From ebfe9df49a1d787dbeb3a6236391f7fb29152c8f Mon Sep 17 00:00:00 2001
From: Frida Heskebeck <frida.heskebeck@control.lth.se>
Date: Fri, 25 Mar 2022 14:22:12 +0100
Subject: [PATCH] Add example 1 for MAB in BCI

---
 MAB_for_BCI_1/MAB_2.pdf           | Bin 0 -> 19748 bytes
 MAB_for_BCI_1/MAB_2.png           | Bin 0 -> 68972 bytes
 MAB_for_BCI_1/MAB_3.pdf           | Bin 0 -> 15937 bytes
 MAB_for_BCI_1/MAB_3.png           | Bin 0 -> 21674 bytes
 MAB_for_BCI_1/MAB_for_BCI_1.ipynb | 635 ++++++++++++++++++++++++++++++
 MAB_for_BCI_1/README.md           |  27 ++
 MAB_for_BCI_1/accuracys_r         | Bin 0 -> 8553 bytes
 MAB_for_BCI_1/accuracys_t         | Bin 0 -> 8553 bytes
 MAB_for_BCI_1/accuracys_u         | Bin 0 -> 8553 bytes
 MAB_for_BCI_1/actions_r           | Bin 0 -> 2364 bytes
 MAB_for_BCI_1/actions_t           | Bin 0 -> 2345 bytes
 MAB_for_BCI_1/actions_u           | Bin 0 -> 2364 bytes
 MAB_for_BCI_1/rewards_r           | Bin 0 -> 8553 bytes
 MAB_for_BCI_1/rewards_t           | Bin 0 -> 8553 bytes
 MAB_for_BCI_1/rewards_u           | Bin 0 -> 8553 bytes
 15 files changed, 662 insertions(+)
 create mode 100644 MAB_for_BCI_1/MAB_2.pdf
 create mode 100644 MAB_for_BCI_1/MAB_2.png
 create mode 100644 MAB_for_BCI_1/MAB_3.pdf
 create mode 100644 MAB_for_BCI_1/MAB_3.png
 create mode 100644 MAB_for_BCI_1/MAB_for_BCI_1.ipynb
 create mode 100644 MAB_for_BCI_1/README.md
 create mode 100644 MAB_for_BCI_1/accuracys_r
 create mode 100644 MAB_for_BCI_1/accuracys_t
 create mode 100644 MAB_for_BCI_1/accuracys_u
 create mode 100644 MAB_for_BCI_1/actions_r
 create mode 100644 MAB_for_BCI_1/actions_t
 create mode 100644 MAB_for_BCI_1/actions_u
 create mode 100644 MAB_for_BCI_1/rewards_r
 create mode 100644 MAB_for_BCI_1/rewards_t
 create mode 100644 MAB_for_BCI_1/rewards_u

diff --git a/MAB_for_BCI_1/MAB_2.pdf b/MAB_for_BCI_1/MAB_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..95c593e558e11c02db1a2e9a9b1e6bef4e843f76
GIT binary patch
literal 19748
zcmY!laB<T$)HC5yU2{ia^)4<$1p|frq%1BQ8wLG<#Prl+1tSFmg&+m}kjjEo1%2nl
zlEj?+bOk#*uGG8~kU|S24Xza>?!hIAC8-J~5KV6Rc_j+Q5OzRfNl9u^o`NZe%cUPs
zl%E`&TA~oGpdaAkrl22^T2Z2)@0pvJp6UdpouRa+Lac&*a7JQEW?s628AN-8e^ORz
za*2XDh>PSLLu3y)=H=y=6e}1SfEDRG=jWBA=9LsHSc3Rm`tC*fr3DHgpE?IC=)0tr
zWhSQvxjQN72P^1@6eZ>r7bF&?<|S9cJP%QCXUC=Qo0^iD=#*cf5Ul_*+t|cZ&rAVA
z#)87FC^fGH7H~nS#rdU0$*IK(prC?>Bq(r^+zoOPC^$i`am&mpNi9;)cgsmENp(q0
z&QD2I(DzBrOE1Y#FoZ;hogG(kNl|KIE?32zwX;tb$sXrz`~F-rEmQx>tKX@bmYu8j
zbT1AOTc;Bu;(OE8v+qg7)a~c{-_2w*crvHh<#gyYiv)k>+QaM%-1B~Z{qm<Z`kkF_
z*-z2`^>KGT{r&Vue|!C(qT=6=zw1w*?XS-Lb9ZpZ$&^1O`~R8z+jBgB`}}+J{NDS&
z;O^b$ZeFf_B0FMFu3E|~MVH|1$A5n{tjLzJ?K}2aaPD88%YO{s^8Gz%v*rJt>h>p7
zR%Kcie*Y{f8_2(Wy1}#0FYSL^);q6L<#BU|lvh-Y_p#_-FQ46g`E>QupZD)Pdh_Yk
zbGvKd`F{4g_iyA+uh(B+XYu#z)tB#=ulsqW>!7!xdzhAMd(~{?jYp<ApS&8o)W&wv
z-PV*jxo5+})~B@pntOiPlQ&+TioaL$6nrz}_Bz1w>%yE34yXEbPei;9C@wj8tY9u{
z|Jla!b3a6~g<h{qX&0+_?OS~AW=i+|JoX>QpB->t@l|z)n$Cnx$=r)f*S1Z`?lp@~
zKe)I!pqq28XyukEZ*DYQ>hZnFHa}N4JW@bzcJl*avn}5ZyASK8wu`ZZ_k1q3<-Q)d
z;JHKYs;r=#zYgK~Ieh2lzkYdjJ9nRV{{OT3@AIbn@4x@=TS0;Ka?!n<jdQOhpU#@K
z+%EIR(p^>eR?l#MRvaoh$8%n2-|^2{wT8NJAustumnCfA34U5(v)<^S<Lz#(#|uw2
z?N?eY)BikFEWc*o3M2VdIY}LFFa3xzxfmZ3)<0z}!|gA=^X3Lh#+bdlbgVF~oM%OM
z`jwfhm+i9H=6raX=g&8q6(8R^wNKbm`}z3W<JZf#pFV#3{CfL+fp_&^N&Mj2b|}$8
z>gDm<PvcMjX5B4p@Neb+w}oGX<F=ok9s9;$rOb!zXD!8je7`MQv##mr_vJmA8ocaP
zA1!Vgvi@N&+{pGsW8uetIv00{NzLKuUbXSs&j*#>q3NsEZfxk4ygWVJRP<t(Hw)wa
z4cT{AEi+rQJHJ&-P5ORVA@?!%*RhGAO+PoOPT<@-(dtH&m9($lha%V64|IChAN=}u
zSHYIc#XY_54>wrnaPCaC)jek#ygK*d`(NLd$lT^Uyw2dBf2HBZr4o}i@Y}I9FJ9qt
z!eYq`vkOK$A9>xm+29*jqar*-t4A|2{ITQdht^Ij&bH1y$@yAxqlT|OXV}RtA|2Cq
z*~)oslYBSv?75RmVzRP>+U`bA>h|PuJ))hZq1t@z!KJ+IJF<K;kGz?iE9#xS_;zlX
z&+g81twCj<+NPG8{@yTqQrp$9oF-}9(qd*TYphRi2=?ilwrKmqgL{r<x%oI<es(Is
z<JEV)g%jJK-?LKKJ~6r@wEuK<e$mO5uDKd@27-z)CA+^d)@1fQ;#@0maj)wR;WFm7
z<A*!_Gq+pU9+{+M^r7g&2S-lFh?&h|h1YUgj+UKp`1H==FmIWO)qa)+Nx78JDI4br
ziiO-$m%EthCAo0r3-M-7%Oxs(Y>g*Gqi03v{$eZ?cirlAO@LG7zS(ZWpgG?}%G@K|
zazDqaa7V;=>#yF%F;(YWw0p?=Es2a9*VL8&D46H#c7Eq8zNVv0Z9R5nMHZ#<f<jid
zfd>;Ag<DToR~nisPVKPXS+4dz{Nb1W%lD^iCp?-iAGSc|0kfZg+;>L1C3?r&H+eru
zo}Jvtf3wlSV}9a6e%3DUKLM{;?Vo6IwrQ+4l5C0)TRi8{$%&Ey9BnVQoe{`8&2w|>
zT%L#9n&eNJ9OQp`ki~h+9Lq&d&j|7Ms&8Jhep*9E6a%B6ZCM*f|6E0-6k(-bwQQZ&
zjw?L0lTdOpV>Egr{zQVwjcvb4;lkX+lrzhiB%RDw9yD_7nab0{^>h)dp^4-?KOWyU
zbz$dH{gn%!@bF*lXXu#b-;lABq2pD&gUj~x30q`cO=hxqhOqkxtBM5#mT|1m*vZg6
z%{U_DfA|O2(=+vJ=LqQ(ZT8xbGdsX3^;Fn`0<Kb3pKWJYelJ+ACN4DD^tD*XM8>He
zUQaSuLq(is=xDWC&Yt5lk-<CE<>HHkMIO$qfoUoyB|D4eHmRK|?p%{nq0lIF^+Tq`
z#av1Cs5(}^w!$-lcMm=};b&ucXq%yPNpz!-?*A%{nMRF*(+r)i?BVXo_}M0uD<<s9
z@I)sh;!9}5qBDXqg1PF!5yxx<H=PukX6U{}?%4^yeT6N%6WU%ZJ0ozh?345M)VhM`
zi8Vfw#m*<xj7#R9;mOn9aBx#6kK*lugGz3#6MTI(^av`Z2=hCcU0h&my|{6&MY3Z>
zwHov38C<i(u1{{<#9{rubIbnw(@VeR3R?wi4}Sk`dvHd<KeKGJ8LS7|ZExh=-*LL=
zui9(B>zijET=ZSbOszdmIMrtT=?Z(h6*q0`1z&8+i8;{gDRI5v#;&c41%mfnd&ND|
zPA=1G_Dcrt**z*(7`*NOyjMH%<@W5$zc|Wwi0yg5oFg_d`NpmjalyBx)~$*xFkYK1
zDZ7oy{Awt-<<(Qyrmdc&skv#tqV%zQpFhj=zNzJjIDdinuHC*ndGf!rWJRpsHlGe!
z)nDFS5aq7<O}6hz+_t>--TQd!X3f3(^7gDmVV~2}yLQ>{tNZ`#u=P&qKBHG>?TXq$
zrM7dGNq;@4c6ZI8XKmf~<+ne5JG}e8U2TPa?=CH)+d3`}8XmO1x|O4HdS41#A<N;4
z*EjCe*L@F?S6j|^x$6Cy?Y9)%9|zmb+h(2n#`g&G>9Xav^6U3qzGoFLFZl8ZxB0D-
zHS-D<^4`DW<kYYuGv(yQAeKG6dV3nUL|(*Q`|~5$?9blgjgMD~EJ}WA;n2aC<)GjZ
z7Ps*411;%l!;2CTw%zAeobT||Rl4u-YkkoF7qWUA7^htRll!XmMTBjVP_Tgb1+K4M
zk6pjAPro6_n7mNX=c|s@V!8cJXN<1xi(UHfqjb)Z>x#kR!61X&cQi|$N>N=pbNW^J
znE3t=iE<Bh=U9Zu#5lZhkJ;z;JXHKz$Bq5ZYE2ayeayON`%Rm(x29(bcapW@HTSBj
zcc+YHU!G&BdgFEN?4-@RG+muyxR&3{sk?PouSRfDeD{Ky%OG)Wnb^LqfnxX1z0z~v
zwerP<r26_`J(u*Yk69FjU5tb#X0<H8YZAOHW}?IAR4eau+TU+TvCfP*b7J*5t^D>=
z?3b54<1KuCMX9kU{_!knNypFeRmcDSdiHF;eEj`C`9FUiKK}IC+jjr$?-hUl6_;I5
zP@8GdZeRFu?!=7S9mamo`aey2{Z7<=N!SF|?~j6Xn4Jp#3C=XumG$dqzyGWIySmr!
zB+e5ntL#+|EO@6bc;1X<<JRemS11H)eY*P5&)D#4OYepIEBQ7?Jzw?uXWCouP~j^9
zXS|Q-?+c$}aO+m@l0TcbINYCaA|bPTqQ@KW-q(9A+WF?KVn1B6%EI!@ZvMjpRehYE
z`Et`NxIag?%Y0+Ka^2$HNx}Wg6BXBJ-Mf12wdaiF*(bQI=DY}PW6Lby>MSoZ+r9Nm
z%H0i<LX`SnxvJfocGqiC(z@Nz3*JAR^m=lK%F#prZv-YeMa|k>xaDS0ne(YY&NmK8
zv#MHIJ{C#N7Ib7Tbv0F6rCN47!B6kv@;uhEDeLc=@$6Da$iDmJM(KAAHr}MN#ToAI
zEBPL;+PL**VAY~eS7%uC|DAa$DsYk1iEUd13s0`-O}!y=xoI6!SmBD(20Kb0Z(8`3
zYw;D6X1P7W6BxJH2~9A&VOVI9+uJoO_Kv-R@@=kj;VZWGI0^e~N`AB<+PLW6Jt;f0
zr+Igb=g4b0lo;BS6d3RwIUaO9FQ)lmC5wth`L>oq;dvR-VbRy`UeOReG?OdYypsFz
z=^HK6%2@9>>3cmiy}!1`jde3q_wE_YIwl$+uimI?%sQW^I+a=WmqgMp4fbmO1IIPo
zgS}J^SsaNtA>f=B>%+Qy<G#MEgE#pN<9ZKUovCO`f0v|XvAwW~dum6l)K$$JBJM67
zng<S^h)r#{yyf;g=5;I1xmfD<_}R*ww1~4?SNTrrV4{6u`;UD$HRp0wT1ZOp_J<w+
z%C_u&>Fb7vU3`mQCrQjb{%-NomgmybB}_Kt$xcbgyKW?U_VEm>FK;eMa9-RmzA<yo
z&Af8Ctvz2`vl}nR9DSkNbNBg&Aiunr#DLPhx7%{xzkJg_N%VLJ<80fhh1&6%oyT?^
zQr_}p_u>UfVz<5-?7Y<G{AvHS%}(AaZmVwlx+{y{?mhivUeYZ+t68#oteNSX&gHYN
zl{5S*vQn`~a_z~3H}YbNw(zZ8FF$o_jFj;8s-yPDwywH*$3QRP^8wbKspW?YeHM6c
ze_C>@peZ-#PGk9MvCrWm6&sioBYe(X(l?!uc=?3G%$&l$45gVC3XTUV-|~q+-~Yo-
z?~L)(tGlfeFFkm}emm>_TJ6jgk1~Q^=rwyPKQ?WYI%Cu)J!fB%uQHSB^i!wA-c%Z`
zF_Zb+F=t7)dXm<%ZAWh83UmZM5;cr66I^^$*wE`t&&5Y4B~;UnWqfSunX`k}XzHS7
zrul0X7gr^m$oSa8V|DEPX9Wf4WeZLDj?S=N)-x+}S<kELr9IPpPpxP)NDIk6)+6SB
zM#C`Kty?{9O2yHhX})JN3~f5(uZ7NtFP1nkqhjJ(*0?Pdk6b$?^`mS)EK2DS*PT~!
z@lmI^YTBNRk4L)2{P$cq8qj*Vgh}6GhiF{ZRNp--<RtW?Y(6eJDy;v3ZObv;>^&>4
zoe|%vr=1`bXu54*F>69Wgw5T#ZyA^iyH57^Ng6!SoABq?!8ElVqkc~25S8rq?P4vF
z>-}a6w;XI)v`|*fI7y4OXXEt-)x-vg9TxZhZgA*fcHPWuQr5F@wfB~?ZCNMYJeh2y
z^8ILHc})Mz*Y7SGudQE_y|#8<v!e-%K-@>Qid%XMZy(%qQ1IBE=Z@1(N^fz!a>c$W
z{Z7a&t%4rEhivOOW^enlr}}7bjMg#URIdpC*&=yWm6DDdm-#N7u|z58%9cinnM=0@
zUS<=HjJ|i6ZTT_5<0?5-2U;(_`!sVslXPU&L{8q2!)KS8me1TWae3V`lPR+n=AQqT
z;^#cmy?d#}S?R6YSqfgL?K>*<NN=s8<(xXX`!9@&Joe}3{XRC`Sehk7A+Suy%KG7w
zzG=o~Wkr7Z0@}-8+^YI$chGq<gM89)l@1nmw@XEDjb&c#zpz{=ZbLg8Z&q@aNln=&
zPx)CPGQBstnVIYZ8s7HTN}JYSS-{e;VsHEIPAP|7KfM%mQ&`?Une1r&vqd0RWcuq_
zLY*q=7ufujy~HFg{WWNRv77J6;@l@f+8w{bRX9HEsuocRTCEtc#5!H<?Gs_QsB<Ql
z{u=j{y=Cv;GNF;>d#|Ujh1Dz%mHdtqx8*!n$-7<hvzxi(DU(-}-HH}VlXXw7?Ok<X
zQkKraB~N+ORK*jzzRYB<{9!vIq?%Dp@xPM+WA9w=Y}LFEFPHq>a(6}NuODmvpXU0x
zHC`ZRI@|8mdw()E?h~J~-@ZKGqTcrPD*pTXe|&W~bf|r!p!VL<KOYZtZ<VNe`keW1
z){J*tpUM)QrvG^CS!-wD@;JC5Vnx6Kd489uj-PKCYMZC+d9Kec^LO#VDOvx`gEu>S
zF;{P1SY&r^LtwC5T+6m}7TyRix%6CfQI5zb|H5u=_#DUa%)#Y<@{-*%e+J*@J;3~J
z-HY3^_SBhA__k?v-rmnyA?xSWZhg;Y_FGGI;-zyAVsU@!5;pT~oW1``<l)Qv6>qFr
zdSIPaaQI2_vnv0#rQ4U?sI@J)<|sR}%R%GZd)Z6O55*<tXnflB;ppM={P_L*cgDWU
z|G#5zc)7yz|ICkNZUumbg`gu7&;cUwhy`e9!^Ftg5+n^`gNI~5jA(^exEN?G2P8&t
z48+hBG;#v9recn1&uLy}M-J!r!L8m8&Ig=#3*__sf88J>+~Y^1uDeQxT9UHmhexI7
z?oYZ>Su=gv{Sv1uuMRGr#`!Sk(H-;9Uf0d`-X|1OV>7n3`z<`=#b<dicEKu+EKx^^
z$5E%a^xK2f*C^b6kn+~1clqDH?6+>HoB_EQYCFu6ps^id+-_`Yj^cLPNsg1A7;vz>
zuVeKWU{ZW(yLqEw`@R41=H2sNb{|xDc<NB-?Y6fM0_Sbp`=;Oi?>~RX*6YHS^_!#T
zrWR$(c%QrC`@8Cz#_HPKqg$eGUn^R@^Qz{m>0P_F-ZONPO-&Axw9Q<bQnXU|_NAA<
zwmiryGU{7xyz<J!H=7=;No#rSXP7zfs)F%*>qQg!X1?FzwD|C*cP8J%_VyR1ivFpw
zU+SECJ>ayo&jy`7|5K8C7NjTj@3UR8HGKW^--Rwq^=rB%=O&8pIQ2-2tMgos+|k*`
z8Yg;qiA{XHia8)}75nUs(S^PX%cs5K5xG2Zqq{`s!$ar49P<kazu#G1#mng2DDqBr
zf7JR-*WG{Wvnn?>^s}_x?PQY;+%fku!({`d>jqYwEBgN`-~ZYkbKK<Z^dHGuk*e0I
z+|On2|9+{nq9<E;%8_+DtEH^x-?IOtYWrB=wwi%+!ma%Wek^{(EGEAp?ML0ef9yit
zJyKX=i`daNBTLkjrW)kg$70B_`?=`910IR$?^gz9^IiVGf19Vgmw>{tvQ;4)1*Pqk
zPMA$Gt4nn?H(_~i>U#Ci|5GL%@+$td0-_IIMlNh)KCj<VdhdtM?dNH)INRs6v7Q!J
zQe5<hC3eEBk0C2g7F-k-?)lxZ?_ronx@Vz?psmKPiB30E-g{_#eseIqX}W~Z-&KZQ
zGk@sx7jG7Do7A0?a(0qP-VEI-G9nXPgLgE(UcF+IroD#22{j$d;3dK-2506<c;@Ck
zc~Gi5!-G5LzRzsg#S_mI`@6S#=n9k_YPLF&&OfW=aPzu?Yn}ENHR|Uiy9uX!x#X(Z
z{_eJA@YBhGGXu7ttMw~7Uud#dCW}4HwsFc!6XEqo1Qx_9CCBmTymUF+-79(j|AWZ-
z*Iyamg{6PS3~wXQASp4q!^pxAHFr$hUC3<6<MMemlWN0{NncMq4lH<Q|5eX#vBM!b
z@%io>&bln+|Nq5f{iOM&XTQrc^S?XoUmG%|&+BgRgpErc>|6I{!Y#d}7LH+(i*hYm
z=eYQ(D#^O-C|IzlZ%TX1)hoXY%U0{o)7=?$Cs?U(N1<OrpZ*hh@o;9(PT5r6T@gpm
z7?hu!yUFj6;>sqwiN_@tM7}ujJLgG*QqUQXi%A#fG)rZ(_IJM(I&PM;t5Q|1S?QtP
zpFM3HeFqPg#W?OYdsXx3b=2P#)gqF=9IMVdYJ7itcX30im6ni)gy>$?X`d(UD0*;l
z$AJS0aaKig3S5;Io?onOKSqAmC^;3N!@9M5wOWCUozSaGA2`mJ9AlsH>ffh{U%$(X
z+Gbi~31Q@6Z+zp&<_0JMY;0^2Vh~_p#3r<CS{v81wlprywivf%(;OOO406+QR!lg|
z8p4>~Ao8@};1uTw0ng-MVU=l&9+o$j$gJa8XTo52NTe5wYe0k4#KgBDTK@8#;F#xP
z$l?6mvQ<AoQ-bMaWnE~g;okq-o}Kr(Dyq-Yv(Urm%E5L?qmE5SmiLO5K0aTeE^q$x
zN%srkmwehvYZI#Cm6s>xuQ6J4;1T2YOB;n<RxEj5@u~0ngU;D6+|Axh@yHC$*O6e}
znrPe_5_f9a&9al$TjpkS%;Q`8NB-v*aYL1RUQ+4qb5^&nzFFhxeKBOK+7kzPt-G5t
zZ^alH1;5pL;wuofBm7O?w{xdmyI;%>w34m<_O<-z@gH*W`yUoM&%hEEpy>}{!otJ^
zHSL>D@|+}V$l>z6luPe|VA6$>dG8A<F7Eq(O@HOLMO-Q@DQahS=0xcIF53Pw)wuod
zr{!)pwSND8Qr5b;&GJ~g?{AyJwp!orTXQAm<=Xe3-#(=};s)p9JI`lcvC}FJu0MZv
z=^W888@tK-#F7j5YDnMC5C|<>fAmWB_uP$oJC7&b_v>BE@?2#4^X4<rOCC;kXK#3N
zW6KiVpOrrsDSvwL=ho+2lK++4XBRiR-Sb;*(RC(q>Gl@^!5WKnvm7?%x9K=B?%T9c
zcTYp&!n<?N+B~mSow(&b|8l0qU4kv{x}MJ-M=YG5eoIEE-dJ9-r*YQDPgk}qx*FWK
z<D|FAm2Q{3vtK@Q98Oun`g~W7aDDb9*SkV(yxLmV6ki>RYd247IkmPar_6MZ!}<5$
zY}5_a!eXm9lMjY|U~`u0O*H8`Fo~7F{oVwPZ=18`KlksJzmWd++U{7XXob`ad#CON
z#}qx+f8+CHlzY7G#+@FM>l_Q-Ej8Oa^}x5%1}~OZxtoihtmMireR$~CylM638oni5
zj*<C^0WQz0MSM-}eNQ*NvFDCfn{C!T;hhc*6FMxVud>|F{k8BH@7w$T8IHYPZjL1d
zfF{F;NdZPC7ATq1G|)Sb)sW-%bCG=xOB*~r&KX|~7JvJ9yXl@XLnF?E@@Z!~Ipb<(
zD6UH^e016EOvByI`GM1?iQiZ5)7srJ)x-V9%7f_vcUdpZI#O(EcUXP*rW*$BFL(64
z`yL`|ntk(@p3}vc3mpQl%ig$DRve4$P+AeDmNWJIqK(RtHw!KGuB*mqsO>8bct1UJ
zU#7S6qBpO9f0jSKbX&CTLD!>8Dpp=U^TJb4ac$*MWi~%wt*+;}At7$zYUzUa4jwwy
z{qji2antAdU+&6=ZhcghxV2|(e%Yqo6LvShjmi-5i1QU)a!p_0<kwwxZ{7yn+WP8$
z{P&*qAAhknOpdh25`ds7L!tuE%m_6A0}Mgc_3O`Eb_GEP9438#lUaK7&HvlRF3~rg
zk0n?urE<m8g&f^}`qGqmS-alP{>g1N%#|*&3Agq~tvPnxpf_!onCL43=Hph|D^7$x
zwDAowUtV+dM(O!9lOqpjuvi`SJ+Rl)dHJ!BUB#bUeiQ|M_?@B~uXV81Eij>oTk2(-
zV3(tBlbeHY#$E-<4>||eEhtsW+^~Lf=$rH!?j1Q|W&G!VNM~Klvp@UAK*;Q~kg??Y
zycZw4vX2S8={TAi%EG3=SfS2(Qs~*c!#X_fHAZ*hdc~G%uqDg>VeW~O+ArlYok^-V
zEVFXr#kWRFkKLZu9UpDdbyQr6eQ)jJJrb|~^5<p6r(g+A&=e|B!D(uV7Mv$@Sqyo8
z@8&WSa9G}7r55pI<IDfjUiT7g1QNZMoH)bTs9&>E$#kOLk86U<F6{hZ9mIQT-S>{o
z3z9liXLJ=XpEv$v@x#@m^KJC}#7)wf1$`=yPMrO1b0l!luBh8a-DwjKAGjXyvhPJ%
zZ|@Y&$yaaRw2HM1)OS(5DJwYV>7T=)b9Juu*`$TfHodITY|i*NDOS^0HoEto^U0MV
zfqtt#$DgcCi{{c<Cp6a~a_-YBrD7{Mo;4b8kG;F^Jg<)y!@F;sUnT9YBvchi6x?v-
zi7>a>`@6Qd_?);}@Kf244YRv)e=bR`d&g_c@#^)hl6!TN9?Dr28eROjKWXLue+<WN
z#m>VLmc;g1Obk)O(l#hMkHwJV_x#|3Mz4o+=cKP*WncaO{;e}POV1u+VcMp+ImL5D
z%}TFTp06k7@7)qzlV2Gx)uAsMI(>txx~kICQbpxg9Cd}qmawmT`DW7HpfVTTrCl$h
z^m?t@ta6g(CdW^&?mu3)_rh7O{0Qw2@!M3lEzY=etyi$3P~fG6$i%+~xa^yaJH-F~
zNo?x)$o*6D(aMVM6AB(BrV7g##GY^KzWO3_gZK>TD1*+e)3^oPdkd~@uZ^v7^-oq_
z_hZ(VO_gVVFW7ihhe`b)$5{baUh_?Dv*u~O;@hG6%m2amOH0n2-FShSBR8OR%Bf!`
zpD)XJsL~|e{B%LjBFl!0#rG#a+&a&EU+$_Oj51wic2526hChzg$+%qDuJG1&ThX4#
z9gPAajba=ZD)SmzB#(rhvU8dJL+Z=bPY;dn{JHkjcHW}-R>lPeLUW&9dZeVc;hxA9
zv6ROQxz~8I^cdBR+7ur;A6G2;9dKc5T9x$d%F~O!p4gK1_ywbtan57S^NW7W6X7!s
znv*hFqWjqtp?OL2GZ(H^=6aBH%gn`rclGCm9=q)8XI);}gC(ws?c*7m8KdMIUw_|C
zO@<t|zl&Hh1=O9YERhkf`oH#N`17A)b6ePiHbe=S+`rPfsdaZ>=$iY|HZ1Ee)=S)S
z;j#~^^El<iU1Vi7ap4YLQTI)bH|N?eT&J;e?Gi)Zg}LFYe0P2@(|Pn~&0haGdoBEz
zzI-&faN87}1kZZ?8SA-kCRf!R>9{@LbnncFIoDX9+FdL)_#E`7x<B+!^79vK|IL__
zY;JS>F>}Zo8!s$=CAx=Xf|{;f13mMO81U@=E&9iSF?;LZd75mtKL6`=XR^Fd6ioJ3
zIT~WBcIjhk+oof)dh?}iHtzjsts_*%H9yfZaq05JH(PQoI<FV>=`_19R-ZHBsp%mn
zg-;2lNwPQY*!b@|I#uq;ht*Y6@><FqWgm9lkXbJfZn^(QgyOkHC-!I^efh;|;bM!D
z@}{U=hF?wYW}D@oEwEhC+Oc-(pST~!lb-xvaktd_7W-AVV=A9AJ#uIE#;`7*vr6Y$
zYl>Z_RrlOw3X?Qlzl-ME7*=QLDn`FqJ}FSMJ2KYOz<RNF(Tn36!B?%b6&Ew5_ZTZZ
zT6M<!=%x>Uc3=M?`QHA*w#W?35Hu#X&tqwVnpk=r`3@*>u)N>Xq`o6y%fIEBHaGsq
zYfCH^pYcX-P2{s97Yudo#!UFhxN^sbqi&4lhZvKL9Jadcxy&kK5?jA5bKb7qnm_wr
zyu8w6V{g6oMnHCK=q4}ez4p5fD)C}*C9(YmV^h?&iR~ooJ~>04=HHgBdIk+Er@#ID
z$8mzv&idU;_RjWd$?ZMiAAHqJ=T4mb?V{Y(65qJ}d8;qKz2B@+z50#*)otYmC#;b;
zd|?mM9XtMOOTMJ`E$hgPt33Mr<6qswzxQ>;*v~bz%-nwT(On*H+jCdWK2t7R;`VS#
zoK^me-K<U5{<2JHOli%ZcSFw1bVo+m<vSbvz1|xKo&BSrlNFVF?v72G_a`1@olKXu
z$;W=Y<<!=Y=93E#&&c`^qLs16?c(E2I$u3R%{I!e_%C`n&avsq**9lf=1$l6%{SA-
z+pXr}<EDdFkGF_k$myvxe|G1LV9CzMUMVj^4LiSGR=ODFpK-WFcYXTq`OnWY^C#WB
zwdIOJLq_ujQ^g;R-c{W{ZF66huDo#0LMiE`nFPy?^unAc9ZS4-hJM`_@<o`#;`Rya
zs55^4F~1al9gVEj{x9b@_0Y3Z8B#4%Ew*KtsO86~CD;dwy#6lkE7ER-CAx_2Sec^^
zGx-L<1}<zGO(%RWS$(yA*8lk90ZT8+2uVjXPVVsa*{#2R(G=hO$l(7bTMBeJ{~x#U
z+x%E$k7sSL#N>~XHM*boOcmk^{ZwZ0aEI#8Mj_XEP0btS-im~*<V>v0yJGC8cxLOI
zpZvEgBcyIRit`neTzQwa@bdM5N|u)s4_?3YSL5E~?vM#5Wc=PgKBdwrvPR{%9}{~f
z@Bb^iXa8DoZ4cvXpU?5vf2}*OU)5x<ipA%|cB9Nudr`(lMnMJv2FA=nZOhcSpdDO?
zeKQxXbkgf!6gu^=$<rx9;iSxrRWj>%^foXiJYCi{Ex?sy8l%fb#)wQQhWBb>23VX!
zY@6N`t-lR*4x>=pGB=oW66*9im^hyl99*KH!>qs?Hu3P(gHzcUX58SJj>Tr88^h>H
zAjq@mumR8R*P=B|JA&VPE}!iD>wmVR*2^ym&0-z`8)8>&(PY}*<GgP6zKXM-{hL28
zyq@&AerjZisLwQ?7^kusDakeJw$n78xp*kK2W;oDn|5oT`i$3nwlD559!qg%oh~N%
z>`X(|td-1cx5`43u1D)WTIIU=&6K8{S?n(hUZyKW8asTwclm1DZ;gM>NAK)*T6RKd
zErXKyobU4*yaF8#R?S!3*~@&eQ?}xeocX6+KO){0`A@jC>%Rj3c5`p%JXfzL?#CZI
zOAFYl?s}X(^mB0P0r_va$7Mo}{_g$u+h{}1W`D1Hd`CXd(~$5MI_8(#=I{UbbgG{d
zpUSy!$Kn>Bz1L-^QP{R~-m~)+YoGu6$7)-fEr=y_iESGjTA+>$`UV(IVm9P>{g-QA
zf<VPX+mk8lPW;{9t1#K8Yb%S<rW+l~(SGvtrn79jQ|kNozChHcm{%VU&ykOGN?I*Z
zbZkNOhiwmjy^DD>gL_r2!_l)A$t4>q&o$>QkFq@JbyUA>?TSywzJ(dF%q*4<%)c^I
z@wQLXDt)KNhhMZk(vh8LI_KuC>5*2mqph9hNC!CPPka2}VNz=I_EekY$yO(~Mr5CV
zv5;ANDc5?()AzPSrq8nf8B_oIBa>Q$i!PQBAhtzoY+;5{ap_L-+#~}XuXw;==w;<^
zEmNO(zy3A*)zvNvCsI!6L<*_x4^h3E@_Oq1UnyN-C-=Mm?aG_Jzu&EM*W>s_-9I9W
zw$;c*d%x<6<WxL;x#72q^uCJeJ7jONZ$Cb<d-sYB+bsOHa>j_NN}Nv6;S`bVvh$Zn
zO;$EO+Q)BYW!;qemh;2D7rI(vb6$7JE3;c4d?jPPX300lVvBA3b#i+Rr?Eve+AVhr
z*Is<!jOI1D8_r3S3YX4t%Va)vO6*SV72S<r`L1N~JFT;uX8ho;(84u~V^8<y+-h5$
zVIeTjx<e)O(ziA0Gcp#x7rQfU;$3?l*13ysTE@EG^xm*xkMrZRk6dcYE^(Xxkh(9s
z?dnaFb?mJ>{Ie$=I<K+c{9|R^ybCQpJNvgyy0me^M$yE*Ul%4NyB_%&c&E>BliP_u
zd*&UDe?H61^xe#ZQ&YaqEj?{0VcfEDhcK_%z3GP-_WaSlJGZy;KEw1)#T(lHMxE>X
z)n1-b6qOr3)9z3A=C=9I&)3fuocJ0`R1(`@H8Mu6EldL(i;fuZ?D{SG%OPEd^W?|s
zOE+IG{l8yq&KH)>7KZSxzNfe7muue-vwVA-{l81@Z_$%l%I;fsE>B!~_i%RMeO;SA
zwJ`ZT?n$z3o;P!xcP=zN_)J{?g!)E)H+?_8*^__Yo>LX$Qj}G7`%z;G!=WXQ4PS=5
z`yd?i>`?WQnpGAFKF@Ylo?LKZ;i7Zd`MazC@bK^PJz7(&sDG-{=b4`I{nYHplnDDY
z-SsI#lb#3{%?jW9x?m17$Fv(360)-<q`nZ8NPU=LFx5YwN6g2LWk!UW#mT2y%LHx(
ztZ`qwVCRcd4<z~jUH|om@nC!SGAyA+Y}41!5H$ms`dRWZJMz5x%Qf%8?Z@A9L~;#(
z)=R(F$mBWH(BWawQoU~K!X+Ptsx%%u?@B6=@3GP0eaN#l@Youi4|y>vksq=;RBirF
zsrvC*QtaB~X%UwftBd~KqO;^y#TFS!#$>m3O`h`%#s8+iy}!!WeDD6EOG+0o9dANx
ztJBB=wPNy}=$&`ifXC&#9jm^8!yhjz|E>kyPyXGu)AGI8>RaV<mgo3PRp(VtmQ{OZ
zdH$N9zt`@<>fKj#&wD?v7hicd)Z>iiE{AU-mk*wq@H<s*(zB%0_RHU9|E{a-x%~6a
z89mO@cVg;-!e;xHdA2keZ8cZ7Tvl=J@rA2?TR+*oTo>xzxk!}T{F+su_Xe>Ota|Pp
zk*ArRyBlX~ZM!FW_-l8<pJ@fFd=hf^@qQKJGr6fH^{keu>YwY^J^TEP+?K7s{PI!K
zr-X&Vmo`Rq)T$@*h!kn>deFTgW6tdzWeK*9Y_GEfx*Rt=4q5%}LhSpC!m`WO+t|i<
zuF-kxb3`z5xzfDHy&39{k0;4QNB#A7`0zCCQ{>ZgQT_7#Q_`+s31DIy%qFPKdSj#Q
z0R{mZOjv~494=ir;GlSP0{5BoPn)=&6i6=G;9xT4)B`VOhUo=7Em-U%y47cbRw?!G
z7GyTyaIW@0$f0mxe&wXoOAEf`E58xZ%sF|@ws6Pp6<?k_HB^axn)!B*y=ta++2#&=
z@r6&V?!HJ8p0tW-p2>;D2P0YpD(qWNtoC_UniulNEz9t$@QOH{Z&oaaS9Y89P5Sma
z!Sk!JVZat&qh(1cbM|~yv|BW333rF8@LYGpH!53y?%VzDTi$wowTDKGSbRootIos_
zb!1O>vS*R9BZn(!aC|{W%88dYMHW?{!SVOX`XK=+s`U(K4Ra!P?Y*;h+U+xm@&5uo
zTE2Z=X#ec>jsM4$&lvyI{d_QA&ieSh{`ra35fu`=No5uGh1Q<y)@Da0rU&_D*{#S=
z`g7E4u10j`PKI0U+L!<E&E@zOB$;W*CvjP+<dL|G;40VBlH(8l{oW~3cJrRtmxxx6
zjk6TeB-Tz=<8n`(B$ZmSV#cCa)lJdMe5_Bu>L`o6E2Oi|=iZZ}F5A~T?#X3~WqMP1
z+k0a0k^a9YC%sQUz<zO;_Cu#<Px1;9oI*ETSTuQtNG#WxLr4GIun@ndTI|VlUc243
zZp*`|e|gJ9Cou_kWxA%i@924PX1mrb)4!YBPi}TP^`edK=$?D(DZjt*sR(~Pbn2?J
zhMV%|=eeQ#Hky|2KDd46Tenl9g{77&(leGkYE7?P^t?5#Ogn-(v%kr5mr@yjr*-o8
zdA~aS=M-%)e);U}xoP`NdcW~-iE|}<dBth7Zf}eH-tS3YU%kEXWs0Zr+%1J6H`ODY
zob~GeNxXl4|MOq&?Mr5IV~J#9+scOMGa&t^c@G=#IKQ9Qr2HcL<mV+CMIPVxPxG75
z?K|<9@LWs9jz<$$X=v7z6wFKek-Kqi_MV4}mzjs2arx%-!YS&2wxFOz+wKGD2f_|T
zB`&=X>Z2q3ij|w$SJ@-u_1y=L?j|UoWmOG~PT16`R&z&X*Q7rJhl}4Q&7Z=mZu#=p
ztKEM-{(B_#{Kr4Wz2CJvu=tADb~r}QImjD2svol;=*Q&GKB1)-%m3%{zI=VEqtnpr
zvD_BVZo3&LD}z5R^p7j+x-%p0^o0`BUy<8dZMwcZco}%fr>piw<SVa*FE}nVEjjmK
zv&xS$lMjnLZfJgZ6&Z6j>=DN&ma5kk^^LRUDu}5c=IfPOdw52Q^jr}mL!l36%U(O&
zec;M8=fL!0w(9M3PMKXeu(|BQWu9m)i`?k%aw4KNFIRmpF1cy2aRH~D#oOg4HmsPp
z`!tI{C(FbCJ`;irJN8B_OUiFIPMPC!TWFTc4#(qGT&K@{ay!(vDfK3|4bQV#+$T34
z+*Y2yOkLBOk45n0X05&p-f|JnbKXz3do3+Ef8(!RqI|c_D$fN3I~ym?6Lu77yyxeo
zmNmz~Q|7T?L?yGB;JZcjtu7X<pWYd6EA$NTxp1;uX>w}#O>y3!eKK3CjSt^%tyr?T
zF)X%a$KTSjv)uolZ#eBE=^XiG+l{jQb&TCFx<s)=7x4{ylvXXc+-^85;=Im;LC%Uf
z9E-`sHkb{~QOhvb08c(<MV{TCx#|;ClBP}g?i2d;!oUAf?JJjw=iF2@yCANW^Kixj
z={;dKYYKEK9s~y&@8SM^;G)Ae+sNuek!NNe+4cBB!s>{XQpHO%!;M{>{Y!bz^trk`
z$!yjXstsYy_@{Q*$>o~wGNzQXH(2${X5RdAzE1neznOQ-dtbe%%9B0RcO&(#;H9aH
z+O~z93+m&vT+_s;<yatABwTjrEB|%#xlcpq#jlgF{f))b#5OIB%}~dUOecBw$r*CA
ze6Quw6F6y;JO6pVTV%?+{d4)PBDX9!yLy$v<`mBve}X25OkEpZ_xf=6Jnj4azl5T-
z>g9V?XPw&aYTCIvX8QSLZB60NQ<N&#o6SG|vh8u;Cg(Z+;meON+P=Ew((-Q+(c6{Z
z9-XRizAt$5QT0b>N`F~P`nA2iZdBv;;gR_4B!%Mn9jbe|pO{@P64>{xPc{8|#X4Ok
zjfWC~wt`ZDdt|cSWnbQ%W>a9k*oDD=@}-rItFxvU=ww9C-FW6>Mf`+S#$W!dzqqHw
zapH@08a&&sIJ2C3$@k~dNekDPf~;w8#Uf6p7_U0|dTZp>h=wz6Q4```NUbQ1|M>FK
zl8H+$DON9ClgT>elaS)9sq4S4%<LC_(R1TUgU%vFwk?NxTEAX;6MJK(hyVTbBHP`3
zkvZj0nx<IR=D4Nk#0x*$QT4YZL*Y)sx0>hA&jtPV_`UDex4Ty>W^H(^GMo4O9Hr@!
zYp+bLFaJ~d&nDiUv!ol#IEo3ety?2A)PY^oz|*-$4S04}bM+<seOnn9_+`SodflZ9
z9AvaE_AgNulCJvMm8-Gy$E2$d3;+0S_^5N6c};MmWXvzmgXyggHw7xb+QELPbN*HN
zBCbhnp>hvTCb;RVzi8Zfuq(oLb#>2OIop_r&w1LkjD-u=-R-tGQlxkP?ql&xzR6Bi
zPOn|xZLIj8Bcz(T(&gRdJ55RaoY9JV;_hs2XAHO1)q1rkS|ip&zc^*0OW}g9p72|)
zN7RCZE!kBwcL^U?c)n^0>s}>`!hqQ|?ta#P)aJNZ+Lm`K9y+sb<6_^Ur5X0gmt;4J
zoqOB3E%>;K>8$fncel*jTBNtM)GZ@Cd%}_zzP1Z%_s;)cU3cyLuYb&MeG{<^mzxsX
z>^8JSn;Hm!RR;SUmNGORsEo1&t#|k~^Nh_(?vxZevmNYeNe{hQw8dk%?2WGF{Cod^
zFXr$eMb62UQKcsjzF)|%?Ad1fj^olI)|(R|4P04kCiyz6d~*_O;(er2ZCst<w1@9X
z-Y>Ia-on4rSDu{gxowVN)ugCtx-w<oxI%ZhdmY@IH@~{*kH*S$=1j4f61AJM(#p4g
z)St6$ZTd{ri>tVg20JI(cuMsC?OAsu`Sa)F*0Xz`&%ORbcD;Fhugf3Ig29y7_OYP>
z>Oh@ouOT0cAqR7H+(Y#S;Z09$w@2kp{9Rw&H$|J_^Z|>z4?C7!TRp+Bu-$OmZ_}T*
zBgN*q8|q!i*7iGc^`Kru*UFc&^2yUCF!IIn#D-kv-<r9Z@A-VSb4w0g<Ba`w>oc<z
zpG+tg*Am^bHbQf4pEn<~A&2w#IZet({!E&)JoM_(FaK^cs>LeI%jvOkt=RC)N5a}{
zzhj3`{Sw`nEpHjpHkh28(X(-u81t+ut!<H4Ce4js(lL4S9=k24*3L;zS!c4na9`V-
z;_vyB*M-mYVXJx_v&Lbf`rEw6x9$c1S)^Z^SGY#A8jBBzZ9y9uqIUR9C!FqOHso=B
zzs`wQLg4B8SDpfI6mS1GT{3sh5yRvDOWJquOpN07f6XcFQN8HQhAyAq`p#YTdrmWj
z9{6_c4O@P=4VTis^jyygH-o?TS(aX$p1AYsojEFRRI|%h|8WvBUDnF)#yGd2vBb$Q
zYJuU32=#}%8Gfv4c%yrDR^o0~`8(%5m97h#sZY-BE}ibqw%*5TuB_g(@Od**RveDb
zG5!58WUJ_mw`~&^)-|hL$tz6udK2Ph8(Lv-beBK(r2YjjcNDch+i*YH{#1NrEkpJc
zuSr;fhS+wekvVF&3AXOyyk<?K*B{SwpI0r<tNNeodrAE)htLK?zcfdIHvP~gI$QE;
zULThBKmK0j;aQ>mF1jgZap#ltq`g8|lRw-EzHl$2Y}U_*o6ZTx_rKozF~hC3d|}xp
zAt9IiQxO`M*sZ%PwL?#wJ+){T*AcTNlG>Ug+n!|bottIRwR}^8D^H=?DZRz}YHtY5
z{<3ePOW@Me9NDbbx7w-oJm_41{7KrZKXZ3Wg?^l;lV!DR=D835ciQ*=I==Pfna@8K
z-SMdY@OlE*j#ZZ7Vtm$#XDmC9&w3S6eEaw;MUHuG1&?ISBLjYxq{R5FJILc1`LMw4
zu40eOySn@gZ^`++{?ndwPMP-n=HzYL9&A3f=IcM^S<Y!#MhOj(Tfa_;#i`((-ujM3
znTa{RAqx7=8Hq)p9p1$XhM<O55SPAdUUEKo1GkM0m%dA8T3RY-Z*^+1LbQUhk%E44
zL1J>Mf{B@eenDzcW`2r-iG_lGRccYbf_{Eps)Bw=dA@>vNk&m>s)Bx6erb_{ep+T(
zs)BxTW`%-&acWs=9+!S<W_m`6f_`3RUaEqbse-<vg1(c2zO#abk%E4Zf`y5Keu#p8
zsDh=rf_|ccrKN&?vVwk!f<DMZ1^sjd{R{>DOa(&&3oiW}1^rwF{X7Nzd<Fdi1w%s<
z1^prg{bB|E5(WKI1^qGw{c;6EBSQuKN`+W1=+=0+2SFRe-7<@cOF)63V4$E63L7WL
zZgE{RGgAd!V<S@qBLf2i1w#V^GtlOCkP4U7;^d;tf|C3q1w&BE4dMc8^i3=&%B%ow
zG}kjQ02QtV3I=ditb)EzBGe)yQ&R<fzr@^B1z0q2=?9l4m4Nr{gLdy5!}hU*Y*Ww=
z&rB)FC{{286(B*NHg76qLqFJZ*zyp^;$+ZPc1r^@1%2nl0uM+Kn;V)b=!4t~lG8OZ
zGy?BcPcK$5Hi9^suy0Wus-W*#l9-d3?3kCHld53ArSF?q0d}5(p@E^Pf_`vGYHk=P
zBthPQgeS;$XlUt2K%Hf32yU{#`~mV9$RE)P=B5VJz+B{-V`Ofj0K&$mrV6H}W+2RE
zVPUCYW@fHnXlbZmY-|j{7M2R87A6q2#>QY8qz|eGqz@bBg2{u_f-uMoI5stdgd)f?
z5H>e5QUGBP+sx2V!Q9*e%r`Q(;4(EZ06Pj~poOt9SR5n|QVXI{^cfj})moaEfN78#
zka-{nfXo8XCT5mk2ZKBaG82pq48UR_Hb@PK24N#3BLxr!xdB9j><5XPnwr5q2sX#S
z030x2IRgW*8$o(t*x1-a!N|-&0YrlW0TgK<wIJHa$Ovo}$Q(mZ1_VifFkArS3pfX)
z1>_|V4Z<L2fiOscv9U3iu_?qWV52~SU<Sw`APy*CK)OJDkg*`og2X}gA!8#m1GuBi
zjm;H|%^{|O91l_t5;HY5QZNApoQWkQr9e}RskxbgDM$~L4|bIqB$Zhhn<&6A$QK|t
zV8dWX!(-OW92T2gAO|C3kQy)sr5H2}ax5%`fYl(UGBa~7kOPoCjm!pR1yCR%i-Fk4
zc7xa;G33+$<wH`FiKPNoJ3xU3%5nw<NIOkHbrPs(0PQq!R4@ef;DbPwg(0Y08w9E|
z3_<;*AW*#lUc4RzsymE8#cvR(3NZq;8-qaAh!Loi3F6XERxkn=+MpW62vj)+fhraw
zkVPO?Ca7jIg4&a&U<9=XT!$Hft>S`IYsR3SL=dPtGKSig0jeJjKu54-Dj0)pQ_#;*
zFoxQet6&VZEl<H1Y#SG(0yKtNmakw8wG32`8iVZuRchdwf*?e73$?9C!369#F8yK!
z6R2(A>Q%u6Y9pw|HG$d*ueHJMD^W0kS_-MCO~4j&f$MH?zcUC_dxHB)L7++$+*b$!
z)upCjJ3-Z{Db!AI)o%*15^>lJND>xrZiWirRtR$41yT=_cQk|??c#{2I9%c9)95EB
zDu7$``i@30Wrnc&5vwv|m@)%B3+xI(5_Wb-H7O{Npsqo90Tf3Vf}mi-5Cnw@R8ZeJ
zzcjBz!B9cpJ2M5;WC9;^69j5HK&nL0X)?vgRwLQ1?_89cSdy8a=K?yJN5jR+$iT?R
zz}U#t(8R#Z$Vl73NZr6dU6Tu<F26`Y!#A;{ASb^hCo@T*%vjGv&sawxqokyu*h*hN
z7cQljUzDy1KF24eG&vPjS3ydeLQ-OKc4}S<)C5f=$5j-irg0f4n3{1Jz=499sj0E4
zLYe|x4AgK0Nh{<*#SATsL3sjA%)rt_0VHIAq|OkO??8e`Vn${b80w5HEHT84L0i*M
z^col#n3<xfGcYi=G(s0MF$d*vG`&U!==K_zm>Za(=`}PnGe9@b(98r=%+wOY4nuP@
zP_99>*Tfu@7tzElL1hK1n5i+Q-%QOx<qWDiGXo2AG&h414|@0+n3-5&s53VJC0A7Q
z%#DrF{cB(js+~Z}5OHZ>ZfS{OhlPoyA-Y>Eu!Oy(0jSgg83<1Y29`#kLIX|A%mh6?
z3@j}y(Zviwk&b4sp@E?px?2nlOfmdxXkc!J?hivlBTzkn;ub?gQ&4e@CWh%ZLn8wV
z19Z0-8DhHG$OP1$M>WsL0wYWfjSWE^0aSIyrl2w(P0S2b^Pq`Ym}B_O#28d>qN+17
zGeeJaLlaBPFfcX5lJ1Q#{bp*4X|IJba@r^<O3chjEdrlr=9!n4uV4x)7eUo}em<x;
i1y@_anN_I@rqH?k#G(>#@nmRWYGT2qs_N?R#svTwkB995

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/MAB_2.png b/MAB_for_BCI_1/MAB_2.png
new file mode 100644
index 0000000000000000000000000000000000000000..789cf227a02b4020bf01676fc6fd98ac96e3c4ad
GIT binary patch
literal 68972
zcmeAS@N?(olHy`uVBq!ia0y~yV0-|=9Bd2>47FGGO=VzUuq<(nC<)F_D=AMbN@eg(
zEGfvzFUiSFQYcF;D$dN$GuAWFGuBbaC@Co@w$j(ng)7j@FG|-xGtcEb0|NtRfk$L9
z0|S2|2s5s*U!KXp$iU#~;uumf=gr*o3XxFphWp-5o=)#w6%;N_?F-Rl(n@kX*r)NW
zX?_Q*v_jV<*QH%vo0~)&MW!zMa<6*5A|q4gl6UjoAAi%c`()mx**Q}8zE?gw`EIWD
z_BUzI&)9w!QB}$?k?M6@d@_>j$u|Zt^QZnI)(vipFJ_qRY!EvDlDznYDT*N*BsrNo
zgK^Ep3==6|y#=&U<ZI`wxz$TkbtT{KAgw6Pt*)A1Bl7w$icbmhw|FKn>vr<RjG{>g
z?#MN`Ej}r7yHR}ZJ$8oBM#cj<OGB1){F$b$d^y7;ZXxRix5@UMViS2+a!(D~&n$RA
z7~~aSIk(jdOlM_xS11SyFf0vWTzW-e=@r4HA&Y`uO$b`GKQdC&G+uM-<(-U6uN1l8
zRan01qu0vjzUz!$E4NPxs-6<`(QBo}(koU=L)4f5a+a;-3-fZ-T6$<o&{CPlmHwKg
zUYez$np*`l=I)j6ben8`ktt&F$@v;fLl#^PbkPiDpTQ@>oM!#Xm#vNQK2tekapOm?
zmEUEbPiHXKT6)S_N|$L1BNyY^Ilp!@|G4_Gip4-;2G<=vn`T9q`Y<n6>)2q~9l{j?
z5(-Mw8v_prJkVaCUU2f_Jh#vDok5=Zb5hr#Xq6FT8S`G(C*ey&a(N#9*w)cga^+{R
zW-9x=Kri1%@upwb9^iL~R$#T@C}9ZGTAIbMwee`*uBnaXE>E~OCoc_QGT`6AX%PCj
z@qmM1<l_~=LKUnM+DeCIO8*6Tg&q@lB6YT&YcJEaj8E#f8^rn^%O&s^a8x+B)RkR%
z$)l05@pG1B1d9mct!@vAHpg)B<EGo0vK#9SSPUdq-`74M#UNN2;$j!<H8t34Yp|Cs
z=ZtCBTZ4Ox+b_Qkb8!48`b4d`X8u06$^S2EC-kb-3n?o_pE37Z*?U0mf&S8vV8NXn
zQwrzYd%dvtRNsE@hU2p9^I63hmN(dWtvn>L`tnkxNsnHvwlv^${t;igrT&ymS24Si
z(CaVP?!4YRBTFXnrGMz+on|1TpGi5m9BQ0y5Hr!PTqM5m&)YNmSEoKd9HXhvxJrBJ
zET*#!p$EKVR;L{Qx}Qm7X&1A1W5fc+03Vkqru!9!KEWTtJVN8tN?m)O?FXf)v!+eX
zU-yVqL}*@RbnfK|2y@vsgFS%n$Ao&;`)LoDKG?O1eidua`o++8FhuY{x%=H+eXs3=
zC)O$@l~1|<@W<?XwyAR$|Gl^J)ca4Bo21T~HiS85n_L%LpCpk~%V%<QL*2Y*9Y$MO
zS1{M`$Q-|6?B?=@@BhQ&jrKmF#>cdNuqJHnaIreY$8_<)Zm*RhJkA^94g~joR-DJC
zrnJ#(C4Xc8l%T=`TnntD7_$E@ej&QSt(aF)iM{c>!J3Kj4D(oyF`Z|wXL!$K&lKx=
z<XOo}q2u>M{Zh4M>wUi~yQpv-e&L<C!{jX6s>F!Y;|VL)T$aACF2T>a*Rbbc9uwOy
z6VKjfQjVP-dHs%{;$qf+nJQNF(!pV#=mD>lhx#Hm%U)i2*+p~fMZw^*%|WXo&-Dg?
zHJzEP&bmQa?k&GWUE91@EeS0bqkA9j-oY2~NaH%FY*O=|{G4S&&?-AOotv+XSNu|F
z^M5F<v`PN(CZo13c5PC<Zi_EIvHUcL;g}$UT*h3-y<rEW3TG5r|6BL<krhZXqiC*;
zc!#r#+U)gHgI<QNb-5+6{h@=izqrMtTg&*w;-xxDf@8r>>Cs@DGuh|ImuHrYZ<r5C
zbRM7Usj{}A^jU7tg(|Q;Ke}HxY~B|)Wj<>GQ)X*!V$U0$c|TYro`2aVQSj``%gZAA
zad*xi-u-Q+RjF3~zMpCgtXv`qr>E)0)YslxTRr>iv9sp)&pbTb&bZ_6x7$BoE}wsA
zn`POXh&Ep7w7vJYW{Y249e%#;Vzs}I509)>$%7Xc7c>0%^Z9(q+gqmIxp{YXOw7Bx
zi}AuzZ*i^ARVj0CZ_Aag{{C)h@Nz$$m>m<=MsF{AaG=p7*Tvnv_;&90z|CpCtKY2M
zelO|N6wQ*Cms)?n+kIZ^|D$gG8~f|+gO~d~UDz)7$zol6-Otv<!)+f=DE9|!Ombx?
zdw=ijlap;puck%kC4Nj&p8cRpRGWkQxB0}27Z<xrT9@f~Y0A}naLn8JRP6PggU#%n
zJtd(ge}BDRAG5D!<}%;en~I)#-6?!_MpDW=&!?!!sF|HV?SX@GMp#jiQSq~ib4d|<
zt4eQe&1QE<Nl`J)y26lftVi<8o12#(m#&;?oX&UN<}(k2y8pZ-DJLi8z3$|Q-Bpr!
zdYZ1y_dCTsQl_VpXW!nI`}kqI{Ij#>_n)j>K2OQUW=`tqX_ag4?<h=`GWn3v&*k9a
z!qP3Szs!HWorqRQ$Jf`_i{IQZ?Em_H_j|jhrY43Pdn%3F`D8yue4khSZehm7Mb~b8
ze}Dh|#=P(E?rMgv5=r<|R{s9p*&iPtTb8^K$lvpk?fu^G^KQSk`~Ak4jbF}ZYt~f>
zlZ*+Wam#!p^Y;I}A99gfOy|L?tE>NfILyB$Zttw>_j{+$G*18YYV~@f+FvEJOtX&#
z`%4A}mcP4m^2*9!&4>*O{5BsLSh*yu*O_KrS&($JYl>d%EbDhWn%4-(%KBbi6?$-k
z{U=$$lbhMynm+c)ovY<M;}L2mJmZz~@1u;JU0p)G`A3c(^*q`o$~wU)^%RFfzwNgf
zw|8w$J1gYiHAO>_k&%(<L>sU4r7N3n<_HN1DfPXNeRXB!<hz$YNbSC>SAM^CJHw?d
znZX-xzm3dVpMQTJlgHOrS1-@8uKTk?L?<GEA#!WhRR6d4DjxSTotR@;9CIqZ>ZK~<
z6HpS~&^u*{$n@{Z?tNSK2|G;FkAL@Vm)~3~PKEP!zt@B(*FJ0&XPLmr%vQ1H^PS@J
zoC@3T6nRgx`@GP(olBwg^)+8(dw&&mb?>!NTUjRb+x^nGyKDcyU#l5}L_|~)6B8%R
znWMAZe|}l?_iwlJ#U148{}ir2K7Yy-mH67PQ_sw?y!`g(|G)3+nLO6V?cI}SynKdz
z{XT}EEg6BG9UUIUcB-nbt3p?+HJq7YczCs0`P*BnUYd+4A0HhRl9147`1AR^y;9O0
z?=$xg-Ok_t_WDl?VNuc4e|lZsX(=&jdZ$(@Gc(@dSDvv)(l40Ny+OS;BcA(#k5Sc^
z48|pHy;7SJ53@14XsT9!e^<J4`jjaurrFm-9NhY3H2?nkD(tYU?Cq>&XUp$Z9)Id4
zFC#N2)$zH%l9JMrjEjqyPW<`#+4%0cMrQUU4vkDqCzkonzH`m6HTd_pw|jr_Oqw)F
zMM>$<uQx&WU#R)d(`hJqfA8+|kKbNic4yFx+p~k=(lX!KCdpCzYIZUNtq4%GEPXX4
z{B7OOr_-4{w&&fwGta*2%Zk$EzrWw_ua(<w9KJ4Q;-#hD+zOl1&VG6|YyJLzQ4E^V
z+t#?ayLWeZR8;Jcu_`&Sbl%yt$!fl{BKR$$x93g0wKaQpZ9w$is;vy5pmOh%`B?R5
zbNYEPhf~w_^$iUT^`869wNh>65*2dz_v^L(`rBtT-<0h($-NcAQ2F=k^}E+B>;LWH
zkv8+0G<ovgyzdX&<;5J<?S5y)_+;Ddyv^s19zA+ed;K1zr>Cb+_nxkoTFE!>hd*b+
z0wn>J|6J!edJcU4DqDZJK|uc2btVg87kBsQ)%RXrUf$htqW1gU=ifN*>^V72KRzxg
zIoWpIyGfHLFZGzH#N=^$n(o@=w>NAsh}@XedLw7soH>g+B+UB?A0In;v|D`brtkNv
z{TVVZENHy0z4FSJS696mc0Qk1ZF9}C_*svLUQ7hT&&U1tHrIZCK5xI&v6-#te(m>@
zb1aKlCd|&;rRi(?`B?ngDAVn4c_a)RK)JuOzu&+3oQU3Jb^mSq7T>S?eby>}`|YKr
zudgwk&|bf1(z!FSk=yg;G6d}`O5IuXv};ZD_H$47tW^D=vY<BgNQWSk$Jtq?s+yXb
zcXx4ea$Z}N^XA4zC8bRX2bnlIIVbwfwc2^*@6YG+*NWb2<rcTGTXFMk*~<$HoBgAh
zCNEi{vh&}s*Q^u#?S3A4I%lQoiwg^#=T#+?KHGl3PT0X~x}I)fVPRe7=LZLy^`wl;
z`8S8JkNfH!KkvtS&IHDJ1y%QjZnQn*-y@juDEW63LwXax{ht7am9e|GeLb?P`g@*t
zM&9jhzAi409zR~Y{PM@g$D^<Bj=uZ%$K!q`4+n<^8Ox$0yVm*6He)*BZ~u47<Ii)<
z^XD-HE%g$8-B$baQ|ii~rCmHyCK|!^?{*eHk23F(wJuu{U4Ec}k;$W5OxNaKgzsDD
zl|f6N+)SS@>JV4^^{UBNC1vHcb;1AlzrVZt`mcA}^6tJW(o<DES|wmn^rU0YzhAF2
zuYB;Hrc)TWzpDH4S#PgtIxjcvvab2DVX5kk9fgap=Pq;4$yqZ+KR%A(=cm*9m)BZn
zUQ%IP613Fo+V`4IPdu}iX0Cb|92B&q?(Z+A6Tjc@&yRio&N27qrc}FZ&N+tR2bX$H
zounPUuA^i1v;!ggpSiv%+ub8)8+C53_4A;4GtVEC{Cv=UZ~M(RPiBc7xLKRQ_{MtT
z#EC(RTsRq@w9D5OSbjgD+|Qw4TlGaiaN>FU|96BE&S|f{vU>NFDIzPQx36RPbdX)X
zqr>C(x3_CWP5b^P#9s-HR8>`Vl`_eg@a&kD(xe$PX1pxZ4qc_v5VAJP^zg2S4<8E2
z$mlfu`E*)8?=`5D+?aH9%~f56ZZX}W=<QxpwV0MfX3m=bvG)7j>Ca|0v-3wCx|+6m
zY2@9TZ_C8Lu3kSQ+3a}Qx_3Edvq4RVPq(ty|Gbk{)gx~o_v+eO?fw6LW$*f`q@?uZ
z>-G5QnU|OCobvts{rj%G`RnSur|D=;*N@-!Dt2E@q}MbZ&4!x)f4?Vfzr8ecbr>kT
zJUu-pR(*ZNso>nkBPjSko3m)rhYtmybenf~*Up-<dz*@%`@Lq&dwy=NQc?!jyqZs*
zH}_O-p6~uzPPbtz!@0nFwcleImn0r;%e-=konLNC&zi6`5sIQ(Ap#D|d}dBsCj0#A
z-5yC}ov%}V#@hV*@p#$?<L~cmBp0Nx->>~X_qKF)*bK|!Wu=EtcreW1kuvdM$h@**
zqPuBLzntxwGHwx#gtdJ^pr+5#$iKO_xA`8pvH$+w>hf9HKDrK{pPgN6^!)1FmEX*+
zuHScQZ*@7Nj^m>}yH4{>nl#C1Z>fS((YrgAoLpR+u6#Io@}yDnF`k)LrCGCf$=80F
zxKz{V>f3!;oI%N10bQcnYT4J;eB3=vVYx-wn;Cn)-O9f9KP)Ze`S*L(>lr>hXy!ll
z>gwv$0}YHusi#C3mn0qSimVFwCI$`yLnS4pHMY}Pxy5#@O_qwBxq69|Y1WRviWckN
zotb^2UA``3uDnr72g9c?m;Ix|c9>>eIZ^QboV-Q!em;4-JIQ<Z|Nj>aYJ9D)f0256
z+SYFhd!Jrf>OJjaaMtOx$%T)PMKbMh?G}@}EoD)VFiUiX<{tUVCxY9r*L*n0&U8Z9
z-zIUY<@$GL-dk>+b|Cs*&1YZ6CqJLh-yT-p%*J~vB>LY0>4$Ipc;ENEc#-kidcIxl
zuAF;&Zf0x8``^eh%e=E=BSX>myXD^7^X@)*xBLCMpxKt5H8p!m-rtL5Vq(&%Zd&R+
z{nwpy&(6+XTYY?2>FYJy&ip@q-tM=KwA*~B_s>XIY)(6CbFX4f?;3^L?M>V7*WF&V
zd<rNXy`HmEYv0#v(Xrp&&8z#B2`ZmM^G{FHjokDnW?N3A)Yo-8r$=qexoIM{T#b{H
zbDGu8`2BT8X=fy+KfbXsIqdG;-R05RRnPxA=bt>$ns&TTHthDiH9oE`%lzl-HI%%&
z6Y1h|ZGF6c!kgXlHWe4%n(nRsF6MBoNAht{-nw_2R;e1qUI8^}r~mzUu$eu5m2G}!
zfB*Et$HzRE`^}Bnx4m7yF2bt(-JEq?#!5<uZaJMiAys!~h9Q&3e7o8|X5Wr>i+eBk
zo160X)>frSf7{&t9lKJ+aA{laZJ)JuzTxZk)&B14II(*DzO1d4cT2DDG*vspw}s&v
zlZCs7pWn8y{pZ9syff%sV{~h~ZS}V`sedkSPWPW)T>t;?_S0E~e|~(t#(!qd$Bqsj
zdAk@UCZ;EUetxz)|MJVr%R&MI3ZQi7z4K;&=HFMHoWg1mrNQ#&=1+WiE{Q8JzOZaz
z;qo?rPtT28I36GC{d}WuXO>3%zC9fsC2wzCt!nttvQx`<uUBE*-KEP_PjCdY#_cM}
z1m$xn(<}~!z182(mCU~P;qCVORe#<w{QP!1|MK2@F+2U|SQy@|3SS>LHTCqgpI5Cc
z*GE}ZpPr^0z2<!7(^FIJ;`i78uVXws_4SL3i<Odg7|xV3Ex*lp(>08>psufF=}E^v
zIa{xo7@30y58f%eo%`|{sFKkPTO-kL^NFLeao+!<&(6+n?+DmaQJ8jS#>1j>JuxM(
zu4v|%N$c<V!1VCp!#S44ZADK{?fjCu`KCq12L(~BkPn%Dr>E;5PusjP<D$~^Pj<Dx
z0(KUq##OysTC%?W+s$-NZtlldRt9ID3tbm;vr1M}lvU#5Asbf)?|vawuMf{==Nn~Q
zP_X;)fLX5YM<SP)PR3mO!bdD+yJeS(<lfry@rK{ts;>cFf`WpME-oyK-FhE2^V>c6
z`~7}-w7sF>#jXigHZ08U_?mRI%P{|*%{1NUW7+HXKKne!=hd~f-i=JG9X&lNN=i+t
z-qSvOy&k{Y#rYJUT-6K3J{ij-SM%a$ZPIxU9=6N-egCEC+!nAQ!BNUQZ%*Fc1q&4N
z_I|y#hR2jw^2mwvpG~r_^}M{ieDZ_|4#)dsYxmvjk-D}q*<G6}rj<){hIP5#?d|!?
z<M-G7lgaxwNpfZFTA3H38?Mi|Ht*$I!(UD@F)_Q`qBJ!%r)m8@(kU!=`{kvj-fgS$
z{AXl6eA6@KG5_oEiC<zfeBxh!dwV<mM&C>CT}el~cwWy6Tc+wg?aZ~%@VB?NvQDu7
z|Ht_DuM08OGuFAw*Z(QZ<5xYc{b0|GzJST>H#evAPbgEJ5~=1l$D^Xc!Zhp3gOlp>
zeTwZA6b^JT*8cfX*#CBh_R}w~b~w94Y)oQhm}_1B?PXN_kGI?J-`J4I?C9vY=kK@M
zGxO9{R9edKRkAlE9&VdBVM4;(&#7{0K8c@y`|v-1Z(|)E`|SUfdwW+-o}Fp3?#A0P
z?YxSze|g1Rx(%jr5B(YE%$alM#>Qku=c(Z<0u;A@-6Obersx6pKADGSW*UoVg=oZX
z%?;ad`|Y%<?e+ivg%vfQ`E;lFeBe?q(Q|Vw4{yo5%y6B(lTX%aL+R@<zd05UH}VEE
z_|G(I<rddla(n)M`CT@N+uombZhW@??76wtJ8OO#9qkfb9Jx7dr|le_#jG2SY5%D-
z){EGnkbP}U;)4T?HosmhmV2GLoWZO$?De&^oP2!WUPk3dZb)DR#aP6~q_Ar%)&wl^
z5cFQaFK;(zb@=*C`S<OVl$1EQxRS1|i8RT-H)s96U#F6#J3HOj&NH*~&A4qKXSn}!
zkI}~zQQZd9dyoEXm^rW3v(Aw_!M9CCMI~Y-%ipb1t3p?cB_HeY{O&$Qn8{-Il?b!h
zy$74wnGF&SFr1pA`FMKS{F+amSyxs#R#aFBtNU$vc5z*-^{wss{C}*sUjc>d)P#hD
z1>J_Tt&6Hy_msbnds9}u?c36m_n#cu7U;K#b%UBSpPWs{*|fzWD}(eZvyGi!&Drqs
zVQ<0O$jxfHQCk+o?k<yD_hQb^2hIFH{(L?kTlDPLWcm6(6Kj8e3tSbV$;Kn`V0#(2
zsMe7Qip~rYmPIQ2|9s+3xHI9*>`Twi&hG5=oIS7P-JPA+nnQwugwoH=`FO)WCuhyq
zo$24Xc7&~s0(I|i+=$pN_Ed^jB0Bv4pU?aSZ#f>sY<D?#mN}R8t?07zOU%Qzy%dy_
z(>vNFI@w*W@<?(6ce+{L9gT#P(<l8^R8=D<ZrOA=$k@^{^3|1<j~{K%YEv@#n-Tmw
z%Q`-IU5q8;lkfNIzu!2%%y%}+1TImnAGLqp?RdFtHcQW)byB_7XA0(}o|<xU>YI#r
z7s4+5<Pdy#sFmAp?Ug^CNlA;IPJYGxa-~wPS#;Ym8#QJ3J{2{!Hs^LeK_Q_@iM7S7
zHSg|Nim$%E=iHje%@##ZIG&!Gy14%Tzq)*T1A__tc0UeO#qX&ooMo2F^=G%ykDt%y
z@2vT`DK!1m6ipeM3Q)iQ!n#;%g}=7f=LFf$eo_12jk20r+m0PO?#Q`KGrW2p)C6~6
zbS_a<Q`=PgyR7WZjfX+sudEEtxxa7j=jZ32e=(?a;(j2La%zg^6#e*lmc`GWc>U+M
z{UQ*$D&*mllauXYr{6pKV{ZAqg-J)dGMgfoJiD{A*k_grXG6c;uM^tar)^3-9o1yD
z*zk6a*`vpgjdO$(?(8V6`TO;H%$|yitAFjAFk{Av4T*;tDt^D+t{Jsu#r@w5FYfL(
zH@{b*{2*&W64!(LeLvgm|NptXN?t&K;Xri$Uf0QLz6`nz|G7cKSdV+ngZ9_eo@UVB
z|0wUjxsFcHGT+(DKBoM5vA93u))vk9`oE=peHX*GFr0HtJ3o*2kMv1Z_0F!Yq>GDO
zj~qSv@%#Py-zB+K=8x~!|Cil;_uTCKeV$%kUB}JZ_~reaoS1TNZ(AC@JumL->M5VH
z<STA$NMvDUH7t2?f#>#?n>jqvW<AU2*IC7u&pq?$YIuC%t1FsX;p@(PK5zg2`!`=M
z5sd?&8s*xWnWyE7`{isiuCJ4wsvWMTp>aZMebiR1?f0s*_4j_66n@B$`@tM_J-xn_
z!OM-Zu4wGvYFYQE!f&3<$(6y&Eeakq+`n};Q%FcCVt1MD1FZ&TCZ-iJJBy@lPno3Z
z9kjFPX-+l6H|d!dqvN&NEqAcX$jas}eYN}Rwdl=z_g~S8+H&HSe$C@v^F90YtgLSB
zdiUsPx8CzflP2x)+Vfz}g2bz<LhX8guiO1j$U)6_){~8WGkH(U{&Dcxy|hjt)lE~T
zos$h;AGcM=WQqB`JI^jGbY^nPvhknq`1I6N)(Kx<Uw?jLMxU&;T7t^z^C$P5uk1WM
zT|auiYQ2hZ!MP=^;vd(3Hqs7TBjBJFx=N+~&&T$XmzP}ae!Wm$zkd7ew>O2(`o3p;
zE*!Q#uJ>#jb4~fokL>5xY3^HN^zH3!c88^2Q!nkfBx6@I<H?hh*MB!89$sT<_4#4D
z{G>T^e5UKgz5sQ6AAj4fJ?XREq?OaYicePeSJTnyd3AO5=PSYfKey)A2W?LC?Gn*+
zs;Sv?`@D{k(WK(%=NJR_*Zq}|4F3A+DkmqWqNZl2vU}eXkNK6Hf*aqkR(*fx8x#~Y
z?Y4|@8qdXx7q9*PvnIA6%wFE2pdt12w52z{e?8K`$h;zKt<>x5>(3t(OzZpe{^T70
z0<ng)CdPVhhWy{(pSI7Kr)8v~(&E_6CMYWE8WSV4e($%aS(ZnS9{qSbe?McJ!ndh!
zgbw^GOYZ3HeLC6Sj`33eyQ$(F92^Vk{{G6jy{*@_`dh&2Fx}~&(>zYRy1F`ePsK+W
z$>2sN){F}a7-yU1CY_&Wdu463x%;oP+MukSzyI&FL#^D#+1GTsL^LNY{idX(^yAIu
z^9(!QZoB>CalidKNya<-YO6tA<gMOMW*Vnk6hGt94qJ0#+lum;YR0FZWj|G5553?!
z%cQVS+Ef2v!~V{W4v)!sZ%<9tj*HEHc2mY6!C~3&{=U9x@Av)I3%;%wvm@ZZ3CA~_
z>ZTK1+}*3!OrJ4B!_m=^>BPIcyNyld{6URThMf=Fq(8NCUG;JK_^@4mnWZ_X1ODWk
z_4_jy4Zps=?$01;l;Y9%ZML{Y{l7h+t~DF4)RXDo*mxuoRQ)4&7A<8El9GBgeOvLY
z7cVk6d3Zz|`sD53eg69T`ugen|NZiQ^ytwayKUKitZS!eEt>KxO0(2eQ*_xBsTqEE
z=XtIC>$Ngs=@qG^A(!XKtll28tK?+R^ch)q=7cz}kJ`%BFgtHo=j(O5`99cvs7>oB
z42o8sy^_<o*?jfwM@PGZca^;4d7XP_$HX5$Do#z+et!LdQ24r-#4j%{GVsV+nZ&o8
z@IL=Sb2;yZJ(8EV`n7V2R{Z^XU02sD%%b|+n(pI`KX=ZvC_I$gFm2DdS*F<@o}LTc
zdZk+0+J4p4t`1xK;?h#@ZLM?8a#i{<FfVR==8*otHK8MDRro6}ua#^Ez8_F`P)=aq
z;G#M8x!u$K|Nlt~F0A|eYuf%aKduK)PfurV`*rO48RM6Cd#<mG^{%McvC>yTORMYo
z{Q7yfwq^^9iyv>}m0nXk^Qg#yi4!O4{f?aXYU%f#@9ypvUn(-!s`OKK+5E!C#|odG
z5|uK^IMB>*_hNh5W?|ii&uX9!nX31+Et7In+8!QmpFCp*Xn5k~t*zRi9;Hy@3^UoE
zomXzVfvVEoWp7V?&kLP!oMl6h7E6WHkNF)r!V_5!Xgo+Yzq*^T+BIcbhYagIHZ3O0
zWYb5?=l(m)?2Uc1{$K6Rld*d$E*7Qu=k^H8%lrTS_I72&Mx}=jA2P78vwyxGUk{oe
zm{<EPGHQF?*|X;N=PZ@?+L&~7&n2mn*VlUQ?X6xeUHtRs^ZCy&E%ok^u{65;*z@es
zZt<UAF8ebc=FnCD{&jQH&-#K74;;mt<poccGS>X~@UTX-LUlE$YcN$ieA0vo4n;*q
zfq{WDzXjUY{n;_K=kU$@cJ|9_eCF0|aPOBh$+~hv-TYAU@jk=6I~MzXzuWyrBI()5
zo_kii`4;d_U=k_Pdd+c!nKkHY?VZ4TVvijki7IeuJaw+O+{7NUKF*dg<=>y5pH8aJ
z2ami*Z2Oj3^y-QxBWP^5=;<lZnTE-243~BmKj&E=yESVnL(pQkUX$nB^6qA}wicVc
zpKn>b>~!4c#r<}(o?4pZ--}_0+>qcn?e-`0{5>Dr7%naGoSfqu^*;Yi+3u%{9_^8@
zdw0k3_5Y*t>kRhwtt@$YiRr|*x3`P8yuWj#Wby9T>vli+@$oTe_NOFQ^3vmz>hncF
zL(#8--tkBG-BB<y3YrqcbYf@ma}`BJM=8@RmDJPIzP>d6^=x)N%Y<udqkosy?A*q_
zX38e*r8)Ox>`bCLcW5Y`GyCz-K~UlArDy61oEz9Yn2s^*b$MbW7vLot<|S&*zhDM`
z@@bL8#KbrE_scI8k+mv0afz$q)02}XIX5n-n@;-q<;I@MVy`J06JNHxc{#T@?77{q
z7mKH{W;-}Egda3CQZnDdc27W1@L&t4FvI)B)lWsI1YP@nYgcKu*K|GKmzS2V3|`L1
zV1B2-d75saZ&Gq{=G9fA@ArJ}yPkY&Z}s+2P>{?r$xN!fc3n!zX{p!L7Z(;XFI>3r
z%F5vOq@y+aO=WGXrpz=>XUeqY`?R|1{+)fR!`I7A)e2oy@bJ)^8ylOs#r1xCkt}_8
zXC`Rcg<Y;fLE8Pbb!4Dp`Jo%j-}3BXbxBy!mCrVd!Jlz?!}Zz>V+oJ7>rL*9`-R4_
zIX}($X30Hc-4w0)e!ugR*GxKlxY$a<K9TEyn(wTDT_rDlxF>gXaKzRBE&cZH?rG`#
zJrBQ@uKe!*>gwwDpstP%4kaa}OM9<LGv>58n{aY)BwSe$D54S2@bB;M<%NYOdG6Jv
zmF>P8)V@6J#014VMW=OjVs;puer)*j@Avzi{r$@eA0N9@cwDwF+k81_E|JmMA#PvI
zOi<nIX0`op+3fqjettf0e{)CS;&3*%v>86>^Urp4aFo5h<@*2MU(4!mYwjO=n!he?
z@2rRUr)1af{U()ue%{%lJ0DuP#gn$*-ud-f^v<8pX2+hZRBpJwKK{J@|38ygR(!nK
zTKWIgm6gHMZmo>lYqkIHH|h2Jeyx&sd+KhqImfS-fxTf}-YILQ<Fy&f%?s>8BW-(B
z>t2RD-Q0N6?>#pId*k*?nfndeZr!w5HQ}t*i{<mGyucF&u1Bt_o)8zE|1vB=F8lhr
zuMy?f)<j-f;wda?nl&Y+{B9}JiTU;aGUx6GkA914hb_6CzPs!#OTlZWlH;=F916k9
zd<v`IF7=-NXWGV;Pft!VdGyQK+FY|Ndou$x#NQ>R`zlQI&ZgAUC5uZ_*)C6gKDYed
z$LQIXop<xLhs-;7e4?`ZpH+VSeSOmemEBIPiQH_IbG^iRb@1}O(-zhxFBEEjeVJ&S
ze(pzZ%)hjckB%~VwDZXt-97g5^77PEQ#6f=pZUyR|MuSA-3&%$Z*G`8zto*E{a01J
zTjA{uiOpwboBP-Od@2r_8##a7JmZ1`!%Xx1dH0V!@!zzn>DzRMJ~pYHn)#eD9~a6N
z^IKe4xkk8P>XzyQzZ;$hPd&@1_VYsgw)c$7{rJ<j-&R#oabd75c+e1@JIAuvjZ0il
zr@<uej>TcynBx7%ZMejAUOZwhKX3b;Lt%dXzn#a;-jwa0q7xa!aC2vI`mE2PtHVSc
zuC0lDd{t)Cp-W4>StqdZN>!{8mY2^z`~6TWx8C!0F*}u5xkLmU{N`Fcoo;yZZQ1LG
zX*V~e)@24Kw<MeF*G^BIJ!Q(2?!}+_I)&Av{x_eVuK)ejtSfep(@q@SRr>nZmGYpV
zNg}#YCU^gSzHlLc@yYxB|I4cXy<9$jTGG+3lRrK_{`-yL+Yw>^i1{E+?XGWsetu@^
z2s%}j@#ER-{3YJg^^8hiUGeFC{_5)LO^Juwd}3es?Rmt$hvkQx=2bUM(M40VR!w=u
zQuA1#>)s}254I@Fsau)Nx;tz`?-noFTCtA#$;{qEkB|2k|M^kK#LT=_q~M;KM8UBV
zZBXMJ)O$}j*t8~M;~~{uQ;k<%^;sLez3gM-XE)i>cXuq;#q4x)aA?@7pCKeFdi3Sx
z<&AIruko$Z$`JgX=j+-fvasmssW97gP;2&X-t#u;yaicTSJg>go~Y~&YHYP~iJq#y
zSo+BjRJ+D}J@a<9ZS}W;pPy3u@7KmXJSrZ)<=f8X{`22mHNCsLe7WajwKb8O*$gJ7
z-6=kAd+l4p_MDrWT5sHl@S3i7*4O;*lWl%(`+w{2`_VLGhD2QL*HFFKT~C7l&oijs
z-Ee+Y?&sh6cXn)idUr$db3f2%)5hfEHFBq?YKLpY?lM^$y<N@7=+g7oo0;o5AEX;z
z*<YW$rfqS<{l>2n*G|SMDup-BJRq_(gnQ|gy%N<Y<}+$6)zVseMnwN|L;94U+9^R>
zrvxcCyy|=XndO;%!0Bnau{>-wf(KUK<ysZK{@mvCcH9Skzu*7<+p;OY*wgM^@Toc3
zR(zP(JYdI$*Waog92hPy^L@Pc`@O{}CnrgsQ(PUgK2CP2Ncj3VU-R!9mY+AZKIA_u
zcU$J=W2&zw9Gg02ib&p`k8W0FZ%)|%|MNJsF6?u)QN2B=>+00X_2$;rZtv-Oh8Y(W
z_++i7tbKe=N7lOR$+hVGrG<}=NnZ2y@=7{8%k<5SjfaH{wq{*TdU&XHTK4Si7VoFd
z+F2Al`QrO~H63dsHZHnuxz9N1!-IoIjvbpcWy+BU2b*hmUAy~!Tm1gIGqX&)<Mv)^
zX*)3i)ZyBk=BpLDYKkV~Jl&MEn{$3K+)9qn5<kwd=%S3qw3FMK3|lgE3dAa|zMRA0
zZ?U(Y>jwW3hSiPB?7mH1tM$TNzBYuR^8McLF{k1ypNbwly~br(wBvNW*fpCrr=Rzl
zsN@<Ga$8MYFJ?oCUD~&$+wa%iUV84`-QBDc9v$tj4l(VOG<IWnd3E*l?U&DntqNJG
z<gn|N^5@TThDj~nm5beaStiV{`*kw^api+Xc9sc=hueOxJ)1p|nVoM(PJ6}THk0i#
zPR`D%c6M=~iPu0c&ybKQUw7JnI-zW7@axU<KR-VkmA|{Av%1E*{GCpN&m4=3$#e7f
z{|#fvyuWYnajVYG&Pb_td&At&X*!XQwwvk4?RgRYyKT>+rZ|QxViPk2Z$7dx68-Gs
zvaZV`UQkm@Dbyup&t*$hCF42w>UEXAx-6N|u|<4hZsfeq`2rJ7_@1cUTi3uZYxU&X
z+66^VPwn|~$=l&p=!TaW@k_l#wT&;X3|<~{Yi;aqv&P0oP=EhfPqp)hJ6y*ebe>U5
z-BIyT$-4X<OV8C#`wh3>%I%Nt)xI8EE?fWitGK9E$by=mpKiQeSw88~rER&<Ow7!d
zg^ySg6BFmy)z13yqoPY(|J(w{=8Q{AJeN7oP7^=gC;NC|yIj(n8yoFn!xuWSR(*Xn
zRaM-~e`itf<2_7e`_dWqe7zQJl6Pmu{Q7^Emmhy<yYjc{(UX&tWo)aaG&C^W+MfS@
z`@hpuG$${=!}?dX;d{~!rc4<btCEi5=jQ@<6eLD%&wE>RE}GG%<VC=nGHctaFAG9f
zhv_}PSM^%g$;s))u2Sv&e?E1G=5d`1TIv;<x;kua(a+=hAuA?qUH{rscIrHaxGfoi
z+1J<k3V*h=KDmZrU(r*p?{|v%-`?K7yyoW@n=5<L-{0FCv!kGK!UTb+Eg27|o2?IZ
za&mfcX(@MNVq!~syK%yS2A=hxftIIk$*UC4=1x%aodp`he7EQGxi``!YB#p!O56Ya
zB3%4TLQP+3(#wpvv~BZsqqkLr*8lzWRYgrLXl2k+lW$VzK&_~T1_r(OeLfKpGfwZ+
zjot<-YW6R2G>P0<q`Gk7LYtpYCg<GR(s^#Kb@BVX->YhMcjVpg<k<iJpY`stw?(tR
znb<$lXO!vOm|yLuxz$f|>!F_?g5`g5eLi+^TkdTWM&3PwYSrJ~JUlL6&vIw^NA2)+
zbDm!Q_V4%mXzlI;2OP4lugm>Afr*L9qWYUoJHLF{PP@H-6?WgvTf5{g=Y!?*>t>a`
zz4bIB!aCn>vs<s!#ns{ZyUN~XO`Tbt_5aW3{`<$0>bAeVz5V><O!m)0`_@^VnL5YX
z`S6}CO@=!^9+Q@|EK&ijGm@|UBB<&$#l!qbW=xEXzuiw2<MeYr%05X+Ni|&VFZYDc
zx|bfj#6vJ|$3r%Sx9|VGUcdj@^!U1kIX5?bd3m|Lk=gdyfseD4-TMkYJ@Gtr_%J6I
zSJKl{Q~!Lu9v|1btn~T+>X(;Pca^{QTkO`mNu}X<zr6oqx860sv-2LU-=b?R(|*jc
zs?Gi!C)=UJhkw4=eE!9yrQP0l6`k7@l)k*Xdwa3t@dJ&_GYt}%Kq0m5cHUx_PN9ZE
zV}tOcvQ{Mvd}bP{sH^XexxFFLx$f6X_3cbQetdj<<oNO69R-Q&_W!GzUMwgm7_*~*
zajD4HS64rOx_rXw9>;^Uv$G7#-`&ZP_jYrOy<hiRSKWW!le^{j&wktZq%`gPJkaW+
z%&V)W`cK?yRsQZwyL{b=_51&wI?QkHbAMlLtWI;T88{KWzP9$Xfz!2bZ*RZ6y<K0~
zt!F{?_jfbrbsHNR8t(b|Y<6Dn)Jc;jb#!)merGH_JInOU48!KB+TovmJnr8;=l8qa
z?>TsQmPBpMVmLF`db(}(w-5h*zu$d!%hT?OiHF;GEejqnRDXN3FnW7lSY<|r#=?aQ
z*Tn3c1R4mrwKdzg>`g?DnRGKd|FZ`Nn<cmLy4n2TxBoNY)z#IPcbDf&nPfO5Bq;Do
znLIeHzyHa!=)9937KXaqIj3o6Htkri^yC>cW-MjDZ=8N^L-uvOY5MW!ocV31ye#|U
zlxEhqerj`$$)Qz|o0l<w*0ODXetL?gazkoJ&=L>9*LOgxN`5S_{{GH)`+U$S=+P6Z
zUmu>VFFM%7%H(l*neXK}#*ahI^Y7W5-TCzNbZ&*~@%6R49)B`_eQm9<gOigJXqnII
z>_v+fJ-M+lxlY!-sA!X@bLHu2x|!#0zb$*c`Tnlb)$za2amCmF-D>msjB(M22M1+d
z8!IXvG-A24HGBG(mzUjlmA`*?b?e8EAEzx;%xiL%v8}q2WxaQSiIP(4>1m=ehG+k#
zHW+7ISWr@5zB%oz*Y)zB2O60{6I_yZH5I%5&atTs;u6(TX{h;nH9Yg&?^)XAFD@)(
zIx*Sb?&Y@{7nhbE2}7r6=jZDyDQ!+a?^izWU0?OPo$7}RmmELX%+5N&sg>*G)z#sf
zuS~Npdv{0E{_mH`E$!{;JJ+s}O8lA1`o@Ftht35CgUbgsdQJrUx~M##=2gjZ`T5$I
zoke-)udfJf_MWa6S?vazS}#3kS)2Gu$7N;Z>$TfCczIQ=tfY3|?F;Jq@S$MezhBv_
z!q>kuG+(<i>fZKzd9&GPPdySA6+OBla4|#0)2UnJQg)`!xw<M;dzM-5scpHpB}}uX
zOszLJE!#c!^Yin;TQUO0bfaA6+tu#){cd;cx09O>eS3Smv#)O%XlbFTu$ShoZMohq
zE-v$KEuUqW%(gmw{W9lvzANiut=)h1bagGN{{9YBoy;=LHmd%X!?0-aV$HZc6}zsB
zX$G}y%e}p+=4a8nz2D=&^TwY|v#+HbXkeV86KUjY5t1IZHY#;xQNO(XIsN^A9(}c2
zq7KUAe?FgQlrYH<n5rHA?8?gEkX0d_pe*rv{eI90^T!*>{gpY3{pMQ5wLbgvVsZbP
zx1i+`AmN=mSbxpZzJB-G<yofL7BxQ%a&K)}=r`92RB17&sH;bByz~3p+u3S+QnMaC
zeq8yu*ZjxR>G7a0__DXkn{FR{zif8irx)6DAE&rwEw?lH^vTWQpBnRhCTT`%gCp{_
zDaRen)-{}6er>Y4|1R76yUX)mcWz8P+@_Z(4O#d1bb9=^mFJgwPxt!x=;-AXg-y5L
z7Ckt?I9+|;lqn*dTwFp9e6m(4Q~4#0j&vQFJZaLTW&P>%D%}_=zuzsdm6~l2n&8vP
zJ-D;@`JHP!-)_6jGGV51dX!#F{@$<C?jJKqI>N#D<X-jruhFwD4_;Xr{1j9kUDa_;
zKHfL==H~R>E~(!A4-dC<D}29O9>46j$zknT7oP|Hzh=}dnYk|Y^t7byw^M(Ad&}hU
z^3u|$S5^jxT>-5r)DC|8{@&hb(1N=AHJ^L8p3)Co)WTqtc!*{CuJ!x>?PB<JCD_06
z>b93+Vlpy0wS1uUiw?IYth&6+R~WqNZR5s`aa;4<_U(GR?RLtgC7z&#TG^u6n{R>^
z6oMAlEd6bta8LSkb9a0kr)#C;i$@iEg)^R2*ow_~+;6w(@d-V~IWuNta9%%g!ee`B
zT;0#q)qN}985a7*zu=x%Q!ZckBa!jRWq<op&HQU?W_sI;>&Hz=I@-mlQ2gvn;cfTV
z*VeL5kgxl3aQVic%)9UE<=)!j`TgOMp1rmuF9KGEt)0d2>9~CTk6fO+yGn&U?0eGV
zlHcFk`{^*heaeox6R$_?uiMKIv?^q!59isf+1I)F>VNpoHj9jAkNkPxw)WQ+)r7M@
zUY(w%J6S7q)d}70ca)Tr{{O!JpJl?SsoJ~mHd)pD*Z^u+Kb~{uOH0~|6V~r`IIH>2
zQfUZT6LHbC!Zi0*$bs5DW#ypM_t?Jb%ZiSUntwl^7rkD){nVjWZr39m?7Pa|My-t5
zx#_{u_uEcxOg^qNwc=Ivg1dR!oo-ZBS!}$Sb8VXAD}(LwH6I%9RJ~qncVB$-<UL9a
zj~lc4uHR=qZy9%8Ewre0Pf5yjhJ6(u7kxcH-RjzE&*^%xYt(Q1&Ne$){eG|d{kq?4
zr}l?xs!rF7{j@Uv^ULB74-S61oxlI&ionGw-{0LeDth9<sC<8gaqaJKrInXzUa#HG
zGQq7^YUf_d8*j_J9ju>EIO};PVrMItXwm9egYQRfZ_n3HICAjYx0klcLPA11YY)z|
zt-f>Z=d;=QPbRv{oeVbTELOd_J^#MUTl3Yw*FHZ#fBJ(535+SXx8=&cetTzU@VlMQ
z=b1QWp0T;)Z~u48*9R;fZ*Oh2{ikRA=;!nK;tqK`pH4IR?Cs$pAUJWu1_N)7o!lwO
zY>z%pnf?9y{rc&CbFCuF6r#7~OgwVLWo6vnT?|HPXCwp-h2~j2KlN42c-|jSiSljF
zPXTU^sal~m=eTq0+)__Z+bZYfbFcEbY~{P1&r^=~$>y!UyR&%t(v2RnB2Pf`KMI!%
z7i@0cqtvjS@vqGK`;2MUaoZ2Hr|?+Trc7tBtNXJ9v;z0Zw?8|JpX-R0Zq2%ya;SxK
zTEm}ryWg|ik#<jQsXT1RdjP!BF7@-XvrKMJw4Y0#e{pd!E06OAkUw^SCZlqHo6YtO
zTNk4lU-Qv*o!c41#s5InSmwEz^XFG?$-aIr|L?!Q-|tWJIybq%P(F)c=l_4d|6VH(
z`|)b^`X#Zu%Rp;wZ|<$$e%}1bnV{`?v7qK!>ivDSN=a+hY|Fo&w|0-wqvP`RTkO1p
zU+g#>a(G+L%}ZLwTOC=sL?%2w-XDEiaG6%suP-m{&L6KVeXhB%(ewN~+qL(TUbWwx
z9#`e*<m8m{?#@oR_2ySM*j9hra_Y>IPiaQKetv$=tpI8xWy<y2ew)D{$9tfSM>0wE
z$cHI!b!_isa_)J0+23B&A#eZRZzj*pa&M_@PCGm4a6A8Rn`Lj5)^j}AZTRV%9dpRh
z4)(ng7My=xKy!bN-O;J~@%P^TJaWY4w3MNSh6gBU5+X8}`NhA`HJg1_Xu&hBt)7$B
zK3$Km2hB}Ry_s=&neR2z{r~^%W&llodgrFS%YK?VC$xKIeb2J3TPk_vY;NTLo%Q=M
zzwMU^$E{X}t=)7<WSUm!sr=gC%)zSf&*vD-EAXpNPg`!J+y49e`}d*Jo72y4yK?Mh
zq`$k13uwVo%Kv|Vm6F!%@%{R?*ZiJ_5@=*zNLV=8wxq4C?bjcH%&Zx^N?%V)jD7xA
zro73_(C}jN|7Y_y1)XxeJY~)t9rHT{%?zI|y30r2jsQ(?`hPZfD*;+J<LTky@wr;w
zG;2z!{i!$2Wv^<B@(sgxE_UlZ6|&#bcb>q3B#zCq9CVMrb~})fARzE&z1<&B;)~my
z*6Z+VofT+Z*RPEG`)aS9Jr!cSG;De5k%`LgEE5j3a-aVB`8g=nP4n_`0aX;D1-+AN
zetpUGo{;*j({#H*Z}zV*FCPcViHSW^Y6xE&^>n+P@78bA<LhST?cK4%Vy0Q{ES>m$
zHvYC}O5WZI?Gn{ad;2w2y=-@^-y91?P+*6eB_3kYjNiA1N5<m9>oT9jkS!U3>w|^#
zA~(4lFt~PmYxeZhJ9q4`SQ)W#5ra|Xr<C=_3m+U{%nsdA_}Fc=jh2?zEYobY+TY)N
zjqN@+u8rGUmB%Y(o5-bD{&C&@|Np8FZY)h*X7$xH{N4Kf|FUf7^hlX{ft(?k;Og!k
ztv4z1<Xl-Xv9w(I9hX<kwJO!}&AQMN^XHRNr4s}5=7#o0qkkFt%lqC49e8$XQ{m%d
znddC;PnavrGsB$Kfr*(})ynGDa=WuG&))qKG33z=vfq3AZQ1EvLj1p@&i(oExZf!G
zSdYy_k=oPKbgyY0yt(5<-uCEMf8X8Rz1yZG1vKoW8L?pjL(!8Hg8R43yzJuY`gA2b
zQ~rjVIYGNhG8t3u?kbhMw*B^7(5Niq`ICP8emvr4JnV5Q+WvC8T$KmIPEh;ml&|x~
zQ&Y8<?|k;@>FJ<VA)1US-`?E3R&y!&a2xNn_Zu@VF3JpBU^d%V$}A`2YT>!5uXWY^
z<_H+PQTEC0&1C=duw9-@q4d?2lV9w1c7Rs*uc`LVnmuXz{kmv{w{ky@^-8mX256R5
zCUo}oO#^jY&N7GQO;-QY(0KU(Lqc0nmimS(g*g+pRMxDoOiJpp5jm&HaggKewZ-oI
zpmOoomzU1HQl_8|<?(*`<%x&e!d7j&@{)V+!ibGYCGYRe-BtQ}*OYD!FHP-5XI@=h
z?dj#UC}5$J#?p)%8y1S5_zUU)nNPX9B5*ON8_g}Iv%qVrmR;}p`=Di6zu)cd|M~g(
zXV5ZaQ0pmXwplKyf0KKATg~UQ<}<VEpP!rS;_4c>zpnPwG~Lr1laG7&`7MjunssGO
z<mI=f7cX9vu_$PmWtttdE$61s*Vp-=^#Nzi@B7@{RT{aoD0Lps;~8?STp|mCm;0TW
zZQc)Bge_}bR<UOGj2S1y<7*CXOg^p=wM8R;-_K>If1bDhKZjS^%pl`}!m6;fr(RxO
z{__5Q`?Ir5y)R$8wKaR=%^Z{bdosK4p7Xc=%ObIF2e`vu`T3ckxcKyCz02oSb)BBB
z&+HbpZ^jG>(0qQEnC>a%ew#;TW<S?NZeDYJ<Hn6HZf-#vlU%2tPrk7s@lN^u+J@|P
zG5IUQ)=If{i>aEKO_MUsGN|~Fz{Jcv(<D<U`B)EQkBZb>t5VQ{COymAy-z<pJnZ7?
zDkvj!=G<KC%Fk!b*RH5~`0$~|QqV#O&<gu?KYzd9&#0W)B{}^7sLTRI(yGwa%RKca
zuRqyy<y#5E(uUs+od*(oBre+j+{|y^Zyp_X0Mv70D0)7(eAg6y8H<1e1=<3FFE20e
zXZZB-xO{ZA+61%Oh59<t+k8O#HXa}Aom}+v)Jb3SyDCb@PCb}ges5xY{okvuq2CU1
z>sM@DU;6J)Wp?UJX*U5)P0gZDPdumFz5%T@&H6LP>eA=`e_yZPuQT=WOyl&FmzS2x
zt+g%Yx}5c=O*-#HiS)&b7dNG!mzy7UURd34O6KKdCx3o^ZhSS}%d2Zk_H{o{iFta#
zsp*d!+2uSgFWcD)T4)(%w=Oc**!Il*Etx-_z75=v;260fp-~33WL4`*-uCEs?)z4J
zo@;pb=N(z|dlieXtc?y=_#7Sd{M_8hrrFmb=85i;c^C8N+S+LKUTO1hR+FOqCWeO{
zP;2ZvsFJ{OUrOTl!T*|z7B6nxqW$3Q?d{AFt4*K(IHnuDZOf}v)uVS0wQ_?-8}9Bd
z-=1XFEVwZ9$A^cRulE0ZHk*Zw?bEN<>zCht*CD9v;pMd`_4KsNN6yb#-1}q}=H1=Z
z($XRzES$Xd-g3XWr{wGZJpBIe+q=8oK0Z8Kv#&2Jd3kA$MPbw0=<Um-73}r&`c6&N
zF8=%Vx^dzm7PlUWgWmdkrzEa<^kzxu>ad)<yQc2gVd2se9$!24?(TBq^m8)n!(Vz&
z*L&K?E(c2fd6SiQJU+~C|K!il&p9_XG;)b*F&sPmPuSn);LFR)jo<vgv$J?j<mR>m
z2OQM==bf3T?7qiKNM2CTv7}^+=*m+w>;C>Kd_K1vwEYP*u)`;Bcjn?^_q*FRSAI^*
zF_Z3<GTpSukd=i+Ku#|2th(~O`v0|U{PO2^mA;-~mMdj8`>fZNg1e>HEBCy+SN-1C
zJZgGS*ZY0H`#6QwmP9_SK7C@MGAIx=H8u5~wsMI+`g%S7`H6|j9UjY+-9lG|bb3wI
zy11h-IVmZLgP;HVt6iH?Pk%Zh?7u`a|L(4>rT_OVJJEB+ua@C*qqD@c3$q(P9{B4}
zS-)j|Ec?wZOmb#9GaRDKXMTEmn)^?7r%mmz5=PLh$+ftkg-)$CWx}4Go*N%2pPy$N
zEm!*`aHes3-<w-oy$>Baw8=(3eS6axx9=ylK7RZdw4)$#W$5a#Z7zDJJ4#<)^E}wZ
zx-|RxI>~EWZ{~nzv@&mOSO{7+ZfRik-jKJv#?VjNzHSc-E9=Ss|GwJ`o~)2JR#kOn
z<B?E^-Bse5d^%vE6Dy-p&k0dkS>592=gv-%_DS1W@UY1}d1cw#Tbv4@nL_WM{Puqo
zZg0yyeW@-pZ)4tFtIFSRxBrz|@oc|aoZ%rWo*M?=YS|Nh{Ac^I`0X2;P2LRqKOU22
zI+4A8Z`#z>_V#EkF=K-xt3p?^@MOR26jtX_0IeR~xqol<cP@pkSy#QneI-OiRY9A{
zYJR`nZnyP6X!}`8&XTEf*F<b|`u6tr^U0=}X*ag#&%b>@R#Q_mF8blKRM0TPOuO1$
z=lRn(IXO3_o))Y8@vwbq{QkO`@9KYjdHLz>_WQqbET#zGseZpVXpsx&_P_`K{(Sa-
zd28$HZtm-?+~Sx1Ec<&DwCMlSlan`hwI=F`{E=Oddc058sP0ci<ld^S$E}X{%TJHn
zTjhCsTkhXm<$jaZSvE)<S|jv9;n=_Tc?w(+$LbBlwn%b<rhCI??i3FPZ{B=za`Lr#
z{V&zNTy&TJdFQ^r{a=-aEqQmX?p8%_&l7b3E#TY=+I+I&`a$+h+`I4Q{WN@kXQy%W
z?^Ut8x3RFXJ-Ze2_w1U;%}<WY*MI3gV60oh%*<TdwP(uoj;^jrUteEezOk<Co9wr1
z{=YsvJbY=PGyC?)!#-+$b2Ro=f1hSq{Om*nBXi81O_vUD;XmnDe`Bfl^i##>ZJ(Q&
zq}SB!$+^2L6twrRc=xjPrB(kvf%cBv*|q26s)}DPmoF`Te(ojL*E<U5ITBVoYOvkm
z^f`Qkd*7?aUtJs4H)=ab7#PgmWzLjs;FS1|&Fbfk@NFCqz;h>()@5r#({?dh?lxSq
zWJ$z2-DQoz)AeGXET3QZY2|*<Zmt6yC*G~u7q_EeVULXEC9iD-Utfiu&NvzUc*bJ)
z{!@Fu-+LYUq4AB9mX=r4wj51WuPGm9M^9W{w<>(S9xIo~gwxaYf7jH0e|PukM0dH5
z-M8+?hpY-YnR;7!HIKZVjq}&Sl$4Zd!g4uxb_AN`-g>gxI?ipz$KJb~H=jI7xw$2C
za{SekwpCv?@XYqnon&6~@u+yw`@P?nN$YA`-`tivyWx3)(@Vqpe>I?PP3of~oiDHb
z{&ZSD_3p0HxY~PPUtd3eRoB4(2`3{@3A-EP>;{zt{STT2>;g}cqvI1)N;0^<9O+nf
z^|bF^p#zl<ycdXlXmrk~-ur$|EYppWCFOiK49ea_XvXiWnbo6wJ-&W#_g7^F{XHL=
z{Qu5eo&NlVv67OkRf&K@-Jg%{tJg_-rh|4meVsVB>3nqE@3-bJZ*E>*^XKF7o7dX!
z=1sr6+<&+2_L7%DpvK$Xcdw5fI~H|+vF4unHJ>~|o0q&Fw9Pq^w)y1aetW&Qx3+E$
zJ76~3mrveKXaAp1-QiIarpHxz?kau#%y9iy(28MwMMcF;DJLhHJYTeUaq8`Dxstz%
zXNjG@U;lsa^}kil*Vn}^EqZ#&j(wNm&Z@7gdZf+Iz4j<AetvH1#l`NYK_fmh)90NG
z(0D4Uq^!KO=I5tNt3p@XZ2Y>Z>TA|a+v;uCcOEG2+N0E<&uGu+&v-p`;aq{^S=$x|
z->g2MWnLQ3*!N(|^`1nAYj@lKZE|HOe{&=7K<%}uSNyBfg4hgXuGLn0nXL?6J*{D)
z(uJSD9v*J@o^MwhbHyyJCo0}(&J$6e@9XYF^`4()>do--!b0a+#UDR@G)g}wBWa#D
zC$#Le?skrf`771bJv=-%1l>tp@@w<$w=dJCd=fcwD5iAx?foWq>w|W`So-YW@AuPB
zP1XKwo0AqMuVS8iOC{mR47-XC3+B5`{p{lI?i~>kv5))Ar0XZNnIbIzi80S&Xf-xg
zfGs$BA#jQ{=;~blp0kg3Y<6Xso%yfs@7L=*uV?)%EtJS@oEU!Pw!B+R%$%iReB9s#
zCZHt_$A7)w|9@Y@L`5}Q&}i&=yWcsp3JQ0gT<F~Xq+5UAhwKW^c#FbEEugfzsqAgk
z`d90twtD^h^?JQcdcl<?p2C@zmUy<U4%mHHZ+H3oY3J?#+w@MnxFT@zl9HE~@|@Y!
z)YVV_`}_Oux;daUv@&2}lg*zGha+dV$a{KuP11|qb>hLn=Dl4#Uk`EXpO_wBry06B
zY$|AS=JekJ<0VTaCm)Ev@wRM!$Pdt(K7RW@2L5-`YZTXWJUAp#y-%}m@iJ!zJyx%u
z7tZ}%;uX(vrPyaf%&Jea5*wH8FIln3oFTVXrhFU6gIim(t8=$}0kz<mD*pcZdhOMb
zyZyJ)HlLiR?Ed6HBl9)6b&``d=G@#A$C-OMVRh*0u$R}2uipB%Cs0jIElo@K{M_<;
znz6gf&K61R`r>3LXIbR(>gsBBW;UJ^lUFm%KKtx*-HPRvKa%T~O}tQi-d0_yO~AU~
zfy2HS(OD;LK_%_ids~ZTzV?J&1$hHJCinZyv0iCa6BCoe_g8Lrad$u6$jrV*WZq);
zezB!fY<|DlJTpt*(D35h|BpdSuM`v<K#h&{cHWowzFxh4-=~P@cXk$kdcA&sROHrA
zLY1xz^?Yj%8+3IQay*c3)U^l_uDa<b{~%@6rdfTQano1*;W#$$J$qm1cMk==6|?+)
zx5_$Qw^^0a&R`Z=ux#V0_xu0rg{}@O-M#(yVSam#KeJ10_Hvk<Tb;UjZ8JOnDed)p
z9zFUrMe4cqx|f?kJ==c!3E)<&S^eM3$B!NJTIw}*N#J5PyVQunbDyS6oxOXe>d7yu
zzGp!Zn(##M9FKL`n+d+N%~EIg7v0}itE!@M<aJ1$k`k!90Ui(3eW%|iV+oot*mmd8
znIDJd1r<CK%`uz(<@I&{s4W?ZshM3J9TPx};N|n{UX@y(Jb4ndU$Eb@bgp6j=JWRd
z_gsHF+bv+KR_Lc+v%btQPWPMjcJk`*^-=R1t?Pa~WY4_5Zmy{Mt(mv;_s4dL>(6^;
zo@sX`WPRM-)rGyX)?uLO+;xRhcSe<O|2p~h6H&$*wv2ZbvdmXX_T+KJd|5d6-pe%&
z-pjS@8P@oOZj-H0pZl$SmOb0^!}ra7jlay1+;ZRYeO?x*?D3s#HtlH1`nbI;9>tgM
z>@HuwG>eamt4O-(-QDv0Qzt6BN7=8k|NkfW)HL1KlZ4GRH9gbL&(pOod-Fk~!M#uB
z<yE`6`WC-^^kR2idHp)aZ1$S?{c+2DXRCp_58vKIg1R)d+f2+hyH*N4nK*HxQT@M~
z?QPEIV)j%7PScH^rsnv^_WK>>2A>%Q2erDpyC>WK`*ApZ|LZF^-j-#*Irs9V(V;)_
zpIkRse7CIlkN{c`w%6zoXgl~6t<Y1sK}_*K|NVZy)OWVo%V!MdxMp&?O%h$^GgC=7
zdfSxE>F29zePd$gfOaK+O7J+l(7C<llWp9FgvKdap<Y#AUOfD2nl|rK^}C(wXDx$^
zzrR@AziZ0v95c{ny!gAU&(F?Q_nl=jQ9QopVt($g?mbEkiyMAT3S%&5U-#oe-%fU!
z7a`X;cX-{heK7UFlaN&VrF!0_cDKV1n9V-BE3&P<z5B#|&s%qGJ(s1uxUf)2LSn|T
zs9SqxGF{q`c-Z8+s=9jgtL)2N<zHW2WpZoai{J5f+wDz9172^xUw8Tw|L1Gb`JxVK
z=jOcpy!G$z@8ywOQ`-(Uvvc!J*H8cT?XC7yt<a*4>ugJ3O=);&K6|R&<jIp$e|&iO
z>4GzV<=nmQM=Dl;CPQXP|6l4o{Yjtoy9rjMuPSOdZf{QS|GMFMKKBnsW;T!GeX_Q@
zjAvFh$JhN#-Ty87)7|p>C(qmepY#0Nvs%#lpG8w9t&QHE7A@b-FFy@b3cS5`zE9Q~
zH1TuI_T7H3IKcy(8(AgXA`B%A7i2TMZhT*pp)PUw!K%5zH-8_vpZBVcX^nU2HsOlX
z?f?GlV}J9dHNxEcvPSm5KR+eo<Yi^&y18brT0AA_(%NYA?dSd!78ZVbxBLC6<bK<<
zyCKQR$*JGp-L?DcAtWrk)@EL%?$_xZi44J;)6V*ECe$0`-?IU&$4<Ghz)|v=uczlk
zw_d4}bIb3|)ZCxsf8^M)v`l$(Rn?<hy00|1KKl3fH>iyZ>UpH>lK0<|cQ=XwwB+{g
zJo}m-8_vu$KAykt^vjL)|LbPj*YAtjRib(O_b2gldihsZhx>o8e|X;h|CE=Pm;csn
zU8aBAeV>4+sH(c(oD<Wwfk*JY89vLb4!3qwVw3(5opp7ic&;zww}h6>d#-QXweNi4
zIwijSNeiq5x)+A6W92F4_^)O6<!L!%&9gI-r!5ZWZTI%_>e|}=(sS+<!DYtw3c0to
zoctuwFK4Uu_;`PL_K$>hvrbRdp8hm}>zs>=%Z@cm^y2runaY*>@KEcfijR+U?kcR0
z+Y3@VJ@xdoNOSGyv#-h5|53cW%=fhTG|>8vol`V})lPq`uK)AVJ#ueV>9U?jn@$~S
z<$k*R{l3$}^S8g;H9czTEb)jv6&rnKnVekfn3j~ZsMO!%ees*SySFpc1wL0-SNGmq
z_4Ucj^m(3(Z4FFqgw=c|e0+So`peSt<L38klo=TrFKtdguhVb1{G>M1kE-MMXGsKZ
zc*poEZPVI>gk{b<=CQ_=TB#op_IrPuDcVpeFPA;<<3|1c+z<Z#{vPcXs&wqKje={J
z$jK>EMyjf=zrMfMZ{-%BwyX5D*Z+TiH`^R*<re2s=#@72E6)4(=V#E$Al3Q7>r-8}
z=iPPDR0VCA_L*(w3)&A5>cDIKv%;-<^UK7juIbw0el9$Vcch)26{)Rr+5FdJf4h?<
z@;6U*3ahVapUTM0#-YG(_akA~^*J_`L2f+~irr$mr#cm%X$J)brTqT(7Mvw^6h2-O
zx3|iu_Scs?a$!<u{@40zGVcHX?>CS9B9I<Xzf5yNmocb8F~9y_<hi-l>fY0IHrBZt
z8X77o6@7aX`SSYu`FBdM$0{j>S)4b`zE*L!UGmWt9)&5h*2V7jTJAUZ(~{QOIKczY
z8`J(}Xsh?X5jY@io+sk4Ds;7)Qrkyn1>f0bUw8E`bZ+<R7SoLhIlGMO@|UxJe!X5F
zyRNgRr(}1yIjH?+S+wMI@TZH5-C04S$kk`ev;H0Ua}+e%(*Wud?)&>K`e0(=oO!>_
z<Zbu9zpwV`G3op*chrpze|vj-Y5Mtjpw$Z99VbAI;1BtE_YISedF(EGoAUYD*_m1Y
zx8JXuye;>3TJ*EUv-9^wP6_&ST7N(2cn#2ypX9HoS^vv*qqcn5xxZUn|Jkhk*H>4E
zKV3e*ZW6d2wVts%L8bEI*Edtc<0e+W-)nwdX=Uf1-LVO6M`HF?Z9RSM;6!EjHRp@Y
z&$9(h-Ge$5wWpZp&YAP(<M-U{x0iZMRAO2peP3bw32mkdb~~2^r?lP6I3A>)p2n%b
zD`g@e2pY!<y|pD%88k+JJ$J^&CGGt3^Pa_ogiQI$|6V6VzWR+}px08*w7W|@g&AXd
znsdx%Z#`fA-~eO%@)@9`JzCn^y=!XrELpPT#GcB}MoR@dy1OU;ez)6ymRatsmw#7)
z`dhEp@1OT_Lm6nj>6O*t{%-wpx=L;VTsA*^&d;?De|2^B^u!0k{-B+Nmu}wMTfKK*
z-rHMSKfPGof9k=(=DYLyySpdfum5j*wt3Ep{b9fN?Ku0xDJEtPsBd{~ef<1qch<%3
zjxq7L>3Vxx?o-e*j>-F$N`8FQt$)h+yp8hj@9)ol+XtFf1ua*;T)O?&o6YAzgVi@L
z?LV8gS?<<nCyP5*o`^Eq$a)<6!1_<_$FZLu+~sc;f|^a?a*>4#{y&-Qzvi!O`RYx6
zbFDnDuZxY13G#XU;7X^=z1r`wm47}Szr5x0BG+z{HiN>#!n(WP&+@$~+x_)J!H*9Q
zV<erk#CwvD_nq{&|NF%3Lzm<amDQQom6Vh&*=)G+_M4A-ox$HSZZVx1$Ih;(|Nn2%
zlv7iFPcomuzY=r^PI2DrYilnp^OfHD_uK8wOY_s$#q6A<9=`8o;`ZB1OI}`@Hmm&Q
zrKO;Q2)36#e*E~a(f%JlD(0_w|KIzGD&w1vaBn<jt)9H&u5h=w{x+6^iAt_1KR-Pc
zl9I}L`nKfz;!U^T3JD56+?xMjvcH{X1COlL6|L&uZ?`Yaxw%Pi-<q4fXVX4s<i35G
zm~d@P<fe*`N$ZuJmp(sU_2GfzeBO!R&ffojyTj||K79BPG(&ar<KyGCuauSfWUW+m
zqqczR&=jre{=0e8pPilU{r=wGySpC8>?%3Ae%kGGG8P36T48HuylxboWs<3Mb#?gn
z>OC*tsHm#Cg4%PSg#l|DEa$!PzE}4<S2JwQj2;O?CGXlkS?e&+`pZP0&pUQlbar;0
zoN@uQH2e9yYCq7fX!S|<72fj%4*dLjf{)Rr@R1AS6Hu>f%9JTSww7}Cb$5gg{QdoX
z`pe79xxvFjw=ItM$!a%zd3E))*6yFrX0v|y;W9UJntr^V{=Oecv#w-`>%~ks)+_BD
z5HR8P)R^=0Y?p${MkAG7H9t3r=tKm7&gyWxFiY%p!+qA2GGS3s)urCkr#*P^z{Jtf
zrKViG^6l2^ONySJ%G_qKE_Bi2#cM?tRBF~PF$PT#UbqmTeJ4FDC@5%2;p1bMc9-XG
z=l6csbofWt-MsBvQr~UUp0hG&sn@LPuI)E+%rt|S^_0B1anWd7S7+zMCRXlKCnhQv
z``(@^7%6(7G2@R{Nr?%=(Js;C`}=A^3l-DO&f1uHS#96{f7N<1I}XT}-*E)ZGj9uA
z8)f?H>gwZ9PfrIeMb!ve!eN?y%|-KRkiMp7=aeZTP0h{5GSfSD#N6MI=*;l#&CTRq
z(Efdfl2=zwZud+-@apR7nI@S+ot>TFVABs?#^c&0qG(_+;qC41#m8mKcf@S3{+`z-
zYwhOY;j!%Zz1`*dCr_RPO>Zpm5S(7j$jAuVPr51fbkN$Utv*}xx8I&=o-YSF>B@7m
z8Vd_cO4XWo5@tCP%l+p+yO}<JscW}bSmnn@M`v1>>+wpPEvfnWN$+|G$5QX<%PKxT
z0xdIqy>7SO;ktD(I}hzFe%{gB`}OsYT17p*z6~1;vaYV0`nFb7JFLfhy57dr(_)}h
z_x5jU+mk0Lese4it_)s&XC6NXN5b!KZ{^m{H%{kk=a*lWb92*7x#plQ)9h;>{(isz
z`9^a8(&+CypU+GF@ZjK=cXw|;uLJGy{QLdB|IbfP*H$m?m@sF~ndtnzN3X69m$WL$
zNLw~x`^law`@;A(C9?iGXZ=1xJKVT!<;&gK%a(suJO1+O>hR05*QN9KC^|Yig3bZ~
z9fq>!$D?ke>}zXGzCJrUTRrvE6wk?DRjjO{%yModtSqem`!!rqIB@eG(5}r-=d9nK
zXkz8QG{?H&LBsJ57ePV6O+`;nnXG!I9lj2-Sb7t;@&5Jd+|RYc*LlRm#2lOKaTL@V
zJvBx1+H)}hfd_%2d+PpH&9o}bTE=tljL6h`M`X-EI}sjm+<CP2;i*nxb<m=Pox7xD
zEQ^+~u&|t%py*tb%Tw9;`T6<NzrMbXWeNcegq6L&H#e8jaFbU>Ma8o3bAy9|VtAB;
zgMvVsH<iD?XR|weefWXOo*6SF4pba63!nZh>vNy=JJ1r{E2~1gckI|v5?<!$=*Ys#
zT4@u%B_r_B<Ht9*WD1+j?)99k2HFb-p1fUO@bFN~u9D6V9}1>_N;=wA`1!1P^!xBN
z5sVJc&&{o!v9`SA#f3&bS*snk;miGG`>#*c4)5!ewO$4q5wrY$zusOqdRxllW4$lG
zt)22{*XwnkcW~(hE^^s*z53DT^Y+hY=kI$s(Oqs~>FaAZ-j*>j-~B(w?&lL>G2N&m
zOFSoEn!Db*jYkr+L@e{(p2}Tc`Q+_<uC5Bz3|hkR^z`)SkB)ZFu`2C4)XH6b)&J|O
ztDuz`{>i7g=GT1UtpE2@otd3)iF?0X!@`dnZsuHB6KQ<>*u?280~RugYK0VNzP`WT
zezsX|(z`o5^=_%mKKrcvt#_Ko+TM??4Gj#S?T4TCc}`aQClNMpsY4$BgD7QNMw^Ta
z3Qo?>nfLeEZcaP<Y1Q5rFEZ@@ehCI0zBT<*-QQmu)6dK8`}InDmTC5}+xh#?{{4P`
z{<B}--rnAveqQe1kH`HbzfbxxzR~^t{r&SVFE2}8TOGPu%ryJjnZU-0pyjiL$7Rb4
ze!tzmIq$BOS<a0I8}n{&%YAuouQjL>zH|OO+iIhn8wOh8>)vcUSN(pk``)UrKR%t-
zXMDVHvCmAS%3sg6mcNe+TN`!s-{0SBH{INvzB%zQn_TUei!m~h_m;VI3W;cko!PY<
zwA<XO^wpA|>!$0+gA6*pDs**G;uNX%C(mrUd6&_qYhv98E;pAo9}g(hZ=Em8ese+7
zzW@Jzvrgy~RzLOidVD_Xe1o4K4)e24sQde?^6ETEsY^U>9{T_L`CPv8=hNw+bG4=!
zPSWT5a&N+%IXdlpvZn%4&GPP8Xa+23NPTHr{w_w+zOH6kjqKa9-FrSBlLlqR`9{Z|
zm@o62tJMHn$h^~5WId>3{`B|z{pU+6uKj27^z{7nxZnQN63@voYv#Ny+r4zs*D2F)
z^vwA7YW4bOKX&~0e!{7p@qqP#%m*X4XNzVXNIsyN&|&}UM4z%XOTqPZv8<r6j>wnH
zXDv>gJb4n-;sx#8xn3<b+dO~T@Av!dqnngwh}{O&qM#XWxymPk`@bi)J>ucy^ejI&
z+bnmJjz(}$&=c?>c+33e&U(3T?sq5S&F5#|esgbcblKZmQy(7o4hov&9ncM0!Vj9v
ztp4`q<U7S*t)S!>UuS>Qx2R~-*Mv8k`RniIfw$8hI&>(eE}mOlZ%X?7+AuNwxH-Xx
z|N2h~XZcX~!0&kW^OBakjhFwuP`2)SBXD4C)K;MbU1}lwYAOW{i<;Qj*sAt^`r4-K
z-gn~l`u%#g)!%%+tNjJ_kUIpGFQvHt`u%=C>x2sz0`~W6nr2^HGjYKJg_Ys!<JwB+
z#_}HPl~%W{{&ps4*VYXi3_$A>|NNS{d|CPXdzUt)dPnXq%WW&IHB~X(s=1Ht()&wG
zyBR8t_7!FwI(%5w!XiQ|WW@yi%@0$|%kLDne|dBB^7~nuz4a%w-6F2aI$4;yHyYKw
zQjSk}$2eUla?)}6`a4B}R)vpRuIoA96OxoXIm0lS;qVPDGqY=J6R$rw*lbz#MdR(Q
zt;L3uGA=A=G~G61hD4XB_OtC9XKu;8J#EJhi_^B+wsY?Kv++nAXkcWvxh88}rUPoG
z>hJl$1X|K{+e%bBEal3Iz<vC;yysOulYDk=?(D?9M~=A6GRr;HDXh-H&Aqtd<D<B(
z@k=}ey{2d!>@~ml;_Hk@j~;<G=ztDA?3FV8^lR4~HABORd#k^1DtQ@nYP!Dv&Z4JA
zZ@H#T-+242imGbrFVMoI==Jxj-`j#_DL0?D^9Icz8QS==iReTaMEBnQquOB3(4V}7
zjm7!x@`me;zTkl1dN4b0*GX3c9(lVt)8nc-nOM0Bo}3U=^PSbw@!{q2`BgdIE*@T9
zpE6F~+L9Rz+IzDqbhSp@o*nM1U+sRsZ}y23Crrflr=FU!FkqpRimK|y#KUa6%HF<u
zU9#6n^XcTRg+4w!-qUm*f{qZ40BtJ)?P=dz{ry*R$4t<g2?o%jhN>Bb?hg;Oa`N+o
zc5}(t*WJlJ2wDbem7Q($<itefE!o%me*CEDlehPKd1>k1U3%uAP>bB0CZZQJ<Hd`N
zbMx)zA3JZmfAW+mM?OA2zVY_ky3F;#%l$z5f|hy}{`pb3+D28i^~aBj0|x)L+<x2P
zF>gcHJ~55RO)8?=VP~fO_ka4f-}<iGl&p@4zs+SbcyySvl9!0>ads(7**Q7KK{HgQ
zqpPdyQ&s3B!KL2QLCaR&+}_?__4U=xwVO*{hs`q2_uH6sw4<lz%Zq(Q|Nc~hHr2ek
zw)XV7xz@J-7Pz!%hp!7*6{0!+`0GFZPy7G3t`QOzcHUX^)WgRIR5i-!R+hiLb+l7h
zeaFXR(klZOx81f{?mvH7(bH2m%apC^{#cmJ?v*mlO1S~r&8-o<jA!A(h2VHSmc0FT
z=A9je8#itQEsjq+J1f=O{-1)O;Y2CZEYQJ5VQZsYFD`N|uJ)*Nb+IUYC35oQ$&ht1
zGnrU7y(<usm-lyaVsh;kEBz_o)!qI0$H&JaS|J^`wq_T<yrg>Q&>@Y$MJ%DK!_F4%
z{~zkovO0Xdkf5OB$w{hrs|;P--Dh`q3n@+7I7?r&E|RhPgxu1QTpsTiyZXxN8TW}!
zyu-bA^5Kq-rCGgweQK7LH{YJ!R`~eXo<E;XZ^^!{cX#>Y+TY(2H{bN|^Yi=8wtmW~
zDIZuX{{4JD(<qhe@2{_?uY8sKcq@DT#3@sbtX{wGRcOoNq@!IIR|cz3(~CWIYiqVG
zIPG?V(r>c0l2bDquZN#s+WC35G4+4H&Yah*Zo^quz9sAGsrP@EFLP*Q(uvyA0Xh$N
z_Jr@^t=!_E6H0d4_T(t5s<y5UUmvuy=&4Sw^<3NPY2MTI0yieP_S<a(HBU7Hn;tw!
z5YLSa2nd+<B46shL9(HXi%Y=1n#%q5XMU%$&WZo{oy)?`?%uDBno9$`1jWSMJUlqw
z@BI#H#y$WohyIlr;ljbqt*oTfbgWl8y|PAWl3TBkxcKo$N4r5&ZPy*8=iKJz=YM`&
zzFx)3YSzJK_T?*s_tjMD#q5~yF3ZgH<HwJnlY4i++ogS3doidbdu>hU*)(N6Jw1O;
z6@UJ;b2A#X=GFhJl&kr0P)2Izv3L~~m4ZJ%3Z0ytFY~ULEV$fnu9A{clh;%&(9uQf
z*KfX=(>Af6{q3w{)sG%O25pEk&AQ_8*<tck(GC08biQpkdsvWPhS`mQ_3y>``}zLl
zu*%BG<?ZAJE&Nm|+iiQiXiinqu^vg#qOZyi2igB#OLKB+GReH;B3JQ%k#PxV1=pq-
zH{O<kPFqa9u)wiytBHB!=Cs~3vrJDXhb@^hWr|H|<nH?abuTY2ZU-IVCwcAd#l`JU
z{nwqWKXUx|>3y}oYtC(Xx^C`_84}vop>e#9mAaGfmCp=cvml<KEkPo2ExX7CnI8<w
z>L2osSF-MTy4>!w%reHXiAt^>9v%uNCL&8kj&_MY{(3#$KluNbmzP0XLfGYNE<C@w
zTpyIgK?T=Cjm?Mn?f)G3_VzaD)UR{a@0U2Y^Qow+?p*U`N)Tu<YTavN(D`qm!$i)`
zHs8&ARYE{u!s?5gf`o;I53k?<&+A|ltE6dG$Si~Ab2Xn%s(*QRH#&OvzvG7CG46db
z4^K_i4p|#@_3{7SjtP?{O<KOicGj1V(;4cRU#Kg2&plP9xzvwY*fpgi=#`E^|NjOC
zy^s|Gpwm9(5;HP17Q6SCt<+Z9l5w%=!-s-Z;p^wAg>AZ<mwupu@ygoh>FV<;l)SUn
z+|J)W7gU~_z6MQHa`5n|7#JADW<PziBzAXM%$^Fv@L%V6bfdO_&fB?D`F!q6u6Tn(
z(`P+oGo7X6+9e<(^QO?=(#UAi<Kz9&a_mRD#mhTaztLT|aN!)A%1c%2rz}c2IcZD&
z{dt_iYAM};;Tahk&h30pJJsiXsJ>k(ThIA`>wu*B)8~xEkCk|wpU&3vTB&rv<v|_K
z*RK+SlCuw*E<7N&puJ<wr>ZM;$4m|wnZLShd@0cD;@0eNK3S_L*Ze<RSs4sk3@)M*
zabfZN)!V0Ng=$@Pi<-y5!EwUC_U26EbPpe&C0SQjO*`FZ4_c*iyjXwl7omd(5AOMN
zO1tuukcsX6v|cq+O-)S~cXweKnK^k;C!JckBD2nd7N(_mF);VY+uz${z2RmKsLTc(
zjIpowca-5{(|-r!nSSUeEDCy6C}_#KV9F}K8aAD9FII-X1|b(E4W*oG?@B5kIPSCb
zil^XD%emQV%rpI^UaOxG-O#DopdYu#V`b3NOA!~&&au3_*fH#26Dw$IN=Iks$zUzj
z;IngX&Cpg<Z2bEA`sH1v+1|NkWp5&m^~;|>(8#>DLD91DY}(`3>-U3d_2={J?T-KY
zI`zeijP1wjZ*R|kexy^_B>$d`zpYJ1(Yzx^TtNNjg-)%PzP{$;<9l{YI{!%8W<gom
zxl47|3aNVS$T+<!WaXg^iH9rRY&_o4)pe?b&CoaM&s5%*nF^d1>!$2lFlARqV#QPj
zn{L5LpI8$Ts(Lk+I?3ez^>^9Ud4efH#H}aO|GEv=5Brv2H3QZHFE6eS>lyZay%r7X
z(rAaTD_J>zo@vQctxyTWBo<+Hzb~h6q@9^@P<?)lQ%Fe2v|Ez4RVHU=n?DC_;?~T+
zuz+!{b$Qy~Uthx_i;9d~yF@;oj6E*DWXX~bKcCP4y#N1S{o}vCu?Z%gn4lQ4GN{#e
z_N8MhXPRb<fwpYya*Q(h&&wsI<8g73tML~$jerFVt=!^j78WzQM74j#K2GKO($K*0
z?d|R3x!do$ZA>}}8nt+Pd;9iHQEQ{Nc3rp-pyof%XR1~x2Pfx3|M_+*YHCrrzH_an
zW?fwsxTm5Jv`BG!-J3G&#qRyf($3CeVPyqXDrN8gmET=91=Q`jvO2u~!Gi?Qsyk4V
z<N3L{oP2!CYJY#5V_SV~eewA)qvV}WUmoDtS7=|rU(g&}DZn><InTO$<|PcRb52<$
ztysjpV`V&>1-Hq84KA-=Jg)eg#rpT@^ms0XudlC9KQ32&#_K@bwwy>to3w8mZ|2;T
z>$xX$cwOvnqq}ZJMVms_Mujr`e7F03%sJanCzL_M^`K<$z4LCKf3oab{cmq>DxaNY
zIvKQW$ou!rlfwQsiVa`h-?u-z^WtK6@6BmvL5pd38W{E3e@L;EmX_AuxN)Oi;Xz?x
zVO2A;YpSy+7T=w$?tkjsTx(Suo0v(HCaIX2T}$3=Hv6pB=`-)wRegPxnbaX~S>!Uy
zELUs${kq*Za?DmnZe9jDR~@wO_vWtB)myTzdcE8AT2D|AbTkiW@XM<FozCvEx065{
ze*yv~)ckxpT}cVlSk;W#vEj@tQ*V&F%kS52_rCK<(Yejz=clJnr^nZUj(79Czpoaw
z<Ri??*a39*th8Cq1X1lU570`pq@!J+)fG4Q)$RsW>z__(um555{>uqJ?TmV^`wl&S
z?`8EZ-sP-d|H4`NJM;74saK1AHq4p*%eb*$c71UyL%*zbSc6GqYmV9MId-*ClO|8T
z9Alh$Nd<INHmHCPyZQ0)@zg&*KIXknpZ0uyecZf?N1W4J*k>v#DLJ|INId-HEH2pD
z+4<4(rb8HL5e4{A?Q9$SKOdTX=G(<8DJvJ3=<F-{^P@0wN5R6cGyi@*Zx1@j{pQ~4
za=m_^$NV;Tx5$3i?Cj{+a0-<47@xdcKEG_Gw2Vy7QscXODmS;Zx1U}<zwXsHxn#S9
z|DR6lgU*)~6!d=a)9LH0t4j+W9s(W8uBfO8T8Rf5{j~XZBf03~BiGK}-l>6$-F7bd
zKF27v>&lwQU>6=no*gNVUftZhytMxH)z#Czi>7po>w`9vr~LZz5_Cdu$;(T6k{2dT
zngl9RLEYQepNsA8Z%XwBt$Y3Y@2vU#DS3By{R9Q^=R6OumDLTIJN)+uu>E<G8hp?p
zX_e9Ey{DJ81+C(~!1v)+NQh>rMW}UMXzXmah?U>Ja*1d>xY)2LVq+3$kM`}{?UAX`
z+w-1Y4Ud1icKf|YFD@>&vwTpU^y$gTywiI*xgPrLEP7h;dhM3BH#-HrHe_901#0BX
zGR=-kUBBlOm$+U`!uff&b>WA9PQGv<z{%Np?f1*ee3QSux!EIW>=tdG9b*vNzvt%l
z-v0jQZ*FeRJFHf9dPCyj9q;%3?&$1Hd~snRXep_`-Om=I)SlbFx%KxPSQEMV#->zm
zc0QSe+uL$8*Zj)g@sRCx>BmP$J^lRHHt_87IW<Ky`EQ-Fl2S)c&y#1f^S7N7*NK?$
z?Ck7lt-J$Izsre;Jo#kJ#l=+=SpK~9Pil)PQv^c~^EIaOB#y`W4g9qk>Wv{y*Ixb&
z-Rz(#%HqQsCo-`@{#L#8VR_4FgYOMzKTN#Gu`O<I)yMPp{{xo$$*x|LbhHb!TzPi>
zzMJ}ot_y?O4b!6Y9&WuJm;B&B<4ZQ_{WU)~U1#!j0bR!cx-9}UDRg5);y<ZP+>MQm
zpi?3AQe$_OC~9eG-9IXpcV&g(biLS9ldG>u{TGzZc6nA>re5{9*SzBE)$q$MYr8r+
z7<d*Y-RcHyvIk{>Odc!$ITnp~^VE%uE*V`rwI&)oj=5oD@$++_@m7!ppvALCj<`f^
z$#A^6DHXI147BvovfzP(l=A5-as0;~nZC__zH8p0v|Bl5IcBrJ+I@Zgq~GH9&er`b
z1-?Au3l@8=T<hQ}_|sK0mH8Nh@t&OLIssvtq8dt?eVe)@st<(Ed9}6Vi>3b53qN8t
zO@m!*X6~zN`ZysWi0Ave;F*U+4qRU5t88R6X@32`nXTO7pU&I=2MtJFUK_pL<hqDv
zP>cTlKbMxS$-TWzCvww~_`^kxPwp2?30~%-sH4*(svY*>)#~-2Gx=|A&7S^j7N`Y%
zeVy<6xV<w>GAFsue_~nu?88a*`31Lgw_n^-Sv*ZA(kUe+WgBNgdCmX7-z~3Ax0kdi
zP+(?Xmc4kzPPT&S8`lIZbjrK?<<3>zhz$#FvsZ6kSL_v7U*QjGTCU&st1E16)W?_0
z=Y#g;oSSQX{N3H%x{g1d&#zx5xN2U;jSY&k&GWb2JAUK{sIz@w!@hL^3z?+NayA&X
zsj91QE`5D1=k%3nw|{su#2*ZhXO=l|qT@^V<E{GrU#uHa7Km;*7I=;ChK|y?NNzJm
z^Br-g5_z~^?YA-2Q|h!>x#RELxKlTIPlj~s#O|81GI+U=kkF$rhUX%}>V8lDe!ssw
ze0|)s1M-GREWFZYDkdgVetmsi{N{!spNz!>wai10j&^tU_C9@Zu=yohxxc4p;_*IN
z78aHdcZ$y&rk)acyJ^A2C&f`)G7bj&+a3k&_`bB%yR)}9_2Hpbll*(2`!x&`53#II
ze!2h8r_-R@M56O{wtjni`}09|`GT*jmfm>+O4uJB90YYjqqb%l7CrG05)xW>v*N`+
zp#$Cxo?a`TH-sL@Sb8OCf%t>cQ^JBfS52A4=@aN>+nIRftJMdUhM-kS0#5_1<qP*+
zQ}j9C<>7K|`DDvEtQ%H(?fHDpnv;`rVe;|5ohDk%2M#!Z=KF>Ej0_Ae1O;DR7217z
zx_<GG4-ZY4et>2Z3LhU6(Fjnu+deJt?yirI`|U4nOm^1_S#hBFyzO+|;)@w3mZy))
z*Pl6W|NqRBlanQFDh%}Z{ZQiM<h)aI+1F=|#l+?Fs!nNtpa1RcZR6TsCHJb|+k%FI
zg8gluPRdAoZ~$~z#pg4|=LKYCeP^5HMr_RrUDn+7r1Z~J{v8r-7kWbv<Q)HKAi!;-
zrqo@Vp)H}j;n-gX5rZg~W7g+5KP>4uQ&2pYVeXN3kBEQg+DcCAZr@P#HH!h1JiouY
zyZO$t{W~f?E}9yus-V!2bhK+H$K}h*{exG9tgP8yzUtx=*E2aD?~Gn#d=h_IJH1j#
z-rxdrg|myE<vsglQ>qv}1SY1$O9@R}?GS%_;;%W!pN3aGFXFn)B~^1;bhhvm-RNnX
zQcp7#e7{>REGKtvie~T{k;ZpQdaf=m0x~jlG#BnEdmE({w#FkPW5xaAj4TtWvs)YX
zpE<6^m^zo+Mdeud!`b%>`;0`Tq`aJ*n3ns^E!z0tbS@|}e0qBN=BCu{;|Jc&HqU={
zppkjczhAGftcjc)U-$Fq>u<@)$ukX;+1}pTx;SiY)EukQQ}NE%GfZY>bJeeH2xsco
zSZY@$Vf9ztkhS3Erc}^D3TJ1Tg1RWuc{>_Gos(BLa?GTS)6OU;DK*vp{<g8~ZIt+R
z^~s=pFxTU%d)LM82JOxO^{w*+eq2#eQ~UH}vVYY3Qk~>px5b71`@;@AZT#M7vGj`N
z(kq6~5Bt|Xsr1R-=Pp;tVi2;Uv9Ynzi9=K)pg}yoW+Ld|;UDEaD?wx7tz4puik_YV
zofu~S??-dm*;$o${bw4bzPP-cznP8q(Vd;enKj=`q<Y<wAFSW~*yQ-f`Kqd_N4pLf
zReVTbc(?n#osf`F%(u2;?xiC9wqFDo85v)49knWbRq*PHruHV^w3y{-XJ<`)SqKX1
zde;3M34${-_l0>)J+vWC>|=XpsolYwtS4_u+9@a~oNsZNV_BSbY^uWHl#ie*iB4M8
z1v+Xsm&;~y=rb%lkhAoPi2I+X*>b@Q;yMuq@$GJxL6^0id!X<6(e8u92bTYCvu1IY
zFuVO;*>BUU*)VzX<e$&y*E1+L96iv;9NQG10rCg)Kj8!Z4CgyftZ$HYaQS!W!_(RW
z{<Tjs=fq9`ofKSDWE5Zj*YxqR-ots@mlrPu-4*w*`-e9}_<`CJCr=-!SK4w3w3y_2
z=;|<4Rn^w>cE5WXnc0IjCLO&aJ;QDB#fpQ%{x*$4rydJRNzHo6<1O|5hc|;h`@MoH
z{k{)V<dc7J#DA8tPOFF()r*;N;DAF@Q&Yvyr_&{k(|YbtwgWkFKj^Fs(9nyHPS3~3
z$BXZlUXOf#_|Tz@%gcQ8_&?4%9G~Z*&-8g}(DO!x1i=7a3(h-lm)m_ZNjsumu6e{n
zs#k4&@FEvZ?dr%*Ayp0zj)IH#c6!fTaZ(CA-X$rR$!Wv&hyMpxg+PXmlKP*E?s3o0
zNGh-0F!Rd8Bb~x?>}sw2TNhr*Fqs9qtmmvVzpYC_fx*>Pp~WZn&z&#<e2neYRiT`m
zoDbjaeh<1Cs-e(6#A{>9Ng*d^XU(WB8lY{~H#Vp9pPg+EI_O%?wkqP-8h@LQEbI4t
z;wryeD(>j$Xp(uUrS$c+$lAYOF8g0u8QiYq+7+<Bu2xJhCS$I3@iQLK4MLz9(wv){
zK%M5Wo;FG2v<n-P-P?F1oo;SQ)r{PvvVQNkS=WE|{O#R;XTrV^uTrM4juS3|KYd)L
zEj#tF+BZ4MYPw#mRD)wPTj1I#(_{Ve^Sc*c$}p*96japH(+lUT=K@_;aA8fP@wYcO
z4>$AMdF-$ItHXQ+)ZYeeX3D;%b8UURe^HUq_dCV?-GZ+=1eGJUWC((efckvietG)&
zd7uH5KR=((UlYH79_S3~Ro1DeM5IhIK;ttnFDzufySse*rd?lOUT)uhzixIjJO8Ei
z@%Erznv$|IXbWEP^K;O%d_g;brs+f;nw`HdbL;NByH<R1HYaXv%?9nZnP2-&^7J&_
z&$rW`2rEr`%KSr4`G=dt2i6PM<lm-!XB1&q(bDqT<P;Gxqot*V19baRLq`W_*Ba=q
zo6pbAo({S#)vNYjP+ngD_qVr`fBdKr6zuHn6;%lDyKy68{&D--UnQU!KkrCTx2E*<
zwQIk%!`E>rfO<72PI!Q(n*Mw|E`RN(_jEnaf`Sb?vAaV0<n8quPXGM$^z>=a-6MPJ
zA2hOqu0PrOE9=gVjiu+(HhcC;nSvH+PsqK!jZ>li@7L)a9iZX0$NlyydU}4KgX1{)
z_@<pW;qm&`{rdm0pq-v-YHrK?=Y#e#6zqI%o_WcojbHxV$ITvpW37ZmMN{j}9aR-J
zIuWn+!o8vBz-EcC^W9T|mQM*vo)UES??v~xV`-ZO#l_hZR4rzh=gWcWywdBjJ1tFm
z-4=h82JI>Mdh3q9pNGeT3k#iZye-Sy_cQHv4fHt1-{0SFKb3WDP3B%cE-ob#lPgd6
zuGC`7xV>%d*If>cOrR9|_xJb9I|`HE?fLAttL&}U-Cd=UCK&>zSyvP+EN1-u{XKYh
zS?=@~&AGR>D5|QqD!cbFxGk}N{^$MCZgF)>%W|RbKXrrlb*M0QHy-s`>2x6bfb{`}
z2ebS*qPOKl=I#GmHcc;fmKx8}bFHf{W;8W7clP$4-Ma5@>+at(JC=Bc<R@*u8S^F~
z==ef^{j7w8O{|x<gf4JkoDu|D7nXBtOQ&nM7-)Bfn(wS5udc4X+jscQ{XehI&G0G8
z<iC;66rm}~P{Q<%`CaLjzp@_|@BejTHRveyW6bB6A{JlFIN;G%q+9I)>anu0v4Ps1
zdAr}5G3dqaI`Z&v``u->U)yA@%Ock2nn_!iy?JoX`aNi6I_Qv<9!cZ2X}Zy%Ev}aq
zI5PkH@t9xAH0#Jh=k|`Co-J<*L3t=40d!W3?e6mT=RU>!?cCq9A&ueTffye1CF+e{
zN}re}?CvZmZqSY1wxR58lmmA{uiNMQi!&}R0yXwQqwi~?wsyttE(0AF61X)h6m%EW
zO0)2_QAclVOt!4}pa3d!c2s@U+FSh{bpDCYJe!&QcE36vAMf9sa#F}|j)mi7HQyJv
zwrZPZUt8io-|o%5y|brkhhN%XUk{p`1g#{z@A;dtp7oIij}2>xz(n=NP>1}bSKc4c
zwEsFW-Lme_j;~Q*XT_(SnPFJ+_SV$j@AuE&mU|m?aLzQ{Xt#%lW}ZG?{QYkE=A@%s
zQs#MQzP-Ku^Y!}u&<PvRiK?JWYp$%1pAVX}0(J57?(Py45IC^NwVPqb&u6nMUo33j
z@qAwO46D*r_RC+HPq8n(@3nH9#K-y7$q^Fo+10vFxX9nqVDe#k$Ns3%P|4_;^Ihx4
zhYq?ABtFdR(D}4*{Ue8vkdP^-m+e`<=l8qapxrPGpfTh=S?jc2y1j0b|9g6PJoxeP
z@s$;Uhadl2am+aF#A!+6v?s4D6#l+9va-5m;-;;rWT#$t{*&B>pjB2Mc069e8FNrz
zAAjeGJ3c0sQW<<DY^#`!rv|CJK6xJU_a4ic;~b4Yr3<7#Yz|u0+VSShlM<uWIL2%f
zsorDZM!F4CgZz^??nWC38R{Go=%`O#6Z1W7(OH29nGg5`Z?feCdzmuCvDNv7{uS&w
zAV1&wo_wI!-QJ0{o}iFkeDO)<rcF%$q%4?h^px&f&OhPwsnN~BF=1}-O{oX5OG6k7
zd)Jr>7l_Z<;*w^4UI%iG>;DtntDetM&~}UXYw#^LU1O=zl%UH~gUYSH6&QP~K3H^k
z`3)5r4W=oD>ok;p&ka4>H}%t6iJ3F+ESjRVW{OsxoWr!GPp_^HUu!T0dI{_v<;zSF
zE@>Sn-a4c{V17`Qz*uncVxIfbkb@<&3fv7Q%vg1%=KaMfewv|TGuYR#)_E@fyWP+!
zZPsx~`Qy*0U0m!Qy?%Xayglf)#vlDUyA?Z6uo?;(+-XWQ`O3I~c?QFrV6WcK3wN?y
z;)?qGH?&+_W2qK{w!yPY-k1CtK618o-LhHtIWZ@XlaKG&yWPD#-AB8{ukWlkmFjhS
zEc)*gGuxUiEsI^3NCvPwbKHODES%oB$xHM3-j`hxZn5D(;bC5(jQ<V_T#|Kt;>7mY
zTV!I!XNII2iP`QYB069vb;Yx8FjgvxaIq7Z_{%P48~oVG<#9Kybe2tLDqGOpG3WH7
z3C6vU3v)k;?myb}ja{iIRMS*=#-oDbRZM&O1aAo~4RKZQa(QGZWE;a@Qewp}psy5Y
zY5DF&#^L|qjI;P+h4;3#4Vw>S9|%iOb#qyxsAP1%P>-kL!pC2AJv%N-%RYVfF|x03
zT7CF|$j)U;L3i}}W@N007GEG~oVH^L-=3PEM$GJdTP`tNTOHp2@$vEG?YCoZ1$jlf
zpPZ!n^6qYPK|w)FgUNp!=S49#Z{#}0k$&^~S<9zicIEl?Y1?k$iduZ}Pxy|KmqKf!
zwt^bHpp*QstO#uOoo#k;e|>$Qob4&`_?pD4vi5a0{B}PS%68A~=-^=ElkvE}uNJfw
zp}3H(vfW0#;j=O*sm=P&)y&2VI&T+LHHPJ+6sy*pxBY%$e|>${^>w@sokFTBA}-#L
zT@$m@=x{s#^3vDWTwGme8cz9t`H8D&$v$UL8vh&*n)U=;88JP+&eAujNzS%vL(R{k
zRpIO3ef%|Hg23BVFI(ame>3K`EWMbqM^R7j+~b`M4GiK7r^Vf6V&xJL5t))0ThGpB
zRrN(<<Hn6!GA=5ewS=6KU6GrUqqEqpcaeL)T-Ddt4%`X$3wk%0NcEbF=tf<63_4F6
zR5re@{rTzX&Z?`qe-y1sUL05zx_Zs`g$oygreS<->zB=D-BI+EtKmA+7to2-Pp8Mb
zxpegRFArGgv?gZfrS-|D&Sx;bVF!n93^!;(<mjZENAk7@Z%A-FHO0{BQ~bV~o2$RI
z@k$@7{eG8S;?VEi@AoavzP>K!&W?#}yiz~%AN&;2ZTJhiZnpQBH0b`jdE6Wv1(oyX
z?e=SATKCKvwC?`W4j->+I-VgRw+y(#*TpPMIXMYbPfgJXY+4(=eOIXSY`2KmT_ub?
zp*3rxwyyaM8rR=`zb^ULmzO<~#>e!N&z;Xu*0BfY=#Om^CJ6MqXDwd#<(1X@|I5O!
zhv)5jsRmk*yR7E%v0hL;f8c-v=mHxxpBWCIH7IkBc8hP$xTvHRzHUyQyi(KIw9l0}
z*OjVR->`2HoaVN8r&z_qR`HC>%XkmB^FKexF0W!|H}B`?=bI}&CV3n1%UVsDrW;*!
zJ9oQb$%_EcG&^Wnk#zo^gP`5Uude?$|5XqYBJ%wFe0Bvz#YRcvG|&i3)%SOEwLhQE
zej&O+{(@VCRPVE>1(lzl=|pa7S?WC<bXLW!ZMmnrM71M!m1y=#nKFUy*<2I5d)h41
zY|s+qOB)iMK?|xtL4RXoa_p_@uUErYhO88tsuj8@Zf_N+(Qsy_aXV-q=&>)KWWc@w
zWs(?eQ0=xZcK5RA<ylu(fwIZVYag%g`?9qMloE9tz-5ni6hk`b2%pmuj-Z6R_+mx3
z*n!9+F@Kw&#e|%0!{!dnhUTUw4xTH~uRtBTk9@ifn@?O_9nQ(Yaba~lxcq5}+ms4Q
z2ovVa0Ub=3$M3rM;uFI^vfYuBKkwi^`%-@k!#8HHl_r5XCQ@hXr#G>3FPie`P%HNo
z?Qp;44^FptaCmxpf{u-3V&w{05umvLJLrP!#TS3fY-nHrh4r~PmW%%;ezrV#@L<U5
zFkRn2x%J?5a5071wOj0In{=LnrKRQe_C+UE7#SH^*x1r$vnikFOjsHsn4nZ(FTmd;
zIB}!gD>KGr4CYMLjn7?Evi*8P7hlY{q^zKz;5$vZ_n3-)lw&{JEath5;*E-4E8|vb
zYc6$axZiNq!8k#7!;!#s7eO7>d20Tg3GE+hP!F1yKN6w1Us36IV|b&4!}6OKz$(@K
zITIEL1_&gZW^ZEK5ve(~YR%dP(?=UVm;Z_7-g2(9F$>g{oh<t4mRy1AgGC({=~aB}
zT@0xW+$&$b^DV8lxNsr(vDeB&4vEVbC4I=Z0|#}+9@W*Gl-F}UNKhzs;r?8ksQ-G|
zy60zZADD2ZHFR~@*TfD`99`TI!1Eze>bWW79ET{ztbO}mrQW^rb<R%~iRr7>m<YT)
zEO9rG$AUSgeItLZ?t<r2>~~yyR<iai`<FSNxM$7{Hhd71W_2c;=?C&q>9MfzJ6G1u
zShYq;;MvMTK~I&pt1M6dN>`WPC?U90?aR$7zn{(7xqjDg)i|8j+&`h!GPUYo<ynqw
z_6a?S38|Mr!-gxFi}Dz5X&hhv?8ohE$N?(2lj{u2GL5BC8cW}?#<ANm2Y7{sc(Gcp
z`p+|k<(T%;SImza1rq%D_@hDBAWO|Z8O(I!AX*i4_`i62*8=tn_X78eUWj#hR8(`M
zE$TP(rB&NM8>6}HadD7U>@?7*fQhAlTnxCS<5qljF}4fi(*>7?2rj*H-D{<`*Ghw>
zR}S2fo4j6QX_eMem8%~&KaLSzdc|$&mC&VE(w2s7z9W}krLmMtd+9fgrB+r`uLgMO
z274XVT>4FO>8_=_mUTa#wc2Z?sMpF_mbUM{d@xvk{!UH0zV+Pt2+h(fhRa#KR&Ls9
zSe8B|D0E7Yz4lV2sX^&egC5JgbpQOee9FN&pYE2kESR!t>6Bm2nxd<xSS_7Wb@*jW
z-QRhaW(U8k^;cTduOo9n{D9vA%?rYZHFt;S^`Aa&xrbZl5JyUqoT}lSU56SB9c+2Z
zH+**R$m_p(*rto&Gb5vw)u}0ufB(E@*uK5dV!^D(HKqz;5*#KBbxdUs4Fb-*J$!eL
z%+q?t=Ahd2gMG!ihDwKQ`R=f+VX8a(v{EC%){W~To5VftcEd~k&rZMB*lYRp`1=!v
z>zEEW9xpFsz98GdBzN-o{mI8IpMLv3Wp#X6oxK4|NX;tg$JGZ`-I1H!|M`d5j~l*~
z_75cfN1fI_&ikzMj@;(i8?PPbc(O@2obk@h!eEZVRl9j4URBth`T6@$hoRitKXadL
zwX{4pmvL9+jyy4g!!K(?5Aa<%adhXE(lZO2f^Qy{5PbXTY5A0Ub3Q#Te<I<o+WtW2
zS%{hZj4A#5)%%N2y?yVwdco#4{g=X@jlMQI=bic-eCjx##J<NXk6+`up|<Yd!|XY)
zwle)Q^zRVlNt->ptcZDgagdiN`>F^3tedwKTk+00WO^vZuUKwJtjnR`snZqy*SX6*
zpW?q?*+s?2MNVX*MCt{x9jwVur|a)u{^i+}+xLU(goG+5_FPhbRyiezYX$S2WmBx4
z+;}aqaEexo;r=U*#||4dO?|HElCr6Tr{K?vxhFIDD$Dv_o>?h(?9}VnrB@`EUh!KR
z62JU&WuBi>k*mu;gZtKU0r70pCj0MS%=2u@`+dsha}Ee>c->g}<nnt>QT2kk!RzY$
zD|IEE>kd!<(pfn*>yLFmdxO-0=MDlhy?@TQej<bKXJOy6SDzW$c%9fEcrOjv(xIbJ
ze<o9;?XC-V0>kxV<xgyur#<=q{zYBS-wP)XERT`izw}D+Eib(~|0srZ-uO%E&pch8
zED2i0Q*d)((!GZjlm3f2zkQN@>i8Zvrp&E^=ZZgkk&QcfFEO<<@<5WH;pL2XL0(tc
z;uypx><pP}*%p+g@<Hpvf{r(VUQd6&KXG=>w@Ll`l^FzYGPNyd{~-H;x9x7X@y}P)
zMaIh?J$dwfN$7>h!(Q`Wggn!%O`7NGqI9-4j{Udcl^4%H8a_>yQ(3%as@?LfXL64y
zl=8j)D^VReq5b)iDZiKwdwnw$ocUbi-1YktcUwNa{@z0~)KSv2V9rf;kwX&E`+m<e
zni0J5&YyW(7|uyqf3T}fn&+ZfIy>mqq#&&uD|Z+ca7Ot4^Z&VnF=N%gvx``dm2Wxt
zvc~#z%j4n<C%JixgR*7>Wks%fbW9@4#KU^|Dv4{ecUq}0y&~|S@`0k@&x<cZ_WkX%
zIjgz9&Rrrp;Pcd=&^f1OF^U^}^ZWex`;>cg;!a+DuW5ev@cLHf8BA{u-uS*#{P6xa
z`|ik1=YOo<me}^+w$1RGtb~7Ue$t9`C4)cpudV;JO?3a;F!$M$H*F#eZ&>S&eDIZF
zIr3rs`y`FFV@U%4f9btb>Hoo4JtLUAhkgI`#@B{dQaK&6kN><T@jJvn@rT|z7O|(F
ze!OPXJkY-5S9I8!_4fnWicgi_pO_rOcp&Wo|MC2N)@^EU>VN*I_R9C$`OEg{tLe46
zG7_`D7#se1e2!`Tvu`tu4BOcx&b=^{5UY3oasB&t)i!NMn+<{)lWsr$nq;@KHZ7a6
z-nuTLx<PN{tNV=)SJaChUT+v)Yq)pLW!t{l(Kc<T-s}tcI{!ey^p2w+Ds?8Gek}iF
zhVv}t{dMkfXEft$-TfY~dL!XK<#FAIzRQ0V?$`Rqozc9$PknA*0H_j}731(8QgBb^
z&R|>vuAKECZGsGwo#2+J+v1B)m_V(3sa`i+ihS)HG)<i~RbR^ZTl{N#_Q@h!Yw5ca
zXALt<ezMATI4?fQuCdfBVMzx|g@AHN9QSgq>5V}LSOqse{qR9&N|1Kre%F+Yyk5t}
zC-q;Hv`G2dIk+q`IP_xSlrE+mr6Rk~tykU`Gf%zEd?Di#cNFW|i!sa^OP%J1Ug*2N
zcWTh@sX^gWgX}eyW@#)9v$(gu>>S_XDX&&ex%J#)yQk(=#ku>ew3n7?EESp(bbLzC
zdCODj2`VP?i>5?9)mXi1O4O5#?=3-D9YI<L3g2;p?ijklu{5M7=+%^<S1)sZPcWHf
z(<XL6>g?9j20ad+%9*}1ziv3`AiY4y?U?qIpk4!^u9}vKAD>1)C|??~_6o06%k!Ay
zf#MbNGnPzQ)ju&d&DKC{$N7o-itOCn)~fYwv}qFLxW7cz?br5e2Ljxq@BT5W?p5nw
z9C`s{!*Zoff)1KnWi2$6ie=wFPvo#O_%?ZY=ZWuq-{)J09neounN_}wB|wTpe4_9H
z&ZSo@6?|M4O$qXJSkvL6wKR`)6|;HwMETzff?ky-u(@&BGgyDv(c!{SE%Voo`_Ies
z{7#EccE1qa;8y&$=*-Jfn*yb)zYq0Y|JpEpYS6}KjCWYC_}yL5;gYmw(Q?hDep*Y_
z7y^}wZu<WJ+F<0cC3v?z<I<@?sWPQ~7A@;fiXAVNI&0b=$Czz$T~Bl6z1y}|xLMqo
zHU~{TzI(NflD^hbHKy-Yeb1)^m3N<bpLff)VPd|iX<*;}lPga#Uy@wzR_wbl{D4&N
zGX=LtUzDFUE@bn2e17$mRWAhgxx1w7=-9$Ajk(-<mBnvUIhIw4JKSczy~bcyuqxbJ
zGxW;KS<epW)%*D^KDip?o5epxBGyj1#iMgDz<xhlNm;PD&<_3puaz4eM0@r=`Puim
z@BpvZ%1;u%cc?e!PYrs{pxUV4n5vXyoU=uP%O}vQmSqcjRrQPT#XFx}&`#)mX5ZJ5
z!|;nipXs+j*na-*6ZUzp)DqW}NhhxfdCm~e9B;X*rgdXc+$#=_BJ*RlY03utKX@yS
zt~`0!LE_lG_p=WqD{Z>A-}p+#Cp9afX>N;8icSggXK;2^F`3@J=;9NuDprhK7Ul>V
zByyX~4fYPGvyUa?{ZJKX4_amArZ!c~!7=D5i|E8z|6aI*^Kdq6z3ZV_yi-`!m@d|3
z1w+Kd_D48sFBNK7rnE`_weuy=Y|67+$K$IHv^N&jWqCss$<?o1;LZ?l*|b@nanc<B
zUEP|iK}EpXddd2g3of6&uc;(7;i(^}fxUQV+l7gs9<$rxldONH@keNive>X)VP<Mz
zKH#q;^m4r&L{->_>0G-MH;8OVeDaltVHRU+W8W>SD3EPZ;eS*crZX>ZNOw^=8YtE=
zan9~d9VMrW)WJ>d7-!IIIqR&B69+?{mNx1t1(}?l3v#quG4Dft`v(RKrp^8o_2NW?
zRBwEMSMBmCLf}SZx7*^AR{w+!1RMNmm>=YI_l3ng#$|~s7Me==iUoL0WvF7>-IzW#
zNUPb~M9Nq0czoD}<OYERm4I7;VthT!$9}Ek?|rua%;CQM|Cz%W<~BavX)e?2HaYaq
zCML1wg-StUD>$ZzO!QJRigLNceQDvvj6I9xH^jJvCArM5)+=RQ8X~{+iW#`ws=4%v
zy4Ol4zvt1KOaFy<xoR)f(^y&;;1yapr~1&sdwjlEpK&g|!n6GQqA5~~rrcUIr7PTv
zw`|J&MWAMAX{6@VB~z@{O_5qPMe9LHZsF1^;$AB^d#$tpHHfdw?JHg^`*y0w)&JFA
zD>aseY>>Be?p5=j_)>I3(5pfo`};1(Utf8?_PUah_U6ACCjU#P1o0XK)qX1zIm^PP
zy;Q5iW5?oi-UnEEbmwnxoFy@9<)s6~UMtlO+&|#<ppYm0px^;{ua(E__+HAo%d<BM
zd#!YnSpCuRK(oY44|&$Mgd@y90yRY${%~GlW3xW>n~8gB(A>uLjn^CF`mU=zt9`br
zKlw_=C!3kun!>zf*=Kd1P(7aQ-*Jw8&BYWs_nxo&B=l-My;iO|!1<t7@aK(<r+ApJ
zb$a+Oe;s!`Aa*-b9m6dKQ&*LPh5JlD*dDuAl$>A{;OydOv9*vXLRHD%;vV-guRYzt
zbM5--s%A*(AD^MrDDV2Da%l*Ef?>h>jz5n=(s@6$choGH62-34?ZJNhr`dt11-%_>
zz8_CtdGU#=(OxF8iBj+4mb+;#-K>&nGSfvfR6zOA9Vdkw3%hy`3dEe(Sn8IrM(Z^5
z=eg@eCmKquPM8w(wn25-htfIm{8tL*<i9z*p=`;kbTfl!%}^K3Q0X0v&I{O+SRONG
zu&X3<B!0HCKIYtb^7;Xjr6Hw)mYg<>GFJ|T7q5LZ-8NzAl(TaegnEUtUy7E^HktM1
zWus!ud?r0>+3gGq59B&Xy5H?6xurSzU}bzqY2D%}TtQy7tS*Th&jb55swS^keD<Gy
zYJ%`5VFC6pfnK7FatvudGS5i)&QsQ|K2Y1Bes=o-rllc4tFopVh9pb%sukOC${ZFr
za84tE@q^8=c{)o@om@Lbi`j(r8e@3S{PHU=`EuCL>|JqX=IK40i#|&pyZ4s)fRSKl
z@s_tbAJ#LZP6_gw^KGw8^<^)YZJi!#g0j{vo_n`%-`2k!&t|D==Xr1&TnXoT!LjD}
z*OL(j^U}mq7V`H#v+oXCrBuLf;N=pw)6!nt*<n9N49h#FeWj~DSscsSVzWW&#j+_{
zDoUPxuV*uO%UqwySiFw8&+6Rur}wXxR&8Mpn^nELFMD<(M@{hQZBmC%yefN8?k?N9
z@qG=8b3^mOwmKmRhCixG&-c8DUwm?UN-DpFm;~Fjg~$5)KDoF@nhIJzZ8yv^`5!8G
z{73J<2M_<~Jji??$<zI~voG|y(gMB@j0TP_dfH3vj#PNWEt>L+hl9zE$t*EKot^pP
zfrzD7emfK%|9UUQ_%@5pf+<yUH~3AM?j5e+;4i!q`RGOcvY=PCJ)yPoJ#RA4&*JSo
z5w-M+;{xV3*R5{FXCJMPxUf({k3-w_iLQGj%dyEN`GS^{pZb~1`Y++N@^6E$i&T}x
zdV{*;)`nLS$D;BRBpl~5?qhVbQuWAWtzo*;v++?Z(;ihNaoOkj#|wN{wI`<jWjyA5
z;AcqK1^JE>0m}=gu<bi=qhGHl@%u;73k=Dnv7s(GeDe1N57bIDRjPmJ>-aM_D=yhE
z?BLWh>{Y$bqK?Ef{V3--eP+6=%Avq8Hf5JoMZulwr{{v!UdSDHJ{re!eF@`ETe)5}
z>yOhJ`WU6UPh1Rny47%#qUd>0Dg11ft7a%q1+Vf05Ag-_Ix_gV&YJe_PjZZBnf1Wn
zUcn+gE9psYi%-s|==m^<(ZOD~#`HhyAJvBa2MQLfXU{2~VtQypip=DhY*T|;8`nx?
zy$zLnWpXf}_<qO2ZB=nD+tQZV_qt84w)nPE`}sEulUZ|)=rcvQ9MfF-$Y71+{X+!@
z?0I+uCgxw>dxMux{m*;D9t)eRoQ!qM`wn-^_-xbG`uyuM`9*G^nxs;6{~N~N!b?MH
zc^<BAnBCwfSEKMdafelmzS1LudloD_;u9q;&67Z5Y8f@h^|ce)KkQ~tKAPorDNsU>
z)7Rw*pZu)X3~N~K9p!lPurus{l<}%QXO8u(QHu{>&jc+R=zo0P_Q7%kr(0W(aMYID
zy5&7Mxz9vJDXjMSl(xJTEgRpz_OW<yEj<Y2m|1&T_OpCwKCoEHC|<Lap@LC4`~^>s
z0^?0bg9*1h?I+f6UccmE;*F`lYBKk9e*@`|^3CdEe6Aw=d*?r)14kQm`>yY9oTjuX
zT=OgEhvWZmTfhIHv1(o8|2(Oej6w>Wsw^+}dWpLT1PHha28y@{K4f*Az`rKJQA9-0
z@nE=!tDx(IPhBDt?^VCQ#L40$<e^`^&tA<sZ<6l`waILstLIftn!B_3`JK6UZHv#_
z9$k=~qSAQg)E1Tru@B!}zZmpw<_r*!aAkckX|cNG(uV(z-OP6VX=3}tbx-bM`opu!
z%}sCN%pJL$D!*TO3pZ+-t*>q97T1e8aQ*rj(WD>)(2ywTy3cx9DXCNYYJY#Zo_lM{
z!v_bO%g*bDuai;tn`00%@5PG@CnqNX!I+qs6~W8-KpVdk54UZ}yE{wDG>bt&3AAx^
zU+wRrx3^5~e!nqh<B^!~`1O(F$0yI3GiUMpTbGu4SN{9?+|$!@WAz@#X11Ig8yxFn
z_t({)n`=FN<z0XKzo5fVigc3eKr1iiRlnP*(_jDLAUlt=8BfF7=<S!5dW(Z5UJtkN
zZnk+o+21bl)D+D*_Vse&;%}GlNk2bt4de{bZ*On6x3|0ZrHTmdDt~|OSg-WU%ggzV
z)6cOen3+v`@L-Md5ztwipl$dJI%3>Qy{0C;zqdDJWsvIWV$iAy_4zf2R)wzi@blYt
z``MS5mswa?7z!R9Vr61t`tmVCN9@pH<M8VxWo5^%U!M-T*k=E~U)-Q;&p#eymw)m=
zwqVX|^ZcNVNv;=+9Ibi+xqbvcP+xk5JHynrTzhHIg|6IuqZd+=H`#i&PBZr|X36ID
zIq|Ax%brcUZr<8;?9J=f*;)z0yH!+GK_ly+Z9G-q&6b%R`1LjF)nm}1#h?vk%Y0^*
z%-<ikx9Z{|SMJ@<fBpO^`7bhdf1Rz8)74d>mL)F)RJ~Gmc7fJ^oB(Y!)?UBo5NP3?
zNk%|l{geH_-&r5)mp|XaDJ)@>;;}9F_qVs81?v*VX*{W?r=2a?6SUOp<-K;0-(Fu|
z|9U;YtkscgYokHepZnYYE$Mr*8MHWh&)&Tszn}M1Trub3mds$cKADqqEQ>4td^~O}
z3%VS^ZeITWzhVu(v&{<c*M3jE`TW+_Y|skDqg|rEBtVnq6P4XLxVax6m#+tH%(R?V
z`0>%voI5)VC)=ocO-XogpfPgZ^(CIdd*4Rq?`1u3YO1!RahlJx=b$BKQl?oSF1pJL
z%FE|(_nm2!`r+fphcnaXCEnXpd1k(S{C~c(cXwunt`1ARxqtO)?RoR&fu>cit_~00
zS(NJ5Co}Wx3vNz9!xU$2fqNEj|DQX+v_(a-vGPT5!#A__%#8h8{?}gQ>Z#|u;`dvc
zt-|ucetm_D7cV9yCH1#*i+kOA9-tS$Z_e|7lO|0%a{G2P!_Cd<{_B2$?uFj-{a*E_
zx7+VOi<A?bc;!mS&CTikYofMlxxW<_5?T_p)Qjna`uv(nkBgg{n^`ABZcYQAhWF&;
z<Vr#7Xg)a`jfRl*aj}yoO_H(N?myq|m+k*QpU;2xJhTRKJ?XyM-#WMN?5PZniHTvE
z0NONscOz&kF~i62-_L){k4{Qj1m3n#`MB4-NcZ=dnZ~T33#Fdy>hA%q?PCI6v*_aT
z<l5TkUw;eB%EZ#s(>=9?COtJPc@c2<$wttb<W;=!Cwu!&pY>$jdNc3<)0gd)wfa%d
z)>b4~N1d3g{C76j4VCC+J~J29cee9NPka8)EdSn`{}#)ZEqk`A|NZ{|ap3C#KI{1B
z6@GEAyS65h3B1GLFu%Qs!@R0jD}CNhnmie_s<rLJj^yKgF?)|+Yv*=|+Ln{qq0?9J
z=m;m{k*iljlai9&Y>V7gvXY_byzTcCt7&uQ=$K|*5pV#lcUqiX_v__yCXa-K1$XvT
z8eiWOzqcxM&YU@K>?9&0Hzu{tu`1O%UMpu&;J{E=Ts-;22@lXt2?ik%ktN$RFD>b0
z0BsBC?CF_udAa}Tb+NlszP`E&I@RwK=wd9}Wp8#Y7A>gDU&ds%Q}+MQ^Yvfklg-V|
zE$jc)%=`8G@Avzl-OZr0>t5S!%ekr45V9gb(SOsE)+bL=R)(*i$0Kd#lXquF;q7gq
zt3m`FK>O9JzrVYhuAhExj_37n)8p#|9p+U&n^`l(E*re^@!69nPfBioyxaHn_4U)2
zmU<VjxuGN04PNqedb<Ah+i5p8Br=^it-n9#`;M=*Up{`E`1<<#^y<AIJ`{ZX{8`u`
z?fksC%95KGJGb*Oomk>I*+|yg({rLx>M0J;N~aTr^Gjb}yZUsq-I>yNcOqR}`sD4`
z)z3S0`0!_){mL`AZiF0A`*~s}<Sc9<0Re>u9w`%z^R-br(`?Qff#%D!J8s;#VRQ1+
z@Avz?_t*V>a^C)b$&Wj8W|ciZH&?r1ie|9e^zF&V`<PC22r7Rm6YF*b9jf2ZBW->z
zv2v4=p`qdN_uv2g{LDJRtyju(ZPZql3GwxRP5rOeKbh#xG68hD<niZwemv@CI<b2F
zzO3&RXJ?tRPH5#8zhygb)+{YvX)_UZb@iF{^>y2>|9a5O&oZHnSK7<V%d0Q-OxOB-
zzq}YSudRt(mR$e;?{)^z5%%rV*wlPxC^VG3xe-{eA!l2)rK6)q-ad}u<)x+G^HR%2
zf*EIX-B`kKV@Kg)(7tqo&lzzWB6NZ_rFb%e7XMVfdcE`cJYk1peX`jTN?v;U`d$^C
zxt1wvV^S-_qo+@oo;SF@K3>0J$L`&yudWW~-T4o6-r~Q1|185^T$}my!a`@zHVaXQ
zxQd6ZG4b}Anw~W^H7o@uc(UdmytX#l{IcO|ox3MbdMYU^Z+?^f{M_84FE1|Mj?-3E
zb=~*#ne@#ag~@$SPxonuuX~a9VsrZWW!7dD9}*a!{CqyYe8u_8%l%&`=iS@0lfkI`
zUChP^on1Tsw#(NUxYW5Dh;CTf;M>J%XlS@I?)%w}(q%KQ@@S|>=!j{?@7u!wIt%FO
zuK9O&mwWfi**>|n)O%)M?)`nSbLPxBa{j#kqD6}?#qN&VTg7zZNT;x?%aZEv@7f|I
z*F>b>2Q3qf(3y678|eN@2GHS$e-#%xwQ^ZnU6-3}mMi4oHC^xRg*TsmeSHm@zy+1j
z%g&#fX`KFK>GZf$myO)&F7K<Y&b+XoG3WL+-}}=iO;UP#YU=50Tjt5?Ms2wue}UoV
z{`&oIZf<tJKV5uvP@bj`mjnmnGp6GgvY7rS@0Kj={d2>IHD{7+__~;hoWg21LW_3(
zbd)pAngTlh<jhRt&pNj+``ha_)O@+<zVqGV7Z(>Zd2|Y?s_5zIUH`i!^RgQQ=p;%|
z#d5j2_|p^5$UPN>%Ra9;m*VK?xT*es9ixk;>hXU0^ILT!J3BiC_4V}`L8pb?+_ty$
z^)w4>Yi<S5fkQiXSo}Ty@4`aooxA?+D16MKQIcBu<iy01f86Hz_ok?NPkU0ysjU6x
zD`=G?<C2t<lP1lW@uFZp=(3)b!OOW6^z`&5&6u%b_WAi0k2sZ&l+9SQsKK1Uy&=(I
zf6r{e>nHlph8$44xv}bN7UL4PUa4RExW)BObnEZa`1|W?@s9m%ywY3>_W%DB&r99>
zZ^QGWHouOF$8&&IMLNs_pK>fGlpJgS_ucOIDt2~uw?7LB3xf(OP>V(KFX+~4^~g6L
z-)ugg_Ig8#s+yV`=mbn<_r5FNLB+zW>+AJjUtfRz>elG(dAbdtrr=Ji`y8Oc%g@gb
zH0cfsK^9ilm)}=8wQ_CBzP^rW;^AFoxA)iokNLha=cW-O=x{luMYbI8@9Yfz_V#xA
zlo@=1AtD7#0k=E$aTOVhZtyINNS2bXdZAc5|LT*aQ;IUeMC9bw{eL03abM-bL#&oX
zPdZdoRG#eWm$R)}V$Arw6?6z{xBk8r=OrAwS+|;6-v%9`BqS@VJ5@Ve%)u=8)|B)}
zqfJ>?weEgAesN}aURqYzqQ#59N|w6izn>!{EUc^@w&ucGF3<%{y3yM_ii(Q*e&5(x
zoNjeK?{(O^7|WNJm;3Mg_wVkmQg6_*PqA*-e&c`l|Noo*`rn#!5v@;E=TBU;sDYp9
zZO@C<3g*F#vr~?PZq6|}{{P#Xo52p<hhw+r-OWv}Qu<$Y{o49?`~62sJDxmAvHb$N
z$*1jW_1|BmKVK~FUy^jR>(P@ZD(CJ0*YutF3OcYn<Km*2^;^^2y}Y{YUW2L>-uL#}
zp!2O7Le@r^hJ#Kje0{Dg?D>Ar$!eSm{r3NMIM@FD^ZERzZ@2SL-`QE5dc05erd7V=
zQP5J0!t(OzV!BZs9ck0zb`&Jelam6S68E<{Ws1FPoQ4+H56K5AAB-*t>S|BhhsaA|
zuGXcmu9W=dm$R9n_qlKO?Acp#Z-;HmzdtWEo|&ERjM<tc3oPsZ?E#$-=QUL;)#HVy
z8>r$2ZNMnqroULyG;0dOrOoO7yN`oT6}q)06Ld7}Zu>VIH*N&A{@d4OZj5+xq*HjO
zS$ubfT7d)TL{lZDxmKk@4tBraY>xRJ84$Cp#Pk2WC#H4xyuQA=`t^NmK){4A@9)Pe
zDJk*1v^EzJWz9L6=56{&>gUFpTsKs#LC1P6J(=_L)YMD6%iov0&TQwGKeuW91<<X<
z{r3M1eD-BtUgr7#-`~$qwuDH`TikkZp>sQEVPmA8bj0N5A3uJiR4L3fO6{7W5$M#$
zFCWJ+X&I;!Aqcv99dyKgWf_-t#u~mVHyeW^$B(~$=zDE#&dp7HGavUZ^U!$kXcx#8
z+B#z0?`&ts>MT8)G;y-J|Eco(wbRelWX(=FAa(e~qen{H^X?k?xMfGU#R<F4=m2d^
zWO#XHW$?1({eQpBW(eAxc9v=S=~uGvUcOv8drNb3^XH=>^W{MsuXk;lV^di)?-%H<
zbcSEwg(m#}^W2`zbC&g|RSk0uIF?S?9P}!2DQHr|b7@HN(kb%;|IVHvqVn+J!z0Iz
zEt;ZaVq$W-%u91s*jmtWlYw4}N@wO+P6ll%dVGx6VYS-lW77E_4sq*0c>6YYM$gq%
zq0A4SoSe)zclw+;K2A<eiA5sjE-g21+$i~NmVb{YW2u7irvuFV58k{vvoZPjn`t&%
zj_dFLb4b|V=HMh%?@ub(cXyR)MsL$8EGz^ydKpUI+z4F%B<#w@wST@mpI`rM<$7jz
zK86cB3X}g<Kgn3SdQqDqSA=G$pan|}w-1{a^M7`kV6Us@kEGPpSUdOcw{Pc@P5Sxi
z>CI`+PkY3~$V^uAeRN}Evd!NwmzOMC7PPOXQq5<^g6rX?U3at|Y|Xw7s_K7zeVx9-
z=4hjF`neAen)%aKoy`tCur_-8xe~vVlT<VB?Xg@i_2y~LZgKszhlg6<+}msI|H;bI
z^5Vv1cZO}bx7i$)`_27yCEXEZdhET8$;Y3q)L+d6+P4Q<c{{_pTyJgE)>E5%S~~-c
zAG|!^rXZoK!udcm!8B^7gYe{})~yD$)AeFytj?c4-F?6QzbrpLf7rU1lRF9@fATzZ
zNBe<k_O%HUCNyl`TwK=?x@2eRYq8hY)+S$E<f;?5N1~xyTpx5o$(*@!OI>FRzJ9Kt
z&UGVc<BOvYdIP3O{@$SV<k2BeZrhf7`_rGe2+@MSzrJQ(Ung7p`<toLo<pkUWv_dr
z1vo?efBzQ?P<{J9>wvEEx{31A&!jeZ+JUxEy?Py@zvqL~J`3x&x3+qhyA-ly?>Y*)
zi@0EB7xT4Wo1UJYKK;du3|p5qg^!O#&f8r3yNvP3_3Piaxw5R;_~_ofdwkcGwz)?{
z%<!3M<O-@TE-&{#UtE7wu>0sDaTi0Q9KH1-oa#Ccgf4^`X+Ow2pbD~n_R0p|O-bM0
z+%zhD<YHO$#ADrW3A>sd>smf9E?a+gy8ZF_4?!Kug^G!ZiEXDtWIDRLFHd&jku-9N
zt9&ZD`{TWBOO`C@*uQ^2!=}{J({g_Q|M9q=bway*-HnWk@1qVKI`oCb;^$O5WAi7W
zjJqXFCeGtL6Xey)CK3><d6n;nz>oEg*9{Cc4M0t)ZFzUSrfP+*2wfev?$->PN~7K7
z@6#?X^97wA#pcbiZ{I%9)~XL53eL^3bZ%zj&8t4QDs;7g;H#^v-4hZPJTwwzx3RIA
zVVW%l+O`p2`&D#x*xE-I-Q__?F-FdN{N~M>?Dc!wX3v(Msug-_+yASp!<mm}uidsH
z+0;IKbr`R||9Pir$1HdP4=8=w7o^4YgX;s!H0Fl~L>>q$uS-k{nlQ(%R;mGXa`W}t
z9lLgcYBICjTQ2Q<vOPk&veDb~R5dg>`1$)~wr;OlRQC3kY5WsSJ<xG#|Nj04?W+LY
z!ZOdcx}doD^tU;4ECi1pKfbx}vD<-=18zyX|5d9eMo3KRs8Lj!${@dBN(W2V2^GPO
z7MJ>iPQ_}PMr(>Lox&CD)q85$+h(tof4x>pEWHx%wNk25w!QP@+UV^Z{QT^nmNhue
z&Mkd)Mf1MQyj3A9CnZ14-WU<FF^M%nE1?0j*4rrc)Pz~HPA&DG&hzr~sj1o~d3R<^
zm@pwG+Rw)*S?fVgfY(lqrEy_ip+XZQ5~c*b+7OhrE@;)3=DWUZvzTNX6c1P|y&_z;
zE|UERa|DwK<2QzS?WH~3TTFIpgEu+pimXgIIjL2<r%^>!_2aMC>o4!E{+=YiFOlWn
zzkh$eUXOosd%OPai2P{1xIHK4SQcAUd{}Vz@xp}*b8c>G6;}5XnH_QWQNzlH&FNep
z%mTbLuQE$;|6vGW+IJ#T-AhydfosB!jyHl6?>BlL2(UiO&K&LXL{`v}uZMBb#ZN)A
zXFQn|yxfnma{ga2mgD{M=?@Mx^2lbr*PbL-US1wo`!#f$UTjr#@$0)ze}8?I?fP8z
z`K&o;bZe%0e%!XVXTD#zm^68^WziFk1g!^aUhvxJDgD0uFJ4hee(~9a-If>pnGcBG
zNZOn)d?7}2YTz}k17)wd1qHXP^3jzQzklROd{4xGU5!VNAA{~N1YHcu6+LBl6T4gm
zLj&l-=F1y*?66q0Xc1S$BJ25&kM~cWGpDD&pI=c?u~oNkp~TV#+s4&in&JzzKiJRy
z7cBEaonwcdlBe14bxiLX>f5%3H-3`*7RtgTvtwSTr&`x!rgc$UwHU6ik3awIxV@3l
zB+%tJ8#ZiUn)K$}kyk$3v#+o7dH?;=Qtyx7zb~)<|BqGwhHTH(JMrt|Z0F43DUQ|>
zk}#d6n~}YJ^MxrNA8iqtV%%WL_vJCCO4^O|+PN3~zHndg*1W2l%ezbd0?&y{-xg2N
zS~%s?*1Qb9WHq&yGmKKXKpVjy9B6FSJ(c_M+cz~04UQ9b%GXwfu9h%JXm~kuHfS@b
z!`D|=H%92JiQjK`cjML7;mI2#I5-TRGq@EkU-!SMkn4x5$>l=f2bF@H?DJf>U8Np5
z*mI_YZMk;6aGSMj3hM{G4FbNN_TAgw)fmtI7w;aezAaB&cEZ^wdIwLR?yma!>aN+n
z%_}BMo-*ay2W9u*>{%(t=1E4mocVFT=1|Ci?T#*b9UlCGnHox;FMZpqs^s5sqLh8t
zE*6$0GdHbeVfyGWW$tS~htp}IDoU~!)3&5<ep#>dAboRafrFXwWTlgDMK(y*rRani
zf0<?aU+O#Pl*?9b@q*&w#kse)wW{8d?OfSV+z_;?Jt%8)(5to}ttic{&YEBEygl!8
z+)hC<BXRS3-VMgdHXDOh^#^6G>QL$O*b#J!d53(&?9k_#x%pA%Tei$pQ?nA+j{}`1
z?laqL?FQGAhTDS={Qma#@vEz=D=I5*>TXYeBmp{gkpZ;1{a0yjUE<uo+cGad>pOKN
z<i?#Hh0WdKrp~E%ca?HSN<B8z;;Rt&AiRO`#q@1!nbS0u#+}KuR}x~c;Xf1NWg6^d
z%eBWX%2jn~NW!c|tQL%W)=YV|a>^>UGt7DnmD*OBMd8IiJ|u$f>e=`2*Xu)Ks>dTl
z3sO>++<koQ=6hy-n+E|WdOK_X{QVobuf{TbecaXS)xMvL|7|FJ9p+GM_T}^L&!<jH
zPv!pgzd=#yQ}fw<N4-`aJ|KO-obQXNknYl_QCmuH6)J7gcpD+{!N$PdrA&J%8}s}{
zl^*LE<;qMxPwVW|y(W>cy1cOP!NPVqB{elReSQ7i$IpJ5d@T8QoSM4&=CZYE6~>|)
zHbz{oy0<c|cCko-Wy0#Yf1@u<Dtt0yOXP-9vAG{-oci#~`hm6kFLT3_eUC(%QjXre
zYkNA`(9kgF{<_xFv-u)^I%j2RO;-0$`~2*zN!FDW8;<T=yyLRyhQRCt)r{4z_x^2E
zW{W+1MCHC_AD4yop1pf_mb?@KW#OsX;d(iR?=;kWXMqZR4sPz`3kw|od^pTs9y2E^
zQAl3?{JFW-j62@%`^^<O>(9Xz{-^&hd|H2R$&_Cvxwm<G9HI}K8fuD(gtOX|z6t>?
zbMLqRH{)f*Orz9_FBjdp<5pPDS?WD~Q`y^FCHF3<9oty@yKK_r$(&qVi@c_4wd(rq
zO9+v;6t+d;fvkhBg2-9L)yq0kUQW$P3YxMZLg#20qr83HoUPf{KfT#}K4`h0Y+U`{
z(rvl7+m0sfa(N<tt>Qr=GkejWA0M5jJv(>!+Mk-`V%rQh$vg}cl+;w>@AU8&tc-Qh
zleoISvvcB`ySt|+9&X#1aZzc~q%CJaJKt3m6&cghpC?T(E<4g8Sn}qEpt!hrpN!=p
zcllbE)6;Yd%gXe^6hn`4-j+JgZ~v!2(W@vuDfB@3s-KcPMTdgCel84E&T5#p-E#5f
zkbfb{=7uL#A0O*YzPTyYXTF_meLd(NsKcMn+n+x>8#H!jvu@qGR^3I;S5^czUtJw8
zEGl|*e*M3blT^Kbd_Hf#v+}c=b=ez@oR9B3qPF}nk99040NMC_;-pE3rs+oc&a=MC
z$nB8n+Vbf}XVA4-d-gAC<y-3Pa_{VC*H4XGYA#&7c=6(oU%$k*S*Wpk+}%}bS@Xl-
z-o1NAjvQgQu(!H=nqF+wiAj>~K|w<8e6ow&dZi-UG-f{O1q}tWa*KiXl3SI%iMa9T
zj^Ud-J11Aa-#dMhs<)7!U|`DJ+j;l)WcK=h^Y(uCM8K_8v6SUj_X)q|U&e+f&0SiG
zpPyr#wfJ}|xA+X>biUeOUo=xr_8dKXw)a@CwD>lOa+CWtpLs!NRq#rgXygRG(^&KD
zxmoTlk;tdnEN+?)3>2;|*yrQ(Y3h|LA#HrJr+$8ZzA|Q~5$FQA;^*gDb*Fh69=U$~
zddR+?2j<HC&sM#zma%k7Zd32PjKTwp8|zOj=y82glgE0--$!^$XJ@D9#Y0IO1GeQv
zDk&*}j`z@w-lmf?anlk5-wWxCtG{itie0;Hvp>Ugo0#KAjvP7iMDO8^jma)9E)O0)
z1Z`#Gik?%Ws?TL{#X!@?hiig%___&Grhqo;>gl<yJv3v+42j08f9@=D<-T+04k$~g
zUSEA%spwo8vm9I0%{~8kUd;NozteMK;;SnwTUuHSvaYN+BzE-35f$e0)4%j3!utxC
zK8Oh<Z?2a8ur26SE~pWfB=Y=xwjSqHEz1z~BS(%bVb~!pR1jf!YX9%b2cCkFX?GQs
zE;pn%ID&HU5dk08oTMNV%kp<J&(F_4e)Onn?4rrmqKic~h$oz9eq&YeJT%Zu^V$rq
z8%LI8B+dP6mUrjJIuE(zDNJ#UKAU-cgS@7)+p&g8mhcKswwXL<&Y7j&(;0#pXU`BZ
zeYfmuyn!DhKkJ<aW3QFjUMsT?{M_=dT>`AM_~)lo9Wm~8>())t4qvz7sG*_Z#)o-P
z|5+cO5{wg`80O%dVDLdHz~9BH^F*louOP3T+Dp^4moAzTl<2imCpL6yP`~EVKCPum
zm$C$BSAO@|bTq4OUBt#mvU4AuJF;X);oDoLeR8&34zI7R<&K=ybnt?LhoB{g%$a2K
z$&Je#*cDiQ#A%lLxzugWT{2}A^BL#jPq%pXaQ#_0WtY3lqfZ*mCuO}75)_h;_wCib
zHr>akOZeI=_tIBa4&J}Nf5K8tiLMYarlnKFZ@t;My5kMww<Vgl79Pl#oMq1;BQ{a~
z(z#mMAN&E*H$n@7W{aq=3SE8dNT)D&G>@?GWF8soGM<JuUTLv)3alQ1n-7{Y#5C%f
z{WfDfJ2gl$wU^<Q#?q+evej~Dg@2bcdSoSmfP}jLJeDo(Pj<69rycNGx$OX-py!$7
zaK{6sf}WdhmWvj!|7pxN`(4i{=NNopWdmzPgp1N=kRL#o4u1Id&Fpf(tQjJPesir@
z9j>kl<&K=xba;j2hxZP=%)dUe7-<#0ek~;V?Kg8{#<Q2t4)7l+_gc9rvUDA^LDSIB
zXf#_yd0y2kO(!R(AHU!4=Z+Q;78aI%=f;|IMdX3OEFqf-$LoYntjSor-q<RvmPbZp
zq9lXY%IOV@GnT#R-~8f#X+n%#s)^<z7gyK9S64KfnwvTK__p0X=5r|Vk;clED^=9h
z!5RDG$B#R9><|zVa`N!t;N;|N)fHk`w{D$<_49Z``^6$3coUWdy^7sp)cW$Ct>DWE
zhwJnh8ND>c1wB1)i*p=d4wSrQ#<=We%;7~-ZuLL2oGS{O61JRjc1Z{5Ud3Iduh|al
zDt(=CeO>IX#}_YNba8iQj*^(v=~>pn5xy=)QA=yp2G^aBJ-xh=o}HO#VQDESDe0M#
zaxv0VCvuZYV`HPn(!BdO9D9Ne{JvzS{L7OqYQfsKOj{Vsx;j*yZ=cSPJHPD;Ls{C@
z%3D%f^B$e+H@~vv!;Y%2_a}S?-4r{SX<xxZCWe3i{-sGwI+?ps>;9(H(~n-h%={Pk
zq~XK~kD%aSP7aQO7kgg3$e1*F^2ZM!6il{cgzOR(eDvrMsQaRzp>g6vw#1?a*C(;B
z|7T{eKDV>5O=zOU(ktIHHott{_~}4)Mq28Wphkx+9Y>h|vp&;UTE-N8@z8XqhWDSX
z<R(ArT+4KCZ*}>y$IE`+R9U`c*|JxszUOs%p4H~$<gA(%USD5tV`EcPv+nAt2M-@M
z?%rKp*D+mtO)>{R|MHxho7!eC=H+${^5PBmie*x2d=1_(QC@WMsz-wP2C*58J;D=R
zGmjr?xW}OMiF+3FHR%I!3rsIKx*Ym!CN%j`*IK4~+w<i$H8o%M-A+4bWO$PA^{n;F
zm!~Uw2i5E-dwXAD>WmpPa-!0X?Rply$i+>3!J*^7Bv0_$Gb}zd;T~HXWB%f!AFP<y
zHhlD2sUrAOV|ne;)QzvEZ%egVX0&G>@0oMWFUn1o4!ya#d1d^5yYKg^^Ao!#r>|M2
zbYYGa=&ZH5R;6ERpP!q{d`5DE=Q+c(=PZ>?O{apo?(372lQn~v`ShLl_qh_r)_v*C
zb+5WQww_sx`&srVC~bCmvY_LQ@I?K_#*Cc{eY+H1Ut0@0KIzM=tK5Q`Ifb8k-ttHo
z&0Z*9@qqDIpRD)ub91?abc81}EiHO_N@MAlvnNk>URvsXd9geHUH(HEPR`Dednz{m
zyLC}=Lnx#8QOSb3q$y0_Sp9C?td}|QGkJn%<EFg3Ru0Bzqc&d<NngXYBk%4mhcwnZ
z8<XAD{N}8v_L@E8&Pt!TR#P`@FgSGR(2jzKO#A<Q;s#a2@%w$+j@l?IEm^jVDQaEm
z1)o!vrZ<-@TQ+IRlBaQ6UB(ao9MNFi!&-6HEOtrIDao^qS?!?Fg&AjOo4@|QK63Li
z0ae4ch0g6pRbMiGeR;{8@%n(8TDfvvT^$P>n~;PAXyWtbm6gJv6G*eKue<8}@r|Mq
zU-aRm<YYm?DM2i3Y_Ggb%*@Q(pGQw!zj<@<zGHX9Tzi5JC^xz{)=vrIo*Kk`vB=1t
zhsXSdlp5QlNs|t3%f0>OdU+F5-Os1fLC5_!v+*V!?*r||46>g#Yu2e{zOyar|NW6o
z%riGE6j@z){pQV?%I<v^b{41C)YKG|moLw~y-mipYD)I?bsxW8j~5maIussX>-zK4
z(~qA%J-V4b|LWNz44c!=E(%)e_2bvCPv@*>tzWx+ySbj8UPV<EXwFH>B%`6dogLJP
zVCVlAt>UkFw275_Md)g=dGqFdd3$@h_jJ9FpHAyPe)<%214wE9E9<#2+6hZTe5Y=+
z(p7SAoR#6Jw~p!gg-LNC!V~|xabzXw{Qmyl|9i`>vbRw>(|Q(OJ1SgXUq8z<d)m1<
zqGDohx3}f4jM}<tWrOcKE5G@6XODCWzr3`Rd)~ZxCGYRey>KA_bOhlv-DnR_&%`q`
z40kDqMnp*L|NBi^J8Vq?Xs|72#{~JhAB+uCwZn~SeiW$r%s9}-D}7^cwRvJ<;*TF0
zGi%e&%{kd`|L?>M!(`AIABu{KB`+_j-hF@8`u(26b1aL0JnpxT*p?%yzvlzfdAr{_
z(c5xB$60w!Rula*J47PFm#;4`V`{tBlE44W1B|xUie78mR;GLL;>DuvAAdfd&#eF&
z_s-AHXG}Ri&$d-JY+Ywp*Cbi%vJ*$U#ox-^-&47nK}bp}>cFI#BJPhKKYn^*qOy>@
z{QQ>@K0ZB1jvVPYnso8Is+yXYk57+^ipq`L*|TP?dhhM!HEG6-89ue?SFZ&+IXNwH
z=@feO^r>oGTpZ}m(~loNPTW`f`_$Lh*Fp0=YQD2n3=Iu`SsJIGo1zuE>cqLZ)~V0V
z%w#&T(7FA~<9^$3Gk9by0$g0?RXpO9G)QRZ=m3q+hpms(RrQ)O;r+hfemY{^Q}kk^
zK>dK5TeGJxS+>k8C}>j1nux%(b8|G6lo~*%3%=j&*vtmH!t3SzyZ?Xh|38^szUIQi
z!sp^QYsD5VUd$?RAiQW{^QWXHKL$39rMDR0HkNs<{QV}kaz~q|-Nwwx(=yi7{{D8S
ze12JXS8-$0+uPfV-|zi?X=`@4gZ4Yyj0+0O{N{4a@U-yhIeh!JbbkK(l0@^#>i)-W
z-=4kDxqVqS=+ucld-r}lFMps%()h!-Z_irA<2<f!D|&jWqPn{H%ZtF;`*SRdi&P(1
zzu$X&U+wQ3I|`NOT9>Ptm`v#uR(}=wfQ?`74CpXgZv8!=CXu9Jl8f4M&D%X8`}Xbo
z^%0bvHY7T`w7kB)K6q1#r&jnno{WVJ=6QD(I5x9YscD9XhtD$0os}08x+>)2|MKEu
zWep9F?Gcp~6-$iE@1K0)%DA6(PuDa9=L=d&Yd3FRd-kxY&nHH~i?SPTZOJ^$%x}XW
z^1d`-HG9d<qNfaNx4pO?Uw?LyYZRY&FyrhyzMvt?RiUddtq4>W(}`ek=$Etg@bgns
zQ)^2*JIgTto=w)ZH77w=Vm&!I*;v;xa_-_a9cM4~b_j@yx&{Ra>FMcJ9n*+b<@#@x
zv~=0BSMx48><U_-)HHeW<yi41mP(H!ic0a!@yr@absQ#i#GL)7GkMX0oyE_0)ciDB
zw{D$D_BEdP_;?1hoEr{BMIez@orRB6LJs)OGGR=3e{XMuj+ilLduL)qa!l^#lwLX8
zS%S)LDXR=~efg4SPy1;9|0h3acInB->Thpu`sDup{(gRX<=s1Xemt9<pK);!E9gv^
zt=ZQ>=X%T7R0K>fzq%@P7t^+P-Mzg_Q%+8r`D=Cbc0KFzcUK<2ynFZV*Py1ly1FUa
z;eE-+`vhfVe0+R(mU>T5`~L23$*U`x!SQ0<uKU-mY$)#RkeGJqlFIuzHkCr*;o+yI
z>*t5hj5>S1SK9p8;ls_pzP=U~5IFGl_4S(@liAlsZ`aG1_}RyeHD+^~uZ@jOM`!25
zCnqPTNqGq$-VlD`@Y%Dx=H}aFww9KbZvDOY%&N75pzGwt<0=}z->;u9svRaEEPVLU
z(eBJ!TQuwceigsG-2eFD!^}%XmU>NP+T^zkw5-dj?2X4#uc;YVRtWC@_e;C5@PAmh
ztYwi3=xPc*J-wE;wom_lzn?r|g2VfJdyT)Qnwn}aHL~4vhj&KTXTFpR3miczUa#MO
z%Qi2&j;)}m=+VF5@7cTFTNSvmzIpV>>2Mn_qpo6mW|P^@+dn@X<}WNQeY$%6zDIM*
z?<Jm?pa?p!19a3LXbF|1q^FNh&p(BP-uGucZg0!|`DXKZP-pV*udkq_`+pr{kCbUw
zBQrbrER^N`^5^E;pWjvb`pvRsTeK3y#i#E!di(tD_Y;NU3B3zf2P|y5`}msVhPOW3
zo!j|zA~rObW?%d8?RNh2{S(-dO}|dnjSjnieMe#Pw!FKi-re0@`SohJ@zXXl!=1t#
zXKgYT5)e4hD{cPe`r~80m;c+>{xVq`wN=T&V#b063g6z`1dX+P{P?k=sw%CB?e&F)
z%-`=->rd4R_4+=SS@&GUp%zY16?Ef9gp;%L<<KdcLSJ!ma-NxG+I?xM_v_!F#Y5eJ
z;{HCYHSLN@F?%Wm9r{miR@Kt#I^53Bd|_3ncJ2PFg4wUHtvzz|sOWAj1IhFQAKqJi
zcz1XA&o7t#xn1>yCok&jD0qEM*Wq(nnAgLnPmi9RZ4SEe=u7m3Ns|`MUjFybpG|MB
z-@ZNj#*K)iq@+zcFDte`YuJ|5!5O9bb#Krr@2Fp%lbt~K$Hez%URuKW@#Dvreff8H
zi3%=^+M4xpO6b*9p`aT`JUu;M28D=;gRVFE|M&j?z|CpCwev$6)2CORKk~#+$<%ae
z@$++nf`Stt7e9LZ*wfSV;K`Go;oI)ryVvlyG~xC4lZOv0M<2~JO-&D<u~1{Wq7Fw-
z6!X5$FtHC^L0Qv+Ue%SFOMU5PkPO}dIvV0`cJ;IL3v(3KY<}=)2cJ#B0|&c*KOUEC
z>@IzE<>9ejY0zm9IrsL=+^}JT)07KGRQ~U*`l@w(UF_pGH#g5b)UoN&v$L}s(hQ4>
zE`>COGTuJ@Tt-xsHQ~DREwOBQkQbdM<Y=Bs<=|#=7TM6j!>q;N&v5d9{{hvdS3;JC
za4WA%oMddIm2mq(`H43Tsi)@(@aJ@I-fX<oYiiQXO{rTlFSj{1vx#o=P*eNq=H=D3
zPefTMW?zk^`}0WA4W=@J|K{#hQ&U^!eIapU#23kevS;ZY?<Mp6Cr0at{Z%|Thw=Hu
zEoWk0yQXLaFz34c5!w)``L#djRq4_zcYn?ZZiu*EzxIaKgC$E;w&maFOPR;m{49d;
z)~uCZHMd(7e17Iz_U6XK%r{{^{27yXH-7j~5ELBz^}<rnBCM#UQ=qEZ_sBM`8#ix8
z_PcL0RXl#=NW#X5g2KX$(q>a9zVW$v?dJN;n?J`&HnFg2B`lq?9Xx(3Sit&%w}#7v
zfsJu*!%@o@$5G~F7TvX4I_1XAeWqDHM<-T&ePvkoCgSex>tT%V@9v)7(!%oR@86Yy
zi`|wLpPsJo-z#Oh0X!(a??B2q?cL??msNg#R>u6d{N0_C?ecXTPxdqID}62I-Y;j`
zZ97B6V%z5XU835ro;|!BD%#cCdo*d|gIBL+o#e^!ue>#De(|PLGlW@V7P)lpHe%uI
zDLxd%)WSS}L8#NNc$Zb(CvGbhdANiv4t39(8f%~FgFK6K>nlrB&NlZ(l?SJ7_?CMV
zJUY@TGkZc#=Cw7F!s>o0pPrm_sAA1Awcnn1*XlI?o>H-xIoBHBRyss)^i7#C-xD-h
z0-E03ntdHq6@$(Pe0zKQ>{CDZluS)ckGnqOmU{i>`rW&8gO+*)?yISE2%ZtfpI&`q
z-T$;dz8iYk+0L$+8~k~*Xf*4bkGl)DTPHLY8b4T_v9(^i<HTyEO^5wv_a4}Lvvkpv
zPfT$vZQUp21b@oTVBtA?Bg`eQ<AkW-PNo=UI~KLh6YFgHmR`8Ix7r+Zs8Y?(PbT^I
z=J4D9nQ*wB-}*~(-d8re!bdEcnwk#R_#(DNTyG3t8x@*TpJOy>F4MN&-&;*LN}m1l
z^775y<@yVj{`&LfvVZ2qMXXb`!_(f}*!Ziz*Yl%`i$&EJjdng+t)f<@ob>$%4<6K5
z`r*R|1qB6$3uy-<|CZf|{=YTpbw}#P2oDbr1w%u@r6GO$z2)TOEG#V(H%1t(WxoHG
zFCt-%@HKA--3OYl?Ur77@3nGz?yVTXiOJhvu3~(^m9z2YcFv4-Q%?C^`{$7PAer4&
zf6|(`y;1)UfsREqzh5(XSLy4ZwNa+ad}mL4yAw1=@aE=b&=p|p@--70nc0QJ#iy@h
za4zH8QTzMbjvYG+-rO+Ey1wr0pP!$*Yvw+<eYW9vzr6qTb+K<}t>}I5>FMdJpl1Dj
zKbk;i!d?mX2NjJ!KR^HZ<8l9GRa*niIu}>hi4!I`WMyfI>&0l~6kbZ4`?sp1;zg#4
zWAHIQKffbKj@;lq>h0-yaq6PIa~M^<rW`nW)OCGUimCnYU%%2$CC?SzcIwxgo11^7
zFr1MzkVtR($50`>!Su^|)_Y-ImXpFXK{H(2{(TN-EI*K^QXaMAvP8nFjuhE~upUrT
ze}QVne9%;`?H7T(yu3MfwX+@`Zhzgn@$JV4&HO@AQl~C1c8}ayq-vaY=D_vq(}S1$
z3ChX&bqc9w+}e^k?fLKDzm3b^#hjX^dwON?a?nYVzOzgck9LW=UYj#(E)$#X<MW@M
zo__o6m1z?w=|*qQyST`e8+5GS`FXaWOIml9y`2@u_wn`m{o7u1W(C>oD0@5WUwuf(
z6uV-boSgLij*gBt|Nnf}SQ_9JxX6WbmPw}5=CrdKp{qo^G_}Iltr4%-u<rD(-Mepx
zHeG9xS#Y*V*3>>4bn;1FUY?4I%7^pz|6lA^e#UddLih{Ag6$nTo8Jjc%sgP6!53k9
zRQN>3{f+z1y)s;B8^v*@KL7g8pj9nFr>^f}oGJgiiy@5l&QfpjxT=?`pkvO~#qU3t
zy?!s-fz$f?&onZ#8_k_QW5$aA0TI_5*8H~r7h%k2l6&jRHvc*PwqHd+*TMb$e*gIO
z>(gt0e|u?sV$r9=$=!QRrm!BpU;qE?dHer8lP3!sr=7X*Si{kHKd-b|PxZT<?JHJj
zfY<O&Kd<s$MMdSs{OZ-kms`2TyN)ow1l_`Rwhpw^?a-k^pjnYuS5}6s2xz>zI{fqV
z`SnE)4lshQc_}I~3JeUavQ4hu9IqW_ToMv8W!;8+@&B_0&CShMg{|$HJXzR0|K5{B
zt=wrGK~ip-3Hn=7WF&X;S$x_t#Uaf#yH>Wnb{@k&k%`igGTWb)D%?ujEWbUd!^Op=
z;Mo~ThtsJ!M~@$G2hFMI#qJW2mp}iw-+tc7H7UL(pa`=4di&nqYETuvIsH7_gQMc{
zXC}(ryLWHT*K5(B)D^hc4W#Van#jYTGu56ON}YY1cHkT6HXR9*41w@<F(<#4PM$RB
z3)7osc7DI|{c9{NEnns?^PL^0Qn%%EGpH5(a<9&*2+^tQ*XvK!4nKDEXzPz3KT0+~
zI;5bg>RSI}%eue6e*P4cknl)IP^hb`v#_=f-kulB#Kh#`<8vi_({jJLUg<&SxK=Z5
zvnr~rs(N;6(vz1jSE`@n<mbQc%r<w<oOibbR1EwW*E1~BT>8a=e`!eN7K0_Bd|!$=
zIRd<H-ka#4AlGr~(Hy-e3VSqrJ2UuMuAQyh+T;Z4#4>;mqn<g>WbT|fKRzCp2PMSi
zesdSq|Nr;0?!sC{_NS+(yK5djF;O}5&JM$Ne)(hf@6TWAJ>4oM-b6tGw06KnKgT}z
zmdRhng)2UMI<0S<c4mf*XcXwU@B<BuUtV49Ucdj}tm$!8n%BJwUtL)V8niG<J(co1
z;nSbb=O4d)d-mbs_U@_Wm3}jAtIcGsN*2WKF5BK~t(zC2BNodzT{l`xTwJ`Vxta0p
z@3h^^A}_@3tBIWdH_cpIH+tKec}bT}p6qOCVYyfNT=v$sT+otOP#^!xHcn2?9!cZ2
zE>Z1APoEyW>~Fu;J|cEs%}lG(S09ec*9Yt@O5L+}ucTd#1!x2*^YXHa%F2stqs?O@
zzrVjfKRm9o_1)dwj~_mCZ0D2xa-#3UhXT;CNRRvN``X*tw`N~Y`}pYSE*WwCxF;vo
z=PxOFc?oo+^C|81FVtRJ7C*bNueSPFue7^^1B0sfw3H_&CLaC#FwEuC9>&xQGRuQ5
z+Dux%^zVKtj*<oP{wArnkEPweec+eQEp`T`kdsUA>}zmwclQoVd~~Ff$>aUKy_<73
zCm-i4EG`yyQ1hL&<o$g6`h5(S_EZ+XyuE$>lD+1S-n`Kf*NZtZIYzA8)vENB3ix8R
z%2%s5+}K^d{>q9#XNEwp&hGARhD`+zo!Wm})&JX5QCZ2UQ2gx7&fMP%o!hw-`fWaW
z<hkf?irG^USW{d3_57_D7Z-C!t2lS`_fH4iJNESS^wj6)=7QGQdiwfKoiRgVXX)!{
zZ*FXKHp{u8;NC9>8po`;uOsGd^)v78E>-LDcT?tCmwSbTOu1`V^ZjnQkdV-#{o5jR
zKxd5pEr0yw<>gPeve$cd3aNgv`}Os;dg$t~sr&!`i~jchzJBbkl8I4Uvrc|{dpq^y
zBvmGl*=D&Z|Ns3p%D-pB2s&sVw8-Y>mdweZaSYHVhVM^bz0yiP)-!Rjd;h5q4-X$b
zf8M|B?JZU9@O2{M;^Ls{>*<@Dn~f?zrGVC1c64xf`uI%Ay1MG5Grz40JD<!1)9h;=
zQ?){$Obw5_cpPNf-s<nul8^VDytA|T=*g3wVQZtN^3QLnx99%&@#D-sS9kYl```N}
zNy|=|J$cg`o>z-!wp250Exvi&=YhZl9^Gx`QZHtf=?Hw-ka^qAH*s}L-0BmW501;%
z+e}W{dOSS7cB%ID)YH>WK04aHwDk40U;GP0Pg+=7aw>@H$DP@n^ZWaI@ugG1Yo~0!
zhX+LHi2eNY`TW=RX`h~+K7DIz_S3c7?+H0HH8*emBY1k%{&}|5TncNWw@<rr<;v}O
zpu@-i&I9e9&_Aqc6rm&b^4i+j44`{27>}Gh>A5Zce%y^kPbFXXzk7JN9TcfWFE6Qf
zc6NGx|EqOES53`rx~{2dC}<N4C=!j+&!t$l^>9VF1b691Z@Uuj?&`{^aC=+sWNGuf
zj>(fJuZh_iWG^Qus3<2VXOw%(<mcmldlrxKJvlcwffl;HUO&I)lV|12rPIG;o95gw
zn0sg8!i6Apkvj?&f|sESUbOSp4qrFr#*K)`O(~rfRaK`zUB}}8e?I#c78Xv7-kx`|
z{C=&vpP%2$y6w`YSt`P6K0EH_o)!JMvZ41(%Tp#72J42s4r_u|?Fw48y*aj*rEGC!
z;CY5)ohKG;Nlwg=+_q*4^CFk7#cv%S|M~fuN7ib}WOaY0|5gc++CNi{E^utF_;xeh
z)7N)t_4ju+zg{eUxk_Sd#>FOHX|sT>S)mHWelPBT&i`fOkzfc&@v+;UcQ@(xx3^Wh
zPWBu*b_{e+wQ<dlf=QDmRXmyKeq(>V{oC8ypPx0qza(mFR?NPdndbLvjNPvb3xal5
zEpqLCV-=U`+AC%H;?h!Xr9(ZE#ziG-rOop`+(_=fxH0*-lK3yC51-H5gYI?V4-XHY
zrXPRK_`FT?(WJx!4UDdOVP@tks;V!i9$jO&)wS{Tbp6Q_CN!*GojuKT|K`W@s^4Aw
zzrD&tT}1`72}eha`|ND<>;2R9VrRX&y1Mw;8Ogirmv~Lp`c=r!&ks5>?%me6d$;pe
zmJ}5&3S8_aV_nwcE?3zCYCJBVSJgGkG~1}`4X79X@ynMdFD@<)Ss!N`>k+y-Y^{f<
z=ff*2gBzZ`PuyMh_Vw%NoKIpml0qbc_#YS*$XQI@_Lo`4HJbgLp^}ig(qES&(JrUD
zPlU`)_Huc4W6wWVmnI$wr-dJ%O!hZQKE`8J`pU({r6tbi_B`i)T`$eFb8|cwyY(`x
zh}&y*cUS4+^z-vTLlB^?gUfuSv#zdUl~~-sc(49{?Vde*Zfwhy<`&a2SaN>PhWz_>
zQCl(=rhnL^s-x3W_V(7t-|zQ7e)jB`czn&lM@PHA$_tg3m#3YZ!+BtOeBH@yxwkj%
zoz?-m%;42RSJ2u(UMZ6k8`m6e=V#wydijmlmc}rJy{V_C>BQ}sVVZsI!Xj60+l%gj
z4_;ke4c^RHey_3}RHyuWK0kO{P9*56z!pwnuE;}sl3#y){p?xW^5yEF;aV|4!Gp(o
zrEhLXWNzn|SF^IRx?AYJEqZ%i;g1iAW;r(wfFyU7YD=5tB>evN*2T^3RrZdJ8#n%%
zmE+;zu})^jo1-7PJf=N#P;x3L*dUiW;p42Ewhgz^7BTD2o^kbK*3(l{L3=jU=T$VN
zo}PAbM`1E(@qRd8wyEmt`0Bm{*F>iW8g6GB?3wD=vzRAlXsYjKPH)`Kv+I~_=hsXl
zL&L!G1FNF8X7$DVwY9aqxha)9d|k}LA0Hp<L~rW>^#zUy|4(~o62-{Q%KEYX|Mz-^
z9$D*c7t*aFD;?ymN;<@Jqc&83&tqa@irAhf>)g(Fc1qrQ=XO4u?{|tjIP~{^37Y1A
zQRz^Jpz@DDpU*RbR%3$hMt9z1_v1lx$ojasv(59<q)+cnJuL>h3!zh3eMQJhAyDJ#
z)6>&ia&Mc>J?xWclyk!%@6Ha#!)?5h#%VkYj!uY9{|@Su-rrZ-s*!kagV?0@`op)^
z6mGnB*2?<JhYt#RdVQatpHI)4Jo)V9%b)^FKwP}Ny`8=E)s=;Ti`{<w{Q2<7lOs=0
zPv01!6QLvamvL{&%S(Li%y;{$-|b`<7oT3jzerF}aE?voq*<of&$Qw<zfD&#HJw`f
z`&;1tI?#>T$FkS&J+}Azz0>USH3uFZZeJO(QAs;|9cb$Z=&}@P^MAZKH+Pk4>*?ve
zOnYC><fi#RD<e~(fAP$IX4e$UD82OEM@4*0c9p&5%5W7adwXe9#=UcYa=Lf#uHN?0
z{MwW$Zkh=Vfs5S)Wn|9GG*18Vs9T@swYho3VS}9e&7rHqF77JLJ~!VUG<*Qc2fESQ
z&TQ)UxBn|rUtbS8q<e~Hu#v2|U>m>ux^%_g@9Y1+-tdVvcUi(*Q@`0}XY<-N#@GLy
z$|q}8@b_2gER#&o)YOeVmBzBxWh!Q7)7<4MRgSB@`IGeUP^(VF28Q(X^nHK7-7eWY
z2b9w0*;a#Qvl<wgyOu@@B>epJw1XorFYo5Dlhbsgr@gwm`thq*pt}m(`{h(^Z0;<)
zdE@En>0i$mK0P&6Gjx@Rs@IeSQCqV>v)|(4$4^dH-&yn12r?c1#5=AyKR=(1Pv*ph
zh0c-N^JLliWESM#-xsnb!ti<|XyfDY<@4)KeSCZz)P^f8ECe+*LF?JChR1&d-Hh?<
zj3lTNbZ(xl_hPr+7gtsahpq~Fcr$%IXwM?(B+A6YZ6Ci}_Lu&5A@GKTXoG0$vx7VZ
zJQ*B1p1<v{{L@rx*mth*@v&Z+_5W`<yLg*M?yISEa&ju!9I!d<Y{kc;;yb_J%eh=&
z-7<Z;xUibfgP+gmKX2x@GgvaqGbl(XdVAj4PdjGMmhP1{KPR#!f39HM?y}yOmzNhm
zJtYddwJ0b!7&J=KEvCDu<mIKCan_*LwEf>H|Nj2|{BHOAN6(&3^IHk(;_obezG%uL
z&=p^xMd0g>-&`MWf3N1VZ=byVIqCd86Z3fA&#(XYaPxUP<^}Hka-e~VDz!yVPfs_l
z_>hoxe%{#&3!QIn&!6x7EPt_p;N3koWp5&CIgd<}G)~)4_BQI<ySt|sI5y|)o)aVj
zI!0E~wra~fM=k4`+S-+|yUo(i&r`Lsn)Uhl`Qp#d&dNOX_Ve(#Fg1Uv*VIdEO{*&^
z0`^vwf_5U#UbXhE(X6uGN0a^S9&WuJ_xR&+d38<A&OTXd@P;+3$YaX=Hitl6$>{vO
zu8)uPM((ZJy3R#hH|od?!{iwTiA<@dr=>nR(rNSKK{EsBqLqct?VvVpO-)V3vzh5%
zR;87T?EHA=)DFh`i$tSW@Y=A=VUk)b>S2+1#Pn10VvY*O=)-+XOiZBr;F(U`umAtH
z!2aRGhr5oaBqb%;dCZ!3<w{8AjSYzlD_ig7Re!sguBxc0c>M9k2%Sp{o!fPO2Ya1-
zb8|Cq<$JdtiHU39D7*Dcm@-9Vw^7}XhwZKZ?lA?e4qKaZ|Gs?PkA)Xf&zu$$5>l%F
z_jCE3J(b4Czh6z-cw(w{c*^y4u~i)be%nt^*H6Fser@#jl<)8Ef;QAxR(?uZHetyk
zul;p@m&EU{Yt?m|chX-!V{zJn!;R-Jp5i#iD#u>7=xN)#><gyvJU~-(4yU&z^Zq!W
zb!<cSb-mhN4drWRj6nPCw$C}f&BD^su>4(&n(wSBt4klOSfLTNJ`S{dI^+I6+mk0x
z?&7oq-DG)XZFIQ4K;G$RXJ>=fD)vg7U$fnJdwc%*)B5}0Tv!vMd326tamDkw<t69C
zwf+43KzlSw-ru|1D42G3cK*JZdfV5n<pI^c`SHKwC6|h<-~Z3*>#M8Dpewqay&OTc
z>Wz)bo9Bvtg-jQVY92Rq-=Nk|kg{y$ltnQ+i$D`~Z*Ogtxi23de?MpMn!S7Xu8iAj
z6&M)E!p3%Q>(=7;9z~0{8s|C4AFw}cCx75-$G^|ni#g6Toc!=4c57DX?zck1!b_{Z
zzIycZX=-`fZt(uJ!pFyE_8mQX^yI$U-%q~0yxewrestQ|S*i^sFD@wh|J{;vGl=2m
z+wJ#xCY?E=@;kEM^PEBYf$jHuiVpn}($${2Hfg`A($UMziyJnS25daGFfDZDiK|yZ
zD<XuYrBDC+``cJ{yRY-iiH6C?E^J72-uLH|xAGA)metEsyTx>iYW!SWT$WYbcWh<@
z4d%YOx;lMDjhdQTW%9W>mS<)fFW+!f<C4VEhU-lJ+DqTv+a$L0z$_lw2PY;fgN7Ns
zH1AH#`u*+g%)V&R4SNsNWNTd7n7m#4cuYaW@d?4KpsN~!m-$HEtFx{xJze+rmto-}
zmsR2G^LF&8si~>`><r}Ep%ZoPS;W#SsY|ceZ=3CSeaGXDo*tGhIVRU69;^}B(DCBb
zsd-G>)-m3m%_uF)Jtut8qD5cW`EIYVz8SdOPu8X7>gw?5>HI!EK0aNhZkCCEr^{S<
zZ0gx>dcnrZDysa%$y1E4Z|Cm^UEjt~W^9(4-n32YfpPjd0eSiS>oZp>+}v5L&aiOd
zLd$gzZ!hzezH|33CpY)w6BCs|mt@?y5y2;C;}H-bps1+$Q*%>iXJ_X_@Uoq1<zG8*
zZ#esfX%_otQ}b*$B_*XV|NZA$xw^Qt%nK4sIMBdol6&jQJE<bj-5H^)L?%w0ILD%J
zQNSbj+`=n=c%lwX1U1yEzGi{a`CO|~i;52ly3yM}`|#&jm+S36qI)f7f8E?mOTC|K
z#Bc5F^gNgpqW5B}*UJ5yZ}sdrHn%A^!)a~Q)-PAu66(KY9hF*?0@`}_GVc4kyR$ik
z)dIHX-Sv5{wX|!B<gU2ARiKR}B`+@>UHEy;%?i+!?+UL?rl?8HHp^Y)Gt;PwkyluF
z@}kzj{-duOzM9=m+j7daxA7@k?BW}sE13c|rFbs$nb~wSNzue)3TPnVLV#}MjJG{z
z%95fV4mPvP?%Ed07`<9gRL!>P%Y*6hbq{wwpI7|CW;IjX_B>fnPtRpc`*`jD|1oB`
zU!O0v!pEmesZAq6u+seSw{0CZ%smXZBnx}38=sz@4!SaRMd0F!9}nA0S(8ll)2A0-
zyOnlkh9RgEuiwFNOX|}y-`Sf?51ZxPnXxhXIH<oZX*k7cVcp+fQ#6CyZrq62mU}zR
zoPW#7{XX+-W}cp|FDxw`ePhuK5rwJR;oGGD8K<9{Q?is<Sy@@qG;2y6+lH{UQ9g66
zOk?{#otmn>c*>>ilT^Jgtq#}!yE}c7c~8-yQ(a#(3=gSg{Onr0CSqfgRp~2(k{1Da
z_x5n6=zUJ@E@iv3CUUdSvR8L^mw!IM%pb7WtyjmnmyKU8M#bpG9LwUiDN{sNg{^(H
z!N$+euSeRP&)?ra>-xI2)16I3H`LnL+I}@EQ&ZdK;^G2oi8nPjgGP-OE?fwzDH9L3
z75@72vcxrPncrNm_xJX0jL>OmZ#T}mqVenN>*Mq5|3!8v?=UuSVbor#b@S$1<{md~
z&x}L+xhf7ev4XB7kg+Q1D8FADZa*)!H)1u@w&|Pntobvvx1G{cRc!^`1GU(V_c&Vu
zL+~=6#9v=t_Q=`J@|>(@S@W;{-)H&1^_N+4lO|cOS?LnKE@tKR`&-YoRDXGKa6{tZ
zFE^^}?d_SEnHf3w_|guwaBj)DIqAiV7dms@e2dxwvk#;<8k^OhXJBvq-I&N0yEtO<
zlqpNvrMBkZpC@Zw7O*nt*YjyTmL0jEK}yg(siPx!b$Q9_YrXgDe)FEN<8*h^i{0h2
zI&3Xyjo-4;r%eZ>oKjs{Wr7*g&vWbVX$b17ez)^@-b?4nyC)wx;_~eL{PPzUI+s4p
zUK+hUZ%yQ8wc8u)^!3*(CHn3bHaNvHcjJ=<44wx<3k|ZHf=<cKXbiicDEGs~#qR8)
zT-yiQ3pk@#mxa5etZm*T&JmXS{K=Cg?X4`VtcCynRKB{p`uLX2%Nh6g)lPeUezv*)
z|N3idB0<xRA*(_<)#p_x-Byv2{P_L5x|!Lu)#2-nQcehfRzWfSHadFz_-oc(vYd{m
zPIL;ZgNE@|#O^i&&EkLAuxin%na1f1YtKAf8@>I^%`V53?aSW1c{9gvW$N{7Cr@g|
z`qYKxu2t3See~t!<s(OqTmU7r<5Pm})c^k*IZs+x`0x_X$uF+0o&B@Yh+*-Z4d)p7
znb*2JnbR@HJ^Huol<s$Gi$g<SG4L=R(_A|5#0?M4r|fIk`WU`8xE^@#wQ^2snMT5z
zXU`iN7;M!p&*IEJ)+2dS>wZtfX7|X)nZ-#>+aA4pcaGowPeXS%H@BEh!oNR1%Wg;N
zh=F#8fcE}@`Uro&-#_2XZ+BvC^!6g1bhmHs?s|K9ae->|;72_#FE2MPdg8%g_veFi
z*0nV=U+;UDl6H31QQPl#oY%+gJtNuOSW#V_zSH*KkH;@>P1B7wJH0J-cbPAEJxtkc
z$zD^|JU`JFr}g*uY~OAk7Z>;A*RM?p2buPE&Gx)!ki}cU^ugw(=sT+ixl2PN1uN~_
z|5h;SGsU{5@NaO}3}u(#`ZH}|rTvzo_GVWVQQtuOmSuaoV_r-SWt^@V>~=rh_ekKX
z5Y6^qo3tJ<v-1ha%fFw%#CCSh-*30`jq~nUwDCwff!g%J%X;F@y?=9a^Og1S_t$L#
zRpHCzXU<77wKoS{zRR^Rc)4HA$D`tF;`Ulyuf4+?vO26cc)6eGHVHM>p4F>Y-&JMr
zKH9W;^=i3y8FLx#^nJfq-9OK^nrYUje=nEM2esjEZ_nQzEp=7pxx`ksKQ<qhz^6wn
z%((Lyb}&Wfe9L8;rM=YX)GfJ)Ny}>1Ue8fea`pS^l*XE~F`|U^&GYBSi_hC0Kg@5R
z6aF&y<|bBodHGvgFDvcR3SH%rkf5NcsrlyS=Hm-Z6SP6iowKt{m9@0Mmk&N{mw$D<
zsi~=>yZi9nyK|qNoo$?QLcrF&G|tHHsT%V%+cnpkE-&}rT$VdArqEz#b7yDg$)e~T
z1&O=1J$(2ua@*M#t~KA@MDBho16~1><=ec>#(SF1N!#ytn&;1#-(CKGTXkK(ob8ts
z^95%gtqxo3b#+xJXz2-PEzQ%@)1U8tzppsLZ1NY0t!!^t?`+xp-|E2$Cr5#TSeHpT
z-(p$sFxEeqb@rdu0luYIt{+g&;7eHSlCqiky0(Fl)`RHnc`yA}GBPs$`F1=1$noRF
ze}8@T`FP;^`gnCUwYHWP7KiBNpnbO9({vJle|x*<^EvA|_Vx3$LRUSBkP8nFulw<k
z9W=gPQ&Y2xiCxue%7Y6Fok1tm@b^aTC{R4!CkxvCw6l)CD7fi@oSmIrMMZ^xyu5!q
zpX`}OJdp<J=Vbo;`2)J*CND29&C08}AjQ{g|E)ClzrViT+*PW*e&4UGU4L(H&tD$6
z*lov-9Ura)`y1B&Dq-W1XqY{F_Pw;5n^HlYf=*%ev}#^K&*@jstCUMDZ3t($JSFJ-
z(zX8=P0`}7;aXF)K;B=$@UY$M*F8)5_BL)j@Z2H%fo8(gpjFE{Vm4f_jN0jPyKd9D
znnZ(Z2TE5nl@%5~{CwVC-O5UepP%1ry58BP-qUv!K5m;QdAjRr<7u<tX`zhyx3~4i
z*Z(yQH@dnea`Ni%^{*ViN%r5I6uo(~s9@r)EtxsDx9Ogqb-WL>@Z{Q>$jQ&^-h~JW
z303_2`TXnk&(F>-_MdOpsxi^i(Xiq}Le$o*qb;1mFYfL(2VFuRwWTBV^t6qoufrIQ
z^~;~%`~9Bx^K)}0?dxnrwL%i^?kWY<G7k^82k$P+-MjzAi;Q(KJDD=(ueL0H2D-(r
z>g%gejmNte3rw`hcaSvMypc6`T9xkG|N9$?_`Y1`-Z3dLUe{#(t4osK<e9If-PkT(
zp*;KF@#SBq=5_b=P5bj~>GU`uhhx3c>EA2%R()le5V|@n)ygdMk_sc}wydk)|Ni}c
z|Iy2rnzg^aoYbG#ZSw!m=l+nDL9U=xC5Ob8dI*V%s>bdvyK4V9zV>TqVt2?I=zM`k
zO-)T=_ayDGwNa|Mx3&o8=jVeKGX8$I+aGk9#k#XUKR-`B(7+h9uci_-B5zgt>V$ZF
zjiRQeX4UKo6DE}GpZf0IJJ2~KksA^m9r<5w12t;Cy}PSDT`$&X%l$WY+!rriy!QQA
zc+o=Z-c@ZSyctu)#6p-o*!;Rq2(s_q#loVoG{!|mH8)-%$|5MFZChf7*Nthy4o7o-
z&FAphSoxMYrX=84OyYUY)6*_3^=6)_t<v~cMJD(5wyX1f%=7MmZeeuJKF~L5)~r*V
z!s-^~?_}m$m+O_Rzjfh4fZu$(*cC=1sek_biP%?TnV6W^;jyjqnD09qtI}6Xp8K8e
z>Jrs9s{ZyS=QikyYloGe`fuEbICSU`gYLzE!h<WaJXEIyO>X$@^2A&)lIcvSSM8E1
zMWqW?*Jhl$T{dw8?}lI(qg`Kfor`a6TB>$4<(|+)7r~vGcN^{;zhdFx##;09Q!41V
zruqZLiyCt4U1DQm3JMD!e!pM;eBbYP$wxW_e`@TV=CP#g?X8lxx2~@1+5Q;Rsz2H#
zniltnNline<H3UjuPG;XG$kh$Jx?f&D=jZqx3JhTVd+Urx5`u>=WgbE>6_o%E|C7<
z>1QoC(c(dM!m^-MGlO0QJ}})<8aE}V(MvP?$uFM;`+~Ce1g%;X^vc%c_!{}o7Sn1D
zu4-7z`eM3Hq|<D(+%FZ^-iU12D$u;wWJ;gP!xP+ca&lG2G~MTS1qTI5nB_>s?k>|c
z^S`2|rgoIw-rim-WQ9X3m*}RmE90*icrkuwnI|aC|71&KLA}Xy4R;C7H*D7yr5=$|
zSL(jh*UGr}@-KV#61H8;?U(-9=_pMvvhVq${Fvv4RC9Xho@@KR9h$Hze7)c2XJ;>m
z8Zk!fuiHD%-*UgG!GievfvQzcPJs3oeE9g$aB`Z6K)1O5vb3|aw&dQPc5<@%>r8K7
zpLZ@cHZ~kQJfI_BT6MdeCBCj$aKWkd&D-+Lo9(?Xr5*fxX<N_nkhbfyFJ1}|%M1z%
z`Z9BEC}VVdwCMXEA0Jo#|NH&zEUwL3Q3<x<7bY)#uD)>L!kqj2?k2MCDSscwAZ41>
zvUzi{ok!ZFi5oT;fQEBEK0bbPOQvwY%_k0jn~9nW=X9Qwb@uY&nmBP{gwC|2$@2F!
zSoaA0SRa(du|YjIp4sH`mqj|~cX@A^HDPMdFRQ#`IuScHrPHOgCdBF{E<W*==SCRg
zY!M#Y>TgT@=32>E6g0?Mmq`fyN=?!c6cnu5_ik6|>ol#Ngh|Fi!or?DK1Z%z1uaHf
zIAsxN-}O6<S;9R*2i7xfZruO#`kGwF=<~9P7fic!!#)?kytMSIWWq7Yg1myVvNTW;
zcw<9jyL_F+`=)zr!HnX($9g24ot&6J#rm>TPVJ|srY?@zSp>TDk5zk)XWz!NVWD$u
z%Dbh^^X@#jwA6cwPNa~%y?snfjKIXCg$=!0#{|@sYA-x$oXy;O@ljd4h~V+!m3I?U
zrnBE#)!;wR=H%w{cBda4Y`#3V`tdQ|J$v`AjM=&A?iu65ZM?|`n^<3Ny7@$WXW#*`
zZrAk<DOw51KmPrGKhrFC*4>h3wWI9y_4PHiwVa%sp5dY=j~Gq~+Oc!z!?$mJw`N`C
z;N{gdi@eWMEFSDNm2nmGHP?N|GG{KA>O67WEq1xZBtveol&}LEH*Wm%<8eO=8{4O=
z;qfouu8ZIAmy@G&?%cW7eRWam<7`0_6IoYQOnh8?Zl3Mwv$M@L0~fJu&ANKZ{pCBk
zHOoM4*=4`i+}Kq1HfqtLMH$!DNQ!EOXqXu{?dG(%x8J;EKIp0!Aqj~Ho#0DSp}d(2
z2C{1>G%c`<pZM)R--C5w2fn2pSnSsO=+Dp3A?xF0e}oIVySXj<y>ZL*mc<)5`1qc!
z-F~m=#T>7xS{v*C*PWYZ+r4_Vvf@LvNKg#~+N}{26EiIr)Yt@dZ|#0Q5eD5RR8wP9
zSXj7B$jsB-%Zp2_d#Qs?#!uhEKRME-{`Jg11U@)u&l6y};_A&?dEGiOwTF=nRK-b}
z=gEj_XLasg!)0M;IPu4iioJ8MHm=^0W>i#I2<mFud^(}rs(VWI@MVAdv)|s{1|6oe
zDF;-cMQzLR?3FU@=;={WR8+kC{M3?yjdkZAKYrZV(edD!Z}rxkBL9>WmBntoN+u>E
zpswK6RY$L^48A;7GsNrT-|zQ}UtQ7M{gk_#>Gid>r^7a;&G|adwtCv$>hG_Fr_TXh
zpZDwg`}xv>pIZXeUVJ+6U1`#aDYuxn2ux)4S}Ay7`+=0^b-_A2W2L+<Xf52aYuBVX
zbI$Zio0qJAvB-p(&7$}j52#&J_4U=A;`6qxy60lulaiG5^z^Q*4%fe3dicEkf0+w)
z3;JX%o954-|1veY1+*3@?g7J=437Btc;{bz9UTi?yTw@8*^R5e<v2MzgH|OUZsP^b
zeS@08RneZSv!=|M6Qi?vX=`gMXxG)wqNf}j92brU$IQ9aGmEi(v1LNzwD~t*<rZ`L
zTHe2!5^~_<$B#L;wsbCb?|+p$C8%t3;!SVo$QgTnKAUax<$|+L+#U<}x9&X>2e)Ki
z=BYolKl<j@Z1IB!4}#q6{&s56l~tkL4<0;7dOV}ZTtUgg(lT&Uif2u2ZLw(E4AJD{
zeM?<Bg+RCR@yS{VNJ)Wu(V!l-aoU*&M>>Uno!MCP^V5}8p{pab;xA+wA3uKlwegP!
z4-#HoSvmP_%5sgwE9RfVAFwYC(cW^Y<-GP%Ird|W>b$$$HmWXWva1Dcciy%%c6Zs!
zTQ`Fb++4a)hezgP3m-rK^Uvq)(~oorKI`A_7{R?|zFn=AH@nW{MgB*-L^H3f5DZ-v
zvasswD;8E($xHc3NlKt8ofj7t&eV~+yQ?($>?~7I-%{Cqi<RXyse|v{z1xy~UGMJq
zs+X6R{@Mr{pjhrN|M#<b-JgnimCq#E_~m-muh&mKJ<WHzfrhGTtNFc(<^>BBK<(43
ztEc~qo;G8~i4PACb8>JfC@3`StNs1VV*j63Zt;pI6Wu?2`2reX2Ic;iwzfx)A3Oj2
z^mL|qz8q*#pS88JQpk#cM)~?Hn}qZ4?3lRBclM))4;}YbeT~>rkht!C`eK7u;e|XO
zj0F^w>K7hmIq#yq%D`f`@Ow5Rtp{t88ggYfu3=$kzr3fi_-^Ft4TUa@(U0p_hpukh
zzP;SetMof)|Igpgpl-+R*Sj`u+<0Y8<YY13s0lM>oH*3VJ=3PrNZtS5*Yk(k1f->3
ze@M#~^7ZsoG&7sl($Z4Gzbta@YmVjq^PzhTQmvLvdGzo1dv}*F=g)4xUw0ZbL3(bk
z_0GD#R?clail(MhFE981d_>saAmxNWpRDz<_51&wim(5B^m=^#+V9&F4l>=jd-vw%
zbpFNe{h&doITnRX4cqV6&3?cC|2)vS6QGXn*H@uzyizO&r1SS2JU7=GbV5M(^>wON
zR#xs?TU}e`*;WT_%ZUU{LV$MXJe?l@<I`#Vj~_lP2wxwk6ZK{N>5JQPZ+CQbfTlKL
zb{4hf-Q9I@KV)KShGFuH`}^&s&GSlL{573(=Ze9eV6y|$nO3mJEc20M1T7a)QUaZJ
z$PF4Q^trBQWE3PMB=jkC+MZ2CPrVqI<lWu1J=ePMkqhIJ^7r>x6>i>bKAJS~_xt_v
za`k@-J9~Q0l>9l=%FWcVdiClE9kI;I%X%4HH??I4s_vHBaAT!r-R`&7<Lj@U|Nr%R
zJnMwAx3`wQHdjzM@NQ?{hRV-rj8C4NoE*7rV}uUq2s7}O8W)$K;Na9RFD?e{EK1#3
z@^aD~i$bTgb8}|C+p~OLl@}Y2go2XN<72&(4;(m9vbEWJx}L86-!GFRbi_V>|2`eG
zbH~2y$A?5o^Sn7njvecoJ$tr{MS+98n53j8XlcZ^$jIGgYyZiC4pa$R<|7F@@vvV%
zc2|hkbUj@qrReQ>Q-xH$PT2qdqkMf`?Bt2c?q28T*}A$sS-bt-rT^QLs`te2uLG^l
z+5J9z;(GR+Nv2}muI791<gvxb2zA~**YMPA<I-y^GQ84eXX+2WQ<@U==kNFXk#hVT
z90`AaeLZsI$bu=0il3irX=@YnILJ5ocJkMD4?n+abD#7SNp1SobtCGc(V{7bPM_v>
zC|?3vZ{RgmYsr!&0umA(lP3$SdQC|<)WQiGgFD>L4?1yTUhTKYz4I?zxKOf_v!<rT
z!_V*8udlB`Lw`$7?$7*{eSO{8A0Hosj>z@&^xTqj(`c@bSU2dnn3UJI3%<MvR8ms9
zWVt$0N9^w8J)mNkjqTIt^Y)kbR+o$EMlG3rv|rBl)TY$amm(icnmn2N?xqZ_2Q|-*
z^-Aw*ZYY(#-eEGO)pe=YREAvLPoTMZtM-|i8oke-&#zCry)C!o^)=noO|Rd*d-pOZ
zz)EU&?j+l5r2+06N{h0tualKF%TdtK;8-eh^5n@SOO_NoIWf`3I{9w#dD|a9e{QV)
zp0_*gg`91bLCy^WtFkv76Z{%??cV+P%^T1X%irJMFZZ2o2C6hc&7~e0%SkJPmoIyL
zI_}Mejuh$l`L!2rY{?8>mb&t`Xn=>O=fbqJvveXiu{6~G``LcuM#QP<`s>wAUS3@-
zE^VH-#IczzW_Ovd|HavpCOO^TS6lhG*Zk7g$QwI3ea_FQIW~)Rb;`*}zs{cXVq71y
zb5i>JTC><04jCC5ii(PJtV&lksGI{Gl5;mvWq0X=88akm&t42Ua13;|;WFRZ$JWK}
z1|4Q2rmwHxZhl*8YuNeZ?1w*Ag{}_TU6%Xj@87rcUUTT_>Dhd}66`bIZtjvLOG=JU
z(~UlMX{mQ%S=l+WPVNJDb{6k^zwh^tm&@l%*i;yton`v?$;ru<r_4e(rFb$iG2Pf-
zzkgr;{e88dauqZspPrtsq@=VWYO7Z0>ae5NuTKw;ubsL&e0|#O{9Y+ji~4^ysi&qa
z%(}Yj%G&7ZCr)^P7KcSYnpgQua$C;LMd1va?Jj_hj+m_O|LQvEJYVl=IuDo6uiN#u
z;*)SN<8$M0lL}JSw4^-!^71mMkY5wOU+%&g?dRv`KmYUdGhe;n=gItbKN@xxKYz73
zu^P0m{lc6RImh!Rnafo^5d=-!fhL``LRTG`9$z<e<=K~)mq+fYDBLCQFnLjPdpkQL
zBjc{358u8WyL|cb29HM24eFnt`C65~JM-)7Ys=bSCY#gGFN@z__vQV4d3pKyIeYuo
z$Lws{ym@n+=j$V#!k`U2bFIrk+Xa;+K?iN!tNWdMZC&i?hlkri^WeJC+m0MR-VR#q
zTk#>`+S=&j6P4X7-tByDQTj?`;lhPCzx@QQk`@vIr3KK<#IR+*$B(<uKWUzGW5R<6
z3CsNF`@O%n_iJ%GkL00svAZi?uib7@`AOyTv$KzT&F?9wsHnI<KB><We86jE`jnvE
zQ-T7$R%&^zT<NuPqubZ`n2pn09$$2qe|oq4{?mWI-}_%TOO^;KDcO>@Pfx4x00T1{
z4`?F)=CNC*xwodgc#-k%*X#96Q{J3=4$^d(-+oEpVmHv8iQd!oQnNlEm#+scj516-
z#KHiYjQjKVFK8{9%&u!Yi=RjAF3X*`ao>z5JqHdrnC0K|nW_~Enk`-ty<HD9YzEq~
zJ6X+lQOL@mo4;nq?5UUtsz4UGa)Y*Q%{I#g_3Gd6`P{c}O^G$AS$uw;ZRMwv>X~<U
znTl$MU9nwZ|MyF<RoR;pkNfTYy2W%03JVi|etNq7Z0Y+qZ_Zp=>b)^S2ehx?xP1Mb
zcDbsK%*)G`W?$c3o<C>q+?SV@cJI?yQE5p%J?-Q3`Sn5D^J4E+z19U?dkH!?Sf*F~
z{)yh_VaIrNue>la5b0oE#ZcSGkuXQ_`icHtrVma3KAqNQo!~BC`(;~h_?igC29t~n
z4lXW!b1W1ae*F6NY<7*BYx9#QDV5)Dri1o`oeKOdtnPQ>+uPeuUtL{2v+wVZ$NiT!
zrFw(vi;j*nGYp*@eBu^t2OUns^y2Rw-<0P+XNf<0^yta4UTIK@%DcZc`}&h-XJ@y?
zX>XrnTOFnsyG!Nd$&;<RUei=mRXdL+ZLEHCq*HiP`gys-b=SL_#lL7Da1i|ItZ8cK
zyYc^uDZ3cYFx@kKVRf``&XR>&CKa;9T-lTmxwG&wn|0Zn14$b{TyW+W-DXkF0@~DD
z{QO+%yE{8U*Jnp=<L2i-e*AcQ*40(1H=oT+pXd2K<^Pk({+IUER=00vK0C{lyCHge
zo@L2A&ucDjZbd&orT+Q*w{-IA(s&0420J^uRvpFGylH1Sm;23Cva^dTx7w^~YP$8t
zlEo&cSY(-Gwr>7!@?gTZ0Pukt%V%ynJSAxHrp(<gnyQl9^7u~8TYn??fOYx1CnqK<
z&zz%Tr1fCYG}hCn*2V6Aaciq~^0A(c)i#!vGx=n#KAh5Cf9KlG!!C;h7rXJu*~|bP
zdwjd>>Z;JgmoHC#e7yhpj`s}>3|ZILy`8`$CV2Ps*Qw!gCqGuI-F*D$QPc9}=~nak
z`1$#3YHL5+hL@L=lxz&}+I~1`<AgbLdX6S-ob6<+qS9hj`bwlbsNd~u!*<5=jE^tJ
zbzi!3Db88j{RId391oMD|MmvGn$z(oZFz34N$_{6*|m}E2Sk~^i4+{~lLZ}t1KQCc
z-kugMZDDA*@q}p7hN9gO4;H)kgZi6g@9)jkEID|@&NS=FhSve9-dS0z{y8k3lJxJ-
zPZf3b<=tmZxC9fwy}9Y)<|fu9e0OE=@`^Vbk5_!ZTmJIq=JdvR`~4cx+j5qD-yE_s
zXr_!&ubQT2=VW#NMN<|f9&Xzno4-{oL!*n;X3m^BE5g^y6&4nji58T(dUZ*;oo$F`
zWCI<}@b19$1DXq@4V0G8)mXZxLA>#y(k6G8I(D^%Yjx9eqM0~Y%eqd8&el!Ot73I=
zW1TZ+&KmYd={(M#K7YPEH8LedW#7JiTQV*-?J9jOw&2Ki^<<p_w>5oIywYYS#SYRP
zn>QPKdV0FJyHB1m!(+Z(t%PBc%d)b+zrQbc?G{@Ty`8UN#R`pozwiIQ7k2RWqbE;X
z?(eIWG|P!t_-Db<BS!=zBtS>I2R*pHPuSDT>(Jf1vi|<(Z)@GZaU<f}ySuL^OkKKQ
zqnfa0pJ_v`VG5g$Qu~yktBvUmvoincG1iF)x-YsW&9Lr(*zDTb4dzpW{FIWSw`^j&
z_2|2OrO-WvO{Z>V_2z#5_)*c!EG+zl!!Cy}Q>KUr2@8V`%H!bUJ9hSL?>yV;OFN67
z=ltH@K700Tx#BsqW`R~wd95sQ{8w05Xxa60^U<qUMa|94K@;#iJWozd)dsDrH_N^C
zBKOhb$2UQ<^rf$_ot=0`PfzdH<TV{HHrqrS$2vJNtz5a1@8s(@Z|1z?yr<Q@eEIT!
zM}2*KN^a;pfAVCCpJwFmuOB{KkhhpLX_AMZ-?_s1;p^j`UXQPTdTVPokCaKrtE;PD
ze?KuxfpN?E&dr;RLD7(Vdzw+|sTY##*Sxv8xxJa4Ur1EcH77@Bx_&%pbotQTyRqlx
zb4~9@J`P?x-#+@>9LvM2*YE4<?&jYAH|;z_>VLVLzyDZz1q29WUt4qV^5x0e;p-ke
ze!RH;--G)+9(_sgLGr3<YDpU-zI;7$`{9!(OYSpwA6*pPmLu;V`}a@Un{by65js0x
zT|a!d8MO5>dDGj&xAZgaOWyvjWNCSGVS7gPUo|x~Az@+Xlao{ni;FMcmv=wm7pHx#
zZteBrva)m6ZvQUhS7L1}`qF#C|B{x*S%HZTvun3DC_6+7?o8Xf-`s#Xf_DqM-h#@Q
z|1*96t1?8-Zsjj9w6d}~zty7nv&y&E>-WF%JRz<VabU8)o#*bdw_j#*XBelucYFKK
zx10O_&vW~RunWKb{eHi^?CmWXyPAmn;N^a@dzHNWKw~G5kN2~0x%u|r-`^j<epR)y
zipmEavu)dFxtvGRs72B^jbYZ&16hkU|IPXK>Z-Q4>I6}Ln~yBqVmcS%qu&QsRP4x`
z_~U&2zsDEO2%PvNCu>#GVO9EyAxh`j?)T5meg6O&6u#&#fA#&vTU)a;@9(o^Fity@
z@Zy3G+rk{sDS)A?!+!ky2^vhfywI8b+WPqX@1LJ*e0w)>@A>(QTiV-;9~}X0Vmh=U
za51QFcDeQ+pS;~1?b8$XR;RrG9KJG071V=yT>4qcH0uRl$is&ZK@&$oOTCt^o;i2+
z6V1?7A)e2rKb^P#|KRas=Uyq(FJ`~Ly)FKsxG89<*RStyuC0xhv9FUUFE9UV>+9$D
z?8nE)eD*f1?Ch^O-5x!DY+3We;M}=$KYsoM4UbIK3gzJEFTb&Iz0XXemX;O)Y3b89
zH>ZDXU%$+E_N!dK`F3-2xz6?6m^WMY<HwJ4Y^$eTxNyNo?dNRs{HW`*{<<7_IBRv=
z4fd%)VoO7^#G>~Ey^>#g#ocS=?Wcb~u^7#ouy(z%)bH$NTjM!P7^g9xo)UC(@9Oo;
z7tL-TmEk#mgzws(Lpv*1nV+1+#w(RFbHalU4-dbT(<tf+>RReO-KhNCouthw2321&
zl9H3Tb9s%Fl$0h<esZ^EqNdc;pkF!0>q9RtTC}Jr_2&uhu<n?;C2LJm*w##uY6<&Y
zZnHr&AfqqjJ=1+A_RD?x;)1`|ZH}_v+n~Q`2IKGU6TGwk`epdbPBi;HjWJOv$^5ZH
z-MNOhGo$kF>{z&dx|@s35^nXZ3kw)`m%Tle!UUS*0}VC({q;5Z)02}jb~Q8f_y3v1
zE?1#&eAAQdoKg?IUXOpixZf`6!UD%Lb1Z}Ni=Uhje061I^Xk>w4<A0X{B>cLT1M}T
z84_MowU+KbF6ny#RAcY0`no9f^t3f`dv7h=mwW&8oEZzI>qH*PUcc9EbK2P%=J|1b
zzf4cD*cLtU038+xy4rh7=H)NdQ^JKyf`WvO_sKrKSN;C#^~;-$9Gk`1B&4OiK^J~}
z_;BLdsj0$XHJ+ZHRSTJ;A3b{X<?puZhKE>WMMaN(eSKXsbk&r9(o=*d=jF+*+x*&G
zQ&V#;=dVjky?5;1{aoYBrCa$$MMj2(hP%vn+6tHW?VQVb>sKTPKmYQSlatD_&7POC
z<xCO(l9ABRv1Y@~atF;)#<NRo{4`5BBRayYEwrI0DsB9y#RfY6G57G6uMc{@wJmm-
zyT;1D_`;?7)Sj3F+ox-NdgPkh^!D{@@0XXBR{s5ZeWpdB(t?>GIiC;j+Ogxoqeq9f
z<=&oQo-fxcWeOUajoDSgDK9@iX8EF$va)T}d2y5XeSdYe`_|U%^i!W@Bqcoq0t6f#
z9e1vJmlD15sF-q^)3;x`fs0yV{ZH-r_WIegH1o*4%70V#xL;iz{`~9p_~lNmTosj-
z9}jWsZ^*i;1!|}F%h@vca;}Tm*aRBqS{G}*dwyZHU+A^-^QVIDd|5uf?v~=uw|5t>
zv8%uN5wxB2<x9`+@9zG5xqLq8Xn^&5K5^aMU4H$xg{7tCo%c63CeO61wVGe|OH<js
zZ%cK5j(z>Luj%g78@i+f1qF{BIbsnKZ=tE#8NEI4;gcs*)cN1`ygnP2l$6xb(Q)AP
z>C+Eq9cT4DIZ2h1hi6ai;h2OeOnU9L#qUH9L^12~=zb0<d&4}bQ7q$JI799Qo4L8N
z8v?w}GU_N99Y`y8-g2{SqQYYKFQ7eE%a^N*>&Go|?G`ILzcKc`=BmO24879k%Rp=Y
zzHQIDJL~jxees|Ap@FKZs;xVASnL*?`RnWJ;Qe*Af4}xhoA0RjsFawP_-o&W4F+=6
zZw&9;y?gnrfOYx1Gw<&1j@(h8`1aP;(;IEn{pNrsAFiy6{k`pKRu5=2?E3Xy(BNr&
z{a@FkU80vYAKdxycKdy%4T*=@-1=lHZ-4XBY-(!Kh~Bp5@U@;rE-x=F1sx2l>OE~w
z?!Hv*>Thor=HK7P!p@!^{p(Yi&rG9M(C#--cP#75eofhJIX4fzy1IJj_j}cE!*aE>
zcI?{qZ1v`8fm{`)2F{va=XA_r4)AJan9rO&CFtA%hP=fxt}1?-Uu_M7HNV=-`c%hT
zVYl|YgF=+cqsFBNYL;HHGFks}`Nb()lR5K0Pwe5^;W=6DWmd|q!>bzBnwl<rk$Py8
zyPI%zpq5<V70a?W5}+Q@@9*!^e}8*h^6t(|QSGoh-}Zoxx-h?2(Yz{j^{d}HV%_uN
zuTPt8o-ZUQ_;A8xt^)@enL&FNK0iP2KmE?W1r^_Jrmu|HxXAACdG3uHH+Fcen`ZRs
zmvYUA2aaLuVmwbz)6KlQt9038&@r&@@9hN*P(C|5`}xZ#$-?sT@*fXZmc6|NI@tj<
z^JLU*eF!?U`tRSrmpUr4RwWCZ+xhsunwGu_0Zj!?*Ne^DJ?+kpLeT2U!+o;Wo6bsw
zzj&fnpL&c}qjy=0?g7&WRuj6ONr-Zk_}{*-#a>&<bf4KUL+z!Y*>RQ^`JaEeK46)^
z@P_SOalpHpv#hq+*K`<{RDXZBDgVA*<;SDqPeBJuew(urbg#o)tI|!+B&N2swA4)0
zU%w`1XAtN#9Cm)WDGL@TNE)a0ELpZpY+J<9zE*DWSKp;T*YVuQ6_=IOEi5eDx$D@&
z!|k9;LyBHsTPw45zCmKsmseN4L8tkIt&Q3Qx+oy_dZ1a}9SzV06-MXt9XAv`^#Tnk
zf)<{&ef|0IxIDMQ-m0&gs%yTyxX5(k#6)G@-D!b}T3TA?_ix;|apR+R@AMkp+~5Cy
z+goR6XVwX4XPZBNxof-f`kf1U_3{E_D`Z|UhHSq1-f`C9@W5N2q8aNy9AsxY(ZI-@
za&J#1Q^)r0+yDG}y*^Sc?*GGfd6o&MrfPF5*xA|rRGKZw!ph32@bBM0CXcyRrCmNw
zKOY@A*vy`KXGh_uo9XjCD=Ky@S+e9t?)NLf{+tTI%l*!l&y=hA;K=yo_xt_lzh~bB
zjrTC7oSdZkv#j^VjT<@gBA|XVBWP>n6lM25iBAR_Dn2GvKI&9|0@^oS{ij{NZUVb}
zjluDw7DcD-*Z<cIUhX%QnVnDK*7`uud6Fw$9RB+Hdg_%GfuP0NGI#s;R(}U=?B>;9
zHgTfT;)aW7Za!`F%8d4y<@7H1ifPZiPtlD0@^&!{pm+ieih^$2s-5=v?e_b(Y@gTv
z{~f>UX28=^Q$M?IdvjxRdjFdn8y|0b8?`NG<!R8me$bsjj2`9S(}@_L?0&ybSa9O$
z>H4SlRDS-HTK4Pt{Q6T{GA}>5u`#*r`&>~@PEJtA6trpqbdK8Z$&)65Zyo~O8Mf>F
z)6>(J|Nb}Ew%Y9UHqdH`GqcV8=ggVIG9mZ&wx_>#wVplD$jmxnWAbsUn!Kc>MKU%O
z2JXh^?gT7$<7G^Fe{b*4OZAQcDytMVmsT<SKU(*&)!>1+^18|K5y8$<XP=&)&Zx^B
z=HbEde&27s*VosptE#pNse0YmyKb#}-sNS!oLpR|%zwU_IAg{N>+sk;6^6H8>0FCQ
zke8Pi(}`%9KR>?lRMmFS@j^*SNd={)PoJHg4Vvo()fKx+U%yJs0uA!a&fmAN`un>*
zzh15WwUeD+4z!3pWNnmb?6Xa4GOn%?T^qHP>C^k)iT$eH(<aQAv7%qlBz^O_xz@=W
zBVOFwyL(>u9YM4FduL{u{$JK(U-P42+P%I1{{6H0^WiXPDDcmx)B2zptf;M7PqS=V
zegFRY3OWYNceYvS54&^oY-dkYcE7YTSiODn1BNs6?dR|R|8Mp@+v;Vj&t@OprB?Il
ziRY@2m5&PkyEg8rGw<nQw&TiSSjI5BvHjwdkKzY@D;cSu7eC29CFrT)<U-I*dNZE%
zaw!#^yg0e%Q`0)865)xLy;k0JSkR#p=(Ut-K0`6juD**gY+4MJx)raQm!0T+v05Xc
zZ+S*?-|`p5%X^(BtYl$e;5qB*;uvyL#{XMw?76d@Zki7?Ox~w9Bxiiw;eF}f`N#*6
ziVC;B+<&-yTF;FgFYZr@NpaT9n(<ik){MuRzwTrv8y%mlyVLIeiX$898RE5;W--5R
zNS_+i+vxb@)5!y%6I72p@jJFc@<YLvCDOi)J2Mt~SYJ%4{4G_&D+~gYt=Sff6qqM$
z>2O)H_uc9#Qamah9v{y>oK`G!k;^}2&6AKA!{fnQ437tY*?IX`N}syC!6|Mlp$tW(
z<Dc~=f!1Mno}Aksn0+9-arxy_e`kV&WyT%0#c2m-H-u&ETyXeek@4#ekB>c@%nU)`
zq<YUR#{c4LlP+=}c%8AW^!D36SIwvErp#J9r7Os*RdcD^-G6HqH3z*iTskG?MxD3y
zH4n|Lv6`aGr`%dO<<!0@!HSEfXf2##wPZ?G{$~9U&9Bpgw8At?T{OQYv=v(|n=8D0
z%CBh6&=fh5%@XIIm%Y0hF#B=sl%VC8kA2=9wCcj^2(6{3w3pTed)*E2iVgDe4fNW%
zTvog6`*X9$nq}YF9W+BjHMa(7iY}gFwSJ0JZt)t6dyC&33*PcBFz-`%+IGgJ7euNj
zYVVsMFCDdQ{a=UV2Zmc_Y*6Ql)?<HCFT8e3@`AHrLLZ#Gm49&taGyQ>m+L|34WrwV
z&DI+@bk(zeZ>iOKyYJ5owg0ajbOJQrR;Zfj{|$7I-BPlWz3b5PYxgQHeOu3VENw^l
zyv*b8SRXY!Z}^q*u;IV<lR}LI?WoW#Ru0h*R19`n+?)UASg_1{|5-792R?539l%?`
z(cz~3K1$|&;Izk@UEfcf;D0tdBb6igf>H8cjx#J?BH!9|<ny<Q3(SA${z*3>Hu3bc
z0}^#Cc3U>rGkoa(dU{G(zkgCN-zJS5hunntTl}qSnchwK_V_{S<!|~4HMjo1zj;r6
zi;IzY?)%h0DgRp=yAL!+&iT%4aQs=R>lW387o23g&u%fCviat9cHN)88+Y5^>|Jhg
zZ@!6T(*=>`{b%>N9+-agi(IPZyhRoLJw}fEd&S=0o?m}=*M4?6m+D)4gENs<SoT!q
zf1Z6S!*r_gC8irHne&fq*+08+8mmUMUq<^gmKlNT#16;_c5c17{p7M(?k#_wGIV&z
zY&h;`&)R$UqsG#ji>rEX?hc<&X(Qh7IrBGnx3+`0;Lcfz`{j>*{+D7oFR7|tV4{KG
zOI@YyQ{1v2*loEPzj3$w&EDl2_mme;aj8$3(D8@=Z6~8(B<~mIc_uHUTqi0#*wvwO
z^UdzAG^Z`$lB+xxP6=}0U9dUmmCLPL$KAa&&9`h!J(E->s#~5l(a~j}(8Tb|`~GaZ
z<M&U=a$nA|VD8*+UzY{FS`?JEKWNqbvmcer<pev0CQiL}J(GW_bEB!q;orrxKZ@-B
zo!q`TgR4w?!-S-YexrhEUmj}~eLu0nMds;-`9(%TAIx4zxeEFlu@^<hi?>f$<Mqe7
zP5t7hGJj^96ID4!6JrXhe|F#gvF6$N<cvD@w+-v32AR7)DepR7p|<d+mkD#+(jWKb
zZ+|pd_~ZWk;}@^F>}RrD{G-0zs4v~z^^Kh5(uV5{i!T=0Gj{}?V*ep<c23#yNe<6u
zC)ds`WD9;GFtON6vtGgI?2$eCZ&&_vHxZt)ccbXf!le@((zILF{)xQ1d&M77?dyLS
zbc82LXRhbhSh|Y2x$*wVDjU~Fb(%}<*xVTQx;~i@v?}7hy!B&CAH#k23`(20x18X6
zp#C7*#9lnQ>#Xf2W4ZXQ8@5KLSZrA`mQ2~zWL6#3we3c%q(s^U(=Mgy4Gc@CylwVT
zn3WtBve4s+f>P1pUFT*W3p5e_CAwwf4WW)_lCd&7T)us}|E^-9lSy96jardhU+%6C
z6;p!Z7gV15COWY-b9eXKzZ=cxJ*ujo67+ORP=DHuT9yLm$!jC-F23D!eEEvI%FZGi
zI$}g7RyU?!;4-dZ{=z2Jbs|!EU7*WNc9qF>6Ze4@(do1*O=Q+sYNfqYX-d#Mv)$56
zf(P6dgx<2+Sh{zI>4vojSkKDdZaC(p$v?X`_ec1@+|2ci9@YF(fiB0FPpR_P{2JbN
zm-phC%n6k?q8ImAaF^P6tt>on`arOf(fwxu8~4~p_AcLXPku}4a#ydFpUi&GVz_?c
znt%6g+f#Wq>qT}}r%ZVL{rZ8wB8?KKn(ke2TFbX^EwgQxSn;*Z8=jt8_~zQ8E1xgS
z*|=+wE$ct|Sv%EabpLHHyLI27D?w(%*@~RQ6XrA?K2Wno;^@YV*6nKzd!}C05l#MS
z-d0#2_=_i9!rypH``+sf)fdjBaXOsd@>uucwbgMB-H9>WI=U%8vlq6i?(_e(<Me??
z74><>^ODNzFFh%8TOG6A=xy~sfmvU(D-8F#-|Ss};;!;yHd}t*k1Y#z^S0}~;SXcH
zSKz;8!fFYVr>2WGq!tDIv&uO5a{C3Dm&ZQlzj?nmBa!vvfwBdGiKnY)Z%pZ#y_Rc@
z|L;k%Ojc<b_eFIx?D=%}Z45{@DmIuWmuX+{F=N^0d6KujyK~R(aO|%AqM!2f__AKb
z%V9F_{rQdsuX)$s8*?!8lgskIY<m(vO9!lZ7sz)kc*(noiaQrDUUCYzVzzB`zhJcN
z57(LLTaFfh>O)~+Vcx?c1-txAQ*DIao;>XBGKY762e_W|G(5J#KxInMxs2BbY%gAO
zioFoC|9N`xEU@Is*iO*hMW*a8+O{$5lUQqXDPC#PswrGXpv#LuTdc~3+|D+5FR1MM
ztEuGawNl7o{T7pW*^8f4XG5yYC5atOViWBcyjEVz^x7^SC2=}%OO7E(r<$6Y*^@{{
z?WIl^Ua8x)hqW1S`Tn$1RpS11Yd^&9xgP6`6E&C43-?;<x?1wL&<3uxe-bRWba}M%
zPP_nV1MsQn8$Y;tK=Xm6;Lnra9HPECL3}$|=Y+T33&xDi_bt6v7A(C|?zPhWl9oT{
zAoY%*tiB+xO*eln|GPHkL{V6vSE;U#q>oP*cctHvg;TVe!@RedM{W97v8Bu7aKryD
zkD|C%6T_Xi1HFDOtX=Q$d)?l)X}7O=sRVHCP*YmTsx!~;)}|{}f|BtOMl)uJh<}RV
z^>kU+d4fl9CqD<{J=fJjCbB!$Oqn(5diIPNciwh*Z0U#*oT!~)nHRiv{pD>(w(M_R
zR&&|l`g|XsqK?3?4UBtr9;OIpHigBeTU|JMB74S+87Xd>p*OFw%>7oczw}Dr(vUep
zuhN%>tO$Dbe#>>~T<>j~OXY&SWIe67Icr|ko1I-6;Pp1xOI2g(zd$cuuiN(Q8SFj5
zUTeK?hX-nIHCcOqv)9VP%*f9k#<TN-K+9-%Ed{j+stoVnQxTr5)V7f8hM1tGrqcT^
zkGFqzwRLuSZrjrycK2!GgTe&v526>iIGnVtJA+m+M!Bx%zi?{9UyeU3r>vT_@vzC$
zoeH_DIrs3^temo{H|$fc_6N-i#%tTYC~es^t@lz&rIfDwo~hLrvo>vGIkx=k*9D4;
z%?&jlNlfFub>zsB6CY=G<gf>Ly=Co-PW}u!09Zsm<Mqk^q7y4K*Dqgswt<~_vC)^8
z>{Hm*b)ATOuqNo0k${@gMX!}A3T`fW8cXFIqNio)DTzJU5%kJ5fiKE8_JWhxeBp@&
z4+3tLu1)M!Q!6+5X~t}3XsB88Z{tsUIg8m3OFOsx&t`O<8f18l_XS_b`5Oy6?l{bL
z{U5Gb>ZfTc+aWg5!}|Jq)*sB~xxfChYOI~|$v?YT%lBv0&8cPcI#0^>TQZv&?kx5^
z`Qg?iS8MSH$q(9jem{O|DmGEkYo%mH=y^F-HqE7Sf)nlEeyQeJ%TeXF=<>g`o=FAg
z-28+mTXPk&<s>B)$#95H48F#DmS>LUyl_p?8Ov(?J5R6(X0okel=I9^lD=Lcv!X>z
zD)p_oh;GoKTkBQ@ox1&O&awlH%IxV$K_Q0e2h`Nm<}*r94YF>uzi{TfawA{at$Plu
zf3BSpG@t3|#cPwqm&*3DuF_n3YSG%q^O);Gy!J9qVcGZWe$Y~edk1`$USW5L-r}V9
zZC!R!(ecD{4Zc3_id<5pKj;{+STvdaeygk`{bq}=)9klqF0)tu>zX$0+w3iB_ZOU<
z6TalAiha{J>&>ze96IcA8()565@_4@?RULHyx`58Hypk`U22u*T2hmek|s${3Hsak
zQ7LHW1Xn{tO_4K_8^D>|Q!zm+0i0(iI~_1_gp?X0OwV|3fHU|K0RvGi3PV6%R#Q`J
zZCKgh3)-9M!^IfP2-Ccb3DPFlWC2}U06H2!hy!#r0mwwM4E)c3<o7-mDg8;y85kHC
NJYD@<);T3K0RU9)(ry3%

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/MAB_3.pdf b/MAB_for_BCI_1/MAB_3.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d680f6398b9a17f8af31267360cc9e0432bf63e3
GIT binary patch
literal 15937
zcmY!laB<T$)HC5yU2{ia^)4<$1p|frq%1BQ8wLG<#Prl+1tSFmg&+m}kjjEo1%2nl
zlEj?+bOk#*uGG8~kU|S24Xza>?!hIAC8-J~5KV6Rc_j+Q5OzRfNl9u^o`NZe%cUPs
zl%E`&TA~oGpdaAkrl22^T2Z2)@0pvJp6UdpouRa+Lac&*a7JQEW?s628AN-8e^ORz
za*2XDh>PSLLu3y)=H=y=6e}1SfEDRG=jWBA=9LsHSc3Rm`tC*fr3DHgpE?IC=)0tr
zWhSQvxjQN72P^1@6eZ>r7bF&?<|S9cJP%QCXUC=Qo0^iD=#*cf5Ul_*+t|cZ&rAVA
z#)87FC^fGH7H~nS#rdU0$*IK(prC?>Bq(r^+zoOPC^$i`am&mpNi9;)cgsmENp(q0
z&QD2I(DzBrOE1Y#FoZ;hogG(kNl|KIE?32zr4hcxx6K6hehz<dLyn1gH-nhPt-mLH
z@-pwfTzL6pipWpp#r<k!umAnAn;^7tinH3fH5*mz5<kk7iFd2+{dprcrmFaN!knKS
z|J5I#%`X1<_}Bd3SAR{v9-j8~g5`tTea>4r@0+#fAO6j@UvB^1(!1*p$4GpUx_qbX
zfU&fHh`j+b`|SSdvkyQ0u+Or`HZF11?01uA`Z!qLR%+X`UVi@dXXTrX#iyHe$VYs<
zSt|HAC}+>3HT*h9dZQgRZ$4`BV6544B|`t{+MoNA_8jj@@{60L;D6FejL&yMQ&OYZ
z@qLR<MI3zYb?B9<kZGOAsSQcti!^+>yw3%x$vYjLy7$=mDXs;MT!!xVQv|!uiY(Fy
z&(zr{s=i^>j!oBp?A&B@^MvY>H7TNJ_`i#+PtoLw)AU^Ny=&X`AKfV*jU$~peEIy2
z8nD0KTM<<4<0z>qKX<iU;5IJXU;z(<c`_?MC?>A`?B^5`xzzC361(F0p||25K0npO
z-IA0fY8Rh$_x>D@lR*+fIxP}Q?l+x^dz^kssY3CmQ{Yw2u6tf9^{0kPb(?i@ue;>`
zMzn6-nn^h>DlM~g%94T||9Y+}Gw&%{#dVW^cEXnV5A-LA&O3Q1<fwAEcW~&Y(xa|n
ziXj5xENd&)rFR-#`!I7-&4CJWX4R?Tf|awI`L!B^bs|}GzBSIeq5UT&vcO5pbYf`S
z&ZNy9Dxwa(hBqC)=DghQxcT~znVU4&q`6g}>Udr3QV@F;F)v}oC&L|6e#c%oBU-ae
z<J-BmIUZLoo_Uh%wJJuIQSAz2yKeZ#v=t8n&mB#*ne_8k=)$FyQkmR+%+E`$F9^iz
zgkO5cReL4)JLlP{=Id?V1k9b_bkZ~aO!M{(E{$1Nx9#3#CT_nt&8oQe^7gFj^1JNM
zl$*c)`gnK!{oHHj{qNu1dv8~h|Ig%l{;v7!c5jc>=a8JCdrtM_F5|!(dnD#aoXBi%
zUSp=yGsAWMQ|T);`}XghJ=s}r!PFV^GNfitch*y!&djcFxT(`L_h<AIn|I~g>(}pB
zV12&j{N=?y$=pFgk)A<Ga@(f0*TnH%kyyC?N4u?+%S^cxsoCO3?UKKX@Vq%Ms8Ygb
zsN0q0BzC9d(!IqCHr_hDxKHb0sA%)rpkD_<)_&PK#c{fUx1>P9^u?3iZZAlEbzs_!
z!fz)E<Cc8i{AKI^vyW;rzVJpZ^G`aN`e$M7RM)CmOZ7D@HQln_C~xwKvk8jWapcxh
zox;yD=898QSlrKk=88&D?-!bubdZlL_2%cqX>wDXM0QrjIiCI!^M3vUV{yOJ^ZGY`
z*`e>!6Z@fepX2E-JCqMzb2#0yYUhc0X*ap+TrxR#ZZyxBY1{qP!|%t*->LUc%h*1S
zGdX%|Q_mN!s3qxF9MzW!#98WIO7~sgFEi(5Oq*_t+unPAx?%nC_w4VzKl|^P&At5V
z{LlV!O}E~>>$d%x@>xx1W<NaXUhn2Vzk1HK?I(r1-d%tBx##W4&pdzj{rQnBWAGq;
z!~PvU&e9*3+4&y)AFN+ovF*}P=gq=8-s{|X{PIh3^s;$)WjFIyJU$u0Kdmlhiyn*S
zl?f#>n_uxsT%Wgk{;Pt{xkvu?WPR#ND-JM-S;HsQzS_4vT5^kl=1E3J@xmWp4ekm~
zICz7X+b7r1JtO4qvXJiTXEQ@{&#v2b@@{SRi3`!+UiKa{zru36tf(ockK^5zK98EV
zFK_RAzJ4y+e@k-aG8XU3J-;{Hf7LVh&bHb)Yo2Iu#RiwyJZYKZ^f+mQrn`n+d)&S`
z#|-z+d%gSbxApCR^L8yV*uKayT(@}6l_IwUW2PdON17iVwf1a2um5<v{JJk(_sae=
ze%cyc2&&eKAtfucf&-VhprYB(*whjv4Q7LieGnsBAr>wMs*6BkgvxMZQ*#C60^D|z
z<D@4B94znaSp5Z<6kpnI-e}l<?|-~`_q><g2NfQkIuv@l?d^lWdE55B>9_y;&)>22
zy0B&a=IFVpMcFdm=dSqvuDYhNx;FRdmZ;m;idOHus<~=<*RHMi44q_ClY=B}GuNgR
ztrWg}>E*925AuqP`c@mSyz=nPrUz@%T3-7ZX3o2+VEo>C(L}zP@3%NDKD_Cj$@j3m
z{e`Kbe`@TPI;UO_I4$k7L8s6El;oZT=}G<jY*%azU;q4fq03VJnr_LtiQ+p>J<{Up
zJl7+4boQ~vi5^~J6JM`l4#-=@K6_(yq3^=-X|H%hE>GO(F46h$(D^UN{6fO-cUD*N
zGCDVkyp!D@wSLoe_n-Q#%8d>EENyo?*<=HE%)QKT*+A*KffeV9{=drizqZF5H+eh#
zN3vF=s&y*&bJ_d9U+S#r$rhe+WZlkcDeL*S>_4g6J{GvGX5gG~YyW{CiytwI$!|#e
zQTOj3yHIzJ6ey0+q7_sd6BAoTmZm7Nr5fbf$70B_`?=`910IR$?^gz9^IiVGf19Vg
zmw>{tvQ;4)1*PqkPMA$Gt4nn?H(_~i>U#Ci|5GL%@+$td0-_IIMlNh)KCj<VdhdtM
z?dNH)INRs6v7Q!JQe5<hC3eEBk0C2g7F-k-?)lxZ?_ronx@Vz?psmKPiB30E-g{_#
zeseIqX}W~Z-&KZQGk@sx7jG7Do7A0?a(0qP-VEI-G9nXPgLgE(UcF+IroD#22{j$d
z;3dK-2506<c;@Ckc~Gi5!-G5LzRzsg#S_mI`@6S#=n9k_YPLF&&OfW=aPzu?Yn}EN
zHR|Uiy9uX!x#X(Z{_eJA@YBhGGXu7ttMw~7Uud#dCW}4HwsFc!6XEqo1Qx_9CCBmT
zymUF+-79(j|AWZ-*Iyamg{6PS65hnNaEvSrQNr7H;_gCbLmrpUtC>_AeoXp$;&EWX
zJNvJCev2Ir$%)T*-*DDtDgXa39_uH~FFpHRo|*sMY5&@gDScjdgC}fU@?hV(Hxq8@
zEwykAlU$T*(K^S)PgP0QZAZa^MSWA+TdrRDWmvXacb@Lfs5`+*eLD*M68iL?$cu+F
zdv?mE^6rW_dd8sq<lIeuhZI*f*-bnyu^{rriQhR-8kB<0cw9`nIHy@Eo3+3Dt<Z6^
zoL!ZwYRyUy_5SQ><LEnhuq?)Lui2}bN3Wy)uBaA~{N-46-cjTG+q;V!QmwRvJS0T-
zs!sbnX-Cn6i#rY+NQkp4l2hQSwDA05ZTm6uvqs6O03Ft?-K*6KWbA}qUHZUrzT_DD
zj933YP5k;@Ueq?z8Z(5AU}X}a^2gi&C4h~MO+pL;42;->mQ8Epde)Z4rP&tawrrY1
zV~jy=TF#0Ihgm}y(;Gyd795=793kMD94xFdjnTvM#uAxzJnKvt><)?aVsQ;}L);Bt
zixw?^`A%@mb1~#_{%+Z-AD}70bh5H8wA66#|839C`&<>(XX#n!;dA9+yQERarX$OH
zMN1!_uTYma|M{f*h44#0ZKbsdRq@Kp6Z6*?tvT?Bar>o>!Y(V8Jg@lFcl|-<>=*84
zZ>D%;2IuQYFmFvXZVib$HSK2EN$V|hvpMGRt^Fha^NYBl$~`ZsboV){+gIPL@$|kJ
zvQ_PggS^(=O_{f1jEsWcYCZ84h}seUChyz1)2`hwW(QiyR)70ie)RYcx%mAL3!P_R
z2@6o8otU!5!~`|%n@;kaBx}gw^1YNx?}A{`g_3#i3o0(|`+rS;<+nv#Dl92#XLja9
z=>0C*{xa3L{qLvcZa1}l|9(=|y1C8rSiA3Uo5HqQ-|ky;CFbSY_n+TBr8?pU=i)oh
zXI`<>Dh{qce|G5{(J&jk$@|2T3-@YB-_8&SEn9!|O7{2Mje0weC*Ak!UCi=aWcu^w
zGto;PPIhN+cyeRQ65XGbKNl%~dhzGh=UbBhmD^_*H@e;PTW!&GCUNQZ7XiT<i*&Ob
zHs!bJI5F<qv{83YL*l}_bI;m5uT`D6<v#y%ro~-?E$+IW&mKoCoS%M6MyTFcUa_Zf
z*2hm*wk*0D+_&STx5<@mm%OuIK64ySS;G2!SB-Fe_9WN4LT$X-TGtd`9g1r=Pii@}
zwkfB~bdSUN_up*P4b{S8t2mPnhJIjkmg-G3={hipmB0Po1dVT-v*thd@0P!i{`T7L
zSgB}*)C_y4?ghsbJ=cHZ^JJ8JyzR!F9+T@F3*Id?+dK8Zx6%eLmRGr(i=V9I$}W9)
z=-0ey_2wGBC0ve?`H2B8&#OgzP40b9H@&gvj#is();-~!4h<7JETylq+|T{B@E7mf
z`~Mk^y<TpPB?W*w!NjBhBNGdh%xN0voyTg(ar?Q*K8K|Zo*w6nuLg_1{kz?CPnn?+
z=Rx_jvz?rAH8T{~B^Exq>~^N%Zs+{K>C?pTEB9&b?wIP~eq-gq^nkmpmu4L)Hnlsf
zzI)RRgZ7s@`rdsHku}Y}c}vgfV$6jOf!AekTq-M$MRq8y2vf_MdVbMH<;a_bmU`D!
zV>HzE6$iYZp1Cj6TY1r&*S|l@A78pH+V-I9(Ipitub+A0si(NM@~ASKpRZQe^W2aS
zw{W#|!FvY}o$7vhB;>g1^ZYM&Wka_<s!H72vo^nM)9wkoo8Lxdh<L>LiY~dPFL3hf
zF1t5x18!}7^*{c5&-#zQSQ{os+G7bo(1-$20cd7~8h`<Ypz8YdXD+*fpaTw*zQ4&V
zJ^JSVZDW_{o6g4)td&x^V(LPUZa;l#O1!LH?`QwyHXG(jm)L|``=izzyKc~%wo6R(
zl>qZ`tL+sh!XDcAhL|s}xq74Ye45FThcj5Lj`|+h>*>7wSjev8&n-WS0zdpt(T&$S
z*y<LTP{b|uvQ4nd(YMLX!8c>Cg5(FCgX<QQDrIh1KRNVGdJXrE9I-O~^FO4sF6P;v
z{bC?w_F2eSa(&*5k6qcv1m1KUO$}vXQ(&x6XFVzO?A>7<9`_ofJ8`{YOEuV%W&beu
z#7XU!a+%H~RUDRCIq~9Kqov1gPwS44Ht9MlF2%mLcJUsG*MIr*vf@*)1Se<|hN$2)
zwL}ZflesL0Jim8ynF%;7@2^sec(U>3e`&9K2{r<W-b+rL;cV2eS*c_?QSZk!!DSbA
zey|SWJ+<z8$L0k|9jY_B3YgCu|FQVtYSQ^OdVb<2>CA#Yl}9Je{<b+1xM)|@ZKLkA
ziH8qd4|v)4qO7-f3g_gjw{Kd-S_bO7DBhG6ob&Y0;n2A{*ZOSI!e^Ua)@U|oe4G@k
z=_?!Ed(Zjg%8)?6RiEQe)}}>s>8ul)>kv8j>6KEk6&%kRjkm|%-FKeXM~mUzH_oq;
z_E!?BiX;kdxbj4p+wA>aTU>ljTrK#iY{-V$UAaG(B-g#;HRgEr`c}!kx=9b^tO|`T
ze%zn5a{oVuW4B`GVF^pnkQ6atX<~>PmbO9Bc`Sw;zvl-RG<rRpJ12ehD*NjH_ivra
zS$g&m3)42m%_*KMYF2u!@_aopfA5y)n*7RmsSbV7(CHgg)m4?AmMSX0;;1V;wuF7%
z%Qutm29>$!F70|5rPpiKW|fmPH#vTKb^r0Yy%)}M<wt0Lh~K8VZE?n(YrTRMg#s@n
zL?-?{z-8ZT+#&w=PhwNYNA91Jk5*Q6pHT29F;!T`AohG)_th7f8^mWwM;UZ(oyINT
z-dk{Odu?outADccx*xN?Y^pr_d%?!5I!x*ZInD~W@|tgIn>A1K72gikU;YoiUs`hJ
z?8Xbs9Jv9lQ%?Ol`FvT%LzO1!=BEpK7Fjl2EWSVa;nsQP`*K(PV3g@9vvcZiH~ev|
zPR8ZJc7?aL+lux??r0PcX%yqQP?^`zB6%e2l%31$A5vegetKwp=g+mLw(}Ovw=ym;
z5Ssh+(jz6k4fjN@h^0Jc$i2psrN^jl)Ta2*`M6@y?|=(i)2gIrSDs$<^~9F6$1fPI
zjB_4qo?rB1o(P|D(43UX65Y?H2+d29pSf_YGS`EoTV^f}ysJMi^w?!zKkM?+9xQQ9
zY#-0i%oru#`1<>9YBJ=w{awV8DWL9DWr>V<)&I3G!=L{Yo7=)Bv>{5s<o=b;O|858
zLf71vwqaR+v0mbq3zvORoyRFB?jkFzi3@k|in?!dygAo);W~|#YnK@MF3b&I<-7BP
zna-m>Yxerj*=ymy^yQ<;h1;g+BzV^A&sfiWGr6knNXPB@rh8{b%(=$;)b3)b!RMeq
z)%~G=lApg=`)|gaWOJM2kC{W(*mz;_E73h96V!C=8t9pK#DHh_Z_z&vjM-cN&eLSG
z_4!|~JCo&wqF}PO%Fz&0wM!pU+cq7W)tfJEvvKc7YaO97uK9_UiA$F!zS)v%(Rsa~
zPp8>^vHF||PfZUwDSS#WO_IHF$Hsr((W!DzKCG^qlGjq^DEqMUhRk|_aLfHaA{5Up
zI<ZIV=*urw3m03Ils84~GW=?CH`^@#Y=Py9){eDP|HS<;p7iAZio2!Wx7e?`9aH&~
z>5)6LH->fjoK-s4T2t&Yt-9wfQ<$Xb`du{N#;`g|S26m{@=1Z3-I1}L2G)zci(VYp
z2)=5at+<#ey~kMT(W*1%M>l==v-|oF$@lgbwnb)O2|;4}JeDS?iKW+(?|=da%lkb|
z>N^6q{9B%BbK`%!w!~ub8E^E~L_Rxm!BFRJ%!HqeD|dW2>c&`ph%w2?VXNDo%d9dc
zvGv<B=k409`LqAU%PUPb_SS1}1Z2mCZt{}eYrpHD5-+AJjfw3y7@MNDO>8Gw_sJRZ
zH2=12)iY>VIsNVDKaLZWcGmA+vUj#uOK$H8|KO`;I(OpaZx`jRmiWf)&s%-@?fqtr
z>eX-buWl<pIAM*%;R}11?%45PTk<8fZ&^oXT;<W{AOGqe{=Kg&#(u7$W#;yykM8nt
z+n&2}_L*|o61Rs_;;iy#>}GAc_LpTsV@hlOyc=?6raLmiF5lVU@Acj|=<FW_ovf(b
zb9Zdgyg%_M>twpLO+NPHEvL4IG@o2}ct+NT5Uq?gZWkYK()sEkYPL~!#edPuagI$-
z&b~R@GIzShZ@!rx-flG)A2%Jedb~ySLQYSm`LjD`1WR^4_DXpXYS{VhveLyU|BS;e
zy6e+-&wqZNnLp{~tu0p+8Zw$Mm@58g^seguX`B11bmfI}7D`Dk%_LZEq!;Eq=~&{u
zGxY1ekT1d<7Pn7WN1gHWkNKte>u6-H_J29QsfV7O%8+WAYOyWDL@hr?Ex|re<n?!P
zUy*hzEYU@D$I2Xan8`N)HgI9nXgcA0$?B`^v;M~)4_JCpMo2oEadL;R&u;zoi>CPI
zM+W~l*;1g(`Tw|$-{!|6dpv7{B_@BAtkM0vXQ~ia=%+G^hdWe%HVV1UYiiyo_f{li
zC1+w~-W6j%#WP#y{N%q~86kDkQJk-!<jT9Wg_o}fRI<FBc<}nAzZ&-@cZW<kA>;S{
z@hO!~ku@s6{g~J@dH-M8J^R;!YkL@9`+SbS{%hTN{i-H=RV+Rywi{)R+KVzaG72&X
zFfe8oYFnnp1?}KE?3=l8rITI<qtK~`O`c8>3MXY|tdd#Bqql)E;pwurX#uVr(->Vg
zGDc)dF}zn3Gr-~;V%zklX#H)da~Or%mbt;4lTfGE!NmEb;NTJk9cBgIu!)DK9-PX?
zFyjW#bSyR#-55qs0zsZdhYfgkzZR`&+7bNTbNOWFU;ncmwO)QnXcqGj*buvFizd_d
z9_Mwl_f?$z?BD!(;q|1?^;08DM17|D#5k4BNJ*|yx1FZ(%*8{=JzzVJ-LzZ#)Mvcr
zvwd-g@mPv8>vS>6XJ;C!X02pqyHysNbUj-4(JI%?Z>BWu%wm68@G@N~(%9kay~|hI
zerx=5K6+=j)3OsvYZ;Wp=X{^n;1%d_uxh^I&R*t&ow5~&<jg<q`VsN2$bZ76UH=vM
zx0`!A=ec@4aX<dxSz5qWb=TwUp`U|O56FMZJuVY+^mp&K-$om9Hv4<s<2&+so`!_C
z&@sQ<Hh=%er&Il$_*Bk)I~KS2?7c2Sjl#B_^PZirSo{3fKUUk?Y(XrcOKjWN&;oU2
z&^N$v60;%4>%Uy{5(Fw9+MY~VcjE8<UWLg%U0Yd<Hr?n@j`owEH=SkMol@Vw_XVOp
z#k~4>c#eFeQ_^aQqGJoHKWuyO>s`#78QiOC9gd#0NG{n>d9FEcd6eZzucP{9Ygc?a
z_AShaWoEH_VE&bvino25R_QxEKK!EXk&f&{(>XV9O^>vi9c}G2M>@bUf7;^*50g@x
zx2M`HPqsR_H6r``i-pYEOS#rNp1!vwGJTf)&zSnxADPr5Ty(L70I@AvBV*Je#x%gO
z=!gN&uHT}+9MW|-PkyYvbo1rX|NF(}d|~NqVF=&qdwPq0x%T}q%eS}L|GVV=7Cot@
z?7n5^^2DWg4`&zN*R|<W3zOgDo+R7mc{9g(=R(ti&&2glsBh$V)A!?>J^A<TIaM((
zMOjt1A2p^h99r_&@MXxm55h6e4pkqiS!I#n^K4h;$pt4CE;^T;zq|Sm5C0zDqcz2f
z`lmX5p6MCiPtA@@iLg)8U7sQ}>4|XBtnj_B3+6C$OuJzrAv<eA>I*@M)Q1@cQ~mRK
z#C+^nW<;o2oP4UaOyE|)8u!HucD^|EK$8F8^<RG&54MLd!xCylw+#)=P^x=VKTAGl
zN1j)Ix#m5%{rG#1NUq_}dg=EXnLLLYIy?+os@F|jxa6ZymBwS|T}cJ<JvKVL4|%o*
z9$TaHAumQH@<UdKs?FaiRX;vUid~yLE#mTGb<w|Dbe7zz*dimznC!N$$#b5e_}}!m
z_gDFv@7-T?N$CO>#}nPyvp_A)d?$M69X8-``EJLmFW~UU%gVoNLHCn?x9zliFShzt
zxt!%WK2z0s)stn_o>`v1Cg|_AyRdrq72WgRkL$%(-VOCQqq)oBo5<yZXD0kkm7DY|
zDYgCbx7okzDtj*fymLm6v-F*qx}dPxzGa>*O-5VI)h(A*oO^uXs^8X6b}!e3x_2%T
z<u<=&73jS|>;$Wxdq?DHX6Nq4*;?D~i5~vio$zN`!787G+<m-Xh4@TvYDqn-Wvcq;
z`gPAfe<QbL>o322l=LZKq41@RQ607F$vh%O+PfZfZ^)Q)dq-J<ts~p(EP*b^4Ua=s
zf4dO-{-Ut#vh_B$F`jF5-ufI7j9jiX?{RO2`s3qCGSN|gy&XP0P5Tu2^juWGJpYum
zYghu9*tVbvYFp6QXnTM`zy=c*p*Dw07Y;Zm9-Y8_=KRwpt|tYOi#9lzOgZ(yi<x11
z0Z$92ohHP#><mrNO0xdlg3JaS&ei@0ITQ}eubgyxX~DOA<u@XlIVZ2#7Vg-+;>(k#
zhAOd7GvDs9SIzV;+uUI<zVNBl-4{v1lU6a!GdZ#NU_^^Rg?;OZ)jrQk^Fsc(Wf^`I
zUJ<AB&5Gsl%5IasN#9;4cz!iD4A|mpv@9uQ&YrJ|c8ex0;qFisp6hP-MrG^IeY@X%
z%UiFn_RxqCi_eH{1eqA34hQK@_AF9%<ZuOzs4nP8Iq}k_$f61~qWWH0KO`VUwVvUu
zVNS%Zy?545yL~1x{$IdH%eT)9?Vr8A@&CB;8RMV2pAY8CSs%aGKR>ZLqC$c<sjR}j
z(Asm|+U&^0^dP@1yA}CKe~x<1)rijA$#AP(`|=;Yxg6huBr^^9BrYqJJQ8;iT;*C?
za{R%+-#bOhZr&6764C0hah5`w#M;SfT<)opq*6;(%vcnwx+!{@kM-$S9c7Vsg>=^W
z+<S7=W&3)^J-KYLOm7Nrdru5L(*O75r1$9u*e~wVe(3b<NnSyMQ|N{Zizd$yiRC(T
z=;)st7UI`bi#>VHYqz`BZFxBLFK?OXBqrgmOxINR9X&73Y}cA)`ge2t$<0ouUbL|t
z-E&Vp<@Yx}72&UkPF;1@a8v&LJU4XTM$_`$2e;3B>vl@Cu+(xzdd8ARt?8AEp0}oz
zX-6<;_BUDXQYz!`v`+p$?^mb)oT3fJFQ2_VH*LR3?>8PUajt|fuQ+Yi?QN0Y`#tIF
ztG5@vOz~8nyQMJXrh0^vvtIo_iTBU%fBwt8eaTF2ERjrXd(RMk*u4KV?_mQT=lAoP
zlwV|@{Jcb?$m9F|X?_#BeJ36ho@=St@o3^I4b7U8f_Z5_ayPEc-t%zrGV{<gF5jG9
zI7J=M78JB-+kGJYK-i(E#HANPeRO1Bv2ru}DtlzSzWd<O-2~;ctg3<037b0AYVN4)
zn)FBDaPj-3`BPZcEnoh6wfoP<e~+Y||M<ta_q%on7GDwDY{ckp1$je<f@2m0{h0jO
zC$#ip`Ttzrm#<HCbQ+pHmfPalZ8zg&W$>qk{&8hpcV@($zEEQND{@<_P1lzPF9R?6
zbk)9yeC4(91;>S^CFdS&R{2q8@?nw34b2a)B4f^mJ>vMpQuVr`zH!!E1u^x*e7#a@
z56?)Eo-1NxDD>fM*=vWp4_uk%9GG6rR=s`BDYFX)HkVzv%oD9;ksJM8PDHfk<*M(+
zB{vN=F5tAYc)R?>h86R6pJoy0WO?}CXF`x+$KHr#N%`%@DRW$I3(a!b;dtDN>-4!#
zZim`7rQYPW;dwTT`{c%h+sgBoscTyEu?U{rtkrkHTQ0(R&il!BucZa&Z~V1Ol<&4#
z<+*@hXXC_q!j2-1_x!xnvgR0g$~+c~sALuse7C5+)y0DK(>ud$g`NRE7fyC7O->EJ
zDb5?TPiAYi@!|We6-zcZhQ+q*_*+_bmiyoH4X1r1og=?&yHU2kj<NeimnfF#BDSq<
zh}t;@m)i}8MV!}}FvwXkhhs6B=ys+#Y8mDl;K|3V$g}%1SABv?(zFTReL}xp`1e1m
zedRLooSTYf7sR!49?n=Gy(i3OO@U6ugWw?JJ>0(!Ty)rG8(DoQ^32R5yB=RiSRJua
zs(5K;xUq|~e<|;oK3A6~na!F)wIQq-|I`jUxm@#I#*}jQ2CIJA%$r}%*J(fbH}h_J
z@2eM8d9sK4ZlvB7yfk%D+qRH%L4BN-Ynm9f91FyXgv$<n<-cw|_i5<7_;nJtzp;3l
z*ruhi8ESZ%PV(-PGvsLbUdyE?aMC7s{_}pf$dq^c=ki-cZdq`4^(uwUDV{U_1WgW^
zx;DJ-_2KS$+V}f^2}Ntw%lE3zI<?)^v~zXL^z+Hun!=x_C{?aEn}7Ue+vC7Z&U5_3
zmmgoWeRa#F<=-Nrw=2IrI#uC(U-0Im>W|Kp{<4<zYkPa$sK)KXBk|cu3dQp~RQGZ}
zF}qwOu<u)+YWnqxb-GL%4<!U`1*HP_$Yj0CzPvllroeo$3xogUODi2$XH7BC$%vl2
z@yy4H_zA0wzx-K$aZick#24!{c(z?}W;yke@6V-^7OpP^S<~K%MVwACUUl^K*2t?7
z4QJe<Cd9pvT2UJR@#Uo@6PH|4tX{e%lXc1`A;no!*MD7^*)RN}=f;%=okfalTMqTK
ze!cW2_Qp&P|NH4hw!8TvbIPAIO|h)aaZAyO7k;**>TgMg!kvU~HP4@)3;ONxd*7{Z
zcdu5=+VEIqHt+d4O4B9RUYS~7{-^SvO}ss4NjH|xw+XSWTO%{n(LmF{)44|tcy?EF
z^(Fj$TNxMlWx~69-K7g0WV9~!FHshfuKL-PtFiOPq^l1L|M+eAsB@cnO>m=R%rDP_
z>8%ep1uDMU!G5T7{#E%Ru1Rd6at}`?xaq6EXxw?QE5delb<bTn+n9&XdD^s$g$vi+
z?Y1~lq<8=BWARMB$xc;HuU+45toWZJq?)?Y<=y2wO-cNm(TaQG?rd&n47b(QdbKE8
zBi2K|IAx+s;exK7@LR4&)PjU9*;O-l2_IK@zG?~UUL}jdfY~+fe%61~=D1nfmUk;2
zI<s!$V&9^r8TQGSWH*YPd)v4z__&Jctn*QKx6IpGq_?!xEh9X8!jc!hwhL?b&i`Ls
zckTSIf6Q-v6S0i3nh@LUHnc<=PY!@p2KyYAGBh5jjIsqyl7E|d#%3jVN{XG?4tBMq
zhu$pO;xSzIM%Qxwy??+LbNG-V=j6($(vt_@FXUJDY_omGacL3j%?XhPuB<hae4SOk
zIf*s#K2oVRuFi1U!*?a`msv4y;os>iPfqsSHpj4PQq(kEnX+$Op*!5Y4sOnyUtRP^
zV`VyXrr1o0+D%z$<=a2%&)K#%eWvQgRoq8|ofB<5C3^q%tUHqY`SWq>*}c!_UjHGx
z-n_oo<qwvEf!Ox3DO&s3)HK*2;DV_MW0E&FYp`*#!r>b(phmLZ4DM8>*5Vxxv=V$4
zG|9Bwf~;0pttk+IX}c-WEoCFrcrfj=7GgH!aIT*3<o+Q0&1aR#H<OD0n;r7xa&XH}
z31VqVI$E|Q&!+UtXWJ6-H7wr^Y|q(V`F|?pA<GJ#hffXkE7)`_Y9AZsOqzLUf|^;*
z#ha7+!v7RC{a#;`X;gLG`&V>)<+7_yM%`K`J-(?*9bbKU{l{MnZ<naKVDSU7ZDJ#H
z)Yd+1j`_T1O{3Qz&vTzwEzhg^pX+-`{Va#j21CCzM}ao|&?P!s@@ifmmi9mXUghCg
zq5UqpDQ0o!lk}v$LRgbO+zGyLFQaVM&xf1N3CH)p-up4bt+jk%*(M<&m;6%^8kg9u
zyDYUsPn<oqXcyNJvn7(+nj+htWbmDvWzn^KQ-Ui`q1q|E#rtY+2+jVoZ=y@!($gH-
ztk<{Nsr5YQTz~vY+N?iwcT0tSoTrmzwQT0O5C3=C_y0P+_2ik)KNj8bsQ&PJ0@sdJ
zmf>Q2)`@2<JCDzL6;XWq_$)<^d2I!cWX&T3ewL)f_^dm~;~Dv|!0oPLkIcKe{0wi&
z`Mv(ro^wu__Wb7LZQCAfKDFlSKjvA^X;?-?43X<<r^Mn^@XB_5$D+){9N!QHedmnC
zBG8KVVg*A`1sBAn@0ypK4_>ftW5cEIl9`s43R+8^TC5PQU~HtIUtExwoT^}Arl4Pt
zT9lceqF`d7pkI|*l&_$lpO>njUs9g0pkI<vl$xrbpO#-*q@bUcS(d7xUz}N?pkJI?
zmYT<<pPHGTQKDdGrl9Ynpzo|;VWglRq+ns9pdX^3AF5z!s-Rz*my%jkoSa{js$glZ
zpr5E<X{n%}te~Hwpbs)vK|ftVKSM!3lgrS+LP0-AK|fbPKTknFUqQb>!O+k|LBB{r
zzgR)PL_xn)!O+M+LBB#FmJ7NS0PaE1f_S&gqT&)zASf6p=!3$>39>p~*UZdRLD$&G
zRKdu=z(B#!z`zW&m>;CVCAB!YD6^m>zevFl)W!<p0&Db5EGf#Y04=Q7GcW+9XafZU
zI4f2`-zO1jk&&sXg1%p3ZmI$-8o2a>OOr~#`xHRC6^vo)_CdBO=!a*flw=eu7=oJL
zL7?%MRLBMfu;sAnTgT#L(9(TN12fQGhXM~s5StsCDd>aT3zE|{GBg6O%}*~@FgAiX
zny_zC9IBx2S(2EOne3RCo|CFzz@_h-SOIpPf}w$-se*oRNosBwC?rANfP^Q=c4%nn
zM?jrr3Ykxa`2*xJkUydo%uNlbfw{;v$H?450fdcBO%+T{%|MvT!opI)%*<TD(9%%B
z*w`3?Ei4sGEleP4jg7%HNFP)WNFO%L1(OG<1!0gGaBOM@2}O`)AZ%`AqyWMowwa-!
zg1NZ`m~Uim!DVV-0Cp6}Knr7IusBE_q!vV@=rb|`tF<&S0n;EgAoD;D0GS1%P0TF8
z4hDG;WF{CJ7=Xn<Y>*ld4Z=o7MhYMdas!A4*$)yoH8q2K5NwWt0XSg5as~!qH-hxQ
zu(7d;f{~el0*D3$0w~fzYC*J-krCJ|kU55+3<#0{VYmRu7jO<p3&=|#8iYa40%4E>
zV`F13V^fG%z(#=t!3>Z?KparOfOLWQAY(zE1&M>~L&ipC25?828=ET_n?p<mIUb}Q
zBxY)Aq+kLHI1@`qN`a;rQ*$!~Q;;4gAM7eKNGh{1Hc^0KkS{=Pz=pw&hR3X#IV?80
zKn_O6AT?kNN-<~{<XBh=0johyWoG7FAO|3O8kr5s3ZOtj76Y-7?FO+yV#uih%7>&T
z6H5iGc7Os6l;sQzkXELH>LgIn09qO9q+keY$_Ig}3`0=!GYC{|7=oH#pv_4N;ANyi
zpc=#oRQv{kstqI1NK6o@>M#P8GC^GWDGEm5LK{?(7=bFsAO&cBWCXG-NI^eM!3b&(
zxaKl~S_Q7mjKH>W>8C4zC!d2rwU9B?woFj{2;Op*qhJiS4OA@|Lv71bFoxQeuV4(e
zi3?m|8bj?WP%wsC1g%$%!B&B4GVo|<5U4^kfm#KwM-@!Kp5p>nttL<lq17|g(h>y|
zsHKn^*#vAcq>={ri-JHEB)Baf#D!exnm{eDPyjbDgP>KsDa3xnCOVL<u=sH^Q~<X&
zkn1RrJ7DsThLA05j))4v6~6CIKRHnWJo%~bXarZLX9TMWQ572KfyWi}9gPu6O>rp&
zHyQOEO%O`WaVZ7Q3F$kU!ju|fR|s{d8BCdho&|P=APGA=q$(Q}8PMQBgdr$SFa$xV
z0z(iK-%vq)=ls&V5(PsAeecW^P}>Z=e=rEtMuF75ply1^$X26hE=o--$;{7l0d0BI
zaIrEnFfuYQHZnCdF)%YS);2IwH!x7w<kEKrsmm`?(C|$xDagq$$;nJoC^ObG(KFUj
z$S5f(D7Mnq&xK3r<rk%Ef;UK}lqRR5>MBS{Q%Fio&Q8rsftsL+<hY8W)HE&w1yf@#
z12|AHGc`3fRY+5Si-B6GAZdj>sF<ONsfB?8NXP(5%m~yl0tq6Efl@x2m?@|@K^FsM
zLUb`xOEfzS3=GUnF~p25jnKsmEkL;p#XJK8BLfReb)dorMV+CMIi{P9OtFX=m>Z&*
zXJ~A0X^tjlU}#~6A!cNRsm=)0@&!2s5vB&l2B2aVBnS^v17kxobbAeqO+W=CnmS8R
z*@P-)Vq|85?miP!ON?+fu>=*asCrFJKt(y4m>FgqnOa(4xX;WGGd|2r%`xJ`%mP&E
zquOC+i4o2Q<_4C==>9M_!St`WIjBc~YMzAwD9fUW85y9bX9EjUQw%#S%*-&t%EH0|
zBYrK7%`wuXrKyD(nwt#`3^4P8fuRAqd4>kYrs(Dw8kl2*fuW%xsIo)xo1vizMi>|x
znu4lYG<D_}@oQ*e2C4&L>Pm_dGjmdlz+1gN^V0GaK#l@!^$yC<2Nj9nIygA9DpkQ0
YI_8mBR01wy3{A`}&AC)nUH#p-00;eIQvd(}

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/MAB_3.png b/MAB_for_BCI_1/MAB_3.png
new file mode 100644
index 0000000000000000000000000000000000000000..d962f3a58d4834e5f92b0bc98aae2f0599534c97
GIT binary patch
literal 21674
zcmeAS@N?(olHy`uVBq!ia0y~yV0-|=9Bd2>47FGGO=VzUuq<(nC<)F_D=AMbN@eg(
zEGfvzFUiSFQYcF;D$dN$GuAWFGuBbaC@Co@w$j(ng)7j@FG|-xGtcEb0|NtRfk$L9
z0|S2|2s5s*U!KXp5F+mB;uumf=k49fJ#!xa{r~a0b+=B+#wj;Cb&rTGnv&%?d(qY{
z(-y5*D&o2_Ry=6S#i%S@U9Bl~xl5NuZN2hobAInFr->0tTh$$vIDh{6x8t4VOrK{*
zEG>(l%_~0t`)9=&<@9wspU*pAtCqfQ=eys#?Brcp($dnx;_rUqJ8<UA8p)l^X2!;+
z8?6(JjW^5epp^6Fgmr_Br_ctT503XX&X^fF{R)4Dve<$x3BlzDmYn<kbx*T_@n*eT
z%Y>xr`B&b^eqd)<zxSKe-{0TQTZ<VRzjj*YH}}-1)B60}6=GX&S|>34`u_es-;Fb8
zUY(k};mnycMGrt69rkw(XF;6o1M?HVy}5a2j-~N?gB-@MZ*ES0cX#)5*|wQCZSF9h
zKYnJWv7~*S&F1v;=d49uH#9P{8)aNjxU?zXc=NFbd^<!14=(YX{NmnT>(l!CZSL;+
znNu4sEa)@atatmpD(;4*)8nk3cbqx%tbqMam%rW5mdwk`Hl8s$ePMh4{XK^_vR+y4
zFVAqV>b35)m?F>leP)~69wx?W+x`6#%pew(v2c#^#y+ju##yG>Vdo~!n0fXg-w)#-
zyArQI|9;_&)I{qCO_7;Pr%t$1^!nOb>2BR^64q}vFt6YHEo%ARXEO|wty1r&rMW)k
z+tF~&?stxw@2n$BJSSJY-Fkh;vsu{{zg{lCS^a+RXTGy%&KS*Wx$4(%|F0r8KL0SU
zdCvD@HXexs3mluH-s$gtvuRGvr;~4XKA-0^)2Nk^neB>^i}B`|-0gSE-qxKvYkvO@
z=fo}j?gxAqg|CleD0zQxZu<P%X=}IL>Z<$u>*DV6e6#yC#q+A)Su(ua_d72vDpOT&
z&j+Vzv1O5BaTST*Ze{DIotbfQ)B5{=-<7Y~aER;6`}^~Q{cTIvU7u-NZMJ-VomDeC
z|1$sib~!trPP6%XC0MuL`_Zn~>ypo!USE=bf8U#Zzu)!9+s_kJcDt}WKi=$qO|hC^
zPI;)l@n*f_vIW8wFPBc2u&pwQ&fjZV`}<q!?zh{LpH2-=dvjx>&4&ZbHJ?tZ%aq?K
z)V;m`<1y)&`oCZARJ~q%r{FN}pP%RJpLJ=kV|XzC{~z^s`8tdJKaT2Gd^pHn`Q@T}
z<<qI*QS+)lom4MACYfIF?PmJtBf|b09(8GN`g$$;^F??0tvSVyI@OKR&Pe3#d@A<u
z&vX0DFPF_O`f!l_^8sdlgUm}Rb$?&SUw=P6Ic=J7`2p6F3y$m?PbhV7IHA;iVRw0c
z8?W@SsO+^zr-sL!{POa$<%<Q)7N5@;N2X2<y^+w&dn0{*ZN;;h=~46Sv#;r#v;7`(
zEizqp+pR3^ZTG6O<!ZkKGU)AmBJ}M>GCwGg+xTQp$^ZMnUiJMQ?~)_p&*zrQEuT}w
zbvu8*ZT7mIYU1%VhIe<DKR>0tKIi8D{<<&9X7?(Rx7{i7207!zMCF^Q(_<s*|9-uh
zxqPmKd0tFyePUXg<p<LTOjbXiOukuoT=wUKW_}6NED>QfpM)<jF6!+2@rXgD=EK35
z!lR-#-)<!LNSpVm&#P!!IxQ+|UG17}x3YBYzrVk~Kb80G=JR%^9oc2Ce7f<dTmRgH
zgUyXo-aOj-{a*6pUh}-lJ?ZD?@yOflc`9OlVUz6=7fJ24TQ0?XKkZ*Wd#31A_XDh3
zo=o!I^lH^=qnsNC>vq4hVko<j$ewm~*3owPx)W~Fxku*z`=Z{)BYEh2{l8*A`@df*
zzXi^0P*Ga-FJ@nErb^7q%l`Jco;gex79YQJ|M#3{m(R?a=zf58`voWN!jr1gH=I<P
z{bBa~KW$sDMRl9st7u+6uWHp&<vnk=-G25mBzp6=TiM&^^s)VT(9B=)@u+yC$?vL_
zOQ$_r*e;i}_v<z0OE2FXm#?2QQQ7_4j}vFk>@wrGopk`@s_*;0+xl5P6%mUq3AFq3
z!TH~(>H7^553zuv?VSDpKW6j4*?zg;yz|?w?43UzbxWG($=v_{@B2)%+^Ex!-Q_A(
z)aO+wncuH5K5zS7hFzwBLB9Tv;qG_4veRYffy&JS*$qqXP12ic5_w6*)BSAv?R?KF
zzf0|t-c8=(Xq)`jtM2FN_)DA9{XzNB&*q~`-G^rR4exfn1|?a&9S@l9RlQzoru+Y9
z&F8Z_-)uS!%0!3T`O{CTPEYy!^?H8gpB0Py9yKuYJ!oL&OE}DH{^aZR_~-9-zkgOd
z|96bK+}xRw*B5V_SG7jm^EqQY(>K;I7CrWF-5syBw@Gu^u*q=T;s3*NgEK-^Y1u`#
zNxztbm-)<e`v33m^Qt$G`|Z>I{P?(L&!<zxvA5rFbz0=)t=&64EsUp9_0bHg(k#u5
z7aKZe+`9MN{EBIUCpYtN=G!hugbxTux>suy)E<2n&pfZQLwnQnc?>d4Yg}K=ux_<>
zF*aV^>SoQlSMGvv#ey|&?Glnbr*7QG%`<gN<hL994um{dy2~XiE$td3uPGDTG`4%4
z9WzsN^O^QG9&Oxy`qp~JZR({L<}+<>%y&8RyR_@-nKL<!rnfkD=m%KJZZFv%?)v-D
z0fkF1U-mX?H=I_{y?N`L>eoqE_LngKx~i6AY`pnf<`%vm$<N+qcz@Sc5Btkip{1nP
z(Q&--J+u5oKiBQgSQ5N$zWvJQo|BfgjX`QH^E?h6#g%`q{7^`+GT51Po3~NjyId)$
ztgQa%&o}iZ1`FP7i#hIWW^A0j-|cn7ai+};zNc>O<FJ`ky5Z?Pg|iiU+u02EZJq0W
zq^Dy>)GkK(5}Oo|BeGX`MhF`EUV3`Kb<#K1X{>!})@yY#1q@V`mNAPnC#%?U*?2_l
z3yCt%NlUwSL24EAIT_9vjytZq{HlXo?o6;X>%1b_-`SC^qRaGWMu}FXj)9WWy;b!m
z($do2Ud~v)ptB=WaAUcPj*#GKw<9-G`!$u0O}V?@MCn>jN1fot%4vHRXM%FON7mPE
zm%Ow$p11q`M0VNCnHL*mH|XvtK4;nPIa$px^O6dv%9<9Pw{zO>$!fkymwnC8f+Fy=
z$s^4dZDv_lR<zabWn^ZX@@bM$!U2X|<?qjdYAd<*Yd&VDrTzTKvE!uAT&t;f%Wn7X
ztNp#{5SR9c<@SG9KHb=F|8K_QKI^`x)8ps0ipR}(yZ!#W>v7e*4V=Pi3Z2n;J6orQ
zMRmH0MYbH~x1Y0oe%-8xhub%QIK;jA?Y7&W4zgz^{j~f2<}iQ#59e*S^Q?b;d3kt4
z;^B%1jh2#b>vukrx)zblTlM|jSx~th|L@cEX~*O0|Ca9i`!;{`jim04M})jT9G3sL
zVQI{x8HUL>lDc&*UM`s&k<_UwVNsyqE?1c{`?ciknWkLj2YjC$lg>{8<*Jv<=ciqd
zEl=J5_gnI*DVhv2B^Mk)^%J;U{qdmr%q-Jx*|HmrH#a|D!(jb(%jF#}m(AYs<59Qe
z_dCTuuWjFV^u@)+JKt`*4XV0!KAGelwQcW<McoosB^v+#ec%7{)AapkuJ8X>dav@i
zET}C4sxAC19<t1<|5y3#cD{Yt{o3+-)$eW7&doX5A*lT0#p3=Q&*xR|02ND5r$t+Q
zyOA9I?e_s@{ttgXpD+IZ_j~cbpU;cWSw1f~E?a)({q&5qFy?m+v(Jd{`@q^~`AmY1
zU+#>5{jcD(GcykED12P;|L^yokLCZLU=@!!FfBUo<gVB2PKSoa9{qgY{`}kR_wRlB
zGym_K^fkNR?E+QxIy;|C0?|D(mXpq!-R@am_jPrTwE4Q!+Y6oBi*98uH%vJpaL($r
zj#zY#;ktdlvef+MoLCdNIU;Z8(}=>OqL!~#EdKF2{=e7zdwX|&y%s&wqEIP3u2S{&
zn$3L5Zaoj0xb+@v-~U%vzV3%2!~D8mn*0C%eIJ?JYkH&jylrIu-mev3F1o+|x7)<{
zHAndY-?XWrVVOU7mhAoUxZnO+t9V?(w>LL)_Iy01+poXvM$(#%$E0k&-znD3ZD!}s
z`?=G9zTKKFm%NJa>d)0;yOFc`Y*gL5Yip$sxA8vS`FvjT->=u7OW*&&rtIFAa$<s_
zO#L5l8TjSx?di|wRrg&DkDu!*9=qk~&e?gpH0RfR;?&>wLy5s#ck7jyud{!De}8^W
z<Yuc+*@niet;-MiF020j?(-H`m({JW?EiiVw)^|#^0eQ!RcCDT*GF%^_MiLfo14Y+
zYD-^V<MsUWHoyMy!*=<!=X1-SJ)51M*34^`@aD$G(8n5k>t5c^ntZZ`_r{rBQsoEO
zmP{<{m$R*Sv9LYr*1g*AvHyPG|G(*&RJP6qyW@Sbw?BPeKELkNjg85X<#$U#RhGMa
zt;ziVf1X=@y%JpcY-V~y-Or~#pWFXGDV4qEAh-UW1J&>MUjKB5UA|_5oNd(^(<*c0
z*RSp{N;7opY~ldbYVC4W8s+zE&Hw*AUk{Fix}Q%aEsLHoz5NWTY|a>;fAaJB{O2DI
z^QYh1lKE!SX+0hpiwWHNdnN??+fM!X_;~SY-R+=y721-Kw5c$te!ErN-}b9W`Q1|S
zcG)tC`#;Z>OIQ>n<nrG-qvQUrVeL`L^f?DX&7REVb3yU+;_hzq@;im>d#ggjI&x-%
z%8mNJujAM3|M%<9@B9CseY>5X{@_3(kCaJ=bl#4}*X#Gs1GN^M`7B#5E_VOCb$xB`
zySuxKFZ-G^Zuodidh_kP-5U?{S%27l|L?kK?OAEltW7^}HTL}5s0peDvxE4Tbb3BM
z-k<(-YIxq)Un{n*oARmX%nZYw#~ADM&vxbQe!DIEdvV^rpU?RAzq_(B*n4s$dy43{
zTSt|VJ7L9+(aSShg3qU=^`1eIz|&QObShTqF-jSyorzh>e82vGZJ*Vv71N9wK<&iz
z`L$-7)6dV#j-M2j$IQ-`GCj8J;o9x@Rvn%=W2WeA>j!FI-tB(>>F4?SdB^3dd%X4c
zPD!6v*%r9i?c?eAf0GXL+t;kiJrC`V9O)F^`TO1O%J+M}->81Sx47%hnKc$tdV=js
z?j2w~;CG<pK~IOp=2K<m%<=0sb)QyB+JCMq-?6B#%tiOp)G(`mKOVolx?24IpXc_`
zMat9N4uSeVpx9i!exDTsGaFCBg$0fbI-AcJ{dpw5{{eUW52oN{KAKM*OpQ0QUMP??
zD6le+kzicI5u^8VYR8U!NxNkmKb?9b&3v6{|61=Uu~&K|jd%Qdwc7IUm&?yJeKx$^
zcDv~L-11G2y0o|b`qL^NC*e6)cG=9xho&LyI+=+H^$D{(DwryqE(JUYNLa^bp>$8X
zI<EY|^aJaaA8oX1yYqC<mrLF?KOVN{Y`N(6*+#8Xcl(`9SD)AYc-a2u*Y*8rw{y3D
zeR2KFnr5k0%xu?~tC;wwY`x3=$0cZc$Bfv&nQxeN*#4|4KK%NZn*ThW3(xqzENJF?
zbitWlRcVG@trfTK7J>4+rQzys8EMyKq}DRWNmZyTrA^zqm-7po82i0-HBFa(UU=NF
zS^3f7pKoJ=^cU>eRkNSZ{Z2yFw>Os8eV$FaxjFsv=5&9t_?kk6vrT#3ll|>x%9h^|
z^qBh{R34w0s9gEuVY{SNNyb|ybK`8IUNi1p`UZ;^tu5Ivel?d-hdt&_+u!*NKAOAt
z-uovYefvNo^Gu`EQ#NlWtNW)tIMBFe(<v<;34?~?^7VUOeJ;O|$o_7}<GyLXz4dmg
ztX{WE3xp51^FKG=|C9H$-fo@gv1O6VWt(S48n5tV*U5DCte;}ycgcHFoZkMe$>H+G
z`R>uX?AK0x{)Xqz;y<%K)by~iO}RTQ+dU`t5U37m=C`x(|9zO>{>+BN!!Ir_X5amG
zoAmSf^>)VT=jLS3o}IsM=Ip#(ovG6z)Ap?w6s-C6a=B^m?K5j`UU?<*MZQth<8=G7
zvIKkKMpc!s9UcCgwmB|&>M=RG^4zrpE4IC{QA!IiJEZq0=Uy|v-3(vzyHn!-JQ9Di
z>-9RH`F3+bWx(wGeLI&X%b8}0fQrAHS*zEAdPk>qx66P^v*R+wJfJ>h_S&ssr~fVU
znR)2{zwh=8cK?1PAM24k+^xUwgx>BqlTLq}IaAbit<{6`%+fALHp|{QACVxofiv@y
z=mGIY_tm}!CT(Fckl3-md4045DD0+1=RJHf+5g#=%YM#6plan>bbczR7Xr!)ck2KD
z?U6F=vi)|Wx%__Z^w6-#R!}52^V?Od`zu>`L{O&ih#<q4cXwxlD$}=HuWx#}Z1%O^
z7tWmFS{f$%p}z5aX^A>Y^O5Zv>jV>y8A5`WH!ok~Yn5xeZ}IxOVRI)+EWYN}Cv)<|
zMCIqZ&we_se;zaxaz9tiXGXx`6=%+@iCJs);Btev%3RJp9A`=k4VB*I9^co;qQ~-1
z$#;sCrc&Msx!EqSdXA@jpU$M_?xIuiA}uZLYxwEx0|B<&p$vC#?^@h3gYC`SyIS(W
zNB?FwWZ#loHgl%wtiZ)?SD#w;E>n{&a51@6q-Jcqxh-sSUvN;l=luyKElV0FnN53A
z)0&o+7J4OxMJKcJfmx8%iK7j(8<HD+RdYoJ|F1mydImVm-3~lw{?8xLW}+>bVE&-&
z!5pc*ZhAKRSHJ#TosrhNB5d-8eJnXLg7c?Migr1o<GGx{|H=!~SF5VOo8;#_J2Ugk
z%ggG|Gu9|C^Y!+;QuXc4%wm<awBjqPnCH1g34L*L{Vi3ZV;q)O_2q@*{e88Szu#_u
zd2_S+-CdRQA`wGK-Hpub+iF%C8E3O>ebu1PRHyz@!r{QHN&9?OUA#R_iIdk|$XkD}
z$>Zbw&q2ck)-tdmss(!v8yL^_UOP>3u2QCvW}{pDgZBrb4@4f2+*;9VqqF6L)0%C!
zvObIGZdkWC{ro(+pR*#JS4G-B=&<0o@V|7(p}%9scC|S1D{G_8tG>URTP~577G|(j
z%l(G)CC5o&9Uc7*i&bnVPt}N7Bep&<EiFuC>#WEUu@A-xfu7b3$C<+!v>BdXePMd$
z%o(o5VapekvzB#qsH@7d-;omBKk1A4gGQ;nZ8K*^CSJ*6xg%Z?9K@d>{UAT}_x~ks
zVB;jVN-^3q%<<Ebzajpkdr7IM<feCPE@p!w#%-<Jf#1xwjl7Mu%8zs(++MQO!+r%!
z>KfyIwl@J6zg>=cbNkGhH62-zeFf~E-@U8+FNt{ed;H2<`z;^r+9>uKg#yt6{SD=1
zyQOzHT>7`Qg4fu1v(n0|Dr=G(<z0@5rsmd9{KE4g`N1Tqy?rxhMk<1eg`fk?p||7}
zR394{8*et+`l{hSZ^-U@yZJxl^u`@Nb7qY})>TG%?^FM4<}WeceEaVK!2=iH-kgZq
z3oqSteU9EsP0#4EHwI_UoO!hvlvZs#qL}}1Y*5=^l<9PBLdTBPb9Y<IO7Qh4tW~u0
zymW4=w5Jrq9Y3kW^~`q|?r3D5WVPipHr`ydGS%|X^9E(>P5o=8Jp6aSOz<Pihn6J^
z4=g<JRdn`y-Wm=W8NvCJtX{33Z1sMBxe7?nxv<H67Sg?P>}%M+u!a1qaOuf-yzZKE
z>J=^h2L<vUggx&nC6z_~7CR8X`P}v|R?=JTtBj2||5|;O;|JFz%@^68KNpB!xpcr<
z&~Wpbx4uEk_gQ=>i~ODNK+tnP`!;qp26xvZe`PCbjg2?&S`o_rCp4kEqhd?*@0Z+X
zR%B@3eII&pAIHjfA1s$}`Rr!g?kP2C>9INOOX5U-zr231;_R6-VjgSL9Q~Q>{+?ND
zcl-F6+ZU(3^Ix6upXEon%N!BG|9u^g8^jy-KHL0X*hBftrMF-E+Ce?lI&K@LX(96x
z9@jh&@;uI<AAC{L{mAOvJ8xYQI6ZBZ7KON12pGuDh}rm7B_YQ3Hur%~pKt!pc(7*E
z@4p4=IcaH@FHUH_;B-i_pRN{rH*TqJ!@Jx&&yh=7ZM6hO8<v`#i*h+WEWcJJCupo;
zeN=blR^PK{&RB)ITRoVXE#|7Gw9Ipt%npxB`wnbc;v)B($wP|8r?cbb0oMbGliV1?
zCm9v;o~r}(*)zCncrBFTH1{*!XE4*<{a^Z0)xGdrJ6|g|9&g;;z}+xe=~3I8jh+YA
zExpdZjcFV6ymSBly1DqoTu3%DHeNkFYAy3W*32nY36Y=g9yqU3tEc3b`FfvHl2oym
zRG3}Z&V4`XE`3rrHr}kaG;H&N@2vY|1<j{RDLslw;D7dR%Gon#dTx~-;ARe9y=6Z$
z4?Oc&J&0~BK0RH{GfK=tc*j~;PJGqC&nm`r%)2W3((MDQZ~m(fSbW{U*jT$~md~NC
zj_r-Us%x3oI7XfReZQk(o7iu2V`J@Ev!*JubaX6lSe~`hAC#?DUDeDmHa5;?FF%l$
zmS$PNo|Bd~t$9`~^Rz4c5?o(W{1n+3lpfuS0_QZrD_WvY=Ph}}QM=ma&b%y-w6rwe
zg<;DV)N{u0@N{(KiJF)1OG`@=&AQ5{&o@U{Q2t6reOg*tYuIYOA8858rQV)Cb7swl
zEK|;Gr4QVm_u2k&pV6r|Q2Ms|BDiFCT5I*-Xv2T)-RrNJnHU>yzV)=}-gdFyhQ`L(
zVy50l6f?0E7^W{9RAo70SnqJZnS1vgo8E*i^}663?~zr?`y=83yI`Sf<n4GBTjoC!
zJC?YuPfkk<<JfA&x>w{w!qji<4We0Jq(E*AT+R36zQfkndw(;W-<Iw^smgm-$fXp|
z$ttp@^K<`eX=>%&-lksy&TvmPUs$W=a@x$<n#;6?f6I1f8&HA35XPc6{fn1NOnmC?
ztqrz~)~9dX%YXiQ=FFK_W7keowAILTe!!66`ylyJ%bL4NkG5`m=YHwX0kopw_BW<5
zHo4x8|5qPbfQq1{X-_$nA6Y&)!S^oBHpucY`>9*+nCp~QM!THR%Z_gj$$a^gZ{M<+
zGb8Wn7O?BQj6cvPXc&1ZcFDO7t2!hu9=of@yGK~?=}MjZELD@a?DoW7+oxv0`eX4D
z-G=L+q%5Cn$6;)|c}__ROAUW<k=^~f9|Iaf{43mCqhHpo@A{^A^V@$GKjwX`cXTo*
zcT}vob#C+JYfpc_y#BBQR3aQ;DnB6j@$;tLj~la<lGdFw-o5Pi-m*8}AcJYkL$}Ol
znj<Z^)HB>a?fSy~{2^}}8igAs-xBPfIWuy3#Di3iNz*25X<8!MaJpgP(%-3Xl^f!>
zCT|C|>!#KlO0f8_t4+_B5Zrv)>i(qX4XMvJ|G#*kVbkrRw;;>cq*)blRdGLvdKU9r
zx7W)1ySM1XbveiFjx%lc@SgGR^sRj!vtGv7F>-q*H{29m%6FZ8URLh&n;d&nr|9j>
zm^^dl)5Xfm7p$MYMJQ9`uhECfXY*7<54a0{%(MPx2_1z~?M>@PG@}}4H>_5@>pRQz
zuWV5I-@mN3pe9V!%K)`C9TlcZYA!D3mrfL|?5I#xieoHeoEF(|SB}$$?+$B>!>pS%
z&fjjRBwT;9HJ_o5;g3j#)D6ZPR!V9m4<>*jc~RKa31zHujApvo|7<>NSR#9C^ZJe%
zVuID~N0bCN=D5s>{We1>$>-)@Z>6NK9WP`BrQMF~m9-WECB_w@dN1ZPvxk;U+dau`
z#eR5IZ1v#jOzY~<leGsPz$)}r%ymsu*6+N;cwn+=6{t=<1k$YBcw42mIb@bVLTu2l
z6ZuzQO@pfw<fd-1+F-rGDpU7;?14~0!=<nW#hSJ+W(9evyO%6gP6}EZcl^wmH5^%&
z7`>yKrxX=wT-bZX=hWjpDG&*bEK|<cNe_w-yj*hUY&z5RiJx@0FPCVZIWsbN#nlrf
z$`7~&4Z|*#H$GQ-#N??z!Ro>3>@QZJ{1~uW@Pp2?5N#=Tp3`;v=9);~I&<dCsVl3P
z>liHDg5-ljm%N?o#mlRH^@l0A#*bmI5nicv$@Rd)1JwtV4xEH}@v7B>bk((NUru^)
z@u^?st}|DXTXhuNUh&ku&d6?{`}?QzgK1H3L9LREtWw?^XU?3tbx?N0%$bpVcNk~S
zocVM?n(T%pYgKh;{@pWwNwmsbrIq1p!6l3a$kV?hHNQSNHEAEuAGr$A8-f<AVWA|&
zSTBD=Q%R2P8`Hbaj^@U_jj`GAqNc(yA!gd&tmp^N*3@dPYe`8<GwY8k?MrS<ZYcK*
zotQUe3y*<R#RgbOFU2U&lfx&&I7dKmJ;QM(ZKn1uC`HuOw&!b9UOIb5Z?P@{&GmxH
z>H3DR+Ozt*J0!U`?7r;jD&sc6>ceT(y+VT5&p)>mXX4gBkUewe%%_XeuBWT=s`a*n
zpZ<5(?b2t#!g}j(8x1ztZ}4@oVYE@q)F{vh*vdR@3;Tuji$BhuIrD1p+G&cloIm(C
z7;P}Uz%IdbM>X?!*_$le1?nsJB%Z82aBR}E&d^Jb4y<ov7B>Kum@!vgNqtz~_*gk9
zJweRDMaFv<-<^3yE#A!UU5=dDw9UNn-hoG<+w8e_*eK1*JPjS4KdhW?Y<${tt<{6l
zhW+80`#B?)%Km=I9TI1*cXz(_;%Q6PGsUy`Wgh?M&#-LD-MIYY#b?i)$yydB`++54
zvDVxBC*-nM_pf}Bar&LVwyDP}=0AKt99?|!kN<OLW<Hg7dh6qzX=!Pu!K*zZ>{*X_
zNX>iudH19+wld|^V_B;^4+u@Fayg<Nc^f>&pR@Zsb91Bp@;man{}f+->abXG>)htZ
zo4U$xx}MLPIrFOT+G&b+HD0DZ(0GuU!2Y1}fp=upscll;yV~}E`h!a@pXqly@@CUp
zImNTv^uEVm;(2xZb}d6%T3Tt?=2Q>Ck18MT^1Vx*wd8bTx5`^?9c~%kH{1%D0tTwq
zZ~r9yEZ%(a&5@3Z)yjr5X3o6o>}!?a={-5khClIM_70aL9c6Fcc?2c(?)DH~>etmF
zz3I5xM61V!vYpq@oYBeOD#aM@9Od*S{nFQ4tYU(fJwm5^TlXnqwRrCH?=xo3j9k1j
zlzorlhgKccr88&FtZj?Zb*|!w*y{G%$k<qWPgHNie)c>1nbnte-Tx$c+Qp@MQ{v2-
zGezUpT0Mwo@SdQSxHjTr#D#q&Q$QIud^O*X*$1vGJ(?%=_WYSMYc7E5U(pAP;k7=K
zo#2j`OOXdE9!&nkuKeg8to6Q%d7s(u?~k<lSugB`)z7C`V^;^?1hp>`8?6&OwHemC
zx}?}|*HVg$y>Q*o*jRf}Ur&Sj1TWToQ~%01R9c<5R6D=P%-DGKg^7F>sSoCEnt%4p
znKiv)KW^o^><J26{M{&M=7I22`3Fpb8rh7EjkPaN%svp!JpcT=I>{d!m+)(wMe{~v
zI>v*#3M;INxPDaz@g}5hKie=fwVz$n^7wbF58zh9mIJZ{E<NmS3?939ENqmPUDE>f
zH<VUiwR%vSy;0uScyroA7LZC<ON#YfgX-UyOAT+Hi>kcbJTEydEzQ&2?Z9z{?lk*;
z_GvFFEYi}_&Ms7*ydjPuZ^9RqOvy_-CoK!VZJ_im`?a6yS2jI{GNxtB=`KfRuFcua
zULdr==0pC2j*f~YvF?eWrdnT5Lpjqs#kJpCEnhdTzI*F&NrFXY=Vkte$trJSc1~P!
zw$ZzBa^u1S%m?gMbT7SAHZ(R~y}54<a~<aoL5H%x-`fR0I=VMa+=80p3u=!(Yi<Zu
zdUWc|PIYE?#%xA8*4Z;7ombxkB|mQ~xroUje=}qXJYD{5m)#x3|H4!1?6f=JA+b$&
zF1s8lT{>U&t75HW1$RZ+!Tuv>&aAP^+Qg%2E&GRQgKDPJwThs+7wW3H*ZN|0!7UU`
z-TN$6%-!2R-HK<lQ;FraQ&Q6U95_Ayws+9~OS~_x_koJ#tYvD-2@iZ8{OPb*xF_&Z
z=927Pv$qx6*EULu<}UrcH>&d7<pXU8wjGf0e60LvVc0g?#w&rK0(@0ir^Pk4e*sJX
z1||G0d-ELDJgIha*&`{Kto$hCLD_=^@X0&tBx7Ua)ia|?4+zf)p0(l5u>=2aZJZA(
z6Hd85YxX!jQEhs@My9f-bcoIW$Y-17ES1t+j$FCK`{Ke9Lu2F3tf8xeFYIU2n`F{r
zX*|K4k&n6VPT$`i*0j{~d-bz_D}BiL$+G6m_lBvBYfs%WW0{u`{sh$WUU60Dg<+)H
zsly)Ljdp5Rx&Oue%z0||CVkeD)1GsG?mMvQz{Lam7$&hX1}i05eW-qr=-JL(&;CuN
z_t5_6?qnll<JUf0r5J?;lN$_8Z(N;tp!GoP0g(qwI(8^l=LoGdmJ=5A_xL6D!TW*9
zrIa;mm6DQplMIZFUx%2!Zpc<uTE<wNzWvnkki!4@2kyTTnKg4}<k=lE3y~_pXR-y;
zQnN0ezjx`(nKhMH*Dy~j*|DVa!0!Xrlm4l{JQDTx{+TmtJhF^9y)T{j@SafTrnTh4
z+$nWMQ<lsWER50xw-Pk6Ou2vkUShi6eEQbjvu;P8PnyO#bLPy*Wns$~{GPl@F|<nV
zM+~CBZqFd2yE3(Y(yqyyB5W_c+I;5BnOPxg{T$^v?{N1_`BHIho8rnz7q7u;`cS<W
z&o?>oR5Lhx>|Bt~ysoQ*Kl>vnFS-Vuj=AuDl3L8nnKN&uM?Bz*xODn}o8ZTFOFlYm
z*_P|V6Ne~M>iMSl>G!{?&;Vu2<VNcU9Xs~CdDnG7GE#N1*rZ>~>bft$jfYToKgacq
zI#ci3a#jRg`Yk$pEw2oV%+>|#FYCDVN`+2;K4WHNGN|vG+F*V9-TjEv+5HWhts#ZT
zm5IR@$|tIRI-!=BD<b&*3bYLIR9n*#v2*LW@JpArLdQHpO_!K9#4|d3PMyHua;jx3
zyiqlk`&UxX#n#J>jt6EQC_TXNpc)nm*c(;P|AQ*xXF;GwRYK9X&lU+0-#))RunT1j
zWUXG}q%XXl$*Q#)FYPC7i=Xh|?3pvK)=qoM(LeDDdj-#pxJeBUmmK1GTUhmNkKh4#
z5mVYI-C)n~nt4C-y6Ic)HOaNioEf?I$|jkIz6VYpfHlZ8bMJO8X>I)5n5*=N^8u%)
zbE9+PYi+atd>__#Xoxmc7)mqNOIK`SKAx18cI{<WXy1oO&((~zN=dVpJUk$FV7K7M
z0PC`?au+6>EYjP_|D$tBo}l6GHGhi|7Ha*LxUla9$f@fOFJGYgb@CPSNtq0S9|K+P
zF!@X<akVbnZt}s;<%~{tweSmGow$98E;izVy2^KRmi!TYcJ5qiTH3V<Vmp|pZJD#g
z+GFy1y9r;+J-gHTOQ)BZe6acOwd~C{=wSNwnxsgkAI1gtAFlt*xsF;iDJwtt+&Hyi
zZ$qr->-u`-Ovwj{4@@3pCG?iP`3x;^0$Z0XZK$8vm-@Wx@|CH6kai1bSwWg9s5+X>
ze7~>5no;GibVXB%Z1@2+!H*Hv-z^0roPzp0eyC(iv-qT+Gg>Y-X_{*3K89$QBe&;o
z{D1L4Wa{_d5B+YOIa36x`xHLpy!3O~qmrqZz_c=X-d2X+GTu?a;C2XTTw2?G+s&Sr
z(Tz6`OcVUL|NN~=mop3Ah?GZZrlzHZ)yuwYV6BO|_>I#bi_toMljN1@%;KK6#3RHk
zq;7~iTvABza`9oW<5}Z0D>t@^C!xy4Cvw7dbMUx_>LZQsj_mX6RX$i0h!-#xK-VOc
z?3GMVU%>ye>hqFKw=HFBK%-B7*DsbHxIfKg>zlgr1b5H;sre#;xp7@nbW?9x?+&$F
zwrPI*7W+HrKL2>!zx}tRbl#3cb(f^Hv{*-Xs|VqYr)<vVGqs0oVZAVKD`?1~bvvj^
zUK4WI;>?*{I`bJfvtE?E4q8I^#u&2V(Q)l6#hH=9pEV;kfBVdF<IEZO62ssNX=&FK
z_pxkDxWhR6YJ+{lnKgTBxNd<|$T3FyR<LBGU9*z|_W=$dcL>PgEO=;@;JH^dRx5MU
z63<C}S%-`FX}o+|btFA4EsVQ2qUT{rf`tK71gM3iEm&B)wO4g5a}0k?%zgpTIM%X-
zZU-ibv3+Cb>+eukdgS)t`hkUObLtg7Fnmb+yU4`Y`1OvqR}GC{8|E$X+xi5wfaYq_
zUA7z2KYV2&m6@A0>t5tcz_%xMU!hBlu)`(0+?zX>#5t_rw5(3H<0^dZ40QHLww%de
z>6>p=yx%g@(yrz8USq63vqv`f<-aXbu(d8QsWPrAr421h<ODx@UNhsE!RPbt#X039
zwp8UDPuaUmXU@FIl(|Ll18C^ZGxD~0qq}lanV#UxnKMh9+N2oWkC=F3No?m0eT<Da
z^JQ-lG&nHvz~ck42Urhy3Kl|o(|ede_4L#>DMn{0*2&kty^DRiag}(kauSchvS4PA
z+(I`Q#@RDxiq1oxR&_ia%e;+s^WC!BTYp=c->)eKr>@+Gf=FGy1Irhjl{&B@aPg~8
zGRE05M5ci~JSW#M%;7w{=JiLEbcV976~dXvnwu6oFTF83{0YQfsddcLu0&s2I!VoY
zmdeW&KXa^oE*+k<%(E)wQrp)aP`o&rKGJ+~x$)rvjs({SMV{+jj(mM8?HMKU!@59p
z1Al=)LHCkSrALc@wdGWP*7V3u`}hC8sc8uNoYGaWHCU6{nA(}Hhv)3mHjuSYQ*yc_
zc;I?tY=dDb_pLKlIagK$mR9yfDras9zVMpSwh=tkWHv2C^0nH5T0udEoBO{r$FFc-
zkd~Gvdoe&cAtCd@+>RNM*S@J;kdBb4*qwAcU2EQdwGCz2*3++WzX-i{g+Jldm6fs_
zmOnon=D+=S&Zp~h4U^s4L8~Iy@Y(KPY*qDVv3q~s_s{+o4_l_q-~H>O`S0KN-yFXm
z82k6f?pMF>U#!)Tb}(b{tY%#9cBCscx4Ch8!&Bu)UpIZT_Edf_`P3~xHnZN2_1iZ6
z4?N&`RnFMhINIT~>yabh>{ecMJ0NfTonz{z-<NOg$bDM&)Qvekbc-(Ap6h)QyC>Bh
zczvMg0K4V!N$m3b`|lrr|M>lz$M4zqY*g^i*}_+WNX8u|H?xYS=CX%w;bl_Wy6tnv
z491XouUFiyoWZ8N^2=j(!N41jb9(#lAD{p6<L@8VpMQu~-0wBx%+@jJHaWQJN%w)p
zf`+@3Znro1PW?M=bG`ZLTW8Olk&1FIJs@bvy8|>J?KWv2rws2LW`)cNOYCkwyUxtq
zxLI{A>l|Jko|x$88_u3Nb8GEFs|RP$Qvao2@tcCVZZpkJzn#xibJx@2nGy33%g^)5
z^2O}xz<#>F;rRW4%?r++IWx;uxertza-GLnh%LBilo)C4`71AadvAxfm9d!dX157b
zH^$2D;Emvtkmud;<oM|cyDU5(YtIT(SX*5!IfHWz*B8cPZb#fo`PS>H+-2SJ(!R*0
z=f#tPBK1t;2kuM0*I6g<Cpfvp%*{@itMXeq<MnU*9g`2AoV&z!#^-<e41WZE#JkLy
zmYq<lkQw;EDxrH#W@*r*WuYFGN^vLEH@&Li+ST3NG1c4rfzX4rpwzyt%1O)#kwMos
z{QlIldGcM}JCpCuQ(UTFEB(XzgZKl{pheS;f8tzUr}Ear>K*3+sU^Q|ZEi4}#COhc
z%Q=&-DFqLoADDVTXbJzr<VNKN?S_8`<Uy)8eg9FCz_TIX+8>F6o+W83SjzQ22)_J(
z;LDn~)d#X~Ciki;)o7pS4cU-%R_kpxL-6Om^?v)Cts9zGZ+XvbGo!qw)Z(9d<NFl*
zdIp|zb^rK2B;EUX_2CbB=CYNS_A!4b0rTcF?+bkT_rKMLC@}XvTU(grzpV`?E02d)
ze&*N_v5evHsxA3`zxr?T>|?kSx%97M!d<K5liIJYh@0?4@Y2l*i=>%sLYMwcO*pFc
z)^)SeO5t^1gf>*nO+M-UUMqLL@?6d=jdu;*Pp2PPI!SL@Nyidr)mXkc?0;0A-+1+u
z^8t&eZhgz7UySO^{LjQf|JpF;gqH0u$t`*RX5*sY^-Gv^b>q!cc-8*${xROZ;?;A-
z1vN=&DN`Tysnv37@3Lono-%m@Q$)n2X$RgnW*7CY;qpJECE*!8ab4w_siwBPbL0hG
z_p#k^x-{#6?t!EO^^6nMlJ<C6nO+Z=Y>?%9>DiJ>hV9I^nd?=0yV{v=yB^tJ#Iydg
zXOz?r;|+!%<X--b7x^Ln;cZ8S{qYZ0bC+!OEM~aJa!oyUQl#t)?i^vk<YMl1d@8yu
zJ#2i5=S)BNH+DBJR!XYMK7Y2^IzfBRoBjfo4QbcDm=w6X)J%#G`Kp{L@PYZ#$L|dD
z*z2SP*FTerkWE!yFzvg&(y^zK{<f*<_1_fc_UZ5aAMSRfeJ5L(d*sbq2bVmqUm4hc
zSGJ(h<CUk?-z|cf-&UWJ@9+5gspIsTdz<tXul{43^~~GDc+!`pKW*g%zhBdywyi*^
zFKMU94bB~+GiDX*?3`fIv*pf$FRCeef*1F`bG&*neQjr7)B5IVUraB3-S<>mUg>XK
z*S~+~%Y92k>Se#&UAyJH!qv(7D;}4#$LLry-S6qR{h3e2y<Xug+x^yOe}sz4kN%Zg
z!ap~kVfi)NS--6LD`re-SR#4<f1v31>Istq-Z1}JbMN4lXqPjl8zX|sFMXWPA2ZcE
z;Pb=a3#>{nOCMwle$2VI@rmoDl7zV(6^8F4q&k<>Hq2E@+Px?FrO%{g6R$OfrFCRy
zP1?rZ*VplL-Xh&qm!53th){eVajH@>XyY8OSxxpXL7V5@l{h`;q`BE~+XLaB_!jZK
zQ%!Z+ywlcum(Jxi(^%M^$+|2}`#V8z)#HZL6W6MjJ*_Vm`THyV8P@|L&*_Z%lRhPG
z?`RTVG9l!xbe;VJiJ+=ei*}3e2)MLuNovN__y14sbO}{o>*Mr_UB)enHy~rus-@Cz
z-J?VcW9J_J>0`$lt1xMw&Hm%ckLFb!oittRsOBlxi|PwKW}V$LxxnRA>+X1$kkdk8
z5;s-0Tyqijahe^wv{LPZMnQz|8s>d#7HQ5X{!`!6G4r#Xw*9+?*)8DV>U)I|&nJb<
z%-i^d@k`o|{<~`y{tzi?^oU~qA!;zi^0Y3?7o}L{%&zazm!5mvtk<e%Kdkg9d?#y|
z{8g))tqo6A&a&L=?C^gr6CCRqHUCvT^I@e$D?}GI{9M<pTPrv_<jK|xYv(kzZF<a}
z*U`~tA$wm${)F$7q)YARUM`WEaeTt0&GJrO{*e`v_!M+4UwHmntR2h2AEb9@QTYLV
z!}OxmpBty2ne;{cK|{xn1@juOHZKwO^e+78u64xD@b`B1g5<i1SI;gzaB9ha=J%8T
z@$;zsmFIAnB*$2$^FneXzvujN{>erAxo=Denea@1$=8R+y?>Rt{Lx*n;BCXbE5eM4
zue0O+<Sro_alzwE?Uz+#4L&3X1$Nmjso9~;l+FB~E$@Wkx+=>FCO<Qz6Bu3|E?3DE
zd*kmR@8Zpv{!}DB-CDpxLur~~?Du<3C406{R(mRXSK`vwbBcl+D_nHg)_7?J73#b!
z|7g`4A-&x!jMcBV!&mvyiVh1SrF}eqL|zCA-e$6A@jGdHs%Jf;c*l~J2X+Y>I$ly;
z!uR9Mn_Ukk3mO{S=dg}1n^pStP5B4&2cJ52_+1ijw0Al3%Ch~&N|n8AZ=?kIL$>5I
z#fS@@PQQ65ue;;?Q=t^~NhZt@x=L|VOOy+0U1C%-55IXnwU}>XuxFL@k1Q9P$cy{r
zH06Ii-_)ea?{Z|(PL`XUDzz+Y<OTn)&4}my;qUV0WEfXZcgMb+ERn~QA0$;WSg3is
z{FB&F8`hO$@u6_t#H;6{m)x4q@OVbBe5KOaK>qFWS6|ONr`Fq{nA#Dw;*^=I!9>fK
zZ1b7TPSnlwn#F#RXWEKO+boLXi*#O{c&(c7T<h(9rBIh<6Z<8KuNME7D%dE)dB;V|
zu1@gfmCw}&l$KQOIQt;#0hi}}<)=sfEnafmb0z10>-*_qhrb?3oy4bD%c&j9Yz<m&
zvG2e~k?m%0R1aL8^i4JP^KR!$(g(slJ)^qb1wAP8v`>8Z{l7>;&yu5_pB3Jn(>-*q
z)a1kUH9D^spRxSs+c0-CXH__J`ZKXa$@xusGjfjHR##f)88xGX_s!jo3XS_GUMa8U
zC}lD*Q_7oEqV;mugWXF?H}Ib+XOE2u>w0ICp#Mx{@eI}&w_gRnv<iei%w06?#pExs
z52kkPaKH5LOyz(6{*LFLd)F1G*8jI><5N?8%2?6-rT!7mrQh`mnd>|R)e{vnL8FX(
zA2>A)FTUS=TFALERO!(&n`E6r_85noMsx1%5Q)BgYF`bnVlBg72|@X%GLx=Gn%(-V
zqO|OZY<K8$z8wxKwXIXS3Im=xFVS&0JE3b+$fP{mRrQ>je^yp_{`GjBu=?uZ+!a+T
zwoaSNcys!-`~MGJKQe8LR^~nTt>5>*SQ)|2<bJWr_e<NUmS@=qjutT%h=0fq^4zyf
z`Q`N`_6O8welHgg`4hEciLK}L|Ete_(5bPFc~HJ2Xv+4>E%nTk`V?ay*YdB3c`my|
z|Ap%}_n_z1qOl8PmbxEcoiz1P^y-=38$GM!Eew>_owc53<54C0!?++xP&l_n%u{|s
zR+6~Y^U`dUy_|F81k<0$ddqD(e?Z^$$l}W5m&D@QLUhU>2Ib73FlmCx>Z6Utvo?M{
z>!avvl@+!(v#-T??M#oTqU)*^EO(BkuKeybP5EryU*k;MJ295^v!DEW?zyD2?tXVi
zTIBCLPM5A8SS)x^;Iz&w-%E`L{FX!>&^M1}<nr9lx{UF-$?c8I9>2sgMUQlb=)2zv
z5DvV{SY9|kux@QkqW8vBRSxg}6L&LePY7j5x~H$`s_$N*rYZhza>)Aj=pCLOp<V`E
zVM4wlwMvVYXnS5iaG&v*@%!KLC(bua3Oi*ut>}>X9hVUQL$4kwC7u3e=YHwq0aro8
zo!<nXCWYK%G?@UK+t-;;_McbeM!o0G3$sI~dzroxED%0b<hEX3Q2)8CcbtkXYmKc^
z+-YmE)%(+aNKd#T|3Xgi{c~CGy`EB>YdmLtweOq4zB{VxT1=%-SaDWc;KlUFPRp5#
zxLhysO?o%|%e*C;ljKfra=t0k`d4}aXq0kEQOkReU-3s{CLWr!C1zUHH@AfMZ^~>x
zELqZan)N;3jWrINJUzl0zZ*Sgev$W}Nk@0F=!_-vC!X?~$Fs)&RCA3{K}Oljl`r%Z
z&i;+CQ!?x6`082g6vue(r16HV8m?WOsoAR6wLiVwem>~R{l+EJ8|H_n*-YAE{^4;)
zg!23oQr?aC|6gyAcR6xa^sP0+bGIX1KV8D)C)u%>b#^S*zIC1TU%U&?ihpNnDp+#D
zbi5h)!!qj|OoTQhz2@H&u=H=`vneliHhuRH7Sz`DI@<HW?E&A7H4*<{>zitwH_F(6
zMoOP<jtwdgQeCrX+5(;L^#_hl+NZQKzD%0)kK7Km=Qo}`O!c_7rmO1h(})Ltp3zMF
z>AABftYgoc9Uj2DV#WLa6PLXHue|xB$Aopv-<h_Z(_Qt;a$<?ti}`0}W_;&d>G#F3
zlJ%-oe*?G6rE=A;t1j)^uta{EX{?j5+N$*dCn7fpepGnL{5|oKQO{IQ`4i4ci`IHZ
z&vFdB|Nps1s>XRGU$-h&3Enkgg8t7WqitP|^mN={k6`-2WWW=lqr}H3cFuTPmJR3X
z?#WwNinZ?dsE0CDE>GJ0wJ}?1k-x0->DDFnjMialk|(oN{wpiBrGIZ{_BVTU>p<U$
zX|v}D3SQQ_^_yAU^++H%T;tf<+>ca?zCF#5tekZ6&A;aj<;sgrKjF>e_N-^%TYrXC
zFEjALqmCPv^H02TzO?+nf{u#ai)vjT%<PCznSWx{XU!Mu^0^;GJzEmJdJR+1uVwYA
zvdOEoJz=v&g=W&5?qn_5x}U-2Nb=Xtb)P+>noDl+K2W(d>-ecB+}X_R6TM8ux|Yms
zT%TSZuB5wjR@}y$UQ2=}GKADQl&4PG=kV)4Z|2RL!jX$67CASpziPU{YT_30m24(U
z&hM614fWd*#Wo}4`hi;qWDBmBYrj0aRQiL_2E%}V4~4+%6aG4{p8eeOy4}>fX36g)
z`x$FkYS#Z-c=f1}L*>uC(yMbm3l@~cE?T+2+C#SB<>_TJev1?{oM&*2Ww-8~(zmtb
z&T*r1zAu;l|9|{SF0%HH$F3_%ml~cpF8IS;@$$#&zp+nFEnl$P!t*`jYquk>C+RWQ
z-8i!J#fduhc6XP<;*a0)L?(9iDlPhC<Pv;hRpMMhLHVbklI)R=bzRsmPtVhg`63@g
z{@hz~I`{M1mTMY6KY+@YNoteR?CyC=F^2DE<1vZTTz76t?BmzIM^k2}{gOT7Ke1TR
z`<1)Z)2O$9_nS{&Amuah{{L+mQyzcUe6j9*&ZRZaE}5@9m3_cqxlOe5)JLy)Cb==x
zv#?E_rJ?QaCj5u*)`|(68&u!2{b{`NGwjoEdw0eA|I0Eu9)IW9!Jxv+!Zsnzv3}mp
z^^Ds)I>KK`gz2gDGRra7`A%ILcJ_mHMmN*)q?*<#1rM*J?d7>B=34vz_Nu_X`^pcP
zPOMAznYP8~Lzaunwl@i0RXbMhOI^#6BP{s%GvAS-jVvFc%lBOqwGedQxW_B1=`&xZ
z$R42&?w;bI-WLJ`${FL&SaX~{>wBQDl0EU7m>i?{>GKVDJuB<IEB*D^>)7Y;{n_yA
z@~&-NQOnme@1MR!^n*~b{&58*zjf(3*M4q#BCN{IxZL~J#8>bC*M03dn^Sj(QT(*s
z0XxCM^-FFt2o_eGnf|xpy2Z#G9d@UlBf@O=RPLbM5bZF%C!aV?gB!J@D$hLAxb*ve
z>P}|8X-gZ-S8dtPZxX__Evl>I6yFWI=tQe!9XGyj-oA;;xWQ>HW80MP`?i`sm~^eH
zBgl0_+llt~k)WQ0T0)SE%#5?2qNi_B`=NEIdT;DH#%qp8U%n`EJk@8)xx-ZH-YQVP
z>*a<Hi}hZ=g$~>l+?Zar|HRG-t2OKY=daMY5hpU~97|o$%nqkZ0uR0meq36kw3^>j
zxZ$tzqrOes<}K0kJnrJM^=anLk1A`Deli;PT>9T&w}ex3{baRd*=fl!Urk!3@c*nn
zP_@KK<oAT2uet7Cm%leH@%_ZP{_<RnmvWw~r$}w`7I@sSaOt*=irpD=^Pf2f**#HQ
zVr)OTG1Oyc({v@>%hfJHf!@Y>+<)9Ji7S@cO>$#Q_T1mSXt&Id*-P%HZ*4GVpQm*7
z#69Kv7oI&8EMWBf#r2YT1-qvIr(D**8|JnzS?y67&)?VKzj<5U0m}nQf*aQ_k!QZ&
z(Q&qjXKQeZ^6mQ!_f@7Yygeyo-iP!hPc2*j)hoPwe_*j-VUX+Z{zhM=q-xLK%<V2m
zHpDc&ahW8h)cdVZNi^Z+6cfX@?t&k;+a#|R_spK?XSkm4i}F(ziP%WRHG(^sw>h0$
zrI0His2{RrJ)e!BV0X&vrStnb+E(*Nao-g0({6Y_L5tz7fZ+cV=Bs{9_#&uz^g+G$
zt#Ial!h*FbYZ*XI+R*Y#M?Irhc8J_){qpa<tl<CY`5|AGUq&C0JfM@1`5-T-?@yce
zp~t}&V&^QmIms^fwC?+e*H7vlw!V&uXYmqU$aaxI*ucuU?A1rZ2dkF^zkfdY)aJit
z-sgf!^ck;a-K*=~;wN|M#0rC_9H%{RO)lA)m>ZP3U~yx&%HO?zHn{|P?wV}!{Halb
zY=Z8kl+Ed?e|65^SoM)(NB86}Pq*bs3w|$2)9H1%B)260fB582N!=w}W#$hA9@sq)
zd+@Bo!f3sPwf8sI*IW-)1O--kN;8QwpLRd;{8P{R&7QxcK7>C=d{+10T(R_waHDmD
zv2s#LTw$4*r#$m=#{E4VGb3*o9bi3hU1^d3ypN@3p5@H!Zbv?gzO`n0?slYTC(AX^
zR=yR1T8$;sazrW&GR1zVFNxal-2I62Br~Rc3^4(_++tKFxw#zKziLZ4b6-ct=1sq6
zGxob4>8Uz?<E9EP+c)*z2Cw)3-zz@~^@KHK-{?$gb2+jjOzyU!Qr?NWd$K!L&OBx2
z^(tKJs@6-fOF1t+cOHAfx8tXYmr~Jb|BL%uZvHX-{rkSg{6@bciLr6pzJ31C@gu?R
zwFBdFC7s|IE;5t;xoSDtTWWjUf3-qM$?b~%rnayd-}h@5v*)-j2&>!ntbkwhB-;|n
z^=Yw9)(NjaX$1+|amUCCu74`pe>L3Y&z?8$9v!e0{1_DXamLoE(-k8x{$Z)#n3Gl=
z6v%jTP2f)EJU`cYmEYALET0s1dJ|J*u_gD9wM!;W3Y)&g>8I}d2WL)IF1awLt7dMA
zbb@P;5Z98O{H98~uG_1uUL3UZ<l4>k-tlHr|GxQtU#iXe0aIqSs!W1G@g^tHvv!s2
z6PD*p`5qOrMt{ncxm(^m>Rj`(@|jPJ)}*PoHw8|c^Qd>x^JDY+Z+lu^o_+P+k~Nh(
zKUqCsn)t;mQ|MCNQcsOY)j7tV@~2w8?e;I|+Qnydy2VsO>E61G_^DI4cTV`(e|xpZ
z`~Njw1?QBN{QkXJyGzXTapvRHtsN3~PCney?SA0sCb5-5=O#~jwz6e%dIIkXgXIr5
zzp}H}yUQxKdeZOez)RDOy}3UBoBZ#b_pZsG=IwXXa<rHnGOd{P!TZwwHFj=O|L)-`
zU@1`46n*KF!2BTK!5gdNUuW7d>CH%6*K%2|cM|7vu}w{ncTZLe{nz+~F(fWW$z!?n
ze^J5r*KH55g)I5Lf6kK64f75x1kH!2U5ebWRB6$}tVh=-Ejiv0?|P&Z)D+y`(XsV&
z=Nha225yzpjWv23cwR=m__f5#qMo7d5&!+9u8znh`mswd7k-~^SF`rz8|IvdfB)QF
zJa%#XD9;PLdS2kcO0Bp0lhxAAMD(4trd2nnH*QsW)V1c;`Lrco2Kr~d&kW;;Ji5A9
zHC8=y&6208vih0Z_atxLRncr|eBkt3msc%a@BTBUdq-`%GC}mY1^<uqyuhu8lpiEX
zMn-a~E6GhanNt!aq*10iCvE!F*xfxLbp_FvUY>|NAmQ2VcBHlPSo+*|6%V95Z%<su
z$bExDf-h%&a?ICF@*mP4gnGW8*jFF;ApQVjC0khUdPehwN@p2j16=>gdQ?p+;eF%(
z^tz>LExU!KQrKC`BW(d!zRNpYidqtUF+0`QpIO{Ixa!=RH&15Wyt_PF`{E4q{)XAX
z6Vn>>RxJ9*7sf2N>e4@s4LMW4rI|8oJdt|PQ6Xkw_THlCo8AY5oA)a<xuab6%t{ZK
zTElyT%k@&?+AaEuFHdb+cJM&UE|$>v^9<2b@9NKebj!MW%>|XYnk&nvep8(EPWNtq
z$9dNyExXvl*(b4iS-D<XJL%n&FY7-=-vbpO@smv$XL$VjEjRzJm%X`2f5X}gzbRXc
z*QzLM=7!8%vB;s1C2yJuQv}D4&Lvkpt}|>uZMx~#4Y3=3m+Axy<F~oIR$r36c>7c7
zsMtRfOU{1RO2|65@ySD*ODD>$cOCfnTdF`<>y?xTgXer@Rpp;*2L48q(mZT6zyq45
z8|0R3nY=%D%jNvJirNPXl?p@(R5xh8>^{-2^eDgbSQ!7LWz6wi9qym|RQV?@V{}$t
z^w4eh)e4rJRw2QB?_YYEv2Qd@5{)Kx{E&a?b70Yuzyohi-MQc@Drl@a*KL>BKif;c
z_m>-&?3>vs^5s^U^j+^$EYJ9EthqPKR?>6Y*B8eR^fxpfcy-|9Bs&&9{a=@iJ*%0P
zPc&-Gb*%cYKWU42L4@!b7CW{b2B-P|Dv7e1&w8M9V(*g2_r-qbf0nCvetPJe<_l2a
zFh?i$wz=}7uQG?;ghcW^(Qa6*^l0yzT<1%>Zah_fR9t!N`pr%J_wIViAGyx(dcvp2
z|M-4HyZkW#j}7;G%6`ySPD;DBO{ReH!`6-$lhbSF`Ud@cvHef6!;&Qtt$N2bUatFT
zBO_?IDDU8wM(YPmg{m?WOcohQdS1K7YoVlc?$kSRBgxJs(;I7*9^LCIJusX3y6cez
zbDZCVOlsS*?OE`pKG4+S=XVEu1p`-1s+sg`cAlY9+{$pBZ#VBSmKTanEeKOO`(<qy
z=kui<5^={bNJRw-8+!cexbkve#6`ySyfz|&-A`naoHbtkzCSCc=+=gg3XAs<R<oCU
zZCtqIRKNtc|9d@-*B8VUhCa?d5PSdWlGidzy)4o%d8y9%)qd?l*Q}1mewSW8XWsl<
zai#nR?}WPL&u956-mmwZJ;|$|FZG@c|NIG7iw>RAJJ`eYk6p)g)|71`E7$Kf+<#(K
zG5ejPJB9i@r8w`*p6mCYv7mX$f5zH|*&bUH;+I-pV>I9W*~3%4k9i&QKJQr*EVx$8
zTCyyGkA<(R<9<4)r5nS0#_-8%OHD;U14D0aJri7#Dsh{!nn76U(JPzBSthPg+;h(s
z$O#FqPru$^t|XeMAJ1MBZM>#2Z?)3i|4%o0X1sPkvLnao(t71b@{vWe9xEj+28U}J
z!)n(ft0(2Ltn2Ssy{U7?b@wBuEZZ%_moL(putw<I{l@SH(;2&k{G4NdZ<tjzf6Ke_
z{7W_scN?EJ@NYUkjpf^!Ywpn-eUs10OekEUpERMUas5PZm#?N1r=*EJuuN!v^L*u!
z{mpHU1PdB>2>IO>&16x@tbXwP07KBlkDX_%1^F)-^&AYnHQR6Ez5hj%)~Uzdx8wQ2
zrD^&yyx~2=aknE}mTlKxs{EDsp}0YRrNUv^CHs5VGyPRg+AMQ;cKdop@ow#hCJQ@u
zbe62$Zo;2X;j(9Te#o@R@{@uJ-m%26yy4&D{L3lq$L0jVkKUf^nJ+6n67+PRw2phf
z_bSml0e2Y1y;lnPt$a}x9D1m6o4T@MtoYo>pMTb^yST2<bi-}W)y!O~O7|3eZI~P`
zi7nZ6V6t*jl3(K0P?wm%Z=Y2Us9Lre$J?>SDnxE-o$V>FcYCtd;w>SER!&>6C}U2~
zlAkHw{<oG~3=%AB%ei?|V1c>l>9tCa?yd6I>R9vZ>b@n}_pkQtU+8vFj#1ph<&V9m
zvxj#egBZIU%Qvkez8hUBDok>xtsWJ1Go8O?YOs2`?&-RBeqP7^vl&b)nU-vODQM09
z>$aP$P8-$yZG82*w%PKeX4k9o1A0pwPfR&~!>nA6Q9Q&r^w7zDU*DaZlcM5&!OLjU
zBJt#mvPtKZ&;GODvPI5LJD^Z)Lx{_piJ+W%NqdRRgXL~6hp!)AyEUiiuDSA~b9<6A
zxyui*UW!tcS)i%)kip}Zk)PY8Et~is@G3uQ?fQ1LvEKd2AyB72QtQ$}K|{s&5uYab
z9*~k0JpWYIJGw%)VB;U28<RuY)?c|9$5+E^VY__BD=npWjAqkH<}TSdY1;IXJxlI>
z>O1@D5pTk4t+&>Utx-i+x@I@Xe&$nhU(WE{BT7|zf{95yv);7Y8Nr<CW)3cQ=BZ}v
z=-cA5@WQ4PmFW{t@#mesbJ9bsw}bon_nOzA`q<Y^+#>r@YJ<njgKd-5)WrP4Uhhg#
zeDLMX`v<C8*P6|5sVs>)VfR|gTYujKTeIuidc*oI$`)+Yag|~Wsglo_re&ed$ew=E
zgO8=7!&uc<X>MORdrX30VR9I6y8NY2(jLNs-@7}ef9hI2dFpqg;FCp%!z<UU*!Jg*
zuheAlu=(r;Pr<^3GTofmOG<xMd%Q1wIQgUZEVeasQyH|+vu)G*5OR@w)9kISOYSqN
zyB)EvJU*%2P1F6QV1f8^FN@C^zfx4r`do5&pm8bl`Mfi``AS@-E;n6l+i2_&e_?i@
z^Bl<n_B&tidPJ4{w<^$I*HWxfuz88#lGlm$6R%9_QMrC%jod$vU(!3eO02G}%I@G>
zadRj0yI)>Y3*M#ssm@us#LL29xzM>7&0AfoA}3Fb=w8nRu9x_ZyxF{i`Q0zRM8B>5
z41G(ddRd&YwOqVG=~4X>eO2GdJx8K^SY|!V=`SsO*Rb0n{Lswk?2{gw7Jc=d*t6uM
zEOX3^r|oqUyPBl!xRZL1Y+kT708vpete#MG<e#n**M6~GGpAnLpRRSi&28~o=Cj^`
zuNAjXO?RAK+E<(LDMiKi+*66Qx>89(vw{PoE?P)>3U_yeue#gdd0@ew$FFlH`AsqL
zKk4iFS9NaWwGt)Pm?o8%sh-`TnelFyqEmgF8#zn4*NED&=C(dcQ90{-Y1x7N#)W6B
z5ByM3S~d0M>r0y=|9hvEzgK$Nv~JC>t!4#Pg57~0w<Ld5m6gk1TDttD=<KyDJe?h>
zuf%Vrf7Z-+{b^3mkyCTrrEbc&?|SkfHbF8$q#z<Muyozh#!sKB&BJa!Q-1JfmrHQ{
z_X$=HE@h?~e%E}ap!(2q-?_qCwf=^+r%$I@@OO4xSKZq)d7_D~r~G8K>phc8#6P_5
z_~CBmWu>QNcFOX|tkZ4>^j(g;$x%Jx<~t|plgfjhjvpHDBW@j1PS9pjSKc@&^GqbW
zecu<?H}VIR4@gzAUOg$NC_1k~R)XIoSNBcFkDW{ECYdo+8Ru(Vs)n>y*Pfod#a2`D
zBtwF0kWt&JlO9S*1-8kXe@!Z}ed+w&;DPp%D@)=T_c6;z3u-@+h+BR_O?<AumFRE%
zRq@PhQtO#lZC&&3yS&HT{H1NtZO`~_a2-AAF>Cgc)CO(O>yG+N?-<O~YZa|6l=My-
z?(tK6`TM|nk9ddXYtwI-#IT2CPl{9YJ!EC7BxNVQ!#crOdyS6qt*8S}I%do$x0$OO
z{d-@D%buC#I+YW?2pX6usXdYPj^4p+w%KXomHrULH4oP_mQ8z8zCr7Q&V|+5J#5*I
zm;N*MyB&!H4a2`{IJ?F`<*nZ?wus!l`Nnga-m=CxMDcTLivN;yh)?+5v7#z>hxX(z
z?VENpH{?&!TCmsUXv~C;8|&*P)|#asGTN+U*}FxoBEh9(^$yWppU=+mvwCXRV|h};
zk7*jixwG0U{FZIH9TIeP`~OL+l2$&t7GT3<w)xPDtm_QfzL#DfFjs!G@lzA`Br}Dz
zt?^3F1=jXlXPg~5@s3MW+hx^tjAc!AOSWE^y6Ym#{O_X67oTQbY4TL%L0d<~uDZaj
z=adtSUtikw$@D<f<S*_)7bm`-)HP|%Y}+sD51w}1P+ouImE)zI2NVw+Uh<!r$xKDp
z^*8qh0RyHVpb5g|2H+6V^SzXsd)G|q+uJh{pVTrLGKFsOEeU*|lAutay&>IY&-Cbm
zQiYfAmqcDr58d)#;)aUSw&`2!3p`wSPOF~ywBrur?8wa%zeGPcqV&XPT8QrMaQ+18
z1=b(@H*rP^e$0|}UcEbq@4zp?kN3O2U2XX9;xhlucT+v3XPUPo@>}<-C8UKNowwwv
zW$Zp?wb1%iW|Oqe{?bi7&K1-ilcLXP&AeFq)_&Jj9c-DI*KU91S!D`}D@oHklcw-R
zSiWbFI&twpylO71&8a!r2WB%^dq>Idkg_n|&T;yO$d;L=b3dtCRUS{;stTEbT4{8}
z_y9`JU8j&eC(ZY`>;_XN&_;sIdfu1zH^?d{ZCbK>MV+loLx)7*{u6eyK?})VpL(aL
zdXu3-Dq_l%u1ybrg3Onl-=wGJ`JPeQ?Z^*MttOsqu=&u0l0{1@ua$ef(qCEg>~*I|
zGUueTZ*?9pc`B=})yr)C6n*bt=qHXFXLgx*Iyb0p-d#Si$T57{-DqhGTP3k|={aHX
zlhVRXrdnBCY<Q|s3p(ay*V0DBYU0;Iy-!zquk9>j&q<5DtFpk|<;*k_xf?4uG}YGr
zReCgaPjUu-JhR#6b?*cdX1;m;amf?zG~V-|Wb(?6?c3xM{tu}SPEXQW&&Vtw`2Cux
z(dM5YRCJ7AUs9=+{~@|ktYGB_2UA{i&f~K{zSi!^5qon<@MGG&jWcS+$`7Q4SxoxH
zxSHua(_W>dtaFMp&mNw<;mjHXm9LXZI5TBGEIzR5fQ09EuPBrIFU~xB#&_dP*OQV2
z-2@2(+iYvj2qp{j^$X6d`ly*<tj*)Op80-H$MI92ZM|<X?9f%3cEZwSvzQzx>3?Bf
z7Ml6KZF+1}Gbn;wi-bRP=Lm^8ctlBB@b6IFzv0ZYr(m-K63jA%t{pn?_<;A#zlV!@
zPUpz&W6Md4jnYniR>g3e;cjF7B;ONV9pSGfX5FmW$!xY+PuF{2;M?XkQv_E}kv%<g
z!<vN^K}|DDOJi5D%#G}H2dyo&1O*5+j?UbHeD>y_`h>IgqGEZ5pBWe!7(8A5T-G@y
GGywob8`i@B

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/MAB_for_BCI_1.ipynb b/MAB_for_BCI_1/MAB_for_BCI_1.ipynb
new file mode 100644
index 0000000..44e8461
--- /dev/null
+++ b/MAB_for_BCI_1/MAB_for_BCI_1.ipynb
@@ -0,0 +1,635 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "19b05592",
+   "metadata": {},
+   "source": [
+    "# Example of Multi-armed Bandits in Brain Computer Interfaces"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eba47bf9",
+   "metadata": {},
+   "source": [
+    "The example aims to provide a starting point for other researchers wanting to use multi-armed bandits in BCI systems. \n",
+    "\n",
+    "The example uses a data set with four motor imagery classes. \n",
+    "The aim is to find the two most easily distinguishable classes while reducing the needed training data to find these two classes. \n",
+    "The two classes could be used as 'yes' and 'no' in a BCI setting. \n",
+    "In other words, this example showcases how multi-armed bandits can be used during calibration to find suitable classes for a BCI system, similar to the ''One button BCI'' system in [1].\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8c6a0f6f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# imports\n",
+    "# Moabb\n",
+    "from moabb.datasets import BNCI2014001\n",
+    "from moabb.paradigms import MotorImagery\n",
+    "\n",
+    "# Pyrieman\n",
+    "from pyriemann.classification import TSclassifier\n",
+    "from pyriemann.estimation import Covariances\n",
+    "\n",
+    "\n",
+    "# Sklearn\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.pipeline import make_pipeline\n",
+    "from sklearn.model_selection import train_test_split, ShuffleSplit\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Other imports\n",
+    "import numpy as np\n",
+    "from numpy.random import default_rng\n",
+    "from scipy.stats import beta\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "from itertools import combinations\n",
+    "from collections import Counter\n",
+    "import pickle\n",
+    "%matplotlib inline\n",
+    "plt.rcParams['font.family'] = \"Arial\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "17325a23",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Helper funcitons\n",
+    "rnd = default_rng(seed=42)\n",
+    "\n",
+    "def rnd_argmin(array):\n",
+    "    a = array + rnd.random(len(array))\n",
+    "    return np.argmin(a)\n",
+    "\n",
+    "def rnd_argmax(array):\n",
+    "    a = array + rnd.random(len(array))\n",
+    "    return np.argmax(a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d23da531",
+   "metadata": {},
+   "source": [
+    "## Data and feature extraction.\n",
+    "The used data set is from data set 2a in BCI competition 4 [2], downloaded with MOABB [3]. \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6b3f2f38",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def load_data(subj):\n",
+    "    fmin, fmax = 4, 32\n",
+    "    dataset = BNCI2014001() # BCI competition 4 dataset 2a\n",
+    "    raw = dataset.get_data(subjects=[1])[1]['session_T']['run_1'] \n",
+    "\n",
+    "    channels = raw.pick_types(eeg=True).ch_names\n",
+    "    sfreq = 250.\n",
+    "\n",
+    "    prgm = MotorImagery(n_classes=4, channels=channels, resample=sfreq, fmin=fmin, fmax=fmax)\n",
+    "\n",
+    "    X, labels, meta = prgm.get_data(dataset=dataset, subjects=[subj]) # Get data for specific subject. \n",
+    "    meta['groups'] = meta['session'] +'_' + meta['run']\n",
+    "\n",
+    "\n",
+    "    def relabel(l):\n",
+    "        if   l == 'left_hand' or l =='rest' : return 0\n",
+    "        elif l == 'right_hand'              : return 1\n",
+    "        elif l == 'feet'                    : return 2\n",
+    "        elif l == 'tongue'or l=='hands'     : return 3\n",
+    "    y = np.array([relabel(l) for l in labels])\n",
+    "\n",
+    "    return X,y,meta, labels"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc111b81",
+   "metadata": {},
+   "source": [
+    "Features are extracted as covariance matrices and classified with a tangent space logistic regression classifier using the pyRieman package [4]."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "df2f2cca",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model=make_pipeline(Covariances(),TSclassifier(clf=LogisticRegression(max_iter=1000,random_state=42)))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9db2b57a",
+   "metadata": {},
+   "source": [
+    "## Actions in Multi-Armed Bandit formulation\n",
+    "Each action has data from two classes and trains a classifier to distinguish between these two. \n",
+    "In the beginning, only one data sample from each class is available to the classifier (the classifier has validation data available at all times). \n",
+    "When the agent chooses an action, the corresponding classifier gets one more training data sample and retrains itself. \n",
+    "This is to simulate a BCI system's calibration process where new data successively gets available. \n",
+    "If the classification accuracy on the validation data is better after training than the previously best classification accuracy or if the classification accuracy is above 90\\% the agent gets reward 1, otherwise 0. \n",
+    "Thus, if the agent finds an action that gives 1 in reward, either the classifier is improving or has already reached a magic limit for good classification accuracy (90\\% in this example). "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e639ef9e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class Action(object):\n",
+    "    \"\"\"Class corresponding to actions in Multi-Armed Bandit formulation\"\"\"\n",
+    "    def __init__(self, x_data, y_data, name,model):\n",
+    "        super(Action, self).__init__()\n",
+    "\n",
+    "        self.wins = 1 # nbr of wins\n",
+    "        self.losses = 1 # nbr of losses\n",
+    "        # split data to validation and training data\n",
+    "        self.X_train, self.X_test, self.y_train, self.y_test = train_test_split(x_data, y_data, \n",
+    "                                                                                test_size=0.2,random_state=42)\n",
+    "        self.nbr_uses = 1 # nbr of times action used\n",
+    "        self.name = name # name of action\n",
+    "        self.model = model # model for classification\n",
+    "        self.best_accuracy = 0 # current classification accuracy.\n",
+    "        self.indices_training = np.zeros(len(self.y_train)) # Indices for data to use in training. \n",
+    "\n",
+    "        self._initiate()\n",
+    "\n",
+    "\n",
+    "    def _initiate(self):\n",
+    "        '''\n",
+    "        Initialize classifier and available data. \n",
+    "        '''\n",
+    "        self.indices_training = np.zeros(len(self.y_train)) # Indices for data to use in training.\n",
+    "        values, _ = np.unique(self.y_train, return_index=True) # What classes exist?\n",
+    "        for v in values:\n",
+    "            index = rnd_argmax(self.y_train == v) # Pick a random sample from each class \n",
+    "            self.indices_training[index] = 1 # Make this sample available for classification.\n",
+    "        self.model.fit(self.X_train[self.indices_training==1], self.y_train[self.indices_training==1]) # Train classifier with the available data (one sample from each class.)\n",
+    "        self.best_accuracy = self.model.score(self.X_test,self.y_test) # Store the current best accuracy.\n",
+    "\n",
+    "    def use_action(self):\n",
+    "        '''\n",
+    "        Use action.\n",
+    "        \n",
+    "        Returns:\n",
+    "            reward (int): 0 or 1. 1 if accuracy is better than ever before or greater than 0.9, else 0.\n",
+    "        '''\n",
+    "        self.nbr_uses += 1 # Count times action has been used. \n",
+    "        new_data_indix = rnd_argmin(self.indices_training) # Pick a random data point (not yet picked)\n",
+    "        self.indices_training[new_data_indix] = 1 # Add data point to avialiable data for classificaiton\n",
+    "\n",
+    "        # update model. \n",
+    "        self.model.fit(self.X_train[self.indices_training==1], self.y_train[self.indices_training==1]) # Train model with available data.\n",
+    "        new_accuracy = self.model.score(self.X_test,self.y_test) # Calculate accuracy.\n",
+    "        \n",
+    "        reward=1 if new_accuracy>=self.best_accuracy or new_accuracy>=0.9 else 0 # Reward for action. 1 if accuracy is better than ever before or greater than 0.9\n",
+    "\n",
+    "        if reward == 1: # Update beta distribution for success rate estimation.\n",
+    "            self.wins += 1\n",
+    "        else:\n",
+    "            self.losses += 1\n",
+    "\n",
+    "        if new_accuracy >= self.best_accuracy: # Update best accuracy.\n",
+    "            self.best_accuracy=new_accuracy \n",
+    "\n",
+    "        return reward\n",
+    "\n",
+    "    def sample_beta(self):\n",
+    "        '''\n",
+    "        sample win rate from beta distribution\n",
+    "        '''\n",
+    "        return beta.rvs(self.wins, self.losses, size=1)\n",
+    "\n",
+    "    def get_ucb_bound(self,step):\n",
+    "        '''\n",
+    "        Get upper bound for UCB algorithm.\n",
+    "        '''\n",
+    "        return self.wins/(self.wins+self.losses) + np.sqrt(2*np.log(step)/self.nbr_uses)\n",
+    "\n",
+    "    def ml_model(self):\n",
+    "        '''\n",
+    "        Return machine learning model for classification. \n",
+    "        '''\n",
+    "        return self.model\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0538ddc0",
+   "metadata": {},
+   "source": [
+    "## Run trial\n",
+    "One run has a time horizon of 350 steps, meaning that the agent chooses an action 350 times. \n",
+    "The random policy, Thompson sampling, UCB algorithm are implemented and compared. \n",
+    "The random policy can be interpreted as uniform data collection during the calibration phase, meaning that data from all classes are collected, and then all possible class combinations are tested. \n",
+    "With Thompson sampling and the UCB algorithm, calibration data is selected to fit the best action, which reduces unnecessary data collection.\n",
+    "\n",
+    "A few runs with different data split into training data, validation data, and test data are averaged to get the results. \n",
+    "Training data is used for training, validation data for giving rewards to the agent, and the test data to verify the classification accuracy."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "29d57741",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def run_trials(x_data, y_data,labels,policy='random', time_horizon=50,repeats=2):\n",
+    "    '''\n",
+    "    Run repeated trials of MAB with one policy.\n",
+    "    '''\n",
+    "    # Save some data for testing.\n",
+    "    rs = ShuffleSplit(n_splits=repeats, test_size=.2, random_state=42) # Split data to test, train set. \n",
+    "    \n",
+    "    # Placeholders for results\n",
+    "    rewards = np.zeros((repeats,time_horizon))\n",
+    "    accuracys = np.zeros((repeats,time_horizon))\n",
+    "    chosen_actions = np.empty((repeats,time_horizon), dtype=object)\n",
+    "    iteration = 0 # Counter for number of repeats. \n",
+    "    \n",
+    "    # Get a list of all combinations of classes\n",
+    "    class_combinations = []\n",
+    "    for c in combinations(np.unique(labels), 2): # the int says how many classes to combine, in this case two of 'left_hand','right_hand', 'tongue', and 'feet'\n",
+    "        class_combinations.append('_x_'.join(c)) # e.g. 'right_hand_x_left_hand'\n",
+    "\n",
+    "    for train_index, test_index in rs.split(labels):\n",
+    "        \n",
+    "        # Split data to training and test data.\n",
+    "        x_train = x_data[train_index]\n",
+    "        y_train = y_data[train_index]\n",
+    "        labels_train = labels[train_index]\n",
+    "        x_test = x_data[test_index]\n",
+    "        y_test = y_data[test_index]\n",
+    "        labels_test = labels[test_index]\n",
+    "\n",
+    "        # Create list of actions\n",
+    "        actions = []\n",
+    "        for c in class_combinations:\n",
+    "            classes = c.split('_x_') # get list of classes e.g. ['right_hand','left_hand']\n",
+    "            actions.append(Action(x_data=x_train[(labels_train==classes[0]) | (labels_train==classes[1])],\n",
+    "                                y_data=y_train[(labels_train==classes[0]) | (labels_train==classes[1])],\n",
+    "                                name=c, \n",
+    "                                model=make_pipeline(Covariances(),TSclassifier(clf=LogisticRegression(max_iter=1000,random_state=42)))))\n",
+    "\n",
+    "\n",
+    "        # One round of actions\n",
+    "        print(f'Start of loop {iteration+1}/{repeats}')\n",
+    "        for t in range(time_horizon):\n",
+    "            \n",
+    "            # Pick next action\n",
+    "            if policy == 'random':\n",
+    "                action_index = rnd.integers(0,len(actions),1)[0]\n",
+    "            elif policy == 'thompson':\n",
+    "                est_win_rate = np.zeros(len(actions))\n",
+    "                for i in range(len(actions)):\n",
+    "                    est_win_rate[i] = actions[i].sample_beta()\n",
+    "                action_index = rnd_argmax(est_win_rate)\n",
+    "            elif policy == 'ucb':\n",
+    "                est_mean_ucb = np.zeros(len(actions))\n",
+    "                for i in range(len(actions)):\n",
+    "                    est_mean_ucb[i] = actions[i].get_ucb_bound(t+1)\n",
+    "                action_index = rnd_argmax(est_mean_ucb)\n",
+    "\n",
+    "            # Use that action and store reward\n",
+    "            rewards[iteration,t] = actions[action_index].use_action()\n",
+    "            # Calculate accuracy of classifier on test data. \n",
+    "            accuracys[iteration,t] = actions[action_index].ml_model().score(x_test[(labels_test==classes[0]) | (labels_test==classes[1])],y_test[(labels_test==classes[0]) | (labels_test==classes[1])])\n",
+    "            # Store what action was chosen.\n",
+    "            chosen_actions[iteration,t] = actions[action_index].name\n",
+    "        iteration += 1\n",
+    "\n",
+    "        # delete action objects to save space. \n",
+    "        actions.clear() \n",
+    "        del actions[:]\n",
+    "        del actions\n",
+    "    return rewards, accuracys,chosen_actions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "17c2747d",
+   "metadata": {},
+   "source": [
+    "Run for different policies."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "80cbd817",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Choosing from all possible events\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Data loaded\n",
+      "Thompson policy\n",
+      "Start of loop 1/5\n"
+     ]
+    }
+   ],
+   "source": [
+    "X,y,meta,labels = load_data(1)\n",
+    "print('Data loaded')\n",
+    "\n",
+    "\n",
+    "time_horizon = 350\n",
+    "repeats = 5\n",
+    "print('Thompson policy')\n",
+    "rewards_t, accuracys_t,actions_t = run_trials(X,y,labels,'thompson',time_horizon,repeats)\n",
+    "print('Random policy')\n",
+    "rewards_r, accuracys_r,actions_r = run_trials(X,y,labels,'random',time_horizon,repeats)\n",
+    "print('UCB policy')\n",
+    "rewards_u, accuracys_u,actions_u = run_trials(X,y,labels,'ucb',time_horizon,repeats)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e391a690",
+   "metadata": {},
+   "source": [
+    "Save data from run in case one wants to replot at a later point. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c7834f0f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "    # Save data in case!!!\n",
+    "    with open(\"rewards_t\", \"wb\") as file:   \n",
+    "        pickle.dump(rewards_t, file)\n",
+    "    with open(\"accuracys_t\", \"wb\") as file:   \n",
+    "        pickle.dump(accuracys_t, file)\n",
+    "    with open(\"actions_t\", \"wb\") as file:   \n",
+    "        pickle.dump(actions_t, file)\n",
+    "\n",
+    "    with open(\"rewards_r\", \"wb\") as file:   \n",
+    "        pickle.dump(rewards_r, file)\n",
+    "    with open(\"accuracys_r\", \"wb\") as file:   \n",
+    "        pickle.dump(accuracys_r, file)\n",
+    "    with open(\"actions_r\", \"wb\") as file:   \n",
+    "        pickle.dump(actions_r, file)\n",
+    "\n",
+    "    with open(\"rewards_u\", \"wb\") as file:   \n",
+    "        pickle.dump(rewards_u, file)\n",
+    "    with open(\"accuracys_u\", \"wb\") as file:   \n",
+    "        pickle.dump(accuracys_u, file)\n",
+    "    with open(\"actions_u\", \"wb\") as file:   \n",
+    "        pickle.dump(actions_u, file)\n",
+    "\n",
+    "    # Load data\n",
+    "    \n",
+    "    # with open(\"rewards_t\", \"rb\") as file:   \n",
+    "    #     rewards_t = pickle.load(file)\n",
+    "    # with open(\"accuracys_t\", \"rb\") as file:   \n",
+    "    #     accuracys_t = pickle.load(file)\n",
+    "    # with open(\"actions_t\", \"rb\") as file:   \n",
+    "    #     actions_t = pickle.load(file)\n",
+    "\n",
+    "    # with open(\"rewards_r\", \"rb\") as file:   \n",
+    "    #     rewards_r = pickle.load(file)\n",
+    "    # with open(\"accuracys_r\", \"rb\") as file:   \n",
+    "    #     accuracys_r = pickle.load(file)\n",
+    "    # with open(\"actions_r\", \"rb\") as file:   \n",
+    "    #     actions_r = pickle.load(file)\n",
+    "\n",
+    "    # with open(\"rewards_u\", \"rb\") as file:   \n",
+    "    #     rewards_u = pickle.load(file)\n",
+    "    # with open(\"accuracys_u\", \"rb\") as file:   \n",
+    "    #     accuracys_u = pickle.load(file)\n",
+    "    # with open(\"actions_u\", \"rb\") as file:   \n",
+    "    #     actions_u = pickle.load(file)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "edbe1c27",
+   "metadata": {},
+   "source": [
+    "## Results and Discussion\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f7564b5d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "steps=5\n",
+    "fig, ax = plt.subplots(2,1,dpi=100,figsize=(4.8,4.8))\n",
+    "a = np.mean(rewards_r,axis=0)\n",
+    "ax[0].plot(range(0,time_horizon,steps),[sum(a[i:i+steps])/len(a[i:i+steps]) for i in range(0,len(a),steps)],'k:',label='Random')\n",
+    "a = np.mean(accuracys_r,axis=0)\n",
+    "ax[1].plot(range(0,time_horizon,steps),[sum(a[i:i+steps])/len(a[i:i+steps]) for i in range(0,len(a),steps)],'k:',label='Random')\n",
+    "\n",
+    "a = np.mean(rewards_t,axis=0)\n",
+    "ax[0].plot(range(0,time_horizon,steps),[sum(a[i:i+steps])/len(a[i:i+steps]) for i in range(0,len(a),steps)],'k-',label='Thompson')\n",
+    "a = np.mean(accuracys_t,axis=0)\n",
+    "ax[1].plot(range(0,time_horizon,steps),[sum(a[i:i+steps])/len(a[i:i+steps]) for i in range(0,len(a),steps)],'k-',label='Thompson')\n",
+    "\n",
+    "a = np.mean(rewards_u,axis=0)\n",
+    "ax[0].plot(range(0,time_horizon,steps),[sum(a[i:i+steps])/len(a[i:i+steps]) for i in range(0,len(a),steps)],'k--',label='UCB')\n",
+    "a = np.mean(accuracys_u,axis=0)\n",
+    "ax[1].plot(range(0,time_horizon,steps),[sum(a[i:i+steps])/len(a[i:i+steps]) for i in range(0,len(a),steps)],'k--',label='UCB')\n",
+    "\n",
+    "ax[1].plot([0,time_horizon],[0.5,0.5], 'k-.',label='Chance level')\n",
+    "\n",
+    "ax[0].legend(loc='lower right')\n",
+    "ax[0].set_xlabel(r'Time step')\n",
+    "ax[0].set_ylabel(r'Average reward')\n",
+    "ax[0].set_title(r'Reward')\n",
+    "ax[0].set_ylim([0,1])\n",
+    "\n",
+    "ax[1].legend(loc='lower right')\n",
+    "ax[1].set_xlabel(r'Time step')\n",
+    "ax[1].set_ylabel(r'Average accuracy for chosen action')\n",
+    "ax[1].set_title(r'Accuracy')\n",
+    "ax[1].set_ylim([0.47,1])\n",
+    "ax[1].set_yticks(np.arange(0.5, 1.01, step=0.1))\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.savefig('MAB_2.png')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f14ea65",
+   "metadata": {},
+   "source": [
+    "The figure above shows the average reward per time step. \n",
+    "The Thompson sampling and the UCB algorithm find an action that gives a good reward in each step, while the random action does not find a good action. \n",
+    "Finding a good action means that the corresponding two classes are easily distinguishable. \n",
+    "\n",
+    "\n",
+    "The figure also shows the average accuracy on test data for the action the agent chose. \n",
+    "We see that the Thompson sampling and UCB algorithm, on average, choose actions with higher accuracy than the random policy, indicating that using multi-armed bandits to find distinguishable classes is a good approach.  \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bf271392",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.figure(dpi=100,figsize=(4.8,4.8))\n",
+    "actions = np.unique(actions_r[0]) # Get all possible classes\n",
+    "actions.sort()\n",
+    "# Random\n",
+    "c = Counter()\n",
+    "for i in range(len(actions_r)):\n",
+    "    c.update(actions_r[i])\n",
+    "c = dict(c)\n",
+    "actions_count = np.zeros(len(actions))\n",
+    "for i in range(len(actions_count)):\n",
+    "    actions_count[i] = c.get(actions[i],0)\n",
+    "plt.bar(x = np.array(range(len(actions))),\n",
+    "        height = actions_count/repeats/time_horizon,\n",
+    "        width=0.2, \n",
+    "        tick_label = actions,\n",
+    "        label='Random',\n",
+    "        color='black',\n",
+    "        alpha=0.2)\n",
+    "# Thompson\n",
+    "c = Counter()\n",
+    "for i in range(len(actions_t)):\n",
+    "    c.update(actions_t[i])\n",
+    "c = dict(c)\n",
+    "actions_count = np.zeros(len(actions))\n",
+    "for i in range(len(actions_count)):\n",
+    "    actions_count[i] = c.get(actions[i],0)\n",
+    "plt.bar(x = np.array(range(len(actions)))+0.25,\n",
+    "        height = actions_count/repeats/time_horizon, \n",
+    "        tick_label = actions,\n",
+    "        width=0.2,\n",
+    "        label='Thompson',\n",
+    "        color='black',\n",
+    "        alpha=0.5)\n",
+    "# UCB\n",
+    "c = Counter()\n",
+    "for i in range(len(actions_u)):\n",
+    "    c.update(actions_u[i])\n",
+    "c = dict(c)\n",
+    "actions_count = np.zeros(len(actions))\n",
+    "for i in range(len(actions_count)):\n",
+    "    actions_count[i] = c.get(actions[i],0)\n",
+    "plt.bar(x = np.array(range(len(actions)))+0.5,\n",
+    "        height = actions_count/repeats/time_horizon, \n",
+    "        tick_label = actions,\n",
+    "        width=0.2,\n",
+    "        label='UCB',\n",
+    "        color='black',\n",
+    "        alpha=0.7)\n",
+    "\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.ylabel('Ratio of times action chosen')\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.savefig('MAB_3.png')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "77cbf21e",
+   "metadata": {},
+   "source": [
+    "\n",
+    "The figure above shows the ratio of times each action was chosen, averaged over ten runs. \n",
+    "The random policy chooses all actions as often, while both the Thompson sampling and UCB seem to prefer the right hand vs. tongue action. \n",
+    "Thus, it is probable that the right hand vs. tongue are most easily distinguishable. \n",
+    "Even though the right hand vs. tongue seem to be best, it does not necessarily mean that these two classes would have been best if all data were available. \n",
+    "However, in this setting with an increasing amount of data, the classification accuracy often improved with new data or reached above 90\\% fast, which meant that the agent got reward 1 often when choosing this action.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "53d63333",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Conclusion\n",
+    "The purpose of this example was to provide code for multi-armed bandits on BCI data. \n",
+    "The reader can, for example, use this code to implement their algorithms for this problem and compare with the random policy, Thompson sampling, and UCB algorithm. \n",
+    "Alternatively,  the reader can use this as a starting point for other BCI systems with multi-armed bandits."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "49793af6",
+   "metadata": {},
+   "source": [
+    "## References\n",
+    "\n",
+    "[1] Fruitet, J., Carpentier, A., Munos, R., and Clerc, M. (2012). Bandit Algorithms boost Brain Computer359\n",
+    "Interfaces for motor-task selection of a brain-controlled button. In _Advances in Neural Information360\n",
+    "Processing Systems_, eds. P. Bartlett, F. C. N. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger361\n",
+    "(Lake Tahoe, Nevada, United States: Neural Information Processing Systems (NIPS) Foundation),362\n",
+    "vol. 25, 458–466\n",
+    "\n",
+    "[2] Tangermann, M., Müller, K.-R., Aertsen, A., Birbaumer, N., Braun, C., Brunner, C., Leeb, R., Mehring, C., Miller, K., Mueller-Putz, G., Nolte, G., Pfurtscheller, G., Preissl, H., Schalk, G., Schlögl, A., Vidaurre, C., Waldert, S., Blankertz, B., 2012. Review of the BCI Competition IV. _Frontiers in Neuroscience_ 6, 55. https://doi.org/10.3389/fnins.2012.00055\n",
+    "\n",
+    "\n",
+    "[3] Jayaram, V., Barachant, A., 2018. MOABB: trustworthy algorithm benchmarking for BCIs. _J. Neural Eng._ 15, 066011. https://doi.org/10.1088/1741-2552/aadea0\n",
+    "\n",
+    "[4] pyRiemann Contributors, n.d. pyRiemann: Biosignals classification with Riemannian Geometry. URL: https://pyriemann.readthedocs.io/en/latest/index.html (accessed 3.9.22).\n",
+    "\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/MAB_for_BCI_1/README.md b/MAB_for_BCI_1/README.md
new file mode 100644
index 0000000..61022b8
--- /dev/null
+++ b/MAB_for_BCI_1/README.md
@@ -0,0 +1,27 @@
+# MAB for BCI - example 1
+
+## Aim of example
+The purpose of this example is to showcase how multi-armed bandits can be used for BCI systems. The reader is welcome to use this code as a startingpoint for other projects.
+
+## Overview
+The example uses a data set with four motor imagery classes. 
+The aim is to find the two most easily distinguishable classes while reducing the needed training data to find these two classes. 
+The two classes could be used as 'yes' and 'no' in a BCI setting. 
+In other words, this example showcases how multi-armed bandits can be used during calibration to find suitable classes for a BCI system, similar to the ''One button BCI'' system in [1].
+
+See more details in the [`MAB_for_BCI_1.ipynb`](MAB_for_BCI_1.ipynb) file.
+
+## Output from example
+The following two images are generaded from the example. The first, comparing different algorithms regarding received reward and classification accuracy in each step. The second, what actions were chosen by the policy.
+
+![](MAB_2.png)
+
+![](MAB_3.png)
+
+
+## References
+[1] Fruitet, J., Carpentier, A., Munos, R., and Clerc, M. (2012). Bandit Algorithms boost Brain Computer359
+Interfaces for motor-task selection of a brain-controlled button. In _Advances in Neural Information360
+Processing Systems_, eds. P. Bartlett, F. C. N. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger361
+(Lake Tahoe, Nevada, United States: Neural Information Processing Systems (NIPS) Foundation),362
+vol. 25, 458–466
\ No newline at end of file
diff --git a/MAB_for_BCI_1/accuracys_r b/MAB_for_BCI_1/accuracys_r
new file mode 100644
index 0000000000000000000000000000000000000000..b1e54a59cc1a1d5303adff079f3897761286b150
GIT binary patch
literal 8553
zcmZo*nHs0a00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev@tW-+C+
z1EPSrhtXz=pP!%C|NsC0g9&ejk|{}@P8SrwZUGb9b8m0Uy?xJql8Pq?*@Fc!h$nDy
zn0gE)V1Wzvs$gRt*u&JJ(-8SP_8?og<*p{uTm}Y^<5WCvVVDcH7Kwn_ha?1MLi8`P
z2Rl#YCfr`IBm)Bjx;_{`5A4vpP=DQl+P@91A0`i@A@&@C%frlp*n1MH|DHWeJvt3>
z&jYCb3s7}u;e3cZ0|VGuxu>Dx3=HVz!0bg8hnWM5&kN9azXi4DE!4aVP#R_%%pI_B
zxB^uVGY?@uM8^eqI77k%X8u{IKA1UgpnOboAnrz}hnNc^Z$S0kh0_ojggYVpH&B1T
z#NWc>5fXm4;rb!rbquN=;U9E$5OWdo5O*Tn0Z|W&7nr?w;o$*O4^ej+YX4byJV5ft
z6}UTK_CeAQBHcptpN8tc3r$zop!UGh**my@VdlW>$3;Wb-9WP+5#BI&z~U96o`C@(
zeiG`QvrzZEgSrRiZkRa;c}TdwgWCu37b0F@=EKy%<k9&M@zYRyufffO=!e;R73w}%
zc){$w0WFVCL*083st%F<VE%>CknlsKTZlaf5+aXC7cf2~oM7hPg}W2t{`XM(Z$kY6
za~~pnA^yGxRR@b_^mGdg-+NGV5H!S|+wk-Ta}PxPJ={GI_agiUk%xuvJ9zj&-180|
zeh@yad_#mEOdLYL!*CZw9N|tFALb4i9}>c_@)5!Vk*Mm>!|fv6K9E`l21NaY&WFV>
z#6DO$dH@ZtOHgwV=0nuM>Q9(F%pcd_`cUnGnG36T5PXQb8_@WL<r|o~d(d#c40Xpn
zczi+hJ%Hx-D{y(3`yla*X&yu$jC=q!|2AAdL<Sb#uyBLLA1vN)!|jEYUl95ZRQwLq
zoiKACrh-U_`(WkN6{vay4UtFpCrBp<WBM0jFS>q2d_m+9?t<_U;RP}kkv?GhVD=#N
zLEMFKH%uRdW?;Z>E-W5l`e5M#(}f6shzKIQAo&kHULdMK?uD=r`XTOvr9&7Ei#J$!
z;xZqm4&i^8`4AdG!rTR;Vg81wfTb7AbPI7Grui^&n0YXBV0;)2QwNiW@gefCatz@=
zUiH#=x#)?|bO_M}BCpm~=D1#XU=O2Dgt73dm%{WjFrf3pLDKR2>|x?^(Sjy(uE5$&
z3=Hcyr2Jm(gS9(AHb5}Qc0rRf81_Tlwa^|$LsT;`I3D)AJN@`Idx(Aa>>>IQ=0f;)
z;O>U0gXxFSFn9K^1v%`U{hTXc4`a9krXC^>3%3t&b+GW+Bnoobar-H|^!wLx+`^ED
zn1j#<QMbxI9uiPce_n*@`+(;Db8vA~dsd<8gV@5rfUpOm{<=NLb)axl&ahbd`xAOQ
zhJgX*4~Pkv`cdNn;XatY3k5;npKjc05226RquPT|4>2FzJ_H|T9!wo1J`w2ym5*>I
zBs^i^{sGN?M7n{w@BQgy?WVTF@Nj|H_W_!o&e+4k4JHnwQSE17fY^J=9%ddy9RmX@
zAK^}P|H1eWcU^_XGt3l(K1ldq#Bdi(Ka7615u6a==@61`FTm3i#AJlI=>CDl8_Ya(
zKEz*_;o%G8L)?E9ZVyEKFw{RV`w-~>k}vnc-3jv_#C?cxh44Q>{e2v29!!20l#ehU
z5+AqV>LKph3bzL)52In`!~Bbj4-tovF#8x7Am$&1mPh+A(gDmKnE5b1jE0zqFb|cF
z>2HWU0|U6YmAeh~*C}W?z`_MLALb62Igt3j15NjcauX&G^B=^$r{MO%%z@D`c^DsN
zF2tM<@bVQV4--e{qo)H%K0Iy@OV==cFg`jBNq3j+>p<04!6j(8Ai@!n?qKyi#552I
z5#I+_5AioFKcdGENCyaGibL#2q<d8Vf%JedOdldYfJ8y%HpCq;_kDn-t9$T#g`OW#
z)4?rh{M>@8N4FowhnWKlKkWWRxDyr+F#VADJp;D~R=>c^gV7LwAxM}$7!8ww@zKqJ
ziNk1!JFY|1E5d%5eK2*9a6AW3H!yd@)WK+&IK&;8@c|P@FGpeeVd5}%!_>oQm^>t1
zT*hz@OdQq@fVl@XJ{TBa_Q7bFI*2_8d6+w3^04rNs6)gjgbyQO`2*2TfXSen2jj!!
zVd)6MM-M-UC@5V+SRXL_56kZ`b6|X!`(gUf`7m(^jqpEA9jd=!su&nJ<ZC`0WS?&@
z9$RwJRs5`d>SSNDn<<y=LA=<KgV6lXzyMYzkLZVhbjjCTu!rdHw+{t_t5E)Zdq1<A
zDU*G#!TAt%_wC)l7CncH>+gE8s9WzAl)oM-zZ~iw#JI=9W`4UL4<6h1=z%oA`U5cc
z--o*sW)IAVVC%%s+S~nj(9Cal18UEGs6RK`gS|WXEnFO?4`vRGhJ?#uxVjdQbDH17
z`7m_?V2fbo6~cXx@Vp537sR~FQ2qPS+>hv2pt|S1J<NQFc?Y5T@7w2YI;l202Ufl#
z>{Xwgv+1PTZn(X$@PpCl=D_>`6NlLki*K0yuyBLP!^9!s{TAxZcTjr~<3lj_!0d<7
zF#Ry|U^K)X7wys0A51;Wy)gAK8m14X4&tu6(C|7BO=sJo{P*?{cb$f&i_7-l<ZE^k
z9xo97O{n_&P#O^*Fnb{O!}>)G3=n-M;p!psu=sfo4WGME_gsgD+dT~RsQO^(9aet9
zWD)j4L>@rRfvIO;Ky@cfKa6HzfaK5XaQ8sM5m636%>4j&C(JyUK8QSw{D4s|Kx7d1
zLHM{ynE4PDF#jR!hlqcG#~V2N*}?jAAK?Cgs6+T4)m)f+U^GG<L?6OFbba7rFZ3up
zoj}srS!nt}jH5x!L6{3mw=f!JE{qSOVfrBS2WYtr>lY);gXxE;V_<-|15tjW^I_^y
z?LqhxCJv)v=AzQD_&|ul%!P=2fR{@!aacJ8a}TUsfvCsy532kJczQ-R2WCFZy)g43
z=6-<ZGgR|n`4E;r5b9v&z|_OcgV8YiU^Gk|l3!r)gGf&hcQ7!(+zrzQqtW%D@?pAR
zG`hKnaDl0SxgX{(T=v51X_z{Q{txi_62fO-fRvB7q3IlvP9XA#aD$lxvmYi8p%LK?
ztM_5%Ldr=*enHibNEa}DuyDgg!`y*R!_>pfhtV)`nE5b$FnO3bOdX7d)k`pcK>Yau
zUSGk~!DyIzm^ugzBVqB1sUM~f<{p@NFg}cise_n^h)0<FA>xEcggapNpzDB%!@>z>
tK8%LRqth^RVB!!y%svJNT>4?^VBw6e4kC|8Cop%R+QYywrDRHy9suNw%KHES

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/accuracys_t b/MAB_for_BCI_1/accuracys_t
new file mode 100644
index 0000000000000000000000000000000000000000..c803228097a25ebeca165dd3d58463fc80aebf8f
GIT binary patch
literal 8553
zcmZo*nHs0a00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev@tW-+C+
z1EPSrhtXz=pP!%C|NsC0g9&ejk|{}@P8SrwZed_xcw(>WIZ4HH(gS;#2#nsIdwW~%
z?RyyFFnL@w$TSttMfMQ-kUiLVm6K3&E<nX6+2?_b-*(m>)t(D*aftaB;QC;Em_7&}
zlSDTUQw4SrRC8hWGBALhnY$Y54s^W;br2bJJ_7@~dtiK+eGv0cqlFU#18TT2Fu>G9
z?7<{q=3>f>icm8IaK!^G9$_>!?Igx5NP4-5Bb}nBLtN?U2~PdQxPcNixWbhZGe?qM
zNO^l}z~XNtg*7$&3dyfGG2#m%j+u`k;;?#@8ZMxX8R+hW)Jxki{7J0s5dFvC`eEe+
z#GZ@r_5ymj3sZ+~4@@1pJUSm;A50!*FC@QRg4+KU?ml#V=zN$yba8Y(OdX_s_QoFK
z?#s~j+7+mMZ=f^-14JE69Njd8JT7&_ibKKy;a^Dnyo0vm5H!TRJ8<{mQU?=<`0qX3
z9CSWR9l12GdTG2|^hEoswUs%p7ckqqF!2*%EWGNa@9oiPxoAO?Ial7=uj7#Nd$sS4
zJ;*dclQ(d6{cAxI@1XwuFiL}y;Al92gMnc*97e+d6au5^02B%gqxoU9egG$g(fj}o
zhSB^mnjgRkfqMCYL%!z2LH7Cf;;|(cUB%DZyMY<cq2bKHkUH7d>}JYkdx*Mz`-jc^
zc0V3Gwhsk^t5EUv_F!Y=@7VX~?Rv4O`<*>l+vK<QEg<F1@8RY{%y|#h_ud|2{${v7
z2>&pg4>JesEb+JY0(L(hH1ofM%fswLHy0Nl9DJks2pYfCOGl&O3JQVI@C1dzXuEAR
d9gL;}Pza2s15hZ8mItHhV6dcvDJ4^q^Z;Y{KY;)M

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/accuracys_u b/MAB_for_BCI_1/accuracys_u
new file mode 100644
index 0000000000000000000000000000000000000000..82174c566cd88bd6cf83b51280d6d0ab64969a1d
GIT binary patch
literal 8553
zcmZo*nHs0a00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev@tW-+C+
z1EPSrhtXz=pP!%C|NsC0g9&ejk|{}@P8SrwZed_xcw!G@!RSdUo*;xF4wF{}OFw|i
zZ_mBGE%)|4I3K1CmA+sPGE~KLkv&X3gn!5$q<dTLYJ0G;Dkq`pZo$<-%((zJAEqB7
zjvyiWZ^G5(fek*3(;S#im^v6AW<JE9ccA7W>_=Az;Xfc~4@BJsxH_0U==MXx1>OG;
z-3$!q?s#Gk(+@Fk8&3DaOc?1jB)s0*L*n-hG`tuXAp9#({u_8ap@tVC{9)!m!u=go
zJ@GU+dFH-{>qF<0Yc8$y!Q3}oX-GVOfW|+9rj~zknU5}xZXdclseE+vM){x$>pisI
z8Kp<l!)SWgmOK3O!PVNz9M=mE>|r#d9A#kORWFT~i=GHA_Zb*Ygt73dm%g`$(I8nt
zlQZ_=AmR9ZaB-M^xoAO?Ial7o^{?ZQ@_V)KjXgx)8@T%ZwIGRiP<4p<1!B$zdx$$0
zLggW%3=Ej+U@{OImpr;SL^W>n(A8t|9S?inoqqfp)P0!p5F0SXQT>G}kE##C!*nO9
z;xK#A^^wYlnS)6~(gUpDgDDTOX}E|(d_#P^!2FF%AF=W<b%be3<73J${r<Hat4L1Y
z5FZkD-{4jUaUEv-!u&-@9;R;a(~xo*)~_ety^!>AYlNl`;=>7&Qb<>iT2DYsL8M1?
zKFoYv;xPG98WKXd!vVEDgj*dUa|WyYCQ(q!<@kupw{GIGB^O<v+jGd*d^pJ75A{C-
z1B5@{K6SFM+0B&8_F!e=XYC(0^V|J+@Yp^S46Z`;-AB{6-o8g~*Na8n@9e?aC%?4^
z8!vyyz6GSc`8`x0f`+Ltx#%h$TXGPtA7(Gi90>m{)Lon5_6pejc+kxM4z3So9>gCA
zdvNh#=@JwQ@-?vWJHqK45<Z8a?m(!A_~Rm69Kt^c=R@293pa#5m^&aejKn2Rx;P}h
zm&4rwv4OBTer7jQCi^1V^|_l)s?E;1M6x-=+DBV;5YrJPVgEza;#P+qzl78e7I}S8
zHq{$`?G@tU0}=~}_5&<_af!p^haOE_c{B9<1&Jxzxf@q~0I7%W+JmbdyBkBa9Hd>i
nkrpoy)tLE^`tBRe2cWQ~ez<~6r6m3!`ROdp^U;)&DM@+&iGe~g

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/actions_r b/MAB_for_BCI_1/actions_r
new file mode 100644
index 0000000000000000000000000000000000000000..94a116b17973fcf6148eb1020b7fc2d685ce950a
GIT binary patch
literal 2364
zcmZo*nQF+%00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev^oZ!x8_
z1EPSrhp}dgpP!%C|NsC0g9&f@k|{}@u~Rg91kzGdOX4fyb5hev;xiKSQl|6>!P)T@
z@g@0r>7}Vtdc=?gi!#$QV5)hc20#^Ni1i2~q!9*W2xo}&2tw5&6imqw&JfKI&k%t^
z(G1}X@eHvH(G0N+39vYbB?9JyL?Eg`YD6+5GC-<9I>n&6VCG0<h=CzUwJ_LZkc=4E
zWRR&K^<o(y6F@8xuw5Y2M8GOQIz%%>GK4cEz<NO{L2eSykN}H7Yz4`IRD$e>xDg}*
zVu^y?1=1~?0n!T+69<cd`~i{$nE<i@WG6@s$Ymh2L9{s3UXUL_ZUy-Tq8_9JWDdk{
zAlHNBgfl=8<O+~KK&}R<0ht1_8>ALw1IToU?I1fqA|MR$6+|7#^&lUD%mtYS5|sd(
z4buUU0jUG|0c1DG7Kp7NKSF#1b1NupKxTl#0Tgo(S&;icERb0s-+|l;awEh<kWWBv
z0*QcBLiB=cfVcsq3S=foC&&~~$^n@T@(V~k$TW~1(F~BwLE#1BfmDKg1WE%Caq$e0
zPeE)@3W2yCWD6+%K_LY)2c!#RKFBVRYLH5hX&{$?{0+h&^&mMA8)6E?*B~}X9f$`q
z7i1H}PLK~lq97fhFaV`=kSQROAvS|VL16$g1C$0}G9aBWl^}P4d<0Shav#X=5DX$g
zX&R&g6e=LsfoM?3fmDJ*2ILZm8c1A0+yZhHNEF0_r~=sliV09SLPSAs0l5$2Cy3iY
zHi1GGqz9xQ<ZloS5eKCbkPOUkAeA7qKp3PSq!N^(Ao3vpg2Eo;S5WwaTn-6$kiS4`
zKr~1n$W0(ufLsI80SXxq2Kfk-B0&BIsR#KR6q=wI0GS3-3$hzz6UY{jYe8m$!UUur
z6h<KTfXoN!1<@dRP~HK#2&4{V9>i{l&miW2d;)SA$j2ZWl1@S42Qm-j7LfTM4ABo#
z2MHsPYLFU`eIR>4p$y`KXpsF7RUj9GRDi+*q6#DqavR7^AoU<~K(<1{801TkC@4fg
zdSGq^@j>YZq!MI0$VDLYK%oYb1DOU&3lI!46XaKrnIO|ZY={n!9*_t~1;}?G_kltJ
z6v800LE!<49gr&_J_gweiUW`c$aIiRAXT6+2k8Ro2AKwu1GxmG7Lo=*DnRaos0Qf=
ziG$RD;tymq$R?1xKxTmCK|TgykQ$IUBs4%_4p9wK4`M;$6r>A+LB0a{6_S2HB*--|
z6F@Y`W{`hCu7jj1kRDJ-LShFZ2T}!!KL`e?0GSF=0dg0}Hi)l4AqsI9$W0*sfWir6
z9>i@R9>^3>2!Ygr%mAqbiGzFvatBB?NGB+KK)wQDklR2efZ_tA78EKVd5}7g%^-6?
zG{|gFDh0`b^gz^tOa!TbU{L&m+zCoUpcn#)g3J+3)d1I!AhSVsg4_u5D=1xn^nk=c
vW`leS!k`!jrC5-iAbUV@3i1mmj6r?@xfK+~AUz;;Aoq)82&a}zNzwxVc!X~{

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/actions_t b/MAB_for_BCI_1/actions_t
new file mode 100644
index 0000000000000000000000000000000000000000..22afa6bb3b4d828a402f4cde382e9f047f29aad9
GIT binary patch
literal 2345
zcmZo*nJUN000upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev^oZ!x8_
z1EPSrhp}dgpP!%C|NsC0g9&f@k|{}@u~Rg9go`rMGfLt!67y2xE8<J?^U_OGr(_8C
z2&AQ^mc&=Y=cJ}VWT#|^WC-{0LWN-pMKjP~j~HA>d__FM@F^Lh8Nw)vMKVATBnF~I
zdIX_HBkK{#5X}(F5CLNl8-hi^CV_N<EC-2+Wr%`J1Id6*gYqb6gKUSG0<i&NBSZun
z2~h=c2Z$|9z$G9x*vuhUOq_sygv>?wmyk-442WG2A3#XLdLS`{ZVN~^C}cqx6rUh-
zkl7$H5Fa@-L3%*yKyr|@0Fs4?f>eWKA$$-Ck`>MXL6EyaG(HS*Cnz5AsT!3V4S~TI
x0%93r8KBfI4li>-e2_aqWiTkOKrl#T6pw}gks*+(0WLj>R86kh)RHMldH_Z!UiJV0

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/actions_u b/MAB_for_BCI_1/actions_u
new file mode 100644
index 0000000000000000000000000000000000000000..c31b556f3df8a332221abc1ce5f3c63875029f3a
GIT binary patch
literal 2364
zcmZo*nQF+%00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev^oZ!x8_
z1EPSrhp}dgpP!%C|NsC0g9&f@k|{}@u~Rg9go`rMGfLt!67y2xE8<J?^U_OGr}Xfq
zrKXl3@dcp#oYXXk+9^F^aCUq}Ji?GE86rJ`P}L}+8NwMNJwnKupq6EbWQb;nWQb*m
zfRun~@eB#DsBng8hG>R3SWFl!0#PZPAr9q9WQap`fn+4WY>*CNupUt`A7nDf9Llk9
z2FOJq8zsPQ2AK~M8^t3d1VAZO44mRXsS%XgKq){h1J(B;P!*uGf{;O11u_94E1Ur`
z4Z;VR3DXN<LwKNc2jU}}1j;iIU8IsAlOX1TbV7ItK1d9P(d|ICAEt(Q8srO*YM6~6
zHnA8HMj##N?gEKX1B+#V+y=tf!-FzAQ2ju>S(N$~mUcn0Cz1gvzd*Kw_#hforoz%B
zNG(JRnM9~WsDrRzeu9J<vK|l{7ULi`s9c8Vf$)eSLFG24I?}=e+3lES;Szz_0r3HL
x-{H~=6NiNjj87R2agkUCdH%s|H$K1N@j<EvTG@x&2EsBBzhP0AS~4X`4*+zuX7T_4

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/rewards_r b/MAB_for_BCI_1/rewards_r
new file mode 100644
index 0000000000000000000000000000000000000000..3d018101ff87e45f537eb723a1a46cddd44e1d88
GIT binary patch
literal 8553
zcmZo*nHs0a00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev@tW-+C+
z1EPSrhtXz=pP!%C|NsC0g9&ejk|{}@P8SrwZb2eG*duWm7#LuD7>z26$%Cnb(J&Rb
z__)NWr4N_+=;AQ@&}npaFg}dNr5+}aPNS=b@zK@6_%L}wG`e~iA4bFUqw`_n=rkd9
zl*+^G!(|Rk97dz7CsiD#A4a3=$0ZI^2cyx|!NhUVF!eARrVgD?NE{{)qtW%F^GQ_)
zQ%{ISw+EdM(+?Ae(YVCX<zebzG^z41^)MP{4vfYn4wHw`Fm>oOvGOo=)TUwX8EodF
zyNeK?T=%1!i_08b>Trn@G6!8BIv<yQm^d!=FmZGmT^~#yCJv)<i4&41q>qq(m^?ZS
zGnWvJt`D7$OFu4kFmaeZbUq<*m^_Sz>BmLG)WK+&I$V5Q;^_LQr4HR(7@rUgvmZv2
zsvcb*I-ihvw3dgthgcfs9+-M`KDs!%Jd6*cVd~LoLh`uO!}Ouk<f=zE2NxgRd~`m#
zK3wuJahQ4-A4cO6hsncem^ySCmpn`yMx*P4@zLec`MA`<#L1;`*@JE#x;k8Zm^eC(
zZXPZ^Odm`h#)r}9;xIlT8eKmw^@P;H<Y6=}b711=>WJmT)S=V3%!P@=XmourKDs=y
zd~|g%^9a!}edN-(%!io=lSk*Hi^Js6X<X`H;xHPfj}RZGj#wII9y*P#A1043PAQ*U
zbJ6vo^U>XfE|1PfSC5NNu0CAm(Mz0=yD622`2&|ZFmV`-t{x_iPQ%o}XhQNZb=0DX
zwGXBa-CmeDjE2dh^I_tIXmow(d|dir>R>cX9jSbnK2m9Pdq~xfuAY#2FnMxmn0>hP
zqsyc7(e>eyM;C|j(P@}@FmYn}#HvF#7p4yv4O0)J38_PuC!~*%dYFE68m12>4&&pZ
zVd`KsOdX7mPQ&EUX=2sE^ug5Q;={zzX_!73jY}R~oDd&o9y*OnA50xg9>#~!gv4R;
zFdAJSOdOp?R|n&x)9Cte@zM3c_~`0M6^H4E=|iW9l}A?x<HKllbJ6+4s)Ol+sVA1k
zr4N@l%v^MN7$2R6sV79k^ug4@_%IqKPA&~I2N#XYT$p;8Jd6*cVdCgCOddwV<k9))
z;xKs_jV=%4qtoc>Ve&9>7>zCt<HKk|>WGy`R|hj6okmxOiw_gWMZ?U6$;0?C8YT{-
zi4}*bL#JWp5KF`KqpOFB!)SDQ7$28BOdOqt=_8efnS-tmT^yZ{t{xX3T_22(izZ|a
gOdl?FFmYnlk*XeME{ulhN2k%{85pLNOi9uM0MGadTmS$7

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/rewards_t b/MAB_for_BCI_1/rewards_t
new file mode 100644
index 0000000000000000000000000000000000000000..32c5d12c8ba090640a06929f34e3441d5a581b53
GIT binary patch
literal 8553
zcmZo*nHs0a00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev@tW-+C+
z1EPSrhtXz=pP!%C|NsC0g9&ejk|{}@P8SrwZXtpAU=LADE)CI5eG=V0xNLx_gUO@w
zVd5~FkUUHsj7C=v<HKl}I$~);`e5?tG|YT-aZ34=noFsEnEPSojMDf+02W^8G)xyv
zoDd(Tj$SmndkEPJQxBsFsi&4a%sxUi%s!Yp7@u64TIP^zKOucE_YD;q=AXglUR>_N
zB|cQ#Pp&)B{SD*eqRF*~TzxQi5UZb9^~9<p)?R9<Lw6U9kBf%ci%Xtf;xKm*qUq(H
zQF|aUF&Yk|;Q$JO(R2U`1qO!Ea2O2-Pza2s15hZ8=7-UAFq#fPAwX_A0O=(K!|XxV
z0~05fhUq6({ir%fh>eEBXgGjEU^E?oLSeN2A590N=>QZ0qv-$?3Zv!0XgWYo2UAL>
HB<TSFtF9Be

literal 0
HcmV?d00001

diff --git a/MAB_for_BCI_1/rewards_u b/MAB_for_BCI_1/rewards_u
new file mode 100644
index 0000000000000000000000000000000000000000..fb8ddc8c46eaa1798515695e6f64695209852252
GIT binary patch
literal 8553
zcmZo*nHs0a00upxd8N4pm3qnfMX7qZr8y;;iA6<;l~a0n;)_y~^Ye;Jib|79rc9pF
z!wOb7rH4H)1)^l~6mN#sDb9>ZQ`)BlP0{dX^k(*rV{Ds}!Q8`|Qc_uv3ev@tW-+C+
z1EPSrhtXz=pP!%C|NsC0g9&ejk|{}@P8SrwZb2eG*duX}nCRlT_%Lx84Ko79N2k%{
zVSE@3QxD_AXmoLOK1>}Unpl14>Im@(*-LMEn0p7BhWVRZcTlPyW-q!qFg`9CT_3tS
znEWUW37OGw7!3zd2#lr!P$)1kjE2K#IDkT6G#!9KVc_!v#1(`|^!P&80h5P`<Kn}_
ziKSuY!Dw9i2+5=CBUL@Rei)xzbI8>PvzJ;lx;qH*3E7LTpOE@dc}R%C!U4jgUb#T2
zd6eph`D>`rg#1lNeyI7ET=$NK10)2<4L?HqAf^*v9+0Y@ko}|bkPsbi;Q;X!@#$)~
z_#ftPbQ<PAba5D;Sb21HFg`9C-F!moh*giv9CUGNn+G!=-CT4&OdX6SBo9+ZDow7r
z==#w4q`G6E)l=L3)HaV^;WJd-O(=W_`3sjkE^$KkjmkqpZn%X5#8<f61%%{>TX<00
dKcnFX2?1({>rgWf5(>EU8Rh<&QZgk;4*+^;l)V4|

literal 0
HcmV?d00001

-- 
GitLab