-@vdS(;z&gUf%`j`6_|D#Yt%2$#nTmC^rl@ePC&Ck$|+^arqW;X zZt%ouc);~*9vu0Ef9HWPS0$ECS@#XMPjRfWNg>iV##Bw-y2!}cciRx^VhLOtt^v5d z^#jhj*iW$glgh@m)Ui;XEeDkf@5f17(;^6)$SNQ3lgI1L^=mFmH-R|bZK7=~<}|v0 zCkf?9mC5TvhJ?;`3!rDkXZHOxbg$;I1`unKAolkf@>eI7QY7BEstQ!*oO_tk47Qg; zZ4VpDxzEvBV1FmvhvI6?;a zvO)WdgeVE{+U0BG@|Dxd2ZG={n=#q6W$W2|rQC;(ec?z$`R0ycHQn={vc7b*S&3TAE~H$aDH)>6QU@vkQ5#;{5tNZMyLj=9NWS;%7PkCI z{I6RQ@|PgsW3VRtk&fgczQl*d{7FqdP95RIII9vaR*Q$IDmcvd)rTRu2}2r5qMjq) z22|RYb+0|S8cDGwMv06EGi&{{YMA!he^y)3o)Cu15xP^+{HCaB-J zgD#gFXr^T(;(qg-l1W?rpFKm~ec8He0pgGJ6%*5qS6=Yh8Q;|Hp%;CrbiK663|&&! zQN-h?w+vQvP{u9r+3ZO!Ts54!)QlPsjL99KWxJiN!#{0lr$$7VkQ@wA1fFDsK%~_D zsWP8B|NS4vvg^rVURj_^R+h_I7ihqiRx~W z{4f)nJl^AU$g_wwLdOtIZ*DHE)GEp(tp2bRSGa$rFrDMx(<*u1@SKF;2)ZY@Q44g8u4Gpoc{{Ds*lt5G+)Rg`p^AC3>$Oj>_(U?% zYwzf2AFq`x3fpRk-^{fW;uzh>G~ea`iD&1Zu#(&l7QCoQYrsl+(G;50PZL1_BAoc4 zwWcu&JNjZYRg@^RpEc~XB9(tf%Tbt5CBAC?z2XIn(<#=C)A64C3;=rADY3ng$UV>jNe#D=glXH%}X?+(o1L$^H>Y=IZ82%6W=_{5K%raww4*{ zk8YQYDC;D>e82GcADW=+zb=^kfBa(q|M{k(qBkJBCwRs$tGxJ=6c`tNs!vOJwie~J z9xZxiK2ZyoD>>3IuN8k{$GH!+W${CbiQkQ%L-${z53T; zon>6OeWP8`go?@!`5F(!`NQ>2%}T`Kq60M&m<;jzy6+b(m_(~(9Co)4(aF)kmk|5Z zw}^Hc-GT9PJ2Rt@Af0Kb&0sC=Ntji|5L`7y`Ny2~ ziDmv)kM)FXRNvF>7DJAx2;w_yY z634Nn-Nt0yfoD@ELa$!42Hq}tm(kGu()`zp=xc~*e&6Qpjzo;funD*fjJ1W?c08CZ z5{?w#ZX8$=S6N&7PQ8CA@7Z<61j^5O)Lw10J5>!PO=>6T_jfq0#UK2EOB>+}TTWC! zAx*=QRneaoSA0%xeg7Q`z7o=`nkQP08NT)+{;9&yk!mvVkSCq4#sa?JHcVxzr9Znb zx0|QEz?2}E?6dokMf}N0IBia@s|f4O(mP+STO8>K-y;zt1Z_5i`=G%GmsjRpNC~TF zCQ}-AmA*Ip0vN|C99PXD;+GkRIFc9#Bv|>sf5N`F`?t7X=rWoBD`s- zo&VL5mR|D7VMww#l%+6IssJLoDB1=kYTTx=!sYEJh|5n?)k)EW&H*iXym>N8V^Kcw z2`Q2;ys)rv$}}9gh**L5r_Gd4eM~MvCMg zBk63wSqQ&ccKLVUwwlGnzAU`HY;fTR+F?X-+vCjI&VKz)yr6|*C1vLC1U_n2J~@1E zHW4c<0G)CsDA%VWx@`L9REA5I7C@C<8~wp`2y(vC>O;1Js}oYE3;fE)_g>s^naThr zdQ=!ea(3~cp94Oa2ygl2)rR-@P|AC(`ADK1**(2XtDHst+$duyQzaSs71r1b6(&Ln z7yhAnDTyK|#r9}v3W?33^vj)nUci_0)qUq4-fy_gWnA|Znj(vl>2{2LmGC&2=Fnxy z#dfNUz}g47w4=Sq=IjFr`?ToGLvNNoW_h?5HS|19Ccist;(M`=(KSEj528&8ONT7+ zxHSeBuoff1Y2_~xF@a z($7rxJ;WEq2Sj{!hGshW+AEWhoC~DVuwVyp|KaiV-o6|8#uNAV^%)2H-!lr=QYE0A zIGX{JCCE9_OM6lTwyPh-v6BjUF}1DM{^UW2t*DYo#DkYoZ*PMXIr)?NZrhj>II%_W zPrhm{8Bu)B`lZmpzScwg#advu!pmjht~Ho(enSA2^^N}q8{`$$ovG4zljiRl?m|Xd zlt|QcF>ALVOs5&F&G37Xr8yE3QMEGWs=3uE*j3BJV?DqCJA=Zp-Ov)qEl@WoOx-Hu z8&Qjifa<=PVUu^Ckm6$2xB!YEW+a&e5G_Sq`97=?_?vIjn2m!V_7rwP^eeItu0DxM zN2rFVEdF5NvtIMJ&m@wIoLS#SV6dQUU|1G-63x*;sVq@!k4hOC|fC#IBj{ z8fksm&vu^>aTWQ?Wn&tO4~DLV#9ar1q!+X^tfP7SwSD9hYp?XgsDP;Sr4dlfz{jGHmnkhN*Ow4KAA2IBL1hI<_no@@sUPv6y zeP_Sb{^WCGIr>HSAc?YGoW6RSP#=HHn%KdbSg%yfMCrDatAMZAE}Ki1RV~}9h28p{ zcRy9Q=&I_wege|>XE5w%C5(nr^JjCClghqEKSX(}aYcL611;o57TE>p>N<}y5Rk!W zY2m}kms(RZR2A7r(6T7hR6+4|7S? z2ms!j!~xcq;gyA6pS_85_G3w+Sxb*vip>kjaE@Ow_y=4mKQDlI#odGI?FjTe+N?0$ z4kSVTbsd6o+ctlZs~tIkva7S59~Awx+&JhJ=)*~~Amo+xdgH=N4W??e*9t###25Rb zH2AjVB2@I~5$f<*U}wd7dviO4V}XkYIj1bu6%L z0kttj5`;R1VksH)$)YHN=Igu{E!^453;ldaiIFk38#$=V^@B)wIz6_yzxcJ*Wl|); zVW2}Q-YFVkUuaPym)>}Fb# z&#lj+)h(I*(6h1E00bq2*C(1wi&Z~Rf{MncI!r62iWUV*R?ZPYmxtJv)5pJuw9~}U zy4?iN2SXOhFaVV{su9RGIZI5EZ~NgKOc~W>wSxtfRyN1Og-$bEBG@E4e84DmU9DcHIEJta+!>4 zxV2vBTAUxJ-}1_k*_Xu6Ahy~sCgO~N%$@-0TjY6Jb92!50H5ybMWA)vADzQ;aPdk$ zEof=_6{GJS?pfV&l$@zvVHTA-vjbr);S^i`(5o;p{d*Bamx!p-dZ>>7xVTcxFq znOLu6{NhJWuOjahyor*8NK=vJ>Dj~iKwzq&rQ4al-@m>d2djO!1>gJ8WNaH2+BCS; zA`oJTT`E@EnCxaD)68iw5{w>o&d5B;>$~N13jaJTx;TJ50`r8-Jq!!6{wfx8DR<3t z_D5>amm!){PBUQhB+v$poNOr;{H2OSX31FSUaSU-H+}tiIVn}d(^HD(To#ycgd1(d zLb%C3gjRSM&Pkx3|3~+GufVGvd5On-Iw1K2k;MBgj7oYd*IMJbW~6Nkf`?t`SiUe2`o>Kb#7M))#yOiPTUUkVGsU*!~30R`{L zTehbt<7f7>KlyZgu;Esj9q(iuo_D;De00&njen00{at#;JVng~18Dio(B=*8fmCTO z{90eCtclZvhM=E9k@RrkO+KmC&Y3#mD``(n{L-Ls9wS$X;@6Z%xg-(1JTZ2v`-XRv zGT~rLfw?*&sBKX^!1Q!@{5a>8$Xo5?n#!d|P~9)Bp4U!Mfitnrym+GXd*?N8c1Wg3jXFz;Se=uJBWV_b(MYcn33ikio-xlL2~ zNinun?Rd&^!fG@trJhwL-w|u)j$rz}HEQ7W;jiLNoCsm9w=+6EocbQ;WQ3!CNe;%r z!Bh_Pm43;RO1Wm`vVNB4(5p8%mmJG&QlW#^dI6)oGOwMff)CLeWVXNkEkY_HIzzOqhsq5%R7}a@~ycFsh z*g^yA+>l>fG-n}o0+T%cJjq&GK2cA=qz$mQM9SBEc|=#$6IvUROWzjDsXo5_pvV4M zN4Pb3AoU^+`}KFD496<&OIg+p@lN8>;NjfhHRMgK=ZKXuayp17D&X$9W%1WvTVMSOU||IOPZ_2@{1qYLE@H@ z4rmZeZCL;#=z#lzzk)6*(`AyxSYvMKeSdW3Q%tnvqb)VUfvyWUW& z&HR>jje|?0n&wc}VPkH9H9353_h3UiE~LYwE_P!gQe)PpBM0-;q^)HbS+t0S@0AE>w|6 z@Ab^I?@8zDw*Ha`Bf>;t<1{=7odf|cgH0q>+v$%@DKi>6^|&NIe}98=)yd!87ETrK z?&D<=jIruNo)_rngju54GiZSCME4E9M`t?FNb?8RxuLRa+9Vqw(Q+Dy_+77v`dduB^hs1GmvW*ZrokjHwC}h}PH4=ML3&6~^v&zC9_jl= zkB|88B_&>VRDDlY#1rGO+Ja=kSwzMKs2bE=#hTsG{x{maeMZh7AppK}3{v3PufrP8 z;;y^1WncZ#yKiJ1HAtx69U{mNs8yv#Ntssnd*IM)J0S#>Lb`(8D*S9gAcQC#W=DMW zJb^Z1Yfr-7?uoE8CrEy`7!I|;v1CMG&nrs{ba{?F>_+9t%FIqOYC3L@3CLWR>c}^8 zyZUVTCS{8kSeRn@e=pDh#-uvH_XXHy$wfl{@_o7f1$8%t0(8Iug`v9T=FJuIbP4GA1(shNi+&Eo-{rh*2)`+Sk?1peEaL{U~ z25hY8_t`9>IxfBsKlHJm@1FjdW&3C>m)i4eFKgtaY5!grms5%t4d>V8sOdp#QZ#-E z^8%U&nov&j8o2d4A5r_L=g?MSWtu~}eD{FYJ(*EOmkzIU=Ob&^r+Q8jnDA6PDVj~| z8Y$4Ut+9K8ETvVzRWb9n2vR^C*45~Ct7+n>GZxVKvXeambBF-IefdIS1Oxb&X_;${ zbBF?yJ5zdH9xB|(qdqUu4j-PIIFq2XzT|gz)Z0dB=zkw`9p>#W5u|XcNo0kMLdeFA z2u3GbYlVeX=Y^rl8lUPa`(@DW$kNsECh-Hc_e}RM_9}+#Yij`dYO7&=Fy02EeWeAY zT{Zm|T&&E$Uw(1}EG~-MHVNBe|GxUg3s>9A*R&IlO$95OkStSnsJsRvuuMZ!Trw^%D7BDKo%Wt=c0l|{ znxTKCVYI#j#7kU!im$+&vz(we6;C~STli;|Cw$%vh`uS4_wr4^1qQ}brsI=!uG9V* zNck&zM$8~Mr}^Q!gfYde$E-{{t3vqP3LMyFPr8%wlmC?2xyy}HKl6MP6*pa>qtcUg zKqyBQpAmzS$7Li_#imfo+Q~{Jh+9lp@9q6$@pt`vl7{KB8xb^mF^uf_G{i;eEeKoG zWDzs|00XBrm{v}c)4s6N&5a_^*$*z#iZ|(pdH9{z*}iYw1fO_v<+cJXB>dRBTb3+e z@I?{!D5F2z6(48Wl2H@+S-~?Utr2`gwE^& z^HsUij%x8!yx-3x&q>!;*o5T=&xDK?06dmYw937-D|$BKxR=^G-t{pseZtvbZV~$& z{7HpUPxc_d7s+p8b$i^o21~qH5 zkqyA5U8KyV{u^HTkCSM{YAq8o%b%njAbmIe#Y8)`S)r-A1ph=2oD1W&%4utM^}XgL zr^T<$x=Ln>b?I?6wA;+E1A?j(-loqy!@NN14=|6o}~#$=_luWoH^4enXnrW)74sV|xabPC03*ikTa zQ2wbfQ3J1?fH+7#*obrisyp|rP-57nGtage{|Zo*lfHcdINktN=*(j-WGphN{EbupyXw?w{H1cnP|rc` z!V{Q0<#QAZ*>PICNkjUR6XQ=bx*pp_4H)_h7N)Ou^MNpKe);WrWh{#L}YnR59E5qu!95rltQrLw~RO(2YT5!N9bjp zjCRpJ)lhR{#yCp0s*6}$x<(4bMJ@ysY)*&XR3AWK27ZWE_#- z&K;K*BkEsn5V$L__wa+Mo-<0ZG#v@rtg8wcdj=T3-soW$+1HWtOzF~-Rivr)w*=ut zn7sFqvok5tu6TiCjeqp z0Hey~JtoM`P>_j!xsW|S(ft8w>4GO6U`LY+-6V3mXqz$4wp2$!5GH}%HCX*JacN;xC=L)>Bp+e8qf`_WOYlXns=Z zQr}5P)8hP4m4214&5^B4W*_l6AdHap}&Ul>d)y#rT0L^8ZvzkF|Hkbf@&Ok_% zFk8c&QQ1;MQ{=Y<8>IV8{`euY3h8?!&jhqdG#|V^?ga834ujnMMHLa+3#BofBAx|R zc_%c?yT-MUIBm9Lm(=1bs6gBbz4e)SUl)rsGtYhFn0NBZtkQePlUD>(oZULoIV2(7 z?DmKS1z6SJSi=oc-pT{JA76jbZu?3fngeDmyO!23?WVClm)GHQ>Bq%vBs31S$esGb zLANTh*evnUTlPRNh>WG!T8qM4>$Z0TUU~bwmtxBZ+5>CpF0`n-1ffG|2-`Nlb0Icv z`p*!|^HkquVLL5?>&-Qv$ynJEJIvsS1$$}m(fPK^=T5VouSRK;RCm=j$9+0xR?Dzm zMrXGzC*evp1zl#VhO6V>XIpo~3VbFszE(L7Y#R!MJcg~|Ppn9D<-lY+7grC_@X?CL zb!y&Ud)!X28yC%=-4_T{;>mwH->DUvU=%kf?kgxjBhCG+n5|n9Dux}z6e^AlJlqiy zoq$D`k{|%6BsBt5_pt9_+l1^7uY_4?+loVUi-+`~9OHGV3Yy5<>n<5WY=o24;xDuI zp6z8jq64M|uCqZABl07y3AWhK*DHpvh^SAO9N*-7q6w|cw05Y8f-h8=Y32_J+AVg! zIm{uF+9`KwUEdOwzd-}BYsoNq!Xs0{31%&syJM?9vT}tK0cuqXQhSnRl9*1_d1X=4FM2({fCN4Wd*GP>#33V{v)7iWyqSG1|{eR9VodFRS;XMH#c>O-p zgn|Eh&Yj@55}om3qN_kI6F-KFdPT4?o>q>$I7=KpyGiv^*{3^8wB z?u-Pgx$LpyQ!Vi1MaoH%Ul31Adr>cL*fw8Q@o@EY`C`_rZC#OOQ@n@k=&YfQ_4RLq zTha4Nz1?DyWrRmiMvQf+3ll`XsX{i`LiT}=n=ZR|WcqOWc_r7|@dk1N$Bt=*&! zg@SOxTrizkRPaY#{0VNWi|fP0FSz%c*5XowXQItT<7(CUQbnMOf-)oNcam1_d^_am zb-t)`WQA!|WGQ%VaSp=_w!?Q-R^d!_vmBP*$psIqhxu)ocAFxQc}gjndPym~A9#i{ zS?f@$I5aCD>Z@oe;NgG5TQjPc;4|?4_SNQl8`tV##GXx|OY|vtK^`I;@0Fz72^922 zaS-B=i%uAoIY3>zwD;>wym=tou(`0f^ZN_&VihfG=JB~lm1M3)ynK2+3>b+mP(Z7h ze9N+L(bf3z-}X71pZoo}@9IZpVar9zv(Bf=Yxy>+C-yp@2PRJS=nSeb9-StmtjUA3 zM%RHhGB{j*tx9y|>1N+c=D!0Ui7~&TJNdY!K{Uep$jvAySErVZ_K)J=hH8v5gaaDd zXD>75%Zdw{U0lTR{zLN|j{UpQ+67Y0c|NREz~g)CDf}z1)EMBhgXQBpa?5HLf6wM0 z&6A!EIGNZ_OHIhv`UMT&Sd_3|54Q=vbGe~B#PMw{;h8@r z0T5p|P7Otug{48sKBcfr7;;}aICCP}ckLoH)}b4}pNEy_HHoZP*7pksU?Hm+O(q&X zO5nQ-XQ)9@(2?7ZCo9Yz;1|pKgt_(avze4iC|M9!nJ(L-F-UK4vonKM>UB}hVd6^^ z7lCCBP!ki$@*5`1<_4sk`kgH31}5)RH5uYD?mi)Em@XaoB)gw22)GJfDw;vfPpn8} zO4HF$m>WpL>uGM7?yLCGWTlQ+QekizIN%EOm4i-^y2Es4yA4w_sPXx02J5@DbU%Ni zg`xzvbBi>m{SKnXyM;^w1j%PO_Z&YNY*&%P^CoWZ4Lek;=VgulU_RP_zx3;QaPpG^@XFbqI|o`ciZxQz#$7hO0cP^&^8`fL3f;&JIP zx_2_!ji3q($}%lctVc^5|19g?+f-`eo{t{Jx`1m zsSlru(PAV;c;V5`(?QX^4%^n5KAHBWkTCaW@J(y)vNZpv=}!l4Tzq&>Brl=5Hb^^d zjjmhDCz=JtSObmj=byub)hlb7*v`owNX(Qcnzgzp?(goU)(=e#X67+}&&?$iO5DS6w@!T--OkdJ_)wep+(W@wC5tCCmdrFxb_ylL z;zCn2^rOKQE5Fpr!#$B6CH<;IGlWdOY0hpa1oGk#W%C^V4Ku0t&BKcE+A|TC(fZe` zoRn-V{tgDRgmD9k$lV?K4{+Bo)*No)&SC&2zx%J*nhRoZ|LqD&hMATUUtsB2l=VD-27kP4Rf!OHO0*$%^EN}%WX@9)#H#=qV>OKI?4v2=P#KN#%=VIcDW zo5vaTGB80eh;rfR`xmXJ*(B+Q_}ONTTP_L`(^<2VBNJsq7w@cR-r{8m6V3;=q5qi2 zM{(lk(lq3;g3&sN31uhi=-mK8O6P^v_BMk!MG#na;^rkqm7{d0bVYC4lb=1&JQ^1W z^cKY?_=?>VRTV%Yto5~o4>bqhuK?koro3y0J-uQz)fmCL}KYK=)RgvjQ z(B2j++J(ceTtH%WTI?JoS=!0cw}NQT+<(BP{o7j zZ0u_2%vFu!$hdmT!LW`dv)knb`QwuW<-BrIs1<%NUE^sK=e97Hvh2gzW2KP@yG8^) z?Z}shI3XTakmkz&^J(pH(-rm}A>$NfzOVGZrQ$SPvBknrusI~ZpYaah^ z_BC1md;Nm|A723m3dEjiv-*Y>$wWZ^m_+!LcZ0joo(}GMlkY>x-L^U={u_KFQTKm4 zOOf1ge)RWAnm9&Nsh)7dY8=I+pEV2@04dGEZ-Bk5TT)FCU5Ax_r364Ap%B@MWfLV%Y4JB52}Xvz9v&J%g{u(a!hS)O?{i9lB_d^8u2aI`O|&E( z5PpRK%50>tAwe|_#=hPu%sR;Rp$KTfMLY{;mfVi`bf6pJkq+3vzQ_L|>W%`=Y90 zK>E0QxX=0OlzUjq-p$Eb5Zl1W74{N$|IhbdWd?lxZJ#?k+p5xNw}8nd5`Q%gUiD>X zXLGfB{G5iCh6TXzCIQ~PA@GJoC!^U=g6o@;+E_bVl3wrG!`8$H>9Y$}ZEe${D4*#* zfp3+I*L$p&+vsT}Y7T$)I`iNKN0Io$KF3(Ii580C8HQc?cpw8DaN(1mwj~%;H}fZs znTbg(r+X?;DWLRk2I5h8^u6QdWPe?yNu+vTx6O6UHDov}b8uybjfgu<$1r7r2cPG`~u!vZe-r z$uKqeh?g=_lv75kvTSPxWtg6X67Dq`&1BtmC=EOfdD5Z^e&MG7BI#@WtF24(G2d7% z%0Gz*iL>6XcP;;I|FGkC?(>CYMsBu&#srx?G0qmIA1m{x%?jHf0B&4Q19QOVtnH#d zk%cGyOQwTc@aC@%4rW)O1`RJxh z4XA|_e1@q_?Rj*}$sr6n(!-?QJjnO!|I?&#|MP;m_-EGr^?b@5#H3OU-@gB|+K|3OEkKc?md0m_`Bn?C)#?uN?o^2>>fR6Nto~q6p!JZy|uq$*ZL|~ zb7-sHf*u$yf;>{C-~FlHQ+vnl#hbrb zs|92|;B6ltPqveg9hD5z3M&swd6r!Aloh5b*AD+FX_ks zJrwo?OMX+?r^z0g{nTR5ZaHn{KYIeE4si|(#U=#Wuo}Tu{TxQM3yUnzS5)SH!9AS3 z?Irfh{D4YQ;t3D&Ns^p+vXJ+yoyM;+=vQ!i8lb+z2Lc?WM!-=@_wP|^0uVxJC>7|< zLLXruKFj%Ud{*v1BbHeIS5n4*Q?NTfmmckT5Vyvz;T) z2k{SGdEVk(YkOgFmo=ZXL`2O5UEi7m)R{#WZ~KHskJ4Z8Fy)o5{$J3#@{Vb8frGaEM-3jMtZtISWA>)Ug6c3wS(v7U+kUZo?Ym61&*$pO{T-ac%Oi$Lr}OQ<1cYjSTr z3+lzKX4To$>@cA3&+<;4FH{8r4cy=vtmlJf4-_#?b_@Q>cdo)R_`z2r#@L2sTe2Pd znI~_s{a$_Y2y#RH<(=m|yy~%93@}F$mSBX*$N7e{#_y4DV+(x`^t-wmW*~Bsxm%;+ zw*_oBo6_vu3dy;OYJy)k&!5kw8SkRJ%Sb|5`E8gBz#b6%8$U1DugotY5HpqO4ff7M zOwIZNJ|V5mej&)DtjT6_EYsb(x})`q(F($&J~W#$>y?$^a?<^fZulqSKncVsv{+K_-(Pye(&faI0Qy|H|?(Gvv zLpyU#1pxTJSKk9k$aUrbhSOK@mdJeJ`1-wLQgm{%?Fnqm2Vij$iq*G%VT{;fLFiATITWbmSCKG25~ZTBvbG}g(1{dZ7V&;})I5^Me z^60sJ?dJMk0pVA|7hqEOy6^YgCuF9bhR*M$J1ivUZ{OqPwRyk%Ni6=$p7Sd#3PU2@`6?(IDk~V)oabc?TzG2xnKjv9TuXtJxW0v~CaaDs zYw`sVU-~XmMn2^ERlk2=(Z{*8A7;s|l6if=L#O;G!#j3^SYJ(=>(%0Im|Sm7eMBf~ z#F`qEd*-D44%gf&`RR~pArj^{@qGIq8WGo%q$lTo@8Qj{5#*aKBni2=ERx*7ETeP; zeXiGG3F7AXv%(Lf;>kI75*%SEUv545!v75@VWHsbd-J2vRr;0YwX9qYvgy?-$jH#z zWv7MG4vCg*Uyd=U%o?#*Y)@hXuexW!%=IZvFe&*om?>+DEF=hWafvZ!BG@5KZl5t? zZUVk9HM6`jbe3TIn(57_%b0_VkL(!KJOBsASce|SjJZbgtV20zQN}I0c`~lqT z_OjjIi6JJ1@>vUYsoZ<%Ep+r0fm6hMS`z}y*1Ca6-kNTeeX!)vqWfBgDdv(Uc%iGw0FGiMx z-IM!Osn?_5deID=Hw{qMWiNUM4a-Vlcrr1kl?9(kF^9)ImNSTjpwxN!-N}f*=_I#w zZ|xaOsj{^+zoGOusycP4!=@K5Kgh#v@javJ_p=~ANDK1|-a6%X8b_M7V-hVEC z0n)cT-QBXc3_sF#0?&32|%g|o@`Sz1~NZrD-b?c$$cLH}}uG2Q) z2YVs>K2b_jz#?OPQfSl-KNW!_v4kDa1Vx}nN1!%o>F?KH9FS~b*L#ahJ ztaMn?00SOeQu=KxzgWBW`D^S8FZa(`=UdM0zh=B)aX(8fy=<)r_{@38V&hS~`qfTL ztIpt6k+~nBV?XetOw;IS8E~uS?&svImN%rYD2N*HO8K6*Ew%#iRCOVNT^W zcGGIz3I|{74zstdt-#I6rv^lqCo{sqAQ`xM{lXHhjIqoMaUg!l%!p}*Jy46M^y(AT z4HNI7Y-6Mybh*0vyGeGj%s>2X$=`IYJvTIf3a6pLBQ|>Jei41)%oW7=Phf6)xs?PU40p$8XN5?ACG1w`;U{{W%Sc-(i(*$wjGP*q-6VA<|tE7Iy&VaKxp(<9XJ~3P}ubQOi01hoW z!YB^=iO(tM2c_Io3w?KG>6_U)%hd}5EbC)2E<9RyV3q{Qw)~=4Y(z8@$;-ZT`~dPy z*4`7y(!8vAsma~9zSj%0iN%E=aG>K$Ed_q}=RlK_ zfaJS4q-=LB>qjak2K3?Gl^Y=&|9&cWqvN!j5_=&rp{oKjUyY|Z7DByVm;&~CnmDDAJdz8W@FbmryR}ZGWK~pyaLzTyu9WpYUs}12Sk|O3|j|Y z9U9UYi=&?Vwdmii0VdEoPHTyf3ZLXIN{@K=ZQAQUuaHU~9az2Y_k^Q*epgJf16D64 zPd~po*K!>qIaM+3m$kn@*VH?8E$hxwnPPTkRinn^ypGX~%4G+;ZPju6vGAp9>2_8^ z)_)A1G77uq1DhgrFz#4vYXce|ODeW%z<)}A?80)N;Pjig`wvY3TnM@fP-DgS;w2At zdTV_@Ufu+50I|KNv$27Gwcz|*1kPmP&w}S1!j60YWOxd3NtsoYciI5r$JC@#veB9% zuAyM7*MyEY^81;QNBg)QvjgqQ6@qee92^av;z%kpZy z{)!fQeMR45qU9{(?!J<-7i+nR%wRx{Y=zC)?fv1W3nkW1O=>ty!!Xg!dImW2E2Q*c zoN$U#2I+nH2f9rSDIz~H11^rAH$s_4$RTiRU6biG;98M2aI~{)~}BEMTgqf zM~?T#E=>R8b;z^6xzF<0Ph3T@ovXZKH2t*TS8^n+ufoSS@VL*Ok2QG*3%^7FOOBh- zj9Qob@O}M4Hwiifts0y|#+AyVEUo&R=1ThJc2;`dlHOY%nO}eoKFTLgGrUEGjND8vq_?&mTGlx}-|~s36b0U(&p0l=gpAWrz$zt^jW!}*tle+ET@5Ws zxU-2u7fy3YeQQR(`}p;u-b=hG?B|&-b$*h}N_y|QE;R|X)ac=6{Ibu4?Q#yd_T)D6 zrNgiYs6=qv+2xC`Dy4sRXtS9?{M%Y3iWdO@t|f7I zZJcIj@=biO-C2AeStMK7`ov9c?n7?*730954za@yT3L3!j*GBPo*$u z7E)|~9+jz~dG_hF(wgc>?g4Oy)Cvp*2!yGgs5CB`X1yqSJl6GMs9pEkgq8#;6eA>q z#(TsUHFK9#{_TE-4Ck)#c(Q7ev^0cnN2E_a%YJ)U8M%{d`i%h~bI^oQlL203_cekC zfT5C+Iev#=RvkI==p08lNMAg3G+Z^MjMRo?yML(4xeYkD{uahc=E+fl1o~8YGM}qg zZT}~qZb*UbYW(K~Th%O_${}Rm&#k3E{D($$arlqy7coX3Ep>ziq9*^LLD<8@07say z->;?R2X2P=U-Gy1CKlrg}1$>KAm2 zYVsd+qWwQKF^EXoezmu$On$DM+pTn2HQgXlT^WYl3-31+2HL&eUYB(#cVVLnk<@X> z*kJ9%H8!Q08M1b5>0qeufjIbPS#63c=IaK_M{=#&BY^p^1_W&TnE7Cu_?^Cdpg40} z_m&TFVyWyF@A4VV>R_je?TOO4E%blMR{{$Be`$RkKW6}hx?FBhmqJ#hi;4E6La7Ah zR9VUEFjcrF3Dp$Q7wAP~=<8vW9YMd5&N_d;*P@DQrvl#o_E(!YiN9D(5CF<`H0}a! z@xAW5bM-RyenINcCn+HpQq8XCwL`M#b9~_*4``4 zjrg&QKTc1FF>6`lWPE3LYk6qoO{0<*REXetx;L&*cB+VAl*Z;S`Kq@mX|~eV*4bjsNnrt);!|qC_LIh|ddwkrq<~b(LGK2wD?@kpt0J$bwVH zjKVa-m5x3|%J{w2WNZ)^3@*^*1a&o2W-ytWKNBwHL>wJM0He`!*!Rs{j{H$Pbfui}LyI(l;Qgm&W)Z1lIO1>_?o@H6uYahNR%$lJa{U@*g{Ezm|JesY(-TUdSilSzU zlGfZ3)YzJ0sHv(!TT_rKN)W0wL=7>Nno|@-4K1o_o{OO7w!~Pp=0saFNtLD&>AUZ9 z&RXYr?&p5jdDeOFwcfMNdj80gY+1?PJA40r*LD5A*Z0#Im4BM_v{{I4W+&yEKKVqp z)MA4@{#b6A_CnrW#XDmT`VYm0qsq%<-sII&?N@uQ_=2&_>!pPI>r7X5_#DHMbBhJhc3vtf%3-?peE&;CMv6QFC=@7)ibF7wEV3%mbfnw~DTEbgp>;8ost! z;p1JY0NEEma<_KwNy*%GQ=x&(q07Qi(E6-?KN9K}$aOF467b93`KDSxlQ{Nmnd;zS zes3igy17&L6N>zX{k^NM(R-G-D^;)*dgi860QMon3h5Ns-9w`=mqYz7iSsz?tMzlh04e>UA_4 z?8@PYRSjXk`!&S&3~ubSN7}dUHSa2ie!7cXDo)1E@+9XX1QfOl2#Mq)$?&c~(F>#* zJYUILj&#(Qqe1-B{B<}1{@p@3e%ss0%Xe6WA1|dwg}ncUjY6C#Ah`FS6uJcz*G8Q# zxxa2Tmzwn6H0=9OsS?E;!E`HYMzABOf8}RlJwvIIN4+|c^F zdDaXZFwaW;-8?H2x_54TmErFU|Ndyh{7;t88B!^;oLbo|UGC(dz?TLh0U@&heMo4(vI3be zlmkoRdLA2-U>1+X}U%RMo?9Wv`+ z2LBPRRX<9{{;({J&vW29T-Nczr&$QCY5$H=XyqIs?X5A zKwsxaYoz;OSrFuKc!<8g9vYn1WcsB>IYov6u#nqHlqRiUX#pPjS^$m>qTHV&mB;sC zL9%m5C}3p&nv>Yj!5mswy5OGh#Va?Tnmp4>Tm^KLFy3`&gHibsyO%>q?ji$ZGY8+G z(Hv(dHuNe7UOKCq`&PaP7diCBo?~w7BPG;kRb;1YBt~E#k5qr)-;lh0y3JQ=T;}8m zO2eV=j7J7sR>ku$So~>H0@j#vo|M(|%_Ds^oO66riZoY0QfkItfrKh7+Z?Qb9`w7TNELUf1F;WHgBnmVF(LsWj+f02!H|FHz<$jkFVLm=s znvU;c(L38p6?PH^W*^cP7mnzQN41>Px<#o#L&K?kAa?|p;LeZZiU?v?tEVv*c zx;rO`Ci$f~@7m_tekC3D>Bmlg&`)UV;*X}#?Abn0sANf~^7MANiYW=vlYaqo%0s|@ zvNb-1OYSDN=Q8DEQ`qO^iypqv)_*Nedcv#>BETFL6-( z9Ei1z+YT$SR}~P>OVdDr!3oB?O&Gom8C3zR-P7lpuXgu7kWyv79C4X+m8Fp5eZd3q zZc!C7U>1X6*br4o?>h$&*vcI!_Ukk6Dpj^RXR6XZ+w8bG`;`&wytcqk z8ct;_Y04;`vFme|n}ADLh{-9ep!$J$HQI%M09z5nuf zTL5r2QCr|`|lak0C$%bZ=l9r74Te~Jj zp~-1?9G?20y55@Ag9WYAArqltW$63;%e}2S1Z0_NYgiqhzs&o3m+$&6d&?i~ZZ zVdy0ZiXDkS1DDgFi9Lb*9jB%<2@0F2LNgB^#)Z&bv2GrS)YY%lfs1&5jjR})a>aV< z?UwR2wXD|6gdIro5Xo3#zgq0%d|_&&$DlZ$q{&+eQNSF`r5}8vL&U3-hh|Rt3h298 z{6&Nb-`4guLc^s<2MdlWHkpGVXN;(*8kVm^hn!#HZ%f8Yw@?_DfB@5eeGJQ?n|^H=~pM8y@gKD2m!mO2}^bF-=GwNdCctDIWk>Kjhxc+I3q2zaTv z8^+-|bF~dfESZt_or<0@@dxo|)^^G1nx(h*^Ci z21`EKMC}t$frU?fNMfb!dZL?Gsj#M7XXe7<^~b`Aofjp{tiOqHM()PhxC8)5cvzP@ z$vCbt%$J}#I=B?`xJdw_CV71J~*~P zf&H+PdK?evdK=}xbhdmdSeS=lm8{=sH68NuX2N**R}HSkbgjaVo- z*i&+0N$VO}u{3k}BBoTLh(5(k&Pq%ri_?3Ttw86h>|Wh+kElrNlsC=5@5Su9vX3g& zzIR;^Y5)Z%LBBdFiv0YU_J<>*#|Jtn0ZYlS{)3?2Fawj=mEN2y5XQXC-0ZEfp7LPN ztCP3tTC*4er)2X=0m_Re*`-?tLN7`8$86!cvZ&kmSV535v2?{eI1Wn5Gp6)=id+tP-ES(Fl24@j=!wKV-C9v&A zgyxf7I(z%?DZ*Vy0t1QSVGSiEsn**yWulhV%)OV&^>2zh8y$@*zPXa~%$YPmn95l8 z0+><&8?b?j;ag9Q^J%=^l;kvc@_3t&x9^O;l+m5Qs{6ng>q&`0kp^IgDWL`gUqKI_ zaIH`C?{u2a)&@+OQ$0hfd?j$-BGs&B(`$!f&q6*q>)XDXeinKI+fz$(qfBxPplrJC zhfRL3kx%N7AAix&QJ_!d{f%*S-e>6@yg>c@?6a&b=y}P6%aG>8K8Vv_Rit<4C`+Af?o>VQSBugU%H* zj;EcyC-R_s0Ixh-5fS&*-F8=u@Fw|=VW>&Y09y1^#?M z|7;I=Z{OXVBJor#UeIWC1p6d%_=t8rOtE{sVoNC7f{#si?#TL)jcBV;rXjFU*Lb)} zC@UES49fA|_ETlW?^m`BbjnJGA+FN3NN3Ko^zU8wYpN4Fy;0#Kgq8lr)6;`Y8h<3eg`=$h)vH^Ie~ny5E?*?Q`=w zS6p!_K<%6ay$H-V6_gldS^;XE4{&Em1Iq(FmHZ3egf$iT=ht!ohU~G-ul<8J>g{Ir z;^mn?9ko$cI?SIlx!z!1Q!1xd-r2-W*&iTg*1kfZ(=^SFQGAITVcY}e4P0{$BO&*S z?DUW!T3gU3@(Mm;v!9I_kePX1hFAO6CU|R z;sQED|B-ky7y9Ro>ujL&*2_!N-EAYh=F9LAR$B+J`b5R)G<{JEm7n4{AI^Aha+$LE zwE69drN0FRgsUnj-<|~tpem4ol#Y`iVWN#nmr5U_r%W2v(?;wQ&6WF@9^0K(@Wg-i z`OJIqr`LXzOs}PcUZOY1EyZ@ZMH`PUnckeBLJN{p+p^Pf?j|Bx_L`|M`)7u})WddB00X(k{Z z2YdSH;?XL9VP9Sky3)iRUTS+kOieRS46$W`-)eu{`k;o#RjN19i}hW@Qfh?Ka0G3P z>Z4b=9+ZD{tRjG?ysVw-RuC;`K3P>(?a5yiD>z}%D2KW=@hNS2C=+_djrq1Wif@;{ zl4L+MY6&YgTmmY)iM>weD41aNc$`;=TZm+13H|j_mwfh%xBMq_Xm;i*zxi8;+Y(Im zvyVq`Oo_MtUJuuP)Iy^OGUyD3ZGnqHTm(b3Jm7lB#w0SpjgGJRSX6&?58yRf+vYMZ8$#s0=abhS_D z{c7TAD+%UVT>Zm0F3n%OZ?7-%g)%-fubB00E&a4IDz8E{dz+*z$d9^_rYV{H8~@|0 z-;Nr^Das2fx13TK$=90Jx`AB6#@=sgP=UpTi%d3Fb3pJ5rLOzaD7Dfu-OQlCsZ};h zt>0Xo+t@RHh;^#&?HpM^XYD6VXeqy5>#RzhX<2a) z5A)?V;micrUG-Odk8(hVBhxg?LbOx=hQ+jRQDegJ_*c52w12_vdW(s-wN;M2&RKzz z7v_q}1b1DiMnGk?*l34n{Ls5N^TL;JK8BT$xBB3b#<)j(FuqS zU#Rlbcjka&KpNP=hF*lJXN?x$6`ScQG7y-#q9AuxqTGA)Rh{A)IPx?P;*y7esMaX$ zJmFAm1klQ*XqwAjO) z#;*`-`|mT=SX6SZ*V#J`NMzmBbZ`nzcfHK|peruw$N?VU1cY)^QUOVy6Awk3ysG1C+ydC7{t` zSrw3VtJ(>tW?JZbziVXqV0$<|Q5_;H8G6sIF)ySgAp z_Q_oeb1R&J)`>OeNTl=!-?YUIwTpIBa zzlT+P)SK5L&DW1!S+?mLVGK2_qX?Iyr^eZ>r;UZ^MMPEvGh+SRMsNV6J@2tl*wfu$ zz0i1j(~^v4nHv@->p>i&uVioxO<>sa-0aM%A0x=iC4|1GD0sYBY|BDDV5%IR0c43&uO$FS3EDPaTz zGi320O^tn_Fo5-9^hlW#yr%&!j3%@|-D2G4PiJbGp1HzioJoR4b_#dsY>1wjq^bH5 z=dH~G$v66Hg17hy&&^5`Y#hheDsFJSK-KOfTi$u~ve4#3XQO%)&5tbGf8QoHRG?I< z@ulrde5KVdkbdBVxBZu-yD*)aAJ*%9QS77e0j(t&9jB8*l;y6)`sqG)sX_R(sY-Z&0(Pq56c@Op=oAqM1+nVIoyu;B`})id8I++&ajr4!Z#202XjP@4$1vCNN;#bF{()*$n)r1db02OZ%J_PX^1xXmjuQh8pigYP*r$8Y84e=7ljzGL z^^haZ7ZBmZd}qb;AIz9*3}5uwlg$obwewN=+Wzf^kWBtKfh{u6lC-3xeZP5&hqS#& zgr;b5hoT6Bkh_Z(?WB^-N8eWc931hdY)}CeBkFla>+IjuXnCSm+^$N@RlrUuQ9}9` zxSK}lvXmYD3~|!!7D6ZcbELfkRro3i|Kb_j^r-FZ8;OJkBK_N?WUJF1_C|x$y4VP9 zf&GURd=w*WUEPKwfOk4G-E1jd)l{qO%*<%;{iyQ}&X3Ekd_EP_c}ilE zX82MMpreQ~XNT$^_(tf~Vy|Wr?Npf+UQ7m{&xpd6C2^wm=cS)2i5kg9JtRye6TlCh z&b8#IO-PdZo_kmt9?SNV$jN-E#dVk^*&rqJZKzpE2hL~~D>&!D@G)ElJwa5R?!&U9 zuj!Iwn@i`MJQf(KB6&%q;vnV4c`pHtBK%6(u0&eTl>n@NoEE-CD<^7)Sh^*v-ftpr z{IGEYDtwu}FDp7J^I?w_I#AlgU0uEWyl-=Gy?Ab8T!lA3pK)R+wsRR8y8tD-_rd4E z26eG~6I#-wuLtYFxUK*mkDQL``{a*|2*`HsAQvjlWK^!;{JFs9D0nDi?G(*ttAqv_ z`%DguCa~g-Eyp_Rx5X!1Its4Uw>6H3Pn-dKMNnF1-qObBBm|YU`Zn7%wxw{#XxGMO%>#cb)r=IFJ%;q5V+Qxzc>1t=$3{9I{ zorod6B(qR28DGgpEfrV*I`j|1$)+cny}w2rG!v%r7Au&CJYtou%;tJF)K1HLmR`! zEB%wb^cxv>?5E9>jNLJ}aV%9g6VKzpi?0)JkGle*7Z5RAoMufHNa@g~2rLElRO(~c zz0@?q786v}+hR>o7Z)`r; zQPK1Er`zJgLd?!SlB@LFfxB&5qfCpKMrdzmd;!~cM9jXLs5I92gX+8yT>I93zb4$| ztKwQSPjmWV$+6-ZaoEXo6%t{cQs2Toe**62f^aJk)R9G&wwl@uP~b*332=G} zrKG;nnwtKB>9lqohit=6=%-%zsK|=~ag=s?UL$IIem&SkU;ailri2{JD4X@7z34-gnzG{?+cz~z-ZTo-DVw5v2*nPs=CsfpCqV}s%b0!+0krIXBuVFCk%z{Y z;d~VYCtg<9nLgA4#8oLsi@E;cOxM~+kLMys9-mA{uolcnFKZp#y&Qhdi&( zPO&u$OuVRrh=%yNaAek+9-nF*+YQw{fxvM;sWDE=1D;A7}QmfcUD*bbKqy-T8}mN-&$y1<(`PR*|n zb_;r5h46PPgCb7@(~SjjS@=}JPeLZRv>uOZPKH!-nsn|!$7xC=;Bm(aP2N%n=Uuyx zc~~vg5cR1cvGQO#vuSLR`3w93_ZvK$!7!Ft@cQGCcKW!}DbmUVnlcf~i*&I@oJ8+* zwPwXmn2v9{D9sP0M4W9A&_u7~gRM1vYD+-m8R~ z;6BK0ZO_bvye{(R=|9D$d3HeS)IDnq!JVe^3-qkn1n9D(V(9WMs~xN~rAhyJ2+n0` zOW1xAB3D`I`WiQ}Rplne+|9Tvk^Cewkw9GsZjUSKvHig-b4TCxFki*-v45Y8a2zxHswDoitu>;266o*K^}ilyq( z#74Eeh~;1gnmoyS#yDjM;(Y_>?!`OBN%1vlMv5WCwxtq>9+&2xvQ|t>vQ_PliE+4#j$*Nh^BAsf*46Brf9}?-f6^7b6f=Lf;z{2;22Uf!3O_h5{};e=4ekQ%^}Rv1|`w)jOQ7q(ceR`0gEh+&Iw_(*W)} z#Plw3o1Xx4E|@OESXTvdAbSlt0Z;GFuiGfC^ViKG@gbjIsaR^4bPFeqQ?t2Fqg;Ih_Y>4|Oc6}phD%LC5^<-> zG*o-pmj&*D;iCmTyPQf5|MrE7`h`8I~ zCj(uuWvDGBayd+4po67p60+T(z@hW(R*mi24=%F`H1@`8tMI;4o&>SlTK#E(G+Z<~ z(W6%{DgR7mr~?qj6>;Gxdt|fA8kG|U?mnT6jZW4!kM)>x30B_}lTXGBs!d9)9Gx!Q zSYXpw?CbnAxa=PHUC^86_sS7x|GXYAhOF(3*)x@DjF*tSiQST8SUQ{9?JMzWxrQ=E ztQ78ro}_byYL5wp;6wDuo}NJ@W7I`6uQSg*%~sy2jmSu?6*=rshXks5kJJ-Kco#gt zCjmJ?+Z9}!22<~aDx7wZuYcW}d}Ljg^~AQ&%nhU1rLcT-wjEzwmRE$O?!o;IBqi59 zU>SkM9H&Vlc}(32EY&!8S<6wQNR;%1oH%6ubI!UQSJ>&h_t_31e@`*_18WjsO9Hph zJB`U-pv`;aMS6*SNyy=!)x*AnEDd@8_HpD-Obq{2WXF_CneLjIPQbyI+BQ(Sc59-d zA0$60Jk#G$U54ON;RY>tv`RAdR1(5>jiO)Zk+;X0zCCl^BfGI#BzRv|&;t8ZD2C`yKK2YK+;Sk0 zey^Jq6O%9hbcr>;49lxO)0{NWz{Vg^eCLfq#wwYd`bu zu>VIF>W%*DlDHEE7t#o>dPlkY$Dbqxr}jFhym`L>14f8?vi$gn*;u7dD961QYy30G z&oB9FU;gBC?S^7*nS4fosl8pX;u)m9{?I3hT|_9L!BhddxsC$9t&0!oTogN^h=J)i z?rf>I<$QO`AS-%hdF2QT-^E0Kgr31i{c9&g&Y8uiF9>?&YdWvzBOc*;uTIMh-5aC zT&yY5L=5M8>q0>#(xz2=xa96sd6_VL_45NlVRHgI*@)`ma)faGb>JL)3b;Jf$e3S=ZuY$LhF&hbAE}VBMvmv!WhB@9j}_QwmIlkhW&E4BftL0;Rcbxv^@2m5y0-$?H8yNe8L6* ze50}StGR>~z!p^rutmi_l=*wjnauA5!@uzH-?!y>q{FiYZBz&PhGO#BDek}kVH2$i zrCe%2X_`NMc{t= zpZL}dEV(M4YC^kQJ4REjqL_8ti{>)LX=%QicbrA%(+~Wk4JWr$&+^L#jaFtFr=k*M zkdJv@Gi?^LR8rYww7( zA1-}9{0O1K;m2e8Vs2I?UL3C9=TO6V1SAC7I}SKX5OTsrFr$cm48@UB{tJ}(7}KLd z)A$7{>`Vf@Gup_&${^(T@u?cPAY+jfK+mCv5d`>CLBwjhy(KWaPmng~QFLV>^V{h| z&>9LkFwb!ebiq=>^dTb+7&2lO6FPq)jcLlTp6UZu$_Suj@8rV(%nWUM0*QliyWk<> zy8yX>E)Wj1lzu4zlkm_JovRAVP?|jL#xKy|WzdgbL&gZ|b&;QGP^e6b|4J-*9 zsijPs?omV=cXOH_%RM?BblPEl4smsN(ZMvxPp(T{+A!$~#ui3|;KQj1lFrC(P@dF+3C;WW> zqaQ4)BYbJ50Q=osb3o{*cmRGUW@{Uz%IYfON`Ln{bF0))Q0`1CvPQ?mRhnV`J0#>1 z*(lkasKD;Y>DlV^ObCw(@H&S-I@WoP{Pscl*-gDdcF+GJ4*Rp%Op9S3@b*ZzqrCeC zy5$~+`981xdktyJC{F{)ImX!wTY|buA#2h4uQz zX%z03knkUL_{I(HLbhBQnmTd*^bH4xIn<*)SziIITOA42IdXemhzDTd0K9r{8YJss z___I+g|(nMksA4SkqYZ;YuhUiLgG-*GUv|!X2T;!BN!Yi=rV?)b61yXsuJ05T9N5KwTEh9HYR0(x+gP!;~kq9ay~ z;#(S0Pu(-*Z#U)XSq5o;7>*Y^rWltU0cq6Lxi;3hR8df0nm||bK(OHy>#Aa2;#Gn= zq$XDqO(rU>E;wCEWgHkL%v)=jeddIVOE5x#(7eZ%4&Z(5w16l#=0qOA+TFl6_oPF=#Q}Tc9=U;g~yTJ{MTdGubKu%rn+ZV>F zPpKwAjIBO|N>!P*M|k#~|+gcn)S_2$twdY9!cuS?acDUfdD$8fUs