From 09f22687585d848787ec3181a8b7307f55767f72 Mon Sep 17 00:00:00 2001
From: hl00586 <hl00586@surrey.ac.uk>
Date: Wed, 11 Dec 2019 15:57:50 +0000
Subject: [PATCH] remove cached files

---
 config/__pycache__/config.cpython-36.pyc      | Bin 5985 -> 5939 bytes
 config/config.py                              |   7 +-
 results/mnist/result.png                      | Bin 40959 -> 42435 bytes
 split_mnist.py                                |   2 +-
 utils/__pycache__/dataloader.cpython-36.pyc   | Bin 6019 -> 4758 bytes
 .../__pycache__/predict_utils.cpython-36.pyc  | Bin 2278 -> 2256 bytes
 utils/data_utils.py                           |  74 ++---
 utils/dataloader.py                           | 280 +++++++-----------
 utils/predict_utils.py                        |   1 -
 9 files changed, 141 insertions(+), 223 deletions(-)

diff --git a/config/__pycache__/config.cpython-36.pyc b/config/__pycache__/config.cpython-36.pyc
index 690e69f069ede00651f0b3c6eaae4b77b2dd567b..1f2c95cdf0ef9c2545404baed33b5657a108ac46 100644
GIT binary patch
literal 5939
zcmbuDJ!~Au6~||G?~cdg-I0<g>RX~@`Qv1nv@KhbZCR!zIYx@mL8Kr70b#Mc8IpV4
z+da+h8RFpt1fYr(DS{wHx)dpbAYF<SDN>|J<HALX0Gkv6f)p&%s!9HD_T%;_-TCAr
zvAh4<*?seyH#2YE?6q30^4;2hAO2&Bv46ANUjcdzM{pJ=!31~N2K$@|LzqvQFeTqN
zHw?k=vqs?nPq6hSozp)PVhu;|3(lBi8(c6veMi5|H%w6w#iwkeAWC8e*P<+mvY36!
z_W8yPbVbZ*U52iTn%1+>buq7X1$sdo(RvR0s5qu|6?#z|*SZG1Bu;2uhdwDzX*~~p
zTAa~(0s5>sr}Yu&^WuWmN1>O+MXirPUlOlqy$F3-ysGta=-0&SS}#GrAsSkrfW9K$
z)cPd!Rq>YAr=VBFs@A8W-xlv^eFpknaZT&9(C>-&wLS-ZUEI+6ygc8!AZ}*AO5y|Y
zp)OgL%P9FM`&AOR#K*eiBHq6(KGFIT^qTlo>sNH2-Hl3jeQ(RzUT+#npA~T>eV4lJ
z4o-qUG5UruPOv9t$Xa}#^_gY#S<7gdeRH34)<?JQ&Z^seqtEeFAt@_RnP3<i=6dhM
z%4$>Blw7*X4jtcH?ac|fWp~|h#qpd*A*#ktb!-(#6;)%p@5jH)=GJypP|_BSVpIsE
zyR|VFKW=R~u8d|k?Lb-`JKWi*CRX*Ys6h9A$5aK)d3I;@hcF$iw*6kuk*oJ)up9av
zU<tYUxf8nf=IR4G*tJ||SGvxQ?~7sbmCjyNwk+U=mh~O-QXMD83%txLyoz&~_vT~p
zmGrqG_tKow?)?G8HhW@-;uG`ny*|Ik9^QicFdueH>g=OBRAINQZuU*VZ@~S1qlM?m
zttd14<|)=<A@9S{@x33hz5#d7tRG;yv1k11Grs(c_YeMuzlNcRQ_bVlFrt#(=}1pR
zrsIW;qME_oXx8yM-Ovg`70rd(1@@+NgQ(c_yIvS^M>{Y+&FL4YFW{&k`~p9NMVy#X
zfF~;OfuTK7HI{g9A@N4`c$4_(kFGT0v^!2igcxu8oX*17H*iIu**CUL3NY&j)PV<7
z&B1w`8ayg0+uN26t{ZR|Z&BChw>@Xu^+O9ii`G2Ei-8{Oymuzgb?CVvM2ce?kz9!3
zjcE`A#)G>`17`WY3`57;j%Ky*!o7}!&#7^dxh=yNGb(DwCXN`%$Xu1#7~&wWYmT=e
z_UgkV1r}mT?pD+l4!?31(nKuoBR2myn}&x-y>8p0nu10tCM|&!BSKMwquRRvMTchT
zXG-}hGF|DZ<0u%>lw}lc;Rwn&F~i_>zA)(ftg4{~WmADVm70Ttx3Hj4?-M%3jv?rn
zz*Hykf@W41phh4OZ5v1IU9)#I>2U4ccsvZ@yi`9|g$+A0v^=|=cJ(-z%S4>P7`<Z&
zOy11P(A2(%kmY8>uF|HTR&LylgLxGok8?0b5}1LJDNyEOE4FIxILRCs$MPCD`Z<=g
zmvUC7fT`>_LP*aNPCI3}h{{HcnAcJClN?Lxmw}OKP-qgk_8yj>2~geu#?u#|42(>H
zGUEhR)AzniLsSJ5f7AC}X?r6)(*Vj(b2#;6#3Y8MV3{WnYvADteDfwiewKq-N?;CI
zni^{0>j|K)0_f+XpazzvfU1xc<T{~L6Y#tRmS5(0(y=@+G6hNrX@VoNxHo1>tpMRy
zIgDD;SFwSYL0EX8Y~)?u_8{nO+F^6Y3Y^{~B&(qKb&e!;$iT>SG_&Mc+3}k@6Z8%(
z;lIhjq)Ad{V>*^2!U;NvHP)7rkGj%p?oGh-4tRc>V>+31)pNFn*s`qT7GB+33iTq6
zh1^&qWu8ICdY>UXDYS~nPOit<2}(+>nKX+UWGK(~ahW{g(2y^yW2ixq=b|~f8`$lR
zD+5Ixt8*50i4-MWYRrgy7v;alk!31Nl&PdSds^L48^0klc%Hh3P^xIGTG;8NgEJ~4
z%x<~9Jt`f14^)33GM%9sy~U&hhKx-IHtQp&Yh%J>A!JMfbsa2!%<-gyG_x@sOI>>Q
zrYkMqlh%$OrX%zUY8<f&-9XWwazMuu2MrsVj;hkee$=scXrmct@M;XvP0;)~N0bJY
zfsyHG=98w;46s8#>$NdR9{}esIiz%TJY;D)F4MKMgz9}%Hlo8mMA2V!ER}Rb+wGzH
zX(xD>o-5&m;6UFE_&T<DRVz2sM^thR?|elsC(|a)AaieKJ8*i04qX{-DEk~AG~yi+
zRj59~J@mWY5*NR;-L5>eu~byu*Eo{uUZx#Q*A4<1yto~4P)i>9+n|DM-$Lz4iYIT+
z$Ak7LiqMB!a~t>mKB#P{HQx~Sst;rkW{a^7)T--ElH7iR3jaB%bSU_eiEmF)Cnw3r
z9jTnQ#K(<f29H?|*1++v97`Hgh7EmtqWKVBvIa@U1W2C(=RY~5bOs-`gaLb*zDCg&
z)Uu+AWnt6QMMSkQZ>&dM+l@<96~^K{^Es%f+)+L}6z=H{5Ner9X|t^KCY3gaigsm+
zwnK_GB8t*~MQOL9G*?k>sVK9H*IrtZ6=e^K)>cK!n4+~qQM^_ZA{7NCMbSV{pQwbL
zGa{Oz(WhuMs5LrK!*c_a=BJ|kLeZ4{42S+Ei7#!l<$AeTEmUW!#cB!H;s2TBcY38#
pJYC1NPHz>py@nZo=qUM{E!hn9y%$v;m2bsvy-iU{&-(Jc{{vDB%%=bV

delta 2109
zcmaKtO>7%Q6vubGA70yQJ0H$xlg4pA8aIj4ByE$lAx$7^N{|o*A&{jKxp_+z$8p?Q
zr)q?Q1xb-O^bkENwGsyo9FRa<Dg*)~4iv$G0|*XiRU|4TP}CdTaw%`dQV1qlOFRC}
z{QvWIJnzl;Ug}}$;%GP={EqEjVNHtiyK>;85l_?ObW;Ngu$+=+^4pj8%_-mmbz1?|
zR=3o&wlkGrcXl!jWn0VYuQJd;-)3n84DfF&X}@iP34v{8i=_j^K?q3>5?c_K93qZD
zRI)`}1GSRF#C1?FIYJzR2FX$4Mre{;L);84#ATMQrA{jxlR_PF8?;NVCq51xl4Hbi
z=#<<*oPaLLjl|v1Be{vV7fwiSChmiz<QC$S&@Z`_cmM_^A0tkcVMun`sB;R2CASlg
zz^LTo#HZnm<PPGqFeW)}$FrR<zTY!p0?tV#VJApAzuz-q5}uGs7tNo73zEBur(tGW
z7hBwef3a_vi=X*YEQEjhF0(nDQ2WX%B~pA0dPH`gqQ`ljnk8jZ1$|SyF<WA@%9Y7Y
zy`+P&V(_+W5h88H<l`j`*qE}ZmDDWxw-{4MQ%hQll2wYVq;Ijx*h@-DeL+e3pWS5?
zd5;b3vG^V<?LK~tzp46glm>YXHA$aqWC{g453ahLFD4D{r%^YsoG+{w7n~w@btrBW
zY>aBntsyZ>HkLGTI|B>3WvBQY&S*D72W0$FYhkb8Bdr`eFe;|UsaeF=^$+7z=}MBx
z_f>-KN9GBVmhfrg>aaAayp;yHE}G7xX9;f}9~i5+5wNP?+e@N@%l<>f6C`fnbZrcS
z=F5l8?jyq{zG>#-T|`H$I!V$S7zwO+nNE`FCf*IaR=vP}65htX;HuZ`K{DOKPlD@S
zrWBcWa6VM<G7XXGHoBoDFViV9-NlTR^)d~U={<a8c`kf}Oz-23aM3H$D49M$EAs9$
zF(NMJxS{;|>VlJ5E#z#6i&t@Rez>>|D+S?^kke%P2>*_}RlV0|Nw|l%q6Pds^uJ0O
zC-GBkuelZ<AUYz~6C{0sAJ=d%(>XGIMP=o9na-2xYy7D;7au$Nb(180iwkv^tAEKE
z628a#b(io#eW=aVuV-@WcJ*-*rXP^SnsB~8)%M>5S=r#lT*h&1=VyGU{!-5cu?}D5
zU``QNhnuFcUnty*Ub&nh)310v=6PbCB-2CmH8@_8#QpdO-frk+z4&EA&rq29t}kD3
zb-J)dM=EzihZr;qe63*f;)c9s<SoLRFxuE`h*QV=aj-E_7DdKIWpGgiTx6SzY;ut;
zF0#SJZga6|uHo3lqRsiV7!f~-izRchqyxM1@5SXK;UYbbu$e3vh(t`?(k#EFTLyh=
z7T#|ho!4ER%DS+@=R_b;(5|s|HES;xxrlIBXxE%vU4!+UJtZ!5NBnV^%$)rPh!%^H

diff --git a/config/config.py b/config/config.py
index 42f5529..8efc6a9 100644
--- a/config/config.py
+++ b/config/config.py
@@ -1,4 +1,3 @@
-import numpy as np
 import configparser
 """
 Configuration Parser:
@@ -75,10 +74,10 @@ class Config(object):
 		self.cfg.read(default_path)
 		if config_file is not None:
 			path = base_path + config_file
-			self.cfg.read(path)	
+			self.cfg.read(path)
+
+	def read_list(self,input_str):
 
-	def read_list(self,input_str,dtype=np.int32):
-			
 		task_labels = []
 		count = -1
 		for i in input_str:
diff --git a/results/mnist/result.png b/results/mnist/result.png
index 4e7dc261692d494b789d47ac82892ecac86d65c8..1c6d0ced9f519de65107224cf135d913991bc68e 100644
GIT binary patch
literal 42435
zcmeFY^;=Yb*fqL`p&1%s=u||Bp;KBKq@;VKyO9nhzNCWEQi61MH%N<g!w5)&NY}f4
z-s`!}pKyLShimq=H$%+cpSbUJueI(dbv1c>Tq;}u0PqzRWHkW*Ef@eGYuK3JJN!SE
zet{=+cWFg!Z1Bq;`%NVHJ&uclzB>RAn*Tc>g%aOv!8e6HUg~*hIa_&no4Z*8j^-XN
z4$dA9wiXOtmTvC0&Q1)xoCr={b_N>{4;K+GuK(v3IGx?Bxiaxe@&JGVP?VL@_Q}{^
zew*-h+nDw8=v3?|)mvv~*?74uZ~CJ{-5W*6VFA6%4a7htx@;viZ<i#Z28-IE(^UDA
z5Fv$5B(*Om6l@upibFVJ0>!g8YYijxH#5|m`OzG&Q)0Mm?5(qMwQ_W`Pyfnl=F{s>
zo?e#IN4!7uerA69^jiPZ5m(Uok(s6vjx;voJ0dr`<CZ(%-<9;>k6a*u2z>WfQqKQ>
z@&Bbk_;Gj+g?ni#u|$a_-E3vhE(9dD<!t}D1P`Cw?M?9f=Fv7RrmE!*arg`uxL{Lc
zdG_f%WVNEel`PtpkBT7osqpa)Ym5B&_Y)cLkR2cXclKpww#9aBhDwT{JptDjwy@<>
zfaU+Ki|}9~8tF>#2?lYbAPnGouYMK7tAL5!#ej~r4cia4;Aa%dm9@y(HLKc{!fy6R
zy!#1`3Ilk%;gl4x=+_i=;e@KFN>#}4gqaNurC~%8iRR&b;CnM{rYN`Rm-*{mXVTbR
zjEvkGwI6!@8nvWF{_n$Ho59R7`Ak0kC9D^+F04ai*EK>nhXI9x(*t&)%vt>0+#f@W
zPB@N`r`wha3{~1^>b5>Et(6p#avGt1)ljyO@3}9I14ycgF@pc?QOpe9OY@lb|3zEO
z$cj5M#3gz*n8$SCTd<c3wXIbsD>1~7B$aR)adr19;P#a^?T8DIgy!so>y<Xz)T6Nk
zXhvvcn7QWTvpp`5(<DRx_~QTWbp0^APt%4*t`lA|wVA-W4OM=|`!}jUvO?6=CjlD4
zrStm*r^v-<)!H^9Qf9W_q26)tb>qW@ts_aJuKtVul!hk}+0ZsF^jXh9Bek<g6Zd1N
zWVJFGK;lN>I`(^6lyTsl$bqF^VdGO>-FS~ShW;f@Jn%kpv*U~@ty7*iXgFU(m%ZVS
z^@@dT{D`aT31lcH_z8?%Y^dZH@vF35CmbRIY69<iqk1*_q%ss#;tM)MIPCF-tqb`B
z6yz#IWx=ONXpzMZx8s#un90HOm3s2a$s&ePg=8ezuu$MuwIkj<$t-6{j_h&DvwZb(
zzrv{{V}5T1oZ1D5!2uYO8+YO4nft5#$X`+{QL;_Dl233726%`Z0*D6T2|#1bl5`3n
zMZ}oQlc2g&3BynLXyT_<L`n+WpU^*We|ft_d3%-haP_&NNT=j7bM=bWf6s6g4Y>Us
zfB!TPB^U@T(%vnkd%_54AM4s<fDfFrN28TbR(-xj#mwUmM<)2$UM+2I>xo)?y;(gW
z@_g?_&HlAFC#b_KkR4{8v39OWdS+F*d9a~p(X`QxXW?V=&L(U1Na#ak;xbkMwIWXG
zl$dN(?|c<3My&^D8)gDWwlB#I<9tv`x2c2jrHQM^$P7&;jKeEc@e4RRQ+=6z8?p%9
z_|#;9%lBOVkgSK>ZP(4APmazPB^}o##{u-Fm)#T-HhjnP<ALN^H%r^cHysZ*@_!Y+
zD}J@5iAqwiU@$p#THujg4UTgU|4d=tz7)PKf9%fyBaNYOO!_lZRJtkrA2VBjy*QmH
zb_OrH1{zmPg7Qv;K&}jSTmdOVBngYAW$;H9$Tm&hTRfN_wQ#kr5u&&1-4mgYEIT(%
z!qxyZRQ<))(>P*QNgCD(zBnVL2$i^VS8q?=poV0FMa&@Ms3a);4c%j$?3rU?@6gVq
z{G5g3Ds|Vj#`R{%q-O5v0%^|7UvnFpX2ygn&#xS`pV_kU2v*+m*35DX{PLmR1zcQR
ziL>tZtxs-G$5CJW4(HG7x!Nz8z66}>`|l{5b_ZN6V*!^3tM`t#f4Cla0`F#nXh}&)
z<xdh`!T5h^w+Urzp`c@wL!N}sJzp6|imnol!Idyt+@(xLT@aYyHl5!TpyAqGj^CC~
zF?0eqsmdqq50^R=Kf@+Q;j|GHo{aDXlXpo)2Upfn?ggQ+(ivCo0v>h^cH);f-7FzF
zIC_{^zh;mx&d>Q>_%eXg=LFph{R&;(K3#{#l7iwo{qS6t5VICMe_?AIA;=+n{o3`9
z>mVd7j^3g<>CiHmfO;EtrW2fB99>(+oILrV`tOQ6q<<{}$G{{~Zc(0yrET@Y;ZgJx
zAva2BerRk=KCLao9Ns;-;Q&wJVzkxs&a%cR6(#w)bw=z4iPs7wMLcOzF;>rmiD2PR
zvTbQTvnB9&!bKu%u~Q5l1nb@i;d=s?3-%R^S>q_@`z_~V`Jlh@DVdqef9l6yT+sCQ
z_xpCy1OCTh^yo;~xWt2)_-X1mO`nXoz&o=@k&a6?EohG!MepGctuor|g=6lI4GFKP
z_e4-?r2TLMr(i2T_boH0ruUzz%`8~n$K*3BlJt_Ka5VVwOWMDzD&BN$BbrYN@lc9z
zv_bHBs?;x^_N3qjcMCzFBJ(Mu^1{-HUYv<P(g?uTkp8ks0+zu$l}R)m9^p<p|6*DG
zCr+idJMqiv<T8b?vP4g?yU|@gGQ>UJU<r95#I7a7h-7lKuZ*2e?iBhQ`L&tDIylGO
zrM}6qW_1?)yDB5sHBS*iilJwnSx@s5>O6W~a|5?6=5LmxKB9x`yDvsqJ^Z~p=4?E7
z!_o@bE#w*R>!P>VdFWbsJ1g7EN*CU#+?Y7~Mda*iET8Q-(;Ux4D|3q^a}szpyqVdP
z43C$vrQpaCKY~2;=lp~mtg_<B+@yvC9*p4WwYO*ZWQG?VQQG6vCUNb$@d2;Yj%TOA
zIPU#hWkrcbxzQE<QnCgg;N<Hv|4qaEmYP|Zbb*fde9>7><3V9yT;946+WE?VgY>eO
zRh)amk%EGPo1ee#@Ceo;nWNr$dwbhX7g0caYw+c;I7>?BzI4<FQSe`s<#wj$MK@DE
zIuh8XDW?awo`z##^m|LYr*Bk$X^N;AJBS|F?!410FS*jz$ml$i5qgV9+Bf|Jll67S
zwyZR*y<=Tg%{&27IJXi8cuRPA&mC(s%oYQ_l+$;eF-KyC<>2WRgc}V77vaI1ci~e)
zM`GXXbW(>Z(Os6XV<7eUMGTXgbuTp09J!=xHuHY`S;uhY0@$~-iMS4>t<B)9dgUU=
zVeq($I5qE6W-w?eKf<a}E(@XaBV)A@hAcP%HK%Qs8O*q-m6L#vg{zN@QI#T|nguyh
zv)WaG7lcSyAQ`fJNiKh#F>bSYyKWObG8dko8(Zp_J^4q&{`xqykfL$~gWJF<vPv44
z(r*v;6e&scIHja^9pgv6ghU**g;UY{C`~Yv&R_Y2%PPrM;kxt)Nx>gu=fd0RnIlP(
zX3+D(h(gWF_d8E@=wC5CHj)VKAYtC@cUe-m?8TZhrS8Mg+2vd?!5-E&<nu7TE42?j
zL#s!qtVM8#GK9a81k=AgwSs<{ozL8QED2JQ3BnbLkmx)@G4Rwpyt^F@l1!nC$Py)#
zkO*V&CWvZx4-k%)`TE%u5-o`Cz!QR<HgPNRPB&s}wu^~yG&Mfk^&Zs{7^8!FGUA58
zjy-!9_qNZEIKRLCP7kNZimAMI!sZ6fvGCMN)y1>@$5nf={VRB%g2*h5=Ya<OY5*2P
zmH41?>yuw)B?(7u0AKQlhm!}KRz%xgMg0DXI#zJYdNU`iXYTJsfo=E2#r<Ktd$<L6
zTUJE<W3I^TbP*4;QBiXT5owJM51dd$IDK!Vg{Ma$7-bl>cTFe&s1B7lIMxi2UGIV!
z(Mf=59bh2-gDT~qCCufKYB}AbCz=?6YLN&`cE2;foogKOJ-R3Vu_gT}nnq=jK1;6g
zdoZ@YLa5NHL^?_o?8sqT5K6IsP%~_~_BV%Vr|mNJHQ`Fbj5`JRFGFz2!=7qT7^uD=
z;7Y=#f>5cU%TOfngwPj9i#G;a7A?Lc(X++0x#9j#pR_OIeNz6>AJJ+-b23!F5p)f$
z;PKi^5^MLCn=9K|f4)qjqNJv814N2I6}k`>R;Qp?tO?6{oisMF6aurKQV6*Qo8Sw1
z8n^zQq`vKJ+gXI0#<XqTLb|hlHs~V*=4WcU(B58~E;-)=V!Mbv`IIbYAci@Sa)0~V
z3_*xfHdTM5hy?TUY`o91#&el`N(PnS@0z$xf5%qG4Td8q6u;It9el}3Mvn|d$JWM7
zbe|d4zM$jLb?)6&LuXYm6QOCU4XJgM^gxpfpLWQh?{~Swj-%+p(}v2k%y+Jib0|h_
zj8;fBKKgx#tGOwt(-C*8&sTm+@^NJ5v0RaE$Ga&}Q|il~u|_wdDd7Yc8{aVR;d|G!
zAKq?q-AMSC=iPrWmE!YtUArj}2<RQZd!$kULm?kXaumAGknc2Nggz(O@2bZ(bYR}i
zTrkA)k(31Y>ICVLNM!|4F8ty5aGOYoVSJ1>7vZ7$crP;zn5bq)@7h8Nu3lVBV`Q+9
z#D>>oMa(3Z<BgOz7V>9!_WfG+e&seQT6&0gtpkUmZ=0#mHaO(tWE<Ja{1loo32d$l
zTnu!;E1Wh`iTR2Ml%6HU>H07{Z^LKQ>x$M7f2K-b*X+)2w{xBc$!?ttx3mS<I$8CT
zQpf5pYS(fBCRvT#YL%!V0q%bFk+gKXNg->!LLt4U4aDB};xOqq91!JI@svZ7P}G<k
zwG_O^RUrNVE-;-Ic9s7`#h4*oAc2Q}u3*S+*}x%ZVQzVl7$}_fzF5$9ZqzHP^*bxM
zvx7s<(p=ngqLh{o{3J4XziMuUh;h|@j!!>T{Y^E{8yWkdw2o7fAP;`TQR@;=9!Gtu
z+8Btgim(awzDN9;#2kBN<?19BRu#I8hf5f`Vi4@|Ji$oj?4Ca2M<aesAYQX!xK0Oj
zZ`agpr^@v3rb^5P`D-}{9cW~xV7y8bG>u^tsE!<=vEYrL8|f+Si0F>3V7OZ_?NQ~c
z9TTfVp@v6ZM33w}yTp^@VzQ8{xYRu@Mi`t9zBuhLUypjAlX9}ku4r<(dkFJFl|(|O
zhVb-!Zac!J1h6Kr(oMte#*)2SB_w$9t#5f^ZYmfCSD_UPbiZBq<vFbhJ-WR<f^+QR
z=0;+Ax2rpQXH0}%IBj?11Vq*2#GJ<z!OZFo8UNF@Pf#)5XX_z1Kh}V{mO6nkl7=f3
zRf2YB<m--E=l$RsO0i-fhqgu`amrB7eklyu5RxK$Tufa<%kZCCKLxc6lS2`u<z{iT
z^q4d^vXiIQ(f<3pwWqT$*pn99RNh?Vj>FZ<cb`6DC#!iPyWMSQU&4WBk2ggtD4oBK
zv}55{&uQ9|FXVq=(<~xFTR{BOFe;bG@m=B6i{DfcIe0Ez6Dxf#Yj<|Sj5J)*ZJWqi
zGv+Lw8GaVmF?Gkcg)?om9ov2ZCdI0RM<W8qV-EPk{LafAwxQ;&X2{kQ>9S4Kxn{}5
zlicV3J<b)v6shp5(+M_=<^YOCAC`PDlgA#pj%z#3#yjTiPwoN0Hy4Rw>p&u*yn7R8
zF0-wh2Rv|>X1{jsIwCdNbPAvr!&$Q)Gduj#u~MW!P}co;P)PP<Mo`@s#YM~uEsG*_
zczg4AQu%4yeHH+mxxZq*?HtdUKKC2PiI!1myLC37Ek|y=m+0F^JwUtv{yH~3y1me7
z%qh>0LYNCUA#Zm(dTuv^FxYgUb4&Z)>ig(H)2CUoHu2Jz_%>48LZVS?Wb~4L`*)H1
zB!C$ovcz{;%Rnn|N=+5;*&KRw+eLp1S@Ao1ks%R82OPH@1rP$qm#FyF(TMu*)JLyR
zt~&fF@5yDPIAjX<gYy|J?FJW`MVeJh*1za422;xx3Iu4Ui`#LW$<GSmQfgWH@I3jC
zl2n6fy5qu$B6~C3#?QPWyKS$X_pR7lTNnsEVv3SToR`bjQ)kI1JhbtL35~vV_wio!
z++fm@Mybqr{`o?ti3WzhGlN0_zN9|_{eQ?OtXm_AV4n&iuBxFGuaKch#SF`5)8i<c
zl~79?Jw4a!^5$Z1r<$KPZj3_Y_MBo8(sB|D$yHC)z#860gt0*WXXR+m)vbAwL%OGg
ziXxMS{iRI{BQ7Or-dk!mWy^PYvKCFdj0+n~9Qm?8afrhhVN5OsL*(@&tYGG+BQN13
zFCo~{rO}?{vqWHKP>xC}O}miD;cV&9jFgpH3A(dEFVwbO#<dBM7}T!0JU`68LH&z%
z*Jdp68j=l<L*dS=MW}^Lk-!sPLPq3K#V^LXNgP0#u<Ygr@gi!b7c0TohpsQ(w5xm5
z)ZpTX{m+MvQ%6AZ>~_E#cHg`jGt?$QKzB7b{vzx|@ctD`_dDL}<AU^s=gt-zXAe*q
zNo)~euI~x!hxudSuM^x4gIpHZyB#6Zt+6{LLI2GU1m#mCIKFwk+BIkREL}+SgnOxq
zzB94mfq8$SCB^4pyz=<o6le?|={|+~-BgI0F0yJgT?}~LFARPVt%8`*3>0cV8?>sa
zWXFpazkW&=bnAM%P;o~UxYrPf7l&FC3_2A&`6+StbHE8*C4*&=F5ScMyz1Ln-B!8N
zC?#0$PPoY!WtE|>9cXz`lwxlcAK?exe7aISnxN335%Vc`VdCLgJdt^Q?60W^lv9{<
z+H~#gBUDp!FItP&#s`+%{07?c6`6iGV7M$3g>%-!GK?jp^JvXj?42G&iTW44oUYAb
z19*Ov4g>K-FLA1Eq3>%${1@KY?)y*eUlM~8s6$2f*`5=8J;U!vj;(=((EGf>CCub<
z646Q0+{m04G3n6n3){wR^eAscZHqc}Bf8vPPv4Wf7t46(ALbl5z2G{Urhepq*LOxr
ziEh1@W+P-xlu6ZYFua=7g^Dq^5(~Q-|K)n*QBLuORWo<yZ<XHb@%N5)jo!~9K4jqZ
z!+C6>iOg)rW9QL_3aJRSN=+@(0qMT3*)JWj2G2Vkn%*n(`URQz{O+`C#WHgTumNxb
zOIxjDeAP9H_|Y21;8%a)+;nv$B}*XP^6q?YvrB>v`BdWAG-QCTI-1L3qfSER;Fgux
zfH_h`zAsI;=U2%CM5W&*R^q=+Wr@Y%c4roTywmvm=PDhS1BgYul=f?9#LZ;|gTQP@
z)NE${O2A4r=Xy}UsTc|6TK-?w6XmT{=C(hW{i~N96LdjjU=_Iv1P}d{KXJRpQg1Rj
z^w=CI)_I|6$y6|AzMFfoy)TQ&i%jk6pm<}d<^TvuNW{Mi{F8XOyn1JRJ2HL?gCj3{
zByMH=58bnRxNf_-I{8Ldo+O~Q?k<v!zdf7|xVG$@*)~n@DD9K+U}Z{MNoZ3Da7q8f
z`Qd>E*4wJ`mWSxpC8_OW58)ay2G7+~yFSNTi2~cOtJ)B0x#@sMJeY25P+MjBp-D4J
zv>5JEJ~6R}8IqM|<DP?jawo1j-}u=Hp)ZYmaf`|vOZracRl8<`!&P3r@UZO&Zw?vW
zLLtQoH|bxK{a^OJe3Z@AyjZ&;?w8jrzNz@B&S$zJd}*jmJL;IpuSybS*CWH-;&}>^
zn9815<@9G95tm!j`mG)TmIDJ8lxR&!5E+WLI4v0$M8CS@wI0YJUccdo{1vHASBtC=
z55jU@D&8Qa7mBvf@%+)=FwyI6YAD%MzC!alZABe3*!T;*c@9m^3XG`#<a1r5dD2>z
zi79$^Xrog$4J*lsfCOs+C&Hwbd%lQKoHtF!erU!Fwq^$Zt`EL^e&1dnSqmV|ti+(o
z6!yF1)8inaN~t`sq(q%&)`&>$nf4w^c`kZ`3ut|6=zJ5(@FHZ8ZvO9)xt)q7gu+zv
zWJ|Z|a<D`DAwl-(()|-4+xHL!ELw6<q4a!@x4Tfl&L4Yt)5%4E^9<cvqG-aqS<#iC
z+;517-yQv_6c5<VEupE_4}i&`*zJ<APtz&(0ZD<$y*JT^XnmEnQ}<U4A-KDy_Q}W2
zVc$-MQ!AKTJRZ&GmjJ=Zo6yT{`wOPef?j9&v2Qs1*EW8ai-+%zM&STKM;C$4%MTCx
z^EEzuWeqcT#zorQ+Y%2~dH#BS1(-9%KS=F)ZP}D#^PigUjnyHPe37K}q^!jXS%gIJ
zBscQF%OPR0vtt&M*7}%PC!GYA&dnR8#y@L94q94JyX4pS8jJA>0=*N0@(wRY-$WlO
zp`;e^PwoVh5e<|53NyWL*kX%5kjdeZqw5+nIdSrxtVolBF&(4~=v%~M2hOi@cYTOK
z#%IEdS+C&t)G@6;=F|xj-!hTD^3h`OT11tB-RidC!});$*Cj7sTv9$2n`QxK8E<LR
z3hvsa25aI<N0fP)|AHi&wRx?Xd8rwa-I+Ok@`J+KZk?t7QS8eR&W4kYpfg7?uZO2w
zx(g{sG_Q84<jEel3EIw2&3M)hWIn^63#?yyepKFh#tdT5`++P!va$j!u1Ha4YwekD
ziy;{-I2-6s-@tw~ybbGyCk&?y=HqKq(=9kP?lg^C!!l^c|575SaU_vA!$jaR>63nG
zX2ld%a+Jhv=wvRT`Mem_u*`Zh`})NL+Z%FI*@D|=#bv_iskUz@OoO*(i7AEoShJQE
zS+~)m2_M{lS#>~b_zBlb7DPA-!v-J=`4N?u?Lm;^F3!`c)Sjih2abaBdmLCrsK=)2
z*XPdVEvk>duf^}tL;0Xtf%`DdFQflbWqCUiHEzfl$aosRrm~U0M$<lV%|L>9<3Njg
zN&T78%w{(>F$V{`%U55DD{?)8d$K+}+WJ-C)r7071zKlfBroRT<b>g)?^7S-=5}hA
z{u5s_>OLeMnRytS8WE0_!4B6kwEXx5{Jbx|J|wOmOQ|U*M;E{{5#)4cCe`-2U6>vl
zKw$>>x$p)G!^WnGcRB7LeDNRWN0!sCUo|A3{5f-T#<FcXTt5)?1a_~K7DcE6!c~I6
z858r!DeQ+F$V{a!dZ&~uc0ZLW+bKy6rruCy6dJ;(aLSVWx*6V<H$W)P7x#^Br8(tA
zqy^u?GbEiXcegsmQz<fLH5Oc3&n5jKeZzZk9857+Tbhfk@2EXpYghZK_Y^B8IuHGn
zbZtRouf!1HT!Gt|pNl!Sh8&GV1Y03%YTZw}PBSYWWC&wrTnHG2*u%OOP|0PsH2JOX
zzkeX(>(UrWE9CRn-UYRZP;~XdR3XvNI}YRX*VdpCiMckSNA*gaFQnscOjVmo+(=?!
z@#w2c!Y;bPU0hI0_g^6cR6G;7Z~uXnjhlN6+=g}npm6+ltrKFf8o}T(HGVe{-jQUc
zh|Pw1Qy}je`u@MLCO7JuO@Yt4fi$E~QK9Xjc)pa|vXptPAzl`1uc)#l3-r3jjZ&o;
z^GuHDMNE6aJgir!f|BTXE!l6_8CylT{*!PM@gi+yI{nL!+*tqquTK(~r6FtFkMnz*
zzOyS)=JC48wk4~6eYaW!acE(@l^iu$a9WP1f|bfpz&Kc!w4G}{KM~^D8538K>Ez>s
zheBcCgi4m>?3QcaP1zxG>}e7o^S2Zoytk=Ei=o&L%-WE}79jgQ5T#wmktu=q2upB_
z8k8PPyfu9HbnvtMH}=b$3GWd7)Ap9FE{;tX!mRR|K7ZRub`K<DwRRkGY-*v1LVc%g
z)@mV%)V}17AnNIY_>$S7%ZVN=ts~#L)bY=x-Dk+Tf?yS$pz|;W>AH2tAwZGsq;C7D
zlMoq0;b8RE1x!5?=yIn5a;G;Bl%v)vw>9xAVGT!9$G3*VpmyTA*>z&#-j({}FIcPj
z#D{qQ*^N~@=dxVO!Ap;q@gA<{`&U|j<o)0wA|o6e1&*7+fKrb<kz5Mh=)N6x0Ex0u
z%AiHA4YF$2A}~MJ@0)j)Cl7T4gEUr^RnM^T+<E;p9tc5p9>4i)D&=xog2=G!O^dz$
z8{vKT*1LC3vTN0Cw9nhrxbq-?CY-=M`~nevvBB+MqqXA5ORvde6nM;DF2+|?R20D-
zUZhE-MSlec)|R9KIDV;X06r>@qux2%9n;WPlUgGROS7Gd##W<pm-WRfyo3Z6AYu}`
z7(N*#m~j?k(u_!HQrKqNGpnQ7s?=(}nAorCLur{&*UOM85*Q4{%;sZKTO<kx{^&y!
zKQyP*FB1h8?vnj1@Y;wAq11{Mk|J7<UTqJVcPmN$u*aIr<6{0ST2z@sJ5BulyhZTj
zSO#w_`hUFu@0kLR|NO0|Y!dq5bJmahB>+iWUeUe{636s`t1O%<R<pFJifkHtw=k8M
zxxL+Q;(w3P?}sm(*8A*-8~sgpCYp5!KW@u6w#{ie`#1A)<?yWC1$vpbw})PkrxRtY
zM^ubBEPDE?!!k=S!xTPg8l|zFm$9aE=AUfT@mLK<NG$F<;pCx@cjQ+G>C(}x&R&?(
zUQvOw{o$}?j5Ch(cPMJa2Db`5WvTU#3#)6!+J*`wI<wQC3u4yne!CZAv>+zs9|o2b
z=X1=1>>V*5(oHb|zA^u=NBgZkTi3+xr$cBa0p9t7WzQXLQ|MHYzI?H~dA4sHp;BK3
zdJFqw(VJ?k$_0|Svr`&=c!e5ILlRM_OH-V|C(C#i9~E2xTNwt?w0^xGa>Mu<_E(X)
z=**dqOw-KlMEsbzO=`^z(eR!Vq#Xd7#gg2hpxTr(?0&bMG-x2A^pg6Ny4v7#kvX4p
z&mKCPBbO}viA@uzFuHC`Ud0q$cPRZF@QdDSDLxw;8}aY&eUYfY#QRBxyF`R6PpFHx
zf@7@@+-!k0|A7Eb?Cv*Tfgo9{GMj5adB{<_NW6hE?KU|N<`-XZlD>SuDEqWaV01Vu
z=6a$+H@?Y{v`1&sSRWJL9%T2^F)r_Ojpw%=gHPcR&TU_3gad!wCBnbc9=@EO!l<UC
z1qpCRuI?pG`$a+FpLx%CO>7TQjVCF7XZ=dfpH{=RFTQNPfjxcX04kr1@Wu1Gyc?0a
z*^6Yt5whch<ZbSj>ISL%<?D`vxS-i$lS@9HVJ;{@Ql1ldj&=U`?Zq=imM?xt;)mng
z1Cvg#69+naUz^+us=669<3DW51F2Pf265sOEP&f>MyqbFmV(mXIC)&KoQZ+3{V>d|
z708Z8p@VqteGv`$GXhXA?Q4C1(u!|(lT+rJVaD#9cL1gpv;JU<G1&zJTC!y~W(Bra
zf4N;2@z=a~H0G1yvL1T-Xd^uALs3{<uTU#RH0^(uXhDD-bP+?vXr7MNSNi@#X;Jty
z-HfqS`^yO#QlHfq%zk6Vi2mcL9@5Je>y;kmqok9Nn}LLCwf>60j|%=LhDS{Qk!H{;
zqpEHQEBq#S(5op)L1lwdS^lE}JWaB0y=T6F&V!|bN@0kf(EYjNQbUBpPuF_!n{RPg
z!pIgny>Vd~HfI!=cjjbtoEzxGbOC@}m-d|okIMlcfL(!E!;gi7Y5l7!MEuF1N)Epl
zW$I?~kBn;~3+9$@18s(yO0A-+ofjsi`=0s9ZscDA9jL4?gxub9o3U7T5z#Q~lWL-!
z4j*t>&w8EkBZGys@YXiQ0(bMMJk)eDV@iM>{q)qu-PxjaVKLFq;psK?BiCm=02n;i
zuDC%SVQ5lgNIw!8<<APlSiDw0!Xl>Ol3ftdALz6r4w$4S{#gCj*wS+>#`1X8f0yaY
zTSv(3HkD0N@yh7gV#*#3sa@#$30D8{Wgj>E#$gEv_A78}OZ&FHV$eN6_kwbGCM(E~
z()+Uk!XxgLgs^+|^Y&(#F$1`F(rU~M(RlQiwas?X`Z9247nf3T3-MNLR{HO(ai7kT
zBXq^zLd-h$O`kZfEy<GCsEh_Jv5EEy_vroT*Jg{&^R0qEF91dIw)tRQR2Y`bGRjl}
z)E>AmR~9z0f(XV2AJ;x12)YVRB01s^IC)jUWl>bzyv!l9#(b33+p{fyURU$Na_8wA
z-E@8>VN#N3*hZq1!Q5w01kwe}QmOdH82AXvYJQ3-lDu;befkkQ_t!*NU^N{^@HagY
zWj&GA*Wb#MNWi6P)78JBM4jJ?QR7Zuz-g9_R$dW)oYt(464PYegExxK<fcPvvEWZz
zKjh$v-OW+{JJ3H+*=yQfgCGTgY1H2E?ytBYS!sTCaN^~Lx6|4uZ{6cdDDq|{*oCI`
zx}56jPu1{Gs3$cK5W~x_6<4I8sA%ncBA2!{Sb!h%h~td|lt*#qU=vgOJU4|~qwFR?
z{_9sQ5v8|y6ysaqb94MfyG_hBJtqvNx&sX$Y{7D(l5MovKXBJDeiY17cTx7sX@UWm
zA>O5w#2QBNq{e4+8Fy>wz!)RA1Z67Vyf&wnJ8z>FWTQ)8Ls2u#;eS#0e%e(w6jc?S
z=W`uJ*}J~AZ6@eDFA;lo$Qt)p&fN}kOIrUEwtfMa+(7xTbE>zQ_S{(7<#%XU>aMru
zo%ojw`#x8B$QoNivY-*TulbxABQ40>x0)#uK~iH+6f|c1r(bB?^pZNl^kb065`#2Z
z1!nNg3pIYekP{1Bl)cVAK9i+wBx#eQ*Gug1AEEdI(JoF*VLO_*?#~I@AGS!u??ZTR
ze3!h_jd=gFwz9bEYf0cYOBaFfq5EZcTA38%Nl@%|V4xyDq6a2qA7EsbU!#XJB0e|x
zZIXQ#a5hsh&Q9Q6zuv0}PFsTyFM@f^;-aytX2?NsAa-DWPw;tqb&z!7$?ISd$4ZY7
z54PAJt@yL?Q!1SZoeufT19mOuq85af*2c<?KNmnl7A-S3Z4Us}9+lS}d9{<r$FmPU
z(5NKv-~I`BEOyc<RBh|2`2+W&p`FKaC*9;CM2#q=p)*BfYcwBL_u=vU+XiPrA+aCI
zzv3Bjf$v`sg(u`NJ>3?KK{zN1w7oVBB<eX~dZRYT?ebBfR#Y^;C9}ypuW+@VFC%k=
zNpVW_@N<pu%~yLGR6f}gc}>t0^1}hkXEz}6vc$P9de%w%xEG3SYaTTxd#6}&BT{2U
zm;Xda4zEZ}v3u*TZy8VZ;)tXFLmg#*G<mKb?aLjiFte~xkr)&@7<uZ#8=U%#IZJk3
zQ9@m^jPH$<<a=<c)NPSgw>G;S1dEw!YkvpZ@=eZP&Gr@?o(rilz!U1~)YQw-PK6XZ
zU3_>SH!weTah1c^I{hTDAxofbZ9iQe#>&XV8_y7MOI7T|A@D&V3Iumqm&fm+;)?40
zWzA**HIa&3q=hEWUtP-;ntSuCgnwja&EI{ta@n0ZUKpIaEKGoxhkmA0S>c<A>LtuI
z$#Jj1JdT7)%50~w|I^HWIZRLRYF5q!#B<1)`HF=_<%;OksN!evX3!3U+(MYFQtO|?
zvAxN-8l7$H5gznfeoFqIL<)urcCK%$@5k-xrFKk8bDu)KzGH-^EG?JHe8Q;pO?CQ7
z1m~D*LveEI9Yvn7#D*2|X=`;Yy#24a-`r87Vd2hX0E{F`42eBiY)y~YUPsgy;mKC@
zx;bu_A%Fyvx3rShHv^1Q8Hc(JA^R&kw;`B8lB_q$%NciuB{!n-aT4I<hYWq2hJUO}
zO^_1}MrFkiL!5|8Bq70zS5#Qv0lQFSt&I%n&CRF18RbW!7;}nDIe6jjD1DVA%?Z!A
zq%zdLEP0+Vp5nGZeNNYJbj1s`62__N&m9#5ZVjIHhdf1R6iq4%a~BtH8$d0C+rGP=
z4*|T-c)y=k+Rz`8iu37Al+82Pl}Y3178d(UXMixD{XnSyWq<;lO4oP*e*3m+x7dA^
zL)^tC-a(=nvi586P)W(Fn{v<cVeq>ogh5!ngtBuQm^fwDrlRX*>~Ntue;EOqdPx7)
zyL#{ji(&-Z)u+C%K~m10uhf8;fEj}th2dw+8=5xF!TnkZX(blzPD=Spa}Vn`l}JQE
zQK`y|&bUU+c-0BQwkeZa?0lEIzTEYf=Cv^!OM}RAH=E&r-ikr;<Mo(zY3rL|={_lc
zG~DGq4*DqV)l(-KVr#q0TSStdLQxt~bDlcp=m@T9nF;J*GUr8on_UxQn%Z3Ij7ueR
zql5Ay_l<lw9!Bsl$ucWo7K`Fc2e=@@dao2NQz3XFJzciAi5W%<p{TY?E?R^2#WZb8
z@@Mfk93-i1po7n`I3YmW<<g&UNVc^-xofdZ<1+Ebb(#xW7#DQbLK5s@50S^!$-?J?
z{mf(23m0+PkK2S>eHuIJUSRA_>o?z7n20$g3SBp1<rVFiT)A>(<*u#703t_Ff@9y(
z@1AdRz!z2q<n;@}LGw)_Pr`5-C@RG~avZwPL`<Pe6KH#rXV;h;CvVH^*<K2XrimPT
zCrBgMwT*2;^OE=p^Y3M`<J?9MJeQQ%bO$;eNPz-JTJTO>3ees;ECgHHw8hgVHD~dm
zFSfh;l~fojMJ1KRZ8f7bn^6wob<B0?mSd%q4<A*jiCTj~t~Ef@S~#bG=L;n^b1J*#
znHG2akxz?uTgyayGY_$EbOkFw`N|wNKAva>`<V|`>uVU?pd6a-DDd4z3JNf!O6Jn<
z6YojQ9i3FH?WX8r__Yc)HZ2OhobO1q^a<4ZuKwE_eQDa}8tV(jo0y!PmwH9bdPRPb
zglwm4^4z<s6@p(o@it5ttkUmRZPUX$wZ9Fv&bk(#s`A^5a(je)|G`(ve^Fy-M-wr#
zH?cnhC2%LNT(p_OxADwm_DcpSfDNH}9+?unINr=`XD7?cJ)mTC^ehN;bkV!sZ3bd@
zW$)!uAP%&#p87um<mAZB29EZOe%~4$JO=g!;znbv&9DhD>-<Fj`)DHbNLW8^^%a8B
zZW)%nCm$(jgbnigb?Y)TYZ%gKpaT)qP2#BOlm@DZXg-B^aN5t_Icrf6`Jc`*qxbl5
zzxOvVP5z`z;+a%}pW=zi$kDD8SROZlV;))FG)rkABlm#COv>QpYu@3B!-bP0wXaDN
z=mYa=tj9+4lxfJxveLgi!6gv01)lI?Xc8}`>hVhZRwkNcnbrdZeGh6?=!4#V61mDJ
zOhSM%*rC6(>3eB07hUdl{668og`V$7yL?%)%57b?(}Q;|7+I?fu99V$y!>iCMW!mv
z3xZbi2}0x))k<@x#o47UgJqE~<!j!&T`M^}fqvYX0`Jjf)n{R21S8feDr8#e0_ywk
zIfY8q>UkEwOV@{sK<AeGN<-(tO2{=+fF<AHNKju%ih?E(et}kKo}|!}2HB^9>`_Hn
z{>j00$k)c#v=#xWpIC-mcXXQ6CYd0ImO4#uVpcn5Ek@+wEkqr1Y{UH?FH!i7L%=}D
z=&v`RPm|{97`%E}q*J`43dFhjO%Lo0$X)D8Blp=hq~{V*-RB@PeMv^4XR1M3h!!ux
z<G((b7of=DS`Zw~`_?GqI|$i*hrK5=An*6bMj6<Yd)}~NcuD>|Nt9(mQt#3}Bv=Fa
zNo~w)DoUUp`^Mowk6sIBEE|u%hZuh7iWv2ppw3vLeNt{uQy@-5+i9#hG)C+~l~KgG
zVCTNq*_sX!i^FGFu5(UgE(-Csu;#@aiz!;L7`n|ACj&l0XAjU1b+Mj8rqab*U9#$e
zW6Y~Ix)+I3`l5Q3P;1q}chy0ic9;l9Tf1aSYqDq+?d1_K$`+OngZUnM{WJQKswg<U
zBBSMD+o3Zv+hY|ieAO{eo?umPA>LrA+GY%v^hxuyjX^B8qt9zJ85LIP;ljYa7eK*d
zbu{|9{M5v82k}EFEa%ij@Oaw0o-U!>(+)tQE-e8+d<H1pLt1!e@8EZXpNd}Amw|@g
zs~TLX2j$8sa+>4W*LHt6KS=e*k>;+f1d&%J-|dkOdd+s`v*Y^{x*N00ILyN)jT`tT
ztyi}K6^g8;chY`a0ui3%W)1h_Q^GLS>;$^~!96FE&=B{Tz5C1~qsj=43aF1NRAE7<
z<RUyOi6pI{*;vBG71p^Mhzit+4<;0Z&Yes9pYE~`oplXh927tsZ>SRM&T>SmS+Szg
zB;D40^USW%)q<O4!R7kJ4nnDQdZA-?SnwpV+~?oW7H#2Gq~Gnir`O4M`q^SG6;r<B
z<{x_F_RDPdUSJX<%>38{f34CB;$1UrYp5F*sdeN0QP?4r*M_RcM+5)2qsV&5bPru!
z>{(DK?_5E+dAc)4{t!^iA7u+NU7(eCcy>6zxnlv{&4*Hw?eYC^O~diz*`wQS>lGP3
zN#if5mxT?}M}OY9ZUcx!0fbIvyytgxVgLVG1ssxxV7S}#C4Pn<bg>9pJv676c^dca
zTEeU$l*j}aHYpBQ%#XiJ+J@qvi=9^Y=_~KCeI|U<>zYRymXT&%lss%uYmlZBOnvXA
zunf~gqg(`s+tA5pANnn@d497tzX#FVsmkx2m=ruu*^{{E|1f;E?trd8k3f?<c%UuE
zOyKMiMn{^(fK{G0`SIr7^R`%tJ*PeTK+NNOZyiKS=@4}H02pttYD5iq)C7T`u%PM=
zurWrZJS`wN;17qzqaKPC!_^pTJV_Oj-|b>^ZmGbbbQtcSPvNSN-)qI3dVu6p^K6Oy
z5;@d~t9H$Y_#=x{Mxo`_qVaHs2~c>{6fWnIox+=A3uD&Do3AA(<L$ky4CP^a%&x_d
zCD2JJGih5eSWa0W25Xk@v^A6$aD=_2O-v&3-QEz>shn^@W1n4Gc~))Cm@n(uLu8{$
zitwn~g!Q6SJa~cumxoj_H#S;))?UyF;BwXeW92~amrU>OUYwUc^l5&tLsP7-vo@k*
zvR{kv)ke-~pK3!1pP2vl^wkRTt#y4INLKelc`;(P8cYuA)ptf7sI%`YQfd;EsTB%Q
z7gKpK24R=Jv6tp8Fox`Eo9Aa;-slk^=$oeft?>2c%FwCNF+7et`#|1Cm=O$8M8zTB
zL?83`Qg-qqoxPs_E2qd0Q-^XAxI0-0?iA#dUI*FyF5!>t(ZiZsM6<BB7kESy)NE!3
zgL4!{Um>i3MU!_7N}ZJkN9ij_j(yi`G)Yf3BSXAPkbe8fFQK>0!4QRDtSf7HU%Gis
zY~tfb`EWAqjH+lq<6LPsmidWu@@d-%1(JPxPU$Qprf&~HP`&~BK_t#|+#8)mB4p7_
z{mi|Vk@Gea*Ak0Upiswl$qaz)2N7oc&_?$Ft+t(>lMPz=T$e5|&ibWhNy%!2D*aqM
zho`v5`Tmrz94`Om1f*1*y`Y77E3&<wJtnqNgT-FdTLF?t>^;Db*^Ir7H}d9EK3G!;
z>~Rq4(KEpy8m?Pk#949#zFWg=Lc_Q_>%*-dj^r{*W|PY!xMDha(7^>bYrWUjLD5Ex
z2(x@J0r|+FhkU`~1KlkR$Eyj9ftw@BF6N6E0JPC>z7;!NkUqLOUouqID{V%2hP)DY
zC6D3$SD3@81}yrzp3mNRv$AShR83L>FRI_RF<8S27!wpJQ{akc^IEEE&%q`Wta4F`
z(u4O2noiUVZ>3_~dU{5DsNACWDUcu`FI(6CmS$LOK`pYLqFdlPUhAX>K6-wLmd*0v
zSmgOZb85T~Hd+EF=0Cia%!7zNcd-Vv{Kh-!_}L(Bytr1SiI7r0|6avO@AMJZ*YkXU
zK_^eI`pm~?b}*IXa@T*9f%U3UH=Z*W>Yn#4qTh=jZ41=++g&}$gGCO59$q{KdDlXu
z8`}rP9iOebm;Mi<k1wTSBDl!>>H=R$2rNJUJ~$^L{^y>}AGOQgezSmfm^tS7Y!<{(
z*vPt{EptWR->77&&3z7!DeDpN{K}5sCyhJ3dmKm4gk|qz;yE}m=$$6HA<OhzOQB68
zZ!_=UrJ)t%ad2NTUJzjo^o~KU?$O^kpP7w}oSk<8f}b4*jDI$z)}PVVBoC;5RQRe=
zHXDhE$?RNKahVb5jQEY+D2n?8xd%>#tdcfnq3sK`Vrscg5GQg^=|9GiF?_h>S{20Y
zq9iYIauyxTmdU1gMsR;WZwLg-A9Ad3OSlrpFB$Fz#KV!G?uj1wyNVZ-Tvv^|O#M+J
zBt^UToTFqj%d5;6ac0Fy((uQZ{nJgVsWWv09m`0c;R%;Oo@lU0BIA7m>q78#u>2ZS
z2NVc0icU>f7rbH_j01^~`G=0Upa*Y)kN?!ULBF{!jibZ)_$fp?t!4a~muQ%ymgMZ^
zL|Zusc`4EQ#t3H3hXJQ0v`MZ;iE_|KVdR++_bB`n-na-^Dm$Z{flL@{g2}-?pS^7M
z>q+<G@a|<`Fu%*$=lG7hLwqn_y#LPrCD6lnm^5Md;?prReFnsOchqfY>iC2(W8TBB
zA1;1!sqfP7f@}{-UeVW2c0AC17-(8>r5X56WNr1`oO)%|z|BFisoCD^n_NP<+;hpF
z_@Ij(2ar$!V=hSEce_o`&qk;0l~C&2r>nw|HqDH!5c*XEHD|&~J4v`)IH&qZ5#D8`
zB{1s@;jUa%l=e=1q9dx-Vw~ACgFR{dNoV&B5X<OKTC3yz>a^creL!@SL69QtGLfr2
zylHV);bJ+hv&B7Dm6xWCp?lST`-zc6zg|~&eBke;IAkF>A18_QP4fH!VxED+u5w@t
z5G!ZVz-d|X_OW%)!xNKc6FIO&M{kE7IP~o$7xpZ~OrZJCXh^bY3x5h54FDbLRU6qx
zr)yZ;p!Nvw!*VnKKvF2+AM<NurIBdtHB_lX-&9ne9w3m1cFTqGCj9~H&P+T0_{77L
ziX3-%^TI~ucweY|I4@>fBFEkggg^^(;w*24JYyq`s?*#NfHaQ^KjUpVkF{d7-+)rc
zpG=BczH>!;ZigmvJn8T**=YqGh}q%*>4LR=JxneWL%F(5X5`-G_xPon9lf{Dw^?gI
zVQl%t3#7l%n)^ZV!;&w9Xth-&!g^J2{{_80RFW};>Xh$Yh3c>0|5jVyf?R^sbb3T`
zlv^9os8^(PzvM@SMyb~AyzxU~m!T<!UKcBgud-ZFct6f9V#Q1F#B~yk|3w7*cjdRD
zN}9ReMhl{7<t;L#!QRx8)og7PgLZyKJ3bjU(tq!Sue*kSUJl-TQ+K{f@!fF_#vY81
z&znPNI9`KpL{K~^Z_g8m0BxVI0{)`$cs=mP-*gH0BqsNt%-!Yr+*x68wU(htNvfLY
zrN5v#FJ%{|>N)xERrr5Nq7`AHb|4*K>pN%-!|s}}d3WqRfBU0O04k)?H6Z6@9TvVP
zZzHr$1X78Hl0rS|=xWBAO20F$f-Ppyw_#E#**ovr1XTz0Eqj39PGHL$7IkP1$2J^y
z4DpfQyiXPAOpG_~Mb2O^m_&jNE{E(5F4p?^A0I&Lm9uE&6@yJE>Q6wP&%b!rqSa&A
zV4ohYM16f6x5+4PEo5@?Jpn|+-X>VyQ#87<?-Wz1>_+cJ1F@RvgZQCBr6*Y+k|YA*
za%14T0#dV9mqv>6FmO;O^?O*up8?wVSVkNfpg}^m>Cn7si{K@ow_J%92bNI?7?QHr
zz#>A0hmaOg6lc(4C^`8#4$BJH$4qASP-8t~eX@y(Gjp+3<K6DVAVau>_p7*k|K>$>
zH-8b8FoaYcarTduyWh!mGjtGlf!2A#E`8^MIfN(LMO?5bvrl*-4m{Xs)@7muT1qHS
zyQahnojYLArR-dnaN3^%oL=HhVW;T5g5LUUtAZg(O;YDGO?!^-4oi=e(rZb4nk?qE
za^K+rO>l<~)tO*UOm<!#TS>qT4`%2J)Yhh%&C0Z(LSkG<&D;ijbfCXEv$JmfH~OI!
zpxgxhFi^T$^;#g$0W%ZgLldcng`kBbX3`ur@Vv3{jF6)L2BMheSnrl|$GjCfGkc$U
zbqALGW*_f(+6W$~&CZ(43_6;J_qdl_SE((!@Zl{&uEhOzWf<UrO~bz&{Jx%nWdC-6
zL}AXMxiu6augvL2RO5z@TRor1<j>&%Z47e$-IyPoMgW3sYR4u<fF>8VmPREh{*Jbg
zYP&?fGZSX^6Gw3Llc-bkd`D9L8CAI2P^&Q8<G+sm^&o+CLi7d@wwAf+PogPX_d8>e
zVN5hI{va?YkYG;ShZCwkN}#eRf*yYQsXiStLa2}FazLI?TP8!@{d{@Bm-nZ7tWf6(
zJ$Bmy#Nqrt&K<Kq{DEhZ7PIZO#195T$+&1IYXL^l9A-1Or+i}{>OE?gh~nrS4a~$#
zo4eSp!7gbv{52O6vqA6XI$8;7GS-2>g2e?623uwN1-#`2RR53A*l<#drmc;Ay{!rH
zZ%HKM9c?jS(<A85sGbd;Jo2hoE&XTJ`zR}YC-HZN+e^L^D9(E;lob-o!UsYjc`|1@
z0tprV;N?<>>Ua@rH<5pl1H;;GJzy9=-k5nXuy(nQ7r0WVuX7oj5=V9s_uG*hyQ+F^
z7q-4F!5y2EMDh6=O7amHqhx$<pUyf)f!wx_cR9B@rn*wpQCk%@TL|dbSecjQP5CF^
zfSM#4uwrPl5v7a*^Xg@Db_d8^6LO7NlrOFP34EelLd{xlp8<cOSuUJ*q{UPUmWU|E
zLdaJRhBxY9@gma&_x*VsZwTI)M+f=hRA;yY_K92!B-H(lmIz4ssIm(E0ggeec{z~0
z4JmxBBRbk`xCo$`{ic!(9upu6;0N~kLt&L9hxvQYea>Sa1Dzl^vljOc%>IPrGBw@7
z2qJw+4Ytd!2D#&a@b7Xekr)14&*#3(QtW1n<fCkC@!LO>jn9b90IdhC&zvq^{`|^C
z_*Ybob+TCjoozvTv=I6S7=t5(F$`=+r@<YgoXiA{SuBA}PsrK~zf4cCH(ii`r3YGP
z9{$v7yYU`I5CA%<Y2zgj^#=o`GY>_8f5`#<Kq?hRUT7@Khc>wc(14J^VrX?X<Vmsm
z_GLf^9O}eTcRai5OCfRg!*8YxviSR8k^dj+0@jAYP?yIyPh1bw@K+l}B0zmO==xf8
zu;A~?X;2_jbbQd-NL-f?R758G73Nq2HjoHsvVi~_|2x90%t5c>GV6G^;(iJw-0jjq
zzKyKoOEzl*gF4obX8Bnhf4`#lTtN>4!P6g@W)G*lZiTEP0b;JG|Mdb~0NzC$>?QB7
z=aUGuD8OE{{Pl~wl&5OP7vn2(845-zBOBX+zXSEcJ1wUBOaoEZpN*FUDX1?0TsT7j
zx~7JA-{`&ofRUJCr^LfwsLyeRh?lbnBfHF+eEG=QH*sI{>@t=ZP}Sd0BzB18NMn_q
zKo5KO#t1)Dd`nGJU5$Xk68N5zKr)!$d=vcYH!(sR(^0P?C?<~-pmStB2F(|%FWgC^
zk{TaW=w3;P#Qp>Hm3p2U&R1=eAMa{s%0qfw=pfMGC$dLXy!{A+N<_<2KS*OPW}IZ|
zZdFYlgFO)byHS)NdX>2O8*mxa5dfVAA=YKT=j|ZYc-Mr`KkV?>rirorYLcA<M+~9W
zN%%sbt^7@w0RQdrCwI^*8wr|whA%$XkFq#@MJrgpyIQp=0V-z!i(gY*qugGaUc8BU
zV2igfUsDV&yP75#P>2ynZ@^u^QLiJDq{~|u3(dfQzvFHX^dvV=0rgr77He}BYbg}W
z^mYvYokl3=O#nZN5=>+ujsRVEjRJ-PVB&3PHMJhahWF1;SeXf8QX}6|*9;%D$AS=x
z%4g>q7g*DJRlG(B$bs&^!w3;6v!4SGr=xoT60=uP?BaL7Mn0bv|BpB4!}8f|C*|U6
z(jnJxcD#Z?FATojJHxGjNphlU>VI35$&VMD49p4r8myF)^>T=|pNBq|mY+IhC%6v0
z$6F&rhl`zdm#;<}*f!a3dn361il}pa87%>h)f^Xr%DO{rAD{R&4AZPOnmxYI)`q!W
z(HhT~M-E_L9*FpKzqCMsf4(73m2$$VYBuQqOvI3T1Glb|%#nw@z4YCY-b%kbeX2;3
ztML9iSjgc=&F%?7Q<9g?=p!c;52%d#;Djy>FwDJAlFVr!;0#T2D-^YAX+|nIXi;D1
zk@MevzTgQ4El?MyNeWT_Ryzn1vh8U=Z;5;!ZT93}4O<_OWo=4|3p$5hbn@wNX<uai
zkI}5k=v3YQy3Kf!x@-{*?Nb+xoJ9}8a#Su=nWp3Q<)lO#7J%@C7^A>OB@mv*i}Orh
zv^!|^fDq|RPtXMQG2>XL(@Rnqb%URM8^6nd1ay${Um(c?14)__hi--fx_R|ss6?rb
zJ<u057-*AmR&5)VWaFpd>_6@VI-z1ItWUsLlEDj(>Nu!uv>dJ)ON8f~szSd#1f7qG
zsFm*?J{-B1$Bf%~)woJcl0^_@<1i|?a^%ZlJU96Ip8T>-?4=gYR|Q6OB@DV>Z0bw-
z(p6+&16E7<;$YkM#lUjvs8xWs&f%|C(+Wu*_wBLNCf<v{t>;<JPtAC|WRpHo?_F7_
z^8YMI@@{<ScVr5_ztdn`m}?*#2%`}Wpm{DhRa4a*#ZfoPqDc^y6vl`VaU|+Bm+Ili
zW)?D(s1dKk2J1ORTk`eKPaTN~Ih9ABsMz|Q*7bkr`l_%hqpsUcw}6y%mxy#ocS)mk
zN_R+iOSg14NT+m3OSg0jNOzyb_kZVHoada2eX}3f?}`~?jycx5BvFJ$d@<|LtW@G;
zTiDr)&O{+LGjLWns-CV^UR~kAe1tL0eMVVuYg$=0Yn#U3Aw&Y!R)nVrnd-ySl}^8+
z3{f<isx!ybW*q4t@#aaNh7*GA25Q$&kL%^@PoZHe*<AWrbk!<0n?KFc%xh1HDZP_2
z7w%W#4Su~aIha052sLjpR$C8YfBkd{nN|^EZ!>Ux%%9#ulX1iJm!k72(^od9<)wLx
z&3@huO{wy2c2$1u8qap;P&`xk^dG;ZX^^aKGT+-MY=1EGg{E4q_!8=R*-&c&M(FXZ
zBIbhT%v=Mh!H{kYJp#So0~>Zli)hrhX53bUuMN|rEDKTQNmYc5RtmN`V7^5`EZ`A?
z5;FU>KMyA$b;L^x0@l<bH2s!X)SW{ig{SlKd!(=FOif8)XzCpm7Q@EB=j~WxWZeGG
zt*3+TE03O7kb60x>X4@P()>8iiLXXte0#^!uCCK_QPRbEJ=Z9vm&d3g)JhX0z&{g{
z_vs_CemH&|X*DX6z@hJPge=U+Y@Iw5{uA^#=c7(i8NPNMWE%C2a-BQW&g2)PVl&yg
zQK+k21%c0`j7GV2B6ZHt9UZP;TMk$BT2l%REIwFeRY$zH=IAarmpWToWLOxdAh=#J
zhn*^PT<KcGawbw4IJ<Q6Y;R8W>i9HU*vEtgh5D^^DiH&ET@5b86#mc@%528~RuNg4
zSzqzkD<4xHn(|OQ?=c2?_GMeTvToyXwdb}IfdY5ucgnx^`=fO4yS*~?>fEVAF6%$P
zqJ16=3l*|PFZQOI{^o|OcX&UNRk+>@(~r^QlJWec>4A|}=}vo{l>xosfu$Y9&c~3(
zLfLv-5saOH7c_7Dg{AhIXk`69iW;|}*jnmrKrrc~5`8w#SsSe22n>_YXz-8(bYj=U
zedI1fi|R!Sz2Rgrw=#0+{_DfSFGfR%te8T3_lVgS*2E<kx>QT6S<hE=1&9cmmilbO
zofQUo5nUPa%UWmF>{%vjr%tdZ;F$An7Xqo#X!?hQq@?r3)u+VTQJ(OkOn2l(8^NK!
zaUb7z*%Lio6bVAvUCyX|U2)qz{hJs4>T0qPB_9J@tTo<5R}8|2S*&mJs;WbwK^Jx$
zYu|7<H~s5F5{vQu^i^Q2{nO*Rrhtxa?|nGe`EBXG6}zL6eKO@0@m$`70YAAuegso=
zwUrKIR%M0Bvw!TuJwb!}vmY+0#4`y@&xtLpN<)O-a3gk=GV<cpWT$z*^(CYZ<;_uH
z76mUHRYz2)$=ZoEEOUyi12{x~l1KU&qETzYVmySsGm_RHj7I2s+Kabnt*50m><@>+
zeNa}L%;WS{rAU7Jo8SX^mggDL=g*%-Pms?@>0yIX5cLC|DSfR~I#b}0eX^_?uh44c
z@_L&4e2wk?uB=4NOO5|-NB219^RFC9O=mkzGALrvEj_ILK4Vp3KBPOY$q#8mjNDT>
zO&~YS+mNimWqx|PX%wYLOnzNkuu|`YJaAI^Y?%SgI?XU~1Gg#x!DG}E6BUKIKWx;y
zYH;Nnoi0()sM3d$B=vGkJB0CrtlK5`lXygc7cJoV_LKUgBVo}fDl$J<@;-!M7*YCO
z%1LV%c<OM?O;^B=AJgl{C|_}haT*w<9}_iTkuoleh)YwYagK5TH&rjpZ(tdGWbzVL
zde<3ch+JHDuG}4)NFdY^-8#hXcY`@*JKA^}@cxuQxOFow1Lj}AoghD)*p!wh1B9*K
z0|&=?`E+<_NWHP*@n4A$S?A@P-WbQ6c8|dQKX6DJlTyNN)$5x4{6dU#T58=1>LXOe
z83i|f3#Q=YPiwU7=w2&$dJoe=qPme+{C5ta*7)hnh7`x14WZkF`^BXnPp-Nn7w*|G
zg*s4T{BV6)XF`^%{2a-G4e_!g+HZNCf7%Ms5ZV#^P?W2;B1BRP&aZweRoaeU)XRfJ
z9vg%+Af;4v|GC5@o$&`*#$U&@a!ltpnDion8;A?44|KGV7G)9~uJ|M`U!h=1%q8(p
z#lTtx-1U9>fsl><PXB>OX%-c&9miKrP7ZQt@d)h);o#snY*3RqT`<k6-p%xI*hw+n
z;C^+!GqMTZg|X|0Kte`v=)vCeuY2rArBQ2f!)5*%mW-b@p;!-RJ(~1>no360%^3`^
zCn_TY0^L+IvZ%-G4fo~Z9_!M<<Qh7|p<JrCS0CqQ&TdOB5-TfvSgDM~$x%i1HCXRA
zN1|7;=;3mFr5_<P{i^Sh6|%jpuU4aQ`jD_=A|g$O6XIL219L{gLn`m^=o&{3yPcR{
zb0mjqrY=<s^X&6B>4=3f57QbZ%5~Ebf79v+x(F`dCQRJ;RDPtTu7fD{a~vzFB49BF
zvyj+|;H{8EIJ2Zr==eotBUYd?a;`zzelx7<M`ZONWcWv3iXb5=J9o2vE6vx#|CTby
zNGs@5mo~JZ-k`dZ7z`S*-n;mUQ3%sbuW&r?6=m%_-5>AHsOgP_wcVcYvUyxtk+^MP
zwm&}}Uz-yvBZq}iEZfdYZk(=jL1h=^PrX{V^WAWb`4dbfjgUK`e~nI5$WGgasIMd(
zV#Y4?j(}=^GlWKnVh<yf(?GrF{1XP8Oc<r?y#rjR5dpcFv%ds80Tu4KfP(j9<}bo2
z_JXA&u7A`N8d*3#GMb27L9rIUq&U9JRf=Lq7nt{p@_JXr=ew?p4v6(bTUZ*=1!FRb
zg&e6w4@t+BYDZfXQ`BE{<R?Bg_8dm2BT3NBu6r&1!z?NxDQZVf2)8KiHlHud)JjdR
z{vs4x@dKJG(xSA>ytHefj!26;f#kNwS?MGnrC!ebpCd8EM0hVdt7QX|a0=tFd7YP%
zh@Ji&q6@>x!=28=R_40f>@ifz^l@J#AwHLl_SID+As4IhP=fPf$N4C)Y&v(fTz+MC
zwr?mFZH?#cnLuTa6Ha}7q?fm+>6>6G5_Bc4#pzU$Q+#FQ)U>!jn3Y}w6=RsoOBfX{
z&NoJ>7^v8hk<tW&SoyC7Y;7=CSW2&B<rG+BMG(zw8cKdxQsAENUW*|LzfCD@Z-1PQ
ze|lY}4KMWeQ+Fy%g-~G{u%tjPZ?TEVT_o>QinQS?ar{G{&R?oegek?;#B})<{SEcg
z$bMKMSoHLU8(a22b2mRqneH-umx)=aLpAMDo+M1#u+j*Pzy<c#N0$|-!HJK*w~URy
z-CSHquypr!Dfn&7YkYbUi7?C@x?E$;2<7*sB_xeGuT6Vi6Fgt4?XP(FITi=5kw`Wy
z6vaEU;I{jIZo>BE(U7u$M5%xk$Sz~{RUV&D{u`^7PanX}PQ~*`vem;uo%Cxn=TLxP
zUki#G1pnL#I@`8ORaMCB?CcpZO^5xGqK3ux++2UtOt)ZQvt(-p<Y}p?>TT{EAi`R8
z%*M&1FC`7yFF`Fo3w=p_4fjiAMZB<3U}4j-&rX#7`=K}5ANZlqbZW7xPkfyCsG=Lq
z{0eMnc=_0CacwcTryd&`NN)IJ+G)aR9F`C%G0F9xYXcZ1iXl7Ilpz&5zBAg=Ml*!d
z5&Tt$sp;5o!+KEJ77tz1QS-GukCI==iDc7lR?eOK#nnS<GMI;*_fIx9p>6b{46`B7
za078j)>lFCk7?hC;dsN8*rSA4r8h<p%-kP^Kh<GdcCRdqOdbnJcXjteiV0jWM%IxB
zCR~0spe88iH@jx6$B0wu$I9@&QI3;w5|o+3Sg9}OwcqVO4l~g|DSxQ9PE%3f|K9X<
z_v~z#sn%?Q;(gQBYl$eLL4$9^!JFJxf9gVaOpetSk!aH)oxON^zjMXIYZez9Mx<#o
z*b|tjZIy;<_d_IGH7Nx>plDQVt|&70ps#8Xbb?iR34O><cAFP-nYTM-69)5r;wO}>
zk7M9JZ=yqG+im|qEVAC>YB;j~ZN#`I1XYi7@7(M&%<j4Dho*mc_qnVD0VZrm?dTV9
zvI6YTMpByFRY^#3`pM_Fw8YDoQSN>Qh;L;mBj{eaSTN89Wpm?-AuGK5qdN9}${jhR
zu<=F}0<G=39+d8RHu&(cE4Zt*dWRcqaMCaMgt^$D(P%@=X7YP2#WWMD^=R$>xP!C+
zd-eJ0`om$}RMoq11QJ(YSI-+4*IOL(5UbtFtX(LshJ1JHVYbi_S?E(<ncJ`KzA;aY
z>q<l6ov#98>a}3?zi2@rPDd`KeagmQ(~$IBPAhl$X&$E9Aokoxj9POJ8~YuhgpC~5
z52ihU#aT^?*4*8OB-H0Qbn9LLDrRNVsFcQ=qX>Rnyc*Jb3MqgSrpSp(vl9`Hcm37p
zgrh7}h9HpkGBc(dPB>KkH}FY1&iLS?(Q@Axf!|}A<u$w0Fc?qE=JWK>rI`sowx8=n
zVuxIiz(i?^kKUY{SQsD+t9ZMFNYHta6L)F3<)DR1d9BLaEp5PM10lmCUiOADSLT1h
zknns$3}VnNX!s(SV1TK2&1sSwTt{3~5&l<CAVmnp9D`?zk09$ONuvWtiTE=#8TY0K
zyFz+sbptM~<le2_czzi->QMMYB5tsme7>}8yyp85xGK5OO;?R?cAdZ2jg!o^UZ4fu
zgUim`4SWH1aDtc!E_CH+Np;h`X5#ulB0*(Bb}Kh(43~g!c5nuqtU}C|B(iSU5{l3d
zdl-=>jm4y>;_~F#*KlRj4M&W2Q`i+Jxjr+SrY`1~l*WCWbb`Nvt3(5%e!^nDhb2cO
zaip1@4yb0NH04wXCV!)ZO=Cp3kUEyD?yH_(&Zx?)ul%OI*2z=Gjhfb(>tGz<e6OxK
zOrepJerBp*Y_T3(r$~AW!uX6rfnc^Yu*({;w2(&|k#zF-;0wZAiq1%=Vkp#UV*()w
zm(2DA8ZZvFjq?tby0g!aGBFNwUJ2`7Z(>23b4BSD0F?*KkYX$KqGdQK3@Lqoi(yE2
zA5iV#fi0&#6<Rc5fTIlaXXh-Es#BNkrQjrAG^@=pM)ZfO9VQ+7pRGUsU3rS5?0QLG
z?&SMa4JI<ek$LJ$1D&kU(eRiog9C%{fe;xr#RKa|o=~VEr{N0^a4oQblf4QMMgEF|
zzobUWowqJ~7=BW!4}P?*Wh9*Xj^f;AN~%OQNtvHzFwrzLzIrakVfX%XCSI3u+a0U$
zru|D#mf9ZUv-)MEO1K1<%Y!`R+v6fqx=hRTw8z1FhBMhu=i5dH#ChqnP3XuXh@K5w
zuav^lLn6xeN}=-6Ci5+ptRR67ZGTsbEAo6|Qec*jjqm*Js(coZnJx*33cVY9ov;gn
z$h*mhYrT;)4;#Mfh|}ror({Up<YT|_zJF~QoPM}vS%y!5t?aIAy6^(iVfBr5*pMr6
zY2(|kVD$w8Avnr1s|70O)NrWCyh$az+gIGsh>B_~{Jgsj?*GbOMdmb$zdAwPT=zc^
z8E3t_)I`Z8&i8I4H^WcBhNX{!<9$@ZsvCKKsGpB5l>s$-@mdF_7+<mVukxb2en)J{
zGXo={2_brZf?GT^r)E@a7Hqj$O8mY{!kNX0L(qbDsN?IOlT`Tc51ww(!Y^B%d=+P2
zTlD?@H}Umlxdr4z=*2r(nbD*t550)9%@M=C_}PqMMQtj-zFvakVT0w$CnKuk$(T1J
zSc&GIlUy|z8P9{uHtAFxs--;vEQcJFDUYutcEc$2$PaA0VU{y2Rs{-QnR<4Asn~dP
zGQZ};zj{Vg{Aftj8=F$U`kguqPzve2uHE(+66smwq*-S?0A@=T>rovm(?~cg>~?f$
zJaE7CPvgB!pEr4WAe%uYaXTT@WJ@2Mg-B?QWIyhF{%#JTXFS<|4n()yY3@#<*C!2|
zjZ#XMIO6d;w7P4AdF~)Gu$KJN!!G^}Q*)8E`QZU6n;G}lzh3m-iWQZDRvw|nef4Rr
z#An)CGk8))2nS4<Rf-FNbxFoY-mpTWXKNgIl!8xb*v!72E&98|x2lK=inmB?3RY6B
zi26r`ez5ymrVw=OTW0u*B1AGGGr5F?#IBHB3@nM>5J}$3Bve@04NQh2wgz58l%gVE
zv%4^PC`<SR+3I$4DGK5E;2m}+v_VeVnRQviuc<rv0lrol@(0*q4?hu2#G12C^4y$E
zw;TwhYzc(!y02(BwekEJV;iLgzK9uA739dRV+WgC$;9vLi%3!#y{<!BB0?6TCnIPm
zDYw;<pv>=N-g2fK;%E|;1oIl2#igvaq73obhp<g_bgPr`;s_zyzOrs7tC1sn>N?LE
zjz-a~Xtpq}Az@R35u(tXIDT{zI~b^jT6nAyr57J(#aAIQ{vsYBHQsHnO(cnlu7&N0
z0mqIet@JKr$UZva;BB`s)>lGwlDytTQ;!ccsY^M)ID}$FOnSvFiL-rp{Im|9H3@}S
z>8CtDtP{LmMbc#2V440gfEGL;ho;YYhxb-IrOT$_h%f~lJ5s5m2Z%Jn6@J88xABbc
z!QXkYxmCZDieTU1T#`u<S%i4L>pu>^5zUw0*Jwqob7n|;vZKiaoh<z<LIeGmt#=wu
z<i@tbrrpsXAPIU@TxOAE?Sg6R7(1ro@9!fC`Vd$-<V|5tD;uHpjN`B`P^d_wkOZE^
zLNXFG3?!|ENi_0b&fgQ~wqCth#mnkxFbR>S2-_|cLcyL52F{Bjum7Nl@jU1r{f?(k
z#tUV%#^Vc$!^m%&bTTOZ)0|XbYcQ+6u0B+ARQ!0OL$I);8gx*jBW}#mB>ckUP5xnC
z?{Mpk`cYga2Pwy8juE8!g`beC=8PjMM+2QEIL8~5fd%!~2|{ZK^9Cy67Uyvk&M#4#
zWF(Y*qDq>qe}q&k@6#@(bYx-U)`YPv8`0pKW#|RBPVZCbvWkyuZ-b17tnLU}<)u0b
zWLtU^l!%4BoeVrMJD+CkkZ6Nuej>e5M|nek@q5AAo+xQU-Pe^}XdS}tW5x~>gzK9M
zMN9df6|>Xm5A_6s>0_740enn3Toy*|R7%E^n896f#YZW>=)^_F1#_}T3{~eI_do~x
zGDP`dt5rWCf~^^kECy71x+u61c(4FD6R6mCKg#g!0P!=N5UBa^{15{_N+8s~=={l@
z!&kIA*H4(f^2aQbkp=VlF3*p<LpU>2v}{Rqbw8tV&X8cMf!Zv=rcNgu@oFL63_SMR
zXrIwL0=?V>iz$v|X_)&QOrwv5Fs?uD1W!!otXytNeyGOj9e1b&EOeNYm7|e0DLiWy
z=GQR~1S;9T4HIpKFUKP49~tB`jWnqmmm^DsGPQ(ygR*E<Y;mRrTb1nvtB44ASOWHw
zNq3Q(9$C)S<|-&7A4*>*MqK9VB`3&7`jB8o3G84#bcF)=vX;+z6Q}|_(8c(6`BriS
zz28#svX#Te)IO`|WSM>S_{u8h6;G@Du>sSUb&ST3?mIrhZZsaX*pWmL8s42Td^xsX
zu#=Dtt#1S!GK>AEbpMb@hwn_@L}u)%nJ>{*XhBu`SIv}=11)4KYB=}%XR7;g^%_TO
z#<8}xxMvS1mhX)8dS;PNy*;>4Kdir*2*~A}C^BA=h_*###`?%{Gs=;9@j(Dt;n+&b
zT%u?$Ka2G$Rrfqzq=<tfl}{X4A|wxkI7N6@5%P53<J4NEkHhrj^0|`qzIWdOk{bUi
z`q@-NHQ59;yD{>~uVa7P-Cwzmh|;IEqE!~^BNN&Z-tWL`eECI|m}Rv~>^|su)!ha*
z5g`LUsqtAH5dt}Z|D*_(1_A`Uv1)urCog}6L~AJh!9SX+)@8@1hG0@PmrjsCXc~ZE
zNS?=7Q{(r__n$=$Nldq55p>{tOzGD=SvRgQyf_0!kvoNi8yAD2Y4Rk*=oyin-sXx5
zhi|A0ae0`ryUDL)NO1Io&;E_OK90z7_&T|#GUTka^56(lVUfXkc8or^am6gyVqwT%
zQumSF=rnSH7Xv93kln6lm)l_TVR@n;GARnUR3s@)x!yv6VXYFJ68gRK7BbnDYttCn
z4@CQbpC+p=UOw_BZ*7`eOymc<^dS1;&9zQw+1B{5*2f!@t8{CH`!oW2+v0*z&qJ_)
z3EfFG5ztXx$m?g)Re|Z;QnKH`Ov5sfrO?MOTb!IPK_I)aw2)9ZRnc@hAjQ7*SJuC>
zCy=s)t*RP6^oNR%bA|LPNx^PY8~FP*n6F3;<kA6vLNIdW`{JjjixmsM#bR&>_wVXg
z=LB`pJLL^g@U?Ia?~;a~TsNmKm*olUwR<P)>mjlvhXtcD$o@ngoq<-7S>$j*6GGoA
zX;)8F@TyY2Vb1^N+iCY~_-%6hP1Xgvip&Db;`X#4fdaRVjuF*3Zx@gwDE{rKDCHAo
zcTq2omJDgA{aPe{qWrnir!^Dpd!*N&-F>;svU$aC*j1~a6mAZAngRiWEez~gMB#G0
zz2QjPm(C}uq$y>OYxDYK9+-DU7@go>Z9L(eks`8Xj;#JlM<>Ht8a#&o$bY0C(aN^S
z5BA@zSx(A8zArDHZ<nvMJ>Ps^|CqhD1i(XPx3O4A8rb46%?E0E3-aU8ifn7H8@ZR=
z4U74&X`;h6-}ctpmS=xRIhuJ&P+s`Ennasul;;?X{d;NTT=-u96u0!?b;gn5pz7YL
zb>4eGK&IPICvm$!BOQ{^4&;-bA5hQ-UjKnl^R;HS5K9P)lS;}c(b~ih-<`Y9%0O5O
zU~}L$Q&u7vjQY%;)}jE_PszD1Bzau<#Yj5YY`!p`EZK$lh#<1?>q~op+aYbCNd)oL
zvd6pA5IJkZFudoMW;K}Ur1BreUdEJ#<nt~v8fo`55fN<de8E4kpP$ThzD2uy{~}HE
z$XmKOI;hzB@8rwhBF&~1GV!rrlJAia<oXiC=|d5a{z#-1tEz2fq33-wkTT*z5S9^^
zHVDBCB1hhYf_-l?dH>D@7YcPAp88b(TP%M884)u*J*sl?iw!ydC)R@_xjJ4Not)ej
zcij2d@3hp0J@l-OCfc<NTpzKR?i%}F6^Mzbwpg1Ssrq4LDrzqXXRJ3fMzYgP!oCY&
zF^+Y<b`h6=?4&_3a}NjF{b&dp-l&iiFk5VLzn3W~6IXQEvP>wYof7(D5FY0m^Jyq2
zpG+!{CeT4iWMjVi6)9FUJR)4AykISWngr-u8BGlmd3yveX;;3`#zt!>to!$$WkTKO
ztmwIF=dYqk_a(M6r~56IAaP<;p<b<&l=U2jZ3;W5eS+>hM^ROp8lQFKiGRva$2<=B
zyVpNZVGyCLpA7TdEGzmt`cDL7G$xwnLMnR!c22h6Oe9X2ngY+-Fwtw&fcJS-iS+nN
z*rO6tFonXg>t3dle$YH`H!gC0pgwWM^7kvXg>_r96FldYuW-ObDeF5c|Lhq4^<~z|
zX6^j*4B!2gOyQxng!s-4=C}W?1&~gT^Ve53`#eYMx?3yvPFv~w<xQGEed}<-`jZ~X
zVCo1OpyhW$pWkgBAjr{}rO_3r*UV!1@<v2m-_;{dtUGZsF(U|Rz*#9w!&wD@<4sSb
z%q)Rs@iw23MH&D{oj;kO6%&$3ry*d0Lob#zC4_7!j7;G?o7-!z{iQS$He>F&7uaQX
z=)u-HVIgqcmmL@GV&zel1J=0ml|8LAwYXH_B>H;Jbule2w%5Q)1*8}2hAki9q2|0v
zEZ#=_dlje+#&%0;G-p1Q?+Z)ccTL%rt=-^bEhtaP>KGyq$3!q3yOR=EatT^OzAL}U
zAj)fhjhqTr`t>XI<Y3yH1Z6t$Zxb|AF@XUzXmT0%qR6b2Q)f!!A@Y>jIoX3DxnvcK
zszl-Nw#ZSna*tUUirDC^HB^(<7Ycb3R#|3HAh$MS;ejDcmPvcoIiegiu-CNL#D4l?
z%{FV@J@DrKpZ08DO#yE%dH7~KD|iEmA(AC0*U1_0kI;r`RQci%gDc?^qZZ%ulhjm8
zDD^ie7$|O-KOCFyxn$|Z*{!MznwzG~--|R{Cj4f?ZkP}#Wem#BCledsT*PPRz0BNe
z3i)1V!vseSCoJ(@BF4WpBGH09_30(EDgKqW68Fcwmm@}UjU>^sNY!X8h`lSM;*Fv=
z5;M3@Y30wUBm4Ez3VYe&+Rrl@r!g!(M~u3#in*Vj<YZ#H!>hJMm|$UO#M{zo51PXi
zJG&dGMh2rIThHr}5cqOTQsBFMLl53+&-L2l#D>hUcI7>KlxV{07Z;;WVbEpQ(fuyo
zu;ctwI$_36{DQbUm4+B>@c1Jnq{!b)d~u3J>HFT#?OMswdNFFTgxgV%w45KqD_SSZ
zvG<I<xgMm<I3<)nAU(v)=G47se5lbGr`|A80!g?r{UU9vB%?%xjuGuT!a@%oul-Kt
zi_}Dpc(~SafiESs@vi_Vke*`2$*p&DC(N2(umo9l3?M5+XUw^sL|8zRVMVttb}(;a
z-YdNYS(kwI7@G{)e9NTIW}K5Q%IP2P9I>)%9`wO}Jn>3aB}a11t$jXoL1%)0wpqQx
z{=c?QXrNUWf~%s0L2gFq9#sj#0;VSD{levKcOSkoI9<9Z*_I{1DPo@WZnssyTuj#7
zMbU+2W~-_6>8G3B;GIhvRhj!N=1)^dF6}~Q6!`b{Cws?~My>4CljG}|trQ`w_kEl}
zxIQ38_y5PpT0z-bwm=?{jzmt!fP8IB%Ic#M6CCr1+X%Io{S%@6Yer52S5R+5ggl(S
zcl&*tB!?@TFN-yzm}6TO7#xn<zF8r@jTHSkg;P?c3LP2O1}APq2z<GBDCRH*EN{A2
z+A96p%0@%Jk8vH9txp1g4}LH3A$yI(@8+4pcp&G8A(7dgM}*Z!Wg^?-&vRM{{_4Mu
zsz{U&V;d!w+QjSGeM6*9F)GFKCT=jj-p-&R$32|b68?5;3W&`2^2$qqUfkE{k!82S
zLc3<VL(nDGpXcPYnvUgxPVOxq6NA)4rp?&fXniV8QVoLCVE#U%xCn5O4U{*_=NJ=w
zG!I0|`-0sEqtkw+IG+ELOse7^W&jk-51946f|9T2MBcQUP;|M}%T^`8*bXNEbQTsK
zdI(v1qx0M1l2@dz&^Mq#*v&jJ&J|<(ElornP!ar2+^0!>z4y-$Sc<>8Z=9=dw(-_)
zA9-Y9b}OaT`Po-}>}ON3%}hTT4cGEPZ4BOXpZ(%i1IeiO#FPp}ioSTu3D6Ye;bD`A
zaF{KT<x*}+A?gEPM4c$*<jgme(m->@u9MAkwBWYt;B78B$|9>&p{7><c@t7mW1Yl*
zC;TFv$j-)A7wB+BiCv}FCnv*TrjJBGg8M^=%p3J_JQ1{aW2Kq`twJ}8brtUaBFWHi
zV1`$3E6u8LPL3x-vvMT6m3DeaTcTzEXN)T^u0PH!=aZD~Zn);a!RT_6gZ(KXkVUND
zu%C4?8@quVUhKv?@_-JRf-}c=@NP(=)FO=qHKh@AekD6DGR6Yh5mqs8;sOn1xq!ek
zFNAV6O0MZ2Z@7v2#V0Q>Lc0K$nn?ae3zwRR`Mg_(4$mmp2bKb{_Bh^}9U#B(ml!Tg
z&y1FZA_O~$Q4AI3Y5pfJlqZS~HP$&H3NoqrTr|}I%)0XCKCJ8%Cv)ONu`>7ARfX<C
z&7|0l2+xl|6>})3dxmBl{8855A1Nk^ibDr$7hjPT5QRxvI?X%-Eyh7HD={Vb0$yIf
zwPf2+12mU_f}!OZjG9&_uw3trgC8je%}Wl$jK9-A#4o$7W=tsvX5cWWIyQT~{l3vh
zXlwMMKd9~}Nq65bd8hr;4nwW=G56CjI|ivF1dYDx<)>j-zxrOj;Ra7q^Yr3qdAwS5
zJLy7bI%+;}{hRX*L&R=Y!!%ZwhIi>HspEkfUGRZ<PS=Amn(quTC@3i1X;x!;W(MtS
zs8Iox-isei4B2n}D+8gN_ZsJ47CSIEpPMU-L|K|9&>y{-i1z+frcs;BYK#n;q=r4g
zXstIJ;fD=+^%giUKm2v)_j-1~t1o9;gG+WjX!8vtpq<SJTd5E7l_x*iue$t9u^fDd
z1P84aUni^(;P8~79~+L#n46R12L{gMp~XjHx<6g=PQ5C7`Kq$*ir~~W9R{7RYUHZ2
z^$Z!%_s`j7ZXS}zo;omZm?Lv^{Urh{N@2Lr5XJKCij(pt%sj(vy&!Xydgwyp;^JwG
z|7m91=(HRrG3kxYR~x#m2jTrZsA!q5GJtuJ2Y_aXDH!de=CF|L&jEJAEtM%h<rNR(
zo4W6_4g65a3jIdhF*grRiea6jdV80Ky!V-ObHW1^a4jlL!N2;M@+KD(BBWsQjNX|n
zP(@7IBj#PQm!z}HZ(F3JeY7u~eVxpMl4oR9Ik!wYIr142B1N8PjlTc&I>D3A=a$$@
zmVFWQS?8y>B86)jKS04lLs?i@{IS;4(;FN5&d>yw<aSTNM~07NH;VUY4d^yF$N0`s
zsj0nw6vQeke!||HGV~DPBO$2rLgzH^r&gW`WPZSt#)8hpwA~O9Adb%|e42Vzyqxre
zfL5Hpx#YFEV2WXGIyNC`M@peFsj~A!Z=lQkkDf!78A6Twtx7wBKUoZa^pjzSXum|i
z`RFiA5O<JNj~TI7V9T~&_dy-b*h|v|zCauF?~u0hks|)Y3f;m6nmhfp?g@t9hqT!J
z@&#>lzo!aR!3&lNqmyz7Dtv&i8cOmluMkBn8MehURO7qw=4SBzh_s~0n~^lGXrSXb
zz3zC<U>oDBRXDKI5x2HB%pzID2__Hi7oDEvT<5kKy%xllqBpaUSJqp#j~}(`W2f3n
zfQeD-H=?t*;8ME3AYSmXbvspHPlKDsy83r2(D0O*uVPN1+nO;Q*9fKlJYXA2@)du!
zIAf7df|{Vj>w;$~m>?pqdY<=a?&|52|3%?8H(^q4>Vb6GqyMizOf}aiyb(&ANZ=K#
z@|QfbOFqP>SU!G;f%j*e*$KIOg3li}dhj%D6KEv%xPPBXtH)pW5^zv^sGZ-{Lw<IN
zl$H|QU8DnzQ$O{0nOJ$=tpil+4*fTAX6#a4USBh_I$#UU$yx>>|EHIkEd6M+^fT6e
zv(MOe^`||hN};TI<KsXqC5v3GTr<}jR95GI>Z+Bx%a!%{Q!v-Y4n!_O*MiB(g<=$T
zp4>7cG3A%xw~n&G$lE;Z?XCz^X))Wp`q+^a^?&u)TkUxFe=@Mh^j}-}?A3|(2p*mO
z%3_Zxz_R0dpYyawh(!AJLth9I<5*hZUXzynk6AJbaoFe^7FOkH8z0<EW)-J2JI?pL
z<+|Y!Nrnk>BG?I(fxpTt^G~ZS?HJ}1uOF;I3+4^EhmVZh!}T$h)~_s<{f|Gt|4<rn
z0&BWqr7g3OmxT1s1$nkYk}Qx+XIG;WgPvqIOSAwxjmtJaCx?XbDHuUnM%(4a+r;4;
z8Fm;(G~WFmcdP8va!5LeG!teCjVta93=m68%iD`7g%6k0DvQ<~V*>Xv@<q2mrZn#~
zrvqhXV`DN?`kBbfadlEYb!B}7=4v-dNoIYq9$hl-SRks!fJL2L1R*Oj1bcnfx=Z66
zNp5U}(sSe4k?uDSpzWs)&|@?&m@xd;x=anD76S@RZGUN8<I9b$Nd28>hzY`>(rrOE
z9ii2SM<n*PPZ}c+6#6wBa~d_(!m26zHzeHLa|1qohBW?W%nR1UvqKFpee2s;tmm~o
z1R5bdtZg`lvHL6AXdiXHTC1e{pcd7NCt{;JzaRc85IPa<5O)G83OoBWW+d)wL|CZD
zM|=y^o-Dymk8c#QW}t;nFpP}xO7fe#a1ZV(ve06~%NnHcy1ei0?TsMePhEYwYK$QI
z5ZCjH7q#EMxU7r{Hyjfc9>`j}xYvAPZovIDeL%(|YG6R#xa5EmY+(0r+K+xYydbZb
zEP&QTs7&^_)Xf(mRjDI(woD6!IQk&K$_ec|Zm>IbbK~^$v!%KFkxO873$y`T%O4!b
zOeMeUM!>G-l?%aazE|5Lu{TSk!ZW<f6l-ec6WY$J`&i8jbPWG-^4$xbp?OS+Jy@{t
zAE!_nV>EBjjf6j3*+@cXYvav)3a}^>77L46_veh3dw)k8%0&v>xw1?3Pv;dJYxh@J
zRsra*XO7Co@zSlQ5YU7CRlXQ#QF_@x*he!iL(gfmB*pxOoPhD~6BMY&*te^q2zHT&
zk%3hdS60$shyA6~r$yY}9NdrEw40LSdQr4ZE-n48GoSjoU;5(>n+fU<waT3s(N_jQ
z7nklhDeXIl$m(*W4er4CkeZgZU|HGr^K6J=0d&aks^OD{hL+~mlMC~U=|q5*Y{k={
z0Nbk6++@c68Q->_f|ECzDZiMxBWh4TFZICOb?faXQR*FeHbmm-hO61~MX^o8x!hEX
z*j~ff>d6Y1zlBnjXP$g8_dX~db3KdvdYkcFYpUfVE4cH|i}Nks99&GrL0ghz@vfUt
zLS&M%LL91j1eQYe-tuB~uz6OmB^IbK;(igLLnB)@QX<MeOC;fyT!dYlxw{GEV=XLp
z(>|g1g@k_aA_j~}Z!p@A(Eg8z@b{{OC4>Bn;SgBhE&0vvSd<bGU4OGrtA29VEYCsi
zG$F4L>LC9<C?mf;cwMHhb<h%)o$DHt(TDRo`rFxlGAgGW(~^w)EpLdw0|l+lvO(b3
z!q31yS|2$1(*Aoid0tG*u_(%08&RA{g(ct8#Xycr3~0R%9J`oMptJwH^l^Vm?avB1
z6~&v&)_b0tX)Tpk6wI}z=7y%{$f=nf_%p0<R1W(ihq+-raC36CZs$D6D8p5Uor+A7
zQ{7iokoZB^@81vT=}S6m{wz|PL;c;vuIlrl+m2MhQqI=)krrBv`@1Uh*aKD@43dm0
zCt&Q5z0EQ~j>h4vK7a20zH?SEHg*Jwq)J!5yk(kEe#k)Rb3m=zhrZ$xn7CK3MKHM6
zK1C?$LDR>sQ;6jwV!joU3YFnpx6%x*HK#x7E8tF3(~nvR>WnzPbmf=WbM2;m@Za%S
zimdVvQRLgLq;zrZ7b#j{7Y%y)=M?>dFvZBx{75^J8ny+GyVrxYn&2TC>^zI#7x8QK
zshqn8Y_82y;}n$wcS_-#_t|l}=ysBI+`+ppDf54&vX^h(|HIh%Tauhtban6n4EAIq
z>C%#vAW{NGfCR4SlvKveTz`)ZjxKPntqjH&O#5p8#K=ILOUr`2C*Yv+nVQYy-_&-N
zw%wdg<9VcQdQ9yh-aFTDe6}lt%|0|py6cA0!|j;MwVM~fcJLi{Gxabv$L(iZ@zE@n
zvlqfXE1n{t?-dY69(XKrt{j%AiCGT0515(^ArF^8Ka~OWy8VQBlEdf+Jfml?hf_(r
z^&r7@;7)|ypPj}?JpT1=Mhi+RDIM{GLy)VfT`$#bHieg2(HAK{dMDVb4j^q52dw`o
z0*LTt?0=3L;^J(Yr@p-zu7S6TglV!JS<8JXWMaF0IDD0d4%@ZLI_L^&RNvJoN<tdd
z5|pV_MCXDmv>b$3G3x8<e`onH*tVXMzGY}sR8$-&(?Iyz1&4=)=&Cb*y?kw&>AG<Y
zL@u$DldMr6cDUQG+opK6$3)Q|nOs(GJu2F+<~+9<*gV=Y;ZRmK;y#Y<PDo}ImX)=R
zctu7=K5WtAjZaViKK6Fu1)%wzPIDm8keCSEtm#n1(%t{7W!la1!R+m&=KpgIkWJIs
z(6H<MAr~Ti0FnJKmUNeuAgR3!F2RQrucwo5yf^=9#pfG(f2SbWuejl1hWA2j>3Z~@
z&Lnl+_uv|=7JdaHVSRYKAZ0b|EBkleez*T|>Fbydz}>-2K5lqd^Ld*eR{y89p%@Fj
zIs+L>M9eNcF7C6C;s}Tt@IN~u%^u`UQ2yO?tb<!wf?vb&kGas7p}kgZRD7*|?#X{>
zNT#CWi3=MC=X^qvl-YEYLpGT?w$kem`{{N}t?Bv6qiHAgLj*osBEa;%gf=(Sd6LoV
z<D!f1Y61@@0ZUGEhXCDcUo9T{rdQN9HHBt9U3_^RN(E92!l^41A(zb>kWX%$^hASO
z+I(bHR49FJdOSz@uTh`w<`A?Be>#rDD?DY8KK_0E{^#14r~B2$+Y#FefWwKo&jt){
zZZ^@IPP)HxuLs884l2Aas&PQ!TE4J+-*zE#^m8*>ioR*TltI1Okwx(7bPR;?ci_4*
zA~kJ$`i`edzE|A(@SsX~ucqS!XPR!$i9qW4=D6+p71t^sSJCmvRmh85ii3Erc*A7P
zzhw7AlgD?{7*RCKxk2mf!jj$V?&)9Cu7GUjKQx@;;y1k@wUT{I^n~h6<@ix;ofa0R
z6hWlXH4uvfgw$*fMvD$1Kv<T1dv3d_*3lelKIO2u79&M<1I7(9_s&k*@qolCiPwc~
zLQ?eBMmW=mjmKeq$40W@t8LO}*PtGB!O}&qu}m*I+N=jT2mtwFPsh(BYqevz4qLJP
zC!H|YHB<5`HTPM}1{7dQj73@AZ;xBgIeU8xTA%JZQh2Wu%hvceBWiCq!pDAIuXuob
zkI(mTA_|H|-G?=VO#6qQ_L~|tTPWb>fQj^W$wk6D*)sf3tpuGpy5h&osD3$c`W<#Z
z=Ag*JCD4FViw0r%zu1ayp|1kp=|St&pAOffrXr0tcj}Lc?@X4P>otU3w_+vF|J5p-
zjo4-mYz^|VTK{o08R1DjJ5&9U2Xv0iwkx*P@4~~vmV6XQ-2eJW7bwf7aq=@fK?I&X
zF^3Zw*Q<K|6sD?_U=JrT9Za<MM_Tf#vfzftO1Y|7Cce|?j=)D~X!0q_D8xVx(r9&M
zp{AaJ{A*Ywv2IxKx^DZqo7n;Z`)}Xk^{;05NE32}^+E!KVd&q;LczZaRlcckw&#wG
zgy330{p6<%B-7tbDk?l^)^=X#eW%x+Q0aXsWiloZ@pbeTlWWP&$vG`I_si2+5&{5|
z=o(dPax3l!P9&~ty52WE=Qk_Y@(4nRgK}KU-NY_SL+Kyp>=vzEwm+2}RrScH`#eSe
zJn24nJsa%jzM99XIaoE#+S7KB_V5`j5Bj1u@M?6gyzjQOXD%lp+&tBBr(&&He)uuv
zaB-#M(kr!ny^^82@0t!Sc#nzNSgSA-dQt(<8u69yG%x6FJ09V=mY9>ijyCy%AtOpe
z5{v*Ntlf<Sur3S~)(L<x2moahkhrf`5;;v*w?3SqEIdZMVexOf&g>iWzWOTgbR$aQ
zeUp=3aqbIaQgyvD#l4+i`*qR!92CI(ka!w7liRZbV4Ft2ldE4m-i*DEv2kgj#`xp?
zV{1IkVJ8A<>)cL*csTA0bOM1Xg?%tQ&iiKl-n!v-E#NwZxhu`7Z8M7ZC6rjzMl0O4
zH5?MZY)3@*nG!6sA$0j3>B1|0@Qs^<v@|^s<_$40RXHCL;J$wd1UD`geNt14m2o>S
zOG`^@I&5%jJ?XA3)9Z-3UiC==<_v^y3+2mC&P(>R?U&`p4!aqR)g~kR@>z{dO(|Tf
zo^8unfBsaYS&j0YTOp%_-;CJWK-Ti(<#QSu5`R=a`FNi8?t+i$!&#DAjoo??h;${S
z#}WNp?WfiP_g3T`_siOeOnQAS$4^Os76_wPDXan6uofU`kPGiwT#krVTsJvXE3~_S
zztUEAJlVdC1Nx-g)+;FpMQ|M)tuO%hxbR&sP4QhN%RgV?5sS{CzLi;L_=rOfTNs-H
zQx>GJXP0IH>LJJg^dVI7Ak)yWq{H_2=N|s+rCtyL#O&>n*i48925Eib!IX%7u@v}H
z?(W>5Zu)r_>dYyt)zcSh(YKerGX1s7D#~!i1@}}k{7(6b2FfDSZ}iiQTAW|^3h)|Q
z9uu{8T$)yd$Oep)bOw9zvigDMbCji@Xso<(W$@v)(E)g}VJdFRQ8OWU5CTYLUapdV
zYVMCb&eB#NqFRnK$H22?s9tY(!k}+}v^G#^U)gdrw`AXM4MIMsP}rHxCto<JVUWF`
zn2m>$ZVqj2fwV}=?PeVzh1;HW_3_Aj$?KZ<QFrw!LXoF&hKZ=Zpr(d=_nt#eT1hFe
zv=n}FFNYy@ltUT0VVYXKy1}_PX_E4t3ahy+6#4MLq9N;e{+yS@RQy+rYUSM3p>n4H
z0h%7HIk{@LbN8^Yq3U-Yfaoy?c;ES)U%DX9YM~}7E-vhqU_fs#rXCz6y#L|-j3qpA
zL94wTP;y)p`u?qy_A%q|o!!%ml*q$>|Cb@nBt}W92ehX1v8{FmU*F3eAaVl(C5SZn
znayMk(nCq2Ihnxe%z0nutzmi3_gTd3isvan*sc4&WRHFf7{fju4Dbtk`|C0^&}P_s
z_?-Zjv1z|FQ2$ENpGZS602Do1ZO@C7D-M1u1Yi{SaqgGq!g%bY;JL5$R5n|YyWBM(
zB`LH+5XFLB!5>KE4Zbk9<CxIDn318}O~#0QaNemj5DMq-eQ16HjU2OJ+86SkSd_I)
zxicrbH)KPxMN^O-t`Hl<Kp05{2q2YH4MJbWDEX?ECPuL{yN*nXdES{hiX1MO{DNrB
zJEq=ug2eY_uw~<UYwQ707^sAnIOIU`g!G37PARRg@Y9t5_(cQM_5FwFOsKL`wmH4$
zkKi)UlJ|{nhxN}__ihQweCNO8e<$0M!NKW7>uI%n;umG!ITgyL3@y7n*RPJ1FL+P9
ztOVVR+sLxMVG6v#B2|VneFS`QnK@0Yqi-VOn%&Und(`jpx%-?jFA$IxPsfpdH+_ny
z@)}%zv<6^9H~BZB#Hn4k-3+)FQwMk7I5sW{od3p(Amqvv4;L_=$W=&THMWqS%U$q(
zL!xFd;{5G{EQN0aHPSr147~_cy!!mm3Q&w)pf|b`XOm$F2X2VA5k(fxiRCHD$jH?C
z@U)b7T-5!h%8)+?aK-L73oWzFk}JTivFUsrCih}`D`0t)E#~u8dxRMXw^b@~nMr=J
zwp9itK$q-7uJIKh{z}{y>NB1e>`i@6I!A5S3Z9P#{q_Uodg};+H=Imu7oKU>M=i%=
z=?+7uzcbqe^`7reAGVo%#OQnd;cV>(sdr)QCZ#1`9`AU^XWM?uqt#$#@TYF?Hvk0S
z-}x>tFRdG-i>81>dA48G8**>ORND37uNrsxbJbo~>b8XqGd;6>BNYhGi{c4<zRhAN
zDJ_LvOSSaw635G!Gx2d*cH&*V=|fuZ8cVK52QZ8n)VUKxJ`d{vPNrTS%zeF_5!{_O
z>=-K3nEJ4npVxGMbZZ@W*d3H*HzB_3FmJ&2;pk@%pc-C{jEuAbC`#nI)^4@*GiT&H
z)4tCIFqCN??uhJOLVC;WqTO~<<uddkfwJ0jywdaqAwloD8Ar$xsq5h!1?_&!LVyuZ
zg()L{mqA_5g0lFVD)_AW0?V}>1{H1(^hh_h;uY5CI@+T^Zo~HVc{=}m)bXtAeK+;o
z4=CUv4bzNafHV<wy>H>J<_(!Dns(G602zA`IgXQO2#f*hyepYybKbr`<7J&*^3~U|
z`f{aou467f@J@DZyRP1c%S!ZW5Z6y@vmTSbGbE{~srBFPW=XTAZ0w}%p0}(%X4YG(
zormjbul$(1|ApmaI+{+{^mNx0LBNqZ{JtgT&mT>j<~>d@FwFMbk>itH!POB$+Xn<+
z4olVZJkks~^F73))^i1Im*q+~Py#fa_UW-0_PyIU<py`XS~))h^t1h6ba!Q;le&^)
z336qWGFic#FG~ViLjye$+;2`iI4JDifN74xDl}{8Wm2H}(s?d|Qh4AHu;)Jt?iFo-
z&-0WN>DNh_3UL$_<@dQ?4AAzvBznQV5P;PU08Uu)dDi>zbQ7;$Yr@fBt)j#d7E8(S
z=0lDD*_nexR9R=uyD!ymAVERmu+V<5vWiMe!?;#lBac0I?;*0O>?wosE^DX#q}yBZ
z9Y{i6Ui=DzkFZI)?jLGRNs&7Nue4e-3cuoY-NDYuX@5DxWt4SpDtHg~VzYxrHT{*h
z1C-GwyBS50aj*+YlEnSs^r4K~trSH5!}j8m$8pvRB7GTdwBQq>xOlI&eedVwLR#MU
z9S?Y(7ZV8TiM@bz89W~o>~YaPy(anJT7Zsw7zl_(^o8=vLEz-frK?=(e>zEsic<8k
zB5SBQ&~@(ue2uf0W;uRVP>@t3!O2+-kCXU53b{Zm8^pH^WW5$@3i6fdE86d#>*?|B
ziM|=JO7mpwfbs5tX>Fyg^2LI=8@)JTs*{~6^JO3??NS|imJ6Y_V?^7BbX=B4K^tQD
zrM^Ae9+oPalFewgOzSrhTLVz6>*f@zW&>US8?mzy`23r(Bw;hrzB=yGk9n!DbiFRA
zaTzrS_GcJ0T5nKFOW)cPRp!{7ZuI_ZJx_Z1N6_*x03WEeWW%UkTOSW!fV@Bjz<Unh
z{psUz*2E7EbN3f&fxIgQ^qrS-RMaP`wnN9Qb3GHuL4;+lLvqYgvLR^f`>_XNFu1v$
z%yH>^%#m9@{cf`J=z)^X9Nb#-fp^b*_2!>t+c)rF@j*yJKLhZsM!zeq^>X%r@1(Qs
z;pE%yY1?teO5U#9P6{m)_hH?!k?pV%6PPz9@V?5j&i#KJ1i{kROdW^POd0Zxi(d}t
zj8#-rK5Bj#{I~GU;TLBA$u`q*_k!s&SxcmOs!scHJneDkD6dZ_o~~<fbF(IBb#Pyd
z_q1pg7yd_~;FthS|0_lwh6Poa+sydjxuMTq8#x#BHN=a2?}N2!p%P$BAei(d``c#0
zNFs<;Jo5H;-@#eQFK^%pIm=9+A3NgO9&^4uC4K&(YQI;I^irZs0Q(E2&HN3*a2GfO
z(u2mOJu=MH(RtnO;@+6+xZbS*3JIhaP*rQ%SdIy%@Ahz>RjK&-b1$fym{9{js<Dn2
z;D5YO`S5T;2@uX}(18Jmuh0T}V*j-RgBJnEX72${ucI;u(0Q}=;z4CcAF!D|6@@l2
zgPdIh_0ONhot&J~uKxlAi9hF5t2C*m>lO+K1Q+0>l(5iHQ37||FL{D0p5A06RgRtD
z@XU?lQIgBgEEraF$C*H?lNAx({mG+`6HSEiiisGr1`WEQgwogR*K*Bkhz6@FFz&Nd
z*H&M{XnsH5;|G4G){}RZvt>KrNR<B5!y+ByrPUX}X#RijHJYy?9cm|@o~OK_p<&Ce
z>)jqLQc$<&CgG~VWIpkq2S7HH#>f<a@B5LyQ3Bd%uIYSq_56?J^Owv0&wzI!{GnQ|
z|NLlb2kJtsP_ds^e}1R~^TuVoO8~KvgZGd<sHVoj8I(=!Hydn#UNxUB*BXAQtU-;V
znpD}*+Dhd6ViX`DopvD{+xOxK4i<Jo$qU>Pe){|waI!=%7~SKzttZ1}r4Jm(&WfZV
zah}HnwZqFMJ4`Dz-x@N5cI!wCS)eI=M(5z*Qy5A>pjG^5!hNZNWt+xE>&mAwd!Ch9
zd(c_tZPT0L7~R2vyrDi+`9dJqZhzXFr1a_2?-%DzWK5%HVA%c5HntA>Z6pxdOjlNr
zhaXO(U24pyB)(L0gBUo}wCheY#e4J<>;9-k5L}3*@Zow1<pZd#jIT4Ks9g67c7eI%
z@kE3jwq3J3|1n1f#k5QNdB!m~TaEW+5x3*<5N&#Ht{PNMY%WKP0Mw97B`i5kSuZ&+
z9&-aE^uit4b;`aFB#<cXjW@VVy1xO67h_G?0+k#90fJk{K0ZIE=GsA8df|~y*8-l0
zA8tE}%E}@@_2Lg!T;TD-5Hd701d@<eir_P+yx=46uP^qm_%G~0X{$P%qW-QA;P^8T
z=&M0#c;}<YzD$uo;`rzPf!X;n*u6z%guPV4oW4g+b5Y&nn4`eU(nLmK)yS#ZmYQxR
z_Ss-H8V(sI;K1|BLb*t^lg4XL-dxz)&3ekLbxu_k{U)f|o#;1m-DsxgwAEEmQu>f+
zjDG3B&X`<CG`kuPVtshq)t_%{qued4_cH$%u#Y%g+Vi>hzDy+t=Oia$dVhs+8~3i4
z-8$%n1X+tT;EgaaAY+9(dUaLHN^_69-Kk9pCMcI<c21s(w!Wa<rQ5lVr><p}F;n33
zFL^Q8{lg*}4_p~OtF{`s-vlKE5LOYsO*6BSxwIf{FjmBFtc~Rx#z?^XCQUO%r9%8X
zSub0ut9a1iC(Q9lBo`{s?;QdE^e{l&J?X$OztvmL+1+jn7S%caQe-l1c@e0`Z1RKw
zS-4`S5s)Wx)FY*n6q-<yhf9qQx!*Qb<dS`vP{jDslNkI;T$foNT%FfHfow-+$H{~s
zgc~jLMs<!5XgLluUy6Itw!p*J8PKz+DB#!tGxg@MVZ__;*ZabfmEerYhM)6nO+_9Z
z6Efxj8P2=FB-Yu94!@q|^gYObOP-3qh}kCd*$LNKHQg8!+1uhU2Ur=L7J(wTr&Y`A
zkHOdx?_R~rx8yg5U8Dq)VKckWJml;V|F`521SLl>an$DPI_gcyzIkoK>Zaz<9WgB~
zcY3(qYO)M8EPEaCcUCOz6i3V1tj{Vd4|<Fcga}o1A#14G$Bo`?r@Zeb#p79RM=v$O
zyVLd--M3r>X9Qvv2U?aeqCnJQ)<4mKno{S`;$?ZtrT=rpNf!(84~(5hA3Iv0uMw-C
z_3qpjdZeHf4VEw0ll&CRUB(2eB~d@MQJQRVNOb`<!F+<03I>Y4dESn}x5c<89Jp;n
zUiM!<CQxyd39xZ-0hxgVX&@fQG6;sMNP8Z!m7$LtguT4{94IpJ@9zgWj~5k%M}l&;
zzL-IX+5DHUa%|#CTHzfAAybo(FMr`<4l~2Tz%g8v={YsDOJ#OODSG?m!_8KFWbx4c
zOQN$1Q1)#Sf&uBvNF+&MWD|Y}CO^Vuf~NcEbm!tBi72e3L?0_f9u<EC8dXre%&>59
z1{M|s=K{$8tGFwVruyynUz8%DC=pVQWNtvjF{E%PWOfWkgG?crer72dDsp5<hGfc|
z6URIhKP4gK>5vea=XpHdefqukzVE$j-Mikq)?MrUkMH;U%+Ir*z4zy{_pv#W5x%vI
zfbCg*qC+U5KT~3-{Q{jan2Wr+8fl$F1CO{mp6_~~93P)>9nGwD?hl*L+%}tgff`b&
zcG3u6@$M(8K%KXT{@X~(z9$nHbwchQKg)g$Zb(U>ZtVN(#qkcBT%fALDcFJ~NNpQ_
zc!e$`2?55LWF0kPhwG}=-6bYVus`Sb!(sz3B{f0PvC9r&a-adDQ?ict_eV8=4F^mr
z@dbv&FvGEh`a1Sk9}dW$1o}z|P(QA?_xpN)h;cQ{HEv7&sIWd91zJr@u0@qsfKgW4
zu%cu4j#C2fdOB38P)nlykE|5K<&*hCDZ#uK_r3=e|MJ-vQwz>;c@6HAc+9@P*0s9x
z5og_c+l2+ix|g2r(4Sk#%VUP8uCadnTy(g>S+x5o&w)RioP<;P(*ljz=XI3}4?7j5
zoYF1sx?vhj{MqS_<&F$fEUpQ`Dpfvv9QQ14@^-6ijpB{KGXq9ZeQ4`NPlek@J`KLJ
z?oY0io%`t`?hQY5crr`Fa?Yh(k>=KsOn(}_Luq#qnCYIk*B<~-fNf5Y)k{xL$5y!K
z+1c9{JM<D$t6SX6#Y_m7*aWq%+$gRc7;*QfKkb3gDQT#aky7tf$Ks+Qo1P+Dbnn8#
zg5>oNyQaUFExsx6UK<SVB9pUn^2>!et!N)4jh5Y;P<&Q@4x!;QNSm^zA$4}D<H7OQ
zWxpA6fM4I-+_#=oIp1)U+La`~4co5n?uNXWyD}8n9->N>pX!Z2k}_L-D~5@ZKJy;K
z#lFHN>B^3p4=P9K%kuWyF=jS?<`NdEP)eEdF(I$xNByKTD06EqD+;q#>7%FQe;#Fw
z;1={Ac4p-8Q!zy8S%~&5myghUiUqH>73WO?9$Gd_nUW+2-DKyTCsS0PL`6$oa@0#q
z=s|~dO&jF8M<i@SpbBb|w{07Fu_*6)XQ(f8?$Z!Em)Da@o1BF5s<5sZgWM7Gtas*&
zYV4ebq9UQkKD0O=ys{+l#~4HPDJwclQ`46yp@ZYw$A`wp$L;RinL1ZpTx{@|L!$fV
zpO2;7r@oc$uGRUZ>*wcgw&I5J^nAh4dp?c0y`vpWSy(KP{}GusLXX+3Uh(!U^m3cY
zF&eElQtZ7U^gL2*b?@Lz&a_1Kw_t-XU*oQK%^I4qBywB9HqTR+yEO?9HV@@_6;7f*
z9PlixCXsJHeVH40z0BEnwjgW>6*s0i_m$06lZ?bgMjp?a#MaK>G<DU~g3q4Yq|gBW
zDY_w?Cug5T<>`F4()`SfjPBAIy@?GR*1{qqKE7vIX4|~#{Z87@b`>5aB8MA%J><Qe
z6rGf+<L*a_Nbm`A2^Ny;Fw}D>PSBq8HXOYb#QwR_=#96*X+fMJHe+eM;yPN}QL`$c
z2WD_OQm?|uaZxb14kxof_U8HVad1`qS#%`7N!8Bij9byCtX|T)_R((t&O?-ogRO@2
z5tG<55pMpVj?LBm_in%r)5&!&NGPW++9ZR2%5i>{0)=pH!HT=NTwK_VRfX;Pzpn_!
z3Ffz<;8DgMWJ+P#)W|3kkFWFK?e6NzDk>^!U4tll)kyVAQG(hrDA{m+O#C_P@D|xo
z?mV+HLVt1njZnEb?vGc;C|5Z)m)J16rNjOrHyhG%7rGgPpC={f-Bpcbcd_zsG@ey2
zXywhH3z<jnN$mAfxA1;^k*t!g-W{u;@JoGDulqE4U4WpSkmZW8D7p&MaM6?h7TFd@
z=_xq=TuwLgOs4B}liRR#m+<pQ(jg7SkIn*Rlr58AG7Kj-4$3d>>eH1*Vq#*11qIdQ
z+^5DEs2M=Av$NYPJr_5g_*2&5$H=!gCJXEv@dDTyzbZ)C5c@p-fV^YVag4c0K;vOJ
zG*<hc_EK`yGp5v?zpr@IukIxif_bC9t|AD^;xm1%I_kCO;)pHS-NL6%={P$V0$C^T
z_3IPxKr?*kO?9<JSy|cVPoKWVovE7DnyL;R2K%n<?e)5?I9l3T`|0v^{$Ukl7g8%B
z<V)+*_WE+XoJT(By!nsC%hibvIRt_(%yU;)SG<C6Inl9i!sEr>)3fg?{I`v1sHI{?
zJ?W}0eX<E3%C1(Ra8w7^9sf0Ios*IhG%0m(tmEm9S{PB-erB4muX<}q2+hFj_1BTZ
zIPKm|Zs^~2V`b{Pq(t}e%M~*N%vK*~vGNEK7>?|{>6T0}kU4Rguq8&11fWhJAB<;4
z^LI80YHtzb^fy-IdhX1jTAjn^0}$lPMdV@OmJdB2g7{HCl&51wEQM+Lp8N^o49TEA
zLZ821KR@&hLDYBeQaX||dXm);UOhUFd{9ps{cP{>yk5u>3Gmz-a2ikQMtO##G!461
zYno^fzO3KRw)e(;kvB<s+uDU7&&;5TP`Lma<Rm|o7jK2>JMskC%U?*l7dg#I!>W3Z
z0ebb|0CF9bMDzDY6SBJ#F2jd$!SJCo;}OL2EOc<lji{OEfS1|Lgq&uhVQm;!*v=_p
zGKsw6|Ck1;-2?4pZZ0{UvVYSWjUWRoP@?Ylkf2?ezGT{q)C$9py+d<MN=U#s^fa7w
zPyHaZLvfG)>*LSV@sZ(+u+j1b>`{T=edU0@&i8N$v_^|+8s1Lo{{@ZggGSmHnQFfr
zCtM^_hx@zP57cJ)kPoM+bBoaOF?B35DbeyFwU*GwAZvscQ9>SG_e!GqlnFy;QbitK
zlc&xw6cH6ae;=W~maVjT*+~`;Jp_HF_C$5{91<NPBqCPVe*;104#4>5;$^q@Apw_=
zhsxhGu$TnOZX^KqLjB4P4uki-lJ$EUB%p@_mwShO^aU`C5!*4pJ4t=Wx;b#Q@o6KM
zZrazc*ZgAXkbnYc=HgV9IX<nZP_T(0nw$gEirb~c<dwvxH?>U?zzh}&Zkp|f6zKfO
zjjt}*9<UsQv%#k%f67o-zt)5LZJ}?02L8iMs9=qs1wnSWZs;t^8x?LBV16!1AV}Zd
zfFqsXBUT&j(WrE*PYNUc>*mY|a$gClf7R`~>a_OF=`*3jCm;5)rTREBR-O+|Jiq3+
zGb&bAR@k?e_g7~7{X6HuIhdbcxuD^@+1qdE=~)Kunl!pS%&5W}C{t}@i=M@w9(iS|
zu?K)LA02Il^)$mgY&s;;(ulFL9sCd!rkd*8AT235Mrab(b9X0Ff3JOeA+|<eMdd+$
z=}$&CSJyQi^ucCXSEZR0JE2=5K2ztn#rGfqwV)^*d8%4`y^h`-AmVsgmkbR}&0_ay
zEZp&Sy+jA!hMKt#`#|C704p_}O-n`@(7X1DuAE})R^I8J;-+9uzP56sovEJ;gcC0m
zjOY+02&Y88S9zCUu~<omo}wfNPfySI)7JytXTFoIePD0^a?+${X0EPRH8eCl>}K>|
zN}%x6_0=GVkHxoH+Krry3{||Oo&IdA8_$^=53_S}HlG|rdljih@b=mF@<+(OURrX!
z`r@pBbI{6z(Xt8oxqK{hd6;xblbd{vriQFVu8L!y1ttboZS(hH;0ZKu^YX6Z*+VaR
zIcRHZ?`Vj4MW9#W{1#vK+l;rTb4lO%7GTE^JOrNBLhlOf&WfhgN4J981hsHIQ~{sD
zCIPgZM>}Jf(`~T>DS~USpYIRg<mAMc=kK1P6r*5vPn}yFBYAr!WdgQ1>IDR7*DeDi
zTguitT{b^E;dyd0`jxNGHP@~4zotc^dfT{2+wl#Ay3fh;Dpn0;ik_Zk+D9ap{^`2^
z<~vc6pRXk#Ab{?joS4wZV!i4~uI}!3&|9yWvQhnO*HXZt<Wu|CwJ)=$_$#YbtI6xi
z$}3V*#gJ)cZKj`Z8sBpi`;#Ei%iI<fkRtg05-u<}X(=W))^^Lz2Ck3xcHLjY!!{qo
zdC)X(v$8OdtStV#(~ko<J*XY@%W?3Tw84*X4;gBT#*{vQS|83F!yWsF9A_v`2Nm_w
z2`H7+ookXB7)X1FgTsD#qDxp<xE*}`!!qF$latXeU*<e{!n93Uts#L6#sF&1(#xCx
zp3V%}X!Qt!AZ%$%8>5i=MG|;$Vz_EEz-1!u^cq@OrJsllf%TX2-Eej2D>uL|f#)5A
zpQ+w-yqc^~MT(d?1Eo*Cm2Vy5<fj{u$)A`Ua(PM~4f@ZE=+{QTE5Y|F+JT|fyI9cU
zd9V0-*X)tzBs78q+}{i0ih2*wBFK?P$X*1oJOW}33Ap}meeuDMBOvv0*%`MBiD9z&
z{pn00zhoFqiTzeg2^_kjJqoA1PVC25e~q%_y5yT8NFj)74zgYoIIxyaum9!g_=AQE
zJa_D#vuP$iC}#P1EiK<7wPQh#!sjk(bnF&!!csLRK_4f73<X8sOWJH))b`;Z@(Z^J
zX|2!tv(EGEKh?U}Iqv$I_<>Lt)BkJf<xr8xVf*NpXUr_H<^8{yLPk})I31!AUx@UE
zubH<5Fva}ti72%v_srDJ2nx3@Zi!pzoIvOkcnF6Ubk~+t-sqjd5FCWWnrH3kPmZX!
zSfd%z*UacOad4paLwUA-S;sH42kG-VP4>{kZDGa=mj}W`)l87nOf+!k)Slj@1WQ%-
zZ+aobgP4=LwpaTLIM3Y%p6iu;hef|qwl^a#RHvjU1DWFippdTt#2*`Z>0}6m;e#SD
zjyc@_Ca=}FYaktxFT_mrlsczUF9ioks0`S;JwAt8*a!}&jb!%zqtatN_61#EUYs+)
zVza^DlT9QVf?%FJM=2&*bchsGzLuM<)B_VxA4DrK2C~3)!;+nsw|pI{K`8&TCHSs&
z&3|XJUszPM6P(Uo#H)!H3}URtA;;QPjb<pS%(_w$K*`R^ibOr-lFBBnKq9_3<>lqA
zYdt+Z3OD&9Lmn~nc-7D2)MU7KxTilyabsdc&d+#jzkVht!j2cyCQh!IHwPG_6X%Ap
zS?JjJ?Hr*0J;;z)s>j6$%5m$;aO-~4A}?pxYLJm{-Q6d%MCyGlyu8Y}jvkGWp*+4>
z@zKN8b*Uo!FT1M-=P!BYd`3otq>#u=g;xF(*Yy2OMt&&s!DrJRQgjDh`0bwD){wQu
zC-%5-QupKExA$$4<`%>E&$xqBgpL}~idfa8{&&%RZZTvi!qr6`>?#6bBbi`E0zhGF
z7Db$X7S3}om+PqMFBzdqdK=B|Pmvp)8qqa(!&`_d7o=BZq==XFDg@hKjqgJ<WGHuV
zc>R=XDqga^8JtFu=;X$L6?Ui2=#ZW?;-1`+my@H1!C+cfAPylqCT4{br>~y|?&lN|
z5!P8HnAvvtQzTusz+ufV@7bAy4&lW}?+y}n(iq5L>*gx*4=*yRon^Ok)~yk29~h&y
z_r4R_lh6(;%VIOu!+dV&|0j9g8y_DJKJ0WoE!p(eHQ1SNGBPqqF0>Um?}bJ|!D>s8
zasle(L;tb~p<`n50vzMF%>B2Q%OOQ+XHQQyL=26AJm#5W<bzWyj3FOV%9?!N0*Q6I
z0HbniyUfu@bTBY96h0UV`v%*QsZACC0vOO)`pVt7;6?{>oi6AVZWp$fI^4jYvnIy?
z9Yej7rwWl1(X!z=8yhjDv*)>)g%lM{_wN^DsAyotvHar(`X@_*Dl#tppG8KU;C-fN
zqn`Kr>V5V($e}(ChE6MA)P{R<7n?8GEBA~~-D)I=)-=r>`b!Qa(88(u{}D=TaJ=+A
zhMu0c19TR5VPv|bpLcFE*Sx~ew8XKC=+IleV!t{?PKCsM+Wy;<I0Jos$pLJj_$Tyw
z->hFI<nh!$1|%!Urj`X>Y#eZwUfk*By^B^pJe(xIF_zj>>G_U&ci#STM9lcD(kOr!
z0rr^P$}^hhTNfq$DLy7K=|G!fE{%D$@1C}J_1cZ9jftG9-*Vukv;)^&w7LTA0Mh5$
zakYH#(NVAJB(MTw#7r}0L2M`(x_z7Jt8n`jZIoSA)i<k)KluhtCRjbDN+8%6HV{s=
z(dti0ed$zfl9-rSJ`!*5lPA^|*b@afyV+`=M>4P~nXkr6VtPxQNU&d|T*q`00rjiy
zj$u-sZW@J+Gw~}HN7aV=(@~e7c`pE1We33)7lxjk^CE&PY~6^J{vjfxL^X1oo2TF9
zy?y&NGmIH#FR{A-R{;8j1u%5|VxuILryGG`lyVHHiBuC8m6euu$$Mq04ZwT!7@eh#
zH^BC}e?I1zoO;(9gEEJ_Zq&&GVypl^t)<Rp`!rx6?HkLJ(5Dd(Aq-n*61U7<C9vm(
zMMM^>4%hD?Aty06Z>9okAbA3UMM(9bY;HZand9B2P6ldfYOQgAF+qCRmi9DE)KcQC
zj~WYl>6v`1+)oO`6TFGix_|*T>CbEZi$K<h1x|;Bm_?<`%pxZfzAp;Az|F~uJ0Whb
zGzs4KAW`llB+iXQT~57*1`cpfiBqzc+;q{Jws_F`{Hl?+cZFl=AU*X|2@45@ZYJoO
z6TBCIFDAmxY(Mp_Ff@+Yr<TzYFA9FcJuJMP<!+PuIy$e+E8J~i`7Th_hTIwjVr}4t
z$<EE~gygW`d^re;zNTiZxB&(edb>5L&mIT+qrIotei;Z`V=!LD32&<76`uxRy-<pa
zra|LOqfll-`{ZOpgDM)LM!<pK^<gB=Zc9cBWeW;tyrO@#8L5lP4Y9~99ni)>+@SbV
zUNjc)z(V)wp6D^5jD%aO!?0(sIXeFKNyOs(Ok`zcFTj}HK)DtI>hI0ZA?Ii<@n682
zf~dMKKwM8@sA5Ihp{LX3%q#%r1>hoSOI6D$Ej5Oq6)q{e=V6Z@dryzTr(b~wmm19L
zr4DA4UHj;nxHWRr$jEJT-{r1}si{u9faXuRLiQ0O?S`jedfX@k*)@#0q^y55Q_Pe&
z)_lId6L^^^pz%^A;(W4Yn1(x!0vhh5g#Y?uYEEMTM_nOtG8(8v9-VD%zct=4k$ix7
zqp4%%f&Jt0!_)fb$*_mVk&{51!{q`x=j63Qwl4PH@vDMUzcE+GBIURB2c{juAakHu
z8&I+@%-6HILBh!iV2$KceYEc)CMN9q0Okz4bi$YUhL5k`avG=zMmXPMg^e+O*s|?S
zt@Am8b-^s8xxqTB7V%&Y%fw*tv2M_~>9_mHID@mB_vQwap@l0YeeOp|@xGzAj){2m
z`<7r$O}+EAxfT5?MVoXlUk(Dj9*mjf(#8|VOX*KDz!F9qS!DG()tC?7H3otx5t6b-
zT5w3S9F@M}zcqAh8F*Eb0BUx&B+9t~F@6l1o#A9-4AM6-$%4Q$>Yh`pilN&%SL3w+
z*t8Lc+1>kKG8B6*-cE$r7>1WOv*%L<ch){C7J1D6u;|s28QfJ|QsUw;VvX;Mh23%u
z(kzEUw<J9mZe2~1Hvs}q^73bq0vm|0^qMXv9aI>7wK!y4=upwxEYz11akB50%$q+#
za^{CVdIP3@rN9B$mF4GQnrC5Ar^wxHZG%@|N;jL9yJn4gCY4w<9d?4K(<%$9r1pYP
z(|Nd@s3&w5j`ITi4YXY`rw<Pqexw3hEZVN8+P8vQTLEZF{fin_%HxfoDOLgh#R=kl
zEI?+Mjl^UJwnvfQS$hNd<z|7y>UWn2BMXa}vi#m1hKx6SOTXYmE&l*~&q5LCMqIOj
z`^4wqUvxoL720v}>Tcz+&{5AHz#y8<gXG{OB4FAjKR~inj*N`>wX#qK+3y|%1nM)<
zfoe3VJYu>AegIydIpr=ANrdaE1|F7m8MsJS;5=<~msF>Nt6>ZlQub$G2o+)gw*+;B
ziOvn2-;a}6{Fa6V71u+#Keok7*|ReSEdg??i5G2Zhwa2BH^@GqrcHG+P`3{_HH0N3
zNSYE=X&}i+SmK=*qD>lW33|$eO?*^TYC=MSMK6IspsEi*P(nGr7OIc9X|*y%##VV1
zpVUftW80B2{`CBhuh3M{-NB1i*4BbPEg_1umIr|hr2$7K6Lg47SfQ-9Z*{;EoZ+{W
zdTg9Z=}pU@qy|teKgMlcgt#`Yv$sMZ-eQ(#`G7c3_9K>o?>3q7(y<-r3Jr>eI6V-i
z1GV>)<TzVpM-wax-Z_|p0n89@J25vT1Gu`&FV7^u<s95N$W9}wZx!&R#az|7RU_8*
zwkQ~(K5Y4;(s#Z>$gF{}@f$G5&GvDKUs>~sJQ6eNe4G<B8B8ey*f9TQ>t&Y`DD(fC
c>GWl1&)7OqiP!j*Ae2Ecm$feCU$hMT8&AP4ZU6uP

literal 40959
zcmeFY1ydYd)Gge&!z4il*AOgtkl^mY-7OH@T?P*l+%<&Y!8N#haDux#1P^vQ&wFou
zKjEuebtz_snKRXNpR>>2Yp=CBT<L=p7CI3+003Ar(&8!r01pEIxHVK{@RN5FOIzRz
zqO+)s8Y=kXgKG8}e2?ZJt?di|IL7}Ta799epTG}!T_m(zRP8^yxEni}1GdI44mS2K
zHlIu=+{~SvKiS(+a4@qnb1+d@y0|#JXJPsOzQAnnWWkb!QJMz;6o8Dlh?+;{(XwY0
zji<(&+tX8v!i?1uN2wJlb9Hm|-xK=!Gc%XUGng(n9VH?hBct#LmRiSO5bwvnJs}X~
zibzW{QW}Lo-H4#!aQJVfaF#I?uJmux)aR45lPt{oNd1}@ZLb%FMwT}IG*Yv7PpwMf
zs%P!5pR9+?*WBE<-lRfAVGvPN%3w@Pzlt1yG8laGvzZQ{`S%AQD=zTzzd<NEfc9?;
z850TiZ-f#d6khn>NGzNf9L2wp0az{&`)|aoLkW-uM<DD*|L-vWx6I9!_aoxpEC{?Y
z9rjimuLX+Rs+s$q0Iv`D$lUY&_p05;i(q<WAoRsM0=`24T`a(=uIBWHahRmngy>fR
z+A7Y?<I~{igtyb}xVIC}#Qne5YMtW5P#P>ZKw7Tj|L>^rg*hY3e4FB$C%=@T0#62;
zw-4yYP&#c~%UnJz6gxrq)9MHR?<D8-P>ntg29t+MAMy^Z#0un%LBL>k`s^5PTyB-S
zQay3fs8yuB_R<_~aOHm@okS(Rr)s)VxmXth4}mY@vf)&SNe&#${@<gbnH;t91Q_ZV
zZRE86Cth$nrL+%9OWhVye@Xw_Oao-BzsttW?~{{EF&!QuHF&S;H!JS%-THe?mIKA*
zI?YmwQ2#qIq&}dJaG@Yfb_y9V!@~QdA6g&_1G<(!?nArv^1o>GAK%R`=danwiqPgC
zJvk0^eEV-l&cpRVp(qQ<VY1zlrJG$>-(D~1bO)5kj;lrM>4^PS`da!@92K>ymEwzY
zsARuH-ZJ0qq0^Ejy%ymws(e}0K**vGs_6f0Wq@Y5Sh*@h3s2s0bi-U5Zunfue!<d>
zztN!bKv0y@h)>W4#j;+{GCk@?E=A5vtOC8!+<QhSx>2!Rr*74$J@v2pNMb((LNN)-
zJgU|WHfUs!dg%86&OAKRm(BL@9YVK3LLG7}t-(U~HA0JLTy;8F?ROdN;io>kd;o0B
z_r&>j#_&-c8tT}PO-otoa)Tl9hDb#7G<b;`T!OjEwR`yVq1*wI2quwaD8FIHQKMxV
zGZP=|5a}$aEQkZHr}Jx!*RY6eit@-lokbm1knkvB$y*fLsm0$H_<;Ok*r)rVceZ;?
zQ6`c><-@4(aH}}$UT`g};!PjLG@+9^E(e9?o1Jckh%m#uA<eVq_WNd!gW^K2)@7E*
zNtRAW5}$2GLy?;Ko|LxB*FJZ{hJE(W*Y>OV7P8X8&Y{AnYP#5nKsd)hrpN|K{K(g#
zm*RBwt!CoVLVF)40Ax5gAxJFGqK3xN*Bs4mmntPT<7Sa~wuIN%;T*RjxZ=m#hkJLF
zE%g{ve;|nP)Don|l~34@O5o&D&h;Kn_(r+)hcGz?=SrVQ#Y0;F2OEMW+PuV>IJwfb
zDELm1nOV5ChX?+)%Y2sgFWf5~g9&fATaR_^TSGJrees^paGqgPg^CD(-zK*oLi=rG
z`)9+uB*V_Vy}f0RA+rw0Q3_ys0Xvz9>wQ5OEAComKuuAg(gvoatR!U~Wr7NY97!iv
zH5T8DK9R|JdMtS`1i%d!Llt?0RL#O;0U&_Ou>be01&Ai@xDpG_g)wm?UeIq%9SEQy
z5+aZY^(?8N)DyqmMTfifYb?1M@;gTe2q{66_(*4drM_w_v!PX@y{EM}{A4SRYSZX*
zbVq5^F9L?MG(Fv}%N7R%O&^!fv9^y5y4ZrLhtU2Za5kAQH?Vtg3oa7h!_(=rU_oIa
zcgyi%MSJx6`Z~=m0xZV&$kZt6zquf2I}2$(PdsIufHSU)L5_lJ16n-DV?RH`0rY~F
zPNNi*@6ovAapYVvY^NkDHx7g_kwj4`Rz8@yrbKZP{)`H3$rYXbzGdZmEYg^v?brf|
zVk=@tp@5Xnd1RCHgupgK9Q1I?$-CTqdF%ioh!KFPFWILQJBe$F-o87ZmbH=Dc`X`j
zjH(|;DZ}LVi|dKBNxS&usmM-gM60%t5fh1~&C!UY4sP91>6NJFHUiqhy~K^{rC5OE
zqDa|xSG7Q+9n9cVwEr?rhEbWqk`6dovG@Qpb}Mc@em(oR1}2?kc{+9}NyGBBx>jH&
z)KxR^2L;5kPTxfyXFoB}$v}!S?{$CbiNykjsEa&7!6vme-9W)K7DDF<8|{LSjIIuL
za~n30<NxHz|NL;V*mMj=QeS_+=3`n(2^}taYF3uO=R)_QAN-wV52uyHBossPuDV(w
z>wSb2GA0hb0XoAXTzE)mA~E?<A|1R^`6eb+b|%MZW!|h?gOWDL{Z|cjRm7jM$8Dz~
zb>xd)s;SHB$baV~jOc+xSPHkypHCb$R&MwimvqH_D3<=j?(%x!!Il^9eSKK;cJ~E>
zha>XGvgqwxm4;k8k`e}Ex{AEi882o{Qm*(OrBjbo-Ghz`u_E-aTq#?2m2^Zh6i4Bf
z336d*D5_`x#pmSV2a2JGTVqrqh|C$?Fv(qQsEe$mY*NZ8ig5q=gpIDHn;t5q(ts5h
zX_gVS3=lnS>9zay0+B~I7sW{tx-}0tOxuf&geuEJ5hywxJBr1<b9J;IOQ=$?Lo1}<
zFmK_!vT|Ca|4%*U&I5&b>;6|$uK_4Sgf><at(Yp5XLHc`=n0$gdD-`*d7hb4hGa^P
zbUI@++TX2$slR_DK77+uyU6jm<7Yb3u)*rZDMd)GaOtMxs&}^}Zy~jHQ6(w4!jxF^
zCKz3a0m2e-vBPw9+m}2L+(F*nD<t{FpiiE$=GY2JU+G^?-#XVj#W=f<T^vL*17Ddo
zm#4w3@IfmXNnL&R@n^v&hs;*rJ9E$H`%mtS^%@#>t~efyukSx`-S&BixV*e*Wqmq@
z7_`)`-x*g61;2jAQ8J76krdNO$t`vI6S9@riGj$VK%7*7wRoOe%0A>tn%{yQZu`K0
zf?~b;3II%5m$5!Lh<=^@>B0R)_mLvlK4hX(eM1QkTOpFmldrtp&OiPT$ufhCX7uX-
z3A`4;nZ$i2mml+Tf94hZZElC<M28<q+Pt9O2aUEjnH)^hZ<*8-c+OR_w}UH5$m^1^
z)ORLK5nvGIdN+wW3uwevV9^^C%M4~Ui3s+ZPk2#m(>mBT{f6pTO<M0J*!6Lp-^*%a
zrBijD!*jmH`BjfGe7=SPUqVHhp%JG*&+0-r$yIZZ$$^*)`*d%au1p-yiVLMDh7Ro$
zo6!^6aCc<&a`CgkXdJ;n4P_QnrLio*wTN!W@!iY>k2t*vbVai`bSVi>sn3<SZ|~aV
zE1`1oVJ{>T6Bs){)8VP}g_C##dFXDsA=v~%(X=87uZyY?CH7Ai5A_F|uYa;|*-Yzj
zL8TJ&+lQGJyC1UnpluhnYfH|SI{R1_4^9msU042y9gscGTOG21<gf~YwZhPPrqg5m
zOxxc@3$^?_(KzZ!@fYGLG;D~*pLM3d2+R`}DD1ot1Mx`xarYJf*>8B7X1HE!QP+&v
zWn{DU079fnmlyo{h;jrSD!ix;pFMI+AfanI=%%LKzI7YpW5~3?v@2<Ob6a8jCXaUs
z{7z=Bmi*~<v2Bs5CnS?P>c;t21U$G~#a#Cuj8I?dElPM492Fu7OOq9b#3hn$j=7P{
zko`7!Gn~?=CQEHWFbxXkb&lh4E?_fY5!W9E$-TrBg9oM+a6Ztn>ai+~=3~=P2+BMC
zRQt1PI~DS6V8HC;>6E0G7&D?oSUKsfeZ`OVr}_GNQeit@9`^K*@{@;3%3#<gGAk*0
zE`*NYy5WzYc~Po?WuE!nqMyKZ7lCluF&vYQsM<TElKLk$-DI3u0wpv0lAcSkU{TmG
zdlQT4@E_x!aEZ~uK9ao-6T-5Kx9{q0aOALvztq3d%tL3D38aBjm<lULf|3vY;G39D
z=fcmR6=ju{b$L!E==!5K@G^+WkuD-QGq+<L@B0Qu#}`DA&-tNWLcDMR3}EdguDYz9
zDRkl5a2hMs0Cm`XBfs~mv-tRajY*o;Q94sZmFBw!VtoYD>*1Sa)7)(&%SAXBUmU|I
z-&n70#kEm`;KnE9TE(YRCHCGc?mzlltG9|uRt;V&VSHX>zhWM5V6|7fe$A)hwY{@T
zScu6)AAAJi%{=H@pHP%aW*c0em)+wi(Z$VxKp7?fo!Qv;ZhpEqBG(^{;5(|S*nBpL
zSGBGz$`8L8RGbzAG?+-~3eFXZ_M{SVtom%q#c5}oj0XxeuTZ2>g;ihQik!X{11#%c
zRx>@)^Bo?8jVu*wG~v`Ka=G)h5JXBS!htQpRj8}sQ=4_24u1Mu;#XpX&?dweEJC_=
z!0@>-9~^GDh&s)HlbXOFVbJkkOKmceH?UolSo7$-JZ&=<^RYBxnGGdZBu)F7N;Phr
z<$Lg`<sZ0NH9k=1th^uBDuJ)Tc#DarO84=dgZOH@rRTc^w<@&;qlJ~wv@*9v$>vR?
zS~KAuB+0Aj$oXDudGAACyPD4$aJUkpeM<4>r*?6|wf*cJqBG*H+m}m|9lSxtmaGaE
zil^Za_y&T7+ch_Yk`XrE%)TupqQB|DPgBp-Vwd=;PmDnreT3}vNK#=Osn8Enr9_Ub
z9u-0?vfkJSN4<ML)8Co3J)@*P?mfd(9u9NAqzq+wqEB3Six?4b-7^)tgillW!hGQe
z`t+R~tHEDtCcRr;n4AE)b^A(!f!3PIWtmW*N;`I^xks^6Vpdd5qNqwrPR$eyOgXLC
zzmGE}*jWV#-O6ez#wt?unCraWSpZn_!0oiE;<~%vuDiqG@3$mEek8!z5Mu=ZWc&OX
z6j;9T(~Qv1`LrSAcZC80I76sOPmN^{*>SZ4aWx~{7$wc=br|AaXX_1Oh`-6%ZdIUE
z(-wW7FFa2rHhV%QpYjdiz@$5n%2|)+U2y*xX6Lx3zfB-(Pg3#wm9{2CA;>Mxb2rC$
z(h5rMy$Iy=MFLH9@_y$9vPF%5zFoH){MIDHd$-GGZ@<J4op3hc4St6B^X{22&o>=e
zcU;ji=DE@~W8Pys$?vs(xUSv1@0y)>z}fw(W7T}e#+%qz9IiKZOc?2k@qGE$mg$|1
zJZAoRg`jU!e{0#Sjnr^)U2W)kV6=;@$goS57Wc%7hi*LzS|GrIF+nzPUL7F2+;^mM
z>RFw!9CnNdVjiYJd>4I5$}&n*x=MX=jCU9X`&UeRTJ%vdLVPpz{4M^a5pvwtmgUfp
z>pql70Os_ezekCvoWQ8w<l84ZK{f=ypzq<&STa^7Z+!nm+);GSq94Pm2OMC8_d#Tz
zN!WJGXm2CO_+-LR8vf^>nF^}bTV})r)|-K`ZstrKS8}gohCY@jDX3hElHciA)!A7)
z(p+Ev?Q+{2;?>-k^T=m3ugCZB+WjM&&##t_w#rYeic&?3Qw3rVtgBaii2-C0m{nbb
z4Ht&~?D?E&%=+M)oF10vKP;QG{*SZ9>9l^wvwm2H4;utH`WUG?!<~Ar&ovSHB`?*p
z^HtG#OdTG9ast|Cx8E-HD8MYn`QId@7GKvFyNZctTL|4scxb2k6>G<(a(h4K8huO)
z0>YwGu#fJ@@pB>GcC!xL!J<7Gl{Zo#nt5mq=_vT(q)SQw0u~bD!6UC-JX6fK!(y%5
zKQO35AeL!lJ0-L`*0kWWPC-~L+41r)5kqxoU}i2A!E-~?phV>MZKL2~Pu)Ip0sevv
z@;3Niq4eL+M!NHO1e3o+Fo_1tvaqbx4PWf_Svljq$|kq-JfFcsgs&_361^>=`g(5k
zIx-BlS7%t13fBMR?VE=W_L`Hr<;SAx`9(j^XityzW_lV{vnAOoOnC}TYb}kwrv@%j
zFTM<g2TwEa`0I+>#Gd$Z+zC@{!kS7FFBy*x0LZhrDp~Um3T`EZ{(0Xghg|Jg;JUqA
zvf{>8Gc8iq`cQMa{9}Va@EO8h9JI__`C`6=qUH=A`0Dhx9}ZQ%<;tH@zcnhi)IT!6
zMkruuM2>Fhi3>1V&-JfizC{3<J&-SUpGo^x?$N6;>_wy*@W&oY5y<b>?<o0Ky9aTe
zNhFUEg5x9RG1?ms*J74@Z)^b`KEB8?zw4UYvemzDAGQ>qXrQLIt*iF}|FxK7k4s}B
zQ?+I<2aGS`oV#y@{P)8g_BBXVIk3P|Y&$H~e;sc=_w`=UhxK~X1joLY-IiOGuJ@Nb
zDL0HjT-{53Or&n6`8EU&%CHAzDP%L?Vl|L8t+HFMW5fWN4v$?Oq*H?m;dl=x6)<50
z1M>a-qRV}E2{-<c(0+{BF9A)uO#M=ee^?V|y+7tOHQfDPoNDA+?%B-|44q22Ykpwj
z*0f&$fg-iozP_&pA}l05q|R}od6v=R4&_2d;!@UjxZCH~fv5l92nK5w)b&O<8*b?~
zZbm$IhCbO(dKq>`xpwQP1}))L@c~kbN$1xy5=_7I*0wIiv1`;{6&#zkecTvu_$bw$
zcZk&d6or&KH+!G~N7MU`ctsMm<!px(Oc^7yOnTAJnH*merxGwejNz>Jg;)}&L1i}|
z!e5Tc?`R^8g2ySC?9|Ig(BAns3mWWS%h1-EOQ}`#LadsV^B;~>P*(lz@vrJ5i|_Es
z1gmZ$)pr(IOEf7KT?gzC;-`X-I6Fki<!~NoGM6S?g;X0KZCPJ*F$u;#Ja%<IlS;1M
zt8Nt<BHoai?W`gKY9IWtk0-upmW<?vu|1zDnqE%&OWIxI1;>XDrID|yL+Etzr0p>5
zKE5;w5(v>OB)<Kv>wcE-ry*{loZ5_ihwKiC=kC>^-6Fd_h-tw}^s{#1LKG05w8>Z!
zkY5@z&u|xk1Q%)C__qfZ45pUrq-NQl@aVTYA#cfwqBi<{cFXMi)UQqQj(O(vi7!DX
z3u`^IbKJaEfk5@bw#CmJ&K*B*^=IPL+19)<ze6p|-{+VMEWBr?W7!?;ekUWovnUG5
zyb-;eR(052N?(7wIat@b&cZLV;x@ip?ZUB}aWE|iS3<?ycJ+C9fPUziFDxgnQFyq>
za5w5pn+F#%$LnN7-!q$!QU=ph>{ArJDxVbxwG0WE<eihSRYF6-;tdh67+du_MTXJs
zK^eZY>Tt4ZuqzD|InMluOy2K(j(%EPp{j&~fvJD$m1k!52*`DGK!f&gJuZgenGGs_
z=pfIkqvd$|ytIhfI)83;BPL%e-%JaWI<E@Dp0(=syFdFtYUpi_UNUkX-cQT=Znnp!
zS6(ozRXUS0C3<IWXNm}&5Kl^qo$h1GP3L)IrRnxlo58fl>bG2}<Km`%&QZd2QUW<F
zjN|CA({{c{O)ymjP<#5E>~DHMwe~YVu}vo3ct2%Td}MpvdPWwiBe9hI@T%Y731=-g
zX21VgYOZ(t^rPQ_F0|=-X3L+uUofH<<@r~A;LoEYYv|7h0suBtJeKG8P%|7u&t}H%
z^+$hS!YQ5SddNNq1sieGVQRC|S!#VNno?;JmCsdPaam-p*jTM(^LtCMFzZA39e=H=
z;@V)%#8B)Z%D)YH-(b~PGiPuG{RE<J(z>GRB?>Fj&0DZXeQ9wk<hMi3BM`Uv$9=g}
zg<ioMIK6sBLHq)2c^m7)>i4@GgKT4v7m7x5s`e;K=wA-;w(i>gRxu+x9v;|l<XG)u
zV<jQ}Wx__LCTPGF-$9)do@_uwO5g`s2`WH$$1%ku9S%GGyQf7)Lw4MrxZ#^x|LW_4
zlalp(QQbG2(gJCZjU!0kFkdNAMFWXmlXmZR@j^+y+b9&Io1UI}GoUQQ9@h`hPz-vX
zn++!B<sa}s1R>UyTWvm=!j%S&S{a;$kODePW`Y?mTvcCibwQ1qpPC%C!OSAm#)Sm%
z_<svl6cVg5t~Y+$j}dQFY3i-CUF4+}<DHhTMws5@7d|&`_AnlT#(&<yy3$zvS&qAe
zhbz6)B0E)FC#L#MAs9iO$L~KfptM&#8lZ=C3=4g}o)@_5VD;OplBrcpS-+<QOI&X#
z5*atWCN7%Q(kNa2Ao0hlfISZ`J$9wh{UR>g>5S_pSeA3>k6fchGYb2nLob8~B?@wu
z$Js^f(Ra2jUY>BO7`CXCT)q!wMaSCT8BfJvxdMN*R36q!d2tI3V863FZ+nIME)$*^
zMPDCK#I|4PpN)rQ@nJVtdf8iU?iJ?Fse?HtSe>UeZ+q$Yt*TK#&^pdDa&N|S@b5XP
z7nX}-54)#6+-Og!sJV58;BP=$O2VQ%ys!`S1@J^Rwn=L7(!(DPO!r1kbU_);ztjoD
zL!u(0No`H{=AKG6=VZMevZ&orkYHhI5Y(u|$?@;o$Zchf6ZUhq&s517)1kVTEelxs
z32a0+c&|i3>`fzQ(j78gvN*)vZ%J=;JYmUKsYm`vq0OGy3;8@aNa*n|UMk<5p1*5T
zKpr(A|Km6vZ73HuVz<&-pUo?R3QY%Z<2!U6&DZ=MKR$;=6U52Tdt3xbfOrKB<jMUX
zvkpP-fSXy?^I-&%?Q4c<=zC5JLWxGF=IBBkW8|T$uIzu&z!Mn(u@Ty5Aqa&x^mj#1
zeq}^gaY}cK0MUnTt3rng>)RZE@U@NMh<<lP%JH&+&uL+8V@L&|P)ru{rZvlQmtODE
z&0}iVU{W!W)mxM%hV?<`?!g=meDhnU#iBriNaxUX6ZBWxMJU@_u>oM?sIn}YcieR&
z1~LQNqUhT#$l+C3EL2T7r79ZTIQr0j!!`%JdSat0JLB(-_x0j;9x(<Mx5`YJ&uQxZ
z7Q2dT1H|nZGnxH+`9i%%A^tdI9s`Q)s6Y{^zn`x|KQwvt2{C<Bv0EX=R%@m?ZfEOF
zthNVAaUT}0o$sq8l(xq0F;vRRTD9JZ#Z?sGL1veCBsa=*@@2HFT<TV&k|@g6IE>nY
zjhzj<l@*cC9Ww@+C;f}_+@$4)pKH^LR_0H5IHW8aOI1{V_UY&vmVsZ<k&^u(+kd5t
zmC0qPPo#Kx<2$P+j(i)uT(pz{kAaX}SP!fv_gm@&B-j`i=re8m_WU-Ui)|tY4Wt9c
z`Y=R;MfgV<P!sMlbO)j6w4sv&L{@*yM~KjeLU4ER`3`j^K`N$i1E@6jsys3>T<{^$
zh$jB3(vYyG7(smD#s>U!;hX?VxAKT(YMGnEody=zoHe$N_r<MalJRN>GM#VR-2yv@
z_$$rI`s$XBCQOlGiir+R{21XZC|o%nE+jEogk9Dt1P=R>NaX}n7Ie4kF=PtY8CiT9
zQScqbM1t3A1KHK2DCWm%!N1aPe(N$HSYKDP-L8;)OnwhS7Z!eJAF0k&y8)HNq<EhG
zkqsy1frVMFoCyaP8Z7-Jqh>fTQAwgN;;`RKKterUk3RWs1+2T?pSuM)hvu4~Z*Fsn
zKm0`wfaS{a2&PL29Dg(a3C3MK8r|ZjB)m}gh#toij~4_L%*Ix^t%rb;6Vbq^R0zpc
zUXH=dO@KiM7z8nc4SwX3$6}a<ch(-o>>g_!3Nc+wLeuxrgp0mxNTx+u4==v2Jc(_6
zG?aY2brz_BiJ~rPAFUm@Ak112dEncNzSA4IMQX8C6sP{<fLO66ePee%{qqI?)i^5u
z=!C#~Ho$`Rf`>P|dt3M2G#~bdFS}s9)$k>Uno56~z|FI(HhNSQ^64+QCq#nzihkan
z^c@ATk);6|`ZQ#CCPR5<|G15>N~nk;s8i=4xt6K{%w8niRV>q%WJ<}gzY^<fV$%?z
zVAUHpURWvlwM{72X~`C1MZKW6T9x;xPTh<9`^vKkhqce>ry$YCOCnqjBEM^?F^N-U
zy;SPnV-Jn@{?);SWFYsWiGLQ9F|m?bcW<g8`{^Z_pmG=Wo8gS>*x~QE{5L%`+5CLL
z`}x@aVBPULzd&3!_v=uv#a_{03ukNI6?J^fAMyEkxE7k(Q=O4#ajGEpLVHbK&C#>W
zECAqlOD)Bvx3d!^VsxtQq`mQv?|Um5kh$+s^!wPgVd@>Bm?x<yP)Pgdw(}Rm$CURs
z=77h(B$mQdQ0{P}gO}ylO+TU7&)6<A-qsVU>gHPAfg-w(GmT|~qa2bknM@LJYd*x}
z0^HT5yJ_tgzN{}ghH_wt1>bxBj~5`}v^8b?*9ViQhcT0*jpr{*OV$v_$mE5pF}sCw
zbCw@ngj#nA%J>ck8AX};qwwkVF*oI!XDeSAh#VtHkpu-*KVP#l%li=tJzoA)M?efz
z634s9APJ)xb$Hr(Tzy>k6NOvzHS#Rq7?RO1#YratQh2~hn*Rft1;V<y)4IG8Fvtn;
zrsqvFst$Crs<0dJ!P)eOQ8`E9VimC~1}4_yVfi++0z<T>VSn*<F>QzCxatdQ>E=wL
zdMnoZgfbLMJ)Q=sJq|iwwA^)4?O192DR4Ek)lWJbKd1VjxaFQWIAp=O<&7v*LbX0E
zUW;@5N9}kV83riXOK^PF)IfG7`^8^gPr@`~>!NY#W1YtQw8J+G00bYB9IvHwcOMHl
z3B`JGX-3DZ_2%4S<#*=LBzB;03)xhrUmz=2&1en6Y*9+nnK*!uAIM@c3k8`1L`X1>
zBy2Linj2uB^*jhtp&woCub4$FBiUFybP||Bb4#p4{!mssyHP6jAsG(fNE(gSxpZM$
z6|viS4G2H(S#Y(MY5Sqd;rP7hCVyx*q6#id87K3!(H!&kR*cSd+mMR&+Qo^>@Fcu4
z9W(AzJ6kz)cewlbPP<IWJi0~-{nq7xo&5rvzcuP8Xw1%gUVGMzr`&(l?&{~NGQeXL
zpTGe7!AwnX)1mXzU&+SF2v3xvl<^<pZJq`jS5V1-AR52)Nv+3OJU8YQoc0jAe(b@3
z*Q(E9dbZ=Lx2Dz>>n$X2=X<PHljyp8CE?@H9F23rc{YggDq|F(H6<8exGFlo)tV5d
zLp(Sx@~SZ{w-0>i%9sLMW^mW}?RDKY-EV@JR~c-2Vxt>qK+x{thdO*^JP(&n3W{<a
zu0aYHGs|oCwW+e~A4CCqbx?H+;lmJ_?BL2DrrWKhvG!*^G3BnAo_C(;G<H7MK_Xq0
z`mGd?sU(=UzNdv<ewbGkq`_G|qRjlA)nFm#=Tt@-ls#6l)Y3&yo~6#w#Kt12aQ^2k
z#U1|AGz9F38d`jv|GbJlejlN_Dt<M+>(<g>U-)Cg3BU4gVRfBlCk0_N&ICOsn`tv3
z4~dSyrz)i#9w;Kezq}3-Qt#T5MxF`%qT}p~oJrz`3t(3!sXOt#K%@lQc|9ReL(p2G
zhH@ukOH41-nR-pM^*$cG_eY)k!1?%X(PDH?0%#;RqhD}uoYx)T?Y5kUmCM{NFsg!+
z1%k6oXmi6W2-j2@X6WboSG9aAp<lu*7?ry(cXKlJQr^y}p@HR|Is_LQ>+_+Tb>TYp
zx0#s>k{A+cJ@HptPs{o|qj4NjhrSMIWWAn4w3A4`17)4vPc~FUSzfGyW2vzWxZW0Q
z{iKA&Y+e;$7n79lKw_3rbuos7rQ=ZZ+xAT%IZ+6cguo4ZXoSg!{_rZM6NgY8ehxQ|
zCR)?)iCszttIBd;mrbJ9N8<SZ!Pw$EQe>Dhtn2s`0Enc7>W=f54)*=S7sAOyW3ite
z34j$Y!RQ!nyETy;fvq|1OnzsQ-53H5JU(-aRoKS#dZ~78U-rWF<F51j2tvG)k@d!>
zf-=9Rd37OFdR>ptpu@o}M8v2%6WLU&PAx@_v8X{m)ouENX>*zN-|+3*vldA5tGaK}
z`|i)y-x*%^4SjO4AxI*-A8T?V#OwAX6`?rmm;igV(zPMAV<i-ruo@wM&D_eR**c2x
z%V2_<QpKXQ+K8&^fR<beRPnKql_3lYg&pZ_S1?59J^(D3dA?OquV>mKMj&=-#zf-k
ze+o9mf=%@0i1m|LmAM=&s)EuYJXaB6Af?seh5(inGJXw2fDT=;UV`o=$lWpFYImvp
zT40SG`>rmZ_(fg90!49c>D&YtV6Jt$OxVxA`8uZ#vbG?4cE2uir@XbUC2cwT&1uIX
z4IPYLtF4AT-vxZ4%ki*tB^Q42jTP@po;Atibm*6yS#}pfF<z`T@~&~3s6@;qZOa>y
z^^be(ePNTaX4td(1_Jvl^?Z|R;kxi~&0z+%)r`x&Vb+S{cTr%ilIV{n@?I$SH~fW!
zFZ$K|C!`}g8FnKY$J;lA9E$P2Ivaiw%`5ujlo}d!uiEsp^0vpB7A|0r@u}kqp(w*v
zgCDVe2)A~mG4AI`F8#}{+oe2)iNgdrdcGk+cNR0w5HSm%<xTsfBo&&_s%p3~jNBoc
z8B=!*krO62)|%-~vHr+KKZCG&`OE;{Ej9Xijjtujt3APxRA|ICnkJE3B3jfFjwtGP
zETmW4oN8&SGuPyz6rSWI3MjV2iz`|@luD_8K|+k}oGG~W;+hMk*u3fX!v6_UPA<AZ
z($Fs$G?moeW4Zlq`iNX=vIj@l>s+8{hYFrIq_3wRR48l|Liq+^e9Fi^+c&gXDy+Qm
zl3Y*BA2|t`3aN47v&jRi_NYo1N73f=MR4Xx(SgA>1~auK(OQ>XPdIr#SnlA>FD;&a
zthJsrp+ho6nDSXlpAzK|>nD(-_ijtNd`9>d<U(K3kFo-Zpjsbrpq;;P@hwO*v-zve
z$c#K_UhAQlCH>^?7nAmVnMoDYT1S;AM1NrLhd_7)()!(3(tcJDiE3`P8kQ#Gsvb1`
zb~A<?w=$Wjp;m4q|Dr-)%d<mrzkyN)3p1A)|1dKux3cqQ%3NtgYjq{2Oqt;S6W)9#
z@4nN`hXt}QU^@^a;0+&Ai+)(98E3U5ev%{<SdfxHI8*GUCOnh+fEe7;x(-OnitskP
z?<Pg2VhDBe;ar@!VK=4YVUG{jy%fiRw)Ri>5Br#pyZdL7|NUh&CPH~{XHNN9*eAZt
z|GK%`#m58G0v7ld5gKQGpO>$xsTunUz{?WM`=%#d#&9HEIPKBC;8d5xB*){<#30$o
zuD-gMz>BEk_}ke$k_2q#G8HK?PZjVfF~!Gx>qIHidiAV%`K-wNwC+Sce_WFMo*3D7
zQ{7|yeJi^{1S+Xe`5Hg#!F=?qw9P8<oP7#pLU3X8-0gD`)+~2I&J!8%Rp9Rn#Dn!k
zSx4t`G{9p^jn^t1R}&EdrqUcRa&$QGOX8W%4J-HiH^;4n#U}ev!q7j(c%6&vX;Op^
z`U!Erig@0qw^lGeok}Ib(cG7Kv!6u&ty;FEZ=8k8TV)+pvgeaIgbXjgM;L(oa{W+f
z25kxiog@~-&K9%rG|89Qx*7B62muo&)9Ho3Ybl3GsC)M)mIZDZ93yj_r6N799+BkV
z)*3C4VfuP|`(fv~wID9Fg4PqSZHMr`zmuGZz&Ni-!v3IW<1apItY*y%`CL%s!V;(!
zLY;p-hDed-oJlmco<u%kYL#18hHhK;4hyi15%lBE-iYQgfTiWrb+<U>RH%Ca7zBP~
z`(Ls9&oz<uG@fupU9Z%rBzDdo9hO(-qjJB376xQjW4c&{VkmQdtQ`G$eU#uG1t#5p
z5l=(dvA1>P1yZHLTr;bxB2C>}hh=n|FM_Gkq;y8}jrLSHqgk>C;DL08yx5soImU5y
zG)(0gy9yZwU4d%{HuNX1g|I#fRzb6lEBNm&gm+O*2WyPyMJ&2(rN*_XT|U3MP~3?;
zT4KB>>wb8k@wDwp@1uuq1g3OLq6)|JL}OZf100H<5jw0Gb)MdC*V0%{su4yk2@!a|
zwBTXS44`t>`T*-Kqpd@Qn-7=F@?2P76m|5@{h}nU>-d{XoLh<vX>6}FQW$hXp!bDN
zR%QWL$q0+*>nN0F;ig5g@D?4Cj{1;b=od{gx?8>n(0_JsWsA&;Dn5NpRYo!Axp6oS
znm0fynblyde)BbdA52xsd0=nIY4)M01vj)ncw@pEf@C*AlN7!EZNiD$v(_AQ0?qA*
znaxCw<4<yZ*@RhJ6AZBz>Wthl5Tm75XoLOa!70Ex3hYc;P4n|qRAd-9rw;t95}06x
zGJ4OPy=O7g*ltKqd`x;6Efg%gYI7e;gMS*Mu-RvW(XgwVfec$}=;+>ap0#dSX#K7K
zwERi2yF8KE)P(0tR5^vcIDy(fal{;Cbz(IdFps>{;S;*UuYq{q87x5agM_84-rPzj
z87@tDfLt@*AuGPQ1y}QFZ|D~{3tme(2ADcwI#U3G5>F7VGc+RDg(SGFb#liD`j%*X
z`dEGKBL_oY7`xFTw3q-9zV`>Re%$Z3ooE4jo=&0Rxt2dI>P@a)HR^Q{<HsynF_H2!
z-7JHID2BL5iN7Ro<6G}U7sirsEyKs2JPCmglF7f;^NJgo)gulzG+u@UJKU=%bHARD
zBC3v)>D?niZFJ|G8&|*k#Ey*W>nI!vyk=wm$(N!ODJl*=Op$ri`)%3_Zx%sk@Vq7?
z2W)w*%PnuGVUii4_V^4TpkV*lstaio^WxnrBOCo(WKc3%l&Z5U)2UZT7d~Y7h!GGY
zCZ!933=pBqdioB3gNSLevL%L&%-7?ztRu^@h@yf{9vU`G0vGAbPB(<<#l>N9GA_~2
zGzeNFR?s0S(-mxvaE?SLqRFNxC5pczS5<b%m6?(3u#&D^#>cv%=~mYFT<LJ2j$yja
zMb!)UwSuheXjP?Kvj3V=4l_Y)zs%n##B%6MfQjU>b|)D!yiH0F!oa%3zpJ^E#|4mc
zVVe@xZK6P3K~RwFC@ZoH33*azYiZvU$XWb$VXYevB>1c@@*SvDdYAC%r~mOKz`&Qi
zO9oo@LZ%CXX7VJ*kSD!PBZiih%+T0(V?ESp;DH+7h4>z~psiLi#zN%*yH-wDXi-F>
znNf4b)qNa!aFP4Q>op#L(`8$j<qvis1ipkJH+CX6GKG7!U48lNdKvSpKV6D{-qGqr
z+(`7t&+Zr_p%=wsKmC(QNdBb@6*DwRe!{#O6VBLe56kqEfRV4;nR&KemYk$aTt}o?
z!8{h0i-PitVs&<#J9-$l!$CBT(l7f}x<CBYDVzQU6u5e7I_tk41slSzSC;W_WhPef
zY7Q&<ZbXxzTOKr19-f|rjpVK={!>j+Dh6TG1U0TmoDyB)4-1Mnj=-E{vkXpqEi=f4
z$hWx6DK?cE@mP3l*wm6=f5E}$Zi$sohT)h4jTevpnQWMNDvs-t{`N8yd{W?)ySHA$
zAqNPT?UM}bI0#{a#6qy>SDl9O>c?Xgb0(sUX@zRAqc7N5)UwgCoF`*&E!~x|<ptE-
zt{6j%TX6Np<37+26sT|25QWOpN8y;Ws?0rGX^cYE-eCiB$beD#LIs@B<@^v4!*^1q
zxK%k(aRTXO%r(8<qebQLr0?)rD5jWJEzcFt$*4$X^g|IjLdt=;gP^ooE<fY7;#EN?
zJav8cRCW+beXg+}QwS_xu@M-K9Gi`pQWhGwWS%s4WF6uBTY|%D^TQv6*mgQ(@{6m^
zVp~bjNFw&;^Ot4E$XZ3|i*#w9wLZjhx|~##l5<3oE~Qz&30TqDDG`7*d!HCnuxfBR
zTuZ}Q#O#1=Fj>D;HT3NPijy$Dqd7Yem68WkPS(25q?{QXas`a$C-Ic}+$tI=GeSeb
zHVO1MVTdwa?hAI*AyJfcHR#W|q@upKg5TmlNVo$PUjQ~+!E}k)VfM!AYg@*@Bb^%>
zG)DM)Jz_uIec{Vkxn7V*@V{+HIlIy<j4$KNNK3aDqgaSZdsok$&TL8tC6~1??TA{+
z`In>1WA{G-nkb6V1fV9=dH3Xd#ItLuy;AaJ5w!m1hqit)x4*3U#~K9oC;15JC3WgC
z4gv*<`fuUfB?uEN6Y5UG25o)?jq6u~CaUoy8nE}#?l8mDGc*SzYB5<H<*{#W*v}U5
zS?6mPSh5U%$C)MLLIj*j5cQLk?3)|C3ag&#Kh%yKSci}b^nw1YrvqKhiD(wR@}+W9
zuPXQ6s^h;N>%TsEh<wJen?2useppXN5*r?F2aTnlN`k9$IXOKaN37X-{<{`k)XDu9
z!gULy_2rfgjHpODSu-)OLgAB|>dI_P^Nx=W{?112!da-amcnqTDG}AQWw}1P*T8CK
zo-jlgejkv*9z~PCY4A&h=9NtGEs_Yi&HWewhS;T=Vx;^AquzKYsB6o5nYOuk8ZXDY
z#luZE<iI_wxsm!`v=W1&%%(ZQZnR|QX2VMM{#`nV+<3L3V|;WZek+Y1HQtum8+7ZE
zGuyF#RH8wmSp4)nxon!r{nvhscHR&dEGe2J;@Saqavj2nyo(hkkUn7Qe66vS+@j6S
z?mcYQ#b<8xByhqGnKeP>+EwQMD?NG`3Bll{Go`e3FSN0H<;nbYc#X$jaXmD>{mW&+
z4hr0&h7{e7q6kF&!<=(_Ynhk2SA<OtO_&lpMVz*JIkvR^qwoar_HaO;ZGC_z$kF>e
z&d>+vcI=0f_-!N<o)!1gf<|-D97s^1uCeUrRU9P8oyV}{e?F0S+mIs=IrWM+SahwK
zz~cOdWkru$%B$@onA}0iscnkb7?W;WHO$Qf`@cI=z!*C|fz!)@!=*~6Y$D%nu|%6)
zt+dz7+c&COX=c!hhw3DwxTnky*a4{urM|8k39plxzPNM1oYkGBh(~dPzN5M52*eKk
z38FgRbJiW*2a%B<#a}yeqdZbyf4ns61eLE0B(gbm{@QZN$%-LO44YL`=0L|GV>Jvc
zkV+~qhW?i1+yp_~@fSUAypUEsEs*{1TZwOnW>@-eR<e))ez&HmF(GG?>YlhsGk$MB
zOyKMf&QAR1ck*B`_$=+$?q0nHJuIL@vh8fd(P!rzO*(TOOuPPnuZBI2|A;y*9Wp<Y
z5&yFDWJ{DOPNgg4&SDTpmhyK!rt!^<J!wU$9Ip1MWwIZWgXDfLh_azUMZ&kHbx{zt
zQ;3Y9=&A3oD%-v@b~^h-7-mh>p#g=0L#40O9T?cdcEgG|Z7}V*5UwC-U95x5H--RI
z;fFDk)o*Xxf^fdbthXH8VKQ|y%g+SA01dO~qLy~Upa@Ir9@&^2(!NE_l#RIXW4cD2
zdBpc0?lCCOKvB$~i8HL==Tl$`+uHnvsmGsyb#?C$azX7bZ|+jiKXCih?0g$n7`*|e
zdSz=~R!%~YkGJXdW!2*m2tIcrTJ_lE!awBtca+Fk#@pNOyhdK)x6gKU&n*Ab`|aJK
z-dCJNk^uj*sBSs@iM}|95*e^CLTSZzh!ua$MeN_|YE-_rgZ<3Mz6>WxY}BH#B3bs{
z_uy-q7aG;pQ(qK%BS?v;QUc!rZ-Ht08UYj!Qp-|(Ujg-HdsituV(;@W)dAE>nmG`-
zh9h)vWqUbnkqK2C>#jT#n0MmJhzj|l{C-JgHQpMZJLs`xMrd!S-^F-3mX|pdSFfoF
ztZLhAdY_J(<l?`@DC9)TlR)VGf&ZKb>e1ikm#iK7&XzV4ZX@jtKvk27Hf#!9VtAlO
zuIJGIV`FTW|NVouUO2*N^8Pw8V@Y^Sj2#I8lAN!)3AZMRtm>9YZw4O2;DxJCn<Oa8
z3A%8)vi0|g6;LoSrKC7w=SG8sWlZ)sA8p^R*DK&SgFYP6U+|*hN!_IOvo%@?_^j!e
z#bYIV@o^5Bl&DC3!;XN~@tSDMk?R~-tZO83AFigzgoSB3B^w}S^^+oy(Aev$_fHh+
zO>jmnGh+KSryV-W*Zi3^>ZOQ^nWSC4hj=3z@(<@iEiq&HLOr|hj26_+W=>b7(OGcQ
zHuH8R&u-Ild5D_?@?Il=h9ZakkMBNVIQwu$)<|)!7!E+YgZd+QIMVuit?^piJmI1V
zjA~Ow-_Llz6IG{)!Xor-&=J8VLxP#D=1&(*PUC#bZ}N$Wvw#<FH4nPj6K|YSZG;F@
zlS$N())gS=tFr1$gOQM)!9;4Gp8+TT=}{GK>GejdZgtO#V7NZHVTJH}i3WI{j0gtU
zO-<Rj$YI-)u$o9|=}XW^=QATqBu?%ogORGoIhKA(8R-voS-g<8hVS^1yP-<ZcRo6U
zeqf98>4mz@s*QBxr@9X4*}x!swx1<unqRHzm>_$oH3!z59iVM;JMt=F(TZ{ASo`)Y
zoC<VF#7Bl3G!VZfrZaz6a{KxaWXY~cO)<5_K&yU7ZEH3h1tg2J1dDG0=Upc9V(0mw
z6MQ3I(VG5Ga**dqCwIT$B1&Jf7>;=%u>n#=9&mjd;S^t@F{ZAK_QHhZD*2JVKeNM>
zD<^(+ND>Hv)(}wCKZyiDP;Yg-Eda}OkBs=s*SJ@|t9{tDPYLcaL?KkRhf!-`gn>jU
z2NA}9*$lVFE5>`VEs=IpHAZ1A$DsX-qCx81nbyx2`d^Yuyw@|08xy-6_|>J8?{~dL
zPq4wQ7cfw$KCSa%OoNpX4NmO<AG$#SF&VZI<!pD~#cPQsHgc;%P)MkM7x9VuV?119
zhkKQeZ-oTdrJ8*$2JHf*Nd;f#Bf_T=!tDF@b(UYRMdjMeAKh1K^LlfkB1K~sI)W1L
zelPafc&neAuC<F^uyG>W;kD6GisVv;_9FVnx7r)5U5#@a(`-?giYJSvLZBk-EQR51
zMc0mRDhw(vT7$yU#|8t)e-HO${suyngA9N@En>wfEzf(|?ygG}lmcRyBeIN1>EA;(
zeA4fP7L}PsvsjsY$zfK@E4_-$htbg-F0T#XPudY|ta@oLwnN7st1vUo09C7(1J|$8
zE@<Xbk4_MNxLvy_J2kjq2uI9YB0D4o96wKeCTZB6zvNn`r}#Ts0JG`$L-rR=BqX6P
zC|bst$2A8A;UEL9{hhX~a_(iUxLQBbEo(_EOM-25B>I$$ir9l8thVH~i&Eh2EUrPm
zS+v!v%d7Nd!$!Wf4|A`BVdZ7mz-qH{uZ{VYIAr+T(Yz%3)uuM?#?VRkSM#?70hhYS
z5Ump=REpx4btL2$?=TWjS}-53XI{(yYB-y4rf$}8`k>R%!vW(pZO#tyO?BwwdS(iN
zqv0L`kgZOb1xl9_XpkiiE`FtLbtr?engtnd1-Pw{YF^A@fVYn5kP<|6fiz<9=O>>A
z_2&CBT||>TCqrg949fU$3O|Z?(b$l5Bq7vJ!tVd=>2hcRPW4pJr=B+gvS*fVM7?{-
zI{Zce*~~W~j8PJ*B7!Yb9hWBe!U!E+i=FN)qr#|bVD<Z_IlqdDI<{Q3n1rWYx$omW
z9QLg|WGfo#%dsD{l~`1TN`1X%Zsd`t2^ZTC7Jhshpao$X3e`T6<#F3?;%>-UOZSV*
zvf4~IwZG-)(9ieTgD+{qyK&&RIIL8@c!9FS>1xUAGC`Q->MW=QpPgTrW-J~44rG=0
z$`Wv@jv7I>W#roQfLpp1{i=(!WKR=bmi~c*H?cF!oe11xo&DGj<ZGp;EW)4ZoR_P7
zL7(Wq6yWo)&c^Rmg4y>C{qSSI1a*15|C*(-`kJ9O8v^t*yjFNko1qo1sIV%RASo>e
ztd73}yFX<7ql<*7Kld)JI|34HOV}j^Q^CT5u)}Y>4F1ERtYIC6woEeAEWBF;=!5nR
zBioJC$4{t(wu7{={@6(xpW`I@7Dw|JyV3aZJMDbt&4N#d!wug|P=E?UgP!?3PkzUb
zsMHdsi#JnmfeCfAlF4SLi^^B<;~HieP0j%pj9FOsA5YZFwn5q*3pg_+7lMOZ)3sMH
z1$}mlrz2}K!x#>&M$38|k+Tf9Dda-YKXR#X;p;rm8kc?nvdUt1?PCbS6n{TdVzK}I
zGel3}E3BSx7EDS>ygyb$z<Y^4$QgTIde{On@kHZ!orm*E2>>KaVl_F-vOY`2u>mpJ
z44W4ITO`bx%$p--WN-SaQA0W~>=jNAzEAG`L$><emnJ9?BY8vOln!99KmX}ce-K)2
z3+0PEwq2eb!e_N1CceSRD<Zu4Q|HcB3i{R%b2}d3@HSfhKJg>M5;nD?k};!_FdwEb
zEY6l*C5+>uC2vxrB0(e38>6GmKpcvHfd8}+Qkq)k0%B=YQMm9LvzQ91EB9A>%#?^`
zY4*3C2gtAhzgq<1QSH@#%Y*`M;sClHRd}XFDLQdO=9#OF9|Q5<>z?%BqkpVi;J$@p
zCm|jDL4?*1?Y1Dx>G6LmWK7jQSVL*B0=-AI$5Lsf>9_X;_8m^}W-91U8H$-5N`fJG
z>ER7RdR<}e2miin-{y_*d?GdWdS;VYTN`c!8Z=#4@jPVn$`n&7bn=$M06BZ<Yw@Y%
z14YkO8Z8t76u4*A6E!lp%9o;(S#$h6JPC6+LP3Y*zZNkm^ozW#$ZxIevL$d%4<fmh
zKP}uIp6d0_H%ch6mA=lo&ysKB83_iq8Vk+F^K4~>%z@Wr`b)~lu{PUJx7YDvZ*ny9
zUXdg(7A)a34Yx;(<T6Y~zey#*7yWET`xf#g(hEd-*%vV9Pk3WJ0o^yNS<4#c4Tne`
z&l*_%kH^-PnLsxZsnFFDA?9}8J^5Rr+ld&`?lJ$TTpH@z-(iuuEB4+JNURo*8E|?T
zwg<?*i@$>5J5;*6K)-Gu`Sa|}IoNKV)oB)-wYpo(X5AWk`jY_;UQ}UmWTzG7L#ZUA
z6gd+b0);+0y`UkH6V#R=p;Ty8nsx|ETlW^l%E`B(y6?Z+0Yz6L0Nr^Jd}{1lCFEEV
zRBaR1TFV;G{&Vh3)p`3SUo2If+K0soUm$?)^YTfJ|IrA9S#hRvy7Ig=vgRLfrS;$S
zfGbfT294qvt{4~U9G?i_0WfH9m!|qPkTUht5(6#B$a+_OPLV-l+J-647pi<)A1xgN
zc#Q->m&bw(+YQEQg?>qpF9o}v{Lm!Cp;o<|Piu9Ik)_Fz%^{@rzKw{(XlL^=Bmq5y
zkUW&P|Hlge-V#H;5+0aRNKUqV?yPQ(X6UiQW8mvgiAK}R0V5pORMo1lo>wFMnFHS;
zm=P^@@=pv2Sjz<O#vHHmO-)9*9N@pqv(qIOOX!^I%jm=5qeP?$fAfmIp2{(FH-|s4
z{b5I4FS|r!19WXm)a}#Mc+L)i9tw{iFz|{NIh78X`B;9xZE?1xALP28j38$;r5ik4
zjrqn!N<#K6V#i0aJ8h8vpDpxHzURYS%^R<$C7+odO~WQ6U=5RpH?ALSbU<4mm}W@-
z!F+ID*E|FTpD)j8EcrOnRym87FikNPh4>@ZMbXJuiZ|CiFo4aQe%x5*PYKCfgJd0o
zXaHU~^<Gfl#?}gWH!}(9D3m=k@Gjle5HB$G_a7(^K8wip0*A|78L3P?DG2TV<(B0`
zJkUa@f93v3zt4d(1f)PfM4s0>U4K8!)&~~E?tgl2qeofb8*=DL+FQirQdmtfnA{Yp
zI}AGeIB;S%7XEo=GEz&^2QzoTgwS?%%?Yecdti?V@%}t`=eOtaBAsg8x?-v8%RK%+
zhM@|o*y{N=H_PJr_xpEo-NoVCv;&#$i}RPOyX^$wH7j^?RC=SpwaAOlCD%_UkZOD|
z>35iYIRW!zA)Y)pLh7U$YjoQ$VYp%HLAO6AJ{xgttUWc7;O%L=r1_c1`pb*CTbE{J
zceN3c{k{3b>imvw9?Q0(l<_vE?r4pMAdCKXD#__R8Nb0llc&f2<bOT4#^YmthC1kc
zE@JO@whnABSAE6na}M_6H>>S&i2gVvgL#>&`uEwt9Qr7#?h6-OY`wFY2M=N4MS0b$
zD5}Dj9$qggb#t@6Z3+L#M)7$z12mc8<b1~=ZXA=$3q=plN6YS+nd+^#=VP7=m-Fe%
zHeR_spMzKID5%6EPy@A;Y;gDCa3PP5k20E3l5mt?zXqm&sy<b&?#Xr_Bwr35@ul=?
z;<8OvR+i`JX^h3k>WsJZ?0kG<M>mgNW%2VC*}QyLe5=l*H-~eyIZNJD7uV?nWE>@_
zN~DBtXD9}&Ri}0a<2MK188XcRg%t}g>1(eG1iL#&a9b2--=|65n2c+q`2D~aqt}>i
za9M;*uEcGGG;n$JkCeZjRCIGSaSa|D%aGwQGS)>#*`mCkCGJ*&3Lf=L5>$wN7&}T!
zJBB;z>7YBw3|BGI&A&+f9JhU{$f`U&6gr1po@$!|U(c%GU*XSwKYztT^iiRVf~3~+
z)9KdoNc2>B^;G*rtfpT->zOUN4$I;+$J}Qr5<$UbUDKP5cJ3{9UX~|sgmAO;5|3D3
zj#788C&z8dHqQ~JHoxf;G3J$4j?loD5zpfbrPhs`)qyqy5W`D=D@xv0lDwTQJdi%y
z-CtRy_IIL$Yz5S%0rRV2UQAS5wNhR$JJ$6|FNWRI-Dm+Bxyd|f$Hd4a{1mI#bjt+>
z_|;SE|3%kVhDFsy{|+EXH%Pa1w={wvok~fUG)VU#igXClNQ0nscY}bm<j^Tn(miuG
z@BQEBe!2H~IG>oAv(MRUul<X)&Z)yqeHCiWKI39%IUQyr?Ci8r_GLMJSmRLAt<%70
zSny_q7&nDIO{&vCtbx1!`@tRpDC(M_7U`J7{DJp<y2P=MpccJWw@3|N%phb#s8D!d
z@pQU#UrtmPm>O5k(6DXX*X1sMFIpDS;wzv0PE9^>Dq?KFC{BS06IRa)ByRa1uTZ|D
zl=jNj9_{`6Qg&dTR*vl#!w?-_%8Z!-bMm|*<WC}Xr+BPscze?5cRk{)lRp=1W*tGA
zN8id+sAYQoT_RsmN69`3g*u%?q`iW)*8ccfG-Gw>Jx|D6rK+YhJUh>FpeAy0Y~FU{
zyiv&&IszkXilKFv*3w($yBOogF?D(WSFKaH(#uCJHRvz01x0&y8vaK{q#QB=Ll;w&
zR4<`Hb;NAJq~T7pSyDGKuOkndvFgP_A;pxYqrKyfw+8pl+K%*Un^26S!=MeMZRd+M
zsop;^vUx`x)3IF5PK#`A@m#!g$sqY+_fOrRO$M!ABurcW`I3m=Rmr1hCnX3gT6trG
zAO`K!BNWnD>v+|sT4phft5&I33~8f*s~_JdAJx!?a-kWsCghA@xEG(ERQt_1+OOru
zENi?LM)`Be(3?CF%o5Y)Rc6z-;Pe5R+25u*udf%YGw=>_*6k^jkP~Chy7<e1LGRJR
zWAaX@u~^x4@6SYtW;9vPzZrq28RBo%3chi|)jaNp%B``*ie^Q0uf-wc%6xyGrwMWo
z6}V|p7>W7#PrqJ<SJHbU^m>ug7#8y-ewr`LbMJ%uK7HLn;wm3%X#_Vxo}esi<0-GV
z9#1&4M_jX^{1L52lE=;jVIuEyzCc`6sV3*Xa?pLpBz{kcsn1$1bar>|ES_XB{!y0(
z$Mq+TCzYVT1g*1UKQFQM1a$WC+(2L|{Z#evi7oM-6Xf{vNlyDCN0b5K-IqmLC65#q
z_8g4&9Uy8t*6&XU12lWX<Nv!X-f-I)hq_u8?{^-@d(H4MEExq~8DCy-n*1(a;;Fr6
z;Plq6ou1le&6o(!$0f<yphU&dLZ!%*32+Ss8<-nrA+_({a>S>crVNBOmaFKf1g#LM
z^>kib_X}$2!|!g=)|$CRmVFpM(fF~tZ~t1Wol@WE!IR!Uy;92%KF&G{_=JKd5&v*t
z@wCR{Pzn>f_F6`1;}1JN8k})Gt-1I`Y~_5PJ%)nM+HNt9vbDoaXK+7_%;{B_iL~F0
zJ3i!rq_hLV!<t+-1+|17Ydf$e%#M{a+a{^+&%g7Utz;wTwf5V?jdX|dHTdn3B3oaY
z?N=rK`CF0iQ9SLb=X<lKuoZan3jCtMajr7NeN3{UGoMBryRg{`a!(66Ohpomaz^a0
zk{I#*2|016UHwt+z<b}%tNb0!OwV{0$wmNroeqzA#ARWg;nPc>v}3$fRKlxrN>9Mp
z+n|wR#Xp$ky*!Be<V|O*?`f)#18Ec~m&HbZjKt|L0m)bwdwYxB$-+$E?X+KCB{Sx0
zY)=ndf-`~<w=05zg3;Zknm0)c%Xp2%$ekC?NObLEGO})@p)}}n6AlE{(i4W3*R_s{
z!YKNs)q4>4K<Mc>YA-MG7i(E!GxitO26Po;<|Rn1Xv4urcjUt<JjHc&UqW%kSiKD-
zXlyU`=Q)j=YX^=)WT391zrdWRs;FRbadAnU{A5(k5RR#?UN>3X(+gWL!Kx%Kg4VQX
z%FPQw+XK%X^`iT79(T7O?h)p;X=p`wQ^H}n0j6jr((|5Bm;khg#~dHmu(t=d{JWd6
zny;V?>)a*(ozL&w0Q|trw)29gcRAs$rw7dO`wMN&&4<&+4)*r?9YKL{8z>==SrdOQ
zJ!4Oj+k*yLWw!np$^lyVzsIKKAtxw>#MWufbktdPVmjq6-jdH#*j9g0$h=~3sh_tP
z4+8GJG83fg7s0OryO@c2;YvABS92JktX)XRDiUKp{|%Q&&*8`uA3gu~stL@{;bncU
z=NQBB5Jqk^T>7hrEiyJyU838bE+MvM@y;H53vQ)kS~hl$wk83dMOviCf`8$Bk*u$T
zj8R_AfZ>p4XI{D3bK7DSca;I?kRYm~iWekG_SgwBx4euC-4I>k#(RY92&*p}I5u=x
z_T8brSoU`r72Uv|+!X{7u-<w)y0Pqk^pqk7*O!yA>Ys21$v;akx?$c{mkE#)(%#wa
z{VCw*{pV8K$1ILYg)y&R6k>fHOr5T6a=;4{jw~lN3;v-xh}F@djxA>nL$l#WjOC}#
z9x}CFA0Sch8OjPDxUnBh)9&3v%1Qz*%`Ltoo_x739iKeE42vKrk$J(+%RrJkfw`y&
zwNk_sp-g)Fq``@@xelqJ5UHUKX)<sGn^jjdHsM)zq^?XUO2eL~IMH%K*W3jx_BAx)
zBG$o4ra?GIe4!K9LL)0wAkcKb#9dSU?QM3l^5^9<`jVSVC6OPO{j&>DdndZZLsY1k
zuJDh#>b0B~){7jbRtB&!9TL3ivL?pMW#nbU_JzN^)&!rdhMrPY+o_yMhgy(DLM_cM
zYKndzRgfeEx8p!UWqIOXGAA}6(7=;b=!h}TMd8N-v^!t@57#P!?;W`3j9Pv8KG6n=
z;z?c6tz7ksgbCvIXzJ=lzX`qYY28^_XQ|SEU;V9TyZ;eeS-1jN+OLy8MaU!fTGFo^
zuJ0>TVpvq+YTF?mLBSXeB$94<Pfzy>9E~3P#n0DdDL+MbG7(<wiP3$ZE)q0WFE`5g
zs?Fij)Lw0~>=SxfQ2P;4qut{6$arg-;5Y_TnBc#~m^@g0f-_9PZ>kg?rz)7JF4&VC
zcO&&pKz1iG<<FaA!c@{+JAaG5?|<|g-do*&8do9Z=b$d_Os}NWvi);pEJQ+YUuxL~
zFX!5=E~%2dJR0(W+7S&^@{b)9T@V}9p9i}b7Ugl$P>d&4Wt(y^bOcaBY>I>S_V&{F
zt(6Z?Zf^W+M$)G@u7dCPOjWa`+Kh@Se*B2uohq)epDv}3>+uv)Q$xwHA;+E)3?Gma
z6sk*9zpaTYw`2cIoh6S<nh~OAWK_a7tie_GT&38UFl`hP=4I!iF}biH>wux!<WbPt
z!2-MP#KWdCG-^X`3ku323+q-Zw6h~OX{^nc*-$1<Pa?7%$(7zmm}M1h$E*-7-w7W-
zak1`^vQ6ZK!M_^9;W{5)!%?9lH68LQOYrE5NM7?dy$&hcMQ$*PiL_stux65l3|Fc|
zEB-GIC1KiRxjqf5xdd#VsEb|e6j;*TjOw?meViRo^pTFlCL-V1Xcp@j$IeH>CgX<{
zY~o(6VJ`NcGwH#jM!z7sofc(oZ!0`nlt|cnO0z-?gvc2Ux2*Xrzc{{}b9CgRvy*xE
zHco523SB=kENo^u*o8xTP@Qm4a3WmJV6LdCMAARSoHG6;lTzVLP|#!Qs8OrZF&K36
zN_DW<Cxs{8@{0>fr$LPkL5za$ZehwhBr_cyBA1SP;o`4;_Hi3~fB))NTVYUBQ$IpB
z0g!rmG+oHyYTs5`{72Q<Wj9s1#{%`lX&h4-4t6V>4io@0=liIY+FJj4>B7z`?Aq@W
z<=hb>+J!=I1J38jShd+i8gR!eDu^mFBWJyZvsa$}D5`^a$g@<Q7JnNIn>V$*qx8mi
zej|JEy`jeW$X!WckM;JCOHxGu1yrpiD7I+fz6-TS@MW<lbE5#AE=I0$wA=FN^I`sP
z-@?bo#}{@s@<Ie<T*ky%(7y0R50#`5T(}uCLbeEWubF;H#ZEz{1zbyQ&5peJoj1g^
zzngp<^@{#$mntNnnV|d|clcSY_9LUjKgrCC=B>iuxgb#MGhb=ZWLeS8cy(`09h&Z(
zTU+Iy0OBOZ#%2Y|P8Dd2(-xb8AVvgG!o^~HN{YV@b$`V2J#5<1Zx49(#590!V<65J
zes^6kWhd;kAkVNC=y1EZBlWoR#S`P+ldWO*0rA)#C6+9~^k8L-snjA_K_bYFFN>>t
zhMo~WMYa2j@WA#vo`JZ&oO}J2N)g6an9Sp?xKJy{_0E3t1;?x2hL^p?7DWps{`X$&
zuccm`-v*<Z4WC)QO&5If?;`D{ZZTXNv&MoUq%Drowev}(?S33V*<XS?*?O9s2!Uv!
zWh7XE1kK!6)Ps*+LL|qK4fdYi9<Mk{HIyL>b=uicDob|G?6$DJKd0vcHeK&gGr`jZ
z-njLVWWF0>OD!6t_FfFx5dC4=@wLf)r`l?euoFfdFeZ7KQ@2gIa)q{XGt*G%l;IDW
z9DD+<jP71&82XdP>i<O4K|~zSi>~)d+s?nf#_*K=XUX^0B`^s=3n^<`%DKkv%t}5W
z??j60!>kM%6ZjLZ-l;6C(=_zGc!76IM^Igy!8?;*xdH2E?ECr%$zIR)dTUKmJbWC(
z`(-^tInK8_#-#f~SlQ|h7W5f1(i^S;3)-5|+$-uxC}7NmDJDbUSlIARWL8@TC}-De
z{#TlSL935jZWzly<j%Kq!;s|X5K*_xhOpoN3_5?)N|S~Pt5xjSv00h78A69(&l2#Q
zDT=2#5~m5M_0f2}Uy1kLJhSCrn>KP=_&YCrj9))0S_I=$IK-0MRfH<Dfl%6>3AsEF
zN@5_aDk(wNA+35W7}#1<$dn6x!TWY{V*XapRa3b$oc^CDgf%i_#-#7oQM_^c;!aqa
zr+^worb9jCydMOCN-nxbvfbw8^=9p~Wh2`g0U37PXMgsJv&bASjAe4HB_pcsB=a0A
zu)_J6`Jv_CF&=Ze)Qm!gm{3tj0lezB22~!m2WEPhtZ`^|_DUCxD_@Xd6qMu!38wIy
z1)czfeC!tziAbtm%}lpfXhy#biL#o`qlox*I+q`t?Y3^%M9JQUB<!NRVfXG3LCx-H
zuqf^`Ld+6mLF71j^2_KVPIlXh^l|b9n=7$D%%s2k$xP#UbDzOAl~XG5^Q>9a^NTq#
zHmeyG>+H0=94S(<?P$MXjB3a|p|5QC`vidOS#@MPtKR8Ek4R;rjoKhe*Si)eUD*O5
z_GMM7JtD!0+Vi&^x>Em$yCh~3u?1~s5jf5_-Z|J?ZRG=)!<wp;w6@)ithq9m5LLGD
zFly$wIQ}|eg>gQGAN(?%d=Ve~(4fh=m8vyX?f4Ph32bJ37PZUE)f}Yn<|fl}3fmG(
zWzQNo(I{&uWlFo7hEL{u18eQn%0r>F%^|G$f;YUjc4eo{;nMN*kk8RL0VqGsHu<4_
z2;IRb$D)pU26;}anyTCwCobx_WF>2Z_`lV3Gmzr&Pa^oNQIFm_o*4GbgIw}fivW+X
zvTaiLId<3sYa&-RXMG`PRa3|&8-=IR<v913#G2Z47ZqxP7Ww(6--+CWjZj)bOxbtr
zyLJ<z;pow*9Dc4R0FeoUkkVfio!Z|*o{{a=s*Llcib*NR)yR$WMLa6wKF3!~-m}j$
z&v-l6RZp^2MOPJ{b-8Q9=k*f8s*sf1ifvX-nlmQ+zR|Fzs%sb$TQP(NEuC#P53-?v
zr_Bf_oft25!+q)?4NpGM;C|0X5}1yC%{=(h>8nCxk5j6G(tbM)W?37eBpP+x@JXvr
zvlE5tj|f5!?ApC){G@RW>@WXaTi6rMz5qkaqTG_u(WEFRil&miNu$thC;MX+%|cx}
zH6)a|qO=sq;vgwB_V;@}ewU-_4UaQ^=iS;U%WW6$Dl(YzzLPF7rJOJA+&p&93c&M}
zGWP6pO?YoVc54<2p*p6++0dL=18OXNb5wgWUQ?HM;$zC-B|D`hO{UP&_p@U_`ogs(
zi=g-9;2P)Jk(gT0%95^1$ZEAQ-NU!kB44#5|C6z~H?7V-54P6&)X6KHrN2G*4T)90
zgrm$`OUpx-8D-8Bb57&@6l{*xvyjTO84!+cerzw+=a>^z|49)#4$~3VmxMn?qtdnQ
z&`lzo(o8dS?%A+X={&1KnXAXP=jc%-dqS>_|A!<bnazw|IphZtG2_tBAG47*H%Q(^
zZ$7g%th6WhG0dmgIOrhH@j*D-u<3lTezlZ43Sz%dvnCthzj6)KSyt{9tq-v@>Se^8
zh=0LalgK|&6>|~$TfM@CwSqXBJJ(awaL>GhIePT<eyjqh3Q|RSOqJ+5-v4Xg!nC95
zORUvV-#kjJlI_qz{jwVQyl{A-`wAA{YoJgl=z8^ha3X)?Sdn6_V#E?sy^aSF5w6WY
zE~;p;=~CuHnXV)A5FY1<Li@&zl~>11TzgU-BtTr5s!#Nkw4N`i+jD90%$@Zu4ktvg
zO(?Zc_d{<BUf5;&Pj!SB+IQD7&5D8EZrq~Wm&L}V>qt4a_<!b@ttTK~tdS_v#pZsG
zCl6mKp=pLs((80u$lD#1kt4sG>g?0Sv@ue7>@5Ko4i0v5id)$l>hKtZ%L3vUzeb`u
zYcalxYQMqJ!z!4(J55FDJnldd`8N{Zn&9z){iL0@KV2?8jT>5$0au^UTN5@iOMS_Z
z$Ncw{Sg^+OCt}4@K#hYo+q;O()wg=tOfmPSzM*`&uOD53sY8mjIcmOXR}+bEaW=?d
z5Z$={$<Ud_mB8td?`;p7ArYHNa4;6ftcd5WvCAGJM{pL>ePJ<PR6?dl&OlW=zJNtM
z#NbsC`0{Z+=b<&RKL_1@bNb713Qa}q@4xe0s{3+2H4rdWCL)i=S`rRP6dBCZxpp_A
z>#+2uX;U&1R=Q4c8#<^Ke)}G|$-fGs9={vG1R-Wr-Qh>8B49^NRBmZ)X-*jZy~>PQ
zH`Cfs#CLhr(b}9GJL+-h9f$_ieCPRxP6vBI@LM?Qw@7ci-|u77hF5W4i2kuAzExR5
zrH(Q)+mS7@qiA1vDX5t&)M^;rMCuy&0}=I+`iIFV*f!bokSt_j9Gr_=<<o{l?^Nx-
zcZ=4i*`bJR(qqy`hPNj5g%7E7A<OqL>R@h9UkV>@4$~e>yZoU1eO@p4^sS?k1w~|a
zxSWGO3*vU$uX9+t{;4*o`~Ko>s`086lu+`bKjyUe!}$G1Plo^t+pf6On!W$k2aIR0
zJ9HWh9ftBo)r-^BY6Ms6Ifc&H%)T7<I>R2xDE_cT8(%QL@m4JVev4gd48H66tpwX&
z)*eIZ@*`Q4@@bYXF$tpx>i)r_QExQYts5K2GPxD0E6~g!s%0^5z3qt*ABU~iKpx(#
z4t`~wOCuY{-u1k974>gbxY|!X|3~(Qa!gi4xVS+SjS@5k>@;(BM|1mvuE8zlDsK1I
z$$ZglX2qV8$}I&4=yoj28<$8hCaOQukRuJTGIBi{CaOv+O#N^|dLS)o8QQjlM1$-M
zCdIi%!FFgX)Dwmluyi@&GjPaX60Nk67hvJ{6f)LU9VT?nB{Q~b3i^zaEzrh?Pf&07
zT}q*mKCYTv!vHxfM2<s?9YbT4a<c8rDsbM|9X@}>n<Et8=GI(}*xPC%j}dJe(U&VU
zR&%oc#&qOQ-_HPY9{Lnn*hCqbhr2(&i$mj#v;FQxNbP=47?QDziq3nW+F}=`n(SDs
z;$F*BPsFR~ID8h-b4K;UgW%+!dF8%;0%^Xt+I^!(ge8t*Sp0ZdeLZ~$AF0Jwp-O{d
zC_hB1I7Foi&pml2Jx8)OMmS`<-Kf*R1~JtUnm2F9tcSjaM+k`|u(iTuu@!)p)Q&pU
zla)`WsV*fgyggh&8RWGo4le$!;I0#k1l!cP^)QtdYOl7HtkYinD5e<;u$<?OBr{p%
zw=ztDK#R;F{YoSHwJe~?h`v2HAR1#`!_Jvmz86o$=J44v?mk#vc*V|gc@+pYcx=lX
zJ#?+~ht;C&z+;)8loEk%Q`C4Ogmb6G3|X}FBOxm7e!H3#=k*o!O+p%c$y3{)VYoOZ
zPQXF=*(&OXtqGa9y<~edd%8)xl#`b^ij;hXtumHxtW$SA-I!ydR#W@qt6#_t{F2o0
z+B`?%9)Y}Z;JKoHs~8Wp)P6-{rEE;xGM|B5p5D%pK<(wA*mF@?9Q+Z#P*E%-oWRy&
zUI-)~rq6ciFtHNuy*8sRnYvo<$?-*`&H^_A!a?G_`r4}f9<+;jP-3}vMv+eBXs2w(
z`fjSjm|EBtc`#{s(`~|J%sjm?ErjBm>v$d~Mdyo+RJ3F}i}bV@G+7RvP2WG>@yP2F
z5H+qr8gnn<j5noJFeZH7+k<cm)(Uk?YtBD)6AsJDD(o0TbYjj7I+Kw?8HR72mHehU
z2y8VC^yz!&=s@_oDWuHUO~j8B^~;;^L+5u_(j)O@2P|flw(johJRO}5&2%iqg-9f4
zkGd{)R|bXn-nS8p;EItBP)n4J!Kn9%jZ55&Q`qVzRPpzxV@`tvooQ}Po6DIgYTfwD
zP+EqZk=YCkbx1KP%bN1Xc*wh;gN-Nn^(7$j?K)8+X-=@$@?$)UWUJ$wq2MaecDA{!
zcm#bOerRPP6D>OZ)FF`zbt?0dHt#&d^<7K@oX0HVSLUkq*$oW)Gwfcx>c^Pnjm{AH
zw~%oPZMGDTg{N6F_cQU7rJ9|+7-yN7Tzyi%j1L@fn0&;)qg-6XylgI^fiOyOd*coW
zroJJ{2X{4j*OXqKXERGSy0P3^r&>JZQwGv+!<y#h?+B5nL=fa(>4r!?LP%3>`+km&
zyJn~LkCeNjF(iwFy_s9EUJ<f0s<5#}oxKSziJmM&NhR_4B{kfoUvyHm(jrl}WK#jD
zCHOvQTvXT3-)g+?JAcpdf%VzLf+<dVZvE8`=77Zf$#WE}QLxjf_Uye%7b;{{5Ph5Q
zvdEw=w`t%UxJ`-uFEDT_GnMp|OH?5Y1gkHVi-nHEr}F=K%$^q%4r$`YowZMit?J9a
zUn=%kQbp73b7-diF7VW7b2t(|Pvqfbvw@hRI#{l$I-OvCF{Tro#i?-Qs&1`Zo*bQ+
z6ot6A1b-5}|DLmn5^q5OwgC2?C9x{j(9cKm2?ybmMzA&?9@MNQ>LTbzd<(jV1ve^K
zZws+BZVth=U7CyCLp0y$+fev`EW9ADUHeo!ptdS4xLrph&{7;TmCrmJDMuCQiK^Iv
zHVGbBIYVW)HOjT<-hjS|nq9KiS;Ek&UXHyVZDtcdZIwgQM5n)DY=ORz)en1uq`;44
zwlK}~d6!<Tr@7o_q^KRG^KUi&w6(0Ti^{(imXymscoHSdVg+C8<Fk;t53qIll!}e*
zIpjQ;bOZ%Gv77YDS5m_m2)&xmM{v<N8DuG!3Japt>+^}0wI2^cFzM0c_<`wVr*;?$
z<HzYv%c<}Ur<DCm2~#S1gIuqNn=j(8T7mo%HF!(wQyS5*sH+#3;-R?R%Z7}n$EN1w
zGRB@CTz`%RB(NS6)1}q>(^GPsHf#B0Sa@aLkCq{@<h9g~tm8g_S@?`ZjGE(4F7wX|
zxxusG3Mt6h=>OCLm@Nt0-=MGFBre^HmoP8b3Lg>)u(L&pKB7(>@~NCX*Oi;_l+0(v
zE^9l70tCb~@UsZ5Oeh!n(bA}3GD|d8iPQ0twK8i7sdWPlJkWfOd=Sj|jy0q~dio-D
z&3ebg<n`EXnsHNTf)hfxFlBdzvyfP4VBp)5IZ>A@n{o@TaTSQDtt!Zx)KGpB!+`dO
z=gTXUn1&zxN}?Lu&~hG@V;3N7#PYLQ8MN822fqrm(funaq^&Bc3hdn3Rc-pQGKto?
z=@$4H%Gfsy85*_`Y_v<cBC~fW66)<)E?=pBn=_l{GLOXhfsFl{iHK3%fj9clVFwrH
zj-2R_S1_4AV50xR!NP10Y1YZ^d`9u3(@<X9tTLq%Y!4DS5w9GRmDm3t!L=ax^!DeW
z&_7S>$CdaN;UE-IbNI0HVGGZCG^yNIi2;}~ToCuY>%&tjyhXUWIPR_nue`zYX$e;R
zPLur^U6c4FP|rk}Wm_&A{<cTTVA1!E0*-{)tt*Me3Iww;8vYolQ?<DR<=DLg&aPC^
z<+Ab8&$h9)fo&&@_pyV^EzzS%DI%y6>>^zKbY()*Te5z8+eJ&n&DK~D1=WWI5(;9s
zFZ{F!D$tiRwG^yJgXOv}tK++Qjpt+Q$q39a8<1J|rJ6FEOL^_|P63kI8NqACYsQ!+
zh?O!^F3*3N%a(s;ln}AL)|?JRskwWs9HaX8UR|}C2`5@)S@_*!50_oFLF}prZr-mI
z7k<Qjzu1EKBzP(V>GGW!)<k@a6S<(EH>48rg97(XpR1p>XjQolCyiCA4K;Y&8s+5=
zw5ODbAMit&kaAej^8vjq2bOJDdE$^kTggXnJ&_amf>W&(=8MPFiTM}V-M^2kp5ruV
z6y=6ZcdLg73_3%!s!{aO`5uAP@?Nul)O(B~%);I&x}=T|cg3IKyRcwQNmZ7{uWuA}
zY%A1hVOECnZmxxBIrtW24?{N}4@PrUOtz~W?&bGN(-(dhO7VUoGl(>ggAJMM0~xN8
zZTNd$T|39GKQ9DHEo!Y{ok|36>3cQ*n<%nQ;!0XF<(LSQ+Pp@)GT`k+12Tcm=kwoK
zFtM|3#|qGLSV_euu(L2^%zH}}{Y9Un(|!iw`(b9eSxQ=m6}u;Aw&=%m;`mWjMCnV^
zA@%?jdHN5C>sum&tH`a>votHni>kSH6#W?l27Q<UvWyl!fao2zkT2c5Rya9ifz@yg
zbiOxmxIAh5`Xz;*37V!h)Z)xKN=D^jB)b3o!-C8Ne@jo9%?_0%^8IfJ@pJ5yN6<XF
z+6(2bt0vMMVE?I@@LQZIJ;A5%bsa2DW5v(HfGGM?$=QO-jD)H`op6eQKCHalL=6Eg
ze83E{XU7eSLJm%2IJ*(m)H0QF_~FrqW*_j|pJv<SnW<(sgksGVRSfVb%gvq#p9Fw2
zeyKo_ne}Ws?x%cqHZGSYV2fLv<wZdobY-4B;O*sgQj>ijEr%zW)ON8DrK2JF#d<iI
z1UQ=+vv@wWihLfima!N3AL6MypNF>st;%PZtHE_8@X~EWXx0^Rf0>`O{!3ttDNXgl
z?=CLrjFHA?6{)=a#-1kNpX|`^@H1c@+BrLO|NA+>EUke=scb%cBdztw3MCw$fi~ba
zB3YHW>2y@QY4tr;s)!3sjm?O~MBWR>#l{5Nuf9bC$KUlTwnHA%tlsQZ>?CI2F$vg?
zZZ_|g_qb6l`|Xu!U19ap$c3EPfrky~w!2ufD9e?j*FM}Y^M3~{3qWnPb8_0s3B?^U
zCXE|Nlk^u>N#Q<lyE`3|){vmtsqDes^SU#IpFF{px>|i7?fXM#sKXPYCTE@|McvBE
zHZRo)683ZKPeKbQWTn9Ig=p&O%^sYjr&G*Sn67MGz54!|&-cXYYtW6IbH}}xu=C>2
z{rQ@vyOZIxXYSjT{rrT5veiygcgs>`9M(Ptf>WPDlAI`;grJ3Isl<jm=?zL{MzOF3
zDEM=>>vUSegc6j<zu@3ySjHRr7i+iFe1Bz?H}H%yB*bG!pxgQbo-~U8<i2c-0Sip2
z{gweBCxMOQ{`Gnxe)d45sVvAGNnPrTX3pHb+myW`rNT+<eJw)9r&+=;nFtG}vKq_9
z7kbELL7fL5wn0ss0Pw0{Fc^|6RWWP}SgTI3`g76t!orVnQa9m7&P^YOxm%)rBu2{`
zmWTA(Pe_tE4W7SxH67n?P8Jy%nZVJ9ANNUNe=(n)(C*Uk{go<^xk%4xqO|>0F`q6q
z$KZiyKzkg~O6|tJo@@3S-=Ti1zb5QbbRJ=<dHIEwFthd+TAt|aU~w-e62JHlo--iy
zdH=7HuG-gV_I12xWkOtBID*2?aw;eXd6jM(Z{u=!leCjkQnd8+Sj4w(*I*D{GHhVT
zb?yhFczAf=W1inZ>zy*Tw{1wd43mbhxD0E<eNVTKi>2=)1V%+IUv9V>tLf;#;>%&Q
z|JO!J>2DC45`4)lZfCcf*2m_ROu&@zk}w8M<u4yw!Kf#POv^W!51n5Xebd@i`|*gK
zQ&h8IlaPgjcdAd>wPOjwA+VKkoGCg|tjWd9&VwDkiMI=IFP4&Nmn!(OLwL~Pt^Tym
zEp-KK;pM5Nbk|ZdDM|F&KAg5`zkr}j=Hswd|DV>6rLN>Lu*gf#O>4N=Ty<f{+uCRu
zx|g#9YQ$f)O}e{1&%ZI1V<}EeB$y2+mo=8lG7;{bfAf(L+_rW9{~2k=8v~XGuN!uk
z&3J!q4kiM#XQZ<KvvSNE-gxyEMnCxT$%R|=m&Ny&hnAG=PtLwfT57*6LF2hM)79u%
zzP(!9nzs#Q&wyf_rA#dxn}~3taL|N!a2%@BB(5er8He|dy>#(ONmg{B^SHa@8)i8R
z5+BL1^S?v$(2-<+qyDFH*pKQvd7qLR4)L+Oro%{)+WDhU^Sp`b37XiSm7JEUt={uq
zP~Fl*Cm4lmW~CL<?JDe__skCi`Ft%Czum$`Yc(~s*82<Ce#1(TWb6tsr(PCnw_a~&
zGz}9*JOVkv=I?K~01|_#U@~5DFcKB4VdYDtLV19aqsQM_HgTChf1-Fxi*t!aYNg>*
zZ`9h#7yEH)CH=CV-1YSnNWmWmqDAI;m+yU6E<{J`$(JPNQ$P(he<NbNzDNCOpds5n
zcEc6C^`qK#?KwLKN1CV`gY^Bb2Dx;Q#Ocl$OO|?#=iY0JDzYxKcreB|IoxL-jslPT
z-*`^H0s-p25hG%e&dieO+Wi*s%<}yVd{M@n3=^hZ9c!0b-8J(znMX@Kb-Ze&@V;u#
zjdEt<Vu#jJ{g0GoyvaRta~no}YwWl!_pqu~RM*SmDM&TGX>|I&`<N%NiX`y-H((Ha
zGvLY;XtR|!u496`aeLGu?Y-#sICi7bW`rVEbRE6C1Ma6Tw#x)@Zr)`k<$m+?dM8_h
zA;By=@M5jJ<uI?h`dt#@b5+loIkn7`W@@t5`ksx#S6C*OnM5-+XS7-L!}+bRwU6K~
zW0s{w_+l4?(V79o3i_C>Poh-YA|@Ed+Ol*ECn<V9tG75VEu>$b8YauWc<}+ak)I7}
za+C6^>Ox=br3a9x0uw@jr5^+J$7hfgO18?e#v^RHS&So^5^=~-gfeF%V9WA<?^Ed8
z<aX%9KeP?YvMPG{<9*rls`foaV`sOoa<bjg!$;+NJp)1Z@M4~?ww8SL%Ck-CF$V`@
zduGB=an=276fzJ#)>^z=i*oz#DEnM@t;EIF>fUfBBljz?#?}lZh`Prfzy)qyG2o9t
z(Z(&~_UKZ@N_Ifw{e{uhWQtTu!$t~sU__JqWq$iI%*S&*V&J4@<=*D!hWJkA)b(*(
z1x<oG-n3<$<gZrW$E0^&DiIaM(2s~z_KfsP4b1U)Zn~ai2UF5$CD*3`8{JquYx^~0
zWB0coh+=_%cJ!{7;8f8~SG)n7`rl7R4Q;Ii#FiSPud|l^16Y|@z$!{YDp2$nMA?}`
zQ?^gV8NPtm<+s2!!n?v1^5yd<Xi{FidKEVrj@Dm)KtQ?i@~aVXG5`@dccQ3Nm0YdS
zg&qCIs@3Aq7=1TYMC3$n9rOG%KZkKD7+Jyy5?Dx_CILh|?N=R+OU)m_)Nha667OUO
z6NJb>pwf41-V!%|vgc|`zW)775i5S^(+)qM@}nNRzeGG~Si0Z<TRF?!KrofqpJPtr
z8$#f3(%?y+i3$nTEd|Za%=CMA_)8reU<4gU8L{&4?1bVi@91^hJgw+}V<x;zy1x*I
zo{qM}4-I{#uJ#kZ+#boe?!x2V+Db8HBEx=nHZkCK*o4K)Z{4x%vmq38zh~sTleHxp
zJCge;=(GD+TfF`+j>*iIOjq|uN2~L;**3$;YM|gJYfAlA*nMYoc<Im-al`4o>?`gt
zTfVhHyAldOjP3Yk)E{+#*EGXUW)C?(&OX+6sQBDYMzN$zB@XTTGhyg{Pitb{xA3)0
z49hx2$vOb>{dV(S^3UJzh{Q6ZhIa>bBAQxSgBdREqvx}xeYJK|*LOP|KUWZNJz(=X
zmpA|QV^&N5Md{Ky>N$HK9zn$7wwa*lDL#vWw>WUnu+r^0%e4tW$KakQQG^$F%RYmc
z*ylx`jk4Yi>)*33o1mg*^ILwbH3*LJ<>mg0;I>rv(PvpLhs``weTBhsk{2x8jjI-;
z(g+6l^;k;NT9^ZX6Hj8FZHofXgG0(GngQOFWYvDVG(6wzi6xD=)@a=PjJoKzM@<&i
zg%^AkD0O9qx^g{wnJQ?<KPGX?1cv_fZj&VnxY|vv7YiJB|30nkoK20b>tv^oeXoE=
znZn<hn;d0Sy?nTBLz-75gwf{gj#EE>L(V2TqoQG%gAmd|G<-f~<+G<At09kTE|+il
z+_$+Qzo*q!<APh`E?0u_pmh$jtD?A`o<wBQ?Xkxjd*8~+tnaRxop*e%)*kD(UfBfQ
zZDiLV;MYs5;}a8IAa>}fsWF1ChmG9l8$Qw8FxJ&=H2uj_c{gAZcpmrcu#xc^RJ?U-
zDN?sgxdXtO0KDiFBvJSk(RDE5$Yj~qmVAK9o$7MgU!>(gn8O=xH&t}nLu)c(SDZD}
z0YB&e@@2a9UpJ!CbuFd|diij{ZI{byhb>2&@p9WIohX+z4~ufd#gEIVST$`3q|yP#
zIEkd$+qXX+m~K)?2S2pP+$?QK&)Ok!;z9^Y2#I~A%+`*W4pe@JdDTnQ(Rn(C5Ydpj
z7Il~j=)FCvFuT9;Y=ZtvwUp{1(vav+=?GvDuss}t-_rhU_07(!_X;?qIzOj0sQpts
zSFdJl3>P0;3`PV`%+C*k&!l3(A<Kc@&p7nj$L_9|iqpl##SQB0x1ghv*2<UF>Q(yD
zv9Y+2<zPhM_Ne3!*pWBPi8NO;m4xH9=BsJ+PEcbseUSRh{bFrY+~x6VDBkNc(E%F&
zUkMP`)CbOG&AL?s(KI*EMz#^H&3NA6h{S{<I>T0oE?PMKrOVTpyX}nOb=eJ6Blw04
zS2{q-Haie$*4W$nFf}q#IS6rk>vK9HqThT*+j=&MwdjAe6mSdMIXSP$MuTdjfjEo-
zF{t(?`2N*m!0CZ+V8x<!%97|&E0%uc>KhvWeRHYX`LV73j+LOt?~eOYE*jNmWvZkV
zc(|k*Qpjf7;M9gK`menLJvGWRM(?Ej11?v*@3Y7#uC0hrt*=}$=d@4w$#IveNoui*
zVlY!;E?htS{Ju53vJKJ+AO)oFF6MVmcQt57K41_Tw0Nm;qx-E#NT2>>#N)FaHOX}A
zpTE1A^>*8@%HC?)`8t|qyV&Tq-*N;GIP%x~H)G`T4+O-HXXYm={*=JWrEH#{V-9c~
z3;@+bI-|)24C?-(*gFge*iBl2<*zD8vC&T%+&}b%7W>xA_Sf9US<~P;m^CO~WK4L;
z>$Kou^Xp%AflKSLVS}Yf@V!uxS_W<>*nUSrUTN=n2AABgit#)dWX4ox<N0=iHKp55
z;lekhj-aS=W5p<X5m8cF+ApXEKS?PzXmI8lPQK6JC~u7J??)387e{hQ*&7kzS>G+r
zHtPvHe^}D3H-9<ys|LPGjyCL-x3~?lnQqj>oNW#kgaVhH84^}$5k9#C8ag_N3`bDh
z$2m02(YO}22NB&Z;F<jWyZ4J8oEB918H0m5=q#VM(s3RJGOZ=qW%Q1U=?&&lYfZH2
zodx~(*JYdFvx7pjckuvLKIDOFz!TneB0a8hT{~~RT0adqoA|WoHsJKI@?60<P*#(4
z+WV`m5!;}`bu&LsYIBf<c4zIA^^JEU(<gRJWrxbhAK$~wS*eEU67~%;dCf8ko1NRt
z9tgZO$OvG^fb%@$csvPL=`UYi{mSwuW68d=h9Ad0fruXWCfeEAt;LEvTTT`ESyYLF
z$~vZ<O!uIQox7Qa(aob^1QwVX5|JejqY9mGM)i){pH)cD8t?ikpInMB%h3HSOo2nA
zxW!UH{1Sj2@DV^w!lXRy5g;ey3|C+GvRrJYbhLgsIXR(UWLz3as}T`d{D&2En$ZWg
zPC0o7EnM;a#7xhb>n6KJhw^KThGjniuxLoi%F2GF@+Iz7nEnLY86ni5MyekyER~1f
zeoWICw>xEfQdbcewQ{#TV;<+inP}44!_)?SJRpbz%p3Eb<oXF3Wp%-QO)XNhrGC;$
z=gX9yf(0_6E!j7EDf^cElZ1%IxKWX>y~~zTU2^T|v+l!|+L;AUT-`pKbi$N)%+ioa
zQH$!ho1YkSI)WNTLd=CFZaqv#m6PC}!i<7P(fH4aGuCgING+f9p+b|b@iAcfVR;NR
ze_rp;b0AsLDV?mj6{6RIPi3uNgHMIc;#k!xu3^kEn-4I2dB+wd_5m4|(wAN|^az?S
zDw92BxDzR(f+Iu!ftBU~*-S3LJQ9u!q4wdj)}mIHwtw$XITL+AM@*L8w>((oy2$^C
zGxCKYt>7eB*B(TuMT!NaW}NGq1S`H{L*=S+1i-mXi=hRz4le}bIdmP!&|ce3|KMtL
z#4{r)kuj(ymqDkG{P=)|6xdP7Fy?!^M{}y7z+=VLUz)l4_?~p4vVpu;ki>?E<gl-E
z@J1R8PW@z;8FTcPySQkN<_BcbTxeRxD0R4ICxe-{v`I^Pqz^ufA6=~I2ZEAW&kKS@
zFR%3=8)fF6h@<YKI*`f^^wO+mmgN!y@tv`A%8&?a{(~H8tkV$gs`(H}NbG|SMIRXf
z#<Y4OiRx&C7He%rftI`4nGORYEz{er8H8scG*Tbm$P0p(;hYT2-si-OKp?_YXVdgm
zMM6U%Ey^7?B*K|@v~ygsTP1Z>MUIWgIP}fgvtK9pB+vhpywiN49ZeHiW=;A5&VKb-
zAG@bHy*ouvT^zhEGpOF=1Div1bu}DTQD#{8Sx4g@84$p2k&Y&ZxdyI&ZVbqaF7n7$
zH6#u?!rC@J_j2Y<ebHnkMcc9VcH;`7IMHzpN81cEn{kE9&-BD7`8w2p>J?<b=`^00
z_+Z#(x3!rbVX#n*yhmNx3TNEjIroB}R}?;^eTlR24RJ}Y!Ox1IvXgx{rDNn|%SFIp
zX1_J|MKm=(Dkmm)woWGqHP?FYJs`l=FCnHDs?_piTV{7xet0ar*be?Q;Iy!R|B2|m
zjFrb@#$J3t2}?^$-K7JKh2NlL*#RCXasHbStW$T@H2yDOvGejY@bokPcTLJ$PMDzh
z0=fQ6)HH~l<=o<<SgHXgvbk#;f(S&IqIVj6#Cx6=%+6jjc<+YGb@!9lop45Ys7uf(
zhs5o^&Qk1k4{gxElMWx`hhH|m>c+T(UwY@%+3ZfHG=kjrkT1vn{nk;rY0V10+d!>%
zobP_v+t)tP4%UoGy--n6X|U8TA?~;yv5-PsZ-}mkBUaC*I{GII5kK#PK$Yv8plff@
zzu$bR{Pzj&RuH!+6cqKyuG6m&gCC!Kg&hO{#*1ZoGr99_=c~B4^aCV*22SbPjiFfO
zbwDBPIM?|_&!o#%`qplHL_9uG{RSJHYu!2I;32_wV~v@^@8q7ruk!U9|M>xS2uf;e
zsJ!No0PfuPYAMc!3pqD!rJw|&_u@YYsp<}urzDVtC6$i1Wf31Zql1uR^?L{X>Fp<U
zKr6#Ogp}OS!NYdo&wccGLvvr0%ld>OqPOpfX}_`e(%2wNa6<OoCIyY}COrfWzwCH7
zCh6@yZ;klme-s!lFedQ{^eW6sTrN)S*Ud@+dK`z;cseTmZ%~6~V&^~t3{o{+@FV!8
z7{=Hu!3g>HEZO_*3T_j5ls*72K119^HSU$)K3j!`UM*j?_bAeq<ux^>0ktsHsyY!M
zR=$p_z6$*YXB@<Jb_(9#qrkHXX}9}x>5T=4C;aB!^4x765B%ruZbt+(OW>Vs@dSTa
zxjz&En-l`M65LIIvN=n?54gdcI=0dsg1U!!5TV)k`vbqS#N&YQ1;o$<aRk`l|BZ?d
zi*Bcm;o85kaDC8zNs7|4(K!jLwTwwmo64DqE32GBW39$Kq4n1IIOpxRdYdUQPD+_x
zFGGg~nl@7JjYuuZP=gkZ+>PM)*=P?32P_agfp2`b&Z*x0d;?)t&+J{Oa{!>EMRe^$
zqJE1PPV9!Jo=6D5&<{|0VZpFJuA-;j35X7mtu63=oDdV2;@sR2K*zpT1f5et9yXdZ
z0q?a0MVj@^#13p3&>#^f4QEYx^X}Qhh6u6E@-(r@ENeX(lD2bj*a7d28eZDIY`@HY
z2z#c)K_tY;0M#kE*GeEM1k3~=yI(Z||Gorx2jyQMPtZpIlc<k65Ht_qNRh@j9^k=t
z#67KrfytcP^%mlREX6v(eq{$^Ye?38s0cjBfJhwoW&_C;uSg@CZ<Q~i>!CXdIV**x
zr6?Eu8FM-8{sih|W@H1N&c*tc0C%psr2$g?A_o+aG0188m0W(|kj|;8N#v-wlO{73
zdt5kW_j!=1L^skh_8MD5;+PD`wh_NFn>cQdg6U4T1KFSO;`D+UQ)mD3w;l=PC8?1I
zD&|np)@|Z{&{O(~L#a^v*Vp?9=h+do5S3(!q2DD_@49F^0Y4i8huF6c-^l{DCIl{8
zXaM}wbh9EjFnMb@rOIYR@rV8~4GxZxQgPemDuCLRw}-UDsKJoi{TkYb12RDEjSMEV
zjnlL}ddUlx1*GfGE&&^7vN1~7UmrGtS~LMXq#RIeMfF{g*Y=_IZ(=fe-|en3k~a)l
z2@)&8hQ!#ctxO;We;iNYQ^a<}$#S%(we(A5+@ZWFWH7P#?5fQ!T~}B4<aT9c0Nm>?
zkWW@YN$V=WYum6DsT9yzP>ZxQ`uS-b(!Vm7Kp}5~i?$<>m8>e-E(THc1Mg#s>~M07
zZ7xLyblImj!pjYYE-o&9)xP@-+G#!mP!<~(9Dp|}wwKXl$vOP@GAJ7`POp`FONsk4
z!t{)cxq2r`Fz>%d(b&V3kY)JTqa`@IYd903W#i&j5Mw<e+<CIFzrxc-G+3IXRsLo7
zEGH^0&M6Gz)o7YNN!n(YQhmF6Q$=b6f@%OycXmBSC?1~N9wB&MSD1`EO?fj)q;Z!f
z&(IaY^7U8dGk>>!a$EN$PrZ{xca2lPFY2dqJm#x|PrDu;otC*|4X%CiHf8jgQj5B}
zT|qpTlS9!dQtc8{OXdk~ft~F>&_6&Ld(L(R^s6_=YU}C<aTVX~v;&fSchPWZX7D;r
z?I}<U4!s?DTK`ELwcp|f!%u6HQv8LmDJdx4Iy&xq(cT}pjIA|0bF18>bVv+?RfYw~
zzbtYHB>Vc;@!c9;2V>g4)pBc3ghKxPaygmQ{38aCPAhO%T|2@*y=M;ldrds^P)SAQ
zf2+O%nsAyWm^|+><r|z)MR39*B6T0=3mM<B4>`y<JB<hRrpISf8V^~CCiqSZV8pb)
z_7$qC0J(2xJo)cm<~@EOl1TtHCb^ii)POwC<%JxzU2;1)IY~NifEE)*V$9P*p1?2U
z0$#fp?te>G3c&gqpbh@uD%u^v5)=Y+z9kuxMy&iWs7VL8+~)i*-m|OKCMx$|w&C&&
zZvxNp464>8!9C0XLt@#lhjH55+t0g?J!`#O7MHl*+yGVIvC{BkDU+b<!XN}3q$SAL
zAU_OB;U7CdDA@v2;p~h_wF(lDyj;&~QtsBTz#usRvdTK3BHK_D+)-<yoiXY3{(c1j
zTKHlmUke8lzqf+)v5u#Ph2#?N(wFz?V0L%4&z?N1*TdtTSfe&Fcqp=Jy$Q1DZNhPY
z@UGXf%C*}@PI^teNYMr&&BGc`=E^83DcOn^7~SSDy%vM8eD&c6-C++L#Bo7agOhaU
zUr*d-rh6;H6wp{GA5*#V>b-Fz-^r|j0*;ro*d#6{=5sM$47O!U|B=W8kn0{Uo+j{2
zBjEh|3V0#slT}e+AOU;U)(X}Dc2xuP1b{wBhWW3q$6U6zGlIM3ZG)qL*iQe6YUp~$
z^ik)8BJDsV2}k2@QFfv#^E05kWCq<dTu)`w{5f@50qOPG<sw$oQ9Huoc->S>N2llR
zmE@--2!xhXNnTd>T2V(wXBg(vfhwb>#wC3_{~+QC6lYz$0t5#vLt?P8UVIh+asV*y
zq5<JZ1cWvC3NLbwt<YNNuCic?+o+*_`@S{VT2qT4H#hf-ZfWg%(!v~}g!NEQH90uU
zaoFspfWO=8==@G~%4{k5^^A-CQ&P87DSD}W4{tVU=Ifc`p?oI9HU13uW1^ei28>?f
zC#l3Nvj<kE+c>(qzb#;+Z}AkZ^pmxIS0sWxIWh2JK5j~b7VfWLYx|kYXhsLTaCXnV
zvYP*MO5L9zW^x%V*M|x@?0c$uYr=iTtI%I!ojGc}W_;xmAL@GiWcaEVM`)4FUTaWq
zB>(`u6pXlB@wr^u;xxJt)-&;4dW&cK>!A}AlTiRwLbu+@EUk15hZ^+pffC-6Z;V~0
zA%zV-NI9Ss58s02u>Dqjrp#y<C<C&db&eDq#GpX#8*g;G3JJEnpyN?(o_?n=C}b|&
zHVxU8$7-J6Lveh4&KU(>1aEu~M1q(L{QiO}NhEHC7$=Gk$a1%EbBf5Enp0;Q6Fqz#
zzZ+70zhOnlw>eQ=I{u-2g6HTHl;8w^#?zbs@~-7b{`tO8uQV>~MKNbrX8qTj_~(Db
zBM7h}tz4lGREZ0v`1L}K#ko%8OZImW>kNB{M`@@O)pyUMNqr9w9y)7(7fhuO>BpCz
zj6=O2J$6iVBgrM)XEhXiN8SnQn+Mp3`L!@V55`W=M3UuKk4a7?mEi^^_$x%0dMp%z
zvUG;Dys8oe9@ennw-QWHHThCSydkeZT-=pX1o9b)Y8bnxptUuV%ZLKvnklpF|1Yx3
z-T2kXQI?^@=RsUULkjedc}+9!c`OfiO(4l4z&bV7D*Zx!tbb#58s|qjI+!&56Bo0f
zZRczB@o%or6dE0CKQSt385>ha$g=?J4wxzl=45E)My(%nPT7bf3FGu)FL)!<A1=+V
zEaH(9s4jAxTU1u$UplzN{1*L~%#{4F<}jNT7uf1nY=z&xePbqMW63(akIG`Dn$k`B
z@^QYttZcJGKBMSqS_cw{1mch2TG>hIHd6)bJSTro%H}buu^$k|iT!@1sP$I))@c|~
zUx7%x3GTKeLkpunSXIcdCVvzvy8xSdv4pGs(C41_wy}J+jghbx)N&ToNxlFzk)_pi
z$+=c~DR>1U{z8zLzjpcJpqd8%{(%FMl(jkLAY0Ij&-SbRy(W>)QePAPfz<iqe{(ni
zz(FP^4HK1>R(GB__ZYfP;fLqsP3KEeJ$yg@)n{O!zjQG{^`Vw2*!%=Yp9luzBfjsN
z%`5^)tALpL5rRsj69yyX{v;f_=jd8zK(c#|o#C~lO7NEV!7+bMEcx)2o^59sq=ZQy
zDf;RPIBNLM!?S=f|L6bNy-YRkN$bDQ2XNhkzb4R~Pn>twG>=R7Dp5;2#1yQvuN5mL
zE=^mcKopfKZ`!6f>_7x1X+O020#q1O(cpDpSPoDla*THPWXh-)B!SfRIr<tF@QxD)
znSd(8^5l&x(&_eyCHQ$x;JL<7ikyIgfHPl7P;+oLsd9ZaAZ^k)fvL6dj%)S5i@16Z
z`p*Eenp#*Gl6_2_)WS&<C*XhKn9OawuyanzW1?zn%L4G~Yx*!Y`9Yv6@I$qc70~JL
zx*D=%00Dx?7#kZm4F69nZpExGFx&vI5cdVT^jxEx<#NA;!F61|+SH#5goRZjby=;H
zFJp5J3Zr(&|Fn~C#VfDZ3;RfO;Q(Tr?uj|;Y0iS9oJ9RI)AklGtm^(v+UZ}bTWEjD
z56E_7Not)yW&cR$kFU}EPK)v!yEk|*r-Nmh;V6?hd#yo!OXWX!yRDb{^PjtU<UPB*
z+?_#Ntan<)EmUd^v!Wy;9c>)^hAd^f<*A*y>Bc5?k{V8ZEevsVxs(#69@zErrNcLa
z)jNR(YX^so&nnz&;4ojPwe!V-;K*rd5eyDD`4RnRv?CkB@7ZB9+$eNeM~N;5S+i4x
z4dr3pUoYY2hWZKbwAC^mdl-8g!Q20xJrz9P(0!c}b9Hd0V8YU;M3b`47#H#L#0f%%
zjfUjHWp>elBqk<?{?SjWs{%|q&?bRYeYe#b`(Ll6ldmL;&&uTbF}|AGLBW*V;81wT
z%isQKR^Oey_l@!78?5+)%3@eyyPpYubVj}+<l@P%tLqs?zIYLO=r}Nv^&M%cndG3^
z1dV&)=@eObH>A0!DS~wJoTE*3rT=n*x~yq+jP-k8X<CSZ07{J?=FmR8dd8Vzsh%q(
z(8GvwJc3!5E}dMZP~@xYvmwDxJ{s)5{;~-Q*5V%D$T3zVt~14{948DEv^<#LHMt-Z
zYjir!&(BrUssop_0s|$1+VR)zE)-8Hd_!~}DE^RwDU<e{#*NsGtBtsw((mOI;GJtF
z3I2SAQ-|SSgMX+9xuD9#WW);X>D<#e7@~DWq95RtHH!PH5}VlsopgcXBKOMUnZ@00
zwMH%@J`R@L_Y+yMFZfQdf~Fw(XK%jDD!F|gD7^Y<$xsa}dC)K!^;U35g{LhE3zCtZ
z?gKi+pPm2K@uxxni06HKxmVFK`p}aGz{@D;L&M^?(F*WzK!G+WjIktXfAhgnXtk;R
z#P9*XyBPf3|Lrm?`SHVQy*J|StXLZOD#yRFrL#T6M!-H7(Pse?Tao&KNj7IogjM$k
z4Bc0+V*0b`B4vajx>A@RX*>^KJ2`)J^&S;V^m;R~X+4rdbSp`RS1nQeun}dz4Rp0j
z0!Phy@blArNmZ@h#d=jVUQV!=J`b;wvum>)LFWS<N5eB^*QQs_252NC1QZm8)@}Xh
z6NXdo2GUlG!ZWM!8DB3Q9Rrj=>#G`>D8b#QNRxQT&cXP<io4FJD3>Pv0unw%5d}d6
z3?Laqxm<=YfaH;!MZ`hHJ0d|)f(+4sfGA<cK|mA<5+z4Lq6iWsM*#^+&Oy=uvo-GB
zvuF35yTA6Fk6+N;Z-@8oeyY0asp5w3kuQCFv!A1qk9-|TMhr(+jQE}(0)Rt-Ks+Y~
zY+kNeBY6!bfWVv75}o4TczEar5u`=)U900XRMb;_hW_2$g3gd?m3z!}1K{ySB$ZUf
z^gE!XPF%K_;qN-D-*qPjs{RGoyG7+U=U)MHD74gs(3d)a*B4a-d#g46d;o)T*;5-6
zoK`PZ*?jw(O{E${OTDgQtW*3*#)*pD&`Uzjo}bso2_6j}ipx%+NBx=b6XDvAy^rwk
zCY+;>WnmI&_dnQJz@CDwyPkGSOI;;4?b$)@Q`e2u<5!xD_q{tn|A2Xy16be^`i?09
zY^hSW8QFB`{eCiD@2C|Jcv&{Ic;b)tKibUidU$!oP2Lcc&RLLHG`Pz5@vl1`YBY}{
zN@(^WHs_g7KI__LQOTmvA&`2GiQi|NO{x{yheQR!A99Y~`&bYuPWnTdW5@gvglL3Z
zOImoPQo?Wuu{jBk{y@2J+(YE(m=Gy8`a^Xt->d`_PGj;IoR2UeRf_B?Tq$HWsa@%t
zTXd2Jbco6hJkRrn23qq%>rrZ#o&TfA<vznnq{<l{te>FPexlZ<kZ=es(yU4I*k$fd
zC0Yg~>Nzb_B5E|et6ensl?sAPBp@}y*2=W{dvDo!Mi!(Hq~tNQ=!^S6*Ow>$GKB`I
z;)O2X&9X@;@zEXto)0YO_vnVmHLh22bSwx$f9S8#`YIYkh34@!2kIdHv`qQl_#;g8
zuvAG{>gazj^%zXv`S(&A2r@Qr2Yw*P2sboo-(`y0JC^57^Lt1%4EcyUbLXSbJ}6e{
z6lUe-&k_YD1d&WcYPd#^WMc@l^q(aSXc7N1VSlNILpu?3VZ$%Qbsp$wm7xzJNER%N
z$r?x5QOgb|#VoA+0V@lE@ABAyhaf;-;Y?~G!q7_0CkbzcdXlt<6bMOGIp?Ua+Mg`!
zuZ<ri2A+{yIlw1~-PUjlgVI@Q>Cg$v-E~$3!LX|c$O*Y>MzDryk8LX>NU0$b(N(ip
zF4=$0k}j}OcFJ#%j}h^ItU{x1JiEPFJe+ebPrPZ|4nee8-beyD%6@nISB%uPhfhO7
zWI*1&R`gu?NUj9Q86$h=O~u-~vuOndru&bI8-me{M@UmqE<!(G*iY^72?{N;WC>jy
zmv!pOvMwv|-nu*gz1%ADrrpBe2j&3P@^wcChc1W=j)x1<d|$4b@@6$_S6^Q$kl<1i
z6F&t^v)NOp{dzu+frW5(azAx-Dm6<EG%NwC-|}vTz|ES^+H1a0R8+L1)NR%ji_J!R
zt*?Effd1YCjKzYx;}@-cx5l|;Zoe?ky!;MAtY_Qe)g<2|xjno2eu2*;ZhEf!xgkhG
zOFl)E4~;hk=L@&8ulGh#bF=Pqu5+r4tbB8Yes*?gRIc8;q@=a&JFv=guQ`?{`-*CW
z4(bqSKW%Qpe`IZCE<slXq-SIh1;!^P*86;yKXYaj6&3aFZEbBewze+j&I1v_?Bd0z
zkny88#gg{H)cTaRN%`dsbhdQF!2o`?hTxe|3V#On>H7kQt&Y4F-*-3+VXmhxA1m?v
z?&ag-u0{18Ijz;fu8npSb@Pic#*$kJ;(o)@E0k5PJz<{x?H2@tgRdNBjUK^z79nrs
z?r9R(Ss1(=3^16j?3O9?#^Al}<uJeZpF=oj6G9|+Qq(rRBlGe)BsYIet~7WFb?r!=
z(9u%c=F}mf@7tJ$MMw85r`M|uM_{g>ep#y~I5pN!8x<2HIz3nDZ(SLg1RmvIi++2Q
zYTo*Gun3|ZzZGCShTL9Kb26mJISd%xyJr;_x||)mliRpc$w-=Eoz=C{F5+!9@ehqP
zd^HzYw;=7SZ=d*6+Z^AMf}`)uvwg=B{-P?(e3?AndLpf^u1A=+C8fD}@3xatqIPX)
z<GFTOTSC;AGt1!^gXrkp=gP-t`f2-qwJ)Zbq?j5Sww3R8rJ2B9ke{>%XJ_I4<?H2}
zV<Dnv&-Oy>_A!!W&FHPlXmR=#O;NO%-s|U?=TLio6Jg{yuH$T&rz;z059eAp?3>j3
z`!&7|!Oh+=GK%Qv>@4)7>@7Hc{rXk@?$4mQP+qT=USMp^f-LTUBnJuRdkBJjtjotC
zkE-7~0i_`GYWd~<{(j)GcBY$U{NXxfsP{(EGD2JZz<~peU%nXLzMT%t7i?;2>E-e9
zaZwQwxc2*W`Ml5afsS-X`lbB|1vb^RdT~nDI+5b-62*h3D~Gci8!ys7y3pOzlm7m_
zZg+P#AqnibMufGWL<1;!UvJT?1dj{m@YDyds%a8*1g>YqpOTk7=52m*#Khb@hTFQ7
z;ZS)5X6zKPR$VeUP#53WqA$HCcqrcjaDs~T2;zTD*dIE15)X)ma6O>~7_;H}_f!au
ztRtw(9A0x=lF4Y${JOBub&b=^mwb!srxfZ_oKw*v=OYLLoaZsRm>2t_OPcb;>Ag)!
zmqyBB-qyHZT9kd=F+CxuQS;q1fBkT<@cr})Tf2FR6v5C-Mc)^PlRMMs*q65(Rs|XY
zbPt<!{8Sap+Q0dzQKxlvXG587nODy+^hc_6he#zyxU$U$bPIim`Ztb)#SQwr;wjjt
z13%V+Zv=K7ljrxNux#yKD6XF-+Wzh-4|-a7+Q$~ae@ZU&$GR{km^Nx;N2$^~G*H=h
z$xT!o<6GI49XHUqriVJMu@@cO`okU*dF6}1xidPFwqvD1yzX9)lg3}KR>5ZoV*dBM
z`hWcHb)EEWMUI)+%Bx2Nbq!rya{p?5lSvdZc;i6<<DA5m5<^J*)LG*4V{PdZYer_K
zMCcJZkY=r&^v+NLzKWNTXR%pBWghUgzP?tlh&P;yC7->NqXIsHiXx|>bjVg^zxcfz
zzt*nxLs16yW0|5Aq81+x4zmQWg%4VgJSh`c#05@6^4-0?_N{Nw<?G7cn>h!0P;bG+
ze(UF#2vG@%?!22#YfacaW6<sa>=Dom-bnash4Go$+h^2;ofs~ckd`*#*L>Di{fN<P
zo&t9m4LLbEZYA&g8$|@dVav#O)GSSs(lB{}hyDX}SKz41V~m}goWkbe(B<B?xA&UI
zVzI;a!!}Z>7alRZzDH^0KNRE}Ry3~7hKZC=n9&O3kK=EeBw|B%+-v9UwrgkfYa$#y
zy(Ah4`=bStlVG<D-jrKm^k&}Y&Af^Bst~>QH*9zGAKtJO5fK3^s{G_0rSwkk9%NPF
zR19pziHM2KKg9YeT~l~Jk?h;ypL#;R!q}v1F+uz$y$So$*3g?|gBo{3z4$$2ymG_h
ze4zkrDnb-Nkn_AtG<J8#u8}V)%fB_>?aVdLb%mJ!jpoCYSaRI#L^weE0WRlJiKZf6
z8Cflg{`Jb?6di`E3CYQSYMka%Vw`&U{*>BU@HnZ`xutb+W18@cVrF9hWguD`L;SDB
zUBUH7D%s71yN(LoZaE{JU%B%n&TP$rW^Nm`L4|2y;i>PwGhHGa92~#C`AxOO<G03N
zdO7S5P~EOq-itq__GHa2(isKRZ~wC=<970R#RTiaj>loI72|>!;tU?xq<d$wE#gj}
z(fYkY5m@0%{s6~CcJs5#4!aVfqQ-c9>H6aEaCzp350+Y?JnenCH@xPRod!{Woxkqu
z+w|JkKRb4W{D1~Q4nM}VA`Fi%fEUK`ayh;*FF&93@?{E`q3vL1F^Zmfrz3*6xw&6N
zM8tP>nR0M)+Joz?6g&WHU--j-ucik90^Pv)+x7;f8L84y^kOiSC)-RyG9r7p8<j$q
zwx1hhGfT@f*e_rJCy_{Lfc^wq%SbRyyxrOH9`Ys6mjWeC#$`+$4GGE?Bmsd>wusle
z@Dv9w<!RTNtEt&{g&k+wd_f{5gK&(pz7f<Ks0#vLK=3X`(YC|H-92Vm_CZuR9(FvP
z5d!OCQ3Lg#ngO0VDJgapsQ6^~PZdi<mF+JsJpJwt6#>4L1`$jK4h90Yg!_O^5jr3=
z47R)@#hdPWu~__P-=DOqpuhhgQ9<j(I^qUt!;B$PpmJyuZnz7partn{%`7aar#y~a
zSRZzxS5I~*iJHicTi*3n91i0e9NPfY7!wFV&^zJ1^xz50u>|mPSpu&)aL3m#ZW3b)
zEs7im3hqtngW#O$&^g-;krr;9da}PfkDk^3d8HH;nh1oXhCFe{q0++Ee1TH+7TbyD
zX#9L(FWx~6MDzOm09lcBER42K3n;ANK#cC&CFkXxH#0Sz%E0cXhnV=xOtmLcmEms#
z14DdgoDRzn)6+#ItcrADSD0Zi!F$`il{4T~Gsodlz{KoifeR^A|7u$w%8LiS_*(4|
zgIisxM&HUjvLRR^0pP^0BMFn$a+EbVrU_?eZa&j(fi(jqbRe--<1}uiMPc#Q*2;M4
zLg{R2F(77Z`GYng_9`W+YN4sAne7NzCaJfU29YPXz{FNMm)8WU@!~qlg_s(xNZDE4
zhWTW{*3=;|Gc&vHY`W}1o+h1b+9>$1ngs<@kVUZfg@}m&1}H|dh4AX;2Z~#Rp!S2S
z=WJ$if#>R9a01HE7Y7Ay3(CmI+;(y@2U#$ie^S1LK}sKBWew6EY8?^M@A?wK?*<V+
zQ=s6OX=!O~D7})s({n&}@U2mz<}?K7^nwZLC#pp*tQffQ)}G@e{5Z*?g^U9Nt6vYu
z3pWTA((*w!octaQ8kap73nydgaGw>3TdR|^z`Y|01gM@WU#i)U-x%_sj->AA!Z%Sj
zjGdpKzg*%Rzfit$m4lsK-AC^#=c4X+U$P@TEe*UE@uN)-_M_;ygjf}q{Pp9MGNDXZ
zLBT5UAg{58MgTZ=&ksSM(6@YC7*P4a2xE};_N@xkc8q-vF*7uL3o7S2st5K)A#76g
z?pkLI%4N)x(rjJkjv+uXXJ?_O*+=PP3hoYJ!?H3mb{h*r&{If1cX{3OjbMTK;Yuvn
zn+T2r+jX)P?LYV>ONdR4Br#H4TsGWXX5gBVdo^LQR)Kh<K2(ICUyZ5=W@J~SudTW2
zMW5H8YT6I0Z4@J)2`3_T4M1HqH8xHFs-G(11#|&l%mdp@1~;z=7mKK}GS<`66Vy=?
zC#NhRq~Uocf!p5;x+_4IptaAhZWpZ9c^7G7WaQDWamrXoyo(2`XhNA3>pd~z=%>Jp
z^z@5&Dz=ir{r0b$INU7cn+(~bMT>s_03J=hHZWNw0i(J%*Xl(*d>fc?T4JKwnKNf%
zq;a94JaP#nF^lx%WKA*i_d!FdY|`viC}1Wh12c4ZHh}YLTLV$ZZLaT}&r&s`sJQqG
z0Z5#w2jq1s?oy)_s1w{?d0F{>aBy(pMi-pp+<HC}DXzI+f_0OV=7J#QW0d_Wly;WX
z;II(JaV4aNk?Kb>_m^xyx=gQ4cj70aaiCE@OsZ5MS8}vop?>kFPnpr+5WQl*ey5gP
zzCzWa;r2(~uC1w21qEPb<t~T-G5B#0(a?21V8hc_lnIeR)8H|+IC-cI4#*l1_SZ{t
zw%|6^0ghfV>J=6;MRkBuA#<aS1r0H5L*z|wC79Ih&85-w)Kt`BA<t&(VB^m_e&knw
zHAlridBQM1_`w7mRX3Y^revIKS3vj~QL|%uIg~*>SU2QRD~zVFFJ8IoInLp;vs_QT
z&H&uV;MZ>L0ynGu0UhHX@H?-PH)_IO-__}(1t4GcE0fX|r5IP@HDi}UW&r^KEs$S*
zm2UtDrEV!XIc=W6$1N*%b9F_*mDmGp=X0pgA7J~FQ}9@rTQ1cIIVuM!O%s2hLi53p
zKl$XilQU1f3$Vx~aJ4~fEr6(d8PV$tL$mBhkIEMo7IJ=+Jgf6USO1OT^oz(ydFrz!
z78aZ&I0Ff`=iO#ZaS)w{F3PmbuM?4waB~=_Sfa<9p8mPgAQXoZ(vO{5c7yY)ApKXf
zvwkdUw4k_H%dz}wI8!uC3%ImjTRPt9csY<841C9)amzFUbMwQ<uWGdSJ|0HEx)t(n
zdRA6X)dRY2Fdl#>Aw53+LcF0i0k%r=qVGo8MFWFgGYji?5P-*vavq8G;6KX2VF&p^
zFPFJz0=HIvA-oKMcMr^G(Zj*Fe$8~RY<X`_C58!Lz*w;~Qk`p^!&nm05G!}j)W|4)
zZ0tHIGV=Cth0k_-m~RqnB+E#SRT-}fAMard3@q??e3&C01B;=R)hl2|cl1egsSV!G
z)_pAx`b1_2K%$KA&i!%-tfZ<M6D_YZ0Cc0WkF{&jJbN@acqQ{vuIlkW9ohgzNJL^H
zhA22~HM||U2j*Lhycb$aM<)b0G>aKoS^9L02fHA~j<l*&GY*vZB3SG2bbKIR2N0L)
zmCfT!K1zd&d%A+SY>y>h4(r|8_2rejE1)U%>!9p+A>dUIf1tME1gC<#{|Z3F<x*F>
zjePFvVQlc1=epF`M1V`j{ydGQNC^{t{m_MvtNNg~%TCN{I9v+-6krPqfZ(VgXczy7
hUh$6#$G@q9!b-UB-0;d*zZj;CU^MjAvs7&!{s$b_dLRG*

diff --git a/split_mnist.py b/split_mnist.py
index cc2ed5d..0e5fd69 100644
--- a/split_mnist.py
+++ b/split_mnist.py
@@ -1,5 +1,5 @@
 from keras.models import Model
-from keras.layers import Dense, Input, Conv2D, Flatten, MaxPooling2D
+from keras.layers import Dense, Input
 from configuration import conf
 from utils.dataloader import Sequential_loader
 from utils.model_utils import mask_layer_by_task
diff --git a/utils/__pycache__/dataloader.cpython-36.pyc b/utils/__pycache__/dataloader.cpython-36.pyc
index 2aca37454c4aa6041ffe93a069f661c8d7527c6d..dfbca71e0147ebb82c9dddcc275269f50f6106b6 100644
GIT binary patch
delta 1664
zcmah}O>Y}T7~Zkh_U?Mu>o~F9d=!#U7dE7%Gy=p|OGQ(u2P{D)Bn)WTWR`e|?X_k%
zr0E5T<c`{r5Wj!}e*lRKa6$rA9FP#2E8<$gg){H7&X=rM$l7Oj{J!(fJJ0jX9ISoW
za@HNkdT9Ui;SUu}`&0gE)*mb%uy-GPeXBXe9bP$P9h1AfdZ=|QZr|0snk=(F3L>Xz
zntaUm*_7<&ersAZ^q8p9OH7?WO}>*CONa^Q`~-w5@~?dKzgez~^__(}CQMrFU;Sq`
zFMlkod^V4?1;9lD&k%WfDQh!Gx4M23-4BJ0;7Mnqfp}2_10MHPajP3gTcKCV_M=KX
zNP{Fy#S)TOTNNUH&u^<@)DO19L=}6%X4p&4?Axhj<&vO3?1f8muec^ZvS;NZ!=6ag
z-$sL7ktOqL3B9+yvb<@wI@73Q3`IN)MY=C8&`^+0ns5Pg01vPNIORS2LJvYGDAAK(
zmcb0u)<-}2lX;PSPBOna%PZW4%%RS!eCkj;U>z&8J}L9s@rcjyX+A?aHm~yrS;65=
zeu3T<UM5S-%TKMZm?hnE<E2a>h@DZMHS6U^zCa6#MQ8fVTErf&$q&k3Y|PM?R}j}Q
z`$XtW8qq}Ps7}VhI+9LzoK-^L6?xU}EMlp1?1(uC-IU+h!`6xV6EeZ^hP>hItj?lb
z?zE=~6QIW(`Ma}1E@YL*V=fd=P*^Mi7{P5S@+1aD0@~V`Wy>S}U^($T;2gt>Wdxog
zQ2KyJeN`HSd%?XZ@k}s&hpa=!-SNq;;u2C(tz+(W<6h{)&@KFV8SpgV8Ne8)u-9Ai
zTle*22QQ+V2?V@IAzwPv4_A?-3PTYMQX&r5g36<fvFezxC4ZT|`@S-9%KT^$rJk-z
z-5?3lRCHW_b2sX7KT1Opq_G%r@iI+2Dl1T8tgNz8CJK5!YIf!J%y&zfB{Qn6(PiL<
zgJ6?*IIb+KwK-ko(vRia_2zrfUR91#;z8(l<1{;d$0odvWpA9bwzVCml-=W@7*aTa
zZW=2xJ2%G+wjjT+Z!Au@z)%e*`M$i=SkK(kCYQ85S3HZ*D&PtLM@Bpcn0O<A7F8sX
zi8%2pQf~n!UKDE-g=k5GfG!GS*)EN43ae)8m4am$mOzqMR)xWCf4DCiGS|G!-jH6i
i^#USiRLEq;nN-GW{h06e!t3ySf{h!@CL-*7b>%<(wJ$vY

literal 6019
zcmb_gO>-Pa8J_Q%9j#Wftk{-fJDX3kKqPPi2`K|ka1ufV5lFz!R#L-wdnC<jcXr(~
zn^;?`Dk?Hn97w{6GnE_vg98VCK_B7dzrcy->De!>WG58NR=?Xl-P7~-`}w@{;_`C%
zck{tVzdLUj|1#z-2mKpp`8y!O5N5|{n)tUmR@ZLYW_izPy0~X|ysqE$P2(*?IKsVe
z2sa6i?PdjIPxu)7dK?P#J);pkz>daF!&H@bda;N^T*MeStzNd<;?(4_(Yb+^{}v?C
zuWwqy6xMyCX(x`bg>&CHHk&T`uJCl<L*EyH?)&IhM5z0LI4_n(?Y`Nph;^|dR?!Q^
zIkASlmP8e7J*HM(kMpFHW=YfmUx{p)crPytEkyeXTD}W%STBsi6lP(y?Tf~-b!3j%
zcaF`G5xKXF?2>8lS9roYHuIMX|5Nh=BeQNBBctsKd&6i4!r3qiE2_-hfh>P->ARsY
zz>>GqbjeCIymAvl%9Em==Jl*s)Z>riv=iUyB=xPWt-A7WM}>^jOp@aVB#kBI?<GZC
z6jD|69u%{rNL7_xY!+p4H&K3?M-ctT%HeGl{wD4Wk~gI6NmY9-&l6dsy{sI&`F`9_
z)KWI+MtR)rcamJK=zCFbcYLQ|DF;&AZI*A{9b~P)8gdQq{r4N&zs7d?cDFYirpflr
zBtIy6{q0syB-?ML1<temew-gfo%8@|*zfhk_Mk{R`8F9VRkGDTR6!J_Sz1I<fKBrn
zh+$ghDt?~1hTrhgf*!Xf4@?zG3DLl{Lf6ruI@=ahVGDBuHg!xxwRV($SPHh`D7%wn
z%F6o68)WI-K_Zv%T*H*-@TbpL68Mo(N~qO|A-<gRIW5SrhL10DMoEs>onVgZHFK-z
zfGzkRYzC&kLA$Vbq>KB~18G>A5lK0m&5c~a)MIFm<YKJP6I{?*rXrf>qO{Zho)eyC
zV~&$27Ui*EOlNaLV=5>Wcp#M}tOIMt%LB>|Qn`S?N9ibp-S2kbAW3#*j-|~-mS)S8
ztDS78MY-_u(WnS5qYRyqC5(eW)(Y@;WQ|NwIq>q$!uk|(0jA}Q%!@dG8{ulhII;`3
z?X~@pji(SLKeLaV`Bfvt2R#nTr#QBZBlpM~xg&3vCk}VyWxQ3{AIBZ#6iHqv>vp7r
zz?+DuzD)X^xRogDFlyL(spL`RRggwd27~ZUT(tJ1JRK%-nUgeYZB6nbddib=CVE}v
zwf1{yD{1)J;FUj)A@V6MGIx}lihI$H^3ra+hp^zmo0Cqy=onsUW_)PuxdFVkYOR}V
z)^pbI!lLlY<t?g|7X>~I#9v|n5zho}rVv<U6*dG65B_3^0BpBQAv5g4d5+CC#CZ(m
zoR~pCp3c~MrqT|fo+Y#@!n-qa+RMkrhn5z<)2@vW)}b6rIM)r#)kgMs>|Qr+AvONe
z_?2-R|4@>*Q;L*^qC5m@sHxP2R>O)`Ln%gwaZOppt_m5NqrBDYmvKh<H_Mo<)^=sD
zi%qh;C!@RrmE_9RI#j{iMIz&Zfm<)adj_pyAQM&X4T}Dth>F8LmM@P-+SzgyAWuYD
za<5RU-S{BU!8MILG>EabOYTB#{W@K%3QtjXgLLv%JMHc%S1W!|@3lLFv?HR)(k;j$
zXWTVR>K_(hZsNC&|5bB%b<qk=K71l5Fp_KcV=RP5C~*_m;!&P|jtBl^zt>6h36Ke2
z#lvNEG>1<vzWvl{1Q)s;-m=rEG977UMJkM<ZchxbZKSGEbaxPU${ER{s-Q2a&f-uq
z1nQ_P84%^;B;O?YA<2(O7~|#$vx;QKq6g%BDlmge)zLpUtcF!R+rq^3nj*MA;@1BR
zpB@)Av7+JAWw9#G5k3K4t%>s*UM(d{?J9uPcqFcf$HWD!Sr!+?B|xm2*btleUlB`C
z&{cKry#y&VD`01fV2i<Znw#InpfHXRPLH*33j!?U=p*yqR^b#beURDurt#5b23(Fu
z@N@cl+hclo**G%qK6eX|qVS_YdnD2)%|_?YMny8XD2Mn$8;z<&Kt~4=;+b+0{PvPE
zl`z4UzRG-xc&ZaW`^rogRYis0K+CHj2F%(s9hmoJbGUix<fq{YML>JjhJ76!ec)>Z
zDRT#|^T374a5sN!ibEfIori|BC&wiOXt?rC{LPZ14)XF6r^YAJ#`zW(&1_JcA18i_
zmJ@dw7SB^RhgVLY=V74cgs(D1mcDAuN%c%PrCsG0e6!92*2CWUNC?9tLQEP+Y3ndi
zKWMlOE}S`w_`0ZyPWav&Q%{~2#MeSI#3?g0Qzj{4YeaK`txc@^YFML#$*noIE}v#=
zhG<Is@Mep-iB|<}3TXa;!3Z*%0vdaqZ7<W@Q1VzJ1iX2^umNuz`7Z7P;K28skwus@
z9lPb2kY##ryarj>0~B%#03l>%7w<#$1}Nk$t{h?A^xk+!-UB4^kAhLqt^jOV@^2&f
zIQ5Dh!(BuH%=x20!=<J2xHAkSpTH62lO(iFU?y4TK;!CDfN5!#spT77b_QIMPjliK
z5anbd?J7S@K8f$8IpPfCg$gFIMLx@wPk}TmWiCP<lF#wxH%Oi*X^<?qArr-iXgLj{
z%%3HOa?EF}OTbZEW~i&6(~4g}Q#>Z)lMXYVLIRIMQ-3nQxP2N=v6O{YG`3<vyNhUi
zCc<J&2I!rxh34kgJ`!^w;@8kti0**6ERDEUrwEKY`{R2P6vlhOb>rTb#W_(a*7#P0
zMGINtbJ*GfCj5V$q2zA_1PDYp<!^*jFY>4Ffxo-|ytRlH0qHdWr#+TM9>cc$7Krjt
zjGh3GrJ<gm*`=xwmTLqjU*K~DTIGh@?0tviyCm00UL<*m<a;FF2T>tFTm)={?;onF
zvD|nhU*?)=_Goxz0;C1YS4e(9LL?>6$R27XI*H=?SeWzS2?VT}-^Onp05AkyH!tWh
z`@=Ir>%wkd4-?XBA5tU#3{%HwlN57Cnx1&>v>IVHveC5v==?%-qCX75;*1NZDfpQT
z`Ni59UVCBgs=v>#HEFh2=Le7a+nGr2)nBbYE9!HLUO==b$I9)?G%GOD5yS>CS&Rwf
z{tsw5fs<i*=Gi<lbTHMRI<j(l1yGea@%lQw3sD_~Dx<jOTE2rP@a@Cjk8^%XlFY(o
z@Y6FTOOmf&U`bV3%MjktB0tB1JOnYITp(A|vxZks$EW#6rW&P$T{JCa20kJON$&Oc
z8b<cQX}f5iV1)3A`t}efKEr7yGk7MDHwB-q>{%IB3VXbUsL|psT2teci?3L&V6{|M
z!a5;@+RxNVlJUdaw3d-S2TyW`gf6F+bj>~XAb%IQvUu^D2KuTtezb>AjQhPp*8vmQ
zHQVK6yjLOXk8-;|WB;)jSu}4V;1AEp@3RM{LS#5$(?aBFASkN%D@r9@i~I%4C&kgz
zr<HcPJc0~$eT00fYot~AV{9RBki14hbSz&dd1xi14UKlCJmf`Gn37maen9fj0*R;N
zt8zLc%q*z-;{s_tJYRKdUKj+S<SKj~bpccRhZ_GjSM+zrt=V@{y0!|-DjO>Nq*U!P
yKT)T90~Fc#CR&<<*SphBT7@pZ^wx8Zpf!1(TLst4%J4^2f>vRGq5#caedRv~4D+)9

diff --git a/utils/__pycache__/predict_utils.cpython-36.pyc b/utils/__pycache__/predict_utils.cpython-36.pyc
index 0da2764197a979d5da29517e7fd5eb87b7059480..fb68c8404c6f5971851e90a532f92a8de8153a36 100644
GIT binary patch
delta 248
zcmXAktxf|$5XWa`Kkjz#wn+_5Ee}ux7DvMiU|Togl69mf5VIlSQdz?(6wg3-0A2x0
z@K}PYKrk)hH<^$8^3Qxt->2a`r3mR~-MoZvx}N}mS1y&!UP}kXDo*iYG6*p;vDujw
zm8#Ttk39;qoxy-hSU;4|Q#Mj(%We+6%f6!lOJpmNfniG$Zs-C8awV0-<F!$zmWJ(e
z4s6-)sI+~Mc0dhjOA?#oVL}k6T{?C?N7WkDH0a+t>~9z2oB6=W_++ogU)#A;{Q_RI
N`y@OYuj*$!`2#%<IW+(P

delta 271
zcmXAktxf|`5QS&%&+gvc?zUA;H9SBA76$?kiqIfBu=IxTdj(={NZ252*r0g^g5)Kz
z1cf0uf=4i0#5Xx-CMPHJI{X~E^|H)AlAr0yllxXTeE>*=P2uWSMh(#jR!D@DwFg#&
zq)0FHzKU6N*Y^P#$&8@EEtuZMJSeZ(c|&##!TO|D4aR~D7X$=%it{720SrFnjEm*9
zCz))Udt}ByhLVMfWpG?JC?#dA*!aA22y8`FOO^Vrs*scv{inM9#ajEK->~04n4Q61
k6;6&1&MyyXJ`3}+)Aq~M>8iX2Xr6cNyTVC3$sTd^2ina+MgRZ+

diff --git a/utils/data_utils.py b/utils/data_utils.py
index 7a20e6a..80296ba 100644
--- a/utils/data_utils.py
+++ b/utils/data_utils.py
@@ -4,10 +4,10 @@ import numpy as np
 import pandas as pd
 
 def load_sub_omniglot(path,n=0):
-	
-	'''
+
+	"""
 	path => Path of train directory or test directory
-	'''
+	"""
 	X=[]
 	y = []
 	cat_dict = {}
@@ -16,35 +16,35 @@ def load_sub_omniglot(path,n=0):
 
 	# we load every alphabet seperately so we can isolate them later
 	for alphabet in os.listdir(path):
-	    if alphabet == '.DS_Store':
-	    	continue
-	    print("loading alphabet: " + alphabet)
-	    lang_dict[alphabet] = [curr_y,None]
-	    alphabet_path = os.path.join(path,alphabet)
-	    
-	    # every letter/category has it's own column in the array, so  load seperately
-	    for letter in os.listdir(alphabet_path):
-	        if letter == '.DS_Store':
-	        	continue
-	        cat_dict[curr_y] = (alphabet, letter)
-	        category_images=[]
-	        letter_path = os.path.join(alphabet_path, letter)
-	        
-	        # read all the images in the current category
-	        for filename in os.listdir(letter_path):
-	            image_path = os.path.join(letter_path, filename)
-	            image = imread(image_path)
-	            category_images.append(image)
-	            y.append(curr_y)
-	        try:
-	            #X.append(np.stack(category_images))
-	            X += list(np.stack(category_images))
-	        # edge case  - last one
-	        except ValueError as e:
-	            print(e)
-	            print("error - category_images:", category_images)
-	        curr_y += 1
-	        lang_dict[alphabet][1] = curr_y - 1
+		if alphabet == '.DS_Store':
+			continue
+		print("loading alphabet: " + alphabet)
+		lang_dict[alphabet] = [curr_y,None]
+		alphabet_path = os.path.join(path,alphabet)
+
+		# every letter/category has it's own column in the array, so  load seperately
+		for letter in os.listdir(alphabet_path):
+			if letter == '.DS_Store':
+				continue
+			cat_dict[curr_y] = (alphabet, letter)
+			category_images=[]
+			letter_path = os.path.join(alphabet_path, letter)
+
+			# read all the images in the current category
+			for filename in os.listdir(letter_path):
+				image_path = os.path.join(letter_path, filename)
+				image = imread(image_path)
+				category_images.append(image)
+				y.append(curr_y)
+			try:
+				#X.append(np.stack(category_images))
+				X += list(np.stack(category_images))
+			# edge case  - last one
+			except ValueError as e:
+				print(e)
+				print("error - category_images:", category_images)
+			curr_y += 1
+			lang_dict[alphabet][1] = curr_y - 1
 	y = np.vstack(y)
 	X = np.stack(X)
 	print(X.shape,y.shape,len(np.unique(y)))
@@ -96,16 +96,6 @@ def load_tihm(path=None):
 
 
 
-def load_agitation(path=None):
-	if path is None:
-		path = './data/aigitation'
-
-	data = []
-	label = []
-
-
-
-
 
 
 
diff --git a/utils/dataloader.py b/utils/dataloader.py
index ea1a7bb..ff2a0cb 100644
--- a/utils/dataloader.py
+++ b/utils/dataloader.py
@@ -5,189 +5,119 @@ from configuration import conf
 
 
 class Baseline_loader(object):
-	def __init__(self):
-		try:
-			load_func = getattr(load_data,'load_'+ conf.dataset_name)
-			self.data = load_func(conf.is_conv)
-		except:
-			assert ValueError('Dataset is not available ... ')
-		conf.num_samples = self.data['X_train'].shape[0]
-		conf.shape_of_sample = self.data['X_train'].shape[1:]
-
-	@property
-	def num_classes(self):
-		return len(np.unique(self.data['y_train']))
-
-	@property
-	def num_samples(self):
-		return self.data['X_train'].shape[1]
-
-	@property
-	def shape_of_sample(self):
-		return self.data['X_train'].shape[1:]
-
-	@property
-	def is_flatten(self):
-		return len(self.data['X_train']) == 2
-		
-
-	def sample(self, dataset='train', batch_size=None):
-		if batch_size is None:
-			batch_size = conf.batch_size
-		assert dataset in ['train', 'val', 'test']
-
-		N = self.data['X_' + dataset].shape[0]
-		idx_N = np.random.choice(N, batch_size, replace=False)
-
-		images, labels = self.data['X_' + dataset][idx_N], self.data['y_' + dataset][idx_N]
-
-		return images, labels
-
-	def build_iterator(self, batch_size=None):
-		if batch_size is None:
-			batch_size = conf.batch_size
-		self.init = {}
-		with tf.name_scope('data'):
-			train_data = tf.data.Dataset.from_tensor_slices(self.data['X_train']).batch(batch_size)
-			test_data = tf.data.Dataset.from_tensor_slices(self.data['X_test']).batch(batch_size)
-			iterator = tf.data.Iterator.from_structure(data.output_types,data.output_shapes)
-			img,label = iterator.get_next()
-			self.init['train'] = iterator.make_initializer(train_data)
-			self.init['test'] = iterator.make_initializer(test_data)
-
-	def get_whole_dataset(self):
-		return self.data
-
-			
-
-class Sequential_loader(object):
-	def __init__(self):
-		self.data = Load_data().load()
-		self._task_idx = 0
-		num_samples = 0
-		for i in range(len(self.data)):
-			num_samples += self.data[i]['X_train'].shape[0]
-		conf.num_samples = num_samples
-
-	@property
-	def num_classes(self):
-		num_classes = 0
-		for i in range(len(self.data)):
-			num_classes += len(np.unique(self.data[i]['y_train']))
-		return num_classes
-
-	@property
-	def num_samples(self):
-		return conf.num_samples
-
-	@property
-	def shape_of_sample(self):
-		return self.data[0]['X_train'].shape[1:]
-
-	@property
-	def is_flatten(self):
-		return len(self.data[0]['X_train']) == 2
-		
-
-	def sample(self, task_idx=None, dataset='train', batch_size=None,whole_set=False):
-		if batch_size is None:
-			batch_size = conf.batch_size
-		if task_idx is None:
-			task_idx = self._task_idx
-		assert dataset in ['train', 'val', 'test']
-
-		if whole_set:
-			return self.data[task_idx]['X_' + dataset], self.data[task_idx]['y_' + dataset]
-
-		N = self.data[task_idx]['X_' + dataset].shape[0]
-		idx_N = np.random.choice(N, batch_size, replace=False)
-
-		images, labels = self.data[task_idx]['X_' + dataset][idx_N], self.data[task_idx]['y_' + dataset][idx_N]
-		if labels.ndim == 1:
-			labels = labels[:,np.newaxis]
-		return images, labels
-
-
-
-	def _build_iterator(self, batch_size=None):
-		if batch_size is None:
-			batch_size = conf.batch_size
-		self.data_init = {}
-		with tf.name_scope('data'):
-			train_data = tf.data.Dataset.from_tensor_slices((self.data[0]['X_train'],self.data[0]['y_train'])).batch(batch_size)
-			test_data = tf.data.Dataset.from_tensor_slices((self.data[0]['X_test'],self.data[0]['y_test'])).batch(batch_size)
-			iterator = tf.data.Iterator.from_structure(data.output_types,data.output_shapes)
-			self.img_holder,self.label_holder = iterator.get_next()
-			self.data_init[0] = {}
-			self.data_init[0]['train'] = iterator.make_initializer(train_data)
-			self.data_init[0]['test'] = iterator.make_initializer(test_data)
-			for i in range(1,len(self.data)):
-				train_data = tf.data.Dataset.from_tensor_slices((self.data[0]['X_train'],self.data[0]['y_train'])).batch(batch_size)
-				test_data = tf.data.Dataset.from_tensor_slices((self.data[0]['X_test'],self.data[0]['y_test'])).batch(batch_size)
-				self.data_init[i] = {}
-				self.data_init[i]['train'] = iterator.make_initializer(train_data)
-				self.data_init[i]['test'] = iterator.make_initializer(test_data)
-
-	@property
-	def task_idx(self):
-		return self._task_idx
-	
-
-	@task_idx.setter
-	def task_idx(self,idx):
-		self._task_idx = idx
-		print('------------ Training Task Index : %d ------------'%self._task_idx)
-	
-
-	def initial_data(self,task_idx=None):
-		if not hasattr(self,'data_init'):
-			self._build_iterator()
-		if task_idx is None:
-			task_idx = self._task_idx
-
-		return self.data_init[task_idx]
-
-	def get_holder(self):
-		if conf.enable_iterator:
-			return self.img_holder, self.label_holder
-		else:
-			img_holder = tf.placeholder(dtype=tf.float32,shape=[None,self.shape_of_sample[0]])
-			label_holder = tf.placeholder(dtype=tf.float32,shape=[None,conf.num_classes] if conf.enable_one_hot else [None,1])
-
-			return img_holder, label_holder
-	
-
-	def get_whole_dataset(self):
-		return self.data
+    def __init__(self):
+        try:
+            load_func = getattr(Load_data, 'load_' + conf.dataset_name)
+            self.data = load_func(conf.is_conv)
+        except:
+            assert ValueError('Dataset is not available ... ')
+        conf.num_samples = self.data['X_train'].shape[0]
+        conf.shape_of_sample = self.data['X_train'].shape[1:]
 
+    @property
+    def num_classes(self):
+        return len(np.unique(self.data['y_train']))
 
+    @property
+    def num_samples(self):
+        return self.data['X_train'].shape[1]
 
+    @property
+    def shape_of_sample(self):
+        return self.data['X_train'].shape[1:]
 
+    @property
+    def is_flatten(self):
+        return len(self.data['X_train']) == 2
 
+    def sample(self, dataset='train', batch_size=None):
+        if batch_size is None:
+            batch_size = conf.batch_size
+        assert dataset in ['train', 'val', 'test']
 
+        N = self.data['X_' + dataset].shape[0]
+        idx_N = np.random.choice(N, batch_size, replace=False)
 
+        images, labels = self.data['X_' + dataset][idx_N], self.data['y_' + dataset][idx_N]
 
+        return images, labels
 
+    def get_whole_dataset(self):
+        return self.data
 
 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-	
-
-	
+class Sequential_loader(object):
+    def __init__(self):
+        self.data = Load_data().load()
+        self._task_idx = 0
+        num_samples = 0
+        for i in range(len(self.data)):
+            num_samples += self.data[i]['X_train'].shape[0]
+        conf.num_samples = num_samples
+
+    @property
+    def num_classes(self):
+        num_classes = 0
+        for i in range(len(self.data)):
+            num_classes += len(np.unique(self.data[i]['y_train']))
+        return num_classes
+
+    @property
+    def num_samples(self):
+        return conf.num_samples
+
+    @property
+    def shape_of_sample(self):
+        return self.data[0]['X_train'].shape[1:]
+
+    @property
+    def is_flatten(self):
+        return len(self.data[0]['X_train']) == 2
+
+    def sample(self, task_idx=None, dataset='train', batch_size=None, whole_set=False):
+        if batch_size is None:
+            batch_size = conf.batch_size
+        if task_idx is None:
+            task_idx = self._task_idx
+        assert dataset in ['train', 'val', 'test']
+
+        if whole_set:
+            return self.data[task_idx]['X_' + dataset], self.data[task_idx]['y_' + dataset]
+
+        N = self.data[task_idx]['X_' + dataset].shape[0]
+        idx_N = np.random.choice(N, batch_size, replace=False)
+
+        images, labels = self.data[task_idx]['X_' + dataset][idx_N], self.data[task_idx]['y_' + dataset][idx_N]
+        if labels.ndim == 1:
+            labels = labels[:, np.newaxis]
+        return images, labels
+
+    @property
+    def task_idx(self):
+        return self._task_idx
+
+    @task_idx.setter
+    def task_idx(self, idx):
+        self._task_idx = idx
+        print('------------ Training Task Index : %d ------------' % self._task_idx)
+
+    def initial_data(self, task_idx=None):
+        if not hasattr(self, 'data_init'):
+            self._build_iterator()
+        if task_idx is None:
+            task_idx = self._task_idx
+
+        return self.data_init[task_idx]
+
+    def get_holder(self):
+        if conf.enable_iterator:
+            return self.img_holder, self.label_holder
+        else:
+            img_holder = tf.placeholder(dtype=tf.float32, shape=[None, self.shape_of_sample[0]])
+            label_holder = tf.placeholder(dtype=tf.float32,
+                                          shape=[None, conf.num_classes] if conf.enable_one_hot else [None, 1])
+
+            return img_holder, label_holder
+
+    def get_whole_dataset(self):
+        return self.data
diff --git a/utils/predict_utils.py b/utils/predict_utils.py
index 1b2e82c..38bb4db 100644
--- a/utils/predict_utils.py
+++ b/utils/predict_utils.py
@@ -25,7 +25,6 @@ def block_likelihood(res, keep_dim=False):
 def get_task_likelihood(model, learned_task, test_task, data_loader):
     task_likelihood = []
     task_likelihood_var = []
-    tlh_prediction = []
     pred = []
     x, y = data_loader.sample(test_task, whole_set=True, dataset='test')
     for learnd_idx in range(learned_task + 1):
-- 
GitLab