From b85ff59e5c98bb60da6f6d4a554d2b89cbe7e30a Mon Sep 17 00:00:00 2001
From: Laurent COLBOIS <lcolbois@.idiap.ch>
Date: Tue, 5 Jan 2021 10:49:35 +0100
Subject: [PATCH] Added data and protocols description for Multipie

---
 doc/leaderboard/img/multipie_setup.jpg | Bin 0 -> 52131 bytes
 doc/leaderboard/multipie.rst           | 115 ++++++++++++++++++++++++-
 2 files changed, 112 insertions(+), 3 deletions(-)
 create mode 100644 doc/leaderboard/img/multipie_setup.jpg

diff --git a/doc/leaderboard/img/multipie_setup.jpg b/doc/leaderboard/img/multipie_setup.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b57e969bcbcd612eefe78587f70b8083f4828be3
GIT binary patch
literal 52131
zcmbTdWmH>F^fnr#Xo2D`MT!+@aVU@)UPy7bA5Mz97k4PdiU#-KZfT1{f#Ssp?j&e{
z5HA1sz3W}~<Gpv*ob%z>nrCMA%-;KX&cnZlB|ta;2OIl;>SMuutWOA@Ji*0%LWGZx
zNAQ&B=~H4NVqy|fif1IG<fO#J&uE^JQ&Le=Q$Ho6rK6#uqoAUu!oqoc9`_01lP82!
zB*Y|C|DVglPXIXqU>|!D2a6qmO^$^_j`h%oRR{oJJ;C~41@M0tEbPbj;o%by5)nTG
zU}NFnVB_NaPir5a41Bx?z$Je|@%;5WJW34<e0EnV;gIA40*?3fzo<1Q5u76bxrGuE
z(a_S-GjP4&=HcZN6%&_`l#>4NQC>k&Nm)fpTSr$<-@wq)%G$=(&fdY@!_&*#$JZ|`
zJR&kGIwtmeN@`kq#*fUb!lL4m(z5c3%7(_K=9bpB_Kx4Zef<N2L&GCe(=)Sk^ZynW
z;TxM<+dI2^`v=Ig^NY)?Yt+px769je!+AXaZ$SSKJmimfuyJv5aPj{K4;Hrf<AFnt
z`{em+Jc@T3_!h2|?7|@gRPU1u>VFY(h-f0H|8tupqTv*Ub0Pl+(*HvA{|->-|1U)U
z2hjh)^RNhbii7nyU^wIeAmCoBFf;2WYBTs)2O1!OgwBPO*}wYq9INZbI8QDuO(nU6
z#h#Wxs`KM*WO7e4g0$q$KHzQVQ^yBD<8f+ALfvZ)$aPgF?7lMSg-JR|ttg)#K_PL{
zgxC;rCVBGG{t~DZGf2(UO8!&$q*8V)$l!2|5gq7{li8&a;O(V{1FNgl^jYikF7F9y
z4t$~4b!;H>o0;9%W$IvJX5n&78Y{+=*baGrlNxMT<hnUQX0SOvFM2rvoeE9}G9fY2
zZU=VF2tt6XnMs#b&zjDt$wU(suXD1-HjkUsXvk$3ZcQZmYYB{Yy`!5jz|L3B+uA#*
zwe=s`lpDl0xSQnLNqhX~<0CUe>p97J;F9Sh9Ru}AgRb8u<Y0WplfWT4N!06cN_`TD
z5(Le+4eL)LF{#t9%{+eqe1f3)x7286m5s|cx*2<0)`h=G6<AivMMAWqyaFi#Oe`8b
zoX+zf0C^7TypCuCuv>BA=mQ{NKG#RT%PT&%4==E6-$Ws|M69wtqLpUrWiI|yi+<(z
zBMZJ~iM#KFV$35Xev~>FZq3tfI45@4My8>UB{Vafft}&*H_0Zni|}yVF2z=6iM;T8
ze_fkS_>!#6N^jvvxa(viYF4EgY$A3|$>5Qf9_+g<5!?z47hQt9IR7|zJgBzAIk-3L
z23(4RUnEBY9Y0;!4Fu=<CiPE*JyZX#>ild1D9FDJr1HT#d<RS4z}g-vyEobjGlm#f
z=H~WnDn><pIQ{nka9qRs1oWgS5W1^NLRPf^TZBTL^fM_i3xQTqXu{g@H^Ee@HXpso
zZ!~YqH=6YNg1nKtdv-ntRjtdcx=~se!iQIb2<pZSDQ71<DSkpaIfyu4#NcuJy3gAs
zaD_@BjTol12iwssSSu@`nfZ6dd}Y$X%tR09cyPT7S>{mu0BD1tb!;c@ynL*!*=1?9
zJTLFp9sty41l<c9vb^#G`tCQ{_g=NZKjmscts8+eKxbBx<B2QMk_SMb;sc<6Mia9d
z#F9WvMs{H3?;DIZ36K<gV^zV@1ea3~LFqcPns}m#Zo35smn!apd>k{9NDm-4WDkJY
zGNI#B_*5^3cja@Ev(V#(+Nc?8gd`R7o>%Ugp&ZNzwr)0S4{=`%TJ53zuGwg3*kt!6
zBK`qzH0zFG?ED3}Aeak2T?|I*Abc#p67HnZa<kUhVg5q5uL<G2ji+`%ClHP*oo&-B
zJ9pzp;6M{J*pW3VrARb`wr;c0s2=kkCY!nBMawl|&c{BTF;17f*EDCT<Mgek0_P%j
z`l=lT_M|z7${61-2y9JY!VGEFnrVCEayI*1%W;4*>aaV3AiEH$r=P4`XTI@uUFRti
zP1WLX@8C5XMCkpEiU>Ujf(RY+B2GY^8>+z-x(@)Ndi-Oub;c;7Joc8`oXs1(9hPj*
zU3Daz!8?;XEM}nejFG{twx~L>$4*qHwo(3VHE8+;3b`(Mi^>{$0Q@`@zrM;qxtqf|
zkxaOd6OKCc&)TsC3YVo%`q$+<&2IVYR(?~MX~<b&P-W6&Cd{EWGWoePN}2rY0S!GF
zW>kCPI1tf}XVmvGc&Q0C2|myL!nLf=Gj7jWmlnkbOA|Vl?xx^^7bZ<=-C3ev;^Xvv
zgxp?bKLBE?4<Sqb@BoTbhTK1GC+Sm`H+s8Pa}=RL8aFz;Uux(!?fO|4b^JNxBVukv
z*IK!M&mLB+JOI{3A#lB8prcTP_p=z%p2=O5>7sEG+6yLXHNDG55+>SfDaj;1*i0r|
zwSYfso;00=`T~iNWJPM8`3I&uW7sQ9FiWh&P@6@um>rf1u+XI;ddkS)oB8ixq7TkI
ztOq|debe+NA72ehHVIl`eQN&RvZpgMN?z4=7(Kw3ftIN4g`FIjU2i@BYRz(4K7I|Z
z@&oaKZnkEDi(*|p@O#6|Tj5}5VAMyZ7lp3V*B{UhML}ylxVmiii;YRAxSv?Zs?NvG
z^6}%p%2pimeR~rqFLX?_YUYB0g6eO{9{?ox>&6d&At8OaI}YHTn6m9%01A8SwRlz&
z8w->u2crO!oxEy!)7nb4=cGxwolmziuE3XWVKjO|Rylo)f)sLG9if5-qc25{uYxh%
zs`$rah!gwY<mG*D8kZQ*mx+5$`!`}nu}7A4mMERTpvL2C;z#?PWJNg&MM9G<?rPCb
zQqcUGYga8OM;WEHrNjtW2-Ny<whV&LGX>>ze&Qpb#Qvo?W&4_q3{{0>mA@{5iWc`J
z80Js3&e4{*Nt==K7_ebWFry5$U+*xIIh$sWehBj)OmsZIH)-FHA*e#Ql_cI@r+TEw
zub&Y9d<9ZEhXEokcRm@86<OABVV6As!lyqRS1n*fgi!N4IXy4hBS;0AeU8A`kIMt?
z`Ow>rO#E_p!v}!f=uI#suyU{ys11X2O}Rb*p1%Rzp<$cqplADTh^&MvR{IPz_{<@g
z>OiTCb{+?_nDr-PK)TvL_P|^9B6S)w6+DVcxwKxs4^XrDnL~W&7AUj*0AL8dD#;&~
z_#ARzZ5%9(cF7p%=xBjguHs#uFQFY$F|u>Z&lbn7fQN9{K!pu)buf9L-k<v{hW;=X
zA;;mX%;15r>VJu?b!2xAuuZcVT9%h{0c*>L(xLU3?OxlPnU;>hSld*3&%^8JM<ZSq
zKi$>2&xd6o$trtxkL{79=@5UdCat}BVvJ}}pP><{7{AB^z?m2$hFY-~ui)5jW*m?!
z^?q#UQggNz@dJQ$-ti){?cUBebf035q^In#e!l6iuqPwv4g=fN*+DwRQBnsQ4%2x_
z5CNe<p94Ft1WKCuOPo(`{<z=HKxwK1(<Nx1RWQjk)LUNcl-+%}D+vVMt%cl{xNn}4
z8Y=dfc!LrYHJ$X(4sECcIOTL-mM!K9H)?)6Z4Scu9w@xA0q@NCwjM-Z{?ttf>qqd<
z1l2!=cfgp!pJi7`v$`k<oNGKlvD9_`o)<V!$r>L-sQC`5o=#S_sP#BJ-Ba4*oUVDW
z*Oktc*uKDA&{gVVXRyv>xL<-Xv=X6M4}j!a)yMTJ?GbXlGt%}~>)Rh)Y9+9#ec%A>
zg^IY;i*S3|uSZ4yvVct`XjqKU6Y8s^xkluN-zvfZ%B7F*n<-;N_j)){hVb8t8_Z%c
z7o8wv?eII!_6NY@Ji4ANp)}?{H7M4-B(=j#XPjX;12sI7Z+Ch`|0c06>2hOMAE7S?
zJ)hc+mp<@{FDsy|eeB2&C6_zyR~3(5hY2Iv;kUzWG^70G5KE}dV>3%KgFWQRc7i$u
zt85NayINg>JNY1oT8hF$KIXm5KN!&8;`*{ic!(=jzDi?>1Si-p`JDIF2{(W<M)b-~
z7b|S|tK}~xmha8ElMLUxNhhOhU;@WIf<EID0<_VmfAcUl!MRQbn7<EzXBTHZdNDPb
zfW0Nq1r*rC+r0sr*<QYXT?mt|hB=(Z=)x7R7S$Eaq?g@q#5`!sTD+4SZ+_Tcb4(9g
z1IL^6Z$bWrEEI)umxVoo(~l0s<0lJi7n}H{0#!a~WAw$Q_F=6|6t9eGNtGm}UN76;
zK<(;N&9o$<$~#zfHO!=Z{IC8Y@|x{ZMlFKB5K~KHA(KYB%YFq()FH2;SgJ}yBWM5B
zSeuk3Hcu1Pl^^4~^J=9AaeAa`+QiS5S}OGi1!3mXd&~w@$Ko2tS`-8lyC8_#zanD+
z0(bUHUBOfW5WB@Wz6EB)7)ES&GdSGS0wc0(ljO4dZ^oH)L$b=s1J{dnB#Rbb?EG3b
zGBc%upV&0;?f$8ut6~JsUo34;9d@i`XY3Y@_Xz*Z8x7ZzWycOjz#O#0yYgE;5x>fl
zu@^cCs<`+p=y}!BfF;Ee_qh+r$3~0b^%_|R1+Od+?o*;uj~Bd6vFA`h%Qm7D4{&Iw
zyWvMcKVZ1i2cu`cHxodWQ;%IbW0yd8Q<L?>zm5~Yvq>1#k0#gk8=1pV$f$-{#k457
z@qq3}1FHCEn`{{B@iiZVqu#L+W3ejIfDF#QVA9z}N7uHeOk{rF4Twnz&}!biFRES7
znkHzFrJVw?be@NlR*WHTU43gw4u}T;i;vsl6$hVVCg--gbnNX~-)Dib#^P)fr2(Q)
zAm2^z26sq7Q=UOnhO|eb+fewAoI9wmr=^YOpmsp(MiL?4FdI=D%kn&yYnfc$1Arqp
zKXBS~Vk7(JX#2H;*Q$mL@sIh}t(UCPwK8*}|8{d<M4#ZgP;D{nP+v-UbbT|gm#p}H
znd!~@^3Al6`FHGJlCnRK97<|3WqaMmCQ8%>-AfR25YLSSfAz_ux8Tvk@YWdpbtfBu
z?NT1N1}V`C1%7TtGQ+}Tv;;7%@FCNkGvXz3Cfd&fzifP%t+=<wT}Fqtw1K$LV;K>o
zVlPA5!r6N0l?Z2|&)XoA!GE^E2tV7<t|#RvvOX5+8BZ|bm+E7W(IpL;$+W}`<shY5
zWq7NtjMq*NhtwZ1+*R;Z#po#A2tO!D-OF`W{Gy?u@%pqII;qYJ1pyJep`zKW*mevP
z@t$$08nM#sqdI$W@aqKjV1c~%C$N4<s@1v<858Qo=}(N{jHp7IbI_j=O*obYyD)#n
zuRX82p(8i`#S0}dXR-iUM8*|q6j@ABTRJ#qtE*9>%2_h7P*nY+84qr9=)$;9jr+!6
z6cj4Qb`Zkl%kuvFpN2oycH36E9;?dSU<#>=L5Ho8^Op)7!nu5DLbS(Uy4UJ8<n7Wn
zt&Xb#mi8_LHJU)L5SZAk^a^Lv65sn2n?C`g1z4Hi%=4a+=j4!fAJ!tTdppgZuGt-0
zRxUe;>)m>I@4x&;0NJrMb{rlgATzz_2#(r?wa2c`t*XXsNh%e*KN<W-s^$mkJH<b6
z{pVx2VIqC<#$SzMm9WHzURQ!b`K+EJa?8bcOAi`9AWfgn0BLD}2)kT=x$yFLH@$Us
z=1&9?%P2R|S)1cs;Z!)Z(<ET$oAJ1=z37myi>6H9KO8(SyU$y|`xFgixaA*)5_GhG
zP3LE9*Vb`N7?*Z66)AVP4O2h78de<dC320u#TlD!eJ!CumYUd8*!6oCe&KHNCf8>8
zS-TTmO4xDiL1D(CNM5H%SR^>J@W-&bOVEe8561b<uZx5@q%6_upjN2AY;EX8w#&X?
zOHvxg>%QFwfOYjODj2@^5&Qz`wayaI7I;7A%_}dfF*Mhi)<gY|Gw-zy`3c_N&7Cc#
zMDQZ5A}QVxx?8G-<M(Jj%F+-s`E_*}v_;p_^%h&0thU)xI6%JP(NQb<!p$VYa}YS@
zsuR9*KjZb@C3ZH0QPFfCQc=$O@hRDmyn-CZKgpY{N#JTOaG)e<kil^Pt8@A<t5Nyj
zW%Yf8`asu3=eL?zs^pf8J34BqPpqzna~-S6E(fqBKW(-%cVAZ2T;F#e|B=;I?y0Ez
zp20^SNaM)Ci)^K*j6^(|k;8sss(iTM*m6LwdD_A7D#A`*u)A~!|Jv!%N8PB(?m^Ba
z<2=jC4KJhL*e1KI)OPS<m6g2YS1xwsJd&C9o*b9dQbcp7&+~l}aug1W<mLO;Wt-;^
z4x^~H<g}SZE*lG>rmn<T-*ahZxQ*I>>i+xy;7hubYH))kSE?ZehX-$eDDC%+1Vg#e
zFNrDEkcUavCZNlre=|oQS;6gT%OtpHVAOq9q!6=xje_GA{*3wKp4-S8e=$rd(;ju-
z_#&ebV!l(h?0jV(R0a8+bmYkybmV$$=!IdMF2*^nodv%a_yBTw&3<wr!=O%Kf`4)?
zGrjSp)lWPQ%vI$3bSjNY+mGm65^YvBC}`+8;C{{~RU3$W07P;jgW{Z>%amC&nfk{;
zxaNA0QG`)H&#&)eR+`c=S~rwgCq*L}U5SP<Yb&oVCTLcd&6S;TGmTGvu@24M_tYtW
zzB*}VJsVrP%`yT-8QzEIkCmvV8CxryZX1rmv-{b`EQHs+Ka72B_hgd#KC?FEG22<+
z+LoyJjvY_V+MbwJdt|8gh`$JN64%<>5w!ifHC34CqDpK3LmEdOS`WfqF;%$GOHh*)
z7|ISRubS7*ip+3kx)#^^g&RdEGVuQO1%9_v&o}dA)0YDWZUnN2ok*LCN>mD*6yjRB
z3MyX-cKp-h*z5c}AoV9pSjx}KS`PX+Xk^v<*RifS?M6LS3bSd=OD1}Mm_%*AE&e-@
zzDe`A<FC4kck*lwDPELS|Lbae-@lNkpg5Ao`O4`Pc<thcXVq!MB3DLO=|Z5Rugh&U
z%{4n=-1ky?btSI%p(20DZ`^{LN|T)NV~<`~wRUvCrW~D4Y6OOOU-qjshDttf!J7!!
z?e=Z^biTBSDbe8a7EQa~9-8V(Ytk~k2!M897^f$k_;@hfw^WECmWIYBbK3^Bl&cNQ
z>{V%(1Z<l`NG9(KU#M-)SUts1%Z79#Fco+OWyZ}V+g+h{yYUujzlJO>#P%R`Vn)Zo
zKi7yZnVk+CHFu2o=kokxh=-rkI^ii_0Lb#Gk2hS?c>b%q(AJ7j*jQPa)<|t>hMrs>
z)`weqEZHWEoT+Sc=nCSw>O9Hq|MOLtZeI3wURCyAs<h#Nz<)<n?x<<eJ6;3#=c@~M
zgGsxlzm&?Xiz>;}aBs8rUW&GIQomQ+znOYF+0UK9(A+nO`j38a=Ax!Z8F4&&7TL*8
zK&JFuHmFJTOSSFqZ$B}g@xWmZfR~o^9EV0;rp(>lpQq~@<L+XvVNCOC#df;49u^kS
zY#0>lYiMfYXRJMWjt@DFf7zOFM&oHPcW$6v-GrJsK#d|ytnKeQ<y_@3>o{SFYZX&z
z8Q@MyYhn~qVmnMD((mL@AKdp#?>>Gmpl;4Bv(hBqx3Ka|KE$x`gH9fw;BbBVWR?+F
zs^-KplpxQ(#5{({!5}y0CxBF$yV=O@wTbty=oYj&Lh1ofzMX+dQfaHP=lqnLVoMoV
zy1d^iY-F;e3U+6~>6NDPJROorB%#gnoXd1E?`%n*^91}Ti!TBwy!*BL&D~5PXo|)q
zKrze!8IhyX(HiCHdm-z<Gay3o=g{6ou|Q)xWjSOYgsMecpjGcnPduVJ89aYXLu+b<
z47>^0634~82HitKPUJmQ!qmz;51{9;8>W%UsatQkFXS7=+GGA=QD0?nkhGxr<1Sjk
zZp#{baZQJ3gVoAUlh=A#1@Zc|n0{<MO<r2<N}T<Vvd@;(d|BofJyz^)4&{KW{s<|J
z_j0qKWf5Zc_XM3!L!X)5D&4Hu8+MhrY=1?&e~APn@l5`@x~=&KrgXF1(_&!yrsMY{
zJ&w)4sXRs^>G4b7;UjB3Q2UiAr`}(AxJ}bA`16(=low&s*4>x?a23+7=~LMRo?|s=
zm)~`{8o*eNFRE%6wG5Js7{d0)(+fXN%^Gem9cg^gCK*t5q?h{19X8dP%hPXnIgR`@
zBF5-f^8g6hu+MVAwUxP-_g8O4L@CU45ke0;Sduns$xQZ!GAN8tkz95)1uv<7Y>}5T
zyAk5cc$5qDu=r^80?E2$H-w%o_{14V|8Y~>**j$tpNnmv`ZqpwSG*~?P8QUhQpA5_
zxPAB0*DIsIfuT$9yZ+*sN4iUPc6y8iK_M>o@t&}v+$A<Po&*bcDG1+S&%1SvGQYL6
zvjK7E<F!dk>sqy}NRTe9tRrdrQwAGLa$kQjDiqDQ0gUQ6jh1<FJ6p07!pRD5na$(H
zMU320|1C@?miX-UTIUGD_dW0d0MKfz-@#H>P!Gn^DgYY(gH2uN%WxF0EjjFL8n&hD
zbWR5pKI!1SVGLGSmf9?_EOQu`^UHFQU*G$^XP?l!W7(TLb01iB!Et5TNV7&L+C{_u
z{^SGGnf?PHA}G*DB9{cXDt0S$C;NWx0YG>mX3h7>y8Sd=>~MSEUt#>I>9@ZZ&?d){
z!k*CG@1n7&va7}BrOjNHFOXHkw86)i>hkc|Yu}7DXxRm;$|uO;x~m=kp!rvvUWsL8
z*!AQYjO1Uu>ljDvXur%lYu}`qaEt8k#4<YZP2l-o-5fq6*K2@oP!%RWc>bNC*P2J5
z{A<bq7!Q<=meC>A{wx;8DxXin=tM@{SVloG_TO6<d9a~!q#;X~^q90sG1I(d@pzD_
zzaGAYkl4(A>l?3G1tqUHFhY}~R^a9TgcU4l<;-Du{KIGoj~J|7jG-R5bS>UxwjnLv
zDoMV%Ysj$Wn!}cQXvqQa<fc<+vpiIK4w;)AmRJJS4V+|gb2SBRnsd7MduLp4;^)jm
zP^EAyO9O3hg_)uXxT#13#Z5>mwMA&#kl1Dr8v-8AS}(CcfO#UN`?#x$)qQLBO^SYb
zh12hLXsKM{K3G$ex6)NL6s{=ww4201Uo4d<@tPq2Hmkkbpc)#bw!n!Mi<o$}GHN46
zoFuAHucAdiL0uxv*Z6m<LQX9yAg<3)tjBw~;FjTUI|||~+a%s-YP@39kE!8(!9}@8
z__H?I3K?-ZR({9S&?rHlAXWKyzlV30kjvSMyVQ-pV4b%mXUg%5Ti2)b!GF3Cy3NVt
zxjAIDCaAk%J>R*8<c%U~VO^<fv*y72^%!hh{2kF|kE(mld_=&j`&6_y5~N$7_=Z2(
z>a23?&2}2q?cGMVVxM7fm>dH*1?6_Set*0cDNyh1yTL!{!kHWb7$IG!cJuj(6N`L}
zC{ZvSNT45g)`eRao-C={r!844K$YJZ?_GixCE$6PqQdrm=?&BTLC8f;PSPc>WRufg
zP_*tEgQKS_9Mx>{*8Z>PHMt2e9b1U2-4b233yWdJyD*Ci5{z9^C-E&k5J#@*XSx}U
zx_%>+b)DXi^~$dHNr7Lct?a~z*b|nMHLA1Ios)M!y|yQRZScHrmTVVHG^2U+N(nn!
z8*T0f2c?|F7?*gO=q+eYv{lZ1Lms^%Eb1{-+$P_@G}`x!!o6(LdBKJ&h~Usu&oSXQ
zuqK82Kigl;CH&_@gQnAk?d15H>$rp1@waQ8;yH8!iq%wzb}hY;S7Q>vrTzb7#>Pp}
zL2rzgm)fSA2{}?(CW(-=+3tEX4Adtf>#SjUfR3o29eUB830~j=vDpVe)*qD{BW=LX
zVDdfwc8m2yTTM-wAW)nsSFXs5DoL57RH9CJcd!A{6#66uOsnBL$e7^g+~+F_p$>S8
zWJdSkO$YE-?{zf2!keC)9P-pU$K$*f+k#<hoCXQ_IN^_S&Rdw!7O<r0Jf~(XcrU1_
zoVNgn;F#ED{gF;As97;tdh0Di2YiK7X1LWOb)f5=RX2OFe<E;ft)mm>O1FpyGBciE
z_G|s>VfTeQ)qb*1S6s@eEEctP6+Y!yjiK6ab^RFQvY0xggxO`%%T;cb9lvc#wJ4Gi
zd;l1?wL<tgBSrpZ$jpA&SZZPtA;;WQ6PEdAJncK$DEt!gtJWylOJ*rA1kN}*L1Cus
z$e=2k?cOXrcu_L~!U2DNU%hBrs7KE|5}+q>CyUmGz=84O6<Ey_R6oJx$uq%gZ|7&+
zF)OR=JqihzP)a8FlXzy}Y1a9n`+GkD(k$07({nlJ4#diV3VHQOUlf2>VHo-*IKpu2
zYUH%op<W_;Sf38v)6KspgpK}h7VW&j%;%FeaD~?uFO$4DAYFGs-H8kvfKk*0J$Jau
zB8wIjy#uR4E^VCoiQZrtC=@!D>NV<3=DjOWr2Xn~ud32EeG)KQ@}J?l#WyOMGyZYN
zFL4p2ai<!b*Tale2WCmS=MIalQ75%r_O*hds(N{w9PaHA-d1D-U7z;|hTKX(t<*VX
zBNsNS<9p{fXl8q-cB8}OL?4IB#gDE-fEhs-pNY)aQ*Oiod&($|zF$vbvgzBn<aE~Y
z5*=qRTOP5$Bhr*xd|(OJ*OvjY9FvzyTl{3vHSaD4f}!5Qi1@zIl;h9;d>rs*Onl3)
zZWp)xxxty@i`=oAul}NnPcA&51dJO`k~MqSLiJ~8Ew|5G6M?yY%o*X1CbUFrx%Q*$
zajy29*|{nOY!#bjAKq8-|ASeSj3;f_K)HKsBl2kHn@DWtb!JaDC|2L2qXCyVFvGKM
z{;Tb|Bd?cNhK?i2=d{t07>^|({J{zzOS5)+<G@_~@Ku$hWPh*P@3w7nPDj|@mU64J
zD+*avUXv3*`zJ+m)1ajw#^D(d97UY`9clanb@@xn@D_LsEb+<Ov3p+M*7*G;$pG9$
z8K^^jruf@ALb|p8*x_tct-ZO4MjYzz>KV+Iz#cDLqsjspCAz9ITcFhL3Y}wS95AKs
zo~@+|%;NFXhXuUdVj~%bnlcDbGBnEdOri-llb-F(b>w9_IUkpWOLNMTVljEwaF`$y
z>){CsM$Ed)Mk^n^x-?1U18fm%R}rW%guk}kMeQ>X!*7gn`g!~JSG09n*M52(_GXj;
zs>q$QLsMz5>$fzv;Z`Dk^VFaCLOT_W`K9b~lT=x$B7*~M8K2s^rA&3+^vIwX&VL^k
zCXqSRy-kswabw()O#UVaI=NvY<?lZcbh<c}TJM_X+#gkH!)}9G4(2gU37NOTgq(gH
z$en<H^>0gl`Sn|esutgKlvlw24r;c$ySy-)E6b?(mw`4B4VXjC2?*7ke2hrW@6y+p
z$Juhxh~8p(Hz7A`snandC+KjU6`5T+R!*QP8PSvNbXHRR&TAkCCnQ30!kE%b^54NK
zJ(9HGNl#`)b)&Hoh2+PD{|57kSG&zL?(+i7EG&ht1Z%%^oThUHGOb1A&eP+YbL<R$
z(Mw4v3LQP{nB_a0^Aq%1RBrZ{A2z(&cgk9NpJvdVc27cL_Ok;Lx!uw=F9WPt+RyW=
z&hrp*-g&xJ*eQrZO_E4fL&|rWfcA$2DSQ+^O**0l%JoN!f4vl^rEsWXQ#+%l>$v&g
z&3R3|p*i|U)+%IrmYXPgy*M+S+fiUK4oke0&G9QbJm2>#O5x<;d|4JMa%dvNb30uU
z-8Y)0y)qq_syp_j#I^`*w0Fca2l|*GdGenidkjfm)VKOe>Q;+F<F#@LCvyLR940><
zDEkPpVxLlZPf^ai7TAG+iPbpkQjKC>qeDD~B#W>2SxjI%_W`)7zU8yREY9*QF^_AA
zQHzG_2XT%1|0L_aKG~_RHo%Du(9lVZZQK#%6}6<+RSJ>2ES+?7s7{8Lw<Q{Vj`J#B
zoqS9Ul)RLitqOo4UuWF+VVc!-4h@tRUuf6+>*&SXG?f~b?hluey-yk7FF;wBFWQ+=
z1n^gwsR$fZUm6+3Y_ok!F0TCZ4~H8-+5exk?)+CYz4v1tgl^xIwZS@Z17q<lIr1ZT
zHYX9TO_}7-W|rx8V$JW?ncEuG!(lHC8i3J&{GWFsY-5~-1UyM9U9K8c`mJ&3pAhOX
zS(%3n*A(@!(sT(~-zhpUEbBQ}pg<badP?mbtqEb#c?%r2I_9K0sZ5snl4DjzXmJEt
zLTz&`nUBJ?5es`=s6A9rXz@kMO#Isn9i7iZ`q+A$2&o#&pQeCG!2rf8)I@*E+KVtt
zcjj=K4tx2$v+c;^kep`)dOO^>>qwJI9i2jG_vwE7&?bIW&zv-fn2Zoj7uP4f0*ikc
zpi!}6KfQmemY0oN`Ex`(vvf88#Vm&DyZc<15>LOMP#-YrRvZF1A?wFbw{>Ut-sXHa
z9Cj{0mZ0(G9Ztvu=;8*9yk#N<PlUP}&l*jMH<(p;OnH0D;%v;vh)$62_h2QdcNk?%
z2S_<vdtld{mFj(KU<%2>V~S4%PnDo@;ZgTRXvNyWD&oL5pQkYW7B!rtYyY*0yDBsu
z51gi@WrVCvXCcY(7xpClMz~{yoL`FO$4>~vvl}SmL;$`?UCQ!Tpy2C)#6N{mUYors
z2eb@9wM8E)*=C;x*$In$C3p*fD>9wusX3Irk&a!e?FG$b5Ujkr$&0YvFyZKx!$+=W
zSD`;R(}1&TvbPPZh1|tDEPf5#P+2e4;sAJuw{#_X`41sa?OXH=h5DC-$bPRY2bQeL
zyGCcDqEhO=o4$#+U2Jz`T)&PA5LsU#?!(B<b$#&lu4(%IZ(ka>{sYr94o6{?lZ5Ze
z>regf<dJ&tdsxUNvv8pJnThI$*=oxf(ZjejV%~%{UN$CY%~!62AJ(Xgb2d_sn$80~
zPgLSfHUr0zkLJuPV}`Uj|FlrDZ#bSL(2`B|{j(~sU1J2!_Oi|rKHZpG9xjq5vluOj
ziYZ-Lc`31&+ni<iUOR=K>!%GMBqU-tM-NhFsPQQ7nM?6*4IacWEodnlO(P_lNjMZ*
z5a}s_;HvBdhYbVWQ?)ZCn!U0u$9qPX-NpJ;k5WiCh`Fbka3xDDe+|FDgodq`-rcMO
zh?frzj$~m`*t*YQ{gZ`WLNr883C!eR_XRcIS|EB}<M-YZ;<FiY`5OceOo-4Tiak>`
z<o(OiU$~obVpdu|>o58^*`KhtYQ2ohG@@VEdkmn+d)N)oVw1pTA$Yov;X6A0+pt(v
z=T$ihS{PtI>9OR~G@NRrqGX>0b@{LC2|m3@BbmCoo)S{h>3Q4RNj0Xb`z@E>CBRn)
zWN>4q2LS02{lal+dy~@uHycq%z?%(|$0WsHvE5`vgz<~*L3r%VR>p@#`;z*_gD9GE
z;C?w2?A#&uKe=N~WDZ}99K<o0L43n8Mgf=yHk{sw*Zo>kQewIw?0MrIk4aM}D_~lg
z+(XU|xft`F8arhm8GAe8BGl9+a~=SrQVJxV;;nPnL=EzyZlqzBVGzHu{wrS55f&a)
zSTRaa)#udUPYTnMq#9XJv*#jdg>#kR(yF2A&M)DUr!WuyKyYu57)t%Tk5)Xx&mpcX
z{EJ;Gykqxlr&|cl66XqE!`r{g@TFz+rox=IfR)Qj@(Ur_exAiY%)tfqZQDU<BSxQ=
z5P$OhEVGsyGGc#rGOLHV=+f+VdtT}Fkv8ux%D^p{E^8v^PLuc5w-%U>OADIu)EyRP
z5M2zL$EOGYKK*81C{zsPxxPgz;WrnPGV*0*?POxiI1=WfpXadMzqgyUbLpS^$G6Z;
zO~0**sipbF@$4>!E&7$%@<9W(5p^HfiUQ1)FY<NfDD7HMc#usm(q~@vT_LJFHh%E+
zA?7mhDH6Zy-D7eB7nS5yZ-g43m-H3X$2vUMvmw<@N$!m?q(bw<m+S(>N<Jm?rbW7u
zlI@yK<{v(5$ztniY4w?P5d;t&qUIBQ-22j7^600J&wD(KpZO6T1Ta_o7-`LA%D7fJ
zWSNH7HEt?|yvS3;b(AN4AAde9TjiI$n_kAroD>Av6nFrH2H~$b$dP>;6w9k6ns}jn
zPW`#%uVT#;6NG66oHa(;Hcl+p&C$egSNZ(3iPyv`0zZ>pfYE95C2b<vi#AXK!x~zo
z<Rqd5g?)Ci*=x%7_o(>+z~9IFv=JW?ghf!GKqZ7DvzubXiWgwCArv?5Kx4Rl+>@|=
zs83_!gc(?%0P+67jUc2GR=U%9Hz6hYT+MyM<yEbin3RI9Ye3C#*;;A#nnGumf|<jB
zM2zQQFoRFZox&Tj)<^=&=H`fO*I260<jS{t97tsy84eaDQf{q&ZwPe|tHI-fkXws#
z{?y))4Vo?^?-y9&S9vGz{G+m*`=uY2sXbB|8)ZP2WgPR4Z3ezK{afB*zlvwiQ~6x$
z%V`hw7!m4?+RIHY(qQQu$koKZRq1I?1>C@R_XhyB!|fY*WTq45>9k3)xq)<$=Q-JN
z>@aH|BTp(sK;SLLbANs9)KIFP^_OBuQa5V;uPF<vbDi-q)sn}Ic$8U*cAKy53ICa!
zmv-kFPO<S_2Db61+~);x?Xi-fRgedd=8Jx_xs<E2F-L5JWEg!Z{=t{@BhN^Uk=y-A
zHhx7-%GEYvE_ofc7`CAhm%pE$C7x_sK9GJT{;K-b@1BpgM6m!I&OBN0KSLIGcI55=
z2+uU&)l8QFJQt{M1XaJ{@2twz=#9^3!lt{`<GPbGj+T3c`cISa0iZ%k+s4Uo7uRP-
z+T{s<qy)@}PBHYDv0$<;|3YIFzT(WKfRQF*OTxR+Oc~EslA>rx>E9qhUxrN1d_Rz=
znZEW>WI`uYBiiZ6u(7F?=PSCT^z_-{8xcw>*F25Sxdr|Je24L>YnI5=9?_sgaGrqP
z^a=In6T2U*Q$4Tli!Skk!*At#)-vu?+&~-r2lOYaM&RG0-|Dk&oUam7yniQ9Ren`N
zZ(;uH`Xth=>*v{nvqOTJSzz1}wbFK;nCiY`kvx6?@RUaW2|HAH#fv{ONOfDVI%zut
zYv?tVhwqow$CTy~H>c@nd8_;BP3f^Rc&Z)_*Eq=l^T$L0Q|ecM&K%cs%Pa_nP#MYH
zS4)$!jtr_tISM*6LpfR#KE<1-f9eYHZvBHrFY{k>5EELa0cqREjH8evy=1c1Pt_(V
zXR2`Ie~i~fwEVZiM|K4!bS~?lx-wrVb2reD6pdjsN%(J9<-YIP4|cGsjjB)bvydg6
z{2B%U!Oy}PN$qsCT{6CwNQ%Qj3VS)qM=GjN)s9P*6?eh(N3r-2=?r=J*`ivQtLDPi
z#Q^`d{RNy!lfQJByd}*dl&qkdpPSZeB&y4|WG?HEWOT|!jh^P@ZU>SihbV&n-_vB%
z72D#f^e?3Rq?lin172)wm;1&C)@_Bc0kWOZ)$tmUiv<!<FD7ec77V=dW{<#5Ub}QV
zZKq621Vs_q>9&J#gO%0oHapw>#n6vo+cI~$B?HBw10KIvJDpYsY8UKZHEG!JHJ0z!
zCrIyi)h9EWWAK`^0{WXz^7IPL<So}h)U;b|0jzg6%}BkGGa5<$VIuz=S2J6qpGk<_
z{wc}fw{TF|$y|>#;^dpmyPEwhjh?3Ih|52^YhPx#&Y;liHZx(pUyE@$jppmv;N@T4
zoW7DZ(br}R66zguPC*>@a~fT@5%ZDOi9GKBLzn<=hfrThyl#$liC!`~do!8<5`pVb
zp(e1S+_rTGEO*%0GNlR8{1dHtpKXg`M2vn!#XZjXSZRs4W1-8azr`87cos}rFHONA
zB2QLd(H34)XCp?K-wa;eHsuMT5Nl*FLUj@u!FNV?y&e&6`gB-CSey8B-6Ss)MF!FD
z8r0lSk)#Y8@96^70(<YUzV+bE#=SDTc$5#QAd(W+8foGXjq4A9C^`1MV9KUb#{D3+
zneDoIRTJTzv7NKot{c5^K$-$k_-0k2&m)CXKh}4JA)ZlD(oh@sk((WkX$YB*L`~EO
z*tAUffONd%ZH&Cwa{Tmmy!)@uo$?u5L_E+{#}ibj*aINh+Q9U-A<bieMjBulVDgq=
zfGU`8{rAYp-u{3XhuM{ScYV`+egM~f;ZWU}hef2ag02*UxVGivYRBG_-hCh673hd`
zx;@3vFsJ&(9gv7W0A8E|oCU7Y&~D`8fT09Dz6BT{QWHmF#pvGIIOYfR=3LcQbXgY!
z1Z4N+2{besWkV?rFnZ0IVgzT&zTpW`UM}ydAN3m_t7H^NUpc9!ouAt^FHTJCxGK0d
zm$*}2Rdjbv0>RT@YIri|-J3D4`upXY&omZCzUV_|rN+G7{;Xr9IkG&4V4_hk3mr&d
z81(m+q^qXEc+r0D*;vcxwQi+nuZG5b@w@%ZdJDyfYbjN84-yCm)yK3Eb-yeuBFmaI
z%{U6<Q+Kw;N7dsvU7P&$)GP?Cs3S@TR8BZj#yoBf1G?sa_`R0jW9t=gT#)bAihO>S
zqnidXjA7*ZZ-Yzq(}yw1x-n%tt6Vj$45(4+t&WsBkON&IOC)u;>PZM&1|4c|8+N;h
z1i!vAJJi|6ZgAR}6y7m}J}1vP`{}(*g@c;iPo4h*Y4T3Gl$GeGxwWqSA;1=`qQmI4
zJ1%ue-7P7dltwq3Ra!GqNar*xIeeH1epDRU5D$r-CI->_E`MxjLh$E}Ba~uL>1;t_
z8$dGWnr0z9dp!yJ7W?N<+Soe?Y}4o9+@T7I`v0Vr8L6$z-RQ`dHR$~rVtV4o1{dFz
z%v??^)T*}sm6Q4<d*SHJ5=L^d7-JDa#7V*7baC^8s5;uyY{Ag(IKzEEkDpe;wHBes
z)zasF+__y7+{en)WxFBEviWJovt9r?Qn@0kTmOOUCo^sXd!*|nx9njSV!rPf1cxqP
z8|v1x<Op({l_i1%?Mgu>T~0);8<NK+<Q2qj3di8-ZrISs=Zt=SGf*#v=|a|2qy#gv
zC;%N=5HH!ttcB{d2|V>$)vCK%bv4!SE?eHmXs#Hkewk9>dM9d4{Cuxh_T6P=@H07J
zZQLc@N%OJC0c9^;B!PL%M_0DJ@@Q)9z$X$LQOA^IeP+-4{p}0Q2JIc~Ng@&&v7+;1
zyvhZZQ`%CJHY#$AFO~PLqQhsHA(~dk^HrG1TR(>^vfemlMhCU^QORLug->DZUHrd;
zDbddGTpJRj-VP7xK=ku)El`U&4zJc(hh>3mRXq}a&@4etYSPIg!M*Ql7t|gv&-u!}
zWyot+l9Xdv+KauCTq8U+HyhI#o}HQ!EA1S`@_L#RWmez=+)yhm@xd_rT1<I%Q}}f4
z9~V2WewrM5eU|*Sw~ooheFZZk_k0RI9mKr<enHfry2<&~{<&JFz(#UZ>UYW{h=bJ@
zDM%eW9Ds%77+fQ}_&9ZON<Mfcnp_%V`^Xux&^lEoaef(jl!s=|HR&Sd+TE+bde?@f
z1s)iyYY9zSU&dv~Ppp4Wi8|6!q6AJ>I=m>tc3|(Nx-5$fpW8dbxiOg}4}e=zu<+qV
zdWutfBx81i-<K$-U>Sz_Rzyt(V8oDDZe8bJQ?}&KB`_WEWS-B(DBDo+*#m&end=5B
z%AX;Nl>yn#iUrZ4<}N`C9{Ls}zifsj(N&YW1S!Q1uy?V^N_&#Gx;aRrk9o?nTfRGS
z_<i&>0?@e)emj|2PQLsDUuJi+Iu=00F`B$U@%jD6!h0yhBuwlkt?<RY!noXy2jJF?
z|Khxt)<vywAKC9t)u8CeP?ykae$4D@I&LOtvyud)W-(%%(KNrE3_CO(-pS*>)Binz
znDCM5_ee-GU7PEnK{D8k>8JGCLIV%)KL55xnRvYAd|9pzT*dAoL5dZxS;%QohE4TY
z3TGwAd-(sLYb7rFG5+>RW0H!-cfjyqJ$q$Hx#D&H$eq>{qN49x2dhc*&YiyOgtB~A
zI%j4Kcgt(T7z$%+>yMr?7OA>w5q$>Z$FR?j<klFy^JU!4EH8KC3)S}b*FQUGN+WEi
zj<bP%^-q95s)-??S?Z>0a#wdM->xIQ_<-0-HTML!_k1IOO*&RXn7v^9@PMpF-#!Ls
z_AzvvThpMe345|5<$aq4yDxJsP~zxpYzxW${<l#Y(_S+mwuzt5>>8$h86gmV_S07C
zSif6LK)<%sr~g$zXPx4;6D9sRHOzXmfcAEeI^zzhLbgBG-swZ5G&9(1`&~M={R_iN
zW}@VQUYNnTaCPFLBGNG|B4+1KCaUn0xWpE?x}^v2)yRUG&Q90BIPOe7-fCdQ3K_>4
zlsJ$Nv+%L*eIeFtK?*+RrfQe_oA;w$CvF}>*uy+gqyLt>bCu&=?oZnpqE(a#Qo$_d
zaXybZZM-Jwi)+zgBI*6B$FV6(fEw(T@Y5}|?5NLm8Ra{+*bfyk48m5E_!UIkF!j<g
zZ*hFZtIDNU_Uzr5Lm9E}w*vl^Bfo&_u=;9Qg<aQ5aP_ZO8=kwR4!JAqzc|r7?Nljm
zwPvgj0>R0%H!nIEhg-de2HcG~P_R!k&7)90-gAE^2^pVCO19Sb*9#ma0fR`%Otfn4
z)-j34y<BNeS!?{ulIX*+0N5s~uZMFEHSS~p69yL%9lvnfNRQ!&tW&0Clj5N3cU~}1
z6a8XL*;*ia%nf?Xgx0E|ydSA(6uv={0b=<9U@?=-APN~u{7fB5u*BYQaaGekEbjh0
zFGCjpYM`0KAMvwp_)+{#sbI`{ZQA|jHwz`Av;r~z)0E|J&-1-SZKL(s%TE6vPIA-k
z<>ElEeoOua>Nixj^e<NqCuBU4RU4qhE-|@;4G?+4hfi(f)sN(_MT^=<4gFi|_*cC=
zGUQX0dtR`GHJk5bE5r1<x;O<)vF??r*@nv;_=U2Nt8&Cj38WwDa6qEDdgZ@=J?8k#
z{Hj=y4r>@-m8d{in;FEncn|6ARQyBpZUX8r5hLdKp?@)Fv9!X?>5{R9OmtgEl?f|{
z2PdETiLcp!5&krqoj88SV(7Hry`5Kg$3!h_yTq~xrRBr;+b}>asqGbz(u^B3uV({_
z6;>eq=u&C<FZOmGo|kU+Tl!Np=_m6G8PD28m_zR7#z}GQqz<hdga<g+=>obw*_Go!
z@s!-XL6agU25K4K=Mf?<Ztv`AX|DBt(_4brIe2=RkJ|VAY)kxW(NvA=Nr?dh$fZHn
zXJTe#6SnIs&ib)ypjkux5zzA%T%OPUQRK=qWStka30Ip1_!k&YL9zuu?<03p_^!x7
zaO4A^-usxj4E+|-(^_VivB(wzJ%OTiZ&QI*jV+%`tVOEBaUaR|ukInO&JL}}sQw-X
z<SCkpqn}|noGWzqZO3fJa9i`QSYH}k<q}Ov^Rw!BIu~!-?ttQsgeimO{PrJ4lqvW>
z-cug7miXZxT>&?a>=aqg=IgJ-BAnrkDrOA8x25sT5jQyaBfya!&HExN4!C$IFnV?T
zQT2~Kcu`wjOPHiG^FwGQ`aJ7K<SO~I9JP-ltlQINVbEBrmXR2$HC<aQ81Pg2vx5EG
z{h^(Zp+mE`J{v3-QDHZaiZ(4Ys;J!AG<B{T1ZFLTAyj3Bl>d6@%NSLls^sfpiAR4x
zKzX*bA6_-!4Xm_ronLn{T+#`!ql}RF?`9mE1A%?mb3Ui^7sCcASQxuuYdTJxo7fxM
zE5TL{c>j6wS0{ul>H%=52dfM&#=|KInDxuMQ~vV!7s=4IUGH+IZOMV5b3{{8!W@v|
zM8>l?0grK^S*Kply<+6JJsg{)+gp4}dEkkUO?$=Tp8yBar4`!*K?~kogQ?Olt^|^L
z#q<U=L{~W`;Y+<vQfLx`@5_o{9##)A3(bI$xq1f@VOe34gJnJ0N(H@v79WkDH892S
zju!r$S#lU$s>!5h;aH#A#;blnsaJ>@{0)ibEBv!5l~Pc%!TDcb@>l)@<k`ADOaADM
zyYikrmlfDxDL?Uf)6DIk=c4`%_)1GR40)5J&u{!aD?HbWK6VcSqJLmgH<1piC=lLP
zEJWErqT>6<Jyrm`;q{p@aanIEHXO}>EDFUlxJ`Zl$jtQ!OrNBHW*wbMni8*gUKp4z
zez|eyF;{tw%fw{9zMFMjXQXuY+Nkf=xsMwo*1Zn9<CTEizHdH{Oo87$0BC$_L4PmG
z84k5(PM<e4hxiS@j3=iGH27Lu!g=2=nq7-)fD$wdkpsxlw!j=!m_@Ts1>dBrCGb1|
zl*Uz%^VAzK{2+c~^fOdz5o%*lsc!D{!amF2$VAmQZ0vPI)wk;6RDm}4S$RK`M3Fg|
zGw_+d{Tg`}5CM7DM(N`Yk4z?uD)PY`UAK|>%e@g%@oMezT)+(JX7{kH0^Qw{rh4S&
z#Qax+^<lG~^sA?zd-7DPVwSgy)BZKqUvs9I*<l7h`@%>Bjp!a@DcPX3-uU27X~Y`+
zLclwPDCHkXCzNK)XdCydJJ&p-uv@)F2&H2{E!lEwu}u#TYIwZhi^%xe)@x%r*66){
zj(@>6Yawe-<b-|nbn3e2yS@am>-)HC%s+;<j7EXNE6}veXG8F<6pm3KU#-?qzc29U
zaGeCSnKV#K<U=C1&@^#e1$$m=vJlTh)mcZ+nC;Mlr=b4CF9}Wg&k>c4#K#O@bv^(J
zY1$qD|AOHcK&oJe;3y0$M8E5=W!9N$fq&W9)^d?iFXur$5Yb5&8n)yGUiHhfI5vCQ
zLyjgubs{Cq5YC}o$dinX6^g~Pt6n|iliBJyzp%wnV>K#Qj@~wG?Gwop!gbhsq*WVI
zxb=CwFIqw`KWO{`(DY>Rm>+rC4<kLnF!}_;4^ZDHJ{wJt`#AMiU&g&A5{){Z$Aw5S
zf8(qi>0B6aooXWsi4yUN>7@T0lwj&5z8s~?x>3LHr98we3B8xG0KZt3Q3Aa)V(>Mf
z<T+Spq9~J;OFQq#8(CiZy8X6luE@UfRc<Az549KGAa}@#gF%BJe!pACeBT3rY|oUx
z0dcu~Fj!#{Kaktt{xz6yCHr&e+Pzg}&%(r6Eks5U(Q&7TItFjJdXrCSgl~xi{QAlU
z05Z64&u50G_Ke8Ids+O#p<~*GYUchj$02>psadPl%0Tam<8e-ufhC%mH7Aku3)&9=
z54|_wg335AR$pK0?!K{?llhWct=J7Go`)arzWbJ8GAo?7RbQmp6Q5+gIt%t44_2wD
zK!r{yh4I9O`#sfWSnPc<Tb8UUZz;HTsw5tAIp(_?hkjFtYBgx;=xJ$rJb=8>DNT3l
z>lm^84(M*ICuiaY{QIaE_H)kGxsD}Az6rH>Xmf{r-n!MSpmn8{SRnoI+M!`yoHOOZ
zl4?b}Bg8fVK=gX=iLQSwqeF3nylqLve!H^84bo&9ClL=%I+5gKu^V8pey1sX##>J~
zl_~E^l5#y4{F$p6_-sWvuL6hQ0dT>jWrZ>+GWxOVv)!G%MWFTv%6%@j$7tmg2N|g}
zT^xHJe>A>;lS4jLF&lVfQ^ECjtQnD)T*hYPPr!jQ^%^qX^t>gK>{6qU^-5lSWNgy?
z(<}ACZKAxbIrWZ%6T5;1;`9Lm$!pfR2#zxDe_09DPITz&=Yi?p_Q_j_$4>(JX>~jp
zN{3YopQaPZHC6DvT0gnf(ozfY8OFaGZ2r{3(=8Z_p_W@3s<qxxVmFuKBy(52)`q8U
zWM93}ruQ#(RkH~p4}Y6{;6HWMK+DeBML93yRUGRKDdFUnlHnONOr)1Mk^G5&UUF<T
z^7&Eb$;A5$Kg>)ks5f~TROOSomAn;W8BTI!gfB2HE3G&32gSL5Zf1b_ZF`-^V+wl-
z96Ox+sjlA9DOq2y5g9cvsyS%}w%i5r-xrO`Q6E^H;c&}ABx}PxQ*G+3SN_hgnKcn{
zLI^L%dL`vKFn5M1N}W8(qZ}pI#OAZimNbnEDX*r534zW$ngH9m97j%OTlGNs4<!Am
zUG$`<Py<yXx4sxcT)+9))w1&Fd9}Fe)^~ED#j&I6B#~WSz@rj_*ojY|tiU71Zv7;q
zsW0mPzI08!NzRHKpz(9gLNypgu~hRL+iMvNu$*l0dmMM3GE4;1I!Hh|n&qQege#wb
ztc!<vB)rdM5~UVFcxnGG{4=Q2B0o0@*~ntjOfO+mRIi5kr>gm*=y7oBE-JH9qEG&_
zobL8~*UJ3q{{jF(|Gp-YdK8O&o<i{-l%Km+A)C)x2Yhs<+(I`UykulkA|ln{mO;4~
z;NpQ;t)=R(VLF`RB5=TVuIAS10(r0&G0DmKk2U8S#jo~$q{^&Ja(&TSUJuvqA-#JU
z<U2t519TJxj_IcJGIBm%a6LUMB{cIL%gY4q9CCf=LCC8UO32aVso(v|iWy=CMNF%q
z$t3omW2S+mAyGr0M<fCD#X)g(_DNDGq;-^!yBWy+b54@rNQV#C(xbIZywb1$MmQ#&
z$g)H-YBNO~-h7Ml@w9cXIkWK1y@!r({6r;WGexkW9CfbgRNcbl42L<*VtAWTk4msG
z!ShPNi;yx#1!)HFWJ_9H(S(7sY22(nRvqi+Uly>F#ag<Kb2%T*t6O|w)$H|qkF#qI
zvH7ePD}~Ao9C!Lwjjq3Cd35(T(po*tr!3LN2qwL1RHX%}<<+Yij>x&;TNvb=2T_6R
zUX5pJi4X|8N3gC_O1`kTAY1O={{T$j{{ZV(PiZ5ff_~AD`{JCUyNjLL)-B&z8<0*L
z9AdglD;Y|tRAYcEo*K+{$7GRQ5>FXrt(f&IvPg!>*nfISlxCsEFR0U!=ya(AGeWy^
zM_itj&wN?%ZlmJQ4aH}sq*Bl41|gfaJ64Uo-Q;nGmd+Ifbut$IMxU<ugTx*m(eAZN
zJtD&D8%SDGT2@>DI{ofwgdxp)j#8DZ*5<E(ygPHC_*%lw>?%tHLw?phe=7N}<4^3t
z;-83r5cMr`%JWUOvz)HcBe7xvfu5e#^aq1JAnTqg&@}B%Yj`4CwL6vo&9@(oeDm>3
z_Pg;<g*<1e==N5cf0Jt`m%doe?v>F&O-;CNV^>%uJ&r+tVviC7`|Wp5Pxm)9Xxje7
zx}>lT-Xyo{{1(Lj0PNL;KkcRCw`TIwO^^NCWk1rZ{{X{dd`2+?9p#)PpW(ER{{V@v
zM%aa=&TG=P$5#IUu{7}$=6I7h>x&|P_G;>W9e&J^cn8H+8p+mWyL)Ee<t?t<@&56z
zA-MgoJ|#}fr(2D4$H{9L{{Y!*srW(h^T!@E@z#^4>U!h7tn+znvBrtpxdOAP?YUnw
z(6~BoO33=wYsR{<yMRX_TY-a^@I`r_j=m4+zCZA;o1)xJc>>uyj;@F~+;VHwu5`%E
z7c)MubEn4+37HsReRIWp`};%q{{UF<w}W(zPs83Iy)Sn>!R`YbNUGT5Zyl?KkG(rb
zbFz9z-q?oU_Ac=GE4xzEfCIX(_*Khq*q6f6INzyiT=&Y4{g%FNf7%D)49m}o@6Xa&
zf&M!DKp=m`S*VX;HF|!|zw?}Y^uLt)#?SU0@LY4OlIj|aow2=t_?oz%u!n->k(n=b
zAg3n**Z%;CuaBGKuaAfP&AOmJ_1(XvNWUL`Ax2P-7V5YMoLoQn)O#xJ-AJ`oidS(z
zK>i;5Ez`ab_;s|MHEymVGI^z@aDBTEdexg#Yj@nXu1}?S*X+NnYW_U%4aMfUt!fw7
zDRLtWZXbX__pf5G&>%~xRpq&nRDa7$hyMT?@hWLI&8s~aJHqK0I;$oAsb#21Zzy|k
z*aM~rH3a&bn3+wypcd@4SI1x3o*a-xCb@fQHNXNZG@m|ixX;b{)Gws5Se`vX_#uxQ
zjPH#8bbE_(FE;cq+3T%j&HI^3`faS)?qRsrqtrIc89#)rUedfZddrij%`ZJ(MmYUz
z66a3UkBQ^48k<EM9A#Ud)|Kh8ziHg-U&iQRA}HNt=&b3HpQjbbYZp4li1iC|E#<UU
zu}S`{TQEQR6?d9{f<?4!lHc6jG3PQB<LSk6zAn>sjTFZAdc=VqOnGwKqk;JCs$R`>
z9F<oSuC&yxRU%U{<E}?amsFPDQqwMN;kb``p-^AnrDNOZnyi~1U0q#I_idB^0Ew$w
z=9zb<X!BjcbrVe#WT=`2Q257i2dzr>ZdwKE^4+6_Z-zRYzYcs)p~o$xmzTwwEyRVv
zKmgCKL9dqYKV;7z!uU&DD}_;jBAB0{>0emuo;dLjhkO&LYu8$Snnk_8nxR>~bBy}e
zgGKvm-Ld`u0ETTaK*^1mat1wX)WiElbxh!^C_6cxWiRa2@dnmV8$xDKdZT8k-TVmg
z$J$7nK)FN>%LO0fUd12nk!L)LCGhD|PgIq^sl{F&wf2W3?dEAWu_zq*a)Vt?rDdau
zgH)ckK5@MGW#WxLD=v$8Kicy1Uu6Erx^>Q(@Y?1Z$Q}tr$t7f59Adcme`=2iT=L)A
z5a-)J(!0+Gd_%GEjf352^6C$78)29xKtA9K<-|&Jjijt?MMe_3XKV3c2mB*<U<{KN
zYWPdy?ps&4AMBd@Q(4sCP1B~j)aQ~rOl6wl+vUfvBD|->9wqQzvEqA63yXaVP_~jS
z;_^jU@yAT@T=;hBYis%%*L?aOQ}EmN(fG;mf5J9i7x0IS+eXl=#GXZ}>9%t15<5u$
z06dVh9J8_Hp1A2;kBk00c=zH5#A^>7YkniRo5hwwA#bYMM;)ZF`DB>N`6_@AN#qRI
zy54+0_<yLz3^qDs%gznG<}vsNtPAgg9v7VNx3-!k{{W^p1pfe9^nSG-siTY7zU2Bh
z?XmHr$GU;gwQm^a%ToQ$p!RxYou$R%0gbay3`--7a6xW)&TG=X1qCO>Bpi=DN9fh#
z+Hb<0C&T*GT7)v*28{2+<NPbpd<WxQGr*B*%Fx|iPjc%ZR7?TaxE0Tcm$hE$wG^ql
z$)3@5{{SBIs$+J;gPwDW<vtL}f1zpGlzOO|N!sa|2m3v$kAu8^{y4q9iR{wMK)GB#
zNgnmu+lEji11r>wcCQL;#n|>>l-DvhlU=x&e(EKNf4A0_NvF76%Q45IRXcyYrAASz
z$1$9qmCWSX(vm~bAc$nfSo)Kic(}I!r<8=ZIma}Ry3ZMC7%-^kh1wP&BS||j>riU;
z9(5Fm{D?D-n{kTGzt*K7sz?DnSG_5+696Z?bU6E~(wO!Zmcucpn=e3E^`H@peXC0u
z@~y#^W7mH{S=PQ4pIDsBe{=*rNQ`hRs*cObi+co)5z9-CN40WZBJopRvuXNv<hKV8
zx2qaW*qIXx`%5iW(!)%Ral0=!RzF(l6$?(P2Oixk2SL!&N4Ht!=I&F*?!vkljwJ^<
z_oXj{Yf;ii3X&fn_9LY;?21NJgAYoUL=ysb<%ja9N-Ki#xkeljTzt>DRw0rgx!kTt
zd{iPkbtHiyKAEc@ZJHogXm#(!A-hQiHU%`BZ*U_E6MfZjO=!XOKaEYfTkg{d=901j
zi5h@-B9)a#K~Bvzm=30$z(4`&IH18Bcf}`|p0s(1>qWqSkqWQf%|#-jMsP4HV<PQ4
zIjWKtDsxmw=#QE<54+UTA_kW$!U|32V#gTy&nM|h#I6$<J?e?sfql|991fNBuk0xc
zDtMw?a6~Jga9HE@74kWaf%i4`2ka&Y(|k>z`RyP6gI=auuZT$C#=Fx#u%e19?a!S&
z`{RsDKf?WZHvmQd0J94C66CMhr2$l*Q(vGz8Q?cR4K?&1^TChh&3=E*2a@PVZng56
zwv$KDWzXDb=f21;P9Mn$=z7zd+RD{%i@DDp)EEKpNVaN?xQzZa;5|=RM6pReX89M^
zoNeJrK#cEiY7A0LLX7S76}zNp(c6JE$Md8i+Et6fo@}a$N3A9O@wk*kpL0Cpr9-Q0
z25EelKH=^uY;8<Xv2U23^jxG{i7=QQtEAI@5%{;p8ggoyPK!0wp~|F%(myngp#v~4
z(EZ%>u6h`XqY`uS^shqwptbk#=Z}0fq(tp+W2b2raoRL&SITXn%!41qPky`#^e9F=
zl9cvV{7y=;eCjdkdEK^yscKq^>6V&(&CaX6qBc>)#$Dq(mu@qWgP%+qx8m;r>;4b3
zwq0{en@YI2iJlaj8DKG<0XXV9*LV9s+|8hTSQ@Rfy_;%wHun!S3}Y)RL<0~<Oyi$i
zpIVRNlH6Q;FZg1{R+8{pUN_Ej=6?SGxviy2G3Q-l{%IMijq<*a{EryFW2$KDGN+k5
z2j)G`y;$%^fc4*q7uQqi2?{}{ppx?b_H?(mw^DEm$m9W&&~-RIhLRxD7MjeM2pBP*
zax1^P0>k!IklUz<wGS70S7mtI64!De_Rr1rtSP}Z+_p;Qlaq>8>N{5Orm5in0JBA^
z#TWWiUTwA2w97OXDbsXvDItgJ`PWJR017X~%XDH?)Bgapb{0BV)L}Pd0h9Z%+3DM@
zV_4joe`Vbk;^gK_4;0O5ZMgJ_?Zl1;w*G##q41Bw^ESH=jWt`QvGDGTGG0%4)ufR~
zWQITQI~)vl1n0JTBTgLYS=rg|w|<6Ba^-IOekT=kZT5Ml^W$jbjFn|^hE^O9M`KMk
z_ZM+m>AHQqmshuv2;zn@mUd%+0H=7f#UJpM_>)%DypwMC_j25<8-C{ZEsXnTt$Gi@
zB|-6K$%qYcV_|i15Ip8V3uBLLn#K@QsGy#Wn#xWvaxpdk0EB)c@RosdeJpl&Nn?S1
z6^-O`$!1R<y+tIiJZGhOtRD?^uZVg!rK#B6==yG-3q7yewS7_>L^5qsRBvE<Fy|QO
zt$O#sYsS=mBI*`*4rH~|G>hnO1007#5o5dY0={ORKMP#xnu7StUA*w-kt}6R^^K3)
zBoC2=5$;|H&pG22(Fj4x5=%#Qzheo?N-|CCc;}9O2zaaE2Z=3g{8OgKZT7f++h=zK
z>2Ym$5kGz@P?cfRzD7ns$gF)fHn>xjQRKcjucH3|X&WnRAB5isEc_>Qn%~1MKEm}h
zZFS^hb#-wh%J)k=Y>Htj;X=pA+s@<L=basomvY05zcuVuT&tAvqW;m{_&GM+lj;R}
zkB59ced2va&q~u^YpeUqg@Oo|t1}z{>^;u{ysN>oIk{~5SJXeUG@-sb_;FYQ`!1Rw
z-3)@-UA4&w^GQd!-sNaEX84cxc)5zs`}-rsS|^CLodO1*Q_^f6Pc}HwfRUptfn^E&
zTTdUQVR(B<xz@EiI}0cp=JM)AiYSnB?#BRESNkc?aWBW;46WNax0crYUwN74KeEbO
zcl--)TI+rd{6Fz6ufx0F80Z>J#;>nx4<?(Yn{W@<W5y@ACp<X^%TD7geJfW@O(vIr
zz=b|breOS2_-}de%KE~>_U_L4?(I_XC9-nS>}F*gkTdsBPC8eQ{C}Egycrt7E5gq*
zsq)WJgTb$)e`y~F>-tuS;0w#GHh67qygg&4+)CKQcSFo3GtXRC%)cD>jRMVFou=V&
z{{VcN!f@oRYZj%=PUm6p?inHYd!e&oil8L7UbXO_#;prhzWAx)M~h9nm^IrNia<y!
zfnRrcJ~<DAEhA9a5sZ6RM{Qvgl0`ALiJZrR%^H$_N_24^!lQP%Ql;%+wLdt%9ef4x
z=fz(b>E0R8JU4khqkP06xQxRTY5``FNgE2Npb|;+?r<y6{wDs$emMAb;HL34o}=Oa
z02}C**9&QVci{`yy!#Zb_XNt(qX5JZ90H{AyOE#L--Pga8YjdHsAE*SkHc3>6DojJ
zNl?Uo6_5Kr!frG_iMI2gHm{+)jI0LJA~-Se>zv}f7~>nZo8PI!^;H||wU5tVho7*w
zkNzTf0>{P&Sn#igw42H0f&}p{sMa$(L_l&Cqdamu_p9Cl_zB{VhF=;iZ0-)9;u}jz
zmPs{T3hV7wWHe;qWxxcC;Eu+>M)YqO_<1}RrTBkZ@Xf}n9hCD*B!>6w;e5g~fE4aH
z1F02@@k7A2o)*2cxY1>nT^m-hOY3hq0W4v%3N|>%BdGPPs$$%!zE${}Ll4V6S>-+>
zksrdE(iRL_6T^1tUNf(J4e>X}ZwdGx!k!wpg>Ex*J<avxzD=#13QIiGJ`U7T=m|Uk
z2_RRi>$cKG;k{w7Mj|68>MPhkW=m#23A|#_DEmp!BvruYVR7bu7{+Ukgq$aHYO&^x
zn?F9jD1O8~DDYQ;Wbto?HQhJj9)oLewwi>xOg9kRSjgXXo+;x-F|puCxdi%FXTopT
z-^G6s{55srU2j&?z90BX-s9|}Ro8^2?x)5~R`5iO@(?gdzysGHiv2(MWnjm_pAg}h
zL9~4&Wl!BQ2OB>e=C%AyABOZVg#Q2zn)}1i>(Y5QK1H;%yf8#efXwG+3o#`?=K}`4
z7~<sP&1AH{<71WKl9w&s{{W@W$o~L{pR&h^{2$_Br|1_po;$FX1-Oq?(RYZsBy4q=
zQIW>nmBHYt&o#`qz#ktg5dIdt80Ck{jy{IJT0S9oFHF(n&^3()+Dk1nTD1E>vX(<3
zw~<cQK*yF`;{@|uWyQR>z!<D0kDMiLRBEtroOfp%`yhM}i{bwO!2K&!@&2WA;p>fl
z;z{gu>uYa5WrY~0n=V)dQgeVZNWrgC)%+6=ggkQkR<Wt<(<O~ABh>AoG6^7c%1Eh^
zob<+cIqQns_{js!r2IR$gny!+4%@;C^z#vzNItnDo$;0i1HkYwKWc}=Hi;<ixh_>t
zxCiyFYPOW6D{XJY=!N4L#{1mkweNtQ0r;D(PkC+QtN7&5wAuAJ_vm<xM4TMCm|&8?
z0o2!&M#}mpnYeteKTrPvU3&+OZwJGlgBF&EHfugPyCMGoyt;j;C+as!!|Fbj<5m`p
zFNWLY&gocieXBawN;XzuPWNu-QJ}KPZd-R;AL~{;1K=m|-^APVCG2`;m8Dv}{-J*&
z7Z5_Y94PzDNdPZ@!m+$2uGV2nu_|zLUYGD@G?zj6%W42OZ>QPJsyS~eImwgo!Ccl<
zqNOW8>qAMlqoJ>^_*+JA2;BIS!uq7zwS}F+Ti?NTZXuf7zX<pYK~^IlU(*A{9}oO7
zVc`t}Sn;2UFLbZ%hG{IU^ve-)>lkgmWQCnT8SFA~_~WhkcWNN`Q}Hr(!dp#mXAsEX
z$Ywin?mE>kiF)>f@ay5nfNVTh;f3-1*D;+!(Pq1QM6re6A~bl$=gH)TBo4y56d>0#
zR@2Vg+tkWal3cgz`WPNH@I!b5TD7uU`1Lz0t61-B?;}EjcqAD{Dt_tU@tWkkSa*1D
zQR*=X!4>I08?B|6#5yLhlgTZHucX`FSzF4Ajb{l2EErG*7aR~d&#p~*Pl_XuczaMM
zI54;K6@=oIR*|}HRMTgL>Q5v50`X~fX)w|N8Nb;T@pd;c9R@iZ*Xd8}$>0kwiQ?D8
zTAY4mj-{xWZWq=r3*+BtHSU@xgZ>=+L-D20!^^*h{ui_Gt;DlfSUsMX9Cvo50|@35
zfxVoS8?whaIn8=_YO0!P^>#e!)ZFaXM1C?`1~LPIg*+V7WK{-XyOREu`sd(ZfL;Lj
zW#AtY_`G-{M%H!vJw-ITb=56J)E1fLrShLDTd*W>e;nidM*W`r1@TwmeV@cRyc?xx
zdd;q=`c3!tJ)+t{dWJCRF^Mpt!8=I+XFT*6?E2Ii)pWVe@bbQ$?0!+8=Dyhdi4aNP
zT~r=%cl|3$f7u_w7gGToHx}!U;F7%u;XlIL4}|(<&6b-q(?@Y9m_(#}zol_k#X_WQ
z6RM6Lbmewa_~RRY!XbL9Ji)UbU#@H6FNm+dTa)*GPSdw<(~A4Y;?(~DXwj}AI0I<O
z9nE+zgMI^OUlDvw2B+d%-9|kLCv$mkrL=2u=n2S;oD~i3L8!t_L*f=HE^<mI%LV0D
z$}@fjr;ky)gBvboL+BXS-hUqd0AkMpABNu!{7LZc9Ye!k+Q(5_$n|@}dnCS0v7~1p
zDyjSA?Erkk(z&mPf3fd|d<pQwU-*~f>nZ$i3|Fb7=-wQ*y=^)>nf7^-%{<B(!YbeZ
zn90Z{y>Dwy`<y<?d)WC;!Wzb-d*T=^8uoJ=w*$=SU7g*f=BMJzZ5efWC5XgbqfF&b
zp|5NBsrxx-ejU>M5%F8V+GXa6;mvT*XQ_C4_Ur9!rC&sFRVN@BBXwZQxNaCZ>HzXz
z2Z%r6YLg(?t-Nj{n$Dw5-XR#>+DD~)1Ms!qhxJWLSy^OPKmjMvp0)3~GOfgg2vsuW
zhAWQnUY8ZRG>GBEfv^C^d9S0s1K4;U#MhAcds6VU*P7Z{U0g}2$*9PPg%zCwM40Wg
z5>H(5Upt70wXMl}Hha`<N}n@VJe^?KBf$RvDbLDk{e{T7RgOXyWH>qWspD%IZuI-R
zxa6MACP%o27ufPf7;aT=#EgJz&^{vReiXd;SE2Z;!=4;%2I}Win$A^w*)AGHM99f(
z0CIZ)TrsE2r0=oUDJZn9x#w4rNoOyZqY<}KDN&K*Vy7dvX_nW{VlhfLDeh~(_&@&u
z2%X1?bnP2l@btRm`ktW;v{L=K;EDuxRmoHtVhJaxr3iD$M)oRF<xW<)=Pr$%v5%OJ
zwBI5tOf>8Zj!(68zBPu&K=J;&VG67|ZKkC>D-x1fV_8{3f=TQ#lU+ZBJYVqN;vbJR
z?*@;Dh8s;%VQC(t2BS0G!pDIjB<&z|BNzicaa9^z(&gq!?brN;Dx9mD*GJC&Gw~JH
zr*Za6W+o7Efmi%7;k333Jp9T=bLm<d--F=L{8y@2$8eIxWqB>Ql}Gx(j#M!E<2Cd@
zz&{@9b6RSC75@N5hf0gX_wtD2wT)zvf)W|z#^a60zo(@X=_${WPQ*@b3!N*UGu+=b
z_lYf{kC<X?X1YjYcwI}QC}EMfV<Xz3@Q|Ouy0xaUr_Q4O2lHW-(O+wN?O;LtMSVY^
z-T3}*2KbLs_?qWY@O1iHv<q?M&gS8ic?}qkEg8w`+d$7e)2B&Pi&uYkpErF4QlqCN
z{{U0wyp)qU;PFx1LZR}62I_N3HcK4x2Wnm>h%rAfuPbw@?pHo$d2|Mv$j7T8`ckwa
zT;TlOsx9763^7PRBP;xLq$_pg`qDFQ<aDGGdr$ylLE4(bYLc89kT7qpG1rc00mv3r
zP~(%*hXx~sKxvuj?Mt}&)m&F3X8CFfND4hoIf>g)xfmIyO~=B1&l^g9@!(WexoH|h
zO_Y}abze$+M+!jcR3<4nl%G>yV*bNcj=Cp^W@D9U)-m`D{{UL}+i@}uYwaJ{VCTYG
z_x*ln{{S3X^|HVBgU-f(4WCfaMHTj^&zyh7VgCRY{{UX&Kj^RgtMj$xVva(ybsX2|
z*TiwV!5Y^Y{{TdjkN63%&S|n5Uv@vvzEd~SX`cRF@Ut(@z~U3QcEvp};+y31*f8tG
zC=9KXa)-F1V=HA_c6#JjfO_ToIW4WnnIww1=LV|kTD;nm`8I@kW2*y-t1YTrxDpS_
zpB|fM8xP%*z4^hZU|G{_1S52flUlo%Xu$w_RT!d7WG^1(rBlxe0I34x8Ex1<m3Nx$
z_k_MKU1%p>xA7R)G;28RuA$K^mf>%pLxekv0~4I>EI}NK;H_AzXMu{u_>Zq&_-Ely
z#9dQLk?r*uH0V6Jq6Dzb+#r#TdK&fcDb8GvW^m%4D(38ZrmuIb{7&({p?l(=3+lQ?
zgK;L*`#rg5wS^T`0NsTo05W(P&1m@R#$OMA;TG`zhxVTmt>%YmJXTZBX9!8%*s}SI
zBsdwsI2|kHzu5cYFN}O!;+Un@ZtkvZ8q#$>cJI6wt_^qkKBX?ZrORa~6TEq7ON={m
zNyclYzwUXpz4tMv`^28f3E~C*#=nD6vLWp!^f^lFG%p|M_I?r7bPp2g_jleH)n<<L
zKAj?^&6UaxzG7|#PFLk2yLYcPU2f*W-s4ZWfo8XFy0U){(yQqDv~ox+E&z@xU3RN<
z&p8}dp9wWIlicc`D~;LNc=O_(jjL!{4~9HBWpStYV@P+nQF%H&)#TC<x>-v6qmPsU
z&}Z=V?L*?{!=D@JdS;m(k>WcYGfj`nw$toyVMv2_bCe~V_hL!?Yv#X<-?T=j@blvA
zUJcQ_HKV<(c2>>0Yh`9E&?9sBn(aJmtBbD=_%~F0JAEfnys|HFwvqX1zax-6>(i7c
zO*Yzh^5~9QZZ%&jPeR_StLgD-_bp;BBC-;nCJUwwGOl>uKmea`D?`FwG`#Q^i}e2h
z6j`Fo*6+ASA;6JHD(HQRl0O>c1>Aa??zmAE(l0W0Z~nb!>G#chuiDv7HX@oq5ls5`
z73M-upWWQ+lx&)N9-pdwSMYy?Z9G9gg7jTt+g{e~WU}*hIpb(F_+<Y8SRn{EF(c&#
zut5BC;XXL=AHo}71KMf75On_l7z?Q`i>=><Zf${)c*3$yqzrS&J?pdauaABfcuV3w
zr{QajFI2hIET=HDEV&p58-esS;9s_`pJSo;<3_U5gt6JrV;$1PGXhnZo)12Py_z&?
zN}_JsbV&1R)PkneZ*#5qq49r2@sEPME8x!t=vN*e@K=WtXS9m`<Xm1|O)&;Zrf>p+
zae%5YGJ9YTG0}GUR{-E2GZjluCM`BHgcb6E&-49rQ)rhA(Olqw#qtexR(EXk=_{pk
zyzprM08C{dV2&%+JSpNE-v{ejezm4bAk-{oS>cl)fWYUG+#ZB?1lNuDQtoK)aMGa1
zdhT0Pb&vi&W9j|c<JD?+rkb-oqgwd+VQp)Bb>XiDX}S-HHTWJ2{ZiiUNwz~LGYBJY
zBHVk7;2tqtW}9~^DuiZLCkhdcJ$etNSn$*y9I^OyFNyp}E^kZ|t*mjv+i)5(PC@!t
zL#1h64e^hLwTq1!3(E<uY`)hMy~4<#236<}A9}WwWi@v8GfpYl7kppi`F<c>cx@$s
zTg9SjaOumn$@6@@-#G`l-Cj}g(tY|4o`4LCkaPGNxovvz6<F^=fCv1u!Tf8J_`7`9
z8bydVJII`Iw;hdhrsXbYxwEo`k?URzmHz<Y7qL}w%zZKKTY7Edm_irBCPzy1-w9ty
z9*1hC{gpxwlnT(W)Ev)o8(*;QIILdg@qX$(U&8)By6`Tm9-@#(eQzW$Z*^rZLR>=Q
z4up<IeSJXd(zNv7i5e1kcUaPVBcR-9@#-#y`sViY?GiGn$ca8x3ZV0zN$*}advr~?
zZ|w;S1vul6=Us<~7sGxP_<y5nn%&LZ^J=#f1=}c8QUd$&*0!h2(~5u7B7CXyG<rsn
z;$H|srP`*g;j7E5*s>&^*HJO7{E{~*Q@4T#%6nEP#4m^!J~Px-b+?aCvbDEcOG_v+
zRtT4(<n=t9n#<Pg^leYUH(IWhd2?*mlB{kXMPPCUFhf_IPj@1TSNloB0nZ(4IrF8<
z)5(5gk1KaU;!CMVg|(8-apiO)+*fh%BgR+W3($1C`&i?;jqTnWi&=(ao+jauhoSyp
zSCIID$ne&v=Ke?h-`yjF$gMvEOsB$DOf?x|I|vHBj()UV#U_QjX`e@HKM`S{!_(;A
zAJC%FEH5NkZrLtg;z_phs#&@yJmc5DT+z|KBtdJTribDU79D#`x0R=~StomWU}pQl
zU4Ml2Do0*xo4JR>9vSeqiKuIr_tMF!F6Nug2!Q7ubAidKz9G|eOaA}{wz;C}7jQgx
zLfroVqzMCL6Ocj1IIUWm_nZ7b;18M~4UU(^emc4FrR}7K+8sW|(gnA(vbQ9pF^<_h
zl6#ZMu39}r$vn!(0RbeD&<^#>M<XWUy0rZ>^8x-fm>rrM?CP_f@i-%B=Y#KD&hviu
z=9lD+qIX(n?N6k5Q%sLYyPrnZEN!J}Ad6ME6ANcQdtt~R6UiKpYUZ^M+ABoyMz4FS
zYThD-;_~75GvojO00jVW0000ztK;8@lj*T|EhB*h+N)i-EHW5<b6z(e_L8H-Ba;kz
z<bREObg<E@Pgc(!c&WmBBlIKUPsN)riXJD?FC)LUn#V`d{>LBL&e)+v2Ll=FlgaN)
z@YL|n;b<p@LhAAs9PwWo{5cRVg{}VpXf(+<M%p>U6YF0`{3mHA_;Y9t>%<j?)g!kx
z&4{9-snLh8&!vx8@ZoqJqa@-}xpV93N#PG0-*_A1bh@saIz=likV=vO@y#0#nIu!g
zDZu0D+*dzrZVj_MTB9q(a=Bdnd)E=DYLi>|nn@$PHzc+K?C)M|Zk^LRTj?ZyL*hS*
zmwqJC<I<tBu+lWR-|Ys|O11K0l1yWJWRk=V2RN=%#Gf87^erPs(QdSF4|t-^-a>6-
z*X(@uwglvaA(Z1ijz>z*u(!~(Zw7dJ_f*rbbv;K?GLz-bsIjW;^*wp6d&c^IhqYe?
zF2AMPURYdOY9ig1d4q6pdlTzjDOBdaHm!aJ5|kR{vETTg#`>R*HAK}lNn@66ixMPi
z5;&t@x`?BIqtdx=7+<S+V^AQC!Xhv}qO&xeMdq}(&EUfi?$&pWC7FCbe93klc74(@
z-mzD6yE+||ERE0D`^8XrPg2r#Td$Vd-&7`N?x=oNIQ9gZ`d7lg5AQq^@j8DL>S74I
zBVjbx@oMWjG*=Oj#vvXL%*;xR4}Wa@P4I6}dw&c%hmAK}NN~fiHSHb-@cqY%*7@61
zveT`sqY}$4#^L}h7l5Fiq;{@|%F^Yv-R_KSb-lE)-h4jSJZY|9c!~TgrQ2&zTsVD0
zOS%!u6spX{NsY+ef)6Xm{A+*WZ;G$<e}<O67S_g{ZLQqu2J!TbDI-{P%VkU?OcNkG
zIWBo8o_klB!SKr4QM#H74;bkeSIUnlwp5)Qg$0jT$6;Q1V|gvSY=lOBc0ElFQl|$W
z)K*iS&c-K?JSzS|rJ88|Qe(;K!LD}SRFzLLA^J5~pH`7of6=qwf-9R{j;8IQ%6wEY
z9WGy&k+&b2u6y8oBJR!N5wz0DG@(*3NhHWd03B-Y#JxsKoi1P8G<^<oG2h;?z6I-d
zIv9@b%k2=}!#t8jGz<eH2{ITQ^#;0Pv^nLZ(e*#XFAiUS!iM;10kFICEuU2~D21~c
zn}9)XIOCe+d`D?7h(Bbb7M_oDHiO~^mi80{*&&uMmR29#+&1Q`$MJXKPm1miooTG=
z*UL06lR@^Zt0@>c%XGoTV_NAS6FeC#m%bN+RMPbpO`EJ|P|iB-AT}6x!LG%tx=z-%
z#!WP=-&=>ph$Qgm?0MlmD^QM0YyDGNpH_+qK@u&v0ySa}ATi{6jzxT#@Potlx8D`*
zuI^Yhw)a*>=bUHySG4?8@ouf+%PYIRcK-8Hzb>fr-Z^&wbQwJW^c+`-d?3`n;^Cw!
zdI==<;A8sMi8i!3<?hbx`rlg9G}}D}(rXQYjEtlx0D;ANN9@VrjbiJ^BUz6~zI{3L
z>)4j{ZJff-<g$g|jAuM!J!|KW68uQh{2$@CCDdiZ$+)1#cO3TpE3)`^;|~<-wi;cQ
zgRSZ|{{U-bSgh@Do+QkKasXflT$=LgrB0-3OQStV%i2N4EYP&@=C5GsrfOPE_MNH7
zs?pkA+dNXZVpU3`08U6CV09JiTJL~7P`|VP0EhJD@b;?r(Q9`y$pYBQWJEEHIbFE`
z`kpJz?))9&L*hv9uJ!wS?Ls0E9`9FKC0r6!K`cnYB!TOizpwb;#d>z5HkGJ&msPXW
zqAIM5sYq3UP}$+SVAnE=qs`2otH{;9cC6LW!xw1WD-(h%zxW@b>iW0De+=E&>6e$5
zcDl8zTwGgQyph1ZYMi?OLW}}=^shfGlEZ?)JbV-DQNiNx5O`u4V$k(nLc`C&b+VpF
zgPwysa0%wP>B%W6J(0ac+*(IP@$*a9bZ>}y@VU}2tfJJli@&kUJ*%SJ=3|d6k@NlK
z>7Jw3y%R(DSK@zxejeYY_-|F!ej;kN<V&d9Sj#jTEDkVZiPcDJh8<WFv~WF7oOq*6
zw6dE`J~;Tl3_6;`mr&X2bKT7L`|v{yq1t#E$M<VzUDP~TrPygYwU@-5LtWAJ1ZRfk
z%TT#g`A#|CwEmUd%k258IJJGAns+%b&uV<j%^Ww_X47tEit;zNlHNv+Xy#I`j--ZG
z2arJo5PR3He$QH6n`+vJi0}Me;j0T<{UZBLhRWwsSni{D1r)qwa0waCdJt>Gyj9{R
zxRsIJq`Q^Nyt|B#D-)7QJd#Q3eQU1xSK*rplTy0YB6hd3v3bhJfaLOV&wAs-wyIt#
z_BX4n8Vy6ivD^GW)4VP`OQ893LR@Ol-tV$QwTM@c4hbp;PB#km&xYC!r@`y(Q(f0Q
zTcBQP@@ezi4JS#|R_;wex)oF?oCL|v=IMd&UN7Ju7JM@C@5Gx=4%ymj3#m^dF8$=H
zFbApWfr_hh2({F%AqR5DBPcn}aBHGT;nzL2=wRQre2Iqavl1!*{#%^%H6R&cduEvH
zo@>Op-ZEd5?nVImQ%&4%Hp&!x)Qd1)85iqKXyTOQg`fyoRD8)ImG`LHU^)3nsahDp
z;YBr)AUKE<^`Hoa;sewJ?rFm1WEjf+2Q-`y`Cy7Y#%N3_B~T~06abHKk%PGN=}4C<
z{S7&?eq+lHoKoilCm(>IEF_a)U<!rF+7Dw-B<%-|YB`wT16F5XSu+_Rcc!ew1I0N&
zNU`fkyaS4>lGwzQvyLn6zt~;|9tGB?JZ`@$kD@2|*TjmzHGRwb4mbQ;JxmddYA?^P
z$d&75fA0sGjBQgslA?+$?N1En{A_|>2<qzHKFc8g0LM*!aNdkvP6t5e`Pb<;isAc5
zhV@v#y=^D{f@|}3`rl@ua-{7dMjZWX<@2SpJ>0Wfqc|ue(uB`SouR@109uBc(Uk)X
zt@JhXuT$Duj1dm>c}we4M*%0I{wEbL*@t;zPh%(l0A8hui5@Y>BBfOT(#H&Hzw2ZC
z>FW}ncW2yGh<&(UIYAi&9xKLvJ^W(VeiUBXwux~RNvK=-R}sq!%C5VE50$v!fPV`1
znBpi)hTwLtL*h5=?w=a1o@sAwbZ9jA!2Z&{l*bfOHg=4FNhb$@4;ik?SgKe!`)cy#
zitFp5`M09(b5~s2Sj+vNKWj_q{vG(&#oFDpH<sQVf+&*S3pkOUSxXF^sxUB=zW{$}
zxc>lX&mC$$4AlHTX=fC%JoY!%arrX9_}~-HMny&NgZ69Gz6i&uTx$(sulQqIkL;I5
z*5plNeI9ZdTw`m34+jUWdLM;+C-B?g+&9<$1<=01solc%-)p(Jd8Ca_auG`(Q(q~M
zbTc_suR;>6=cOsBE?R9Qo&Duzo$sS;=A}-md!&wet?ji_EEmimzD)l8dN<Tp7veiV
z?8Y*)1`vGX%Q(pdW1o8TT|dJ&`pXuA7^ejM%*k3_E%+qfA@J1p*7J*fRz(XCi8F>h
z1$|5#QA%>Px}B0wl;eCeulzaq!|`)Oms{|C%pM`Rw~irtx7b3lpi;$ldM~Y7*8c!%
z{{Vu1EAc*w;Pue2KeJ1Hj@MI3Gb|;T1tfGMIIOP(e$BrTJ{frHN%1Ay*?5vIAQro`
z(=O6W$m9MXV^fpq^5(QOpV=qjEx(Md{9j>ns2g}B7lTB@63^5E-kHZ4ub#$cxNLN)
zK~$Aka-_YMwwAvWj;i`v`Zcb{1R+sQ=??KufqCFx5#DLp7nZR)`EI<IMi~VA;<=mM
zPRB{tto0l)wu)qVRQ=(MX1xnvZC}LRBD%jiWcKLT2_DmhLBJnc;QVj!^IFvH=90qJ
zN4UrOwiWGVu&U@$`os6Ft@YQpui$piNZp-Ncnjd(ujAc+<1WAA*=5k)@s%wNv4}L!
zlA!$OfHV15AMwU-g<rK*{;Hk@dF}j1;r%F0Z*s@?7g0vTdJ)tW+%eDb8svOAp-Z56
zcKg8J6?{3aTKGR)nklU{$nB&FZFDiQgt)^g<YOnTb@BWk@Xze`;k|Zm1l`>Di^Q76
zskBR*h{{K80}xoCz{{Kr*ByLZ<yo}m>s=@~UDIhktv3~KwV~xYQ)$^~eEMTCX>E+;
zM57qs9DkGe)jbry*(EqTxAd-xZx3ACX@tn}`PdtjOOj8iT=Dd*ts)kJ?ntFZj5G4v
zFfsM7yK=haezx=ewmDL9dYAOuiK4h&x!icIm74BG+Hxv=4jW6IKuEF=Ax_=LrfaNA
zYY((9@8SM0O6HN#7Q3BK!#MPxh(8aXz#5jZK9j58>PYtPmfmjRw4nr+9<|tbGVkCg
zz<n27@O8(JH62f1)CbrnbwRNhusn6Z1PbFkFX6p+!n(DGj_kZUsa<JWd#s}78z~wY
zKtC}K1~J!~=Wjn}FNGdH@pJgT+u{YDpQqeio4cJp@^B|s$Rz@kl5?8*d}e7$RGlf!
zs%bQw6O-oKm9?|%n%t*OO(z}AKOOj2Q1B;-q|=&ld2YzF+gz_nVsW`!@;Lk}&%AeW
zaQ3!hPr7E~KSN&I@dw44H;T3Rf3u~GX_|eqSlY85SrB6<@y&Tx#SbC$`wz1)nZ&@6
zA2=92Yt_pBu~P{NVtzYo`h4xU>Me9--4^ETY0v-&7yx}L!MMDKP<&?&IQOk@3QJ=)
zlLEByiFW+z-9>0!L24$6(n!uLwZYuAw&oK}dbZ42jxmmF*8D%=ZwmZZ_&ujs_>06h
z8WpdHgtr=mk;DlI%$UPx13PiZHN$HQW}121aS*}hrFS|vfp0WFhkhWF#GW42f8h_-
zY<AvD1-mmWc?_~_Uzh>IWQ=0GY||RB7=MW=Nu;jQZ(VtA)#YuH>ONO3wK@+D_^05P
zjeIXZ!@mJ|lJ4VGox{M_2nlyyo6ot=O7QEuZBoMe;@azp;A0%P>AV~qR-eFMgue<t
z4|tkC9BE!RUlH8KjBG7&wZr<qOknYY>0275?WU)Bb$KP+63uYNLgB+?latTZxbQV)
zTNO1!pV--3ok>1rd)dm({#}Oz?RI(p0EjNG28DRI;HN*Bsk|*M+Guv6Gq-L<Tk%5M
zj|}QtW=4IS1?$vSw}Ec-$^12A6J0=M3(7eeucmQ!B0m=Ar)&Nj@HdY>3h5VqJMk^X
zgQDpuZLc;)3p|Y5mt$mfIPFi-ZvGhfui*{<0EWI2c#`K;lS-9uriS?j@`?(a5&rd2
z@z29cKN<WH)bvjii?0vqHxi}&mbWdtrMz<Eg69|tK_i|yu4CXw!(Rn{&)Pn*cc%EV
z$HiLit7>i53n_!dsCtuw?OzjDHujR7Y06Hjmn>ryCkDFS-s^VW??Rn9DPHF~mzRLB
z0}47WbAeSZb!luQ+S`nc$VL45uDS@U_c}}kvEvN<1N8Q;KJ!|$v-pi16JRTkEhSz+
zIO|_j<l#@9nx%JRgZPc$nY>}6S)DT1?3Z%N&nDE#ABB0$-?P_?6~E)|SkGQy{{ZXP
z)mD+Tn&r5Ta^N;{qX5^YBCA9R8<;O#*9`N@m~^90skAc6b@iF?{{X|Ehu8WJkE+3{
z#BUx&!XGc3*Jt7RUc$jN^+Ov(c|tHp;a;JuSkE50A&x@wOxaaszyi4M7g#=*;@fGi
zSyW3NORowmrWogml2Yno@XCtNrycdwDY*f`IV0Awyb-6|YaTgpBWYu4N%F^Bo<FU3
zI#9B@F0ss|z$c&L_o}}RCK?aKyDOy%L~@sK2RH!qt?Iear8z-fNjrLxypm_O{88{<
zfVDpX=-v+TCyrOc8rp91e5Dye+i)9@dshSTYr^_R!Ow*{SA*l$rq?fS?$YTlgdSLt
zFge^=v(mCZX)oC>`{Qqplg7Fai0oq1WJGD&>V2jh9!VMF9MunxTBViL9tF@ed$raR
zNV67gs6=;tp@BKtd*e8-2LYSPy;@Xh)Kw(n{i3s6j@w_Rx@)-(o4&go#*?UBh*3sJ
z9Vz}GzPfD|>^N<^Kdp3L9MZSKR!CiL6NXs^F-`Hll$O31zkCdc^T*b{mMZctQEDfj
z{5`pyJU%ulE9OW>Ki;pZz7YI5yO+T_<T|#sXQEu|b}@@Jox;dJc&x9<>BW5S@QY1L
zp9jNnv>)EFB=#GPcVD#c?EB(x+9FL0#6Ahs1h(-(95dN@y9_L#4C5mJ5t{I`Ja5%8
zG^19crA6NIeIG@tw!VFdQIn^5tFx&1P4F+rp9=hSf2(+>QiE61W{%;a)Yf$>Q_5f$
z9=RgC%1uILoq~cvCl#gQTcz+H!!HW>160<c*R|UlnI*lwf?!q_aG_x&dIdaES=hyJ
z6_kkp0XX}qUWN-5EL{#}w7avlxtB+>-+hRLB(-HowK-B{10)`t)v0x9w<*J8>so1~
z$AH^M%f(G`q^JOe?_PpeXGNOToDYug+HDHscL$&Z)(677*R!(>nIX5}1M4Mpe-dq$
z-$$6^7$DYH!J9bmG?*lCG3Ck0_H5SDmn<7f<_+Fz=h9yWd=cVJcFSJ9vXAVkKAiAd
z%^}(u_bK4@?Ot2(=KJD?lkxumPtrVBr`+k*uu74kh24^2ll#I?Vli9awF3N4v$pWQ
ztMJP1>e9h&Rv>LST#?Ejeuwa>d`0m`;%|h$4){XP#hS~-<7=CTa#A(>Lfc_N84ff3
z>iN7Db1AA*sZtVEB;&}JysYhat@P{eky0{mM0n@Ky;57B?HB`v4R8r;an`(h;Vhyb
zi0=5#B9}j<dUuT@DW}IYjq@~vf4Q$L_)jAL0K$22Pk3MXiu*`xb5(x%(SFdkgy^~)
zL*;fZcOGza#eG@(D11KFZtOf2;xvjlEb|YT_iwPc7|BszC46w2H@)!UOgBN*$DrL_
z`}<AlzYsh@;I9YW{5tzwx*@f<Hva(GY*ea*058kkPY3B=Eu7-2)2)ZYQ=Dn3w%nz*
zofg`^Uy;>DZanQP*u?nv@Q>mxm&VOE`!`CvI&`=Gb4woJ2h0iRc^I!)__d~}@%;16
zhLh~}>O!1gh>#!D8uPD;e;K@Y@VnuE!~GA%y7lBfF)>dq+(vKStY0UUymjXd`Bm=;
z_?7%!q*`hhmnE+5qgQsCU!A{NaK=1dAKLQuYW*c=Yon%)vo`?{uq>dd878|O8{xLI
zt64>P8bN0R^ANn4BS?SP70bsG#XYOL#<6cg*+0XPn)4sqpToZqb&rVp1@DF;)Mn76
zhz&St#fk&Q1{c3t`P@b#tHn~nQk-e?Cfug3wCI)AzcbLOKW49Mo}2q;e$8Gc_=y#j
z&WmLe>M>eCjKXDBkOkxddkW6fG%ZuW{{RPm9QaE8m32#KWD~;_!O9KisTIWhaMb)^
zpm;;!WtWJhllyWz2VGgGf1W7JjAL0d(XdY*gjNrS^u1q4)TEvZc`oe&ozkz(<+10l
zrF|9~7d&PLGnK6Gs(NVcrkbZ~qtBxo)aSL2Oz_8rTUFQX<AxJ)bt?pobIPAu_U{RJ
zJ4=sP)^rK{SEeqfbEnH}_Ha0Pk;u+S$n~#0_&4HPD^C^LEyVG{(_6ekb|4s}Wgr}%
zt$h1w`zm~0u>GLr){V6G8d~Zm>9w;a*hCowxNd|IUngG~DtM;}Vk1Y{$C^CJK6ib*
z{T8Q1c}g*~V%hEA4}Kna6TlxAY`j7|PR(<s&i-wn)68z|f*2F#9{KH2UR<Tlr*$$D
zvPoH&aKXVf<C1GvzAOExyj!h8mxDl(Y1RoP1V+n~hV-vjhah~|&$WGA>eQ)+gQ}8~
zN!fJ2b2=90=1G<}XE-$0YG7@o&|5X;YWF<>7^&}3lB#K*YI)vX_46^Endct3rGB&s
zR*)X~ri_v4?@5*Z_@rVn)_@h6SMR>>VN5Ptpdo$frv&GzrsRqMaWpghw3s92Cj-`@
zHxaY42~@iEP<a#qFFsfu>9T{xGtEMAyl2xiO2Y%1vLweyaDteGkZ5Ta%f|2s?NRxQ
zv+slSpvK~-FV9N*zxE)uF?=k%khVmcgOESq310`pgOi&3-}WZ|0Fp-k0QLJP@>=$?
zmHYG0#{U2fA41VZ74~O_X6xg2i>M4_`49g9pql*C)*?ZxUT%nI&V1zi*XfR?0n_gD
z)5>iARr#;tGOgkbMD_jq{{S;zGn}mv?q#17GXzQ6H6M*G6b=x66(R*Ar7xBV;9|aO
zW8JYDkPqC?v8O0$n+XE1xv5nYbpX_+=PR*PDfX#kF%lI)nHS7Hm0>2#WCYl~howUj
z9At(yFg$(JNxK49BfFMlwgLkXkevSe?$<-%PY~&oX&2rd@g>}L*7uH+!+UO}#jMH-
zhGqUGA&5Se&+AqfR<@S!ac?9MTrT)tR3J#X##El7u<rDijuOT&#Eu-A#;po?>^rB-
z)~Tl#s%hOdy1Hv;boObhqGh@3zYhErdEgY)4yk{q-FQCsISs_n-K3WDji+frocWpC
zjx(CzA(^c%<XFDWbIQ4X1x4Xs05^!NuP!E?t!?chGD$YvjolFd?pd%uGuo7CR=R73
zzSI>U9Z`^E*Ct(ubZgd~N{VxQs#cFG(K|P*PHi=Jb)t@mTI)lhv4QS!zV~;jh*pz$
zw%@_pg@pF+=S>93HrYY_<_>XO#+$0@UMIXdM}u^!F765!cQ_jqb!KCLqo*W}wVQpR
zUwBJUpZ*d!<cCv1pDJG2=tp8b#dp-Jg|9har!?f&vAVx2()QloWZ9mP;$IA0c%@_4
zybW<Z<-*D5tWe4$y|ZsZq=H9mjOMxTirRs(*L2&bjbZT#vyHVhw#LP|=XOBgF&jw(
zxi#mwy42=tt<qo}u__av!yj7ewT}lrpK`i%_X_t=qM6n+{;kLbqbK{yP7XVRUNsC1
z=wm55wbYzrB_DRvanngjJ4r1*%GS>Jz3#})gU7c!ztSUiamfdOMQdo@I9Jzfe9I#>
zl3Ygj5vu}PFu<_<MrwiZy@W}=;^?6Rw<q$V-uZ3V+GuvUxI7!F7kBAjK~f&l4x4sO
zTR^fs7sr~{j64~Caj46G{kNcB%Emb5Lp`O$ME?M*bYZo4;I9N@isk%urRlCTeM3#P
zYdbws&|WQ*9GiCB$jYSkOsOh;4O-H*t!Lr(k9GEKR!D9p`K5|NvZEhTj0%(ZS1+pT
zxB7;nmwNT%{jTN|o+CQ#EfM>K0l-`i003gXQvsINz~ZUDaw#USA9d78Xr&8s-aGRt
zKB*+6(so@>HSq_+OAS)??(y#~W0q66s_+37L&ARtwCztsx1LMurDk96SEt^EF+8Ex
zKva-cviu6l+6}nI0A2-s+-uD%CUMG*Htx}f7r`wtKntkd4}8^y_$y+kjZ*9W`L6aH
zyDA_o%y0l1B-QJyJH0Y*Chp#ANpZW&oeDNRaB3bVN=gn|zMVzvY5xEzyW+0~c#2(e
zFBy10#TuoqndQYATG+ni)50RJknv|520MbMJoV?4_=oUkL-AgpW8$cxT@P2(WRe|1
zJ1B&3T}XjX+7UB_Cw3bg78&cD?CARC_J?!!jXv&cIkAH9v0RTs>OGBJ@dfs=tF5l3
zt4%G!+y+=Am4_;)2LrIl^uamwHSw5Sx~>NkLeh$iG*a4fk1Mq~D_VB=xv%zb%X_nK
zRc4PUgW%1yafDq;d=5EL{xrYvsNhx#btzBPSNv<xgWw;fLhKF74mljx+IxBTAy9{7
zjbDUNM7Ui>UVqph<4<3Oh@CYD{{X*3{A;)j0Q_oeSZ2MrNG;-$dEDV6jY~5hKnGe<
z#L6kkPRS4I^xs2=viM{zH9Jd}y-SpaWR$}sXKaC39jDmi72WvH;g5<Y@ipI$JQd=L
z;FnizcxJZCO>S7^!zv8rM?eTFKoslSJDoD+t?uBK*5Q8ib0J0_fv4&EwdR*Uon?1D
zq`%*WLWKSzyc~TBnCBct2}QnF8%c9Qah01-?pA94Y4p+*p$(CP@iXBJI@@Ua@}xQz
zuc+G>)GY1cDHBSpSI$)a4d7=TG70aR<81y6%Nmf{qVwv8y>D8M{{YW|=TeqQZZ4t|
zhL%n4ROBgc;~->bu@y~UJ^LEz%KfGv2?}1*nJe1P=_|WMH>*)z>c2!MMiP^6spa~Q
z!oz25vYk#c2?GW*R`h>`uchl+eci>>7gn&`$26Av4kSRpmHa>>@vg(f(M>*_vD?P-
z%jT}sjY~E<o(Hhc;aW)9*hgKz(!D9xl}Ng6?!Pit9-a0j@t=kKapC=QQt@tq;;XC8
zD*9%gHzdmgM#nxx(HyP-J8(xq#yfJ}FZe%ac`lQ#X*SmW9bHz_&$!bfLL!Dx?5xoa
zs~h8TuWoV1E4k7<L8t)rKnlNTE?ZB$n$WPr2-^X^qoMq2U1jwvtBCG(H<DTIqY|Ua
z*<yzwPCE`b9-h_l_$&>44l0v!g5^#;%iWaXm6T-^xnC}inLduuijz8hl4{KH$$l7J
z!mjgbk%-V|b_gFz^UX5<07BBWjajv3^QDU-5(aX8Yt?=$c$F+{7R4J5-!o&<ye??w
z)*kla8yPO+wU5o7Na8Fak0EzC1A&$UC%F~&OZV`UYP&?@sG~vqi&N769sF3(yc@1T
zu3QzKNT8TmCIJynR|xD6P`M`_xT<<z$1e{2aPgXHaBGL*=Zx0uLmW@Jv~6eRz)*VH
z%6}9m(6=5!_LfZG{h4_8HG9G$9}9T1P1f{nIuGreTZNX@+7U4l=j9<-5L+jXG7bpj
z3i2^rKZch+CXAeGa@sP!nq8$N?wnhC-9GBgCUd&=C1dC>h!SaD5b=b1Z2Hx-*VfUf
zzKwB<dATMnz@5cLGJSG8R}bU;cTDjm-j8jk+{JM?lRM8v&lTrBCD30<@g}2ftXmPR
zLvZVNzJD>i+@1TFF$Cv1=dNiiXScSM86Z_<Ac7AfyD)ea3RLPkyz)sqq>^vCw@%(&
zUgoa6ruk%#VUOWvs1y~wx5*jmd-K>=qUnAT)_e`{?!#5kY_v^A`b(*oR=U)!1=p4`
zq9}l6I}ol(BLtI-@GBR<y71Msc$uH~h%kNluIoVYJ@<#M8f!T~Sr=@u$f2W^f4a(e
zBDph)Rq?cvg{0HFjIN_KX1QBiZ*=VKB%PVj8W7zaM~%J|+x$}SW#*-$#TSM=MQDO+
z-7?l!YboQ%23SGnG6@+@Mh^$q%e1eBda9%lv4Ben;zD}Y(>jlgBDk@+g2zX)(w^x;
zT+3~{F1ZJ21dyso83V2ba)nV}a8Mi8vdSJRg*nEmagF`eDJe-SEgX|~SHCUWX?@D&
zN-|bwnSa6&;xupg`;Y$qxA;?Td=cUci*}A_;g%L8GBXpA`B$d9WYZnSKMYsUdwH4r
z2!Bki;U5KfO3%SMR)ckKHNEY?mg47K)7<W}l(|%l#Bd})s-)wdP7QN<pTHl8)_SC?
zXR6y?czxlPW!0gai*}7vpPRb3LA3Lej(XQkr$|1?ymxQrYkofw+^2=-(k<dC1e1%4
znUs^f3<Od-01rOok4pJ!*lczleE2%fN^<v<{p7CO=8mbwt&~;b^jxX8BE5_cmTW!{
zYnmRZ0?HwtNhE1i%lyFCX)lKSTtQay{!#McL0$dJhw%aqyJIA0w>5f6LXN$9*VO%D
zU5Rue^?!zkm%fSPD8~&S{rnYLZ9m4mjISP&3iS7%dD^H;ds8R1ogp$bWkBvvT5Ay_
zCqf=)j%t1v@jkAG3+PgGBRDb&?S2=0H@EOdgf$NpUuZLHvd4KIn--T1@wSRFu)9km
zs4dtkfq|Uou&uY0d9iL_!Lm55e+78f@4`~t?2a4T8^4n7#^rZKI_Er&#C9W*UVdpT
zReURsAA6?KlZ$CRVx+Z;Yi6z5={CqzAf3xI%i=5l01I8}e+@M)Lq@-}Lp}F}bveYX
z<&V83w8I<KdX-=sgX|B^SK3#OHLXVLRo1-COHrO(;%A(Ei|JoeN8<kg2xwEyt7v+5
zt8c5cGDQ`w#OU_084#gh-+h1#a0u(v*P2~Sh>{)w#w*3iDawrMPE=Z2S<Oe<b>@qb
zyOLU3O}6gU-LCa<T)eFE2hw~+WhdIEw);dZP9bw#K9!_+f=>|NYFcK7zGz~yDBFcU
zoqZDozGQe~y9D*FZ{hd+eE5O;o8}*e1%1Uj@=IfabR&JuUxi-@bgvg^mp&x;hZEV`
zSX@VG5=9cpB(gYW3ZSq90bG(#r>%RXv>K0td?|B%;Ej9xQ$e*|^IJroRmGpX#!2~q
z+EPbemB;u`#a4P;H~LPqVg0G${XihOwpQ69GV-#--@@yY>_Ne;FAeBE8}J8-Pl@!e
z8q28ItP>#7WwnuRE;pf344iD+k_l|%js|gGn`ctR&b>!kGMc(@ha#Oht1or67br^i
z_nT4GJyL0RQjBS<Bj-EshkAF!ZyVg}eks)M?sW!yruNE_oZ`I_<HNSL@mr;mTwA0o
zwOtr;Dy6Q0aRsrBq>1^+Bz)PcG2Gu<Cd-H#Sl57KJlET67^-pjR*5BKy(|z>S7yhC
zJ{l*AZ!SFTLTx(6(gwM@yOm1_qXZ5Va>SAV1F1FW+AoK-ogYJ${1M|>HTyed^DZnr
zqYcz3I<Sd}ETh#)t_#865eJ0zNhG+_XTH;Jp=(>)IadN`TNwc7<zPS{_9D9d4^Qyb
zj=5*z9}W2O(@wXBWtpJWgT;Mrxyv9x2$bU^<>2QP@Hx_~tI5^)5>5%hP7-}otrs}S
zy_#uS)>3JsrB3=D9ph^WJ|SyzS?Y3bx0XR8NceUvI(O+?UK+90d@_ejdz)!=z^9KV
zYl2RBJ?hViuk_t(#~RL~X)IPY*Ef>S4ZE%x5uBABc;JedU+q%uB04$blbqMuVd}Wy
z;ROywWu}^WXu26St<HzSeiPIDSE*jlcK1+N*jY<`axAbWk~s15#!mo}M<j4Edsg+f
zpP=~u+xr{Cn(nWoYZ$~jR=0L0w!1&vNk9c$_6#si0InxX_>p_z9bVS^NZQwMle7_(
zU`7hC?g%6iU1DB*Jl5_LT)VW@{4c4JB)HS`)miP`hd;S2RL7q~kULk$X0$8)W!Cq(
zY`I)lGK`h(rw_EHrn<GNyfkk`BgtmbrSR{J8s2qlc@>&Dqm*EygMtsZBD%XaNg`vs
zIPZ?tlkqFW2gW`y)HS)_TXA`C(|JQbASZ#I{9~T=XF(Ri(Zmb0Cz1*0^RKI?QgWdO
zS~i<X>$A42<jml`>zBym+qGr*hUVtW!}_JglJC5V)>$B2XLNxHQID=GTW&@H>BUA@
z6$#ng=z5-W@c#h89vHjur-!wJV{3b<O#~Out4M*aWSoG-%)fgjiQ_o!jB#0)9y`?`
z@fMwRZE>hx=vSJ#(|6BpZymQT>4?a2F=b`@#Y(o;>A|kWJ{$OQ&ruh#>2a*WVQ?c?
zaR`??gNU=RHhIq6=bp5G!ng43dV=Z$Oi#3}$J)~_<zt(6;^>*$tWP9>Gv77Y?WyxO
zE4%mU`2IhE&FtioOGAdc@i&TvmF}wsuWqRqh)$6Wl$MHPF*VSES=bQ8l(;+)2wWWJ
zH72>^9e2X^{v)w#!>Zm|+*n0xbk^vsqUpjN%B588Ad%BK0G{>eFX4SK+P$~f)5v?V
ze#w)AIFL#ouU+6br6u2nbi4lm?Gtlh70333X%*0rZW5~JXd|Z?IH6Xi-m%lscVF;F
z?B~({09yY5z&zto@h6KkUk~fj$d^FEmd#^(soO-1WO+hK8!T)=PzsQ656nkkYgb>r
z)wH?n^s8-WRMd56j!TzY8yisGUQ`0!Ybq*&NCP{Ldhwd*?R*QOTH0M(Et@<yB|OnR
z#FCcS+mL0LkOAia;-%O8Bc%9_cqYHI6U_>;E3Ax%V`Fj>q;6Azl{p^Nds=tf@LiYn
zxVa~7{{SB{pMg9>H;TL)q-xW|1<lL><W%7cjDwC&0VCA?O?kJ4?JaFIKZg3{tO&aP
zrF<6p?LZS<d9cdUtcR-r%bXv(uwxjnVbb)gT@O!!!p7ZgY~UMXg+A(x=L7Ss-9N!P
z4wI|4scEOj4e2hy!!cAZ%al@fp>E|s&w5d-2)Wy5x8tYc4ibE~>Hh!#;Osm%{{RZ_
z#FjUg+D3(ZH9cN<<J4fb+kXq(Jg$VfA2<N)IK~I473y;KtP6hu=z3P5nvJD`wd`e@
zCze-`M9tKoVnSymWkBGXj^6vk?{^a2>Dp9w`-hm&-%9KUd;<ss{vwrE?VmDw`RV$K
zE0aSLz?wFn;qM!G&d*P@j?&qF#KJhn224yzKBW5BbS4ToT;{p0H^AB!g{qxO%E6(%
zZ@n*{BNpI}L1GUC_32#?oC5MOQ&wtn=1-#E$yiW}jBLlOfn*11BdM>@AK1Fo!SH@5
zbMnu1B!GTH`d8=dQ?3p(oLA^q>~ME{71NKT(hvN4y<DgG#|}42XS-2F74}DlRlZ%;
zlkt#Iy8SEjW5sb1;%!hO{J&^?bMIfJR}1FBDtf6OrG9Go*G^&M9bzy(Rk?he``6BA
z9|AqBx8r6?F;ldaQhO6lGc0FplExeTlTC4LXqzI8$uoB+fl@7`7SRIA8fNR?74pw>
z-Mb@cQ3xfA4`EMDLd`z%OP^#kq4xGU?SWFH><21w?r93cS5t|O78!Q>nvhNy<y3+0
zd8LkM+bR<y)K_t#c+X4H{5fl-OQFT6+B}j=e$#xe%t#1gamtlZ`IB52%Jry0N{uH`
zx3XzjS+@1lrIPB})h$y*SHBh}zG*GBZ7K~*!}2OdG{z(gbyNxrFZYqKI{TW!@t1{s
zKjH5TN2}@j&HcgE$U0q>(u9%)Rz7P>)HoOlrE!u^p{|ni;oh09TT80w`rLo;kHU>5
z+gyMyY`_GCX!19bKu}kyHRO7Zp?h^K4RD6<$c#Y`pCN6CIw<r5CyMa0>@E_$NW8Lc
zl7n8-DK&jGQcY<qrOem7<Gs|P$&<F`t;dWtdyfri+CHAb&KMb_xN!MvnTa@Za4-Vl
zK<)D!^H|epw==MtP`yawJz9Ck^37z&uj)4|GR13e7nLDQmO0}d-u0p2KNr4(;~%!`
zR@V1$+gnR5t-qJ%B$qn~i_8ZfAZ!zkcop@srm%D;Ixup2%FB5-uJ611y%C=}I-NJg
z7TRZnZ!|qF7M|wv?Ixb)BatL(q%3551|`1{>0O<tg|EIP_)EgGUS=oLZZ0fuZe`#@
zY@uaGVtXo?0Qv!3h2^%9@m?iu8&w_-@mr6ZM`^ZLUcdb?k-yb3JrRyM03N2i_r^Xs
zy!bN}--2~bZsJ+>I3T&z^we<eYbHx1F5^Eo(yYNwK41=UUoSXE8936ye(Mya&f_%O
zSC1s6rPQLL{nno&YB9QcDV0?nUdN{Y0K!$I_)}TAy0Y?KD{cP(*}iOwStQOQmPH&A
zqb-5_Kz6QebqhO{-8Qd0v$@>DDA=<T)aMoCdN;(64p>hs#>e-KyAm#O#d<fwkBL4S
z@mIvX55t!-Zu@kMsS`hxvq%w|IJX>Qdxb&n)%5kKLocOQ88qK4Zr<&vCjS7<^t)uL
z(S1)__)`>y$6uSn_R`DZsN;y(i^2qt9^>bES^hk2_rW->#(A|56=>RShvLgoqj<Me
zmT0VR;Q=mURaNquWyVUg?_PPp$n~!S@bB$U;eQbL{yzqIpTU3dj9;|xY`3~(Z3WGY
zs!#gJ$veO!2chfK*LkX5Y99_fS*ZpwYC4m`7S~gDXDX5?B53*QP~c}c&$WJki_7sC
z%w*@w?CUkp4Y{<6ish)KXH7PxC^dawy3~=ZXBlkHYr$G|oO<utd_#LJ)E4N{yizeO
zaLdvmj+>4FC!o)@L*hxB#9GzPqk4%Y#l!AmtAL{zRUUu<03Co891;HXWbsy~MFbEy
z75WOp!B=>O?<-k$OLuQqYxlD3R;GM$EHFxnFuQtHZv+1T$PNq+)pBQC$&NCe>Awx4
zww?_p3%PuoNhggalz#+efMfU!*IeeQ)0E#ub181DdN;#ct6N=i;itQYPr7SKQpWD%
zh~c;(1!h0P#_S%)2D;5_P_omsO$Oh@!e13!$Y+%<ZSM});${i7NrGe{qhdM0&weX2
zU-2A%AMq95iLH1~O*&L^6^Sk3@~2p{@;Xd8Y>XV7<oZ+fFA-jN9@@qYE^A#^M7cwE
zrQBayq>|eb#4s8AuB;AwXP))>jv^Iv991k-X|(5OAAKbxp)Dg;3Cb;Vb2#Xl=5cb>
z6|s}8XgYR<<B9aCuN`#AW&!8fx<x_*5rO<eJAS^EL&O^6Ynqc>d143^L{|3e_hE^6
zR3Aaq_avV6k1f=<Q^_>aG_y#>-Q47{CnS?b`un^-4p8=WE6<*!VxxYS`%<@gHLs?Y
z*5PSiAk;3{xr^yYkA*#ICT!fNu&+d<UJsG@*6xSmCD3%uL|X|X)h>2L9m?_LMah$C
z>KOc^KAEZ>7aDVG)?-$X$ETy2Ccr0fP)^=Iyg(m~bdBNtC&r4?cyYeLsr7vp=1;%>
z09<50d;QbTTKW9T7lwqsuZ)DfpSs+w?k#SVpKo{G)0HoYq}Ayf*4pNauU&Y1O1`q2
zUb=W=wU+&+bdolACkQ`_X8dKdoO*TTV24f8d`~=AjMsKHlSlxJf3Mh1&`)5*44*?%
z#x-vNBF`nXcDJ{%y2R51_KS7S)?mNDPaqOAjN=u}?={Jn;2{@R>h&M7l4)93yss{4
zN2Dy>mnur@Z4k{ZOIDv()F-^TVAIUon1O&j03CoF0q80fm-!l~9~H0RXsj-E%VDZa
zA=B4%lM--QRZDFi?Tmgk^fe_69v#Xt_h7b5qFW{SBnxr6XNymRwXHu>EK(%6Sf*tA
z%Nv4@!`ucWdx2h<+D4bHO?@|rAcsr7w3OR@x+n6juViH<2>>0Z?zv^-2cEU(zA*4z
zzl=0VZag5*b2_@qE{!t}w8jC+G5-M1MIPM!O-Zlb>vHLOEPAst!5zB`RD3IJ2X0FB
z&&mc*P@~emCl^ANZHt9$Enj0++>*O-s}!#!lzQEBZ+Nxu#lBP}xcxc{J1ude)g)Oh
z?U{?L2XL8}qAL!}KpFHkQ(4yMzqz`<xnNz1cG@r$V}%2-0{{;}S?Kkh;*)Ux8q|fd
zvrHm8LUKv;9`*K%43$-0PV%=elIrZbUE2POvA09#?;H4`wViKKZ2YmEtIc{B!(BVW
zzA*S>ABL>_PjBJ-*)LlE0L1HjyC%A{i!6fKxmQ@!GZ@YZW1fmDjrarM+nfDo#nN19
z5o;bKv(u)$(sYeZ9r4`Eu7SUHf7X?Z$iX?>SE0phXudJ<kH#C+@aKzk9XrBW{lkbX
zd`F^N3uw|}aH(}}K2}oP7Z@Xs*)`$jwWn1}4^2sX7a2-X<!w7QpR;<-D}6QQkGh+Q
z<jLMweM|P1KMwvU=-w!?@b`vqd@HGFnq2y=rlTgJ_agE*KrEA^3?nc+6u<=I>%jax
z@g|$#!KrKVzn$V6L|F7|V;L%wzCpQTjDF}0s63ZsJrvSj_^VO)f1!Abz@tyLu+*fz
zdtF;ljhUyJB7A+E5^$&;OC6wY!smg{3iAr~aCiqgRjE#LbY|Br=H}dNukSYBEcN$q
z@a=2aV&%7T+}9FIBgrGQk~u8S$0U=~lUlwH(i6oVDblowbsK#yJIjQD?{3^AP^mn-
z6M?||>j9<&XEo~y;jf3j2GM*vo->2QSNev#r>3ZGba~;9D>!6k5rtP%=C%};$pB{q
zkWG3yhB7!>Y7tG&cTrJEy%Tq{X=%Rt?W<(PUEKEjZwEuB_^VKtSdab?PYl>PX*z6D
z+j*Bdfkn@ogdj**5bY*N`PD%<t*;SyeE4>IQytuTg@xQcb*<b$sF5>+l{~8gFh^?f
zi~R!kO}OxN?YD~O@o&S|xNBWEQAK8J7HzEd@<him$%O<iLa-SGbB|x~X1i~y%V%q+
zERkt?bYEw;S$_L+S)IMvi8viNuZhZ@GoFtvXF7iJlI65gj*H@6(NuD`GL)Y3?3?x=
z?u~6yWbpQenoLDn`tT(8&b;hjy&NF^Oy2k(!(79#s?p7!JJ8SXUsHv{{ay_>c}d;A
z?f!{bCD9~{B$4sby)N$4!~QL?&|rH%?3<hGbb{9Y$}-AlUy-7jI-YPt4sh$9m5DX4
zhkP+-rA4c0S9*-M_K9})kllG+SbX7QToBtp=O?auRlA)*ycOZ8?=&f6)wGMr7+PM)
zHqWPA6e{7Dvy?c`Lx4w4els-1OCIS<3a1IFH3?ltGQHO6wWCU0vyJ5yB%<3S=KNpa
z%Z~zG!)YU%m}HDPU8>?KTL8F2laL9=W9%wTa{e6;M~g(Xl_i!<w>pIJFlBi$l!y`4
zP#%3)pFv!8oy@Z7@T1Dj8Wt+7*$a|M!0k+$LI+y<s#rSGr$#u+obraQ%F0cAEvvn^
zw%pchWG2c}Ty60W9F~ix<69$3npnh>$d=Hb;$vJ+t9j(>3gwFKO`wj(t=Q@;VZ@KO
zC#ybjUb99{XH9c)Wo2q(weuvK8Qyvd#uu|(TZVZV$sCQx6#>=lRYqpPBLo0(T_%a}
z`&-q#D>l1hWNx(OcR(UJkcGzQ3Dl@31dfKd>*8qPRAq>oiftu!mD|~C)tTM1pdJ(O
zcAesDPYUZ7TC^JDnB#lsJhN>S?y5p;BXcO+0c?z(a0PPyH}GZOfi*O?o@lQvXAJh&
zw&yX-py1=tf#9j+8j^pF)7ndF_xcu>sB5+=vD)i1#>QyEj3Y1yYqIfz!;B8KpW@#W
z*&he!8YQ-&{jGBplWG@tU^c{(ZJ)YQz!QMEV~lQN>0dX1j&Fy>(pB4WmXl4XCeo90
zi%Z;%`BIDC_EAk;(`dVAYiptSO5<77VM*?F1$$jG-a(O$l3Wq!zjc4wB>w;naF?_0
zjlJo&nzhaNfLvV3ID#<@LPjTI0!UGwgOkU-QM{WhfF8B=_<9qj=Q^^yr0?XG$uC8}
zcX!syHzm-wZ!W_pu790%UIX}3VW(S74z=R#KS$R!7hBZR=Y~dDQbi3Anou^QG8Jrd
zfWtiTRJ<MV>t6A|p65-1B(z3Yjm6!<K^sa&L~2-#&5pyT8OB9!Xm?tFj;tin{9fze
z-yZ1Fe`U#cc8BcO%L;^#&LbrpAXVSUV4(LH@UtAo)fEgqX1Q<A$fG&OZdT&dpD*)S
zb1SE!yCT<mm3&d*ZBN1am)NyPJc$`Y$088X%!i|+4jE6Vt6m?_ZRXMSEoW0{6Hc~M
z3@aH5)7-E-5lI~v@3HI#KZsVRi*BOPz8~rS9J<!5HQh!F=DD|hK7X`FX>L%fCzv?-
z+YPjI+mnpfCwJl-ol8s8tR2)^SgVMmjdqN)WtqKL@H6P3cCMTyY+hl6j;TIooR!t$
zzSL9Ib8WttZ8v1t?3oCZuczWGRxbu?Z{eT#NRv*T^m8LdZj+S+btDc#=Z)CLK^dq#
zJK>F2#g}hwrCK%2k*Ap<E~t^OOtUcxqbIqpt5VhcdGO-*Nn6C5N&6kKwzdkYZRU${
zb_Z@!OqMz8+v`=2#?BR^hQU;)?RRmMtlVt&OI3GmY|>iUmldVi!VnL?*P7b!pNA8~
zdYMa!e#@s?p}D=g1N}@Z)Q?s<3ZuI)72IFHg>?@IPvYyH3;R1$oXKSloeY??xSXiW
z=(*g117xmoxTpuMdE{Ooxr4*gXz?s@ThDMOo<#@DmuSK(9R1bH5HZ!VbAgO0W2@#g
zCmIypIVZ~8t)u%*S+y=+ogB1#Nh`6=>mD7n)Nh_x)U0_SOW?LM#!s#*u=s!Qlf%9w
z&^4*Ab=kCQ+g62QbCUvxByN<BLhjnThutg*$UG;6yeB`3WV&y(+iBJoh$OndymGNZ
z3BrSbNn&^aa%+CqN*@jUQE0lA#2SZ(^?O!|OUo879QM*>S(l9NMgg|<41%!DaZ#N)
z;PADaYpXSFTeYO(uAF(CdOd9KYYi@^DX#n+*E}H%^WWRg9h^>zFA{yxOTQ%yZJ(SF
zr18_fDDYo{;MBDXi~UOO>2ys!1;y(LNG!R+#HT-f+X_87J&ksLBKVHFc9`B2(N^D4
z@Xfusw^zJ_b4@YHYn9I^+lksUzyl(<1FGFFn%a1og_BGtXh+>H0RfND5<e4J;NE47
z!bxIMgrxLp>GC^j;_l-+UrV(X)$e9K483Pdv(&DqkVE7}B#h|-I~9x*kf4%I2TpmZ
zblW(rU?~_obI{Yt%@GoJ`ewcAkx`A8LaErFcLy9*dz+QEwwh@qNTZDlw2~YufHFz;
zsdI&@_cqYqTTO2|2_TgWZik~O7$E)?%Aa#*<azIgej;i!_=?iX`bh7sFYKnewz*9z
zdl9-lhX6|L<|z-H@J0t*@ZSsg=fro>_%{1j8fmie9l2p|X9S4$?k&u~?`Lh`gl;yB
zWDJ}Vcl5u8x-OA>ZFoN0b8%?{+grWe<dXSOFaV;4I0FEC@yR%=mR=9jAcsP?iUy7?
z5klDmBOQQ5V(0tcBN5NmyQNZ&wqJ*@`~#Ijr&s-H{{RH@_t&-W5&r<fz1FWD#WcNB
zR7v5rw~f|V6|JXe)ttE!WqRRP1aXmDpBHT}wHUlNV{3739j)H095cmrZqp>AW3q+|
zB4u*Csq4oh1RXnXh58<!e`RqPyW3+sTv}VT)P@^oA%ko}Z~@$S?b`yjwQU;LQ+p{c
zcQLZKTc}84F(6h@c<aL+DLT<pjG?l>Pg@C7lZ#U7dCrA)z7Ny9Q*UQIwwovXBp+tC
zjVvU%QpVZ_DI5{7Von&~91cn7YFIuY>-T;fzmh93+J%Owwl^~-oil8N#<F?eWe?^P
zhgH}Z`tmrghg0x=o2d!oj9f=N_rp>1;F*$0?gU~z>cH{x4Y=uoc;=Sh;l`h%>Gu}!
zU1}E7U0r>)Y2m$)O7iRoS(`aI0Aw7D^NixF+ftUYS7PL-v|Ajt_O+;ZgH!NK`gX6U
zUR_B&>}_~0WR4`nM?0W0Zrm}ArH4H6(z^cu1?$&()}3~@@xa&CSF>45C9;){LXCjx
zq>{M=9Ax0<nvTQ4x^9;xlfeT#wzADSODyj0@=7ryxhLi)-=}O=wvD3O=>qTU@cBaK
z;qGP2lb396JoM?(vZ+=Qk1SX9b~r{!-TweuBgyYXhe6c5TlR~Au3Pwtt>Zp>ZCF<H
zTZlGiZql7bIW3;GujB6xSYCLKM6$LM#i{CdqIu?y>QS=ZEIg+Hus3{()BajlM|a>|
z5?x&CA`5~|%HB1y+_<)Dfs9IG&fVMtoOJ;8=Cm6}wf^4z)-f@@`#;%3mLx2Dw-5(G
zlZ>AD9+kVqB-4w1f8Z}fW~sYb{{Ua`=7i^wk4k9=WfDvjfLIT$HKp?q1Z6n%t|M_&
z;YiLtwfZglAKDvVf;vIm7)bKJ{yazYug;Civ9WG2EA)f*NNxWB19TSbe9!$1*SnOj
z-yUu|_-OWeD5Ac^@Q9dvtUL2xn?DkK*gSKsMnfZgrScEfze*3@KT7=M_^yvP#9eS?
zDvO5Yx>wKU>-TA%##;XXc+tqlRwKCqXFbgWdF8okciHWL8?ND8b=ut1jm5H|M3JQT
z9V_IIpd3gGl5tH^ZVu2+J!#RrURc~1`x>0;Vkq{<Z2-r2pb4!l48JNVjaTnE??uJX
zmAs38^-04K-l{&QcXEIU6+!E^ghh-6R^;_G0e$t$yL|?ICN~LXG|N1SsslSH!h+pM
z86*ywIjk(KhXfy5w{UPVoYhmpoOL`8#<j!Kg+6BmYrDTU+|GKO^4qFvm+_`~D<B@Z
z&VP`sd)OH2g|}dNb+dgiu-BuM{{XAFh@kq9{{UTM+*}E+?uh;f>(fg^mAf1^q46H$
z!W!*{t!Ha*cP)*=&m32%UKV9J8<Y`|oE&Dn_f*v`JVUD8>Y9|zdw+Q=TwGj9%Sh~U
z%ul%{ta$SAZIVWBy3K)H?03gv;Ys7Ic2mQ`Gj)>pt!w#jW5}G_c4nZ0766FA$9&?s
zuM=EJ9<KzD%F#;^Rz_2Tq%a_YIR>>-{d0yxl6u!U;@hQNLL<jP!+mSAlD_73G(L&&
zFYOUy<L`(b7qs|=;B7m_y7V}T*Tm7?Nn@x01^}Iq6}T7}8-{)J&3zf-tz7tvTaxZ*
zk{^{Lju`&zQL2Sh9>4)#0DLCYpdS*ntwP|iOFX$%8P96^@xCl*le(WZ(2@r+{{Z!?
z=I4~*FjbWB(6)^wd2*!P+KgLqigs5~NcFId$_=xt5dh$hhovm|+D~fc&&0nCDhVdk
zqk!}RM#XL0UfXJROFg{HJQ5AdA{>Su)lN3t^cK1hP5_QZ#(q;-ehZafLAN0GtxK{N
z1_1v639KIizx-3Sze>AkVBfuC*0i69b0(D*m#k^_-XPPV7=<qP31A+HDv-c?b6Nf%
z@f-MpdwsUiSlQae<l9<7l947!Jd#Nyl1V(0Yo3kxsgdi*rIukRR(0t@($((mce_!)
zDsQVw?_0e~xnWI7x}Xke!OknvxQWtDp{b2FZWrlM@8JC^BL4utU!@|`FNX!X)tf7Y
zw!DIABQnPvitQL;rGPmjBc^?8I6faV{{S|kQBqDXsYd6B{6}-*jb`Ukx^Ldh*$56o
zFGW%82Nj#Y-m0tAo6ToNjXXU#(WM(kDI}Lfwm?p;ns{yx(A8lkDD!&#4Qw<)t!ind
zeS-2&JjVs>5;(S$#UW7HAzXdaj`h;`kHq&LE7opxJG1-Axm3<VFYu`L1N>`)@wB<o
zm;SrQ{Offe_e1^P=~+t)Mb=oSAAKhj`zG$!&82@rV*TRk-F5b<(tkDy6$uhx?JL-y
zTF9E=Q2}GO3zJo}--{j@(xGUsJi~AfScu6V%BH<&(My?~FodR`D!KDUxu|%r!v6pe
zwF#~@8B+4j<IS_Ww{ou^LZmRp2+eor_JLhe;@ep94}iQqt@yIotdQ%aWw&RPa<Wep
zY^gH?&maSVSpNVNb-g#l-ZIoLY(X%Rqm|pv(OiF!ty@;h@R^ijR<thCvT3-xJ=NmV
zv+A#B)gC29DpPPM>e`Lox2s+1H}f^c?cC3CJkQnSb}Y<(q?1({4Qk11xfGveTJ_@y
z!6?O9BLf}x1A&}ZsCYx-mW_MiTW<#ZLDB9tuMb+YHl3+y?y0D0WsX=zTji26c`>&c
z=R6AGTFq$%n(ZH2<Hg`;<D(c=zK-dp(~It!)jijmZ9AsW)3NH_AMu8P;f>x2_<wn-
zc$Kw_>wEo1`&F`AXsn=!NEIVM>{>=HcRvFP00%sJ)U&81Lld`vPk(yw&wv;D4~PCB
zYBze-%3H*2)l+ikCoNvz;tv;iPf-xIm#HL|U-QfiXNvNpN|p|8l9QCA?&R%u?3LY;
zTO_ngZs)Ovr8fsFXfRLCLFS$&&r@0HalZ_H`Shs_wb<5|MvvXx?X*uDTc(tnHoas0
ztE8bV3nT2fwI`{K{SRHIgHda~Akl3+Idi0F34YMsOtaigsO$~$1_+9(Nd6*8@5dF!
zq}%Cbf04e1ypQahH@5b%x=r&qrukfxzc((|zPeiPS9WJ|D=BeiocjL&I%UMzQ&Cz!
z`XYWm&Y`%I3y)g%)OwQ6XT?*ZK;g+*Hsm^tkz6N-{9~wIEau`!1+L<%WL>9^#=74Y
z%uMV7Agc8T73P;VP+w_sEXcD&#rA>o9=_Gn1e&usX6$wH_|HzYAl%%+8!u3^16^i~
z`$gF4r%Ws2H@1B)GM0i86vhh{VUdjFlbrSG(!OBQyfvd)YN79}-tNG+%@iXI81);g
z)o&l*t*(fW1i6l5hG}k5gxT~2aDNIaU~tvaRin(j(tD<#-kV;Hqn%Er^s(*wx5v+i
zekSl{rQ@APNVJp0P+dNiXB-Z`UZFEZm!4a0-cq`@{sS{8`gu=>JYlD6(C)OmS%!Y@
zd8|(i-~0ja*0Bz&9iFQ-=E5Y6*~&Y6gIva^eelXnLhk<nNQYa~?q_oGrLz+Xob>dp
zFc~%<EmKsbCZzOE?L{r46x*^|zn+#>Nx4nCyM5=bn~*ck2&xx)l0@Ozz(i8Slh6wC
zIldsvJ&d+R?_F_$GQ`3~9>ffGu4i1oTOAJW^4jNF^LAjH$6%cOYt^MePF8R5BBe(K
zbiWg}@o(*CsOoxthofn_ZM~+SqQ`L=%QJnVNhD@6<0A)d#l}zE>)3nU_le@yd?})Q
zSMeeh@O<7EhHXyjCfPmitrJORwy_hR-Z_C>oE@kbp4t5PTZ?ufj&q&AQ(cdUd_m$U
z{2QY9TT<31n?kgfOZz=5f9~OuKm)ctPCN9=V;hcpF}ycMaijGaDqOOcGuG}EF6N`!
zPF88X7X1=DSmNrY+}-<npFnsc<0hTr%g?dL6WdNy9!_&!p=oj?h+yCkTKNazR1F>E
zx|C9q2kwA9k6eDW^(Tj}nrj#ww&Sp8>rs!RP8B(69*!EMszUPI^{<Ebnr5S;Ykn8h
zua`(VqeCsWp(ha}(H7d0`Xg^V_8=PUJQ3l~7I=SCe+&4NOSrl4h1#=R$td4zZh=Yr
zOjB~GSFS<lp&7+^h?8)|XePI)jX2l~`>(K`O|P8ZSN-#xSLd0QOH&als*KW&OE#pg
z<0O((gH1IglGD0PHLd+vOGL&qa#dKe0&&~%#RH{6kD7k-Ur%cc){n$jF!*kL5kzZg
zHPT(X0C$#EWdNN0-<X_w*MH#+65q!E01oZa{^(m+_;*s0Yq_)YM`<j3h*8~(#8eMg
z9`)r6=bDl`>EVKCW12*UYzZS)Azue0aPNc9HQ?qMbHr1&8eYzP%3RjFy}4xlTpLT}
zbk>C_7j>)KYyDpG;>yu<`#EK1hSgZGi8I3Fl1~*ushiCO&MVcY1x_jpWv05nz3Rnr
zXovXzw9V$95cyctR@k_b9+jW0yGNy7vJ$MYIRteFX{+Gwz^E>QT|qUmRw6_w+d6<o
zE0R4Kv)J>0hu$yNqtkpBYphzpZMAJVJd1?5X(!&0E9P9N2YQA)9uEgSXz=HcFYok!
z4r$sYgfDk-ryJ>CQM-|rIKzYszXh3?lga25_25@mYvBzx&OZ&t9_JbiURAE<A29NK
zub+-i-gw79m1Zx)Ya1(FCOtD&ztZkB+jg{$?gog-BrHKF;n9@xpo6p!M+9W&xz3E6
zcHi#n{{R5yQK*vF`qTai%y>J-n#=fqL9n-iJDq0z^$Up_{&pz@QCzZ+NCdIVqJS_l
zpG;PEnei6;P0`XDrHM5w{cBK&eYWL{Hp?8YSZ)eS1>sZxGm+3&X>0J3#@9~Lt?YGM
z`x$i8H`(uEba}SQ<>W@*jI0UARnN+&IT@)3!<{Ea(rs+?`~5~6`&-GcZS@tE8sQ|A
zv6Gfktfz4VGM?SQHFBvzx2Es>{{RiYt>c!WOJD0x_$ED<#Ji~U%{bWUwzpcX)~zO#
z#LmJGmIstfjk6_itHv|;hium0g#1H$;zZPwP=Y8g^!vuMnP76!vDlIZQb0H>BJg?~
z)1&Z<T+5}+sOopRmBoeIUB^Aaj23ef$Fzh+U7=(=06FhhwCxVpM84Fgh2$-$U461p
z<Paaqjyx_00}-!W^P1<JsWoV?>i+=bYaV;*&Ia4Xdf$hi##))RhVw?!wOJZ-HOqOz
zArwW#OM(DUOJJT!BaWwcUHFSNg6o!_WJlEO?qGt>+&RV2p8^)nI2*Tv>E*GeU;H<<
z)GqZ+x|XDtI;GFrudEhG{F&PdFmjufNI(cy85|tbFFYkavGF3qS-G<o_L@`<u}WnG
z-Adnd>>UJQrN-`Z{8sJJle=9%%TJ!aeax*<e_p3%2a>3`$;T(&qw}#hOrG?UNWs2d
zUAm7-uPmb9<vg(KTn9tYl5LVn^J5<M4EJ!t0wMxxw9eCzqkwzVq6|7I8TYC))L7wb
zv?Oq+-oH#gWeZ=i{0{K)dZVBGeXH|QNlmr6RTw8V`epkp<oplt**#1x{{W%2d)ZI%
zPdgp_G<w|>QD0zqWM`?*LtmVq93X){C+q9S`t$uO^l^oLcl>^eD<6w`>~bS9X#wNu
zUJh)(c8^;w{v$m0DDBrjcBc{{7*Ib7fi5k}W9;roIL%5ON%<nj&=PCpY<&%w@Yyu{
z4^d53-TweApZN-Nh){h004LSyS&r5mhaH7Hlh_KZWU`3mrepM`{{U#%54b0D>~U4g
zF2Qt(-C4O|iim(S+Z5039qtl4au>OG$^9`-b{OPf*G)J{ElitNIDd+=-dgBr+I(nk
z(oM)*;18{Mb?1&eTLaE#v)Z!!+u)EI_m3M)vNIv%1t$i)&g;unOrRhs9V@<^)Hhc+
zWqxfL<QlouHDup)V|G-WhhbSBYes+9PZm2cz!mQ7{(MLP8%ID!YB_YfYlXy?(7t_8
zR?8D^pNWg2nc*(eOv@r_K{oc!U&4}YBJ;#|NU#}hr05bjNhk5IOYzQ^r)YXCnv8mU
z4J>2;2*Bs*T{pmuRO?qZ7Y%6~PSLSD7mf}qrB|AVI$9X}C`w8XbCvK1!9N%a@3dR#
z>uRjH-*(}DO7*=v;63z=udHjq3I70=R*?~p_!WA^wZ_>&Ip?wDRf+CZer>=XOxKw@
z@~H05N)%&FS}gK=e}(=Z(Y#4uhS=Q%cHGwuyC<I2>gfbl&?-cU9BMGD7{Y<<D~j<Q
z)NuHpN@33CJu7zSRFRW{v9D}(tlu-;nkyzxe<s)@ZZ?Hsk9<}agXCL%9vI!ix)L_G
z)|Te=c9wT%IPN&C+j-!biNRibNHP4V>0)Oj-iK_LF|Y&7L!Q9Y@yY4@>y%j0*M}qZ
zsT1VjPFLy=_|$T;d70IMM{<7}k~uJO{OgxPAn7|V{0gi`aXOwZ8NRrwG`Z0kdh^<$
zc{4hFD=1xDc6B4%W}4TN?*}Q7+^PQn8VAg82ISK3tYy@0fcvQ5KtcX=9a7<X!JqgQ
zD-P(~4^9uoVvTLr@7gf>H~#=yoVw~0{-#AAT2?7DXMF+s{S9U&uM>>?%k`%XQZ2)h
zM|yTD=%M3g&XT|N-aqGCt0vf!pW*(M&UlJ+y|F|sz;MU#HDcq$7NRv(l;kcm?^-pb
zh*~?Abqn7!<X)A{-1s(c73xu1+bnkIs$`nwxJb}rEa&-EnRQEc4Yo|241H^3;s&Ar
z00`fKG|f8K<+;^&O+2f?DgD#!TGOQ&>ea<L+BzN?@g6-BMb~79L}!}Eh5JOD8CVQ6
z4{Y#0mCUZE4sp3b9`&Q~0@@h#b9Ug%BwZA7z!m0x7t|v0ezr9DqBgQJu?)<5fnDm8
z<!&oPc@moDw^nzLsYj9X0zS19-^Sg?=T+~19O{<QyphfwRetE|Ym(8$-nXlrHr^S<
zz-_0@952?CBIU5&hi&%d{__5G*1lb*=TU>6wS(f14C;On(Ph;yn{+XqyJI!RL*qy#
zh{!DNW>LY~a!qL(bCSGK5|m=?Biy_x@bgpgWtO9@*vON`XrX7cQ~SnFyMXW1{#DZH
zbJ%ECCjRHkNFiP3Tx0=`zgo}u7q4A-aOwKgQM^{pF(fj7%S9&y5%jLN<7a~`Ep_cv
zO^QPvn|&Xj2ba)B{{S!p>5*J@DARIINbjdwYBz&sH-r8^cw@!hB04>s(?@U#2xUwx
z$I)xmRmUJ6qP}MMUHd&j;Qs&@L$2KG33U`%dw5WC3FGGc>*y%8IFNs>UrJTsMiNn@
zv85T#&)ORs_fuqM*m>+~fYjh0^4V#Rs@sKq(<%9Qt~)b(uH?`+`XqezKg`rJ$+Ux2
zpw#VzD86!x4xf!xzttdE*sP-?(zT3wkt3S%1fFM{+2{$c57j;@+v$3hzK;d5npvH^
z$&VXyYt_6*tHieQjo>?s0qdIajc>zN7uwqD5(i6*QWcdr+<j}lf~MQ&M+IjsENQ&4
zwV1vPzD9h)=hCZLUTOC~Xk?l>OmXh#>Ie0v_`Tt`@XMvRA~irZ_O2(x!C|r1?lJdm
zM;Y(9S5-PnrmdW{YI4hCs=U;T+e{)6xPCCW`d4+JOXcX6r^`$#XQ0k;UpZ+y^~&F(
zBQhg5Bd&R`Z_;(;i%f|b8bUoO*QDvS)G5_d)o63KKN9X!T)4LTI>RAtgU(!JdsN!*
zkIl9GwsXS`%mGySXZ_Jy8mzWjoa-dIYCMCZk%B)e<~(EJICVSdrGT_^nAbj?E4r0j
zHP^JJb51p4oupf|*E~6>O1AR&dKTQo2aJxVp{hEt@aKr{=V>N;JCgfwIsiIWCW)c8
zpQyBtbXlNsqaBY*d|nie3zE+%n6b&v*EP{rtqA`B3hU={II5EPl7Az%Mz-)~gJov2
zf1@e$<d+<lC;R}fbMQu^9;2f{aRYCHMGPC(yfS?eyiujKiD4VMg${j&E7*P;>5ZUx
zcGpj5^I8=OSa+`)yp;8B?CzwwdL7wslBJElTBpC{=Q*ngK*f1-?svyR(!EK(s>Vw<
z3;@YFK9tK%Lf-N@8Y$9cjj+Zuk`JXqO`2U7HwrfoYKwL_JP|>9oxqg10-L)v8E|Pg
z0n(?HjFsA)ukwnl&&M>2cNpNeBC)Blq)TPouGQ#z)EBpqX!bW3Q#Q+ZBWYxOX9}Yv
z{z9CWCm$xm^*E?+ZJ$%IxU-!ilHPdQDG)c_Rv07lHOp;vHrJuV>pm>;2BYxv#2UcT
z4vTIyYn$6Uqjs-4kr8CvfpD#kcxJ{hYW9cY3+eS6eLGXqTFQHkJ+G};+$))p3M+@;
z1aM?dGQ*S46%zbD*QM~y_lNFv=DX6S)8x~l4{nPrXvwfMI6pZH$3dR;XIS`iF1K+E
zmlrZBCYy7n6^{Uvo6Fq5_9M#}`qx)A7w-D^`5gABwf_JkCrkL9Yp&`ynpDQgZkEnl
zv~4d_j_d_O11l8+V~y*8K?j@@gHdT7GoF9!9Xn0aXVfRU(je4Y;_m5FVm1`-V7$M6
z7X;^^tGai>y+$khORMc=uMMSy+H^5TY>`H>zR#NgpPTn%J&zaz9O-C34u^;CtY=%9
zCN`Q>I#^PGZdlGk{ZFMix*FMjVvn?Y{)YJ8coK|L1Yu;{F(LFdC)k-kgwt9E9Tx_;
zERK<0;k!hjdWwbJnEl#!mdn^uI{-ZmP_9Pv6d<U}5zSPxwT^k2q?JZaaB6b=v0k-N
z9YG+baY31(BoRhN!lZi|isDZ#xKcRlRApFMf!NA@RgFg>+W!D8%&F`^KhmgA)O@3P
z%Ve#7pnlAjt!eO6!%FRv&@mrP&0m+!(g=s|w~ufu^(Xdm82B&YZ~FDm{yf$1<qP+$
z^6|P;N2bw574_$cGp1|v)Ap6PdtZ!N+L)P%WhzfY#eRk#TKN0p-@rc^_}}79{;j20
zM>ULqDl<wHoO@T7kEH6;Nh`C^!A(M=ZP@vduP!&8v7+<b(dS;j{I~MQ`#e{t$@?>W
zM^|7xKF&eqmSn;F%~!bnoc<$QC@<lum=lkZSkL~=UqAI(e<AGqXn!&0a=|R1@0v&U
zE^$j8isK9i^RGl7v;P3ZAb;dny8i&a<NpBSs<i(A1$=dG`(*IV@IJv$@-%&3QTrk7
zVE)m?rL1HB0M%0nP!C^XIIgvR4*1}I%(H#@FZk3m{4Vi@yM%uY>LB|?oPJa~b6drS
zJReh-3W#`B2mO(XSAGY2-<RRnilPL!hxHH#e<7-?_#?zy8~!AEfx!O&pLYKM3S5%x
z%Jz}&d1s3z-*Y!V!bNdyZf;?IKI)8n=DY6@_(Q}#eaLMOQ3nSf=&$}2i4TP}$Sub0
z7f~2c5BemXzY2V>vCiMUdz{<=EPHX%q%wsd5sJHW;r(PE-RW0@>jQs<R{sEmXIGKI
zeLC~pc`g1GpCd1scQUo@CfmfCRQ6XVFgIPjb6S53ZEgHNdu?TF8Car-s{8xY@#xpE
z#WH_qTq(wWXqbOWo59*%pqk`tZ6{H*{piT8J?>s!gsXFN9*l4983yLqyz@&Gt-NHk
zjCv<?S(i6AL4;PeH+T0S<I9Eyz&_;QRMuV<@n)^f+(%2bKfw}~ko|b#u~2=Ehc&&%
z>#c5*TQuf1l^-MK8^__+mflT6RR`>LP89zD%URT@KH{`z@GEH$!6Z6-vrZ)h$s(3N
zopx~P*McA#)>FX#6HTiVeq)Qb@MGK!*Viv0Jz_(JtI>EbPej<Z$$`yvf7$cK0XEVF
z?paMu4Wqc?CLZ8auu)gs<iFt%w+H18pYF&-GyV}X8)iG1m+{SZpJI@I%Qyc3zD+n=
zlprz@^%WYGWN?SVw=4H<RsR6qK~4U^)DxtUupPQreDDVT5I+iNw8-c`Dp&F&m3KH1
zr|L<ZBy2}u<bPUei&0baSw4MMPyW4khQx!A7x5IIVP2&MeT6%&#aqnanp?#L8#}M~
z56${h1;nH8!Eqn^&>!%w=1Vot-Q(zLGhm0e<_V{u)LS^k)G_}6EkEz5&-hY}MOlt#
zLG=VzWBr_cGxZf4X-Ot?5M$^Tk94k9j#0G>bt84$1L|>3`&2Hu7Z8#D_^zY=5!fAY
z*2qEr^mST)4cej~^fW*46Gf8~PpQnyI01+#<NfhTX<*mKXlRv>s|wT}6t%mQD6`s6
z)K-)p92P0EI0CP(GHaI;i1td+-07i3)OxcOyd!u*?Gfi7ovbTI;zpTq;s~@hvuMlP
zT6r@dKXtQKjh(=9RT)9+^3+n<$qJHktJIeHd9Da!>%;yS?07maZ_M$Ji27{48St&$
z&Y=SNdp4@%WSa1QgnFfw_ryzh*3?4ote}?9I5qT-#i5|;z8ku;)ODMCW@X%<$QXwF
zE92Y7kHZ?j+O&;HCz%`NkrjqNO8T6-ys<Ren$-F1bv1{mxn0rqzN2M(WvAR+ZNW&{
z_V(kYcsIfy8)|yb#aUvVl%?yGbpsdx<BH}}<9~?~(rbAyMCmG&V&}0H$ar(a_g)#-
z<JB#Q7YIquzH88<hp!k<p4aGc)U8XN4lUcM^oQ*ctjD4FZVMUVGRJh|7$-I2-VyOd
zu7RyuTty%5l}_}RoK{zhe0Qn%;&@+Dm`WpTqUV8IUJ3AanXE<TU*E#64-p6F9-P*(
zUdD>{yZIT;O0{R~)}Ck6-VxLfj5OOjyI8kC+zbE}PI>9tyYGxP=Tg^fA+m(rMQLRe
z21xk?g&7s%J{Xcu4r$R@>GSzE<FYV0uT1cr<@~l{TbYL9e&}qUt$eL~RN*F~wDUfW
zjvh0HteZ*F?xVI;mdV#>z`_igblV_ujT3J43Ugb(ZfQo=k$~<xRu77_yNR@UWw4Q>
zx*X&^a#F?f&)?AArW2AkhNNwA(`-(E;0B2gnlK|_k81N>4^q^1OQQwer8E!e(znKg
zdAW!7%-A32*1m(-KIfCnj)q7j^Kv60aq0zDzPbq!RgWa`kixRR;TpMR!)mgy>yv}W
z=UF<YpLe6(M$NwZ&p$9xmLBvvE-LpYp85^e3A&F3QC)ciy4RoTtlw{)r1H_F8$l8d
zee2n+JPo94mP>a8aw%cRVS>MfVR(b#DqKgpDAerxhrKFoMc9c&w0RGT?}WY_o-*-=
zJYX=cKTBtABUe=!EfOHx(2{@p)zx_G!&mw|6PttucYg{KT;u>-_(xfkH_e#B@s4@_
z01EZ#B$Bb^)NQwOn0+p7CjQ)9fQ-N}0QRp<(63@Pzz2Ny+PSYPvy|LwFucst9l)IA
z;=O-KxfU`jK^NT|<GofXH@K-;5b77}Zyt6`#f}D4ieC_k<ZD+|BQXLw^r>|l#?-H4
z3kmac(T~elbzKtr?%vb)1gKmRhnnK|QaT%NM0uWp9n^PMtt4mXkdeFVTUPhYYay0s
zoca(lE2EFY7b}cGBOTd4EeFCkOLGJHPZ{0NjtH$KTAYlMk|EKxUpnPnI1B1H3-zy5
z@a@!w1!!(J9;7MjSTTGsT|xZPe$6QZ=8PZZT6Ufj)^tD?D8Ahq_f8-3KjU1r99q!r
zr*wBvYb+xRI3W9uwW$UCGh=IoK8;+Cm#fEeJc%YS&NyhURG}Y<;<pW;U9GenkG!WN
z^sWZ4qdOBdbrgBD+nD0Xm7;LC^}(+Y{hh6Ktuw^FCWBB(#lLeda9?*(Ub!33Y!#LA
zLuZrPrnb})0z<^H?m1>b_rA5XDtk2I*5pbGO*3e|PD#nY$^0odWK~G+;gpiH08co<
zsRNQSGml)?F4r|~_9iWgP4y9zwI=U+15#Hz`_prd;QkdJ`U_-rpfwyyvB5<@g+kD#
zcpDF@@lF7fkU^yH*Po%J(q!{8H-&&DZX{pEnkBwZ^>-xwO--D4%`~w+{{TvtPBJM;
zkTvG17yPwm0X+!9_xc))>vyVuc{GSeQp#~w&J<@9((3)#`&M4XGL+gY4Q5%t<|7b3
zj0mYwZ!Uk;-$f_Usf`j!d5uW*BNbjvG6@DkZ9b~i4u_ciqcj&s)E}R;1N31|8ceYB
zCC@&FvJRHR{an&Udl20zf;~>y{Fg<C`(mfq`H$M8PT;k<Y$;$m)He5UOV#%0rfRC|
znvJ2%_Q@hQU57OyYC2`=kvf}a_gq$PoR;I}MUw-&?q8XGRMRF556rxDsAIBWCTuR!
zKzRyWQ1>^HIa#9IM|I|l1+S=12tk2gs(-Wnt66*<@U%=pZ?T5_$v@V=D^1c%uoP|m
zF}A-}{s{B%pTgrD3nd5jub|3*h|en@brg>FicQpRudF;_X@qik{VDWN1Yt-NY|l|r
zQ9u!d1E8VQk;ZCDC;^*&sW$V{q@sW#DV_)nJ;gW3K!4S#9)W6lC>c%k%UK(7wS=Gc
zqXwATMVqM&Wp01%kgN1kvJ06<!<u3L0GL&u{rFGtr2hbfYe?fdO_Bcqw{-si3f7{F
zF2QpV{1>3g#h*p6VtD4+Kf<H`0E8FA%068WPXnRFs(*!V(My$f3$qd*2k5rS7A+pi
zHO@#|bRW{C9vIRA&-PWGec)g4t!gOck6^npTf+J~0vk%RV1Ma?{{V$M{t=xg{(*LX
z_u+rSwJ4*OJ%`N9iM%PJ&V^q~vnqRe3;q>UcnibhkL+78Jw#%<8Yyx|uya1=KmPy-
zABV?H9@9Vd%v3XcIPlcxGH8~Jf84H`iane=FSva2?sC8Ith_J(06;5G`{tZJ8hBg}
z`2pI0-xbtROWDKuSKJ)(?sESC@T~kUf93~i{{VbYJ{ovjf6NZk{`jt<ieAbcm)sok
z?sDhhpM}r-!0kWpick1fei#1$pcS9}`>v*nJ(N2yxH;$C<-g%scw7E}R-gC9OBch>
z4nPP^63ZU(3h5}P?BUr5JfBu`!@zzY&-{U`$NjQe8^Asu>-~*pf9;CbLq$GFb{90e
zobUV~J{}AR(JX-<^u$u10(gA?0L&K8{``vQXsL9mzp}pJ^Ut}@f5HXf@A?B-{{Y{S
zP~Chu@YU>16#5O6v7QJq3hC&j>}mf1D*KTAr2DhXE`MgPh8L1E&)|I~W;~N5InV1=
zoAz1wP~0B?=-W?FAjNvc6|7Q<ve1Uyw`YdS`xX2dVo&@aI$6tZKO=vQQPuwdVK0JO
z%tAT531b)?;b%kq>*xw8i21Hx_$QCRi6LnJ0O1C=0l3^Jmm~iG9<0It00h<e46A|R
z2hXUylw<z@9<QnBrD3OI<!v|q3BmAtOS&^brr)PI3HH|@eq`3~{4l@6p+5MArEa*!
z)VN%K=r#0Z70o;?8lMzXHjR3)_+-zV-}W8wF?_A&ssQchFaH1&RBk_EuM9Md&}#aW
zXn%o<H~!0CO;KF$F2X(OqoHH5D`~UkDZk*K{uF6^*e~Ws^^!2go&Nv~8=)!?nyc>h
zXn`M<eOE<m^(r6AW%a7x%zUOlVVf9$RMsQM{d)fZ_3E_$0I>s^50$N3gzdW1{{XLF
zTG31DR6BkpEL~;P`3b*a%f8zD9@w@kkHd9m&-)JRY*<IF+A{Xt3I71%tL)k-JPila
z@gLVKcl-~7JWc-q1n|~8L2o2)tXUHMa}oal;;YGgP5%G{o$;;pjm5QxiZs=VR#GEq
z2*3dM-S1ziv{tagQ-;P<uQ~31Kj`1^NRNrOQn;U3(PdUR4q37X{q<ghr~d%KExcy}
zs>!YC{{Sur%b)6N^!|#e(1iXXBUVw^{Mdv335()*+bykGpKMm%mHz+)?D0*BWtUU3
zkq6xwuh7aX2ZEye{pO1iQ6B*h_$R-Jw{xgi0qvjhs}X;}Km0)#OY0Ir>fG1fv{L$o
zA3waWtyKPz@bo{hR=T5c)@@b23}oZ-HDrFmn)Wbt%S?B~M?aqG`(lbdp+mRgFRau)
z8NUAjf_-XQpxbq;SxUW`p(U5`3@bT*;GA9{((VWLZ;j&nD{|1yXihzW-CujrO<-s)
zpNM^CuXEyr{{Vt~-pW)<;;3UC_F5nQDy=8{6U^l9@pxhX0A7Fnm3^B<KdDguQGI5w
zbK_C}00i%~DBHYQD3d%Cx5EBesN??tf_qO73*$_uU~KvS0MM)K>L~h^59J@$YWF@l
zPxvSMfzOM<KlSJT0NGQ&;eZ?dhT;DJfPej!eThXMQlb2z^_soUjz8hw@BaWpaQ^_n
zKmN*<f8d|)Gyeb;aQ^_nKmN+T#-fj@Q2tQ*&0gonBmN2g;Qs)~+&>FGfAlK3AM68X
zuz8*-ou9c_K>oG$)f9b7hw_W-HG7{U{{X`P*niN`bN>K-MFaK$)3eWtE=d0Xt}9<$
zQBUerKa@VPSGn@Q{enC<j2(Yd{{Y87_?i>;2k^%5UtHALJB26-{C3yW^ix<$3+#*A
z)$V-IKVa_ykO9Be2OR$XGoSo&tXqD<zYpPEuRg6X{{U)aAIU4|`YOJwNBKnS)PHFC
z>fiPt_;n1*?H-{hAHegBAFdP{x_@H-0EUPDVUzy=;6qouQBUgBf0YZ{RPK13U$PIw
zIARI?g3dqMo&NyFr-$}Q_+t`~-W*9m?IetG`q#42O=0OTvWfPS?s*oU`z(Ak(<U;(
z;d^l2?AZNHZrXea@GY6#o*J?zzT_?aYtSgF_B8(hm3_hOC*7Pv{2B06Pv$3vG~nHj
tk(%o)EFsfvW45=2A%ZcrBaLvXD%}-vgkkWj66D_OObRe5XsWR%|Je<ePdESo

literal 0
HcmV?d00001

diff --git a/doc/leaderboard/multipie.rst b/doc/leaderboard/multipie.rst
index 035a8190..19675181 100644
--- a/doc/leaderboard/multipie.rst
+++ b/doc/leaderboard/multipie.rst
@@ -1,13 +1,122 @@
 .. vim: set fileencoding=utf-8 :
 
-.. _bob.bio.face.learderboard.multipie:
+.. _bob.bio.face.leaderboard.multipie:
 
 ================
 Multipie Dataset
 ================
 
-
 .. todo::
    Benchmarks on Multipie Database
 
-   Probably for Manuel's students
\ No newline at end of file
+   Probably for Manuel's students
+
+Database
+========
+The `CMU Multi-PIE face database <http://www.cs.cmu.edu/afs/cs/project/PIE/MultiPie/Multi-Pie/Home.html>`_ contains more than 750,000 images 
+of 337 people recorded in up to four sessions over the span of five months. Subjects were imaged under 15 view points and 19 illumination 
+conditions while displaying a range of facial expressions. In addition, high resolution frontal images were acquired as well. 
+In total, the database contains more than 305 GB of face data. 
+
+Content
+*******
+The data has been recorded over 4 sessions. For each session, the subjects were asked to display a few
+different expressions. For each of those expressions, a complete set of 30 pictures is captured that includes
+15 different view points times 20 different illumination conditions (18 with various flashes, plus 2 pictures with no flash at all). 
+
+Available expressions
+---------------------
+* Session 1 : *neutral*, *smile*
+* Session 2 : *neutral*, *surprise*, *squint*
+* Session 3 : *neutral*, *smile*, *disgust*
+* Session 4 : *neutral*, *neutral*, *scream*.
+
+Camera and flash positioning
+----------------------------
+The different view points are obtained by a set of 13 cameras located at head height, spaced at 15° intervals,
+from the -90° to the 90° angle, plus 2 additional cameras located above the subject to simulate a typical
+surveillance view. A flash coincides with each camera, and 3 additional flashes are positioned above the subject, for a total
+of 18 different possible flashes.
+
+The following picture showcase the positioning of the cameras (in yellow) and of the flashes (in white).
+
+.. image:: img/multipie_setup.jpg
+    :width: 620px
+    :align: center
+    :height: 200px
+    :alt: Multipie setup
+
+File paths
+----------
+
+The data directory structure and filenames adopt the following structure:
+ 
+.. code-block:: shell
+   
+   session<XX>/multiview/<subject_id>/<recording_id>/<camera_id>/<subject_id>_<session_id>_<recording_id>_<camera_id>_<shot_id>.png
+
+For example, the file
+
+.. code-block:: shell
+   
+   session02/multiview/001/02/05_1/001_02_02_051_07.png
+
+corresponds to
+* Subject 001
+* Session 2
+* Second recording -> Expression is *surprise*
+* Camera 05_1 -> Frontal view
+* Shot 07 -> Illumination through the frontal flash
+
+Protocols
+*********
+
+Expression protocol
+-------------------
+**Protocol E**
+
+* Only frontal view (camera 05_1); only no-flash (shot 0)
+* Enrolled : 1x neutral expression (session 1; recording 1)
+* Probes : 4x neutral expression + other expressions (session 2, 3, 4; all recordings)
+
+Pose protocol
+-------------
+**Protocol P**
+
+* Only neutral expression (recording 1 from each session, + recording 2 from session 4); only no-flash (shot 0)
+* Enrolled : 1x frontal view (session 1; camera 05_1)
+* Probes : all views from cameras at head height (i.e excluding 08_1 and 19_1), including camera 05_1 from session 2,3,4.
+
+Illumination protocols
+----------------------
+N.B : shot 19 is never used in those protocols as it is redundant with shot 0 (both are no-flash).
+
+**Protocol M**
+
+* Only frontal view (camera 05_1); only neutral expression (recording 1 from each session, + recording 2 from session 4)
+* Enrolled : no-flash (session 1; shot 0)
+* Probes : no-flash (session 2, 3, 4; shot 0)
+
+**Protocol U**
+
+* Only frontal view (camera 05_1); only neutral expression (recording 1 from each session, + recording 2 from session 4)
+* Enrolled : no-flash (session 1; shot 0)
+* Probes : all shots from session 2, 3, 4, including shot 0.
+
+**Protocol G**
+
+* Only frontal view (camera 05_1); only neutral expression (recording 1 from each session, + recording 2 from session 4)
+* Enrolled : all shots (session 1; all shots)
+* Probes : all shots from session 2, 3, 4.
+
+
+
+Benchmarks
+==========
+
+Run the baselines
+*****************
+
+Leaderboard
+***********
+
-- 
GitLab