From ee9fe1bca21b55b461f9adc436eeaaaa0a73ca80 Mon Sep 17 00:00:00 2001
From: Alexis Bruneteau <alex@sortifal.dev>
Date: Tue, 23 Sep 2025 18:29:32 +0200
Subject: [PATCH] init

---
 Rapport2.pdf         | Bin 0 -> 92505 bytes
 Rapport2.typ         | 445 +++++++++++++++++++++++++++++++++++++++++++
 images/pipeline2.svg |   3 +
 3 files changed, 448 insertions(+)
 create mode 100644 Rapport2.pdf
 create mode 100644 Rapport2.typ
 create mode 100644 images/pipeline2.svg

diff --git a/Rapport2.pdf b/Rapport2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fd6f2cfe0918e8e40f732a3434b3158a24c5d2ac
GIT binary patch
literal 92505
zcmce+by!?Mw&)umK!Svz2^N~*?(Xgm!QI{6-Q696Lx5nxU4u)I;4Z=4;qE3gcV_N8
z=e+OTKVH}3gI%?1Syk=bbpMEC1%;{Ts9E5Me1I1m934G~7G$kw2FJ+>2LjP3y4o0m
zXoRh;9Kcr!j(QF+9pG+Sa1Xz(y&-rML?a}wA}6j$A!({-Xy;&R<!G;9XlH6f#cyq4
zKqY2iXyst);7TP5o+D(XZ*5>|WelSE&wfEedwoMI16?Zzutj^2IvoQLi@fGb9M(!!
zroc2q5FHb^6ONl34$uV$3iqP+{~EG@m>}5f|F_7&u7QaPuJ#UwmSR>$)}WWN0KM{t
z#-{cTcCH{&J|GH1GC&jPm9aAbvIbHk{by?b7*KGuv9U0;1j+yc*A0js&<4i?PTJ1Y
z#=+VSM927&889HI{Gvsp3{s~B`j}{GL3BW41~lk_#z@Z!VgMQw6CH>VXbixjF#(N{
zl?}uUGzKPC5DU=gnP@?*Kx3h02C)H+iIx#W2biJ-Mwmf#fJr(K3j;j}m<|XF12Dt@
z7G_#Da4>){(zAdI4hRz~pbks|tTO|BFTxD&U<C^UJ)i_kVgvpHA_N=&QPb0b{t6@D
z4crYxNy|jd2E2gS7{J272Iv4uF@o4=nSiLk0`^W1Okf5vu>eYdDhr5-jTHnW4G0V1
zlO9k2gb~P`7A!1`z%M$mFfjwa=)uCm0E_|-fNa1~0T+xQCPrY02`tP^KnFM#5EGCk
z0}EJQ<^rj(0(yWFFzK%kz&Kcd+A;#=27J8K1t<-O6(|EE16Y_?fWLrpF#?u>^#PWG
z38*?Siy18RO!O~Vvw|1_HNX=PJtJ_z3Swpjbbt#s5DQ=dST692u>mUucJs21fH^?G
z88QKG00F!M!Gq%m*ArM6uz)iM3j<IwCcqF2h#4FykP0B+AHXEA0|4L5v@gO6_y%vN
zzk7xr#0&^{<zM7w9|5T_zU&ERaJgRg2{W*{fEA|&mI2rU%s{Pxjlm4;IdH&0kibg(
zEe{KD0T={|3dF+#L`%o0`5z}1e1`vZVkHf&j2%n>+ic)d@%NS^Af;;qzEYL~ANrSj
zjj*YOgP|R8Y%Fvg3<V9rcLT6d;1n9_TEe+xSSk)#t@FNbIY+Mv7X67o6wx0|81~th
z4kefq?duYQ3(O44ToNAalb3NJT*w#mP!XwX2S+7=m4_RZl`+Yhy6d|lwCo?&eHFFW
zxBG>ei;I+LcAWEWE;TbM_EA?dUk}r&>-`6m!<94<sU4M)gD2+fN1x@lowTQCUytFR
zRpF)O!Fwrncj7Lu^9E$~46>e?vA%WPk@xytQJHopMhY7?zd16&GAmQK`F;vXq{%72
zxs(|<wP)sBT9Hsv>7C$OD<^y6)7jlGq^pKf=g9E^di^2EwXD6O`+1}#vBjXiqkt+7
z!DSBp=F;Wx1^b#6zx^spq!|`61J=5_x7i9bPnPzzdg7hQ3Z-a&+%6o=sNf~N+nKi!
z(9|fG#8#}t7cBp@W^zhgw}k8zxNC84@SIZi)g4wm)a>!QZBG_NY=(=RLdinr`+oA#
z%jx&|1xbn|%3zNy+mi-;1Yt@mSo{@zoIo~!{B2BME2b<$kEBx)WC4Vj(dc`9bcez)
zAHB2Ov5y`oX8I>WC~rJa?(|NCR>Oa?zz)8Laz{u;E9)SVf^on&{lpdSvzi)2L&q7<
zHjW|+onRxZBbp<M&yf4MAwd>d-yue+_{|*(Y1o7Wq!65$f?JRZ91OIx0{#05hR?L5
z!(7n*er*X^xycDxy5wY>@xuYeSmzQu0|qo1REtt;IeJp;18EL6n6fai=)_5U*@7bx
z@BC=|x!;n|?<%Bd3&X0S-Z9QGun&B^Fg-iX_Q%|M2n5ye8od^R)=!b+BN>-~@WeWz
zo>1Lvj`G-h@1B4DL8h)H>tvRtJ<DTgh^9!ZMjf<>=9PF8>H1r9YtGTCJ}?jyBXLDs
z$&x0$-crq*qNQt)+uA#NIoTURw<eJS{H*%NKK<WME$08~46rcK|F?S`I1T^%0sQYz
zGlBm&1=DVCUC@-~t@wAL2N=_;`FAJDU%y5c62!zn7KDZ{T)}@m&=$kBH=5-Tw_JLC
z<iN~+-&QGwBFYass1`)y6VlKTHVW#r?MtmpiGOyJiGSTynKx{|!~J~jJeet7FjivU
zw&mG=%w_9@#WC~q_wQ5>o`D4#a$-_SX15w`#h7Oa>p;8{#|K>^5nCB^4bvk`WfHd*
z)Vv9V)+V^DCuU4d?|J__k|FoLpFj6b1Rwrzu8BR|ZA4cn;3hw9voD=)$W)B6HL`M?
z3msEkBVJ#rAMSs^Kt)4+c5)H)P?Y7>8BPd3-X8HZT$VWB9(A`IOyX@PLz-nY6i{^e
zo-H$+uvJCpyCyebpOMkW%EnPHJ+ig@b7%yL#XPTkuuEhQ9n$UL<Fxph$gC~a>|4u?
zPEW`NbxrT?%NS~xS6(eUbJGfHk;40P0s5Xa>{?MxY^^&fcI8u!#xy&HbPRoH4a2ss
zy}g`Qy;a;Tww&5ej9zuCo_u9C@!xe96He{>iljg!o6Tz8@uX>_W?8!&RR^JUGSptx
zOO}-jxSum`j!Hc2m@s#_moqbKT_;VEXrj&Imq<Q@Z4`efw$66)Y}!e62G0D43E0#a
zGHY&Z2FIVj%%{?dDl?zPc78EnjE1C5ux^|U*Be!j!SZ<9CtWj3AvqWIW422l+fGDm
zDPA)pl-^`Ne~{{u|K1^Qu!eZnn3unSYxe;2R;TfqWjROHhch=?FiLxsS=*sd7Shp)
zb@2$nBgL-!3^wHu()n15$Wzv=5Q!+>T(8`2%~mPVF4yIRt+UH!3j>|YqfW|QXkq3G
zc>!1~v&n=3$u6opn{Grp76F@|8jH?ndW<Mi@C(hPVqd3;rfds0TO8Cfi}Z$y(~Zyf
z7gDmE7H+w1)hGArMjS$)lMYzOklj!!cj!5{9*k|AeOXC~)2q+z&rQpShB9Of4U2{-
zC4+t^$%!i|PtQ^Cn?piA@+%+fCU`hTepM$J)nlOinPB|q$L4gZStGS{@NC8RLTi+~
zOTR$VKaOx}QL|QY@P}&6KPoFTxi;CC0%oaM-p*o9Ua<6ht{WabJscgOg?8#fOEx;e
zpU7_?fj!+)5E?mjur4~3Z~sU<((G?UrGdS@C2@Z!rP9uaF!4RJ<yYNDE`JR!0Z5F%
zjvk7YPc2@t$oOpHO+AmGM~>y`YZv8}ZXuKcc;?jBFX8^E9s=>`+XswyI(ize?-SqS
zpd3x(sh^wLyIL~XHx#U)S)d8{<n)hM=GII}{d91dUyn%Kb1|RHEjP44G3F=0)WBGr
zQJqkfL!GK!VIU?<z-T48$I`Nd>N=W1K>K>)WC9A|SX|(ZyKk*8yp`)gvOYL^V9=kz
ziqIR_Ovbcy)rMXXX24t@RorBUZLO_xS;E&QE-v6WrDw7!Io<d~tSkr0i^VjGnHScV
z(2D(jpi{t<UTP8Lp;;j&S9WSuKg1ni&PB^GbV%Gl0Qu(O0`z1Tr7lKHLN+CzLhH*v
zgtdF_afyJzRi}WHg06@o)1Sy(kSy0frl^EY$7ZKcnwV4|NVZWtr=pHD)%~==ajJbY
z!zqBFKtWsV0GHMf*mqio$hjosnJjD}zjs=&koshr8Y;<el)}lNnUY!&;i5^&|M=NO
z%qii%828@c2mJN7h!*>@{TU)+iP)HU;nvg9^#OD=lr{vJZVi`Pdlxw3S4+2j4{*dH
zs`+EgWKl*qVm#E0M<-?isARQJRQ#xNJrai|!#miiTzDR7Ho+)|aliF-G3!g0%5k#-
z3|EC6?81+vKve34f%c@8h(G!6F`vgzxSD&sW|j(a9cJgT`GWZaHSsgK(|en*pv%?k
z&Tfti7?G1r#1)Cj0x7*@t<`=Q-cJecylq7@`6KDfXU{REs6OlX#e?w&U2WDCS8d}=
zz38sO#pnd;`cqKQa%E{!1$EAO!dBV=rEYdL*Et~-KNn_4M_C7Jb`U0YkxaaoW3Hto
zq9au~J`*=LAATF-MbzU@Cgc{18UbMjPFM+sL#s<#Y^x5mb@u+nbiUCvXPrZFqiMGl
z<(T-J#6mVG?7i|G?(j!nzpB+=HV06`Nd?~x!gVup=vLGUifr8yH!k3exm0<cr`2d?
z_gJCxY~VgAeIfPiF-Zau5~}_12mXr-gkC*$JSrM#mDJupUFU{dq@m2zj@mfQxyzyM
zPq0$HFz_NItgv303CYSA{0_PE$5EtW6sDuCwH~Goq|4&=33l0?L3^Rzj-b`ka;_`6
z*W^QspBI$G^PS=OZ`6y^sXFZk)rhCpmYY0nX<=7id$A`{FinO%Y=RKK9}h;VM-*%8
z2d7m?$j=$Dh%UADr$0kf*o|)L%?;4hBqmR2pYo7hsjGHv7Kb~2$%|>oGf{pJvqb)*
zQXWR^B}-)ReFBZWYgTgV=vS1_XfSy?WcRK^XV>d3xaomutHYH#EV}%&=m+U?-7~j{
z50tI+3g4)Oh&<H))VX3Z`Qu?LYy9MWaO~vO%}CCo`)STZ93Nw80FT{+IFDk9NX3FX
zKCsnAMJ{$nj*w?n{lzL{=@#dt4KjBKIpcefrm#$Swyf3-pB|6nq0E&v7CpKCVCqTJ
z<CeP(+V8mi(%yo=!0AXt{Qbc_NTnY$W*E$5>XZAsEit6~7-kF7rlN09QR6W_;lCRR
zrA`>H<Lieqj|;Rs{S7g(9upJrrgBLWPhwZl6DGYFEv!^F=C$6z$xisF_iJaB(20v^
zn<N~K6Bp44DAMwL6)oY;aOZaa)W^7*wsJ}R)zODT#krY|7+&E~W#tla#&sO#?i9(}
zp&62A7M&j5oX_|YI+Guz*2Dg6FUprb4oEXv@$E`f76_%1=h14EQzR_93;)qDYFpFc
z`LJp)w5fl-Xzz!u6tv;yc2kOU&%D1;qp`oi{)oJcmPwId(?#)4+Mh_Eh4`~>bWU}7
zd9jaKS?Een&MY)M%2cZoQlxwlmtBi~t=vVZs&<%e#j8G-tKn-`<H{8bwdvw-w}Fq(
zlsk?}k!cR?eA}y>Xu;(tP8Gs`u5cSrM^+&Cs3j$}S<IL+=Qns%5t)68d_J;PTF;ED
zrUp68^ITrmIxChcTBgxyx=8C9D6f~Go-VU+fp|piEIhAiP_gFET#)@psSk`(XkHgA
z=>Eq0A-;Nx5mQU*zEs`m`g`d^2YS{kxj)(=SKQP-c|S}2*+v3mr@h=+U_^rG1dX$q
zw7#Byy*f<pg<)8ZMQ-EhX)dkD4b2a&U_lZ*SSCjA-%}_TW3+V<|6(UC9IMelV|QHm
zy2^XBZIG4y>!shro2^$1(Ygo%9_$4wP6I`86(>S8Dai__$W1@|XE^oW5l~PYnUl2y
zEq6CEAxb(5$>|q0@U*ZM!+l`8g#JQ4M47ywiYDNjpYfSH-H#piL(J@|>+}yF!Q)jI
z;-`*xb$E62WzF?`3Tc`>q~(o&^x!H#y|(eqz|F#HWZn=zPV^g`=@x2}Fqwd_j$Zu%
zML_n!>XgMGs);u8>iTUMeBSb+4MKWP!GnvoeVcViR_M60_<nKI<k|dac~J}l7SEy3
z#Y5VpRQXecx4H79;hzhiM;Ca4vxH2oXZ(kWqZx>bvCfYlkz|k$ZSvDEn3emSW&72`
zvC}cveb_}z#p>P|lF`FP4#78J;!5sxUbs$&FZ1hPSH2qywX`fHC1a>2o)Ii7H!B+@
zAD&UO`$Oig&-pn;3FXrSH<OF&9Lninl8<$%%#6~nDK!=G&q%(E<m7Z&^T~>u3*RbR
zHNsGD>sdz^-9dv#519m`D63={ciQl97IWJLkf`P%dBzuKx?kMILPuiIEDHsy$-kx*
z-&L;*B*MPq*>7a)T!`)r`pu?JsRZxWf{rN}0Gi4nFL0M-_MWIL>Q2@}ez4)0K((-n
zQq1PL@c3i8eka>^jPa34IIrPb-GteFU@eb4hnW$cXP4}Ja*Yr<h31?c=?-Z6%jGeD
zkj$9JGc-3o_MU(k_cV5~PyHi5Go4_4sjyNhGV1K}3jU@yi!O$(Z@$dUpUgOyTuK3g
zF*IWXV<W>Y6De0lNuH81F|sJq(7{wn@+KM6$By4s(djl)t&kgAxYA*LF^db3>vx_i
z1V^ksRJ}ZWSP~0*{$WlECiH2vxKhiq-w(chK%Jh8nUqn=Dyy3NNbvPG8rJdXdzxez
zd|ZJ%$1HQ_@G(0#xAvE~PjX!$?1sv$xxa2_WNRC3j8Y`K>^hU1e$iJ+rBbm>oPJA)
zgxAiyY}IySvzjVnO=;wfn1M6EO8p`%;tE@~L6$AM5sc9Cv@7}+yS-bc`M7g{+OY~D
zI)lPxrtNaSFuH7Cda{XBGebC|w2t(w*l2&R#g{TuOf#SPZ9Uf1yQ~h?DqbU*Sl)2l
z`GuvRCdmk_nozA9p6h$b?y-wh!9jgG+Tjl#Nr{;8{i{Fwa_e2R>JHsy6f8w9g(>uD
zYXZf?$0-VjKaJ)Tb!Iz%+nmZ<;hD5v7TyQWrRyT38{WaTHaV`9n(dMYM(exa%(b5s
z)D7Q=21LEHQ;OG5_@U#=$VWoZMUGthDH6Zrn;8Da94U-CD<#)eQWA2`y9r;tDsS-8
zs<e7@H(_d)HWe+sGno-(gPL#U=7QepM&q{|Ae0^J*>PeQNeoqC#e5o?;#CVG0YzLY
z$Rrt8+eK`5&sfbo$t}z;k1<CF_*demL>>z*FZzhMP2P3z!UeuF5~@H{I#81GqAh$C
z&Guvyk-e<o{ay2o^!Mn9kzeYF!%`t@skho7Oc?_?7Mll{dW{>ZJ1Un>gSoKn4xDw2
zmTNlKD{Ozc%2^6xyi{}e*b+!|f_l=)tf?zpt|5%b#jX{!1Z=xarIgLw?<N;+-BdPb
z#bzdhCDTYEbhg5SpLF~^Tk9raa|IX8<W(p0b=8yIiqYUACl4H_1tt^9%;^x2;;PN(
zsG6B0u_jf~))aad`2(~{<OUf?+9Ph{@ZG2Q6A35?V8Uwa=9>h9@hT8kNS19n6y+(<
zI?d`bIrQ6U9C`f(_Eh$luL7GQn_TNR4-B_MTA%u^^;E(&)`WT{7p`i!6Oh*T8HZ^G
zL0GH%^Scl!ymt1l`zgZGbd2A+L5&ET$DGd_Qhc_jp8N`b9SX78&6Jdf&~vER=${`%
z!T#+00L3!VFiUdupeMxCAbc`4e}FtVS1Hp~hk5Wpac<w<#`E`$iUFSn9&r_8Di>du
zR10VA9ED32JY5=#R;Ma&0F`19`J>5t3_Xc@qSTg=`gt{6KyJCQfhJl*2W!UclyuKk
zFeAeuM05E<G1LMikuHM8hllkfo6Jw*NxzbJB}$HrDpkYdVr|4!B&AJp2=2nM%oUtM
z>N!ZEmjlS`b%;AV&)nmG_Fqaaz!qs1=`qiHuk9aOA90;ppy#2!U#z0PKh-+*d1e_1
zUvAXG<wwjx8W{3e4{mp=NN?9V!#Y!;8LKpED6X3BYdL4^biC{zb6cXg!8Kyg-VBf5
z&PP;-HCTO8hCjN}#CdqqhFn+6-U<i;{vXO8LP;>CyJ$Lb&eMh;Cr&{<H|Uzwmuli9
zpUq$VnFH?^*ep_h0e`5AV3T?90qIrL?&8;#NPKC7SWTbiD@L*ej)%4Jg5|DGd*szO
zCE+tf50Gbe3$J@}v#UG?p@s;YA#5kmK3F2;y$^M{F+U4hPh9enbWw1nCoZADb?uGV
zqfG_<#t2XCugB}VOl^WQPZd|+>clGjs)4T22l^6|D>iF1{uRLy3eA!4%I2-j0{<dJ
zU^hL*6E<=gHWO39y1b?Tk2|@~S_obOTV2OD*@_3v+SHrNG#@I;*y*2!qY~hqgN6dL
zyp^aQ5;)sj0yrOVl7x&6RX*<Zb%|d8%!VU)7J!?Fu)=D5FSY)2YI@JEYB5f?vs(FG
zg@8t<*q6Z?qn@om`7neeCA!brBgPuy&FW(-*}Ww!NXcunZVj3Sil!<Gj*epGa+Y5V
zb(JIyzvyxm)>iF{T5sI%E0bMYE{Hul(YZlJ%Dhn)l4K4zVRiPBmKgQ94H!>|vkJ*w
zjzkPU`5MEat!-TXt&+`g7%E&(e}2#^{Q2rn=pLgjqLljWq?+(+=5I4vY><~oSSFxg
zY||qItNaNKhj$wb`b<Bg7aa7Ju5jjW@vO#&7@dyX_rAYAf?QendFdf$w`K|>@jH6>
zdkA7L18dBVa#AIPZ$)B|iPz<^ZKT;@RTc|wA|_FjB2$IjBa2Ldpfg<vLajP&2%3%u
z?y6CzV4OSuiEmwFDD|4RUbLE-el>iZ${ArALo=GlZ|U4G<@%<2yyyWMXcD9sl-VX)
zVSU(_UJ+{LMwkW37V7g>xszu4_N02Nz<Z@Lctw`>-+$VpFbQoC%UwJb5j_>}I|I3Y
z>_9-YRLIb-=XVU2Z+@!mOf~nL)o56;w>0>@$8O*MCN{Vl-y-B1qx|^|NquqCrkGcV
zaE8cNYdsP-$fJU37VM~95~S!8W8><!<#fC#6QvmnxE7Gb_bGzT41%$|GrLG=qs6Yv
zCG}uW-nBRh2kWJFbvq$ru?APfQQ{L{CEB0RPXi;MXtI&eDvqR_YtDo{@tVO0?r#^e
z*wex@F^iwa_F1@9a*>)TZ2G&=vxa|(g*$Z-GOorNRR6RmGmouc4fi!(<(D(IQp&b9
zu&$cJs(N~w4}nDwdlQl?%sBpu^3WD^g_OcaK&z)6`0Ji)Zwt7^-y(Xf6Aw4ZYU-7R
zAPp7}eCwsFOPDC0#`+j6f7L)gyn|$$)qs^)rCiOSD!ND+axuChdH6eNvo-m2asT-W
zrHWkP{bqJTCn3V+kJk3(1r%kGriB!IRQ1m6bf{W*5?`914Fn~)Shk$lMWIuzAr_xX
zB@5I{mtIS7sc@C)U;cEu?NmTQY>i$zEzZ5P4dmbrK*Tj3Rniyu@F$FF7?1ayB!8nf
z9bV}sPD<NASLbs^EpBz)MRc_%C-z?Z@tQ$@Lf=4xCiVm;l3}SvS*@P-;z**RI4k-v
zKj*5hc8U-2aytulK)!92e2p;CuQx&0o+|eomQqq5)Oo6poiE8-AB0Kk2LxP)Q`}7(
zh=tsLeKMI^g~{@ZUfyEPd2Gr(jfYJjW<Hn7?ri*Yc3Co!j@CUjv&vrf?SN68f&S1e
z?`z*24dEa~!&^=$Jg0YqE~##d=5mFU0!hC3KX@sXJEu-h#oz)wwih8IsbwMX4NO&y
zt(=0;>*=#R#1fqO)hfOr5S-jmik0Upb}gCPKqY@Vn*P+~WbMaMC79QsLD6@)OO<{q
zz`$iut!V+-ydv>+=@z8HGhAD;9VX`wBJWMH$diM}$i9YBqpdCzC`|(?<lES^`J7}V
z=cvTqzUPLk!^MTpTh$L_<9l|eyLj_GLZ4oZUZL8w3x)-@=q&7On2q<G$+R)L&R|!Z
zXX_Fox6i4)FJT)bm2+0@2N8E__4*^jxB6FWsbTgGw;$W0yfOkbVpo?)y|u*}sRDn>
zNRXZuz3UMn7OjpKpG>(aY)i0$E0g(D?|VCNz6gmb;4v*Xx#TRoi0p|xF?9tS6gXZb
z?<yF^`un58O00sK@z*hfg-gU=A(Xe-vxN1wRGUs-yH<FWua3`Hqkn{z`X$W>Kb!64
z4xI5LJv+5Wja#jGKg68A-{k7koFK1#`qg>^W9)*lf`-+=e-<?2qV`P7+44Km+$jPs
zdMp^Ov<|XX{L>E_?&UO!JWH}Lay;^7lF!5Tpr$)TYg2uWsR@rWQc2WstL1*~GPJmZ
zYg_Bgyb;Vkt`x#ud4mGWR_j5<%Tc*Pi%F;FMTib7h>6E>vYtyq*A#Y9D#10}hx-s!
z?Tpn-nc&R?SQdrIX`)PMTSr(6NxqY)#qwYC<zf&|!=Gr{A45o_#XMhM+<9YML@`IJ
zbvg;eK?`Id6M3?nTf-Aw3nG5xxau(f{*Hp~s7FsWhiJ32^r0{#ZA{mkh4r#?uH_Hb
zH{qz9?Ksj1nKfTNq*F1`&DoMaXrT~Oa$jM~CcaaaPn)RXa=|{hP<oZ2_tzWE3+HaR
zF@sDL?-z1w4ZgG?5&pRvr$7*IrDx&h5X-`8?cLxNH}hZ>ItWw7j3aBG6E%ekI$$KG
z8cIr)*qZq$se-SnVNp&#M2!;0>eeG6cNK%rQ{FYk<f5I-dLL8S_x4lJ<HlX7X+kA+
z<PEvOobr!JUF|@9?L=iKW}0J9r;y~3GPr&L>Tgjia_uK_)m{AGcG|b<agzk0k~nL0
z&<8PA$BsT;{{CWlOpr}Pjp&N$et{PHMfY<Xdss-#S2&_Xaa}VLBb)cz+~QZc*WWuh
z_2@PcMg>u>$*<8u|JW3B+r=#L+=0~D?P3sTR^Gx@2hC{*{(crp85vvlI4p;pN5id*
zESPD#9+HzF<ovR@&Onp0B=Gh3yAADf>OI!FPWu|O)}80stnGS@!%F?}A^%U$XWFpR
z8%MT6*e$<aH6f>N5`_qIe-CQ7KNpe5#kKhDUmlEwLdnvj{if7RDfCMrWAWg^Hq9{N
zY!OK)0W>?4Oy1rvChpRL-co*!*!M}Uq{C+6opbh!{x|NL`i2`yL;hGBo*MctQ5AIW
z3WINZg8GCdHUdq_+)?<+Znl%BBcF4*?eLEX>INCh{ovk&i;e00GCfHzX(3Ek(#@@=
z+@=iwtR5O}rQ*9@spM%>i-?!s4E&%jJ>L;NdbR}G(z3)7!^{R+oFdGTj3pS8(yIw@
zRU>V0?`*y;zjcLy7jjtPW<g&pvA-&O`a+x=@BtYc1fLhusl0NF5h+*3MCn-Er=?=r
zmf>FdG_H$3@yJ?q7UeCm%57=$1ha60x1-7XN9Vi8Mx7kOkF=#jrnFA!6=T|8<Sw~R
zLhU?<o=56ew9xlsP!JTDF>qFByV9w`LHFyzAWn;Br!oIE<t^B0mj*STK4M+;=g6hy
z-s#+nitax$qv1jttX7GAq7rm04+_B;ou3zbJ$sf2HWJp-(4f+oS*HjX<iGS2q|qrZ
z#!s_6+A04^NNq=AUab(-8&x(|nDLL2|ERTE*eT&Z<zl;SVaT1BzGIT81C`uMP#P{%
zr^ID4?DreQJnpVooFz(=kbkEywv!}c#v7MO!oOz{-qZN@HMNw^=hg^PjC>PVO@)4V
zQ+~+z{)pcC_<R~uqQNXD<AgowQOknnJyEd>M58LOXbrr$9|xqNdp?sL<Om43I6{DU
z^$faKOmI+wVJ4OMI8$D?wCgp#i@xNB&#1{%Kk|!biw_tAZDyh)P>a~Rx<hAd^s7Qp
z!>Q-i!CuvIIQw8z!dAi8M>g~Rv7hTgpm6(gYt&Oc-DOxNP&kT_r}MG>nTGb7uwm(7
z8CHMd+>4K_%ByxOFUYr>swfJ<AafjE4!4wKNG;3}`d4ph;(n~cK!s1Hy4qT~g;XQ6
zd;S~83SZL`7)eKn@Q4=pqijC*{M^tF#vnTwtZ>eWuCZ~4l+KThG6ORL$GPaF_G1{?
zLX?z`a0$Wc^B*UYZOh5u1~B1TK{qip|17`0(!5u`5fi<4Yy6$>{Y6oWld4LoXjU#8
z_x^xdApa_rF=|R$RaeT5PHD=Fdu|XR3R4kJVoPg#)CJ@G%B?c)xCrGc>CY8|OOpRv
zxk6F1<sU?q41ywf9sw|3^m`)i@Xkn{yz{|?vJx|99M#ynSmu0U$cf4obDz@I(%+Bv
z5cU&^7Qa@KJMvHUy7Zru#<ls1ceBFYt>iKf-EILghPGP%97#bglOHbs74EUbC%<?u
z;34G<O?cjo9V**L<_X65+rG24w_hKg3y;F55i~zo86{^`%c3+mhad*YwOP8xmf`w`
zt$niN_wl-@8~$$g3@(XyA5z?lyQMgc>EHRHFCy8G>9T>4vKk_{2+3|@YZ`X6)@ahh
zGse@y$5Hv~<nfh58N|O1W7c+=$ZpgmpmRS2dPNVEBC32W#U?6yC+2Ob4R>}1Z~skP
z0n7huPP|~|t|#AE^6c7PTXewJXLz#vRpkHbi(D|a^Dmg;FTU`fXwN@kA8B1nfTsE%
zNU0Y^3teM-0K=i9Wnum2M1Fp27mzv?Gd&9vh>8KsU(f-l1syFNBQ-7XVt!$y#2j=j
zO!fJ!j4l2FOz?quDhB{4VFcUxi&r^-sOTA)!Pf%1Hll{6#wHE`=)nZ;PyiUGF96}g
zO8qhpP60qJ3;`qv{8jaTB3CT`P0lZN{s&4-Ok7??Sn2;ki2*c~qlK>B|1~Ja3J&o9
z0L1_V>HmxxtoC26)PF?%?_aHh2mXb){m;RJb%DA6Ke1wLFUbKe{~K0}3E+RgtQbA8
zPhMCtfPw<EVvJz^2x#;G-2-ODz)aM?vtq0O_4LAu0h{bEE5<?#;9)PU7y}zXh`q34
z3}Eu>g%x9D1<0=#R*V5ae*Uszi~xTGRsi59z}sI|?1f=_Va5K%fc+)Lz*HKT7z4N|
zfHV3B7Y0yRU@i=dPXT=|3>Y(*r23120o>MK28<c-{+9s*j>|t7uopV+g#lv%to&ub
z=mCE0F9QaKlKwJaOaN>3mjPn|@&b1QZoqmk!UP7&UKlWNhJP6_Fi!`R6%b}Npbre<
zy=3^80b>BucrOeX6Dxpuy)a-*v<xo?6oAD3l3+lhKuG{$p#`&7V4(-<_Ll);19Mz2
z3>X7Y2Ji*2h5%;umjPo0sJXuk7?{-i%YcDtvwt#Rz~~DD2Cn`;<b~UNVZgw1Ul=fE
zF!uGA0RuR*e=uM`{$KzM9LGNyFfh;s-XZ|J1*XYf7%;HqzYG`?*aUC^R1C-n2oW45
z8?c`MlfXU$^I`xD2C!_vG65S95b!?yi-o<60$3Qp_5o1=bQmCvz+wZpHbB6u!om!e
z7d=1$a09Fi3xNIsKER`ZNw5!qzXKeA89OF`!~+WxE712MK;M4=XD|1Hf1Uh)0B0<8
zFZaFwd*Cc_NP2@7E$Esv(Af7id|}ifq0f7igwKwhLOw<_M0ApbX@X)+y9?2W$F)Lv
zB|Tg9(PQ4Wc5V+Fx0eTnN6U|?k0sOLc+DfSw>7ujr9AB1ZTqDo^Yv4C*L9W7%^L-O
zf-A5d^S6hZ4HqPH9e#h&PM<$Eds4RB=Sjbkeb4sGgF$+U-J*?YN?C<dmybxwOcnOb
zXr9~?OWf;L*P`i4-VlOv-fg)&ui?~$7{}}iM^qbXPh@JwpSI+Bz&!y|iDjCQ^s!>5
z(~$F_374c@>jz$Dwc>QT7P->RuvS<52BXEa7>ZM=*>mUUl<a-3DbMsz>4W-_S*aE8
zTT=PG+CK~IkC{T}(PeeY40J8p=*i?9l&zNTG>As+cuj7w^n_n@4G)wP@xB}u@ia}Y
z*_T%wb?*S5!qs?Nv0gpNJ*py>v><G$VSD1rRq!$6JHrm5(qr!8B=}SFVmQF7`E0*6
z?6MJ&DbXM_K-|p|cT=l1_>hCJ$s0s1PsTpR7c~eOV8#NAez4>tzSw1Dn;`Z9$I$L5
zh`Jtx!}g%c`O$%WLaabQl{V@9AkH59&v=atQUdc}`f#3LdJ=><rczv0^WOrgef|XI
z;jqEdk<KDBX$!+Y=VeplD}*JYV22uUkTAU2K2fUfxO|^PMZ!9UZd9SC&>1j53PKQp
zMo3Gi)*0B$$bT&W;g3J&mr(0~PekFqn2pZ;Gr|F$o}o*`2ulPy)sVA1&;W*<h(VtG
zv}i(A+%I2oT_)Ztlm|+H>}{8pxZfnINK!ME?PfzTibzm;8(;XAYMKNQ8I?iwAoL)D
zCdS!t{3QSAgdzU1k%RfVdCKS#vBBnJxNF)0q<7<@cvU-z@jHsi=9@3}DvtNlDbgQR
z=u_8s!%*FLD9T1?160#s9Izs6;h4);WbWGbH%czz+dez3Fe7s<JwwY*l%f0=?`i;Y
z_urqD|2Q$MO!P1BCH^ZE6Z{V1pHKdOe}?`ip0?x$>!LV4<D{4Jb=74=moYVO=Z#+o
z>1RJb4R$|Knp|jpH{T2Tz0_2LKdB6!#PQ4SM#PCR0fYgs<SQL|azqu7zbV_|EjG@2
z%YcL`ukRk8pE*~~x$rjGehweB8fDfgyRSHEX!b?e+B!O3s^D(pp<&};q`t2wBW0$%
zsf*;pf4k;YH9D5Wz<QqHhSSN(GaBg96{uK-r`2zpbx)6*mVMsg?b_kC+}m4lPv+q0
zxo+z4csXl}nrZ#$xk$KE*}OsA+|bxm?OKKbD|`!Ej(`vrffO#Ig@vApgN=cL_1ra}
z&0yR@cV3suU^MEcYi}|RPhi&iotxQAMwa&hJ{)yjAWv_ju(^SAd;L!}pMfF94w_o0
zOE^K%Ojl6qZ=ChF^#|JhTos>KeyoK)RXz6E%FuIpu+)BhT-a>MJFQid;;`;0Sr{6X
z$Zj4YE^1(+PS&XByc*WWjMlWJu%p05<=V#Dx12G(`t0<<7=8z~;=*<U6+U}B3YUl3
z=^%NdFESj{`ReDM3|1EB;KFe8-LHhAqvx&iqJEykjZd3ek(O9vSYx=^W8Q)7Vb5d6
z<XL;(PD?c(INi9ouO7mS<i7LSyt8(fet5XpK|(!7<%#8K(@Bk?w|(l-*5<reuM;aG
zsdW3vXt<tGoxG$q)3(TP8CZfR{kTH`uU(S;<^B&RjU&ssQZz-A^dBdMXx#*)nRleW
zm7h;>@F-sie}9Fg3T084e*6H>uI-DagYyu<l(W;3xeCIgeg%Wk(7kO~Y{6>`>*?hB
z^*(x*uM78JA1_t!sl#A21MRk1oS#?$9+BRPV@ZgGl{=@YUyA<YFCuy<=Qe6-XQ@{h
zHu(ix;;`?QkD>G{z2Dz3Xb8ZRC&R4Hk#wq?vio=tzPi85sOIGsv1yIcj^Ampxw7Ew
z$r+kis_cO=snzp?#SRM?7SCfx=6uX#pLje!UOwpm(;?om0cHKpsaoAxTxxf7p7OIe
zPD~@G0?|~ynZY7=qtFkzSM_$=A&KT&0)z9rMok3;q1A{K;nU^Qp|MRW`v}BAcnY5s
zv^2Gp<be-ph-uX|6g6;u!UyW|zqdA4!JQYpF2kcbfL+H{;YsO?SW~Dg6>kg-*PJO+
zoTuaz$6@%|iSPQu!(T@Sf0DP&X-?x^6SAp|P6EsjOgmnKjh#b+5T7Wync?Nl+L7P(
zm+G3lKRqOn2S<-WE0W7~R9z%K9e0NGfoc5Ow?cBX?QPY0KVW#K>(Q#Wg{6b^;{+~m
ze;VlJc8!Bx9ovgL7@1Rdy7Ns!L#B1Aq?>OTciabIpAX}D$=VqFf#K|_%qPi^tPN$4
zg5!-1Gi1W5<_W*SiK_vbzw>ZZs7R&?LHO?6r`f^7zR5brPfkVO8nWHR`P~;uMQCSu
z%SEC2<WMqDL-I^VJ@%y24xT-)`B7y<(}CC9W+%_G{R_p6HY%+b&cT7HW_TJcd2OoT
zHv>60ANj-rF(LOTa)d!4$gDT6K0AB{kM7d@_gDHKI?Ybt@yrv&49RPJO68e2WIC^`
zWgu=lHA3~4zT^Fxq!LY5D|J#ywsZ?UQh-S5?vzeWDJN!_nERzQAMqjCphsOy;wv#b
z|0``rxZmU?o1!7hWci=on%clk5a8QEImc@qpwTBz6|uh87D*@!P#3U0SdWszq?jSN
z$650&w9t)=A%l|P!_dK(*zzaY6&8NI+%dzM0@L8}$N~4qbBll~wsm)YJ_<R!e4N~|
z+8lXU1F09^^9XaP+j*^q9O)x_j=mV0cp#iI*(EViXt|$P#3$()&V()3FS@c~A8f0b
zAfOlw_64i3x3ao_6c-H*sS8_F$<tI$;ce?}Nevq$1tCJhoT<u};}7{@I|#=|^|bIp
zDui;c^%ke6W}|2xYdb?JWJBm4l+q}fO-@>}S+bH&gfo3ccQ(~KxqEwK=A>gMhxBuJ
zQ-fkWdkQ7m;z-~y-;dvEvbj&nEq|z6^5h;(fCVr2kQJ$g(p2Y&v4MG6|I4zyJ1wrq
zAS}d*P=`OoD#n1{)Py643o>`$S?WSL6y7y5m54Zv2eD5*FD#zR0|K5uw@vRsXbhrj
z43tKv(ffzPOY4cw;n+Dv{%v$@_L#P_gmaxPk-01=pVfUQ6X(0Pj2Q6c{Z;IFeC70U
zlcnTB1YS4CN-J5vC#t{t^_0#eLT_HaRl^=UC=jVx9>hne)|>aCm-z96Z%TBbK_!uU
zk;9py?S|`ENy1`H`6_O<D=eVR4|lms2eJ%aa^PoD%v;0t$7(q0A0kGgUk&J~k&MLe
zI#@<@;(lK`wX0*-q-0mTH;l!^VUyYmL0ZMXs%|QdiaMHn90?fw%phuFr6(!)1>qA_
z85bX9cQlSf#i%5Py@PmUhR;UYZ+|)?S+gxTw93=~72;T9(#Fq$f@J8Xk>gSw>eQwK
zuPPZh4v)BY__mEzI0U#q4zXB{qe=B@r`;|GgtD|+2gdfV(+EkSw`^>%Sl>1Mutt4D
zNhUxdC$`xH-Slz)9rcV?HTx6u@^X^qA5b(iBMuKy15c&B6>e39gZPxOUpH4U&rOrn
z$e`Y5^+bX6$S|ldGclT`mFw_;)nyiQ=^WbUcY$n4P)WHTmFr~vF=rmK_1vRGtAy#|
zj5FBU{Ou6>ubSOrF$`7W{FM~dhQ0*~dO4+zgr$#=SB3UOiAKysK(@4egTytGlCz6k
zk$ztCJ$;=-fI1}Q262ooR`v{G6fx4eHeX7ibJedxvCG<l#9|=gydi}M-AhD>QBh4k
ztOun`EEQ|88mnjz`?k=gqvuvhVte#-{-ZH^;xt;)=0~zTaS>Uy!5FIIh2$lJV@Y4i
z68YTxkl*|mGwf7Ww@K)Jjlue(Y-UndkAk+`5>PWIxv(Sx#3OOYT`AvhNIl&7B{bc|
z`U^gvwNumu(~q5e=&Jhm4WWRaG6u^~I05$T?2XS?(bN(0$mm?d1`T03@wgpm2JFtD
zjWvGW8Q<L@El1MgKVx^^O${Fo8r0^3HOX{m7{<=R;o!q1;?DB)TNJwVL=W^r#cGRO
zxVY_)nr2%EyUX&#zD=``Q%|!<zL&>QO6Ai@HgY+PoZq5Ixiq~%_wi4bhDyGx4I8lg
z%6+2A{;_}bp18j>!Im(QICs;<z{E<uDz`_Cw=h{*BK=f7`@(Z7RSR8JLM@`Vk*#5(
zc$hIpG?h{_iV$05a&6D|t%spg8+lQMT6(ziah|;S!1il%w+NlRfE*V7<q9_aS;b$h
zZ}KTrV6RS#jwRu|IL;qR?9mZDNe-L0-*Z}v71hFd?7ZTxgC3=y^MDe()}LNAV$rT-
zFgGDn#x{mif|nHMvK+UmYApziYS|FpEN~r=P~Kw*Z+boKG%8BfqvoZ6Sf^Hpu~Iqw
z<yq-fzkNP=VuI|=hl5V#Bk4DAAWu*I85)d^BIy<gjW^$#8mk%#!iU>>WaJGC!b4g+
z-4*n0E2Z#!ifA@}Y$nEJI^Ngzx(Emfd(fq(mnH_myDSjB+a?P(-$%@8U7LY>xQQRj
zp=UZ(R8Ad{u05vVcGWo95I!OFuq;rnwWdX0Pp{Rjdu0K;{D9qhzDBtF<aIOpq1)#^
zF`cNMhs2d(x(G9``*F3dH~9nbm8g|&Q8YuYhpwER7@wtXiI|}*W-OhOaO!Wu;$n-2
zxp7nuOQnaI%l(jE36;6S5(W9zS@>UEX>O2|hO^E&lW|k#jgqs27noR~Va=38M9i;)
zhknD3W=-se9=99e?wKz<Bmc=?UVMJ%n;B#^v{NCVmXrR+p@DhjH6P0oZ(M*kH0KlD
zdrxd<&uh6!<PGKh!1f0$56B~zPUZq@223SO8S6gB;i3mWkJLHwnO;Sz0Lae$!Rft)
zkjA$h^zo;ADBn+rbE2GU3HJ10S!WT6y-Xw>U_V&tJ9j{%@l;xQJ8Q}c3)y1H#l*&u
z^u))>qdZmy<3e~hUJ}_n-?gUOL|EGtGNw|(oU4TOx!ppv%v4O&eGVSxA(*cE&QTqy
zbw=f46C#W)9@P2ei>-Bh1q9F12E3+RD;%tCzlJ*R4{TCc+lP!rvoayw*cjR{s=*MM
zq>uC?q6{_fW#66ncGulwy=mNrseokQaqBBh&e?IQ5KT6XLtUB8nsdHkyzU8XqPc_C
zVcD#u^ci#Gv$#5lf?jPLG*Yml(zRM8IruG5u&RK1<mlgj<>;Kri30P1xcIAK?5>0&
z^S1m~iZ_kxFlw2&x6T>*7q(LGa+OQad$zw*RaxJe_ppbm_EG&IWkOqno^PN<xw79D
zj4nNX!#f`QE+N|Q{jr&Xtnom4D%H35^ioAj?kW9MCf|KZcKp!~Zf%CN*JjX9l;VFu
znRDiGL1J9^I(K}O-Agqy{HcIqz{h%F9BfM2WFRkAl1R8krIlRAq;8s9ZAy*dS@+B6
zTfeKexLRs@WJRQQgD)(~(`-G5RW|;JT?t>rnD&p)9_;T<_g0loCL^oi5f3*{kMgEr
zZFw(7GBw52&@n83@OjC)@lN(nTc4Zy%B)#a!C$M%RA^w+UJ5~IoS}NWJrJ7PYB}Ye
z^H{lD^sKk<zlq(lWn$XeVq&u0ijB3kjeWg~c}{bD+EEh+6Eppa8qtXzwW66$hTA0+
zX{WRIMD-)$3Y53+n7`C&C<nU8Sd3oHVgl7Gji|g1d4@TaM1u2Pxhlnutjvp}&OY*Y
zsSPr61#jMW%(A+7FUPyC*=#T9aG$)AfWVG`(x7d0eAiTNL9QNOu6!6@pRcv5HUrI(
zgFWgm{>y`B7D3Qy*8S1S1eSd(jsxd>ce`ur4YuSlY5nweIKO?Ufr69UTP;~Fc?}RX
z+ID;(9o;<W;c!o46@gv{n?#j+vM(c$=zy&Ru2Qadf$mK-PTqJvLMOo|hhzsjtK!kz
z&n&0#ZCx1!L-~!(-5#hOr$pv7zWts0uuoU@NRqj^?DT5s>8gIoiaWn9EiF>7&H_?x
zK5uHLyj_gG#PFP#I+KT8>yb@rn?~}xuR`kN93RFrdvt%wzpN}g6qQP^VR)XMX{Ttr
zlG|_B*X#?cBNQqj3zH?^q%ZS<c}sb4R*dl6+dgyxMUiPa0@M4(LC7ZOr?65qFNWrJ
zj^Xh5b@B(zYi;`lqzex`TuEr(6RxhWbeMI-M_I%-tRUXDSD<2ukUJQD(^#zD;_>KA
zPF%KWHHc#@$U8@=oVg$@*V;e0ESs9UF|)P@ijfVhFf9<yE@=Im!shag;%X%XVS6}D
zJyv+WM6vUvmM%~ckZhk+2k@jI2`p<l-q1oz?(dpS)R}PMnc_$v7F@x=PId|)dizgS
zoSggGuhApvdUyyI$H6B(Vh|kgf5c}s`EYnn@-a8_C?`Fgz4&Tn=RNd$C;vK95!2=+
zpCr}JVC$|%964cmwIuu@NxuRc2#zU2hAs3hmAAC;Eh9gFQq`oO870Uh`wCe|6jDo|
zWM}z8Dsa9QX#WG7p24$`-QDzl?xy!A6k`tcCC~a8!mUy7n<oqYCxvV52Qse!9v;`-
zfDx+5UPl)N$3=HSjjq&mA`!l`fqQb8*xJa_k5_GnO_E&mkHjR(nG&j@%TR}GBQ6T2
zkn_z5t`#2p$5-qbRu?A6+rjR}c2-51?)D35`6KFY3*?EFQya@ueJ|Bd5!Jh$?qXGv
zHK^m|zx*mr$NR>+tq~#~hRmkX44L1>d-4fi&QL5-RYU!~3l0jc_N#L_C8DdK_iCYX
zX;QYGb9hHNAc1!ujt}BfNMHo4)p=&#eI|U^mNsst|3%!J)+IcjpU-0w-(e(Oe)KhM
z{4=Y-KnWwcrS%(J<^uxFL7WM3h?#e-tOAEJ@6EhF|JYe3My5N<{_#n6Gi>EU$4JIj
z-La>{NfLqLne9|+&za!&Mxo^0rzuClM@FCMo7uWkZna4eg&arKvSz7YX%+l|1Ciz)
zp(z4C6Qpf=;$TF*EV^s7=YZL7ncA9T<=2!nMCHG+s31QjZ<U)~D-u@(eN8lprWca#
zT_5jRZnj0^xawa%%4y!ax~iD?Xgt2qNj(Z0p@j%^IN>(3_*#Y`=?GPMeSY6z@Fi+F
zhoYbF%{^&`H6pyc3k6qjY7lo*W1Xp>Rt~jfy4|Zg24gPzsjt15tdcn2d%uOo9DZ6>
z5L?)tpRp>nHIa#NDxz*rgxBz);o&Q-+a193Ni@{)hNe(?))d`R3Q#l&j7ZwhJteEA
zlqZ6**c}ufVi`ni_-Qgu@P@cP2g8h|)J?2{gg0*CZA_Q;QqAG!&#bI?lKRVUTCJ7~
zW`4%;ze)mfx}&^4on^0S>sjjfGtiChczj8~$d-6QNdE3LQ+tcseGbRy24BJ;Zxk51
zk7{lmj-Si%#;9(~%j<-M&sp63&7bVnSrg^si};{b6@y*rv}Lg;G4B2R^fdO8M*>O1
zg>HtnKGEBL8p51aH#gN^6!|QoMzbooJ8zeN@MYO~+u?Ut<q>W*K%m@J4Xvv028FQp
zX1}+UhPx0b^ouVWz>qLhU8jU>&WQac8z#B9-s)?_gLAf=0?AdF9pDWSUupp(0TEi4
zxV6j3&xiAwKOEJ;)E4r9UUH34;S7NcKP<XX{uHt1%GZ?VsM!IXs-hgFH|g`xN<h}Y
z+3Ihjdc5PaZqxv|wZu4nBGr8Im|pk*{N^7<?@=OukrG82;&ItX+fWv=z1mtPBj-4;
z!c`&-vL8cidFY78tKO37&QComNXNP^8UF?$`N~`d0`6O2rSI&jk=<`2CD1anO~P1@
zJx<gj^?R>R)Iw-+NFH_^8MI0o8qrNGun`Mm5A>2;-uFuuB$vaGJ2$d@zMtT3emU6&
zy(=+`4LL)#siLK0tHy6F-pu(?5qn@!Dy+i$ivNjAEOI*c%*Vv+8xt<;Q;LTXaY`W4
z9J4bbxs*i5`iST1o0A?dxAE?b)ox6vp+rW)6leK&Y_(Tw^!qZ0!iU<Vt<J0^y4u&|
z65S(oh7?>5pUVjqK)Kb`@^1!$aqY0$dcL8vm0r9XiSgkQ<<&7E#APGQ(KO8uYw5W2
zC5~2X<;#fN0m0J7>5w<{k~5oMx@i=l7JU@$@SRm9gK6yvGsdntzaX6JW!z+i8@dZh
z3>W0$l^nKW*AZ;YR!gKBWYktvlgE35qIu4niM{IrTD`By-Ne)S_JtXVna3vS1arj7
z=UL~_`?ooBTHvrldKq%dyRME6t5toY&(ASkAQUTiSgUhU#Dp@1Ybt21Pd{PNX0$d=
zMuO$tuLQ@D1>mj*BT9M~I$T_42u5^bwpKCnI$h7RR;`8ZYbf6B2U}6ahUMv91x!?R
z*Y`mU$v)ng;F&m7=dV(mZ9j*~zhStomx|)4i-d!_^7>U7eZ!Ceee9>&u8A#}JH7C@
zm&0Qkay13JTNqR!_jXe*^aRE^_xd<~1fr?xw4?pomM6omM+Kvw@`~TiQp(6M&4YxU
zW9>NnC{D^ju1>e=aP5tLPzFOEKEZ2QZbea1($@YGyvY3PpHgH>L!DO;H6o>*q;;S%
z+MUnJZ*?MsGH*vnf}Mpy-TnRd<4*+JQ>E#A8^>jpxDWn3P}9F2XVwLJ46n8xI@3xA
zXH+g0SJ0=M2NNjCM^zOGW}Z!d<X}fnFykB;;x&Xd1T7x5w5Pfe!o<SF=1ZUo%+mDW
zCm$wft%&)h(6F|XJu4C^S$<&U<GVc$e^xbO!Fw`frXWxtN`|XOkgxe&%9Q+GXL2GU
zuBU4NXY9H2K@XxPm1ahqw2Itrmbx<Ll>qT)bH$N@A8B`Y^EM)i3K^>U%zKgeRL$-L
z9E~l!DNccVKN{6L&2^AfLPVY3=?QwQQF?hfO4rq0k)N17-}BKHx@cQ@73mgNcxH?C
zD##(P5g_;X9{r-&H!Q)Y={7(zH7leqb0L0nA-YUL!~S5h+lg2RSse4-gx%IeA)J$>
z#*Rv-(*wy~Z<$&w!6cfLoGK%oRC+8zO4+2>#XwCk=sRm&X@0LmsqbbT{@FTz&0A!a
zz}c#r)#K3)hn<XSMyB@#2Sb^3@NfeM8d#kg-{j`;k8|f6YsCeS=Tr?pI>bMtXOHw@
zedr*$m<P!h$jjw-iBu~cj3}vmOF-`*)uK8oe!yPtwW@txP6T@+t)0#icDBoBQelj?
zMR%;*^B5r-TE;w^KHE8_X{CdV)u1&rrHvW&l=<r&Iqi7%I~?Zes^HYGkx-t#BCALp
zmGC+`Y!Gp*%J2^T5qVR>EjIndszZjRzGt`)`K&gQSZE!$%TIw!$URZg(;`LCoV2bs
zvP?Sm&$;2L^MOQktr4k6m3DEz^h!RLf2WJ{xlTcUkC#SMM`kX7NVn+wJ0q2>+POgB
z`nPcX)RrOcueR7>J;@1A{8xB32Y)!@@zpbAc|osFx;wDGs5wa+ac7zTz=(|qv2X6M
z8D)(FIm_F2Y3892COJr}<)q-Rmh+b%!PmbswWoP?RJ@-CzXGX%J(}$6yvj%m57#lJ
zGX4348`AXDiD0S1n~)AGu^}Yn4Lk5LlBQ~={Gm6h-Y2&bEMG_JFEzWCyC~nO_%KVc
z{<wzk$uq{56_SfIRkw!=IH)#F-o<OXq<mu^jB$0y3hw4ms#9i*xU_H(P(WAWuI(2|
zFGOTLgX!QzgAp%dVQt^5$;Rdwx<u?&LMd~!6&4Z{{1p<Uad7ojSm*~m^}!?NC;8C-
z#oIdoS+Xtax?NqiZQHhO+je!?wrzCTwr$%syKLNAYoBxWK5_TOdoSX}oDn%Qb0kJ)
zM$W|df5U%j?C5q$;z9yn@Cw&}k>?6jpB3(yD+d4BOsRq%vd02Og*W_H=v#B7AO>ly
zgh~<NEt_Pus@kuBUIUgiYLx&E&V&pl6-tL4Uf)`mo($iop+og9escNU0{To{6?Mz1
z-WV5JZ{RwYNpEH?HH|p2pVSz<n)Y?z*|;3P50Uj?1c+djJ7!@`0!~*_SV2e!!lm=c
zU<S(Atdv%3oIXHJ_gUG6m1vCRO-$1mD@##}-4}o~63pNY2$eMY+=vF9oRn^6is-Z}
zXx3o3dpL0*Iu(jhPZlt;qFWw>tvmY{@-XY@B-oY2<mj+@jkfy3TV|x>J&jz|q!a`!
z8py!o;Cbz8Jo2TU_PZH3zx)Lrcw3-|^D$m^0i1&Qix^1ZM=oW;N$POl0$2BitV)3Y
zSm0Ro8e;(ac@cz%76|-m`2c&X`dCY2X<ykEvT9B&Sllfn9wa8+;-K?dJ~FcPnX?r=
zT6^(t!0z6q;&rr7-jmNP#GYM-5q%@$YLp=T#WN@WQ^oE~Dr{Y>Wpnh<8fVa+Wd=I>
z2>xWk>lqH>r)d0JmFQJFw)vZCU23!J94e#OpiG^oflK!?Y}36Vx*j><P5`x41t`wm
zJFj#gsJ4e7lyK>ck8G<%ZXzTT_}K(8L?Q^V-8j6nUmKn*-(~(8H1LMKqPY!@PF4nj
zIk94-$}f7I#0=H=9QD{#(IaA!)PU;|?NX2Zkx<_XYFmg;->X4}&mPxrp-K(83K!F0
ze`}P-v2e}%zIAiWpI)7#pWT(jCX0{IkUBD?4<732{sK-g(VOh{<jB%r+@>NSHse&3
zNO7(4P?iKVNF;?Io+w^Wk)1xk^qW-<8Oxet68(K$Uk$AljjD2#)G_6F5{LqjO?!6X
z+YQ{O$piKwQ!0*U6^-!+erNcm5|uKItv=qy{9pc*dZxT!m%}oTJg%#0?F@(OA%=B0
z#%}GMX%=W*G16_0q$O47!i6m=cYf)vXs4te!tn4if7bViCS{dZtSSj~33rWYA}fa_
zB_Jd*1Tz9CNBmddB<Z^B1^LJ@g0jymN3I(u`||~j(FN??_$C-e5b?y<SH5QH;}T|B
z+M~)am&{XW_Hzxd0*SF2oS&}OFxs-4)-lN5uGc05?in=N(-lkML1Sk?0^cX#l;!;K
zd;_#Ef_PLO(K{#QgtVyHjVAjkDHH@N3ucUDss`e0Fe)|j@kO(@?7wnxEwQ|<&M&_H
z7-~kr5|a4-de?O-G1CJkab#fonQ(~PN-xQW<O5@7>QbJ;Od?RIe`zdv$k6Jq)%nAI
zcVl@sVuPs?zYPVntGeC=xYSED%LQ_Cc0*_pw!A@*RLKdVi)(yzl2YJ~Eg&_})?bCk
zDky`EJ0}~|aLPLfuBuS%dFLf0X2R+fkf;TdnZwV+d4}^V@k&InJ{a&z!lmDI;ZbR~
zx~gI2P&Ea0kmf2X5_8ElTYXTK9El?SHZH{EijJ~^qP*$ZK%1W$ddQMnh3^rG&HPiy
zrbsL*PuC*;7~X8lS;M^X7>mi-<IIR43Tzl-p3txv46#WednUo_v>dk=lhk|XNZCx9
z1As%E96v@uc+U>mqgt$5me4IcVux`#e}ajX$!BCQz~Kk|xubPkuLIu?Qlp|0#Yyw*
z$R9Ej%yNzBt=R$fN=#K7Uv^sT;2Zm@Ucb&fc2*~al}ROKJCJIJZ0FxLm?is7e*-+*
z^nkbg%;pBF!DMyT_M09AGAR^=OT&Lx$cUop=_b!=!sa<@_8LBma;~Y7QZz5YcUu;6
z>glekhv}G8Q#$rOfV*z++6LvaLW5(Zk;3O?SJK`UHs}toj33D)^E_QMwzVnWwA-uy
z@O26oikL`5pR5=ZmX2rWXi`sE77}3l-B3(FpT_8Mr|!KADdg>X)x-6f{2Db}eF+-l
z<@!rizh}=0@)$vkj0&XlJ-;%?30Wny*%mCLk)3_WJ(ka)*VxtMI$+~$qB7%gVj~kN
zf@g<(ittTa^wH4d2R&|fKxU*P1%YaCBnU|=<ibmu+eo6GL0e?>i1^b%Ck$ZFl{TK)
zd2b~i*!ktyjt}?SH777<i?Njytkz?|O;6B}CY##mx?lTy{*xW<d))(Ww_VNFwR?3{
zVIvt^&yh~gsZ*tqNsFJRp07`e^_j7>;j%As1)ejKR<FO6^W{#2*u4P<rzPY$3@5t1
zS~d4OBLs~pbKc>&x*ilKMyHv;cuIYj0j7s~bzMLX|9Zra5MVW{t^Rum1Iq;LtM3Gb
zt!X6=7H5*@%R0m1+&E3qI<)hiflXm65-qK`EK`C&1aT<@?bJA>&8D#?RtLSlBwCo4
zcJ{8Js5pZNg+0kA_Y_g<KCh`*Mm^l}x~TAtUGV*9Ka~2mNMjUHt}M<{+2MpnB3fyW
z5dV*R7KfVZ=~S!$^IC3BSQn(BL6d|q69)o`h#a#9CTUpi#GS31+-<j-+l{G+73?E7
zk~ANE#Xm|v+Zo&r*MKw1-eW-Hl1iyAoQ*Ub?X7+;^AZh`%F(^}FMC~IlzQM|M_sNe
z$WmDv>br1^^KiII_-+Q@fq1^~P@eHrPqMr0gRP<ua=<Iq&TG;c%ZI}vSQ>D=6pwqk
zxLMzX$q@BNsFiCLHgWKadd<`OKl%KS`=xdJZ=j8DpzdFxjsG)>`hO-Gzhzthdm8mG
zmE1pQRC<PQ=<1sS`G3!$GXD*{{)0nhXQufFYVuzg>fcDpf5T9}nZbWw-@jJlzhIQV
zHpAairGJu~>LSYOl9H4{#uoZ2PKx?A4$`(Zwtr3Zf9)px2K4?7a{52H3I8tkPw?!Y
zd*r{Z;lJQA41bOIzgW@#-$>JMGVd>p_Is`VlQjKaw34l;xX`zu?Vk$AzY6@VEBprV
zSm+pN=$Pr){yT#AZ=G-7aOq!D{(nI5q-FQ%;DY~rAa4O8V6AY}X8jNlE5ucR^$gA1
zbP(5KL6FWP;=bRm-ZzCPM~?gL#ceqK7K#0IF?@Gqufk&cIrqMBHuyA|OZk5IuD>ob
zHH9MmYvs+|^}g%=kbG^sq{%XT3)Z4br{dfKtn|F?nJw`%@lJcJ)2I5ZI<Pi49rrbN
zHDt$<*)y=$0YvG(V9A(F2U@g{R$z>F`$1W8yM!pzSbHkt!>lStsxUa6CnPUJ&QW#I
zm^5i&UCkxFpsXUCU+G=<0`QQ{&EW#HTX(r#1ifxdkTQ*eYd+<=5w|U$BW8$3>C{Ci
zyKT-z`J-w|*5nJ^2FChrS2RIlSY9{f#(|@c*XBt_8u-~kiA?#H`QF{ClZx)+V<wR_
zPOlb>(5s!=v$=Bn<3J_kSZ1@T&w*9toz^>v;nG_5ebw2}JwC*-Qqc=FiN8=jjWRKe
z!l{Idg8D4n4RV2*LU1y_E)S)mPJlXWQjYQ{H_|mNA7OzR!jyapYAW6%k(gwx_eb1l
zNwZL|o*rwTFC!zNq5&Ndxdhq(Bos&3*xs53QdQQ#0J9Lva&VWLmZqnMmgX~6m7<pB
z-(BiAz0;2Q5)X=<wLU!}kO2K*DyUMUI#}|mEV#H+Jces_{P<M3Sya%t-ZVslGR{>{
z_e(r`B^NriQkZ}wv?^w7$LEE6s(y6|UdBxGN80{0lO!lpj2!eSgtm-bss5Bva#LIe
z_sZPKf#QljH*sT}DrS$w(bG8PK>oAY7oj8ZWBjqxj$Fjn4gg0wR30;j-Ta)^>l>WI
zKGO0L^*ma3&(aEV+aH|C{V8J<*XUZu_H_l>nZ(Y<VT_dF%+OhCbw&D<hg3Q;_K;D_
z3$B<xTM>h~=Y5^%wEM2$(X2YkZ_}Ec)@#31-XnNHi*=Lbxhp?^cDff6{F@W_H}L$g
zC$#^d?&#^*ng4<0{~rv9n;vd@NXku5olX|#XEL^@GNzYSjsj4zQ9uYk%?UMEg!J$(
zzySKA2?+2I4uS@Wgg~Ug=n&9B==*;V4E?}>^M^RW6WEC5&u;k*?*)Y?aD1Dkxe0K8
z>fz%<yQ%DC**?yGoPEdHy^fy<XFx;@Bz9IniWAeSRGE4`h8YM}s(8f3;Lt$#!Ii9e
zy%sHMLX{dX#1cacw1hafD{^xX60vu5pCcxA=HSX(jz(MZ;2(PYXV0yDFD-_5wF*BE
zJNxd*Wh#~XRR3jAGXh+EePG&@=luX{l=KKbp6AE3p$RvagZ;r`1?sgY2>$&Id;Kww
zP3U|RT>K62*4J_7Fv;|&+i|Rb*zsl{8GM0X=1en38%T`ebs9*WfSN!cXAX!x&>zTG
z2k3hsZQ&<FH_V$|Z}e6HX4eqsUIoG~O|qfAMTt6bpL&EY{JR}!`*bWq)7pFJNf6JJ
zY?9i0uBE0k8_JnbQ&GEaFpS(-k@++u%FQrlnm!iO1md4KLHKHSZ+qk&uRQ90IgLh?
zX;H>o^~Nh-4o0-(gsP+Ny9nq(haU%Ik0J2&-Oy`NRff_|0xtRxJT6F<>wGLT#sz5;
z$l#0DqmT;qv5}2e#9D2Lqa>y38q<e<!zQPs9fD$s8+e?Fu2{e+>nyJz(ug2&^Ut3I
z3{XQo`F6?4;WvApEkYE)KM_Zm>=i7Mu?rN!NRw`n+W0bm`=H$1fZq**H$-doagg>w
zbHxm1ThEC~jp*oyGKpaX8fN=1vz)$3eCagBKkbr?c}4Y@>DICy>}Cn?{iw_S-6T#R
z5gfZ38&)|@5>Wv06|%5foUa6+tkz8fosREFnh{9e0OjF<UC55<9#69(lIWP0IM=yi
zn@2_BP-r56b>JkNECfe(3TL=U?Ftd@?14)W>E>c&H4M|u9#u<0-#)st$q#9OVY7{+
zMJ6If=pq@{-kX1g!hM7Kd2$pKjr|Hs6KVdtN{1V8@iBb{krsw}fPlAu+_h6x_5;V(
zsrjJSwl{E-J|WyNyO9So=dQxZUPg4mjlLWqqOg*U5gFkF1fCowcw|9dR@oeVsxGmJ
zk=lH~z35O%(xQfX=_ssm5G7)O6_vnKx0YhibAQax9-%A1Nw}tY0D4X<^E7J|%U0v<
zz<HO3E&~caOFw12X52{9s+n^2a4RV}GYyTXnH8RWmA@~5BMqx|v?w}@p)#lWIlY3a
zdDMN?WO|5}Wy3L8*TTZ4&8jmq>#{p?Tgg@~Oo<?cjJTIL8lhNfcy0>(=2zW3e0*Fs
zGFFax(akULw5)oDIYF(oca&OnaVvKfRMf4oo1B%byjG*v`$EZLSz2<Rsd}rCh+^4p
zHdnXyP0Ol!hX&k6)5#H;NzKH5mb%(|@pO-~BDi+P{h`8XtBsMatgPj`F-%*n(@kz$
zMMBN7$J*spfe;5_HL{P`<oUz<oQqdfvIODgZlp^yd=&(7h0a}sUx6tZ*oPKTt#LL$
zDPl&sF_ShIn8uxJdzRv|vV`Q+sMSrsf$HiNOR4*haKrWL*M5;H;b!yTpo=gwIhK)g
z{5oylPhh1RADf%2tDBokvXgM#Nl6aRB{X9_D_~hO24eKSUp+QWpY|SdQVRbF8+J1$
z5;sbI;*rMRr7x0;5I7S|viGo3pXe>Qb&mQz0Prv<g438+7Z^nnv$(JNKbdb}47zJ#
zq*1G1U1{BTtyck(gbGE9hYE&@h8E*BG$<D=8i%Oy8>`l4)@s)5?$q2xd9@kZSFXxR
zFefht{*b3}lc}a;KtyfozMuD@pS#R?y|r~}+&(?oe7u>qd0w^%<`-j;QE{$u<BN>A
zI!+z17eA3gn`yUIn!Rgk!eB*fbm5gd2pa6g;-6Z6Jhp^BAYb~`K0c5Hr)|K8fz+e`
zhoFsZ;vb^)#I;e2uHkmk(npRI@zibNtfPXiA<YCn><yB9;Z;s<5Y#(mZCIMZ0EEP*
zo(_4NI-y?4CsHy3id3q#88{t|5mRE&_%Q0N&xAF?a&_1BzotoVdo45NQxx)#@Vwj%
zlgfI(qH`V_c8!F-%3wELsG!DR3ObYsD5o=eE@1G$NSv=Ar;@IV!-YL+97r4Gvy0*D
zrHGf945g)Q<(&_lS&A3d?KrMz-+&94n0lb5s<v6Fn_EA$IW5+G5S%|gs8SuDkKd1=
z9-Avd<`$q^^NYL?#k=X)#){KnYR}p%;*q6~V_#0i*oRn%xHOy)8Q;gAkU8K$P&bDi
zW{YS_zmZL%Vdutz5*j)95peFgH$FvN5}+n*VcHB_tQns-jytE=;GAS5mA`;yP-@OT
z5$>1NEB27&m1b~Y-)ifdILp9u$bY>DJ>gbhx4F)yF27ZlnZ4MVeKd$}p*7jPFgGqA
z@%lJ>F0jyh*cQvcLSJsvZeewq-!uW<+(f0NC5R*!fFGSSO6qJNj~k0c@2GLJEz!mA
zL9-?SW7oyk)d=Dr>QS>Y2}rxvU~kI*vBMH}m(=`IeY;ice#H?9x15FJK#9Wr@yQVQ
zvZ8*LyC;YVf?R?97V`n>ET!h-<804xDS`cb>aH8od^P>D7m$G3_Av9tAByJpiI?hl
z9gH!-=R0=TBr-1&1;KENY7`sQiOse==d}`*xRG2=O-6AAzGv;--!Bj>okM0Y&}AM&
zLv3j$w$AhPhZgdo@+0u|Y_a;Q(<$h}Y?DKO4jAE@H;B!K^fgCk>-&#hiIP!i1pi^h
z2F{DJf~$qTgajf`tQ=p61USywvImv<m-4IdFZmomRoZ>7;VL#mz<rk{agy%`)z8H>
zYA0{EJ5zmvjKw(L@1|;}%_d}VKQ{2H)YaSiDIzh6yFYD~FP7!mR+&=MOHw}0Pm)ty
zY#~la1+bnlTNljkYr@70a3MrfAg81f#|Q6ywfyDLymMTKl}WJ7Q+bZlOrI_#Jzi$9
z*H4{k&}dNfdn>8eacSCqPm?P|xX&DzWh#Pi=>Y;%ZaE^I5y#FFVuGSQcieUsw{uu2
z<UB>gIhJe~t{N~J1`+3rdV8MQR@cg&x@kNt%x6qt1?y(_yMsp{$kwKz$x>J2(;<e%
z-e%+Qwr(&CDmE*uO!NkPe44{P=8~@Y19;4iViqkSDke0=VI>E-!-JreQbFT=Fay8E
zd(;l5j6>%Uf8@b(D^Lv5MLz6io3QPZ=i<(%b*Vd&wDaX-Vhn(HC5}mqpyISR4j;{c
zcw0Jz_-r51d{#}ef1zd|l3FcG!>nrtUzW~6uIQw*E>M-Cl#sHxt5q&5<pa<MSv6*0
zvz3tO+9<Z^4yih1Xv}@!!wwt2B~@61bvD)f+CR$bu&aw^o;NxLc5bO_d@K#KY|ers
zQJTX!AuQI<7`KaLx&6(mrV`0#C1-8Jgr&lyPExk%UNmaUuBtiJF>I((wrohOV$nDl
zi-ut+NnFa*pKfu7K<m|W)(A}!aH@B%m*GYAAp6qJU>7#tMoqOM-)*Z~95C+A69){*
zvH3LWQCU0)ZhA}`W_jFPO>i+S_3LNcsF5wgkefJ?mQw69fZPd#6aK^)sxMZu5%_K%
z5lXBM1VwLB<+@9ct^_Zc3UiG(Z)D_pLg<Kn#c~B46#Vb-JR(;heJX6sO#R>JOkF2<
zm%<*nMlm10EOb!L8)d?rlm&<bz%|0duJAeuYLt+TLP;}h%2h%4oX^n_III)$Hd)6R
zdTaOx%fB=W1%Jc9?VmddxlJNy6UQe}zyqrz)g~uTw=Q?2ug6zqK!5ebXB9h3Ojf4S
zUPHgtLL9s5a^tj%aaojZ$c#y2S)yGeXY08<f-RD|_I%{UHM?m5afO{aXDD9}tLC=6
zw;qpCW_wia%}p<Nw>y4tWPV-bAJv;?@V;6hzQul!w)e=)M<;?N$!MVtTD7zwIq8!&
zZt3vTIK=+&H$j3TLG{&hSPk1et5XB#U8&$d!iyNUf*ETD0fn#6)nYeb#D!^6r{)h$
zLTb18j*&wg>5UxCbrL=at*$<9FQRU{cJwPMX{&M;8g}mHJ%E@0UQ_Z&C8r|m&D1-!
zpsYb&5d|?f995&B^fxFPWlG>w8%u)7=Xgj%T0UK+KR4lFDuVU62E*oi!^$1JgQ>%0
z4*;=7TPA|Jtqef-uBb`YhO3%EB8Zc#hX0gk8o`?*%d{`qefo)q-w%G%d*AlwBv_p3
zkVsP^<=NVqWbMLgK^E(!oRxmThCa0998CRJ`k3Kw`aQc;Wqg(h4mlhnOfz&ObPl=>
z)s6>?ugxO;50~}eD4Gq?K3m)~j=7ZceV&B=r$nuLl2%WX{75;3(k-4+gR(@5Vv16W
zGJIu8=A)p4)?0zQzT3V#f?I;SyxR?8IRcQLP7MRHS&7Ib{G_U}nX#I&>#@+Wk+Bj9
z7p|Y)UJSvr9+?Zaok=y!HWuB;_06V_I2+a;&fWeODLUa<iL81IT374mNSxaox@xce
z8^XGcH1NrvOd+^~;E48j?hfjBPk2LyJecA*w<K|5uv2q0HFkEwu14x(&1*UkWzI@r
z1sZrN(!bN!kxhe~<yCME4g^Eq4Q=`7TV8cCv`?JzK6WH<(T{hlI3pZS`9H+AU_FI_
z_)6S4WLHizTzrE~P#$zN8D2NpV><4x)h)2p7aCius;<Z`7Yy|u0wPq8d9QUeUJF@C
zvE1K3tK%qUe|`M8sOD)dIf4%9M!#6JQFJm(YA?!~$HpIy4`qwsWNE`*`!VHwe%R#Z
zd}Lqtl#diIpcsfG2CrCv#4ao@uLwo15l$a-Fw2Dxdpp2IE<2@oyTB!woownE%O!@3
zgtLId6ivE+>Z;$tvelCI9kU6VtWn>fvQB2D%vhWZo?J88r>Tp$LU8V-`IXWjxm9?f
z;DYXK-W~}$%I_}61_nA9FvtJ$+g^^_jI9Kl>G3mv3Mk$GX3y2UgG&d!I-2!5_^Tw(
z+0adAguVb*3j}nB-G%sx1L^g!r=ltVcj9WTyCJWl!oW#=^$fRK`|W19Ts3H18wB=h
z&S~a{KH{4%w&Cz9C{vQjEDcj*GIyBUHsghOTRe|+%1n~GR8HS9+^aZ%p?eo=ItV`;
z0N5C*o>Cbx1SRxB0emyX7>Xii{o*lazAWt3om=T-Oz7~8T69z-<BZw}pTiLhGm9eI
zbo|M1?RMwgRP7S7LgF6}*X@+rB<nn3(AG(v;U*8mbqoUxP^Acg#s&raMG$5kXF!c0
z_$<DJYGS?glWY346b5eejblZ|Nqx@KoqeY9Cz~ubTRy?=j7cZ&90riPn1QBu!QGb-
zfhY=a<V%qOlCI?Y_7_o+(9Ki0#AhlG6H~wFS%(;n2>~My$Z>8Tzr!X^$?eZu0<U)H
z6rwY=7DkgH6$^!PV~yy=@epQwHGB|pm^w6{C?uL9hxY*cJwBvk8Kgu02uRXoQ%Hlo
zQgOgjg{A^Oz@QY}By46_Zidpil%K^Epv)Hwzfgtch&+i&K=$-wYl1G|nnw_#Zb5~x
zN%5|SW>54uvvqEFb5ciSYOS2-{!qqAB1zI0p^c7jb;V1n7|jCb^})uA0YlL6{}w^z
zDQ$(qI0VfvDhcl`ER*Oe3RO~~e}wdlm-{`|DV6H={Qe7AUajpM)^N<0&M)tm)DDZ@
zb*exyh3pJ)c!k_W#L<HNz|<Pqua=@cB|5MhkZ|2diaj=#3>Kz(kf!Q1mYUT+vqb4+
zGG-r5jecE&w}D*(WEnC!Px}k`Y)futsuUI!tC$kym1atmmnzc2bfkr#PL1%*`2Bt$
zzGF8ox~#MXwC_eiq{$wv^ys+&mG4#Wv>6mDKiZy1kXJ4>x3N<czF}EPYVG#R@%rP>
zdZ+g8Nw<^fp@tVmp_4_F5@!{43jy&qa!HwH(_js+?mh@>2Xs@HYi?t;MgzggaAamo
zmCVo9#)sGGuBDtH$p+ux`s%n^b3NU8I*lHbI)u!A%2No9K8gEBOn649ezg&|3@F<J
z?5(0%Ey0+cU9tnK*OLor+idE>;<tAD8yKhkR>Yup8<Jg}E#E28i_nEh)@_^|1wkJT
z`L_2})0C8|5;JZR%OpY3n&wrP3sGk)pw7oxQ`3xT&(E~&qu6bfryWoF`1~!bMPoU7
zGIE+oQILVeGD&%UKFLJ5%}}h>gL1XNexrPnaxw8SGhBPwzRC*V;)?At4VurPv1`h$
zTKWcR<=x-Lp;RRnp>PyIWoZJY<dT=vQt(IMvSK8FB^GFV>vH5$FscHJkFjKps%`wN
zwGoMxj`DB(ehdmYrBWfKdrEF)bw9EbQAQvW#eg__(OGOFZj@>Vo0;ZlyY;-t44T8r
zF^ofO;kgGz8Xr+^Q|h<`fGHQiqc}brx@ATs;NyzT7E4FVr8y3eFaY)DZFy~PI#g4V
zrrLuHM8~Ov?M<T!=?x6gYS-Ta(~a2QaV|H<+c(S0JseX*z1aZER9+t%>mJ5oFpIIi
z9_PaH(q*8b1tj>?`w|2p=#}0_x=ckyp(=Oo>2$yF_Q>y1Ni6Oj8SH;p%=q@pK`R0R
z9sx6)$;Q#i^L_O=03q_65fphsCzbe1!C)#U$TOCBJFk|+CO*AW3@nVI$nE*uA)yH`
z^bF;X;zV4Lk41sZqDkkOC&IzR8KfeahtBjx%@zU0^CbiVk&DYH>@C6+S>a2LCD$iG
zF)uGjQq$eDJTgM7LP8Tp5=tuumeL7lQb;pOvGCwiC1xw-FmRb%n9cSDnuQKY<Tsj8
ztBWPOgK-yVRaUboWROTDg*OWKA*kWez@tjYnoBmw-Agt_f{k@EZHeul$1HprkH@(?
zJ3N(pI2$4`>W<i22P!vP1d&%_zTf#C!)wp5HjsM3WdN&k#?7vvC{c^13|d80L|4aK
zX3~-d0U_E2wjx&8ghn`{<t4yn=wEa0yU3|jSyf$~XR699o|4|^yps3A_WD51@M*V)
zdHGz%#o(mfJ`PxWJXUPi<XX+A9};3lpmwNVqbI5GJMM8#f8D(WIuA2&sw#6S)?4pR
zv_`BoZ{s35JT?kzetggpA@BYC#d8!~tHU|{8A^0j@Fi!I+bM>COj-2W5y6Ej1wAE%
z!kTbKjt=G5e74$RZMAXUz`5k`(|U|TM(FeR3?}%7w^B;au@^Ucq*gG5*fA<xYsye-
z>yKaK`)gS*RiZIf6gj(7R3~MR{@!O`WJ;v{OinmdN{zLt2)92n#0|RxqbnnVjJp8)
z>XwcN!`8iWR2Th3ab=0m@(HIV$>ugONh#!a7sD$j+ScT;iIftO_?acLFgJkQw5g-j
z@;9-FSb?vP2Yq4G5D9R(zYgL_WI$h%7+PRtAXGIo;zb>wlQmXTc&B+e%qBiVblop|
zBw?-jCKQL4)Tl3RU8paLQ&XSj=bdd!H}`M!w#RC0&CMwFM`{8?Iwc+hl>}$Xi@298
z1d)qB=A?<FWuT91DdD8vxnHr@rg7zCA0;tcjG10b37KL<qP7@nbT_Z_rKLq7b!kSV
zB=VFUVX}lR<KtzVp9qXRb3PKhb}p;N!=4IpABp4MLz>&Cn%y@5`W6wR0?VhG6pqWI
zQv}Mb@0D-k)h<f~>J~3aH4zEwCe2}pIcXZXotsZtjmo>%t+Vm?8Z-c<&T*7?B#zLj
zl!4@c#vCTMXR5oKzL3UVmYp+wIyp?XTgI#zb8;Sc@tylwA13Zw|DY}}OlmUj2e6vW
zyzEBJB|o(vCi8HVvhgro_AjS*pRC;M`)8M<Ou7+}P!-lbZhlD&)XMhO!VcAn#%bAF
zsj=P0?k>i4&joQ3Ojr}B_nz7pWehtr#d8uGn%*PlUVQOWj(iS=2jFtt0JV>N-=2y@
zt<yi}w%v%v;CR0Ijf&^YK}Wp87A!ilsLGfujrsv!5S1OFSw=?}S~i`ssSXD*K^sOk
zW?RA2SwDuPBJm;}(8U&={)mm=WqU&TJ((d^+8hvGFSEOa<(C8S3wMvx$l31ml34;I
zsh(3zAdEa+N+G~;We&w_{!fd|rfS6S6~UKpwGC-$datlxZ(%UT45y%fy3t6V@g7xU
zd9RiHbw0qcj{&`M4_)Z&0tzqIYzLpP1$$4`a*gF1JzZH}RK}=6-XBn~t{3uSgB3V>
z46oSP7~89XVG&8`fw-D}d3VQ)fM0dPn@Ob}H<O)|^7qS-xMZaOloFDvl@!$4_<=4J
zX`UBz&BOFUSL>uicW_~p@|Dvt*kSC6QNc5r@Pd>+tySaqhKc05!iO6{VeK$+ZTL}+
z$!<eqwY&;S?sc~};Jb;{Virq`NV_sum=bHbpy8@{{ojzbMfsx(e2SH7#3H`(5{7JM
z1`*I8xjhkd^y4*z7wR9G=jwM#^-?B11^0<zArc;u>-DuxC8W%0P44TN^-`yLo|oM-
z_M>)x2A6xy;VEkEW}DO7B+A0hH}0?tuD2pHj<=U>)fFd>n5tYzb79Bx$d7OFq0b>M
zr^`87VZ7l_EL*xWz4YdCer3J{Zan`3c;OLIiZ$@O`ZeEZ$3po;D|`@irkXf0Ml=1>
zJnG5ZR_RiCjw_oz7US_H7Y>RZG1KX$ukch0P3K>Vs&-tCd05}hR5O}wzq7t5{`%m|
zXUFLt;e;&?e#>gbm%%02sY-S2kId_2!$%esDbx<OCa0u@_iET>Y&el79dDDDIpvb}
z#*%<5cPO#jHY&a08N(8o%G$Xkn~3#fk{0o@HyDGb`X_+ftwIkhnc!<h89zJTg|I4a
z{kj1vG@iXtwTM$!=Rfal=8ESyCrN~kArCzB6SexA_73eqQE33nUW2-wNz2rv#hNks
z-WSafha5uFs#XP^%jAZ20%g<;wP;9UtcBz@mSvl~&>vTdu;JOMR2j_pEL$iQZz)7f
zQ=JEoH-^olfdm|xk4CmN9L^T&)N3h^-A<NWiG5482vT1;$K#)T$-B>>r!Nv*;`p$x
z+_@wQS!Am1oGR;ae&U|&%nJ)wJk9l4>jrk5gnK>KVNo)Jaw~bm0$vKhdSS}CXP?M#
zr{<cF`&jZls?GhBy-yPYxvqn2$C9d5UfI~XZAW9E#Z?vR8jWeS5vZ$|lYo*aR8;D9
zX8d7x4X>-FmSy9rmAEMFE~D9s#gA00n3!)@NBgMVTq+)sGM=}m#W`APbqlnj0Ef?A
z3t|LfOsB`vQI6z?e0@Y`&KP3>)FPU44V)AV1Y8Tq2$4Tl4PY4Xc^<x=@wJ=>)TV*p
z&eArtbZNHt*EBc~24dke0nn$^ydp#uBVmW`wYSZ<jKDa<tEDTm+>^W*FGx6bwKyMM
z7bXWIXAAV%k`%&A-K|%gO5?btSnESrYq*)M2)z7knH^_9+FBp5n?Nt=f#14-mGfi8
zs?{Gk6R?Ev*%3_3ojPKAwqe=r5DG#a)Q1tN(BlRsO~Q`hnr+{frw+)MfP~ZrC=&FK
zw%cDxKgznQs&s+B>OVtq^^Bm5idYr+bExp-W2Xc9b)>fFkk$v721OJaSsd;~gDyPO
z@ZyGlq8{#Y_7VqDgie3oAcN(Kr4~&fqEKj*MC$WjNkbmM-@|KAm2=gHAM#@NXnUep
zL2t6zXV5)_E_hN3dVZPIJ%3h0U97V=fmRvV&qYh!m;|e5imV!fHFM-gDo9bm8Fu<D
z%r`^-VLK1dy-S5kU!Wn16f#$+*}<dN-(-$BXqB9J_DPJxR-?avsYF}$y5#tC-knBq
zgPe8M0Igw2UasleKU>KWK8)0I_HlT4ddTgrB<1mfYWwGwH!7RiV<Be@Ge^_qYWQrJ
z61V*IbYpD{zTEcR*hy{ROq!J<<lMfCGueELW;Qz%E<reoj-#I{4=I2|6PN#Ne>>WB
zSi#m~5)mEcs^PjZ#?G`un`n1->Pp1`>0!2D-|i>i%jV6q56}*-Vi_e}C{5N$mVA&<
zV<qBQzC_Wny9yL8v&YiOE;6^rd!3hi(6T1I*BdQ21|+48l?FC^(<?121q9`C_FL&$
z?bvX+4_EV44!%+TW`$^b+~^Nmga^D1JREd4Auc(8@cfJ3NctQxM_L-SpTzO81ce5B
zJG$H!FZqjvu+z0>!E#c=IR+oqwV%aj1xA6ulUN^_Ldmu~V{-U5)xs4ix~ONPmMs!M
zo9vWF^C@AT9MmY|^LhnPvU8Wb9|LsbRqunUrGzE&Y9TW!pbPWM#5$m-G?1QgBi#*G
z)qvofU3!o|Dc?^?SAXs6Ce@WJ=hjOH)JTd%65%tL(*MdW)$kO~kH?qpCC}8q740D5
zQNn)OQg7W`mv_x`O08*opx^y%%QFq-zTD`oe*9#XS{=&i=&V9`-uVPtK<-K;e*;ut
zaqU~QC&G<kHbD4$f!WA5$)XK&R5Q>)?B*A&X{-WM{=;4J56xps^N0q&gY~b@;(~c{
zh!aabj9R_>YN8U(d^~?~CbGJ=%qoQEgF?9R2cQ$opgj|fVVzcyn5^_gck3Z?@-F4T
zEY<{ba?Jr_C#Ye<^SWEt0A_6k17?Oa?Vie58W6-Ur%<24OvbKLmxBS+=oo&NN0`Y+
z?A+B0?8Ny>Vkf6P1>Sv4q3M1pee_obP3}@;p|LnSMLq0{`axlTfUpK*O`nX(Ji1v7
z{o;4nd*_1Ak$QEe;U=pkylW#Bt(|pn!Dj@*jzO4O!s>bI^%E2x9HAY9+$-Ak-Phl`
zPkWSRfo*%7mfnMJgpZvTG2KA*n!{iTnylG77=JXE*Myg!yjid+%wqUMf!f^ji3A$$
zla>M+M?2tQ%0(|kl<B}w<XQIja8124(tq;0&!nt=$f?eu=Drvm*+eAV2;h_WEbDw=
zzS%641cQKjD!Y}xkDN+J9CmBpPH&Sp-^JzbSRq&Sfpf$X`(p}uWij`t|3aoUyVvF+
zWBy`DsK;P?>}sQl>r^cdQnm9_PWZK<kPe_L`=HrbHK8@-f3B7~Ki?9g>m(q?@hk7a
z5X<|VB=^Lm?pnt3@sDV2u1S`zv8to@Vv*@3{eX3&Izd@)>9>2nnR>yZE>?~+zB1Pu
z96d&s1zSfW!!hI}Bt;<;%V)YRd{5!(P&Y_|SgZ4e@mO0msZ-P1+R%^?NJAjy4P3R!
z*K5e)l?A1Dy4%DA5WXSe3Y@W1AK@u*r<Xi~HrLn}DD_|<&dkP0`t#&P(>(wY?S`od
z%DKVYMMF-LvG8b@HRTozcjw?9>&m~G)V>sC63+sJPX-3CaW+&fQ_&uWm-zTb(LURQ
zthLieX!PYXHU3WVS9ngEU<jPW4vaol@kAbT*IrV^&0tg28kv5gks~@{;G12~llbML
zQNVDj-WZZSp5jDYTPb_+)DYD?9YbU^0)&1bn-&Ijj7o3`Aym*%ZIS4L!Te8G0WCe(
zKC~E_!YD()saovH3eL{_+mn|7(&+q$%`@;{UDJa@8KZRD%@lfJ!;X>_k3(fRywexG
z#<E#*Bp!gC44szAOM=$mm({_OVW4p_w!Q>GVl>SB5_0u{TYWi!@FN5$_?9hv+D3Gc
zB_hHCG}^nc#1hyCM#TJ+em_qLpX5dQ!Aj+5ltfDA_3^n%TfF<R@=vF~avyx@-YFp0
zdoH`x)V5#!s|Czf*Vg#hScWfjJegu)2d<&$Bb6+JE#4$FDmxLZ8H0sE%l(BWuHeYI
z87BEQ9v9TUjOJGbe8PWwWL~seV%SaZ4QZ=o3!UckURAm4zr}2SxvkDQRp4%ZEk=D`
zMRg5S)$6L+?y8-)3M2dI5KHNEA5nQXn60l@SGxDY+t)n~h$nhzIx38c*^+Kf0LOf>
z5}J8Z$j?59j`=Xwp$Y@HOccP;tJ)`M4gNM<>!~*U5(V4&$^zqno*s4t$@(OZI3&m*
zuXw<=%p&Xf?ctN+s@_5)%RlPY0n(OpfoM+CP<#2|f@#;fT|xVVxOd4>N1R0IpPjFd
zxdPw@p(&m-z!5(%UW0ueD~?(%o(NPS3=f=Np~w7b=gUpxLg|q})(o2q6`R{9VXfU3
zU4Y(u6DH9C*ZJtaYUwfVI=NhR`oS6D^vCu*=eqkTrd?zAZ2h7KL?>)pFdr6c`MQem
zvhXH(!;(njP<0fQRo1u}+qTlGP$54(pqOGhP;7_Wm?UD)dw*$c9cChm?BxL$SvJmK
zA{8Z0p)PbO&P3~w%imP=nRaRfhl?hEUJRbRK+rB5S@BbGG0ljZhdW5C*l+~iC>I0|
zBwZ9kJVKAycK1UW&G6+5Dsk5oVhcA~m1l^RVpM~Qx__%s53*yB!5)TpHFQEm9~;L$
z(m)bT`N{CI{5s5SBgeoTlK>Z$<|S+KEtAhV0dpk6ODyfWWd`pZh<lfO1t!W)xI>l-
z!6j6cC?t`Xo5YLquG{`4uTJ|#qp_TOA?S=GV3V##&gNMRvuJYW5knOH3G>T1oN<zV
z5!4Ar1E+y}#PrHK+svk+p<b%qsxiHiv7)?^d8u+qdr4)TXdS%WNVWlW<#>G>6f?ju
z;0<UR=F{VPcIOM?ksX9H+u34jIMX)73?ExSB!~-nX45VgTbyKmwhc%tx11ju-W;eA
z-+^dPJ1A0M{Wrl7=Z6o?yK%TfH@zInb(9bAnBBC~O*TWF+`&1Yx=3(v9O#G@LkJaK
zOkC*!{KD=2v!e$?7|||$R>2-Apd{i=7+QSHG?&cL-XmI?6pjeCOHVnl5em;Xxa3m;
z`g7QKGG>8Ul{X`Dc=UM+v4yselz9$Oa=s>bx1<xzvmI@`{yJ;)6%+RSVOWp4-i{YE
zCoS|rX7JeH`eSwFs{gffdx=r0I%t^=E+;)mlgFlBzNr7<@pw<O{()n@78Si<yn4&l
zqy2KT=e^|vTq66unVp|aGrU6#w;~@`Bx$#R^;GsX&zL8)5(W=84*o#ah^UD;7ib8N
z1%x4$Ee_QI9#rJ`=KxuLE$r#a6&{v2trc<LKzwaUE>OJim0)*vIJyf&-FsRA<?T8A
z#-AOsqaD||5jF+@#xk6Nh&784_ZotnxInMwd}wY7js&~-0K@xOt%YmS0{>Vq0dS`)
zbyk%&-gpjiWPpv7lP}EP8mx*xm(Lu(M{nwsw>3vVHZmUUXR`mii9LCk!Kp`@l2l;D
z@xc5jDOxt2$x#SHe+t)0elR8Kq&i#X?<P1=EpZ_N9Qy4<|BSX_V8@8<&HjTGrGI*P
zyf6p--BYZ?+q%H96RRpEbh(N|Y+0m_x!RQ(;M0p(`1MJ;CI08v;0`GWZ&AN7=(`*+
z^~xX$2sL!Gteb7b_LJWq8f5Wp<=#Sq=j2{iT~V=Zx@V4`T?Tf)I6Oypcwu{jX!{Bv
zS$8Ao*uF2T4eX+Ok4>}Yj-jSFzP(D%_lU*!<N>l2k#nRn&#v^IiGY)?bD4mqXqlgK
z2{Me&asi4^JbHGw>KTp<2%qRb|1i2%L&zk$6(B-IGqN?IZ5dy~1T>>#ZNd>T)3f#M
z(Derb!03C0VA;(8McLx;5rA!Z8dlsN0l3x+dG3EV;bTbEv5O4rs>d7Pr930&)_u<r
z;Lf$M9k^Um)d{6T?awWI9ggn2u8$g!HL(uyrB@TsyL~A)ymNSIa(d{vViTOwv|5m|
z*3W|ZZfz-gY8#<%Df&zqKn<m1B-hR^RYvVUNvl>ksekQ{{F&EF0)kl^7X`%v#6S5e
zqW~T7ko6m5y}HW3>=;%|87f<J-Tm_imo7n-#}r{DCggd?o(71INe#&KGM4W#mt0t1
zNe8aVzL_fL?>?|Y*W3=UF*!419M>g~a<mGg8vou~g^Y$w{!-}AfL;cW>6P0;)8IY@
z5MtTB_+nH^Ni?obG?eyTa*&9Ln%G`X5Lvp^rxx*aQ$IK8L|0x!T-M(Gkbzd`)N^E9
z!)vktb|{l+42sDre|5%n$@<{FiATDC-h0Q?Aw3HYr0qaam>wjM1au_&RHj*KX#=`A
zwZbqP*VJAhkbU$>Oyk6%G<_@hNH<iG{ZTW}NQR#pj=6v$bZApMvhezIIdl4G0l84Y
zbgpLfP$t*E0YT`|#5g4Y(V^IWe5?z0`^%N;qLR7x&>#m2Z0qDI=z@4%SIENO57lph
z{#GTsAAsa;?*V*aIR)V4n!$7J1fl=(j!3i(cn9&@S^dzdckBkfvi%)$J&|D=-(hmi
zGK0W1&WK*Xg?PX$SKTaj(fgazIrmL^#CWEX`+#ml1i%!Pf4RY~)Y9jq53igML<}VD
zBiF&AWucYVXa_%lpMxiL3J==0I7rZftw4{Q7>NU2pg;!nw_%80X+9ta3s}c0j7r7=
zJ{rgMl}gy?lUsoi$kT4ZlN+A+NL)NxgK6vtUhmKBSkKXU$TfAmZ2rtaf<gMws8g~*
zn&8xExJ}%RmAVXmqyVu*YoY+K1qmUvKt?b_xUrrf<`#Fs(E9IJim);v%J$AcA;|tW
zt$Ls<H(s28n9&=_uqsx)7J%it&M5Wbb!t6(DOv1d2@@oAZ^o#Bb&zv-V8+d=1IomR
z&6PBHael#svuJ1ne2xBnbbcpfqfkVkw;JpS8v|Hn`GKd<gD^AEEnuJxeke&QGY4Os
zK145Hf4a$TzkX<J2toWiHunFiXZwE%`Tt9%f%Px?{4dk>e;BsE8%w8QW@r3cv(3sx
z!%R>Am$a6im4@}ZLHTdZ@ps$jG>i;%jQ`u911mE-4J*q(kllZ=Zqv~)FfuXz9dY=l
zd;4F@{`=s=x5N2=@^60|k^c=R%*w#>ch2D-G`*UvfrYW5<6jm0uPB6wt-bYM1O8Fl
zzXaLea&Q{vZx=EBcY1?{o}PvN@0v;LJKCFn8^`Is?Zx!p+kl;k{x5g-_vbI2F&i5j
zD?97oR&ct%i~lclpbEwgwodkj#twK~T;EImk1hS5J>R`1w%=mlzunz`kN$hew+Z?`
z-PV6kVq*L4a{g=4e`OHx@OXIsF(*M=D_eU-JAFgrf0>`5109|wt+=4zUjYiEzkJaD
zk<s|)baM8#hKk0H-^JvFM81Ou#;%UvAqH!GQ)9vZ=nDK*rSHXjfB&m#`AhBf=nEES
zuRql#qedoNj|~%Vhs*&TKw>}oL2hFY4%z7Z`QLyHaq+ry8pXs5%WQ1qm6#Er)`B;Q
zmE-bUS2rv#A-`S=Xd%9M?qZgPWHms&UT%(yyQj7nzEUtPAeL6q#<Cvz&{<!6yWJGX
zheTF8F}FJ(GHiX`m9;<Lxp6Y39C5ZgUavoLzJL!uk4LpXU&OUP!M{EZPq#k-k>8IK
zqP!(iE=U|++`48Yq*(^W$KA0>Y%h(w=FBCYoxAGFJfHS&HBIH_-&fZskC_I~tAFM^
z-QIt!+um1@D1X(`ghb*TmuqDoe{K4h8qzpXEQH-wn7ni!<)D7fzH@%PR2Tbry>{Gh
z#B@t=Kb^<qR4cz&Bl9LT#W?eHReyXrA6}&Xk>S?E(LN^$Dz)gyzye(%n&|eVKcUhM
zSwWjP3gy%f$1<uU!M+^)t%w|=u3v&=F;eFFwVyC*&Oow{8NjhjX>D6Im)P9R?D^Rb
zf+btkNU`urf50ku<v0*NaURQQNLu}1GLki#AnA;4e|&!+r4_Q#%C?$0uJ<~C@1i!!
za>h{cTBpMva-&|Im;L_OjP?4UIo9pjdFu|5vE7zR((Zkp)a~8WHWKxKVLzbVEuDSI
z@1a<e;#*o~y;qGNRPmJJ>$05KRWi7T3AR7#(FCFZ28<;Xe8}aLDy|0JvR`bK$EMf`
zt8*v%jHa!$^()$jmxg!8&|a!-DZ@%`*RW}8YDt)n?UIhryGzHA&mgUGnNxo(weq}i
zGNG4t$+CLvNi}!hpFitdxq(#`oze7eec+f^gRixqC<eb9RStcf8HB<D%5T;cVPG+_
zzEud3K5&DSi$ms3vLRNEM(3wdO23-u2ovTev49{r$hN2jNg^z~B)ft5uoSmptAv{G
zmHVMI`rQMD0%_&8$svCC5~U>f(d+s}Yi^}#ET?|woP^+pm3KwbWQJ|PHj{Yygtfz+
z;iPwqcQrW$OUf)#t$U~6731<BXyb{axeNmJYF4`0%Lk8gmdhsBQR`##^Sh#MJjwnh
zW0>l+Cf;L&`;0%eIaV4+*LiMl4q$`U)o!RO3{>Yx&@`*kT@BdNqka_mIZ#2Qg&l`c
zShe!}6^7;XL-L3HTPEy9y@u0s$<5brl#<tGwd`e%xf3Dr7WKyjTi!a}@OT0>z_;=k
znkt`iblZWjv#-e9LS~5W0XPJWVc$O|YHIRA(41audVw=h?}{&$WLv3x-IEf1=xoF!
ze4x%W1JdiZefuizp~)sFZ20tt=DPg*pqwlrA?n+I_FilrIc)j%VZHbB>%+VPA~iYE
zlvJGLl}`;yvu>Yg@d%4;l}{bkqG$sIp%5UvF$59}kc7Y)EVtBHYy^I5NR;=3xw7~?
zw3uxo*bNNUmRrhstd(@`t&x1XygR%nF|5Vhmd*)nyrAAM+m6x)b&5J@XJ+(xqvBX=
zq$pUJz=8b2JCGsSm;ih!-8XtJ@Hm)^?2*)SD^Nvx_}T4O`g5OSfz)Ul+dC(ckko9E
z9xmi5v&*KnDnEY%>zHpYq%naeucT@;@1KB9fsoDfD4v6e4bL4_YMJ=OthDo^ngfGJ
z9XjXs0WYQoz$#103&QCA7zZkKzj&xSsa+mdkLlbZbH8v`e^~jsi@m5ad>Qmm4-Nhv
z!~*aD>T+|S3jopJr-KHK1}0Wqpbly#b#>&bezGzuw;6<ybEr)W0=byfX_l!VrwtLh
z{k^YtXOQkS^tt&>OP>8MubPvM%>`4cT)jK}gxLXK&nwm7KimWCJy7V^TEk5u2{rmI
zN0a$Uog%4=p}J^)fZk2~is_4Wo$?2g-fXWU*JpVd&_rw5DUc=^_!0c0g1eLsd1RH>
zmPgm8hdhb?>zLFS^yt(OWn=2+jz~YSIx^?PPdi!`Q38q160`zB!=p+iCnz(Bw1DU!
z)kG*6eArecyJF}>U=F}o`+kBfGcF1#X9XF=a03oAPe75LB;D8r$3nORk)vdhY`FmD
z#6W&I62I004Smm{1B$kxhyB~mXsgU{hsLe9XL`sj0r+z)HJWAgnyr%k?v<FMSzQ|X
z$JeDUqZ`xK8XE_I)7lUHRUaHH!@UX#TtKg44L)I_B2ZC4HMnvcKc~?_Y$y238EUiS
zou7>bkJkW8aupU-+7ZH+HJ)75QlkzNH;{rw<a|JAjnS_Ub&+om_Bbz-QKHdaz6Ok{
zZ}hJjpnQi_u)o(}=ixZXQW{}I8cMWV0OqjApAN&;bar;u)RtVTHnNMN0wJ*wMN)b}
zp)r}%0eT|p+*DEQJ1LM3-I*Cv&zVmq4;_qomdn%7w5ub!TD6po9Xr#V79ZA>qYb+#
z+^_5#XIjsl^gWg-J-mkc5T=)t1a)X2Iy<x`Hty`zLr-7w?3cy|rOaqkfMq68lfZ_{
zrDhWO8u%B-v=q>MNBOg&@uZ;DRiK2xh`es5(CYGvjTzh-<%&tNoyZP6B?#nVb`BM3
z-U|G#Dn?SaJhi;_u4^(Q2|glrS#gmzFv~5R^1zli=kxcQ4k&C2pxYr3w3XeN{nYnw
zZ{vQa#)4Tg#WL!uIjsp{GoJ-17tb^-G*?x$^&2q4oxD}NN~M`{C!DPTV)6WS)a<a`
z%|P{A0I;oYb=S^*$=n{23kH1zT|1hPR_pQ@a=T8_xGfd6y<1Ucgt1M;aXDbE=QS-v
zC_k92S}=V-*}3B^>BzjIAWO_N9X|+R9TyyUZ62Re$tmYQZ#vYw(ki{4>|4f(nC<X3
zN3&=Fat>E06PP%DGo2R<M!x7^ES-9LdZ-a&4M!FmPinJ*YyL(?%9QH!|A;57*TH9P
zc<)Xo98>>!v@X?P9vVSwK=SI<PNUJ4IR6CLny@&#s98Js)+@&{PNs36+f-?5MF46y
zb8DP!o!PC#QA4(G4!xP_x}d9IK8;APP9aAJ<+19x3!9;@kk?+i8Av51<c-D+aDIr|
z$7xO9w*Xd9PY-xkMwGO+Kh$+HZ@YPWoi`55AKpYSv?}uuE2_l|43n;GlRZtWhkqKb
zJ9Q^;&9hQ>qflBt>2Shx&Kbks^1l1ie(r{pM;tL0b5l2^;Cg$%J{Ete9PZ1?>V9wr
z1AU$H>Ucko&+~rD;rM964ZwT1Cof#aJAvFcfz8{l6Krl0SPu9XsmGQNf)QKS6R~-e
zwIC%<&Q+;nbkxFX$8awN$Vp@+VJ=<>o6XNeBqEHxs;KkHgHbDO(O{+<pIWLHN|ak!
zHKE_Kg5+KltB6aUE|c9Cs)sJMFHk(TDo+GG)+gfNSk(pT{iMcj+WH^ty=6dMOOq}f
zf(3`*?(VX2cbDMq8r<C_K!Uq#aF<|#-~@Mv;O-tI`8IOibKWy&zPWRM%%3~iO`yAL
zbys!wTB~;T(^bW{1zQ&ZxZzBn)z1>I=D&bZDP^PtF(RdOo3F}R6u4SeIH+zHjyf7E
zHM7_4r>`Bl^`~<PcY=@8{3@cQ@93(2r*9lgYC2z`g_v2MYi?3$KFh=$r)RH0Y~|o!
zS7fV6rGT(Ny@WEp0!BpYX_jbR?s{@W$&V<u`&}hUhG2NpIaQ%bz{bdTj+-6Nysg&U
znbOuC!Wpf(n<WJKo)Q+8Yw4|MA|f1ZV{y)8`I`P5gqLJvUksNMg#z!Ek;filAjwWy
zoHLaf3{@<-Jtfx&+u=57U3_Dv^ACa1a+)Q5&OL@h&R1v+p6fceLn1g~PS}bTEzDV@
z9VEeQm(A&`5ae`UMFiJA*Ix(LZ<%tHR1STOKZX398)jm<ApBzs8I}Kgic`SXM6)Z<
zrO#e-E7y77(oY`Bq2fM~b+>g~2%WG_7|4YgfJD2n>6Ejfy>jze&#t^8Jam&|m*O;n
z@se(XFiJeNM#EF~g`f7KA8ece4AceTCpsQZndp=2Yc?y+O7$DLX)auD7#0r*F5(@F
zH_aZ#!TB?((xh8w(Q|myP{SHHoD-<M`{KJ;%X-==EY<J9Ud+Q67P|-khGlK5{7}|T
z-$E$QR+sgi-9p-%sH&jY8Rs`({tb*GUyzo$BaSw*N=a)84_DkP%pBU8`p2Y14jBZH
zl<e%67a|vshtS`PM{-({jvX2J*?AnEbPhl{<E49~%q{y#ACz`}NHfYgfg^9C9`9@{
zfEM6ph(g0Y%~*TLhr6}PHg~@3h{)jymgNwu;^sCWaBM0zBcdIZh}QUmKjm6wU&MIa
z7HG{3r%#kxAiE-S0_Ep^{p&XDZBdj`$nsK#V+Q=pDoF92#rHJOy2$s3vzkJ)7T>=-
zj-(3h&!Zm0x+}5T?WNi)GmZYC#8vI>;JIVfIuHV*%d;Bs_tzE{HWW8p&^ZL=rb8?r
zDfYr87a^oIW|iOT0tS9fCLE&XH;Pf$!I(jT8n$KSo6PBwJa}iFUo+~bnk|Ai4Yl_6
zQ)pkDwE6_=)4VgOj~6FbH(q?zE&E}>)^s)5%1Y`^BEH-Vt*v%|s^>=Bcm(6Jk^;uf
zqF0*3f^r$}<B!@ZnH=0c*mfpg^z<~f+i<YTvg}JWj6ni5DSt(xw0mw&tcx7ufddXi
z=3xt7t^>(k*m!sc-$?Q}=A6`yFpI{Bw%DE5qNQoCP%PRI=wddfJRDxD%vp%f2ASm6
z461MiaDw0)>Y}!x(&UTyjpd%BsC>wfAR1Ca-iaGk3_>nLEG`IRMN<e5=p-n0a9n*y
zu9se5eWFG!+=ms2f0@d~o!hZCthpj$$A1N`*D%*z-nX@e)ZkjZwB$CosQxf}blf7!
zB6$~e;<#1-ZFnM{g<T+k*+_CX!&9vA8?sW=-ey;n?zh~lG5A9=AtH$t7hfVD2$WA)
z1e^@9qnRE_61Lj&A~I~PLSlZ=n2@5G!M+L}HA|49hv-XRUe#M+9YcP?@Kj1JBGe3@
zn5todB|yEMu<y@D3IT8qjOF~GyT3jpH6s%drH|y8AN!J^O@@kZx-SDxWj;8bQ}R1@
zW%#OD;kA&ApK@xIb7RD~&Pt9Iiq!Ac#!<}k$arRxp&HnR34>iZ|I)q-XY0g=&K(>H
zKLx#J_YGAmX6STC83eW;IuL|@X+J1`4?r0$%<xkpesh^-JmAsz<^W&NlA2Kz?J}hg
zKC`N1^-dq74>T2}(V>UEceKt-7E>}KIZ@+!_B|N7(9nl&_>bojqd{8mA^hXnZZ+(`
zGLl%cYr;Om>ghz#DOxOeMeTA~9@zy<zUG=%>=vm+bU%V6U+!?LL_S6IIg_lSM%z4v
zPLiqWB(3An4WK8KGt}<uqSDFS13KHrXPmq6b0g4T+YTHHnR}H)WTW-!__)RLNXzef
zDP61v1i@nRu958RPph=u$=oO&=ls;LyKCY7ycnN2=PV-lz!1@~y|*=LYWC8hai1Ak
zVWe=bHi{^Freo=?T&l$BhHEpaZb-iIXIk&Xrsn8IVspYYRD-VT7#s#x|9I0%)}N1!
z-{*~+iD?<9RzDXaEtel4e^s-hv{vFFvtP6>+Vt(>t<2=9jHbR${`D&Y)8)`6WCRQ;
z+RfG_sG#b%nDUkcU!#>EkvLTPt<w@#I160DzxZjKf(i9DIPdb+^*R{rrO<%s*Xy4f
zQ9A<7cN$Y!GYonbQ_==&W)xUZp@v%ldCroW0>LQyoL81dYM!p#vVn6g{1r%?{bLOY
z&Tm?_rq>_V@~-igUrWf<5A02U9w5Hz8TH$2t#u0<l>k*EbcNS~95PuCw$FIK>LGm@
zlg~D#yc?l+(b?M3&1n}r%1~7kVYeJqWYS=C5NfhFt0}f%BKUi<Ht!84A(n|l`EsXh
zV*PGD#_x&YTUWfPEz3>JaaS>B>#T~f`gBNsBIhnmZ!|}4HO3xu$`lR*-mzC?H}<%Q
zzrzU%osOV5tlGdLRrU!u=Y{=JJ?D?RKBIiP2$U343;x3XIs@03$w3dYi3o=bis?Kz
z|C8OXqn?4w9x~~ZtsX-t{}7g)r9MA-0+Uo6jB66dFR1tggYokAG4-U_V3zb4_e|P4
z^WSu44GGvJ`DgS!Z@4uhV-AT>;K{yHsLNi+vl4$nu?C%Sro+WEFcm#pHN#V16;=^A
zTTEF8L8zv#4UIdw*%Dd^187IYzGntKgj-^a-<lN)5BG~M{CJ8(w;cLwFt$Of&g>fX
z17l6*h}g<hQcCMp@0+~bO#TEfV!9YyY9-PJ<@!Tlu!@*<+53{X-2loP(REdsP1qdF
z72nEDC6NmHkkKV*gy#H(Y?F(vu(Q~ZpZEuPWCvhVRAb*rH>y*>N|eNls3E7@op8`b
z*c6bEr)!GVCh-NbulMIw?Yw*54Ss`-A7%jk9IJ_eu#s0G@AqJOQmc~ggwehqWuBwZ
zUHOBdsozm8oK%HjtDN2RJ7?55)V(03K4(YW!q3aB9pvDxQ}y>=5@CF12g3l*En#T#
z414_ujR)i7Lk^#x3YxSVUh<l=4nEt)4yJ(cWuUK`vMYs8?tCMME$p`}NOP6x#IveS
z*D#csF3>)t3b{cSHs)nMG4({5U`i(*-@j=kae3e*MK4djPK%031c8^N5dHX;>ZtrR
zRaB0CxbhT^w`%y-yK_cRHQ{rhYo*(aK1wu*BGB9}f2;JAn6~r}*RceL4hK?s9^{{s
zKPX{Uv&t3jQ8wG4-3is8>`0iq*Kr6azN^E_#M>O4J%MMRnw&6<SXYvrC4n6NMN|o>
zmv;79#KqOhu(x+Ciou8{r9Jat&oyj@YF<qjB+|tbYE-;`Z!Q(8UvP0uY6{Vetx5@2
zf9AWOPy)Y%xoA6(%--FIyc3q}d+54fG@J&tI}~J!%j#et+AHb%N$69KT-t}p$yWEb
zu#jofgzQF`+>(+vSR=e2smpd5w`;G3du!j_jYM|H=2OW54qU>lN`w&`6~Ys=a}s;B
zb)7;27o9wpaI_im8Jrf2y8|#gKB4Yz4G(M$_e3~)Y_BGi^|I_eXz89S)q8@-!X2lZ
zJ$NlW*!G(=R_bj*@9_E{=ggMLMAfm{r<V08nwthq;DSjjca~~l)4*akvn+pLq;%KA
zxYw#*D!zhWll+jtxs1u(RCZRv(|@WxN0Vr!C{>=)G+*;M-70jO)twl(d=)Gq6{no{
zV<~}6fCc^z<6g_X7DYWsQ^tVx#R>#&0ST@PVOe7_QDh!@@oAF1O5P~|eNxt_qG69y
z(gOrZoeJFjKq*McNsO5#F7B%Y>sJZ#*1=(~$Pwf&{*QZUO$7z)p;uI}lM&??Wr33J
zrL-2aldr9^sd<`W5)^e&{V$cL<}`;pa693%MFZ0MQoq;C+`gTV><u4;?#rq&<|QGC
zD4DL$i{i%6xiL|jyJYz~r0%JDh?P*)*SU?ks>9n06KgPKl%hYBntbdy*UUwq%9W}V
z?<UqROR7ljWP#q#x48<zMU`TCWpB#+S?0J%cSL|t=D~focJH9131N4}VD*Ri!N-^p
z2IdY-nTw1tHaBk0d~&bR+LKx50L6Iljz;rb>)FpHnb?@Vm8!K?113p2l84nY(ZcxE
zSXyV!?PSEg%(2=E;t_ji@+G^zdChu5)P^>8USVRo6Q{OVyU97flPKLtuYR0Y))YvA
zBAHLqnfFF|=wSv=&C+bAqsPwdSy1ASmM438kYgML?jPXL@g@*%&CQJSMx;lJxO|Se
z_atZ<P>SO4TuFvE@54rjny3D9zCz$@fgem<8b+(v%kMxnIgy8~!6VrNznxbfZY+`K
zOhn-~D}21&hO)wJRYU1C`Y=8QW@k@#Il8No*Jim>B!m&+K3#|x!OX0@b?8npr*K!S
zf{QFW2wJDx@~PaH>RqI{7<U}O6>N+vg@7uwEJs@5Y{P-ssA{&j?5xb9{qXMk0U8>Z
zD2|}Y)-SME4nD7a8~H%K9i)rfLMZd(@EnH}y1ovJDkX+5F}tl_168AfCM8#Bx3@l!
zH`&_j6MPTe!!j-3QSY@;!+#hT^AlIl-cnf}?3Z?bd5fmXYeh2g00Q*}fg&8TBbnlR
zwSgK57=s!7U{6_E@=#nzA-ZGZ9SoOu_Eqc!Zzh{#3SlybPJSA}iqG<_&-Xh=q_5eR
zUuf~LhKzqQ(U3H9*0J@U0WkFJT(f7p46nxaoEi2kjd!|nb-s1ucC=5Or+tXedXITb
z8q)OR%|^)aFsi%l?oX_wx)KmcQ~yBt(R1}Y#D^l`aDJ;hJOe?!G!qP8EuA-V#2+iP
zHrU5Q0rS+6#ork85{B5*PgqhBD7aQgTrD?OadSB~b45Z<%c<s>Vhiey@o|<DQWgcd
za;^ekQCN_i4V*m=vuN8mZP+WUWynxz(|?IF^N&)E7|#@bd|J!zm3ki1X9x(J{NLVC
z#D@zZ^UeQkU}2QsP>^wFOZ!&K?}E2coS%&=i$r|)`FJB32?pk9uKwsj$TmA?l2CT>
zU?oV(LyGO)nGktpo@m%0!nlsrxZNk5RCNhyp9}D04b2cgx_on?41x6&z_|!1+h=?T
zwfBSatnRZMmxXr-Bqg5XRY`~zJC;mz`fLZpLa_1?zL;EyB^3DPg-aI)^_=0RsS;4U
z1%m{iF6hK^8#z829vIcuqJy0^+mRZXnn?DCC|zI+tS99zLbPO!ztv)UZJiu2{^6JE
z5b@_04WseCfcE~OEQ2m#6be5Ne9uwd4RMvo;9HNn4P;EV5q5X1t2~%W15Ujr<8<*h
z)!5$`By;#=@@^}+4%_!5JDX$5Azk)`dx7kp9W&=RklYzGdd_r9$u4cEeNp9UM}lfN
z{N5qgDJKwmoi#_k4T3nxHS5<(gni7~=7c^Slbx^uxamJd5Uohx+^nd-@z393cr|GL
z+QOh=$0DY&`MkQZ2Fv*9nEUN3-cpHUh*$dYl+oGc;IBgDDtqP|Dt`I~hI<5o-?Aye
zG+$~%B+bn0N^CiC6LrpHCAnf~n13a)!twRf|32-Cm;eHCYm^@Xt>=<&i61%Gae#^2
z^9?g^B#qyt?_hQDh_OXbONOJQ^f$_n8P8)|HGYYAM%OF`#L;!r2XpW9Vxhv?f-sq{
zcbY)!2`|mk;5k|L6jC9Q^3un1^<Y@Xa7A>&X$EI^%@QC(jxK^xA0}E7wP;)rRXIe=
zx^PERN#C8WLgoeSftJXgEN`mCWjHhj;=GPFNkI;|9H-2M^nFl?(fsZV-u*^)KUBcP
zG-4uWK}9#M?m)+d^)Rgn<qXpaOVW}%TW0^~PKB*>>QRA*z12!+XOml)rYfo^CoExV
zMj!6jgZ9Lw2YXn5`%xLEK^8C6nmO9XP8C@_@{-GT`SLHLild|@Lmw__&e`F8f+!aT
z5;yI^DcBMbz@<%7PQ6u_YLa}h3C!8oK<<8e4LuNiPfG9T@MA1DnHmM1=NmL~-loXY
zZ_`iOHx0gU^$9FW7A`5eIdg<0Y*Sk3EW#l~gE#DQ$2-*zR2$|$ve*=$PgGi}y-$iv
zPE`yHVXOp);fME-mlIz&u&5ueVn>Q8Y(_$l!EgJFTFIxkK7|D>LGy5V0)4iK_<*qk
z#go5aont-M2cJm-u8t<N*pB{g?JI}XfiEqTeJ32GFX|N6K!NwC3OR(YEdk2PZ|iL*
zWo5IFl~MDM?O+GjwZw}RoeCvmK9SjJjF@soi-*-3L8Z+>e(bzgJ@WL&Xi_b)T`z8|
zpgf#_g6*1QRbo72f6MIN&jT4ycM9T#_@V4v&sl&UCF7SPkr<9*_dy7egnpCsRIXSw
z2`m?n={L5l?yVoc!O6Eh-v7f!_tS3Yf9W&sAH3R$DalAli&2Z(8yo+({n;@;y3+f5
z2xVaK+{b-a;7+Kqwb3I-&`)IlC2#+^Kf8Zm@qf&d9WVg!^DgrLp(ne?$hHi?4eq~+
z|KG(R{DZuIK_C1p&h`uXfE^f_n3jnFxCPGg7(AEZc{Bb$^{2@2wA=qD!r(doC$<2<
z$_(7feu?Y-cYlh&UG@Lqt?+5S|D4@_1^s-&Ec~;NzCU-#NeSf@X$64G#F!Qs^qAm}
z&3{@Upr1f!Qc__XLnkX>IC5EIV<TguKWZH~32cEo@(#cqdEh#bur_xDl1f+`S~?jS
z|3ULlB!b4K=GK1_JoZ5#<mBLJV+Fik$=uP>n3I6wxq#q_Cjtp0VCUwJZUhXJKoS*W
zdk1qHYfb`2U`E8+NXW+OkvRwG#}M9+Y!J}@ffO(?w>GkWK{5~+JoXC>jE!t$Zs_=u
zdnz-u0!sO}_}|RWR7Os=FO*M!24Jjnb0Dz5jez2bF-ig>W0Pl0gPgsQvAwyqDFMYF
z%>JcP(aF}<()f`{;3|H+1b9n6{ic5u{yDPzi@=YyPo*zX5-|Qr_%w^p4bZE~*cbsr
z#XnUtKC@^DEOB^5RoLrWn;JuNKSr15CEykX{(E`|{H-2{3VD*=z{Jo@-~Nf52}sVs
zz{J4&lw*F%v9LVn1fFxO&pFoToX}H_@v$2Qpx4OfI^pLW^K*{nDaXqAoMV5^0iLg8
ze9mz^*Reh41fT1kduM&=;iVOkXG)Q0N}yQ4ZW*7sW_#&f=&6p4>6sGnoO_W$@HzL~
zI|BzW$HXcC<P10+FQWkb>uELoYhDbU?CpW`_OxW4=H+q3&8?09wW@4wY#*<G`gvN8
zf2{1s#VIHHSpEV<0si&;9R5ddnk>vL9FKSWKjCryyir}#tkhv_v1gpV+Mug>Lecnk
zhp0u}(1=8V@yovwc>7l5U7T=e9_hQ<e19gHFuu?jk+5lc6&xQd&3YlOp*-sek_qVp
zyF+I(nR_&U%`Z+&WryGM%6ROSU`_X`7Tm{^6J!?5dYqV$7mSWPVEUu1{Jv$lTpupn
zaa=Edp(c2>;v2#r81a)j(O~+HW+ZFF_&y>{gXil(xzTSFUp0`x?uqU4jF{s&E?9!{
z*L}T-Xr}0;2#Y`QU$thg+?SK0%$7gg`n*EH5u6x5%LktR5k%^hVLxJb@%FCgiB7cj
zgv6#FS#FlpakyH&LBi=(F-b)Ky;dKfj`JJJx5)VNzFTT!`MfI=Bv7aK9HCT4O)LFZ
zZ(Ad@ybpE+q<n>GUmJ|uDxq1o9JARdytzCf#HUJRL4p7n5~ZGSG}-n@JrLP;929+2
z*$$>fxOI7dW(E-SR}^_blacv?YiNX4a$eSDNMRh+Ve&@x9l0T2Zr2Q6zkE!@SDEx8
zSk&=c<b2S1BW|JYi)8ta@E;S`9QBxlWXzq-wZeU>F3N9v^1{v~@k@Sl6<OF>$j0xC
z#!Gk`*uR}&F4+GpYg8CFjl5yk;&E_VL>d2@&QM}sMvKK((MZOFr^<j;$ZB`?;ef1S
zm5Gt+2xHn{a*|t6zooXmffd^@OYBoG`4oURg+cTn*jb26J$}6*hZxr*Jat{Vw|X)r
zg{s>CvMzhBrs|!g{;-<=P>G>Sk7n<*0pv`uNnPD+N{>xJRrl_zVd1+ZUwE2o5S{fk
zm-!mJu->WJTdXD!dMr_^2xX`6bMvEGG|h@-t?+nJ8`bqV>4fRgEPX4P@G`gx^O}R#
z>u;U=<dcKi!`(fSKww?@jK5)VnbnxeO>1<}UFMH{sOwEy5Jjs6z<m0Y=swlf%`AD#
z2^;0tF2Hmf0}BkzJhx#;dc~zMz9sKrCEpD?1~GOHik#1MX7%G<FS+Xto|$FFG`(p3
z@ur+&T#oJud1rM87_Fw#4kBL9#~NP*w_DD*rB_8^Q?Ox_%B-n~;U?@6>?DGcHq18i
ziuJFxltS4Wg`8X&0)E6bWjKYDQVKe#TWC}e%-BJItN)OA=Po**g{eM+D2gPyxqnnR
z5nt>|YP(KjQ@_R{uQVOYF3~MfT#6i1tac;lj+ejuu~!OIgs0f8#l5gh4eTprL{1OU
zkh>#5oo1YsUO9|qqum^rE5J@p>!OQ?>#Wh2C|^9Mu}10u*>*#fBwTmwt%o>1r6cQm
zC|)YqSbUqKFqr8f-QrcVQaqm=g!#K$&7N&|S?XWotEa6zcc?xpH@CfFfj+<3&$UQ!
z+xgC_X9@7RMjbSpl$EcK*`xX|$q}=Cpo~@_{Y6_r1Ss@0OsSojXGiU(0v2F-xs!%g
z7_+wp)xT!s@w<S|ldFZ93A#9B*HCA|Tt$19E1WP7oyuV=)CFHfdA9I1Hjhn>@(c1I
zdX_c2Lk^3~YiwwVSHkF^>4LnwF+@F6bI7U0?=M6VePw9&J^m|A23^+{PIjNlc9V59
zYrkwbkCWH8IXx)_4l&y5BmNP{d^nznVy6R=^h3cg*R#fQ|G5CV{Y4pjKZuSc&7Hwm
zpL4QEwAQOnLM5rX5`}wQH8bTyt+~Z{a=W<0Hll4Tzc}4SD!85Mw~q?$q4!+O_Jc?H
zb@(5~PcY($rTJ3ba<xW$5&TjK%mhZ)M89T{8cQj^HR#e#97o=Q6J%D$(w-sR2q)Rs
zS3*s(=U55}zUdf5)cuw)zMz1Yz`eXL>q0VyBD_4i2S*jk8|RM_krPM8T?^&an(G@F
zH9BUN*Vlr7lKa)0R0KLEp%5alMpTj|*3{!Va_HI#jqLaD)2(c-W+f++v&qrZfr(~>
z<74a0Slklw#pastmN1kMIYL202q?c>7ZA{{@h<TfqeD3`#olSM_1$6QlCi@Z^D!?*
zT#+$wZ;EnD5mtnh=+8&zXFFjHRf#L~#nTd+<cielyPq`#5t&&t6D!O{kl1@*hI$5H
z;aMxVB)0pQNC12>zNG!GV3a<-aIPO>nI#QBuks6U`6x_8>>b3Nd&9<OW{u!ZQUHjW
zn-SW(??-3<s&MVSp$fXEgFv2TY1lNAT}+}{UQ=Z|m8`%Vge1et90UbtTJ&C<90PyN
z06Lan*cJ&w8-62=O)Rt&27`gxUUoC>+-*&|8{+Nup7jL$`O0?Jx+?2+;okSy;->6k
ze=p|S+Tve4#h+Ld?*W{$`l@sS>ioFoL={q7a9;_N2Y_CAvK{9}lC}f@orNaYDmLY0
zPK-fRWTE*K3A}rK`;=R{2xmpGN7F=dift+-DFt_*!zc})u#UE4HgtyyEzk|WUxOCk
z8Y>TZZx>)Hd#NcC$4hosym7AGrj}z|!uQrby^F7o?tMriR~bZxazPfMfJ`dDEp!Z|
zv|_SR`iAvEPxjS7sF_M6BWf9Zp6@|t^&32mk;#u=kd4YXmc@Cy!DP=#tJl&vSX%hK
zea`a?H_e>O$LQ2?br;%hro?3FcpcZjjpb4sGJhfrpTIhD^Sm0q!((AT>6(_>fYZn5
zKzt=QMFXf%^?a*VX(8r%@2p1R9PS;n(bi+NMDn3+<L9+DUBUX)agX5fjCww2FSQ(-
z_qJ8YghAO|qIt!S5=+C#AH5Fw8Y3|$ByqIL^bD;_r6!k+)dK?!+Z}@yg?gtsno5qS
zg&&PZ13eY}1OOJDISU=s_~DN1s${am63D}L_OhH-qPW7c1}bCXvT`effu$i)+0ab2
zQ+kDMWIbtMKO4q$*M7CMYxBBW)4rW!c*C#LF8=#wpQcCnmz+0$KW}!i!*3%*BE>Q|
zHT=x>@?WGB;d%_UIEKD+8%CGeycL>bw&3R2Bk#<$UG$wLXqx$}b8qRE#f#{B=Pi;M
z*j`C-_3Vp=Ub-zF<~y!+#84PmU39t1O_foNhumPatq0A!x5G$WU-_z+N4K>Ymb)aK
zHjTE}a;Zdwt35!H12=9>SkB9~hLLf&hZWx*HU(^w{KO;CL+W=@ZdOyZ&<jKxt3?Eb
z&aFwv*I7<gv!vD0IUOypPE_TtSO~syRZq4t$W!H38zX(wTbZ*@7@g>5sR^Z0PRlJl
zPix#YqCqVM+HP@FDhK<+TU(h;w=;~XxHu6W$HscsDdwGKuhsD_D(qO2F2__`O{cK~
zmb0|};V*FvUu##ee(_<Y#$-%Iz4UNYTdrJVo|+tTDdv55YK`at?Ju<^rAfH#X7Nt^
z+wb3iRyiR!Z8_187k^-av39vo600hNB*L>1sTE6w8Kj_Jz-vIQe<-4NZK2ml3!5JI
zGi8|IT##9KD3WX<k#lPsH(M*pU@;3d4QP22#m0s3!>!?baQ0M(h7%fz-1!oBGe?Si
z_$qgZmuT=1ziD67Djm<Kl8=qOaiO5NU`qb8i>+yOCo=5e0D>I8h5VE<pw{8HZC$~D
zTFHSLg6+tvK0ITt5DraF3qN>`lKPBDt$LgjbxPRBO-$o%*Ijr7X1KvO+LF<ba%*KU
z9@f>L4WciiH#dnxREIyMdv1*FCcmHQ%QbCtyPk`#swqPlk$yNzEGWQ(n4Nz;Gc6aW
z&`!ga%S+JQj$qS%?d4|Z(#2JQx@L>j&x8?|d!?mr><42nt71t|;^e6-XhtOUu-~*~
z*5=G-nDrI@`_32UoofS)sqI4TX_+3K#6vd$gz6}OXvt6#rvKp$Ga$e!f3#s6Z;8vx
z@*3a!9hLP*dR-3Djp*U~ldWdHc{)^Px#8+zh9Fi?lF~JJ-d7Xy&J5U#p3U;`3?Uv!
zFzWT8s<U{=+VmCsCPF?ngK?~y3g$IhNF?HVk;v7??SmWs28L~BxZ!XMcR%X{N6&Xr
z`eR#{JTfALS$~TwXSVwDxH_5d7SK$5a@6O9s1LrO8-b_2akM$u^*!9hFcSpFu6D;k
zXva~mE(IXZr{sq^wH~A3&gKU|eO6%jm>~;>Db12QK86E_1!ll8(ennSB^g_0HcJ<!
zOg573TlHsfA^uc2*45=<z1Zk`Q5{cUK*9Ft{Cqw&&bm1!g_iwake^kqhl=)oD3@I4
zo(n;4ZwCi&PlgU(Or4?2dH2DhS(-5v^%y~CUS9v0&)3R9LK5^^u-azkflR9|n|E{U
zKDpbz@zh&bPaIoU#BXaqwl+QLxkGn#@&d`+ZZ+l}8B5^)A+t~`4gVE$37$X6@6`l(
zui|)5MzgJ49z(pPtYei-d7x|Lw}M#vzMktOJi6^>i&9PFvUCXmtazigVI?lx?!8~x
zQZR3%0nO`%p=nwq8e@I5U_^v~0n49hC=7z*{1(G{dE#ws%UNJnyd5cqBr)w*Oet7{
zM_hh->dMF--*eGiwEGm~c$ZC<{ooJ#%4Jw@oh;a{2Uy;02%Twf=yS<4YE~uB(dD}n
zOtv?Xd)ONbu4i$5!X0!T`VQU~f_~hx-b%eWV6*Hr5<ea~pc?&S3L2Dk7KV5V=ybfI
zYq2@D(S<>(&Z#~>Uqu~#4DcX6>*b14He0@jr4fE#1?G~xyl)MdvQl!8eW!BoERF`(
zoM<G$RIHH_8?==-on|B#vh=<D$WzrNyM(K6&)bDy2LbHdFAE$dA6#l9Na{z6W9TC7
z_w{94tzA10BbPDs3e}#)gd7UAvT{aUb{x7U<H%+)xRMMzbwRhYvz^s&^foU$iO`U*
z!G#~BTy2A^gxNnzHIzzQ+eK1d+TrWI{<ag&|I4-U`cuS@dxM^(I}qXS-v(={zn#t!
z4{nb7$L@G<S5+bp-54W;sNGMtoD3{WAm=o1cS71Y^*u5qtbd9HzMV$&qz<XOL-fA;
zxeX;uxu__eJs4yL{eBh2q@5*VcE1+eHUKtCH89Cm;3hc<QEDyqv(CiC7VA0qdBE0n
zUdsi~E_wpJT1MUH8{B}7kyV|TUKi)r5#ZBoZ`5+-Lymb~#cWuW)_0MtU|M40gnvk9
zH<%sVM2g7AY782fz|m}MNi_7d^xsx+07Xta_fh^h=s!e-mL1MsGONVg3k$`h);%uM
zm|iA_#_n8s7o!}J4zNe>MX(#Baf&AAxFWoYv2iG!9K1ev`jxiM|A|{EVE-p4y+i5Q
z&)?tdgoe`0;3CdBg87iOe*M5<J9YBzwquTkA&ZFpfZBdyik(W#Vwbkc-fI`V4ia1j
z@UEQRIVg?hD&b{3WV}p<h(gExy!6@M9HI1^n<sWNY>h4a7>*XHQ-dZ?_!(RSE?u@K
z_>Z;WwKQ;71y2P}<;iYzVce_L1LcOWGv<a8wT@)QJ^@H?dyEIGw2Jm1tVP9uaJEy~
zdvAX}^$;&ZTf~TOjNI_6Jm{wm&;Yg7>+}ku&jUDGqFt6vA1-Y?j`Vrgxm(?Igstdv
z%La)IyR`xDtw+MWEVjzAWFpov>u)i6*@9za%dNQZ97cnhH;4he4`4N8$*Jqt)*LSI
zGo_dHtH<-_)V5QTX7lD)0NgH&2!s3gsv7P4iKopSZ3U-cq>6k!Zm`5&INRk}8_?e9
z4Nj`^k>G2c6uK>>zY-gj(G?;|1-~=jkn~K?hi}ubaBQurYetrhOh^1cThP~ZZvJeg
zP^y}FP2U%Wc}5@V5%{A$%oz+GDY`9}JvbwUfXt}R%Iqfw4yg%I^7cr2Tg!?Xr-S=$
z|4)ZR6FK@6S^8m}%8|@Q1|MrXH#_~&_8w;HZPNt05s(()`f`OcWsLmk)3?08AC~iY
zyOwJeF@GZqB=et)8iBSVWm16vdg0|6>oVoPzlv3octE3&H=p|lTguaUqd%>l&vwqo
zGht80QzrvQVEmZp5G8+$BBQ7wt01jTt!!;>0;E>9wKcY<{ljucEB<)(|8Y1O=BFcG
zPlu_LY=8|u+Sv%0A5VGxyZQa!<3s!>tp3IP{$F$a$mai?3I316UjH(|KgEn;AOHZ3
z-oQg>!2f^-$A34uKVI@rv-4>8wl}wRw6T9Oc>!nO*$Da%v+_jnXCR}$ANqUjlYka@
z0Pd-G0(Q3lB90Lo;IYAf+1-H`J`JM2t+=tdshJ}I>vO?BALnBxV17Q|_SbENe?HE~
z`o!q-BtKcvfxW)iZ2xjP?SJj=|L@t|IsSv${n4~8%+4$<EX4X^ntn8sKbHuxKO3?i
z4d5>&0)LvepG!pkVw8U>5oUNXct4uPUrL0ZuX;4HKb45EzZlFP&EU@^0xx|%n%;pW
zz!;>Az?Ok#>;FmP_~Q-s=Og1~8w<ep^f3G<+c@yP`qvTJzdk&L{&JfEt>*8(S|bY}
zE;|g;@+F4zm%<Q;3c}m)iwQ{xB!_jp4GkrdYJH>0IZ8-7j;4rV9#}uS7Di3e9R!0e
zV82QfB(?09plWMs;yj|lKQ}deI5fh>{6m%`MFvS^?APhay&)?GuCCSvZ`Io6?e6Uy
zyZM*n@a=WGs8F1VCI^bZJ_NO2p5pd35;`X%*Lj_pHs7OX!*kfZ&bC<YMm;>{u|E!r
z>Hca*heHbWXu}(cYiOjfDk!6iWIY6(UyvfgtpC2YpL?l)_KthyB*K;4`vc#Y_hcj;
zb_G@@cH8w)gk5%1Y!D5<IzJo)4QD4)PqrYa-QE^7jv1J*B>=RE!+z0A0ZoJU{Mt@~
z7FE7b)UcgU@at*MlplbiP9Y+ev9NR2pNRb`cGqb0xc0m}0D6gtoG1UaXmqF6(8#bs
z8l_>GBW*&mN}wWA1CIY0)Wa#e=Nd}I<ag-HF4$}q@ImPxmS3I4K5qgxS<PqxetMyx
z!bGH|Bt53mLhuJDCjutSr87!1lB^mAbQgq9x-w__dLb(CTq=EE9SOexmfxtE;j2{F
zL3e#esZjQdL-%rS3l*(Y!imS`e3dy>Jr*Tnal9P_&v-#0?1O9VCH^fJJ^4!c<kb8|
zq#e7Zxwfons|ja>EO*~_^yh|?oVVRwHmY3seWb+~B|uhMeSPGQpmh5x#Vfyp$lz{^
z^@1?FbGL3u`-4<X16gRm6sF8k{Mn@fV|Pne4pk%h;&8^?ukRQ1#s)>-{z>Kd&t7Ve
zFOq*P#m6WA-(KJ%YC<y70@Tvx2FCV|=GIOQiohL16I$S&qLZcm|F!nP@^rrXZ`udT
z)9LBI?tVX!{dr&gx3!P|f99Xwp%TK1ZVrydRua}GHh&!KrvLknDUcF4O#iT3`dsnX
zol;;4@I4Epe$?mw)EEd@p5P9T6@Nsv`*%fzfC&KHg$I7vfM?@@uWSMq02=`d@WTu|
z_6`7kSl9ssz`%z<#f61{4fp{751X?CKg>XX0UW>&3-Da~lR87d!omhTUH_PvIe_{N
z(_>--Vmug`9~0n_4(M2bg#f?-qywrTz;*#ZBG$*m1jHaP0*is|KPpH-QeY1NU}GGQ
zi4E8ukl+!gzyTlthDQV@0C3uXVG$n_usvY-L0|#^r3HrZ1Exo=focvg0T_U-KP8sO
zDj+FPK2~5A`(pyI0}D7F6C03wAhW;(U<URL6av^jD{vfu_yJ(6Y`_BG@Gujwvak{W
z0Tz$xkq+>bfCB(jY=H>?TslB)7MK9QaeX8J_5qXts0slS05~E*0$>6>jxyt80tN<r
zoFrfZ07rxcI03*ufZPL}Fgzxp<Sf7pP!0}OAm5LP9oQ0(*++hXGPAHhCICC|7qIv-
zJ&xgHVtw>+@E7IlX({~Es{V7i{IP(Z70my78UF?1@dTati-QSPrbpir|8qezfy4H<
z?+{P-^`G+o5o3;-@hRNq|7x2+j}rfj@-X@<3Iur5{2k@-jJkM1c`!XAB$%F27fde*
zkY{D_1=qp!jJjYF1*(NWbjS<p;u%Z9{EYHoe8y+6Jfl3ApYb3p&ln7*=l)n;@F34U
zyr4>$p79_oFL;ob+_O3hWa+U#7Pe=_^%>W}@~ol)_0p%h7v#t@;)LZHD*|NqsqRIF
zXZc>RDU8pp0R9af0(jx<`8vR}>dgGiC*VaPf0iBaqG-QhQ(iDFj|wyc1MAC3yyRXK
z@MqM_i(1e0a@}()j4$YyXZaXkFfGsW0Vn6F&1d<T{v8?f%*!9hn3pzRq<x`$!O1+2
z66^DfF+J!0z{xz1^&dEy7i7%KNIcIb+lvg(ZL&R&1oJc3Y%elAk38G63`{TBn->|L
zWoLVqf$=5x{N?2dv%|yyTyBpD9;O#`4-m2UA{EnfyR5*H7cQ8d#})8Dj@Eg42>*vi
zE`WpS`R(uzQ9b{v2L9*YNYd3IU6rQlWnmQq*>&tOaJN=C{Id)M_~V=fQZC^A_+RI-
zjV}b&Qhu*xHgzA!3%M{NOGXjoMC3;~d24PUPf0|iCa?tQa&(>!mDhK!({@aHeki?l
zP<K7=QFdA3Q)cIa&D=Azw3PmZmxzIckdlau!%kCNP<SU*Q>Y^*_w`$?5tVlo0Ex{|
z1$x&eeZwW&_`R{6?<p5DWGpgk*=>AAEh}4F(+@N}O_8{Akv{jU9Nm{=UL!^2d@ei%
zjcyIi%pCg(5WNt=rBLvp5@F(;mE5dH{DQ)2uH)gv$0j3bfV-hNX44TjI}g{saAJ$E
z4IG55Oe7S$-TB`oR;!>wnHLu`>>XTENo(IpIlz?Z`8V=@=@|@s3j>3_um7|2+&q4}
zA-L*c{T41`M4m?r!JX;hynbI8Sv)?>5%*jELP>e{%)p`5j6L=uYje8ewM*O0<W@l#
z&$OE-kI6I!wjsp2$7lL;aupn@A(hJa8O{;fyjOz_Y&}cYG(KcE$@m<MBeLFCAwG_u
ze5_lX?vHgER7r{WBV-UAgfdfqEq>ar<F;IbxwpIb{spSUXnsKQ^-FQ;ZGCS#UV*bm
zVUK)R2sR|jV9D={F7R+a5Sn0!o>#GZTTROXGd=`x7!a9^5RNoEkP)`423e-QT+;B|
z?I0BtxRa*v*SZyor5<=IQz6KW`ds2nZxSVyDcvdWkVX6~@qF~K-s_|sc!6KtOpu*X
z%<XXJ<<WwX1$;7n1;X0F)}Ct1)oRepgkgot{yjfN?eemo4$%pZE`)hS=Vp+O-L0vx
z0e-!O%o^$-uV?lvR;!i^c*{BF`0IJDMg?~%Ew=etd3h~=Vg<>PMUwHFd=B$98kS%)
zi{5r>8eshL&FY`$Enmnqf*?y^r0n4W1&X@gz-50qd5@rug^Oz*6`dPJ{pKJY1!DZn
zeXSq2<mNoG*XNzCp(9RD*g2*}r5}u2DUG>oJ&IIlq<EN!3n|-7eSEDhRR@PW(GmC$
zHoqdWYt09|vdMSWpS6-cnN}H*WOwuW_9jtV7%nU{OChl7OV%jSlg;_x>>RkV$ZDJ;
z!CxS#nWRn!qSw?y*TDv4$PCuZo1lJHH8Zjg)go&bepf{!)sEKR9fp(L^NQytEq*PS
z<^*kX`(%#;fn+9%721bA;{9R{T}nhNx5woMC7V}U*f%*+?XdJ=-AXpS)sHe|d?beA
z76~e)C<C?Ob*IxymU)Mc%Hy=PWmE4oA~P+`Zcbo-&jjI~zps+XuVB$x$3N!y)$US<
zJ&j_BW=v<!)W@}{yq0S@OlQY)Y5CP-04}R>b?o))hKXSTh$Q>Z`&mnVb+~lA4}`zl
zRZd_%9X`3F`B0#3Wi}b};2*qhUBnhcZ!a2sZx#1L3hCQ^|4@vk?s^)DotP{sKxO4p
zneSv*Y@WY1X<<@faWQDWmJE>GIZc8=tmK(1D7H6cNm5r^$$Kmmpi|KwyEnJ*7?VTC
zJ3CxFrlX{fb=%K?87*LRfIv*lUBK)7l}@DG77pJ$V7XMu*!eT!0zOtuhOg*x^-@Rs
z{BNpx$}geQXRFTB{V7v?dN>XB6yS?@-koAtelwAotuv7u{-`T1<<-fBQOR>3Bnp%)
zs>jq6T8#3ADU}OK@(&D|!YyI&kBo+p``P+Ja<VfliBeM+LfuD-E+iy(Vp}SZEm}7~
z(}Lnu)etmbsyqh-no$ACaYV!sX^7aR>fmN`?PvBlMRc6<xGU%l^z2YV_W4A~3ccI>
z^mgc*`YtZZCt05txB6w~G@!mOqpxNjMA9v|LUF@o?A_n2BYa$4)!>#jjE&18Rc@^N
zs+p?m<8)@p4sK6B2%%FDf#x;#$w3Fj#V?DDAwuU6>m(oD^9Y`egoVrt1`ADo961Q)
zpyMjmQ$Ei~4bFX_Zl{8f7m{hKovnVZ<&e-dDwp{5_3dueE%8u82h9|e1nVHEW`nQ7
zMQ9PMm8Dd&RCC=2_%t`*y&2>_RQ}fWG9f=5GL}z-hzq1=>S+1~{A9|6xkxBlBS0sg
zWrZU?-k#k3-g^^a+nKE*$0pl;qCKlc$6KmX0O)<<z{P>_Yi-ix{@e$Vi7e+BXV!N`
z;b(P+!inWq+Fu6ooQ(N?84D|f@%enQk)#NogdpG6=yE+17}GcBzz&VuQ-mst8v>y=
zL-uih!w$~!&98Zer|>rj4jtgrrLo@;GThayhF>58(%U_$BkZd<u|ml0Z_RqcncKmL
z7YEvYMt#T*nZkXYM&xs|qarwXr%*B}5m!*Uw&=IN+^n&AW_Azm`5ZV-i^=xT6Zi1+
zZXF2x)qj3^7nIsOWO^yq#Tl(pXhe@5Xr1w~+!O+zVz0eu&S%<*epM_m@MpBgFHzO%
zU9eq#jxtFur|j<(C$EEMqIqq9I4SCsGH>-jl*YL=5_{W$SXV`}G!PD_IjbX#^^nC|
zycW7eK^hghlDohqThoH=-D4qacvnPX`%~vsHkw}3y8f*S%5Jm9qRuJfe79qY5bGMK
zRw6V^i1H4RN8eTtUXI5NG#YP{|FH}uLb9{VTbfsVzUbVAhm*&PQcTKPVQgtU44=qN
zJ2)oyB?>MYw_%a-r67<zLMtn6nZ}(gV|2c%nn;&uK{>-Ex$e3PMPSxpNVD?5`%?%h
zh<Q)!>VG#QN)wlymx6%T#eiH!`Mu}8rW%P{wwP4iwYOJYy|>p@os`toh4FD6j#RdC
zv$GJzcgDYAV7adLc;*t^yXt~s)~l`(z44u()#r?DG*mRS#JsKE?z_(-UF&__Z*v){
zU70yOetrJZGLTceW}DZ|$I7_G=Z~*~qZu7Um}ugD9J#bUl6fw&i0bQ~IP&^S)5o(U
zrc$~aFD4X`;X8bBd8)T|L_*Siqe-@!@2gt7G<;1Hls8$jb-kAFyu?h5rQxhuQ5NhK
z0t5)h)@zyO=C!K8^HoDkA;}z26FiNrt>Sxvo$-mrOHMx<y*J_Z`MD9LuJ2GX!ZEoy
zb%{|%JqreJXL^$#JRG0KcP`;3bZp+6;l|>61Zo+z_X|n<^5#vR-OTk(8t>AC!)>kH
z$n7OB?>-|uB5J-oa^&djtrg$wmb*++pyL?#h6|lSu4NX|Rom+RJ<Z&ezGoRBwz+2+
zsYP&lrx^LTcRS>{THiJ)S;<%+0KgUgeypdsYl>Z~Cnb~iJi(AjLxbEnF;-S%UN+7{
zc4};#iN_;RB_}ukhsm50YeyLFq2+*;AhuMj`5bELPlLH(a-;pwV*R<pNF&o4Yh%x|
z`jOztLoUW3K`O<RS=yMDru3bJbR=&O_Hoi!35Pe-pZH_roe|wXV3FI-`0nDZlzCgz
zC-wAA?baDnyfMrO3@=3@wAbzK>J4#<`D&ynwJy#CH7#m3&Z$o@)f;Qn6<RG%fl=9O
z^C95~JE4f+&`3s#Z51a5YV5}RTyypt+>Jx51B(gmFXl?7i$NQGj(}K^_jyjfIw8_4
zmn)p&tpT3bzEoShq0m-F=yUSF+Y6(#@?<8*-_$3?D{6c$6l<T?VK};lY;S9abM4zo
zBS87d?YK>`_rde}jdl5qeaZPA{lz7z09e!E;<biglm>B*cAr+<*-4PtN&O+co*O=#
zZhLgIL|dC*g@6b)XJ|e7sv`S_-}TM`{QX^YxE{};w|F><STPIG^R{s;_1MDi65_DU
zR3qYuS?Ok>p-dcw`&pzBUVC9vLrrsJ4Xv1Xqwb;CPFgJZt*aVF1(tmU7JZ!V(GW94
zkzN)H#5Nhjd+{!0QwI6w3e&bIjSU`})5SyVrljc|yzjZmDUf{+hcx_V=x3t6M_=)7
z>dcTFPOZ3`hxW%)9KYQZt_wIOpzec)-A&w6RC0t^ESER>8b180B)PYAt5Xg8eC8}G
zKEGiqXL?k4qq>xIJ!8C21v$?@K_Tz^2QU<@<hw7wtia{voMWx5v~xK|a_{Ryx=)>=
z`A-aaW;GS{J`+~$LVVa4EB-cQeS`=j%@Q10`R&1{{dJLcslb|L)O!+)@iYRR7|c9*
zlah(uuK=ug2%gf)!e8G*kkvROjp4}<Xg&zf97w@Kbv!(*v(ayMn)0Q9FEZp6f8RC8
zOpsb6tZ&FP3142|eYH+Mn{qCB5-~57Vo;mSO<jcXCI7vBj@j*HT7PuLSqK-U{axoF
zX>@90>=}RBc9D}-zE*ix=+|o7@7A%4#kCe;^wVgQQF{KtU!a+E{S?t<^rZr+f<9&%
z#%=10<FJ=ha@t2?G?8263)Ufuq$M*#alMOid5gR%yp?Z*@2iggFgQ#-gHh*MCLJ5_
z-5{QkLaTR?esY(|cGxl{!)4OLNehgc@BAn9PpE?eI$O=u^_j!@>YFKPtuL9`bQDUP
zIeqEKiQ|NzvT3;JN5mXz6kS$pG$pTOBqU@In$TRJfu7NzS3s_R%A^jlXPXf4d5t+%
zZc?<770^`SP|Lv6&xUrWzSfBxWP$15tGmi!_L_!HGen=EQsi$A@aB0PUT71gQW*rV
zQu)EDjDq-k@NbAj#`|JTP}yuZaEo-z8LT(4i+#(fD`ua1v(eue*Uq={p24(nm63id
zr|@Jmo4y0z2+S6jZorqgUG+hp$2BrE?4>XXtmQqcp)bNY3PF!qRb%%SId~6LK)#jM
zPiGdKM|`0SO3`;=^ToVwXF&w%argC_L^&!%!AE;5)`Q?D88S#jHwTpwl6l5-DO!XH
zz`XnkaZk>_7(!xrlgph#&yB$Q-G;JoZw&Sn93)y=SPU|1OekDCA>5FubGt(?gI%D!
zpUw@k>+BuZ<W}zd>S4f#oxnb%Q20i`XWI(i^lM&EKI(T8MpH6cZ(b{MeZQ9-5|+Is
z@Q3S0(pC(*BL4jvMgZC6jg|W^2&-c8UcIZD->CDBq*L6YsY|KVDpp-kf+C1Xf^@MO
zKS{(*2olA*R}O!p1c1KR+8j+-b+mFJ9TIJ(Hiys7QxPPGhqufJ@yXvOak)d<)}9aF
z3N^wO69}W8V{KCMqWPjgoFgLxUK!PjB=Re-N1{=uDp04<ueA^W5&!Dr?`WN0`}jYO
z#4Ose5;JeBqb8Q-nW;X)S6I@hps>6?`^r?~xUUBwe`gu@sqn`|AeQ){XxRteSK~~v
zVcR{4-HFQa$_a7#O5OS&cz_OVk+waFt+TB;f!|_zz6mj2H)|e#8D1q*kI)IE)2O1d
zfPglK^#*P6Twe(aX1(t`id7bq_q`nUDR}**e+VmF$C;!+adBY!=Ydu5NX~KjhqL96
z6>}IY52U<WS1_KK2L%(xDB|3k%dj+fS+FGb4pz!4HH$Po`ZS73@s9kZiAg(D(gM0&
zd1M5R4L|m;Ukzxp$=in*V=cwna<zjo&kq~`es<VmJAX6#P9p%*FBt|S97OrkRo}CP
z3@n|?5Hl?l@@FM{pJ)@lS7jgvz4j4L@kv=hMX`g@TeZCSCYp4Pyr5a>iMH;<_GRx4
zy3KXTvs%Wxk(gS>=!Jl-!G2l9{DC>Q?;amlcNU8VR$g<b1T9|bM=bx;El(H8b#@+Y
zT{E+dn0HI18&J0Avs2q(^(+qHJu(mZ`k9a?rkuKF(4ZuZmRR`huWu03+@Y3<1|(l+
zqGZb8bF910T)vnyYeU8a#93D=tiZD@;qeQVt#y1^^-N%(1`umzT6MJBHzZLqN`7(^
zX;gt71aVMrtPe2BT@+q01y}1}k*b|r%NwNmhzw8sjz1>Apmw5bqc}Y2gY_ts7a5?Z
zI~<Y=A@MgcA*O5OB|6~*N585ntUHyh;id&t4GwbRjQIZO`VzPdt*e;FrdZ~AbaNZs
zPw#oW%$=_SbSVV!C2!mZ7DTcao5HSAEH0#v?fa7Onc*Th5X%Snd|{wBZy|V>)G5bO
zN?AW5^VjsoZ|dO<S>R`nfAT(oPxAA0Fl5NsTo7G-1;=ygytYzl?-$U&WQ2;u+EH3*
zlu9yv5kBEI)jqBCu1_UO5>7=rA*Q>oPWUuRK9E%ad)t@0(wBUOvX-+|C4btYs=|6^
zatb@OPDnmYxNE!tPm&A{WZ%xspg}kZ1sN47GbIg=Tw1xZeS~IXnL^m(Bopydt^xpL
zJ2q_q<kwKT1and6^qS$U@z&<O09k%*;SlE)veI5T5pAltqe9WnkdIWp_%`Kugg@}v
zTjJ<uvp;+{J4-wbGv%0Q+eqMf?m=P149axQWsB&OdPzPmri7>r-wLxfkdfz!b3!G(
z%j355F}-PG<)}rhtZ`f5QULx7wydvQ^jM*|G@^l4?z9EVo)Ex_6n^5<Vr!?B>D&;x
zB)!&p0Kv`Mm2b+nkV8}^qw7=*@Dbn>;IkkSDHPf}=tw9i$dfcH$yQrhQgmDug~FzS
zce0;v{i|FjH(@YmMj`n)_}D)cpfU;0&`2)_wQd`hWCjWCcEZxFJV0dTaCMX{C%;aP
z0#*NpYYCanr}Z0T8?5sqwbGZR0qA8gsc#+^%xLzIH=P`d_r;4;?}wCEmYjdT!BF(<
zOZbtEA2yK*26hNCra&AT|7o#EaZ+NUQzr=0m1Fm<i1Vo>;vko;xQe4E1$M~z96JqB
z1PUw^V8EUf6&nO}>s;Eug=bAoKaYWxIE)t2Sn@5?CKeJ_EK+*>yEGm3aZBzAUx#n!
zYY<UOujt^GPmP+|F9tgk8*K@-pff}4Yymfro_=)JJ<F7QZt&>IMxrqImFkz^TYK$H
z1s_$2qQwdPi5~D=GT)jHd2Gg?5%7A(*6|tCO=1VtZ2OC_xM{*CeTyw`DySRGJr545
zETrY!Bvf~}1+RBgG~>D8=h)v_@jRvWUHA&^i!Rf;)#=iH5qu8W{`!V93G}BP_q#^0
z(){o&k`O=337*yvb_4t&!yGa3Xd#7o6;xMbB5v)7uq{x_JooQfJ7^oRrEgT>mD9`R
z%ZiGKs6<!JS}CMc%V^8Eyi!eTEug+`YzXRnwP~_%Gr%x7G!il-RbVBlQH{-p;$(y&
z;BL$q-MJ`FFMrrNpqK!_PSE7_3>h!)?93v;&GnU$$~KBbV^lel(TmZL*U(xH6WZC_
z>#ZeQ{90Ufs=z<k5v%@YA2tHcl_ZY9-E->$IEEZEkm44g*!>a8l%KYBy=N3}l$_Rz
z&AVvlubxHKw~ie0fzu15c~H$_K&ZshoKb~)NDmb?SERlr##6$N0AU1KI8|^oiD&l?
z`E)1i0N3XHH&Hi{x?ElpM0IOxycu5WmT~|?Kgg$qxIL6T0@sA2S!OemVMs#>a#FCG
zC^!UNNXv3-zcjTHj3a86iD?Ub3Dgo6=(39eGYeihZ)sDmYj(1gb4ff{{86SZ`yj1Q
zDpbzg*J9J{uOuN0itx(-RdVI3TQvH_*!~bEl59}O_5Eb<3tu8=sNdriMa}FO)iteK
z=9NaL^vE*{jPmmmi{*|?=en1*7j`4rL`f@;%CR#%5bCaEKw9wd-wE-uML~7{zA~w0
z;DDbmisbO^UlqBw&E<`32#}9#EjT0lzS4G=v4^p1Stze_o)&ih+B5Q(>-zHEGRI~^
zN|5~0rj^+L$J#pu>DG1Gx@p_C?UlA|+qP|+D{b4hR@%00Yvswms?Lf1$NqMl+7Wf}
z-i&zX)tE8n=)JY}^w_&^R3~KHp@Hrc19R%n-y5SvC*AgjcU30!*n8MFW-8v{O4K7b
zDnDTe2$xU8$0oO5Vl#tjOdMKa716DyNCy`1x0pJHI7t^Fl)TV+@bo<DC6atiIPMQ{
z&g0c$uyL^H66p8|33J2*F3OhT^v{6E`uOxhwQ0u%ra?V@{y`DD2L*$v_XiyblEew&
zanS_GqMS*+bIA`CTVKa6w_0i7>Vj_eJ(CMMnAbV4h@BC;yZlV<>idg@C9c%a@4!E<
z7lJ%!0)0|2MGZCRrc#(fu1yKbPBE7l`V$liv|GadKqDpse7bvBnyT0lS2qeio{5uB
zdJLqH_J8nS{0ABSe{0D9fc^ia^vV+aM{Hj4UkT_R1pbdN@xOlmN7nuSnyvMT@0J>r
zM;Vr@(oCrc!o@)eL?Z{C8<xmVaYf3<pI@f*I17s(`i)LGz1}b3fFS0AIMg2NdJB&L
z0<M7YYXyqaJmQ5_up;lpv7Ha@Wnd3rK4}_en-VzmY;{andHVR?@fH&>crFSsnkrgL
zs@xq*S-af+c$L$4aRZm6-mY{!vfQRyyZZ2?c>UR(71>XZcl3Ly6qUX3O9I&-^$H+S
znp@R@rax-PKvk7xpXRPe1}wrYSoi)_yzcxiM4u}=8gV7!ND;fz#`-k#awEtdpXzry
z$`xJ)qCH6h|6^R{^|DN~Cl-Ro*K`27nORruEYR%JX-6$GzdgP=UfcC(#08sNKp(LD
z&h7U~TtGY6nO9E<9#C3m-)(oT$f<1|)M5?ou&Sn_e@S5*7|XQ(UmON!p}87gz=M6g
z`hVK1e=~Far#>zJ!|VUoR>>RuD_H$6N5FrP9b`<5Eer(h{x!PbXNmO(dhnyS|9Asf
z80pyAIoSVW2ZesDApgqx|I0q`UyuF2d26SC*);xZO~BUH?&nWh|85re$J{j|6U%?1
z9R5Mc`Cs3SZgm~IEjAdRms<G_mN6Y{l_K7+4qISVec;f;>Q;EGNEnP%7#V1okC%gH
zT8*Nk3sUMxg49}@2$UH@7ZUl<zjOg~V*#?|a_7f2UQdLtJNUjIVq4zl(eKVqJKgVd
z6yoRaEg#n%L7UJB&UP}FD&p%{mjXIFE_U?KBN*>t<-^&MRD4ZJ7bVMbHow=|n{L7`
zPWC+cdIIWCXg{tEJbyifwkf4K7(lnf?zX^Wl!NX~9AX!kmpUj+626GhAEP<(|KaMp
z)WxK;Z^YQR)@t-Bt=Vzr(?-TY@ox1e=G+38hU&AFKD!lxj^*Z#N*NLws_N1kChvq+
zom{Wpccq@I%%zj>FCiz5mVt*>HNpF1t$rPl#X5j<pM_joOF>?v`z`43oq4@I`;EV~
z;RezlHeH^}h3|YyiCP7e*>p1}?6UGU=rf?s^V!&m^#DZ@-?P%vItCuNXo(zM9nhr2
zZ+#qsnzSd;C*e-t2RPl&gm!;ZWtAuzN*_lQZujue#+RYKsWy!7NKC#7%oTsMM%Wvj
z#bNEvs<l(j)O>k989xA$>WIgJAReq7sSMOzExG$EOPREVz?6DIroX^qex#`WWe)z3
z|GkQ-{CO&oNTLsVEYNQnB->oD#l#R!zs9e9J7uRJ{^*5R{NW+}PYPePH^7ZElk#dj
zR3<P?CbFo;`NqVgDnVY{x{*0%jXTT!dmpoj;f7=nV)ijBqtj%hCUiqV<kRSF2c?2<
zubr~WgrXD%7FUjRIS4P;?;n)8ER%ZbVVhtw18j_JJq%_KmrqgeOshI@S>av%3lt+#
zfHdq5!(ZmT-r7oRsOe-AKHgX%-t%ozBneo0tfAl07{^eKVCravth!az@s1%mHp@3N
z7$dE;_J{me#qQWE-z1pFXKP1?avmg-$KGq~jDvDYwA4!3xs9Nzr%6c9g6(n0GvdrB
zYXNh}d*N?E$$UkjE6~;E%5wAF^Qfg)Pq59cMM6WPD%F|`<EebVR`Z5J$v7&^&<wSg
ziwv4hl3Hob%?eH`miMyF+VupVtdIe$_{F$MJi+|Y=12jGfUQD!hYr1Qp;$OQ4~$!(
zB0Y0i(Q1=W2k@(%NY$-(jx*cs`vd(5@2v^z*z(`LPk+?|$}w?fpd^PB={S<~LT1L{
zmgokNmh*_NfmI5@BwSBi0S@L~N5B82=Ow{oAnTKe$IQ0>OeDr(U1t$;p&I~3#Y`u_
zhzd;ps4Bb0+IrO-W8)lIQm9IcbNNsat%LF&UoZ+j)Uu6v!Jp$q=AYPlQ(KS2OS3}t
zSs%lNbkBraf3+Cv-r-^D9L@&`HS*|>V?&vcWb~);Q}U|kxm=mtq`GB0J!R-Xa#s)K
zu@rKw#eDt}^?2e`U*oefUx-~2CDh6KZu&(CJw-5+a`>zXk<Ss#$~lTrf0};bhW!Ec
zJLMq~lZ3Ow-x<IncF)YVvAydLaU<DY#>MDC$pBDq@n)sP9NVgxlHA4c$TcyDOer8w
z%RAig{qWv>;^t&#zSPeI*7ygXM&W{ubu0gcxo4h~_|Ua4#eJAwJx45Fg})CjV&O;6
z0vjea;gANjpQxB1+98uUFhN=Oh%)MK8Fo#-`NYyl&2y(_+oRbcVlNWUnhOn&JSb<f
z|AKa3@$3G>$^B2Tod2Pd`#&e*{Cola`zQCmM<@Qv_Qd>);s2<?|F0+am5zj+_9$Y{
zgIZT`1I>tH<IAuF9b;lp00=@==4jX-Fjx@AfLV~h&yU58&UY1h<_A+6z~H<!-J53b
zr6m=aIfvI5*}kZiKo9(%K`ivYUidT~9v1k%SH4~^U~hcC?(UBN+7%!deB9bUq{06(
ztTCZ!6adTTtW=lhhFJ4?Jv#pQ1wQ?z=EmoY-_!ke0bVv4F}}=Xs~oSqHTZBl-k!ZZ
z^-5QI6Dil*dG?_#D}Cg?$ieDJ$c;PzCh*+TQh9LmqI5uonWe*dwcT!OYgj?0ya^JQ
z>5iM0)dL}=qLrz|iR<SVp4*erL(u`LfJ6RkB5{tyHHUI<kP>BE)yE4Qx);U(t1JVY
zrZgZDW(n3erwXzk_5o<IZNS{LnOH2#DAHwhU~jLOBnfH3Am@01GW;<*XJOLYXiu%|
z1U%!K>CDVxeprTVlDT>f80%a}FjoYDD!PtI;dT-VHCPmyI<cK&C=X1|h^|?FXK3M_
zNVBu4Xt6C+98{guiXbth2{Ly**pGv5R3Za+TfTaG$Hh0>f!oi*Toz%hY{ap*5Y1$Q
zml*Pm`){Z1Io!;vL;i&ync+wi3J^je`7r=yFYni<LmxC*SK4@4Ec11jsvt)YZ=5?3
z*Npc#MOV;rH{>`ejNk<sS<uP436+F2Zq1lzkv@?)hEoZuCavUzv;Wd!x~BS17D_jF
zt_?4tj#updDY)IK;DI@DBIOslNpEygqeF3Vh)LSK#USAFUSaDOItKzkP`=3sd(G*X
zI3_FYCBHc26{b=CaF5CMOP`ATMu~w(HzRjrhhjn{b&=5kMc*L|mvAMg)Dy98t_GxJ
zhVOtSnaXSnXAPV0hz+>uJGk>gDqj4;B()I}3@NV8#Ncf*Q~qQqG*h{80#5NV$4KMJ
z0;UudsA}qQOF+HxtRVZwFCK4z`s2x`8+o6Nx-dng_!5c7dI*`FocMWP-k@EivfaQX
z7gV65_a|l{F9HTd4D8)TtkTPflKxOA&QUbWc_2x$otZtoVI4U|wWFOvGhn2t=oPv~
zdC6R6%RT*XqAyTU+JGpYmt&;D)V@E{W`}BX<5B_Y0mdLo)y)HJpJ~z$J@)V`Vo^-=
zlIsuFCRL%krqB_vHpc?n7vpqH)UiqksLF1TvR1*QCL!#8<a3^uXX(m)a%JdE_>}Z&
zm?F$<lAt2YlcXrO5domni<%Y>JxrExOpvOH5AJrfI@j68TA<_N{6CT+8-uaX#g#Xc
zeEr~18V>VtLuYLLBQcv`Y6p=i{V?;T2xiPP3erNLbCrv_X*k3XwKPn!GpD!*V?Mej
z<0_oEV^MGBl|a)fzEZ^Hj^9r2CLTm37wM8V{qrwWbU<~?RSpo1l*1QsC}(}uX8^|<
zlq?cbO(sz7116gIj5O|h83NL=Be>5~AObSCt!ppT+VsYpmW^J56;ghu<qjBxn_3=o
zTzwSw>g0wahZTUeMj(QXa9ZT&2Yp#g>e@k{%xT+=Vo!mmU@ehzx)`6vhi7kio{m8F
zX45H4XO%Z$=5lJ32d%1w8fazv9su!;%=J!x)+P0koIM@+NpXaW1)F$;--}!nJ4!h6
zT4M0aWh53kh=XQRtH{agylf&2(*3GZnNBuPw@;e07kiFupucF;R|EYz*hHovlN%{L
zzpGg#E72?WnH#8F<sp7Q^l%HQp=i{uJ>P}`)?07A@;B?JXTh}4y_b&>p)4+n>WrEa
zdVbKvpm{FEwrZZbP9L9<VIL7LlYr0rYHW<DBY%-8VGvHy#mlv%HX8>sehI`tn5{Am
zK#}R}jMy1W6_F!Rui8j(ruYaw8}*ktEw4gjQR?e?l~%Jahz11V0%m7KrBi^Oz6--7
z&%-^*GsxpCK6KB!*URzZe;i^U%8fTc^vvSLT1IouY$zE23G4)R#{QGv9(xr3{N%9?
zI~19%&uXpd5v^*>ak&y9KF*vT<A(I?r+*ac!;oN23;ojFxay8D{o{KX*el-m!KObU
z&)t6;(>X?{aaMI)q2eumh^LW|f_k?1aZ^4TGDb&|piD=k!x17fPxI*0bU=%+L}bD&
zuMF<ZGBWNJ6J5o+Dvbu7Y?8G>jWFUCuJB+85Um~1c}&QOFi<UqophL!nEfR;NKYD>
zE<ErZ-0q?gAahB9YBA27P=W+HE6JTfI*uly2}fV{;AJ>#p-;(aOdhdE0xb|dq|Sbs
zdE-CW^Kpz%08sKl@BJ6;@At*=2Y%kO+^>!gE^i-jL;ViD-6VhsxxW4HkK@ivKwa22
zhvU%+cn8X>Fcd%rnPbBXdWZHqO8gwDTll9Lk4NF?$5?zhzG{=K3n6g%^s~}3+}T84
zkj>dgE#-0Q<yuTC*01F>LBwL8WSITo;jRJc*JF7m_GN|*>1YxAh4b+*cD-2yGfqtP
zOUAzZ7h^+_@p;n-c(Qgiq}0)Ieqs|Z-eM>5cM*UPv|`jrMKqC=q`86aZ_RL-FX6c<
zDudX+gX0b@q%`GJX4pn_tUM}zYPjd%#)=5U;T=J=SPeC~>&HfJ?8@J)F&x~fRJ%h~
z$da&`%pge8Vc<DLfxk$u&Vr>cN~OFyr*GK^(PdjCKD{H((isL4eHjxfMG4@7Txxdy
z+Kx&oiR)(+nKiM9m8@Y=x<M|ER|Y>RhYD*l;F0U$NEI~svP3y}$AMz@8GA?{pVVdP
z#|nW=icy>-cJn7^1u6}E-ZBouQO_kFW~FjxspxTKq)yxff%)LdIe0Ic`~m-~H+6J&
zD0NY431AnKrVWf@kXuC06Hi+OB{K9y1A>!_wok|$91P3YR`cXaq#;;Af=#V}n5kS+
z#Hxs2QtSY>G<(>Y(%^7B_7R-N%MjEs$!iF=Q`A;1k5ivO3wUeHri1FAlr5H#DR3f#
z3Wy~#OSh@Kmj<wZZE&y!Rb06WOf4EJo9+Tad)VI8sc^b9u7}LSN=YPPd141V)M{=H
z4Eq-WaUVi>1ZBn?ZSQ$>m!8px3dkx6W|In6C0j+6&x+UNegGh5YQ}ZcT!?3Wa{Kq}
z-QB3{ZPw)iV;t#PY7y_Wym}%EDZ=ia=4+R+;XZ2$ELM`0;&BU6=0>Y>$ZW%|H2%<1
z<j7aYeN5SEM%j>zzQ`+othd4#klI*5-7MfHrB-<%H`{Rc^`Ung)pAZhVGBij@`|f$
z#^Ca;Q@Px>c~OuYGF+R;$A}wdv=nHr{GSvrltfXsG)8ToQLcpob8MahCX07JB0k2e
z-biYe^tVxWI!#7QOyP~Kg_@p-EeF;h&w<3pOn4h)E^{Lxs>EppIIm2a9}xOO><ipx
zAecr0B#)vIq1p3wk5PfnE|~VNY?8tn?FnMZ7dsJ;^lpT4bdORd3e)euM_f|t(@58x
zxE*U@Tz=eDx`q)Nc8p2;_Mz({ye05csdT)KJzUmH=Z7Wyxb&{zCJeZS)ta+22a779
zUr|_i;Jo@93~tF;kKa_s0zyr{ydM^^NFFdg=2(T8*4#roWo4YdI9(T#W<x)69i)-L
zB%S4uUwoK?rD`tC+39)iN8m0|H~kUqWPGZ%o9cyLvydi_kVbdtA}!h!O~Vs1jm{Am
zj2<W=EZ7MRYqC}lENab{P4lpCPN-mMGBCo;N1N?OP1uAHk|VMxwlE!YAzLVn8J)Tm
zA4w@cg58dga-%5isgPx`$(L@Bb)7^pgh-#Co3wpa7wqj+giyxHk<{Uuyu)=J8orPd
z8_Km0sw55K!m>PO(cWI8RdUB6;{h12+@i!xc$90-9Y&?_bQiTq+!oXK9qpjDRPOFG
zvrbd!d&h!>Ze;~o3AvMdH2rT)+;OraNCj47V02<tXBeD0*m#7h1u5>o)-IHjCnm}Q
z*KL$aw~`W|EqAVXqo@HSu@{b?bV7`vDRG)W7545N*v}xbOiE3(Nf*d`oYXx8qmO0l
z3sWGbkNM9XrOm)t$4!-|_-VH4TzhgT_9i=1B8dW-*TbHJH3%G^RM^Odf6vM7lEs;R
z%~B<)B&N+CdPkz`iy?*IW>o~JDo}2iaIjFUn{a8VA5}tMLAqjASH*UbSDOyQHn6|y
zXqi+c9%MF>1(`4quQ;Yl(4?yhHtTo$AWnS=E7cCLGqkR40XqiE5sxyUZ$}!i0V|p>
z>22H(m~=X<ISR6LU#QHLjB3_kf=3<}>)4N4PTqI>O5)`<Ir|Nm9?4uJCev<bIjdN&
zW^q2FRUQ3}%|+*Un}jW91}UNmF8z&?vH|0^d4bEd(vU^d4nCNb*{r@+Zo@>#=q;>R
z{OE#oIktVjq7Sh;RS|#aeaY1_p@SSGYwf9f%3=ILc@sqlc6|2a!tY#OOf^ONNUt}u
z8_p6q?6iCFd=$4ppH9p2zEp$yC)7^qE659X^pSjV4<%DP_YVa-W7C)N7@zUOzT?Ki
z(X#KwbQ;J#2?WU-W$bdcW7EWY_ts2{--yf9jOy&ISKAuYbf`{s#C?emx|N_~e=^J4
z#fhB2s-`ceOmpOmJ$g_<RzBQ<b+!SA7!UA53eM96;E#*V;3y-R42ztU!Gm$6$j>iI
z<(e&z6b&q-$3*d!ZB5R>t(MYf46$LF96S9>saB=yq87~ya9{#BpLUiyDK!JSlh=2l
z7aL0VqvVCSt`RCIWUvC)zRthlV?clIpnImI1E#rjAWy$oE1H?Xef)?{Y)~K3a>Jkw
zsFVYvO8fRcePFMT<bf@I9D9s_IL6hbm_2PgK*ziC2zpfq?Q*_unME3V5Z5J4=r3>0
zeQwkS=n<9pdaPsh$2@UeeW+td_C6kgTHmaWLXG#qgDiy_FBdQDQQKAFuP#ocqw&=?
z=<$>U<tvosM4@&jHr*L1Pr{}TW>xn>NiP|~#Xz&f_vRAl9dciHOqc^7$?OyRvciR4
z!}>$dPyAg9t*U>htN*<R`9Inb{ZHb+|5aW6kJ)t=hX0Hc{ZrcZ-|K3PxWg7i-(0<X
zV>qw<s?cAQwcRalMtm6J{vj_@S7ECo7!dn_Otu7ndgaQsz@w;iEuX65`VC7vNh8%z
zd#O}WrMe7mZ$QKNWbc;Sr&;+vz3+0NecSr6Z8R4mVx?}dQQAJ{PIK|Te`cA6>Cve_
zOu)mVyXi%YG}m~z`Q5#5-M;4Qx=)_TYA$tsyzOtmyG7UIBD-FlT)9nk*3$QQpFAP{
zjZ&@eN$9a7XXR7zdzm<p+rbZA;UsNu8epkH9iW=hPu#6!{(^VF=-w&WrM&@hi?z*+
z7(Ds=DwWYbJe>93EV;pCR#aDysKA4sy}y~!a}q{BKJaV9kEzjIAVPIO-lhoDA~bdJ
zb}cT%hXF?N9sNT94Q|4f)|qUcWI^f2z$M$f%w9<hkLl;zu07ePhicYw1#_WntV%5B
zunl$9K_><MnQYPABCROL`bgX-C2NIdKw3^Lx0Y%(CURKb?qxSeg;e2^#YN$BPDQ0_
zg8KPu_Q@-8@7dgDi~dF@HjT)-Ptz#)!V*o5l;%*q+Icvcc?Z%*rrxq2X(Ae+Zn8o)
z{?o&aDb|5htE6f*I&K6|)}&d_HLz=b??;r8<eiPuwBLZ*b}7K&2}Y<sZfVqbbjPM~
z``r&`FKE}bzQTMM4QsrDaQ9lj2QH1LD~VUB35UCoAVFZ}nQS;Arkn5{d9F$P?sx*W
z&RVn=s`1+j@Nsq>K*V#rE=N$>)saz8v}GO3rmRLUsnLXAu4()hLW`+u9n6u*wA;mt
z?*cE5*k|s9H|7NiMHE&%@%j;xA#}(Zl+y-yXS`YQj5)vcOq15)$_n^4^ys8$`P?F%
zIB0cVU<I)C0s))ChNJ22@jcp@z%Yy1#k0`3<%BYGDWrbgTzEnloc}J`bWTU9FAVuZ
zGPh@vz!c6^v(u-$K@ZLZk~>;R0}J3+U;~ngEl+B>>L1y3<^T;Ks+l1yOafq2hdLsv
z0O|2mr{Qhj_<-*66kKb!3V)bc2y2!4zoKkUn3E{=I?NC>q|Jykr>!_N@T)FJD<nxq
zd%hfwYTYJ97|)Tgq^SDsu$RU8Ps*zcHJ~_3CxYD|Wwuku?bWV^3pk^lk3DZy?kD=X
zT!r`U=(cNI>K%p;xLn=fdQDH55iyOU{@4plgD7!taCvRk!}A`y{s`MJ+E0FP89u>|
z3|<-KxAlYb=0%nxdX8bm6+@F`KQlQ=Qs?SFkm>Dds?*`tv1=c8+iyL(Y%p^=;i#HP
zxWH6!Fda$i)NlQQZFPEgRT6EzC0OlMoHL5nAFm=ya&2Q^@N<_@u*L(S@D0_|%?r?-
zR<;8HOFZPV64D(2RShdU^+$HRftmkKW&U7XFOGX}zpP%rYoqLXgG&9n<fnG_PN4lQ
zwmxBY*n^%ZT^??t?CAIb0hE-$8+^O?^zJ4ghxth;>ipx5j;Vb)j^K0!0Rrkby@%=D
zx+dUWL?%r9ay{H$6aM_Y+MCxFtx%PW7>7waX37W}8Bj?7St?mkP!Ic$rRm2F7-iG8
z!zauUa_!l(Jx#p|=YZ2~y$Fr0G5zk?=%Fi{hXFQ=fZ-TC395N3@<Ta}JG-Iad@(!-
zD%ZUSlpVK0c%5$cTjvNk?uy`kH^Fv?xwxooHNZz!AE(z(1Y~_iJvTjvz!7GNya%3%
z>F(aE@19`IBl)Y*R)&#-?l2h4fpOluQMZL}h1Qr%&nV@p!7I710KK<X@|cU;N=#dc
z-p{D=3=7E{U}?11m(?JNMBE(9FUipg-90q)*Xmmzi!(H|6<X5>`7P~7ZI9$)wOXd?
zz?enhVC>C>RV?7#HZd%kZhQ-0T?&v4!x0MzLf}e6vJk?j-|etTp(#H64hIQNwk1cx
z_SHiuIFu|Ln<N?0{_r4E0WZ$kgstKFk{S>c(Ux4Ncinz3P>owd$ADh*s9tUOMv|)?
z*sFOmNpz`6C={^^t6_A10ECU+mjkDk8*!aG&<8i_wh9_<=18`0Zr@wmRyM_kK)C=^
zLgC(CBN@*_J)h+O*AC>P(#wk3EdmT6R8A1G%c+JQMio~yWCLl<N4-y&Ori1Ua5<)?
zMumQ<_n9ZzDotYKDLr?rutg)Px?=bXPWs3#@cb5sDzyznf&j`WA5!7x2%!8;#B1w9
zhz_4yYyTuR@=jAlb~@+@x!Rse?EtiTN$i&3jSPrD`Z$ckClKaE%QF-TtmXq`6KMec
z+VK7GRv(2~16A3zQBUeW;lItD<s?yic)-$qk13sMKdopfS!4{VXs%jQ!um<6Lkmqn
z&NQiRX3q^<Lya&dtS2rI*KfnvPt`b=>eG~|Wa%_9a@{h}bVtnqn4luO>hwt)_QAAE
zeEks~)jG&5lWY?}mviaiuz|t0Cy=*}>*W+<w`}vq!rBS@W$eipUUC-@{(ct<iH1Q7
zwp{6mxCp9I8_jau;lg;+XB)+TAno4-kvddYgwJRNhPAW}9&}HUVD7_nn#`Gy$k<`6
z5`Dc|slMt+_9$Kp$rIVu>F>tHPkSwy4UOV=3aoY-`i^D>-?4{4NqRM%y?+#;$*b3I
zaDc`m4;d1(E3J=t(9bP#H~_sqP#@*>c*x6-bMyiS%DxA%#4yb-;;m;C%zt$#Mm)AK
zVfF<X10^m1?RTSxjY{O1Z7~;Es-3;C09~VQkbV3<RCk+v!OLkwdGm#y;10glsa$<v
zMsP(ne-aCO3cF9lPtPbzK{x?SJYR+E4uog~Hc#E8PT9Li3aOv3;0qAznJ<qco&duh
zlU*>U-=L_N(MX9^&K^el7|lf0vqG@Ygh$Boy6_vZg04%_jh6kvWJ^diKttlsr$lAz
zocx<vn+EhR(A|3SS8j;kIn}#Q;F~qA3Z+KsiK?ZoeTmMCYO;fUTuGz$ylzFI$9$Lq
zmEh93J9NtsjX+k0>pwv%_68S_04<6(sbE!x`hXE|?RCr2stHT)z8Ih3jvZRSJ%RqE
zlAxRWKQ*ysSWRx^hI2-N+mw)Nj-%Sg!r;CjucITeQh3!u_^9^<$#rw#BjRGRR1~|U
z)EZYxeNugWHHsklz;H86=ERso61PTVgrUcrL}0OtbE}4c$-Ey_szbzf#Qsb~*Tyzz
zavlh8Xzm0-olEy8G$#m5_vEzQhL+U&U`DdHlCbT{%fmBB+`v<kdFe<hBp_bdx|!o}
z@-Wn9(=7E^s!U>E6OZd{sJJN^Sx%$plBG34*FgZ+=QNkufb}-jnqg>@j~}vX<e*Gq
zAB7_mhm@e!@RnVW!<v@%yIbG~Pwm!BozKY5DhByF6qrh?;2vaASLDND<hM$Fq}lT+
zXz`ErO%y#sMzZ}w+y@_!uXtb*1=+Vn3Gt|<OyDU%9R7&RBd#4#n4DXZyE4Ty;D_lr
zY^7RU4(VdbGZ<BkBfwUa7@1$DGi)(HBqO1uIM_<U(O;p8#1;zda{~!=+}<oOt&1kE
zx)XyNGz0j`f|N^av2q11D~w^h;BK(`&6U;|rJG7ucBDt!OfEW<VJPHVl?fFlR4&$)
z-I85ZtE<9cX&Ynm8#UlGG_SR+`9s0E!}W^AypxW-hwJ(wlWde3&v8-<RE5Rv9Zh~(
zBtTN}wd{*mU!!if02z@>*_1LGum_}#HaQLUN~V#Wo@RTbp*?+aY}xg3AS^|Oi2IfN
zPxTDipPWt&Doi?L7~xkCBEDIhF)ae6cIJspw3Depmok|lFWvpfY(C59h#XqU+k!t$
zyCj5lQ5OQavzpC;lW2qaN=<yuanFH)>oTLySt}=!u4<{!H_MpzOPq6+dDW*iNMtLQ
z%8tJ%f=EV1`Diq;8{v5d(`(w6Iuq`xUpDa5()*+c;5<T_-_iSC5!X9YW^@A&jjQH7
zc7HWy2j>8aldg*30sGcZ8P~b-f!LGUCBgJ#$OmSaoX>VJ7;|LZWHFQs1yV1R7_Rm`
z@DkHg9Eo)st-`Nx7Jz6?tHh(qR9H#}?<e5hvUWmly{igxe66qQBaNu(PfU2Q%f5n;
z*u~xOmn9y$fDLF3VE@*{ih?NVBd+rhSx4n0{=qSD55$$Zql_@_7=RtpbkypR+ut0#
zHcnTi@}7UoCmtZTIoBlj2C#2W?ofP{hOQq!O+|FR(Rnrg++)oN>G=FYd;{sIF#hu9
zsdv|Gxgf%0T;;;$HoVK}x&3|HPmT#M$EGzjvKsdsu94+&(M%}tHw&@w#4W98%60)7
zRgyMkSacaGy&+&xG9#^LmEbm?!MbXod0@a8W*HqPK!YBeCKCZ@Sipud{nj(&#t0i-
z&N0(ji?hY}-nOGKW%_b+0#3MlwyQGjH@GWh%<_!Qr?jQ#w5cmi3&mfXEg(S*9J~dA
z*u*(&g0ZsaKi45_oW}(ehYR3{d=oi*RhN+7_@fS<9G`(_yN{X*Pp;J$u(zB<k@L5m
zF*K6b_K_wEcd;iR2FZ~4@=u|Covf;T9ScV7;TJMT3Y_%b(s;$w9XMzUxgUIbhE+O4
zpm{#yr0rybzaj~cv1Ex|D~86{qY_7fAsz0G73ODvF5{^B@VZ=(yLbnu8?4dSt8dfU
z72Bqynsi_2&}=E~eSHd|j<p%Vi|1)ePwWV{m>h{3mLx;5gp0I}i!;6F^y#X8Y@rTX
zfN5}{agc3`h+{%8x-}Zo5FL$`ZWe!t4ap*n34R-RfvfTA?^^(Mt%zCK5$>P1P`=ea
zyHqCmN5MEPAV?R)z&(8s?!s`ol{wVOvfT9y20rH10}l$j&YBu?*uloMgfl*r^quJk
zmCYYueO%DC&2*`W(<olTNmL95Z{N}6x`T@8+9BhRpc~kv%i|?WCC5?#f#Wb#K$=aK
zQp075R%J|QbU<9!FA|I@=Tn%TAuE5Mazo_uaWfgWWiy-3T*{iVJdeO#!xKZ^5M{T&
zK)E@~CP|_G9r*75%-@>Du`jxUy~FsK_|rioud4UCAHLG&=3KBVLTAFXb7jT-mE6$k
zZ8D-F@lpRv3FNELsrBGj(3B7Q8K;9R!DdoIK=<V2UuZ7%-*+#!UeY+R$eBBVr<{MG
z6cZNgRtPfFyR)MXr+$%el)Lc<+d1Vyi$DtA#2&L2v6uZJ0<g|t{Z<rpCh}?~SnF4;
z5~<NZyyeKI_D+*c;u&ouM1EB1`DMo~E?H{V651;1#!HY(1%j5JoFII2d8=Cn$D&q&
zEX1l5>N?~bDQ=9{vqZMJK+GVp89iT>#5KV|5aGKNHq4CLIgL0@*gJAW*I8#spA4Z+
z^NHKDdcBG%$s|o06v7QG&cun<Qhmk9hBn~~7zz%SnKn{iqXN|(d^=G;@(s+JEur@h
zorr(e)c;325&s`4@V~F{|2tIazZCwTaXSC4nHX1EQg)kc2t7Bo@>VMn^1)<bH((S9
z=q~fyK(DGVvqko@jPj#te?MZIJnh>^NNY$tWrF%DeZ&vBdoib_g$M6;qyp$=A&;}%
zro!YpdtD1Y1X$J?4*H=ny9TkR`F4D~cf4P_4kjrni$E9b!Sqv(+dz6;O1=Q5PT*TR
zAEeB2oTiqhuJ<eSIyR8goY$o)Gb-gecXITcrtjc8F24RIvC#Y4)%b3Gc{g)?FPz4?
z`F(C(ZP4P>kg+)FLZ;}VTsBP#bL|2TWTZY{$27c7x2V~|u>tf4gYRu3HH5(OIY{+%
zpJ^OKkh7=l@oYM;ylh=;5hU(K6c-={2DomUQLG$rK2i=gwP>4?j3eW~b^QkF1r9?V
zW!rU7pDD7qFT=kj8-zT}VS=IUo8ADM`-LtY*dpPRtDx%13VS&ruhY$Ny^u*UR@LV<
zUnG(3G0r@V8$PLI5jvZD$4H;Gl>D{Hdc@S>gtAq%eZ)i7T_0U5(NJu%i3!QpEJ?nh
z2JL;F!z5;H+wf=Gww(xJ2)c!*tVi#y=sWK;?jw^vh|5uy!Kkk}Fe^T*aEXEZR%40K
z9g)#}TFF$V7>JP)FDqCc(4veYD5xL9C<T!fQD5K@s<kc>vP;XX#XrQ~nr9Hf=ohq#
zETfesvBW`lOfdD>OY2-KCF<s+`K<;JfR&0C8ln9mY*CU5BP;_F8qK|gAr=<)d(*rn
z8%P)Nb#xoV0Owup?J@EGUeMQ;6<Lg<q}}Olppz*K`!|0ay7tcqi76FIaYhF%YEVQ?
zrotlW5`tPKCX`UEWa6fLJ!}*mYQgQuL@9dY^me26$<Iy}2~oy)-SqLkdaz4`q_jlH
z{5HxY-XP_9LSy3lBD8jhEU)Q^I}kFD%#Y<a`*2J!hPd0Z1~iuCfbat!D>@zwBx+W3
z`~1Gr;QEmj6ov>Gb*=2GXpKUW){^dOoD8)D>YRi&#^ur%jBX=F#}q_{AZ?Q_Ev_eO
zLktdtIgH4+ti<)cpsl^Ka7~tWC7_EY90YXe0mZ(1?gf+xYE8tY-{IkFdUjHb;50(n
zkgH72Qu>lcHJ`JyG46&b;Hxw`=;|Q5;{%Rd@qz2WAvsCKSsXFPas4edbjmgTRafi7
zw{P!d1>=(Py3(8U^KtG~lpfM&73XRc)>Yk(%vSy=oAKN<=a!8eZ9e5IO>b#g$CR-G
zc|6S8V^H6HkLyM$;x-rfi5qCySB@`z{(VhK%PM#w-DY_VrJhX`zTV1IrRhc?euRNm
z`tGNSF6nf5qkWvTY!R1oz7&3q?-ASti!H|IEypoT{f$v06o1k;!`#(2+!N$?+&N|r
zl~%hJGEQ*7-zzn<9#EW0rGpIEl&B(FO6m!ch4L?o{5KiFgLy1M^KJ!NV;tvpwsw}>
zV8Hx~X5d~{NjmV~KRerOh~ssts@g^&SE${~5~K_Fr9+)%2Z$)S;0f*T-kgE5qJOJ`
zW)0!xAmAAtXe)?`3!}1_xCb^!dET(5FpreNWK!2Li!=`5*(KdsO-@7(w?0fPKkVm+
zSik@=bk{2eX0=$Yr_EA4(|rfNe$&38xDezEo!|VSeF;9j+uVl7kv8iC)D6x1vGuKR
z!>@d^ZGwC|!}AE3Tq!1}gN5NT0OsS}5JMy*@&Ipbz37Bi367(Xns%9{4l?OK%wOmF
za@1gi3(5APt0wFfex=RFN=iSviL~uo2y=5}<6DExZ5j6l{9Zu$LeQcM#)jnvZoUAX
z8^w+T5oq%CxFKmwFH1!XgdxGX@<qOqoXj%k+!vMZ=qmCO<K)hJjo)ZAcyK=Eegizd
z)AZU0?>^hF$b+lO#DW;3+}0*fR$-{i1+vQyps0HBvP;^Q1OT^TWFib-?=5_LAz%x_
z2&9fqnm2+a6A|v6gr}h54X660&PbsoIznS;6c;ck`eI_A<XA$q(KJVv<mfAWf#|Ks
z!bsL8%c<E#?t+w4H}n;1mJqH8j2Ez8-H%`=;Dfs)brp~Oo^S7*8we9V2pMu9?cyt)
z`R9~hc@vYG>LR(=X?R1i+@pYnr<Vmz;qGyLRmMT_1Ps%0&;t&8T=9JTuVOir8xp03
zd{Bur!jelQcjXPxiP@v1%f<In^!Bg(K0U<I2-%TGVHhgdUE+tpD#EkcNAGQPsvD+M
z0l#Lz{Es7FLX<5qSCs5%M^?=_xC?i9y+r^$xPG8fBI0DTLsxN)0hWL_mqRlPj$U<o
zZA|E>B#smKn_#S&rb#%u#CmNc8MV4baOpd3vlCdU>_18GYu69b;1EeRw)`ocP&l#Y
zpeC;kW$G+st@-$Y!w5Ioiqvu7Q&0LfF7VGJ3xAQ+KOIe_FjF+Gmy&pqf|8x&$<eF)
z7^U~Jwh8i+%~!TxoeR(Rdl}HYl(8He2|7&845J$LsHf7VK=zIR9nXx{=Jt$Dp{7WL
z1ka^gi~k;jZ9#v-QsTRhAKb;|wgcilRM}+~sU*=Kt-aEyq9f|Y4|>nu^6CI5Ob~Fs
ziMlYihd1re54%_GP-i-|U;2X{lbFkVKt@&byEF>y+i+@X8K^pN9%%GIUUB!zak>JS
zkW(7qIKcF_mz=4g>_Ubr7n~>xgE%u9xSLSv*6edTX5~o0MG*Hy^~o4jgTi~odX=CA
zrv$eSDt!a^(vNri!=>fl1&jaDOUr+fegCiIlYeBDGXFpW{{uSr|6?e>($R>+X+`wi
z(PIplj-jO++s6b<Bqj%{!tvMd_V_|riw_{sCAa|n@g*wf4jMk3=j5a$(SXR@JjPo$
z#MVX*6KUbF|Meog9i;5fdbqwFoI(HYLimE;&x2*w^#ttKQ{O!oEA;F5+USMn`*iGw
z@BOrQa(F_EvMPbY=hf+YV_3eyex3xz;r)?awjQje-=2<+Uc%sS=>EP2BqJwU%$h1>
z1Yy>AcbxB09l3*g=El9W<K~F=Y{lEP9w3L>X~V3XG-bE>P>xiVyo3<i;C~2R%Vh_Z
zF@{44bs#%=up;02Bx=brnKYq;ngS+CnR1kbK&3DF@LurZk*|?)G-gz`ZKtKZP7sz9
zK~la@{c4EUmWyQJrTz}x*44q=<c9O{a5pHmbNV9I>pkUt9qOMLR997YCv7v3b*GmO
z&@vpOo@iUK&|PXPNe>YDilbb6Or`~}$dL`?QsOeS(xC1Mrz$_yOisAyER&Gvq$(5>
z6>`@-h)tHpI5LUlKnmHRZ4ZKFzv`y~GA(otuZKr&gJilllPC$$U*<Sdq}7{Zt?_OD
zIy2h&x$z(kU^(qpeG6%PPPnSszV{?8D_~^-S}fq=N4SZxTp_=Wkd|8GtUj<SFKLV^
z&-THV`+DJw2d*ya=XK9#bV`T0M3M~HU!aJS1TT+Z7Ll20JKeCmi*pY$<qQ0IWF{$+
z!6bOKEOKvH7L#n+d#4a?aC;DI>~qGqQ_9M4XR45OMi;yS#?)I_H9&b_cUCEuNcWpB
z2rj5Hegzl%i`$&&W*fM#vnPxFEr(ju>&6}lYjRGD`HH*5WuVn81wq#Q@HcCn6ehJ1
zXW2qc<mQUC8Eh!Et5}hdaH%NT=qS!<PAs^|ZODFe9vo^vNt#UZcM}pI10hP}aD*fX
zoQO<;o4iuNi*StmYf+u8J$xLD@G)dv1F}A4^*Q^>S47qjz2n_u^mNQ)dnQYb${~wW
z89#@1J-HPQRP3!{TlAsvBu2A#E>V9z?`SDXoAC0rZj%}Zn52-32jy1)CaC^+q)W1O
zU|AAdnezr*X{f)gvWlz(ZQNw?wlP11wP;6*nP}ir44dHkCM&5UwM!9&^GtYf%<jS;
zBT`I#y{hVS=yH?#I%TBiUunzC%3NM}R%a-UBZN{?BlqD4{3_}1l?Pjypn_`26{pK4
z%~1Kv`<H|#f}%cz3`n5BWb&&5R3SoEuzAcGq(@}5yo!$9^zy1tS@gTGLK3a#AbR|f
zc`F^II5#8;mPhTUW9DEI%~D4rZvle|WK%blw5i`eBYZlJ)y}9)=(%}pc1=Snfj3<p
ze=laNY=DAw_~$DvXP*iL@S~Y#eO4I&MMyhuo`DUbU=oa0&5E|H<(ht=fZoj>i+hhx
z!$a<hzCh)}m-pU>TCUNnF)F?#d|G@KFy|~5Hj(D3zn@$rpZpq4N@SJ~>*ri@p~Qsa
z9NStQx{k!RPZUv;&XbutVLSu%%fA%-RiAo$vkm)E8EtmXlVoWxeWT&pV*Vy6&eq2Q
z<gZ~efQXQ-BAQ(6h6c>kj1xivClnfAM;bh9%|*2*P=`Gb#KBtonov459X&eyt8!xt
zEMRt*-^wM|n%YxqOHo+#tV2C@E^k-hM)S$mcuoh)0u-^rSlTaOoH+A_O(rn|RT1!D
z{MfL9BZNj&%JKcRy?|6rOOUjY<0xH4yPyBOiaC3UrhFAA#!tSg!jMPi90ZbU262R6
z-uFX)f;Wwp3wV?*laWD37W@ymiB*%KLyHUwUKY*L8Dne)77Mk324ll>rTNn#TBTdT
z7nLx2ZA&oP%=p-giVc#c8+FRS&IC8_UDHYmyF^1!`YtNmsQR%?*wab0po=2F$b+5^
z2Gv}>CQb!Is_wY1Vm%D{16X<&B&m~ZDwGqSA-UJ<or%05g3i1yrx=is@}`F^pINx&
z$GR|Wo=F)IIGv40)jFd^Hkv1@G}_esRv;I%qpx&Js4nNPk#|r0mW3HB6qO_8cg$Ak
z*UH}{HHg%0d^-)^q)Wz(2}KK2oj%f5bbr*?s!KJ-5_deBx9iY~9e{G0#3FGhNJNb<
z!%=jQB3@j~NbilhjmEz#j2N$c&oYV<M5H%R+7+eZ)`6)l8^zjZE*;>LDLPlJUJ)!V
zbZ)hf^VAd@#>a<RDUsveQ9zX!Y>3=70tTyOSuAL0W(gAwQ__c)9KkllUBFla7JoA*
zR2?5_M@lH#YjfOGZGMALO=-OFi@!%eEa)V%DySO4Wm2`(!?UF@7Gq{+7%6Ymmmg|v
zqIx(YZ#6?pTdMs9*VlxVHj&|gjf9GzM?_gd5R;sV2bJAq-bV-riIGkcn!feJCdf$y
zRmhUd&H*E2Hv<bQY);8krn^(6s3kSzN|hU$o=T23MCxL)nkOU~AqeS%xHd~GH%;Hb
z+odb5GX>gA@$cs-#ZM`7{K&AToQBC%Rco|rAnoTNuBIws?JOdOjf_=(7Wiz9@LTg-
z@Cjd;!@GU773u1=a1-w2L@{A0g(J0}suVJye8fA37<QT7xgk&(Rz4?Bzr5J@E!QCx
zHLRQVe8d^ws${>?q1mZ)j=z<8Z`WnG#Zb_J7FA`6t6}2Kn?qyq%uvMWpsdTHWL?kL
zpyiOfI#m*8Ts2fXVw>dT`xGw;d3v_KRT^l;`Aly0X%QE6z}keNF4k}WQ*AN}rB;uk
zYO9O8FL?s4u)cTj++e0fM29m72ckE?u-HI5ihP-kW>1ke=rqWuhUPdTNqi8JrL1X&
zK5RPk_4=$-=}<L!NCncX22k1Dej*EF?TH#3pMhtsBv!8dW!!2qP*g0#wbq0BvM=0e
z6~@}Y1N3?HN6pK>_jf@Zr&wWwE<aGK@;HJg!Uam(428)m^qLLR{v%4W&(wZPSEcZ%
zrH5Kb{bv9Xa<e-^ZlNfxesTaRxwSBMtyerZNzgt(1u~C+*p~l=yosW?%$uY1xuwFQ
zV&D*5z}r2RnUenBMb^#+<W%V4+!hY%D^Zpkg#2b{H>5DFl!1n2@`@qdJ+;QFwJv!r
z-P1|@^Po1!5~nA;zEhT^oi5flPPfNDHkCT-CMqVm2kjZe+f(%gwB-m<Yv&2;aq}?w
zqJOtai~~(|XiL!%bYybr%e#ch)a$?3a?_JslfwLB%?v_=J9TmLq2|Ui&I*+>XMBC|
z@Jc<csUvLrIfmFfl_>;+b@lwB9^aoYdR=?Y_Viv~xIVvMqHcOd$N6;22K8<)qOPUW
zer`~Mu5k9xw{cN+^dN~lmM|>Rd^5iW6vv;!h=~(rhGX3Z90zN=zI6;i3O};Jd&2`R
z_ht^Ne>e~1P}dUacdD~+FVcB_(pXqGpv84&?1Y8IBVIb?styZV^-*JuhJ^=uxnh4H
zEI7vBXty4_OS?8z*puKFFlhCidtuO<jz2*%@un|HFrcjN#s>Bv`^D5fsF9L$B>c03
z?3W)zR#B+f=1&>IW(O{mDiQ-fPwC-TUG?G;z)tFkn*)L4RLb%foJ#hhaNMQ}zUZZ{
zrtD?@h@SIdTR{xOpT3$wo)MymR6DH|{h9SReTGe;esqCjfGr5yN;3!uuK`FG7$=4s
znS56+xLABtQ&_T}1tg6O5>wjhmlXXI`yRi&g}{C6*}ye{`Aow~Wywt>?fv;oqeG=!
zGpb<pC_mD3Zl}l+9oA>z+~}uT#1VyD{ZSJ5Y63=8ZJJ1L)&bD;_9}g`ni`7jJT4yq
zFFeyrH?R}@qL)t=S(pN+v-;Z^WJ^=u2xC3d$cRNNk<+JrY>}J$Bpoyxc^(fK4pRYW
zU%!l0rvWSMbsU-fjVVz_Jl>ARGv$*K)L-U2=h_Z*6GW|BEWTuG;*fv{^^J-YM4&5_
zUs!<4=~$m6lqeoo)h}az``6wA5kY#Hrph8+Pmn`Uu@W*q2`LdxZp57X^VcQ*AJvrW
z4lpvaR9|$?)%yInCAR7jCnbaYQLz@1;&1GAq~GfH4bqbt0gsBN4K=lYJkxTj8b++|
z)gVd!{Na=jv(bILkm{~PFhk3cM;1&w44D;T^~+WpDArXGt@gN?I{6&B%Y;}HQ;Fxz
z6*PqrVN^yjDdUb}Mms=voq0(*H0?Y?Pd?PeQplO5*=Aip-jz5%wx#!!fYJcV2Mh4U
z<q=eKH{h6d2Xu|%U(~~LI))HVBz%~kmA>OAKeN&$QvGwf&btL|3d;!d^6~*sq%{^R
zOixG1WtDkyE9Of476MwY9O^|Rlfe@udQ7P-Es2~GmOReZ#dkX9qA3z)MaC)e?wX{I
z0s{eyJJKI2^t{roY|3a7$ymZ#Mgyx<tmc)~qg3-K83TcMhDc95E26NgrOBenqiw8n
zohXM;u|sJ`rqR0Jb5j1WqO~(C?_n|qcR$x=*dz(F|7NY&6RNnkMs-I+?;F1DRct!E
zE|pvX3e8)i4mVA+l|u?lzv=LODgHc8Xr-lS;bf+&yq#v)h`sc?GdISPoTexzu|r+^
zZWA<-s=dB?O!tcXl;vhm8h=r5Qr0Vb3UJWB;Y4R-q-Xw?7nv!ZohkOB6+EnxPjc+E
zpSkfHSeCx>*FTh$|K552pDZbV*vtR78Rh?Y<bMyhb1*Xg_ex4FJKUd=lCO8asl~do
znR2^bTC+1DGf(!QNc0o!C|@=YK*T67*1zDpr_n8uE9*!%wg@EDAbY~GeQ?kII1}1q
zC}FVI4Ct@2W?jYo(p^|C{5MDVaUeU^L{*w@*)A?i+v{9LF7M}q-zdH>$L#?<Ul*UY
zH(?xVWvpE-e41V7MyBsx%eec|<K5Lv*iDYM!*p$%vz6XVFJI5s{q5Vv;4nSDujdMP
zE+%bo<8gR*r3EzPd}6sI^$Ej3MgGev8aQonY9!W#UI%=K4{C*n&yKHRmq&L5*n$tz
z7(#oL=ecJ*(RqN_OHW)+HzpXPEb+fGN*S)+@3v;sk>o@sYkft}8}N*kZ6dk5+zYXV
zUw)wx33Z!*A`Pi{M%2{Q?xV0TsA{@0tI8I~)<-bQ-<Xo|Vb@hI+q*)?4PGjH1Y8pP
z^DMP1h+gk4z(Jg;UC<l*NTk+&<dT(T{)Cd4a`17fBnp@%DRo#Ehe&>O3}X^@KC%$?
z=|LLE;}Xyhq{RzQ$xC(yP<ugHiAS_SIa$-(LTGSu|FYE9XbM(7#+X)E*le4F-)Mi0
z)82!eYE)1adUCFvqDRmcYe||0Kcp9r!g4bAX{h#NA!2G?iccIUeB#YHM)HjXtiDQ`
z9gD?0c1Jj8E%N7;<voevy2-g@g<I><qv8_V`=r$Se06J+tI}(pl^E7-Ka!D}vL=mN
zb@E4O%tSjLCv#2))KMF?oHHoSn1N<0Uw)he75_%a*iedKH&>G%QVe&*Ow(i}*H6AM
z>1yp6`(Yvix-cIVm;b1ItI7bk-T^4o40b&gH1DfXQ!O$MYEiAkA{1cMF|sKAA(;dH
z)Ya*Zk(nZBauzc*(#|USVaJoO;n63}lI+>dd(Ckr?lIZd>6NU-R?`dPafdDx=s{Ew
zgiZ^$N{jFfNO`&7&9{ien`+T{`~7RDPeKKJE@djD*QiHz0fws7CcgrJf%FgS00GIL
zfxub*QjCBxV;F^;w9&KWaVK7ZMF!)QyOTXz&Po+8V-^iKl|M42P4>t8n>~P4tah&l
z*f4xgYw4s=G#T_r`KTc!AJTF}urhfoA}}+jxRws^0Ts0-k{c%7M|T$6hk;0Fv|={}
ztB#Dvp*{6zF48ruQj~&Y7-EfNV#p>!12NF9$actpDXU3a6ry3skK5ju@IyBC4EdvN
zygOcWmwti3l7zh63y12HO|~geL=`qUvoM-znpLS^(}mM`*~pq`mh<=di-Z;_)k_pd
z6YCk^pudmkG7`&OVnN&fR@2|V&a{h0U^~G<Hmd*4s>D|BLZ=x(nJ7ZDUnpPK0k&l$
zG_tVoAx8L{6$)TLXCUY)RUb}z^*3~b^ISkcLJiXZ4HGPyDpa`ANKR3}L*EC5Fg+Jz
z3=l&hxZWR1yWc=ORcQ{A_R}-~w0>0a%QS+}<2^XVOICo%tuGe`BS{cq#D4HbBd#(m
zvLHu`Y2>bFRRKCltbHPOXHD{N2a`>+XS*Whu9#Hg((F{V>`^`+jXZTTM^w89OuBjg
zmlryyzpDm7m^+l`Q=Mb5TcT{UmBNO5Ad3myD0K-~50_B3D^EX25<@uwS4^Bxo15FJ
zvry!wXlTY=I>yuF<MHNxX2l0Tzgo*Ii4e9C=p;vv5HclcXfYv!PgZ%1FG;LU+L*^A
zfh5TU7qeT1H|k=B|JBR|4hpGKV>n4saRj_bY1G#bNrV>i71SsJT%OnoZP+0sX~VIj
zgO!+DSB^2J9hF9*<AHu>g-z*FeV;d<5fN&zi3t>XZ@%>&o%?^<`|@}wyYTNe6=f@x
zEH(Ch%)SVbE!me;D2*|;tYd5y5sH#hB$0|NMMTyXWr-5X647R@WN8sX={@&7c0Ete
z`}_R<c>j2N9-o;x_jS&>uJ5&+>%Pv+ecIl7#Gf+0RdvC#>b{%UBCFVjeTmk;td}OG
zh1y-m-w`qOFWM|>W$B_F!&onJJ~l@${x(+Q;-lO6%@u1Z8at3b1wWCmlqx)5%aw5V
zxDZb~L3dPqld1cyMdu?IRp~~s+o&wNZ<p-s6EqN+)=BAEALdRC30@XYT=Kp9%g?K#
zKY#wH7PN4Fu2$_oDvAsJF@|VkeLe8t^Bap6t(-gK$=YM?+)CP=yg0p0!VSX;!edHn
z6jr}nl8vdmmAst)WVu^QW>iFLT$skC^u?5Qk+Q8<*(_1*$!Q-=-MI``(oEVSYVrQA
z)kiso2+o^>H;j3b*^gAbsi54T6uX`v>!gff_N|Y;cPOAIUX)`%xWZ2*HZCX->rbhO
zjs3dH<NPV);}2|tocqWzf}DF}5}RHm+c?J@?~6^_VWMhr4%K<5baO_1b2#TCpMEcL
zMhsqOt-O10#r<AP_(s0U%dZY?4nFwn<gF0{sz&4<_O@$T)?b{Rdmo?C`(zQTFTF4L
zgqdVQYs2eRISsY8WSdm%rlQw1wf>zaSrGnvE_rF5mP;>tYj7&MX^&3m+gx)cgPwQ7
zs?NcqYfT+px2@xD(>-<b#I=jwiLp5$S_M1H?w57M1|2wHQjv6ZPtJwM%Z90@)F)>i
zRu(>O9N&}LplW*YpgTtq32hSZs7gJUx#`OF4Kmvaj{^duAH_Nf`RCzQBr)8P$IY6(
z^c46mmnVx{GaYSCE=vkJTGYN+arugEk4-oXv{TqE)i2i>P_y%{m7a|KA!wu=%hGy#
zUDTmH;yDx9=HOYFXNRSYuQ=qqnIKd}t?m7k@}9)6TTJb?<luawa8*fI!o#zUPqnjI
z=f~!^k;^NOsXO<GbD0l&)Nx3A+-fa;CZKpmZ?)NaQP$k|SqCED#L8%G%-?(VST6hP
zDBLyOcP-y?U%wFD|ESJXrS-<v4K%fjXR88ful1yp^Ze_KC=b~ko))QGEx&#>|G~Nq
zSB&oVV!ILF2gdv?aqM3u_i1O>1qAv8{&wnSrT(tKKFw2jbhgLSgzmXlBWj6zpz06b
z-gOqMKgTxK{v@zz69V$PYu|SqrIof+OZLUG6_>6qqf-rw4>{SLminNx{xexdPu=<K
zy854e!ZN1UAGLf_IN9w`z~4$R8XI@w?Di|V_C+mV`(pldi^Vw~8<waf$W={*7H>`b
ztT?7Go<wV3Z>lHxV0BtbqDHzZ{(4n@z^9@+Io<xA*&TfKH@dGJOhHmM7%G`OGF*Mb
z!JEcusF%=}-B}yVFp9SB=}<$4=JcI@IXYqe!6Zf~@<#5@wz9*dZ**T-3}>c+`?B`s
z4#J+`ha?=vC%!r9-P}dbbroRe4HhSxydM}5EGEb29zDphooevZG*>P&y>@6xPUgiL
z{Q|2~0bBXY>JFr5omzIAWx~hhf}}~sr7t{z1wEqoRG*&l>_;}qxLI2Wb}GyADm>s@
zbl}H&E0<$?@I6<r{y1m)qB%=GF;eVBi=G2%%T~uDx+nE)>h~SH6!GpPj`yX9Ra^hK
zKh6B(&2wIfQBU_X1c<^XRuunSAKd>c#;SSW<F60COz42`S(kagE34VM>HAmw;lpNk
z#VRjz-dt}Ky=7wjOaJ1BTV*}loR9ea5O!iYc0XU`#Y?B3;!dgQ?}=+vyubHXxR!eL
z?|f?+^W4Di(u!T`Ti&&I52R<a2Z)vUHKvS9e>}c4+W3*6=R2000hs5!?&$+}@9fOw
z?cL0#V)OOWlhN!~N8IZCBf2G97JU(28m9j2@K2$j!n9nBsXopqH}u|solJk>a8COx
zf2GxT`JA?S=co#KU)0{B6SiDs(|G2gAG<p}52q+BS7whf8@$VXIgibuF~@49P15#q
z<&70bCV1sq2i+c4g=C%1T(gL0-}kTeyV#%k{^)*J#%UEI;HQLb&+$6se5@lism?bq
ze7Sw3(=I6ytyL8vwU}GuqFg6@mONB7jCg_A>wu?rk^BWm8eIx~mE@n7n{wXuTmDKM
zg^{l)dXP~4Jt(b`^Xs;7v93p}v%6%8XD3ht=TmK;u=FNdAfGKMc{HqcDoAiZ-%CU)
zM$z+SD-OHKST{kO^W?COl2*%xb5fQVIX^q}xx`OrLpLg{UH-AJJmdVGWg6V}ClV~!
ziAkbujDmi@=Z4LX*#y*u9x1WD-Pokv@PcTO+uUfLOeb<BC$f5?!`uxAv)q%0oAgKW
z6b5KNgg#qt_@tP-T)JBvvntYfTv6yraD4{BLBU);MDMqIi2U$wcdHG?c`-W<ZJ@^{
zS-KqZDb$d-&-Ot_q<34nuw>_pfacqJ1aAdKdmY~)R0uiwMQ4+*(>m#7{X+vuF%vuy
zBSz;#k`l(Sgi9s;*9QsJU)SZ|vyYT*(i8|;6etraAV}EZs_z+6Mb0k{nkWr1cQ)3k
z$r(xO`*h}<UattjsBDMRz?QcuYYtx6vz0E5Y>02Nzn*WOcJe~~`4INY31tFo%Bq<!
zTO$fCxUM})-1y*~W9Y4B)?c1=>r6IT_FPlfTv6~lb7F8jR4hn`q+9*)>}{JWW0P}-
zxB3LKrUm}+2(?~^TvTe?k-T`&v0NhAFqM~f-0Rt5GY;aAi-JLNivP~Kw9D#Lbxt`S
zRyQ}q_G?-zM8~VdKk(o#Qw!BEOY9dc53rGOEWDo<f;3wi7+6y4_JwOBPmkV6d*87=
zWh)(6wqF#FGSKjraof7}B2xT`@O8)3^oemty8E)GwX)6OzsY0em@hfy-j6S!_8o7c
z)>w#&_3VAJLomU`y@eN#&%0H>lxU3`JKmMjxW_U2QGDOZN3va>^<TS!Q*DR93AUoR
z9Be?M5&yN0{b74n=~|#(+1DdJ5tgMF#tWg(Wot#33t)0-qAR}*p?^r7z4ARX5*u{p
zOZwfNvS%U-&O}@`zGx(S;LS64d-RjAuBamE!qYr0`BGtf9QN`^#rv@#w;sdRbQ_Oq
zfBqyKAbnLTRW10Dy}_Hex#}_#8(&GLhU%ON*8LFN7{5qKFf}P|&!rcAPZ)!b-H-6f
zhrSHY8|1DTOxkWMelCGcjqgZlXa2_DZtGVlu<zdG!+rhOsWz;DmJM;6fbaT|HCc~t
zUkFegdg^uzGg_%|DCv6u2~(+?{OLqerpx8qI}%ibH0*r$t`-J|XP8>=@=<8)*gPUw
z>qXi*1pU(0zwl$+dnsb)yW?MPwRUfIy4xpnwL?$hQdG{Bf{%>X>91Q_pBn7E@{F;%
zz|ii9zMo0*n@q7yvBr&O+#gk5jNVMlHalZmRd()8kyyiK9;<;PhHG-rB$@lkrCJ-Z
zyYqk6uW(G1*l>JspQTQGjdWDZ+6~S3l`8OBIof)n0qfd*+y%}38Q-~o6xA6$_@x$s
zl+vk=ijdiZ?$5CcvGGqi{x*8UrT4$ZgUUq%eD}Gt48+-)YdvTj+<D~p@5Mix@bZ5s
z5zO7^{a-B+Oh2;hKYvvY93l6I6EeZB^M8C8j)lkT{B{1#S-UIGJEanWw}jeuH0E@R
z*D|c_em3>1^+$Z;sWENR`R!N2AG&l?079d+)uxh4_YUhVI!xNYWxeIogp%EWv9{)o
zDzm!=4=(>43C452)OSdfE6`nb*)nkOxBbwong_oN#=nmS4=5kGqf9<h=DqH^*XB%p
zq%z}0oY&sG9eXHU17)8jejm<BjT(?5>U=i%oj3kvxa-@}j~aAgX{qp%LrHgv-g&*d
zlfV1WgC6tqZ?f)W1r3{OTQg{;j^@SnqaWhlDHFPcTx@iCGrgnST&^WXJRYDX_sZY9
zy6<I3a<HSb(+y7L@92&t_FCLmX=16Bd`;F-Yi|0|vd!iFqE)xOKB6yrQ>W={w$$Ls
z5Gr{n4^d^GtRos0HjHEl>Co#vBG?lwo?NIKYK!BnFEmIgHc>KhyNLeGrBSH)B9KKa
z>tWa3Z%0eF^oN$*{cO2zO~}qDlu(r38OwIMxl{)!U2LC@s3Vzgql;&veCFCboO?a3
zYj5{PYPKV9y4TCp3#R%3+K+IwmnzbXKFgJ*7p^G~hrNfoRsF!@KZn&uF0`OV?{cdb
zuLyXU%rBO1X`rQ2_#mJSUtl#RsrA18<3!mP)vUH{WuFumuk_b&E}|a_4p9pXY35$a
z5=GBM34S?KvNUb~a-928em0|SLZDPBSFP@&h%@vfLfx{toOc{vFWPvA<=NQy&fPg7
zr;i(UEswj;qm(PQ<67T$9v|KUH`Zj^qgtENjN2kt-0<ukR1SFZ&XB8!U85o{LdpCw
z*EYtNWVunnV_O!pAdYU=!DVT5gd#>>O7@tseM~&O3_)Lt7CM`jex*XrJn?fURqA{f
zB@lU(CHt|zwz;tHcsJ)#;TRRJ<!hrfpN1?CAGmB)d6IRBvedYmhh6WUy*(m_U)%lo
zShSM-=B}hsb;tT0CLeyUb~EBbDDs-vtZligm9WFXo_MiIAa>*3yuiyITh^Q!;Wjf3
zN7cr^_Y2$qqww}BT!4kc3WR6T&8yBVA1|&PQrnlf@-t~yT9N*WSpJstCH~Z~Ao6Wi
zE<3eRZ!K%hb=enNqxJ-Usw*=@2Xb<?I{UW|M033K3V6avkx!^hju1}0<F!f}y()oB
zEvK99jFX5jJgaV4le*#P$V2Om^`5$SQPC-9lh=4>79tME7o~?<Q|t_SdppO@B2JuJ
zr_r63Kx~jaawpyE{ur(<X~mnE$8H`<eF^-#89vg>>No8a$}`B`oHTU*seAaAk(#m(
z#rJ{_C$Hv@;I(yQJ1%HYIr4d2)%kfqQht*`Y_}x;U<22uYVoMc6AekhTx;YshgJ;6
zX*It8vCMtRw@?Lp8h7H-W}`#?0&9aiIdZ~t1lw%`hwuF)RLAsbMQCS#eT<K6s#B@m
z6J%RbxWC+VomOPukbii?;_@bMHVNL!6R)^x4LvWt&O`A_B<|YXQiLt0>nz)z&y&@I
zT&*u7SJ<Mv>D%(Aoo*pl-^3Y8kI`ic!^a!x*mhQZK7)tn-FwNqqAzXCpj?!srCo@s
z&x+ps=51SX(y5Cl)#H=Yn>j*GHOj8Kx7pp)`s4l{;n>|Fg=^QC-fONb^1Wt!!fbGO
zjN}?GRYEfBeIx{q`miq{t^cC1?5gFhh~~yr{D!n!*5|)pLPjcI+C8k-nqP(VOg&I|
za8a18kDH9F_#VN731Vh`qyC(I8Xr}{+}^|<*za`f?v+@M5!;5_W8YkMuRd~JKI_xd
z@v(0nexnsuZ{O672IX0%oZNwq-A20d^JVkSzPCGqDl$)73k>mn{~~R0GsvXRR=H7T
zIJtSyEc>#rn2YUDlDwK*KjYwg>o@T=jXkn!-0m-9tyX=1r&yY&eB4-gB!4_FnxinA
z@S4lQX-PsR^>-M{@H+*PP`pm2B|78yiiX@ql2AbiS8dTr@JprlA;BKkZ?4#+6spD3
zBk{7jvMI)D#ctmZt0qp2*!A8rla^cFQ92^cGPKk@Xdt7(#HFz+iH%ZYUfRtzT!SW=
z@~#f>9g;~KxPGNWfxEO(;c`Lh`$ys8hh6-%s^u!`HsV;EZ=4{#efFAiMXbGahZ44H
zCx5s(t5joq<vkbM8_6BzE#mdn9fed5VzjlRM#P8G4EbHCyd3V9hS7b-8E4v(uleVo
z2I6yb1PFZK8*b;K#aP@Amwz2v@_Cn;`gXDRh;OfX6W6Hg2pRL+jLF)%%c8S7(s{d!
zl#EgbiRwy&!;Q(rWaO`)ih+(WMSsDX++lrdG(|oIUDv&Mg6Fed@uhy-`+E-^*KbdV
zI~pvJ^W=cO`a9Wdv9u>D`vz}nRP>%*Y+E3bQbEjS;rrnbn1nxYj-F^XEGDzud*fca
z)PxtqT`R>K`Kxx^urng}Uc?fz><ZrUzVG{Z&s3EDnO)9Hs*n5PcDplQJH6iT%*Sqs
zQyt%F5=Ac9&weuVxsx>EEMev4Zo}l4x1I)8Yk*w`k)tvu&bN!`juzIXb;$hPnCu&V
zn9}HXVfP=4J<&>2<yrMGCgaqKiqrBQg6+MlN}K(Sjy<SuDJt7y&)STQVYQ%)dr#=)
zB^tI}+jCdz?Khc6g@-G`kxwqk2NhPyA<d-88#;5JX7iQxad$@Wj<BFzp4c82DHlVy
zd_R9&HPU8zhTe~0$0sR4v_e|}PbV?E&Wr9}t8UZ=2pkq)wC&;Rdn%jOu0;oiv4`sL
z#-1w4T4Gd`@v7&noNjM73+C&nbz2onoBaB&w@uosbc4UzrLuezdgxidgsiyr(gTn5
z7LS&420yP$ez@hBfsKD*mZI1h&sz;rfvsj4vPvn-2K08cZ3xXM(<xs>8|&Wt{#40O
zL65|9dGgWv!#3!L-QMoch_C9C9-C7OTEtwwrR9&Ji><ei>)m=Wi-&m&6vh~pg)b-y
zo~J*^t$gIa_pO>muH0eDy(;c!3di@SSXFKmJKrQe&iyLlrC0baL7RKht)2BcUSFF=
z!+5Tm=WMawc!E4a^l;l&QY2-(yOhs;->;}szZ#ZZ?5uS9F7YvdiYxa0bi=T(Ffzef
zURaZu;an>$bS8L0;MBm+h~dYlKCX-|<|4hm5hc5L=Uy|l!HYNASFhq+6IfZ~bMIuW
zL)d9S?mAWxBbmDE0UVDmRj%8t)bQ?jlHHwmo<DwOQA}dmV~9iDpNG1&43tejIvTd$
z`6a^dx_et`eCeWZ_zYkCN6D(C?^R4C`*=1umG+c5psu%`*8e>)V4#`W_M>b+uGZq^
z7a4<s6!Sr|F9x?HeC|{q2)_5GI(Aj4Ha;llNJ+Ex205C$k(OG2G#bOYg;Mmf_{zq>
zij&H{-0Uxw`22XG;<G7F=F5j9lZc-!v5UxSZlZE?QMcBUo{{ZWB~zWzO@@Y=p9}j8
ze)J`A>#i-nT#iiiW0V_Oj2dNP3I0dkY+y;3u}NJ?-aIJ2ElyM{WR+{MolCdm#u&f#
zL&>G%tG1s%Z?;uEhx-&p;d8Z)_My`$Y^z#sg<KX<ZEF9uxm`NS*e=G)&HeTB5B4vO
zPDJIYuG+hvZ^t7teQfuMpoznGc#ezsus?TwcrT^;)>+vAl};yD>4LzAP4z9OIo`4F
zb6ssCrl5ASnYuDI3$1$6v-|WZkH8jUM!@)w@YYBL_Rz>HJK~RPe(0}@UaDYOV%3>1
zq$k08>Pvou_{VdW{RL$zw+>4*y;IdZnZ{+}L-OM~S9a|Ye@|GbKWAmfI+60^Y^Rj3
zXIW#mu)cfYtow3XZidWV7p}@~)-KX1j<L0@xBb}G#8tZX>Wq7N)_$QPcL?PN-nR>Q
zzRTD18sBe@4=)>*2W_!Gvsx}3;b`rSTw;0pI?wid>bL4FQu+6{b-IPV`%E;=;>lZn
zVYLB@{eEBmao78dfd(CcVC>rS(w<BEgjxa*aLL=o2V~b!1bN0I`4alIj-F8Kw%NX&
zKjwjFzzgB9L+?ABsj}JSCl;+(%WqJ)N<|^#6k8?wwUNE}5<N5eF<Fj-CAk@8IHZPv
zsbCB5;=F)n9_L=Y4mFpMCFo0p3U9$D235B`2|CS}%K6MlVaJwnoZ#K(6Q~+>Tg8Mc
zKJo~gqx!2vme*!YT8r0R(W{R*X@5S?QfvQ>QilphIc~o4d)(sZFDWfSxa*2c=&Ux3
zdu62-s=G19`H7YT$5^H{k3R2kT~}AIHZJWv<(Q-`%liJGt(BDH@1K}U?5aGxsK05%
zb^l3OZk9gk?Uw!5+t1oNKdP8;!f6ZKKU3JCJhs%k#J2opDE~Iiv=v=`;VK7i7)E-n
z9Sh*okn7J@*||@KZRu&N+PrYoF?vSXH4#3MYo&KnvdPEtN0!*q5;5+IoR^!D{D1Ij
zEPwCJ?NqqYvx6<&#aUw`VV|1l4&tKg?p#TdE3rA<=-W2s(c8Z@B<SpWIcT{#jayqU
zb_*%{b-4BGx(gRd%r|a1#{XmWTY<0@R=fgI@#a-Rr%d;y)Ku{VRagsz|CSZ<k>2`I
zaUwU_%6jM0Af9YHvUPlo@L-GoYRqo`L@PV{-CeRmN+;H6`^J7Rr&$!T#vfgL0Hsfl
zXLqj>XVEoWBD|7K@p+W{JzC-^L`J(cIHc{QPMdv?#!ptp&cHFOv-yLS8_(~q?zqTu
zRm)}F)!OX0I~&(XB~cfJ9MNe1-9GZg`w#b&;C$`bw{icgH<i-|r2qGuN~p_%eP=Wp
zi~leC&iD7!=)XpB6@QS*aO9UuUUs^l^yF$Zo3wGHc~}my^eT&U@(si~>79P#3UTFM
zbt|;57+%$Tc;H$1gVFbu%YzwPSF~+P4$P2EH@18udc2wN+iRrzbm1L?YlRQ)=y4ca
zTf`OTOwZN6Vio<W+U&*>xs2KqIcX0=YxL;ZnaNQ%d<zZU7MJ9^-n{FcC$S^D;+#$0
zJu7-pp6MlZTG>}M#k9~?Rl)Ts-2-oWKkqt_$d`5J&0U_jhOS@Yqb-44)`pKW>N$c0
zk4ijj6Vr&4+RMS)e<-j$SGr;S$HuWt-;}F+kG(TrrFvpT$uYMAnS%BdlRohWE}wL=
ze2Fd<e0RF<r}+C5KfUYkTeq)u)JDhjlajmPcSmu(5q+Gx#RI(j*?VDw_ymLD4k@ay
zT*8@SF3T+1Z|=G$(1$gk>I@%MS=v?ZxIE$Q{*@@fThv(TkfYVocf;!#F2C{`BqQrq
zhAwU5<*?RTO_Th6c>hxHylj+w_hEzBB^PNYVugF?$}-g^Hcw9w%SG0+vK#Pk+twGk
z5}C9p)KLAE?y(Tc31P;-aW@Z9Ylab)doiar>zc4N?G?2LS#`}s%2(AWh&;T(icaFP
zs$$vbUv{hAK6WI@>*s^qO<mEqw;xzswR0PF@7|$|?dZYQ*55~0e;f7H6VjS6U+ZX*
zdtUR(GhyYpE_GtfTAkLF&&3;}{W6t1@bt>F>jT~!n{OQ-CAmMi@u71?#r3>An-Co0
zqB{$v)>uz&-|nRQo5hB)XKuWDX3->6o~xg_l&|`tTaIAmL*M8-S8gOE#eY_4ys?QE
zx(k19d52W)CJ9MPpWXM&gyiW>oZN)%TdX_dqzrVI>FiL{8;y8+AmeP!mt#2wXGLls
zrrSwA9snnsggS+Aed0D-)1JcRvWl(aOj%{UNrY*r#P0E}8{QmrXztqC)?hQnwK?h5
z!y!`W`^YjfZ(?@B)9US@xXf@-TY8*d^5D@_ReX%KXUUT6Zm$TA2SG8tqrs&t7xoDE
zv!0G)7u=$KOj51KI>oA^T_m-#<wV#RviJ$F!WuD;X0<CEvW2@#IK++@HZAT7mKx0u
zje7Nh2QB{Ugc<Utl)=F&t9@mAeygjIjR&(EhhP3YFmg}qU<E!h<yqvD^HiaAL&%>Z
zmzD?hwrg(L{6e$ULMJnEyT&z5{k9s%GyR`d%XGx43wT<T<LL#ZDNhjQSLl9`C3U67
z#^*-9*KANs!S(dic1Fs^IGHB>tZXgXrukf8^Ol=A8?1gFJ6&2*pst*<Bja$medtZ|
zl>%bE`e?q7zI~%zS#M51dy_Xl`c*<J>)k+s$;fDerKLj3UJ1>^x>qDIw~F$&IYdWC
zIPG{Xy1Z)j!<IGS6WeP=yhrw@r`(na$<f=KrPJ8elli2<&r4K}ok!B(s(P_S&NB@z
zFFC#FUqXDps47|k<)Rdfa8cqHjlx4qBiE9P#$PQ<e0TY$2S?yVFD+@Wt6UE4c>>!@
z*4ypuj+ISbpPYfAnnrTI9e<tmYgJ8Fr^z2;DSU>&O!S(Gr5;f9QgihL=M2ErF&zgR
za4G;6`dSVGK6d~CJ&(&60Y8!&0Y5+s0snXv0sk5V0S9U0Ij0EVq24odX*;7380M3=
zz_YPvE;i65HvG)vvuC%?Jp5}`D|~9f%z(QMtQ~1o1_GYP7~<cM!eG$oE(mx~xJAQ<
zp=H9LFlY!o%s*2~Cs(?O8-)rQVR7KV4US7dC@O-tU>r?w6voub0DVLw&`ideS1}08
z)K$RUEC%7>W*GFK+gT$l<h9k*woyE2Ht-P}03tA=4FPXQr})mk2#+`izdu(m|NrS7
z{|}zt0V!`r?^D0YCcwvK=p*27q|F?(^4|_vIjyR*#E2*487_Lg*-1;j)!aAP68%+z
z&p5ZHshXrW^E+RQr5tqK_Gy>;?<?!`oi}u)obO*&675oclb?ks{A|l7P1VnxZpDv^
zPJ1k_@hX&wVShNZByz{)*yi`AxE;1>2^@G?&e2)_pgP`8Rb-FRHx<%_i~HEkKfX|l
z^EDg&fHX(?IsbaVQ~X({f2(Z5IvEM_sJz4JabbjOq}RzngA9$Z&eyi<-H-lg6N=Mc
zW5vavIan_7JDA;?{8?IU(|{-<^610C`07uR=dO7#3no5$D?BJs*?IG&)C(uc7jISw
zXFY7wyFPK(IEYgv%VbFFGAp6#)3xNoi$5M-!Y_Vn@8Txc<1aU9_x&M;;pcu2aq@H&
z{FH~v>(hJ~2m&0OV9$1-dw?J@{i8Kq3iwEvK1+oe^W@;ea7-N-PBet1Dud?aK%)bH
zRX`XzxPcEYG=z;O0zBpqVeIN@N0WlaRi}Y*CL^T$?mgxpm>>yc3>l3@;E8x783zTs
zISvi;Fk>cDj8AjQWPJLokW6kAH8nIfQ79Z5g(8Aq`4h0<j|Be6;4==q;+bvGdm?xb
z(|}h%ioy|5C=Ead9*GUV!q>n!1T|(qh=wrP4|)%}F~@~op>ZL)$^Hbq^52BUqmXC<
znFx@bBQ;@e`u-16PwT^wPV<_jElpT^gz3#6ruN`<3F2p=_9pRCo5BaeZBia0zz)U*
z$PD2E;|JjZ$q2~`{$RWy94Bf2_wYeu$w)j3jRLV^E<SVP{3JdwYVZ=qw2G+(M}DqV
zK-K`PV~YFP)&RYSH4I4uB!(rQ(k6fex(-PRqX4x-;{Z#6`vCf>>r;qLU7xZh=Jmf>
z1saV<qJbeUka}*&{0FJ0^$c6Zj1^2eswR!X@TAia8ZLIgMQL;g7dwQWrxU|LPT#?c
zM)CBS<*2ZMA?7(Mj*LTMa9Gp=o1L4wEZ~mG&Ohh`;0j>`dn5pl04z)ce1_T}%n0g}
zuah(|zMu{AUPzBq`oMrTJfsK6f}wGybcUOS`5&di5Xk^@JPKqyb1e;`{+IZ}lxjNu
zOuF85-o$jh=`j0`t_O!I$haWpA)|r>hJ=7VLv9Bd?X1sJh6Mou8x^2~-h&~S{U?nU
z26UENLbNb=Q%*1obWLb3$fak8Em)HICO{zJkt7Tmy8tYRdI4B7>ju*;r}M`-Zi%0C
ztEqqsaSjI-NQICzlbl1r1q0gtXNb)*gFj0~KqGNPJa&O`LrniwvS~dttpc6_inwzH
z{a;bhj2dCUAQOSq2fadO0>FaJ0{b_C@fac!@|pQ&4~g<G@-hYdvnFwqj1UNb3Fr^f
z9;97}sYz#rmy$`lgdG;T2H7OEOhZn;KoF+Db8H==pA6*iGCno$WKbslRd_UkghXSp
zM3Cpqb^8C3EkV5y%v&gU`JGNlCS$<#WjF>9r?L9?7y!vIiPMzTLkfm`792vzd{v!P
zKA<B4ynr*zq$&{BP=5$R2p@=M66e|2;h^|3i4%-9G%xr(WlV5?;w<BVO?!SEAc9l$
z&}0H>f%QPLFSMR%gy1+poL&l;fDxyIC=;;h^kot-%tB8BOizUiSlDeq2nYa3cz_B7
z8Wb*Og8)MO{~c(MH$g@WfjS8!1Rf3wlu$eL3IX?bun1%%4ub_C%&|3C?1flOTMrYf
zX)xx560i!-XmQHZfZ(t<0O|kBiUA7(Spw(>|IGt%c3g%%7|aQ;DiDxh4h`~OtptZh
z0=+B{{LeYuwBT@vnK6pFf&&dqWusFjJ2&nzwGV}s`4%#ht^SR1ES`)cVKD??`*T(H
z=R9nlc~3h$GgeN^HEHeBX&Teor`L*q3=gvvF{RjlS|A~7g{=R-x%njRlraHpp^ySu
zwgwblU=R8mR%jv?iAMtqnvc~Vv%(qQXPP&ZWWk~If28FpABQA{QJOT(X}^U`8uC-<
z5BT%!;5dcS?8OO+Ay6iXn_7sb{C{#~C6fM%1`cGCcme^~z+B6L1YO|l^U;{L1*Qv3
zTgn`8U_k++Q@10Ks;1IpNT}I)5-j)>DDwm2q`x!O4Ejw01+_yl0rZ0aBhF5tVN;*K
z8eqvpBpyRvC^RI`zX;8ga-IoDs#84dtz9W}P*SBa5XKZYH&;5tW7f^dA9=u_(MSvk
z*b9J%ym0{!GX)PO5A#<fc+rEF9j1>?JNUvCNm7+gwRd2E(kgUsWkW;gxw<$oT;aPb
zL%OStCzavg>N1OaI2_DJ@SpN(BE-l7?q^a8rV~xG$FvhkRVNyqF>`yTMscAy{gs1%
z$bX5@;Qzt_6TfM^COI(nbg_1IJ>Y?`k<fObI@o}-b^pcy4vj$)QCQpp1ww!=U|^<z
z1v4<C&q)Trfxc8HPmliqJ(`3<qDTbX{P+dWFf%W+_;29Jfa+Ut{ht}m;rbdJ!I-8p
z9qpN>f}LIQCe1DG%<L!VQmkoCkhz(FN*Vmh0Cmt=wQ|zjC38|pU|){FMbu0bv<wh(
zGu1aeT?03!!>D>P>|N=I*=3%on*=C=K+$5>f&pa&I4Gq7?UOmQ8XZ&(zzC9nSx~_P
zMJp^44XYBq0`OIb_6sD{6)-3a9z{kIq5rUG85BkWg@Ot7Ty6fHX11Jj7ud<#Fd9vS
zAAQ9HOpnH(*iaZ07$;9_hOZk9xRahPgqH^c@axQ`xYY;jSR4S@SkpkULrM7a-3P)5
z2OA~fU3fi|o|_uY-eLPeI?d#uzA5$K0V>%>c&oCakAjc0n==?4;p6P&;-TQ9BuoMO
zE;I%39%_~sM!+PD14_bxQqG$W{GKkXtVp-9RRE8znd}BWDGA#%7;Xyk^4{LwNN+6C
zm2M}GCX>nX;MXD;j2xhl^YC?HP<-TEJVYi302NXy-N6lt76@oSinXgJLrECS2{U6u
zogUQ9lkNl$X+xE#InkV<gRAAyNHpMYigRbTX=)b_BrFAz>gp`-LvaI?s5z8+djC%A
z>^z6u)X?tV=^65Fb~8QPW}z{M6>tHtf(4YyiZ)aQ22@RELaFM+V7_s3faFnd0;jG6
z#N}*gwiHmW5?20KyH}Kl&~tK7X1;+3lb@LYyrVL0nmLCF&3$Sz<+3n$Pf)=|!2UCD
z9GDIoXSz2q0fkBTFm-ixQl9N0it_WXDuM<*Jq2}Fswbo{ZFOamyp7Lxs<)P{^DcAR
zHd`+vH3#!Oc1lWc-?^ldowZ#&7!(&O4RkhEb0GNYA2d5a-R(mo**NadFmO~in&~`?
z6hhb5mF`SoD1)`s$$?6NY)l^DuL#LAc}Wp`Rxni8G^5d>sHu!b5)~nu*=^8BkTN{M
zQR__5wo&Y+(WAM{gABe1O)=94fB@`AK_5Eu*F%{Ei#n@eQch#A-{}A`spdrS@KAQ6
zySf5inE=ka2K8WSfd&N`Whe^Cp~!M*qA8lF0RD$Vkpc=eOCwB5xF?8B4z|AkrROY4
zrkJz*b<)&82mtS<qlofM6aw-n3DZH0`NIYcX>Oj(jB#opzB#$tK_L!?YSwY~W)3uO
z8Xc^9wlq2o7=y?3My$F69i$;p{E*khKuZz`h+u%Jc!?lQXF1TA@R~EzS>MwcY+<7i
z@EQg0yE1!Et$1LY2CT!A3mvE&OVU76Gb?iY0EXB=cN`m7JSP7k2zWdw722{h+elb6
z24sZLKZMJ48y*kXn$w0Sq0k`fnA=9iLB)nSZ3HaH8RoYU2~Y+xmyS##&Yzcv#pCAp
zB@zilpo}?vNoX+1{5A}UG=C1z3B9llO`bn5ij0Q}0dwX+q0tNGK%t?nv3Yc4BBa8(
zeaU2~$~vbFgTi4z8ZxI1jUq4Tiw3C=$VleUVL)wTeqRg<Xl@=I78HT!%Ygxt03(?@
z9-0j8X3S~Bf_m0`tZ-y-I@mlq9LS32&x=DXYy%sJ<oR;IMdJD6p>d@7`T!P0n9m;$
z1FALi`+`lG1$0Clc_AH!uwV`n7Po*uGAN(Tn*;23E#!qvUNA2njfb3Z4yGgw*i4+)
zh9{w+P1HGbcrsyu4-&AzP3O@Oh(yx-@jzO*z{ZJK0u;dJ%mKPC&?RVDKu5xmpk0?a
zeL>p-zXWXyY@7tPq2}{PB9Ru@Bnb;r()n`$<Cw2Y5)O--Z_gwg0XttuBphjhACd5=
z1^Ol7F;HoJu55VlZ$TSzVay?*7Wh7i09T{tjz_>R&=HA1TG&QJFO-9bU0_!vBH<5h
zB=Q2RKu}zODP(~2Wh3Dh*dK|6CoQBSE{OLeFztNb2W?R4eJ%!oY(5<sn8qw!GUyZs
za6`-ne_u)7#Ni+fTBX3kXzc0=zP|;mm$|HIyV$xS;2SM?mD5&7SV;a;jwXeW{HF{|
Z3a<NrM2*gX*F-WXrV!c0#54>v{|{Lm2UGw6

literal 0
HcmV?d00001

diff --git a/Rapport2.typ b/Rapport2.typ
new file mode 100644
index 0000000..8106128
--- /dev/null
+++ b/Rapport2.typ
@@ -0,0 +1,445 @@
+// Using native Typst table instead of tablex for compatibility
+
+#set document(title: "Projet CS:GO - Pipeline MLOps", author: "Équipe MLOps")
+#set page(margin: 2cm, numbering: "1")
+#set text(size: 11pt)
+#set heading(numbering: "1.1")
+
+#align(center)[
+  #text(18pt, weight: "bold")[Projet CS:GO Esports Intelligence Platform]
+  #v(0.5cm)
+  #text(14pt)[Pipeline MLOps et Stratégie de Monitoring]
+  #v(0.3cm)
+  #line(length: 100%)
+  #v(0.5cm)
+  
+  #grid(
+    columns: (1fr, 1fr),
+    [*Équipe : Paul Roost, Axelle Desthombes, Alexis Bruneteau* ], [*Date :* #datetime.today().display()]
+  )
+  
+  #v(0.2cm)
+  *Dataset :* CS:GO Professional Matches (Kaggle - 25K+ matches) \
+  *Objectif :* Prédiction des résultats de matchs et optimisation des stratégies esports
+]
+
+#v(1cm)
+
+= Atelier 1 : Pipeline du Fil Rouge
+
+== Architecture Générale du Pipeline
+
+#figure(
+  image("images/pipeline2.svg", width: 60%),
+  caption: [Architecture complète du pipeline MLOps CS:GO]
+) <pipeline-arch>
+
+
+
+== Étapes Détaillées du Pipeline
+
+=== Collecte et Ingestion des Données
+
+*Sources de données :*
+- *HLTV.org* : Résultats historiques, classements équipes
+- *Steam API* : Données joueurs en temps réel  
+- *Tournament APIs* : Calendriers, formats de compétition
+
+*Pipeline d'ingestion automatisé avec Apache Airflow :*
+
+```python
+@dag(schedule_interval="@hourly", start_date=datetime(2024,1,1))
+def csgo_data_ingestion():
+    
+    extract_hltv_matches = PythonOperator(
+        task_id='extract_hltv',
+        python_callable=scrape_hltv_matches
+    )
+    
+    validate_data = PythonOperator(
+        task_id='validate_raw_data', 
+        python_callable=validate_match_schema
+    )
+    
+    store_s3 = PythonOperator(
+        task_id='store_to_s3',
+        python_callable=upload_to_s3
+    )
+    
+    extract_hltv_matches >> validate_data >> store_s3
+```
+
+=== Feature Engineering Multi-Niveaux
+
+#table(
+  columns: (2fr, 3fr),
+  stroke: 0.5pt,
+  [*Catégorie*], [*Features*],
+  [*Team-level*], [
+    • `recent_form_10_matches` - Ratio W/L récent \
+    • `map_pool_strength` - Win rate par map \
+    • `clutch_success_rate` - Performance clutch \
+    • `eco_round_conversion` - Gestion économique
+  ],
+  [*Context*], [
+    • `tournament_tier` - Prestige de l'événement \
+    • `prize_pool_amount` - Facteur de pression \
+    • `head_to_head_record` - Historique direct \
+    • `current_game_patch` - Version meta game
+  ],
+  [*Live*], [
+    • `current_score_difference` - Score en cours \
+    • `momentum_last_5_rounds` - Élan récent \
+    • `economy_advantage` - Avantage économique
+  ]
+)
+
+=== Entraînement Multi-Target
+
+Architecture d'apprentissage multitâche avec PyTorch :
+
+```python
+class CSGOPredictor(nn.Module):
+    def __init__(self, input_dim):
+        super().__init__()
+        self.shared_layers = nn.Sequential(
+            nn.Linear(input_dim, 256),
+            nn.ReLU(), 
+            nn.Dropout(0.3),
+            nn.Linear(256, 128)
+        )
+        
+        # Têtes spécialisées par tâche
+        self.match_winner = nn.Linear(128, 2)    # Classification binaire
+        self.final_score = nn.Linear(128, 2)     # Régression scores
+        self.total_maps = nn.Linear(128, 4)      # Nombre de maps
+        
+    def forward(self, x):
+        shared_repr = self.shared_layers(x)
+        return {
+            'match_winner': self.match_winner(shared_repr),
+            'final_score': self.final_score(shared_repr), 
+            'total_maps': self.total_maps(shared_repr)
+        }
+```
+
+== Automatisation et Points de Contrôle
+
+=== Stratégie d'Automatisation
+
+#table(
+  columns: (2fr, 1fr, 3fr),
+  stroke: 0.5pt,
+  [*Étape*], [*Status*], [*Justification*],
+  [*Ingestion données*], [AUTO], [Nouveaux matchs quotidiens, obsolescence rapide],
+  [*Feature Engineering*], [AUTO], [Features dépendent de données temps-réel],
+  [*Model Retraining*], [AUTO], [Meta game évolue (patches, transferts)],
+  [*Deployment*], [AUTO], [Évite erreurs humaines, rollback rapide],
+  [*Model Selection*], [MANUEL], [Décisions business complexes nécessitant expertise]
+)
+
+=== Points de Contrôle Critiques
+
+*Validation des Données :*
+```python
+def validate_match_data(df):
+    """Validation avant feature engineering"""
+    checks = [
+        ('schema_compliance', validate_schema(df)),
+        ('completeness', check_missing_values(df, threshold=0.05)),
+        ('consistency', validate_team_names(df)),
+        ('freshness', check_data_age(df, max_hours=24)),
+        ('volume', validate_daily_match_count(df, min_matches=50))
+    ]
+    
+    for check_name, result in checks:
+        if not result.passed:
+            raise DataValidationError(f"{check_name} failed")
+```
+
+*Validation des Performances :*
+```python
+def validate_model_performance(model, validation_data):
+    """Validation avant déploiement"""
+    metrics = evaluate_model(model, validation_data)
+    
+    # Seuils minimaux
+    assert metrics['accuracy'] > 0.65, "Accuracy insuffisante"
+    assert metrics['roi_betting'] > 1.05, "ROI non profitable"  
+    assert metrics['upset_detection'] > 0.20, "Détection upsets faible"
+    
+    return True
+```
+
+=== Difficultés Techniques et Solutions
+
+*Défi 1 : Concept Drift Extrême*
+
+Les mises à jour du jeu modifient significativement les stratégies et l'équilibre, ce qui peut rendre les modèles existants moins performants.
+
+*Solution :* Détection automatisée de drift + retraining d'urgence
+```python
+def detect_meta_shift(recent_matches, baseline):
+    """Détecte changements post-patch"""
+    map_rates = calculate_map_win_rates(recent_matches)
+    baseline_rates = baseline['map_win_rates']
+    
+    for map_name in map_rates:
+        ks_stat, p_value = ks_2samp(map_rates[map_name], 
+                                   baseline_rates[map_name])
+        if p_value < 0.01:  # Drift significatif
+            return True
+    return False
+```
+
+*Défi 2 : Cold Start Problem*
+
+Les nouvelles équipes ou changements de composition ne disposent pas d'historique suffisant pour l'entraînement.
+
+*Solution :* Transfer learning via embeddings joueurs
+```python
+def handle_cold_start_team(roster, player_db):
+    """Prédictions via similarité joueurs"""
+    team_embedding = [player_db.get_embedding(p.id) for p in roster]
+    similar_teams = find_similar_teams(team_embedding, top_k=5)
+    return weighted_prediction_from_similar(similar_teams)
+```
+
+#pagebreak()
+
+= Atelier 2 : Expériences et Monitoring
+
+== Tracking des Expériences avec MLflow
+
+=== Configuration et Logging Structuré
+
+```python
+mlflow.set_tracking_uri("http://mlflow-server:5000")
+mlflow.set_experiment("csgo-match-prediction")
+
+def train_and_log_experiment(config):
+    with mlflow.start_run(run_name=f"csgo-v{config.version}"):
+        
+        # Hyperparamètres
+        mlflow.log_params({
+            "model_type": config.model_type,
+            "learning_rate": config.lr,
+            "batch_size": config.batch_size,
+            "data_version": config.data_version
+        })
+        
+        # Métriques par époque
+        for epoch in range(config.epochs):
+            train_loss = train_one_epoch(model, train_loader)
+            val_metrics = evaluate_model(model, val_loader)
+            
+            mlflow.log_metrics({
+                "train_loss": train_loss,
+                "val_accuracy": val_metrics['accuracy'],
+                "betting_roi": val_metrics['roi'],
+                "upset_detection": val_metrics['upset_rate']
+            }, step=epoch)
+            
+        # Artefacts finaux
+        mlflow.pytorch.log_model(model, "model")
+        mlflow.log_artifacts("evaluation_plots/")
+```
+
+=== Métriques Trackées
+
+#table(
+  columns: (2fr, 3fr),
+  stroke: 0.5pt,
+  [*Catégorie*], [*Métriques*],
+  [*Performance ML*], [
+    • Accuracy, Precision, Recall, F1-Score \
+    • ROC-AUC, Calibration Error \
+    • Performance par segment (tier tournoi)
+  ],
+  [*Business*], [
+    • ROI betting, Profit/Loss \
+    • Sharpe Ratio, Upset Detection Rate \
+    • User Engagement, Revenue Impact
+  ],
+  [*Computational*], [
+    • Training Time, Inference Latency \
+    • Model Size, Memory Usage \
+    • API Response Time
+  ]
+)
+
+== Stratégie de Monitoring Complète
+
+=== Métriques de Surveillance Multi-Niveaux
+
+*Surveillance de la qualité des données :*
+```python
+class DataMonitoring:
+    def monitor_data_quality(self, new_batch):
+        metrics = {}
+        
+        # Volume et couverture
+        metrics['daily_match_count'] = len(new_batch)
+        metrics['team_coverage'] = new_batch['team_name'].nunique()
+        
+        # Qualité
+        metrics['missing_rate'] = new_batch.isnull().mean().mean()
+        metrics['duplicates'] = new_batch.duplicated().sum()
+        
+        # Drift distribution
+        for col in ['team_ranking', 'match_duration']:
+            drift = calculate_drift_score(new_batch[col], baseline[col])
+            metrics[f'{col}_drift'] = drift
+            
+        return metrics
+```
+
+*Model Performance Monitoring :*
+```python
+def monitor_model_performance(predictions, actuals):
+    """Monitoring performance temps-réel"""
+    rolling_metrics = {}
+    
+    # Fenêtres glissantes
+    for window in [1, 7, 30]:  # jours
+        recent = get_recent_data(window)
+        rolling_metrics[f'accuracy_{window}d'] = accuracy_score(
+            recent['actual'], recent['predicted']
+        )
+        rolling_metrics[f'roi_{window}d'] = calculate_roi(
+            recent['predictions'], recent['outcomes']
+        )
+    
+    return rolling_metrics
+```
+
+=== Système d'Alertes Intelligent
+
+#table(
+  columns: (1fr, 2fr, 2fr),
+  stroke: 0.5pt,
+  [*Sévérité*], [*Seuils*], [*Actions*],
+  [*CRITIQUE*], [
+    • Accuracy 7j \< 60% \
+    • ROI 7j \< 100% \
+    • API errors \> 5%
+  ], [
+    • PagerDuty + Slack \
+    • Email équipe oncall \
+    • Rollback automatique
+  ],
+  [*WARNING*], [
+    • Accuracy trending ↓ \
+    • Concept drift p\<0.05 \
+    • Latency \> 300ms
+  ], [
+    • Slack \#alerts \
+    • Email ML team \
+    • Investigation requise
+  ],
+  [*INFO*], [
+    • Nouveaux tournaments \
+    • Performance updates \
+    • System health
+  ], [
+    • Slack \#monitoring \
+    • Dashboard updates
+  ]
+)
+
+=== Dashboards et Rapports
+
+*Dashboard Temps-Réel (Grafana) :*
+
+- *Model Performance* : Accuracy, ROI, Calibration trends
+- *Data Pipeline Health* : Volume, freshness, quality scores  
+- *API Performance* : Latency P95, request rate, error rate
+- *Business Metrics* : Revenue impact, user engagement
+
+*Rapports Hebdomadaires Automatisés :*
+
+```python
+class WeeklyReportGenerator:
+    def generate_performance_report(self, week_start, week_end):
+        sections = [
+            self.executive_summary(),      # KPIs clés
+            self.model_performance(),      # Analyse détaillée
+            self.business_impact(),        # Valeur générée  
+            self.technical_health(),       # Infrastructure
+            self.recommendations()         # Actions recommandées
+        ]
+        return self.compile_html_report(sections)
+```
+
+== Architecture de Monitoring Production
+
+=== Alerting Multi-Canal
+
+```python
+class AlertManager:
+    def __init__(self):
+        self.channels = {
+            'slack': SlackNotifier(SLACK_WEBHOOK),
+            'email': EmailNotifier(EMAIL_CONFIG), 
+            'pagerduty': PagerDutyNotifier(PAGERDUTY_KEY)
+        }
+        
+    def send_alert(self, alert):
+        if alert['severity'] == 'CRITICAL':
+            // Alertes critiques sur tous les canaux
+            self.channels['pagerduty'].send(alert)
+            self.channels['slack'].send_critical(alert)
+            self.channels['email'].send_oncall(alert)
+        elif alert['severity'] == 'WARNING':
+            // Warnings vers Slack et email
+            self.channels['slack'].send_warning(alert)
+            self.channels['email'].send_team(alert)
+```
+
+=== Runbooks d'Incident
+
+*Alerte Critique : Accuracy < 60%*
+
+1. *Actions Immédiates (0-15min)*
+   - Vérifier qualité des données récentes
+   - Identifier changements meta/tournois  
+   - Rollback si accuracy < 55%
+
+2. *Investigation (15-60min)*
+   - Analyse drift sur données récentes
+   - Comparaison prédictions vs résultats
+   - Validation pipeline features
+
+3. *Résolution (1-4h)*
+   - Retraining d'urgence si drift détecté
+   - Fix pipeline si problème data quality
+   - Rollback si problème infrastructure
+
+= Conclusion
+
+L'architecture MLOps développée pour ce projet CS:GO présente plusieurs caractéristiques importantes :
+
+*Architecture de production robuste :*
+- Apprentissage multi-tâches permettant des prédictions variées selon les besoins métier
+- Service en temps réel respectant les contraintes de latence
+- Gestion de la dérive conceptuelle liée à l'évolution du meta-jeu
+- Surveillance complète des données, modèles et métriques business
+
+*Mesure de la valeur métier :*
+- Suivi du retour sur investissement pour les applications de paris et fantasy leagues
+- Métriques d'engagement utilisateur pour optimiser la rétention
+- Impact sur le chiffre d'affaires pour justifier les investissements
+
+*Fiabilité opérationnelle :*
+- Retour en arrière automatique en cas de dégradation des performances
+- Système d'alertes multi-canaux pour une réaction rapide
+- Procédures documentées pour la résolution d'incidents
+- Plan de continuité d'activité pour les événements critiques
+
+Ce travail démontre l'application des principes MLOps modernes à un domaine spécialisé, en mettant l'accent sur la création de valeur métier et la fiabilité opérationnelle.
+
+#align(center)[
+  #line(length: 50%)
+  #v(0.3cm)
+  *Équipe MLOps - Projet CS:GO Intelligence Platform*
+]
\ No newline at end of file
diff --git a/images/pipeline2.svg b/images/pipeline2.svg
new file mode 100644
index 0000000..1f7bdab
--- /dev/null
+++ b/images/pipeline2.svg
@@ -0,0 +1,3 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<?xml-stylesheet href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.7.2/css/all.min.css" type="text/css"?>
+<svg id="graph-1297" width="100%" xmlns="http://www.w3.org/2000/svg" class="flowchart" style="overflow: hidden; max-width: 100%; touch-action: none; user-select: none;" role="graphics-document document" aria-roledescription="flowchart-v2" height="100%" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ev="http://www.w3.org/2001/xml-events"><g id="viewport-20250917151023202" class="svg-pan-zoom_viewport" transform="matrix(0.6343756914138794,0,0,0.6343756914138794,424.56597900390625,49.08765411376953)" style="transform: matrix(0.634376, 0, 0, 0.634376, 424.566, 49.0877);"><style>#graph-1297{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#ccc;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#graph-1297 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#graph-1297 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#graph-1297 .error-icon{fill:#a44141;}#graph-1297 .error-text{fill:#ddd;stroke:#ddd;}#graph-1297 .edge-thickness-normal{stroke-width:1px;}#graph-1297 .edge-thickness-thick{stroke-width:3.5px;}#graph-1297 .edge-pattern-solid{stroke-dasharray:0;}#graph-1297 .edge-thickness-invisible{stroke-width:0;fill:none;}#graph-1297 .edge-pattern-dashed{stroke-dasharray:3;}#graph-1297 .edge-pattern-dotted{stroke-dasharray:2;}#graph-1297 .marker{fill:lightgrey;stroke:lightgrey;}#graph-1297 .marker.cross{stroke:lightgrey;}#graph-1297 svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#graph-1297 p{margin:0;}#graph-1297 .label{font-family:"trebuchet ms",verdana,arial,sans-serif;color:#ccc;}#graph-1297 .cluster-label text{fill:#F9FFFE;}#graph-1297 .cluster-label span{color:#F9FFFE;}#graph-1297 .cluster-label span p{background-color:transparent;}#graph-1297 .label text,#graph-1297 span{fill:#ccc;color:#ccc;}#graph-1297 .node rect,#graph-1297 .node circle,#graph-1297 .node ellipse,#graph-1297 .node polygon,#graph-1297 .node path{fill:#1f2020;stroke:#ccc;stroke-width:1px;}#graph-1297 .rough-node .label text,#graph-1297 .node .label text,#graph-1297 .image-shape .label,#graph-1297 .icon-shape .label{text-anchor:middle;}#graph-1297 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#graph-1297 .rough-node .label,#graph-1297 .node .label,#graph-1297 .image-shape .label,#graph-1297 .icon-shape .label{text-align:center;}#graph-1297 .node.clickable{cursor:pointer;}#graph-1297 .root .anchor path{fill:lightgrey!important;stroke-width:0;stroke:lightgrey;}#graph-1297 .arrowheadPath{fill:lightgrey;}#graph-1297 .edgePath .path{stroke:lightgrey;stroke-width:2.0px;}#graph-1297 .flowchart-link{stroke:lightgrey;fill:none;}#graph-1297 .edgeLabel{background-color:hsl(0, 0%, 34.4117647059%);text-align:center;}#graph-1297 .edgeLabel p{background-color:hsl(0, 0%, 34.4117647059%);}#graph-1297 .edgeLabel rect{opacity:0.5;background-color:hsl(0, 0%, 34.4117647059%);fill:hsl(0, 0%, 34.4117647059%);}#graph-1297 .labelBkg{background-color:rgba(87.75, 87.75, 87.75, 0.5);}#graph-1297 .cluster rect{fill:hsl(180, 1.5873015873%, 28.3529411765%);stroke:rgba(255, 255, 255, 0.25);stroke-width:1px;}#graph-1297 .cluster text{fill:#F9FFFE;}#graph-1297 .cluster span{color:#F9FFFE;}#graph-1297 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:12px;background:hsl(20, 1.5873015873%, 12.3529411765%);border:1px solid rgba(255, 255, 255, 0.25);border-radius:2px;pointer-events:none;z-index:100;}#graph-1297 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#ccc;}#graph-1297 rect.text{fill:none;stroke-width:0;}#graph-1297 .icon-shape,#graph-1297 .image-shape{background-color:hsl(0, 0%, 34.4117647059%);text-align:center;}#graph-1297 .icon-shape p,#graph-1297 .image-shape p{background-color:hsl(0, 0%, 34.4117647059%);padding:2px;}#graph-1297 .icon-shape rect,#graph-1297 .image-shape rect{opacity:0.5;background-color:hsl(0, 0%, 34.4117647059%);fill:hsl(0, 0%, 34.4117647059%);}#graph-1297 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#graph-1297 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#graph-1297 :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;}#graph-1297 .dataLayer rect{fill:#3b82f6!important;stroke:#1d4ed8!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .dataLayer polygon{fill:#3b82f6!important;stroke:#1d4ed8!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .dataLayer ellipse{fill:#3b82f6!important;stroke:#1d4ed8!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .dataLayer circle{fill:#3b82f6!important;stroke:#1d4ed8!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .dataLayer path{fill:#3b82f6!important;stroke:#1d4ed8!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .dataLayer tspan{fill:#fff!important;}#graph-1297 .mlLayer rect{fill:#10b981!important;stroke:#047857!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .mlLayer polygon{fill:#10b981!important;stroke:#047857!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .mlLayer ellipse{fill:#10b981!important;stroke:#047857!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .mlLayer circle{fill:#10b981!important;stroke:#047857!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .mlLayer path{fill:#10b981!important;stroke:#047857!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .mlLayer tspan{fill:#fff!important;}#graph-1297 .opsLayer rect{fill:#f59e0b!important;stroke:#d97706!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .opsLayer polygon{fill:#f59e0b!important;stroke:#d97706!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .opsLayer ellipse{fill:#f59e0b!important;stroke:#d97706!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .opsLayer circle{fill:#f59e0b!important;stroke:#d97706!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .opsLayer path{fill:#f59e0b!important;stroke:#d97706!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .opsLayer tspan{fill:#fff!important;}#graph-1297 .monitorLayer rect{fill:#ec4899!important;stroke:#be185d!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .monitorLayer polygon{fill:#ec4899!important;stroke:#be185d!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .monitorLayer ellipse{fill:#ec4899!important;stroke:#be185d!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .monitorLayer circle{fill:#ec4899!important;stroke:#be185d!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .monitorLayer path{fill:#ec4899!important;stroke:#be185d!important;stroke-width:2px!important;color:#fff!important;}#graph-1297 .monitorLayer tspan{fill:#fff!important;}</style><g><marker id="graph-1297_flowchart-v2-pointEnd" class="marker flowchart-v2" viewBox="0 0 10 10" refX="5" refY="5" markerUnits="userSpaceOnUse" markerWidth="8" markerHeight="8" orient="auto"><path d="M 0 0 L 10 5 L 0 10 z" class="arrowMarkerPath" style="stroke-width: 1px; stroke-dasharray: 1px, 0px;"></path></marker><marker id="graph-1297_flowchart-v2-pointStart" class="marker flowchart-v2" viewBox="0 0 10 10" refX="4.5" refY="5" markerUnits="userSpaceOnUse" markerWidth="8" markerHeight="8" orient="auto"><path d="M 0 5 L 10 10 L 10 0 z" class="arrowMarkerPath" style="stroke-width: 1px; stroke-dasharray: 1px, 0px;"></path></marker><marker id="graph-1297_flowchart-v2-circleEnd" class="marker flowchart-v2" viewBox="0 0 10 10" refX="11" refY="5" markerUnits="userSpaceOnUse" markerWidth="11" markerHeight="11" orient="auto"><circle cx="5" cy="5" r="5" class="arrowMarkerPath" style="stroke-width: 1px; stroke-dasharray: 1px, 0px;"></circle></marker><marker id="graph-1297_flowchart-v2-circleStart" class="marker flowchart-v2" viewBox="0 0 10 10" refX="-1" refY="5" markerUnits="userSpaceOnUse" markerWidth="11" markerHeight="11" orient="auto"><circle cx="5" cy="5" r="5" class="arrowMarkerPath" style="stroke-width: 1px; stroke-dasharray: 1px, 0px;"></circle></marker><marker id="graph-1297_flowchart-v2-crossEnd" class="marker cross flowchart-v2" viewBox="0 0 11 11" refX="12" refY="5.2" markerUnits="userSpaceOnUse" markerWidth="11" markerHeight="11" orient="auto"><path d="M 1,1 l 9,9 M 10,1 l -9,9" class="arrowMarkerPath" style="stroke-width: 2px; stroke-dasharray: 1px, 0px;"></path></marker><marker id="graph-1297_flowchart-v2-crossStart" class="marker cross flowchart-v2" viewBox="0 0 11 11" refX="-1" refY="5.2" markerUnits="userSpaceOnUse" markerWidth="11" markerHeight="11" orient="auto"><path d="M 1,1 l 9,9 M 10,1 l -9,9" class="arrowMarkerPath" style="stroke-width: 2px; stroke-dasharray: 1px, 0px;"></path></marker><g class="root"><g class="clusters"></g><g class="edgePaths"><path d="M375.8,94.2L375.8,100.367C375.8,106.533,375.8,118.867,375.8,130.533C375.8,142.2,375.8,153.2,375.8,158.7L375.8,164.2" id="L_DS_DL_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M334.061,254.4L328.089,260.567C322.117,266.733,310.173,279.067,304.201,290.733C298.229,302.4,298.229,313.4,298.229,318.9L298.229,324.4" id="L_DL_FS_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M417.539,254.4L423.511,260.567C429.483,266.733,441.427,279.067,447.399,298.583C453.371,318.1,453.371,344.8,453.371,371.5C453.371,398.2,453.371,424.9,453.371,451.6C453.371,478.3,453.371,505,453.371,531.7C453.371,558.4,453.371,585.1,447.863,604.138C442.355,623.176,431.338,634.551,425.83,640.239L420.322,645.927" id="L_DL_DP_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M298.229,414.6L298.229,420.767C298.229,426.933,298.229,439.267,298.229,450.933C298.229,462.6,298.229,473.6,298.229,479.1L298.229,484.6" id="L_FS_QG_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M499.833,719.121L539.992,727.934C580.15,736.747,660.467,754.374,700.625,776.537C740.783,798.7,740.783,825.4,740.783,852.1C740.783,878.8,740.783,905.5,740.783,932.2C740.783,958.9,740.783,985.6,740.783,1012.3C740.783,1039,740.783,1065.7,740.783,1092.4C740.783,1119.1,740.783,1145.8,740.783,1172.5C740.783,1199.2,740.783,1225.9,740.783,1252.6C740.783,1279.3,740.783,1306,740.783,1332.7C740.783,1359.4,740.783,1386.1,740.783,1412.8C740.783,1439.5,740.783,1466.2,740.783,1492.9C740.783,1519.6,740.783,1546.3,726.872,1565.756C712.96,1585.212,685.136,1597.425,671.224,1603.531L657.313,1609.637" id="L_DP_MT_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M375.8,735L375.8,741.167C375.8,747.333,375.8,759.667,375.8,771.333C375.8,783,375.8,794,375.8,799.5L375.8,805" id="L_DP_ET_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M375.8,895.2L375.8,901.367C375.8,907.533,375.8,919.867,375.8,931.533C375.8,943.2,375.8,954.2,375.8,959.7L375.8,965.2" id="L_ET_MR_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M298.229,574.8L298.229,580.967C298.229,587.133,298.229,599.467,303.737,611.321C309.246,623.176,320.262,634.551,325.77,640.239L331.278,645.927" id="L_QG_DP_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M307.54,1055.4L297.774,1061.567C288.007,1067.733,268.475,1080.067,258.708,1091.733C248.942,1103.4,248.942,1114.4,248.942,1119.9L248.942,1125.4" id="L_MR_CD_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M471.217,1042.31L497.76,1050.659C524.303,1059.007,577.389,1075.703,603.932,1097.402C630.475,1119.1,630.475,1145.8,630.475,1172.5C630.475,1199.2,630.475,1225.9,604.143,1247.532C577.811,1269.164,525.147,1285.728,498.815,1294.01L472.482,1302.292" id="L_MR_MS_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M248.942,1215.6L248.942,1221.767C248.942,1227.933,248.942,1240.267,258.144,1252.244C267.347,1264.221,285.753,1275.843,294.955,1281.654L304.158,1287.464" id="L_CD_MS_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M286.215,1375.8L273.397,1381.967C260.579,1388.133,234.944,1400.467,215.559,1412.362C196.174,1424.257,183.041,1435.714,176.474,1441.442L169.907,1447.171" id="L_MS_MON_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M375.8,1375.8L375.8,1381.967C375.8,1388.133,375.8,1400.467,375.8,1412.133C375.8,1423.8,375.8,1434.8,375.8,1440.3L375.8,1445.8" id="L_MS_AL_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M468.667,1363.771L493.09,1371.942C517.514,1380.114,566.361,1396.457,590.785,1410.128C615.208,1423.8,615.208,1434.8,615.208,1440.3L615.208,1445.8" id="L_MS_EU_0" class="edge-thickness-normal edge-pattern-solid edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M103.318,1449.8L101.292,1443.633C99.265,1437.467,95.212,1425.133,93.185,1405.617C91.158,1386.1,91.158,1359.4,91.158,1332.7C91.158,1306,91.158,1279.3,91.158,1252.6C91.158,1225.9,91.158,1199.2,91.158,1172.5C91.158,1145.8,91.158,1119.1,91.158,1092.4C91.158,1065.7,91.158,1039,91.158,1012.3C91.158,985.6,91.158,958.9,91.158,932.2C91.158,905.5,91.158,878.8,91.158,852.1C91.158,825.4,91.158,798.7,117.285,777.998C143.411,757.296,195.664,742.592,221.79,735.239L247.916,727.887" id="L_MON_DP_0" class="edge-thickness-normal edge-pattern-dotted edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path><path d="M375.8,1536L375.8,1542.167C375.8,1548.333,375.8,1560.667,389.712,1572.94C403.624,1585.212,431.447,1597.425,445.359,1603.531L459.271,1609.637" id="L_AL_MT_0" class="edge-thickness-normal edge-pattern-dotted edge-thickness-normal edge-pattern-solid flowchart-link" style="" marker-end="url(#graph-1297_flowchart-v2-pointEnd)"></path></g><g class="edgeLabels"><g class="edgeLabel" transform="translate(375.80001068115234, 131.1999969482422)"><g class="label" transform="translate(-25.51667022705078, -12)"><foreignObject width="51.03334045410156" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>INGEST</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(298.22917556762695, 291.3999938964844)"><g class="label" transform="translate(-23.800003051757812, -12)"><foreignObject width="47.600006103515625" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>CACHE</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(453.37084579467773, 451.59999084472656)"><g class="label" transform="translate(-31.275001525878906, -12)"><foreignObject width="62.55000305175781" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>PROCESS</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(298.22917556762695, 451.59999084472656)"><g class="label" transform="translate(-32.650001525878906, -12)"><foreignObject width="65.30000305175781" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>VALIDATE</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(740.7833404541016, 1172.4999771118164)"><g class="label" transform="translate(-21.349998474121094, -12)"><foreignObject width="42.69999694824219" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>TRAIN</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(375.80001068115234, 771.9999847412109)"><g class="label" transform="translate(-23.40833282470703, -12)"><foreignObject width="46.81666564941406" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>TRACK</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(375.80001068115234, 932.1999816894531)"><g class="label" transform="translate(-34.008331298828125, -12)"><foreignObject width="68.01666259765625" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>REGISTER</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(298.22917556762695, 611.7999877929688)"><g class="label" transform="translate(-56.900001525878906, -12)"><foreignObject width="113.80000305175781" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>QUALITY CHECK</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(248.94166946411133, 1092.3999786376953)"><g class="label" transform="translate(-20.900001525878906, -12)"><foreignObject width="41.80000305175781" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>BUILD</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(630.4750061035156, 1172.4999771118164)"><g class="label" transform="translate(-27.65833282470703, -12)"><foreignObject width="55.31666564941406" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>DEPLOY</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(248.94166946411133, 1252.5999755859375)"><g class="label" transform="translate(-30.125, -12)"><foreignObject width="60.25" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>RELEASE</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(222.40082, 1406.50111)"><g class="label" transform="translate(-32.650001525878906, -12)"><foreignObject width="65.30000305175781" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>MONITOR</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(375.80001068115234, 1412.7999725341797)"><g class="label" transform="translate(-22.01667022705078, -12)"><foreignObject width="44.03334045410156" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>ALERT</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(615.2083435058594, 1412.7999725341797)"><g class="label" transform="translate(-21.40833282470703, -12)"><foreignObject width="42.81666564941406" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>SERVE</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(91.1583366394043, 1092.3999786376953)"><g class="label" transform="translate(-36.30833435058594, -12)"><foreignObject width="72.61666870117188" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>FEEDBACK</p></span></div></foreignObject></g></g><g class="edgeLabel" transform="translate(375.80001068115234, 1572.9999694824219)"><g class="label" transform="translate(-30.291664123535156, -12)"><foreignObject width="60.58332824707031" height="24"><div style="display: table-cell; white-space: nowrap; line-height: 1.5; max-width: 200px; text-align: center;" xmlns="http://www.w3.org/1999/xhtml" class="labelBkg"><span class="edgeLabel"><p>RETRAIN</p></span></div></foreignObject></g></g></g><g class="nodes"><g class="node default dataLayer" id="flowchart-DS-0" transform="translate(375.80001068115234, 51.099998474121094)"><rect class="basic label-container" style="fill:#3b82f6 !important;stroke:#1d4ed8 !important;stroke-width:2px !important" x="-106.04166412353516" y="-43.099998474121094" width="212.0833282470703" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">🗃️</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Data</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Sources</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">HLTV.org</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> •</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Steam</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> API</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Tournament</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Feeds</tspan></tspan></text></g></g></g><g class="node default dataLayer" id="flowchart-DL-1" transform="translate(375.80001068115234, 211.29999542236328)"><rect class="basic label-container" style="fill:#3b82f6 !important;stroke:#1d4ed8 !important;stroke-width:2px !important" x="-95.84166717529297" y="-43.099998474121094" width="191.68333435058594" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">☁️</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Data</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Lake</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Amazon</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> S3</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Raw</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> match</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> results</tspan></tspan></text></g></g></g><g class="node default dataLayer" id="flowchart-FS-2" transform="translate(298.22917556762695, 371.49999237060547)"><rect class="basic label-container" style="fill:#3b82f6 !important;stroke:#1d4ed8 !important;stroke-width:2px !important" x="-96.86666870117188" y="-43.099998474121094" width="193.73333740234375" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">⚡</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Feature</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Store</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Redis</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Cache</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Real-time</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> features</tspan></tspan></text></g></g></g><g class="node default mlLayer" id="flowchart-DP-3" transform="translate(375.80001068115234, 691.8999862670898)"><rect class="basic label-container" style="fill:#10b981 !important;stroke:#047857 !important;stroke-width:2px !important" x="-124.03334045410156" y="-43.099998474121094" width="248.06668090820312" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">⚙️</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Data</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Pipeline</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Airflow</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> +</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Spark</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">ETL</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> •</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Feature</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Engineering</tspan></tspan></text></g></g></g><g class="node default mlLayer" id="flowchart-QG-4" transform="translate(298.22917556762695, 531.6999893188477)"><rect class="basic label-container" style="fill:#10b981 !important;stroke:#047857 !important;stroke-width:2px !important" x="-120.14167022705078" y="-43.099998474121094" width="240.28334045410156" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">🔍</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Quality</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Gates</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Great</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Expectations</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Schema</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> •</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Drift</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Detection</tspan></tspan></text></g></g></g><g class="node default mlLayer" id="flowchart-MT-5" transform="translate(558.291675567627, 1653.099967956543)"><rect class="basic label-container" style="fill:#10b981 !important;stroke:#047857 !important;stroke-width:2px !important" x="-95.35833740234375" y="-43.099998474121094" width="190.7166748046875" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">🤖</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Model</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Training</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Multi-Target</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> ML</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Match</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Prediction</tspan></tspan></text></g></g></g><g class="node default mlLayer" id="flowchart-ET-6" transform="translate(375.80001068115234, 852.099983215332)"><rect class="basic label-container" style="fill:#10b981 !important;stroke:#047857 !important;stroke-width:2px !important" x="-116.60833740234375" y="-43.099998474121094" width="233.2166748046875" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">📊</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Experiment</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Tracking</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">MLflow</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Hyperparameter</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Tuning</tspan></tspan></text></g></g></g><g class="node default mlLayer" id="flowchart-MR-7" transform="translate(375.80001068115234, 1012.2999801635742)"><rect class="basic label-container" style="fill:#10b981 !important;stroke:#047857 !important;stroke-width:2px !important" x="-95.41666412353516" y="-43.099998474121094" width="190.8333282470703" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">📦</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Model</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Registry</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Model</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Store</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">A/B</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Testing</tspan></tspan></text></g></g></g><g class="node default opsLayer" id="flowchart-CD-8" transform="translate(248.94166946411133, 1172.4999771118164)"><rect class="basic label-container" style="fill:#f59e0b !important;stroke:#d97706 !important;stroke-width:2px !important" x="-96.91666412353516" y="-43.099998474121094" width="193.8333282470703" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">🔄</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> CI/CD</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Pipeline</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Gitea</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Actions</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Automated</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Testing</tspan></tspan></text></g></g></g><g class="node default opsLayer" id="flowchart-MS-9" transform="translate(375.80001068115234, 1332.6999740600586)"><rect class="basic label-container" style="fill:#f59e0b !important;stroke:#d97706 !important;stroke-width:2px !important" x="-92.86666870117188" y="-43.099998474121094" width="185.73333740234375" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">🚀</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Model</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Serving</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">FastAPI</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> +</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> ECS</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Real-time</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> API</tspan></tspan></text></g></g></g><g class="node default monitorLayer" id="flowchart-MON-10" transform="translate(117.48333740234375, 1492.8999710083008)"><rect class="basic label-container" style="fill:#ec4899 !important;stroke:#be185d !important;stroke-width:2px !important" x="-109.48333740234375" y="-43.099998474121094" width="218.9666748046875" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">📈</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Monitoring</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Prometheus</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> +</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Grafana</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Model</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Performance</tspan></tspan></text></g></g></g><g class="node default monitorLayer" id="flowchart-AL-11" transform="translate(375.80001068115234, 1492.8999710083008)"><rect class="basic label-container" style="fill:#ec4899 !important;stroke:#be185d !important;stroke-width:2px !important" x="-98.83333587646484" y="-43.099998474121094" width="197.6666717529297" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">🚨</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Alerting</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">PagerDuty</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> +</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Slack</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Performance</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Alerts</tspan></tspan></text></g></g></g><g class="node default monitorLayer" id="flowchart-EU-12" transform="translate(615.2083435058594, 1492.8999710083008)"><rect class="basic label-container" style="fill:#ec4899 !important;stroke:#be185d !important;stroke-width:2px !important" x="-90.57499694824219" y="-43.099998474121094" width="181.14999389648438" height="86.19999694824219"></rect><g class="label" style="color:#fff !important" transform="translate(0, -28.099998474121094)"><rect></rect><g><rect class="background" style="stroke: none"></rect><text y="-10.1" style="fill:#fff !important"><tspan class="text-outer-tspan" x="0" y="-0.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">👥</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> End</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Users</tspan></tspan><tspan class="text-outer-tspan" x="0" y="1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Fantasy</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Sports</tspan></tspan><tspan class="text-outer-tspan" x="0" y="2.1em" dy="1.1em"><tspan font-style="normal" class="text-inner-tspan" font-weight="normal">Betting</tspan><tspan font-style="normal" class="text-inner-tspan" font-weight="normal"> Analytics</tspan></tspan></text></g></g></g></g></g></g></g></svg>
\ No newline at end of file