From c64b867a2f219eb169b5a3f5fb7189157cff9bad Mon Sep 17 00:00:00 2001
From: shiyu-coder <3122067540@qq.com>
Date: Wed, 6 Aug 2025 09:52:17 +0800
Subject: [PATCH] add paper link
---
README.md | 14 ++++++++++++--
figures/overview.png | Bin 201660 -> 1254487 bytes
2 files changed, 12 insertions(+), 2 deletions(-)
diff --git a/README.md b/README.md
index 14ee005..33aa214 100644
--- a/README.md
+++ b/README.md
@@ -160,9 +160,19 @@ Additionally, we also provide a script that makes predictions without Volume and
## 📖 Citation
-If you use Kronos in your research, we would appreciate a citation to our work. The research paper is currently in preparation.
+If you use Kronos in your research, we would appreciate a citation to our [paper](https://arxiv.org/abs/2508.02739):
-**Paper coming soon!**
+```
+@misc{shi2025kronos,
+ title={Kronos: A Foundation Model for the Language of Financial Markets},
+ author={Yu Shi and Zongliang Fu and Shuo Chen and Bohan Zhao and Wei Xu and Changshui Zhang and Jian Li},
+ year={2025},
+ eprint={2508.02739},
+ archivePrefix={arXiv},
+ primaryClass={q-fin.ST},
+ url={https://arxiv.org/abs/2508.02739},
+}
+```
## 📜 License
This project is licensed under the [MIT License](./LICENSE).
diff --git a/figures/overview.png b/figures/overview.png
index 76b6d52bb618179f5e9fa359a5c8d5226fee058c..afc0b523c05e5b6e1b6a962608032cd460289a96 100644
GIT binary patch
literal 1254487
zcmeFZ^;eZ!+cvz^t!{gpl;Bnr=@doMLX=XvK}i8A=@Jta1r!vdM5IAVq)SCbS~?b?
z(k(6h9n-z{81E0?{SUn3U1L1={oEjHUDv$kd7ekj_28ns)Rv9(8z~gZmh
G`L;i17!|N0~3gvIg`7u$0_V_}{;#1nu2)cGds>z2UY0_u>D)tMh;LvKKn6
zr%;>%F4MNYHT5rCS$5UQbCA<`V_36ho9N4xr7;h7<+#V~;}pu5T|c_IGTi2_jkM>f
z)zs9Ky%5VQd&Uu46(+*L%lmcI=>)%8if+S)yPNDMy3c?5^ofm?^_=}+y~0pqQqNGi
z@BF`Od!yp}U_+v2n*QBf`ymzy35mQe3gt##D6SyQ;9lcvjmSi`l(Lc%skIw-UF@q0
zQ%O)}%j?3v^Po}Hdnxw(36eZ11)s%fTcOY`?mL>hstIxf5a~PjK^{w*&Gqd3JMJF!p
z?29%wHl>*oKi{nxtc&&a+)Vds@9}HRkN@ieH&$k=M8>Xke|e($#_)l#{h*=aUJAuJ
zkbm>(O?x=MzBR3znyi+HZH~dG(F@zf1s}Btem{T((Fh$9=&&kUirKJ}<;wEnoY#W~
z=Q9gV++6K4n$tH`E5kETxGS2TDcjFdSz;)EG@|
zY-&=o?W6@>pjxW3fYfu6hg366>&_}DC=6sKDMouW
zrs$>ITD!^k1pn{5z<>BX^z~Is)Bj}m{lnUZcqOUJmoGa=t)@^MBR+mSGdh(m!tJMme^)yEpMW^^$J5Rsn>eSOuIgN
zvunP+f~)?0W$!FVnT(z-T3ODk3YV~Qd{ne{?b@JZn;#z^Y}VmrcN}e_I~qWTx2b!u
z^Dt+UsY6;CF4%swttI}`E6c30#-xxpM&&UxBh(OjhF`IpXt>pvm$P>sw~ZK%obLS74p;ZGpPUEkFkC^_LGN1eL>EXr=8)_~{EJfj(oP`)4w~e;vHN2AC^y%|w
z;fCvD9R+5MuY<6EV?vMHx(G4;w~D2tC}_B~A0NDX?;eM!s5aT#$9GdG*&(!^5!aXI
zj~Cpyb8rj8QCaM|h8wHah|+9!%y>w{)4^xU?C$Qal5Q*~Hs2rVGMrYTTy))i?YecX
zjGHK-y;V8ls1))?n|SiS-1JAH3!JpOmC!$`2wi0|IxuTVKx7G_4uLXM@}tNUl#
zd^^fh%)2@7G{rHbtHhUsjqSYWW!C-sPsUydZ}edlnJV5UaRu9iiBZJ7@ilo432G_H
z2`Y&R*55yD+_+Kk!Hz?+4Ps6|U+U}Y+hMVmW~f%e*k=b09C&L~zDMR-AgjWu>7gdI
z0+(sB4|j8Gs~eR)O^eDr%qVePyTpgFj;x{N!#xAP#=Bz7XRwdL-6kGTmn0T{p3Y+7
zH!Kg3GpP#AG1xP7s<)}o-PL`%LCv8gwH-@y#C_f_&p>^!B1nMrr=wS!U*6qB!_LiJ
zWmoCGFcYsBExjjdP3YuQ-39aUAD_5q6E)If97fv)Zk{%n{mp6eC=SrrQ9v2Zc3a?Uj)Mj`8OV;)2G@%{mv8u|w8=nq*M8D`H~GcAU$N$~LS
zFp9Y-N6Q4xoM3Mosd^!nhz7}y^)sn{(J(J4bP(HN!S1JS!{9he<2}7w!CaLp%CnL!83tJjXGI94i!i#-;bGw?(1c
z@H!!_&b#r;C9TY>3Msk;oEqx=MZ%7wui2Dh;?RTwn&c}RleDJ0{Vxno^psmpTXhx|
zoP9(aVb+kK5z5&`=NXYwI4`Y}Yo~DP)Gexg1t+Z$ttY$c>$u{3+wvMb%AT^(i#nxh
zx!+vTe;-%W=Dq3cQe8u$+HQLK1U##HWyU>^PMyuQ{(j4A7uzc|-<$@C0|!nCn$@QY
z?S7n#zNor?|9;EqEt@yjx1^iw-nGln2J80EOEJr)>#W%FudbE(WBc~)3lp+Ag=e3^
zMhXCBcBh|eRb-!Nb>&JNi|q4DHV4{-xwAB94(N!OqR
zsn*5FO}9IC<}^4qr(UL)xSs#%!Kmf;@81)&vXZsj(+x{s37Ax|>J_@}iTytoFZF$n
zZQoS0f$u*LJ+k064xp#tMO9epk}3-pOuQRUA#>KOEjw*ytkWu2_4c|g^^sEBu!o|e4gyFFbeH-I
zU+ccVl~K5R!tL|ZKh~`q{6wQy|K$mDPhX!&F4LuGOn?DQDCLfPXF=R`Uf18ZNzoXU
z2iWIH^tm+Ik9Fuw_EkIPtz_GDO-+>ZXg&Y)pUo0Ko*_c9=3!S)eTi|Ef(fmz$ivHf
zG2OWGjZqrwd9(K140PG}`}hBhZ9Qhyp&jl%)1u?rcf(<%HAs`U>=D}N^Ffd9FWbY!
z-GlR-51gKxn~Rt7WimrWFu6}Dto`E;p@y-=xyb-d+J+c822@<}z>Mq6a7}ZX!8GpU
zIn#pWcT6p8j$lpH+&Sawz)rVGZ^`r4SwimfZ(U|bld`jg#3sHl2k_7ueKHS_DEn`#
z8$MlHn2pU=e|oSoSWw0)f82BRnl%DKyZKLHcdI6A#~W7$+gPloe6um`v%*u5M6Ii$
zO>#>Av3Lj@HdxFx)2u1kB3Cu%T2FntN%gKQEPH|Ltl9SucQsQl-Q?EJ{?AlH1oYH<}0bGfk8gH8UXEMy2_$9Zz
z(?I*ENhw-RxF9}v##drFyY8W6OT1==nP#qCJX&l#1|*g7a2>C0miXV1l9G}^gVi}Z
zR;F9cQ`pd-nKO3o*dg20E4b<3)%tSIpG8jEo{G1hYB32nxh`|*Mo3iJhCD4<5AoG`GjmH#LD)w5onxnaEG8M1@soq&;0L|zV?kni!6UwTQh=)^)vGY?Vv5FSIMu(t
zI`UshM2+0uCVp;qn+r2DbB1Mm?q=ybkA9BkjhO*1{eH{_ub&sapSE-IV@yer+UKr3
z)RYofR8&M2)Hg6_z$VqncdGedc*A@Tw|1OLqG}7{nxkFV*%eH-KF5B4$cfLF-?P3u
z>sWkC0f4#|9YwKyxr`&_3czvhSm6Rc@3W=hT!B-8+&bMOBg;~*05@YfeH-agTxUlI
zJBy0i`8fR#$?U0oA*KcRnkwRzw0iaGVIPXnNRY`3zJ_qgAJ$YEo`R?^U(WgZ7Mt(+
z_tvZr-}m-zK-Ua26LFp}+!lNC?1oL7>M&hKd{$Ai*NcsR+_`b{X1hEOYwJ|9lP(|l
z);X+sBvQA)gcltJSA1*idIn4(mQq)Wf`<12H
zA@oP?+3DF?wdxmQVvjdE2IIX3aH*w_(_VNiJIjR%DR^GaZp*?O5LEhl+gi#yv8$LR
znjj}d%Ul_gc4jNf4QhHp!OcV*qMR@$H9mj|DWA~}Y76Kc3%cqmv|E%-SXdJ*_gV4x
zRFRF8Z%n&(?TW%iG5!3A&T@JT&j(e&DZh5H2t%s*sKd(g()9cF`}%<$Et`Igm+TYN
z|M;i(K8cPGh9_G6{QRaW1giVzr-vM*PO>~^mf9*dSs@_LBfq2R6<{C3iPvhrArS++pV4sx+KDma1M{SRMoh_8OirZhDW8}7ooo&UqP_qXkT
zeB6*{K%tCYM(Nh(J5Snmeclo{5A1OY1apR5r$fgbK70h3A}_Abn=0AITnJAN)O9&e
znuKKOjkn&6BB~P0zarcD9zWO&PKPl|*EhdeG4;~P>ERY7jN@xLV~Ht+Wp3BV)lhD1
zHth6bp>S#`vqsV!Zhd3)5N##0^ZEi;OXlOpe*x|ez0l<>vqVEl6<_{k5IFyoT}2wm
zInzFZqiqRfJ`O5C^C&G-L!P6R*4Rel!+V(DhxJAW>RxkxAC8%2`r*z7Ch0pOcQ4Zp
zwxq`rav0H76(k@9j%*)aeSbT1eTKQ(wnP8Ho^LBjx&@kG8@BP)LCQHXF4w_>ia2+Vt`ZYC;PUV*;
zZf-v3>Dq!_VCndW?w$Ap~oYuQO7rnT+C>pvs
z2<27x_Hwc3=6%ON7v_6Itm>f%*iq+y{knoRbU~XD_?zyZ3#3qL7siUlu7#roRfZm~
zTVwjo6kSO*T-+U>L%DG<9+(X^T>!@W%#ySkGq6dQpYPY>Ek^AfcxVZS7c{N?XcrbF
zU@{2cxaZ(%MMo$>z_uz69y}mrXt$sp4oGfCy_S5ey0cRc@KA-&K#QTCp6FwpZc5n3
zy}iZ%ToTn2FHosa(vcoUlXyYn3#9fUMMGXlK{zFJfM
z^5x&?GkUnOy0#qKXBY(`eh1Rkao3((8O^A_Zr;2Jbn%R^k|eETa|;VA=B^Q^?oMH4
z2T?C-SFW(`!$=b(TW>6@E>Iz$byCMCI-RShGwuk)1`QE*iAtA}Q?=49>d5yP@
zoG3$gj0XDd$EYF8+Zc6zC(y1YmbhCxeAOG{$^_8U!M<>hM%!w!*sCpXmdstDSxsXY
z3<12;3z{j%2=)B~iQ3HFMz&J^o+L6GQJesr4pCKsambZ`nR;z0ef$EQ_e%fQ2$%6s
zG-yt2Iz`uYAn7SU`gCzlrQFxLIx(?`T*HFIcTBj_!{f3Y?(jjhiJ9I)QF@u;iSQB~A{^mD6lt``81+nNg
z>$f&DuBF^Cgbq1{l1sc0Emgp-`
zYE@pIShaTjdMYFHX~4bKQSiElp<=G8n2EIp+kp)64IL7(3dSlZ@8g5RI^g8>kdxc*1_g~qxW7Uckh6{G_Q_{qLzrOi=
z1kLfY5!y>H?v_pVF~c#-MRTnaCvNQF(R~eBro5@CDdrAk^q{Zk#Qpq&v80r}0J&<<
z*i}fQ;~fAPA?hCV!rzxT%I|r(nem?zseAS6)e+a3t1@PCFGO4XgnvFFJ*zJELY4@z
zxwN~1rmz`;lMQG+LC`LpJn$O`G(6san!NWvFUQxe=F{sa172QUwPY87&>y6#;*q0N
z;sG0u9$aG`o1h%;*S`H~4GKDsnL?5MwKUt=@bcsuMp37)h)7=oMftYDG+IIY|r)MkUr#;YmGSPTrK?Rz~
zCDDv@6lkF-)IhxbKOe5$P$QRIm~g`z7thOAU}gj~+;+xQ5VFzXvErT=iA#9*2OcbL
z)Nfhy@eC$?Ex-$Osdk%xFYlXAuQ}Oj#h739(K0mXJ7O)FU%y@~nC)<#nC@X-6C?#B
zH#6K42>?lO1T@QJY#bP*AJgRckU}s(c&v;F|4={bo{626Q~`PXzAT32(6j*{q=cxng@uJg#`OYf
z1r1FwEcHWYsQ&6kBz;WN-3$yN5nUbLXv8t(iZL8Qi>8{)SForXw{25XR(^`BkH2w)
zLfRAHMuKiZZhnDA6T?5N{Vwb>D4sABj%YzB=ZR3hIMkB00~+rR0c*WJYSGHd$yqVV
z8elE77X|hlf(xb$_W-7o^tp47akJO@s*?N;$&f1}5*Xmfuun(?RN}YSmt08mJZ9N;
z5$G7EN&@vzE(HNmjf{~*RW4kq(YZZp&_FQT`XMlRJ$j@p
zEBk22jvb(KNw^ol60%ckPHz*lld4|fV+L*jSZjR3EM*4}0<|X&x9T!gBPC#{8+e&k
z*yhI_hvDW3NdBzc-11Pq|Ni^LA(;T>FkyQ;FdtXZdjhE8m(X#Bets{8&7+{G=m$P%
z*XceR4+)ZBpE@yPY-;Qg@@um6w6y(CUgPe*zQ4WR{@c4%P)g2YD^5&KDqXtt5{gR#
zOc>$mVBh=qzb-E=5J4XoUCOL+**DK!w>zvK-7}!R6zba{dr`J@x2(CjzHk7j48u+f
zqISW)a;dBy@5ZH-NgfC`dQ(S%>$9g%pPIRP
zczB@j5@8F#3%n2$Mp-|k1I-PzuNIfO3pgH5fN(6=pFG`
zc7u*@4pGU=*Y`q35)3W$=U02UG_QPnce5;9!ebpvhAMVP;rt*+l4gc9*?0Rq7N3|=
z(M1xSCwswm1Id`W$@ZPi^Kw5JJAu+rRa0)S-!@3L^TUU>2_EPH(_ff<d=6yjgP;34iP2Rl1^`*qSG@yQ^+0vTov(ubs@JPR{dL3rScL9m#Mg3G#5x?l4s8Jeh79J05Rjzyr;J|qtSD;fuiME1Z0(CjMHk#yTWdE)(I(=-6v
z_*w9%Bs|r18a$*O`?G}R6Fk0Jue$=mB7qdhjOkGpIdFf|M#
zeV_Z(6V=!15x|r&Et$l$gt}3m?`%t8@25`=;tRt9g#Y>x9}eZx_~tbP#70d2BUT-v
zjKX%Tm7O;0(R9!$%$idpi1hDEKH#@2)kr%FsG6m-Uw
zngbZbA}urT-kq=?sFehhooqfOh+sf#>gC%XK76o)f`IEg2V>19*8@Hoc_8?+Qy?Ud
zv9+bHb#RdRfc3-5+7kw!texX$Mm=?RBT0vBfi-Cyhs1(hoO`
zWuV?&eto|;U9WUuAgAv|x_!-=V&1oabzHjn>I8}{tg9a&{S7{1%(ris8j^Lizfw>TvA}Go!}L^v
z5L`DmD%qar*aYt0K1hXd;671$cp#Glj**goi}pCmBM~B>dVH8I3VYlessew9p#eOKvp8BW{Z+C&V@Z|rz1;-$4|IRHb
zdPSCl2Wku57eZewf-)bJd9m=+ZF#QGWiURLGttrYR6Q(+447qEW`AG{VXHveRe@41
z+e7?El2%Cg>>(E}t^-Fver62y3k9YYW6BR!5JRnT41@7W4dIX?G?JYw;Oz&K~fmdpJ?kc<4l~bd7EwdZ0q0lY}JBjV~FVy>#hPuK&wQTvB~!U&>pSg5#0ro*eK9FM_fw{&2@K
z{9ZN}5J;}19OFuQaP^(@(pOs>Oe9!pwSjVUM=A;~uPDGyZp#eWl)tjPKwy8gU{jJ-
zU~i=&lgFYB;S&MgeO+B$Gt<3jHy|Uzl@f~fo`HdCUJrw!VgL(T3*GbL`J#)G=MYgi
zi;@x0sRlhlMSMlIH2{T|(_{>^=Vk5TRKH{@XOe8-dH3!BMspK}cwG|SJQC1B-C>Iu
z%uxJ!9R_oo=EZj8HOQFeNXdT%{XxU8lrAkTE%>-?jQGl;E%G`|c486|MMW#`IyyT$
zm6O<25~75Pz(<`4(~NIj5j6O`S!`iA-8Az!;20TnD8SWd>(mXD=#J|pd1X6$#Uk*or449t)QvbCaHkvqJw-kPRelC3G^*Qd%0C
zSRiyoKtD9lkT&7i*lq~P^{JPOiN6V-Feq6KXoXSSt@)PWiWNda@+*%dkSi(}|I85J
zQ$%cR#4t*i#el}4fYt(H+s_PZ1e&=xJIA9Flj4terUEuA13|ZshSQtqc4hTcg;57W
ze1#)16Xur}#+2FsK=}&h2NUPveCi}?fdm4#$>BjAWvDrXIL|n1Lqarwb4b-6zp<1oKc(3iu*vga9r2n1OT>}FPyi{}H6&=+)|_oO;J1F}
zS4Ry*tE}*9z#!;#p<^dI94{hf0ndIPhUqhY!~NHoOIsC%Q<_SRzol
z0ebjZJG-}1v-{cE%ap4C!H$bHLb2zPkk8tOF`Y5|d=WQ)77&-qox86(+=`tP52u7N
z8kp?SDs+L%M=Vl9+;8GU=Frl$ovockD=+1N^z8>!qnxrT4e8p<-emaAvKqU~{}?4zZ
zwyW##B5|piSy(>5$p_ATE7}KO;_q#Xkr|0L5n~SPs8tBe!DwL{CAA6|$ZFoU!>3c>
z_hY#94BTjOsILv&hn{HWMn$d}6TxALcoUPkF~1^6D@RJM*2g`G?wb4cD?7h)>%HP%
zc*L6lP|IgKgQVaOb
z$Yj^zjnT(#dMoIZ7F@8GA|Vb2jKpI3`Cvp9f46>K_KfLX@nzTzA6bF=W#%^SV!hN|
z8PfD~W@hG>t4V#F0-JF-%;p{gGBHh=QXuovLF(deT7pO@Cw8GJMei8qmc@WzIox4-
z^sks}(I3BC(<;Tt^1U%E)jwZ_q00bE@)%KnhNou`8+u-qXHc>=68>{Qffd7%E0<7~
ztzY~PR~KcH-V`s297ILx>{ko0mNd7DdL{%&tOtdLTQkb1)W?ce3Y83^KMguR0S}d#
z6{!om0yrGwi-G4ZYt#&<@=&!xp2JA(-dJq5fFd49pic*#z#%_lCs-_4){%xiQwO2v
zISR3)h}wJ^Sm7)>50{69(BzkA9BOYwfrtWp@h|<4_`U}h_eMe{M|;*|Wg&c^YXyyu
z9-hg>m(IP5lM3hsfqlv`A9qSr7fd&5$@^M0U&yPwUR}aE6>cSKhoan0_Q!E5F
zq{sZTnQQB>GQiz3No@VSr~Y>DSZ!V1lJA@jaQfs2V>OiM1VkI!o;eQYQ1>EBA+fTU
z-r+v018%jyxMUydG1ICuc{}r2k_TdSU~NI~Z03RD=EF7IQIL#K}{d_+tHny&)EY6TB#!t~$WST#>b71|CM
ziaa>JW1>%BU?7p5aM4%L;E5IvL(@b!{4y=*asc@iqliOPYcli!0s**n^W(|`d46Yg
zYFcvWKvgZlTEYxSri!$&0Zo*#A~;J}?rnW(
zAjnv-LUa5LJ;32;(aQC@piyJ=F^7fZlSu1*#ZyXxxPic)XoCZ>_n~4%Li!?v5^2P^
zas%X7&Cuxx6M?C7A#0)|)3lBSTD}INUVJJg>?AP(Me(h}h$dVNIT#5JQqm3ZK6mfk
z`?^|up(1`#t+UXb%=`ZWBLK(^DHoN%S#y=dwMB4LjNRmP^C;J2z+j3LU7CQbjh&U6
zIU3S>%DCfcP9cAjEjEKmKvZ>i=rQq`IqqWpfHd>iXVb856QGsGXI_w%t%q+Hhx;DH
zeOsEy$bc7v8AknU3Jqk=&dxR=OPh#}d>R9$3B1V;L#<$^+4>8#i1;6pXV2z_jT9l}h4~Q;K^vmT{>n^190gw{v8mzo>I5LC`0HnpZcsqt
zp$Qw!zmoakg9m)iX5sg#F3nE^@Qfd!60r_Rvq7LxQXqq(pOIuGL>3RW5go0q3__LG|PGfdg4G$a>H8Mou7dIs^V!WS$GW89=dzy&XuYDnu>>Sn_)q4#n%Ba9mzs=
zWqNGvC<#m$R{VaJ0GR}NX?0ozaO(`tG-nl2-N57GGj00vDoK6LX5_$?ZXIS3tCvCwT!RJa3vMhdthC}v4dAqwAdVfqrSC*GW>hvuk8
zXz9{vIv9n-K8}6iB8_@bME`CJmdJ*)ga$3cq59gIV+?C;v9O@6hd8=YMjM~g&r3vo
zfQqaHJ|W8gnb1jKhb2Ig7;`cK37M^1DhvpQoEY=!m)w9#1t=2?zdK@#GFLtNLjPt2trq5E^^&hf6>O#AIg
z9vu|@mLzw(Pq>D<0s(!jVH&8)u7$$~57L71$~)>2^P5>*yrXNuUqi$Ga3B(Q)S2&S
ziuUt9he)(-9MdvJ-2^S^Ebw(`vj5YkhI55yko$6BLW}F0X~sz5!+05}b-Exre&>+m
zk@*xDIFTeB=p%u7xGQ`;P)a_K;J{1@`koD}IVBCot@qNvOzRw5AkX)93L;O0E8a@O
zquX{L^^sBJIo=dTNVSEqZ(>Rq?mkAV4lV}-^xSbIVChjVf-&-8W))!~P3j2Er2$GC
zU|__Hv#TXvbqOcv3VEyY9s`#Jk#m}kw>ZcUFFhO{<#db#7c@-Gs&)b_YA@4C)0boh
zg6(PZyiAJ%H7
zsDIIYDJWT)(e4}&h+^Jl7cO5$kw)f}cwD(lciR?o7(vB?`rIfSNT{
zbp3N>kU;Eqcs#V8mx)vmuw;2eRJ5&EY-z}`lt8fp9x~eM40MaGw~q|5WbMQ5koR>&
z*dY=QWWb6gwSmA(kqb|N=zHw?Oxms^E%Nync>3mh#ZO+#L;I^KaCM9w+=caR&T~xB
za#rfXPJ_czJ!K<1AZ!dtss@6Sl07EQz=SxI69&*a`7GdqA`4KiD0PF{sPh9eJY*G1
z_IYH7@^E!}tQ6GQ@*bqyCN}lh224tM2nN7sR-N3pQXL{7Y}d@fk6LwHb+LSRINZ%o
ze*_3NC}C)9%t|}Yp)$Jf3y>xbGw{L74mKXaZeqY*IzRm!S<{#n30BrG&AIl8GA)Xe
zsMT0kP7E}IMG*c{@mN^KkE$hB+MK$dNQH_glN^nRIRbvUwi1g=OWufT91a1T5qgCD
z4Fg&vFSPy8GAIGAS=XQhwN4GSw#+`hO#2y9zBfcdjhW>wTelvCf7ISO>w#GAk@=|s
z|6X;p-lOs_L`_{d(EcB!<;&TZMo)gj>Z#RY{g@sg#c|^c{;G_`?s6w22+AE{*z)^7&=rhYk
zG{TS{j4|k5Dt)Qcg8ZL
zX?6ZAPOu~Rc<}?Gqw`RWejCWZx
zj_tw=(E*>G;D~N`czZ^si%0}9zWTkIuJfTvVLTE1{}}5U6QWz`k9?`OJ!ac03(`fK
zQZN%-BA#`Kjx?Zx6tt;6a|o@nMrqgH$E{~_diPw|-Ymgixh~y(!9m7n49WWLiDvjj
z1IzDEVIV4ns{8q24mT$aLkn;)|8RTvLmkcWbLPKS0P)k~1wu;F+c;<*NlQ!fLl)|v
zY6d)!%jyM13+*Vv1T6F0kiJr%pu(Y4-3j{XjaX0Yo=rz4f1x08Ob!cpv|l`s6k;DWYi;yC
z4j|cOYL;3h-loAj2>J0Wr1`J}J;(%IKx(Fq7($<+KJ_UVV4-7kX+84*glbYRpH?d2
ziynH8_*;OeRI;}3LmwXpv&$ji^U+%6LFT+fdK{j$fXsVWrl}WpqQzc`>!R(sNN4jc
zm5j29X=@A{qnX5fmNtDK2QsOC?euQ7Jx14r_R4cLD`1w}rEm$`dJB^VfdEe3oZ_2n
zJ<_qdCEzmhS;+ZjE7>xI2AMzggGLkO$~`+dX*<~FfI}>icxD5}TQ+R4;YdXBqd*0Q
z#Q;lf2+pOUx1G7%v-dNA8Uso3+l1ma88EYtiFrPoJh0F0=X<-MHm=D70?43NRh*U^
ztHC1(EU_2bdltP;);py3mV#>Ktj%G>>q^kp5*mmKNmrKR6=
zALn1NHpcV*Wq$dvKv&e;OZAx0-tc>aJMPiwI=zoJC<10aLKDJ|tK+ATFJoOZ{nW@gvOn
zVETobTM9VPAvo>&Y>EjkPO2MI7t~Pg`4)0!>oX!7wMlt6*5kW(&7McUjibM9f9}4K
z*MW&g5Zp*}8uO7wjVni*%L+60ZtcEz?j^ncyo-t_PwpwHi)0NSNL!^tRR6W(D#7}
zvlK0|P{br#s#)lkgY-^&8P|DWd~#rrxtoo>CBlp>~Mc3!@qhuoS84SoyGPuA9#X
zlXwo)c3@j2dkiHIRAwS&D>HJ4LSH0rNP?lND`Y7QrvyMA1)C6@oP~s8d$6(*x!RVB4Zz~2jq)j(fF<`A~+)K>k!{z0gA2&
zHW+5Pg0>KwQvm7Sr9a}{TVUp_33XE}J;@0xS%~0-5tEop6g3$t36Xga$@RCSg3t}2
zxe$ZI%{^(({_MGP_aQgn7zuUkE(Gy|)LvvO&`8)J610!q8*qlMOwL*$$JMO-UkaYL
ziyZxgfV8sgp{J(@^X2E*N;Nz_@VVGy9Ztnl>fq*e5DirjM5@cEAlXSQec$+?0c>FQjH@lREzJWyE1+nEGX>Q9M`5R%Lskx`CxH#f9Ca3s
z2zkL!(8S`(r0XE7BnTtKZit*qz$nT{)+>5p7J`lv5B^IeUt|gc?95|~F~A4ga?;Ta
z>)e4*6QCHz{9arl{EPqkwkB&b2+liCZ0}PcVmu?@ow&J}SBK;1(Z+ZO_&tzNPA+}r#2?<-T!NJ%AP4-=mlfH$mc?gAcxygL(+iUxG1^I1BebtH8M
z6H}maXd1ue?#Um4jnzad{VMizbsTDTppo$Sw{`=HC|vb5>o#8m3XIl>F6x!Rq2vY2
zSw|JLE&NW1hy^j`L~p)z#$yAH2SQ-MLM9keahmJp>a`o6CyWi}e?e4FNQ`F!`0zqH
z2~OULgQM5NshtU7DT)7O0W2V>8oDe}aa$HG=0C94F$AhG(PZX*mGN~ud?>g(y!
z0hVg&7wneCJ3HLjqQ
z5kJj*-~j)TS&$l?vcOuMH;T5XnnbLcU~xq9iC8A`BYkLXVae1Y506;0!pSO;n28m%@t7BRPsQ_~R9HU3;vftyvCPzm
zvPQobll3O;2I4psmaJUQxq+&D(|Am|H}uG9ka=j)zHJ~yq$Af>Di_HvvG!K%THBma
zY!h!}U9&TIR6E=!QMir^&!O;EyxE(DBWvv=qL@zshU)oFX);|*IGs4qiq>%!xFa;V
z9c5cyr3Z*`Y??`WKp+)p^)u4R-WVp6V>aX{9iCoWy*dzRnql}VN-vQur)E>(hO`v?
zlflY9h;ve`7hk?Bx?bpx2)KWS2u}Jufjd_xAtJ+1BI67*M{>~mf?Ivj)EayE)&m93
zIDzy949_A0-&XY%feab`sDohc14HS4k6V0LzgX5!4FOli{!bqUv<%-bXDxicP~
zd2~Qoq4j|N$Anj}q#w1`>u!<$i$mt~($e=QZjz0CwpD$}-P3NOqD+;Q$H#14CUe58
z`#L5I$JX?B<~#cjEMj0y6K!c%HEh!HNq!vYmE^m(g@I)%e`wle2{$(d1fen=x(f+A
zh$|^hkKhTh`dAnkM2^+P`WAYuEYmGhVcq^1-??*VbmPf2t5^FOAVxVL^OQBBWt;@C
zBv-bfc`NNoK?C**4@4_w^U{F&gC^+Qars;Q|p421)K)Ag3#@AeDDLClo8
z0sgQtfDDzAj$C{5+%%{>3BtO5CBFM)7+nFuRm6G`^O-`K2a1n&>Rf0%MdEkfBxx{&
z^KDT-5=tK```?>|kjd(0I^g^S23~DR8MK`{CHtT=PyNCb?Pgj*Pg67~3K4O}#mbFY
zJngnPbnsxmn5gKkPg;;He)Jh()_UoK!6^4TA2R{<-o702j7P8I(j*S3Y=5DKL$Ll`
zVBh^KV=K!S(z}!ghF0KZ%>!x}(etpdoSn9foLU}Q@_<@_mM&_7W8J=oOFZ(BqNS&o}}T(m0gkUJg#%
z!$|v-MpV-=_)0Njl9J*>$V~ixjcDAw|K>G@UKcrDWLI(%(nC
z8g}L7=1NZ&IgRU2cxY*8Tn5|_a{I;WGS&YiUnW96_B8a;?K^hd!rbZGxfx>8
zuP_wgT%V1xz+vv&XnPz!1V2fRphb9-yrE6$5x~+X1Keg~(1dn~FaA9JX#|YQn+Ud+
zMbI8N(>I0ard)8mR}07Z2XuuaUq*{v3Yehjm0;38Go?Zzh`{G~8F08S;l6jyj&-W-
zopr~g_s@06cO6}K109nPPFexu&C*Xn__;os#|r5Q0rJTn-7=!z$zO?7YBW*v%Mr@4kzf9qnRqzt&7{0Z*hK
z>;dgq@IhaH|9!}P#;tfDHqAKp7c(+EJp48G!oE*k9AdGYTA7>S$z0rf?7Xt_E|Twd
z;mU>ckkHr)yyJ<}5^QD*y_F38cEV6bFJW&FEStkO|1oYa9L7?jZfJN=Gt1H&!KHI0
z(yt6FT~M{OID_}f2`6d1N*ru$i`VaSdu*DA4cvu;NEi3gP+mxQ_(0P(YE6cr`E|f9
zL7(hA^47^I54%+>LXRuexEKcU8!4AqHYGD6?pnJTCd+gV$$AB78Q+%=pj;ln8ar2V
z9NzJ|^ttf2$&%=0cb+}_rM9-dTM}rN23SdPZ;0~~PjY4k*M9C(YF1WY8BhI0M-19l
za61*~gS9ZL1??zi1f19#!;+mzud<*LfOdDuAsbD`L^Ok9bQHk{YgzN8kXDpJhHo6Q
zwJenhq-uI^;jbT?8r&)0P__fTQwf*7%$M@sR&g=#>Hh&__y9S${WyJ0>F9_>0Ae=|
zC7%VpxKlz*HVcjI(h7do3~>|Cd}i@H#8dZCFZ(!KIPOKJf60p9NQN
z11gn4|L(QTx7SAAfAbO^n3Jn(B-*{xWUu!taj=n(S)JF-zXd&sXlZR_m)8{d#uDOzb=}M@TJp{$^i9
zVNyomW}KGhGk%C4kURu0=w-qZWVgSgN?uZ$M+Z>AiHUexY-YqAd7|{8-fTiFSGhqdrO5#2wY*wi2-|Oz
zSeo)5bl%OQt8KsU+lccwG?i2Cm0@hYEm1>(!93lxUGpSm1@%;JT4=0paCx_rRw`uR
zPXjN8l9G}DQ8q$2InBC^=-5y6u`jYu?%%KY^C4x&cJg|1sAgz7e&ZZ6%tGz2C?xr1
z*am@voCFB|=oisrQrasTbErAXDtz$OS_GsnHgvSM(laqJc~S4(yO+o=@4vl9@Qx!Q
z+!4T8PRolq>jYeeuu>IoE74*25T=zJ$C;ED`d!`?PkHp1s;a7jGG%0CKjMt!t`a$Z
zTzrK7X2f`v8+2pqzC#gLYg>kzT<^A%m&+#&RQfy66n#Z6iI|gE6ap6+%}
z#@81~9x<&wGyY3eRn=?Lez0~)mBJRJiM*aae=bXH{&27cgL8V8CIhLzR0s3(lQ?
zN7X-#&ZJncYNyjtQgXQRz)7>dd2yxJvE=Jx(4zyrBBK8ER^-vme+NLIB--2C8`HlS
zw!K$UGZ}(DLe+mG>C9dQ;K}+-E#{N`VR3P$-)Y1Smh@8$9*g7mehj6yx-uL-d{|P_
zblRohYr&TI*iUILzkXh>EP5ExEm{ccE)-#Zg?!+$1IRiz>^1Zf#1Z_n*<*RKK_am|
zu9Gm1-&a@jwBNFCY;64V&p-d-o^it23Q0*O0fWIs&7>ET=%Zc0x#a7HaxL20+LSG#
z<_htgH_oo@*rN}*Hzt#+pwaQrXbCh8d!|75CbQT-(B?he9W5FF*)sjQM5_we!w&cZ5$MynO
z8hm4cYQ1V~T?D+agda2jaO0NI(DC1UtSrT{i_=vj5j_rDFL97r(Ym;_^n8Q9#?`Bw
zVEl)}_UcO`0(Ubj%Q2y(AU{79?EH2Z4UDxU_Wh^j6#0HSjAx-yd9@;*v0>^)LFG&tX`ON+)hw<_hYojY$M
z^G8k>OskK*$;?z;5;jMMYC4@88IdA1_dyqtQ4IuWnG^5Yu2stCO5u8Xe`&&6__0
zyes=oir4V0D>6s?itXA?3`L-xE1_r!fKnwGnaca>P^9HQXU$fQnl)A3%+l*t`GG!J
z41y3NG>WhINxRy@-!QrA206@cAMPtYe@zMMy&z~2U=#p!@h9Kxa2juvXE!{MY2gbJO$bIo81?=N(IL}xa6prLm)6kS;bz7sc`pO_6yyF6kNqlfbQ#7n@ukrQ)7f!*`jvu9Jet;ldG
zcF)7LXMni+0SuY=0Wka2rk&sUjar~J9@cq$hySpv?=CvJ2cVGAPOkwBVd?I(1_gzt
ztgZ6>A_e{UPm<8T%ut}4l6{4PLgXTw?NtZYZrZc!I-~isa+9*Q<4L0e1cR|!y+!Nr
zn)IyGADGLyaWwoM#@G&OmX#EWNx&jR^`ug?;S2aNR+}uoY`kAUqe3mAQbklwD*n3_
z_$4@LC7<366?5GKit`z#rS2F^4Y%wB>Z-9+G_;FZe60JBQMGV+-h67XK}JC`AQ-iz$op0A&=EId3N;v@hw3WiVGnd6ZvSXs%+p94${=uKY$_&Ot?{rcAJW@xZDo2ITZpqi3
z4E{QASlx-S`4KAXuEXn|&$n5WnHwRn`}pt$rtiz+{=Wv
z?7DThHhL4wg%_{03*xI$NB_Oda9A_uS4&F^9k_d0Dx&JXECza*bMxh+Z|sD_Y9tby
z4y+tVoC5_T2C|C#nMO{^pYA7{N=nuPdYtMy^hB%??%VSN$0DFU2ssSX;;UtRA!2;M
zn*zlP;$-3DgiA6mp`oE)ajJ1M6>yVNMImQOT|;AoSdny7)v8OdIK8OcIJ|4qQH`^*
zWp}~v<40p>WO6|u`=Qg>oeVq3U(&R2_phs0ucm@_kbvVapyu!0-FJW@x^POyYf^{&
zDcYD(b1wpKswywf8BXpIENOzq@)IOMmWl})-&$dfywsmKwAHq(1Bd1$;j*GJGtZCX
z+|`dvP_B0*W&7!ZB9zgJkYhZb3<&gKXb&(X{e!YB(hP`Hdac=qTccJ)W@bq=6FwNSQwwf
zu=-vh>k|qJe^Jo#wPVJN0(kU%09Dw%V(SLJ!qt(q=roFRW!S;&$`!xexesf=kS@ikZ(0<|6>dzi)1Pjasc_alf+3IAcf}m(2%=k&qNS^
zXI)vDwD7hZ!Ue11W2(3W?BBDtRG&r%OofO6yINbpHK=a^EAe4A4c{h2GpL13IM8z3
zXl$mF4dx0&_FHfRZlf7Pma5|1PY*x
zfNAxv|y}B%Encz
zRwX1Kj}c%04+bP)Al_zq(RmTV7X}ue{+SqaJ@%o?i@ExL;{BZjTqEG+8)&{f1}zF9n3
z|70&EL$7x24IFIKhvAs85G~pJi-^9~AamW}XfVDgvsg1V%;QCb^vU&
zUA}y*K-U-N;ZCPCaRf(RIms_rq9!Z58By#frg;!DSc;gQWjjx@Ag{vqmMN}o;3wqO
z;>O0Kb9@dvp+_U+$R{4ILfZu1&n{f=U4SFisTt>bn)A
z4ntR0dCv;0w;bd+uEuECaDkj+#6}U3Ji9RqB-rkJ
z{rXjQlYp?Wu(693G?SeTA)a*e9i&}+hL)q^d$O!_Z!F00J8)`0k5MpaI6hl&`g7OF
zYao3zcTU}Wp}K`HIJTz`0uki11dVe;r8BIH1g{vc-bqO*DQ1ApIAF}BWp(34^gMmY
z`J~JiE&sUGQhkhqok{}?tk%}?{{2ZO*#cdjr&)~Kx8KCiHhB;H_;H~Ag2lK#CHwl4
zFmws#BTWB7NxJm{GWXxy0PB5;Cl~DYa%;YvYCjGM(WsplY+0)hr>CJ*86UQj=|ZWc
z72O<^T$KzG{`o3ow#O6V(hVF#i?I2^3nl!(+v1=rKiDbcAdP)EbT@rKhYtq9w^CAg
zF#bb+q~UYEp{)pBNn`ys!fj^eAjkK4NP?StD+t-Ct}mi`C;-(0+XS}i_86Q2-4}sb
z{$UB9@{+wpSPW9n?$+rch%FyBti|zKuQ4v8J&PK$QX)7d7VqGo@}apY1&Z#b@CCmw
zp=(Skp5FxaNEr0jAp`2EUoDT&zqcI}oRVVY6^<_C3op*Fl?UI`MEn0y^%YQAZd=#b
zN6}*;7=)rCDIp?A8Gw{1r68r!ozh|9Q6!{GK)Mv9r7cPjkd_osKoF3UhJS94=li~&
zG437X-s8ddeV)D7nrp7P<^uK4WDPUH+tUyBXKpQCF&Lhx>B39<`Lp+Y^Rieg2VR$Z
zN!-ZD2wU+dcTc;hSP0UQlLWeQj~_pd*tkAHHuNrDPQo10<#~K}C~0;oVJ`L^_h3zE
z>@a0!xr*SX+bEiJ+6Pb_y$$Dicb3F%3Q8>I&Yo{G4fE|YkG7$$}`SNu&L&IX>L8OP2-yX~kx&U)=X`DI{$Nm*$K
zs`B@EKND`Nvu^uq6>1k}`SxkJMMOkcVjKiz-qDXvXSQ$m`5JR=U&dFb13X@Kr}{De
zMFEvy*o~ENa9l7=x=Z3hdt4S2QHbkI=q|-EN3Ec%aL#%K*Xk#VO*XTruBmyQ?kH$T
zWNy8A@gq`=Y04R_@5HNqT`JwP2nT}M>9@U5$7ms-QRAEo1;<@Zfp8q-h
zloC62*AS7qke-DF7je~bP>=DX0fo>%UC>!!?+;b)2CIYD_18?GsvV7L
z9to8MXbUA=foy#pCuh2B$G4B+G=zyl7sV1&2`1e|`_M0ejCczs)9w;SlQvOQ%*`|(
z*Gyd##9+;g
z=R-sX0C-yX-RLH86USO3vzUtD_O+I!z@G{EXJR%y8S5^73_j`$GPY7zYe&a{+}zxh
z3Lh`8J?-kesL|0aflhi83}BRJ;Cs8Jv#ZPBEw|~eJRcvQ!Ui5d*q7)6CJQ{r?I^1Q
z7ZXshdQ&rQ9xe9=g@uBU;oiqk$um6ZB(=QbxG0y=Rs&VlPp;qu^7=z)jr%Yj5lXGd
z6Nu{k9V&rF@JAhhR!lt|>cx(GFl&(n1HcE%9LwDgWYG$t!Q5+AHuSJFzp*2VMVTQx|ULVdY4gS#s_dHPwwDh+?EUehl+$Ro}r-t%~X&^&ol
z`0M|oq};vV|36aA2hfLE0~JCUw9c}^+hVpRcirmO;Cal5T&vWTh^hT^+K`rgr6f
zZPmwnJhvRczCZCo_80W`B|Yc{YlzGnaIlTahd^@2n#*_Z-GesqMT$>`<|^v&z~jt1
zTN6&(g?k`0Kx(;l`}Xa=YsXbB31}JbCrTU|k|Jc+Y?KiasR?9B
z(~8-!eLKC-!=FDbdM&*;3M1D25BFSY#i5$H9#Eo6bP(T7erMPbXh+TfE}aamh6Lc}
z+=TYUo4&dNHbXl|(r9X>8ljFcX1_+pu~ImzzynY
z!{iY_NK}ELoZs6&f8IQ+e2wCZ3miFj&@0M7t)rmfN%R{ApmG0?jA)1(!9t>RuF7*V#Ytnu(Op>+fXy5W8$H|!3SVgKUS(%x{(aU{sEf;44t+4al
z4phWvuU|h%t^!)jD9(2`q=y4dAqeb4vtuI}6yZ;=pla&w0NH`@h^sTjA0Y=JNk`fG
zM9YL5CYd{novs?N^LX>JnL3O(eA$Ij2B9xgCP8f2crby9Jj0qWuqqna1
ztZS+l83WMboUod3ktp?K*l5!b@PQ
zn-)0W-uxq*(My4zT6xb+06{9^r@@-eh@wkDOK8(=$i1JTG6657)Hw(pwm5#-bz|el
z0OH9L7n70ohcGKA3ixdn(CB_ziI?=F1f5Nx#N?5wF+ca5EdEw_i{IhLw{8l6KU{_PP@p#jt?v
zOW6gL@)HK@g^$M8K4s2$7VN#w6uW)Dgx!
zi2wuZ8O-rm$rDy(FpD^3=Q_9tWF!U)}^7L
zfrh>pkj0|{U8k@m4Xq;kJHT(zAU#<;_UiJEfh^uZN9P41QOd_$8tF`78T9~j6X(H$
z2g~ZZySo*pc2qsC31p+0V*Ka{=m@)xFF$^GB3QnyuBJpY`3+tHnu6<=pqntj1hM?2
zefISlrvtv7yR8fI4mBEe
z8iL+6?LNrp00vJC_VSZ`-GH*BWHz8)MR*_uK(1Mr(R2joL!QG^Yh2($eYq40?9{Qt
zQ@ur%BV(9AJBu>Tz2b;zB~|B>&-s^lH*c~pq?B}a7P9)v71beza{%g58;ukedOJJ2
ze-aZDQaHqf3td(q&J0MM8k7s`Ogne*v9u5(Kn!^Yiickb{Yw
zhrZ0cZyq*!3TFlZO6MS(`h=;A?2>v?|L`_g%ax^5
zO9DCqPo7%x;^^tq3bd}M3Z5zpw$Uw7dLD>7z3t1@93KR$hoIk-$cphD
zNCW0FXo%bVH@y&ZlPE7Q6)C^3rbqUPKo47vV%XmelN&t58Y6nbUqxCoE+g&MKn!mA
z&!0bU=j5COV|!g!cZ0F9v5K17VYCRDF;6jB3RTxZ{10kh!RUaDm2Ujj&kNlTz5?ZL
zg;c?hu#`093$#@?9HdXa?R&CNr{!hS_KEPJG
zLw5}x(%r1A6SwmiCYixzycrHjFZQ=swE)wfl$5j
zs#NyPw$OeKxZVuyJw=6+0(UJ?E*mI-E6Z_t&6?&PikymZ+wJ?6PR4$@n(2vNqWCCY
zA;P=@>x1y{15gq~fAZ{R@|=S;+-VV@<%eLy52Il6=ofWaP_j3Z@|fm@y_+ov%u3
zf{*E>X+ct7j&S3?cwo1`qG_mWzJIPM8Aq?K{ho*2B{#bAXHO1??y6uj|
zn*J&}D?njPovpRCa>FMaLT^0=%%z+SoPkN|KHaC!U)qih4Kef5oEe+jp)t<=Pai}1
z=@LAXL)oFhH9g{^Q;SRU)P`FAOxv1GlM@UX*91yf&j*OUf|J3$Fz;
z7*@`A^}i^Ql(Gy$S7GVLw{J%ye6%6Wdmcs;p941ZCbGcZQ)aXf$2^8x{1$K)?;-B~
z1Yr|F2RQuq9zUjpvAF?tD<#K7_kdew|AaXUIX(WSA4b7)qHP!p^4X)kF8tJX(!-<`
z#q%A$R_iP>6QZW)T<%&+M@xIZqB`w=(grhD?1%?!C|X^kjzS{?{jjfabZWFD9**!7
zFy61o5h17F;1-bc@c22k}-k#Hajb+w1JA)bWOqnY{v5
zN8s1+#4H?*@;>y)CBpqHM;LDZ9MSr^H#6Wa3s0uZt~Vg2Gcf9yycbP16{wXHX1PyC
z{7t?xgq0I8t|e4)ayyFcZ6N*5!{U*Q6c~aC@qy+q+u+k$2nWJG1~%;$t~=_>V$U3|
zvSa^#*5;mFI>A$r)cpAg4f@RsXlQ8kj*T6st^4p{3&L||<5~(>K>tnj!tWWU?9guR
zE#Wa9yWLq(hQ^HSq<9w)XEgNJ68oxmwbYt-6}Y31Y2!8y;$?c3f&yUpt&8}ULu<~U
z!|PtrB#nIT#p69R5f~D}?CkmId9r>`)F-6w=v5z2A*WwkLBE~@Ba1&x`LVB{urL-w
z!eM1HedFUkcwwZo8dkw~3Pi$ve}8|ARhY;u;r@EGONfi#00Ri*T^)SM-|Id5Ax<8_
zui~Fpsn}I^5VvT+1S@lY&0hL}*6^T=G2aG7I9bvP+HOUeD-IEX!nYlRRsNeGXMB%%
zLmn)P$3E~#=%~g5mArCWEjg5MapP-LGP@mWFV1KxWv2@i(fmPTG1+iHl&6MY)<-45
zzYK{kh|mlJmXBo5>by}-$2r^z!(r&2zwTIQ#U_sC{)t;gj+t)j6sbG8{<*6SUIO#-
zcS}p%9*mClloA5)fZ>%sw^k%@%HkDq>J30a9&kL}^084t=O2w&;7l?y_nja2B?<1A
z8&62T0A(L?%A6im!au0RdvPbAE%=LweAQ)Hvosu_Lfc78OR{SpU|AXZZhBAh{j4%u
zITfjec>fs*j@JDLXF}fgjrHk&&qZh|YzDrd`vIC2n(b-*S1t?FcZ!RPl{}ANiVXGk
z)UhnHLsPetLMi!4bud0
z7?(l)!HYMG$APd&RSR$VLiXj)uX1v7l>SyccWx~iyG$BIyFig@D@evzVsm;c
zB!~7jN6;l_z)&FvT}3?+LP7ALc;(
z7rkw4+zm5{GVl)^ePL&Gl6ATtmzR}op50TtJso)RXULz%o{kE6hh?A=q+Onc1VIS&
z46PV-n|PBd1#0&-78$kgb?i>~e;!r(wdB0I;*z|=1G5?~c*p>jDkzJhwia?-YCDtV
zID%mQ(8GggXz#TfH!f6zXc3l$Nz!R=7-A?f#vB5?`vOhZ?bK8@r1?8wmlEcRU%cSJ
ztcFp{=bf*~OZxL8Z)-bPOGl;*?M*=ZDMT%oRAX?%pC4UO;v08_Iy4>q2kCFZmGpT*
zugrRfhm8U(F&t>Q_{%ib^C(+v&J?JpXXtU9v(%m3y|O&3)lAA97>`)v&0T-qPx(YE
zi~GXt%9f#q
zO*x|{Cbk}@HTXt2QLEt=Rf!fNq~j92)n>{FXr+5yRQcn*N^2xAh|VLBqI9S!6fd1^
zL*J_&0?1bd1&pW^l+T6&FUF#7WD28`Zy~eyue-Z7lg7cB-(P?n^)DB>-l3tS`PonZ
zp5BL&fL_YZ!T+Lw0ZzX%Sp-Lc$|SG`%a3L5TOr$D6xU*M_#r;~#FzrBu77()2M~
zj7G<=@`o*JIK?k;5Xmbsc#ZXW=2}azl}lNC@XtT*aAd%Tq1f3N645zQiq>4%5q*|;
zoeRu7T8AY(&%jAW$rBR<&+w4;f0T^WOs{~O4WXix#AEzOGDfd~WX_jvtFDLZp7{M-
zzn?Y|hSm>=Do;pRG?Fg^cYr>q`o~6GXr6lW~!*E|9$nA|s
zVlo+{_uO}asf+P4xL$~)&R_`OS>tzwANQro@w$&Sixz5>;uMQjx%NK!_cTiy6J-}<
zvI;`DOs7acxzQ4jgqLOS9>_)*T<6x{^|xHV^1p`yZB9=f@0xZ8d{=Jh*0<>&*8kC#
zfxqwa@+_LoyKsAlPksh(lxh_9p0@VZ@1vkyQ&zSCwQZw4-z3&2-31nUhPJQ${AB!_
za#hS<5?}#7TiiaD8=?<%TKXVO630+g`H7_{!umjM)mH3u3ZGT)rKRkff29!TFxGu}
z6}?Q|Yw{x;e07+C(nvpgoBsKr@{n1{Yj~Y+
z@Yc8>0l{<_<3~QsyOrU3cwXE3gt;)3*Kn8X%DjH_21;>CiANS&h!1v(fAx}sLxbjMOmu`i(Ll^|vYP=a&RZT8P?+395;9t-tE$>e>PMYggzY~4cd8*Q
zt?U%l>UnSh3YIUgk~SX1*yf%3{iAqWq)sh}stmRX=QX^GI0FH}No_i<+jHD{W)-c4
z(1zbd=@E^ry^-!1KmT6fYGSGj3
z&jjjdoyj`jl$V(e1F00M-#g`0H;tQC?%F#=FC_tG4h$b}1HOGhYfLUrB_J{J7*g2B
zoAP2C2Zo0|&`(Snvjdr0*DDDY@vMJ3++dxmnek
zj;tU(L(CBW{rQlFS^O^;$Qqu&7{hBQ=^EY8*9?0R0g>c(Jh?_>QwGH}Rf?c|vl{^3
z0hXEV?eoyze(CFrDTtDcdwcE-b@
z*y96De{?}q`)nYi3oRWT5xO?_13{7>UrSQH@L_J%2O43+{ZoYH!foBA@bq3~XC+kw
z*)I6t#3Acrg?~M7{C*a-iZz11%~%!PS;|5*B1h;
zZF)zTxVU!Ud4`-crUt3qU;M@9^N_ZW3iSDpM7#+C00u
zLO3U6y{*(eR7izzHaWgW8#O)+e9mBDrtT875N?P#aPmD^vvBABPx^4jS@=KAuY
z3kvXHqQy&m3lq=>rK>A~UAFKsgP462Ob8Dxi+DT?U{iT{ko0v6B*WWhW9p(rDl+z!Unw^3)Xis2o$6LI^%aG|`>^JMkz39)lNo+ulDSEu?{;qxkk2mSeED_gIMrP)};5)-J#E&HL4q@`Q9(L;izODFNgd^q+Q#C>`sKB)&
zZwVp&_{>w{{tGGEr4Dqf|;^G7UtGCnItm3`}`!HyLGJ$?)7;D
zULFpWFtnA>9a~RE?iy+y4rxG4C`RnCy;5K?aUXs%Wurv2gA-OZO6JfacmFx5?CZ%}
zI*)1eGx+mO-pq!WvhYaxFeMh0gjwacE@+o~f&)S}8>ne+R!%9cVYI>wN>dx5*@iid
z@JXS**h{7*fLNqPi>N@C;TD5e9`rav#!}zkV-**pyuTFKlPj>AvG*v2twrpX+ABce0k?YUrb&h
zdN3(k9!><8z|#^sqVIYO#23gSgXUFqx%Yn*QzQFyh;JeltCFPrA{ljXbYx{c{%h#d
zVVp4u`A$4J@IM=f4lU-Fs;{i;gLta6473B$MnZFDAGM;2_jhZ>prF!o6?sSR@tc}QboEtd
zx*udF0uIKa3fD(#6d131k@SZ_-x*3z-lZbm{e4KD6MjR5TO$wtg9?cD60gi5#Dez<@Ex!N
z(>G?-_fkGTyp_=`BrdNWN0Jc_ufq*Xfg8>_4=^2ACC8x(mLPtC%&f(RUcRym?-#E^
zrh@2+dVlC$)abzasg#O>??oWWSk?nv4Vk-`PPj|Hpvp2&(ptTv#*93nB7IX#fK}nooZwB{)
zoDj_|HIL(du!FG10O@TDH<`j;ms@c7Ihs-}JcSRg_5I%@=LZSJ9^7a!Ya-74&!2nxD-2*82Q+TmBJmW|-EvO6*dD9Dr
z89qgOiD*6y>Yv>iYRcLg+HVXZ{^8@tjb=O&z%X|q@}ne%cT4+=;L=Ar*3_K%mZVFG
zV02Pz)oppMcmE42)s(Lq6E<3fzK0!}BTIw7^kjz=;|5
zqG#p*#)}&zV;IET^sV)Oh^_HDL6Nc;z9GdSqBgIW6AbgFv7R@jZL@EFW?mit33pn}~5F2_nnEXKtBvdv~*nRts81ZSiq5zNENk9{m?5*`07d-9e9jw)$#$v`2W94Bc!q}L
z3u49b3NxnGb0Wc&TU9ZPh(8Ju^Kr<`ywQ`>X%j()2Xp!co?3TNH#|etf*v71R+2$<
z_;c%GOS0l7GP8iJ8nagU4?&{iO5_~jSvfi4&}9r%F=2qK3`y{$mz2(NNaF7=MhaN}
zMm-jMI%#CFZJ^jee`nUL#$-se2+`2HaxE1)s*>ejYRP-yeEbenC~v4w%}9@e|E?;o
zX-8q8J#QqSWPUiVoJE^2?j|PHw(Vw;eU0(>*ra8EH7>X)DU*>1MI9rZwLn|vP=4HB
z3?E+5H8mwRt(#|YQhE5svSt4L;0eFbaQ&^((nhQ90^*_9>Fr=iF81M{Ux)ZN?7g&%
z?Gob)0V<&sFjZh1yjaQAA24OnX{m+XQm8-67E$G2%hso<;}%N?NVk^Hgb%yu8FgRi${HLe=*W
zq)N2g>Ppzh!{8qq`5+y5=7JccRyH>8;SNUFCCD(D-*r|3UeJm-liA`jFgX*DMA&p(Q&WpY9B3s6ITDOEEnIUsJEI`b*v3@-Z;d5?
zs~OI!{BWZwtBs#?@iL#)Q*B7>o=
zfzgUF|6!0o({~~w=!gz6MGGe|1H!@e8#W;SoOPrJzf_t15tsaizWyd?;gmCOou&g=
zyhn}(s^}O+*#w=mAc@4rH&}b)uR`4Dh6?zn7+D0X&1U%${OEeF?rTROpgdR(Mj*nC
zl9BQT?gFW^i%VHBz64x!ABp1&vPoN}E~N;GvSDB#gm9G;i*dH
z5sVMh?n^-*1lunklRJ4#3kxzyoFrfZqZ#)H8-Oc&OI~-pPeM6PM$i>38{V~+>OS=J
zZ2B5WjC9E4ppqwE+1D;*WY#dlMaa05L_}RsUQ*ks>&?3Vgxuu~76m4yC#PvaV?{mo
z=g#A12Xx`tYon9NLXYJjClR1LMQFgu+B-PhKog`P14z;X(~obvx-{;E#uK;r-V*fO
z--Yh=5pcfK*4<4%HZ}&=JcX{Sxz_`R3fyrJ$&*XY;CO>Z&=#Z(+}OWJ{Vhtw!(?7h
zC@U}fnqce549RbR&;Ou);GCbpKO#LzX5|!^Deu|=+7JZ|k&dCIf{w&F+}0nXqw-My
zk%kdjE}~kL#(owN;4<`S5J6u{T7_o37X$$=IsTT_GCK>4%IR@KbMx&Kb7TpmdChtX
zl$1~p?Sc`p1rl;J2CJ>9c>H-=@h$rxV(^&U)J+x$k~>Z+I}EkC4{T-*Pdz#e%_F&s
z=&W64^^Sh*WE4nam_&;aR^LNa-5r?gp>SK7KZco6-pJ2ts^8}7#spNa6Ha5I?0M|jIfK+^oL65Yw
zG@;c$dO=-zbr+@>9ke0wtb}>J=Fx@Dh6(g=b&uFUIsPzk!`o%-)A1%wOZ>5`0e0
zMhZPqeVnsC5&t7HNds$M;O@5RoXf>q%UHzzzX0SLxdBM35W~*Rg&6Ri0i+VaZ5_Ocs=$7HA9K-iNfw^7Y*_R@yp5Drr}F#TT%Z_>+K
zL!Sy+>mgi&@sTc@ga7JfEIjkl3*h@)REZk@-k|ux!U7Mc-`2ONmq1(kd)ydu3P+De
zs;eVpUH5iFWB6yC8x)hN89e+!j^HrpkKVw*DPKhiH6GE8VpNm?DgGabuSo$4ut5C8
z_rkq^N$%-G1P_uv2tA3XK$z5*D)6-?Kl0S&m((9Ihsq_sL(M=eGA{OOmN@T2*v@EM
z&mS}U`SWL~af??d{D~wsc3<%fBtGcK(%=GjY
z;$$|!9@)08z>Niip7?Z>vml!qq#hCUgfn+^PrnP93`C<9f8!$%3XE`@YMhIUAe246
zG5|2ACVP(mtzB+zZWQMJyXolYPM93nvE%mdk+ptkX2~Ip(^1)}dWicIlp|Qav18cS
zW8^CM6_gi@LdQWdvg~D4efn?OmV5+f0VU%-5aGQCQ>GWQub4xq5%QgjH{q?fgKV2V
z(ozUEowf6-j!PMBNVTIBuoyI?Y`mL3<@^IRRj*JYPQ~V#EU`@EK^y^u$p!;Hb4=rI
zMZxF8AX<)Wao>9lh*NYdHo&e4Z3v6Weh`KPNes7Q14IA|U1miqmHtCrR
zyjJhl*4e-_C}y@^PA3vLluW+hc+v{lbInhnMNM3z>X)1}|AWHwfWnpcv#?8bMfv!siIJnpniJgIJ8_!cAW2bBKwR$*!30yr
z$3TI|^Nl<
z-Fd{+8m|kggD6aH=LrT1@beo`hi8Md?}cDXqdpal5QFZb{Ap*5AlwIlTVr3i+f1+U
zFJeh;@D#|R7eVcuOLN2U)8kY7Kd^4-Kv##!hV#vDDZ-{s7x+GqANJ2EMTj#jmCv@l
zT(7^5+hORQ_wiB1fWyMzYSOn8&<23WN$D
za#jHvlkF%9=Uf2({2n6&WLi!p=6kf1(ls@V)UB@|@!E`cYb2SYl&FWPjF)}@-+;K0
z%wsQGj_;ij)G}difVJ^GH2eCx_3$hxZX+&5qi-5k#j9y7&{j=b$;@S16ApP;SDCZa2|q_y;xT^>^gqTF!hk%^e|$;(}4AR$8%Hw)yc>etAvWmUc#(*_8_goOu#Sf
z9h%fcG;uL9kF+|D6(ho58(RI?HrVhZZ2gYCdx_3brVLv;w!^_DZZM{GM3I(_45Pes
z!E5to5IxR|b?J=6_`zNi48`vK#|+sy_8u0f>eSkVG{2YM;@Plkd5LR2N^q1IZ?)G7
z{qIDn{I8v`P5`)xcPs+hW(v6|4H&eO;H`@{Q4DU*Gw*3Ra%ETO(rv`26eGf=A&H%}
z7kaUGq`FgDI6*4fGC;OUoeQ;s*_kf^3|LktA#0I(w(%kPGjo
z7jb45j>1KmQYvAzTeJe>
za2hi+BQ6*OxLQ2Wi7h0_+#e$_r+%3bh<}-?FrP~;s>Dq);)$}GVuX6i2MsZUU9BqF
z{B}lx#|&A6Y(_uzbq_$tf?WQXX_k*95y->VPMpp5}75Qs9`2s;UPnmpK
zJo1sW%fziPz{jM#{-aWzPY?u_>Yu+aGD{J81@;+1P?R{o`26SpXtaOZ>c~o_iVK}*
z--u-)^zh7T6fy%nX@Q6Su|Mp9;&EEl;kMgt873*KJ(x~1%zXD9{1!2fN#08&78nko
zpn$@84imyRbOUENCkCAVcIkn(8YNC*N*!+C{fb5S!Yj>&;!`W#^yRK&K)+iI6LE3n
zi@>uxsHl!KT}^B}dMxw<(NA-OyGnL12cV4Sr@;=t9jL|S=_=X=6%@71Wk0PV1XOJn
z;=v$fOqHA^sbGvzsZr`Nz5#3Ukx`RNtGs;VQ$Si15}v794>
z>&D#}9VW%DamWqJl3LS|m{P|eQ0S37R(`EPfQ#*j{BNv4{>%3}#NNFCi7fPN!1Ne@
zzsMUKfSTy!BLbKp6uIKBBGp7SXx{@~k1B5)9B9CIOu%`ncLL9ycRn+gyF~^E!ix-`
zfyvsJ%Z56QFyfB%F(cHB#?(mO#O&FGm%)th#vzO1VU;jKwbWio8ZSP%KubkOoa(k^u
zq{81q>)%^QzrLG&@SymaYkwUwwJRwVBUk+roh*O*{NnEobm>6?<~SETZjkP)ewKHcu%EB7^nKag@a`(S&1#Uo=3
zfXqu^mrm-7TXucz1136y^oJ7-v~K|V#o|GaKv6hdFluco8W@LTxKM0z?OGU~yT%un
zSZ)c>XQ6k>8rHfX5d#Qg|FXsoS4T#At<%dLtzw4RV{!4@pRtNCgKUP;qMgsv8
zI$VC+Y2Kb{%%5pm&tHe0%zIy31w}3P5PS#G!
zi~ZWR^T2@->pRh4mKJ87%pd}Y_;}iX5~rCDkPQkx%q!`2Ygw8M}|
zs~Q=#&NoJw>>9+ei<_Rdi3*Mobt?fJezN#718qoGnuaYlZ_mH1J7w$7yY$@+LY;Oj
zRC?hGrYgy4ytwts0l#dZi4%U|TV$9g^%;a!@%WIM5-|M{HF28|rer4u*<4#nng8wQ
zuW$F>qIXk1t_!rPJ|u+b&esmI8skc7>YoQ)%s@4}c0~bjT}F#?)-aS*
z(|{2ov$qPYzwfnAJ9c+1#mcd^!%DxsrH>2Y!!~2mv38E^A^m2Re|N{HP_ji6xbt*F
z3z}au7zyTY2s#2Ek>+t-r0WnmZCwZfu-mFK4P9_R`a6IcJR8
z>eYlqLuI)TNSWz8Z$+GQXH{?DHuA!lHL6{u*fEFR;j8c3!Odc>Qu2bW9*4+-u|32m
z1ZTunWAp$>#*+S
z*M1g>%EAyP2O?#*1!#1pPZ>jaI(&7fjNqakS7hnJ!q$}s2h3hZ9R8NtVODq%rXIN+
z`=HU$cJQ_9c1R?HXo3l61nqx58|C{!RYb{GooOPxo3cEAFthr&B0jrG9Y9C@`x5O)&<#Yytu#Zk#ouQforNkx+5Z^>NOmcwyx$}EutYE
z&Vc!370T4I5F1;y?aJ}rSB&3Ho@>irj9OX`YwLht$^9a`kBEu9eIbs7GM--!QeH)e
zh+3P&oVI>I<@MRo(IJj`0gMsXRma80&v!+2iAF+XP*ShMZ7vMgRkAvbsF>0RdN3=N
zR=VQYWm!R&zdZ&TkmrCT0=w$+U-z67O|%|XQ4fLtU;W@$JuM0T52RBPHLx9wJm!zd(LT2}amYC0sG{|r^<7O6zi5@*Fj{WF)
zY54!5x={l1MoQ+pb%>JxUqtf;~I8dx6qgkiga6XxZv>&
zQ_qW@whavp+1Pm%)ozHXt{(2^n#BdL>+--D{sWe)l^;yav_~;uL_^ndXf`Y=SHYnI&
z4S8)p%d~xj6CnJEn6N&!QOZ&po9A)UhE<$qJFR`R#lz8S7@y4~u>tpI%hO{gPADSC
z%#7@_)O>2sk_UO0>nhz>Q16J%iX~A8w0WK9es&zv_}q&rv_h^^iCE^VJARK3rZqH1Ns0aA^_Zgl)@*l5SXcv}M;S?(*uY91^FC}|
zJQGw`_k`>ZJ(t&mSU0E`u76l?QRU@EJ_j(4bo-`x1O!x3s}rO5q7S|Z(D$~B)I$#Y
zJT5M-Gs*{hEb$s9QtF0=hEBK!O%=6`y%z1B{8cn;l|RXDaSK(Q(@6t`v!jj<3e|
z>Gb&e6Iu-f_b8!-SRA3Bme1MA
zPP35n5&Rhy1H*V@&PUXyY2ZOWm*fhlmA!vYb^7IvvsJLx=U0Y_9NMix={j%*38qSM%`j
zn5@#h9}_XP3;(Rz-D65qGb_KviKc9CELwv-R~UX@%r8sgZ<<{sOqM1@fN4QtibGkCO-+!xyCU;au5{dfAx
ztHUQxDwF&OVd6Aq@UhQsB7kvi`ChO$a@fX_4fCI5f-?i&gjjj7*t4atm2G&WAB#X6
z+`~ELq&D{qvM!Ntt^<3FDcue!|0MhLQd5gSvpPo&wQ
zvuUy?Yz66Dj)fu{VgRz{8@$m>0oP@&x|zZD!kyqf-Kn1+mpwRT9HHq7&6bFkc43#9
z+K9>EY+yiujkIO^k`R<%xpm2Z!hjgUfTR$;546|Al4|1f^{0;<5d%bE_sfMFJ16Ox
zLS>@po6W#pzLyvqyK<5y;bO#-d=T}D^i&Itd2|kYp8YHXMdPel9<_-@pwldG^hgz)
zU`gi(z~^OiZ53I@2kB-CwBxL3;Tg3&PbTiZFtl#fV!i(I;D1^Gw_@z`jy)ma>H;v)
z9DROM#ZCT>ecDUyT9bWZG0*cb4ivn2ru_hvt>x&87DcXx8K<$>=il15m3FsGmi*vE71soLiOCENHhHnF
zY3ZLZfB*(xO||5(0L>LHRtQ=FRi_0vnuCZW+2`kX{-9uj?0kfOg=o4h-@**30x4p!
zSB^7E!YW0pwB!ZNL9!Ye$CYWe^u&o1GvKRJz_H|)-UAKl5D}td7nS4WWrs95j7>8W
zjw`4T7X$3AkQgtb79N=gHctgfYcK3}_O7MSmS5aEe!pyr*Y4ktlOZsELOmcx0a56f*yt{n)KCl2NTioAX^}d%o_3R@nrC@ryN6DHJv^#
zK08{BuY4LH@9NZp2M>&(zrxW-x#aS-V(bKkR^&edqnIgFMxLcJ9>9$g)Zx$8LRZ5XZ=!Q0x~;bW)~YuiHM?*$P9x;;?b(V+bOee!u$?GnQcedUp0s
zF4RkE+?%Xd_oHS7h}&P$-hp*O^saL^a!fm}pn_Kbw?TcCuZNbDVr@0R%
zD7I$ZDbM-1`c=IH9;9s}#^Hd^i?>XzbF-{{CJ+pbF~)Qnj-g|9uB*#-T{evu9nsG^
z8o}>M)})F=WR3nvebatP4ZV@CF6!`{!-_K{9E@c%Z7{P1eI9IN0qjU_hgl<5Tqf7l
z$eQ+)XaFa=A7>y%^e?mfr7n@|Pv&zRGO|9RLohbAvdfcpn6`UBmV7yc))v%r*?`n)
z6TfS`+f$SqVs9T*h0Q&T7r#iVk$q1%KD35xoamFWX69nrF$u`W5Zxm2mJ82DJM*VJ
z|7j_aym+x0;dAL)i(EA8_xB7#%XIm&Tb9;sIp(oZVB)O{Vk+H%sxcdK(Q(kCL2M3&
zXTu1ybZRo%;w;%psdy;hB9WGonlS3dX&=F(
zvt$3juLBFm~=tTle^#-NA^_`Sm}@tpg4p@+?SCpQBo!;
z?$VXJ3TSh#BTF&lITt#GO>Qew4A`_Oi71;9s1y|%nyeq`Ac0g{+jVuUcvcflz>kTx
zWTOm(@{4=kA%GI(p#g|Y98Q5A2&Ndp-SCS;JHQA{c+I@Q_a`GY$bP=o3bnkB7i7EC
zNG`YxtuHGMnGk33^GWB~+@N2#hC+Xnpqtxo#Q$0?G&FQSzs2=CZu*gMfgKHA6YEh9PythNdZUL7`$HDGLPyj?7O^86D
z=B^j;cm2kMkzH>1!6`egtlnZTN?yis9fYZKK^k;MEVz-acy^6>t7IvuuR%jvRSzDAKNd5yImv
zKq0x7O1``HL6PLKNwd4UxN^DHyW(~W+$V{1-Odf&`Oaf3$|+5%mZtqW++A7Xhz%zZ
zPfCMVAz<1A2!_%w1+YFvEiVn=F?4aBExo9(QJ~)JxFg~mL~uW5Cs#-yaV`m-ECWz~
z0hpc&dO3F!uV%hg{Mf60@6J0%ssmVl7apljZiRyjc9vo6ZdFUD=DpTP*kKbXc~Cr<3!Ts}80UX88JfC~{;ob6CFby>XIM#?2Z
z;9#AR96tKt;0+|l-M02xv%><6)G0`4`TS_ZH*Tjl=`^$ReZL3?27?nu;naAr8aI
ziL#)(eV?B{NcINj=2bwAvpnns0xNeBrFf2(3s6%dDk3!(>_V;r4dKu=2%K!@c~
zb6ZTUp=n^ks-e_hX(bCr{(gRaZ4357^o`g9pjLVhVmfPRb4wRs4wG?s@hm13WKptc
zaXVv?m8Q8{Vglf>HH^kf`-DFO*ysudt**?LYR=|i`I90XGS!w5SZeSK@fn4MyMA#W
z!GgzBQ#YKn_U>H3h?(KJuM_q)Kx;Md69Gw}U4tsg3`wkLOdpBP{g2SCK30DEdKP_VU(kJnT+G&WuY
zu~zHWkp$8&wW@26MD)#QoFPfOz^uavZxydKrdMzp>{)#?Sg>r;Iq=lu)7Zf
zg*>;1G(3uji8^EemxzORQ%(PbePI75VBaXKpH?<#Vb$k?Al`>c1W4~v^e6}XVd~Yx
z@JYh)vgc@xz0pAJ`895jO4D`LyaIWS(%E(invIP|(~6$Zd@m&59r7l@Tw%nvd#+o5
z1y=NP<1XgqbmO9w985RGyB(j+`Iz4as@~i6f>i>F-rB*%XNWf~wx!69oG~2AF9{7i
zVX6XyBVxL!xF97Xa{`2(Mcgv^Iv@nPM{e2leO`hFV5z+%NY`Q6E^sLUUo8}$z_Du(
zR^`{7Toz|W23r^QTQionj&Y}BpwV^J3ybGJ{aPSAj^?bsYS4F_gHaK;h406rS_xn7
z?VR{D5}*Ae*twe0l^IU|$jGrN$KT28_UoAIR6DL?Ug89ZT}$63%QTd8-lZnF;EgLN
zv#5AanzlDVD)%}gF6T@pdo|gx;!U;nk+=6RmQP0n1v`W=vf;h-H_AunZXZN86NHT)
zlB-Y-{bIeLi?+G9kn@)9+fU(uS(`*Hez~_@Rz*eSObI7gFJVrP=kts#ELAX5$&}0;
z1Z<_Nr?KUz=79|MXNtl7>Tf)x1{FYXjT|MLTFFM<)R`hgE?N$*5FBZOp)1F~B!rvs
zfbkZoAQGR7U-wXSgp-az4#(P1TE8bxEF|vGY3b_gheLpOdecbkixvzMgXMuQBxGhKSA1MD#d>eeivfi(G~SNR985GkS|AM|WHc(lslY
z*Q;m|U}vu>f^trCwv>Dt!1N0Xu7rXUSaA}fKjFG$pI)c+n@MOhQw<8m=nKo0=OI@o
zz)LK9N0y>3W=8Kgbm&5^DVo?d5FBk8okD2ggH*;Yt`0i`V=K38Tt~6x!W(81BJ
z5>m%Bui2*TXak}$-ELtyY16EHRlskYXol0R{~|YfBZu$HzT&
zRS`-AyoE|3Z_1qq{9NwtmYYMgk%d0|Os)%JNlC>v^SJ^y<#f$1*{A#yp87sPx}oGU
zrS>bqQLCqdLTi!*y{nICFqvVh)S^7+9e!I4TuC$x=+BcGaNvO@54fa+pp#bp>$-5m
zqqE1|U^HFY_c9gSjzc*WJ-r#+5$m444`7&NEY5?VwZdwhTqGi(Ic(G2@}&krtF0V(5kihs?KoW
zfH85yjLJ1dKj*N+8b4Wh(HFI!YJH(L*ybcisJXgzq~xf`pj`%kxVSX?5Y?z6oH;sN
z{&9B?g>bQ`eo9wQFJT`r!Qqh(_{Bs~E@Qa7!?)zIm4}ztNg!}5otFya@K9XlRWILr
zn8F*Yp$ox#cyfQJse#Q!VL(Vo5)hvex-;VKc0dUvJrkgMF^m_kgELfn_7KpW3f~a-
zo&xIs#MR1sGR
zZH`gORGe7BA5
zmi%>9^DF8Rp0Es59u1UwLVL!!U_LwvWfZBrn}E~;vCROIYan7)l0$C@CA!pNijkSfb5)9`!s~zK*k+
z4gfL)A|tn>hS-!6Ruz9G`6`&`_8TN!L-KM7%_}_demCB)4LcSka$)DHR$ix-%pLBp
zx&S()jRe{Jpo&l;Mv7jM@`6-ZMJA4p1w{BwKs^eo_6+TRv@PK~VSuR<|Bxm(1OS
z)3%IXW>yxKg`WNxC8`B?%}i42j-c)4u^+#Uv{=#6eQNpQi*4Zyde{ayEer5=JL&Yx
zBtAY~pv4U%1!={S^wJ7!5#YdDSr$|Cnl
z$$`5VaatLYv6;ec+Me)|rgeFssDv(j0y>jq8L@k9I9e4TzYI__602PZqDNF{0rv^~
zZ_hPN1+Hf0;=X7KoBs-`{-%H;$>!a*Q%RspkO!}vnS}5V-6yDu^p}>(513Cc
z6j4i(y$mQOD<3yKTAl!+{7_rl0;V7trL_^DBj~Xv#LKI3E~hZyg5@0YATgEUf&kX>
z{QsltD!{VZmNqE}A_}OW0!m0XNJ@8?poE}^l!P>r!U5?H=`I6Qx!oULPOCFZN!0tyvTAyfX_P9?@S2vYX?1X$FX9kWCtflpZe}O%1A~^Idsw
zfK@VF>Lqg1Bk-dU+98^|0L%dWm2uDAiKpNFFA;Q;marng#wav$Lc&)tUIvhk)tO>g
z>dW+l*ai%S9s+D5hC_GF7LkK?x}uiUEE^wCZ^8
z4SM=TBtr_uX=%Yz0Z|%oC^~X;x4C%JhYz7uvf(Hkje&GOhnhO!eNQ;^AqyA|#Yis;
zKrCR1Rab?t3qq%f*9Z)ZnBBu$uRzIKLB%3s6I9!~p;3J@LOO(!3_X~L@a;>`rNgSI
zN*0j<5L>+k&oS5!J&DsuH&G;Q0Bd?mm<-wN7ReH$)l+!x+542q&bPDfZ5j^YtDJ}BqVf{Z}$<5cLN*9|_40bTZ6XhfO_
zZfe?w;rq@)4F`f`ShytHGpb=ldS3v2W=O9<*bd#OqbXD(=wmq(Bt^I~JqTeD*87P`
zSch>@s3@V16b0YRvt=J#gJR4@VY7~^$)sEE&f*7U!l1Q!<~Kc$2g8*X;HX8d4L=sLWCMN$Kq?*a+cy%RQ
zz7oF71FhO(
zwBGvi3LR<*M0fy1Cv)rq?N)S!NS1ssv9UH>v~2T3L(en})AH~PLYuK6XA}@@=U{<_
zvX5Y|3)UBb^IvhW#3Ssy{7YCj4@5;Ke$5y{0WOmO3oxru%M1X4a)G>TxO=yELMv3P
z@^sjTjqfTwp8(jg36NAW7!SFTeBk#y0#u>pJ*(W0(1-})FKZuG$xeL85y_E7@Og;L
z4FCXgnQ{3Z0!c+4r=QwDjA4@-p$9&i$VMCO4S+?W1k`%g!E1R@1u3m=DB4yA+8SlZ
z*ID~SBxXklVLGpY_biY*0Weq+1O&aMwo{Y+*5gP)9T@%eX)EAbHSR1X+f=s?mv6KRFLo%>L1=22kg?xbnGsni`n!LD&AmEpWtReAKf%Di9>9-f_
z1Vub=-F^fyD8ss4HB1MlNivYqg`KS(ijWwD0;s`8W6;mleh%_(yVb=2Bl>u8Kq{qK)N~)Og~k`DG25Asu+P5
zYqxg3n7~=;w&HR#gaOEK_5y{DkrQX4$_znABZQ@1k6$maE_JA3r344Cu&DigWayW+5Kg8ALmN##Mk?_1X7cRW24$5&Ga!uxd
z!R)P0vnMDa`J)TE2AN2@58V5m!gO$C3jl$83R?&{zZ|Ij0#k0l2*?Aoy9lS4An>xs
z&(KE;O)ghxe)`0F!qK+`(jxJ4vj2n@md^(vj
zg5KHqIpT+G1BD_lpw1>mt5;)#6zT-Pg(-w^rFuGC*u$${AI<|q7NUAKUVozt6N)+<
zJ%k0L+_fNi3SNpj)PwXxTvP;=iwl4v?ezeL`NRpR+n|5?%SP_$Kim_8c>#a01ferR
zl5qjl_Yj2aRy7k404zqyQT2mmQ)@SRA_*ud_KslzAnoG&f`-s1WNS!EZ86P#wI6W<
zk;eqw{KeD?oCj|BkPGmx;vuU|3;sb*@eY&=
z6e95y7@YN`yH0SM$COeY8ucD~K3miFRR{sq94MewVpb4D1I-X?pg{~UmD_Kt(ZZ}B~gCLVV&?*@!#5G})iM}ef?%@O7`x)qO8KAz@AVRUv
z6np@|7zBvfP_2rb!M+zey=Y&BwLd|mEvg1>mr8*Lsgfpgx43Qx6xC?#S}l}D{2Z?;
z0rKA~fGH0gRl#?NM$9+xvTj2VISkLXk;*S3VgMDxBcMomp(dd??Hwe#WGpN!?zNi8
z-J9PBq!Lf0f|Xpb?%Ara+`Zi)B-E9am5thQ-xn4DQ!)(JG`O_4cCwCYre66kE`VSv
zIClUfZ+{@BkW#sR!>oh8d*!2W*yq9BT^jTz$N1HYFtFeu5xs(>_aQfuwh5~t4@GF|fW8gE
z$;?ozh$o;qk9d3__WO`%0|Gu55~@KJH8k&02X_g0jAnADRyJB;{Shh(Jv}}68Vcah
z`LhEwQ#NjPF~Pt-2v+O8!%NpsUsqvYBN2klY8S*J8%Oms1yH(=bms;~=@mSr40qr(
ztj=vD-;+L_u7c#z*^KHBech?VT6Rdd^~7wldH@Wg2T3UKrgH&k5Sb4P4%UP`5d^gihEAVvLydEs$vaWNeUV*@
z5RqYBxu^CJ*A*1TP5wy$CvQ!;B|{tq;d3FdA&~p6JR9hdLwMmJ3=V{skana{e{$Mh
zdy#BNu=!f?zl=P*WE}
zN;FL~l%z2c(7LO2X~ciPgd(MvO=q#uyW=p-R|5kBrwNEn+dw`12|aT<+S=3+WZ}aH
zGE&m)%1QwMlale8+Gf{XOQ9!@^?0QQaJc|Ci8Z~8NGC#@2i*@S`c|zxWBoZmft8V>
zC(sCSQBj#NUT}yDfyaihX&`LShSr0|&rf5NL-quyOA0WF9h--@q2U_D<9}>k!uXaV
zbpqvLM5d=ay9xamUV;NDBO`;pNJNBL;~&?M)9*ka^1&Fg0KXJA3Lx+xIZ|QfGdD}AK@9q
zjzc<@mM;z16M`>s6hYb!=xk(nRlfpgUj|SzAO}nU8!ycw+5`3|rJ%huvezLs1cZ
z1kr5s`j0GTrhWW*E%>JqcNrpM1R?_+OtP$ATMoPlh{xH!+(&=tuoQBX5Q?h7*7AHS
zwGQ;&KuET{h7xeNKKdi
zHDFJEl)<{Jode*F`cj?{BG2Jw|HsAbo)H558zHVhT_VgY^Ox^rKOuWY?2M28WHOZa
zA%52aoRy*tk+vVDYG&mnbZ+_EviP4u`}Z{se!+n~1z>IfAH)%kmCVh_!4bwm-uJ;q
zDC!8V1mHo_*C>mH4b;eg!YKz4ehkJN7;{{2S0go8bPSacu&CC#N4{_-c
z9B-Sj21MOa;?6g2TE~HSPd|rEdaL{fXAEAIcqNx0MB=XG*SUqR`l?f
z)ZO^m&-VYCLA&F2zP|^8{>|><7~r&kPU#!JD}X(?1ktA^n9-1&JF#?N&{*JrG9;A%
zCzc_GcHq@4BtDGj*3n-M?tzgYIRLB>8AJD#GQ{K!fs01Nbdg>Gz!A%-`Z@%xfxYn(
z9Kd^Qy3px?CI}Dx<=-u)prjKK)g@@osJo*3`(jm
zH{sq(Bz+_>1@c;F-HW+XVJ$>;o_%@F#`-zlcE#lnD~1=EKl1
z1L