From eb451355e3643aaa00ec1dcc07fe316089607c34 Mon Sep 17 00:00:00 2001
From: Brandon Rodriguez <brodriguez8774@gmail.com>
Date: Thu, 7 Jun 2018 14:54:08 -0400
Subject: [PATCH] Add result images

---
 Documents/results/mnist_basic_200.png    | Bin 0 -> 46726 bytes
 Documents/results/mnist_basic_25.png     | Bin 0 -> 30260 bytes
 Documents/results/mnist_basic_50.png     | Bin 0 -> 34057 bytes
 Documents/results/mnist_conv_200.png     | Bin 0 -> 29943 bytes
 Documents/results/mnist_conv_25.png      | Bin 0 -> 29037 bytes
 Documents/results/mnist_conv_50.png      | Bin 0 -> 29312 bytes
 Documents/results/mnist_testing_200.png  | Bin 0 -> 29744 bytes
 Documents/results/mnist_testing_25.png   | Bin 0 -> 28741 bytes
 Documents/results/mnist_testing_50.png   | Bin 0 -> 29113 bytes
 Documents/results/mnist_training_200.png | Bin 0 -> 33338 bytes
 Documents/results/mnist_training_25.png  | Bin 0 -> 28241 bytes
 Documents/results/mnist_training_50.png  | Bin 0 -> 29104 bytes
 12 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Documents/results/mnist_basic_200.png
 create mode 100644 Documents/results/mnist_basic_25.png
 create mode 100644 Documents/results/mnist_basic_50.png
 create mode 100644 Documents/results/mnist_conv_200.png
 create mode 100644 Documents/results/mnist_conv_25.png
 create mode 100644 Documents/results/mnist_conv_50.png
 create mode 100644 Documents/results/mnist_testing_200.png
 create mode 100644 Documents/results/mnist_testing_25.png
 create mode 100644 Documents/results/mnist_testing_50.png
 create mode 100644 Documents/results/mnist_training_200.png
 create mode 100644 Documents/results/mnist_training_25.png
 create mode 100644 Documents/results/mnist_training_50.png

diff --git a/Documents/results/mnist_basic_200.png b/Documents/results/mnist_basic_200.png
new file mode 100644
index 0000000000000000000000000000000000000000..c4fd51b1aad7de5e3e7b0c12244a215914b353c2
GIT binary patch
literal 46726
zcmd?QWmr{T_$|5tMMOfS8$|`AyF-xf?(XhxDQQ8vJEgmkM!LJZyX(&VJOA_C^XYuN
zU#`G|tiATyYrgY+$2-QDa|KCD3LzunB0?Y#WD()-vJeQYHv|H+f&dSWFpVy3fL|}{
z_(bFpz(02c{h#3P*Ve)+b`S`v4)g~mpC``*9AvW>P_~z|GPHNnu{D5L=-6AETiKhN
z=n^{`*xH#`SrXGzgD*;AV|#mRb{d-h_XKJyTO*o)w23zm2r)$D`!{*#<bxC!clpWN
zXP)aJeZvX~K0aXt4g^1{?2luGlwX4zwFHXN>&*6*Y)T!d_J;o{6(gv2O%*Cz=j2!x
z%YOf5T&#*grmg?mqwmwF-ySt?o?e`6cE{pJ;)Y-5{Wy=O%`|^6)L$=DF50EK4Q+D@
zz2ifmMe2ZlbHP^^k+l7<KkTW^A@u(pzM!3f=wk=yU<d5#l)?1=_wsm$Hry|8L<c)J
z@Gm^^fA1DY^+o1|o~9E|2#@FeKbJ&ehT!~n&=vdt?-z`>>@Cq~OeaH(rBoT4lnDx|
zHk;;?LI0!CSW}eMj{j2KVNwB`)7e@{$XBO<2}DaAPq{+>HM+p-+l$@tSEOm~^xO|8
z9VOwK;=+2eGU%LlJ6XBg>W;Gp(&#U7aBxy^YkLUYkdB+qB^RbWo*%ElVU$3)$;nBA
zx0P9OCgZvO6WbFL^5|GtdaLdJBaFpGSw^D#{BVS>J0Cp%YR9ueCw0z8h|uMQSR8d%
z+Vg|ag2(lub-g<4{-4T|zpsewdmrJEas9fx1qTus@)q0eS@E6M!&p@DOG`_88joAv
z1a?GP&&cJ9f78<=$rVp{KkX2N>)jtq#sBRa3}l7I>sD-G`r7{P`Zyv-EKYZKEGM4F
ziyI&1m1XOrBj?SEuLc2=94;>I$w>!lCCD|KHjrFZa7L*vU#MFjY{7@Va$0o25)~7R
zjEd4Vm9BneYu~S1UZoaql;VI{V?O%>8IRcy-|KqOY4y_8X3iw<Gk#5Bp*1VM^kle|
zt>0Vc$IEFtw=45xhba~3!|G}Fht#08>w9o=BReit@4tWTn{is<{WPukwTq5;Q^jh5
z-+bX$XN}SXh~Mt)?a(2Oqd;qbfY;HHSyoO?r&^Ui{Q1bKwc|BuviHJ*dUkHEZoA*>
zToU;r#o~4m(iFdg19N?SeeI3j$hzZ}`yZ`BW02UGnAL5bXSTDmvtNmc!I30FYftyb
z5#&QW_p`&a`n_+Pp6>QP^k}&qG9}w|<Mj6Rnb-`j{PndNV%uJ+9Omvg?IA)9?C{Cp
z4_q7eda~<vF~n`Nn6J^<8b}}`BlGT9<$Zp7wAsyxYd>^^BPOYBX(23axiht9KPxOM
zF=Zl1^Lk=)Je>0vqiIHu({v?=j??4*Dk1fLHIPVmZ=#@gV8CyDx3e<{O)dKwM59y1
zD8*m1+4Tb#7eQB7mvWV{%*i!KD4n?~6RLKU>4HA``^96=K>s&bx-(@uW%GwK6$Wpb
zG-*7~la{qXKtN>qTwU3}NTr4{nN3w8D2+2xs#YPacZd0cyVcYr9AaHZdH_LzfrzKD
zW32Z?ut*&DMv~C!b%#z>ltJ?tja2fxg$32W{(gSXb7#(Y7AwMVwk_<LLq{ZRT8PuK
z2MZ^mRIf|%qzQT6OtqO(uS4;!kP{eXQxhkotpk+@{|^N!*Tq}N%18!(-Q8Z%XseeO
zc=yHOJl1xamuJX5t+-Uj+#NYmM^(W5p`d`kOTV{dG&DUR;vo$U?CPGkn;*8Rz+G>r
zI1y4e9?&~CYc}0(CDq-mg`9%oSUIR1hKHChHQ{V0+o1%9gq-%0M6_Af>fK)*-aMQS
zXLaj<@y2ty(96ooT6Z9`XrHY7ohjFQwdD2e@o-h!8b(e~X*k$kVbFi#^?dCG$`=Cz
z;|2sJ2o%d&Rs=VFvmv-v-A-nRHOSqye-x#iU~)o>N*WN+zKFNQ)9Hzqp1L-J-|(D-
zs9QrRAwPb=9xS&K5xJkh6c!al#>DtTFV(PL0?nZaJj*&52(9@{nd11#oLQ+3n7VjY
zn~&Y$1R+&bj7_KAcsG-!o*1@EQJ=-E2brd|2jc1Ku9w^*Q&Pe}GNTZAT)Z<JPDS<(
zjkOzMdj(RctGIS47<{NZfFDrKsMh<%wcXKqt4(MBD2z=_+mTroAdQRR$;tQ=6B8>^
zUUz7QgNgq8rLBb3)z!`*V`=rek=!pQmB`4+Uu$}SQR?<ZeP%r$V6a(qnErcwomEwZ
z{`_>^YO`R|qcfDuRtHL@++_SqC;<nv^WwCYS6H!H?V8UkLSeF{G4H{lAr!)KMr7!W
zao-;>EP$|MGnt}4-7i0{?dGL*gUt6GzYdz(RqpNY?^x>!u>o+l_Tvq8n?IH&0)&j3
z8Xhu`%!Zc4V%5D+Z%5~Rq8%L<r#D%sFjHxSO7ls_mHCHGyr0WvjM58lOrpj`YACp`
zJp=><{CaNIEXC$<{KL8#E%&1*)$`5-hPO_=<mdGxi2X~*DVV+&5fTaX0{VuA!HbPf
zfyqTCsuPU8WvT9GBG56x@J7eRB7X35KC0jTE+`m~Us{T#r0J3)EG30n?>LhF4c1$^
z)>7j{*~O(El-$}7$1xJ2TBTtagm~(Y3W?v_H2}$Ikj}Hs{;X~)E-npqaGx^6bZeKc
z0+yB~b<a=tzCB?6sJbJFh-@_-9I8RxqyPRQ@jfgp>_cnc!`c0#Ztt%Ty5OTS3k&~U
z;D7LoXLl$BKc*pd(2GG|`TK0Z&5<H01B%$TWce72FoJYLSwSJDcX$|UTHQ|KWCnDu
zkC2~gmi0MZkNU|V5B)n<-?lzomhyYHZpNy8cXe&ZFDf##DUK|V%L~rT{J3gc@7KTi
z-oU_MO{w)R20}apChwPB9JR(*c?IMttiCriO~jC&!#vOG2=CNVVu!~fc%HCrIh&3U
zM(M3IsN*2STZ2hhwiXHs3T2iINN9*sFbv`xCkuANI$-LQt4%Rtsnh~~OL5~&Yd8@o
z{!xBst7&R#dU9M?__c1)QaqItXW8@K;-n5=#|88fJxzyQ+xjxgMRs+&K_+ZgYwcdE
z;LOhCZ~#x~b#<)y8t$O4*gV~ClTcAntubW@MRafU{q}v{-rUpy$UjqWXVhs{QBeVb
zP$-pr=jZ1iI5i7H<#~7;6B859WTtpB^GBt!Os4}Lpa+|?Ik?CC;^Ho@>xFS$n~;H0
zXsz))-H=!|9@hMlp;>1OqP5!^Sc%T*)Gco_tb|FIsU{H$Z#%wTuUij)Q-J67xUZE#
zh6rLX{ZSn!@6R8~WUr@NXs0Ij1AG=1rs;A@?I!K{mMA+fuNJqbqJn;7bMpfY4XS{E
zfb&@&sm+qhcJ(iOO05?BEWt278JTxqzkdCZCMU`E67oZCCTL>!ikOKBgE<M=Y`R1M
zL^*FUPNxA5%2_z9A5MGp?k;xYxjopSDEaVs?A5a~nq_l7$P)PTf#+rg?%^Vj2jl>+
zq@<+vo#@^YWF<<B`fm_v>d*a>MwHvz+q#P}vD2%0E1^TyoN|NYGqLE|N+Z47v(1?n
z4-SwxUN7_bN#0pn!}6ADHfK84@dqINC2(5s;d$JZ+F5L5F&v2Z*-mw%{zUX%XSTus
zn_geoI@ktaCpNP=_So1MAExiYOgS9y#Y6CB@^|p^&)ricEe{OP+W=SS9UK$@+57}x
zCUB!KoPa}GS=qR-htakRLrHr$m5Ypu>LtV-43pLU#(JQr`xPo-s6vsV&gQ=uXOIJ<
zrCL0o&M~{sYAoi<T+X-B%gK011VbU->6)~W?2Ck;>2N;Xtlt2V6PcD4K`xiO0><73
z+By403(`0Nl!mcG6clX0Oss>xKT~6Y2T2FO2Zb>}mQuZ*Tpremp4$o)ifG-g4pxMb
zd9yJ0r;0mzh`d7C?6$N)pQ+o360-&b$l)L2fJ&udMrI}~Ku0cHJ3E`Z-8>;Ko-t8<
zy~F|My@I?ln{~kj&_IpN%{!@T7k+@O{;pm&ip#{r<P329bUlJc_vU2v?=YCf(UB2v
zaGmB!*3W#|qiw<l2KX;yDb;F_lr$VL0+8_n0H1gb?F)*<s{SBfK7SxF=?=vKV9*2l
z+K*K%baZWy9CR9Ksj1<+<9X{B<5E3gEK5JVz=&@4ic0w~Eg+1lY?cdkD?3g%+t5bn
zYhqa}*^?AeZaZ&Ls{_XQ&50S6`-WIB4A&o&Mv25Ky|_~#5Ffk551u@b^pX-3h{Q4*
zKFS~U`u6~WkcT+W2YwP%6c(~xPRNyO|AjT5t$5k`cxZLnN17I2g80%K#2yyHY%w>n
z<&28Y`j#}+`QucHMo0)vOI?@f)|LK3osIK~&nqYd08G{e^vZeFAL~bJ55r`GZWkgW
z6O+#AT9<N*yG!r(s1Q-t(PE=-2+D?Tl<_S_KN}>>F_A54soBkGz~;GM>*)vhINh#b
zjCckk6lkh~IAj$R6bK}v;In#zO8$;KtXr;qbufDaJsDt9)A<kw6erp(eF3kqx!sIg
zNA<da181PUPXljQnUIr04)@060sluzomWjcnk>SCRQ2{NpOsg;(wooFF1T!`{6{4u
zl9>PQU#=D8r3SM-BH1yv1BPu6;Z8$+2J}m(a+cO~f($Z2P7(Z`KC>KDH)eSFAiGmN
zBI81Jz$btZfZYFu^5d~@aK#aw38y<*5xPrFF7X^rmJ8F}d=e58BfPPpcq}M|g#p=g
zTwGjRDV$KSg_6~{)`!p34Lg~?hBcfP{X;`TR~Sz~7Y-j75Fbe6Y4wl%e7--U7t!_W
z1Am$IYCEP4?ba?pMQKGv__%%y&KjMLfI7uG(T)M^qc|<kAexq&j~h)13`TqiK7mA@
zbpqI{o18{N`0@%0t5~f!{=2~!&h__4jjQLkW!is#tds*qvpv)5#iQwd+J(8z!pxir
zm@%)pgDUO<$f`G~Xb3M(dU&47C+kGQOr6=77#ZVnM-vhf-lcsG*d;H+!wxWc1tb`M
zbW98k@!~k3E#ZK6uco>k`Hb(rfFyfd%_^5^!$7(0Kq?pB=H@1}bz2Y6^*}4~ZyBM>
z#=AdiwJ1hu9?Vc3b#`XU`TTIcv)sxf$-bNY)5du#!N__{gme`e1;CZOKkx@=PnT%i
z0KO7_xj)?#lL}fSl%c=g_-^hF@SzS6P@B^(EWOU3?@sO?l^g8IDKXy|4khDoS^?gD
zbF&@+O?Y%nOlT*MXEc!wIe}&wVBssVYL;}(X^WOUp*Rd>?zgs}N*Ju!Q=9=lK-reg
zT4zu^mm9O|<(@x~Rp}WSFhE6s4%`LhNnl`^+1W1uYBJqj9fp7w0%g9Sy}f`yn<O+2
z(9||7ZN`Mg0aOdE;Q%&ZeVx%nP<{-WuFo6lItVlto)4!&O(*Sdu(@3AtzY0kB)M<(
zp;~X4^Bf6aXaK_yD_ml320%cl2)1mw-CC*Vx$Tppbv&3^;S1A?;9}0L`>uPjGy0!U
z&Et7|4aEn5b#x#dnjWv_Z#HSXf}msWM3eeX{FYZm1!oB~cql;h5ICueJGcUBd$TL$
z73_B0j3pF~|4mX7Wy$?~5R(Sc5Gv}xwVeT%rPb|3*x1<62HgWh8ww|<=V{OQpy3Bh
znszNeU9sSEyJG_kG)X!GDxOQD`XOE?9DZP-jTIk7MppJCCXMDo`^$cyygmh>5>X#G
zHj;h)`o6U3EEouyR9f!fBBfGHAV*rrC@ImIlO({z1q1jF0<0E(n9dFku(~8>i}zUS
z);_&MLzpOm{Gs@4vQX(PGp=n9hZZJmsok#Oi!eIIBw9xik;35=Y*tb)h=j*14(=fG
z_iqwta8CgP4fK;!RQv)&`bQvSUwZ$f)=72UBZuMrquI=^`w&N|0yrB~RXHCtUoWAN
zCR_gymXN@Z%#*|SdN^GJkd07(1f&sKUW#KPlsE3~?q=52DRbT*RDRe79YGw4fL(sZ
zoEbW5#S(R#QRGk+ZnMNMgl-3PbjBmZI<@m%Ql4jMQ0Y{Kz>i>ybH4Fg3QGR~3Vqkq
zOog)kE|z8Y@sA4tkNF^PBe<@VJKbL!f%Mk})0Nv=46GCXMvT&F3PP_38#<6*;GzP6
z5_I~#M(YHUk8;7X_U*?Sb}GNO9F7NX$MdAH92+$@wzoq7EJ*!Ptu9nxq2)t3E%ka7
z6OX6;He+6+jZg9QYo`Ru;-}!?U??>O()B%*6I%g`V&L{Ktq?`<TY~gpLtu0@BnyOK
zt^%IY1B@MUB{K%3aXTHTF}6ka9l_^xy@!N_g=KB+Lx7Ge^&c2uqOk=74&MV(ED)ND
zt<R4%OTb_$34h-~D}oRKHQew84(6)g06y~#I1EqMUe7FB9_cs%yDI;O^~UpmHP@Um
ztno$|kzb+U^BNi&s=LMhXXA}KAbgNkQwwQt=gT)8#($#+SB8wwY7K#dN7~sl{?F9=
z4RO0Z5&*3YSRop)c-|Jo3=C)x1>*W;ivJA0K7j4W@JQHi4|?1_nnP+}*bevY*=PSV
z2jeXTrDClv2ZF5r#{oq8|HJ`o!lLb<6~{NmEwdq!R(ZX#1>4o-{jYQksl%S(Ki4uS
za!humAkVvkzHJ@mz%e}^q3&E#`)s2moB+J>;KU6KO&lpY7S?VXc7Ga9l9W~(;$bzz
z+ao5{$Q}SZ%<>MXy(vy%j2rf#pakdp3T}7TyNhqx7aqov1z=oC5AFXjwuaY<f>}~U
zO5-eecqu*IVT_0Kd8p}R8Li}qzv5oGKXd)hsmP$;!YR8=Rm&^Nws7EYwQ}I|3cUPZ
zFRr}f4G^&fFJ5kJMU5^_=s&s1p=no+x_~=bgaKCSmmr-(6<cX_agq{hEaLAwR(vC;
zGFdyEz;r!=fRO+0EW4s)lU7Ky9R3IEcnrU{@5Afe;&hz5?zHgt30Sea+}3tov?Ah^
za}1?%)kZ0QH~QKthhf)y;Fy@&T0AZ^WchkjLi%XMoqk~X(2Bp;n@G*ct9?iTr}l$W
zgGkRLi9vL|Ky>3j37QTwn?nGd&hyE+`jhPkP6{fNO=SQl82#@PwuU|zt7sBR+%q#p
zp7zXDrXnAUB{zN2oBgDh9A5&pj74m-uf*?Q{^X~dEJwYke*(j2&{_V~Cq^GDLEjy;
ztBU@iJq4Gx9Ke(>kTO7@v8D`_grnF+cUT>Ve!mO&Q<96Zwwl%6M3%EJ++88k&Fa9k
z;8h7T^Q8_JICitfxYn!w8`$nAE3pkDi;X7sH>F;iSbjraaQeUCtVbhRKMz`JL(3WC
z0FT~9<i9J>^}+m?!HWo2$O-@Zb~n7C4tKoei~nN?|CeKijA5N;AR%gV9UMYc+wb3#
z()1}a_hFNMVOvpXv+!1WM>jCa?{xm#Ftl`9Y}`3Zu-vLwpZLGKnuq~+1+Sg7g4jtb
z^lEWZ3im!hTr;ZNJc>?I<K^`-sK3`Gyh!7ZIy@#w<L4_+Nwq)pfE$k%kyaHIRT8Af
zY2QVL8bSFPOPx@h@{>dil!?#+`vP<U@kGYgS{|1Qopv7FL{Lrwx&sn$*nsQSBShqZ
zZac(}%Jo7(hL0P_!4KPj+^*&(S@Kz0Qq$AZ1LY|WdR!g<SP!kZtu5oN2nAKn=zti_
z%aX?M7MiAC;Y1SG`X4(s|8|PXVtZRPUt%8Bt)mPiv7iD;4Ye8~a2O2Jo0=9b9$pbT
zL%eP}h)#fWrVCu+|GG4k6fApOYxKGR@9*zl-&ekA!`%0j8`twztpvxd&)l&zTH#VW
zkLUp5pf1gf&aOW8ms?iVhinmo^}9>&@z+S$yvumZBd6iCkcPEXas4{ZcxPcm<dtlZ
z-?TPs-yeXmdj&C041j@y*FIXPuLDw1HCanp`RDy{D-p}0z1+zRpdXRIn>FZ<g-L(c
z=CtJUYJa+vr8y56gFqT;dObR*+m8xByaDeC#brX&azB0Pc{iR`gKIVQmR9^)$P~h2
z4uMDBOT}#~8KJ9iq_1B&`-ytg`dj<O2%z6dRxN*lsqfnZ*cA8;2%J{D=K87g3PMt;
zh=ha%U3;y?JTsKF?Tlp99aQv}84ahdSS`DsBfE2J^?HN^2h&=wwB=tH7Zkj{1;%AI
z$4!4oOx9ni#Ds7eg!GzNMdrLbIJKIpVb9Wv11<N+77pEr+3-RwA-QJcJcfN<Hyg${
zA*b|yEFXD!dE&PS#5_Da8_u4d-2eXl6E95w79u94vNzDC+Q1c5ZgypY5;k7qx12^}
z*&@(&3BhpuAm3N0YrrywnjKKX3K&^yz+5exH3!_p(q@@I5G7&B>FMFt`DQh6K3+Fq
zcgdc`%cY#wg}&Z3a<}lmijO*4C8bjDQPw~{SbW3C`0HId*@a4Djl~<4Py;OuiR<Db
zICzv#{IfqhzTIM%I#y)uO^+&Dh1n|-7}JDbo$a7}I_0p?$D~sATkQzU%Fjmtt^{BW
z3?;zv&JR$!U>N2^!_so61HuUiTO_D(=5=sj0`%|D?-;b=YhaSU;sLGCB4UG9ymr-i
z3R@x->5no@)9sfq%jVlJ5^)ZJL%sQWe@ftMEJ!*AOmo(Q`QE5t(nvOiw)eM`{c0~Q
zepzGra^Yy?9Bow6QT~xValbg5VUO2s6zyLY$H*qU_VH4)PPww`pB66n8(Ks}MDfx-
z;5Tv{H~HS(xgIPv;{mU$x3{+qM2}>Nl!F5g_yuiOhx0IymoHzQxHjjPl!V{5I5rYU
z<}qx5mAaP_Su9t3reoMSd2pC-JWz4J!?*o-x#)%~q+nvdF(J3hk&x#R*88a0-)}O}
zbDS4R9OCae&4`<E?utf1Qd!}|zN;p)<Jo<^`u!^YF#m26ZI5c?)FHijhkSFCVCQUW
z(6CYm=m#+I4kz)sCeQ@%ysAtSXr5ZNPS<Mn1nl=_U+X#ee3*x4t=_@G0cvCeA@Bwg
zPpbn93~s)odqBXTc1iJ4+^7z+(C`OBFBkFcj}D=Z91iIf<ESr;T?chDOy<7#lgZ9*
zZ;d@C3X=F(I<3w1LDST&ImY57k*UpPdo<rnXu{`e&6p<Q=zE+QSe*^$IBJVg(hOP;
z=Rg6L2PY=A`cDu?b&tzQh&M$^9qi-XWyizqISfS0^Y-)A@p42|)O)B84)y;TB{~+J
zmI;u~OB#>b>$g)wpesCWK5)<l1*miyOneD}E(BFiYld(f)xoi`u>ny8^er_s09{qE
z@nA4gB$!?<LB=idS2}0<E8TcL_s67JZR;5*OeDU!GZhuR*uvSNnY;arVeOaqeJB0>
zV&WXLGMD?tCAEeYWs8#Cnr_q3AyG#h2?CUiQ@4GsPK^a!ErG610Q37V6o}QaD?r)5
z_0W=&LnCxvfjL;HM*|CeP?1w+zdQEpB>}LsI)HU3t)dbHmN}B`$3$+fTc5+4nwnPF
z07fzbcmYVZdg=`I)uCE5CGNyhJiA#gCxArdTGHTsPd=Tfl+~@9(`lR&BZCF*NGs2;
zD89MUX!N~@&q1+~<p&<zV{x~S=&^%><H4FVzhdDRJXowJ6;7qnoIs|l?ptItJ1=u5
z{y3hGLu$DyggfjSRV7@E%szpe(bz5U^qX0hAKoxNiF2wNmod<H-`d~XS+|zH;T!oW
z>B{~qA;FnoXQz%x;*wbv?~h5_wAOfe5ZZ5=<~~_MuIgvzF^NKs-{NHfS&uuCxc`Q(
z;-+I<##8=v2@A!@2$>;qkQ^<J4(nyRVizMTD$xIdg;7mOG2abSBy4mX-C3R}i0(c*
zTX0Zveo=;eF~Rb4vdAQ&4+iccyiJ&xcl<3)i*OM+j$K1hz!<hwX&ml>OxE1AmZs8{
zgcB7O34wy(8>~HCe(%tTiwkKF6}7a-@L)HiiTSHfs$3VYYF56rR<8n(K2T}U=dv_$
zK6pl9WoJt#vftJ37d+O!V}{K0N)_|&PmjZ|k0F0&y}aa=K)#g`gAdH=6aMrV-Y-C4
zQej5M6t*-%K_OBkr@r7xf~b+8s`K;h|K1D0ve>L1YX2RlSPNC%RzyEc$BpZrK%ter
zVyT9-c(Oyy5+>C-^OE`Ia+=(uFHuv4&}=%&i!UPYJhd@(&I?Zmko=1Y#Ar&~@FPSs
zGLrEamyXRb_J;!}&hm+l)AilwtPK2yz5i}EGF$oOfIUrifZmb%;vxSHo?3;eX_SvM
zW3*uwSs#1wDB)=^lhssdUYQ2<O7A;j(m+o$G0m!K^|>VHv&zc7@AO>viw4oOODC#D
zfz57mkF7f&3nMf%P%J*rg1dQv=Pk}>f88wC7*%ugS5(nM)vb#nwrRFD0_j(?8+qD;
zXJYWc;LC6>=F=wOFVFg?8%9RcLHf>Djs2c~gZ!|H2}Pen07W$`m1(}d_2v&W7H#3E
z`P+A~aLMS5SciP_*7hu1@H0b@DcNs@w5ilnQz|PI0$9(7NPDBP*X3P&nNA8h_nX_K
zu~>bX7Gb13jTMsila<RdCYHz6Xvj3OT+#RUckYbz%!Wvlk7u^@lvYiV54?`G%ymVn
z97nCQ$VlUY4f{(48bJ${<C`DDLL!CT^1tjqB^(lz8oOkfFfM-13t|joS4awL@lPM3
z8*LKK{$H^v+W)S^31ZW_QsZZ&i0VIbeXW3gR!fGQ``6b5<1jDHk!KxMIDES#Z)~s-
z5pe7Gr(&^xTCntjremqv&Nj<$CqiObY_Ee3%x%A$SMFZRqbH)68K+Cq#Wo>am&4mP
zx7I0NXf1mPSt`cT<k^2wOZn+HaI8?|UAvTdtn5Mg&kWlC^+fDATkzLCTG~6V?)jg!
zTDecRCl7G)3o@)e7#BLVdCzp1QAst<O&d5}jn6FVKy?bt>0W-60_nJF6DQ%=0a$r=
zP%k%5A2{ni&f8^>$a1@ToDgBfN2lf`@Oyi4cqup>Vm$Y!WTLjK@EPnW5WS8h;WaJ1
zolv1S$<z1ry0>^}kkC_6P?B@q+v`2GS5(}oryn$%mL=>eY!2DJMJ(m;;T3y!sIQlo
z^th`cOvPCp_MVq;iH*VFS}c!ss4xlo{Y_~O4Jxr4e)j$LL6ZuV5Q_P8ZzLEJCsP?6
zBS7Jxw@5P=&oU+yzl_SrJoYn?5rT(n{H#(G6Ur};acu1JuAh5~LeV~~g-X^F_gq%N
zr=4%F4wWEtkuW$|758OdMPA{+F@In$*%%{zEG*34PU{1`tp@^4Q57S7fT<bzB8i}1
zZeu~vUO<9Wz40aW)VA5R<w}Cl#f>wkJoVV<+0S<ukLwZo$&Ko~-@a{}WX6P@;@q5x
zX+OC)7^$T_>o4|jrC$9qA!0Sd$$b-~0B)Z>LHIN(@pEY$`%Y8S4U<Bl=xV8k7{TGm
zs=Wts`mrbRbw<oxYZYT6dvG*XxoM?$$!JY?*7M$C(%IDh%d3Oe$fPP&a`df5g=9~s
zJIsUsz>3O-Sld$b-7Vk94}`Rcz3-fJjmoK|nIBi0uP<)0b71bT<&<}K?U$Y&FRo8k
z<&CZmOy<wO&Ij(7<{j5?KWh}@Ss+hEJ5eV$BmIUHn|RO7dDp~oQ@u-(;++0Ib}TP1
zZKPW{8XXg9?d3UoRBc0&5*PVx_3}s}ODH(gtjL`k_q9CwB8Fgg^LG-HX1{b3fyNX@
zNBUt7JcXB*ttn&Dih=}gpC02fN0yoKHpBWS9S@_+4_Y5%xh)FD>022X3PRULEfQm5
z#49I7Z)McPOyW#x=E(<?AB4N_-1{C)0#Q*XiKZrZO=J}stTYI4GAvn&1+VYtjd(OG
zUEfJL2N{!b{LmjIpnm~f`AhE1gxMoo);ZnLe?NNr$u=y(vuAspWALOvgm@w?Z9*$y
z(d<x_eYo!W&!8YYuO5j*ne263f=DY1Gi(SZ3{BGrJtsqP+{BbfEq$Wk>0Rsd{zE|-
za29s+$dQ?t7{l@l@7Ch1AC(-LH&3q)_3edyKfQyFXwj115aQ8UPUT4;CwpN_|6ZaN
zM<kAPobvM5D^%Ik=;&Xot;RCuo}UKyQWCBvwzJsF?M?EZq{sQjvrVD{2skdV&;>>>
zy)8zo6DHpjWF*smaQ$y=d@QC@HKEur4`*>3W4XD4EIVeV-sO6`tm8IiL~YD%o_?-`
zt9J>)xar{+1ehU`U)~YvTU`1YUc6C~fqB?svDaYq@?>KJ`$V>`VU0WPQ#i<_<YadU
zWnZyqdvhZ)nqh+NKE=nMagXf8P4^!>8v>J~2Kq9r+2v3%QlA|;BvJ@Dg-!682h^n$
zwWLzENFqiMOg_$$uQ$ud_0^r-?y!K0^Uuxg1Pq~AK3uVg+XHo^|MxN~5`pNlpq5qf
zZD3JR)>-qlruNt;(ev)G^4rKz#pCwsyb8(NM@IH9OrekW<LIUMVbL^iO-vem4NI}G
z>0i`s6DI0fn9XAEgWVZjw-H{SI#^=OI>z6YWQb2}r{aGrEza4`k(7IC_T)ObnvWK8
z<j`2ZlwDG#q*{l8C}|<9+Xx)k{KNuy4lzel_i@EsbyI|G%aypB$e0$Bi_z=(QWI$4
zb{Lc(%zD^NWK_ka$Ao-yXLfggvz~SAaJT3*K|VPtV^mDma74qEBAB;PU*1VDvd&~p
zT;@_q$jrNHs6W!nZ*-K0OZ9BvNsdTsqkDfGW7>3`{_QY{w7YD7FEdUrn;mD^v(};*
z>{04eCgj^0=HPXK{gshrqOYz}Y~NH})g`KyDpm=`^(#T-Fb2tLnwnnv`9_F6FZaup
z6r-5#_?LgADp%c%&Yb!WDYl3n94QwG^f`K3Ep^XZ<l4D!g!Ny+RGN7YY0zPoh!hrE
z6u?AviwX+n4>Pmzjm{CK%N{FgNUZireo5t`Lz`8rY`$KPPRzlxOt*Hso>GG8Ctv))
z|8ZGtuj1_7<deZXvqw%=;aJaMt}V|oCs?Y~jc8oxcbsSbO0(XZ*~Lc^vdWEwMxgSB
zRCX~U_PJ2Bdv7RZA`%mQ$0cE>rIenK8f*8V<u;(bpwy~hvQo96goslZelV8mbP_IM
znGp4Hc>=w`O-vMV@xEqWbxWe@9z|%rh&9&LXrfhMjOgFwj4f_;iKJG#UhRI=TcBfV
zRneCFYp8}dYnP+wX!;dOl81ZK&yZdif3i6@^mu`melo<RWaaizMk!BBYoi_|(6X&h
z%7V&&wzaior&D(n%SvSZ_NdXNba^NMnKxI?ghoSElkjoN)*+Rs$XX&w#tVMO^-Ef5
z&T!42KU3>QxlUqId6J|Q6pkK}AGzV?=ZCc!2ggP-?87PfE8Sc;@0M*9awc|PXPChN
z(je%%7SuRFxnvj7QYfoXfcD!3`O{WMSv6;n{Pm{2@~3An3=Daiy**=@Z-4GejZc4Z
z-!^F?HZ~<65g|w~!8Sa1@p=meQeytQuQt;={u72fYSo%!`zyd#yrUpb*24s~H8j%w
zUzhB0=;bHOM;!|)95$iw9l_#U|EbUQWMAKDXc&CnY-PNGgYlSC-$SFI@bP~`t|7~#
zq$WlYb$yuCgv3H<!OX>3t42g1kKVA=1`~XLbIQnN#<+um4^b?6fkKqKZ{X%Wt-%<K
zHMBR$$fu$#>>{rrF@Dl*#J0rVRfP)H`BMZxKIILR*wpvZVDdKP!@#lkL@3mi(iSOP
za~PHHc<yW%`;HnVb&a{QW6?}i``OBiI^K{7?og<!onOZM9B#Y1U@)ev`~gcpl5I%N
zgi*Kmb;YSQ#FM4~EoxieNG|Y`kedEBiv?~9meoQ|Brx#g^XM7)g*fNdps}PYy02Xr
zYk1}<!ocQA-1|AuKW`~UNw~^=%Sq@_&QHvHEvwM{8=eexlP|C<q|Z9!a!HWLiW&<?
zoQ<tv)ONr4a6fKzATK!=rqZZKQ|jYn!GZZdq5__Qp)bv5qKE`6;XiRY2Kz>}eh%2%
z8hRbiW^KpGaF9oKuWSuc2_4AFl0|IvX5+h5s_w3zkM^!qnM|bKJvNjIsPv!^zBp>6
zu|MAJ3b`~=i=Dh){{3w!F+zYXk%p<Zu+Z%Dda<1NJm4_9=<SbEeJo=a_NLa3$6uc1
zNK>&3w_mpk-Ze#SgBHt=PL+JccZWD%=5rJi`E6MiZs%Nvb7SvY)-ZGWrM+mRhek?E
zrm{kT-BP8{^!w_qeG1Oh)kM6wA_LYSbv?ms+oAp}lL=sWmJ3o|!}1MB-kMBs_uYJY
ze;xJy&V1%=LtXn$2Q7yh5uIpNc$e(;vRkPE?!d!y->67J+#4*}KpZK~c8@cd1{o?X
zU0l3^Cy{k2>ZM<eGS1DXJVs+ZYR<{jO|&(RAC^WlPVP-q-7mAN?Rr9Ca;2u79%dS1
zLQ}d0>1VQSwjAYVANQ2(DVG>~nFVWJk9o@}G+fj5NY9*o7O7!NNT~X$yWZW4`wvYr
zy+R%xcQ$%^##|o0`{C7^RR>J7MI^g)E06rELX)6r@>~nB5Mqy5ZmI&LNT629C*<Y*
zi5<5$2$Ksi6WEX2JlXRNH)~fW!l4bt=R;Y$ZwhF>Qf3EeF^{mZO_;p-_AE4C$)N6q
z6|yv#?-HC%8j|ZvZ<+`BXT{b|Yk=4_cz~Pt+y0x`)ORAEAb}obMM2jzjmD2X$3q;u
ziOQE+r>0%ry|?xo!sgsa9S%xCJNKEJLCdB0&mq;+0v$WQhc^)?Z`ttgzA7e#vFo*J
z4U@8o&JZ>*SF(0hT-#8x&k6TdBrsD|h0h;G_fTV16Xd0#xIfUvJoiRc8S8hzd*Dv4
zXSn7RGO{}^I$RtmDeY%D+HMTyQ&5qOgz>ON8CCB^A>_$v2}h<$$(7E|+Pj|{;`$dA
zye^*K+`M?kP#Qt<QCR|l_hS1a;Unc+EtN0=u|$PgOUv0z9wpv<McX#WU1RgS<rj8n
z5%W>vR$4!+dwTUZOLjOottK`Gz~4QWG<vfv88?2Rjd~i{%@$NR5-TE`NI#rKn>9)j
zH)4F$Fmq*DmltQGGB9&9gJnE>-@;-h2)}ul!G9NR_xxo4geFy0QX8t!!)h#TK34+5
z7IgGEF(0+#gkD^J*$9b-Q)<rbdD@u!_K%|L5H8-XSAkK?P_@4?k4BP8vhM6XYht(}
zLU7}({NA({+;OWEeA0B${tgO3rkMf3U_Xh{XTh`cOV-|pUza%Pwo$_c1EeATXETOb
zkrhQHA3Mf(Kk@I)8u<`;j_e05bajajtE-Fau%<*lq6wb4ysmmu?^I>U+WiQKa>HM`
zJHeRokwn2&GQ`OOu=1IEXs8OdlH|%6OXz(O%785LOh=MXU9&Uo9eGO+rYx6AMd}+=
zYoK9^)K*)iJz=ILh!i2ZT_Rr2#>N?0a&~66nn@gE7RAz!EhVOT5xQ6@lAB6NeD)pR
z%|_`ywA84@DGe{r&UQ!(I6Xj3+|kTjofaVqu+7e_{x3F|sdQ3vcF#(@rAA}FBIgvq
za*DIRzq}#lo5}s?=-!5!nj;4DDQaU}u6qtg>E<}WxM3le$4Mo|%fu7{)13r~(uPI(
z>(E4oU1c=|AJ4}Nlcxi7k30DWlD>iL2*!rHOA;l{B$n}?#lV9~w~-&R%ri2Ys~Wje
zQWfo%_~>d_*<7x`#7yN-wXOSjcXLr$ejs;fzxN(7%WA^oKL6<QQ0z7-iqGXMlh5I-
zBSZOLPslvv{#|g&_Xj(XG=<5@3DyWatXV82x7)Qh5mt<?=BuYnPnZ$IHO>zyFc#<2
zq{ovoPnWu{Yb)LNKa0A>1rGE$Kg@RFMO<C=#Th4u^<o7Zx2!K%u2fGO3z(P|mheZb
z<-zEq3;XhS%W<!-&X{LVDDpf=r+tlK7c5BQaF0jIXnmxrC|_3P?!H6%vi7^Q=+Qy&
zJcE2VERPGt3eV^2G7Fbx!Rs7hMMmVK=M_5%%ITf|Z_ip>+>2((&3}IraoI^3e&gDP
z_~Qa{A^6tJtbpP5wHl_`()aN%A{w!8FKTV{zbh2jfK3XxF0@C?#6qt&xT^&RHM5&u
zPnQ*IEi(_wGZMsS?zmL~&eL)edL2dh9OlyK$<^E?re({<R=$s&H5vE)VJ<<#>cYio
z1EE=5UTNQf{6VwaluVC2LYXPz)EIsJ^4Un-OXT&*^7G!R&{?0+g!a*#fXmlMbw$Of
za%LUalWm?r%VmRyiRoHR%Q5Q{@Kk_FK^h#HrHV>bFE6e&GBWxxxty@tmug$dycSpd
z^orXPe$`Jp%nblf{?!?XxwCg)omJvU4C70&7B6z(o=%mY*mXD*HoJ{SJAPWu@2;UE
z4IHyFZw$Lv?@7Y^;yDB1{3qNwtZCHwtt2~innpdlS&~#DbJ^)|OheyqU!>hbd~&Kg
zm1VR_L^cp%XWjrOvV<xCX*3T#%f!)p=K9vW$na}wvq~5U$|~Nu;<z_OY4$Rx<0?Rt
z8P_67Mjb+<YNlq5r{SnPmS9}nZS8#YBEqydFvMJXn?i)nu_ZI-x=)%ScjLzG$DDsj
zI_F4IkOm^H0b|2;!#;|q{_IQ|S^XQ#ty749D3Zs^%4Egje8^NWiQc!CKYcg7CcDYW
z(uaC=L)V*eCX9PS942>+$yZkvv$58LB|+In;Vj8Dx#X$rn4Xq(l1%Pi`dL=;#8nmx
zm84aN%y%mQ;>6v{V4Tq-f2K7L{p7D3`mEV%?Z^?9?SJfmI1*gmcr?cJInrI6>k{3c
z#6zPxmSvPNL^hCY*|o#OG&B5Y)`%Qsl#xS8OJe%waf|!B{jo_PSg8($H0t>8l)d&C
z^3PoVyETUM<;jWfDKaWJF;b$48fr>H-3KSD4g0^W3G}M&-b<x~IW`Zd)#t<{Yet(~
z-;$*PPr~z1p7QehmIh~{5W~P4ohxJ5pMxa=7gvYzFShk^N<zcl;!ec8%Y~v2^;$fS
zw|%|DBx1VdBhktD1;5>P3=RBo?IWLt2F!O`hjv2BGJMw7tam~RHc|%!35soox0I`O
z4|nG)idPdg^m2`uYe)$WOUH#XRp+f!Of8D*t>hD^_2%m=l9n8knjdQ8hN6SOg1^w~
zpqttKP}c8f^Kn15SQ(}vSX$x~-I=%Xw(OU+!dZqis!QL`L*i0PoYGgr%II2b=hiX;
zd!-R+;wI$ns50oRKztIq`UkYsKP~$Trm2s$#?!TC({$Xqay=QkP-v)=Au?T5S7&g)
zYt~GhL!Cay_BgGs9ujQS+$w&1;YFMtF^4OpuAjJQdG3~QTf*?Z^ttoo#LrlR)aWX5
z-cf-6sP*eOwa}A(Ls*f5(V%HP!pDbWXM5YopBo|4xUX&P=Z^E<Wj?q!NKRR0DGuBu
ze?RA$R$Pu<t%^&N$Rd&<p1^Sty5DEas&24!w6vj<s1!O6ON`7ojxaaJ6BErpTq^VV
zSI#xw-U%Ln5_)}DjBHZM+L>ubH!eJTcqbgcKsqsi@C!F~za*=m(3(iDP!!qBqL`3q
zSA0giKeur7agB+2%wxk6VlnztVEnz{R|bZ`@Zmfw;k2mCMvEZy@CiIo0s}L4+RCPw
zd*|HTy@o$NaF;UQK=+&8%&hV^0|um^RgNXtWjdcIDQDTQpeAPU`LPy93q@XGn)Az<
zd+%A@t>GB+=Eg`fF0Os?LOdPgrqx1j|BX{-|4H_{cP-b2<08XDQ^nCG{DJmZ_^WcQ
zaIeO$Lvd2FDuV@l=VpWhmjC)%j0bmRS~1Lf)m39{e6LC{oSr$1Mzv%~`JE(Y@UD2#
zj7G!QO$Rd#^dFC!%|hF_eol$L=-5;QXjBMtoJ`E{btmhwnPgY*{pZZHBjqN0-Mp5Z
zNvxkAGq`g%(6|2j-f`7hWDR{*Py14BZt0}o>g?HSDQsvs<|HSVKiuTZs9S9Enj}W$
zW~p#<vw_760QVBQKpHngfZjq@ZGp(NX5XXMpnV|7nsJgmN56DELC|Hf{J{2TWU0Ne
zmRrGTWI}HIR(LYmB}FAT4ky{ve-AM(7KX;6{3H95kL&@Z@)j2T)Jb7ul-HQCs`Z-9
zy@!%!*|`CdY29a$4&$MdMIt1?^m3ud!}}~)oG0#N^tK3|iQ)H<S&<@TVhh#WQ%A9g
z!TV7|!8tUQqZ{zFK=X@!ta{-?O*My%LkVa1CQaPY--+9Y^CY#KeX+5r|D_B;4l)SN
z+Gu^RLIcYJFM+oWlet-9naQ|4K_dQPWDCq@OB|mxX|o3hfgLMfwfVA_RF6-r=c#^P
zYJy2i#q_|jQZ{E~XXfWndBfkN`z|r5k~+Pk=vm9ne<-<<7aM(yQcdcGO8W(N>n{~o
zqUBU`KX6(ZY&RQ-_1g~irn@Q1|MIzLT=th-#A9+(QJHw1*i~PBA@onJ0ONNeOHgRu
z#HYUH4VQ|Nfg~eM%;FD=N{r01$!?dK4>1(-S-Ts_L!C!BVa`>lDFv0mq?(607!2dJ
zT@}yPl!Dq#iIVGfX6Ebv`b`8X-s-Q^)U>)}a?@}iR^G@f!GZmnM=8XzYN_TXyCMK{
zqemj=e${k-AWR9#9i7kU;a}~{dQCwMFBq2ThKir>w1XnlA4!x2FKRlwVUrfIW_%I0
zb-p{Evx?jP*Oy!~%~KS`YjAB+kt#za0q5NGK-pHD;?mubgJ8Kaj$I}$<e>qWPZwOS
zVq$}Nb73xKfIJtd!z4bj9o0#%)2LUz8bL^xVX1SXak%Kdh`<vHaJ#uMabW7w=|K@S
zBIYG1nD`<Z3ZF*l=Atg?#=<Q7kn_QCLKc_DaE^6-S$248va{&&fHFm)>C}{_I9_HM
zbNH#FT>MoJgM;N%_v>#o;$v@PCF|5eq?)dej0etGr)oH7$HwHe;mVTU9UW7;w+gIt
zSEm%@{j8eK?Rd9WTk2%BXRkNepI~x1V6Q4j6+DsFn?klRrP=NOCNcNe>1!TM&O931
z*AGI~*@{v!y3>0AN&l!LzS(V3zB*uPA;7z|DikGw7hHBzq`(nVs~uxIJ-Ed&!_}oy
z3R)ml4uA0imQnVLLuN2v%2}?2Jf<Q=&TS~eMS&>;Cn5c(%|a^`tI!HK26=^JV>>&O
z>j*i?(LAO3@n3JaYpIbRBg{Kbl11}f2v{a`C>bJ18-`o2%(2=%r~~d*#ThjZ3o!N>
zo2!EC{)OR9I-b6YAE*j!iQC1WfgA|>-E;hYLlAmT_0PjJXQzhY0zGogV4_>3)q@%<
zY^W<Uj^UgmkFR5EnmMymzl3*B<fvX~TDPFE1h25*1Dr}Y>`U0Y=Jvddjc38Usxb#)
z)?$-M-PyR>YA&}92T}0U<5tW?9ND?p_zr_TS-r_mr{UqLu@zgH+1Th`Hi{}D-ML+S
zDf1$vFlp|5jg-PE3qvW{b`|sd952}xsg;VRrpAotykQ#fa9mPtlBjRl+_9A_1O6#e
z^NL92nV2c$+<oyF6lqQ?6rAF$VL7`Mey%}RlIQeC_rg&pC)D4Xi*z*qA<3?Hl1w0C
zhuPPo@0P>h?zL;J6%y20#8s_Jx1XbdTgLs@r4M0<9B%x`uZMxnFs14vW9X%o-?YZ-
z;kZ5?mO0Hk&0M>c;*~jGBg@ZdN5=!}qt%k#kC+<Nd+1ipF}eHfs#5RzP?HjvQGPBN
zLDvgi$-9;Zju$#}Wfu-S5ZC`0?99*m%IDRa-p^b08QZe*<$W<TGkGC{>)jC$dE?oS
zNiPhfSW_s{A_VCLpGSTe9u_++!U&$51oFvN(&)0G-fVHZ`S8+7Q%n&l9-c_QQ8ITd
z3E0|Xe-w-{af^G-{NOGzj>Y-V`Yfa)INxCQ?0Lt0gsP^L=d`wZOHxpjRbX1ApcV7g
zqd|qT0rPy$%w(cesZ@F}*(NUVM0`>`M)}f$+S1vOGThF*ePuwjuDE_CK?Vu=>)u}e
zgP9q4rYoH@yb4V?36YAD_|_eXM?QFYYCs@YF-%m9XyO&Vuw0V0c<h^kTa{C`T}E6i
z2?_f@T0H;iz$1_E0;dEwbtS~iWay7*s9<qLC&GGB<TFJFyHXEyFUY0&qh>#9&f>x=
z28M;hemETyjOeOqwcvY970pH+=sHR0k}js}9RJlq^wsv1r<GjLFxIp%&N6@8dT;4-
zUFphaefi^QrRc5(zE7fAGoKEWN1RERuM+}%n?pXJGtE$oJeDs@QS^9i(R2-8bNfGC
z8kF5|_3j%5W@Z13Jr#qo5Mnv8nRt_6?i3TCSBy7W7xB;2H=Uk-&rQ#Qf#dxWVmNXe
z^Qa02nftR)y4kgKD0->2g{0cm*W%Ji+H6M>MDv(@S=-2hdb-wA#S1>B@azj8rg0xS
z{-pF?He&wa_a<Iq^;S8vOYPl@2<=SXCMNpk<e~@n_cd%*kGMyi79=QE1>ff&^!gBO
z<3&MMj~Ft$P2FZiB)39b@htnp)oZx>D^u1FUaz*)l_ONeXuyh5PtqIIti7^VAF1Gk
zCYDZKMX&7eZ#*g_QHiDz377A|7H>U|-|LSECzrmLtVWT{!BnYN)DOmGy=VQU5Fb8Z
z<Gae)gq)Cy$a$rX`BZL136BaNFlqHYHVvtoV7F_gS}2T$s6$Z2kH`CK9BSATIvF|U
z4F<<mHpc29jFYb3)W*)HevQ@wmKNmsfz*11H~*dW{oyB0_ubDG0iOj)ki2U=NeC0w
zf~*{`+M8R1ti=~y@$Hc;OVoLPzv>mn!cMBk6BT(qm?Xj_RM*1q*pib|^`q@Dw>EBW
zZtKkW%7xMPQ`fLDLd{fAZ4HJP<D!Tqbyay+-N{F$I@F7sMA-%E)OO)wBywDw{6MP5
zleh!3^7ZVZlQ<01{s+_u-$6mtRCQOHmr32^sJnU_59hm7a@`aQV-Ag%n=KL&Z((m*
za^F&P?ar{Ae6O=`nMwH8Ju_1%tN!%paTD}xmQChKW=o=bJ5ONszxM*<{l@kAL%9;+
zmHmi6cyjMEE}3;Z`1I(ICie;zHW208#B>MA!A$8@kIx?&<t23%1Gf?cWFCq6p9%G5
zHcLKTWhR99?*pzRQBI8vcE`C54KOC>BBZZ7_Jyik-_@A%<Ee!vF!<<kYyF^br^%=_
z;%VZ3DbXHo5&Mx+{<sr<TR#*pOUIZ1C(uK1bFDyO5Z?XcsU?Xyqyp@-WG{mCk66N9
z#?EmRY+*9gw_lo9$d>sm^6`}HQNDx6v*pEhbgSRfKTia*6GS|E8Mv3QZsQ^8`G~Nd
z+85Zw3>v?V{XXz}-ygkU#?479x?tWznM68VEW-1KgWutZIhgro@oQ2v%=%_WKoy>e
z&&RtSzF^T&Wt8!SrYFWLtmYt(<>?H~K5w<bzaPYSCP<JIwfKFvcvE`YzM*SZ9x5M5
zhx?4nz6wETqxkc-1%g=J+*`%Si-C)t@y!Pw`Kvn&Mxyj;?aYegE;5bz$qU)^Y-KuA
zUHE{jLPT6!Nv)U323j2|jYLDd7|Hn=R%&R;Q}Ft^cRIV{O&7M;N3m|jIoUgiUP;K-
ztRrvB*6;suzJTQ=>UybG=~G7Zc;cC6W;0h&L`IZ_ji1|*HORk~*z+c$OefFb#rI(3
zdKfHI3{p+;Rt%;gn7YGY670*$gONe+93Slk8cCEe*l3jcxsJmx{JiWq(J8-eMD~Ba
zdpkrqab%y-umBhGaYU@huYZ(C$o!>!%iFTsz4W_B?1kkB`O+ljVlL-jUt<?MbJ&)(
zYk!ZN-5>8}$f7Tv*CzAFJ*yQ@V5_@)?z(Nh{uqHNh-c`??!z$riC_EK(~e}oQpjQX
z<3g1$`^^uF9OpS6EJ>NLFP|}*nXtyBQ7Ilq(sdg>7%MCjeV=-+-wb-KN2x~yUclP=
z%ZMW4G!jN|f0kAjzRUotHWpu&2XOKDA6c20MlYLPWg1M)J~VM7Ks0BhE%tpa5_;A`
zCgkYO+bVZT4+9i1q#0y0T->Fb2+7`hPa+CXOL?xnUP(0L3p@BMW}NW2HQ3NLVVG5i
zZBL1dj$el2hk#&A?%1T}OfvP;#QNA_UGdN)w9+%8<*8ZtohBnOa?BOq1@0u)Z02lz
zRu4Zi5N(?Y_GM1zgB#DJbNEf8*87uhZjLy9#%TsPO?w){@K!@=K0Kz2r-~D%E*`~R
zw(G*&UFEbUA$QD8a2_nLb-!I!RQ4l+=?aF=&Jtyf41jlDX<MGOqx)Nq)7<<@TZyxG
z5JooeGAp3+&mV_FUJkH-9Bie}to%B%H@Ok2WC|Xn^#;ylwY=>MqYYu#TsW99uI8JM
zw+(xLoc+<9I7P*L?vH$*LrOoudfw;=aE*<=;6Ri{LH_!W08Ym2@MSHJ?^u!iZy05;
z>?&etctTZ;{@a(Pj5{L0MwcY`UP<>tq~3Y|Uf2EE7dM$N?&$MbZS2~=e|fYYrQsXb
zzP0HJ2^@c9J!(Z`S|<&>X{eYrb~qq#g8Y^;zs00Nj|p8dMP|}^_D+Oz$S=R(lQ_=E
zFOcKUQ(A;&!gI_t?B|}Ce$5NfuTe=S|0??eN73{1OT-uQ@6sh-d*>>z1iti!4M8Br
zQ|Oh({gvq)SxUfXCExa%B{~0Fz@)EyF(F&x8<l)P_`S$n*A?qIZKwQ(ZT(Uu7HfJ2
za*0<cex@j#snY!_DBlE4Ws@a|Iq>Fud=XxFcbIBr2f1dyrhkiG^fESc%jIJnMa2hz
z(3|H&De~6j<npf)13Td)G$%g58N`+gUn}Y4dr?p#YKy@9@kE1DC}BOlz2Mpp#SZ)x
z)?18{eH>NAh#Q3TVkHoxk+Q>jWEl^x3=4e2D6iTg@$!~`>{o&b6cqdh6z}JitlFpt
z_kTuNfje979X@b(j@W{u*`ZmCd<O10Goz+C?uDg!5zA6NLSdP-UnvSW4fJG{gaW!!
zx$atQY?qdd{g8=JUcjCll(w}rP;$;4zf`YtdKZqSmGLb*g9e4yAD-s_A@8lDs(ibC
z-vvlWqja~D0@5PgAt4|F(kLAgQWDY)3ZjIhN{2{FN{ci|mq-ZGpp>xZ{d=DG9nXHp
z9^>r4&NyQn|5913d#(Gvu36Wd-;aY9u{1SxwzRZ1>GfgJFFivW>e?h!v_>^Lbu=j(
zYQe_u9wf++8!K3F(})>zZLnl*-?ix$VY(!EeWxXeT{I!m@cLkutTc*Pi=&B{m{==I
zOIWR0;{`if{B6a>`6mpHw^=rVM}@nStv^VlE)kbc4PL@_ILA67r70YvwTk9EBBP-W
z!SJ3kN1;b?PmSt69ZQvuLn*s{Fs`2)&FhkBBF%f7I3#M5u$9}h8D_I5eKnAQT&qMo
ziy5UyqUFe;tMsAr&{tnCG046mA&gyw!lf?Dahi|>M>-f&!;ZRmr}dq8mUJ-cIvomK
zYf<m6c_ml5o#bC@wQqVqzX}p(IUlRLw@AKoK(QyH9l?zDB1~nr!@MA$|CtvuP9zG$
zvKj-2$9{-dhzT^VBdwe;>DUf~sc|qH#^Tiv&7Ku7hY5puOfZ)W!%FDLL=cQd33&B?
zv>idF48ubHMw_0Y-)Pv8Rd-z>Y4M~+OL88Fm&BzNMe#6dQMk0=GW>c*O|m2_P-daj
zm>T)9Y0^b^Yn-Mdk;S8#xG!$=qwRaMt|v}bjc0=Cr#<<1e|bhEvQ(^ITg?@CN<4h}
z=kv}Y)E<NXyzUrGm9Xhv!w?#a8x7-}*x+1n`yF=LBb8IX_I~1^Us(57p&Vl+#c&s)
z;%rz({_&b=zSv9zwJE0^={39IlbmW7RzWms&thj(2-bB@p-yP0qb<?TDt*aqEvAY>
zX(fdDh-wFO>#`J02KLJHq~|MeQYXe4{>Y`hGs-x-uApkpV3q8wpnBJFkn!VZBFxdD
zf=)k&tzV&bK{<t5=wWdRp0%C*rqtw*<ylyQ{Zovbx;K8zFZM+ZUDqa!Sm}RInJ1k$
zk<aj==pHvY^<qJ(lPyk<BW7WtJ4rTiy}4B-S`aE^0Nc6D&wz_aZuiuNRJZen;fqJ=
za@@*oMPiPr>?j@-gU*8X$ii50cL<H}+A&vZA8y(AKuv?h>~Av3iXRKZd`g73OdriO
z$ulc)EQ@tsST_{w&oaGhllf`yFxvLA*9oc$KShqw850k6Uuyc)JFyyZ52B-^l@Za4
zCZIE*2)?b1r=W^=m@tLCWY;q-xNl8P5>ZNb+Q<c){0Zz{Hm?lzITdEUcPuCrY9}1i
z8;gb$tJulZy)%-9-iMVn<q$YjIdb*^GkKWlUd`cVk>)NIdQuA00Ke?EBjtVaDD=J+
zl%J&CQjGN@Wu@q)P9L<7ek9s@vsy2^Vg+d;bL#L9$-~bHThO_#50FKNu7~z1cK%9a
z$@Unwd%Mb$CA6A`jz-3rBPADgUp(fRwJn8tfpAc;0__zm)`F39V<^(642uz+T_ZIF
z(M^HrcIc947<{jpNxph<GTz*Y2!VW$zL5hx?J!r_jtsaXll@0Mn*Qi0(WRK1E+Cj;
z0aKdLjE#uPK$(agnQZ>q_w5TTdSq5nVy~N}wR~iF*rF6aqXaD}RX7VnFz|9jix9yp
z?;xy!aT@KUdy%P0Gg&XOQo}|aX<TOpRV5D8c}Jh)EGEBvUbCPnd09C9vqjK7wIDrv
z+cUILM!fuTM&gsSgJSOYtK8&I846ZxSpqzrN4E-O`?9fWL$3-I9Ooa3t!+z-+f@nH
zZXV}X{84nwC37+rw@bL3X;WQ2GAu`<7p<_3e^*EO8ihM=K1w!NPO$ao4l`F@w7Mo+
zdevznTVdkQoz|a4(l2Y!U+3Ej|DNfVrxQpL7oZGUh`5v`GTd2X_Zk~M7*2$lNZ3N%
zXmUZ=nNHx~CSy!S@vr>Pc++07_bZuVnJVYoVy`YWItUlGFVZ#ss*R-!J=k3OGg3uG
z<z7N+`(-)#!xE85LJT1q3rT@xRLGd>p)j$HFx90q<sdR}!M3IEne$4&JidILLz(0a
zxrc-(Gc!S+*LSKncWe)oF|??!@6p=E^f+>S-sT{{t-Ht^qSR0e)*`*MPGcTKu1@o`
zm!Iu+99)AM_0U819hcz)d%Q3oyKjFZS89v+E}+d)`Lam$+g&n8(iv`EM-5XiN&$Lp
z6RVI#BmU!Cf?jMN&os7ZG;uBVO0BBaH;)IiliqJi<g{X$J*NzW!Nkv?(z6Tm!Stvs
zTWT233#@Zn{SG6^wyyr>=1g177ydKuBO0xiHy`!O+u3o#EcQbmqLkiH$)_g^Bbrhj
zNgQ`k31|j7I?rGgvXgF?8enn@IcjJK-eq1EWl<WwNnOLP5!a+5^Jy}w<~s9Y)ae`9
z&2j5;ED0O~75C<TVY;hveldwT_)pz#EB6TyX`Wi~Gz@TK+1Z;H6+O#AS9N1yiKWf5
z4rYoUXUUy($cd-9pYJIAcBWg=aeupYNtK*Bf!y0&6$eKlh&gqenMOxT$(qb$xby9?
z3f^i-$lao0OEbrio3~MqWT?~WDbha)f4(fD^NakcysU7}uyX8ZYXN7-{ndy;l1P`_
zXa3lqH5|nrlc)<2KmDloZZ<#EJ}$-fy<-FKbJthOcUcISevY%JkLsShRI6><zWnjm
z$ItOq$q#dTiW?3{-VTx&SkA^xFe&l}ezjo0zh+3)GygRPOKhF8A=3L1gRC1}R8rbQ
zMFn*%>1&C~JXwMqOks}1OS*naS4((ldT*-!<$oFf(BeQ*09Ve5jGR3*bS0I+=c&5&
zjYo8;Y-E&@>58|e?vJ!%nO!+TJMd{dT1j(uff*F6_=3VHL=FKI2lyI0mv&o7R@ynh
zm1REteZT#*Htoqwe^1Y4v2#SG2NW$p=BWjlUBG7WgZ4PvNcQ(_eES(}%XC2~M`!XH
z=dy==bWP`mnap3hv$WCcOb0y1(HH_|bmZr_uWW64wh8AE{jR0m851-=N(@-?@{53I
zcE&J*ZcdUiU$C{#93wI*O<`H%)^9Xk3hq=2C()r0T3YSB1rm;YId;2*Nr|6SCj|ul
zkHTUL+NCSa-%B%Mc=Y8u3b{lX=H(JLYGJ+~+<wVsx9}0$Mq9p(NmTwesRCwdp6d@K
z<;wR3(v7$dcsKRWp2ajzO)ccB402?+j(&}JhpBY>SzA4(d2qfj?zOw}kT{3!kplJQ
z7|#b1T}ExS;b~M4!%RQ=dbXcBB_)!NWd#Z3ggi~V!qitnZ8Y>n`JDU>QAuo!qWE0;
z?`{vFlZ&2^ugyC{o|frVE2iqPQqs_kQRtXgmBP5RU6NrhEKBP|Os(|HvgH-~YbOF+
zZXCL0ygni}Q9b%MPk7qmg_xrxpYp{1?4Kzs#~y+q9_Tql4?^wj@5{xluCC@57k@oS
zg;_R`7QlQZV2z8YUyK#qvjkxW9C@1vA&oZ2n%S_cni3?I1pd6Bvl9!GCfViX#55vK
z?J#j{4`Oaa1{D^ewxaa$*!02qHHuEbgDN50EMitTJvR#rmB-UkRgJtmtj?aEaJc+E
z6g1@yY07qZdYj6pE&N64@*Cgo>*^YBYsyc2hKv55&I=xh+L5MD{#<jW5N#+R$Gt?D
zMeHQ1{c}LBBT>Td7jFm~3z>%RS^nfJG!b4~`s7@adTBSIylPI>B|BMa>Sy(}+`8Bv
zj}`ljkLIcJ@obB8gbicOoew$*N56^+Z1@Rjh`d2_8}bPWn<}=96}BUtGpBkVWpp-Y
zxH@?F0z>{$%sY2R-7p^0dsq0w4ia7WS6N?@q<Oyf6vQJBw0X;Wjobx0u8<?|;)OS7
zs+-oO__a&Ym1reDr)Bj+)Edo`hD7g9hD@&c9vv<=cO8GW6c(qDWOLvj<#)^F)qQh?
zUQzvqI1jp>J5}t+<nbxlZ^rr=lzIp<f_<`4rUW82qzbJd7vTc(QA;4>CVcw>#uh)n
z(?~OnA)W)}r`G1KSeo#rr>EaRE~5i<T@dLj@<ouIU;r&1ms56j!mqy*FUkIKdr+Hz
z-;y8aXzEXObXcZhb%Q3NQ!(|VYC2oUTf3$$G!+YbCdhbH_+hSMZ=g|+qJ}D=9nWhQ
z-@DpNJ+hncOk8g5Y3pUmii=_B5WT&GswL32*=mR(h$U!x$f6OqUzbSmq|$Y~IQH)P
zqPng8%bJGc262P8wUYgJ`o881jI`k}*^Fi0m+TDYkJ(ZDl<ZZrny(@d-{Ow<W3;wo
z_;HAm-r`kqgU~YX16Fs=H&%O`+>7=4KP_0MZWDZnV9#UD%4=ayO+a^c$z!)6EsQGF
zyy?puldHZrT`bv4Hk`Qr$ZMid)rVi~10DUtqiXTRU7YyLT@i2f_0KU}Rm-3AaH6k2
z`$G`$jg-yitY>eJqo5pzfg7iVNT`-lHW-t>11;Q!PqUfd@v&}yZK04zO2bn4YG#9Q
zD*q#6CRnqM9!IJkOR~h?Pq}pP&G)WkYho8coJQy+JJlh*|HVeghI3=H4waRcCw+Nb
zT9v@|DB9VJUe)Tp$Ebg(dIGNqGKo$Q-SMm~oG6@D>VJ;Ry?e*5tFNB}JL%7i8&Mb`
z-PHFP7^tK|RL&47yYs)NO0m6pD}TRKJI_1Wq2^%9uU2kr0FxSxmd{MO$ku^Ku+J|*
zK>=^!RsD9trklC4ov^SIb!=ZIUJMOg;Lge5QKm-z^u1VdHR1K%4edXx%{k^>Or!SK
zvgm)>$V0FlhGj~f>PIM8XuD%0oc{);YonFjnqyneh|;ssYDCK?F3-J;d6C(8D?Yxk
z{uKMXuJV!62aKR@=JpTmomV`yW!~()`WE$N7?)XDTbgyRh_Of~!cc)!{v+nEBC@v<
zgN7pXLb$Qda%5s861v&VRb-!8$-bQ2-j089>$M8|wAJ&ke3^eXgl=?yebC?N_Gs%#
z|M43)tyrgOJS{!{YcGT8)~6QfWwl}xrb?n^$k*w`UuB15`n<{x#uPW06~8`OR`pn?
zfT=0|L8^q+TkG+Ciu-C_C&`A*<b7$I-yE~dO*Aa6ZIU*;EMsj7S2QJ7>AggHMkw6=
z($vb9mC*!E-K|Szr&F->_BAY7t@};Qm1%EL->OA%>AEEmr%>4&r}ENew@v)qnTDiA
zp(IQFPRZyP(zaY(ec5kzi-YS-W4aieLaZg!cK2nI*)Cz#QQM`wX(r4!(+`y`OJRC#
z7mQ;qRZ3?hF<WbIAO9;%OE*nu@C*4GD;|nW9jC2n!Z*?C1TAvxJ+bvC{Mg*;;Fwme
zCxq0!zIxAat-UCg-xc9w<ozh&?5+Q1<y~0ue7XLN=Y@(xmq%l#_+^gegys6|Fz%Q2
z+3K=#3Pd|0Az^K!qraKSGqPwCXg%hMo(qIo#?$BQ_jW`(Wtg!h;}WV6gg-dIs#c+%
zup$#I&$>dAuXx?=;6Z|e7+SFLU7EFgMwKeG_znI#|A$E%KOae59se3HCHqo0p^92m
zmpY%;Q~5c*N)M*zQz_IV$pX2OP#$5l`reN3Zqp@cUIDnc>;8cuVZy)aOfM?)8+gaZ
z95`jt?QiljhJ{o}6Y&%$FtuKKu=(U8h7e8=E@4Pk=d$nJFam1j#q7Ze`(UlNk8139
z3J(;^0%otv@zt%o<8)K4{v#19Q#yhnopC1|wEV0dJz9c!M|8$ihsw%I{($o{_HiLf
z{I$8pTgCcZp4)S=Ac!$=oXXvc2)CRc4+L1uH$6qf_0o8HL7)<aij0h;Hyz(N9P~|(
zFQkL1Zq<u3&2&*GrBSk5)vp`}jmzbVs+Yv|FzY9JvmQ^Fg;NXPC%|)0xEAu=w~E@c
zvZUHqGM&L61BDS-8oN2LOwWNXP9s<qlz}Cj((E``duF<6{Eke{M({I_bU|j4$u>p9
z1N%TLexW0_>6~|bMASx_1$_qwk~i$=A6$5_tBn)AOuErk&NnnyHXa=(9vb@H!`k6y
z${n^VsBpz_200zZG&^E@F2#If%rsSOF=2A1ibRVviW~KsuZk~8e5p2ed(EmcBmK#p
zWNGt3qv0QGdMXa5$H~bSwP|^*{OJQJrr-K<n0hTt3B%Vq=io7IeOKTQD%(JHs`}@>
z&lWWH4d)c02)$BlQ^mZa^^C!q*!=A``TO%#6i=-3@@32Ni8nMd3Go?BL<|n<+&qFg
zOdE0AI~Knj7ED<F6^b*t)9%-+I+S+ry^MMe`R@c5(l<@dobCk#>Q_r+-m+35XzWLe
z&GpPD&f0pIFX+J`qv~2=^IK<bern%SD34}u-`aghUzWvas6!{}EF#-W(wYm!SjS9M
z^Tv;E<m+^{el{=V+LT`UJ!@k7Wr^!D7JvCCk^*(#UtLC9pG#|(uZSDQ&`|N!a{8`{
z%J<VJz;e}?aSf-eUueJV>UZdyL4*I@wDSJhX96OMaX&>YkcVWRh>R(w!Rm6NupH$O
z>v(@7YX)b6R^W4<YQA~b@{UQw&v$b27Mn96+S(SUwzd|&*EG>1Begc%YYm-(b9ZRn
zzuDQChpGrH*w5NH#QM<AhsCu&=oI1GU+-OWK9$<NpWN~42@bz>ZdmP#ak$*DjXYQH
zmt<7nlIFJT*UD(u4*JmE2!$lwxGm9em_N-=cFWg6YxK>nAI8#%Jeo01%+>Y~BNZa~
zxi&->@gXT{V9H}WvVmcIN@JN?r>NsngMxxbW?};I?)mlB219}#r*Q59t?bC4G0xm*
zKTNv`^KdLq6-9#2St<5rq2zYm3HIA)`Znglos%aP$p@kZ8ZtF=+O>C#ICMg;Tn&12
zJIJ}&BlDM-q>10R7{!Y8J+WWI3Q5iNQ(_?$PM`X=S0xGE{fF?pR{Jv$Jx&u4a|J;h
zQW{~07OC@HBG8~=k(8tdMH;0)TeBd{iHSng&p`DG6Xb@ze-6b%My^5NG8lYduG(f+
za=gSI4(J^PffhlR<FDrY{OchhAq%4gcah0!_B-hjYil;3;%7dTqX0T>O2HLqG$SO9
z5uTbeQ4{g!yo#4xZS{s)^iR2pd94!du$9r|TP(t<36m8^?@W|v^;QL?{s=VGM;GN1
zESJIKaxa&~!*ef}#w#+4=d1JV<y`$ugQZ$p$H=oN+4RyZh|thrv6dIB{&b5x_%G*v
z4TmYSxq09uekD7p)aXIrl!YQg7tx@!VB=&~814s3|J+0-5-Zfo)YH1SU28pP+cn4z
zBjX$uDw$j-7$0K9IT-x`>C&5`lAn+NX5G&!qRSmvoT*XG4N|TCr1^8~z2>Z-erc|L
z=54O?xJVL_;QiGO4AjX%5G_UcdZxNovdJ^6LAjb8^L!^7qZB2#9}#OwcYUvh+`0C}
z=sriakuED1w*QU{|0fxR&<W?eFSN$D{kNuk&wkxsc$>0boh#@II!mnI%K1nrJvTY~
z$6w$4J|BTo0bTL;@JO%d+^V+Fn<Xf*zvtSPxLmK2XI;m8|MzFiKMVaMg3kTgjkiaI
zYiWBID~Dbk4x1VC7ZNjUwCq3HQp_xxUo0NQqmB*nud=*9Zrp%A8!r_xMJ^;i@@fMg
z8v`rC?r$o!>(Xz*L{F={{RX|zj_(s37_z$T^3!VCZzDhV{uTay%A3=mrzc&brnDo>
z-bP$XCKIvo<Ld|RXIO8^zaCBz;1$teYf(+}^J_QUTkVewNFEwS+x3=sQtI?oy2`NO
z2B+R^V27O$pZoQ4&yrIc^h|%lCmI~fE`2G{QI8qU#ywO&V6l|PEB5<i3-|Q|*PjXG
zP1v~WQB^GbkPR`2xjx>({1XeKer;W28YAmmSLU$>L9vucpa#veVX@x9zdhJ42d{8X
ze}gy}u7SP7k<zi3v8fxrVK|j|_+|2*zy!X_hRL~G;YtRtM7M7HqLOjN#9DIq>AY6j
zXDO{N2s^?|T)M9mlT(rCu=zaUQCeHx57duN-Jv8k9m<ua4wSpx{8@9cQHxV)$!yt7
zUIERBVr6l)kvDo^^X5Rrh6z=`pvM)b@i#$VR<qAPdL|~eFr1^5$~Ja)7j4dtHJ6V@
z#^zacguh2|VkxX_?A)YPxK#T2(rw<HTlL?sh2&6EPh^K;66U+;PZLQMEV)=RT>V^V
z++QKE5%K=#ENUQEQ}B@Lfd4o8?-wXyL?ZA9Esi)O<~N$pK2)l}hOAJ&bElKWxd9D@
zNXyYf#VB3!DfQywA|j>x#(RazedAkS-R%N@6P1$9>6#_zV`zaA&CaL!zl2Kh^q`(e
z_Wb$towWHgtlpFxf6`o0bcALz2|C7{wdk=X1mSs#*0IzNKT+3w$;_tdZ)3M5$rZ}^
zw2Ysl700K`M4d9!A!g%(d0>~qq(o|0Rr#f{Vo}i;L;UTQ+T+Wp<nfu5C#LTT%(SRV
z?p%Imm2VbGNLYmxHg59F?pv^jNUV=3bKGMVLXD>+71qZ%Lk3x%6Im}6ZYo4HUZD=Z
z|HH6AFCpnQcYo%SI1l#lkQN==peb`#!gz~da>8URy~mWC%UbST$5SThoCbP625fY?
zo;0#r55|)U{aow%zh;fqi*Ti?Cs+>=wBYg-+hGWPAmf}Qtb*#0u<8RdetG7tck~Gl
zZ%>>Vmzw$w?YzsM$x>6hJ$IcZU#eQma({ZP8I7yb+QvROX65%%y_BZN-n4VshV9nL
znPq(B<Lgh%qTiOL3kiAb?{Ko@aFr#$j0zlCBpz3@%3Iy@7W-}e_qYr@d39mvDjxB}
zn>q4v9+~gO1$0Iqva)%<S^D^Tq4Thzr)yvP@!T`cXhMn{ogFEa*Zm8cFFTm#1>1vW
zYiV@;MwUOIpcarnyV!u~9{2kCh1Nx4G`a0LW@Q=)N|25TyK4W5mxhjq9{kJATL&Pe
zE>UaJ^`;clS{Y;6$Ijt;u;Lt-<~BCt+za1<#z3b|zmT8Y5!>0p?zyY`Q=@fd&3{`J
zcTJvDBr(o7U7{uIwiCjq{*>QZM$u4TnmNRVji(v4k!MU1;JN<ai~zh!R!Qf`RGs$2
z*pLP@CVl7aQ0IR6+;^F$Rrw7b{ksqL4MlM;;^-_^`z{%(ig}nWn*|+WvKse<cbW%L
z3(J3wpbp6)R^gM0FRgt>nbeBQ!<+BRbcfUaj8>#8dLXNe4|R}>;v=s5gX#VQ2MSak
zQd7E|u4TeM7+PsoIP#@g3rV6{3v+QQ?tLaCkj=BpHxx(;RNIP@b9zPbFdSDnncgtG
zXDKirV)`Pw#rdbVhlq<6+FBjoPUSsbeqJf}SUA8iODVDN)@S(LZ~}#|0lx*06<mJc
z@OgZ|kQ!fMl5wL_)DY|sA!t9;QyS_p#C@==iPP+ZhUe259T641HR3ncZ)td!h2_GI
zh*megCBW!B)I|x?|G9;h)z2v6QM0UrfWa^Nq#M53I=*yvql@L!*2a%GWj`FSj9yuP
zoMgO8M?gTPLEZ1Iq)>V%lr$9YWR7oxg~XzaROkaCm+Y_Pi8n{AgiLfrfAAI82aJv|
z*M9b1wV9=`Q$r`#JlzwNa#m}qr8)iVyrnp(D;5-1MnH)=TffI_v%47kwqnv53zl7z
z+l?$GJ;_l|Jd001&1wsF)3P@fO(@u~G|D8OP+5PV6ud2LvTX8WimYk=2~~if5VdI<
zHVgZmWwD1!c<8=a)~(Htx6+KhdBjcnpc&>m+p|b*8Sb0ViJ_~%G5%xJUd62boKBg$
zH~5<um0D)J;)U;Rhnm+L{UfI(4dZ`H=@s)1KdcE_49e0?^LdptH+^s#SogEB!s8xX
z3}MIYxnZ5NzM5+!SvhPLe)<cgy2TjyrAR<<b>Op~B`34g6hZPk%*-1pHFY1`gXpD}
zne^F8l^Q1_x^|d#5{T&JU&k|Hmf75NZP-wbiTl#F7k<NXa3YRiVJZrZ5u-)eb{j9h
zqR!J<G$r=hz*oiW^bq1YY7x~g#-dT2pv#<}N_Gjp-Ant!HqMS89bzWL%{g?nKSw}%
zxm@nrc<u7<o&+;(Dn>C{tu}UX3Y#%4Bc5^<>Q~kv;Ih#zy{T(TVBenfRG;yR!de*d
zE3LP&pVNNQ?Dl%(rk#;Ye)o<rbzAs7(TR~lyJXg|lY?s>-a*^a$nzbGFoTfn#6aFC
zD(mIucZyG6P#Lo!5ve-vKdB-kmg((0V>;{EjVh^x#t03{bU)j@*lCm?ey;k=kjFp7
zepKL!`Xg5X39{b1o=Y>BdY=a7e`#Mk$8}DA_hnM1YjD)#S`Q)Xy&tVQ?o@dCN-Tew
z2CQ9Ttz#93)=LjCwT8))^)0M_9dv$k7JTTe&}UKE8epGtSROSw<KpLSI#G^hQ2n*h
zS;yd&S3pkAl;jN`%k3K0TZ5kjh)CY)Oz{2<c^&=f`|1-xe3RQHWyLhspJKQQZGJTi
zP?lXN6ps|vjcs7AER$pKW(YBT{6I>kL;8)~L4IsNsb<}8^+!ZvGa+4}TIJYJ`PZlV
ztJ%>HE`@p%OGzun;LJ!;<D;lh)hbG(D4!FBiPd$IVhLf)<;SeBa!+zmc8!W(-{OAs
zi+Dcu<_X~oDi=}kBBACS32a$PhnMrMX^Ni{f_xa(sPx@wUAq+bay7eGy5{*>rr|cd
z3L!S~ycx9AxOJV}D>X@UfhO2LPc}MglpVKKl&=ue6BcQFPPU`7v%;XIzTK~ox3FFD
z`e;J1esWUXPnd|`*dkm9+aY|v+;YTvA}2?i^d==ntf}BhbmM$*ENQ8UW2~`L`$%Uf
z->cZ`$rk3%(3prdq=dv1yAI!ax`%(AS9cuwwsEKKQA*1ATY=O*k4X$Hx!LW!lLD7g
zL(=VPtL$%=`b!MH9f~e}Pc1b&(7zLh^Xg7!>BdDaKEr$c=mXu@caHlxHHUwl`c48V
zP77l{6cMd1y}yF@m5>g%?QZ#}N9=?@m3%##h#1I|qp^aOvyp_!%KEKnjcV%7{y;Q2
zXTVv>#Fc;F-ybNS{N-@gTRWpepAwDF>C_j8*6hXDQ;m|D_$3<O9{Ngh%3<c~CJ0d*
zC$nf-j(@lC3Xo=F`l=r%IwD3%JEnE3m`{eNQW%|jGD_gVlL=k%(fl@Z0SwoAt~JNM
zGU~LYG2iBLvH9$hj*iPlsUbCuycll|v;1l>Q|ZH~K2Ph&7w;16M?qxD7n?!TBG;tO
z)s!XSc<;D_-nKF3Y}ke}jIi_Km$p#d>`9$m@E5n8UdtO<@jMJZ24-P|*Qz*<=4oyw
zQV30L?CEsb^?I!OXdJ9#p3Ps3X%OZfXg|(C<KkAI3B=f}x8c4)WHbF}WJI#*ul^;)
z<YbTBi|!BG{ia6Ej|?j%7iODig|X=wGQ*!+rjVrm5Mc1d>s{NhBqYU0{WYVcv`bfI
zOI0K1CT6IwKcFEKwqxj`-b6nTOp<wi@ZG5Vyrod}W>N1o1N{O<TS1E~gIKJi$pOaO
zC)fLR4}%to@JQ}@kSjjrE)*mYEo-FbU%}(Emo4YFpt|$r>5h7zto&qbZH$3Iv1dq;
z`Wm@i2<f;c>!<O7I=j4YjN3RazpxoUC~-EG{IS3HyuE^6idX;eptpY4?e4wa1#wRs
zHLe>H&i6tk^f*<y0`o=9mX`Vgc9)kUYejhP&<+f3C@w|QD9M^KrfPo~8#=l}A2X*<
zR@i^iW$?a9nWN!b)$e+@WgiV)y-31xYK>W~Q0WJE%k{ZTG?i^m+!nZ+9AwG@Hb2?*
zJo+Sb8WB%XrE~30#D0E^;iXXz-hf~HfKK7rt`XVrtt@NE<@7U1it08YuqSL3n|HkZ
z5SJG2U-|}Z%ki-VDRu^7IUx<f$R-WRo{FPp{g*HG$+EKP7%g9jEtzGp90nKj*f9-*
zv2N?FW-~lThdI=&Av2u7?Y!9955F<nAM}TJ>R_eiwGllSuBh~7pW|VO1szSB=?L|P
zK$^|th@oUA0mJZwkE5MeWpp{?=fzWQM4SFReCO^dK-pel(lm48_9Au4tMIPc<3z*y
z*>_&zP5B$T*BKI`$_66SK8>*tKXGcR+uyg5$Y2@2)3KS{Mi$Y~C}~_485LFkZtf&$
z{^6Gma<!4n;Oae((l<9Gr%NUwi+EM1LzUd=QEdJ~CGSU}?wo0*<6lXezLU9MMYsEF
zZZu)^TvS}HB@q9BTi1HyAc!zOuKpnFlMC9>^n9RYm%Pw3MT{a<?7B|fTP2C)q1k`U
z!|1hFbad@=%}z!X@n3JBt9VY(idNhr(hE(|HXw@~^To<-kPWRBb+xR0tnlLtfzXe|
zpP?!IKZLgn@ut|q2jn&tj2<UW>2M8??sBwMP{p1nDlPq_O@4{~{!Zlh=>bV=R+(EZ
z`UCqiqH+7ri^L3iDpyv=s)kMKOdN#ysiXV8`PXG{CKj#s4tU!Cc3qC5%rvBWMoc{J
zq?hbmI$8bgdG+0T>rZdCrGGN45D25)L^-^;^C^(}w5Q1?vDV&s7WeowW>S)BdD`Y+
zQE_?E$8t653069Pe2rFiNA}`2#asKL60v)(1GjTT4BX^G-@dCpkN!F>@#33*Wc3qX
z9m_MG_;+=GS`TS^KCE3Y(dAT<kJ!kr{IW&l=gQ*V$nNv|*BNcg?-M`w_A1i=2I*O$
zqVZ_MksTM;S(A-%he!V7mmUXpqY^Y)f*xJ?oAuLbKPA1&;$NMn{(Yp`CHv@g+KXTY
z&t)e2U2B8f9Bo>j&aUVWk-K|$!if~Et8mGxyqWHm3CCQMlWli@K^T5yy=nU)u&n8d
zsYF3RAJM(V0^5QrZ}t+$!u1H_yw0P$^cr_pd6;t+#R`i_HAclVj*L`35D__F?61W8
zjmfY3fN1i!u|m!ludi2Da)<>PI-Z(b+dMp8i?DA#m;C&>U8qQZTthuaeZ;@Sv@+xH
z!3as)nbs+8f<Xo<V!`<fDgTy?ciqvSBiEsop`sKV-0?DORC>HhhkxIu=(rFWBtGw%
zbzG0?r(HRj$v&`RB~%%-v*O{AM;HcnEAPJLP-*!yAKgQ)TR6qPVHbW^)LZAQNWIC7
zFJi*26@51}ODpxIaSaXC&!*z%j{rR|v2wiseSUN_tWSt%(&Q;mPps|0S>ZQYQ(xPy
zhRx~m9a;`CT}a|X*!AsaH#VQnokfa_Ke%gLcG>zwKUhX0>9X~x-R`v0MEUQ=J5&4n
zLnPx(8<G&n6hyYQbrADuYd49#lpY+K7iu~;)><_qFw5%hArT5t6)qK6)3bi7>{qvl
zRg+maG*mFS(NQL?>CMFcVxs-lc7(xj)p6O!kEPy&c4Q*#%g)wGRMt_m5jaD4cYoa{
z@r|S9sJ{4&w>6C^FD5HDn?iTHen{m~I&Iub=K+t#H5)-+LdcgA?Wg3_;>sF7{%C02
zj}yf%T~*F?&73lL-d>fn7O}rV)X=z<diNr=c1wKsY`ND&Gh#9M_c^lG%6?gn^P25i
zkQ~(AxnGPEW?!A#WIwgxCPNpGX2z%`>1u85k(k0dMlj|i9L)=Dfc;x0!Omo3yYo-4
zNhX!5tRyFYr?7~pw=nV2><jQ|oG9sIr&r}qk{)y*Z$3(DkRE3z&+^bvi*+aU+^a6I
z+c6thl@=p<`_{tSy7tBI;hEj4l$Yr>(G(qnF;eFSPvSnebzD4fLnZ&ID_P}9cpNr$
zGc>ER^zuErU07U8x&`t|g*9_mx~^Ou@y<N#|3<R<>E>Pg?wYfMqLi72-LO}8m8q7p
z3RNW>s_WNZ7jkMp)jGX-uLmzO>PmBWQcCmb9f?w75^v?zf#`Q6p~GkI1-Dh7pQ>X@
zKVZ!NF@f6B;BIm<-1GE((;qa;dwzT4n&o!Y`<Lk=MPzVDIXjTp#?;iFT+m}-;paB@
z__2KdS`vo^RyfDq_WAQE<IzcuOPia9Cw|6iUEjA$4+j+Z7Q0&Kmw%w_$D=|dGD@BN
zFw!)1$Hw|s(8A?L&)?>W2CUStgpyK3n_8<11gJ(GVLqyeAh*iZcKB9xtf?YT1O+id
z-DhnkjWccz#%Tt|X)h&g9o^K8s#l4;y)xduU3L655w@!QGU&j4H(|Ltvqt(W)!w1U
zulUlp16@__+~?esk`%4aG+NHpZBO)`NhPbEH58VXs==VQqvxlt%(`49j5b7;HrlLA
ziD)PfJ7O$4T7g%|oQcmyt8JyZTX_MFT9V_hX-2Jna!0#zbtCF$L1agYhMFVTimwt4
z{iCV-?{vH+l>(i^q%OCoGX<zH**K36uPzyilLwG-XGWW~pawHJddO!#MXzbR-VqSg
zz2xut$?H{Lj`;TB`0ewrw|z*jb6&BGuVeRBd!8RzP)aTo`1Y;G<ux)gi`TCxT`}$z
zbvPw+JS{5plX|Od>Bs*yNa}~N$H#APYC8M1jRuUeR`9D1&d_om-b}!Vv;Vp8%0m||
zwfCN>G~e-v{P-r@Br~hLyxo`f?B}dG{A?;Wm}IP^=O3%RNZU=S9C{o5N>SzgRT;Cp
zeF1G@XaOfLyqfCR$xTJN%Dua8ox9ATi#^J(+sD47Z^Dvz<EZTqZWY}lblYH029<_$
zTB+sboSL%XOZX94J8x40u^Ak8AFdY_UTK{l(Tt{UUP--}vRBQ0iIZoNcb<21z(`4*
z;M<%;M)QrPoxg&1@<FT#&GBMaagbc@4_@~Ot<)D$Uj3rl5qvt_Uy~z0-uKVHW6NE5
z%wrOeA=bx8QbmU$EsS<5qG?HUeb$YOQ@*NgDPF`ke3AI_=xamYzhbn^<zM>AFF0=x
z{#CKxqmGO?BXK@H?^o&}|2mn~KRUc|L#q=P|3`x&GjpIui{o&%Ubm!bHO`N80$e|h
z2LWFUf`St6KH>QxbOrOKFq#|XtCq#w3Ib7ibdPtPrOnbbTnU!hB-&Z~!DTvjIy6^u
zQVoTO_lmE3T{65ww{I7DeXs&+Fmw4wgk9p9U!qIic(h%37lU&(PjP`BTA7I2D6ir3
zyZ7{0OvOA@O>+0{b8=l>vVHe1Y9T(8jd}0US2TxU&psv_Ia%GiMfG>ser<c}lS-hA
zy^r&*k`D?O3oJ%E&~#Leu(KOWAYRxg>j3%NlYlp5nDNs61(qf}B$&)|D}S~B`CL_n
zsx#_zgu55|4lnZ`@W1cB;CFttHuafWI$$&`B>$a$)#Uoagi1rBs{1*fUFqT%V`1)A
z%zJksxYKt3coZh|TH>1gYxVE_lytL&dP1r7lRrLA={vs6my4n2(II|ycU6kIm*afv
z)~>{USS0$@X8pg3&x!R64ewdM*SeCUqa(pCFH~h`@CpYtwjS1Melv}2olo`7>}E}L
z0M(htn-j4Pb90Y*hDIMW#oTV1hi-h@3yb%Pr0o9r^5o>`v-N0^kzXsBb5<~?j$-6T
zA2*Dh7744*O^+5%*F<BlUSiK#ap||rv8QlD{k@NTXQO0qefiOJ;XIbBiJ6wDwe2as
zZiBl;kADd;+udP|A5fOpu*@JLA@OeCrHU+la5iy;L_2pXAx>T1KSrZPUVfA{Za~?6
z(;THNFW+Y|$2U|JipEHyealtUz+O@QyvMmI%EWt_jP=^JHZwj(;M9c^(%HG+FB*$_
zpXpEi6pjj7%~}w!$dm0kediG?0dt_1M8w4@dU=T=EtsGXo5?^!f|;34yRh{sh~sYH
zWMxP5lX;#u*O=EG{7FzC6nzy~AP78)kU=sAA#;F0Zms*z=UvMwAW1!L;!A*Z_EcDQ
z@jclx29dSq)|z?$=|V?dV8%gvCNF~A`+NFl3Gf-UaNIim*DG>u>fP5&-yb-{RF_%V
zpmcxiMs?|m_M;b8b>}e^bT{B@G#_=`KpHzy2-Z(W=L(|A%%=8I(4fhv#>t@CfeI*3
ztA0)(%8YaQa_c;>(a0S~Yy_Ewg~<VV&;kr83>46JlvGu53F##w0HGpev=tSFE3cr?
z3NI57_|Uf+6oH=E#$<OAM@zE5`i<e%_OJViYBjzhX~B`=c-!;-S{ODJ1_^0tKu7Bo
z%e-5lODW<+3-7k(N>@3FFV|QXDJv_xbG({a<CRudS66OW;?#>k`ECPg@o_Ui?3{?0
zneU}br9`01yvGg%tz*EIMa0KH@s)%#Fn})6kG}@h;BRH7@j&@&S#()|&hE}Pw|%vA
zbw|HDl2cH~y&uU2CMD0Dv%WrgPEJmGd|n=FS={T0(g*+jwsQzSZV=#0$fd<I2=`Y9
zx<LFk+ivxD5>W3x+X#v?z-gTQ_+Jw31=kFz@vHrrYVzk<BN#2OUQy<ctz$JhtEs9c
zBqYF3CngNeK;Kvvs`LGCZbzS;`Gtgs=fc|InR_TJiw;7;03tMMFl{u6@9tKv!6r%M
zvOb>~)=Au7Redcb!WO!}dPRG6{Q#x)euRmKhhTDYvVRrWO&{R&-S24Uzfa#CglUk|
zcT;Hig?BbIr2c4FGA#h2&%pn1@N7Q+vPc}cIyw2>G(5LbjWqp8@{$Phse@W>U_I;q
z`n4U<EiM4ovILoM(CNk~EG$F>+EFbaDn10fAuDTZG*r{cI+t;+3mPDXYF!r5^~>N?
zp)E-2Y>@~qsjEwhAou{m<GwjXmYA4`GynjaWG;uk<(&N*w$~zNq94Rp?D=RI?XeMV
z9-g#KM3+YUGK-AytgUk<MTGP&1vHRH<X0XmphUg*tPnmDkgx!qrwHw)zqe*Lezj{G
z7_7aVe<bi4!OZ-}@yIz)59>VEY@E_iNT;*xTOD&)$b4yih={bX^W2Op_7=;RSC-(&
zR<m0f_hORxyF|@>yB1EROGN{CNsezeQ)2UJ9k+?f(z<<>+Ih;zj7xj&a<S#mK!#ac
z9Vgc5Cp5n>;Vdsts(hAn`BlUCbN;R`UnJuH`GIZksWcdtAp;D`g$6pe7`NmT@-BZC
z<{atID83f&n=7wiQ=EV4RcJCapv=;b4)8rhk5M%H>m!U^gZ00?kaB;_FW$15ghZQh
zciq$d<iOT6C3s4j%FUshI4cKTG{EF6Ep^>{jig_1O49IDl9+_VgS<>U=m6N0H8YP9
z(dkg%tvc+mPUg$&d?i$FUxiG0xQiDzzTVrX|JRik#vFg{EVcn4mQUd3&BTO+KxD6r
zy00aa^(vO+=|oPwn|7wS5GHr$Gc9>qbpW@5d7ay2HWjc5yTfWX7QyNuATgktAc!Y?
zpj?5Xy^^hML0PYgWV@dbGjq<u%8S?1UmxCtJ0FAW7>f$&_alo<r(10Z1GBwd-ZW|C
z2Ih(K_tGVlAvZjGwotd^D<nfzJcHZwO@r@HJBY455PLv-(V2yt8~^6RuPq=??Q(wR
zEdi{Y{QUgdcWGf|p?KYkW=+&2B$z4oi|4cYCYXWnS-L>)Tw6;kF!Jg(3m{t|$7i~{
ziEYRGtBL99_-TDBBj~4BP2h=vxBcUM!xya?Af8^JQ@PuMK_ocUPD4Qv4w#(k0vC9R
z{10Er9yEOYGfWwH_+DNYzdumyzy%Pb71qEuFjkOO`f20q%<#uf3O>R8`}ZRvBW-v5
zjE!lbi)?&FmIVH2pYC#^xVgF8564aC7mk5}3LTu~eWA#&<@{dKLs7z2L2ess0D;a%
ztelx67x(WgLb(8@#_M26X&30Rtxh#<PBlwNyEUBb^ILx*HBCv3fIoiSMdoGzYYb)x
zI3odXaZ8Z8;xcSbXa&BBod7TB9;mXVe8u2@ga%9mIxw?*fX+EsAL~uA-uL~bc;~;q
z9F~?V5JeZlXq<NR?j!G<kKsj!dLtD;kI*t<|KUV;eE&Ula=0;V%=gcCW`OSuRtX_|
zh60+5MM{bR1DmiNNQyZ3Um{eanQ?1Y<dqD2g%mr(Z`CTic44aQ?;k!&{E0?ik^YQZ
z;lOmn1RiKvSuc2Hd3nhndMK~6BUklINjg;4kc}1)J9c(lB>o<Zc>SJy^wdxqdA~iL
zGW3@6a=u4%rWO{=cQVA6{Ys#hR)mcOewgFAs7JT}U7UzJVPRv#1c&g?oDYy6=z(>I
zG<f<wfCv%ZhY8*Xpjf#dK3qZVKuc#f{N>h@E%|2uzY`d*{&n-jQ6Hx_MFY+yu!!jK
zr3JB_CqHzoV*Ycb-$U!Pa6lf5h`iq`HMWi4gKY^B#eU({ZqS2w{bv`4BKJ}}@E+O%
z11NBEn>0{Dw>D@6M`>wmFaCx-#>{-d*7Je8#*;0%kk=`RwdXkC{!1p6D?oN~R$W~c
zeJu#@xv=<my4R!ynz>(>^}>Rbm#1qlLhS&6Yu7^zxk7%h7a8gtP_MRohd?Rt(xXJ)
z*)9N{k!4q$<4(FguUYvI)D`%En9OB9Xr^_KJ2qW^4zvB5{RF79jvG5bo%7a906ZvW
zPfrg#B7lT;!3<TZv42|_0YVsqwUdyPgtW`HS_z1mYTmgM#;QU<zrWJw#(NXav9Zbq
zGH#6*?OjE#fm>#W%FW54mJop%tTlIWAUiONh}7s!PuIC!1N&29-AfMaNK1Hc#8d;(
zfS7_}-0Ya{mZup2TM<K}7()pXY)5EB5<4hXmB)7!{=gRcG$v0EDHTE*0jktSbxAnA
z4-N>`f85_5930e7&VYMyeGu-2FgrvB;08-foI%XrYb`tcUw#e77j^)aY&l)+2oMUD
z;AOz|1ww<G1(1kQ@{XYRes_25o~c+$WNfU5(dz3*Z)7szINsgtG68`C+=8NBb-4Sa
z`3-jH{k^?zzJ9Q4Cq6y7fxvPBPNwe&IB7-^5ene76>%l0hC;-%2na^{aVma`O8^wh
z=xc`oolfYxN9>eveLO&%wh<#V`<M)Ep-*I9UR@m@i;y+~>}O7WeZAiDHF%J?f+l0A
zckkZGK4%?ekn;gg4R^?>s9F!mc7Ve@I)V=0rKKgHL2kQd09QG?xELS6o6op=fu(_<
z2M{D|eD4Jkk$8KH0Sh1qYx*ZJ{^~t8!a(?6Vz>P&G7<nGlY~>3gK(RJ@U4rL;%mrP
zjcC9{4Wx@L{jO1cE9>CEjgJ+qi941KuwL`odXI?)@0-ITBd&WtRJe_6iS54?w?>h1
zQFAwYZ0LiyaI<`k)9lQf%$twm_Ai352xMW$BCPIoaSvRGscp+MfXIWG_9iK0FXRw{
z1(+zhcO#RGk)0jOu8NwCjm>EwB`HZTHLV5)^kxDs{vu2{6bZDn=pg`K2w`7O>v{m^
zpabA;!!{*viVhCkQ7t_$uHD88gqTm^;lp?P+Yqs`vatyTBp{o|zrBdI1py>L6UO6U
zPzjw10rGjV-t_QKcV#s-IZw~(eKD}2z~07Zkepc(2L`&63_U7;%noHU$ldt#)U&;#
zW3l<-wE2IwH%7$7xcee@0FxT53s8A2f!|8-h5?@b`D(!V`?2X>h`JCo`WawIJAm=E
z3tjxVK*ycr@&d3W0Qd^rj$>l*8xZGox>@78@|6l<g+il0Cg5|@gBTgnd!P>l;5Jl)
zHZxqeG&96Qfd+;wI)w3h4!BeVpGtZ2AwJlwnRQF##^REi2%(ua`Asev1VW6KE8745
zzjOhvb8*=p{zk~!!^1iV&<^5hAhmUXP0yf{!^Oj!wL1f34x!3(B=|z&z>10rgf%i%
zWj|Ye3bU43&`AxvJhR}Z>+a$RRPf)CBw{X9Ua*_PWLgQY6k;106MvjIzT*M(jP%!x
zTNDssKk@a4t>OhO_pZMt_%q1{GxY!`!^w%On48$w3eO7d8Te{@)XkeWq3hHSg2V6C
z(@q#Dq#+gHJuNUa;rAbI0hwocSV;v=x+7J{9u+Yuip+b0Kbd`x`HwT2-z&U4p=WE$
z0ehL4o_?!H025!I32YW7{ao`jAMwY&hjL*5XI5rzyMDj)(U9l)ix*GzB;gh^@9~#~
z1$hI-6Tmqz`W676nc$rf;tH5AzU!fmHf!d6Xt7=3%lEe?MS>yfmhvV;sXh+@B%iR?
z9CW5S)zs8!Aq#NSA2t<W6A>O&joE-x4GR|+9&FgX`-_M*@BY)UerXSZ8UdybvAv4%
z^aLp2xCaf{v;*)EA{oSzCpvrUVIWjqX5eaq9b({pP>)>90v<my3h4LXU!S`|I35Eh
zV%HrZ7COw<lK}-tWAF#sV_GKIaV>49H7P=YQ3$>hX*5JE0`LRrYvz2on$GsrOp{}g
zk2EDy<c5j{CONb!nE~t)La`P=&tX?i#vp-EE&Ts<ZVd9>e#n&+qJ8b|Mi}ymDJkKA
zeq2Ce$68lQ-~WCuJCqb~FeOgbauKu-5O14*b0Us|q$*c`4CN0L+*+SQP9W_j0Ol2t
zqhQdA8^0(b@4uO)hxU(y2X99OfT<%`@bM7((10}p7<>x=U4FTG694nWZaC6oz01l%
zL8|)?ToGY!pB?QYjFZixy<;Iy7O<|k5)A=0u9TE0<W9rjn^-zTJ;0rMdE*OmJ^9V<
zYZx-vT<6bVBO$Ln&B8(=s|a*F3~9JZ4r3b%`S<m1J`}RVa0T#D$kTs@|NrKXk2Fw6
z00d_g6QjZkMgx{2MD|)QdYz#w07?c*%E~y<Bvx)S#QaK~eRTsC2{>=3cmP<{I=1~E
zY8lTx#r|140gDu93lOO#zJ47Eh~h;ggAlO7VOM{Jm{xCN|E@SX1m=X$dci4M!pZ<x
z^)<xZ)GQ;so9z7j?qh^rKWk$8(S`(Yg%1!w;pw04u8wF5S6H<*)2_&3KE}{^M1evf
zIXvRiVcPH#3K>R4h+PQ7^Pif<ImA_zVvkv2CI<_J^v(U-UDxrvAF}x;@y=AtB|)Ax
zOy{@&?H3INBOGx_Nu++jyajmks~bc}+}!Q#?n98(VIc!dvd&nVRlhrsInLC&ihAv2
zb$K9>$IOiJqno=BMk9DhGnkQe>dg>!g}Rjov~D%-PS2l{hlYmskAq7$uQHtdeG4kV
z2frpOhyJGaK~Ah&dmAnjfv)j>9Q86e8RB>7)}7lt22Ty0yS~PtnQ9A$w=G{gm$6p>
zl6Z(8Hojd-ht)1J=Y@ehGMGm~fSNJ%x2cgfKY95}K%mMV`8f!Y0oExGFYoW#`F}f4
zM+pmLA@+~`6bhW1sBvaMrdayYM3&%jA)NWSfQzS)Ms?PGy%BJ%HUr}<NE(PdL@?VZ
zz^fhswRZ8)9{}mNxkGDy>9?NrQ-sUG+8@mpZ^YvJ#}(JhY)``)Qr!Q8kh~DmS>>Yv
zEEGPqAP%@<1Vs$76;^Vgx$*Q{HHsOSmx64b6~)NJghn2X2^Vpy3e?!VS2iwJHty?@
zj_j=SoDqAJhd3Rw&oeSM{rVSO7=c{{9m{`e?*J1jm{GGtA8h^o-?ewFt=S;d4}~NW
zCH?O*hd&-JE}*q1*8GwER*IQnf`NmA5*uR1oSKdw{<~jV8esC3_jdlXq5+Py-2bl+
zGT4g5xezNL)BjdhR-zcKuq;_vSTGuW4nM<RE9}NN!R@POh?Aj+$;d*1rOE_Y%Lku4
z6|AgSkzyK9!z!`)U<E%IIb%kpOLz;Ys;N~xUREWgpkRSUPZ&k=@Wkif=5{aIHEQw`
zV^#UQx7_OrjoR&<oy>40a8@3?Zjj<47lBHkA_Q3oni_(WE8uGTtpPWzkgv;$VE4ec
zU1e8qftnp4tdMUl9>gm0?V)O4VSc_elwx8OS>P>ieG)~U9Xi-58A3+Hta@-`1tND`
zCJc(6;D{6cse{UsT2cNhC!qTO`HwrD(OdrSbDsggd)@Hg#e*Bl$jeLk1i&_s!OT?i
zd;T&|e*WV(0<-=^%K$ezv3VyN<pNbhAl$YCZr$Z*#~hzZ;1co>VINEIHd}TPa^L@O
zsYt)%GX#Sb5H=%}E=|efJh#_i1}ve<e6-hl10n9V*;Rc9bQ!Xqr>p4!kV8sFCdM#u
z`;YM_dM@OtJ{ocNL_?YV-zPkQKYmyts}5+6$!@P3egA;yIXHOaOF<nLLdcl?<H12K
zR#w)JUFL8FlH<2`%FsR<a0BALqt<mPeV{;>6M=OD!v3JPKZ1k>s=ONx>@XWHD0#Gi
zp`I>UG4z)*RuLr)6zbVG0Z?irxq3A?2m{;V=kQyg(m8D~{qw$6@V?w!T*0$WN`8I~
z)BC%-yHIuhQ;Vo?0KYp-J6BQWr8VGyA#NNmxjc~!o*uZ(VMyu*;h59^V>VNopKr6d
zh<F;0`a49Z#tP?oNra`HCgQB<<0F3OjYK4(qR^Kr1d+Bv@bYS3S~y^tzXPBSVpK>p
z`Y(vU)WH~2E%2aS*GD<PpuBJO{P5ueQad<44@3;UxYm0Sw66Ac=@R|iyu9|!W5i;*
z?f-|x?97r0{-;?RT%{ZoqiG4lr#~R2W`ybspi2DPJ_j}*xWR*?0$*Iy^znNNH;Rus
zw!aISz72g|A-mW=_df@-Ze_ZO(gHBC6RiF1(z_2H5F~$TT!Y*R#n}5{e;(>zOOS6|
zll*&d*ErzsVc*N;?nD+;AXw7)vW-I@c}2zge>p2?j6-|$@Sz1{76=xcA0h}Ca76>_
z-fz<SpOYp?^beIF*AWd7v9!Q@;0_>RdBiB{JSPGD>=@e(`-I?+w2Y1MQ4vv5vJiYA
zrW?ua!I2_oCV;?1fQwM6Fxy#Z&2VG>=iUXHUP8XIB1Go^e2)D7-2x$JgS+jIV*+RE
zB;*eb?%}K|24F>bjcWs;#ttUiY;&p#Y$SyFD2wt(_oi!{yD*3(P%yU!o2Z@2ft`&F
zDGI|cd7m;Mc3S(|bE~&~NrojkIq2Hj+Hh|j2-zWSBmV!Gxl|mP#AIa7v5%j13LmrE
z{AHn)Fl<+)RWz3I0Kd5ti8=igUs{8g$%Xo1WwfkJDTHLo%F2PPDj5$*o7?~Oip%HU
zzkesDrv8$4!$b7`OYH{_V&P?Is4G{m-l~&7k3{^zamcLG6Rd!tp`nZiw73>bOiU;w
zykp|!jq7WrFTaX|yyW>l1vT|l4;xeAC&Jg!>r_Z|yT>7X`dn(kV?yx1{D&C0nb9p=
zyr2&s;-*d2@dtsAv027(`7(ln6oM#cI%gRMmZDA1_fql;3gA%9W_1`d42pn6KqiEf
zpFtbS`XlrKW=I8!KFekW1hiPK*FL4j2O3uIvzC=q+<Ope!kE18gO^B259TCzOwJ)C
zl!Hh42|GYFs{o2uYtuD1pvuG#M;V#Fkjf+n2ZyNtnJCCx4E}n22%8));JDWm5ePzT
zXmB&67>iKrX@$-5RHxtUpL;i@cmIADRzTo{>HYh?=q))p%&Qkqwq_!ex$fm;Wwjiq
zzhBS*leGDpd`z*Uv$MK*u*zMW?#h)bhE;cr&W@Ji2R9DE!Xf8SeD>eC4>rb$AjMlR
z7r6fT@#Dc7XVcYrRVBhkllkmbR!TmkTKmjUR`%IG2^krt%JZ2wctk{9kc2}mQ1WDr
z1-61L6w{$VE(4I&t%m(OP=bI24joEpZ7`Eg?GOM2Tomd>&n1=TJLApgWH9J;O;%2B
zs5v0O50b3@<>aTY?Q&OmjH;2C3@JmN{Mn9=h`^cgUd_19!{bqESz)jP)d&^=fh+v{
z{7A(C@b1rm;VS5R1_l|{mNe`}q>c+SDFlGyE!p>g@)L4E3PnR40)h_Uo`)a<X2(AF
z?^7Ya3@2kSW|kFjaqb1S-(28zdX*16j0D!p7l)=7V^;SqEG%aFpF%8!8oI=-as@(R
z7`ML7ZBUM);5CM&46huJy6~&)QrY?^R;e0<Qt~bw_K2qma&d9Fjz4&^2&W5jNF)yl
zH6T$(O7w?bK(b;E|Lz7#YDvvp6jBp|W51#0-rin>G~00a&FBacY%Mr1fXqVF)U@&;
z0dkNA<kzb}?5y?L%`wuNyaH{>$jPg!swy8?!_|FAoH~KkzLU~?h6z!52TQ!fGdPMR
zLO7u)q;e?=o)5vUQ*^~MbU|t{RAqmU5+Ccwj~^&vAzw&Wy*5f}4E5MG5s<OR#y2K@
zeiHcK>ztgQ;k|}eHnC`g(I6A98iYjL1zszD(FC^G6>i?G3x8lR1IU-Y;o|%hs$ibE
z)80_nMD#zzYmPzL<Dc~GmS=I-a^J(7)lRcfTeF`qP{>G8!`WVM|2R_ULP|vtbOz=N
zIoP5ouU=i63Fq$hT6z5lGHpUsesOU-c)WP1<S&5u0XphnYnBE{);7wT<KXNUk)Hs)
z5Gayipx~%nWTIN9ay%Udglp2jmNlQ(%Q$73lqo^3qRUB^7CIe>SQl-)IxJt58JtW&
zEREEgp}+)XN!a}|=H})vrl};n%J(lIq7J?DzY4qZa4Oe!|DsYUL&-d>N-AY42~iYD
zL@H&7V%aG}8M34@BqURzsLbtD2vLTTS%xSiW1*1DLPVtVd+hJ}&iUgz=j>}=mx~N*
zz3=nf_iwtN_mPvXX^$45LUfTR?cw&r;nEv7s=2zpFiD9%nyg`MZ5<HYhv%Et_MMlx
zs{^t|BTsI{++uZ<;!23U_#&Um#pfTDKsZ1mSSfOR5jk3eU0BH*=&EZtcZ9J?+h!K-
zggRDow8zgM5viY=X!F%e5|2ynnfwWZ#o_yBHF9uRZ~Y?<B728~Fa^AR-_0Q2YDcJ8
z(HHwE+v&#Mw%qJz<)fga<nha-4c$?65|`MtiHVB6Ja+w=yk7hhC$c<23opR;7==`J
z5`vE5s|&JoU|d-*H^bmQKd@l;5YiuL>t?^OtYzSNe{yaz<&!(jiM?Tu*Z{lap39e&
zU!L#t!X<8<j%u*Rkz$&!T4Rh;_8vH}oH|(>r&fDfPQhhZ2v5)*n8f(zH4}c3%iq;V
zHzp6iCeNFu?rUzPDTPjj>OLBumcP2(20`BvrtYsy5z;Jmb%mdcJpIjgaD|-cZAud*
zNrNRT#S717({WhLLFeL#A2=Z`TE%(hN8eRmvkL?hNZw;ldGKJt#XJ#^67no<JYPEq
z$C*%^2Wr@OrAqMw=JJs+tL>q>bYW3xg4ck!`$DE&fxA;4w7uQ0zu$VkHoeLN9Dz?j
zKJg0*@+mrLKRIX@0C-9iKV0IRFTR4DJUqT2`SRzs-@$wl9b<rO($w@crbc@w3O$($
zyKb;dyqAR;vXU(KJKJn{$dM{JISQLivX<=v{J9oE4p%{`dkx(HRGJh!I<AqVfR1tB
z^Y{kq5Ga;J7shc}=kw=qlpNWfMAN>z)ylrjxrsROz#w?|x10dZDgOBfuhPid$L9;2
z7>7p67X!6e3hID$F&8?Q1d8qw0sFHX9}NaXE|_T>!AiOk>;7wr2OjnP^ulN-c`N%e
zHdjTP`l%Y|>tDf8F2Hi^?0tvZVJw>ssap{&4h|MaE`=@GAi41Vea|34#5+PfWU=_2
zdX}XY%w5bbEa|Xfe!<f+#2{ucC^<RyODR_&`hNNV*XfQKm$;M5<3t@5)Zd<PRlFIs
zY{RxGb92?x8|)`HKXq4;aTG&HqvFrR;6|_XlhJHBYl$*XHar%QKI}I<`I^)xNrA=p
zyjHTP?z$DR{+?S`XTR4jA2A5Qg`-^-FL)-$ka0Ppa%s^q)y6vTTOw~OPd3w0yRWix
zl%YT1B%EL88FdwU(+7UnZAyFPg*%I~2n(nS`}u%WfqBWIA0r*2fFAqy?=QZu5fD}1
z^Zb0Ic-RscOnc6smn$wQkv;QX?AEPYQ?t#+17m-Mj5iq~dqf#-worulflk>4qXoL8
zXWeOaU0rslICU+r*X-)~-xRFc-ncs?;u5+}`zb1u&@OiznRxa!)UMI)Fug46$N(P6
z;@pw^0F)+kh?(dKYldNFGj_H2sA~qWiw1qIx})Q%yFQ#~z}Auli>apnR<BCQ@+Q4j
zPL3O9(|FD-NRNzT_dcCS`Q_-AIe7TAjC22yY=QiqtTQN%V17?d6o_QEF$AH9JcY*~
zq+nmDSYU3&uWa~ZQc`kZze`=nU!#}z`x^!WFF(#yQlb7oDz<D&H+E+bQF-8l+K$RQ
z{UcX}^UIv15X)}qbw{U=kdXK!GNhKUVo#pB#&vd40|QTz5506$IreTPI}MeoJ6e}x
zH6HAKGW#Q!sOZS#Wz-|6Q7Wlh?ONrCJ<GSvnj2y{gy*ZsFDXTOnq<5Me#ef+bEXqs
z&%Ax}X7`aJx5lx-x*KG(OMB}q9!KEBUjL<^XI)3nSxa2=Bw}>dk_xjz@=R(pzo)L_
zr^x!iv*8VM>{k<$d)20+&p#5C${%r)Zyg8*4T&rW7OK3fitAC4jq4G3{rVN8hiYfC
zP?`WbMVgF&V#pz8)iEl9o_CU;CM7L(>ZvZmCNX~g*4ul5;btDxr`!f+`AmdyIP%O!
zCeknNN$5N%P2RUjv<L-L<3U2gY6w$==u?On5s?a%?O!6*3!Vn+ZIo*GS01~qs1L>|
zJg~*@$eme1#X))oapBu}`9iMHCNBM2iOt>nYA49-KAdTS5IphVyIckLFW7CQ;Oj;y
zTmhD2FdS0tGDL~}^H-jkbOFTmF<jPeMW>z$)0gK%pu_)V6#f+&+zGP`%j-_lKs%LS
zHe)y!a2@PQ<GJ3yZ**hJRX|@o5s<yHDnl8OvKKJP#;_SB2n`<tTl@;`Dm&-X-oN#6
z$ZXJF(Wr&+1CAa(yjFAvLnk#c(ZS=(pplV0pQX_<%UW5Et7?PU3n{s2MA!@>Yu@6<
ze1&qBt77%6r5otD<<zrG*O>!~?z1@`M{(z0oa@LR12h|W<_2f9g6hU0Nl!JZ8azI^
z&kUjHWi(hj?^q9bmAXtd%Q(gCc4gPZhVePcs*F$2F)5k<BMWr2D;r+azEJP4RS{ii
z*k~CVd-pDCOf~)3X~$fML(mrA-tPnNsmNBIj+7l-N~dyR1ulJ=4Vwm<uX{437i47c
zG%)i3{QoI%`ld^KF93*l-%w^gCiq!rzO1|T_vFp6u&cNo#SqA`|B1x;(q$yL1F0k7
zql@Mx=6Qg2^nJ3Nz=3NqVR4NuT&HPW(u>#JR|;y(>F#0J4#kdDytSK<we83^4fgjR
zn`%Yt?gkdAijR+X1l(5!N14V=am>$$6f_O><<`W-JRxCW$s3}(%;fLtjNt^Zy123d
z6t{QxUO;58!nK1j9=}YrJ^Ng2)V+HW*L;27K&uGXi&5_TbgkseO;GaHnwpwbWKE2C
z{JG?cLmeD1UcC5s`4Nv@{&)p%Ad{Z0v1@;2l#j-0iABc2C!^~Ad!i{itpPU+TO<UA
zGFg4=*RQVv0)K@YCWO7uxC~Y5r(t-H_0obrbC>u%FL#zM`S$0J$0Zk$RSj;hnPz8H
zCoA%GZ@*p6OY>J+z5jTeXQsc2oNt`CygIXAnSgbdSLveu70R-{#+&@>{%-uBVz5bK
z?}CLIs`r^5YzSg^EcK+V2!HXrWUQZU1FfR4`ghd$ySvkQ9g#00I;vk)nZ(9`)x_Sl
zavFJULd6Evtp6)ew#?Z6&zu`kq5zSUK>diDIEzyad9q{L^4$d0)YL#vG@v_>BQdZr
zm@Z^ANziB%6BE<H4cz$u`}gk`dM-(x$QO!~x7!Ux$lAt+OGs$*JMDe@h|7q4!Zo!1
zlK1adpq$$rmQwcy>;<k@m5K-$!k6~IxW@tvK!%g1q$B|T{2FVAqDV3+@$e&<h5%b%
z0Vwoet=Nmj>bc%zl6&dGLx&Evavyd&e*E}%<QrHhcRVI+1NYL>($eQM&MhlVEqG<<
zfwGOa?LOsjnVFeEPg(Ji#NOgh6u2WJR~Eg)CGLoXEb6cW@57IO&NiWDvi|<l_9<^$
z?shtzE{m`hMNBcA&Te%-KAx$ywYB;AnU%!<<mO&L8G`tr?9?R*DJv_}7Bk~*>mNII
zjc8##)pt8*36ZLQcwq73#T2EWs7T77NtSI9>;$6k@bdDGij=Ukvv+13J$jUaP5bQV
zR|T}S(QX)0IGphF$cS`b{ok4#qY}dM^76fPSGB`~OFa&h@zI|wM4cpwzh~tvJUl!W
zKYHtc-sNy5K7aehdg8<hU}Y9@adA6$>Fh_t<7cd_u+A6Zh~A>sR)Oj1>Cl;WmO@Bb
z@TOWi2Sk)FaK3x@?s0N5?0fm*;^LF1PWb{);rqX!rC<0K?Lu4Zm80Y4mUm%r7U1*?
z{s><F)XWSW^3eCm$+J%G)OTb*iUtyQ2vk^R@Lm+2?98Do$?7_2VBiC6iyQm0Qu(gV
zB4J@+&>vEIra-lQ2*$+9fr8NsX(F;+8=LR)C&R#vx8F>zqYB&G&0al!Lx@5N$1WO@
zwOB}+NQP20z{@lUG|z%e+PfVU&$hiJF523S8<!k@r285Lmc-5E%Pp*|$|GF$Wp^&R
zDO<*8Lo!UzS=p?ttbqBBZQ&OXV7}m3<0>sJefd}4BjTJ22ng7BS8!2!sjeRpj2Tt{
z)t44I*VG$PW1?+hA~-QIL9P@ykh#9g9B$mIM_TG?M{p7(ShD!EqLPw-)t!6yNREzV
zaq{PW*$lSl2_gr9PQ|)Ft@ox-?8D?_HcEKzWneb71-Dbu-_NfQ2{|rqZf_VTCDql-
zaFfWH7LY_pf)5Htad|mwcz8I87a+9b4MfCDq12^=({gij7gkq4sdVc#*`%y2gvv!i
z0kSxQmiUGEP3VsY1FG5!JVcQR>6H2mf2*XaiFeVWMO2IsOO9>J7CwIdBK(1E+qMx?
z2N#k{L?k%Vrm48Dj%#>$nDX?P?Gm-Ox94R0j2zx-TxAgvk=mvvk1s;8jfR&=un4J&
zEAjEG0|NtFfB*Z9Wn^cUV?SUGEEE+L&3XCK0z@AvKI*$=RWn53FC!xySV`)dnsk8G
z&dg!#t&``@-9UV*_|2Q8uyowx73Nh9#J>nNLhIExHui^UZK7P+?F#wsq?Hvb3N4{O
zcjWEvU4W89XhoHDK`C6d&;9-W2ojk?IJ0+jWTx;&&7onz&*a0Z0m&yywSQGPGAY;(
z;HBGfTu>(On~?~j@Q|P`il0wV&~oApbvyIZIJpv){D%9{{$*rk)o?ClU{H{OFgrak
z@dyYd(rKT&yTv5;`3GD9KKW@;`|FpgnOQ`E@Nv!WV`E+c0c;Q#lKKz6yk+GsQZ#VR
z(}ihk8Q-Or!J$}g`eo_QjAXb`78YyVkqls=7|_g!1B(QoL~x+<_Tyx^T$&ynYRI4s
z*m}`Eg8>kk*v?K8d!H=Z%5?^OHp`_betKZ~+2ZDAKC5?8`p$eh%fD;Uup9a40={gj
z_#o_GBWY>M<iQ?$<Dbv(kFxV%jY<T2r~koM^Per9*)_ju46oHTHu@$eZiF|-MEUyq
zhR(d%(#Y?(7~c&(=!1WGo|$PNd?=!HAq{_(oo-{pMp<xG+)2VV@Q>AO<mUCnpH>Q_
zEq?m!+11R<ZT<cIM}*ny4=O1sz51HAaQ<Bl*rU3>Vm|eRtt(8G4|TgtZrS|L{re>c
z$}TS{r?U2RX^4yNy!^OxANj6E<Ddb%1Nnw>yq-e`jf|F1L|X7)YmT4CV>pi<Ee1Jm
zFn{c=dhhsLR@kA$Qsj#2K=mRnrq^HN5WSCB`BaU^91ES^6*0LpDem11rvB(yrEiPu
z-P`Ws!($is=-Yx^B;UB@?lNQJd#-Xq=a_6+B_$;h1x>DRuYr_4ls_2sL2<ik-uU5f
zpQv|fJIIHLcWGN4>pw_(1j#)cBz=~z{^a~Sr3aqj8v@zdV8B{r{4gaY2>A5ACdb4_
zo3#J%*ZZSPjuo%JB7=K|pKD)OP2TlG^M8sfU%kw~f93o=|L3ZieuB&SrMGvno10t3
zS4Xt9WTgl40oSh=!DfQ2tY>IqLVt5>BP71CAN)HQn-{3v)M4Y<d{DpCZsn>~4Pp%J
zNe6eVXTSvrO;?D&2N$CpHrEk8hmQ(MO7fL@oC~~teVKdB=s?OH#3#5}Y00^O3Bw<u
z)$7*~Sjb>7WMpJKZ`|O3$0z27KI2(fsLCfOh(rIl!2(do4XhrH>eN)FrKYkYTxIX<
z>=P2gWx0hP4fJZR%Lt}{UW^6@1q}@zx!3T13WY08YjAFEE_A1<^Q`fkloum$w8e(m
zXQP`RB?p_@G%}@3M{h=J$HC0zr%x}ov9Z}~`jQ(ZJNmA_@fYT&Z16Zli6;ESICCk0
zoV|<7wb)ouENuf}<4BnI?7)_UtrFMe<x8chU%xtWqF1Op$x?7H^-)MM%{{8YmE8tN
zxi0<Dg9m=&Jkn-?s38`BxkN@9ZqEyVWSS_`npIg*akHBNyNfD>_PlYjPm2Dtw{C4t
zZZ0WyZ{MBBWk}{vb+XNVmG&rtrFqiQa>1@$yMXxp+?ZKdMt}e8=z`j!z!>BMciypp
zmDT0w(wd1^vq{OxBvk@VM}wgb0SP5W1TnNv56+!G|J+i!q@-lW+F71VId_VHi0f`O
zF)E?c^H*%BFAB&BZ3TGcp<b+1U(>4c)NKQv;qL1N1q5UqI@LckHm-s94!4e+ZU#3g
z(f`&5mUJl_r17`~1SEEzJAImVS7$F|Zi&F8-?(&3C?F|aTS3I;khOR$lf;`1QNYo~
z<s8Edk;%T^-ddas`Z^2nj+4Uo4?N-AaRfr=L|^^2Tl?2>Id`P9sKN&2j@@*7e@13z
z0>s_xc8EP-;c6myyn4-jAi<T?n~Dm~8E6er3)JEeHa>6mJ>`4V?7gs<7+tCt?b9Oi
z>Qxpfq<MqiTT@=l!ZFbXMy)yiFgNgoO_>yp<_YCk`pf`sLzT0tjr;mPIBYRAJe=qD
zty_L>on2j(&CPd6fa=`=)dSyo3Z;^=vUm_rzH;Nnjpm0538aOA&L+xaOrlCt)Sbvk
z?N$_!<=WcX#F>VPu*casQ=<6NY7ipq273l$@5z%i(0wKfzeml~G}=<g^!RafxDLtk
zbo};Q#!xZbOI9_`(#c_EMi5CiA3C&#f78m9E3tDOo<PqyX>IL~b`#(R=^!p4!3Xfz
z`C|1DL@y>aPW+?9nH!M(e0&z-I97jLI_KmzTc{*Yv$D#-kvUha@XE;8;t=yPumjuo
zJEC?LbF<S2dYrGN&wN#i+g1<;Rhn$PprD}U@|qeB4$+;ZKRY}+uGb}V<X1Czok0)e
z<mC449HdUt=~uy@)HL)nV^K??HO&t+@NZGK^#J4k^7%7$SI0LhN(jy<N!DR$9yEWR
zvNoa$HIAJO2QBqsCJCyD2wud0^bZ|kHZ^S%-()B#C<uA#@rF)bm)_ddBx?rq-onI1
zB=^y_U`?lv7iF%1E_h4f)gwSr)o<VCwq0oa@PP)u1=ZXaVUOl~`!Bnf3Cb_)>FFUT
z2{J|8!3`wKo-EVaIQsKvIs9-mXYb<T-Ls=NJW9Qnth^Z>zR1qbE|b3iZGvQwD&xi4
z%m?q8us-i`$$0SKLCeUgF6BnXaVkT1m4JXhqD_^uj+9vWXF!?ackkHS+uJcMqz>Ug
zX-Bm@CaJupn%}-%?)X9oz<vrOik*dpW!2usQIf-gEUYRXcHOScbx_X0)KvJ?yQn2=
zcEhu`Y=?3xwv*xHbTu_qin#yaFsgcbY0vi9g&|F-eR;6If9dw^+u@tD;?@FjA2qiW
z-UKh|%9SgCVG++=uBBgURPuD**}m|ThLN%HZWEK-N~42-Jy%mwQvB~*$0GJGw1cq>
zLWV|~SzgS?V^R?;)Y<k|E&TD$8x9{nOf<yp=i0qfQX~nHF*B3us~0XG#l9l4;)wgt
z+;5Wusq`iVk(!xzEv>Ecic6C7^F=r?izeUIVmM2<;v?PYP}|=&!N;XE-P}}w$r}`z
z7&L%wLtwU84QIXrRQ<Km(rK?pR@Y9H4I2%3HqPpz@ypM&*+!MO2D24P?LT&m7vK_Z
z(DUYpIQa@u=L;7vCdp)EtzAQa9V#zTaHFE4jE{>W`$+)+{>&&Dutzh&z3`5X76u)Q
z`}^;;{N>1J!{l|zb@-I;w&O`kimXFt>HNF+*4@3p#Kff1Q04LzCseT&<!|ciSEA(P
zIDYkS{)XALgA%tbzI?pBjmHCf8CSr|$44We3PW9L+S<vLsrAF3K@8Q6jP6bu4Gwp)
zDz_{h`SOLy#pNf@4C8jX%^Bg^dmUPOdV0rm83zs(Zl7b>db&35otApr<0&!jNg;^a
z>r_-!T2W$63*4i<u3oMD@ZpFf&k+}F*xjIRx1yqSmip|DLao2<*NcA6Ei8Nhc=#dY
zB53_GiaU1H<LJBi&I%JNU~2O15Sz~<8#OjMx*8QpLQ-<wn)?gccy8w9sYEL}`AVJ0
z*NKUV>F(=G?0o$3VSN0R!J(mzTeci}-`-Z1nvoHjYL>VESen^7>IXJWJ=oamXV~y`
zys%psyVQZV$IZ#9s;jH}V``K>x^4FN?=zTvgG#w>zm`_K`|n?M*g*!jLrcfUl2cL=
zAaEVVN<&spd(6~UIbh4SZMR{l<MRMSqtC#q!qwD(T%zxAN>5q3;LV%;zYs{(LpeeU
zP+dz)OU|}grXQXPWEH=(I)n1Ggc@-!ePC|TwnM0fVPA8{nlqoX)2ydmGV=3de3$X>
z&d<*WZ`D|@8%2Z1X^e=w#GylM$0>#b#ECVRE?s)x(2xKb=RJrPKx-t^X+|p+2N%~W
zUS4uR)lfc2-$6(}0X_MUhK7$d%ee%E*Fvze`uh9dr@2pTLPDCS?Un1{s6V(Azu<*b
zR#yiuTfY1ZCXXH*+(1B5w6bd`b<oT#=0RR=P+QA0tH|G*!KNepVva981uw;tPTvDv
zse5RsP3#*g^gU$r^Tyt6vb43;A;u}dYZ5K;VNApcef_$v1p(N&xSz0BZXTCfkM{7s
zsp%0|;CqCc#W%(s>2sYnICd;7ElnEJR3X8^?1~BswU9YGx<z|ZmE0xW<gfc>*|zKk
z={sU()^0hSs?3l~VevEmxx;m!QSu%}N%;BrZYCtGlQhck20~X-6r5Pi$(8pYD1d-h
z`V+QJI-wQ+8JH93FI#rU_X{)O*>s%}d!~y2fK)$((-xD#xulZQVel~)d)0R5KL&~q
zA$Zm~$923%jni8^te~JEX^%}E0Lbda%$Q@`bfzQ6VJ+yc!Afp=ptB6Yy3#%c1-k&r
zEL)#h-AF32UInmAlmvtylh_kV0ArGr7L*zC7UQK2Ce+r~lR{_-eQV`6HZM=4Np<eX
zFyU&TNteO8Uh5hJ!N7cWYLq}$bW?0eeFKAaePNjQE4s?MM^BFfcy=)xTUd30$Df@K
zb)%Q=*|Ud46EuT`&d5&U4kJxMd=R%&v3Miq0N9~fnE5e>P1ZS%2Dk>~9L9*(-Mjp@
zwzf~<S}0%qF+ZLRKjAtQug<B_t^;O&AdT3g73Amd1Q*@b-P5zb2S~H9s)`LSmrzt<
z-NHh@J`OEq6wg<(fHEf|FTWQAJ-~HqnH(!2PPd7C4~Q3xQH%wP7InhQFAfsiPEj{R
zRJ?$BtE;Ptrv^z9qKVd_&#%kN*TQfqDk{oh3<(4aDSF`*?Qf?~^fwT57Qu`8>=hc$
z1q6?ry0*y6m%)$pf`_c7Kd}a(7;|VK7$Cv4?piUi1?Tdo#ff=}`K4lr4UiF$=m_7O
zeZKDyiAIsgN=8QU1Ff)9$xxt|?`Y6yZz0f)vGrE3TbH0Unv0+*&~g`u7D<-nj-3ol
z<hKCDl!qk$zOhjpY17Idk9Pgm8f5WApp<5$D;04VnJF%=-xv{Dhsg&_<*xWfunB;h
z1|WpGx>#6cZ<yXr*Hc2&X^dBNjwdBaFss5*@aWkB4I>_@j-<rI)vT<n{=vcGYwkm!
za<sR<+0DnvNi&jPv&IYAh_$XMU<Cm+0|Ns9`F>trUZwIryVWT0VMP8hwX98@hCpNy
zi+#OCMkWsLh>NQZ%GpK*1;erSZ#A*&K_D;APRVj{k$s8>!NlBMPuF=iaq!GUCEsBa
z40gb{e)Zrj5Xac3`ub;;;|MHMg}8yAhlknmz8&TefQEdDIRT(Y`=7(67cO1ewVfR(
zVKf~a3bF)*l2(gZ)EMN(c(Pmb9zW_h0RanwA>iJsk643LoR*H>A3MM)S%k1122Ml&
z!;OA=>F3#W4lcFCBjf={2sA99Fw8US({(B^ar-}eFC;`itSw!*vam4D;P?6S=f!Fk
zs(Bttv~9>B5jGM<M_NKok;PD3n@wHpjLq<ake>EGee!CYR9u5B6M~ql2+qOa)6+_2
zROQjp`qx|Ofhs{am@ESmt5KXImCt>;xDDejm{-vbF3QFD^z-M>W&R0^uM7?j2159u
z9iWFl04jo!_Hs<1is3Rn0qhgA3o?=3QC#m4NjzgnV4WSOFkO=4{#yw?|3^zSfuW~-
zeDwYRs2|PRqwv@fI#l1%R^V~sy%ne&3G5&&M8f%4(xd9WAg;Xw19W5xNPrWYohW2+
zaWsc)bSrLo+h$Mc{3&K&1rk?<SFa>@15;|dr6TB{1)-B9LV@fuN%(^c!!%72x9ZQ*
zggZ-IM%?A<$n6}^_d1Qr!GnQcH4F{;5RfD(8#w;k6_<F+mc{tYzgmEpCCx1@S`V=X
zwSPS^%M$>a@QI8RBytgQ5hT<=Q7BGGRIdO&D+KG8p_eVg0_lP*#vKuhu{Qa$pZwDD
ze=Q|0^Er<h6NrfCFGzXJjmN^fUVCPIe7pqHXy1{YrI-3~k#I|tqLb2~3IG8FMkWpp
z4gmJgkTg3RRj}p=b;f0e##IbWie$JU1G8W9D7$lUWp4y)x=fkjdWZvHdA5#{D(Dc>
zqUUg@i7N8n5=Q>AWptf&Q@tz8_znxVGykUsGOvRC52<6mHT_G|A_CF>-iPMc_C9ip
UV~CyJOyNH*4PEur-6y^N3t<Pis{jB1

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_basic_25.png b/Documents/results/mnist_basic_25.png
new file mode 100644
index 0000000000000000000000000000000000000000..f3d7f5d40c63bac2275a441f33bf760828a6eff6
GIT binary patch
literal 30260
zcmd?RcT`o&w>5akIf{aSBoPphC`qD778J>nlSIiG$r;HaIg22Of*?`J2&iPq86-+Z
zqQqYN_rCYN?lHQ1jQ+dtz3TOF&fdGKR;@MXT(eH3>LYm~d}@3Y3Pq%-Aftvtp$DK)
zXmhyO@QT2|)FS+W=_0MDfeZim;F?Fk-|-w3p1Pn=Bqqo&v?9rO*6^Z;tE`Tzx`TzQ
zhl%qul%0vI<8ues=hmhS?$4ZEtR3tb__*L-P6jJiSI2wY-2d|iE(d2z?y#I80u+h?
zr6_Y>!!vVZ+Dl(!=>lh`kB5h#jqCfH?}g}G5or@l>7k}JbxCy=TwYyOA0{7nIoBnp
z)rBTcYq|7QDu1<6O0Rueh+a2`Ulj4Y;`_a}?!D6mVT|y!Kr~{WuA_7Bo`)hX%iS(v
zZQYjHn%}6*7(z&;aTx{MO6v%ua2eq*>DREN;FS<kng?j{$j`oYsG^vWca`%}pzx5l
zJSY7B{aXlLr>Em5D1>Y`T{hN5nZCLyA1lR7KL0)8W{&}dDVCwv(p5}sY(WoR+;S_J
zHR}L)BOOyhgoo{T#jTUW%_!f~LjjLn<u^o$ObNITlR0^7`^L)67|A2&78i%!K095_
zkK5_uZW{XMl)`NkrobGe%<{m`&+q2zZg25}A@%z8r(7vFnV8T^w9CTe@~yXiU)NAm
z3koHm{6$G9y%vDZz=*C>@5w7@KNUgmcZ{}Ozeim0`7^KMoYcnj*P18U+zbq;f`S4n
zNxypI&euQ8$G*6g%pCsyZMrejK*N{zVWx9y`m2!A!-oT3J+|+Omo}m~4i>8H?CzqW
z&h`f%yZP0Bw4MGUfLuR@M#%KfuY&j==AL^!Lc15I+d>`#gzUF(x4e;!VndOu;lK=#
zHGl4th;mx!FgZKk^*r6IA)}`!!NI`^4phROn7C7}!#T!_Lrfd-Folbemp7rt_h@Tc
zl|5;7w9Kd>&d$;jCrue!^lOKImr1lqSMnVyehWfuczaKVkkE<Ch_<XO)@!9_E|d@A
zN=i67VratQPV+HBGtC3}@?@l>0b^r2MZ;^$Ty%^wC}ce_?d|R3yOuuH)U4QD!gzMS
zU3r`<8+8p{TOIkB(L((`7>DGIcA250i%W1~;uYx!4|cb{Zm(?#jo|Qzh+K#D4oOL&
zTyz#eelqi7J56J`lir{9{{8!770(D9PM3Q!c#WG;o}Qko;w(Hoq;R>8a<k6<e0h@Z
z=6skqI1AzQesi0aMI>`owxc|z-*AtQkEK`=^W4@)s03^%@bU3cj*K<6wNx~M&-(@B
z8~^^~sLJl#UFb|mPk;F&U(RHx=!vlRKHJt*otfh-gj3$*90^Bv_pqoaf-fH1r5+dW
z9%Z#Q2V%@`Z4rk`2S!BTet7y>&f`-3v3TgaY;UFQvEkEVYk$iezmwZqWri{F@uUg`
zYWiPX@stY4>3w$4zPPPpYinz>QQ*tS%Fgf1w|RFCTiw<9Y(aF-V~Y^hgPWV1kctQ8
ze|av1%7weH{wj!S*&`w%l2uk#w&TvDOH&SmC|YO<#`*s9=kIB4L&I1sf@`^UlhyG`
z1v^Jaoub?I!GHfc&-hgt3{GrO6c-oQcMgyE-xUzJYG`PP3V;>)Q<?-(jgEo~g-2dt
zeFO7@eE8s?J)ZHwes(yio|(}pS4jK>1qB5ID=SVkulciQjDmvKWMyTkgzRY@ngnb|
z=KihZbi)41(_k;Rn-r`+{v9>;)q@+Gh#C`B>$%H>O+pt96U1p)Po-8&0WpV6v@PcY
zH8t`#Z{Ez!%>@*zzhi=B6tbUc&K7^MGapW$?n;+0AJ<W+lCiVfN&kSEoDuHcba^3)
z?1}T!BO0IXgZ0tfRswG0zl%Roc}&n7&kyzLVI3jDXzsahSncq_O!M;cvT<{FcBk>r
zFDwM_@4LeOr2O~qpQD>wI|MTCv!4|Es{<J7?;c^HLPA1@yoob}9OM)faAA>SA7$NZ
z85khbtFdoyx;%H7@tgI(6lYOM4~e}YYC2Qz1<~8~Z*QgC|I#n|IzKjwQWr)_Xk=v6
zoh?oyAt6!g^N;UvYdUKDvt`D9y4KOO$86q*4}@^DP!0Cb@NgV_0)pLxQ6n>W1kZzE
z?cKQ+3?JC!5s{HCe+J)?UB6!Z;%xCp;_ms;?83NZPW$WI>Z(tk1RfuIp25dF_Xp&8
z{mwk=Pu5Cm9p};Sxvjl@F_p$|>3FcF*_|WVWVkefts^8PG%Xk-7rc_=PuCfHqiv{I
zos5ny*8k!kPKnmX*5MLux1OVehC-G3rKM2r#$)udri*)FL^NUZZQ&RwCMG5n>ZV+D
zb9)peugkJBq+KQs4gwq!x^Ex#YOEOW%I%^_)f{Ghk8WV(dL$|pY@BX4jZQYbeH(K0
zS*_SS>z<qGW6ASM`^op3B~+;7tSq~IFLgCFD%2s&#-Hkgt?3LAQPIzpm3L<vsbdN|
zT>9y3|NULsXbmMGL`B8LSw{0#+fUzHUR?b4GAe331n)|!bl#k}AOk}Hnz4Kw-LPHP
z&!47h#jhI<M)bbeg_F=*pvK_QubV|@N&07_8H>7a6qP^64-HaD<;m;teXquz^Z^2Y
zqv2>~(2fQY-TJQr0*9uvGoR&+jc)J5jUSMfy^gGn%3i+2zeYjv4ILd_$Ivjl#h1$L
z18hU&m-n+Y2si><-2U?qzF7wP`Z`)#*BoZy16qcLy_3l)DV_BV4dZVW6I~}Sju%L<
z1A5X09&Z1ueD<@i&yp`K`h52CoPPV_>1PYxQ0bPJFJJD{>1pOj`0D8BP<8e8T8xj6
zbBc(houAHL!f<l$2Ya5{Pt_*C%YRBKKSJR1qc)Cr7ovFwORYC&)s&R*9bO#RhV!0}
z3W|zmpcxZf<Agcl=6>v9cSZWR2rrcs?SozoF|ursF3PP3S@t(4Db)*=TS^VSdY=AR
za-P22`}<c_RW+cfh%Hmp<57))UR%YBBl|>o0}D&bh1G%l)VtQ?6P4C&Umr7*r}@y`
z5OtT4kqIf?{+)bBkH`Ewsqnpf)V|8$#5YK<UM)Bs@9HAR%gd|v+AAFBto`x@9Ystl
z9PsKDd19A#2INylAt6fG;3IZ4;@)@3uUv83{Vh9P4SD=GJYcG*N9oMmwas<6i!-mc
zZ{N;At(hD4)|`GPAs0=RXIn8u9@QSNz>KQZtvWs0&VTa;Jx=0;ZF^#@&V^NmiR>Du
zPOgW(U7Egu0WUn+^XV^Fqj^yQx*t0ZHz#>rS5?_4Ug~zGW@ZvXlJ)fRV&vo`>`LM8
z-0PDp8(lJnZGuZeA`fff?Ck7X^Df7a8s(}oc2HLs%8=5<n4sXe_?>KVX-QywkK7aw
zYA{m(owzpxjDKKYfJ)Sz)9-Xs$aS?Jjo+es&h76k<U+a^8@y1Nkb;$7R(U>ynkz^#
zY)yPD5qVp^uz7NlCSNY5HBRzEX94G(;B!s8za?e7W*x|r)cT#@dz2}hXG<(l=skyt
z^6)sKmUIjb3gWTsrS&;K7~R?5mr+(G9Qml%`QpZ!8Q=(9eEeSmyoODFHy9Zi9bH`)
ziLmRO7O(@-jkwhhi{o;08G<K;o{t4UPKIZyv>HH%a&Wv^GwWIQ1K`Ho%8KPDNefNx
zrZYbK=`W#>Zcxp655nWq(yad$?KU?{(TaJJ0-R`uoD!?`QI}CvRF9j}=&L&sCAZ;F
zsO;uPSYTA{I=4=atu8L4e1H^fjlQRIo0~B+4KEg8*ewk&j;Ig3@X9g&gBRT0-B%}T
zxcT__95*KfP*OfVV%h!|Uhs527ynj{XD=_pAv8?8Q+dCnQwNk(A*Gr4#=Q`zBR6l~
z#^Y|-CqIE*!F-bkQbJ5-CM}W^tp?s;og8f&EnIZSF=>mlKG6E06ZrNmbN%VoSGGHM
z+M!_gmz&AwV+h))>*z#?zc^&Lbqi~AqH1vZp6e<StIx+P3P$*b!^<b6%$iExS2gQq
z2->xBl+_18IY%<}Sd+gbF`ZZhgvb{|#@j3`*fTRTW0ls4TgQ<9BVuC(|Lo$2qC;4$
z&NfLJ`k%X<ZTnxgL2~yB7DSa+SGcV7ewo-_tFay|{L@=kZTqFPEWdchbAd>|!CO-(
zs|T`a+|G_;rlf!4{mxt8emy}kzfI84&_JOeX`mc?JowTGk(Gc{v$OHJkNRAy`t#>D
z{ywqbBo6K0zX~26@3fIX0rjV%y^4=&X=y<P5Kwa6t(~%)sBA&P51`guJEhSO%@5AE
zy;-7W7ia&F$^E^skdU1n3v;@@RrXMQ9nyrVmR1;2A0VO5O(%0c4T79Kor|$){3_iL
z;tH*H;?aXdm3IXNY5IqNdhp<8V^y}49dYz=si{;l^78o~J}8$ddu-3NL;bcD%huuS
zNaZ!#8GJ0s$jwdCboQ4(E{@J%+d3GE4v+nmu+P7xlv=m-Yh_|b+q0c8ru-7LGH(JR
zqTx-wNr6oOUMTOfg4<<gcB6_=v1h#3@0<ZVMoQsprCYGrCV&53F^z%!`3qNr{i@&P
zxrYKXc}RFT#+<}!SthbFxtjt4nhtNw9?)-1Jjoq?H`4$2?_cTdnTB213x6eY11D^M
z6F#jl$Af$l0CjcbUwI)LC+85B`A3+lw%*=Yk68TB*2N?-LA!~NxjEzd!wFl@`A|yF
znwnWZnn#ZweX*FkI6rM0AHNRBdzj$q#OQj0Jl%a&RZ_r&AGO2Yms!J;ze-F@$jbUS
znVg!c^Ny@^!dUB|7J-*P5?Q@YW2ku1qj@=XD;2h>hW+~%I^*OG4e2fp%KWd>CKzfX
z)B^^mRjOY+Dd@bY@b=xig_5$yUz1Ihl@#sm?I`81g;jy4kiWn94%rA?Kt&nR6||!t
zUTb;>5gyDq0YznXmYlIVs4x)V`|08417~MGRO##><aJ~>c4vuFa&d8?0`3Q6n=JiI
zqT(?|bwpne{_uelsVM+AW!2PPZRtc&a(4h9;I-;!z{JF40F;p9e<7k<V;^JK;C=m0
zn`Mq~82sNnOh5|)LMSLghK4lG4ksNH6cmaE|Ly-7#PL1ZFYe?pNte7h#(?D69L3!j
z0Vx|v@H9g9ArLVUWH((;0i_Z_p=te@#4*3J5)KJ%e`8#I+Y^Z`sQtXQBb>o~tVv2_
zSFQv@otgu36b!%}QdKCV+uRpNTL{CMnx0NbO^rbI`Pe5kNI`&Gxp$^q`WX56$gi+I
z3Mnh&hNVF&6Rof#3dLjni}{0o9fB!S#k}|`Dk?ttoqM}(jFE+ghO#u!AtVI$3D5H}
z9zyE7xVLZL)@kw+hg6bVavwVY@}DV?vt!t$$gCpJo;n75cXt;_d=}lQd6PA^qou1u
z#fkR09XI2|Ox2!7|LM=eKzJBHGHRf>61tUEfspbRU_XDeEo%sC3ny9l!I~4I`%w<o
z%<pVh9(hnGg++>^u24I6$IRkP0I1gbUrLCHiG2ca-oT9?_I=42sZNtM4)U<v^Yin8
zfOPX<j{C&+2<2jFBO$dm&&<$CUY_yu@$>WA3>9HF(1qyKFH`#|M+orTC5l#NF-u5D
z*nsuv&j?z|aA-7vylDn745p%dyYV#kj?Sk5&2#nWs3@}sVT2|?u9cY*cqAny1-<vJ
z+yS6YON12$nnagFI{IYN7RC!Wl_l|qj+GVLi_3FJ58>|zn}@!Q-Q^j6hi#(lZ}WOh
z-D|4eD^Vr=Ze(ak2v3@F2MkGPw$XPSYLjQD;-g0vP*g0O>oU=J?%nEsd6k0-b&ZnJ
zvhoap?HJAO+cO_057*0@Dp<2Ug8=d@|Nh<Ty}#N5`10qADWH$AT<58uKl7`zQE)Ob
z1+{l{{5>46w7x<>Ol(0O86qnuSAl^;OqGS*(ZBv-z-mmM-WNfKsT%Ch48FQQgRmMF
z#WtII%?nt<(!|6B88HBiLs;^P&z5~_H;y3VnxK%+neV$5mm+A=tTPsSThw_mV#bw2
zso>Qez3OPUjj;s90=4C>tzICB9oO#YegnQrWmae~7|rXx&_Q(V#*Lo0YPa_e4=rG-
zxkNp8j6V)G^K^^>gVU+8pH7uw8c5=0Wer!!k;sAtK`<sjp{IS>;^TlZtp2XwkEkN&
z9l>pQ1B%n#uLy<f5t@~;v3cJzFcCsJDT`=RA4tsz4ZgVEkGggznwX9$WQ=PKLjjjj
z>n*V6ri&8}VtR>aghhaYVZX&hCf!Xsj3SqgxT>h4A`1y_YHEtdZsKm@Xdp|-*fsnB
zMB`!<3|mI~e^k5j18Ai32j+l^0?{rVOfNt_Vl5HPE9SX_f&lvT`E$<~9{d0z$D=KS
z<I__i(0@QMQzNNyn3Y=xUEwQLPY}8>hOnq8#vB*Jrgs@~0bU1~0bs+UzOj=`@Zns$
zLpLX<JQNHiM2AXmtMOR|(d>UcTr}u9@P838|MgQ+Q?nux<C|vD$kwo_`cfAq{rt5K
zXIMi+gUXQ`yt7pv?GxGUBqeim^ISlw$j>wL^Kbh2`T|Bw|H=l}>PBHT%e@(}ihuPA
zy<CS7;vY)T`#?sOSYGS`waAT)=kUQ?h#o=FKerh};*}^+G?8k>A#(YFO-+)tH*REn
z75)|m!73~)%y8!p5l~u?kLsdia2emGJ<*i9nLlyOlz8<XOsd*dUv^}UL&m6V(Cx8n
z?9oI-RQB|<v!yZw;m;~aH7&rZb|-Ah(kd^ZEbT&EzNxHyoqmUY0w8Mki!G5N4fe6g
z!5nUQl9Rm0@htA^*GQ@HUndFl?ENrrPU0vGZJxj`=G6Iwf^GZ3<0*hMdSM_c^_Nh^
zW1^#@<w*P|a*J;z{^+l^(*xFx19_BUQ3TQ`LONkz+~nl^FmnDr0}^QC#fk0y`Y6fu
z>({^R)VOcz`kd`{*1D|3GAzMxOljCqg5{Z+g#`YnBYhE(LagTKXu|1BSnOC5iDQ&@
zss4Z+KgA4{nQF-}%dni6msgtBYB)1Fo{x{u+J0)7f{F^zY*|G`Jon9sP^hK(FwLvL
zcN3HDb4W<gLE#!c|8PTrIY}vFUjUX<-RiEC8hLyML8TR%j0|e%V66UWcbVn%7dKo&
z!VpjhVgERt>|5ubzSm$!#0)^!Aj^R+LvXk~>)?6`dy5M6Mu+-cIWvlBQ;?ii?Mq8b
zNh4+I?EnlQU=hd(f<t8F<fNGr<{+mdi5t;JpxCwoOo$Udq>7~#dE;>g&<g|g^XE?n
z@<_;!*o1UqRI#zKxI{$lP)S@*ZF5RCOiTgei^Fg~d2AbogoPm&fFdO4?q0oxh#v@(
z*Vosd`|~IAXx5(|p%_I^@@>TZ9UL6s;TVL4sT`Wl1<%gT9D!#|pW9SXLlKuVHfDgp
z8>q6?2DMVp!~fAEV!0S<tjCWZL*aninC>n2uyJq<4zGcR0m_U?a{!t^a{J(5;?cy{
z+FI0HdH|p+c6N5;vAQ!wuKfA)2j&3&I|eP#R{XIvE}5E-7>|!Ij|~OSGyJ3No%tzu
z(?(7vl>Kbu4G_><g0Ki2x28l~|NO#&Y76ofU+v}DzrEe16eA`OpHjFCT9Nt(bz@he
zyQ()+BpApFIT;yQj4!p;GpKkvRW?bbil2*$a36#dBbdPHaO3Iz)-(;w&+;%kb%k*Y
zx^gNHnxdj2QhyOV)7mPXf4Z`=Vg{8A^xFUAHxBJmV~_y9oL=tbTpF+RW{uT*@dGw?
zf(&F>bT?EkzXkLvAV!fu09UKI^=nB19ygB~`NzNpF$TI!CF0C{ak9>hYM!cdaoSr}
zK`Jze&T`M6b3*-MNc=&1xs$~M@d(=hZfl$M(_8`S(9VE7eaq-5CA|9m`}gKb>p^NC
zeaL2-FmWy{@$o2_=!=V~rpU-Ccl<z$=%)w;{RG5f-A}7zxVx_}?vBBip}C93#>VF`
zpn5yN3YJi8mh4{a%%K6&xB+E@VSVr&Nrw0f_pG0qs;bSXPeDQG4X2=gj2Api(XqC^
z?QlB&IT}snh3JdwNAKFH%r?GmH=036druy1PIjU`0gxZ{js`MxIIL~-$L|m-l9A7D
z=+*&RGcbfVUnPZvQqYV+lvx%}ITSbpd_{$FU+KLuZ3ghX1!||O<kz~oa?p>b`=I*$
zJ2|OHG4%dnB~sOwugV5Wk1<?Qne*D`rLL6qLoayp#2@AxFq8FwZbXw+GKCX(JCL$H
z2H{|_Bf@3W*p2!GX@=&G{O~zMvD?xUHi`}4LD9S&ha2N<D4rxG7zd}IU~-ks@cRxk
zK8rJNX2^DGCD&>ALdpYB9Vh!H8^!O~9ehuCu2Fp->(86=TP`f@bI>z6^hG5p-RjL2
zkMi1E{!<OWnGrZY>*MUZ$El#RHUwfg*U`d*E!bs9_}&BgGh}tuit}m3+mVXbDJl8&
z_4-FHDgv4#Td=lE=lUSFfL?11skqi-n-2Dis;=%!5F3X*Gv5o8(b3U?!XantUUgb&
zGpuy<xvZ?r{<6DUd2wZB&t{XBmX`GTb?aXuSrWd~<dK-qo;?%x`paz5mmLFu!T9&L
z$Xe$me8?Z5#<ahPRxAFt5GP5DN)@!DhRqy0`0jDOQIj8)gpY6;r`s+FA2)@Cb&gzU
zT(19A!DS@5bqnps52>zXsRP~+CbGFDEd9prP0QbtJl4_{^e7i+=UlCl`OVFq$t~dY
zi;L#LagiWe0v?Bkh64zx3|w5qU)?u@bU%)4eg@bHk`l3HZzgXYClH}_=v=IMFlou<
zsqXl}{t<kXEf)E#E18j*853r(PyC1$+6^(CPL7Uq=bYq`xdT?1lTBPf!NG1uw4ic^
z00~-XBa!^}E%M3}4Gm0`u<I(Rn7FuC+@OTTYJZ->!-s8<*ur4z=K&=^`XMSO&QA=0
zyn6;q;acMlCFBgr+H<KI_Vx&xL@0L<Nq6_yO*oSc>MZ3PrVH5iml}wMgofT{N-&1Z
zkSgr-#$F%<;IbKn5M%(CtU{_ZAqP4@Wv(^wve3wFolJNpv!AbTQ{8iALj?TCkNa5s
zeL)4BUtaDYIABl0$HT)rxCf+H4)zr)7l=Q!M>;nrYX+cF&U^$)Q_rWIeiu)#`gu#m
zv#uS`JSb5@Z?2=ZA4ZTeL+7fKxjORR-^4FA1L*NeF@4XUXkjZbPx*a2OZ6qnefN&_
zn<+1Vb+1W&e*Tz8;fR`R<o6E?;^KQxPiRgK{c>+siLILGi$hLeE<4|E#;wxjYn3?d
zuRi%;@b%i#(h_M@yLV@jQUNpo(6h4+tRP3YZ;S;3c`q8asXv-|(Nl3Y212*%O}7Wq
z(w|J*@hK=NNAGnqHXEpe$OBgpcKVH3Z8sT)cZCJ2K(-|W<8^+E-1>T2D2>8@_x7AN
z#&|(*GXWvT6XfvS<Au0<SS2>-W+7EA-{1E?*y)qQtOUI6K1<>sxkEu2C`iy<bNc-a
zuhL<b4)he~y84#RTh+3Y36hdIw!MizYDpaI<S)i_a&@<Hq)ExpLPDKJBlB-IT~Fm@
z5Y4bXDd0_B{;^?;x<!r$kUFfkR`@@fIQ(fa%VB2DcU`y2CKTjbNG(@@uArgB_PY6x
zLEegwkI(%oezKa6$a>`D<b+|8YQQE>2_a6AT8#+hP=$bj5UUu*B2~66jHnIR_CSd?
zH`Lg<;&<76#f3u9+<;7sOzCo8P8{gIChae;emRx=w|J#~uUGWA&;KGAbRI%lVMJJy
zf)S$-26lOI)HG16&WfnDFmB+$n9T?G4XSLej(m8E0iA|uS`oGQy_ne8j#{S$guAwY
z?h07=%3|#|cdNV2FR$t!6A)rj;7f5XUl8G<@bLqZIO@)Ei+}bKd#>MU9=@vZ5aVSO
zT2=a~(4Ck`2}@$Pn>^Y~9aOek(nA)&4*%0xIs5w%>5@P<v;!700`|M-ix&$}jOCz(
z@X7U$8mbvOIPoADegBRq5N7kOp$dwMEp;v{bIZ$+m$SXsZUg2qJy;uNNh$gCi4<xG
z8yj1HNzZK#jt3xL2L%Or&bMW1qnFD83IS+_^g4E+^C#fplpa&Qo)8~`Sz0&R9!lUl
ze3cR-G_<+e4t6osHTpi^NQFn(ua!#2g~T!m{FilI^aodJKJuKh7^6J@6r{vwWyK(P
z5jvg^%*~krsg)T?7FPbZ7l4M!d41%Lp^Mqmr`M6Cf%Z@9j~{rz^S(iUC?>3_aHx=o
z^80hAJ9CAOz`f3(*A?;dr8I0}L{0!mn#dBw^6lCadB0!Kn`usb{0qhO(2PtVVEMg-
zK)_q4>3Xj#P<Pv*fdc(!QZlkY$aM3Otl3suZv;wC4CC&y51l+AVkno@z_4Nz2nb1K
z7Zx5{J&S*9|6XwYb&5;=d24H}gyizXhX-r1_x@gSX{8#~{5gD;Cs<CjL~eEokI~!8
zi*@q;jem+RzpxvP{IRax`CUloy>vBqLhbKcGF2jAHSbP}RPAEorCWwc3ksa_rE`2<
zNe5O%y!>70Juq^-yy$r2-_4snUvEm5i$$Y(Y&jZn_2sNw^mHw3FU&PJT*h}Gl(6+d
zm*_al+V{uQ7-mx5-p|G!DxkJzSKuuu*R^jAIWlt22IO?TS&ym7u)yU&5`$l5;O<Vb
zrr2hMkt4Wqi+Qz4TUZ!%LsSd9amNwgrza30T<_NYJ_?fy{q^@z2<e@UfUh3^RK5&j
z<TQv&?zpW=1@_S*28o^iB30=K-e|Pz*Uwm{*Y+kRCS4fIZ07PcHF`*}nwK5duk~OW
z$O4#dZEJJ-_xBm3ZwQ@kAUu@)buO0rAWlP6+5K7>iN((nNu=4CU(&1-eC{q7gMaH=
zvK5BWFw6AD^9zZI=FtLz{wfYEiHG;mJ{70!>N>tz6Tc{V`pFpW8khc9?r$sY#j$F;
z40}DOZ}ABUXx!Xo*f+ikBD5z#p}$at2GO29SF$`Xy<#gW_y99+OxBQKU=tR(HLYcP
zEnla-=ZXvJK>esWNR6Ibbt}1Q#l{Y^$NtrK*<X`Rexq{Srjy)x_H6g4yk_NO)7tj<
zp8MNo%ShluRsX|>SpM($5EN#c*Gw<l5$<vKXE{-1T%0_N`Uyz4Am&_w&Z8{sSRP30
zEF8fjz&ZMB9E_&>euZzp0idOFl1?R^FO663M@>XZiF0-?G@8QAKj=tgq(en{_{F`T
z+49cn$IR9L3$d9%rGkhCbn-!-YBK=VL>3ik!=%VeP*q+6Mw4bqY#AK90zgsT%S!}m
zP!yCrGe|7|ixGex6AyhDFnd5&K{dm5V3+Jb=6wSg75X%*;FEyXSKbTa4l0S`ISfy4
z@7DHqtg?nf>gDdV;7+<1A4c}}_xD5M;z-ajFnCQ`F<rN3ZU9tY*xUnQo8j(V3ed<w
z<T_p}DRVtaN=lkHx;&u-)`Vbh5FxK}Xn`jQ0|N~Od7V>+>B&cxiLI@z`q8oJ=^Lm~
zOaLH`=O=FZwT@^AGC?)Bw4edY19`IOKrA%(#?_N<{;4L43*2&_qb;=4BMi8@wh)gw
z?k7*)ogSg)`L^a@9R2S!Ld3`W>c)L^rLx9<&F2#2+0LF4yhmep18y9Qh=Y*PBVuA?
zpFAN$l<epmqSr1#tc_1j4nrhAC^~J>2Shq_$V#Gk{4abAzUu-1Lm|$JdSmTjAV_31
zGz1<V9?IEb*O9f>*QZ6zO*%9|t>HklN>E9!NS^Irn3|b+snl1QM9%|7l!i9EMNfLc
z<OOIz#$Yu;o<c?j^Wx&v0SRSCC#RN&+zlbn#-%_Sh#+zHzt`k=TTn0$%^Xw!zh!T(
zN`~N<baBRX+qTx$PfiPR(e#pZ9$Qm^pq8}u?;yN|f&X)b$kCbC)=Cii+?r<Yn;-&L
ze5@k}FOgggbnXTj1Mv?xu%y&jp~lE*Xi$`K&mklVnEO05wiF&e4hO0QCJ8r{R5FtA
zD5V0m?{ts2ES2^UUr01-jt@C%r&n~_c=3Az$N_+4U=ZyPTd^>A7$~G$0TGztN(^K^
z80<cvuqYL@LIa2gB=hNWXqQR>9}6SAj*f!nnY5`XQzO*8`u$%Ikp@I-YwHd;SRhJ(
zu*3}?jt`D(3|owSGJ*Si$?-q=!`jdo4Ex9NMJ-!lO^rw5K8Rd8r5`viDmh7-a@NMi
zok|=O3iMN4L(%&iiFoBo&d2aim>Jz(!OlSx#SIcqC@uSI!vqc92hz}YG&MEtZ}RuA
z-)SWPr^3fQ7g>!o%Wtr|pg7jm)meefsnoFHrN^vqN{xRUo%nvbGtob&Ok}jQgh@)F
z-@eHJ!oq+k)~R)5bart;dO6_P*~M;$-VxGnMDck2HUIYQ8v}GcAvHC-^ofUCW_uO(
zuHc{$+5XLYpPs|Ly^>KUT*m5$G{==S?9+8<j*O2c!@2oh>8<}u(hi6xJ+G6nuA-m3
zj}||q2ytuZIgbUph|abI=v*LJ&4FP{*zZgjQ9M5AR^jih^mRfTr5_;JJ@J&_;NY#x
z37*0MD{6Oi6j0^-4BcB|VzfVg{5S?&$O{2ZarG)1N)S4g-)**iCemwwD=>k11+qsQ
zATC5`7rQ*$gMOQOR@d+K^~uG-dQ#Kdcd1RV8S&g`T@sS8GDSNN79J}7KH1Pbe`Igj
zIlN(wVf60NRA#oWlT+mc2`GJQt4K!zy3WYtiQe4Kg-!rc;UNl<gahOYACWu3iGm#|
z6ZGrXFYJ_j=x++UEEAUfIRuTXepy33vfUJBR;oa)Wp<W6J3AXeKLp(M#{0Zrg`$EM
zH?+25Agj?Ka)kfosS(J45i(5Rn)1#{;e8c8xLh)9V}s5j$SBe1O#SAsb7>tPXLLq>
z1()w&$h}7{KYN!)cMKW{ry7YUC|y*l-QA}qrf<rjxEpa@x4KDuh6ijUF>_%sRzOjX
z!Ar%17(@OoXE=Izbb{su>Nc?t@SupexK2=sNpIXB0zD^F*a;nUvo9^z0|NsQ%>(u}
zHslY3+3GLpA}%Zln*>CMBvhpF3D+5bdDo@SfRqJl_n-8D(T{rJkh9m9m-L`Of-MUN
z%uv93UqhOOh7QtZg&Ep~CItgPV33p1Pzc6GLql`)IgXtKy#uL+$gWgoDLE3+D!5@#
zZ`ntO^nyU`x=R|O^YPfzp6TzI57(F#E7N1;#p=$E^lLLPC+b~4=5ZSL_kW%OsI?uf
zy{vhTS6k<FezY}<Lww`6-2Mo~1xj}_+>s6S>K^o0iDKy`V*!ye0cQts3`R_K*NPNX
zYQYIy6|reSN0pR{Dgv0;pXDzvptJ6DcI@Q3IdK)*Xuz$_8_<72n>8K`Vu0W87pNgD
z2Kq?R_OG2(Dt)(re}R(5<8$nIwjy~sFfD1;K`1OLY6dMc#JM-WxEKNr_j<6YpinSL
zw;m?X0m5{2bd&;Ju^a|Hy`T+<(qqO82TGr;f<lDiv-c_x>%1OY`pP*HH$ZPd==(^i
z!Q|WmxvBkK>e3D_NqStu4}`4vSd?1IH*y(<oYJN3xg>X{>)M)(n9(O{R?x?*?E=1v
zlG1jQ*!T7p=3M!B_y8pZ-qaog+=rSvI=Em$19Mk%dwZyd5rAMdH8rS;Z)yJFH-7*)
z?)v1(6I=p<g`RPFVYxDS>276dbdc@lew)^MRn$_kaV`d_s$fvSdYJJD>{y@fxNUW3
z1^2ILRC(zaFQ)spwb_|f<)lkA*<lR>ei5{*m6EeX6H>T;9}U^qe&;7>D8J)*99mI#
zLVDl*C;TbVq`ye(>RJg^N!Ns>zxOPq>s6_Lro#8xoY=+4$qP*hkzm!`?5uu*dQNON
zq4SK*Rtc&x(me)vh6|edr%ya*C+lVPw>5DYljV!h@Owo1=P!J@cC1(CzxrnQHz{CN
z+UeC*rk6Ks8<=G#x>wPgzJMli)Z*{oLC|>2uZy~mOO~pNL6Pp9`@j&O*z}k7rY4)Y
zK?zIWWUY5CG%^ZcT3`%GCCbBQySpqEe&*vx-&lF~;(QpxXr*_GAtvn2|GX)wh|T`x
zwM|rLCT*!TKVOACGFh>=1G$+)jM`Xb=J;ibT$n=8jc?}PANfYx@20>R1Gipt$vivz
zd7lOkPs--~g@h)CQ3_WK<uPITNDIwKwP{pcK59&%vMV*|_3Kp@Dwel(uV24L&2g8>
zN7P-h36Qqyyv;U;)A*X=+&3urUtn3CC2@Im3yn8NwE|UZtL(KZ)2M<xxB|p1^l9Rg
zlCV(V6B+tw`A|XKBs%ZyTg<0VpMt%uWK_-TTbPdRRpqKZcH9W5Us$3Bb6>sGFB##9
zWH3jYVpAh{b1Ny>*niKyjQV#eadw%t$Yf5-+1m9?cE^z|2)%u5lb0;xihRbw%R9-j
zFwDP*$<+Xt`E6ZoUEQBjd1=CmFj*Hss`B%lIX8FdMVTpT9t3^4Vt+3J&ELPd%K7S>
zTn0ZPqkKT*xZ_u^c0AA<-qCW)!6B&?SO*(t)x?gN05%WGixPFoba56|df1M;BT#l#
z?*q|C%wMR&UglD*l03EI^iSp?8qSW6x#^O&qy4HT&j<83`_%|af<RR?N!)ron(&Di
zPbkW_nVEb`V89BMgdg~qQzmvjq?9{^fhkB&y=Fi__Pa&&>Gbs?YknP?qd7Do2NgrQ
zqlt+2sR{<SC#uaV?mGJ2;!O(Qu)rge>t<`;OT)@)uUF--UXk_5yeiQ?hp!yHz?79D
z(jbq#i`uUJnl4_54Jrfr+Jz*>re8VpI@(?d+||(e^`=fv%(L0RbRtR6e#S?5=a2Ml
z)eVC0=D6|Cn121a_vN0EJY~CEZGjP{y*zq@yI_ykb%OE8$hj()_rq1A)x#P$we`Et
zAE}sd*8V$nX_*}uuyPy>{Ze^%uA~h0;)T6=w0`d}!%P!Nkwz7<O5=5$GZT{I7ifp>
z)R>gFTHbM9#X7v>ICvYKFU=tF<Cv)}Y!7MbxGF)8bOQAUvMR4$)y_WdN<K>qMccCE
z=AQfe%)Y6R&dqqSt1TF(S@KfjQN7Osc8bw^e8=7gZ>>m}FdXutEbmR-czG;3bWpGS
zkExByBTJj)8SwbCfBIL7!*M8Mht_^h9;{C>HD!sq#8C$6Jg;Bw`4P#{wcIl$f{Cet
zT~jZ{ReMJtcmI$2sV$$6@KJ5Q>czprZ_{5XIGbxMCgZ!FA}_EeUNg4^COx?I>UXjk
zmEVpx!P8eoa!<?KN5DA~a+jE~6_58(QM#y$?%kUA>_&7imD&}gG0CU0rKOwqY7G}l
zD32#9=aV%D59eJZJ?M^CIC2XlDZ}3LyBbo*%v%hqzYEx$tefB~c=bYDT&$MW#bsf;
zOlw_I`w5xjE|c~{i=xN1SvM%_on1Ima1(y)W9Sd(+_+K4;+=%QbMTQi{lm08(*Vi7
zW}nNk<JRT;{MosfSgoz)fz8(T=R#Zg0B#a8vS!CJ&uCGBD_idWzNb{m)MXK>sa%(S
zNxmyLuk3jkEh~fBpp6>?)LF)JdFq3ey~?kHJ8`N49x>(3&oPV^-e7bl++DC`p4tw<
z+{M(_#tyK)E0v62>x5&)EuYbAUw@y5ZY!F=QdYJ(*mP@R(5kk1X|B1<Nxh_QkDX(o
zF~aBHt)tpsYUiyK6e#U7=PLaPzYzATqYhl+H>_q2{l7(I-H@!DZX(hDie3BF<yraX
z1?l2L7IG((t=UU#Y{EG@*eiKqBOeIdHgR{BT8OE;Tkv1sq%Xz|!I1fcp-PDLcRoT;
zp^bJxX>48*wLFg1qJ}IEZW(X-)lgh}X+cFH53i8-byvIt$GtPvop|G4e|MbM;4RJe
z4T!#6dZ4vWXiiR~pAcxcfvr1k`R3#AYv@1ATDJqSW3vaElT7FIlc>MG#J>o9s8ow$
zOIpj(_7b7&#mC<#U{2B+sci3bG3oA#qMz8<s2v?0zka;Izh$%uBH+c|EoKxYm!p7d
zn6$eSZ%u>m=>#hk#TyHQB3t<gZW2Yso$g0+CJGOQmm*Zv2#ctUS<y2yWgQRqgC1(}
zyWRifj5zTF>NME}MDsHK*HAJZ{AVaOflmv_g<WwyPwlug>gt^Giarnm_!53`jY^Pk
zXE%_&3|FM)WrF`Z-1eiFstHDz#f21cLGuIQ!3=NR*@cU{<~X@R6Mb*fZVUxb2PhD|
z)kewRO6n=ljFdUE7;L)uZL>jvzjg3SaL?Nl<<R(JSXz6V)$(#DpO-Pv_JW8=;EY=I
z9(r1uevGMc?(S%z(szs4ST^=+dD2*8qNqps*a^jqdPV7Od8IcP8^y$Y${cr7@)G;n
zXv=)<GEoV-*i(5=7-A5;hKPAp7{^xem9!uSKG{^r^H+i?e{r9>jFwP-@)0@8)Gl>2
zdBnL~xI-lz&(YT&B@m~iSzN1I3h8=uaej>-m21I7LCGU_>@N9IUr)1v;CHx?K|zKN
z*1Jg|2DfDA`^ucy-+IrMf7OeDFRgC0&RbHXF7r}X;~Ybiy^fX7ZC*dG@w*t|xa<|n
zH^;8jd;*4Sp@hz_TPC?^@Flf{)5t4A-#?{Xn;`q$^&sg8KS3I8Wi72y!hkeF5wcj<
zGi(#ZekbCQyQW%2Bvg4p8LIS|%Np75=^KlS^<$EQF_67m_gCyf7>sFEk6GVjVPno+
zBx|s5>5$`Tmsq}h!?acRj88-OyHidbqxxp3=+zm8vK_fdg;>4<ih>GvHrsi;(3&gg
z_t;2(wd0w@-D}D3X(RR6WfEelE?ibat<KI?vb2P8W^&9?rg_TD>wPn&&|=VdP53w&
zqd*}DQ^u5L*_ix|>bg-~b6{mlRU_)?q@zQt(PL@Ru`Ci+X_X82n>ht4@)=+7r~j-4
z4KK$KPV{v*Er-g#JRJtgnmBAl8v6WeWlhe3-}}uQCoUfrOkIAiICiP4s|ADCu#d#>
z_~ahz)<+5S;eJ=9M~~RbU0Mqaeh44UOE4?Em{YPw-Ss>^8FLYm45yXRI*VbwxElC9
z(qMk+*;~RGGTgPVj-^u11{$@QHDnm8P7`r&KMJyy<-*_4n+sz?FRs~$clh}tG+tnx
zh{%38PIET?jycsWH)*tZ9Xfuzhe0teJS$|Mi5S1(M2om-32D*A6!JA&-_^gens8G}
zE^PP5i@{&DW=ktHesopoH2t3}<L3SBHAU{BXWet^topogGE-%v=@P*2o+G2S=OV75
z`?KnhCG+?4@2}2S{S-d~)o$mKW0;cp+&Uur<7(hxTdcIQ+_rwnY0P<swtN*All|fF
z5&qctd>H>FQOn{HeqNi?gCIS(1ETQ>XWXlDkw1_)F_kk>{NzM@O_;3g2lWZs;8@mh
zRh7fhmeXEdWV`-5f3ud&WtFXo7dru>VY)pzfjTr(f)1tPwTcBv0-j7{9)q!5cW$Gd
zodsCtEa6mBCl3Wl4_J-*Sl`wrD>krR_<8mG&z8^RJ;n;=>j`yE5rkYa53Q31sz7{Q
zCw<g?n-o{|TFVRv^-WqK=2|?(?>tJ%ro3p5K$LVEeMFGc8e9fn7@!p{?!C`bTLxkV
z^f=4GCjjdEO_010$87)_hU+P(!50b;Dy2agh2u2Yp1<)p^{NTMnXTfcR9(WD*BagW
z%J?I13@@33%i||%nhzw5ZD_>PlG=y;yu6(DK3unDxx+Q0GS=0b9jePYpDaFHWc*I+
zKJzsf`rOYJ!-gy`UidkdcxNl!(oW76j|mstye!j4OXkAjV3&?mf5_JEte_)88}*s-
z?}6Qj#brfBxPTAd)E$whk~{y7cUTP%53ix^wlsHZO3B@CYl{@Y3c^m7?JvI8bDNf+
zN58cw=2HZ!*7wvM@sg~MmdPVr$@{<tq>DM|Hi8gRFmr+E3dlhb=s_b+Zp04@mI+7b
z7a{Bog{X<9C;NX^XBtGI%en*X_>KSNMXl=}a*D7E=|~=GYW8lcVe}SVvykkFQQAT_
zUaS&6r?T=Ym8dAdpszb~q}zA**harMGX&u(u|2^q|3-XB=Mm_%pzQsV$-}>B(Eh<2
z_Ap#Rn}}Rj#~|o4IvzTF1V2?#^=1c=aSwHAa_?Z`=~9Wtl-tU-!-?%+J`Onn`jeA+
z{L1=l!WZuJSDElCbY-M3Mrd8FTS=go3~VJui=X1SzTsbBUuS1?U<fhmG6gO*M8#Ku
zbai2tYY)Ha9ALS1KZXezXn5g)^zcy7D4pBhjsuOw6kH45r>Fn^&BHl|HlWjPli-|3
ztJ9AKsqVT@EEta}pO2G+e~Z=oXv<Em4vwPCudTfV13>MNpcgAI9eZUJMxl=*3-geK
zG&F3+sy`~SP>p1(1t#E=Bvu5tKP~(wW3SS?mP2f9Jyo|c_4M+#(wZ8BofkRzanHtZ
z*Jm@FQ9+%_-}?f0jE#JM8)Ez=2#D^&+R>T`qiz3WMo682TcFCI{+ndhQM<P4^$7J8
zS0VeSWg1p<O3^o2g9gHpUGZFh+j0uT8C?=@x_>P4yIGy2#I+a_K6-m`wKPkNDBJN-
zPzoF6_y?><*JPX9drF^hpsE7PY>12wjAXl#lLEQ<eksiHcM!_0X3*T9;fOF^-J3+W
z`G4)<e}6wr3T`W4qur}}6k?e~Gi_}T0@SXEOCL=02Wt|%|E1;m;Y<S~ITiEWUwsNi
zy<9hQ%o(4q-bx|Yypw~W1A&o|Mop4uii*vD2B&NjvP+vnw7f(dcNm1)73|KZl=HG`
zN2U0S<>o`^8#Nimf8g~>#O|nCv<BWz;Mi@y`p&*KeLmX#0)OLpys;xiJ|As{hM2i1
zu$gC0IjO57d^msI3d7dev*|s9=+sr&-&<{`6Q209Nmcdr6(mN|=%Wu?Rp$o7#O>zz
zt6x9=*j>EbtE}VFb*EhU|5Mw3qMvDc&W2(ZjOb$j784Oy>cIba7@&C}-uqn+Z`kAU
z_ecHc0xoilbPX~bs<GxguODFEev2E7>ws3(w{ft;;CAL}9Bmu)fqDuAc`d#8AMDz!
z{WEu|x2C}18xgyFQeLbP*7Yi-bNc;}Q_0EHM6nXeUh=_UFcpoHu5ZrTl_RZ$*C?Mx
zVn;ka{dtZ(Y%as%^9t+NrTIj-A~Dl2ZrWPcV!j=NFK_9O>+APzkJoM-M<^C8C8u8b
zOcHQVZqY-Hh}a-ufbJ^|W^0y5nGs+P7@4~O4@4)lhipDDV%7%U1e>ExG?Shr<LMUO
zuBL7g^^b5ywbwZ$PYtBsDizFXydOX%vbyA)J$*VAp{lKIeCcP;H~ZeC>}`nT3B{bW
z-lIo7Eh@!}*9tv6R;sO6qD!cIUq;oXOUlc0WojB+YH%+5#of9!RVRMoxm58qMyjZ*
zBl=6Mppus|o=<l6S@X*J!@x2T)g?AwN?0m!adF0LQ3+{jKPI!&((veSW~tTJ*CS_E
zbKwLTNWeRLdu`x@0nPG5%{DaU5w8`kxHkoy$|^1A1cz2zrihEHB;~bht+TUDbe7NZ
zsDG8ouLcqmowHBJvr~1{Hi9v-`FFd%&fZ}up&T_)&CAx0dd)+{&AInas@#+ctd~B-
z1V4D@xVOKUt<JSVE^{zfsNuY1Sb@1Z(6&?Y6s3KUNz3(3tL&O-^oxd@H#5xN-^k;l
z$>VMcv$67et#sb3-5^~f8}+k!6lteP<K~RxNP&V1M@kq$aRVU~t65;YqrKe(JQe~H
zT5vj3vqVd^SOYo411{v^uW`I#kjj2T`tC@$DG#cYhV4`Ey}nhmZhQ1yO~BQ>Sfppm
z=t;})&Q(em#?=;#b3c3btJ?Y1J|dLZB}a*7(WghhWlOO?RBBv$4cTmYU7QVi8i~lu
z52h=|Y^uBco_Qavcy>-iGP637q&HbrIA<YuWf$LVJay7W-R(}C+7Dm)f!;Pt&K+yp
zqc84Dg=BA=<#BmCnB>qLz^HbGMY%b}$Pcl88AD_H7>-#aKr0K(b@gX|yR3%aUrpvR
zz()zYtx^0M9E8(+k#PQy6D(rj3>Ws;q6Oszg@WTcZP17N1V^oAru?BT4rgRplDaJ9
z$nbb8D%YH-`3Pfqw|Eb(JH2m6O4)16(D`sFHi73W>VB7Q2A`l#YGd)O(PW`PrG#Wt
z#nUg|wJxp{5;AxqL#hD@rP8Epue<FiEL4`9oX}=`62FS|=B#iHr=uI0GuIsBz@jLd
z@#oA6K#j#kf#^7_f_VcT6Y)2|X&6kD7@UO$@8dV{HIM{kENsJ}!%jF8j7XV*7&yPd
zQ52Swle6W?baVSPas&`Ln4S33{0e1!v3gJ{pDbSUorEeM5g|N#U|_G$&I1`A)GlQ3
zWktx{?5;ET^6kdpcp67|gSZE=DKF(zP*A|Xy}HL{52{>JxX|+D2}EzjkcJT2TkvIt
ztG+X5Nz*D5OW}4&iPG&cP@<zdNqHSE|7?>EMnT=dBGF`P!i&~VJN^wz!)-=fzVjzp
z?u6bGveA%}!%6+k+`KuhgOv)tty)=G{iLvJ5<P>+cH>z5#R!!r{{QU-D4}2@6K!iz
zK`UcmjmT7auH@#5`6$y$Cn-LD?+C9)IVdAO<lZe8PiqZ!u8?fWzUfC<zrRFkox3=C
ztl%_`e2l@7a1mye=8RPF@f$^)$U0M4ZwH2^#BA7V4eDBlCw`cpJj6ih_uuBmk$%7-
zpPVjjWBl9D%r=vHjP;_Df<x;ib-mKl;F6H;j|K^;1utLzl<>jB(@(Tdx?X^C<QUc@
z@)`c>M16DUrEka>dDQ8dJsh8+$yMZL*rcE%dg=zk-BzFNhqBD-92&E!casrhQj^tH
z*g^)IdKiVoWbYrodGw&<F>>*{K#;eb`>`7dD5G&CHb1Ild=dJCe^Db95d&QWv`_cb
z7ttr`>zs*&uO#>IMOGj7yq*xO%Us9tIAA}*E7)XZB^P+e|E}MF9P18MRm=E?m-wX>
z`ZUKE|K2&F8);gc!j-UcQC4V!&13a&tM!KDyvP?Z!<E+wJlsC|>QzRRSbYC(HFEoY
zK!?%&ycsKZ?F>_;ITyDjoW`|j8JeHZFR$S;UJFFet)sacVcRwkR=buMCV<7S`|a11
zmMbZ>CUg2bxF@;3D9LOnLDE86rM~`gV43&F%>M3w4lUGWX0~Firju-_bkWC;w??MA
z&B-3R=ndRg7)qP<DH=X&KI)SULsV6O32a5yO&MwHvq1ueog<!)LR9ISv2!IbRr)e5
z4Xtt4x@YT$Z005e{N_p;Yok8%H-(iIV;H$DAJ-VijFt;zU&-rp2tYRu*6GGFe`ZHH
zBDja|w(Q`oiIG!HVsvo-Z*Q+YQI5NA@-necSnA;azKa=e&TLFXdceo5tJManPf}#=
zt6E-kywk!ME!(p_j>eL(BQkRQ^bf0Xt^3b^4@kO_4W-L(W=DzGJ|C8_m$WK>Va9*M
zdv8zgX@Nr)kf=FP|7-$ZMa7fAz8{hF$I{Z>k~`N;x%>&1#n=iOKkR1W4!l8GeT3eD
zE`wywtb5)K#mr>v5BfiRopr4EJ|(AVhir8_geEms{lb>8OSCtA<2R?ywvUk$YIx$^
zJ@3$>k5h0r1P0BhOM&`$waP#zIs%s~_ZG`q-`_T>(HsuGSCeIeTKa#w@&`~t_B$9x
zPQ3o~w!}Wm3g6eq^mP_Q$ll1J_3J*F3~m4PdBJAIqIZ$qVqJ8!T0r|mi^NA!aq71)
zkiEYcMw8Xa9@)vtMeAdk|L2d%lD*+?63{&1)4G1#n<GSb%*4cw0f!Iw?@vv2TdTfQ
zMFxom^TciQl_#x^FxAS+((hsE{xiZ_uSEJ|I<dL!h1LJ+nwdK7y-uOB<O)^`F^^f1
z!NroYm9?W};jKZtLiDHGK{2T@8twM&q<q&aR}L_8^h=G}<OBQoQrmJV@}9y#CgrZ&
z7YdM7W_~I#&z7W*j!W{cnm}ik@N&79PiA=Kv10K?TS|N`{jqt)e-}Z8h4P5LZ8<r#
zPiUOW=zJ-HkN8bL@}FgN{Un9vfhm)!&i7e)mW6cJDh|6!TbwcV3{1wicskuH9yj0A
z=;=w>QF?!{ZkEyP88*q{We`ZBKgP#DK2<0<YaVSBM~bX9*Z$!{Web(7k;!7lZv<5a
zObqlMzQ0lVM12l4O#-3<s9=oCK{K(DirsdfWF9>I6%cts`sG&&@7&0pi`<wqp9=|!
zWB6VY=l)6l;v|7muKS-Chm>iK-xE*pP#oWLdr#<NV)CDNsP#`))!8n)Yug$a1X=u;
z=fAb1$b8mJN%tr)j#QfSYJ+bEKfjen)kq6@fL-5CAC=>&pybZd((X}$LO|>dj(5-S
z2ry`A)8Ey@L5UCu3jH+2uO$K`$*AX+Vg4Nfq8{uxc0<>WD+PT1bH95}P<Q1mhPG@r
zgKweMGjE0SGKgmxwP}mL6%}4Rnom^tuPY&6vEpJbw^@2ur<E_2`uP3m&Xc*DaH>TH
z%0t?duN*|lJdc5AZ)*vzP~-a?9!iB1>t8mM8r<F?lg2In&%2&}ExALI%tQGfzfp5a
zV%zLH=>LrDC>Hdn8^Rfj<rwr_5%St;&4@Jf=g&Tc)EN`jdc@HmSA70=3SOsb#hM2=
z_&zW!<p*$6ys<6zMP<GbVVzce#Azhq^YrPN@5W}GuJ~ppCo;B>p_B;Tj`Xjj$?yNS
zIW8b7Dr)DkszAf-B>k_pp0z(VOFJxH4Ol2V)Ng4^H#Z-mJ8o@-$nT6rt{{UObMem(
z!d_4+QD5rddDE~}z<gVs@e?<e>j5QpN)H!;+IzExq9-+AKAu_p-KLD<zyKH^BpX%k
zBn3~p7KhFtfR@qZUHvtEK$%aFgC91_*7U;cV`McIT=Gy>1>IIG*E155G_N1_=8Tf~
zxV!7m4aWZ393zYG%6RtyF7liPON!%}1^<s7TweBZS`8wkeC0I0-`EJ~?}t55d<BV7
z#%0LsNqnPM#X@M4riK6jZ%*!E<m8*}y-tD?EX8=pMPfNTsc4ciQ@`5@)jatzK7Q8h
zam01$mk?1h4}rWsm4;3aXEwT|;M7nvxg42*Bg^#`oz|koOj^IWhmTkO>#;us-}3Pj
z5`2$V>AYMK6fP30)Y}6UM$}`!OBNYcgg`|qsusRqfYYdv7I6r|$pTUunkayDR8!i}
z;srYl_&hKW{6<av5}bR;VTS{W!dv{|SH-$bG%9WfmifN$o8!M55C)H4?s|<3g`7}<
zuK_YXKRH+(|ICVf`v-Vv_3NCm;B?o}q(2<71<S&f#*;M;aH-A1mxxdaKBs~+-ht45
zA6ZX*Ym#oJ;cU+}+N4TzY(Kj^%T12<pXO&`qGR7<2$ocis8x)y&z6so#yr3_ER@w<
zYB&&O29Buz9G$;_(^8(>4M#k_C$7`gWH;rcxKfaV;Rp8$8Hd7~T_+?0A|s`wq!#wk
z>iwJecCsWLgm<d!^sYlLWrJN1apz5+13?j*278h)_=TaZ|85e#1t1(6`<Y^1zvj$-
zc6Bk9jEu0Qbb+I{+?zh}uCiIQQg7D+PNQDU@sT>R-=qooPf@9fi5OM7M1YBB+~GH7
zR#qAx`1%q;IIkKB?xCCD_;zw~Le2>f*|;^t;W@Tc{KqB_6w~){7mKW{lX`=d{H>Km
z$DYQ7gu)o5-oBNi`G*e|kV#==oZ1Cgp6;5JMYHV#6GQs&*&*5|32;&cYa97qg^Pg8
z3>Oct1&rdznO?!w+W%!g$7C<Cd*4;Gc;-_YwteQ+7Dxi^(g<99pXKkmT7GaPThl|d
zelV_?mQ$srrPXi3Z}9azyvI~<pbyYJHynU@U~kWbbo`+`58pU5dYX#jahMSUp-TS9
z#l(d1?EHNFg^gg>SdqCMk~<0t*S7PCd?r{7Xg0r?@N#-BQ9{620NMK=S2E#^dlV=k
z<D0;b5P#WjIat>|>Q)7Tz6U3cd7T%(W8Y9`Pm%^ZxvRz7+yMGxHMRXCJmOM9AA>Kd
zbDx=$tN#+f2{3Ztz9{4i0+2H<$X6r4ImbY-Z{)+-JvfntiTb}|D7%-N(=YTj-5M`<
zkHQw;;Cap4;3gA$J?QQ_%r3}ZCS-m0=;^(e?&SoA#nzQl>gr#dg^T|zKIrOD?)de*
z(DnbQ?mWY)I=6j40TmM|X&@qs1;mIhkYYhV)F>hX(u*_|kS<8?XcQ9_iA!{efFM#A
zy(2|XA_l2ar3q?~UIZ7?x&PN}cb<K2Irr@Q<=ijX`;oQgn&o{*`HwMvQ~gS@MHqi<
z|Jc^ogD1ZJTK%HAQfBKI?~Q#P(RZ_6*|!YMcn&KMk1eLL7E)LSAyXY=rVI>ztlRHz
zjJeb6LOfUQ`%Y9=nTidXYHBuXT<GKI&OFmRXDl#%`ZSZqbD__957TO~Hp1C&LN(h;
zcX#7r_tI@G?PPV%o<4IbF<||-6o&s(p<vbAS2zjA%hllEW-Q&v)y{vufB$0W;<=k>
z#}pM69RRAP5R=-n=>1y29Cfo>tBFV3(C^LSH226i$v=+g+V#nmEBDw53BJ8$Mp64G
zf0?6p>2xap(cG5Z%+W0ol9sr&wanwd7Uj+Kn;R9Tqks5zqnD5VQgK$+pvv|thU%f9
zrT{-GC3x%{Zy4K8<*rlq&0MuJ$*y)^``)~{pY!o61NJE0f_Ie?RA7}d^}FRhAHDYc
zvA!~okNt5RX8Dd<*Z4=1_(u7@*LKTAkEm|n{K7<~#Pa3)qx!zWl`c~<)=~L&=<r(Q
z8#=tc4jqfW!iwy|wbGvtSa^uK)Y!Z1@h`tHqgzXSbjR)58WeJ4-W0Wql~PpoAu1=M
zK?`R;?ZhhcSYV||`$lA6Hhb49Kl7|{{L=T-{p*zV#<)1$zVS$2-zz*O^5c;K-%dN_
z(x(1gtx@s4I^`*cD!%(@gk4Wn<s;Xgp%yjUu6Bi7_WKvbA}DLFm4U&3NN{vNIHbE@
z+aytKZEM-;AO5^=#HR5(zAMAOOo<oY%?T(S;_8;*F!L<1>siI)u92#ArtHh#C(3!#
zE{yd&8N48|y_zM2OFQAA9+f87S67$*zHVWjndYwOSLi>)9%y!rdR4Yix+FHzY3MfD
z8xg@&wl?{tjI&Ajz7u<N<_2n))5*M}n30{Ft3T1&k#*@(LHe#TThFIo1y)?dS6L$`
z-F|*Qc|k&^sf&-T<=N*m*i}B=8+^d&5pXkn0s@IKF`JezTUJmcM6v#SI!Ed0=qwC(
zWNy~j!zRDHyStiVFH3K^8|B1aCb%+?a#}9<4hJ#dTryowQ5gd48z?I9**6p$MQsm4
zj!l{GT&4t;-L;JrJ4G3Av3)~PWvB5)isC;+E&KZ`cloK1b^EMZnE0j>-|<zbI_I~h
z=D%iQ6DOynRHvN6SH{J|_^IrytRKGr{vlfaE(Zk-f}GTX>OhSk5B|=m%%KF<u1#K=
zuUl$D*H_N@-eZ{3uz?F31WZaxTN_hf<}LO3Xu+~Z3HC?t@7cMcaoHAS25*dZx&d>d
z0Cv~aUw)|vZRR$Ean}7S^5MV%w$J#qGa(A`Xt#-rj~_%sdp)NASr}~^fVC}rcVk~Q
z4JS{nE~rT1OTZ@}9_Xv9-yq7)?rvXgfG0v3`nvD!Thk&5@B%=oFkRdf%GTV70w*hJ
zv~<ZI%$@_V;<8g;@$j^uiM4tgIizgHnxIn!MJqLQjg3>#YQe|H_v3~QWnI0v*;Qqq
z@_+54Fk3nV^ngk36xz9Lnwh#*+`#_@8sWZzKGcK`MB5PnDvS!89vGJ6SEKncU)tGe
z3|d&4k&lH%ESe^31o`n}xsp4m6`Y*n`}P$X&B0~iSmN11c)ChE@K`X!5*4o=$%JQ5
z%*xV2ckwKG7iBT{+~qS?^7oJS)kR4Zb){`Q6!b@Tx7p(2qTnw3yN*R8dE#=MPL*^~
z^q$cnr3}0Kq}K7NtEy_dy5_)v@O}I315D5);)&0ASz5-SSGXCoNi%bELltY!HKF78
z+2NNs`%LK(#Xt~8j%jGL;vaJ%2I4cxxR|Tgug^CR;otR7pN@ghv;}7Ya0j=rB4%p$
ze$B&^))D|X5xV{22}1(?Sbz>3x+i(+qW!LLtPoL^y8TPV5VF8;(o4eB(kz^xtn=HS
zmakZ0JJ^(@U$TIk#C==2le6A2AKkmAM#Y|)B9(8Pwr<*V5QL$ZaEQsQD0#0e0Dz(~
zFLAa5x)CBBcN>h#(PO(Y<AT{J=SSbNOgy?o0|Ek4O-p982Hz?kq$tnzk4x1e*g|8m
zht&xU5RXMyQ}fM4+e}zNJ3216N=s{JTh*M;LmQ(FM!(w8>mOW&sbUSB3fT$Gm`4Kw
z;<&K?^aHfp^)>Y6wwgAgi}7Q4_xuquvX3TpS`iHwp<!u6RsZoved$6+=|Iq0$9nXH
zHpi*1_Cxoc6xSgv+DXgwgp7<6c*^9AZFs->>Los7XAFG9&TRmLpyFmB5af@BV1<c4
zHhT{yB}DjH)kY)%{MY5$s5UV*rH6+|=tStpG|jn#LJv08zV6klSDQ__;}m3mh&Nd#
z1$+hBcJ2A+q7YwvBxF1^aX0VC?~K9xWk<>>Q57;Kh}i}fdfK;%i>snC*2*dD8x0!S
zzPb64a{-Mf&y~bst{-8FDmwlf(7^3lnGlL$^R1GS^)uMfl5YF(gVpBkdjlcqwW77w
z^<D68CVI)+GtXSX2wMth3WGQHjn?DBT?~hk5))655E5P1)_~*HP5}!Px!2_gW|C6!
zsu9FCCuj(l0HINv2ODLFR!J}lZ!#DR&|G9d4igm-*)u0UH=J#R9_Pbn`R(qp0ScG#
zaWAZ%r(i9cjPr^N^i|eQE~4Gq6;o+_XEC_XC|NHoEX;!9+<TGdO8En<9~Mkug(bov
zF$sxQH9!#Vi1ay_(psLsaWc-~$4nG4*TuLt`CywqYHFZS86&wTu-1sbR{)NS+}D<L
zvvftj*?Fd$=$0+p6ctUOcj~~^-oA4uzM(-2gQc2u8MM&m+B6=4TuTS^U=Pe36ALD*
zV?++T25d#X)vNosE+T$4$}qpsp68H^lNthiMGGJWSg*yxu5WP~+}CZ`BmtU1<Ux-`
z|0y#z_9sk457s{@2dBjygH_uw2{qi7eLE^D9RZQU>*6-AQ%4;g)2i%EK~}*&q|@oH
z=tW(=eED9EZZA|Sw9cQ;B1kFV)sA7b!F&466<MFDVYye{Fmgdvp)QoTxHxMdA!^%}
zEk_XDn3$wLe$pcZLnqJM-MuA}qkm*16?1C?;0x_O!@^k>e2tZd8uDsvmg<yd4vOme
z8r~(!Z_1FY#o6ck7atTC%j1%Z$i3}ZAK%3}{`8s@&TjHtxuivQn~tHOO+^OlsterQ
zxV&#bxF_E@3{JI?EIyxh(S~jO&Pm6ecFlkN*zz(wMze`YKxM*YW$<sbCppv}&+#5x
zht>C2y%MNp!@3y%Dc)rHJm_~t#UPZ#VVx2KGn>9NEAhnyhqG~Uaiz3Ob#yQ45d(Pq
zxQ>-oyx}2o0pA@DXDhyo>EvEeKR;#QN2d43*HFl0ii&r09fHa5#`Mh(YuDPfkUu6~
z#)I0mOK(@WT4`~eD{ySYVSf3cRe@#!3%ON3i2v~%D(mX%QZ^FjyarwXC={zyK^#K=
zNzOGT;t%vqz2c1K-lG2nDcIkKfEi08NUGEl4BvXg)mH!0$J|FuQ{lt5V%f69jEwq}
zQ#kgCRgLWCXaLT|xUuaBI<OnKcXyh9IoH(}M7C_P1^kdKABX&|Eh;Zyyig%Zfqnn`
zC!yV!B3;YHz<W*9elt3H>f<ooZ3`C7Kit!+>t?T$+Lqy}CV<I+d9<54!D1E^7@$QO
z^>QsGrNE*poDSo{*tuKhmMsAFkc8?DreDwJ2`l;<fXIR=+|V!gylADx(@S5?0xrSK
z9c#~3MVUm>&Hy*3>1hr%jT(Kkr*Ikeo;51he>+HrUEvt4KABpQn0OTS_3uA$atp?W
zhW^0F&^I(p!vEnGkSzOhcWCTh2vcN196GG5Y}ZqEfgY=&I0K&M;r1-cYhN6D4dp)A
zq=N40!oK@Hu7gcKMk@H|VO+NrUZ7g=JDeHgf$1p6R^2X_vlx{($~=7;(;rnwoY!yo
z^esD8HaWiF@RqB`3zNS3zP`m6Fk``<4z!#+*NoDX;}lst1uL~{*)VnAy7pZ0156Yp
z;`V*&bP2(oXJLvF(~;^{T!@_lt91IL17R|*-ngL$P6NgXT+yen!zd>)?F#O386R_U
zO&MzRHt?<906aG1BnwRy@DpiTk#*GQtIR_ftJTHKheduzuIGo-eEj?^EJ<<-2i?|F
za~}sDVpd)p=s({5^BL$BPsUj3ULhVo97|Sl9X1ukN-%ZgxOMB+L!4)SdcZ<5_z4fY
z7pL;Q0p6)u-{NX~gog_3dox$G-jQRo3gBhlU|M}7yhh~EX(6AN{kJUl&HWX>1RTIV
z^O{~vOIV|XL(2&L72bY;s$x<39UcTWiiUfU2_P|#Etaq_@t~>@0Rh!;Z|9jH%%>aA
z3Lygwn13fsBCCHyEhNaO>Eyx@^QC(=o!oXPD41Zt+$hgJY}maBH%$g@_Sn^1_v|S!
zT7sXmhV)_d=zJU~a0ytOHdujKZT831)NYIT;i?9^OG_O~SbCtIsQ@A?=R2JNmXc<7
zI45>ly8PQs-ykdkoXY0I+h=qU_!)HStA$A&#%xncO91wmoKsIA=yVYdn13z6R8kzw
z<WV~D?HG&Fi9+Ja*ZNE)_OFOVp+~F-!^D<WR<;O9YQbTY;9e)EvkyMiISdijkJ8eO
zGtwUr1AIihZi|_vT167v06v)n2Y(WQ>EP><qB|01{*^{pK?rk)Ct$nBWw;e7etv!?
zB2BPIXe0O!fRgFXVLQ)MSc7^YC}|#ePsSz&i%=7wix$9Wdxu>xa}5@R&N?~Q`u$5Y
z8f2RJ9&}ucue!Z7Lc9MD0s{TMnD}a{If5T)dbmQEO8*^GSGi7a4wj&Hj)&BM`^tL4
zDQpexs#cNb3JHd?(QluK2#dIS@BRl@&`*+eEzJYs3yjA3$H1|6%)S!Bl9y}lkzlv!
zD$K<+yxYW|DvYUHVjA0IWO6Dj;Y4LYdQ+J0`I#Pzn2?#1qk{p$2AG%~xN8Ui$j+fv
z0g0pu+c|pJ?gNW;J3W0&*AcEY&_{N9jne-`d=OdsJ}zKs@kM2&^MFf#{YH?SS}bR<
zy13PUjzV;a<muV-=gHVugIz`WSYA3tMoc73$LOHfr33D^RaEpa9n<a!AeOm}y*9y$
zR=y#m2`~Ki?c0b0PN-lHwx&msJK{6?NExfW1we}UR#TrEhYoD}6T<SFs2l4Qj9_H%
zDfr}J6rK->864U^39ibT8n>_ys>hDeYpjr*&@rcy2BaCLPHX@|sZ~V0)POm28H9!S
zf(A^Kwvo}jiW}=rj&+dr8zui%F_4?@i>(@A>m$i!H0}@#%6~2G{5LYy|At=)`6>|1
zZ{m{>J`*#Es7-ZB<A0G=rBpn|OlJgwn0SpS$0Gw|NnBN4R)#`7;zC;(Ml60UAhn3S
zL9oTFShQ<NAt{Y4#I<#MoRq}%Qcie#7h=FY$=0uQ`t7QPUWowB<HxVJh2!qmZ}9wy
zI<BVHe27;e77L1r)l7`oy<HAW02*6fEn%)x8w3zpt7-vQOB;yIg;?m!8o@iEq1Mn=
zjUM|xBBn|>9M81J9R>gj1j%|}<=p<~tOqh>ZJ7slydOeB!M*2WRZA~jTDCCiQR-s&
zDGn5p<br}%y~tjBY|@-P*m8f|zFh|?$-#pMjoSfra2@Y?BFI3-c^&;=vLI})33`Ch
zD3uWTiC?NT%8*a$>gnBij3~b<4e{(@<bx$y+_+Hd4TAGrJ-0DKmP|GQ)K^_hkQkNv
zmyj8{&w<BBI1gKl`FRhe=7V7Z#Vu0S?hX>)h;-7AlcI*3FR6z82wdxb%~Yg<ib5h`
zVw7CMUc5Nw(EZp1BqKd9uSc*s$*HZat@^+(xD~kJH(2RU>ZsZ2=|rf7h?t!6;2kY3
zEE3Ok-+gfJC`Iu(kaq+;mZiCXK!hVWw$CV?6$rv`Xbi^wY!J27>f=AM?!yKnZP^JG
z<Jg1s1~RZjDkS<ugh1>#lmhV`JJbMyzXyDXhz-Im+s61{m|GDQxPN#iUDO*a^E-&h
zA}S^(PNS*6e*N0^b@8J@*MYZEN08MvA?LOo!6^p^V@*O`Nsf+I0!U8J-~Ta2co7y_
z^<CbGW+0lhKR`yr;T=2HfQeT=3~(V~0fVp1BplzbH-E)dF4<{vDPbFpre|&*jl2HC
zH{bM(o=3!C*)!L{@j2X9>e}?5$Ws3eH~YUWvHi=ntpA>309XY0F@)nv$9y|H9L8`I
zvO&~55R`~R%zz?)!q6~mauQJ}`h8SkjP;$IGJw;G193KcH&TwW5!m_ogaq-OJ2k<v
z!rc8GNKNtJPYnTiDLZABZ52#{29$^TkusA|6Qw0|*=X#Yv+u}L10!a3ezNYfiiW}F
zCbY4_6&aa@lO4;yt6Y-HW3}eme<N0D+H>T<feRq$<O0USEhy8UHTW+}!D;!)6%;kN
zw!3@1B!_{f<^yag#4Js1?|XaW5Q5rbpk9{N2y_Ob8o7WiitfXA73aqf1q<z+h<S&c
zLWK^yW_X1pjxzGC1x11FKm2Q;A_q!ga1}b$j=-yvK!vNk9<fub@_Mh|d&PQIVHW~d
zXo4|qeH7tnMyl9)h<zf*PzFsmzlK%ZnT(BV`YSrzY{3`t1~46oLL5QV{>-ab582CZ
zI10EH9KjAgl3{%A*s-ga>yJ!FFem-O<Bii%pQ)p3*61#|?Kv)tuwUjp_o7f40yW5W
zI^d|@z?1B?4+#lrMb}vl#-(kmz+*W9Ch1FXF8l3ImU!oa{vHcpsF&A5gb%<^DZnM$
zB15xnP3sc1OR`xZxoOkW9G8_yLcC`z2YL=96&p{mZaWsLc+WfA^pwd7Lzh+U5mMs4
z%l7fZ2Tg?W#<YH?Jwh-<CxEiFGk%YzKH5eNI_#FHO5bGKDS>;C&M+z&O(M^haWNGb
zvaeUJbn*)8y`>TRqc+oOft@`TYX8z`*U9F^O0jruZi*6ov?72fTIBy(+`xh~!kPti
zKM|!A@%<!$6cE@7mF|;$|I$AyGB;ylM8Z><C5F;THrfLLOZvyuZqI&V6bt%Zf^Fpf
z_l;NES=3+YvC!CxuCp-HX@{^r{#;|6#aaD@;k82ZF4Oz!tZrSr7|X%QoPAbNm~aH!
z<dNX~-azg!!@h4UEROOj8nCj*medRi6H`K=AsRh47L<yug??N1-5$<**u9(>y;LS`
zx}c}hjrQV&h;S6sA8W0Y9~~N3e@!ZE&yQA`?VV3KrIYJ1Y|zY$A86f#BD<-nZoc<d
zTq%V;4|8$`&vrL7Fh5<mpmloF>Ocgh;)gC-N3Y-s<=;Usbh~x+T5|1-I4!NP|IEux
zqa4sj(jt_Nm)q-daO!mpitalp=T|rwQF>RvY7r)+c_Yderly^P*z-+0-qUe5|33zC
zB)qs^Ey<;#<?NgpE{+(1F*N^aYG%w?d=q7Q8E)(t9nxT@F~Z~NT;%@AQ1U$(Z(!wK
zeE75t<{)y9^Fi2HMvaxULj)vLq$vH+L3N==*t|1XGxy4P*laR0q~^KeE;GN8Gv$)5
zVEh3|SXEVZ?`-)_4o^O`%(`NZyS2j;1LyM^&n<?}xMT*9F9^@Q@?~X)q{>Zt+?PEg
zfk$@vuW-3yE({!mimt=a?r_I~@}3!KkAlobYMv_YT0Ph5JACG^UrZA=UWS0oeCPZ!
zWU2p~st$K2T~rmeQ4~0Ywh{M{*CicYqOyXd+KGs>YA8P3@w|uOdIuN~6q~d?Jqz&9
zPzw|ob=>7d5kzjk1zU|Ik6`GzYv<li%JY*y_4JbMa~43zojR#!kEy6=rkj>Dfl9WV
zlhY2$?B^^;TTd?@fgc!m$B=}ijusBlB2l?l<MX*+)%F~@VVe8){m`f#nFSxP-pnCL
zB6w*+&oCzU<ItjOGd=zWsI|}{RXZ6X21EPnvxA5_N~?Sbk(3Dm+9=CHB{-@Sj0*4G
z+xkfVq+oVcQA}tAr~`4LUfpf)wDze?5g@Fe_7(t&pFfm&ur41S2x4$Qm~*Wl;l>IF
z%xeOgrEO!AlwAk^@bOdWk_ix2jUb5;ZKTVqFVZokJ=?fe@lNcO_1=H<8u&wx=+trE
zY!Us0By2Z-`>n?pv+Fisd#{CB>zKm)a98^5jhCq>cY82iTB}IGe)jl|IqkV#Uw`5q
zs4%X1kghB6niJXA{&Nl<q5U8HABAw2O9Jf}yl=FiT#Zjw9RzMEku{*_NOL_LEO2Ou
z{WTMfB4?uru!DX*a-T<G^6`+VDnEOHAm^$b`2rBfUC!tRuayqu);WCmGFWV~c+<ey
za7f@mJnNX`3z=CJy|_1D^YXSr$s<L8ZM%23VoewkZ4pVK$&CT*0<4uA19Ew8Lwb0m
z;&O6Egy^gur8qK5mp9VXyeX1|MihE1T=W8pO|<6|YP-8)aktKIH+x_<`fif&V{#q4
zjDTBs3C4*l;#iN+)~(LrBP-Be^dHL?T{^n&PUm;9P*B>6--0T753gSUb~+KBG#S$4
zC@uXZWE@7UV93B^)SE#(&V!&7B(&$+CEyhfsB+wIAi@x?@I^;QM^~?x5EK-kD3g(M
zlR{%G^Gw_G=gQEbBUR0A^onaY;z>fX*eWHZ1@-zxZEZ``()?NIIo9ZzK{?^W2I^^+
zW9fo>UpMfd5ZqD4YJx(wTVcG6!!d=c;5=w_>62qn42ZzJ`?cpo;D(r}t`%fT)rI~Q
z1i1KT{7TCU5mUSO=X?<|7i2Vzc&QC3Ep&Ol3uc*EJuKHK<JQ4a>m3;}8DVDqB}+7^
z>B>5ibM>DL@9qb}WRw=CDHqUr{&;KpTE~I|h(F#JJZ8s-TlO!0;B{!rIt)}zNw$KF
zj1DT1axU+$s|MWYH5)rUSFi;_0e#P%p_ObI7clrv{C()nn{Vu0{^{|%3=H4tYH7vb
zMxugL-4!Quj3oHh)`?X+@nR8-^|(795ATO8)QCH}H!Wa!xugtW6b`R44q)eG;vw`+
zc;UEBu`1s)&g>NvQ$|7{RK<X$FusMV#?kMdpI`SztY^h`#H3&V4<cv5$WJP?IP7Cv
zfFeg}shXZ|e-$J82529|>>_r(nV+AJ%9El8<9#O53gbn$MO1L@konkR=!#T32y7H@
zrO^e6y$MB0lElc%8-p@?{!H`zUah$TtWvU+i18t{X;AUJCo097AN%>B{MZ?+>vIPt
zDiyCyLJdg=BMXszEL0U=Kpuqh?A>#LGxYA=M3fM=ZP=iMN}?tLBvNGBtv|NLw&OX{
zw`Q;!Wl+^2W)Au;Q4~Slj77KAZvF0~1#?ms#_eEDUdP@LL~-B<3OvCmXLb@Rj2pfS
zl_oC8M-QR5R^aS{QIjqx+8&Z;S;c=yE0>79rv!BKF9I#T3mGzbv(K47e%p8iRcxPY
zQ<9AK=ZK1>A<bApJYNGDeCMXkn}dmo`lGJS!=r6|T>OG~r6)X4q#t2iyvuyPUK+{#
zDH(_Mrs;CwMRUAF<WagcuXcxGZB30V&fNlLw1L<q6sgY54`>8PAyw-<>ACr|G*@|I
zT^XDu_35pU68`5u?IHMQf)o7`si8Oe!8%PU(z9Sz+U)ae>%x`?7XCynJJGl0_}vZR
zHF_hmcukfELoXTOR+Uw@4VEEo#Ky)3CvaXvlREJnZ3@SC;xlL=cvSq^ZZg~qp|Aiw
zL5%pzuDGT!MAIG&Dw+-b4U(5ZEIoMWkclbOZ6|-n?6w?`0=wV_NST4yKNykcmh0gC
z8cF#Aj*dJ>$bVWYD!-~mK_6j4UzlLAKq<MqMdSYPgx9H44;II->`w&F1@*I^U*qLi
zMs}qTOkCerui0Vtcs|AtR}+mFcs<G?*#sP&`(t4^@%ZCmF~lOFyou87%Zc79-M=J0
zCaJA-KQ4jDr{k~yts@ESCCC#Aq(T8<h88sj$sIO7w6wI8lrr50b+B*b_J>@(+JKxx
z7DYl79IYXO<~r`ChBi>_PT@eAb)l&URPA)gbjj!h(8o~XZz5#F!LQoBjJXUAWfd%m
z`Vw9RH1gdzDX?QRU=68|`+>4tI^KIwbe*tYx&UV)HWH?Yhz<)wW=n+@CWvUfX9p5w
z(Q?K(;U)?-Hx8OD$y@J9SzcWaluDQ1r!JyO0{1BcR1#7Zb*xtx!%>ZZ*;}UmGnRfI
zo~=d|N6Xka!sW;WHh|#H)0fC@wLE)P9Ev-6brQe7nfHJwnkdxF{8+c4*QVR<qhzF3
zP)(UA0GGqwTeqZyRoQ)3D(TlrHfOoFsLN3vDs#{&feOOq#T#ax0`ckWzX%Cg0PmVP
z0s-TcKoF4Nj`9m18&{_uqTdV+{nOV>OY8JeDLe|-mzIu?dil>lE;@pg8?!Su)#1DA
zB)Q6`Lzbp_H%m!1Sgsu_c*n!AOi&BA>O5bygEmBx%E<-flopUmtMPWSh-`?+b-xi{
za3j8oSI1r3SZPq?o|;{UwZM%9w^>1<3xDy1t+}ppYs;hS3m_GdGps=M#9Scg6rh!Y
zuxN$-?(7+PcAfVW*<_6JUwbFxc?~wSWLc^*K0y>po$`lWq$3UCNkm{|i#swo2`o|-
zx*%YXQBV|9kEn<9p&2Se8k`&hZw(zQN(eESx&AOK2y^T9+Ihs$gt|LAPNL&at2NCe
z(gFHDT_-hu)h9K~^YX1*HxjX~3u_86R8WM@?VS?{+6YezhMN(}5uqZi;kL=ELo4bF
z5X#<-K{37A|3<1RnoStZ>9{)D7>aB{JkKq6%%PgAiI?Wk@B2-)+3Hh1US5@wT#USX
zG{GdB`BfbVLq$y7)#!NXVGLfRX8_eQb;=N-P-K9az<su!gAp7n%N!KJ-m)F5t1~6)
zJS0}Py_{nZ?$Ob}h<W(184)QI%^x>!F3*`oARbDm$Dr;wh<8Oe&urhi^(X=jnnT}N
ziJ_;L=iXz%lX6_d-23<8=UPa^QX=kavni~$n;u7C#WiYW86nJ~+~MJcu(<G}VZLJ|
z=~yAv9_X~~B|iC+2ZIn&;UgOGbM2)8rFr&kF?ivJb!UNdZIoIR*o!47?2%~Ib$a|1
z(6}})V-C9&t}C7E8iP*EVwBE5i(AO+aBRd}*XJ%JgxxI&ikT)!KC+|@7X1e!-KA!z
zX`Vpb5UIazX{Iiq1+O-V2VkB!M^aiswrnu6=^Ltm^nYpFzb-aJ4-+k&jblZ@$1pfV
zQk8>`DgmC$8$oe10Iw=qq_+YTSnZ|R*3u@xV;AO1mx_q!2yo~=22=@si2kO2EM2$J
zPD8woZp@8D=-qcvf;7dI&<NmL9|Z|CQK}Gi3dIbJq`e!muSV5V9Y@zD!3SCl$aibo
zN^k-IVyeM;H<0EHj1ZHyNrYo=yA%T}YOLlbMEI#hPOM$LA~DfjLV*gLxl4-jU%J|y
y)(TLLPuj$&9z}G){U5v8{^^PSW2#iW#M$?7V*Qgc%{}mFl*(cCpVAJRU;H0H7>5J^

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_basic_50.png b/Documents/results/mnist_basic_50.png
new file mode 100644
index 0000000000000000000000000000000000000000..b94e4d4546a67c234312dbc0e7de3dea8de80c28
GIT binary patch
literal 34057
zcmd?RbyU^S*FJdZZUm&eTj^Fh1rd-AN$KuZN<ctDS~{e=K}qQbNr6juH*@ZH-uL%g
z?^?6gtXVVv4T=b#&%Nh-_St9eXFuoJM7&Xz!$K!Thd>}$3i8q#5D0uA1Om5;iVS|j
zH@>(5z9721QqV*NAHJv`!ol}wj`HtaAP^iA*e6_(M4>hKp^&SLj_X?o3s(;lXLE?1
ziL0ZngR8BzDYd(~vx~KZJvA>U_`^<Z<?8Av%*FM;Z{T!rw&ePpHH86zP(u`?r8GU$
z_m_P1HO(JUjz=-Mi4P+e8Kf0Y@HGmwWH)!q&GQrWip?$Nr)!gRwFj&J{yC6MO}*T+
zP;lqrSorH2?b>5gHr>rWz?Q0ys3~dxqBDJkD%LW^#2&>W@cHJMf7>P!`AE7@!}qg{
ztsC)`+<1Bgcs%fNgXN}O0fGI`jT1Rg8hrSFhNA}G#$}m6<iWQamLw2-*p1Kse{eYt
zhn1Z@R5AZo$-B~K?{|dr&2DU(tk3H0m;O$dzFO)$Xjq96_q%nyu))1~3G897Q)lx`
zlQnUgj*$^LS1z_!+sJQvy0kEyT)9M(RrGA=h5J?$G)XU8qZpTz^l$Or<)X{zznW3;
zk7s9>2MZ{Pibxr%VSoPo!Pcoc+>2x@uN2O@@D`hxoUHOZF-=h}C^r;q+1=ee-bhe8
z#Xwdk<A%_m1{P-dla^{%^!gmNg*CZs<+QevulL3F5gYlA(^Mp<r+>M<^;S;fA2u7D
z+Ht*J4Z*Q3n4Ot1{rwqhY{&J$@DiGA6a#M2_rHPKc^mp5bf%}1clY$bLBwx168I%n
zRxS>g$Y2BPPM20$jni(s3g1Jy0=m{?C6=d4Ewl{`C^EfwS-|t#bwa-OBa}DqvMze>
zm8J08ky3hX;B7#mG|bHX_L5LE=RGY+$-urOA^&^N``f*W{?XBf)OM5K$RyFS_b0Id
zwpZ2DHhiwa6jQq~PyKQ9Xdh>Oc1;z(<pKA%K0V%1Jf<E@Pfa1_j?Yb(n$XeG!Z$2?
zv)Q*@Xo;SWy`HPLBa2T+sB+!Wcqt&@aj}aRhXO3L3yF)18{4};#l);leVkC@`UgH`
zG&Kp&y~RFbQ`j_ovN_uvZrraP#C`reVr=Zq`4QMG;<rUNPchCA40LqINfiMaVPR75
zHp+*)t3I<>u>z|MuBHwAyu3W);Z#1Y$(4X7KYcG~;`V$^;jqi?`A*2k@+Rbk28X`m
zf4_fB?u<1!7`0w4`)Hlb55kE$u0j}9QbQXX1%WBgfpHU<)MVeidj`SVn3<VbTk=@p
z^N?HizdPV;SYL4HkTEf#VN}cfGLXPzwoq>;=zrh1<kfMz%l3to58cGX1QiFTuhQhV
zZGAvr3<ZgVzo_^5cF@<axOs(zW&`mIn@>hgJ<l4~BH3({mW0(*#4Whm&hd%348KfG
zX<F6k!q$PCG}?15f{EL8`wiIR)b#X--@kvKt2U1sc2;2|NMe5<d^RdUC7gjhK0e-f
z`iJeL<LLnh!fi9fjQO0m`|$D-SZuvF+NBP|4m=Vj89%1wNV?Sf_ur?VFp&|6IQ7F_
zM#YGA%ZL;d6jDSyI5Ck!rhUsttc5aiDl5l!y~<DJFfcIiC@8QXp1Z|`LtB3m)Wp#s
z%p4p&U!K1hYw>UZ6YcKnGh6G9;IDYS;Q((i`bxT7^WD22IXUq0^gn+7#8gV=lu=Q^
zf;mI!4Q$G21dOXmdiFu%R^4G#{^4W}t$0ShCrIV(w>FSYu8#X)*c$EZ?0DYp6#kgD
zaXMa=^1VA~P@Ody%@pe&8j^nV2KTW2&i;I75+w|q;+MqJjhg7)eobV(*`IGL{R0DC
z5|1Z1MVhRdnwqOCPmcmx6^7B#WCDNvM!G^!PPQbTo_j2NF%_s~#Wbw=lYvhW;BJvp
zA;|N7F<?@SPV2_pB-}oiwqUpYC@MmQ&5o6g4Mf+V=~8X8&7tok;=Y2gDL^D`Y)S_0
zJf9w};!;y1O@4niIbQ8T#m4SMq4Evvc)Y04IxEwyL-$y8LP5qN4ZS(rqT}Vomv}fQ
z;J054FMeAHk1I9EH>)3VeeEd<VnBFQ)bDn`yW<{Wqtz}HD$QCoJ)f-%kFl|_z?P$S
zGO$u&K9|yNZhXtWXDZ6yd67Jp+=xNK2m$*I1FZCK9EtnDFJCav&W>8oRDXh@wGG^!
zS&XDd6cjLm4gU`~2p4DbHZ2G|Sg_Y#9xg=ztE6RJfv{ov^!T7tX)M(;qlaxwM@Kh2
zsmw^gsGJgbu+Xr6*mBex2#0VCJZ?Qv+pz2L;cj^8>Oib8F+3)wH}V;q<BH$aKj5@|
zSOSX>h`gE_3Pd^eC0fV*DTc*pW;6)M*}xsr1RQ#+%=!eshTf-1OCMa0h#bj7Y$<ii
zv~=ri5{K{I+}yMR$f9MffgvZT9*<GZYPAi$WZ<b2laob!m+0hT<RN)r{rW@?P6xS?
zfBpKE2O_%e@JHV7>GmP5KS6j^|J&kGfhhTBa4>;hAwG%Ai1X9u&x&<*brZm4^1%))
z-C|^7Qi9~!E!2N6OiWBv0Hb?f{|g(Qthb$~h5HKoS0SGM;e1jJA7Xv*w@!7IgPvYG
zRot(6(u@6hv@8oNtD^UQRo~ELfocXT7T9Yx?SK9#vaqu&lk%8`Y8n|iTu68Y@bU2}
zu&}UbI6GIn-kw{xoXN-2N0ag?lJePn8*Wz45;ss(Rpo!;INCZsb}at+bI4{HEYpB7
zw~mU4-)$`+85!G>Qy;~q^@{IVG@@kc3(J_{y@5T=_wQMDT!nWW0`AhLpSFg+(|rmJ
zl?Q|IkJh~ed!L1aLxq)#D;XFdKR6hEry}5?6j8GIcDJ-_)1b|}E>Ej;cq_^l`X><|
zvI7EHBE7=A5JyLH47rdgU)x0!okIOxeQT>eJT-@Y<JfLfp;{Jy)`IkhXoF5^%1YlG
zXWQl0=U^RWRaLQNV=1G*zpylYxV_Li+qv*QI|6sZf+p{a7gZl;InP|1KAD4*7Aa?t
zl$;EUla1>!B90?MTRIPF`5G+CF<{@(h>0zww=`M|lPaeR;&pX(VQ0N?T$TJ_VUhY2
z6B8o~+|ud#*d%N;A{-z*+rPDFz)K=$M-waBZ_%05GP}RAyah|4{5|;o-uE83#iljP
z&A`049hODYx;RcBK`hB~+~~)H<s+>!!=$s?zC4A5A%mpqz(9!AOHxSAy91EWtZZz4
z$q*ZSaI^oZ*MQBMh>k(bS^K`cRTXUh6hS9i@#|Ft`FKQ#mA!qh9F<?_UU>^P4Gj(F
zY*ltP1O#EQ6=ZdFNez8ZWRz35yBMLyz<WrzjUf{g6K~YjP5kfw;RHY+F2wFWBi3pl
z`Hfk<oCD}ZHA{TSx<Y9K1E4ssPLP~<-1l|9P>2vUEIMPf-=8XBk_+PEh#m*Ni+=(h
z9u&pZP6EO{2nH`bj0U_MAdY9l0%jZiaVbJBjHYI0JYJ_CeD6>CRJqcfE6wMjvxaXA
zReS!{ef&=}y;}0vJbWXki;@l*%ay|^BwqaXjqroH`M+U-73m7YHg5YxL3X3|MH`7)
zIk3hW8X7|eUr=x;rEP3jgF`~fkVD9YT~Pzi9`ZkAUdk&dREa!*<S66qEes$+PEHOk
z1w}Ln<P$bou=~)^(A>{>IF{TO>;&ESNls5sArPa02R_ww!5^Meo>}64m0o8SuvM*S
zyClUYAW%0nv?pMv5_E)s*byb9^Nk947Xrkk-S|I7v#IlZyxBUL);6Ny=O;=w@)t7n
z{D<@{Dan0%5B~-p;2jFdGA*<7?Qv!nmaZTK6bQu2%PWQ31Rl)J(C2{fe$VLX*XD2<
zkK3-MixL*KE=RrH!sm*PN7BgxmEW0SJ}_gh#|GS+6@KYV=QT%XWo31oHSnNeWknCT
zoy<xfIkKX!hVsv!0ar5vNy+nkTu$A{C|1a2(|9af3LC|?QNzF>I^gjvOVD`(6@)m^
zGqcssprX>!->G~b^~>M-2-;w|y8dL>3o;iH5^8+7T!7^dSP&-@u<r(QI|-Ax|6w3C
z0g@3e8Cev7erKoaYir!VEo4S<(9pW(s?1IbB_7bgT2g^L6Yvk@(n``=xbT@jAVRM!
z-Y(rbfwYv?Fh4D{H1kk2^%_Sk6u_jk!Fkcg>vfn<`rqy_H6$r*>;b29`wAitL=q%w
z$hcqO<W8maB;z88J&n61rR0WR0s8Cx@;qdJ-xdZ-JTK=hPk^t?Q9MJ3_}yJ1LH3tg
zW)CjJx6)m>oj2rdmztjmEPLh-%Uh@kKi!{I8F#_kF4SXzWngAy{q-l2ZTQJSNqg`1
zVs9K|wr6Zwux+9hYnkbVEEh}3ha>zIB|&h(NO2QR`eR|6=_L5!yVk=j-&3^P%Y&$k
zy;-xrwbmp8_T;@W6j7f)Bd58sa&q>9behh|MNJKX`8rdUZ}4QH+B!h-zd?BTYrxMe
zCPo2+rG^0yZsa2FLpFY@8N#1<%z9JwIytC-X#__1cGC~Xb5S63`$`OV<I`U8U{Qcw
zNuD0BI;uR53;`T&1@R@aA*)El6e2$bM@mL^auo1HMjDNbfQ$*D=KRB&_@_iB7oewt
zv8uMH7E$zCH*2i-uC6aRJMNuZ!9r^hTXniArHhS<o?*fe*nEv;!%dT-rnYt(!iV{r
ztt^~6UAwwy5LF_NHsTTzLI56ETlP8X$$GlCEbXI<6%7Vh*hSzt>+zf^^wTGk@f;a`
zsif8p&er2sFywo(*2BMN+@$vQ?OXLXZvszGozH6T@9+7e9TO2=3_=g*st^D!ZkzT^
zU{ndFSAYRK+obVZK{WsgK=AGryIM5!koMLa&JZDvj*jjh8R1uJ*(peSqp2ARR`s{V
zBdAKIW@g~uxT_ArU4gwbbOvz!`qSgllYV(xdhXv_!RhJgd90k@zkZRoCx_o74R+#s
zb%LVn6G%r8+9PWK&IJM527Vp}G9RQ9?B!_STQI1eBJ9QrDlJ%=N%uKynyayl^?I)+
z@$eG1M@uW(Ne2c7nAzBVf2?TxyxiuqUOmX^(ufTb0V`+AKCiy#zfX;Khb?jO@xi}-
zz4E<*CeO9`c%;=^P8F$>@Y!gJT!!+3Y>GwcxeB-FxgNbeTS1kYnp)|7VS|W>Xgrap
zuz3SRgRp2YKR+)oFE6R6h%Wnu#H6NmZOznnz8cA8bExXh8$dA_-U1=@WVf_}R#cR{
zqV*IVhO}TPaCfSB8#vPG*_pbwc9_SCAF)jxDVx^M&bnE{D1gs~Qg{$fPEMGang4@$
zRnqw3Acu|X*dHt{%@!M-8qY>V)U~ueC$edqf`C#~UanOuQQovk`qQX`a@Ht73<j3T
zg`5%Dw9C6YgAj%}`XSuj=T<OO2QvjWxnLk$MJqmI0vgzJBx2q#Vb6QkO04e)hm1pM
zOIhUf?-MbrF0mXkHhK8Tdfz(O&D{V2#uODX!`_4{;GXBO?aC1LyZ~}ZySThSM@K(C
z>7z0OF|u(xCyFp*G6Wgx7XYeX0IFRFxf2vwOyc*)uhY2DFSjqeVHu0c?;H<o@-Prn
zO#z;RW!DrQGg#eb0>U9E{JKGr97({WYJ9peV1Ix^n>G9HcWgv6f{(eet8m7*xHy_J
zovL32h=Y0#Z44Oz_Qh+JCW2fFLx6I+jgCJ)+-MCA4<|CJrZY3p)60`a%PPvte+5v0
z_F$!BMKrdJmm6>>K39i{<sFaSEWErL6FaUN08r%jQ3WjS@arT6IrXYPPnpS=q93S#
zsko;>8HPiZ1X~LhKE8Lbn?ZojAJ3Ij0y(R0+8LN3Z;-1)e`4<f9}>o3V(5Qkju!YW
zEp5;7LAy+s0q!fm?VNGuCD_PH$%fv=d9!=@z{jnxkN-`8qQLl~6@Y1_fctf-{K`sh
z762<1)zp%cI1Oz0)Kpbtra(oikUK8_{Q2{V0+lrKq@b#XEEUFtbHGR_0M~~-KWF1A
z{0=|>mG3{(N5u1RwO{9e?8j*Rl9WYQShpEO?7R#SkH73!pNI{=LgYuquF`)$O#CfU
z&&`7sIS(r{WqNjh%0MvN0kcd7g$ccNoo+D*vJ+!JUgsBPdMlQclmN2<RHzW|x;;i?
zy+2n48yO&rd;ohi|F(M74F1Qm0P|<O1m!81bINR0PR=Wk-;!Xnfk9FLnkK^W=<;GE
z9(7J0sdvjY<EP->k4sBWL1Bep2cRpM+1YDFbkoA`i4i1ebL;^?29+zKy1F_x3JzY}
zlPNYep1OdBo?g_b#1pw*y=@ox`UQ)O-}QnOFOJw0<3E>mbix6Ek(QNRd%Qc+_NB6-
zJ>|lL0I(Q-kGc1MO^f|wHWo-xW+WsgrekOSsdB~6KueobPN#qmE2ct25sRiD=ZShD
zV^}>sJ@Sf*ySvlW;0E{WhpUzG7LTKH!)VSfa21sKkZv^km7_#3SgRf=%;MwYhi07u
zy1_-~1_w`1LGWC(v{dV(J9>}vCn_+iuJ8X_s_qJ&@f4DPHdlip=!G912|qCj$Jb$q
z7ni(lnfwH@)J8$8=qfZhC>Xxe7*eZC&4J~4Z9@H`rgSzYykFek{YIeoM%uoA5W!*;
z+5HIl*YBV_`jZzDM#`gud%Jw}wADSMoUml4%9wC{ssA4Bd<P*k6aojgX6elP<{i=p
z%cvXh>_`$VsK($fd!Nhj@`Mx;$^7caEJY+~IfT2*i2rc|lUii!^Nf+lCpY0vE5b88
zJTDA?cRWB*6)olDNKd%F4taPIcnKkmPKgcg*E_C>f&fT&kd(<OJCvA=5dYypLIHmg
z1rzswymHD$os)(ZUeKGcs0=AJt!Fe>uIKzG`^*$A?a{AMPIzGQCWaRTI?aS6yog2R
z$T3vJ5-)hWT^-8v&3Pm6ahsafnB?y9Zg3p#_tz{nwlowp_K=M=N}8KVffpB*l)Uov
z^wh4vcB3&WEf|Hblt%O%wbZr@U_7}UhKzBD2K5sUAQ`i<$vj8RP^I@vPL3+4a&Ty(
z&pFIz6HoAbups7+GctkGp*>~1SKbu{-g%FT(TQJ&b2hnX=|FY*qIeI{{Q@0VeM?;f
zQlAryWE{cHV>#m&bNTO?_VJ72QW&L3mxN^e`jzbyZ2TE=Xd!efYG>%X+wi>jVuRYZ
z?0;b1W?&pD*f`LXtW9z4yD?)3DcQ~Usb|0dH+V#W`6FWnr~h@0n-Lim9ly*MOh{k6
zMk$%g2*#R97EYRUhvR{An2LO4VQwxQ#$y&27Xwm~g!cm~;4QWtA7Sz9O|hou_Kz@O
z)9HxTNCEKHhjd&xjsK91Pd^xMDxaKvChK-J%B8oQvHIYj`a<#2#F!dT1Yj^*@i>I*
zaXBg)HZ}}c0s|qU67Z;B$ON!E9xlmDO-*e#jVg`doSmJId&wNAIXJM=`0ajO%o@cW
zwclZbBo;K?D)D$t2SajsHGbdk<t-Swo%1{h!5ng1po1{ODP94?L0mS0?OxnS(`@6>
z$r{g9n&{NqK8JLE;H6<<L94MG?QQisv)xpam+u7Z;pg`?7T*h10A~RhMF7h;twBxQ
zc>D|F<nPCdf8Q-LrDSE10YUfEvrR`nK3tyryR_2E;S%laV0DXHytId*EOMoN#*zLM
z)b7tH@r})rNt$q4!{KYg4!>-SIjfhZTO%1HBJMxEQgzFEVfY;clLfz+F5|%RcRn?S
z6@7qfE-L`o2m?T+y6Nf+9uiED`s=-My)--qGH9PBDbAoNFZRR_Umrm)T3P|cHat8W
z9vxkmN(pL&i3yFC(dPgZSJ%`yt#-nJ@CGZ?_hu{P6ci%7G66M&+v0xkD@P`ZuwoGW
zi;IV6;!n@OQ0I^vzQ3*7^mZel`C~h|i^Wo(-*$#CElOn>EKIi?He*;@TZ846S5blS
ze#e&!4hRtcrw0!hWi<zKfr`?P7iU|ea#~tRH%Gg>HpoF6cuO1}k@spIBgtkXKkpiG
z+G1x>0^7VVUP($qK;>t`_s|_d0O+ooyY%gCD_>AiSXo(h0xmV~>(@Z9v&|n4EA5a#
zkjHWWX+&)3`Qt_iJS>b#PU6r*4(SR6b$c4rrcM_ykT~`fadsK(O?T|{h^W{^OZ4;e
zYrhkyk~YdVNE2>u)>`c{_TCwC>iYV+wPxsY%w+wIy&G%se1J;ljvH@}{pcSa=2Ls|
zT^W4sVMx|rJ8uHDbwor246ii1?QuJ;NkcjTaDj1OW><$xn|**I2-UN1LISCvp6nj)
zY*JX!V<@A#`>a=jdp4@S!P5_e8UiY66Tmsc&=R-rwIjP>D+wT>!22LWR_hn+Uz?id
z2xU0{au^gvuYhYsMn=L;5Pp5&H91^tf&>D5fJrGjx6AkH)hpa*&&*$BATDFnth;XA
zot?Ixa5<MJ`wp?ON;f#jenx%t9ExZSQ$q|CSn+)Uh@X>g0=4YgT0(#$<{F)Hy^Q+-
z>6Tr8tve42E+h=1RlqTzVqx`MpR88_><e<I`!wVA%gsW!pNFX;J>WTbz;g&(gId}F
zisKgAY-Y#huwLd?z1Vg3IlT3|gnoy?KRGU;>7}#DRw?l8YhJIV?M!&#%+1%Lj(ej!
z|NS;-lU>SEbA@|5yEAfQz1*GbQmD+ha44QB@MnG@pq+64EruF}l94ErepwAY93P*g
z0@@pW%x_7NSquzoPHTu`Q&YT886NPK7#?p>z$uri+wA>IhmEMFw=u|G$|;>^vS`@x
zJK~~l?0zTdUuV5m#Iws)eJy%=B1UV*#*(rt%13UT;o$@4bf{^h&MDvYnPO*?-P43+
zi)<FgSqhSFs2gI3hDG(AtcyC3JJmnY(hAD=CVTGcc;5-p%(~Rtw%tAY7(aMtw;Lil
z+SE1LzvPeXxVs?O<J=p6jp%uDG7}q$n5|tgawmEmw%5RB3rAnLabG)M(<37y{P*(p
z!0hQ{zn@~H_MjB?D48Dn<B}ij%?E{?HkFkcZ1?1>i`@h`K<UiZ?CvI9HDbe;JsU;z
zm`X~`jOuy$o|;F!7X8!^eK`b<x@lwQ{-x271I<T8WUp_@2rgUjSpkOzUeU{rk9Fo>
zF^|$$mw+8a_R_gYWvI89`%BB*9(@Px|882WHmpc@l2UR8w*&?zT~w4Im6S+B($W_n
z-3ns5AYTbjH2qV#HXFWj<cEmHC&*mA(MHkdbr5<IlrOkDo~k;Za#m*K$ubuxgB~f4
z6laRrwOB#rTwMq61O$k$&)?$J{%r{&8Z|rW1@Gl@B_6|$x#(AG?)bG~@o6$`L;|~f
z7q&u)oQ0NZcT2UW{klF&wPiaOmmw{oq4jQ)r=pj3n2_SPo=W~0Ub5cJRzicL#C;VP
z)Ul_|c<1?r9!tWyr}bx}vzJsto5g0<P2?G>m^s{}J->}{`A%u+f{-x2MHfUzSU<PL
zBeoPfrWIYRPitap$Y@4JklZC4^4c}@wR3zUmmYAqfq(n=aSwI*Yt#;!omdiM0%{62
z6_JpuiAfH!p#mB%32M4Hhwe#mu&vzG<^DYW{XniYM~KMHm0{by$AJ4qeS!z@!i-=c
zwWV0DXBC&{H(L?<uZ;c%WNvaarDU2O=^!J+Z)LLCm=ZmMt7wJ4zs{Yzd|N1OT&NMD
zwVjujq`~5M2jB6;`KLraUXV#cBaqAivG<F$kAR)r+1A<IEDt14wM#$la6mg!+voKD
z>;vbIihT*S(*k{E50dB{sOm@?8w=csgi&qlvu6=AZ3T=xsOY%4CRazqlP^h6-jwRe
zLJj@+j>9CvlUnC=vMb*pMz%YuUaxyCQdHvBlIh562oZfNDBmbPQ!^YnT$*VLwKIt6
zIL&`xQpn*ORB!qgi9S0B>el>^?hoF0?3afe?O#CJx@)s*c|fXIv4zW1T^nqoU1HE4
z$f{#f8(ikG<Sg}Rws{f~&OB|iK8P+7b9%M0ER;Jrzxi(<wy`nkTgXyN(A5gDk+^Py
z<XP*F@?Vgz!qHrtk**E;3;_k__b%>3P`vL$=5|>lBS`kPi2Sy=eGjWrc*muhYmc=N
z5o^~Xxmr<&I&x4AT3WEu2i4?O{yq#$BoK|l(|lm8_)=*O{fvO}n45H=A#=B|LYE*0
z1#&r`i{r?spx0qP&ki@#>zGu-151r0##y(D^c7ueEoCR`y;{WZ8c!D3ngH+=&S)S+
zcJE!-?Ty<K6n^?f4&uD!(hHB^gv+UDmnjvtm4Cn93mhDEM0JsvqpDH=w-!LmyB4!`
z%tj_6@zgmkcJ{fKhuvTM{Gha&_0_T!!+F}BcY>(hSjw~q?EqIZsu3Z*J@7MwZNbtY
z9EtNs<NB8E?T=v-X5t>4$GfGbnuTrpzwDQI_k*+;g!tpGvSjIkTdR4i8Wj?{ACp5`
zQ%Sc56I!hG8kXN_!2|A}Ig^~o^wmnLSh$sNL`f$zIkt+NN=CEYk%@p>=gflLRcla4
zXW7L7bYJib`A!C%-M4fR#)LV;o2RZWihAKz{~DyP{hTu#=bVx2*aDmrc1;~s70_yL
zX%W4|4SU@|XBIkHz|?YF8kw0XiM2Kg8gHpCB*%QI9cioCEr{l&StVXD%S>Zy_Ln0$
z<G$%16f7)<NX5fNvvR~B75@9(9d^QHR#1IaiJ}YD-^`AA2`9k3?auu@5QWM$vv3TL
z&Q6)J>Hs;!Q|yN3$xdj=821w<)EblvX~?tFbuWWvrot19_q2@1sH-xPhMQhk!Z$4D
z_&yX311vk=)%?lQODZ{ft?~EpOmRK=*%wUX4F*PXod%S;K2_R{bmnvc7K+_Y`@b2`
zoPgF%c_GEjM+ie~wDbU4U5@=<mw5W~iRtX7A81`BaPq^buV3Z-vFMc1PjB=nGw|~2
zY`cv0($r++v>W-Ij!=VVU(#)@f{AHEQConVH?v_j5;QNk^pPbeM?alRQB4wQ%gCZ2
z;mo2Tm}a8m5nc2q@4yKlk?A}PjG#m|85cLJBGhVS#yz>W37!%ah8#0ZZmSktjUTOW
z8<?$a2_Lq8{J6Y&rxN|(b$R$qfII0bgPr?LYwzPj=W5r?prGfQpIj~BBA6|KOP!1x
zhl5*tMD7;&UMR>Bk$b&j-%u_>(3?jHTebYf$F|4`G(PGzW8!?u%RNqMhNcAUbs_q2
zp;jAM-#ZDYD*NLy{1s=$mVZ@T#T1F9&dekGqkE2kPZn!z3KNqQHT3hm=t@CaeF?;A
z<)_rElPBC2UvfNeI!%PXjZfrA7M8J1JBbX}CcA9%>?_fcU&RCeu5IurY`^m%l;L?!
z;%}R=-f6Idc0Km`QV;rPP)1eCouAv4`8ewdGMF5-+G~spHzu?NnKfY29WwNLN6-GJ
zf<u8eLOou3RqH*=W8q}o7pu4}gzi?^+-rl}Dv4m3@;72uU)Lo^G~Ol37yK-HR*|a_
zaW{Lh$An#=$`t(D$RAHag%J<Z+Y29XpPO<uEFkl>WH#!e-j@W^6mY8uX#xl+*x`0#
zJHoDG=oKrNkfmP)MeClw`P9`%RLR7Xh3(Qrd2UC0dg?gJC=V-#1~IVev-;c${)8S8
z*h_BUeG*br#g;atJih!Qs?6#C{2?FSiXPz$D~JEv{C~eg!<_m=zW+I^h0LO~y^ymJ
zeow4`?~%dGX>VPZ5WvL($BLaEta+TKBjMwwMvoR34GpJyfr|FqhmLck`56~uFD;R}
zw|&!JBJH5}S>i<^nqOW&!z+q=WqVjgR#GBkqxmd&wha09Dy+DkQcnB<4NGnicS0%F
zg*V~H@)bs<;}2B*;NYJKyh280?S{3XT3V5TC2moAer+ksEe)vlx;P3+4(AIk0*?DB
zsOS_(_OiL2c5Tc5oC3S3A04>ER|k3LG>WBZKbq1yj*6LzN6TVH@so6`go65d(oJ~W
z`D*Az&IPBiE}|21$aY6k?6cK-&t-p+$`27%KU`}KP;eq=ZSC!!gvMoC{a-*_G1RhS
z#&@PM^brwHn@OVAYMeVEB29*zoaY(!Dj9B0ZqvIaH@b?nMkr?+n~|E?rN7U(oBI7J
zXX7HdeSc<t`Ra*8=RT6|<WGHi`sRfhzfBaI(=Wmh@9k_k1XF}Rc=%L7V+~2+Y0az(
zl~0#?$raGcDh*aHoVro2*C!Q;%w@5XRjhan>LKc>k4)n^Tc$5LY(^yS_U!2qvt)f8
z`PN<*;#LSnARZ`me^jL{-w{0LgL2TZl2e@3FQQB5<KLNWsp7?b4h<)Rl17`(pKUcD
zayv^hN|2Iv3kW2jVcp74rN@meS_Lce(ny-WG7d!R(j^Ec-3xkrP=8w}dp5rE!}{kZ
zbbR_EV@&iQMq&KhguV>q_M!^nCzt6pi|<Bb!px<`c*D6ib*Q~LIksEHMY!YV0|^{-
zi5pJ?XVbG$F8Vw23?3*6n9pe+-SNV68+BUC+pa8CqCNeZ-c=<u>j5qSvQ3mJnK}D?
zR{9L1IebXJmy0uLyui-6@cY=?t9cDx^7;}**C%qJHDP&Q=(DZ3iiC#-5q1JD)&AeV
z&=*9@<;{dfis+6Nwhuf7t<Y+VRdq=KA2M)KswE_jtE3w&QmjTbHB~Y;g^Gv__k#vs
zQ<2l6EDW8^lfy%g!(2s$BZU1YWsBmQ)2tQ8-fX0oWvN~8@In4taCmWAOSSw6oTe(_
zDNYEQJ|mmb{d?BD5f68FM{6lS-g5jKr_<*s!uMsadaV^e>W7kbx~?cTFHODoW~zH-
zPtwm_@rG&-y)n`7I20HOj?>PF6b3t$(NS@+JQyYOi3%fjZH={v{jeSH1*ZxuNTzjP
zmWE`<(<7#0au>tn{(M2hO{>|ewRbq!E9>-yL7}z;3F$q`hf^L_cES!O`bL3neQ}3x
z8wEQ4a8*|a)6*!E=|Y_tT!K&J%xnZ5ecg?ZKbhHUJ4WuVqO#pO164ViI`;$+BpZ$q
zPk*X*s1-5gsAzl1D<!Rc*5<A95%?Ov|D%;xu1iwy<E)@=%;Ns$&%w<x8XgDV*7aFd
z4!fO5=h^_chO<W1tL>08AEMV#cILPEm8@uoii+L-N-A!x4*pLDty=1FJ{8j?(;9!Z
z0~0Q~n9;VQ<F7H)oqGtsg<cU$8CHcx=JI|0q9SPwfq&&XmV!B!vWr*CMV0zjktdKL
z8^0=u36EGOC?)Xi_Pe*?nGwS0jc3TAAEV!pk#&ogl;AHAQ!ex3u3kH>_EE`<5s+9d
ze44Mw((&*~Oon=`t@k*mBiV!Pjm^Pg{XV9(B3kxju`47fD}bm&1bqm&zL$aF@<g-6
z4Kr)-%WL2JBPPDJKLN5bR*?rcV7#x?2;SX0*}Lo1tEW?5F86|fv@!KbM6_3Qe!FNL
zp`uK<Rar9%&SATcwlWI$2b0^}lJq!7#bz(spTFq6d^+g<FB4b)jwWJfxG|)>quq|M
zdfUaz`j*#GVO;n_Nk@+zwB8`)NJip|od)BhkO0nB+pfh(#`w0dV~t0gbz6ER_iRvJ
zDTeM_g36D{I$FA^dP{PVr;Q_S6TemmqH5ziXWy5G)7NS8+uPS$tCTumcC)-jRV6zw
z5}y9Dd&c={_>p#s6kfdoU6wi(m;U(=>vFlTC1|PgZK&rqYOg1CP&i0&3rap|(Mb_J
zLyy)%Iym_~hM1a-W-A+5GTqk(4TK1J*3GUF;n8e12vAeM)I@|hIptg&om=w+>~Rj2
zu*R8b8E`lcY&cV2A|rP9M9l6?ZrQqI{CR9zFJVwted~zJPSIwMototX=O*>fYHE&h
zl-i8Ln^bYUrh!s8vFf4B*$(YG!%rvy3YGG{F(+{+mgFV*F=3Mp;L!AM^gUdbn`$d3
zN+lYaqGBnfC{N~Wjlb|#To1o^E88x0XE~y6;r4Oa5ngAmTjZqahuJmK;3VL*yl)sx
ztY1tN7h8G^s|q$pq?il)xU2o|@Uu4F%m=;5wF;~nb&7gKJcqWm@3%&ZyD8*iHXS}1
zh9mI|<qmp|hfQn2o7;68@px_CLdzX39#I_`6d@rfc(%MW#YXJ@T=2U#L9z-jr$Rr&
zD?|t*YHLFXm?DWj=gJ)z<uR!eE<k_wXARIBHq>j?>enA;g8bgsCWnJ(d%0^aGP*Nq
z8jvnTr)tr;`^1=lXyyX>g2hO}fQ6X|<$i^cONbc4f;()5{02+@9cmIi;+6wq>S)rh
zH*l=-s2Y4yWMin&#gwVKXu1QCXiXdyZd?*-DF(T|LIi2Hm|M(j3}pCVTfHtwRk?yf
zjvFBG97`u7Ix9;Q?*nGoS0|M8bQiJ7aqsB(i5ibz?Gag7b~(LE6l_4p=<zAOXmUIK
zpj1gn#idJnkU@-ul+#jMId;O6tT&WSxFT|6M3=*WK#FjXMI0R@{PH=1lk2_Two&V}
z(?7X7-Bu6svcUwkdc+7t`=GTocLlG0>H3%W_?Ohu!V$XCQVjWY7&gp*zN%}SYvjY@
z<G%@LBtanyQP(aE-r4uz64d$CBn2Id6>N!7tXC?l51^8jTr};gaHyE%BZ0(Q*5=Fq
z3~^{sS3g!>;#7)hS70l<ZE-8TK6am4+cbS1Gz?AAzax63oX9+W#S_rThZvfzN&IE*
zHrKOqS0R-6SwqF6w%*ZO{tw|Pqw~&0T*!~7#CW##SHW89G^anjFI`&$ppb!gZwj>N
zG$sSXgS@BGd49|@({Oi&;<hQ&zDiNf(K!C{JSTB=t}2PMZ%)T)nL>yb{(A^YkE>6U
zWpwn~ugATLdV_DyvmdOAJpBzabSz346<DYtDz}a#s{EaEB#>N1gb)@~*|)fu8n~qS
z5J~*Ogef>~e&k=-*s=+%sK|9hvR2tzrP(~wuc>|px9?!Sa%Buf5}*?;!ZwjY9v3Xe
zhG0tNB(lFm+;*wI8>;S6IgCV3Zx9_Y7lntHo-Kj8_w_}&tVVHlKPHCsc1tgqv-qib
z(dsxT$=EXq1Y)x+N6RJ>NvU96>Os;-$MPm1x#bZ1^!3JfBj$;gNK&R+Njb~$NwK<o
zrl!2QL^Xw29$s(3a+UTteD{EFF_ihRu3l6-ZiP7kb|V~KB2<uwFz9m?PE@Z>{sNS_
z((l?NcAw0K%pI;JNTuJhE?;DNpkIEHf$rq>1lFHD_ola|uN4FeOUe0>6ecDjc)ukg
zFbwm2J*NpY_ho`Bxz(jFQ5q{PL}T@6p-iNYV^i37pEft+A}-eEI(fSFKG6*dT66Qc
zB)n^L>tu+X_(oqv3BnFZG)IM=_LeAfLR3HeNYwbul%P?Jeo1cA`ypZy=0~or%;@I`
zW*SE6ETR#+87ObO{)A4d{1YsWeAUE>290}oLrnguH@7DzQH>x{HW69Y%2?Cd<lD<P
z&&hC~5d_W+PU3c$W37?J(un^FzaD!Lo*daz^p*koqNJpo|Kfmc1jDCq;vKxdPcsvR
zwGwtojf>KNPYuUXzG_OUvZaK}sXAW#V!LjT7KZI_%lOG^_!#1&I8ke)PpbJe&l{z5
z!#XKeOjRcb<;&S5vp+~DD2Du6h0`JW_Nh1Oh22^5LX|=0oPb@=o`4=?fZ&^ZVYx1}
zc28Z*5_=*9-BF$(1Ua|l-FhT?Vyaah%3+B25v2@NG`(KFd3TeYjX)|?_dqKujkQ?d
zSG3G^n{JqFh)M|F%OK%Uq_k{}(u@GI<gBSot+;GzJnAKv*hWuKof>ZqJ@4~C^Sm;s
zT1wWZ4UXEisq*{xZ%wfMv00~L)fi6{5ZxI9Gc67M0;0ZiUY$tcZkqVtp0m4CQ@dxY
zqF_>SM(*soa^OT4<R^XCV)LgIMr?hkM`iRmx7yhh_0vUE;A(~FJ0Yb$-q9%<4N2`d
zykoWwm*&A&Cr$Xgc2+K_;3qn=FWM60N1v^YH8zKch?KcR38e1S`~{dNH)&rNeF;zE
zF2Zq&WknTnjot<JQ?eE%aUk)I!kx;(b3JL3mnO*WY2{XOJ87fHZOIrIC_xVP(~mWy
z(n=Sj&Ru6Y#>$%!plA9!&XDA#{E;Gr=`o2*?%hXWvNoI897VF|-p-mb{m;%*NHUU7
zR!OHKt&O_GOl5J3wG1vjJDlpJ2KCJp>0dwjaTVeDt1=QH$JS;gaC9W4EkGmuUfXTG
z;0PQ{=IR57+2P>$0(SHZ<ib6Gn?Cr@(UVLR(Lb27OkExC_Ub5hD=UB!h(YtcGQkBC
zAPNKei9m2}lAmlC3A+X~Jld_Q_sC93Jw@s))SdkAb$0suYjQ_e>Ee%l)FHbz<MA%|
z@bnD)bk)svP*K9^s+w6{#s<I{d*$_%={}3eeMZB-@QwUk$nmD)_&cxjqB*&;kEw}C
zk>**VEJ;*^AIKU9uC~ef6!*_>y`9F(i}9$koh#qHrDMGmVdGy&YC-JZ&=R;YwDxX8
z<@Puv9K^u3fA4VPpPj%Ibu;@DZ;$LbOE90%6}zZD;lJS_ME_d_#MdY|^|ih8))a3v
zs^z?Q%+qh{2pKNonAI7w=`BzdKdVSaa3TRpd`#igI9jVKgPj(hzkxmBNR5obkKawj
zI_h(2T<Xou*Z2gx!3mvjqmC(gE4@Sl$%9VMth`FRn+r=TTfTO%<6Mlke@RK;DAPA@
zLk5dQ^jUOOOu$2nS8~O<(>6^}r%ss5Ir_VuH;2*hy@puCK$v*LzU6@br+yPYo$Qy+
zwVtRd_XFK~aQYJ-5mEL13FuGB{^uFpD=jUe_Paw7ea9{&$bS?lKtkUOMDT#i4+X*j
zLLkKG0n(aCT)CAZy?<z~GxOzCVN$9Ux}mddBpd}FroI>c@oH@5jv-}m{)bP{^KtGY
zi-^-J#IKAAjpH{b>l{s%<Kvw@#8C$i*Jjy2F*W2-Q@`NnSrANd(@0KZzIz>FH*2<M
z@hcF*^XK&1Y1SYm$>2v>vF2J6fF=jnSalSHZ{9J?K$m^&^u{*AYB~@Q%4Ss*a5wC;
zKWydi?)BI!DHB4sXldCGRrF}PJpVd5qJ*nd{|uYGU9Rowit(s<=Hc*U%BgJdiJ)LR
z>DSb*b7*%M-Afws3zXP(W3%cE`iI;xqo3JHtMigI{&MZrP-Y#=SXZc<b8>d^z}?Zo
z;<BN8q1h>UI<Z|DEA*r1!(|-A5gdV%@Y|BWPPQQ2-<5&j;Me|q4G&DbdP9JZe>`Uv
zYclim{iZccvSnBSM42&5v&>vva>~k>KxFu|3WSK-wTAv4@Ip<2nqQjXK2zKX7AVSo
z)tbidAYn*16OJ5vj0i7sQh%#x&%n;<o>4(aX&;bhVUU4JuTqfIS~LSBTv7HNC+j_X
z)6)_Ct3%IuIu@acSu6EPymC#J@80F`r{=Df0}l1}oi<awI%gFgF7@SEI36v8o#WZS
zH5QiX9dw3QC}r>u{+TfP#0G6$#$xl@NQNYNTomQtr`V@6DrzRVePJQHiVMypw(k&A
zf$r{FR(JB1Q=boc54>&}!<RFzvLx?F?+Zu+aR{m%hxs~JXD#U(tNz$ung5PbdRAu)
z<r)k*tT^QA8(Qj|ogCa@B+NUk+hG*T^yH{$qiV+R_jsuPz2^dnmZft)T#Nw1q_o1~
zX&ac37AARH+9JV3-qwZI0C|$_O8e5kJ<zED2k{mrt=m3I$1LKG9+Kv#>@7=)7B9&y
z`sUrmY>h`dO`}mFSw|S@klMShweyr6f7Z5-g<e!jpu!)96IIcC`oNi%+WiEN(4#$W
z*7t1*ZgpFIt83x$fi}gqtU%V+^mAyf>yLW>shP-dlXEL`4l^XA&cAi0OVG9Yhr1}w
zwej4Z6=x+gy@Y<QwpzO~T18oQ@A!D~GOaUte8=6qj27K=zi|7%NrgvCY-`3hb^({j
zxSPw43it?V1OzgHmWKrwri=-K(k*Gc>Vmd;DtIS!a?^9yc#iM8Cz9y>%#czwNy#II
za20NwzUz2&oMF@sAhO>J6G+)}_C=C;c~MlS+rN_9&AizZDKAlsCf~XDWcA{}9=WhH
zT!Gio*Z<PpE$s_rri~l%N<)+23_I%SeoF$JUxy950Qq|)&|JfgZ^7ZPjJ-W4P-2B|
zZd#CROb`(LSN8x=#urNEbQxEA`~RN;nbs$=Q1dtAHHD~)8|hV_kx#w`2#|C?n>;<r
z3P4^C=wR?rDz7!t!$3s((fq`1yFwO(Sd2RG8DUHyi)TfxMv5YsAeCNI5wG!03$YXy
zdNcRIv$RBv31q~%&C2&g35hM1P$}%VxOym$Y6d(wXF<Xs_i)*Dr42Z62q1VM&urw%
zXsC;1)=`z?@9f8_=;`6$@Ji|+iyq11@|Y}{?o2j{)T}>t#JhgKESkgCQnEN7P~N=y
zXRya3#s48N#qfYDeYqHEZh$WRBBsF&w@##Dn&!&lh~5_NJcy|CQm6U@+F|n^XI_53
zRK5lcAK$YV7DJstXm9872qXq3N6T%hArg|9<X%8}DQucZ!Nx|QEj<`G#B24D;%D9C
zN|hOHU}-r~P+Z&YW4R80#neo_vUX`uv+%b6d<1207xzx^8xm36+f7nL#b_%Hq<_k9
za7Z-0HA!8I#66gEu(R3{HRZ!EvIC2lL8ndN*(kBLd$g=H0&)m553i@=pk(mfA;IgV
z_yoOR;m#9CtYO>FkcMvQlZegT$-R<NY3iNgBwmM)&z#=b&a^czZ@yHJEAyP5{*QU;
zDQ#&ayw7m~e+REuAD$%UgVnBxQstf6ayR<!y;!1R`l$^cb@7xSp@koNqJ0B&ud#-F
zS9An<XmgX5t*_|Z)7jDf3VH!&420&mxVV8p{imZM0nU5Z*4FmLnLs~Rmfz)bQc_aK
z(+vfBdV1sKR<G@ahKk`<pnr$7U$0@nq{MALSMJT6|E)Q2XhN!d4PJHJg>v9ip6<iw
zA@s+ff{)MiwlgRPO~xLsw3J{e7Y~nCa%xBV<9tO&{USxSn|4tbq_`Tp^fguYi6JpH
zw=_mBfPHn>Xo)3IvMn;nspld_Okr3b^&~Im%yNv@U}_DNKz_I6+kb^w@y*N028^n)
z6B>A>ExQGEa+E3`zlSkNn3{fbn`AAvX2VfEWVb7hIt(v8h$rh)VZ0mFZeCh$eCp?u
zTUila^Q>lS_c^_Vy!l@egdVq90~ATu`OVGEwICEq$6I~SbO`p|OMZUSrDnHAAi*7a
zN}&IbYy~EpEYoYCWnk!mHUk9&_<O})ROWq2n9FMbO|h=a5qX<gFb+`@rMZRkzOrx1
zDu5cm;}cL2Tb7sDG%fTLW(iZY{wS7+F+?-DE)je_Ag2HAK*OiV@LQS(#EL-T?mWR|
zl$EW=#KD#jt5Y^t5D6Va#_S*v?oW&LL87wtq?InyUk(5A7dnR$9?q5ecG@b@g83gm
z+8s5{CLLVXKgb>aJE6~S6-U9vH8+O!S^?QA#qThjJ^&+5fQ~d5G)z=gRW%;eFMLf&
z2?u}<4&uH)7nGAj`{BcfY|wV4CVoQ?T2g`yTHI+s(-g!J$l1++ItHkCLf##8gomSo
zFfOwPofbk=>^mNG+b72&e(SjvZr~!(O;KUt`nOX9LQb;{m$X#tthB5q5g}_Smut*{
zA{q86V%@HSGSeI!yzcD>4Uc$M`+hDxNEIURJX6VHYmuY)(l^Oh(eCeoU*Q0U7?|eJ
z{u~O0!aDKZ=;}rS`L69^BOaJMB+#rcM#|3Vp97Gt1S4TMf+m&F&!0{2uTOM9pN-Hp
z0!-Tufs{9{p_k5jgGMe#(8%U-&F?12a0O-OLRt16e7GC5_^|qGVY2GHb%aa@z4J(S
z^Y80;-Dc|ptj5Y&6`xyIrPq~;47v{+nDEiEu7g@y@Uf!s%BdR^xz-{+#x*Y#9U@BU
zQIrPUv7WDeS4MG|57-c=RMYsyqzh?F)D8%FGl8jIkS$mf-(sNSoADu6e=9+5@~=<-
zdRY3n)la=+Ok^i{IyyaMb-mL~_)4HCaFd2J&|ZMrAq)+O9D53HPR|~xt|6@~6~AUy
zK-^i<TTCqzyGnLDc8ia8&YYd1H+5^eD8C5AV92$G+Uxp!iuJjy6&F)xj3Y|T;(D|k
zSa1n%{dd0?PR{<n-!=XPCZvUp;hpGF<Liwpmgk&FasLu>O+;212`Ry8^un|{o8kNK
zd*ikL{#`2N1HMd7ui5%NWJYYc`KkF<lnJQ%IE{fkg`m2IHIq)xeb48Cx%l^{eHnlL
z?(R>$Bi*O++O(O|$J!(guS^n^1zisg$in+p>nFDvFVzh;-?iJNE)qy{m!&GTrO`vn
zjw6qp+Z?+9hND>Qgo=X={%DOhPDP&dzM&;M%;A-+msA$s&)IBHI?M$qE@Oya6EQhQ
zjp}!Z;37y0xTX>Gr=_xrO14MbfMfNLw4kKV!!)nES4K9gZ12C(JHgd?EL5+VUNu{<
zuLsTP9FeFfEk(s&1>*>u64dE6H2Jp#C6gO%MKFFIQcmG~9)YlTnSD8@5SmW#>5MV|
zHN|$CcBq(-G&>oA*@6vYL+!yb$76kZVblBW4(G1*qjrSDW+i2Zj{<gkExN9n0vvHK
zz#L(^OJBFjK!Mt7{2N;2!1kfn5n`r1HiU#9YS}jtR)%q$HN%EK;Cs|r*%BI5GbUIe
zS=->B2?#U{u_>7T9m&W^;aP24s+ErMtY-WnU}{gNe#Zkjf0x-fU$jNE{%phk?;l0H
zDGCWrc-~xfeR5K=9$#lADr(sk-I=C@D9TbzQ=_32n%+N^X-U579_^zJ9=H3nyXdXy
zH?%lQwo`Af*bkI1E-vN9|8xv4)nZ}gn7?jM`=p$YzmV~bo|6O|+7pSEX#v9Kr%SHI
z=w+rIlTGQNw~>y~{XXp}KPJR4E)3tNl}AFJQf0yW>nHN<cUr;$?XAnXvJs}eDk?c2
z`CryT>#gGAW^x0eaASduN+Aui&1NG6EYLDOv?XYCmVtEpXSi&x(>JDS+8ZbXOSMT1
z8tig2Nr@4VzVDUXTe;RD!QH+|H&TUaQRU?roRyS|`ya0cKa3F6z4K`0%KKyY>c6!B
zwjQH)^t+h<H7j9O3HieUxAQl=sal+#wnruo1_uK}u6}3u3}>Dgo1*GIHxpjv(jFt=
zHSGWOn!hb1KpT_P!FEvKrpeipkZYZ|h%rfgm^_fq<ebcvzNP3kyC|D80;I*nUd&Z}
z<EEfqSq)z`j#Fx|h(2huPIR5D$3EV0W&sf|57Q+xT-Wu#U!dLeeQt7$I=CqiVmv`_
ze4x8JMx##I^8vrhsKT)GGuCAm72y>AYF)d8oo_3Nt5oLXOga-b;g7>|kxhPlH%6HE
zD443b)L0d}d<&axPSYAG2ItmY20AII5DMr&8JVhWCrcZp5dxIRuN~X=P0`XB5pdbD
z@$~BLd5t>J@d?j!^#5>XZ-~W(d8|p_f#?P}kMhEoTg4^lp2t$ygfvg%8O~%8!UPDC
zT-v(m<l?p>t2uen`g0j30(MtF=(l!$gav9F{*%O`rFD*m%T5OUdDj~RcTaDN?_1Jl
zR!$f7p`xEYIc1}|i3a$r;JImILfZ5d(H)n)_6zKWjm{R+p`y^uYC%pn_5eR{T@GAd
zyk=7&$?B|FNV;#MuFg$oBI?VJ**H29$vN!pphI&=PDWXDMBw(~<#s8!_WF%w+MH!$
zfGb2V{jC}e4K6;RhdO-Ub{4_7na(R)-m8g(#8iQjnb#N+wXU&n;wLxtzzsRqI-NZL
zBA8=GY8Hk2ZyokoSnw*0JWBTE*YisffeRYA^DF%bGPJbafw6yevzy-Ei+X?SaVmbe
zZl~MzpF`S@CS1N^8-0n-)sb^q>Px<ixGV&lW#<)z`qgj97#YiTvq6IkRnk%$N(<I=
z|HRneq5`uz<jJDZu*V2XMs(O%+pEu;{BfIy2bak7z)2P6W&Z~Z+4}`g;`x1?$bSa%
ze19yPWYlm_Br+Y?EQ_T%t{!>n)ciJ+`fM>=m}<pCdI@Kxe7V18*3L~v2pbW*^MvxU
z!+y^-aGaSGzhzz0RA|($A2++1RM21leyD%D-C#x9;6F2vVNfWe!~CC0>PAaq&RF>J
zlIo@-?KVdE7kkNTlKKTpzUhB;Pr5|^qlT$>YuV5XySWYHKa!W6y18!8J<NVxu_7J}
zmrW*ok66v#;_xz(eGd-7*qa$cpfx_?-Z$>davqCaAxFugANK^vG-nVZIJO4*aT`+C
z!vw&u#vnirBuCm`BFEg)ES>h$;UGngrL422mX<~Yy@5dH+sefbwBGZl-|MrWgUPvS
zS>iCwGmj~v|MfqVurq#s{x#4=Dhrw*K_lU3%;&+Nsl2&vh;!Xou&~rOedEI{n6s!9
zko%u<iI2nozmqsiwIuCCr%(GVw57SVfaZdJ@vMG0axj_CSY)5g2b16+pt=Ih2CzQ$
zp)`R}i$~D4AbL4xmI4|uy#9jb*6i6m&^|U<ZvJ<DSO}3Zf#hJ1UG1w-Am~7dZN0f&
zdf)mu;qa2Q%4JIx6v#88Dxhf+^m$x^9*P6;K4Wgl*^;BT6|-h{mj?%i1+9xf*IOFa
zV7kOfd+N4S{Fx=L;pBEOKt=}0?bGnc$UgFkfp*ON{CxMU7odL>bTX}j&LqHQ0D<s}
znF^y=Fj;pl0tgX@ZYaQRXLKwq1H)x|IzJa=q}xkGX1Ezn8G$f-PD?3?z01I3=~Hd(
zOVGrhS5ROIS`R$|a9YwmyuUe%OH4F>Y-w)(%M>iROq>+%8=;R}=Y}<T=wIQIGqUmj
zxUg_&Nk)T!ZZ6%jnPHAy-&09bT3QE7-iTAs89u|O{Q6ZOh_JunGdSAkPNUe>@4Oxs
z<o*|C|G$$BHzX@aOH){mQmWq>Dqy{(wUPJ_qWt-j9dv(F5F5DSea4}R>4_rFt*<8n
zRU!nk2-;-jm6f}JJ{tlNao?8&+$S$DFRb|vv^2sxx?HwK-nA;z?uxdykqoG2x*Ghh
z%?ajHj#z{ez^#Hlt}meDPZa2X!Eb4h0jgpk*teqWcG{ogDdH$6!otD=9sY3GRN`Mi
z7vUEw2}<xAL}WjF$XheVSKq2^UH{QVy{lc2AECZKbapDCuKv^H|ETUupmJ>6cJHSV
zl}b@)k|9H-B%wj0D5L>tpdutqG?3;rC?r%;iXx&?ibje?4VtBBMxzFrH16Z-{l5Qu
z|GoFxYyJPf*1z|D*Y{cP>v^90dG7nVu5&of<2+7{y5%l0iyx$$@vjmd->xwhW@Axu
z(tR#}MO@u-z*nApio(571|m~_|7r?Zdu!(CR7GyG?*{FzHbZ~^EQZ@NA2_kZy%({>
zdtglP-^<B=>!TCmsis6@w2>*BZp@ARK^@h)wKcVcXIeq2`)afIR>263zQ6^0_UJ#~
z>HoBEC^p1Di}m)*RsSre3*-WljnV#3e@jwpV#JG2x(mmAEFAodR-6B~RC0ETQgYyd
ztBc*kdG`NWWlC$y?1~CRZ`o=Q5oW9m|L7L-qw99_FQW#UUa>#~qolM{*~o}*AhSzg
z8sv$e$69`UFROl{B?vu_YrK;0zrQ4kA<$w_dC`Cqwb1=f+3^IrY9KJA%NM=bo`4Hs
zv1ZZ1s&ea*<BQcWalxCrlPQVStLbsnl<e#zp=n}u=gyrr^it-xz4H#ffB!o6P+{3*
zcWltjkPsgq79O*PBxBP4QFMK!-^-U<vVXrgn#u%umi+fVEGagv3OS>n3@7mRA^iVd
z*CjM)r<fHk5;c6y3iFW<K4lO%{4{|34wt`>#;lxhjowG=HiO6CaO^T0@_4`MGgo%U
zzS}R;e1$;yXpTG(Eo)Y=fQXiqg^JNrXlFpLf+?7}cV%p%Dy9h<fQAXbuV0ORr;#RI
z9F{!%1&wMjy1<4`wc$^OHsM|2TP>DAPzE?Px0Np7Cs^l$hYtCmB~Pt#73ujZ>~j*i
zMmGzg5WlIxTtR#>I$n!No2`o9VpH7WdbAd!SK+=w>%X;doGa6KUXL#neLFXMIlD4*
zq(+mN(F-!e?fHJg&|6@E(ogz55pblZ#s`_HZ(Uu)jFM*Rugxd%6NFzZ`>f6K5nm)b
znB(2*HpNDyfrwHNnlV)pmr0&R*XiLz10OWxY&SmeKN(p@Mn)J}bgvVI6D*qdn!Th|
z;mvr9Wj&)DP-8R`uSVAljYcCv1!#c|M6*I+dlukN{O@-w+H;c}>B&xL=t*9dM;frv
zvAW%PWWB;vzm(C13h5thTFbb&PSi8@Z7@u?E`&^sA6Y2UKZ1tNVQ3R|pzk^RQWSdo
zcn5Rm6aY_qBU2~knnKOZZ?2%{wW0ky&)<xFXWs#`xvO`IF(<#d25zgj_wWai=(eoB
zBq{h>*PYN<NrC22L>Gh~IywS37ojY4CMpyy&_w$Ly*LM-*Ar+QJv$PXpG1Glkrrw!
zEZ=L<CQI5r4UJ!Yd~|rW$MgB}7N4WJAm2_#!6Kr^vLVT#sr1u5>@PGpCNkM$FMR{b
za!XS@Whyc&YiGo#BD9lG5@DC@wg!DTc|JoN4xzoh{V+ROtK+pesj$aY&yQ@5=#i9^
zyolr2l$HQ1o-<su@*=QNas<BOmY*gjk`5V)N^f>t`J*!0CTb47LxoUB8A3l*M@jH%
z;td7dr|pa`|9tgBafrN1)(3J4OMHBMCLlRNj$hx4+?MN!>+t2j-1xUG_y)9<=q!Xs
zK{g7Q!z+uU|EE5W1cTqpMD?i<4IgxR5GV!86hAz)UPFM1ScMEIHj(aP1PtgZl_$7H
zQ)VHtJZ~T7pQkE!bn%gc3+0#Oc@d~`bR-oA2@d*){nRU8g+9n%@;Po!COkvvtCu+a
zk&iS9qc?|aHT)`Xbh&b%>@)B*3_X>?!aO?@SSGMnWEZipNS-R^Wnc;jlMLTSfS;yF
z_yYVBRoiZE0<EGTK*_*#BHd^I>^X2?pd_qM@0>Co!e8IV@&Mh>ZfMv(uAa+^z00|w
z?jfxW=VcgOtetp5P)j;ISN8EEK1iONFf$A;nu80kEaW0WPu$$xCTK!N$LW<ddr4cD
zY_B;nMI}CqS2D`E&$`I{Dp@^&Ye5()*}8e>Gy);CjB{IKk#9I3#RX&LYz9B(KYO-p
z*3(_)_XD9VvHRjY;~seJ3s8x<TNttb#)exOE7ogpZS?N&2;cA`b-81r-bLyCwGZxa
zpVlt%Y*pi9kz%T5pe=_GgLm26C`BcCzY9YyyDC$o%Z_3{G#nfMdiiaVyfzp2GAcDS
zRnqi51LYAKx@@2|H)xwxlMn(dfTQ6tj+*4L?LVkbZQZ){PSRBB>(@n)CVK3krluCq
zBt{;Nw32B9<$UQ<JNW$FO|LeQID>S6@rWDceY`K*{{8#or_Dq$ZvM+i?;i@VR2~8>
zZD3rF9<8zOsqt~5xX5!3R;Dw7GQ{lkZ>@}s4C<*Ye~#OXvs!-u@ncapm6K?7b#(<e
zTEpY5?wevRk%#Zhv?zPwBh>pc9Dm-6xhFy%-;+nlREBN4vJ3PwK4&{^h7`y_9Ub9R
zG@@|^pI;EOJ|N(XzDj3qqYei{kBv6>ss(gs&z|K@`Le7qY%hMvD~0Kq!)?ZSkRs93
zt0j+MgcVPUnU(j!(>St}-OJaDQUVGt6DfVLyDy#^lb>IG0)L5)_++KV{02G&_J;Y6
z;8(jBWn*9F&V?Su#w2<HFtu$^6Va}-CYO4;a8U#e(5v;qZ6`}Oy1ToD(BhA7s(>bG
zT$5AY_x&kKu&}0P2^s~(-WZZwo@Do_prUrUAN!HIKA@zmEdSP8&8pPXT53N-aY6rk
z50WX!8E7r=@^Du;-Beb_g04oLfBQBT5A5u)KM4;X(k@)M(B0Fs;cOVW#X8nSEFNQH
zV*zL9!-go&_ttdb=pj3tWYqY;Wwf^*k}q+8+Yw~jR;SyvGJRK2P#{&BzrB{@I^`H!
zNw;;&7G-Vi;J>}l|20zzGA}Fch=_>9LO$bPn}{ZX`zFd8Xv@4A8tRLvTvc72NW7(<
zs&MWYgWacRW@g6keOFt{g@`36QBY8j9oOmZ>&yT2X&K(8tfuC(?>;1Xh=!U^eEf!y
z(NRP_?2!;mxjMC*+~mFW{o-v<Vq=FKlYZJ6PGY|(TU*;a(tl_A{)))iO^9w_lJ#@l
z<mKe$Iq@Ct?(W~dean0QK1OMVfZ_N}c%oiGLG0qjSy!%di70b0K*okou{k>c-Zzja
z4ei*m9Qb;M%bzX#_U((BX(LOmcUNfk_uh&{wtb((@S|g)#-R1;&66i0L@*A=ik>=a
zX=!R{8Q4?%1UHUvL+FhBW;Fx?HclZbv+J$fz$fp_O<^N@!aTRb&TG|+P|%<8Oi7Up
z2n;kmd2*!gCtlVrYadLf)1twW@#D}jQFkLEG}{Le)RETmh~@)CI%&(6wyrLb5DTEn
zm6hxw2O`hduf#(IF23i<)fdLuzR_-z3xTDF^`c75JTNeD5w6a})YS9X8)s9fQUv|f
zG&f(Xp`med898>JcAL^{q0k0}x{Kbwu)3!Bj|%H2a13y&$!TeKHl(Mesk*tj#eN~B
zQXtzz79;J|tKs)7n@yn9a2Lu`dR@@E&`-DK&$93Figuq}PQ-HH>mc6qLw#(mxcK6t
zqM{lzOUp0)o$wLDI!m!{(a&obTS*)F_3J&j_)A|IQh5(m{7AQNf^qgTB4(F)K?FgY
zh;iV8y8F8anzLm{Jd68SwS7CUZrr|ih&BWp2XLR-Mn<AyGS*)YcH0qqvB3-HfRllS
zJm2!*F;pp`;&Ced#HmwE`}gmMsV}+1!_A#nTKcTo3W`J$xb=Nea?9uSj_!nnkgFq)
zf-V?SLSkZdqM=Oq&n(BE0k8+N!LHTy^*%{S)~Qn@V0je4y^a2JuDd(b;67Y=bMM{?
zA`6H0tFTsAS7)}iw%#IR4>=TJ)cIOkTCQ8`9y_*}jjd6o7J`UWUF+`}_#W)jlDbU$
zo+YiO`*6)lc~}ZJ6ivHZb9Y5XMz;0!u~0-R2wMdTP4BSVaq2uhJ#C$w{QUfwJ32dw
z!+!8Uh{_}0?4b%Xeguu8qoX52DI>l0EKyNW8Rx$*BI-*V972rmP-uKtT+AHEv$+Vn
zF*qvf1_?2ayZw30r|yYOzh@Ly(XsCnTUTXtF%%^22EOjV=0EZN%EG&d#jIO${-|0(
ztZY%bb+a<$YanG(4dVrYnLRST2%bvICy-s@gb~>V2)Rhe$f%>W7uo%qdYlt>$Dd6;
zSn}0yS&;DZ4+<)Vl+iaS3U{x%@tIl_{en9A3nG$|oREjw4oMX*W9FyNCiqB5{>d-5
zbx{seatnfKPF~&xD_5>0@d%L{L4WYlzl^OjgHI&g$I8lLsO)V<nef4*M+`)%1REc4
zjUSU!%e-?dyEVmXg5QOQY&$!B30j4n;GYoT&~I;6VwVa#Yn+d!?K^M)7=x6ARnu0u
zJ++pKdA}ir&$hu%*$uYHXJlp)`$m#wSk4?L6>=Y1dk1J$u;b8dQayG|pap7^Yu2rM
zUsS||K3}qBVr`glL&7nkwZcK3Q14JuR;GK4Bk}dkWgZn@)_2fF;eKQ2(`oe$S4(7f
z&oyk5l%U$aeY^5lGpqwr7X?tgF)*9=10xH>#)P`NIOiCZU@s?!#<P7+&1+ojagdnz
zXz|OL6v-V)=g%v`K03ua|8gBG{k%}@JyU88Ue%Fe1p=h1de)bAlWc>E|Ar4+NYiXl
zxPv+Oh>8+`^~QFb{XB_O%l7<vueWa%&RJPWBBDn+v(>-}+L#;+G^x`c^;8??&9lby
z1s)Kngq|khyFgg3y|;G}j6e6XW!ntg`#vS&J{0i^`rb+NIAWLbaH%Is&5(aO0qHqg
zJ3H+WQ(`mXuN>y2NT{<xH%@5%`UR+}=EJ_2nwWUN=1UvQp&J^d=FL!*Vu4R%<=@GD
z0u7oHmih>Z>^h5xZIzIew79B5R#j(b2)oCjLx)OAN<5;YqxIt8xp(c_6}jCmrrOHI
z#pNc{YZ%`m_dvDS?L9bc=DiR_X@k~Lh{cp0k{#`T#y+pM8I%qv>Z1Sqpsp^xrlw~2
zdHi9Nb1|jbiYQ#6COXpBz#g-{15%9;NP1Sjp{<}mm83~fG^`lV1VVshW6qvg87uop
zSkH}V$bv|(k<$;W9ULBh6`k~Et#4fk_(QcJi(kOPk`KPogC|cK`W;V0pAqUt7MXUP
zzA=mE&4Vc}QdM5g3bP89-OUY~LA47BITZUvRZYzl1<t#2m$pz3pcw-(CKX#-i67vF
zpfZXziE$ciso4h4vfX7uf@p7o|AF*$+nFOrj__n<Wu2GXiKiD6`sA0C$IhKQZ7*C<
zfr_TyVTimy`SjxD%Q9K}FJ0QPb?Zs?M1`uWG5)yePQVP?FOMapWn^a)fh7F<x!Cp~
zEPVH+hqw;KAs}!gFHaFK=jZ3oODo}LK`4|mfk8uyKRwt5P>!b2^xwMda31Yt)Y8&2
z$~?~qr5Q*^dqDiG>9tiL{7+ebepMAmTwEMmDcO8cGKs>}jsJ`pe3YOv?*^B9tq+KK
zDO+t2a_3Io=g+(ll#zf8k)so?{&e}oRP&-F8abH4f6V@`9nk*<(@=Yst_|8iZEbCo
zyuAEHXJ=t~`I(f_&d$#EZ{HYPU0pvnHJKrpeERh1%}>Sfuz&>4e0eP<Dk>@g7zhq@
z{iFmQng5-nLkxL1<5&Frh@3NG2wMjSpWNJC2;)~K<~sBp#u*U8EB}!1($QH0#n#pJ
zdo?vx_Uu`3AW9DHNaL{(b^*SlcJ$~`P5x!D4Z%7j|0o?$)rEZ`09(SbH!G-vhK4ML
zhK2;J#e3L#{d|3eWo1`F4n?OCn3F$(DUx7aALxXpQgU*#BE%oTRBcUg`**AD9I%=M
zj-f@ZgNG&P^?^U(s7(C%v)3Fvm!aRk^AW7BXfA@kCb~}+9e*<#f|=1cnUo>|*zcb&
zlYLSj`?!Dc*2n)odMf~iyt4Te@cZ=;lgM?O5eg6%kh|ysO}x@bIyZeQD>0%?1}(W5
z<YYnpBtV1-dR)17?OH86JTX<((#JSRTAc_k^m8sseo8V9EHB@O#DI$+cwjfINEBSM
z#0#JYe4N7TX2>M-u3V`Zn3$L-oTY`&KRUS4oy`RCD=RB&@`>WbfG3qVvP0vmIol}(
zU&{1lVsi35+$Dm?OuaFr0wfAU!Jw*Y!e#*QXCaOs(fQoIbEm@V&DSfarlzK6qtXnx
zb|Tvg+BwF5+Kbzn4+&n5RTvr@v$l@_SQ&nknS!aJJSKBC1qdsvs1Wf{qE)!xcNbNK
zcn(_A<-|JHH9eh{{;%4Ln_ec^O3)h*z`eynMizqE%oHAn%JJjJcQ9*^@1ZkLqxcAX
z(46H1g%d!4u`shhae}Q`KR~i9d>HofiqHc8Yu5@YB4kXht#1H>5;aKM^DGtU1C@vB
ziTT(lRBwp7@}gbykcPSTA4}@c@)rb!IqUlWqwz=sLlRNfED(bSSy={+%|g<T6BF4G
zw3|DrJeEWx6a3Xb#ve!!f}|sj#;c@(Jj?1IJ*vdPVD6;0_OEx;`R#%*H7_skP;r<+
z<oW=@g@qh9mDki{@IhW@KZ$YH@W2P@Oh_S1b9CBsy{E5_o`Q{lWY@dech}qY3z4^s
zHcT()<z1gCqB=Jt@XMgCX#V;}!)cr2>D<@_gZ>dD4Xr?ErIYd12x!{(vD2rRJ~zJl
zIxA3ITDpjU;84GlTC`B?pIm^5L%Y_lWh8ol0B+b}?ik0D90=fnc>SQUF`Jm!Zk|jI
z!>h<G1CiOsBqb$vx3{l~+Ud}nGI}IIe-&76fiZ~ak-n?j!FqMTVnxSSxI^V~8O<La
zM9W1ESwsXtjzFSKxpLb5r=Yt(KC+%pEWNv@{%86QO3o1yHkab;pi0bLR#p~aocr>n
zPI+0`<v7=E>X0NZx9jccxrz<UBV*OHCfyYoZ6H<9-`{_#eyVGWMa>#*ZZ)Flc4{Ah
z=(UdBRqZKO3cXY71Eyz|scD~ED!KDNn~_h)H?090q^rlEr<c~RuxVrO*q6woc{w?9
zJ%h091YZylQQv5Z4Aa|6Ra+ICBlT1)puC8Np1G>(YR{06dM>NqqC|qIySJAp>&rR~
z6rko=^;nY!q0)=O$%BJPd%C}7rjBIJ?p|zc+`NpR%b{vx63qw!0FeqtGG&kS2XFTC
z^rQh@t2;9T5Iz>VLj>99<KrW;>&Oa-7P(gQI$%E0fP5bn!iReamE3t{QOg8zXN0Om
z;o5nue<43VKM)Njp3TP!piaqz4Vq^4W!bS~$F}1_-eZ7w*eSR-51|DF1SU$f*uZ%o
zJ}g9LpffY+dT3fi`UM0Y4<9~EHVaags@GPAIb%(h84i7+Y5QSXAqmI?VeY%(;Y5s<
zj52`tiI8(cxQHY25blT+VN6b(AT@>k2FG=Ey+41}-@bi&US1vr^`-YPv5!ZA5)w_w
z^78TrFJ2I+h9J00mo6nZA@u;x2RDVl`SQ8rc+1J6mXeYMip?8LlsJ%@(nIQ%2a$C#
zY!>i22Bo~0=4JQf4%~YDi<bQC*&;YFIJDcP044!q_<`NIHS0Pc8Gss(@|=D)Nlydf
zhJN~lZu&wBU=J{o;G@VxT+5^6S3)6E(a~{R<o){ugoI>Q8_H3LuN5KKNJO|klyBU&
z4z3-U@pkuFIU=bJStErpneVtSQ0}CONT@e6yD;i$@YgkyMCk}sonl0~ME!Xh)^y9m
zmpg#x3`6ZQ1{_2I0Rf#qs3;@@8gm(~KZ1hWdm`Q*yjs2E+lSkf2Wr(u*^X?x=BA~P
zV5FR_-<W38D&XwwO!9S)tnfG3wqT_GygFHTca@4SkzY-I{dza@LBN|JqzcMi$nM?!
zU5m!Ebm_ymIHu6h&@JEbM+QKUzwj0;2f<rZwF~gmB~aEu`qCBug~0<Zwmceg^(4+U
zcn%ML0%D*wr=6Uf5a((}hlv{p{3EPKH2!P#mvCqmw_NJtkFS72qL7pn7nBdqrMbb?
zFIlpLfCf}vnni8$`R^JQGh}E4WO*TaN<EE`K4(pBm6EzWwkkjvl3#QPjwwY8iw$^e
zzT`|Cd2x*LfLiV<6qNuWtj)>Exfv0`A|oS%yqHGetgJ{g-j&+GjlT&mPLEV@HMpmi
z@Z|aPKr9HHvG)_7XwOpSyeD=LlO#G=*ke8b*piGgy`XX>s-H|D5Z7uZI1i_QfVitT
zkTV1pa#=u267%v+*(o3+oLpSq(0PO>?L<nD;XbEu{=x;pFE;`M14o<?q&$p`UHv92
zK@tL+VebVGjytDLPNGznad|wcJmLQ9*V}MN8xu}IZ`1F_jm1RNxuakq6m;L!)p08+
zDPeMe5(;fDuCC^<<DWhAN>7)eFqK0g4@ZpPCs<rkUcb{*cKh=yOCA{OHLkC9Lku&c
zRW=Gz6*x@s@mC>m8~)47%S(OT9HdlHUq3e4a3n}T{vhC+wl<UU`?BNlO$@!W^$(vv
zpSq?_LYt6>4<D9y;V~d{q$AvCB4-UKX0?zIh4eDWN*xjCk5r)rC@zH<&WKdU>x%T)
zNx^UzWAi6t@&^MW<3nhDQMOQhv)K0H*vvN4uLBKNPlz+OBaR?2lfq>8YEh$%p{rA7
zr%#Jq;99WZM(J_-r?Ij0STwLKG|T~7fW#j%J36cdx@%R{P5HFRaVj8YLeC0V%1kZ3
zO#-^&i0kO&oku*v!<Sos&8UuX1%jxG!k{fA?&A{>S0l`EeKxjLTH0=I)|GPLT5n)r
z0Pu%tr_+FFs(t@w?Kt+qH{${%e5zEKVkH~OBdgW+!NBe%mujl3gD*$myqu<J1abe5
zU|^a%8Tpnj^+6Q1VZpZgxMxs;{20w_-O99YKaGb+QRVvyS<YbR?wZFeuWecv13*9w
zVgjW#wsk@V%4g0zwSO|evN^{Cda88h=H?a7{02%&G<ydJ?W0Gp;uNd~ScRWM^&XJ-
z^YK}=bt^Z_7Xr{Ctc2Z2w>FSm!k+<Fx;W>}8-gj`2@6}jW5>}f>&m946-aea)bh>D
z+%YmT@<{e_w2!wpJqZqR=}yS#UU~R%6>#zBOk;<djdX2LYbAIz@rAo~2}0;yRYN1d
zo=e@@I;niFO?dTc7+?Hp_xs0wd@<Q8fy>0sIz~KeE8#?6t4AP@XQ_tb5guDdCWUE^
ziQ@0Ph|uTtg5f6HzJF(gd%|wyaT@q)G3<t<z8x71uhc14dwY9=gF(JG`KZm3_*@GW
zL&KG?U%w{0buqEAk4I6&_j&b78VJ1yoM(PP0Ru2lM6poCx3Fl3SuMiOqp7H<u<}YM
z-lNquG!&!$$-%?p2N`E>z+Ork8l_T#FQTIbTU^JDVS(CEkeZnOT{#R<NO@RGRSq?6
zJx39P=eKSxK~No=k)ba>7jx-z@anvgp1kI44<E({PmYY6)EcH!Cr+5uZ}e3Z))9jP
z%W#|7$;Z!c?xk)m-uA8TCA;^hTKe<n^|~Bv#S&qAVJ(Yb)Fqt;jLe<XHwcWnGH_2#
zH5;S_ELU{UH8hm@?KCcq47IMZZRH9&CMKLA$kx!iPW`f%;EY$0&CZgDOB$rJUI>Gz
zhExx>g6#1G{S-RrELS*lY>gLTQe0|3>(Xp-oF#D1H`mz<2tR#eqr>REOJTc^Wi~d(
z9}%*&@Defsm_*e28I(K%16kZ=Mvvs6CRsYLB7Qx&#FS&Rw0lsNy^7Y0f#ZOX)6aqN
zzDL@jx2`9}=B4nYNR*<UQe2#ajEh{ab9lfaMfE310`Pg&x6LR$C2?^Fr>T}K#_8Y7
z__Y%@4K}^{+lwn!I0QLMZcEB;k4<2G8XrGZxoh_6CU*8NHiX2gBlf(j^zOW{X^uT+
zWbAosNn7QvzF8o@3Ut13Ls4utblRqG-{K1G5sLVWJyE>Wp-5jQ!BLW3{VF8bV?bC$
znTXO{K0H?SE6XDYEb|*1k2W@IFGRWxYsxHs{OvWY`KD~yN@)UG>WD6N=ZPGu6d9OP
z0gwkcd3;}Uy!&c(NF?fgLQIFzCGWm|oepoZ)^M##cmks(D=SOppP({z)o2XPg9Zp;
zjfltzbO-GJH1&jFMlgJ~j*g+rZ=+d67zYHbhpHO0lffc45X@~jtgT(<yX%297;F`b
zJg|H<tpFLx00(r}>3xdZztYEETUVD0(byu3Y)SPSd`jqj!Z&%M1jfM391HjW67)ua
zqYqnfbR^GI3H78VC5cmtnwrnmidF9qJJR9KEb;jovvcQIl{ik8_R_au5)_Fmc~`7>
z52HZr;Oy*_P5gZ%k?rVX^#VYOpo_dk@9<${`*iqGAU${qEkIC4W?kT+;^>PX%UM7X
zdXLb8JpeY)OJj28j6Zllop9_m3J98k+2cYcCr@4h20--55s2;=cmk`9C>Ah`2jDU?
zLI(iK76;q_Gb!2i^gM)XCW?`1Nst#M#16b0AR#kq9WKL#JQM|Bl*)s+IGqy5J-NqL
zW@f@tMTp5@7HKSA9?)|Y+O&xUKpRC_Sy`dhiP<&lf^OgQBbn6Gg(URcdWM6*qW~qb
zFde`rYx*0BvqC9<HAWnvpgMs#?eWkOjC~?qBLM7oB9^)dHZI8N>I0k54f6bOqB7=9
zK&P66k54r5OPU22X$>ML5hIQ~ahC{rqPq1FQ~_Hd&_5t2jqfNnkP$mIk2ML)0--S(
zl7YudN6k}}#s`bBEs5wpqFYkDq=-|a9HcH|e}Ep-%{3Y?3D(X8dSGc3XbK|uU9fE9
z<v(@!qv(*LpH+5oks~2Q65}*<;YmJ1m?qfKgc^cQk`4FY+yANTy9dAWa6CFJTc&H|
z2dNXINJQn4p#=y$V_>QPW{|062>5;RT<9q>DgYd<Q~cf$5i1##6p;)(d;T2L3s|r5
z?a(n0L~L~E`QdgvIA#g}O2^mC3pfh&yRWbC0YhrLtZY8eCCbFcX0w%{d&RMt@?*L!
z7dzPi%xXkC^?$BzYf=&u6HBvfSWKB%SbVUgzF&(4cd_mY%4F?eWLb|m=b`!$^A`m}
z5FvW|;9wAnc^#Ox=9`i-%r#i{{o%NafuUh6em)A&zCJ#Tq!5cDZ%N(w(9jv%jp>qz
z6O^AExQ{IOIxb9{DE1BrT>{pvZ?FHOLL8F0;Rnty!U~4@2|}~8vpC13jhOU{;gwy(
z!!)!|TDDJBtz<iQ?p)L}erM<Tvc`TgnhKqESlZ7_eR%0XV&Zii)OKXj6Cf=mgOo-J
zR@nI6pHn)yerh7Nn#@+XR{!af0;prjsj0UG5^G?zfWC7QdfdsAYcw=9X%v3j?n-w#
zm)CATDo_YQoly4H?b}3WmvDe4qUZhyk|s&5uRNBPmI^=AK3rr&*+rYnd3@kHFf;q!
zx`psQp+^CZQ4~S_Mn?+)stw`ClC0qJSU>IHcy|bv{qz9ohhJ}Ob7U|&IzkgBh+RNV
z5!5wQNlZ_j@`clt+5UENr5yDDge&5*vDJsL3TEKR0SNH}VT3{HW|^eIKGY|vZ!O|>
zOyunC1@bWgM2rk=Ba|LI_zYAe5ewZw^@G%`Q6S!qNf9Ra5)zaUazs>a7fb~)PAE~M
z_7R+9by)}LpSr$2FT&}ogfszmRzB)gRj9$QOBVzD=;rp;e$ho#e0X=-KOHf8d-pCc
z$?kl8eUTcfAjZbzJmNPAtV*H@1VTo}#xx2&y7K)$e?F$Z0{7s<{1*fkRkgL3dr!FN
zyH4Pw3QC&fQ6y=usu~Lavi2jXdr5!z_;E2rbXAbA;K!4JHZCXtN=QpH9+Z&^{c9}O
zyT-=lC~NDdp1MAgkZn;L_YNOIKJ0~X42ti+^=2-@6cbh%naqHSI#@yl*fWnK_6Za>
zH1J^lo2|Wl0Z9x&anj8yTSgI#5z4veJ}1)<4d*>j@=i7{TZW@YN3pW8rGVx_M#urg
zAwwR(l3Q<;i_J$0_6VjboJIFv$N|a&52^?#QB+K97~JyG$HsIFfL+X;VqR_hJ9*$y
z{{RQ)hC_ICNyl>+!xlFx#&p=wS^R{lY47hB{avo$Tt3b@J;QWy(OrLk?uw5|;@5_a
z^C}ZEGI+6di*Bw`p(rx=;)Z~H09?qX%+qyEr1Tfu(by;-=9%z#p_hlC+XM}8mI`bO
z&UXrE%i-$JIHZ|L0a1GsI1E=X1L06(^MfwRhHkzDHeXC!b0jDIrXDTVFQ}M!|MS{&
zOo4!8*N$K5&TY;2YfVs|E3`x{a*sH2f@+|7C=%fzv9g|Q*`!&w1ilL89w2k%CD@~l
z*_s=#5^wRX2=E&9h-1$qQH+PV{WhqMgZz>Y*M$}!!zShh7BHllUq=@}apWIM<>w1M
z$Y4TPs~f-%GqSSG>Yp7Ng5^mYKr9d(8v5yh3+6C<PPY-Hh&VFBB_eZfJ2hs7bt5!$
zQe0CG^7h}uk00`j`R*Q{R{;@<V6Kz;61Fi)Ztv^sm%<_i$rUDp@`=D?uO?IvaA(70
zl$pc({Cq+tB0}XTK#%~BY!swKp*uz4&V?VJSxU400||EI>c|suXk^Gx4<;t2&uJFA
zv7;DH$i8XQCX2>g_g&->(Gi9ls^I<*(0c#w9Szg5Q18I3CFg(EEuOki3DBnp)f?OY
z(G~#ds4TR@?Nyvzy=oN=AdxRJOuZkSo!&?z+Te;f)Hp$*D!`c~aYm-#JQH*yftCaR
z*AnE1pS88MAl;*O$q@bvK8B$7{IZT$U}gaFB-?fF#$d*|V5>ui561vuoHQ~rVkOj<
zOSe?W4X=GR*L=9kPwlx2<#HJQ7xACE_sZRb+zOVU8K!F_r>7T_QvZ@AbSU+QHx~H;
z;WV9{{=-&^5MpVK6Rx5Yi3-9yIPAvegNu~(h9?XU9b%-Xr$@p?k7V~|DgNDVe89NB
z<;_&^m(Y-qcc{YS#G}l4yL1pJ?1>X6`a!A2bd+a$3dmxoLG(lXWRdp9{Ub%jJHqk9
zW*q9yKcK0hVFI=fs`_~)C3{S#v`_P$DD0TnC{V0FyuB!(LFa^MfG_|jX8c;DjnnnE
zi%1RfU$snb3O;}gbVBS?Y@H2c39%gEK80*}k(9I>!^^zqY5-1a8yZfPjFCv-`SVS>
zsJLW{?1(&VcJgGwT&=dmjTAFGm!&}`5-#HFEw4%*ZV1nH2GZb}rT&_MiRpcFGe5v9
zFe}uL9$k*DL{VUDDq<oc0uqr_V^9q+wuXi&K;h>B86p{@5M)Ur#Wc0C2|^6(f+<(1
zhF%Kf=fOb;-jWtTZO8PuuUQT(;EST7p^mk|UKVcVy%iDh#bn!NplT@i7Lw6kXCeSD
z-<7|-jS#{CzUH;G2p|FN@P2@*X?JGBMmix1t*{Ee?hGPESaAnIo&4B<0Cu*^%xJ@}
z-YDgs-d^E#>*C(^oW3Ra?{2k|H=QpecOjZYU;;GdZCvLq&53#c{=cIwEKSGYI6$0=
zT3YNdw-`Kl#4*eu5&S5U6{Bkhf%C5EA@6c$ZEiBk5^F=KX<$}?3UFA*#_$PnHWCTL
z%YlN+h^OX>d0XK-kx(vJxX=@PHB6hDpRfotNu$@UkJM*CgxtekIyyGC8&G;$ROhDS
zh!zly6E>b+k))d=45_!!f-QmIai&FK5m`Mpiv9(dLp??5)TwoFc_f6wm?Cqh#6u{?
zd1Du#0$STWiIZuD@qC2q2Gorax%9-;R4lkXK9`%EQ88PEFqz~6i1)P-N#O}YC4b*D
zDfqAHiO!(UZ(U_EBxeZ0Ga2coXZFG{>;}KA8JHCSQ}ZwvZwP`Roro2S=ce4}*s0<p
zQJ6q?9jIYmVWC=F<OxwhGK>_#?W6BFuQfYw*s*ZzHNSN6qCe(R)pUUbRb5oH`&wY2
zuGxzycB%k@$lho?ST!v0FxdWKr2{Q*Hen=g04DzF?&gVR!IKrHBr%zgyD&=<(bh6V
zh~o9|-6&{);dbz_jG;Ui7uPUGJatTzRwFYgK=9~~3I`APokFnoS7S;BlXD6R3j9$o
zxt@e=!upYVhS3}wL5u@YPHST=wC#Z^V7$P?f++cDxJu#&!iTX3e1SF=Pc6s17ka7*
zCYB<ovV+5`azw_m`5!;t=$z&T*OauPqrCwngbOa;*W)P@dr_`WH@&#57Cm960M@Y}
zreGjoRsdt3r1gfxANz%R<Nhkf*7ObZ9yKuNK#RLZZ~gC00B)!i{DYGYBPW44OJ4Y~
zZ{+6}9>7J+2W39OT%2i0y1&o(#_!viw(WGlj7V~cLWBt_UfrJ(SAL9=FB=Z={uk4O
z?bEQVs37+EL__W@Bl0zPA7UpFORB*K6=(RsqX#QrxpD<LnC6cxfm;OJkCeZ>3<ed^
z3^N@)@q%&v*77`n?mU4x_P6E=!k3f|e7w+ysh+{Jj&^pQcvc9*hTZ4J-K!cJj+j-}
zF>BGDua}aNB0P?azIfo~NNdSGK6l%<qvaRpiWLDQmjhalusT-H+T7d+>q07caSFwM
zK7c;^0O3BNdVs2ejgLXKQ@MP{caT*;-3~!Aieh5Gj|jqy9FjN}#6&xa7F8iAAb}Dg
zx8)X#U7;OR>*?;!tEgZjMfjtrYwPIhw*UN@NLC!!k15b@sTNeVw>$K57f&rjEfH)@
zV)}DuCpQsr=u>uPrV_&bQ;`?Wp9hRxX6HuuT2B)azD<<A!!6jgzh}flJ8bZ^xmgme
zY&|wNQl>*fLpzXKBk=e!p5ZgZoxF$zd?XVSA-oB+R8I_WCA`A*>-RJoTZSNIu=`%R
zwC6Ww)!B{pA0;INM@L5z4v<6+J3FtsniK1toRabm^H1)4?)!xKRScxp0-mKBb)Oz*
ze)ue6sZel&?hgjgY$rPxww%Pxpc)SS`lWMz(9jPwJ2H{g^ZtE)eAW+Pcn83K!erm^
z_B<&e_1vp>M(_>y7E-#SsB$1SNP&#uAZrX0u?hthq#Y!YzynrmOkY*oiJ`R`X{o7P
z4)*q{?Ck8r0L@AVbe=n47B8ow_gV>wgE+?O?*JQKMJa<6Ft=YEGLb~pF7v*%`HGdt
zsSaFOtUl9y?(GC>ApS@;VgQ~_V4jOVa_Q1O`%S+w)b1)Ne}W%~-U0E&0&@D($k85+
z@*V$kc|uYmrbIH-PaECbaL?pTpHacE!yLB`j77tnP84#fYIBF&ktaNzJqzdaEzaQo
zIL)m)bL|2;(&B0E)OnS#ro4o<US!93DLK@FgTL;_NK*WbKKd@>`jezBK!=4xf%n_;
zoe<b;Z4VxJ0!MWX5i7SDQf?5xZy!b31E)+n5NHlSTG;5s{-hEV@Iqc@E2?h1Lf)$k
zHWUugmOxx8?HC6G88}Kx#)KOUgdc&8O5AmfAI0dV<G$d??c2YflaKEjSo+~R$v7M|
z*)SLz8|xbyuHL#;@06>yHYZ8wksUoiPDP03w_OFXrZB{TXjD~r`4J(ZB&amuFUi1G
z+(u0oVoEcRoXNHX9U6K6RlJi7TtPX6kZ*w4Ujy@o>8GHqBdfT$IFd2%urQvNFJGSg
zBnZOu+qZ9FAp8;&#ZHyq^@QQHc!OMyAj25)jNoYjqSgHZGMw@3K>2j;p&~;1#I`#P
z@R6{AG`@jML!map1T_Bc-MejY!^C-ktuMqi1W?Kk(|Uom5&9SIh<(0-5CmB#GU}96
z07+K^h<WV@-hzIH1qX8y8XBU+@PngUx7oC?!eo(g+vFZG^_<kkCMG6GWek`AnSFv$
zqvEN}7zKBYp#GSCNbq@7=^ris0I-8B=f%FnbOIlt_lz)o*xnDK-q{AnMw+&8fGh3!
zR7WB?ulj!z#i>9=ft!u(9Nje7>kQlWsw(NRnTJB#WUm87xI!U~A8TuMBez-I11F5&
z5dk<CW)>FlX>Q==#o&zIjgH<N5VO7sbC+N+T~F?!{J~tQ>B6#edfbhSoG!6q`iDD2
zcoOsG%^LvZoA8Mw{S@W2^z^VDML2lIr@p|p+vR!CwphUeX-!U}aEno!2l;ln<>+A$
zuLvE7R^;|o_#8+=2N^(@TBqRv2u7^8uP+dYBdAavs1p>RWEJizxZ}KP9Y}EqqvwCy
zmoI?`xi5aRTN3PCt8;d8O-$D(lKvtp3V#VQcbN-Lwe`>+<hqmx#yTPqdynrnXa&Ya
zh|&lny@c8b4Hw2%@C!Q+4^NK`VjSM(%O8S6^<lOTq2ab|hwr_*Y`{K<8a5Z`czE`H
zdZ#Qb7E)}JBSW8wK|OHbKuv!)09CR+C}FETTOA+_M{74T>0tk}X(`n<Ffdy;vo5A<
zCGy4%D6p7%*QWe>^x{Qpf-_RaEzyihipVfhU%QePu5*oBP#;Tv$Dapy1{H|7gp`Qg
zE56L-n|ldSim6i!6e2G&>KmZjHKslgB_8DpF0NEnW$%>sP<^x&0ol2sOt-OTKv1#8
zBg>^P0+#Rw#rz+Ye8i|i$S_Q25T_`@50d>2$iw*5eQY|!TEK@-Z~orip7IAJYrCGB
zwHD_HdgMMg)e0iR1#dOv{noBRF<m_5b_mlMq-^uhm>A*kon)pxutHmW3K5c!yu5K%
zFbPv|VpZUzaAIv?yNTlfvJ-Y7;$wsiJDF>aE|RNIU|fwO0Z8>$pIr{dL=TOO6u{h_
zEJbO~oKPAFa6mA798o5xUIlW(P%#t+(2M&16(Gp=4Z}o|2-k)&;zqVxh-hh^^d;lT
z!70CJ{s*I_5oCMwP`8=M4|U<Y+!dB^akY1Jc-g%D!-OzV1x#~_LLy8&mtEIKeiD=0
z<j!ov#L8=+%4mLJW?~XnP!PcLoo_KD4T%WhL#I-R{um(+ZumVuuCAxYt?=g?7x^@r
z1M<O_|Mt3at!Ai@s3<D{B_uY*1dgc~$jrzfv&B$G_j>VSGf1I?rv>1!#A;4;#D%NC
z{aArAcwC@3ATwJbr-?E=caRjAMSo*Y4@pX>KH|=qyyCy-()Rgow*MmUdUluW#%*uh
Tb_8-$_-C)$0o5dB6R-aP*%01)

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_conv_200.png b/Documents/results/mnist_conv_200.png
new file mode 100644
index 0000000000000000000000000000000000000000..18cae5872b660400927e86ab7c03e3b5dc988989
GIT binary patch
literal 29943
zcmdqJcRbhs-#_}26`83>Rz}K}5wa>HA(53mvbXFlMF=4)A|sUXw)cvVO$s4|cUJbu
z?mS+7uIoDA>zs3)^E=n=oIid)pUQ{#dcB^{$GATpkNf=@dhf10DKRZEf*_;{w`J52
z<U|01;7pw)fZqrWjL*V1yhk?`)K9{f&&h|+;AbMo+YcTg2)Qx(7bjOL#|nNa>LRP{
za^Jz+#ogH146!qIakO=Cv9&T`ax-&&WaVJbbd?AG<6^ROad8ym<^A8Ez~kU-!5f_R
z<rIQ2Aqp}#)ICyuefQQ=H#;U=>m%V4IC+AD8eicIugBAk$L3b{XKLN}OPeb+KbF|m
zXK5doDfQT~)V?UJu_~}D911Qpx3fEwo*kc@oS;Oy8kRAx&XYmH_sGv*{B@E*3({g{
zwB|E`8Ll(x6`vFB6MfX{+3=`$Q(T@!AqI~bzSKzV6sZHA!PhHlTxs+-amL7P85x<Z
zt0YJ${8~L2hl!GsGP;uwVMU*Ro*)1omEmYXUcjTb&1jI*@bEj5|M_2B(7dxemOfxv
z<a@9a&qFNK|1p#bZf)RmD-$!^yz_N-mDG=eDpC>l-)lY?@iq1Jk++19x0jf8IUenA
z$MdA#vgl0-l*@!aA2=~}(|kRqQ4$0Za=3<uljhuGd6<SUZruuzIL&H?NCQm$&Z}_6
zF-P}trx4`__4W1qMokEpe$5&4((1S2bN%Hu!$p<@%mmvq+)br#Pf5#Y8v3l`Gx+Tq
z&u@DvCGz3GN8XZ^#dljCeL9!s&k#b+*jBsRF!s4MKl+1FlhmI*mF_gDNpr6U56(*-
zZQZ9K2_~46F!^{=uhEZQ>~*2RX8rzRp2vK8$XXLFxrjtxW|U;uK&HG_vfpOUwPBlY
zJq3^EdT%Qz;2>wtotuV7oAV!(-n(}%0N%QfTd!uZP`@@f!O-t~z)7Rf+&y%GsB%=&
z+IH7x2Hq-C+kUS(`&!Jk#7Ee5Q9VV(=>%N9?5X%7`%L+$wx2!8>#&d)#l%Lh9>M>}
z!j1SHj7^#>4Hb}f>gIhF<_O4-(zUO~kCHm}sQ($wN`%E?*LHRacapx@%E8k!J6Dw$
zj*pLpv8h+hh%+)WihTB*xeV%P7#J8x4J0YQYkQnZ{G?oWyuVcCwaqb<|G<>$u%pI(
zHPRx@cW9&G{d;2n{lPSf^XG}`4WgbsJ6X5Ze2R}YLU>bFMrLZld$kpAkMH3p3K|ju
zm!%=nKfCQxTvmRE>++U@wE6nA6{F6L`-`0LgU|8aoNHlAk#P&`nU>GifV}Xa)ZyB#
z!=1`T*@K<syq+1QJ*3?ZiDHzBbed^PH*JsPqam3euNG*FVvL%eHbDa9GH<{(4HfF!
zR11kYO@9;{ZaME<jeY<Lt>DRti3#m`uX3~M!EEK05Jtae4Za6AF~ckp67&I8v|`>n
zwogJrZefNqwJ-)Auz431Vw8`|u|K$iJ_LLSBFro+JF~a9C!BUZLXJzXisE~%dx!x>
z-or!WXLr(lyFVSDJ~i1@eh&@^Kz8@{Gtf8r@sye?&429!VZWuI$fKXndwg8WzllHk
zN%HvdV+7%CJS@Q;JSelIM3}B!qgGH*KyPNtOG3<b@d>|ao4PI;r4R`QIb9v<|L0(G
zeyHGref_p(&S$B;*;wsbH*N;6`HS7D5*J{ZaMje**1C8br(#tkixs@5KN5*=_22TC
z4rPClnE34Xq(37S``wRCfw%*e4u<Gre6MkB2`0S&k6H>i=;+XnmfM8v?t0{OZqH{%
znSfJxESC?z8L+&kt^EwscuWfxmB%0OF3%@YU0t0?Qj$R~lX5UeMZP_fJ~}ows88w-
z9hlSF@89h;u1jmPu_`8?UR?B8e3yeD(b3VcvEYdCUfOnE($a{yL_tmu81VFfJYy>w
z2|8lg(N&M{tFZqbMtVWmXtd1gBnb(`M?6-A=A++}QFdb$KSJ44rInOO8el)g{~T_9
z>gf0|=Fn(YDlYH&C1JdfpNXmIYLBh(%<;i$JDA<tm-{N|?yD2Kdvj^)J7W$rBgLli
z!m+4_*Z-af$H65qTAyz1U)mONn#OB5SgG|&Xfe2Vk7B}ej$VATTY%=e8yADm+6|;B
z00$RAX4)cJezb(}`|i8IbumdvF`hqv{!?$Sx%}yjY$i(8a84ecc;vQe+jA$5qd;6j
zR^&5mhLylk^;~K!a$C33zFcYP^V@Jd>Cs}-5HlS=zlN;grMKToEp)SclCP<3Y;45v
z7&h1@nG4ds1tYThoTX46Kex3ocp6!VxHj>Ej9!ct=Y`wK_!Wg1)&jk1wT<oVxX#Yb
ztdAdMI@;UY%?&KND(%LEi2};tUwDqypW~y`h!tFTd3;ZMyZjv`rF@}?Bd;%8qxIhI
z<<2=dIa*zW0a;(I-$DQ$Q<^L>gRAqx#%bAROM&^s$Yn;~O%YMGU=TVl>YR1v>{+(6
zXU^Ql$H!OG)QsOc-0V|Cvb<NS+b=D{rn44k+U!L>%+oB0L2gg_{(jA>5VHl#4$lE|
zr%gEc-S|iU1k-Ct-%<0Lqu*=_F)tGnFS{;$Zrx~j^G5mv6SrPfzxf2GR-yI|JF_$C
z#EDDJxNK}}NI-?%m{{B~#7lC7NmTTk`TnnOr8sYNbU#S??oYudRMwFb6W_!b)H^PI
zxzbhk<O!a-rl!f}&z^WIL;oY8u&}TfFJ4S-)od+~QR5Pj{0-_zlRTp@>Sb?~lZAzP
zA-4S5J2=3lsLaLa*Zy?bOIZi&xyZtjIhv=ECMmp7<F>3b6E_geBCo0VC+*K6Aq2=o
ze$(KdE!e<YF|0m&*aX*~s>%8JTzL5S7cXBvsj8~#F%xmk@z2rknILk>B85t)8M&>M
z?-$^K%UoP#b$*-4lL!JgM}WlV1*iG#Tb1sx?(FOY-_2=(4C;jKj5F8eiGGEq1YAEq
zKP2GuXSJNqX%gP&bPCQv_^C{qC^nVH!^4|`1rZ)}s9DIi_AIj*?#*_Nh>Vm|S3mRl
z^JlI>_=kdq#*&C6W&2?A55t9P_K=X-*TAc0U`u=p7G7UTs|SB!78O1357`5r{0u@t
zzFzg`&&L>kudVsOs;Vk$-aT)%`1Fd6Z`ZwdxNhFMm50Ay@BO>NXT|n75_Jd`7F<K$
z?X$=G!;Q>bTqIy6U&SKnr2Oc>;VSULH}Wj{QV}C7-ozI#0>F=EI@r@>Zr?tM25<2A
zDsh@GOWWEd4~ZHMHx!>dd1CbO8KuY3_HcA^^3rGQ>32i`jIK@1&4u*$-=h<A$u-!t
z5~R)f{PoMh{gNdQ*x&#N5$Q!m6cCuwe0R>bMO?5LT<JL<CAoi@_|z$W&y9yJ^ZhvP
zlfLe;FZ(8R9qOM35t2_or8a2VUK$2NAVJMzt}hLv<$0k~HOkOJ(kASXetmuYhMpeX
zO2dIY8WVQ={Eveqymv-iMiH3{O~*$E*XufyqN4+)j@P5&v8yA+xRXAcq{nL^Qd3hO
zf^Ofw-K6jS9Y3}M@6Au&d&hO@=DjJQkhw0hvEdU0;qcaPo%Z^@5^;3!`x=KK^JxHq
z)uG<2_0%XtTKQhPq%;N?AhE|B)^Xh2%fNsEjJf}<Vgf<j#fuklG&D3u%B-l+6?^&e
zrP1N;`gZSJcCvl*+K-lE-vc-C!?l)eGNz?W|3AlxQvQ-|zeWOIUw3C_XD0+VErG3j
zF-}+Gvhes6HII7j=j6CJv%R`2q%?d8-~|y)j6uY&U$$LapFZ8zYw$VmKH-_u!uh(h
zmkZ1feqdL-f8S~L6XoGvpMTp>fi8Dt=vcW8A#$06qvS!w(N`t;#eI8b78ZWUtUj=l
zA};e392^{LL%I&4^~W;m0)T++O?p#A*VflRK&T9@tE;n4OB44z-4)M`i*zxyDkkuh
zE5yEfMT}I<rFzq<2T#;{qxW)KQSlb!EHqD2vd9Tu#%LLM;=?_BgkX6=&|m+~ojdn5
zG|U7F;JN+Q<-)g;c6WExPu<n&oFB+EzM52I(n_4X;Lvy^EJ#c0_q%pdXz%J=cT!Mi
z=bf$w93)D7<D|2*^BTYx4MqQ>eb<+9aX1LXX1(Rj#6%jT$kw!4YdezuI+vBwrP%wp
z@m<R|mmAY;h6~f{>c-7=9zJ9pt+3OzOQdDCrXj<<HG2tGVI6WEx@V}*c%J?QDLE?Q
z!Zn??qHu6k6BFhM-{1NWVU1@$MURwPkOPPbCuHzIGUXzy9Ys%{K3!z=;RJvv@%4{X
z{ni(DuEWYl(}+4h4C+!%DA27mfsE;~`y*ta)IvpFL&F&I``X%CQ<c*U*8%|<-7|-V
zJ%V@d-kl^Rl^rhBr@U}M*Jc7xRm=YNQl4_u^XDG{c+u+pge*u7AK4tv+we@lqL)cb
zj1~={DDv%25gmMY(RvY$hcpsig2w>Ne!NXExEVr559WS|b3xd)>E)ICMUZ?*7$xa0
z#S%Su@L;6KILOSlr8S%ytezg-MlfIM*}1tHjQ<g*nET4}G5cE5fcY%}m-&0$$=Ape
zcn#&?!q(T@8MRLJ(y#CA$fZg8zKD+xPL=S^fRbW<7{mDf{d>o`*Y4BN@(efN(W!-n
zP!-8NJWo$g(i&!E8L~1*-iOR3kA98tTW!pCsL9AY$r@b9f>3)05?w+(uOUxdLW1sR
z4Nc8EC<^-mh_j=sOOcqIJOMDZMXX%RM@P1umVnzaG{O&Ip}%G`f&*Ut)d68Lg`?D&
zCUNwOAjxw9Y$>DW?3Z`<Ayvm_ftz#~@!eh?t4xrKpk?y~2r0bx(9BGMMeg~Fy83!H
zq@0ZC{xBb3r>6}^C2QzKz3jWM7uQN5s#^iDR<pFsoyB6=w&w?Kc|qb}E&cY(g(31e
zov7O4SS6;Vufk!{z^*DTER5KyBZf_FvcZ?F-hdZy)m>T<$2VIWUA&5|t*tSv3To!&
z*@EWXG*<)#)juz|pl`edsO}DIKxxOH*^XE>J-rkZd%So-u>b+^#nr1<7wHJ(Vptar
zRvQz*TrMxTh$)^wb?VgHclUGdK*EZNii(<DUFB_UYr6yc?C9l9p}H&>qb|>BgVwq=
z=|!afo$A)-^lcW1ZhBRYI1s&E^X4L;2v+T3Rk&$obp>+Fg~PJUp-3Df7W5fEe*ECp
zCxK714uFy>9sY9bKR@>YDWU{#J0<-~8geAJ9xXh<Sx!NLsJW$ud%KF3AF;*TtH7kC
zF`|`qhNfIkPvsZSnPjx+ZvFqG=uYL<N6?G(WhKhZrNDIFSu))7mruL$XK3f!r|72T
z%E~R;i4h%Hq{_6NtZu#S!bq(<FONapGt`2~#n+?@Hf<*x=sP+(M0|Gn;4b+6kA0L<
zL<TPPbjESQ^BvG?VPIfDyTL~^nB@F)vyc^oxq#yuljFka{&d`a45Q=xi|wNT9OmyI
zf~0TYIPP8TZ;+rk^DwzW|9bRF=h-D6odUaK=U0jeGLkqr(yFT4jmu-<;?{~wwy)kW
zwJ%M*H@hnJyR%P!=!PWEtf`zQSM{wu`zLnYhwpQ)aGl{bG>o2Tm+zig;xvehGueNu
z7*JW6IB7)TzwPxVOQ!A`jm+q@34hNZ)n!gxaq*9aDk@D~idofO8cKuKfg8@!nZ?Hi
z?@up?`$t@Q|Nf(RYU;HA9!9|GrB#o)(XL~$l5>P6B@!PO2X!rN>?P%9Ku_8h`%rDn
zq<XJ>fDp6xBZQGzK!6HXj1^4+fL0J`NC+{pvBlP3IX<?vnJj#M`z$J|9V&53I=Wwr
z8qP_tuLo96oG2+lGAa3zJ_i28vXR-=8{pkT9Cz|XqCXL)U@#&hF9{`(GP_f|dpN49
z(t31jJ=d83Oq)cvJv>clqY*cA)k@Ih+eYB8%LS!YE@Dp1zdpCR(Q|O<l`8$5GuW%{
z67%qQHq$(KpN`X9;GPc0&#%_H4L%Vaefkx}wODqA-npEwVU5nTr4PDSbA2`x4T8V@
z5_w%hx8vE7#<}TKCT=k(d`U_=KWIb3s8-opM@5uTMP=%>dw}mjz_(IQwtfw8xxwMZ
zR6$zh*ILM*)j!ANXgdQcgNI4Neuo~AKrTW#i%?v+5Dq1)X=~V71S$RYd~MB9DNT|d
zT*mc17hr0r)8w6;_zw>cX^S<LP3P_!?Ypci@``BV1++(nPu<SJ_1ZZzcsKP7VcMZh
zcgrnx6Ag`_AeDyCgwK9o`_8(-&2i%Js5P$f(OmwGY#(PAHwWiS1-`V^wzLu3PZk%f
zB#4HuH3nxJ`>n(oDsl~Wb<qMO*ZD15ph@SjbHH8c)Uug5l*4}z;FJ1$>x`@N?UO}5
zo`ZyeE1Le5PcCdsF9P<Vq^7nI;D$=G)_s)#fvVGJb)sI_s!WG_dU~46O6Nl91HC;?
zjuXtx0m60xDRlhb+vVvj=la6O)HedP9$c}<_3-?5+?@CRbX;O(rAJbaiDb2%yxH4r
z38U8-Np=^D&tm%;9E9G^P3&3~q#c-atHd;K?C^Nk%ip)E3t}{F>N76>p|S4RsAg`A
z*CVv{r7b1@v>mG_f0i2e-8&&e{;Xh|vy}l$oZyX+*o6mg-n@BFP3`g0FlGiEl`lz&
zY!IUV*F?;K<&y!+vO3-?SFA=KUu*slG+klqSR@i~M={W5_~TcJSOs;p4Q~DF<`~xX
z^G5X#F?B8u!r^-o60#R4rR#XP%a8AH@>bUC%v)c&zdd$(V}Bj*M$Zk&yU5aUPD-0^
zbgomkxf7j!ErH9glZPAOxicmvIyDck#b3CJxWv7Dd8Y1gqYENu2#@~hN>fsT^@iNr
zbqNkVCx)i(?sYBgyHb9+!pVh=lU6u=BQ;Z)e`9XPPC~Es_znw(`JQ4?<8=4Yi`<0{
zsrR$yX91A8gxZT=o8_JY{KL%4+h?u=s1yuoYI!-LsY%)c`XNe##is4Fo3F1qFocDN
zb7R2ls<RGB2hxM)r&JAi9yg}Y**IpC?Em8AjD6=tNc_OFdKX{wKCVqQy}=`m03q%i
z(JpEA;Rf{9)@S#-Y%AQ3GqYW95d=WX;ua*gp0el9Nk}dTlOS&f7x)~fq>}~BOV1}I
zCB+LyLR)WlZ|_^(cxwPoMuNRx!+grc$%eSGOF~&{?+bF`eQV->l9@3vXSBs8tCm@@
z1g9;09~0Z67J3aq$DrQpEFl>k^hpSjXT}C(bRq$OfRX9W@h3!7Tnjl$NssU6+%*Qw
z`l++C+3?T4mhDIpPN{iMNtVLhyKR8nLm(edLp$$-K%aO}Ny$}KHa4NvP9e$yO_zk>
zCE3geDk|%Z8;fbqRe}3zy}I`$w>!p?%7nOE8n_A#%pYOpS3Z1O?fy2iAU7iK@Wl0=
zu3v#G{Y&@4x;hz^so95-g!9A&8KhHy&!4Gg$~~B1XJ^MnPE%2>e;{O>nr;n`H=;nG
zRt@8A*gXN))eK$L{^~~-hszHBrO$CrB1A+)moHy#dW?VSMRIaDpxG>F0xZ!?+b`12
z?k(g5CK!~^H_M7@#`*M@Td|Cu<ZxK^@_3dY$6`-9Hn|^H`?G5%^-73eG~tR%R<Wtm
z6^u+LJAQS+%=QxV>v2t)^E91H8Qm(LpQGEC)OhZH>yR<1xLQyW@+z~qFy;K9;@zCX
zB_31nZw`!RR3{ExRqd%n8%Kw<stefO?MpI6Vdf%Dn>wt7XvcoUJao38@JwEG8LB8R
zu<NdkpJ?mGxN;4~?Rk2J?%PgDQyx0eNe^4P&LB0hKN;jdCEZB9?s|IWaBuH{ymJC8
zB`XJRqNK0PK|?IN>;x?-#rZ1)p$%RdTU!#3+GuAzJVWo07P<9d-k)f0mJ$8gdp7fH
z7t8Pgy!c(Civr2j?-d1!IYs?qcaGvXnG-pAD#)(i*I>)0rVhuZN}TdJDA1OF-K(?r
zs;46A!s2kBS4_3vcVQZv_X7*b)@9zY3i&q4!b4Nv9-dxRzEu4E{rmhNM{ln%S3%m=
zgD~Q;M!8Iy<YGw2h7Xc<{l?0v{KqP({c&++Rh+;;=&8?!3a;#a#C6xnKK$KzcB*{%
z<L?<Pn}MX{bYe823MLmZ@TZ^u+I5u1@#AjSL%+k`msVJI$?C;U#&#TAHZ7#1`bKJf
zUBLaEe2D-SmexA+(v!lSogckLKdo(?zG3<xDe;nmw1L64TabalPykht!SdSH89Oq#
z5Ea7ccJloEvTQpJcqk`w#4ufeRyJT^#`HB0Vcw3oM5~3^YoXloKf1#f8waD3r7EUU
zX(951_KenmLSCej9d5;X&_>kpR@iaww8oq^>StoQ7+9JA>{C5I;_}GQpVam{@!^so
z^T@{b+1KJch82=-otAi!bj4)5wt``K5^QWk?B_md{X*9NEDUB`jSUgX&!xbX?TT>V
z<Se)m=G<?#N1Rb&XMFF)Wff(?SNr(Nk&lZ9a{|ew&S>o%9?4GWXs{KYCcww}^V?tA
z*7o}c?b5Q2*wsP9d*VJx15Kni>}{_5)>K`kKf_vRl#meqVL(^ko6UlOZo*nK_}O9*
z&YR@x?qr|3@p$wov@o;64xKx;&dCz79bTMO8O{4e4xVpjo1~+MEXyQ`d06r0hm_UL
z6L>-wyy_FrG4g))*^aBC_t}2GEu7QXIG?l~B8A)v8DjW&Wo%mXp&`-Ndkcpv?nAm$
z!-b)BA!Hh5l+l|Vs<XHvaqa~#v4G{3YMon!r9^vnmYZ_Y!g%vDZrXO|=GHJ;F3bu$
zCJrUt8B03E3gY84XE=0v-{1NDNayNWuAQ!kYT=l}u*se?)3&leRvKCJum_RWHa!Ky
zcXHlH(I>hbJUE2EcBHVvcAx6G<tLSu_eOGDw<M4zLPo@9=ox<|LfNXR8HU>hFz(i^
zKz`GJ>nphpm}@StX-jy@eYJL$zP&i=8*s;VANFRs{`8KHx_Gd8=YC$FXPc_m!OV?4
z1IcT`+trWtg6)tC>7t_)bP~k2qj-l{-k}OzElgN|vOPKBGwn=ocPElNF(NsQwVltC
z!^kqY4o>^nF9tBoe7u33-^FZ;>zcK#D-$|xyWl*h=DjufPQs^_Aicc`r{7ELeAXA2
z4d{OD{t~chkrOp~C8Q{m<i<|>$N;B=T(8Yc*?aeiyL1#oz)mOIRPE|V?B`R|ALRy?
zT0`+D*vB`V*Zs9=);>}-eGGNg5<c3;`Li2R9wSIw5Osfj`)t=q(z6lukql>lPx2a`
zGYr6BJOWBOSZO8p4{-A|LwP?nOmp%OO!(>A;#Q}mr#F3f$88B2#(b_I7wIt{^PKG}
z?hMnfPGwgKQ*7VBVzVt@uVC3|IppL{C@7eW9;{w(Br9LOFMV`E7wgA->Qr8>o|kWV
z+2>ckRh=#ono~^~bA%+Q6GdG0upX4Nje2}yNqBqf%vgr*wWZ%ShI?Ic@9WZLXOTb0
z*BqyxXseh>Mn{|Yr}EwCX8D6e4|WFma5RRzVJf!&_N^jnK(*q)a!^i*mzR38!hyFl
ze|#A0y0LLO&3%<@+&yhXPDtbU;CHxP{&=7D=p|>Jy@PuU)P8;yV_DfBl(0wo4;o@(
z77wJyDl+Jtam}!9v4rWhd*)8vFJFGCkHGpK#p}w@dN#&ZCOb3i(QK?0Nnpl(ukqO?
z&P>%8N~@6-z1)QEuN{l?p7^~%_e-np)I86&cG^);YnM5wJ{R_?cTo9>9daHKzVm2V
znve{cX%C-iZkHFFkaCtu!OY6nYiQv39)xYmKRDmd;?Axq*YGqT+$~T;InG+S@ga8V
z;iROKa~Z~GHa4YXLybWBs(hTSXSH^=CZ`wXNl3WWTyLnN&++ll*_X8p3GtfbcV{Qg
z1&9Qe*>T>z^Yp2Sj%Du1WivD8f)GMJ55Bd<yvQKdCNbij?WGL0mz)Y_30l>Pxk|^~
zMnwiOao$fp{r=+XTM(rg?M?A1LEz}9bw4g%XIMUmD%wARXS!Czt-I!UC$1tbO?wz@
z?9Zwnq0jo$+#;-EgIE2oVd03cudLrNM$2LM!2_!?Wo^&N#!Hc(FY{_})@pQpf4DrH
zexF@c!OI($x8d^R3s^}utxo3v4IOL!c;D7{B&i#l1!pmO=Q|Sm;=Xs&$8`<f&vL(1
zF#cv|-*wDx3Tw7p!lM#fJJfX$Jl;Y~v8km#vf}Psja`*nSz!HriG#a*IRnF$aOBS7
zAiozl8u@vCd&o?5-(cHosew#8>g<8b#+xi>@6!*I$7DQhJM2_n>KDXG)cqPB^!v6^
z%8N5*zqnDM?xv9Nn+Pjh#&}m+^h`jeUH;+Hg4MxmjxIAp15XL8ui8YsPJz%fQj)SG
z)gPB%yzIKdxasF-BDv>7Lv#7FxrOd;YWW-S;`)9}bv`^VyWZ<L$d489&k+}BzSQ?j
zwKpO8cVjRYSeptO3Z4ttE%t{P>W0B!p4GDwos_JhQY=)Km#Jm8d>mwV;mY0~PM;*_
z<APDYI6w$fGMU8^fmbxW8~^+}7l4yd`V2FZG+hxOa21Y7jtA9OHBv>ec~l!;g&7%(
zo1Gn~n{+5SIl14yy33K8T4CC5Sw4L+_V;)8ik4`W3awi&>$P8E@fZC@^7KTLdWK?a
zeEpnR<m7R(lqT9b@2EAjW5myMa?%IgP(M>${k45Jy7shUjBC47LW^Pb%0`DF*-+dP
zCt-11+z_JpAexi&?%wr#D^!Jgh87(4uRh_#_`bnf8s3-e9;3vHcQSGnz8N3Zf6G5s
zp1#?+q%r7bA7=N<_S@`cR3=kph4}1d@X_1`1+jC|cP!l-Rzu3|jni88TKSe6OfPVl
zaGT_;dg*Vk;B&cq<zBwl;`oc{kb^h<V;=7FdV(fJjI43PdH>oCCi`tk<d*sqyH+o3
zSk+@Z5kG>Il8}(hSTE(cmvmW|d6&B4$^_2dvOBAz-1w5-RiKcYFE)t9%z@^hZy6IT
zazB3bOMFA&om-x+?+blw@|b=lV7tY>oSmw9d?cCU^E{$N&pBbMjcZO$1pEE+(vRM%
z2;KO*?2&tJ%QEDR%E_;`-1u;%-A-5u**DT_H|PoeSo>B<6`C+{GwaGJ16mdiWv>)*
z%BSV@=B6GGbxDLQKJ@dCR7^K|sOoJbcs~_cjJs$k`p!zmP?ScsmotrZIY=RMU`NZv
zjt>7)IliFt-m+94w`Fl7+uZzS&57`RO@i{b7*1ZSU1QD9a>mMb)%|_Fx0WkY<hjSV
zO{!CQzbYmYvEwK0Uv4{EjJI(slI<KG1{nHLD#t<nRH1Z@h9F>tN6K)#CXRJ{#i4EO
zU?;=GpV+91_?_wX`7wefZ4(*ob%y6ntn>R3!NPeoe8*n+g=OlqPTTL7i3+mwZuF`j
z@9cevFC1EF40GA$4xzo<yZu1k;;}6=vpYMX-$v^*VLKV`3B?4R3cYJg@M$ZheIF5z
z#?K65c(<(HRlWAy6LVB}Tsgk7u*fzQ^jmgHOP$sHg@ctCG4hJ#veDFyFZ=6mmxTz;
z*eOaM2-+veuO@hl+>bRz=2rj+VQv>_;<-9Uk@NDdH;$KTG>~c!I-Xp~W#fz+QcD-A
z!12*1-CBBNQ<W}pV6Avx%S+4M#8Rm`MR|;-x1v2i&-9s6wS;TUqC|aMAOFh^3CZMe
zfw2aDdX+`%<gu4s_P-hi)aKr`Rk+*FSKn-~VRb*TF#cd1Cp@&6Ebx|cFwUD=?_J~d
z6Ca=Thmhm``0?V7qOqhG9UpE?4jDsS<d~dj9gc3=gvGY<@XNC~&bNbVKDESOP8iIN
z*fsPcNZk-P_+!HvQZg8N#BEm{QcU-x>-DvlaoGt8^G}y8C0<(5yA~EZH0BI`Bdaww
zl=PG|<DGovCD(-$P%`t>Sps|UPC#(P@>^TQ_jJ=Y@8;<l9vHK|q}Qd*$PV~4;Bv4|
zX2YpvXSE!}?%=TG?(nBYX=Oq0zC2e_-LVk;sZQZqXL<I_feK~~Kl0SnA!CWou2yeD
z!=+=UDEE<y0@r+LEX9?LhC;3ox-%VrhKCq5su@RCRh*AEoPOmFCe=A`{&wH1$_vdj
zcKLPPyJLo-v*qG9LeCAc#qDX#IOq2PVNJ<7)zs`kjY<2B2K7M-(T$obSNe#yNlBLF
z1zvnxoe@$_7|zT75zYE;pF*<JY<Ny@prT-YSzG-JF(YQsix06?7IQ(iyk5>4hPdq0
zZJpKNyBQ^1ML;w?HGsT8Zuj3jCBQm@AGmR2`4^E4L;Ib)a)}#Pysg9*9~v2YUVkrw
z?eq0*g-22Zxw=P<WgirKc<F@14p<k&#fkrnyK6zuA<Lk(w(rW{t?X319Qu85a5PiB
zw@;GqUg~&V-AAS>2*4XfjNO_T>WH{ncfw1`r%hRV)5s53{Y}m@Fbvsc({(B3m6Orx
zt1%Pk$1yHs(2ezv=^kQy7}7#QXf|Xq)QvGc=1!mMoLhA+nPDuzOv7~;aFrO$Wf|s_
z4Ej<f0z()|=(DQQGY?iL?C4#F{g~_&-b)tc*GXVkb<c~85!OshRKyi49Y<pC$R8_B
zMAg^HykRAjkp7M>VO*=oE(>tI_rqp5KTu9Painl3=<?F`P^Y1Re0Bat&7#Y+w+7k6
zLyUhY!%=5?@NC#{mm&%A{_e~Wj$hnlP~F5%P~ezUD1K37)Pkj9)N{O*nl86{Kf4n0
z+`p)59(R6-v;pw6+V`qW?&UB)Yu3((oMl46_%3KYHTYvC-}r2VrcCZ_X3Xh(R*wwd
zQEZLs=<KYiEUv?J&2g4i@4MY6+xTVq!WJ8ai%s;|K)!E$)iq;Uu(VZg5{rMcG0v`F
zl3S3cMelF1V@lpRV<$$-RR73=-?CJE&DFH;?1m`MCAsxnc57=of^5oH^%ttYJ#VHY
zzj-jZI%Uccs4zpMkook352^X>wI^FPYjZeFv_4is0dfsD&Hc+eR9AJYPkgnOHM=A=
zknu)3i-_zTd(eh6e^suJnks=!fU75Tgsp@$QZ|}8T3e?Rs>GSLicN=N?fOzpM4|XN
zD(wpkJ5@x#eLOC@6f4WYA#+^sjoY{vL8JKojkJ1qfY7HH@3UPW5|6&V=zT4FFNZE}
z!nW|hNi&ilkwE5YdcFv+UXgux?&YcDgMt~sLS1%_dU&2^q29aWhm?Dv99{9DVJ$`!
z*cd4KH1RN{=Ao_#T|(D@moUDkuBg|`RNpC8JzLTgEDi?8CgA<oFz5XPUEKVo;XLwG
zu0GR0XPy=DExBXo`89>&@+7Tnyl;kP9%X0e7<@Vi-LT?wUDhr44e4A>myEjb$juP5
zTx?q|v67!{H*I<0+V;%cq8Hwe-q#f>eJ@z&DvOUY2U4y)QXW&?Qzyel5z7Z=)hQh~
z8DN{LZxI?zNgMrCa-#dX^ZJ{V@5irE_O|nqqX->AFpg2C;BT^r$8PL?o@@A9Rfo8B
z_lSrB&g)oSyzv;18=)#g1pAv0mn<3$&Tm=aMjUo&9pgiTHPSDRLq){d@pEnEu8^=#
z)i#sFBLeLbnG~ZFxUCA9Y^K(vPD4Ld9oeVbTKNeH<rj<ef`i4iv?P;O$JixfH{)@i
zj1~q9{$y1jQz$5;N-a5|Mo<=6al@2@Q%lOfQZj|e9%(<T=9}8HXivN0Tealw!Qzx)
zH=cNuS=^V=fWwbGL`E+6)Zi|Uhc2nyZGU@THb5@uZrr#2L$7)j+$KCyK?<C7f&hZk
z9A#ef-Ex*j!C3-Lw@$6s^>Av*OkFd6Jd=0os)dTkHj&z*Nu!b$zG=b26YVsr##(hv
z<sWi7)XdJD{~*57W$8xAQ!D%a<WthBcw1g?#>#J5nsUg#oyEcJ#6d23G~r&Nq_7rO
zEwsa}Ul2oxQW;K{dA+U*`<$aPSea*JrYs{<fcF<v(33IXm6RBfkpx%B;FjXeUT7ZJ
z8+G!?AeK`gl;C)?w{6YD^nrwYUJ1)*C4TSydXQnF6iI0+Wu=HdWr|ff-P_mCp5?|F
zAtSVUHFz`;mQ=RV$>IYE8A^-+n|5AIRflvg8pBLC!tZ#bpQiP&?Cx)V!cjoYV<R@D
zw<b-pCx4YMM&ca|m7d`kEx{D#&ESnkdsk}+Jf>}vsPA<88h^&0vcBNI8&BO_n?bW#
zhMCdv;B{HA$6H-Wi1sa);J|&%xBMNaKXP_i8>UCV1gIcrZOurqGrs5}Ax?qMU3f?G
z)4P-M{D%~_JT32bf?j;Tj<fevhpuYJM(Vk)=o6GZs?m=0e_tNI(pDGC%KtF*8woi%
z>7mlwHQ96TM|WH3&OGjSk1alO<32E^fHB)^8l*;`^Z^M*O`VnCBoEIyTzbP=lxG?B
z{*DKYU{h@u*Yd##c@W&wVl&eJ`e^ik`oo9mcLX>%CXU!VtyZRv4e5^KV{QoWFz=Fu
zw<|UD{?lw!ba&A5<IFc?-7<f3PF4&aWM+rnk459oaVxfKh|uF;Uq=dx)3mNWf0PUB
zd;(Y6J$wG>6gl}oW=lKaNpkAGRqo3a5y!J3t|)a>G!VdqbN>M~Eh$V@M)9E}zj)Ck
zh1zYK4MuuiMzd3qzr6qKEV9`j-HADQf|Ij#(yUA56C=Fz>jex_!?JS>Ph_SxLFOar
zwvOWjY4yIA$(}`2UK2H#&7~W!8p5O22q3WBTZGaW>UtkvpL?uPfAk0v*_z}z<h^<6
zH~QR~xViN;(I>i&5cJcN(lCu4pFQ&?_jdETY13D=rWUIHC04vU_#(E85$y4#O}($V
z_0g@gwu6OXDL9uXaUmv6>bZPhb6y6?gcp_1z2LiTrBy$%QGMQ*GIM3Zzo-vbJb}gj
z^ne8U{&l%>=3{Bsda1nN3Gq7=dQJ?I8f+pzE(A4hX-D2#wwJ$00eruVzLRi|(WN@d
zNR>184$yF#jQE&@h0l5K{CdZ4XJ*EBj@RHh45ooOAR{jiRLAd^B03&6EArMqfl+qz
z*w_VN=j{%r9pfp)=+$%F?OJiZp1N3cKHS^?d8Jo<NUN`8TeDyC+M@uP{Z=D{gJYLf
z1n%j5n&tozD>pYOOewX?t<Rd6nijh(sC{g2p8<x&Niwp+c)#PrJ?%z62_R8O$jHk6
z0NQRd5b)Mf+R@Ks2LgoaK?&Y!-6k2zbO0vibUUNJjGEf%!=oc0<2?UqAR7Ys#)W{J
z%(JbjJ!gN;=QJJMtI!iU=Nv@?p=S{htw69T1||m*09;lWJ7lY*MOHtW(^O=nr46Gt
z^r3`SeYq0Qo#<frUhH?|g*2hOKNxxg12?-((DlldD}jxTQZS?VF*i4ysNwR-mVm*B
zVt0Z4jUqKa>l>w*fKrRr*ePMV=@x0&m=x^deyxz>K~Z`}#tHA=E3z;~H+!X-2jA)3
zRwtGn88Qb>2APmZAV9HggZ1TFbpXQVLv!<KxN{@`C|*RhZp+Q9Ksll9G7+RzRZ}zB
zbbf1i@VIHx5YOApETDt+I8}l(dsD#?_EO!@o>2@~!_5z`USwtcXzm4cDd$Iz=zFOc
z8Kb^@QAf#DF!zA3kvdNS7$I9K2)M84J!h0+fRX*$#zu3`waMp60v6N7?F@OvTyVcI
z_^YggnR2o@n~l@Ka?=J@+C}i5+KCh?-s859&ldh!<gZ$Jmblu6K*MPPwgBbXv-lBm
zL10BN%=iKOSDE##$QV}=$hjy@cYdsr7af$q=P(Njo(T;NCHp)2fnhB7s^XnHueeXr
zN$PFw)VnB@?Oost&^m^t%rzdDL`X<TfN@I*#7EogIV=`s^pedH5feAZbL-wSFo*>D
z&qa7g7$3=2+JEP=O7%bX?9z}%<|iAadQ&CBf%8O*D_w6uUT-idW1}ghQ&6=i59{_t
z+uom4A!pEdswwbOcXyeRKynX!M=37WuZO`wfS&em)Ty@T=S}y10r|CmRR8AY+FC$T
zCI>{E0n*-O401x++4(BWR`@OZnMlrG#e?gS1%7c%ObmihT~d<P)}{g4ErOu@Ti^>(
zP*DY?q|kBcl%0fKdGxcpc-9kmkUxMjCSYH)a0%s?9sFLEx3=cEr2Og&^Aai#_@W0)
z0F)B<`0)uY?INVQy82mY=nXHgnzyF6-P|gAzSeDQI0FTpG3V~<#~2K+Toglu>(bCg
zAiKtx?`>c`7TzYTwM!jS0yi1hJ%8!6_@~YZ9_)j+PzvQ}@{_%(off$XpH)D<w5r)p
zfa(pNy*l?lztG^nEv~Q<!kK~*Evyd?aJxrFw1GdF(^eK27pGn4!4G6DV?G)Rdisd1
ztu5;XlnJ&w6P0-@gbdtT4mh>zGf`4C&O+!i>geU2M1W!WA|>Vd(^J$YK+1Urd@dg!
z@r}(*`s_3y-Jvu(Y*)g}r)ZW$;MliC(uV`xPxrH4wKG1jkwOv@s8IqRov1S&M2mA^
zi^F<(z@C@+!Yl}69&Y_-H7KEBZR&$|u?arXWGl=fE=~t*i1zX7M|p3_Vb4*v77%rG
zvVl=XhSJ<2?jlAj<JG$>wW~$oKLiPRSy_0%^S{i)6P%W27_@m266epB{o1p7IQhA`
zO+c(e=j}<^U#;PL2#`y!r?guNHXHGcC~f|GFq1m?C4h3r$)yhY9tQ<E0l{eoB5Gba
z7jQ0tRUpg@sUc&iZ5g+zx%p<I(j}mAjwq265#6x2FKqFgo|%b$^(t(pJ*oxn0qCO1
z*Bsh_7{+aN_qEtlAQTcxcx^Rl8Tvl8NcAKTFz;@HwXorW5JC(|fg1ySw(JKA=tr2(
z?%){R;?k`kfmcWa&(%eYK3h3CI4g_QvV7>PP;yTdHeMGRyO?Q6HEs7*B%T7p-1O^v
z4WXac9VW!jP*dv~%=NyuiTn!dz-+B%&xjBZ5I|hS1qzw);O53gKQL=UHi61(3{mhh
zCua-Le52#y@C^+OLC4S&lMTsbelRDh#|H>~a&B&J5oQBR+iRPfrJktYl?%gLF1m=3
z(1}o>b7`x8=F>F7w%P@ov?K&io<2<n?L@M$T{EzVxzb31Fee|yP_Ez)oHZ99uUKiJ
zVxmty9u+P)DbZkEK=MY{{#G!_htF>nRW&uyyG5E{E=_UnTrf=ektW!e00=-IKYnBa
zhG+OW?#JJ3+fqayae4N>5;|2m;l*j-yR9L<@reax7@~y3I^g?pm!R}rnVz>Acme-c
z(_vk);D;6#V`ZzHyu9s)dz(%`vIc>J$=3XUcBMW2i4!NdtO&>%o}=_7;9R%B5PAUk
zbf^X=N@7R56obMr)koH6VNlB%$$}d8e$lZ#zTID0RIU~O|LS_E|2j-1X;LADdeta&
z2Pq2*X@KKst)%<lK`8hI%hju=fg=n|uiGjr82%$0Og*6UAjq>d8T06t*`r%#Wo306
zs0YnYPZc{%N}?bSC^L`?$Oii$Y2;~P+BUFVC{0%>=_)>C*jC^y=e<3e{Bs=gHBZYF
zv<-y@q~HY1l~X0i8gLnv<F(KXrIPv_3=9ahC{_3-80s3xDy}Ov+J6^AH9jZ<6iENU
zsH>t<B;Zq<#jY%V&GYzG+>SD5)AeiJlr;^|cXt0-f)oK>q7kw_GlVgWf`m^ncVAUC
z5L}0uho|?da^6??P6k9DH<2h{%X}~@O8N<W5_pSmO37lb94pmx49Rt<jLzPL=M?gL
zc`O9v8z2TaPk-GF)spGk)YiZHe+QK|fnjP2@fx&QPBs6B2xf+31VR&lA;G{Zo&w0z
z4*TIWW>=YR*ywj#Sy}eRjljHf5oTTS>EN}`!onT{XTQv9@WsoQcm<mID*!{+ewFr3
zw~$NayS*(E{ukt>Urvnf9nZ|hU8dC3R1Z)G6@xGUMZ@fOQ<@(2Nra$mtwg>LKi{XY
z1O^5|*n>%ZYR^_(ow&=dk%1rLH*VY*DKR?*(htX-Uk`v|^kI0I8VJ9*$gl6U)Ufwx
z^aD;Tk&23n&%tu#ZkOTl3HX1A$RT^Zz_A6IX#6l-BW;oF-y{~_h1<mFe@N+nIKw#b
z?ml}~cJ?%=R$3rvLU|AfYhcu!$Y0)z`G;)-fL13vsmC0?n*hJJyw?WOB?O`O?>THo
z%Q{N(udmioN&Pt#09a_`NeWR50s#&DfRK}uhwLr<8$;*sM_*9UGE0H1(D>(QRm5xS
zG74|d%K-Z-!wTC1R~cotFhS7otph|E4Qi$vK?KGiF4C@XxdKaoE;*9OXACrsX0GKu
zzug~%v$L~Imo5>Aii&E3xT@P+00dgNh~-!XH?W;8N=X<Q89@q=KI#ItnQ<Ya>qHZp
zd{Cw#2qVz@53z#uR&3t$N^JAa?c35fZs45b(he9O*F!@q)KH)KS+8FoJFR^}+S60?
zXJ1+rBm;C0P)7i#prD}W7v%hlM8m8=1*20#QJ?{gRLEkgdV1YsA7K9r@Rl5?D{u}$
zkr4@5TQj)<i~t02LmJ^|shS~H#f2y-DBLhIGAdvA@Zp2U_E#<aa<ragejfx^474Pd
z<<audEgt<ECb*b?c^L^ASsRf5@|6E9<fQed-y+oFjz`ye5p{4>arOMX07}vZbAUgn
zz_3s9fD3dOtM6OUP^3z)Crr|vcD%(7xq|>D`UC011eWoVQeu<vU)3u2Cu~a--E}t-
zsiQ3_sICSY{rw?pwZ?_pX#SGB`%j2>`*BwK0d#RuO1c(rFnS3ov!9VQ$RWGn94}tK
zjsPxmav#VD^s6oZ-dP~rS$DV6xc{FcRPI(%QqqqxltM2fhV@6huD#P&6Eq0qlJP9z
zi$fw8|2_T)m3IMNE3z8Almf&J7Wv4J;C8?M<6h1o$3TrnEd*&A9Hbh?7={3hM(biW
z#rP`gV$>Ve2@~)GBqb%|-TXmp*$j5iop$!zxtjlYv>XRCCznx?C?F+MNPUSC-ok#z
zdlt46b>{&Yy8g$7okH$|EMj|618D+1-g5}R%upu-PB9`kLO1r@Yz)%>@ahj(1sXmh
z1aZ3V0l1`4`wXl+<=0rnQN+u`V+wFvTO6mBUbF=IYoW(oVu4#r!{kr{IBV>nSNug9
z;-H}?_Uzv!04bK!`m`(*L?d<RI_H{Mg5Bvw7i-!?a0}5!VEq+hK+I=!HA$~{#Jn{`
z0cxCb$^1tBky9RH6?TQ4uh3V~elWwC0+^~FC-iThdZG#9>zDn#XOt{@<^OEaQ`n;G
zD^;1Jf@Zo+7t;UIzEy2zOAMN{3iXOTv2$~%pc14tZNrBC%m1+pZutF^lZ~TgwJSBJ
z#9os@-vDUOn7nh)z>|?Fcl>s?=@p>GDd-;b)c>{e{kX0|ghAY+|7Sg`LY2olvw`=r
z5cuD}?ifEmKPW4U7%jZOojpKk^{*ZR2zjh-*t+~AG4bOMMvh;ZQOo&61j|<IvM~KV
z|F0oY>J1S+gdz|Pk!p7PVP`q{9{p7M7l&~Ku_%qCk4O0eil2_RG5*#6VHEfQ2|W7F
zBIn)!xf~=$|N7y;Uxj6;AKe0Z!D$H1kN(9zVq;_ZEqdut4e6xc0e8dEjxJjH0Zea&
z#>C?5$^U`UM4y{RSwZ0gbU+3`X@W;cI1@<7Fok@D#mpjxTVz*$^#m^Xl+957hg{W6
zKI<=+^9>sr(0&VKc0EiTh{FCGH4B<e5+NTSL)d~c2^T7+Du9rHMu&2@FM)YGyVG{~
zWtme0#}G*2*L-|^L62i=%Y_2Ovz(d;0$~KDw1bGU`}OrooqbSq)$LA)!<)W08wIrr
zN+Sh5*06Tl)RYnWaWwoUPwrzm{!^<aK!^oA>1W&i*i$V8<R}qPQ{W<?GUWO&xjxhG
z^t1cCLoadKzjFa{HsAf%C649=$5Cj5L0{&*lPDxcBmlH`!-;K{f*Dy^AAkNW#6}?)
zgZ7%a;m`4b^`Jkb7?h8{-~*cuY9fl$r%ePTSXuF)b|;$)jfz4m{76PAG9X?9PZf<2
z)Vu~Ri4(TMrjUuinnWNEX_-EN=E2nJs)Og#kdW*345%ZlG=m2MK%<Yu1+~;YIuXYv
zjc|PAzo>K~wcHoKyhCMGlE=F<I{%q)o3V?&ArH0$xtBTcrmU=NbPF`n5b$$0iT>~U
zE>KvMTJ$k<a-M2vXdnwoOA@xDmHcz~$abuP6trW7<y>C%44}05_hJt&7^1_Am>3hP
zUr9=rva+(KD#q*|i7~#u8v-<1py>~yqFffB>jQf?&(#1b?xG?-RHKBtmVo(ltbjrc
zpWUdS&qfFPNR2BeDz%I%haG0Nt{2yjTaRH=<O9L|*5cPwm6Lwg5hJMFppI<=InQF8
z*8fn8=9ybCpaHb8a`!ITIc^<1*c#DCKeabfz?dcX=UIIA7jgg~6ugy4hmIg*v}6-1
z=#f)avnA-`{2I(5Cu0zQCePrB2k7cDH+L(PU5>v-ioNFIpmlR?(ueBQIWAP2j5fly
zwp<k3UqFIRCSw4(Ju1B0-&zO)PBf~E1Vg(iEgitt10X2~c4XYCoqqnyyI5>oeEiUE
z96Rbnraf25n3&qe_n_|pFogCHzHeI-&KHVAqK*5dmcNE?cHQllw228b=w#NR%r*Iv
ztGc`D|7U6OpDa$Q_nCkXxao{OYd9b;3W|w2jh22O&PTx`T+vLJESm14V_zK-Px=1-
z9s=y=9}rPcV8x?X6#z|(YuhGhV#p0dp8~Ar(DMT3Q%M%7H=-CMUWs|bwK7|0U1~g0
zWi!n4GCtk}8g6J617Q@j-XmYa(ds&bz<L95L<96{{clIeQsPHjgS&7?l(e+go|iD0
zIYH=3t8QAw8yiJ3NQ4R53>iVlyv)JT4BE-308YBUhP#TovB26``)d1NYvJQV`t!7S
z(NhUT{Ex+tL4YXS{x`no67&dDY(+e4WP;1qVH}$5al!xF?;0okpR?bklt+X>VufUN
z5_<S(BM1<cP<BCn{zoXZDdF4&@Td8COQ3OI<4{4D`-1F$vn6#+<e%3+1tHkGx2IGS
zpfN_mAWp-nnU5f#(t=*CDVR;-b$9#nt@QMCkM&k+emIq)s|=1~_y92!ln)N~QX>I{
zG)+!2LM(-Lh|Mo+FfvsEqoeP{g^1=qDvoF2;iaGjDu?eakSXbVO$BKI!r5kfdV8A!
z<R|Toh3%V{`vGkpW8;fTm#9EnVVfQD<OxWhhJT2IC>M&bRtWXR!pUfb0{ZzGSPs%&
zDvCfe1%=R_aMWtcoeq$qi)a<cAmPQt!9fhb17glCm@<@&wiVd_OJnI02mfCigjewK
z@lk-d`%_m}X;NxJLI~&_#8TKn(5+ixiykk5cAi1yjh^uUntu351SEqY;K^M}(2$GJ
zyN+(c&$%6(H&7FTk{~)M$tuYlt}`hq)VL-1s~F~k5!yNi4I_$K0gPv>dM^H_ny4?H
zCqUr;vD$%{djbK;C*un^fB~5NQ1%!NWXSR*_aq8fL=JkQ&iy_2zicm4$wPZt`Jmyy
zY%ec}qY%kny}*P{+P&2Y9ZjJgRq*C7=A#ti2K_F4{V#Ze&Ht%mbL8*s&Y-DLevETi
zd&AtUza^KM=~C94XJJ&?3Xj=D<4nUIkzKY*dc_oW#hUC;?G~p{XXui0*TroPvSA$A
z){FMUB5GbpF$GSv)zR@(35NZibRcfZ>YQgUi^X#JZ%^ta$KIt;?*e7oV4}Y|%3$LY
ze-95bPW*c;kX52iEK;ajNd}F^{^8*en3|ZFm>6hFK|+DEaGnGP;=B^J3xntkoj>^r
zIK?91%^RkXv9Xq>CIp<LJwrB}=}GQlHX3Q)X-K#d-eUm2Nfdo_2^um`m6Jn55_Mtl
ztfHc#%c}lR6@V3y3EPc6K`TrUE<<q}%&LG+`w*jVC1xkd$)Uo<(<!%xzW3k$03Sd9
z2j~~&)rO*G@m210xzVRCXsObRxuBg~9OUWKr<S8-SI|x^B;S|0tE;O~Aez3&!EuM@
z01|@J%D5;bWMZTr4k^*r(J_IOE1X|Lx&Hy~0=(~vmLANy(2s#@F|xHi<WPq3afWsC
z>Z*<-u?XZkz*$cc5)$;X-@e7?<>iHLSVD~ofOItN><O-ePWta5Da)0Un(wI2o_z{O
zMIcR3XQ2m2z@^Vs7mNGupMekIAV<A;G`lVB#9a`ZLkED1n_Huko15DS&PGxDeI7s@
zK<NGg-D@W=zDP@pQi#3uqqI*lcBwl_fDqom(b@TNMTIaiF>#T{y2*1I{^{!CC&9rc
zKboJ$4f4U8GYh?2X9?h)fpdQTo_YX>nxN4gqTfiPzZ75;*5N%E>ja|OZrBV+s{lpu
zH1o9s!4Kyc+@ZVgu{9rkxC`B>yi8Ga$>ZL)MIjt#h%IewSlHNP--^Q_1DcweZ&#?!
zoOuE#SD3&70SH1(O${w0<LQr~i6GDdV8~}P#D!ipl(BJ3<MrOu5ZfVgb8c68d3p5@
z4(5Fv0;{3aXrz@ok(-xy%H7>Pj))#M6Z&2^0gEYqXTN^^f{xC6<-wsL0>m>ZVeab{
zF0TCUH8g%$r@+fjA|NJz0%g)@r9%`d90R)raX6qq62u5_i{*F~Kfo9q1TZIRVdLZD
zQ$KzL!t9m_0x$g1nR$L`DIA(`Eki@+3Utbw;S7W#ka|9+zpiPwjFJf6la({$&|Q6a
z5^BbPz0ElmXbys=xD`4f*wBk`xDH3ACv?+ZuoA()Rqm?{-90_nCzz2}LN*kzJXh{#
zGYJWu6&4oWU27o+$?c)F!{5fW>-)1y$dJ08Jlsp}&X3>j+*SWf&^V~6q|tpOZNd9{
zf>#S44tgD*`IP=PwgpN4KYjSieRl-<6u-}$Im5)utMc9WMeyf=fxwE2ikg<(0W?ae
zzNNg0c0?Bz78c2#3Z}e!cO^eRpGhI6=GMFDf1YsV?lBh^myxCACtkz%ZZ}UtU!MhT
z8Zol7EBN`$`qCu`=;~L%W@l$Hpe|b^3lU6&(1M^VbMD+Zae6)CyC*I(XWUWs=}7}C
zdBt*ZfAZkPa7KJ28n!ezQg`0I3RrESHvPBg<$<OOjp{5`ChmfL1C?~d)-G>#+u&no
zCour#CQ!|HYWxAn36m7^RB_J}zP?8sk%ev}l@5$hIz~hG_1aFXQ71S)7y2ys4jUT|
zx9$m1(XYQ>?e9zb`0T|rmE1i`KuBo%;W0iheHWZl6b6-5LhW&~Lj%!UwFlS^L#K=f
zN`{7vk&%&Tu!Bnf{uK<ku&c=R>oX9Pz)d+yCnnLk8Cr`^cr9^Xj=Lkerwhj`#q;Qg
zNgeNIs!e~9LH9KG&fB*d4jY7L>J4;s_D)N`RlD+s?)>>s)Yv2?4R|=YJ*jTKfiJyG
z)t^6qVo&Wiy12R;o0(~(`x>-D?er!mCj`m@7&o7S$aV_`G!Q>3t;5qtpyBjme*Ur)
zZ|bLX(Bl;}QYkmtz(?NB1TX0zr=p^|9h0S|+34p>C+<N3y)cj-QlqMOeSLjY8V^k^
zd1z%D8yg1_kkY<^cBBZXfkS67Q1c@I4{#M?Ao2$S&7!%#p8_(*M<~r^_ggV>o0IvT
z5YdWCN}A!({t`1qLCbywj#+4h7S60M&<)U&Q)n(+xRrhn^+gC0t<Y2KvTc0(mJRG{
zYHBI~o&12~RJkm~)YZRvgMb>gsI)XFJ^dp1@!DpeRM!}cNco_ky?ln4hKA-1^v%&i
z4<@U#suC6!7Pn*Y7#Y*3+cNH5R`>he*4BoE-NjLid2)E@^J}b<96hfKMg>d?r{ORt
zs4Y5e+25I<7N&j|ZJNN)0ek-yOxaLg00fudaBAKR7&ibh0n?dlg7$KO-w^_xxC}Ug
z1}(qgyn|F-DQHtc_Gv|r+JT`Pa92!0*SWDH8-DHwa8W+Oi6%}PvkK#l{)TMtxT0X9
ziFVhalRrOFoT=9U$8r1`uckt+2K2~$W}RnHtPCH3kD$R62n)^Ww?Z73M}?rNLjWh-
zJZWf<yqhXc^v3d`$~$!vIOF1M*gHXV<QvcR;Dn8h4HzE$fiVp>E-KH;gE$caP6|Bs
z7=}WfePa+g;ZnQ$;DC%s7>pRhAeu(X@9<HSfN?Wk9dsr(_^;WHpwnz<PiB7EhrUQF
z9D*}Y<z$L90gYoFn_$>E2Kgl%?hx%(OAq84ds0b1y?L=QnBoMG8=wzCh%iB+4v4=A
z#!OQ`e-a>$j*d;}aY5U|hM8bjx9{9}Tw8m6{QGwt1i%Peq`r8G);TmK*j$Byli~EJ
zw1k8NYC}3YI^x`i#D4)y++b-310wFVbrM?HA|7i@D7b~J3CG+pUAeOGwB5<oHO}9D
zr061e3|2QGE*p@tGq~FKiTo-*!0Dd{2Q}oDU0huHq3U-ozXI+3nwlCo0qlm0iy(|3
z`*T%U07(-7et};G!pT;hlF*KshXd6Rqt2ICXrOxwhzUJ=24#hC6sx1h>-?CSVv?#X
zxbnX>b|uhQuI>6o11X`RNcEMWC{oE7GDZ=?SIAh#l;O9Lu|gp!AyK9hJ~D-nF++dU
zE}}M-Sp$_JQwryL?7i3d&-u?e>+H4LYqiV!eee4|&wXF_bzS%U94Q^zBpfJZW<_(E
z5FHtzz0Bb19$aQWTDOnun#tOA>oOHqva%}UlSnNAv`<hKlF~n)Klkf##g{Tn#A1d1
zpq*vG#lgWbcDWCWrw@RF*a;AGE`Zafs*!>Fo6D{1e~u4#ZNywMqQntl?jOUQ0!hAO
zY+zZwFMDF`<dn6GEr`K!B$V$<zZS8Ve$vBepVWY*9NR@v0#C^M&FmpllknrU_4SLF
z1v6L8&-oNJSUNbcfqTBC6ksmi)YMdq`rTsCtD~dCYpkD*s>WZP7;LK@uA1l2)YOd8
zgx+CjO=g_oiH2ZD_6+4#Ez#R^XWiEL0|qzo9>iwj;zPCsO0_<{UR~&*d{)lVO26=)
zkuHbJfVTdRc&X|xjebPM_#*peW_izVLE!t4I(CAVx6ka^6H!%FrEuh-_xBG+OWlOP
z<TrZA7ec1~^!ano=U3?%hqoN#h?ta=lqmJ|L>6XdP+^f6e3*(Y4ZZUT{0x?-PhTOE
zqJXPZfip&DhH|$6X`n&-YVO+y#l;~xIpRcBa(8zJI%wMMV-bA&wgAchKpW_pHNSA}
z8W&7P=08f}gK#5yR<t~~llo(Jc1zc;W9sNopWo}WMB(hBY!f3x%r0#G2*RE~X);oR
zOoxLuN+wWc?Yjany&O}KNc%Z9w&lr_!Kf&sog^LP<>il>n%=>V!niszekdO{Jnx^7
zTt^|kSfd<s`R%s`OsR`N;Cy<0A7a(TV-IXo;Nbbx{y+r$Akc;qMXXSHXD1wgb<NLi
z%)WnL(rct!+aVX$5XI?k7L=Ng-@RK;M({=VIdW^U(pm-7oMWzCV?tuUrphpw(>(HJ
zY#{YjMMHzSR#(@_lT7Q@RbLTMmdza%+RShR_f_KebMKe0UyZmU<NZahmSrGJBPSw&
zC}2IOe{*T=^&Zwt9;~c#x^CjW%nSSrSXl`|5u*gKd>$_)aqA@X)evZtaDnYl(d&lu
zLlu){8WXx9i4Zx2a9>DoGIDZc_L`8bx6#9kE6=4L4p*$!zLRTF_;|MVVjDj%S94Qd
z(GKl~Jrm~DZ9VvOGJa2C-@eiQr>nBfEBLh23e4E|U$<qfVY9>}B{DDzgm5hi38XjT
zz=632C`P-rtJs+zeCh=Za7#h-BD1y-_-I<(#`jGYQ`1<^WRm3gm-Zu-dufuAT(-8h
zZSTvu`J|Y~$HV3xnsu;R>T)D!nd04N?9D4`%MQve(~1frlae<2jdKZVozKb=BZL&b
zW0w3LMv9|4a|tjfwAuZYvJ*fW`2q9(P&~Cx3XNN1X6b$eS4rP#7fSt&G?`9-HG6%C
zaJTq|^|;8uE+3ztqNlZfl$0^+>Z-3&T)yI*U2e}BX0MUtPp!kdn+|}DTjK8Gf>2Xf
zR-0^cx8X4J)926YfqQ!}8R!PI{+gzyq0%#xsL4pTKNw9W>Rp)!d)2Qo_D=tw&ZS@{
zd|p=i`H+NwN-i)Vfxq&{hXjW6Az23pri}s1<KigKVV>jP>3VwO!|xxd5A3#c+ed)x
zSy?H?U@}?jUy2<VPs|1t;Zo9s^$^PD5&;2$J!d-C6Qd3WfC|4U^%&v-pO1CU4uOpI
zy2#-MYywmZqwkI;D*A<i|Blf#8XezmGMJ{5kje&?S%3V@+hQ|jq6eDm+?QEwrvD^z
z;}ej)BW-kx8oXxd)9;iqBoZZ15cVCVE?sfDt8yPnl9Y?PyDH3<s97a)1I9f8L64TW
zSQQo3zFPIEBgPZhbaQH>Q6EWaOwP{EAfq#))9>C@m=b;o(H!Hl?)q*y{htNU*yh`>
zU%wW5?dXP0ijfM_?~Z=>{dPD~U*n72yLP>VqJP8Lq}1NQHIo-lh+!t>zg>$?=l%BW
z8)~1ZCh-3-M+$Xani(#5@Zex}UC#acE2ypJlX(CZ7(YYLybgL8I`Teg9%MzJs4NBC
z_9e%J|Gg#}%kBpBP64F`Hy@TUoHo!0apTtyGc8@b7>S#%yU6ZY+&L@(OU!{<tKhYh
zWH#jIrYVVqN+=5pRR%Lx6}(2M?;l@if+7c23<scVT%`*4qM^nwW)>D~6#Un9xN~1z
zLP9O@0AN$>5Sft&A4UVHEG}+tW*;9PFauVY#n;xU2vu5QTd3In`RCY>Jzu_D#$DDt
zeX8}or<K*!)z!t-bwB9n^#THI0=l;wOlvBbJGDbDeF{kQ8M@EsFCp`}z25jB#_?Q+
zKe60Errxt3w%Chi#$YR!uG~-!eO*!BXieCv=hn#Wc|}EpWgkHpHEwhQw^fa#i_jk!
z8F~2T#9R)>h03_~v%+R~EjCtoUKiMCDa=`zpp{}?5f*W5)YwJBSWJW9cAkR=vpV}%
zZarI3Sm-7csGVjoCkt;49u2)zquhUX#)vz$xOmcCWVdlJR`BEIW-dfb5|)H@Z(Rb0
z${Kj~23hhYgzO)siHRGiWKiX8GxE(Rr2M(zz}7cHev8^DEG&FgP%AB4hN;|bU>WB6
zt$@o7>A?m{0SQO_ePpl`s@L;?f~%J;CX@e=@yH0gOP4RJA=n}22x`e-zG99=6^B+7
z<{^7f)u>?ct}uv`Nm^POXe0&Lw#57Uy<dDPti%`!0077wx5t5-#7cPSV%l}F{>8+^
z{%CKn!E|L1Fc^f8t$iE8yYN&y_sq-;vXXJ>eif)8#KwE{*s=X6k}!Lc<m$jw`O{3w
z7^}8P%iv~u;qzzD4E>+fKeUPn55E8@*0pa50B`ru5Igk}6{w&VJjD_ZZW}5t)V+;=
zPijL%CQ<;33YVeRJG{rg0B>Of3S#D280Ix0gc$0YV*xfp;3v|yb{aSS#m;)+cOP?P
z2xx}93y4(@Q^tTZamqm#%}0_X1rP2S<UqEbX%Hv;mJM(+_4M@6Zk%~n!bO5YrLQdP
z*CDWaKZElPOcxah^|2dc5&tN1;)M|r5sD@e{M+0wZ%TcO4?Y;mIz#VJnyZ`JW7y~@
z3UriGvZ3g})5P(?KcV<?l77a=4NG}Okk66vcffiQgm*!PPO>cJh(2spHa8XW6{N|S
zl>LBgMJXKd@Mx@|$Qma8O(Ked6Cz>^u_I!x92H0g=VI}1r}G0+<29q;B4sZSk_~=h
zY!WIcc@!woSSav$WU>$}H!PU@bsqLC8ChA9`l#fBQ}LyxvVrpvUt&%IwurvjH}^eh
ze!J^e%ZjrTmX40gl0SX3SW~g&s`=$A9R$f;#C?jveWDX*t6{?=Og1rG+`4s(2(U=#
z#MpTuG*m0tB1^_~5ry&u%tJTO7?O&zipu#$XC0<w*vW)+2V!lfzP(480GHARxY?Kk
z0s`W0-n2qZ?lnC^!)w2|QgK@Oq`@Ifye;o-_*3Lvfx$J?)6><6JNSkSm!DKOIt0#t
z+&#6YC_mpjv+rfo0*PQ40_<Eq)#<~^#<ng0c|*ezIXO8Lw=%kreFJ8PEHKhpio`Lz
z$~_pFtCE{`=gyXSvs;(JSX7$ep>=dL9?T-;J`y&Ow(yrh#j{a}!^&@~-upAW`ky1~
zfKaPJQS1UhPN3d!<xlbAQ|$&lM*+u5pM}Sd@*zp4?!tIg4if8JTmtXhxzkvSa+*p8
z+X#CVF@A$<R6+in{L;>nZ2vh1k~IBFACTzv+=pV5Qy&M??%$6<RZF6j!>fC!hk?s}
z3!PkZc!VOp5rP`9uIq@C6V$+Fpj}{g?7Eni2D{ILgUrfl8*j)gl)m>cBA7_a#P5R2
z$I{j|1Z*ZLNy%2h`XVa0m$x^8YA8q-;?Km?moHy1mi;$DVd2Mku9e02QwbZ3OJQU%
z4<Tw%;b4}kUT^1QnijBtn_GeJ0vi1E{?Ws7aSIohoyd^vh-<hs4K7pcQBq!ztDxSf
z{rz_i=Z-=qiYS)$ud{F7qNE*K7HM8te-1_C_{4-oS;PxbT}3RIaOqAjmXMH;ox66O
z9q8lMB&1p62`8s;_%?`GY;JCjgi?b_{4%B~GHvBs7Y>_UWaLV$Q7G=`fuNr{z1K-p
zSO*Ra>G1;AKUB*R16Oc@Jj6W=AkqvZbobu-wbUDmTD_B;5pd6XdZb5)M@~E<JzWH^
z*6PfeNN|6aC<@26n^I(eHE5xHtJ)<cB_+uy=Lt~(;LJp6XlP8sXVaW>TpmNNHi28k
z-jA8G!1}}MzJMnX>vSxBjLgm6346z(+j47SV`Bk~e@k0`!%O5U{c%iP=%u;z;!d`^
z#ox!rgWv;cjQ6XPKNlUG9*8vM*xtb-WK+&NBIYyxi3@mxRI8vwQQQ$${9x>MefJZF
zZwbwq%CK`X6<Jj<D6GZpKl54Sug(FmS&xDL3}X#xqALlRr&bh{pDzgv%lNi4gQHuJ
z6IcC<uoPYMk;g!%da5T}l3Wm!-qLWOcPUMk@v5nw2cE_$^F2}vd|+Wwk(Hxk7#dEf
zKm^xDzmuVi3!KdD?d=fZf<ZIlFSH35MAQ);R5T(cW)1aEtxea;;^N~Qhc!h*7pOr#
ztthaJD=<<LYd=$deTyFU@%kTPEQBRx`~y|$FJ@szjSL%+nGXCLmzvAuySP65knM>R
z8M55C2hrT#VP_rl?eT2gVqU+dC8=a=C&w$~heZdW3qmB&_gw2pW7E+Mu+WEw_^qod
z64aRCXX|vZ^F)U5pP%&vBBQqtWvCuM&9C?HE&ayZC3${D$Nu`=apzSk-MCg>e*U@G
zSX=WIPq?b-*z3XQ-Y|SSw2q(uO{vnPwMVJ5^83>k_@U~_Hru~`=TWG0L~}08!M5Wd
z-oo9Qzhs=XUjco#>v?h-?gcyrPs4)kUGZS@f4s)=)22F)wKfrEpD%>0kV}{T4^r8w
z1UsSz`w!WjSVj*Wx?HBp$b-LzKsuN(1A~JX&rA(RBKgM10l)_eYKaorB6C}B*s(mz
z{h@!{zIChrE07Oy`0z<N1|eYDyiDE?gRH(y-5MJ^J9?^Ll%N$nCzK<-YZe}$5IE^h
zojL_(j;z9%uYUp(U}}h{fv8^5JYzKY3kE&7cotobh#>0-$d<Ny_XD|vQ8Nig3*-#j
z7l|u?$$@NY5Z=l3S@cI3UC}oQkT_meSe9VGD402eXC-7kH9D%FdF05?-0b3*N$IUx
z+?CV4?4`OoUmuP6E{*=^zH8eyHezvFzG4NTLQ!bbl$5IE5)9IJGG*7mup|j{7tB&y
z&>@E~bq<UL%!h3PCc)%n1+ZK7aQVAVk64lT42A|n-V8FOL9c<A`;m{65v0`3T!G&V
zLT6!=9xI04MurmpQR)usuFN?!_t+qgI9@Kc{yj+vqk&L3u~3}>^M0ke&YvGaG)6(O
z1ZBLK#{xqDLXJ$@m+}0z9z+01ym0TA{ti3MND?NDlR@=>Pb2Vj@MC&^c8+lQ%kYjH
zuuX#FLuUdFcR}1FsE6U@f6wiqs-j{z<BmbVZCw608wZsr3|7_;1(*9(^sSTQd`w%h
z-P^l{qWMsr4@3n)SIcb83iYEW4hI$}im)$RHuAgtFqth%N?B-47>O?rd}$$|!{A@k
zb`(y))p$fPNxZ99v-0!v!@j|2$S^<d=*XZp;r3}aDlnXM^QKM85&9M7z%9)Pi3ShT
z($m>dHRij2)GZ~AR?L9_Y&kicVn%Sm*mstfVix*pmDbKmmQCoP+o2?Z-$Jwk`A~Va
z3AA4@OwxZ;`aR-Qxdg6NhvLMD?i)jJMkybN5(K!Q`_<g2?Rra(hXT%|4Ec&K4%6FB
zzyc4Wi&Kr-PD%I&GlRR_r!sfU(i1D;Qb_Vb>xxmM<H4@kS@~pzr0Xc3!(X<vaKo19
zMo_X9ENduVO)6GoY>{C;syguDLodp0wA4j4K{4wd7zl>vLP}$D5IoQ#%KneM6zw12
z{8IF`zAW=_g0+no;c<|4IE`dltZJ}=WD6{`jzOeUgP~hnNlsR_=Jo4h<4K#-rwQ0N
z4~vjWlwfK3-l^mH;Cmrq9ZSnSbm$PYFxr$6_{T#!IwYl)UcuhN_i%v-=otCK2)mgz
zO0WhII?WfoBlfKsT!eYA=e1~MygG&Q`XcteN%5&rz=A$txUu50mH;r>L}^5ML$@|{
z{`9CSU||bk=Bl{3cwS*)^pKa24{6iEIVAxM$(gbXO{d=Ifr0>x)$@M95(ohRWlGLH
ztN{dA;-VsG7qBI^2}}11%3iXcQK!|Ty^0Ghi(suYB|FAOF_#)+*e?QVsDKEEA_`co
zhO!={a7tE|X)pWhKVOAo*z^FrLWc<*2xe!XpyQqA3(;?pEps2j9tw$w)Pj>g=>z!q
z5}kb}Z<0vp0uO~_Etc5W*p&LhtYZHrM}TkdDKg8N^h4>1#z0<-;k&Z~9`KE%IR`Zl
zYAInwv^D`REJd@$%h#`ScF*!cE<wJCE{VRocl@|R7t_FxTZeRY#V5`@@ZvXGze<^5
zjLkqgKpUmpD8rl@fWmV{MN(%c27?Kp2JhJ>U>l5UYR<K{wXK1p1bAp2ro;!JkX4Sj
zW>g8$DHS9=(#y3bNB1rV1`Pg0Lr`Ib(<bXwf~@<!Uk^Y*fr=d^18>m^iQ1w~z%h8a
zfSlo6I|$vJoE&T+S(pv4pd!tbENCnumXfuS%*X<w14SvriBkf~ZIS7LPFoi!k+0kj
zl3_apgPDf+298z<b@N5w_!MLUiR_`C9wrI^UBe^DI1`I)w8JU42P*{fkP6l)Vc`c`
z8~n?Cro^wTmpzZ<Se0k){Pj`qoL6(#t(X|2P_3hI$W24@ancFk5eXnPHx`_c#=LeP
z1YJO15DV#NnX}cfBLIKLeDcM|yRa;=J}f?T(e%F0eDhv-*o6fJqJKZ^YCi3MV_kxO
zzb&67SrE2Lg_w;9Wr110Kywx!6rqqTp-^|zJ-lMX0VSo+bOzzopukE2W^aik_91O;
zhQ}=4ye-Zo!GzsTZ>x%q4o|EG+^WInEbvw^lk0xV!lw{FGxlus5Ng)dkiFe{O|P#J
z2|%MOAs~<_4HrH#BsSJK^hkP94LGiI*Z_^g^&Oo7%FSEL0eumakJ!GCZ}B|oM|N2O
zNbYGcHb&gjz4O(?$JX}hYMI9K>w2FSgB7Qt@vshCM8yB+S7}MtUNz)R#x8co-Z%yC
z0zexsY-wK582%7&*=a#|VIe4wxOg$K@Zp&*9<*LOK!HL|sG+;}50FNea5!Yc5mE@c
zW`{EZfl3Y6L{P<hXEQZ5bshht@7nWtaWjU6l3!Aq$0c!u!{gVljd8?`X<B*l#Cu$$
z9=dxSel4Q%!GyYgZV~e4`GS5lz`#sm#IHvsu3qIo8-$aXP#1*yl4gsZ4<Cf_97RA)
z2$>Yx)38DB<p^hb>HkEvTmNXdQY?Ot!)DCa&mMbtR3Ur}<%%_MQ7>5ZUeKo2=)eR2
zZFZSYO8fZ^v9Z+2eg40W61V7PIXRPem42q^om4|%rdw#=tOBO!pHDI}XX&qfj<C`Y
zo&|vh)PdMTXPw--VkQJOskJ9v$0AJyUP{IKT=*Dh(BvZ!xamlDtKz8FF32KWC@oaz
zbUNB@^l$C+F@8@oS{rDv5&N4*h4or=v>*;b5=VI1iuV<Sr4=XT6iZAQXIUiDX{sTt
zsG1Sb#Q3C7Z%4tt`SiOI+L-`674(6I?Zm=F`D2Z09Z`@W*&8PRk55;rO&}+X8l6nL
zkZ!YEr&5u;I8*Jn#eoU6!c260kQxp;(JuUfT}7I2QbAum1|C2OsG)$zvf}=>&+1<v
zA?dr%^F#{B3kPwM%mt2CH7+iW)z8ll#NBp~si{%QnXeY$#18OKJK%;0h9E#{Hnd8p
zgwF4L(>f<MRIx3H6Z76V(H*%Ne)hUKsnX%b84k`=-=yoPn7RCB#<}okDk*xGz@Huk
zZZdLr8svaP!LWC^2E=;Fag#aAf3Y&HT_{WdY5!-Z)4%?4+c8Mp=}G<uo@>{*{hD??
z5M|g~nE|5<sVR)gu;Eps?sBih67#rdd=KwhIZ6;*n`#;ag5^*r2id|dWkjLANfqts
z>tjhX$Q&b3qO4Yw7Y||)?ul3_QViqq>OC$ht4Xn<8ewoF%91GH4Ho0+TOlnK%oac@
zVZlE#GBVwOX6cQR{<9PGauDkPy2^m8JF!X84#j9~$9Wv^L@fs0iwIQP)n#$g2b0N{
zEMH5hs;XjvGGjEuw%wD^H_4=K92WB2edzLreSE;Y^ld*ervK#~&6PjAVX$5BM5DnT
zE9C-mEogjxV%$L|mi^0QCeW;|0Gr%TlpqJ19Y3Cun;VG@MiUp;J^2&j8R`GRH{Rpi
zu^M|`69@K`zejZd+UhYH0^pvy3{^L_{q*LR^&svJID@L#i9UD23*o$iYH0kf(5@+E
zV`CoJp{+nKfG@Ryq=BG!N&7tSh7DKnDb}zNkwBJj_hJKtA4WN8M1*=}X@*J4<bVy0
z%WKae9(@mXMZILxS?-NMrLV;>*8so-1q$Yx+~y&a@en2z$yp>sz{V*#;5F1>P;B%k
zQ;flS5rXGWqME+pS~*g-udnaI7sdyH;FEz7HMHLo)?@ou_f~)#hjx%mcU;QVCV3uf
z0Q;Q{6_?eC6L-fT%I2Fb4Fq8t)##7BY>gu#R9I=1b2Co3P2pX;cMp68l;?$jjU#c6
zvC@JfA|l|G>U8g;Hi11F_z157bD)e%ceVSJH%@9$1CoX6%mtNf6}%6)7J9ySz*uyz
zr2*SB^9w&G=cZ1tz7;Vxh&ej`iAhNk0Q_}mwHeq27YTI<V3HQZiSrp&QFU-I^vkW>
zsJNQ!xm~*qSZQ?#@O5B8jm&>S$5%Oc@SuYCm>Mfh4Ua|*Hh`qJx|>^0O|-`QaqHi1
z14&KrL$uVXKlBE?i9buB%J;`EsvF>&JR5v+|5rdUb$~Vm8*q-KHU@mC*vWxd_rngD
z4|Oq&K}FA|C&tG?wrq~<sK~anurM{{kKmI!A08fVW(%>I60$x!>G>+pN)@cK!3Kc}
zu--W!-vI#|J%Ts^?CWqC2I9?f%D$^|_TUp8H4pxU9R@B%NcV}cFbm5Cx3*W!&HCQr
zTHH`mnu>;(ZuDK?Y5^f6Bw3CgJjkxX8dK0B91%S^^CA|fEm8wl*eJXtf{CoLFNKQR
zLGdXmB`B=o+86$Y;=a~_SY2HAy|-Bm-V!Wm^#Q(e>;Y9=3)UC43rkj5+Sy&q$jA^4
zKaBqeP6KAfCot$37T-)rP(?J3UK43<9AXzB9WXn=i^Es?yL3=#5#G0^xjDa1l}>-y
zV!bJ~ES$ulP;mHUp$tHXxMyI8Cr%FK!B25Q>OfWEy}1@8U2<;jN{HQc_4PeaJ>t++
zp>bvXwxqqs^DLQ+Velr6LVy&6GsnsiEfOGwtb&39pzV^FG16jy^j=Mljj5|sLk)W)
zF7u}-Y|)&sF_x6bkPxygSS8Uz0jKSdhB-9*m*BOd0w2Yryb-rZMQvOGJ3T|2Scp)f
zi$>!7#mv@YB`!1~#N*ZbqJs+YQQkaY)`L(zG@L6Cgw4B(5QAj4ITnc(nhwY2(Eq{8
z&R$D;^&z&Voaw4OfV0KMi;36?6fSxaLkQ4!^%$``3>P6R3Yvcn(<(jyD{yggQZS4N
ziip^tcpm$dh!jc6XV8~kXU{%<{(J=@&BcfaowN!?t~TeW>7VM`;U^`ry|dy`oyl1k
ze<l`4P_?^%`(xLNv#6>$)?^)qjDK+pVZQ!f2?l!We|Oscoqs;eGuiHI4D(bt;f6y>
ODJ^wfwHy`8^Zx;czk_rD

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_conv_25.png b/Documents/results/mnist_conv_25.png
new file mode 100644
index 0000000000000000000000000000000000000000..285edb0bafc7b824ed9e83bd37a09e6e0b8c363a
GIT binary patch
literal 29037
zcmdqJ1z44Bw=Oy-2q-N|NQ;1oQVP-`A_yXaA}x&|-6<sv0t!;nAktFODJ_VIbT`r=
z-DkY~>tE~N*V*fw9oOF1Ior=qg*kcV`_zbg-1i8Omy;sErNl*{Pz2HsC7z;C7#=7T
zdg44be21rNWCs2^XCp4HcpiSeKCkZ&Uth3%sA_{k5$PcRqccR)U%@x|Z6B!EKC^gf
z>!4$8fHKpuwKTP`HGQQ^Z*O32^UA`U{x&=OcZ=T0*49#hgX2Hmz;0n}$l;sVgNH)V
zqogJ7DLTe2kGg0m+MS55_v3T^Xnp=Zh~9ehP1L!~H!qEuE5F(o6#gzz>RG7>yb>vT
zqhFn}Jl8ur(w;Y$;MllNN!L5_;}>(y?s_~{7Th<u*XS{S#EsJ>zSNFJV@G>>ItkN-
zI<Xl3eEpN(Mo07Y&p(?Yx23}vi7#Hf_`cy?={6zqFNGyt6e9xzgEc3<hXnj0^hLk(
z_xEr8#)%?<m-#8M#o$#2oCefGcy&gb0u=x+Q{!XOBg1&<{Qv%kd)SZG8;IV0*Wa7;
zqZ@Ko&WQOe7a#cR*RPT>0tO6B`uC&XfBtMP>J$lDU$<n5ka2W&)}3j6uTpN!WIkHa
z+gEAW=YvO1AO0PF=i4qkEm{)VXuJgDSvoja^t!qnZ}%6N4c`sw%XOumGq<SP@D1KA
z*<Y<#Vo!B_o~cN|XG#C`*|X&Cg(2tNAFLc4Eh!IzC>8^TJZ#k0P#1gm=3*_@=Tk%L
zdwWTreU|;^fyR_qRSl?i*`1n=(rW%5etl!La;;?Byzfz_;?(%*3GZBIqQ%#$oE&^D
zw|%A$G6qG%w8GBZ@T^!q;$5Fws!tA<9B1B3txtFnsU1bP(797jw}kSliWvP$Vm7NR
zwp$yc`TqSo$|EI(;q}g-q2opqxq^y{zd?Is@y1vT@`O`OL1=%}BZ*u;^t)EMI8k@n
z@as<`A3i*9zd8~CA9Q6kmP-%&XM%8$Ma}+ag57*8_=J|eTy?AE0WOIL53WSI@6SeM
z<m5C8?~ZuI3p(7*HY?W{OF<1@E**ChOnCkGJF~E47^9-1qFCC~n344E1(@?-%5mu@
z0uBz2)MK~R@;}5^t^_>KR?_(%#$;)2ZM?G+kfAquLz_WxBh>u}Gc7G`4<`7wK2ftX
zL3pDckAuSP%a<?BCVADq{{H97Dk>Pbxi9Bc{l(>`4DOm1zklCq+;vxHZLFH&t|`R_
z8K(M%hK=vn6Dj)k_x~hbg{^fvb`D=z9Vo!O9fPmser%W8!l~PM-rL7#63)gQwUdSP
z#Hj?A)q7FwFJx);zMr7yT2Kl6HrSW0%Snidp<u`ghqVycuhdVU&Y|G2$SW!NZZGvy
z$py>B3lw)v=X<-=IxG)(UcK)Nv(_1{u=8E{8OMJq(e2>I!R{K7va<50^mI((>SUX_
zANMRRIW=Cq=t_S=ceI&!>dh!Exx(Ayn+6}_OGpzK%WE;U*qbf6`-+?LmPQ$|u*;5j
zcJ|FTUS3=ds~X|EPb4L=SF1MV99>)*Mn`E}54OJD%&XEZJDm;{^_69AfD`?ewtpbH
z1CN}&uD_ogmG8Kr+ptt*)Wv`jb8{2<{5aNkb+obp4kbKigZG6?vL*K=IvQxjVEq$M
zk8ma@C(EWo1aGOGW~L|9A8apev|bC<hUxHGPN2fV!#9R4YA1s@YB<$)mj{c^&SQV=
z3F*eh#va^8F1tlVd|Dxj<HOyScUSKd)6#}Kj=g(TL}YBf;MJ>F^CRVVrlzKD4do%H
zmx|ZCk;<Y99V6?D9NFDbhk<;Z`_<^r1;=;N3kylCtgL<+aX)<cPz<)=@87@c+x=Rp
zWn~nanws!N%mnAf8~9Xr@jHb!@lo^)3@KfDEF2tC3JUMPTU%II@Co)G4GGyTUZ!<F
zvJyI6E^<6rNJo~v!Bx;<wGkGA(`HWAc4de(IXU?q;{_t2b(H<ekWcN&cAkGoNOK5{
z;QHToj%yqoL>ATCkzG4Kin|mKtb)hJ#(WI~;t7%W@2rjn874SkyB_W|anv5YDIIgh
zOMjAh_ic=j(_coo-Xi$ae8i6;Z+XHVBG(FzMCSKHg{Ztdjxnb{G(x9Gn~w9ze(SJw
zm?&&Q>hq{*J}U;f1fc+L?{nV1zQ|c<ZEY1ZH)p>dMy%>3Az}9A(<ccG`p40n-%_?i
zX@yzQ?~sK^o#m+B3Ogq@RBn^5qx$fnKm4=WrBr9IH(Qwr4&W=;L0<!DY3Z<_pdj1h
z1G|RX!IIaUTwES?r$4c<bpM$s%7K12_ImU2LSw)s64WcWd|`~zzd!PrFgiFmWai|^
z28M=4jf{-Er8QYNSs5yRgh7w|32zdxo<TmY%E`v-aBgmnxv8avw@hwyI%BQG{nRb|
zSnkOa-d8vtj8W}rU~VYc#!Jj%&xxs3*k*S9m7;Z$2>Y)8d$7om$}CkxulenJhHKZ-
z>g&Zb^Yi7~+S<Z2-S!PGc-XF0?^5Pg>NH?Wvqw>BUaKxP>6bx$g7pN)DDAwITgr%f
zs-vS*J$wu{ml5@QfAddpWWQ@QqjcER^mN+0cf<{yK0ZD$v&niN$<S)6Y2V3X35k+#
z&*~)X#d4J}Q9?pOaO&ZBW1$$CnJL*4?-&xIqTiA(_vg_`22&dB4Z?jwE?l|IAN+Ra
z#~;13vRF;QljJW~uGQSPvf_g8>2DNlt&P)R;t)30o*rAE>I@TIeJ@;MPI{Iuw=L2f
zcAVYb-j3(N_uz%5ruoK+>Qszj!aYez-|x9vwQiD2@Pxg?cLZMkpa|ctJ>F60<LB4u
z%TbkV|MMdTQ#vdk4w~e!(L*IAve&MzlS@lMt*sBM_UB?9Cp>Z1H(KbZa!Z{yUv8}o
zlfQreo`se5_Q-0@p*gDV%Zo}>-7k|p@H{1pvbqs6;8Hy4-1gAC<|9VMD<u3R5G@E!
zEG%3=l{syGez5dsW=4!XD%G$vL9!ha17l)kB{(jQI(1gqd5iN^s?DFDl3HIB6cqg5
zzLii@`>3O;rbby|zhZnIJMsXm+S`s;-f1uo1Em&pCr5uodCO{;4waQvR47O;UD`M~
zTuU|S|KcAM)Bwi|fBIA{MLAE?KRB4Dd_gOH=<wIClirB%aId;LvGAnvQVXqy<H!;V
zIU^&M+qZA$>$MP89q$aE$Hf)b(MkT^`2LRJ&xx7u;lBA9wcD$sR4Dvutn08j@2^Qs
zfeCw4TPw=^B;hTXp+O=1ii!%|{lBvVHLik3$H!dGTSiCIbf;h#YaW+Ant2E@(y~W-
z`gIIUOslEJ0A^u1=5W=onyy8nX#$sskS%{vX`h^tah@_5Tg!Eulvys$h<mkzBvkZ-
zFEB80eXILPLrV*eI}Dmz=x&#*Qh?DCO4kAw`i*+2IkJ=U<F%sfFDiOI9h<S++;L+o
z@1$Ibot~TX9T-qK0teW**(n-oQF}~=LqyB{@hjS&%cFGEK6X&^=i9gVM=KWYcTC-P
zS4a0?4L71{kFb#8KS_tL`-vW*)pE(ij@RxTA9wJ$?3l)hxKctmAkP}HcQ}3;Qsa6!
z)%yM#n{kx?Ib^R9uX$Bakm_)E&BAsRuE)HsKpekKvys!id+5NRpo=6VzjIupxnGfF
zWoH){w3C^R*U%UjQ^E~4w-$tBPzR%JG!ThSbV<>fS$miU4x3jJZ2swN0ryg1*hxDx
zJF5c*!uODk;Ct>>M#ghd99nl57CPG6ZjV?zMlMMB6OjPBrM|1Yy#4t?3=A0kd0H)H
zR?|OrZ2J;^FhsR;nUC;&`t)g{U(3Cz(4alv=8s&%tEr#yf|w|Hz~GV>rM%s7&6=?g
z7W|00g98(yk&EN=Y-^LrQ7NdOn!cWLz=a|i41oJu-_b$vM0oo$E-tR@YA1w+Z4o!o
zb@HG1czAk^;y--2jH;{N9UIPZogXgcFt1#>`zbB$DjORC;v?s~Qe%7jey2Suu$&ZU
zWMt%C+6Y$2?#=k}<*u6juvzInFh~)%t!!-WT)1v#aJ0Aa%eYvj+PS#vFX9d$=x{&i
zPRyz4fX7J5%4%C5LwU5&y5KuGIXQw+lkKauTOtEPheE;pdCNrw1SnDXods@6aF{Cz
zmW+zkf^Z|3T73FkUEA8*;m+xNy#<R!OH0daVC<jaq=N0+DhCn%1Vl3pa1?&Qg-N~X
zxjbA-1i{4Jp8TM|K=IeFg~nWWUtA_9*ZUF8#pk$A-<PKqibMCBSg$3-Y{yOZBliV7
zvRfWcGaI!|50qPHI}Qb{;GGnAUdk5jrg9-36V`YGY-@_c+8E5e*_VK7VrIrW;L>%<
zJ}Mzc&YIH`7uYR&PEKO5!~OvQuku$K{D}0Xn}eC#uQ4z{(B=PfZS#0{JhVWsWvW+M
zs|kV?Vp39{wVFdhB;<YBnP8?6@bU8^7~JMiy3pNmcRKge!|}=KX|LL&S&o6PuP#BL
z#=ksNjCV~c#9Jx*0T{x&W<&ZJW@Y-{NtVZ|sdmR)IK;)pEw>k+BUWO5tXdEWmr%OD
zJJ%;0-hcSuz0{wV`Y4Kh?`X60aeX;IYXt7`!S;QyU(UO$!EiOT>palN{NN<659oy^
zgI%_?w{IrbdhPk<&6}6o4==sHVkU$a<G;w~dhm4%uKXhiAi~6x-+=@91Xf2TTPZh;
zm6a8L>G|{L(m~`Lk@fZUjO66xH~9EeWMpJ+t4W1Pl!sLqh%rikAh>ep<=gLn!G=+^
zB`l9t_NTahd4c`;>UM-@f&S@YBq_hcY8<!gf$a?j2Jxq?5l<mX{RHbLGwyy`tstnX
zs`?wwCsTwB6WS=BQC81D+gP-u<~Wj3q28eR?Uk2nm0-@drh+(RJUu-T-`|t1%(2kH
zJO05|Ail{g`VP37O!w21murWRMaj11Dk>?-v`2A7LEy?!UQr<fL4G7Q5$!ED%_<ev
z8#msAKfQhDP8zthhscO9Z7`N;5YA}`z;Y-Y4h{}JH8stdSzKh@KRkQ{fqLMF_wT!m
zu24vaeFFC-?S(@Wc^TJ7hYrr=Cz$<1@Kj;3v9Vw;n3@_JAI9D_E8N?sPx1ZEnE76z
z4@qr%k}dK7N3vE&rgvn&7HrF2@85>KSzdHbg~1d>rNb;Y=N_NK#=d)KEVV*|sg0*m
z^ZLrSZ{N(SsgO^@C+E<V03$o>%sX@rUUhVIL=juiKY7x5cZ>>B>Oya|TuDpI{7ILQ
zi(IG@kCU%?;4_fCT0wBSwV{-Hvym6cu`%`j7v$J{|49GePlqwmi_-Bq5Vrm#I~}tj
z;(YC>zNXsJe3tF!rc_b$xzqBwlrXQyi*iKvlToyyj7-je0{!O#G?x3;k3$nq#&0VB
z$Xi>+_x8n@oD`Ed$7v*=z53<;8Lp7>veK!Wdp=&2$cTHce{JZwca^{Y$GZON%JZH*
z&U?0(V794Q*`AN0BwDj+_5uT8q(xkBpI+~(bxW(wEz{9s=FKzAp|v%b>T|U-IlDix
zkzA=c!}9jB>ZLslOf<hq@BrHxN`dqIIo8Zf^v)tFd90RJ+U?b@?$hDSXG^QR#nfl(
zigR6hO3`eEwtCr=o>y6RAmb4;=9@RNUYcSaWuZf&$RH_%pHjr*zT~>#?#?~lTyk;j
ziL2?wss1G|mTB5i{kiXKWqJr>ZYIUW6U@v894>~nd(sNax@=e28{{QiJDYW(&Ft*w
zdz~6+17Qn`=?hn2SstFBnEG9D_;@D>!B<-4df1Y3YIP;uYWBC6$mIJ@hs$lUSML_z
zKU-Y0q)e<2uC9;0Xz^H{*=(5ImypoEUyR4H)S&qcmt_ev(N78{WoLT!W~JY87;Sbg
z+bUu)YM5u!yu?%NVVy4bIZ8qgZD9Q9>|NVN(&*Wtbc^F-Rb!uJyfgUbqq11J`Qz$*
zPA=cj)-iB$7vJCSBA5R{wY7LNX?cbbm!+R3`_FWPrm%4>64Ut0;ZTbbYE&}UXkZhX
z4u6~2DG}|{&efZ;=@uD!WsIKv8UNU2J4aP)Fd>1;#U%Zj+vjD~%JUwT4r|S^7BvC)
z{Rk()WA1?+LC}Z0d(lYj7!VM^2WbwHo4TL8mW>wxSIT43Hv!f~0#ePCl$3nqURFra
ze)vj>E7l6Tc#z)o$hoC}^P`v4|LwWCA85(osS_2i;*fyO;N#-d?f}}VifU&9Qu!}0
zj30>JXo$r6FnnlZ+HNl}W!N_Mo$<SdU#aUL#BOc}3)hh}lSuT)G8Mgkw7*Hgsf|K>
zgV1)*v(_I!8X@@HfajoRXD39xi;VQW@$9oUL?hsq?im}i-nAHe3jz7J&d$!1<EPoZ
z>wo`>OG{r65*E(2&Vh5dj3yyz#1|J8wYs<yh?|s8y#5zMDc5*Z>&<^G+|EkX1~xIV
zw#KuydaOhCq>-_N=|0nRHj!sXC+64D`FCSv`;1UW?x$;~ldy*0z)?ch0Fmg_lr91X
zpmcS0Ic?|Vb2O_dQAynk#MIPpA?f=O%iEdaI!Wc9b1xl}){TPCSyAJ6=1w$&G)WqB
zN~$NDy4oLG|LT=c9+jo&y^*ixf>*CH^gLHYm6`_(7n`Kmwt1jGhxWo@aKSCj#bX)X
zv>EAJ`Pyq3I6l5IbJ_CQ%6KhZK|z6JJ0#+q5GSI<3=EhEX#~7KePV1lwl1fJ7YAzH
z-K$rOxhai|j{`E5vU98c%=m}Uk*5nE9m(Q+XxC5Kohlt~bnfa3DgC#Dq*rObh4sN<
z^&Dhmw+?5?yQQzl$%(1P%rj96mAPJ)FNyjyKs&tPpP0Fmav!_y=;-y{;UN{<=I*Ya
zT5fZ$da31fGXVrUMN9ey2ED`P*4DSlI5bVeT|e*SGI>Siy|`3OEt9r?7$KwJw>-qN
zv|?eh8Y+yxT++uiIBa4-kb68b^9R%LXSCdpU*z&NR+uboq}5KhV;u8XB0OZ6%yE4N
z`W|thr<+yn-<k>E`!+V_zSAQobtGF%PIDVIB=hts3FIaOqS?L1=WuXJCu!dc8!b#2
z(9vx~2jbRsbZngj;%=n<nbtdYE!{pDXs<Ijp$V_9R_fEv{v#RI*n8W2l%&1KSmBAq
zr1++C?Yr-dWmT;Ylaf&DJ7kw`U&ftIxazu=nATY!EGwU1x|=9m+<j5>*~$Yyd=E4l
z&BDUMsiq_^k9zXtNroaTq<!BYc3&2Nm$plm78h}qmG(ZVEmBpzUXE5V|2{G6iP;qO
zy+Cg&s9=>Mx?bFBQEx(Qm^P?*w}rAZxEPMc@=9?bwh49k$)llR^{v%RMco)B_3jW!
z%(BWLGj2sO)pX1+8W#_r@gDJP^OrQc{7Mj+rYVRI*^4peShoBs(H=~}g%J}IBiRl~
z7Xp}}Jj9dhCcb$E_jN7U!WHArx!*$(FSmtznLOxQyScgUYw+R}RhmyRK7ER=)lf9E
zE}xfP|4V|I(B9TaZm1fwH`tE%P}a1%`*Ys_ory5-j;(B;X-fk4Y&4^^cTu&A=M#~O
z)lTmFc${uRoO;;usyE(@6`M?*dPKjv86L3y)%Hfd)1CF%s5*6v02Gf~)p^uGZEo&1
zwfeNMkwxN0$iP2#b48cT^3|&wfVSYFD7cM?pFVxcX}_#uyYL$evKBGeX9P+Dgb<Z+
z1M`kvGrnx12n`b7=BO6Qw$(MZwCF+9kAR7Q?iRf2W`^?^^Ohio$nc^aeh1C4%@zx%
z)9s0cS0_CWRAcy7w)g);5@>#L{g_$!bjxjP<)+&{PjUJWO1%WNLeV}q^X18C)2@)>
zkan`p;G!ZvCMv3%&ecETFO{m7{t(sFLN;P&ja=`TQTkkEiDO9a2JP4WPDd%zmXC=y
z9<3i%#>Zit0FucCb7<&1uyRC@w!P_4tJyZvnYlU2RU$mR2Hx@4UJ#&Oys7*J30#m2
zo2s4;g+%p$D5&IXqyKJhUZkN3-rBMaYM`^jXS*`2xALt$RT6zoN^Li&ifMZFU!PX^
z?UQbD`95P$mo=;kd(!aRGLIg3w6}6<j)!5i^_~C3<{GkM_2x}=_33gZjmZk0>X#Q=
zsG*xDSY0*6U-vTDoXgePGy^ZIZ<ZHC=@piguq0(G#cJM|KHC4-U2M0%A44Wjh-*BG
z(bi!QD(s;zx_3M(=Zp%-$z2_wJ+9N^<>eygzb^H5<qCh{Nv+t5*?J*Q$al4z?U8|Q
zF4b_JknH5UimVsc=Q=PGUO&}fx+Yk8l8{w_^<i5l4@_R^x$7*%Ja5tOsKa;yLl<#4
zt~2^`m}+Tt(?<7ESD8M+dY=1lBNgM$pX^ZmN(*AidwOVmg_1!21pzfbgY)jls0nR<
zZtMcSh6`KL2uYtK(a^AAT<b>)ROV=*UwuxhWI(s+0hh{y2fFLlwqIAUIr>}1aI@5=
z%L_{N3M1#Jl?~F)Up;tMT4|4tVn?&Hf4)kR5#uUo%d(y>+WSF`OW7+gweTOePNJ_7
z^>8Ju`tnPxWyAGCVKPOt1slE47JUK&nkdEqTH#zWK1<X<=@ajoAoAe$;Q8yX=4}~z
zG8LPZe`MrbUJ=@qz2q#FYd1(HXl&TSqCIn-=BFutNa2Wy<<g{=<|Q2QRZ}OyKBLrz
zqOIaE#*H~{hwKcLTpaO@N(YMxB6scGECMdn(@MQ3KC0U@e@jHMR1c#^6a^$c(D*5D
z^L*etq#rh;$Hkj9yR9irNRwhkUB`nGL1EYbCiz5ThaY)T7DA0aIyU(dnJns~uE{Pp
z+!yb;G>P6?R_%_B3S+3(QF)l#ufFPK`p2{Eb$LKuY4K;ZVI9H0q&I)1+Y6qWA1E%7
zl_nb!O{%14-xyNi^^Q@0xvJz+eaEnI>A4C^Gc6x~K+GN2!@$Lf;{Mz(cWa+8F-_&g
z72e*M+}Xj_)m1w!yhrF=<e~0S<gb<}ha+^9A04mkG9gIsW;iqBFP3lcXu1|}``*(R
zISuD`r`IE1+)tkII!?o!Twt?^DtffLj24M2!3pQc6QjF<hb!$R6LVAUJHv+41hwp`
zk>V0<IB8AecHT4TfPF5N$8PaM6H|?0jEhsf37&wg1ddfNvR+7#OOtQSQn<l?KiAH$
zC<s4Q3iFyIMQH!#2A5l>`pR}mpW;%;KnPEI@{%Y~?J=_m5iZuRZ1VNxqPmq*b+Tq|
z%C1K{E2Sx{4$mXbYlw){<?Bpw1U8Guo{+FPr=_LPkdsfNQzKb!pyd+DzR4vMCo;u<
zd0FecOV%0Ae>-L`-g5IZ-{(c+F4vXiTPH)AS%rg&?r!dPP$mAU)t<|fM9L;n27D#X
zMCNSj=vot1%lF(FVdW{mu9LJW|DiX2dC6_^>%9z4lTO+Xa*xCYXLT>nA6eqbWXPl4
z)5Xi|Hs2gd<whIl?lqMg621HTgyxf8%jB1G->1rSt*JOuP5gg9(}eJF$Z2$%Xeuc^
z<5s2HgGf~4qcVQ!$oQ|KMPBb|>Nonz6Jvu|S2q(I-;u9=op)3_a#ml;%i8Jt>4PVx
zcsbuH^*rsIxbg!mz}*=p_V#<fW{d7>Dl)$OB^$#~FLPhmIEn+)k0|K0vW%OJrMEAv
z&frTf<R4K*i~%h!P64~tp|mNk%E}uSE3s}dMR)RF20K2+z-X*#)#o{#`xB&DS8USs
zr*?HZJ}&1_+4U0N&~7Qe5SA=iK~#}IF-~VYBTfAy6FHj%8@lspPtEr~c?i1@Z@XbI
z_UnGw-MOEpalz*chK@lCy^AQ?-&mZ(EBL-oQ|OBVjMd&IODeKJIfL7Z%IKf$=9Ugi
z=TuGlWDBg1BNYa`1PyK`-6LZ(qW8L~aq+^HIh2w3T2L{&T$Le_?Wyd&u>h)8cDy=%
zRlY*upY(!z?3d?XcZf88^05AX(L4R;8;80FA1eE+P6Z-J#do^gJ%_0V=}fA}`aT+u
z#@U0{h#I=L(0Z{T#LsU-OzODy=TBWree1&L-x^v^2AhKFLPZ1fBO(lj<m`(1THJO=
zw|AW*A~CK%2{hBJ(08s?!iy8e`;^8rW@A4kk*lRyD=I1{H&xtaBq4@>A@hRN+?y!z
zt0xuDSsDx4XL)oUF<<gjOv50%#YtCYJbtn($`zFM?E1!)++!Ry&4i4r`rnz{WgazA
z4UcHez&K7f*+})se=KA?J03=3iy40?uHnt?3UOP1tv^XCdqcyMc9uujp*)^pBVdhM
z<M~_T*H6WAJs9u^d}3v>H<sE7=7+pJbZ6zeQs`Be$TMY`z5Kd%74EpdzsvhhZ8Pd%
zt+ODfjG}E$q=gOtlO)!MTG3FO*iEaN<p+utwpk0FH@;x7YoVMg>++%;8n8at2~12j
zi7h-xDqj<YC4BH;YJd6n18=VQpL{H@il;6Nlt1(KI*@ykz=zhTW*z!Xr?>Jet+viY
z{LQ>UR?g+&?4@P`E936o-XpYNwD~`|09!AmNruO&2KWA6n;Xi^AYO_!k#e`vI~Iw?
zlkxGX%X~KV;r>c~+G#CgfaX`L>Bbu)2hME}0SE_pdQJ%|m!{`bX$ZC8k>5R1qY=h^
zeUN$n*&IexZ0ueRlw~ai1>*NcK79DPOvLR{HG-=OevMK;H-y@x_>Lw0dj1-%kP|&R
zezu84Y46@O<@)E!p8mh}qI2cM`lFvy@a4Z3(+>8~?a*X5IVbH>aq_Wvr%A1|z$edP
zdvdyL{!;L=>GXy(Pvs5tbs5j!s~%4;C_9nXD?0hhYf6^=z0D9vbXDjV9_{JL*H?$n
zN*&tTA64yWx!w4kTE3wndV0%VmQH-JB$>!OuUhF2`wxvLs#XQ(&HM9$Xk#nBs&%RF
zthr;J?mszhQB-3cD>{%y%?))eGz!eIGckk*<j>49tvXnfi1ri8SeF}(H$B)I@$u~&
ze-;^wcT1hwc}~FYHo*&0Qr*OH7b1$=jjtbm)&CJtRHTxgTxWM&;rODe>W3(Aq#JF{
zc6nhRol#%(=W&JfgHlX<j~;sUIGV8ge(SN#>E^Dkvt-5B{0IY7&;)^2=wwSzd~1|}
z<$W%JWE|^vERQ^?uXRnxJ~KIDDDDf_%YCQUq4kN4;8WiaxruO#ou-8}hPk54#7M4r
z>zDKO<+nxSIQ}-yrn{m_b;}+`SoS@ye~=|{{RLCiCmGwNlzaYDxD_VdzeablE6O91
zf}UNN`MoCmvX^8+15I6pRki-6EW_N@Ys1E->2c;|!Dmr5Q6?Kx2QK9hVxhW>C<)EW
z%Naa+T1H<~Nv5Uoq%$t<$n75nUAeLC!{#IIU06C!HoUo+y};C6Ylw&YBNV55JT9(r
zXG^a>gyvGZL`U!iD2eX<5v4lKwmG!#k{jI(g=5z|Z=}7hy*WvgKgMlq;!2y-8&dp+
zk)!nY7x4UEIXrW6<3Bk&Xk|qVofmgDllb>atQDu@pS6Uhn&^=ATy(SK2urTQ&j>@6
z<6G{&`<9x`A(U70TkFftPJfy33-?_9Lk8()uZ^2GJ+<6PzcqF|{&AVRzuj&cJO9<Q
z4g-$GxRjo;EboIJ(u^R1<gX9CZpY)6er11WTROoIFHYfhk0TTJwlt1@o=<qtr4P0J
zzn>jzDnA*#V3~DJ-V(FS4)<3%MjAm}!bnm2WOw-N?39*GwZQ@HJwwBbRYylZLT9b5
zE}}U_wW^*hVV9;bSY@pj_y558GGunV=AL4xoO?Ikcr-V5_Wl*;?JW1UlDs^=Ce?8j
zPGOT5ZVd_SSh~5LpR2K+x;TeqeuoI}ULU2+pJ~jI<WVnGLz0Qio6W%j>E?#<(sjXK
zvL~kX1~VUYYBOP<^Eai(t_cdkk5RgyVVqX0v9gk91&1htapKq2i&Yi27w=`6&jX?^
zuvU$84yRvqiHlPnzfaUzQK<R5^xINa4)V#gua_N{xu#qCRtUgSRx2CZHB@U{x$<sj
zP3k$5<<hRRGihn#DG#Z~ITR(Ym^uNu>J<%r6#cj7N>~w9B&;uPD8|po?`(S4lfEl2
zizbpWE}oyXw#&VeswC+6{CU71m%sX4R7EvcKK%Sym!rxsusg3KRD+-YdTx5up`Wg-
z!VYuHv7vB+j0!JDbM$Zf3zen9D?2?QJVW{E@^~tx{T-SKdd9aSJzt@vq9wm{qc>Zk
z>1_VIQ1z!0;4pow>XRlKV!UT6TTF=KMJFjgsc^a6Cy-sRA)cfna+bc6gR;T8lw0G)
z_(wZ!H8t&@Vb7jNz7FUYW|qE9_yU5O-J48JjzTJ<8yW|RPZG}k?ryrl?n)FM8p_u@
z`={SBw;+qPE7g8caoTJBaO+iB6dotrDr<Ov9zLOYm7-5}_W3}#)crl9qr_oZ20vN)
zoF^)VupZDRvn=ytVDV}wD5Z%NYj{F5mo<y4_`R`{-5huCM(=sPePN7j4u)S+Ui6)@
z@`_PG9t*QfHLsgPa!-eh`(AgTmq__?gq4a4pT4%*SsAY4kaNk{*3Vl}NhL6Wgx{!T
z2<z_3EPu(nYp>mTebM<?)KdhXx|5B5H2k9G3)FC8(YRdrvG7?0iSxYmgn$s`3wI--
znGd3zR|X#>utbc=wrQ8Qw-I+e50=y7AsNZp$HMP94YJ)aRq&~)dH39f{-iB};ggf2
ze?okl%te(CG84&u9#Gi)lCPz3btm<cgm=QwmQMR94FzY?#&l+GdD9D%s2WTAyYa^v
zy@B>?wOZ8b_tTiSitGRWl_-r1CHj?@xNzfpMd<OdcuCl~8H+=XLM_c88zzxfB?*Q~
z)^kxeE5x$0Fyi7o$Er~r7AS_Loq2Tll`>z9ww;}(SGi)^9Cj?3Ry&uCbN5^B3r-V{
zj|Xd`OwoRhn8#y+X^~D0>8%8_1|F-sTn_Og9`C*wtbe#QZ`J<eT!J%hljgUw=s)_u
z<t*QkjV(T!`Z`r+HN|Du;<aFLxD#OYnAakZLxY_BVpw2MQ)cs?qe4{M??=?HxTo4H
zb7W1GGr4m=jK7QAvhFpX-g;FqTCp(D^x$&NN?-0|(sN$<@-m9NVflOg6_ZPy?qpi*
z#Vsg|yKFy(w9&I+Q{#!#)?&ZWxA`j^mxx7}DK6?&P`%L%rJc&B(znox!?);(q~1FI
z^KaAfBs|3qV^m<-UP$+>6MJaQ-zH=COG(Dk{&#ZtQ=Ay3n=f~nm@$qI;T~@sIcYaw
zizR!^EWc$9CKSj$S1yY~e*MDjV`nd%evR*%>Dlh%ITtH#%`R)Ww`K{`pB~s<9H^=e
zZhxjiGH@A}D`4_?_kqq}7VAct+wss`o>jJ%d#<nCb%AqBk!m+sIBRQ?J*=Y%FaG2|
zZ*x<kb69bmcCgm0HiLRAC_LlZ{QCGf8Ek;3k`rc3_6Lja9lwKK^Y+bk#PXzLQc-%3
z*VY<DtUr46xFu56`eV^f($SExhH>!#&XXrr0)++n&$T#IT)}>hmG$X9Nv_AO)_};#
z{dD)psVk1(&Fyo#MKCVQrHiU)OnO7~aIM2QX}a>T%nGH>!G?CRp-5yzfQi_clVO9f
z=9e!F=+{RD(O8QsY|ar`S&f;)9w@8*l=s&<a7qubXC1h$%a1iyje1x%oK=V)ZqLpc
z;|Nb<v^8tIc#x+lA<@BhOBO#BSd7DZsILyV4?0e_BmTzTPRL$;)ix)zI&qKdM!iOG
zzK6%>c*3f~)sLEKvAhosxwr_q=F47WU3$oLq0DNOdwzE2AEkw6Vdu%o6mk5{NRo@i
zGzl2yo=OYieMXHp<a|;-KXp@|NOJId2C&kL(Pw2%O;FY7`OZD>;}b9|A+h6~?lFjI
z1Qj=|S2rK?(G0M-2y{sMR^%PLODA$B=lGcDcP%_%GSaRgp|*B9F7rBr@frn+#<SRY
zgkof<IuMuZLaKS5=Bv#8ZDFCeEek$={j!$K3@K1G$WP67T~tclKdvx;KV>aWZPTwK
z9abg*2zB$lwZ8`4*|}(4+j|fF7w|{eUkqeRN%TNf$zK0J&Ah28rN-CoZ*zg3t`nYd
z`TJv|e2>B_A|jvf<w+4ms$FHUW;}`*S6Hx3`IA>RuxCsND4e33Tu52Ta_jpzk1n}+
z+q$$zpYK>MK~-RiLGvI%*yN3-N_0jY)FncK;mHKtG~#x)H}44hT@MeiW{1SIZ@NsR
z^4U|}k?g2=0*$g?mgw1v@Y@v*yjqn|X!nPosjz?icK;b`$9SG1#)Ajj%8O}AT|F3W
zGHK@>ioG-)9jD24t}-xWA;bUOxOho~m6g7{Jo)S8j4v2*FC<jnJy-Nsa}yCUt4=4p
z7v@35E1TyY8>{Y)o~;v`)~xnFub>zce%s$aBaH$jnB|G-+4^uqz!KjuTOheg13Ug)
ztASX$9Eo$qWpN%MwHzs>UifTt^Eo`0Y{lHlabUXg!OyXlQ@7~;5i7rj9(&IJuKXaS
z?ZJhpMO;Txa)$mUJkn{Bi%l2kJ3ezHY4FbTD2kO!5p`cFtEpM;y~dEz*Mu6lw_saW
zzb5sq$%ORf^E|PKPGoU6gXGzsO;kB>D^)V4u-aTMISLN<U_)k}kkH%|evLsQUYJat
znSsHj4*B`(XqO!dAD?(hhN>;Ts;s=^#zCAvBRDBvH3)gGqhsGOPPCDBCn;;84Gayt
zvXx!LvGL%}y{|UmMO$`!<Z;~W;C-K%7@Cp6lA~6P+u%!Zr_%iSb5da76#$_Tilxa<
z5=B&MUh@N^lD0trxF11eZ1v5-RLD;Oa|X&Wq`=1T`;kyn9_w_abST_|DTaEGw)sYA
zxX0tOiqr$2{cTmT7=M3(K>Ll}2&j@YHcI5Ys3ha!;(GY_@dFJFY9KgbiHeGbZ~y5`
z3=O8@odTA`eSLjKd!Re|(K??$+*xTzy61&LLCLs9aIMM<c#)}4PToThOS2(vM<*wQ
z^^)uAKUX|)+q{?=-2hO!o7Bg1IlUN8PLFRUQIox--hv7kJOxP%V~k*df!2Rs7|}n5
znN=MuW=C`B`RWV;Q!V*vCXiGmQFX4nqd4yF?yuLs;cS2DrYKfJ2&W%De5mX0E@JXC
z%BpEEBPGMo)C|^aevA}WR5Z5P7#sI&KQRWVW_5MdMY7SD;3w61Sg#}*zCs%uliqpr
z26?QEYefsY4uU$n!X6P35q!4u#9?7!`0X>+{JMI21;B4B3hgrDmhZdakpqw7u%_A2
z=`do2gRm_S1`g1D;rg~9F911WU{35~J#Lg$c>4n>9q~6Rqy7Ed_nDbX#@Aag+Mx8@
zVYrLV2YM0g=E=#4Wc%^)@q5VKcesEG`A}N=8<hH?u<ZHchb-{UNY!%t@_$x2Z6+yY
zU%YbV!u9Ldp?-2py#)V>(1t|yVM>=#QkM}vR5TXJXkQ5D*j_1BNR^OEKDlMB@Sbml
ziiWLT>zd*Fl{bv&{=8W1YF}Iy9ITj-UMM|6HI>qy4i&36+ZKV)CXwNRr3pkE+1R@T
zQ2R^Pi3dW}WcL%%CWPR2a(p-q&lWB0au?VD7wPCMN=9d9^lxca4ea1(H?@}qQ!)wQ
z#&U&z>V2*h2oSL0MC6BPt?`bIJ=QC?l4PMudZm)c1ISfA;o+BX7vBzWu&@B@(_^q@
z@8CdpxWp_YBLmQzeqss=f2Ym4t3pB}`9Iq^YTv>aI)7(?^o+2N`1$!C%E^7<MKLom
zUFG8HS}!^))LT9x>iQ62XxTcu^L#O_2BWRKeC|<hzQ=8-(c2BWq7+#!QviVlXbl@s
z+{7Rb7lVIt0aq8BE*oIx%a_lHeuITrp~5@SlQn<;TDLCQdclX?Gh8JhthKST^D!||
z{Cj+S+nmo{_U(SQpjT?XJY$8u<rM(=CBT5DTei3T$m=}Y;}Y0oVieSxV3|UJGOP_;
zR^+y+s$Kz3DmE(mwgD~>P2R=D;iC}FEmSLr0lBZL0(Rop^FTZW@*U4tr_<wIy}?2Q
zSalqrYJ>tGhMtKD3n6oc>v8`kG_;IH3f*kDEV0uwjNtK1CJN6cyiy#5;(PU*@iG~i
z?zcBst(~1xwzk~AySoW4-M6-}33lED>Ix^+bK?XZ2v=8EDMa0b?wSsu*3^7PlycR4
zfYrFRH#~mgo2{J309>C=k;7YLw^V*DwirgzbWX6a@vtZ5oQfjG>|!y|N(y08wQ+=i
zct;h9KaWu{;*QcS@-%sBMUZzWxYP-FtbD@xm0bKAKLh~$&IHms*4bJAT&opw%p@<Q
zuq}ugh4lgS3)DE6+Bj)vW*eOTv&y-1*dKq^8JwNi5I=N2<}V|Od=nX1@*;~f)7EOm
zi7L5vK;mK8Nr_V(M9zj-9OmYwg0scYgRsK}hX~_vm$%x(x-)^{=<NF!dz(;3e?n-n
zO3bqN2M1Np37#4DlsR2^`+dK_?#i<>E74caqVorvfP@zjT9_0h27O1A7Yf<h{|k5@
z{~J^tum0hB&Jz&$Jk6AlmBlBd6;fHN02Y%<q5cJ!ViMd2;A=q<DSR6#qRoUqsRz0v
zP^f^TNac32Z>Ua-jjTYd2|1b*=ySjjP${##N=PU2793e)Q`02ynP2uNin@z{sK5_Y
z0Fwy0&!$t@5Ah~aA=F$sHc$tCOU+Nh&d!d|G~JH3m4VKO0X!u0+y-Q!jW2;1=2OX7
zKyzbbqxSr-WFXt|pv2O<uk!IxT)1!{n%5%X`vH)X9JhOwxuC$;PzbemabV^H6%FM9
z7Gp9!(XBo~*yUrj7BCutPR?@UhG%-ZVbL%IE-8HtYistuFjYXT0lbH+cklM)%d$sZ
zyL*=mxRShw6v2|1X-{8$m4yL8b>N#=d$4#D|H|!ip&|z?M@L7TM!)E*fQDAWe;#>S
zLEZnmNl#3)_;-^YbH@;h|L@+v_k<ew6p$=@?SSFv=P>4kQ|-JBppM`=FxB+HiK^7P
zx&FhdD`f|pgSU`a2_D6%n?nRG&fAMVKm}&GjQazG2i>0^dueFel!388WEq+udcddT
zK93OP6Wk77fr~F0vkwmspPZdFD8qtkck?8oC{m4p;eaVz|NZ*~EG#U^c062MVqiGz
zaMje*43wBr0ZZ{6@N#o<Zk1J5UPEj!@Oegm<!Ongwrm6ExV*f4d-V}iSb^n+Ukc2(
zl8IJ`8U2TRM{&e}aQw{+=h~e+-TAVxS9k7Qx+eM7XuUutjpW|FdkEt$l1-gcr~X`n
zD;TrJ%xCFu`$Sz2xW&cA7tK0BuaJ<CAc@?xl%3}CT!%UmI9&drp@__Y({zCI)924A
zAf17!W1?hZZezii;0v%()KEJEswFV`B{el^$=KA+#mo5t6_ax4HRxlkT4)?5KvvMA
z7b@%v%(SUdhw&z0a}P7OAgZYzwV?;7IN-qI;^7r&f5Vvh^XD4yGZz*Xd;_k+Y$c};
z|LfKg^al+BaC({$+8_`sZmAZY16Cy1`KC)xgt``6q>#}+4n3d|b7>L~NA{Aaws!a%
z#hGTSko}Am_5TI!mMIykGhWaz`!gaQ%fNy!U3QiOAfnNQ%LGn2zxO4w!x;ha3K3j$
zPfQ#JF0PBfTW|yklGXaeJ$17X<Q=#4i%=Bc$0BYjPyL;3N5mpX346rpPdviifhxVc
zii%P8V{jW66);UjE;J4fUIBg&C&Ja4ZI43e<c<qzQ3y>2$UGBpQ%c6LkQ<iOG>2aQ
zljz<&ezL=ByVOT;<Hil-o$un~gMl=SaQiMX%jR#hpQ+~9ewG;Xfv2Q%-MR?Tt<T1E
z%QO&?zwK>IUyTa-afOV`7uehsK<O+QIvf6W!%Osfyu;YHt%Ytx-U6S{u`J-`=7z|W
zOpEbg?<DknWy2UVa~)Eu{|hqFu(JcqycOf<q-2t!4(!8ugpsRS0~Gxnt=ciASSI8+
zOAg#ZF<-xqP~w@}kB^Sl50>(Vjf;?Rd(OvV)s2j3fLJN!7SV+Z_sq?|<lcRRycC?T
zirU)TY=Gx~97!i=k1rx3QZjT4R_`KDJv=dp0a}33kZ;n@4pAZeULGmG#8I`50Td+D
z?2a=>b<I=>d#<=&6HyIu0@<2RFsK7);Bb9>^v=|RL+?7AQKYz7zkmOJ7ZKs}MD+MF
z@Yo;N+us#ATEEY7Igq)u^koMn2vx*06&aYBv4ORo<1h-k2;{)SqX7HdALz%<&d$|K
zwHwV;pss@;(LQ`P2st#>1*$|znqWk`fM`Zm{QiF;19{tb3=%p&pp)xN)OoTENg*q{
zQ~%i~iQ`3ucV5i_E?id-u5njzFflbv+5bz9;lUR{{U6+`|1`yDDE$5V>4@9misRu*
zX#wa3C8VUT0eyVxSof+l@?n1C<9C<QKY)CONhIU}nnNIt=m43x%yJTgQM!JmblluZ
z@c$`?V2zM$S7apxQIW}4Qy}k_ffu<*MHQ6xDC%wn2S^SmgPW0%wq%bFxlzkL9nDCj
zJDC=xSr6(XjI^f#Z0aQwAo2s+Ha@NEmO{|*4OZ4SO4&ZOwY6Q=kRE{ni*=QS#18J8
z<=l@eu-p3j`r1o<xn<U~fjaS>qNmh;M0AqY)`d-nVGx2s64k)Q$2Tz5f}EH^JUEZz
zZifUQXhfs<1O=zTje}gWC5-7&{_A~fbu%(lzV)ok)?zOn(0b)rE=Tj*Fe71Yxd!!W
zQxG|#=bM16foI`{>BE0<6hn)|$dpW*U!s3?baZg8=D|5@{rU6mh_a%hzLnrVGXq@Q
zw~^$RFVoZ0*DdRT1O^dkeu#*;di^>MP@&;Tq#PajP!qqB@0U4mvzpf)+rvXPfF%(<
z*}De9F86QnZ^)ZWD?wAZzO}_&fn1nk-n)1nz*XmcTTTVx?%a<UFAz=Y9BeI6h`cUq
zS^>9;unmC?b*B7+zbUwMCA>nPvqm5?6gxYf64SvqK#4}7AOZISE<2V~C@s&3FaDJ`
z*ApBu;0wrWp4|zFhB;=q<_|Ky1IfXM$VdznaNOR)xdORCGH75Pe?;S>{$Kr?@5XB!
zLTWK^XDO+v@1vsp9t4ryOYhcM9VrK~GZ7I!1!tWRmASe3`o;#ADxwYO=^9`}85gT*
zRM>u(SMLNd1Q;7LdzWzL#~`A)3h}!K5b}@%Ei63B$;AkY49*%N)PLsN)*@*rVA&LK
zw2K5hz<+~Mi3&LGrd?Gpv}uqK>g+C1WAbU&p&*U;snl_1)$a`6LIJ`4GAPwZYEBMJ
zG|H{9jEjfnB@ugO*6=dj!zA>3_;-EZ(??<FVq}#pG9z}pU$nxDh;uaK!*lHa@}k7}
zBXUyI>RzHPL7?!jUjp-qU`!M=J?ds>@1fK#LOJ%oaEQ5;Eliew?JXLSOB;up-o@L4
zZIUcSG8kcD8pKUIjJq2CyHV`JoQJ@uaGA(`5A!lE7Nlxc^S`eC$Dp)z2f$sN?#X<X
zTdfL1G91K%nGB^9HQy>?l!l9hJLWh|0IT`0R(yWms8#=VPwpMz*L#+)L9+a>#u^B$
zlA`Ui){yLiAssRfM^;214VMjsIqE!*kuTY_i=^p`UUt-jK#?PS79PGCT%uX=*%KIh
zcVJ8)@sst;!|+)IfH+w@J?Z=x52IOW-(kuo2K>Uyq@;uY;$9#QhE*8V--lAiMOs?(
ze_w{X7Z|~lgEBz^j>wseOzh=LW~Cez&z>Gdb+brh8z^;(P#}Y_H3GFN01tW9JCrDT
z(C4mIZ4!Q#jnVz*VERu-WjgMHhd&R}Gtd*NTVy@Y>@@~>C>cbx5ZRek3!Y8c&3(9x
z*cNUSM6_61T3QW=G@`Dl3G2)ub0fEvr|xCA7$WrsH9^cRQAm;D3*&!&62u{))cm?7
zgcG3mu-cke_?IVT3IC2T|HEgQn3zDM^DjGKxi#Mf;o@Cf7l2-Xd0DpkQ}92Qmf7=`
zRt<HkRH$U4h%2XY4-2XeR!#ot(>Gw3291U9RM7mB3-C|3y^Y#g>L)_fSx96Fn>7XS
zJd)bWC5o73KSqq{dn~myLV9}R)z`r9LxPEQ(0)1iTY2PMgQe&>Sw9^174~oj*C+|{
z9l%vKI^9n$fnKKxL@`?G7H1o<s1wfRvA@5MPy#o;;n0DSak`*|)=M(=TZ!2)5}K=<
zh9Nt3OMjcT?r^P^4pA^d(D44_$3Ot>^m?<N_l@D7t!sF%3#!y&JVdqV<s{&DQhA!y
zIio_zOU3WtCAeNe5WncIPkaL!^*6}m6u>sGbex4%cT|N@kmgZ?qKWp4M)?~+g~$@!
zPx#@nK_L(6jn2*@eWXg!O9D`ACqo{2>5>=3+kI!CX5=l^H-IgHMjtfhSK%-k#RGbT
zPa|*{R8H#<<aiN@_yb>?$7CFt%Fw0Q4h(x6n+Ax;3IJF;0-0_!h&7R0x3|AP>4`&Y
z^i&<>#t&s>8|!`WtoGJ*kb!{<4mOsj@&vA1f%&Ka0<6}a9NawPjc@(B&j&hIop?I;
zql=)5sY4bSd}C5p7A~UaQ&3XsOPL0Em!Z%hR|$uhIO@$I?1vYGsKg)zjA#lCf<*zx
zQ{cR9jPj66zYjuh5)u+li!q__ZA{p`#q2y?@anz>AT0NmNkg#O4)fIfd}1V)gm4W}
zBL?jR*?A*Vq;qpG6{o2iii?XoW8B|3dak521;ZmU$y?#=v+#Elz-}EPlBr!{nTnKb
z&oUJUfY4Vx4B;;t1$5W6F*|Nbf*#}Iu3#83qxw}ZYJmE|g9mW(*LQb$)mGQmLc!`6
zg$4u#-ItNU1%<F4g-e;;k`fr^rsV_39*Yb+n?dHs1)3=5T_%41E08Pus#{uGZW6sk
z#ta^CMVW>`NPi~aeEZfLD8e8ULy+Ir**PKym@c2y)HxB5Ib#n$mXQIHeZZvs#?%A#
zWf9~CJO=a))Lb`Vmh$rQ+Fz@HFAb@~OS);0wweu>Btu3AI9qF5+ndTtK~VNT?u&<j
z0&yOQ2y7JQYpDfl`pJcbSGJ%rV=%T@7D2K8x4LVJ)o{iOU|$-MEDZn#hFiCOylfFe
z4AB!)Yc_3@N3yaKaQ6^DuG8Rqm4}Daz`!8-t{EjtyY0gb#P<VD9R&d=W@~%<eZbKG
z70CywJ%m+1;syJE&Aq*HXMNBxaT1_PZ$Cdj9iil?C~`&C=Sy^qFn@)cugKAszduQ{
z+`85H1`F>UK=<G$KpjBE?2C|lgV(YF_k`nWwK~ENIkz6D3lZsiRdqGNQWe-Jlt<-i
zMZ1wYlFcAia8nQQN5(gE)o}7tb^hHKuV|m?r!K0JpUFr5Pw4&uoAlq<@kF-rf`>_8
z&OOi%Lz4vv{4K$PIrrygWz|F23f2n^fiu8Uu<WH7k74;zLQ-CwtNZ$u8)V?RpcdzQ
zy~hb+7GiR8KQQDUU$}z-Q7JX2LEunmC_&mOyh}~%Jb#s%-}=*_8DiS)F8@zJR2|0M
z)c-~KBF#@4W}E8)0*)k{d}xf|M@S<M8atgB4R$G0(_1@h<A5hYejt<f+b9Ms%UHEb
z>?kvGz@&8kJJF{O^Gn3vp5`i1jl%u*AEE+OzN6s39?@4B_{IK9h9KhtFup{OGh9Gu
zqd+PrCwC@l(3F?=@bEwtg>GzbH-Sq+nrDEL9CD*?(7yt@O~5CjpriucRJZI!m1BXA
z)EPE%@ZWQhzh*p!9tY6ih4SAX`%lRj`Vnj&gNO+2eP8@<`8o~nz~L1Z-bM--C{Ba6
z%jdALu7X8FSx(fUp`3PA;NY~>;g5oX#;eo1S}Y8LR))L3l5%wGGBUj0P)S}3JdjD@
z3Q)(Vj4JbB2_R&Rg^Gr`MUN5pN3H-oy_A4<?U#&;PcAnZeQ<o^VbqwWV8!5_hBbL|
zGLhCyn2{ldd3+rA%x_h_G%KMZJ>=MNX)Nn!nbRgSRFM=kHA4WA>T^tl1(bOFJoO<8
zkk9~d{0sm#f&D|;W`IJ6@yQgVM17Rw>0L%h6BS_lCjpvCaa;d<4PcNe>gxUfK7=Eo
z_Wh<m=iv<Sh#Vc8pZiBXpJC5+76kvkBYT$LZ{c4$1Du2#&LO>n9(Hp6pZ;<%Gg_n8
zO&EMevOLSgpFe(3BD~(G1#t<8zjTa^aiNO#BSDyoGFVbm3yvz-g|hPUZ#_Mi&4#{y
zgVg$}cgE5)$Z;5cXTGc;Ok#%S5)d_qKy9?Xvy%w1GuqnpP)^Y?G*nJI0r(aS3<B+@
zKr034<WYy<OwuG^I<QbGC8k%PwBms{I*4WWpb-s%e**BV11adXYantQwk1h|liJ&1
zY($G*VYh@r&Cbq3;~a6YXYd$VJqRuY@?}U<W($c#_E6A(L=sYK6atOsmzK6bS}-F3
zSgS{7<_++iOO#C!iHSrvZ{CDc|LynhzYpZz!`?4maIdBM#x@ZaMiM9NLIz&gI>yrz
zje&syl_-ssyU>WH5t?+&4mT=)(fB3`q)x!RC9>sobs0b)ghG+CYarShkP06SsL%>I
zA_--#4-A}9@M^u(!^Xx2A}DMZ7nfXX_yZEr%po%f54-@~+5&Qu_<5n%d&CgqHG#LA
z6@YUKl_@`PmiPn&@Pocgk0P~~2MR)inIMXT-ZnY$mk@vd`#ttJ=AKXpt#BZqBvVK|
z5^hpHv>%`rawJBy*Gou)hdRh@0J9`SYFbcCYzQR1nGdVpvg$Ba<pi!fJPK6d{VfYf
zDBGI_LxKiN$H>TkxYWWVV!XzciZvo@$P9b{f|4Ps8q}`>Jt?Gw24MgquffO1=QR9D
z4g00tlc8W859u`$Zi1$`ceTH<@f<TVbFriS*?#7I+eJ}QQ9+*wDHCxiCntW`xGu;o
zj7t%$#?x~r^9m&;hR0EKR7>v-4vxHzbp(2)jDx2-j{<vno{&%y@?fO-2Z$|`AbtdN
z6NLhLOr=q87AdIuP$&SuRf>&CD{L1qpn8uWpb82K5Uzw>`j(VLk6?2@fBrNYuMtLS
zHb@u@VSB>QpW(=MiEsy=vxGibWiGqy2)+P-KNKXUA@uy)_-=XGG<U2DDh&_Ayy4H0
zDyK^&B_-DN%C8V{Wnf@EgydF#e$wy>2uy*}A4-e1)roY7Cvr8u+=({L*rP`9fo8v2
zppg9|Ch7emX@v*C2xSylXTU@j1@M1Ala!SF8||J&i<qY@9`W-tGcywq?N$)_Y{eB9
z^8iW)y=m-N2uS|%hKTQp@$obOz3oju+Lk--3GIYN%588^6B83j)Bcpq%+MiC@g|fn
zW@hpL*{LA(+lq$UfSQ1r<rfuAuS^(Ql7O-74Q%6bfBEvIK#2EzZU5Dl6s6D$AnWdB
z9otFs_2{1r|EKw+#)R^K9lIb^Ye#PF^o<CQBAa8HHEDP*u;+jh_fYnV0#yKR10weX
zpj05_ixpDMh03nHnp)t?j_8UW>=FhTJ9F8zuKUt2qs6soT&#BqnnjH3uS#+CbajcT
zs18R8kmSY)PHFHG)S0s7vwQ6lj-E4ri~wK)H0?-(CBU6}+PDB%@dm$(G_8Oj{Ymbw
zA*30N0E>s9F|i>lZ2vwE#sh(c0l23sCP^33#X#o3%3JCdE}AsuSYFQa2-Ry`e8dkv
zv#YD?;gcs(?OBh;yop(E-pp38_>h}x*74><w7I!iK2x#tYe&!?K$_aRx^G~$0g1pt
z`eni8La<!tpyc0>W5Q{@>Yf+Zs-vs>G|w!Bhz}dQ%+^Plv@mioKM%t`J@132LDT}a
z=ffB$q3;B_fWs=jo}S(jG*u|GT_AymSh#|Mf+{L1NiMsqe2^bS99xW(T|@z|fnJ&f
zq6y#R`+oI5e&7Rw0DYp~Eh*DJ+H_algc$-c1o7+;696)WfnYq4EzFuhWr`EB6BRWz
z1hHmi#Z8qAuFp_NO>jQh+1Y`KA!w!_o!faSDXAkUy!}0ZQ;8Jb0WajdbLT#^Us#8O
z-M$0{jSG+f$XTO5eys2Az67?yPcrqr%l1&Q3669almU~jH>W7F77x|@6|M%r&Vy0f
zac})9AvK@JuV3=W)d^#~7sd$1&8f^k(nHZm+rHjkz~{(^401p6CG=r|9vi+;44Z)E
zo$pR3g7wJi%~pwzj-~*ODuB<V(7K`lxG<17oDKjDV7vwP80nJ&q3AiNQo((G*UzC@
zMFE&CTM4B0(9R8kY}KR<9)F06(mOplE^|G+3qb1ZUuZysG|)hjc6QAw|Ap@KY1rRp
zsKcR9aDfq6%WZEG2armntxJAEfhQz;u*qn}t!036puDgdqnq^;+T0<{^!WJr;LzRA
zRnh|#m7_|_wL!fO%pcEJcx`K`|H%nRJC&jN*7K7Zz>SgP1EqsTXkS8GnFy`crgKZj
z!glwO)Cn#!G-a_U-lhYm0{C_kRE<#{uev`^LfPhhKLEvqVCN;}<%vB4H5)!M10eZS
z#FrQY@^~&N$D&YB%2X-P#X_2D!6iYVMn*@Gc6O#iUoXIskb+{y>({R*rl&DcmUecz
zg==jI)#)Iz?4k^J0yoU6hxu4mR$E604LST6nH%~nax$Lp(kD8jW&n<XREYtAhVqvL
zG=VBCDoQM)g96}wQE)K9+u-0?<*4T^&CQZ>Cmw<QvCsQzVZ~R+Yx8<d4E6QB!2<Qq
z#{nF#ZEA`iEa?Tn2UL5K!AeE{Uxi(HIMwUg{;>+BvZSO8p~S94yDdc`q3lvAq?Kf-
z%*o!C6Ag$W8HxrCC>ltHii{y+TZ17MB15v1AsUEG=YHDzyUw|;@0{<uuD!4RP}cB!
z-{*Pm;k{o~Ykmw8H>&Jg`}$JSjc`ES>uV<;6S?-72J)y*f<gw<%TO?(+0qId$S7F5
zm-02$&nGk)vBe4ml5?dt8cqKAhQ)a_DfclSt2t9qzIqB4Zc-m<kz2NuB2}mIwvi-O
zu)LCz5LmITO<~~edH*mB--asUG!Sz#Cnsl3dnP_20eK>7D9j2lojC+nB}+YJd&f$c
z(~98D0jydlwf3k45lq-YfzZ1;FWb6#c<`=F(&Yvu=&?LTSM`@l7Q`DD+%%l+-EufC
z_F7<|dmn6Elruz&9rF_Q<y*wg4b1a<{8;N=Qj!~FimZESX|rHK^G+T^bBsj>+>ZwQ
zixY1eLURDD19;WhT&E<7<|BPt7!z2}E-Dv6c3@1N+Y2mS6kfB)*0!C~awpGP#EQio
zUB#X^wJBeuzQJ_Ot6$^zmRZCr?adJ%+7Sk_tM(zviVe6fp=s0f;K>0u&akALZo^n`
z&aUf`!z%$gWQ*@F#4^BRWY8rtG7^WP1t|!D(&JiNt(e&v(M5%Y?3pu9U`<~K`Jd@M
zu@(@=%E{>r{0LTnk7V1SU^8&Ba&mI(WHR2jwlb)Eh!-m0@x-T|)QxT!k;jzk_U+@I
zYim4b5@-JW#S2WR-wQ`-6?^!ceafHtURbguTzluvf+i`|U+xWczvX||!Ix-eT7%K(
z%`n^<R*sHAND;Cf>TiRRu?nx);T5(3RS#lE8QueGwJSy)<b`Dzh(vh6$mHk8di}_S
zV#UZvfRB2<P6ga2JVzxMeyfuAXp+@Id$iwgO+y@rLgL*t+&g`ak9~jA)FefrSWE$?
zWum7iz(E&2dBTS{E03gWt_bm?%sb$&C-{gMxKb{Rb%_}Y$+=7G+5T%Jtu3FhUmT^q
z*Da^6`hon1k%xu42s)`x7mja}*ef5a0q{fVKA6fK6lA848Oa(M<1wKZs>0Q@)I3$E
zuC24UJ$b|RkH_;R#hUpK!aL8BSrb1bcu!-heu>z}zBh?2nSp`P0S|xI|M_-GAAhn4
zw4+rXJralnGq$h@Mr0leS6%12%9}Bf%t{^Q-TaFd&7RnuoGiF4jxRW5Nf%I+z{{84
zFPyDaM<^TQ+~-%+gu@p;X>61vq3Ly+LtJ-dysr&^J>z+VWobEEZ0+;sJ{!vVr}8yD
z-tE@??OfSL&|fmYL$HF>mRxk*z&}D~o-B(68kkwKr1f=r&~oqn`)7Nn>`7D-5qbZG
z;9BRf>Ph?Sqhm{C2C5Twl=z29sxKb*`1pK70p`}KGi}PP0?%9Kch;V9<)<O*b;+bu
z-xaE@ah5dJdE8f_Ir3i+FLyHVI#)&W>edtE5eP)O0WN#vrcHjAE?r74a$r*rz;2X>
zPXi=u_KZ7*wm;^DMBjYjEnZ)(6Kg3;!`Zn<_~edZgHZhAKlWp!KFLWsm6X&g+&kj1
zSnS2G7#1iz3Gr-*uWaJ1K4lQ+i@}R{QS`?<ype~P>e|87BY~sZF#@SzvM5Bz0JY}@
z|Fp@)#%ZRg@tg7&NiFY0;#XN7JQy-lC!M409U2z)w`;BA0eJN~!@yIgPN8{oAM|xe
zX&;xuJ4SLOJyM7eCjhprQ4|Km*WZ%X^tg^dr_cWo6BA=}pr&-C8-1NyMgc08AW%Qs
z?B74xFg&e%u~-2>h837SRdw|MYzitYqc~Ro`8Y+T0#2;IfnXUE8~lyK{jGd}B5c_C
zhK3Gr44;I2p{|;r0CA>ZtU+!V<Ad^vPA>(OeowZ$Z&uc7G)1z}3`^(=K_^<DU{Y9J
zJrn3hAMz#AM#pQum@K|P(+HQV4;~p^{S>yKLu~`dKLAx=*Gg<f=jPm9me>#dcw_5t
zZC`g|8-gmPW7AGzkdw;KVEmkB7#{7lDF+H6$E7J&Ul_&7N5QZVh6*>(u-J=yOmJ{8
zhAG%=qP?O`{vrmV<<-^aP%IWwAc=Y;6AfVBxg!;@2c2?jFSQ1A!+=-@tAvuG3R=ct
zq~(5saRD0#{{h^*zh4#<99)cH=v;XC37|^23iK^Az%Jjj$eKyz0d9gxe@WJBUS$c%
z0cHk6SOS6nN5}3*&g&pjUsTx}3L1{aFG@}Y6U$hY1kE1$mOl{!JSq$E4g;qjETc>-
zXlG`z*I<pK8Y*q{Pq(|EEwv@4<nc32nQkoDykMcl9P(W|_8hpos6%dUq5x%ub#*&o
z)BS#W0Lp-}rPl`qe6@Oz!%N_uKsUc{7KN13Kw!tIl9H12GjMOk@N79s?Xa|rW@JJ5
zMt7r&T?xmW|EW7A-)uO;?3&gRy^_S|-Tzp9WbkqYrKPgX%*;&7=PWgswLH?Rmh=D)
zUOpX*91o*wtK4)qhA*sf<fe~EgFlqO|7J*2yu!%Bbm7mYz&RmC{->V|lfPgbo4S7e
z`cM6B>*f5}Q5xKt^N;rX@{VJC@sEjVv8_n>yb9o@5Rh5|hF!)6;|philkTW6*we71
zBX?w=ThX6w1G_9~IJGj!QZ;ATXl!92?NwgrIgwYdKHJpckw5zR3?mB<>`At6PfPw@
zhK&umwW+T?)U<a%X=p^*pB-W|%?ghLjQoALukp;R;aR7S>E)%-)6;Xersck^AT~uR
zp7+<D2C=zw=aP{WHi)~Xi42oJF|J9LHFOQMKR!T61d5!`xq%9`cu(dbKJ=IM>Fs<E
zA3Uf;ha!Fe(+GZjF_`vG$W<;ZFYme>*3sLm?Co*rkPhlUx||@O0+|`mUO5BDjvY&E
zDo=U|Dzxq6$52S@7Wln*G5f06$-roCea%`lf<veb<=u>g=b^B<S%y({d#i_FutH>X
z`Uy<e#ZZZ<dgA$eL59M7N9TLqNr;PU|GhULdM{YIogjcQtlAd(Phot>9gj(%KAXGb
z2Q8zGiGV&MIzAIGaa9%Q1uKn{{Ls1KXXLxksyO=$d8%DQn^B&ZFIG}2pr|G6RMTDW
zJ3ECIELb3=<uyxj%e4Yhd?_Xf`)t+ke@^3M930zR2G#|=e~~TNAQcaO=2}!#$A-i-
zr@9${D22#l3q}v0HER~b5KMaM?KNi7(X$(D!02G3E3i^QTT#GrNYS~2ubqalabs4C
z3knLZ{Zqee-l#;u|HA@dOY<{?2*!siyltMImHRCU1lA3(9*2>{YGr2^fJxhax<}GW
zXnX)CDd}uc<5%A(uyT%yr9ZSB^y@V76)RRSv-6E$bvMsFyqvfQcsZ=Ww=j!k9&a}@
z8!U9o{aU^0^WmIdy~izgpvDt``gPN$ws-HSbfAiut<Eo>BEwj@xP*X2vBlgs1f2~z
zsU8@uZeTz;yD-7*<tJk_B4%6n$Ss3P7FPKgfVwQ<?C{5rAFuhntKvWLP_<nv^YH<R
zpM#a>d5rdayO-CVpvqV~I|qYTaQr3-JpjfjUh^NIH{#eZj;Z7g@dI5K0nSvR*3x3c
zAW17CbiQ^dk~8IHWf}M-6t_kf_vKG4)AlA`BeG}C2h7{Gd$;yZDX82+!ous{zl^F%
z+O2*RMU^;1s7IqUE*RWF#w=*zw*-NStY9VWODeEjefjf+A36$%I-ugSsI@3WFl158
zDRqxKTcQ|-;Gczs#k)yR_jn{{pk!R%rW8FQHQ)5|QGk*86sQgU#OmO|@xl>>Uq%gO
z)m@usF~wNk>E#HYT>y-j_~uWDf!HUO)OcXH3_=kW0%3X|l2=wJRwqWv0G<avL@e-n
zScraHRbX!J8qcibW7*9j@(Lg;&nx;0$rY#Mk1wV|XpQKp&G5eGc=Q$nGAQ}8<<-<o
zfogPst5I$JF^mlLJgj)<;`%0A!SdLEsWp<2nLyA%Wn1_?)5dTdW-{aXo1v#?7NTfp
ztz5YhXkRyXVtmA=t0p1VwIwf1>rQ#Q$ug`R*jf$2{u@D9bF3Xha>p{rXeW_&1uQFy
z<vSbp-Z{D^n@ce(!~yGzp=MKmr?=ERh`lKaJA5pb6wv;|*XGeHcfG5K(7{_qGGl#1
z!xY2t;^4U@TPvS34Er|S5wJq$NOZ0AnFt-3tuu9n-rS5<+p&E+KNkH_9PUBDP^5(n
zd}nyocIfgc4?>VsOG)GTW4*4wHNY1g0-qy6Edc=mv?~gb?}se^j7w{h%!GJC_l%t(
z{zDVeg&Sz8vhv>6rKbbuX#+=MZ&2vz)RS-Xm&_Zwsxwa$_Am5AEv`gFo@dX1(D-py
zNUJzL`*JLXvyqWXiasbMkj#(vu;h@<Xk~R>E4Qk$lC4wnC5*X_{>a(tCFlc3WoBk(
z&EQXL(GTi&?}PRQ_wgUMhQpQ&!UEGI7-k5J6$NdAknLLav!nC8qx}DwxZD;!dlVVj
zu>ka+S@M1-PEcGN<upMMr_4su+-A*MsCWW0v;ig&GTl+AC!K@=xJyMgQ&g0qsBuI`
zPt!uN2j3SN&deM6s99WE8VgeiItJp0V|WWp107?H7y6K?7<ivjkf1-ge{7nIRvxZ+
zYM-5*)4-6vfq`!LLOlZm@@b@|r|YBi1MSM!ec&ZYQp`6UG{L4m1ls{Zi`_qO(Zh&+
zB{eOr7&B0Ow`%+p`+i$S^5;-FS^4iNiXmC@cU`4eL;I$WuLk*8lbO2LcOJiGz}8Yy
zS{(H|B$pyE*j;K$m3K<fhL(G}6SYdE7(<PV?CkA@oSd9~@RwEx4%{BF+!gy>)?dfi
zSQG{?7JlUUS<&IgFrIF3YdfFMwMjES1f{2^AJy7!O5{X54>KrgIo9Njv^0~twzJXb
z6*d(uJ4oG$<=_RL&bNvc2#(MJAPD?l8qlF>t-|p~pYB5_a_9mA5?AhyzTv$O&|krK
zl+SzglOR)oom6&?K*z)H$ep*^zyDUZs{08n1U@Vw)EM!lOP6+iwZ4P338kVChr$L1
zqfT-|Tr4u`^SEIy7T@YixhZ+C&4qk{msp{pp{lBt6;+3N@CsP%_K-RrOIK7^hfj3Y
zEPv$o#%6@4g+FX1>mGl%w>{Q7oOm<FK?SVTIhh|{gx*a%;tg%N(v!5JZrqUjKG=Ka
zz>C9mdC93E-QtZIAMb~B%QR-vAA*X$#PWZb+ssd9j{idmb8baOE`|5Q{)Y)iPC-Gx
zPEKtu3dY%mhEAUVSh(gPuO~*lCq%%vA98m`mj4jea~e-r4kvb|;}H<Cf|3uzphnOm
zH!qGPOk#QETrC_Ckk)TpRZ>!N13t&p)KnkP*TjF|Xho6+lw254bkNJHK#v9^hYhYA
zo^f%=R-@OMC~2n29bo0Ul-}MBm}12e2kt<J!dZw`qRMI##NfFh4t`GnZ(o{giwt~!
zmY9j%rMJhK;W`MIo~<$3*Cy}9;lZ`T@5G$Js6sP3MNI^5ohtjT)zzil4ldIej6l`d
z$pCJ<!bDddFAJ3}f}eq~%_yp;0YcW$g#uA;vtFX((OEbm5b3W$?*h@|+Ns)AdTSAW
z5n3NF`yv9Mlj8!f%C4J!F(oC1j_{2>My@=xf}qUIRni8v?)VV&{yt~~FB0~Fn<ZuR
zac-^!7>Z9B`C~@Qa=a(<RF^LoMaQhs4-9FJX*3s-L;Pe3=5GAvE4T3jA?9uUeOukY
zpl%)pAiSa7$q^SXE~1{XZ_mkw__3^zlkB$_c3O&p!_f%7>tG8?$P`vC6d61#on<Rj
zRq4I~bQZ3}u2<ogFHZp#Ox_E$1(IL68;y8i2+)e-xJJ8o?LvrTSe?7Frq@>`OumRv
zKTX^u=FaRH3C0L}XEF8l^$bJl|CmCPoEk7&LVd}-81pKoF|!&_5_YJn8|wv;{3rr@
zPPR~r;al5BlJOYhF%BW9&@!<Jvnj^9YGV_lGchsq$H%|r7lCpHssT#%N8bQi$J`*i
zC!h|k@g1X+UgzGS;pK)0SV%W4sH>}!85xr?9dyG-gSZvn-9Il1XW59lz)2HbR71wZ
z;u!{|)JKnacb_>851Z7LGO7p&M!_$rsuE2|NEqtgI}wCMis!u{plYS`X2#HUI!+0V
z_w@Eo$8d?i**bq>ND#s3@kLJqqgz0&zpDW1_Rq*r2QA_Up(_^WLp6f$xn03kBY59W
zKRw}gy1A@@BtQH+7EfDis}D$l1xuC)Lvl^%Q@tt$66ZRs8;}AMpD)e<eF|_K8teEP
z?BJ*BO)70TPmn$1mf_vpgPulpDzFz~da$gkpwMyf?ghwXt^_-nWpQgexeY;+*WImf
z8g9@^4oPf(kJ&!=qSF-crRDYY5^&L@1)hI~sO@u+k%72?rBn66?L>58@)sXERLNB`
zLe8Ni-T_Z73Vt1&xchP?c|CIU3vkx+@E&cJ+$3OWI`BCPPagWkD^4HCWsLJlPOE`f
z5s-}6>vV9jh{E|?7L(G!DcoH!-5kgtOSuZPI30NeoFY>Y?&olq=0x-(o0%9|oQb09
z3J;4F)JY7y-5O~Icyl`4-tW<%OK|CdwXH47&d!dWDw%>n<_Y8J!~XUJPY_J)E9;t&
zXA!UKOG^c?c8UW<7hK<-K<0kvrhs!SoSV`J&UU+uheL;aF{a9hi;I8GTnoj9l#cT9
zsU-B^-8wrvTRAwKhL!>IBnz#z&h2YR(W}?1@Z>Z-dJ1qbr}Dx6O_&pHfImsUz`Vtk
zIwp3b+u`ZgeE<uyu@4HNJKzHcf&BQOadVL^lt*xe>m=ZN2XAv4&yH-0-5U1{dNF+R
z>s(MkinfsPC#6V8^VY7eDx2Zaf{vl@<&}NV@8G`Zno?{cn%fF_JTt<<NZwxV`FS60
z*zQ!x3tg}0_)w7TI}May8xS$LwnrQq(&lON*ILBaI=-3w=INRwL^VFthuhOXBqW4N
z4j3gH806$tRJLaLs>_A5b!+Sj$(Ey+U9ubvUQf^K6iJ1m=c28NCqqa2A?TpdkofqY
ze{39~@Yl$)C*ad&XxLK?!|&$WT?~w037s*Pqkeo8bdt&bxxd(-O<sTGE+YIfqrmvK
zDe)-Q2d4X4qiuS6>A`s6+SBX&1lA>)IVn?d<eIC+Zc`$U2ujYLfbC9@z1*ewMb%_6
zAjEG0XN`+$9F&zgX=m#;h5JvJTxkVHKvhi*biZca@Sl=N$4Gai19V`VgWw<_p&Ndl
z%DWGN=&7rKJi&I*!A&E)@2FJx@}$5$*f%~>Mn(HpQxDoZ1f#7j;7M503Vage0B=ro
zrYjH{Gf>yj$8gY)XqHMqrTWH3`kQ|*c~V>8V+ZwN(lCLud$@gKI*yM4<F|u^=5$Ad
zheHw(*|B2>-H!p51OM)PT@LPc`1H2qFz%7D#=6Atyk;Qx^hR%*dZJE4o5or{)K)k-
zSXxsYs-G@A6Aa1cSn)&(;OY8d5fd57nbM4AtV-FSI7tRNL>Qk*5br3-mhR*MpS=><
zpv(6?Wz+AP00xehxOD550{Q5%m>d*LD{Mhb;qVJaRq~x-T0KRV0g#CT`%Lvvt4^?_
z`V1^oPU8z)T>#3CNF@>opwDM*_!(P>YB%07*_J>nE>uu3H9U@!kiO`TZIE>hOiXHo
zqXb3OmY)cWzlcM8!k~tLj*`<M@9QPAC;-6JNfR}h+?e2tkgGlu51b7-?DKcP@~P0X
z2v7R63#+P(L7cbVcVpN9ai71PIKj`SgKvM0$JL#dp8C+Err@#|0LWtO6>w7EA~>k@
z_EGKBc+*|X%_9$YT-cd5SPQmhcm(3YNu0KkP(OIh;<j1hWaiwpYfJsvbo~UsPkp-6
zC5!iHkA)!n5Vk5T=Z`CIVquLA;@!u1v<y}XBHq}#LbP$6>r>036-7T}9ME{N_H_Io
zbT<I-&vnxSwzhEtkFm;3^KhJ0=10ggz8Z)S7M3l@xQD!n!wk}3V4-*7){P0V_Wr@a
zi`qz<F9O$!p~lm36pPqA&Hh}I)3;n1tvn2loJY>5!FrePhZxLkQ@FjM5&cjA>hf=W
zoxu9^Frbw@<3be2by^q$ND*Ol;Kzv3JSgu-BCc^1DC3mhG#{<JeB}x+J{sTX|LAFP
zE-es1=rk)zv+;$w1(<c&y7m`L)g5kTw`+3%V3?X!ix_M)vTBE6Nto?=-_x_y`}i-O
zi{!m#fv7(B@|p(sZuz(J=0xaCa3>0LZ2NKT1<8|ti`|f_(ZlXN9Ku&grbTS;R-6NU
z#j$g85>DqNnVK~m*(E9Caus(7NQ0UCtr3?ics~IspDH2}w)o8b`))}kI(kNPV6M0;
zCL*&&XUmpQ9=cwlsomdv1^@*c$|od9Px&IuTfpjcFb_g3J!RV1xIW=s<82JfbUc;D
z%zXzAyv2ZOp5x(?6kRqkS}{=oQ&Y^b!OLdD;Aw+EuuY*`Aiz7q9KK`!?T=^hY((LX
zA*MQbzP1d6-DvJ8-8KaRMGv=@;nJco6z-!q3vapzW4+dlAMY5G3_7VFuNtc{NrSo^
zSZlh$1~ke{l*eN5DbpAreB53#>NA1+X*vP&=<XxBx(DQMM25(W8Kr=E{jg-kf*O#}
za96_navHNhDHI4Xh%*&O5CIwxT)uP2mj$ue7iUN^c%j2^SS(n&l#b&){o{`(m}EMd
zktOd+<UhV^IIlNgk|TVuVM7^5bFHYFOZd<iS#kMTFR<`Hn!7u8dBLsnt)46<|JFv<
z3Y-dbKM}VTifMq>e{Cs0pv`~pIRF0RKPOmY7Ljk?1U&?3XBb2MEqckiRww=mWf1iO

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_conv_50.png b/Documents/results/mnist_conv_50.png
new file mode 100644
index 0000000000000000000000000000000000000000..f5e073b8d485d026f27405ed54d8399c574f4f41
GIT binary patch
literal 29312
zcmeFZbySvL+a`Pi(yerdB3;tmC`w3&q<}O?NOvkNC0)`j-Q6l6EnU*xJ^S)`-uHRF
z?~hsQomn$$&6@ES!X4MOuf5MW&T}8f{-~rNi-|^p27|#cUp$vmhQZ){U@*8v6eREp
z_sHxj`0Ig##0ymv@W%tiI0XETYWG~r0S3c1g#Lre7tJ#VFY-G|YdWgfnmRfg+MB?v
z4IS;QY#pu4ji^4D*gKfp+E8(_f`6E)%p4u<1lZXA^#N8}`*&<X>0{_H7!~Y=l(?!(
z%Fdjti;CK^$N}$*na6XP^5}uTB(w(9KQT+=4&$025vr=%IckzQ6I9S6eDbTKVnsn<
z-N@j~pgoWrDMS0j3_sA;S4eejvH2M<Y41f$$^vEZSNWJK2Kk1l^J5{`-}5Q6?lybY
zd&v$%!Wz^8I8-z=G+92GRy$}oxVX5lJB?tE!7FI&7(P<q4_pvjR7gk&eH%OMA$S{+
z2uTe3JggJ;9K4HXKm_{;-iF6Opn|^aWB7mkm&cf`roSPg1;XppSefq>4x5nh+K_#Y
zi6Lzyk$Qk6mPNPT_3@F*YP9TdrX;c%7m1XNjL~A7uV$Sc^}xUYNu!%hs)#2E_&)fT
zt@-5h4CncrGbJ7xVn=5uX_ZY`(-GQ4sqVJgbm8{W-r-hJ*;Rc_!hXYcsY79rdXcoY
zHVFZ<CM@~K#MHP$QB@UQ<+~x%{HGQV#KU#rXbMk$@GdOwHSPy#m-Kw$csraei~Z$?
zsntRYxuWPT7Z!z3$oYbIYems!v`lup_uVn&_Z0q7bGH{SP+M+}UYc<w4W^whw)?+U
zR}YGciV|qvi__3+*L9u?oUv`4+n$_t-)|-o@u(X-nQwNVG@r&Sv7V{<BIwKtYcpV9
z990zUj!_grZPtrS(D$m3wp=d+17vGDfQJzqe9T`0Cc=%Ir;ysQF_Ik}8yg^>%#-P~
zJrS`^_v(w!N^j&!vTcib7s-Up#lh0W&GAr$_r2H2*7zXD?I2rgz_e9Q`u)v2tKU_d
z-~N=SGH&BjZ7&xVm3G{oFX-n@qEIX8>0y<qZy%-nF!i6dD%H4cPLx$uja6x;^gMa}
zH8<C2Buo0svv*jkjN>M3=^>@eLWr-%q?*otThg<#_Wa6unc9)A+Z#cC*!4(}@2*CZ
z+2ydCF#7Xn_-gI&)m3Am<L}Sd6JIHmy;M->VX2+<+nuS+_P)OxHsjhD&P2Go-S-w8
zxH%eRQ=-Sytg%WQv~RuM6QsvO^SC{otS;>w*U%3?+nrefv*eU?*Z(wqamf4bnRboU
z<`IeQ7INJ_g3HbnM;ICZ!xHUkKbdUtnHp;jw-Ym>a2c47M5Y*6qj(mbKYZK*HnVlw
zlbxhzZr;FjHfCzss<c_+nYETR_kiggf-7gZpYJIZjcc}g3B#sI1e~^1AJfrEl&ELF
zOkj0c3FoB>uuJlmKR$>DcWL#yRZ>+AXlfG5TYp9O$n-~2U<A1!_%JO82kvODyu-9N
zkJXfqWmz-9$jAr^Hnwa6tM0+~XG45x_ZKUXnM(9_S10Cqlj9Tbj!!m6hc_KzK7@KM
z?G>J;Lur_>zW)C9i^G+X8f%^Waf>ROITBi#Fgq<QTwRJ9$Q<s^z3+pu$ORUYEK3gy
zZ~U=ELQDqZmr5J=I>riADje1ozNZQjw%*?fwp=Wu=Y8vqr0j+4vGx9TpGfcnv&hYX
zWEd$gmgm)p`1#)4NUg2D<Hj&tk$OqTRK?p=y+->rxhk^}_|72A<3hdjd3QGTVohHS
zeNTMge@Omt3*Ps_@of5g9BpIjqR!t<p9Nu(BE|FvyojO8R4Y>N8yM)A)b|ee^MjX?
zmNvXRT5~yQM;>YQ_7=K1=!E&i#>Q$-W&$fm@^3eBb9ChL^J5g{i6rCq1D-+{DRhKF
z;kH5TxcRI5a5h&yx!hu$@l^^RZbe1Ka|MMU9QfL~52QS{^I_2AJXcigbzblc&P(?q
z(bCd#*)FL~iC?#&a5CASBqAr@{bE`<Z8u|GYj}OO>vFLaJW_3`adWj@27S=(WaG7L
zdcQw1_Hw+AjW~!Bf4(Oo0K<jc3S6+zLAY>q)6oSO%;D7A$fXFuy|z^6c~sc*moE`u
zkkKJyQ*?cO5fhb?5(aF+YN{OW-B8+E;A5#4s*wB<;&2%_u`nWzj-n%Q_eZcUuuvOZ
zw*`4=4`E&4!N^8GfByUcR^ha*-dhE}pQ&Ed4c3o*)b#roYCnJf?m%=xve8#`F(DBV
z1lU3cV&SL!PFt}sDn0L8r$Z22P+>;E-X&0|=e@42aVaQR<>chLzzRxhYJM5DY%W>&
z^CKA%R^fVV3Q`g<Z+uwS)_9R+u?~12*nw5JNnu%V9`IhlH(SkKw{8iSFdVrYWila`
zVe_ls)s~2`!(T7i_~l!-OB(|uGI4+%l{rzQVGwglfzW`~tjBiZ*39Q|QSNfJnTH5_
zfBb`2Fiy9{qh5(IF2dRv7|uQ_Y#GetLkX0_2_0Khm_*s6`<p#kO3%lz5S2Uye)+PN
z<^UX{ov8{M28RB_TD>wtSXZ%DWs08r;j(n^os`sFyGomsyqKXOH4G$GFqI2l*DNrq
zXU|5>ufSx%wdIr<)Y{Ckn+;R-E(oMz={7jF_s2XXAC(Cw3H<a4&ExKJJ;EHaSTr;=
zc8f9kvdJ7U6<`TFp->KM1H=1-ODjXg#Wl8K*;JtK^!oK{*eb);uV2b#+w0-MlwL%n
zJXUtDj@uJI3f_Q)6s`%wBIfMMxv5?7LXVRR1a}jZPZw}v48YN>wb3m(&hKC949*<g
z%oyE_N=o_!T!9=iS&_Sow|VwO8f7w*rMl5cNofA<i!L{tir(-rtNA8k7+Fb>zSpIR
zzut@DaSPms5B*qlY8IEfLosXKWQldao{v2MX%Qaw>C>ksM(;o0iRt6y9CxNh%-w+B
z;*gVvKYRC+Pu_O2G<8r&yUJ|I(QbFVh)`KYr2=?!Z&e(V1`Q9-1TIF?>1692J{U&N
z;Y#n}@sQ|BnfI+__*ye~bP%0oO-<?UPRqQhd3Xqb|91j2+ugX=piC8T>HyhUm*Q+!
zwHk|iysQD-kBXYQ{mF*&?(gx#rrKlYr~LfHV6NIAhjgBIMYjH3<*QfbTyM7ujFQjg
zAcL0qH)X1zGZIYJyZv>xj3LPJP-wuVq>LQNmVG;3sOE+3Z&6Kh{O3n!gVQz+c)i^p
zd8K+%Pf|f4LO<ap-gAJBl6?C5o<Dy4co8f>(dafFTA;?7knSx*p{@(Gz|drZAVn90
zs_%J<FB3twIkx|U6pCUPNC;45>FVlQ%uTjAdU0Fm4ovp_VjCQkr|6lOI#>H+Mw;E7
zZw`AYoeKBY?47&Ic!w^H?)Cx#0}VmOs@u#>K7e8Yn3nER-NqEw-!Nm!wlrb)2J5xi
zazg|P@0<6%N5CLIQF>j#d0)>g*n!K3k#M8&&b!bSt24odt}|{g2f0lK@W_PS@Eq2E
z1_D$8U}G@2oYDS#^Jx+r?hAku<-4GK`RJ*F0dUajczHQFzaOTZ6>ob}a@YU-$;!xp
zy?F5=K`j`}W4lp>!H*<vV149h=;$E-Z3qnI={9~K;<KZwv6}X4+;3_83HOcF?QG{`
z;<I-~+Y=>IHP)oxzI{6YF3O*F&hwZz;Op1NDWcx<IXUMCOPvwxo(wE3m;m>Pf+Xn&
z@RC4o-q){-9f9a|OF^WwHIC}dU!)6EmxD-c+HNk7-){_4H-S7pRb?Kt!u39sfCUCa
zL_|~=ES*o<RIr|*d-4Pk_<J|FU?gy0Ow&qY+m_4R$!$fcG!7`Gfut#^sYyiPaUj0>
z=TC!>_i`61^P4&x7@0pFn`U`i!FO;MI2iAO$Fa$HrsZVm#&qRV_0l&Vfn8?-JVYeq
za$xdfJ10S}1B4HD^Iu;F-8`+qY#3H(rsSUPOh1y#`DIQYQ(n%VVE0Qi2%8eCX#7)m
zD50RdH%J8;O7sT_tvB84gDE`LB#exVWY<WrS+FWlE<>jDSX6E)F2;EB<O$3NoshLo
zC_OC=3l?!c<)wByQKCa`QmkI2fe=4)9jLw_l9Q7|&&KAQ6#x0NUq}c_f}uso#*rNn
zQ5GEyn1yt&D+VYufz=k6LtR}@_wE5Pnf&e4>DD;<+un%o>;2Y9kU2q+ebD$}x8s}1
zpxyOu?Fz_QtvhazAq|P%3vrQP-rb$IN)|LV?SGUE!f218mSk<DsGhDee?+H{5&~A7
z6gXN?w^94i+F+(~0lWR`bJ=<k&#Ofc(4ZBIj*9XD$cmPhHoM1lf4UNxNxj%EF%68l
zsI2Ac+qMUom1S_#-pV17(9t}_Y>hI#i@WRn!?gr`qk&ikJ<QiC8gmU!oxoZSK?Fe`
z5<Vw0GBP@-ZN0^WkVJN*$fqC4yl;Vzmur`REWxf`qP<2mWA`(Kf2zTW$)@Gf^zoA?
z)NE|n`%TAKziX^RA-v?%wDGRZ2M*wHB-S@|J^;NfgAq8OuJ4&uYl9e!$)r&#wf-}8
z<eSOMlZ_Dsf>1=>Sv!Qi`gIEEU2$>oi{((ZsN`gKEtX$Wt1`6ufv=>-fvc$soeWFT
z@bha01O$NU3WdXNQLMsjgyyxL-X6Wi>(|tJE=!0bEuQYUWMs?_A3f?0BYu`LfI=P2
zR3L&8f@41grZ}kXmFS0^FK?$}K%{h6TQBTv8|xZnXP+M{yDF!7s+fic(zMU>7cX#0
z!ey$grj_4#-<~dm8MjLs0y&`@R0)CVMfflavWK}fh6aT#6DrMtQId79zOc9NI!H@P
zF9RTohl+|y!^fxTxHa~o>F#Q~!?e;>7~44rgP5kld4KP$9^{2Oj9Md}<nAWdV<`aO
z0<}vBShTBf0G`7Im4hEUNjLxnJT|lRGGRp24<A01dj34*`Sa&EAPAQ6xt-*X-YBN<
zQ3qj>GmcqQheSpa4hbEHO_du;mUOnEP<H_fW4=1sq?M46Aamj(!Z7LxK&9d4Rs%us
zV}3q;baXT|w3esW;!@lyD6e0#S%UJFrXi~w`+uZhb$J@)Rz7XT=Y1yxu97r%D+8+E
zzGu`AK&Aurl-;zmpv4{$Y<me<?ekZ!tadCwO+8}5=e$P-jAmwP+zb!H=M=mKC$=XB
z#uomD6kO*>20#X|jO4wCVqGvz?6c7p@ZR70`^PIP=LNLyj~4#c;$i;_YVk*7Q}_U_
zWVOAmfDy97+?qXzFydOV$<f|8$iJOD80h(1=!>Z7?U8L1A_-j&g%ZM1&$hN$>mZ4F
zzx`Y8m!ZJn;n&wpsbM>JchCP|qelq|kHbzaJpu^xP8a(h4FwpF&Kkq?R*CbOITC^a
zk2|kuiF#0dVf)X!(YugO@OWtVrG)jp(9IkJpCvLPq~uLB-gpe<85e~{e8BuL-l=Pr
z?>+f(D;S!C{KSXw^bCg{j1zbCj7K(Jaygckslv0}-D-CfWIGF|H1~f;X5nYW<C-aT
zs-z)2oA_$}hhoW@hup+nr8GJ*{N}*ln~k+GG72F#7Umh3sPF$F#9i{Z8lNkeKCnBh
z&6fMS1R|>1TbHrLx9`M#osX62ft#mxrZ)QIsb4#%ZVdeGgRCM_!?G*R>@>8u=5GA_
z=k$qnxM!=aQ1eyqblK2eL6^ZhC|ro^P-&~wY)aPG)ZATS<@}syTyV$^Q?4|rghR&a
z^Wx;-5YtYwTsP5=GnXT=PxYuM4w_Z))y`!Y@7BT8O8=#7FvGJr#xVVfkYZ0@ey%(8
zNN)NQ+B7HlReOEeh#00*^FUeojpATWSD)*&m6(LYk5ggK26L;TT-DrqPXb=|EaD3Q
z7rH^VrqQmoVS$CPwOnLPOad69b+R|71BIK|SiHj#S<3oYttOX>=W=onEvmIo_80Vb
zX6q{zPB}@!;eCM5I=PXLFHDq30H2jgV3m0MbTFM(rf;)_bu^Z1Rp8P{3$s2IzWS9)
zVQ8&Kbupzkp3#LJ_3v83EGJ9q-&MFY!nz@{l=#b=d4WW{3L%!IxHLTKC?)DB;WBq&
z;rLn3w$!DK3L<Xj@uL!wYqSE|A!Dl4X&%ZUYDEE>bxI-IWrQ?Oq(i=b?eUH*>*B<`
z)%w0ti-ShpM1EFrSgccvC3<`E2!sWH!TqL3`W}afHm$cGBG(jC1p+CA-4?;~bwibC
zI4LibA1?kR+p=3tvBTO1;+Qy0zY{fq;M3RF*XD<aUhZ~kLB?<Y;QjmedgDdq<v0Lx
zgXa$k3p?p=P~NSvMxc}boSMI~3=5Z;cUCS-$R1$Remr=Y^*uv8yf$t8(xSOp>#08T
zc001K_id43jY>wmxy613+j+^yM<z_Vj#XBOj119bs8~p)&FXh|3-<#AjZrvSJ*F|<
zMXF-!KkY?iBL~z4!)5g7GnM)bRXRF-dnsa$^{bxO>{VMl+1DG1U07kN2;<$aC=(5J
zy+KNnh84?YDvgoA?hhlq7eUXZ-M01i&leuhYrw<9Gq}Avh53YqVVrDFVuup4A;G4s
zctHEW=-1a5Uqn0`G@O>O#ty7_7Jmx*dS3gi8n53ylYqVZ32S!iZ{60R6DHTJ%r#H(
zI~aF!uT*H!oY)*aqAF6q_7+66NX$K>m^4}V-Kdd9Q>|%i@GN;vu~{!d@*U6Ms1Hf_
z_P3oS%&0soZW33~=_njxEPp?r4vCDnvi!SUs2QH_{LS^Py&6Wuw)1bjJqV63JOj_*
zW-HzzgW$i#WesBf7fus2Seq5kTaZXV)(u*5%~AfCDH&`8U?;`8C1;{RA?LEGp<!mE
zr9w5o9gNRI)9YpNysLI*)UDmwZjAS2?f3oG!L^*c>vy_a9U9xaKOkFOT57vI{)XSP
zFvFlU$W?uQalYVtd+n=`Duk^Gut53yY>)89NX2B#zMt`}!2x~t?d?CYljUnB3RJ}`
z3azLMDKO;Z7}sN>7Rm0Cj@><;#2@|<wvkKk*7(fC3H!6UN+lvPZ?5g(Ap}4k)OrKc
z-eFPQz~XRmU>JD}zz-{w&|Ak6n_|-0T3IZ(_R=TK7-hT5Y>EBFS%*mP_8#vRot8Ez
z+`WmHpl)q;zv|f=+{Mc`A-NJJkO(UMrM#{#c)gE^*w%@yQS%d@uu)Ix{b82XX=VDS
z>e}Dal#KXM$xM?4Z+i#q)wD|5D&Bq*iH_czY^`tU_0{Z2KCfd<?_O;NgS{FAP$DWZ
zar2@P*!sthAHy}X+a5il#YS6Ov;PvfH89A8ELCEg7==^c^xJ9%sp&G;YOXwe;JG|v
zu0qL9t?~kAi?;2xz@@vEL?8Bt<R7>0fBuft<B|fMS}_j^Q7uT|I=f0Wh(8&V&t>@b
zi=(=wiEx<A^p(0g-FlHag7pl1w(Q_U-FkXLo+~ZQn@-&qFV=|M)QhgEm6NvJzjG$s
zQ@CGiy>fDpMrs48otl?-(p=ldhLwhvHgntp;KvN*g4uZU@xr*?%ffMseEwOtY`K>)
z;wJZAR9s`#ts#2)u1Rf#Ccl1Jlt$)Z?OvY`ZgM;Ml)g+1ME9(nm!UoAdUU6&{=VX-
zjg=vKCH2x>5E0nq!rM^kpR}w$xo36jsC3qu38>hHs=G_v(i@kJv~t}B=K|5iCQI7_
zP}@@Yzr8Zba(H*AC>nRIuANk@DD@zPYyG^gV62uu{_sq=bhq-$*50RPlvSuSD{H;m
z`f>&px`eE6>>5zMf}W$M<K~8C<@9i=t{`Y9MHBjRy+0c^;TpK3=GJvmU*P1{b)6U{
z{Q4@9#$U&C!hA_$v80y7RO^iCn#2f<HnH#dV#~Epq{wH(d9U=zZ=BPu3OVo%j?r*?
z8?UFc2*`FWEwrx9$IIDWpD<JDtkBT<YE`a|e|z?Bz?Ju`WjxBHj*>V0{EG(Mb(+Q5
z&U7Vd<HKqO&_o5k78MiY|Kw#n6)i0SfO4QX0s#?1z)*j51+<-DFi`2^vbElDhRM(Z
zP*VX~VoirVq?%P`xB?$`P+%Z*c0n~{SC<s%7z&-wI!x8tQpU6DezJ3>^=UBVOgsQx
zaig9vVk=@R&=nOs-)rlS5mQ$;Y0XL#_9fJhrNnDtREYr|dOjcH-w_nRC;D!`$!qyR
zR1B?-{+0?I6MEgf*J2RqR;@yGboJ!4#$dzsUeJt!hIXP>rEzEy4yQ{hA2ovNhZ-wu
zbhOXNJ(cfF%9-e+Jims?5W}jq`R@<xT-n3J<JOo7>Qk$=iLvtJ5$+DL7Y}>a&VK%g
zW8vUQw(4%&Vl<c+TAa`^xug(I>iN%Eo0@dFv7uw}0s9B-r<3~ooSvX%bOBna95%Cj
zDPV5^yz$=c2WX^!lnlno1Pyi<P!X_$H}fXh^qPo(JqXy_+ef9PMS!kPI><u@4SF|7
zBXuO#Kaogz2W(3}eoVWTCKsgh-XAOQGP%1zxL8DRT`V3Fa8-Gy&oVf(j!+Udz2o6z
zrI*I+aMxsYiX%Y*EAr-SY|Mv`y4^G~GQNz$nO-P$wxtqjIf{R)U2;F!$Z=K@#5@|i
zWuFso-Y4jLa547^-aw_BoSxm~O6hm4;s>k9Fvo@Z`ma(HvvAW58tI&Yfo<>7$GwRj
z*lz6<nIMu}2jYzfixh}FmU~~}d<-V`T1WmoCj8@j^5w4;b_-d50($qEPH1pw^b0mE
zrhO5TClDFt56);vKGc0Mt?XAROY2Czb*`Llyfo+9L(m;>&CZ_FN1Rc8zd&Q5HwCYW
zeS`Ggq-bz=nB>|oc2KJ<Xvc0Yc3QE2V$41vec$!Vr>(546ok}9I}KqfU4}Z_*ADF~
zya)!(cE}C(t`31^w`WqKx2n@}W;}yln!1hfiHUo?7e$K1`sRHm+yvCC=CX>;Ipz1e
zyO^G_a+50G0OWiXwvCA6ONVpDVsYnkV+t!K+!NC%Z8&>pv4gJ6Dl5r4IJrY8H%72G
zFxZ@&uD#nbUb<C9z>+j{Jvx<i+#>Dk+iQCU_w{9xwvYJ^LI`iIWRaUYP0qKoh}{;(
z6($j#_(<OP?qvW<b?XL)64sh<ahF8K)G(dTI8I8<FfWFtqpmqXD;-J9B1$K5d~GbU
z?2iiN{47>@?Nf<VUUl;V%km<M12nWIohk|H-jpJiS;P$-{hvw8qEC|>x7X#~Jhe~~
zLVSa*A@Rswm(?-fme@7|dwwjBS|Xzvd-3kp9%nS^3dR^`=0@3r`8u7E^yS8~0Y*e%
zrY5aqYA(x3Hl4&mRwaO~3+v<KIqni_nm&tE52OPn3G?jS0hD$hjJF9AGq;#&*VwAm
zbGpncH0N)*S-0w=+T8s{Vi6^vpCWfSF2LQ*iMcAr=QT-)U?9wOPM)7>Yw`!><!OE-
z@9`o2^<imwTToFawpd<YuwIve?0XWL?6|nz#@u0Jt>$GBp*rm|vbMm{z+t9k1G8!3
zD~~4_t~?uro=B4MsBYFY82GRAaT0!gff+C+tgE@7M2!{(G%D#<+c_`MJL;&@@?2|l
zX**<&63`avkkY3WuCx~ySR(_g4ZkX$T+{opYV$q2;l_a{4jOb*Vk8@U0-Hk4g+;1|
z8l|F1gCiWBB2sCK_SxiA4W?$3W`u_=XFu)_K}T3mcu|vib+@wXU{aS<hOXfLng8JM
zY~(^q8>r%bcp_U^AQ1EZ7W>BSVYaW|glWRo`mye&6NP|Im40lv_p8M5j_OI0W-#`O
zcKnLGZWE(QuYXbhs_QGkTVE@pJ7+Y)FgcWD7@iyzbJdYLHZnGxIAh+7h!iruB%xIR
zmfHsNbO<>IPJ@3ku6qmTY~Y8NXG3re4A#ikHTkwwCAOMJXXzHdxfav!PnuHtV|*v|
zj`z|l^ZT5|zlrS2>)I;pn2Vf|j`MVhSX8RTk8B!?#vIvSViV)S3Eejp5AL@jprXcY
z(*$@}D_})^hM)BkJoqVi6sn;bYsJW$yvFm(!q<I2PJFv^$hgwOrS3+wG(T!axdh3k
z>2>^cxp--$I#cb(Zkl~wA~NQEe6wnJ_w#|tpn$&fX$z<3>64M{qiSmEJ=^Ex_)i9>
zZC#()KR(#0^t!HD_>U=+H$*N}M3Bs$8~AS2S;390WY0rsxN9_QZcGv@J|M6lH?UvA
z1Y<XUC?yUj*STV#Zh>ROBy0AO;!^{efrX{+;dt#KBeF(xY?zS_{R#fau!dBpK}3Ma
z47_Ji8aoChLbEuWzg`A?-ZvA4dHtPV0z~LO*}bfu2FQ{*@J4ZjI6Bb?x@M@3lOKF-
zwn@5b(EJp1L#7O9jr_w=lz%hwP8_ZrWf)dpox|qFYW&OK3)qsnnlJMNoE3sT7BdeG
znvcqe=+B6*ulBd~QeM+NpKx^b96zUHDEL--);nGKt#o>tlh3^R=MXxzzvBCf6x$Cq
z#bkcX9sj`vusyw8UF&BzYGrvjzHZIq$^iQ3pyAY3yD(sYN1{!fJ1}6p*xv{9x>bvy
zqafL8Aah4SF!q@+dsFLwTgVmjVxo8SL%HVaou>L9SCM(<K}wSyYURv)W*u$DYX`@D
zR{xR_`h}Uk=NY#8t<{UXfh*2$-@=N6d**$&X4)1b3EB>nNCogH#bTdO_GA#HU?@ty
zFZgwsSUR=$J1d?r25q-eg}Rh{HDA&C_yyZhJ40d;*01R3qxX9$>;6Xe-<o_aRaI}b
zHMXWketj4T3FRQq)aa4af5@oVUpOPSV9ST0;}xifi|rrc`{IG%WUmDxvwDVm?Er%J
z3kEKFf7Uu!g#e->?^p53r>G4%Wi)5sZ8m<J<B}?e5Qs}3u^fDu3k_YX`4|$lu*Y_O
z`;5edkKd`V-x|3U`Bw<aesb67udNTQ67C22SJ+mq=H-nU#;vo>(&$>U*A8c{adG{w
z)n;(3e+FFDbR%%=DWaq8lYi^D7m8r_-F~YhA`;SUu?64|SZmz&BMMeUQbs(`J?DJj
ziY8%NnNp^{efQATy%`^k_}A=@UaNSMD(!OwAve;xCRCfVnLgFBP){$O<P>D8h2TQ*
zLW>MelC}M%rEhv?n`fN(_(#I(^s8s(2?bZ|iHz%`S<-9nnofFaYn(8IpV`S8o>OI4
z@T}xig|l71OTS9hys@aZug4s_Y^;b}kcWeU=pU@rP#Z2aHpk~S?<D13m@Eq5#s`hQ
zi;KAPoR3AFuE&gFoR?BIH>neRl=MluUF9{00gmadIce1>9d%U}OvZ_f(T@wICYE;K
ztE{;l-hiG?z%(iHxIj9$N{#rXl&~V{#0SQ$jn|jqU>kA>d11%uk}mh_Sea9f+*3J+
z#)!UJDSqv}lRxxC_9esH4HCAW{HTXM-9$~4XUc^}HV^5BkgzAGh@8-><qRVdiV-UN
zXsW?EN<YnPbii>;)}XFAVRk%}yR5e^e9IIr{3TUn_l}WRzuEh#LLY)I=#Dm!3&p>9
z8PmEyqcJU7U=hOatWXobw$^`T!Sz$Tz(SLR|KY{a%S(6TuiNGga0ou~$*aOkg)Q@U
zjpK|9D<_WA%T9+`7_^LWDf$VlM~ls#jW_xQBzrr@?1{#U?8&K}5^B|P$I^WT+C4_m
z`@59hE+QsV4b>hkxdI6ZgX>%*T6tSbU0#eTD3=tC=&B|rNB1-$dNxB_Lo+(4y9r-s
z5DZS)<I>p%f9og}B~(nWCXm54rYerMatkvD6YjBF1gcj;ISE2Bj&X61j_Z8|yr021
zVG}Rk?uxZEX&Qk}PUqna`_)bI1`QUi)E5Kw{P$APpN1ahF8f9re=06{wR&egETk)0
z=k7#3pzn!peR6Gp@)9XljnVp12n)Y|ah;>t9S7p?O+}X!#mlC^jp}~nJWNY;{^{wX
zP97Hd_=2A^*efqfm?Q{;m8~&AjvP*ALP*P$LT~1H;HLAE$WOZy1$&TFqi;dd4=xT3
z4W;V=;lSO8cEk{Tw+*==vApjIgz8dBxTIE6A-|U2P}*vbZMiiJ&3U%Q%DEowOufF-
zYgX&Gh;ve+XRK8`%`mnVE}u3|-9?_=I`01wHzY0HU#`>~*8f;X2sSN;i?^!X<JEu_
zmDzC@sZt%*y{zkVn7h_bk-yVkAmTef5g~M10&h%Jt8LO+vSsqSCJv61zK@$8F3!aL
zthlK;_|~&Zn@OkT*Ql><<LU=HLi>QIJTaY`SVL~spH5n?uAKDrc$|EXAJ?UE3VG{I
z@UxX2-B0Qcs#xnQH<=4hY_GXb)>qE<79Fn<65A@&UKpi%OxMp4nl!ma-VR?T!$qyY
zcwT}w+>qh*`a3nWz#Gb|TW77(n)?Ltsi65U0T1!0G`cb|NX(@9f5lyM;KblyxegTd
zaMlF2VcTX36~cO%`{`NK+DwtYe_{{WP;$f&K^XirJ-nVC{F;27><%VY;PbjfGUX1(
zk;#;{F6h#%^$UyWtcCWaWU$Y4rO8DRiG4@Ms_*u9;>AvEONz~DFM-Z^0TtcLoT4|6
z9#Sc!%7`cPZLqKyw>6I0=M6n#52*2<CxVwWgdYe<hT9B)4X`0%#}O#OsL{}k{LyeI
zJ>cF`6K1IB1+d;bZ{S^qSQCEwvM3>ih%bql?0_@yGd|Dg#Epu+#r{t1`q`#qTQn_a
z%Icp6Y*l3Jfyv+3BK7Dm=^h=dL>~FXr?WZt73OU^3b<;&TWI-x%}6e+?Oyb2bF_Ns
z>C@h0kDU^Yv)it@5BYU?-~9b%7cM3#jCWgS)Pz|~_pftQ2NwMO=W2zf*Wb1}zd5B+
zeNBB{QO9?Ax8+!Ba^j{nxoA*NUWlBtV?|su?<#8(ob%EIr^0z+|ChAa3lc6AB5pY^
zgE5{z(T&#>dY;uyL&>~(#c=}zDu;V5d{q{RVU%pGDNpDc(iOKSIG@*8K0Oc3r=Jwq
zKK-fxU?}Cix5M&u<=W=e?X|A$Ftd~iW&7ucm#u3y{N#cILtm4SFq==bd`I)<*n0K!
z+Z=Q~sui5H)Fop%h*m{rzvXPZBiBVVD2jB#rZC1&S@9_v+o!GCl5J^bm3_+Z`cYV3
zw<*ItKn$i9V#fRQ?A>axu#!XKbfxd{dZsyHFohu+9^r~IF_q98IO&gACV3IGW2XKi
z6t4;kP=1M74oDm%t_(k}J>#P!6J^~d-!~PJ=z}S#K9-dB@K|fF*`lS9s1cdgdAvi5
zsIh<kRk=OMQY<<|B2zllC={tX!7Cn5>-EDz$wV{%Z#zQt--?wO5LMAgV<jSSED3%y
zApT}j5LeTK#c7G<luKl@Q>$u4C`l7neX=)ujfD9r^YxdE8q|RNVkJ~`JbV}<EVkov
zY`Q>OAyryt;FOKtZsGSMVg?<3xtEr<sRKjjWceMPOtMycAj%CiFD?#viA+!1Hwb@G
zO_h}nEPfe`#aXVQ+GjG|nb7|jn_yCpNpNU=U1Pp9dn-Fb49R!96rtrpf&zt>#`u<n
z;8IUY7J+vGqga;-dst29Phnba<@vi$AKx#e7ZiW@^v*5Z{$tG~-y1Ps{Y~WT%ewl+
zhM88LddVy@c8>DT>?*vvb&AE(Mxpay&n<@Oye^gezVERn$e5q!o(k!HiB8gXCjzbI
znxkp|ukBQ|8g315BBpodkY_`1kD3b#e)=Qzvr?zUbDKpKH|9A-MwB+8)wTE*)hw#7
zbv$b=jj0{9=;J&qO6A}3@?U0HbTccaTW!EdP*#2L-MbU1;vUv9aQr&!qi>c531_;p
zky2L<v9welcIlRQ!Pl=xKJWGy;Oq9OY%2S0|4=B5YJEFa0?deyj1Oxv4Cn*u9GeS#
z;NcmIP&4Cc0xTY=a*UJ?;!3b)=RX(88{tdWu1YBDWZ<(bN5VHHW%TP*qV_W&5YI11
z%#?VL*^%X=g$o}lk0@5>l`jbwU}0iVp$Svr_p>&AkPY9ChVC~m7tkd`&But>{w{*H
zt_g>l1V0vSNf}!<ik`KU-)?$P75k~rEEWfc{RWc1I7P;8>bk$5@pd=&WZ${*sm0}8
z{q~JD&mi{fj19s>Spr<=9h~lKYX9c|;w$aX)E=FDy*<gi-Cs0VOwjjvmli$q-OJb4
zb2f3q?A()kw?t02QJv!Z4!Pc3AeEx0NYPO5{CZ_>baT-MmlDOqLS%PEr<PemwZhWL
zDC#4>M`diuWzyC&?WFTIOl`-!qYYkdt}5#d7}G1}lqcsRTYG2@-lZxk49`sDOnlBP
z#yl4m84Qrx+{~lMH@xp-$c=Ydgb2{B@CiJ=eMj@GL1f8hMtMk(&ng_-;rB~|Y56Vl
z^KH}ikJefnN>`*bfw+vChW-zqpvXqhq3+IT<GepJ_(5K<dz-c8@FaB{&9EZlt3)`}
zOMXVxQtGEu7Jg4O{mZEy;mu>bSJK<#U`DM*QjbA2jYGmm<Ni)VL>G|pCjT|-7=2|>
z##mtxe-&b}3Eflxyt)Z{@h2+Hz=u4fs|zen<&1t*XrUPuc!LCjYKRiq{<yyz(K`fc
zr8QM?XtW<tGb^L2{d6Vn%E~tJrn<g<zY#?S8~2L)s?E|l)*Z^}F_gwK_#<hJBpxGZ
zp!}=S*!`k*f=)`E;G8qRZ$>7TY4wlZWPh&3WX=|puhp2v9*aKv$Ujd`hvgC~7sgI`
zgfN|gBZ8)6x0QPcx5rcm#@0gpBiaAL5&s>r`zykO{->-l=wWRY+4icDTko#?RF5zQ
z165?Y2q~m-n9J!U4g4R<P2m_9`5-dB!LSVFnW#)dNbn32`=RkmO|?%wvqR!?Nc%K4
z{gz8NndgG`R1rnH5s7-jJ{C!~EepeUz|?m_`9TaL-k%EW>|5LWr;0;8y^Uw)1O2|$
zFM081FJY|T?@=zLE#9EK3=qdfmvnt_^r^Z}r8=lZ5@}%QPrLRTq)b%A!awS8d5x+8
z@%jO*mXt=Jii7Q;<1$@zfs(u*_>6*cCG!xnXsncOe#4NZ^=q)k)Dy0d`Wwvp{I#q}
z+yuvXqb924w>?@rkW?3}$5DLSo+b^K{7fR(_ox|%L!bh!BCbBHDu<`#?zP(tH5pW7
z0we*|`p8RG@n~!DRP=uS!*mQN&XMZkq@_~rD??QE%S1=qs5od(VBI;7O2w>P39yjQ
z#r7Q$v+nrluU}7#=I<as)K5EVIPujz{YfI;fe}jcz_mg*)06H|0XC-J-FE8m&=+ja
zOp>7T#~YdcnamhhG?*BLd~Y^}v1u5!u~a?G$pleIQ}&eKZ(b5Sb*7z2Le`bycl>R%
z5fwc3xpG)K3Flgl&M5di;q5n`vEUCX4e6!`-cvjb8oxf6m5TS1`Zh%(6(V5_WB7o5
z=U;dqs1%*Yr|OL<jh;pXy?BJG61BZaU7hp5LWTNOOkU;;HbrUQ@dyLkp)uVjcWnDv
zQ)afwpoNKB-&qH`SbAE+@Q?n~`b!)08aj0<1*=-WrikEDS!A&SKj#OPDn2w?i5=ct
zeJ4ANMImO<HSsC8ov_42W6SHOXY9>a2C`OCQmAmb!cy%N>+Qu(%uKtWI^z1MgjAn4
zk59nlm@8_aeF7)&0lj`lMX!b-v2H4xbC&qXYIuLpZ>b5@P31Ahu(+)fA5wW)xD4$x
zQ>!qapPw;xLvR~vEV|C*gIM)~8bJt}!<}1(3xJ0^cgPYjKUr~p1T|yA8xY3rnQ&&h
z`uXlxE!n@&Qdb$W-Y(*qJPE;Mkm`s`7k7=jcDG4lky~Bw#N9io=h-+<52l{M@N|8Q
zL4$Njh-VZ0%Hb)aT+QsJW1Q$N_VvQJ>}#-Ze#DI=7J)D&q)XCTmg^f4r|*p@U#7b8
zVYhesNa;Z^JsAL9^6&yW94ETSw7s8^ZUw~3G&&5PCzQA#5nqJ$Y@w^en{6wT=O~-@
z6lRvXwN*wszXY58;gN9V{Dn*ERPbncRU5EdUwa}M#jfc`qKh6aNblqxWy&&tl6oMQ
zDJ}h+Pc>elP1Hg}9`E5Y*rP`lOjU@m>Zp_lSNVaAVDQYSqVHMNmHt2`+Xkk8)}s?d
zmdvsczj-oDNol+zmgw@S*l&u9wFP3^mT-goQ=b^w@|9!)B;vk=gw%|%wnIZ&@bCpR
zlu|MbANkqe)lmCk^xK)BT4tS~5+5SHT0MEIqG4s0i4wJupmydq3A(P;W22WtH0rLn
z4PTWuN;e<qHvM{!%mt_pXw2XmDI+Lkg6fyfN;nzYL=jUS!j6QIH0sD3e&HdQJOfOo
z{;XMRmkT&!jZe!h!gp$rpZKi4#D>1?2o1n#5-wFxBP}T$A`Kvxv!H!Bu}#FuE(-gR
zP=cIQG~1L4#+pxpg`k2R?nQhVCj?{0#f?tqx;kt`H9$9T;4zD8DiA{Uc>+ie0tPUv
zJy6cD>4D4BuvHX*ul|>{4rIvX1(nl$!_R;M;t~(RKt=sj-InfAhB`t)LEBhC(>N)3
zL$}6sH1_0d#+DWk4@tt2h>3}(sx1?Gzv1KKL!@<OW#x<!v*98QwqpI(`GT-<i*9I>
z1kj!&i^d@`7TBq$N%~$AT?_3v!=LRUfK8h&sY{1@FMiLNnx0Z>a1(BoA2hJiH}ww_
z6BEC1TM~e+8-KlKH$$*>+BZ1ppyLHd!<yfWQ2_%d0PH<1LHpq3&a=MF?&ksn-;;T<
z_gk)63E1?)00)&EA~ph+Q;>8h0r!}NE9lV2xB9_T@e`w<Bd9W7K4U;-C-J>JHsJ>|
zmnEPaLN~g)rX?eTbalEN49IE-Fe@HXu>Zqh{_F9pbdk9n4+#nQG|w|Fh(N?)z1kN&
zY*DRQVT1@<gc!|Wa};a=ZB@L2h;X?0_=wpfAz<s{syM3>>_U%Zn}q6Xe%U^L@<hy#
z`e6E96E-`Ln~-1bUd)AYT@r{@PKV7kI==<9#|U$|oQL4yx&c*qwx!3IQ#^ZwPkz**
zdaA{<ab@4Kv>t4t*mMC7Cmihhe7_gW@F7H}!?t`adwKb7NWa?2ZrBV~sTEHP9;`5%
z&KozR-N0wu0wD6H(UXe{7cvo#sa;FJBM-VfUVnSA*bYck?LFb7hnMT=ofg#s1K@GV
z0|Nt}%gYDK<@kY>1oDQk>%GRIx4M9V4@lB0`yCw}Zl$Tn92`e}kw^CDEIw;%V$VaE
zWr5GC%F4GO9@s;SLO^7du&`hR+$Q$-%Ti&Kq7(y+oq5ID)oAG+N2nsVCn{iX4tX%1
zrIXaQ$rteIT~qdF>m9)Kt+{|L{i}C~zkaQbx3~!_-C{K3*t<=Zej@{B@|v9c5=KNy
z3NeCbXW!&)*4NjYf&J2%$qh$=V%<gpKpy0C_=AB(DH3*YU<dg2?XUlA=B4)l{y(Hx
zH~|zzh%S1t8lz~mH(O7!&H1(m1LzofSHRs{wEDMV<@m>5s^Z!G3EMe-S3Qva?q}a-
zVj>wfBqd^f8Ka0pO-;QqnuiT|UmFnZz5M-(%p1?saqbrN?2!zh8!6Xh)~qze1e~xX
zm(r@Lu>xrvm?|T_755u0ppwBQCf+<bNEY|^kq-6IYhFd9^uD3?&dnR#Bt!mt3ze9C
z1QZzX0!Tt|b+#LNcYFP|-4BtTfdNu0z`@@3go!8fSd*1F3p(#fsjCzG8Xb*}iwm5t
zeAj7OY52R!Ji>L}ZM($faxGy5?7}+k&yxcxb~oU49kwB0a}5YIaGT+<+fnU5kN|5Y
zGR_RYnEyIEV{-ct2wP~MK1JT#+ywfJ=9P{ph>=?TCoUo3EpR_R*Q3Wk3B=)XVaKfB
zLIxxk5uAX6+5tIxFQqq`tE($uzqQdu3i$!PWlQ^HnT*_%U^i-Di|G~wphuxbCJV*4
z%ca9c;uAPXsztN#f4O7}EWm$Jre@9qcd%Q#AY*UO3FxVuoSfyBldO>@OpJ`|?|zbf
z{rXi5m?2=1LM!;PzPOlq*8Bc8<l{$QpwJph6FvkEec`|jB?}VWN)#W6=LxvzkhVtH
z{S5jd5swwo(b3Utd^*1a9Yjk8QFIA#(p^qQWZ(CaI~xG@bOa|Mn_gF&F9Kk3h5=si
z-}eE@8_1YKgS1(|!e+^2;z)$_luB8HAr6=6i!y`#VVFVXbkvtGAwa=m2q;dhYmXj2
z1p6jK5c4s@oK`j>0BAEl;WNQtfC}3SWMKhdi&^(W^ZzHV4yIv4`GSn1HCY@z14ys-
z<{CL1H<Wt0{>7-V(SOUC2$E7tu6eaKkeJOKo&#M?V2kJVGEkt&ym>?BcD@&mEppK&
z$|MffU@U;^5@yCuWKgXQSn~T^!XhFR{QUej`p*Ej>U+8<C1C0J170|YoChFO(h3UB
zy#51N?2u?>q(J4V2l(4%r=pkL^~ji6r{??LXbDE0N&zk|^+P@e+b7}eQb*v%SivKp
z6@X+1A0It6y16)1Vr0^oG_72M)M89!O@2VUwz3pV*&~T98~~_XLn|JDg&PX!puIr!
zR6(sC3>L00FUbQI79I{lw1kaK>F5cFgjE*f1G|=v0^~rU7y9}0!xVl8q+o1H85b8m
z0mqF+`q2g_OTgUyvFQXD>)jw$2v3**o&w;5MfBD?tZ!AALL&{&?niEmioyZW5*ef#
z$5)lpR#SEFX-iwKwn+4gK$g#yC)H#o0OW5ZNGv793+TOoW7bu01F{kj&aJ-p0>T17
z0abudPu3s0{0gSU@bBMWg^>#qcwV1L-{0L<7_`F!agqUedYBK#+a4%r{uSyOfJX&P
za0xdz0YI8(cR#ZN{H|BYJU=*wo~C;|oP6Vespq<e4-v)z03n?BzV~dpzq=0q76FYN
zGe_$|8=&cnmrbsKHIh|Ozygu60tjw;1E~R>(`jo#Lr*UPF!Pte$^o@lFW^*HcwE{`
z$;t{2K$J3wZ3jd_zWfe<GQe0h%MIXwwX`7Vi$c#5G{)QmXI01-0XVR)k2_bKpKTyO
zLQ<)g?*D~?QZIBLKzKfxEQYkI`4l$<Fu@NyfJE3z0hr`suCDd11d`AooK|aLb?=5K
zzUJgmKYR8F==3_EKnxc9((*m@fz>Cih;1h)j!<%5A4=~9bm@?t9jiC)yVXGRi2P?L
z9lKd?zfAfOlw~n*yl|f@DdFrj9V-;;HUCwLKsuH&6-8<e4qPY&efUt*S|kQtS?xj?
zb_c|TE<n#Q0?Z8Z7e(PyJcSfKUrbV-MUZ%iIE(`R<I@i=EqjjFhkAiLDFC><0i>ur
zZ@mu(%x%en*hGMt&LGN3bV|xj86%i$+-OoT2@t%aa9M<d1a&1kwI6ioSXr@vX7E%4
zABtstn1MJFTpyk!6?Jq-06AQ{85a#F=eLR?Xma!x4`(7hVWL+XwBTWWn_K}YK!w#b
zr#DMH^j(XkS{R@?zv=4fX?PVG8rli`aJj4-(hR?50TT|QW+;GKjjt5t<T`-o+*WG>
zd!Q){T!1$Kkpzp3Z;{gz*fj{Uhm%Hs*NFg(7<exmonl%TVCMs91xRy7Kz-q|{P8I}
zz#;#-wV{EY$DuStu7L>letxS)0DJ<^>=gMcVh-=y?`(r4ECBEY|09G$ZZ_1-O|K`T
z03z4T!NqPbfmq|uRKaW@bGg&Q0OQ7W?Jt8nh!nkRgTfxj;vH5zg2KGscOKrXNzgM3
z9q7Pjfn(b=?(#sQL?~25QV2tONfc_kaW#!g%L-_1Rnc2@5rqIm5;`4Ixd5D?%n`G4
z(;p-$g3efwAY#sWVfWvr3Zxomz`{d<;o#u~eEY^35FGp#2ob*U+NQM<K((P%HMlVb
zI=aKjwdGs`H!zVUm!Agg7yo&;Q#dkq16YmiLIfn#0k-i4NWQ#oPc<Ng84<gI&%a#<
z2x&w<g@(exARRCG0g_+=I{!xv7-YoUG_4QBfciufu#C*j&0(vXi%>wN422diOW^1w
zr5FH_$u<qBAeWu=?)=liKHxrwCgN!Ih4+s%XsTFa7T_0OvNZ?frMaQ$d*5<@tE_yj
zskw0iN@$v_9>{nABHCGKrG(^XkiY`eC>bDW0zIJ&_<2jH6)31k`}_NW92cVIf(H|d
zFUijbY&(Z2py3Ud`CI7#ax2AP>(y2f5a|N8s9fr{G?=fk*^6DqMPNhMR(k);)j&)n
zY;0_706-y>t0RD-v#yRW;Rq<jx<K*-N-s((Zf^Vq&vWv<x)rP&fa*5p8f#UifsoT1
z)KDK+{P3ZnGo=Fg0tukU_4oCO0j+Jh%b^j>=ZC4Jkr54@d{V&XXkKHiB0zMIHU;$&
z9baxZ5Mu)79He1+#RNEYY8twMkOB>e#UDbk76kUPZ8c5Jko^44085Mi-~!MCd<{f(
z6K^rW9Oq~LHP|-b#1j`cK&sK46#3624$SPoo5an32cSN(126+BmRvS-5-dtW`;Gnj
zjqPuKw1h#EMRv&o({rA4VjTr?wH4>0@vU(WAV&j&u;rDN)ZE_Q-W3q^|CQE(C{;#I
z4h>-W5TM4GHBU_UJR^omPiU(2#t~qDK=Oqo!`nxY@ybUpu)^279A=Hu0zJ+4WSK0O
zwgVvYzP7A@`2Zbh7EoV-+DZEPa}-D)1VSbVX+`dPv;0Cpx_tqPjyKw9mj7OI+-W01
z_Skx;gKhv6;e%D69Kr=9M&I}ET>#iLCn;K4F@y5K-oYXDuOba7e{J-$M>oqq>}tm*
zB+!bAQUWClpg#+MJP(6SHM{cy^ai;wzuwzwZAkVCK`)@wV~iUxX#v^UqWX7{+g}e+
z^Rk3Hc?__QYy{b1g9jKjL_7!7a)I1wD;}%aI$RJwoWje-&A7})b1|6-&?kzu{DF)U
z2D7PKLV^^&fB>1k0!f=^fgBO~W##~?1RZk@bkG-l5s*{v2qdTk1xbP0i4mB{HdopI
zBpASift=tAsPKF&w9L#H92^|1qmb*Ca)Fo&Di`2A`62_~ec%ud0FIh4*UOd(_tPuu
z1rp52loYbBd3kSvr$wMk{!A0z-dI3}t*xzn0Z3ONP3R-27%?bC$OaSGWE~wHZ#BZe
zb@LOCXZU>H{Y-g(rBk3PkvBTNnH8EFv4R4H7*Qdw>k346Aga}`q=S6Q?O;ZlD(0zT
zkLdlSV!|e1OaBpehK5HH4WdXAw<S9OObMG1lmUGCYwtU4(BZ+w9q+J(V;2=&*wyp_
z*omD8<KJE{2XZwC%nzObpv{kD{P#XV>$Ra`oX?(dfZ}@N)a{@8R<K||??(qtVOadP
zpiBwU=9gD=kZ=$>HUJI=LJ<U9A-TZ6^3Z!&(XZ`O(AWUT==?m31g{qtJdlN#%gxza
z^u+>|Jg`+W44^KkvwKg#kf{0ih`@#Jw7LF1K$|V0FO-`_?{6vxPXI662&9*PdkQ;H
zHQ4n24elV9uK(Nc@X-)~1nEsKX}FALiTb|=1Orl51E8><WZ2OvQHP}VlX~tY{~7+l
zJVR|B5I{z9UJ_z}y;fMc^$ZUPH9!(Ftse?{WHedY7bS@0I<+=@c8f4bySBQvmYJWA
z0`N;az^k{_&%uXijwJlU5K#I!oJFp8o-yk-;I)F8!XLqo`u8;+wgGZZs3ZqEuY(>^
z+eJvU=Y4;z@6GlXL<k+cq-+EB<pDsDW`iRG0RQiSR<F&N({T59^~OX=vM9j|D2C`A
zxuOHg^ZX}P-3B1qLx51`&vem9kT5RYIG|5BCVI@n*V)Voyh;-yjubv40;eRbZcqOO
zX2O?Eh;~37P0z?EkuKsH6&>vh8djYkgZ}4tDPYJLL_VOlflW_OL#KU!o>MxAC~!Q<
z0F7DMxjW-PPi?`6$%*kjnpU>laZ?$p=Yf#44v?J>!C?@W?iF6WgMGkmlPD=#NezgI
zU>m=3(DmGRxgpK&1vnjI6esj=0gp{$MYX|%+bRyc5^@J#C3HxghRaR<SAq0jt!@qf
zXAWWcuaw3riJ<Dq(r@(wz9|M!9Hg>=3YmqXzxCh-kfOY)w|@e;nB@dB)T?TCJMAbp
z?2JlCSg*PHp7^Z7xc?!ub`=UZBI2(KQ*f^i0rXj%VlTlIaTs<yxB;lP8&r%+uV4E@
zFaxxvFsrqp6%LmGCk2G-e*6v6cm^1QW|IpCtj)9%!qzc#@*SZ3(j9mTq}O2Ox<Sq(
z8wL7m)Drbjd?xie-5|X(SukR+n?qR)3ZbbYH+%vD8b(I6p8JLQ=3r^HJ$KkWmVYNk
zpS&0=8oXZyol*YtfwQ12I@yw%NxXjhybSurSG6=>2_`tW*$UQb-u_`Z{`^~9MLA+p
zwaNZrSJUDI+}DQ>h{gU0d)sL?zEB<Wg_{KD?`(fOEp;wA)!Bchc<eNnn*rnD;Zb~V
z44y}I^5S+5_7fH#7e@{B%!Y=B%E^g|#Gq4X2MFXAlR)GQ#FIQ`qh?$HD;-Flt0*bK
zU}nF*_Df#J#>Z!smk%5KwMnxrPuTaNAz5i@#FW%j%-^Z0snIbpD!T$pOH0r(HJ~g6
zeX0uE1re*68cgkyn%{SB%@iuRuf&1a|F8p{O{gj!D6FS`|CWnsY`h+&Bm$-w{c-FX
zcEJVp951e}Iu;fv8RO7E-U#{h$uCjsG?)~q`axj?o!$~XlM3_z;0S}So1iON{aOTk
z{dGy<Io$Bb2rg*Of^H+yF8H6_`}YMO$e%ua3LX!kySuy2>sA2jbJV?m>*DS%I?PK)
zht%l2-vbihFi?-mP8b;)!jY1a`a`K8KeON*PANy3nw}nofq_9e8LTG&A)r-CQD3TE
zB2#Jl!|wjh(`v2(-yaF{b37_F&Z9^EKnlA8x@-Xn2^uBj2++7Zjcm5yEoeX;1ab!8
zZ_x@k?}dSAkX=_t1f8z%x3<=*GzCgHc-YO!sA8S#F&#Vt!u#Vt@}R{E4vBaRnuWi3
zva_=*3_Fpa9!7ahP5j=|s_JT>mM^&WhdjKH7Lx{sMaqLwYrD_``~a+ne_NXv_(|4{
z{V`~SEZ&KvDg=Z3ECC6c*=!vL5(qyaRki>8sjyXP)Qtuc1ArRi>=cqTgZZlVdIkAF
z?k}o&1Wo-zVW<g-iQU>t+9v$B;xT^nkI2FKk8_$HKl^{bf*Jb%&&H?${36htFKuq3
zf}>Ox7Y$PQ-Y;i*4h{}-fHoiyMFa6839y-7aA-oBc``KPL!n5xFkWz?3#b;La~(jG
zF<WR61})uaU{u!kU<nPu*$`0n^18cx*K~U}L&Rx}0_wNpu^Gq|-1O)Ja5~1Mg%s@U
z*g;YX0Bw6X*om9)?A+Wx_eySk?`&*rAUu_oot;wy9cBY|j6l_Ns$yL!0CpD2tE;8O
z#o?^1tkO=|fj8u19b7lUrNA*WF-d}>VL-_E%Jb~mGoXQ90;gGwm#S!Mqg88L59f}U
z*@0>>Z=MdA{>X9GJaXI3jfbkLY8%LM8FSOq#Gqd{UiyfFA_CxW8YU)m5EwwB>;&57
zjB$%}w`4Jsa%N^`F0eNU&{&ciB`m!M97=+wudjb`eJu&x5%?^mkbLG|(+M2|QBqRE
zRo~c1T3`eoJ*z=wA0Z<<n>JSN34r35za1PLmX?>5cLfv_6u>}{LHYUq_R0wg=<ip0
z4$jWJwyfdXKrO7Kq(mjpYcuQ8ll^yB#{E<TR;bGO01=V;$rEXd(d|>P2P6Lcc^~bh
zTG6=KL^1K+LTe<bj*Nyg#D}Wn(b3VTrlyGg`V3}xeF1v@N3edNoXP?qY-6_m8MNuO
zyle!T9&j+wH}D6oTxtdeRM-JH&1nf7O@o4g(FN+q=r3PT!0A`!qq*ZQ|1gIlU=G1x
zD`=+H_ARJ+z;Q_81_o5%CtBgI=+sneJMVObyiU;Svs)X$=dzh4LO{Z31LuVpynCmy
zVhy!Ngv&^}++o{HEr0v^OH1d@2z7sVF+##Z|LVP;oBrdFHRFFA#rD7d*PhuiL>yo*
zd0AQT0O;qk`WqL59w9h6Czmx_@2}E28&`q~Y<f8F&2l&~Ja+i-;RA^7z7m=2P7J3H
zp|jzL<<%}Me^)Uuv#?yQy>wDQ@darfI#2<&xV2@m{Auecbg&#J0I_HcH~f5jUmD0h
zbA-zvz`(}ke=F_E!?8~P_1BWDgUXVzq@+C*)s!tM6%w)}A(Aj9qL4Lv3vH-mjY<*~
zB~f;TMhPv-nq{c$Tg16Pesj)s&biL-uX9~9)0OeQFVFXRKFfXIpZnPY%*W%895F9W
zxFMWN>W)*>*4CbDqA}E4E#12{U2^9Ah2$m-ybG#ZZo;DjtNMz!7vxBiS#&Jl*UtA}
zro<&!_#<)~nh@7>7NA1FNbHI8Kgmqu*Tkq6ytir{+*X;qm;ct7PjoF@F+!gHar3Og
zv3X&kcZ_ZA*nE8acA1=<*pud8Rdqe6pnU&wo$cGzt*u)P-@CLF&BCM2Df@M5xO-N*
z@xGpxjOB-o_0#J5`ujJd%1BB|I`=RFGq>cA1)wDG#fxd1iC-UcoZD!=n1EulbYpH`
zV)BS#f=5N=Qnw00`o-$*PEO|X`Kq^14GcO8V>&H;XcQY#0l@CTLx*-AsS8>!%?=k3
z2iJ8KuU@4d+B&TkxpS6?Nc0l3&b{W(PVfl}3+J5dmBbMa#-S>F|6T-E7-^5h?uu`8
z<y2Kwt?{Z05XU#UZIpE>I0ZYu?e*s7=E<+>>xH?4iW1WCq7RSk_`$XNjJ3>W=ityt
zF=&CE5uq?Bz29cp8=CIhN7iHLHJaHPEK%_>>bKu*PTXyUs-28o@X%X2J40Zymg-yg
z+;uwsy2*WWE)fwCT5TU6A7sojyp{9B$PxQkAYPz|Sx^@pb9L1OFAM{eaNwG1BV(v!
z5HDDroSgCo|Jroy`0-)@(aG)qQ0U4kDhKTC!^mt5fb-?3&dyF7L_54o;I^Co@$pji
z8J7I9yOzY(5o(6t2Tb+oOEYl^3BIz%vN8_!_Qh5~8veitXXc9)?dKeA%;O5uV8It>
z@dzuAY<MLA0n6?8Y<AVG%a%n>*Y)V`M`h&o`l<pOFse(d?S+Me4uBA*PN}A*hHP49
zvCaNXaYLGEY+xXHBDLc2k{t|6(J+MRkdYV1JAZ?5NHFk%RxAM_7T69c?LZ+*Vb?;)
zJ3S}3^sM2GR7ynM2Br$OGfDUcgHr&R$TX)e&18{^iUbUJO29EWPmVb=1$Y-{gq&|*
zo{1361pB+U$vfs^;*#D@z5SXBDq(!6s=jU=Fe-lXS<A`I)kv$uKh~`!Vbyv2pSCP+
z_Wbrny7{u6-#Oldta+K4%;Ycs7t<1)d`fO^nwkTHKnIdQ3)Fal+j;xIM$3MxEkdmf
zdyN2{HkcK9b)5i@x@r<OO_7hEViuG@S{3+uJodG>Up6&f?VE&@$@l>pvwC%Dam@hI
z;Q?^U$S=%pkNV78R5j{<3K3uh+^vO_$t0ln<Plz3fZp>hEEpNTCr{Rc4kGrQHsQ;^
z{@Mo6{q*V63=<a@$N%TE?yAN%WQzHpFMAApeKq?BUsh(OUv{=qRaKSy-m&@eOub>q
zZ!DK(Sx)|7bYqMg-`so0()pLsW4Zkm0^3oRPl=8&3GgriLPQ4vvzb&`f_woaGjXwj
zi<9%h)X|z`u06{mhu+!N!Otgb-jrWO{Q9)+_?VcpAecpOWINX05k%SO=&G}1*9||&
z0+1D8kR$*We)jCy$U8(hz!NOd_h->Eq;bGVj1?XO+!!|y2S9c>@M=`J)4qe;9vd4Q
zYx1<bJ+4grL5?AR4@cTf{rJqHtm1#ymv`@8mZ+$L;hut`AdDpY&6jJPD_A#w#flXH
z;~zelif=l>3&%u3I1_RKHHE#*mB>gHmrduzl-67|Svv2HTB~IIlJC<pdHMM%OTsNN
znN9`>QeJ&5h-2^)WM@9S@O|OBE@NliMqqzs!#(f&@w9D#-j7vUPMsz&6R5(eRx@Q~
zWnM|v#81UzyZK|)EImFxv47_q@?tsntmd!m=6R+cBSJ%UI$vH~<PJPi0Z2ub<NM#j
z!^065x5d^sfBVL}Y15_~${q#|E9B%bFl86-a0(5?jJMH=@1F`ke-=kk;1>}QQCOSj
zaXdh*(Y=k2tnKLcQ=OhX&P3`dvPJS=61}`LWzElZ?ZI|TPokx7dR}Mmfeb%`v=x?4
zeLWd&`$UkS28M@AaS{bk{2&RzH*@YG*&M~W7=BktZGeN1*TAbKFp|9gwmPxBqXUPR
z74AuJs9C!1$frQKd@+&HaW*zKf@m|~#|A5nX0Qq5C3NG)4YD+vY?GQ+$74mi5J0&P
z_CC2z)pd13XrzDv9dmIxZI&Jt_sv@v+cw90VqLhT${7r}7gkhoi=FSd_GHBpWj0g(
zKQ`=9?d#7RJ@mJ$-%g{M6|}>_A(u*^3vk{!4euXf1KljND0t!vz#0>P-ykDzMib#M
zw8mafPY;K^2)O`#QW2Oua+Ta(36$RkR3RT?%T^#Y3RVRS;)jXnhhnTWkw;`xK<W=;
zV`FmgVnCByfvz4yU)0jweFo#<V(sq5MMZr8c2KCXqOLQA$DaP<6-&6K1LfTW`HWz7
z^XHKx`nz{qUGaUp=WUO_iAAbc^UbY1#gzpbdm7n9MLGZcQh_{lX9`}EIiADI^YZd|
zPiuKkFTT*JkDk`c%d4*=#>pCDid(D8Wh6&D*d2N&o=H=%dRcXEz)0@0tWmJalH0y&
zv%DtOSvm5QlqyWZ*tWSve}385pZf~jT3}zgnS?c4w&)ue5I4U$t**Xn>l+z8$Rzh1
zKHQ#Wakr7}YCN{=dil&Xll?;Snza|)-CwS_P^W}+05KLT8fFwY>gwtYfe2_8YHCyT
zRZ1Dth@fEO=iTj-;}x@2#l`*nn7DDQ#TFdd4KQR%txVuZF4PQbuZ%8!_iip4jKab~
zv>hdjCTRK_*$|KN*vXUSNU<qRM(oRbBj9=z5*;l9r2@`u7(p)2zs#{eWb9F&ak95!
zdd(zN^N$<^?EbScxd#at-jxs$YD}(O3xkED>Kk8B?}Tv^{v2)L$pxcNGSP&^XXddM
z4W@v|M1UidwGTHuUbPEuDd5b316U(&x_O6E|KoOR^9?;Spa>Mz5w;Ss(@c@^k>Veq
zXm*&80?kJ3I8HVCsxYVptV==#Iqdkb_0DV#;AlYy8+`lr62ifTzBi0MuoIqvc5~58
zR8~}6h>8k^@mcEYsw!SUApH4FEig*cFf+S8uLH`q)6-ME(`CS=d4EEs(TuFd_+huU
zfRN~Fdf~fDk`HTf@$b3`?Sk>~@jG|!_&s{`X!Em2kJbWNxVzsDva^?fMvzVy1Qww3
z>xUu_=W;Bh)()us(v>SwnyH~ZK|w_nkX7v+eg5<m_<!Q8*LWQ`(6Uxi0-vD&C2iCW
zy$>A!`jG<3_Ny3K^Z~F_ujyZ-AmZ=Wc9Qc7N(_PpDCxlnu9OUA5V%5)u19n6`0?YK
zuRnfRh=dTodT`J16z~7p9QF72i>i1kHhK-}GLdSB_M4lZ11F;W;@udCb!+_CHQH+$
zvK>P}r7T*uY{yT&615lrFs-ev$>Sh$gVh%%U4QvkM@+)B3``r)6qNzrXzA^B>UQZ4
z0%k)&7k;FuRTbR+sLsZ7Fj_8z{0Um^G=4!gYEB_f1bzYx3C=60n#*${cP?hOXLxv+
zO66NjzcE8kXm#K~e{H#jri}LR<df!kzLWW{9nc`7*6zPnk-G6?ru{qF)YphO;Jy$R
zs<XbAr*dC60xN?o(Fey(5?yWk7_#ej09<P!%%SS+gO6|hvy)E53r<Z<ao9XOHF^|l
zm5`Sw-qA6v`cQExpS5CJYpcNg`C-ueQBg#j9(^Q92pQ3}hj>931Ov@tz_POouQm@w
zdAI<md$gS8HiSoXrO69`Z}}6{D=8^S`yRb|0NUTy^XnVsKRVA5REZuK>{&O-5;;*>
zouSXbhODM3X1&u4j&tqWvTP-k{>D3z{rU4R8U2p;XP1(a0>V$0#E@s88~wPb*E?es
zaAS4Q;3?yGFR$q6=s>;wP*yB7MLU|CpPwJTC1e#>iYJ?53n`-r;HVleNE2WqHV-ap
z^I*f2^X%DKC|=G$ow>i;(A0FPwT(?sNJt2*fQuR$_90~%0tl?nxdl%?7Ik?2h_;J{
zg^E3dl7-AONzqa~%idmtaZ^i4QR!Fkg1D`yzW(tiTa<7@<j58k6;)JPx)tX-4AzIb
zX3w#A-$Jc|lPE1NF0Ki*JaE_TxxM+Lag3F`#HJHE=6UY=i~uUkc^aHh8?0nPQ4*X1
zwuMrB8RBax;#`V1*cC{E<nR`O+1c4+4NX(Bw|2!YKOGPt<*DP_s22%3_Y6AnfXCIU
z6FQLL>@+ns<@ELSrK(Q5lDuLe+Y7>3&V(%u@}o6)TM(~=Z-!S_S7&@O!}qW=_zBFv
z55V@2lL306{c|G1(A9NlOT?pGZ=(s1d6VGLLOJF#J&Sz&LPMv%d;I1HKu&mMWMrYV
z^k%>gWb_&a#*p-aJko(VC%#`tmun4M;8u9dwnE)#ja&=<Dh$9RMYAyc3ru-MmRUMH
zIZqvCzJa9J;M#QoX1^i`!Aa198A!mvR2WO!3cEs*=2Ge^Dl6*<V@-gGtX71iP<?&9
zHA*Iqh7%`Gia?tpfc{7j{*mW_^aw$x2vb@Gh$~v!+ZThWUWnC_Mai2oj0J&dE*=t`
zZ%P4FrKPv;V70=oL3WO17LYkA{dC|_q&#obeLu_6*CJN3m|$W<Gn^AVAHE;6%=0~!
zyu7`ER-DJS2BO)9Li6J4103w^%$>ZvRO2+3gl*C5p?8VE2eUHBCBew_C<a+kjG^Qv
zbe;4VOaWlpOzb5wi7hC>(P6<69j@Ksu$?8gxn=-O5OG65WLX(^504fssA;x?5NT;4
zqXC4}hG5Uiz|dL4>`6CJw^I{h5^ZoZOy2j9X@*;lcXQ)rphh1)eq_1hHT-)oi{k2V
zfLU*CNK1jLDt*MK0M4|t(Bf`EkZ<nojQ}5sJR_2kKO%<0Bi`N8s8EnG-@hL)l|L{w
zAtbO;975hkdmaXqTN&cG)Uz*G%;JWI-vM`!c^}Lot(=@9N=h_|t|bVVe2oJ_tN}C0
z<%gUEO$Wv=1i6FM&nT(krZy24!OsvI78o47a}a=@Ubcj%=L`-Tp$|uH5OI9RJE}aa
zuEoUsE~exVh=bFLtO@65sZ5wXR$W)(foe$;`y&3Z<@tbXvkMqT@G0F9Af|L_>OQwk
zgy)v6x*qQC+cS*q(a|Eq$wQn%uY)}!<CpFDexbbl8>{@gYn`wav6;o-V^5~*WY{^~
zFE#BCubH1=j?Qjw?T!{Y-=2C2f``1QkPll*?B5VHRw%Z3Wr4OJ@feDUiJd|5(F)oI
ziM0ULEz6$go+(L5t=D=W9~J`nYyW1XbNsr&^2i+DY1N9#%9bBLe$&#@!VVkuZyOvM
zx>En((WBx}!9{&wzviOEEXH~{_cp3rjfvTkxEt|mdV7iii{INP+RCI08#0BH_84SQ
zBs<oL-6({kn&bNS9BO)%9P69W?NSAfV!XMlEA*yTL@QidqZ?mzqVhm<O9&=jQImf}
z&jI#kq36$U1vp2bD}He?ls_6cTawR?`uM1#t4r1{Akw<&xp&Iwz+xF0D*%C+4<Bm4
z>lKnfYQhjeb*?LNL2ax6uz?IXnF2KFsDOEvQSBuT>_7`Uzt&;cP^wMJD5x5hP$ITv
zW>!{UWMti1r)YN$2$Z`XAm<(X`ciP7kdQR^cNAR3P192+H*DCz+)-XjZmd4Peinjc
z!3H5$)RdE7bb*N=LE#v&p`kd|U7LFQF09@gF=1e+0L3J^E<rpj`iD#M(1lkwvFVD?
zTUc0FT;1TjkQ9Hg#oJ{jiSC3tY(Uh9-`|%YmtC}P#g&yjjFqizkjG$0OR0#ZCi-ju
zv;;NS|3Y<q0GSCTDLKQ(b&pNmgM5PONTAa#-@ctALD15M#p==})6<F^Di2U|pk^f3
zUtl=5R)>VXOvd`%x5(#~lanh}H>mdIN>1eA;|s!ZA=7umXoC#pp+Qa`U$#7UK(yJf
zi*K$u*Z;&XelI|7l47FyWf-U@SBR^6iNdTnF>J-n;2AX3AwH!1`23gM*EJFgPymoF
z7WfeYi4A^aj*LChcew~xOyWSi<v@FL6Xka&BgIO3>Pz!yAjjpZ`?e3WsD(t#I9+bj
zALbE8k+ar$vF7xY_*8$iQCE{YnT5^|GDr=Kjg^2fgkccPIbN*L-XjtyK;Rm_20(Xq
zih+IirS8QuZz~3Pi@Bh&;9@F*)sA>APk|Yj^1Mc(Us~FV>+6o385nRejNY=Q?vDPV
zxbaiGGq2j1V(?1ND#`O4zdyKOpqTU`!HZS@x_yH{O)m~3xod>M;|Bz3XlT^b;Nr7a
zk*#@c&Z$w{)9~fXmy$@l_U+|d{2dWbcYpAXrGYovde=glkmJ@Pd@nuSaoF}Ycm!%Q
za7?UhYz!SIF0KuC{@yxPuZlm~MBhKp6|<3M|IwJwvwr>htJhu)9^DX!4?lG1(BZ~B
zkJ#_kWo5zB?^12W+dh@{r+ed%a)tZeZVF{CDuX6l;~qo<!P#E+4|2Wj+SRL94|gx@
z>PKx2&u5n7$1SomR{hV{inrw!hNu&>a4<O9kD7vik9hYy{onmlV5+u5=2WNe)NCvm
zpuvED?Fil|9%&N661H{o?E)M&l)AEaA0I%ypn<z8td1NxkA!9o)DGC2Vi!a~Fev8(
zCPQF732tx@boV$H6A8!8&c0o)f{%*}_36W`8*Pr}0Hs3kL06U;Ca(+cf26IW1M_+L
ztCPQerL@zMpc^~_k8ij~lByr6g@OhIeULs?*QO|K2klAp5pF23_&xxsp{RD$%0f_p
z{ooy_@dss#F4)c7zBm&0>|I@l#npVo!N_d!@c4t~8o*hkRwDw?QKfrJQd3ju5z~2}
zYy2fs5iyByGmt{m&Cx6n2$8X->0g$NxTVcT3?l$x2ttn<a3cJHbJmdtVF1zBG5E1^
z74`tj=3!%;qphy4S&Ejh9sd0Jv!;Q;C9X72RYm}eM|8)qXFgyB!Rhh%>1Ekpo*vgi
z-A1;W*ON**H7qRRm<6a)f&?OMK4F(Xu&oqMtw!?!|9xDAVHo+b`C~)FS)iB4z0P-`
z>;fQR@~z>C9;Pk!LrBUkJvM(`6lw-6+Jr;2^SK_5YJhdNwzjauhXwc5TI@#Z76EBh
z1xBjGBgUM8d?cX%F$glmu=0udsDc^hx}rTR-GqQuds?_*Vq&7WxHzC~avr)oYD?yc
zh%Azk32bxJ#5e{`eDIacX}0@t6-0S+M+XPsX7aKIMaFC>a|_D&c>ngm;2_Ee7CSq;
zfD`x+D#xpL?sl3$EzRuN)M!-M^$HcQ&b2kOs1xRq%VQE;ZlJ0921M(p%Z>Odv=;(%
z=CFeD1w(Fw=Sj*iXsIgul}@7`X#sePL6NU)l~{mq@RF17eSe8ePELY^>xZ%RB1Oe{
zP-%&`ZG_jpX7<938^!Qfj?v)@&ST@_EufW`E?tT-J)g6{rO<|4&%M`Kgr@?u@hp_V
zo70VBa&L4R1F%bZ!N$refcXQ+Ey*g>f7?xk1GWQ&+6BW`W{A3WHa!)ByRcC;jZ|LT
zExXcoL>#<7N#r2f^#c{5{eAW7)#ONz>WTN~@f-2y0B=S_@KXzkTVSA6qB~LA$HeH`
z3Pj32m|hnFP(lv`nP2Ip#oAU!kN$>b40m3Y`RLIWIC38wAF%Za@8Ja8o??(nI#}4!
zrs`(AUxZ0G$Z%xueS<SnJ7^A(fd17hSC(MRp`_o3Rf7|T`Bqp@vbjaIY@4YJeE=bw
zqMeY;9kjE<j|ZQBEi@<P?>T9H0nI`)7ObWg=rtbm&Yv+he|n*Q8Us!NYO12zS%Q$I
zmH$p5aBFq?X6&OP>T||X=(pm{Aj;rEhL?wNK26m<fBw90U_b-yCJvB1U`{%k5X{>E
zkD(qOF=*A73>!yB9uQvp_U$7H7$OF}3n*R~#LECpOhBP6d;j?X@>={k+KZNv|8xE+
z5xT<wP5OhAy%ymaf*@kFNADRwc=!;lRY2`u3O*;uupG(m4QiCnxo$iFvC+{$O3toU
z?p9hGA^q;=s{Ofp+}+(d(bGfxurgdq?P&KUv3npcI2nE&^r0G|6()rx<>fqhM$`#n
z*;YZ*qr1<Q&G5?@s{jh_l-k?L$(r!0)c?@Xz=MKO;owUFG$pzwu55!)dWB+t(FdS(
z(S(StlwWOf!K%(Nu_h@?wngmaA4Jgt$f796G{ziU4=@)iGZ!s-RMhcvj`3*pbgrmS
zLU_qOlZyXaLi}I(@!$US?Qw1JQD7-<t!@hwS9TZR4r=vp+Prw-8d)UXHMzjzH4=9#
z%cB}XU{)~(S_PwhiVguIBo2G`?w#UR6an+`33X>sodGcv)4_O$qT61jB;zy^I6+Ao
zlRNJw;QO_1T$+0@VLwMd9Sy7B*|TR04>~!?tpdDGBaig_@Td`3yx^D5(U5bjh1C<(
zA-;yhLvw!EfE?b0(}7AMsQLc=`%uO!n8wA&M*!a~sHvHQUG)LwxQ(L}9wr!*0DzJZ
zFO-E#oW+LtJxdqi2Sm$-j#EQj{xmEEr{l~gPeOo&QPo934|*qbo<vf*xD2p0sJVRQ
zWMySdFis;iAVi+OuT%qmjV=*__2wTxsE-4GYHIca<uyLqy6UPz=7R?`Q73ikv!;v`
znwx`b09UyW*O@p&uS;RGIE23(3&_GCf>4i?pRYnHQ9v42h(8=GPMB4K$h!=0;tU=Y
zHq&!KN^(rN14pBYB<Ry6i8IG^T^|}im4~Y#0U~rBrLh91k)92TXHa~&8EFZf6rv7&
zfAv_>Z7>u@>G~vy^3S6PpMP%@hpiRHn{?|+%h#`9lR5uB_Z42HRBpFGvsa3VPP&5z
zb>^6V-!n+Dvz(eFp<Bg#>f~C9*@7x|?1C3BZr!$xJH=qxJ>0W!3&4?jH=8;MJve%1
z&7MsnZ%*kzy5A}&KR+KD!%I<6^p6%H{(SxV75@vx$y~_Hy$(yv+#i!Xo|LqZMO|je
z5;fOY!XCiU;6@frFp4D*w+9MnKp?jrEpbt^=xjc*gPBMF{PSK{WB#+k$IubTz6R`R
zX}WiB82B*lBgo#20CxFY4Nkf%ghd^KtR3Bh7<J*s%sg%)T8S%c(5(_M#WA4@ph6zJ
z69^TYG2Fx=&A~4@`KC=~p~u?w_CIBkI*kEXJwW9X@EBrt(W;QZKxKK~k#BpM0z6Zy
zW$?*6DslM(ZrF*yZ;0!#D9T`<*yo@G3kyq46Q~00k<AtsjW#_`GBZi9pZw^AUQfh?
z$@0i!$BwDv#mVasSs3?(TWaCDknS~ib}osPP(j~KnogWZZSO#VHz-~~2EewQk9@Y;
z4BzW&R<Fm|y(@%|;5QFfl0Co8@TSjy(O5mhN@k-NwkQYaD(}>oH#?4jC?-Gvly+{&
zw!00}QVl>TnA#j!1`nyIX=-FWw4&qww&=2IntXYyH8p)9%m{mV5D{^zz^m?K8hSmN
zaOD_nmH;D$;-hbHFaS&<nnBznX5cssaED|g(DoOg`{s>;oQC2=mQifJVz65H>)sdB
z;fUiqYzC17TQT4n91&5?M&y(kpXSgc<~Wng^v%p>ikM}PGAC4nk)lx%^ITU%ZZ7Zy
zfkO+5Y0`9N3N{Szt@wsx4Cx&)fRs{s3zp5Kkk5p!@}R9PodDBZ*Hrz8Hl(v{D2Y(+
z*}iGSnE8#3ZrpU~42m4wT+ml=Ik(yx$S3J&Fgk`P!h^>B@6<MQcl>~;w(98cqCh!|
zSxC~j@hfBQb%^c=+_M5=7d8_UlYmrkOdQ@cP=-y%g@-=|A77g6&9Z;T!B~Ns$F^ui
zRk8(jci$(+jKq_@jdYV*me0Y1GNix(_{WQ3#ZnOA7{;|7vKjBX8G);bct3&0pqqCf
zyh#K^N1YCubDJ!0Y!E3x1f1O58YsR1tuK!K!o$g_4sr+5;J`O;cGF-EW_N;PVq)Ho
z=wZtQjScFq1d*YRe1J-UKTjJhq=QuTKeCa3GDx42yyn3<c@u%5FI{JP_R#;I?q-VL
YCGHZpfY@r3qYSfS>n_dv8dj(O1E9BPLjV8(

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_testing_200.png b/Documents/results/mnist_testing_200.png
new file mode 100644
index 0000000000000000000000000000000000000000..dce5e96e7916477656965c61f1f6fda2f2ccfabe
GIT binary patch
literal 29744
zcmd?R2T)aAvn{&FAXx+vNfMQe0+MqUMUW&ph>|l%21SAbf@CELD1u~>92JlxAUO&s
zARv-+zP<d<`Op7eoqOw?s{5+mdzbH1YP<JdYpywac8~5JV?MooONsal%^3tih*gy3
zH4y|e5J51e@p0i_1bZiD;TN{6tcn&s{P^PE3xn4LPRe&(5rotX{ezJs_0AgpQN&F_
z&+U%meYb~ZE|!SBnVXZHqnn+zIirWAi>tMx1LIX5_>YUx%FWG5l$ZBEKEUJX@_;ua
zeSi=_7!ehD87<G0Ki|E4Dcnz_)^z&>RIHN|vbaCS<xz1k6}X&}*BUB3eu@{KAD9_j
zT|MoRW0V+-gRy?O()K(y_FQ--?Xxq+l{%w5OqXA~gmv6}A-hP-^7f;3^4Ha<s93eW
zHxI``YSW^W=<V6k_rE@1ySC}|;MeAUglY^6fjs=oUK=PdLYUyk<}MNPG%PI4mk3K5
zea+B>M8nIrRz8FUUT*OJpYZnQ$2f$qHFNcAsJU&9_SVC~!)=$%$;ivj;0DUuPmGn>
zW@zTZ`^C1yg*53mVxBB4SmkJOO!)17=hi9QobR#t^cY9jbIml>dTwKQ``~w8(W|lu
z5fKr+Vp9zNll}SoT@@nRt5Xad@n;<C_wU=D4-WGU%Pu37mfy}AUMg{(QJnDI>>}xZ
z_-Evi>wLG&yM95@)hgF{^P&8^#INR$_BTCuMj!NMDUq_UunfHN_+IT!vO48|Xm2-O
zUhrkhwy3UL#xm!|ty?5%emi%YTUs(q8vF%2SX4Aid5SXp4;I;vw))i<db99^>_!3y
z1_pGvNy+y~;OUIbXWL$Qo*wV6cW@R-XO%EiU%c+n9EgE++t6@gp;nM4QZB7)IU|(b
z#k1i-5B)#xmoU4!I%U(DP+-zPZ&c%<;O#BSrj`^46Ty7->W8xMxxRQ#-EW0PHA6hO
z<bo8Fm~0zoNyXO?RaMnu`*ET1j~yMVzH6WGJmHV+o73%K6PVw%qJU$<qJ|Sub93|8
z{fm57-xz&iTqM>;Wf&9X_7@#s;+}+rFkQZk?{~2EN$O;s6lv5o@e7s-!o@%|@7%Gk
za2hT&8s}QlH#UAQ;`-~gZjte~MYn~?I<a40Uk1TFL)}jIdjg#LZ(hH|!h$U$BLfTF
z1WS(~FJHc-mh=@yN|tA@)*r6aAU5R~;@(@AwKymfcuk&Da_aoO+R`?)s9R3w_ykOn
zyrCiOmbb*g?rKzlL4{C`Q3i{O=X~lzK94_o6F#eT;75w%yY9l8u-$z1q&rniu4tH<
zjSaUy`({v!dCA)=SFU`DxNz-Tfx-0!H&M5xA>!QJ+)B5_vxw>7d+pn~T5UZ&58K49
zU84Z2@!9!Pa`WQVd-%8{v|$oHJJY|C9Tlae5h@--d}O57>)J}~<}J6yJ{-|hl9G}V
zy^mJp`8u|dE&-ce*OhPGQna$VjERNyB04${Rt6K%DKsRAR}E%XdOnckI9cnpw!5oj
zW@c7b&PpywTZEkTdP*<hZMyI+1AQPT_=AZ^o*ubUM=C}zNYNM7ZanMU7jl>g>+920
zOB25U1LUpSI=fP{DtYh0gPOWCJDt1@)9_O9^yIk2>4z*lV2Zfc*(u*mV#GPm<HzUV
zr0b6KCr9&A<Cq1>4%NBsOV%ZNd@i%fM{7-_N#b5ty?0k4vG7Pt*MGJMyZ?^kRu*-d
zMie7yf-$ggr}yX6Lv`|6)@NGnEhD0$TCeqp2hFGXklcB9t0nr99D>M&k`%b_JJzn_
zc64^GCpH}6P=({5L;MnPA!w#Gs;Q@k6e+gsq*6=b!?-@_$xOwq|K#USb8)ymakcj@
zSmex~(NfRpM|fbyVi7cgXD$laN$cyslB-Thp(Uahr?#}T+}lh)jga&^U}R^<Tdmur
zfB*jd^!z+tR&SVDQ^+MTv5Nr*{pry#=bt~z`fl|q!GbDTSy|O}vT|O&-1z<BRAeZF
zKQ-7v*t2JtNdDbY+>DG2&x6Hxy>L(1X~d-udKB;8y^!X!A~JqtP~p%5JGd9@MSOeU
z4*2Ls-iD*cV0%B;TNzp_ooCi&W7W-@LWn)V<IpA4p<czgl@6bj)X}NxX-*molTH7m
z@8(T{z^&umsT-Y%yory4g5GlK7AnWEsO(M!GzgeC<EzB5<ofKc^cg+;ZkfEgwb*|a
z$+c*G-WN=G-mYKjWX}S=zW6SEEW0aR%0x4b<m7lY;0E$0Gn1)e?%?Ebl@;krcB~(r
zc7G-6{(g34tJHhjroE>}eXQnTQPURdjRa-njo;x8+(u<_aWO{qZHyXQ?D*WDiK;u8
zjCGscVuF&exl#t+sWXfpf`P)vVei~f%<2{LgROHGu^unCFSoAq*-h}?{>>U6A3vIH
zdH=pDLc5XQl@%q)VdUB+SiYO?yYUoTTGVAWOs=}bqE(e9Qt<$$i7wlqKxh2)+Jo*m
zL>YAkHe5=#DqQAN2?FC16X(~!vI2N8qCHk8?UNIdk}hLJ4;302FiUw&-FYSKoOzFr
z`px_I9OxW<_@Mdh*|QjP3k$mPx2{!6QS{u~e@6Sw#ww=#mv+RMGk-N1G|C&_`!iB<
znU}Y9sK7u&U;i1bR(0)ho`A!I@JGj~$sOZ*{lwJNWe@uOXT7Zq0e?1z(%9=xPY%PP
zqLhk^>%a-y`F!_3Tt)(y$1BD=E~}iCJlUJMzx;K5I*9bMDc{JXm}AkOKX$ZI{<N`d
zH(jhK5>rwlMn*=wxtr{SW`am18~4^{=zcj))k}cuH%->j)(%#eIzDIdB|-)^C*8*F
z$q!TDKh9E6*z1OTe`^~yJ#Ct3FMx%KX?L2KkdRqfN!=7m8rpvEbMBpY2m+>|;NZa1
z*Vji2kL{(Ysp)jEW$k;oTv2X~ZV@LZKG>y$IW80$$ABO<n82+ltEztf5_z!%_M09T
z)zNxXK)!pL!}n^D+Qgtw;pcg)Qy)xJI#UbTQPcZvX#hGgg&6D!J4&C0THN_3_Ri{5
zRB<t1=rC+cQl#9&j8y7~50{ia0^L5TVh_JOA)tWGoWO<`<ZfRCYl|R-Rli=*Y*xSe
z)$t(RFXTodkJ-1^GQwUPEVt6cpTZ8F@LnnysdUcb{=UCCuVHL#oP}2k7Afp^;8tKw
z!z?N~=Fw@e2rJTDw>wD~^a%<26bM5QKUl~@kgQ&Oq+GhV@alK>VWWkSk}U3pg2KWt
z;PXTIExrh2zmgv~8o`Zj>lELc4)Xj{(i)wf9woL~TiU&2RLJ3sl;NskU|{SWEESdb
z9eVgeWN-WWwK@A{@><Q*F^P%){@Zc!<e)*D76`+|R=rG#=?_;Y=@2q%>M+NKW2(D%
z@9y;koCJOSs%AG)N&axsi(T^YPpP8GzRlMio6928&JW{lcUQi<muuTyemE{S`a-^4
z8__W|j4*JlqlESF{1JTqTj>M!g>7$ea(F%Bn`%J;jC+TN7U;b1et%fvwy5d5KbLr!
zgTrQU@`rr=V+_U@i5Dci1=!TnA|U*j!cL?&c&=aYWw~PN`M6^P-GvJmJl9*!^FQdO
zwVSG^Q&CZ&_i<5HQzP;}-qvMdWgUDu1U~oSgfres<qQduxx3)nBM}N<2>1GwZ>dtp
zWxUty>S_7wqwTTm89KxM7A;l+KTCTgo8(9(X0IYCS1r$=&?Q4Il<Df#voL*SB=-t5
zbKx<1MDc18itZU#yAgmbl;2D&vKnd)I6X9hXoWrmwYX=oeYLClWKt3}(%2()YG^T`
z`T)GHUWqx*)oa(*yTw)+IXKQRD@Nozd>NMG>`9o^)`^XSV>Z_jj{>-rs(Jb-u9?rl
zgo4@aK@!Pb_mQ7xXpwO~<}ORv-EH07Utk7|W=cPNxN2DCf)hx+^G2{^Bu|&O`O6pc
z<*~Bz4@l#A6W>P^?6(F)P7hZbNJ~c{^53713OKTe9BzBTyguo(no(U%b8>Q034yHG
zYx6#>s9W15hB?Z1Fe%g3$-2Fx%^q7W^;_(CmL>tmWy_`Dhw_c<swbCtOz5<E#_fbG
z05*^;!bT>iqzq0p@xQ<p+iqWlVY)W`X`%lesj<(ppzqOoD+;=nh%%q%EPCQZw-Me<
z5$?^}=QXS(gUbr8R4?(kfw2V#2YYT0>h_k|>W)*U!ps5kGKcHqlaMHynli#odST|-
zxDV9>4k#uAPW{wg2@rtgvWAe*J%f?ainw5-A<<)H;;H}ffmwHo$Vfwg)XCK8VZg#r
z!NrZu%@XsLGh2T~DV{!kiUgujl#h=LViE*)g&L1#6r>GW%@5z^tzE<X@|-UGM^h*>
zD=UtIf&w})XV`jGb#FPwi_NgA-4-7|!osUQI)Yhjsdisln@co7VXa=RCx5x))N_c&
zW*f8Z=p?wfx|Ue?v(XAWA>MWLr+ckZYd=C6%m;Eb%FRpxp8kCW=o$rvu=|{vh_6pW
zv{RIk!63rL0t@{1dVIfP!i5lC(fh8+sHIEN0km+e+t!Kv@#N_Ecpb3+Pe73H#fiYD
z6zq^fVJbbR{RGZ)4K5`5CSdPJDF4G1Lqrgdn4O8#x?rVMUQ4RO%+zMafjTMRWHVi`
z4>S5#Pr9SesyLCFj!uGr&A{a=SFdXJ*_3JCyZ2_R5sOs0HHzV3+x$$FRKmf|GN-k`
zD_mlNJL7zO;KS~h-t~qJ{sxi)9rP=qBy?{8BCCMq*J|nOqruA$c50u*?gX>@VxI!~
z87-~2t#5LqDx;&LBwl`CAex4TDFqQ5YfLL4kM5S+y=*#~o0~g}T#=CYZgv1u{ARMw
z=Z1cP&hM#)hAjx1Hy(a>PmGI>p7yBgPLtrw9kf|2X{C2f{&MfC3Vh5PfRtVThtkrw
z1Qcw_siN*NZlbB@C@7e_lKAD`7Z#Sky~4#6m#y~Fe4HL;KbGEWmVEJNOL)0J>vOtT
z#R%$4i*BO1;KutP6?%&XQCi&lje!_EofQ_XB-Y^DHKnBk&rwpccD=l&bO5=I?d&C$
zn5{uw6P1R;@2hWKzh=C0`LeRAvU0Refxb3#4@3!Nj(Amc{Nu~A@?AGrRSJ&y)R;2!
zP+SjD-PZ6&<`_J52IPDwoIcs9Xeje=4)evls82>Ncw1XrJJO&I@&;j#KhzF2%jH8?
z;?5hC-Y15X0g|C_V+xlxF4$oy%MVDuyOsKx;baX@e60~{q3<mr34>&WcAm~9h%!QK
z^n=R{r^meh`*Y`OxB6~Si+R`u(Z5xazlp*Jd15V1&Bs^nWKRR8l5uwC2eXTbi9v(H
z7GS}$@Oi-yq6?2vpuD&CV+1w>*qeThvb<yv1|vB+`HLvCi~o66{|9FRTPKflz9(JD
z$*H(CEnF4iZr6<%mbioj@UVRk7$n+|VuJ2;si=j81vHN%Cl~xYTKWK7!tfA}VxB27
zg8k{!C#0DKK#_ix0DN7Gfi0Gxx3{<4d*VDlVu!h3Ui8V-6j6q9gQaiPeuCrV9vfOx
zF#CU`q+q3AgP@fSKNf<V{BuR`ISx(s19a1`oDS`b7F1w1g;wm)7=N#2LXIHtu0sH&
zINVv5Gd8A|JX(`G`av3y<DOPje{jay+IkNh2pJt+B$|Quy-^{t*2&j<gl<g~!Tb7(
zCvY2td<w$zak{A=GI)ko6gw^sp%cSAKERMVwF>}~QhvBVc3TVEuo7`wK%NAPWZO>}
zzp3%;l}y)PPHITWej`6iL375iT5HoWl!Pg2tZ(T0O}(Tg_qBnmFHOcfiVE_Bd=1-L
zBR2GG2<K{O%K10*US?P7)jobKf6yq+uYNn)Q(OD#A}cFceUeGh`2cs(#(QU1x4mBs
zS)J<_pn087w6;kRAV||VW%8!V_paKVyhqQ@NWcAXT2M%}DA1rlF*s;WAE|i6ds?7Q
zW2v7<NiC$t6)WDviP;EIthu#y=7kddC#Y}eJ~-%qr#@3yv+_Ca%AI1fCfs|LmOpxx
z7!(qDjG|Lgh>($w))W8-i){uuSlHOi+hbTE;rs%an~a`*Wl?)0DOK!Iq6zMEdYrHK
z8_mh_UNtlb7rTp+OJg*?y!KO`iNQ%m=BMc$`YnWvmWY~2+K@In4*O`gfhizM<4uWP
z^Cx|y<!UvKc)fC8#u`<FDFOWgVRDbvl}eKM__Vuho3;k~W%2ItxUIp8%+D$FC@*tU
zZoVHZFsaX;9o8v#Ht1B3`JJAw&wbKiov*{+khjs!>vcgVZ^^C0MR=Yypzv$!;KuLd
z@+<oo=5%qZ7_Ig{9VF&_1!zp?R83F)r;7sS;-%F!RAOq1%Ir0BwcL#{jt-|zpZ7=}
z5=osNmD-O1!ggNlW4(9(J|+T@ksm4-TqgCjh-sNVIatwR|2qq)<7{(;x8IXhR>qG|
zWG2FuqZoSc^=E=WEuF`IF*r0FS!*UBr?oDVUY#@_%f0h+IyNA3fB&g!e)X9DTD$H6
zvR-d+{l)6r8`8>Ql^YLt@+I2h)SqvEPyQV{Bob*T6yM=5J81QX{YS{J;SqtaMfP*U
zG@V<!6?hoh+B<$41yrrcoBo~l6MIK(hXR%i(LI|qkvX<ZOo5i2ucYwpY_}iUR&wwb
zu1wZl1nfrA9}^o};<M|3NLyO6?ktbbM=KWSFkiXSp73Q{ui$6L6bvMaUb@CZ+MzIs
zp87J$N7wmgdyf6ay!U4-FpiGt0)A-ghO2ThO4q`ir%#k;z3(`oFYXzRrttRbt3J@?
z!1HlwWY;Z^Y%eOYPC{+|ZQ_;HP!|K%vN3-JxfA|@S96>4{smPevwp8WkhX2d8Y*3g
zlvWHm<O~_`G<GJe%m54lPU#09H-uPlJm9M<J=dAIsKPr1ARBW}E*iB98MP~~yZ%zG
z%V3R7*iCsNftd6>-finEPIJ#Hs~?nvsjAjP{;L<mB8l}U@lSl>N&y&%BJ)@n^3%^c
z_gGh7A$Vp`R=rfuW-=jqIEo$LhG4@Pb7WU)PGBWm{-#CQvzdhs%Ga(BrrXFhT3J~>
zdbAhv=vpERS0J}VOLhh|)I9NVVdEv<b)Er>F`m3ruW<f+O5I4*^{T@E9Y>k4q57KT
zDPxazGWEXed^vsEPv5sMbjfoBg-x7)`6~|`%`#}als=1z8RF?3oPS@7Gg0OG;M}=$
z!fH@L2>fI!4K*N9_utr3Qc{W5q7PU82u*>HZn6>>Gk(yMwynH>G0Q@!_fuA;EOtOu
z)y}lqg)I?X9jY5$B<DUnJF`ys)d<VBiq80kcHl}ve~cyLds~y4dgTE(mt)JaF|kvP
z&1w#;Mig{&a(0@HmD`W=xh>pA0-^W<=!mvYuRsUf!DwG)X8)ooA2qG9y~629W}<^x
z#zM-asrvYFHo<Jo_XY0~T&stMs5+$O<!`cI&$1f6MI`0AT(*<ZkhAZpfOzh2Skj7n
zlHrlkV>5<$iFmFty12L?VVtgj(#yB*WUI+|cnIC^PI;Q86!jBgdJCFry-V}%NMPgU
zCeG6>`U05^TFsh<6kiD{CQuDD@R)n`RG+)LbIC2UH(!zYMA!KE4$1Xzw>!MP&-F*w
zF2xRgznaqdbJ4O~%YQ&<U{@?}b=^(yPnK?z=$^j+WHm{LnC{6*CcBe9O)J(Gc99j<
zUK6R5X>%BP`7Xo=1Vwi!x^L_3EX4^z(1Z$2<vf4qzAJ|O$!&Rz@^m-g^ua|eG6b^U
zP^gf6O}<XLzrU}ntSo*1{{6`3m+WsE1&OPt5s7a`%#iVPl)Rq}g3?c~;%zUV;U4u`
zEe>bfk^P~f2|*M3T{V%daB-)1oHyyhZ+Nk4N?vKRr|axg5UnZ*yUG_gtne~@;|+7v
z@LR*|53x^c?JV^zNd<K+j0PX5@rtBwI2v3S@ANvnoJ=NM6z-DTwm(>2-(k<KBDjm;
z<y%)SjGL08^VWryM}_Sn?u&|C9a~3(C3}m>vK^uO{*xtY>c8e!d4HE;V9BqwIwKNI
zOJ6YTZs>c{W*iW0OuP-Jp6@X&j+*6BVN%w@<?}myw&VBi*3(*T4n{UbqO*Sc9~Kr5
zmx^{6Tc=F4Yy#_i{M`k~C|NuBZ4;;qjOnW;;mevPnoPJaNl2(R&z&Dv%5Ct}z;;#4
z@*8>i+lK$U)wxaySKN^jx%@00+aliroz_<3?WG4&?Qw}>xE5W4qJFNC9*!kp?)Jmo
z^x_6wKkHhU$_?Dh{Ky<474x%3xh8dWL{9{hTSg+5$HR|0I+}OK>+AN$GlKTUb7L2-
z6!wO#?)9<0$mW(@f6dK(=fr27so3hpp8wHt3n$-g+G`uri}CS|H+V7p4n7{gQ~mhX
z@~V{ogN~0I6zSsbb5S#hcRQu@`zgkrlM`u=@;W>xwTPr)8_G|LcVBw);$1j7VY1@l
zr08cMxO_Qh)ZyFI6ulGXP97aiq?PMPeVwOhn7F^GcD#hW>-uhmlza33nbc7(%&(2o
zhi)Qz?%BOzJs<UbZZ92G6!y&Smihfk`Qjxh)$r@P<iOQ@9mZ=Ed+SQ;0yJJGL?l#)
zneEs_wD=JhTMcyN2g(75&D0;A-J3cMB$Xulq;orZVb=M_<KvP$_pdqa75g<lD7|aA
z%>VL_I#+bj2*%IT{&xzNY^1h&cdy_+OSm|tqdgjQZtivG2Bo~^_~&9i4f=;#??Z5I
z7CtWNfA@&^Vsm_5G#PoNj&69~6Em~MsZ$abwjsKRGUa6PeaU05mZroD#D<i!<>meF
z!a4iR%zmEnPza``{k}BDIXM66hjHmu`2jK_WW2KU!J~Yx=_4=aZB>WOY`Y$|iqTTN
zKNXKTIhRQf6Yx}522|b%CND=l4i7`Tx6j7kRe73J*#FeJy`8D+yh+&jr$pXyN7s-i
zVQF_srHF_wX!?-7vkRY(ab=y&?yK6ob;!NOsVhGz7jk(ltZjdmV*}%N{KJB{Iol~?
zH9%(kQX*ZtCKwC>T=m5rswMn0KY#nbwv?!N)cJ8c_v2D5fVLcE`K>N5$BupfTei6L
zW%l9TakhI-f(hJMS5GX1w`MM3zr5jecbL3){h05;Ku=}K2W;VmkEd5EtSwgTs}39{
z=4Mic26qv}b{NxkD2zV~A#c&qeu{Mi@EbGpBaN)UafiIBqU#>1G^IRce!AUDqe;g-
zgAcXS_m^VJC8xrDiA2(MUm3`CUn}erV<7F=-KZ+5>Y<$Fx5FC2=I#xd9^p6LygwbU
z`^Ub5$Ak(ad4isVtmKQ}aG1sIm}ZgVZEYR58aI4P5mx*^L*ykE%`$Vp_lmZ~4eVQ<
zc7;0ayODqOI{$j94?{+xiA*e8YT%VO?v<5W^-xet_ceDMxs0c#F2S0q_KqU5>@~g!
z9`E$y_gI)&VoX9*w@tV(>h~25c_adi?arm%N>N6fKNsYXohm6{K!t$MTJwAS%?AI*
zamR5^mD14@;rQ2#B@u1Py(3E_{LZJxpK;c4uyLN^T{hs#?6pwFFSd!_dz`{4nMJ<0
z+t4Bu-Fe{x0o0E8?DU#A?B@gfZQN6o>S^=xN8*>fe#ce1ahVu9JRe#Ff1P2jMil*u
zBfD;0@pw3+-0zH)o@w5M`aKN|_rx3T@?PlZZ{l(UbOjG$?%m~>=GB&YOO!TNMlqh1
z(^h{|kfwy&d;3E`Lw9_GVQ$BviUSX1?TziR<`VJy&COxQBCHBunNN`y{T)HR91Wqx
zd?gMdBG03GHOdbms;L#_kZpP_Fm~im49~f5?4D0IaV2)@kubklm3Kr+OE#`om0mT@
z=AyrUc$@w_ZqSU7^Yx_M+6K<f2UiCt@E!*#h|J=4bS$%x%06r&{+Y!8^7rJIje7r?
zNT$fzsrK=kB2m6X`}-nkx+|4f)S?6KYsR{aSMc;Y_Ure*l#o~X(mU;@wjV-Glc{cV
z{k1RY$oPW5aMkDUUezy)i5amP*{pNv7N%uPk35|Xv2mY$ISeHY-;6)XsrYR(UA@%2
zpOsG();0B%lAo7Zpyx`li*9c9AuA^y`{8bQY?kXBbNXyteBxEBn5y^pI60cH4%+nk
zu!`!diTUUl{v;$QDSADzUHS3jeJ7^fa-^AnMOZH-?pb)t$2R2>jgAg^eJLr^Z;aC|
z=Z)}G0{zbY*>KUg(h>jWLucLus}@^8_V74wdxwPVtj}*5nH{CPHVORM&X<=inIEg(
zSYFB+eAd?B^KjjWR?5L7U|x0Hlx#^~<I+jP=B??{9{FHyla0Z}=2Mpz`g1HBoV-P&
zYo+fyN|K8=>Knug`!4fpbJl2ge!rJGoN?p4h6*k=;`%FWTCqyKJ^ll&X?((1;+&x~
zN6@>^vOX=Gx{4cfu9nwbb?5r5<PQ$s#9tgpNECCx3JCB?boY8SQD!`OeU@G)Fsb1~
zpL0WOCwIVg7j^ck>l)U%7U%set5O;+dWm(A4tT^XzANSJ9Nc~1Kf3GQ=$|kAE*6h9
zemu5q!k%JIZA9bwzjFafSSu7XJj!%-)?AF$=Pf&X>al5Say!R0M_G*~+2h8)c?o08
z-9`$_OE!uWXZBJ#I_C_Hy(H%RG$#{m$|S;;2in(_g7c&`dEWVcy+~v(x$irY8>^fg
zYcXYFh;w(tZU52QM%8VeJeN8n`-<!o&H)<@k2x?4e&il9!oppKb+@3=Z+G-!8rIL&
zlex~F@j4k9rkxlT#-ov2T=iG!B*si0bBIrryomXPh_64vFSj|=em^)CL=oSyj-8$F
zi)e&>yY1YV5I-oMTlxOpT!)s|&$yynZMx%_SS@Ed>x>W|h5Y=FaTBRp0yM2976Ufx
z(d|Af<l{fq%v$p<br^GXY+$-e{n0K=$=5kl`7R<=MV^(1XtFt4Sh8N3n$b;*h>w46
z%**lY=;)QjQJc|I*7o|DkMT_=RVy3qCL}}gOPqKmkn12f?!MsUytOZOdxav+aOyzI
zd!-E{#`X1_jmaI!uj7<+;vEcJX|E@SCEi{cFDu#XSekPXyWT2P=r}sN8I{LaQ7%5a
z8L~OQL3YOF<#>mPv`RhG?^WKy2_BQlKQfG1(zt;)`(nhRCkXXcwr<}w3qIMqMEzdX
zbYm6YHT`65I9J2as^!$Emh?If?GwquP>UAt^~}o0*p>dcDIY>Z^J1%OR8>hd;}W;$
zRI4Q^<?Jb6)tGb?R$myVN^1Y~;=}cb&G~L!x!-pZ#s(7V3svR3+}{`a+U7B)Bx<L-
z=WsS|W6%5D+NZu~SvAYEc=K-epi@VU{!kY8jF5v7q{hF-E6z(C2{}3pjejCSMhTj2
zi5N(@4A@>dVXsU*eagzq{Ke(m3CFefT%swW7eXsUPbizrAM-bRpF8OO@tiWiIIVJ)
zclV6*Ag5ft%TEV+6A@~SZq9U;)FANN>$-0ChB$0xI07#FsZx2|R?hXT^S?K%F~dW2
zaLe8naq`aDH&p*}r>|($J_s><YqdB{nzN79s6Czcr+hMQ&XBk;VcV*+GSVQC_Rj^P
z#uv<)xtg-FO9_h{O-OM8C)c?O2Udb6xqNDm9!V{FWxTD#OYRP&MoyQ%vR%uJnEF8_
zj%nZU;x>aI=C7&3#`uJ1;yflE;u%#nG+OB$QzGeOeS>4ix-SYd=GKB^UFC*KBxQui
zH4NDC{5M*{JeK8sCLxvL9@Y-SFg4h1XE#S`r*Z;LE*$h}I*V<}iri+pB<-;4R)wv1
z7=nMqV|4afTZMoT4#G`-j&F@|!@rhJm0Jep)P^#0e6II!j=p=qjv6U<zjP^6_l-XH
zW6`SC(1wORla*19DO|Vfw6X>Rui~FoXj$E~M@)3FjzcDB9PE1P$NC21C;L;WUuhN|
zWZOSGC~wWrvj|hGk|-N{B~cgO!ynf!A!(rMSMGO5G;Lr|s6r(1`+#3oS@)fr_Nx;k
zuED;;$}8A?WqFlY3DKqun4zzTu^P))P7YfL$(UtNHwek-h;u)l8?s<WI2o-!uI0IW
z7wVWJ9tqi!w6&`Kl`kAGM>C*6UoKyj;<4O(x^ZnSE?wl*#6TntBDbS;r$odYqv1+z
zM!vxDu>!B1?ox)@(tFoP*F%YdA?Fd|`Hl9?D?a<xOBcBDkdEi)JGSFOFJsVLFHiiy
zo$C@tC{p0!ml_&>+r!S9=pn|7yv6Prx*?syu|82ebqtK1)ye(PmlOS?MoL^SYfo05
z<5(seRb|DF{?U8E(SR5EMKWJWA=s1Q+`TD=*>#ejpk)gjj!@+nyY7}Ev#*s;8p?Na
zI*uE?0%A53qbzh&yJ!6jsv0_5Q^g8HdYxDPutxb@CJmjXoo!#r>3`bbQskyPuD73}
z<n>C&z_q6RFs9~`%dGny%`^%c8fwv~`;4xWt>14Z4tIWEQ;yMc#b=oNaM7g@pM<K8
zj@M}8bL)~PDQ@888w(}rcR{(uw0(=E-?Vj_i0H<CoM8zIQo@nOWRxKm%#WTvhuwka
z?x)VUA*^FlHbbB~dZS;P9c#X0T)X8;07Ru*j2qK$G&FWdI6IyxWR;MzXX%V{a(aE`
zEEtm1dL~|I>QzPk>x-3}c!{mR4*gpf|L#YRHfDdV^5TB-`$_O3bknq4G}S8Kw@a{*
zIVz0*?0h#){i!h*a2e{m;w)a~4(`Zg-DKlmcz>jPer_ZL1LJ4F+~(fVQFAn}XzE_P
zUD>nPUoGJ~SFiX;93F<73~W%FZt!t#2tU~H-dQ1rw(RqubJsoGPQTYI2d#*bzJcTr
zFCo6--H{(B)`NNJ>x_*hR}<Q&N(>j<(%TP98XEB9W?$pw)EIVSO;+C^9KoZkhv;i1
zukdvFw|LlxTMvqk=G@~tIg0XhIO}!iq`xruGJ0=uhSJ1v8V3aMUtW+S9mU(z_9xx&
z79+)7Ibxw|l$6ZQ^OIo1-8){T!?Ub+%DAsYXE|3y`)B04&<me{>WddOj9bIP#_-ZT
z=)dXlm}tlEox~poZnU$z_|JDgO?ya5X>P*FO)15e_x>+*;z=*cA9@AAsjW0m=0m&`
zNu0$-JC<9gu4DY8H+dx*7>9a~J6zLQo@SJTBRNhLiITV+Rk3IjxK(J>^15rIarmZ$
zZrgn26YQ3(w45qu>LfO+b%$9U&S#EQq`xJm7{8f6R(Sj9ji#Jq9VRD>72`40(LP2o
zo{0_R>zJZw5fgit!9$%w=|LNfm+k5wFLRu={@m2k{yI~Zh=(IxEAA7GsflqYiTSIV
zXLsm@N3G5^G|ypVL@`vP+xhHLbzb2(yO{1Nt7RBCle7DvXDppd^X`?6h8_LshYb`K
zDwLE@pIs=%yX#V9E<){EPXitSib`311_ka?-5rBSe_#$@9OeA}=8ir2dAtdqBEOU`
z?o0A-hs*LV_q2oyrgJe#X;?05YB(=!XBxU#zSRkz-p+m3EQ%C%&e=#L2h|oBN~rdT
ztntw-KPnZU7BnTj4NuY?P39A*ZEWnicF&7`{++bE!e|4hZd8ejZehrqf@K2M!kvo`
z)$5{nDdzf3e~(qz9FoLO$;r`Q*O~IGD{uWUxKnxU;dt|)ki$xA&)_!x=TtGe^t4MV
z+f!e<qZIShUw*e&n!6(sC&gii6SHwOwbd&gYyLUiBMhuS_VjbD8un8!H~W>uj~Bjt
zS;>lQG&7|}gj8;<N)OSAInUMyFz$Rd-pe|37U3MYE%z9kzy_hp!N_?XvR%>RUvrgu
zgoI;1vFM19glyI5m_s|wX?A*c%(kVd#H{HL-eOS$X88GV3bl8)e!iLKQO;GL<CQvF
z@S*R7b7*R6l1z_B&LS<3GyUuC>iP6`uTBhEdtJF#E@$5_ztI^cP``_D1xsId{PmUi
z_;=|I<7C?e4#+U2CQ#_ch6H{cTIEgs7<^M;H<SH`;iezeHiV(SpuCsPYW`N7lqenR
zXd)7S#^}Av>w{(Q^fQ4t965}bvXlrVi`IMhZ~9%gKb=v@3r(l_>6Lt*_gNz^Ys>Z^
z&RsusVPXQ!-#=^B)Nw2(-DK_Bo;DO{>2&?D(Lc{*bB7wairB?ajX(1Dp)%Z03ljFs
z#d8yVJsh9j+pYPGqn*@S3qiQnf*81%7`3c#XE@-czNHPsj!efcyTw_UxwSlgw9KJ*
zmxBC7qAAjLi*fSDw@cFt8hT>Ea`u{^I52__tla8cFln@!xU4heShX6Ah_PApe&7|n
z#iWX7P}Rnz&Xj!}@Y~rryr1IJOZ_g5G2ollVq-}=-qyrS>asdts8oa5o0zF~{+a8t
zIk~Yj)!1*&=+}yrM;bVkM_M{LW-?`C4Cl4zoP~T5+=f)#iH<Za==3xr-^ASh;9Hg5
zHmVFv%b-cQvKgAogimFEnWutK=C%SqCP!pafj@z6=HY9f+XR>$yo~cMcv`_BW@Ago
z8TIiM7BCKFQ)GcSLb12AypmeR-#;vfCh@KGtd3$6KGx>~%eEChGLhlua%LqoctuA;
zq%&+J8E|KLK`5&%d90kXm{f_O{?Kd_oSuFL_r{gSPUi-fWlf30rDvC{_iQR(9rFQA
zE9Vx}H?HPs6BW5E#!xekSe?V7GpWLiSH)@g&9S$r-MDnae)({OGzdQX`!iC^eOR!|
z3tr+5v8-InbVnj@xJ=C4qZm0^{hBv$?^y*v9F`5+C&9*!>Dii3TT3y1_UeK6b3;eA
z-TZGC;4v(gY81QNcH*TFyl3ct!VI-?4GBKPuJc@7z>j%$Z#QgQ%--Ig`*jKmnZ4;p
z#SYM#%k+k}o=(-mF=6}}XrnA+%E<<X;q!MB)*PILuVeAKScRwfobD_#I~=RV;A7^!
zZ-!2QNE-v%9i%Qo$`$?`-+)ojqoZ)?J=E3Ab-GI#VS~^V;K*3czcybrfxFmX;|AJm
zv_22K#qPb2i~BQ1{KWNwX?&n`E+*Yk*=6y5^6TXucVThbmWqi@4F(z-tPXXxp4>=e
zNf9P7<iR--2)xCa5v%pYglqVx`i(=2`R*YeE*OH>MY!+_ed43-qG+N^d<<e(ryW<Z
z7r5}{FH|S>Og{_2FW<S<#2QO;;X-B)J~|<Ou#kBnq^<4j2|w5yJf9rABs2CRc{IqD
zLZsTrS<<=YdiVpM5bHTDxt}5|PuTBHTg*n34GJBGZ%f-iaA|%x<u@;6udPi9T+A?F
zN&u?{`e)47uJvDvY%%|Yaud@ee3%#+5q^GtPau;ps>Hn0eLLw=P1>3+=J4sW?Nm#r
zpN@su)I<J;sryIgI70k;mmYPfN)kMWJJNjN6n$hj_K^T;&U$4wl+a)*xz~P{g`It7
zq{ITqeMK+)S0<|T8vG@6ii{&GD}{ZbyH5>Vo%-V)g9%_TAb~C6=PiKD;<;2%;RM79
zU_AIs+t_f(%F6Nq4=ll0AyL!=`=hs@{}2l!U-7Sb-?Oynf`+Kt+(@jQKp*n8Oi;1!
zz6%mKXrtifCXlV3{`_v~{Xu1h3m2XO)z<X)KyJA;$|-|>#845iv?_r_3)grgXggGS
z^UnF$_9xNNWWdOwCJM>U&%B|-=``in7$t@Iy(at;hGh(PiU@NWc7@k923%QaB%7oa
zHq^-^lV0TD<ScQVk^}<LXf}`v;I|ntn|S8=le@lge))zK7#N8B87u4DImu3Tkk!$l
zdd?t4g6u&Xpu~2VXTobf)uGc|DB0}lOIqW!Edvv>Cr`pmi}Hzz^_r)yJ!p3Ow>f^_
z6-v_5(o(F)1vBoHL=OW$I`U22gjr^0X2xQ_l>!gm0__i!GdeprH`@30l^`JyNtJ*s
z0IUyZlqb^8p56>hw21^(2?@GOmoAm-y1BV+=HKHEA;p6t;m;Y2SOVdPw~lTqllAYj
z2%{U}GISM2ZUe8O#Ue@~1lA5%<;~5_jDmucKwb^u?m`<K#21B3XTC&M0yoELZCXZr
ze>OHOBBHtZDTUE5F`pf~H*epLPA02mQxRf@5>wRq-B6WJZa6vinu|is=Uo?GAP_Dd
zr>8TVIdg_K`~10cuYqFDGfzNB*rdeZ_vG2LGjVZojKHcYz27AZq(eJvl<P2Bh>6(<
zgu5tUN-zTL!yd`$Uj$zEE9)*A#R4kbW4L(OtM^?dazG%V<}*b;eE4A3pRdCSzoAL=
zO@DrHX&Z>GvhMDJLXMLW8d-{?k~J=KX9jL1emgokGM&rm08il-Z@a0BU@$@-2k24F
zjgPSSfk)4E_X9Q%Y?W``#6jM?d4tlkprM99=U|uV`t|b!1O#neT`j=eh88Qo>n}Bf
zwA~3;Qe)2_I4F;L*ytf039WEoL<EueMjLa%hv%qg<ZglHw)4!FjGP?&&0k$|{{E6@
z&z_Bb`O<oc8oHe`PJ%_5nV2v&3eaqN{P;1-M$R{=AOTKpxj<(EcN4mk8;<69FLQCp
z-@C_xQsKNdf0gYWfSr?<u@q6`6&L&z2J@Al4Bf6c{}BV#Ph|dT`9Dxk0T2F99f{{n
zq!OiiE%agm<qFtddq51I$S!#Q{xeYO$SEkW>WriI_B^3|KBSzOoE#oX?~P9<<{=NR
zq_E+{8)by284{y&sWVTBF%3M)=!Aq2;B8s}ffXgny0~0DLr7?poi6r}2W7c&8I%)+
zk}`Y&!UCW7mKBh_8WVm2n+Ro?q7*IQE6uF^Xz~PdU~j$OVS+w%km2GPK%TN$mK|W_
z=O+)sCH}lI*NK4uM+O)zNs@k|_q$$cGyB29qhbP}bB$$3Ubuz}OhnZ6BBs#c-vd&9
zF&L0yV&}c9sKP)oiySv7qj#SSB2A~+@iLAs!uh{&XiM89{g{}TpfceZKUA08#|B<c
zGf=go*4CU*N3K`r?OtFBu8;4f8VN6qnaQ#L7gi(i)`3<FW+$u$J6_t~zrNE84En{3
z7bxSf(WcBC7}FykED1L@Htei{gjE83XP_qj4Ck$H1Pa-6l!{nTG3jEEu(jp(<jIo}
zV|e7Q(wM)yCI|dSBuWT{Z!q!jkmwgs0r^u7!pDHk;cwt}O?b{kqSVj7J`iX%*XVuz
z@aOB7b=cPfMKGk->LW@C8$X*T2iF_OAM-^<a__M3?eAy2e%)y14a_>UZ|#x>^jef8
zf0>iB>E*QtPFo8a*f=;Dpy4PNFsgQwnX31r`&F|uX8Qv6YB?9^9B_j^{ZN2w&f3E@
za|UhrO&bxk8=ZakZ&%t3<O^lpdBaO69rE{Y8@tKc3t5VhAN+vD$44vX@%7R%2nc$?
zrTj9&Kn*}hv40FFC+g!z0ksria&+#eKLw$&HZDH?5_n`JIwt0EPR`{w@7`e{J1gJA
zCngL*j>8BJiI9p54G>>nUbFX-1af}mVs`Qx%&$4{Ls4^I1Ip11I8(=Xcho7^Trnm`
zo?pC90&GT92mwq6RGRVitC~S8aB65ncl;<RDU-mQVYSH5oqO_vS;-uDarnf<Wp6JC
zSdpQWrLSoc7YWbv$oHg4po0V@Lq^Lm>hg0~y;_6=?I~Ny;Z_@x`3-fiiBU2bxgakH
ze&9zk<lo6*C^t)f)`A)VbVt5V{r~s3zx+4AoBe@8IF-y>%^wifx8!>PjfRb#E5b*v
z+mAf~6Zx7h#c;U0in76AuW9J%EnGbYZpQkUZIRjN2TNh!JwBi_J_gCw48%0SK7Wuh
zc`la?e`^Q`P%lE+bQ;OiB?zCGSk350M_XGX3IGNMv>@9$pQlqG3l!M3FBcsv)fybW
ziyqA|oHhbYxEDCZ;=uo>7I9%Q_TRS*bxY(m`OAI>kp<`p>PI_J^gWQ^#f8-VdS%N8
zdX9Y1Xn`?BcE9`Z;VjB{)6|Tyf2CibsHu4tWDd(N^rfRjb;hfF+<;Kwt}aPJ?!UDr
zfZ0ysMFGP!S{A25R;C&ljt_U0^z~_Avqk_%dw9&DC-uMQc_#gKjsC!eAd+wMgabLJ
z{ho^_+yP*F6iy(-biHb~D=6U*1UXn<US5^^zmj{4Or-AJyZ1ULr|nMom%g_*$S+<D
z2b^S8rmvPPges<P=e7I>d`+b;zK#t$`}T~gnSEb>Kl$0S<~|BaN<KD}C{PjqGLtGT
zKtl|BQL+~F6(}_rl>)p=_oo48r>vslT*)!73QSE<@Ps~oj2XI!gM+g$QB~UM_4)JX
zH6XlY<mVGT=uY_rONwqu<2r8)1ej5wAnrk3;5RD)_#YrSp0U>)rIi2;_~gWW@O&3R
zy0Rk*IE}gdZ_2T>;fbJ3l4;(6eL|GGjKY-Tt$vU>odbjkt%n{9;3JoH7yVaU+Gu$`
zO23yn-l8C(7q{{urWGcmU{h-Zdg71y`T46-skiWgK25KID`46XqEWX@fv^CSdkP@d
zHlfV(opDDC;7XT|7Xz=q8KjQzd{LsCsyA*l0m9^WnwCb@PB#*`Wd6ac!9e~YSo%;l
zKVI{Y7YNm;>jGEErB{qbOMr{m2sR#G7AO!&I`N5!<l#=XYA6x9dd!mx0fsy)O7BGp
z<KWkwU$Tjd)7lQ@=UyxNpMx_CLN1Kg|1)&fRqBFzHDfham6(CC;58i}g8}^Jqlv7g
zQv>(Lsu$o>OpG#UpQ0kCFI(_812DD|-cg~uMc#c)4@pW(dwwfbbTEmYp8h#-^?UDx
zv%-ioMPbBW+uLQp$=a#`3ttR~N#bRC=xn|ZYQ=1X$P7gNoG)7p0Y~HjTDAtvQBRRW
zLQjY=cur${P2$HIuW$@)F@FTP;OWV(l=ylx1+|oa?LTim!pGMmu}h2UBql)V^UbQ+
z98fd}Yd}JRUW(GompTbjjTum*{5vKBivIW5a9fQ(inrha{on!D&b-bCmB_;Pnu>Sl
z(MT)5J==?{flJy0RakUv>|gz3&(*6}#jC8);kz_hV3<O}v{JWgy!CsK5E5F22LI!=
zrJ@Ge7#7r`)AZ4tntbq+MO`3}$s*Ccg4!8~9#KFK!Tslufny5*l-1l8G=ON(fvcbg
z=08{nf<!6?ZEUze3^)7nIT-d^$v>Z1522=}wzAzFetYA5il}?X&Ru8ce|h&}<0ZKe
zQ;>32LbT^cHG$hj0WBa}dcti`ZrT=o=|2XBVXCNz%VSbcgrH<QXW)^cnKB3<|6st%
z%MUygKa1#dQKg7IBmwt@$LN4p1i*wM9G!qn+zsW6(m<R;MRLF#%w+$78fhlmnjU*J
zXcj=gH-2Xnb%7ep;7@%)RJRVqa*L&*0-$^a{k!whSh@|2dM_r6vN3vt_gWm|r!g!L
zHa?k`c$$}RKO>C=$}<{-B}NE6!TqLnyh8oat40e96m$K~&HrmJ1Tb@80mEhf{+-+v
zo;JPc3ThF8U#$4<VGwEEQ68u(_YW$!<7|m><9S|VH&03`DyD1KC{U~la*xG-E`kRR
z9}CNyFCVAC-oDwCDZ^F<m@8iPcirCyw-zGR@K}#P)mOIl*IXB_)7M~nE_}Nbx*NlC
ziI<l&oQfNY1CRe@#gd|<5vW+rJ7<Ri;T$}4)4%KxabQI?`IPBL0)~U~hdOr*`i#Fn
zfrUY~E)g$?+L7R+R?$c3egOHXYUCnFJz8VcCI4g8REPs0G>|Xm@gGAn{~3?Lclw`?
zM1>^8#Z}T0elz8JU0FHuFZV{{93*jfEe=4s_Z+;kmrcpv$-{%mgPKW_h$|bYDWYI=
znt~@n;T9nIU|<iv|FmDASAr?wy%lI&q-1W+1hNgW3hTW0?~6gQ3Te1B2zDhU>lOK4
zfp-82#U){3>K{LT>@_i*G-AAmb!%e>_uxDGLTPQIlh>l_l^`|0IX0*j9&IlT|1G$H
z_KPNN_`i^`ki0Rz{O??V|0H|4kB(f_onz<EXpsGQdB*$qXHY3sM@Pr2kCW)r+NY|z
z(C3a~fh3WPj4bf=>(`21=}AdpFlw{?jX4C#8+-<$byThbS^oPMl92AZ{`&f9Aoq@a
zKPrlaItn0#N&5>;O-;bvCYf;Q<lg2;{8z>@^H2n=sy@w<BdIY4EV;m~6k!YmpOCN=
zCjcrWjiBAuU-kW8RBQxsQ%Laf8$lO7!P9CbfQg8@EldkV{@;-R=omkPh|<8~07NGI
z)_rfh=kFLA5{0)s4hzE%T?A7?mC+*VkoLik)6ZrCprN92S%Y#r8DrzL&MgQ-kUp`5
z5MK;|ja<cj0|e?|&vr#1W$-S-L$|cSj}l}JkQq-a1}(^{A$Bh0wqPO&JVwt(M)W{I
zFOxTDKK9WXN)W;N%iivQ44$P!r+Bsg(4pX8!+JjZGj&*iSq<>`+8mS+H*M9f(?mik
zX}kL!2$I(}H|1nx9yM(NsBl}E7@ZRb1>W95R@7}Boe&6?)1c$PKXb-K<ml^1>;7W*
zB^^{h2deslvj1z610G@$7DZWI{UQDi7Zo9Z9A{8>4~sDr=!AnRnh_|vLR~gxK-DGu
ztA93zyc*IKEnQs;sCQ5c+QcniQ;FfT9~1Be4H7T{PeK7W37IaVo3%Fa%bg3n#<kR_
zxanYPF$nZlSP00s2tdvZ+SBWoi~dWA5!o`4>wf|XKF)~%szl|A5GeUUc5J^)ASWve
zw)%}WIS}rjb8};avJu?W&u<xWAcEn7j2;!t#>JfjZENi(uSiIjP7j6~_#7w2A?uok
z+zeEcAKi)C+uNNNrZqG)9)VmV6F@Lp`^?PDMAK+ct&R2N8&;i#OdK5PMSxr8KK5fD
za~C<$MH>hyYZDF(q;{PLF?P!<L0c#_ND1W7nHsb>KS3vj^slYQ`GIFn5_V={VrE`P
zPbmPYU?WVOc->zh;L^lwk8FaV&0|>~6>$Un0M{BkYWD>#ufZdEo4-K!sFr${Kh7G6
zxn<HN{hYwtqE#*s;Iw`K4!#dR`jG);^dp-+Qmvp5T-%$8VipoAuPXgVT(a5W3<Q8K
zYi)f6mxwyBxmg}n89>>xtBx8CXf|)|lOm{h9?a8a1}7fNuKuNFwLZM9O?mv9myrY=
z`bc5=x5A0AT>p&lqeF#Q*7Wv9;u`1~=uyS=yYoxV|HKp(jeLB_H_&0Dx+LL;E3}hP
zPEF8bL7jP3uQ`^CN#q_O?8&yn;uD7q&cCVUfXDxLj}7^66sm--sH0FJFIX2lFj>f6
z7V;uA#sJ2EfI$xy2{l5umuOuc&H0M$Mz7LJ`ceat{S)kV=jp~rit{S4+-_wkb|~|>
z^gHIi@2l%IysFKwz9c()783-?L7%=23_@)oldADxoUjnl(a|x7k_kw!Kis^NH;78G
zSH9O6bz2A}XACdVW#eFDqYx{yI~HtW!KU}WSx2HtWoN{^5!*idZ;6GyBw`l<mc%3^
zMCI)445%YX$esph_!&Ca?cMwTBOkkd=P3$!^lv4TB4Ym#F8q}<@Ls+wJ>Q*b)J;J}
z6%r+RfDh$gVb@<o&*>$efp`xPYF@7wW+Uj8%>-!divWBIIsbKB`o?gjGJS4zOXTNs
zjSE1egWp7Sq92F6w!J056Wlg3itI|hj%HOiJMO&e|76N1T#N37+DJHq<u(I~5@2_u
zM{7XZWC02$C_<qXE`*Vl6$d;E_*^{X&-a@1RaI3ec^?GuR9t#!Ood9-kk~(LAs%c2
z%Jgy?8sxval0%_?fEI_K4K(zWnVr2g!_P!P0q0kDYB<RCQB;fyR4W|lWaZ?RQrTfk
z^$vD$0;@hx_&JmdU+kjgLi@ib^W=E(|L;GFC-Zb_GBs3Nd-)VAU^VD#R$B@YQ#S!M
zlkQEqx7hJq-0YYGUoSoA<75;5rpwQrskZ)$xa6wfjRL0yjx&~-jA8d_y3KLVdcROP
zC$hAQC$+QOoZp7geYh=t_@Z=Y%qM_q$*H@wY<J9{iSKV6ypK=q@52ZXQT!Do5;tL^
z*^To58{h6XKidchuBpA9z}wq<ZDT_gl)(ktSy@@Vkg+T*Ej3L}(nFfAWNn>WTVGpC
z3!o5+jaXaT+r1?gO0{r^1(~e)Vm7QJd9L<Fcf8vSVjh2_LHY$}rr`7P^2#eIS-=+{
zem#kg*N#6xh0|aMXl(=V3ZzSfs6Dc%$ZBbwL#81%DS(i^+-~$SoXRpi+a8-FV0~8Y
z=1maWr(`=Y!Cf?BU&s?uLw$GS@w<2Ia72U!5~!K`q^?flJ|u46zJ24^egL2s#>{-_
zk_?Xz+6V;PL@VKa4nd1VdIknF{pwQjOA+)EGzSL<dr-UlO{ojDS-6e!?ut=TQj+*B
z3fQ?hPuC7>a8fY+*QPN*^*22;!<=~K+?l<-Jw_3csxkY6?WIrv3i|@<aL`OKwC;#5
z3aP!lB`b@`18PVF4p<O?Eqz8xs)5F$D&SNSdQw_cs4q>(9!<yW?(CHF@)F4}DA4XG
zC@5Hm(uQ_T7c|wP6B9$>BnK*4d~x4BGEgM8!du+K1jNJ&Fvx0;<ulye+;D;iin`(8
zogDrIh<f>YC7I4Nir{G9uyy%kuW6wAL=dr~I$1zZXonEp)T_0d&kg7Eit0bZAsy==
z{bYjv9bm~%X!8wH&VkA)XrRu3``mDW4W4a9g3frB%?@)Q6&2ODzP`^ONY?6b{9cW7
z@nW(~1pz6k5@_V1{D+AwjFz%L3lHZ9@PkJCGr^c>$reuI0Ywn|aFzeDC}0Y5T3W+p
ze|LBHjJ&+@umWZ@mV3j1Z!0O`K|O+lLNrd56?#?QDjcV5Dj>OjB%3iN01u2rJ8o*;
zp?j-2n)CxrR0YN0TVx18T{2qQ2tdzS>gkeU&z~!Tau^OF!bSjSe!inF5e$=q1U58C
zfph!@HAPP^uOCobgJv?Y7aLOW58x;Wm`EolClL8bIQ<^DBCnu;O6YBDQBS3D$BLX_
z8cJR3kaC$X_PuRuZ+}!%BL+P;Ms=e0jt<QWU4(>$K`bhe95jLFH3P`P?i&x&8wv%J
zTBz$m`z|;&l@2na5QrK=UWceVex(^+Nowlaa){Q+%EXUO959CeR;D#(%rVhQ^&7LK
zzpt&S+5Vypnh=7&D(4Wh|DA6q3H>GkNSdPwmIxWv03B|b)7aP;EVSlB>Mk18e`$(c
z!iGu^oa<4vayuuU@7lGX$Vg&1ZtLOYuCsqXP}4En)6sDT7Z>-aFI$Q2iL{Ce0o2Mc
zkn-|!o98)Re;>#ONK`!R0U#o~^H6x;40skS1U_VDY1z{MX>gi_4DOWIVS7SEL^ME4
zP{tO&%5Ho|Ujlvj0j{-=yn<}?={BwZ=1A9QU|=>0A3g-u)@F;P1>;Ole{*Zii-Kw?
z=+27nc0J$O*$IJV%FN12{*wfl9u6bA47u>&y;i$rbYeA1W8-n$7BS-zgue4{Z$Ure
zfE{fiHG|%HcKFw?Uu#=i&47}pfBzo4%pXZ7Mg`fr&+PKd&!2qOeJrTr4dATq-3r(F
zTYz72pFe+I37EKUw+eQem96b?o`YYkf}^7&wDGmC@Is6Q?1WkuH4P0WLNDoyZ*Omp
zp7{l7w0zwRo3=O(RB^g)85{Sr1xUB7(}@0rDMI5XoH7ND3<Hq7^}ri>6B7o2J5gn%
za&mIBzkV@^h}?a91nw-jiJ8djRdRCE$jDxa`TOpRj<uIgc{me=>^Z*Va&dEusN}rh
zN28Ose06noaY@M|Sj36%-^pocp1~PJ({N%!+!B}mM|?O}B;?T}jFi+=a(ep0tJk*S
zSR`s_!$d?znwgtpl9H05r&~$4;HSZP03G}drzbw1-rln6>ZITx&^DuOWXa8Bp(H*t
zOgLF!?!#2TDIGLI;q_zH?{l4rP2a!ML2@aQl9FO-WAhBHgBBOxE}U6jj)V?#d(m|`
z`2?zyGH}76p&`$?cwIy*BAShr^#|lDPgqo<S#pP7C}Lq@?LWL*rDX$W{rn>Y#Kuw}
zjZ;$$F)W{2THX%r+}ZxSe*_<c77=BMI5|6ORHbK>l<@!j`O|4-LIh0=Q9ZZh-ZYk%
zA2eXcDjcJrD*+UPO9BEPzud`(^M6|4aIXkBQ{x8|4^T7&+05?<d+-i>aQ4M*O-;<#
zOeGKsgUia?<EzmI1*A%33=C+G7v*nk{~jD%*+rw+wFe~N>Y#Y@6g|KIP%#n+C;O1W
z=}_7iMoTLyimnY+zsb)2$Jt}B<TD_&j;d3?*=&nK33?6ay+lMrAPCCbC@WKdm*<|H
zMixB@4sMqc6A>|kL-|JP{lre-m?un>o`9BhP$NaYLHm{_3O)8I0<ua@o&4y|iHV8d
z5v9;=bn@`{GHenM+1MxzRe(#tJkTvP%+=J*)q?KlEy=Ena0<_pC)kiweo*}mKoe}&
z95kVPLP8-~S<G-G6%N8DC>RX3FaAL{5x5)EkZ4yNd4s8<$L!?|lz#k(z1E;q*PHbN
zAG}vDGYwc06f&ZrFb~--0M~Q={{EHz$JK@ppzO0S^*>s>@@TBnzx@?LWy@9y5z<3R
z4Jt)H#Gqt(EQLZfLe>&0OQI}cS{{W`NaD#-k$o>UmL}z~mFzV`vP>xJ@4C&rfBfF}
zocE9SymQXXoX*U{^S!_K{aLQ-`doK~*2$A6?T;M`1-b@)^S2>1&RdSx2_xs)V=)V%
z%ZYwj4+;s^XObIRK+ceU9~HkgD)H#+M%Y#K?6If$`3x!Mq%Su0uC)>pJzu_D!6TmR
zEVht5e)1vUpC7*Q_y)*yT5kg%2Hv97P8rJmdX-I9mOjg*XKLV0Wga_mf?G^Xtgx`K
z^4&Wjpo<lza23MNW}`rY2?BT`#%Jh&h~vdIIU_jFu=`69qz~9oBoGBcyAwY?5Knf)
zV>BtRNd*wzp0nS*NGp2*dS{NPikX=|oeZwsd(>0^vaM|u*rGPL|DAMmBP4WTQPJ+V
zZmy_G2D;LsqLwQuDT$ZzXKKj@H?|$nVoTLy>#Jome?XtraG~$rfsCjHG&b3!8@Z4Q
zMps_d)Feo_3_$r!V4)dJRffbs3a%n!cNb>4zz<iWcxQH2Fqw+TxRM*yfM%4U93l-A
z_N<h%6wCSD1K#uJ&*%QqD1Lj#sio+mYVc@m)Xtqd;q>K^ca$wSE>1KrFHbz6BH>ai
zrDm=*$I+0)+y9x}(o$q9owkY7_-?kskpjL|TlRFCt`u~B1||_b0v9!ky&^^s65x2<
zBP0Cxde4?)j}b&DDJiK97HV}^zH?J#Czp=bDUzxa%%U$&i6aCSEJ+V=kE?)Z?L6}(
z9ATsfU#zXbLkjkG^c+9LX=32OFrdYfHWmB23J6%!GdG(r?+f@1(^i6yVKedC`2)lc
z0=GC0m%Y1tws$~(>aVgqe0+S{PyZoMT3ULK$&3P1rKWf4r)Bz7qIB9y?Ci+?-+$xT
z@)Jj19&O&|G{@JEoGB@OJ8y;m+=;S)vazvg>*%PiuU`(zuC3_QhSIV!HcGktyA0`@
zAtkFq2*hsJ@$)MzEyMD;ca=w@?*n4C8nUtrckkY<lZ~wypPa0P8{8O5V)B8DT>N?{
z&CB{&t*st;{rnGag_EL=5LRHzYl!C<z9vzgP`UP1OHMdDCnJ94=H=0gCda%`)AZo^
za|;SCr>8rmeldUdvo?3~*L8<70oC0~Na#hyw?#$8IdATlWAxi!RaG*6o}SMxT&18u
zJ@erD(79$fS6A1CfK-@3PXXli=G{B?H(Qf9v>R=FMwo^N24_m-oK@0;TXT-Y!Zk$(
zZ`j@49ZjEI)|6%>$}&{-2ut=34i~Hr`*T9DLGuVnRQGUfO4&=?lJIEVy}cnQpi)8Y
z>~Fd+-dWE3q2kDx16^WwS!4;TtGqMM3!7Yo>vH6=eedpa?)!E>FPy^@3(3vHQ-$a6
z85jry?n{CSQWHy4<}-pfsXvj22)Alm=*fl*j~qfg2u-}Qh+`u$upmTjTwEM@5yz*6
zG572=_E;7429>j-skpc$J9mmqpodrF;*vk6d%!U2XDT%%h0xXZa7&?r0o6I;fQ3g#
z?}gnVW175I{MZ5g58DxyXTOha_v#I`C74@SSy@@#J|>^U&Rsom&9O|yH~FqFLiyR*
z_gtGVFy=-ERy3Ydd;7E&@&4zUpJoi!@k{Q44Wl^DU;oxHZ8j;XyEOi1+0A$q<fz}o
zY7fJJ3p9&)(VqhlW?sf&>4RZF7=s}~+yc7_3_69Efq0?J&AX>3B3<X}>J{h90?Sf%
z$=*+a>`%~CM|DP62Iv{=BrKAwPPn;kI#9My0^6c>u$h48hf-dCKI!uO&YkOn`B~f$
zvHXIv^N;2Xp}_AwT!i5u$U15!mn#GFb2ADG3ML1WZm_Y_+$VZJS*rB(O?4^G`}ls|
zWRIHnkFmUP^GaR@@E=$LA$;<p->gPWyagUnq>~)~b}r2<0?$G0y(n7Jb-&3k2MLf0
z^BvY#b@;8;X8br%9n7|8VIGDmB0`!S`ONLZ^;fkJvCpn;)MU%c%_RW|hI?sdfk6Dk
zrItv5<wW$~7r&Kr(YQcZOzbEmoYqf{@dz*DM687@#+NY+qo+%-XnRm=EvkI@3Iv=#
ze9&!u86K9(cb-Tw8MRbKQQlmbFlT)&CWdd<u3dD=fK)n-5W;{xElc*pN`#>i?dt5z
zM$tUZVNVA^<(1i7<k_<XImq?OUMnjxd3kx-a<cM9@4o0m2?*U39t}jMI)S0FdGY1y
zpN3ov2^noRKOha_f<kB{$TmPBBTde=l9GHuK|wnNZ)*i<lJ=9VBi;fy{i+Rj&xe2s
z&~+PLl-(@bB*O;fkJ9|?Uk8-ziiP3O>*?$J66Rt35z?^Lqpc4FIFDF|e-`@xC65}h
z2fqrPY@N@p-Mfh)iV`4ld|48BQAZ=?z3CrbFO%YO?D&}Ro5r6Z2mKrTnU&Z0#oBrm
zks$(yRclvK<&@%_TJ>FFwM@!OtKsz}hh9DHMhlUPB7`)d>K-3~1&E;fQ~|)fV)fR3
zo~1VGe=c<Cs_odZni!S!k0VReynfB+`}IQ=1VR0uMOz23FBFuN9!;{X2(s!rra~%|
z#3?J3)x@pGgia5|XX<}f4g?Bmf<T2dT>KheqOc=BToCQT+b#b7`x9r`L|)d{Gkur%
z4R@%1gH18aDXdG*Y&tvnB?4|hi<Ycl(LhcYY*_2rNt5y$ZRPL;v$tjIR?KerisvZ@
z1O%WoS3eVufSKXFzdR#jBUSn86}O(AUUc9-7q;trNPm|~ga=?4fvQ1dpa;AUVgr6C
z&bm?Ad6yy6U0J(hB|d|nQgut^DE;fn$Ea=!OG^5HiC;!JOHdE@58H)BMNt+0=oe~h
zZ~s>YJ#%dk&@|Y_dS|ID<>ESu08r>Vl4L8oW{u6j87E|D^rCI~u3}4h#W_$Wql(Db
z<tYs{8=iE02ynttScs7lE+T>l+t_ow-+*8Rh-QW7rZ&qOgvc6Lm!J2KRx!NBv1ZL0
zM%vb<70Z|FAjl2eEpYFQ#39l9ID&_9b<<*9Ax)_%duP!pE-t>cl@NtFSU2jtR}_-N
zLB@;gMFu0~1h7W0fjW^Z5*n6i7`eUq82-vcIgZqfa|5xTD%DNQPSB}&;qhoMbB2n2
z&}$%w{#LNPzOJr1R%<@Iva-@;NEz4yG-!Lkh7)}bbZvde{HzvUZtgu;jH?L=kpN}D
zhG^T^teKmh(1C_~-@bjn-nkQvZVJkcdoA0C*8lXAFkVY-xZwK!xwHQMyC(xxMGmk5
zSWta~fV3`j4;Ioj>n2V&04q+^%8ZdUGwn`ylc60TJQ<*;;7DC;LcZGCS}GU;1_-D<
zfP@q8pKXHVm-zD4wTcj)J2yAC5}NYCD?aEOkSJcjt&ZrQfflVm+F`ZW!Fcf!zZ4%u
zTpG`Q`{M#c(iZPuV~Z%+7MdJxMe*i;2ekw#vP*nNGH-uU-MTe%(%=Yo&v^d%iFRdH
z%z6S6@Y1_}Tt{1anWP#W_F~@=zHQsKAyypTe9GJV+I208^bRO<W_LmWMI4GDcH*bn
zihUH3KdlCm3RwO)J&@&Hfm80f&6~4Z-qmJjXVX+DlZd_?qM`rKTKvvqI;mS>h&k>J
z`Ja9Vzv?39nX(iSRtOT)ya-9a3A7wJ1GAz}zoR|V=3a~d?jI^4a-fgAk3+G*M>r;E
zF=Bu^Kr6{ojHx^LJg8za_bp_pWB3n_Fnl8_GdxgCXNhmC;)4n^1z~h_SH+y1J}(`)
zC?50oK8#OHBw!;^sRD^&KFTSbGr*qp?5pL4>#ELSgp(cppFdmquXT3&_U+pixDBE!
z5P@b?2NqwW4cmTiJ~xA=Vm)NBu*@E37ZlgQ$yEuOKM()rg{p_9sl>065;-tNBjs-&
z{jAvxOLr0Om8?QQhP`SG{2hq^rwZ+b*ZizM5qgfN8U~y{Pi%8II5?m%mjJLu@G1C$
zZus3jD~Bli5f~xn;0-)+Aty(fL~Xp#pH7q{d?@kdCu(&^N15y+6)}XE#a<xBlEIPY
z9Z*%0z7*DOsG!6L3XP483GN6063|Gg_=bljor`_&?j=r6PEd1_!%t=-Mj`L$gE&|p
zXr-g0BSpWhHwSqXDUeq{R;8(_Nt(kL2@Ub{r8vAbA3m%_QH3sE`{FZ(EDr$#o0^<Q
zy_l(KX<<<PtcO)O=`Ik-h^h=@BNRmv6fp$D&OjYX&=h<@VhR5A={7_jdqB#Czxv5i
zl#nyIBfz^v!ex~vPru5jaj&j!Y>u23PiTU&CeQsdrMxRhd&9>k^4ls>_~{ayJ>}DH
zRTp?xHwjfQw#ecCiMA(jzBagD`+UlL5$(Bp$U-w9<?&Y$eU90Yxo=bHk4!j?mq^RV
z<OA0Y!Gp~<93+r}$}wGDx&Oki93awuctF#6KUu)59qnyxRPb$%mAg0NO#KMhYq1EY
z<X@NN0nC;A<capdgYm^R$)d(KHi_$leC!EK*LVrVNJU{p0=3}+LCF6HnAf8k9Gg5Y
ze;oomml(oX4l>8j*<AM!ZR8kLS&aOsKv-*e@L5&5gM&130!!l3p`W#{zw3H=pH9Q@
zM^GgopNNlndH3#7K)v9Ny%gatsm-f7S+#)oMCY(;qZ@l$dEBFa{*?KQN7}^Nnp;Cd
zLqRyfUv;fMC3R6dnZ(Y-FMg;{vcATanYp^Jc~ktpHR1iz+<;97|M`=!+q>qg6^04%
zlSBgLyyYKcQqL8#i+Yv>2W!8P(ejTUKc0B^VB$``2Y&A%-<d<F-c!$V<jA-9`%ei%
zi%XA$yoh=IZ%Aib1F_x5o<_TI@#al2D8-s3%r5TL)2l{Pj>wC3uQpOH3x%ARu@k@f
zS6PGO@tOg}2{P`tkY=nR%3x_ZK8?WAaC?Ukz{iVMuL|nLN=CzBJVT}Tl9#u4=37lD
z1u$4aZDNiD&W`EB9GH|I*JK@_grg0G2@tI&>cr%n9DXS&Dce#%(=?<tUl96~kdV-=
z`1l^ko%O+;nX9Gh<>%)>JV``F__PB+1gtYCupZ<ulXiWdxiZw|58Ms&2L~%)s%06`
z+1hHAW_)V6qPWAdv+Ev`FXRxm=|z)v0p;w2f9;58Fv5`EYAP!U&uLxgDJ`jazU{_-
zXA8g<NB`kkh)E;#?8x;*2@b&7!uJI4wHr4=!P)hq-oSkg>j3YLRxekEq{uq$BjCXc
z$cFytMx(J-g&<oVJ`aQr-M^FI1JJo)(CiM$-009@*Q1xA(s9XP|9%VS_lO2;6wD(t
zZPU}f*#T__oRkYH$E7s~EW1>|H$mc-Pt^Et-Uy&m+>2vwy8-#8Vt!f?+LLf#W3!<9
zq49AsS53CWg5AH*0q6seygtM$XNEh%@Hz<)VKE3o<Kef@U_ujRW_Pk!K~(q95Od`W
zI&yl8dh0xs=@#T>ju{rTc+v(d@nW;ga(4W^bknz$;6)A)W(>#-D&ZAGGJ~2GvX{&l
z`Fy^Rge*kraI8>WPJMknAo@EPHKHG-$11C<TTue2OT61jfCi7rtbHii3F$&;Vxmp{
z5G3qjIP+-j({0Zn!n5tc?3B7ic(e;h@Dv~~+8Oj^(udr;*aVQS<BljY3>}UhT@QD4
z#hU}4KQFhlvm?E_bf^H<ScuYfamloGLemH>q8HGt2g}PP=RcMYVi<^<>O~Osjt3nF
zdu{%t(|)m8#gm*|Tv4d4Fl=V@XT|ilPDoo{Kq6vMcgV17ZcgK#=H2T!%tFh;wEO$}
zU-=-shXR2u3|a_$r*@Cg&27JJ0!xA(vg+ka{mteI!lPqj|MK>JBEJ6Ic{Jag)UCus
z<_&N>5Z#FqkN(H#j4?O$aDA!1_gL><6rxq_?W-{k@~W<G356d7z3{#?DF`-}adBN1
zZI4Cgy66IpRH}1Lwy0EY$}SDS0Z;+`v>e1RwCZwG77#TxG&H;^@%1Q*iH+q)HwKke
zQ@@H<HkJ*Gfs>VS14CNkIJY|ZcP_Sus87NsBxf82;x7A3!>tQQKJ`O~j23``EGLL9
z>V?C{?Tr2?sR-g~{(NdHS_-IrL-X_VZJls9(4rFcR!3-4fn;gpnQaWPZP0Eq)HNu=
z3_^@$ZcdLqkU@9ET@eJ3ObVQKE;?Tw%Hw(ZbSQWn*gIc@TwWS#L_DzB(Y%R101v3=
z$dwc@6(&U-A?QKd6BGnUnMJuh2tLemq&^6j>I6beJkoLa>yB?K8kx_0qLn$5$h5tA
z{W?1)W*8Gd`Y#j}`9}@?j<7`_c?e=J;|1Dk!f<@oUk%%~sH?+O=4CG43Lyt*G{fko
zmRM8`<jx4-3*CsuerRAIioV?6e+*Die!~2F48;J$XWAORT{)dyJQ6&8-uP30KYga)
zU{MUIpHwqQu)tBHwZ39ADO#Ei9W2U4a>;}z#HOc_#WQM73P42q!^z6Z3OpJC7>@)@
zhyVa*tvc8@gOUQjk_!Q^=#kviod=M|)u0|gF}-i!mAYcmQ<G0Zm}U=z7>6x1JKNp-
za>qI_jn{*|f<Cmhvm<x|=|`Y_b-D7$>jfrp5Iew4(*`yrkGM?p-FxuTyt45|SQsZ@
z$IONhH147Rjhls8eetTUqP=~6=pY2igg{F%%<idRRMV<^Pej)>G^`*M3d(!?qelU!
zNv_k<I+A8=^yTGHYfc}eShuzw2lai(rORSc-!15rnwpx0yu)sAuqYdyRpt)H&)QW4
zO5lU^)pN`kq$5P)aO4-&{lU?%a3FA6#?L)g{nkbFyV%(~7x*rGYV}nOAp7ubZS8}O
zipDyhX3u?8;zkJx2|qu-b%dcdr!hzg2L%gOv4%%_i))M07kHCmtV<7u)`K79F_uZ$
zySmQYuW>z%f)6P8R^%fv@oXTG7=idzx;PL~LoWfJ)qsh^B?dY9hmD3yuo)_AYxUA{
zKs^%@yeJ12+EI{e5CF*s-pnh~%r<T)Z#;N>+!qHM@@{UNHRh>A==2qYBWdZzHX($-
z0T~<D6}72sAvn_14{aF|4eMY*(KkE0F1Cpuw*jdxnmRK$%Ez^~phEXZxRj^nk`$_)
z4^pD!4T~iLc)k|`ZAbJ4)rjuLMd?PE$6et7<q4*IF^2f86cL77Iuy6U5Jjy39P)+H
zc8TETpDdK3qM%Lar}`)Uf($$2`Ey;bi9w4oG|J17k%3@HgGvk&(1zyIZu|D_;aGqu
zKoOBZX2{=}I|eUpR8|%PtV{4l?4+y_XzpHs8hMVtIVg-x$$@l|`#r?2>})<LP9gGZ
zp~<;|@ss<A8W%~AUCMvt$PqG^;)SL3Lb4>Vx=P@zpO31+Ubo?Mqum$CaM)f1UsNcU
z>be{Ul<JTUBKS4G@4;k8IM@Nqp?%l320Q`4SGC}gw%f3xl9Dj`Spg`idZGLwn!w(8
zrzAlPvaU=^OB>fra9v<cd=%CWM^s#fDivdd=Er9~eem@O;Nmu&`rMDFeE|w^6PXDG
zuqsWsX}~!zFb2qKx^H=b$9@}{pq)M4-Rm%=s|yb6Il5*R3MsaSXWC2sp9*M)quC_$
z4-Sy~oc8evi;9XusgVpsAp0zPPCBB^GQir&V11I#4sKMzwLioK*nbZA{B!g=8)28K
z2<G-V5LYG4aj{l;)yzR)xFi_55Bf$A=Kx=H^)6jeK)bZVBW<ceFJE5n>goy+fFex2
z&C(jN!$cA1#L&`K<Mm=<!T{xOX0oaUtEC*Nqvd;nAC5J0CKOD-){OvKFWbF)H@PC_
zG3=Nb9ENvXT#pzSM35UFLa}gf;KB-KsyABw<HK>OPoFx1e9F|r1bUAwOy7Ld+A0Qf
zQj2FEuLG=FeS-xiW^R|B8BTzJRS1$0Ou=ZEPPEvhJbLsf!sgvsVC7?>OT~zo>*4BN
zRnltf{vY^wQ>L83O30d1zittiMH0IvYvI3{CTMz;5aiMBz0V^+Zr1gp!uk4Uuzz@%
z*Wg+%F3n(!0~iDllCeQSCPl9n6nGLhHX=elQwg1`xv%v^N_zTbFlHFu%h0%?_ZPCe
z&*eS3johH;&&uF^qWnmGlIQl`^02bOO4I}7>K?#Y+ch-$kS;CTUy|E(P}u2!UPb_@
z0o!Rxr{6c*0ErvXjAv(WM!-=)U}8*QT8YrS4)*qhr|p62lDTaX`)R$FmK4Ca%*U@m
zsf@ifQqH)6aKw+IeB2d0I2qw1qsaKi4sLGIAkva?-3s*2A)sV!ZEbUd7UpR)3usAu
z1_#NTT^t01!LLP&6r?-sOIHM!musRMBG+yZm~`mQ?c1Z|J_~f7=vqiQd1qK&rm+eO
z)Jz6#2)={%lTdYp9ztD91!Ibf@B`45??vPxH#VR`&5-p2s7=K451@P|cu!ZrlmxyL
zJ%(J|K<Irk3<W-k=*=~Jzc!2C1b7ywbdadD8TSWGPqshdMD!;xED|Vgu~<=xi_!jQ
z&5?rkW(-v~x$r?wPLB3|6E2?^saVj2To6hT9)P+2y5q>#qZ1S4#v`v!4Xcr8*?}@;
zU7IbR`gqRs)TtW8C>V^-TMw^GvDAYh|C8=+`{cAVxfQ&;7IBM+EftO@WuE+ux(YQB
zPDwB34FvI+BFGox(>SK62Bm?)h6-q-e2c){M9r(XC_zzC`HIan+Dhs<(0kVppNc*w
z31O;N1m~x^smT=k93h#Mo}nl~4cFjyhm0q~h~qC%7^gqUflSE~b2L3VXmrS>TLVwf
zR4kUm%cVoN<3b{89WJHV+*%Yc^NgH1v?~HQOPCOi!ZT&Aoxz;VN_;b590%}=@H_ne
zOuOlFaszlmHJ3)sh=(k~7-PrM>l)D29G(I|ST}_1L{(xay64lUrO-k62cURP1{NP5
z&tq_H6fH5CoXM}nMxrg8L<@#44O)qo)fL#sU<&$8OY|pN`vBD^LwgR{Qo8LgZf?Ak
zh2!+lNG*^KaD!L%^`R$<hG^X$G=jH;GzWA^*@w#_K`pRRxUp;Qm6wp|(BG#~N2i9C
zess<C^76p4L1$N2W@(%(k73%A!|%&6)<bUh84ZFzvc)fyqVO_qX?k5|;!kFsV+)7m
z4OUXk8uF9^jaCgs{1$98+R)myYy0mmB<vCroD<0b(2>6bDTdL?NVOtFAKtS?cGV2d
zNwSFouu8F2Yt|6;9{xI@q#34t0eUCQb97_6jW&cVaP`ieEHld;XWLiJPnY}{30jDP
zD(h86qEnLpQnVizqoRx$m>o=Sa$J|v5(OA-x8T%Bm%g!aOx?AcH`C3W@IMjI5_e(|
zZ7-UVS3;{nWZy%`!8W{&aYS<G2e!T7s#OYi)$Gd8?;w|?5ZDWhnhX)2Va@d1NGnDt
zx}dqCBeVh3U$y8C#sI1IAWvC8J9&^1UmOcP*b+R+_H&a;^2WCzsao#eGM2J8$`c}P
zVnYF>k^E5DeY~d;oZY3Ggu`$Y2bC=?mdE`u8D%jDE!+|^h=$~X%YwF%aS7BUTx1ff
z8+IU-r~<qH{4;{^kUE!ERAIj;c}PJ-hA?}wEtd@euM)VhC$3}D^Qb4Pa@66BC&U>X
zQDp%@U=Kcx6oIy0wL=9(3b{O?x~7I59LslH3pUWS8)Yu^A4J_q>>|+ehoS7Oe*HST
zDdvD~R-){Dpx|;rQz6hVNb1?%%Dcf|jc@;N%C3(~FNHUUSlty6%;4Am|4@`REU>>e
X%o5d!E}g{fo|M5}W8G|R`;dPFavos6

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_testing_25.png b/Documents/results/mnist_testing_25.png
new file mode 100644
index 0000000000000000000000000000000000000000..76318d0d32c181d8fe965b130cf0a20cfb8c5d20
GIT binary patch
literal 28741
zcmdqJ2T)dB(<OSyN>(IC0TGd`WC<!!5E02a3X(HOMwB3e1O-u%AP7j#AQ>cy2uRLJ
zBnwE+(}yqoU)9`uYwAu-)y(j|sPH_`Is5G0yL)x_T02xlS&j&w1|LBXA_aMARRqEG
zM-Yt3Gq~^@f$q^?@E5l8Ed{kR@a28REChZ&>maY~j36Y&=r=}&WcnlcrHG4+mdgYC
zhc52MPUeWMv5SL^y^GBw6DBuvC+A1@c1---@E<3WrHhM$C=btny@A`_$$}>+v6lcr
zm=Fc&n`$2Km&d&H)Lf4x*9HiAzqblRRWecD=b+@1xn9z5W?B@MS!t#1F?7ehI{W^}
zJx$Gy>n^%`R#rN8j~=%vzKvyTicb5TQ{}df&+**fsNu{v<l5X$OFA{x!}88L!VOOe
zh7A>BiywRM8woe2oh1@?q7<T8147`7E~u)6R!SPaxWX_Z;TNs-yvX@;=gx^x;Yu;X
z7hWSG53l|*qC!H^_Y-0<!K+b$#t19C>cmUvkA9dq=>Pl=|NfCc5U<of++lhDqipys
z7Z(?6p}>#~b(oK#@)GNTTWm2m*<z;Z0<hR7;#kjKym&FP&CFvu^s-L2{y?5#%V>qO
z<KJIxo&$YlwKXk56W*rXf)6b$O#h5l>@K7ya(>ZQd>$Gapv2brR=`@P@{05?srR~-
z7}CAGchb(&3fW1Y93O?p`W>v4mAkFb=;`aft6I@6dT6}Axe)I8V{2((eSayBg_D!8
zprF7tx6*D*^kbgn{ya-+dip!g+MRJP+P<KDGYgBEtpP(h7nkc_T$djHWK)Rd{8HPz
zzuv;QKJ!wN89q)cXj512IHOY{F8xawR(1L7WPM<P>yk#*(e{XgTdwDl-Dvqaaj$J@
zV`Jl(vX$j!o8r5QUVkd)Ueri<@ACfa>A4$Q#!5*Ur!i7CzQ489U0^Dgnwn~~Ip1CG
zdnEeg$rGJQ?T2F(&Uh=sCDtnsNu!>vo#%~8@c12X;jr=hE)1A9_H|s`Ow2ur`l3z=
z>%!yN_PC2NZEJ}qhj^>iI}FS$EK`e%&&$h&y-$vIWS8F3V!iqBA>#PxpmAh`_RpU`
z^TQ=qkM}zLFp-+Q-?U$wnlO;&a9WG<r<HCiI$?B6W0mfF&cBtwGVA*K$P+|e8@|V1
zyKi7%S3FK>=pBH^=uK*1VBp~Hj!qQ1@QA#kVxvC>782r|Za?$s?mOg71jY@oZB8?O
z>R2Ab2=c2MOw7!fuu?t;+X7zkUNg<%ArTQls+rPCN`!7J!+jZ!&!SnUV2+zZ&atfZ
zKDc)?O_h3B<AIx-U~>e0n7=>5{`!uztgH#xNS9SfkgMHzRcPjebmr^VFXZOto*^P?
zf>lvbQ^Q8IO03A?zJLGzeNmba8;cvS6x0|@LL0la(1Ta)xz#Y$7~Ea!=a-?z@%^0;
z36gI+B6wqa(DV!;;nS?Ft0^fd`3_UJ=3PW%-28UN+~t*&o|csfjgF3z($a>#zN(3d
zXyodhg^OOZ`0?h3{r2*ZgQH`8IIR$k3wLP7`XH9P+2w|YhORPuL+``&7LVnE76kFy
zUcTw*$R`_4^Q>&bcVu}(&~7wjq|Dy5;pth}2fI79C*j78K^L!H&FVMEPxL#czIS6C
z+r-3#*M9s)`Ij%#(@kN!e=1jz5XF*>-yMz1Lq+R96?v$i^aqki3@*>~T9r`U@Zj~`
zox)Rk!;7K+#ic%!>~g+kH?!Hphcvf-!VkP=t)!dFLu4Csox!(~>-IM0h-{a~tHqAD
z^8BX4g~sbr6=J&5?=d1$6E!|dqbIP+{*~^l)AoJ`w8c7H$49Gvrn_rX!hXj$-oJm3
zATaut`R<SFbyy@uQw`79IXS;>bV^QSj90=MPc8Okp$6NPt1m`K&5sScM#{;lu-kKJ
zXlQ<{Qs|DNB0BzL>w(<XA3vI7xpY<T-^aLo`SJxy%8!P%zOCQBH5eZMrTp65JPoEf
zSYV0=>p8iyGB)Y9FgrIl6MFeW9o+6^YAP!>9v&7l?swwj;pH{cr)ekyRvZcTPJQiR
zQgQJG`>OSzsXh2zLs#<cb2K#1;|zVNkB^Uc_vR7{tOvLc;rW|dqgeQChp*cV=3~J8
z2o3MRP1ol?zHI31%<EoZOTmo}Y5kO=T_lUi<O6%^=ik}(OC%&D3qKOXqFEJw!p^gJ
zG+7q_|5i;`PDpKG^c!8PQjFtPKv)?W85af&{RB8CDxA}?rS=auI*HnUe~)KTKXG02
zJK6C&k7On#CH1?Z7e0?X>Ub*<F7ZhrhE1X5XkWY9v*g#WU##>ZPG2qeqAw}3B0mdE
zTUZsMQ(wKhpuiTRU{&&^|7dxl)(}Pp=EgQbE8>*eTVk!*IAHPPeH0>(fq|jw=vZL9
z_q*fWB}CQJ^NX=|9JhXINXVJY;^N+XPA;yym`24NU#iv`2vp~OBoG<;Z4X(TM;2hy
z%Pxge@!fKAbBk3@5H&B>OYfmRJ{h*oQ$SLAYIYmUB=@&qH(bGpbaHkMuc@`@WH{^Z
zGT(Kvv2b_S<E(!%_>-8G1w*gCaO!Kae>XQ@ad2>;ga7;2>58zh*7N7j`9<RdM#Np_
zRj%B)F={zfABbmt6n`#i7WH}b)O;q`f5xlB^ef$_wpT_5ORVFD+H3p5=|s-&j5@!Z
zvi7mp*U-?&>FnO2S{beASxytT9{%Eb^^5yz1U%mb3JMyAKwKhBWO=M|pi5REI^TIt
zIZXMt2Rz`^!os87FTeM`fvLe};B#Bn`pD-P8X6k%{JB+^#B~}XiM?NBFK7h5&F{g@
zNCa&LjkGlG-w)`NJfQ=JBB!MEqFeB@Vc|rnE$#Ho43T(aNzMQj0|Udu7R%3S9E~UT
z6E)!t4YvrXcoC}-n)vv5#Ggejg6Z;QytcMB*}1}pUeVFf4hugo(cSRq%C~6@B3fHp
ztBbsN`)#isvlWUU#HN>)!k#|Gwt<iW`z=@_t10n#GhH;1jE2T)vqXY${EKT=|J)0h
zkE8vqMgpEH#Lv$U#*D99YV#<H*JG*yhfdO$uBN6&_T|LUA9uuvigFt)@T2?cxX1C{
z+&NNG|L%`+rU%<A9mIiK33*pFa}h+;{g2IGJ?HlCL)BhFutubml)+(?Jg5^wcWWbw
z<O|f_^;bf?g5|O153CSXK%XQ{bl}nR$Vk%0ORI}uFwfFIc;bKf@L_Fp^J!ilkAcS&
z4k86^5TSZv<YVgz<~lVqV|u3g_3PJzh2{i7B#d?!u7|e%6~>Kh{c+=9xyWO^i83lK
zF1UrkD|>uh|F^_fj9%(jY8>QX48hf2J0?4S#?a6MroG<E@^UgOujaGsyV#_jg{~rt
zdz^aZUCTRSu8Y`+gR^rZm{wF&Q~=m5=A%cC2Fo2;7`&GGzy(&ei5uP(F$_;5xlyv^
zL@(-+F<$UITzzCOLn10w)EOf?KcAFD@{rft$EU!k9`k8%@a;^s>9wiG-GSQUzIjPf
zJv}{Mt6p}S;o`Hf=bJPQeV#!W*GQmO{>6?$gzw;a_>3E{=_I_V-U->44*ULc62T>+
zd3rMt_o9FRxqZzZ+ruC4L*a>-FJ7#-awiUb@!~5)^{B{5mDMlG%E}&_-Eycu!Xzz{
zoA8(+@`lJXKT%t&KAb_4M9E`teQ&%ejPhdKfRAxnc{vsM?PljraSK62`MvNt)cJx>
zKX>5*_Uk+978k7{c!8yPhUqVP@rS|kl9C!}<*s(ygq(nrXXoZ_MxS83+KV=J;C&k{
zHT78pg<wjH8vU<cy?TlUb1p6-M!!S8CxL-{4wH4bWuYN&gW~){mtRy?ih)B2t#F>3
zZo8aV{7u65XiGE3eBY##CLGs)J^;&z{hG-Y7TFh48X6Q5fWKl^U&qEygC9kthhq9I
zO{Jx=(GU!d<F+m`+0Ik@^%()>qR(-Ej&5?dC9mtE+Tp@IKmNyr3^%C2$ZwjPUxMjh
z`xSG~WTezq*k`}E+wJp?JTapLom>Q6{ReR`rR{XXdyL<}WGr?KWMptO@(ji%O$T-&
zG$zVqKh}R%&w9}x_VT5ig99%Gj{#wcj=pszMiOig6ef-P?C39#R*-c{9N1J}d>iui
zrMSPeo8|X6d>UiNRgX9F?I$E|9PiG|_hym-@C$Gse~d>j=5~E^9>7Wiz^yEeoF~D-
zcqo2gWPAzJ{&3}h$8V3I)NbrKc=Bm5*;}wU_rb9MpfGBW<r=K@lLYh`6o1WPdUt(h
zcZTsKq^nEi*X*ou({u7OBqVa)-ZzjW2%V@^LnKO8VMpWajoryWwwXg3>-r}+RNy#q
z390-cJYKkPVKTvey#8os!f@%5dNmQPAQLYyDIg*KgClf<F7@X$q6-fD!?Zg^X0Xzo
z2ViONSu!^C9<6O{^{~Ahr@x*B1a`QQc=9zp(f9eq+d)*{>PD*`lO_7@UxCF5o}afw
z;f1*8W*t1!^TR`L4^K}MaBAUS-k)^cCaLe~L1&TklTtipjz$=4sIJuakzrv3<B#X)
z0ag>DpM1k-I=Q;~5@v$w+BGu3K^5Km;BRj{?0Ab)S8OSKPFunHt|VJZP^JOyC+?Eh
z0gsn*%9Q$Xm^$LGwXC^z@bgkrQ~v}Pnwpfvq>!v4fAi+epVvBXup~(Oja!O|x&L_u
zC`zJjXsF`;CF4a7EEWhx-Il311Qha+1LUQuu&08dC^|Yi{yf~<NCT&<2tnP@cQ0)d
zOzciTKtS}Z<Vdjlw7Cyn$`CvFhx;!ldNa$&$<YpH@bIYWQok{8kEIqr`7>5|9=USq
zQj_H#tY#{={ug=tXSX1Si2}&TA`UjAYGY%Q)8e|dsII^rrwD$@Bxfn3&k7xO=Z%dQ
z#@ZShvDZB}Ei-Qi6GvxdWnG}AzH&D~RQ+>y_VsM%nP#F#(_ce_HUQIbgfmJSz+GaE
z6P)LMC}80czk&=Xt*%b$(U12cKXdgfzsCkF3>BphZTmomq^hU)K2<d{b#l_^5g?JD
zbBTU-g+wqD;D}^Be?`f$y1To#jg9F)4-bE>k)vZ?*a2}to<Cj*hM&1rMH*$^#+v!s
zK1e~jS5{h1j)jBcTWWCFV(hzjVG;CVCIAO_TO^OWhdVAhouRY5DcvhiPEO7i=h^e~
zr^BC7k;CJiTKfdqp@N+WKSus|!jEz<?N&aKiV#L%urgbve*dm?<7l%7#gC*^R3R|=
zIIxRu$;*c%voZ9o`kfpw`X29D93D)ZpxFYA>s4`PD+U8hHux;KR}+{O6f3J}X`Q)u
z?;a~FD~eCg5D-|e{2mII@Y$dI8cIgRYlJ{Vhj4k)Z+AYb(deHEIUUyjW4=DcIr*?_
z!39mwZrr$$?PjP3>3bn31igc8TWlO0k>wmbYUJG%Y@9P^&pv{z?cBNhWO~(}<lqc!
zRvs4P<JLWd&5tk{NI^i%8Kr^GTb(J<2}h&lTseygVuO2RZV2N&EgXo=v^JK}Z8Qj>
z)dDQj{{__o;W9TYv|!<=a6U2)&&(VnK7M*a^7!0*PkM=Ne<>eY#<(9=?u=LNa<<%~
zfMZSn3u~+<<%O?^rR{0e!tA~%y~B~G`pXZ;6Qg<?OJZVJ#>P_8*re2FA(c((aFsuO
zTd!G}{X5)h#W*Cq`EZ|JG$fLeTAO@V)a}B>NFCyP=mYj;6`n75yZf|iF(5C$>u^6e
zSIWafy)`U^l;mD#tgTRd%V`ls)^3b{rLWRk`>B*OCYH?L(r5+88V(MIQ$J0C_UXNd
zKc`@pJ2e$+=4G@V?sL3$M8^h^q;#y;`}7UA?^#0?OZvPv`L6{m+wd8GWQ!*}Lo7(-
ziGeZgWp;8}q#2GZ<aewn{e5Y4q^u)vb?UzBo(AJ)Lj#glcuDszS2$X#X(f)on)E*Y
z?5|%Tt9`6-Sjowssy*pN^EErqole|PxtP0B;D-v#Z=U1h&1C${%>K#=2xS~R%n<kK
z0@L0v@-IA&pnm-L_duSul=jK0_)f89Q5*5;=S!Y6Q>bij2@rX5CMn%*iX#FmAXn!}
z$|ms&zXE@HGca(C*jbI74wy6b3eGF*?ZpCr{t|5T;wiFLHW;&RD@yjE&6wYM-=4n9
zs{1|Ww?3YU{ez-j{2_|dL0r%Acj|cSIW=WM$QYG#YGuJGJV|=j=KD0HhT0S^sN{-h
zbhZRndz#h4MQlQp@!m@ijaFTe&@(a7apx`1DQP*+>8f-?XuBW*MqD$;&|@I3NTE`i
z=4@&`@+fTeita;73<rpB9^j`PmIwKM{r)}Ob5F7fzV+vv(eeZ9<;yeRfMn(6&w!VI
z1~HK)r^uuUziO*rx3#_fHbA@rn<4(qKVu`$<!-4}9vuWUg#{E@$k6j@YBGt^c+8R;
z)gh(-97t&yeS-4lWZ!aMR+hihmg?1g1?qmzB%9T_!MFby(B&9bXZrC{^Ue?AsFy&2
zB1E6;al`|VxXV&M5!q$suYjceU%VhxdM8K(SW4E!gc&h{yj%Xxod&=QXe7U+7;6NP
zQ`r3v-QnROO)qze4iOIz59F_nJv}|lEq5Xwo%kAkyTBLN)p>99X>~RsJ3CTU<!|1u
zvmKZ8?}^K)O?XBS;E&9_^^D^gal<h85^LeANa**tx4to=jA`V`9}h#@Jvp8@X@rQf
z4)aDG8x8<pMn(pZFBbB(rG<r?o47rW2M>Xw#nY!xjlR9Q@<zhPGjO<pl2rSNG9Do<
z?)w{8>=x8~l%iNeRmlnp>Pl_7oJGF&51XEi6=nPIE_O^gU75M}^=l0G)#oi8?^0au
zl-Ygi?4wl4eSEg8gn)hIuZZ2sN^!r}^TY`^r?ce+#PsN`us@nZ!t_SamIg_xs-kO&
zpl^IZeT{G;u6<TsUcN5*cCgi0uI$HvPs53CtV)I(xGu}N>=&0WPt93~Ch4(}Ra090
z2-z|*rOy+OHOe%dt|%CH+r)WQdrY(YN33AEh4JoXb72vTw6v7C42ydQ>`69P=LRXt
zdMG9yY^U7Ct*ffKv3qbp%eAqy6ReZd40S8VrG75U5}l%@_u^iq{VShRQzxOIS9a%J
zTaAFl+Fy9IxZ9c6Pkho;doNZ#?r~bNZQCAfsIya~kI6a8=1flOylcSVF!f~NE1?g@
ztZtcq^!e_0mt#T)o~xeCP@7Ix3Gu1k=is$eX^bc+xy(K|ywn+6`mgawS;zC4;zq~B
z5E*9mS;71in}oGeTz6k9eEHHtS(|$D_rv|8LjLvSxf#>FQr$}NQvUoA)fO{r$*YR_
z{S{HHj%6<@-JAGJbb5Q<U28cU<1yps<K_{iY3;<Ts&0Bp_^hGaLVn_4pv&2Yfb4?J
z%9e%VsZo1%vtb!YNg;nXHo{|}JOU<2#_<{-5(ft-C;m!hDJiL(5m#5&XIHO!s|u75
z8A!O^;k0j^oP9&JZtS%9YS$=R1ou;tl-_<wXu+QXtuNxS!a}honWlv$iLWndO~2V>
z{5d|J;(jmfe0%Zm=M~HA{*{%3a{4&0Tt%6LG>g+8?piO4lzz4DiXES^briE*7dPjz
zaVVDF*jgE(1V|>^4t39ND2XBdx00n`>xK7sFSxX}w(@4*R%3)6i+_PUw7%WW&cr+V
z-8-r(13kjjPj74W)m)t_<`vfdp2zy2sMv&O@hEe5xSc>=*{-7fQ>^97v>)MI^f8yp
zOciOIm7-Z2h61qa<QPN8tL75%a7l34?qYsxm+7i}{NRw0^qQ?X|G5vpJMl{GaNPc2
zAFrNB`_tUe!bXlJ`eQ{~Vm*k4hrOz}?9#bv(wCp<f5+s$a-|-UDhvdGsg#u!2QD#P
z2w+1Ns5oAG_+3g_nHbGq5Os4Sw!3eiuFtg0EalZU_hvr0`>hUk0q$ze0k`MQpK#Pu
z0IV1G+RknptQ&TqxIfa>TOfY<9_B|`j1M1v^XR{deco>HPEf#R&1tJ$X?8YcXJ*{1
ziKn)C`<1rI_Xp0yrVGxd1TALaD_V=?*^YMa6Phj!J;m-`dj0wmgZt`RznU8VLS;NU
zQP$>th3GSGIgSxr>omoEJ07~D5tk+&5Y>0ui&bDBLgH=&RjQ!8t(mpv7u11JmS+|c
zqJ)}U&}wjSuqn7&kG<Kr0+$6<m*v58Xf{YRMS{pi(1kvEg8BV}IPK%dk3+)4Wps3O
z0vj1ih&rf8Oc(0gv2YP6Rc!}WiOl?Y+ryxkNUJN%W^L0#(VV_Oz;0bqH}et;BEJIl
zrAy3pY3a0i6OowTV$Y;@h_{pq->mO9@GC8*S1fr(^Ml(Hu_Zrwl5gL^C1DkAko&vv
zHFHz!4WUverPzKN9G5<;9x-#hFKVt8rEHRtJ(%C>>$!BLDl%;f@FH#SBx_ev@giG)
zT1BjMliYA~Cc}!#(>rJCwZD~h#G|51TV)e!T6jS*fmT<PO|kH+V_yl;>pR$03q1jI
zAIRL>TEAykr+<EkVeT_%y@L6zqy8+uv@1l#V6)KakNfrQ4?cyE*ccl2FuaMStFlqV
zQRi~Cvsrk<*`|u)()k`^xQudE{qqFZ?T;87R|Ci{ORs*Y^y=Hd#JX!SIc$Y7`#T@@
zNB{VYbnI6|-mRSizlfNMiMwc_#fY5Zd3}39K|gJk9<A=x469Ixo-Jlq?uz98bvk!z
zGtO@34^FN=mY$x{ZB`Y513_+Ls49O}z53f~twbF)+@D_WTcfFvHtwN2#u{~QxI7~!
zH~W5npw+#>rkJr*&Z@9E|EQ!cilweTka<(T+Dgw(T2kS5I$5%E8h?$c?Bj~TABsEz
zDek?hWwr&$D}+?Y=2BMUGu!n0Z+*z@k|jcD7_cgw8_P^XZHpfh9ce2>dpN%Jdi5GZ
z@`zQ{Esnd6@wo1f`c)HzwbE4anfBJNzx}n?+DC6j)kLLZKLlyc-n}4pz|_Nqi-Yr5
zgF25jn7BZgXp#+KMEEQ%&;BeG#Z~mvyR3{HAFI2!cNsQRJIm>n=7?YoG-Az<R(uxX
z5m0~HxTf6aJMP42CfYK&za@KI#U;=;j9bQHSVg6uWj{C5e6PfATX56nBHfaUx(uy#
z5HA$4#6Rb`Pd(XvOnxDx08d%j<oEaLo#%^_eFHh!*C#$ro2+XpKg#rQ_VU77U+3~0
zVZv+BuIs4Nmgc&bjuk{iR<!Y%#2fGH>WizI(oBP;ImZ*v_L(xde<tT0Jlg$cmm>AI
zJ~^7o!?S(G$!+2Is19#t+q8G9X`UnD*{z>RdcU7L7h2ljd*aLt5LynI7S;uqAJ3`j
z+4vG_eDqV!ad0+KIPbdtxwB5(TWj-=x`zCk3rD~$jZmjHYO5Tv_xffY^B0rs4QJLp
zB_x{j9)}&F&-{hUt|hvsYil+5n#I?Ho5@H@ivL+Me>?_DEvg<%X`UfU!;sIT<mAi_
zd%H-rS6D6kB7yC`Zt?u<S0O7<8zP~y4VgBXJbZj^`2zmB!Ow-y!+mLC!uNi+noYYm
ztc*;*;kYWZQ&Lp4Yn`6bVD;c=Z?6Lx<c!$HEPN)Z$E6=T)%*9TywZs8(C)*tu+*E+
zzLVofbgTUE#u>XTG)<{|^(lVQ_NrW4`4#qRgQwmJjDK#OCI2?Ls)m$F@s#I1s#mkF
zC;0&=uJ>e~DM6ITz2oky@_i`=+Q2x&D4{<NoR6KSb$oxPrK!urYz5?%Vt%_MBID35
z5%`1Lf;4~=yWMHZ_a%X7hbM9M@p$dcmY(Irvb5vRg=H&xHH0p!#My>CPl7AD)HQGq
zXBe3$clXq7HT_nq^HshlDcm`4oR-T_vNRAd)6#UJuSY}q>a(@-B!5|s^?-C-5o_q2
z*W=IuC(De%nyjqdvi;k&--oER3T_=LVPZ<_niYQb+xRQZGx=G4`p9r&PgyzkD68fi
z-O9!YodM=2+=ACxqJ4Os?X2|7cRq7FKdfkx%6ui{ty*_{G=DsCB~mZUAw7)o+w2{7
z7xObb;y6Qo>Btyuce~N7O84X(w*leKH|Fv!;@g#~)Erk43reB#%96nBOV*#X%6;3B
zWjVhg6H5n*^VcKm$#X-32=fq2>D90_JLM`rNtY7^nIHGcBDHD!IkmC*#krZT{n}|A
z*n8{qTmfTtnk+<%pL`rc)3K#`acdyA7%3D84!~P{^fJwNJoc^C*sB%!=ri1XfzT&1
zp(i1k35eMDOGs#%Y<+csFRh~VLt&O?fPF2w@zSz(&x)GHbL-`oH&ngyG!@RSZFHI>
z4&=uB8fM{e8(<6C=hn_Grzd_s`n$h!C@d117%t0#X_Bt2KGmwXrpo@+unhm1uv<kH
zhfSLqbL3~Wy5*tYSejccI}>5roGZhjJC<9LT~1EYM9D#;f74T?tMWUJWd8hO{h_N6
zN>yp3tedcCk4J@M8pQ687Jqfy44nH&u)Tfre#gJK04$kCe79EBwnoj%!kXo3@+N~!
zq>f@RKjU1`)}k6U;}0=3w37;!#lAog{QMzKn^mp6IY0G{7ZNYu?uHd-2J}YP_WFsn
z6s9n<zw?ZEM=c+Y&wjFczOeN7l<Gn|yZa-}KCB077<#pYE{*|)uiVE_2xK(4B-N&#
zl$j@~cvM9|(6nbWVephM;fFB$qmpTC@1v44cqRHD4i_#@HWL+a9r0<9=<m~3DaSK=
z#(!&XI=1@as;D>Y;wm6ntsVWfrp!*D<|w3M<<;xZtqxl`KW9@P+V41NPcSD(MI76b
zJqLfD7)DF;3@6>3K5u6$ZmzAJa+!}^zUsHt_N%c9mLKcyMO;s^l|Nt$+K?K5)0=d1
zCR^?E`jhD;CYs<eae-23mE^i^)fm126&6!pn<~9X?69&D&?ej^KZx<;?6iidq^<?Z
z=045JC5*b1&U;rJhkiQlBHO1AQbwWvCT#}Xir5OeUryep4Vz>-kJcr+&#w2BFOr3Q
zR{}?+-to#m@s59Vgum)p&Br(m>LMX(269jTiZX{qTx4z~U|_Vj)bq01R(||AH1X(1
z0<-vA+Rm*;k`&{8QdMW#{mJcSTJ@QR?_00P$wMc%m-13tKC$I!Y{vQ=@~!R7l`uX~
z2=(Y#yo~W?BtrReKcD;6bMZ<~FY)lK`&_=f?z)x48W*-wSswDCGCzOV>sw(_01kn4
zr(UJor{t_`rQ*k1R!N#X8y5>MnkoZ|5_QGNHS{Bwq~zh*nERBxil<ne$GL^~_R^<?
zvcAk?H-C)CMYHg%+fMVOjw8E2bMo@4ZjMCV4mRTq!j&n1!CNkcE8?$Oo_uD7^!Zi!
z*tA;_z8TJ+GB5c?=`8-z;`pWYm-3M_R_5tU>CMb>Db(fMAu$^xl76VoTX^TlA+w8Y
zz;F{|^!X(7>qc!&V#-Xq6_?qy=x^r+4FZ*)>$&vW$;wUWo^iP<>y>WOnl|D2o#Rqn
z1);Df<?g{m(_L3<+82olTnu;8ES2u=8{`fc=2gdKr9u%V{L`Pw*aR+2dE3#krp}Di
z)WvACj`1sgetaxxrTJ+pAu8KH#7z8rebuYY_6KZyYxdTS_Jd<$1`~ai1~VT_M`u*<
z8CQE@o$TE^@^k$&#8UcTV~a&0C5}&!Vt%N{dl!pSh-gd|X3Vxl^=5RLZh<wSzuINR
z@QNP$^s<MNvgYvyU&byR;@7Y<s`$<IF7(W+I8ZFgOO{i9b4b6C5s6d~I_yN&e+=Zg
zVPD*3m|MC%P|h{xmvhB7igl)bcXqapr#8fB`ZwD{{I^T9Ut9?W3)2=$DFwLiTdl_4
z_Ti>nY;a@0(wn4~-k_gDz&fU1E<Z;a!FcYHx)j@j|95o<C&wp$%XB<HPb@B88NpDV
zMgH1jxOZZRY9^&dw8tFm4EQ|$`-6TxuVS3v=Vek+(HR3@-`_1x73Cqwo4Csc=>mbe
z#>wSsyUnzygR=EGsh%HF&$^qggNG~V&3;==ZRJ6!k5AL3AH&U07PJ?)X-i$Mk}6gU
z*>Xh={}lNoYl@_bYFm9zcuBIB<R<ya;0@+I{d0DG<t}1d4Hrfi^9dy+h$@TcsZ*rO
zkSL<Bb?)6!7kfAYthqMhvT}|D>_QDwqp|74*q&$}Y%|OE5$bci*0R{LVq#6*)_!^O
zrb+&BTg<cwV4AAF1Tp5SSFaEjSt`l0hxS?uq4U+MSxbLr@7xP^nJ4A=7EoE+*K@V<
z>T%u`ELNne9Ao%SdF!1iW-R1vZXtfguUVCaJ4sfTga1n0W7oro4-4B%O4SHs;MN@Y
z%xBdXs44SIc;cgM=+K*zjwBa1+)v8n^%B>6J-n&A*5Y5Hkzf*^5SxPAM$17_9*O0#
zKVISHbR8ko9getEYOI({k#CdtF6X_e)%DnbN4RotWOI8kiWmeXfB&egLdskWv>0m%
zH)`oscKY7jp^pe6yzNl0aN*0dP;RkCp-V38)lcYZwKji@Yq-1mDE0?DvJ0pP()(=H
z8tl<w8qGS>rLM~CS*!XWyd|)Yt~2dqe=aeg__|}L;zZ-G85VBWy}dqt>+F<Un;8jW
znkP($x%x0Om`Y)l-^`||Zr@tuQJ-4mcrsmJI&HD|$L@^6YkrFhkHpuqhH;)T7_-lh
zQtp-M-PcK$O4AE)ioeP+i?7!Db%5IrfA>n?ncY3VGoP!TGcgi95x2j6|FIml5_qDi
zYYs*$I~qm5I_dKD0vZ=h1=`!2@aC#_1XlukD6GVX7Tq`th!mmRP(ZIpIavJKc~mN5
zZBL&OYQzp9l#$B84Z*=Toqw?w&Kf)1Z~gpD`L*JiKK%geL@k%yPsfqYbD8&BIX9(4
ze?3&iZP(X$-b!p$e31QN@?jf^QPQ?yYR{)oj?I#1*^5}~aopq=I~s3qF29Nkt4mSC
zyd8{5FV?SbTno<dW4YGT4~v_|?PK)w{W-@onYo!w`dM)`4sL=8M;U$3S0wgQg-gHO
zxjS$DZ1z`(od_f2WX*vRk3zrqAA6y~*Q`wTEyiZYrsRdseIheMWFN|0*5k1z$xOj?
zaKil}jbSj3NcR&FJ!>P>yNzM4doWq7#+3hB^p%>VE`CYu;Y|Gx;jeS<;#A1H`illq
zwOh)W<{!#c=Yz!3{Qs2kxvz}+E7RYZx+0L&!o`9Gz2ggypG{gt#I(8HdQ!5cVMrE7
zjz@I9GgE{?=|tE=<%RVZA6@UsFXbVTYHF<90uj_Ki>d;f6mm4-yKCHB<Ok{;cdyP4
zq={7P^_4juR}I>CxGYaI<M-p@_R|+z;c`$?&bTgd%<Ek97C*?|b;y*!CC#@o?iVFs
zr=&b`i&#aXi6h&($9024f^U=VImq4aA|N6U*1rr7X6Es+|5s9;Wbp1`E*_TAwc<U>
zNY>C>nLIUTuyJlix8K)E2`trnQWQhH@=CO|Sck8YM})fk<apRZ+~5m#wk{s~g~;~_
z_mjJCroU#2TbP_?z4^&7&!Y3Q*wB(oNm<AF<gDcP3DzXqeR#i4_Os5|KvjA63eEY!
z3;2AYQ?)1L&&;oKeBJm{ndf>;Q?`3F@Oj=P<#ztV%-4tB8%wnK?7>T<3*I<Wb~y8g
zV&qi^V-sH()rj}&6?!R(_c~W`jS!n4ipLo7S+6D{<!;;m)t?ZwpUC|}r!~NIc(7`(
zb?Gqrd{2QnQN?#{9~Iv%1}JtG*Y`Zoi^%4&>FX!Z(6x`R5z0*)RL#hj;)%PDF*|Ww
z?V@1wgAQ`^_A*(VSD_)C5KD{vZ6~}|L))`*(mca?k38}huQ5VdN1W+kC$F-ly-%Ih
zzr?zUQ^nrCJ4@~UMeZ?N?2r-4ttAVI@;*WK+MK9%+c`HmEZmSpIV{Y~no+&2Bnv&M
zp*LAs^L=42vOS*$hZ(<;mNxSt^e<IT&e*T5QS~)#cJ8ZE8hSNHFV4Xx^Cs&Y1!-4#
zdjNQ?zATr6(m`MEs@sI3rHTTWnXDLPzEE=4%nc#6R5nU-d}$#4G=sD;D@|HDCpgak
zU9!xVNC6th&<DvGpI=ST2+xmA!LBmW+&FJ{KWcAlq~sbAT1yu>7sWMo$!HrHu6b*I
zQ%8}78?V1TmfJZx`A?R_uZ6(zzO3JKQ>|tu<>npvbE~Vunv0<!%k)@DEct3LX#?Ml
zUA;;c!)vv@`1;iw!->X5kM{=B(tX$#&~P#&^taXDQY@qCu-|bFqbMVrep4x^82y#Y
z1SkN+o&$OB#%+m6KN5(#@+Sn0)QEd+g@g<<<JOfb8MfzS$oCF(-5VE1OMkLlLWT6M
z6e@y^EiKpQp9K~6;-8CRnaVpXy^~HR?k6MD?C$K~O!o0F)K7L|R|Z~^@h(4A#?z~O
zD2i1EDH%8Sv>fo6)Vl~sD9JsbAyUAHl&YuS3u~|O_5C!kX2yU2$Lx3N0*02Yq4(1!
zGX~Y)l_vkrej#8Vc>k)q;N#x#7_bZBY5F?enS4)FeRO<q=MpsRywVJ;&V_R&Wve}R
z&=jASk?!>)qkxXaA{8>i!N|xr^)Z_;`W@|^JO1DB>xN{W;%IBfXUxvc^bB*ko{7dD
z{bKHUGP1lpOu&wZL%p*oBl|q%+xu5HrKLNXkU@>6uSj=yx!11?+#1D=31a;7tWw-q
z!zD3YLutroi2@Vx!VKtQxH(@ll+sSK8ge5$7c~Q0BkPyb`#T;u-+0pNDyQ+ya%(ai
z?l+_r5*o<hw7RX|8cH&AnZu4`>w#)H_2wc+5*>||DAvG0T(zgPbZ;SyoIQc~%|<PT
z!@5pT=IgNTg&*3&ag-^lpXx5HYH_+N$jUS$HV3qqF@&T|3D~_nX(;bSytv@HttAy7
z5@LgaWkj2nh`mfLiZ~B%-Ii{9<e@$;T~I_)IBKfmBu6Z88RK0fE0fT`_0z7+koM-H
zdSYZf<~P^~OUrCXu2uo2ef1Uv@aMX!z1%r<O9_EzB3Nk$R0vg7)wQW$MrNQS0mZ5*
zMJ8+w?c3%@0MQ5txdpyQo<KXe$j*Mov?Zb`Tf2y<DDB=Kw(;hieO4m{Hn~s1j^Acj
zji3&<pRcL$(AS4Tg^f9-w1HdVi=h4Zi(kLYvUN)E*Vosz3eC=*CnIx&=I`#_UVOHs
zbw6jeVJ$<JW}Yl?NNW!NDiYF*Uce(^kbcP^jv!$aTn*n|UtNd6O&=euwg6ke-*Kk7
zzP+8`LAtW-!tLvM)MbuYf@i7h>^@Dnrz+Ixa7D)Slw*FInrgoJ5_LEkTtL&VAkZzn
zBq6~7{d}z&ZxKW)z2_n;EB1p=O7)uyJ$L&_@bOV@E8nA^tc`_0485JEY79&&#Q*XK
z4@@8ldH^TST0dO^_*=ku1!_!Cdb))(akrXnnd4QopR-sU{toT1u>INZ&x~20l~*`l
zq-JUwU^_D0PbCE{gvFbA$vCgJ+`pe8hRPyL&iBvILTUKzg|xS~J3>bcs3eW~O5AZQ
z7cXK26Vvk_(1pulnTKPxLIEF-n2y)`Xflvwx_W245m;*7X^NEZMP1Pspd|g-l{l4;
z(}7l~LeJ#_q>~yuTLK-CZEf4M$EUWFv0x*CP*70Z%Ia&Fn3%AvsI8U!@j={rTLii`
z@^|kx-6j!#+S)2_W@cst46svP?WcQ*#L$)oHixi?$jz)i6O>IN?&*?a+iiKh%kp|q
zUZ0igwU@aR6koze{4r8Ks`!yt<g4gyhli6-<$cI%6}%bk4|GQ&PgimkVq!u1tQOQ1
zrPX05f=xfu6xXN2c$h^+X`t^9bSx?%J35KoNvuXuAoJ7*5z*#5&d84Xog4{2{>utP
z;vnF0Kry{}+3f+?Dp0s}PY_NI+A<6*X*pxE-%-Wof1S{7E#c_2$;MJ;1@*+GKy>v(
zXqtax8Nqx`{`&RwkcMS@V`BrzZbsW8z=cEUq(I$3+0@XxM=9da3Fpn;c<FbD)sud&
zCFA}_1gSk3TXmTIMh@KUUK+&W`<nnT=f(lB1mLcBh)X}9_)vc_ZbTz9ZWy24!r~oI
zNyF)b#+q+ns3fZ-S#*AY{ze@%?1-e4Fx%jtzuID!ymNu`3``^7L88Rt7gT%=Yt=wY
zkuvy5`@OC0tf+ID!)`e6ko9y^qF3$992+wqn0z<vpr*sYVeTHPw;la6P7du}g9a`x
zfm#UycCvHlv=ck<q!4*!<z}GIbY*GsK(CZmF_!b@qeoYO$BKtQ+wvCN6Lvd-04eGw
zv@T3cO`~FB0)eM>E4^o`WWeB>%?1#*zCOVrAO()>!D=nzW##v1+oSm<;{->G<yT@0
zhc{@``wBk$yP03CPxL#yCJX)fp)<WTB!ke2II-g6<MVoL+n^ppP>=#Rc0r*Rp|>Dg
z{n*^x{EdJ$MPXs#<extgDA8!_i|bmhMyu^mp*hN;dsch2Vh;pvT;R>|0#gop4V6tV
zJ2`1T)ZbS%(S!cDAL?3|3rXDW<8^72$kQjYji3E`zF22+SO6e~klh=@M0DL-8S;sf
z5;hUhVv4u*&}0AG6lNl8C-ZD?OB?m3t-gGSC>3nWx7Qs0@e4;@r1bti<~M=B@z+<U
zf98tZy!q*$uVt(lBQ{vqY0fRvJdmpRy{vmW1SdK|e>Z7E%(ZEmnI!iut42Uq!C~uY
zryhhJgH(v^X!l2GeTMTSjaC$$@jLy!v;ZG6Tpn{dfL`o#jhh=qeZ;AeW@N(Kfs9jL
z)qZL_W>;RE7tEC-SqHW}bK!-Nig-@oN1Q7;bK0)|KTl0kdDj1`Mz)le7S*demw+Sd
z2+R<jft-wtI-t&x0<kbnH59tqEL>b2X4UWC)7=1~?b`Z!z@4;)Ro@-4!?i||{u_ia
z7bzMRz#~9A@L=WdMVuWDcO6|;$LYb3fz<>JZCL<yz<t7p5*lrdJhg{UfbecI-<2%v
zIQ`T(LAT5<8A#<QPapVzYd|VATAywz2L_kUVm@sB5S?exJ<Kejy`KoQWza(y@BN)c
zkObvmVCN{s^W%V15Ym=}FbKr7ufUThYzM9?@#{O!Kv#l=fXj@4W*_mv&Z@mrWv`V$
zRaKRWo*v=7d!20d!RY0Qp)-|)m;a9z`R!Y`o*2jLam(Ghg$ZqRvuzQeM&3#LX&DcX
z9e{;Lc*?(?@5`b*KAe+m?Cc~#nQ=g<&v7ONM=CA&6+D}<@kJozA0C0`<>26eg@>ne
z*%<<C)Z4eu2`IVIFefff59~ELJG)%tgzRk2Y`u!}Kr-C@+s?BN8;%^pXj3qwua>ng
zFr7g@&>aW^Z5<!<Mr@v^DaJ8#aNu`$cdM{pcyr@1Kk7v)sumqwMd=wlCNZk^e!m0i
zKc0c-!lkO+=`c`SsOOB_RZs|si;J5&cmDj(^TD@aq-OU884)p;c?5|4zvkv>xjH*L
z<)ozihvs(o_f3E;z|O_h1d<Ae?Pcxq%1Rby=7xM_BO@l1qW5ub%xkq8=*GDvTxh!$
zDC|>?TZ?@U>8N2x++WJyLo$H(2<#1rUR1FQE~4;v5>T#PB{VbDn1zL@P*yQevx5k!
zO?C}xeUDJ)*~hKUM9G&xP44?5uBoXB3`H7o)Bu*lovnqEE<)>`@8Nf<&BZ<fz(~!&
zw^z~8c@Dq>0|BZwDIMJlVBI6oNRx{M=Q%j21>AfiP$&U4%wwfwfN;bc+NbMiyzUU1
z_zK)Kht2u>RX{BC09}sGEETE&(|N9sjb0%oDG4dE=#(`uU_hO5Z0y4~RM80uw%2R&
zva<<`9(LRUhV1Cr7@x<QQMPUw@%Z?7kn8mH^cqlcO`v=GM#!F_p|P>RtnK^@2JtUV
zFJHpNGcFCu&`aqyiQa<g-wp<(!HbLP(n2`@_tB?i;naaWTHC%w$Mv?}3Ij;_Kd6Kq
znELY!UltbfTdxG6uh6tvVXOiFH6%3jCXg5~F)`7=Kqv0mtAkn!a|&*u4)P*A9K{rl
zNBgecYxQ`o9UU^D1MAMw6-xc|31+xXrxKzDbBd^z&-sv|qH6#!f^u}rOn~QF?y=5n
z;IpL;G!3RJSI$;cRP@_nqTW{BbPL&qR{12Ve8I%RLiZH#W66QQFMsb|3v78lkkVKS
zohkr7JC^nbJ$Ue-;9&>Ndog$7Ks=IWIYytS5aVuhQ^sGraf1#>v@%*+Z%W>t3I!i(
zaUr>|7iU^twg3(}M@41nMlUHTS#@%J&~J4*fcT3stO`~uvV&LulT%bw@($foM0K6^
zS0ga=iXIXHh1jal8%RjI;3soRbm2jnKL__=8r`{rFX}RHR5%L011O!JO57CTlhRxH
zI>`4QKV&^T%G>_J9=IqbHlkB`37sEL7}fsX-V}ghw)T4oqBx*hv0jNq*J07P1lj$5
zt<z|+HxuOsgWG}sYmWD=4}l+mVx{bV-}+l!)p|2+x%VDFu-maMEDC7BhXMx~<#htz
zQAT44Lyi5yVAbPm07JuoiHyR|*6-iHg4hUocB^}SB?qz<5YDM^ybgK!vIV3G*7{{B
zDVX5-Z=0F1LKH!z9mU1PIs=B~4i`b@1sJh^-VI&1A=<1hWYKluCl1J;9`y_U&txDk
z`i~&(SO-VM%*OUf+ZG*uA*BWvw$IA2fH$Z|z%j`_eq7PLqx#?hZB@d5gpIFhzy1fJ
z21xi`y_yWbW2h5btqKHW&jOGMFxw-CN-g<l@WjV!8zaxf{ee5<v6z_-bW)(ab*4Zh
zLuZ#&p#h8JM%U!ZE6@Rg6#?!G`u_?kFJkY$y?*wk<gxJi^XGZ}jt@OYQo1dZx-AKT
zsI-X7hzHXbm6JbARR^M}NzhO=!F$g@aJC&OJ(Y6pP6e;eNuE^Hk6hv8e5#T4thTnc
z+X=KL0QTa2lz|@y^WX?-6QH1hKoQlGz+M!{E_&3%h6+%wT)9GIrwDclp^@-qWMm|+
zWE|L5s|MKJ2N7pn1qB5Jv9Pcht@fe>fg<YLD7bXYa>g)`SZ@9285!(AGrpayVg&L(
zG-deZ<XEnmXV5fpa_kPGt@_mTeD42<66)6U=uV32gUf%ZsGx2>!okI5zILr=ts10x
zxc2G5s0L=#EnnZ7?!UlP$HvBf;}ZcA6}RQVfS*5A^(vfj0KY#2H3KX>f}q4UP`s>x
z)~#-6i2BEmAG_Nl_UrK72tVrN^e?;V>+7S6qRms}CZs{&@3X(j_o9LpRCxxEXURFW
z@)6kba)}Z?G*$G^ZUq1k0i7mfeh{izSg=4dm$Oj;0?GRN`i$)Cucfvls9+DNOS&1j
z2C~R$NFIXZ@(ikZfe`-w#^dwA?Yb*$0;6L-Fe*`C%FN7Uzj6fwsXE?Yf`6ct{d45x
zeHqksNaXwXFZfKGlVHA3>0K<R_7ix-7qmjeNF>NPfCS#?QS(n>5{P3_!awBx$vq2e
zAoRjOfbZM|{`8|yc|}EiOG}HH2+Zt#UDMYHaMc}QJKVMv7ZMVJME`T!2#C-A-_n4f
zbst1ULn8=8xgc{SfK^5ni=Z69v$tRUO;3ehmDZ?4)E_1RlxsJ^O9=?tlWEDJc5=EK
zOp!{EMV!Wt52$B)+iHd3aD2GuvDK%ED*1q0dMihR_B5bpxN5DOci7^4%pd=K%}*hk
zDW=VetHk8q;4?t!W`4VSwoTe~UORtE`ahvTIfFWz0%7#sHU5vVgwj@BeNU2u84CMz
zPv1lg%UTPpsJpT1j0A%e&8JfDA(pHT%o^a{cY~;v7C4!=_4Md!_7|`Im;Ypt0%mB8
zx!-OhW0DFxx*kwY(FV!^e5v7q*XnPcm|z6yo%O;PsvhsQ&+f<a*x!8gG4GPXEjv4I
z3U0j+KpX#cMTCl$7Ub4JZ(TnfY%YKXbQdDszdgCZ7ninq>k2($LqkIlZCI~>LxF%=
z2cZ^VU;prRxW_qxz&^GBr36uO``V+@Hjt6TnGP2}>L2DpU+imysRcdF{6Jn}+h0`h
zo9O*F^grSV;P+2MI{v_A2jORNzuoElFu?pIh`Gz^=)7(F3leD93l0AsmhE|Y2;*$`
zKD+=f*^R%gEC|Z5<us_G0=HN2A6I~F5)8T=$VAtgY3&gNc5J@W>>buim$a?RPN$3{
zUad&Ah#ZtHQfaF7V`F2(l~(uvS)$o2aX9-gF2Fy^HP%8X2B+~)oY3IL*4Ne!1#bfQ
zlO`4-2nIJdHz)&&{=LBOu=zm<hzjz|_5h^u!Vmv3>mHzjDRM>7DUZ2)Pv>95$-<F>
zwE(pJj*|!OsgYIkACE&KzDWw1_lt%P8d);n0rw$G$T?l+`{LPxXUzbLc+4jUcY$OR
zRSF{cekZ=bA~szeul}#a5cdbc7o&2bMEE%t*-5aoa-Rc1R6Tfn`1oJTn<TS{V5a>3
z0TFQxg4Yb7drPtzMEk!skhs4mIOax(7Ni$0JUxNz0)<^5m9km+$AGx9`Ehx9ct`-U
zG(ib~1PVcLKdF!1M&JR<A;-xsP()ph6;s#_0`kZhR3e3r3OJ5H%39JYwTVx2M`4Qe
zU9)wDI<Ns0Hta4Lo}fNl(f%L%wryJ6A1YXND<fsy0N{bbYzhe%YDk-QsHJ9vax$Dw
za$lAv3lJ2^*p%wvsbJ99fG0LLU5ecC9)+MfG!W#2yMO|tFu28>B@Hz-qw%W8AunD$
zg)$4!8BthWtPHabz<F|N3Il)^DlGxlwqDGzEDY1^UbY~?U`GcLipL=NI`y@$H4W+;
zo)JvV%>{!%>ht}PVL&WsZea0)4vl8OGnRvp2YN4Kw<GXpQ)BKEO@-#|r<o<FPpCv)
z*g<$_tTi`cU)u!vqQmZ*F@(jBfMi}u?6ZUV`JL-1I!mRwO|WRw8V(?J5<%-=D7GN-
zH2{Sdj5yzW&k6BYPQMM@c#us!S?EcBm(2)E2huQ;pQ#E#=Ac6jhO7~$zT?kFNGN=L
zeNQ73=&b}Y^s`yeCj@6VhUtoAIXgKuKs9PCV@=b*AObuP)UoRSyUJsl>Z4+%G*$GV
zhLS(&z!yWhYJ3iK2B7+<lGP_mf-b*TPYOo<6?_7M<UXsZ)m8iAQE*>C4Skpx^X5%R
zZ?BqOxkEkgHfUo`Q9xyla(ZL&qn@rjLrEam=k%9CO|1^fpKGXAW<LORI3?%bk@(+5
znWxe+G8dsdi2n=|wpcS{_e^o`Bu7CHJq5b61~7xg(LYcTgaq5h0|YjGG#!^=NQE5m
zd5~`U$Hb7GvY_YY=2)1R>Xw~R)uw3+@heanLPZ%^xSWtw!5xhY|3FMd;|7R>DM6-_
zUBm?^34m7hx+lObfRk`V7zKKigRCsTD_93vS={~Y72P@K*LN;~2JAjK6F^ADt&tal
zRu!V3w#8hYff;TBxp(;5nnM;n7F;KatKeI;KNpvX2(@YRi<=O_yDHu7IkgM1)6&vV
zEQ6rw2ZVij1qBSWj)pBFB7%}^p-P9ItpFB3VBpn}-vLu#3?XK)!uc}9WWt%V)m2qV
zs+l^+Os8pO$p1uIiJoYH>;jy(FU}LN?l)Q<EYOfVO`Q6Frnn*_H2vq$IhH&;EDhv4
zJ+j2?ABvm*D~>MtA3v_ejSSJu)(Xha=Y_BeZfgdrASJoFpxu1D@%th_|9NmmsB-{*
zbWy1SY`$KNK^X*8lK(%vNB1vV6bqD)^Mf$2-%i>G>SyObhz)@n3vm&pzjf;tulctN
zN{JF<W=BvZ|NdTtEQakaKPRn(w=hVgA)B5^wSD_hBWr4Q_Sy8b2^2d7cX+{8GH@Wb
zAol!M0|EqcRIzQdPVo062$dfueuUIOjUzlZQ;ma8*deKH<TQD^`rr2wpr!O(;xZrK
zIY6J~4pW#gDxmon_#C(a6cc>>&i_m-s6OVQ{U&W@|F8N#z|v>XU0}a}uk_&tH5hcD
z-gs5xe-w{Qk}065-F;%eI^LM_xnI)XFF2~*0k7h!=D8|XqcbsYgYGyfM0`qP#W1m=
z?0!|ud$XJW`_K95*|;>V$L-e7Wai#02*<Otr#xm>Q{uxqcbAlu=lk(deWS$PBqq#j
zjoy--MT`&o4ZK#}^DHEPEDc+)+)a?1A(Nt|rIk-p)%)V2kah?~1qTNQOE+3wU0u{a
z2nYzECtsjy<~MKOLfz$K#{srK$VQV23sv>F^~%@$E#%Mz-@7h>ah;dfA6hLJ@SkaY
zQsV%5F0aShq?etwnb}hYanDH*JHtr^lyI)efz-kE>(`$`?cp0*ut~N3k}2lj57HSa
z8yikkAPx%7)U>qZPoHq1gN69Nc|!#iR4kZo#2;M$3<&bqHZ~eTr4SVzjS2Z0)G12(
z4$$>l{9Me8@&5Xw^W26tFJ!_flA)*s(E*a}3zr>1#+~tE6(ps%RaMVJDoy|u43M?Y
zz=;~cX=&zJJEyj*{;0_r5g<=Qqe!aH?m-TY>FFs(89scc`TS2lrPH5X2+5@2j?DCp
z*l4XuzJ>Sy_Lp^HkX(am8aq2XUVi>3P|CHl`y;-To|aY*if?FaL4x>3%$<92aq;UG
zd_mDV2vSL?R(NhLJ`)=Ez<R>uvYClSnM`#dSG+D7v{DP@U^E-5(1ZHMb*M@uWn`Rj
zb91}9Xg^el1BLFvd}AyqW<CK3ZwwNzNO@NDq#I;%rEH=ZP6{f3RC{xEf)Q=-KnB9e
z$qCJv<sT9<ureviEa!@o+7+S8$i##&`fQ#<q%zeSAa_OUjBw0M%syZ!0ANpVC6l(J
z`6?Y8RR9nTK_JxPZf|ezZuZ=35(OaU4<|6eAwb=q%Rhhq3}xtmZ{O~`dG}7T^$IE&
zy*#yAMlp(}LlhAV;?E(sEKs_4j|8F{q?M1{-hpg<5`5;g?KD&~rU4zvK$>?4&4=Ns
zFpvmF$p{cH1FT!lEkMQP>gwto1ZWT~?cUX`0}*jXUS4o@b@iQ!>S}S=i~|qL;-Nkb
z-Ly409pM%!He{}NJXLF$27X7b1!!FYMv0zk0~@<{V89gGO>n%&7i&(~LeP^|ICzid
zol$Qsy-AF8&CJcGa>~XV;DD*f#Kf22$W2k@;!L>ES5XilUqTB?T)L%9l9G(?1Z^8C
zS8KxVz7rgCttFt~lrlF@D+kz<d`%h6HZt@dd6OiChZCi$UIFEIs;V!D3x$P+uUFoM
zBq-(MNA$EAqz;ZuQhD$o5Q;9SM7gV{rx8TwQGlVKDO>OZszPY(ad2?(;f}SX<(b>J
z8{KZ81&Nd&>FeVDxVX4$J3E^3UCICUF%Qc!b8?=2_^_C%kfw@|GHy7PiQY*o6mLW!
z(obQU39K{7*|TQ>T{J;m0Tow+srB~uGJ%2+AtfUV1oy-Q2T~wty-7Vw!x+>;k?pg>
z&c6u({=!UMWP1XC0?em|Ll?T>6eT(_H$o6+H-PM^&+P*^3h9KKSI^g>a1ByQtzye_
z&}f|mAPu5!M-zZJp?B;J!0E7_KZ~X>>(erW!^6+d8h(ThKPeoG;<1nxr($403>||T
zCx;twf&1x+jBwBU7C)cQAyym`XgVW*u(qR1@Q?ia{=v`Zx^>{8Xcw2396^rl8hlen
z88TnGje8xYm>}o2x_kx`ZTCX0!ZrAo{?oLyOLTN}Oi}W^^v`8YPTw)`<`6oS^@D?N
zB!_z+K4D5KEv1;9g&vTcoScAMYWy2W^`mt91_r{~3?Z%PqbGL7fPIdjLlqMf8z;8I
zy&OOaZxM*tyCx{8;mq3m`nthAx(CBI*Z?o3p7R)q8z#$3_c|SrbgC&FaS{@8T~*<%
z%Kh%gEky+wdU~R(9yw8PZjp%dZ_D20c?ju1mAJ^omD3Y31X&U*8ymBPL=F7Vcj|t_
zAE;t_cwxD^Cb%oHuz<7JQkZ;o<v~8Uf%VFg5&<Zf=Yx!PcXzi~Q3-&-Ee{WmcV!?j
zmjmwrE$=`$n&!2unA>t4$l=lR!k`LY;+Y6?*Pxmj->k(_L2W{O{9E9GV*Y}A`Us^*
zVYg)}B_$;UasM+KP*Wp;%6Gv(eCl(I;TXpRycquAes@J1W0ynK!HOdx5s?gZpdr~o
z52%2uyW8D6-~yMIml-S>+1S|Fd3fZMl_T!#0j|f76Lfj3qpREa{rhr&iPaCNLpPP$
z=zVduo=-0<DVb$Wc56n1OGY?cb!u`F!NbEtX9utcCAVH3V4^0`yy|TlC@&h>*bu_e
zOdu=H`mQAIdnhdXf(ql>wQJy{8X-*q_lVKe6=?D3QKr*(D30U8`ADb}hrRm2`)`|9
z^B@$vP-Ft9rjWM#o*cP@TQG*QBZn(65Kv1-&;J3>pP!#E1tsZR!&>hCvp^$(uH@HM
z>;CMUkhmM0nPGc*dEMCReSpw-$`=(CtwTnBn>k8~Icl^hy&GydHto%6_dy7`-Yv(7
zfxz(~2m)3PP8|}Es=2)f8>q>hD+yd&wDN{iaNxIUk3S^G$5R8sT89qiB%J5b0(sy1
zI56s#AhSeUVNi{o0{04MmQ^ir^`qx-K~G=W!$TNOWxxd|TUS>{Vfs$gl>;T*^!E2-
zTFU>o&aONf>$UCvOrav8bd*Tt6e&bW5s^j}(Lp_iM^s8EQ%dHC2$hs36%B?=r-MR<
zh*RmPlX)JZB2z_Ah2DKR=d5pdzwi6wTkBn`^_Iiq_q*@w-q+sy+V>KDeSKSJ=hj<?
z5zI5v-y9B721=UT>eaI`Q|#<fhzC}TxG`$YBxlT+hgc3E4?%|X3J`c1n=9k)-#;3j
znY{qK0RxNv^#p`&!Fb`_=F=lTLHs)=;Cli!@iLB%j&1MWp*^4a?)_N0@5054H;sPi
z?&bhJ+k$N(B9DhzxNu?YT3;P3Q9cHQ<rh{|4(7ip`|atuh3re|>CWM<qH{FGkhDa-
z5Q-`78dR%xd`zPr#hA@#wZn6cB_t$Z;bk1E|5d>q)Uyqn9RM1%sG?#j+B_mYn4-sz
zc~M2#l~!A7?pXwG*ZFENI*xQCyRK(3Mm_Zn4ZPgel$Jy%WV!*_8B%JEo*oZu4rdT_
z0g^u`IJg}Jn|%#Lh8@&qAV$BWq{S#~J4{UE)3##-8f`DhhFG8p4<2yS%9R!^DuQIv
zAlZwGnF+58A_o)h-04n>-hwq?TE<<ar4^QL_B{^~Vsoe+9URn!K?+CDk`c9*bdV^S
z%2Os!&af#CSkV_^86tdxvs2MOfLHhCer}3sGMx^Nd)aJW>~r9Kd7Snj?u7B&GvMW7
zXlOM)J|2%Q67PU&H^kynY|T<1wB&8zHkZYDbqJI04(3l5K_#z03`twN*35)-tO+kU
zh%7M~8Rcym+`PiplNUBF*wNBeUXDll_3PI<1aHlek;z2p9O$*|_n8{79<g_OdwV}F
zE9)-!qL*6EzawyrJ74AG8iYh_y;3viIm+c6!O65{`YC>V9h&_~OdIkPUEJNDfPhim
z|56TKmfg2KGmru$g>E?9cl^`!S!++OL4ID{hjE`1CqSq+NM1p`8y|}DrBw?c;q+SP
z@@s5kB*WPuG6yCAeqe6!VO$=@#>U3)+qZ8Xt7kI61RHPv>Cu{=);>#DWVkb`=$=JU
z)<M5(tddVjJw1M%<+GpRRGPJ7YqRlm@%P!t7KsOnW(E;g(2)?Ov(DXJ1J9dLKmAq-
zlshPUBq{k}*CpXYKXBzkl3e-D?b-qeQyInfN0>oLkg&vM?H0gxRpdpH%nS?EgQIUn
z3&uuv=Z`cTObuHJ-5yoM_|mP9a%yU7B#lo+mJw3Uh}gkV-`>|Ja--ejBiw3ar=xD9
zp~2Gr#NOQ-7fgTf;6WQSk(J1oLZP&^x38XiH(_TTU!wo{%{E=nIBzOnh^VOY-1?JK
zh?EWcg&B@BoCPJslXg2eDB#_-zk4SH{E4x8FaUhW&SCs~F-1pM7TqWDVbC|_SFN&W
zvQms8ItAh^G=C|DZC69l6vu3u>kC#k2xLkdW}!LPuglWxFc$W%a;4~}4a#5nq!rjm
z+?ox!!2sAQ6EU2JnsaB2eg7iJP#U92k|gYRfvKsf&+5trGaaiH_c}NbPDPdO`*k~O
zzBs?$4o|TLpt{LeT~JEUJRQsH%ejF^lK$|R{-0kwH8gb1W@I?cZhKpMIAo!`NqBCq
z)+nAG@+w2lo)u^Myd;DUWOt{f7|INPPc`zIV$R2U$lH`(KNw|v^z>=zxLv+oo8Okf
zdup*~kMucJmamkG@djJoME_h*!Kos%$KN*YnP$V1v9Wo%BPuj8<%p~8I>Rbs%}G1>
zFmdVgjk&mt&$m!-nUF{qNZKmWs&lQkG8$*%<_<nn@(UJl89z}HTlno8rw~zt=YL+H
z{?FIUQ?JUf6^Zg58g_~u9Qr;W;yX6V6`F-_;H@%;FA?@QK8~oswyXPN2VXrpUgBgu
zGKw?fRiF)TV*BUM+(aqb{nj5QDBAyM&YXGRV|7qm+#Y>HW23jX77~8~LGZdas79YV
zcjnTiQ+OF}4XW+})&gG`uHsMf@q)D<l=6Oi!*YRdi?AN1-YNg>@gIMPqJ@lIzE2cE
zmeu~n*<0n$GR%=9M+OnT7TUGaxg`kn8#<#fywLCg<-<=Qnz=xmudA=mGSA6+%Epfe
zuX*`=I=r8+?-=Q02O-FFaX}%se&6-=ES8K%e^Whs>WLXmk1){<gtUGA`nL+cx+O!3
zik8=yI4JCp?t+2fCQ_rom*+UQmLWzciqf*cyY;pC?e6~Yf%55+7x<w8@<&0&C-S!b
ze(vdBL~ZuT$XC30VQgx8%f!LfmWNT%&<IXSI*=zDJpsuQjmXr3odgDhjd0Gvj~~~;
zQGg&eKm6cR!<#p6CQX2LT~pH>iVA^QrgRwkCN<(H45HA&%+1ZQcc&xPR*<0#P)Lmd
zCP}8N#v#?Jy7yEaFN1s&PTDG%e0Dud3CI>rF&RMf0sv5l&^^K|c6N5CqwwZ#xECE4
zC%OfZnctBzpvo>4ioJBH7(X5cRm~%BgkY<qgg!K4_}us(N_mrp;VA=NfTWn)s;{;p
zwFGd#v=RlZ3|Ua6V{<iK+Tz}B_bew&^-hO{oFcdzVpkni*n0Wcf#Y`Zw@ei&5E1<9
z4B+AkhaMU>;+z$S!^6WfJqN4^BtW>tKTkMo+h9v6gO>;L#kfLw6q>AkSMm8Mq6|Nh
zQD2bo1BtUZJem)UA<>NuntsuuMSdtAamTuU!f$@JJ{O0~yZZY-gH|Hn3;^#sYin73
z&Qv{1OKEy(@ZvzZM4cFjbIqnu7KN>`emK)ZzsEf9nwD?Px~(DH2BTDaclV_E^XLEG
zbp&s*<^D<h=lPEwAtJX8D+89t_<rXciKSNgq5H1;%tV_Pf}R$wnC8p#u;;jSSNtRt
z;D?;3ru%USN(J1buCEB#@yNqD*L_BQ`t|;O97jLb>{N^)LkO8@DZBMA(weccw+}`w
z1ngLUuMlyQXy0sL1yU~4LUtVmjOywm3DHaQkdxDu)YXW0T{BcFfo1j>ZX=R&fFtkJ
z=K=%?iHaIRE+)2^G>gIE;b4D%9`yC5-Xs0)vvWW^<yRkcbet?G7~;@-2`lpV--S3F
zPRB`54!hU*I>zl<;P*GNfMC1R(79<n!TyZS=0!~_5*OhZ%k&yzBPVkrln48qQj){n
z0fM%Z9~%cHW#mlg8o)#uzy8{D?=^~ya&^Pk=-}XB7Y`2(z^ysB#<k{_mhl-GJC+<h
zdNdG=iQD|@m2ua~rSOqa_Uel(D|r~KKSMy~&z3`uiS+0}bQ2#BL_2V-v97#)!@^07
z=UA%If5%M^o|s>@b8z55ICNbFJJgjC{VyBPWm1Pq=H2jcefYaFaG21(`jPN8562YQ
z|6;)n;PfHQe9fnd<%*9uBz9_Qu0Q}D3DDZ!>R@E5E$*&2FtAKU<R7+Q--=hA1KJkT
zPZ`)(SR;*)U#|!Phzq<8qukCY<(6@$D%j|W7OB+!G6xio*vy$V$(qvp#DDmFuuXtL
zY!qp}Pb9Xl@h8B6<E#W)zvYbA*6-iHM+n}|Jz($qkITCK08^O%??j1W;Lab8P!ynO
zCB_b3(>^}4_2hSDFpf{OtbNBch!sS`B#pj|Ff5+DZ>2efAtxs*#sr6kx<vsCfg8^7
z9(F`$uWr%G<woNd=m4GqM;q{<ANjY%NdABtQ@BgE5^IK}FZcy0#F`>>;kiFNJOUWC
z9tJdULvk^jcRylnL2IP~*=!;K5VkDBu8bcRB)aa#KFtU%$HLr=of1W1VUt0$l(e*1
z-EL}WnTr$T#o^`0KJHz@%9SMT>+|sND_E4_yH0B2)xq1ZNn?d0YqAr1V|n<pf>89j
zb~qY5BNl>)z!~51v398sFrqTe3i$YF!;wXz%~cpFumX{JI1TKo4WkQ#GbJ7ZA;W4&
zs-dc?DupkX)~BX|I0^<X!!8v`?H@ZR35PS98#@G+e#vTXZUR;V{Y9C>pj;?oX&!nR
ze7(R+mo0g@xuiuA^^}_Gbg>h5l6L(1n(jT4V4eE4^nxw#3<>|=<PlT>&>Jc(-o46G
z(YU~<QiKK<;3qe)-xESNV2tF&!tp3%*1ClwED{11Rr&mn&y+|S9>lsM?+fz48R^3b
zC($KgCq701srZ~Z)axE<Ef_0^T6yHnM)Tdf6F?h6IV(taS~y)834;K<F0JKGk*11d
zwFJq-2Q$J}#Dc<RMPnI$oYk(xm?6Z5A7uAE^UQcw<acyIB_$<%sNfk{S!TzYM4M$J
zd?kKItAPIcG(>(jo*MfYXlhh<PI|$&<fkj}bW7$(tqDK|=7uHTVe?n9E1PQi%P;z1
z0MW{L;UpYFKN{*zuN(>Q5(q9mWOnGpIZa@g*WD}q&vbWO(d{?tY~^R$*dUtE7b1Zw
zkEvn|Y^bn<IeT1bXlPJao*-SmM!h=^=dshrH$zyc#nshWkG8{)*MBj5i@sW!Cy#`?
zP{ej7?ao>V>eEir9RdEFq;9xdW~uKNBTwIj3!KZBrH97+u}a9w3i}d|dc_4xFsjJ;
zArMR%l+f$|u-NjX7gLNi&Cw9nZED&>=Q<ZJW`gzlEVXp$*55<5LQ!!+wLC_<M{Usg
zn3!T%@K6mqO3$1-H$7%<A<S?%q2Xm{M-zZYi^9W?^lOD0VIiR+)Cn|pytGwNonR%&
z8}QE}POZVPvz&2Mi<~DX@9pwMI%R#;t~q>O&a5LdRm8;)$c}8-alB*L&6()<jj7VD
zI<KrM!{+mjduk8)6u)>KMv`5XJ19Za=&*sS8nBvK>l?Zi^6Tk3IVnGT{@nJ!f%-IO
zo%fq3c&>(3nwroW_@`?xBG8c=f9J2i-n3x4rj{0=K!C1Yo|?D1u$k*W)$&eIT&kct
zeIK0C;vphTT>Skk`db47EspTSl?RdSvx)>?a?d<PozmDqYDa1{H!t=1v~UMrE&~=t
zl)-5N;tc=dR!IMU%9JVYAvb59kQ(HJ9T1Ott&M|2&CO}bsmaL!@Nz<Qxp9AB$%p-i
zIwPNq^m*Zr@)iAF*Q(0`<j9Obs4Fh+a3sfWS{om@Rei86tNXmVySqm>+zrf(SUs~b
zrxSn7ZG6z_ZaBNwvC?{e^VZ`ern=4gThW*gU22oDr&yI*l4%$iIk(=jyb+mTr>4xh
z0+}eMrlGnr`eT)*aL|PEF-R{&{A{Exv5KJiCP<wB{48#8c0cmgz?ozNiU_L=E6F{i
z${vsn)KKCQn8u7f%`N-Z{`g8tJBC;IPZ<Qji=2E<ik}BlQ2_}F^Fg9Pe0GIDNMn7<
zHA~0N#XIk)KTHFWQ!Sb5vDwIIJ)*!WDk^OD?F)f-`DS9`#@pL~ttny{Zu^p|DoJuw
z0Jv63W{w;%nk^_Gpz-j6HAZYT);A5S@Ko9SZ?K_9H1#=hhu4DCd(s7qK#%CAl<KOg
zqS{(1l;^`9V_`Ft;KP-*!F-1%ZaV;5C^mh1KyGgCwn)?CSyg2Wrc08Ku$-H7vn1wM
zodkL$)JbV_zGJ=C<Z3aDnj3+wnfV7W;Sg-pWIdtOY2*$21OBF{I`;i}dBr3@m?2X3
zJjZy!j-92fGrH1BDk?khz3y-y6%<(E-A~7suAXI9O8}?1w)U51TQ>_P2x@+4Ys}``
zZEbCG`JWJhP>-XKpExiW6MBS<d&eF{2<VBykxfa2$&2IDlJfKSFmj-2rUblnX~t<c
z1)Ql^FEG<&CI~YN?!igb<1JWoLQ&cyv4il}r>G{UMQHm;_dw3UDZU6V>xr7Swl?U9
z`9Sj#XWf<WZoke!s{|w<hNB6kfffNSkZ@k4q_p$l9pxoU<SsrxW|VUuZZ|YfBr72w
zRvyOT`2I7$St9h9DQaktW(X%Y75MD#vh06-cN#c(FXfz9t&I;};XJpsvkMHF>n%j;
zgp*UM*5lrD+*l_OGpN<yzIoR*Hm00!Y;5dA(`2^OlobvY3*8xTGQn)hEQ8)eLs(cy
zRWeo=ckbFXiFsl5I->VoaWIF&9_0?v1rQ(&NooNTHV;FDXmXm{56D1>1c_|}07l0b
zqrT@kShkGceltyae(<5w<%4z%0W&1jwqrO8JyaX!kMxa=#XSaEQp@(|i7NQrx)0Y^
zX{C;i4&(=7g8*7iQQ~gIS@A5^-o3ZD#~_|yRD}E#XJTT4ap_2ss#>2quC0JO@?2-&
z>X*$8Ua-k`yyfAWRP^eVINeHuPfK{O-qvGPzQDbkI2{3Qu2d-IxxJqbNuWy7tk&Vc
z0bv}FK;eeXH{CWx)GDXH|Dy}mA*jPvwN4cM2<i-h`?6R{lFw!4%yB{FAOc2=ZtJ9X
zefP{+aX50%QbES*d0!C7Iko>m3bxTOtZ_H{<rgr5vmzrSdqi(<IRb7XFfj0$2FuJW
z82sv|%l*2AKgL(%g+K27rh|S24r9=pf@?<y`QTqMtHIQVK17Z#OCaoZn>GojckOaa
ziny|K#}0<cztAY`%yTdU0gbpof&KD^p3u~(2Izvo1EN#B+y62*hztw3k^|>5Rn`n_
z63}4;l6ypr4&uY5j1G+AstSD&p7&By+dDb}@JidT9}U27w_}P6({Pv&v;_=sJZ+iR
zloA2bhK3R7{s~c0QHl{q4)kOYk<c;|v1`@vZqOA8So;jmz@jR3^#Qs=M-C#r2w~+R
z__Tm8CFpA*N<Ib)NRjS|tGxSOn#`7hAr7NG6n+i)g~F&SuC12Bg9?d?in^RIAYY{|
za;d)$u6;>t0)9R|zIiAIU@Xt%>i4Jt+AP4yH5sdL9mY$8piT+HVoH_P3C%sPpTd?y
zhwjM<i9`i#+O}=xhrT`mst8qy#_NoY&w2;esC{wl1j%L#@jU>)<_$Q7aVf`Sj0H(S
zSgMlA-gO|&hert4&`9>;f#{Qp#jm8K1VPE%>*Ld(gVDAQ3#8hkR%5T*;u?*BtgI}X
z{reYzq@4_&P)borsd~1Tlsx#YcNIa=I7~vT!vB)n{~z*t{L(G*XKnDJdPF-5pkL_8
zpH)9rxkTLfILTdohyRj~jV>To+&!cQa}sg@C5IZbjc%_&vOC0$9^tUi#B0!*;zjAo
z41D|;dn%BkDQ2fnpC;QdPKcD%=RJ;M@w<oU8b}A>n0JRnsSlMiaS7<k4sV=XlrRX7
z9;C9r*!sH&ghzBUU08s>L+f2mRxTDR)np&gBb_Xy??58Ja*r7X=%%M<3&cqs0w~49
zsw4a2j!mjfW0l~9AF$kq-vl12tDEbwVc`#4aFQl^F{rEptDd=qMKM~C-rDpHMn)pw
zoq!)EVLeiKzR}1J;C%R*1q}@iy%2fr^6|~4m|=1yX4sa%ElgAaS`l#bhI<AeQIKj6
ztf;bbC4FSeHO}&X$^dU|bRu6M4W_^s2>t@v1}^@Y$J~Hr1O7VT^mQ2UAzL|Ot6LR?
zTcFg_-8z{1<y-q>ba?^hD6j^S=h#8qh}CqJhi}jy-Z8k~$aw$d^mFV7BI#jBF*}!>
zUH97o36w1oAjo+5M9R7pzefagb&{nKq)p@0jt38#WnY1YLQ(u6b0M(;OsxBGcFEGE
zhFEk&o1pB{@CAq<-RL)XAg#ez)R2id7-<sJnkL`F=9iE6m^pj466!*6X{mv|1<al1
zf_}IqWLe^&pD#WSh7G`2j9-sXumBeO&D>neJ%z}_*TXZ$IVQocCx)A1g248)XoxcF
zOia#kAK_~lIeGz}&E1*hb0w@!ezm`umbMKweg>TWib4T$G%pnZZ_2Y(_&B@l8&Uc#
zsF5=r8HUCm)(V<zer#;45XRHk7Lf56U3d$yZ^T9hT9+|mpy3s29v<lm!%GZ;Ff#=w
zGdlIF)QrT~{lJF>DvWbMe7c?(KRO39te+-UWpt?9?v+^%*A1%dapegw2vW1f_p`Hi
zebs??N1+v(3&Wt_Bo>B-4o~8611epls2E@%Urg8pCs6ZpQOwN@-9L3onCL1is}}Ys
z2pRKSx1_p*wYz+^3rrQ)qkgF(usE{<OOv@=`nfhcGdr7;lao`o+8a}iS2bOE!IRAF
z6$)T*j-vM$p-z;UDy^RQ!d1e!mUK|9pi`$dMK@;l;Rcwj<T#8pKl23NciW^s*$E7l
zMgI5xJg-kLR$i%KYF@t%loL|4e_<qjpr7lj9K8_<Ks~X{4fM4W$@-OX&3mtb)8l?k
zf4W@!m9^_sIq{?yH}yj<pK$*0sHZV!8C)4@YLf=QI^fC81wydJJ_60TNHR<`9PfG>
znJMx-l%cWQ{q>KUnwc;*D%wXpy4csA?(~Vo5@=oQ#x;<YxLp^m+upyg->a&kvOi~5
zXksrFB$*Dt6+%81XsJzmNPB?#T7>JJ=v)Ga7bfu&WGg`CAQV)Ze!!?@Id(Z|Q7tQg
z(Tgc80JyUaef95^h^&@9S(o+}#M*Y<r58JYAneuj8H7xty4!GPRtdl(aAAkSa(7wU
zS<ne-|I?`FiWMt5?sdX(DMDcc@Zm!4a{<&ofv(#~0j*852zrAaF*J29Zf>R)bA3J=
z$7sRAPWn$<XJ;VpIG75pd_5Q`hAAs6<3jqu;G!93Oxlv}#yy7mHwex5RAYHrnLMg3
zNya#YXzmc4Ms9Ou7YsdyEY`Kn7O?%Ix(xNCq?3>bIvID)Y|WE73bQojw8DBz^KvKf
zqS*s+QBl)COuF_|EvCy9;G!u-oC6w&s>9_!$EO*|kNSvBfkB4|W+=tc``*J-QEoTw
zujcHZeuX=0mb}T7NS%4|CbA<F;|>4T$NlrA|JK_4*YEWAKga$MymNJYp6}7o1-SB$
O*|dI}LE1W-fPVq|jGjaQ

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_testing_50.png b/Documents/results/mnist_testing_50.png
new file mode 100644
index 0000000000000000000000000000000000000000..e8f87c7ba2f983806900584193a28d73f3946709
GIT binary patch
literal 29113
zcmd?RbySvLyDs_y5)uMRNrxiRpdcVEp@?)zcS|E(l7fU%Dvi<tf^?%IC7{yMjdXXM
z`|<a!Z>=%T+3TGB$3Eknu@MLG#`Df+&O5IAp4T;>D=Ekl;8NnEP$+^2_oY-&D0F`m
z3T+Yx3m)P7IXVkJE;vg*P{V;QZyeJw`1_*6{m0HI6rmCFA1zlb#|j=4bdlC_QMEUB
zaWir<Lp?Eaaj>;_v9&U$e`@CBY-Mjp&&vt_*y$}@TpWbBxc>76oc2x@Tp?+FcqkM-
z>VcGmntSrfn1{Qn`n2fAod-$GdcTa5$h2{TOG#Q(Om7yjF^M@E#StsTwK(bq{EV7u
z@(-^<Me)+J2>2?KNRT;7=kd~zC`p-V?v>-{y^`z|dGc!ecqXRI>J@+11M)53)EkN;
zNwHo%_0?TI&TG{RtU*NRQt(B>9oMCY#t2{5+W7v+BWNLLF=1h0EKS^~%f!UQm=svz
z@N6dP3+g`ddP54-b9fpZAA=sARrWVRU4y4_x&QzFW^S7Sb{3NG`68KE%DYe5Ra8{o
z)>2AIbv;9i$qm+N@D?P&#f0yQCnNJ)bwudTpFdY(A*oue7<v0af1x|&%ZJCGK3epo
zdUpO^Hkg<hv2Wb9qWSdc6AxVW<Y>8AG^Lm;D?3{<Luqo%ZQ{vVK9Mr&qV*as(Mz}6
zlmr@u+QAI>LIfV2uhp(^9IrPrUAs2>YC*(#US2+lzfhuB&~1%6)$h#X+V$%U92|w+
zrED4>9FC4p_a|DjA0_E#?=Sv*C*hi_`1C11^0N2u->1W1I9)GG9=LcAl>43gu1qx2
zJ$UdytJ>*0^P{(YA9fiso0?Jg`{Z6w@Srab6n<GQZj4G#U-BDMFVM(POcUj%j7$_>
zPfw@M@i_YJvp=@5vmY&X7WOEKzgpg2uDQ9ntHQRHQ1k$`I#Su1Ea=Q_H!6^P*X`2g
z=4O{3M`cGx2N5OZ@6mpGM!Kn+hM5}Esa|Um5)x?qPkzt7)_DB*d9>&e&i=Sp@xw#a
z90duOn0`%z7QeG?x@$LX!2Mr1J=*=!BX+)`HlRn>1RrbE7Q+x09xmzbE>PpP9tE#V
zL;2e`o|3@}F;MbvZ?`+*x*cxKi9R0O+H(5-ng=80uA9vL`#3^RSHiB|GEXlp{gpSW
zY2Xtq5s1aW%X@ihYU=)j2hFf@DAb!bZzzOZSWwlgE3Ufro_wf5QUB0OG|wb6nx<PK
zHosBXr#mln|FFDGA>fcc(mPt9Q79=VhYM?`qN-YA^d$sqmyJYn@(ZEZS6B+iRvI_)
zf_|YT4INk!W`*Q1up7yDKj{Spug2a`4C%Lajl0Rh($try`ZMDmc2H1I`n}LguWwsj
z#>K-!Lp@C743^9gx3eqit-E#WR)!MG#!R%BP&NStH_GRDuLW5LFc<g)<Gqz(l>hGX
z;7o#!okZ=^Riew6pB3rV8n2C3e;l^u+&w!xUgz;XaFCLgW?*N>x3aR*DmA@`GHic!
z9qd=YeIvbdIn`(H@da#bCNZ&zf+r882wKU+Gc_1*-n@u`ed%i`oo|?qT{R}^qvMRs
zYkB4uG<V608_#M+1`D;zaa&qi+z+Ngkr8&V6;Bq`u6=%f<%V#@v(vp1d&E0p-o6bV
z{$zoyXKNJAm;DJpLh;o66cI0e<Wq%re%y;n=d=8gE>oP-Z`~3`%(T(T)i^m7N+(lk
zH}=tM-|l<T9m3XVI=7(rW3_H3vu!UIdvgf&y*H(E`>m-3oxUo!>eqWty|GAb#^b8<
zZ>962#=ycyq422%K6cMFZg<~h;o@pFi59^s=nvP__rQE76Z!cilWe+59tuV0cf#{6
zk}A}us2U4aH~6RJSMaEb^nqFqor=ltZ*EmBq<VoBhr=6;=Q`rs+S(jg6H`(m&rXlu
zm6eeYitG>}rns_V`$4akOkG`FDNl|2jXZ_0JGVlzK!Di!VbA@C5AXT<ii)1@sLsyM
zGqSRFEPD>m&CN|!jM#mFPmA81X=P$yKtp}B9p;5qn##*bm9(^E0XGTy)0=~Q3|HO8
zvzc8ge%q!LxAEtfXoM!)Z=^}->Qeh2uimj8`iKUe#PaRM)xaC6?&xfqMPDPh8Wzh|
zz>lZqlk8<|ZEXXWA4%z7mg>u_KVGXv_dhsXNNWMJmX?wVVqs&uB8lU;Kjs!eWmhGE
z!ypCg)KXYEzT`gE9(w~5MNC7((VZr?{`zd#BJCn-8ZPc2?*&Ojsw+Cs@BDZI-JhER
zpLTh7yGINUHH}2K4Iz=UgPG60tvwJ2In-F=he}LBdv`GL$Z$}`5G*Be80NpfVIsi|
zW?^OBs!A@@sl-K1gYUR_*n!_>dhM@8H4@Sav!D>a!HsR7ecfQ*MTsVE`@5{22VQNL
z3CopPR@TSEaqE^U%Hger9<BF=#LujU<gF8FerMGv`b)IJi)wZ|i$57zSnjWk)ec(K
zbeTJ!obB`~!YB)h8=M|T)sMcq{_q0oWo+!s&IuR-CaT2e_-Sj|&W;P3IJ-f^sG0Ac
zPjU9eE6g}43ODle^Mi;a)igB1gMu#nEVt3jdGfe++-=+=XR$9YwzrJV_n>*kOGc{U
zi)xcpVH<=2Wqti90xJIWswxUtJqNF&%4{B!Z|M-rq8e8VU2iBPZyZp1Mf|i#^O@i4
zOBI7VyHxMFD+yC%beobUI?1l)BI={Zwz(`#Fww!vryg%lp4R&Pal90Tg@f9?Jt4>G
z3sKa9&%ot`cAry;dJEJ%U0v$u{ce6s^k|U@Ty@~j?vvkT%^mS<G`%qXjTUkP!@gYQ
z`;Q*EzLo7#-CG_kmi6?kd1p4HS{(w3-C;yl72=jJ7bj;3c*Bp3d&+8RK{Kt<7^tT!
zLjj*GdKj6QzF6rD6!jcz&Nyz(J~-L<LKtNQRtNClf=m>($AevF#&tjs<&2*7v|mC9
zzT~SHY;3mDeX%Z|R`fekO)38KBO|bPVvpN>>N93^F+^s3EJE5B*mT}Rj*gBLkbDP<
z^hT~3ZNLl;mD`Z-c-HsMEEN=Ep=29BLT;oxJ>G9cJO^yUc(ls#;9w@2iUw<WL_bF{
z4GZP+=U2;I`C4}M_FSSt=EsjjNFFIMX?0i`;xV<bn5kJVLWV>=*PU`V6cR-u+iRQ4
zl9RLTv91Z#B#_smRLA*N$7;#lMjf$TglOP<$5R9`FO+|~DLP7)=tHqW<+vwX=DT+^
z8H2_phO58JDfq18RDWD!oG_t-*f~G$wccWIwnYveKMjF7uhK8EHc-G{DDag=K}!OM
z4zi}+hjWQ--@ku-%V*;-6M1Jk$-ZGzK+yoAHWK0HyHl3;4x?!9qN6^4{tR<0M$g8E
zXW+9-%6scpiFH5gs8c7$!B!_1SM}VoN`>aVVT|Y;jUvd!gCm+H8NyGZ-;%%To8|Ps
z8Y!deHs<<cdDs0<R^pF5)f<+#DNkU^+~?m|P@Z5i2nbM^v_`co^%s;lOi6lgcijPZ
z?(%dMP);{QU9&b@tJ_u(hE+a*H7o%yY~+y5Q=86Cvitn#&REdl_QDLzGen<T$W7r>
z@qf2>yYxUo;ai?+4mSiR&(3@`)={`@)!}>+T3dmvf%_Du_xb5Q1+QtC!IC9mI>Z}i
zk2MGpO03JGCC0pOHsFHO4aaNFR46)+S>g}6)t4a?NqKt<muWvq!FbF@g6p!>mp9&A
zw94@&I5^mHq@vKIre3<2>il%w&j>Eib!Q^o@BA$4PkHg|BLxL46av9GXEX-*eNWu$
zAe$o-k7PFR<WYw&1p0%|!#D{P(XN#90w_Q-q<PodU<h7gT%7`bXLX&oj}3dwKV9{=
z4ZxVBF#oD46HOa=<%Yr}n4z0T5yWUSGc(le#~WSBtzcH~YzB+88oaCDaiTVM2MuPx
zkart=$7)=;le%6Dxw4+^<cL)Z%e<fnD7P8>Y+OPQYfw4idv~DNAR6+!U{{WL#B8qe
zyN@QVmuyF?ewumgIqfM`n01o1Izy6iKVGe@*LU+;w(K%X>N027tLe+r_4E|FeEIUm
zZ=2$b+}t*kdNgDL7RT%Fj(aY1c<&8cQ~}mnCip4U=WdI3%{rJ_{`KVGVNa?El}?3i
zGsOFFFg8XpF*^H(L+0O=_Uo2EVHIW6)JPII^}@r#aDsw^8AL>AQiNQs`%2GG7Q{^8
zhF%LeGBzB}Q$e~Vf{_89pa<uTfIyZB`13W73D(oq-@)hm=Vx?6E{p!7qq@lKL%h85
ztG5>o1u0!tON)YxOCP^nJMza5C49=;ZCPms_v&|kJ){uvyd83hCL9vv7enqzSktfS
zntF4aart8q&wdu^-Q8Io8C=~){8ZzERsakfi%I51Q=P~5UsI$NrXUnM;YJcP#4Y2l
zw|qnOUUvYoogMc0O~)#VHn+WGqWRK9LP9c${1r~h7W3-WGf|(Tbhq_!_ocj?n8ZZv
z6ot@uHckFTm$ULgeF(gvUhDPbs@d`Z09WAG1>R&O2M6wP@9jsUu7i4uW3_i+X8o(G
z1gM4Gi2%5?k{ftWsUa||6#xZV)g?*=Dc@hZiF8+9x>;YsP$gIV(sZ(HaPD*yPh5C^
z)H$lrh7cn*KK?qy(woyWGr`)0WB{oV^h_)pMeX>u2eJioQQejtF$qauI)l*?C6){h
z!*}yfh<{5((~1PaJ2Z72gBJ&j)7&>($fX?}ONb=H0JLe30%FM2t9>e2s1X6C?>OPJ
z54l4@plkVEwCLrVH*ZD>{SGDHyp8`oQ#vA9-#}lV6BQ=tJTLIbpu{+MaiB0ssi2>c
zk53(}QhC&KxsZ{Aqie=9MbKG>C0=ebvGJtE<V|KKV+Mpdk^Rw`*H5RvUgUwofcVN4
zCP_(2DJQ2=aDe=eTI^B0hlhvLFJ);RZKDCwgkjUVi|bZ7G%L?<OnsRSp|T@lU|>MT
zI$gbxdId?Jck$)ZM14jF)@#=ru0T+~qFtzQ?b<a2+J|v99DFvTmBiUxt(*v_vaeGP
z3Js0e*l>86kiZP~yTsemo1=&qEXe?9UBr%@af>6EsLT77JY#036u@{SZT|W!?b_Mi
zE^)lK%Hy`Cdjg@ver<^e^TN|IdPeK?{Cw6#)p{rs1iTNpiyF_4=JV9pDgd*wkl?<c
zx>HnLAW6bKgdG!>8xTb&7A1DJ8I7RFA7G}`0uBhImo_%eG?5q1p8(Kga02+)eJ);;
z+jD0TYfLUWj50LG|9Kc?ZhAT@T6hbm;rz^tB2s42MF>JFKA;_Gs7RePi~A|K4N*_m
z$0IZDg(8qNEF!{Yjg=S^|3B(<(f{i*ULSK5hd+q`ki|U!eG_XDa*(eZt_O)bI`V*(
zVeAbA;`>KBtc?m@V`k=e;{z<Pcp0iXEXXMKYu2~%u$pAxF%-QUeTu^1_i_d(`|U|c
zNf~%}emYVUO2L~A#a0V?|NLzbXulC(Yao4nqv3C}fZ~5avw%6bnoS&TA)wV5tvd}H
zAM22tvcQjyAD`lOZncfOhsoc@L|T5X!zC9!jMUSGU_5`KHG_!;5sdUk9;CPNQZon@
z9-*hRVjWuh>hk(LImv~uU)w_U4NkY03QlWjzy9rbplmCaR7=Zs)>nF8$fTG4sy(zS
z=l$M~|8y^HPuBEWy3&DLeVYg}`I()`!@4w+!sX+nB<`Zub#&C?Y(5sytV!NGtySm~
z_}d{Vj3W}a%3Dw^*^_lFaobj9)zevCnd0QHINF~yJTD?Yq(i1k8PD`nJKlBc(3;;<
z-L`vnz6=bhitWGsDy*39(d(W4o#D4y>hTMPn%i+7`j^H|7#Wil8*A?JQPFmvJynZD
zS~zW?9Ua1HugcHa*>~*paWNfQNV})H^_uW5ZmtXcoD2Q?8azo9v+C(o(TDG~hnU#4
zjl31+RkhQ&;#phkp2~*CFo&7`n#V;XspzRK(_<%}KQ9rw3DGFFt85#g-fMK4W9+TQ
zo|<O93+PiD?Cxw}?R|B7PUz71@uNdgOzSrZYUK8OW<DJq{)IXLu{X@v^xdnL-QCDJ
z+t|zs@=ZH+-K%U;9?F@b>ZWn&1&4RbY+cHd6T7g!whrn|sOD&Y^Xh-qQC872t)W<k
z4xuUqDJZ3&$i0BtgbJwd_-$9xorv*zFT8SXj#sg<Ef5%%Rm?Z1TQULBFkZVRwX;59
zurgHgPGXn$jXcyTZ{!I)Y52wyI3!<C-;~;4le~7lJ&j4W<4*(U|9R+#){iHAZhQ?R
zmULOV1|KVV?HbO@1m>?y(Kws?jd(ncnM8qD7m2Sh1!=Ga$uRkS`-=0kwvuSjfQzo)
ztJ5kYV~d#dx|Ccvk)r6$ufNMB*>zdI65PRgnamC)R##&rS1a$M)5qUuDv59z>S*>#
z4k4%#LvRo|+W8Y$yH<mj=Dl_C?4VW5lid%1_Rh-i6(lksNYvEKZ0h-q)TTrO-{(_b
zLNQPSA07uno;3OME9<_ZV(T+ZypMKcLe!$(6eT4k`uzpDxi~LhzJ&Y#@yA8<v1b0n
zKw(qd&C)Bbw(RLY+m00|@txETr6WuQ4dSi}l^qUz;x{O)yt6zTVJ31wzu|X2czazn
zJ;BOqWGL}?V79$9o|9Fs0zE#VWAFkt#=VfX3BMENilMyz(idIK=Nftbc4M>NQPeLB
zpHfEFDM@C;e8~<9#fTPVU1+p?X**^!qA^~ddEI`dv*g8{k)gq~7GYnELPpfUdnJ}7
z0{?Tk=f4<m(7?}Co(c*A=!(32^X4K7?oGDQ_w=LtrZLLD%lw|PF=Mv;n`c(N*&gcT
zYvPZ3%rRizhCX56mvdSZW4hpQbo)m^;z@0Z*{@&FCDHkI6X!qfD@Eu!VJQQ{nO_=u
zx%|VCZv?}YPuCN2?sJe`9b#phQw)@dx~KX0rXq&*?V`@o&^zL(rTvz(r>6bZS1$!V
z^Uq{Ve@HI4df=F@dPA_j{6B7m4!ISBY#&sm{X`UWg#;fVRavV0^hK1onc4NHYopJh
zsK1-4$r?|=Z%a{OKe6W60KjsdlF5#Yl=QG_UM<b%*#BPWY~|PADLJIL!-N(+w1;jc
zoz%iCiHQmGX|7iPzJ=gWjD_xY4GO<T#Q^Q>tS2*p*a7uk0Y!Qugj(K<L^1K#4QAG6
zdd)GMoMzXp%h}1PS57_-o7$wvVZMLgMwa=zIlZjRQ*?8)d#af4Uw2S--G|ITfwL3!
zIw>gvP)v>$)MQYlOL}++a_Uy03i_8SzC-R2?sn@=7IZ&5TsT#+*iw)PIH}0}S>>ny
zE{~S9vBd0!OtrB6L2YbV@j&go(4q5V+~AYFwLes~ToXCs9KC%bS~yp0Iy#bdR#zIy
z$<PT!)W(D~Ri-^9T7vOP`+Iy@2ga=}{BqUA^;30oIQ8;7`%TNyWurTe7G2f`8_Vrx
z#Mx)M`0d&(cs$li@%_(ueU4mAO-%*PIAN&9#>Te>ST>|&I|C)9gQ?9kD#F8;(3Gik
zWC{~H3wprxZHn6m2#)h!#F0$e`xUHJ{u<(K(6&DoI`n!h*+%#@sq2(~d+wMd*UY;*
zGB_qjHSk&fy_8dB4dyS&U05f3Nyj{YJ`5~*zLqcDEv(b+zH{w@<peFoU5$!wBF7(u
zyQqk#DA(j37PS8Oq&-IX@|SicPp9q?|K8rG*Oc=x+$SRy()#+Ty=8TE!jR!D%e8aW
zSmC?U?03bJWyc0UJ~&ej%U!H|>R9oxqCb=d&ls`p?OLH5#65UaSSy+;RJK0GmNVFo
zR>NRM#<?@*nIzw2aK1EQ79ZC}xbjOyaQsap%ryJVDu0F6tgx|(-j}h%?NZlnW3;Vp
zJ)KeO{c5(GFU_ngM^nTIcNWov&jh%=D%fLRFOI(P>u0UD&&uvNl9FnAU^D)WBdejX
z<VEF3RYQ-lbyepcV@z?w5$^H+x|@70)D(_qCmuNw;z#@I(bDA64FED|gj|}Soc18T
zk7q%s#~iytr!uH+5y_!C7;o{&N2243V%y}vYgg?mqJ#a$B=g66Y{ze>eQ>|>3ej-e
zQE#l(@_rv#-`3XWJRZzb6W?FsZK4rm)aiQ`C}O~2BUVUB##|hPX=;<KfGxbAT&MkX
zUS4p0e!TK+DgORULP?|t>BsdvsNeVss@as&UcI`E;IHcHYWL;B%9zyDOMrblI^?8e
zWQ-xux<e)ExRBz8j;e9_^DI%{^CENXMQ8$O)js9W_t{lv*Dk}+t8qa?!8!?Vf4_BK
zUS0}X%BddnS67BVVRt5Q+^ec379T?@ySr|j*@|i13C+xXB}@+e>P^qDG!1|1KMgNx
zpoF6LP-3cp*LAp-T&qUy5^jOUT``OGI^Pq4m?SnG14`BTmB*6}$Noun)}umyTy_VC
zH9KpL*Rs9RI4gO3L~iKx1;sQkA2?o3cXBed(NT&K<~FzJG}P2$Illi!o)=|Z?sPUa
zwPi?og{ku~`<BmuwV8nTk<}#KIf~XxzG1?{qxAYW^VmZ7L0ydRN!X*lwd@n0EINn&
zJ#9Xbt?L@U&<_AXBk<edji}M*3(y3kh63R$6!RPKgi!rFB;Kz97}!4=e7unPfC4bH
zcbS|^|ApV_vO!x{m$bGvrM};(>-(G>FFh{bKui5DAB(^b?1x=^JU^WqbKl9%t?SkD
z7kyuE#DL}?VRGc-8}>^p1!f+{-s$mqA6y!Q_{9to1l<%WJaHHZ{maGPjOnSNwVk>A
z{8?J3&2c=kyGHP}MSa3azF_y<^G<6+f1H`NiXP`6?<0>JM6``M4^XywRT!99iga>b
zdu>sxLMg}HU0GRMlb6~C>c7R^WJT8~wmad*8SjHB#=X6Vchj2CN5$)Y+&?Jr+J0rt
z+6^k2RiUpBoTnP33ok}bB>s`6mugTM>@N+(uKa+fQa80KeS5`W^}Bg&j=o6n-Q)H6
z`0*~qcaC(6)@L-Nb7!nW3E{_N%FCb0nq(&LgmvoNvkM&<C4aBm;mKzfx}5OcSFWNc
zq4pVi&lj~mva5fn7e|9@f1~|zYW9iH#-nY#ilPd>`(v&%iOqYp^2X8G@sh^p4!L2%
z0$D<OrZ1-yevvn4*dA4Xm}d+UUS0fCM6%adU!M`J^2bxI;%QYx)YEzt<BtoUVf1v-
z6M)S>(=2ZF|2UKH0{6?Z>@Yigdn)<-=(C=5u-i7?MaKziO=oS`XtFrIT{%!^uWUHE
zndF1|lbJwf`1Tkz-L?9|dOY=h-iJn$+TxCb@ScRZnLC}vj-uC>IY&uJ+MLFrb4a&j
z9dh@W!ZWd)`DDSi<McIjR50lI+6%u^IxV$oZd>8o+l77`xsuUrukrW|0*yCt@#=NT
zBpF(h3%Eux7l{nIwWq~yB-K(aIO*Q7RuP7hCGp-Br+b_(mbO>zqX@_Qa&Ahd*Aq^T
z*E<pQ)*PW&<1IbtzCBV-qqI->(fXN$8pGtdOo-4UFN$ySAsLVE<oH`O_7oIE><8tS
zqM9Xe!tp~zHKz9BKAi5e6*=6xAotLV&O3`|xj)7)zb0X()2}-l|J68WK^|7#c1s?K
zL80nH_FgH@&>1%q9u&W%%|yW4BMtMYk9}cB?ziX+O6b<Zai367G!S}9qv11BjyzP!
zh)~g>Ti2G1HCqio-k7u=E+<@2ByCO)3*HR3<0fG-`d-=m(UR|lMHjc_6{8Q~Qt?%<
zzg<8%2MZVf{*;rf!897YWD{JwEt`J+l*ZU;kLlZ6?D~oeFEyFPH`Oo*%{f+mHnO|N
zEx&u}E%nQ<eG|5B6SH`D5eD6vba=q%a5$|NUOdpQxx1;B?d4{;q-HoNK5SsJtYNrm
zEVxxa%r1L-ee~*Ufs&)_ezJ$V95$D)1YDx28zJPBuo3e;M#nH@D%+#U%_1-zwZ&*3
z*vzPR+ti3_+@UnayTqXNS~&|RfI$fJ?Nz^f#q9)82U`e^_q7!85(rnl?MiJeyS368
zu(=Q`V6P%MbRk^{-6*5K((_;yMfBdOX7!$$(#4%-=0zj_@mGPbUj}BJKe=VxtsYwY
zgDv*N+28KLdf;ijr7isvTdl3Vw52~e0fPqnb;)_E0h;=oYiXaVhTJ4dc}B7`?%deB
zO?Mn=on%Z`KAhjVxLca`Ksxv&^hFpd)kkAsZc>6?w82v^D5kip3-eWMfY=$a`}U*5
z7B*fL{&-D|j{W-um}}LtScUxsW}m#>t4_p<@?Wi+-N)Go6>H;7;&0#mX+7s<T+((-
zfQ8-Zg{fWGv^KU?Ze2dwtx>Stl^sp}vRJ)fY$8U8S0&-o#Flv<i{Ur?MxPP;)mD20
zLzHb$!bc3g?0}46J2Uf=sl_87mM%_ltx!uBns{8Zn9}CTS6g1oxG4EI=*n7Qr5jpm
ztb7}?4X|tV4;Mgbgq29!+CP&4`}L8wruXiXx^K<uF7lGkIY>hCSt#-|4L|fX$Cw0U
ztoCz9Q4j_yqrH<z7pSZ;Qy4c`nHGAD8^9#X<!gw2FALo`Zh=@e9?!?}=FYvEdyQry
z#=o&7=v0DU8(uMf_6SGicmBi&lh#>@FV?&3Xf;{&gbldw8!RvH&!;VYzj~FqJ9W1%
zIq1Tnx6gU9Y7Tm5;xY660ap*7t|z@ECa!v`(JQu(2a~C<CYNb1ECk0i=e(EdzH>u%
zpmNW9Yuk*XWFjGJew#n3j->vHj$spOvY^<M8<(K)lIq+X@5cKajN|>zpI`6Y(@QiV
zH1fy)K^eJxY}m-!Wt*_Oxg)B@?&QbLwJ%I(pD-8AyGN9#q?X9R7JDjKR3nF_6Z^nU
zC*{)O$e=yP0mszA*eC^xDx=yh{Tn~`!8=TD;l7aW>&HY^H~nw2P~P~gs;rXj;+@S_
zQC*QcCz~UFcgCLRUWm|=>V)^Na32S`?4rOjg&TAh-R`0+%-7qgs$^vNi(In;XgHpb
z%U2PNVPct4<7Z`T#o69R$3K;6I#~6kAaUdlw|p)A(b?yNMw2mSQBCPllYurCK}QB5
zr_>95w9`j<KlcCNoR(IH3D#dZx}^OzH{u6#u9h9T{b2ojsfIhm#9Je$S$1Nv4?<#N
zZ|IC3PwtCT5>NTWx?5X+S<|#6q~$vgSiM8=lss-Fv9{8RY1z`RTeNt~NwApziGQ82
zVDZ~dV#)4%IkD?`_2oJ9+y0|m59R!AisMI~tm{{&6lzq90wgHQkVISgef?fc4!zpr
zn+pZ~HH}|K^zDNsLvFim=Y5DXE7RV`5cZ_1s=H{nH`3Nu6yf8`pOlPEUwN;KUj3HR
z8~LsM4Tr~E$1YxP@>#1RNpTN-hdTSbUw8FyL*?a3HIS?+9gN@Pzr8rmN4Hnd;2(h<
zMtP^Cf{i1dBT>6h*Y1kzncdoq+ruW*5KdP$#$hJaqb@v}S3*NEy4o~VQK4DWY8AhJ
zHufa(F45@lWG(Tzuoql%%eklek>$WXmy(;LXRM0!cTNs{Sw2yAjFuXv6_IV8`1@i1
z(#iXAjiorBN<#+jrtK=)25%Kd3O~`B$jfDtoxL+aD<Vwi?d&uwBd=hmyDS%}5EoBV
zliqask7e~OHJQ(^ErKN`FtD7jy*Sh$$sK79q2v(V6Lni6O8>R8lToZ1FF~h^Q(r^G
zlP|d#p(yS*sI+*eSX%xu|Bj>FVf7O`L$*kf*C|4f?XMa<X`E@DgVL*(*@sRz;lZQ$
z#`R&<F|j;zXrIbdB+M;z9$DY+mdG>LqU6IpSh;mrtFYkt)((8a?>u%tsNm4^cwM7l
z^qZAcY0L6w%&RhLtb&beV{^@3Bm9SrDz`?57mWBjo0K2_p(eA=FHYu?ROsR*ix{nF
zJYPGEGpc>Mby%~ctIUwrYiXKd9eU+BPo80x|0#KHN9WwRv~IGun2ngd{q-_~S9XA@
zzNkqAu-n*66zTyaG;l(tKTKRINU{#$G&mDGSn7-7>d<26{Vprj*0aF8bkc=tLk+QX
zm17)k89#?sjvMonmLccjj9P&U<=pR7h@X84C;1R{PDSgknca5OvAAa!JiqQ5R9lUw
z%(FjnpL->Mhy9|`KyKM1`s|(C-QTh$wxe&Pr|fA)Z|A+PB&t7K2<#2n4Ngv`J~T>t
z%i7sDzZ$yPGC-OUE&Ya{@>~9W3f2OQ)Dktkzy}0@tGE<_znd=*cIJP0)mRXS7LSXI
zBZW=ge)hCEIE)x;u~Xq*F?$TT#v&{6729XpR*pr{cQ~vGM8+1@8VuyJgx#P1Ve~5=
z%Qr3W5Mm+eUsqgBH?<dmvN&ZGd-V5qduMEqv`oiGrP>$6>^j1zVQ90@YJc;sxfGM}
z`7B!X(~FjAJ^#(@xpvyzmF7I2fDYOy;oU-XQ~FA6v&O>TX1^;F(Rf+f_*l^T&59dp
zj`nExRxQglD!sF^(8Nx!O<=n*$l`e5?u4_MYDGr6>S_2k;N#*3;{$J|C<nhMCDygO
zr}*sLb#O~<B9X*iJDLEidbP$i_SpSN!wKU|*B>&253yW#-HtPn)(K$>Kt;hzh6QEz
zX(!Ybe!kE`X*<sd#5SuwIx`3{X7e<`l~WEACXR5jOeZD1ue#P^C@&!}d$U-mbBGN6
z{PYehBc5a5tDsU|Oxt+zEJl1rRua8uieI*x*(q?ln@KJ&Q=g&4^Zaj0MQeRQTNHa8
zJSjB)?$k8l#G$}uj*uE<-t}s#*u3o`UMzM|Z%%;Qc%IjLi{n4|Ud!@NNXd(xBBMhE
zJaB_AmT+tRZu565nd^?>GQ?j+!CIOq3wH!3q5TO$v2tP&#*-<btb;LmB!a{6M5DEK
zJr?81)42q2>N8P1G?K(Lx<PH}mvarBFG&gtZmGR!MqOx8?`bsmW3Hza@YV{6trOl4
zSgM?uwORE^8x6kx>FUAST@P_KmYBPyUA-=z^}>apEEG?D;-jeZ8rA>w<sB`=CM|o2
z?hUXV`%bU<<knD>20j~|I2fcgU2Poc7v?ZuKh9F?m<S9Us}vqyFllttU8Pr3zrJ5G
zq*d*+>p94a75Kr%;iEU5HFg%{z>0Bi)ds@Ogm!x4^$!#EwI{D`yRdMZzc^{iwg1lK
zwl6|0pftYFm83c#XSSQ??q)#!y8@H>(JO=Q%U8yFa`f(Ay>{0n=2+VFy-f-M)&keF
z9L3s3!Oahkw_Hxg>x=GKl4aIJ8(QU^OgL30bL!1nsOSZT=%0LO%2QoSG%4nqtmbUc
z&Iw^JxY<Dw=|tBsjXU@RyDF+iQS=LH2$ye%la#i$dDs?u9}J@^VIR*P;BcrnsbF5f
z3}p~zCkgM(nF|$Ba(namlfUyq`X8c*R3qHDxJl!y^uoGm(s{IVH=-H(%mdqL<*oB@
ze~H_OMojj$ra!P=a1<4IDnD?yyURN$1}(ixD<r(CYANtZm#kEftxsv?{UKT0qOtV{
zS<m=-!i<TZGe(eICnJ#KJY(mm$h@r<?ex-rE7_Z+TRTGqH<yH;B^b?m`LT-<u8T@?
zP<|#+z8qToXWYooFO<wMB}wOgu(GC03*Kf4kTH@8dn8_1DtVn<NewL*T?uPJ)#Apo
zplfz-`z{x|%f#<@z3l^urKLwYIk>pO*!de9OT<aFE_n@3Tmn@!X^IL_$##Uyd<)9z
z*Oz})f5Kl;S9f~6w_(QL8Q2oTP`d3cA+ftEWG#w|XGT<Y<_SB5vjN<Uk^>XQFGm<z
zajSMUCVLg<&}z&(b-}#$&g6goTsyuMpIE!zqvkwT_aqBw2(=mmvUIzn9h9Wkm-{LT
zk0&$KIy~ay(cZ~o_#MSAoPAUjxqckyj!Sy=YU#?4jMC$v9K2g9DocbIS8jA@h<e4`
zrkp#DPhd_|ef(z(d$jGP(@3BCLdHF_L?XpbN+Gp@vECY4X>|k4(V-@F1BU{~sW%3L
z?IUJ<W>=5<yQy6pA8e91Fx}RK8Y<-BO-`)&M(e<#T0$dIOqPDBdq3GouPWZ;xjjAo
zf{}3+TXQvCO<UWi>C?VF+Nc{*<?!qsXTqF6?1G0ZH`UYCvI03+C~z4#_3c^H{rx+v
zWpcA9GAPm1UE-FVf?_&ZI1_rTZg=O9t<F(7;C54fkWkMeP;WNMy)2PSB9U8)nIU%}
zqa#y1OOhbs5vF*RZ|*&`AZs(j5-pT7=Cdd9I5MQqNXagQvSdU(mvS&=d8SBr&q12F
zkCHSFcS?m&HiqS9-d%^`&b~`G{JrTi-_89Xka;I8K61AQ8?${NLLzXM|8b>)otRrn
zBOBWs_8N^FQ2KZchs4rhr-A4qVItj<&#^{YYFV0S**Oh0{>c{JMvq^|{&(Mi0H4t}
zxh(rWe5-|WBA#k=-&bh#$Aak<eMD_~TE`bY6}_ytdFuW|{>@u#FGbgeJ|lJOqCwZe
zc07f;2HOVO-Fm|DjlFtwVZU2X7O|7>xZ1VFh@|dG_^rQNE8^Z?5Gs%3RTNgHNw24L
zow(zU`x@<|@>^5vqeF{fiGlIYCM8W8X3ZV@AGl|=9Hif4N_<A|ZwXb=QqnM$)-A)#
z)6{nG28ZB0CKWPzhO04@E_L(s%Yr{)3acDpZD)mRQGI*9%8}Ktx~+phYAI=xKBIq#
znXgvFaAU|i<hoYiNBUbN<M@tB%2Pb-&xr^=nB%dkQ>xvRRJ!@hD1?%f@dA9$Y4CM?
zV93RPf?-pAl|RE@{VIL|BaTK!P#4zWKB=b`sRWU9%MUF%(}<LO+zjProYgTJqp{yi
z?7TR{Po5EFt4hXuDPWc4vJBI;HHciIj=@O(UHl6F;!C3?Kr#&$U9aX+y}J3>uSWJ8
zJ;<;;X)b4|6mWE_Syw@qP^J04loWjj+p6h~nK$wMWhyO?3DF6{<Uh+9@tkIjR*O&E
z-!5IEc~lb3|NaHnKwegyRU0`roe|0uWgEvl9B{UN?jO&l$4vg#|DEh?E^T?w4rbo$
z)r9REkHXl5p3!R=D(4#oUX~joGA($9$*PNE6Mey^Vxh?_jX`NY-bG!#R6RHM{@JGi
z;W-PjM~N~16RLJnKXR5cDm2pB1<=W|C|Q#*wIA|)&sS1YaK}mUJ(WyNjf`+!?Tt&q
zv)N};b|1tL5Iff+Aqk!I)?$1SPC>!O7-Ntr-H=a%pVF)RGKJ9QfnX3bN$wjR%;Yr{
zVr@sXqfcH$s!np3^r?*{<y##VZ@duy{_*zWuDEFsLHOw-2c;deWpN)@E87^`ux#Pi
z{W*CPq2I86)r|LIO%#8;$hTK-9U?w?g=0~}qA-d}bcE6$E#@Di`dxxCRNcEvqN7A~
ziTdK_9I9tAJ{rNe4~a;cCGIa$1l6|YrxR#qZj|^j<}I<{-rgj_y^d;Wxl$x9-}0Cm
zckTJO6|U6TS<;HE*?D>?-F<J5j^%0Wr(Jh#E<BghBC(!r-SOW`yL$hyQ;C9q#oy@2
zn<8A&5Pum5V~0B-v{~sxfHG;scFM7YluUa-I9HSjwozcO9xJEl#Qax<uUgv~(YgNm
zI_M%>#Hw!z>bqaOPP|2QE3=V0wmeU?Oy}3>?WBV*71Gto<DmnTadpIP$Cl~VpHctd
zPYxsOEf>v58v9j=@3SS`HZI)Q)v2_&C2@>jbuVo9<v7myiRivuc&DmA-Hso(L%USf
zrRAGS&}er;<6-fgMSaOIGAg)4d}?uA)1XQ<Z}#!8*OqAY9GaJcUs0g@q(y~2SC=eK
zOrwz)@j&HW(P7iZGAK*XD>@e3SKf+Ea5%BEgFf1imAgtb7&LTum7d466EYga;+VxO
z|Isrlk+eUfnU}VI*BQU`P;}1BixGp|QzP`QNdrNMh=q}`MM(39Kw?jd7r3pcz1^Rd
zrr%yXC;Oq}l&+bSZcq2@b;E-nt?drvq;m~-Gj)XhmFOpZ75eDAd{6Aqkh=D<Te_zm
zrg4%m=|ZYE<~KQ-ApY-Jbjg`@Bs@!uU;Qd6J8VWLoIm}_l#)QBp6ZUV2sBz3q;O_6
z%Kg#IlBw*VKlQZjwi_dpS!W9DZ}*;kJlFFg!GtY*0~6G&fPZ0c%jWSC<)T*gl(VI0
zmiT$EzNuyqqgJ7VE{lp4*^d!9!$n69CyqRB+Y9(u*I#_QJsfTk7tmvxUvGHbe~+_Y
znbpkv!__5gY~f?~O4ya}JE1`7yc4p+WK0(~O6ulbDe!k(F*T(-=jtZ4bf{q`#`>DB
zC6$h^t(NyCqtpfSOnKjmvHZ8-kN!(fJ?p85gDjGOY@khu)ui#&_@#v<L8Dre(h!x5
zv?c{^v3~~Z<&X{*iULMu!=KH@svV*M23e@p5LCjgkEEIgN*OP3f?0WpiC5q0KGR!;
z7T_T|XchECVMtYqVwep_a;XXB6M4ATHPNIMQD&@_Gy6AfHFSy9f?jiKEP8zvr+aq~
ziag^u^7M5I+|%@;AFVfm&dmf{{7s)xL!aNsH~oCq?}v?vcEmXqc9UD&ZwkkF$6s^^
zx+<}C#{7%uMFRV5&pZtXKIn1Pu1Z{_|1%v3w}VcDVTk8;x+`93*Pmm~#Do?siDnyl
zA-j(2im_T`$)OXzxLRaV<rNrg|7RmZ%8X$yrp9D!|Lcs5Te0S1zLh9jG~2F_OYwK&
z7f>IOSw`Xe7pAD(TyJ>@f6ZR!Cxy5EPfIptP!%rxRM?)(U=C@<DBE`H@ue<XEJ;cK
zzq?~Ih0xp$TYOdiHv9dZad!;R5C97v*<@A}JDn}DRaYl9?@5iEoizns;m%S&9#CWy
z%syzaAzLIs)4K?4r1ti9_o-m=AI5f(b*^mOX1E_M2-ADfo<HAOfL89&Kw+2OJ@|C%
zENy9&?k95sUS8gfQRg0`!6LoI{sQt4Lb|Av6Yt77i|*v-z`VqZAmjK9dk`CKOwp6w
zch|qJjn&ea&37e*UVoTi2;2V%4GsAd;d{ett@Hc0pi|G`7aT0Ea+!z>D_3pHqBY9D
z{lfP&u1;jm_+li>UNdv`04eQfv4I%7ejNqM@Y8V2>(^m7RkIC$msxSn&CJXIc^6+8
zn9WgEz#@MJ94FwcqEHAcfry+u)T}eXgIzTZ=ufb>^x2eGBBz(noHS*17~=&En+}jC
zbkn#vFvG+B`wKki48fYPwnjE<Nv$?H{Nv-}hpL@#gb+~8zs^=;<*^;&ww-7gTeSfu
z?`_J+-rKNe1)GL~XSBC1iAqaL9cJ5zQBA;nD0wo%k1#=fwIZ-sSz>(7tP2AJWiZq<
zI-I~HqzL+^xzKqiBR^^v0#V5MEiDWaga*|<T|lzp@jLU@^;#{z4>Ugw4KmTQ0~4)6
z4cRx)(*X)04zR(1%?|HGcx8yVBifZGsSEbGq8cN@!zrtu(!vHSo+vBpXeCNR4fdbd
zWf7Yc=V-v(P+`}tA_DG~G;pi>tofJ~Q(ruYWtMnsau5fMM})VeRc=j+Py=BDkr1{M
zS%EPt61|;r%i<CcjA^33ew8}^Aa0#s_j}L~Wu2BmE~&8o^Iih@AW*T$=ujrc#=zhQ
ze%``u5iTx5m>bt)%6k21ut}1vtSkYaquW3#3jzk1%i8F$^8C8r`CSmoga8kC8mPqI
z5c=?qH1EsK^WQhM5@AdJiz%-lE!fv)m)t<MT1SRHBU3<cj#-*mf%=)SkG4Wj+oU_f
zta5pv?fnc$a0o{i7J|ChmY)iKayv{m2^kdpw2X;~K}EDY14Ra+Rft*u8BDVF1vK$2
zm1d3B_;T3U1qOx!VdGUH60I_v#r}u-8=J@LTNc`Hle--eZPnuC@&i$SRLskl0l+&?
zx1VTOoM;pyW7qQk^-BdrE*DYUz+na6n}GKEe^9bHI0%4k*#bfqFxm}ZxZj=k0FLNP
zR-(Qnh*)4NQqyREZS1v}pD3;SWPtf&*~*Yhm{^4KDdOPUZ8_j})WE{V$HG8F8Hh{)
zt_Xe{g?F#?)29^eZB|xRZqOnn3pk<!KbC^W_yR(>%*|zyeIp$~_E&uY5{nRU(yy(p
zGoar1_Nhm7WOiBeM%Jr)^+Z6nQY;U5MCq_bF(Ec`v~e(od-PXe_R{_@8S8&KYW;7j
zQbUw^Wp7ajphuzyfevLP)}KFr4*uk%2`3ch=YNJR>6gjL_>nS!Ac|qQb*ndP6vQ_O
z&67b$h!Ww28u;+}9?p^b6=6ZxQ~qQ_isk@2<sfWna_$ic1((gxEY_z0&dS#I_E<ui
zpffYVA4Yb;u`f|KF+~eMySrX@rPgizX<W6#6gooOpPV#Am`lj>HpTTJAY8fKZ~Zr_
z;sp~)-gdjb6q}kF<$HQ$1fdy)O6m#$@0NeVi`kp~$oVE69bGgqI46N!?j}#gXH8P3
z%^`X)iGgY=v+CUdKQ#eyTB2_8e+{d8Ti#%|xqlEd(nhhdv6VP4C?M2xo=16V#zP;C
zh8lcoM+RSanL|#>v4Z;^sd(aiatgASci>P}Ac7&LqC%KsGq9<>*CPiON?cCQA&R1m
zlz|xdwWUSyQFKJaJy2kc4C2#?Qg1KxwElc2YxHUOqg5}n_sM2!TYI}>oFE7=64)Oj
zimPeR&wT?HZ8&U|PlHBdTZ{bD@Cz7q4mL8=HoemrlUZ6-4h+CG4UdZ>0r`@As_@lV
z=10#|9@p0ZZDLT@nLyw7&}?UIj0#Z}ooyvH8Umq<cHyo?H#OuGAzC0NJSq_a7m^a~
zpT;nhm&aFQCEeQEO3q%Go6CSGXlL+laCsB#0mLyRAcyz{R2?E(+9)8U-|Z-~8N383
zF{^hONT&fHT8egkBkCh0&m24B2znfu4_A?qZd-1mDHUqG0|{VTM~9RAr(s+8`MD_o
zW7)e<=ADG3Bsx189zs<IRg_RF6=<C<(TT38odKJA5x91(hrvNX;yJy7BCtkb+DYm2
zMgDgnqjLkD00`UUh<XF~X-eAK;gA#1P~W2IqJfJH<Y;UZLU>OW@gf76nt<0HJCHaq
z!CZ3Ee1G%wAmKU?i{LZp!(PBr%)q0c5w##N(a)_CToE0rH7k(FqORV;!U{y|5j|#i
za&`s+aLD)X@~y!P!^6W0r^o+IBm)bbLU`aie|mYm_G}UCf=9;QROLAH*83E>m$xbf
z6xbiLrUfKn0SXDDCkoRE5g9D;A=&=|hU<R_aSu39sRE9l4L%_NEmLMg2etAm3(u}<
z3d?(=89O&OcVo~P8C`C`2^q=_QfgnH8c?Cq!5R>0-e#|&*rAOhVl%VX8!?;8%5Edc
z8Hm7Nz>@=^>5hMu_kxJm-q(}EZ6j`qlX6S=9LD^>2`==DxVWG7+{S`kmj{f->pTRW
zu27_UF5Lu%u<^;kCV0T68|mMV#%jcFGVndbj279W_+4%jil{<B$MzX0i6!7Kh%A&z
zHfrZzuMVO2>vBIkIdlinnd8BR5u!j{Z#)+TK?GWsig~v}ijWcLIPc5JZE60!ej5P{
z9I)MF05)yY*XLId?ti73v583u@UQ*U1CTL{DuHy(Su?X7R#?*1^qM^L6&E2rXU$M}
zuC8gOlI|D<l9F1jO1qTK9k`(>#775>5rT3qtuLNGAOQ(^`4^o#Lql41CtICo+U&^E
z_J6TQ<Gy>B3S<vXZ^lbZWI;l7Y*T_vry3!Q3SPZ3QrTm61i=K9a;wEHh-_L}1lD4`
zdVy9xMTj)%jy(uIgF!EFezq@mvRmxe0%Diba;?Af96Ava-~r&+VX5!ts7vo79NbqC
zCBwE9V!p!1e={T>QzIdUGXOpiv625PgoC1Wv8RRaroN2AKk0N8G@G?{V>KC|jXTrF
zM@H_^UW~Q@ddt>@G(SY42*NcXkvo9-{5ant6DACn^c@_V#%(kJ!ov(`y%vW*-GIr*
zWVldNJx}S!k$}8zX{xfoA3{k~PO2xu`U;hK*L<|Q3=!ihA}m6J>3`k}`ebt;HV*(4
zl(>=-QAcMdF$5n-K_*~6|8+*$*}wl>FNSm@;CoUvBlzy;;=d<u0NbI-A8n}O2^A8h
zh?!)7qIXQSw>}XKvR4WacY?kDd(|K=%RYE;5j6>+9r*>}!9p<J!UcTIm}x$nhyrpQ
z0IWtPK0Z=^VVXLZKPrCgAZG~+qio~yL8-Hn+BF=SBf<l^PdAYF$ZU*A(<ANx!iW<-
zFJz5sq`*EvVZewOKccr36chwXq?0F-Hk7wv9;pEl?X8VP++C}}0K&X%691DQ*^j6|
z&Y1yXKZ4W=kR$}We}4_q5%8jr(6yyik)MwXx)d2FCtlE`c<wF*L!6491IIkBQ&s*C
zE&ym20zlT8*}RL4#QMp}Q_>A6ZG8BP`D_O0nV2vTVF74=5P%3w;2FU6VX&=qQw-o5
z5+4w)&`VIYfck?Hq>49u52mmo!HndsfVBDr6jPm!&A4zIKj#z}f{42Go*%&g-x)Oe
zYSp>(pqk7-0l}Xb<SxySjdeR(TU$*)>g5jkkET~9k`fc@5<<~~CZ59g?=K+v3(>*U
z9ZW}n>h%i*`MM%aWo2SO^dQPg@BKqr5(0kHr{;dLXM#5gI=Ch8GY~B8T8sXx00R2l
z+J9RBJ@SH&b_60HlI0O`%W`4Fux-e&?bDO4h8M`iDGxbNz(3pN>;-x0j2rM(`@LVt
zFhM~&Jw2VA-P+PJ1(t4Sa0^7y-_ykC2KBuV?)c02_+YTFA*(k9n#JG1gf>9V>ZMMI
zdJQEBBB?L#L<;kADc@S0+0Vgv3ef;|P0h_SVX6*5WqVStg=&Jw5nU*#@5Ku>Otxm*
z5k+^LTy+f;7R?6dN17mI`<0dTkrTuyq3xzl!a$*&DORV4mEEFhEJw-6$kfOmf1x`=
zfg0+?3;dPQ>fVCGuV24H`M|)%)nnzUuTP6mMECeWTbbs2bQ6M|l9H1D!GSxR6F>lZ
zcPtdV=?X||s^;I?P#2eI7Y>!0;UNO6Ps8}}a&x>BF)>7-H+NUJhfmE+=&<MTPX)X)
z1%{)asQLf2ut5P&vF0K~gVt0LFY4$9pJPOcIrPaQdSnAB16`^&bnqtO;p8(iN%|W%
zun`4|wzhWQeEk1yVPgohg7T-i`*afEEMiCyKagV-hHUwTPj`Az{vbvJGJLPqRU;##
zu&Ah~Zy*T5CvNJX<R3l^1mXOuvN;w$g+C(AmDr~IA6GUsr^l%D%uMuK7Tt)uBR~n_
zjbTeTDV#H4eG(1}PF(KfONG4wm_WggEnaSM_XtbR<>xO)Y7oF=4urPai&Y@X*q{GS
z&k#M}ID-~IgKNA#0C?*bIN>VFx3+Xpx{baf0GL;JeSV}%94x+z2BSf|IzMy*-B3az
zV59`)Dn#=_=3OHh($JCG{a3CB#iw4jJ?H>==x-rI;uC4qyYLF;5%k%JG7gG?3n)Yq
z017q4>;B7SCou?xQGi1cVk^kV(NRd%@GybB8PvP~8MVKmeP}o2hT{Yng@s2aBCJ)Y
zWg$T3?oMrvM05DxP)rSKF_wU4Ovd0cO)n_S!U6KbNfd`RKapXoVZ(5E9jB!bDKKZR
z8|Z{#GLQaCk_4GwEzLh+9W3O(+?^T=2@5CZ(>Hd!Zw$+||8qd-lW;2$i0~{}1a$lG
ziy<8T@Sh2UJODWs0C8PJ-3J&K9aUjB214;5P=x$vdM-!ld(6cTRoc@bdQEUx5^{1A
zKrRAKvtf;750Js@TfTBcp$X1+Bl=fB6Oj425~an&|6Qp5&8%=7fZ^w$i(%2xt)Lta
z2cbNg*xA9mM)JSwM0=1$XlQ50nZRWb1x+BNdGby+8iLX{2=w7>#dW{vA`p1W$aPqU
zxdFm2St!O!>?cIowLYQ{AO>PP?|KU46*W?#u=`f!$ds*+5-v;ULjoyscX#D)zI*9C
zj$Q@*9=HhvoFgqb(C~v$+~?o#CG>~<*aW)ONWgW7Xjco4vH*G4zv`AsH*7?=m6_dp
z?Mo9P4gvb|7mz(FX=#OtolFrPoNV`;)@wD+n9ah}APDynH$FbfWqq8cxNZyA_x#k&
z8zAMQlKaS5x6<3Oo;6T!Qe6Q1Uj8!UcBT9;U{UUbb4B3&|8E`^^IGEyYQlYn0IX61
zj@ba6s@UmHY-=fKQeVSa6A<7tep>!0(By)UEfoI-Vmd$=fQC3<zkQoNuXI~?RPH}K
zZ!*BZxiyMKG@Ge=O(_l?_vH_Hwad!w%h}Jvv~1R%J-1CLqPJY0u9!0(-?9;F`L3h?
z@mDDTt1F}ub?>M3bTNn@5s^sEZyyKlez=kwhJo>Y`OrN%^!tK$x8VA=$M<(0u0_y(
z1Ma`R$vRSizw9m#Lsc1l0m)M<6L=;7i;dk~X*m8N93%@XX)!VWU{FR=pMwQFwywds
zEkU3unSw$~B@NO8B!)>S%aG0?X#0OO`uW8rCf@0{Lt@0AAbA`H7rn2s7qGAx>FH6>
z21Q3f%_(sA?%%{D>f>2>rl6qk8Y+CyOT4duz$Xr8ut0V7!I^5X*gzI^R!9>HItJzX
zuJH*8l6h*GkmVB+5(tKF!SY*MpPbsE$)eWBYC{2DLQc8=1Pcob=i)^Pb93{QPQaUz
zoQXDNH%V{-A+Nt2frcU)YG`OkxKt6OFmewc^8Kx760(P}o2I9Y)igD~jF0QT8yg>|
z1yQ#v=M^}311TgR3qZpSxl52+K7%iz<AQ!`$XOZC^g<LUbdMiGpD|7@>$c$CyLY@>
z5p?JB9<Caq_0bSbSVUxMZVuDL#01uw5!xVFSgz}KP&y+gbU>d@>}mZi^Y7vh9z4IT
zSM8L=(}BQ1Yqc&>)bHQFKmYha1c9&DvhnFEB{enmlJ2+e?n?l&r4c=hLBk8k<X=Wd
zsn^!l%8$N%`(_M{h9OWHgV=dvNLyZB-q6Y_j|W+h^4oAlN-C-^6BBf-@p9I1%mTDm
zad2@xS4y3#sgXl;pfWB&H1t<_rQY5M61TNwhkkU4%^;@>XxM)4A!SakAkQyXv|VCo
znn3r>WqE)Akx*M(vm#KNhK2w|amS7t)Z5X}VL&wj7I)lTQa?C6oPzKMecll5!fybE
zxe9MFGh=~By#*9j1bBFOe>^3#R4xWf{@l5XM8!TSZ7CEr^kRw(8lxV6GS7fh6nuSs
zkyAWeOz!*oHhkOlAq6(k{rgS9c;pcJqM#dZyt~x@v9$En5$MrLP(;+!A4&>AIgM0`
zkqwG)RjHa^jHwtyx|@PX{men=*QnFPhxAmX-s}Byew61wHShhNe-5AebM>#Nl~LrM
z!>8U`{B!u!&Oe7wy-fY*@Tp(7{&#w_6%U#Npb7_P=RjRfSwlm5XmjthH6U>g0jgeW
zf^Bn72S-Q7aH>L2nF5${=0K+Og(f(LgkDsX7Itr-Y!4_d=90XJ9POcIaSpu~cAW}*
zJaW#jfG2pYeqBQp#~?Mg+7LqWjyB#KBFV*?up1Zg@ukGYQDhw27f|4k4o{zc1C<Yt
z&(V(dX-aZ3(jbP2bpHux@crS~B+w=fr@IbhK_f~o>+<#M*FTn(c@K<1BFtoNnph`u
zxUc~=b6a;e9MKfkXKrZd56Be4^FXycgojzDYMCUs3P4E8x_{lq|7@JVD!!6?F#)y%
zC=uwc{IGWg!|)!Gb5m1OH@3E(m6Y&64*_u-j6jQ#F>o0Wv0FJkeLA4hf|%u_oMCKn
z9UUDCO3G>IYEZ61BnS))yqD5BG(2nsZAs*4p}EdP$D<u9kjs4;8>??#zTl4>HTC|z
z)Y~H6>a7=Ee>X*T-uj?!^Ye!^Hj2S%IDOd~1sN)NL?k3TLuPYMf{4EYls4I(?}9@y
z+HMv0e*KEX*?$e&<oz=G5)&+*va&Kr@Tm~U13eyy^-K`WP{`Iynf(MUgjbY*AU5GN
zxcbKS_Lu$wO{5nLl>{^a8poIaHpmM9$BunP_P=-R{QZB-p@3|Yx@kVVhZqTy9tX!`
z=tXFM(akEN7iMJq|A0S!yFZ8twYi9ro?ayA_Vp4aICP;TH?*|OUFLnuheVZMf(#cx
zRqD7rz@e8YSr`-_PYU6kKDOOOPwvxS>9^26{RwPVUCPeRKKYrAbwzR#x+GBcqoV|b
zgqEr@=bs~c5H9&OHQKm-&}{2>73{->!vIj?Q1XJgwDvZ;PClZC=%z|oba;!8uix?i
zXza@4u}uH<^J+sXgm{JMWLoTbX|at&3q>J&p=23kP_l$bi+z|H6lII-g(M=PMH1Nt
z!;2zYku_WAy3L%==lnkBch2YhHO)-C&-1*`{rz6w>$>ji-qIMWG@~*W+fYnI54}g_
zAD$)a%&RC1FVTmQ@!g~xHcEWzUshG6^H|x`w7e>1pzwqU=uooH-|&Lgs#U8h>+05}
zr>E-_)?(?O!WK5n`;HGC3(u1>*f{*LAF*f4czJam>pa=`swTsibt9-G1k7#mDa_0J
z84H+11I^6L*rufFC23j$L9DS*f!<SJUynsm0s30L&k=mSbII6BGjnqnFwmYku0V>m
z;Ok3gn-wKiA}eh3<|IQeXulyLAw-P)BPNDMed#I-2m8+i{;UEIG-R%5*Ru^ojQ#l=
z!Ep-nG)B8u+vYGJR5irFv9q&7!8>*ObaIn!qV87YBs@K9ay2GK0LUjICMLap@yBA<
zkATC=)?RFDZ7r{;=!vm^P$TkVM$1k@L|apn@iKjQc-SK<;^vZo#E7_loeke0lgXr1
zRaKD`A#@_!>^b^-ii(K$C~c4X;PT_gj~6|Cx>;6MulHRe5PBj|bZ&00UrNfB`Gp0-
zL{bc`(ag+D`NHqe1qf_HXD%!(#8%x_YX^Bbxe6qj<XTm+r;i}oYaO!J0w4+7P9S0?
zC?P?_FvntzqM{;-NQkg99Xo(;&XQO)DXAl~C8u9=dw6;R5CP)|g9}}*>l!Ez`UVWM
zpSE~_wz$`Dq$Vzq+}t|1&+lnVfUW4s6B<=fSt%Ozn%Uhw*1B*XZ;pbiJtHD+b(%io
z$AhNgY?SE1V}^!7(q;49!otGzx}EvCxoX&jcO+ivIwH4Dfl8feDO=o98-DGY8sxwT
zP#pklcti`4_l^G9s7&4ij76-_6Hs3kU$l`F6SB|q!j}%3?s|z;9Q>4**PMw@U4m*j
z;$4=24mdhO>^pas>}m1B<0}CdNZJq-3Bu%;%noKyez=59h~Vmd760hb_<9GQ-!d~L
zsB#o3JrEbj^-&t%Gs%@h`=xs7%L<k6%Xj(E(=wN9Yg5wFOle=5=VXJsyM{(S<{p&T
zWfX8u_vg>ou-=}RGkss4K;}(y*<T$UqY#iS5eh=~bJ8gAAAcw~(o0H8C{pahJ32d_
zxXOA?*uITdHnkt0ob<7}LkPW&zy2cpG_)0>coLBZc*cIxAfpMqL)4LR5HbKpmI%`;
znC<KDuYCKK0~I#t%9RyZ8Doe-W1*rCZ3zhtP1)>q^dY`uZ@|%peh?3<uzCMr)}{03
z&r^%j4;1bBg=xQ};ts`+X73(6Ysa>0Z_B*bgssk8XK8UZ>Im8Mk8~Uo7zKKYb<LXn
z$i)G`l$iW8*K(QX)G!;CKAr%Hio@MC%!BeNLC7B9_HzW@oCBS%<s_}BxB<_=K{so?
zxOO>0a<J#$A76%6r&&*5U#d%JLQ+!Fgh@dcRR0#{;2`^j3m3>fSSWxEde!$~9}x{b
zgF)8j?H~1bCv_KOD209Y?zNF+rjIE_#qzftGV+<<Tbg*cZlm?p^$%can<Jhu;Of;?
zN=izcoSc5(6gMK<4%tV$sZBd~lD3Py#7zk53c@>o3L;a{g|G4XVQ`C(L7N|L24Vuh
z+80w+E`2wm>``Tmd=d>Z)(~3)s)JiV)z^i^iAPu@vs|jX`1tq$V4fGd4>9o?0GmE<
zX?gr}c$VJw-y4iPJv_>ro2SxSex7_uwQ>mUHFRxzY`&K{y-x1dYijRaW@CEnB@{{T
zSEuFp`T3dfjZl6--IYyEyx@Q|5IM*k7)W<<8}%m|1Tv;b=oN`i1abH9-Q?WN4461Z
znu4I9V9Da_5Rpv-+1AtZ!;1L@1VoW>DB?50g&d_Iu(HIxLQxnyFxWUano{UKto!!u
z%gQ;?HA*kH`CJ_u>#+FoTXBEQCr0@8B9|n)A#_h2Frix|B$iVoAjT-)mW$+Q3Jb5j
z+voWV1V-k`GGQ8xM)b|<`clZSR`90q@BZ~aNX8`zWg=1?QWOU}ERG%HCNnNFXx5_E
zRpU0tkj>W}uudiIMCso-kk_kqw%3uBTm&hX>~=OXHSI-+Mu16{CU^;2<Lx6Vu+m7G
z7cX~pb;amrYbNq1r(6t&l#~<^ojLjWS=X;$kDqd|zA(Waj@QMpy}4s_EbZ(m1AVHx
zngQMHzy<JQG%YPHv`sM?8BSwk<5mzHmjeQ56j<p!gz12af+5B7$KnF^S4ZDel$U=I
zDyT@14N>7pCqf9Cywf)iBV;WpICWfeM%EK1lF#jrrO^fTzk2erUumuo(RJNi4O;pA
zW9O5Ifm@N_GbPZRWxC4Q*_kRwSko#zf47k~UaU%bi;7Axrb`5c2m#4zs;T)IHm5tE
zR%g98BxdpeUJI1*=;-Kj{K;X+Aj7}A(!puwoO_ef8j0oSzRNNDSN+n-q15~10A_8o
z{rgu)S(IGEH?O|fbzDTUTW3>aNz-Jh=iR(ZWv1NmEKWfj9QMMKau<KqX?^r4<NLbf
z`&XP>*mGB(Wo(SYSEJGMNl{~<tdH*o89i%D>X%f{Nfth-`7T!qZU4yJ?DwWXRTX3l
zne5%LVWnJRHEd`hlY=WJhK*exe+?C6w9J2>8GR*!<)$3Rw|)zud(nt631IqH8B1&d
zT!arsfc*-~yLazM0@-%q;y;p$i|G)Qq1hsdaRnJ22)SeHbW4NI-?$N-GpFxlkSg9u
zPeaKbRwm3zoESTyt8)1J`y)Y+&=e>xq;s1r;AIbnjm8?>DbmhXfx;zuB>TjpEK!*#
zKi~OY5u;+aZNMQb@NE$833x+y`|m^pjPu+;28~$l;9c?Z5UA$I!hJQ|+~kQ;PCgC@
z%qY)l|DA<th(O?*t&kCk0camymoZT9_8S=;WxlFG90HdS?E1X6b`5Hc2L5Nl;CWA6
ze&WqEOb*DD6orll1J1EHe}5XnsDLtz`{k59C)CcLFXZV%x`p4@XLCn-ORwU;`5j8B
z08K<uTH(S~7(zJt_?oYIk=m5(RlCS@4zWoOGBPZkopb7)oSnl#1GGHBWm)T*nS~JB
znK~=3Nd)SC1>ybE>p&punV7IkOG^*@E=S044UHF@9nv#1HO`z#nRt?)KOrz3Mh5%=
z#@uGVHF-$=APH125l|Ts6%{}TNCZ>OfMHEhAt``F=mI(w1GSDQ+6v^Jh9K`#`PWin
z+d?h;I6U0J^K|KY4Qdxz?`CC5a;#b7GSbEfox<Rc_}+W(&Ty|^&m|ym9no`w)M&+O
z>ANK*OS}D{#am(?gAvRUeF-^i`HlVGKGh&B_h*cZcZTjD*A1*<N*!h^4u1`e&@HM7
zM=v{RHZ(L4BOK@v#-9r7xw#1lz*k-Lx-eb(zfVBCh;?HpGb9)gpw}$dn7tRiG<yD-
zfA5|sbs+rWMST&l!LOG16Dz9*rjMvtqNly+*ULL3BwnDClax+`^ztHjF#xy=!p{4g
zlVzF`Q?F0|@CmoIu@NUeiuBTl54k~c6<r(`M`D&_>EoG$(5zBiBo}%c6(v$rQecWH
zHk`wqjiK0D<5o#FS)<DNVI$n;DZt&y2LZxa7y>CUzgmdGL)!^L(;#9Z+FZje8&I{j
z$dp1h7e&DtMI2TZ$fm`z>%n!Bum}&2BA(@ym6aq@tf;7{yuDozv-NX`?XoaL+!^_a
zi)-P8i_3=~)w?!cRaKK~{ccH_t0R}s^30hlB;%MkCv^=Bt{`5NCMzo&UUH;#8+a~j
znCR#<88DrFeSNsazT;Vk@9BcVvwf;zWMU#FEqyczZWtEoZEdY3d@PfW+*Ca>h>CP^
z6|87W^`%}HT$trFJBzQKrTg{uqbHs`cyI{W%fV<FM^HPuhleE=(NcoDF3sr-9yc-B
zj;tLqGc&V5GpP+AysXg96XAX9Wc(f-%}RkB)Yvh1KqEQ)OK0g0fX{9C=UiF!@Gqi%
zsR<7s4VhmsGWr8gs}zy58H}&pU2!$Hq=UggnPYlj0}C~FRdxPn9zMQ9<59o;7MPQh
z10hj5Fe4)a%mEJ^m)v;W5FLvGFTPPoXurFALA3&jn!p6V@M@MKVUCt|cH4l~HW!pl
zwK<3Z=~J9&l6(lb9qZYT{MgPCl5|Xh;Jm%PUm(Ue<&$By**0*86T1}^PmuqIP6u5{
z)WUOM3q-*!<jtXMwLzS?H_yzuFLq*aTq!Fno0$IEf?wUKC1u(_Jy<p~C#ez4=2y#A
zrlz4$m%U|WxuBvGYmBz|;^K6fYT-#-EQa#+pwVw2KrVOJIi}y}^z?>Ouj!k!Ag$T(
zsRU=Z%+I)t!K`SyYuB!8Ws8$JxL>Evl5K#PRq!?@=Ph(SUJ#}t<Kv~s4FE-7;bd4g
zzIdT=d$()qJL>bNPg{Vt#8H=DfF{0zhnM!?0k?YNT8GZgPAl+;J;<Ey!99=&TyCVI
z;2S)aoSMph`0!x>@=X}aUVw`n${e#}Vd4)YlKBOOxs=IH+-+oy9Hn9rylaIvP}FT=
z>riL)xOh>yFahNf^`1QCfz;=K)-3oqU=el9n|`ql?H?K%PFY&gsB0l1f%vOf8<via
zp}Dy-$W1mZ&OV2=mRnG;ANhXqMniy9WXK9Z(ll@i0g#yV28ZVe#D{W5`9Tn@#5w{*
z$#7L2A0L;6<;*Vr{{8#%N7MDy#iNwJ+0<UeOKE$%kD;ijg|9Q~5>`n>%_mAXXR@KU
z;LXc&@B<8Sy}Ie@ggx%;=!*2CA)ng{c3}D=PK@;0+FBiUUy6WCc(?{!5pJvC+$o_P
zd>&vK711p#PGCq5l>&@a4|HG53tqzoUsP07=nU$8TCXKC8;SPLg*<L7&Tg#tqnRmE
z1iseR{+<dnrf91?;kLwR#{YKz{!gdnVw#;MFk^>SpN-K@9n-%7^D3+8(9X5@DT?zO
zIU^vKl)Wdvu0SjE84g}8++65r%7K(i=h8_&2*JX0)frcZJkD(xONtKz^%FuIIm9uA
z2K}DM()aJTWTajd;O8%|tlSri*(bqMXky}@O9%~J14=Lt$yy+mT4H}N$9_WY&2uog
z=RUpRwd({oNXQbvr-IJ*sG3j2BS@MMtTgw~&xlEQuyme$b!c4(L_Fe24^klLji{j{
zu)MqSDydnNy>Pdoxp`K>h|+tbp(d>*@^%eL^a4&!!mYKIT-^CCUO5;)*A4H|e)veJ
zO@P)!zC<@C-4GgzB`Plo+eAg4(r*vGcCCDBq&?57>V~Jtg4Zb+NQy2k>_LGV*RN52
z1CE^d{ov|gqS%x4Ya;gp)>3J^Q_KwwSN?wJ3KR&um0CO6-CbQP;V&cp7AS4Ks1YW{
zIVwxsmOX`m>Ep+bcR?J?)SO(r3~P;WPU#dKQ!`Q~+3)tr4-!V*!NGydzL?GYpFZ6S
z@?f;FeF#t$N!+k3Uj=8N)btQA8q|V}g2JW2k>)Ds42n)2#B4?)dPzts>+02&kUnS>
z&`5dm!6+H~#;xETyWufxcyqq%V!sf`45B6g&609r*qjl5I`P?whsPvQCxHRBZrkRM
zKV{d5irGiv{Qz&gA4-B=am}NY61KqDoIPbHepG>p{U**yXget>hGocC7IAx?B_>Jf
zNs&wh7lYek84>gTm3(KcF8L`k|9aQ`mrFT|cRWX@*c_F2gt5+aO%F^v8{ebj13-?w
z!EG5D8aC`btD~cn(h|X?EGfDi^*I1*%E;K*ZnE~LEH*-Z4crb0SVkQXjrff5!1!R-
zjt5I2hHgj1qn_8-bK#}iXJGJqcFjG$Y#3^kzD+M*y2f8X&3?NYm&P_qZb9sSDg`+-
zZz%3^#wI2YdJhqJ^-Or)X=uDMQGiN#j`BvMu=Mw2<65u9H{;*$>2G&84?6NHP~~OU
z*<{0vG3fXhJreaqU|uj`KYR8pS%BbXLkop`s%4$bHg;9Nly&mn*jwGAZ!Hm6j^EM!
z@#FGk%N9!LVOmrIpfU|&(EHQvkMi?B`nu5tUKY8ycngZWEE;nO5j=T3B=4E<cP}+n
zYiXeONa4S8D;stOVb8?tVyVmVZ}A9$)@0;*jOVH={^b+#!GAyJYX|B^d1T1X|L>ZJ
zf@|;w>7ckc!H>W0W?8n(<@0+{^IMHp3v*pRG;yNB?c29Oe&)Il8HRpWXMG#XSRED?
zh7$q^zkqV<uJ2eA4I7c4A7x}@bQh{LIV}NQMt&AhX%o~WFfv!3JlRb`je#!*(t2*5
z1#>t$HWn!yEy%+Y2!o$RY~5H>Hmc#z;!&bt#q4|eRiA<iz%(BEx~ArEY#p8?hhJ^$
zKcfZ=Q&?=}EiD`F-Ma_owZYv^@)&eCZyz7jsh&Okz7zFYGqAgl{dqQ_8%;`P=gxf?
zO7O177B$@50eTI932TEQxqBdj5eF#(+;%L1cytL%iOhFGk(~5h;H|v6uEnxR@-PT8
z5L!wkDIAs<GGLOyf|OF~<%u}J9g@>e=+k`HkOI<$R;*aj0RCOYPWWXJ8>@XG=rbvz
zsMa+#HC4QReGqP-&$$npX?_swZ>d1J>}E1IkqF{Lj^G=(#bKsIkaF?XJOf-fHw8W>
zh%?bfyFK4-GbY`wle^sqqp3~sfVdmj1fO+ulvMdK?;4iF_t!HYQ&5UGVEVZMAte|a
zRaix5gqm;Sv2_m(nf5D%xqM)9mD>#dTbX4r_hIt@`~x5x8u^`5j$JP=R|}ioiK4M2
z(oz(h|9S=nDYEaNR%6`h-leGK?#>{-UxcPFU$Mf)yI?E6cQlv={=<G<mX3Si*u`ta
z{PG2Z4C}}Kene#}@~YT8joB_GrHP*%9vNY@jf{*Cy+p{M$&;6lk45cH@4_izWg*BE
zNE;*>m*9|;{9;`cAeVp((L5P8{$V##(xCh5>gmydlZZhLuNeC1rx|-<MMQpo0Q$Dc
zIPN|Sw~?HZLR!*R9I$}`S`XD98y7BHcW9v1rRfpX9Bv<a%VflPG86*?;ijKscL*mh
z?-j`E=C_)*lT}V!Z=n1|Z`HV)AIZSQiZ6`x_6Fbsii(Q~e8S-%?=8>F2Hf|H+xE9i
z)Lc9?0P6qTxpVLJ46<4RWIuU0XhFv%1Q?o75*pXBr>Jz8A;^?uH_^XKRR~zz1H=_7
zIc7J=|5dQ??0RMrfpaEMCQFcnEh8s)IWm%qY>NWxQt|2)>(tcL#$L@+7!g2Jb)#|3
z3oCN1EVp^n+RDGUxQMyxSe!{#(4iD{UEPSaI~?wSA7TZA7&;~;DOm+wcz5T~pIQCE
zyWnYBV|XXd?P_mdUtjqAG_7xsfBP1ZkWlAxX{CJu9bd!7lah#&79q*TU@7eeAw!|u
zCYSB5ZaV?)8O&*AeSKtCuXx4r@>(NrZ>7Y<#P?aIio`ksu>wMwmYZ9C_F;!e@L42f
zcwoFLctd1d+-gv17)UlrNv-vrYwrU6b{#AVkUJM9H`JK4wHZ#vSWda;M@+mICR@PQ
zM`X8v?L%!M^Z~4ZU?tY!w_xb8g5?g1I<bgn_70i`L5bUhLr=g~75U65kYI8G0g(I7
zoU!+Z$H1+2a2dP`BtO3Ko$RIaUrVQj!M1k~4&ERo0hnI~Oca9oUw?HuUO(yhYQh6D
zDGz>M1)d!4%^cB!YAss|jL48d+3P@|Q@<9g^&Adqb}uh4ODiieyq`azPP&=8tv=o|
z!@`M^5~622O1)0ZqXh6ZH#b*+oPpx1jTrLJ*`N7r;4`XdYBJy#6kNS`?_RPUZ48IM
z92(#KtZjPK`cxp3-=PxO@PVLm0Ur3!a5j+H2w*s>&ox9af%rb6l?kD8V3o%j;!poS
zx&kpP|2vsIt?9Sdr(28NGqP(uwtGzt`)iA5ObY9Zi8&G=lqCpB>9m}2mK}grvDC<Q
zka>_OaxX1-hECyjAX^NiZWR-gL^n&+ltuCrZq8O4is=V;<4LhwHIXp3ED3Xo3|OH)
zxU*?AhCuVzOOlb5^@qe-eHwMH_SWmugfl|_y{o&GlohmoyUbo#*GO3gX9X){Fsx>Y
znVH&2b?`AUM@H6wk0eB+f`Xy-C6F{|B`YDTpiuVUd%S2h0_IR0M(HciZB-wVLo8(7
zKI?`SqWEC=JDh+Im%aGyG~6Z6+uG<@W`xWB$6SFC6$_OK14T~3B2F0*0NTe);emr3
zT#$1f`W+0-z8s5Ea<#+5As4!QHV~G;8&n)&)`&GjLQ+x|fA^;^id+NhphGsqV00t?
zchF3rgq9PZ8h|g2=p0;hIy;agjD429)uDuMm1pT}NI8rw^#I&;53Zd!PazE5%L_%1
z#vu}&<=Ehcy=a(0HJGpohiBC^G;kApBgR8{b%TAGII{<+bC=s^PO>Rabz$J>4E&~k
z!pfe+rHQdb3*LDkw4}Tavi}BYkL275Kup$k>u!Y|h*$L$CKfYHh2%U9Vur>|XYgKv
z9nKoIgB}c>U_HE37d9mtYI1Vf8G~5BBI3a^qkll1N>QO+0L;qYT+PA3<2(By0Y|FL
zcl}sM$So}7!yyU{^LU|GFI%=u&&X(NASY>{Z*T7&k94Ov+1S_``X4@&qp6YOBf`y6
zF@0OTiQa}%qmGJ9T!O5kflE>s)EUN<3oL{5nj<lC`(b!CwKgZS_r!PL`3e}V(Pj@h
zqII+Q;V1|mb=Eu_HAGVby>2n++FQK_2O7P=tAmRxnQS(->UnXU-i`q{M+O8oK9*OV
z6-8n@Xsp>+3;!XuV3Yh|;-E&BA?DXyILt$dKoDAo)2<3s`uqA=C}OHVdGaK9j)UV^
zO>F3Ph<*j`A?H${uws)FK}w4XP*b2rLIRC9DubYj0cNvMfkWEW$IiC4<Sd+?D;q2#
z+R#X8cMWycg@<Bl+jHTIgpd%1gsnt)fGhlfPar3_wIYu(F=U#uQ1A?x1`LTOHWNrq
zzXH}X>qA}}iCS*T!HS|MoRJe~w0AGP3Cpbn*#$a3f>2!dRk?t!ft++l_rK(iwM>aP
zMZG>v>3)r+?q+6kd@UJY+lfQLOvb?nC6|e;t<%t0*9-YNc_;RPrA>Z+UY~*aiU}^5
z-ojjfuMkg84K)h0I1TF|P5*&rMqPP1g_cLwIR0+3Y#pps_)6%G>%uJTD=V$X0nxfa
zRW!7cCP*A`N=i!hI<Q%pWcXh*k;eM5=lNSNY5e0xa4=(*>_fxJXyssTBch`N(QXea
z%3&?2N!{AKeLFi2+(DAxQ?kIx_kUj}Dk_R3i6hBHwF)bU00|-hx~r~SLk~owhcQMw
zsT5nrz}d(=o9S6iHYcGi6nts);lqv*e{dOCieyJ-Yg^l)3qroI+_!>^hOY$8Eg1fO
zvM(&#eLX8zebQ2egNbSt*egaVSmOOjbpR-ND4PJ3OdPCKj&YWZ>Xcu4`Zi+K?<l#r
z9(oT^c!-#T&6Wpiv~ZLc2uQei{U1M8Bs=i%G4?(uapHh4+|24pl2~sb_K6hA1yK$G
z{??e5P1^e)6v~`=!!t8Cmjp)_XuT{qx4M@vR|yCR>~ihnAbSvSS_Ri5o7&5GGR=iY
zHL~Kg=NHBJVA;WRfbd+4A!AQaKQkW7p;=<=_%EZD%F3W?ZkJCaaB>Z-4PSDB{=2S%
iANhZpw_<**+iUilmHy>+5gfBf9o&CJBU}B{<^Kdp?>DXh

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_training_200.png b/Documents/results/mnist_training_200.png
new file mode 100644
index 0000000000000000000000000000000000000000..235dfe11402a6ecf7dc5696ba9679b2e553160ca
GIT binary patch
literal 33338
zcmd?RbySpX-!?i!N()MND^emQt%7uSgM@-~cZh;?cZ%fDCEYTVfRuEXba#E{+|T=b
z-?P@<@7jB>wf}p$y%)^PHP>0c^B2c)oL8`tf+P+m872e*!I72{SAjr~{2&nM;sZ4B
z4$tuHD)@!s_*z=+0r>HHVEPrj#;}vpc7#Cij1m7s3q<oRz?(0fB($7VZOxrrjUCJ&
z*2YeDR<=%77Vl_W%p4poY;9<`*uj6SG#{Lt>;yPC{?7&Mwhr$(0yD?3AP^dewD>DE
zx3rx(cQ>{1ThW8_U#7{un4cNM9zdU)5z^_3qtv{{@4`|0&GMk+Q>B)QFUc3oWdi$e
zN=oG+?@&?jXFs&RgR%ZW`sCM>?H9<%Doum&x%kETdH06r`h4;))66K&{fXmWvA@zi
zhlE}4XB`KHCvq%O(CEO=5&61oIu!92%n%zA{PpYC8*F4T#B0$`NECS4GsFpD056YT
z{7?8;l-qG#E=ev=Ha%Rxaj^}WB*#>&RgpbCN<>K5ZpyWkn`m(KYVhk<GA1-XahzW<
zjIu^t$>3kPS$~2<>&KM9iwigK9c)U0>iMJi<mBMw7w_Lql<LPv6df5(ZETmdo_WK`
zgVP0FJ50G~xw#(`v+LE3P0?oe>$T+$Lh#+qYji5SE*<n-=bYI)`D|vtu5?Gz^Yhoi
zEfh0FC<_Y<$5WVIym&Mua?LvZ!#Xr4CkM0J`~LP^zvX^~`o1j?hrADGf2>fo=4eqq
z2$xbxOY3V^R+gpW#~K}F@ON8Vn?SFuJe%$hY<qiqe(x)8k;~ObLI-WgiQJ;%PVOcU
zsWGuRhkiD#8cV{vv)Wc#8Zl9|L=MA<3}H_?LBU421v&~!U5@s|Y(V1u?Y{41x$&F$
zfRv7o*IFfiSTt2r<(R-9mK&;t1J%y$OLmI^cp_~{&rJ?)&lgOlD$Q_sA*^g{sD83k
zoR5@u%Q2G*{2TULuA^dO18~TB`Gex);ugP0igbX>4Q*}=eQybwVlm2Eu2}Bw&Rf5G
zU!Og|#eKU!-(2B+?UHCOTmzjgH%2aP+!Nro7(p>MHvaqj8*+xvl?9}2!q7K-zS$EQ
z0uLiyDelm(G?gw%biBPf<xG~-sxrsP@H&#Nwj9U&_U+pfcJ{X#8bo<=$)DKu8)(3?
zL`O%H2sl0QxjB?f<QA%dQoM9vNa3@M_%0dw4m9xq3+s)X95$jMehS<Tw~T2>US1wp
z(xtz{-`y7d(I1kM2ItAAE=NmJy;4?=?r*}v#5|ZZiTtKrW&QvUue;p1Gi@dtwu^ax
zoO!>v+8av(8h9H)5zNtgL-2ku?T~+OBhxqH?)I9Vl@%NGMoK{e4pT4EgI}(v+H$%b
z7$L?Bx-KOn)6ww-E4|gwae$`|eAu5W?64~3v@=;T>ya+%D`McjMp*rE0#~DmFbI$O
zt+6p}o?>PMm9Pg59UT&wu)3u{av@&b@|j(?({at=nva@VB^p0}{#;DZwXx@A2JOCe
zaB!&K<d%Ok^TXP{o6=RyLYP2#yaFYvz~6G_2iw)zZYZ9}1>{X2HWX5<TZ`-N?v5A@
z!g}1(Y%Y)1_<iq$;Nj%xvAv%Y4Sh&E193W|=_Q*Irf)7*A`#Qv;Jh6OCWe-up9I)!
z2j7AhvKY+r{Xoi>_ZjYJkwQlguFm)IAa!TcAGfXC?~f8&X&4w#RPz-iUcG{{5@F#|
z34Qgw-8QVd-fN7Git>wPR(v;{Em3!OwOwJmAOc3CmSiq1je&+k_8DwJs<Ngd%s*v@
zk=51Q3`|V#ekDDRU*8-Q+!ufMj?TbilhJDC2aav?DUr?(tKj#U-hW;W0&|Q6dk)(K
z9`>rtp!r}e(Qp}jq4-ZF2iQvb4NmRqn)+Wpe?|!-=fi!bS^6_aI#v&^Tm1o_%KJo_
zfsxU8y4nJG)3(8M!NV?M!^I5GJuqAPjYMFh6NAqJo~q{2@bVIg-d)iDDb){^r1q}X
zx#SwGEiT566uEkWgoK2!skAf-R_#g@ddY~Nb@nS!si~p03qIt?=(s<@jfd+U-*24Y
z2^~N*inaV_Y#MP8Qzs)MQ*OWV)@q@JQd(Nt?Vug~xy1+rg@DroO#}B_#|GdFXz1yY
z!JNp1AIXao{{C9<%Kd!Kl?O6?wmVaUibeEcX=!P?E0mZ=eze+iuU@k85KfNx8w_{%
zkFKq=!g)VO>jy}6LBW&VovEt9rA(izLNu}Ko8zJMPV-+$-$?Q9TklTG$RKRbp7noh
z`C+?I3jICreLiQ&G5Q(f5w~rAs`K_A3rKYYrJ$vRgamslArX-!ZcwM$WP1R5O<SAT
zE|_o^+?iJ2R&Zb7Q_?!$hLL=O+K~<|*?j=s^v~7l_68RoL`O#_#c?uLQKS(1o62+N
zd7?WWDVKO?XsDylJ=i$h5FJZPSic*XKi0%NK4K1oF%a6SH!?g2Us?fIrsLpH+3z+r
zHI*`8J_>BEjF6bP@h0z&vb1zC5ixN-BNLM)FmI~vVQzU@1%*FocvO1q9Q1F)ehWDL
zUA!s%^Rdc&K=14+n4FOjl@j2c^{7&LKCV~JgW>yv0T!y}C!}Wfsk*rQAR-|t7)W~F
zxppo|<t`o?7B+^7h1D-FD_+ydVw8=xGw-=C0d_0G7>+lFOm?ShsET~U!La>-V-aXA
z8fgHda7)jVj%9-QDT>~X<$6?$gp<C=n+;%tyZD)znf3Jcz5@OEU8*m*Gh1IJvl&6o
zH+b3FYue#Fp|82rz)2?R)6{>Ca55mIbaiz>a<0fA|4iHAtn41k(d9-ay{ITPXvYb+
z5qRlx=WPuN5wFRYR&x!`Pgq%hjw*`k?->)<MEtOs3wgw>K*Pw0ijR*^)m?~j?u{Ac
zk^>W;0x<v>#cysLVUH8LDc&N@vbRP?G{6ZNu<OU?1Dlyegqt5$$;Y)ZF$BdrHJGjo
z-sg<A-=&>iz60UNPeM}CWU<X(tHtZ(pJHv~#<>X4m&OhYuxnP1^!4k8(gio1Q}F5E
zW*N5nT!1L}b#hWGjN&B$wa<ldGg<(cxo3R8Y-(444Z#UD_52qXjks;+DTarKFE;Zt
zqY@J}EmGuDxStX~;IW>r?r=6<wa~Xr37nnPgNVI-i}ooX0H2zApDUw+tcpuEkzE4#
zC<p}MsJ^`k`u*(<Itn^^BZ@c+$<B05(L^<jOF`akniq0#He>r8T#g7>YHE+Ozkfdj
z9cZvh?F_>EE}zN^!a$iF)%UmIh})D~&+tMB4l)E?ae*&2nqzx_|MEG6!E$l0_1*{J
zR6~i_I-+Rbq~$u#Yq1hVcJjy{3xp4tcLH1Z#~HPwQ~v}Zn)BVy2iRoX4_q3XH7?6o
zQU^3_Cc{Wy9IVDFzWbf^3NeQ*7t2_{)}g_{!RnX_A1m3n9IpCSS67WdXykW0pdonl
zC_U3=uHjo<-6SKVSax0px!L-o;>`MP?E<_LPc#g88k61_My*yKVP30AKVUu+f8mJ0
z`{7S9X#%@GrWn!+ul2N1n;&#sA@nOtcaYduvbx5-2CNl$c<24yxoELo{mA>{=cxmA
zn|Y~rqw;*lgK00_fM0xWJ<aU}!Vn3+-6EsAV-N6xpK0F&E)MW5IFb6C?P%-ScM+au
zP`hGaV1S?vuQ2J>lY!z<3aI67YL@7H0h^B1ps7wzdJRPW!=0+3Wne0AfW!XX;_bO{
z@TWxAQ*MYq!t*}*Em(oBsjBz=I72->1u8AjDPG`4*w0apfb-C1S6uKq#yL7Z?q~b1
ztfcf1vFqZWX}(+km8{k1!Uhrr2kqvHzyexh3>sx*Vj`lzFIdEgPwRGn%y@C(DYpA<
z?P%AyV&UMRLf)Ug_b%6BU6Yxa_r3Q9Gd-qD#li(bIHZl-wrPpW>+a@KJ;i5pB=_%Z
z{R?;mWhm(M%-Rd*Ej18|-#=Xh>uyvvb+8=Dk)4zClaaC}A|^H#pO`pk!oU;f^74|Z
z8_MwHdMSun57tp@Jrf9aYH5gUsV%ulLn^N|%LK3E#lg}OHnuJ-jwU5`oO5f02VMS^
z{DMT(M<^sDgv`qDt9T-E0)&7E2_!gY7FWP)bO6h;+b*f4qosv{grpsG)gR2Cplr-^
zt!*Tee2Ni>u)u~TKYVxsy3_mvuL$c+5N;O;1z|zdJ|xYa=kUF`#tMfu83qQ13#*Lr
z;W9(fS&!`!x6Rx{yQ>q6ldW;A&CSihAUPJ6=Bv{Q!^4I9yIQ^AWC8+$PpLKy7|%3{
z+ltCsLV%BGy4osA;xtAAEj<S&F8=l{BCEFJr*H#Zd`Lp_m2ch+8If3wYZ`_Rf0v{O
zq4fHEzk8`O=n!}@WXRn?kf>4nCsYz4H%=;#zqF?2=F26u^RG7s)0H(eG;+<TK^}r|
zeX}4eAuhtD76}81$fI-tXNN*0DlXFpd-WSsO*cpVldZm@h)klglFMqg4!?HZ;~5q3
zG#hmwJCy(#ga$A~(Cz8mXQXs6T~;Uq-K@{`?uXGloO$;RO1UIXXj$u>02(%l-~G*o
z=-03?6dGF}xBcdGqY5ofpBuMX;QuD;?7u4>^MGPRE<<Qao3hSz-@prOkPpMzUlccV
zDG^fx5`crlZfbfS9zye~si}yP?0ij-spHCzvapUf14Fdi8he_PpN|}sAFf$ufKxOc
zf=IH!<(_9d_M2muz(GlRcnBcs2#^Y(DheH<@Y>A&J(~ZUlf%#ia;d?H9}^|IL4?mV
z)V7zR?N{JSQ|~joKvr-F5;uBbVM^d(X+iR~Zm&H$GGceI_)6&T=OZau*?>8l^U2F9
zkG}zUz7H=Gq>GCF{1O*O5i{_fsI@ipIvJKE5%Idn9aQ+v<#}c$m&%LN9Z7Ag<S#P3
z7Rcx)E?xub7A>2}Cimlq4<9Nm1(2v^bS||C?l%Rz3P5{)L4Wl82bfma7ZA8{(Qzq&
zr$Giq*ujwR-6L{dt2U5N<CBwn7FJC>DNq<hlqoCunLe<iH{9ZCj>Sk!;G2kaage4w
zD+>Z#iQC_AK~X6wTQ$_L9GpSb=d?A3F_6O33GVY8WPGyejM@EE|E`L8LI1?XeFC90
zAksx=8bhSO%hmT6kL}n%EdcC_PDm(izX;UKmJHnTotMWO!!Y${NdtG<L~uws5!Z_s
z`UVh1@SX5(;J$u?=>x^4>?f!Z+vlJl<S5D~bacxE8-XBMgwcWEdw6&_xLqgu4x)tx
zo93gV`-Es$nSNzxp!TL}ITcZ%M}kQ4|9^%4$gc2(7^0hTdC=TkG3nsDiP8M*1tIU!
zR;s@X_bME7W+lofe!#<YJS%JZL@DTksADdGW!P_|yK3+cAPTU!xW|Yj|7&Dq_sQny
z;qNzi^<l?X+hr^9ng;D48T#Gq>G~^El-m31<Zvlw>`@T%WEFZ(FEl&buT<Z^+4FRN
zuA$e>^9-V`-8NMvR%I^cRJ~m%pW5fPF}OLJJW#q>Wbfd>kj^CUH#>Xeo5~Z*%|ccS
zTM?J^G(a;Ph~4BVJ|XMlDp+|<`2ucINV~f4pw%r`c4XhtX{O~?=OrU+X83Cm?e%L@
z(Hb4I*+nB74!rUyQ!R@^?4f>SBxL{N4Szq#Vh8Fa)kB&Uy*e7|D$*ycC~{1<w#v~W
z?2x$lUT!G#sP#%W-ac$afI_U*hfDD&_$@w!=<(w$&+|PJK^Im~lxu8WwB8(H*)*SO
zgi(u9^(U~s0Xy&RqFXc@AO{G412J0bi<gp?ZqJqojY>-kt9RUZcd*!wh{*5Wz4L08
zYN>L6aWMU{%^z9J{<%?YzdsSl11(kuq^}VP_Aj_r8NT7xm2<wFL_$6dpo)r>5l8u5
zLC<MN1G0k{AA^iAliL1v9gX#uicGP;bSZl>;3Zr9uU<LO$w}Gi2gVRA{QCD?fqUu|
zVC8hu5)V~!UEZo}l<{uz#5vEBj8x4u=fCIL+??878y(>$?Y45EoLD*#GUSQKi>H>n
zHK&jqZQ^)iw(>{a!!pU9RE}w=--v>P2BKB>aI*f<#c`%K!C!hN`Qsnz<V>->Y8Dua
zAl3%^-W_L7HoBHMPWD98M}vyybbA6B0v!EtqpK~eRyhQ+XvhDMnmQ6By1;qW$hh|o
z4N01sG8`QpJp@}JG#5sn%7+}w)Jv%^7lz^|de7Rftn~08b)l!cGiYs5)zyS3RPSeB
z-${UC{0a1^S)N>)kB|6kSX@l2N%skjYWgo&gP^*Z-nqTnyc|<+YF@9ab4RI-2M=Ws
z!hG1fgpiR>X|k%-7KjJTU(U~->z0}<<VoVlTAx9kGw>cneU!Ii<@EJQNB76syYj}+
zOE4>1@VRC~!=?DkWd+vo0ytVIgprYPvce>&pWnQS6clVu5u<<kDO8RUQ?aV8pGn*^
zEA$-vR(kn6f;tffbzY25kl_(C%G%b~)lSy?X~lcVPr;>cQFy1k0QGLzO3NwYD$Q?H
zA>1kSQ`EQm7-JycZR~;btobS<e;Q9cm8nXbV_1prO(K_Xi&WV+4rCtInkn?LQ)&J0
zM@N1y9h(wKRKoQWpo?G&J|rjK=3)i$5@Zq}rx$l|;oWg*?6y}(7g*z&TV8&*y0Ovd
zMHVLPnWMwY^cFV@i`XxeICoW1eH-RN0fk;c^VoH8gM4UT+?jLLE09xQKYsjovtV;8
zl;sln#A|xjiuv_vw-%E1?EP59Pw(ggmoewHWr?S4ldXoO_G<ZVd9XlGh=Y(WAPSsa
zqJV5e8bx75jm}yl3#}?6;g+un`6HfRTA$3Do~f=R%Q+ao_;Fe_qd((1Mx21A^k&iL
zSDo+I0v9#uEK7~(SjR#~r>S~Y<TfHUokiet*gF+6MZ&*+eK2Xoi^%$kLc3P@*>tK8
zQub68g}*d432khEbrI?H4HuV?-qcf$_TpfT3s_&4xV&GMXx^$WkZP48ByL0t_4|ln
zq@5ghL7K0QlNr7_hJH>HPps4MSV&!h^ju;uQM@L9I$n_Cs?%33pS>SaZoAMTrKspi
z`op*r?PPa`81nG(<If;RZwOnl<B!V7*rVu<1*HgZv2|d2ZRS>=&K0w|@7!P5Pb|#I
zUd2^%VIT=B`+v`8o`f_vt9sWA9Jm;l3<*8NkG3sjBBZ5NfeaVM&Yu#GCj)<DP-h2i
zblL4F)o+AI@o^yj1bGlts&}?P`Fq+*B=9<t5ftqJ8ng!yt_hUz7YChq&&~QCZ}2~T
z`V^5z9e|S4`2OzJ4a8@V_4<L>H@4p~PFST)l^FRI;&Ua9Bv_>08UTB0t54vjlFqUO
z3)3C;nr);yI29t7@ff?{KJkWq8w8%D#r=<j2W(ZbMl>=EMMY)u#~*Yu2~j^#*iqUv
z9lqT-2Y~_72Eeik(_Vr!A@>ndY$P$z=YK-DYMxv>2>l>5er&oun;8^=K#hKW#qa6s
z>v%CF6aa7^+NV!3wkOIs&W)r3RJEChVws?-d4H{M#{$S;j}<AMz}$TKxYH@)Z1QdT
zhSc|kNQ$A3PRn*;7R^56mzv$seyxstst?N6lvr4&yb<ubYOnG8#EMq-aq9?sigEO`
zLnzebUJGt7e7d{lqr&Y|R^YAeeYU%1O~I4FXL()V4X<l0;11iK^agKS^B#};Y&;c?
z?X78KSaB#ac|Dr*GLWU~gO&HZeuz6)^K`E3OV$AU**3BIjMJT`?bO%Mli;@#ct&qj
z_HQ4k=f-XnJX!3)&r*MODa@%fjYP$th3;l%Ho|OVOnb0h##J(hTm2Ee+Ulv|1<cZv
zuuZGv3RO{mCnPl2w=I;|zneO7@4eUX%<cL>+l+1h{i|0okx>s{27_qjZ{@;!uoy7%
zK5pyOz}ZAqgUN!_vytykozgH<lw(tywNh^DDR->&{^|U?=$mnM+w+=TVd^NeF>Y<<
zZ{N7|gsUHsvG{g&n5G=q)qlsuj@#ALW6gy#GIBK)NL{(Hvc_2tH`U)gzPLQ*D$WuM
zG_0fXz1?IZBqeQYa<9yMNl|I@`i+@>TteT~uK`r^U%;)CFX%FobqJVygul;dkyC6w
z?3HBn-9aypj)M@u{`5Km&)v^K(8ObbRDiBCn3>onfy%)Y8&>oQOT7{wpVqgt)2!*2
z+(Zn|dEnkw#GobWbS-*m-RphP@*MGzr>t@IgK5!zBNwIJ^pY$-#5r5<*#vbHmX;;F
zNyF4E)_m`u`77uv^?$7DbyZ*fU|P}RadL)%T|8wQ?>$y+Iiq|#RfFZWL8*QI?c0@|
z^RLH`dlp)}{d01zhN$tC37<o(uqkjC$2A$tKaRd_p%!59kHq}J#l-*#4UTRsGV~b^
zU>wg^G5+R-hnvvIp<be+^`uj+Egu#cUZ$zK@6YWrV!_)#Bi7O3H(_`_ccjaz(qQ%r
zIZLxXA+CqgBwwMD;uQZY=>p2DyEnpCHJ-IQv3uhS+S&vc73~7}Ja*U+@&?xh)Ojz}
z>04A3$mONVbS{iZU6U33Mfahi$L-6PBmEi)t{?d$+!zGv*H2HgdM=MW8goZfFq|OG
z)+tv-(|3gg<wd1P%gdJ3R_Z6$gXwM67L{qwpR3S;wI!bYQ{sIDqsev{>(l@tRbJDn
zdM8vuqLQN$(E$R`0c66}dPB7^Jc5EVAB`e4`D8f{UG`IfIwCfPa4h1JLqS(GkCP~Z
za1dLUc4v@%F9L2_-JSzqqk>d8O~Gqx(2C=vTbr<^Y)#|nz`!Xd^N!vaW_Wwuj}tUa
zTvb)iL7@D-Gf2$xn*mvLhA5uZ0&W;Nv-L?w2ZP^CtD(%*7&3*KnOGwGk>@M_xHvXL
zc4(%@Yb|wI(o8yyaI3jYc3$2V^;R=8>2Z5u?%$`dY%hXw=Dkqya3X3XV+^BCVk+EO
zy8sl|M%VuH1G{E<J-hO_zAs;TyC-p<KJ7h5?NwcIs+#irej4IaWQ+5ZV|Aepbcr55
zGY%K45ex~7bCD$GkVzG+(w4cFW4bg@qG_$7BmlL5x*z^);BP3M_u0oAH-=;doBn>d
zOwHuT%wZ6D_zJjr!gqvrCL^t)zsn4}Y>|uw5lK4?1-T6lS8b&K@dmugwlq=(clwXA
zf&_xN^(E;Ks8z9$^J}bf6CK329)oXvI5xlKQS0g&A$4-9zDbDB#oL}#zQQw2<OFS*
zwk>~yn;)CI<KLF*A6eF2xNSc0*w(mAlH+2fdp%FVWf3Fy23&XIO9J6#!VQYMSzAZ4
zo<aKdO{FU}p3!%}-2HiT7hNkO1H|3EE$t;28=_y}T6WJfsTy0kusD!Pi7W#5lSOk0
zb_u5#JU9aFY(LQg!6CLm%I$l5qtCoGibMc_{hPZPMQPM;MCI1Ci15kN=>L69a7av$
zU`WV`F%+sYvSHWLZHff)*M-oK98*pf*xj)#=phaP7;BC$pL-?WGg+A{2n{Rt1B_^u
zmKXwyYhog%R*RId84w2Lu@UnmjOG^}JjFWKApRDKlyqc%Xer9Y2ZmDa?$~CNxWL6_
zIve-+3>{IiDTHB?rQY58UmpAK&H3MWEne6^-IP^Gh|KFPzwx4ZDh)RiMO1pGZ4p`I
z-@%1Gw--zg5p$0Z+K8WGW%Sw;!l4Ima2XwfJoNu&%>YFRe*Q0&;=h;l40%$EpJHb<
z8BEv~!VHX#%@=DX{E*T8mfz9vll+}jp2zw%(FE?T%v158@Y_riX%aWaWDVBWuaM=H
zwf((0F0W%i-y$r>(iE(X>3^=HUl*P4BLcrBA)`SG(n!!oK?vfKe=Q%j5m!A(*Pz40
zZFjd^REQ=Bc~T$;0ELkRG>>tOPBf@NtY?0>Q`S~jKL&Wv>+7>!@b)k$*oqBX=glYp
z4%>RO#_?gIl+ucq903X;s_~S(OAlojJG12Ujdn?fZ>^4h48ec3P9_1V185Kc#f<<Z
zH(Bq<+~B$&0Ra9L07X%CXNq_W%zGWnBg#S0R_Ddxiv5JX>(cdpt82sy028q4)jh-_
zVg(((ehywDpqM04UmtHajkWCTRsYCrx}jELLg=ek|23ZEYBcrLHEjn6E|2rQaKK|g
zAQZUh%PT7g{v#(ZFM+&Oy+|X8*P4t;E@_d1*XzO#<cO^L4UZw5PJfkt!r|`@m%9wQ
z3*~%#MCj=0qZ1Q@z%)*?X1~Wp=d?-^I*5*1)WIpX5PORj6^Bx6Fu-mMK8N*eOzgkS
zYL~?MSH_Qyr~@d>c~hU;EsA+v@77Y~KV@eR950z3Gp{lRmEhn$!137D!f-wQtpykv
z9X$llIuzovKOYYG8Ka&kS`n=fGOpCzqQo94j5AD3NTdFpxoOWq++#FfU}S1+I4#s|
zJ3CgByDp&P4cL+4;a&d7=t2rF0MH2L7abW5TMSHVbVf!5&&NM)HnoD?((>{WU}yp^
zI}bv;kidEp8@NGR0bJ6&o?BN(0tkV@eNYtC=ryqXU7$`9HQYz%6x4-z$Hp*RnEbOj
z)Z}qQAjQG%$LmV~etg><L21mDjKEp}=8U%AbR6NBh9`RS5Dc>OXsv%ZSC$xH<XFB}
zqnW<}CK5&^JZ;ioVPWBRHuZk{<8!CmYvkLjLwOp+fSAd=$lCxR@cHxSe+c1p*ZEBf
z5s#A(tLy8_U~*0ctd*7V0X2!Z6Iji60Or2{a2ON<iU=urd1nje3qU}b09e&PmPj}r
z0`Km=b|yyxP8J?$4IzI;-j<a`bFwq_2!TNw;|3vv-+yOnZNH4_00OkD>l<)ffUJO1
zy3Q`$>@IhOayG_iX|odXv;0+i37AT-XV|I1&dY}9DXT&AfmNUU9sWCBM0|C!833yH
zY=A8R@CXVCBjdpYWIKSxkRgCLA!Jra6H`$kP)OtV2kL;1B|D?7vBE)a+s0kqrh^VF
z1W?%EwE1bj^`6Rc{Z~6EPB?nG5K&+}5#;$1B+rqwwYA;WliwroJp{D~fcru8H-OXK
zQc2NNQ~SI*n!f^SX+TnUvenLhI$!Xm2K0t~#0%d$FR){M+f5>c17Ex!%mU_5!e>K~
z;l7^iVJLza%hlN83~&-wZ^XpK$1V=8<{nJ{6M&TG02Kq4W%d2Pz1RPPbNiq2u?07D
z5m3qzKdfguENkdqz9a?i^H{*f!s4kp;I9Ez+G$yn4S*m(mw4A7A{HH;$_=8dtXw{2
zRksBzI+$}^xO8|99LHDoda%Bwdi4aL9s`mIG?%^EU;v?;AYdTJ^|0>4e8AizFloRC
zcDHz6{{t2SD(~X%dOv+74RA-m65arE4dC=a0E}L$nJ{=WnkT>gvErZGW5niJOy>@Y
zoBj9T%IrmnPEAL(#VDt72g*h{fX_RDlLC7P;x{&?=5;*42S8cJ@Z<Q*%*dV|snxYL
zTEq_6L;x|jOQ((aagc<#I3wT)0ELs~m^5Vt2Y}TfppHD!@_<j#C>l3Q0<={En{L{I
z==IJE1PO3H>xc(1E;~T{tN={@Xy7#>p7PKD-|}m4FmTRB(#op1{{XOhX#&oDE8GF-
zc<{8Bjt9p>qMcy(0N5X)=TOKH+N9V3cCS@uM+-=-e`xk$N$M_uN*;pB)_p+M-u^k@
zbo51lA&ZC02jD?IzMF4ymy(kc2OY)-)p_tEW`r7mGxfB~nV$lbr|1B6m(cS*9d}!e
zmOKDStO;N}3`XT;W#5>Z<{UqwrZ%JwMdVRx`D9)Y#M}UOE=|OH+Ux@CLU1is<fyo$
z<O%?~UIDEF7Z;ZusJ=gc`LY!9tkf=Iw9-u0X>WGQtO1}c2<?c$@zI#7A}t5U(B(^)
z9WAzmFtBoeM?M@tjQ|bhakdkDa^keX8Pw?yegjaUw!@-C<Jt1^vXX{I;CPYdN`&B^
z-5t<2h*Ai-{WiM+OgzB1F$_kr01GKD{<$9!!3ruc>c&V5LO=};TrgR)$LVVjd^uhB
z^d3KcYy`#+@l*c(mX@6z7x-p~Ux{w*^3UK$2&D;_A5OqY0GwMcU0^(UJ?^Qh-EPgq
zGEg-9Y(Ae41qs8_zVE#tLabvLWA;yi%Mnfop?LldrLwZ};Ma?xMSwscZUqSYbi6<c
zVUMv~Z$se85vmkGG}8dNOYN)!7J@1R5|^JZ6@b|15cu_#!u*VmV(lsfoBb<YkQfoC
zw!JSAhP|cw{V#g?w|Ani5$lRqwh*3$g8=98$Jzd;xS>OBh}&upz9FML!nSJ`s~`t`
z&&qy=^UZ(Fl}*epDCp6w0y`BH7)RQWI>!wKr|myDz|8<Y2^C0lg22LETDl;<t0p0W
z1&NJ`;k2C>LXc!2?zZ>FGTYBNPkj40QJVDPJuX;DFP@L!ZgeoeA!;Oy2M^kSo~hh&
zoaI-BFgb!4f21hn50r3-$j7XhapFvbSf-w~4d^1^wt~8;Jh4Gm^AoX$e?C%NJXq=k
z+6!dBj3DGi7Xny_ewczW*a2D?;Uf_?Mh7Gc_W&=CijMXN(kLnr?%x2c3V|Q}OWe>5
z)IJ}89;sO48Srn<tQ56$bP$BsH{c1&bxQuuHw%J&vG077XyAbXL}iF91lF8}Xe&H?
z2&oM)xXZwiN&?0op@{<$zQ^WO+dIH9mAf4-%Z%#OJ20xKsBoIVu|b26<{DkQ7uy5u
z*ME^lt{}8|wk?-T>qD85pgH54i^IC@(nf^nEs@+6q+M>na}I-zl*0A|*rhVP$q2W6
z<5+Tm-2eCNbnN905PTtg)4baXj?n$hF=9K-);kuZmEGKU0UVW%g98t=Qls@6u|ynA
zKG)?ah%nOy1Y~_UhCtZ|++j0IzN(4}g0?XN;)+4zf1%Ppft+aDJ_Vq@fO<|e=1s-X
z{b6NK$_t_ag1Tk5cm!^&zvo2+$;-|C2J*hOz;2)w1N*<&K>+AxfQ;;Gc(^ku6*+k*
z!0Fu6%t7!%*o@EJ<$K^Z5W<6xe~Rthm)*KT2oW{F$jAsRE%DzlGr~^D$TLy>BqOOL
z03O(fqbMcS27pX&9$g5)l#Zj4lD-0!5Z#j}4}jj}CkT^i)(;~o1p~XOeJMbm`Akzq
zEBZg+<Q5$igrR1F4MOthQGl@LSsZzb=edozgoOIb^!0(%&UY36f{DQzh6BvlEsaS)
zfGpGN2m=!n6Jcxst4BB`O+9;52qLh7P>k(y^4H(b4}yY%Vgxh|7c&cYf#4;`y(2e8
zPRCSx`uiPyKrc1c)_}^6&hiPEuX$kkNkZ;iEmvF5z=hx+Ab;=MS0Y6tfEZ5WW%~cC
zY}DoKr5n&ofMnaJ4IsT~nFh@sOXsck!Y;ehsG(iU&zt{^DE~8)sSrcPn_0)9CBVgX
z$@9&9_Jbsc111$f!mx3)hY*B4gOnN(gaHHB4vgr(a9;@IZ8+JNx;p;%o-O~K|0jez
zq@s!dy=eGF4<wTyrCAI7$2@GnaM4gvjRB$M21xUAFx{ZA(sLeHmy(hyaM1yJDKQ|o
z1ZgKJ2<VtVl?IZd=HvD#AU<d~d9L-}rm%%oYlwo|vKWCS;}BlsBVKs9-JSs%282S?
zha%Jaj1=U-A)szZTmW*6m40nRkD`fzPa7Q_wFlML3JAO)B|-lUl#VxmiTsx^>0sOn
zfm;+1h<IXNAR-OIg8_CM3S^UrA^<S8cDJV!D?qk)_`fg3f}HO!M1oKWg#dXTLTX!H
z&iN~a2dnD+(Aj@n_2$i+^xZpzm=H*R1bzDl2mjBfACcV#cqWX1<^CNjd}LF<Ms#yI
z<O>H?lOHJ47E?Z!{%3m|zmfy6h}j{K4DT~-J%IQFsUbqNm<eG5Q_=9*ivTjc>w=gG
zAkadl8E*%&p`)&1ge?@Lc#WX_2FC8%dQAx=JR6~_|BRT(>+GQv&{Ej{6Fv~Uv^dWy
z2p>Q-(T$jdnvWC9AcN`|8gjivq-DdoOI5DW)Bz7G3$Em}`;RGTvArmbb9<pvf1b6-
z0>ya2;nL|$kRsF<q;oAYDTuZ$+uuVM0kp7Rl=EM05<zUHs|!08(6LDti~d<7WmLo_
zvFpTH3nZOEGQhR|M~qHJpDB#$wKw}RaR}5(<vzC_Cwp_`Ktt3D90C|J9qjXv41}JZ
zz8{C2`@_RepFTy!#2}p7h2<Z_P}HEnm&}8Tcp3QWQ(;}YY}vsj$k`6m!NITKNtP~O
z+fJ1SNkd#+N#VC+5E<VOQ6=uD<Sl^_BV;O3adE3fQzK>(%<7iKytZgSZ^Lf~dBP4f
zVg3=6{-XD!e-~OkEDre(nx~6b8fO29w=9oFWXUr<nvHE;Px*KNG@@B1-4QKG*3IuE
zV@^Yv)nT^IgdeQuvE@=wR@af9KldBQd`t+{))q5m0371@x$%m<k{Uzj^0J@k4HO6y
zQr5~!k^53|HY~`p?vV9^khLmNw3<lx?U6W>VXmczKT3wuqMfL`9|IvTyhZ``y<#@)
z;A*!M!bwlxxz;#k_14LWyI7-$!`xNc4jm@y><-OMDf+uw>eJtcG?;;!!h@Xs-P;pt
zH>5aG+BV-j-g;5D(JcLFamLo)_ny4x*9irRnzK74uF)i?(FA*zwXU@6FgFc7vXl&x
zMhQ%4pPUaVQV3~v4a!SycPFHz1OaG&9i;$7HLnisQ@nmuk*A6J#HM>HlYkCrawN$4
zFJ#spJt|76YFBs4rvi}LC!=j=yJFg;4<AB4e~~r_31JbPh>M2?ph2(CkxO)umzFBS
z6*Ev2(qpU%DOg*9E{bpaXChzwIL5jqIsXKoL8~_j<O+FDti?p=klPybSIXKg64=^+
zP;yv4b8b^MwDjCCobXpxh(KY<^wzlR5HZ8FyC_e)z@tVxI$nECLh|Ie;cDxM*t&+b
z27_phBg&-_<+Z=RU)S>O@=A*h;7nWZK(u<)Gl(W5W7_J#Z+g=vMnm@+4~dS>kM@n}
zT}DE!B%U^NbTn7wj@4rF`&G{mA1>FPJc(M&^7h1d+=ME)F$g_h;Mh!-<5G;3UjJCz
z=(9hH?sh04-I{Gw%)+N}d!^oj=O)X+uXU83&bE1b3j~MPSH3s)6GCY(>9;jT{Vv=t
zP0f05C~>C@J39R}O8jPQVhMgT$ur=bYVN99UX#hn>DD0moC|96)+~4*<8a#3ffA`w
zq(mdxS30<OLZie~_kNwP(jX?L54~kbh<-Ckt`ZLowb!NIO?iYXd37`|TyBL*3Fdvg
zUFQD<%Z#$fIVPTQ8zstHVmC75hq`mbGuu}N68=s0nMyN2!PSTS-u6;;Bmb(&eHCnZ
zC_?{XzZS3g?r61_y_1+#%MS>`jQ3{i5$3;)t9C9lCt;bA_Cco>O{dz9Qj|{<sqGWe
zOXJT$6L%5EDjLRajiJ2rmyMd&;bd!Mv-O4tAt4N$n3yqG(n?X=Uq)x7FMeVy9uMWB
zu!<V8ubNk(Fl_zw*-5(5&|x8#cjm>wO)z_&p%1{o*I5aS^ly*?LOwCuwr}$-)S;1e
zbvZ1tKaF0y9<W`t)kr|GiWFsk^%H!Qur;+?*}_Vsol(i9O+;U%?Nh5|s&8i2>*Tk6
zWSJ87u}WG1tgF0sa`Dhl@%m)tQT@6sboACc7K>U7dJ9TXc6UIRt+$Cue=m?q==b(6
zYI{9ungNA!mH9z>WAlxyhUtvvn?h`hQ+VUodVj?^?^sYPL3;o}worI-bYyz3)UIez
zh|*>~E!CUb%g`T_$<gY%^Q3by9r<i`v^JoNu3g-|A}rsck~(!DCZbdM?n2EX=!-O!
zHLrF;F>CVMT*}7`+v{6JX7>VaN=J_#W}(|!wkmBRiCM8mr4?tsSL@wLe&N7gIb}-q
z<xA;x^z=rt2FAfq8nm<y3FIye;FLvC92J!y)3t-tSBfGwou21e34E+_5y<LSfD3qK
ztQO}(zv81;k8UHMinQR12Y@|_Z5h2Z*3ky%N}M@cY*wNyGuh_HBQ}XE<#k$l=S2Lq
zA86fQdTFhf9RZAf8@?2^rrMdxgY0p3qQ6O7wjhEHSy^5_0CKW#?}swjJ6!?PF=N|G
z31ndBT~^zKu2~Ihg;$K+Y6@uD+DF171`2w{#ttKwm+wh6M^`_?_Trl7v^8@v3z&AX
zi&S`YhMUwE&nH^@Bzl&9?`OYxontCBx|*%4!@}&NzWj)aeY^MFFfy5Qd;hPvSeQWH
zo7blEU%qhRsmm<+5U@WT<|sBc=JHmK{>4EfhQun545)7Q13zrOvwa(`&D;-uR^16~
zX4+#%P>+_m0OqQCuLGD29E1>hNmFkWG?{XTrB62oDs=99)9RmsGksz%CwGrh`$92s
z#~cc+v)RuqNgtoT$er3D^ZW8y>dKPxbC4_**9*o;o>ayQj0aIzCtabHR5G%R=|9D#
zS9<U#tcf1d^p_$%tqHSiRc0l+w9(sViq(?>@+Qa#N!XV!o6soCK6Rs%)MuCMtZ`oG
zD1X}%F*zSSTJt6JbNWj&ih|ZBFz_qR3k9{;ux6<6lp3FQ`|pMQ<$T5WoU#aE!m;UH
z54(@p>|;k{6aMy%g$v_1YC0@-8jKDaMK?Z6pSBxRXC{(b`XrU2ibp54jCQnW*am7$
zHFjm;EA4f-1Ln5~Dw*){-|NfG(bDVG>2=GbJZTT2(2R{ruBp7ONp(JIrdSG1T3UkH
zbm3>vWP!o)O4ynzpUsvRIYIWubqDH{fqB)=3tHOB^w5x1SM{q>nVe<`;w?AFR%!0}
z9u$<GOD^6&eDeQfcaRU@R1{D^>bbAQvv&fy?`M#8W=j#8aKD@N-wMR^$?!GcI4##%
z>rm0tyF;O-U}Y9?b}faq3AiRK$jUJED5>*o4K`F}l`@TM!npf%e?N%3AJD4F-|N^I
zjJH=i_y*&Yl@(5uD$J|?@};uHinpHTy=l)83@bnYqY>Q%K0@b=uL9OVUf*pTL->i5
zLLZA;`OI2&E_=aN&YsV(n!5%x_c_PX(iQiYFIT9e=A*K1W27u}uVo%pR+=^zsJxVq
zy+KEprBYY7vntk;QnyIfF<&`qR3)ZSeD#Id(tS)qzl1MU{@(L2dz)A77!1YsmA`>A
zR-MfYF}$r$0jF(Jht=|P_pmlS)EL|#3O-AHbkyDk>uI%5$R<XR9xpbcX6|R)YWMmj
zzBRKf)Gm!wt3`gl>sr(g-eE(=cw60uJs+;M>@{06uM8yGdz0Goj_t$6#KU!!7qdq&
zaN^gLa_uaWLqeL+bKkNUaiQg8<Q48<mL&A@hudGy=4&#h5|#*>JftAVras?7>)@y6
zDLtf6iYNAVpYZ|9?qiyhMjsR7H(s>;gDG&rmKx1ZztN=&a5&HHm&Fs85QrtHS`nvl
z41fJF&{q&tk}nc&me))tsMRz?y*sA9U42*46FjVXfF6e@LxEc_g^Iqd{=l-#W?HRf
z#>(S#y55mMT&qNd$E_152EG!B+<HUj|K0Oc9q6MN1f662lu#W9QjsMi`%o*~9qVKH
zG~yv#B^8vBmfequm^K>?DZ*Xb{m!uh4#mkyo?I&D%Djccn9rA3?4IA{v2X3oO!3Q0
zw8!QzG^g*VE4}00ZZ|c`(z6;v9j#*roa6|uI**nLU3)Ml4AQJNBrJABl-0l?={y($
zGwmiZg;`FAtiNxP^1K=#QEG@ZRL-(wO;+oUeGXB(t|pU29m&ltZEt<voJG?dGE^r=
zOUorU_f_r7bEC5aUz0_R3C)7(ypPykW4ub8W0mTs^7-R)6R?=K&Y#Nrk_H?Mg1<%`
zXI#5?j0#yc%E7qx)2o2wA>y3y8N<WkXNjYyjd@;w@Qh?+Fqst6z7`j=-hi`Ls1Tt2
zT>%hqBkT0NKD*`dYC`SSh(EGFN9&2f^7{O5ZB*+mI#rEz9lAAzbR!=5)+h1t(vWWj
zkB;jdkDBYWMq1sJGc!A(H?8-~m&goJ4<1DE%E6kIm7;vw1wDx-8wl%;WGo`xc1R8u
z?zdczfCgdtF*Qf~`q?g5Brc_C+VO@NS<ss!-@UXAqh2kKmEeX862%sH%<FRt;hJc!
zQu_1QI!x0hRF3&0b>+4#Yclna57_2mxn^*JH$j~>rhQtuMeD{^j=2fLNoBCO9rYh~
z!r}WZJ1mB9OV#s{q>!WKO}>@#KAEtvZB=VU=P(l4hOk^`_)4F5%a)tc=F@qZMwaZ6
zL*DcX@m^xf)Y6Kdzw74Id$TJ}=A?KsIp?z)&~3(hQ!)R9kKeK=#>YE(rsR8iu=q+y
zl**Goww)<!=#FHD-F|1m0GUGv3QSkT8`Ev6<BQwU7viYoWDE!bZ!#ZD3kEgdrDeh?
ztYYDnT1`LlIdh8;Plsms=Sa#}<LGDtlzLHh0A0!0eX#mlEF&uvuR!81SXh_H;P&iL
z#o`IPdJI)3Uc@40{!VH1gx3|OpPeV&_Fitnd^Disz|LaP8k=rhq7yikMoSekW##e2
zK3VmVqQS0qO%~mRkRN6yD%9H}1(m0mYOM`3nQqetu;$|06by+PGj+bIEx-`VhVijk
z8f=w$a&E9G!YvI<*!(Ik{c1-pwpbnY6;#LV#~ljKGFYJ}=^mSCOwXQS0pJIm4Q$C!
zZ?^m;_<MaIqftm{Tr4=4pr^)$?Nz2HG3J*qDxb!Glze<x<ywY~hZ7GQJFvU0MMlrT
zukctD<8g8kEp%_3Y|K0f8|U0(R^(B%omG6B!JfnvJ8vDt@)84cB-7?tZGe<QuSI4;
zD;KAyL4!CtMep;rU{XOyU=p)op^V*H|A|mML;Zc8j9jzzqw)3My1L~du>5CzniAIz
z@(H6-Y_jU3g?;XA&CRJP@aBO6%j5iMW{tQA%WU9G?15x=<JYX-L@GQaMb(WZ{DsDD
z(PhD=usZUDq}{#<wc<=(1E2ktxe$$*uhLg*h<E3E^)`e|x38}cfirzL{YvVW>3c`&
z@9z&*x}?lpKHiQ$XN&iRsx5gAE^C#xf=+j&>|(8R5rrQ<K0y=V;~rbwptOe|PR9t#
z$DTQE4EEX*vrBQ35HVS=$jF}ZGQiRP!q2$(b_-^c<p}%=&-7Uej?}*Bke<ip=0D11
zxqJ~}TReTNHoj$mit$&GiUkg-V0xwc2CI5Z0`kGly@<t@4`0TvTur(#MtA(lyy{bB
z3ID`=EK{kkIhz&>_O^Jij2<2|((_q*#fbgs+=VpA)f<ex?yn8X%6znN^q1W7WpFil
zCYVb4ho+Z~iiYyU50zR@`jeQ|KN)Bhh|-o$zlI%uf+=&BUWfdt*HPS4|FOk)zNK&)
z=cOE-c3)X}a%$`))jP_|WuvPePesT$U<lsh{buQ<zOq!9GwAJExT%(w-7pNm<<^$*
zllbv$wLiapx{bo>%08MnBGuT!tiK;olCf-es$QEas$H?*MMsOt$jqVnG5`QT<mC4o
zgk&1<H~N9LfGo9bz2$AWyZUH2kixQPCzao4=tYYT>-<(rjfMLsbGpAjR`3syDc{e&
zyv@m_;sq5KJFiYn%!ts+TnXm-U<TWQOXqFQwoml2II1r^|8%UA8oq}=n_p<dsioPf
z{@!Q2kf=Ux+<6NrKZ8PpnDjKRuwjz#W1b<u+CyV(n=#egz1?mWtc=;hP%4`1T$TY9
z#R*uxez^Oo+B+hAX!S?tV^J5mX*-eork!(U1&D3S(`zlK>R<bRmFwG;2cVc(Yr!jd
z@~2EFaG#yA2Gu!>0vkted0UP=3lCkj8mjRxYP<VzFBq)Lal;Rt3S!eVd@7y%{!hri
zwE!NW5**{2`VJ(v)oPlwTS*$@@hk;uqa@UKN@{jQAlFZXFEZ1J84|5j;|3Y<Y_-f;
z^LmSdqG@wHKp3W*#cO>+K0K?}EJ)CH3jam&6CJG&$7=ge<vcitkeXbusK7I)bRCXq
zNkEXZogIeVEFEMoOhT=pI$FTQ#-;=5PmpfhP%rXh&WKujfIW6y?1cAPoy=0pC@aTt
zE6yu2BH_gMO1dn%V(P@&+-l##6#IzK)<3HP9m#o~?OANKx^E(UWojwPUcfoV*<n3w
zm5=VVZ;$-0rezD<y@;HwrVQpNCl_{toD?&1Fi+=Df1nMy0I>OYaF%Z^5OJt^Ed!fr
zKO}U`NEPpGo$pxi^k{yyngVxyy~AO>9aO7DPhi=pHCBDJfSD|u`QggkaaU+5`cYRX
zIEB?D+_U6^U;398*+e?bGb>*~3f|JplA`#=%&KnR05g|;71TOii(^l3+licMHHd{x
zo+_vEa(QbcSbfi;c^Zs^m*}LB5w|dQ0T=r@$tIx`g>5^hGhe<~*xJmle{$C@;Ecp;
z6*W;nx}fO^#`c`{l?@5EyzfkaM+*0I<@Mcpyo_rPl}ny=ZT-(`iS)3>SfBwFBO=-&
z=00Vp*!s;YVqlv;U771dYTC4TvRA?(D;=zt6cdy4EHi;kxOMHj<NJE4BKR>&kCNg`
zWDmm9Ee&Q7gBEH*ruO`;k+;nP#b&Y-r{4^o5fL(Oo9<|l-d(K3<Y98s(f7L^W*_Bb
zv}v?QvUEXB?_emv%l%O9PpA~}y#wNKF80g@TBUw63fBJ9#s%r{w%|vVnIzYjSUBUg
zCKiP|-;Iq4cII7Dsr-tZ#)Sl(ehXe`l<f<8YD}{M)uX$*w;oa@RY)jf!IP)<l=;PS
zzFUShl6#}wHOH&>w~96y0iRa+u`x%^->4UTOQ2^Ehd1AOB)cB3$K0C_oG|frM{H6G
z7Ok{e>s~HQVz^0tbrQh&OQ|jSc5B;E9#kvW!CiEGtIUd9(8{eO9n@9$o}C(wyiMuH
z37M_+w>8EZl<$i6vc@ij`L!ahndD7@WW2X*D^7q}()W!bP|Ar<<YJY(l;lh`)$e5P
zHNOA}QDV1lIvE#$0|EE5F_g){Cj@AcGx&UVBh~E+H9@udY6t2qM3q@^JUrO4G4E4D
zNX9Hu-}%e;H}cPIS{iUG$AX_Sh%2zv*AqM;5oAYOH6^8FW9D@}bSbk`UvV#5J{_}p
z>+G;SFQ3aYb@+2eNDaLYZpm%p0ng_MXXNnrzY^4+sde=(l60!}ait<=W?lh$|EZ$A
z4|H@VS)fAp>%Tzq5QAYcD>yYj2n_6NG2M~0-_dfHedW`V_H|`>b-7HSBs?^Bt-m*#
z#`zDcw(sqAqVE?#I>#uy@=se;-vG~sz-d<Z94;zLxV*nAqDmrJ2r;VKy#AqczqCYf
zVwnO&`&B_fvNZO~pMN=yJ?WjOFu8g*0FE4(Ny{ARO)s{v?#)qpA3)1JYv-L&X^5*A
zZr<*HCi@+!d}<yTL78h>P_D#23-frvDhDU!Q<(pGv|YBg;P>64a)_C6bLMdrMAum|
z=Zw)=LCMyX-$@DyN+|V`qVyI5gEf48pdDz^ZQA;xdet7oXw06N3?^DpX!F?f6v@D?
z{dn~L^3owgg;AV^1_L|J=-nUI<Uta@_wO~EN+8;au}sp_!^0j`vBj*?=k*(=LM#06
z+n?shdGe0lnUy+2+Y|j2kBFGML&jm~-CJ;aZnaO{K~y8hj|p>Y@o;hC0WG$boBV#T
z$F{30CXx1y-;C|~&DGB|im5=3=2dq=WRI#(1y63>a2`Zmz7_8gA;yQwrL*+URX;u0
zsX7wNVll(UiO;(2K$U($_j;txZMdcZ*lw@mEC0Llg-{NSJDmo6`jcG`Ft5kcAGMb?
zGXbpLV_iFkmO2oKcsfGDeWT^fu1gqD@1UZhYSr4LbC~OvZGFezY}}W5Sg`jiocc5Y
z*_pVIjHRe$Q>{0|BQ_9L`ka@bjOF}?$2`1naDEk}?5BJH8EEgAthkcsbR&4_B8SJ6
z{aychLREO7XzRszuXQYwLyU4Rb;fjE(tt;AG>f*nT1}iMy`B0ObFNKwPuORf^v~hY
ztcsJqNnM{Ra|a~g&=O|c4wbjtZs!WOmd(77u9qcVLW?xDowrtRKf?rCTok)+<yqi+
zJ~A>VBWrDKuz_xVQ4;~6vs;K|Hq)=$c-7p&CTfU;rjGNmrVmxFxkaYN*>QoG0#~~X
zcK`PLroL<<C4pD1nku~P+p!b=Nwq?ld&w5Bipwt2+laVJ56}IB<QGT2T1f`sg`d#n
zV`-joC|+$)h)~pB+hEu|BG8jvrNqTx2e_W&QI3JkzJ=&nHAh|ILkS7@(zBwyA26$C
z4QC458E~dlTXL(ZXz*!tbjE_-k{zTo(A^+1MdS87S<_5#V?%bSy;Og#@$#rTE#r*m
z{2Y(Zw$wF(n&e4;_I#%P__3d|K4kz;dytqH31n}k77wABi)E7keSd!zIFQOm4;+S}
z_bFk6%kCDSJBqF*{lgSP$m&~bUf0O0v}eI|EXHLN_B_wGtbLoDAAHO~Y6%gzI~mK;
zZ+7TaHL)G%g-_mfP9`YUjBbviYgOf4F<(Sbu9a#xAD@CJxX5aTy~;ksct`lTuuT9U
zUvDKNx6-AUnfmlgF&oAm3S8r0`~Lo1_p!{UmjxqF#((QKzm`QU%2$-NSjc*%E(-N%
zbi3VDEZrY23B_Vmx)a~sylqnNt<8VbawyNjQ?G?Qe~xN`5yHX2%7ekgqQeYt(qP{0
zLkbVW&hm7<G#KWG=d%|PeD-)oThiy?`HU7;0z)C@!4QLyH<9HRDR3H2RjU6;51%QA
z^>6Mn;Y4{g?ECUe?ctyzi-CF{0xF_lpt3YN-<t#4roVqm$iXS$&w!=ngcPGXACMb1
zl+FiZ{ms>Z^Q!Lor&#hAPnVJeaE(9F9X(+&b%nDlhJjOg2Jl4{RF9>lj7&5v>^PRT
z<>jsP2Ok}lxY2^QvK>#JaC-ijeO|Ox)$w|<o7ybhWs{EaYX~M18&NU`&8v0iiC(O+
z<Kt7m(F>iD9x3g?9w}iq=X`@$k<zWLy-St(FPhAFgyExF3ExCUN@cR3Y8)hm@_wE#
zVHO8EiQ5(I$TEuk=Cc!ivc6v9JZOF*xR7ul8LD{Kg$WLplYsLp`ZY69kdSV>0iYWp
zz;oK4rv&JRBv8-@Md$*_0U)27&gVV(?Uzx&Lm~XY8S@qJ<O!FE*o1^Y1f>VaM}+hX
zJj(>3Vs!%N=5_j=p1RPO9QsOqomY5MGgQ!LatHgYgz67#Wg$!}IAeo(VxGIo!(b}v
zeYw*EsAyaIH3bChr{Y=QfE0%VpG*8h(#=#X8S8zoXGIxK9L5g5f+1T3-KH@rRegJ7
z!CRj=U}EI2qr6`h^q=;$HLa6C{=9+IS&T9v#)NnvLy<-ar`04UHnj)^IJaHuK!$jP
z2_T8fKMd0`Ff*F~3?K18AjET4l9G}fRzxpXW3?Kbp3Zx0vw=s=;2U}!q5>`%-~e~T
znugvykVP<LIM8At&hW*>$1j2BEWp8$d<6dU*~3z8sXceve`Itmob2$B;9z$qAKihl
z`8AFm4yO9bS}5`9V3wfE82LyMbBo%79&AiO_?C!_B|PZGi&N&9@lkVFXmS>f#SFpY
z9M?=^URl9pAbqS&DdplR$tY%}w6#97^vqXK!#7m-SLy7q)&fti@_r1-093PV0&6=^
zaz+F78c;wGBOa;%1a{!LDI1pgi9qlSx@ZCpiG!y*bRzUCaw*&x;E_vfaNBVhAvg~o
zi1CPtKL`iR5~z>Cqa9B9BLUd*^XE^53V?*uNG$$n{Gkj)Rwn0>miiUC+TG70j~ET-
zLZgbma{&OCU0Gjma0z`#@?_<$<hHkVVc<%A{m9q)EHRi;z^4<IVdVeS-IvEx*|zQ8
zC?ti_KuJ_8WlDxf2~DWTRA!MeG>JsWR2dqixyVo~nI0CI=adE|OCeJ#SqQNt<36sQ
z-uHX={=NJAzWx2VpWo9T{peozy6@{cuk$?4<2X*P;r6vq0Ih627CNQnY^$u#sG4=%
zlL-<$7xvgmjuXwUxi(<*Jz+JN$$_u+5sW-o3mnLH)Q_lJw{~qANCyKTkZlUR^~#=i
zsWLxwh^f_17sJ9p-L?p6Jfe7{@vo{LA4n%D3JT{G{VhEPxo-RS=bp)(vGRL*<DenS
z<p^KW*qHpSmF+saudFUy=4Vb@spb)e%htKS``%Kw?Dc_YA)&P~2?;;;Wm?Sjd}M#3
zuWj2weG_r?TUn{EIZEN>VuKbCk&(S9nwcQ+S5}ryZZj0wJsUPdX9&UefbuK!W91xP
zFXde<OM%8lbm%bm=%lwi06igQYIyZ9^j+nl2Do+oBj1!(wv95wyzLZqxDugCSut8x
zmd59j)Y`08^z;!LY~Q8LFFQZ;o6w{kVoSbwvfq8(rh_tx%s1P<CZE%?HF}uYCjGOp
z;mhp8CGu&r2_b`7I6<h_#F>bY>OOzABT7>cSUlA3@F3Ll!5!n<hs+gdD9ZxCBy?tb
znJTII61r%So<TUc$n&ox!2Ymalikx(^D<Vg+O6)eelW|FC26MaS7r9@p?9t<BpMxQ
za?88htn#f6X0m(rNc}4CrZ1~cK7FcRdSBYIt<ru`S3g8Tq?jZ(*r>UjBnTiI5w`&1
zM0Bb^<PQ&6AT56){oMb66m9YJmhv(2EtA6rN1C!{fjX5UD|26)>g?>4aazJ|+dtM{
zw3;s{=>{XkGm#d$>Fm&wUp--N><6NEgB&%pnQAallI7xCR*Ahc2#(YW=w|~t=aj=6
z$@oim6r{S3_KCinE}8on1bbp;1fHO`4|k;nSg<M{%pkJYWQs?{DfM?7$(|DRn~)<h
zRM^NwDO=>*bgpODF@2-y=~65CXB&FO3&hVCNLZgwuz&Dl*0JYx`=e&iH@py0klXfl
zOGwPZICIBe2?uW9{<7b6SWd7`Yn#9;t&df_TC#fT4Vy}~eyyHV3^*b#Ur~7fQZ=*>
zYCl_l4zdr8d_417U(#rH`Lu7tPa5rEY7=2Nn>saj<w|6K*zE7`y!HuUT*E%V(U2Wh
z4yOq5oX|EwG7|uE2%ZhXFpCHb4CH_z%v*5WK_OzJu;D_MD7lrscrhDpZR&P*D?#8r
zhcn>7^t6yKI%^)p&*Vdv!=<K=elVKQTO&B<qE6IS^@v-7xydPtpj6Oz=u)EP%P;3I
zUc4Bs<NNvr(arp1rGa>painnr97D+EL2Iuoy^MH6?;6+E(GdXm=EV(}ijN<cf=^Ql
zW39ET{3wWdXHx@1Lk6nvLF<$I(x2kx^1yGeA_%m?3kt0RXeQ}7Wt>ZW@a44_rrBH>
z^tYAM%K_YXzcY&BF_AHQx;q#Y4dF;Ne?A*QS+&i(chhFY%2*liDfaob;qsLS!k;^s
zG;N;vc$XM%!tF>Bp06%)?Av8pSGxDvE%WCyVk6_k+b2#lPOd+7iWW35?6hYmQSmf|
z&x)O^CuvkWu|P2C>K08+2DcRl2V=<3$cT2hSy$KaMfjI47nMVxbky1FQXZw<?`Zec
zPMlx_)h<{tox4ZEU{z36RcT){t+nh_-^NAjKt*vXStv47cTd#KBvX%g@4Y2|Z7|wr
z#d2+DDtHe4fF*?CyF$WPY2iCV(LX-WR6p`qvO`{$667%|H#wNhWThnO713yh@&1~c
zo2o_en+)Wi3scUHq-PsOe>9RAw0EYB@lZd%CtuZ6Rc(K_Z_`X7GGbhs6}wQ?*Hob~
zE0Cl8Q=ImgwvJKl<gME@BtiaJ@);iM;J0%-;szeiNsjsIQrBbBy<2N5XJq7X=ASZ}
zGb8!2A#3cp9nE#9Oa2!KO>rTe%lV}m((ci2q-P7t${VZ-FgB*;O-rsbO25d{E}GJa
zPZeNXQ1dr^S)oaP+MjAh>$akd(qn>yC56^Yb9%ErC0XIgIWLv)H`SHqTDV@1HD*!p
zP<s?#&nn%b^Y5PuKb&joHehZ2O1Si$0sUjMs9#dC_vz%CO-ypD!eO-()4wb*U|XPJ
z{JEhaqgqaHuZ%9D9J(DcD>m}-3!|d5c#~Ru7k!BoK+8L1)^7`p`yEo&QjZLOG;Srg
zV5v*dKRnQ+(fw=h8KiO_I`a7TqN8Q(kyESiMIYK)UA+$Hv72g3cJ1R@FJ<JyW@gI%
zXm4^2pGe)wAY3#d<tF7UmbjlWWTHns$xFT-ATO)u>)|nzXLi6hM<X?SMBLLu>`B3U
zV~kry=(#3RlOvuRgsdI7?Cg@5<T)uU#3R3kNB*_8GGU}oLPGs?9__cn$ySc7UZbxm
znbYUm^@idiJn9Ym8NUf->+#&4RcI<S{cMm@=VrNTB-NZ5G5n98?UFXx!#Z?$rg;IU
z;35tz+4T2m$u(FuqT~rE%rW4WQt*<^u%FZ3J?mp0$HZVLGv&q&+T9@{p3pZqChjPu
z=p`%b$Zx_<`0`(?X6U_m{)J{qo><)1@?t`i7FVm7K@2x{)yl%#1lvGf_csM<n0LPV
zfA-_>*DL*d8d3xA+*zWltJ~hw6L#&|weg13q@>cC=yk*s4k=sdyLa;uK=@AT;!<%9
z8ms4FE9DZ}9%9H&Q&Zv1YH9-f{4mk@XxbAR8cGQ3Ww#Yvj>2;Zgm4bxHwl7$<7ZnU
zM4>O-AQtrIBtL7A#R|T3i4PuSvnf5v=%dGumBH&vVBtdJ_~NWAd6+?61Z_+EFw&zy
zjR&QmTi!YOvI#UpE`&mu4Fn}7ehE~J!nZc1ww8Fra%B`2E`>hEzoewZP~ygmj{g2j
z2!EzO*RER^h$Gqb7OnzO!X2MK-=k-KDHQyMMn+|2W!q9emX)z>+O&!OeLlX*w{MPw
zA*Y=<j~D@g@pk3jy_V0m?6k@s_=~d)d8QWetXb9uKBFC>-(V63Rwo;%WQ4&7?rO04
zl=Z8Kix<yDM@J7IKX%ON;dw${GmUIm?VppABP%OgibR1?<K9|0Yv;~t)1R4HSry18
z_07%0L6q*mx0F><3N0u&6Lo18h0JrCjm?AM{Iio|966D=P|_DCUv@`3yBY58?r=!j
zbr^RFsy<00?~UKSc{3J7;-trq2_rWQO8m`l<RT&>Y@D2uN64MmDY$MFQP&I#2@!`C
zBGG;PIj6v+1veku%%w}ip*~q5Dak_}?foG4@yRg`OG`_b25~~m_P|gQ4gl^OM{kmy
zoEp7%rT@P_ah6B^CnwG<7ndGRQS$nd=yexPQ}hL0gpygOHZjo<;P89(CY_f1e_GA|
z#bW>e=f~f4*`K(zs65HbE32%WQCwUM@0aAPvv3uKDspbH2HT=Vi-;65F)^`jghrFZ
zYl_9HME*cr!bsu8Ew=2G0iON&jkJh|9FFJzY-o~P`S|*hoCTa@JA3=`*4E-3lkiaG
zK}(Mi?IB1!kCN54=GxlJ&+X1fMsiYwi@fc~k@fIx3qpe1iN^g+6%WbBj~~mz{Oh`#
zICi~$*p*o#-+uh~zwh}e=ragq8pe>xM^Hy8pXyx<A1z*Lv4XSU(xpoYsZ_^<Sb+v>
z1Yq+htw~e${9am9gKlDQMs~K(WeE~5XLoev&i%+PEhAHnM6$iVUnctbm*b=3<1038
z%4_f?w+~cdSMCKFtKx7%(nSKKml6fzPkbv53R0S25N%h;$_|L-5Fe#oL)lXck6KzT
zqtR&X?d`F~-`m^$(VJuB*TSX~{(qr_Jg&iQXl#54%2dMDPgKFPf=*&Ci3uDW9EdPB
z44M%)4^O`PdRQy2S+_2#wGDM6o7qmhnff2u#atO{iRuVmFSgi@Q2T+vrAi9kLKJKJ
z?~(iwT>3JU$H7PsNgfW%uVr}PC)+xAY~Nm1Q={#j_vA^o)(P@XZ$~$5<v3tzIoH6z
zfXJ?h-Y?<D<;(C85wxzoucj~}M4ZfESVoMx_BSH5%K46+6kM=ioAix}s;Zf||C^gm
zJT&Y=O|GQq-s;nKzpBZbvM@Iv9us26F14s|pb&B2JbT97+S=;Op>j=o6`a>(;oFCJ
zyLN4Wd0Oj6e0A#b!_#?IB8mG?w;c%o-y)FdH1BfizZZcB%N#nWczB`=uvk?v6UBlG
z0Iy%?LOXE*fp&!82*flFViN%okqD=E51k(0Bhg7}8%`@!-tCaJ!6#A(n$PwxUxHDe
zJ6Z2CHok7^Zt3NvY_~zEyrKdgWph3>HtwEfMF-Xb@;y88T04H?L`QFLI3E216n!p(
zBlvIu`pQ&4PQ5#WzaK_RMXkF?H;Gh}dPYXU7ccVc3Eigh`pp|X@6Tb*)#PB_xR*Ns
z_N#dQjw*uAs~)GOc6|HBeM|RYw_f%<azxiXVScV{ZCwT@;E6X6CFX0yCM3+r%gdvv
z)vH&}*_m+fCbEGmJB*Bsc0ad*wqc{lTsk{XFgpbs*V$*zoN1k#7Ti$Ff!r$9j3w`f
z%LqpXnMN^VR&OydRh95Za<ss!`Nr+}e)pMA|D*~7Lga(BK_9lXd~vU~VIhjvFR$P8
zLvMOh$^E`@MC8cOP~eRliy&h$?Y%3aa#H=kfyGcJG7fbe>HB>{4bN-X^F6t=b<Dos
zMY3dXUlCObGg@oF40UIgELk!-I@%5qP(Wzt&aBFf5P|^1j(a{{T~%cR-73+cK-E^C
z)Au2h176jkDJkpHEQ^}j31&1uBqU@Gt@(}J+uB+_(EJr@)=5gfdAMf@9AD<y+uKwA
zSoDj9g+D>#T@AQNc&Soyr<66mk;>`QQg<fUXhRA))yLpo`0VxT9WW-s`ourKW4}jR
zkY{FZU!Ul=#kkC~SFg6ixYZQV#V;~)&$l1hnVA8>!BrephIe3Ww|y-4@mac4Jo6EN
zh|c8??0-MJqzhQg<PGlJxzp?PX)#DV-ltntqvlFb30owyBiF6P+S!@M)6)}6FeyS;
z&4Vcz!Yjl+d-iMyi^`jumw>Ct70WEk%E>WS?SjabPgGQtq*@IP3z04zxhI$7^o|qo
zaXI|I68?g*F9$N1n;V_3nzleXiO=kSS7H#-HWFn4GJGsLV?yif>I#LdW_Les<`P(L
z<v1MX&Yeqi6jYM;E(o&*ApX#hh}tF*#b|uz=<F;xX=YqP^Z53L4Oz!b<ji?&)Q(Hb
z=G@W^fthuE<5`*rS)FnAdeBuM=n_v-=OH1}0|%Bv;Rp6*6~rXxamT!(J_7;SYEagY
zWr7P6v1&#}#(3+YmRxsHA~_)K3kbTjG&I=Zj%($91dF7C_`Cs=plFrH@urR*J({Hd
zvo2BRL(v(fk?$>G*wf;$>jBJ|#(IKhRt?!#27CZ;GKp{5vW&P6Qtj{+twhCE?>%B}
zZqAILZvpH^`4cm2U^2=G!W^OoqJw0y$4N95c*?wd^@@#xK>g_P<K;N7#BNMmO>293
zJsB>-^IRxxex4{1p?;$%yTgZVpu;5Vl#0a@`l;3i85DWmj}K&ONDd7TKUR7TF>QHE
ziwH6Ol-PGa9J&`G+Jt0XfhifS4Keuc+|&5p;W*e}P)pm<f~4r?ty?zrN&0v|{#f&H
z!JbWJ{Pov4cy-rjnZ&@vtP>K&^x-KuQdVJoTgBhMcTdEB+Kd@-J46keS!>TmyJ!61
zXb~et#9K@nP=|IG?_7e>SnR6`i^&;Sn>$`kUHS(X;O3n>D>iRl3i)^42tpHaKp23{
zKa-Ji3=-Y(`!cu^)UYo5ACvcjbN0%$Ye5i)j?a}ocH)G=nWweSpYJv`?u#LA#AOV|
zg74qI6HQXikw$UW21R2%z01Syx8M-4O6U5<ZsmH}-xbL1XD?q8i|cJSq%GPzI|GUO
zf|#!Y{o$mDKlmSmRJ>@S6d|~9&5IX_wosyd!nUXe3`{Jih{y<0kH+$0=-gG<j(<dy
zI@k$txI8FqJ-BbWaB_Xr^H@VkmsA%Un*ef1f&j92?_Lu0QJ>t|=o&$CarZ{}2z+R2
zQXE@cfAsG=yr3%)Xf9oiJD@1ITm|5TklF*eHqk6P7X>n4vls#^#!kQKaZzHi8nHyF
z!P|$Aj}NK$#<hxwbDJlJ-w`Dp#Lu@+h6BZV$2m1M<pnQ8VpeKi<h=mEB}FY35_*6<
zqVe@iij$KQRe<A2Cv(Xb61MBL{x)4^qb4ABAx5z<S0yJOMeF(n(IheXMKraBqmVOh
z^?OSNy#59t&w7Bw4lapX;X!#3Cm6%K_{)nMwn)`Tsz)e&2$K^KA0H_6Iu`gTA}p)|
z>RAS7^5*m8nPZuHeY&vvO^&M>`6bk0MC(W~`aVN>(t*W6$`I5JO+#1qh($erlWDti
z0?r6Hhl4XS<>3C=y!6%Eb-m>9bB@EQs=R4a+4JYKNJ_eAPZa>J_O322%4@9qksJ&J
zNOgodLizY-ZX^*2lXG}^F9S}8?2JfCaRThLwvKIDeyL<=XsCj~(GVV%0ltD1U^}eH
z13Qh@2)??G&>pZDxnCvxliy}J?DLrztp1Siu?|ihbKn<vRE(FG_f3k449@aoweivA
za8HH@GaqtdJiv`F<X929++rI=g3|Jlqal7me8sJ!qq8SeQ!60~=-9C@H4BJ~r-XzA
zb<%bff1MkB(%h)COUa#WzQC1*%n$m};oak=rCNNme;?i2BB~q2R(Ky6<^3Dduwf?<
zM}h-6Aq51wg~;jqFNnwg`Qz8*^*60u7bd^W<qD$5OCZQVaivbZ9vC=USzS%?X{l3t
zeajNtmr*yaiivw4rAs#^u5c;)0^?;QmLCvc-9A2HLmGgC!3L`I#qd_v<jpy|;TA7N
z{2(Ek)s>V%8H~Ext*tl$B6#hdh3~r%{hplpDUHLhClx2H9AY|FQ>y+Hxb+<{oZbO#
zHTY}^tS~fbwqLt`{nH)y;$$UG>6s=<BP1aidH%ws@iU*^JsFwwvRUmAk;^&0S$@FG
ztP^i;JK9=$`uYJxM-In`N@Tptj+e4dpwLHnVazK9%eM>=WUhOgTYV-DWkH_pCql`q
zKzOG`BT}(Zh}AZ3ZmqptEC1dlD@jU*bd87)-99RlWrJnB13tnC2$GB!uz7>5)7s5#
zE-pjdGL_t0ujN3OTaIO9b@taPfE3n;4+o<*_=I}<xB0o?>({Tb@SVFv<?VTqAs9P^
zi;0PS$Z=hQ-&h^(3fU?C?#x1J!h?emR?mmvsUoYO5d7%TYRH8XRgf`d<m6m$jX|3T
zqYRKg%*3FIj=sJKGJ!)*P5@7p__5>0@jpuF{w48<I`Q%GO(`mGd0~WHa&|JIKle!E
zIdImDRlWnJ=sB{rMRdNp>mx(<?rwFBbIhKtQxv~|{)+<NaYbT8Lxzpqy2bcld2h|y
zXl>GEz=PZYbC3}T3xUkomIuvpX31FO2SILZ3ne^^GG(q_y_(_8a;8e*e{czkUnu=E
zp8g6vca9nU4rz&-o7->0$)u}q@vvrM7D5_*3g>a=(GCrqHt}Y;ZiK(8hj-)B0?{ct
zkZd?@Nx!nZyxiK+@jTR#;t~>^*RNmylXl@iJ>YP64se|igeP+9)gANo^%Wg`GIlZ7
zpWgUDvvj<l0}7|Zhy63<-o$fdShLA`Wju^uAzo(&ll>rmc9_2>WmzI`fEBWmdEW7v
z($dm6;EPAu$-76g;p5{&CC#hC=7IGuMUi9p@6(nCNBMRfj6^uwomUQ-H7DSg#T)E)
z6=m*)b1*Ud4U;K8kAF$hlT)Wo(HkrfK`>2Y7Ih%=&`jd~gN&}B=`~L6^`_aoni`<}
zbh?AHgq+kET|#dz{QC7P?DCWKYvKCteLY>QIx#<!OV3P1WyZ_<sZ3T@_6&1#L#uuF
z_D74VBy@9MI6rKxS-sER&aSkoYP<Fn6$^)Dte+h_c7zz>S`xtG+dqE}!qvKcanu!0
zj+mhj%0}U+J%@#>A)P*LI|13W76jnZC}W>Id7|RJ<cybBQWd2x6<Gr3aAKv+>*we9
z*s@3%M=wq3dJ`Vaay2yzZ;?&M6LwcWcxuC*6md=4sMcy5Tl-heo443FIce!>Y3ep&
z{35TK%e1tF>+n^d+5Kg|<eQD7W73GFL{zfckP^-$ZZQ~CZZR)8D+0kj?dOO)9TH;l
zYKiVq4}ENmis7u%SGzbGQ@hL<;|VI!9wAcYPiSBhn;ZN(BlhOhUg;YoqpW+;(o*!c
zI`*k8Zs`v;%QZDE6RRb`(c9}E&P$+M=VOYBipX<HaT@C((X&0n8eR=ab|tc<W0PYZ
zPR;0+69qC<%?hJF2;PJXN*)=~a$=%FT8c{wr*SqDelE@&v`jX7m5h-XLL>&nTs~Yx
zbs;)3GydbGHt4evF%j+l?*cB<H}|(AxDh}4w=kPnBgg|A(VeOicV5<-s15zRbUF+}
zL;iruPL<@Vpkjn6RVM^YRd5j?2na@YaDzQUQ9v!?p)3b*paGN>A&=m4t7Clj3%4}s
z!4iZ7enk2=?X4xw04+%Uf#kSmN1x|bk{}R31>cn5iAb}zW1pa1IZNF`rywbb8)zYv
z=9(z1vhKcr^=i(ez4ywI<G`oNvyDyCaO=HY6v9a)GR5^)#Y^GkF)%!=rLJD;8>2JI
zOiAa*c1E57#FGOg=S`T(LCj?gXhZlU8w?AO-MF#x($=Z-P&0o5Ba`@onb8jZe4lpD
zxwLxnYpJBv%<ynS7Vwo7A6r_kfZhPBe&VtI+bbpAZ*n$n5N-f7WAh{OA*{`IZC*&S
z{fWuRj_=<i0aq!F`5-L_j)<58?+3VYCG6;17xmoQ#bx%274bV_autzbL3q6L=uugc
zzYTU)1JvP%_c=w8=C-{3%TkOFv376>^=v);=-}&dd@GX21JB6F$}+g)7Am}RwK4m@
zpw#ND&F8|xX4}`^k3ixs%px;p!ozug<FCY93_9<GO@WAm@ZBu=^oE1?p_illg>})T
zA2MldqG@T&+<;&z&4Qz_(BHjertknID{w{e-Ir+fU1yH1x}5Jcxl#7ZmoFriUSEGu
z{10rEvPbWiCz;U#kmd^H$z-h{X#?skTK`pT?0Z2!T+aQ8sRdr8V_UJBCEA9CKWf(T
z742bNePLu!gczhf(%Wn3cT-y@z$}+qw{H2yYtKam=$0a?w5xJyGj)gc9DUhu0?GnZ
zsI07<6s@YP{Lyom@$UdG=Ujh+oWV~A;LRt@R?xz_f?A#fPhD6(!DJo4t&nyO+Vr-~
z@Y>;UX_#o+?0@<+t-09JlJ@x$ni~2p?=x4--w+q71pxjb40I~7_9L*1E8f3fgn(ZO
z@Ou!WVbJVg_h%{|$I(c}VQ^4nSP=4vb|kyS?(B;fELf%1_C}nOkCSuG{)mxRWP^2e
zl-(zN5%1-uF;r7iQ#r=JxVC6fPf!;7I<TW3Mf}|df4q>v<zTf%0B_iDAO;1SONT~9
z8AOPU5}SwXFOpwjJ{P~Ruw+rmiLS_|&-eL)&C{5y-yI(b)3#{4zrlApo5<hLd!6jK
zpXA!L$#SaRtiqiPTT9~d|MI0ST?Kqm02@8NwsMM!AwXoC!hq0)&JEwaQlvcQQNEKe
z-||>fH;MleiT8JYI*h&qjC)M-XD<CG0ygn$h?v6>vs*HffiP)6m?17_j037TYV=vm
z`7o0M_A4A2Vj9NG<C@N^;Yt3c#jZ?@Ir2Sb1J=^qyLWD3VIiEdW#;fcuc_JJGdP=%
zFH~1T6X+PpEmc)jiQNylK3AEf41wtXz+ZN=jML0705TPmka+ku%4MFw+dw&4S${g6
zzA-lic|kU>kiP9KF+F&N;4nj4sMJ%lI`zWdmmEo{%9oJL4Do9$U%h&#sYb-NZ3oTF
zD&D@$Y?#&^7&6=GjSfJPN7QpWRO#o6iqs?}C4qT$E5i?AWP%Y$x`$44fH0mtI-gFZ
ziq6y}IrgitKV8Lt<k+LU?HozV)F<`c&w$B6oW0RxUTW?92eNEFlxKhIO#jf5rFfD8
z3Izq8{pBc>-q|?L=)w>2PW`5StzN%={W4}kBEw}a80AHbS0?qhn>n+;kI=uuQZq){
z<&`Ukspq&U%~gXN0L&ufkqXx%8H;*xh2wckfrL0_4$;4|Ld{Mz`!}={H+)p|?|XMR
zHP2PO$IVJ7dymzbDO$Hf6X|g$RR5z~2z-XRb`RG!mOLJ1OpGY1Nng*te|rfRw>yd*
z%Zafh8h~b{<PrR{vHFik@Q=%)ONqfO9!F1{Kr?I>Kz>A%xbDlsQfTsQ*|LQ|5qQkR
zSA%5Vj6pzux)KIwFl9(nQ$T4i)_cT<GsEA+TxBo}1g3!Gcmt+ji{21+*F(+~ZcCMv
za)tZw%77h9P%ZhVh#ZEXNe&JU&+InzwicPW7VxuUxdlc=%}2hEV1BHld?sCmB(6ww
zkTcu3x<(L>9Sm}kY78HzrT8vbumGj29Cj;*yu7@!swyVhEyl}v)FkIz&<bS8t@~j;
zt++?&aLqO0Og_;q=Bbf6mL+3N#?Ae)x)K$bhq8|Gw!!87<y!xciF+?mAplgc0X&C#
z2^k$XQaP!{YsSH7%r^r%(a_W+L-Z076U)%|WMg9kLdZDj7;zPF2>Owq00xmE9$1fr
zEQLWg2U1(f3<LNlcC%pF;JD_~)1H=sT+?2ROuL@*3T>D+KX|P4et;A3$_e0%$V(n`
z#=G8yDH=VeudPIs8bC>{<8ks!6Glc=;8W3(P4O5fBP&QQK$<crhB@)|VHy*gooz^)
z55F;7RfKdWQN#@*+q1?Kl41m@Fc`%E)NuPGe&XCFJ~=oc2Z!J7d!JMQ?2O*C2{Syd
zbC+1MEVfdZrSZhH7kRx=b6V>A^x~Y!qCJ4kNUH~>3R0Oz#`~6}TWD_KV2-OEM6!Y`
zE)I=W;s=gei64_>FoeJ<Zg*<n@>E8NpC749x_ym|qK}?BwGh58!r{!aFJHg%Pyq6F
zOP=}he03E9yuxCmcT!fx=3d_34f(0DvFbo_FT#3b*I^+cA$ETtLvG3ZcNqB1?I6ws
z?@t!g`1YO7u^frxsv;A~=<>I3^?x@n4sP2PAPZs`zQF<w?qg^<v#G<;QQL!z-veS%
z39!agdX#h2VcZ!2s5nLPq1}hm($YR*x}evG4z-M?rbYASiKBUQqRsc@mobIUO_+qW
z10GI>sk$a<EnBy82><Z>0icurc%C^r%DX%c+1dsplB1F1(#V-Tua~WU|DTf^OFD5w
zp7~s)-rzpE$o|D;0(61O$jsDV*Y?-p*+*Pm2cNCDWQ`d}Yu2uPtL3%lICcP5bp=un
zq;&8pXQ%GMpaaX^`F$pwi~!2V@3pM{@#FZB)<Pj*bJ&(qH6Fj3jPNpf(9ft(!wO!2
z4V~x`efKV}i;D~BZ~JJS{r!A-=8=GL=w2`RXc-y&Km!^Y8l1ln(k8&PH<+eE9-)fI
z9VwKkBO@aO`msFIrvTG_on}*LJ5CQtpbZ>~4VnB@(c;Oe=?PxPXKl~Hctcjp1!#Hy
zJ+uk&lDJByr_RjY(dK>hwyRY1-<bqm^b`d^w-janMnOiPfn+qg3d_i`NM@Ev#%y$&
zXKrCZdMoc9?X!hjDxg9#iB4g$YsKi;m^i=)6s|jg+>?oPf2>|nX9Zljq94I`fQyR@
z?*hB+VKcyD_$|r8jy_rUMtVz|k=3Q9vt6`Y;3K82t(LB5FlWTt);9jc`z-j;qMUn*
zVMY`Hf@B{uI|_Ayjje4U4CKgbA!RE(k+DH<q6)XgEJR|i12jB{xF<r*hqW0J5U?#J
z?<_8RE;x95#LnF(JDM0HLT@gYL=g(Xl$)`8Jc^lJQqIVXi2Y)d{Bf%Oei>~2`0n1l
zOX#xZ`6p)qNpS0yU9w76R&T7eqJjgc*-;OVDx}bJf;AqLJ-gjTni5E1us(DS=lk>x
z8*Se{^XVl~KCu~Cf{dKtkPz)Q)P1Gs!;v|cadC0hM~-}~d!SeY)4jz0aRg1klyC_Y
zLi+%y&`r)2E|w^I)e&t$_^7Y(=xA!`m-jba=FaA_*38TdHBtTInI1!5_b98VIIp2`
z$-6YH?`<hq1O}fLiaqAzo}QlB)Dy44LpnhXkI~42GntZkp_f2pWaJtdnVr~<rXm)F
zkw_3KYPU{@gIkvO+B@I7kCwjEqT~dAOM%nI$k_N37M98hwUnq5>_;*<z`4kej%0iL
z;lry)4`>6M;tKRn0M%-54NL79!(qyO>((vS)H3!a&%W<Je?M$o?Vk@jDKR`eyd97W
zX&~z+8;WE06so8<)^-uAgGx~gWw^YTUJ3^u3}vEu#=ruR@{fvoS1~ue5qqrzAP31b
za&wh<=geWG+1lGn0Che2T?N?>*&CQjX?KrxlGWq^WDuY0{GN%miYE2Vlc{7J)46l(
z*tQxpGWc~(wD#IThCSnX8!9^DG#L-1i}gL~{{6Xm=9Zle$<n_8+n5-c$@R=J7KdTc
z0ICiYSdVkla?A_Hwvd2x9D|8Q;eA;@Z<IM*3IIIiuy9?IqZdC9!v@t<IWlnc7A~N`
zx`<^p8{3|)ua^%GXv_KF$B4_x>DxIt=%nK;5DVf*S}h1#wjf$4i%inY1#kce0KW(F
zd;iVR&vUY@%h<2nytxMSL-DhdEE7;?WDu#gySb(DYn&I7w<oq~7g2?fiLzmMtmpB^
zQJMKPnMRw3s7>~i@w)eP7tf#HEsp*8yqo-CQ%4^p3=oobyfpw0DXf($Ot7fL-Btmk
z(?Z2r3H&C(7R+&TlGQF%J*A5Yfd@|ZH5m~z+uP1pZ|66eSXxSxS*dR^EDr|6X(I&(
z)Gq$O5l-SaKYVvT;nf`)`ueK;_3OQurswkHu%rha{?-MDptgpo>Omkz+X-m>35K2v
z@Fo@@bl1scv&I-dv(^UjgFaA>qZmF<4IixTq+9sLuxZp!d*bcy-~8j*icfI#num`;
zzsVAa@&&Xv9C6yQgD943|4R5R5OEtYH__6P0R%}yMm0x0H65o8k5~|*`8-suK?wf>
zPoF-GL!Cipi^gSS=w$^cy+QpM1Olw=h7I#j&@KXrhP<e2Ic)`=`wBsEjRSf`Zf)~;
zZx-g~ngt3dwPIM~O6oi*ERN%=U{^k7ImoSCsm1-^HV;x<4b*Skwzjr%Fv}BmeO+6-
zNTzV$96<a<K;#ag=SomdVMkaT)BC~j`Z;N_*=rycFBzl=ZYwJ*8*D!W1}(4zs!*1t
zURQV8Z_x*KxWGO&)-@Eyq%B*{U>K1SQ(>y&G07QX_J{?IVoG3;#shvJ*9s%=zq**T
zIr#I>8CN~cVj2m+BT0}aID<}KfI68U+fC}@?FLPWAb!5&6ITdhA)7zuf6VkTl>#V>
zlfp$Me8+BG-5_0wluT(!0sRw)fWyCX`<tkuU<rWa{Ygg_1Q|F$E6}*8udzLJsQv5L
zhqq!;kO=|G_g)jiCmM-Fj{Y8W0R<7`K(u6+qiKdazCAaw@!E|WE-Ev`>%`GG`t|@>
zN62pk7jLQV6z%~#at0@-#sj_5zuSQkO>zXVBxaE4)Pp!(fm2i8&@jQ+0gbkAEd@%X
ziwvL-Mw7{|wJ%;&WYun&4bBEOzyhKcDatItHdwP}O)1)Cr`lA=Y!eJIi8lr%WAo^*
zU%UG!CnjVe1R*U0+(j_>#arNuE4XNpEnYQJdW<@-7(l(;pgaZOoCjwCzEOK-^|A`2
zvh_KlTYMIy7Z9THz#qT{&MHz6I~AY}N;pE;Ocix?^Kd$+=eB4iY(*t;<ta)GYoz?j
z=xG1px1%zkC{XPQ1rU!_95donPxY1}_&>hhUiI`T8EtqI{_Nyg_+U2dx4OizrcLBb
z2PV^rN3s|OuejDxSY4`g{*|3wNdRY(s3y?Xg5oj*#}e^<AL(uMf|n=BmB~m?LXsgv
zctH7xPe{;mE!iHnu!BHNz$1Eldr9jodFKyY3K_04^4L(4W#A)}Vbvb-`6nD_0|DQI
zmq>_tT+Unq^bP0EC*8svUT&0?Hum-pM@;F?(S}_92v#9YXK^@xBEeOIdl2>YMSRnX
zadF~K<7oc|nM*Iixv#-3cK6=BDtu)B5-tiHYw02xNy&K>0m8i6e96pcqPx&HHI+o-
zQ-$pp%&*~tnYv^@rAEN-TfZ4zMtPr}uZ}TPZNO`jE=qs=SP(1);)=EZAO^ou%h7Pa
zKLc*BNAcqvh+-mJn;onn1_(|%i2oCYjFUHJqWbfJW+=HaAc45&4klBQSapx*M4cZt
zTM}U(qgC%bM`**0%*;&Z!$4M@`(dZ2*Xau_1w}^s-oJleR$e|ThYtfmQ4Qnh1>I{D
zXBmksDxCuZ1DA`H<mCes6IX#D(-YD5;lpB_FxR~MZZrG4lw@VeM4mUG_9wptv66DG
z9RBHtM(Gkro-CLmgb+bSE5XTimq!pkx-W3|=OOSU^$p~Os7{Hvh6vR1YUIl+xK%5z
z4%T=Z>y6ms+<$n3&^7JDfg`@aScx}tN89w2XM{j0DsByK`d>|)5%s60N^U&2+dw&@
z#j6MA0wM1}29cbZigdW{r{BK&7tT*b){^xM6XEQq<IL6+98I5KFYH{~J_-A`%P+o=
zY#0ClB18!2{GkhD%%yi?7Aq33V~A;VS2PQdD;lp$`CfEnuHSU-FQ9%$rzTE!w|ynf
z(Lkf&S${)V2EdqoSipHx8T0{%^#J6H0rBWVlKjZn0hXYo(s~`U^%6l-SFPGE{0uCu
z8T04QClUgb*<^+rK^(Enb#nIrZzURvPBP`3pv8a7!Zy07l7<Dsw-3rI=PzWGCid2E
z6Knh$2DhG$xbm~#B8Q^b9CmAMGtB2ZL<Yve9Tj1K<jo|_ijTzM6Hc;Vh-ol<su~}V
z0g8ukp!)gq-$Q@D4bXs*CG9_>2CcZW2ie02J7q{+iHM8L@dfzKM(OU^Lq-sEAjKOP
z94tFgs}^cg5n_V~ST}`E+W89?%Fu%*@-AZXiz)VwBRRiGgdnJz9#mJSfM*PVVOm;U
z%>|fdJF1ARdnZ^-#!XCFEi5X!f`RX7C|ELEh6V<R9X@$}C=dukjP(1l3-9zzXw~OG
zuiPqnNKD+B4W$pE56ImBms`!}cf0yuIMR;-#Ka@o->uftx?QmhG?D)?o%$aP)1hg~
Yfve`TvuiPn!hgHB@6}4vus-*{0CgPGn*aa+

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_training_25.png b/Documents/results/mnist_training_25.png
new file mode 100644
index 0000000000000000000000000000000000000000..6f2f2acc449ff85b51ae733a12ff5376dd6b5686
GIT binary patch
literal 28241
zcmdqJcRZHw|37@9tc)ZPLUza~mr)s6g-|xh&fX)kHDrV+C4`i{W$&`G_ugB!Y{LCI
zdw;*5&*y$Te&64H|MUCfzP)=tT(0Z9&f_?b@fy$P^K}H=SG+?^NKJ?!2(j#4DP;t~
z_CXM=34C052h%w+1HVo=O313>!;c5Pu|NDxV0Tx`5kW`|(EqVg#FEY7O<^Z#O(zvw
z6DJn~hsTJufs>t;t&^3xA;Xi$4vyxwHVoIe;Xf`0Gbbmz8$3M!zJS}-!IZ}@uICJb
zFd(v0w^dzZmPeoJsBZrdTW`-H35w6V;?Hn5>&l#jiMGh#tc<!vV$aoxSj$!Q9wolk
z%xGiQP`@M-oBmmgB(102bkpzUgASEBI1&=r{n_Jx-f;Bt_K3S^5{ZQ?biL*G(<<Ha
zH#Hv}E9ZG#MLjfLGRvOxho7GYLKtVPzpwJBkN|i=ON7HfMn)F)+yG%_WMp*UCGwGi
z9}+*TH|X`>d69GQu`m^`IDE>8SA*PzPiOT1KmX-0oG1}@f%AmYDwL7}zkdC?&whTO
z{HbGw-a~C|!j}@hp`r&riCCBz^Auq~)J;}~3g8O(CuBF_^L>{^R>I7T{XF4mTw-eD
zT!%+hUYEX^w$}%cvn`Hjs2rDydL8eZZc>iO(B6DPMEDY0S68>#WldLw@|FK`jJyh^
zkN;~Gj);MLb8<S*tp^n=?z^jX1(y92tE*!ZM(vS&II^;`+itDfOZ|MNZL}|5y<)m?
zqqNVnKU*(*cU$aaUuk*pTZ6uPvf`&jHNPmQg$^th78W~4$Mjvx2ssuxIk}0&MGko_
zYK!UmV0;3C+cq}bPnHLKHS|0SWSb?Wc7n0q{FJM!t20>Y%iP=QR+^kr-cBzy?`GXv
z9waZa8MRo?eWata6>_C$adLKd+`A!G#Qh!#1{%4~5y2{`!g-#MJ)+6&gUT1a?1<;u
zne|o2+dRz7%oBSX(*wo!UwUz?0|N;Wv)|SCq=IW$^%*(0e>d|miHXs>?<{xPaPsgp
zKwn;J=svB}KWYBJBl-FM#9JlN@AGlqAwPfKEiNnj;<7d-<gu4CR#|_5tPXy|g9%}e
z60{|;wY5c`cdcTV4w-=KW!A<jun+<Qf+5xs7(#)A8}LnHn8B6dBBRBgRD2Q=zYiZM
zo0^*5eE9IHXxxkDQK^$JyyM~N$!FHV5F_fTy+#F%)HgKLjE~c6X=zdMo1HDMs34=F
z^4}eEC$%WhE{n?*^?^Bo1@N<}=|_5YC83_4UcOl;wr%+auAIF5b{mY>>y7D#FOQqw
zoAqT}^dq^HcBB<Kl)VnqMQSrr?7O$;THDYt-9YbM+Zrtxym~n5GXB~7<am8&$1gjZ
z$I#F)$9YM;!qaPima?|KKH=%+-1_g|5>8J1@2@^gIy$Z)6?+ZCoQ>NM5*m7^A><PA
zs-=Ym#|17;pC>Crw^LQ8rs{&&uUz^5`r`HV4oTAQ4Gnl>V`Hv=HX4GTJiMQ(x;OJy
zsiVMBgFQm-6fQ0!H@D*OCk9qlTs}TN-0Zi^1e24KuE+cH3Z<b^#y9$qb6TnE>vmf!
z!;~in{Z;F*N^lTp=;e<e66kYuD~VwaN)@67CRazxsIHq3!EO*e-ZLV)bmRQTj~_98
zLol+`&vA(*U_J4=tm?p|GBGjXRQ>sV2I*A23GcMT2$Q4Zcd)xginz{%-7zj3gT+Q4
z8yg#W?J;3sP|)P^@@vQWw#mb_s)it*O8=Z3-jQN^99S_8Mxi2p*G=0PczJXBjNX6v
zFrAtl`vZOR^qC9#yQ`yj6%}PvRnMP0cW#lZd*b_ZG75^9u!itokzD%G6v5e9>TKEa
z@%o*zcFyebXSP*G7hnl3^rlmK{n@xfM0cxLx4+VUTE^*D*J)DGJ%%4Ye(;*KP+1M;
zoqo%z&^2tk|9h57(1teQ%NIV+1E;;cy@`QbqrJ&j^y^*nJXpw+)scY9l78{l!-cMg
zD@A1I&%fwSRx+Az`vl+8sc1@cA8Trodrc!q!p+USzP&B&<t5se^(Y7y2}~dE>C>n8
zrh<5Q?Iy%g3-alvOJC)2uZCXTTx;~k^0)S>V8Jo*r%#1<R!4(sUXg-zpw6z?p=MQx
zdhz--QNHcC?qMko9?1kesAi7-?dMGjQU!1Pf2L(<eUrgvxFqVKshwvW(37Ec{nzo)
zVK}oabh?6BWTTcGUMp*AMsBrSZ#UC(`PIcj;4?En&o)}=`LOIL+O{$bxjXK;`{~Ir
z+=_Wr@8o1Z?gZX@`t&L0{nGkm%{j!pH43v`nM6R&dKYu#^3AfJo4}_h*XT}ae!l9O
zJD8Ag?aaPm7$D)s-d?qXz3I?`;kH;2POLYuxV_Dbi0MUju;Yv3v@_q|a9QO78>qBK
zi+r7#F<vQ5RY{gZzQQ(J`gHg!IqtoLghamH37D31$dxNsWNoWp{GJ>2&7cnz8XCIw
z9gp6ui1^YC)xdy&&f&Gb%!lExUcKt6^7c;6$hf!W9_6m8tIPfJ#f!TS9z0MsF!<c*
z$t)WVTk-3_fadc&BIwFu$LHremaU%FgL#Q#?sDPGsR;=Z96UUN>_*M+uWqjn!;0m>
zdXseTqoJLs!bh9YQkIg^Qn_y?tzC!5G`8iJ_YV%_;Hh!5SrY0E$a%vkXauaNz(nUb
z&MS^oxKqMT;2-*vZn?KUY1WzWa>r7^`jLr=NpQCLSh+AV0b|~2Nmuao#fwwVeXo`t
zA)K6?VR3PxU=$J_l|2!9vK%SfaOt|q>z#3MG_b<WGIu5VVKHu3u8voUW$9Ig<mFvM
z685Q)`cV4pBE9XXvLTP%Q5SX&4havB@+ZU1JXNos<B_7~W5~Mf$%=%mEWw!jn#l9-
z+)?gM>l3$)O--5j_{c;>MP+u){TJ7+h;K3V_OPe-T8vbB(u6Zlett#QbvS4>Tu7Xi
zl@-Zn<oDek^Z57XrlgJzt$@u)%8@Rt)k2%mKuSH2+{Qz*bAwC}PjFs1d)CJn2hXrO
zNnxPU^QI~Xg|5d&owi<gq4mRxYz*lt3{B5o)MU-8FM3s8dxzsEA@T7HsPTa==bKSk
z^=EzhE)XI2GF0rC3ZfJ{7nfI6RbtrK*mlQ%o}RyOq3>x6Y#5qTpD$e1?s4OBx>)uh
zocVKnJc8KGHc_AkiJxE9R&3OyrPOL52kX)eCj>DzHf8`b1+RU|%F1*Zx?X(GdQ{fu
z%B8Ynj&CGJgP<F;BT=3bzFyPbPKt$vwYSkgzwISJ$)hVZTxi`1J43sj&#)FBZZ*;I
zSrU<&sBoMo(RE+J>~p{H&xhD4V+6H2FntDKM_dnnB^MMpW9*+i5h#5W{*_v9dUDd&
z^KfSp^%a)c6@DtoiUzPeTo+T5<CRmX)x1=my1G(XMPn>4Bq@FhOpbLUj25u|K`Qpg
zN5p-HfrF#ztKHBW_sjE3OX09oM$25LM@k(10|UFfoR<2CA3uKVhIL;N(~H};^-W;s
z+dgV)+_ub|R!1&c_Gi_BLC-a9r`uW^ue$9mL`2PxfAwKutsgNB;;%mfb3;VM8$Z^-
zm{4ke7C$V4=9)2n{p*X*$GuN3JuI~18-5xS6SEG!W~z}bPD)OW5T@YOukPgO<T$S%
z)xJ2<#<Op-D-Q^j#E$sYGc-RJ9qp_PL#&zO`ZVp#nKP1FS{Ji)E7CO1M23YKbS;7R
z2!vQ7L%X0UKIwP6*hy`Su%q3~PqMAW-ZNogVM8m{L-~Aew?;kF+UZl%rGqXMdma{k
z-{I8Aid3}`|6>J4#EKXDDTD&Jj}K-)=-pRUHMR>b9T^$n_1LpREjk*ywSBs|u`_Ht
z+#86I>U)8Kn6GVkm<D!u4TM^#$&H$&t^eU;l4q*mEy%;egLDXZYd`z;?b~hZ;e+iZ
z*parm*Lqk51TG-!gQju6td$fLFu%58uZx4x-#A#xp01<R>p4Un+dH|$!VBwQzx-ak
z!b3;r_iu-aX|vS__wEsaMa!|9lsHd8ad8yy?B``z+8vgJVonQZLuiE!ry?|tteis2
zY{x~PSAOIvU&rR);8+K*LrweTpna#HU$+Kg3%)1In(yAf*Iv=_m)h}xXA#h!`59&+
zatw<g7ruIHv*kMenKS668_?I!;KYZbzCzr^Z#zZ{zV!|muZh{&mywZ?)Q7Jc4Lag)
z?}3@-gC(-HI!eQ)6k7|{=j??GCWVfDcdERO*1=m$d<hkmfH>1_d+}v{KK}~C+aZf=
zZoSIadfrF9@%8s=y1U7hME98mY{y>1?^9l0UT8qVYw+V#ZEdYSEN^gwbr3<vtEcBW
z%*qv)mQH<Z7p;K})cNHO>1$fybGL8b7INR=;?^zqU#mPMLDt7lj>a|fj0p^ljQA{i
z*mWQbhiR9B0e_&SW!_al3QKpoA@pzP00v#B+?9+|JwqJA=B+57IIjcq@~tj;^wI2h
zmbGqe_o$>~WYmsTxNpGo=x;4_4#6f|2}(&}w;C;_5OLe;h?ev7pQ)o3XZ+#VF7m3-
zdf0G#u{V;}0Q)`nqd+Vi+zB+;gTNBYKY|{d4W6l~>FY~3FYr|TxdyJ<vd^J4R)pp)
zn^K<u9z<GkXuQyorpEa#wn!8m7e1r<iKXl+8D-^ju!r)G1}tbQ(5U=wxT<C5DvU-@
zObqSU#6+yKUxJIQhj9~?14<m{8LwO+fJf?z?%6MykCoKcrv6b=ldJz7yZmsqY@o~~
zd#tn*el)+C1V2ewL5<GlT<bRVt!og_KnR5Qij=+{yi5Shn#ca^hlRe(=uS%oMa6o!
z_xftt8l$lAMUIH3g_-uK+w`=5ZX4?o%4UtVNJ*U%=kn|?veon0?$vOed`THqDkSju
z_|JZ%sOJr^nI>wt<9?3i;J)!sAp?I$RCraloC?C70+Lz=Ns9vNbdBtK6(y0n^*hEU
z%Q$zXdhqEz*0H*}yZQ915lF87fWfba#Dn+gZ{t&^Ph*@nte%;KZ^E3P)a`H1E6_<v
zN)b0ea*-gjcYL^3a5<;An99JwfC^)AK0G|!BIeGUt;FQyFJL{*2J={0m119OeKWy0
zhxsql{ddw!|G!Ra?_dc&gRBN(53uIfvovI-q>P!EWq*JrC8MP!Vq<H_IAerZy;$nc
zUb>1XK}uXWz1W*>2A)iX@{24lA|L^K2=Nzu6B?>S{=pB-+r0;>sxLY^?yoqGknte`
z&yoiF8ya4rS@zF*A&1?o4OV-sXacVPe<A_@ki?CkX*{niw#_*1wQD|SC~NQN(4Hml
z?qT_6`L{*mi{Ynq%97}J;L~T=M@JG8R7mUVzbL?rhAxRtsVW8fQ4pnXmvW6K1!27P
zLk12)vvE4th0Dz!`u_n69!!r^aAL=<Hq18rXj>O&m)$%|_JCq1Apug9+9!Gcpa|E3
znX#TeRlBUD^6kT0BM)zSda`wXgKSTC2LAJQQ&c@k^?yMIzaEQ;#on|x$@@C0#vUi?
znOo0wRnJeX@kF^aF8+ljgiG_TF<e&>TYgl^T&OWWbLz#bCA^BA6)aoZAj)X!kiUZ)
zcAny5-{RxP0du2^@8lS+DOXkLx(ZFqnQR!oE&mH+EQc{;m6Sk#$oGE#e!VtcUgG6l
zk;2Y*=}ffU$~knUgk`2@oG)-KEpWSdvAV*&ewUO)fHr1w-gNMq%3DJeILU(uPwi-%
z-(anaB|hPYogO7+r*S&X)=&}NEs?9bR(afi2f1&t?b4BU#TiPUWvl6<?OP(mcqT7i
z1)aUCN<2;ht4Kj1+-IquINEM=Gk9%nKA9dJy1vXoz0iAq2gO)6B0^36>o2d7D%;|0
z39NkcFZ9p`C60hUweR1@)ma@E)WJ;ueoTg)?&wSb*9uI^NFj7|7kC5)#ZVL{p+1~>
zV#m7X*sVXCW_)~j*sk|=$Nimtrl852!T$a!qRg^HwH=pUx=&)?zpw9cQY~Kd{o?K0
z%h`7n0?{T?SSctHs$y+A%3R6VuVO|tJ|jbgy=&Q&7YX(bv@1uXob}NW!S*S0kuL6r
z`^*x?D_>k)nqxhf|3%W`?~ja(Ue&Wn!2Nq!1EZ{=F#jl7F(o%5EL^{9+t*?jkS}13
zn3^`fkG?B|4x4cmx)ju)8`9D+_Jr4T7_Tz;9Buzx9gspsifrl89Qezf(5d=hnmzEe
ze6H&g+IpLt?P6%ynyeHj17M9wOQi3EFEYPYzB&C;=F-f8)`S<vDsC#PsB|VP(O=gk
zcyI}t>AAwUpB_iwkx4T#Q~Ud;Y?kFzMQ-Kvy9l-I{_YnQE%$OOZm_X2aG||4X<gK7
zJIL8~w`!Xnm|lBF@ht$+1Q-C~r|Io}y#{byOCu*;iSn*<A5D3|DO-&clbM^F|BYn9
zJusosLeAsn3(Tynh7bt)2LyaikPbRaLlXo^?`2-zj*$;i#%3p8`jZk2B9Ct6jEwq*
zT=I1p!#dbCeLBO?kJ%XGKe7)DB(mJj%X`feHn*BZ|NHM|lM)k^&ns}ZYW&-=2$j3x
zx#Jg>67RDwW?;qKaOOBZTJxTUV5-L^2*8Bfx3Qi8Xo5foZUdZ>YutDa@zKsihYd|B
zzkX$Y+oY_jdI~TPh^l`yG$fO0NR!w?$GVvLf~E8s;#C75_&t4Uc*?*c?ePhDe&O$*
zxBrgZvOPAolwR2n342;o(|CEx>D#1dIgJ+-i_TG;e({3eQz0BPKAj}0Nd8B0W8XR%
z%dXl7%XQ)Ns~odV#+5>hW#2?*(U^pR!R4mr=E+~b0w8ddTN7fs6CwqDuH2uadE4|u
z@NA<*CaxdJX~mecXNs0~FyYL6gnT!s2MSxSk@8t`hSJWIvX0Sg(%nfsmu_6XLv6Pj
zqlxt;Ki}ef7IVPRWn0^LOO4ze>+SCsuRhe)^A@ozZRmRv!+P*(YI9g7%4dm_jSUZC
z54YiG&z?c__#!;~97Ixhs819H=nz9!l#xO7_=cx!pv9upy^v%+PYuOS=UVA}ef>ze
zUrO}&#E5Y21ckh>TAt$$#cVBwEk$Lln6kV|Divg5N$`%fxo%^^YBx_}caX11CYhOa
z!%vyO)h*CSO&xo44$Jc}>PfJ|s95XJn0KEOt^1!(d1Oy6BCRaomL2C>%oh#c6qs9$
zNBr^FxRKbkw;Lfh(RVdBj^(Eoo#n57rhbgpaJwAI`(i-~imB-xYyD0}vZSm>*T-Hj
z%`pGa6GtXySuC(3n$mJ0n&=;^vK`vil04zJbU)GRwqM?GX_6Uuj9B%iQ8+j{ZWqqZ
z&B65J(b3V_J$d2>;cus>c7cW3w0*Kdv|nwl)Jng!v@||3aYWI&@k5KnGKb$^2W;fV
zDa6D!#IIbXAT3{%lb1Gi78Bdld0x`Q)KC!?q|<L~EygMQ^QrB~NbLj>jMw^T6_2Qf
zdf<e*))kB0@``j_70-bDXhGi(dbl1Q)ZU@9uB6)CYsDgT4RqegRxcjmR#$o+P60^N
zKU|0=E=N^!*n)zBD3}S`ZAjDyq78TvDP(UL+~5pZ;!V@1Y{UiHJ%s1aFYG?r_<c@6
zO(P2+1o0}b0znGrB~}Y^#n=pssjiNDnlzWL?tD8X+{Dz6c6N7Q$V=V9YyqRD9(e2)
z#X16>R6IC?YePJHEGAh!$XsL0gM6Xm_KS)OSBaXtOABu8YKH8_7aWBQPyg3&O7YAB
z-aA<vKrUoIbqe8YZHB1#O+>_L@t&4oDn5y_6Ug4fK7I_iqLRcQB62CtbLV2^pWpK3
zM?1qqp6AHP(eOCqVG)UGdu&~?{q%h>Ie-o{>(UNp9c(>H4SxI9Oz!tK1?jsf!v_zQ
zb+{^bwojiUzuIrB81nn4v+WFHzer(WTm<dClBA7k>DJMmmFfn19NTiNTSxr7Zv4F7
zl>^5O^x}3oW|eBGQdjks`V8xcz)SCmp3u5(tHrz6PEWS?{El?^I}yYGo(P4JPS~39
zcS7kFI=|o{WMghy3%(z(n_?pXfPN-^j&x)_y7}K>T}Oqx3ztsuSv`-9mrqE<5h_s+
zA<_LAaugMWa1|XJFiO_Eyf0{dw6Ds<Cng58mtJbOG?E*S`0dbrkhKM&KzOMOrGi<1
zRzQ1aC$S}m^#Z0*jZSziSVl$f?MOq|Qt6D4-zsLbgvnw%>k+wFa<w?$gyC=F-1e+T
z35D5t$~`Zn@8IxM;@^wL_1LCZUn#17s}#5v@jkH9n^eSj-<_+$y@T4jVP!+e;Y2Y^
z*2;#O%JPT7%#(P&Pi0Cm$kepuYPzZp*D?8U`QTQkrNe9Wca9U%lFdxJ6}f(v*Bb1j
z9DJTJV+{@-e6eefqa+;<B&_Z&NXw>UuqbmnTr999&9`{$(L`Zc+~81-m$~gSq8n=T
z{UXlZ9}~pte5J3Iju9JuZ;PJu@2?BP#>9?4w3?ag9L8uYOIS;^9I!_N2|M+aTmtfg
zDC>~m#q)#={5{~9=2}}FXj)`o-C>SH-g5oxW|2B?LoMj4U%pK6`+B7&pg=*HtDz#d
z&@wzon5`o-<NSASPWh4DNU9CnR^ukfkbV5|kD@C4{iC99SqIau-L^cq#5TCT---;d
zd*BT63P(S2ik@g{u9GZKVe7OX3@62P<k!Hc8?6Onbl=j>6lYC0_<qnmx2qa1wZM6W
zZ1-YH)Du8XI^O|$sMZ1QwBvqmew4`D>D_K^uLfBG53k{0{Jb*^)ZKbgZH;#hcPYEY
z`L``7`-DDQ{MStv-5*(C?6%X)N_)2k4_5>`U$qas<IKupT#tC?|G0N*T6!g-;A)r&
zfx{m!?dCP1u-8;bqX4FGvwY-j=nY|vC-J)i#gw5)ccaYy9?gPBA7E)sz5ftIRy14`
zbnJGc`9Aj9aTkX)LU%ekHF|DtwE}+}T>oR=kb5EHN|t+<*uu$h7zXKtP3DRk8t*(+
zD3o-3)DVhud^~lOt|j~><DSRL3NfvS_BOSP%hBzNVPVzpu2jc)V_OdowO3qb41%C%
zn6ba*PgLU_HidK9e0?RueXR7e7%d*zbMi6fG84MR3>NdhH|w5gXxI~56j0?Z&EXQ!
z;@>)URg0^5bGBwF=33p(8ZjA$fCSt8)T<>a3*t@bkB(l#?!QJ_EiJS;BB-3x3EZPX
z%Up<euX3Ho%E?##!#Dklz-fi>-Y1SI8wCUTUB91lLL-~Q_<cyY`An35QEo$+`+Xmg
zC#!Q9Ek*Oxg}CIKLQL0HdZyIom$@u5F-&$}5~QwYy~4v|KO0t;i<?76JI8}x!a5Z(
zEwppvD!x_~qzv&clg~6UH3QzC>FE5@(YQ8Am(jw3Wb;qfX-g#aiNkiu+a<W1-6!J}
zGnTOM!O=FiPD+V-$z%DWcuI=Xr|@phz2lTJzD@-fCo2Zb4MFIM7bS7|Mr<57(DclD
zg{<j;=6EEJ1ft-hZKn^iW!~d^$JRp&{matQSXZ?*3n44LrjL9bYV4g?Tn+f3qLO}a
zZmg8$M&+G5-==T&E+2b#iYXPDK$MQg$M#r51>K}>WMm0_AN_xl@FL19Fd7=G1fGK%
zpDY{?pQ!!p-WqOh6ByHLZ<epx7vPX<NuU35LKpDUYr|V8?URn@YD=d}==IIF%mMo7
zm@!G75;yvD1QGnh0z+>RMh77xAJv;B2P3&_bQpE%({}rLUJy8Ux_XPe#KtGa&;|^b
zm(&F*NErtU5#M7H>fv=LVU3>sT3{SFWmt1XBTI+uEtkgp-`H7TT1Kj8Wc-~!ZLFk7
zm1Q+DfKRfEo97oH{<HFKxGVhvNz2clU}<?Py}z0G9c@cU)-g9rNwGQ<&lizdVY7C_
zpoDnt(!SNc%Bq-EDW!eecjE{LXZvtbS~?&L2LgPl9y5rynXB@y@zn*|TwkpVGIV!V
zR5a|#v>C7**X`MXR7eX_FEq_dANO#dd={yrl_@aNKl&)cJN+i_mq#~qKl%G}q2%$s
zFCVk+xYWIdTnE^$wY8=6znRL>_Q3dC|CB~P<XqV02*P5wUOT(`(J~19M~CdZM8w1(
z5n;?zhHivpW!&3p@4gfh_VG&6uhh1|i}+{Kso!;0R+x2d?-Y8J1o)?XhXjsR*5EUY
zsom|Kt&7pbO*LQAs$yA}U%tZ0%7UDSjI1#T$WA)hb8p@n6-#OB#%>%v%<mv|TN%c=
zeA(&;3uB%NG*+0Er~JCK_YnqWFeAy}-d%sMj-Wtn?ZSMkkI;@RbaxQKJ}|a|XtpV#
z@664e(5UXBFJsI+@ymR}ken>c87TBTb(dADkRPpomrQpz*y0>sGHf8)(<ZxpQ&MHm
z*&UTmPP`s2f)OFB*tYy{Ex^2Kv4zZ1A36t8tVVF3uYrUUzaK-c2nqM$F7d7!yN`hN
zmgP1ilu?33uDJpJKP!2W8`uTZLe7Lg+bIj~jF#GCaOK&#v!e8r$ak`I_+ZiYQuzCK
zWcLR7pH;~{3q$c5t7B|soRmuk|7&s(f%oXY^9kF<u0cH6bCab9>?1USuh-UAtc3^#
z`QIIF13+Q8SDR~kxQp|a73=hAaWve=PE4$Bd~4`#!6B*dnc7=jV0oZWeDUHG9Su2^
znUD|@?;G@s=(r7WLY(!7;=F&VIKOXAv;1qS3Ww8oWw8#njU4S1z<HeKEWORcB-!&-
zJ^4OjJxsmRzqyf%&aVGrHDZ>HM$(n_7SZ6_7!V<M^<~OSqx_HaSzXqsv!d*01M$0h
zOUi<dpO!M&4;PRR!`G~QT2ECc%6~BY{_OP6#>U$~28KmN1&VqeP>mKPBw#l-Hfk2x
zT*`ys^|K^iOPm<J_tBDG!C{IjM+?AnC}gXsNb>CYa}-l-0WzM@-7L1bof4xam$<RU
z8Bv}2&`|8oKY1(IJnT2omMDl(!_p-osbwiAB_+_xiah}c>6^$%|JmjbOu(@QUAQV?
zWyJ+3^Q-D=@#jaTkc|@42<Xo?MJx>DGI{My;t^fEcB<<5fD>XSEF@CQTNLi#=e*SS
zS^fjJki!f<FqsoeOF@lq*&ZI8n*~nJ;w!|`-)x-|6Mdqi2ikR0RUs{3tp)-xKIP}$
zai;b~lD73-Q?Npec{d4VuN7waI0yWX8Q$}w=kUb9W!{VAy<N8Ql2X?P&}jjy0R%z$
za7cY}EPB(ZcT?pbJRk#z^MR%&KE37AQldJJ<f}j|dIN)l%QE3on<h^DIo8phJth$m
zSRX$g6u5o-m_V-wRwP01>*_nsmEoYy5=iNHGY<BxFRSa}XzJ>QK<;ihly5#{t*EF-
zC1l6o1&;ko_7zUf=Xu)Q$<PfFTA}!(gRnbve-#3o^X=2VcyzD;+3Y8(vA%x&8aXe)
z)!Ha~Z~K~gIKDd;mf9De&EJTg9s^&eK#ksmFoR58_4gYrUGL;_k27t&E7t8E90H~{
z6Q3c9jFmc{;fNsoo8Ucv_Uuh;tj!iCH#hgLtn7CmES$3!FQUk()p+G4jtIFjCBSBZ
zkLUnGQ|RVR$wcKz;N@$_k9Ufwo0Zko{jPl?i<ib=ShRzVkLpx;qMjnQqvyV}-Ozp^
zW*LVK12kT~DF1bK_TqTeQ^%uYw+9a(&bIc`0qE~~-T^XjHi(j^9-`+?XaF!!DH$2Y
z%a^eLD(zd{1oFZV1Rbbsq}1uxGjcY?zuB>!9j{CXt@&0lEbPeZrXh*kl5|IhL8-bK
zo-A*g<Q@cRcrvg47iy(LTJ%^RHL;A>e0z7XxOjM8B`3309xQSK=dD@h2|NKiJA1X@
zxQEKLrM$d6$}~<)=rgmh7yzm+<axl4F!1xA2PuTx(W#S-P;dPjKVnQD7j-%o5izmz
zg6Jt?Wo5$wJ#etOiZ=fk$)arC!yQ9zNr0Yk_36cFQm~vH9VOdiMZ(^{Pa^)0+$=L&
zjUxh;t4K?q25jBWpvKR<%H`zPQ%EiSv?Ju3Lj&cuCk>;cmsVqzGQ9{1w+@#c6(h!`
zG;7)Ozf$Rc^B-*&OHqT9%CMShjDp=4#&jn^BU^W&JDC(Hz!y_fh9FWw5SiChzHi=~
zWoBc;K}hIs`7bY9N!_`_bn_++P(gkG{Jy)QlHcI5GibU22z>&O_zPW$XF}-3Lf*YQ
zUw(YBq~H)NpcGy^RMd-S+QZ)-9~bAfX{~y`qZAWu2NsB{8VmrC;bEXSf%JzF@B_$b
z1}fZ(p6K6ISAVZ-t!r+61x2J<TJE{JyEAcflK_-_2XOg<!>>t6Q%Aew4Irhl-<(r8
zg@<PZMkrF)F{v)QeNI&!`vVURci5AY%E?N?(;Z2{lkYeo@+ltx_>fuClV03%?yM(1
zpn$ZI_WODGzP%--fh=84HM&x#CMFF~M@80KdpUO8IVXTxJP$zu;VeS8s2rE0(v72v
z3IHVYt(%YC;BEpwN|tw+Weo%J7nde4oTnNW<Gt^#FLSsfe*f&@62QrW?6~6Y8oJy`
znw`Y%lsthHx6@SErLLkj=;z&B3w-nvVz|U%H|sc_NWojgNM*SAudO!7{wGrKU#7;1
zzZ%Y*OREj&3yS~kZt&?~nD~1R)NwAuo`85c|H<EgAG~H%-({O#Id3}|6b5ep+sChU
zh}p{VytmJ%o5V#og#*;CrIEI+?-aU{!8H6V<VCd0{PD$8&p+pLingz*!4fP=;=Y9T
zivd^MQqb(|`k&3eK36Kw02<25Qh0<7t>#_NP={atpI5`xn_y1>{76PeM*`qZWF!^s
z4X2cPPfiXFRFDI<MFM;VU=irb{O&b4IOqyY&gA?&9w{m5t-Xoo;CB3ld7cA%k<vH_
zP;1`fGXOvES@v<EsuUnY?to9T87nt;I=Oh=M87VO;;w>19jtg1>_q)pLnwX!DqxwH
zwwC%yK^rhoU`g2)BmDg38A<>;FT5}1f>BOj{rrYm)?!hjhXp)kh5K%OIEy@j0A};~
z^XEu@^K(Gv5bcnXkkoJe>gEH!aHWt^*A)vesDT^<9E1VrFH}^tvo=0H;Xpw_@x8yF
z^5x5y>l+*9>-MOK(P8gTp)Ykcu&lHqZs$Q4(_`c4;DB<`8^g9$7d;h#at2OzOaLC6
zR>)5La2sS|LAn)glZhX6CG_<fP#7bEQzL4g5pL(7;opl_{jkX9cB1lScJ{lr?)UGX
zb#QQaU5T>4AVVp(o5b$1!0ap!J_ijN7;Ks$&uiDO=UNS3laiJOgW^>Us13?$0f>`T
zpZ6{z;&V#M-8FQafA(p5B3Ax&L6l4!9E6u{K6w!xO~a}f;|~Cjkg(dLEHF-zq#`ds
z9QGMt7T4)uL6o`Y(yJ`5pJruatLg98I3%N{wg_lOw@-LPFP^x!w>P*dCP6_BTX!I6
z0k3<!g#p<DpiFq6v9bp##Mk8H8lbyjV+?s}7uf_uoU&Ar1;iPs-O_TofYy=(am)_N
zaRnD&L+32XU>mEWwUrq322$GEQBR@)E(YfDU}xpw5~@K29{awQRsfjJNgz7=y|O{U
zA>^_eGj=@R9(PAmQ!}{15r8-l>5Sn)vtgO`=8M>ojDXjp;BK~VMF)WLT-y2gpi;bh
z_b!6GrsBiCeEBlSx^NNNTdrqewfcvI$be?Tq&*g}ykJ1f%tH5p!=Faugz~4GyjBCe
zu;B6IypM%NPyTGOmdHTQ8Rc^W5KtD{&CJdk%(Z+(BSg^H0o0Uvi7GrIBC)?JJ3s&Y
zb(0ox6BAZc21rTy3W&fjFyup?Zo8|&*;U8XFd{X80e1qPg?7^WaCn@{%M*;I)O%y{
zO+=fsjR{^GyQ3>l^sl0pndkqYgqH6i($dnx-~Sn`9<Z$~7m(p1+fcSxS8OzzH8)Q!
zQIteGw{2XAxGoRyp(+pv1<e4~MWq{(uSh;FIiVLAGk!Z=y|7@$1yn7lO&egs?WgOB
zZyhXrSr{tdR90376{TsG3V0E+2UlA}@oVeqPQ%yhfX?9aKK4K*FQ99b2Ic^DvNVD=
zk!ASkjlb3`W3B%TW1<rCx`nPV)R6)`UF^ESh;9_{e$%i{1YO9`9d`FsPzgy)c=$7v
z0Dxik4+^RQW?cyy``##P+y*j415o7RladN*{QbgDeCRePFDFsjCFQ}F4p8@fIRurX
zVQ-q+90xY^mh9qxS($;fgapRDgM);eoU<TlQg}oQi{ctq+&GZX#U`!P!1ed)AHwtG
z+Kk?C{PZ5}(4u}J5*ZUi1Y7C(im$J4q@ZnViK0CEV9vZS_DxL^Ae<s9eD(6>Wlqj!
zon#htkKBm7is0hnPW7a!;0`Or-Xaha6Z?-F?tyO2==V(H9w<RT)&u|6<4*qI*;eke
zPEAj@I%}h=HSPIelJEY+b5gtg-;ZzY&%Cv>Crf^i-b=-2c<S)4HXC#Kn-Y#A2%chY
zJv|3T(RKYh9vNse+PbyQzY2qi8l)4gYSqL^*{H@Loq)KR7erj}^Ha)%*rz}1Q4MPB
zGBUW{efY5C$-}}@7n6(<(FxSh`=rFgNmNq+TtD#gogg07sr0z`kK*fEzxm(QMq)y9
z`j+(&KRTTtr4Wl(<;b-j7SO41qX-q*q0)8x#qu8y?Fvc@bSonhQ&Z0%qlW0mXmz9n
z@}0{67|^ZXzq@u0Ek{c+AofT(8q0iG)bg+KI6y@Itk-}L8@b`U_@cO2sC={SCfah2
z=i!rE@X_3jtLTLHez(HnWnnoD`5z8~3LW4@4Jurrpr|9OM(0l9CznDs#Qrb}lAzqe
z@}HZ4d~F)$YXD?U&sm@AmO5PlF~w(94l;6bber@R+d^<U*Y+t0<T4<nby^#{ROYgl
zWq*QdOF@8VTd}QP(JT!&H@0j!hkW|<Y2!oHpVKa@BVn_yAdk9jXvk>N8uiksA>=c7
zUjN|Wy1!~*F{65-49#5Z)YMcV$2p?<kV`?JA4T=lxQBG29#p7q1*A~MS2*Fx!V0br
zGrR$b1>^PWD({UFzkWs4Dqtp2tx>MWzJsfq8>&o^*#)aBf@=9-=YT)J24{q7@-6`G
zRx}QtcD<<Th!~a3Kz{nKTR%kpG>9Ghx{Q0G+Qiym8bKhvzU~^N{l9jgw!<$7$Wc+y
z!lg0+P@54~lAvqZ(xC7*gT1{y;xixXP68_XvPa>}kmNw({WipLsqZSh0HMb(Yf?f&
z2{*UW&VJBAGr|nw;1Y=&8#8xxb)i#S;RqqeMG!#OfHF{_G6|HSFuM&iN9c0Q2phzn
z0BM<VmSn&A##9}Zh#UWnC(HOC2!|Pi=-({*HF%dm$Z*I(i_VvFC8IUpyc<&Wl%vv=
z6nqFd@;=0&+am_7D82hKpH|59+8QY+d1mJ37OmS`Tcy+0Gr`#d9C7o>G8oq@pmYRP
z$ZMcUVcHQSgia(dTF`beQ#M06H3#%oTv~ajU=)Bc6A;QOE4w)|I{LVT8{K0`hJ{G6
z?Rcejl^AGV-iA!i&G~`ih4JcDVo+q_A}PHVAonqtstqWpR8Li9WM)1E0S+uq8c^fm
zBCfw1*+6^fy|5Df=8aFtrJIJJa+9f{N0&$i*d-6peiIk|+BwZ%K+1riEHmVHsL1(X
z>(_ILzdnOt24v5O4;hmT1Kb-DNW=#kW`s-#5|*EBZS|mj`>dYM_qgdiA`X%kR6kzf
z==${O_xAR7{hNOq0_T$<il-0z0?m+60XMzZo<T(j=6`mwr`eLzuv!xn6G1GB3$fAU
z%1SV7<P5zkI@k@ie_q0k$p(d>Y$cpU39X!fzE43`{Qg#^7D(g%Bf?vp0$eMMVDFE>
z^erC@0U_ZJP%UwJ{<WP4VkVZ@qRxx&#`?izq2hprFQI2IU9!&VMvGb=T!I<?^5x6t
z`|S5CUhYF+mSs;Mh%VG?V&F~ycKPMGGBfkS$H&J_q5K}qt<>-94-uj>XRiOt(F))j
zqZS;*@x+BZFwL<2-~Wdl1GOX#r~^%Nj?kC{N**5nN7I{|o0CgRmN}z9sKVC%w>>@M
z194*ms0fG)*M<ttKv(~5(VmN=5xD)76ofC6RmV$J2m;KeX0hF6NN|n+<L)54bB4(B
zFFb)q?|~rTEgSM4H}irp^<VZltN?J5-xHIQAepgsjB83LevissRwg%xTgY!~sH-zV
z6bhl@&<Z8Dj!$|zCm6$4XA5+U(q0bY`o5;d5CUeE{(T2ljbTs9gMW7vYaMKt%siF{
zh}`U_Y6<?;W+9StpWSYE_0jVch|-}h;Xl5E(*F?Q^__7Cs|>5rb*uBvza1g2FACP7
z#sEb89U$UHs*jHj0f_PkEnnlmoNgvANUPg~oEOi-Ch>#iGzCM6`pdRBG21K^bn3$h
zxUP{hFwBh%mOs6&o~iv3g3bYHG4X#zZ30Hb@%2C|^E%Ajg$#TeElwd<y5$QZ*U^!G
zygPMdBB?$Ag{W*_EnOW#cznP@Q28oaY6B5;^z=J)%@{KdS|Y&VYN2H-pws&SnUCGk
zfivX!O`g;+l6flcf5prV7-wTa0ShH6Q-hG}G6#p;Y7L;uA5(g(Q&q&hL?`C)oR)Bf
zK305rv#-_dtfitg^R*-^S`dqeC;rjR`26$5E~LfY^z7Uh=u1xob_z^}Qyx?|^9XLM
z4GIq8On}fD06Y$q6aRF>`3EX12C;mJ68QFOLsj&e#b@s-;WafOE-vv#cP2i$_?$#H
zHnaZIP?}1*^m?hco>;ybsck*>XreshABqcs)9mLNPx<*_S5^{pD%t0j_uuhr5g;rE
zqXLfZI~qDJbX*3T4glQ*1ZJqLw8dU7Xqp|Q!-JN=uQ2AzB4btbk^BVg><BgvR-$sx
z*vxDIo~wmLH{LtHoTQ~|8d}T*>{n7N1TqV=*G6$19P3OqG^&ToyykhhU_S9UII#o;
zH!4-qeFF)}?2HVhtmBiD@n6QqPSHkXV}|)p`aD*a&bYevoOneBw%eXjz;T4a0}vAv
zqIe5vNMhX<uXsR(#++#8;0Cdj>P^e6jU3A0iUtb|uM@l7)Ty&{+!nU{%ml>_r~N~4
z3$4F-*xBC8i8w5s;SORBSmB^}6LH#U0cnY5lQ7uMQCDe=o^zCpn|k@Ox;K4FD4e-z
zcIE1r*yqm}JpNWlFem6wkZad!kK5X&Y8qu}o5OdDD<MgkxaH%cNeE)g${HBAi%7t7
z45qhofKzyNBY<4o<JQD96Wwwz1tpHOboE^8l!48aVB$gt-48ZefB`FL9PU(mp9ppo
zq;CviMmyerBv>B6DlYcd|4QIR%@L7ud#NkY3j=#DAWA?(V`Ed`!hl7Zee+M`0?&m8
zeEhS+P0iAK7J<7Vi6@#fo5Qc=zh9h&%A4=c@r>3dzQ4b9l}syA`|9y^9`=rG&(2#O
zSvpwC%06C4R_W@EQ9qqSH#h5WG*bDGJrmCrJIgO?#N~bbB6~0+n>+f>&TzSu|GRwV
z1&prC8n*jxpzj$B=0mI)>7OkXwRN0YzAW9-J1aPJuJNm0HZH6F{bglK{ZbairGeM>
z4{;tmsE?L%KJh%hm19nBcUXw;Bgb-<mZ<zN>sLW#oG0t5lB%lO$B|KK&HOF*J0Wp`
zy>ZeY*b@fDe68MZRDW{|^dv&4{^nbvHp?T2(~W*~ce31<=h;>z%~LnDX%*HtHm|R^
z&6tH}(OLCc*vF`6O07p>&H(z6R%u)RV|cci(UpQi?UH0sg}lmAp@HN|fsOa^m5^i_
z2Y!W5j~^$T=oHyZQNcrv6=Qk);p@owxTjr|+S4fet|A5huA)F@5*MbIm+RAw$8MT=
zNxLDKlU%bk;H~aH+0jn_>dqzn%-AS|sb6HZPa$S=Ms}k*b4-JqN9l!+&FH-{x>5J#
zRqh|HxklAAwunkH_NN=YV{uonlke@DcIvnt<l|fPJ|AAI!m+JTb8$>fPZ!eIjuK>J
z>m2#DM!L1A=IGkoh{dgY-uLHl8AraksO7Wahqk?R??CC+Kwl?9f^W75S`ckL;jx>2
z2Mq~KKu_l}?sVNUKT{wlUSn}_hA=!>Bm`71jj|&RvTtiW@$pj#ZJs`z8j$ou?u7J=
z^=B4S4OBiVudk6j#a5slBT0^XJbps%IcMQGAF_85ryj>QI$B6KT|HsHps><rzC9?;
z(mvNqtmt7;ZT!p9ReS9ye0N~a9i5YKS&Vjz-Mm|CYfH!7`&1p-`kg;che}@~2Ev`o
zoj{&?hu^R-ra+FEK*vEuXqGVCfwo~lr0<fJ+q574-Pzd$nar$4*M~(H#6Da%tzE)6
zmcR<K?CbIJ_D%aGrK2O&oyN_^w&BRhLs^v$L=&lXY;3~F=3Ky>vh7+LwV<i#1J>5+
zXQZMjWikr^Y(8zD(!H_?&q(J4gk1RkHETCG#``B|PR7!s@<vM4s`8LNHMEb7M-7Z0
zL2GIiF7lG4`uN7}X0>SpYXx0cYl{tG%p0GT14wOcC-&_1SG37mEC_8C6&ZVIMY*DG
zVs<kUBu*vWbdma&o=WFhZD*Xy8sCd?87^@ILM@>@E6eX_M3rOX$bQ;~EiR*k$O4mN
z`N4JV@KBH&v?sesdR2Z$x$LI*Ev&SVr8HpIOJ^z@jBntI=Lzpzc%M;1?qp=4HJh@L
zQ^=aVcstL{P9?qWXIGr}1txjR#ijSLB*vye4`O<gPj%83Wf1Lcsl-bM4K<&qv+>|A
z!lOHju})Gfw_G02%BsJUN$ogwD#xuL1#4@|YER_-%^0(g!8gZ7eX19#OD$H@z9qTe
zO9BEk+OX9i^>a%nfp*B8y|9HA&BJMfHdY>mb>&o0w$?dO?XF_E@AQoHuXM3=%e=Q4
z(L6+6y6@IjCMNoMHphIbvmYIi`dCx56x*+mdj2iJcok{BInLIyd3k%3u$H5cIguqt
z5T<veu`y~jmnrunQvAP^bACBgS5;*Ig&Y*PN<!Ry!)d_>G~?6R-bd+A;vi!{`5e&h
zt*@_FGlkxI2A_R_^zMBr^Q+!SJHt?>`kB>JSMS)p{r0|q4?|aPvD&kkw*F)-c5fGE
zrpC+qOnZ9ol$*_1Puv@gZXIn+{PGj8(Z^|)#^&NkM{=kEakPz@3Wx9Dx8Uq}L^U%$
z$NcTDDw<C>`<MEf+H`9IFz@TAEmmht6m|z5peojXpj9+?L#rV=6Qt415JK6rR8(d;
zCr}fZV^D*ep;K}WFu_{1&<D*9`}Mq~L+L~i1g#&2l&ho6#a2~aeX3%2tVZwnHzicc
z;Of>7`QN<|Ow6_;WO%PlvBTk%pkr@dU;coHwfv*e3Qn&v(>DLG#8Q=KW>K;g71Dab
zD*2YC13HV-Oi8Q+XVObbR9&J?jLo+x&fmMFl{PuW=*3!6G9}d3rp9DzT`<_JTSK7#
z=y7g;jxjt7nWoc~Vn3+1`yX_q|0Bz&zeNi*g!n{6X#E9R0Pwb{F41_gLHk2y_?HsZ
z5N8Rc*z=daezttyRIp>d?VfQnPc<>Ev|+7E4<r7$FiNnspM@o9G<1<as5M<RVJEY&
zZcgFX(%j_b)w-iY!|fMzBGmo2px94BF<Eh&RM_EC!_dGmzGt2oh>paG^`Srw&D+eo
zlgx`i8Ei07?Yp;9H2%6W3ACL}7HU#}tN`R79z1`Ai|Z7U4|PNJo={YLKj~vU;S{k{
zQdqjW>?)a&1LlLk9MxPD(>?ML{z--Fc~09F49vB>@#e>#$K__q+v_QA72FD~!{IE>
zr1yF2dka>b<<h;$RCjCtTMMu@BHWq1+Qrh@&^G#r|ET~!dx5RqN&iB4I<6l^SgJ=g
zqY`%=vI=0zz5^B+2w|#4k<!O&r_ogaKATu~vxzf%Vy5veitsWrF#*r!2bI!vz+duI
zn?p`{Yj?yEXucE-GZbFZfQXcDVD+c>?MS&*=^9WaVI=E+C>ya&WwzU+^10j#+~+;1
znwzD`4Wv%34_PuU_w?#S#d05fzY?Lwq~dJ;?BOet0=y#F#e_uM+y^)W=Lt9T`)Ln9
zn%<*{kEdDSXOgFRRv;(EOxcGF!B|V8=pt~wGLXYV@`W<20B>jLRtzm1le69fxzw?i
z<sOa?OvYtCz6XcS4<3+7NJ>7wT86P~!O?81ba&Xg9{xopF9{<*I+E7M^+}jK@@A1m
zYgg$(RjR7^=G>GnuwD$s7HXsYII6*1S2?eX=79*U^<z@iLj}*#cXAI_7je$>@80cx
zSMF8u7>CL-!ry<!2q0~!0B>t+``OysI~*Gw9R#@n@B`xF2pZFObtywFER&EB74V+`
z5%3PUKxRHr;>ZRSY_9~YhkCRxxVX4LVW8k2Ln}?AXyMt|m5N*i)81%#=V&=KjtBKd
z4L<E+lt&}4UluigsPnLGYcu@rYNYav_7=N@`6J8si@&!rEXK0hN37}S42^%iJi}OA
zQmm@*<BaO*qF|b(N+o&^1`7d4hcpW<c{wY0A3!$Mau1M&|2uBL5M|Zf)x`^Gm$qIy
zU{~kPJ%bWDv_2Culx{DjaOQha`~;98V$gF6@-6$@GWrdgXQ;F+LI%e^#rWXS_mCPV
z5y^C{%qOW*;|eN#Y-;kEZML-G?#<BB_PlXcVNge>*8bV^y07KipI-OZ)NIMRV)(zq
za#u~Y8u+Q)1_+q(ct$1USV_JYg&mlo(9ahH7^q=GVb8GGShSS$e~ak{LjpbtE7%Mz
zgVq1Dw}JBBsN}n%<OK8wP_1sDTtfSq)K`Z|9_y$Qf(XX@3*16+k?hZuA9;>C;d~0?
z{=}M^8W){Ze=odN|M`3@In%x1)A=#9WX1eP)Xwt`-H*QIi!z1JGR*%}-YH{Zbf3X*
zUn|x0BxXRM^cOWqK)bR6w*#O-Fwk90?Ckgms?=rsl&t)}VsQKY#1PFwtBc44z%u<e
z`=c<HydWa^ruQ~8#oRb`H7c<oBp@s?=^jB>d5Pxo(bliDrvv5XwHt!AHm<^>BNka&
z*Ds9S67l`jEv=wGTzGIa;`AJl?t)#ckrI_2i-UcwcIx*IAzY8EZZa|+8k1vu`kLM!
zKkMK(?@NB7(5;$wQA>OH9fNZ)SEk~(iE?FvQ>OzM%(+rN4p}XB`G`H9p;F-L_cw;5
zllGyTSM(VieJ0H*VrJQdi|y~!$StD!6*kuvCtJ^BFcH{lO!8_R4BS~3a&Hc{oGlmL
zF*t;MDe2K=+XT^+29XbuPq1NtV8`#->i1WFUsC#<q9+a>PwU%a?77-^qCS0TsT$Y-
zIyM_3`C+0yAuZi19(|wAef`|}RadwEPDWqdSn{c`FL5-7O^}dZH6TX2!sFki{GhDo
z&6V3TwI+(tP09=`W8(PUbn{sv`EUIgdBFH+$#CLv-lTg|M+?JW%Q!gkpDdTp*`TSm
z_kfRS1HWU>C!x#g>G;GHaTxjHmGSW&7AQzbNCG)ga*xG>O^y2ubMxI?YIC!vU%U(m
z2vSj|77#>FK^YXl6~C$GNg()$@MUD%?6Oua3Z)5OfOjL}cn<#b@&{_Bp6@Q1nSWTQ
z1MT%}Q6Veu;^L^*A81?rIZRA6<OYbp`F#)=hbTJe*J7W->z&qS@}=!XAh|14*#3RP
z*%{^}w~cLzrR@upI2;js9<za-Tu`bbB}H7*P<3f(oc^xD=~5TGz(60%{@VEkv)oUc
zDBds3s(8wJzW4=7)~Pih3&=k&e;JAZ5cVJExL9EqI#^&1*U&ei&M9-?_{dOXe9I{}
z?NwP><nY=j7ole#pr6zs&a&zje@i(gY6+?v@X%ocUpu_JX1jO}8Vt*X36!uXNZIFP
zM}E`*+)zEJ<w0@=hwzN=yYqh^=z%96qWxJVS?ZfDh{NtLcq@HIu(5r<nbvv1^GIz2
zN&oWqrgWUxKlKUm<vPotbCXilBl1!I*{(#i2X#cpM_tO*tqTACAmyPT-;f{==^N&w
zHQDfivDCK%q0rxyN_dzzZ{J2P*7Z|DQqIne3nB7;6Gg5FU)UxVbofCHuY_jm@sV$j
zYP`Ekd<uT?69tcukPE}Yr067L&a*u$G(0-QIXbXsIScqpI3-Segrmc`g1?=0FnIJA
zA^Lwh5GR_z2Mm<7tE<pEITkoEz;2=AGxcs}N=h{lR%9115&+{4xRVi(4#78A(OIa-
z2|$YftJ<e8LklYRsY+eeLZC2pr2J|3!ZA>e)qxb8Z$PUC2V3Yb59CroX*FP~a3&1e
zrNJ{Vnbq{H`wk#NjE6%`(8^atJX0Nt*w4eE6cWnH;opzHfB%k_U$Wkdj33?kafYY5
zrUnN%K(h|M;42&)&)}dD!ZT+kr>DCInqf~co|)Jj#<f72o15*o79J4M3f(VjZEPd}
zj=UDm#4y>y0B#LOzPJtFx^>GAVj^666~__a&niga%Zv}fW3B^J1|S|jAz{}r9UOB3
z6{=sd1A>F4q4Jwsrx*cd7C2&kD5M3_TjqHv0Rp%ll=}91z3}rB_`L{I>d)1_i1SZW
z0LL((dN{N=8!%3Q>#I}4f)*5`1&9GF90~;;RFkS9+H^DO_5OFbyuCeNmQKmDtt}^1
zU<2F#d&4OJw_M<;js;J2s|-@7lls`$*encwV*_R(e;7D>_}x)tJN_@P31@VmUK0wX
zJidg2U`)z*NhhilNxFOQUM-NBo#`4pph>_()qT(&DD)77N#^z5$;zm^PU!pz-g^IN
z@@9!@+AoI2&$52hejTc2Axz;hgE3wG=6Z|*Mul2dB;$i0T4F+@tya!rSZCf{JR@xU
z?p=VQX57;5ovPLB(1iO?*uJ#yIzl?S>p8l+U76jWVB7CJx*H6q=bVO?u@O|&AZRn<
z14=IRpqYP|DbNgk`7w{qaay{CG`0{Nb%UPP0LZAcj12BA5fL&P8cwlVRD*S`DjT>^
z2m`+Z`(<Ed^_ot^4b^q=3JPYgqc+xmF-?1et~x4kjSRh?=iXu2g%&LI-U&^0r_h6<
z?$+@B{kx0z-rr-T_=(8>R@M^N{QvFa*M+4x42+B%XgMz^Fj8+4rOi4yImO>+@3|xs
zT#r6(k0QP=s4(Gh4~@~!_b(aP*pNJY`0#G{*VX$L%&edW`1*vUF)lcm7$kH1^3l4H
zXR-J9_kXsuoI(Z$2UCR;q5=rOQl+Xrcn}uzr#D?gX>{`bC4GH;1c8fQz!zUVZ@zCy
zhpm-scsl0Or_b5hfH2sCCTIEM?3aXuj<2%hR8&;e-@jvlghLvX8|77iPQ#iv8_2m#
zL`2k)@_?!Q<oNKcgz9$US+Y(exw$_Vsj1V1&!x%Bt+KUUx%x130c)hx8O8f^-L@^z
zEd)#e)a-*Q(l<C*A@w(U-~^m>k@I9l8_t`d1Ad?y6mOSh&p|0XA%Ze3DBO%PI;*Rz
zLSBD_Ko5X*{rdHLvA0S}dBXhfPTLQB;2>X1Hch7xK}~5La6u?JfgVBt``qvI=gR=C
zKQ!5g18&gV95sgUu$@pgglZKN``4kph0!uWx1D7Ipy%LJ3It*_o+8sQSdb}&=^G+G
zr1YXtX2rG+6lmjcetteGpatuBE!2FxQUr}9Q5_R{IG4x%waSxY_ZKf-q`cdQ0M&l-
z$LZpdlFNV~0M`)ijvwHEx1y`dCnIAqy}gOh&MBkvfP)c^-GO>@%;GOIdU|@`T!Ae~
z8(OsLh{r-HUT9eT;V0+Vlu6i?ml1z>j&!RyQO{C1*2!(r9?q5^zj5P+1S}2YESyrH
zF{r1i%52gWa|I4-8yXst2xmsshoaZt!--2_Z{ITUfFOesky2D_3({jC3-jY-XFm&k
zFF70*^t;fq|3ybXC3Z@sv|d&5SRf%WF$FSH2N}!W{(ivB%#566^q)T-_5g=aih7Nf
zI%E5of#NpR6KHR8<i*>!-HxBG-@N&71da=kcnq{J7aVA#{MjM2=yBukg-)i+FV4cD
zPK-P}O8A#+A$2>2<bnq>js2E!m<BxxsXsZ+qL8d^=M)vC1NQH-dX`QAoO56Z%=!Qn
z=#F`xc$Tz)rZWe8fYnew0eXf6q_7)sM2P;;!M2jf8n7bzAh_WnAtC9t7nYKuX5&2L
zx?ECW@j!F$k4VVz@$p?Hr8{nJH>Reh;xjXYL7t_ieGlXnkK3HR>11SNU~6z;EOy3E
zjwwTUI%a_tBOoV#`ynuu%c%Z!*l?b4XCF6RN`7JCoTNlVMm?L4y1F`?=T+>y^uB2a
z<XqqT`U+c&z^0vrbP0}}_yPp!!f+7}hz%rBjgMU7IfNJV(Jg=ugIE~O>NyP}Ctl}8
zRrquvHMbnj3Ij1w*au)1G{#<@BYTkfB{>-nrgvay=m(sB0rbZY5E9uR?pT+!0AoEl
zH-{@JDG7WD*b|A_#vXvB(DSBPSy_287-^U)`#*d3NS$Q$+}s?8GXxWqAg6j+St**4
zk%77?)A|$`2mpdoTB1+j+=#RE^r7fq?}A^yegVz^6>r1Fi2V2wbZYp!YvUi9!TT|A
zaoy9^D{)|<7PKMq^z`h>)<Zcp<ZsFYY%rR?Fv~t;mMw;(JXEIn`T5_$;9cpAzl{T@
z^H3t_EfH~0#lc1C=}XtM|F6=nG@i=!?LMJG14@$d@JEFP!jU18hD{yHkYpA`2^D3k
zT?j=<Z5m`MLS?8ZA|lFgQXSGkWNJW(OohDb>OJp=clh*w&zFAZ<k-*i?EAj%b**cy
z^(0nXcFxzgwY9ys|E(Ct`-2*QKA7gBugt1-#&A42HPzouzMq*lHFY`e24^WtuqFjh
z#>~u&6B-`Q%fMMW@aOMsrHF&-4mye3hp>ynCvu>eLy4Jz;n}4kJ+$3(#MJbmzy2d$
z6K#g;+Kn4;)M`=d4F)6ywU|bJSRIHivDm*46TK%`aM6j00!f;=L!+Y`vCfP+TOd%x
zgk2DF4(K5PFdQHfa7h@&u=1jgpDH=YAx)zEHIz<<4NXxp5;GKa12`%NVlP}kg@)!3
zS{QFk(&N_LP{<q*IL_z;1%jY>nYKk7qj8Mx_|ZDj#F25pk00sgZ0~A)2;IN3ZK3dO
z>%0^9@BhBswlD<u4vA8A1S<P)kYw;~+_(|k0m)CSpgV!4J0rhWPBx{9WRaDXl?=P6
zNCyXmjDo_3)L=*GC<p7nRb15Y5X;~9_X#L483q7`)~K3ClQ8oFfa}KV`$&_4sKODs
z9E15#zr>2~hJJz6H((NJ=ugog_&7wh*knSmV0h@zJ)K%{>;Zg*@Mq?j{|))O=%Pi*
z5K^yHQ8|A8{Cr3Vr!y;8tqO*uv*qsg1ZX2Wkck)5_%up94C0G>=BxMa-OEgk*NYcl
zv_8koMGgzrYbB5|5__hZn3&)JS5F;e85=7N$8Cv`BXtfTn7q8a_^+I?iEni{tbQp_
zP<3+d-+zi*fn>GCy<`pW$5m3lW8^xG`T29)lSomFs0mIZG=&i^squxE9zxXh5IZ7e
zMVcdY9YJ;gHDUn5Y#`v)qvIZG?)B-lKmJHu6NS)~BGX&6Tnc@9-+lZTj;9PY%{nQ|
zpm-RZt0nZbwY9(BbvN<<_UG^IU0pm27cLwdAE&H9#KQz7fA=TMts9VE^t0>5?-p5N
zdOS8x;DsLeeioC`IYPk%WzEeyTNh$?LRsf$yK|>Fgx=+FsF<3Xvhi@C`!VQtRaH@0
zi@-XldQP4=!9^<YV1YI4tgQV$b|MfnIibXP`S^rl2;Y?Nahej8u*eYVGKcvMs!3b}
zd2Xo@>8W2zJ{FvP7wXW6MCkn-;|2tOf?4@XL|pc@7C)^0VYJ43L>3+wtYaZE8OX^Q
z9xd%)natHQjv1=|v=zHh({GT{dS>JHYp-fAL<Uq~a^q`MlPZr-Jw5zNN;f~OnQ38j
zn?;DvU5gb1i*6_`ovDzP^n$(?(h=GbYWrJ6aSSN=#6!wTaa9=B^I<QR<8fE(lpv3-
zI)3bfqnlgA{Z{{3C_o&ow=6uPM~@y+heL8<zyYVJpOeg~4+9G^i?g=X9|#NzHQ4&;
zLxWnL6YoVF_X_@B-%V3hRb_+)rX53>0)w|6+lt-sJrF0s8_?_Y)bNF641HN3EbIUU
zjOa=SMoeR0I0Ou{K<IsJD>-&)81fSV9FOa+ZHN*?H*@Ug_nDaa>*846k$ePV5%OMh
z!p!Y9AghVejsCc*^|-8zi+%=u;AJ&8uB0QH-|<zTdMZXnMd7}7^h~S$AkUg7At^b4
z;IdK(ZT<cIb8>RhBWqqR=_B0izZQm*oV#~}uU?ge<n-Ky3n7qzltUQ8e0{ys(-E>B
znAc^2+P%lVI-(DG_7oAE$YpazeL?PLIke0|f`Und(N8-A0|QAVMG<dbhlULC=o5SA
zr{SRF#7<1B_%=itj#y+VsGwHG{_6A%qb*`ep@IU4eSsBXwR7jcmMy!ztp`b&OOdVA
z{_Y(crPQ)|wR)7CQR``gy3Zi#vH#aW{$S6y&T!}ino80UtL=Lu_~XY9=9C_H<8{{X
zquJK>(wkTreu=@?7Mi^dvN%yvvYH1<8ujRF&fcnNpW3(-G8L&~NZ)Ya&@O`w<`$YW
z|E+eS4f#Qa>SoqrZ9KNY<mFISo(+I<J74QV?WJI}*b;h2i<)}sg(rktjNjeZ6&`M9
zcPX(iQ@-s)&9i5vWudbu7^?-@k{TKs^w_MdM6o_CLm$V2EoJnf+Ovb8#%~-t7Y9$z
zvp`7bhPek1pRO^(CLSN{FR!djYq_&viwG78!r#KTH8<Yc5eysw;q^iRDV^vNd!0ic
zO_87B1lqg1vee|Uu6O|5`unQt%+@Y}C0Q$!ZkF-A1KuZJ+QlnZI-zOYfDZ2~0N4Zs
zjubTY6SYxs?t?(UB$(K)8gV@c7~L-_F5U^jNuAGfZf<TMe{<h(LJ&qqr>ZpoxfynD
zt_s$oQt=-h5@^d(77jvb0DMX4cXE6*3>y=gG}r{rpbS3irY;zhB>dL$`g+pKKY{+T
zYZ9d!Plj^f-u3m(#_z?k(vG6Su#s;yZ)9WyM1kTk_zrRWmO$4?Na<+b@$>U{c>oGP
z6P#{TfUS%V?t`oei|aTrzIFb-2n0tIY=#KC_Rl}NhyPC$gwQ|dC*eZCSI6a8(Q<sa
z7L%y0F>-)bnac7J?=k6mfm-wZ1JsI60L6oT0+L!owY@iPICEM3wUkr(=`Vd7n}I}=
z32uEu!-jr5EgG<4X6CSKm$~~fR?2mA#h18g98oh-gT^36_J-mX;dh%-0}-=IB4q#u
zG!MVQj|G#~42JR;NFoPijZuTNgv3OxCSc?oz@xsFg8BO1s)(W~L1DdKJ4gw0*k4{h
zhTPCqI6_o0hJj4AvN&Xeh!7?V!{R^UO96J0u3ZZTq@ivrEiLUI$eXt1%1EuIk`q`X
zR4F~+GWo>D=H~I#x|<oAJT~Vgb$A1REdBZ+u{3xlJ3;Ejy`^8Xk4=-*&eYbDm5uU2
ziYKqk3w-|W*wau__m@naf##FiL*^@VIpr`^q5kb@&R@pvFjPTPgW}JyVUU7q)UmxR
z6s1ZZBM=NY<m!}KFjFG@iR0^lvm~f}(my4y3!`QT5otKWeJ;6B8VFDp7xTU@Q2^D&
zrtnZkZSQ7d<8sg?-9h-0Vn=bZSLp_HgALlc=)Jmz2F|w)83%xK25lalijPZ((q*eR
zJPt0s&Z;OrnwG{6UN?|fRaMa}AZ30y1pUFylsc0Hy<<|?2?qveGAP_(1qG|2@mk>t
zuUPDPJq87JovUkFkrbXXB2+st8)Mk`Y+0aTYwPYQF=?$sOCYDCFB&yN@8Fv^<>l+-
zXE2K1I?Hu*Bye(5GOx%AyU6<b`UB2OPe(-X0WvIGfylI@$=_albL6s`zm!v<dkor^
z=g-;agpy2!r#^M@bagR!Jen87H*F!5&5BX{yjDO`Qj+7tiZOpbF@44i1KwW=kLZCk
zk9>6~C@+zR?k5aQjU!ZaOO%xj@x((rmiV0-t11YS#}JQno=HgjcvEsr4>`zZ(CThq
zlJ*pb+hgEnI~yCDgmH<XiHpo@!`;t?1;(4+FjG?tO%+(|Jaw<1f!?bDoP1+rW50g;
zR!%HqT-<i|V^zH-7*U)g^*yd+@DbP{iu1+D#V@q?uf|3S_xshdL2$d}vf5*)#w^=A
zH=dD*fOc%QxCXMVQ_7xlp27$MxLg6~7jks+ha(P9hCxFBsiuXsu6$-s(dBSHhb<Sb
z+Uk7hj~ErH8X7(xCUCk2q^LECo{<@Yp12H~(tDs|eLTKYN+E=zo?(CjsM8{(GT6nU
zf<+=b?C|azJCzjC6M$GOZ_3-N)H1%k43Laq=85UE5_%upSPCN}x_=?yE|i~k$lTYV
zdBFY7NIJ4f8&w&-3j8ewU^P<fd!cti<*|9-H4O>SCPDh4)lYeH6f(DGj~zdIqnP_<
zj^K-iWy?WZySD>7qqj`~XED}T@-q~&&IP|j`yCxbc`y~_>1{{HmnkbNzsN9K45vXE
zJQAo3L0^6p`hMnzs}h1ZhiB0;bw0P`SUGp@oXE=ha<Fly2sFxYBGO|8Eh!2gERsxD
z!c@WN<0e&(P8^{q&eyMB0~WDT>$Uf{Xrgyaf<-tdKi|^t?Oa{yqkLWR=6_##!ZAv+
zFX@=MCO+Og?06`XWy_73(pBx_{F@mC*~}{UZ*ltR?>pl36QZ(@XTaWi${x<yZQgfw
zd)Q70m^sRLjcYi#&Ik!x_5EKdg*7j8H5YZ>XGdi6%rCv133cGNx~WmA(p$GW9PLf&
zI=asGPm@b2eE#wr-=eJxuqDp>^zq`To4Duc>pKvyCm=8~0XYBC7=QJbo7;lXANV&R
zi+R5C;Oe7FchAdE9XRT*@rxL<l($bzzje4mXxh}n#Ds}z{so<aD?x>E43gOe1qBm-
z?m)-<ebp|*I%D4BAT)Nlx|X%H6m2UB+!ptXfy}#`mp7eR%_rx-16}iA(E3yr0$6#-
zxAyh*&B@Juj9pzXIk({exR<`~N;8S4%v3>m^)c`H7Tjxi41lh#J6`-{t#A{ii$bkA
zd62O;s4`aQfBW#p`%OeIr5GLc+&fs4a*25qg43Uyk&uw6m*B&V>1GoefU)zfV|u8Z
z+Um(57N~>YJzGN}B3PV9_lAI-yu7?hK?OLvyIZ>q?@`V7Zg3j6)Wsjp;@gW&W;0WG
zOTj66M?jCevkVV%d<6mm0`|DMz2B!f!aU+xwrrW&o)<|?J*(8!yY;jzB0X&K-aN86
z>tQqerqUu?tI5hN;HS|Z*CukPTz~vuH?tn@oa=?bNrOv;`9TEe@4Rwt#3J;+{lEAX
zx?_Sw6`niUPEQ_xI&x9w|Nnj_d=7K&J5}&&!Uk<`FO8^i$|5dYm$?enN`@6v{py~Z
znNOI-%}Jbt5O#zV7waNI5yyi0$SfH$AflIjTv|$795$eo%PF_7R`2bEra!JQdvbEJ
zLD=In64qt!c{GdQK*CqI7UWrUOiaqQG|<%$3g{R64?BRa1_tTG6vF+~gOQ9);^Sju
z7YgIxJj_lD@0C(utG~hD5w?MWs~w^U%7UDjn25e~DdWqF9>TtGztz;>2&<Reb{k3J
zVd#>b;AM3AVvqhKc7^>JK(bCi`jx7xClV8-fpu@Le${ldNMi;ALl9@&AMIR&sN?52
zi0~16{SK1>!Vd$0ZR8I@n|9z5lB=B%twuS=7!!EG*b7S}AWY-(1#Zp^^3x-$i;IxE
zroP^0CSPW55r)D5CtbsswK#fuu7J4vdS!YK-9rQ}FH<{GYZjYqn?+gXilMh}-=-AP
zZVy1-1?VlDa6vu1xvvB6M1=~<BI6jbtvj~}HEh9|%f*IIM9@IE?LIbu6AH_LOYqar
zVqm@7YU}vg-6TI(&;UumJ2qcZT_3fz!J}{5tz<Y*!eKWrg}bm7o}lRnf`cMIQ{_%!
zH&Ua~pog74JqtCOrU_r7du{<<AVhgxcLLyNFxZa%Pevlr(gNb*;%aWMc>0UJ%|-e`
z13m8Z=ee1jd-r&lcuj9EXqmPZ#DQ7n2Nlv<v*Kfw#`0V+hE_Xvv{U+dK!0%<HoZ^C
z_QeD0&FYXkiNK3*T5>dq^BLReDTE^#Y3V&8Aj5H<Ut^tD0DyWr@%<aQ>Em?+XdU&;
z&3;~moD{Zd|EHLsp}~pC$(PyodephVdowm#G8M&UlUKqZ*)(0d$a*7e7icDs2VF|B
z|4CzZuNxXdQHzXr;0n`jY0MxgRw;&NK)__(L8}-63JDO`IO^qV$;}MQc{&fzGrfQ#
zN2v8f!~yv?HbjY~Rz3^2voSS|o;V1Q4-x)x{6`rOs5m~&oOk8@g$3XRyVP@mECZ9h
zow?3WtM%^Vl>?|_$Y>R(;6hm4dgk7J-Y)1xq0ZCM68B`>`A;s>atppYltAhZfz|3I
zjjoy>Xd6t(vO@$b4xNsmNiH&$0@T9u%79vnzTe!`)PennmLki@ueGMG-_65@9wzgy
z*oFmUVOm&NxCf>zkZfHZC~7!Bk-c?Q>|Zw@g2O||20yq0pRjF<)$ug*^Yax)hhQ@D
z!ep`aFN=@RDj7hE*Wdf$w-7p*bJ4l<wUtOC2gCgDHaPY^e*Bo;QUeF=CS&8yVw<(y
zdEPq!x8^WKaY}q)?7calaWFJYL0&Pv83AO;;NT#Q41B^Y7jMRl5Y9Xz9smVZJX>|(
zETTcd+vEmod|irD+9e0N`RVuJ1lH8jqHmP~X93V6(bItV<-#|JsDQI#*RpIA8Y%&n
zD29XHP5=@Ygp3osl0?BICMMF4V8+U(_aDGR3>86yPIg^w?QHbfXpGD8#R$T6jZeCG
z`Lffi>nuDcN$McgH`;4oXspCiBRLBhi-G3b!GB#uDkJ=CJn$gnXEvsftL*a6$KcTh
zm&y+;)!yALj|k`#Y_G_*!87>qq?5q~+4*%Zpx0P<1LRY&m4ttpS(1mx#4mHoemd-b
zGChsiD~8b0!efFs?o<B3SuVIcOq|I2UDniOjpxq0c=2Kt<N>3vO8%0wmvg6SA)ES3
zo3x}PeRB5U1qcSBVqzpVJB69*@O0Z6+y>Am@uX##GkpB?iEsP%?UW#bVa2u9(q2Ip
zuT18ub{Z4P4*zOAWo7@3d0_hU7&$&zwYDA>t&_*@h>_#`c&;q8)x`<t5@$bxqod_A
z>O1=Tv%kEk?(Xd5X2npZCg(F|$*^2mnwT0Iaw0KMv*1IuMy<c83{QyVVXFlx+1Y1T
zAAJ7~O?uDV)K@xzW2SFq1h>v9!w@esBq2d+pNEHq2r|k2O5|8pdF~5<$7l)%0uaOb
zb=?vrQ$Mu{(xL0Fzqwrio<4AnSw@%e9+EONRmAe#y<3i@ZZWdk#U&X=ua#<QhA`m`
zz$42MAIEDcykUev+xI@h<)nc08Aznk_u&JB;fpT%(%Bh|5+;LnDk371ZeOwn{a-NH
zNs>*Wl3^)UKnZHvGf^@*B8~xl67C0*P)T$N7Jnau_u^3B8zC%6LK`^vkVdh%|FExb
zC4v&qI+mY&jOHGfylk{EV$(qaPkG?+^ue>8i;s_d_s)UZd(_Tfv@@niM024{q!Wx@
zQNrQzgtwL`3GymZ_&eSUA!%c4YtciyX2x8JaHtq43lMK$sYLsguqZAgV=2tqQFuc~
zx}3!dCy;<BL}e&!E8Sknk&BbwmGSaXPykt3(co;{w22q<1B)|PAZb`LIb?<$lE+O=
zV%X;g&hA22PQ@EOAkw*_>Q&$jH<B+&3>@SmRsjnW@}rK_tl;n-(Y1!=RiNlY4Uz@X
zXDZf!@#$7&o`CkZIP+~}L<DEj89{?^Fd2CLg;jV<i;dqD)_Mqvz_Vx11PyrU6vo9*
z)@w51STxUiQB%0sl;EA<zZv~V1u{bnF=|Btnm0>C8UF`mtMg%BarXATeR#h**DP(b
z5T1kO>PC7kMD`T&Y0EIH$IS6rGbRetnR6E}E(sCr0I$Tw26J-SMgbE!&^h6tU-)H0
zkZXNGRNMEK(c75<Qo`2O)+yMVyfPTxok!KGGs`|7u68Bg`mTv==G}i7@{E0V@z#wU
zo*)4;hVcRtZU+7FSpW$7;MO+KOz^Ox8_|!Eg9c?j4xRv42`F6$>+q0>LUMI=Eg0zi
z^vMxfN(Zvvp7t*~iY^5uD;d+V!F)80-1-?8r98z^>2S0gevzc$a3nxb*H{oK$c0k^
zA!cha`(hXb_4~Cyh)Cb>jGb$NOGvNx+UKIWa%H;d>VKMJn1_`P^&vQyCWCN2uURt8
zlM@>&5+bPBT<yQ-`mG<*Z3?V;jJc))1B#d8FA=2BwQU^aYImZvNkT-p)YH{$!|NJo
zQkUl0y$XP0aTS7IZq`1=+G-<;8j-f8PoD5#bOK-b%{yb53sc-InSwClu=snohes4j
z9LGbxIF8dkkpCU~h33Hp9`p)_c<sY;G4@Cmv9*0`bozLB&vNt#=JLe!W9HA1S5h)g
ztp$UVi@`W`lSK7ng?G(d1bl=^{aIvy6BI$F5vYyx7&giZT*1@szzcOM2D@v1b--Bu
zz%qWRb{i3sL*~e-i4S^;&FF|vVN%=)Ua1lh5jf<Ewwd%iio}Nc4G}Vw2a1`vql=5Y
zo{!GK_nReP90qKAg10ZwuO**TsuVPN{$jtb8Pu-h?%g-;6b)30E4qNHISY=T1Vf|@
zr967Pn}C~vNMQg(WCyx)qKIb97KJmVupO`Ci9RbZXU=*Y!<hE+0Y?wvjSP4R#;u{f
z-!c9-wX#aT^C#YrfhK}%p2WYSGa|;CWBCEFkxZpDGF-H15vA0(Jp2F%1R*dzHO!_A
zF{b*}B{Vm0x1KaKzt8HZVkv{X!(ycwM*YJf^kF@@|AR0NoHJV}WBTqyL7@x*qF2Mi
f|DRfv+No(N#*#Z%U3>R{!9T3^e;8&NIGp$oTC}+z

literal 0
HcmV?d00001

diff --git a/Documents/results/mnist_training_50.png b/Documents/results/mnist_training_50.png
new file mode 100644
index 0000000000000000000000000000000000000000..e3aefc351a83bc0e2567662d67e2fcef601acd49
GIT binary patch
literal 29104
zcmd?RbyQW++b+6kr9nw45kWenTO>q41(j|@knWC+inIu*pi&}AgLHREi?pP)bV%2E
zm%sY%z2CTFoO8zc>)=3O@3rTe@y_Rs=b0<y-W??(d|G@I3Pq%ROI`zo!bGD`7*pqP
z;T56Yv03<m?JTGK;2eDUoO=`uf1h`_rQ?i3k(eOg80j);PvAu{7X@vX`}U7r+)bR!
zQMM*74mS2KHcw2M+{~SvpV-?m3Gl!_E+$JC7YA`(-v3;{WA9|a`y#2I0EJ>gDa+q@
z;1Rzv?y3J^t^sdj5?#lX#gxqSlpy0#XomVbO)X!wLRG!guFoQU0y*hJU$gt|q8=Nn
zsdT8SUGFOD`rsDP&fWLpdpoy~yN&|sqXe;a#vZBbgoX5Rfi&IgM+cosqLR+t&fVdi
zkrooP%F!&OWMpJfR{Mf(IKlAst(qDY0zV(Tz<32eZkhjI^yjU>FL#rOBNY3F2OQov
z29ezS)N9=JUTDY9PC)@jkd|n|V}^*TKRo!`b$%4NXWU#zEL<TA7qz~me=HNra(;7j
z^Sh-WwYW?A=#uN{v8QU1H2uiPh+9YdPU+tMW-FtCkt1)u{iL*|AT2fy&c~vnqWr9z
z@@o2pEx9N%oi77c`CdC#V=jGatfQrN<DrEXJ<Lo@$@NEx!nU*m0s>1r@!JbMW-Z|~
zw^UW-Z{H5>D&W-06+Afo6e->CmRqm0#Qpb=&xWpFzuZr|bB&ibsJ7O>Iw@<wO5M<q
zSVl%Bt^e~!>C=6)rsn3$A|g~qKASiUUW*?Ub4bX9Yzfiw3|8M>UDhtOqo43QvK6#`
ze4JMS{rR&pasdYihiJmR@Nt*w?r$5{#*QADvv6*`l5505b8~awt%^e{GlXb~igazO
zm)V_X%e#|@mN(njl8je|^Y>RvCpTd1-ZrT0++19=B1xzGEVUcP1<&-O^;*Wjz`)@G
z^Dq;=hYu;Fk5;ZrZq#8tp1YeUc|Jn%nV9qZ)XCnYQV=mcDJdy>qS|{V*2s^a-TDdP
z6pYuQPfg^qq$FK^ef?s8#sx!<UpT0`NSV`MxDX4~@{-<qvB99mr@V2Y+;jUeOuEhR
zR}AR7q^X%1*~N>`+uLu?E-cKvvq-ET&@zfhPG))@7-+Ki{p0?2kBr)`$rD0jU0qt;
z5}S~|w7X{T`Z;1^MHd%A<VK4-UN^;5%uv?_1d@9#9S;9Ik^J-h<~ag_n_-mP8^dOi
zA5&5qW{1tq%{`_=*kF?dyn00%PR-x2p?i&9Yad26(-25-OGV`-+@j`aO=5O#PKWDg
zXUOQ2{bUVtBW-PJjr;fW?Z(Ap1SH(onv!okBV}NC3B62BO*QUKQFxJL<bSeLwpudU
zxts9z?ThXNi4O)tI0TeaT_Th6m2Rua16Gd5`;M<;W6gdRJt^D$X-!5;8#*;*Jm%EF
zO&P?!=px?v?mC`9rCXq8mI4gy1tE<o^_^Gm--q`1KPX&Kj(*<MBu{urShd%cg?Vlm
z^VaM~@(ULn8;L}wV(v=UPt`xeKz$Ilm2-6D|MBC;#_p)Sp3lV6K$hddmU%d%3<GTh
zF4%BOFxeG{>8A5pIl}&@2W&5h=|k<tD@^7)-vOf5<(svBbzZoGO38AAS3C~pVmFc5
zgGoT4FWFc1K3O>Wp~Cyob9+8cz#PB5y?ttVIqZtk%c&3cHT6<^W6z#H$JQ@%zzCz_
zZGmxzKf@zo78n0HFP)W{$>%U7JLa?9<+0r*k`E^E=<#D_cJ}jTtuKr9(kj;~2$YqT
zJ!T?AzFPD!aOo6a=jfHf=DJR3&fqbH;j=TKMJ?gR<+ZaExL$Ka>^|<QRo#6u6DiYz
zSc`RTIqv!M=c#4<BnNX1!jxlJ-@VqW^5AFiKX!x#nrfyplDD+Hw!1nSWM6wixi{g>
zi!z>RiJ+GD5&c<W8)lK{iObK=kC<A%<BX!@>Hf@4rq=4rV1NG<Y!@ZiY^0QwFB%%;
zxQuG(o;-Pi+=<7a;yH=*J_-w$u&&1U=v92YjmPOt5~=4x)`L?oCD!W9BBfqrW^&k!
zS5VX*ZxLu{Xl!gWl9>HSRTgzyp%!;rvGkaDNiX5B)X!dZF#mxlQ-o}Ui7ZM<r^MzR
zw(Q|ttWjzp0oCoxmoNW#!>Prh9G&XDUaeKJGpKhJeut_44T~%yxxQX|_7-(3Dk|zn
za~KuTDBMfsJo*n<@1>IJt#(e0)w9#H!=YLhl!l*Q&4Aa*RtGOR>d8of`Hpm2$OX3B
zgMQ;SKZ}$xnOxV#bTZS^`3`hEJ<C&vmeoq=#hm1~wzp#*_axd5yDfgd3=IR8P?to|
ziD_UOYuw2jQfX^z(@2u`Regye+uqqJXybi)uy7Ui<HB7@6Q`B>XLu@(j*c(Z-Pgw0
zF<t?1s<war{Q2E#-+O?|TOU7u{E?McV>K*n+H{UxNN6Bc|Hh4gi`3NDc2-BVGPAP<
z58nAiWM*cjmX(RJv$HF6@bHvqD@L=xwGU|pEnn#vD88g)cU|gl+o<+2xWde=I&nXm
zMR{OgK;z-VH#+plE4ia0lRj54UVTx0XX++deg^<FIw>jXPdjH`-0^XKD?>~}LqqD;
zmQ&#Zd6d~Oj_PdvTIISlvQ@!G%6tw4gzd&G^N&hPqOK^VD1=eISf3lLxWINt+xL!#
zhbU^QgSS@jH-l>$Y@hdPHW^aHU%!081uzAtEel)!D|i`&BYGLXs$bRsq#x`m+UASX
zZ5y7SXPw+z9i>|6Nm4R5zl!ShB|_bm+<dNFUcv2N;&ZYybd8<;hOX{=lTm=E$ni?|
znf=X~7q-YQ_w*D)kgu?fXG`d3wYLc1P0*h|F3(@Q(B<kQb)CGArdHx8y|%pLrC;Si
z7R~bOr*)o?r|n>#5eYaS)epj5HnmO(%vY}PKl(=MbG+I5BI)77hbH3{u4M~}-n72q
ztm^lhP`765Q&Lj+jO$R@hSju}gl*7w(i&l(n{A8Pj+O`=7@kh?aBvhH#v>DRH%Z##
zPp=Z$g$vJ$iUfTQf2Y|IJzM=*e0}sw-)}zeU7I5NNd^oI49k&%tI(>$pGEbHR8*tm
z79JjDI;2*;DS=(q>K{H^vn!Ls*1|@Kx-MPB#Ka_JWVF}Fbrbm_m8F>@mv$!sg#sVn
z2y^{C<31ZUHg+5~vlyY<>d%3tn%A$NoKwjoLiude<CPsQWs!lS`u6RXyn@27%JrJ-
zp0+O;WnPxpjxw{bG|lrXM$iTV{FwA4N}=SZxH&i)8cAeUsxDk+#=@0lCfTdQA~Ej!
zqNWW%f=j|+W0_OfGBh+a?WP=^EzQQqM><+!+vq;&8x+LoM~z2JSNARI3O|4xAbHSI
z-UDOf<dG6BLr)yU$>9>y1rKCt&5YXDHiNT#_4;+{wRquKUD54>-HVizrrYyfqE55t
zqNAe;BLR;;78LwoL5ar{56W8S6@MO@e?}r*SLQea7!wYmju~7Ij+)>Q04-UD4gvAt
z;B(o!#rWuREwC^OwSFf{)x69FkukEtl4Bdc8u|T>J&upJd$cRvaynkl%*;GHJvsX1
ze|8!t;m%{|f8tuTKOMIJD~J)+8m(CF{LLcC_XX_Tnd-fX>mz=f(+aS76RSHJoR=?S
zym|9R)OkK!nR5yj;i8m37)^R^Zp)9)DqXr9XZtfGopJnFwWo)i2wD@<i&K}BKIv<j
zKDCO?sPube%dJ~f2SC+Tk|geWTfG`%^Ct@%+lMY$KfsNyr6TY@uV258OE9xNJw2rs
zb7Dad{dZp)vKKw(-&wrxr?(E4Jg<iek<@o^;G^W$eGc!=0N^^b@pA=Yc;;JpR_Wcl
zM~b4ZkQuLs70WKRoojz{jf=}gkKTqx(2^82HSRtsG*V++kEzgORBS~N9TT(p?MmcS
zqW2oVr|LTa9NnD3@A#q~8^+kUxYK~7N&qHpezVrE!5sq<RRIRW-ptp=CH=UvH|a0(
z8-KFUg2eA+M=Q|6&d1hj-5reMvDtO-Rdx@wv}THj46lzWjSua@6e}7UGO((~p+iIQ
zBMk_m(%Fp(n4+ktrM!w%_GFyrRc%H~h)O5@B*@9hU&Y1-frU}o{w(4zVsTykj`8c)
zFT@_@<m5;pXoAQfYo;+C36tWayoFmLE(JljWp;LY0t?Lz4d}ad9xnE!k=WIqxK(Yo
zT>944rI2S>{p!sd^SDQ*SvyO!Z87`5(~>%MJ0Ep@5K)3p=0EPDMIsUKCvn#;h*|H%
z2g7Z`>BPuQOiaFYcfT;qYmL6DGPSVqw`*4v!(}5Gr1-r4ST;2^O@04(Q`GNRwC42C
z8dZ08x_)N*t09mY<{W(aGbCVci@tj6&K*THwTKjFMsb&Gi5}DE$DDhlkZX|L3BH-c
zpu&a!HztFm2j5!to?&OA)FlWy8|nhE)bHPa264eO_`O!x4ut0RWxsG)u3klOYq9rJ
zP@9H;{H(qW1`G3;=R$(zXbHFU@y1Qncu}(Ts%_%Ko#i0#l?*TrR8s<@X0|qlk&%&V
z93KWOp-hS0_|gwAHAoX;*zO9u;GKfw--jFZW<KPMWhj*%%+`6fInz1=F@ln!BCd~*
z58=$PO_!lTwU-c!a=}QZcPqU+6B`?zj*bqh$!2C}dFW==fGNaL-@bi=zT>G<y4GxW
zOGLeS69|zU;_*G!$``)6E^EddDW*Xf2_E@HV2OzBPb7lqx8C{&XwPrfLU;@g+hZvs
z4OT7iuFT0r7;K?O?z?yI5Xb<N6@ySpF0D^T|5zvSPkkGseD3F{c%k?2f`d`PdXwW0
zjYRt^g*^^?<L)AEu2t>XI)xk4VZ75TBZUkUe?s2VmY~SV#FDG3#%xB954L-=b*_K7
z!2c~C))|m37<w*nOjb_aid;1X(N^=X#-QFjBN>R{kB=tLS^&@ZJhvXf>I=H<R6VWw
zcHn=y%}6KZ^<a~Qmf1=a(hK+?M2P&)>k0}4SXfw$0U%&fzE-?sdMEC)&sX8{`zZjJ
zYN8}fUe(rZGp&&HHZv3pGc&UW%}ZEJ<R>69e7!OG=gZxgZfNM>!S(_fIeEj;Lvk`Q
z&-2RB4iM}%wX`&}Dka#O5Tc1i{ZFgfh^8Qm{^lJo=8Ov)>B)+fAU>`v-t*_rQKa_C
z-@kuX%q4=nn_XQ)<LUmsN8>^nEk8<Jc5Ro4h{znd-IjnAL(S*zm-a{xDE`&4|5u0p
zH~xJ0IKlt}n%20ij2RjhP$jty`%pGXI>MllHR5mTAHUvC(edk!-|Pa`!-sE^E>X3j
z7EK{Zl$U=XGcdqhH#Z;Z&y7=6AaHclYl#j%$Hajj{8Cstx4dO%A=&Bgg^yB)umS_$
z>a93AHxI?~u#alp3O?t~&(AzOa3aouZ`pF~2erolOjN&IG&-7m)SwUthZ+0l1yW;)
zF$E>8fPh>XHY-wOlqp}P+bNa}3Y<6%%|D-<>>pxs>(N#|vJR3sAR}k4aA@O%lpL1h
z*^*VScx<eN?~1{bi~`?c%gdMs<N5AeSC}z3e%*FdqrqY#BU3l)TMkHJo}sS%IkP&O
z7Z&<@mGjy+ud=WZGH!1_zg#KCEswwb&t*|gG4Iwa<GhA)5kETG+AgGDOG!b`cNzHK
zncewY8KF~GH}S1Xp!@SWymEV!EXVmR>-}%Pc(}r6*1oa-y&^j!gX~7GU6#SBqem<+
z=ctxP*^{_J!L{z8q2h&`e~gejrQV6g)~~WGSJ6B@oK{fpPMq)RYBX5Q`;>z6_a92S
z5G6;5o~{1lHC2a^Z~WvD%lDiQ2iZavZ#G%hB-t$JIui0?bUQpW3|>3A`p!DK9~{&L
z64WJ1)r}OUa1ORAg_n2qP;vVd{LtX<8|)!DM=Wf&w|&8&P+Hn_wNls?ohYRit8gBF
zt7@ozwB2KL-PE4VGXOB}_RS#TH@c;E+!(K<&yJlddk(;rq%uf(-2ykM0r;3|-tqR`
z8=W$TkFQ_7V#2}3zBOdvo>1hyx8^mFRaT~r$wWa#HMHzGi#=MR{Nt-hbbm$+%T?A;
z{~)3ZqX`BrF=gBF@s3>XHFvDIXOvyl+i6-e(_f{!F0=fe|8SL^=T5Y4$?MegYsyQ*
z>d|(UYLa&43ejGFNM#5JU$f+B9*-7$9`@_tj&@njneNR^U{O%Kts(!MrMczy4>b|x
zADIuMA3R`D)+_ZI6tW97A3Ls$OPY*MjbgcKI~rjPVb*ZDGn?1$N(k8%#VNqpRs;8O
z^Wx)4|Fei(gGy5fmXY8R0nfA~Kiad?y;^?D?@Xw=pT*YvR{htw46CR!GBV;s>=_1g
z^nxHKWfB+HRj<B%`!<rfO;4LbXe>UbuN<&C8lW80loOot2_r|7u%Ww$3M-Y0i*znt
z{fqr%i$qUFyz9j6?lziMuRrQj&q&6$#WRY-(+tcks!Oe`&}>N;I}*Ru>gDN^xqsc*
z!KrW|n`D&YXg@p(d&^vHSTuETh^b|8HPQXJY?y)Ew2D(f=bh-_2m8<ynUkVD{h2S?
zifuw}TkEENeprTNDC<5;K{qU9ypjHAN0a-I&=QV9`tI=i$5oq&DjF1$|06CPyeJA)
zZ5RmvrTSj*JPi#^=u(5oy({0B1IVtRS8SO0dtHR%SuoP>V2oFWt<!VIL}O+ft<xBg
zc8l9zU6>6wOORx*_=$<BfA-Jud|uD_)fnJ=gdWUM(9X&fIQ8C4S@g=urM$pdq`PhQ
zP?NUOLPbSEc4LofylATy2d7SGD0toftorxAMp2K9LZp`;4LME&8UstUgosw~9C#=}
zRB~n}K3HCJf5v?xnZ3=;dU*S*^$<_iQBHQYym?N>@ztwW@8pV&xK5!Q_P_3P=C5g-
zqm7`pOi19aaWCrpcyro=ojq49_RwL_lT!@#6{je*sJ~%RL)oFLhBeLI%9bEvjH5j)
zW#zXP?elXXdjlo5DS_QT={b1}FP`CI2P>@_FRb$pwsZ1O9^FzEq|ajOvkJJPL?^=w
zpH<5bkG5V>t_}O}ij@ZC?Bqmx;euHKH!CYHbPI}gO6uxlF5(Hz0zo8<B^8sMovPrm
z8n3#t2I3Pm8-?lS%q3YDx9pVAao@kk^m5_+zf9(bWs}kR;Hjzm{Br7`K!jt&$%(>{
z{`lL<Opab(5tFB@3c+Ea@|?*@jNh~04I8aGEG%<2pd%yCVRv!)$p3a}Ir(N#kt^<A
z6Dc+0`|ti4m@oBb+`4;L#K-8bi`rMrj>1<^4Al$>#phqn%?-uhbUv_FYTrK!n_>U8
zq~p{rzW#Gzw%trQdcQe$NUz4Q+b5x4w`F9gtV+L1#tN@;$%@}Fx99<O9u^)~-u<+`
zkRbioSEOVUm{<X2qP;}JnQtt|KZrjZ3mVkuFwl9IpZMm@TdZUeBeS>syq{)ihZfxV
z*#}v$j3Fa?_2Gkc0XI}IA(cNzNccQ2kJrc7m;3FLfy_4pC%D+yOtOC0@6Rj_5-pDD
zxCjZ^+esU;$V?8aO@#}LSB&KK?XK48*@vugdvd8Pbk`O3(Bkn(=zh7&xRBspYL_dc
z`6OdM&_I**ZI8pwa%zjfPI=47i0SWWNRbZ?n8P1xV)`Fnp1|8}85^)I-`>8!?bOy*
zw>1Z)EYt6&_0L-N275nESG(?w*R?W+IpgD7=?)EFSXz!Se{E=XwKgon@cjzQEBl%Q
z+}g9#N|RA65=k^vuimR-makPTf1Rqm{`!xX6jCE%OY(`1k(Er44EtK99Zr%jwA|S%
zu=_Z%+*z@pu)EEmHQHjgd<HSj16nGIkV;icK~uMt<}l{Con^L~(*p~By}_QILz|IL
zN(!8Y+w(1LR1_2`LiX(!$u1gstEqNxr0(Tc=H|2Yf6jQT?i3+LF#Ovm4U+2Wd`^?Q
zPoA(7Ge`!<$J13ognUa)O~Kfh3F;yUxMkc=n?|b6kmq5b=q22mtn;c7#A|A8o$0$P
z(+q*nS4eeSR))z?q)>E>HS|Kt<4D0zg}3_o%8Ct_LB+-Tw-u~h>Dk#$Q0NPQCJW5J
zCy<k)v+{87#G|?sE-?BD37HN~X61z%UF_yC3p3<>8!76kL8urTn*tb7TLghcjr*!o
zRp+EXR*w{(%j(jw*v@aW+U{=g!Roz=byur)^W2KtMg57=+=fZf<eRz%&Jl6i>iS$I
z3$wxb8nL`#L)Uq_hq*6ZWRbo%rx1B^65zIqcARM{t5*Mn_CLP4l2xVuytYm@e|U3c
zBxNqwTFbGs_RQ{h@2y0~hVKf^&~V%S!Rl3Rw9M)L6}##k&BE1BN|7yFa~=GTJE`L(
zJ;~vXPi@YLp7S(xk{+ZG4b~$w06}(~q(49`Qk#s5iFx+=^~I`_-BFn4hx)vyIKAI!
zkGgS3Mr3v0Yb$mB7=BwIu!%uLy?*igcY&){>)s2ca5hCbYiL+l(5w9J8PHeEqspO^
za0{M#aR18FSV?PP-n&I#Fb3B()V+<mK49hNGaI*+GRN58q@-c5FgI|$6R|nrv}ZlX
z?)oIte9VK5)X&db8TIFZ4_3zWVx!wSIw{M{(i4Yu`?aU!Mr>EbH0M`zjN8bQ{ry|J
z6_gVaT)B#4SjaqPnJj**-!t~z@V3RkU~U>9b}6oX`Laa%%Ampi1T$|#&pNC4`RCuB
z*r>hT=%;Bbxt4L=VvOB+E)-&*qBVnuZy=c453XMyY%ov_rw-C`j}W}uxJMbK1wnT~
z%TMgclcVO{gKa5$#R93@7V25PEe5W|PeigmE9t!Z8{f&rk7;NfEiYO!F*jUa6P~$N
zQyN@_kHr*q)vMa_pwgx7&#wH98`F)e{p`jQl2h+2&}oU}lX~x~cUKChJ!4qKG+Cv_
z#V*&kD$(`Ow{AV~s*a<v<{YD-fN0g>>yBpSqGfNv!otGO?ahlm_GF$EFELzDt)zk`
zJ2c<@4hr%=lx5y_ad!R9EWN^&v$=4K#=>zSe@r>LY1zbnEa8rYztQPwNu$Ao*Q=F=
z=@0Mw+N;Mj^w{Id25k`aKOb<H^)~CdWp~b<p+kp*!zQS*N^&MA%_gdKd<5U!#3WH>
zt^2;`jCa_Bz@*6)OxAa4IB_kfsEl>A8zbY92#34o-`l-T&){ct*K#*)p6h7erC_k5
zGqd<jMrI;59OLZq(>pA<lMfZ`ZD+2Tl*?$b+Db<EeN8_))n+UqnmA;>%QmPo{Tf+!
zNbolfHw=knWx>mp+nSGWH++abEaSxHD4(Ni6{J~T&~ZQix?*N+w({Qa^nwNL>{70)
zg>AkKbBdQGdD0}YDar*sR2%Te%ed(r|F4g`s#>x>=}F=^F6%ttTvc!5fAy<gwbQ@4
zqh7#hF^zWX#n%%V8#vKzE0c&&46iI4@M?8*m!HKoJUdv$UcuBX#KM#R8uC*3?E8SF
ze3pt^$^JyIKoD`r%m^)2YO3_@-5FKiqfqa7;Q@?QA)yr4I}G-*AFNMZeOtx{>@u>B
zg2QLaB$$~=>QRfUbnm#-wXf;g73p@!3|U2ROT2u`evP!X@S(-kos4Qm_sv0!)o7NM
zfdL|yVn!-nj!W)T)Ru%!Zz+Xdh6+sdJ`WC-WB^y>>{1|aHrC$RtCzK@sqvI0r1+ez
zTIRPNE#b9Xo$DPlt5$f`$xLot<YYpZ3DFbn6SnQIRqx#s@1t<I^KRPIafndKKIhAe
zccpLM?Aj}68ru2G&_<l=9DLlNs1&C6hJTEVECZh{Ks31*H%i>O;Cb}BT=b0jd=K8~
z4)2kx-{BK7@(){`dI@)2%tqe>hGp9ref(I$_E26ilv0|RSzw9<a-|@_pO@05OWE%W
zxOM52vKKyNWoare)!cp%&C;N^+IG>k(cnfvfup-_&dJVNc0?@XnpxDS5uBBTcqtvZ
zHdQU9jz{L~dCq62i4xnpkOE#epUd0c4p_1}Is&uQp|xj|dHQTbNJU<r2j(_nNdozl
ziPmI$Cq=2Ib4e!0(ac(|ets=ugyNW0=b-Q7E6mhu!NKXhd?>F^hhtwlFW6;iPKsAP
zm0auoDc5pvVCob~e)%%8M=rLG0~f6{LoJIZxJ3Q*P<3MC`DiA4j`Pi>E0L9j6l?hS
z@+#?47#Jn3kROH#Z9<A|?MTRkm3))-gy@m=4}~P@M0Y(QZ`Tsa(_DRiqsd&m?^&4z
z{x(KNj+_E21T-B+&SUgs>M=u$Ns|m{jPDo>o45tSH9aHO0}UQ7e7~3MYCW_1jZ3P%
z{q?E{bHkxr3qQYUwZz@HTXOR95$#u`YcJ8@ad=8t$6S^CRbu5;T{aMxqfDWo0Nakv
z#uF03HQf^I<70hy9!Qkc&S4qfpIaKuRF2lp>p}8J(iq;A&An3Ti92@9))Q4GJ4m77
zIw4x^&8I>;&VK+vZv$r3^zVOZ0W2dUBP|mO`>%5P)6=%Y7Lk{?YeEe_IM@&VY{;rc
zenHx*r=qLlLe5k733f`$62biGEpzkM^CYG8Ys^=~)?UIKHS(c^g`ywPxwB1P-!JSz
zUtnue)lnwD!N-ibzj$Tz2p?ZyH9Dtq&7k9L%F$b35CA}vMWR@ei~3K?D&N!gEws&G
zWMwtWhfEo7=H(o9Dk>q<NTz<F8MXLZ*cP+qY+_g{>(N+(q8XjL#VQ$P%ioT2Aa6T4
zp^f~7#wjTuLsG98st}3D3%HC?e_TYyStxJ6Wz&>b2wBsIc}T%Eg;$l8r*FU@XIb=<
zp8X$IAXKrUkm?wa>Cb`xw6fyZT^TVewsCb8dfXi!0##($tbr6rDTb>&3zcaS?gSxG
z46q9~Ar2CESww3Y`BFr)lpj8Teg@ON(Za4PwjN@ZlA?!-5<Wuwt&LZjeNVpet)rt*
z+Yib>9_!V6NLYjf0vA|S>mYjCgz`L1d*^#00^p4sfD(2D#tZoqAx@v-5RAF%!feP#
z$X)Tg5u*it^x9jC0E!M11u^3E%nbjNA1sd^J&Jo184=MO##<8%>>6#!xbNOLM8-{-
z53^7x$l?`LRSDnn7+4jDOF_1Qu+%`=%H6z4FQxz!?{op2{|y3Tpx}4c#=|hMaH&fU
z_V=MIk1<?q9oxL{KvPpLYv8>N0W=BhA>rgCu%_SI+Z%d6DPf?F_SS(Nk>G>Ub(U)e
z<XXzgA#KRoeH#_DUcn!}fA1a&CND0II%X9ZPf?%!ugwdDkhVE5bR)C@)Nk<~nVXw5
zz99Pk+vSA-B$@~bwa}gLYk8RfJ~?FQO$4lG@<0Vt9ZjLC+bzbA*o)%yCO4Xh-~ZGH
z>aic8wT->KRv@NBfFo#VZS|-~@;hWl1P=(4bhNwL7)rs(XVFcUt)1Vn<Oj4)C`7D{
zGf;V66Qzd+nbWrRDeIuN*f2CiRbF1sI_m7~jMQSodO|`&8$d7-00ng5PMC#-DWR8^
zlQq>JJI_ug&n{oNf&~;U3XQPB(6HR&$E=Ex47QH7Kt4gx>+s_pl>5kph$HPW{_O23
z0sRAI1@qxAL(52c;gVfh{k(IrF8B2G^gXCILmk&__^Zi_B!hCN=2Qhz6r?vFhn5q(
zF%er}XqnMNVK9N6L8Pe&rFDmK*CCUMD$i@2oQ=czW*DeXiV<@9`g8)<uVbJp-Pc>n
zoflq3M?ZxbGCBP7`}^_^Q0bv2N$z8gc!u7qLPfTtlwiw3en+b!oe2_Dk&;`tKE+>w
z4o6jbD4^(o5CKAV6H3BYpw<kOD6%0;OuqpKqNcme!NI|2`%^Gp)DaVe7}Nrf&S~cA
zhiq&(+<b><5kAKnHUKXhP*o)fRZ`RA{Y`}9ANTV^hO#zGv5fNK$h`u;&-y|jjbrv#
ze)O&U|03Pd{~?rXvBsQ|Sg(2pg@4Op-PA8%Ou_0jJ2bVl%zz*O`Ua~=m%GA!{Uwkv
zAKrk%gbu_&m*o`|nSo~<(sw38s3omLTrdOmPuroWGPhOT)U>pjH(G}Epgs6r?d^_i
zVoy&`%8t7qgoyy#7$~{4(ICJ;N@s}90WqkX?^05j|NQR5^Yil?E_!kSNhwPwya<4j
za~OK^cURy?uqbPoX*DDQ>GNl8{1O2b4>k$}Hjqpr$^|If^Kmj>x)cT*kPIkrL7U2>
zwMsH->fnc2niweH_Ynb!4Q$5x9S#5v5YB{#g@M%N=hO)ZZ=#MiwnqtcQJ@F;>b`DB
zNX=LGwX3xi57AISnU704t)PG$$hSv&0PAim!zTNuAP<m3_7w~Xv?R1rUVrL<ezF<-
z3|9hvvXUTRVL!8p@ijRaC7wVGsKz>KW@`E>CdO=2>=`am!&tfV=8%#9jl3bVj<?*f
zm$7*C%Z#r%gA9gCx9A+`P7t1F6N+zUTeEH2`KEz?!Ht=Vt8*hbGSa<U8OqsY<x#D8
zbuZ#%{H1}V{a)^Dv43<l16qhC*yX=w%p?t<ItPh2WnS&6xYwV>fK~=?LZB=gr<=oa
z*4&|jbB%{bSh71_Z02R(W$3aKM<fXvbX!Qp#L3xNtz=<-J_RO`GU);ZMIdj@J|^gu
z5DuJ}Q92xSLI?qS?~Cj5Akb&Ro`$hJ28hrp%k})ZbF!9}>Hh?I4<FS345saXEhxRD
z<7f8=HXfK6(LHR$e@d!?3Jy*F`}c34B?S>0cR9C`7+B|<Iyy9<<sv{)3t3$RfPD4t
z-FejTKlKNYHOEW16N5f02&kFY?Dq+ee1NcZ08tOZp|*k_43hHRMO0+1AUB)5wr~r9
z8Xl;FLLWkokA13u>iX8!cH{PKd|~?un>cDG7-Gz(F9iif9LVnO#ES;NOc2rtV1sx>
z9&`gARo5q~HxCw)%wU4!#GF~792^Alq+j)Tj4nq9h((vjXk}w9W|X}|%x~}4LMc`F
zUrLF2!StV8(tl6gIO?Dz9jBjXxv3%GNbI140s-CMssci^LyvOB36b^(VmdIVkUf~A
zCjwjY6D%R34ubGyCbJQ_AWDvh01ZHmm`-<+OeBfSF)0;~ew~`g_;aMRy*5_<t*6I*
z;3E=@eZ!5ti}_?Qn?^C5Isg{i1ZYP@Erif~$QJBRS1)t;^)xF>7U@-SnI!7;a5)c=
zwSBK}wMHC9kJKI=LZpIeO#z)pEo>9_ud4-}2VR0F4+Ey)7l;)Q_aJ?^cm<hHX=!HX
z66+!2j#yqLQ`3~J%)jkZmT{qYV2gkgI)@OrP+HgHx<F4K@mVFdA`>6!!lM9C<7DJ>
z{>u4(l-h;eToEY6@bjy5Ae<^N@AwMZxx&@u!5qZ#>$_?rySAXw9E0!r^$XBd!BGZi
z7Ix|Q!=S6kdlLGTC@6kKfUx78?cH0q>cGJn{Fjdb6oBS}Z?wk$%nxv~V(IJO-UPv7
zAYz%e7`7Q;FF~*J3?wVS??$F2df`J@kSorGEXv5Q0&`<S-<^j@Rp{hs4<ugGd|uTI
z;H{^r5vnmoadykx_$7l>D7<^+pD2tl>Yk#d(}GTL#d>3pJyi*+J-1?sL*I4aVXpLF
zdtjgaf%4d0(Lp3@qP~ZMP^44!6Lw$I*J5~&?5%9Dq)rIe65J<3ATFJOxO4GmG3Omn
zSpt8#T0Hchp*+U8n;=esEU4evi90xsY@=ERi|+V(L|X@1u%Z7lS0wb}&(%LEVxZm&
zS-$`+6E+?m;#%T_tlwr4LxLzT?*@yBi-SYca#CzJPTLyEC~};goLu+sHiU6Ez?6{a
z@%v{LD#R#yq>s3eJ0ns}Seokp(h%s4s6fYsLepG-oLp3N(RwIXK|_Pw0(Ai<SBN<l
zTNYwP2%A&%O6^ec?i+xD29DQ|h0SD(4afMiv(tQb+;f(kp8k!Zk_~wsugr%0)=;j2
zBfzrOY9caKwBO7zHj>Vc*%0fu87m`$Z6o`yfHs&m2rRFSLSlE5|FKGhqS?M~Gz)Oj
zAivR~8_e;z{sbERyGGrZr@)oz7h5B@aYBQI!2GRb8X#Sb!U8)hwH<xDy>N24<NWVU
zh*PI$SKe%+x0;VuGa&?`k}OKZX@qME{AY|32si+q!Vw9q%-KQYzo#V|hYx&)%_y+_
zzt-0yL65aEUI~lDirn~;{vf8M8pQrD>BOej8WES$>tCLYvjJDLPO3yd2TwZ{Au=Hg
zTH=4V$c6fnnhLV!<Tdd=SOF<S&Y(q)q=msNU`NLQqiQw4uiSX>;9`+(P8P8;veNiv
zHiX7<a!=c?NJ~$A+}P`uSZCtrC)3TL1d439&?0i600eRfTteoA%Fzr%aw9-@&5l~o
zh=6R`1H@aG^ktB4+y5#+i2}Wk)I%SS!UAZoCl~*(MIVI)hzxSVdtJ%}aKO+NX?{x+
zz;SsfPYD!+oh3*rgJ>0&it`{$HXSQ-L`0vU&dK-KG!?X;7+cbA04d~jAeCX=tIIdP
z*Z6uPT1^DVCcKupW1PSwJwW@F|EP_;$g(%(zuW`lc$7n!ghWINATXRhc>rQJa2?cq
z#%Pldk&z_0gw$xz-s<?=F*pCL<L>;=@T0(Xx+$a#hOV}2s{$H5z&KR~WQr$R%rU-#
zc#N`j9ID9YS4T^=s*;{Q#RTgEAw--_WJt)3J9l3GJGW{Ec`yz{2mp1)kXs=b{t+@u
zYeX9ei4;e!3S=oDLnK5PzUCeT0=F*me87oMOneE<1Np(h!G5dEDFzD3^z`hj1Hs9a
zFMUO!K>=X~^RzftejQ}-NG1#k7i~p&PrTSO1oHGsY%+$LUPD12lHu_UUuEU<HxYC8
zq>sg^Q)2MM1~r!lpw7lpRvsn_6vg?Lz0BdXLbo^lKx};;1TwSp^Y3kXKsW?!50^9>
z2M0bPR)<XEp0;-I@US*yywti3dyuR`TA}Z~TKr-GW&u$#fkn&1q(Q>ewR;JqcxW`L
z*%jIBTk<^B6k|Ykz66M12J#33IZ?-H`RWEn6ogfuEP4`QoB}p|%R9(;iA2VXx68qN
zK}njPkx>sq9)6o)K9nrTl{R4uT#=9%-B=vRqGIsbxbeusLXXfNStGST6{@GX85uVK
zm_TqyIC^%t%)5VZaG9T9eY56AUmrh+mi{aa5CBn5Ki~Bs2-GRz^b(XPJ|L7qmrv8O
zy*g2S2|VUa2uKixCHSD55Jk4XW=EkxLhb^h!&&MZH*N%nhYOD0fm`<Xmu2HP09p7~
zR8;~Nb_tFMWDM1SN;L#g(1WN~5gIEfEJQTWjZLp0TKb^6k)EDjSM;P0(f5J6<_ZrF
zv4q=-ECe_=7m$(kU$jiE5LtGO{{H>m%4jJGkUWATek;TLNbeyMbZRyk&rD6l24xdO
znTnQ{mS$Q(fDsp`7D@^9P;eZ8$Ee1pq`It(T0Eiq--u6%Is!=)u$wVo)B1ixEEj@k
zQ~&+8@cBm&eJl>;F^an`J%<nn6IEhA`4aN<W6&}G$B|Oj&CWie6Lmm=!iaHeYYP$K
zfCb?zMKZV!Tt=drTNtrwm>F5nL+iopdJqb3F6Y$>hd83?<Zu5o*_;kc#xMra91?KC
zkpO-u4UBm$=j=mlXW;vfXrbY%8N$_m^*L}t2rICeGSJuE)6oe*qGgaF=Zdm`Ws|Yb
z{-LasSS!Oy5O-|=`4XS~gk-#oKLY_Jm&2|Jf}QCB@e`P3Px@F9$q^h<5QUIFzS<iB
zB&Sz>dMNjm;Q)w)5IY18s2M6j>i6zVtu#UiNv4h^CWQjY<c@a1qw|nRpg|O721iqZ
zBO(GJ?1hR2*91M3se^;ZTDd#wAYsQ=iREc-f5Yhrq&^{?D5;U}&YLWfWv6&WFqyxZ
z_6u`kR5F|sK}3AriBe&Ar4O3ugOGY8Gv`<dsmuMQS|(_)ibSS%ydM*Zn&lIp{cju!
z`l4f|g@y*>@8&@eg~BHY_;xE<PoyrWOZp!o7<q;!ntIzKx2c>`bYoCJ`)wvB)Z!S8
z$F5GYz0pwrhbjU@yb~34k9N!^u<5U)0<98@UbK|W0%SlVL=g@FEgN=$!jD2rP_ENf
zl23$+#IQ0KZ?=#)TJ(?5FW7RI%`IS=n6yki=49FZjTKIf@yG%zBm}K!Hdgyr$iU8C
zceu0WJI*ywexJ>FT3$VA%PBdVu*^w8lAOG$@!|eK7bS#h8s9EeQY5HbxW|_o^1gKZ
z9sR_C03Y+c2vxo9n!fs4Mp}01npz^)5)HjA?I~*0_rXPn#aHJF+1YpU(pW;iYKnY)
z^G0XVZISfrlbCc1S@iH-^(fJ_Y_6%yEcv>e)hH!&5M!?Y$t|%GlsMY|2B{~dy-mUv
z<!!yRv7E~WA9peeE4w8mF5ObWlDny}n3a`Hc#Q|w)GVO(tYo5siV81Y0<WnRtEQ$U
zNtryk4`X1U?qItvj5pN!vtU!(XnRL<%@QCXx+Au^I7@E<rkVx&mKx5}X9~l%6Li#)
z)YJm06S3<2etv~GuY%v7``676|EM#R8A$bhyvx|StUtM}>2znX{UT+k^LHzS@}D2o
z@~Dh}hE|e)evS7`^|Uk-fB(c?y`<<tzt(BFY8n=3Sw5>MOlf2mJ$SApBeN+P(c(c5
zlV*g6``*5z3+MDuCEj{_p856RKJ{5nI_a;C0j*1e%*sTqs9W-yo+@FwW`tgQZ>?tt
z@rXrB^?G&23rY-~EnETz7pi!TC>LB7U!@0u&LNk6W9pe~EKkagO%KBq6ub*96tuT@
zC`@uK?vizehJx12%pq(1$Ctj4g<H}4rFOoknV#bl1!ID9e7susv5G7)SlBMze4j(Q
zH)K?omK3_@=~`UYoui9!w&yQf>(_Fkdvx~d&DC55m!f=y0%1nRscD5xNuiUZEo_i;
zslAejjj~)Z`WewHKG!+e(o*AhyWch;QzZ)r2n;drc(TDaRr8E~=~dn03HjcIZhH&6
ztIV&VqK{@P{nEy5CnUuD^<@1Fv-M@j#@vF14Uwcf@o=$9xFZ(&lTx!Y^z_}5mHJSj
zML;UcroKvjSF6&BgrvScXO5<%k572clbRY+e+r7an<OF14Cdyt9dD=KKX@48Ohlq}
ziq{L`hokimwVI$|z$}SYW{--RJ_^O}Fc_tvnD&Ynzsj2T6=%{{6!$v@-A&oVZ*Ouq
zciu%T=2D7WHA}mF8!coluM+v`SFW^K!x#<AC9jj$>FYuz5AiHI?{#(KD!#mE5T%>*
zL?oSVJ~XsxufATk@bSEPW@eMn`k)#%X<gNa!lH}&+jlp8RC2VO+^uBM=OT++%bo~M
zi_Oh3KR-AOt)n3`A+&Kq16y)=^J5U&|D;2*jN)SO-r(`U^up0z7)?P*?qqjD%ih~D
zj^WP)uM%@tNJKy94fNgBOMK0I=6_FPLD;tGD6MSRcShylpbND~S`+Xd*ItKN?z{z|
zw)-Hj-+}ha@UTo@!@;K-4=FYlKYe*NVcqvzo}eT8>h#U;Q4VbWaqQ>$ie=FBMA0vu
z1TEXw&tI)?9MmqG^t+B*ibieo+iayiQ(~m(;pDt<fdNL!U#v@(-W^YNRNCLnK9o_Q
zQ8n@K;r!fe5*{9wL1pNa<9xVi4NFKJ6&c2#rK>MvlI+C*i^7zt0t2Uo2#AGCzO}V-
za$;?5H4XLl?qU^<y|LjgYg_*?ZQ6^onkgeICl`O6{qycRzKSa`5k(}h=#@4^GPN`)
z`Ua6#d)sfXGQW0syc~MnfAehFs3b4q6SrLq8&;vksC~kF0UVDb+tvmH)0DUyG?ep)
zW@5`XdwP@EBRM<T$!BUp!xThJ3m==xC@7dF?M?DFe6N32M<Nsa{r>$c-Q1$u*sWVm
zo8qGcb_wDk+tSX8`uCLu?ufs7=C}H`{O1J%AK!>VgR@PNsk9_{sm8{LkA<o7*zq*i
zn@VDhC`V0AJM(%zMPf4g7)v=s&|ERRtLKkC-ih58XKy=YWIs6?;w>Ao8h4)c{Wx3o
zl96i1YP{lC{q9SN*C%I?m+BiGA3sL9oST%L=(-Ra?2uaAsWa}PqqD2m|N3~kr;QA&
zos%=i=u+J#W$D^@^InN=+N{9K7nKB5O*`w~>ko^?oE4wXI4{tVMBlE=;m*jVG>C&C
zK7LVRXB+>JLuPAB-qL&H23dDDHx6?T^BcW(uE2t?e4E=9Gh=_e)TxY&dI#JOi_Y0?
z^(^C-W^zpVpW+RdbWx8L>24NIn{J+-F32=f*UFq-%=28eR!_>k_c@Gp==A27HR;zy
zuLsg_?mhYDm^yT$jWMkI@XVNZ_;lmh7Ul8j$(w{E^5f%q7E%p%3spLYU2?M9y5y^_
zfrA#wHN}V5Xo|R#B8$y%u!B!tJP$t9sSviWzFIO;;n$ZIMsiuNkdK6slG~2$Zs>xx
z)#vi<JH743)-r$>&Y>asekXstW`0l%=0>oDYz)0J`@Pd*_WBJ*?J54s1W~p=d-vT$
zF<N?}F_)OQ2zI>U>lX5|(JW?hnNlxS+bOmW+jH(O53=i#r#|H5FD%Zy?Ze2xV<_R-
zvbZ(J{HL`k&OO$!3{_;$t6T4PHtw~tIIb5TlgI0@Gw{Vc<&(m@hgnV5r~UVt@9BDV
z_4PG79_><`;pLq4rapRWuTA~c<k?QXQ-Va8jO=?65t+1OAG7pAtuJ~aM|lCAt!clw
zO>aLINs{3`eI@4k!z)3;?c&^u+D34Ak)g%s7zkWmZG)8IzGu6(sCRsRw!+P~!RhuQ
z7OU@~&?n}+uTPnaOa0zglL&g(?t|zp>u$%}!92CU+JSqT_n348D7p9&@81Xz9eRC{
z4EyzSv#Y;&M2C-Wsz--km*dqZ-RW*4Yt2gMOY*sQ|BB&F+5X~PU0WyraDBUOy52+e
zQiat;^<I3=9-iVsj<lh$q@$xSQf==OA<uYSM}9tsWa@QF>TBH}Q{<jkGf2q?+fV2p
zcWRX8a7kR!F1m#+uQHV9YCY9-o@}feRIk|`A3F!F4J+ryb+t2lRvud)ZETXA*|Vw@
z_}%G|=4}7TaRpD){hrrE<BO1c_Bq{sX_weM1O<oPmcMYx4zbb22!JS9aH2?1(bsR2
z)1YkNr?lU(`Z0Mi<=Cv<9X)Q7+qxY!hqp&~e@vT>mPYG-tvkhgUu|@ZgJa5SF8_ST
z`o7MS<Da@TS3jx}7qhdM=y_QMnTZv()n^s;i*B6#c|xXd&3kY;uXnKE^EvtE<~rWm
zU}tRAO0j28n~J%)izhyR?h858ud(rbD(6~kX#hwl6JrrINbI1XkdjrBB4=YgbVtAN
zJ*^qae~F!p+1B;$;Q_|pxW!rIMeo<A{tk-Tv1j(X>-Hx?S`9imcYTjI2tM7$%F1Gw
zTGz89v%dH<voJE!tX@+Y?PejWc>!0}DfBRVb?&^1nW&j9$5klnW7Qo0*tENIHOKsR
zh1^`e>TX5OP+sYoiTOHJZEfwU^_9sB51xeS87K3XwOw9X(dngq_klCld7R(ol5nu?
z=g%#68e-b*Rz2q;f=SK8!qkSGV;T)C)6d-w37OBayL>rCAy@5^<8caeevX~iVsn^j
zXaBdTy2|xX-*4{9>AAwW1FU!L@`bwvxKyizT`Na0^1rWV+^=hi=sx;XH*r>d_&nqA
zxvSn02Hi5g>*M8^oZR`t*N#Dl@uiWGtKytQwI!lvj1T<dv8PeQ%oI!4kNU?|%!c)5
z+M|jyUT53SWe4=njoLB(OAD~`PC?r{BjyF6w*BIJ&*I3dcwH+t$+miZgTe`S!lSGw
zCqzH82>dAe@PJ`sG9|E#$9wNRZvkhJfQm?TseEE`a^Jf(r8UFVKBb}*gQ{~Yqio$e
z(efjp0Iyu9oavkWnmrI|tZT?4XVsH9zn5HG`XDH0B!2g8DLW4(!B&YquUty;kVayZ
zO%6}@`zZa%&!+m-jGvbZvv1#@UfJF)nJa?u_^-Fc{#<xBp<3`oA>|*}N46Y#%X(tY
z?16{f%tfwxtXHqEQSwrXSj1Wc4A$`bj3WzC{1Zj?vb{q=YbgMW*;t3b4n22I69hsD
zzDvuTCGN|ta(b(JI&Cupvw7B&gG*C4jGOWKDb<Mm+S=NwT60J~tGEifXzm3POjq~i
ze7I(|TI{mRh_l;0Li4d<{9`9gN2bS>;zW_U9(z!IT=u~_e_JlFFt){VF%|zaH{XuV
zhxWmSoE;t2omu6hj<{jHrAN*9j){YEqaSb9NvsEpA0ED+{F#|~TQWLk+5MA;wH2O-
zEM1`j!PHM{g^q{!UY#qIIbkupRBeb|-y}a3fQP<h$M-@sM-w{{ME9(@A9JwQY|I^6
zH0TEnw;_h}&Qqb<J62D2p&_;i#CH$6VE?Xe-o{GG-p|jOkVz~cI$!1`SHxxK`BZ$M
z*R0K){Pyd`uzFXy$)aNM^qnL2QHkOYU3PSJAC;OZsV9wBDs;T^>Bz|Bm|;Qpr3F;3
z6`Xnfc44*|sgQU|cZ!LbUHWCf*0r#NoA2K9Hz_GECeO=LQkb6|uQ)#HjFX5ow|DS)
z@OqI!##?h_U&z|kaaVw@n|5J-ZPRJZ$H;>mX3kTc;4hm9$67CliHR*vR7)UaA8<6?
zrXx#BRtPiS97-VyG$N9@>l8lzRWfRK{dHSsXVVL!OAh-RCdj$AmP__ca2N<VM%nB-
zZAAJsnqR`vkr^falOl7L_~OnJ<)YoN9?iWEEHrHRRVO8jPm2Z~dTlUmG*h*NkkCeK
zep!{49;_5w<|!b!#yPXVR)T~3{sq71C>(f5OM1^!pm*O)|IuEANE7|V_addox>4RE
zR_C$k);V1F;v|^wf&uWJM?>YfIbHqJSE%qIyeLrT$WsrXNcwbf(Xwz0IX$VFqZ@ct
z<!v%><_J?41vN2H6PyPs5QQ3Z8?{AF?n9{sIUPo2=z-yXyorY}n@lPh^_VpQ;VTg%
z>Q0qBR}DTAB|NyS+)~N(Kr75w^#iN!WOjtLUX6bC0wtY|Uyp|83#*~r_T0$osrhAV
z8~&_x(w-;1a{572#(i&#(J21q;sTALx4Vm%OFC}ky?g5BD-?OMsaT?WE5TEbuUPFl
z)6VolX)Jc#{{nTYBdO@;C!O-?Q$Cyr`?EZBSG{^4SHOJv*{zzn=xWUuKVvv_OD>u$
zv{P)}xJbv<GM}T*?uQ!}X_A$}Kk-}6uuPNZN(|LV^`X`1%vg38ZI0B9%RJqJ@dIl-
zIhATz6!rIs?WDYE8xxX}Ru$X~ZseHxzh`#8qkGv3{~t{MKN(ro1o46YFC+U?{8=d`
z78X<%iL+YSd3bP9^4fakyR}C-ueI_5J+LxDs!3=(JG*OqnHRBfL)Ut@oboN#a!NxN
z7$vVg1=ZBKn}93mon9s8F*vK_<W-$t%*Am#yo-}Zc!DF7N9-IZ_D^&xe*36JSQ@C@
z5oXNO1gnwZsj$DBMA;L=_8~Pb%ud5SNZ4X}IO$6xP2T6UY;`61wO{|CeO({pA_owG
zPN7V?4o5=}E(}WgAh@AN4$cu>5|-7fq)DfQA}n%(#P{&e4XsPQUT};qj^9kN@ovkr
z-#aC-hx<EPa2!M7Ys|XR&y>J@v}JFD%jWo!)iTJqsIF5vJE>O6jTVtD=NVL8Yj<7a
z!qj&yJ{J@f#Vpt!!wY8*#@k%iU*6NcHrTGBa$#K4+?@HIuszQbH*bMn5>HNA(tHqe
z2G-d%CJhpxfB))b!Y_#sCrG%zQ2cZQ`pW0FqU{4Gae>E&V~b$QL0yz`s5o&~jvsST
zL!{hjP;TGJ@%FtHea>J|?gL#rj}axe4izu$y7s+N{hSwS*PXO1SC66w`-Ayy7kc!J
zf=ky3fBfw5)URNXvv`zx&bzqv>ws+t0imGL<Xwim{({fHJw6X>^M`!2H`=_x>i)!_
zhHGi!lhR3L(f&s$HK|1a@BKfg!_gT*O4gS|?3&=L_4hAomp=SusnI@X93ls662_y#
zeP}j+14FyBgWHcI1_!g>9TYHp5D5cC(tK%gG?f}W@}!THiaOm!K<?(XYFpCEA}CgI
zZSSKNfmTVB@@D4bByc}*kGc+vnVrogc`zFzj67R~jEX7<@DHKMpca|*%OaY^1Vjt_
zaPoN*YAh*G;pdTxd;#Z<i#$fAXUsgg^!#eh*>C;y(#@g1qNTyC+r)a8@^XgTaE!ej
zZ$~#S9AxZmw|FvWYn;5;J@C7!p=K>ba4dfZQS!yN;>n`mSVk+HJnhZW;?;+TQXuD#
z;ISCUBBJU5)kvX3P+vvW0mI_BHYSEVi~{5canioxAQ?j*NHDz66mkK1)Qk@(an7AT
z53B((iiwMhFd!gcO-7mX@DEuGBUcyS8^+Vq`53a<;%X>4cx0Vy4{MWg)gF^m3$?q2
zX`6i9!igG>_yzq+H>qMq0em8q0iy2tr=A^76OHik&w}`4Bjb(f|Bp@xo^ODGvMZmX
zj4=bUf)L8rjt64w1LcJt{X+p*Dc=2q2_nSw<a0LTtnDN2=b3;iZCUuM9J*_$lrFuu
zm+kv$zhZCTVTB*#IyunD6Adv?whUw(QG2lZRzhX=ZRP#6rtqIDHvI3dNE;q=PHMR?
z+#$nmY>*!*5FlgdXm8pxF)^LSX=H>7<K9%O+l7Ig50=fyu{qb`Hj&WvF`E4)&U_XX
z)0D;OogIoZR+eCzCg+7v%{m+cG$fwb(S;Vxwe0Lw3KtRDZYz`@{lH&ZI%Ur82TQMp
z#qZNZkY}#-WIc*!ihTf53@dSJ)CWHA<++Cs2kc+)T8slXCqx87(D<CUl`A&g8^FeB
zT)~y4_&Vss7I|T;)+n1z+x>;TUyX-hsoh!@Csc*Y8I&9{;w109y6%IVp$ueP<$z0P
z35}qHyJJkn=lFsb`qIvaB1iqBJqV$BEmj$7kXr5_$Z_*mM{_0{W6k!!(!bG`P<Upn
zj@nK(x*zSf<X(mwcyho8QisCc%6RW>3@l%&`~n}G4WUL=e}`2W)oPPMZXCP>vQ4?b
zz}@v<dJoO3g5aiP>hL%r!)pRRJV=aG;2Szr5Qy=eplxrXtA}cDB}c6$$Uc_mAJ^)%
zpcVuFagh@?oL!jy+iLp9GSVWdnScC#8E#3p{tKa$cbZF(67_#h<^K0dihrHi{qNuX
zl^`n_Z`h+(4PA|L=0|ybg>rJ~1ST;fE(d1-8kOv9F*Rb*?2AT*NBh)PnZfGF&G-ik
zlf<QSL^#tk&9zX50{%_JjR>yzrUxxB!9l!Zc!UHCE9Q+G=)Amrk;@oRlb!FTn1eQg
zm%=c<W6_H;Rrr4Tgb~s5$AXrKlmdrNoTVMQKsG>ym5j&1b<ynf9}@L|Ob&I}R>A2t
z)F`QYk5c0{;F#&b0>#<nL_({=!;>>C|8Wy~w^s%MQ79^WK6$yqd)LOk<@B@2XWQJk
zaG>3*b+72y^20B?5heD${-TBy8;y4PdYo8+v1W4lKUkRf9M1m!osmaRFeyxoap!k@
zB-gOuTzKM9;&$BhYWZHg9#P!;%w?o&<GieBuWL-QQlooY=CT)sB12Lts`Nx$rC<$G
zj+(LWk+eNp`fO-p8?e0q-A*piJlQ_>boJCAAHo7MA?1q+{>QY#T^veoOgQOfJ%pAy
zdvHdGuMz7^k4PS@IC!vgTH*b}KfgZ6!jNxO#-WzP-l<A0DZy%|a?`0Gt1ZB1%Zi~7
z<i|yPoX)N;<S|BLV`CD7)vn8w@SK<kJO&Tc{QNvfUgb44H4A?tG=>%LPkBr@v9E|6
z)(2SvJX(PX0tzxvIsx^9y9~$QrvRW^;OQzGK<Lc?P1XXQ9Q3yzSxXU4yWj9!%6`wA
z`9F8zIX>|810-BTp>KbF8We=bdN(nAc6QclXMB8|-}lf3bWFF*;RNV&eV$gJSl{<Q
zz6m-TTs=KKc%(~XOUsvX#uykKRFM5j1IX$=h}cg92M-+H>-I+iH1JFmfXu!rF(Dx#
zzOz>E{#hq6xAlqfSz*Kge-c#RMX9K$sO#wwP*G7uIKhAL6cZ7TJHWut_asHa!vo|#
zYnXtHVjnb`>JJ|D&kAF>ntHDO6pDyI%qXY#2>UBL#Oo;FR)ImJ`10jToZu63&<|g>
zp2zfpAU7~4C#T5M!^4u@6y`2v@YCM;<WHZjgolSC=Rza4fKRF)7$~lH{vVB9c{rBq
zw|)(kAt5S}Xri5pCR4^p*eRq*##EBIOd+I5W!Rc1B^k<>xlEZdMH)9rWtM823T3E-
zb1!?J>pJKBe&<|g|FKoRkN11u=UMAsYu)$#T)%!j)3He&!|V=FeMmiOb@1RcXXk#Y
zJZ{FhczEuUr%#hUV|?}emm6-PcG~uSA&nh7c7PnB#WK-9xZ*O8eiHdQc&ff>ZeBpz
zG3=zQgHPwq6j#pP>v-+z)v~H89UHjlEIwl2SQ(>%r$sppIXHfIh6S=8oH6F$(%Ber
z-L&wj*MRB5kRQ?j_zH`bFXzIfY#tP?amK6x6ddad4Co_`+%;H={&_?d+)T*g0Jm@n
zUJL7lx~1W;Sql4W>~2a*BzUsxY+sZ<dBQ_HKA2fq+uFYA`ujno$Y;%pD|xRBF@Uxs
zKRrs@DY~j|VPoYgD=gEQIXOA`?!8yiE8^r|R9158fF(3bD`O3@zitR^7JT&R5lFhP
z+?UsHd;9JkZs?pq$u4E#;z~}q?YX6|{&CF1BRD8%+T`IK7th9rfTWOs0VdP_>C^4b
zkRc%<Y?(S%W25PBKYIVXbt=8$mWRgbC=Lb`f%d+>XH8{%(16fO3T!7<!h2)^caF4s
zo3z@FMmebf?525MO;Oor+wK(FObzr7SbZm&Nq18DCh%#7)Boz?^777Y9Tr`(WC^BX
zXT3LUREE78hRwL?&N=oTJ@woed1B=lr<mU_p86r)cQOUK>ZT>9I~Chsi{Y3yEo?hG
zcs>!}@oa7MbaBzp)#W1k1x#}eFS`xCI1%Cv)YS1CfGUZF1mak_s{_>7#P2IADslli
zO(zd1!m_-wGSSFgEM{f!nKPKT7h3#)DBa4zArt_+tgdc0<1#kl7#$rwWd#OqhN!rL
z-FtctbsLkC(qewG_4Ky%hjc;*Y-nO~8Z?^am-R)&#Oycx7Wwp}i-(8PF0m_Dt`OH8
zv<aOl3kffI>&LIk%Geqj8lInHEy9pDzCOx5CM(PP`jeWPvlmZihjQbV83_Ty)8k7|
zPv_#{*>v>iS{ln@e*3$7tM4}hO#I8r%h_97TQSRh9evds<u58Me*D<XtSn7<$c*&2
z@oT6C+S=OQaeYo&P*`rsDJY!5o(txe@OvW?78bS!kS^8if$@qlG6{o}8BBp)2~IGK
z3k(d*1b$mC%=5OfaX)7N80P=ca~ih^JcCBd0=M5lfUtIQnuSoIGCuT*sb7)^C&E3M
zR&1P_0g_yv;&$1YnScDe=aljar8p_snK;Ac3{zWME5OO7rl#gO{;Pg!(P*2}v>Waq
zrPbA2Y*e-E?d`$7Xa~Km8uEn9{f~HjA(F2f1ijx4>jQLPMVEF4{F#2Q^X?$s6AySg
zpXg~kGfkEW?cmW+@}YwHkF3l1Pj{xL@+gD`F0QVu-J^htZ*v{RKwOUmGXN^lXE6#H
zWgesbZ4o2_0CPh}Q<Lr9y?f-a$Hq_xA~RDiEK-%9Kf<TVTNb~a34rNQLUJ+}gd2_?
zF~K1($r)mU5x6d?si_PD%PE&*$F%U*1NSDwGJuYCAIb>xz@7@_nnNj+sB8>;dn&;e
z2uBEKC+>Z}S22hbWFbP_Hj}v`B3>^QeTKT&oSmIXGM|-|MTRSghptF8-tIeB%mFJo
zv8f2(FkEpNo;KTx3%~}-%+9XFI<<0i<dc<^9qOv(V65!zc@Z7$4)j|<pm7dLc9TZ`
z?xd&z(8n55{`&BNv)w<#JK=T**VM9uGJqc-8|2L`PEM=IC=2dSAR1WQy^l;sG;6HL
z%zO7Xf$+h@%bV0m4tE_v^91J4KT8}{yu!1{0%boU;x*yk)7(OtM_#W0e<k7W-JbA^
zzYFsORju=La&oG(e?8HCRysByDr#O)aj_ui*ATbpCxnj5NJ;7RJSFBV9El8$oDn_q
z_m0?WY6{WC46GfL6lJJ)&%uZeQVVtlwCGb<9>f+W2N}060T^wDBM0g`CMG3yz<8(v
zR)T}j4c{WQO@X`psW&M;kM{0BaczYr3-wwY98%Ypy}vned~B}(XR^uN>Aj}=_I2WI
zdmj3!0t?6?qNBkiZ}(0VNtY#i!q>OGtIMm+(XewW`qs_X6p*}F<I-8h$G{rHr~Tu{
zAW&<FZZR-C{8~gjwG-|_Bx?qRvlNbnxG#67H}P|E1sJm&j2&jpnl<HzbK^!Bw~*9&
zR#-41$&$5eXA|w6I!DN%9r)1fO!T#D@wvIX?BB36h@&F&=i3#VYgJ4oifhR*X+sWR
z0?15)OqEv1$Owvy^J$E$SXx^zl6QDZ93N2G&28NJVXfo^L$<-8SKAY)4TT^O33Dd+
zp2>R^UtMR5N65~vGQbc^wkgkf%IFK0H}8_YU`m<k)@>Z7x8gbNBjmGoSk9d)E><lW
zAK8~|vcj#qZd$-kkFUs?2)9am_U?srL$mY8<J;K%v9YmaRtk{Cvu@qGw@pp<ot+}W
z;eT(VUAyMuZX+QDgBJwPN^1meE`I(QjLLBR4r&=l8C*LJk4iZG%mDMR?gvs}{?U&-
z_%Jiz0!JJjjv2G+qdyFK!dHp}0p#06Zm4hugH@EHThY-6X7)7_aj_wT$N};A=dOk{
zu`9Bc;aL0?ZEX?^$xU!yX|cE*JzD2AlBGm22vxb4mzU(yrP?x%qN19@n~mORX72>O
z^Hf^eDxeZ;8=Hh)7vQNx)a%z(edbaJ<iP`_fZRbTfjVct6B#`N{R+;o4vJj(b;v~8
zCU|1CRs5B5%FRO;?nn!*#b5qT_%mlxDqg&pqk_H}^0-uPir>9fZtD~t_?K_H5ZJBT
z9u#E8Z5n~_Nz_PC?bAG-gTPMOC$P%WJPfqTc9(77uw164UGK|RaxW#Uh&LVlsbim>
zm4UWPf`YPl@8(lJhW{)6<DKr~94N^!M~@yIfR~u=N8m>nPtR&Zz${22x{Du;9>sz;
zF)=B9_wGk5rP4$A<!Wjr7C%6V9w_IPjf12C@2VR+e-ngP_=XWFb2Rj1MquGadgPH4
zzpZj?`M_^znUS4c%iRu+<ezu8O8~ue5T{-X-jkr)b^t(c*|dor#K?%bv%a^gsHjj}
z3FCAD>k{Fp99Ptzvg(1^tOsW4p9SzFPJy@>wia8J3AlWD4kB~5pTYZe04drAUqK7p
zB)|y{;QkMfBL}{HJN59PIzS+)H&_<fCNQ7lk&%&k`}VCBans$pFSx0!TE&O^vIoXk
zC=nbS9Z7wU&&@DuKRyWM7Zz$I8QYoplWCcpb-B4s==t-YM2b;3U^&34E#&<9SIO{;
zRN@K@kVT6FUA$AkVW<}X%$K~bdHguw#*G`<{{JqIN1(;CNKI`atZ=b=0wpC^t@<3k
zh9{8Oy?b|9+UnY^dU~3W-XyhQDV|4vL-+HS*5a}Bn>W9Na>teIU<Lg0)nJ)S{;Hm2
zfYpa#?llLXR99CwASvl!ai{y)3;Idr5Xrd?_v}QZ1_M+aUU)O1FH19;{C63XpBZ?z
z?qxgZUog0_E$*$ZtZd%!0xAaJ1&4R{rUfX^9|y+`F}=xZ96^xWVUbbJ+`K6fdtzj7
zbIFOqvI1yY$W)iOb+8?RU0wz7Y_ZR%j<>h6gM-6Ahze=*bGoa%4ge6*4Hszz>wXRn
z4wf%8*Lt+C^k-j`WdOfA=fro8WER`AX94NvC;i8HyP9^tsTCBQp9=aJwkZmd;q>84
z`pby<juc;BQNh6s-~ws0Bcmgou*Gc?Mo^=~$q?zym{kdf2`gvk2ypH8!<?+{SP=3_
zFwhf-nw~HBNW<)oSi2}{wcwlv0KzFPeP?>_Hl%q7l%_Kzv4o2e#4aYMZr;z#6o7`N
z!0p+aH@lS&+1ty6^|kyCL((co3oJBL3U5+u!75dK`X<_=`->uba)#fJY0)ZsReNl0
zIJ~@){THgGuAclj&wPun_JK^%js9QZqc$)w@W%yphDIfQeSI!);$>~UWvE*t!Q?-9
za4RuUyAh1tGPF4%`Qu>7Jr9wb<7!{4e--UTl$Y(0CIVRG_d0fh#~LQW9IhPn{MU>=
z8k)2S$P$k*Di>mx^(^rM^{vcsq<+%EAK;V-^OV-jmRoB)IrNqN$<vcRz8&8f9iqDh
zxMmSoV1tx55cJ_b-oUuQXO{2));6j{ta0rqpGF>VqebKU?f|+G-8t5O;y49}_R^DK
z=MtRe4yxZ&O}z-?;Woc9x~WwFFQ<vtjXfWBuDc(FEgb6-pEos)l{CeTRdX6jh%3dH
zeD3X=`D=2LSr*7BDzQ~Zq@d4WlyVHE0?OGdEB6LMz2IHldquq)VV_VnD80JXqzSlm
z`7*`)u##9rZ4#>hk?hA#?W#-SUFi3{L+7Ttbvb8WV-7D0!&8xwMhPzq=aKa&6b<UX
z1~}*~Q<AZ*1_mgmQ*wIi?N}asf<hW6+&-TBdG(=x>b|9G6lOTJn!G{zd4t%NN9^sX
z(MsD!dV6doh?iL|9h=}2&BmZ=AN*5`e-SKvX7Df61|B0b#A*qDvuiDld$51rmYmoK
zE#$kd+K0-dHlxDRXQXdTxqq8eb3QDgq^uDV;1{PtQadEmTclj5&&$S|yJfP%$kg;4
zDnR>>1w29Qa0RM@wAawo)VrE{g_|>;uhE%VJ=_wWrW`2+qH-H{PF?cA$Ve4DG|4OP
zSFhz{IZQl5q+`9<QF23v#t~N%_7iq`Wv#6XBUDF3@CiCTe+~;1Q)nF>{yEyuKV!xW
zVPRpi?H+Ycm*jGBb34sqb)T@zTl8<!IF0gP5#=*l1v}bM6n7OhHQWG1vAfdAw7IOQ
zNesAxa`YajGhg`IIO}Gv%Ds@UKP^<`R_s8>$E4$8dxWWR6enr*bZ(p=KcpPp_j7+C
z9b5VeJ#KNGFLGk(MOKveRh7Lr`jnJdlhr2Xd}bvx-!`)A>1~||Ngkg{)V}lNjLutO
zS57sWezqwia`rTpXlnL+i0EZz8~OazU2{4#IY^GJ-WHVN6F-w}$1EPi`+bs?3|K<E
z?fR9DQWxoQ|F`~9VZ(Mb8^CpzjCu;NLJl?YKb>D*sBdUkykWx}f)8l-kbMszY+>zr
zpIlLDT+I`_HBs{+0=VEB%OI4&qZY)T-BaSL1jRKC5|fjc<1Qm5Kd=~w-fEGO(tOgE
z0qK$ug^aTUC9NiY{a^yfh!fAP0@kS0{r!0x2jL4K&`oCq`1iFvlt2ZYnUnJf62OK=
ziO7)0?cFWvr7VNa(e5vel`eItM+Q-4Ek<sFk#99TY0!2#iLfZY#~%raOgc$e7qsal
z%}!9Ur&c9*02|A>bs5fFs3L-8N6uQYzF%v6!dC(dc)Tt?v1y<EBSE&wF}3k;t7H;y
zk1h#NaBi(c7#?WY=d5>d?bVrZ@r0nxZs0nZh=Ha2j{&I5r)Tqh$3EvFe!ous1{GsF
zrVz;P6=0ud`HVW*od%RL#aK%a(K6BVh3TF>x*3a>6j;VDe~+M!GW{e{@UAxBy4bE0
z?0c{|&<M%T&p&*rFh9R}P&^cgaWg!N7M>U~3W*OPL`*F`l4t9=qaJldJB)f?Sjow0
zY2;A!rJ%qYrl3QMoivI`s<+{0N{S4lt0!r648^iuo6KGGu1ar113zzKyx-pj=K5TG
ze2=gU<PJXhPq&_FjPKy1c@({&RGZ=N?+;6PRN;bOzI*|wu+MA(V$x5!4p2G5704(k
zC@5~+*ol`G%sSJkC?q5l{;TCw>qG7j5CddpW|ra$=?qvZ;Nt@!eg_unx$!E`*;3`}
z<0W2`<D*IUP>WkZA_Cu}(_5uZp&5w}7YYBp*YF?p%slk`+Q#se^6S~VIy$WXlsOB<
zQO*WmAziU(&izM@ko!BjAgrxP#;C^iWt%4MAjD{mM0_;vnOJ5R)!)hr*H0?2S$XKt
zA#^Hg-(nSqG+vW;<%JbCH?$C4@9s;JI1@r6v;YbAFmg`Kie&VJ8f6-zy=99HmM%G?
zy74Mvm!P9yyjTQ6J5<o6uU-jJ(nSSGfE|TYSKl#GCFKOmM>0tNqEWJzNP_DO&CEhk
zL;xA<32C8@-JtUgR_2mi>||(8Fu0~hPyc%lNoi4JctQ3CCrx%wPtT&Ey5DKGn&M9t
zZhS-H=u4*OKD22BSkaU$5(jXu*Qr;nu-vta+Oy_o5`-N0a~fLiB(MnFil!MZs3ikR
z|5FBx68qbk=vdB^wK$!V<9>d%sp+WfobdIz3r1X@?w`z6!515eyrPC48zW&OBO^9X
z&rxroO?=a~Ffp1^7jFUJq<N^mP;olm*Lmg9gd=^aR&zR@R$Cpc{B?J=+$)QzGNS6A
zGC~AmqNHwRt^x&=j%eppyp8t!ypLxr|6rE?zJ+7?AG0Fpi@VEgE?i{f$qwpv{hwus
zY94e+z<tp%F-z937lx}r!7SGEp9KF<cjAr#@WQ^?Zo$0Gg6j@F3y6skL-QGl!S(A0
zJ@L&=^3O5TMsF%JH#hkH{dK_1!GzqEA?5-?)xh)^?cX5Or0*fIP(GLc8BX%^VWFKE
zbhM(pd;q4$de!e9Hg13(0>7!UQkxZeqS+UsNC8ewo8HEp6u0Xqn!lpwpM@+$=KLsD
zE0MuS-i<g3Tjnn1Y<U*E{V<$Fgw{J%-G+AJO0#?cbla*?z*^baoy9AGO!AH<I_~!H
zkcVWFY6WC54jiLVPL2?0MX+AL8E_CXJTlmZsc;nxq1V6yUR<XompWIddnypdG9m69
z>Ti<(=y?R={^<eZDFy(c-%;7X+B?qZg<8Wb>~i5bbM%@3c9LxRI(JE4pi>W`qOl1-
zziDVVhrRzEBUg8konwqfbAfwGc7`!a8|A<tYNjX*YoBPNvUUY@Dd5U7M`ROZ3qiz*
zUw(J29=E7D+wP*tUqFzHnKjbVTXtLL9v>MQd5`YGlZn^ySeUhdsm)n7XXv8N@3_5H
zaC2mvwc}N#W4A>_MBcWq8FB4x=ZcFhIQ~s))&fPcBWG=uy0{443Q%{HLsL&E`;4rF
zMt;N3riO;OaMA1QKLiWH8H}Q$BE!&I07UGDjscx?ba&VIIRzrrk|Gn$Gnj|iOdc^p
zu?K_l)Y>TKVMU`G)(UE@3gmmh9(2z*OVylKnH}1<{qmJ7Xok#Py?V9iNBob*1#ZGS
z$99^T&1CpSJX_WjsAGGf*G$QXq*P3gpZtamL5TD^<|E(6mAr?RL!xGAZq5f#M8_H+
zlWjr&YHT+zbxQy{7t6|Kw65_xlSAtpt{j90&z(CbXWy`L2u}B?mas!-qyJsM7z@J%
z3Z}5XymdE{0Wg|a<hYL~k5H}U;gOqOaRhS1{D9wf+@@1q(2#xOuK2kDqne~P4*0^O
zC4$Bs1^hprepC*9<}xrhGxjJ@62NBh-tB-2kV&V6#~*pv^YhYpn)pR21F{0~_|klK
z+YM#Ck7&;2<Dp;ytnayhvp<5x`VA0SV8Mb=WC`+JfL_RI@<<uhp&@)1$>qJOs!C2?
zUI)v1?rJkG8yg#>yv&GwC`ZMA{rW`*Irv5F;}+6TJ@`MPJIn;Oo{7xaPB;ZurQ>f|
z=)s4Mtc`!$3?pGOj-mUhK0YL*?D-|tRYg%zL`q6Zbll9)FaYzAkz?!7DXOop&-Blc
zM5_tXs?9jeA$u6-!Qd&^_4nC)PJwqH3doL6pQ`#@We|;2uUxux8gAuuXiTy9@Fo<C
zfb;Ov&*=TLF%bu@Tn7=NQ60+<jv^iH?F<msQYoqTP$r**DFH4d6ig<pCGtN}4lQuh
zgABXCy%$Ol%Q7rNZ;NWI*rN{?<mTpj!Mr{4(j^R*W>6~tJ_=Zy6-y#i;yb&Vg2`h7
zou<=w?m#}cf~4S77{J?A6-y^IEiK7*S1&+BJodS<(pdhF+XgYgV1IcXKi&c1FbP#L
z`x<~S^s7&^shcX_)h|vsb0z-HojZrgDX8c5@6Cmt8R=R_?&InH#-5yqzTVmRWD6cC
z924Q@>MHmg%r`hpXT`;7<Z0%u;Tx7^TwmYaX?z1Dm5_{*pLY*CgG3EIBaRxHcmCWt
zw|Q=2>rlVcK7IQ8dV-hNuhaVnu?YSMzwe*Z-~Y5UWbxP@F%<r*3LZQ-iy_{AEYe57
z-RI#sb0PeG#J*U`bMeUu%`|HaaSNDgeGASPq2Z6V_Vi$C)FNwG|1<rGrk38n|MurA
zl3eJ-$D~)}%ff0kP?Br7^_0GLq5&FQy1i8q68xG1J&q`9{&YV)D!g#vEKPw->x$`N
zUx5pdZCW@tYbPGWYm+y_Z-d#qd9!E}Fr2&it^`U%%a%<;V6JmtZhGw7Cj;{{8rt5c
zacwzVh>H0I1xFkZ?&@6eBOTtYCG{GfH%2MsI-?^-%MjhNMNv;{;TuFg>rj)5x}(nG
zMp%x<Smyb2KJ2?XMGHVgU`wPS_L7p4?+}{z&mX)0Qtdo6m*`8s4|m7sh=A>o-KAwx
zQj1ko%o_Rm`Kw`19~m9Z<>TXnon{42WAfd*n|ys$ux2`Nhymn(=@w%Tant~^oRyPP
zI0;(u7+xus0K`(n!PPEYxR3;{hC6pI6W_gD*bA_C4Nwv-Qy{m|U(MPF6mj<>Ul9Ee
zO)hvM$?f02Uk**H1?qka7`!nEISswnC9<;oIDDfVioxW_c4Eii(3xmO*TvK<LC-=I
z{dUne7)#8hqa`qbw!(ZZ1bqeSxQRxEh4E3Z{oQ?A`=vV#2H)A<EUT>*1PX{&Ilk87
z_{TXa-=3}OYAIA8@*-6Mm{{cdjTclMCr=TQexob}+TsR`s|)#ny}kw~bC5GX>@&(x
z?*h4h@viBgA>kWPTB@-?*^L0%^PdZ}>tBRuYn#rUH&0p=vj@!CM4JG)6P1}t9O1OL
zvk2|uL0HKMZZ;BDM~kkuwbcS$z)Rsc_{aQG&4K-{u35{^#dm%AvU=N1wefIQMqr1r
zapE{ah+x2Xz>1c^>r`rAhm+ABbMsZ+$B&;y?`SUlIQUD@ChA-V3onz-W(4yP+`fFB
zeGzIule7IXG_0+wGY$<4yZi)+LYvu-@gIIyK3b-N0r^<QtQRPfv>%wQM(t*VKC&+&
z%_CIbN6f}>@q#FFywEtrcj(tFKpqlTmlm8aZ*$|&P3?Lon$e(Wd$k-rjX&S=^YW(T
z;pi8Bh7Kt}L(v*Fig-WLoym$hJUl!AwW}?PXulR#0boduJK5QBi;0N=`82Qd!-l|F
z1p7pD?C(CbY<v8eOI+Cvx-QkFmmlQkGaALw6RipuO(5r;U$0D4M$&$Q-g>zwB%bTC
zeh_ZSlpO**zJ27CoE9Hx!?H6vk3m$b=f+(zAC4YR=(+lL|A)D(|2p{?b)M)b6ED;f
zJ<pjdH3tMX8zrRP(p$o3KG}Z|-DZsh8}<M^27=nO$a}=U4GmrLoAmj*ReQ+OclsY8
zZii6H4v+NeWFT?}BfQzGoEpVEZ4(eNcmxC`H{GJKO4fJuh(7(}4g$a=S`BsqI*W-$
zyA-@xeE$70G$(;d`*ghmEKKC63H1H@_xdI@aB}8y2<BK$g&5?hIJk}5$gEoRI{7{%
zwiueumfm)~6z#Lfm>3y@1K1EJ(KCX34CVj6<_ALHOz2>y<kqwvonr~V?~9OKL-3F9
zX{3~WIC7VIHU30I6D*xQ2}Kw~ynX1ePCn>l-vN}Gs<0zZ3FH&LB;&IvJ+0wvg?`DU
zL*fr{%mN$__-PUXgh4Nd{B~!to}{+6CruMfK~kY9%KF?b5+_U&UZ9IY!4o6$DHn1C
z%37E!F#%{mmrPFhn4uvI1WpDC2-hb8TYvwn8b`Rn01S6C2+eVv+ZBjwKQey52+l}2
z7^Pu363QmzDLS(brw+u$$Frj+_NsBiU(lRmLr5aoBVm326yuy&Ta4x+8q1xi$Ge*H
zWXVYg78|84E#~%bq~k{n1SWq7@Cq8qpt}uRn3i{CAu2YNse#ac$sSKj1tPZ%bPFwB
q+%h$+{Qo5yxVc#UFL~&Pzjf;MubpQd^l`c(qqljRcKRl(!2bYLx7PFk

literal 0
HcmV?d00001

-- 
GitLab